{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Structural connectivity and diffusion imaging\n", "\n", "Structural connectivity or diffusion imaging can be studied in many different way. [`Dipy`](http://nipy.org/dipy/) is only one of them. [`Dipy`](http://nipy.org/dipy/) is focusing mainly on diffusion magnetic resonance imaging (dMRI) analysis and implements a broad range of algorithms for denoising, registration, reconstruction, tracking, clustering, visualization, and statistical analysis of dMRI data. For a more detailed guide and a lot of examples go to [`Dipy`](http://nipy.org/dipy/), here we want to show you just a few basics.\n", "\n", "Speaking of which, we will be covering the following sections:\n", "\n", "1. Reconstruction of the diffusion signal with the Tensor model\n", "1. Other reconstruction approaches, such as sparse fascicle models (SFM)\n", "1. Introduction to Tractography\n", "1. Using Various Tissue Classifiers for Tractography\n", "1. Connectivity Matrices, ROI Intersections, and Density Maps\n", "1. Direct Bundle Registration\n", "\n", "**General disclaimer**: This notebook was written by somebody who is not an expert in diffusion imaging analysis. Therefore, certain steps might not be useful or not used in an actual analysis. Keep this in mind while going through this notebook.\n", "\n", "**Important:** The rendering of the diffusion images is this notebook is not possible if you run the notebook within a docker container. For this reason, all output figures were already precomputed and can be shown nonetheless. If you're running the noteobook outside of a docker container you can set the variable `view_mode` to `'create_plot'` to create plots or to `'interactive'` to interactively manipulate the 3D rendered images." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "view_mode = 'no_render'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Setup\n", "\n", "Before we start with anything, let's setup the important plotting functions:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/miniconda-latest/envs/neuro/lib/python3.6/site-packages/sklearn/externals/joblib/__init__.py:15: DeprecationWarning: sklearn.externals.joblib is deprecated in 0.21 and will be removed in 0.23. Please import this functionality directly from joblib, which can be installed with: pip install joblib. If this warning is raised when loading pickled models, you may need to re-serialize those models with scikit-learn 0.21+.\n", " warnings.warn(msg, category=DeprecationWarning)\n" ] } ], "source": [ "from nilearn import plotting\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import nibabel as nb\n", "import numpy as np\n", "from IPython.display import Image" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Explore the tutorial dataset\n", "\n", "For this tutorial, we will be using the **Stanford HARDI** dataset, provided with Dipy. You can download the required datasets with the following commands:\n", "```python\n", "from dipy.data import (read_stanford_labels, read_stanford_t1,\n", " read_stanford_pve_maps)\n", "\n", "img, gtab, labels_img = read_stanford_labels()\n", "t1 = read_stanford_t1()\n", "pve_csf, pve_gm, pve_wm = read_stanford_pve_maps()\n", "```\n", "\n", "To speed up this process, we've already downloaded the data for you and put it into the folder: `/data/diffusion/`\n", "\n", "This means we can load all required files with the following commands:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "t1 = nb.load('data/diffusion/stanford_hardi/t1.nii.gz')\n", "pve_csf = nb.load('data/diffusion/stanford_hardi/pve_csf.nii.gz')\n", "pve_gm = nb.load('data/diffusion/stanford_hardi/pve_gm.nii.gz')\n", "pve_wm = nb.load('data/diffusion/stanford_hardi/pve_wm.nii.gz')\n", "img = nb.load('data/diffusion/stanford_hardi/HARDI150.nii.gz')\n", "labels_img = nb.load('data/diffusion/stanford_hardi/HARDI150_labels.nii.gz')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So what do we have?" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "axial_middle = img.shape[2] // 2" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Diffusion weights direc. 100')" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12, 4))\n", "plt.subplot(1, 4, 1).set_axis_off()\n", "plt.imshow(t1.get_data()[:, :, axial_middle].T, cmap='magma', origin='lower')\n", "plt.title('T1 image')\n", "\n", "plt.subplot(1, 4, 2).set_axis_off()\n", "plt.imshow(img.get_data()[:, :, axial_middle, 0].T, cmap='magma', origin='lower')\n", "plt.title('Without diffusion weights')\n", "\n", "plt.subplot(1, 4, 3).set_axis_off()\n", "plt.imshow(img.get_data()[:, :, axial_middle, 30].T, cmap='magma', origin='lower')\n", "plt.title('Diffusion weights direc. 20')\n", "\n", "plt.subplot(1, 4, 4).set_axis_off()\n", "plt.imshow(img.get_data()[:, :, axial_middle, 110].T, cmap='magma', origin='lower')\n", "plt.title('Diffusion weights direc. 100')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'WM segmentation')" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12, 4))\n", "plt.subplot(1, 4, 1).set_axis_off()\n", "plt.imshow(labels_img.get_data()[:, :, axial_middle].T, cmap='nipy_spectral', origin='lower')\n", "plt.title('Volume labels')\n", "\n", "plt.subplot(1, 4, 2).set_axis_off()\n", "plt.imshow(pve_csf.get_data()[:, :, axial_middle].T, cmap='magma', origin='lower')\n", "plt.title('CSF segmentation')\n", "\n", "plt.subplot(1, 4, 3).set_axis_off()\n", "plt.imshow(pve_gm.get_data()[:, :, axial_middle].T, cmap='magma', origin='lower')\n", "plt.title('GM segmentation')\n", "\n", "plt.subplot(1, 4, 4).set_axis_off()\n", "plt.imshow(pve_wm.get_data()[:, :, axial_middle].T, cmap='magma', origin='lower')\n", "plt.title('WM segmentation')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In diffusion MRI (dMRI) usually we use three types of files, a Nifti file with the diffusion weighted data (here `hardi_img.nii.gz`), and two text files one with b-values and one with the b-vectors. So let's also load those two files:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "bvals = 'data/diffusion/stanford_hardi/HARDI150.bval'\n", "bvecs = 'data/diffusion/stanford_hardi/HARDI150.bvec'\n", "\n", "from dipy.core.gradients import gradient_table\n", "gtab = gradient_table(bvals, bvecs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using the GradientTable object `gtab` you can show some information about the acquisition parameters." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "B-values shape (160,)\n", " min 0.000000 \n", " max 2000.000000 \n", "B-vectors shape (160, 3)\n", " min -0.999130 \n", " max 0.998710 \n", "None\n" ] } ], "source": [ "print(gtab.info)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can also see the b-values using:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 2000. 2000.\n", " 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000.\n", " 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000.\n", " 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000.\n", " 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000.\n", " 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000.\n", " 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000.\n", " 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000.\n", " 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000.\n", " 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000.\n", " 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000.\n", " 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000.\n", " 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000. 2000.\n", " 2000. 2000. 2000. 2000.]\n" ] } ], "source": [ "print(gtab.bvals)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or, for example the last 10 b-vectors using:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[ 0.50924 0.2046 -0.83595 ]\n", " [-0.50611 -0.85336 -0.12505 ]\n", " [ 0.7696 -0.35989 0.52745 ]\n", " [ 0.73579 0.19537 -0.64841 ]\n", " [-0.90321 0.32539 0.27989 ]\n", " [-0.66243 -0.29331 -0.68931 ]\n", " [ 0.5852 0.74103 0.32927 ]\n", " [-0.17711 -0.70962 0.68196 ]\n", " [ 0.16554 -0.2838 -0.94449 ]\n", " [ 0.97435 0.0049151 0.22501 ]]\n" ] } ], "source": [ "print(gtab.bvecs[-10:, :])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, that we learned how to load dMRI datasets we can start the analysis." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Reconstruction of the diffusion signal with the Tensor model\n", "\n", "The diffusion tensor model is a model that describes the diffusion within a voxel. In short, for each voxel, we can estimate a tensor that had orientation and a particular tensor shape that indicates the primary diffusion directions of water in this voxel. For more details, check out the [full example](http://nipy.org/dipy/examples_built/reconst_dti.html#example-reconst-dti) on the dipy homepage.\n", "\n", "## Preparation" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "data shape before masking: (81, 106, 76, 160)\n" ] } ], "source": [ "data = img.get_data()\n", "print('data shape before masking: (%d, %d, %d, %d)' % data.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To avoid the calculation of the Tensors in the background of the image, we first need to mask and crop the data. For this, we can use Dipy's mask module." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "data shape after masking (71, 87, 62, 160)\n" ] } ], "source": [ "from dipy.segment.mask import median_otsu\n", "maskdata, mask = median_otsu(data, vol_idx=range(10,50), median_radius=3, numpass=1, autocrop=True, dilate=2)\n", "print('data shape after masking (%d, %d, %d, %d)' % maskdata.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Tensor reconstruction\n", "\n", "Now that we have prepared the datasets we can go forward with the voxel reconstruction. First, we instantiate the Tensor model in the following way." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "import dipy.reconst.dti as dti\n", "tenmodel = dti.TensorModel(gtab)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can fit the data to the model. This is very simple. We just need to call the fit method of the `TensorModel` in the following way:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "tenfit = tenmodel.fit(maskdata)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "Now that we have the model fit, we can quickly extract the fractional anisotropy (FA) or the mean diffusivity (MD) from the eigenvalues of the tensor. FA is used to characterize the degree to which the distribution of diffusion in a voxel is directional. That is, whether there is relatively unrestricted diffusion in one particular direction. The MD is simply the mean of the eigenvalues of the tensor. Since FA is a normalized measure of variance and MD is the mean, they are often used as complementary measures." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "from dipy.reconst.dti import fractional_anisotropy, mean_diffusivity\n", "\n", "FA = fractional_anisotropy(tenfit.evals)\n", "MD = mean_diffusivity(tenfit.evals)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So what do they look like?" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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GceV//EDdY0/1/A1zsWewO98b3ouPAQB4fvgiAGConxqBvGghfOJUqQxXWBwiM6Ldcct66tPglfWVCahGuJF9NDBfNBLia+E/j+/W7WLsITpyetq4LyvIYxZ6xY1T2BQAcHdI+omE5KlxMiiq6cjkyKwURUuUzju/N4XJJuSEkdBqobocAGa20XuikBHWYhYfmLJko5SeXQ8AyN/OrBTvjU590pvheHnQMxIG+zcGBgbwwAMP4Nhjj93bTTEwMDA4KGEYib2E7ZgIcTzrv+qPAIDWxZy/S/UykTr2Nip0S1e+e7t9aQRa/gPV91bUX/cYexJTZUN2N2bOnIkLL7wQjzzyyJtyvDcLO7p3Ex/+ieN7sEPmVb/OuV51uGudw30U//AsAMCqYSRmBRmZqStgw7VnVZaVJjn22EZGVLEGRlLKROSyzrnq5AQjs4REYK1SpbE60koMM5pzx3m0sZf4vXjv7wEAh3+I+yxd8a5JWlMf9a6dYSmmj+KPPg5g8j5hZTOO71pFc7v15B0HAOU2RtX+Vn7397AvDmfojdDkEo2OrB8WHY9W/Qx5uX5F/yDMxFCiqp6H9LnKLyWuY4Xkv71S/TPKPrQRAOCOCYMR57FdQX5PrLa3s7ZmpR2MyfN5rqPaDWVQCiVhKIR58Ir/RSLDd3VbjEx0SZgMZTQAIJeVSqdz+cyV59Brwlq/BQAQXyHnOZ/bjF95K8//51fVPb89AcNIGOyXuOuuuzA+Po6enh4MDg7i+uuv39tNMjAwMDgoYQYSBvslLrnkEjQ0NOCss87CYYcdhtbW1r3dJAMDA4ODEmZqYw9jqtML5QYar7QdRarM00VCLpAXymsrP4tftIU+xSSpuuFNTNtrmU0x0Nb1vK0Lmv/M9S6qn/5XofZcuz6eVCMW62gKlkqHznecx2Tn/YnZywEAP+77yi4fsx4ee+wx3Hrrrbjxxhtx6aWX7pZ97g1MpZ+4H14OAChJASNLUstG10sxn5r1432kTf2jJIgbapbPl1S6SoraD5ZXlnm+4RT5qgFV80zSvLmEiMPS7Gua3pYUcZlSul1Rse+VGQ1N5wOAQIzHj7Rwn25J/Qu3UViXe1bacoWz3TqVZz37Cn9opPCzvGWQn3GbareWvRXA5NfXTHnsHKUP/d0Ol082lbHdevJuAADrD5yKzI+LAZVQ/1ERVQak6JVOhXmkb7iLzvzJQs1UgJbtrv4tMcr2ZV/hPhu62D/KGzbwWIvk3dXeDgBwSRd1z+A7OLuKUzJFmYJLJ+3z9flE5JlUkaXb0W6dctG0zgY/+7o+J4qE7FPPsxrpHPcZ3MJzC99C+/B4j1+2ZTstN5+1xDh/b/zVXQCA0vsuAbBnRZdmIAHA6/XC77fVvoVCAcWp2BUY7BO46aab0N3djaOPPhovvfTSzjcwMDAwMNhtMAMJAPfdd5/j+1e+8hVcd90Nu7yf3SFudH/hfQCA4jd/DQAo55zLS2l7RJ6Nc8Td1EkRjredI9dZHtquwtVc9xjxD9zK9YMcLUXOZSxbXkY/jXLAHnFbw5JC+CxTCFP3dgMAChke2/8Kw0Z3wwsAgPww9zmZRfJ/b1nKTyytOimOwr2+SZiTnWBoaAg/+9nP8KUvfQmXX375tPaxt7BLfcYt4i/pAoP95BjaW8WER4ok4V9oldt2Eq9r75McJNcyEsedSTOdARE5rn7WjhgXfJzM11Afo53BBKP+tgVkvdL9jKiyOecrRCNJjcCaYuybA8Pc3i8iOQDwBySaG+W+Iq3s7IFj2NLUc+zHPinnXJbpq+x3yLT55rHd5TU8j8xG7nukzzbWij7D0s/eEK9F4Gan+dDOrv/BzFiU7vsCgKlZwNVDpRjca+sAAOWeocqy1ApG+aP9vFdqaBb1k5HNSWTvEhcoFSVqv9LvYZ+wVzWGTgBQkN/U+r0Z7LvedjGqKrBPWC+9zvNdNg8A4Ja0z3I6L+sLy7aJ3ydSdtBZFAOqgLTDJ/07J4ycZfHqjWfZhrKkqeaFgQlaBUf7lZkZy9jHaBLR6JCkaxdLPA+1p599JNO3PR08hm8zmb7ySH0x6Z5gJg76gcQhhxwyyZKDwx1xf0S9e3b11VfvhZYYGBgYGBz0A4ndgR1FNZV5bbEGLnfMcCzXUTv+shIAYHW1cD2/pAuNctTpm2PJd1vPoKVr/cczUrPaGMm5e8W2+ML6I86Sls+VXWWeZEQXbOLcG3x2tyh3c945v4HRoZbe9TXKnGWDRA4tHEG//heOmp2JhjuBaDT0OrpvZ7Ec1/u+uyt72a9Q6TP/QRah7ylGPTPufN+k2xSepPHMuq3sIylJheucwXsz+DQjkk4pjmTNY2EgPJlEPXjfeTQAIP0M0900NQ0AkqPc1+ohslpNkn7X9zrT8xIZp/GPzk2rMVAoJFqKnHNA3hC19QvKrJQlsvK2SD9YxwgrMShR5waWWrZe4/n7FjCKdZ16OACg9NdXZT+M7rRgEgAE2tgeSzQaaWFagj9wMhOT4WBmLIpvP2da27nWMMLH4zSbmnia9zObsN8r3f1tPIYwEcpAtIbIYLlqKjfo8sYgl4+lWQyrXLO9Lgds9islbMDqQT437pV830VbpADYlbZtOwC43noE/9jSDwAobRZTtdHtz1UZkKwwEAF/2tGulFh9R4SxyMozFpXnKaSaCdEO6f4OO2SwcozIoWI8leQ7VyqQI08Xenjn8XmwItxHoEkY5fNO5fq1bR6rcyJvECZrw8DAwMDAwGDaOIgZielPXUxlXjv76f8BAPjncERqCSNhDdL62nrwSQBASiyEcxNsT3KC818qU/AGOfxMvc7IKhW39QuNF4pa/XhGZhjhSNPK2fPQ9RCZkXd871/HKLPzAUamnmb72hTjUhyHzUJetBGZuIzAkzInPsAVDjs2tcNjq5mSJ2jP34VOkZK6YrZVfM/FPJZ8OqO+/XvKqTBGsyXc9AsAQG5Qygp7dj6mf/y+TgDAqOgSFsYY6WkWR7SFkXjiGUY53hC1E41tFuqheNKJXM/DOWxVlAPAuFhdFySyUgMdLS7ktpxxTljKJOv8cVbKO2fFoKejhW0NxKr6pphZ+QrsYzkJwrRvqYYi/wjbp1lKllcU8X0sqpTczPP3yKPha7CP4RFTofRm0UjMqn8tKsxgltdwqtb01e+CA5md2BHU1t91r5jCKaMZY6QcmE1GbHSlnbGTK/G+xCV7ISLamqEUmYZCjdFUS4BMVqEO8wAAlhifqR4CADqa2OeaWvlOak6wHcEon7ngIdLOmqy10tzZ3OdaGj6NPc22JeSZiIRsxiuZ5vHU+lqzL/JFtbwWpiUq+gx5dnW5siV5uR5quDWj6jVXzku/90nfzUnxsWN4rVwdZKKLl12EqaDcyPftugv+V+W3Bff/cErbTgbDSBgYGBgYGBhMGwcxIzF1TLlYUveGyt8vvcLo8eTDxBZWBAlWnqPh8qgobwu6WEaZYZlbFsvhcAPXTw5wxNs8v2okHu3gtqvt4wIAOlt22E7//7kAADB+HdXvOmIf28JoMpK0I9NUnCPmUEwUy2MSqUqOtuZLt/3bW3g+i5zzjQr3o3/hcomefTPtiHbLHTzezCvrt/fNKDqzp1F6gAXFCjf9DgCQH2S07V/A6xkYztffsAoNXmEaLEbXEWEQgm3CCkmkXkpzufpIeMQnInLLb7m8xhdg9j00anCveKry29gPVgEAxkULERPluEZ8Eb8znUitgVV1rkxEyC++AMJE5FPV1r9OdsnOued3jzASm54j86aRoEZ9atPd9nax1hZWrDhqMxLZXp67S9503rMXcR1ZXrpe7MZjElG+zPZGb3EyEplPUlvhnynnt1U8Ly6zhb97yyZ+d2NXs8/KYTKa5cPlWqygZqU0Kn4NWV4r7RMAkC85ma6gMBLKVKRlXVcN86W6h5AwYC1HSd8P8wZvftRmJEbHyYjkx3jPOpoTzvMUNtD7W76bXC1B2Zf0p26KEAKN2p94Pn2Ddv6T9tWWCPteKMp2qQ4tm2G7tCy6IiiaCbWnVx8WfX4yE/Z/ze4h0VO8VbRwoqNTc5bSkYdjh/j2z7n635/N9WfOAgDM/eN77HU8hpEwMDAwMDAw2EswjMQOMNnI3P388wCA4nHHOX4vzZtf+XthF8slu47kb6oIsAapGM73cXSbHOMI2uuVOei8Fn+RkeywM4s7H7fneANBUc7LnGRp0QIAQLm1bYfnpSPShrPpG1DcwpF6eS1HyTqaBuy57oKo71VdrIzEvKsYLRYnYSIq8HO7sTGO+j39E5VFXSdl6m6iDI9e1/2RmSj+4jMA7Bz6xOuS9RKRiGUDzz0j2oLGO1i0rXj5O7fb15LjKSIYWi9ZCxKt+U/m/bY6mWGRvW8Nf1efBimglX6W7Jj/Q5O09ZS3VP6Oyt+LJcthYkQU4T5GZ5rDXio7NQced1E+2Z+jLTw/d5BtTY7aUan2La9EmSXIPmvYrtZ2u68AQOvREoVeJyeygdkc5VuW8zyHquIj2UfjRYziSkcvYXskM2h0DdvTdIy4e6adr0QrzUizkOV+QjMZfaOP17LcvQ2TYX/sr/VQ/sotAADPebx2xZNPrruelql3Pb0aAJDrdbKpuYJ9bUOS3eP3kGVKa9aD26nv0vLhmpXR7Be9wxL+bl3nLHc/53/bf6tOTV1Y1UtE9WgTfaJTECfgcJgaCsvF/qZMhGaq5eUd2BSxWWF9D864UHwjRK9WuI8ZK7l+9v/x9eJ5Is+LaiT0ORlJ8pn2yfOTrnK+dFnCpDwunj5+vktGNwdlDWY1jad4jEbRYygL0tTKa5V/5mF+//UHsbthGAkDAwMDAwODacMwEnVQy0S4f38vACDzZB8AICWsQOREcUT7eE0xAAANizmyLC/kvKE1xNEkehnBpPuckZx6tbtEKzE8wRGqzitqJJivmmcMPMzI03O4eE+cdMJUT5FtamR05WklMxF1bQUAxF+x5yUrTnJpRswV/3qZK5+qUri4gsr7iSyPaQ3Y5X7nfI9e8LX5zqlv0JUQLqrBA9+nW+b+FOlpCWzXL+/kpzJPohXYup7XPixzpYU1jDbq5RYUEhIVi46mUBDdTUcjAKC49AwAgG8r91FMss+pX0NRour8/2akppqK+CbR3xxps1/WtYz2w9e+HQDg/hb1NBtfJ+sRCTCS1Px5ndvVyHJWKyN2T5gHzwxL9Jey57A1GlP2TeEPiE6h3anD8HVJlPavNRHV06y5MbqWy1WVD9h+J2hiv3Mt/xvbs4LsjtsjbJ7oSoJRKcn+JNcrb+Z6Hj9/z6+jZ0deotr8BpstyX+K11X7aeX3/ai/OpDn9R98Tpwhx2g/b/2Wn965jIgzr6l3Ajcb2EQNgdfDZ3xc2DbNTAAqFb0rEXpQWKn2Rl7PpGyjGoJKeW4tw338TAA7dt30f4/3ofgxsmqqR0sn2U/0HavumKrJSY2LC+UI2+aWZ1b1GO4rz7LPY56TcVa4X2UGXHkrdRYpYRj8nhqnS3WpTYtWyu10vgTsEuShcdGFNJNx0Gevuc1ZMycU43q+tLCD0nc9/smz+Up3/wsAwPWub066zo5gGAkDAwMDAwODacMwElWoZSJc4vGffJAOZ26ZktJc9C1/4khv5se335d3CSvJFUWPYHnpH1G862kAVfNuMqr0emU+W/KSkzVRmjISxaI99ktslFzl1RzFx578GX8XR8COa47kNjVajuEruJ7qHpRlaBQXwLxjfq6+atonI2trXOaKqyr71UPf48KsiDo7GrFzsWurB1rf+yUAwC3R7Gg3l4fkfpTmzmM79+FIr7YvFTeKArxNMhOEeWrL8t75/OKl0CtRxDWMosoF+/q7vPopWRkjjPhaX2S+OyjKRun9rIIaaieTE9zAqDqzisfatJoMRkc7515bjhd3vs12fKe+laXZc9juE7jN3Dy9ShJD7KdxjaTkvsaz3NIrVRHHe/m9WNg+ZknLHK4yE1pvICiK/K3rGdlqvY58SmrDfJceHOVPkQlM/YUMTFiMPMtV4WFhQp6zOxghFnLiEDvBdgVC8lwluNHYNl5T1y+ZtaLPfE5U9PmMtFUyTtxD1bGoOMZO8kzsT/0VANzPsI6ORr7ZEWHRtrIvNHczEh6f75t7AAAgAElEQVRL8MIre1koOu91xXUyZGuhohH+rfV+VL+g7qb+brkvohnzB/hdWTg0Rad8bqEf0cVU3+eBn/C58Ig3T0UHlpFMowb2P5eb5xM5nfex9EHW8alfwcKJwjr2gXzGyS365DkpyHNjaz+ERXA7GQvA1iFNyLNV2MZtRjPcx5hoI8ZyXD43RdasaxE//Uv4HFlzmPVRj8WZLhNR2f4NbW1gYGBgYGBwUMMwEpg8OyPx7zI3T7sGZAY47vJK1Th1JVNldzloVx1EO0ft1oTUqGjnTiZe5yjX5VWPdmdFx3LF0Y3fvS6JVCvV5OwINSW6Cp0z1znwhi5G+6/+K6OwxQ84GYlwi7gQbuMIViPB+BDDL83MAOyqdm7J91ZnuaYGnrPrpVWOfZfnkoHRSNb1q7sc+1RGo+kM+xh6RuoBP7BcKkfOg3xKJPMQ2Rx8ZJ7jmPtypKdwf5CVVYvfpdbA3cQoqOLPIVkR/phoayTsKVcRQhod+yQm6ugiozC2kv2ylhPSWgnqphoIPQEAmOvjdS6K+LwYl7opYTt6cv/hAS5bdj4AOxoLbCOb5ZIqjTpnvW6IUanO8U4k2Lf0GYlFnE6E9aC59Rp1qsq/oqsQ09RwTvrk49QxVJ6lhHg8JG1GTT00xhPCnPidfh3BTi4vSjkSrdOh7E+q3+NoUyjE8ytmeUz1WQGA2Cy5Jl+/g/sIS3v6uE348oUA9o/+CgDZu+kH0UpLHHhjPOf5jXTjjfeIx4jc29EE33+1DNPCBWSM3H67M7ujoj+I8vq65zNaLvXyfVlYw2um0Xh8zLnvzF1sm/f006Z8Pspkuq6/CgDQ8Fl6iKx+kU/ODHk3eeUehw7nvdW+vyuwPGz3+Aj7nTINyu5oNor6UOhLMC9sjsdl8x76DlAdieqQYvIM6nOjjI+yPcW0ZEGJn0epm/8fuI/s5X5ndFWOUXroegCA621f3uVzBQwjYWBgYGBgYPAGYBiJHaDhw5ITvJzZGS4ZVY72MDRskBFg+T/pGIjPbm/N6HqOCufimacDAHxR7mNgE+f4tEbBwBi/q4Og23LOxI2IB33EZyvZdXTbtogRgdYi8HUynDqkNFL3vHQU7JbRvV/0F6r6rXag02UlYRQiQalFIPn56dsZGWRG2ZaGo9ZyX6cx+pr4CzMHckWq/dXp0Gqy2RvXY4yUs394DQAQCNao+I9jVkrhNalqKlkHgYvom1E8dymAfTvSU4bG8y0qydUjIyIZB4F1eq+EeRJKSoTy3EbmbH0R5yynztcPXk7tQAe7GqwLWEuj3Ek2TGuZeKWbBiQzIXsnWSXVEwDAxK+pCwo+wGsdWiauhceJZqKD97VLnFbLj1ADogp9zeIIVFgGtrFUpUZXp8pwI/t09Bz2kfKYeAVsIXNSkuh/vFfqEvTKHPZ6ZlGV5HJ4fOqMabMOmQmpqro4Icv4u3pNJDbzekfnsJ83zJeaB2ud11g1HrmkM/tEvS4AoNHN83HHuM8JiaotqeWQe4iZS57XGBHuy/0VANL9wnSd1+hckOH19Y9Sc+MN8LrHJ/iOiso7Qn0NMuPiiZOxmaJwRO6haMNih8kz7xNnR6np4xEtlls0RVpNU5miHSuzJoHcD31/HA7eF/9xZNXKlzJTqRxpqLPxjuF+kCx2SZxS1Q9CNWXqFKsOnvqeV4dPPc9q51jVUeizpKyusteqSamwNar5kD6em+Cxewb4fB3muh8A4Pqy7cGhGV/ThWEkDAwMDAwMDKaNg5qR2JmnfPE01nO35NP9j4zOdL5fK7X5nue8Xuz6WyrbWh0cjbsOZ74zShL9zxOXQcl511Glqt4VtY5uIfleHQHFwuKOuZXrNCwW/YW47/n+9d11z2u4h8p0n0+V0M4cbR3ZAnY2ST7v1Gq4ijL6FSZiaJj7zK1km8Lr6W63rTci7XZGGKq0B4BSgX9nJXoMtQhr4ZZznbAzPADbk8DzJOf8LGEkFHsz0ptqnYKKC6p86l0tSrbG6HpxAk0EK9u0tYjj3kLR5ghr4VrN6zPUx3vw/D1ke5oeIp3R2snt3KIlCNxMFbv27/LvnToXAAg0Sf9Lyn1b3g0A8C07giucSc+Sssw7dw5zvjmyQTUGUt/jMIng14oPStpmu4Yl66TzIkZppfddIhdBMoMeeYy/v07mIbtBNAdjXO7pSzra7JXA2Vuy+2/DGXwOSx8iDaOandR9ZFDCHaK3iLJdOrftkWDUE5F2bxI3xIRTV5Styq6a2Mr+6+rndc5J9OwPyzFEF5Nby3ZrfL6vMhNZcfksD7O96+/nuTdIxtVwnBc8JNHzRM6pg9J3l+pL0lX1JipZaqPi6LicLI0llzOX5w2YEP8afdc2h8lW+cLyPpJ3cuBjUutH3DWnAmUyvfI5lWyMyaDtcAVFlyAsWoPY5QyN8w/1h1AHz6xcI9WCpKTmRjUjrddVK+7q9fbKu1T/DwnLfQk2i/OrXEv/B09iW445Zqfn8fsT/xUAcNnK/9jputUwjISBgYGBgYHBtHFQMhLbOVc+LdkAo5xHLZ5/bt3tAp+gQjjwBfFRl6hkbJxRY+IFW5Wso8W2LawD4Js9AwBgLaFStvOFHrZFvBziw875OK07oGrf2t8BmxmJNIhaPC6K+UeYw9w4i1XtimefVb0L2zmwkyNbreehNTYGhu0cbZ3T1kqL/UNRRzvyBeeIejjOkXc2y66lOc4655eVEfdwrx2ZqhdBawMjn8wYr6NWBIw/yWN7RVahOhPrOqeDYC2q7/PejvZcq6iFeObTZFFOuIjz/67L3goAKM1ntUnf0nkAgPBINwC7KiBgayG0QmWoUzQTnPpELEU2SO+JKsA1AyQ+wOscvuc+AEDx4gsBAJ5GuYcZu6+5NBlBLAiH1zIybHuYOhYrKFqYs6ntKMl62ocaz5Pce9FlRB+gz3/2oY2VY5RLkobhYp9xS52RsXvpexFd4nw9hcTzQXUPxdfY3kKBjW0QvVHg7Dn2MRLsO+pNYnWyXQ3HCQPxSamAKCxI7obbeYxhydAKyTUWnw9liFQHoLn9AJAQbwqd59bnTOt9lJIShUo1Smc9yH2PmXism++qy8+nHma2VDL2zWE/8q4UnwJ5Hl29wngFed76XGu11tG07RfT1kaWLNouuhKN5PPiwqh6NHl/tMu7wc6qEdZnQuqyfI/v8OAPps5I7A5ozRbV6WQHNVuDLyvNWtJMC/XlUSYiJ+9Xv5xvRn4vlu0YX9kL7XPRGJ9zT0BYYdGgqIZqaDOfJ71W3ikwEYqVI76dr1QHhpEwMDAwMDAwmDYOSkbCwMDAwAAobP05gO3r3ADAZU+TmS0nRZvzpDC3krXRkBA/AkkwCI3xD2VoxyQa11oR7ioPHGXXNKpWB1f1NqnUYZFtNTNhcIiaqw4P2ZCSOF96gqIx+4+f2idQW5NlN6F03Y8rf2dE6pVPSWZFi1TvTAjLm3FWyW0J8QTTefJRUdFCaO2imREyL0MpWxsVk7o2yu62zuE6/kVcJ9xMBsKSKtCNakIkNZR2VI+kFl9ecyYA4Gu7ODI4uAcSQmf2/gdp2tgM3mT/0xRNVsoUC0pHUGg260Z2gvhXWSp82wDp/uq0yWEpC5t+mevOv+cpAIB7DgVK0UNEbNQjvLPU9FJRkYov1YBqIrs95aRTAWWhTpO9PFYgJhTwvTwvb83Uhk5pqGFJJZ1QKNnAuC387B3ng6vTOCqg0jS6uNi0NgZ57bLS/n7ZrhYqTlNBVjVGxnnNSuPceXTcKbIMpkWEKe0MSdqoptbuy7DEREnTvOIv8LP0LM+h9f+TQlvnMA0rPIspm96fPVXZh6Yqjg7xxVEu8JpHFoiQV+57LM/flUZVQxudCks/wuJswRkrAQD5LLe3qt4GWpq8uJZTF+NiU+5eJceSaYaIi0JN7zJSys2rN3MHb6E9u5q1FV/kVF6p6pY2XyTWvV2cmyk8wZRYlzxG2W7204o1vVhgq1hY+0FOptFyIsL0945WjlHo4TOS7JY+dbg8aJJmWDGRE4Gm2kBrKuloL5drqrTSy5FmfjbNqiopLc9TLiki7DDb45J95aXiuL8mm7IW+9oUh4HBzmCmNgwMDAwMDAymjYOGkShu/Enlb02scT/2VwDAWFIMpgoUsbzwKO1ajwvSDhif/QfHvkoLaLYUexsFdGO/EZOmvC2EzAoVpwYkax/i99YmRkv5PH+fzFZWmYlaqLEJYBtIBTvEUCoqUZZQjb4TKPCspbaCFzHlMLdcChnFpXSyRH7VKaYqeNT2KBORk/PzuZ3W2ZU0Jlm/RQy29He1c22ba6fuzZ7H30qjEoF28ZqU42LW9bQINEXI2SxMTM93GP223iMpYKdTHFa85B2oxZ6O8nT/7kcpcF3xZQp3T/mc2OyupYCwU6LqeJwXW1O3rO9SxNh8ISN3KyzpwyH7Xmga3cwjSTWPd8s98Qp1HOS9SCbZtzTtMzhX+uKIiP1GhYZ9SRiAMPcTPHN25Vjlw2jW4/G9zH2tFptjSetUwaP1qtDcJ/JeWUfM4/ZpMWv7fzRr03s44112+Xi8VURgq6TE/AY1lOLPmnrqFxbHI+RB+6HOtM+cMGgVi/cHbEOqkGiYh4TFyb3AdvlDIlgVmtp7Jg23gh2SQi3poI0g46AiUkX4CDn/QFVp7FVkX0IiNrRqSMTxHv7QeIikg4ohGIaYiqriV8WbwUyUO2bsfJ2wpHCL5br72ecAAJ4O6czbJJU2zudxaJTrx8Q8LyrU/EgVXa+FsrzSn3ytYj0+yus8lOD9UhGivpOUydQCW9pXPBERfw/Z975WzLq7oM8LAAREl54Xpk7TP7XsuZoWDonQVBlcnbJRg8ExmdpolGsV8dnnMWcW/8+IHiulx/+RInOdKNJP93Iy5BiX0vZjCUe71Szr99eyre/6u157Yc3/ccUfsRKl+2M/qD39ujCMhIGBgYGBgcG0cdAwEmpRXI3is5sAAD6PjBJFMDOnXVLzZshwcx21BqW5c/ndLZdNREcaVRZL24/L0hKZ66eWftWRqJqNtIYYzag2Iim/l2tUUNkqpmI0zhBNy4GHYhzNBppko7nOaEPT63LPsoiTpgX6OsQ4ZnR7WY6mIzV42F5NY9K5/qAYZaXECjYhIqKQnIeejzIzeq08sVTlGK5LmFbrysgEeoxhZFlKsHf+168AAGN3S5tqyk9vW8foZc0KXv9zDmF6bmkX0p7eKMpfuxUAsGo52x7w8LoN/5JmSrEjNTUO8inW4xLpauqg51Gm2K3r5jnObLHjqq3DFE+lMyLYkmseHaWOITfmjJq1oFS4RURYbdxufFj0DisYsUS+yPrj5ULV/V/+DAAguYLPQiDGfWcTPK+hMUnZHBeR3I/IKmjBIzWHSks6nNvDe9P/B7uUdNsWsjdjq7gsn2d7laVT9ko1H6F2J/Om5lH+w7l+aJvYdWdtM5+kSDZaW8liaNpgKi56Iu1zkibq6eB9yHZLip0QKKWcsHZS2Mx9ChmbcvdA5VjuIPt0ISFRqTA/oS4pDS8MovcKWpdjVASDWxnRq4jP9e8fQTXe7DTm58/5AwDg+IulHPo/fQAAUPgcmb/etcIMzhD9S15TN92O/cTlHaYp7AtnDVeW+RpEIyVMQ1m/ShdUQyaf1/kC1PeH2kA3dUpq+Fw+WOPP2P3LN8LjlZtbdn7Su4DeFTbV1DpP0lIXSPFFOZ+EGGmppsYn70tlqos1/2dEagwJOxptNiGyiPt2HS6Ma017Sl8m2z68WvR1YqKmfTxyL/vV2CCv0TveyvuWsTOxYSfmEt2/3zV7LsNIGBgYGBgYGEwbBzwjUfoDLT/rpcCMv8hRV3MTR2hq83zIaZxjKr33XVxRirxooSU8TLV7/DGORmMSraUG7eixtihLg0RX4xJFqhbCqkm8UjObRkkTUnMhHblWayc0YvP5OQKdGOO4cnyE7ZnTb9tQA0B+FefpN7+kWSbc17xDGXXqaLr6GBVGQr5rZlHIp5bdEk3WpHi1R3ltxmReVDMIknL+2UG7XZ4Er3d5AU2ZrAFGeXq9sxt4f6Iy/6iFoVpiPIaaNp1yFLMRRr/FglOxX2zPSOzOeecXzv505e/xVxlV6pytMjGq3Pe8nW0Jjb4AABiUqE4zKbQsuzJQh3SNyPZ2z81vE4touW8a1WRHxYJ4nNdWS76n0hI55XmvgurWXmTUNjoo9sQ3P8o2tlX13801peZzzldFuiD2z3KeY2O8z+5xHnt4nWQ7SH/WssiuqhTA8nOW43xiMfZ5X1qumTBOytoUklIoTq6DJ8BrE3SL6ZRkYqBoHyM8zzmTXBjmPsOWmrGJOVQPnwGrk89GoI33p7SVrEE5JzqNC3kfiyccz/Mb/XPlWJVieEE5lmyj2TbNb5Goda6wo09z23KS96f7WT5l87Hn8fhb/9nxvaLXAHDYQj6cxThPyPvEk1zn0iUAgM4HaH+vYrPERr0fUpJd9QxuZ2pjNVTT4I5In+7XtEn2N9WCaR/QfVY+pT9m4vz0bOTz09/XVDnGrpfcmhq8VRlngWPIEpaTYri3hn0xKOUHJpSJFQM/fT/qtVFGV1NllbFOV1mvh9aQWfH1833oeaIbAJBYL/8vyWMbbhFDtkN5zJAazKmpYElYt1bJrFth8xC2OorYMLpr5dAMI2FgYGBgYGAwbRz4jMT6gUmXZaQoTfOhnMcaHNK5VxlfuZzjLJ1r05noQJuMmhtVQTxu73urWETXjMZ1jxrBq9Ygr5apMtgNB8TroUZ3UW2ZPZJ0ZnyoVfa4MBPZ5Zwg9lzE9b3HUTPR9LpYEM/lwfpfDcmx2YbxKs+KGWFbywAAUb/T28Fd0UrInL8wDqka34ukaCcaxCrb8thRoyVzxdgiGQtrqV3JP83vva+J34CM5jUaVq2EsjaFLO+MFlZqnLDvx3RKAu8MSy605zETL0v2ilreSqS+rY8RbqSrEwDgW0BFe3mNk4kKNkj2w7uENgiJ9XLGLid84vNkXHqeZvRfkms8tk0s2mVeVku1h8O8V5oBYo3z98Qov782RP+GjpL4keTseVEtxjYwyvY3R9gPtGhbLEBWQ/tnQiIvPe+mcNrxu7Jn6q8C2FFXReuyVfqhPAszY7y+E5KFokZHGq1Gyjy/VX9mltWcZs7ph6L2MxIUG3FLH2lhtSzpxnGZNy4/LzqMLrJ43qO4T9eFZB6sfppAZG9jxoI/yx0ULzqvcix/J5eVnn6d26wXDwuxg7fCkumxnNF/fjOZuORmNu6QUyewM+wuRu2tN9KnpHKlqvQxGzbwPdc0wGsS28KMooZLqVnyLGC0mnuFLFw2I++6MfbHYYmq24VVjYhOwPLY/Us9S7TPpUfEm0dKkVeyM4pajl70MZrB4xMfniSPGUjJ8xOyNRK7WxuhaDnSzqgoDbA946sk20cyqPRdpaxhXpiUqNdZrEsRqfHV0fclAAwPRuRY/K4sX1D+j4CYe2Wk+xSzbF9BSrH7wsIGip+JMnehkP1uwY3ODMWlT1zA754bt78AdWAYCQMDAwMDA4Np44BnJMqffv+ky1Qd3iojO2UBEq9LedYrbwUAxE6Vss1BZ2ayb5ZEei1iVZoeqyxrGOYoPCl6Ax1JBySa8tXkR+vIVVmBYtrlWO6X7YJV+cXeIn8biHPEuqCF0VTnERI9ilZCb7LmqYcfo/raO5/RprVa5tSFPYlWHUPntJVBcZWdmQEKzT6plMeV8xiS6KRJmAidEwwdbTtfFpee4diX+1UWOhuVUushiWg0WtFrN552FgR7ZT2jLM0Yafncbyv71NLZlWO+eBOPdcw/1T2fHeE7R1wHAHj1/pHKb4tP4N+NI4zCNFLX+47HnwUAWIczqkvdOeBYrhlDvbfwHrYcKnqBD51WOYbrrSfJef0eAJDcxGs+mOC1bBH2SPtM8xIpbnY8fU8Kv2QblMGZE2UIkx6Uuft++xxVL6TMgpaA1sJLqpWRWl0VFsGjxYkyGpGJt4n0m5DX7lva53XeOCzL9FOjUvUUUKQkkAqH+cdMUbgHxBsilbDZsK19zgi3tZ3n7I/yuje1Oxm3YlL6u5S5D+W5XbGP21k+iTBFJ+CSUuyArZuw/vqq7Eu0HeL/UegV5qeb+8oMcPm2bbx/jVdwfr/Ux/z+sc9RQxH7xVWoxRtlJoonnej4Xjry8MrfTWEet20+2zu4nte/eBvbpU646THeay3Ep31hfgvfg43t4hTcKdchbjMSeXlVuoV4U72LlshWKKOljIQyFNEomYdtI9L3wbaq2+mehOdK2ym477MrHMtU85SvYRxC8v5WJkKZy8p7wnJagjdUXYd0TjVRXKbvUC2G1iQZcGnRRPmEmXb7ZZ8TUuwvLu9LcQzuHrAZmzbZR22uRvLTVwAAwt+7DTuCYSQMDAwMDAwMpo0DlpF45dyrp7xuWXLEtTxroEULyYjqeKU4Bkp5a63JET6b897l4zma98XWVPbZupkRpxZnUf8H9Y/QeV4t9ay1NJQB0Ci72mUSsEfkABANs73KpAwPMHLwSVnwtiUZ1IPm4Q8+yO3yBSkRHZM527Qd0emIOSwsRS07oOflreRJc/SrjnQFiTrVX0JH3vEVdk554yxGQJX55qBdmhmwy+PqNdPz1dF/s5Qk1tLDsRben+Uv2N4hF9RehEK9PJ6p4bhGRj//9qKtu/jZYTyfqEQDGtHrffX/nnqNjg/w+/wTGJINrWaUEGrn9U1vEo1Jv9RrKNsxQrmREas3KiW7Ra2jGRGqP2iVwj+uVu67+DDdKfteJwOlnh5eF6/ByLAz4gdsB7503nmd2kQroZkWY7KvroYJx/mqm6FXGTjJLNIcd8D2s1CUJunrDeKO6peoVPtnXDQTGWnL8IRkoVTpiBpCEp0pMyTHSA0J2yXX3RMVRlBIpsEeRrqdzzCbw9smufxByZDZJNkfY3ZdD70/6dXiHSCRuDUq92uC20xslXeCaAuComnJP01Nk+vFrY7l1kCffYwpOFHuCOn/8966v1frCWZdyHYPPCRsQDDvWLenmxoJffb1erc1K9vD+xRcyPNUPx5Pzr735TivUWYd7202KaXh5X0T8DuPqdlMqgMqCZsznuP3gjC4Q+N2X26ve6ZvHKX5h1b+tlyidxEPDWUiKplTUma+oH4Z8swGa3wjrBqiV59pwNZ9hISB8wZ5vRPy/KRSfB5U81CuoRUKOXFVFs8L/zUUzZ1Q1Zcmc40Ins7/4/C9SVYQGEbCwMDAwMDAYNo4YBmJIz7GUVq9uNO6+dcAgKi4DKqvQkSil7KMdoNtks8uNQza5nK5ZyEV3cXLpKaDZnfMtrNx/X+mCja/VeZHZURq1fgpuGs0CDrf2zKLo8fQ0k7HsYpfvKVyjK2vMGpqamaUGNRj6DyhOP9lPklnM3eYv2vuvGYKeEUB7RLf+0iTnZkR+pFTW+BaxfoihWtfAgAk4k72wONynk9QohV/TVngkW22RiIi2QiWZJcUL+S8b9PTdGzrf543Sp0cdbSv8+5aLbKSxy9ueEe1O300qpH64TOTLtsZzvgIr/fpcVsj4ZojrnP3MXosbnNqAxKSedDRycjP/VXqVbpuvwcAUOpnm2d0SR2Go6ilKDfapSLdzz8PABjq4b5Uv6DRvtYvSImeYUR8TrT2gWbjaJ+LSaRZ0e9URZ46360ZFbVVW/WzMar+F6IdEBZBFeWdV/JZURfYzNO2gcisf5jjOFj/97sBAG0nSHyk/Xe9ROwpdcB01lkIy3NbVC1CFWunrJVqeNqLzsyIYr886+Ll4JX0+dlv4XlZAXGYlZx8zehySQaC69kX7Z35RUslDJo7JpksEinGtzgzmcKNbHdfLw9aEl8NdSBtO0aqsv7x8co2rqPpMqEah13VSvilnkrte9HKVrGXb6cWpyNEz5Mtd0j7x4V9lD4RDvAatR7q1JkEzmTmUektx3LfT3E/+edtZqWYkNpCUk9F750ysOpp09liZ14BdjaYfsYkiyw1zu9HnOesL7En4NrUXfm7cRav28AGPmMBeS4CwuDqtRqVEuDFGo2ZaotahOnzCesWbrI1Et4GybaQ56GYFq8hP/tJvF+0erLr4U3OirVak0lZt3qsllbprVTDFfz869uzlfVgGAkDAwMDAwODaeOAZSR2hBfv4Khr4QJGrJu7ObcZiDBaafzQIgBA8czTAdhV5Cqj9jWsveG+6z4AQP55yt2r3Rq39ZLl0KwNHbHlKn4ROpfmzDfWOUBVIRcvldl9YT3cX7cZAlUAWFKLIv43jmLVYS7+msxjy1yy+gtkJLJXbUHsaBnK/suHsVM0UBegnhWlMWFzZAQ+Iqr+mMyRV6qDqt+A+kkU7BF34nWJxH70G57PMazE6L74OADA7KNExf4H6k6GJK9aNRNJyV/XOcDgOYyIgjXVFKvx7UcW7fxca6DRX735RI3wPJIRo8yTKqz1Pvd8nTUpZr2337G99U6q/13DnHMvLWamhev+v1TWmXiYXgbpDKMEnUfuH+Y9qXWP1Fos6panOpY2cR1VtkH7w8SErTSvOFLKOoPizdHeyj4zsI33ffG7xT/kY3/P5ZNcF4X3PZMva6vJ3lEEaj6j2sb7eD/SD3TzPIbZ3/N5Oz5yqVOsMCcT4oqq1Wr1eZsT5XXPjWkFXWHphI1U18/0WtVUyHN77tLt2ut9mL4Lms1VzDnrqmjNjZK0c+5hPHY27vQgcLXK9n12tVNXljos15ot3Mf7L93u+DvC7/6N533JRc7fu999T+Xv+VdJVNpKpqS5k74ufVvYz1ok8yWdkAqe7cIUzuN7tLaKaWnDwwCAXL+dUeESIrOYdd4HZcdc0u98UpNmfITXQhlN9SDRDB+9Zu75ttZjqioo1w+YkVD6+BVTWr989xOVv7WSrrJgqolTxjlcw0wUa977+l7M1DjHhkr2+7EkBLG6gRaFCC3k5LscOzEh2TOyT92FZpNVeJQAACAASURBVL6kUmQwAn/3cwBApNk+xmtr+eSe+Anp1++5GADwwRe/OvmFqIJhJAwMDAwMDAymjQOWkRi8g8O2lsu3X9ab4oj78KiTDfCGJFJ4rhsA4Ops4/cFjA6tTeK4+KunAQCZbdxuUNwLx9LByjF0jrlLcvWHks65J1XvFiW8Ve8GHaFu3cBooOWDvwBQP5e8sq+r3wcAaKhJVIk8ymi29AO2u/1DjNSL55876b52htJvuc9i3unMqddQ1cg6J621RMZlpK7ObtXZKJUMh3vFFXElsww0/9x7JueFGy/l3J7rHs61rt3A+XedIw8uFZ3CDpgIxTntnEu9fu1OV90O7gcfAQCUB+OV30pXLOOyGK/L/JM5t9vzHM8tGiGbpS6Na29lm2fM5nqRQ2VfE5Jx8Qq9CMpJW6+SHJUMEJlH1WyWjiaey/gEY/ZkjZuqRm2aMaPq7sERqbkiUVJjlStgKCjeHL18Bo6ZTTZIPVUarn43z7v24ryJUC2NT263nrXrtdcq60z8378CAHJJvuoaxH9A5+RV5b9+I/uS1rjRqK5J6vBohOgROqQswZxGswCAd0gV28tP5j7upW9HeCZj49QaUdfHJANqrsxZ57R6plQHbZDvQ1KB9JS5lUOUF/FZKM2dV/ea7Azvvlaev5rfNZMHADIryJb1rCYD0djg1MdkJqTSr/gYhNaw/3l7SMkGY2Qg9D3jOp5t9afW2eeRFt+IkniGTHDflerAwtpo/SDN5lAmV5ldff8Mx3kfQ3+ynYzDl01+HaoxVSZCUdxmP5Oj4mOhHjwl9QMqOmN0dXxVx8qkvD+1lpE6xXqEZbXqhPi5QdWVOP/bbpkr+opO4c5FS1FKyjHFt6QsfV4dnd1+myFafCjvXTnpdADWekLHPrrjtA3DSBgYGBgYGBhMGwcsI3HdkxzF/1edZYc0yAi63Zk5UZLIIL1W8nYfF0X2PU8BALK9DEN6XueoTd39lG1oCtoRnToAVtTukr2g+fXJca09kZd9sQ1aBVJV/lr9ceNFt7Pt91ZNMu8ExbPpwNZytnyf8pY2NPrOPsTi9cNreV6lsuRNl3Rel+uP5zkyD7qdedIhOf94zukOCgA+8XRokKhd5/76nmH417qhG4CdS67jX62wqdeq6SkyFd5FjOYRtTNDSrNtTwkAOOUvMkns+U6ds3ZCtRHu398LANjwE8moCdqRSfu7eN88l1Hxbg3SV2JGglFYXDItlA1ISpu39YqP/s0vOI6prnThs2zVQbiJ7IXWKfHP4D0YW+WcW6/Mu9bMxyoj8dpWsgyqYwlVPELsOVO91m9Zwoya4A+ozdnzvoFvHKXDDqv8HfoR/1Y+UPVEo0/wnNU7RVkC9WJRRlGvgwTOcPmlo0vdgsQzdsZCoPtBAID3fWQk3KcJk/kCn52ueco0SNVTqXjp0cYJS1fKim/KUvbZ8mEL7HOr6ceKqWZvFJed7/jufoaVjDub7OwI9ZnRLLZAA5+zUIs4hw5LzRDpb/pZyrP9ybu6eV6PSLbYSXSc9SxqrRyjsIb6tG0v8TmoVLTVbC/RUClDocv1faOaLH1vqv5rYsRmVqIv8v1dOsZZBVjfacW3n4OpwH3Xn9jmV8h2qPsp2+vMVlKmWZkG/T9CvTaUodX3flTOr72T/ycpE6F6GgDwCQtWEh+jhsVy3a/7UN32urayRpH7KZ5/NMx3kdZ6iQrT5WqxWfLEY3KPh9OOfc2ZNYKpwDASBgYGBgYGBtPGActIfP8TG+Wvs7ZbpvUq8oPiJqij3bS4MvrUX5+R58grUl0t7cypVSfFLqlSqK6GAFAYkJG17KtZcq63SV0Mrbmhx26Q6DAtXgA6l6sR69yTGTn1XfqryjFm3Pm+Sc9/d2HVt+jAeMgijoIHxyOO9irSBaffvmomtO6FZq+on0SpKrTVqCIljoU6f61zsqEu8akf5j6H+tmGfIn3JeTifXzyCWokZr64CoDtsggARz9cP5Ir3XsN23DR1+suBwDXq2Q4Spuprs8XycqUq3LCXU+x8mPxxS2Obb1dbMOoVFjVOVTtgxrR9GyhX4Ret/ZGiZTfenxlXxGX5OO/zPlM92yGKk0+9tNIP6PK8GZGc+Myh50Qdz1lg/QYAbknqo3YtM32rDhuKTNEXNc7fUSmCysp87ThyE7W3LNQPVHwVWbXuOISCWedtVFyUmFWK8mqx4rqA2IzJCupwVaJaG0b70pqNIof+jsuOF20E7fYtV8AIDnMvtHYyL6gTpjesxezrTHRXn3hkco2DT+/apfOd2dI/5J9Ktxo9+XcIJ/HliPkPTks/jNSWyPYLNH0LH4OruV7sX2xsHJNXC/Xy+VDv2NErMwGAHjE0yYUUq2Y+kiITkSudyjGCHloo1Q61iw39ZuQZmvWhMdtx8bFe+m74vrrKsc5T7zIfQbfXv+a1KK0mVF5Thgk9TMB7MwxZf3SwgIG3M6aSprNoe3XbK6cPIPZlEfOV9jBY2y9nfZZZ/WO7aFMS+ruDQDsCquazRRo4nsiNyGsTtjmqNW3A5+90rHPUNfUOEjDSBgYGBgYGBhMGwcsI2F94Srn9xG7toPmxqvkXPPqK37nMjrTuWf1MtdRr1ai21F1u3kNHMVqdbvMKLdtzDvnoMZSQcc+dU42GOXIVKvbqWJX3cr2JFwb1lf+boqwvWO9UuFUaoVofYOgV6t9Sl63xzlPr1VLm8EITuc4lZEB7Ll7zXcu1CieE5u5b61u17VI6lYIKaLV7fS+RqJcMNpj13JwiUeF+h0o0vdtxGT46+n/DACwNtHHIj8g9SPc4hDpse9F8VlmxmQ3O10YI4exbcpEaMSrLp0RYXY0IivLuQ+NMcrr2NpbOUZpGee/vSXWJkGM67iPmMfPJO9V4+9fBwBkNvIY+bRTId4ZdPZBdcLMVVUs9L7jaLZr+8uyQ1hSuVLdGLf8keer9U/KVXO//hj37m0Xp8pr68/57gn4v/dRfsr38r/TMTb3Mvuz9qHxcckaEL+DaDt/12hPdVYA4BaVfLFHKoXWHlQmzN1dvG/hXtFqHdHMNsR5jfKP0iuilBI/kNFoZRdOTf3Ukf5nZia4brubP5xK3YBLmh+YZbfWeyY1GaqxCnyXmWO5ZyVaPo1eDephMUuyZIq/Zd0JKyaVgNvk3RaQg1QVlChukBolYnapDIO+B/WdG3Y5dTzKrmUqNX2EwZD3SUOz3bcLQ/J8jkiWk5fHCJ/Cq7izN6myaFaMfSCXkOwnn72lq6baqLbLp1oH0Y2Ea7LyKkyEMBiqidA6GdYZR1X2WcsJ6DNW+vEDAIBbf0ffnTM6Vc9AZrGjUzVV4oXSpO9VOUjBPo/YLGdtE0UxYRgJAwMDAwMDgz0MM5AwMDAwMDAwmDYO2KmNWmS+dGflb59PUu82kGLUAjC5EaF2hSFSmk2tiFUAFO4UcdQCCoDK4/wemG8Tj1YT9537m9BQeS0oxGN0zBaB5oRQ/rJcKS61fS6Wpcz4NhHMTdginCmXyRUBU6W42E5QvM0uElQqsx3jUnRGRYI6jaDFmXJi8arsZa3lqxazUUMZFVIC9vXVqQKlNXXaJy/3RY89tsXvOJbPT1pT6WidHtIUMQDY9jCXtXzMea4vv9ix3flnPv9eOS6NeVL3ipBqhBTtnNMoKkuus6nBrX9lWycyUUcbWhJida4FxuQzJeKruQvY2VTsp0JSFYoWn3i9cgxXMy2I86uZOme5OV3nOYYi0/LRi2VNbqPXusGn00qSqlZypqopXVyoEo9O/A9Tx4JSHGoyuMX0LH0nnb1Ge3gdoi0UcEaiQt1K/7aqqOBCWq7Fq1Iu/Mss0ua5iml55RhN2bQ8956EptJZV7DYnj6HwQD70MAw72tDmufVtoB9wDXDFmBbST4LpTF+uropeivNo4kUvHwmyqNCmYuhWHmb9JG4PEsyjan9rX2mXYhKbfrLfmcJ9p3Bt0DSjK94l/P3TzI3vBy03yvFGV2Odax3LwUAhEc5pWbNbnMs13Rb6zp+6h22fv47fh+VglAp+5nPD0kpbCn9Xin6Jn22uY3XRAXwfRNiCy/ixZwIrRulaJeKHou5qoJt/TIddYgzFb18RY0/eA00zTv7FJ9/l2i2LbeYZQXtPqwF88JZuXcyNalpn/qsVc67pMudUwZqLqfv/ezXnqssa/4BheLWnUwvfvkX7EcLFvOcP3K1mHBJsTXtb6418u549HnHsQqjzsJ1ABA4nWZ/tVOZ+jzvDIaRMDAwMDAwMJg2DnxGIi+pcAP+7RcVVKTHcZiOisMSZYei/Ay0iZmIRsBHSpqcR0xHDpWo1mVHdIUVFN/lavw8VFSUkbQzjdACESlOMxyQXTlHrJoSmSns+i0rXEMhmecbU0vlG37BFt2VK5av/C0i4ie9FnkRXWoJam23igqVyfB7eS2ViSlk7Wul0btHTH60UE8kzGNpGWwVBeqnpn92SOn1aIswEkIUtMTsYkdaYrsWpzz+/7b7bWAVo6TOo8QcbCPPUZmSltNZijni21DZZuuDYqxTqDHqEgvmSpE2KXHeKILH8CWMHsrdTLccuJPXRS11t/7Fvt8tax8DAKxZQ2OftgaeX1MfU05Dc1hyXkVVWmBLLXGbxexswzYpUqf9XpiJSBVLtG49j3HMr+4CAJTed4njGuU/y/TJkpgXWRK1RZqdacFaQE6NnpR9AgB/UaI5KZ2e7Bbb9W/SXEkFq7EzyQaUNJ1yElhjFPBZv3nA/vH0I7ntkiN3uK2i9Xv02x74BPfRNI8MQH4975+WJQ/3i2FScayyradZCjiNSTG5f1vO9n+K65TezQJ85f+kuZwyDt5R7isrRa2CC3kMXzuvT2HUfhfkr6Xw0dMhF/yz/+Bo/6TGVLH6kWW5mUJP10N/tX87keeskW3Zz77tVavuBPuR+0mKK4unnVp335t+y/s65wK1ArcZPHeYv2maey4n11cE1WrMFGwUEXqPU7rqc/Ea6zOurGSw2e7DqSFe30Kc108F4x01pbJrUbyMjEX2T2TIVDA5LnbdTW7bhEyZK2Wv3RlhFuQ93SRi6oif91jND30eZ+yvluA+ESCHllT9f5XhNbIO4fM9by7FuMFPnsI2TNK3S4uEoZRP97NkOcov89PVUsVCXVafpfH4pia3NoyEgYGBgYGBwbRxwDISrl9SE1FexvnWxtl2pKRz7DMWMD3GLt/L5Tqfq9FUUTKKQscyMlL9Q7mPhZZKw8xhKmfs0VthVFLbxOglM75dMhiXB7nexCjb1HGkpIBJFNKziroLZS60qBAAuFfQurt4ylvqXwRB76uM6OtbMtlwP/Ekz6OKDNHov2IaJXP3IRlhqy5BDXu0MEzAnXe0O58XbUSXpIVWHTfTI9tKwKKFejTVVUtAqz6kwo7I/GjrUTLal3Sz9Mu8RlrECgCaYnYUAQC48WeTXQZ0/Y6Rr/t+GrzkXuMcpNpbl+fO4vIhu2iXV6IUTefU9E5NZW2JcHljE9s2Mc4rUO6RtOSTOb+8AEylG/0L13tls62E2ZZgv9NoRnUovRupJVgYJzPjeS8NkCK/ZJTpESOdhLBd7WG2RVPm7P3ZrI1a/pb6namiLpn3jm9m+1tP5v2NvybRtJgVadpzTvq9amoKBZvtyo6rwRGZE73vMY/zmP33SoGzheyfRTF4qoXVz/s0sdJmovKP0wI6eigL7bm+/OG62yrKrZz/n/EPTHFMP7TVsbwhzOhQWZ5QlRV8OS9snLA0mc1iXjXO+6K6Bn1PRKSYVykjTOjxYs8tRaQ0ygs+/XTlGLm7WdAusYrHjcn9KF357h2eV3YlGS9vTX2q+GeYDlr9zBfuYJns2Gz2f98ivveKNanTO8Pc79IqfOs/rwAAtB9mMxKaPhuI8TziW/jsqtX1QC+PqcXEvJIiruyZFjnUNPnUuLA4WfsdXF0YELDZpKlCzcb8x5HBi2UkNdWWLyAQ4m++Io8bSDnTUxX6HlCtlKbP63s1kxIjwiO4fvkfP7B9g55gX254Bxnw4hRZNkXxBJrbBV8R7c4H61S0rMFPX5k3pX0bRsLAwMDAwMBg2jhgGYnR+xgtxt7PaM33JXvE3vk3lvctH845QP+fOGIuT8hoeIWoq2WUrmWArRMX8Ydeju6Lg4yclH3QeT8A8DSJrXaPRmIcs3XNJQuiGoHsBI+l8/uuML+vW8F2a5nckXHO66l+AwBe/hIzQo74846vhWcnJlbu+zivuvG/GB0XS9vrSTzSDp37V4MlNezRaF3nKpWJCImB1fCg0xrZc9ohlb+Dz0h59iFe/2a/kz3Q6MUnSu9sxtltVU3t6uQ105m/Urd9P1o/xQJKGq9c9e3Z250jAJTu/BxKQ3J/V5FpGhlndLT4fIl0RblfGrALHVmWMwLRrBS3ZMrMOU+uyzlkj0pfY5RpzWNp99JhnMd09TMjo/FEHrt1m10IbvYcagACXWJs1MQIy7WEKvvSCccCsG2o3TMYOnlkTjvTJ9qSotMkq7FFSmXDZu1WbWDUM2+Az5FflOzJJznf39ApRatelnLOomRXXYMyVKoJicYk26AqSozHxehHLHtVAa/2ySVhM4oSzW38BrUgnht/DQDouovZNZqVZCXIbPRvtbOn1Lo49yrPLfopajsC3/8odgQtRR//+c8B2OxPJbtArmF7WxULOSzmbGLl3vFx9rHSErJNrp/ewfWyYhMvcpHgZbz3xTNPr9+Wk0+2z0f+blQ2cjkZLGVg1SSqFt7O+tF40z8yqtUsHQAY3MT+rpqg8Rf4Pjjy79kXyg18ztTkzxqhEKy0YKFj36qxmHEnP1XDAgDln/wRAFDYKgZuGrELa6DPT0Sut7JmLqgGSz6lf/kDajpVVVCroCZvzns2VXi/zT5STsv7aIx9P5hfXlkn8ahTP6efKpdTozktgObPs51eL7dTG/vWxVJI62rWPq9nA1VcJp7eXue9dIkhmBYpLM2ctcPz2hETYQ2S1Su38/n/3Pd4Ip/fcS04w0gYGBgYGBgYTB8HLCORzzlHn9W56MULa4ZXV8/XjQAAoY/+kt9l1Os/Zx73IXn8eLWb3wsyKhYmQtkEACjnpfhPUiI2idC8zbLCiBSfyUnWxlyul1gt83Ki2k/JvHVaightG7WVtkfNZvGmzCdZrjdwszMrQzUUM3/2DrbJedaVCGHVdxhZR4NipVp16aKiih4dcSqdYxJhJsad7EUh59SbeAIceTc2clSf7eUxXEcdbrfjmCUAAN/tzJO2GuVYMu9Y2MBIKNsjc+qSTTM2zPWSG/i94fJDeZ7LeD8XnbWmcoza+cQFDXKSg46fUTrvLOBHnHcef5lXrL2Zc9zu06XNSYnwX7fn4gtF9g2NRJrbJFdbIvBX7ubyJZ/mJGjsFzIZevs9XO1bv5ZTlj71ryzUs/gzVX3qa4yO3fMk4k4xmiutZb57+e3C+kg/zrwq+ftquy5s1kAlJ599zB8TT5DTbD3GKe9xqrhz17CPlUQS4JZuGGyXokRDYicfZ3/w+Ng/JkYYPWn/V78UwGaxEqPOImj+cen7Mu8dl6gtKmXbVbdT/CLb5FtKdqs8zPtUHXnGGngf/DKXrXbqwe/xGS9/+v3YEcYS7GPNjbzX8XGnTkcL/wFAdoTnFj5EyoEfQQbTtYU6i8zLjGjVqlmLKfmPP9pxTFXXj0tp+fAC+3xcTby+pTTPJ7NJ5ujTfJa9wi7WYuBJyXCq+b14PFmsyNv7K7/NWc6/s5JZ1jPG/vba3z0MADjiy2TRVJtVjtoW3jtC9TvYfSLvmWc9o2llIFTHoIyD+qlUyoVryXvRUiSGRWskz1kua1+rtOxraD37+5EfFjZ1Sq2tardmeejn1XaxxI4YmaBNvxHGS/qoZq3pp2rE7Gw3t2N9z5fe6zxWFdQ7xPUUNRIY4fs6fg/vU7BD3hlfd77/XS9TT2O9Tsa3JAUAXRv5PX2bXcxsrFeyBeW6t/1E/EYCU9OVGEbCwMDAwMDAYNo4YBmJcr1Jpp1B5p6iP6XLnWtrDwCgKHNOrhc5j1jayhFhMSnRtX/7jAwrqCNQifbaOYIuF2S+TuaSwzNkLn0mvSnSz3H02TWLUfiLr9NxLC0RULG8/bGKkufsfl4czHokzO6iAl3nNGuR+woj7+YGjkYzEunFYrZqPrJYCpK9LLoAOb4WgtHsBC2WU2EihN1wSYDgbeOC3pUccc8et/UFOrfqEibCikiUsYhRize4jp+vcU7WG5AMFpnbV1c45CU6lPtYN79ayxRPMoS2XnsdqVWSty36hoZ5oq6fyzlvK862V2tiGkK6jbPj+Zu4bas4XGrBnbK4B5besRQAMHanzHGrbuEGRsy+8xdV9pUUNmdcyiBrSfqOJkbi7VGngj9wBK9nfpMU8/KyjYeH2T+yknmQG5eS9+HJ3RI3v8Soc/aR6rIo3gDCoGST7Aea+eGJyzWTue+UqNS9VV4V6u2hDINmRMSHGfWrtkd1QTrfrGxA4BtkcfCNSZuN+IcY6akvgSX9Mv6UlMIeo8fKZAXDZnTxOUyOsU9qhNwp17yQqPJDUVfajbwmDX+WLCih+DzNvAaZTZK1sUC0Ejf9ztGGso/Xw+0Xp9f1dp8aHZTCdW/hdQydRb+PShGsaH2PBNUQWKL/yX+D2RqFCbY5dKzt0BlYxH6QXsF2zmniNYg2MHpO/JjHCmm2mHfXsiEAoHgqtR6FW8kats8hc7RxDSnbkETqqp1QjURW+pFqbsaEodV3QcNJdh+23sbCZBDXztLsneWt7TpUkzL3uFcBAIXfUm/3/HI+mzHJ4poQXVdrE89T+37lfVF0um/W05OMPs9rMDjEfbe18Nq4v36VY1vVyyQfo3bFE5VjrPgT9ycyu6HN9j33i4Or6kqsUbJnO8sIrBxzSmsZGBgYGBgYGNTBActIdN35UwBAcQ1HvhWXryq41rE+QLmVo/paT/9a9Wt5JqPI/OAzAOwIw5Kase45jZV1tR5COslIJtghDm0SwaUSPlnO7+FRYTmKHFFv2cy2jOTE6U3mCMtVjMTaXua6t4tHQVTyg7fcwSHnzLvPd7TfuomueKnVMo8n8gZVEGuOf7WyPrFaFPRy3FBMy2Q7a2aoK2Uhw2uh86ua8ZIf5mc4LPP33/1L5RjBM8UTPiqRwxZRgx9DTULx8ncCAJp72P70WrYhMl+u+zwyLqWj7NK7k0FH69euubnu8vxtKytskcIzm+0qd8xwfHr/l60PmfE3slVaVyD5nFw3IUkau8Qf5NuMCvzvO4HL/7YaANA3zHlodb4blZL0Hf1rK8dIJ3g8nV89/BRhaC6WyGvLgPNkLj8XAOC7j7VTMs8zygi08F5EuySzaKPMGvsmfx3M//3FbO//vQ0AYIkYpBiXSFcdWqvqmwDAqHh/1M6BA8Bwmn09UOMsW+lTbp1n1oicn8c88v1J21mL2C1kLcY/Qmai0udDPObIK4wMW2q2q5RDl64wJB4ejcI8ZbWWzHDVNnLv1FsAJX63OvksW1v4jAcXyzPt4fmmX+c+K7G0l23S+jrBBvuazrz7vY526ny/PrGT+RA2nijZNM9z3rwkCTrJUdFgLbczdsIdEp2WnEyD6g9UF1X8INkcZXB3CcJi+Bt5Btkx8ZeRe6/saKFSu4LXUl2IVbPVdRiZIf87yGqWTrMj6NIu1iN5IygdQc2T63p+nnw8nVEf/gbPY3GbsAPC5JbkPBOi/2n8At1ONUNtcL3NFoylyAYGvbwv809mP6r1RCmKjim+hfcpLoyl+mlMSE0dn1zDYNWz6lWHTnEV1jo3Ctsx9ey6528YCQMDAwMDA4Np44BlJBSp79ClLXCzzUi4XuV8VvxbnM+KzJcRG6fi0XgVVf/Fs89y7Etd73Re1L8k7FiOQ+yqeeXnORepufGKwCn0S7e6GR3q3GVG/CSaZ0pEu54j9jkRzq0/N8IR4ta0PfZbKKP1sIwsC+s4r9bcWV8g4jqWXvm5lesBALHFHLmG/+unddevxgtnfxoAsHi2VJ4Ur/tgVqqBSu6/JSrl+ABH2g0yP5fYLI6XDZJH3Wl3vcLqbY5jFWR+PbBGalnMnQcAKP8T3d6CMs9ric6iPGPGTtuv+MsPd+yz73vXkfAs4P3P3MB55PFnGDE23kvDjtLbzuSntKu6jYrog3QFHL6F3gcVHYeYYfZdTxZmaILRRlbupfqG6OdAv+2JoFFZrIHshvc49qWy5I+Xe6iAT3+ckUnkg4yOShexHweOlSh75P9v79vjoyzPtK85JTOZTM4JIQQEUVER8Fg8W+qhFtRS13qotVJbu59r169FW9puu/Zbt7W22127te0qUEEtdq1rrbRrbauoiEdAqSBU5BCOSQjJJJPJJJM5fH9c9z3vzCRAGEBO9/X78RvmnffwvO/7vG+e+3qu+7pl/lP6t8Ztu3PVV1dG17dmAAASX6MfQ7gplyVRdqujk9c5JbGyVr3NZiwqMtVI+Zu6pRbLM7O9nedeJvPMx/3xod20cPcom0tmouNzVNxrlUiNEPPrRrjibMuWzWQZ1Q8lLLVjNHvAk6WJ0civfLjUfJFqoNhG2qJvC7cpbhQ9yXr5PiLvNbyMLFU4QjanbrqTFbG3GQcK123io7OS7z717gjVSZ2PiPNeUaffaFSr7PIcfVJ3Qa+ZamzCV5GlahjPd5XvC3w+XM3yXEtlzOTFHx3QLtWX5eti9FOz1bZG+a792CfYhz1XC/OgfV80BkOpiqrv/+hPeM+LJVnJN03qspwsVUx3oS0bCpJXkg3+WNtvAADvLhAfoFJei55Y7rVVvYLqhbL9gk6ewudVnz2Fq1vefw/xPdX8Xonsg387VLfllmtZKdo39TRSzx/AcWqtvIW6tKScu+oE9+RNYYyEwWAwGAyGguHC4CZahxF271b25oX/FwBw2gtXDvgtE7lNZ6QefmITAKCkgZdk61+lRsXCXI95yCsU+AAAIABJREFUz1vM500vJ4WRToqzXpXDUKiKunOlzCVLtFJ9quT8nsEMgPQ2cYXbztF81yr+vuh9jgDbZS72/GGMat5td3QYV56/gdtsk6qUZ3K57xu7riOxr4hIHQCdvw3VMfoqmTYagHM+8TUyj1fKsWrz24w4qkbwPAPjsiIHDbOKRaMRlUqilVwn9YVr96qNqn3Jd9oDgN+cRabgM29/f9Btk+8/CNcWukpGHydr0N+rRViEiZIKfRrVAU5ENfJqUWM3UnfT/vBGbqruev25OhTVEHjysj26RRszqs5Rb+s+1NvgmBP4W+BScelsZGgV+blU+VNXQJmHXrmcLgKN1Yxw6i6S9l9LXxV1sxsKErP47EQ2sX9qhVZlHFpFU6CaD601oqp7AIjInG27RFC1fkZQmhHRJpVT90YTsa9I/forAIDWJ9mPW9rJBnjyqtrqXL5Gf4ATAZaIDihTGVJZuDJh57ZIlspo8YA4R5jM4WQ8wz//K9eTjAStQgsAkQ3sP5X3soZQfiZCftXP+Hfpk5GflaJutrFnN/J7yNFFuYNSqfYYcbCsITOUbmZ/a3+Oz3Cku1iuidSLkHeV6qk0w0UrX6pnAuBohnrDUlk3Ki6aPbmeIRuEib3wLnmPiuPo3kDPtXU+2Qxl9rqFcVEdRqyf92VEnbi5hoQZzfPnKQSp7/B5Wf061Tiqd9BaIvp8aHbK8GucvyXpyy8AALgifC6Sjy4CAKxbkuvfka9D0u9xqURaXyvZZkXswyXHONsmOqT66P25jq/6N1IZvV3xlsZIGAwGg8FgKBhHvEbixONbd/mbR+oDpDs5wi6bJNGFqKkrNnHUrGpYdQ5LniWhv3xm/CbmZ7nKiWJbc991XnHraxyBjqyWef5GjlBd4lJYUs+2TNjJ0b/OFVbWRGV/TuTga5QKjKOlwuLMebs81/2FohqeT+04jdIZQeS7hfokQ6RrRTxnuWZEBLIme1NS48QzhVkXLlGt6/xnPtTPA6vIyPQsoW7DVybeBiWSC/2dgYzE+ujuu7znhL/PRHHuYtEknEsWqH8NI/lWmYtUPQDgRGEtv2efKfZvBAB0RzTqyWXOhknNld4mYTBU8S+OfRBjzMrjHU2BVkdN/03U/u3i9Ck+BcnTTgMABB9gtot7ofRH0e6ceSn7VLqV98RVzGOn/0y/A9dkx3djMDYnG95KiSTX8JkpL+V5q+toQPLSa84UP5HhvJfvPuJchw6JWCMSMaGXfak4wuv6YTIRCvf19wMA1k9lZKbRalzub0OV3DeZy+7LqmYaF7alv1PqcDTyJqobaFq6S9UFUlF3olxjyZZJPMeMCq2CGghIVdvhjptt5eelVssQPRGKxI8kUSr3WnRG+rz6Ozm/ru8rAEiHGR27AuLHMpmOiOmgZK7s/G/+Lp43O9u5XOtJBIJSmVPOQ1mb7OqyzRv5//wsH62e2yfM3XnTpf7PVTcN6XyzoTqePrHF8fkkk2yU6LvCPLZmmGmk3h/jsePigtrxqQUAgOG/dRwt9xbue/i3o+Zq3g9lXlT/o8+L6mKqlrY55/HS0wCADRvoseFzi3ZIGDDdl/ZVdf0MBrnveJ/UiZG/HVrdOt7q6Pc6tkkWzH/yva3VR2f8dvTQzm9IaxkMBoPBYDAMgiOekVj8LuePLxvkt8DH6Bnf/xbnzpSJcIc4Wg6dIJUDW/jp/tfBXfBU0eqZdlpmWeSnrDAarGZU4VW79iqOAlMSqSIvktcbcvxz9LVPvk22wz2co9BQSySzrkYM3n+cO8jZHRh4G8R9cjTncxGVqo7vU0/gWscshWRcnA1l9KvaiOhOYX2KsyK5D7iP4kmTdnvsXqncmGEepNaJf6REeFKHoOevjAQH02/3D0H2vuVN0Ts8Qz1IWlzmWp96FgDgEZao+lSHkdjyOtsQj+c+UspEKJNUJTVHVCNS1i6sl0QT6segc6Wx7Q4DVSLMk0Z8pRLQpsfmVjJV5XpqGufRB/Pv31d4LmZ9lO5F1BU11pKtCZ7I8y8r0nskFRi7+RxE+50slKpiRkyVMoeekGt0yvM/3+/t3Vsc+7/sa8s/+o8AnCyaslqZ55eEhFTUYQu0loneyy7RERVJtoO/QfwyurXsp1Q/fZKOtImIvGeEnaqUxyH2ruM0W/LJgZV5h4JUj/h9yHdlUbf+t7Cx1U6V2e52yShws99XvEjnTf/Z4qIZFVdNqbMSl1oQ6mobi/pyviuy2QeNnjVLQREM5GbuYObeMRGuaHfm/+v+yghea+XEYnz3dEuJCXXj1Ug9FmFbWsPUHqi2o0Mi/kbRxmUY6QJQP4+eOOuvWAIAOKGBzEN7mKxOl7A3q1fUZrbRdqiuIpPZov0qIZoy6TeqQ+qNSU0aYcUD4Hp6f1TDAzjZJIkW7rNIss6+eBy/P/Xm7s/LGAmDwWAwGAwF44hnJFZ1cTQ5GCOhCmDvduZBIyQxrLj2pcTrwX+izBV2cNTmfpi5wanPfzpnf6msiLq3W+pydIre4hjJLZeI2DVj8IqcmbZ9nK6EEHPKwQJpb55C+8NASrI2domn6c3hVEWU+V/xv1B/gZq0o51IJ/NCl10dOy41Rcq5T3e1VI2ULI90n6jgq3a9P88QDrWhg5oIjfPdy3gv17YxwvnIREZzXe85j4/OA6sXgjrWqfahdhijopKMxweZCo2SNBtAIzRVwne2ORFv6GP8f+jb03Pam983XF1UnaceoIunR66T6wRx5jyGDFrq2LGDX4ChIEytQCba62K7i7axn+9YzwhLlfz+It6b0iLnvkdlzvzsmcLaqCLfe3/h7drPOP3FnwIAVl78DwCASBvv1/oddKscUe4whFVjGJn3NIu/Qpj3K1jBc+5ay/OMSoZC1ToyERoZJsU5srJR6taU8xqmEs5c9q7y+fOzNfLhufY8bi/fE3PoiVLZkFsTBwBcYXGpFf1Hb4dkYyymXkG1ZRqGhmrUi0Iqokrl5WCpVMTUSsGdWXUw5DlUt8X6SqloKVlMxz17zW7PZ1d49pLXMv8/XTx5trUx80O9QGrqyFoEhksWDaVWmfP1uNTLgtF4XRlZm1fupN7u/B++kTnGUGtRKNSbQt8LZQ1s09YdXF6qWU89znOfTIvrp1SEbijntSoO8Xuwktv4x4jTsiZz9ItjcQuvQ1IYL283l/tKnDeHOmr6Rokvxxi+/T5++0r+YIyEwWAwGAyGAwUbSBgMBoPBYCgYR/zUxtfX/AsA4Kv4yy7XSX1RaDRP7uVQ4ylNy/I0kvaJvi7Fd/Jq1WSXftXiVms/oECp2C+ld0VwBW9hl35PFOaBghZt2RPc088GAHgepTW5plRpWXctFe3KutYdzaTxdmV07X6X198ndtuuEinRXi00XD+p/P4NpPA0zW6wUXJ8CGLLi1/7NwBAz0wRpEkBndOOk9ROsTRu3eTQjxVB/hasIJ3rrxar6zGcykl3CW16rBSGq+On50WKFVUQpVMatQ2kX4NfuzBzjPyUTO2fOl/WPZfXScsGb/8bOc7hx5N+j79Fa/RomILYYb+i2HgotsL56H2W9uW9vTy/Uikx3bEpd0pHTXF06mZDl2OiM+119uXdWXMfKsgXgL77MU51qCgWAGJtvIf9IjCurGJ/1HLgOv2jacPOlIak48nURkAo7NROPiulX8kqRJXXLvf6dUNqf/qP5KbdF4gF/+bMHgAAne2OiNNfIlOFPVIWvVvSN2O5R1cRaekImcZ0s93FKS7fsZXPjYoDVWAJOP2hVAS3Wuis+sTOIZ1PPtZP5XTzhDpnGmiHFK3SIlXhGJ/XGsmt7m4S23aZGtDpBZ0C2dTB70EROdYGee2Wfsu555Mu+iUAwH13bgGtoUJT+EN/43Uolr6RPbWhUxq15Wx32fFcxx3QtE4xSzuN0xGpc1moMh3k+euslX4Wy9+p9tueyRwj1Cj30C9p3f/BooolXx/a3xtjJAwGg8FgMBSMI56RGArcTU0ABorPUsfze/KJdwAA/a0cLUc7OIoMiugyPU2K1Cx8CfkYM0oESl5J7fJzlN/3bW7rn0xDqvQljOS1RDVSMvp3Hx5jPXfTRgBA+n9ZYj0ufir5QkqPGHMldzgpbaUVQlfkn/MPWEysc7VEL+NkBN4jEd0WYYBks3hYSp2Py00py8ZXzmIk/a9DCOTCm+U+i+Vx+dd4j1xrqM5KvOJYF9c1SgrrCCl7XMVI3X0KjYPS67bnnls0l8FI9DJeqL5GUuyuvi771HLgXiAGNY9z28bTKQbbsY0RiKYhVg8TE7NYbuSr1tP911KMmV+aeijYvpbMgkaZXrknmkqnUXdLB9cb1UjL6WlPHRxGbX9jwgtkKJqv+VxmWXG5sC6bGMmOGiZibSmOVD6K96t3hxQ4E7Gbk24pjJuP19Dl53qpPyxzDjzeMQ0Dhi6YdZ/OQnTYJsUEy1I5xyrOSv9U4Z17i5S0l5Ld28L5duFi2Bbple/ynIYkuhaBrYoYSwKO0DbWy2d0WAPZspZt3HfF3zOqHipL1XbtowCAaJxpxcp+AE7KdbOyZsKOBWrkHSQMi1fswUc1SKS+k8+HX9imfmEL1fK7LuSkmC5dRFv5STuYLuz/EU2r9pRyXSIsg0uE/T1iiV8WItut6caAw6hokS1Ne+9vE+ZISJj+hXy3eV/dyM/jKQ5Pf+qynDalK8iGVv/QKQmerpJ1hSl/6j8pWr15bK5l9q5wePyVMhgMBoPBcEjiiC/apdD0LQAY99zVuT/+kJGv5wxWMdFyt55naEAUf2NbzurJqKTRVHIcluqWFCq/E31rRJ7sF2MeGWCWSE5hqkdHxfzuq5RtxRQr2Slz7PUSXX/9Zn4/SBqJ5Hu0K3ZFGOWmi6Rdy2lEldzKUXqyMzeWcMlQNdUvUUxAztOdfa2klLNMC2pqmGoddMTtlm3d4mnlDkro5FW7bunKcq0Gw7bpLD5zzO+HbuKVrw9xxUSL8bMnM8s851K/kJIS7elemccUa2iIBTqmnsvPPkZtrlZ2lEzpYokW3GtYEjz9x6XOgb94FbdZR0ak+R5qIjTtMCVeSVqSWCNDXwnbEu2Qwkjd1DFoOfK6z1MrkUk5HgLcj9KkqOd1MevaxIiyM8Z9t8pnYyn7y4Bnbjc4WH18X9H7NTI7W1fynisjFODlRZRymAxzof1ay4q7a/kApHbyvnhGi57G67zj0nHZ6IIzuM4xM4bUNi1Glo6xT2x+kuyAPyDz/x935uTTnVynZ7VYLEclDbSH7WwR7YGmJXoleva5kznLdW5fmQq1bgYcW+exk8nyvvICbdwvXHz5kM5n1aVk5fq14JbYrGczeNVSBE6PWz+G7EdgGktlp86n9sT9Jhmfnv9hsb/OZratT1KX27r5PLnkT2Uy7by7olLmPCQ6CmUrGh+V9P5dlCIPf4Z/c4IN3G7ze1wvIG3tTwz8u1YuZcB9gVyNjbKZ+pwnet05v+8Us6tjxgtDdiP7jlrqDwaXWGUPLLtgRbsMBoPBYDDsZxw1Gokpb72V+f825EZHkVUcx/pbWRbcn8iLqsXuV+ezesUyu6jek7McWXIAX5XMv8l8VpxTxEh0yjyoDOGSfWKy1CssxzCJTsT0pb+ZI9Rdz/p/OEg+yTmzdIzXxlUk1sd5aRAZBqJP2AEZWCsTkZLzVIYCALylrpxtXHKyOrfvq8rdZzoh12yCGCxNZDQ/lEJGe8NEKDRCVmYiM/95lzM/rj3GHZR5SDEn06vj6ubcZ7rUsYgGAEgmhjIQ7tcYHUV/vxEAsGW9Uza+btlTAIDK6xm9+QOM+Lau5j5LSxmBacGjSCuXV4bIoLR3sW06t72jnZFlxYs8lufju7wEGWimyLKHeZPCcRokaUS2QwpvqV3vSTdLdLTnXR/28P+IbFf0H2japs9293rej+Jy3i9lMr3HSrR63qn8jDCa9ahWSEy/0jVVmWOkT2B/8Qav2Ku2LfoJX/UXLuZ2jdeKtb3aqWetq1b0yhDG20XjUE6GorS3CNlokYi93C/Mohg6KROhZayzM1zU7CkZlaKExU6J8d1h2ZSFAIBjakVbIRqcYeWMtqNZbTtuChkhzWZIb5OXkRRJ06wGfWmpVqKoXYp6SQG6rZ08Rlh0DNn6hfoSKVYn/V8t8Vf+HUt9n3imaOSk4KPnbZqQFQUlM0ekKZnsJtF4KOsDAEExqfLK9XUX8dnySVFBn7yD9d2rWUL6Xi0KdiEbS+9kNtppLwxkJFw/Z4EyLdqFIRaCNEbCYDAYDAZDwThqGIlVHz9xwDK1Ei6ulPlsUTDHnuUcdOBSRrjeURyRxtdwZJeZw5cKUH3Nun3WvuXKeoIcq/lkXrR3Z+7YzeeXeTfRSiiDkeqTgiw3MFpxH+R540QbR8yq9fBVyw+iT0j35trmqho8HzqPn4g5v6e7hWGQ6xdrk3z6mkTONnrd9dompw1mfH7goMxEz1cYcRYf70QNGevwCkaZ7rlPcPkXrgUwCBMhcP2CUewHC3lSleVkD4qk36i/BAD0yVxo/1JGFHGx09aiQjGZ0+1PcT1Ve3f3MCsgJvO5OnfdJnn1J/jDezx313bqhP5wBzURLX08n6BEUOF+7lsLbynfFHmBVFzF5w5P3UMhCP6clvup332dC6SwHSqlv9RQ+5AaQWbJFRNLbNEfpc5i2W73q7RiTk2YkNl3ofqRCy7bnvN9d94hakVfVCcZHTvZj4pDkpURkUyjvHl8jZzjsjxTXMqTV4gLQEUtz7lfSgicPNkpmz0Y+r5MlmRnH9/JHrG9jvTncrXxpNOm6Pt8X4fKaW3dv0mymN5mfy9ewz4d3yKM3QdkHMIRMncpLR1fRqbIHeH96806Ro8UyFKdSLGP16YswHvespr7SlzJ0uuVNWyDV4iTjB5D9qPZTtnQQl41olVRzsXtyfXoyWjHJDlGGVx9r3oruP3YEcKSvPxK5hjJC88HADz3GLPGpt2xd/3MGAmDwWAwGAwF46hhJCofH6jkd22mvVsmD1cCM7eYvHU/w9/dvtzEFtVEJLukjG6XKIYHKT6lo8XSEaJsltxxzenXAjgpGUUqy+G96SKuty+FlfYDEmHOyyd/zAyFZETm4yRjIh1hFJLJPc/LpOjbKOVpu/Ta8NMbcK5pT5sU9tI8elm1SDJWMvn0cizvxWSXBozd//3R3O97WYJ4qCi5/9cDlv1uHimaqa9dygVfGA0A8Cyit4gqwluayG6p62HpOJ5sbS0jmA82MyIIyZxxOqvrbd3JKCy1gvPDqnzXuefmHkY/fmEi/MI89EsE1ScK994EO3i/sAcdq3n9lWQaDMtvpHbD7eK2J0uUFkty24qiPtknj9EuxZiCc8Txb96C3ez9yIT7kz8EAMTuZDZHMcXySJ98Aj/r6EEA0c/gjyx4lz6fmT3JKXwH7I8slg+WkEE6Pv8H0WN43nQ0ZOogi1Tu+0wMK51S6oItYe5bfRY0kleNhGpy1DsCAIKVUnJdstp8E9j78rU0nid/DwBYsZJ6qBHiLqnZGuoNobqMkTVOEbXW7WQQtj/NdWsq2Ve12FXf3ySrZvo4AEB1EZ/RUCtZt3Xv81lUtqA+yz9CoV4V6kipmVKhk/h7fBuP1dXC56E7LBlTNWRkVOfUL7omdQsdUe04fDZ38Ppu38lPTzuvZyggviTCRAbFP0avv1feC17x7gmcpEyKML3jBv5tueLNfx+wbCgwRsJgMBgMBkPBOGoYiexRfSJCj/H0sXR7K26UPOJ1Oocnaut2jrDVBz4R57irKCiOZxJI+CtlhNfvjOBTsquOVkaJ5bKNt0Jyf8OSCyzTp7qt6zss4KEj84OdU+/axPl430c4N9m9gN/72vtz1guIIaernNcs2cwRd2+YXUxz0KvHcnkyhgHQ8sPq8JfokIyVf/47LheVdT4TkZjFTIy+nbyGZVfUD1jP/cHa3Z7nvuKTb93HttzfAgBwlTMC6RNdjfqEJNazD4U7RBK/lhFWaAKv06njOH+5Yzm/q74BcPLztdS4zgerFkKZCHUe1MgknUuooUrmb8dKNkf1o7suDd96DfPJO/pqAQDHSgnjjljuHLsea5lET196Z/9F04c7Aj9+POd76pXvAQBcIak70is+ILdST3MgrlkqvQvN0j3zAADxDocLCG/hvS32S5nq4fzUujGpnRIJb+E2NSXSh6WOjvZZZSL84o2QralQrVWkg8cKricLkN/K9fO470mnsN9FWrnvcITPT0SYL9VjJBNObBwUJ031g+jolLLucS6vO1MyRz56AfexlTqNHSt4zKpSfsbkeVMfCk8o6z2vOgTJSuujHAMJYQ18teKKuYHt1AS/bnFHVgZC2691WtJZ96tCMkM6ogHZJvfdWybZWoEyLvcIg+4u1k/uq38zfw8IEZZxUc5CGokBy4YCYyQMBoPBYDAUjKOGkchGvg+65zTmwmu9iKJ6juAiTVrJkCM+He0GKnIzGDRfPFsj0dZcKtvKqDDES+2ulVF9jHNg6qtQegPnTQ+1SoieiXcAcDwUKjZRH9D5qlTCrNQWy4hc5h2LxzG3vCQqdSBW8XpUCRXhzgpo1d2tawvZDPUg6JG879B/sC6J9xw60um8bv/LzK7JRAUyAodvYLf2nHjbUE95n+Cazvnt1GiyXdoSZU2ikoseSPOcW5oZwe8QbxKfzGvqNciO/FUtvlO8Gsp8jKy0j2kUUyIRizIRYYnaNP99WDUjq2C9RDZSiVW9LgDgtWmLuW5prmeAYqtkfFwwZisA4JGVowEAX1154aDrGxy4z/+nD/2YE15glcp4noeOt57vI+/xTj+rP0kq9J55MgAgdSLfTe5nXwQA9L3fDMCpq9J4At9lGR+GDbl1V2IxrXrqRLv6riyROjadK/k99E0+J4mI1PEo47Zasycl+9TnY/QwZgXpOzne7bAeHR3CBouDq7ajpIzHdF9DJgKbaTka/yv31dHNrJpyYViUaQlcTS1FeszIzDHwJ2bWuGqlDsl2Xov2l3kMraqpOqawVPXUZ1YZCfXocEvztVIs4DzXAbl+I0bxGKrd03epZsB4grkUpLeW++p+j9uX3cNst2w9SscN87EvMEbCYDAYDAZDwTgqGYl8p0IEZE4vmKtWrqrgHFmkW2rGl3LUqJkWSREvF1WJviHgjMvcrRzv1Y0St7ozOZrVqo+pd5kiUvKp47gvmafLb+Mhh3PHAwA8S98EABQ15GZWJNdz9J6Q3GxPiNekIsTz1oqa1ac483waFQU6yV70xyTLQHwT+lZwvWAT61hoxkd/j1TalFG8f6Rc/1q6QXqWLd+XMy0InuO+xLbl1ecouoO2kZP++CoAILGJ/aJrLRv//jYqxDvjvJ5VkrWRPbetGoiUUGGalaGueKMaOc/c0ZbrYFnsy5337Okhy9CyilFU0ZXMyElk5ccn0zIH3cv7FZdsjD5xKSzRtkikeEalUwnVcOghueSf+Zm3XP1PPK++llmWVnfWKqn10UWmKrWF7yzNcvM3ynvPx36jXjOqhyofJlVBfeyvsagTZeszrhlaHqlsmXG3lUdZ60f098qxJJI/7pPCekxndO1+5z0ee/6WzDGi8ix172B/V01RmVQ6TYmrrGfhcwCA8AbJOhF2NaONkAwLBPlMpBcuyRyj9SWeW6iOnhQ+0cCl0tw21qrZGLw2pUkyFco8RqM8Zqmbz7uy29kZLnrOJcXcVmufqM+Or5778FbINZSqpnotNXOu/Caeb3JEI/JR95tHByzbGxgjYTAYDAaDoWAclYyEIp+ZKFpF3wid5684k6PCsg5xRJOqnxplt67jCHXUTZwPT549ObPvkFR303lD+DlqTI9mKcD0n6UUYChXr3GoMhHarq3TZwAAevuoeRh9sUzQ9YnHg+SHq9dGooOjZM0b1wqUWjEVAFwncYTs3/Y+99HJkbY/wc/uNtFOiMe8Jyh50mJ84G0QPUq1OAdKhUT3R79V4NnuOwbU5yhmZL/xt/y9qlo0Jb18BIeXUbcwQqKP5i6eSzzL2bJGsi2KhIkoLWEUUz5cqnzWivOlVHiMSJVPZRo0stkpDFu3RGz9kg3iyioEHNOMENFVnFRNtqMzxm2Pq+A87bItzJCZ9gBvhka8h2o/PlrhPpfPwnuXUCt0/B+ZCaW6sMTzazLrqk8L1vJ96PJKJsEUOmz6/56RrWsr9TGpp8lm9IW5XvlwRvAlp5Lx6l9P9q33A6d/dUdzMztCxcLUip9OPCr1L+SZj4a5fnm9pLldMYVtqmE2UfISZglVrv9N5hidf+A7ya3VR0u4c0+eL5C+g4uEFRkzhloJZUX8Y+TPZDv7fP/m3symxcLERncK67FNPHHE58LrFb2JFncWJk9/V48Kl1hUBCTTRK9L9rqQ5zccZnuj3dxXRZRsYGCMOIo28nfNnPNfKlWtxZdE0Vj9HewvGCNhMBgMBoOhYBzVjIRCo6fksh/z+06ZW09JBNzAEZ6rQzQSw5mRULFVXNTiuXm9AFB1FefpexbvAAB4l7KyqKt4IwCgcytH2H6pzXC4RHCjf0+nuSXn3ggAGLWRo3d15HQHxIUypsptblfcIIpimftPdDtz/17xefe1cy629w+sC+BnsIvyoLhnKsshiu6k2POXHs9rmbx6GvdzCF3L/LZsuYo+Ib09fPTUE0K1CL3iFJnKLV3CfUk0o1HMsAr2P51XjW8QB8EYo6N3d5AlqPVL3r+wDHUB0a+4uZ+I+KPUBxxzj6i4ZKo6XiOpMaPoc7FkDZXrqyNs9+VnnD7o+RoOLUx6kRF7D8hIpI4ZDSC3im/iBbITnlrxOinlPU4fI9V1+8TF9OGXua8t7D8d7Xwvjp4uOgGpM+ObTw3OjmWOBqemjCxvJnshKC6Ycki/VLpMRCQTRLIbVBdV9Ms/AwBa32ZfH34Pq+2mb5yaOUbDWp5r707Rb4lHQ+AkOR9ZLyVOo/7qvwEAio8lkxffJBpB+7QrAAAXIUlEQVSPCWSRIRqu1r85LLKyHMFqcZVslXeUsAgJyfRTzYP6RfTIM6rOmOEezRAUXZPf+ZsSEvdLjzdXP6JaiXiUz3H0bf4QFG3fzhbej1HVUmdFq/uKA3BLp6OL2VcYI2EwGAwGg6FgGCORBc8ZdwIAkisf4OdT4n0f48jUO04m5cs50gtN5uiy/SGyDeUSWQNA6vpPAgACl3Nu2b2EXvb9r3PesWai1No4+fYDcCYHDv0J0gDPbieTUv8Go+LqkRwFe6t11CyMQ555vlsc4PyTqzLLMqt4OMLWvGl3pWSE9IizaLuwHJIpUPoR6ghSn5kO4PCIhhufeTjnu2ooVl36NACgWzQTxcIAhHxOZKLRSploI6JhRjU7OnkdtPpiQDz3x1VSZV9bzQnY0Fhe6aUv0dquR5wGg6K5UOdMABgmegytFLpZ6inE26nkXy9q87t+yUjqYFenNQwN+vym72E/VCdd703OuwsvvcPfyiVLISFs4zKmT6U/EB8Jyd4oO1t8TaYz8yw1vCHnmPGV7IeJZG1mWayX/adSsn1i7eI1UZKbV9K1k/vO1JMQV8r0+njOeq5V63ns8adklnmrhAEhiZbJDIEvzxvlCT6DKXnUXNV8v/ukEnPyE+zbrj4+EyVP/3dm0+qr+TchfdJoAIB7Nv9mpDapRkKunTy7ylTEhFV0PF+EVdRqot6BjkKqgUBSuJQtuesUyYtUiEaUBiWt8JZP5a739V8N2Pe+whgJg8FgMBgMBeMIYCT2vxek55QCXRB/PR/DhlViy9an9m+DDB8iPgxvUc+eVzEYDiCK/h+j0n6t7TNmTOY3z2bOqad3SAVKsUhNn8DstNTFHwUA+Lrkd6kVghIyGO6Nwg48QXfUTavIXgaynS0lqI73KQvJ7z55/rT2kF+0AupoqfU/1OunqJjfoy+xyIX/WuccXd/muQW/Q7fM9UvZDvcyarFC71MT0fE6j9G0nYxJ7bao7JuNqntWPGGqycpp9VAuY2aKay2z8Po6c2Pz/IrQ/cICKhOhLpW+Mh5r62oew+1xsjZK6oXlLXLnfJaeLw6bFdwmtXgVP7u47+A1kq1RWpbThkLraewOR8BA4tBCS0tHzvfHLyFN+JE6dphR49kpAvfuf3rpw8Tda/8FAHB+zV0AgNoTxPpaxJZJSeGMtbOLlY/m8p4msYw9b9KAfSavpBooNHEjF8iUUupEpqOpRYv/FZo69UvKWvFhTKvvajpGpzx+N9kxtmqUVFAtyjWsnFMWAZn+6BDBlhrxnHyZFBm6mNc6edppAICPyP5armYfDEsxIKVbAacMeI2UZ66T8s3DGrjPC6U8uE1pGAwGm9oYBFOnTsXixYvR0dGB7du3Y/bs2SgtLc38XlRUhLlz56KzsxPbt2/HV7/61YPYWsOhBOsbBoPhaIMLQHqPax1luOGGG9De3o6XX34ZxcXFWLBgAZqamnDbbZzy+P73v4/zzz8fV111Ferr67Fo0SLMmDEDzz1Hq9XkX3+GuTeSavtoAz+/uZSinP/Zee9BOKMDj3xLaLekfEUWSxntEka2Xc2MdIfdNiqz7tdvJf137wdDK/ikJjqesV8svMG7xL5NbeypbxD7NrWh1/rdS34HAEgIU6HCyK4+islK5Ptpd1E8pqIxhXsr7YQTc/7EVt1+ZeY3NfrZFQ4HYathz/jySJoS/ceGi/awpgP3GjGv8orRWRtTwBN/oU11rInPekSEkm0R9j+v21FeB/KEwZEo160dRsZL3xfxLrJk3ZJmPGy8WLHLrtQGunUdj9H4hCMsTBfnlrp3y1RG6oRxOctV6FwT4pSGMnQeaa/awnuEndMieABwxhmcBkrGpNBjW66Q01/CZ3DHDgaiSXlW9Rk985NSgGsCTfnW/ph2Af4iZ/pBz7noUqapQtLkUUzmMTntMuwOHpmacV/5g92uNzQM/n487BmJu+66C08++WTOsp/85Ce4//77C97n448/jueeew6xWAzhcBizZ8/Geeedl/n95ptvxj333INwOIw1a9Zg9uzZmDFjRsHHMxw62LlzJ06TKYDhw4ejtbUVF1009Jes9Q2DwXC04bDXSDz22GP47ne/i/LycnR2dsLj8eD666/HJz7xCfzsZz/DZz7zmUG327RpEyZNGjhPPxguvPBCrFpFIUtFRQUaGhqwYsWKzO8rVqzA9OnTM9+19DYA4N0CTuowRL4ltGsM3aRKI1KMpkWsYlsZQVxznTPifie9EgBwL3bPSHwYUfCsWbPw2GOP4cwzz8TDDz+M+fPn46WXXhpSXxpK39gf2JOuQn9/Z8qXAQBLfsB7UPJvZDAmPs/U5JQU73HfTb3DUKhJYyKOLDyw+R4AwNygk5bcFZ2Xs44yEKmnWTI7uoHPrjckRaHaxXxJiuzFxEZdhYW98ulxOXGr6nEqJe1Ri1h1tZMNqCpiFO6Wgl+aDukJcTv3SBEQ9pDRGHmGMAHvr80cwyVmf65WSXldSgt+5DESFSXUd7nEllqZCGUPeqStoSIpmpVyGMXNa3gMNZoKSsqlpn2q2FLPT3WOQdE1uYKi/JLU9+wifYqebVIS4FSmtqYrKnN+d3/Ac9YiZAplWm5+OzJgn/sbh/1Aorm5GS+//DI+/elPY86cObj88svR1taG5cuXY/ny5bj99n3zabjkkktw8803Y/Jk1tFQrURnZ2dmnc7OToRCoX06juHQwJw5c3DllVfijTfeQDqdxlVXXQUAuP322/fYl6xvGAyGoxGH/UACAObPn4/bbrsNc+bMwWc/+1k8+ujQS6Kef/75ePbZZwEATU1NOOUUx9Bk8uTJWLBgAa655hqsXctRX3c3lfJlZWXYsWNH5v+RyIEf9R0O2JeI1edduB9bUjhmz56NhQsX4tZbb0U8Ht/zBoKD3Tfyr/2pix7I+a6MhXszU9VSI0dhqDAm4shGrM8pv633OvXkTP72IktkawFCX4Vs05pbWKu4ilF2WUhKZG/ket2iB8jOCtLIu0us4VWfoCxGdzu3CdWJqZLIAppeEcaimiZX5ZexMa4KaiT6n3orc4x1rylbwPYsaaYR2+dK/odtuIk24cMnkv1Y/Tp1bKqFUJahRNJW9bvf4+gEekU/kZZ0VdV8rG/lvgJe0YIU5e6jWPaZjorJ3jtNPLa7SD4dPUnoJNWiCLMigYl7ARlG18lO6m42NJtrRXj+oL/vTxz2GgkAePrppzFx4kSMHz8eV1xxBX71K6a1/eIXv0AkEhn038qVpNNfeeUVhEIhhEKhnEHEqaeeimeeeQa33HILXnjhhczycDiMbdu25UyLTJo0KTP1YTi8EQwGcf/992POnDn47ne/i8pK0ohD6UvWNwwGw9GIIyZr46GHHsLkyZPR1taGiy++eJ/2NX78eDz//PO444478MQTTwz4/d5778U555yD6dOnY9iwYVi0aBE+//nPZynzzXDocMWcOQ+itLQU119/PR588EFUVFTguuuuG/L2e+4bgPUPw6GMH5/ETI6v3s8/Dal3yVbEt/TmrOc/dzj/08gMn/RalhVPrGEWR1RsoreKnX4gKxNBNQNRscpWhqKmkqxeIs5npHos9QtJqSfXtpnMQ2uE04jlfrapI8YMjWzTq+1RFtc652S2v0hc+b33fSHnPNZPZXGv8jIeZEd7aU571Z+lVliTzpiTDdI4jNOYsSi1DpqhEpcCeSef3MLfxQK8s4uMSk292NZfQK1H/xruZ9sqyXDxOIxE46yxvAZnc3rd/TDbm+4UtuZWarDSQbZ76ycfBwCM/sNc7H8coVkbivnz52PixIl7Na2xK9x5552ora3F3LlzB0SdAHD33Xdj3bp1aGpqwksvvYQf/ehHeX8oDIcrLr/88kya78yZM3H66afvUmQ5GKxvGAyGow1HDCMxcuRIrFmzBvX19YeAXsEizsMXZpFtMABA4t9nAADcE2jFnJySmwbtXsXgyrWJRbz6XuQ8f2cTo+8+KZ2thaoaTnTey75jGXlv+SO/h3tE+1BKvUKwlFoDr5/PoyZ8NG+hPqClm9urXkEzKY6pCmeOUVLOiD2jMShle9L/kBcY/IAaAleJlOWW8uHJKFmSdR9Q76A+GEVeh/WormJ7NzdTq6H+EOdcRT2D60bqTZL/JScq3uDeE0RoItka0ZdYWSzakVdQDI7nTmrCyVwgGol8n4xJtWQg3ut4fMA+9h+OYEbC5XJh5syZ+PWvf30IDCIMBoPBYDh6cNhnbZSUlKClpQVNTU24/PLLD3ZzBB9GVGs4fGH9w/BhoXD2yztzHgBgasXXAQC/a8v9PflbZkj0bmak3tMpTosJLaGdzPksPqvO2bihBgBQ9MI6AEBJggxEd8xxjQSAcj91C+pZERKfhrhmSwifXu4ji1A+PJbZ1i0WDZFVUqK7j0xC8dJfct3bT2X7W5nd0LaBG7hdZEfy9RueDCPhPL/quKmaiKoA2+GZMILXoobn6R1HgUbqM9QzqAIi+U9kERJxHqOknNfBF3ImCmK/Y8Zg0dvMtsLMm3Ku0T8d/zKAA81E7B6H/UCip6fH8vQNBoPBYDhIOGI0EgaDwWDIx77rcVJ/+CYA4BezGHf+n68xKyPdxeg7sYk6Aa170bGJc/d9calRIY6R9RN6nFbVMpLvWkY2INxBFiAivhJFon2oqWSmhJbujkd5Pn293HdMWAO3sAXFWZkhnd3cZ1C8HULlon3oJ2NSeTb31cKAHh0RZnlo7RplIvyiiRjMddItlXi14q6ea7kwE+p0qXqRxivFwfILrHfuWfQSj/3LDQCAQC2P5Qk6x0p0cp/uAJdtX019yLWv8vvS8OwB7TpwOII1EgaDwWAwGA4OjJEwGAyGIxb7L0Oo547rAQD+G6gtwHa6t/a+SP+I7u2MumMxsgSRPL2DL8sRUp0dQ2WM2CNdXLe5i14IWouitop+C0UBrp/syz2fnh4eK5lidJ6tX1B4i8Q9UtaJC1PS+CnxdniRtplu2XVgpGyYSMt2/OopFyWA14m/m15gu5WRcMuf02Q6l9XwuUUvIv4QJ9wsGSSXS30hraT6+0Xcfn1H5hjpPqmEKnWKnn/7GADA9KX7o5rn3sIYCYPBYDAYDPsZxkgYDAbDEYv971kSnkEfBo9P5u7l0yUBe1pkCrF2LlA9Q2+fL7MP9ZbQCL1P6nAos6A1LCpLqDXQGhZFReorkc7Zd3cPmQGXa+CfM7fIDVRHUVLCfdXNmgAA6H/6bQDA5mVkQ/xFZEOKinki/f28hiVlorU4K5DZd8vzbE97F/UVw+vIboTGpuSa8OCdq3m+7WGu1yqum+d9lb8np0/NbfODv878v+sNakvOW8hzO5jZGcZIGAwGg8Fg2O847NM/DQaDwfDhoWLeAgDAOeW3AwCe+Tij8IBU/1RmwlPEqNyTkOg87rAFykQog6Dahlg8909SvzAXI8ZSS6GumWnxqij2kzXQDJFsjYTqEzSzoqxWMimm0NshVc9qoMko21I7nGaGqaR4OlCKgLWv0l6gvJ7bu6acljlGXeQNbpvgNfDUOmwFAKSjvCYldbKtm1kojcextka6tzZnfVeM7MP9DwzPLNvSw/a81/EvOFRhjITBYDAYDIaCYRoJg8FgOGJx4Ou6bJ0+AwDQ1Mb6EZMmsvaGt5yRtPck1qpALJ7ZJh1jpB5ZTqaho42aAWUPSkNcXjZO9Bff+TwAwPPsXwAAa37CiL40wPWaO8kahIr7MsdQHYayFMfPoI4iee1VbMM9D/OYd7G6r2vDRgBA/6Ovcb0Yj71hNV0px11MxsIzZXzmGKm33ud/4mQ1ulfyHMM7yEz4fOLqKcxJcYjf/WPIoLz3F1b/vPsdtv+4MmahvNbRnjnGks4HcOjANBIGg8FgMBj2M0wjYTAYDIaCMeLpeTnfe06n34S7XLI0zmZ2RLqqKrNOuqISAFAuzo7pR1hzo2ySOFUeS/1CapNE5tFu+RR3SsnuUNZBmYhR45zqn30dZGPWbSYjkmrNLejo+saN/E9cmBI399WymuxIn2RrDKvmdjuX85h9r67N7KNfsktU25FMM/OjoYaMSeVZ3KfLK7VBRO+Q7CBD8Smpn+GSmP7pjb/D4QhjJAwGg8FgMBQMYyQMBoPhiMWBrjR74DUYhkMfNpAwGAwGwy7xgx/8AF/84hcBAHPmzME3vvGN3a5f8p80Uzq28koAQPPd3wcArJv20cw6tfP/DgCQHtkAAHB7OLWBW7hNsqw8Z5+ehc8BAMJ/aAUAFPs4hZCSAls9YlHtyvqLVnYWp0n82zmN4PJx0KPZBfdNeh0AcFk9pyHOuEmKkMl0yejzmIrpLuVON/4pt0BY9v9P/BinP+LbKCL11fFY7otpJ+5atwUA8Kcfc183rOL5dHT/FUcCbCBhMBgMhkHxpS99CdOnT8ekSZOQTqfx5z//GRs2bMCDDz54sJtmOIRg6Z8Gg8FwhOLaa6/F3LlzM999Ph9ee+01TJkyZUjbL1myBPPmzcPs2SxVfcstt+DWW2/FOeecI2sUOrXB7UoDowEA3bF1Ob/2J/6S8931c5pgdS8na+D28M9WYCxj4VRESn33On/OfCNYznz1/1I8eeJlIti863MAgOfPIytwyrA2AEDDZ5m+mj79JO5r9LE8lthV92+kmVQ26+EqFjHlt5meihQZirVTfwsAOGPxQgDA9htYnEvNvA5fWPqnwWAwHFV44oknEAqFEAqF0NDQgPXr1+Pxxx/HrFmz0NHRsct/ivHjx2PFihWZ7ytWrMD48eMHO5ThKIZNbRgMBsMRDpfLhQULFuDFF1/EQw89BAC477779rhdaWkpOjs7M987OzsRCoX2Q4sY2W7+9GQAQNlkMiStz1Nj4N64HkAWK3D6WABAoGUVAMDbSI2E67h6/n7cGK4/clTmCMpNBF8go+CupkmUx3vJoC1KfedHOcfM7CdJlqHoQvHMlhRUAGh/mmyGKjpevPBPPKaX5lexPmojDn8mYvcwRsJgMBiOcHzve99DKBTCHXfcsVfbdXd3o6ysLPO9rKwMkUhkN1sYjkYYI2EwGAxHMK677jrccMMNOOuss5BIUEvwzW9+E9/61rd2uY2yDqtWrcKkSZPw1ltvAQAmTZqEVatW7be2VT4ikfoj/Oj/4c0AgJFnPgYAmNVwEQDg/753DwDgzmP+mZ+nNwEAhl06EkAuE5GPxrNiAADPrb/abVvcZ30NAHDHKB7jrklkE6YtJkvyX6fQ9CroS2S22RhpBABM3wXLcbTAGAmDwWA4QnHqqafipz/9KaZPn462trbM8nvvvTejnRjsn+KRRx7BzJkz0dDQgOHDh+POO+/EvHnzDsKZGA5lWNaGwWAwHKG4++678e1vfxu9vc68/uLFizF16tQh7+O+++7L8ZGYNWtW1q8H1pBKszdcfWx/9MtkFea/eRwA4PZZIgy94HQAQGpEY2ZbV9sOAIC34cYD2sajC4NnbdhAwmAwGAwFwgYSRxdsIGEwGAyG/YqDY5Gd7zPheebZAeu4r/7xh9WcowjmI2EwGAwGg2E/wxgJg8FgMBgMBcMYCYPBYDAYDAXDBhIGg8FgMBgKhg0kDAaDwWAwFAwbSBgMBoPBYCgYNpAwGAwGg8FQMGwgYTAYDAaDoWDYQMJgMBgMBkPBsIGEwWAwGAyGgmEDCYPBYDAYDAXDBhIGg8FgMBgKhg0kDAaDwWAwFAwbSBgMBoPBYCgYNpAwGAwGg8FQMGwgYTAYDAaDoWDYQMJgMBgMBkPBsIGEwWAwGAyGgmEDCYPBYDAYDAXDBhIGg8FgMBgKhg0kDAaDwWAwFAwbSBgMBoPBYCgYNpAwGAwGg8FQMGwgYTAYDAaDoWDYQMJgMBgMBkPBsIGEwWAwGAyGgmEDCYPBYDAYDAXDBhIGg8FgMBgKxv8HtYqPU9JwyYMAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotting.plot_anat(nb.Nifti1Image(FA, img.affine, img.header), cut_coords=[0,-20,0],\n", " dim=-1, draw_cross=False, cmap='magma', title='FA')\n", "plotting.plot_anat(nb.Nifti1Image(MD, img.affine, img.header), cut_coords=[0,-20,0],\n", " dim=-1, draw_cross=False, cmap='magma', title='MD', vmax=0.001)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also compute the colored FA or RGB-map ([Pajevic et al., 1999](https://mscl.cit.nih.gov/mscl_publications/pierpaoli_99.pdf)). First, we make sure that the FA is scaled between 0 and 1, we compute the RGB map and save it." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "from dipy.reconst.dti import color_fa\n", "RGB = color_fa(FA, tenfit.evecs)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Let's visualize this\n", "plt.figure(figsize=(6, 6))\n", "plt.imshow(RGB[:, :, 31,:])\n", "plt.axis('off');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Tensor visualization\n", "\n", "We've estimated the tensors throughout the brain. Now, let’s try to visualize the tensor ellipsoids. For the visualization we need to load the sphere objects, define a canvas to plot the image (here a rendered window) and precut data to a small rectangular area in an axial slice of the splenium of the corpus callosum (CC)." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "from dipy.data import get_sphere\n", "sphere = get_sphere('symmetric724')" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "evals = tenfit.evals[13:43, 44:74, 28:29]\n", "evecs = tenfit.evecs[13:43, 44:74, 28:29]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can color the ellipsoids using the `color_fa` values that we calculated above. In this example we additionally normalize the values to increase the contrast." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "cfa = RGB[13:43, 44:74, 28:29]\n", "cfa /= cfa.max() * 0.5" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "from dipy.viz import window, actor\n", "ren = window.Renderer()\n", "ren.add(actor.tensor_slicer(evals, evecs, scalar_colors=cfa, sphere=sphere, scale=0.3))" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "if view_mode == 'create_plot':\n", " window.record(ren, n_frames=1, size=(600, 600),\n", " out_path='data/diffusion/tensor_ellipsoids.png')\n", "elif view_mode == 'interactive':\n", " window.show(ren)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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5Px/k+k6xPvCtiJmQednJakdv4kMpFLi6Q4h4TBtqASETCaBqqOoR8ikTpCIYAuXuw0IvmBIp4vOCrFRDvRBCKOpXzEqQfKMMhZiEieBHodipjwyjcufy7XSxC5HB7a18bdZ9gWPeeXntyh+8OCPmDj/Mr/zWs/tFwRfl8Mrm+V/8xH6B2Hr59qXXNta/MKtxzbaKq8+vdVaaeb+4/dpWvjN1WWDm/ZZk1XqZIJIFP6hbMgqgKIuehMg6wyaEkJd5UbtkVIBBKSJILAgoA3ol6jofEGArAISUQEAh2AiYGGkBkIDidinBmJQhKHd8WbegBoAvMNxBlErVFOVDlFO2T/giiJQmMkRUtYt+yllUZgKBRACTBPEj+KLuQwrKIkiQajmRiJSF+LovLoKsH0KAiwiALyUfSqiLDB6DTS9BTMTiZdQP2Vb9Fy89ehnKIIYhgrzElEscAIKE9WxnM+9ZMgB01ahS/yn9fz398ibncwjVapD94jB7gczdTKdmCrpWfGZuv5Cx9IGV/UKA6oHZ/y8Q4U1+1GrJzL4IZN7USUT0Zk8N0Jv90enOw8L9vNl3pzcbSbz77PNNeBOvp5RSSimllFJKKaWUUkoppZRSSqmvLvq4Xyn11eRNr1X6GhYZjg1HzExUm3HiDcFELcOGaPYOigjUJW4S+dot5XdpWKrNZvxnLU1oddlEEQ/r8v/ejRiuhagDk4J4VuZ+MLjBnDJFNN5YNoWzaKZopIgcRDC9bAAAEDnnloxpikzbufE622ovP/hw6Us/2Cc76Oo3nXryJ7/twkfOzQ4D8JYPf7c72d7+430Sk9q3LR36t9+1/Yv777VIf7LZ/PFW/vsZpm/6Jwu7aqIj1i4bSin0pqR3AQzzXCvpthqNJAJQ1KUvH4sYKymWGmhaFPVbHSqUGnOoYVYa1LLIZ0UyU6PlGk0Xxcb7MLumRWRpruWSiEs/e58nOpbmHMeGhrU7NwAATEgNtRylhpho+meEc5ymJk2NtSyCyT3ydzQWqXvINBaZHeV1eyLvoCbcCXLHyS6TBMj0040MGgumveoacwaEsi6TQIUJjYTbKceOy1C3o3mXA+aIUiIimlGfQ1V0H+E+GtZEhqsstw6wnkY++LpGLmU60YznImeJ8hC2C/9Sb1TWRZ5gu8Q2IgqQTOR2KC/VVZZ418n4yZMdEaz3y9fWRn90viaHVuUnf3zp5NHkY5/e/tV/s0+1hH/wo/Ob2+F3/rB3/uI+RYje+ki6MOeyPKytl5eu5LduT42P5mESVFn22YEt8tqMKAzTNrDjbfJkSYyEQU0FH2vQaY8zK4rAOfQHGE3ZdWntQhyvMKciwdp2ll0NYeqBsq32g9/9PQv3nH71Ex+78O8/Oi2s8vjf/UuuGc+OAdB8cnX+nUcHr+6fYq31Haft0bZ950r5mVkFm/gEp9/VgIF9nys+MnWzmDtq3aKhiEAwLSZH+Ss1fZDImpXFbhw5yyyQViPZ2Opt9uoOUWJwtIOGg2UEoBXj6k7tTnmej+yRNiUGlhEkdGN/aSds1kRGsel04yhmIhJIktrN9VGR1zSGzLS6EC10YmdZIIOhv3hjkNVFdi3dMx+1HTumUmQrC8+t5/lEm2AI3YhiRpVJIAVSj/Ws5oKMItNoGGuJiETEOR4MyrzurZtL3DlALiEQ4ia5GBsX6xt2SuGOk5kDRYAAlvKB1LaFbGjusEs6xkREQJSyL+qTy8SO5lvWWbKGRNBMwq2tMp9o3hlYYZojTnZ7mz2R87P7kl/ztCGcJTYcG662qAkhiFgmJzS5izYiemiu2XUmZibAC0fMQ+8vTCS0PMn2kHHJeLcYJRDLLhPcnEhL9u4zc6tdK4KVjl3puOV29NHntrfq0m0MR+Fdj7dOHY8fONP4hV+/9fJrUxutwSj88PfMP3Am/q3/a/t3Pz51uNHt8FzXznWND5wkHDkmGt28VfOyJoaJwAbEEAEDiGFi+Il2iyKCQZVVubotkiWyJBObl5sprIHh3T1YhEaCssTkSIY5iqIlY5o0vt/A2rk8n9oQHn/Xu1ceeLAYDP1+2QyOfPv98w8cuP6pV2eHAVj+wCmT2toqUXtEJ+bIGWrsc9HZdzs+YKQfaGHqvjazxLbLFBM5qrJl2g6XTQoTY5T5TjOObOxslWTLMM91moMszyd3l6800YwQG1R7tjnGksfO3k4NWTYHmtSwlIy7KmwIB5phc29XgA11ulGcGmuYGCJCoFY72lirOfFWF6Ll+SSNjTHj62u+7a6v7f2ZupbOLsYLCUdMBCpECDjSNK9MpBRoWooZrqqYVOVDZUoNBm+8eIkQx2wMMRMzhUDOSZKYsqzJnZa0ycZkHFU7/xrCwx0ZbdRckmYB3ALFIAcEcAqeh69rCJtLJm6xi4ktAZBAaYcnG0LL1G2a2JEz4y2zTNxtmltbe7/4EtMScwOwRFV5AAscZr4ypdybgjaEs1mmO1tiqfpDVFVG2HPun2hEHWtSZsskgARYpphrbmTzbCKQpXGNQyE4oEV0842v2IloWATHZJicIcvEhPfd1/7tc9uTfdqPfmr7yUda73i0mcScJvTLv3n76efqp0N+7bd2Th2Lv/GdzU7LtJvbv/G79Xkv81yGwyBzSBJmQggmy6PtndFoYtKG3J1Dg/FxYXBU1xAauhMJgIiEBRZ44yclAnN1qHePPMEYOFvbELaJHJGhcT4r0LgaRs29qXHw0OLpMxDZuXKpf3ufbNoH33OKmDZfrK97dbfGiTkJMrq0f+VCMxdL7mW0T5oPc4+lJsnmrKlj02ByRKbKDTauvEEp7UlgZg07Zw0zEXi3mog1JnZ2b0NoqKovCMsw434fIgvHewoNUttSbChiMjyuKWFBsaHEyOgNrxnHxjo2hrhKgBdALFUBhz3ncCM2c60ojY2zDCDQOL8sJhxo2U7EEbNlBAEJALiJ3fqGcKeKGNH4bCCCnZiQ57uucQDMCAHWMjPtaQirrh4EVc+DAROhOcejjYnfiUApiMdVMsAgA4r2RgEwjqKUjSUy4/KKgvqnL2nMznLVK+fdAziZz8ABTSIHMBED1Q3IgJpU96JqlzaE+6hOuCpLtAD1uZ+BxBoQwjgjMbIQht73Ju7cyTiH9TgFcahSHUpNas7tXL50qTfXMEtNy4zE0lxqDs1F962452/sbeQ+f6782X953ZiDj96fvvOxVgi48jM3bq7XdAAv3wi/+BtrInjfO5qRo6KUD/9BTTd1OJJLl7Nmg+fnrLXUTM3CvCwv2UuXJ9rXsJtWvzousy83eT2gqglQG1+l96YAvqssQG3Wj6pPIhKAUiSEUIrk0z7E3NFjNk76t25tXb7Uu75PdtCF+w6MbvZuf2H/5HbRctMPit7zNUVx70apocTKoAg393k2SQmhhIxEtqd34e883Jeq3Zcqyeuk8XG+89+rO/NkvhO605cB7rRUIvW50+jO3zRuiwSTyWDpTgLvOzd3QagpK4k04d28ZQgS8iLkRegPazoCsWEAQaQM8IIiSB7Qq5vGlLv/VCne99YNBKp/FRACqqZ6fMCkPiNMKCV4kgC50xTVrrLYLeokMs7WL1PWAnA1aqtuLx4hSCiltn6vNeM+pIgEkIj4IKO6SGD8ZT1RdZMp6yt5qNdpQzhLGcTS+N4h47sNfF1b2C98yxoxICBAhj6sZ+WNbO/pN4Jsh5AY2s2JjwzSl7BRt4TgsxdG1tAjR1sLTWOZfIA1FNv66bKPfjrP8qsf/N6VJ9/SfPyhxnd/S/fnf72+JMLnz/nN7dtXruff+t7O9/5n3SvXiz95pmb4eOlKmTby0qPdYgGYEdmae4PPYT2khFR3hACE+stOSiFLQlLNi04rPiGCvICtBjrVPwnwAbUJMkMYieQhGCIbQl51P2riAAAuTYt+b7S1tXnxtXxr1iO96EDTdZOtl2/f+NyFGWEV24qKtWHvi/u0rLQcQcTfGoZX96k+ISNBIeFWCNemDgnDUKSEeFTtUMglDET6e8+iECQvyti5O2nbvJesLPujyQ6NYFSiYWEZCBBB7jEqJ9djyNDL0EtiYQKBxYvkPvRyTExxl0XwPvhQ1W5BCKHIw6Bfl1/eSwhSlFLC+yCjPGz18l5dQzgow6jkqqEqA0Y+bGXh5mjiiwt8QEECpuobeEEZkE1+HZGyDNU4tep4hSAhhNqaEqMdiRpCDBMRIMGjNhsrAkIOLkFVTQ4PGSHUTRlIEAmQIL4kkIRC8n4Y1aUbLT3KICagqt/iveSl9LO9kR4YCCJACFaEAA8MRdZnLz36mqerRmcJGJdvrTqVpUgRpKh77DwoAxNKkaGXzcLfGhVXRkXtSpmhCECBUED6kG0JV4PfqWsIi4CLG+VGvxiVGBXSy8Pl9fyLl0bZlGVyF6+Gcy8MhiOfpsYH+fefmXrDXd+Szzyd3VrL4pido6efqxlKeI+tLV8UQQJlmQxHcuNW2Z+41UIgYTxBB4GU8DnKwW4jdrcwHiJUkQiQQmorDHgP3u0mhwDvkRfTUgz7qoxpCHkIg7Lc9r6+OgeAdGERIpsXXrn9wnMy83lJ54HVo++79/JHv3J1v7zb3DAH/+pDvRfXbv6rF2ZHIuLWd5wqLu8MPnJ+dqA5a+zDUflMkf3GaNqqUQkwKYEJAVIgDKW4XlPPXQDvg7VMIBEpfcjyYmO7P8onGkIBgoczMIwgKAJ2clzr1SwHDSADsgwiKQWZD1u5v9KfjBTB7gN2eC9FHoaDctCv6XV5L9WkaFGG/shv7hS3NvPauZfCizEoBKNSemXYGPqLO+XkShkAsjvwDQIvKAWDUiYaDgAIYTxvLCIhiPfIslDUrdX2JdgQ83gAV2bSXwtl7W/E44fiVSvo18XX95TIxkxMIgiFFMOwfbOsrUcYBNZUX0e8l6yU7UGYXCkjQCFChFBVewEGgjWRzfqZLDVWN/5XdyHAMFULz7yIn1bfCGBCRARQIVK7rPT1SCAmikAlZDBlrvVuRIiZIkPbdVNAkyJHeV36/P8wcUSdDue5bE2bqSNwBBOBGOJRjqZPxBAoIjIEQLxIPnXFPxGcg7MAUJbIi/oHJwCImDkFrMgohFlLYFy3G7fa/atX9j3kjTPz9//gO879zMfzm1PX3dzx0L/4jqu/9dz6v92neQOw9HPvH3z26uCf79Nk8mOm+Tfb2ceG+a/N+jrcJtNhTlkKKTd82J76pSJn0ihyzoQggywfZdOX06cW3QixxajE2mhPMffXGeKO43YEQzIsw3omU85MZnIRR5EJQYoi5PWlTgDAMDUSAyAvQjZzw5BjahgiQhZkOGNLBGAJjskQBMiDzHhVZrKWbNUYF/WtYIUYcZviNhEw6sloc8oHYPA8TBdkEQbw16bU6ASMo7jNLmZfynDL+ymznQAMU+IIhCDIijCjL8dAROQAD4ymVo1RSv05oq/RDhgfTfcLGaNDb+4Afa0eyT9/b/Kw31mvopRSSimllFJKKaWUUkoppZRSSin1F0f6gQP7hQAAv6e5X4j6C4Ubb3JRjfpzpvsI9xenrtVJ0kZkIxtCTQbCOxqOWjE3Y44MVelRpmknZr7lug0bWc6mF6roEk5aOmhojsHAxD6x1x3q0s4+6TP/rBxYpVaLevtsEwcAwzTfiVvNKLI8yvdPztngxJIppy08v4vhtBEfZEp82OdzNJbb93/jo62VzsbFfXLB3P/Be7/5597fX+tvvlCbRHwsfe/Kfb/8je50a/v39klD0/rVR6K/eiD/P67NDlv94MLB/3Jx69me9PbZ5hHFSZw2iv3ypgKIiBc46nAkQLFfgY6Go4NzrhnxTu22u/9QsaHphSIAwIHmybaJLVE2bWMN4AgLDnMWMWE0dQMOAFigRegQqi2XM4owOMKCRdsgIkyv/QDn6Oy9bnGR80zyqenQx+beHi28LW2dtdxEdnWfI3n4Pnfi4eTQ2ShqYOvm1GBjMN/lxXlut5iJsul7LRzRouF5Jkc03OWXynMAACAASURBVG+/kNLMMvtodpIkdWyYAGMDM/V3Rr5uf9VCwzRiNgwCyoDYhfVBKOsu/ZVu1G26KkGiD5I4vrGVT0YeNbjHUYOrFPLUC2gWcqGuUfibH0jPHHL9kVy4WX76hfzLV6a2HP/sp5eHI/xP/8vatRv7XJm//i8OXL5c/PQ/3biy3zX8/X8lMYyLl/zTz5QvvTw1OHJ878nlVjMiorIMWzujC5fX8ykbtpbs/Eq8GJsIQObzm9na7bI+UQ6AZnJ8dfGhJF7I8+1rt5/ujy5Oi0wWm2/7y+85/MCxy+dePf+p56eFAVj9upXHf+SxxfsXu8c7M8IArHzfvXYpaT68NDvMfOcCH45pzplvm/O/NyuvTetMOv/uzuhyfvmnZxWpOHLi9PziEhuTj0aXXnultzX1+By37UOu02RnQIWE68XOc8V6bWTq6P7DjePLjWZsiHB1I/vDZ6e+bNfx20+2j82nc6l75Xb/I8/Wv2bT0j0L9sRC3HCclXJ+LTt3s6YNWWW3SC4mZsBDesFfCtlkc9hknGxSY1z3AkOPWyO5WtcmRcACIabx/oUG0ABu1bUIKw6rCRoGDJSCfolXBvXN4Vseiu+9N2ZDW6f8axezc89ObQzTU7Z9NnZdlsAmZZ9J/9zUNGcnH4sPnoqTJgFI29zfCmt1xWHShFaWTBKzMwDQTCUE2akrBXXYmqOxbTBHRB6yUfrnh0Vfm8PptCGcxUYmTpwxzMwCYbCx4iLry70XQDPiRsyRAdM492Jgajjanmjeuqmda7nYsjEkAvIhjkwjMtvDvdfJUUctRkSo8iSBcNDRQGSyv3h02R2cN4ZxZMkcX7Gfem70+3VZ0wA8c2749z504PFH0//9F9Z+4yOzBk+f/OPe3/rRlXvuiX/qf739J5+desEfOkjtFq2u8OICLy7y3Fzx+afqm+FDK+1uJ0ljR4wQJHKGCC9dWJscYc+Z9uF0tWkaETsGl8Y7tv3+YFi3Xz6NDh5cfrTdOGJMDCByzf70Gn4PfsMjh+4/SkSjGUEAgAe+777W4VY5LPLePtXcGvfPg4nMPvvFqOvARE1jHmjPbgj9QGzXzL+rffN31/OX6++eSdpsd+carXYUxaEdjHPnX3h22K9JL3fCdU64uRZHKVsDCpCYzJof3Ah7j4Az9OTp7rGlpJOa2LIPkvuwkJr1ulRnjx1Kv+HepftXm+3YZGUAAahpCJcSfuJo48S86yaGgJ089PMw2RDOk10k1yJT5YILEGI6AHlt4hc/nKJtkRhYggCpQcSUB7n9xuNEQIcQESxQZbevfp42YeeNp1vMWI3RtogJTBAgZhjCC/3JnHGIE45jbjQoiSlOKAT58pTs9vGyMSlxTBCSFlrH3LSG8OC9buV4lLbZRRQCrJO0PZEaHLCGFudNGlMcobp1gNBu8U5/b+QxZ07ErmM4pt0SN0RB8IXhfmPYr2G623MW6wxXqekJd/bQ8mTKdyB1ZBnj/P53/ZnUSo1l4nHaY6lCJiNXdpvAClXlAYBO3S/2yvWinwkTdRt8z6p9/1vSb37Y1cQB//SXej/7S7ePH41+8r9f/Ykf6dbGVH7un/V+6VfW3vZE4yf//sr7v2FqWb6r1+RL5woBDhzgM6fME4+5hx+sn283xhgmazlyNo5sI3VznXRpvmaP+UI0l3KScBxzHJs4MXHDpC1T/4Btaf7eNF6ytiESiqJXlFNzjS7fe/Dg/ceMNVs3Nm6dnzU/2TzZXH54yaZ2cHN45U+uzohM371iOhEC/NY+85NkCUFA4APJ7MhivZCA9FTSeqAxLUYkiAgBNorSRnNuYXF59dBkmAEtm2aDXcLGgR0ZR8axaXJNKYS3HGseWYznGjaNmJnKIP1R2K6bHX3ySPO73nLg0cPtudQWXq5sZc9cqcls55ieOJresxAtpMYyZV42h36rLrlMh0xEbF5PQA0GHFVlSF5naPcSA5hgCIYQM+bjvdePBSzAuykHqn3thjD5tVMGEwzGr2YJMaNpsVQ3RtjZKYfDIII05bmuueeeZHm5/hbKVXmsqk6Fg+sYd6Q+cuGgixtsLAkQvJQFapNuN1KKI7KWqnIZYxOBhrDibIM5YrK7lVksUVp311J3aEM4kyCIQCQEkRAkiEx5RlglzpeqckIQX+WJrpv2M4YEqJLH+4DCS+FDPhGaC3JBISh3/3igRP3jnY+fGz13qVzr+awQZ7Dc4cdORd2k/tT/Rz+1+VP/280slx/5r5f+zo/N1cZU/vE/2fqZn711+lT8d35i+Z1vr29ZAXzuT8unnipGmczN8bGj5i0P27iu3dzpj8oyBBEiGGZj2DmTxDUveycFGu3+zzwUWd1wMHZLzrWJuCj6/eGN3vDqMJs6nXjg9GEXucFm79b5a7cvzpx1fNfheC4Omb/xpze2vjyrvlJ0sEGWxYf8xj41JaTvpedRCOpyl99tcH6YX8/dgk0OT+1/lGUxGvazLAveE3MUJWmzNRmWkLlz2xTASyjE932+MTEctEyL7Sh1TITSyyDzt7eLl671yomzPTb8ntMLK62o8OH6dn7uWu+Pzm9+9KWaMe7xOTuXWibs5OFWv7y0VVzYLF64sXdcUrV8HlKK5BIKqWqISI6wp2qzCEZeioBSUAi8IEjVau79kGH3j9z130NdBYgsjP/ceUEvwJTqE5culdeul/1+CEGco1aLjx2tq64ElIMQRhK8iIiAQFWe7r2SDlfTwRLEl1JkMtz2W7dqrvLIVaU8x+UyfJCikMlnhClRqBIAC8L4kMpIwsa0bHkKgE6NzlYWPvjgiar5Tu+DL0M5WdEUyEqJbDVdgSAog2SlZHUJP4eZjy2LEAE+ICvDMAuTkX3B7VLIUoIqcy9yQS+grrYSXrwhv/PZwfvekpw+YNspgRBZnmvS1pTn/j/989svnc/+mw8u/cBfmb9wMf/Nj9TfxEPAP/4nW+sb/oM/uPATP7b81/76tX7dcp2rV+Vjn8h9kEcfcc0mDh3ke07y8y/s/aBrm6NOqydAsxFZw96HsvSDuumajWKr5ZpE5MUHSBbyW/n6tq+ZyBUJ3o+yfNOHfDC6ubH9ip+ebjRtN4os37m8dfX5S9tXpz76AtA93rGJ6d8cnP/9V2eEAQi5ByH0y94X9ilwGK4OZbOUUZC1fWaoei+NBi9lydHYdaeuZfNleevGdediY0zwXoA8q5nszRG2fdZiJwEGPkD6obhSbG+EvZ8hdcSEvJQgPgSs94sLNwdfuVbzmifmnQDXd/J+7q9v589d3/nClfo5dgJ6eQgiWSm9PKwP/Eu3897EU2EBtqS0QgFSJfUtRQYI62HvrGMA1nJEjCCwPJ7zzAK2a4qDIQOsADReEFhdQcOJ83cUcDsHAQFwBCaUAcOA7boJ/s2tcOFCFkdYWXFRREzkpvQPh9fK5jHHMXFEIZPqz2QYGUhAkQuA4GXUl7WrxXCz5iIvSikDSo+qElxRSn8gGxPpf0ci2943mASBCRAqIZtluJBrIaZZdNXoLLLbMRQR76UsQp4XRd1yx9ILMwAqA3IvWSn9XCZ70wCKUqxlGYf5/shv9svJVN4B6AkYEFAGZIKe4KaX21M6dmt9uXijvLntN/uy0ZOvXC0+/8qsU/+lV/zn/7Tf6/u5rvnM52ZN6z39xfwrL/aXFi1xeGnKI6utbVy+HHZ2QlHQcIQXXyo3JxZaishOP6sK3OSF3+5lN27vXL9Vcw/NpMhDnodyGLLtcufK6MaNvH6Fp4hn2KLc6Q+vb+68mk1ZA1JZOLZcjIqrz128+IV9EmQffvfBuVPzlz955an/+enZkWY1mX//Ud8vL/3Dz8lErfA3KLx9cp4XXPZ7N8Mzs57Oho3Ac9Q4lfZfGGxPLyFSZKPRaOjLMs+zrY21q5cu+HKy5ZBhKLxIjtAPxZofXi62XitrpjHLIEwioO1heXl99NLV/ss36s+KYR42B/lrG8NzV3c+9erW5a2p7fogl53Mrw3Km73y0kbxymaRT1k2mkM8JADV8KUHvybloLYki2AUxtUkskA9L2s5rtd9hBLjkrwBKIEC6AG1OdRHgtxX1Q2RBWyXuDbCzpQFZ9s7YXsnBEEIGAzC5SvF+kbN55SBcEImJgkIIxnd9L1zdU8TBdXTQV/IYCusXSkunptSZiWMSxL6gLyQ3kBurQc/8SEDMAhSCkpgGGTbh+uFP5+VI10po/5jEJF1Jk5dnDgzpRbgbiQiQ6kjZ2j2hLxhSiPTjE008wUBGKBNWGYsMSaeg3w1Mm+iZ2Utx5Ex+64u2X02u08YVbW499dYbrcPzJoKvuP4tx97+//wRHpon4d5AMyJ5OSvvHflQw/vFwgA9gdXm7/6IC3s/2nNQT74Xy2mj9VPu92NiIj3P5KWxhVUZnOG7ES19/9kGHAg+yZ+dCZYQsT7hBLggBRIaP8uP1eLa/Z/cwBwjhYXOE1nRVNMjXvtwtcn82+PTWdqZNymw/e5w2ej7oF9PqMxaKbUbXNcN8u6hyW4N/GLK6WUUkoppZRSSimllFJKKaWUUkoppZSaRM6Q23fdGYCpCWUmvflI9VXtW7v48aP7BSF9zC18x9RMMX/BMcY5Y2YiAlvwm7jOiMBv4gUr9Od3mbmFN/XW7BC1ybXeVLD6s6CHfh8UGbPcpsiIF8nLsDWUYX12QSY0HDtDgPiAYSnFlF1TTGjFFDkCUHoZ5MjL+kjDWGhTMwURsgJrW5JNyXx5BLxIbAEPrEm4glC74bAd48giAbhwa9r3GHvX2/iPP/emslG85RHzpWf2LxDxZ8pSGlG7lFEusxLBADhxz/LJkysi+PjHvjwj7PB7Vx7/6w83Vxuv/dHlT/+j6bsJ39fBzzyCEw38myv4oWenhgGPfeTk3OPNtU/uPPMDr80IW34gOvv+pa2ro3MfmbUn8qtEKzZL3QSgCzenZLZjsGMyAEECpBCZcqrbiJIOsQEERSajHanbRggA1lGUjFMUloXko8lduGPG2ih2RCwSyqIsi1KmhCZMc5ZI0AuyM71GRhLj+BGKIhplcumKjGam1Tv7fUnrgNl8tTj/27NSKCSLtHzSxC0Skawn11/w5fRdpgtdszgfpTH7IJvbxZUbU6/hJceLjhqOMy+XBn5nRikcpRvq98FkD3apEVUjQjIMwxgVkwWWDKGbmNSRNWSJmGEJZaipxGQZC21OI3KWLJNhGKLCS23k0RWab1MjpshR5MgZDLKa1zwDc5RMB9wApaAGUQpaqytQ8/1f7x49ae5ZNfesUjPG1Y1pdwb83R9rfOhHGs2GfP7pfRq5v/W3l7//B7pf+mJ/c3Ofi+0D73vr6ROHktjeWtunuQLQmLs3aR02ruOLHqZXYmKYZXN21d2/ZE92zYEAGcnUlNZf/577nnjyzKlTB1YPzBHh8qW12rCFh7pv/xuPLp2dbywnSSd+9tdeqg0DgA/dg8fn0LU4mOJTN3Gl/sbUfnt87K8tp0eixvFYTNj81NR8bCfe0Tn+9u7BB1qNJXvl6Vn77k8cPPvg6SdWF47s9Lbzcp8c4gAO4MBxHG+jvYFZWXUANCL7gcfP/rff+e77j638yfP1zXZk+YGj84+eXj1zeOHEarcZ28u3J9pCAsdMFjBERMREZjfp2Z5ARnOeXQwbkbFUjQuLuu9kLCUNto6MZWawIWIq61I4WefiNDbGGMvMxlhLRL6sSXpwIjFnWvZww6wkZjXmeUfbhdS9JB44y8cO83yXOm1amCcItqd0ALpn+cjXxc2DJulyskjrL9SfwCbGwftta4miJrmEbExJh3duhdrzfXXJHVpJum2bpqaRmkZqi8L3h3uPJhPua9mzHXe4YRdjs5zwcmKGeehpWzidNoSzcDfhVkKWYXi8vTsIgki293JqRpxYMkw83gc+Tig6WWWonVAakTXEXE2NEhGCYDJx24EF6rYodrAG4zSDQFZQ/sabbRd0gkwLFIMcyFSzUEQjyJ48GqdX6MFjZqFN7ZTaDVps03yTLtyqaYMBxLF8/TuS9319fOgAffZPy3z68NGY8r/4y/PvfV/r6pX8tQtTs6scOTj/Te957MSx1ZXF7oGV+a3tXn8wtUe9euIDC6uPtOdPtedOJK1D2WjHFzX5UAAcsA8tuXvaZqXB85biUkZb4Upt5BNvO3X/A8cWl9px4vLC37q19dqr9XnRHvmh+w+8dSluOzY82sxf+fjFclqikb9xAocTJAzH+EoPn61v4JsPxcvf0HWL1jTYNPjyr04d7c0djRdPNjoHovZKlI/KtfNTD9E7HvnGk0fuO3Ho3nuO3s9krq9dmhZ5GqffTe9+nB5/mB5+nB8/iZNfxBenBZ89tPjD3/rO73v/E51G8q8/8fTFWzW9Cmf40XuW7j+2eHCh2WnEIGz2sgs39/5AZIgdwRDRblZjAoRkYsjlEopSYkdswAxiIkIoESbOpihm45gNqoYVREQIXiYnQKI0NsawYWK+Exp82BPaMXSyZecctSw1DCeGUkNtS7eysOcnjyIcPUSdNicJRRFFjuKItnckqxvvJYu09IBLF9lERELDnTCqKwHVWuXuAYqabBzYgHk8Jh6s7w1uNczBlbjVMHHEzlZ14QDQ7Y29V+bppj3Rst2IU8OxIUtkmZhwefTnPG3z1Wz/JBdf0+48XRAAVX5fIlvTe3Bmt+LEnf8rUJvLI3JUXee0OzEtU2ao0ximui/c+RQCmriamiAH4t0U+wwYwALxxKuu7cjaThjlAiCNaLHNpw7wk6fqz4E//IT/Vx8ZbG3L9/7n6T/472Y93PqDf5f981+5febe+G//vZV3vmtqnujL1zZefvXq6tLc2TNHH77/xLvf8fCRg4u1kS492Jo/1eyeaM2fbi3c2116YOHAI7WRKS+1zUrCnZhaliKB96hvOebm0hMnVprNmIjyvNzeGly9XN8aEdPS2Xm2LAFl5rOtPF+f3gsgIGCcsHlp6ncvtn2x7UMmEpAcjBa+ferx3Lw66t/MfRFay+7k182xq394YU20098UCc1G+54j97378W89dfjB2sjTOP12evtZnD1Np0/T6TM4s4rV2kgAD59Y/eC3vvObHju7sTP4xd/79Ce/fKE27L6j8ycOzHWbsbOmKMNWP7+5WTfGZeDuc5sAEOqe7d05w6sQIrCBqc2rcyeSdiMZPJENZ1x/CKC7MPNkcqhoXHSCDMgSYqaGoXnHR+O9l3lZIsvhvRBgLZIY3Q6OTakpUQyQbQcpxcSULPHi6fqszmzG3wIEYhCDLeK6h4WdtkkiNmZ866huA5NFTAmYjzg15HYLMY7TftefR2pMG8KZSi8hiN8tFSGCILWTiVXpCanS4cs4+7ufiOTqFJZxZBCISKirU2EYVeasIKhqWRQeeYHhxJRNCSkh/q78+tXfk0OzjSG+dCFc3ZCtwfhZYyuhwwvcqEscvLUjH/6d/Nc/PHztsv9L74v//odq6iXd8cu/sPOzP3PrxMnoR39i+cTJqdMMH/vk059+6jnDdOaew488ePKJR8/UhvliZ9S/TuyidCFuLNuo5X39U5YGdQ1ZAnnkg7Cx5a9t+PqqSUeOLqWNWIA8K7Y2Bxcv3r4wZTh46OuW2TIEofD5TnHz2dt+NOVpVUTIA7Iwrg8yPZ3j8JVicD4rNsuQB5Nw88TU5G2bl4u110a9WyUxLRxPjj5Z32SWPn/l8leu3Xptp79JRIdXTtx7oj7N2xItNdGMERuYAQbPyrO/Lb9dG3lkof09733sgeMHn71w7ef/z0/9zmfqn6EappX5RhrbINIbFTc2+xdubL9wpW46WgDs1hKRu3qTE8fJFxI8JEgIkACR8d+TQpV1+k7YtKMukCACSJAxjP9jj15Ar5ShlyxIGeAFgvqFbCHg1pr0h8hyBA8QrEVzSpdmdFt6V33eEwiMQzJff6fNh1Jm8IVUuVZFMK3wBe/+UxH4IGUZ8jwMJoqYxkwAioA8oBDJvGQBAy/rdeW01B06NTqTCMduvOosiJQieSn9DBMzngRYJmDcHHpBGWQ48WxeAGfGCTllt4XLvQzzvVcoE9KYrCERhICixCiX3hC9ibTBAdQkinYfvhTACLINuYbJlLy43ZOyBDMCUHqMctka4oUroXZ9QK+P86/60Sh02nzfGXv+QnnpytR7/ec/mxVF+Z73to4cc3/w7+ofbmV5+dIrVze3eq1mujDXzovyKy9fyiby4kvIhztrZdnPh7eHO1c2bjyzdvmTIjWTrkxxwu0An0t/x1+/7V/pheuTYQAOHJxbXOowU683unF944tPv7K9Xf9crXkoPfTEqktd8NK71v/yh1/auTjlkZ4Hvn4OxxuIGD2P37yMc/VfXPoSH7WtU4lJORSy8bne1mdr8z8j5JINi9ZClHSMTfjmS4PbL9V/zt5ga2tnKwSfl1lRZi9eOHf19muTYTnyksotbL2IF5/CUx+WD99CfQ/gW972wMkDS5994cK//sQXPv/i5doYAK3YHlpsG+ZhXt7eGl64sf3shbXS19xnx8O73Um8cQ+xlJpaYgI2oN2bvXiEEsWoZmoUgLlTk7DqenopspqVNQS8XoSq6nH6UOT5nmuyFOReHJNQVd1JsoDNQl4d+smygMMhDMONh+lUlOj1cPVGXc+4hBDSBXZNlhLDtXDrmZovIx5ph4xD9fQ0lChH2L4Rhht7XzNNOE2YmQTivWS5bO6UF6/uLWkhQMtQYhio8pKj5+XmyD/fm7JISQHQMkyzSRH81oDbSbV3QnyQfi6jmhN65P8f9t48yLLsrvP7/s5y97fme7lvtXd1Vdfa+6KWWkJoQUgIsQ6DARtiwAbbgT3YY89EjCcgwvaMjQYPo2EYIcQAGkagGUAgCbXWbqnVe3V3VXftW2blnvlevvUu5xz/8bJaXfnuy2pjAQLdT3R0dET/4uV7995zfuf87u98v4ZibXEiImNMohEqkzY5oNE1IEhOBGiDKDHtKOUtndJYrRljYEsYIE7Q7KDWTHmYOzDXjUqIBWAcSICG0fNItyMyBq/M6aUNPVVlBZ8Y4eKiTrPT2GJ13Xzs96NXzyX33y3dgZW/Lf7tRzYvnO88+HDe86ndSh933TD+ylNnnn3x/OhwaXmt3mylVzKTaHnl6l+k/q830tYrS7F2qZCg29JrsRnYhLK4sFGpFpy6XF9rvvrqtXptYHdJa7XdWmpzi6tQnf3TSzee2NFf6evrOFEEBy538Hs7eRwuf6meP+wxi4xC88JOvS0bl+KLX1sHQ37E6tR2au1dqc2vvnjDtwutsD6o62kZy8tmpy/2Oq9cmn/27LVLi7fpVm2F6vLCxqrvxIlarXdWBqwnAJie78NWDdPAwKj0rlFjELYNCEbSljNRaOI0EzGtTRRqaYgbAsFoJLFRaZ+plEIYGSkZYwC01kmc6LQxuZGYTjMuCZaXjAiRMsthemtJonB1zrQ7erhKnosoMnM3BuaX+mW9XIlBkB61V9LHmAqxfk2DmKtBjGDQ3dT1uZQvubaRWJIpBc6hNVptdWM5TJk3DK60VaxRtJhgCJXZCPX1UGWNMjuTVY5vD0lONgdjJlammwyqgBHAGDHaKqDu8OQRQTAQkTFI9MC+TQCMwRIgIFZIdnzVLbdeFiIB6hjUef4djWVxzlln51MjAIDxh4dLs4X1C7WFp27jMogJgR+bxLEi/uMc/ijdK+p1/Afk6DvLSV1d/dXbRAIIJrnt8rXztzEv/PaHGLZ6vTT622S2RXIB4qQVVGz6K6ivwxgRAxG0Rno14ybEiBEDoeetvUPk/yeEgCXRDQecUroJE8jv406R1l5V8eCeauHCrzJhIe6axoIZ1CItOLkOExzd0HR2LHUSIAkgirIEmJGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZFxC9k5wm8xnHZodrsFkXKwOIWeEAdLkZTZDifYnDijHdvoAIAxSElEtHPPGxdg7Du0A5W91aaDEjlgcaffX3mYjzxg104PFJb7uwoResq7t21LJAbugnHgTSh8MZsxpyckcZtI4pwJvoOIwVYYwN7cQPsrgVk7yORmfPuQJcLb8NC9uXtOFEaHZauVtDs7Dag9AQ4PYTaHMQ8OQy0eOPzKROOcyoyKjFyiyAycIgJiZeIF4j6RTRQPnh+qDo3necllBZs8QYnuP/QPAEQoFHipJHyfuS6TkvpOGG9RGsbUHlTGkCvCGITp578BYPSA8/afnG1tdjeXb3MywQqcfLXYbQw87feXw+ZiplCeLQ6VHG+z2+kX9Hmdk0fGH7lv970npvftqqxtbLbaaQksIPEjef5gwA45fL9j8jCvpv+uwhF+zz+szL4rmH2/16nFjQsDp7x3/zeln/7w9IPfX0ji5PrpnU5E/Oh/Hbzte/1ChS6euU1yPXZiaHomJyVqO541/EvAeIlbFa0GCqMLhpxDvk2uRY4kgPqlkXpwB06VZI5kwLgLoyhNFwEAiJE1JGVRiJwQHgOgtx8Wfz2SiSCQvsddl1mWMcakSEeAAJ9RgVOek8/JZhTqgUPSIlQZSgQJDH7SQSCfnBLPBcxzSCZQesCIJCZFbr8I9jBnFEaYpJ4aBmB2nO2eZK5NG43b5OsCY3s8Z8S2fEa1nU9TAS6hwmiMEwe1/8YWAn9ryBLhTkyNy0ceHJocd0ZHnMlxh5FeGOB7sjvA/jKKFnwLOYmcBU9grZsySqpEIwwekUMkQRaRRWinqW0UiZXAbWKSSBAJIg6EaWvgMZ9VAu4KsjkkI4uTYNSMUzJcqcSDgElJQhDnxBgxRt20k8sz+5ErwvVgu7AdJArdAflr/A7v/vdP7j5e2ljsbNzYyZnm6FvvPvro3flqcW1pNRlkKAUA8L3x8fETlaEDvj8Mw8No4DxSdfyTU7t3DQ1PFssjuWLZ8y9vpJ/Se+zhPUcPTY5Uc+WiWyy4uZx75uxSfxh7p8ePc9xaIQAAIABJREFUuChz8hnlGCtLvR5hIWW+2/sD/sjdjlViTpkXdlnzX+8k9fQp5/t+cWRsj10clVMHPW7pi8+mH0J3fPrev5/ffYc1s88enuAvPTXwYk5New88OLlrd3FmplAsW5cv7eTmIa3i9Oz9kzP3lYb2djqtOBoYTMwJKvf4Q4e90kHpDIeNS/0xjJB3yZE9OxYSrCe+S/2q8USwKyQc4hYxCeJEHLqbXmOQRSFzgttb7i2Mk+rqlBUikQwC4dhMSuK89xDrOO4fFgGjPIfNSRL1RpBF6KblwgMc9zrYJ7HbwozEGEdHI027AkUWlHjOY7ZDlsWkQzIxSZK2jmX2CPenmT3ErAKTnlE6NRfmfXrohLV3WkyO8dEKq2/q9gB9gmEp7q+Upn1v1LFHXGfUtmKlN9NWAACOWHRPwA97bJfN9jlsStJKZG5vUPIdTJYId6JU4LPTfuBx1+Gey3M5qZVaWkmZwfcXUbRhc0gGRltKocZgo2/1P8HJJRI9gWwCACIYUH+WqZCwicSWoURPKooUIbp1LAuG8YA7AnJrDtlSeuvGiG6dcSyLCgXey4K9sN6h/jDcftTYclEZgeNCSHABxsEIrQZU2nI+UWr30dKuY6V8xbp6utbZHLhWLY9X7rj3rtLwkJ8P1pZWo8HuE1OT9xXzU75Xdd2y4+Q6nUYcpxjeFC3n2OTscC5fcFxXWhbnidY36uth3wRxYO/QkYMT+Zxt25xzBqJOO3rpTIoeG3+bT1VBHkEycCIO0zLmpZRt3OjDdmGvJX3GLRIeMYHFr6b/oiOP5crjluWQm+eFYXnjQmttLuUq2S4dPO4MDfOgwMtVXijT6efSt4/FopyZLZTKTqFol0pOuexcOD/QfGrPvrcNj95ZKE2XSjOl8tTC/KlUvToAbvGwV7zD8ictb4wJr7M5Z9R2TwlLwLVIcmK09Vz2ZNTCZHuO4TZkjljvId5S7yStUkSPmCRZkMzhTN6UTzMwsenfFDLL4q6zlQV7arzG6CTZtilkQJ6TxUgQBG0d6CeCNrRNOG2M4aSLcY4yR54hx5BnGOKoKWzboQniRZ5zyJYkOHFGxMAIrLXd5QUAmDXE7SEmc0y4RBIE3UlRrbMk7Z3mY1WWDyjwqJSnzaZOrZgczPtTnluQwuXcZszhPCfEZhi3+l5vnHDYcZ+PSypyynHyGAUcDuFiv2Rcxk0y0e2dqG2qldWo0VRRpBmnckkePJAbqabr0vWEQ3uvTAiwOYI+MWsL4OhpTm2J+hCBAaJP4cfZkqS/JZil3TCPE+uNSGzZXxCBEfG+UCl73k/Um5Ve1/btF/lVMeIISsFgS+/D8RDkt4f1qN9IXn1ytbUR7b+3fPd7xtODAABXX728trBSnRmZObTnjnsODwoTwmOMS+k5bikXjOZy4+XSTGrkRKGcs12bC07MGBMp1YrCdpKyUpmeKNsWZ4yMgVImjlUnTLNpDYhsgjFGA7onwAzKp68XO0tJ3NIqNFoZJqm4L9UuAQAuv9Rq1pKoawAMTVj3v7+cGtbaNGee76ytKJWYfIkde8C9+9E0QXSgVouWltrdbsIZlYecfQdKR4+nW3lw7jpO3nbynlfOFSZGRg+Pjh9Pj5QlyxsRVkE6w8KuMGanan2yNzwuvSeTERhtacRvo6civRUKEANL+0Ek6RYLe3Pzn/5Izl43MOtJbhOB+p7gm25o33R/YgRG1G/m4RMsQBIswCI4hIChzDHdN8rf4C5zc5CBerWV7aGA0ZHREUwCMHCbWTmSKTeo2TGX55J60wiGcoFNjfJ7Dqff8VgbAgQxmzOXM1/woiV3Bds1v13CjE15DpeRzSB764CbYtwZg8gS4U7UN/VLZ+oLy+FGLel2tdYmF4ixkRTNzVqIrkJXI1SIetLvvSxya5gCQiAxUDdtIvTN/96GAszrMYC+KdzYr6qozNaMrbfcEqENYm3Cvg81W1L9PSl+aA2tjVJQfd01KkFjA2EXcYieLRvnsAZaJuD0EyuvfW2NGN31turk4YEeQ83V+otffHp9YW1i//TMoT1jeydTw5TqNJvLYdTQKibijIQe0NVjS0mAMrqbxI2ou9JqXNtYS9KCHVsaIFE6jlU3jOubnSvX0lx5E5hNjQSIDGIgNiaEaab/9Y0Lcbiqk7ZRXRgNtyKc2fQBdfbpxo1zYXtTxV3DOY3tG3gpTz8fnj0Vri+rJEK+xI/en34xN+vJmdMr1681Go0IBoWivWdfKTXSmLjTqcOAc8t1S1K67dYgNVHGmCQmiUmVtDuNSypOESlV2pibj5y59d/b2HJUeP3x7UWmXcubYcb0/lHGKKNTvXEBmF6YNlobpXSS6D67XW2gzNbYeX1oGIP+j1zRWFZoGLQNOgaRQWgQGvRvn5TRsYkTo9TWoNEGRiNdI9HETZM0ddI2W7VgRtxPCTM4e1mfvpAsrukkMZ5LQ0V25+6UzDrf7q5EUVMlsdYGYIBkJPpWAByIDSKDyJhQo63R0GYjwcVBDioZALLS6G2p1ZXWSkpmDJIEna5aWY0W+7pCOgls0au9INGINNoJlluo3xrY22BYBAPSQAzEMF2D9b5alQE4kQCBTC8jxsZ0oZt9bXrawJfUM+rUgDLoJqbeNfW+spJSxrZZb1ekNZRCHJtWS0dpNZNuF5YF3hPF1wi7aG2inW6Oi7Cp66vtoGhPHMgtXW7PnRng2w1sLKw1a42glC8MFVfnl1eupZtFdLqbWsVKx2G0WatfXVx6SeuUImFg2Z5la6O7SVzrtC+tL59bTXntB2BsOAh8mwiJMq1WdOnq+pNPX0352QlQYTQkSBAISAzqWj/fMWmGw90FHcxypyKETdDoLKurf97qKyUCQG1Ba62qU460CISwbU4/udlJe6HYrJnNWlwoCcshLqjbNk89nt69sVmPoyixbEFEjFO7Gb/yUkpqN0a3Ow0pbSGcKGyce+1zc9ee7A/rwa0Ct/I6bndqr27e+LLRKX9aA4yIEwAy6D3wJkrQ7duHGwPGiEkABA2jYGKTNI1OezvMbdb70F6Y6upUM2QikNia/7cSYRTrcHux1QBA7x5Sb2+ZGETGNPT2RBwCXd0biegaNDU2DK4leLrvcTMwCpoTe/2/YxM3dadjUsvXCcCJWQRAx0a1Ves6dMp7ujhBbdPEyVbpWCksrurlPmPettadJGHEAFLGtJVqJOpys7V+a9dMBGgNwSjSaGvUNBZjc7qjz2R10R3JEuHtWV1PNjbCMNStjl5bj89eaIV9OSY2qIcwBhqINOoRVjqYa6dUdyJAgQyQABHQBtaNSetWQYQtazIFE8F0oDdT3GZggEiBMzJArKiTmHpo1rq6v6/dGGhtbpYHEUWm09HtdvpSUSu0miCCVgjbaDexuojtpt1voLGabKy0jKLaYnfhXLobUY/1GyvXz19Zm1++9trluJP+DsyYuNVertWura29trFxMTULAuhEYTeJWmG42mpeWVu5vrmRGgag3e7ajhXHerPRvXJ9/alnr6Y6BwEwXU15Th6jBKahzYVI/ecBP8eg00rcAuc20yFWXuzOfXpgR8KNc3GSJLYnjMbixfDJ/zCwY6W2ZlYWoyQ2Kqb5K/GrLwzsMt3YiFZXmo1GVKuF586ura4MsPKIW6vLr81dfeb82T9fW3ktNQYATBJ316P2Sqf2Wmv1KaMHNvcmequernuLpBitPh+xHjoBGPU2ZTpG0kGc+rt7iYvIGJjE6FDHtSS1H9PcLIdCa6O0jkLd7aYeolBma6CZnj+fQUOZ1E1m02ztC1cUriY4E+HCgNbWBCqG0tAKOtJx03QaA6+SMaqD3g5XtXVnUYfpaz4AUYzVdb2+aWqbenndvHZZp/aENpRe6ob1KG4majmMLjXbV7opz8a6xlpsVmLciM3F0Jzq6qXsBMftyArH32IkQTJ0dd/G7VbYzTVIgtRXIVsQwEHU2+rtFAhOkJw4oecAtUMku2mophSS25mUMQYuASCJbntk69sd1+aWxZvtRA1Igd9kjLE9kkrCLMf66WjHCw9vLxs+all5dv6327c9czl5lwgK/LUnduqtfR03oE5q8+K3Ab1XZD2vlUFnJ7YiGZgFEmRio3b43QQmiXrlimjwQQcARMQYERnA9BVFt8fePNp728O1b57e686d3DG+CRGTgEnfBWdkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZPx1kx2f+HZHvAmB/x4WwX5Twv0QBPdNRnLYFhjDbRst/8axBFe3u1JVLne5QcB4Te3UxWdZlC/w7o4a6z0KQ7SDHHnGXx09IZrb36FehzbRt/3zm/E3SXZ84jac3O+PDXkA6q34ykL7+srAQ12PHLLLedmN9NJG8tr1uDtAF8NhOD5CFZ8IWGya11bN5oAOcF9g/zDyDrRBM8RCHYsDzrP5DNMOAg4CQoNajLkovV9cEkYlBZwYEBu0lVlITGokYyjkyLG3VALC0NQbGGTbxHy3cN9JImw88bQJd3JXkNUxp1RunDu9QwwARziloGRxK1bxenO9mww8nyc5Ozo7Oj1csqXoRslzF65fW00/ovf2obE7i0OBkACWu+3Hb1y9Eqd87Owu694HKoWCVMpcv9r64uPrgw6ZvON7+f2PSqXM1Yvq8U+rpbmB0/I/+mfenr3yyuXkj/5D5/Spnebkj/z2DBH95q/feOapnS4jgP/z34ytryaf+sT6ay/f5pjY9LFduaH88pWllYsDj7L9lcJ4nphtVEsPPpsIgJjDrTITtjFGRXUdp58KlUQ5wSQxBiTGtLRuD1imuYyKnFtEABJj6ko3BzzBAhhilCcC0DFmbscVFWO2lBVjdBQt7BD2V4FDToxYZdZO32qyHeFO7J+w79pTLOdkzhM5TxQDabReb6QkrvsO2AemnUpeDOXFUF5U8qzeUu00H5m3TbPDw2zUZ0MuDftsLECcYD3tfNWxcUwUkLfhWwhs5Bwohc20yIMeyhIeh8XgMNgMFmEjLb/usllRkMvIIhKMJEECjbTJYahIngspIXhPQ5yIMCjH5e8+mj98hzM2YkDh9fn0IADA9DvfN3TwsFMZbly5OOhkoiWsqaGpolcMnMCzPc/2wjiMVPrffsuh2f0Tw5W8X/Ddgu8UfffMtRRxmXdUx48UqxXbzgkrELJk2RXXe7aW4lPxyKOViUm3UBD5gqxWneFR+9XT6UI53/9fWCPjrFRhY5NsZje7ekk30kwypmbZj/y4PznNZ3aJQ3dJrc25V9Mnsv0HxU/8zNjxe4L7Hy4EOTz99YFp496Hre/9UPmu4+7hY76BOrujtdOR7zoxfsdUZXqYOG3MpQnLvQHpj+k0ffNt2O4eP3eH7U6qJNJ6oH4C44GTv8MJ9tj+lHTHjWY6SU9vTBat3LR0K9wqMcvnMtBxx/Tpc0uikuQ94WnJSBJJRrEx/WuVHGNlLjzGLMZsIosxi6ijU3JIheioLfZKPiXYpOQjglUZW9Lp6hGOO5kv3OEHk643YtmVMFw1g9ISL6B4AtYIwp3yJcmS3PVuVthtOk2ogVfeI+/u4O6D3sG9zt5xOe6Su6rSXVZ6jFnW3ZXhY0OVE5XquOtdbOzkT5KRJcKdmB1zq0Xbloz3HGc4c2zeDePNPjWWXSOyWhQ9bxpbMluSbbGVjSTqGyMnxljRJptDctgcriDPorWWad2atwKJPRV4EpbYSkWCQ3DU2ts9JYY4xmzYHILA6aaRL0NXYZtgTUXQkCCb0et6/ACB0NHbFTccC0FAUoCzb8pzK03hgGP1+aN3utOTslgwYdR67fygYi4P8qP3PORPTAnPV1HYWUxPmUW3WPSKjuVY3LKExTlnxOrtlCRz1/TI3rFKzrUtKQRnBMRKL67Xm7d6PHGiR6vjFctxOLeICcY4EWdsqdVYTW5JIX7ADh0p5AvCtpm0mGUx3+Naq/m57TNyeZgOHePFIbIssmwK8lQs0/NfS5kThyo4esIqlZjjUL7IxybY6mpy/UrKJVpb1cdOulMzTnVEzu52hDDPPZ2eC5PE7D3gTM5Y1WExOmG1W9HFc+mFBS75xJ3TQ5PVXCXvl4IojOoLA/V3hDu0554PVXc/FHYaUWtlUJi0Jqqjby0N3RPkD/jBLqV0FN5IjbSDPbY3I90RbpWEDIT047Bm+hInccfyJ7hdYiJgwmVMAjAq1PH2m14Q3OO8Z6vEt9TjYUCdW7d6DCgL7jJmvR5JREQKpn3rw+kRHbf4GGclTgExl5FL5DKKtVnpe4yFKOQL+z13zLaHhPCIWKLiOB6g3Tr8Nhp/D5WOkzuB2gvpMQAFU/be94qRY6w4aww3jaupYbvsXSeCE8NyuCAKAQ8KouDDv5GkXHZO9N2TU++a2XWsOnzXUGVvobCrkGfGnN/McuFAMtHtnVjfjNqh6sY6SYzW4Ay+w6ulFMXkG+txq2PaoY6VMcbYFhspianhFJ+Kesd0EtNVSDSUgWAoOpjIb69RK41uAm2gNIzpveeAb6Hobv9ARtAAzDdfmDACB6x+9wl802jijUNc9FXIhQSjLb190Jakcr9Jxev0jA15LrDKJfL6vuJNdNhJuh0rX/THp3IzuweFmS0ZZxARZ9zilmu5lkjxdqgWAik4EWCMUjpKVDuMwz5nvN22L2kr9Rug9+FKG49vV/qPYxN2tUqM1ltSma7LZ3cH6GN92SzN63Zzy//Hdmj3fnbPIykD6vIF8+JzYW1DR5HhHJNT4gMfGqhL/p8/uXLxfLfbNcMj1gd/qPKWx9Iv5tIN/ZXH69euREpjetZ634fKhXL67VGxWptbDdtdJ3CrMyOzx/akhvUwWqkkHpo5uf+R/2qHMMAw4drueKF4sjLyjuroY6lBRJzLHBM+4wGXeS4LTPhMpGhPM+4z4ROziVvEBIgZo02f9wUDBBG7+YLw5g+m/ovOacu87PVIuvkJ26gy5Bi5BBskCQLgAAOstMddyJyUOWkVOPcYk0R8p9eUKoQ3RWPvwfj7UHhwYFhrIalf4eWD1sx3WbvfxcpHU6O6qitIVGRlWA6PyJERObLb2z0jZvoj3zs18+7p2XurI0eHhvbmCxO+bzO+2NpJ9TAj2xHuRBwb3+W2YKYnLqyM0qYb6rnV7e+WwhCuTZZk6CnfaxPF2OzohfW+LYKGb5MgKAOlqWcTsRFi7lb3s8TAl3DEzd2Y2UqNtS7qt/5xAgoCnHqfDW0QG3Q1NhJ0bt07WkQBp56Njn5dyNtgo++dg5SwrS27NxgYjSRBGJruAIksa3TYnZoQhXy0slp//iUMss/WWuQKhd37nKFquLayfualVG9xAJ7lCSY44wCUUZ2os95a7xNMxq7RcuBYnHFjTKx0K4yurdTO3the/fOIzfh5VwhGBCIDhFqtRd2vrS1ss3NTCsWyKBQtKdmW4Z1BrRa/fCpNS5swPsUsq+fvCCKsrZizL6cUmhubqjrM80UmJDEGIeni+XjxRsoceuVSIqSenHL8gAcB9zzxmT9JNyW+eikJclQZlrk89wOexPql59JvT7fT8Yu5XKXgFX0AS5cXO/X0jaZR3U676Zcmhnc/sHj5ubiV4j4BwOhWEkdc2Jy7RKzVOL+58WxqJJdFIfOM2wTSqh13l8LGOdOnUs24w6w84w6BwSRadXW0EbdvoM830WIkiPWeYQMog8SYllLbtE6JyCWSjBhtyY0qIDKmoXR4a6RFVOZk39Ssj4CmxprWZ+OU95lcBLZd5twBtFLtbnep2bjY/3O2iDrEXeR2I2lh5QmEA14ZmEjXrhlicuwenp9SrUW9krJ9rOu61LJslQMWSJKMWGKSlXhlRW3fuL91bPze4ZGS7QjGNqP4pbXVT5w/+8z6bUri3+FkiXAnYmUazdi2OAGJMlFiWl21sNZdrW8fn7FGraE4J0aklOnGZrOtF9eTtb73bxsRjAZjiDVFCu0Y611zYd1s9o2mVgjOwQhKI1boJmhEuLaxvTQaG5CBzbY8m3omLJsJluLti9UEsIhYLwcDkUFHo5aYVt/UbTQsSdRTS9ZIFKLYNFsDm2WMEM5IlTt28/zl1suDZZ2Bbm1DeL5dKjeuXV5/+fnUmEQnRhvOuYFJdBLG4XpzfbObUtjxLem7NgGJ0s1OuFRrnro03+3bEXaNLknLl5KDtEGoVS0OX66vv9JMyTGtVpwvSNthjEhrE0b64oXm5YspvaErCwZkimXGBRkgiXDxNXXhTEp621jD6kpSKDDfZ4whiXHhbHzxXPrVfOmFrkqSyrDlupwR/cHvpk9hWmFhPjLG5IvCdliSmC99Nn3VH7WiVr3pBK6X94wx109fba0NsBEBks7aysWvXfz6RwdlQQCAiaOlZv1ifePlteUvr698dtDGSMVNYzR0lISrUft6p/aaVmkGwloRtwhkTKyTpgprcWveqJRsbQBJBJAGEiA2pq10I61dmAGMiAg3I9HSaqOvraZrtgr5EUzLYEObBaXPxHo17R2AViERMyaJ481258Zm/YJSg+uNuoXNl7H0Ndz4E7TODAwDoNpq5YV46WVVv6yWTplOek/TfDK/1F1aT9ZbutVQjSvdK892UtYfK43G9Wbz1drGkws3Pnnp/O9evDDX3qlHKQNZ1+ibwZE0UpLlgk2ERju5utiNBrQRupIqBVYMuCVoraGuLg3UtA44JvLkCGiD1TYW2umBgqHqouhDMnQTrDaxntY+yQlFjoKAxaAMOgpLcYr1GgBJ6K1/GRAZ09KoD1Ajti34HjgnY5AkptnGDvrGxLl3+IA3Ob7+5NOqdptXEdwLZKkc3phL89LYgkCWsHzbF0x0ok4jTJ+4HcFnh4uVQo4IG63O+fnVcMBmdETIOwpDk15gMx5qdbFRf6o28B1Yqcz3HQimp33LYrVa9PnPrkbRwK965F528AivjrB6zfzev4nU4Ku09wDddVQePmpt1vWH/4/bzE1HT8p3vmeo01b/z78Y+D0BMI6HH3OOHPdvzHX/6Pd2Kn+5ZX/ijilidP6JV3cI+9ZDvVK96bMauzWKBJN5YkKryCSNQR0oBEhGDmMcIFDX6M6AQzMMcBh5jAkibdDRupniyLKFRcgRERAZbO6oLk/EiCwiptLy9F8PnHjWOJqRkU7vPeKbeevbi7wtRFt9On9nKHIxnPauMRXHIf5mLhOAN7x8zfjr4U1eb3rTkRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGd8BZOcIM75NsYgsxhiR2rGd3SrQyAFR2c2DKus0jd5RqrpaFO3um/IhGCnJ1puIPHSAzU7zG4u3j8z4FsIYSSkAmB2fDQCc4HGSjNSbs6p4kxATnFk7HwjJ+FtE1lp8G+70edXhkiHUWO6qi2016GzgIxOo+hQrrHfMy8sY5CkB4OEJkbNZpMyVmrpY32kO3euwkiu6iXm5sZNtEIARRiXGQmMuvwnDpALAgIGKk29gmGPKJYuhHuPMjrZEFJRpaMS0m2bl+g5hzC3wYhU6iZeuDIwhmnLdgm1zQAGNKLrebidpU14wxqaPSK/IuCSt0dpQ11+MGwspV2B61Dl6RyXnS63N4kr7qZdWuwOOBt61J//IyclizgojdeXG5h8+fjU1DMDP/Zf+iaOOJanR1C+83P3Njw88WPaxj9m7drHnn09++Zfj1Z2kkvHlL+8+dar9C79wG5uID32o+Iu/OPuVr2z80i8N/Ho9fuZnhj7wgeq/+3c3/vAPv72lJomTN0XSMUnXtOZh0h94IirkPde1iEgbE3aj+mY79XwgIxQECySTjABE2jQiXU/Sb7rFMOzAt2AxRArrXawMEFEi4l4wartFxkQctTdrl0y6OvdfCcKyy9UR23W77fbKjZ0G2uvsL9K52rdwDfB3kxQxzIzXOezzwyXL50SESJuKzYZs9mItafcNvO+awclxcgWUQSemmSJeXjIvp0mCfGC/fbAiBSetcUdVz9WTJ65Ga1HKk/rju/J3lV2bU6zNcid5Ya39ucV077vvC9yjnuMyBmBT6Uth9KVmeyFtdniU6BDRMBGAtjHLwNeNOZuWY6YkjhVpxKGAEyeEGge65lNL6fMIzdwh73qQ/JyJusmLT+rLr6SG8fJ44eC93A2MSqLx3Y1XvmbSjJDGHafqug7nnMgY43IuGLvYbOq+71mdFU6BSZe4IACM8/E7cW457D9tvG+2ODLkeq4QnColJ5+zPvfkjdRceO+RsbGq5ztCCjYx7I8Oef/qD1JOoN97Qhw55BTy3LZQKrJqxXcd+rXfSDnSfvIk7drFp6fZzAw/elT8k3/SfeKJ9Inp6FFRKIif+Znhe+4Jfv7nrzz77MDFlJS0Z4937FjuwQeLP/uzr77yysCNsDHm+PH8Rz6Sf/vbl3/u564MCgPwthP3jZQrV27MvXTxbDsc6Hv1l4DsMZKubl7aKSa/lxVmIVxSkfFH9dorSFKsGILA8X1HWoIRaWOk4ELwtbVG/7NRlCwvuc2JE2hLmw2RMZ0+BQmPYzqHnAWbgxOUgS8RqpS1LBH5uXEvGBbSY8S4sKNwuNNKN5dg7owzcpKIt+efNFG6KPnr0Mwhc/U23mS5Unlq974gXxDSMkZXx8bPPPeNQcH7CvS+O+Wju+2pIo+V+b0X2h/+xm0W09/JZKXRnTheklWbu5wkI8lIEDmcJKMbfUWz+yZoxIcn4QjYAjkLnkWtboq/0v0TdtVjOYs8yXxJOZuXXLpaU/1z8vfN5MdcUbJY0eIVR0z4smrzl2rbP/GEJd5dyE1IURG8zFlV8lEpxqSYi+JtGhlvIfoBxu5kbIJomGiSaAwYJ1oGtu1SRgXeMcL2+mzUpqJEQSIvwIjmWmYzLRXaj32Ij05SYYj5BRO29dV0lbX8oQfd8T08V+JejknbEOK1lAli3PM8KS3GBJEgYkScKE6S1q3CpMKl4T3C9pmQIE7EACIYdBs0+6rrAAAgAElEQVS6u7l9sjswWyjkpGNx2+K25L4rtTFzS9v3cAWfn7yzWggsxxa25I4lcoElOM5d276dmhhjx484nktSkBBkSaqUeRwl5y5uT8JhiBMn2MgIcxwql9nJk/zpp9VKmlzM0pL2fX3smL9vn/3oo/knn6wvDii6vvJKd/9+Z/9+b3bWfctbSs8/vzE/n541n3++s2+fdehQcPx47s47nU99aoBVAuDZ7oNHTtx76OjYUFVrvbi+09ZV+iOTR97DnUKnNrdDGACe3+fvfY8zcgKioOrnB0QRK+xi3ig5JZI+MQEmTTslwQSB6zpSCs4555wxxohIax1Ft/x8QVS0uMvJYluPENvyqUDr1pIOI8zmULThSzgckm1pTbQiNPuuqLRyQW7UcvJSesSY0TqJW1GYLgbrjr/Vn/wuGUyL3GS0cQGDvRgpKItH3s/2HNHn0kUHATDO9955pDIy5ufzru9btiOk1Whsdlspy4UPHRT/2ztz77/TOTQihzxKNL54KXo+rVKS0SNLhDsxbrO8ZILR67ohGkgMlrp6m4DZkI1hnywOTj33PlgMXYWLfcKKVZeGPG5xkpwEI0tAEEJl5vpUSac9MeQIi5NkZDHmC+ZLVu8mc51bptoq0W7HchkT1BPdhyRiRPUkuXSr6uZDRIeISkQu4AIC6KWPeWO2rdUfKNKhPKtYKEkqSHIZGdC1jvnGZorxGzt4rzhwjJVHWaECy1aXX9XXz20PAgC403c6o7MiX2aWA8aTxnq4sH2XwIjKtu32ZjkiIoIxyphWkmzeKvLGLCpNcGkTk0Q9bWVlVIzWmm6vb/+Ww2UnH1i25EIQ56wnHXf6wvbb40i2e7JQCCxbcimYEEwKxhg9eWq7x2Hg4459duAzIXreGxCCEoWvfn37SqXTgTFm3z7ueSQl5fNsepo+9an0etrVq1GhwHbvtsfHrfvvD37jNwbmrVqtMz3tjY5aw8PW4cO5j30sxYWxx8pKZ2zMnp629+/3JibEZz6TPnGv1NbXNjamR8YePHJiojrCGV2cH1x8Mzo3csf4HY9yO9dY2kldlnsT7sT97vR3MafQufJn6UHEyK2SUyKrQMIBMSRt01pA39becSyr57nFtoalNiZJVKd7y55YMMpJZnPGGRgRoy3d7W5iWrfuCH2BqgdfQjJwBgISg1BjtYN23y1y3LLtlqQVEBPGqCRud9prSZyubCdye4OZ75GFfUbHcXNeta+lhgGA7Yu7HqSRad1qYCV9YZErDU3O7s6Vyq4XWJbNOU/iaPH61W57+1//wTvFP35HcHRM5myKlLle13/wcvdffG1AqTcDQJYIdyZKTNFmBBizlQK7Co1EX+mzxO504dlkcVBPEV8jVGjE9FpfdbTV0ZYgi2/JASuNWGOpqa70bbU22rHgRESJgTKItWnG5nIjvNK+JR8saSO0kYy6BpFBy5hNbVaS5Jl2uLrNWgEIiBigiDpAHVgy5iVjPmfMtlGy36P9AZUk+RyM0FG40jGfWTRLabsOKlbEwbvZyDQVynp9Kf70xxGll3ApKHlju0SuzCxHd5qty68k69tX/QZwGHOE4ESGyBijjOkqtRaG7W1WFRpeiVk+9Wx4jIFOELfN2jUVNrYnQq1VKWdLwXuX1BjTaCdnL9e3yYiHsfEdXi25ts05I8YIQK0RPfHi9jSztm6GKzQ6IoTY2m5og1pdP/6VlKLiuXMmCDA+zm0blkXFIrtwQV26lFIgbTTM8nLXcdjkpDU5ae3dK//4j9N1Vq9dS1ZWWsPD9vCwPTpqDw2xz38+PcPNz6u5uebQkD05ae/b5y0vt19+Ob3yuVLfOH3xXBTFuyam7ty1L0niQbnQ6GRz4bRmdlCZXb/ydGrMVmTcgTssclPtG99Ilp8ZFAWlyfLBHYBBh4jqpnkNKWq0RkrB+JYBhTZGJbrTicJwe92vV7zhtCWypo2JjdmMdXjrKwNGKFqQHJygDWKNjkItxHw7pblGWoG0cpxLGJ0knTCstxoLg2RRdaxEMCaDSdVebM9/0USDd9hR2ziBuP9d+twLpm9p2IMYG52cKQ5VbNflnMdRuHD92tVzKVrev/JO/64RESncaOhn5+PfeLr9q32Ls4xtZIlwJ5oazcj0/Dy7Ci1lapG+1Ew2+rZFLYXVJhINDQoTNCOsdvDykunza0JLYXFTdxKtNLVj04jMYlO/uBA3+kSy68pcb0QL7Wgz1muhmm8nL663P7+UkmMuJ+pGN64ptZyouTi5EMWPN9oX+uSnV4BrxlwGrhhzBXhO6y8Y85m+LAhAJ2CMOMNqhPmu+caG+aMFPT/oFUO3a3IlXqyo+UvhJz5s+nLb66j6mlKKcZFsrjfOPtN+9eupYaFSgjHa2n+bdpJsxvFSd3s92hhoguMzxreyYNQ2zVW9fC7pnz8bLUXQtiVApDXa3eTy/Obl+ZS1fK0RWpJ5juCMGWOa7eSF11bOXk3pNNmoKc+lYoETg9aIIrzwUvf5U+mX6dQpLaUJAiYlGKPnnlNn0nwqACwu6lOn2kJgYsKanJS//usDDXQuXYqvX284Dh8Zsctl+Vu/NXBTODenrl9vaY2JCdv3+X/6TwM7pTpRePry+RdeO71aW19YXVmpDdySAmitnN85CwKAiZK1U+3zfzA4CwIAdAdxFyZG0kG4oTcuIUr5kkoZY3TPXElrrRIdhnF/v4wBjCHJbi43DUJtmole73sDYXoKvQRlECq0Eqx1cK2JVC16YyClA0CrKAzrzc0FFQ8seJpko7v0THvpmfblP9adK4PCtoLnLySf//1BWRBAEkcGcFxPJclmbf36pfOnn0kfPuMBrtb0165Gv/tC+I+/0Dk14L1+xhvJukZvj8sox+Fy0gbLsQnTmlBep2LBtwDCQmu7X9I2PE5FmyKN1TfRpv83QpEBhNq3uieu93Jl5xhBlBfCEUIQdZVai6JBhygKU6w0xi2PEaHb0IsXknBwj1ylIGfGA9cVzVb04tn0/RMAKWjfVO7AbEkKtlrrfOGZgT2cQyW694Q8sN/2PVpeSf7t4MbRHvfcQ8eP83we//yf377z/u1vt8bH7d/5nYGWSa/zPd+TSxJ85jO3j3zPe/woMp///N+Yc8JtIAHuQHX6i6LfDCGSktu2FIJrpVvtMEmzHCHA4eQLJggAOspsxgN8Kggeh8N7YWjtcGeIhPAsO2+Mirp1pf66d1pCWsKyUt8LZvz/IUuEGX/r4RZJHzpB1FcRzfgOpzfBZY9FRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkYGgKxrNONvOyPDcFyamzPqdsc8qsPCcfj1a7dveZ/eY0/N5lqN+MWnBx6x6PG+3/QKU2LlTPzZ/z5dQ6DHfd9tHX84WL4R/dG/zhrfMzK+7cgS4W14dISP+RzAWlefXlM3woGd2Hd6YjZvJ8rMt+PTrZ30be9y7enAIzKr3eipzduc6KoyRqDlv0aF+zcy4/NdZceXrB2rFxe7G/HA839udbg4Ps6FaK6v1y4PPBfMCiOyOARiqlFL1tLVpDxOu/NWYHEAtTC5shl3B5zdPHiQHnqI2TYamzh/Xn/9qYF3Z88e9977RnJ50Womp19Zf/HFgVYMJ+4vPvDW0VxeApi/3vqTP7haW0u/+O/6Ne/ID3t2jlSMq18Nf/c9Az/zt74+u/ewq5V55Zn2L7z7+iAHk/37+eOP71VK/8VfbP70Tw88HQ/gf/ml0mNvzT//Qvt//EdpoqVv4Kd+avyjH72N4vO3AzOcFzkzwA2lVnd0UJkRVolxImpqtazi7eJAb0AA05zyDBzoGFxRpj3gAeGE2YCP+iywmNJmrqFeqw8ccfvyzq6Cl7NlO1YvLNYWw52OhA4LmZPyWrcbp6jkbGciJ23JL63fXvH8ex6lR+9hn3tC/8XgZ77HD7wTJw7hf/6/d476Tidzn9iJt4+Kx6YtlxOAdoI7y/q1jfizaerG3zcefHCm4gtGRLUoudaK/vT6+jN9AtkAfnBs6Adnxj3OGVEzSeba3T+dX/78WsrO40fLQ99dqVYtqQzqSXy21frDpcUzcUqKfdDKPVIYGbd9Rqgn8bnO5scHSCEf5sFD7viUHThMREYtRq2/aF5/VacIrIw67G27C/uGvJzFJGdEeGA6+o1nllbTZAJ2PfzI8L79dhAwLpKwe+GJry6+/FJ/WO742+3qBAlBIB114/rq5qmvmmj7UuDEsDeTd2xOyiBSeiafvLbWuZq2tpicoMAn30exgHyeOa754hfTp5uRUS/IiXxeDg3ZxaLFBXvu2T4dWADArn0FPxCux6XF/Fzhg39v10f/5YXUyNKsIE5gJH3MPGx/94e9z/63Kcua4SlmuzyOjePSybcEv/2N2R87ebk/DMCePSJJzNiY/PEfHzpwwHnLWwZaLA0Py+PH/Eceyv3A95f/6S/P/dbH0+UuAXzoQ7O/8ivHL1xo/OqvvvbJTy4PCgPwmY+dvH6j89P/KEW16428f38Qa7yy1L3WuI0mwAEu3pErFITQBnNReCHsPBWlb8ffHXjvrpRznCfGbCRqLgy/uFF/OUq54ydsf5/j+4wRqGvUplLXwvapNEm/MYbDNhvj5BA4EAMHlHm2q6/3PSA+p3tH5USO5yXrScxUPd6Owmud7aGS0TunK3cNF3JScEbdRI0EzsdOp4+1B4eqh0pDI65nM9ZK4lfW1/50IT3Sl+zETPmuyfJYwQ1s8dyV1X//9MBb/6PvpZ//MXHnHhYnWFiJd0iE/+CH8A9+mA7swsYmri2Yf/2JQYEZmcTajjw0KmZzIpDMk+RLyluUs5ggc6W5fYT8yEz5YNEdskVB8oojRxy5K+dsdMLrne2TxS8emN2X84YsqyRlyRLjrr0n5y+02te62510fn3/HYd8f8K2xy172rbv9IOHS+WFdvtStD3yI7vueSBX2ecGe+xgv5M77pfeGlSfbazUb12EHhX5X6wev9erzsrcjAxmZLDPLh51K2c7ayvmls8sS/YTJ4aPjASjgRzy5JArSo4oufKZ+c1+HZw73vWeibuOBpWqm8/buZzlee16fe3Cdp+B4NjbcnuPynxF+AXu5ZiXE24AxqLl7WLEx6p+1ZU5i3mCe4K5knuS1TtJq0/2amKchobgOGRZsCzyXIQRltNm+0rVrlQd1+WOwz1fBIGcn2u2WilZ89CxYqFk2Q63LGZZzA9EqxXOX0tZpN/xfrs4zbkFJogJcgrsmV9PmZG1wcPvDvJlzgVxjkJZzNwhv/SplBrphQvqgQecsTFp22x62nr0UffjH0+vzXa70Z0H/XyeVSvi0Yfzu3eJP/3z9KLrykpzZMS9++6h97534pFHyr//+wPNIuIoeusDw7/8i/vfel/x6VNrG6k+I8Bdw/ZP3jPx3z0y+Y69xdmC7EbxQjN98/R/TUz//aHhh4LcCS84GQQPBPkHvGAj7F7vq2L/5Ej1pO+NSlkWYkiIUUvOurZK1OW+Zd8JLzch7QIXPuM+4x5nAZdaqxW9zX0CjzhsRlCJU47IY2QTSQJAl/ueortH5IGyrDjcl8wR1BMdXe+qpT4DzvftHr5/fGjYs3yLM0KiTTPWl9ab/RWLD07OvnNy+s5iadz1SpYTSBkZ/fRayvZ9qmB/38nZB/cOH54o7h/JV3POS9fXX5pPv++/+j/x/+GnxN5ppjS++qz6hV9Jv/K+g09/hH7uRykfYGkNX/gG/tcPpwZmbJElwp3wGSYD7goSRILA2NZYem51e3obkbSn4OYldzizGfMEywkuGfvi8vbp6Xgh2Bv4gRQu557gLud5KZQxX1i9ZYOyX8iHi8U9rpfj3Oc8EKLARVlKZcyf1W7RYLxPBm8tju6y/bKwS0KWhFWR9rjlLkfdZzq3fObDsvr+wuwodyvcGeL2ELeHhVvm9lOtxQvqli3FDx4q3T2Rq3piyJVllxcdkbf5xbXux0+nKE8eef8HgkrVLRTsfN5yPZUkZz732e7GdqFI/8DdzvgekS9xP88cjzseGA/XF6MbF7dFVhyet4XNmcWZZNQzEGgnarG9/bIrZUZGmWODc+IcnBNjePXVVJlIVam4jsOlZJZkls2iSF+5nLKBm5z1SkO2bXPOiUsmJOu01OkXUyamsXv40D4hbCJGRCCGxnK0fGp7/kgijO/mk7ttIYkRMU75Ev/Ev0zX8Gy3w8OH/SDgQtDEhBwaos99LuVLXrmqV1bbu3e5QcB9j+3f7xQK+MKXUiIvXuxev77JOe3eHRw4UHjssaHf+Z10He3T5zuPP7nUbCd331X6hZ/YfeJQ8KnPpawpzqxGn3h5bbPdnS05j+0tf/Cu4Xsmgs1290p9e9JiSTLjuGPSKglR5qIi5IS09jvelxu1xq2CeWXCHtfJ8d7wIZuRyzgYPdG45bFkoAoXJSEdxgSx3uRlCJExV+Jb9poVhr0WKzBYRD3R2tigBdxIMH9rIhy22fFhq+zwXgpUBl1lVrvm1Ep8q8sLRhz52MzwsG9LRok27UTXwvj8RuPl9e3b8aP54gdnd+8KcjlpcUaRVqth97nV5QvN7Rp4RVv88P177ttVOThemCkHgrPHX134tS+mm7f8+/9d/L3vFYFP63Xzpaf1B35+4I782U/SyUOoN3DtBv78K/jZf5pJ69yGLBHuxFrXCDKexRhBm94gwVLHnN1Itklkn25EPjOeFIKRNlDGhNq8vNH++tr2uWm11Q6krDpWTxrfGHS0/vOFlRc3bxlOa1o3u13OWFlaPStEbcxyHH30xvyZ7i27k3kdrbdbhsFjghMzMDUVf6O59g8Xtvt8rulOiawJ6VeF4zMhia8mnd+rnf9oe/srvfvHvfsmcqM5WfVl1ZMWo+cXWz/7mav9r+pKe/ftefCh3MiIVy47+Xzc6Tz/yf+4eOrF7XGAka43tVeWRrlf4LZrlIrXF+ovflm3t+eYTqgkJ8EYEQwQKdNO9I1mtNzdvv5tNGBZCHxiDERkDLpdXL1mwr4KXLOpLYt8v2cWQUSo1+JzZ9PEOUkPj3m2w4UkzsgYzF1rnTmVtkKXevy4Zee2pmSd4NLj4dILKRupTicem7ELJcE4ACKGpfn2pVdSJrLz51WnE+/Z47guk5JmZqwPfzg9ZZ6/oBYW2/mcLBSE57J9e+wP/6t0ee7r16NPf3qpVutWKs5ddxXf+97R3/7tdEugZts89cLmUy+srm1Eh/cXfuh7xn7/T9Il1F9a6v7h6fU/O7Oy1OiWPXF0LKi3utdutbJ9NY6ebNSebzWvx+GyShbiaD6OnmxufrbPOehyFHeSWIGUMZFBR+umVhc63Wdat+ywDdDSiSTW83iJoLtGN5W6GnWW1C1/WgE5IosoAUKDpsa6xlxino/0tovucUzmuS+p96S1YrPYVi8uxXN9ddGi4HdUcjbn4f/L3ptHx1Vd+f57n+HONZeqNMuSJduSB3k22MYDGAMOEOaEJEBmupOQ7qQ7SWfqkPl1Jx06YzdJOoEQCGEmzJjJTIltbIPn2ZItWbNUJdV8h/P+kCFQdavk9375dZPH/SyvhZfZ66ru1a2zz9nn7O/XccYL1kjOPDia2nRipFDyrYgyPiMYVilLWeZgLndwIvnMyZ6nBlye5LKW8EWdDR01QV1mx4ZTv3z+wE+fc7ds/Ox15KNXMgA4elz87lH7+q+V3cJ88KfY0QonB2HXQbjlPvEvvywX6PFnvMMyUzMnQGaGaFyjiJDMi5dOmscy7lWjWSqdF9EbdFmm2DWRv+OEe30jSunSkLEoEgxL3BbixeHEA/1lHQaWK0qH4ZMJHTELd45VsgJopbKMxEf4nwplT20AQDvRG5kRINI+K7HLcpdpnhfml7RHOquNgEwPj2bv2z/6ZFfZ445zLr28edkZkq4Pdx174cc/dEoqt2/Aatr8c87kvhAIJ3vy6MS2jcJyD1YINhq8Spd8EkWAk+n8rhH3EzOqCtOn44wZJBQCSuDkSfHwI+6/HUUh01v1GTMCwZBEKTmwP/HC8+7OOAvPDM5bFI1WyarOLNN55rHezc+7P/mVX1ZmX6b5agmVMDvq3PuRsd7n3X/6/LP4ZR+rap2nGn5i2/DNj3Vtf67siap166Trr491dqqcw2WXHduxo+zcv3MuO3uNb/kZRkO99I3v9jz6eKUzsZ2d2rp11QsXht///lcqhL3B8oX6y9vL7j7+xWmgpFmWIpxTxCHT3JR2P4grI9ZTHmGSQqnpOCNW4aDpctc6Qi3FEEEJISvEiA1dro4SALMCtDnIZIamLcZyzuExa9DtTBwCLIv7W8M+AJgoWN3J9KvDZb8UM1W91vBRQkbzudeSY+Uk4+Ma29BZTwnu6kls7i5rCQIAX/oYWbWE7D4kfn2fvae4hvIWvv95lDjsOSRuvqtSmMeb8RLh6SITsAWUOe7n8f8LCEAQyw0ibyYagdpaRAKHD4t0xaE7FufxmFownQP7K3UytMxUW2cFDR8/eSL1p03lXd3rcN7V0oz1Kjfw8Mbspq9VOu/XMocuWWs0d6iDvYVffavSnAYAmpvJ/PnS+Lj99NOVTiB7/EWQCRKEbJlM+Wb46yWfqQI9PDw83klodd6E0sPDw8PDw8PDw8PDw8PDw8PDw8PDw8PDw8PDw8PDw8PDw8PDw+Ptj9dQf1rIiIDonZh+G1IdJ6n0af1m5q1njfNoLiOyU1hKgG85qb2EGnNIdlA47p2Wp4h8OFTzN9WB9T6HiPyhsg2UsQVszReqFn0oGJ3Fu56v5FNx6fuMi68IvvTcf1/3noeHh5cIp6BFluf4fY2q2qgqYc5sx8mUUbtvY9IS3d8mqxHKesv0ib9NaFerm9RoysoURCVTi2YWWG60LPVN69Tqaph/yBzPl4n3++W58xoXLW7pnN80fXosmZhIp92fQMDwzWpuba5vqI3HFUkaG3dJSo1UWmJE5+mhJlkPEp60Cya4p7rzzlHee0Vw3hxZVURXd6V7qZtN5q9X6max6hYmQIwcL2sFQBSou5xpLUSOohzDdJdwyhiEqCvU2BVV8jSJx7gU49mRvHXCvfN91T9EG8/QAw28qk2Jz5UOPuae5xYu4z/9zczV5wY/+LfRhmn86cfKJuEvfbH+7rs7L7usStXEli2VGiJv/tGciy6oevixKUwqPP66aGvEK84lVWE47K4R9Gc+eYV8/aU6Z/a+rqntL96xeO4TlWiSpFl+Q6eUIdoCQpz5GTuUSp8s0cU/Tw9eUd1QzSVOSNaxe/O5Z8aG7ku4jD4XGPF3VzXXy7oDImkV9qRGfzF4cKRY+AkA4OKq1nXVbWFJNYXTm0luGjy2cbSrNAwANsTnnFM/JyRrtuP0pMf+NHDoiUF3D4GzQjPOb1hQJfsZ0oJj9mRGbz383ImCi6TFCm3ailBbmGsSMo7EAqdVi/20//nSyKZp4SVL2yJRnyJzxohtC87pffduLY2cN7N9emOTqqiMUsdx0vEaADxyolho//xIY62kWULkhT2hmE2KcSCT2JN3yQpcwuo4ra1lkTCNhPnDj6dzOfeUySUEAEVHpYWCkMaHnb797uOCOhOpCkRFJKDWk+AiZ/hx92tqM1RqEKSIFKU6ObQ80Peye0O9EeeIAABcJ03L9TP/PvjHf3fxvmiYJueyji9AY9XSlddUKSp+9qNl/AoMpih0yZJge7uxdk308it2u4YBQPM0Y/VZ0Usvrn/2+cH3XLujXNgV50W+849zJI7Pbxm+9vNlrwYA150T/8QlrV196ftfOnnnpkp2Fh9ZXDO3NrD1+Njtr1aylAKAJYFAzrZ3pf7nzRrX1srtVXpEYc8fT27qqyTTc3aTb3bcH/fJX3m6rOnYJHPr6LpO3+wG5aM391cIWzYLr1xL57fRkXHnPTeWVVF499l4/Xv42mWSaYvfPlB4/MWykbd8LbhhpREwcDTpHOg2AaZwC3kn4yXCSlTJkk6ZRglDFACWIAQwpdh9hSKpUZgfCNVJ8qQcMEVslNVpiqYTetto8at/RbxlVaAmQDlHQhDPD9dfGG380pGtz2eLVdYuqZ+9ItqkUk4AAODdde0vDnX/7c5HoISLmhYuik5TKEdERzhramYtPdnyzd0Pl0ZeNu2MFiOmM5khRcQ2f01M9n96x61FYbN41XnR2VFuqIRLhFEkKEDSaZDICad4dFixsr2qyq/rsiQxyohtO/19LpWGtqZpnbM6fLrBKCWECCFUWampihUlQh+SRlmv4aoDkHXsCdv0Ua5QmnGsY2ZxUXHX7vySxVb7DKmpiROCAuDeB9wH04lRJ5NwfBGi+jHcQGeeIfXtL68CQwARCAceBLWeALinTMKIsISwBVIkEsoNMuooSuq0vmnEygmrIJgpkCDl2LLKcE2EB/bmjh3OaQbRdarpZN0F4Q99MvXrn7pEPvnk0Irlkc5On6rSDRtijz7auWHDa6VhAPCjnx3gnCxeGLx4Q93B10Kf+fyOR55wmffc88QIwd1//6EZl62vW7ci9vTLQ9d8bldpGADc+vTAvOmhi86sWbco/pUP5O7Z1HPjb90lvyzbWdgQ+sCSpu9f4hwcnHh8X/93n+1yjfzc/HnL4nECMJrPH0gktgwOfX/fftfIh2Ze3anH88Iet/K9+eSh7OhzY0cfSrl8gGvl+Hp/TY2k+ImkEeqAmHCsJ8f7b0y6mGpd2mJcPCO8tNYX1TgidCfy2/rdX6QNLYH3L2yYXxeMG/J43tp01F2lb5IvXRJeN8/fVqPs68l9/w9ls+DFZ+K1F7C1izgI2LjVeu/Xy+a2e/5duvBsSTgwNi6ef8X6xDfdI9+zjv/zxyNtjTyVFd191nPbct/7baWCvIdXGq1EmPOwxGVCKBKCCAAOiLRt9+WLTfnCSJtUXSaThjzIkUiEpG37qfHi9KYKbFR9OuUUiYxEo6xaUhXK7h8r9gQwC4VZwViQKz4mG0y30j8AACAASURBVFyKyUZ7IGab5sslXoNxydcZaYwqhp+rQUmrVgOtgfhP9j8NJWyomd/qq/ZzLSBpAUmNSr6cbd55/I9FYasDbXONuig3/EwJMi1AVR+Vu7IjDyWKhbyXntHS0dEQDGqGT9E0SVF4Lmduem7v4ECx3unSefOb6ur9uqFrqixJlNJMLrvn4IHR5FsG+gKIWqbO0PxBKsmE8Ek9bYCUbXWXOBcmxwWCXVcrhYJUkpFRzObsk30uNdLcBPijRA8TSUUuoePA4HE7m3CTlFTR10ZYEJAj2GinYfyAI9yGEbmZq20qUQgiCkvYE/b4lgkxUXzNQkLUdEpGnFOOSBAAhA3Dx7Ljx4s/5/Cg4w/CzNn65CxJUUlVXL79v1x0aLu7zeGRdEe7X9cpY9jQoLTNkB980CXy4OFcX/8Ep6SxUY9GpLPXxLu6x/cfdKn27jmcPXA0kSs4DTX64jnB6y6tO3YieajbZbrw5Lbhwz2JdM6uq9LOXRj70Hn1o8nM7u7ia77Wn/711p5DAwnTFtUB9YKO6r9dPm1utf7Q3uJ15N3dx7ee7OvLZilik8+3urb24zPaFofDD54oftX3jPd15xIZx2RIqmRjphZdEZw2jfufmeh6c9hyZvxDbFaDpKuEFcAZsvN7cxNbMqPfTBanzOUx6TcXtvzNopqZUTVvi239qV+8OnD9xhOHSsw0llSrt79nwQ0rW6r9Stdo5t7dfV98dO9/7XBPbzd/rPp719TObVS3Hc18+pcnfvDo2JFB9wXZ7V/lX7xGiYXICzvtL/88/y93lK3w73xQOWM+n0iLI8fFHQ8XbviWexb8wPnSjz4fD/nJSFIc67UefC79D/8+1a74Ox5vRViJE9lsWOICuEbppOB9xnZGCwWrRGnwofERU4jlwUijrPooIwgp234h4TJb/H3ixLHM+Fnh2hlaoEbSGGJPPv2jnuIEAwCPjh4b3ZldFmlcFK6rUX0yYcfTY9879qfSyF8de7EnNXLxtIUdwbpqLcCQPnbcfX3wQNdmH1cWR6b7uKJSaayQfqB7S2lYb3YMAQwi+6isUgmE2JcZ+PnJF0ojVUUKBNRAUJdlRgiOjWWee2bPrp0uBb3E+LgiyT5DR8RCwRxNJF7bt/fQ8a7SyGeTvQxgaSAWYpKERCdMJtQpo+747PN5xsfPXuWrqWbVcTZrhrJ1m8v2pHDg6GumESaMgxogsgbBOI50lQaC2S8yxx25hhIOwgHAsoq86YMZ/5Cf6gQcEJYQeQFlPuTxrelgo0w5CgGEgXDAKTPp/+WPRmPV0gWXRCJRJslYUyfNXcR3bXOJfvjhccvaf8OnWubM8RkGXXVWpDRmkiefTrz48vhnbkhdeH7N9Bbju1+fe/9Dz7pGvrg99eL2A+uf69+wpnrpvND3vjD30U0uv3QAeGxb4rFtiY76YyvmRFfOjbx/XdPvNrlvQ96/d+T+vSMAcH5bsKM6EFC4a9hLY2MvvW7dNVNTazXt2WGXvL7THNk5MgIjp2q8DInl5vz+spVa21s8vXOlMSA9fzz58OHE9v7Us72Vlk0dMeOZw0M/39z17NGxUkewN/P5i4LpnPPx/+x64cAUZwX+6wu8OkJ+el/+lkfsA72Vznw9/gs5HKC7DtrPb7X+807r8ImywR+/PJjKOoO9zu7DhTufGN+4xauITo2nkTgFBiHTVCUsSxTQFGI4nz+czZUmwklihMa4VM0VSzivZicSZY7V/I+zOjizVg/tSfbsTJW1aV2uNJ0XnV0lGXnH2pfu//nQy65htXX+NWvntHfUE4Jdx4ZefGHfvr3uxj2yJC3smDutrp5S2tPft33PrvF0pT2h+bKvVQ1GuWyCOJoZfzZd6bhH51x+xhKtupodPVa47Xdlz5jUtpO2pVK4jjg2bH80d2JXmW3C2Vi9nim1CAjjO53e37gPJcgxfHUosNxPA1SYYmLzxMBP3T8k4dj5AWP6Kr8WpVTCiV7zD5/tK7itRwGgtpG+59rI2eeHquLcNMVV6/f19ZR9kTo75csurVm0KBAK8RUrp/CUWLxQO2d1PB5XPvtP+ypHThL209HxSkeQPP7buHA1KjLe8+TUQ8onrlAIwac35/d1Tx3sMYmXCE8LisgA8p7k/NsYzjAQwOGRKb78RgzrZ1IzJ45srTTEGwtJYC5BAoOb7MLRsr93Wk8DZ/m16aqdsYcfHDGPlJ19KzEy7Uwl3qFIGj34TLL72SnWCguW8WUr/Du2Tmx+4W19AtnDw8PDwwNQ8SaUHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4ef72QCJkq5HUkxJB3WMbD468YT1lmalSZ+nSmq0zmxBFgO+6H6RVKGn1arU8PyRwBMlbZ0/khia1orJoZ9csEhjJv68Px09VIix6tV4N5q5B1E0R9g3CMV9cr0bjEOKYnKnUm6DKJB7lPpXnTscs3OyhIQ0xRkeXBrtC2smptUFFgZHjqruFLvtfRcUF83xOV5DEnkZYo0Q9UKwv1fE9WjFfqmcEYSktk1sZpHXXGHCij2iYRrFFZlcKCErEdKJR5hQCgzo86x9Tb+qXw8Ph/DU9ZZgoCBtM1RgkBBMcWnJPxlFmisAac4OyqUECWKEEAqNJV30TmWNKlYbxel65a0Fbn1yVKcpa9u3/svt3HJkz3zHHV9EUL442OELuGen53uFK79PLa2fNq29KF7G07n6gQBgDnNc1vDFT5JXUoM77t5KE9iV7XsBjXF0ebY4pPJswRotlXtTdxcveEe7P8zLm+qhpVUSki5HM2ksRAj8tYrnLSXKuGDYkzFAC1WetQTzqRKb53GWmrEglJKkNiC5GxCwP5iR7TpU1+3Xmhc8+vSYyZ+/dOPPP0YHKsUhNhpMnoWF9NObn7hp0VwgDAvyKozNGctO2kIqM/L5s4UUFpvkziFBUQfiJywnzZ5a59jMwIKT6JMIJCQLXpDGQKRydcxGLWzKSXLpV1GRMZZ/dx67FXrYGUe8q86ZtNizr9L21JfPFbxcp8Rdx+65zkuPmJGw5UDgOAf/5MwzdumuJqHm8fFs2g2w5OIXdQFyFXrzc625RHXkze+UwlDfF3OF4irIQqE0PjnBNCAATYCIBElWmhZErf4NP8sqRyxggCACcEAMZz+ZF8iWJhU7zWrwcUrnBGEMOarHH2H1tcJIavaFnw8c7VVaohU37x9PkXTZ//vid+WRoGAGfWzv782mvDqh8Rr56//oVjr373hdtcIy9rXbaiod3gqkSpI8TsaMO9+17eMuSiWbwi1lat+jUmy4QhQFBSKaBrIpw1z1fbpGs6k2QEAFmhsWq1NBFyiu1NRjQgKZxQio4QMiOxkJXIFGtUzlKr6pWATBgAWMIxqCQRlhfWkFWsgJXN2sEQDwQ556go5InHB0fLLw1P7krOWB2bf0l9767kyz8vtrx4MyzCqZ8SlShtKp8rmbvcF2ikmaKfoIYgAVIgVRQNFCWpq1ZnAYmojHCCAKBQ5FQ2HXEiXfxRF7WwhjDRZawLkYYwaa2mt72QPzDgkguHR8057b4lCwMXnx/73k+6b7mzrPTz6Kj5wWsb331RzRNPDn744+6eJADw/svC77ui/oaPNe/eP/GD/zj60May6pSfuir6jx9smkhbf3wt+fFvdZULA4Bvf3jadRc0dvVlHvvTwLfvqJRib17Xmbfs4+PZu/YfP54pKzkNAJ1SoEbSBs3s9ryLFvlfhHe1GW1RfWAi97vdlSQ6l9fSOdV8ekR67WTujj2VlvDnzsIFTXThNPremyulorPayaXLpbY6KgAu/kZZQ8rWWnLjxwNzWpT6GH/kpdR13xx1DVs1j/3jB6rOWeynFJIpu6vPBC8RlsdLhJWQJcIYUgKICAgCAB1BKQJCkUGezBhFJAgUERERUGUsqMqliZAAAgACUkROCJeluTWhOVHf7uHiFY9EKEUiEaYxrjL9vGmz77ng+iseuxlKqPZFDEk1ZFVlUrUv3BiM94+P/Pq1R0sjZ0bqQ4qhc0WmjBMWVnznTV9YmgjnGNUR2fBzVaWcI6VITGEH5bxCWO6tBVJ/iMVqVMPHZIUyjiDAse1CyYoZABqq5IhfMlQqMYIApi3y6BQ/RwCGJCrpOpVkZAKEJRxTEIs6VdxXmgj370sfO5KeM89fU6s4DqzM2H+4r6zjz8EXB2efX1M3L7D4yoYtvz1hZcovHxFQJsgFDTO5SS2bCA1EGYADMhS2QAYguYQxQhCRnPoDiKALElVZaSI81G931DGFo8whYhBeh9ecBd99MJcuSQ3/dftAdUy+8t3x6c3qd7/auurM4If/zsVUAQBu+MwBzvGKy+rec1XdvHmBz//T7meec1lb337faL6w7z2X1K1fU/XrH83fsn1sw/vd180/uWt4OFH41NVN7z2/+pKzYy+/mrjkswddI7/8q66AIV1wRuzL18741OUtT28b+sB33DNxfzp3ZXtjo1//4oqOgXRuW9/o7Xu6Hj/uojV6y9z10/WgI0TSyqds83A6sS058I0eF3upNb7AmeGq+YFQXFGCXJIJTVvms0MDnzvs8hnObdY2dMTmVButUc2yxasnx6+8w30NfeUsftX8QHtMqQuw4ZT1QlemXBa8aC65ZqXUEqNhnWw+Uvi3x8omy2vX0PefrS6eIZ8Ysh/flvunW8r6ovz+m+FzlxmmJY4P2D+6a+wbv3JXE/zC+/1f/GBc5iSTc8Ym7Ge3pb/6CxfLEY838PYIK6GrTJIIIUgIAoDjgG2LXMEpLY36Je5XJEaQEoKAAoTpOOP5wkiu+O0PSLQx5FM4YwQpQUoQAbvGUkfGiuuoTMDMSE1Y0RQmKYxrXKrSjH/bvhFKkAlrCdfV+qMaVzSuhFW/yuU7dz1VGrkw3tIUqPJxVeOyxiVDUkYyE092v1oU1qpXTfNFdSarVFIoY4Q6AnoyY9sTxfP6mga5ul7TdCarlDJi22I8YR7eN55NFz+iprga9UuyRBlFADBtMZ6xe4ay6fxbIlWk9UrQz2SJEIqICBY4ecceLqTG7OIBIpsRuXyhrk4LRSRKEQBTE4WhQfclRbI3H52uV0039Ig8MZTrfbXYH+MNlPma3KIQlYq8kz+Sy+9212KmtZRUUaISIAAWOAlhH7Sg5IfrHH0S5WTSeQJBgCUgZ4v+TLGZVzoron4MaEgJUERKQeaYK4gD/cUPM5UWew+kKIF4lRwJ8xnT9bZm6SE3fyUAePjRYeHY9Q1aW6u+7uyqAwcTh4+4LA72Hszd/Ychx7Ya6tTOOYFPf7RhcCi9c6/Lve8+kt95MDE4ZgZ9fFGH79NX1wyOpncecrnmo5tHDh9PTGSdoMHPnBO+4dKGkUT6taPFNYDnekbu2Xv80Oi44wifzDvjoYva6s6oDt5z8GRR5M19e7vHRwcLWQBgSOKyNtcfXahF/jBavMS/bf6yNsMHAMP5/AsjQ/92eP/Xjh7YOFosBvuBucH/taHl2iV1ukS7x3JfefTQ5584fvculxz8icXqf1wSu2xuQAjY1pP92saRzzyeeHC/y/P50HJy4yXKB1YoPWPOQzus9/88e+82+6Tb8vKqFeSHf2NcuVo7OeLc8lTmgzeln3rVvaRxzXn899+ubm2Qj/ZaD2xKfetXo3eXWeF9/SPBL1wbN00YTtqHThR+/1TiCz9zuR2PN+OtCCuRN23VpoSgcIQQYNtOwXJyebtUc3QwlQ1rCgEQAihByxE5y06WZEEA2DOQrAuOLqiLCiFsR1CCo5l8/4RLJWTH2Mmbdzx76YxFK+va8qrus5VdQ+77ea8NHbljxxOJ7MRZLQuq9RAg7O5zt4h7/tiuuBacFZU0lDlhE4XsiydcJsgD2WTBsQkSSghBYoMznE9tG+4qjbRtgQQJRQCwLSc9YR0/mhp1S0X5gu0I4TjCAsgXnGTa7BnKDiaLv/ZpYZ3IjmmUC5AQ0BJOzrEmrHy/2x4hALyyORXw9689Nx4KS+Ewb27R9+xyLys5ptjxwPH4DF/DgmDzssjmW8oW6zJ7UsbyADEoIFaQ43WyQtggTAECIC/EqCMyLmXMoYwVkBgCOIxQFA5AznaSeav0xExPUty/pTCeFZ2NLOpDmaMjIKC5f4LuHutL3z6+fef4lRdXL13kX7U8tHq5vull93v/3k3HX9uVuOqKurVrqn7wvbmPP/miaxgA/OtPe554duhd58bWrar63Cdbb7vHfQx9ZV/hlX0nf3RH/4Wr/Ocvj77nvOrfPupeSHx06/ijW8cB4MpVoTXzq1bOi9660aWQO5C3btnXc8u+HgCY5VfqfepTve55/Y6xrjvGulz/15s5a4uLiXQpv92V+O2u06qyHhkx1/2iL1E8e3FheAI++PNcIj91ZGst27g9/8Hvp3rGpgh+9yr/qwcLrx3K/fiudLrild+1ItjVZ/YOma/sy3zl5+6FU48ivGPflSAEAwZTFUoQbUeYlpPO2Nm8+wZ1lSLV+g1DYoyQvGUPZXJHEyXedAAAEJXZgvqqWbFQRJMtx9nWM/TYoeKZ75tZXjVtVqQmkc/cd8zdXOkNOkJNPkXb3FfJW6DNF2+PNjQH4xTJI4e3Hhh3N1Q7IzRtTqi+SjYAYCA3vmXo6O6US6TmIx3zg7EalRDMpMzuI6kj+9zH4oBCmuv0gM4BIJW1Tg5n+8bcl24cSTXTa5WgSpgFTtLMdefGxp1K2zBz5mlLz4yEw9Ku15JPPFrJK3XuJfHVf9M2MZi79dqyh49INYl+uMZY4Tf7C4O/OJn/k/uKEIMoLZNJjAIBZ9Qxt+Wdk+7lVp1inSEFZMoI2o4YL9hHxgtmmbOjKoO59WRGLa3yk0xBPLjV7Hd/j07h08kF5/jbpuvfvsl9nvRmzl3nr6tRb7ltCst4j79ezprLBhPiwAnPNuT/AC8RTgFB5BwZJZOJ0K50kh84QT9nlJCsZU+YUxzoNxgNyqwn/fbdwY4yRSaSI5w+s5JfkqySQJjZpkiMWJWfDyEoURQC8tbUBjEIQBBdVt9loBQDQTI6MvX3v2VVgKv8wBOV8iXt4IHVIXvCTv62UlmJNBDawADBPm45JyrdFEGQCcoEc47IVXxKHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4e/4MgAiGAp3HGFikQCfE0rAtIA+GdzDu3+/YEWxlZqEwVdQoSo6hM/YtEADydd8jDw+O/F09ZZgoQQVZQVlDiyBgKAKfMIXmkIEUpDzCqIVWIsIUo30ChnKcELvSr81V5vlzoKVSwOFis1F8Y65yt1ozkJ8adv0yvxWIpeGW05exAbTVV9uYqCSouqPEtbQjOrw3UGNLRMfd2OgBQKDb5paagHNc5Rxh3k1gDAIKgUfRzolOQCDqA5foIGKAPqAFUB0IAzBIltjdoX9jW0t6EBMdLpHmK0FsDlzz1sWT3yMThqeWmtM83KZdXmwfHRd8UbTDKWp92hp9PV6yBgmtDPQAgosa5T1V0SVIYEwBWmdfIxzGukZBCOGKuYu9IlU5KpGk8PDz+b/CUZaZAVZHxU2tB4gAighCW29goRRnVCBIAQGEJQFqwbGG5DFXyKtm3yqBVFBWkIaqv0SZucx/EP1G/5szQ9BDTGKEX1yy4o+dP940Uy6FNsoq3n+df1CbXUSBH8/2fG/m1axgAfKF23kJfLMJllbCcY3fo4W/0ukg1AsCVc2umR30RTZIYyZp2QOX37nbpqY+rdEZMNySqUAIAMUNiNNOVLO5/JwhhThQKjAAAOgJkComCyJdkBBkwAowDEgABoACRwR4DF8smWZPmnzmbSTwSCwVC/j2vVPJYCLfHfY3BzhtW9j3b5ZRRRXgDaZ5B2zTpnGhue0+lsPmq3KKyWglsUTih5IfcxQQMiWuyxAghiI4QjBIhRL7EqKtGI81hpjAEgIItkjnRM26NucmIfPyc4IZFwUTa3nEs/fj28QP9ZbP1r/613Wewm2/vfuqlspJyk6yc63txl7t8j8fbjWlVbM3cgKHQnzxa1h1lWYyvmBaYE9MMifxu5+D9h4uV7TzewEuEleASMP7noqhAEACUQmkiZD5CFSQcEFEAgADCgchouyVCdZ5CwoT4CHIURPB6N6lmgHMCM5cFW2KSX6eSQniNFLiuYYVrIlzBZ36y6qIYDfiIpiCfIzc18Mh7+79fGvl3NXOWB2qCTPZRphJGkawLN3zn5KtWydrj3R3Vs2uCQZVrnEqU+BU2LWyUXlBnZGZMD6tcZYRRnFSYq/ZJpYnQz1BjcEpyU4ANIIhQKeZLBFaCwBQgDAABBQAFAUAKICagROI1aEiyZAR0x3Esy85l80f2dEEZsiPp7HA63B5rfe/cg7e6zycmoUs1NBgJMz5TK6t/DAAAvEGhYUb8VOQcFuKuC3aJUYVzRigjBPFUEUblvDQRxn3UJ6HMkABYAhUqGGHmiJUqeYs0hUZ8dFpMaq2R5zZpj29P3LPZfS517ETmhg82rzkj8sTzQ9/60aH9R90Feq67oPoz72uPh+Wte0d//dCx+58v1uR8gw9dUPupK9tVmW7eM/yh72wvFwYAP/jErCvX1I+OFzbvG/n4v+2pEHn3FUubgsZgOrdvMPm5pytFvs+oqpNVRBy3zK3psW1m2SrFGyxXlEZVVSmxhHPbyBTFgIunSZ1xtd7PXxvI/mxnWQsIALh6Fp7RhA1+uOM15x531XEAgGXN/IL5vkUtusTIjx7tf2RX2aLOdav8V62INUSVwaS57htlp3QXL/F/eH39yjkhTsnvnusDcEmE0330Qwtj5073N/gln0RzljOUNr1EWAEvEVaCTopN4uuJcHI4QkCEosSBEiJFQAQC6IBAAAB0KzyjgSzKiEJQQmQIAsptKLYacR9TJEJlwhTCFcqa1Egt9Z20i6ft5xjzI9TvJ5qKkkpkjcgLlVbXay4woj7KDcoUwhTCJCR+ymcyY89blTyDEm2OGH6Z6ZzKnDJEy3EKbi66dX7uk5nCiESREBRCEAQhXHbCZIIUkQAQAIFAAFAAxWIjDwbIAAjA5PTDef3vHAiUJMLxRGpkcEz3a5qu+oNGrDbad2IgM+4+OCYPDCcPDccWN9Se1VI5EQpHAALIhIQ5UCxnDEzilAYoagRlBBNFmTCJUkYJJUgIIKAQ4pRDSQmOAACkiJQAEQAAfkFiOkkli1PmMzuTM2qV+dPUgEY6m1RDIQLgXrdc+M0fd9s2XHdFwyXrqzs7/Df98tiv7nJZ1t/6WP9IsnDZ2obzz6w5c170E1eMff+3+5/Y4pI2fv3YyZPDucvXNq5fVtvz4Lu27Bn+yHdeGUu5rLA/+7P9m/eMfPTilstW11+8svaV/WMXftFd1u4P+3quW9R6RmPV2pbq6xa2nEhmnjnSX5oRV8u+LzbOmq7oFFEIyAsnYZmHs6l7R3p/NlYsL/ev0xrnGkaTpvop5YRQgJwjlvT3f/pYsTz3ufX8ojb/nJjaHpUNTlIFe3t/9no3QdTV9XDFbLKwFjtiaDlwdExsPCzKZcHr1/ouXxae36QdHSxs2jfxhTvdl271Qfq96xqXtwd0hR4+mfvD1tGv3OkuuLi+0/j7S6edNSfkONA1mL3zuf7v3uNSrlgckz6/sm5JrR5WKUVMmfaeodzdezzd7Up4ibASb2Q7IQAEiDf9KQn9818mV4TCAeEmpUlqCFCE1wd7YQprzL1MV7BNBKBIKBCKhCO1hNNnuwx2WafAkTKkEmEKch2VPWZXaVgr0xRCZUI5Eo6EIwLAq6nhPSV61q1R3ZAoJUgIIoAtxHje2j/gUluTGSFvmiiYtsiYzki6eNkxmdKEEALRARACbCFsAWbJo3RATJozOSAmfTwcAAfActsmzGcKR/d1+4KGbmiSIuk+LRQJlEuE5kj+5Itdofa4rzHgmxWe2F9ejzhti7yDnIBKgAGUKaOihMgRJUQEx3TsRFkjPSFACCEEAopJ5XHTdrnoaMb2y8gpmTxVQxAkAjJzSZk7T1h3vTSSN8MdDUpQo/UR6fwFwW1Hsl3DLpf9zs+6Dxyd+NBVjUvmBb/8qVa/zv791y4D6MMvjz788uhFK3ouW1t/1oLYL768ZNP2oWu+7lI2f2Lr6BNbR89d3H3RyoZV82Pbb1n/yEu9n7rJxbbp95uGfr9p6Jp11RetqFnSHj5+17ontwx89Pu7isJu23Pytj0n391atbaluiMWbArpH1jQcmZTbOWvnn1z2Kb8xNy9L1ymhZf6I82KHmKcIyEIrYpedMGrAv4zA4Ew5wXbPpjNjZrmn5LJ7/e5KKxeO1P55ppaS4jeicKm7tTtuxMPdbkv2m48C983n0zk4cCQ+MN+51/+WHaD9pPn+D96TixXcLYcTv/w0cFHdpZdtn7h4qqPra/Nm+Kl/RPP70n+p1v2neQzF1d/5rJmTnHv8fRTO0Z++lDPyYT7e/nhRfEF1ZrMcCxnj2atnQPZn23p2zJQSarXw0uElbAscGwAOLUEdBxwbGG7bcfYWccxCCEACEKAsIUwheN2ZsQZd0TWAQdAgLCEPWbn9rqX315NdC8LT/cxxSZcgJO1zT/07xBu+WBzev9stWmeMm2ylrgn331271dLwzLC6i9kaiXdmfRLcJyjufGf9RSPSgDQP57NWY7tiILlWLbIWfaO3rGNh12+pYmMlTMciaBDiSOcdMHuHc8fK6mLCoC8LThBIQSKyUQIeQfSJUU/ByANNgVkgASEAGEBFMDJlCwHJzmyt0v3aU1t9ZRRQpDL3DVsku6nD9atbpGDqr+5UiIUw5YzVBC2gIKA8kr/IiuEJcAGpyCsftN08zYCgIJl29yhBCfPWTlC5C0r6yZFO5hxGLUdARrHSXnujCkmSjdRAQDgub253uGBC5cEO5u1gEolhvEgc02EAHDv46MHj6UvPrd6zRmRyzfUuCbCSR562rhuQgAAIABJREFUaeShl0bWLggsmxNprjXWLQ4+9Yq7OcPGV8Y2vjI2t1k7Y0407Hcv709y21P9tz3Vv25BYPGscKkD5Rs8eHjowcOnSrLL4r7NA+4blvdlRu/LTGGqcFdy/K7XXF7sUn5zIPebA0enigIAuPEFceMLUyvZAsDO49kFX3K3hyzCEfCZXx15aPsU57wAoLVWf/yV4V1dqR8/7GKO/QZBjpYtjibyBVscTxa29k7ccnreGu9wvMPclUAELgHnSBCEANsRZsFlgxAAkAALUKYTIAACnLwwk7ZTZgzVLtN8awwSJCIn0i9kJm4re0Jhmdp4Ue2CaVoVBdwydvSmnqfLRS6k0xYpbWFq7M/3PJjfWi7sLCVyWXXbdDUAAAcyY//rxPYRx/2cxTnTI511IZnRdMHa1590zYIAIBGs9/HagMIJZk1nJFs4Mla66wcAQBB0iiqdPG8EeUekLPdqIgFQgWhA6KSzI8AE2BUOjkoKb+loitVU5XP5/a8eSo5UOvEx6/rF0y/q2H7TC31PH6sQpn6tUf9oXebu/sxny4ahitpavzxbByHSfxzPv+S+pYSIKmca54QQADBtO5UvuK4IAYAihGQSVFHnxBFiJOOcLHF2fEs8wfZa2lotp/POxl1Tb5hFAnR0/PSVzD3++ojJJKKRI0m7UMbexMPj/xhEoBQ4B8aAVOwORAJUQRYgVCNIK80wsArVdyn+D/vUDafbqfaXRXPdvSzBz4mPnUZHJAAnqNLTiiQIDIGcxgSMANCy+6cuMH5aN4WM1J3vvoH6ZsgCWb2xccpWQowT5SyDz58qDIARIjMmUXqanYSnGebh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHxNua0DkSWk1/5/wKpclGJKwd+cqqISUIE2hU4HfcJJIhkyptCBErg9A7henh4/AXwGuqnRgEMAUGAHIjRMm3db8YgwBDKyD789VGrahHdGEhNDOYqtanFdCmsSwQxmS30jpcRVESKzI9EAhDCKQgr6SbSAwAgcUWSFCTEcWzTzBcK+XKN2EzxtSxabRVyfQdfzSbLCnNM0nDTR5DTrvf8oHIYAOAnAT8C4k8A2yrGhSmsiWJcEtNz8HBZfU5EwpiMhAKAEMK28k6Z9k2ZIaen2kssBwoWWG7dYAQhYqBPQQDImWIkJfLlTTKmBzgAHEmWFb7x+OuCIuoUx61KYxFBjCs0KDNGYDBtDkylMv8Ox0uEU9ABUiMoChABYIIYA2s/ZMfKpMPlQdLsw6iMEsGMJXaMOi8nyr6s507TFtXozSFZovjc0eSte8qaA7RK4Rn+6qhkTJjZ+4cq6WXMYPEw8+tUfjq9u0LYQjW+qqo1LvsYkrt6dmzNuGtV1Gn6+hntM6OxKt3IWeYDe3Zt7HLRy5ApmV3jjxqKLjMASOUtTpNdpZ5NyIgcBaoiUgECnQIgFeYYiOJHJEuqqhqUMgAQQjDKCdJc3r1dfcaZ59XMmJ9JDFHGu3f9sZCqpKNBA7rSVCUtnFbY3lUhDABgOmANYDuIyomww8B6BaIcKYoWCdwkrRGRcYUQRpAAohAOIlpm1nGKxyZOUWZAX180EgIIwjGhNBXG/FjlR4kCIFg2GgoOJEQy55IyP7YkPrfGV7CdgYnCgcH0s0eSE6b7O3nLNR2M4msnxu/e1teVKJtXL11e0zEt+O079pUL8Pi/5qxqZVpISxWs+4+4jwb1CltaF5gR0gIKAwHb+pP3HHER2YnJrL1Kj2uSzqlEMGc72/uSu8YqC8i/o/ESYSVmgdQBegCoBAgAJggDiACxGVx8595TRzsCJCajTJATKDigUHBNhDMD9Op5kc5qPa6zgEINTobTJrglwvlazfm1c5dEpoUlPcx1iVC+i9414CIYfbY++4Lo4tlGU5T5DKqm7OzS1z5XGgYAX51+ztpoa7Xsi0qaTPjZVW2LXvphaVhbIHT53PktoUhY1XRJcoQzO17tmgjn1QVrAqouM0bQEeAI4VclKEmESHUgChIJcFKcG5DaYMvCLo7kkkwIJYQighBi8l9MK2+7qdspRkBSdTOX0QKRcG1z/0F3S6lJ7GSaaPVqe8OUiRBDACpAuHIUQEgCPwUfg4wNYfdESAg7dTtwSpWVoCCEuSRCAgSRIBAEMVlBpmALzJX4DuoySgwlBgjAKVAibD9mTVF46yUlgo0htcYnMYL1frkxqDSG1Ad3DZ5IFT/J1S3GkuZgS5V24bz41cvqNu4d+sGTXQMZl2WEX+eXr275uyvmHO4df/iPx79TPiPe9O7OqxY1ZwrWvv7kcwf7fvB8WdWxB1edWadrWcvuy2b3J5L/uvdgqoxf49U8uFIPS0hsEENWocvM/leubBngQkqWchbAyS8vjDrOd/Jll8VrdJzrx+k6+ik4AE8NOneOuRchFofpynp1WY1WpTG/RH+zZ/Qnu8v6VFw1N3DZ/HhtUClYzk83Hb9/r8vX/Jw67YqO+KJaf6Nf8Un0WDJ3/xEXW49z6gMr6oKNfiUkM5miJSBvO6WJsEZhC2r81boUkKjMCAE0HaclpHmJsAJeIqxEHCQfEBUIB0BADsIB8APjgIW3VuquqKVnRmlMRoMhJyAEJE0x6DZDnxWgf7e8pqNKqdJYUKF+mXYn8l95zkUOeHWg5W9nrK1XQyFJCzA1wNUjqSHXLPi+0MoP1p1bzYM+pupEUQjfMeEun/gvMzecHW2NcM3HZJVyWzh7xt2Xg6taWhsCQb8sS5TawhnLZg8Mu8jn1/rkiCGrnDKCAGDbomCJnJuQJhD2Z7kUBBQogAAWv4GIiICAACAAyOS/ECSUMtdEmM9MWIU8oZRJsqL7KZNsq6y+sDU8DgBKc7ySGfEkFIACVN5S1AmqFDgBCYGX39NDPLUteur2ERCxRDMH3xQIr/8XAQkWv0UEwRGTSvCnfCoERVUSuoyFt87QCo44MJiu0nnckFROYganRLedqv/YXPxL33Q09c2HD3581bT5Db5Z1UZ9SFnQEPjqA/s2nyiepty68fjJ4cwlZ01715mNn3vvvPeva/3J/Xv/46EjUMJ3n9wzkimsb69d1hxd1Rb/1Jr2l44MXHP7ltLIjb19753ePCPg6wyHNtTXfmxm29GJ1A9377vr5FuMMpZT5QtV05u5KiHCpBS7EF+xzZcyYx8YfYsHxDWMfj3gixOkgJN1ZltAAcTKXH7DxFvciC4K4DX1dGmIhhjKBByAjC26s+LVpCitxv/zksDZjUZnlUoJpArO4UTh/kPjrlnwijmB9y6uXtQY0Dg5OpJ77tDoFx85XhrWYrAvrmxa1xyKaRIgjGWtl3qS//nKidLIVbW+s5vCjT7ZLzGJou3ASLbwqpsO/oyoHtN4QKIaJwyJAMjZMF6hdO7hJcLKpMA2QVggJp2XTBA5cBJglepeNhskJmOQo0TAFjBqii2j9hN9LrPaqzsjC6q1aoOFVcoJ2dGXXn/7EVd1zg1181qNqhDXVcrzjvVAz45rdtxaGgYAM416GRkipO1cb25kc/LAPxy/xTWyRvFRREs4CTPbn594aujgZ/Y/7BoZN3yMEEuIVCGfMgtbe44/dsTFb0aVGADYjshbjiNEpmANpfJ9Cbe5p7BAWCDopJGHEA4IG0Tx91MIYVoFShnCZIVQCHHKvMHlmgAjPYeD8QakDACREKQMyifC7IHe4PoFRKmkEH2KAoAFUNnB7Y2hUgAUHMiWKYOL1+0nwAHAyTsq3SMUALYAJoQAfOOqAlzu2xEwkRWqhJOaf5Mpk6D7+ZpnD45yivNqfBGNM4oaJ3UBeXZU2jNc/JTu3D58fCRz+aK6FW3hhqAyu9b3jUvaz/uxy9Jk447hjTuGH/nj8fOXNazqrPnC1fNWzau++tsvFYUNZq1vbdz3y5cOr2qtOqs13lEdXNYc2/LZ9Ut/8GRR5E+OdP3kSNf5VeEzYlXNPl9MVQzGzmuoK0qEL9u5FX3bz2W+DtlXzWUDKUdM2NamEg3ufkf8OpWewZhKUAiYEE7SEc8WrD+USLzWKogIO5N2woKhgtifEr8YcP893rgksKHFP5Kzf78/cWCscNeBVG/OPfIr62ovmx8/Opy9dXPf3TsG9gyWfSG/umra6qag7cDu4fT+4cwfe5L/+Zq7W9OsiBGQGALmbCeZd4ay5ua+5APHin2yJII6oxJBRLAcsMHJ2U7PRP7Vwal1vd/JeImwEkcgxwHjICmADkAOnH4w94HLQu9Q0o7LmLNFzob+nHh52H5q2P1L4jjCkIjtiFf7s/fuHf3hK2V19J88uSdt5v1cOZQavPl48SjzZm7ve/bl0X1R2b873f1a3mXi+Qa/7X5lZbRFpXwkn352+MjmVFkXghPJhMq4xHLJXHbf0MD9+93tUsezhXT+lK1v3rKTWbNreGLCdCmpCSuFRBIAk46EICzh5IXjcqzGNHOMcgGCIBEAwnFs27Rt96LWcPdBf7TWF60xcxm7UHDKZ0EASO/qMgcSRJ76tRcDgHmAyjauOSGSJuYcSNswbEKZ8c5xLEcwEHhqnSuE41ildVEAMG3BCCIR4lQk2A6YbsLkYxkhMRACFA6Trvc5CzIFl8jejP2H3cNdo9m5Nb64T0LAkYw5knY/OvFyd+bl7kMrmrRVM6uao1rlg2GPbh18dOtgR6O2sC1aE9HKhfVnzLt2nrxr50kA6Iiqe4fLHrl6fGj08aEpbCXSQjxgjj9glt1Qn2Sj42zMO1C+EPoGNw84N5fJfEXcuDV549apSwkA8K2nTn7rKXdPwSJ+ua1nU/dYX6rwQk8qU8bPcpLuRCYos+EcLdjOyVT+tYHxHSMuT9IS0JfO+2RqCUCwTcfpTxe2nBxPlNkY9phk6jPf73AooB8wAAQAx8BOlj81GqUQ4jhgivGpzme1+OjRiamC/qeJykpjMJQ1zSOJ0UKZDZtJYrrkVzkiTuTMoVShkrUBUmQGEA4CwCkIO1O6IpyEUsa5PHlexrHtgplzrYtOooTi0bpmJHSk52hmtJJJDQDU/uu11sjE4L/cXzkMPwz4D+BcB+BuJfs67SqeEQY/EzuS8HzZczqEMEI5QQIAQtiWbQq3RAgAjIDMJqvDIAAKFhTKjI+UgF9BnwqcomVDIiOS2UojqZ+T+gDnFPcO5U3Pl+CvkDAnGiM92SmKnAbFuMb9MnOE6EubgzmvKOrh8XYET28GNtlJ+Bfup+NLW0j55cufaQf8xFQxAMAQOhSYdxoXnNzrPI3beaOPcKqGQ4A3dhY9PDw8PDw8PDw8PDw8PDw8PDw8PDw8PDw8PDw8PDw8PDw8PDw8PDw8/ntARMqQTt2fh4iUUHIahycJIiWE/MXPRJ67aKqIU9AbZDCm/ulYa5Cm4FRRQCRkBqHa1LeOSCiVKOVTHzHliCpBhQCt9DkRgVHkFCmZ+nY83uYgAD2NLwUickolxiiZ6i3yAKBTBXi8c6FIIswfYUEN5ZwoOGX8H4hisGCcGGGi+oikgRDCdm8tV2XFp/o0RZW4RAm1yrQGImJAVYOaZiiKKkmM0oJVqRdKmrNcX7LOsW1nzF2V4890tpBff0U8/kcYnagcSK+R+Ed1p9cUBypq/Df4tbXtUkvUzuTFaFkdGmYQHqBMI1QhRCHCFKJMHymjsiwZnMqTuVCAI0pEySdBnaJOQSEgE5QQHQC3jkNGMKBSQyaaRBSGjGC5xsSIRGZH5Tof1yiO5r3+6/9WFII1nNbKTCckabs/fIYYYXJc0qq4EmayBJAq141KqU+SVElSOFc5RwCzRFLH481MPYX3iCOLoMQBk8LqEmUMht5ECBkAjJVpFS+imiqDTt6p0IT+Os1K2AHRnaskdlJL9SpuBJn2SuZEuozRjx95h1RTwwM6lXK2+WLmcL/jMoLrRGnVGsM8ICMHgIQ1sTt1KOUUa6chV2kgRmQVCAMQwjKRSyLhiELxNWUuG6rBKENEx3EYZYSQdDZVeu8+WfapKmdvuE9QgphIp12fEao+/xnnEV8IHNse6XeSZb2QAABWzANNgQUz4PAUwh9kAcc4IU3MgUq/R9YUZfUBVLg0kcsecld/RopMJ1QhQAEBkILwEXPMLk1whFCJq5RwRBQA6BBg4Dh2aS5EhYBKkOOkSg8QFALAEqW50KcQTcJJRwvHQUYFIiRL1OAQ4by2cJ2fI0Cq4HSmzT0Dqf1jLhOaVVXq9bNroyofyZl7RzNPHB/dOub+pdjQ5FtWFxrMmHuGJp7rnULiq0WmR/+fswpqlejisNagco2Svmzh570ugjh+iguDWkdQC0tMo6TgiP3JzJ29xeIMHEmdpPkYVwijiCDAxySaJ71msb4MI0SXJIlSRumkSiEhxHKcfMXZ5DscLxFWYi6qG+SGJqrLSBAgL5wxp7DTGrvTdBlGz6N1c1gkRnQNmYSkIJyD5uiPTRdlsiDh50Ra5vjj0/VwXDZ8VHpm6OhXjjxXGgkAS4JNZzfOWRhrnhms4YT+88t33dvjIv+4Sp+2LtY+26iZpobDTBu1Mhu2/XSgxNhhLouvDcxskSJx5jOIbIOYq9V+bfDx0gu2aU3VUkSnqkQ4AipEHpfTe7PFWt5EDyCXkXKYrOMxAMchqmGXJkJJpoRSQk857iJKzCkwKW8WD6OqLDNKJ+McITilDmMy5znTRTGL1U0nRhAJJXqARasLFRMh+jQwLYwGppx3YISAj4A8RRj1q6hKJKDSKh+Jqo6bfhhyQIZAgVAEAQ4DKhNLckSJVB8jMiHsVN+9EARBoEMJt+ySTCMhUgQC8LpwGzBEhuKtiZASlChSgpQgAhAKgCAzwqiw3hrZpLOozkIKYwQDiggqNKhQTsd3DRf/6NlhfWWtP6ZwS4hVNYF1DaEnjo9+d+dbREEnWddSde28eo3TVME6lsg+fWz4u388PuHmovfi+vY5Ic10RKJgdadyW4dTP9jTP+QWeZff18y5TggFsED0Wvb+QuHTaZeZ3EqOG4KsTaHVnIQYCgEZR7yasa7vc8nuczW+ujoww6e0+tWIxDVGnuob+8zO3tLI1QH9rFh4XtDXoCkBiVGAO7r6vn6oWCZ7uU96d11oaUivkVlIohJi0nIGc+YDb9VFCzNyQW2wzVBiMtMYkQixHaEz8tzAeP9bb/9/s/fmsZZk933f9/v7nXOq6t777lt6m+5hzwxnOMN1REpUZErU4pC2RIkSbMeC7RhSEjhRBMeIYyBOgCQIEAhK/ggcZIGR2IkjOI6CCJaiCFIo2LLk0KYWc1EocZNEUZx9pnt6eevdquqcX/6o+15336p7XwuiRYlTHzz0zLz5dd1bp845v1Nn+X73XBiqL8QFilJIOJMdn7UTYea9V1XVxgbaAEfmzvWJcAN9ItzEvxYe+1B2dUyfNTYIYI30djf+lfrWS/ZAp/w3w9f9yez6mKGADukzag79qZTQ6rq/Z/fJv3j96942unjJD8c+g9mv3H2xMwu+e/zoD7z927716luvDnac6JcOb/w3n/7Iz738m+3If/vKN/3Fa+99PN/dcQXBW9XJj7/yiXYWBPChnXe+Lb9yUYdDCY56FOd3645OZCT5UAsvTpf2BqlGbevl5RqPvaUINUl1EMGKMJuZAdZENEYLFKe6ogcpZKMzfdZPkxQRr9qZCFFX6XhfBiPC6M5T015UmC+gD7EiMJTmTeu8ONArCy/DgGGGzkRIAKdSOs2dC8SxY6qZZ/ZLINeZFmMpJ9MWlelaDDoryiZWABUEQf3g29fdebp5Uo6DjjPNVBiQDM9eGX1pv5w9mDI/9urh118afeDRnYu528n02b3BpcLv5f4/+sRqMvjbn3xxUqXvfOrS4+P8bRdGz+wNv/stl//HT734v3x2NWv+95976QefvvqOncGFzD1SbH3Txa2/9OaLv/jKwQ998gHh3O9X/fo8e1TVc3nnT3v//jz704PB22898Dr+b43kR68PLjhxWIrVVcBRtI8fr1ahb93O/t1nrn7L5e2LmQvCKtmrs/Ljt47aWfD7Lm7/lbdc/4adrW3vvLBK9sps8dFbd9tZ8M9dGvzwk5fftZWPnWbCaHanjL/0+tHPtNRBv/nC6K1b+ZXMD51kQgNK2GuzciULEsjEeYqQwuXCOWHtBedGvojLOkKu1JCeNfSJcBMfq27u0r8vu5QzG1BPrP6d+vjvz35vJQsCeC4efnO86jXzlGmqvljf/bHF5382dUhav2f76uUwOKnLV6ZHXzy5/d8996s3YrdP2Aeuv+vZC9dfnx3+vy9/4ad/7xOf2n+hMwzAI9l4Gsvfm965XZ385tHL//DGp1+qOyZhdhiO4/wwzpOlCDuI089MX/0/jzoM/GqLi1QuUkWwZFWl+k51cKO8045EtbB6QdJSAmApItYWq9UsCJR1FWJNQMQAJEtmKbXCktmiqoJzAEjCLKVkZnGN3mk83q/3X9dYp/nMNipuA8B0jsl8fYa5DwLJ7PicpbJ0MrcqUrkhcaUKVptFNolqORzourBZNEsGaf63NaYVnUuzySwZU5PfDAYkWGteNJlV0byStkywTUT7w4/q9OuvHAt5fZwNgxAQYe5k7GX24PLS546r//bTL3/uzuRPPbb31FY2cOrJZy8MHwlyo3zgwl8+qf/zX37+Z3/nxgfefOnrroyf2Ml3M//n3/5IOxH+5KsnP/nq73735cG79kZv3R5cyt3Q6bwliPpTMe7fufsN3r8jhD2RjKxht+r4k9PVBHOnsp/ZLx/LJCdPkr1epS/N09/a73gless4H3n9jf2T12fla7PqF1/b/7XD7pnep8dDmH3m8OSgrF6azD+1f/TTN7slwp/dHu56nUY7qqvXF/WXJ4tfuHn0Ezc7lqULJ0HEgCrZItmkjs9NFh95qeOyySw1DiY0GAy2SPGganUdZmdGLbYceiKalf0a4Ub68cJDcYVuinS8ZtvCHwX2JLvb5eSwwjUZPuK2BxJmqfp8dXO+fiHzqr94OdsbSJ5gJ3F6Y3HrTldypTgdX2TIqR6ApWjVPB7fsdaEJ8lhPsh83mwFTSmVdTWZnbQznIrsDAaZ983IN6a0qOvD6bQ7F4rm7/n27NEn09Hd6Rc+GW+t9dMAgO/8Rv6H/7r9zz+L/+ufbQoD/N8buX81W/z1o/SRTQ4G+szF4fe+2735QvWFV0/+wb+wSVd5Em5L/JaKJwiLFudW3o1Wr3b0Qs3CUKTZL2opxZiqspp0WDEFcqT00rRgi4ZFsuPYTppeuV1ocMuthtFsXtnBNHbKbj9a6FsvD66Ns6GXOtlLh+UvPLfWb+Hrtvyzl0ZPbReFk8/fmfz4lzdbdeAd22G38L9yY62H7dcMj3l5x1Y2UDmp468fLe6st5V4a+Hee3HrahHMcFzF509m/+R2d/kMxT0SBiN1jiJktHRQl8/NT9rjpODcIASv6kRwOrI8nG1UZH/D0yfCnrV4uoy+RpynjW9aopKNmOUAEOs0O7G6OyUL6V0I3hOMKS2qxbqNo0IWIQTnCFQxTsty3RshAA53/dXH0mxSv7LWA33J09f4w3/O/v5H8LnnNwe6/zTXb8vKv3ZkX97UgbBw4f1PZe+8Ov/0S+U/7zCnXYYJ3JZKTgosoj5Jcdp9OyLOu7zxn0qprup5965RgpmgOThhhspsmjp3jQIIytzTOxKoop0srDsNAgAI7AYZZzqv041Z/xrxLx0hMrI0bLJtAQAUolvqBuIj7CRW+2vmP0gG1cw5p2pAVdfTsnyY7Xg9PT1/cB52UMWHj/zqrXDwG0S+96EWDhiUO+dtqgFAiKeE8w8HEg/rUwElPOHOL6VmPfEhVjx7vkYgqSJfxRbU09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT0/NHkoeQ2Oj52kLJQtWLkNy8Y9sPNdv2LpdUr1N+XqLB+SITpxZt83F19c5lXpzi3sHfbpxzPgQh24fu/yCEv/CB+PnnzosCgPCXrmMg9kq33ME9RgMWORabTpiQyHaZ7wgVm4+iAFCqp3NULI/Kr4WURrJuQwwAAo6qIgTPuSCggD7EDmAhMhURAOw35ndCwAu9UGW9JtN9kfoQJUnCBXFBKEzrz8AAIOio5PkPvQd9IvxjQUa5oD4Tna3zLAAK6hO69agbPaLDjDxsad80DFSvZNmO9yPnhs4Fcr6mPRWXwuhyno99GDg/0FinVHY3p3xnNNzbzrYGYZBr7lMdU939PcOwyEaFy4MLXpyzlKxLaJ/k9s7Ozs7OYDDIi8J7H2PckA7p/PgH/1p46m3lb3Xoz63w6I//iI2Hi1/9zOaw7C8/Pvjex2Qcqo9tdLQoMv9d3yFvvm5Hxzhee1R8dE22rrhsJGFIl7GcrO2aBpINpcgZAr0TB1hc04s6zYLmToMTL43ieddoRciR5oWETFxG56gRqfPjBQiABxV0WPbLnV9z6GQnd6OgA6+5EwLlmk75stOnR8WuU8CmGzvuQD6mckkpwPSPfL89Ji+qgFjTJqCCoWfhWXhmykwZk3UWwEA59jpQDpW5CoBq3TUd8y3nC/WZuEzUMZbddcPTFVrkzDMGL8FgEf2R0E081EmpNzJXdfDm/FKu3gz79fS5xe3D9UP6Kxhck70MrkJ80e7csrW+PI9K8XRx8ZEwGorfr+cfO37+VtdlL6p/z/bVp7cubLvMi7w8O/7JV7/Q9l7Zk/CucHlHskAlMLN6rz7+jXJVflrJi1k2aCQnzCLgSANul6sfLY7FtveFiqMlo9ISThbzWLVUYDKfj4e+yCi0lKgCs2kVU0vSyeUhDBrpfJoZSaBYxGk7crS1NRqNnPeNclujv314cLAuF2bv/+Do/R8sv/zFySNvSjc2Kcv4971Td7akOP/YX/j6C3p9kG7NedHZ7bX6O/KWJ/Sxa3BqR8f1q90pUzMWO+oHpEJripoZjl/p6JgCfcHcLfVdTSEUxpR2TgukAAAgAElEQVTq1gBIxXvNhKf2ApYIJpu2c2EhIYhTioBGqCUCJ3GxkgsJeMBhKVPZ/MbA1HrB98KtTHMnjapNEnNCoD5p1Y13DvM/8+ZrFzJfRrtbls8dzz762u3bXYOk9wb3p3aKK05BnES7UdW/Pik/Pu8YzF0Fv4v6ddAxSOAY9iXEv71GIOn7Qnh3CI86l4MGfLZc/L3Z7LhrHuIp1T8xGrxzMNhSyUTuVNXfef32i61RWkF+feGfGeQXnRbCaLhR1T9x53j64DWFGHpmjo7Ls7BJDJD9+eoFM+FQJRMqASIYvAiRJi1tBAp9oepVHERoBhHGysqW6IFScyk8XWNTaTARppTqh/PDeWPSJ8JNvDt75IMX3r6jOcloaWH1jfL4k0fPf25+cyVyF/mH9Nkn5dIW8wAH2JHNfyl+4WOpQ23kw1tPvnfr2pvCeM/l25rPUj2N5T86eX4l7LoffPjaM28utnd9vuWCkLs+//id8Rdmq1pW7wyXLulgIK5JhAPzBrxYH959MLkOVQPpSAUoImYQKVQdWa+05CCiQoJCkvDJ5eK3NN5dbcnNPCdJioAUgwveDbLyeHUQoMGx0cNvpKVNREWDS62WnGWZaGPKSyPVLGRZluezaffAInvsKTNDilIMNs9B+WceQ0w4T3dR3zHSa4XsZfACv+lgO3fG3NlG8HJhF05XpaybGAcKxEEcRYEEP6BmjIvVzi5jUKpSl9NZBkcNdO1E6NQLVSjkcj5NKEpX2wNPXCmOqhQlm+RKiInzqS4f7BYFkNMseJYIFRCsvkoEpRM6UgiAzVvO0Ou0thX5kmd2th4b5HuZN+CRmD1S5FcH2T9+6eYXp6vCQ9+zO3i2CEMhgYXZWzL3ZOYvH01/7mR1iPafMbybugsGgEANvA/6GOQ/ttXIHx1t/cmieER1QHrAgA/m+Tt8+KHDVYejv7K7/T27O2/Owp7TnBKEi2QDkb/xygOaqDvCD++O3lFkF5xuqXgymT0R/euL8v85fmD+3AmdUAmRppRAo1NzghVHjSBUQgk9bRYABiqTVhVVR/UURWPLYoZopp5oybwHekdVqFAIJiSFBvo+EW6gT4SbuBq2nykuXfJDR3XURaoP6hmBdiL8Fnnqg+7tVzjeRjFkppCbdvjp+EL7mn92/PSH9t7yeNjec3lON0nVJ05e+ehkVcAewLdcuP7UYOeCL4bqSR7Vi+cmB1+ar2o/7jJkdIHiIHoqrJy6VZ1x5lew7PLOXOAf7MIsWYrJTCxZY3QgSnUdKSGlZMnM7hOIFkqnhMnZJ5x91ul4+X6anv1MOrj5s/mqWAOzLB3tx8N9m3WYP9yPDAtblHH/HFde7mbcCUv1sunGrGmGzHM0xHDAIreu2VGrlw+DBARUaKBmaHsr8b4fYCnBIy1TicZ4oikULNW+uepEcS8YAGAEl0HN8OYhl43aF10KOd97ehRChUqsTP198eD4nbvjTHXkdaiimScG73vkwhe/vOpi9npVV7knGMggzGhCvHeUryTC90GuU/bAIdD4fkWAwNVWEX3Y+w8UxePOjchAEqjNamDemlT48HDwA5cuPJllO6q5kEBp9kpd/fLhqrLue4rs7UV21bstlUACmMH2Y3x+vppglBBCls8JBsA6SvIePP2DEFBpjlhRol3alwmb9tjEdy5r3PfJOGt1/TLhZvpEuIl/dPw7Y5d/0/iJJ/I9JwLYK4uDzx51uJQ9Z7c+G182ebRifNUOXkh3fqr+1CftAROZhmbofRjnd+rpy4vjjx4+134XPGOR4kksD+vFQbX40uTuz9/8vbKV4KaoZ1bNLRCoTWqkiVU36slBa651FmOZkmczojQDollMqb1lJpUWFymFZQebIpbS9y3iooplJa5xhkVKyaKlrpW/VNUpJpKNi6yZWbL2vKiZlYuF9x6AiJhZjDHGjrnWBoYsTU7irRv1ay+lO6sDlNVglTSZVa+cZ2SfLfWs052FHW5KhHYyRUzIAqra5t0Kq6m2app8oZTTLGdNDlktzxoxIaVTKbSElCxVrddBg5mlxlrAlr9IllJqRSazaClaIgEjwISUkOpWLbLTn5XftB/kIlqZzCWDQMDlCKjDEhifn8yHr9z85st7bxoWo2ZKHJZLx3DqFw5nleFdg3CxedMCpindrFZv51NIP2/VB+gfAQPMATPgBUs/3nodvBnjry0WAmyJKBCB12L8p9PpfzVdHamUKR3GdKeuZylFs9t1/Ox0+mOv3/50uToxO4vxJKYTTbWZENNkLy2qX9g//ly1mgibNdhmDNmkqmRWpdXXQQBlslxYJ0DMjFi6THQU5jLnWTNTQEuWEmLXcmKylCwJk0FsecF+XvQc+kR4Dv9w/zd/+uCzl6UoJLxSH6+za/iCvf6F+p92/q8Vfvrodz8zuSGit+JkP21yNvjV2y/emE+2fJjU1XPTg+cX3e8xC0u/vbg993FHMwCVpRv15Ev16vwPgMrssCwZQjBTMpmVKR3XdTsRWrLJnQWV3pTCFK1exKrr3ShVcX40AaleAVhM9aKs5x3rnXVZaVkB1kzKWkqpirHViQCYnJyoapZlbOTzYywXi8WiO81YuahuvEzRxfNfsuqcHZnp4KS+caf87Dna3On2zKqUDqvytzqK8X7stdfTjVu6PbKDI3TdCwCLOLmVNCMoFKQaqbJq0jFWmKfS0wFopjGjpcrqqmvfUx1LoXK5adPMUp2qdiI02CyVy3VEEEBEWqSqPdeagAg7fWVc/qbumleIZsdlJJBps1aFOtm0ip2yzp/YP3npZPbUeHh1kI+8m8f0L7qsi56L9trB7JnJ4snMbatE4EYZf3G6+jRr4O9a/TGLT4F7FIM9Z/axrs1En0rpd4+P3jWRa6oEX4j1x9cMpP7JbP7KCy89HoIjb1b1J1rr5Wd8fF5N7xxdy/xQZRrjrSr9elc9B1Alq+JylNCMd+qI40XH9yyTTWMCJIECA1CbHVUdL3qptlRbEliTX5NVs1h3XbNCpVAYm82qBpunedUnwo1sel/v+WOEAwdUgsdWdzi+3kehOlL1ItHspK7bqxFn+IFm206DWrTypJ4fdKdtkpqHMMgokupYTmax7G51FLo8qHMgUx3r+aLz3RGAiGR5HkIws6qqFvP5pl2je5dltBVf7FiOXUH/xDu2vu3rD/7W/7E5jFf88D94B4Oe/JefsS4Tu/uRdz4tTz4Wf/XX7c6mrOlHHOyJyxlrTG/H8qj7GQkkl+DhDFYjztNi3dMUqooTqsFiquP6QZVSAlWpgFUWF2nN07nv7IQBEdhw5144cOKUKWEe06zLTf6NjBC5o1cSqJPNqrZZ5BICXhgIFSbDItm6LbjqGfJm/xrqKpXrJ+2V6uAc1WCVVX0W7On5A9Hslzkv6vcJuWHB748IfCo/L+T3DQk+3Hmlr2Lp8Kv66V9jfMVLkmvXgnt6enp6enp6enp6enp6enp6enp6enp6enp6enp6enp6enp6eh6Gh9vE9sZGyNwFJwqsiki1IjXXQdAMQPtQ1/3kWRgNiyLLCNbrDzCQzL0Wmcu8AojrZYuFEpzz6ppD6Bu+pQaGobiMIrDUPtW9hGRe6HDk89ypMsZNFw3OD0KhomeKMOsoBkUIoTlGuCEMAOjpRqTgK7r5O3v309vf+b7ZZ373vECM//ozvJrVv32eDM0Tl+TqrpUVFmu/JwU7b9OtJxw9qsONVcijuIhiD5ojLtbpAwGAkJnzmfNC2VwtCTqog2tEajaIjCjhhZ4U0jaKkRAiCIJAqK03VyDgxWUavDgB4/r7EcFgIHkuIqzrjbdDFCq5iiPj2vq7RICczMhz65ADA6jgefp7RC7ICEegS3HgDCGcwgtUVtUKHoSeMhQZkJ5Wry93Qj3DQH0m4pjipifkFCEw8xThuU2tpz9Qfw6jkA9DriJmVqc4LReTqvtkdyb5OOw68QTqVE/qk0m9qtLUMB4NB0XuRAzIsuCmcjzp0AYjuTP03okKzZAFnS3qSUvPCYATLXwQkeXpXdF5Xcau6u8HDAOhgkDKKN7Kk9TZO22N/WDkmyPTsVYf4slRFbuO/V3c2t0ejYUSU5yVi6PJ0WTRLXV27fqjo62Rwcr54nD/8GB/7cE7ui3dug5XINVpdjtNX93c422991se//5/83P/yQ9viGl4+r/4q/OXb9z9339+c1j4tgvj73ts/pm7859Z1QO7H3nqirzlGoLjeBD/vy+jJYbSsPM2t/O0E4/BJQmDuP9ba07yKbbfhGxMErFGGGByy6ouTwsnsl0MvToC0VJZ1yeLed1SYwdAsECmp0LeEWlhZd11RNCThVLJJlVG2ixZ3ZViCXUYChwgABLKGhPr8jfIXZ67rDn5Hy35WE6qjrohwkuXXF4IyRhtPot378bYdfLOCS9lIT9tFGVMh2V11FXsBC6p7KlmpAALs/0YX+uqwB7chY4oDgSwQLpr8bgzxTkyFyiXmm7ebJa63SJU4AWNIpoZhCjjqgYdAIAZZUAGNifq6SUepM4P95mEQsVRBGbwWZoexk5LizywyOgaDXVDWePwZPMA9Y1Onwg3kakbZ4VXJ6QBLinAaGlerx5eVrrd7GImuYgSrKUGsYjTtrJRFvygyIP3IiQYU6xDNp0v2jlmlGvm1ak0J4ckJgRdVKluRebeO23iaGZUJPNzK1fqvihCIepxqpcMAJakPFm9YJbrYOi9UwrMoEISKdrx0aqUxjAr9sa7uc9AxJRUVcgq1mWriEbj0db2Vl7kAEII4hTkwd1VAfEGGV6T/AI1N4ugWj2zskOR5Iwnf/Dfyy5eps9szTDljOJNV04+f/7R+8G3PuKeGMmXN74Okry6x90RgkNKfHTPnl91/GgIY/ohNYN6Dq9hfpRmr3R0ddkOsjFdARJSg4QlHHYlwkHIMuedKAkzazLN4WzafkfIkXl6xdKXTiAkppZW+loBcmkE2ZdSlkIYMO0yD1IUAk84QgADqIg1Vr+oE82bd0EK0FhkoE5xEVu1aChFIXkhIkzRvCfJW7eqdt+9F9woaBBRAkCuEoTRFpPWif5rTi+pDkQyErAEjERqq249OEAkcAlum5qBDjBgCMkolZXzlcIkEAhHKJYZhmQm1k7DBByhvHfuj4RHx5yBQDIykA5UwkDAhpKOV29HHX0m6pcC6gAokg1tfrz66d6hyOg9nJJAo5I4yDGZ9ZlwLZuU9XtyF5w4J9r8eNXMuUx9O7LQgROv4hybP51n8NJh95NnmVMRoYqIUEScE6cdc9SZV1WqQEkhRURIbR1vVxFZejoI0ZxWp2uktB9EHClNRHNSHiIQB7ZqQchUlKIUoQjZfE9/2v3cRxFyp05ERFRFnLjgwjAfrF4RUHWqTZw677IQhqOhcx1DMWpBl0MCNFA8NZew1Q47Y+vd31RcfdPkud89NwsOv/lZzUN5887mMADhzVu6HWy+aZ6MewMOcwwCB4HDgqNibWRT2p6uQDbm4GJ3uxMFFaIQB/HQDL6gH3ZEenUqoiK6LHYNzgW3WosEolSFyH0/CtVWw1/WMaCpRiQEp3nxQQiVZTevhJ5KTHu0IvWsjjcXpyjFdzWfxlRBlc7RB+Y5hyMZDle/pBC5Uy8SlEElqGTK3Ol2WL1mRu6oDEUGwpwYiBTkUHixVUQDyJASwAAGSAbJwCFkp71sRFAbOWvirKSaAlhBTguRp/HE8jcrl1SiaYBCsPkXsOv1RLxQSQEVy9IUqmt9NJB5qkKVQohCCFX6rsieM/pEuAlr5HO5zC7L9NGlGixUgdwLa+eWe5G8l4vQKFmzPfIVWV4KOOthThWWH2T5dw3NEBVYDunZ6pjOPsVwes2Otomz/2n3LxNxOQheoYp1THHpQGFnkR0XrcqyLKulxa6BIj443+rC7mE1UrNgYt3f8pTRk8+k+XT/Nz+5IaahePyqpTR7YdNsJwDm4i7lDKzvbMysMUFIFQQHrxu+ZD23VBqsWcuFH1JCR/DZki0FohABBRJWw0impej2sn7wNNOshrazEzav/a3S/pYr9Wr5BVphaBYjlx9Fnka2MyuAqrSYrFHRFKEKnWOer96OAWZL2Xph479OJV3r8x3gQE84QEkFFBSwrV4mgJwaTvH0pxs+aNmxObPcH2ln/2iV/P2N5eyCXc+nGUuddi9o2mJ79WM55Lov/wIws83Lrj391OgmZlU1DElTahSLGy3/MnaIOi7SPCI6S83GgWh1lRZVl9duHWOzo8RSMiClVNd1e7+MGRqDIxrZqPsni8mq1sKJwZItleZhSwOjZNZe+ku1xdqoaHozM1jq3i8zn8diaEIzAYDUCNrHjo0ws3I+LxdCERGzFFNMKVV1xxLUfD4/PjxSER+8NbtlYur0kbFUWjUxzZr/QJxbudb8HYArhrNXXzr87XNM5wH43XG1f3z+1Oi2yra3yqoXTzZE2aK2RWUp0YCqxhr3CQAnr6XhVZPMxAPNwL9rxaY8QjWFBrB5OgYztCuRmc3KMlMvFBOePnS0t8wYLFpSGmCN1VaCpS7X+wiLZo0hF0nYMrJuD7zQVHLDcsnLgJhQtatRnWJtUa2xh22yorWNLwDM52k2Td6TFNHlhdq9vBkmdV04VTEYmlKMZvNW8ymBhVltiISYJbAym1i61VpGncMWZoEmQAII1LA57LC95NmkajRjCQKng4p2HW5+0UQ3stt2WmYrJLNobGISl0+oy/Y+RWscYMyARINZsrZD/bJR4179MUOMWGyS9+/pd41uJJmZJSdqhpRSleK8Lk8Wq+7eAAxJoCrOkKpUL+L8uDos0wN2nQ0xxiwLTU8XU6qq+mQ6q7qMCwxwKmhyQbKqTtNFXXWpGycsV4nMln1fWdd1R0cCGKSZJDE07izV3NoizCk1byQCICWL0aoyTSZVbI0rY0opRlFp8lpV17NyfjQ9bqdMM5vPFqIKIMa6XJTT6ezkqHMRzhBrqIdFi3MrD9P81oYNlOHKo+Xt1+/+83+8LuCMrX/lHeLd6//gI5vDONLxX3gCld39Hz5vt9Z3IXXiViE7QwB28yD+1ssou6dS49yocAUJxIXNbqVJ1xqhRSSDywjCEmKJcmKzOx0daDQj0LwCppTqFOdVOe0y3zAYl4nXDBaRSivrVi9vgC3fipgMiWgEoLteJAwAT9W5DTGhipi0v2XTTJTSZMFkqU71tJp1NB9DWZo6As3mLCzm6e7djv3UZTLChDRYMixiOqnj6/NVv4YEVAZPGFDDZmZHKb1Q1vutpJWACiaAETWwgE2Rblg16chaALB0BGzKK5rNU8cmoeavyrKhNekaVey4pDW+zVxOt0Sk0tJJ90u7Op69j6fa6kWan3TUNwNVKYJkSIY6Yjq3eVdy7Tlj8+t9DwB4dZk6JcsYF7Fat1VdKLkMgmSGNI2TztfBBu/caFCoSkxpOlss1ju/BC9FUILJbF7Gcr3Gf7OE2eykr2LduYGwQQNdvjw7Uc0trmkhIsxyzXIVYaxtOq2rNb08ACc6yAdKKetqWs7aWfAMEQl5FkKIsZ6eTDdEQgLdCBatPt50jACQrZ10fI5fUsP4u96nRb7/Mx89LxCX/s431a9O93/kc+fEbQV5y6McZun51+3lTdt5JGB4XUaPaL3Awe/V1f66fhZhjHwbGhgXdnIDrZ0lp5FkUA3qhSxjPa+rdYUpELfc7I8adft1sIGAkJ4Q0swqQ+eW0SZW4AQeUEOdsFh3goKgEw3qlZoszmIZN9RMZTFglgkMR0ex6tyN2awUigycEqiSHVZrZ/0COSAysjbsbzyvo2AOBEgFm3Ru7mwg4IhACmFmC+veMtpEqkCJZu6lTmuvKpCCDARhldnU1h28Ekefi3qBWaysnLb905Y4RR6oipSwqFCu+5I9PV9dlouJXz0e8sNPlzJ7vkI8ZGH2xf5HGf4+nuNXOLKvGD09PT09PT09PT09PT09PT09PT09PT09PT09PT09f1jIQ5800Ydb9MZDh/1L4qv76X8sGDyc3IS2pQveKHx1N3x9jdGX5VeRvuzPQ8CLYAEQWMD2YR2HAwGAHnoRzABDmiLeWatMLxn9ttAxVRanFidr93WLMHPiVMysila2j9Of4gr1I0cyVama1nGx9poMyuBAICZbROuSIW7IqJ5CoLK0sLUfDUAggY5gaXXsEl8+w4lT0Zhi3T69+IfC3r//namOB//TL50T9x1j+XeesJ942T6y6VAErzheCCDspLYXyzVnzyCe29dzl8liUh+/XHYKJTcUuWxtKcnpLB63ZCTvx6sUXims6zSr4gYDika3jEBKKEvrFDFoEO8keJIpxlRWG+qGcxq8p9CSlVVdd0koACDgKR4UMMJKS+0T+mex1AB6wJAqW3/6CCRzx8LDYIvaZlWnOkETiUFACIBhXmK29ppOJFMhkMzKlOr1RaSZ+txTmGKqplVaf6KJztF7CK2OVpZrvyQgATqAOFhCPUFaL2fknIy3fJE7M9s/WMzWSwCKYrgnw22CvP1SrOf9CYpN9Moy5yCPgGMgAAnIAYW9DnQ1KHcNMgIdLIIZAMTbHUehxTO7pJIJCUvQkCpFfdTRnFQ4Krw7VRd1Malw2uX144aa72bqBIRFkyCL/bKtOgFAcseBZ6MSlyypYFZZV2Pe0WwkQUGD1WZzqw/joutIMLY5uqwXAn0ym9n82E7upMN2mFAujS4WPicYLc7K2eH8qFOm54xC36YYTeJvWJdbwv2M3v6Nb/6+H/jsf/03NocB2Pueb6huH5+bCOXDV/GeMY4fwfpEyD2VaxlGCkeONAH2QndXu/NEMb6Wi2M+jWHg7n5pmroOv2VBHn98UOQCYD6PR8f1azfKzryVOd0ZZt41KgqWV/F4VpV1R7cYArNcnC61hJxLsxk6jR00C1oEUQWpyaJ39WRuXR5hwfsseFUFAYNTnc6t7vr0gppBlCSQAA+ZWl111SK6ASVAFCBSRFpY3S0nxFGQQQYnIJh7c5KOuganJMYDFhkafdE8mEwx6YgMKoVTFQposJBkWseyaxDgcpeNMnFCpZmp18XRInZ6X4QgeU4VgPCWgrfJ1LqOMmoON4IEUAFAPBZ3up3H8kyvXB4MChe8Atjeyp5/6agzF6rHhTfp9iXNhhTFaJdf+kQvLbOJPhFugmNwDOaAAgZTMIEjWKtvlG3IEMxAQaOiayOkI1hrcOfGIpmIB0kzgOIS4tTaGh6DzHkVVRI0M1AMcDXrVi8WtrwGEScEkpoj0sjFu61OWcjCU4UiICyZwFLUdiIciBtLCNSma3A0MSTYQVy9nyGL6+7qkIVAImNm3pnWVh/aai+2W+zsFNtBA4k6Ra9eRW9N7qw7Yb3jv30vvD/XR1+f//zt8hzXpKe//4e2nngr1VnclDKLb3+rv7RdH3W7RN3jksOjOfcCHi82DKS565EJM4GnCbjr7WaN+WphUpmNnMukeUYAh1fq41c6hv07Ozoaap6LASFIYwN542ZHch3mLvPqVQAkg5Aw7E87JOu8p3NUBUAzkGKWpi0lA5KSeTbS14Q1Z8GLUJ2slpWIhOC0UY4HASOZhVDXq5EeEtC4BoFAoyydoFW7mxdH8RBHKkBII2lYWmp1316ZB3ihE4AmCYXntOwYzAXHzMM7OAHYjCttXuLBDCdkpuKlUQZHAgVWONRp1XyUQl948SJOlv4tpJnN7raqk4hkgU4hjQKtiUgqkk2mK4EUaA4JkHBP+96NULX0IZyTixeKQeGLTJ0XFYagly8WL7zcoQK4c0XHl6QYMxSN7LEM9ji9278UruXhVkHesOSAO1Xk1dMkl3XMKDM7XR0ULCV+PdjlRkB/qpsrYPPjOiSYRdh0NUuN3aWqMrUl+U2hqDTmLHQURyo1CFui+KcqxUubNAohguY/H6SgOoqSyx/QQULTRz7IDrcGLDIGT+fgHF1gGEiH+0RwofmmTpxXn7ms8MUojNqRAIRbI/fWLf+usX/30D3TGXPG9rPvG157/OC3P705CwIIj+yy8PFwtT9a5XqGbYehYuSwt2ZxmKdWOwoo6YW5cNix1tB0cGTzXOgLKfa8+M5IikCV3ksILAodb/k8az1xQkW08R9QcUKnknkNuhopspTvInlmP+EctcswYYksda/RSF+36psuU8bS8YTkqZXKaqQnmzxwVtOlERRrtR+eWircF6hghyA7vVIJlabqUoUq8F3PKDg4hQpU4JofbVd1Lm992SYUXKp+tyObFnjaFEVEnKhXce0mKRC512hlWZjtZcDmLqkP3nfX3QwHrshd8OK8eCeqotL1HIEw5GBHsoH4nC6jegKbpZl6+kS4keUYbWUgZR0Tnu1fkh35EoBFa2Qf0fzZ7LR4iOfQDE+7ZbQIs3s7F8im3+0IPItffrc1QhVnasp238oGT7/s/ZAELN2n8dtVOgBQ1WWd6phitGiWmu+o7L5zwUgYYKjSwTy+0hlzxvCR6/X0ZP93fmNzGAAZZYhp8UK3a+A9mgznCALrV3ARG3uSU1MCYYcjD2AR1SzGKlkyAlS6IJ3uE9NJXJQpJSMgunRgyItWERlSYz5hIECCTZ5t9d33nsrpYzkdWK1eErasYWYGg5kt60grcqmD2f59V820rkbQoaRphg5F9zU03//+u+j8i03NXkbyVHW8VUT3/w0sq3hns7BkK9EE2Srz0+jTLoAbW9r9z5bLv9gpsRZ84922HH8AiMlmXTbdWcGQwXmoA4lUYzG12cFDFu4blH5qdBM2AbcBB/C0glYds50A0hRWgu60pURYDXRFxpm5oZksm6A1sv+teVEziylpIprZyUanPll7Gd+S1bNavSRtjCoa1wBLbZ+K2iwa1JoGvzQsiPcnuyVTqwcWgcZ1AwlWIZUWY2tgeTcdbMloCONSMbhaWHmUOqZrDuZHmc/MTEVJxhSrWC1ac60NCfMy3ZzE31lUt+6Wv9YZc4aG7PiFL54aRxAAACAASURBVL7+yX+2OQwARdJkMfnMC+fENYuhnrhdYrGmBzHYNDI6KxNBi8AiYdYlpZ3s5PYi3/aipKMls9gxpABwMkl375beSZ6jeZTJ0J7tNGCyqIJXEA5sHmOyrrphqKq09HZu1oUTUrL2+4GZpTqyWfajAbRkljoUMlNKKSUzaZKlLWXZUzuPVWaBy49qIqNZ3bVpxKymJSBimX8bV5SuhFBHi4lJIYZGeDtahzUugLJuXNSQDDSkhDqipW5vZlVM2rwKw4BGq9o6dDwNsY6a1JKRNLNGR7y9jcxitBgZ1UiaLNtkjO1bX+Y8O31jM6QKsWvFs44GWNMP1BGW0mRa3T3omDZPCY16uhliaYup3Xrxq7Mx7Y8RD3km4I1KBNypcXUCStgJbL9rO2gEHMQDBtSwBdIJYqcQdLRmwhEJFpkqq9dsHI0JZ1MfMVkdbV7W7QVCALFMmilJGCxaXMTFcZU6lXaTsZlAM0OCVclmVbuzi7BoScjGiKe0uLB4mDq231SIC1sYrEa9sGpi09vpYGIdi3DJ0qyaAUwWq1gv6sXJYnK86PY5Msxn8fVJ/eWD6pej3e6MuRfs/NHzX5x++fObwwBk73xTuLp3++/+gk037x0wfvsFPjGwn7uJj+6vjaqMudIRBsyT3a3tRvdl48KoEEckxNLmh/XJjY4RgBmm00QawZSsrOzkpL59u8OoPZqlZCpihmgWU5ou6kmX105KYPMOYbSEFK0srVPP2ppQLLt4iynOF6m9BcYALF05G1+gWMfpfNFOhAYjmx0oMCIZKqRJ9/ZjA4zU5l+aSmydCSEBjvfqcJXS8bzD+R1ASkt3WgIxoaxt/xhdW2CWi6wEADPUZos6LroiLZqoNFmwyYuL40WquuYMzNC8oZshJavrNJl2jAEMJJYzyIZUo54gdm0SitGyoOoEYF3bdFq9uGanDIDhtjSevYuJ3Xox3nq+nxg9hzXv9T1neHAMDgGDzWAHWLuBUaHbkBEApBni3e4RLQAqtBAtCCAuLJ60rQOXqDA4EWFKqGKq129np2MYOQ1qycrjatPxCa/0ApVzj08IGCgCNrlwXRgAgSjFzNr+Ph3BFJIprcw0/WHgv+Gx7IkrJz99voUv/+qj/O4r6W9+Hl/c6M07FF7yzMTmyV4t13oRAOKY77lsy6XKTm6Wmx4QMRjoYCCxtoPDuOG0g1fJnIqwrOO8860IAEBCHZ2SRFVt8mglSe+aRa9UxrTuUASpqt6pUGKKZVWvs3ZgMz4kCdSwTQdHQIiSoZnOs1RiXfVo9nxlDmY2q22+fkwjxCCHVxgwmbdfB88g0WyCIVjFVK53qqDQD7x6tWTVrIrrLVmoAu8pgpRSWXX4KzZhAi2W9stxjrh+I5d3sj323uuirA8Oqw0Vo9jm+KIAmBykkzt/2K2s52uXfsDQ09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PzRqHzLGwn4h4qlERLiKMbCui55tz5gxDw3We6e36/8AmR93com3SgZJdMTBu6tqZKV5jgoR7374e2zNBXAC7Pq30FIdcfUV/h4dvkQ/OQH82H/3B5KK0MAORDf7qwU5aoDQXSHxR/OPpzhOcgyp3dwfbuYDDMRFit3y3tR7L3eDa6HPJtBVF3na1uKHa4e02Hu5qPaEC9fn++35X8ig876kYCMq073A1wIHo5k20vI0elbdidL+JD4bNCnTdYpxAwAIID8UPxmXoCHeeL7yOj32IxkFwgG05QEAziMw1evFDWnho5RbhFyrmK2w+PfPCx7H/7M0nMPn1zc+TwRy7lf34nhZQ+vd4GAZDL3l3P5GLgUDBJ6/xG6CS7OswuFm4cAEvrTQPCDneflNFV+iEXx7buggAGu9y9JoNtuoBytvasAYDhRT++mg12PHRTtQSRj7LR9iAbBJJxva9C8yBZCMOpFtn6WKcsMikyZp5A50E+YHksIXO518yLE0sdOg9nSF747T0dblFdKtfYwQAk8swPiizPgnNSr78jcZptj7Lx0A9zwNL6syhO6ZWqjY4P135HgoVw0JQSaWsPUwFwmRY7IR+HMHIgOuXyG8KObr0pG1z2+Z5LZnG2tojCNrff5EZXtbigdWVrhCt6lvQDhnO4fHk8GAZRgVlReO/17p1uUfy9x/NspFSkWl0uopi83tGD51vcvaIhJ4gU6QKFaXrYUfXdWPJLXjICkAhxBFHtd0rdi1zJmQuESAZPRrOjjk8X0Ww4FvWNcok4X80msV7t6wle8EUhXshkFiXMU3UQ551ePxdle1e2FAKgtGpi89vpMLa6RoJDVwTNhAQQLXq6aZyvS4dOr10af4fI4Mb+/x3TJi8kAJe+8UNPfujf+PiP/uXNYfrtT+gzF/33v3Pxv35mU9ifztzbMn0m5B/ern6s+8g/ANlRvRI4VCo5EADx+e7+xl/Iw14hmVpMEhRA3aUJAmD7TSwuUhzCGJrJ/hdTpyZ5GHLnimRDAshG5jO7+0p3QYYt3b6ah4GaIQzVBzl8tftLFqN8a2fggjOzrAjzzB3vt8S5AQD0gvxUzNZgQiJa1xnKzHOQi3dUIhmCN0zTohVJ0g8yDUtpU6qQrCYdh/QBaDH0413JclAsZADq407pCowGeZ4F5xRASsk7d3DU0Xgpku9uuUEuIoCJVzPU045SckqnkNP3QRWrYocIPgDmgpxwJAFPU4OlzmOmLtdiO7iiOSwPl0mqrO4aKmW7Orya+YFoJgA04/5kFrsGx9m2jK9pti0uoxk04OZv9u4Tm+gT4SaKgc8HIQQnKgBEJI1sNitnLV2SfE99IZpRlOZBQar8fD/GVtUvxvQ5NZBsFCM53OFigrZedNhRzZtpNyIaIH5k9VGHpBMveOaCIBQuBS2Hascd1m9hsKU+F1UAjdCWhaydCEfqhxKCOAEiLVoikGAH9eroe4vFJdnJGQgmJKWISUS8nY5WInPNMpd5OpIGiAnB2uJ8zWB1e/DsMH9bkT0+X7x252ST+4QOth/7tj87fvztbutSfbxJR1QuDUHII91K32fo9cALym3Vp4K8x6XfWHOufNsxF+ZCRzjKlkt5ZW33CdINvWQiQS0Rydw4i0dV+3C5G0AzaqAGiAMSFld58nJHT5cP6TO6AFGqA4GqlKObHZkwG6rLxOcCUhQp+vlJvTjq6GfzQXDBOa8gGkuvqqpnx62nI0QglRCAbLRRzAtab1EiGOSS+UbmnQYwoghsJ0JxIk7PfFEkEYBUdWxLxpBuuCV5Lj4DYKQbxM5EmGe+yIP3rtGpTyZm8E6rllaOG2SuCBocVZBMAT8s2omQjdY372m1GujEYmq9uwrgSUfochaVAHK2xwoUZiPvcnVLPw2ACCPXToTiWFzwrhCXCz0J+IGGPZ29tlpEFAwuSNiiL6iBAFIlfpvVYX+yfi0PN4H9RsV7VV2q0avSeQ3BZVnH0pGGRjqfVIqjerpM3LCjeKVxA2jU85UuwGX0Rcekf+MjIUJp3B8cxLNRoFiBQeCahtf0UKRjW2hfVNUFUT2zq2iuztaKR2jcJ0ChOIqjeFFPbWtkj1hk9J7OUx3VwykkdPkGBA2OrvlIWfoiiMrayfngLgR3ociezLPr62Iadt/6jdnulaMXfztO7myKc4QKZjW98LEOf4wzOBIY4CjbIo+vHSwyyLLAlXBkJuh6jlCe3jcbXwPNHH1H3TBDo6VNhQa4HNlWpyhpEwYRqsIFhoLFiOvLEiDVUYOEoRbbXa4Op3WApIiIiHMu5F21rcl/PPsTIKAd39MrT+0fKAISjbNFxwKbCOTUq6HJNDzVUXsQqqPzVC/qpPGXalpIi+Cdqqo2xhgkl2Yd7Uj1jqKNg0aTjMVpe8VO7r9pnv7IvRfE1VAA5HKZULDUcF8JPLWLoYoI5fT222gh4uWsT2iKq3NHgh/RF3SB4k9toLhp7roHfSLcTFnWqVkcI7Bsn5CufQfVLFk6XachQCy1JVvEaCkB6TR2/TUtmTVh91peO+q+Bop7I9Wl1vAqRNPFnDY1M7PUIZdcPijF3VyX6Gihp79cBjc2FFW3HpudxpMEyA2OA8IRKapbwlDXHTa/95ON9yzWtz7zy+vWO5coUScro80iNiyAAekwwkABcum0SAUALm/67Jkvi72NmVXJUrpnX9D0TS0aweVUwdKyCrmse79DOUNdWqzNDBSIQl23fc/iJNaLZKmJJEntysEA6iqmmFKy5asqodqVtey+P89+0zmH2Sh48l5IMnSpcwNmtNMgO6vArbBlwjYuKzyWSp6tK5JYepjhtKgb/dTOJcpl677vThs57wexsxu/L5BAl5lG6z/Pflrc/8GnQt4dcUv/qtObtmQpWjXtuJ3G25FL7WGk1Oi2dje0noZ+anQTVRnLReW9khSxGFNdp6pL4bee2uIkiqejkLCEVFvnxoTJgQ3GJgoFAaQaKaLqqqbVJLmRWWyaJSxaqtB2KkUyWyRGg57q8dfJZh1m8pZSijFpkqZVpphiXXftNZimapZqCBqvwmgWLVUW69Yy1JFNxv8/e28aZEl23ff9zzn35vL22qv36Z7pWTEDDIhtsAggSEGAaYGwg3bYDJF0yNIHfnLIobAV4QiHQ3TIyyeHPzgsL2GFHHaIpGiSokkqIBIcESABEPtgmwFm7e7pvbu6qt6Wy73HH/JVdU+9m+81zMEAFPKHmkZ19al8L/Nl3nO38/9rWwECVSedabGvAcO/zOURW0dUmWk470rvchdeKvM6LMo954aj6ffujL8WjDmEmIeXX7r8pU8vDkPm/e2x7GV6faiXa3dYAHAvZTpReMXUY1iTMhV+6HigKFUBFF5zj1DDpE7LUS6diMhVf9XCa0ipWUuMb6vtEBkVS6pVkzcfiGKi4101MRErMXkPRdi+p5j4bFiamKOWqlaeEoGbTVWnwyyKLTGJsALeqStDWcsrnKJa9COadWaKQDoonHpV9eRZoXAeRanj0JqWd957T76aG1StOmghy3t1pTqnzis7QL0r3XQ8f41UUZSl99Z7T2BVLZ3LsmJ+XhSAy6pjCpjVe3W+mARuDwW8gqCsdPcnPvQBVZ4YnsgrQLOknocuu9PqE1GvHqoeZeazYaCF8YX6Ur0He1WFOs33XX4rcDq+UHVQr+pIvRZjHe+4QLvRcA/NrtFFqGIyyePYgOC9FrkbDbM7u5NQjkFZqE2YQN5pmen4djG+GbyhoYAxsyxYZDre8+PQ9L3PQZbYEBRawE19fse5UFOLQikVEMEpMu+Hzt8uQh1qVe9JGKrela4simzsipANAjD1JROpVlrJbuyL3VCvMkeZa05gBz/VfIjpbb830UB6c/CzfKneqS98MXaTsl7LOy/GzObm7p+Osi/XxVRkeb772ncnF7+7OAwAbbfl4TX3F5f8sxcWxVmYt6V80rrXisl/v4O6RqRQqvaMOMVU/Y3c3wmfjs8cR0JM8OqmrrgzdaPwSNNlqGbX1cFlGF3XLLQRRBX5RMWAmLREmWO0o5O9UK9fUWReLIOo2oWxdy0L7rDwzjvnmEkVvvRFXu7vjMIq2VrNJRHNOl6qWWhcpJiN/kHOoXQ6nPg8LPmtUK0WCGfGF1npQmYa1biMjCHAF4WbjIrdnWBnwTkvIlWmLkqXZcX+aBqcgVDnq7nQ6qWL8TTfHYYj9e5EaJUXCxeaeQHgQUIgUNWVKVXHNSLzRGyYiHypZebGt6dBQXZ14IjEMjy8QzF0e69Ogw4z3sG2uWo3yinGt93Oi8ul8H/CCU3QNLwREW61LTOXpRsNF22ml5jSVWMiyid+HNoyeoiJqdUnFkxHOg22XwAAEjI9kpThUez7oFvTLDJmGhgw6dTpbt3TCQDELCZSVe+KxXOJVHnagyp/wwWRAq7cdpa6T8zWyoDCv2lFEfcPnevyB8/4T7+kV+tF/gEA8ok4/cXV6e/fKf/ZokhKiNctYtb90i/8xMmydC1H4sdlubfoLiJBvEJRB8UEk2u1nyMAFsQdMhFcifHO4khKVsRYzkYuuFPmbiSTTS0U+TSwnecuVfUkEZxq4cNNPEAEYTIC71G4uonwWSgLsxUicoXz9U4RIGIbc5JqWbrJMDgrW8FMRkSEnfP5ggMCxGxaMVvji6Ks2a06iyRUE8bVpOyCKwRDZAEhOGhWX1rDZGKWWADNh87XT9qToWggJmGX++y2mzcxPYQt0jU2CeVjnVxvlgcbGhoaGhoaGhoaGhoaGhoaGhoaGhoaGhoaGhoaGhoaGhoaGg5pyicafoIwT6fUFb29fDf52i9E5dT7nSVhZEiOCyWso0WbNgEQgxMiofqCkRncIumSZqjbinkIGUi8/IDAbLNjVf69JBBHi8trIxlMC/ZsviGyTg3iKBSUbZiDgQSQRUrWdyMrlaWleycJ4BqlgyMwoZJDW3bulWTM0jAAYJrJly8LJgILEdXrfc/iKk2P5QdsQJMI/w1DiBOxTOzqqx0smRbHKcUG4uBripsgRD0b96IoFcNEC7a+R0Qr1gysaUulu12/qxvUkaRv2m2JhbhGgOYuUfvR1srbi8kV1Oq7/ACYx5JT//DJ3s9sFqO8+H6g5P+QB/7Lzvl/MFj9YHLrL6buZv1OekvJB1rJk63ooZj6XF4q6hodTik6IXaNpUtkyY9rjykDGjxlW6fErHA5Uq03DUg2uHtKklW2HXIFfH1FBrUiWe1yN6FKMq3eWkGEjWFrWISZqe4zJ0acwMaVsB5QU/UPAASJwRHEziRyaiOZYWNEMUwEEWi9+0QEbIAGoC6QAPXOGxQz94VSppQREYr6rGCIrJDlSqGwtvqIQKlQx1DKFAsJoc4pgkg6VtqGU8OxAKitdiBI25huJC3DqUB1QV1ElHJ31bT7knZFCWWNHQ0Joh7bHpkOS0rq35QH6N9kGmWZJTy9uulUX9rbGc2rYr+RnzlxNjH25mT8ws71O8WiQrH3t06tx12o3i4m35lcue1rW7sOxQ/K8YG0BXLHD79TXphquLrbkpxsb222VlITe9VXdl+/OL4+H7bCnb7MnCJKdRPNdv0wmzumEG+lrVgME3n1qfdJWe7kAfeJFvOpVhwzM6FU7TozLMtreTHfkgjxll1pSyIgDy20bHF8s9yry9kSHe9vPJN0z3vnRreeDcYcsvnghx975le+9Pu/Nt55pS6m+6GN6FyLmPp/fWv86VtBt4SK3lOxXZN+j8/9J73nfzXsbADAPhrZk5GsGQjihHXqsy+FBWvMKpk+cwT1xEbhUNwMn3XrlMSbzAlJy6uT/W+GJQckoWSVoi6RgWkTG+xf9EFTHooMDzqUWBCRVzXinddp4C4SYWtmspyqYFIC8rmsSYQohtiZfKgqsSCfaPD5kAhsZyNCVVRKnwGVEyJECYlFdVDvwazTSSBtErAK6gARQKAIqkDQUysi6lZK9IACRgFoUPHAMFmeSRUqEStAGjJco1jQFrKz81EhcqqTQKS0hVNhc3CNhKDwWSgyNdK2FDExQUFChcs0lF+TjrR7EqUslgCYiMtMizmRdxBsh0yLyIIFCgLDF9rkwgU0iXAR51q9v/fuD/ai5NL+7ucuv/Ynr710LQuXV797/djPnnm4F8VTV17Yu/P1G5e/cPViFnLQ+WD7gXf3TvVNYiGFurd3jv/Z7stfn16dj9yg7nuSxza53+OUITmK7WLlD6dfmR/DCfHjq+dOtDe6UTs1Ue5Kr/7S+MaRyJSigfRSigSi0JIcKwO46XaPlPt2jEmNiVhApMpCngCv0U5+NGdvxKZtJJkJ/GvEapic4np+tLVbM92BaUdkKjE2q0KgXIudMmxrlfYeitqn0/7jyd4Li8W008EDZ5/6t44/8pHBl39zQSKUnoUDtSR+sJ3+9Mr40wusnRSAdHjwnrj9Xhl9MTyEkoGhiGDAMZOQPR3nL+S6d7RhIgtpE0egiEgVnrhDdCfcSTdt4gTSIjIcTzHd8vnlQJsoKSQitgdTo56SVRq9HkqE7ZgiA2vuOpN00vlESETGVGrb1d8q1U/iko70fpjBZqabXimnAKiK+o8eU8CVQmYlkqkAwCaUCMWQGIigUnVnAhQ2wrz+XwyKAQtYgAACtaAW8+o/FDMMkWCmPu9AEWlER6XOCDPFcMJsAleB6rf8XGTMlZVGNX9LgCaMuURIQmylUmOvFD8ZrInMJ0ISoljIVLr+gIKUJTVlfrQnLYbSjkQp25hnE56KtMPziVBi4pjIVl0QIkBicEyufqDZ0CTCRbw83vvMay/94mPv+LmzD7//+OkPnXjgt773rc+8/up85M3x8NZ0dLzdPdnpn+2tnF9ZX0nS3335u/O3niW2JCnZtkSWZM22Eja3bowulvtHIh8yJzalv8KdDiURmULdSKY9Snb1aDI+2zl+srO5Evc6NhVir+NxOZ3PlwlFERlDhsGAQuHJWzKGJH9j17saGFRfHgCzU7YiTEebxYi5MpwhIq8ghVdqGebiaDOSchyRsWwIcEoADIkN+VRUROm2TTZtvKHL/Hs3T7+9u35uuHPp1uVvLQjzE+cLz16lZ+OTrTFqE2Fx2/upckLRuvSejkZfXChDU52mQHrCfXJH7acwW/dikABKZLVKioEZMKqGQMQGUJIUtk/55bkDAlActN0gA4nItGfZ6yhcuT8QhIlVPVNkMBdKdLg8N1sgrATSAsuKNEsZoIM/FSJEfPSDIp7FzMJw8CvzVEkVmAVVv8whcXA+OPHK0kEBA0ggEc6SGVMVRgRlosCC3UwCfpYFZz/D3e8PqQ5VBTOgNEuilcbeXORspXV22iATWqOdGcVg5ukBEFNwwUoOHF5YwEzqUecKTAYkODDDAfSuWndDHY37xBL+yfPf+Eef/5N/8dLzXvXnH3z01z7wsx87eXY+7JXx/h98/ztfuXbpymifQQ/2Vz925uH3bZ6cj3xxcv3V6e3bbrxbTqe+AChhs2oCrkAevvIsKODGmu/44avltfksCKAfd1KJLRsF9ovx66Mbr+1emQ/LtHDqnToP7+B9JXZfdf3fyKQsS18FzH5yt518I6PSlQcN4GHbyBRoSJy6e4+ggEKLmvkaoog5NnYFoGx0MRhzSKu3DcWFb//LbG9RZPbqyN0ufO6hSvGi1fG957Jy38MpJ0iO1Ub6sdNcUao6hQc8wu2NU610kA8vc12zpChH6ieqJYhAhoK2JADKifpctcTM86TKGsGn2fmZOvZh7rqPgUH1VoPrx9Xi3eG5HETONfFHfnJwrHDjrQfLjFpFvPE17sUfuFLowZcPvTQODnXv3a1448TH7KcHr3PvUUJXSQ9CqmNW5+wRWFD0isNXPjiju94jR9CDPxVQVa/BSXs+HLYCWqm7Oc2CysM4ePjo7oVs5kUX04wIl/Ps1QtfvPH6O1a3nto8drzT9TUL6d/Zv33nheceXr36yOrGetrOvbs+DpibX3TD8Z0XHsu2z6SrHYkBXJjufGMaWOX4XnmJiU+YNetNrsXl8vbXipfmwwDsZ6NROXXqC1/enN75/s6FW8X8wARTLXb9sMttowzAwedajv10Phtl3g2LnIgsKwDntVSfu9LNtU038zIR1shaIgBONVfdL8r51cTdctSWNEVERF59oeXE5UNXN9jyqiWg491vT+4sEd0uy2znyrde+Pw/XRw2fXE/f3kkXdGpD64AHbLzlXzySmkHDA+2tX3p8lphT8aUEIOg6ofe3wk1tA5upNJWNQBBS2gZbuwATC+7dJu5RSxQh6AjDwAtkO2pJAqeTTb6Muw+oeNMOwmsEGFmg1QU8zlGVb1XplnTDYWqOqfzd7t6uFKZSQl60NR6N39IqId6KN9t670LzYsCcKUaS86BZ44WlYx9ILKEFqDyYERYAjkQXGTPFTFUQFAo1CmCl10BrzNBeMZBbps32wVUUahanXVjqmPmAZ1V9eoLL0KgmVOFlqqhBcLK2EWdgmaZU0vvJ4Gs5Qqtrop3gFNX6mTo8qDbSQEtoRbqoAR49Y0N0zKaRHhfTJz7/I3Ln78RnKW6y+VsfPnKq89eeXVx2C2ffW702pfHl1Iyuz70JAEAdnT8+fz5tLAWsqeLbINeG10dFZPYRKNycm1au+Xfw99ye1PNEooY7OBHfjoJbUx0qrezael9ai2DFDouir3QDqBc9eIkH5auZ40Qlap7eXkjJHC876dX8lt907FknLqJz3fK/bqNo6rleP/VZO/521c+412gP3EvF77zx/nwqi5zmnEvZLvPXpeB1VKnr4QXJivGn3dXf3cYbfTJ0uil2n1P7rLLVqYxJ5orHLJXp/MLhBXlbU+VWzFDM5R3tGbPE8od3X+57BJJC+VIsxvhA6rH9IZng9gzG7gck5rdN1qUfmfIIEQG6nVa6J3AjllVlKUnEM/qAtQ5LUMC0KoochCp6IHjnUMeamfVwxegg/lAVfgcYa1175FnakF6sA+lyAOrjgBKYA+wgAIE5NCbgSgAmnkYIrAKoEChfj/gTQYApddqGlMVIKhq8KFU6NSRkCrPlkZzr+Ng7wN+UhIRKYhJVTX3LpTe1Ksfl9U2GSXAablfBHeNloWfjhwRjCX1mI7d7vXwPeRzdVOQzGa/faFZ/c7nhopm5rhhEXzgPjE/wjsCATS3ghgKIyIsDfvhkX5ijUGjP6xpPg/gFm3/Smx6fOG/W1RoQZb4hMhANNPiu0s8JbhPbMmP1e0vOn1imA22Ayp2tFhoHUAC0yWJqBxqWV+SAYAig8TCeR3n4SnHKozATABVA8S6sFmkzAZvweHg3chqcZSgLjxmvSeUZstZYZe/e4iBNkDAXmh18BAGWYYFPDTToyt590IHC4rV6HDBqTNRRKhu4pBf0r2RbJmEqumU2jACCVPEADRzWv8mmUkiYqkcTBfeGAROiC28g58sXWRvaGhoaGhoaGhoaGhoaGhoaGhoaGhoaGhoaGhoaGhoaGhomnXBGAAAIABJREFUaGhoaACA+7IhqDbc/QDaDPQjUXIgQytPpcuiAOCRjw6WhcxYe4o7Z+7rXFjIJMRm+fUkIelEHC0XxCfL3BKKl78BajH1hNrLIglkmCOmmkL+N8QSMfHSO4QIIrMtpssiiWUm8rYkUoijSvNzSSQTGaqExt40mGY6q0s43Im6PBRERMaQLK9nI4ZNILWKTIdxkBZMH5wsi2xo3Cfuh4hlvpD8xxCBaVM/5nZVjRyMYaKeSXum1ZKIiQpfu7E6NrKaxv0kalljmQtfW/KwsULHNmhtQJ2UAMoWFRFAuB/bDSMD5pbXLCj1cS80a2qXXH8xrZW1s85552oLLp/81VPnP3V85dH27sVRsbvodf/u//buj/+988//+dX964sEOboP8If/87XH/mYnXsWVryyqYkxXpLdt2ysm7gqAsr66WbpRcqwXr7ZMJwIhWFtdwV0jazF3LLUMWdL6/fS8YWUzkjXLHaGYdRjeyk9Mpm1Ny3IsEgkJ+1AdIQAiiiSyYg0bIQHB1+zQNwZxQjYiG5EIQanujhMjNrXWWhMZMaJe67wvOBbTiaRlJTFkWJ0GzSIIiEVSkUg4YhamxWUR9wMRjGEREiFmIkbtA0SAYTJMcqB3Wl+OInFiOj3b7pi0Rcb6rOYeJiRdtFeQdhG3QYKiLpARryPdQryKqAcF3KIioIYmES7j3z7/+LtOnj43WOtG0a3xaEFGfM+pd7/ngfcYkuvDG3UxhxwzD/RldehrnQ0O2cDJs3hsG6cBGiGgF1PRodXj9sE1ObbCW11eKVFmGrj3T6ZrG0mva9OWxIlEidjMl/P+D4Z5u5t2YhsbscJWOGLOXCAZ9to4uUXdNqUxJRGlCazQsOaps2Y9tptGusIpc0Qwzh9VWL2XNNp4/MFPPvnQL7z8+rMLwjr9k+cf++lT597b7W9dq5cbffyXT/bOtpKBjXvRjef2FrhPvO8/OHXuPWtbD/Y+/38v0mw7/cHo9DPpyjk7OB057258s6bzYai3ZeOe2BaLJYlYFeUk1IISpdtd000kMWyZI+Od89OQDULEshpxaijmmXkQQYORPTGbEbeFYiZDZAiqGlIkkZYxqWXLZJiqoYxCQ7kwMpERw8SVV0VdLmRGFJMxECEWIiaRcIkgC9vEihEWJqHqsN4FqtrJsGlHnAhbIalOnIJVerFwImKYhFkIQkxE5V+uR2sMCVeC40RElW5dOBeaytEJswLbalAYiuQ4sZ2uSVtsIzaWhNU5DanqxB20B4hbMAmMhbEopmGBgmiAZB22B9OCxGBBtqRu9iedJhEuYjWKP3zu4bOD1VP9wfFefzVt3RmPhzUWS49sPfqhhz741Mmn1lprr958pagXOnl/7+MfWvvEE713n2+9Xb1eL16vi3wYT78LHz5PTz1C73iAHr2F67sIGDHE1DlpHhrwZpdXUupGHOc63fNHI3uSbCWDtsQRW8ty8FBj7I8I8qMf214SRwftSPXYAzotj7Y4awMadCmOYAVGIEIA8gJz5hMgMnG0baQr3GKOGAJ454ZaY65qpfvo2Y89fu6Tsel9+5XfCcYAsFH3gYee2Trx5GD1TJGPL1/8arB+WLp8+iNrra2YLRGhnJR7L9VKaW882Hrw3WsrJ1KQ//6f1Wpzpxt87B1Ja5XjAacDc/Xb0+mtQDtrEk5XTJSyRMSGiAlANgwMojgx0VpLUkNWKokX9VruB6R/uC3csWS5mvirKtv9OKCcIquWu4KISYgqZWevfs6NiJikZdkypDogqgm9eY0VYbFsheXgtqBK09LNVcsbS8ZWetygmdYpASjn2m4xYqyp5kWJiTBTyvZuLrlGIqlhK7P3WXnZFv5IHXo1HLTMsxcnVG/V6XJpiDqYIMI8O1xl4ksEBJQHmCrrCdAsDtWpz0USs+10JU64GjIzkZJ3bn5QyIL2AFELNoYYEEM9igLl3KCQDNJNmC5MC2JBAnXIatxOGiqWT8f/JHM7zy7t7jivg6T10OrGM6fO/uyDj3RtFAx+4crzr9x6ZaOz/qm3f/KX3vdLqamdm1fVFbv5UOttH1n75K+c+vsPRU/WRZ7DY9t0+gTOncUTb8N713EsGLbKW11ebXMv5W7KbYMqzRzFMFfJzxAbYssSscQSGQr3h4gOn2gyTJGR+bUWV6mK6GwpyBq0Euq1A4siTDFRRBQRWSZLZFHzuhWnt991cutdp7be/eXvLhIRXVl/oNs/Fic9V2bj0S3vwv0Pt+/3L03KiWOheGD7Z9vBsIrvPHv19oVxlMg7PnF8QdjeFbd/xeVjJaL+SXP6/eFP3JczaXOAmEkM2ZhNGlo3IqhXVI0mEwmJFZLQQ0o0W4KqMgxXZuihY1bXmGZDk0psheaXKmcBVbqaHXWWEY8GzsY3VUj1v1lGnINm/x0ckGoWCw8SVfXNzLqBw5do9v/V3VmFzZ04zbL5LFlV75gJJnjM+4SOnurBVQi+z3t+eHjx56NYSITFEFedUjrU8z6CWIiFGPCBVxUwE3o7AkcgA7YgmWn6AEuXIH7SaRLhEr504dVvXH39yv5u7sq1tPXYxtb51fVg5OvDy3/4zT/87IufG+fjn33kZz726MeCYQBeGH3jq3f+9PXpK1M37pu1NbtVF5lh4uEVfoLht/SLX8O/DoZFlAiEIKo+1+nQ7+z4gIr3sMzGLit8WapzUK/eQ1Fp/b6RaelK76vu88G/BR937A11kmnh4A5kiplhQglOD5pEgFShcN5ntZqbwMbqI5srjz33/d96+fIf18UASJKeiC2L6e0bL1++8PUFkdef253cyF2hYjlZjUy/Ng1//093v/XHV6fDcuNc+53/Tu2ns/+yv/rcdHjF5UNvEtp8PA6G+RJl5n2p1QUFgRhBWwktvJZeS6/uwHshfNUBp3CVy0Eleg0gZIMAaKE6kw2bRWr1No7ggUojWwFVnYUHRteqs9W7Kgp6ED430vJ+dpxDCEBooU693l0UPPzn4MhNcfjmcHjweWXw6qRnt/fhr/6ltP1mpzt/ouFjvvGHWhN2mFH1wFHCOT9nRgjctVLSA+ltXyIPTmoQDofgqtASbgq/cOW+oZkaXcJekV/du3N7MhoV+X6R3RgNX7hx9XbNavZevn/x5sXLu5eH2XBvuve9G98Lhk10+PL0Oy/tP//tvS/9zvX/48XsuWAYgB3cGmHvCi48hz//fSwYGFHKbQUyndzx166Ur+z6gD29g5a+FDIKdeoLdZkrd4vRyB2dfHOqBBhmHOjjl96PsnIyNzVaOqinyIKJvIfzyAu9s49R4BFV4U5ltaeaOz/Ki5s+tJAJoNc6c+b4+27vvvbHX/qvggGHxOlK2hpMx7tXLn396qWvLYjMxkVnO4l7RhXZTnH1K3d8yNK9Yjyannxspb8d71yePP9s7QJLNnHdLZMMRAyNb7oX/zDUMikUMNFsOF3lxcmO8/OLlF7JcOXpqh5a+HKUl7uhm80rxQwhgKBQ53Xi/H5o8suDWjIbLDpooX631P3AAIGqHZbVkNArnPrcBZffiO8Oi6qMVPpyfmoUCpbqeLNQ77XI4eYPqThcGpwlV69FVgQStipVnrezq6laODcqglnzcJYXlfGG6sQtVFBdBt0d/xGqdOvh5tVBFZitJlSRCoW6cE+F45jFAFCvvizddFIOQ1sBFFELbECA93AFJvuYhlbYiWC74Gg2feomGF1uNsssoaa/2RCiJWYcVMT/MSCidpu6Dm7ob/mF8yCWpGdSy+JVR246cuG+IhO1rHRia5id10lR7mZ5XX+618agR2kMrxhNcPl6OI4pjewmc6Ka5+UtFzCxvTfY+vrx4iHGtju97SIfjfavLotF60F7/ueOd06kt7699/w/XeIl8sTfWP25//SJV792+zf+wbcXhK08zm/7VG/1vL34hclX/3GNUQYh7kp71UhEUIx3y1HNflQSsust24lJ2GVldm3opzWRqcggqkoINPfuZqZF+HPnFeG1iCKCQkfOXc6D/gYgkpbhiCszBF84NyoDqQggIsNGWAikqk5dUTMjTdV+mQN57tIhq+l8EJONrRipEkeZl0UWPiZHwm3LlkGkzpd7meahvA4Y5kS42nbsFeOy/EtulqHK3lhmKc57lK5mkEkEczcPq1PUfTpRbNodNgYKX+TF/q4Gt98Qkg7SLsTCe2QjjOoWrwnRGtJ1SApfIruFyZI7vaGhYSH3dIGXE5wRnYd+pBPydk0658NzmPMcfzJgmDxPepxWH19+8mzIpCzRkutJTJwYadvwItm9CFEqlAqWRVLC3BfqLXuTNKsjZLv8M2Li+6wjZIYYyNIXJ2JhMbL0xImJY+H4Pk78YIV72aX8ASACM/GylwZVG2xo+ZtkZmOJl1wgIpgINgUvqzYkgenAroCXlhs2NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NPxksWwjVwNgY47aLJagAZnEHx+qOtr72R5O91c3Q7NqqPs65o8WY62x0RsEAOZjWtxej1QRKOB7I5un09HufdXJvOdvrr3+vVqptntJtyhZpXJyP7cQM0cALZYDIYKJWAwTLT8mHe/yRltHBeaL3o5EGkPWEtVpaB7GEVlDIlQVRiwJFaKq5mBRJBmimCkiwhIlFOpCVolbdB+y7W8+zFQply4+cWJwDLYggxoZwYPIGLxC1GYQsLhiyBJtC28wlFAv3Q6AGKZPps8k8AGRvoY30CTCJbRXTXfdpB2JWmxjVq+uvhltDR5YP/m0KhfTnbqYH5SEex1ZdSh9vVYggzqU9rjV4SQmq0BZ8+QJ0ZptrdpWzyQJGwctaxrRlpGNNO5Ftm0lEi59rUij5Wg1Xu9EXUtR7vOQcsgPEWIerKyurK33BytJ2sqyzAcKtiERP/LRY8efWOkfb5NgdHNR2/A//P4vPPX+Y5/9Fy8viKn4L/7Z+9/2odU/+3+uLA7rnubNJ6R/XJJVKqYo66ubmdtRvGXMijFdkPE+nGWJqdWP0raJU7GxMJOrKVMDwKcH5vFjcnqVt7q6N0GdowURd7rS7UmrRXEMIi1qqgOFOUk5smQsjIA4VCQPAEQs0hZpMcdEMaA6X3dfRaZMHeFUKCZEDAA1Dxqvwh4nWQV3wR3S/SVp5k2EiGIrkYgRNsIsXGeSwRamC5OSJMQJsSVfhLsBFIO3WVaZe0wt0hKouzcN+EErx4VWmPqMTDGuKco0SI5JvMHRgEyb1WnNfdQwo0mEi7Ap9zZslLBYrhT0xVKRqa/pVh9/6K/11h9K26uT0e0yX+SrsNV7z9mNj1jp708vLAhbM6eeXP3g6c5jJ1oPw/NuGRBOAzDgTo/bCduIoohMRFah+ZwTE4NOJYNV22pzFLOJ2cRsvfp8rm1KhLfbadua2EgsXKlv597Pm28Iyen+ufXWRjfqd6JOatLC5QsExwG0+NQx+95SfaFLzDdiO3jbQ3/j6Ud//sWLf1YXM1hZHaystlqdOEmNtc6Vk3Egz2w+0j3++GprNY5bYhPj1Y9v1apOvfevn37m4+ckom98dkkp8jM/f+zpj26D3Lc/V6vNDWDtEe6ekLhLUZuZMb6pwV4NkcTxMWNWRFIiy2wBBHNh0jJJ21grYlgMsbACZaiuHIA8tM5bPVpvUysCk78YvuyUJNLtchyTjUgMWNS5gEI2EccxWQsjs3o6pkohbP6QIm3mmMgwWyImEsAHcqFQZREFSzCzASRyDYz2BOYYcZe4RZRQJZrqd+fCfjhERqwwMwkTz5RwyM2fOMF0wDGxBRuwARjE8CGNIF5n6RO1ieJKf5f8nXBnko4LHxPqMqUES0TQa+FPPFrneINtlyQiMgRGEZKDbzhkednsTzJxm40lNiSGxJKJ2MYc17ibiu1GySDtbHXXznZXTwdjDjmz8czJtfc9efo/PN7/wKKw7uOr8YnN9IHT7SeeWP1Ayv35GEOSUlzlv4gkIhOTaXEicx9uT6KuRCmbhCVhk7BN2fRMInQ0smtNYiQ2kkhVuMxtKz0bqONtmU7btlPT7seDQbK60draaG2Z+jreFp86m3z04dannmr9R3UxFbHt/9Tjn/zwT/2dcyeeqYuxUdTudKM4ieLYRpExNorDytcmERYylqO2aa3F62d7tlPbC/zMb7/gvX78Fx9/8gO1QqMVX/70FV/qx37l7EPv6i4IIxAzTEpRlzpb3D8dvoWIE5YWSzL74lSkQxS47DPrEKnuTDaW4lSC+qWIBYmFYRKmTsxbXVoLXyKOK88kQyIQIWM4CunLU+W0S8Q0k4oWIRN4k0RCZA7/ZDZEliigZlBFQYjkQD3cEJLAVaIEZEEWsCALisFd0FtSNi5V/mPiA7FvIhJmnnt82FRnBBKQAQRswBHNBQIMSoCIYIgMyBK1iFqhz5FAHZ5dP0sUEdoMG4hkC9sjiYkjoojYQqLgTdRwlyYRLqPSm68cyATEkHqTcYWKTdLudqd/khbKPxhJe+npk6vPnD/28QVhluNUOm3pr8XHT7QeXrMn52MIOJDYJQYL2EAMxMw9dkLMlZk8Mc/aJ7YkZk52o+o9MsBVA8ZkmBMj8+L9ByKTKiSJSVPbGiSrHVObFVbNgwPz0In4Q0u1rh49++Hzpz/Yaa393rP/dV1MnKQ2io2xXC1WQd38CAYAML4zzaelKzyITCxxx3Q3a+1BPvMbL33ts5fWj3U+9XfeURdT8Z3P33ztu3trx1uf+NvnFoTlY19mCoVY2A6lq3W3EB2sqFU5o/qm9kYimsl+siERlmAiJIJXeFWnYEJsqVNz4pVLE80cFqiShJmPqu4WourZmH3DB+Kfb4wkooPfqL6pUaI5NEkgmq1gV6PHeWj2RQQwICD7lk1s0d03X53Y7KzmAvlAI/uetzr76xFmhhYgrp43kCDUVQBkdr7V74BqDgiQJTZE9p730LCMJhEuoph47w7U9Q9+GFRfBOCK/fHeNVdMxcQ27i6+/W7uvlD6aTvZikxvQdjt6dXMTQAQ2Ply7AJzQE59CefhK0l6D3XwCj+/+DfyxdQXpbpSfSX3X33NT3ju52XuXOnV3eMKEIycuNGdye1JOcl8VvqSQExiJexUBcBQYql9OfvzL45+rS4GQBINTm69zZrk//3X/+3F61+pC+NK54oAqHMuy7LxeBSM3L+W7V+b5uOyWksTwzZd1Hz+zv/6teuX9t/2vuM/9dFFTkzf++L+n/7z14Z38sefWQ+28BWjm5rvo5ioerDAxOFukvpMtVB1s64IAUBwUa3IvHPe+wN3iOpjCb6Dwuk4R+4wLTQv4Xxdy6hlAe/Ve3VOvVdVnbMDBKDeH5g/3H0mgu4Kqh7VP6jec7uFeiplFQjMnjSFhgORQ8tKCX7mmAF9i5z2FPcsB6rqwVsO+BHeaz48C5q5RhxFoaVqCXVanQt8zelUJ+sA1SpGc8VRI9EDqHq7UAct4bKai9lwwFvUlforinqwIRMxAerhSi0yHe+6uv0yZenS7hqLHd5+defaIqXmW6Pns3yyM3zpz77/jxbcpCO3z8pEvFfc/OrNT1/Kvjsfo0ABZ8lg1ia4XMuhTqd6dA2sVO/VC7MCpfpc3dS7O+V4Mudy7VRVVZgBeEWpmjm/lxfTUMs4cRPnHIi8usxNh/netdFlX7MnIvPZfnnxufH/fNB4h2nFa0aiL37z11+98oUFYara7nSZRb3m2XRv987uTsC4GIAvtMiLVi9mIVdoPip3Lo0mO7VrmZdf3k/a8ug7t7Np+ZXPXKoLA3D90mjjRPrAE4PRcPrSV8My4m4CiWETIoZ3mO7o3oXg6o4HhNkSSLX0PivLPRfq/XgPFprpSat6r2Wh02FIU1oBUm7HsEJe9c7Ev3gdWejT8UpRNBu/Oadl4Yf74b2jRFQph1apy3vN8mBkNX8KEFGVCwvnxoGPXvXAJZGqZw25+qELrBEqOCGKASEotIDbwZwF9Q8HnW2irga4qlDVonTl3Imrgg1IDpwvFL5EOdS5JxJQkIDSAy/JEn6s/lpINl9BKaHDMAQFpqpXS90JP0TSJo6JCOrgJjq57IPLkw2HNIlwEaooM61md3ypZa7j3XIasrCpKLM7+zvXsuH16xe+7N2SW29n/P3Xd/58cVfNaXY9e/XF/S+/sPeFW/VG9g5+oplTV8JPNd/TyUjDrz7VcuiywruJL0Yuv1OOhzUbW6bOTwrnVDPnJqW7k+X7RTi3efWjcrib7exn+3emO1fHl139SZXYG/lFeaUiK/av3np+ki3ZfOuc86rMlOfZ7p2d2zevLyifyHbL8d6UiMqp27s6vvrtJVssvvn5KyaifFJ+6wuLfC2m+/729WFnJb5xcfzS12r8NBTTPfUeBBRjvfOaz+6E36fqVH0JqPfTstwtixvhHoOiPOiNea9F7se7RcAPqGJSAB7WYJy7Czt6uWYbl/fqHDGpd1oUbn9fQ8Z4VSSgVXaD8z7PNQ/fRYe3t6pTzZ0bhXeNKlAqqgoLp1qo7rvwrlGFTgFLxNASOkR5See2hf2wOBj7kUK9aul8PmdMVqGusp0mePgSbqyuxphEc1SLoyhJJ+quetTs8NQMnABMmKre9v57NaftoR4cERR+gulV3+yUaXhzYEMmDq11N/wYwKGlrB9PJF5uHQDg/hd2iCm8R2aetpl3cg9QszQYDCMJ+s3Pc39LVQyqtoEsjRVwF6GtY28F1VLnsiiAwBazitBlkZQSde/DlyUmWmUaLD0iKIJ0mz0yDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ1HaMonfhKp5LGWbqkmQO7b0eJHCEcUDYxpM9EiZwkynJ7oJ1tdsuxGtUKjAN75yYevvHBftWknz3f3bi861CEPf6B96+JiZwEAICJjImYDYEEpSBVphY0wsMz+AYAIbATiJZ4SAImItcS85KDCFDFZqQoZFwRW4kQz4Z8FcQAJSSISCwS62CWDU4o2yPQBD11+Vd9UiGAI5mCLZ/37FEZsEBvwMisPBgxgZoXwCyALewzRCVACX1Oqc4ik3NqM477J996q+pK/sjSJcDkx8ZZpbZpOlyMHny/0vDGUbJlHNu2DY7/vamXkASCSjTTayEPl0odYSY71z7WjXlZOF7hPbLbw8AZtd6kbU1mGq6UrYuKtKFkxUVdsSwwDWZ37BPGa2B6bNkuLBUBR/4zGdqPXOhOZQV7uvbm+OK14y5pW4Wr9GkybW9uR7RjTEonZl1qXC9ffdWZwfqu13Y+6KUcmuxXWoAHw93/jb/3M337X8198de9avU8EAOC3nvuPTz3U/+zvv7I47FP/2elf+m8e2zybfP3Ttxe3dJ3OSre72mp1oygBuCzDt5AwrXSSXhq3kii1xgjnZf1l763g2AmsbaC/giTFeBz2bSKy7bZtd2yrLUnMxqp3GiyTj5hTQ1bIMlmBEFxYJ9oKx0assBEyzEwhHRYAAFs2HSOpcMRsmYR8nZ8Gp5ye5GSTohWSlpb7b5G0DAAQIyEkjIhgCfZA8WUOw+hElEYUG4oERpDXPJYGldQ4hCAEproHiCzis4i3yW6QWSFluPo623Q9Wn940D/Z6Wy2yGJSLzHfgCYRLuWk6TzdOXE+XT8VD07G/TXTKly558N3VYvXH04/cDJ5cis6b9TeKF8KhgE4tfbhM5sf2Og/Fpne7ri2GX38+HvPbDy61T/TT9en2Xhahoty33+WTq3QRodWWhikJER3QvX0lvhE3OpLlIikbCJmS8KEiT/6iMbE2xJ32LRYYhJLZImpJmtaGWytvrPXfqCdbFppTbLrIdeAu8TcP5k+yd5OdVEngMk8dPoj73j0Uw+f+ciLFz8bLMQmodZ2ZLtiEmYzG5yUw8Crdx/ZHDy8HfVSMlWrLMU0d8Pw5/iRX3nnmSePnXxk82t/9Hw+XNTI/tzfeuKp956wMb762Vq5AwBn3tF++mMbZ57q9TbMN/5VrU9FFKXd7mqStK2NjImttd77YC4ctJJ2EsXWWMNG2IoI0yQPvdV2F8dPoNtD2kacwFqwYBgYTdh227RaJo7ZGDKGWYjJZXOvzsSpgREyTEzgmRYN5jKxMMVGDJNU6twH8xDzQn1EZDqGYyZLLNUvkBYaHBdStMHJJkwPpkUkUI9yiY3JmwUhJsSESt5UCAyQInQXtSOKLKzAEISJGd7PXyIwYAGhmZToYb1lKGnaTUSbJCuQNsiCmPKLgTAAti2r5/rtzTRdjWwiUOxeqO32NaBJhItZ4/inuqeOR9112+qbpCtxwiZTd6kIz0o8kn5oO3p4O3p4xZy8OH3upns5GJbY7XPbHx20H+i1TqXRyqXbn68zaXv42LtWO9u9dHXQWjfGXt+7OC9d1o/wwBoNUurGaEeUWkotSOn2nD7FirErJkrYWBaDqmECQGPv/Bv78+ti+2KrFGioEgQmBSahAUI3PT3onGsn22m8LpJm+X5W1vZULbWeWPno+f4zZzvven7v2bowAOdOfujhMz/94Km/Bui3Xvy94CWKBhL3jUmFDIOgHr7Qcj8Q2T+/mW502RoiwKsvncvK7Ga4Y3HisY2z7zjeHqRpJ3nuX70YjKlYP5Y+/f5TW6f7r33v5uuv1M5VKZUPvnNl62y6djItS/fSl8LaLlHUarW61sbGRCKmkvOaTkfzc6T9dpxYa4UNc6WhDlBeOjc/3lrfRLePKIExs+J377C/d2SyjkRsq22imIyZlckToOqy6ZGZTzJMkakuOHgmPk2AFkduIlhmKywzn4bDQMyr4HLEkgpbJkPEBAI8vPM6P7gn4WSbTI9MhygCKXym+fWjYT8UmJHQbPjGVRYkQJEfndBkQiuiSGAYldA9lBSYzvVUDvNpNc9aJUKloFZOdAxmQNKBJCCB5sivIRjZP93pbLeSvrWpBZAPi93XaoRtGgA0otuL2bbdgUnabCOSakgEYOrCaxJb5tGsfhYlAAAgAElEQVQNe27NnFm3D4zd7YvFt4JhALrJdhqtd5Ljq52HVzoPMaV1kdNiJGzbcX+1c+zU6qMbnYD7xLDAzSEmBUoPYXRirHXoxAD9OeHrw5aIMBPSZ5ChmSX4XCSYUDnJCFhAtkZQQ9UzGSOtJFrrpifSZGM+5pBjyaOr8anjrcfuTBc1Xt3WiRObT64OHgD0+Vf+yNV4bPNBoiYGAVCgxhd4Ji7ufKX8TExiam/+r/zL71596ZaJ5ZH3nznzjkVOTH/6By99/1vXt092f+HvPr0g7OW/mHzlD67fen062Iw+8O8d23ooLEruXOG9U1UiEhFjrLWRMUeDiaBeFUoEquxBhK3h2IT6tSKAwnu4SpJdD+6CoxDzLFNWmU8VdDDae0PcwailSpZVjqOaYwKHCZAPAjEfWjlezCIOfnPBHDKbmdUK3ae0zZsCHYzacHhmCF5NOjhLqnw5cJAOF3J4YUM3JhmQBUUgc/AuNDxwlIjjjjUJs2VAfeGne41F/RKaRLiIXTeZuGLki5Erdsvp9WL0arbzah4e7qyY413Z6JnNobv5lf3fGfpagcppvg9oHA266Ym90etl/TLhhesv7I5vlC43bDtJn0OKSU7xwlW9sKO3RrqfISuhHpHAzrWK+66ceFeoL7wv1TtVDy1U5yc8h94VVeJQ9Zh9FRq2sx/nN6b5LecmXkuA/NxE6714dYB++drvPnvzf1oQ1mmtp8kgy4df/e6vf/k7/2d94KxxUQ/16kstp0fHJRXT26Nymru89LnzpfOFKya1qybf/qNXP/frXx/vTvvr7ad+9nxdGIDv/MWNf/6/fG3nxvjRd25/5OfPLoj84u9d+cYf3RrtFpsPpE9/PNxXKIqsKLKyzL133us9TeMbUMU4K5xT53Xm+3CQuQJMJygKFDmKHEWGPEM2Qch6XtWrP/hyTr1zeeHnbK105sdSvSRQvQUfmA73qn5mU3HXq0E19EY9ZgdVrRbd1KuW4S4NKlcFKNTBO7i3rJXXmdvFwfcKVbjAmauq9/ecMOBVg1K9956iHvw1tLCg96xFqocWcCMEVLwBYmJbuSXD5T4fFruXmuHgEpqp0UXs+WLq8lJ112XXi9GLk1tfm1wd16zMt2htYLdH7vZf7P7mK/kiz4Tc7RR5KWwu3/ryn7/wDxdEjord3f3bLDzKdl+7+d3nr34xGJZ57AxReCocMof9DNdHeHUuXzuoV89EHiihufqpdztlNp2b7yygHkogBUrVDH6s/pYvgvtlvGaj6a4xsfPZ3ui1qztfWKAkvldee2X4pSvT79QFVHhHgL909evf/P5vL460bSEmdepzLYY+uxVM1nB5EXVSEtbC+WmR70+Hr9309duKrrx8s7fe3jizunNlb/Hs6Pefu9kZ2AcfX9/fzb70JzWLNsD+Dbd3a9zuRyvbye71vGalUIsiN8YSkap3rszz6XC4Mz84Kr0CKsJQeFXvdVqUd8bTQC7Mc1T+us4hzzEZ4fpVuLkTVwWIjcyGm875vMj398LZlWZuCVWWVuc1c/MLYIpDWU6CzlwRM+fn1wgBsOFqRFjlQjdxbhz8dBRkybRAFupR7un4EnyNTPWbjAJEM+/EKimWiklgXKYAE5mDEbZXlA77GeYnroHZDCsd/KICWWhaQ8EdmMqnWeH2Mf6eas3CX7qW2NRAkQ+LO68N915bsuerYdloveEHwVK7qLs33xIiRiwoFZP6HR6GKCG2xCV07F2wVZpFgtrMDHLQoQ85MN0DUwzA61vWPQcAYti+JCsWhHLipzcLX+fQBkg/7pxai1qxy4r9S7eKW0taz/7x1ns++cT+rfEXfnORo1bFx/7988byH/xfLywOO/lU/Paf3rj+2uhLv1O7jCpi0rRrTKTq9/d3/JxJVgURxYbTyBrhvCiHWenq9uiLQbuLOEaeY38XNUN2ImIbSRyDScuynARXhA9CY6ZIQARVzZzWdCmIIMSREBF51cL5smbXKBkybUOWoPC5dyNXZ/wJspwcRzQAWKfXNLscDvuhQARLiAAGnCKrdb4gQmyoZSEMpzqc1u4apYP9MlV6zTU44QmAEiQPwqwQFNMLWtR2utDainvH2sQ0ujVpsmBDw08EJAd2bg1vJdUC2P1xX3F0dwfXMgg/SmOF8JR1AL7vS3R/hyQLbi8LamhoaGhoaGhoaGhoaGhoaGhoaGhoaGhoaGhoaGhoaGhoaGhoqKWpI/yxhokjY4QFoMVeBNZQKxEiqhM1vhspFBsyQofFvnUwyJKxLKgqnhdCnDInGizx/f9LFEVp2rJRVOSLDmsi01nppJ2UmMqg3iYAgGI2q7EMYm4ZAFqn6Qwce3K9s54Ob7xp1Wkf+sj6hVfvaxf72hpN7u9lTSytfhy1jCr8AsVtgCxF67HtW06kUkmoDTVECXPCsExYJJ9ORGwMMdMyGxMSZisz2bbFNxwZmDYkBdESHW3bpu4mxV0U07CA+A8IExkWS0aIAdTIE1UQiWGxxAZY9AgRhMkSGRDPV4K+gVjQjdC2sIx84UfJSDrUXqOkS0V2X6d+7rF4NPTuLZMl/6tJkwh/BBiKNpOTW+nJtullbupqnnnDstrpt+M0jeLYWiIqayrA1gbm2Gay0rPtliSxlKWWNY3dSsorLekl3I45McSorW5qcdQ37RbHCduILIPCleoAAGM3eoMnk9YpkU5xH8KPEffdsorDlZWVzc2ttbW1bq8H1UlNfojb8ebJzXa/nbSSKImcd0UWkE2hRKLjHelF0jIcG4pFS6+hRqd/ov3L/+OnnviZhzob7Ve/fHlB/+OXfvXJ//23/921jeRzf3yhLqbiF3/5/D/+Jx+5emX43W8v0hnf2qRf/dXuxz8Rr63ixZf8fNX7IWJ5dbvbGSRJO4pTS4y8pnSUDCXHkmgQmZb8f+y9ebQdZ3nm+w7fUMMezz77DNLRLFm2JcsTNuBgjAkYcOIwBlgZVrphJZ3udVdu5tWd5K6+HVZup3NvJ+kkvW5mOkk3uTSkCdDQEIaFAdt4BGPLsy3Zsqz56Mx776r6vvf+UfvIsnbVPkqAhMT1W1rHkvWozqnaVfV+4/OQZdLk+764FiqkGqMlyD0/FYIHKFISMytFzERERFhe4UgrNhoVEzMyI1Lp3kQyEEyAjkGFwCEAQImvHiiLnW3YmMF4ApSFtVIT84uEkQLShrUiUsR5LfQlTgJsAtIBaUuskPXQealAqIgCIoOYX00udZkIGOoGA4VW5Re/bBcwEjS62JzCuIlhHW2MawvjmsfbL7Hvet/WW39w84Hrmnd87qJixV62VIXwouhgZ5ImLdo1Gdeu34TbrqBr99FVc7j9pBxPC23pAXY39m+p72oH3bbtNE1nMVlIi6rCRNyMbGCU1swKmYkEIC1q2s3NBLVYWUPWDJMDktSP1kKrcLLGoUGjUBMqRsXoBZIRpUHVUrElrZEZiZAUEgCkJebgjfY1NpwztsscJMmid6WWTozm0uYt+ybePBe+4rnVYqMcAGi12pPdyUajEUWxMcY5t7BQkDDAiqe3TkeNSFtNTAAAAmvLBZ+RmYm5aciey0xAQJS1bLSlvuuGLZe9bldrtt6ebQRNe+ie50ePltOaMDe/edcrbtgc1/Wd5Z4yAMDsX3/L1rfctv2Jx888/WTpxZmeple/2u7apffs0Vu28GOPpf2iFBEAiJqmNhHaSGurtGEics5nRbvadVObCcshoyJkhDz/YbUoyiNmtJRvykQCQEDE0bYCIrJSQ6tvxPwrAIxWOGRiozHPXkBCRMj7WwXeDAimDSoGFQJpIAYkcMW9PYy72JiGqIU6AlYw6EH6d3exQEDLWhMzIGFuEU4EmBU1FkgHrC2xRmJctxP3BebDyGQR9XquUm4xIwVb5QnzKgiWQREwIhNkHoqGK2odrHfQ1sBEqAwSQTKAtOSFtP8VtXf82LarXt2uNdSZU+lXP3u6WFcBAFUh3JDttP090bvfXnv790W3vit65xuC7/1k738WKnfhpa/nt+zjqy+jK/fT1W3oPCj3jsoY1Z7m/qaZqOlGrBuWQy/ZmcGFxqSI2AxrVmlFzMTr7W5IsvSCtqpi7LRNGKxXLR4aF6/2LnzqIo2NkA2DWn+J5Q5Qa8mFzcqYTcSBztvw60bIApL4Av9HrWfj+m4TTGvTQaSkfyJLS5uf2+Mbttav2RJfsyk+cN/p/1omm5mZrdfrcVwzxojI2upaYSGstWvNyaYJDDMDgMtcmqS95Qv7jqhJT4UUqjwQCGDojelW0tEej6Dfcc1c1AyVZVszK2dXzxwuTvl59umlTVvr+6+e3r2301sbPPRAaVf42UNr3Sl73SunXnXDzN985tDiQnGTf3FRNm+m7iRPTNDMjJqeoge/mRbZgkJQM1HdaKuUZiQkJu+lt1TQ8NJto2uKDCFT7l0iXrKlkYMyUkCoaT1cKC9uIsmFw4REtN69O3cHARQVwjzuCokQc/u0oVBGu7qkwTSAA2ADyIAE4iHrFYbuYq2LcQdtHXQAPoO09610ChlJ531bxNz6O/9BnfgLHjREYh0gKWR1rvwDgLjBhQEdyIhmGKWBfN6Zj5yOIggVWpVXQSAEEXAeRh5e1tDoUlgHE6IyQAzgcXVBkqI2wJZd5q0/vPWS/XUb8NJCdt9Xzjz6jeLAk4qcynR7Aw6oA98Tfs8V5orL9KVb1ZajSWns3DbctYV2bMNdu2jvZXQlSPG1VWgAUZEOOa7rZtNM1HRzVCYizjuB3L4DCfKQAR7Nf8ic9Acuy0QECFExGk3WEo1YWmQevEhukpy7ghCCIlQjyjwkAIe/yX+PNPzfF4JskAxzyKqGZADHta4adirW3abZfLr3TJkmDCNjjbVWMQNAmqarqwVRRABgA6uMIibMPSoFvPMFynOZAcNSAAClszann1p8+p4jy6dXXeajVrjn1duLdQAA8PEPPfyNe47VGvbd/+zA9j31McpPfOzp27/4wvRs9Ku//uoyjffw1a8OHn00PX3aG4NXXWVu+35bqEx6qXcCIkjImliTsWrYJx7lxQ8SX/xNkaboX15I8WUrujEKQSz8Tuu3GNAwUALLX02UZxsxEAPrccqLID+d4d2O63c7QmGmBAw1cN4pFM8n4kv+O6ywBTp48UnLvytQ8SehDCgNpIAV5G055yQrmTp/7Ztmtu+JjKGlhfSJh5f/x3/5+3Sh+0dJ1SPcgMfd44f6h+7q3fXXqx//d0u/+qXk9jIlAQcQEtAJOfbfsw9+zBd3d5ykFsO6bVkOCKjv1o6vHjlV5JcoIlab3LVYRJxI6rJe2h+dvXBOQkt5jczzdgaJLK9mF7TRvYBhVLmrIaCIOA+Jk+XBhYf0IEEeuzR0FxYHfuCzQXEisQmjzdp0EDlNziwvPOh96VBVW2+bCLavZqc/9tzPluX3GqPbExPWWGJKknRpcfH48WOuaMYsakZRLSImceIyl/SS5bPLo3OECMA1g4YBhl0iSb3vZW6p0EUcBr1+a6phI4MAyVr6+FcPl6WlnzzWWzi7svOSzuxcXTHf8cXSycKTxwdn51d37GrtP9A5cXy5bLJwfl5WVlwcU2gxCDEM8Y47k5EECBAvJlTKKMrHeL1kqV852xsdSiSNHClUCAAi4lPv+y5dLBjNQ0Mw7L0giIgHcCL9kQFPgHP9IVwvJOJ94ZRmPrKeVxURARHJnGRFA+wqBMp7OgA+A9eDZKGw7KKOMWyiCQEQkh4sn4T+txTMy0h8rseKKAJe/MBnIyUOkTUS58VcAEC8uMwXJScP18gMn6A8WiMrWEqGAIFCzcO0JgDIPKwko0tm2GDcRB0CKwSALIHVBTj7fMH1mZzRb3zrbLNjVpazpx9d+dSHj5w9VS2V2YCqEG7McTnxnD9yTI6Nl52F0w/L17/qP/8V/zfPyBNjlEvpfJqlie8vJGcOLT3++NI3CmWZeO8cE4tIJj512dqg30sLnrokFec8EebDKkniV9bc8sqFrxsB6GfC+XpAEedx4GS5J/2R8U4P4sEPVw2AZOAHPl3xvcK1o+LXiOpKhc6vLi8+3F8bd+5r6erx1YMPzP+3MSn2IlKLa8ycptnKyvLRo8+XrZTx4sM4RMQszZJ+srKwsjxfNAQkACiUm0Q7kcxL32Xz/cLFMgCwfHLt7ImFsB6y5uVTq498/ulCWc7hJ5eOHV2Y3dyoN+2nPjru3J89vHbixNLOna24pj/3mdKhhZMn5dixNM2ECAcDuO/+ZDQlXgTSQabytB0Ql8ra0mB1oeDekEwoYGICyTO3fHIm8aMnLgAAqBAQ8yAkcCIrrswA+lwXJ89OcllWtF5GMLcPFRiWA+99khTeRIAEnCcvenADSJfAlUx/+QxsDKRBPPQW5PQz4IsjQi8aGY7/IwCIFxn4LC1YmJafDsOwqHvxmUvWShYKCcI5A1wv4LysFdR1AUDEfFxUADKBvoOFQYHQg41BWUREn0l/GU4e9oXnPbfTXrK/2Vt1j3x98cN/9Nzx577Fi/OyoLi3XvHdAxNFOkCEQZYNyoZCAABAMUYBKYVpJstFqyFyCMEqtIwCMMgKquA5GClATYApuKIG8osgGqVnRPpZuvGS0YvBGNtut9IsW1pczEY7ROcRt+JasyZeVldWV8+WL5og5IbmugFCSb1bHPjVDZrJzbm4s6V94unTqydLlqycx8699YX5wfypjXePXPeqtgjcd3dp+sQ5Zmfx2LHSaw4ArCluWRvqNMkWT/bK4hpQo5k0KlTiJDmbZEtlgQmAmjAgYBAn0PdSHuWB+Uwhooh458blVBCRYkAU7yXLyjMlCDgEjgARslXIxq5/CdrYnAVimT8Cg2+pO5jDuL5eVCQVV1QFcxCZiTUAic+8S8Ztn0CFoBA572GWtvwIIWSMDTBC6mQhGQ20yjExNCZRGRz0ZPG4lKSSAABcelV45kR66ljVEayoqBjlZdzwu7hUB4DiKaqK7zAX+elUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVHzrVNsnKl5efGvbryv+TrxsF+C8bE/8HxtVIfwHgJBCYzVrAPBjDeQ1U2iUUQwIpevOAQCAWWkTKKUBQMYe0wYmDA0z5zvAymSEEFisBRgYRIQCe8jvMKgiCiZJNwAIijfyD4XEhlVArAHHnTtpCKYxnELbQlSYlYc8tC+dnNo3uzq/UrDf7qXsvnbz/LGNzau+7/v2PPnkRdmAXX99++jRjXdrAMDUZjO1yYjIoDfuxgAAYIZmA6IIjAbnoWyrAwAQo9KoFBLnmwRLlUqDCUBpIAbxZUpEYEtskQwSo0jhFvl1whAnO1ivIwgkY3e/EcPkVmAFyfioDkRUhAqGPmfl9waCIlDrW//G/IyIRKyRNeYOOGX3GwIqQkukGXKri7KDIlIQcq1BNgBEGbtZiBhq09yY4bBNXsRdxJ1iLLkxeSMVAFAVwm8jCtUWPbfVbJngtgPXl+KbVLGabnQaUb0eRIG2irlsd2Bs1WQjqgU6tNpqJsLUFXviGxM2W90wrGsbaG0BKcuK3yOtdn1ishnXoiC01hrnXVZk84EIE3VsRBAYsBqsRiZMChyqX0Rjq2MuC6nb8xtsJVTUnAivSF3qyx3MUcUcbybbQh0jWxBf+NAjojIx65DYEGkiBQCFG6yQoTaHQQd0hCpANiAeXclb9Mafe+POmy5pbZk4+9zpZKk0JeOGt13xy3/+/v2v2X3nJx90Y4OQbrvt8g996EdOnFh4+OENLs7v//7NP/dzVz744ImjR8e94httftXrJrfsjFttYwI8c7K8bDDDRBviGAIL2oBWMCjZ/caMWgMzMOceZghSrNQGbYhKo9KYi50rfNOrkNgiKSJGZCRGyUpKgjE4O4PNJtZqYC30+jCmJMxdCrsOwMQsLJyGtKwaIKFB1Dj0EWcELLC9BiAEjbnf9bo3KEJhsxORiQNig6SQFBKDSLEzuCHM/V3XDUfFFW/EpTBS9SZFEQcB2QBEJC1+IZCC5pyKJzlsU9AgHeLq6Q3i0X7wn+//T3/x9utunPv0Rx8bp3vZUxXCjXkN3fQqfs1+urKL3cNyqEx2ILxiV7Brxkx3dberuig47wo2TbejRiuuB8YapY3SuXFMYS3sNqMo0EYrxaSIFBEAJEV1q9Hs2iBS2jJrYiYk8c6NmOIrzZ3JVhBZbbQxipiUUkmSupHuXmyhHqHJ89kYKbeqFhyUvJosdXfUXj8X3zAXvfp47+FMSjtJlmd3TL55e+fWTu2KFxa/VCbj2hayLVQRkgYE8KmkBaENrAKlQiJDxEC5oyiKT0ffteEMhh1Q4dAMFRHFQ1K0Fbuxo739e3bXZppBI9CBOXHwqJR4DphQXXHDnkuv377ryrnbP/JAoSZnMEguv3zmh3/4Fc8/P//II6fGKDdtCt/whi3veMeep58+88QTpZdxYkpfsr/R7ui4rsKAAWX+VEktjCNo1MFqUAyKIfdP6Y9Ud0RUGoZ20uvG7YgwurUcEWyESoNSkPuNEYEIjOSikEIKiBQiw3qiBQJA4fXEyUlsNaEWgzWoGABgaWlUNmTnAdi8B6I6JH04U2ykOcw/AgakvPeGkHcKX/LdEUATcB5JAoBDpzO8UAcAAKSCPIlwGD0BBAgF+UqIZDnvYCIh5vZpCDB64ohca1AQkTGkDTKjYt/rFfbaa1McddjW0cSkAiSG3pJk5eMBP/5z1//Mv70py/yf/PZdTz16UQMSL1uqQrgBr6Qbvs+8dR9fcaW66pXqhs2w5Wv+jlGZQnVFtL+jOg1utLjV4qYmfTh51o+MxjTCOLaRUVqx4mGuqfSSwQVjpITYrgVWK7Ue+YYIAjBILuwVIlJca2ltmRXiMIpIxKfp4IJnmZnrjdiY/DsPv7X30u9d+FoMLYYWFQMR8NBqGwWgX2iPBbA5ePVseM1scF1Db3lq+dOJlJp9bG7dOFW/blPrJi/ZoTN/XahBFVPYJV1DtogkPpWsJ+ny6KtJ6SjvcSCd89UW75LRRno8jbqGbPJXN4gHnxSbWQrDzOWbo07EVhHTYHWw+GyxC8zZ48vt6fqWS2Y27eq2pmsPfL600X3s2Ir37qqrNt92276PfOSBlZXSDtyxY0ubNtUvv3zida+bO3jw1OHDxQYrSsPmbVF7wpj1RKClpbS3UtQrrdUgDMFoUGpYBb3A2khfHAmVxqGfNcJQCpCNdPWIUVtQGoiA1y+7eBjpx6BCNufSimBo5ingiwxrcGICGw0MA1QaEDBJZb7k3a0sbLkUZnZCEMHqEhx9slBFaBAZhlVoeDoytI87XwbnBXMNpQDg4cJOISIRW6J8oHV4SgAgLrnwEjHisLrmpXVoTjqaBY1EHNcoCEgbUMPb2Pf7o51CNljrclAnE6MOiBh9BivzLl0tLoTvef8VP/Urrx303Sc/fPDPfm9cK60CqvSJDVmURRCZxO4W3HaArz5AVxXKDGgnXiEHGEQU1rgWU42KLm8/HdY8ykOxWVltVFFuQOq88wIAmAdQIDLhqFLEuyyVPFcCJH9EiRWOzNJ779Ms817yFHskZGat1WhOhXPg8xQHAZFh32D9wS+gaeZiNVvXmxfTZ1dcaacZACIzE5kZADi2eFepCBWiRlKwXtdLBqBwOI6FCOs/mhTNVyEB6mGqAawfTFzxsF9ypn/ysWMrx5ezXmpiM7FjskC0zt2ffeihO57qryXX3HzpZa/aNkb54Q8/9NGPPtjrZR/84A+NkR0+3P+zPzt4++0vxLH+wAdKcyoWTrsXnl1bXsqIMYy51TGbt4bFUu8BcT2xgYbv+1FwvSEx/OO6B3SBVoZiRABcf9FjofRFEGD9XxQLRYAImEErVAoUF/+cACAOvIOwBrUWmKBYs/49cPhl7M+24V+fY3i4806jcAT1gj+UH13yexsAEBEJiZEIuaB/QhpIAWkgjXm+i3eQrhRXwVe8ZtNP/PwNvV52+2ef/g//5kuFmorzqXqEG3AaTh33x0/5k0+7Jz+R/tWvp79aKEshQ08N1WBUALDqVh/rPf5cWhDW6ryzSitWww6Z+EGaLPZWLugRCoB33hpFwz+KF0gzv9pP3cj0hRevtQFEERBx3rk0TZLBha1+EfHeG62J0IuIl8y5QT/prV3YI/QCgUFCBAQB8B4yL4MUeiVrVjpmX9Ns7bkz9576z2t+nDt5K7w8MjOnlh84ePwPCuLZAAAAkci2gS0iikvArbneafBFc4SkiDQg5XEJIs671I/OJgqYJqoQ85aJ5FO486V+loN+v95tqEB75wdL/RfuK82UOHtseWlhuTPbmphpOOcf/FJx7yTn2LGzWvM118xZi/eU5/0+99zasWOL3W68Z0+r0zG33158PZcWkzBUYayURudkbcU9f6hoWlEA4mhYVwTAZdAfwGrB7CwyI+GLy2q9gHfFE3XMmGfnAgAIOCfJAArzafV6pczbHwI+EZ8W9QgDi/UaGgNEkGWysABnS8YVxMPkHGzaBdrAs4/AC08VyzCPLxu28gQEwIuM9N7yWCdcr5gAIuAFCq1183U3gLR+Pl586l3RU3FuUBQQREAAMhntEQICsiJtUSkkEhHJUre0KCNz/MQYTZCJUGlEQjeQ5RNu6WixJ+ov/cb3tjvRHV849Mv/8jOFgooLqArhxpyCkwflofv83Y/KwTGys/7sqeTkcrp8PDn+aO/Rg4NHCmVeZC3pI+YpSL6XDJZ6K6uDgldY6rxzHhFFIHMyyNxqP1krmqZzLvXeE6IX712WpoO11UVfZBycJpn3DpDE+TTLkn66tLgyul5GBDIH+UyNeMg8JBksrRVFiwMAQD9bXUqOPLj4h6t+XFA7AKwNlhbXnnr6zF+WVUEAABAkg2zEZ+B6bjAv/eJ5NRFPpBAhj0DwbuDS1cJWukcwIeRTg34ggwXonSh1EU8W+ounF20ciPNnD5858/iJYh0AABQC54UAACAASURBVJx89uypF85oo53zD35pXPrE2bODQ4dOxbGdnW189rPjlEeO9J55Zh4RtOYvfKE4pyIZyNLiAASUwjSREy/0Tr5Q9EYWD4TACgDAZTBI4Mx8ycJRAVpPAxIR7yQtWVYjgvkBIc/9ymBQFMIgIAC0nsEgHsRJtlZy2ZMUowi0RgFZXpHnj0JSvlQ4y6A9Dd7BY/fCYtn6I4/DKih5w9JLUrhYBgBovQec99AyX5RPDwAg6zmfeZpX5rNe4f2GcJ65qwB48T1XfOIuQ62HkxrOudVlt1Q8FK8jUgERQzaQ1Xl/+sms0HebCG++dffnP/nEb/+fXy3464oiLnZIoOLbTj4umrosK7W6BwAgQsNEiKnz6dhNDETMrAAxSwdj9kUAABFpoxBxMEjG7MpgAqtRMXgPvaS0Cn5HIEumDawkXZNk3Dx/PnODSN6n3hUskzmHmUDTAGJIVqB/Ytz1Geo7QVAPlkri6b9LYMZ2l21IRw+Vlw0iiCMILDgPy8uQlq/GJB6uAvVesqx0bwAAEIG2QAzeQToo3ZKBQArJIBKKE9eXcbuAjMFOB4yWU6cLZjEvYGoHDHqweHysCBEZgQUEwImMi2TJYzoFwEnxktEcRB4O2osbd78hIA+nH0VEBn7MQZGZwhiNkTRxy6VLhDjAWpdsjQarfvG5cS+NioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKiooKAEBGUi/LxdJl+9MvZOPt5y9yccdERLo45T9Fvv0nTtWut2831RXdGAKyFCk0Ar506xkAAYaoQmSNBAhj3HBJaQ5CNgEpBSBSngYQx7rRtIFVADDqCHo+JgiDuGaCAAD8iOvj+YRhHAahUirfXz9GCQAM2kLNwbhtCX97kDBc391VLkKj9ITSE8hWfDIuOoAp7DSiiaayJusPxhw1nlWd7TbuKlOj/tI4w+L61rlksdzr8jvGbW/dawM+eaJkq/95vOafd6+5rfv0/cuF+9PPB1np7pxpz5ANfX+1eGtgrkTFZClPbBjzASEiMymFzEgEiGXHRMTA6MBqrTUzg0CxbXyONXjpbpzbBGkKvQ2CFdT11/ujxTssXwSJwjbFE8hGsnEHJMhdtBUjIeKYOwORiAKikMgi4pgtGQAMaAE1oAKEMTewarXsVFe3WsDkx544Kejs4s1XmKm9mq2sntr4qdw0V3vNTdufeuLMRsKXNVUh3ACNdpPdPqGmWmoipkYmWSoFcQQKcIJsjVSIyiJbIARMi2590sbUamwsKc2skBkQpah0NZt2ohNFkTFWGctMNBgUP3U2itvdqbBWM9ZqY4gpK9mM3GpNdDrdKIqDIDTGeufLcioAYBK2zcCeDsw1oJtAP4XxkTcQ0hSAeBgXoMNYa+orGvoKQ9OJPytQnO1AHNtgTpsOqxpzhKhdtlL4XmajJrZvqk93omZdh1bEJ6vFr5LGnJ7cEYQTyoSMjC716Wrxu+mmf/PT1/zwu+KpyVNPH3Kj/tTn8Z+//MW91179tU9v4N/xC7/8nt/9w/99eXnl4QcPj1e+6S17f+0/3PbUkyeeebp4V/U5Lru59fof3xLU+LHbN9jpaGa2B905DutkAmDlVov1hJrREirMvTSH2+8K72FNzMScF8J1E9ELPx1EDKwxWilWikgxMbMX70t21OElO2HrZpicwCiA58f5EwFz9IM/mC0syOnTY1RUm+T2ZoonKGiACqRXfOKMpJEVMiESEiERoCs6cURmbhBFRAGRRdQAUmC6DQBoAC2CxmG4EwMWX0zVagUz07pRV7W6rtcFwK2UNoOmL1PTl5jWZo4nOajT8YPjmrwA8CPvu+Y//t47n3nq9P3lTkYVUBXCDZkzO9u6W+NmxDWNRqNe8vOj/cI22QiVRVZIDKiQENADjNZCHedVUGHu7JTb7Lps9D0y2Y2jUGtNStO697b0+wW1sDU5FcQ1rQ0rRcwA4DLniipcd3I6DCOtjcqPyJymqXMFx6xBdwZ2N2GqDpMRNDXYeTg6pg+3Lbhhd+3GvfGbn1m7vUyDQE1zdcPsC9WWgLsDP5/6AssYRGWDOaXbzDXi3EzSe7dc2PrubN8Ud9tBPWStAcQNst5iQWiDCnByTxBPah0SEvhUsp7vLxQ3LK5879ubWzYro1mpEw+Py6+57o3fe8UNr965f9+dn/r0GFm/P9i/f8db33kjEdx79+NjlIsLq1ddPfdDP3LtFz736Jkz4zoH0QS++t2zcVv3VtKjB8cEWulgdqdqTpK2SAzi3dqKjNihISCTRVxPTIB1R+mRa45EeV8QaN1LO3dQGxld0EpZrZmZCYkIaehzmhbattVi3LoZuh2sx6A0LC7DckHeSA7GcXDrrSLiDpabPSFxc5ajCbJ1MCES+/4quAubNQigcn+z3KQXERAQUIbGaC+BucYcERkis57uBN6PNhAZ0CIM/dgAcd37uyCsynYndavJYUTWkjWkdDJfbP1Tn6XpS3R9msMW2ZhA8OQz6ZhIwvf+6FW//KtvufPLz3zgV/6mVFQBAJXp9oZEXAsoCimKqFbnVk01QqyNygwQAzEgA2okBjRIdvTyIhLz8N1BRMRIRMyk9OgxAQAp9/pApchaDkKtVMFHhohEiETEipVS2tgwGpUxMxERkVJKKa20scaGRUoAqMGEhVoIjRBadZiMYcJAwYnnTOl9m8MDc8G128JXlmkAIOCdEW8PeUvE2xmLvy8AsGoy14hDYouoEBWUVOCgXQ8asQktKwUI3vmhr9cIUVeFLaVDJAWACAhl/RIAWDhyNF3r6Shq79g6uW9vmQwAbv/Yx08+d+Sy66794X/9C2NkD9z71If+4nPPP3fqfT9x67ve+9oxyscfm//zD96dDNxv/c47x8gA4JHPLz9z/9LmS+Mr3zw5vdeUyVAFHMRkQrIhmYBsRGG9SJc7ghIOvxIObVlGprhwWCMRAIZFEOBcv3DkkHlyCiIiIBFykRIAILQQhRhHUK9hLca4xEM8J8sAUR84MEaCxMAalUETka1h2KR4okAGL5b9Ycla/3WhEhlRr/9S67/W3dFewnmHBALg9a8jxyRCpUgpMobDgINQ1WJuFH1AAO3NHLcpqJONkDV6J2VmuQBwy617fvH/uOWhbx77iw/eXSqqWKcqhONgVADIwJQHhaECQFdkV5iBP29sSIY3/OhbRMR7B3ljU9abnCXrCAaDNMuG40iIQISKiQtzKgYDl2XifZ45n9fW0deN974/6DvnvPcAwkjMrEtq8HpagWJgBBJwGZQ2Pltqc1PPTdvLDq2UZ0oAGGpramtsAUji5weu2MMT0SJpBAWAIF4k9X4gRSH1OrBsNBJ5512auSTtLxf3jWyN2CAAegc+FTeQZK10zua5e+5fPnbCZ5mt1ZqbZspkAPClj/zVVz75qYVTp6+68TVbLh1XMj/2kTv+6r/ffvzY2Z/8335gjAwAPvHXj/23/3rf9p0T//YDbxwjc4nc8aEXesvZ9qsbe17VLtV5JyLIipRGVlhwUwJA4YQgnvtyUYwOjV74vcZOaAmAVmA0BAEYPX7uS/p9v7Cgtm4dpxEPIoIEpFBZZAOk4KIp+gEEMV9JtP545x63o7Oe6+2EEcpOC/PWLhpNxqAq+DnZYtAkE5MOhlVw4VjmigKtAAARf+FXbjl8aP6Pfu/Ld9+xgf1vBVRDo+MR8Awq5BoDC/iB9OfTU6eygil6D2CREUAQPIATSUFWJU1Hbn3xQmrYipQ8MiHLXDIYHVlKEm8DxUS5bb/LJEndykoy2pXJ0tTYgIjEi4h3aTbo9wa9gik95zJtDOaW385lWdrrrw0GBRXOgdSho8EISA+WjsOTi1A6bWOxXVfdQyt33rH0O2UaAFDYitU2RNXLjpwZ3NX3hwplhAHrBqIS8OL7zi2ng5NSNDWrIxs0awjo0ixd6/cWV1ZOzhf6rMaTKmwpJHSpJGu+N58tHSmdy1w+dsI260GtlvX784ePLBwqTZ8AgKOHDjHzxNQUMT123/1jlF+//6kgNNt2zGzfMX3Hlx8eo3z6qZOtdvj67937p398zxjZ899cm9pttx2opwP5xv8sXg0h3nHcVLUmEEs2cP3V5MwxSQsuZh6XAICIebdaRJyXkZRBAOQ8uXe9qSUC3vuiAXal+NyK0fxuH6RpWhQuDd7j5lnsTEBoYXFJvnGwID34PGj3bnvDDb2/+ItShQiw5rCBJgQgSNfc2eclKRhuJWA617UF8CAefFo0Dr/eHcwbo14kc2658M4EVHlsb14vAbxACjDSmBMBxape4yBArRAxW1vrHTosI6PHrHFyp6p1SUcIACun/dN3DgaLxYXw//rN7w9D84e/+5XPf6YkmqPipVSFcANW/ZIXl0m64pfOpMePJE8XNusyEA8eAAUgAxmIW5V0tehZEu9EPCJJbvCfZdmg70dyOAHAe+n10tzsPst8mvrl5UG/VzC/It4ngwEiefEuS5PBYHVxsXAxapZl/f4AEMT7NB30B72lpYXCypFCbxWWBdwqnH0BHj8O42a2lv0Lz/a/dix5cIwGABwMvPd9d3Q+fWDNlc69iWTEASCIH2TZUjo45VzxMgefZiowIpL1B2tnl5eOnfKFL1kADxLUlXhI1nx/IZs/lJS1pgFAnDv7wrFskKyePH3kngdcf9xc3WBt7bH77j9+5Pk7Pv7JMbKcr9//1PEXTvf6yaMHxxXXtdXs2WdPNxqB1jB+1cz88dX6pK219QOfOuWLK7v4zHEQA4DvryULJ7KSSHcRlxetc1XQyYXZzucY1g0RyBcfpyXfW4SJAMELeC9JlvUHJdc9c2ANTLQQRB5/Bp54plB1Dk+k9uwZfHLsNc8SQUIiyRK/dNydKT6mgJwrgx7EgyS+MIUJAFzeVsgTnZxbca5wabEAyjD0C/MozRSkX3gxJUmBiK0FBJ8kK88+l50paNOIg9o01SYZAFZO+afu6M8/XTqkcc31c7//O1+5565qgczFcvEDHxUbQ4CMiADpuWHPEtbjN1G8k6Km9ItKzBe0UZo5X5INs64kYgYQV7gY4aUQMSIULpP5bgBRIUUI6P3K2BXqQJrZGJ+kbkyoAgAABJMcNjkb+JVjrixl5x8jU3t10pOF58adPtoax00AyeaLq+A5IWE+oSVesvKhvHw+kfKhhTE3MAIQk2ZGxMz54mUy59AK5maRlTxVPFTwdwEJdQyAkozbDIOA+cqfPGNw7M1BiAqRRNLxdyYAAeaDnB4KV5aug0TcaFAcZWfmfXmry7axs52J4cTjLl3+p3MDV1RUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUfFeBiMiERTvZRynZrlzxUgrMOCq+k1jGTgD2IrdLXdQ9jOt7KDbWEQw3HXx3g3hxZwRY5CZTBF60UjOYv8V+fxVezM9ZcbFc5IPx8oUU21aoY8tGIZM4KTPaJ+SAIkPWkCVkkdKoCkYOVRRwyMgCIuW29FFcqzUa1loRcWOTIqJmI241TWi992V76QCAEGNlYm0CVojoxi8U/w6AbHR71rZnOGxI0hdfuqycVINth0wLAMWP21utqGlpUlEsIFJu+c2oYt2MdJNJe8nGXPZ/QDbv3LTtki0njxZYsF7A9e+bfNfv7kYlz9+/UVRFpHjfLG2dwHYEWQarZZcIkQOydVQhsEYQKNkegICatVFGk2LifNdhsZKALZAGUoAMRf41L4Guv44uv1ye2WATIQDw/v1y8uR4DRLbrbvszJx48f1xV4mJjTZaaa00InopvTeQtNY1pWPmUMoctwEAUcVNU2ubeovDGgD6IhODoXbnDF17Ke7bDs0Ijo6zEQcA28Jr3hle884wnJDjj2y8/emWN21701t23XvPWBPzlz1VIdyAoFNToWbNpJgIAUHSIj9+pBo3LAWKFCMTMgI6KfDY1aQ7Qbdm6gGHhq0mLSBZ0eNUazS60zNxrR6EobEWEdOk+FmqT05MTE9FjZoNQxMEIpIWpU8g4nQYN20YaRMqbUkposS7MVsem7x7Qu0B4EQWyzQ5Gicm+ArGWiLlgS9Idmq7aU2rqEnainjXK97dRbqt61vZTpCOkK24fqHFGgBYnm6a3ZGe1lxntE76o2YoAKAp6EZzDTsRqDjgUJNNfd+XvOh/7Gd/e/e+686ePrGyuEF4zUe//GXn3KMPbuAkcOvb3vxbf/AfkzR55KFHxytf+fprf/JX3r/3qj13fOZr45X7bmtf+bapqT3hmSNrp58c11DgS6do+wTWLVoFiHJipfADRx2TbaIOkQ2yBVLgXWEttMoaNprVMIGCWEQKigdCfhjidRNPBvGltRC7Xf3G7+WdO/zZs3Bqg6ZA7e1vT+4f5+MDAGZ2a7xjr+lMqUY7W16QQXF8imJljNFKMzEx8XDXY8EjSaS0aSoVEVtiTWy8K95NqOttW2+rsKaCiE2ogsg759OiPYJxQK/Yi3Nd7DZxagKSBE6UxonYNl77jnDvzcHULuVSePL24ofiHB/4tZt+6Zdfe/z46t98duO2xcuZqhCOg60y9ZANI78YLOqzgu3YAUUBhwoVAdG6i6+AuJEK17Hd2NQNGUWaiRkJkVKfjL5HJjqTtUbDWKu0yv2yxUtSVAtb3cmoUdfGsFJISERZmroRs49Y6XYQR0obZsOsiIkQAXol+YWz+vrtwY1Tdv+U2Xc2PTKmFmqcnDM3bzI3Tunrj6afL5U1Z8zEJhW3yUaI6JNetlJcaXR9OweTrGtIBkDEpz4tyJRgjNr28kB1FcaEDAhe0tQXFNeJYKZpJwMOFelhugJg3xX0EoK4+aZ3/YtLrnjV3Pa9/UH/xJFxJlXNdvut731vrdH4xt3jrI2d89Oz0z/wrtuiOLr/7gfGKPv9/uZts1ffcGBqc/feL41T1mbVnpvarU02qKuDn573ZUY5hLx/ljoxhhoBQEAWVmHUnwiJgxaqANkga8zLF6BkFxYPJrZsFClCzs3ec7Nc50dyKhjYAOZe0wRDn87SfibQ3kv4mqtxZlrOnJEnniwWrRPedFNy8CAMxrUAzOw2O7NZtTocxsicHCtw80HAvC9IRExM6ybhzrvRbq7SNaUi4oBIIQ1NtJ278BKR0rY5qYKYTcAmIGWIFSKkKwUVDvdsph2zONnEeoRxAIBy8PCoLOfyN9g9NwadHUpZPPLN5PDXxkWe/b9/8JZ3v2f/Pfe88Fu/ecepUxvkO77MqQrhONgqHVvkvLQhiIAXnxaMPYYcabT5UwSAgCAgXrLRrl7LtAMOFClCymurgM98lo4YZEW1ehiFSmkadkVBxPd7a6PPZ9Rs2ChkpTDPfAHwzg1WL7SfDlk3TWCYNa8/8AAi0nNpYVzq9uB1XXPFpL5sxly1kh4/7UrtMafUddPmlZv0TSF1nxyU2j/a7lbdnOKgRqx82nerC9nK/KgMOdTxFjZN5AgQwCU+W/NpQRkO1ExNb9VcJ2QB7yXNZCXxBa+biXAmVDVFKn95efCZT3uuoLhm6SCI6q3OdFhrNlqds2dOLJwuHVY6c/r05NTUq1/3ul6v9+Qjj5TJzs6fPX3q9Ka5Ta++8ZW9Xv+xg6V+dcsLK8752a0zB1657/lDR48eKjWC8d7teGWrvS2wEa+cHrzwYEkSU6B45yRORGgUiMAg8wtrsDSSRkSMpo4qANaIjJTPbAlkPXhpE42RNWumdX/O3EoTJBsJCCYFpNZjiM5NnguUDYfTrp18zdXY6fjnjviHxnmxAoC59lpvrR87iKonunZ6s251KIzAZYMXnpPswi4UEWmlh8Esw+c395dzI7HVqHRNqZBI0/BGEpHMZRdeedKBqbXYRmyCodc5sXiXLM0XWJNvmcLtM9iuQS2CwECayb3F7oPdS3jv64KZy3XUpN6SPPTptdPlLmu//4e33vKm3ffee+xP//i+u+48XiaryLm4idyXKz5zQ7slySc3zn+gX6qU82c/hv+ksIme+CQPiRARAISyIwKsLi8PBkmWZfkDSUycpxiO0FtZzZLEDZWCiPnwzgWyvstS77yICCAiIfKw/1oMggqp3eLtDZ5byMZ5Y4bUrdP2iGaf65cnnyGRDkhbUka8kyx1vfJpG6Tc3RiRBERcyRCQDF9bXpyX1EmSlcwmOp96cV78es5cPrFV3It68O4vPHDH/zp17LANoj37rivU5Dz75JMf//CHH/vmN9/+Qz80RgYAD3394Q998C+fePTJ9/zoD45X3vW5e776mbtOHD317n/xjjGyU4+k3/zEqbUzWdTRe24qT58QAUJkAkXABISQFFngis9HLTFf3LL+dXTc71xsiqz/+dz/vFDpXxRcDOI9xjG2WhsJAQDSEyfs3nFxHwCQLp4Vl6Gxqt5Q9SYGBdFO5//c6/cGAEDRNOH6+gA877EtvIWGDxghM7IiHqaEykinGQDAOSACozEKMA7KliAAQGcbt7dyUMMslSPfSB77bOn8+s/83HU3vnbbPfcc/ZM/vvcz/+twmaziHFWPcCwCZChv+0o+DZK6rJcUOVWKJpNXFA/ixGWSJTIYXZExcAPDFhG9iAeXSZq4/kq6PDpRl1uGKq1kPSki6fdXVwo7MRkrRUQiIs67LBusrfVHeoROBEQ0KwDwIl4k8W41TVZKpvETl2qMMuh/ffGDh7JxwbMEcYATzw0+92jye+Uq0a1pFdYR0A9W08WTyZkjUPC6AQAh3SAdA6DPej5ZzHovFLo1CnjDDQT0Msj8WuIXeu55KcrJ8uKtigDQS5b5JHG9pWQ+K5l3XF2aP3X8+d7KUjLonTnx/LHnniiU5Zw6fvzUyZPW2rlt2x576KExymNHjx0/drw71d25e8c37hs3rXj6xGkintu5OU3Tw4+XNkFWFgYTW4OJbYHP5Bt/fdoNit6hmeBUDSdi1AxJJmfX/NOnoWCeWwAQlYU8LEIEfCbpqqQFjZV8CPHcP/PiU5dmoxG+AMBA59aL5gvDkpLPHADaLfW6m6jTST/5KXn22RLREImiYN++wVe+Mk7jnG5OmE6Xw5pbW1l97EFJCkYIh31BONeo8mmWJkU++IBEbBAZEHJhMlgoWC8jnoMa25BYIxGIuGSwduaY6xdFDSuk7cOhUSD0Bw+XDY3uvtHMXqZtRGcOZ1/70OrSC6Ul89994OavP3D8T//4vi9+ocpguijKOgMVQ5DJtiNllABI5tK1JF0pLhuGgpDCPFbCQdZ3a4VLYABAoYp13bIVkdQny+ny6FRiDhHFtXoYx4pVkgwWz86nJTb/pDhuNsNaDQDSwWDp9Jky6+26MjVjrVIisJYmZ5NeNnY96rcRPbElmN6OyNnqfP+Fp3xanqvOddPYgSr02Vq2fMRnpcsHFLUjNcOoU7+8lr3gCzNxAAAgVq3YNBTpzCdLyUI/K2hSfFfxqjdc97XP3ztes/V7gtf/1DYT8X/50ceSheLPETfV1HXbsRnIauIeO+EPFsdAAhKqmIImEIOIZH3fO1M4oYeIgbKMKm8gZj7rZ8VTUMjAdjg6KgKSQVYaaAFQq5mf/1mamen/5L8qUbyE6P3vX/uTPxmvodZk/crrw9mty49/c/XrdxZqENFoo1ghIQg47waDQeHCUURSuq50DZFEfJaupEnxxDmyDqfmTNxE1uKztTPHk/nSAXa88Qq+8QBOT/jnT7r/+8NlsqveYS+/JUzW/N3/3+qRe0rXi95406ZNm5of/ssNlmVVVPztQEK2SkWaN9rog0CMivEfrJ99cbugAADoopXfXlBHFDQ2UgEAADL8w13Jf0TU5za+StgN6KpZ2tLcSAiABKSBNjgmAhLS+V3DMVLSQH+7WNy/bxBxuFimaOrhAimRIQ423CCISKQDDi/ubt8xjdfuGS+pz+Gmqzf+rCsqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKsqp1iBtDBKyRmI8bxdxuXi4D6uiFGSmMAAB2HjbRm6Us9FFBxiu0L8IJSJdjOwfBapBvnDv4Ai0JabpGFYTKNgC+3cCkTSjYpHRHbAj2kBTZMBfzCf+7QYRrAEp9cq/UHwxO8oQ8x0mG+kACVWkKVC+yMTgJUpFauukXyjdUHQONUv16wwYdGf+3i/mP12qQrgBKiDTUCoktoiM4kq3AyukGuuIlEXWxADiSt4QCrCFukE6ABaUrERGiN1ATwQ6VswASfmDx4Td0LYjWzNKESZu7DOKaIJJ5lAkk3KX/e8Q3Gqq2WlutzAMpNcHV/6C0FMYTKNqAzL48h2HpFTQ5WCSVAxjcyoIdRxsisyU5rqIjNlx+A/IK15/4IVDJfv8XsrOH5i85T8daOwMjnypwKbufGg2DF63U29pQt26Z8eapxPR1E6a2IQmlLVSJTLpWsChIavJKPAiruRGQuBuXc20uV2jZiTgpTfOHpMOHMA9e+S5cTZGQ+W73y1Hjoz3GgVE2LENdmyDbgf6feiX5z+QUrUJVZvgqAlEUuiOnSttTI1JrLUxboEAlGdK6FbQ3DnV2NGtbW7rZtA7UbpvFUPdetsNjRsuD67Yvnb/OG9bvYWmb601rgziS0zvZOrObFCMJzaHN7x1T3eudvTJ0p24FQDwXby157sAZNR1ZoMAKCJIAgjpih91lmHEFluFlPdKPIhCApcmI/uRO6i2c90iA4AH6Yk77QfHfN+PlMO9ragTGUZMnO87d7afnVwbrGUFb5zdnVrdGkZ04geZb/STkyuDXkkYU7t7ZRhNCkg6WFmcfzIdjHuNTtSvAKT5pQ3SFQijjrnWUOts8siae7pMhmGgprpUi5EZtZH+IDtZEjKgpzDcDByBCHIgPgFXnFPB4QzbFiCDOGQtkklWYIZCqBrh9sB0END5AZFeHbisyHQbAF5z60/F9Ymv3/lXJ4+Mc4q57ftuu/l1N//sL/zsGE3OL/3ST1x99WXvfvfPlzH04wAAIABJREFUbNiLuOp79v/8b/7Lb9x58Nf/1RiPHgAAFXA0Za963/bFw72DHzw6Rsl7JnlrEwkFwe1tu8fPlilpZjdP7wDWMlgF7/3884UyDg0ZTZoBQZwgYurWCmshtWKebHItAMXgBZjSlYEMSr3B+PLLqdsdfPWrZYIh3S5dfTWI+I98ZJxsdhpmZ7BZBwAhhAe+WahCItXsclgnNoDANkpRZSsFcUhoY2xPoY1AGQBEG3kRKUpQ4Vg3d3SDTk3XLBm27TDtJ8tPFN/ttdfsD3bP6k0dQxS+4UDv88U/JyC0rgmDrdpuYnEQ79WDx8d1NPe9ZtMtP7q/1g4f/uoRgMNjlBUb7R59ecMBkkZUiHmUjELSSLpg8KRGxhBrJJ1b9yNpJFu0H/xS1ZrhsEtBl+wk2gmysxzOkr1AFjNNx3Yy0J1AdyMzGZrZ2G6uBWZkw2/bqnZom4FuhboZmFZgJmvBdD3gohHaINrcaO+MG1vqze211rZW55Ixe/CNnprpvGLb9M0z7RvKNDkd84rJ4JXT4U1b4u8fI+OJNtViCkMMAgosBhee9TnQTIJqIzdQ1UHVURXvSkYVs22SrrGukY6IQ9K1QqXVk4HpGFVXHCuONEeG64VKANh37Ztf8dr3vu3H/v11N/+zMg0APPHkE4PB4BP/4xNvf9vbx8gA4JOf/OLCwvIXv/hnt9yywZW862/ue/juxw+86vJf+9C/Hq9ceG5t+fmebemr3rct2KTHKKluqWWxHXAn4k3j9ndTexabU9TsUr2DnU2FGiQirVDl1hFMmskoDk2hmJsxxRZDQ6HBUFNkMS790AEAazWcmRkjGMo6HZyYwI28RqHZwGYd6nWo17E7CRPFjqxk6xzW2cYUxGRrFNY4Lrnfam0MahjUMYgxiDFuYmuqUBnPtGw7Mq3QNALTCE0rss2oUIlMdvuUmmxyM9bTrXBX8WUHAD3HwRalJ0jVSdXIdMaN5+1/zaY3/diBqS2NpdNrR57YIE2soiqE40DCYSoLITAi5XYaBZXDEjMQI+Uqhlx7YZGpI4eoIlAxcoQqQK6hqqNu4IXvEQFgQsMUKAoV17WqG9UOdMtcePc7EcsUKA41x0bVrKpp1Qx0pAueE9ahsc0gmgrj2Vp9S1TfxCU1BgA01SLbnWjs2zrzxjJNTsjTMc917HXd4NUKSw2gOQzRGAwsagWIUBYLjAY4RA6AIyADqKDExYM4RLbIBtkgWSCFJf4lhmuKAkKFww+VxziDfP3Ojx499A0i2r3vxj0HSs/98Sce/6M//aOPffxjt7751t/4979RJgOAhx566nd+58/vuuvrv/iL7//pn/7RMcqDdz9xx2fueeS+J2a3Tv30//PjY5SLh3snv7nUO5V0Lq3ve8/mMUogQE0UaWxabgWlMtYYNTBqYNzCqEFBDVRxeVt35EZkAiJkQi66mERoFRmNRoFmzMtnoXIdDAKM4zGCIaurYMzGJVNrsBbiCGoR2ABs8emQjUhb1JZMQMaSMshFDQsk0AZMAMaCCdCGoC2aouuJYJqhrgUqNCo2KtRsNY88uTm8eUJ3W9yK1USdG8XFMiecY9UgjogsokbfKx1emN5Rv/Ede9vT0dkTa89889R9n9nAuLWiKoTj8InPcyfyOfQ8dqZwqcVL0ieGq2rEj7zp++LXJPXr8+x5kpsH6Y94ja45f3S5t5Z5L0AIitAwKkIeyYpYy/x8b+BFEP9/9t48yLbsOuv81trDme6Yc7738o01vap6VSqrSrJkJBXGtmwZg9tmCBo3xjQBRNND0BF0gKObP6Dhj26g6TYR3YDBgAEby9hgYxthW7Jka6hSSTXPb55fvpzzTmfYe/UfN99TqfKckw/CRpbr/CKjIivqq5v33jOsffZe+/vIMFvNgVFWKVOWKpFNdkTEBp0wmQ/jOa0jvy/+6WviYjsrRr3WqX77gKG3iGhuh2qx8JNCKmbemKE1aTW1IRbv/aRqJUYAAngvBmFq1VyqmyZ4EAMMCIH25+xM8VJ4cSJTs3En4lzFawJ45dlfeunZX7xx+dV0stubrasx58+f/4l/9hM/+29+djQe/dX/5a/WKF9++eyP//gnP/nJTz3xxMM/8iPfX6P8zX//zG/9yrNvvnDu1MPHP/yJJ6tk6c3i0mdX198ceCdHPjRTJQPgN0ZwQqEiq2AYZSM5ABAv2ZhsTGELNoa2KPsyp+7zEExP+L2xXvm8goD3Ui9I7QWESVq3RggRMnVPt3uq3V0Q0UL509jXKAowIQgQBLAGNY0wxDydyiGFyjR5gSsIAGtSFkqT0lKmJMXKahVqHRm2hq0W7wc3K9ZcraJAcyviTsSRTa9WJtSTJQ6JAyJNfuLH1yq/yae+62R3Pl6/Prjwyu2vfqaJ5D2YZo2wDp9LMfGGlbBAIF7Ewb07dg0ARj43xAAI5CGF+Ez8aF/wWg55tdjyGjMUEMGLDMWt+clVX1ISLm6PIXK4EydGiSBzMi78IHv3axZeLqztGua5JLSaRVA4GebFVtlKTJ6urt96OQh7EesiH+1sXvCusg8ld+tXbn5Bc3L22i9UaabcTl9M9NHM7by1U22C7L1PU4iIc5LnfjT2u2Vm/AAkRzGAmYAIboJiR4ry4irFrhQjUQFIiUt9MS6NLQQwybciOwNA4J2b5G6UFZXNIKPdW1/93L+89NZz7d78zSvl4XDv5FO/+qm3z769uLBYLzt//to/+Ac/8/bbF1dWlmtkRe5+4+e/sLOx++THHj92/8oX8FyV8vpz25c/uxb2TbwQqpjdqLxjpbi87TbGNBNBM5xUNo565zduyvIANgTEb1X07Ij4Se6NZuZp55h48VnZTdmLH06kn5AXMFA4tz3yO3UJsX48PtjtE8DWlmxt0fz8AbL1DWQFIBDCeIIb5bF8brSt233xDt5BvM/GxXZZNRKR0a60Z8i7aSecZBPZKlFK4Ys0JyZSzIp87nYvrw/Plc9P+lEKD46s6sSTczeGv1R5uH0qZAgEn8vofL77m+WFMGzr7ly8dnVw/dzmVz9z4ea53+3m8r8baLpGaxG4XEiBiMRDCilGzk1K7iO5eA9hkIMU4lMpdn1582YKWfWTTZ9u+nTVj6/40RU/3t8pA6AQrE2KtWE6LoqtSXZrmJ7bHo/L7mKZl61RNsryUe52xtmNndGFrWFp1i6AyfDG9sblrfU3bl7+rd3NA+7yk/zGjY3Pp3nlKHVKIRtr2RdvTD6VyWqtruAohBe/u5tfvS6j6mZxNwJpSI5sXcYX4d8dAr6HOClSEMMXLt12o5uyLy58ipdJ4QuCL/wky7eG6XUvlU+EU8aD9a21y0V1RMY72dzavHqtvLXkXVy4cO3FFyuDee9y49LqVz770ivP1B0gN/DDrTGB3MSf/XfVvaY7ucRKLyQyytNnr/oblTGQMtwS7+ALd+1td7Y6+MJ5EU+KMY39mmTFoLy8SZZTZIkZhXObg/z8TZR1e32N+Xl0Ov5zn6vTAAAkCIRZPv3pOtFkAqUoirA7kBdexnZ5v5W4XIoCzOKyYrST3jrvs4qvKJ8gz0kpcYUMt/21t2VU3o2ZZ1nYS5RVxTjfeuvW9V+vPOKyO6GFTnLmuOTu2t/7+eJ85XEULcnJQHc4u+Wu/+x2fr38m1SW8qy4dnbz8z9/drB5wEne0HCvEENZUiGXtsl8nfLOdraGKiiw3GmTurcRGN3bjAVx1SJiw13UY3PqkdmDVP8JkFZ72yfqZVZxP+ZeSSjufyHi6mXR30lU25i5e/3U+szRgyQAYO7n/veGar65xzQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0/Odxb817722IoC10AOJKx+0pikgTKSIiqjeVZMCAGAfIADDBMimid+zYL4dAzEygg+MAvoEwUS/glq3b0AZg6ltiLGt9L9EBxJoOPDy/56BA3WOaRPCBo/poz12tddyecnQZ87PYOFhJ1lIUkUh9pgQxcWDYKGKWA9MnjLnXhIooRlG7N/8Ouh/rmZYfZ5VORndgpVipg99kFPDsDKIAo7o9kQCIqfNIu/94f3hlhINeNTkULJ3p7Vyp2Cl0B3s8bj3S00tBfv2Av95w7zSF8ACIEXYp6pBNSAfEilxeXpEsc8h71qQMEMrPfAJmSM2y6ZCKSYVEAuRlr0hAW1PXqkRzpChQDKBsNz8AJDbqJ91e1G6FcaCt8975ckNeIq1bR9h2xaXY52jznw2RIdJAbdyMZnW4wzMxtQMOjRQOWfntgVgF7W6QtE0QK2PFOan8OGzby7a9oMMusfFF3bY/hV5AJzTNCRWC3433kce/7Uw6SSejg5MxOk8ePfXnPjb39APbb93wu3XbxfTJ/swffTI4MStW5edrbScPLeCPfx8eOoUkwvkrNUKe6avZOW63uJWASSpMgtgo3Q51ZFVg2CpW7PPqU04bfvq76KFH5cK5A8rh0RN4/wcxv4irB+RUBIdnOqePJscXVStKr1f6yzNzb2lh7tByb34u7naGOztSUTV5aV4/eJ9aOawOH0K7JTfrNs4uffviwgfnZx6biQ9Hmy9Uep0DOPHRhYc/cezYUwsLD3cuf6ly2278SLf31ELrdC8+2S3yPL9Wdw6TsnbuPt1ZcoMKa/uGO9zbPq33MGGHog5YExG8FgKKFPtDWgxRMH0WBARgIhIR7/N9jzILpLusDQiAB3KQBQuK8b6nmY7htmFDxAQvVIgoYic+3XeJziTdftK1yhCRQHJTWG1u7ayX1sJw6f0mWRRxxXA1XX/D53XGE8uLH5ukO5tbz9doAGhenG19mClYG3w+d5U3UJ6LuBNQZEAkmjl3blDhjtHpmShWygiECw2Ryc6mlD0Xms6hoDXPOhTvWAe+mLi0fN+0xmKL36+p45FOfDTGq4Ly+nHyyLfmxfjKzQMyN5568Knb27cv3rxYLwPwJ//YH/n9H/3I//H3/p+3zlZGc0x5/ENn/vz/+mc2bm/+b3/6b1Tdi6fEh/vBbNI+vWxnWy/9pZ+RvHIIEjx62BzpgjnJXPrmTXe5+mnv9z2Fk0eRZQBw4TLOlR9KShLuz3AYQGtxjpWSwVDydx9KYtKtgANDmgkkImBWuXOT8oNODz9G95+mpCVrt+XZ2gCK+x/CynFkOba38XpFVgPAgU5OLoVHZjmwAA06oavwtZk/eqQ3N2vDkLUusky8v3H+4n4ZBZaPHKa5GWq3yBjqdfz6hly5vl8JoPd4t/tAt3WiHc4H9RtiV7519viHF/vHWp3l2MSVDyeqb5L7u8GhyC5GHKjOY3PDZyuLKymbHP9A6/hTbONbn992O/fk9vCepdmGXIcyCBIoS8qANVgRa6iybfWWWd2xc2YiBhRRaf5Dh1UEColCooAoBIdEyb4DQYREc8BTe0gyDMtkmPY7iFqlZ5JeK0iSIEpsFJkwtmFso8iU2Pyz6djucdM5ajvHbGfF9I7v17yTbve+40e/W+tuvawVPNQJH5tNfv9c8pEaGXdCig0CjUDBKAo1ygxRlQ1NGBsbKWOVtkob1oa45AbBOrDJjIp6KmyroMUmUrY8fQJAzI8GdMxgWaGjqUuo3Oz8J77vr//F/+YnfuQHf+yJ099bpQFQuOIHnv6Bv/s//t0f/NgP1sgAPPfV52/eWv3bf/Ov//k/86frlc//5gtvv3xuZr7/dz75t2aWKu3LAeRbo2xjVOxM+u87euRPPlWjJM3cidRMrJc6wek6dzccXsRsD/0uZvs4vlKl4nabwoCmKSJRxHFMrRKnbNKKjGatWCvSzNOfsNJKlGbnaX4R80t09ESVBgCCCJ0eZuawuIijx2uEdrlvZzum19LtSMWWgvI/nfS63bnZuNOJ2q0wiaNWEnfKk0loaYF7HUpiasXUbfNMnw9Xfp+dk51wMQxmrZ2xKqqshDpSh87M9o4k7eU4nilNrNkjXInNXKi7ViVG96zu1JmyhksPJSvvS468TwWtKif6hrs0hbAONlCGWIHV19xLfNk4nd7xw+/4/V0EIAXSRGr6y92ffdKAaGqPrEBqGn1BUFRywEIdxDYMjQ20tdpYbYw2iplLzVZUrMMZ01rWyZJuHdLRHNUOVr33szOPLy89XaMBoLkV6KV+/KFO9FiVhgIFzdBMhkkzaQZRqQ2ytoHSlpUmpYkZRERc+jjIOlEmUTpkHZIyxKpqfZTRMTRnaJYpIrDAAZUrTJ/50k9cuvpCK+k/8sDTZx6oTJ94/uzzP/2rP/2bL/zmQ8cf+tE/9aPduHK48ObZc//kJ//Fr37mNz70gaf+2l/5y1UyAC8/89ozv/7l17/6JgT/09/872qUg6vr6a2dya2dYpTO/74HapRukJJVqhupfmzmK8OnAKCVoJ2g00KvjflqI2+tyRhYS9ZCG2gNXXIW3c35ANPecWSmsqHPHjZAu0szc+j2KjUAmBDFaHXQn8PMXI1QtyLdiXU74sCQYj8pnwBo9bpRqxW1kiCObRhoa11RPn9LUYgwoCikMKQ4olZCFYkWdskGc0HQt6ZjdKyzncq564XTnf6xVjwXJLOBbenBauVsp+mHumNUYnTXcKRrLMTZtoLZY7a7LEC2faPYulgpbQDQFMJ6vhajJICH93AOrtRe+B3rhvKOn3dRAMXXNX7shVYU++7y03lSekc5FcBJSU69FyFiPV3oZ6WIRcR5Py5L2ZZ8q0h32LRMsqyiWVKh7IsOfifb2xes7S4v1j3nAUjzNYC06jpXvVg1fePT4ieA95K70l4PEdkL+wAgEPGuyEvXCL13ICZlpp0y4r3PqtYIFUEJvJexw7CQHY/K1cQvPP9Tv/Dr/9fzr/6Hm7fPplld88L19es//7mf/8lf/skXz774x77jj9Uoz1+89LM//wv/5t/9YhDYP/cjf6pG+cIXX/ryZ77yxgtvAfgjf74ypyI9t7F7bnVyfStbHZgkiE5XRjHkt3b8OKfYqtlEdWv9xq5cQ7eNbhutGKZ6hOQdlCJWYJ4+00tWllOxF1JBhOlpTAB8RV40AKQptTvo9Q8wzMtzTMZotdHpls4o3IWMVqFhq4moGE78bvnKKxHZMLBhaAOrtHZFMdgqnz2WvCCtYM20FkIrv16+7mj71vas6RjbsQBuP1e5Stc7ksQzQTwTRj2bDoqv/NRbVUrSxIY5UhwqIgwvlC8BAFBxX4ddEKdr53fOP1Mla7hL88hcR5GKdxBPTiAOLpN8hNJbfea9VopECBAiAZxItm/B30HWfK6ZAjATvEgOGYnf2rdAmHkZ5aKIwAKQE8mcjAo/2Vc5Rvlke7RrtZ5OlGRFNkzHN7ZWc1cyqhU3GVx9VkeztnvMZ4PJ2pv1vai3bv/G+YsP37h5QGL4KH97ffeLWbFxZfOfV2kk9zLO0Q6gWbxI6vx2+eC3SCfeFeKdAN45l2XpoOLG5MYuG6ggIdIun+TDdZdWKDGcyFVG4DHO5HoqF0pld7m2+vK11bp4+ndy+fbly7cP6NoAcOPWrV/8lf/w6muvt9qV87cARjvjL/3al69fvvHoUw+7Wovq9ecvmm5ERuvEuup4o+LFG+NXrgX3zZNRfl96ydfx+jnsDjE/g/UtrFa21fjBkNNMgoAIKAo/GEiZn7UUzucFGzUtbOK9L5wbVQ6V5OY1KE2drlyqTQ4qclw8jw99DNpgs7L/BYAbZ6SVCIrBeHChPHoCwGB7xzsnIl4kT7ONW6trV8uX/WR7W9KMiaEUmNzV6/6VcjdtlxZsWLc0B7z+wsa1nyt/QQBsOOzbqGeI6aWfO7/2aqUlups4ssyBIqbRhd2Nn6tc9vN55vNJunZhePPN8aWmEB5M0zVah3iIEDO8Q5FhMkC6U142POBFmEiIRCQXSaW8l38CGcIRkImMIdviVqVwZdUo9SICISq8pE52ctnOS15SIMN0lOZZ7vJhOr69s35961ZaEcsHQLKNdP38aPXl0eXP+EltWAQAYG39y2lanWwAABCMB9mL68Nfd1J3Y8Ikp1ZAgIxytzqQ2+XPZOKdd56ZXZHnk9F4Z8PnFR9HXDEZCeCyYbp9M92+VC4DAFfIToq1TK6P5QXBwW2Zv0Nsbm/fWj24i297feftl8+de7WuJPhBNlrb8ZN8cOH2zrN1lTgv8uBIn4g2f+lld6k8MAEArt1CluHYYbx+Fv/oX1fK0hTOkWLkud/aclevwZU95wl85qbbicR5n7l8c1TT1IO1VXS6/spF+al/UqmZsrWJOMbaKj5ZOfAC4Irc9NpwfufVi7vPVbYpZeNJlqYiMtjYvH7uwpU3Kp/JMJoIE0URtHKXrmY//W+rhAJpHW21jrUGl4df+dGvSllkzRSviuWHZ0ysn/uXb3/xx+piSRy5aDmxs0G2Or72yXP51cpJVMmH6datwfnfyjdqroiGhv8USIH1PYVKEKaLefcgvWeY6qd/vtkwTF1LwcEjMGKm39Zv8j0Or3QOkvwnci/BgdOVwumS8DcCbpe0jP2XQc9rvfDbPOVmToXBo7WrvA0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDXUc3LzXgOmWW6O1ZpFSh5OvYbSyRjFTjU8kEUJNkWGjiHCAJ74OyLbZxERA7d53AAgjihJSmmp9+QkUgqbbDg+yxP9th0j12qrbAZNktekBRGQTsjFBUOG4vSdsWZ6JKTIo/D2mMfzegKxVcQveH5jYwMfm1NFZWCUVZpt30d99mh9e9tc2q/zQ78KHD0FrVNhtfx3E9dtV91SKOTBkNIjqg0TIKtUKONJEkNqtlmAyjy7Y+2fd7QGKuveg+6rzUJwcCzmmfKPufNMr3P1u2/qQmVxwUvvp1Szmv1fNfofafuaALzNYVssfSWYeCwc3M1/9mqrFnYei7unYLuh8x0lW+YkIbDnRFHmpSAloeAdNITyYVmwXZtoz3bjbjuLQplnhXMlprZh7nbjdCuMoCAKjmPPC7a+aitGLVGzIarKKrCImZBXXXdDlZFbZmGxMKiAQFRUbkpTCwiGeW1TtLidtEqHJuFSpoRaIe+AEFAAOqNthvbj87ZPxusjBu+6imSch5Is6C28AenneLs/rbpuslTSVqiwCYu4tq+48xx2yEfJxVS2kmUgtdKgdUGjJKBnVp+2QptjXfuRvOGbxBLGWSoucPTiMolMPBMuHudXyw6FUj3341IJ59Kha7FInljyX7UqvHH7icPADT/Byh9qhf7VyBzoAdepk8NgZnpuTyVgGgxolokPUPka2D/Fwlfd4sprjkANLRrPVIKracciR0f2IY6siQ4GBl5q9ieb0fPTYsl7pwaqi2m1c99Xs4+3W0Sg+FIZzdrKdup2KXJSQut9h4/eZ+HHNXYyfqyuZ89+r5v+A6ryPi1xGr1WelnaBj328O/dE3D4RBF218VL5t6Rinn1/u3MqjpaD1kpoe3r37fJDqSns2SM9c6Rnj7T04sQPD6jY73maQngAvXZ4aLHfboVxZAOrFTMRBmUpOXP9VpIEgdVaK60UM3vn832GUr2AY8NakeE9L0Zi8oL941oVUGtOmWgv/mma7ZSPS8bKRFhaUTNznCQURMREAuxul/lu8gypHjgmsoSp5UdWlZ0URieOHvvupHV0c+OFUsFdbPvBmZXvtPHiZPu8SOVefu4k9vCi6nU5DADyee4H5bd77i5wZ56iNtkIykBEJmUlVrNa6lI7pNCQYjCh8DIuLwkddd/9nU8shI8kein3WeYrHaruHWZ1wBTBHb7rT/y1wc7GcPtgB4NTP/SjJ/74X/Yig3N1X7tZOhwcXtG9PhsDoNisNIIxjx9Th/rUCikwYPaXKlN+1MfuMx88QbFF7t3qNjYqS6Z57FFz/DgnMZx3V6uTDXSb5s4gXkY4QybCZAtlpwcxcxywNaQ1KwYzEUnhSsY0TKoXqsRyqEkrYiJmP8pKn3ko1OGZJXPfrOpHALKXKkt7/7FWshIGs8a0lYqUn/jR5fLBX3BaxWd0cEzZY4oVbf9S5dkePkhzT6vkQbYLNLkq21+qfCg8/O3t3kNhcsiYDhdDv/qF8ouidyZun4yCOWN72nS0idXurbHb2v+y1DWHW2YhUt1Iz4SqG3BrKz/Y+ei9zG/zfs/fYxitlhd6nSQ0WhFR4ZwIuGwfcSsO4thao5kZIoXzWrNS7x5nKILVpBlMNHVPIxIBjKLJvnmbsMs6JB1gmukkQqyl1IWxP8fdHsUxaUMiKHJh3nP0fBe09yAYgARM5L3QqPTeBMD7nFV4+OjHb1z/3GhYlx+kbD9onww6p3ZXv5LuvFYp63e5lXAcAqAsZ1tpn89Jj8I2BdH0M5AuV1JiKTIUalIsTHAaQeUp/b7ZH1oIz+zm1zaz8xAM3fUqn9U/9Nj/EAet5y9/+uLaK6mrtLw6feQD/9VH/6zR9he+8BPPn/1slWzKZLT7A3/h75596XO/+tN/o0bGNnHjISm1+KHv2738xvD1L1YpVRyrMFJhCEC3OxwnflT2VpmoFVISUmTEaJlp00JLVsuf4XiuRZ0QueGFNi903NuVxZXCiGdmJE3V4gLNzcpahdJ2YbuUHBJxUJbSXdl6tUSmmJQixVBMRPAeosho2TeOZKvYajKKtAKBCGI8KSqNrOJ+yHMJdwJuBxxbMixl3kx2UYcL1nS0aSu27DPPYaWTg11k3WPVZdVmTuoMH5KTHCySmSEVU12mxGHVWjHRvDYtRQpVzh0q4WgxMG2lE6UTxZYg2rZVus87XpO1nBgKLbcsx4oCEa8obB4Ka/jG2D18szDbjVtREFpjrdaKmblwfpKWlI0otEZrrZRinlqiiKDY5ztFd/Lrp34xRGBg+q/70QFYg5hIYaoQX7500ulRlJAJ9qKKvEM6rsnZnj4IakDf+aUcV+zk2U67c/+Ro5+o0kzxLlOmlcw8Hnbvq5GpKOQwIGtJKQBS4XtJJoIOYPLLAAAgAElEQVQJyQSkA9IGNdHzhvfuiYqn4wuo8vuIplbXHA9Vz3BiOTEqZlR6jlxcfcU5/+H7/tB3PvKnDncfrJK9fvXZH//3//sXX/uPH370e374439lrn24SgngK5/911/61D/p9Bc/9v1/qUbms+HuhVcGF18jpfoPvr9GKa4Q5wEiZg5DDitSpRRDEQKNwFBsqTqNCICkBSJDrYBaAc3VGaJKllEUcb/P/T7PVOdUuBw6QtCnaBHhPMLyWIk7lwQT015IRZWpEBM0k2JSRDwdUVYWD+oEZBUnlkJNTKVVEIBpKZ0oFTFbZkMAfPXam55hbhFHxAHcoG7lL1om3SfdIniMrlUqk8MmmNWmwyomELKd8otCtVgnSkVKhaxCZssgTDZKJj+YLJNR04UXTJdf6gKbGtA8EdajFBujlGKammhnxXA02dotGVjRncIGiIg45/PCpem7z2kvUohYAHdCJQQQQVEawnDn2hHZK4Eugy9TakO8FxGFLJPxWDbXy69kkZRQABpfe2KsXDBzbmd97dWVY7uzc09UaaYUo1VXDG2yomxdgI54mU4HSy5SOF/RZyHiQTzNvhLvUGR+UrFgdndxiEgAeEFF6Gshg7Pbnzra/lDuhxO3uZNdc1K5CPfSzc+8dPMz/eCQ1eGtYZ3b5+rO5f/43L/68uufXp471op7a7vXqpTDreuvPPPL2+vX55ZPziw/uHGj0lVy87VnbHcuWXmAakMY3GDgJyMfBBAPgZS6fQLInR9MtGIKzHTyoWQW/g7uwhqYKLboRPXOfu7WLTjH/R4nlVFEAFCMMLVBNwkVQ5Hy13zX9LJMKftE4gRe7k52iECcr+mXoVBPq2C+Vr2QqUCK2BBrAsGlsnOx4twgACADTgDQ5GzlAiEZqASmCzKYXPVbz1QvECZsElYhs6J04NZeKp+BEJG9N2lpWq2zrSK/VvIGnOTAncEBwUs+Kjabx8F6mkJYx85gnKbF1Dt0nObbu+Prq9ulnTLDUZrE4bS6TJ8at7aHbt9DmRfsTrxVSlhYSCBOkDvZPy8KIB34IGFiIcDlyEd+vOlL10ImYykKgohzGA5k7aZLq0x+/TooBBGIIZn4MaRy6g/AxvqL169++kCjVZdd3b7+eR3MjrbO1sj8JJXCSV74Seq2dtxWRWeNLyQdIu4IEfKJH2zKoHxZS8aFjHMEmiDIHNLC71T29bw++Km19A2r4o3swthXpgHcZTO9fo/W3JvDm5vDutaSKflk+/wrnz3/ygGTqMX61Vtf/OXo0uv5Tp2DebG5ka+vkVIgcsNdP6hsU3KXbvv7D6kkAEF2xv5GZc+InFv1N7b16SUQZL2uBcZfvJifOxd84CkEgd+tVrpdWX8Vtk2tFUm3ZLci1WGaU6EUiACB95LlpRMGkjvJnBQC8gCQOzdIq9qj/LQtSOA2J+mblUbn2VYhTkQgXnwmO2eH6eWK0aHAF0KaiClfdRu/VH1+eEyHcz6VjS+4/HxlIcyGjjSIkA/97a8O179Yvk7hBr4YOfEASDyKgbvxufKLwks6dluh6hSUkmcn2Y3J66XKhrs0zTJ1ZLnb3hnmzm/ujNY2dq6tbhdlVRBAXrg0y6f/y2A42dge7W+TmVJ4OC9M5AW5l3Eu26mU9vxLASEQkcuRDWW45l3FjM1kIuKRZtje8Deu+tGgpn3Dww8BT5KJDODXIXV7GLwbrN787OrNA+7dACZbL29c/NlifKVGI5MUWkEkX9/KLl1DVTSdCNIxiJFN3OZNv3axXIbpc3pBRosTGab++hbGdR2hI39zt7hSyAGtrd9w/HgnW71U1HfWOFfs7oj3bjBIr1+VSWVji2wMhcFh4DcH+Zfekq3qhMWt1I8m6uSCP7eW/ePK5UkAyItifQOK80uXi698tVa5jcGqbJ/D6jPIKj+R5AVN50O995PcD8aQ0qsCkhWkGARJXbEzcZvVH8d56kcqtpPXbqafuVil8kOhSGzL+FQ2X9u98SubVUoACBGdUBTR6r8aTj5bPTUq0MtonVK7r/mzP1p3TjqR1rJlSxsvjV/7scqhj+Qo8iKctaQo2y6u/dra9lcqP3guY+edl2KUr10bvzL2B6THNDR8Y3jHVOpBSnVATGkDFOMe4iwavgm4l0sCANM9xllQdK8nhurd0wsC0A/f25sEzMl7UrK9JxmAaZPOQaqGhoaGhoaGhoaGhoaGhoaGhoaGhoaGhoaGhoaGhoaGht+r0L1tgLpHGYAqR4L9kL5X5e8I39A//k0AgXrNd3Sv3GtL1XscBjMUSjfxvVNGbNho0gQqM/rcg0CajOFAkQJQo5zGXpAxpDSA8obyPSGMVcYqY5mISvfdT2EFbUkHzGrPraYGIvvbnlBBJqagRazhKn0a95SkiNUBbxEgsKFEUQC4ui/z9xaqT4e+N+k/GdpZntxyNbtgogf50B8Mk1Pas+S3D/h+zA8d1d82668PsFv3tauTce/7T/GMzS8csBeFen01Ow8ipAftyuzEfGyZZjqyO6rL0yDSJ7r25AzPRH57Up83ou5fDj7wgE9T2aneZQFAKXVkQR+e5177gL8OgLD8h/nUn1WOZVTnPAgAR/6AfeCPJxT63fN1rzn/pFp52s49rrOxz6q3jxJh+ZQ+eSY4fJ8dj9xkWP7ZaZntt4bmWwL9iEGP/OWDYmve8zSF8AAM2T7PdFS/Ra2AIyIuKm45EUct3Qo5DNhqNkxcSOn+IUpUK+Ik4FCT1WRAcKVKZopCGAOlwUTqjnnMPogobtkg0sYqbZRSRESuzG6DFdlYaUtKMxtMq0xNoVmY/c5e96nB8M0Dy2F7/sNx96FsfEtqNyZye1HNrKjOPIUtcQXyytuTCueD3jHTWmbb8ul21ShEUdBXJ9tqOeK+pijHSCo8xL9ZmH/02+ZPPwXmdKtyDziAw9+fzH04Mm2lE2aD0cXKzWorfzRq3adNn03M6a4vNquHUzPa/rcneT6Usfdv1m2ob3/iWPLBJY60G2buVuVBpFY7eOwJvXSI2x0BZLfa6Fwp9fAJXpqlfhutSG5W2pyqI+3gxIyaT1QvpNi4G9Xvkyj66CPm9BE13ytev1JTMtXxZXP8sFqcVfN9asXuet03v/BdfPh71MyTSse49am66+L4Hwzv/4HWytNRNMMX/n2lt8v8k3r5g7Z7QvVOqc6Kuv5b5YeSFR58Mjz1WLR83M4fNovH7K2rWTp694eigOyHQ3XCqAXFC1ovaQnEX/zmvih+p7n3GZP3IprMkjoccUxgL65AbrwFyVDefe1Zti2daNJELCIsjhhOXOrfPQoOOQo51qQB8uRZWLw4KvbXQrIG5o55mrA4TwIp3P7nwiDSNlBKMRFEQAQRyTPy+xw3bMzK7FmSQgiACuBdeYKCUv0kPtltnxlPbm1sfbpEcYew/XCr94gO57z3O7d+vUpGQVfNHKGoQyaSdCj5xI3KR78qnIvmHtBhTwCV7fp8nA/K3ctm1H1ttaxgC0mJVYFs11WGISyaDwSqNXYb68Xrvjpbqh0uDbM17w9Oa2q3jg9HV+9F2V36Nojfuf2c+LqBgmn1Dz3xURO3TdwW53Yuv1Gl7J4JgjnOrbiM4xVjV7LsSslNWbUoXGQ7z2ookqP7kJmcr/zgdDLmwxEmXh1LXFvJbuXd0y4lZjmWzIWnZ9IXKx9heH5RLSyRsZS0oFS2uyu75b42tNijfgf9DphYsRyek2vlzil6PuFewO0AXjSkWGm7K+VPpTzf4pm2mu1QEqrHjhfPlT++UWD1/Ax1Em4nZDQZU1y75W+UV2LdR/9xTk5QuAidlEr26DyoDn84nHnIRLOsql28w2Waf1QnixzOkm2Rz9kuUnar5II8+Viw8kDQmVNxWxlLNqKV+82rt999NPmE4jnFLaKYKCa0lX08LD5zwOzLe5xmb2YdPZ7pcC+mJKIo4jikOOQw4ni/MuLIkNWkNZQmpYgVlC7znA85MmQVGSaloBSUIq1K3em1JmYQg7/+5+shQhAqrZkVMRMx7fl+7/OKZE2spxaeX6esWm7RasaaXhwdn+l9oFxxBxsv2fhI3H046pyqkanuIkddjmc4aFPQIh1WKYPecdM+pJNFE82qoFOlDGk24YWQepYSTaGmQFWP7Z7s/s/fvvi3znR/6FT748eip6tkAJ5+4kf+4h/+yfed+kRUa50K4JEHv/+PfN+/On3/DzIfMKacPfzBJ77r7z/wgb9qwqUamY47bALb7ke9hdbi0cosglmyPaViVhHpiHWHo6XyN0AJVEI6Jt0i3aFomc1i5U2ZYk0dg56hvsVs3SfyaaHaVs9F9nCiViqPI4ymVpv7fe711Oy8OlTtSx4EiCwlIcUhOgl1Kyy/mWiaPmEVxZaTQM1XlyNroJmSUC329PHFKhW1Y0oijkOKAopD7rV4vtJGvHuGk2MUzJFuUVHnTohDTwbdEzqcZTY0XqscUvRPqXCOTJtMQiokkxCXWbeGLV44YpOeihIOQtIWSpeMdAFQh2EJAZElMkQR86zix5rJvzqaQlhHSJEhYykwZDXMNCemdJl+mo2mptkSIMLULqpESVODfRCDCASi8kJ052XuOtBUeW7sVTXaq21T2dQ48d3Kvb+3761Vzhg5EBnTbyf3VymmsAq07QbxEWOrgwgAClsUdihswYRELEXFKJXYxLMmmtNhn22L2EhFKm9AHcuJooDuZKC7imQlAMvhk4lasqqrKfK1i0C/9pV/8OLZT91/5Fs/9r4fnuucqFF+9aWffOPtXz525Ns+8MRfDGo/+9U3f/HGuV+MOyuLJ7+zRuZdkY93XZ4Ss7KBCtulMhnB50J6z4VZhaQq3En8AMVASBGH03LIprqHYhrlyC1NLU1JXSEsbo/BpPqB6gdqpiL4ApDdXWKmVoc7Xe50VbdmYCFQCtZQHFJoUWPk7TwUk2EOmCPNUXW0gnMAUWS4E6tudb30nrSiwFIYTGshhZXJJMkRCubJ9iEFNl+qPIvYUPekiRaUjigf+tUXKudFo1k2EekAUyvtyZZMrpRckPNHVNLlICJjiTURUTaRm6WeqHevbgYYUKCYqdPc6utopkbrGPjdHs9oMthzAnYOxciXjAMLKQQy7dTwU0988XnZalnhc6+C6anq4UW8hy+5fYvAeUz/8t2qJVKyRih7c6V3/+m9OCf7R4vipr7+e5Oi09+r5kUBFMWOcyMiXV82AGTjdSKjTMfXzvuBNWlDrKXIJZ/43eqVGFJsYtaBz4fFZLsY3ihV5ZiIeE+Fl8whK2Q8lkqjyC+s/Z+H4ycFfjM7dzX9jSoZgHG28bmX/2mgO61wdn1woUaZ5esvvfZP3zq31Erm05omByAbvH3uq/8o6Z9A7VeUrl/bOPeK0oEvMgIkL5/G9GPZfTuNVzSpvYX+qi4hP5SdN/LWfVqFxJY4QE2shNyayKigdghF9V1Hk8s7fpSrjuVIU1x5G5H1tWJtNTh0hLSSyQRB9bPjYATvSTGMBjOyikGSFzdIzTR1hBnT/N4KZHPod0YAUWgQVodP5bkUDkSkFRmNrPCDymc924fpQMU0uio3P115XcQrHM0rHRGA1RfSt/5F5XQ0a6iASBMRXCrrr1WeHsoQE4EgXrJULr853rxe8gb8jQKnA/g7A1wPmXh/qVkjrKMphHVs+XVTmL6eVVAObuxHm359tG+BEMDADQxpyxYgD1dIMXbjzJdczCO/q0gbtgSIiJMi9ePSZhnJMmhFSoOmxc0jz/cvEHov6aRQihgMEeekyP1kVHI5eS9FLsw0vUS8gyskr8qpAJzf2Np+vd89e2vt16o0U9Lh9eH2GyJu7fIv1cjc7rrqLoFHfrxd3D4v44qiJX60cUFHM2zidPvS8MYL4srvI6lsDNxqhNxLkcnutrtelB2dKevu+fXd56v+637SYicd3FOK/SS9OUkPTp8oJte2b1TmNN3l9pvPiyuCdn/z6jlfVN5A118Y986EKiTJ4SYyvlV5p1t/Ies8ZNoPaAA+R1aSab6HXM7dazs8G0jmZa2uyTN/cWPwzK3ux49yYmRSuUQqWTp54atqflEvHSJjfPX3Kbsjub0pc13SSkYTuVk5qihu7rgjXW5bMElaFLcri5ZMivzyajCccC/xG5XdrbI7LlbX1eIMvIjzxdqme6169KOgIrixXPqZIrtUqQKLCogIu5eKF3+8Mu4DwOi2d6n4QvIRdi66N/55+Qhg63aRjnxRSJFRNvE3LqSf/7cVgU1rUlzNbZ8lE2gCpDiXSdn6ccNdmonjAxjJYNtvbfvNTb++6dezig4LgaSSFb4oUIz9ZORGaUXsu0AymThxTlzmJ2M/yqu6NryHc3tPfIVDmkpRfsdxhTgvIlLkPp0U41FRGtgNwBfivRDIOxSZZCNfvzdhNDl7/dbPDkZlqeLvQNzOYP3Zzeu/4vLyBoc9WTbw6cQPN4sbb/jtupLgJ2vp1rXx7Vcna6+Iq85VgBv79VSGY7+x6S5kUnfH+WbBp8PBjQtbF1/Ltut6F9MrviicClW+7deeGQ1eqs6VXMdop9AWPsftL6WjV+oOuZ+k6mireGXLfbbuARe5ZDsjMxMVt8c7//p8nXJnO799y+1sF1cu5V95tlJWeNkdEivkuXvpbFWnDABMvBunZDRyP3lrrXij7n3KYCiBkZ3x8B9+qk62M/AEca64tZ7+6he/lnO5DzVDrWN0/VPu7b9d94yVb0uyQvmuf/7/27752bpeqiwXHQKgtVezl36scvCRjTEa5uKxu1FceHXy7K9Upmkih2w7McIBYyL5uSz9Z7WLmQ0NDQ0N74JOVK/PNXzzQN3KOfCGhoaGhoaGhoaGhoaGhoaGhoaGhoaGhoaGhoaGhobf5VTtpW94b8OV277fTZkbUjnmgUqnoXfBJzV1722bdvXOxXdTvSXx6yBQV99jUAZF9/aaAHr32iXEXZhqk5zfUSgCV7ju7Efd6wd6r9NsnzgAIjIqsDpQrAlUufkcYKJAm0AZozSIavYlKMVBZLXRrBiCmtck1sp0lE5IhQRIuYs3ACiohFoxJYaMQHy1RzaBQmgDxaDfxr1FbLsgxkGum2RCNXeIky6KHK7WnlsHQW/eJB0i9hX7yr+ee7ot/u6nTfOH+L42zQqQobJLvnsG9/9hah9HOkBeu21k8dvp9J824QLtXJSKTT1f46G/37GHePeZA46jfn/Y/5Ej5lSYXxlLbU4Flvr46PtwdBE311G9+R0AHe2p73uCT87JW7fqtvMr0mf65qG+OhLLOJdh3Wua73ww/INnJFL+Qu1ukFDR9zxMH72fTi9ifRc7dV9TfJqO/Um19D2KIhm+XiNE66g5+pHekd/XoQCDq3Vn+9xJe+Jb2kffl4Rt3rpeqYzuR/dxtB9BeBLZFsq8PfYIZ7H8KA49jplTGO8ibzZQ1HLPY6X3KBSbllEWRCLe+SJ3WVak+108FHEniCxrAB5SeJcSj4ts/+XMiqNWyEwgEi9Ouzwr8qzkvkOkdDBHKoSIiBPWAogr8WoyMDM0a2AJ5FAEFA5kd4ISZQA1g8SSZrAXP0G+jlFRHdcwP/MRreObt39Nqq3LAJjOsfahx10+3r30eV9U73BiVkce4KQD58iExc3zcBVG+9q2lo6ZuCUiRTjwRe7SypfV3OvbBxXbnezKqLhYJfumoEtLD6inQopTjBPfveplIOU76g5/EDMPI94kYrk8Qla9727+W9TsExwukC9w8ZN1x7H97Sp5VPsc8bdmoy/VKeOnZ+yZhFuq+Ehv+NN1m0fx/odw5iS2Bkgz/NbLNUL6luP80BImhb+1LZ+v3JuoVmJ9tMX9AAJSlK7drImVsI8fMQ8v0Uwy/OJFGVdWd3r6fjy8hPkWnJBW8o+/VKU0S1j6Du48StEK6Y669XOVrxkf0oef6s6ejpMF2zka3vxSZS1aeTw5fDrpLtq4pxfvi25fngzK7BHCk2g9gGAZqoUAYIvVn9uvAoBwBofPoLeCoAXWCNt48WfKlQ1TmkJYR6ADq0PFikBePBMD5MQX+4L0EhOE2ipiACLCRACc+HTfjT4IrTZqmikhXkAQEVe4/Y5orFukIlYWAhHnAVa5cyn2leE+zSaUKCiBFKIY7Mhlkr3ruZBBC+i0KDBQBPIkIQwEqxiUGnSFwbF+77EkXhGhm7f/w37BXYL+8WjuARAVk63htS9Xybi3yP0FDhPJM3I5hW0ZlpvLRHOHgu6cMta7HOJN0qkqhJo6x9vf2zJHMr+lKJi4a746B4qgNMVOJh61VnCA4sTVjLfvYOxh5iBLr9SHTwFoJd/S7z28O3h7Z/dF7yudJ4+rRxfVcQ+nZddx3peFqkIYzlG8BA5QDGnhcblamfkBHSGcJxBmz/Dtl/zwzepZjRbMDAfL3H3c1BdCczhQc0bGzh6Pxn3lN6vFxxYx30NgsTvC829hWJ19sdih+bY4zw8su+pCyPMRtQx1LES4iNSx2J0vP1J8pMPdiOZaJgnUh44Xnz5bKgOAI33Mt6kbQrEAONXHufIzs/cEJ6fIzpLuUrBQKtlj4eFW50gQzZhoVuuIw0Nqcr3kW+qvmKX74t6ybc3ooKVtzDOH7aAs2So6AtOHakG3AUK4DL2Mosx8cO4kOkuIenuFUDxM94Bpg/c49zbF/16FSStSTIpZKVJMrFjpspwBq7QmpYmnIRCalGZlypRKMzMrZt4Lf2ClFKuSOWpSIbEBabCm6auyIXr3IdPQEUIDq2EUtCatoAyM3jfKiWFisgF0CBPBRDAxbItCU3EaGN22th/HxxbnP1oquIsO2zqZD7rHwt7xGhnFXY47FLcpjMmGZMudJ4k4aPdN3NJhzNqytqwqR2yL0YcOtT6W2BXDbcVh/Wz/o/EPnwg+vmw/YKhTIwvtyW95+P9dnP24NfM1MgDzC7//Ax/65yfu+++D4Ei98v5Tf+H0g3/t2Mp/PTf7dJWGQLN8OKJ2gMggsIhCqlwOKsZQIWwHwSxaR2D6VUKkGwIg6FNyhOYeqbvks1WhAGaWw5XyQJSvIeC24pZSfc3Hqm2vFaOdoJOg30avhYXqd8lE3QidiHoxLXUrZQCFigJFlinR3Da8UGn5Dc2UWI4tzSX6VPWhnI/QDallkVi0AupHWKo8PZKjZPrQbagY+67Fd8iOmGTRhn1t28rEigg+Lx9/LByPW7MmbCkbKxMwEUpTtVUXugWVQIUgAw7AMbjso0dzaC8h6MDGe9e5DpvFwgNoCmEd09CHaaAE6G4SRMla1N6K4DR6gqb/b0UawJ1HP7pLdSsB0TRRYmojXy4jMNHXspruhFbQ/mVCAhikoRiswGpqWrz/AfMOhUuZTBKtdNoPVkju4J0Ou0F3xSRzda09iskEZCPSFlx5oyVtlAlYW1KalAbgKrzlAMxGZxJzRFMg8Gmx5aXyYWuG37diPzZvHtGIc6kzEZ1k529v/ObCzMdmuk9SbUG4fetzVy59st1+YOnQJ6i2d2V947nh6LzW7Tg6wqU3MEDBKmgFw9BMisFSvda7eU58AdOCbSPoUThXJcTaqz7bFh0hmEVrpW4lNbss2W2vZ8jMsTlZd3MobmUUEHf09KdS5zzSDK0IcYBWhKTadNuLjDKEBkmA2CKo/Nol91AETWQYka7zEN8eyzCjyHA75Jnq9AnNCDQig9ggMggNgvJPxC2YHlRMHIIYw0uVRyfqa9tSOlI6ZGJsX55kt8uCsjXFXR0kbEJWhgCMtt3VF0vOYQpAFqRBei+5Rgq4MmPdsA17p/gpA2Kku5jUufU1NFOjtaRuEvp4WmYAmeZLuLJ+kHGehdryNNUBACCQvCw8KE8LY8107nSaBCF7kRDvRlwm4knuvp4X8bKvB2dqGhpQAEDgp50yOfIC736fYxQT5AE0gQTkIRmKgUzyijXCLL89Sde1ToqisrpMmezc9MWEbQxS+23B7yKTsYif9hyJK2RSbpAt3ov3ewMK712euknlLGXqtgs3nLiNcbG6lZYnr07Z8C/88tYP1wjeycXr/+ggCQDk+eWL5/9vbY6IH8u+EOZ3cvnqP9zZfSOwve3dN70vd08tkO74tR4vejgvzsGNpNIqevNt7JxH/zRMAtNCTR7i5kuy8bI/9LQyCQUzdYXQXZfBS/nMHwhUm1D9mAdg8vpAJkIhw9IBLXfr2wgtAERhfbMMtsYAKDJgQlqp9JspCr8XyuJF8moP8c3UbQyk8NyLqtI5AGBjgkEKIgQGmiGCyxV50V1wCA5AinyK9S/VtLmBA2ZLpCgbuMu/Vf6CrKCmsUqKRDAZuHNf3ipV+hySY+/qJ0iBdBVutUzpwApK7Z0S+Rg3XyuRNbyTphDW4XwxzHZj22JSgDjvcpfnZTE6qS9201HLRorYixTi0yLPyjpBitxNxmkYBcQkXrzzeVa4shuEL3Z9EUODQCKF+Mzng/3Pbx5+TdYUtCULoJB8gslOmf10AX9dtgryLQQMyuB2ZHwLlbda57au3/ys1p2Llw9Yak/X3ty58hyBd66/WCOTrdt+6zaxQjqWwaaMy/+0uHy0ddvEbWLOJ4PJ1lpRoQRwdfdzmduZFOtr6fO5L08V/52myK8eJAGAre3PHSTBefdSwr2QkhTjHVm77t+sUg7exMX/KOEsEYM18uoWpWID5/9t0TpKtkVS1LRjAsDNfzPufyTgiKRiKm9K9twgfXlgH4gBuFu1rajPvoaPPYFeC+MUb1ypEfrXr6lhinYo1yqztAD41ZFbm1DHQiDDwl2qe7jPXr4WfuJRELmr1a+ZOnn9Bj26PJ3MkNdu4Gy52G0j35oOSrH+RX/tJypr8GgzhxcA+dBd//LOlU+Xj/mKVAYb/397d7MiRxmFAfjMjPmDgAsV3XiXXoXkMiJ4AYLgwoAIk0UMcXSCJE4MwdhOume6p6a7qqvq+3GhuOquwaXwPOt3V1UUX9U5vOMHn97NQ9l05dWnCQQAAAJOSURBVM1Jc/rN7l95ZRn9PO58En9X2qSrWD7dGYz2KoYuSo08Rupj/mu8/n53kn9Zn7hBLmlI21JzymOftn1qd35KrBFDyUNJQ0lDHjepb/e1zkaUVNKYSq455aEfx37fnEWpqau1Rk0ldXlY1l29ThGRI7exSZG66DaxXtXVvvWJHLWJ7SraVbTvYr2JG6bph/F8fvHdmG56wdSxOz9Zvvx6bN5MxfJQmmUZ+7J4m39/MRFM3WYc+6FtusWsX51PJMd6sRpO1+lVqXtLKv5H2lgty/y6XF6WP87yk+lwcxbdVdRy8O5ZvfhhKrl5Hdfn5SDiz8d5PdkVsT0tRx/X2tbFF5P3xrr2TXfrozvbZ+vtV7sPMf+4aGKxilLi2ycxm9xhmDX1/u3ohvLwOJr9x+ttKddd3DqqfR5+nJffpq57XXfx/r08a7oHjyZi8eoy7t+Oo8M4eVs/35usQ/R93P0wmufl+WfT7RMl3it5KLOnzS9fTj0+7WYc2vF6Pvz86PLseGo+a1xHiTg4inERi+Po92xulD66TRwexraJ2U/xYmrKDQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAOC/+gtz/kY1UZTX9wAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(filename='data/diffusion/tensor_ellipsoids.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we can also visualize the tensor Orientation Distribution Functions for the same area as we did with the ellipsoids." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "tensor_odfs = tenmodel.fit(data[20:50, 55:85, 38:39]).odf(sphere)\n", "odf_actor = actor.odf_slicer(tensor_odfs, sphere=sphere, scale=0.5, colormap=None)\n", "ren.add(odf_actor)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "if view_mode == 'create_plot':\n", " window.record(ren, n_frames=1, size=(600, 600),\n", " out_path='data/diffusion/tensor_odfs.png')\n", "elif view_mode == 'interactive':\n", " window.show(ren)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(filename='data/diffusion/tensor_odfs.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that while the tensor model is an accurate and reliable model of the diffusion signal in the white matter, it has the drawback that it only has one principal diffusion direction. Therefore, in locations in the brain that contain multiple fiber populations crossing each other, the tensor model may indicate that the principal diffusion direction is intermediate to these directions. Therefore, using the principal diffusion direction for tracking in these locations may be misleading and may lead to errors in defining the tracks. Fortunately, other reconstruction methods can be used to represent the diffusion and fiber orientations in those locations." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Other reconstruction approaches\n", "\n", "Dipy offers many different reconstruction models, such as Constrained Spherical Deconvolution, Continuous Axially Symmetric Tensors, Q-Ball Constant Solid Angle, Sparse Fascicle Model and many more. For a full list check out the [Reconstruction section](http://nipy.org/dipy/examples_index.html#reconstruction) on dipy.org.\n", "\n", "But to show you how easy it is to change the reconstruction model, let's take a loop at the **Sparse Fascicle Model** ([Rokem et al., 2015](http://journals.plos.org/plosone/article?id=10.1371/journal.pone.0123272)). In very short, sparse fascicle models (SFM) try to control for the noise due to variance, and over-fitting, by means of regularization by limiting the number of fascicles in the estimated solution.\n", "\n", "## Create Model\n", "\n", "Just like in Constrained Spherical Deconvolution (see [Reconstruction with Constrained Spherical Deconvolution](http://nipy.org/dipy/examples_built/reconst_csd.html#reconst-csd)), the SFM requires the definition of a response function. We'll take advantage of the automated algorithm in the `csdeconv` module to find this response function:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "from dipy.reconst.csdeconv import auto_response\n", "response, ratio = auto_response(gtab, data, roi_radius=10, fa_thr=0.7)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `response` return value contains two entries. The first is an array with the eigenvalues of the response function and the second is the average S0 for this response. It is a very good practice to always validate the result of `auto_response`. For, this purpose we can print it and have a look at its values." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(array([0.00140825, 0.00029852, 0.00029852]), 416.2059843885516)\n" ] } ], "source": [ "print(response)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We initialize an SFM model object, using these values. We will use the default sphere (362 vertices, symmetrically distributed on the surface of the sphere), as a set of putative fascicle directions that are considered in the model." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "from dipy.data import get_sphere\n", "sphere = get_sphere('symmetric362')" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "import dipy.reconst.sfm as sfm\n", "sf_model = sfm.SparseFascicleModel(gtab, sphere=sphere,\n", " l1_ratio=0.5, alpha=0.001,\n", " response=response[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As before, let's focus on the small volume of data containing parts of the corpus callosum and of the centrum semiovale." ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "data_small = data[20:50, 55:85, 38:39]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fit Model & Visualize results\n", "\n", "Fitting the model to this small volume of data, we calculate the ODF of this model on the sphere and plot it." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/miniconda-latest/envs/neuro/lib/python3.6/site-packages/dipy/core/gradients.py:165: UserWarning: b0_threshold (value: 50) is too low, increase your b0_threshold. It should higher than the first b0 value (2000.0).\n", " ({1}).\".format(b0_threshold, bvals.min()))\n" ] } ], "source": [ "sf_fit = sf_model.fit(data_small)\n", "sf_odf = sf_fit.odf(sphere)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/miniconda-latest/envs/neuro/lib/python3.6/site-packages/fury/actor.py:939: RuntimeWarning: invalid value encountered in true_divide\n", " m /= np.abs(m).max()\n", "/opt/miniconda-latest/envs/neuro/lib/python3.6/site-packages/matplotlib/colors.py:512: RuntimeWarning: invalid value encountered in less\n", " xa[xa < 0] = -1\n" ] } ], "source": [ "from dipy.viz import window, actor\n", "ren = window.Renderer()\n", "fodf_spheres = actor.odf_slicer(sf_odf, sphere=sphere, scale=0.8, colormap='plasma')\n", "ren.add(fodf_spheres)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "if view_mode == 'create_plot':\n", " window.record(ren, size=(600, 600),\n", " out_path='data/diffusion/sf_odfs.png')\n", "elif view_mode == 'interactive':\n", " window.show(ren)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(filename='data/diffusion/sf_odfs.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can extract the peaks from the ODF, and plot these as well." ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "import dipy.direction.peaks as dpp\n", "sf_peaks = dpp.peaks_from_model(sf_model,\n", " data_small,\n", " sphere,\n", " relative_peak_threshold=.5,\n", " min_separation_angle=25,\n", " return_sh=False)" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "# Let's render these peaks as well\n", "window.clear(ren)\n", "fodf_peaks = actor.peak_slicer(sf_peaks.peak_dirs, sf_peaks.peak_values)\n", "ren.add(fodf_peaks)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "if view_mode == 'create_plot':\n", " window.record(ren, size=(600, 600),\n", " out_path='data/diffusion/sf_peaks.png')\n", "elif view_mode == 'interactive':\n", " window.show(ren)" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(filename='data/diffusion/sf_peaks.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we can plot both the peaks and the ODFs, overlayed:" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "fodf_spheres.GetProperty().SetOpacity(0.4)\n", "ren.add(fodf_spheres)" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "if view_mode == 'create_plot':\n", " window.record(ren, size=(600, 600),\n", " out_path='data/diffusion/sf_both.png')\n", "elif view_mode == 'interactive':\n", " window.show(ren)" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": 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hIPDgsH+jFNW8BdJ9nvuQDMJGAwVeEu4kco8f1TB/X8A5jjs+8RS8NOcWElx6IGJZhrJM6jquqrDWoYYIoyiEtIBDmJfcVRp12l/osqZQcmwKYXBV64l+PMIJ4BE0QpTWRghWBwHuh4EUVX78Wn+CzvXhmdg0AKA01bVs94f7tyfyyw94CaTr6JUBrDVJ4lGA5sSgenoUyGkr0B0ugtziGZgCa4EQACaGMotwUpzbqBKUJCilOBRA94Ykk2hmTWFNDUaDJYgG2HpUjtT95JFamUgvlyqYWbwAYhPZ2vJDuPrwPRTWcGl8tVCp4HVdL1n+NuAaFLWUAcqfmBRyaz0zOGPoaZP9qSV7cMXOG50AwAJe6aCVi1qcNuX3gOR2OoL5waNHVhow+A8598G+beym3JzZ+du3i2Tp2Wj179iZtujtSu7W46N5qwUdGl9aTn77jE9aSCoYTmE08a+Vd+Zu6nhoeQFdaNlujEKD5ETmH0/2v3dvSzyaftxBl33TN9KbqeLD/ON9PX+uFqBVqhdqhQ7E8Kp+x877uHKLPL1Sm3Bm5La9IWAGALOZDCDweOCpBi9jVTVU1TS6JVFQHL+3+uUQaG7A1zfI2UW/0Y/8xfXRUtAMTSqr+N5OMJmFlfELhGsAMBQbQg0JFqqkPyakTlBCy25x0Gf1YgMtJbAQwAqGyIIxViGAU6fFa2fary4vn28OFslgEa0nZmBtIkAbkAhYDAtN1PiNv578+uX+atBY9rux7bTNUgS90CwySBki0koLwCAMkNdqmpUwhSryVEJ4oyz92mKLrSESE8UAZ9zahxKgSi6ojmWVTqQdkaOoPUxSHfu0yil/NMLVxghltUwQqy4m6isxZAHanRFlKv3EH05ZTXQjJdG3JaWS3ZBqp8rUibnNzpPcjPAp7u2bP33j6KtLiz2kobaVAM6xUB63qkQ4B0wgWLAvBmANnkqU7T3UE2kochANhX/X6N+z7AiV9bwVMAtGYiFocVawdaP+TIsEGEbhcdmMCBoILVfWGxtVVPmMb3+krij7JXNkMASA4gA9Q+wCt15WW/rcncGgUJz4FWv5Aa2jmnqZwhWSp1F9BXxkUWgwN8Tw4Ghi2y2KEKGaxYwqgMrAAOrLiP8TG1hDAkJS0nomXu8k5J3hrjQmt/lEVwYF30TF67D3l2iFWsFMUzwa3oZmdGAnoW2+gdDvws4ALd4EmkKzB+u79uZj76KGyT24fQ2ffxmyQzDGHDsiLrUeWUNA7iMzgnJij13f5sqfaNQw5R/bxh6eHJr5/T6FsO81fgUqQOpPhb8jZgdm68lmDLHT3eiZVfa3EP9xRf5Qsmkh74l7BTy+5IWAMug2bAchWxhxyI0y4z1792p968mnnSHsgc7NeFhf2Xt0eflhUxAUcWr5vr1qjklPreBoG+1GKOAwK38S8m/uK1Eejjt4I0igjCoBQjOA1ENrFGliZ8xKC2XxRTK8PpVgz0dxZLvKBhWgEuEEliLbZRBQY0QwI4ZJQacZ7Bya8ZgZwApsjeAFkNeB+saaAX/+mwdt5XVUYzbzp9rPDMkJHhk9wdVUcw3WGo9BePq57DuXO4s01jO/zsJxGtzao1d37POafxetCcQbJmggv8fIEtlqG+ikiYSwp8NrBS1zVpLqdSz+DEgk28iEEQm6HmlYXg1HUcBmBa0KknNcWfUKmvSI/iOIFDJrXtPowCJuULEtj6ZKXc92O+B5odfpDv9+3wDR/6RNq5LK/U756A2cmLExCRHBMpa/g+UnvfDMzLt+1Odq77HbqEEe2KPDWX/f+C/U5R/7kQUGzhfkAuHTfbIv90e7S1G54i9HknDBcmsq0N+G2Xfg6L+D1RYK2whiv/bjvGaHO3zvxnRaawPITE3eYH6H879F2D8AUts5HTRDuOHFUSD7Fr2iiv8XeWNcm3mdVQqLEVrRqP86Rn9hJ4XJMn0j019mYB4gr4dWYlgytj1F9DxRN3WJbI4uHp4+s4UwQTpJwxhXlGPsY0YJIKNfhnwZ9F8C5UClQboMRofJbVU0CfOBSYUBkMLmtK1esJN/jAYGEADxsNf2m/1E9Tvmre2DvZyP4ZCi6A8wvmTR61D+EMIV+Mpt+JePXaSySiLzJkYvgP9bdv9/gFUAUtr5mUS5vftdvPC7UBfgARy74plDNQETQD1CXgFlfnwgtNb/hi0jMG+BHZp9CfNfd8lfPJt2nuHV91W6K46Gal8/MRnFQFfj9PIp77/wNFfwXcI2D9XtbFLDI1tEHoQ9OE2gFeDw7xr+f2Kypzd3FT9U1+on4iUAhOgCx+GLdu+P7Z0aHh8cPEzi4K+h2R+aHWE3T2g2hLsZ7n/N5vsPvdxmJrfz7XOhaOM8Usu1VhmgGmGCNhYM7Vgcs4qwcUEPbpf3jkvWfVjHJ2cbvWVvCdUdkXem0juydoCqHsgPwBZGjCXnddHhYlzlhyMvm0XWUtAIgyUW/g7s/kNYP0AsaAEGSBhGmiTUr1GALQKNhBbS2v/WziYI/69oIcCk2zBG1hhwQH0/8C0P+6l/1zeXhPrP7axAAqHsn5FLyiN0m0z9ncA3SIPPSLfp79Xmm8PyBVP+BuQTg+/i1r/ye/0QtYIaI2YhpwRJMFXhD22JwuC8qf4bVW9a/A/CIIA0YLFB6QqE1yY7E1kUcDMsl9Z8uL7IXj8yf6+Bfu8czGY+rXsz+2AMLayewB4WC/+yDl5K4T8VsloLjmqTTSLxxOdQQrar8zs8/S2cM9GLbFKfeHzIeZJbGv1camOPeLVZDg/5eKyzmc1KGG+C9z3UT1DSskGbsXZsu4kdNPFKn6328e1hQU3Q8DutRCsItiEqbXCkJ7V9/HhZSry1eDEMKFh6RcRjE9SmPjI7+qGRO0Xkkvf8GjzXtGsUko9QPTZvZfaqgJMOqx3nYrrwYvrMBj3bUMvUNhWCT+zmzLxzBO+jaOfCaS9GLEWeFYHhvuSekJQrIgyaAf4hoj7QyOKQmIAqn2pL64ngexN7cMhKTrhGtSWH4O8iFgKKCTQ8SAPdbup2R5eo3hyKCsYeNBmEq+BfAnXFJhFgCVn16CS4j1YYNCVIAewymGfA3gTPovII7s17W6qDnvmbQGaQDoHV8w5aAEAfzjZh8ApUArxrSAs7EfNiTAutrZDV88b6CP8Qm8Ic8nknCBuo/1xj4bewt6zV/yTtNb5dP7F86kPYxp0XN8jaMv6tg/ofp96bd9VHW+VYP/K3u+CvXfCeHaAzkelxQN9Fsx178wg+nsGugjmL3stweRFfCiC5ArPCvPNkg8900aUunLljvcpuaRie0DJAi11YmUFoQIqH5igWYCiLbXGwp/YP7e4Y9koYRSjs2lYfJ32fLURsreWvdbxuDHdnJ+U8v/ZM/OrpwXPtQRd1ItvFIpXGrwzcRuUHdq+2O7ndHZk96NzBVApOQHlaekozrZg22CD0J9CcghcDpbX1Pe3jWnJc1Tgr0Z2hHImSG2Us/j5qfAhpi7Em9fWQaqRzUWSVrmu0W6hRbe4NxQ908Sco/SMU/hD6BtHIVz7WSKLMZPs8PyjFQS4/OcjeVtWfW/22397xm4e0EXppKzbNRLZaqr8gWCer4uKDu2WlYBTVN1psr+kPCRRBuNT0OwlEsVlo4cU2zXQ5rZSyZUh9vw3DDkoz82aBLE9i1cBgi4dyZwwoZIgHnh+zZ4QAgW8rxKsks0/uKFvA/kU/fSEy2ibXZT2xs+O2Bpy53IzwC5BWH9nRp+f8fEiX7CUfghggIZB4NvFREkAQI79BU+r/7eXOd9/Lk4IEPrtOFOY6rVlPdCbw+OIGRyKX08DrZ56XE6+lfItqYx+MUWJCv9650LeLmDeLIja2PDT71s7v6E+2GJFLi/1nkzWPd2QWjRWuK6HMdg1vftrg7m0jvilLY4hSiErA2mcqoDrBpMZ434QNsL4lGFlleGELKbJxlu2pUTltRhXGOE0JmwA7NKxprY8MsdIiZYnSVgHYTgsDgAbJrErA2wL2Iwi7YBCWPdQe6Ue264Z2uwVeBJ0tiP8CGt+Eqk1xkyS13rgt7zz21ijEXRNRoBdQvAPrFdyr54WuRdxLrN+3cAeTFmETO3d7F1bpwqIXXTbbWzhNiMJGPNksQvGqt7DgxxtK/ID6WVXVT2wAE4RPeytAeRSoMLL/8Hz6wS2+NZQ74kFLitFXuyvngzVP9kQRDTWZmSJHw+L42dsaOXWOnMeqPTFcwUmJVRG0TqOznm1WwIX1T56v9Wx/ERIMENqV63DjyQY15PDp2MtCqTMNlOHFmOB2SOOEraaNFojWgvlnb88PtxfP0dcupYs45mPCJTK1AlabGmp7ONE/lnB0v2CBgY0wioMoJEhqC74FaY0ECwQZxBAiFjOwTKDRJ220QEkwEnaW5+x2rS32GI08TYxBJUyMVrm1LelXdySLaxZOBdo6nMHOHhmrOoOxAWEtmkK/0N1SxLPKtqigtixQtl/n+5nY5lSBNKBHvHUD+X00WCeCavCsBFtIUddh1Vgst9FIGQxlzGJfeazZTnuWJVQ2I+zFJheWarqu/N1RpUFc30VBwIoz5JrHhEX9JBCG9fUSyctd/iAWCpPfnIRvJJ5upxYg9WTbw1Yu7qrH0+IsiI+xedtrCw+t2Hicd4/s/BMXzlwuEH5JHLId+CC0zTZaCMhikzHiaerzONTGU0FgWhFRYAMqKIS9lB5qoWiVkqRre0PzSEZDrezNYltpvOpt9FhbEA4mWEKDe+o2APgE//rptQ2/Q+qgLIzRJaqHU3v1mOt6im8+23yu24wFkTM9laWsy8N6/w786OE2338z+/XLTFW0jYUCRZiKAyE0UgVFgLShDBEPuEDTe3KLz0Y3dvcKZZp4/O3BAlVBVONIMCERADCqfAYI88LkRpWiqv7qSg4A7R4aBNTbxhPkLWAcUIQY8VDzdk7lQ6nnY9hPO+QC66uMTDn9Pk17gbSUgGlNsmCsHskICFHw0pr/MWk2BQyGMpcLt/XjgZAgHDPTs+QjtXiV2l6nunFUPjl07uD2qbjZovA96N4xhqK82VWTJ9JQ1v2Fc4009OAtFr9f6AM51E9k611MB6tBanE4LQ6HR2hW8vdu8evTRy7sV8/2L6Ttpg1EhkaGW8WLejO3xx6haZLgK62NhvGFUIbzXXXSJO+st7ZKIgQQdPF0Xx+dmFDVQf6pBmnG7NZRuiebmT0pdVnC3hbIlD7TYh3kWeaJMDanEtYkfkH8P39jTsx97RtJK8C4MhKrDMqZ0QdG37IHN+Hjx1omCQ4jiwrphwppgQwDILgCoq2vYGLHFZhDVRllp+MqTCrpzX60v89kd8lbphCAsVO7tQdXQQNowJLgAtgQz028BIAa9rZgb6sGXGN/jKtHzj/cT2XK7QgsTOBgL2/0eNiucTKzNOAZKt64/mn00jtVYQ91KwmGDEKIF5uk0ijSOkgkiTn9Sc3h2vL3bptZETWDpEvbTRqyFqpVVbPW7t5DgRDERO9/vOszFC83vDbzvQ47KPA0O3q43Ey7jeSkBsQ/9OOUoiXrHcp4wumXzhv4JeQC4ZcnoBBQzOxepfpa9a0OhNJaSgYcmDrMa4nVXnnUjCiYdpu2IuKlaSnqZFg83qfWVt6t91bR6UZoPeJlKqG6szO7p6z+Dy53z6ZeB4OYcaWB19Wt6n15zD7ZyZ4/zy6d81cYzodylGeHJvtxuX1dP57ZceW68WDyaxf8acGDsC4VI4KEHkgjdIXAgo+tpvk1ffVGfvezR525pHtQDnAba5MV6miErEGUGuop5IsSFQfZ+L1be6Pc/I1fCc8M/MlmPp1w36CE6dDXmAkP0fO2eyV7MNp95UXv8hoJbqG4g8tCZ4UKfQ3UhiyY4uZ4+EggXGmGq6lOPV9pO+CQ8+j2E8lG2prEN01aHwL7Sg8mFNON8E9++Pjy8mIYdxPUIHKMra1yGY9e+5r6Fk1/fLW68sn9ziWmdLUZrraYArXJ+WDdInAAACAASURBVJ6YfrpmdW6NLAzonR25s23WEv/CQjLwfdDhboHfuTIaFfhONYKHFr1fuxg9M/DWA8pngousxNNtfXDbfgTHe3VpbT1ijKtpWR6ao6G6c0LjjWbao9K3Km7xWVt7E/Lx5rFnS7qJeX4FUayVwTujZiaecoZnZXXy1W9cG+11dzZjgrBPeBxJGUCzP/+3nP6vfz598bRoAtelJwvvw/3p3Wr+0REaoaQFErQFYRTxDFXGAtJIoBJyIfc3zY5SpZmoOCP6QM2UBoAFNuuEK7N6diQO92ATAF44zQZ91uoRzczv/+HTS5sbMJU5qWapBT2z45kYg5hzotWC3qmKg7oKMI3odK9kSYST2JqJPCz4tc0HYVhYeesgXwtDPxFxAxbbniGKSnqrxEezBxdgQG3Jw/Y4AKu6rJNExvP4GBpXJ2MAaHdQt03Orvj5WIyu5bkOPB/HkewJMjKNXfGFM5h+ablA+NOyYPbN/qwY7aloxQQNbXEt7VjtTOsGkGmQ3Z0SX0eDIGr4otSyDtgnJVbWnDlDzq/5dQbZxLxzq65tWZNhEDGfsBBLJUyvCqI+P7VGz7exmfEdridkco3vHH2pRVEAePGr/ljLo73h0XBye5dfOZzOzcnxKNIWirRsGaYg9w3SRktEMVhhKmKpoXhiD29UD6IgADw7iBeVWEUyxmQ8s60QhpmixCBWC8oLU9/cH+3nGgBi7a2ypL/AdwYzkasG8yLfIk+EWK2R4MpD0etsO+kSC6xqY9byYRrW3KggFDWVG37wzqMTofU+9FKxGHKjzUzXw9H8rNs4rlpB0YuiXkrucSNCemnN+2jzkQMMpztRq8mbBBtqcqTaA3EqTC1RdzwJP5k/brSS9T6JmLLWVMpIEAVM17v+K2diEtmGx3e2y2fXknN9wpTWNau0Ny47N/mWfqjwx5lF8vJL4VqM0KSsMr0tzHv58Io4KfspZmRtgS0wyasiQ2I3v84fzbh52Lmk1WvqRU904wpROSJiKkI4fl95pWvWelVAiCL6GqcnlygZJPTbF7oDwkhr9GdX79yoovPKi6WRsczFnFhyeY11F1nax7//JydNYQGgv4QOc7nfqFJiqY+pQtYgZhS3XBrJ5fim+QgAIoourXmDRTwWmGP09pvqQNZ/OfzwsyIy3z7bfG41WltixNeb0+rZM/zjWydNklo+nvCfQeVuZU2uRa7FAT+pUJ20+m55KKHwojZVuN/ERHLfg69+1aum9u6mLoUBgNJmu/XRgljFkUgSFVGzj8jVCQDAi89Gpxe8EOjU2qqVjwTzAxaHZBnhifF3XRz83Fwg/NmojLxTTe9U90fQF5bY5TOp3yaZ0Aa0mI2wBw3f96DOSx0foKmEEOFLvdjr+NuebSHxV3eGh2b3vO83Q48xvah0r2aQijMXyVIIk81aT/Xbo72Pqy//6f5H/3sOkLciPCmP/bZvNL1XL7XPnmUQi5yXHqEKjNU8F2bXFB/UW6Xh4ifH1WMPv3ghGKzgK9f5RpD6taWkAov6LRL50Er1SBSISvDEOK+OyvtrZS0Tmknoa5Z2R4oZhrHvYy9UHFVrIQ620WeHTHwRkjL0kyK2HsbIeqIwZRgp3+Nc2LN9evPwfr/W8Uk7YJSWceRRjBaBh5wzjOUTo3sc5u12stqkDAO1dayiwGYPV6UiCEWJbHdKH5kImw6VlNKwCCvEPVF+9usTgzbtdmWAy5rDZFLt88OFwP/acrdHiUdMDcijVaMLcZsjQUZGjFS9VY9H5kEM+Ppa88VnoripG114b2v2xt361l4+FE85DPrSqXCwqH1VlKi8Oxx+XM3NG7qv3cCDnup6Rcu3O0XW9cI2jk8IhO2GiKMy9WhLV0ms59XweWC92VhBHTrTgcBSj94djt89foS2nLBvbCwsLeDt7OnTssNdGzBxdj3wsaSksgAEaQBsLJqJ/GN+r0HJ5cX2s8tJlJqkoVUkDjh/+80ZAHwWBX91ffBcp93BFGUWCdHQKEIlHJNCEhD8+vpgoc3C0PzRBzu7s6eUKhxENJO6kJ/3h2L8FC0kOKRw7dHpuAa9WWaT7eKsDvcUmXLe7KALg3DxVHC4aN69WV7dLwDgUI73NG3RRjshvs+7ysItAIAWY7HxU+IZZFfbyJQCezZOiYlMT6IvfqTll5cLhD8XyGCfRx0/iqmRWPMFQaAIGzUImXrc9xFICICiImAmGhCKAv3aUvLewc4UHy2mSRgBV3UyM0NrBJXv3JlWB8Tq6HQnnXGxeeLPGpygF5DnTkXLK8Sm8uN79fvvPv5tbzHvm6urlxpBYvXeSN8YzpjkkQ0OpvbafnHnoS7Mx+TVtf7F1bDVVzrkzWcDkQfYWJtWBGFrSEwR1cazYmyzCips+FQYAIgozia0hjBCUaTRLsxS3/pNFobaotIWdRriOtMA0PQIqSJkmxbQFKYd5jcDJVSmIskS6QuRdtCDLHFLmI4w4ySsCbE+qpOMPxkFAUDQrN1tpSGTFqm89quU6enDsaEd4rAhgmZJQRKNqkKuQUfPIBeoLh9kMLX7ijbLuuZFRe4Uoz05faG70MaNpmWzWSlmUlu7sA6lqeuKHyn80WRyvXgwRX2lv/TKYqdPIGJZWeooQs+uhkbZ4c5TSl1LrNKe4Plseyx+eHDSWQgAWB1Q1irDkBINMuc6S5ngAMdWIJKk9uOaRbRLNNt5yqHss/GyyWPl6VlhxvlJISHA5OtLqx2IxZSbWsYeKsRTQsjmPfNmkp3qB2upxkQqTDklH+ezHx+NV/z0a4trgzRsgE2RTrDUqJzV6uw6ufmTHxx+obm4ylaCOrTGGm6Uz7m20+n8F40xe23h3EaQ9BnRUDa90e68ROJPRZh+c7BybjGuIP9f3r337VeDo029PzSj8qTY+fVL7NUL7fEOXOzat27Mth6t1ZdJ8+PNAjYBAF65FCx7cWxC5tG6k+hyci0bV0Z+NNyPm1zUeLnDZCUAIPYxLnyFqGVeG7M9zUuocGBYgtpE9ZQ9/lip8zgXCH8urKCmiDiPpUGSSBarKa1CCu22Pjioa20AYP9QbSboVBAgGSYa96m61PKO+HgtUFGDGsGtr65/on//n2avnRpEJlYq2PDbMm1M6hvZvBKFJ+jQ4EK3d3ElXF9FOBW2wY8mBh5dUoux/1r/woqX+tKWk7Koqj/9q3LQhel0Nq0f6UFSHL62eO5MI+wSnWKOSMGxQkViTLTPyoTpEIc+RSwEQsEQPSmLvLi/qVkqczi2ixAi3BQcQ+2Pgk2EVTvA4CuPCuabT5c0jYajCY38yIdQGnMQjdtNnbNpEhkVqkxz/lCJLK2RyZPtWJ1eqbwIPFbvHpNKmaHca1dBGBSFMoZOJnRSPHLocCZM1OUyoZNZVQAVVVPjVl7JmZSzh9ZaS6pyv5SCfjKpb4xmDRz3WLsFnWoma20PR5nW8OFmvtpWZW5/+Em5nz2Yi1yKNs4Ei6HyUSHEvm71VUfbMAjShV6k228ebj5ZrPIzgqpDnN87VG/dyzL5lIlLTWraroDiuoBsmmqJZsW89WIAACAIlwKZsLYptVDO0EmfsXPBIq5bfBYqIsZFAfb4UnUAlxvri2jJFCB4cetg/NQo+KmrV/R2o1wf8NWOt7mrdvb1uNZtEr+UPt/UEa0RwtpSUUMNBnhWVj8ZzHRJvOGfpnW7VgQ80L4EVs1kvTN+ZLb9UnyKQWQN7bBm18Qep/WMS2bPN3sfH80PhCHyX2k++2zUTYyccf2tr/lfP53KBhsd4Zs7/K3doTqmjrYvPTzzFkkYB56/1H1ze+9WOX+6PR7qosOaXsxqvwd4KfSOKjVSWan1+1vjFUX2DZ1WAgCstrwgGkeK+SAxMnpayaHOmozWoHDy9AOdzmdcIPy52JzWKz6yNKDE40hpzr3IOyDZVl7VIGaVAYDtTA2HNggx0cRITwovxVhp78ZoBL1yvxLgKwC4erceYHEmaVORIO71UfPZgP64+kjaz1Vj/hTZ6LPWYhoMGrhLVaIlM+ijO9W9W48//Jx3rgdrpELltM5y/smQC2XvPTF5oOBdCp7vmnYokM+FnmaCCzmmPPOxiLJxN18sslJ2Onka425sCcPUkjeuPcju2ZvwVeRrG4DyK+HfzaZjcv3FlZhj/d13ZjtH93vJTOvxDJpe4NnEaiYmjf3ZYda826U6m+m9Cb/6yUP1q4yeZH7qta6Mt8/FdIfPJJs/obk5ysa6XorL3ZE8OOqNs3pcPXIrhLI7dbWwTqaVvnHU7JSLM+lZwkaq2H1oIP/ezaq2eriv37smAOB8tNTDnbrwJcIjKXcnEgC+/33e64ujw0f6/RbqLaCNUKZQQqnzTJS7w3JAm55OmhBseC0dNd8oPjwu5Y9T89//z5/3uHRp6ywsPYavf9RFRx0O9WNR/2EY8GiSbIti3We703wkT5oRMtsyZSdTlEOxXYj8+N/MS1HSsSumaNZWzizfH32BVEZfEFTQH+3W4+x+gDlNLqFygUvKlPWNkbY2BgkhNnfVZz8ZdoqexeVigSJFsaSWeLVi+nYtHy6DvuEtnvcuKx5xjcCAtqTSYMLaeNo30ZlGfGtWAABBOEL+p+NOAuQ8eX7RbECFJJSz+giFKNYRJVHoM69JAtl9d7Q11XMWbMZDXac+ExETcWrIhShVcvuenHPCYfNIHTQJ8T2qonFeGY3buDuByoAaVWZ028Dt++G8VHb7wISCkoh6GCXUDyy6fjCk7arbx/d2n74E7XzGBcIvhiGs7xdqtBYsBtZFCwzDyBw9XDWmMnpnWlrWJQgT3zMaPAtSNoH4pSTnF6vr+8pa+/7+qEiDECmjGdaeJQSzyOzja63dYVG++b4EgJkwn+wVtKUaBhseSO61gK5heUt/eNxFfmYFLi7ZM5GBxEBqUKQqXuT3ptmdibjx6F5FCv2O2bB1q8CyVmpLyfcOJs+0miDZQc1nuvqsWsop9FIs16HyuCdLWjKQlSxN4RUVxTyQZVJtdSuFrxMeLWdRK0877OhmIyyKz3Ls7pSTPqqW0CLSYaGpkJ0/eSt/f6tUCPZ2HxlQb2dl7JFAhb9tin9qG7ORfFdbG84aHdjdeiS6KKuHOf5aGSBv8Up754O98i/enT+h2To0H26nhbVfex/9YK95CPlEPd7jf7JTX9/lrYTU189/i4UXSP1/YLaj5Fg9eM7tbb29ff9fPYjatIVNOCmQNLBVq73qfjf0WBQEgBasYdFVZTK1tWDlrb3Cxjn0mg3t6SIJpNe1ndMIXbfvwjxX3/8C2RzffUvUZHJqkY0/6DZIzC0e62PjkLJ6uB9e2VkYkdtHkt/ZO2m3EslmNkslhRyXu/VJOcwNNIC6X1g/47N7qvhk9vSfORzQ3pm0tdrzm23ZanMelmUofu9/m/ZgFal+piMjGSggWmuDlCinSP9488GJFKRamUxKzDxEAmoYQzUpbhaPrBCEtiXLjpBBYSyAsQprqT0taeiFLe/b5xf/Y8+bZuTgIKmKaFbDWFcWSKJXeR1l1maSZxLtSLkZmBUvwHUcyagP+gJLPzY3syeKKtzaE2ueWmKeJxJbBlSKHiZjENkTJWBqZe8dVSTEzCDk8XONVsFtJBr5vB2/US4PLFEcraTeoh/LmN/art5mO+0MvfHOl688/EvIBcKnSzy03vcTHDVRKmpfCCYUzpXJlUQmCIAhVDPiM2wW4xBYMTHTES828xFSHUwqbBWzFBtIFYpoyJDe6Mjr+4cAMFSVX0zONxapxbU00oAGgzUdvtm5Uj44YnFtNvFUa5m2jKqlNBxQhBcaenUGc2paPgK1CusFOoAai1JOkJoW6mZZfG/z8WWZBmxo2c1yTyozLatrZut3Lq81VHcyiYYTfy/XuyI7ghFBEYEladJSkKAQhKgAe9Z6VCRIexUnBUe5hMJYYcj4biPabLaojsLi2aQayWyqFAAIq+4WIyArf9OUBxbdsXEMg629x+sMAMCRzJpKhmA3YO/QNgoLClBd2uKJjteC3ZPTKepfvmr/x+G5G/vHLusxiIajLv1h+zft5gEy+zbnTxz+u/axBgAE5uuovyAURWYP1JY5NnVk2Rt0aON5Yb9vzIyrzXpWHVMwvUE6lmQH+tAvYyz1hGTvllt0oghPTvnNQLC6jE1NYoMakM3mHWn/on70I/EB8AvI1ApVSI7MsRMFC/ZIyzvD+P2/urRpP6rtSQuYlfFGCjNlJ6jaPLHIHzX9QkXWGs7Fh/Ipn9gQ+s+QZ0/F6UrDtpK62SyTdlF45l/fCy6g89QuljYUFglNtcXGqNJgKeDt6d6I3w/wHoRGt8eArQUGEChMpZmi7J68n8njIbJI+gtwZipwZaFEYMHWGqRBKaaNJn3mWTXwOqiK6iTeoeFHt6kEUiLFwZQQTASRhoNREWtuHtiP6Iy0OpQzXcUgvMAmfcQK+455tOz1pNbvbh3xtJVo0BLNpOJWNXCnMFPzRG7uJ+MjxhcY0NV2mEbeSiM8rONcTR8+dfOpAzELzQLSfof6S5L64N+J5Fu396/fduuiX4wrsfYUp9fxX3+xebadLvmtGNLANIlugGlw49cGKWOxZZ4NGjQchI1e6K+3w9Ue21hh2NfDMcG4BqO1EQKEBCCGeYb51Ozns1pZC3Y5bJ3rNAOIFgX7+2r6p8aXWDNCYuuP9P2xswU4UlkhlIc8qUlhdGm1AQYA8qQSa4ThcwRFng2JwTVUO/Xww8ndt48eDzkIWIwvMUilVYfq4MPqQ4Unz3a7LdzBvGF5w9YdbZsKtwROMUTM+sQwigxGpiLTU51gNCNUJ2UVZIJMjZ0imWHFwWKLGUIeMZFv4tDcLe6/oxJKY5ILQNag+HNMKnukYM6WHocK2YaE5BKIEqHrYEIIjwv/GoIGWr4Eoz8o2AhuqWPuDAYWjM68CEoA+hdI78I1dUxmhA+dJlr/j+zoB9B80xztwEdzi9B4EF2MT28g9nft8A9UcK+e7JktM68oWkKCy4Oo31KZGQ8rMjPFDfFxZnNubFkLYmLLG0UVZYZkgCtMNZAGWu7BkoBsbpW1z0mDxGiZo2Bih4fwwfxSOvdbxvVoIbP1gb2mjqn5/imMljVq5LbYNh/zeX+7zwT4WQtRYbK7+sp4XmVXBOTTf0J0/hT66hJa6tIkDVDgKUv5TFc/uHE0eefFwKxViE2RrTFohKzGxqralNfqG9d+8ru1AQrOo78GqDvFkGFVISOt4aaemaMx7PoEX+50LjdOr5NzSLQLy2ZgJ1hWSFlkKaCQ4NVXRs8PUAvHkU6NSKyKdjIyrugMbImNBoRAIyQZVZGHNlqpgnpzVFHVrKqw4EGuaW6JRgEG9thHeiqFkmBEMlE88PP/SssfkMInSBp47I8rrCmUlCq0Rn6H1r8GfDuJDnJdP3F6WIHRloBOfR39uqQNDh9jtM1z9aXOGf8yc4HwKb7xcrQY+m0cYRkiHhseyzqaCiiUeV3z37H8TRRG2G95QTPE7cCLIuOFHDye8HXsMYalD8F/qWRqySdKCgtU+UVdbxfjT3/xre/FFmjCgpGhZ0r1m8h8DzFCjM9IYNFE3++jLVgOfM1b8WxzWeP/2h5MULP4/9l7kx+7sjtN7HemO9/75oh4MTGCczKTOSilUkmyaugautwuV7sbbntlN2CgNwb8J7iXBmxv3N4YMBoFGDa86UVVGe7qclmlWUpJOSgHMjkkGQwy5njjfXc8sxdJJhnBF5kpdZU3xW8ZuLjx7nS+85u+DwdNHE/t6fF8Ak4CmwG+/AryGggNAbjJ9+TDj+tb+8/N2GIIKH5F4rYGOTW7W+adzE5zaXu+G6PE8ojXQc290pIcwZ/gAiEyAuZa4iHkUNVoVZRJrYisA87dTOHUmD9Bw38Gg79EoQvYxygiEHmmnViLiqOSA4ABXUBJcPIGyh4h2LZb9oyZNQZtiZNNrANUvwcBBZvCg7lHSqiXyNJlKP4c48p+NPcYAMBAEnT+Oqo1mB+h4nM0erpw3ke9P4TB/4T9kd0SZwwTdEl/2W/+E6UPEflrVe3KfT5vdgwBXQrC/2wj+i+b7BbAncns0D4sn5yzMGomKk+3hQpSMBOkvo3lDup27GIX2g3sHf97KGZZMDWOr2J2B3b05w6hSjAv42aCJltfZDcoSe/3Ebxtdz7fRBqhjsLtGvGxuTOFp4OnLiZXgqUVunYOvdyxL7novCIbDPUbthEApVghVs/s9P5s8M7u4Y/vp21YldYpsMmR/qeQf4AoAoOMnJqDm/LDz067gte7cLkAmCHxW7h4FYqbQByAANilq0e/d2HpctJvoh4RDaHcSjkzpKZY/HMYvw++j0mEmCPpcj9VBRGVl+fu/gjvDHCm7RTUf4UmHjLH4MQMNR3UCqET0V4LLazyd0aHWeoUhmSW/Nd28DJSH0ESQMQA8Wc0sqc6n5pcG7wUOatM/HPEK6+RI6+U9JSke20rbnUhoR3SfxDCkkfuCjzg2jyXvZAgakt8E/eQ94bI3iZxrlRusrkmqS9wFl4Q4echilC3SZZCV1UO4p4VQVU6sxoKqWqjiEUI2V0cNFzW8mjLY8ThiNVuJDQyzEaVpuDUFnQk8Y51xgpXutYCj8XgiD9+7zNZ+SahjDFMZppdVpWDgkPCCOMeJUd88tnuXYNWGpQlU/C7yHQs2UNRQGll89o+zcOco6sb6JUW2mDQbSOiobpndw/tzWN7XzxHNl04vwivB6hfI56amyl88Nm4N1J6OWxTFQnuVILWFgTYBogfIepbEloaExR5ihFV4RQpn3NWc6cUrLAwRugS1D+DyAccEhQyG3nK8ep2035w9Hjpt1AfoYXXIbgC5h3w+Bl6+QvwkkKkifAVK34OgbLj/MyEsJqgjf8Q7AzYQzs4i1kRODHa+DbwCdCPgOdw5gTCIrr6j4AggB8Az+CBnndCAs6K23/NbfxePf4fId5Tg4naf97tj4LXg0uJz1/tuAMH38343clpO4vaCmId17YLZFNceaBqGyfghNi6VFlUz8yvOTYDACHaHNpQ2ZGGzzOXJ6iVwvIBaG5PqCWcggv9Jtq4A7a0d+zZ1ncRrHXxtZeB3Ld3+RMWXIzwS73kd1Y3N4PlZbIaqCWsG8oGFTIFjMDOBEwzM7hf338vvffB+PAw5wHym2iB2tgCs0A6yGwD9S0JABNc79mnGyNsiQtNCcYiQgEhwPsQJOD3Lpavv5R2vSAxCfBQc6/mXq1RBZoj0wb0CNwAqAeWGjlIZW3LukSjFG8fw4yjwkAFJkH2RzZIgDUpbvk2DnUYyaTBvVi3l4rvfvIotWkFZYq8C4AewUqftRdZs+fEqRmpJ3lmAXVpKwehQ8/rGPz7UM/Q4swE2LLipDSuhLK21oAPzegfqvwA+Ue1qww7pRFvwUioAIUFbvyxV+QmOjZkomv+uQH9C5zCCyL8PAgBe0faKu1jV3NSVSSvIROyMpxZJ7XuJxgo0y3XYUxJVBlSW1bPIJ+piiG3rLAljufrXQcPjdbG1MJO1WxHPN2Va7BCcQeFlLKpA6lmGNAQE5/QmcmEyZ5tdcvtLLVji9A+6exihyHAWHiYKStqyyNCf6Ozedk/38Y9VzfAuAdg9oFP7I/0PAuhS+zSeXKtAYvEMmGHmT3hYPDKQtL1EgaeVUwrqjVV1t4FbYG7VkUIR8yGvggCEYbqsJrxItTSVYYqiydAfgaN0NIAUEC0T5XrcjeoUz29OXj6tXfhgkXd37Xyl7anoa7maWQDmADilk2+icS7tkFBTGBnrq+sB4t9OP+7gHPwP4GSnxHAteBcB639Y5v9EDWHUKWwb+c5lSfQX0YXft+qYwg+QPkE5ngBAkAfr18IF/9IFMfMe8/gQ3lcmNNXwRC7Sl7voZXKVPu6eFCo2wf5VM2pYqYwzmA6g70CHs6s24NOF3lthpuBbfhI2GL2JUyOnocHvTW42oSIgJ7NN+54jEW4ugD9AGgB07MyxgjQefS1FnQYQAHH+owUdAstbuDrLdseAczs3meH/eHrzd++uNRzGoGOkAqlYAW3KaQD+1Ft3s9hewTbR3ZnbCb1E13Ql/2Lfbbsm4QanwDeBeYADoEE2Cgy2TNPr6iGsg29GLoe+Cm4B+AGljhWdL724bm29JQHwpW1K7hbc8wVaIsR4G3k+MB8ixkSGvKpnH402r03HU9zXNdUaqq1A0DvAXUAYiAxM7Eng7gKmyXzOYkE9/heUY6mmQY+AHQPegsk6HmsF+JuhNfiaCDG9ZMP2YAcyiyt5S0TERXdpbFHvAU3aTDvSJ5I2BjgU4m59hNKvoGcuyQG42CLCnvq0WgDTtdtvBZ4TaweOVQbU2v1OZJDL3AKL5plvgBK2bfv13fYQdv1E5JwQbnEPg59hEoQuc2MKuuK+oowopmUeVpMZcGV/tq6R1lMjYeJ60bGQYwC8SybyPHRyeaCqS2OqyGjbDkKtxERwoCV2ipsqNHeKR0QBeXEPuqhaNFbA1AOZYKQjoE9rS71Wptux6n9uqBEWm6k0niuxxAAXI/XLntrHo+4xJbX+885qmMGnmd8KqmW2kilSSVlarOhvVVYYVAfQwNranTliky4WWUjAiHFtIGYY5gFRMF6RLlEAqsULiei+Hhy4jt3bT0E5z4sLjvWNxtjNSc4y+BgFV+c0YBK/ofY/hwHhV7dNXPilS7qLlgvQdrtBEvjXmrm+/OtoqUechZAD5HbcDDU8wtm63RlgbDzYvY27lE9P7iMcbQaJF3fueW5D6QtxCRanwyfY8yvxlcXUNtRzZZ49XCw/7F+MLVn7tazT81JLJRgAZqB22v6KIxwzw3jZr/eKwf1r1wsXHZ6S9qn1nVsfASePDuGW8BJF1yFoDDtPTt/7n6NnF/BLWadieEDi+cyM0H4Zf9i0zakwUJI9SQM/ePfC39zPYgFzoXOSV0jNMbTfcju2zv1GVpkb7ZXLvs9T/g1MKvu+wAAIABJREFUJn6NXcNKa2uoK3s4toePzInMdpu0FlgcGqaUU1srrQGkMrT/zscPfJGsUAeLyoCnMUMUfOpZ5TBDBBgGNABgyB6q/XeH7356tmuBXadBQpqOdqi2BJQCbqySBiqokKiKWUVNmfH8O3emuwcWABSkuU0p1F10BeOwFRvikJ7rO42Vn+7ufiZYY0EP9cQzCz9wG8s0WHIxccpER8zrvzM6sTiUdvxo2v6IJO8njX5SOzRs1QsyT8cnW52NLStd/II00pB2bLVOXMCt22X6mQjUC3w+XhDhl8JMmpks4AmpMMR8CGc2BbCfyts/nzY7qsbLCYkcbKWnJKLgt6kjXRU40SgPJupEiJaaSUP4XNNW4EpCKJDK6sCPmNP5+fD0jltCdqgeLupo2W/4LvECt4PDS71Oh3kNQ+tUgq6wqImxHhil5yxnm1F4fbG9iJmpVZpVAz0eibunj+l7CbO+kgJqaVClBCmqibxV2UcAsG0Pt2vwBYtn5FjUAPBbHffqQhIyVld4MsV1AZRaxgxzjXV4hfJBObkxeHwDkxj9yR9Fv/xB3pyJD51giegQvLRa+aQ+XQk7v0G+6rt9h+7qpelQ9Cpcq2R3Hrl3qLfs25+3mt0EvxFGQUR/efN0maRD2ou+cw3XP9DLF1u2COFrX4t/+m5249aJ9aJLG2th+BKR95xopMXqev31y9Gf/btCnJTUWvNbFzpe09G1dtSsSs3sjUuk22Dv/PIpV32tu/xS3Agt07VFBRpUuJjjJzcHAobH6FafWMcLk1Cy2CauK/3OX9w4BIA336STgdl69AWjFKtreH3VWZ42+gITY+9P8P3US+0cIrz+Cl3pRMFd5uRKWD2pg70zakybQXfJMaCEElzXxdzOm+vJynrgUalnnFs9MerxDam1+uXDPNZ6lubjERql+kZ2KM42SVgInDdW2rHGmKuKCka1w8lKC/aK/K30F8+bFZ8L2queR7TRShEXG2It1vfU7OaO+Zs8XUnqvisWMTJYM8+2EAtKcJWprWVgAmqMU+7W25+d7VhOrsWmwaDC2nKRqeMhbAkUgQ6qSliTinw23s/20vqUREAKu0NLOmRZgNMKVdwwHmUpCw8+eDZbYA7tg9jQrqEEO83Ytl3W0vGBHO7Nnt3r6H2z/x6PrpjacVWX4DAh2F/44cEjAOguIopQHKD7W7NMFDcN7Ts4ccyCozklEx3t1F8gm/4Cn+IFEf46kFbKzxHTBQCArVHlsHHPM3FgHcmERi612FgFdkriyagEgGYDaQEUYFLJvfog9AyCToLj2IVFN5CkDJQ3loGzKh7c1z5DoydjxSN7uKOCFllrBCwIpdOs1i64riFQ8SGGWV5MkNqHyQOzU87b/v/mhfZGSCOlpnmulHyU31EnmfzqBl1dRqGUqOBSIMwVZ2LH7ozticRaZWT1RBvzZrq1suCsRdQNw+XI2T6uGcLUEdipJBU54g8Pn8psXt90l8D7/a/y4YdZaMCj4BFzwUs+OThBhJGHvn25ER/Klssdwl7y1a1DzhXxKvq89krky4t9dbEbAtHSxQOewHOjVz3XX2hoRdUI0c2OuWeylnYvLZobt07kM1fCqNvUlsmPJYpN3u3V55px8VX7f7/1dOUNCFluOp2GCqioSs3J7Bu/UW12oi5z9ranBxMDAOuJc6kfLjiGKp4RrRQ/LrflyeV7dQUDtbsPLQBcvUpv3356XQO7e1+YBK02HS8MeRiryw33tdKZcv3mZkN2Tc+vf37n89JfX70Sn285skZXO1pLjjx5GLpvz2u7udgN+37SWLKU8/20DtD8GtOiEy02oOsILnmaF6Ken2+42It6jta8yLPyuHoamn/n+xyAL8XZYfYFFP4pXlmLlnrAaqnLkhJDKF1acLCr6vZhm9X7J8udDsYXO1Gbcqpo6EEcUm1trnlBx+cp2drXR5MaYP9KM/tKe7MX++DUFTOIGyMqhgh2VIUHR8XTt3Qp9NuxikxliRB29EC/l9t0aGFLAkjoJIj66Ggw50IsmEfqEa5zFzo+pS4TflNtxmxjRrYfPN1yKagP1KMGUh23gV1Efb4cwss6zHfTaxvszj01zgwASChGajjgnSXPbUU4IUQ5pDkl00pfXHU3lpyqgCbRxw+L0tAacOLjxdhwag8qtvMFMnkv8BgviPDvCrPC3tzNX/MQbZjE94hDmHCIJhirZYY/GEG/h7/9lRhxkk3gxnb+KBUfTvaW3fx6Z8WnHvVJ7EsCpidZdwF9a8MdD9HtR9WNg8eh5EP5qCF0hNtRgHpX6qU1mw+l69dZKUyzenfvwYDPyYr0ltB/9K3mRezE1shJbiXakYMH8mlOsuuR6xvB5evO6nmb7XFhsajkgRm/nx/dl6fTp+0Qv3qFjSv94S01UoI1hzklgV5tMR8TOROKUIlZLWk9rYuUP+XaCPkd26iAiLhywUYu8VA9q4x3TOpnNEo2O25D+x7jTZ83XFNIea6vRaYbY1Lz00QYhuLcom6HtQLVRKapXHgOoa87LR6RvB+FwsoFR8d16EmAk+XJxRZtNarEwaQGMKLhEZxFMRh4hsOaHl3oQNjiEaBBXde4XHR8PLOBYMvN6mBSAUAjIS+tE1LXRWFqDo/k8a5+upO4suBdOef311BF5J9N85UO+eaV5FoTbjzI7x49vlcP5L6bC5a0Ni3xEPdb+qtvht/5QbZkfBo60BJbwdGgnJ8s/Z3Xgote0DC+9nESCIZJic01L5Q2fH//BIEFDuqTqIX8XgINosHl90Q1lwgXYmepY31cQmVCkv7BQndclg9GhcXWIABih1P7+nK40DWOzSpSZuXs8Dm7xC/JglfXyfk1GjelzSuBrUbCY7QZujNdLcTj5sTdP1n5vtKJui3VpFVEYClEQotMyIkabDTV7X362RDeYVHafum6OfGsYohDeSwHhS51Le7zE+kTRETS4IYPZ5zfFp/kz7gzrjbpt15vXLxKt47LP/93eVWdjos16PvVoNhPc5pcarHNJUsL9a1X482Wfv92OXkiTDo16c1Z6QQLDgqWYzBh7bfsdea9eSE+H5kbW+UHe6UB87A+7CrWghD7KIqVVHq9INMHOkZk1Q8dn8RCVpOag6MJDSKmXN4kcqFG8AU+Hy/wGC+I8O8QBbcfbmWba3yxFSTUIb7jIGrBICsBAGnESidEbuBQ6MVYTbeLdLuasNRc81oBc/3INjy5RlDHD0Lr+T7DrZjK/P3hEACEVXeyPeznOInI0H6geF1qUrgJeP2YfXNt9W+29vLnZES+cs3rx+TKMmKFvlVmN/PZDwZPmzD7nv/NzcVLy85CVwzLYqZEVtZbQ/nh3my/Ol0MemOpcX0zanUVDuW1l8R3/rLStePEkJkRpnGvw2yVYSqNwwmuIleOnyHmwISzYUA1MU7hOsr1gRCxEOilI7I9eXqYY7x65jukdryaBiqxZkbLBubMsc+1kcNSC6KoikNUSOlb1ZiFSwE7PEkSSWTiVtlyUOTQo7yiiqGswarTO4YoVnGrdqk1Djoa18uiwccSlSeC5nYTvJgHLVSXcqR522dulYDWWpaqetyDdv2qk/RENYOiLj+YTd9Jn05wvtHrvrHe7HcAEFeu/J3fMGpMlnGy1KS64++NDgv1+Ffdng3HcjqlyUtt12K5n/K1KODTkBG/g+Hby+5fPdgu5ymcRcgPZEOVbuhq6gtskGV1WzRfaZODyfZR9fTOtFyG81DxAPu155EuUvJofqjX7xAnzgKikYvjGVwI17OgfKlbVrgmnlCecto2O4Ik4ljAfiXeG/36Ux+TyhhXQFAga4SoS0EUsANpvcC4MtoM5ccnidAJdNQWLsoTBgiB4sARJ6ziWbTs8ztP3phU6rFKz3cCkGpalzfK/XtnOLoUqj7Sw1Ghv3+wXz5jWHapGf721d65LqFcdpiuqjMrvqHPVjteO4bJtF6K3aZLzq+567T5vVujR9mTvnEtf3l8WNFg5jGfgo1ku/S8ylv2qOqGoprdGk9Kw++l+0mr3XZdJzIUBPMAAGzhkNxt+MEiVctxJaXQVEtHOpHERrjRiwLhl8ULIvy7RV7Zj+7yR65Y6tJOgy0krgI9qgUAEIPv7ogLDVcL4hl3MwgKDgOVfpKluS5edRvQclymSizrfWfJozEEMcLLbjB20SM+AIBMq9vDycRkr/hBB+GdgViRQRLErvJWnMYbLedHwxMzXhsbpOm4DBhtoMMxH1cUV40FNjuWMwBYoMm3epfOuV6itdqrBkp/Uox+8LMq53OqQN/snXtjqdVPIIxq4+Q3tnkmrM79SkfMugdsttxibrPkuMKeAqhzUZhnTlOmpMaBYz1PqdIfuqF1AuPwmp9s4JQ1tXmiXKZYRVzquAajsuJZruZUlWpU0YDjhHpKc17x0pPqtK5mgcvKzTY6lEg6HJeRaE2LapadXsi8hNNmVXFulI+UW6cNBSKbneAG4gGK+MzoGbcPxvqqt8FnoXYM51BVjz+r9QtOEIKQ+qCUh+OnPPpqtHEl7DY0waVkqBS89CQb1lCOXKr8Lgm/seB/Z/+prMxxpf6fG+P3thGN0MGh2Yj9tOESHFHFQu1eDPiH2emRkrWEdVBSTUNHhXUkScAZIDUTOmuGyFkPZ0fV0+iHC5ulPqNRHdR+zBzEXQZz4SWKNSqMlDG+J3qVAsa8jhMSv46aAsfldj4zDV3goqrqn+9PRuJ08bzn0l6LnVtl7UX48c3i4faZi/XRwJau2uGlo2UB+KjS+wN7rbEaQMIVF9XpRmg30m6zZNgSTK2AaanS0jWmKXWu6hOPeKqy+xUuS/TO3vigOv0LP8NWKrfe3z71x1U3+ebSxsXADaQYHGfbx2f2Ll1LFn73XH8xRjGTGpGDA96wsancRUKvd7y0epiqx/86k/rth9nbTzrA/vBqWKc+SBwYtOyTkaOPxeyAlx8dqpI65wJ3osX+RAFAOkPTkev4DGqGtJqJiiOcImh6WNeKu79Oj/HfT7wgwv8/kHLrj2mftYQnj0v+zu0aADqx12+4ShMriRQEKWeJrk1VLYEflKremnwywX6EkGvdoeM2yKGsmfZBeUt0ORUqtRP4tIvnSHxyJJYX8XAIv3OuEScsMhGraQ8FF5i6L59OWW1va1eWl73mxzeJvteiWbSGmQo6D8uxMXrVW4hVTCqQuObS7qb2396Yr0/xqn/1vNuPFUKl0AQLV+kcuDGTGWnwiJlI6GZNdxqdmsUz6+qZ4FvTE6cazdAMBR5EpdDHfHaxN+wmaDap0pPBGRdkmjqWxvu9AY5cYo0MOC/qWs/h5nHBJrhuBsRak+4pkUX8ucNKw1VQTJGDFCpGC0q5JcCsPD1ElEKlE5qlMDl2VrPVXPgFpIOTdPloINY2ypmiu4eynC4UsZNan1I9FGX+5Cru/QLrtqeGSTPzr4cytKOpLGIc99Giw5kuDIdKa4s9veIFBzobj1gTJS53IhMus+m+PFEEG+QWcgsAx6VIpw7DEVIu4sECJl2SDfWJtggpEZWRqEPB4xznqS2MxYfToJ41FCYLdPFZM6ZMmknKGElYZ3eZkqGsPLHxqh8XkPYiJwi0G4j9PPtgR8x0VUeOsWL7dt+ftjwGmNYo4A6milWMWt/we9P0fsWP9tWD4YmnGWDnUty5vBj1ezbqadqs/W/Bv96eOzPzGN/9aYF00W/i7T07Lc21cNXQdlq70rp5frpIP+byQJdLrlAC8Zk+erSAhKeRqK3JC/zskb94UP/iwa9TPQuQ/1pytQ0NVZiZLo54ceOT+TXa82z1erQZaOLWRk5ywcQHd7PXF1ioY1Q4CxC/FNKfpfPFHA6HqocwtXTMKyFRmzZHotSgHqXiUSpWR6VlcHBoAGA002nAWO0iAA9kVcmtyZS1nOMjzY05TL+ULv8LwAsi/NuCh0nX9YPIVobvjE7HK4u0fSFYaVMa0Mp4FqBst9By0wcM1GKLqDQUW8osWSabx+aRBD6p9KR6HB41aO5gp+cmSiPQFFkSo96nRPgZ9o8MANw5mCVyqQUEydjWfmKXMTwyz0gUbh+pB9t2xYkcHssyUpXniWTBLBiDGacKswKEVijL8zuD+cmxZXR50V5kwre11nlZW1Uwms4sAFSVNxMBFpG0aDbdYBs7Zby1tMweHNQ///DE5vSwqPqAExsKDaNR6yi4cxG7k1KVJ4cZRhWfYlejCA59khy32+rRoP7BzbSe5+OTTuOd0pFZbi3cub+Q5ZV6rhS1P1EP8twNo/F+99Jh82OKSix3y9N8/2DEM6sY0OKjq19ndLOe/a/WndYnTjeZ2Ztb9dGBKWu7jOFYTAsteqQ3lHggHy+OBwPVFl6kmqgOfUG6uhtagw22tcMxKlENFrvWgFXGiLUFtndXA3NtHQEPeiD2zxh+L7V+MCqR42AZV9KAphfxGz10dEs9XVi1hnTGrA5UHRAWvD/YbTbw7p1zBCnqYJepNxvr76aPC5bc6OEMKPjp7ZeS1fu3dtftyF1lnSCom4lIGjUOs/N9txCHN/c4SdL0sBlsN5s49Ah4rgO2YoRgAhLkfma+984cbujhpavh2sVWtBjqxK2YzUqusfq89YcgBFPaadKjgfjUSrrgeDh1EhJxy3N+gtsA4PY93Vks3pvBCurA/TUHewRhAJYBPyz/dibqNumVhlqzBcqgrvLqveFsezqHbHxI1sjVQDZwDWWeV7y+mRYfbc9i1VsmDMtYlSTUrI/zAzNnZOggrTrYBF7VDXwp5DHIEDVm9nG5b/fw6Xs4qcTB2Fofd3y3Q9kEs/cf5iWeNbvkzgMxOP5StdgXgBdE+O+PABqLrNsLWSM2jZY0UX5Ozn789tN1n4ET41VuPK0YLTxH199YRB9Ph8YgAFwbg6zVFiFAGCs/sOedBd+TtS5HZXYwUwCQaeUQvBB6iIdjQT0iE+Y3xHJq90/9mIdVFo0mm6yNpCoFMjqKYOXZGWquzE/uD7++0GobogqvLEIurdBGgkWSpIZqjZEsd03+0WTOQDqDRmI3rGqJwimxQNhg6xaUGOG85C/4qjspmbWYG1pZL7vVPoTF8TxFtJEsDgt9HcmG0be1e/Mj9c5Hc9I4E5MfVXVt6PmbjA06/1eMtiflo+H8zztNnQ9v9vv9o1RGo51miY6fT7qNZ/bt29WdD93+qPcvyIMf2IsFsnv6dIno49sKQGFQF1DdVORjnhyhcked7hV68KQDMMDuhrdaSfmoTCeylE/mAbYHxRKyVjtl4ZXCUcavQIE1WBNaYQIYI6BE+a5mIGdQ7ZkRni47mpXaA93xoFWfIQvwMJ94VHuWCO1UFhjELRQCPCXCSpvjTBnDFHerGdWzizRGOccuYoFGvrUvhZcSn33v8HFL56ASGFtS+T/4xfnsvs+siS3zmHZUyVTmGDOuimkGw9L+zXGdADuHiNQQGBIDYIwAa2JwVqqfP5zTr9+G8xfxS0sQ+koSVYvaCFQNK/jLX8452IdklS6sJkG/ReIWd+OSxtWurG7s5KObaFJTjpgAMX1+mwPwk58IAMixt4ApRQwDMdYWYAfqb2GKwIVmojdFlaRISlHs6uk7w/l6dUvwClMLsvYywitdH1rx471BKtUng5kTLFPuShlY7oa2gnnCRgNZb03zC60oCINlh0o3nFRmBuh5kdiJqnbSSvPQtfRPFP7fcc+14xv3J3D/Vx42/XuOF0T46+HT4pN1YGGRrvR9bznCKYytlYlLx5zCM70cEVpxXLMS6n5EDqYO2M75RvJJOsq5cusobhkABVIgRZiRCSHcB8d3E89hGTFmcpRrY+1RKi82rYMpxfifYPJnLFFE2lrMzOmg4W61I3no2biJetYSjMJTn8+DrCBq/7IXe7xRc0g1SbHhYGsLWpuKa6GL98XDBY9dTvqObtZlMBNopOsZKh3UV7ZZKi8H6hDAzPVDCFH0jcYrA+XXRTIztDSmxKJG2kLQMVeX8TpjmefWNZnsVaPjWgBABfmeHM1QdM1mE2SfjVmfhQZ1oCYc9TqgzBF6dOhxSOYeCQClNXvb7tI2+j60RlYZhKSdsxwc7lsXGt+A2QeqcQRijI6f0+l4DAtgrRtb/ecWdu2oOFuzCtvgQum8Jqt/qfnRM09kj9cHs8pYrWqcKkjBzpABsNYCUZhVzKGudAThzGL6cMTvDDKOD9uQKEtz8CJ0qWm1gcnxc7o2R+bIl8MEYoUcCeAASHMi15drNSklMlobVRpcHFl5ZCiyocVIMo8EVJtFr9OgDz+1BJmYjBppcK3uMwQqAuoYJrjR3FRVlSPYL+WwfMw9NegxEhXISIMBAkhzBIWsb+WHO9npDY2HNptwjei24ZTXVVYIsGY64+8eD3YHJ547gmABrqzj/poXdv16IRBekAUNghOb5+LjG8aB9FjXPgoF8OFzVkefoTBwDBIDJaCt5akdqr8N4c0AbdY2mnKW6TIl6S/5aZHVTfwSN06GOIF+pYJZjTiYgme/yO6lSgLAdj4y9f4yNLS1mWYKWg4sCZjju7IrjuLU7zES4+AfG7SD2iM7nqsPta8GqIwT1GhpeAXc96ABsAfzxJJe4HPwggh/BWBAC24QkSboqFAoM9VXwBvihoPRqCqJb43Cg4l6dPx4SerivocW+qRxRUFde8WsmlXGs8lW9WhY6/uDdD3xYp9iRxBsjEVXAcDgG9rVSCBKu+0EQI+rqdT2qMzvHFWX4gRh0pTiv8HwP6AYBbYh/H2xr58hEmnllv6kA+sxXfiXMP3fYPEv0VCfVP2/Vx0rESxBbA3LMB0j+W1U/MRGxlCh1EzNrm3Am70LvugWaZLZ5FgyijRG9SaW9y3JjfE1CgW1nlrqqg5tp8z7KCUj5AGwAssJEldBfgy0izod6HYd3owKr9GEoPlRuvfDezMAOIaHn6DOb0JVfe5Hm0EOqN5Dtm/rDFHXNBkEct6KkEEFqM5A5FBNQFXPhcufgaJWgXRl5Qjywdli1haMQi7A9C1wj86QWPsUtWGbVfmJ9aYwzOFplOBiEtNY17RQujRQYJliAQDIINdQXxNPUEdQXpqt8fR7j1IA2NE7HDUN6haII9Ro2mZt5pgxGTCP7O0uaigUaWRdy6f25qljrKFC48qoDJkZ0q+AvAkOgOMbLCSppJ1a/ikLLuH1yCxzZCuormKNgTw0kWewJy2qlUHVfnr8k+PH63UC6wwtFqj+p1b+BWqBoUpwbcePZtu78mn86kGDQlOh4Gu4uw1hZUiqtKrEBMphNriT7TRx41VvHclmYUgOMEali9otsxijwNWIGqKUKipT5WZvUP/bmzMAEDA9gpGDHGUH1RnitAAAKJpALZEigClUqf08l6gvCQSuwt2J1bUdcrW/JX926oAYJQmsZIhxbM9Ze4wUUgaq6Yf6w5l9rImRG3FfPiisH6DNCrE/QdWf4ssNszGwp8+mQd2vR944+gpj10v9n6D2v4aFMTx8PiisIdszh34e3WALX1f5n0EDIc++cJ/4FfGCCL8sEhe/styKbbPMvYr7DOJXlfgjvfevdHlcG5dyB1Sq873ZbL/QAPCyfyGC1V5APRVvSrGf67slOpQS2cFddR8AhrnqRWVRNVf61vo6NeKyZNd4cV81FSeGSsyoA+FKo9oe1xNZ3xyMjHJbtPkjJ/5Pq9F/59D/FsXNiHk1HPCDZyclFNTH8IDq+AZq/AvLb6Jre/DxKVXrbb3twYoHrRoZjtQ1O/se8hRC2oKDvGHOk1XmGIapp5AbIi+w4CK6BClBfA8xbrHQyIt1N3QT6whKfEaJpQBIA7qI1Fft7BZ0MFAHUd/QgOqI+W5YvxwmHx1kk8IqSH9kB38Mzu+h5r+xgZ3HbQCQwKJCIEBXyHCwEk3kvI/cgSRGaxwhZtVbWDEzGNv5xsUutAGFSzB6hFgJ08hOzlozCGp8A6Fj62ZoKM+OPzD4xHp9EH8NYYom1j7m9YSS19prDRwoQTBCAAbA/kPLDdi3gAmkhcFC2lyofTH8/pMhFg0CwK9Q9Qe2+C44qd0ewHyHXgVpiYr/HPgYyP8LRX0ysHglOLeJ14syEkA0ktdA/A5Mb9iOsVCDnFldiOmPpzdXneScd94Vi5w3UqA1iH9kj+5BeAdwbpXR5aAc7pef7IoBAATI38Ave7afW+e3YLqAZhkQbOxUD470rcqWAMAQ3nSWW3gFqValwjGyfwz7v4TRW5AVlit+GCZH59rsj/uXUJHoopOnyVCQY2MEyiukBNKl4VMtNc+n2Syrxod7g9vDNBOP7yqH1NqAP+e48ixKSC2gVy3+AAAAJWh98LnHfyEacMnFGxkKD+EI7L16niK5D01tKQL/DTDfhuH/AZiAONJ3ZyeFhLgVe3C3DfHLyF2z6VdsewtwA1bT56TkK5jcKImkwTpEv03yv8ZLoPh4HqnXMNq3zV+qzhtYL5nlgRkM4d5cBd0XOAsviPDL4puvhw3jFVPwGPVlGyH/JmTfQ4D0dmAolaous8w8rsm/2e1e8BapbEZRXpb1D2d8V6cDnho7yp9I0kgNucjdqeM4ke8q7VZv+eS7qkGEC9YxuqxojTRba8UHM86VnZjpeyO5GSjut/8i7P2z+ugrTvMR9cJE4YLfyU6UKyzIPfvhn6JvxBD3cUwNPwYytSfWSg8T16DAIm2d/wWWYkNDS2OECG1M1ebOrFijTcCaEOtQ8CUJLf2xdQtUNEAU4M8I2t2GaZ2vNuqy8I65l1vNLQOEtqzzALqRxRSstVqAlEYVik+L+m6WTYrHu1prswFavwq0B5eO4QOYBwcIM9ZHTgQosig9Q6VzHV7xoVEbEiOnZcjsbBmzLmwE1j0H6i2IEQyOzxbe7MLmsqXSeuRz/fYSWOygYIEO7hkXPzPP99XV7oWgjUtaKKM4EhYLi34GsUA2BOoCIVhZomY6u589fS4LsNGAjrb5W5D0wMXACFw5hDubITcIAAAgAElEQVTP/98eXIth6a8sooB7NrCwlj0pOC067qvtNVaGWPhCoMDiLUD3wIsBh4AcIjma7vP7l1rBV9oXSd0WRZKZwEqigP4ru45AM5AlHI/t/r64/fiHsfB6eD0yC2UdEkm/Z2kOgYXjA7v12R7rYiO8lCx38ZItm1WRTJSjbP3fQ5jaO9YeGRAX+/QPXu+2UQtmEUfhVDHNsCMRslybvRoe7IM/tcyXqJwO80kmn5PK7MGKaxsl6KMz3LgAAGzdQuEOuC3QGgphf/3mSQz4En4jsRe49RyTHdjbel4KYZF0r+BrWC9klt239U3goc0AI2rmdHUpKEu797bp3EELLdvoY9VDcGDMoTmdw6hh+EglH+KNr7j6W8x3ZO9OKVL7/JC8mqCDd2Htv3Ds74Gdip7U5dR+kWv3CzyDF0T4pdCNcRRRWmKKkcZQmbpQWWYOhN0GAG5Pe0djqphfIZzul7bUxSEpMyNn9qnW1KfYGkikZyBI5Lslh8QqrXzX+tiA1UphyWkde043YHszAQA1FPfKh9woEtD/2esSoBHRgRtmZtbkZCpOrRoytfv/J1xLAPq03SX0juCjJzbrr3iXVlDLKuIr1zGmRtozqIlJwwHf87vuUl7uk7aWuHIc32dOqG0kIDdVCrcP7SiD5EigxBD1IEv1TBviQUhMbGwQwLmGTVxwHYsdJAHVHFdb1V4lBm+PdutnzDQSSAbQ+g9stYKXCrNTPKeIBgA57PdtJ7JOgkjPei7ujObtdJskCLXzGmhuky64Fry5TOiA1yedyNIlg/fAOcu8FwBi6K6jlYuGHwClZ4thEkRWycLLjH+XrkQyt/pxVfLyEnt9PYIShJa+UloKU3lWUWSRssgH0gTScMB1i4LJ+hl9uwO4fWwfOra5gV5tY9dlThOkkEdjc/qCzqHz2EQaKYYJsTjGF2+aIwkCABCARrXncI+6oaLaEs96ANYB5BPjU2sZtYFzbaXXw8xktDDISss1GMMCwBgZZCSH8gAeL83nk/ArnYttG/PMcy0Bg7H2PLATwNMnLPhK3/366uKa06pmnsR0oEwhOVIzYR7oJwz9H/9Bo2doUNtZIXOoMmPGkA8s34EHqX0IADVADZ+WZ+F5NNBKHyUu8nLTyqBbntFV20dLMQoJosaYCszx8+ILXw4Y0Nei60uwDnWSalOYTMOcfPt5r3UtutQwDV66RAI3aghbA7vjaT8/Q9klhy1kd3r2G22WNBljtNVCq1Dkh+r0MMkU9j6C5p96vU4EGzoA2n1/lgv73BXZskTTt2jv6+7wF65fFQ0hJ+UZxe8XeB4viPBLYZiZ/WEdKOoYNOJqKMZjM0vtmYHC24dTRLdXkkUqPUhdX7OzalH3x9UwEwH1HRxkOGkBiQlzmUKUguukqNDGLLUfEyEASOAP6h2qgzW3vRg6hHFNzELo3h2T02wMwGFicdFgQewn2tGuWv3hONXWLDr+hVazacDWkJcWa8MNUKQTalsuhBHQ0ClDl3kCpKSGa01qzTJTcfWogvsAkMI0NbB/YqtdAgwAYN3SLvYT7DsYBQGUut5VW+9mcxKVkWMgxj9t9F/iWXncuyPnEKGHcQeTAQ70gvubkT6qo+Gj3uA5r4yGg2JQ2rAfmIVFpFnkrF5x3nrrdCiwwVb7rrep1Vg2+z5Zvs5sw7+3Je7eOX3rlllvgdHLdZESstFhq8vsvffmtN60UafneaXr3WvX7rgiT8Y/rqx7iqrQl0hxYjmxFCGMKgcpLTR2kI48nPgmjFTDY9dZ97u7T/fvGqoaOOA0YGHCaNtxkV7+6fQ0ETJSBiZCGAKCHYYrG5Vy9a7YAoBDwe/l+2uMOQ7ydciAKoMQwgxbnyLGwLoQt8Plbk0KVdbckNIQ5VCvqR0DwDBBWJXAJrKxo2cBw1/f7CwRRmsotcJArEGuIJ4h0jyeYbiwTn739faiJUwYI1RVVpbqDOdHsJXD9me/+U//zfjVc36HcVNlPGcPx/VWNRTzeprmYgE3ui72iXUFHou4nJfw7ODWIotiiilC3ECpKVfO4RdJrPQ66NXrzu6BvnPn6abnzc7K9ajnSpYzXpd1wbef5+eOw762utzHsalsblRtpDWHmb0DAPkZ2f5PYUFyOKQ4SbzAd1HieixcOdw/TYQWRGqnqSWLTrTIYKz1edW7XZyI9pb7aP9AK1sckvDPI78PoiJOmSUP+Qsi/LJ4QYRfFj/9oErcmiA8qb/oqwIAgGOer7cCpwYlxdZsODZnqv6lUqcyB8gdyK+6STMsmy6inpHMREAmsq5PrhQW5IE66Di+xMal2lKJJVxqN945Hqys4HwG6RMtxxpGJTl0Aq8ZU+aCB36Kuu8Nj68uNM+3HFfoqqwsEnWplBJAJPFcP6JxXIexUh11qU0e7nKJCq4NlrZQg301P4H5LBQeRc5Kx3XOdfyoYWpXDrbT553RPIrW+jqKbccxSwQXzLuzPedsEcUrLdVtQy82huhY4wGO/mbrBBG6iIZB3SVCWhy45KsNM4oJOx/yGbx38wQX9iOv62tl1XdMeKUpMhc3e5Eti7t3Tq9Zy2GwFKixDIYtcrWNoB2+N09mve9Fm1262malVanS0cx+qly2dVSuNiJuauJiFzGKsAVQwItKFKYGCpK4xKNBJJCvV333VIXIginhkPl+Iwg91xBwWwWbyBOvwS/1T5Zw/6p7JXFDl9IGAyRbd58kyN+d7OeBfCWmEUHEuNZShC0lllJlMUeurIneK7JAQW3E1KYFcTQJPRpGNHAwBqxCQMOa7RRwbcM716ee1GbGjSHaGkKZL4grzYxLkAAA16447S7YVGlZS4yGZranxA35MLUnVvY0sz+6UcLnMsTnoOGhViA8jIgj/VzPjfT6ftIJZIg5JWAMSmsxk/oML7LH+MpF9+tXwyDBVxfUYqP64S84AFxuh19ba3cQ6IpXUNZiesxPNExdu0KYD8t163LPY5WUtK50LXS+oz6YG84+jwna4zQhbjeKUBAS17I3TfPdw8ev2W++6UYOGQzkJ/cHhfGOVd10UaeBmeMOlTfkj1P6G6vkt74W3b7LD+5ln5DgkmsCpvsOFNgdjViuv+wm4+85XhDhr4DZ8znQszGeqe3RROXZJOcP6y+VnBFQ7qmHDbMSEdr2NaIiE6IU8niiEg9pg4onLQOFnQzVcQ91Wx5KfOwYhHx2NXFeu+KhEt/a4nd3+aeOvmNzkJFgyYuj2DhUr1MHrTm/tRauOXa4VyokqbZDcXRL3YtMhPBywqLYBxQLryWWVmWhzaEpDK/HWX5fnU7tzsXUHjthutRkF5ex46uhlo1wTjbz/JLb7YimUzdcTKm+YN1kj83k6e/WdeTmoj7XlAEzCmms9TntnTrGISiK65abu1ivNoIaqgr0Ak6+fg5PR9OtZ8KBTgM6UeUYCJjrevoIQ1J5bWxPLc1N5nQaqh1Vn7hhiyrlaILCa8vVx/unn2MYmpWO7kayVnRa441VGDwAANg+MueX8qsd5lFGJOcEEy1qwQ+r0cf2TqSCDbYYkE7ooNAXCdYUI3WynjS0B5wGNGxFsQ0j8xpNvn/3xF6qtvzQ7K2QqB8utH0fGDcGksnTe3inHFxo9jq+42PfGowxWIsRVq5XC1pliv/Ve4OuP81qm3KNLFqk3UvROc9vJI6DEZRQLroUCji/wYKmwmXNFUJKOpYz5fma2VpIPfyUCHeH4vKapJQM8+nuaPxozG+lf/t6z25Qx43SxwpL7kp1ighffgkvNCnbx21a+xgjwNxo7Nd7afU5RPgPLreuryYdShyACssYzKezT1+91FiMbGD5BMlZUX5c3zVP2k9WE/r65fDVl92PHlWvhm6DSp3XpVYFk/f49uy5JPZZqGxxrHfWXYRDSmO94JsrrvvuIQDAeo98dTVJmPOQ8KOjbCpnfdv0PGi67kyIiQ6Hu4+J8PW1qG28N/v+u3lVl1mBVbfhOmAKTHYqJ89eEOGXwgsi/LvCjNt3bv/KO9+RHh3+f+y9SZOm2XUedu78Tt88ZWZlVtbcc2MiAAEESYg2DZIhiuJCDtsKLyyHIryy7J298sIrR/gPeMGNGYpwWA6FLcoSJZEAATSaxFTdjQa6xqysrJwzv/Gd7+xFV3dVZn3VaIgwNqxnVRX1VuT33bzvfc59zjnPUbjtu8iYJLAMWV1oafxLG1FC+MnUbk+K0loHbl8fdLWLXRQJ3Akc9V5WYoUJGjEyjAKrfrg/cd6f2OnDmgzxSi9hjVBea5I+S25cRkNsI6xSW2xNxz8otwAgg0LnqeZd0m20QtK9bCDJEsVnB/l2Xf/1dH/2nPm051B6WdCTzZVWkpSMa+l1Mzzv+QkAq804phZIkSSIENu0ZhjTdH7+ve013Khjo6hqBFQ7542KS9+LyKR8Qm8MQ5BUYZxdCPEgxJnRc2n0NO4CCXDxcezS5iROZK9bYWc7AmZ1zSziZYuXviPwTD5ha4p9r2uiMBs16KJSEaAqi5oshGfuICtdWFlRHYGPZqZ0aZuEDKfa+aL2M61MrLAo2xRjBZp4qafHi10AaIY66U90t6qTwAl3kGfmmaqKwsmt6tHrV/HGBR61nG8Lvhp9+68qqTwAIEAefO31odnfFAQ1IyFs28sLbZ6ePlnDE3NyqRtikAEhAcOAwCHnaIVZWUzzaWWTnj+cPv7iD9RhbOBCtBnFnDEcQHWy0AAwruSxLtrYVVhpJkgkidPIUkHr2fTx1fydd+z0aJKmyGifLfP9+aUgjlXYyhLGyqJCizMiA8bw9c+1QytoFLbB5EXuHGLOLmQZqOeGob97dfVGqxNK6jPslbdOJlYDpF96hW9exDHUtphPvX1vfnD6kYNdTMmvX139ypUYg5x2LRKK83qmzAL7m/OjB2q5AcLzcL8+bhS2M+y3mpjEqoEd40grv9rgKA2ZCLso+rU18e37Jx0JLReFApqh7dTwoYQgGAQ2EHXELF2L67GqHQUWWyHMEOvWHD+/9/UFzuAFEf5KcX0gul2ssbl568yJf3ED51M/LTwA7NQTmFefaTUNh5A7VpuEkW6bd1jQZFj48M50VlhVOn1vfhTELQ5i0ADs1GzPZYy2SNDnrBDm5Sb5YHEMAHfycTw3vNtc6SDO1eG+UlgpVKQOHSu1Xz6J3MemGp/sL1BMbvBhM3zvQKfH7INT+W+2lg8rfx5qnzmWhQ3PuG04XbrzDNrhNHGJMHHJSiOIED4Bx5ZtRiGQpkXUwEIY6uysrBDxAs4kRKWzOMqTLu0nEfFeFxJy7hbEAB6ICD6qCxUMwqbk3SxBcWBJXpWJ6payzhbl0ywIAJR52qhETAivjuelcA2jCdFLXDE7Hdtoq5Agm6vS17YOIkwXTgPASaZzXK0MScOrwwObWj9Kwt/euF4o2xAkClE7BiLkQbX4F99/fHq2OG4L5iwyFo3ipJMEC10r4joNRzLfAvHmVfvDW/IffrXbxsn+WN89yO+ns5WKjlb67Q5mSF7JwvUVmnTRTFc/vat2s/n1UbzZbCOELUaUAcKGMV3bEgvze59vt4a+1yvfee/xbrxXHF/FYpi0ceApVoGTo0hwL7yHXZOnJh+f+oiItaTJKL0nF/vq8UG7IviAhF98nZJYldz96Z/9crJTv/53xGuDuE7xg0fmR4/SEnLRCQnFDCuJzhDhN74Y8jIkUgDoVkdFCT4uSm8M4uZgf3nry1dHK5tijdYBMdwrsNRoV0xnKQCgAIK+rSv1aFq9tT+9lz2JaL+2eulS0FGpr0uUo3lpquOFnZzCX/x0tnhm8BnF6LMXg9cux7yn376b/+wnS/SkB/MZO6o/30wGbRR14b/6g+5YVfd/SFwWqzoJNGr6YBhW9+ennU6nxRgNbXXymNqdQzoPFI6Rw6Gl2mSH9aLrxUaXCmebTQe/hBbKvxV4QYS/NKxErNvBnT58773lEegXR6M3LjaDrk5dvnMwmSweB85ffzO5Nuospv7tuyf7mVLO3ZvnitRrI84Tf5waDIQw0mrynuCuhLqit/MjB3aq9buH0xzzgcWa+9PcjCc4Srg3VCA6YGJIzYmZOO9vHs0lrb7SjYG5idRbqd451WLe6fv2K0mwqPzTls0/PS6+bPjBLTQUiVyEL0WUrve/f7x3oj+tT5Uz4djKAYFeA9VVMZPnFyTEQZnzykZHNRoMsiSheVFKv0RB9aqRorokhDFSaOtDPZe2ODsQozCuYFnYSXjDeGkni6KeD4BWKVgtn+zw09LWYV1wHwuENZ1nItGNErCtzmutUex9XIoO816mBQtVM9ewyM+bWwKA4RrFygNMTIlUmBcSPAXQALC74++1dPd1e3Dg7CRmVaQrSpRPLOKAGXIWlJGFrCQADBL86mpzI+yVJVGSOUMpogKoL9z9R9WerpUKAok3Gmi/b5hsYIiHiLtGB+npzeOT/tCvbXQYRaOg3UpQ0FGnjoiw/Ld/Uf3g6NDw6ko3DiJCGXhqPfJQ+uutPo+1aKskQUeni8MDDwC1dXfnx6sjs95hFnua89+5dHmV+SZWZbsqcf7Wd3MA+OxajgAmuQKAAIlryeD1YWvQ9/2BhmZ1P8+bDZRmv4R74fVe0MERCsKoRyLT3a2mKZlHnWC8KO5OzvS9+JqhhRDQnNZGDlQjZoMYH1WynOT3p8uVjHWxjsuu9MwgwiggogtwhzMNAAtpH6Z5dgzf/OtiWjzZlq+EFy+QdVpQCXps1Pfu1aWoE4G3Hi1huAELv7J54doK63SsYsX+g+X24oUBNeuc7kb9ge2D6yW6w9B7vljMBWax0xhqkaByq5r+9c7p2PPXXw4XH1eNejidQWiRsmpaq0qRdJa1+tosiKJOsV+Cn87fErwgwl8CuiR+vTcadHCjr7urujdKf3SrPNg9c6y/FG6skCGuvCiVlhLZJ86BQ9HEebMF/HODuKofTXUFADsTs/ORefeoC0Xp+SrinjdCtBLzaeWO7CEALKT78YP6Q9sTjFBTKyb9KBQtQudIxahJILOgnPfv79Z3DqUyHgD0rvy1wbCLI1RFPWhcpHhsz3RtP9hSa5eaJQRIxbENVknvzah9K9vbdzsEyEvkVU7du/K8lcnHcPnw0c5a1H2UxzCHemd6vlSm0l5WQaETy8lPtuWUTrcWane65L0tsugki9Y3tGHeC/9gvzraaS2eKQHYK/KxUS0o5qW/f9Dk88QxXGFVVU/Yy3mYQ5UK7324O3fy4JKiUmN/VJ4/xfam7vZk1m6z/aNu52jtEMHMynm15OPdPdSvXalDbyaHDV+DlN44AgCUoD/4WmuAEnkvgTIxeVKWQS1ZbQABMtJb6XStNLdHhQWAN9Ybm3Ef1QmyCSiiDVXOWwK2RqoM+CRmQc1Z5Qlc6+vFjAjS0DIIFF5n3T5slkdwr1X2L9QN2294w3QeOXnrAw0AW6eq0uOJKVb7PIlQj8VWc1v2GjVjPDeFNzn+kAU/xH4q/+pg/NVuJ8ZRN25HZRz5nBuklQocAYCA4A+OaoKgsi6C9uvixkYYrTKS+ALL3EtDFUbPb+YOMGEY1c52QnRSPP85AADIJ3glCZhuxjZcpd6azthsZ/n85v75G2eREc2jTIcChXvzRbtXae/3ZvH/8Z3lBkMhprpopD7BLsAYMwyA6xkU00IDwO0P7O0PlqiKA7RJ6qHEtpCLh7XenlcAcLysbqCHW78xvHG5yVZCK8ty6zCb5+cjAwFhC/U2xcrlOFmnmO9VUbd0OB0XWERwPEeKYGep0kzYLof9cVGPb1XvPairjwJB7fwkc9yZV/rtJoKT+cn+BGqabnqOsTstXhDhp8ULIvybYhVfvCLW+wR3Sd1gpa2yxdyfY8EOGvTQJaoDU5i5m99fqHH+5IHZhHARg4mpbKxSN9XnPQyrwssCFwoER70WL1I8DFqnxeKc96Dz/t5swWwCiRsFwUDEC45mWs4/an76kAUB4M7pouX6lwQKbeQq3jC0DafzpyoXv/d+OULqeoJxzVGdMB11bG8T9SK4nECz79vYlzHaLpaZvITQNrp9dJCU5pVgZVI3qv3Z+ZC8dj6rKCO8zAIYR6c1m9H9Z7unAWBW+lvvdExgLl7Osll363ZrL13SSX17T/VIt7hSbb1zCT0cMaEwdRmBo/zMiXnzTlGBGohWfmvzt3O5g/kWweNnckhK+7feVVGC4HuX/zGa72HyfzoyNUu+7P0H/uYaTk5WwrKh5LxUxYeO2//53281bBTnkdWNogyrPM4lyzSurXfeM4SFtkxaTWE7y9uCrCUtLGNdJkUR5JoUBpxH1ABHLjRcSODK8dAhYYrCLVKFOKMmyQ1IY5GnZoZPb1J9xzWTKrMLpMmj3D46fHwOHsydpeVEy4hc3WytiKNmF7xrlpaaTFYn0zNRxaJy2/eHF3vrcdZvL4htFVaZolS5wukcvryyGrtuVvHSmNpKpJOmG0WWWamssrJWpS8WBbDzg60AAPp4dDkcjJpk0HZBs5Yse+do/nAsZ/PzDEERWaGtUSLKhSMiIjr0VQIVDUu4/W0yGfz06PD8VskznzEamFBViZy0H8RmvMUKrTcg3IYfwzPwHo0L1LCh94wAI9RYpI5cdaCeW+rSg02mVsq0ZXSxwO7t2RK/7A/BQNwQb3Z8Syif59mjMn/n4LyagoFswhcTiHo+ji1CqkYStLTa80VaHIxrI7My8JX21LQrGyDgH4r81Vk55KDMmrjlZRw4MqJ4zxfbh4vtwxcU+IvhBRH+jRDDhR65HJCYOg8GpWldVmjn4flzX8Cq9pEDkuYwr9TW5IxIsn+qREKFoBoIRr0Ajms480AqXZHr/SPT3UBBhJlA3ZCt16MTd1ydpaLSqp00QzqO2vgbNTR456Aq5u58i2FuzbuT/TpojlDHVYHxEMP600SojP/mz06ztWiDNmlNqzLUNQcbYBQqCFPHQRePC+cBAGCNNdp4YExQWeKhWUE0tjg/JOioOQYBz0B5NVcOsH/Vm/vWkgf0rlmeVZrZkjj07rcHwXc6N4EqmO76JZb/6Th6NBke3uz+J76+Asf/u+8Q5E9QeqjPxPV7e25vT16BlT4EN2D3Xbw2pX6p5KuU//E3G5cBxUjmKDrw6dL25Lkt7r599XLYWBVs1cC73mjQX/oSD4D0SOh9VClh6ziTdCFxan1uvfOWIkVRBZCnfnxksleGga+DqmRlSXONUg25cdYDBQgRKA2BRQEghsAZdPuwIt5ytk6QUZ5WliBHExRwwMwDQg4cnZXy+wdnDvTjsV+MR1fQtQnt9UNbJ9JThTwee7f1gLwRX5KKl5ZkvqpBteH66Q9GOCBBLJkkvgJMoCC+PmlcjIdpIeLIM02DqqkNtS5QilbKEIVt6aQkh0dcFCsxqqSXBioAoNDdgJcuksEaJ72gboaFiLJkQFbW/b28/Of/6snviEFnDa1vBJ3VBum2ZatZh0DbYRJ2k7Ri9RwoIH1YAJxXI07Ses5xpLksRWFZfohTpyuwEvGlzQy113v1tIcGHhgGRwxoJLefbzwLABxWKptMFCDjHviD8XN2LACM0OtNv2YUmS/yRereT09vPTWPEwEmEDXRFQUxQBNsaLUzGmStUYlnObp3VM8zj/DsGhtFJjkweeq1gyXKPABkrjgs5KOp+++N+aZJfuKTpydNvsCnxAsi/A8EBubBczxASGiH8toZomtdb2ezh+Pzwp1BRHkYV0a5dF8fzc82CewUU2yGnUgg4h0Cgjrgz6cTDqZFwJJ0UEaAwtD9RmVdOyS+qcporz7TVjy2Uyg4R0EJ0T9w7j02PJWL6hmH+6nNf1Y+mCMee/qHkH8LJwe+659y1DyR5r394zQO+pC4KkmdyxHOMXFglHfcWfUUEW7Ew+v0zTRNxg6PQS2QzpEMPQk9Dv0wRs3i7DeyYDIrkTO/7xbfRq2ferZ0UgQA5FBiVP+naHwB9J/5TulPsmUGNB5wCd4h1UKzO5BMnEJQPHhq/tSZh1H86zApvPmhV1JPz012/BgzmDVQWXv3A5DH/vwCfggD6kAv2mjwj9j9P3Hd0tUALqAUJAaEdUVkxeuaS80K4+ZO506Dd4F3AQAlqEGTLwdvGn88zz1IX0mVa5sZVFpsHRaAMACiBltrtNKuPKonhXEA9UN3GGPjfFQjSrw1HoPh3ts0L7NqcjN9WH3kPUshAOAOhQJdN75ZWVrUGBEpsE91Ian+/PBSmSWlDDOFpsosrPQoUgjXDmrjqQFjHLG2qlgbNYwOhECgUVlhqzh4orApwSJUNXrHQxaaciV1MEjiSUHHRp+iNEVFFy60XC8GEXjLESagtELpPKjUBinwKzEclGkOOYPWBbiyhpprGPdp3eJ5QxBCbF2zuuKnM5wbKH1gcVf46w2IYsAEFafwKHP1vqzXs2LoSa1RZmABZuFVjSvvfeD79TIPmj3Y1jAA1AZEqdel258uM475GBo3J2Aro1LY3lpmevchMOoIdKHQwWmh98p6y2w9VCcA0CL0SrBBXEerVupQhngNogZaeVQbUkvMFMrmMEdm57QEgMylR0UVutZVCCTSh8CWMroBfWin3cXKzxD9NVf+McQA+MX0iV8UyySMF3g+CMIX6OoKuRKhix4NvuHNQx9asNrnJ+b03fHuQXEmHyagHaEN6qlxkOriQD8c2/PvpPYuN1IZChJ/RboPkDI+92fvcNo7aqiyKBb4WoV+J6unocgCihgEji700z/UV1BWmhCafBb8Gwz9xAWp08/OcJFQzfysRvhNZP8O5N9CI/C1e+qx1KqxTCvlnU0KTxbI/kM0vg76NlDmbQvFc3TswQMAs7hHV7xp1CbIMXwJZX8PJm+hKPJBB8XrrCuonpwdoR6gPoHkd0F9FzWOvdqHu35ZroVC0+LOy8hxpL6NiIRjuWzsQAzDBrqSI/gGnPwFig/BTP392bJhbyEMQ3zxaygrEPlzpKb+nn5OjblFOCGC310AACAASURBVILmH0H1v6Iih3vPO1wkWOH5687fNeY9W9aw2Nm1qrJNEpsqqMugKNlM2tTK2ppXvPk6qLsgQk+aTAzCcBBGqy0GyJfKFTXSmhlDjUP/NdTvecEBhwRRphjTGtVH5bywJkBRDD1wzAP9j7z+NajeA6V8XtniWO//pLpjvAOATba2ga/3/Y0IXX4D9f8Jyr+Nmth7D1L67NgcieHpxUaHuShEIUeBNrxWwX/rJ68DfheHghnBNBaVCCSwirvEqSCkxCiRVejlAv6xnXyTRYzD6DPTL3z29I2VWDhel4zpJlItpFvGJQpF/wOqE9Q6hST2vNGRcX/W7OTrohXpXixHaLGiioFVfYX7v4ebE+g2fRhTCJihXCJWz31p8vbWPj5J8cL5Kah/AotbaK2PBiPcXROdK81u4WaZVVJr57jTjdT7Oeh/CkcvQ/1TaHRhOICBwD4/a1TrQCoUVCT872Dy50hn/rZ71vcBAAAQsAR//rdxTEFvwf4efH/pYxxaCbpO8NWXED5w8sQ8uqXfGdspACQU/+ba1RFbjd0QTEtDVAH5pzB3QMbAObaMmspVFRR3ZocfjAsAcOAWRoNL/gj0KpAfAyiYLrWesyClD7Bb+YJX/x7CFM38f6ir3N9avCDCXwCrYfj53uaQrUS+j6GpffAeLHJ/nNmTfbN9oE7U2SzXGl1dpy+FeLVCZOp3p/4D+ZzOXg2ycNJDsiNEl/c7KM7c1D518joPuZZUh977wkQc4RF2OyIOIvAejKor+/SP9iUUY8M873+dWY75gU9KJ/Uz77kDVcHJ95D4DPT+kWc/g3WMfPnUMFgNduon2luBVmtEKoS/i6KWE23EeyQaBXHhF7XTc1dN1IzbpgWuwG0hvAA2BdrwooXYIBCDhE7UceGeXPuGeC2A+OtQvoeSU5Bz2FtKhAF0QzT8DUAa4fc99z6tlik/l+HzAer9HioFwL9AnPgqgx21zEp0Az4TQ+8baP6n0Nr3i8VTw2zPIUJr/wV0DMJvga3gYLn9JQAC0qft33IiQMGPHGQwB3CldCeLqqi9kWxW2blZWAfY0xZC30MiQizhrBeIQUKakUNBYcG1g8iDkCX1niKgKdACkZD7UJg4sJxbTE3tq6bv3uA3emhNoA54gRF+GzgHY9DsxD86+mgwwm8Orl6PLrWgH/gu8fEhsEOkt/1Y+pO53/vA/FiKk89ebHEbCcywCeuSV3VQWtT08o8RptgJYjg1mFaG53GArOQBCqsiqCqRlQhrPyVki1sh4NqbJ6+tEw60zn1ZcCsDI4NKsdLgAhmHqn8HOPA+wP7lrz166WK5HocRibiL0ow/3KOLjJTgClS8Dyn1EoP0qKxxuvCznfL0/vzk5t68LEnpIIUqw6kCan2nQ1iT+5jbMDBCmIfFrPRy5icFFDVYjfwCmIU4h0YHiTbjHR4YKLKzUxtb6HIIre+jhHqPoFbLrEExkCvwm010UQC85R9mfknGEQA2yeWr5HMNtAk+ugf7Y/9Xc3hkPnKR/Y+vrqyHQ2EbSDWcDbRjBvAacn8GlIOmoAwqUj+9l+/dHD8JlDWUJSId6ARA93FCkCme0YoAAMBLZCyMfhPhCNFt74rnUOYLPA8vpNFPi9dWo+u9QdM2dBaUnmmLQzATN5PPkVMuhq0rwQXmmrkRTpry51ngOygjQnoiaTGKXZtV6z8rz1SFGO+2F+N52VgPxDGLGG30ReA4NQ2rTDI5PScYmmN/8M0yvsxW/14yfhcPaKkeGfvsWAYPBrm9P0Ebq7C2gfwKQy2P7+tzM/Bs5BEFsQeo5V0LaBeTRuR4NBxRczff+WA+PXXjGn54DX05gVbowiMgHHLpiwwQcTqVR8dnik1wgFng/BjElIOwjhi21DKrC4OmazRAbyHeBZgty5RcJtdXoAuOvurdI2h2PHFQSlhyZLRQ9wIZgY1WPNmFiHxiTmgNNtZ85ID0QM0hWDoWFQA4xBHjKU22eTha+IXupXCUS5/Lehv2GnjcwJ0u6ccocpgeedJEOCa4LVDMTcR1syUzsN04to5SSqoUmEXC4jGiCfYJR60AEPEI2W5MPW23ktXAtmTZyBUJAE2c6hDJCPWYJIZ+oI8A4I9ubA5pB0tuULDwxFmcO3PT75f+3sff4epaxIE0Qq9zbD0Cj7FD2ME/B1L6Y+4amaVEW62rlTC3njcDUqcUWQ5SWOXvInifWk4RIdJZmJayR8hEI+uZQ8YiZcEZMNIf/d/+lvfSwqh04Vc7OYqSIrNFYRZTtXMiFoaW2M/N4cLespAeAD0GQbT3qVZP3BUmAA8JUA/IW3oHvbaBe21G2wHioULc9PHjBhjl1QQeYtgfwlf2oZ2iYEBIyDRnCDghfnQwfhLkDeDail/DkDiPAITyG4/guHpm0sir9PM9t6pcsI8Ufo7N91c7L62gK173UsmUmR+5h/6pqSY3hnyjEzcNUZoggbWitcXKwb+GGPvswO8cuVKbxXyZRO989n2gt1DQx77N1ubViXzWcRvA+9JCOhOtr9P6O7qZyvZSC/sXeB5eEOGnQivGVzbFakCCCs2ULSsJ3hZ273ksGBBybdBewcLUgEo9g0z/vAy2B+38tE2TTkgIRjyJjg7ZRJ3JnFmwYz1PtbvML7+UtJj0LBL9JCxr0Y/I+GwbgINy7BZ/WrcyvtZPDBIJKnsfFKl9pl3PQeH8OKKdgQhFGLfRiJfFB8WTXtwmDjpApUPeSwAdYBQHpBO5uEEGUdwfDKvtYnsuCTYt6kNPnCeZRYd+chvehvP+ZQAAIYoDoAlFf8o6Peqpdc0yHrvzF7gW7qzjXmSjPwfukB+RCtn44BmFcjPqDxG1Cv1Y9fdjtEmqzPrdZXrnKh0NOHtNmanpDyhVgT5+jvVGF62s0eaqcztNPirRjmTP89YTiBDkvt8KHOieJp0iSp8q2ctcfSlIurgVoBCD0I545BhxHPsoMJi5oyrfHCFBoLJuUZt2zLR1xhEPuLbOIWccJBSFiXdxdaPVJBXROSXGGQcAiHtfgueEhQQprpQaXbpUrnV4B5DKoNQ24AprXeu9wp2pRu53eKuFhMKcEY09w4CQclCVfq+ALWnZzAqvZV+4Hu93EoELZAlwhD+cDWFQhVAtHBfezx4EP8yPL4Qllo3akIX2pzY/9X4HDo/844gqhax7Bf9gh+/wqGWTbMbzlJ1kcFCVB2b8sVLiwRgwxi+5z9jHU+Z17h9Z1CC0HQS2GYNnHhN/tSu2ph+1mYNOPGoi1GSuLSAgLoy1Z8CBbVbhzkfJi4tkrU9CcMw5DAS0b2m3+sCdIcIbYuNGsMKVSLUrban9KQBQBuap9/I319deT4a0FnlppZFK7+mz6v31C1ErRrFBSnukrJa2Mk5a652Zwt0ZbAE89/6GQG8MsJkbwTXBvo/7+3Zp9GZxULwbtK5H0aZB83lzV+fy5wXfL/AxXhDhp8L1l1i7AzH1WVVKZAqc7rnTo+fbNlwZ8surPNb6eLyw0uXwyHwKk9K5PdIkjOIWDTVDak2jyTKeVZDNzTx3SRvzJiXAUNpkjYKOn+mHS+Fo4Zr3gA9CJBJMwsiR3s8WS3JsKdrzrBvHnXZi2lwkrd7p7uRUPn6RLM4om43lYt89YMCb5DIKGjxAUSyjNjQ5+d1O/4+/e7BOu8MQhVgZjZCqduXkeTn7Ee00OW4yaHJHuOZgVUe8cUXsHur7d5/8n03RHwgUe00w7nVQs8V2FANLf3r7CdVcj3oXWqzlrZHKI/qZFlcMjcFu3sDfehsfn575BL2QdkJ1ZMQpb365Z48H4mUI/9W3lmSGhqwxSvx8EIZJ+EZVn46D2yfL/QTaJODMMq4EwT3vWxbhAruPoo21MLzUiRInjKSArAfnALRFAXHeWyB1o1XhwDFM0xTLkiQh0wasN7WyHpDAPuYmTGoSFuvrHtfOMlv7SlqDLZVOWwcBdg1OY+GoQMTEVzZcl7lQWWJ0LbO6hgma7Lj3n/7MowFeGdKIe2LBUY0ptaSokTmGhylsA4ABbUCDgysXg34HcQxIOU8MotKQOsfzXXM/kcIYagE+uD012/UoYW2ecxPsz1Qu3ZE5v1wPt9zDrRqgbov5XD5nZ3wKlHAy9uEqvQSUksAGiY6EuwbBx0QIABIdMcxCGnBGG4EPI2yYZdS1a7pTAABciQcbPGiB995Y763zBiHrkgdPBWMtyt8YDC8QourKlVYVx83QfO0L8eYlUVr74KC+90CPvPjcpWbX+iqrclMv8GTb33z60xICa6usLYBWGiklVUlq46SrzGLhTx+z4PPxylW8wUyYNCeZ08DWob2fLSHCz7xMO07PVP0oCLpWD4zI0+TIvLgUflq8IMJPhcNT1Y4QS9hBXh5l+oPJTC0bufkxVockaGlbZCTE03SxZz6pGu1jLFy9Xz+6IFZEEwtcj+8+jzv9xB0tTNx3CcI4oRAwxwi9et10Iry1ZWcfNSkaVM/tdO5oA9N+glzobBjdzbB254+h1I+P/PalwPGEthONHXyWtP/9nceNCttmb9s8aa6ozAl1lxPabAoQkQxarnTwW18O3T3eS2QEtFaqKNJaPXcseCek/cjFTIbCRIFrENdtkf6lVjGbw1PD+UZNNgyN8NW1IRUUKSwr6n5jtTM7nex/NJawFZMkUS1cIONXWwkmVWZr0ljgIP79L6C3flbc232yjMMmaYWVADRohhWqUis3kqSXyEl+fkFaEWwMTTRk1KqmV69dtreXdG1Ad4AuhHA5As7KkJImrTsGWIk+7vXa6Aadtm6BVDWUFZUaAFwzgEDYKFQ4LAyTM6hnUhWVYLFw0ltJtcaAbUgQIgoCq3lFh7mOTMSYsoWudEEhJe6hHlvvB2GjEzXDCLOgHmAf9XyAjErLktopwJ4ubtbnhG5QyhtmgDvPZO6h8OZIq/fl3vgZda5QNky810Zh6TBkUO/q+T37SIGsHMwpPO5PkTBNFYCCTxxi/CH+Jiz4IQ7sbldBTJstQXCsNKt6/TN+trv+Toh1iw+DKApiEJFsRDLzslH5zRCvr/BLunsDk3Je1bXyHkrtHK7nqn46rfz51d6lPktsXXB7YGcTffcPPzfqNWlDe0Ntc4P14prlfNRzPs2rst4x2Y+q++5syNvvoW4fIa05yKrEiqoxUrfN0QP33DbEp/HmGovm1WazEVIsPQ8U31HhkTwTul0ZsevDGFU6kaWCWoC90Map4UfLrWxeYAleEOGnwv6u39+tAc5k2j8BO5Py0sVyPKkeLPL357+A7+L9RYEP9q6QQBF9mD33EmlAblWPknrYlGHITStGQsDFC+Fag12M/cnY/2grq60DDyf2eN0LSyMU4QG3prL/2R82qfbFHN28U90/fRJE76n9BxJi3Bq1KMHm1Qb7q4c4X3ZmpT7/0eK2ZH2ZRM5CREzUsfWuWetAp1kF3qHSGzubzJ5rQNyIXZzUMaeE2ZVOUDqrBSMp6wrxNBF2WjaJygsh7SU0YnhuCuFr7OIr/WJ/8lhvZcJEzSrCrCdIX9BSu0LmEVW+iIec/frLNOCL97cer2SUyHar7HHS4Hgm5YiReZ1cH1ST/LwqO2zD2lB2G3Wl7Z4s+iRejeeHZ606Rj38G6+18QJvRFQwhRFkRYUL+bTOFSeu01PUZjavPPJOeUBAOGGRI5FmkZrr4uFBvtIM2q1QGOOlRhVWpcudnFUlZyCQM0aipOoaNgqslmxW+Uepuj2dS2cBIHXcsrboNETTNxtyd1H5CNWlmqT43ePF/cWSiqHZwldgx7JC2m7N0snUfn986vyS2A4FkHpFcTm1entht6flnXIKAFGIfv8L7dFApLr+Z/9m7n6+3vHLhAP3s3K3mMSo0VpBkLStWpxvIb+rH1BddviAJjRoWMtrwmpRmiTDV5rBpgk2QoXb6HBaZ9IhpQtXzqszYsnFFdZuKajS2vkDs/+FC+2uawwsZcoirzuhdNz33yCQy6OFfHdafPdoSeR3fOLnVq4Og3pSHB6UtxbVW8eHdtlSP4vrvaBPmzYqLclXhjCrpNNGzM57v4eYN3w07KP00AbcEeJ73PcVWpYlf4HleEGE/7/g/p67v7fsBvEpcPdE3j2RsUCfuR4OVtCff3d5jcbc5rdnjkedFYoXplbWCC245QlBKTY3+s2tcVFYLb3+6fxRuzVKgA+aPgl07dAgiggR3WudFsl+/NHbmzv13mS32ZahCbubRp+q16/zn91RmV7ChYXTf31y+DCnF+ZsvSS8A999W/03X1VJkiOvANm9owO3zDv0QwSREkkVR5QQaHWoylVaemqEzp5syJjiIK5HPXmhYRq0Bg+4rrnQvog6tPFx4rFwVdiqGIVByDnCrnZpMXc55aKBoBww/FuvklxOtvfcWsI6XR238han1LpKl64KuIO1wMIz9aUorFttLcJKVi4zuZQhQwzgzGl7uRe2Ih63tVB1QJFzxpmycKV86sI9R1VOUuyrqYMTqTOlnYUu8LWGwMKPTXXnqLi7V3/ti0hwHwZW4zqT9n5W3R2npX1qAR/BoKuaYbW1f55zZlbNJiepn112wYPtMjPupYvmp7f0/BMNzP7lv82RKxKGDuefRGLHU/snt+YNnjLAj2aPM2MRRV+7sDqAJCwQ8fHXrrrv3P1VH7rWu600O7ldrE1xY4QbAv2Xv9eeHqHbO+XHGum98qRRqWjQtNSGLQ9M/eS78sZqRIpgdQiRUNyAIiablJaoR7Pxj6ZPEvlvbvLB0DbiKl3oreO58maA1kgVKg++NphLVLP1iGRp/s7B9Ae3ioNnc9cAo4B94Wq3WfBZaFVS/7N3xpn6BW7DSmFXNNpUWFIg7qKgrmU16OCds4ntBEVQcenJwuS9VoK46oBNKntuyOULfAJeEOGvGv2AjHq0wubB7nMPoFc6rZdXmxfWfcHrr3/V/uXby7uCjmX51k69WXIu/J0DudoIO0C9RnFIXhsEgwH9/u00Nyoz+p2jYxQ3cgGs4bIFbktObdjD/HPdFpLRO/O9DytoFsa8d3gyYfwbr8RXN0ifD/rWPDiqb83mflk2/6g0Rw/Njx8+/ittSZfgqi5nqX6Uf9I8GoVL3iA+IO0w0ETNdU1kI6/KPH0icBXG+bhqdkycKOyddQjZusiFthSpJ8HBTKk6yDa7lGPplc+lKSrKIa4rCYIEiFkE1wfl9l4xk0ZHpW96LgKoYXyS03xgUCWMWY/EXnlmkb2ofFD7kC5KIxXXNaeOw9n+E12yJqYhEE80j9BEqsM6fzA+ow3evK3KahpTsrVrrg1bzRZ3WO+M5zu5CyPEAv/ePQ0AP90te4kc9eTRvt0/1Cf5kr1xOvWnz8k0v9rse+fe35KjpHWjw3wpG6H9BCLsUH4lilcHhMZma1K8f/8xw7U57kWiMvogNwCAEcIn8Veuo1GLTqa+hd200AutPtPeGKEOyriVYLzkpgJIGUX9GB8ufqV3w0y5O3vuSyvscxeboQmHPd407RYub46PAUA79/2D6YlMP/dalEjYO6pOF/7NFVFlTF2QtCGNtAy8KfL78/G/e3jmOmg9sIZVNL87N5MFv0A3Udkyjte190LTsEaqJA4lsb8Q2/URPTg4X5myKVpfXF95uRf2QKtK3j0qfy4L9gNisJ+Xjx8LfKgXDcPCFKfBYJ60Fa6lf8ZKu6rofEGEY8S7Y5kOE197CeGLSplfAC+I8FeHEJOXO6M3NsKkZ21c/l/ZeDJf8mJcEsOXG2urITS8sgB19uSycm3EIyqKSm9NH4u0lXW3jx7/+cGRJDJqRjSJWBLhZsydIzfvzhdGHhX6rbuz1xH3C5SeoKDX7rOAmihy+GIQTBk8UI9NWHZTUx+6N/d4GAeoCC4nNOriJgzupacT+3Nmrc1I0W9Bru3N43QqP8nt8ESW12LRCAUN4CjVh6dBQ7Pc4/3ZGfFZO06apOaSgU4L/84e8tOeRkWeP9m3Ftz9+eLliw0gajLRO3kgJyNNDOZMRAwBAWYi4ABFpX3OygV1qVB1aad7F0OgmhCKzYWwt1eeyeMe5VnOqlNP7s+lTFdKWS3U+SO+KNDpMb7QCIpQJZRaA6elHldPHlvt4Cu9RpGhtMSvNns9waMEI2obOPvuvYN88uTJnQduBxzAmSLhT4kvxK+ux4ngZhHKtaZIEmXD4tIqf/80fTSWeweeIvRqY0Vad6c4psBeizevd5srXSealejWL1/jG5fyf/3n5Shgb47WQxqkhXNqn7rmtVZ3pU1+/deKNoQyE7sDdPeBKypCQdgiKCSrmbMoV3ny938/utpp1Kd0fIwWC/zgtLxfPDdD/OkRMNRgOMDsuNTq+fJrEzBXAtdRpJIBpiZyOg7fLx5++K/bE7P9nccX1n5EuyzBSpyaehgw4+jU2Vvj6s/unGHByx32W+ubvR66/eN4fj/qyRi7oJIRVERyH4Yq0Cw0xAFw7HtUt9n5eqsObr3ReumiaETW2LI4mFcfbC3v1gcAgegrzcGlQdTvurgrKyHvnmZ/+bYqJZrPA8yaNeKn/CQOF+NS/XjrfFhcS2w0zkpfS7qdVllQNnv2zskSSfwFnocXRPgrQoCCN+KXNqNIKI1llkrJlqUJOqh/mb0cWm4LmeFFhvHe3mNG+dyl8JXVEXXxdOLr4mBfnu8IPMpkE1ul2JWQR4REIatGdj5vvX84Nd6ktX/7PQkAAuOkLl9pdhognA6aHl/mYqzqFB5ruVb5nR3bGuFEixYNC4xaRK8woizJntNH9SFuHxe701pW/p2P3FYpwgGmXREQajzTh6mWGgDgcK6PFogLfHigJqdRcNrNozoD+3Gd6ofI7lx9tCLU6jRbuMMDPt2/QCWpsDktn7Dswdjf/ACujOw9o/OTzvS9CwgAUyMENRYL7ypa3vponPfOvAza4GWxt32tmvRLqjBDRECC23C2E+buoX5vUqzGYvv2VVewuTP5MyMvZoU5PqEj3wgUXTQXD6fynVtPbrQYw+99ccDKuBTByYQAIo6WiLI8F1jSGy13c/xJXYzngBGKMFFglT2zb9bwlQQPEgiVrNvIhg4nSBHqSROxLoTdxd6BvCxWL/DLmVFWJLHtXeW9AXZtIkNKAcBhN2gpgPJycjFwXTA4CYtRsCJUd5V02qyKrI8hiXCIwki38JECab0BgwF5azONjGIXW80VFokmv+SSY+B9g1dQfavYnfgnYiMD1qeNpiB3iiV1y8/id74SXmo0IQvLRZCn/GCh7+YHC7+kGCdfgMo4U7EuYlcETNIeRAOkTv35IrWYEGRE6BuP3uPTahZQ2NtODu62YrQonioUWktiVienf9kVaaNlxVSS2hKNaKWIrJFS3GjmHQTI1MSUhKXnhWF0g7zZcyNSuQIXs7r+6ax6b3d5hcEQrb7RvLTeoqOmazRLEec6oYM19Jdvj3Nrpxn3KFaIPjjq37u93ektmXE9lTKm3QgJZVA+M+88KPFxev/RC9/tXwAviPBXhAvweuz6WCLJF2qB35+mR4sl18Eeug4+NopkubPW79bl3uzxhl6kKBg2ZBEjjddCnqqt7KxllHJuP82tFhHxHNPWAHURGjXQeGZ3qyeWGdK5B5MF050BaQSWfUW6qR+toDL9yMx6mvmf3CsDFW/wmFuijOmHETKJN9G2IUuNXT7Ej39oPs6iYWB9tNal7X7EmontdKqoW6covztO3/mZmqX+/b/unlwMII9YTkWDUMS8gzZnx/WTFzjN6Pf/nyEMBghjOA4peKCVRHCiz9QflTPx7v97LcFtowPtEDjEMQ4NGO9qX0+QPV485te3/kpt79mL8TV3J/qf0fb/ojeFFoFdYp+8KNwH31p/ZFb+Rz/5n2A4g/LZRuaJrk5m/hBIjzXQonX4MHXuyW+k18LcMWIEdQ2KLJAi8pxqy8KsMhG2zQ6dzsxzbwkAgIHG0Fmh/VEYtBPXbhoalz6qtai+9ZPF4anHQAQMsW6nOaGIB8xh48GUAhTzJgbciymADGBVIxYw1Fb90A6FaRIjrUSgNVJVsfB7B/JGsMFcB1ESCj1LeegE8gHokClysFfQBqY6dFIUC6wrkTmtsMTEek+M4apuzO83PveSE5juGxxD0oFQIqpgSGH3BD5AwFbhxiWxciEKoiR7abR3Pz9EilvNZ7UZ27mF86f2G6/SN6838SKKbCutIk4iRDiw4UO1fwrni2CPJ27RRsgylQtZxlIyb4IWsmN/fM6u6KTUJ6kOeairYLLdnm2JzLnCluBDeMpQ6XiupgIGPtJ1rMqwNj7zzgESFleIKIe8Q4A1EGWh3Ffm1vaZvbEGb0T+gq7CBZbeFA/U7C+Olrda9eD6dfpSD4kWNiFUAXjudVmaSeYAIHPlaeU0Jsazube59vkzs5wAAAMwFxITGOmNlo8eufKZ9XyBT8YLIvxVIEKXOOk4hDMJGdIni/S98ZJSUgYDjwLtyUJ5sHpSZjdnTzqB0sI82sMYUcsAc57gtcyed/6d2cIWjAHHnrQKcdWwHR8l3ECFni5lPDVVOd+5RoMuRML6P3DVPqwGcKGGx3eUg9Te3J7XvaiNwkrBkMaMNYGCtq2HwLU/ODfOostCDgF1ifGsdBpAr9DB5UYjirx3QZeTTlBStui1gCV2kpvDnRB8PN6J3vT4kNPKOqQglYT4MxtyRx/1fU8fi4vI/gHs/G9+hShbQ3Hkz1wpiA9qzTSQ2rl/4OdDb/8YerHCBgg4d6saz/WTT1vsjgy69HehvO/EGOnYeiHtw2cMYDEQa4KBx5lzp6iaL7O2Mt4c5GUDTE+4Pzqc3mNRiMLyo2VWpT+Zqr6nVjLnSK0kdwFVCFNJvKMsaKG1Am8r5wCgQViIYuoTaUkJUkKNkNiEVy7jC0PBGlHRaBTNdp50hW/mqRAQtf/lnzqG+gDtXHOnmCCGOKSlNkrXipoKS4uzebCOLlNIKsm8o05FxnKtRK08aEP85wAAIABJREFUlQQqpBA8LE1xvDYSw0Qwo924RE4yq03oEwdUGzc5FUTaBGA8RfOMZpLNDSrBIUAEsLMYe57eDm+zk80Gygtkau5NRHQQQNJAgUQ9AXTgh00nhp+ZJ9HiS3Fz64iV8ySbhdOMn5TuwMxO/EMLaQDDNjQ6THztlUXH0U7cmOcCmYDaBDnOIU4wT73RfppAK0I0INbgrJTpeO4EZark+f/H3psEWZZmd17nG+/47pufD+HuMecQmZVZpVRNkpDopq1kEkajbmOBGdbSgm7DmgVtGJixYYUZxrBgxbIxQwhEd9NggNQtEKaikFRVWZlVWTnHHOHu4bP7G+/4jYdFRlaER3hkZUpV6l7Ebxtf+H33vvu+853pf2pRKll4aiATZMXigX/MKtTO3zgZy9Ygsu3mdlJ6KLzNgRLShsfcxwdlc3HRMAq6EoVnBfgZNYr4AH2DwmtGKcOKW0Yr6945ms0fK64mIARZVy6ZKTLH6rg8eKu8BWchyfk+vBL4DreApnLa1g3JPZyA+cF2DgAW1D5MG9+3oCZni6sBADTenJT+oqf/+tz+JzZwn6Nl+TlP8NwQ/nyhEAjoEwgaDxPlZnQ+q3e29BnHQwl9QpIS/UTbma1q3L9nth4vUTlRenMyzkIZRP58Y8fIMzJY4JM7eI6L+wUFGFzywVcaM47EhPbvQG5ON3iVvrqub68A+TYZ/m20vwX1hLywjaWDhxHX7aKZ1jvnIxdhppiW1v8NVf8dUL9HXn0fVzzkJTkqcbLS4S/0+i3smjKp6mRuXWGnX/Xtv8bkH0Ps/Dhg0jtW14owIgXoCiZHdJ1fcMC0c/8qNBPL/0SHU2u0J4f61PngCPcZOa+I/yapD8EdQx2gmj6lixZBG32UIy2IO0cmBKI5WO+91tW+vn/PnLKaMTm3AKgIKqKnoKx3ld8+eGq0kwe372cjkpbUzqBZ4BkqlAAw9pPtovsqiVeE+wYhH0H8k3VzhW/fnr3aa0c2BR/UTvBSvFR5S8MPJfYF40kypDwbTBKIQ9OBulOW8awKxs5PaPO3oPn/YNX4yFhAFxCvnaN5wfK95VwHs0lwnkAF8CKK80jeRmKQCwaF0lg5yXxV4f7hcjXrXuadypC2Kb/qqy+h+a/IsPSOaWsbewKlKazKl8+TNk/ShcFFpV5uzGVrfx8kSmEQtEdfky1ftZ2eTWTZBAuNc+dr4r+G6m0QHEWbhMTyvbtZMTpwWgSK1IopKzSgJfG3iP4Oxgih91zPg2svcijpUsimImU8cyRShFekX9K+x2oZ+8tcDGNv7k/5hXE7jEUU8SzKp8J4bpAYkv5dGPwvcHGJxj1B0sDGcUGSycRNC69Vg3kNC4dzj/8AZ/8HWb1NrrSBhtRUdPeB3aq8O9B5M711lYXE8dLLNWr/OpjfhX4LrtS4Z6ECAOU9IK81GEtrS2riS2L/Jsxu0viBT4QPpALOiW7cZjm9OX2UjaOQfZNelETu+npu5xN7Y//TlvmY8nW5TH2Gtt1gOCf4bxH8E4wV0Nr6QiNWDtHuu/L6+OT68cM4/BFuvch6S1D/E/dM+Y4C64Pc5UACSz4Rqn3Wyuc8i+eP7OcFJ2yNbQSwUmE8w/wEd8e2afBQP6W7HZFoiV2kfmUG7iWc/tgdNPZAndWYvKn2Oxq7VfvXCXknYRtwoWjCTXOqShrB5zC9W7AWja4l+FtQ/IgvrfGlPUsVnKp20VA8gI9O4FxDzv02Nn8Xk9+DLx/C5hQ2P1mQO32j3GlB7wFULWg8pF+H+O/7/AYb/rEYKtpxw/3Xr1imIsxbimQLEtbN0eWo9ULTqVVzXBljXSJsRLRiWjt1PF58tD9f8WtpENeOKKSXXfl/4UregKE4d7Mn5N80zB04R4ADCvANQQo+P+0OLrHBOXaOOdYg+XfhuIX236edGA33Zur37n0qQv0J5+DaAC4WRKzAeAcCDcUJHBziu3AWBTQakCFy4tkzpsF5MPv+4H3dXaTx0PuYhtyl9tNmjAe5bprtCxGPSB9YODH1kJBVj3dJF9F1B+ray3RAVkgdTMZxSbK5bnEWokMHegD7KzA/AcsNB6Moz9txGdEYWFDVscijAWGlp6+TgkIxJjwBRixYVZWyTMNS6nSJd3TYXVSJsu7v4ccH0Ps92mpAzbDWunHNcSeZLYVZj0VcJdNCmsZdq6vfgNkDFjtGkDtD/VgtEEqvysJoqpgytHbaoL4CegWsIlKQWBBBiCFIZwUwYsGgsaDBGUBDsAOOEUaRUqRmLo4mNEaIqZx5YhxaDw6JR+YJfx3COYljwhOhk2lvHDQLUSzHggmPkSpPoPJQQ7MMrkXaHSGHscsCmWaOt9P1xO1X+3uFc5bMPM3BnhD1m0B/j/T6jLSkl6E8z8Pvn9zIrZ/5xfv4XoZrlAwGEF+C5pvYvoMXKOlX5GDXbyWMtUQoPDceEDwQRIBlaKYg7hPvAD1S76l1br94+DsVEA7ghYBshIR3yOz7cFPDbf9p9dPXVvvng5VAD3XZnVfRxAgP+jzsrMPsxIdozbhcqOb4xB/eLU8duSycXIHZFAQ84w0EAA96ry736NCyaUiTrk32n4pwPOezeW4Ify5EjL/evZC5lUa1Z5Yrq8f4wZmqzUsivZpcEW5U6JhafBsnJT5z1JlFd4K7zsj/qdXthK0Wg2E8WEyPJ0/OWMcKxg9M8E9tf60tfpXD3LR5yXatq04HWDyoEjf/hFBJLv3bYP8+kf+YXd3zbNPd/ckVp3AMcHwI2/dI789h/Vt0NOfJSuRJmHS+QtfiRBW8RCTa5ZVJaLyW0ne8eqD0kToJreT0iLCKqHJsZseqAYBLnUBSF5hkA+EP/coeRtY1Ezc5fMrV24BXWxhbH74C1RZpZxDEyBAuPYD3PlmQMvF6dqXlW1XDV41LkR9BN0PKwTCqZ/5UOnNER1fYVfQR8bAB6k3opFDs4zMFPtrQlcgE+gGJkbTqZ/RAW6hnRu1gfIXYQZAt1GDfVfipuNyxUaW9s8zLLBr60P5jpG2XRsRwar/+r83Px3FaMZtLW1IviBVUc1ZYRzH/b8jYYt7CsICQbdhLF0ru4rqi2gnqIeFEEeII/gHghKgappWvp7YeptXlkV3OelET1ijnijUEKaj/gW58xI2lhtrjxqtc7X7lpeJSd5AhtYugVMxY3xj9DvA3RVeJRlCDpCi9m+vj+/OtK2mnlwAl1INF0JzhHWAf0CD0MiFBwiGWGEi0nDDm0VhKkRIkYAlW/4j4NioJYUAYm7EHPxplo0mF+YnKj6oqN2Ls8ASK2u+/BcEq6BKy2pOG1Lyhivpttzt17J4Otw0pkOQw+y8hWiMmICJimLbqpKVYAHGX0ZHVozt/8AfXObQUIf8tLK2QC0MmOqFrRzaI6DDMKj74850jAFCYH8N1jsMPyYs7OExB9pnmFKgkA8J6HdUJJEdwwkcIsaVtKv4hWQaEFrIAaMAc564m6kgXADBkvcvs1cifa1y0jdV3/c0GH041We2Rv/7iaADd0LTNIilcAE2kKES++S+grvFDig5sY+3ZLVIxrH7brxCANlmb4sdnrgEAjW4beBziN6j4M5McVByfpwm/CM8N4c8eRsgvnx8uscyVsvKktgr9wZlWsC3YV1ZHmUucEtxT7Wp4KtT5NAbGCen0pMtizwW5FrX/fPPJyB6Cb3y5YPK/h84oCdYwDDkRxWhTq8o/8ZPzNe59QFfabPC6wPOS9ui5gSU/XJwqSUAwDg/nsPhzNJdxyTKWBah2OuTlIkuIr/XOybx0UaX890t9bI9O/C6CBwfgTjUFcEKpbFqk45zYBtwmMiVkDPOZP2Py7YrshS70Pvw+WboFdIgYEtFh5w7dxxoNAHx1tLEeRKhAgM998Lbte8A+QcocIRiYU1rGV+JzmRfgQGoxRHokBNiyPGu6IQAIkH1IWsAFYEZoAfxZssgI1qD9c9eay7gfzQqSqqb9eKtJhebA7Sc+aonYcGX8IvIRF/7W+9KeL0ZUMm0L4PtKjc1s5uguTA9wt8YTAJgATBDeWE9IkAlCmJNWWiEMlRU3jDsQXjFfVf7jOcwB4NVz8esXB4midoau8oGwjBFL87u8TgLLgZeYf2zfubDGXrsyihoQjbcEDRpAqaEmwpOwTgSR4KjVN4vNXXMEAJULgFlNK00dlT6hnBMSg5CepOBbnLZCTGIULZGTnFrdiNJRZaAs/b0CtjlctOQyyERInwYQMZGmNBpMy+HmH/3pqcjHNuyOTXs/z3qOZsp7WR42+f1xU+tHT99CMEfSdasapXKOG9fuWEWME37noFagFVSAoMBzMoq5iCW0Wo4wLyJ/LggebzO3cBzgWpf0Uu5DAYwTz7HXCq+tZq4kDhwY59Gj49zTiFAHPkLaopiGLg5tGNNvyNVbx9PXO1e7bmjqcFKTmZ/px8p5vvpavN4LelrYnFYKjbAsaIh1Gncr/CHCs1UnAABgAP1lElMkAoaf0b3EwDFevS87Y4k9xWTNFT43hF+A54bwZ89XryQvLidmYbVvCmUqmBzD2dnyr17prcchrVATWymj4aj8zBnZn1DgIte7a3I5TGmcKmzObj4rTVW7UIsQoqgthQw58oA1/Q9mT17CQTXFnfsibuK4G7lhECYuqWjv49mTor0I9SHcllahSlcDtmHCehfnYb5XNtvaHZY4U/boM8MyCOgRKSGSgmXIqBMUxrpUT42eOC+Hw5hHHlFjDWLJgQfDifWSjJrOjj1eb8sL/TB1QIXmwBiSWokGXJ84xyxSbV3zuOp3N6aZM+D0qM3+KLn2VWbuGjrPyfHkDBPXpb31TFxYDr9LX75YTqaH7tn6eo5Qs83NRssKpL4R+UyOT8e/K28Kf7TM1kkgkdhCz5UJyCb3ebAZFVHb3qkWH+y5hTWVP+MyJwuznnlDvHHKUOEY8ZzRkEpLA9sQNftJAnhlLYhb1GvrmAauaoqacgOFgukSy2IGE3UEABvnhWPIpLUVNd4qaAxxNZZeNFlIOzLVWh+pk0+sIABMmvrD2T3qWhqDtswEj9okct6DUzFxkWRB1ISJClLrg2Yb7mwdRNt2tocP01oT+BBhLOB8Rlsxt5lUSeJ8BJdGwfINenD06EvyYHMc52Z8d/5M1VIP6hhuc5cHZkgdQ2zqquCRurlfvPn2o/YbDSc17BPCGBWMuDgxNFEDTpZb9CB/rLaFFK1Q9QIhhCFCN8Sc21CXhsnuvkPU4GoAwiiGhtaWKXSc2lDqKPCtxNAYHQlGydoqz0hFZrSZ+XrcXPf46Cf50tUgs0BnlgkNsjbMl2Q+gfn9Z0z3fYIhT0bSM2TUB9s6LbEQghjz5BsbMxbG9Uf9+FLPBRX54VSoz60H+Rx4bgh/HgSZZy0DVuWNe2Dyjz7tVX+CbkyXV1mXesWayjgl1CH+FCn6n7CtjpNc5yykXm3nZ5eTlV5NikUr4q2Q96IwBFxiNNLhsQ4OqifjMBPcP/LRgI+CSMSpSYSgaetYLY7rJ8+VDqp9v53Ycx2MS09Cb7opiQbugZvfun+2Gtyp/44oKe9FjFCImaysNsG0Mzy+qtjt26eq3TqxGGVeer3SDdoJK7TZ3K9LrWYw3imOAeBL60m77QJdMwOUAGc+VMJaZojSoA/9+MieOkM3ZM7jrCfpcspDAQqtquTqtc4ffm92OH9yZ9loR6+fJ0sxgsck5LsNu356Y3ntyzzw7P6mOVl4TxoZ1mELA1HXlc0MbWmWm1O3s9fMr4ZpJ21TwnUlppVdmHE+NW30kzz//o3PEqS9c8/EWEKHEksR6QJ1TRiRTDAKvpng5ifLXrzGlHeWmhqZ8fXcuRzEvq/u+gfc2NQtaQL7Zh8ADg50sWRczYSraw+1l1O/mLpxjNDimRSlJeXd40eu055Se2oPANbD7mp8ZRDECM4Yp4wB7yruBHMhU0JULDbajN8snrydKe7/uBlPpt0XRNZENIu0SC1P0JHPpbr5BA70jts+XOwOm3CplmJmr79T5M2pP4Xg9/HOModh3BEJypZ2YZPGrt2Bg8fajhTMkM9FmLQT53gVtKq0o+K2DhYWvUBklKIUQax4ZbCyWoMiwjhpDa+5LJNED2gUWlPQUmmzB7tHp9PSP7xVfHmZp8AaBXPTPNDuo+po035e/cUkagZJwwj12l6gyQuvk9aAvvVeceP6qbeLMRPHam2VE2mYNsM4KMtnDBh7zlk8N4Q/e+a1uTueukK+t7PYL58pdNQbkaznXF0VxEwcfpDvTtzZeYKnMR7fP56JKZiz4h+DFslaNAvp4ay+c3iSSiapbYW0G9gI8NUwZse2KqBQnhOQnMwbb6DZ1tsjxB5PswhErC72+PkiOL5/xgUUVDeau9WsXfB4PWRNZZHqIDuj1fdpYsaGLdaPkRqrFAmJNitH1y6R4zzT+Xzr4NFRvR1D0CpWI3G+GzC0ifawqj4+OfrB3sMEoWWaxo0UpWtcyDwXNjZCW2K8ndq5M9MLPV5Zf7R4+DcfVIcbnez8IFqJAod+rnSgG2lbv/G6+D9/dDwpT22j630+zNRyrLwjtPHLHXy8f7Lbpr98LUuBvtTFm1vN5s5UsUS2jAhsJ2zajYty+rghDGOyNqQ3ZwcvhCZNRF3DoSs3F7Nq6uFzdNXv7OFiVu4M9aWOMXVV1eywMKEgCQ+39VGFD5sRb37sDnfy5nXXZwk09u7CHEzVzU+KLxAmi0c+9627HtzstXOZyU0+p/tTezMfe8Qlw0Wdg8LdRb6wZ3z1XDbdXtULpXVMK5zU5eZ8kudlx/Eukg71qq7vHJ7tiyjUt+rDW1uH52eytUuSDtx8oGeLv4gh/ASDbk+Ve4fPPEPU2Nwq78p0FNKQBV5mqgZVISwN6MsvBNNDd2PTlH5uxISFHgNMIr1gpuK25Iv+uTjQys5ZmeNkosuGCeVtU830bNeMg9oLby4M8PJy0LPWlOWiyPdd8V79ZIL/zse+PJpFoixzcme3megvFrEUUZF1CkGJ8G40arU7tEF3cWRvXD9118iac0PsZ8Yzmxa+l9LNLyD1/5znhvDnwLsfm3c/h1bWZOpvH5XS6MMDd32/LPUX3hHOtIIA8MIgW+0kTJDzA7M7re5Nj+qms9ET/R7ptxxbI2k/gZpVJQHPKFJr4NbxfDsv3j65w+PloB/2Yk9k3R94uH/2JRz6+9X0eG++lfPOmLT6pPx8AwgSSVqZ7bYbpsmkaIxVq604KCQD9cqG3zp4FA5jgU6zarkXd+MSHecKpzin8eTEPNz3j6pGiZoDEcRt9AVq7g1Rmlj0Rw0KK16OV61UJDXHuv5nf1IfNmWY1KOeCXkFjltq+g6I6SpT/K3X+e3ZbK9Qd7YdAIxi0U1oGJu4pcBBCZpQNwzF8adRaEEIznivHbV7wi+0KsqxmVfMdNuUKt2tCT/Gn+iSfu2V8LWLLcHpeOzevTNdbFvr8OSpwU+f8KVXeVsKW/s3r586FS0qfH9Lv791KuwcBHBxg6l9Ov1UnXK2wO/+qI6Thga4uXP2JSiBL6+mvRaXCU4hvz3TDxYPv7tDZQ/V2UPs/o1vJakR+wc26lUiQGpIUdrN2cmP5mMAgBLgGH7acL2HbM01zOHznAD+8pzY+u3DB43IXuuGoPVWXj/Y8b/8pbQXyMEKDUC/cy8/0AcrAXYTQSPf5lg5t9UUX1lhpOAoSBpDEvOjmXeFMTD/8eTG3KlPMv4rb6TxUOSTan9cvTMu3jw4lW/+8qB3baXV6UHatthy0LHwTvPW98/+nADAKHl1XcoE92d251MJbx7UrW4eMLYcsPs1k1XcoLL5k0cNC00QmiQVnYTPGtaJn1li+pwzeW4I/4UxnePt7Wbzc4QTvygpyTIeOQSJxCZBKqrjYnZYRynjldZRSJeisLKsFUk0jBJaA72cxRGd3JzPf7CzV7Dk1b7sJPDSWubn8Yc75X519hm/sL6YapgC3Dvz38+g04akrcNOhcpK5CznftrSlSFMdtE8nhdauMKledxOw4iCl3Vumrw0hv+bF144qCc/ODx597ZjZPLGBf/aatimLkVfateUvnF4u2j6ZBAxHcQK42p5JFd+J/iHvzuj0hesHGTUattY1VSc1FkmRSjl19ZEKcqsPX/nA/ONpTVBRRgZlLWklJjGe5Kw6PjT840EomZC+VC6cCWITCe5V0xOSgYxjBeWJnrvsalAy2EaqzRyQShIutH+7u3Dm2eNRgKAX3o9uLbWAytNCe2Xmu/eOS7sM2spBgn7xkvdmIWqhSez5qPdxTBMz/WCSyu8N3Iq0j/ayr/35pMBiTYLvn5uZdiF1SVoeMNacBS7B5+jBXuJxMudJNNAW4Zk1pT+YFb/6PBfltGvnS55aTUgin+0XS9Oq8KW1r+5Obs1pkGC+wd4ZRjEGEDNtca+SF8dhrfGk2V90g0TnhEWuNlCH1auE7MXWowyykJgAdfMb+v5Zn04fyxsc1Lp2+N8suc+vNXcPnz0qHss/mr/0no3ybhPwcTYGFsbBV97tfXW988oecmYWM/S19az/sBHPasj9YPb+ZtvGgBYQO7T+Vqn0xgnitgsbGncZPzkW0EI1qA95yIWKFxpNSXkzLlazzmT54bwXySb97/ATJafEHLS2M96xeuaVbnggTM2iLhIO7LdE5vH06O7uLJK0zIc0SjFyKOwjjlHBfpMSJ4EBOiN+fSte/m5q62RSaQPr/WDLo7uHFUfL/YbPCPMGwqSSeocGTen/NOXR0mvKx3Tb358KkbDOKc9Y+NqvyxnRUfOhoWiQWANLY1SSyH/icTazlyHXd8ETS6I1eoEzDxPhQoHwp/rdy92O//oxp0f3TJMzNe76eogBEeF5g2HZmG4GhGgjNdMlkEEzGAq3EbYni7CZq2ZEsY4O1TNYjqS3LGIJ1SAo2FIXlq2e7eaGLusbtWiqiQtDO6bxi761jyKjR4v/P4RSU2QkjBCPhDuyOHbu3svU35nVt7cOvWgXCkVi2QQeE1JkV5uyVl571CdEQZPXMqKVkCSRtHMmVd78s2jZ3Z3vLraG8mBc9wqZK640o4HYfxiL2lHRtK6cD7yp9wCQcmA9r7UWx1JvhKC9DV615F+bWDuRqY6qzskpGwljZd7fHkZJQpSRC0X5lO6NVtcLzY/+PCnhz3+yvjNX8k6kOixXBfi5lH5/vgA4dSPa5J7yAEAejLu8zh0QaWd1hgRkdLk1uE86KjlLCjmdlqZ+divpyBY3RMklaZWIqdu4asfn5zyyL/zHf2dx8Zntmh0SW4ICPuy38NANERyw7USlkcIi9pL7i5dovfunfpgK3z4Smf1fDdYijGLFOPlg8Je//Dhr2CsciM7SceeHClTJ3Vl5qq+s/ekMh/D8KSwhtsTZ+faOGTPreAX4rkh/NkQUtqP5XJPTFV97/CLpQE+PxEn11a7rSTx6G9tjQ/qMxw1SVhd8QpiGpio5eeFCBFkCv3Yvrsz+WjTvzxibEjbTIAOrRbOMestEM0JHwSDnqgnprl7r9kgWWSiNs2ABy70XA1v6buDQAQSbi1ODHoA+PI18epyJppELcT+CezN9XYzrrG6HI9GYS8JIIlMce7gw92HtnAtCl6il5hjB4W+fdDYrfYo5tIy67gHrJta20d7tynC29fPdb/RsMQWStw7aB9sZw6MlAhQxcKOAnGkzFsf6TUZJKnphMxSU1P48W5ij/ppbDjlnBEnEJ0xUDcGDnajuxtaDpWuyO50mE87MmxiyznhEcUG7MG+D2kU2H45TjcXnmRaexg36WLBmsfcDOX93cOy54eaiZgFAdI1EW0dNv9kdxOeYvfYpkAx9oJwhiFr5Io0h+pJwUwAaBbCsMTbTGtmShfo8JKEqZ2HjCIxDarZp9HwnhSR61az1DhGZTmIwsKIJdbhhnCtXYVz15SPFVGtin4vzIaik9CoBRJV44TnkW2cW+4H66vq5t1HL+062zgnR7t292LWPtcT/a5NBo2WerLLo6oNpTSLzCwIPKMW+mcLJfSN/mhe46RRJ+5JoflPuLLOBknUqhLNIg/RJTmAuP1Bdcuf5ekuapwvQHHvHAMj0bg2690rq2+/U50/VtOFX8yxF7DbMQZMqBXV5lgQv13SD663YuhUcPZnAIA3gl+M/NA6zr0wFhQ6TXTImRUA1BGpT4r6Eys4pMPL7EveUwO6zYMhBKn3VNVqgYjm3r6df6opWmi7NaUrI7u9yPKTtGGLzUrNzZP3xTEWxdI7d+era+7GvpmN5ZMf7jmfyXND+JdFgjwv11fb0cYQaJaTrOF3Tm7d++mxpr8AG8lQsk7WDovCLLfYrDlJoNPmohdzHjQNKT44XmjvppUPPIksL30TtV1laFwFAY1iwSbgN8f1QHgqObPS6cA6prxxHMPYpjQ8l/Qns93r98wSM5djEhkJOo0cj7DqseFymzAM0IUfF9sAsJzx9XZsXORkFsZxS/PMmS27KQJmWYDIdaUCiOFTMR0KPCO9xfcGk5wdq2MpWA4CLRfMKS8nikzto/P1V7Ov2PvLf5Z7nll1pwcI3jtOAmKQAkffXG0Pjo72AWDnZvxjXItGBXhWKdx/byXhjKDghFJqDVN5Bdu1zr05Kf1773QtZzu30/ntVsBobCKPFInT2MxLsnXYLLSc5UyY+Pad1QcnfpY31Z12BWN1+ivdLvI+bUY8ixjLRBw63qElga2nBzduz/Kr8YbVsSZoHAPKhe936fHUP9kfsMjpoZGRYFQ4A9xDvMQvviiTbuzDpKJh/uF86829KQAwDHWVlJT0WyovqCkz1ND4wApWMihrslnpN288PCeti3OXu6NeENY14TY1CrykXnnCNaesqkHyR+ePDqyts5dalFJJz/F2j5qMVtBgpfT+VHdrhnXLN6SDcgD65FMRop8TsSC/dq3bxy7m3fGcbi4Wt+1NB086095BPaORC1wdc9NilicQrVG242//dRiwAAAgAElEQVRKiJvTfRiTookkX4kYccxpai0hyCJoF3Cy9emI0Ily12+WwSR70JZhW+59FDVVgM61YOVZhvAqu8rNcu0ThcAssY5yTwRtBAekliIvOd/fCV8OLjGfRW7Z25YjhHsQIECBrY0S6KjKdfnx1qN0yd7MX7++1Ou1dj5oYaPm1N4pzwpHW9kUsd7uvb13PDvoztTmGWue82zYT1vwnM9CQmeVvjISw6FMuPRcWAXq4ztV9VSjz1+GgNK+SJf5ShZn8QjSjma8Ipqxor/Grl5Kli+2sxdH6aUVeXmVGaoOpzymgUPnwTHho9gqxZ11i6qc1tYiEkMlpMQlWgVDBWvKWeIr6SLJlMWZykvrxvOGuJDaVlNFukkXxgBVnZjxwDdGzJrCgiUeWzxq+RY0LV9lWqXGJiUu+i03HCjgMJ+xuoDD5uHeMbcmg7Yww0YlhQMDTFuuHG8MmTd6pz6YfToK55vZi21ccaqTT+Pxcdj2llk8csw5Tr1gBCk3C1xsFjMAyPwyjJdO7vd277UPt9MGiUdGgBBET4xy9VYx/YOPDi0Y6bthvTS7vXRp7L+B+VsQIFBE9M7VWH883fvoZO4BIjtA252Pw6O98D8cH/4BJMrrEsYNPCpJd+BzY6TtGxP0tABF96w/9A8Angx3a8DEDJnpaBWXhpTWK8e8lbOnBU4tDbEvA1CO1RqVJdS0emSUiSDinDF/Pz8+qGsAWBI9wbN2RIuKNFVga+l1wDEiwGam3Cln397ac4gA0Cb9c8nqKGxrzZyKwApBpQPriNHE5UbtjKu3bjzceTnE6/TlxLfRM0JpRluBAEv1YZ1/sHv8wVYeuJ7Waamj0jELMoGl/OdZ9PKtX2ltZJ0IY27bRHUAW9R1Cyz86Sa5VJJRmAQmreZJWSSVDksnK88E9vvkQod0OTHVp4oWjfdLLbHRaguX6CbUKmgs0Z40sHhcf6F2ti3iNib+pK3rsGpk4bwhXEBLgvRg/GnplhfoG8ZnC6A58QoIeM6Qc0KAOE8MigarBOejtj9Hbb/xUQ60JAgguQ84Mkq9o7XC5u588sP9UyprkXp5envUNJC7cktvHrkzJCBS6PV57zdzFy3CH6p63x04eGa9+nOe5rlH+BdBgGSQGtCCLgc8QQi109jg1Ov9w/y4/Jm5g92IXOi01sIR6Jb1rOF14j1b2LCMvOGZkClJWly0hBLMMM7aEQtCaIeoaS18bBVvcmO8MQ7A4U/yQA/UHH10LowkMIP4N/34bkH/SIiGEQesxaLCmYl27x0eTCM+xACsVJ78AycOp813OqFgKiS9Bndv7zloZq/2445voabOcUdUxPxlE+YzVLwmvuV1e4Wu7fuHTWnvLe5doW3hz2kSVN6N0DxwNADUYHf8w3zYsoxWwlHQZLkPGiRz0K9D8Ysw+d9h7QBC4WhkOHehBPHJeu6T2vOKkF+H4x5RSwBb0Pm2STx1RW5nzfzuoyGxYYm8BPuvkKID9X+EzX/tRtaYBZRTtf9ueQAACvWO3few0hBYJzZHMyE6BjHCy7PTm/7cz+/o7SG5+IvEvADwHRQEUoQnqyEcug+qLaM6MYt+Cc0hwA8ADAp4CmfjeWM9ymX0X9f1DkYfOJYzIig3FBem3i9+4ltHKRdlwV8v9EXlJ4D/D5MF4qIo5ji9UW9r53us3aNLbdEbsE5Rulca8mPPPZWsQUUxIKTWburNx3sVAHAIMzi3wtdjEhRGUyCpa5UGVKHLZn63OrozrwDgneL6GuGEjAogOZXel88S3PmZsL9r2gMUynljFXhPAs76qT+HZNQicUC1I7OSTB6M6520kQlAw2pDFw4XHhUSBpwQkrHBEk2W2YMt/SC3zqE/WbhFaCMriA2ZE9JBizJGTO7HNT58wtr7rcV8Oegzx5wXDvkV4n8EKGirQ1JOejvudv3pZK5fkG8I284RFtQU1HFkiIR7whpARhbEdhNNVRZi2rgEPNdgF9S+QuwdzwOwIYLQjhjSgPF4qg2JgJhT77BmWJZu++jTntEnkFR4z1bNybdJtPDV04LGz/lsnnuEX4zzcftytDEgF2Ky6qDHvKIQIGjjy4k9vn5ydH/2WRPmvijfuNL+ytpwJUlXozZ3sTXBomyw9r9V+3cdrVwARLYElcIYWja02lrk3/24Wc86VHrn4e94e0XRG8CNN0Xt9oq5RQQABChcnfIIBDkgfh3Iuqu2MMlFQIFW2k3tAgAadCdmUVmrPNHUz1nxG6BHlX/Ppx1cDTBVpDysq+O8sJYZK5Sjc6g1m/49Zn61NBMlt3XQhaUlMViLW5Kbia4VmDGOA+gpwivi/lPcmxG5CaFAVsGxhgoAXsxGV+PzaJJaBwXCgphfhXEbzO/TjgQRA4sECtEcu8P9evFqeK1LlwCTEuF1OrsI8/uk9buQMvQWyzHuvVteP1EKAM6Tlzr0nId4mbrXYNwm7vdJdx+88cWBuX9T337swdOMbDSERkS/DIs/IrFAZKAmcKpXGgAayEvwAlqvgCHAbhNmYQxPGQcDTYOBdXLJ4y/74nu+68HP4XGlBfIL0ZfW4RVrk8rAt4z6qitWEP8MIuutxnpij99b3Dw0JQAM6fKFaL1Dep2K/ErdrFHz/7LohPEa6/v19k11Gwhcy1bXo9H5ZNRhHTTRlcr/lj1QJLrHqaG6sXqsF3vl5P3jw8aQq+KlDXa1R9ckxmvOHRJjCPPgczc51Ac/nN86aR7u+AqaGc4bgJLil1EdEWTIzLM0YP7SVJVLuLB1VNW81GRu/czV/5lbfCCWV1vRIIpHcbKShcOe+Xg/b9OMmnTR8MLSqdP/sZsIEDMZd0MWMbnSCpLQPygXAFBbVysgGBoTrOrkP8Dx92gaCwwDR5HU/qEvpZ0LsGWsaIzMHfw25OeB3aMy5DaWLuRkYnIAeDnaWOYbaBMFvCL4EtG/A4d/BqkEYB6R1ifukMelV5FuwlKz2rIayRVifht3tqBVAI8IRNKF0rViJ0P7/skjny8gV/89oL9Cpv8cj+bP1hod0OWuyL7l898l9MQd18+e2fScM3luCL8AX9toX2qNMjKQ2LI+Up7O4LjyR6UbH9jd3eak9j/LMpmNFfrGhfb5XhRibOrQNuG0pFVjCfiPGVfcW8kQvXNa+bLAxWZ+8sHeJKZspZtxHlTEWGR/5kNwHB2c1IuxeVS1j4Ap52kkPcPK4WuA68o+IBkPQk5YZZoKm0+WFTif4YlkZBbBMQ+WkbzawIFYWwrilSglxO3pxW4zLUzjiYeg8YH/MSOHJHxXRdylS3ywnPJWSAcZ7cTuQV47MBkMBE08YQSiP4U4QplBNOKdBqYV1sMgvhCvOhUpIxqPG6B/DaYzknwf0gR5QkjIDZHFjtm+3Dp3PloJoYVO/ipWV2F2AhkB8WMIJLgSD98zbxvvAeC1+OqaXI9JG3zwO7CZgPsQ+n8KAcEqx90dOLXFBBB3YBVJ2Ab/BtTfg04AhIOdkQf+qcing2pCOkOy/Ldh9qfQCyCt4OTpTGEMbU9Fj5JvcvoWHbYgRHQ5PAyCfWt07XxwIbQ98GkNtKGmy8l1Ke9SNGR+ZPc/MO8UXknCrsUXX4wuZjSzlr6uqp60dyX7v7mzrF6Y4y17txeyr28sX+lnF9J2SEJioqpB6nCf8z8W1lJd2WpfHezqvc3q5Eqr+0bnhbVwucUy6kLl8AC84mWJ+aG798DfOHRH/vS9eFAWdESWC2gNodsnrYDwZ42p+kuiHBzn9bSolSYL5ea2mfnZ9yAYyG4vYittGA1VGPssAyfqW3sL8CG4pDBQeDMDd4Ol3YAPYmhHPgp9O7OOV8eF8YClMaXy1okKkz1oO0ligXHg49hXWivvAcCBZy6yNi4tUciOIf0hpikjLQmhNFTUJ035Utb/Uvty5NvER95LD6wN+L9CFgANgQpiajh5u/lhzGkIkbYUbeictJ7tE5aT8H0IUsJalGUBpolJYlOTfDefVBYBYAAvjsglTbJ/Cr7E956Oun8KXaYbfwMRAd8ibGxPmuce4RfkeWj08/LL15L1VhLWsvbEK6SoiJ953DVgFTztA/wMMAbLxheVJY0rGjOpSaPYrIGAI7QqHgXcetUs9hur68XR9GSuDQBcHQRRTChIT8V1QO+c15ySaPqUp1q7UpI+o/ARx//Rta8JNiNBBnghS5AP9aScu4dHYwcNIXki+7eJumGzgCdL3PWTgMdZB0dZad89OTl0R5TrjXC1lfDGuR9XJfqA+4AEVggXBWyUxT3Z5ln9zg0y4CmnPEX+JsrE28CbNg/SoNPiL/5p/gMHVkPDuAm4jRw9wuB/gw0E3yUsRpDEEab39MGoy66mLVILBYx58k7V/jbGG6BvEZoRElBffRq4+8XB6svJMlRprZhA9t/Zq/8OHlYQDkBqqKqnii9yGC9gr4NJC0QMYoAhBytoep5cvOueLpW0AtUHPLrKh6ue1h4jf/W+u/HEIkZsh4s7nP3nJGyDTkB04dKs2q2wXE+iK70OVKy0tnYy9Hibi9s8DTntEm+tmzdHYIBR8o2lcxvBKLXteQ2NMd/m8p8J1KIRzHPrFlhKAa9fbF1bFy3P/RyJBc0MpbAlzE1hKLPKNIdqd4rHAPBrV7uX41GkW6jYfEEqXgojPNS5m4z9raenxv+ECFoJQkawz0Qq2ktkI7LqlnrSXf6ZUFmsoNiHR2c4DcOujcDHFHwaAkUapLDRku/czQt/fQBlgOcEJO+DWyYQMZJIzxlEoZNdelGGHx+UAGDAHvujmdeXabIbRElgWOBAcEp4KxAL++k4QHucg6GQpmR1G4MW8QkjMecoOJDgtVH3tf5KqDkil56B4+jwAEmf+ABJhECpftf8qEKF6OOAUuTWcmqps9KjfR9oG0lAgDNNuHKkrnx1osuTxgPAMl3bIBckZmOEDObzZ1pBaMGgzeKQck8Z89o9e+VznsVzQ/h5afUgkkCd8byc+mpiF3v4udvI/0Lsn+DbOL0TNilRXsXzko4bNfX5eSJ7LOvEsihsaYv7eq+yj7KSjTMssqFH6zl3zFoWkgQMX+P2uj2VZl+4pjZ1K5COw13njnjQl05KFybuYhIo1vvBwaOJEAs7XfbtQMoxmTpwgrfC0HUyXIqjturRSL3zIKdMdzIlZLs0PNds342VI4lxwrBuoohQnQzeWE737slRwBlQg7TxrjbOYkkZaUU0C5M35Opmfmxo1Qq1NcIiZ5aMiUACQwROTcBsQyfRxv7lLGlZSpmvvfGeW+ehoSdU9CkEzDPqEThU8OpS/KVRp+OpQoyYDxiOIvFHs5W6cT0GJYDH1v5Tez6SMqPGiOx/FpeHtaGUcMY46949qxXewLzF9Y/DbBmr2ssWdGw9fHB6IHAJx0Po9GRfci9hltJQMrhKhu8VZS/hcz8LqNDUKYYMTIvZKBABJwEFREFka298/OsvDC8mrcwLU9rGUuYMRyulikPKgAK1B7S5dlGev8h6qZe1KyorhLOkRkY8qaU06NRBc/CJFfz6y/KVtbRnuM7tXLkKck2MFWBtnbuDz7CCAJDDVoOTmFyTTLakCMOwy1dwOrtd/rxipI+j4fie0WxxgbLQcgfSjOvq+7dKAKi9fwCbHPYSGOZwkvlXrR1YJdKOTjLDUp8FrB2TefXw3GpgnpOjpaAfxD6JXEOcr1HQR+lbDUrDIcBhjYs2eSUJkjSwLFCWm4iTL59vJ8hZSQyxFA1aDppwyxxSSYExNYHdOc5GCX9hJR0QQgWtwHvnjDPOYEyoI8ZDdeCPN8tjaGpNituf1H+x8IV4tQeSOFhoX1qDzxY9GIq0l+DNQHzohKwqSZjgZwhzP+czeG4IPy/vflTvtVyL1TvHZq8qjf+reM/ujS1ADnBKP3dWB13LrdZgzdjtP24FAaBQzrFGRmGKhCjGIgrUhYJ5y3lO7WNTXyrnjppJLMKYBkYoQSkLHQ1tkrgwsEvIz5VyN3/oFC682ip2NtJ+ZavCmTHylASdwLLQrrQhHMa3TsrKKpE0Ugg1oxJt4Q8O/X7Z9OowqxR0jA2MOpzUS1nSDaz0xhiiHOYEt/3xmMw4yBbXRVnm1nheUZYHHmMiuBaEcQRA7yytLCnvquu/dM72OAlra0Ch57EF6yQhxHnCOAYcuXAEKFRw+Vy00gFWGYYqYPSCEALkLOWHMz8uKk6dJDIpg/L0dKp2hK+dg7U2Iw5OFn5/YjyvkXhZMf2UmJyBEsU8TSChVqO1REDUfnB4yhBWWOewv8qitow4A8vGDag2kKRm7x3lW9NbQ3lgLV8Y06Kt83y5LaIs4jLwRDS+wi+15MaqWJaEV3ZqKyqpNTXyJokgFqGgTllVTosBhTgjhfGRVwaYBuaYaKg1XitTjOvp4aezQVoDmnTRzJq5xznUD3Qx06bPRjnu1fDT9WIM5Pt4fVWwrNNeGrm8wTpq3779V2EIAUDB/Lr+6OAkXa4SKew7k1N97hb0HHYBYNff6JHLXmZeGh7XEDU8cOxUlRLO/LGiQRSLIHYh84qQ3PBlGz7RpKtgUrP9MFzpJIwGngrKhualC5FfQMVtAw166jz6UlCK1ntHFeX1TO8AwKWVYGOF0cI5aJxjVCtv0KHR3krK9vDuprn7hCbjC+3hSsxa4LSpdG1sOf0M8Z9exPpt05GqMV56lXH/zV9Iwhb+4R9XzbOmaD7nNM8N4eflYOoPpg38SzDcZL9Sk62dLKRnlqdOK78zXmTrPEyROsINMcxKomRTswKeUKQ5bIp2MD4frxgGQErLGZPgAhuk5lwAR078xBACwLEujyclAFCYmGoK0ZDWshPbJNJJ6F9+gb/9nh6raaAVYeTWeDZ3BgB27cHuyUE8ZaMJnzZmXvvfvNzL4iL0xFhhFWuK3Jjjt5pdoag5eWinK8gjLmloJZFBLEMSAgGHNnfFZv3g42bnr/X6DA2jjbOEWQgSH6JBTv9/9t6jybI0PQ97P3/s9emrsnxVm+nuMT0YYAgCBAlIAgMgEJQWjJBCC2wVoa1+gH6Cltpqx5CoCEEBUiJGADGux3RP2/KVlZU+rz/2858WVd3VVZ1tBgRAYFjPKhcnz7n33HPe57XPa33gNMQcYd5I18IYhqtAuQxQCYcGEVmLeDBmFJFhEh4t7Uz6IhhXPx8AXV4nFwZuICQGnAnncL0w5dJWj1nwta8xWYW7D5/8l4Ty2O1vM8hjNOBQeW0Nva6zO/Nn4selm1s+jbNuKhilASiKJflwDrWDhbEL84R+Klj2sB0mw7gX8cQH0kZM9QF1+pZ4qQxSlE+9nocmotCN4k7WUmLnxayy5mSGHh3KS31kNPZBS8AKjAz6drNX+GcaKE4nZi8qm1l9MkFszd86XhqL7+mH8JVRhsKPdjfOnRt2qV20V4fsay3/YP/vqGvfgZ24xaT83PF2AGhDfbe9h5MRQ1EwWmBV1HL27KaRNlRLt5zrOB66LEY4Y43XrUXwbCkhgDv1B+sYryVZPwsKqwuvgWA2Esb51lrg3sdBW0y0dKVeLtzsWB0euTkAXL/C41wjrEtbl7WcgL1tx/ftI4GEOmsfb4fR7aEYChdDoxWZhWpeP12dlnCUZygfoHv3HABQRJLU9ns6Zg4U5F5/Y0Re3UjGrd0aqvv7f5NdC7/CeEGE/yChXPiCIY17j5RWk0srNqImZlEcUxKwEVqdeAC4co1s96ht8N6RfTgzD4opQnC1P8xj1DpZAzhvba1JZjYv4u9g8datZ97V8z0GzO+NF4txMfbpS50oqf14IXcOLAD86KMGoBmm6MpW/J3V6P9+60ks2zgXcuCAmEY8baNek6JgJFUKc1Qfzk8AwHwqWv3L3UevjJr1eDDI84ud/ijmgOCwah6Vy1Kfrmc0iCASI20NETLKBaFY4I5i56wngSVgcGvVEgDuj0uxSjoUPHf9TpRSRiwynPLI8djfnJfzdimfDfLWM5onrpfrvlAEkLB2A8nFvKiKBQD809+JXt2KqaTNZfzhAzkpzK1Z80junzNkO0vShA6FZt6varL1uuhyvjz1e0fmZGEKbfeao+HQ9HpxHBFCbV219jPlZeX9vfK40zWdKA8xANMYtV6GChnvmkkpD5dht2iP6uq1vEsT06KgvXpnd6pcOBnDbN3m1HQQAUQq72bOvVsd1P55ObT3brr3bi4B4MI5/Dub3dfWVn76UfWzX0b5diNlr55nLZ03iLGeJFwj8SX/spqSly+JINx/+PlXXbTyH4m5a96Z7B8rtrFKcel+8O7zjqwHv1+PB93RXHmXhSBAIlNbs9JF20MmW3zzWD2WKyt9daBOOkZ2EtHveBks7QdDPCpNkCZYFSzTzt8p999vngrjdbooGcHMShTgVFa3l+1Hk9nCaQBQ4eybsD1ig75NWcvBt2VYLhcztxxG5Ma5BKEQR3S0ggbr6OoV+W//XYNR6Hds3pOUIN34xJr1btp1ULY16BfS218VL4jwVxDGwbiw2s4urxoSy9U4igNvWfPmNfGzu2qtw15ez10lNjBeYWpntnQhpFHIY4ScP20a1ri4669fxVd93jdhk6G7h80H0wUAfHNl9fJKFriibrIzUx+My4vfcpvdNJlkTU98UJZTZQDg5cHq1ze7gP23z6Gf7hcA8O1vsd9+tYsLenCESumgVwnuqKSxood6mRD0aVp/ZZOOkmQj4cRpEcteX2YRIgRwapZEXffDf9wf5WMdtpXNZNlqS6K1Xq+s3bGpKmu8s4UByu33d0++sZXlhJzo5kHZvpGvNmi5kVFiA7OEaK+o3KTug935KKKdDsoyeO+BAYABTzuMI96KHDOEdWsiUK4u/sPh0coK2u7FW0nGSFzXONogk8hvRerObPKDkwck3kj60bAHKci0ClvdaHuUwApZbqJbO2Z30hyX9YfzI9rpjRLGWLChVc/m2DdH+OpWmhJyf7wMyyr3VFH3599vkgxNJ0tdF7qFvcUTN//OfNoS3ni7c+iUDgBgbZhUtpsZIHhe6oOpfv/kbIHvTzCM6QqkMRZvrKXlYnJ7/lX32F3ujFLVSzHanS3moRB9y7tflIj7xurwxkaS9UNNmn/2G+jPf/R3lFxR3j9cqodLBQB5B13YJAPC3t9Rn6zsKJ2+P5tEvTTypGxsC+1RaV89x359e9Urfi7SP9w7Lq0FgJN22VMuUckqQLey0w20sRoLFeatmxXVg1r95PBkbp7xOYpl+NO/XGx0GXfkx3ek+wolldEKTYc2Qk1bqxb7h9XReiRe3xqeXyUAYd7oHmDa+AwxAHAh4FjhbkMwjhDxhc9dR81dtXDUvxgK+Kp4QYS/IrixRS718z7Np3N0vDA3i9OicuP58tWNYW8tQTT0o/xrMW7ayXoscp9aFzMa0QS1LScA1TLDBlsewKm/vDVZ20C9QXeE2XkWp1yIHkJ6NlH1kKx1QhSgPd+xO7MTAMgxXyWxj6JsLVoL5qPTYqKKAVqDMgViOkQBFABANBKar4is24tnBSaipBkkERwcaq5Wr2VkPHu6wufl9cHXequ2TdqKthU67tT5MHCKGtQQKlZx3gmWtw2aShDF+4sFORj5hDtD6wI+WOzvm+MIsZc66797/vpwGDp9hYemudL+1b+b/uFrydgU62kWHPEicKanZb0l1i5fH6RdZeLm5WvtzZNm43TFy46kShMkYiqYcb75cH4KAONx2NsxNwRHJuaKp5q5QAEHkY3emt+6OT1mnQ4aEJw4knlXR4gmCeIxo51NdDH1p4X+8HT8Z++M19eoD2F/7OSn1m/lMfr2xeG5UdfUGMr2/Qfj/fbjkLoKN+89E7ZeWqHffnnEKb1zt83IQn1cRLpz1965a2PetF9tsdfhiZ8O2QrLMkNvdOP94m7tvlxNGyM0xOu+6rXatlL/aPdo73NWlDzGq/nmlWy4FVFCpYg9ivxLL9lbt/6OEncRRb0YHZf+/Dr5r14foTrepOHmXvnu7MnUx3GtzQN3DRgIePe+AgAnCWrj1Gdr3H+jF78z2y9923r30UlRuGbLcjqHN0g0Vjoy8WwRjmfo9kn9HAs+xv5+2P9lMsZR14VcS+sWDf7BwfyoVb82On8xy3uAS6MyrOOAbCXLeQMAGEEDeh48D9j7vIf6uMmk1IuF3F98+e/4Ao/xggh/RbDZj68Ou1DnmUizmMVm8357oGwrJtcLGfVzj9IqTcmbF92dk3pgcdclSKVaugRlDJBxQcsYacoRWHN6Z8dezCzrkR6kzKSJY6uEO3ZqgreO+ioltqGI2OBOD92mIamNuUyHiG+LXvDHzor5LKUkBPVknqkpw/gE9ZIYyyyXyfL22s7aSTMWpOnaZRxbgmHnkxE913DP09BkoYmDopOx7m2dpBFRYA9217oYA9OcY1sGHqKc1Idz1phOGroj766SvOM3NqLuasxWiOthmeHa6Epj3aJwdzdnNyTCNItwWfu7RT092uwin6AmJQ1P6DDCk9O4CyvtvHvUlvFAL6z12H44aY6WT2zZgz11lMEQU647WMW+xaFFoNQaPv/R7MOjZnK1YmkP3d83NzKWS7oWx2AEKJq4kPpwJc6kenDn4RnFrZTRHOVhmWPFe9DZiNh++7mdyWtZj7seM2LI9YKFaftMh8tzLLie8LVBnka4bOr3D5/Jf85rX81ZzBJskq7rXhXm3ebT2gJnY5ueY3JULeJA1aGcfjELrpG1C+xyx1OrNBaOc86Rtl+NpwEgobj5/HVUn6Cb4A4jJ2XQnxrnzVB0o7e2PYho2txbTmRr2znthniDxtBZobb38+KJBzat3fT9p67G/sIcLcLq0JluGRZkxIatOrFgtA8PTs3exLoQirH7/Rs9rLOhSxFjbdYBlz7U+89/sl8St/blYI25JvzkVrMztpt0bUhXiBTKQfAUgEgc5k7d3lUAYHyYNG1fiQ5LJtMwXI4KSZducVS4+qzVyi9wJl4Q4T8kXOhGHO8uDB0AACAASURBVIuytcfymYHZG+foakdgF3kTeZNQnWS+10eoDDOPWGtZpoP3GcGBR4ojOZ4EoBQaYVQAEwOmGkNgYDwyjudU1M7e3287LgTMfC1MnVijI98lnhqHIZCmYY/nrN+/23St2WKEytjL1Jsyg4E3pGVaNnGlosef8L2HZkhUd0S4jmyVqTKqdgeN1wSTAMHobBWdn8CBDRYAyhpmmHKZNnVcS64W6KTsi65a3qERxjLxgkjKAiLKeeo1mjRm7KhCkXUUWdzxuTAp0R4p7RuihWttWzXo/qN2K+3oZvvytw4g1KcTvti/FmZYJCYIiiQ2tXENui5XK9Ovm3hnN4OsSvuTxQLfubNZlAcAGgCWpf/pg/KN/iDz3NWJbSLZukZT53MAKGV45/YTyuRZsxoCiWkSUq1FqwNxtpUkh004S7s5g6hZRBglshWtRtiEHMelP0OrCCEQLm9nmUZMSoRdBp/f6rku4ov9jd4gwh6Yzc7HU2vJMGFp5kikbp3Wt09Kkq0znTaKCKcjOPzSiWzme02TE80Vtgfqi1iQAl+Ha9j0vQLdVIhJBWSmYPF0q9Xn4o9/N+/idHFMqwU5mOndet6Gs6/127+WdkLKTFos0PHUPqyn1A86qLcZ5xssGlETx8u87//NW0d3InUpI4nOYpus4e4lQnfc82vlAaCybiLb9XV/0SfC0GDj2qDTj1UAHzeN39/Xd1O7TkjmEieZwOr1/mY0T27pp8Om33xZdCkjSqiaz8tw0rRTW525FuMTPNzxD3ee9t92YZWqoSyIpq4MDhOktLxTtg9nTwK+u/u6u0payt30qqlWpo088cuH5VdNcb8AvCDCvx4igiJCEeCF1p/VEHkOo4hlMdPGH1ZfZC8SgnOSpzEe13Vpz0ikfONSd33UNw7NTmg0l4+ag09CqDxHEedWImeI0lQ7qjyGkCQBKxcMBB3ASUZ5TGl6YaD35y0uHVVYOxpcrC2GEAj1giNneUojUPX9uRahcOlAaNq21JoEvLcKFY1POWk0fvy9T2v3waOl7HRWAuiGetkBD02gliMbwkI/deTffrRI9GCd9KhkdRWXGspAIKCAvHb5OXitj/o3wy8A4OG0XA2QGt5USWloHbzdp2GXA/iYAg7ACSJMU8xLg3b31dTUc48koOBZA5EJRLpIKZANocwYQhcU3p0UFEStqHwgTuHy8j4PyAvkOwwowax2hGsP1Os0VD2nU2nE5C7evdO9gFbugLewgCAez7HMtHv/ZEZV7yIbIsVayRoZVcE2n3mbditF9icv5emAIOSY8UQFhwKu7dldJbPGLBdcY4EFagKqrbCeA5xBhAIRLVkBjAkN1MYkvwCvT9BOHc4wfyleZTHX4LJYQxVv4JdWcjHo6ahbR73q1evxB5Nq96O2F0bGR971BfS/lAil43PNWoNqJB/ap/Omn0UK2wgGysaNtJ5S14W8a1YW6W9v99qCnyzDpNWH7th85oq/+evxqJP0VDbopKdSiJjn3uy0x23QCWRjeCZs3R6kWejoeU5p5CJv3UC2OGZRGoksRcYKYSJCWMTRzb2SrQ76AWMVYU87+Fzs5i08L4AOAHNfHs8AsSQhIuNoVZB5W3xaT26h/E92Jm/0OkOErOQ0RF2aazE41s0C9gHgu78ufuNqN5MZLtJqEs9EPF3Qw8qMTVMHJaB/DO8BuB7qJAQtwmTpnjcRGDj1o7JOgyIWNYHEgcIszN+ZPZXyKZrwve83l2HtPO79C1T+74QehPbQ/K1o/fyq4gUR/tJgGL10OZE6liWDMpCAUyEP2/mZk4UCk7VhblDiS7TOm2P9uU9nF69tnEupCGKWHs2OP9k89xjXxfmu7W1sQEzhkLcciDXrS1+0vrXBbW5whhEg5AP2HssQNPYeU++EtKTSkDJwjsaSkYhHgm+u13c/LIc+bwJoBP+zXbzj2L/nESKgQkhw/PiiHy2mpo3XcYa9kJ799w6fNmEM8Mjh1tBPaPhOUS7avWs8ETaWRjSebzqya7ANtvlUQmtp7E+PDm4kac91tHKVZ0VABjwgjwKmgbUfuxTSuKINzkBr8NLgJfivoYqhsAzsyEYUBdpgz5AHfxLULx7pFHxlUYvCP0azOfgIQerVRyZCMkjijVX328Vbx83L5KqzvAZXPUD/Ch/XQP8UMnCUKUIJltSXrVpWZt1uOB21hi7BbuH6j8LB/4Q2RGBDuFDBk3m1ytm3Z48KHvU9d46+Ci1G4T4K2EfPLUZ40MyQybZ4FoXMBvJNJ/8fQNI9I6z8CRZOHxUyj+zrOgxk+288TuH8ClwZw9322VlS6d20Cg7UltUbLf6hpB1Yx2B3PqUVlyCeo5FAPc49RzL32C1ELwiHog7ud7CMCVBsAlI7D2vb7G3hLgJWAnUo/TLvDkrkFz4EqObhsIUv6DXFgIdNoIULoE13pd5+aZF73jHxQKaFytNIZBbxsH0Y9ppwmMCwg9IcU8ortS/rxHcw9yqKXEcAZzjkhGSWI0QjyDQal3DSeHP9IuaIYsWw5chHDgGlKCLAIDiMVEDEEKYxEXx7jb51V6KTkws8i1xufeQ9Fmir/cwmEADYO2044XxoSe1XnYgCHEB/CdJ/Sopop6xruXMtErGlLrBAYmfFAF9Y+nmA+uoF3mE4C9wRQVgecOpJohH1wVtc1qD68MZq6A8Z6got0mIGx1M7/cXkaXDP0VYdkplhtQ6AINDQoOqO+bRKLQAABZEQ8V03xsD3XdiFg/BCX+aXwYu2ol8anZisruSExI2uBqlKejxPRRS7eXVGaToidKU3+sbXql7Hnhyz0n5uC99atv5Pfq+4crWdLmk1N5V99mwBZzTmnHnNdCVjR2Mssmw44DlYf+NllCFBTWRlpCSvLa49VN7+k6BuBHMfCU4wxUiQwIVLEosz7Xr18kR4gq8HG/tw3RZ/QRPOsPbBe3OknryKM1dI54JPLMIdkP+FK6z174W8Nl55ZT62gLXXM1s4xzVwidifQPFrfv69MACgDrT+2IjX3ix1ax13LisgvIHq/wbvKsQeAMfgVZgWcAoAfR6fjzaDSaThFcAQqT9Ad16GSqHoJhIUEAUXsFz6+c3ZgTfJZfwagY5E/AYqvgnjG6AfoOShBwey8LMPi/vvL8arpH+BXkUhk4CXyHwb5m/AVEG0EygG70K7dLO3xndPqxqHJOhuHcgS2T+B+wa5P8WpCDSHOEVsAU/G5A3YiZ82Lijg30bFm2h8guJjoB7mzwnuzf1yabQyYtX73/Snq869Bc5BcPD8wxAgULeCQ4yM/S09//eOUzQcwLqHqvzMUgviuhjw71V21MIPndMIHYU7j5fvrMf81d6569G1Lbq9InoAVeTJ6y09NmJWeOIHKYkQloHImSnf3pvePdANVFVoFYqugV6F5R4Un69sCQDg8MrvIv5zdDwP7595QAdWU3Se4U0AYoCGYFWoCjWv8WmP8SBjaBOnUtPk0kXSpzWK30R9gi5f4GtbSX87624kUUJAm+CVWCxEraLK0cL5P/HNe4T0Rb7GVrbjwWaHH9X1WiaQjH2btUoUBlXW/K4BikkTIc4D8phyY3E7ldX+zBROTk3pHFdOFBD+CBX30FUeqH72JkvnnQzWIKn4jQb9TrtY4qhkcYSR9E9TQbXXc1O1FipHagP/g20uAf4IDTyCeVV0BBuhSFfct4lqE1VnrYlqTwqM/ke0qGHFoe4QJ6OYDVOy3sOrA7K9QizWs8rlcCXFF/8xpv8tnPwZsCbUcz95YD8y4fni3xBd7MPmH4fpjxD5ERwVf8t7In/18IIIf2lgjyMcYc8r5TqRc1QkOcJELRb28Qa4TyMOcZ7m/bWaEDafhWlztu/MMenHaX9F5QImJ3j3sFXPPuttkKWqsQ3eeFkAONQi1O2urSTDjhmSvkyoY0ZYFVnNW0sa75sQ0mAJ4ENgCaExC5wEwjWNFY5Mi5rlocCU7oTQ9+5l51acu8eTHhfSuJlZmPCkjFFDYYJjlD+k6A+QZ1Y98B2EBxlKLJKfrK0xoEtYOMAeiwSRl4PVKJ5DPsRdhqD4eNGgAlWGOoF1i8RtjG6EcBnM29BJA04RpsR6Wnxn7dIKG4CLrGPK4hjZb8OcAXkf9R6BiANmWDtSPZR7ztGvpdd7aIX45PVgfh32EbBf4P7/BREOuvQnd/T7h2Z2PRu+1rnRwd3gIx3IH8LiEsxuosG/RgkLAQfdhOldeefIFJVXha1twBCyFoUHKHoTFt8K+H3o9FCyyrMVIQ7Mk+pWAF/DpIDpT1DvZZT8fpA1bBlYQcjK5wI4qBYwOwKooPsHoDdR9wBtxMAbmD+XWr8G/6jy6MjVv49DzMQjwgq/fwDPK5cKyFfhFaf9PyIui+z3KZZ+XoRTAPjNa/lvnN+6IDaE73V51BrHMA4osOAftmZmkAhd5+XSTe/XRz/aO9iZPsnDG6iacLKFsntoqwNDBYvP22knYOM76HwJ/p6/+VmJiYzwG+L6Br3QxUPmexZ8BeM2zOZu/2HzYF4orUJbY6fEooRSo1LDwqsCyg2gHjqDiIxi3M/9qOs6XegM1YmT+4ehVqh0rvT2WvCPSLSasGFC+xFd75HzI04jRU3qVaSVaByurLtsnEB+noQ4CowSxg3ikuf65l4LAAb0IoxbgBuoWUCvRaMV1O9gsQzPCKbX1i4aqzW5Y9HFAH8Uy5/yzSyCLHbeOemf+AoaVAmzEuolUhXq/n5oSrTuIHVF7+5Ro1yrNdOSaSUqhWtNSu8vIYXAzSAyQXQI7XCfZaafu0HPbG+i7fORHV/LmksMsj8O1W3Ef4iW8/BgBvfOqsWgHrr2zwMIUP8bxovw0P490P34h4UXRPhLw4RglFUNlg3VJsYQnG/rtp0UZxTAPfLCRYsqbio8rxaFPLuPy4Uo434+T+7c4Uf7eOkWn+VUHeykbo7mzazyClGS0n7OkxiE5+XCx53Caky9sIoZSyxgE/xh8HsecYRTyjPuIuYpN4i3DWqbIItjEZHUBCy8j3ykAr1HRY8mEcEYhRP9tJuDAh5FXc7II2BpoNpHkqX9iOVUICyX7gm7e7AIoIeHDwmZouR2iDOERjxaS6KUkrGdP/5KCWTrcAUBpwi/jeJfQN4Nok/okLNRzF65iFfjJCcptpF3zFqSBfcu9E5R9peQ5kAzhCJiES+zfvlSf3XIelFIghdg6AEkP0Xd8wHfBwqhOgl3puH0jdXOm2vbq1EuQgxeBMeWgZ9AhwPbDZEIjiK1728duieFLgmygqIDKwziEaDXQf8vYSMNpIvpQJBRjimVx+opzwWQFMR9OB+HlfvQGeJkxBOM9dI/w4UBjIC0pKMlHda4Czgb8rjD+MQ9tbwJ5B5cDSWlvBvF2zHdIYRjOXPT57ZebKLtHmwSFkKCHkWkJEKAnZjpy9fYb10fdEmMXRQsNwaVxhKhW6L3WV0iqw1ZqsUj++DD9v5RW6rn8/nWwIV1MhyRrIc7C3/iPtPWwSC5hL7u0GgafAmH/tkS5rk0eq2/vcKHGUkZ4uB54+Uy3JPwSEMFAI2ChxN1b7Y8KYuJqk7l4tgdzcJ+E24dgYwQjUmIhOGRCkyyVPm4lXlR9WY378210yL03keaE9eLSMxQJ3bdgemvWB+pLMRexlZH2pLWwh2rxhQlEeIURxjFHUWylqTm3XtPXLcAXsN0P7QN2lxBvRHnqzzqxnhqlu5T2g4m2MJVpbP38PmIrVYsHmWUxBYxM62f5kgDBAeNhuIEiQ/phYhlA0EyTno02p3WH032K2Nr7aTGhZOFrx/A/C6kdSARhJS6NDZRrOJURblumDm+t7YZrakiYp79GPhPoS7ggYKn+jKfxipc3YIr/xLUz4HfQcU8PJ84fYEvxYsa4V8HS2OWMAWAsiEdQ+qpU+7sNjAT3Fge+7kYezuuv2Cspz0ptQ/Wa964pfZnZ6VscDa0DShao1jQUp62JKi4/v7Nk28x/soKZ1TGcaQ0yx02hHrnDRjkCXJAASAgDA4Agg93dxS2ss9Chsl9wu8REgHrIEJR6HJxkfcMHtxcPkmQRgS6HCih94PZ8TH3sMJ1N0EDkvVgzczqw/aJNRQI9TkiGD/yJnZtjGg/4XkqhmQ0MOZ7B7sAkCAeI49BxkgERDCEDIUBI1lCWZpeutBFhjULh4232imL5oo0QI5QNEQoA9QlIUu92GoGvYRY4krcumCMm1h8zzAPbI6iFWQMkF2/vLBCvnm5u4IpVahS2EXWWtpQcVfGdwIaIYuxNbQZm2faPSQUJextQqeE6H+FK6sQKHYxNZwrIXzsn6/wieD7gX4E0RphSRR41F+nF3HZ7DTPpNoSjFY5PsLQQXgFI06jFTaMkws/nu48PqCBsoEPKfA18vWf8/wDile4sTGbhXRPPiPjWcE8hHsdktxiOBfROoGaoViSNEel0dJIqQvjw3GNa2edKNOhTlxMKn+4XDzyR/D5YEFnGDo0HpAudlfeaZ7fgXeJXtrCPQqMOnTsyKef6V6E37w86kOEW9pWnHrSYIWhcp/paNUu7LnnRXR1OHwYJpVcm/hoHXAHPIIWqua9g+W9R4/fr+MV0CXMWxuLdoWShGMdE0WZxtR3WXCll8QmEMWe1MBK07hGMujEPeOYRtw0n5nz81A4fyBYnjPRS9hKstLtqL842P20JxrAGygav3zLd1YYDLMojjJP1aauD+fPvfimDQct6ogI57HziIkoX4eV25V5a7wX46McujqgMiwgsDV4vQZlAWHfwY5gF4KppW5np8m5PB1PfY/7CDtwunHS+mf0VD8BR+Iy33gD6LEbvO3axj/60va9F/gsXhDhfxRscDP9JfvoG+eb8su39arg9r9ax3MAf2onalqUUgSsd+YSAO4eGg7LV0acRyJWBAVsHXaYHaGJRiaE2BtCEiW4RzRMlvJ06nqgYuYZEB5w5SUCgwnDGLIYBCU2Sg+aZWEcAAjqU+5TgpEH5ZsAknKIBWOxTQWn3eH/+dGT2amc4lGEOMaFVdbVCMUiSrsd1xU4xQmk/e/dmR+Hoyr8xTX6ypBtUCRcMBGYNKK93HYv1hc2sanoiTFet1rj1jofsPAYYUwBBDadyGWJufxqLRyZT0AbbY3kKlCJKSgOcZfTiCCF8LZdHW6p1RFOtHHOUiGHCT63ZVUjDk5w3XgIOPCwAI0+46Ig3Ha46lDRy5FxThtjfQtC7uvDw/r5ch0G2aW2S3VXuI7wPHNBcNJd80ftbvk0SYVRm9K2w3GKoUNZFnsc0SxkIEY/Pnxq5ixojtsuTVOB41QZZLqG7D2b65qH6RymN8j5Dh2tdZhDxmAdU/jZ2/pBNtnIi8ink+KgULab+ovpeooFEG9Cu/TPSIF/FgqNBRt2BYg4pDg/9enBs7M6F9L+CoPgddNI457RL33pUjwa4kwH4y2xVmsAXJXh7DjmTDjQJ37vRMKHEpIJbtzzHuEY7gOADNDKSYO6W5FYFj4iWkLDRYy44Jz5WoPXys2WMMd15aEvBRrUqGmaY31GN2yJDlrIeLQWpz7OfSZiyTo/2HlOQNzNw15jOwBxlrhOLgJ0bu+N4TMRs4bFqd9ZCwhjspYk3TysxEzovMXVzZOmhU/a5ewhvPX4rz2D04XYkOmgxqs1v5StlHWjpO12PZXQygbk0n9OmvpKtLGdC4fgFxpHjfZfOMryAp+HF0T4DxI+hLlV8+XTzEzRhFuH9bWNLMY88ZgRrBxubNvAaRtIF/uciZx7R1uPmkWrJ2UIvBGRSiiPCFNeW280YQFjFoU4MYHgjZoWRw4AIu6jpO2SxDpU29oiZzABzpNM89w7C29cFO8+VADAuenkMkdUKPaomU99McIjT1AUq7UcfE88Ksm9I1fB0rLJIOlT5FonHVhIqEixjRZJ19OYQoBG1kx7YamjOHYRRY4goNRGwiSjKh/Z1LK6VVISDb7FdUuttJqSLOWDPCKO6oWkQQDJNG6lbMsQ+UzgDieU2QFhj6bKBm2w8t7Ekqhn5VQQaVcGzauracqND/601vuLcmxP/u3ph/AZNGjKxTIXOBIQpy7PNE1sQplPuru/eGqYZn5K+EDENqY6EjiOsUhURHGT8AcFOa2emlRDJyTG/YFgsWtRyytz5pSgJ1XWTZO+ddhYVT/2yWZVmFUKPu5snJeQd44tSRelPVgUS/MlftsUjgwfxF3fS0NE3GXIDvaeksf1dLTWDV0iWxOwLbV8+gQCQDyAtOd4aZExzlSOwaw5XsAXBaBfgM+y4Kchg7rbnN5tAPYAALoxmp8bn4t9pat9LW+rE/V4oYOHj8omajA7QuXnfHcVmrv2g15oE5p2Exd33Et5/N5xUT67usFAeWQfDcxWXdOUwBZLrg1708MzHItTd/yLSr9C1ru5HaY+6Rkf/He7yc2Ts1sEAvjKt3eb9mLMLidrgUgXUJo5Y2yLrA1Vq84OBwnC57piq+doaFxtwC4aPf8kIHzpKq1V2Nv7kl/8BeAFEf4qYd6EDw9m11ehnwECa6Q9KA4WYQ4Av2hnM9TZZkmGXVs3jyYKABpnWrxcyTBXcTeg3aqKBRmusX7fSyR73I0KdPsIAKA0LY4azsWGEFQGGBUdyYFQw3WS6X4ULgv+mAiBqqRTdljIApjaHJnxsdQRxOeSwHMZI98ZYThyAKDQHJKTjGdataVqXAAGvM/bgpitYfANNow6rp3AGNOUaIE5xk5BK0TwWFrmG9pMjC2cnFh0t63er49scCu+n2RXulk3YjYl5kCbW+NqCC4YHZDqsoCxz2PSYVbE5qSuWmiUUd2KLJ61UZ3Ev7QVtjIdMecCECEXvn7rYB8A3vw2zQjbfWiMhP2FBQAV1DjsrCeOx5QlHiead7VI/fke7j/A8+KJQVfBPmh3aLLGeJLEHDJCEisieWmI3z3BnybCsZpsMWLjmHZ8VVfFWTP18Fj6skERjgK4hf/cPQzvHzTwRRMOz8AGt6/3NpnvZ7SfmGF4wjSPMejgtZGhodGVWZTPMxxnoJEBrHjEdK2nobopnyrn/a1i2YYf3q0j2kh7RmJQOi8/QwerG0h6KE4CALTBfLh4IFkX9dKNOFBkzmyfOPZHHelHZr0fKIvMxoB8TtkOpn72XlEbPoI06ycuXbGJCi9fpzfvfJHay41LYtD33CunvEcaUdLaVrbyyJ4dx/cF21xB/VwF6+de1uVUBQkABKPfeSW/fo1LrO9uq7/6wd+RxPk/XLwgwl8RbKzjV65ER/t+d1EsufaK3l1Wu+qJ+TPB3a/n95/N6bXOP6wm3XVCiMoRXIrp6hBLtnQRinK1t2yKj3cyjKU7UYtOgjKSrsQ+SmLTm80qO5Oo8QFj6z+WuZ/IpiGL80MPll3NKZ4l3zvcPdDRNRStU8Bdf7J4cs5HchaWcjPv7BXlg7LMCX0VutcrzudeI1kSXgI5tagKKBER5pJy7IJzTu27povC0c+qdNUukbs9MW/ffxqyjP38/eKmFqMR5Y+a4w/edvP1pp/Lo6Npyth/eSV46vs5jSPBEg9ZOzfVoqpP1PNMsz0SItJJR6aMtiakRNO2OpHlhUvk+nq8nUW/tRHffmjvHjRvny4A4Ga7h+v2HM3XgG3FhPdMcrm5bPB/h1c//Eh9786TO79by7HaW8vEdj89x8VmTvPUA9aBPjHfv/FadG0zPzrW798/Ip2skX5SqHuHZ1tPkYWxXRx8iMalO0vk8q+J3Wax1qK1uNfphxEJK100/nh10eoI0W7JnG50c6qeH4q9e7/tvkxTj4Mxt0v1o9Ozzff2kJ7bxMeFfbD7NzzrdiYLnonvflNsD9NeymUb9o6at25VU62nR+NHzfTcgroolNWTU/VSlGXIqHCyCAHC3fZEzLUR6WZCRP5FN33p1DvjoxYl5wIfkLAwGviXfDzRA9ox1cIFoHVA2kPp3cPqmXAwIXh7hVy8wHgfTfbJysgwUaqWFIv6WI0BYMjY7720eeUc72W+CvWt5peQOf3PFi+I8O81ehlaVF/p3f7um9kQ+Ney6PSU7hzLj06nxRdKJ7+xlm9nw7LGO2MdJU0o+wPeiyywSE1V2Zr6g4NqBcX/6vW16QIezOqdQ9khThmx0uG4NTFUBRSP0PzSaqejI1DZf/3S4N5Jc2s5u7OcreQZaSIR8jUU9Xl5Z1bdmdX/Mu2c090/XB/sYPvRyXxPFneL6m7xZJbuXDK4mA02AuGlOg7VB8eL//ftctq6jOIr/fzaSrfPeanVvUWZQD7Iku28m0Qyjpv7k/obixVr4X65aLwBgENTHx7WAPDqoP/PX944t4k7G14l6i/+NdgqlSI+EfNz/Tyi0HfWagWuSSgepWS/eHLHvru21YORoVJSmseMc4ewmtjl0rjXV6PtPF6hHVOL6xnPR9AN1V9N7pvgfjE/ubkcv7KaHDu+wdF3WCxctM0JGuDkUv8nB6enugKAxvqdRXtUyYcF3SpYfxVZ4jX2ADCIyfXeINMx4fgkQX/2zhct23vz5eiVi51iEd76aGG+MOHZz9HLF6P9E/3o9IsOe2WbXd7MWxP29tubp4sQyetRdKLl+FML/JKu7mw03LlyPj+Wz5ejHuz5EMqtvrr1QE/qM0huTYg3zvdfuiTWttyxaf4Puzg4+Bvmwq+C7Q1ybdhPWExrBi26FHfwdvXDhye19cdLf7x8hjnefD1b4cnkxL+tZ9PG+RDem8326sX5kt0+fp5j3rgSpRE9OtE7Ew0Ayvt3j6t7U5Q9hJP5GS/y+R6/tMkxQ41TP/lAL40JGV8u7NGsKUqXxfiDo3aunv5q55L0mxd6lzZJMrBSaGoNzyTwMNf+UVseyooi8ubq5XMs71lk5rUn9tHuC8XRL8cLIvz7i29/nV3oRFiKumDlEr17Olm6s527Xo46nI5QbNpkgCOIB6wz/LA4mLnPtaTn80EfDRjm46V+cDrejBmQxLYAmEEIB2ADKAAAIABJREFUFszNW/b3ricbYrCapwMP95YzOeE2StoiYVpTjaTSdx+5b2+iKMrORWme8a7BG8TMpvVxvTrkuaWuBZJBBlABgHDRBu8anqV5lKqttaL6sL3nwfiAromLLyVr65jGWvOq8d7v75Xn+QjbZmzKd8fLd8dLgqEL/a93L18epivEZVZhiYxW0/vRr3UugI2uRf60bd4qPzTB9HHn9f72dl9s9mCQSA/tw4WJIVNVpyg7tVZRp7wwZBGYRKG86v6LS8OQLQrbFAsU+14fjajM94vlyqqaIIeoP3HVaWMA4OGO+a1NoR2nTU5klDk2wt03ouSWvF+HSnn/znH1zjF0H6BIrG6SOFH5Ck28QL47fGf26Mg9mUGUNuxOze7UwM2nP0oIYJeZ513cknXC96mc2c/tfejTTtcMYkpeHaZNs/cFxb9vbI22humIuREv397/3EdiuzNcY12gZLihd8jyx3fHJ0YW9TPme2Ek6STNnCSo/8aAnVbtVjS42Mv3m5MfT44AYGff7+yf/Zlfyy58a31lawX1hPZtRa3+W2XB7ShPOb1ZPN/ZBABrIvJlgnA3GGEVUir0fPad1fhnp7uFfeY2rqdkEPIR7sYpajvZT/VDZQMAzJWf7z3JN55PRKWDDXBlTVwd9lMu1qkzzfH+x0PDtQmf6a8CivDLw9HF9TSKKWDPuM6/Xvz5Xy7fflt7A7V8njVTIr6zcn4zT9Y7qE9twu0kVATrNpatVHu1310UAPBm8soFuhlZpCpVVuZOuVyWf4s3+VcGL4jw7ymu38DfuJ5dEglu8moSzwjrhs378+K2euDgeRfPGzAVSER9y4jOmBGpgwu4o90dA2oVbe6FpyrAAJAQgpywXgSTWBuikHnLlEHGYlRjo9TckdaG04Vfh4jKXBiee6q1khgb6nVDgxIyMC/RrQc6W6ek5kL3Mht1XVC+tDrSmEsN0ntn0scXnS+gIFzIHMmk77hBNuKrGHtlXeTjWHVCa21Zld6UBamm7PXu9dej3qNlfaRnTWgqX1+l14e+H2kfWtXipbf6w31Vll7ThLlOHtIQ9NdIMnazS/TcOoh+AG5q3+LC6PkkWSXrbZUZl4W69y5Nx2S323PHC9Q2o/PX512W5jA6OSXHx3FTpW2TtIeDD3s7Vy5ZhML9aWdvpwI4ni786QkQyqkUps5DE1Pluy49DzFFIsJk1380DsfLJvx/P1n+0wv5EHFfJ0IlQ0eukG7r8Bc0jwSHTyeYZ4l3FBvaQ2sz2D3zyIRg2mTzk4T5iEo+ZMXSnC26vZkIDh2oc6JC5sWQNVNzhjvVpSxUuQx5AOqV2+TZr43iyWQ+rZ7pZC4Vuns/qQ5zXbMsZDGjl6NBB6FD/0UNzxjI6+zr16PREFFhpanKhWzeOfjyVurPw4BkKaUGt8ft2dWvq9H5S+kGp2g7aStfOCItbuehun/oAKCtiFlETUi94yYgpZDSglrxWhbP7elH1dOMbquRWvJlGXuVJN6ew/b+p0umAADwxurmJt06XsLCT8HYoky8pqtR2G92njvyfJL1SM8aJq0fpXkvZtwSYjAmNhjZ9eRbF+Dnu891qwIAXBJbbww3uyzuIpJ4T3RbTuulhfdut+GbrlnCWzfbaenX4dIqXCZt1iJVKz8O8NODeWleEOGX4wUR/ifGIEbBY+zp1DzzSt+57bGs1r6Rp5pxG/dw7qhAdBOZ4UP/oIZnpfsZzEuXisAMM5oqGaNAMYg+uoiDyCDdRniCHjb+iaveOLdorKDEeWqBEJ8YS7XFrcbagvJkap0L4YPjed9v9BzRbQoGrG9qwASTVHip6VFrJ8b87F4Z6WaLdrkUqsm8xN6Q0oCzgiKQ3jr7sXLpfnEOQWKxq1LdJE576hOOKfbaBy9VUtXGIyM1vlmX+6f6xiDispf7kYd1C0GB5CGyKpKVI7j0tj6ayw8eVTPrTyvbCVHjIxey2LMBDLjvIUmsbHUdDK2D7yUzDr6nZFZqbgI7XiZ7ZSffOqp+Pnzzj3evd8k67VUz5hiZOd6aTCtRVPhYXv9gr2rvpy7UPiwAoNHhzkHLuyi2wlRxVSW6odx2shDXoMClHViO4RgAHp7qH7nFt/ojpqipYydTYZPLKJ6Gw134OZyF2nopmRbeead9FELnzMMAQHkoC4pVwkJUtwhM9/O2TwTHmiJauEga5AzhoQtwRumOAi2LBHkGGBtDmRfneLaVDF5eLfbrybsnT8YkDu6j7kIQiI3BHjBCrJVJZepH1dlE+Dr75tjNhR+swNXYctfqknhr0Adl/Rf3v3xYaDMjMYm9oZVGjdN1qAHgAr22mQw7AhiXmhT3lyf7VaPcMyFUFjas6xEMKc17US/NW5pVFS+uXyz/7IfFvAozEnGgaeoCgAwYKKLA1tBKX6Qdkf54+vDxeSrrxzNkMGcQtcrj0IfPEGHTYhBZ7hIcyTyEpWjLmnnTjTFtP7UQ6krWudE7h0xiTWQheCFFFALzSeopAqWRbuNLKe1fZ99/OJGf8lVW8bmX02upT50G5UOBdKlVhd3tRXt7z9w/ttY8+e59uOjVKAIzNlRSd1vO9uuv2iT1nzleKMv8J8bXzne/vnp+RLY6YcNZ0YQlBooRBAhtG6rai5BinZkmaZp4KcPClR6QQuA/1QcoOFrv8lyIoERdCalEYXDpQHprkfLIxoyv0t5WnnBqltoAQJcmHdJTnpbOXXF+asU6QpJQ51Gp5U5xsrRKBV9Jw/1Qq7R2ZMu5cSDftO1uYDOljppx6avGhqKUxKdWpk2TlFpUDlUhNB41FlXGLfy0hDEALI0FQ5kdqDYrZbR0uARoAqgQLBAIHLxvfDNWsx+c7JRO525EzKjWUQW0BWIQCkFgoOC9BHmqZj8+vncqdYD/n733irU0S6/Dvh3/fPK5+d5KXV2du6e7hxM4kTMciRRlSaBpW6Ahm7AhyJD1YEB+8bMMG35xePODARuC7AfKhEXalBg0nMBJPaG7q7urK8ebzz3xjzt+fqiu7qpbt4ecAWkKVq23C2yce84f9tpfWgul63A7rJzMkVaIZwH6EC4IBY++Pd7skKJg0LRMk5RNsPB0DvjvkKNvz+R0O+TAaeDODY2wkSukKePDSViV8bwKZh4nGr8y1j8CahEYkogIQk2j64S2qWqXZbyo5dywX/dH3yVJSZ0GIIATuAUAxuOoapoGiG03dbJogr7HEQ2RxAgJg1A/Jh/qAdtuQ2A3UWygzVWrDDILJxAGAgqXbvnW357W3xJiphYFnpzzDLCT8CiKG0ugaCCv/Ykr0YcxT6QwgntKIeKMgkxIOkjESpeNyvlCeQDQFmLfcxhwYRpDtQobxQ/U6Lo9wcIwgV6Pn5KYCRgkfsidNEQ1nf2aLsrGPptuLNPVrl8TvqOBWSgBgEHcI+vrfPnCcv9LL0efP7O8lQzW5GoHVlK/zv2AYdqT3U4UtuMgE1FLRqd6yeaQJ7HZm33AOgyChCxJAYSTVuw5FxLCNKTtjAI3s7qO6jVqUyDMOpJrUhswhoCTIZGZZI6YXM9L5wAAASMz6Iq+ZzbTbtv4+WNyBLW2CQ5NE5dGCQyd4ZVVM2ULrTQ0ABBz8ky3ezpbWgk6CXa4TZ3jnnggiOC9JroGq3hCechFL5KnVuikbAqFABDAYJM+HZLOK5W5YyJ0TDs309U74/0f7B4BwIfaGxwGPTj7G96esYtvG3JT3Xm3vg5P8OfDEyL8q8QwYS+fGyS0401cYyI4CUx7GK2eTZY3WxFn+uJ+Oc0bNLJuRN6wO+pgtR2uhitPKTojPQktCpwAALHDoRhEMaqwrmSteeFh7uwFXx6Cl4LGImgFsh3SjYHodO1obryFlmwpL0qHf8/Vn3R1G80VEZXWW1/eKPfva43mvlYWANMa+b9Pyk/gHL37kQtz09yzNxAcAOTOHtRzq6U1WeHZnPh/QPafwdk3MDHoNcyLB/Hr3NQZ9MG0cysWBL8Gh+eg+AwppyQce+bR1b54v7oydSUAUB9wN6gJXxD8D8j2Bap/FebfxNR5U9jZlerazgMRuBauCOhXRPy7ZO8lsvjrMK0hvIxC+1oHo07LeB24JmqauDQi9zgk9adg73miImB3iOBOUjGPHKMqLCu5NxZlHc4tfZaUXyWHp8j0d0kSIM9IvCY6p9JOO5SHek50Zup0rsQM/DotXyazr5MACAmADmE4h30P3gMemlxpYkxUev6rZPw5cnAbwhHhHmp1UmRWOg+mvW7Z6+bgmz7hpOugcCdJR1bO1rT1NObW6rft/HEbIwD4BfHFDM8bX6LjvzGafQ8BTX+AmwoW5sGgISO0x7J1dl46QW241LCJQe+oZKzRiN5XWB5W+bRxAGDQOysRhDakVm6hzBTzO/7iiQZ7EgYS+1sQjEhEUGqsz37lxur6JBNwOhq2cJC4QWxWhVtmsGrokJLlTXjxNDl1Nlo5/yx+8jlxNu2uR+2lqCtoNlvEjsTEkQsYFJwnXErGuQtbIe21aLtNlgYQLZaX+akWW2eOnrViBZsjJgkKo4lHy1izWyz4eGMVtqzlxtBa8/O1+0xdvmUyZmPuJSPUeOUJHqgPgmDjhHDd84r9Yr3/B2g0zo5JtxRel8Y4G1eKLxv2dw+nkfY/tKZ0aCBfadOvnF9+rruCJnQ6sDqqFVOKD5V/tjGhYbuGW0WIISEVrQiiEMIQZ7ram/kVeHaJPA+Y/j17sOTsd21aWzMy42v59qX8uPVVRs7/e7TzNBz9E0j28PpNd8LA6xN8HJ4Q4V8lLOIgDAKfVJV0xIOxwnMRtfpRtNGVS0OOpLw2ru+V06OmKDWWzsaSO4+/oc2NYHk5WE5da4tt9niCQscSvBJVxUtNC+sXXn/Z56+Cu8VbrZCETCSh63Sw1QHlVVOynhh4CHLrNi2ex+bbLJ1KRilqX070RD0Q3S5ghiiQyAXBT2FdAv0htrkPLTT1A3dZg26GixqdJ1lJ4FVS96HZIPA+thOQnLgCpgBg0A/pQLieRlkSv0LU63CAwP856QTIJHqk1UV98f5ntkk3JX0LfI3oV8loC+t/SlbHSAmaPX/9trt9f9kyW1pnZyikitDnID8D8+/Spd+GlKAu/NEOXlrJBHeRM4FSorGsQvgsTAZk1gc9geQaRkEj9DymxBRaOSP2ZzCraW5pmzYZFG0ovwb6iHQ9xH0pBwld7rDVHuThZDQNGhssqJsScoEsnge4hHGGssOCocxmfmTAAcAMpxOcG4Jz0haEfBlmq5DcglYCSQlHx3ZVB4rgyi3vfsmbiMjrwCrYO1FVxIFRlj/jw1fA/AmAguO1pYzEK/Q0+Gzk6qdM9UvM/7GOmess06010b3jbgKApPTzy2dXxaZkEonUFn/TKqLDO4Ya5z3omSreOLy5+5CoZo0NN9kvKvpL3vyA2BwP6sdMhhPS3iAvdMjTlqR/A6cNgbuk9pu3zj17O6UsVAG3KegEm1Q3sTJRDeJpSr5E+B4Meph0A5oIn/bmLSEFCuJDSoNRSXLrG7T/pZ3+CSaMypSTkIhIQpgYKvVWvBy6foQDoGEF5r9yeaDxBwDKEvBW+/rWYnRnT50JNiRmzLYbIxpDv+ial7AsMb6DxHijnSEUmTB3qw+GQxSUU1ffc/SX0JyG4DrZUFAcuyM55jOcaRC7pj7H/ctoez66hcsJtLfOzJ8ZtCNIuEuUktPGVM414H4V8s/ZstvwH9iUWcmBSgacYRR6R8ykDuLxC6tw4RSQ/xgOFfL/HjoW1Y6/ddm8O3aP3GsKsk1e+hUy+DzO/hERR/D+FJ/Egj8bnhDhXyWch91ZXVY6b9y80vt1XhLSkXHEfRq7sKUmutqbGIs+9+UI9xcw3leLI53/KdKQdRIiifdn4sFGKxrIoPLlvLKmEcrQwmLl1FvoLpM45VEvpP3MMUrDVLNYG66rcdiRLUpi5cg/xupfu3RAzU4UDGKmvZ7qaek/mr7IaJqK1gplv4TlHUgzjEpo93hkoSrwg/kHB1ZBlcEqJWEbWIXhCOMZJD0aLokkk/TAjlssOBVuxCQDF3iA1zC/Q9oE+HuQZcAT5qRoKGvGdrEues/ET6XQpRh8CaocxAziPyatBHkEqOj4CA8A4Nls9aX06Q7tcUy+4JpVsvg2WTqF5D2MONop3m7Y7pleJ6KhM9JaYSzXDqZehiDXQP9PsJwgTwhJKUG0C5zOcH533lSlrBBuADsi4jXIvw7rN3za4qwroZPZbst2em6w1Lil/b2d1Phgh5ACol/xxTKEhyTtMNqNyDARO+rovmSlhaqGvCDDiySZkO5XsapxIGh7SbRKnCn8aFdF8C1yygJ+ktNNEV+mLenl/GP6azgJu+Hgbyb118nAuUY9qn+twUz9uIISuTsI3OsJ/Ihm1HOHeoZ7R3gIAK+vd5/qDFLSIhBqCg2336PuNrXWu5mqDpv5xepy5R5pzlqDlyRZu879m5LKgLeZrF3+sDHQ08Hm8/LFIZ6S2DGAbxC3T5rG370zfxe8yaRYFKwqSF2zSeXmjZ/6coqT9/DO25BL9AH1IbcMTE0roJXSUBrcn7rRwmr0NTF/6Jh2moEICIigCeKGpeXaMu2GMZqoqaQHYSj9PUJ+7Gml67ldTPTRnWr7vclRrk1bxF3eQpQaaUNtwxwK/rsMgCtPlEPjqbpd3Vs85JHroDKEWrH8d0LyFlvvQXfqD/yjPWsWGgUL4JEM+GsRFnxl5Ltd1gEm2+2Cg/RaNJo1HhQzSmgtcI+Lf4YxtUFIZSIYF7bCunb6cMr9/qkhbHikf5/uH1H53xFawXQEV4/g9jGjwRb0z5DXfw2Hfw2Kb0L3h3BJ4zY8wc+IJ0T4VwyHMNXNkZlO7FGFM+tr6ZBTzYPqsJxd319U+hHxXwe1gkUJC+OBm3Bd9gcx7bd8p2UHbTrH2Y3Joqi8tRQw9GgCEAmTGaeRIJJjEGoe6soonQcD2ecQeqS/4+n7Hu9wEUnohhQRla9H+iO3vLPxWle0piz8PUgv+WgKss3FIOS9iM/tpHpAmQhugzyVkXSbBleIOELRBtkPST+FpYwup3wpTNfCfkpT7qVDfMeH10jwDsQpii4VHQlZ0nRSdKR8uX9qJexFEFMU77nwTU/fgThF2UbZFaQVwJ679/yw9erS2jDoRBiD55Xjv++TeyiukXZKSAyILL+htl9aawUgIxZYFXjPvGMzTy9j+x70NIgISEJdFKogqmlY1WLyXnVjt6gEBCERyyD+JSyPQaaEZpSkiU5TFcdVkNWtvuFZcSk/ktMNCWKOdAH9yyTpC9qObSvR3cwnkb+df5BhYyA4SAlcYfo2dCmNhyFbSvhSKkqX5/YjLqxhFNMoCrrfFElPiAT4nts+Mfe4zIcuXPpc6hWLFuBHjzWOGlAljLssXUo6F6NICG1gelW/te8/EEQZZnSjnUoMiOeOAKEUJOWSeqqNVzfM8crfBts8w56XNBCCxAHthbwjKadm9MCO4ytrp1/pnu2xrvQJGl5jVZP9Pg8oVFMcbR/69+9U1/cXu3l5fTbZqaZ39PYtf+UILjkYORzlsDfG3dxNJ3Y8yatb8+lOsRjnpqy9d+DQIfrS1/t2R7naOatRlbaaQz5Y8aZh+YygY94jBcqIQMpq29yy70zdLHcKADwgIzaVoUdviLHUjAR5R4hYsoTTiHtLiveq9w8f8w1Noe3kyo9EOwtMIMqR2dN4/I4g2CW2kkfy+zIe8TSiEFO+moYVqT1ptAXjiKeEcGABbjN3hXpHHCXAKVJqDC0nNlfOLcNyn3cZcESyI/gfMdL4o5G/3DxWVO6y7KXohWW6+p+44puw/keQH8G7P91I8glOxJOu0X+zoKG8ZW7szpk6rmr/CBDUAndiiooyzZmQPol92IbPrSe+dfT737m5DKf60J+CUjAlPgUboDFRYgJOLAEZkqV2kBF0CtFz4njBlANkEKgmDDnNAvFhi0abB8uJCJFqSyqgGhR3Lgqxn9JuEMrs1O/d+8CggAFrcZcx9IQ1Dh2pI0qykLVTjDIRCLES9tWC2dJJcLrwFquAckAeeNJipBvbJKNNTNc3NmgTJY5U1KHXlXXULxhwAXXEkzSEMAmebw9ePR0MIMASG9Da0j3jqcsjEvZYGBLgHCPWulLy0lfDqOWcpVzHCaeRd4cCHS+IGKKnomGsrtm8NuPReP+buzsAAJD32XKHpQ0Ey54RQElMFHohG+SVFxqERWZK51dPF/ntJsOogvoe9QNOWiFppTZMPcRwJoumLnp7vwYAC8UU36mwE5Cnu2Qjk+1u4uIUelGcdFe/t3PnXvEBFzpoONR3Ge0HLmCa8Hnq6OyR8OMDhNS3hf7f2MBEzZBTUVGDJ2yClJap6KSBDFhwCE1SYf1g1aX90pmdZdnEpCVJ3OY0ZZRS5jnMSP14afLZdKvj5cyYOVWZ9HEEnHkaixsFVd5/7kz/+UEns8wynPp66vKq2T70l7hbPvIf1LQKjYW2B9UJQwIA4KGpoLntJnBfFW4EALAcH20mvQ7veR9RR2tzUMFuhXCgWKi5XCBMzJTHy1IRnXjaUBp1eRwiVUiR47EjxMyUMztJCQlZRoESzhijkgIDxylOfR0ZnD82lIGkzJgehkIIq6jeIuml6QltuglXS2HqhdZ0ryXarEkzSgPd+v7Re1vtrpQmCMIAYo0k8qxqSO3QWdWgQVTUVWvrrs/SxBFbGgq0YWbfGbSjhd9+vAZMCXm1v7nBU6HZ/yrXp43VZoSPzVY9wZ8HT4jw30Qo/9NY8D4s5Nv+StnsPxuscpv0wQFvwtBsbvHXLP3B92+WZDaDCcegAwJYn0sfBkZIG4VEehJ1SeYtlh7QOUeVcxa0sYHlOg18l3F4oOu01go7bR97bWoWE7YAX9Gpl4oGYZa6UMiniuj6tAaAkNIoLrs8IT6onc1tRYMaQx4lmCTqxTW2EvFbd2zNKuUcNW7hRhq1JCFnbZpEQQpxWsfD5pm1eHcf64WyHrBhlV7cNdcc6AgSRQaB6BCuXrjg1lpMVrayjap9QYsp5Du436O9nlhJRcKETQPoq7DwjaZVEMh0QLOA1WUwjPnBrqHAgWngjWb5vtt+a+/aw1o8oWyWQhcQi+i9d0CclNrLsiQLZUpSFLuT6Vu75bXbdp1ebJEliyhoQoJunIokVWmrIbEOJd3H4D4R3oeC2V18k9NqJTjDI5K1TJDhUhjatHvvxx+NxGgyCcVwkGVcOOaauDmZCBWdJlm73UbHGlcaMQJz0rIaJjxM2t1YcshpaR7Sl9EO3jlcvAOL9ShcSnqn2r1IhoGk2teL8fHO+4DS5TaherFoSmuPIhnFEfK08U7pO/ipp4PPnE37gLQyU1eU1XwEs6v4JgLecn/2pMRPwUFlDqqDmI1CyiYPScl5cBW6ygJY+Nc/KrOoGkYyY0kIcUKzgESa2ruPtbPOrX1jervH9p9rne6InuAikJxzCLgjQnmjeeHhMSK0pPR8EiWYxs4INRPwWHgGAFCQoziI44QitYtiP88lxbDR8+uHVeP1s6uDSHpEDFCYGr02pWuOVGHQCOufPeuWl7NlQrA0MyydrtD6iT282+xO8YRzwydXhud7cQfQNWpemLtuf8c8pM7wBD8LnhDhXy4+8arcvmNH47+sZMXUz38wW4x0Gs6gN6I0NLcm6va9+z0aEwCwoO7aa8LNJctCht1IY6C7MfVEh7bxTLSJ1B5nztS2cVRwKQyrKvPRJui4zjoq8Y2SEAbclI2hs5zNZjyWHETUpPEHm0LhVZgu2mEkQOfKMj7Plmw59UdI66h+ehP7gZ5oNqnsjOAuzi+56wY1I2yVLaEfBixJQjz7jGqHeFSzvMapL3Zc9ba6mUMFCAsYH5i7l6eczPC3vtRmTFtbTomeenqpnrzf7HrwU79bmz0ab3QCCaKuUF2858aZ20zUqZ4amyLh7Xbcyjb8rHKMOUPqqZ9PZkfHFOmyRLXSPKUOkGiHFkwFRQGL8eJoZ3+yXTblg5T1jr+7A3cBoOe7KTszDFssAZ4p2dI8ND18IMP64fUEc89fC02ZsqVBLMJ2w2L9/JJ8Z8Sv3f2Axwosan7IYx+lHp1aUXT3pHmwmS2n9mi9owNpa51X9uTH7FCZ3Wq/KztEknE9m9sTjlk7dTMxeyxQT3U7IuPeqHx8POIJKb2rbikt9ppZ7iru+k+lESba1jUiLq/wwTKQvFnUOLLknXJ8sf6LLFZVzv90P4q8xry+b7sxAYBM0J8ySz5xzY8XVz+/dqadtIRgUQg88IY2kdJ+54TrU3kzdbu1sEsDoXjt6pP1C8dmsWAH3Xbimaua/HuL6fceGFVdPdBcHr14znnVoGMNNffy5sp8bO8bH1r47Fo76wE2Ki/dAsShNe8V4xvVoX/MoxsAVjP+iTPJsvCJU9OFLVRzw1w1T4zpf148IcK/RGwO+TOD9Kk2u36revP2Cd3tfyFwiNfKHEo4NmT/IUps3i3uVTR9Jk6Zw6pRh43qExLGJQdUVlLjTT3f0YeapCaWwxRMZwEPbK7DCEW7kkiJMErQzRb4bpP1zf5s+v1LOk1wrj6qb5V0nPUi7/k6ZTO+6C7r3U79k7fr117kO443zthY7Bn95nx2Of+gK8+h27Z7e4uDA5+d6oiECkqDfUOONLk4L94YHx77OZ64V8/EUpAplIdFdfPQXtrJJ/oDCjFo7pj93fFhhwsEPzdmPgUX1G9ub//W5/3ZfibQFLvQCb2IradagZrX+WT0iK8eAPC4GPRaT/Ukejqr/L3F4qgZv7F/515Vd1rkxfNiKZbMSWrlJHc7s/rqtJj46Y/zUqabksaRRNmve6vq6Tb/lUnr5l115eijKKNBdbm+i7OFy9orMS6d0v0EzpyVHxJh492NfPfMlpcRA1CVP0E/ZdAhK6tMicmVSdXv08ljZa2HcfmwcqFyBm7ufWyyobZ4bTypebGM7RQnAAAgAElEQVTGoiJX7+4eV36ZW/utg50P/3zvaL/mQXdAv3+pBgAb4MhUZaFuHri3bs0O1F+cCvjPhdz45RVysP+xUr2189fhbr+71MkiZZGEYLxytK7JCfT5zHl++doizA3rpjz1d45Ofp3bPXJgJ+OdqZD07WvH79qlezrXhysdCUAu31XHbJ6u7dSppF20U8cuT9SPdifVSUeW+3j6tFxdxQiVms9nxL1bHu6Y49M4ASfPnQ1W1un33qxnsz+XZPG/tXhChH/xkIwkgkwbf3qQxCZFJ7ayeNy2dx+vPPx/BY94fZ7vNmV0F9Y22LWb9pe/QJOQgvGNJHumentxBAAbsdxYjtt925VR85J986IBgLsj9cJTJQ/QWZ0F4WzhWz4SlQx8uSCTN64/st/dKsbnhUxJPGtk4FI3c67Bwh995z1vn06lc5evmPfuVKOHfOxixirnBjIatsMeiPkejMLFG9fqH15prD/+9m5G6adOLa8MSDZzjayqRjOgzw16tyfl9kP+sQb9yKizrfjVc53NTRoMzJ0dx+vYQIYutKB9UAzbZAE5cSoSdW71oEOeWQsSCEcTVIokid1YhiiwIaMk0HPW3Ly+d6+qv/zFcD2Wq2ECRWAq6Ro5SPkWJ0M++c7oTu709/ZvH/n4pX702jqnnouaX2inS5tkJWy+u7P3YQ3PoHt3Ol74xcudcC3OuA1eTpbwfPP9m0e5swBwUOsf7+yf3ggdt5d3TyCVjWH0i091qwqu3St+5xsn5ekeQHB4+Vx0NLG3R38WOSHkpbv4/uJg8bGxFGXw6vkgDOStu/U795oPhVZ+/4+qH3br0UPS0i8/IzuJvHaz2Z3+FRSunl0Nf/HlrkF38c70zcsn/PB+TC8sZTIFlinmzVGtF8a8ea2cLo4/dV96Jekm8YUOXtub//HbR8VjQqD30UvoS5vtdijBwe/88PgB7j7uHeC9g5P3gZv3TBJVt64v7uz/tMoII+TcIHjx+Whl04BSVxfVD0fTi9NHJlgCSl9Z6b52Lm0vedExnQ77zpvl3dt/WXmp/x/gCRH+PDi9wre2gt1b7vroeC7i5XPyy6dXi5nYHtt52YwPaMZjqcmaxLsfBlkAUUbWW0x6ejT3h9Vf+jaxEaVb/TjOMOqay4d5o/CNd8untzQqurfnbhwYADgbDV/urHUpZrxpBB20FIABgFmFN2bFuRXvqFJ5ENVLCGh1o5U9+0xwbjOyOc1zNlvg9Xw+rsyPtmenRK+t+xARV2pj9eBU8PI5scYTM4/jtlxaI7fG9XY5Q/BrwbAbBQaUIOJcGg1Di3mBBiQ6QAWPztit86VX2ltDKofgWVVq4z/R7VmeHs3oBvfjWjkHE1W+Vd5IafRiZ+2pYbIy8IGshTR02bn3s7yOA581mtzzo5cGXIiqMVVj8i99JVwLwlWWltNQReF8wRHAhzVJaKmhEXbcOFMmAPMLK+GZJLXTSLmQmUCpyDaCNWyVtH4hjd8o3s+t+8luXgTV+tpgSGSwSPokFFSIiMhB/yeTW+OHCmZ350bc9E/1s2XCey5+sdWTq903D/Z3zRQALu/py3sf66GzEnRY2Yk0aaHciJvt6mOPWX/j5aVOFpsBBHB0ZfSxgeNSRj99YZhlYjzW37l8lOuT982Xt6JX1oeAom21VXsHDz29D7PgUyvyxbVhzIO2Mz+xo+38LzhrF3NyfinpDSFt4+9963h8thSJF1ZWoAgYuLMxe/Ok+ZPVTtjjncCE9Yhuj4qLO9PbixOuYSTJUtzqBK3GwLoMLzUfm+89v5wMgk5Ewqr2rw3hB3sfk6L5GKgx3bvMnt+UZzec6Pg//OMTrti5tPfJzf7KgLSCatToqja/8/b01qPnmyHPXlveeHopHoY+Ysqoop7VT1jwp+MJEf7M6CV0Yy3psCReJqiLG/NH6tgpCGbCrSTjDRTG5pXb1jrGjqkxoqJ+MGnw1z6XnA0yqOLxvrh1qG5MZjv6px3qfw5IEmhUAHBabJ1Jet0Qg6RIO7Xi5tr18mAPDx7aZFOSnhFPcxVQpZoZqlAvHkq0/ODH5gcwf0qcu5BsdMMwUc5zhsv52SWxylOySMYHwSQMngrIpER9SCrZCoMEPAhJp7XIwbVpGvpQupRAskyDIAg7RlVep5wOWND4WqEjTYiNWVpvEr+M6cpgAw/n7mpxMPbjFs0ERmt0K9Z9VkHNG9RuDIUjIjJxrNO24xzQUuCkPsf4UPQ2edZGDG0TGz6fLPKdKGqy2rQqE1sd6qJ9ffnSUhdqW1+7mZ9uiWeXEpglAU0LjJ2XszG/XRyN7SIKxNU73emtYYxubXk/IxLqkNQh16lViS2DphJVw5V1mY9eFOIdcxEAqgIO7mGSBKSKfBlDFZJapLZ9nme5/7HGj/a4G9vual9F3U7kkshGG3zYRJ3SvT//eKNdAIgY9UVckswZLnUUkxLg5BAk40IvEkm7tsGnUr47vZV/TMJtOcra0JVl0HH2fJv8ZHTyPh7YlplmFELZ+I3YH1QfJUsfRocnZpZYmorKn07Edn7zxGU/H4YifnFldaVPh0vgwvpXPkv+5XcfIfg+7/Gq530AxBDFXhwW74yON+wIk2DeMnXsPIFaSMzh8SYZgJ4McJG4qsU0D3SwKqd7+uS8qG8iP285kvjKSSNafLKwf1YIDgAAQ955tjM8PZRrK9DpNyarrs1KeLTgR4G9kpx/tt/bimg3NGIhJip/b/c4C55hZ59NtzZ52PE+0E0z9Vryq9eeKI7+GXhChD8zGg2mkEbFrpSRj7tcT+1H1ZSdI3NX2qeSQNqANS62rFZ6bJV2UYy9+kEd72jXv3whok0igkwmMrNNOBvdsD+bHgQnlFNoPqaD4Cy8oojJ4bAthhIi4V3GPFhb1yesXybn0bcotUURcC+amtx84DIjCOMQRNgOcKCsLBS3njqIorO+E4gQIufiDkkoyxiNiGdzr4wlBaEIpNR8UfN7uTpa9604gCJAlVKVYhOEjlqvvbKN40ASxErRcMFqdhCkWRw7scHSgEnOTk0g7/KW9dZ4q5pWRb1D8EpcLuolGa4ziXWsyrjRxCAihksoAyeoCrC2TUE8UXqRyjJWdVTXiW5ibWTtceft586F7zV2uMS2NuV+aOOiCUBFRCdUxdiIa+8mLvJeh+qAASoDSUPx6BACQROTuCpRRVIXYVHx3JDKeQM8wbOfYNmb7jve4O6+HQ6EaAJbxLqKVSVtDdSGF+ALJYz34VoFHxQm37g6750ZLjFO6oQ2Scu2TwO/Cu/WJzYmAgAAIi9yfmDYOohScWq7H0eEktA6T8c6Ud7nFc2gnX+MPDcz7fkoZTSoG0+1/bias2uC8WEiWVgqB02PkV13UjdHU8rxYdiIsFSoK9qm2fynOlQ8DMoghbAjRSuhYWTvzurDh7yEUpKei8+1IckckEqZGqE5vo8JbM9nqQtDBpZS2mMaHpNszSu6mAWcBoi8UozbNsBxq2EAqBXOpoKwuNGsbLj0XThJzQ4A6pLnJChQKkNNwxI/XHycgT0AAEgiBISb7Mwz2cpqSgaRbtGKAgVAappel0weRNgE6AX2yhm+3kMqjdZlUZj64lx968pH36QNK1vkuR52Ex1R5VTVWLBzDj8ZzS9t/7n4+N9mPCHCnxkSqC1ESYNKcYeSuR7AR4fi23Mt/IT2etLGSklrJFpUPs9dZUB+uGw0MttdOyScuiBi4SCINoKsceEOvnvS/wQA+HL6+Vnjd+zBGLYZ8ZvJoJ/JKFMHi/nl/cc63aFdAwGizgYrNFAsZOiDsiaVtZPRI9tWF04DSEYjIKTShBBqLNxu8lFln0m7p6LTgVqa18HMOOWaheZLCDMk2rprl2w7oAkjtGbExqATMDFxwltb+KpysDCeIl0YdC770dXCL3VWQOhSqjpUNqg0KwghnlnNgQBhcQ7cETvfo4eTItJLVsdEpcKRANuV8RTRELUwDEoaODqrmh+PR6dCz5IVaXhdy9ySBr1BsEgI8EoJUTYQ8riDYZMZHxcmruog17T0WKHX+2zvX1xoMexIWwoquG1jdNAIXUdNHTe1nOcuJ1oDAnqOoEFOcvz+pfkXNlvGE1uKugrrJswbPkOTg7NIJAQRLq+RM7uzW7qZx6ozoC2uZJVHVRV+Xuf/O8YKWEhaffQVvHn/Foxq+42b2y+2oyF2VSleMCTCZQvJFfi2PWnP7dD0Jf7Zqjly0r66KC2Jrznx+LL7KKyfFnTZ4S/P9f8cCOM/9pXPaxhTyYXQBmsVftyyw4UNWi4J/MLSyoYMgw+lUJ/uxs+3t0yVlmU4qmY8BWSVJkENXEDncSp6HByyZbJ2WgyXW9DrmlZHsbSAVvX+Yn5lt772vgeAHt/iIkxjb3RUj8BJvv9YDbLQdCrBUS8oUN1KmT8bj29Wj7REjZvmgEE39QhmYdCaNpyE0rpJzgcMPt24/5Nx5T72As4rVgQopVZElN4J7C8TdoDH3Srug0N0lj+f0bQN/cTFoTPEFLa2JVSLmfnRtXLyUJ55GV4e+qfXVaAaM2POGHfP5JfG82n10fkghk0PXYutC9rdLaRBrbW9Wk++f3gCuz/BMTxRlvmZ0XjPrXAuWjg6M6p2yjz6hk90U9WO2KxRUVOFtROFI3OsGmzsA1XGce4DBGYD10RGR9YGtQlqkxRgAVBA4B7L0giMnKy6aRyzpMsjmYg4jvtZ2O/xvaPiYRuakAQDvorUt0iS0TiQxlKG4B2qcTO/tPNIV/mQvGgIPgPya84cotjX+qgZX57vW/Sv97c2+Slhhq7pKoxWiFrD+gt28h2blVZNZ/XcHsQkFiZVVVQXcV5FCyVmCBcgf8EvchOOnZA+WRVD09CZWYS+ZeqkqMNFHZyG8gWYDsF+FmdLiJcgZMgR9UTPr8z2pGvpJi2baOHZp8h8QeAc6L+Pkz+AFnivXX1b3T6w09qZwHWJ6pVGzhE/SWZvEfI3oXqPRBQJoI9X9lcyUI2wdWyaNFdibuiU2H9Mr/8ujRBIgCKinDQSeZGRyOnocCrLIpoZdsE3A9L8Bhz+PzQgQCIIlmj3oFpM6/L+D6mreFEFn/bF38ada1TeIBYRAT0HHMNOZfFgUQpIvMqqKmpb/0W/3wf3J5RpMAaL8qHC1cLqWV0bGxiTvOarT+H0OmntU6nwhJCiTToprtaGgY9OGZN7867zFc6Oj44DAACFSEDaJu68nn+L0oX26jFp0PtAF0Q8/KStI9tcN477Vv1Y7PgK/Rx3K4Q67bx2tjCeu56CmQd3riu+vHVmmS9lfpmrpUpz57i2XBtbaKWNCKGdkkSRAgFTxteCXp8Mu7AeQnuVnXUQS7K6Si5sktPrYXc9jYct2u9AGvuojTQw/+obNQEqoDcUw75sIcK0xEaZ69ODtw+Pf0+GrZQHQIj31FrBPJnYo4l5pA8WMY5Isuygp9S2I87xdbwQMTLDRwJxB564qEfCl/TiTwAndmLg5DrrKr4qIPxCpZea4m0npe94tIvHInUGMoLNmKx0YfNVH4QuUUQCcRrqickPyvyfv3Xv7vgjahfk3GfI+X8I48ixd4GM7fROefD9gzsH9SP1Y0ZPIen8h1C96g9njr6Piyvl7TdnJ/tZPsExPCHCnwe1s+BlZWev2HoPnEd3TAFr5spDs0Ab1yhqZJ+GMkUcQyhJYmBxXy1we66K0jgbNJo1huaKz537FWBjem6dr27IQUeIhcvdg4aR1a5cW6etlCfC/i2PNwhzQnrvnfGzsigetDashq3T8ZZgCYD+z33wOau+K6xCcM7OzfTS/rh4yMq8D6cYTV8C/2uQ7wH5lqe5Gb/fXNdoAcAaKyED3aqsKBD/Fj16HQ7mwHd9UvpsmS7xqrNv9gVI38R1HRZVMHekD81fJ/fWIX+LdGeYZJB0hRwmggtnHHqVNirMLWvAb5HZ83AYE/I/0L7wgSSEM6Pp/Huza8wFoR3WlucAF8j8F8jui7D4fbp8GyVHYMTOcX/i5wbdkC5zbCkUOfGvk9Gvw+4K8X8AGUeC3sjuURzVxISokqoKSiMW3v8qOezB9AXi2yB2IUyAJYwIZAuXcx/NSzYp+cKwUzT/BOwC2EOSLCBIUfR5vJlmHuzN/LDS1Jm01GIGBKj9DByeI+RtCCOkEdCeiCZ4VHo7ahaFMcYGu05eofHz9Ogs6DchiIFnkFlSmgfyzRWqsZsW3v0QWqsUf4FMDkg3h7Z7TOK5xLLAGqDbGHzO68S6H0Mckm4Fxx0JAOAZ+FrlxZIxr3vzB1aEZGsJtiZw+7Flnw/IWWWKv6PzPcOv+mSNPNcjrRE80huyBKcJDgqjNrX5zXr+dUdSsrUEayO4NW28NTaiKai0bsLKyKnSyvjfrPMfmSTA3jp5aoMPX9rKXt9Mn+0unY9PLZNTqVtts6RHNjwmX4OoIMMYIGEyCjyT2tJ6rMsbk8U33l7IciOj6wksf9nJW8hy3Sxqt1fvXi4fOSv0yHBIn0YI/qPGd5R517Faw1jvX20eicyeo58c4vOFtc9p+1lV/IkVAvt9MiS02ffHq57edwsXfsblxNrrpK0+JmnMyKAxcMbq87b+OnIPwSG8//CJdsi6W/TCGr4ck63nSPh38eAcVCPM7iGWfjaxk3dmd7+5e6+2HgAkJD24ENGn/zOafRbyr0Pnd9Ef4r0bzY1L1R39kIRQAIMWeeZl2vmHMNLE/TfQfge3r5n3ts3HWkA/wTE8IcKfBx587UqCWR3RUGYJCStf+kdbHA2oGRzWxBmi9kA00MogjEkwoENCdYUVAMyMmqrZpGnGTTNxxWnMv0fafdZbkvFyGK1mcqMjLa1njc1C8sL5thSRIhqJu6VZpRhzS8Lyg6Pq9oOZvKe6yYX+SkhaBij3/gzGf0rSQzCVMxM1ubLYqx8SUD4tNpblhiDZf+3nb0Dyf0DgvN31V+2DTNfMqZGeFq6xnipivkPkr/tyBPI26Tjs9km0lMiUifcX95Sh3kSNkoWze8S9THSKZIOwi9BtU9EJoJv4fgtlaNAGjZIKceThizDrgEOQX0L7Q9LJCI25k2ETSbNdTzu0jxgYQAn+aShGJHvN19+Gfgt4zF0a+qkd9Xi6Fq6EJEEUBuGrsD+CTAL/LrQjpJyomZ0nSRVg5HSgtaw1rRw9InSbxK9gfg+yAwhSyhLuo9CwUDVicWOkilpWSN8m7BYJXofpK+AkZjmLuwHtJWSty9LMvDPZLpRn0N4l5HtE3CXRlzF/FoO7kPWkWIqDjTR2UI90NfHTCR45IAck2CXha1h/DtgtHC6JbE22Yk6O7Af9Vg5MAYc5HP2ADl8gwS/7soRNSVYkhcWjYYqC3AFpCP0qtcssehdWI4xbJJs+1h6JwCwhh1T9p9L+C9JCDwpm+WNbeR82HeEVLX9ZGmD0IorcH43gloZHsu4F5AKyBa3XSZ0KcZ0thT4YkH7KyAgPDupmN5/OdLOwunKwILrwize5lDxs0XaA/Onn2Oc+Ubw06F3IhlUliU6cSueKjvw0hyYCUzDJmKp8VcF85ma38qNLR0c/uV6u4VN9vhqJKGKDLb/4vh6P9GTHXh27R6LbPkufi58LeQ+5XGFae/8DPZu43W133Cz+afYSYJpT3WLNp7n7OsQKmznuX/E/gseAQB3EX+NkwIMfAhZ4MhEOyTMlwYiYrwrzDbLGkFdwdF8a7WyWvtw99Vx0fglOBdhFH/4XuL1Hwn8C8jpUc7972157t758pAsESKh8Pnj+LH3xFb/2j9BmBP4ZcX+I24fw7qG/9aHMPQAERJ6nL27CC/8Aky+S5l+R9v8C9RG+MYGbxxTYn+Cn4wkR/pxAwC5biYNuKmQnAkntVB9vd0bwHnRIk46UPSFanMYME8HX4zYlemJLAFDocsxnOMpx7w4cxdDp0bQnZC+i/RSX+6TbBR40+3PbiUQ7COqFzCvcW1QHFSMqYWU2gN6h2zbgzg7FmWG7JdoCY22Z83ZOB/tej4weq9G+3XmYqs+k3XPZeou2nyHy+9D5A0SPCkDP4JFcikIzwVHCwjZvv0RZQvj/CJ0ZQgI0FjYJdRTr2+X2rcWktq70GghBigsi/ym03oSsBbIjoBX6LFNpqrhw/SCzniuNxJI+sD+G/kWSXSdtA0GXQzs1ncykqWWctaAbkJABpw6mGP82aX2DdNoQdInoJ9hJ/WqXD8JsLeyHEBPkaOk3MXuDpDNoNShbhKXCeSgmsC+IZD5QSmjHjIcjZAFwAtGfYpYAiZlNQxvENQ8qJSfv1zdHc+CYUKA9gBG038buHYg7jHYi10p1lqphz3d6+se7Rx2yJCEhhOQgxtgeApvyuBdhJ3W9Fq50GWXqoNQWFAL24PQcogUkW0gvcFIEQT+l/Yz2Yna3+Kj3GKGhADdxdQ1bXwV1Tw5XkiARZF8/kgA0MO+ypdNh8npcf4/GEfIl1gNSTx/13a3gKCasE/V/q53/X5g4HN87yaluDPcUTIdhX0ftqZQTovbtleoxaycDdQ2LkPAq7F4NQsEVIeXY7l/Bt+4vqNGO3HTfb0/gXg1FHCQi5KH0AXOE1p/40t65gQgtdY4eLXBekoW2U9sc4uSQ3LqOd4/83X23e+T2rqpr7+b3biymeaM/t3FqKehLKglzGuqLvh65mw2Mj/kwAMDzneWlYMAJZ4zf4OE1QpSbTk5yYyhw5kFLwWZB9KcyExwdzm67i4+vBAAP9RLf+mIUrMXuxxCiVyUer8qn0BnAFmNkI2ArEXmHidCzhT9qYPHprewrZ0+tyk6XdYVL0Qvr8P9m5IfUFLgzwp/MYa9+kG49n3U+M7ywIVfb0P9l63Iv/lvw7/m3DewcSwxsBe3XWs9tiVO/5uVZ734bVi8iq2G7gifp0J8ZT4jw50ePtdoyWOoSFmhL68PihLkfCq7Plrox7cW+HYOUKuSwlMksRs7VqD5WCPQGipQEbc66sY/Tpt2xWd96od+5XedlM6+qea6OFsWOmiicKl8HBBzNR+7Qgj93KtjqpyFEzER1QwsDEzMuHEpM9+DKwwWkkLNPrg0HQTvAeO6DQ8dKNxvh1RkcPzjfx3PJ6Q5PcyrfogEH73xuYVbT0YG/+878yrVqVnh16EaW1D3RiXgwZ1ISkGhTAi3hs0S3skYmRRTSjXYWhmy2MITgXZ8cET8htAHZYaQT2larybImbemeaHVoO6SSeDr1fg8ZI46hS4F2A9/Omk6m1tfM6U5MbBxQBlZopz3aAGgDYYuyDqOd2LYSu9DV9XwPgKPnpfLGeeZZg9E+JC1CU4ahVDKqvFhUbP7W4e4b2/MaFkt0JSORoXJOhUGaMGyHvpXprKXSVhN0dNrVrFXO91oJZCHwlHBPxJjLdmzbiW5lTdYy/a4NWm5cVHmDAQQ96IXIDeGUBzuBbCemlal+y/W7yIW5N3/Y92cugE5I707YGyTQy9xqh7ciOm1y9ZDIwArvvxwH7RjeQOWgGtv9W/7GscwEAAx5ezXutKIgFXKK5kAfN0G8j4zyU/FSHQRKsoA5bYq5OyGqcFD3aLoctTuBaEsCtLijryg83q7iwTGw68FSKwxaISUiL2FyeW8xb8bbefnW7mxvXt8pprervTvu+hFc9ZAjaA+NhUpB6R48rp8731luZa0ojLgET5Uxcz2e+xM8jQFAML8UpxHnsaAJY5w466qJO6FLtoGqgcVGMByEUcpZwkFQU9uixhMGNyURm2INouzrNI2FcVCN9HEpIgBHiG1xacLwIpeBqBXZvavvfPHV6LPne90w7rIYnbQWSmNndjb5f9l7kxjNsvQ67Lvjm98/xRwZGTlndmZNPbBHsrtoUiRoSTBFGAQoGIRo7byRltprYQHywjAgCPLCC2thw7IF2DQlmt0UqW72UFVdc2XlPETGHP/8xjtfLyqrcoqsHkRrYeVZZr74I97/3r3n3vt95xz/QMHwyN1/XCx7ZTn5zubGRtLPcYI8fc/S79vqgf/g2Qzn1Tj49skzm9FijBPtgj+3nYn1COQU7onn1IBf4HPwomv0l4fwI098knPFRPGcsAgDliAR4oREFWI+x6RpoZMki0nkyvTq+OnhpKHYdh+DWor9QoCxJk0YmQWMFxbQaOQLKT5TF3mABoa33PCzGkR/keQxNsZKrAJEvVEP9G6Gegym9sm15OXVeH2BU2ksMtipSmoFB/I5zfqrYbLcwZHTztJGwgzk0N7b8XdBfyK4f4SFIBwEECGiLaqRkyAtqiXFhjlLpQnK0/1uhLXwPs+NKzQjRmiBLGVeBgFnsU4imSZapebcID8c+clQAbjKtVM5b1DVWOVRN2fdnEK0ND+x4nuYf6hkDYTKCivlrOAkzrCPMMlC1EkFiRygYGtffP/w2hI7ZLajHFvGZ7pAY4ID5ghvMWs9L2Zu+uHOvWuzCgAsUjlzKbEcMCIIvCHERCGEkeJhy0JJY8UyH87h0N9lBGVoMSNxSEhMXRKbJJVRKqNUQm7WMP4SjXb/qqpgfBt+1IOl0/j8iGVLKc4zleUGxToM/at5UuH6g/uPHtMQbmJol9lLYRL2OhbHEOPEBJ0f3H00rQes/ZAN7tFkPRXDYPL24U39TDYQACg8z8KFH4QRAhN7yUpkj+FBaFBDg7IbQRxCaRpfy+PygAEADJ5lfNDPHMGOatXTaH5cQ6jFitO6y2gvpdpjzORP9rbf3fnFlN1ZF3W7iqmmxMoKL6DYt8/d8cx105JJHmICmbOYMjmWz70LgjXndTcIQ04QsnPttgQc128EymvOm2kQLMfYgikxPNsuo0CPYWuFJB3GkgDTAFFp4pouLpKVVexnRoimQW4G1Y6r79iDfff0PvXcKn39pf4GpbixpW+90HNc7cF29YwGYzEhv3NldZmyWPkGi7G1yFWtKw7dztTfhxf4xfGCCH95DE2VOFf6mHJXyOeeyGs8CXhMEWlRpQOtFFPEhYFaj8zLS7IAACAASURBVDFcP+b6xlc3da0mo0MfLSHSsWZOZJKj0ehnuAXWwqhEzUVtwc3BbJvdGtraH0Nvi6s47GrWKANNrcW8Hu+5+89e9glW8yDvthmESnjGXV0XKt7pIjR75u/JE7+YqsA3SjEq9WE72zMHU41LSSuFX13SQUS9BolZC0ZyKRHGgISTGuOABCljgqogkisrvk8FDsi00FpCRWa33PXalwCw78mk7Z/iebbg8CBuK8NSpio18nrPlXt+eImeJVw45HEU0NilmYgCjIZ2bvTcHAIcrneCIGanWBiABnBAhCRli8qbk91PWBAAlNc4nmWUR5RThKTTlrSeWhd4CCWOBErFzAjH3cgPCzu/wM90gpNJEHAKYaxZLFksSNygWOSx8cXDyVVBcwj3vatzfsGwSDNnuco7EiXKOd8r8FMtLCO/d1/zDqxmFPUymcbupTS8NSEHs4cf2KApTtK8ExNq6rmKRnCsy/TUlj6eRP2MUc9RLZ5jN4rBq2CYLfgoQqKqR/q5KuzSVpBMwl4ahd60tRo/vR38BMb5idtdS1Ay4J7I8VH7SxxAjW29kfDG293a77ftu/MRPB8z5fbb4UKPpaEDR1zbjI+O3zsCQO2MY9OkR/IkVE4r0fjJc318PJslPcoj7IkIcXtsu4zyFkWTpIN6eaCRjIVyB0ZgendSdbXfr9rdwj+YtR+Xx5cYf/2b2XqMWS1bVc2h3bHyw3bnwB0zfr/5cnr+BKHS2qJxWjeNu2MOPrBP52y8wM+PF0T4H4T7s6ZQgnfgYP+569zKz0ncCbsB4zCX6uZ8OtWzDUYL/1xZlff+Xlvca4veFE+P078fi4/vSDmfYcWmc3tr8nleEknfs0QT3IwrtavFHflwyZnH+IuXQ0/c/kzfuvFwusShzvpNAoQ0VNfWh0e/cSLjsd+biu/++InfkmW6N2iZBSlYXdZH7dZtfQgaoIXOhAQns9oZXLe7B/jImBvz0VKUtd5c1/va246OzuDelTTTTq73qHK+LmXD4QDaj5vt2j+U01mwO2a4Mx4u2zg2vXZOypbdadSdsrovpgBwV8seToxz6yzXPkTEN6hcXySHFbq8GmZBNAjDBItYzU7nHU793DYj3VRt2fonljIF2j+dhwthvJIHDrmp0beno0qbSaPjjhwkUteQt9HXz5D3HjR7ZquDfS9YJAFCkXWBkkRAIFksDkU7qZ94gkdueENYnq2ElKXMCyQwkT62af/ZnAr7sbzH6gblOUckCFQn8RcvsIM3Hz6a2lYmmEK35QEYXRT6eIaT1k/YMCYtRTC1xwcBAkBj3f3ZlCRmOeb3i6J9fnRD7UzdHc2RwDFCRO2Vz+WPiWzuVjvxeh6G0LDi8+MjjsUPfyoPjo5Ui7aHx9zdUopxgE5ukEqbj686ANit2y9EhU01cmRU1ShSqx20Pzx+ETn3ExNRmzKEvZtXlX6u8HxHHJxhhCTEYInb597vTnO4eYKoiKLAtbqqjXvrvfZPh23Cp9ihifg8E9HK6ZqqsbaHZX11r3736PgTmpVlvLROWE/ruWgau63N27PhjfZpsWDG8akVev4isxx+9HYzfL75+AvACyL8D8ekcfC5BkZTZe5VB8Ggu9zHtJQjVd2cWjjel+pp/PwsCADTsf/pWMBxUSybfbY8CFY36a379ce39bWtmp5EUMjD2v7gYPpJ1elsL/zSqf76KlVYxbS+deNTng5V0JPgnAQkjVuOaBd6zGsI+K9ehL+68ejmcaJIt4rAtIWvxfx2+2jlOzf23743/84X3HyCj0b23f0SAO6LMQCcCNKNPDeg3hruXS0wu+//4cUBaoLdQ7hb6HeOJuVjna45oXmIEfaV9DvzBgT9YHd2fb/+zKd/Txd7ugAASQtOU5rgkjTrq+RLp9Z8E+iWOcWcIQLPg4R3U7QY+I4y5Uge3hK9GHVjCpYMgnA9o0FcDHLMmCm1HLezOG//7OZ2q93fPpf0qihq+emEdZfIEpLv7I8/LO7WaHwu6iFGJNEIFM2axYh0dXQ5jHsX3c2j8tb0IZ1viYke1g3r6JwnxKysufbIySO6nLDD+om52Hn37mR/XwxfRekXOiGK9PbRo1n4SJj3d/c7K/3G+73iueuqfoJPLiRJiMpW/fTO5zm/Ly+xhQFmxI+Lz/O//e0v55tL6cFQvXlj/vHW57mWbKwEawPWyPb7V4uD0dMv8/IKWhuwwPOjibx78MTn9EJMQ+gPcGPdnef4ZC4G9Kune5fP8HzR/es3Rp8ks89b//726JULmbf43rz+4tlOnKHRTP7g/WOsCW6M2s1Tk1MrHe3ch3tFrZ/LFnkXwsUKUbw/af/ig+f6tR4Jc78+2IiT+dzeOagBoB3hswN25mTQX4eRlH/6b5/rufrdv6qvbOrxCPYLPZ48d+CfXIgJQ0HHlLK6gcWf3pwVz3jmncnjr51dOLGCor6tiBAv2f/n4K/Z6/X/Z3hBhH/N2FjC89IXTwas7JVtOHF1QKW1k/rRW5sFKArR0fwXYLvPwOjxKazP4rWFhSsbnYUlYLGGNffxbX3tmm2acmvr0e/t0+BS59QqC3jjEBO5s724/sS34vah2jwzPZFEc2KGw8VT/Q5tgBod6XqBkrN9e2fycG4dtZXvhtqLUaHeHw4DxFaDznIaM2L+6nCvmqPv/aSeyCcGbQ9nZ+MzqzwBonQX31BDTvH/+m/mvYzsHuj9TyuvPRKeSPqV0me6g5O9QJ0cxnlzMk6dDBdO8vOBG5V20gqO+WE731GT17ob5xaSQeoDJr56KZgf4eKQg4m1CaVkStPK66GedaMgzm0iTYf43//tDtfcliG0kWi4VUzV0T1jMLLWG+77HkXLcbWlRqHiTvLQplTF1jJL4Mu9hWuT/fcm+/eryUJOswjfH6q/tzmQU8bqcJWFWUYzu7RC6p+M739SxtsTcu/uUb6H/tZvJ6siG9joqyvdNYC9sfrB3u5TycwHjRlemx0qZhqiCgqPVb12C/sX10dVBVX53En8yycXYtdhigStPtsVd2bHH+MvJ/R0Z7AQxla5K4t0a3i8Cm05Zat0gZZBx9rU+GNtyT7B+V56prOw2GPS69Md3NbT+ZPjYq0XfOPUojPskPo1Im6OxkdSrYbRxYVev4dOLGPclXt1MyvqcvL03XVp8DfOnL60ynuhnpWlKtBn/3V7z93emwcY/+aFtTN5RiOX2Wp/Ud0+LnxjvE9mXYZis5l13ni+5OD8YNCBVLQeTdExFcLH8O4d9e6dhw9oM+q8dqJ/apnkC9rkajGiO6/pj947Zl+4zINzUXYxDhe/Ygquf3xj/tO3nx7eKWZfWVl9KU56lanGSrlW4PZZFrySrL6ytHAm4hlSzEslHTcv5vmfgRdf0F8nzp3G37nSJ00wPkT7E3d9NP3EzKIU/v27Ap60Hf7qFX5xrVsXeDLyk7m5Np5q/3Mx4kYenT2ZWWRuPigO5z+DDNf5YI2vB5pyYZVu2uLhE3+cBQHgYnwuMQNdYuqMIdg2TS0fTj2zuf8//rQEKM/xzTPJYjOLkATSqbBDuadfP0XWu6VuqZFcHtKr9wFheO8twtD619LlC51unJjx6v0rX1nyJXV1NJzQ8dxvl9XMNAjoxeD0Iu4WjYxIdOnK6jdPmKgJURkdDFkvgF7UbokxAbzJTm8GOebYGkdanls7CHxkY+8T7CLgUcJw31nkaRpUK7TNIAx1wGh77rxMdRIQ6iFoVNzUgWy5lEwYuJ/UyWI5VxZi38ncSTUYHXqj0lbEyPBWhrWkyHGMMcVeE6Mw7UAvCcakYTFLTZPoKrZVCA0NhD9FO4vxBiXe6vqdyc0LF5AtMbFBZPJGhlQGmaELSL8Sxu+11yw8fGpxF3HHmiELVRzraJlwYPBqFr1d3LaPtb1c/AL51VfzngnkhNWz4HAMDybNx9WB9Q4ADvY/79QrJISJri+6BmOiVQdLeFIj/xk6QRSovp2F2Hlo2Fo42xPHEEOGEzXPKEmMMqF+LhEmOMhJ17e5LTijth/QDm3mTx5X5CZyVUh02nXMYn0pWbiS4n7EFzuw0HNhoEgoMUO/8qr5d3/x5A/i5Fv9L6zRjAlTzes7s0q2T38JF7K1WC36ItStZgZvpNao8f3501y4GvbdqGvBGdHk/Kg4LnPjTJYEpmvGmVYONbTHJtOftQjFgC9HZy4PFk4ltBuohDatq1Rji+O+rZeTzZeX+ysLeCFRAWutK+7efvrPiFH0le6Fi0nWQS41ipQ1dvr9958+pD3Pzl6MT/aBEml82woAadu33nuhKfwZeEGEf524sBYv8Tgj2Rqiy5ws0+Ubo/J6e88d14u2FCcDlK134hLYIXhmejeK/cr9jPze02lnPV/KKWOhpRtRVe/Xz8klB4AQhavkTOQzZlw5VlMrDqfHXLyI1r1eMCLXTFHApY4OG4QR2kxiY8hMK++J9pb5vnahNIxr285jvGo2T6uTUXc66e/sYlVlZRmX14NS4NPIEuwXXIQlppvluTU0SDIxCVufpG3UlWFH0cLh1umey7kKGzOvwGzwYCPKQhYKlfAgScMoV6RnjADdpTxSuUFybipuQ3M7ohRFhLA68DIDERMZEoG197FPwdZGK1lnuFdlPo50oBU2baCbWDdxU7NaEqHRbCtAPb4W781Hvo/i1ZUEcziQDGQCMlJVUEuiHEYYEwQUG0yhdQEEiOiwqBlpQ92kZRXUTdAKMDYJ/QL3nlPxSkJm1cf1FPdYJESoy9hUiWm4b13m8ks4PXLbNZo3vjw4cEd7ZmFAUh+KOkEiZoqu+P4V2vlIv/3Za9NLyUYeBPMIh2kVJnHIk5hGZv2m2Npgy+D9h/qRRe1mj0Y4EAKXyrXGBYAnsyBw3HnSSupU9uwL8Amw6jSz2NHIGC8koj6B43ZIWtHZJDJBoozHCrokntmHx+MZx2e7nQRyovNSuAB0QGFeYIo4MtBj3QdPet8UBZqQgJtYCG4VJs4mmC0z3iU68i11UE+stOTHP376OPcM+cIinEAtNLiZFc21w+bW0dMMF/uBqnsNRkBb7dA6CzZPdq7N9t7YfnSGvMQyXfZLkyEP0qAUhcVxdQ5ruSryWZMIjWSNqIsBnpVPAABQoFeiS8Y5Y/FZutn3PNAGi0qWpqjR29vtg+0npgIM5DJ7+Xy0sEx47lok6+lMvb+vjHyC1zmkL/EvrsJCoB2RUswLpcWHIz2bPRrODMKT6NKa3+Aq8q3TTFpvVdvenMnPuqte4Hl4QYS/GDhizoMDBw+VUoQAYZgQbFuv37variGHQxtDnONAMXoijJ3Ob5kb9hn35NHQrniGSUJk1Ast6sRSxtfbG+a4LJhPsM4WU79oPRvXLnIaDF/nm9K7qT8s3DE1gAxOIhIBotZKYWypYHf89GUYWAevA44MoFayRlnc8S+tka+fPW+rbDQJyyI8qFxjMIDVljWKOks5sLO/svvaUk6qOOC0oWju81YnoLnz2HrnnallwDxytVzw0RIKd7XjNop9pzVpqHnjMAZdaeoNk95YUMXBgsoajzzIiNuU2yzUcWqR80J7PEPEOFJh4TSqhT+C6pXFTt8yUwdtndRtUCnSGG09MdgDYpVkFBnuQieCqnC2DWQb1W1U1rwwvgFnSlz8aHDnjYWFZYHP355gzjVHijiZmDYRkpYSamQdQgQQR5QpplFgEeiWBiaSbdRUQV0lpaBXrPiu4x5BqCAwCOPu9R3bo81gdcnV1DVR1cRNHTQSaieQX1mD5RA5gffft2/d2RFdZxElvgl0HV+RsGjE/+BW1+CL+3DVQgsAB/v2cMlthqFuAyzjwGaRCRbcYot5juPS6g4sz+Hw4nlyYTk5E3R8k7WzdDrl44LtyjHBaEXWkaJvUq5sGKG4fUYPDgBS4VI7hazUxFhG7YCg6Scb0ysLGXcxt/m4cdqgmdGUi8LQ0gTc9eBT8vjty0sbdLWaJdM5B6yMqpsaSKS1g6Ihts3hSSK8P647HsXAaegRM9jhEKVCkhox47yrXMOa90ZV+2QQbh/O9Pxp3SYzkEZWD1T1xuHT+6wEulKnOmS1clQzgnAShMixAa8e9/7WhhUiABsS7McNm6jj651G8XnNOwRq4oV3PX/qfJiO/NZN+XSpv4uWMeQ5DpBLiBk4CXVdS9SK1t+sxV/eeLqOuwFfXranE82cUJL5wtY7Wn7vWqGfFLgsw5XQrC1LJhsoCYAl2xP51s5sLh4R4Tp8LfIDY+Kvt+p9lAB4p/CWrt85eiEr/Nl4QYQ/L86lnbPJhveRAVcZvS/H1BkHnnBIQy6t44Eq2vonN2cXuuFy5LACbMMu6hZILiA4gmv+yb7Eq7sV180670WYIYopCrshGchTh+7Gs789JuSl9DzxHcksDQoeqBzTVtOO28gor1n2RvV0bAUCSnC86nAtsdUcIWi1yXA2ArHOO+t0k+jFQqMWWe9IrcnvidG/iwZjzJdO6JdWekWBRBsT1sUoMRAcgZnb6VjCl5T4gOQc/KmWeB1hHQaGRYjOdOxsKC2tnCuQQ4CcRbpF1UcZ5b2NM5AaMjOBktyqSHvagi+RXwS14zx4FKF4fjO668Tp5XlTelsTIQKpA+HRZdT+2MIFMPfAWx9b6wTA9m4dmOps0GcCVy0pBZ05X4K34LyjxEA4sE0bicrqEkSDjQ6U5FLw0qGZ919GzQHCtxx3ntAjzv2pjt0ZEMp80LRMiKBR9Iqr/gyh/xqm91D4Qx/EgC0Oq4YdzlTAmGiZaMNKkq5xv2YPJ7j7p54mHsXOURRt0s13trcjMz0dZNDQpmYd7f6+2/5nsPg2whwh78H5CABuHGojxt9Y6scKy4ZAHXzJTv6uh3+KBh14de4/tFAb6T+4XbOlTqQwaplo+WWFF538Z25FSmRQHaAl5EdJiM8vxWs+aXXa0g4jHYCw9pGua83UWVU2ITGWLsMlhacOVb1Ok6FOB5bbJiklq+xYSNwzOvB6R6EcLX2LbQKfhb3JpZXA1t1ylk1MsC3H0OKZRQqc87iHN5Hjc9gTXk7m9kSXch9xHzOvjCSissQqR511XvsgRKF4LItxauT2rOyHcey4sthq5jzWlErtSMMENff15M3Dp/deCdpsbTgWMNFijCbvizvwDCxw62kpwVlGgUTEg0Qtq66OnxDXt96VGhDW1pi5AuGPJ8KZkaU2L0l5BPi7Lsqg0/e5wTU82/Pmc6SXGg9nHfuS1u9DKDwoLR/o8Y+OHtVcCfAeeslB+Cos/yHMyjb5S8LGTh662V8ePtDuIb1lsBzBusYBg/XftepVOfy/YekA5Lic/WB87zO7RAK0D1c07pZA/5E7jBT79zgpwU6a4gfze9q92A7+bPwSwp7/RHGhM7jQXeutoYRkDDNHRktRtJ6HvRQnOWyuJudOxoxGM1R8cG8KOjAyBJm1Imo134SwQCuZ70cQW5AWNAAo5+tWakWlIkrTuSR/oyq0jQ5QGqHUgXj8QPUbgwtLdD1gASIt0uo7FbonmWm5kEnGGeWyspPm04ERQieD0wFae9nDf2Wru6Y/lKQSVlm3pR8ob35z6ZV1fIapBW+7X0TmMrSv+/Ecwu+b1Gi8MOCrsXOSmDaUTSLbuNa8dvh1mH/dz1ec3jPp3ARJFndoy1WIZAg6Gc/YrGFzSS/h6tvo4BVUjoFPPAl8QNpUoEmPxLHPqoaP5nyu6QzcH8DueTS7Au2PUcohiBDGLS10q70tKt42canYzPvfRfe+hCe/ApMGRfcg4o5FiADS29VhhHOn40by0qK5t3+I7r2C6pfBvOFDaDEmfpDW1vi2Zk0dNXU0V6RQ+A/R/TMwe83Xf4LSAEiIcOC9Vlighti4EXxUsEKT30a734HhMpTfw+nIE+5JjHFM8VhPEpzbNmlFWLR8ywHC7qv+6I9xiAC4ZwnmC0GMsNwqhkoTZLJWhNuae0Cvw57C6CZ45BUCDUg1UE2lnlYN9okW6b6IPrLZ1/3BGvFvoLAHqwuw0rb++mgshME2bNuwaUIleN/ov+XHOXJjREu0sAAnkBgg1GaUORnpJpF1ckmiP/KTKwotGp04/X3dIS5fxusn+MIXNqKvn+h9sX+Kql6glr3pNg59RfvfaKdC4VQz4TdWg95qEm0s0RNZEENWl5FSsTBRrdUrCl7R7VWd5GhxhS1sBssn02xuK6kQqEyIsLW00sYosqLQSCNlcBctdGEQY5i6R9wmLY5s4lQkJVUaKe2lNcKaqSyuVfevzp+2EcdoM8Ansaelne25rav6Pfuk0RqHLIYTFPUuWn6gmTDEamI0nujJe7NbO+KJPheGVqkNfl8VP9TY2CCH/vwZ43IEmMMqtvFrrp0bctUG3Getn39k3jXwqFKIgabobIA3Njx8G+pfQ+UBsKvOjM3wRn33g+KR5TeBsAeXPF76LRz9gT+843v/ykcTd/hxdfvt+T33WLhjF85QvPwyiv8+zFPQ/50/sedm98XWW9U19Ri9nYavErRcYfwP0YyC++9h3Tp1qHfeat891mDhBZ7FCyL8edEYsbTBOGEIo5nUjS1jws8RVBEfxn4h7eRdOsjT+GDwzmT3sC1HrZpLN1e28vA7IE5AJsnCKb60HnUAGYJs63TjzFDPCtkWAioFiXJ/j7ZlcMLThSXaizEuXOXBdyjZjNYSnCiLvJEY8H/hqi3NbwuIaTejPgjlxAxnWgPAJfqFU+iVDloJ8OC/8fN3gH7PuZktCze/az9uvACAjXAQ+q6SvPaWgH8dph3QBGDfJ9J3SRPVvuyHdFx62YaNYJXEldf/GZqeh1IBPQX4PZ/jMhYCpYEwmhIbCM32Z7iyYJF9GWY9UF+G5gfQT4GlGKhjNUw5CkKUFJoOS7SEFEbmkp9EAOeB3oQsxziPTMI9j8REiUlJWsMa8PdR+DIUDghC/GPo5MB7AVlNok6CZ6rhLnaeSgetc8tIXYJ5H+C7qBt7RjTmYc28U5KKJmjaoJas8nAX+HmYUYQvA77q45SgjEEcGsyFCIq2DYdzWjn4Loo2URMhcQ5QAZkCnofQj0gSkD05xjrVMm4tKcH8FMMZEN8C/aHvpMAyjDsRWsyowe2HxV6tJbKZAHgbowaTX/PjAPIJJF0ULfIkY3hopoWVR3KCbCg93Qa4RfhLfn4FggcwGOBshXVWw+y9+fZeMS+lEYbsaPihZ3dwcALJ7/jpFcAD6FjfjUxeS4u9n5VQteyW5NdtdgiKQ3veq1/38694cRnCUdxbX7InumjAOgFKahGUgp3w/rf8UQ5201vngjtokBKahZZj36CyMmZa4bIljcel9191za/68p4fSMIXw6jPg7UOX8zIoRnuTrUxXAMtQErU/h2nSxVL181IvBxHC1G8nvJDMXOAztJzK/iCdYm2+IyzB4As0sLV+2bvlrk2Mk8I6WJY6KPLXXTu95D4ARwe+Q/H/on2swTzC/TiCXw5weuA0i95teLEh040tt43Wx+pj0r3RNHhFHyD4+Xf9O3LTv2x0wqpQ/gAnjSfy1DvLPpWiNYFqL/j27sef4R8DaNb/sePs+AJvLmBXu74s3+E9O/4vQni/wTyj0AM3d1b9r3Jp87gBOHT5MIGeiWG9T9C5jLM/g1e/D/BH/ib183bE/foDDND+Wn8SgdOvQ7092B4DUX/wvcaf3TLvbXnHjzukHcaX+76Ewgl/wBKhNQ/QSscrILJTf+29MeUS17gWLwgwp8XrXUGVQI1h2VdSNEoGNfiQPlGW2MQ8XRe+PkedsodNOPKmdrXI3c4hP0ZmvwEoREKOpQuRXw1Y72UrGQRpXrUSg++8c3UDSf26AZy3+crPsgXg3A1DpeSsBuhw3beWNcnHWLSWhLPWkvsnxO0BQbhNMeUYHWk968WQwA4EyxfjM9FOGCUnycKgfsXoKb+3gxuFnD02dBVWndpVzoPGPrE/Q4a/zH0/0cUzYGEgBiY1jRH9gBbLiSVirXWGOSnmFwE9Y9w9x1IYghST5kH4dq5qRBQBMG8RZVAQ8CHKPyfUfZ91M08y6jvBC6LdTc1mjXgQgS8AbTVOg/kCLI3UPcQYgO8y1Ae626m41wMVqsRNMWMIgQ9704BvIm7Sx7d8nmPkD7Dg8wudHw3QRGOsWceYet84+n/BgOP4iNIuxB0EEYOB4FwBhnFtWZCU2lx6G2MEAD9ke8qRHOC81gnsUpTGXRLFdf1PC9bsMi/BM0eZNqHS54NSdjjqJ/5bm7zXG+7A1PnxiGHEACaQPRNmK9APKJBGpo0NHliFzpo1E525ISjKIAcQXAH2BA6/yVMzwM/CIOFGC1mtBujmawqp4/83gyGEokR8ClkXwT4NfC7QdqNfD9Fg4QettMHcrJn9sf+sIJiH/w7iJfQWwf/q755mcJ+GmTced6IcPZAlcNKPHDiYyJ/ytAfhc0/x+vXfSfFaB5GEbaSlGNVcUpLp/dnegvXf8b8RuCv0/D/gsg4zYnDrFW03FdHPz66c29WlKbRHhnsCDP/kiYtJsipmOJ+atNUpYk1vP7znXuFLZwHzMAG9kNCKsS4YyGFfkRWu76XoUFGVsnqBttI0ICgTCOyS7RjClEJtNa+nLonHGQ2yanz5ItdWGc+ehOKqXvLPtmuQhD69aWX1tk6h4xgTgm5hv01kGN/Y+JvVcfZBzLgHZpv8eQvaeJ9O3RPsyAAfDt4PXMrAiSm5O8G5V+ReMfNj/wj1/IOYV/pXDjNz/TQ6t906GU3/Z/wyr/FIfXu0L9dwP3PnME3gs5X8ssn2akvuP4/sDMB6B/j/IHXwm8fwUePc9uleP3V+KVF2PgD777sqj9Bg3+NKPdiCjfLx9JFMMKvRpc22ekIev+59Weg/MewjMEpODrwV6tnsiRf4HPwggh/AcwrVxSyrV3T2Fljp0oORTNq6qL2w1lzNNQHs/on0zute/ysxjqojZ8xYAH1nEkWiIUML/XQQgfTUO7NsZPv+gAAIABJREFUPitLWA+6T/I+Z90Q8tB1Oi5JfDf196c18p66pLHGpAXuCIkJh4ga3+piVzz4qHpoDUMAFtIw5hSwmWL8jvfKVOWTC2cAKJzo8KDHE4bJAoVtkvwZMOvqib89g+19d+ed+qrQ7Ubaw455R5xDiMCYou/hAINFXoXgOZU8EJQqHDaGqKLx85IQR4lnQw8EfOhxiiCjLg1knAoetyyvW+eJi2e1l41tIdyDYOqRAJ4hyCOdJzLLRZy2WV+w2NaTHrGgffQByrYAv++DDGiXQz+2vVwGSbnSCZeSpBIBBue9rQxnjuyiIIegQ3Av8HGgPRVZhMDRpmHgsXekBHzTxR9DJoCkGOfcp7FMUhFmguaC9SfTg75qSIBI6ZP3Ib2Lo0MUdAPopLqTqW4m857Jes22rljdDXEQOt4gPkL5OvJFSPPIhIkI4paFIkrdzVGd4WQRrXnAMTAJZIrzgFEToSxTWap6uU8Td3daA4ABIWAIXguIPOpuYvQaF/MezjPd79jFDrk2mntwBoSEKQc8IFmF/F2ICt6dpYR1dCdXaU/FCxKlh/f0/UnRpjyMQ/IbcVtg/6Z3dxzEgQ2iNoh1Z6kxve0tsn9nPDZO5WFwnYXbDGk0OzBbB2Z3R+28Nbv54WQ0atXMFWN/2PqiQ5KKR5wDkEJC0bpWorKGclccXT06mggroI0x6YZpHFLKPcEOvAakI+6iSLJEdDO8Hvcjn1Pg2FOEAFEXMNQJ+ICHKYPGFK17ODQuxquXk/OLeClwsXRy5rerZxQgf/PMyVPpIoHQWyDUM+I4BvBiYraOzSsGgBiTtWBpEIQRAeLlyBw9RYQdHJ6NT1qLSxiFXL+U4D0STL0ZmodOEScz/rX1kxeytS7pMB+2mv/vPj4kbYAb5Xcft/282Ete3zh7IlpIUZ5a/sCx/8XbA/fe3H9YP5mc9Wtr66/2NpZ4/6QPl53+525w1U8P3I8m8NFTbtrfWjx1KTvRwT3m+W+a6T/1Kxisg/mW/3P5uUrHF3gWL5plfgFY72fSzp7pnG61OE6q+wge5MjfDsyJrl90mMWR73V8EhDoJnul2PvUccOCOFT3etytkA7LfKers0CThi6M8G4x2YVJj9PL6UovyfqeNnM/berb4n71mKJ2ISdxJhLUZorNhKm1kP54WXSSmJS2zPGJYg8US2w59jvzT9InPADAVEiF206YeCcy7Jgl3CFufaXszM724f7E2mFDOtjloO5Wk7PkUh7gGAKqnVEKrKJAOVKIGcuVQBVGVUJqWCyqMsQkyjiEiAuLxrZmXiPqgRngwrMWxxonzh3F59bw1rZkhmrDvK+FAwABFOPA47ANumK9kzrlHXa37vs0UMhaYin2SYJMziCLVZrYIESeVzwmmPEY0zhDfIKVBbCeEhdQHcc2CiUNJAuUo8oT65DIWEyxNx4veYcd4lQmoY9jGcRtkGifmrWM7JtKTQwy1mECDglCrnHciWQSiyAROFI6tBH2ADD3Q4quEkgjyDPaKViwE6M8kUkqg9SaCFgv2pP86s6nIb2wq/38FnltMei7Du2mIkhVmKLY878ddf/4nYcTokHTDj5pUX2gd+7RkzIgK4FmiYwSleQW99kHQ7sP44wt5Dz+b8my49qY0b6qyzbYRb7vnZjWU1O9s9VwRC+HX+hzYAwIoiVihWp21Rie0ctVMEZoacCSiAfg8aEfvle/iRRS0ycuNbjscJMmXDvcgpKuLTRwEyip1pbLtSxqJoZaiT11YJVSCAyhEDEIiTcUzUk8HjcAsBzwr6+t932iGjvBNWrHM31Mdwzj1tAaAhegEBsaekaU0Va5Z2/gU3Q5W8ktxdZ4a7zCEp7yIp878ZflDyiEi3SwEq7+K5w7rrpIY0mctwDwjUuDC1FCJBhiiTOH2ngxtXCQ0aiyj7rETy+wb51b3OQcNa4EcaT1A93umo+aZ+j8m2e6ry51ckOgtbXX37XMmeHEXjPP5GF97cTg5UE3tcg1ukLkX/pOKOrSTubw9Kr3BX4evCDC/0iwIPfslmlmJuiAZFLbtGuiyEcJwGOHQJUvbta3gmTZ2ABjx7lxREXhQ9lSbezMzAYxMMRGM7nvhtWTvhKDAV1bQLE3ZVliCwKNZv4IngHHqNuxg9hgKVitHXbITMafxpgtr6DDAz9Rdm4LziiJdRCEgeGxpVxY78SOenDoD8AAGIAaPjEgXlouFuI0Cnhbem2m0jUVSIdDhL20slAqrNtWVTtVkUzYAmzECUoBOy1Fc3AA4y7ExlMEBJyiXjSy0pZZKcPAkXCulTW6KkU999a4KEAReL0YV0GXgkS+1IhS8EIxhXAUgaUY8wiTREaJiHLlc8mEwITmPLSK6kW/NzGzymDkCNVhoFksWdQ41ggkJlguDTSNZEx9XeOqRsoZTmwYWhpLErYsFihSOtSW1RXd6dJlq5nzKOI0CHCWuigWPBM4liXItlEAUPiq8DcAIETxFfxSSjNgAQksT2TYETZUiXebJ+hnRAgAGqoH7uoCuXiChIhBmimIdUTcUvRozNa+/FC/CQDKW6cKo/vMcW+VhVYZ1XC7vE5uXVMBb5eykFJunLcA16rdA+lAwuPnhcobCKd5GqRB4LEjQoryuZJWR+d5kic8xthIZkgDwj3NN4i1YV53UoYsmSNcgN6T9bBsu0v1icVEEcwtA183WoEDZA31KmUsiSHLjGNahPTqGADgG+cWT3QIE7LAXpv2fv2xhGPM5N7YPXht2ac0TcIkJ7FR1MyVEMNnMws/QxDpMKtCpr31R7ayxTEbx8q3AO3JOEnitpc643VTCzexAPC7r2fnF+nAOFfpia6MkBWVR3638Eetjh/YRwvQr15JLi1TX8naYEX1vqs/0lsTeNo9fHOZfuVcdCJEttISNaVSDVOHaHf6TJ5iJyLfPJ91kKdCS9K0VnljJmr/2nPyFF/gZ+IFEf7HgwGzp8eT0eyBYL0CL9Z4dyLubD09UAsnfnL0YLVm3TnNO7A7FttHD69Rzt/aqVsltfKri/S3rnQMmLs7zU8+eDiBnthAaaJBVm2DCpD3xAMA+MIJeuV8kvTx7fvtD98WALCYkd7AMF5S7RxDIy8n5Y717stng9Nn46gDP/ppceeeff/g8PKyW4l1ykLiYyUJcHtopofu6c46ABiq0XISFqa6pecf6jv6k4A692lU02MZAKfCrYVBnOFUabmvhh+7jw2YBxroDPcavloFek+FmV9FaJMlJIR78zlFqPbNLXsfAO63+L4Ol0TwyjLKwYGJW8xpTKbjZlvOerxDWFF6RVgUhsglVgYNT9shVOvL67SlmBga8IS7SumdeYOJ5tzQWPmgOfIFzRoiodupl3sxMsR3favc7kyWSmomGqIwVR5ax2sdqe4Axqt33rh1HyO6QHsn6GIahBASFCkaS5bJ1klozUIfjT51CBO+uak/CKJTC0HPh95zY0kLoSDUmNnTb8LMTT9qPyLpSkISBoZzSTNNG7O4jIaHn33gw0f/QO+Oxoc7KumVZKlFEKoDId98WwGAZbO4Rymj0pgAVebweG6YuzHNwiSPFVg0rxr7XGvpmRnjKA9TSYiNWCV2j6GQiTQzO13uQQShDWwxKu8d7RrvvEAl0F7cSulKKsYAu1rsy9IDbCadKA6g44NIBkgBwJdOB5c2eRdJURZV6+7pw317zLsHAHuljdjRere9smwZMr7FXjdHo+NzHj6BRjXvzkPGtXGz4edV1CSeRnncHfDGqqJ8uHzYOEeRtUq2TWkbEmwbdbUZ3jdDAIAnnc17iwgC2TSwp9qtQn1/si2PkzScOsXyBc+Jqh1uGz1y9sN6/45+Ij3j4ir1CF66kORLPjHazBtrTMtg340/0jef/cwX+Dnxggj/v0KaoYSgw2dmN+HsVmG3CoBHDdVPwzq/U6qdUj2rU1LW393XXzvZe2UpTy2WSC/F6DPzyb2i6faIauih0W8Mx7V1F/rxN04u9EMaYMvX6PYD/WBoDXYmFJARp1Sl7N12eqedfvv0wuW1fJCARupbL8Gde9Pt0lg4zC+6PI85kq4lxutD83Q62if4aDZ+UM0LY6x/8oDpGdwX5YbZRXF/r23eabY+a+Ex3g2lGB4JAIAD8CvTkspZ7T4sRgBwJo9+/8rGvdn8rd3iQDebFzRkYYGrLPSSiHuqfmc+LIzmZi/CdLMfry1nrMP2tUOtYq0dKakbtspsj3utVa9DuDY8MUNRCS90YApfb1xU0wmhgnlWx2HKHHKaeGLWuTlqy7lp9mU1P6pz49aXPJ+xVRfFKzDA+s0746ti1qIpSRYSHsYJuEjVtLWJOjfgmytxNUb3tuX3784AoHTip8XNEnevJF2PUUgUZUYwdXPrGOI50tVfHNyZovwM4QsBYG4/2Go+Y8Gn0DhzYz6HOcCDJ/59tx2fCTHjVEq780xMwWeotaxYlaeqac39ctY+PyliqGRBhlmcsBjN5sd7rCgDe+WsW0E/CWrktsuJ8Q4AHtzzb2bVZMmqMbm92+7PTKEeskJpZ2dZKlOehO7QNADQeJf2FOh6f1b9dDx5Z/Z5dHVnYio/7yzgk0u6tf5uPR6pz3MYL40knZKE/MGOPBKfV1SrXNuEU9sJi6k8bB/uR2/vtxeWsHSw0zQ3dtq394/XrZ88hR/M5PVboqnQ/X111BxzVNth5PRidOVMGPZc1dRzp94ZtTf3y+32kfJ4NeRnlrJza1GWu+4pvda17bipW72v3YdF+dPZIQCklGxk0UIaArITIZMEotRPhbl/aIriRfrE5+FFs8wvj8vrwZXT6fnT4eqAjMfm8dSa3/pW/O2LvY1+rKUfVZ9bP/wFETN0aaF3ZWUx8Z0AhUSzo5nYmjSflDdaZQ9m8uaD6t0HlXb+RBi/tnRykecpCYlhsvVFK3enGgisbWJAtmjlT++Mrx5VvzI4cSpd6gdJ4BnSZFLZqw8qD1Aq76hcXyeO6lKL26Px/lR+fWX99dPLgwTdmz4yKPEAwrmfc7Rd7A16PCeOdXE81dWxaqeDSj0o6iPRAECPht9eubjEexEJPhqPAOC3fjU7lye8CXUViilHKgXDh7IEQKfTpSv95aU4yUMqoP2Tjw5vHTa5SBdopxJOOMmZR8R7ohRSmGlJ2pmt/GrdTHEiwlBlXkaeakytQbpxYq8uG2ssMkFkpqrca9v1JMltEsiYigTLmEE0bZsDVW9XMxIoGiuUKJQpxLwvgqSNmEy4S3ISP6gKALDeH7Xt3em8so0OFes4aEkfkhQzKexTWUXOw14pdybt7SPxYCw/+PDns1p/DKV0JBYWq0NRv3fzuS31tfaFrZWTQ9F8zmWfYFLJMFeSqO+9ezwRAsC8dXPdHhT14by+/1gV/ejQXb+rbh2IcW3lY3W5yrjtmTiYNZNWfHhdA8BXv86DCL1/u3xve/LBwc9uAKmFt1jNWnl9d359//NYEAAq6VsrdkXzww+q9vm5EwBQSn8kWs/Ete36wadpULdvmUmtvvvj8t2tcr967tfVswEXfJDRoOOXNtHR1D7FzieC7JsbG1eWeonlxluF7RDVW2J+/bGFUYDJ15bOnOv2O5wnhFnssmXnsL8+LN+8OXr/aA4Ayyx+ff3CmWx5EGTLcX5ukK33ozNr0bmTNO4BCt34ZwWa/qeMFzvCXxIn0uBMurIYBTTyNpbhleLP33+4JNxcpCejTqKTBPOvry4s4OpH+zv2OYbar71EN5JcFaxpYDgXt+bF5+yoVjr08onF3Hdsk2sakhZr38iqUp/OJsOxHz6WkrrMNlK97CrqiGoqaaxXzRgA6tr/8IO6m7WjI1cU/nJ4eglWAxnbubeoaQxWbUsRUt4DwPUHJhzMIoTLyv2/7L1XrGXZeef3rbjzPvncWPdWvFVd1YFNNkNTlEYthqFsRWMkD2QPNLJlA47wvBk2YPjF8DzIhsPLwA8eQ7CBMTC2Z0aiMkWJzUw2O1dXV75VN9+Td1p5+aG7WYHVZDfHnrHB+j2eu84+5+Duvf5rfev7vv+du/TZ7NIqSQPh2ggBjJZaJOcUGzYu9Uj/mKnnHS5lgz6sojpLFF0C+6lkrXaLb1YvA8AXfz4a8KiZ0mJKDibm6mzaOAMAT0RbXCxrh8GSFuUv/CJdicNAh66O8TxOVNyy9DQbpvGJ0lUDGnHJcAWNE9Jp6nAo6KDdlYs4dPnM8iOsWLroJF4ZPJlzrVuw5M8kUM8oiLgpY1fFe8eMRIgRcngMXnYwF2GgMKrP5LQDU1cG0oVER6aOcEN7vn0uTL5XvSGs+8bt6X5D8F00WMNnaWsliq0IkYhjQ4fYPJPwV6t3cz1q4165I9bPJZkNIhdlcdTukbZT18ez683DJ7tPfYyvsqCekXTF7YybkXrfuOUjefVt/V6Q+kdxdOSPjj5Q8dlMuL9+9UfajwEAwPGxf7Tp+/szK/2sfPctf/Qnj7YVu5+Y4NUWG/Rwg+y0Njfu2hvvbyLxEG9vO3j/Q8RWjOb1u0/WbOpffOmB2/tMlp+wwbMfw/nAQq6//Vb5+vcf+KXLrP10f3m9yzod2+1ryJsxau7s6yv3NcpfIr1L2ak+hLF1kVFxxT1ugszfDhjcl+ZzMdzKXA8L4rECJOmUHL4qSEtCqC8fCgCIMHs6ezIULW8AqGHOhVTGSFFbE4QuLsNLr//4f9ZPM4+F8Cdkma36qiOA0Np6ynpAP7rqvr+3AACGCCrSSscRDVFDu771VBK+Uj46gn9p2M9J6lk4A9YyKLP194qrjzzhP9MPnz63xGyOXOiaQHtsBSwUzIuHDV3foYM6qV9u6jz0uITGU5jX0iv+zl/VCEfV4JzPg6jHUIx0bCRWyCLqpfXTBVbOxxR3WbQS9Mu30JHS3tPTZI3ptiwJhQbi5Le/2G9jFjSJXCTTGT+awa3FfFvvCSgBIIRsjayuhPldffvQj/ohXY5a1MU59E3T0jKVmgjnkG8lqHuRanHy8rNns1SkFvOaRlMarBO3PS+lRVQNm7JjCExcLa3fGIRYcqoo6KiRqWwS30SooZEEhjQXoMFV1qIGF7hqx/xiZynxmZf5vImtSJRhitk7DaHgQ27iRKw/O+/j9nZjoEp8ldZFVFWhEIFySINFyIcscEoxQ1jiurG0ZSAs9zI2TSKrQAnHLH+SfKLy84AAnss9vRcYsCu8FpyZRItEVxwEzm2ygckdd+9mkAsU5AHUIYg4NvEQEx8MvGrduM9w/MIW/fmPtP2YQ8BP8XCc0Fvj+trieGQfDsc9e4FudhMiwnrGRnN/t6gP1KP9Xf9FEqOg9h9okfQD+jRc7yQrfdJu2yKQc6tefPFh7Y9RcDFfOrMcL/Vc2pOorWQif+8fPDp8uhok691opY+TlpWRvDFuXvn+wwqNAC3zfKvfGrY9zTVJ5cvbxZvXHt6Cr9DhhdbwRI+dGPis29i2VLkYtsX9kr+ONy/Gm2uUD7BLfE11TRwk2PYy+gOF4xCtoyci3XYNANWeNBp5TD3GpsVFFIp3mqyuoJOpX7V1rDxwkEACTgjBoCtHFMliVNT+FNny9bAiAcc4DLWxFhFFgyaQSFO3My2n//Lvgv9P81gIf0Js065xZiww6hjmiLD1gJUtuDpfdHA2n/DARxDSENOAQuD7HTSf+oeP7lsRMkVgWeqqBCvuNFAIV/HGrrv98MgYrfd7xLQkpr2+gIVrpqSsQUk7rh6x0o8g7aMzzsXaklKCMlwjXTo8qQ0AnEzizXhjCa3VkmMfWscdmFp574Bq1iDkHPn1C+tG8R7q6SatUChQWCpsESAA633TuK0X5itBPxK0mUajKsI4JiRB2Kdoa+SnFGgHOpkPO23z1MWSuJCKUCxSV7UXi7CuY6F46Y3y3nvCIY7R+mx2a7RnIo5bLKIk9yjROABMjnUjdTS2AUam8FSDlVNPMaY+amoum1BVcdOEtaKVdQ64B2S8lkYRHtCh/9nVpdh0m1laN3FdJbUIGkOlB4s8B0gts5nqRymUKHUwa8K6DOsiKRpWKFJ7bxHCyEUGJQon1g2Xp62gszNySkS6CVUTLhpWGtCGYZ8N/HqGUMLEyXQ4ZdeYiZQNtYhUE9ZNWCmkHE1g8wnYDBEIfHTLvTU61JMQpzaEJtVNvCbIRPMOSs6g3tQfTOA2ACQR6AXODec4pyRZI3yNDTjbuO7u7vp7mnrxEnn+qVbHJGiWKpyOIFzxbKds7qiD0Q9l1X/6iSgwoW6CsiSL2o91M/fvO1lyjBjCysEPgtgJ9Ppobcdftu9fn/AOPdg4T57CWE783evmuvpxTb+W0YnTae9cP+l1VLenWLeWSfX2dHG/CyMAnEBnt9KVk22+lNpeLoK4mPmqWJjTJ/HN+4x8EeB1snGxNVzv0kFfd3vCpI1t15baV+7bOGKgfbS6Fa+tt/hK17R7Il+SpF10hsiz+eXL977zSfT0eb52IqA9plJcBwgpbYoF7N65N2YAWyv4dKLzF0T1hiSgAISrJnJf2+++LO99IlzEbqCbRCPfYEEJ4tRLrIzGt7blOyrYhvUczkiV1y4IPISYK1xR4hCzhW6mtVMNPYFPpPZU6aPGkAiR3AQMrKWqod4gvT+3l/cb8SNjv495LIQ/ITMDxGliUIIwFlEIYcCbs7nX3vR5W0psnTUisJ5VihLgCVqXniqYeNA/mDucQYeH3gccbOixcdyLmhvPfvjjMhRSkTeIt5ZFWSC7UEVBXB3UknRgZbO1dOzvvLk4HtJ4SFaZ61PfRj4V2jPrRwQzZIEwQ8KL7Y3zbJaTdmx6XkUxjueSVgYNnJ8QFFHMicvPmc8vJ200xCKazsPbu9zYqNJUeq+ssd57QyIcdINsmfPUJyIMOnl4pw4WNiA6oN4EKMeIgg+tg3hj+9Jq2CHt6RE6lnRWJdrlleaNI9J7jbzAgniIfLY0fe7a2/t+qNco8Q1zKsQmwZ4C8MKb0lninfRgwU2nrpeSRlMlA9XwWvCyCQqNFqA0eGYh9Ch2NDT8maWQeuQEpzZ2Km6aYK7JwrsaOechAqQN9ot4cgQnwhhrpwW3ImoELxo6df4EqFcRYuAT540F0tXLLRrZsMR2ZiIroqKmpaafs9U/9NwCsohzgzlBnLbOpKsxEKci0bCmCvoK/Yfu4L+3/e9BxBCPPOn5JONhU97dPbZrnEJNRRX+jt7dsv3/zucWaIySypcSRod7djtXm3GWCGZFcEaif9UVT0L3v0VPGOhqkDP/hgN96kSQYNJjkSQJgTSHXELQASTRkMAgh8EM9kb+1YtPwacvtQYuIdO4mqblLJ3Nov2FP1TiCA576EQBs7G/ggEIsp/5CO6HaSASXSRlEY4WeCT1sZtlaDmB5U3Un/qbIfIYy7UT9XKcqoaDSMsyGNVmYpsZTHK0JV2W42yVBivhkIYLG8wbXFyfzQ4XlgG34N6p9sMQrcPTZ8jaGiUd3HRYE+ESeaNUExC6so73d95VuGV49iQ6O0QsB81MqWtTe3Tk3P/18mRndE8FKbTOwEdO0d4axX3a5KTm2DutqhKV1bvCgIC30ak29NfRyjoKB1jmuOZ21pTKOHjtWv0DFcQQDOHpFTj7m7Zeq9VfJ7GSxpbkuHRvjOsr100HTgSwrBGKoH3WdP4OmgxqWfB8m9IKYN+q7x8slPFDOBnAUKEIUFj74KK1v1bv/89klVBjiVAWXd2tX70pu2hpAOctZBLh0rMtjT/q5Ss4pMR5oijgI+Mub9NPBJ+2ult53jhHAFJPP++a75cpBa8RFcpcrepXdh7HRX8Mj5NlfhIwcOcJ8R6BdRaUDrwh4PzCLE4PoiXeIzpTIi5rXko+l2SuwbggRaurcPYUOXkuXlmKg9qWc2O0tJFrCxVq8CuNvKPURC/kD9XPboarAWoBN95qW/pPHrjlBl9RtHE2pXk/iANuz3XTp7KtFbKZwcDZrLCkcPbfcze+YnrWInAopcHWSf3p9SVsQmYyJZOFoAuFZ8Z9Ho66zl/X4Ymf23vurDmV5gOSRT5lNi2qaLLgifU7AD8D88/5ybdsJ1pDJ09MUxNFJmQ6JjrhJFEuOlb4rG76WF1G2AEiHl94bncjw7mPEx3n0JYins2jSoVz5wdYvoAnX0cBAhx52sVxplOrEYC1KiiroKiDsgnnAGtI3EBWgSOAGcBRfbQWp0TFpo6aKi7rcKHo1LkBqs+h6k1AziPiCUeo0zb9EDsZNVXcVFEpg7mFIW7+LuydAvUt4MQTpkjUmnZ5QGS0KNmiDIo6mCs0B/Mf+J0N0KfAvO4YdTjL3ZllGfuY23S+4HUd1iL8JbN4xh8NAF7EjHhggCNPosANu/pE0paC11VcNuFdFeTWf8aN/zGOAIB5EiHa4eFSkALRWhEn06aML4t+15hfcUfXMbsLEEMrh7Zp+O58FAILTFIVwdt1+3K19JSuX3CFRPEbmAWQBRCOR7CS+x5JxCLUZfy75dFF4c8b13P0NdTyKMMobsN6L115YtVvxq0EMtzEIPJ/V5ZPGbbi8mXIrqOcoG4LrazBxmc+E33uyfYTSX8z7EauBaLNbB+b4RO+uw+BQpxDtoIHm8HSL/66+oUzwwtZ93y+lKOeqzqBXcFuCKhnEQMIAmBtxvtR0IuijW4w7KDzveVz4VZPX0j1OYo2FG7n6OwANjokyzmJOTCugajaNmMh//Sl6f4uw5AiyAN8fghbLWjFiFJqNRLHcnFtOv3K2/tHM9xCwxCGgFoOdf4GvrQBywi1kwCFzAGVwom7Rfn6nenXvotiGFI0pHh5CS48Bb1f9JARMqPEYVH7+kiVL147/vrbFYWYQhuh/hL+1O+i6N+EkTLp/xm0DBILW2wXk2/cPvjurTKC9hCeBNxvcPw3gfwaTO7Yzv9KhkfYSl/dqUbf3d29OhYR5Euw5VG7QdRD9Pdg8aSb/blbP0LEYVm78sZi9Ge39tbJxhpctJBVCFcIfxa/krDjAAAgAElEQVTsb7k7E59c95En2oA4lLOvbt9Zdmcit9w4vgA3B3cBmb/rjjpevgQ5wrbyxa3q4KuHD+YQP+ZRPBbCDwdDZIOc7uCTAAQbdFbjPW0q47Uxx/rwrXq7H4Yd2gGZNXVYSLZQeGH8b7iFAr5AaYbiLgkHUbCah+sdfqcYj5WspbEmqLT7VFn9ihVfZemArAYelf7dNLnzaW+Zr1OKrLO6RoOC/WpdH1L+GnaGoQBxikzYKs7knRy3nEpqyUoFX4Tjfx3uWIif9O47EMckePK50bPrPEOx0+FiEVVVUEj8WTv+IuyugFgFm3u6MxQfO00THzIVeBUoyWc1PZjQT9jZvwbX11HBgHwKpJund23ejhax414xpblQQWHw3hxf1NNLcPgZNDuDwEA4mQ89Hg05tYohE2IXNYbtLeACVL+Crmeo/BSoE8B3fdqhvJfgQUJ4LCGuRyVMCraweIH878CtvwnVX6J26tkAtzPVm7q5s4BVLEVUN8FCkQXYp/Dss7DXAX4FohhYRjCjJotVitKiolUTloouwD+N5ptwPABhIdnzQYwwlkmSzEKIvA2OZqhSpLCuQqaH1Xk0eRnyXR9EnhKN0rxs04C4SMtwOg9KxTKnPVItVD0D7hSQ28BjAhmHVmr7EYtRVjfBvGSlxV8FOsDqF2H+LcgiIAlCCfNp6JLAVbgsilDJeFexF33QQ/p5GJ0Gfgt6A9RZYZ0Wbt2ZzW/Np8IQJYJdSf/EZQTwc2j6JACg1QBWl9wQuWjeCGp5VdIrTfdOnc4NO+2LX0LjZ9H0PIIzkG7QxPdUB9HUpkSHSgZvlR0j+cCqE0j8HEyeQdVzQHq4zTbh0rpPNAtdlNOUolTLZKs2v+pGn4HiE2j6MaSfA7Iftj7xs5M+C9sQRThNaBqwdLwIK8N+1anfQIeboN9GrYySPHTtxNO0WomTNb48iPqqaTVlqlH0u8h+Cvk3oBN7yrDFVGrczHR1bTq9fC3M5lsr9skMbT1Dlv9TVCQQXQdiXLOA8a44uDzfqaU9G5w5Qy8suXOx23gaBr+N6bNIzHx6DBiwLP18pGaXJ8fHIyqPVjb8xZY79QXU+wIiv4H2ziKxAHzNoWOojs3xjfLgG9u7ruxskvMr/okMzjyDVn8b5kMQfwbLf4i4dOWxObxSbP/1wXYt0BY7vwYXGHQUIr+DqqfQ9Muw9Gc+sa6Zu9GV+sbXxze0wU/wC5voEvFtA8ETGP9HcLxA5L+B1WOPPcipHb26uPbqbP+Z5Nw6Po1sZjzXCP0nML8A0z+Cta/4HHnrkTg0R391+FZl3CpdczbWjkqPXkDqb8Hu2yj9fViiyAIScz/+zuKyeZ80vcfcz2Mh/HB8srM1pCscJ0C5ouYI2caqmZ3uuxsje2y9mzYN8UwZKhSrFC6dq0A4gDdpkBKaEB8SG4QyDHWeWgHVfikrX8/MdK5E5OONmLwRDPpB1A8iCmpqagA4ny8ts6HUUDTGNuy8cc+k6o8p2Qt8wDjH9liOZ260EudahkKQQjhpUAXkWa9eRtn/hNOQ0ATj1Y15HlgwdHtkRMMWEmqFFo4BYm3A/wh1voWitbNlgkUEzDRICnI4g5t7qFL4+zb8Y9T5JZj/Q7wU+uBrKKELrkELv/CWCklqhScVGSv4quBfQukRSs56SyCY1SGqk+N6IZzwljQWlMdz8K/U6J/idht45vE+pDOI2oFvhz7PVDvT+aAenB1P28XBYags2YYYgG5D2oWkz4JBTBLMSlPNlEEqkYZKi4W3DUAX/C4khz7KMc0phMgrXPWjgEE4WpBGEeF9iWCIBAH8EnSkZxnGCfEOHGI1BToTrhBeezAeXkAHEwj7AFd8K0c0Z4ghKmCesQh7Xkoyq8jrwP8CJbchegFGa+AmkBjuolAhqiytCXBnw6M5qS1qkJsgWAH9GTA3cJxRHwYyCBULlablK5O7M6EqpxrkvonCHRS9ANUW4kc86UQoi+wgZVMz/85ke6QnM1fO/fy7yO7iZAnQF0Bs4WgetjJCmUMS6pGprs7cNUW/590foeAPUHuC8sjb0x4uCv3crm9X8nVka+M9QncbeLH0f+7IH+HoGGWFJ7l3T4N8fl9o5m47bTSxjmiHx8p8Z+r/CSR3UHAZwhLoAqKSY9SqImKwxmBJI6mw5NahqQ18C2AP4dueVMAi6kIul7YOtlbIEk8CnHgdjgtalqwBP0XqfwfBwBKvEUiFi6mbTNwktp1NvNH2y9x0vYsSMN9G9T/ze4XfOfa3b+qr3eXJc5u9i63lPh0ktoNtZk38HAgNi/8CxG2Y125yaO/eFTtVuL+etTb58hJZi1z379niCdfMIPzPUfIlqL4L85t+d1vfvNzczGP/3OD0qfDEEK2e0q2/7eTzsNhB/L8E/xYcjP3NW/bNG+rmsS6eaHWf62yt0rXEdjcd/7f8PAT1n6HBHjAMaupvv2q+dWxmJ5P0U/2tVbYauTa4+G+75mfQ9C9Q9x+hJPAeoDr0N19W3xNQPT88uRGuhD4nOt70+D+G8QSR/xotHQALwWPU3LHXv1O9prx7Kt1cZsvc5WDD3/L10zD/AzT4Y8hjRBICnMpjt3tHPaKx1GN+mMdC+CE408q28mXiGSGEc8IpA0wpCp2VBbx7w0nn7zbTQzGamPnIH8/h2CI9o2Gb8pxDTA3nEmhlSLkvRy/uvps+48AQYCpYuxx02pz2ItKKUBY7YYqFthnFAUq1QV5T78g2xV+ibJywKGLtCDgTR/XRTjnFHlMIFtI4RyxCXeSBsP8NBcx7Ag3G9UTOJZ3cmlRWsZmwjXIG/ATIJWyuovDbmCcEzDQcLywlM6H97kzeHdtKgtbYIbDI/RNIjgDfQixBPiKGOG+dK2Axl1pqejjDx8fYAyaAR+DfhmgBvEV8FpqcEx4oEU2mZDFp7EKRoiQY/G1I3vT51Acp8llg41gESc2ShuSSt+tju393FMdl3kB4A1jsURsHHYb6me+3YNjxLp0tCoJMiDAigArHv4/iPR+mwNuY5NzmqYwTNYdpm6ecsVmBnMczYCNIr/n2IfAUQcpNGpsoUDWZhYxYgFIghAhG5NuuO4JU+6gmQcZtHpk40I7KqZuGOGoUWlTEeuQAzcEfQKeF0dsBC8MmCAUPped1waZHCzcvqPfMARoj1/joo6hZoWgcuSgSOKgRFwLV39jbH/ujMWzXMM1hWHk+Q/lp5H/NTa92aJ7qKFVAlbDNgagKGJewr2BWw+AysALl57D9FRh1Mq97kLV13Kt1d+cr21cn/kD6aQ55BfEVL29B+1aYzDM2i7mPDe8Wvn8sh4f70d7V/bsCJiVkt7x4FeQVnL4VJ/uCKaMKmI3RbEyn+3hydWcsoJxBNgZ/2e8dgPK41mN6VNajZnFnUc8bc/2gmZXWOEAe74O9AdsSxgjU2Z8/OLdqEkaxZUWFru/ayRiVRk/t+A14u3GvVH5UwNHMHd6lV86fVU/2u33WiiFBNlAGl1q+DXtvulcM7EkYNzD/2DPoc88MBjxq0xSZ0CjWKFRq/TU3+pK/ov2NGvZnsDv1o+c/Al+8sNInWYIT4mIr+V+p9A88/yuY1XBY+FdqOChhXEP1ax/rPj0crEXdFKXYhv++2Lnh4r8P8Z/D9tx/R8KBgKkBBQCf3ux+cmVtyDsRJJ+x9lfF8VWf/QNIlZ8Q0ODnN+CbHvwTw+hvnNwYsnaAIuL5b6ki9/r3YPkqaABBoNFofN2/5MF/9szyuVY/gpBCQID9si2/Du0/8AkGy7zH0Ezg9hX7OgA8v7zyRHs1w1ng43WDz3rxP8LyPiKhJxFCEbUKTbf1jYX7oJUkP+U8Tpb5EEybetGaJLFNbEg9iz3JNFdgQePDB1PnSi/K9xw+iQ/7cKHFghaHhHrGhSN16ecvHz7QDhuDTZBrY9/iNkscjQU1sE7Zzk15eTE5JDJE+UowZDQIgoDFAQ4dYToiRtBG0mKh3dcOd09Hais+GQQhJ8GxY3ccbVtZ+/m+vX3F7ckdnR/i5Tge8iZG7YC1Q48xoX/iYulcD3CITaANTNk3K1vBdaVoBj3kMsbbzIaR9c6BtYiBpEQ5LgQSTheqmC18bUarqTgZUWQMaFdJNAXPMM5QgIFKTxtgOopl2C7jC4fX/+JUAiuBIwiZALsQuRBbxJTCpYAaWUGE2L1bH1SaHKMeAwKoMciAYIiwwPJQprEJWyiN6J5yRzsi4yggYaBQqIjzKCMoC0yaqDBWcehsorFtYkvbGaCKcUUEBEmCT2KPvKJeYV571jDuFK49SiJGOfFcu8RQZekO9l3s0tCkseShCCPLc1n5u75aBuwYYqkDR1zJ4BssagUqCjUKGscqjRvDq73szqHfyNAGcjQCO6Ho66zTxL4bKhJqx6ShjTT3UiIVjKS/Q6C9RzpfCUJGo05uwtS60OE0OFD0zvzdPGELiyP/VQr599GZgq1st8JTsQxSHbQspX69yzY35bXtRsLY+IXxNYUUoROx7+0S1pCmSyRwg2JJomJ2c1aBBQ/C3wZwAKiwg3GdDjFpgYu19EE9huorL9UAQIGvwKUQRcfw8rGHm02QKJ7OccBtYcRM+C7J2zDooBMZzq1r7vhrC9D7GtZEsozahRJyLueTqLTxAs8PXHELrgk/BQAD0wVMFx7+7c91T/CorbAivlBKk6LC82N0tOteub+P9ic+GuccMHgjhABSITNB5i5Mb8Kb9w/7wgvhx09EqfPWQaP1FOYlaY5JeVcfHsGN+0f+rc/nW51kyXBT+NJo0Yj/KhzesfWBvjyD23AfP/dk8vxq3nLMlr729nRT/1nWfbHhzhyM/bcNvJuf0k7wzz3RXqYUlV5iy5z6rouuN2Gs69IuRv7t3ffaR332yexcJ8wcOAICGYrkH5JkLnBLa2frqd/dhu3azwHgY+vpM8ut3FLX+AZMifAfik7PWuWwBG2d2jd7N9Rr1WM/wg/MYyH8EEyUfWO88/Sq7oZ5aENvmZakJnpqqx+RQ25BzN3OCcrTMG4liARCoMY42ew/UPYgoPJoxinQAIWpYWljfMPfa9UyttXJKOpHUUxSxqkhGmgDTLOwOR7PD6v3crKJimLdxd4rJ7UrtPG6OjC3j2D7HU+JhXaLeXlAxCeWWDduYQ1KulKjxhjjtEGFInKkj2/Mdt4r2d57Jt9YD11oW9SERJmZK0q/0N4rjwrT7B8db9ez2rgOmTwZ25D2p7a67i/XfhpAS8MaQm2OWYA0dnVtG1k3Nw4Wb9+y50mbQITAhwRC6oDVii2UL65PjlxRj24Vr+82APDp2C+HDjk7ls2u2ickCCiLsUuoQqxhqev3LfdGzKxhDcPMgcMmGOZkbdlo1cSxDBLpE+VkmTFO93weuohRyvCJIY4j78EdlXWjC0+FgLLWVHsII6wk6VCirfcOGMacuCCUSdIEqeCJcLEwvByXYorTEgBQmOAwZDyNcB5bGmoWixrqBTQ7o8VX3poDvN5Guw5IBPEmPjliaZciwm2aK8/V1Oh5/UBe3xG8xSEmfrNDlr+d0CWmSSgRM/2uO4WD7999YJlvYLHjLoMeg+0dA17x1hjhEpu1UdrBsO0AQMIYACw02346l9ls0V4hLAcTO6Wj5o2d+eW33s2NdO/V3U9hf6rh6hR+2MvPgLoLL//As0iBVFZO7b3a93033YfpMp6kqL3rd35wzUmlbo6qpHFmoW5Pp6OpvTw/rtzD8/XJU7jVR1SZWta19oe63tPuFbG36x4O9N0+FD6hrHRFoe5MJuOZeWW+98PNK27vqj6vlwNaz4yumu3SbhfVdbHn4eGiguEazQOnp8JiqglMobrrmlfNjeLB/LVTm+TiVpQHQGtFrPCGfskEB7N6Lg924PIPVBAAnn826g4R0wacRJ4gj2bIBaCpq0bmSgX3GhYOBjTPHK0lRg1CQIgnxGnsmkaXzfYevPXOsDxET5yKV1JgtbZUEd84ZAgjgSLCuZmUd/31a/YyPObD8FgIPxx7lWmVo1bf5Tz1monaV3M1mz/QGPeHObKjfY070ZC1WBQrDM2oqBbygYfQg9tR20TPvQ+FcElgcSy//vY9B4Bhzge5yag1YEuvgDS9VXHczCZmKt7bTmQpDLs+8BW10AgMwk6K6RE8nDYWMljqQovWRFMhDdSg6mav2X9DXoUfSrR2pO7mOnBqXsuxLe6oa1O3uNdN+z2mtnmx+P79r0iYX3fz3ZKvmHSgeVZbOxYLJ1sd+jMvLMzRdXF7hSGWUE6pdbQe++O/3rtc3+dj0Ovii2uo59Vsrvfd4VXxsnFmed7agHSF0S6zITWDOA6CGhJnHBTeKWPWO+2zK/Fy3zOuDqYVjhpINIQLWSAWh4xHHNhaN2wnLgicI6rdNZcPqrGb3z46CgnbaqOAAq0t8Qwjghy2gAKmw1CRQJKkolmjI9E48e2DqzdrCwAU0XW3lqA1TwPMEQ8lDUzAzUKIV+6825py5icAsPCQODfk6yRiYWKBCxToMNB7dx+2elBQ77obTBcMt3PEImp4Lk2skXBRjJr6gZtHg7xl7kwmhzsm3vBBTznuzaJUL7/y8ALNgZm46aScvlwCQSgP0bT5fyuZ4sCN4EGPha9/XX8dZgCzXojH4n0/9/Yt961XipXcqHk9HflbR2K3fnSI7w/+6Me3ngGAq1ddMa4SJraPrbYPi9/91E4tHGukn8zk3vHx7VF9rXhEhX6jHAoNTowxosF+7tTE4m1Tvaxu/qAN+rsXtBaFmgfKaqwcMtobShTzh7A/vU8FwxDlPYhiZ7yy0CDrnDXeSup8I4sduFctemqTnDpJaKOtq50FHypsWcQZSKql8Wi2s7jXiuExH5DHQviheWtfknB8flMTTuaVuduU+82P73d10IyTSvNu1I0wDs3+wSOsZKZWTqeHHYHPnw7nAn3z27W9bx4LYjkYSoKQkJ4hi8KmLsp+Rlby+PJ7FomOap8WLQ5OKVVhj9TO9DZFsDUIpTc3Ru9erttGvC0TXmPlfE29N2MxeUPe+uGvBAClXbhoDmCO6sU3q0eP+RE0Xt1sJjfvm8d+8/nsfJoJJG7Z63d36VrQzUKMiNgd7dYPuvlsrYTLw2YJGmByf3pLegUAu3q6O5rGM6yu+uUc/yuX2CAFA7Io/V09l+k8WOvNcKvtsjDUrF/hqFZxc2gXxZ26oVGb5/047+aQcoKJJ4FEVg4G5vLtyYu3Z0sJaaWkH2mMG2Ri5CknCANGxOFQk0iQSJSoGtXi+ljevP3uLsp4c9fezZxuBz2ISZBbFEnKjHFqUj083d8xu7kyMW11UsoTpbjwRO5MHlFmLry60uyMjg4XtL0Zs17LGaSu7FUPqeAPmFs5n8rLH7iHiPV+2vzLqbP+ESr4Dt/4rnqogv6fk/2xhx8Rt3mP/+X3y25eFRX8aL082PfXDsQi9LEUTcHvjPT1o3JPPEKttw/01kktbZ1Qa7k1XJbM31XFFbl9/zAh/GGl8qAJgnfqKg1xxtpmIdRNedu+14XgdIcP+jRsm8FAH+/DvDGCcMUJWGYRNrh5c36t8Xotpf0Wa7fxYBmXXv3JX364tj4/hTwWwp+EN26pW3vjNESH8w+6mp4a+7296a35fG2JTo25e+fRb1zN2aWN3uYaF8a4i+hrr91rNBzmVsbzCAtMkVYeFOnEuSpUbCy8J4SYG9auPUNeUOvMwbw8EMXnT55abQUW64PZrcpYAHDE8a4gFIM0tXYHrvjO5CAj5EyrdbuYz/QDk/KtheJ724eFe+j1n4wTLdb2uZ3lWPPca4mPvnx8cyPLtovFwjx8/T5JlBeKzwVrglDfb7tdGwcAhXJzXOYxzCW+XtVXFpPPbZwbkoSHZuSPpgvjgkaauqr13sSKOVjZoMi2sK+9acWcUQRUJlQlRNxezPsZqpX75s3RMJ+vZ602TzssyqMkDWgUuSNdoECUuFaBXjTizdfkWsakgpHUAGC92xVHcSOzQRrEOMy0QKKTo3/nVwdqhg+O9Gu3yn2hAMB4d7k4jHPBfNyLPUlN0TSf/WQ0P0aTqb38Q60+R0q/ePv4jQOMmNcGin9J0vXTw+SDGTX8xV8KAJGFqBA/avztW/arbPHECb0cGyGbosFXRtWb0wfWwX3ONgdRW8RKGZapMPPjHWWs2FPqynx2oN+NFnyk33tqvb2S+9m+HNOKEnK9NsWMOIc4IuDx1/cO2iz87PLGWjts554l2kXSRDr7dfbN71c72x/od/108lgIf0Iq6Sv5oW+sceXGN993nbsWR+c6y6c6cWCwEg1RCu6b+yeikgmxVmvNxKTXDgNMfIAaLwRDWHsHALeP9NpmwdZ9pf1207yx4z679OQqbmfWzVVxMsvenM4A4Oqu3XqyZDlUst4R8i9vzZ/NNk9lS62ArsXjL+28/dAXe3tyLwx6NlrCyF+tf8K0bOa5KGJRp0jHuPY9oJft0evv0wmxWgQFioXnZUNT6AM8HKSa1/7mdHF3XO3u2e2ZfirZTF3PN9x7T7k8ENNXp1OSi2f63VMyE3FoILQimmmu8DTIol6MUaBrECqVn3omC4AwETUFbyo6n/kFi9pL1HIZZi5KoQd61xQuMOXCmoPwC1vtwMeyofPK35zOXy92J9p8e39swmqN8k5OwsD3bOh9oHEQhiRY6d8Yzd8sDgFAOfeNu9PXR7OzJ+lwlZ0fJKu9QNNgFKCNwL96eLSvHg4YJAOIMO1yqhp6+6iZqh+/uXnMvwB+tApuRvmJbrISkFAYl5h5UP3ldj2fP/CWIUs+Njyx1qUdsKGUjjUzIl87FqL037p+b4v5bH7qYt7veM8rw7BsGK6I2JWL7940GSVDnsc4/nj7YsaiFqEtB6mxgRMc1xI1LnAMNR+2+/lPFY+F8ENwfp31w6gWcOdYTJV2P85470TOMMZRQJKYOesnTbN9/ODB2n3EhCzx9X6c6pJDIkTJVP1AcctLb+upmOY860zOrLeTKPJI4JkwRUn1e9kB09J/73L9zZfr8cxThD+ePt1yK14w6Yzyzuh7zdu++0pzLVcH+xY14S+0PpmhdiRj5G0M6CQ/vq0ecS4SofAiv3SCLRtSH8t6astujtZb3CmqJFESa4NDyJbJ+tzUb5nX7IMPXsrwyTxbDQe6TGYuBp1VAiHJhmhjxz/cCfMdqpJOTBy4RFmEpW/hbO4eVojvvqEB9DobfjxaS1Gs6rzyzCnnCC5Vc2NPfm4l7ZGWsQmzrUKGuo5mihZlm8fHplVHMchQRoZchFzPsHdpQ5MShzEKmpLtzulh4O6sTHsrx5bLadp0HevYuJvHvoqrMvCKx5qusU7Dguv6JgC8dEu8dEucO0leuNQBGqImJE3MTdRx+ATv1Sy4pd89si0afzy3z5xJexAZHRETt11ggJyP29ge7toHfMl/+edbiQx4Hc3G/FJC92b27qy8Jh/2LgeAj1/gICk3/HBuDipZ2h9vOvH/d1qM9HKSZv612/8P/FgEqBfQfovgwF6+++gLckQ203ylwzo9lOR6AeLWWL75xr0bniH2VHz2VCvv5q6TaBbXiIs0QZ98zv/Zl++dw3dQ98loq4uC1DouJOdUgxPeOGq/df1ePPMCe2IJLTEZImosFRTjOHZzrRNCLrVaa+Fy6FveBNRGzDHkrQVnkXAYG+QJuJioECN4zPvzWAg/KOfX2NMbg16QlQsypDAtmmuz46l9X4+0n91cCiC1nnruEfOUum7WWDneWTw6Xr/O15e7aRxjlsysts7C7vjhKNnNbXeGDU4vhyGlVUlrLQuDhcBnkm4DxV6lAeDgPdfWM+TigK1gHwtBClGXnkh9T1kPD/3hoemgfCu4FNgBQCwM0VqXEFBIArxw3mnvQkx6pBX6jPq8CyeYTYQILPDEd5/7BTMg4TpPfZmpeTqdBosirOtQahY4cRoxA/XY7/bOzM8Owx6KOtBq5hFq8qLiRkVacWFIaS3xWQ9OjB/0KV5msXKoKOmR8gFi1tFGWe67AI84W70UnD5JL1USvEGlC0FRVisg7o4yh6IZT+JVz2idiCqWVVo0tFHUlmj6tXznQtlZLyoBHzkHIaYzS4SKsUxcExkRioY1DoFARZlMri87Oj/1+cu9wAGKtYm1SpEITR3JmljtWxC0oJy/V05azj001AJHIrFNYqvINgGWvgfBMVQlvOuOu7Pn+FO0mlJWR65OvYix5KHxQ5xWFmbwrs599ud5i3DuAmZigISiyGOGmQvt2sTMx3Ao3svs/J3fyHqQ2lngFkmZBocTtFeIW+Jg6h72433uTJDgSDdsUviy8Xtq6t7fkCim2Dto3Ac9CPjnJ0A0wGiQMkTN9fGjgygZys4kg9O9eHUIQauJO81zz9bbi/rLX354fIe0ziX9JLP9ru929ZGrVKy/9KcPJYahZbK8GXdW2qTXtWlHoJb4hZ9tXnyrePXle/tvDGSTbpxr9dc6eNi3aadGaVkltHbmzfdWfiG0tvCTQ9SKLQqtYEYE1oP2LDLovqc/hNYmfjrQbSRAM6kJAuIoaAZa1e/qVgKtDXyh5Qdec1VTiRRGyIL1WkZRSGTrdLgZuZ5QgbK4doQ75hUmTjNECAGErfKq8Pj9zpUf8w6PhfCDYqRHNccuzX1EM5Qy5V3y9mx/4R9h+b3VjYZBz5m0dshx1SDjQCPjEpIAPEIIh6TTyuJu24A3vgiI93Uh5uKB1ShDeAmvr7U7hJJGUtE466gGGqP0mX4bwtnUjl+8uSCeJqiVo6WVcM3aZKyIscp7r4k/E5+4NOhqtih9dWffMdtJYBBA39mksMRZh7AFzLfCrY90h+12FeEAdHp4FBZFbFTWWC6Rd+CsQ113+lKffmwpIWWkaHioeFCl4CNtWWWJAxVDgpH1EG6uv/7xU0nb5PoorVVWiszacCaCQpMSYMPihT+VoRPgyfi9Oq0vbm4u4dWmivcLVUtSgdPgKqCZNAQAACAASURBVOv1+/R/GKBN07SUdxqMtYFUhFJQuL6tZgCwP1YryKeaiTJaNHwuWGG99p4BlG/k48tp/1lfLwT12AiKZaxlrETc1OFCQwnWgGMWBRiHJk59G4naa05MLFTsRapr3khcWFNbl6IzjVcGCgd2XvrR2AchIw0zVVhXUU+gHUOlhxydld5qeNdBaXffxCl3MtRlKOvk7+jpP9adu64Voo0MksbvGihF4YsJrOLI6wip+EnFhtb/qe1MXR6hbs/3D+BlC9XP/gzvp1FWB2GY101KUOxxhDAGtBrA/hFccyABoNNDX3g+OxtnbpaIWVpM4uMZXVv4XTU5hgMJ91KgT6zhrdVwNcz9ItJVUizC49IdiubQHcj7iiowwsMcnVoOchQTmTYVr2p+JMTYlAUcEEi6cDqHlOKaM+VY4UkzUvOj5oHo7jJ8yiNX+b02ynosXMv5UseHaUVzgfP6dj37p1++FyckEJ/CF88ES2s5Xkl1EpZRSmnsS6Ffe+3dy+aw1cAohnwDnViP4pUcBl2Z9cpsqT4Xo9em7y5hGfQpyrhnK2hlnbRWIv9kJLK41nmlUz/m1t/3FDJon0IXT9HBs9h81JVXkE8xaK8PZvcMkym0++hJ6gegoxWlPlKrN8IIa2ulqhd4Z0cDAIUwhuUW2nS+/azFX5TT3ycdTh2iRnsqAO0eGga8h0700BkPgXRJI2nhPUUIIQ2EUxwoL3K1ZFV7oYPSYWGRcyR01BmCPWHYE2o8kdqSuYHbB4/joj+Kx0L4QbkzNStRgyPHLEvajdYkDdIeW66VMz9UaTUt7ZThAHMbySBcBFQR5CrrwOYRuAYetpFLaX+1Q2yDsIu1B6l9XZsERXOoASCmaI0PcrQS8rQVEmPYain7Df4G4wqTKMi6PPBJM8DL6fpGM8+wS61NlGHHyv2mPrzls1cpjXA2ZG2a7Q/bPISNuh0dzaLJUVJqduzcJV8se/tVH6eQrZ4/3lqCjXjF10EpgmkcvXSVHQlWIHcRKubsq54PTqxkfpZCGpAIhWHeiWMXLBYBc/YA4QIxC8DAx3DiTEsOsG/RRPNggiPhE6xTo8iSk1+EeYCal1CfA+77iwNYNWzUadcn0m7QtEKUC4SOja683wT1EkQcbQa+kvCwm9WhXnTc2gIhAZ6ACZyjStd+se3vAMCrR0UOxSZdUg0sFJo7N0PmDFJXgceeSovxTnfUGoWsRCoSkirBpeKVIYW3M2Qa0KGH1DiL/HzCkiTGhkrFrOBC0UYFtUJr3t5FRKJ0AB9LvAuwNGjklWgcZpI3Da0F/4hSv2wO/gfX3kVJji6FzkXIAF4cHs861mUG65otKnqkkt/Sows++D2UeoAW9LlvxjuTO1B3u8gU2IhgT0Qtaf4Nd3zBp38f4Qaxtn+S+Hq6Ux+lRS8jssFeskuafNoevuSGL0P2f+Awhcz7AnuxPlAxiB4PDIueN455+zZq3SLhPyPLxq8uoKZArD/g3n7yqfrSkAVFqGlS+mwm0ghHjDjqT85h4YBgkB2I2wR97vOHK5yxOqyn/GAU7B3GLYtyZ498oRELIUqB9phrRzpJ6yirCjpeKHM8ZeNxUFsiEdW4h70bwmAZpR9lzgSmF9Wt9v/N3pvGaJpd933nbs/+vGu9tVf1Mj3ds+9DiotEUiS1xpJiS7Jia4MFB3E+xECQwEESxEAiB4ghQYBhy4LlOIrsSIoVyjIlSqSoIcV1SM7CnqWn96261rfe9dnvevJhmtPTw54ZSjbkBO7ft0LdeupZ7/8u5/yP8DrzOsbOJl7cU6+9ZglwjxxdghNPY/9jpnnehMZksqGuJJPS/O4Ls2waCeCUdJEsJbAxwM7HCX9Mq0eK0e/3Eg5aa7k/cVevAYeEkY6gxwGCBP2HMf5+VI9X04TI8xE5L9lI4/mseflVAwAEOCcbS3DyMWj/NVOfaIrzYaAaPctweyxP7zdkvrYELUdaknAD6VH0P2bq99U7l1hXSgo1zbW7kFfXrocr5HiISzX1NMQ/jPZDevZZWJSMikZRIebGjZqoWzywwLvKRhVSSeiToH/ajq6q9nMQCM/j2uPWa7QQdS+XvHSQWyycAyA/5OwcwwyYkIw1THPaWHxpN4O7vCN3hfA7RVs4vTsaB6Lnu7Bm1IWy5j9h/H9DH/apmLprY7jRuJtrModKXZtOIx99o2NpQo9JpEYRU7d7EO3cLoRHvdWlrkhssFCTH5tnv5p0GmvHDdWgAKDt00f7Gz1Y8VjgMa8wOq3gqaxa4XgVW5cYadPUX75xvBdz6bcsrXg6zxMogWm9jtk9kHUJO0aDP6Pp2iPbmy0+ECnV0TwPdC4y4vWcfQCzJ+GQQ/R+kP/nvd3NjezxIwnOBRJf2LAhIRj6AzCbg+7ANAb6ELRGu53tS0fW4XBVUNcQZ3nIvVabJ8P6o2RvCHiGhH8EnR529l58vHvy4mI/8FxA/Eh5/hCZAvYolPfAcArku0j6NUz7sNhmnXY0CMSs1nOP6bnWxiTGsRr0T8LWd5PwH5LOInk0AmXp4RS2x/ZmjvO23bIwUKSdEfN34fBz2L0OROKtCcTZyQGNBpHslAYLNBlVP4NXTpPev4YBB54dsLNk0Foe9jCyNTaKyIY16Bqwfw/2ApD/PSw7EAzJ7tk1trmzGYWN4bWiuvGVFsso/yrufBdhp0n4LKYt4F3qojhumXk/5GUtjBaqEZ8wvnb6p+DgYeL/H9BrEdoBEgedQPetLGbKkoZKzf656i1A8pOw9bdI9KvQj4C0EZLxoLDZhXrUJoZXMJT+i7LVMp3vh73/Dcs/oq2vwHIXWGvbTMhouDELkcsGTqvwguzeZ5uPucnTIE9T/jxs7pOgfclO5WxyYtxl0WnmLRqxYvSqs++FZhdhn8IOsAtwYkyC453zm74fQySNv1/4NUT/E9+daXYBohnxLtLIcy0DQfFkc99m3Ks9wgJFoj6NqPLuq+QjMNkGvkPMBDWi74jvhNdbzXsphLjOTGuWRK8SuDbkA1Ifg6JLcA3wHqxUE38GEoLKWGIaPCiCvQs9PHfyKAmOE/0EgYewbKEeYjuXVlXSuGo+zWdFcqr+8Brz5lasE/0YKVKwD8G+wGiE7X/qrwb1hGV6OoadvSN62rqPBDNCT0D9XViehLoF1aHpfTpa2PYaT8+yveJKIXe3lh4gD9Uockp/gZj7sUicPHCd34M1T031JNs/HJY1j5sHT7B2afwZgYeJfR/Kh2Bnz/X+qT1ZO+XXU4tySzblePMxrydVXBDSAP5tKE9B9fu4dlFHHd1QBUXVEO6zrHfEb+VVNEVwxHwM5I/izlmy+GmX9J0zhllDlEHeLGjpOyeMZhLdX8f6HqgjMF+C1X0MfeO4QZBmK89fO7xbhulduOs1+udAIWamqLS0TaxkXDW4ytxuELV8GvtkUXQ9pmfmZv9buoqrgWCVx+gR5w4Vn9UANOBENTjXbzK/WBbLx1phCN731zX49AuaDTGva7eldgHge08OHugvtUSc+rzSRtXib0331gW54gWf5CCYl6xUT9ynYi6kcq7xtAzLhvca/aQ5vA/zi6Q3JcE5HjZ989Tjk6WQt3zPSDGesJ19Hkn4IX21C4oCH0P0Gm0VR/WRpWw5Eq5htuFZLYZTejBmqbEMmhOQbUHbB1FR72DeyhutIHeGl5KUihzk8KUpu0gCS3Admp/F8cex2a+6s0mnUDIzJVhOiZc5d5DBV8A7R6MNUp/C4oewnkCHCK8fsH7b9ds2HsxUq9qa65mEitAFak5A9WVsR+Atkt5G2D2SJu3A7dQZACioOKRA4oeJ/QBmv0W6AXgxejO47sACQOUMdyJ2i8p5NYAkeC8xCcjnoR0Djaij2uyX5V495jaU0q8NrQzWxNYE16B4DOg56LSZSIARzec2j7lnrTjMoJR8C/E89VPSPIHVk8Cv0HbHo90IQs8yT/nUl9ofF7Qw8EXKL1P+XpifAn+Hpm0OaYhhYCiTUzcvCl9qrzTkKnGXqbcM+sdxlkEXmNf1WMoJOixtNSldVYtS8RsO/pAEIcX3YfEYUEtT4YsWcDRMOVUpu5eZvVp8TYW/T9JL1D8GxfdB9VFwJ6gY0zYzXqYrCeyCFX+aJZ9u0tfA36NQAV1H+b2QfRShDW7umyXiSeUL8LURz806l3Q8dziibAmqVZAnED/MCljVCphvPDTCWc+BN1XkWuHngG1SpgCnQB0D13zo8OF77JofLvktn8QM4u8q5V+f790DUgPMiT0H6f+Dg7OBB7QGr2xIAWXHDJera8s/rb2fQPkAsftUvIjsN8A7DWVBpm6w1201C6S/4JaP2dYPGfZBdB/CKRKYg/cPYfB1CM8x3fgTaI08AKi6sVo85tIf0vRnYHwPNDPgf0jS38f0LLHbWOyb/Wtq1yjWVeurbPM+s/AjyH8WCg/MN4j4VYhfgjqz461m66q+fiTtLbHFBLvCpu+x/Bdgdh+UIyJ+BRYvoFcSo2k+teMZGS2QhTbt+bZNbGTR+69hzIj6B2TlEDgFjaRR/izpTgIScRujDq31rBPvA/Nxsvt7ZOkzkAZIA4ZcSEVzw+q6EaASowJrvGMAH4aRIMWz0P869X1uPaGBN4dm/KX9K/bdwvrucndG+OdDoRua6dBMGaSChHOxNPD8KGRd3vNEvQ46nJmz4wwALJKKFBFjlVe/wpgG54lOz8S+81Oz/OLkVryfJyDhQjv3rBdWrpmKqqnZTN+0Kl3scGcM566RSmuHRpzxB33R/BMmHHXGamxl29ksMD6TUWVFrWVl7B56Bzj4CTr9NRp6lKaoEygLV1ONuTbjsd4Zx9LhoRP/CNZ/HOaXifgs8TuEtV+CV5EHpmgRV+VuONJbB5HE8BmkMwh/Fnr/jLQ6RCwgH6BWs3AfmlEysoQOx/7WfpBDOATxMkQE08dAPE3MkIhFgqSORaCyeN+kh9LGVIX2MLiE9DPQ/5sw+SVY61BcIBh6LvFoElLagfToUC5vPX/Bb86tnobuq5B2KHCnKatT7nfjzlK4zIPqq7sTAEhJ5KPYAu8XIe0gxOglwBl95Ix77vXbKAgVFMGRGCkg+RIsIkCKIqEkDWwS0MRvXZWTZ6cX7vUJp4SzMHDwIqbfIGmMXpfwhLs0wLbPgyBgrTlE83KezspKgTiL5iy0HgbRAj/lGAUmCmwcQpBY5W3TKBnP/FwHDZIzAAyWPwTuv3P7/1eyEATODx0GEFj5jcOXmF6i0FUQn0Z2Hryfh/hv4HBMOs/6PIhQRLzx3CvNhb36hnBdB4kjrU+gfxH6H0L8KTyYQPJcBHFIvRj0YHYYb585K7SLNfEPMHiZJE9h+B7K7iPq79TDL1KvDrmLx+my8gb88lfJK4iWtAjtExDLOHiK86evRpuT7HBhtpM2AFHj+1cTfqm0EzAF1gRohN46jZfHycbX5PLGXksoYZXRLnf61Tk5ADoh3hwjD+0C8ZYj/KmTVWT8GNGBNWCVVedz/BVy5ADrGeQKGMdpAHsTpXuJfmql6vGenhHu2L0eFQ17xnV/D8qhvSHxPIIChI/cHz66uRCqHpv7pRG/kF+/SnpnIfhfyMoESgSj8dUJlsTmf/VhccTrRXX3PVKfwK0hJC+ShX+GS18mVQMOcexwdwsL5vL3b6RPtAaB7mGRvt+q43T2ZdL/F7j4FZhO7IsIFYICA/ctex9YXV6AiNXBY9qcIsMc+Oeh8ztAMiwpjKYgc1fl1e6Jfn1/ZznUQgKTlqxq/B413QPxj2BBACKUe7hTqcMj0WQ9WA00UIHoo1XwEFNP2+mn4Mg3UfjgkNRzrAo591o7qyyJPaZ9Apqh8dYsfJ6s3QB3wGjK0BcaeDMxs2/ML8q/xBCn//9yVwj/gljIERtjQk78kCVRrJPYxcxvvOimEIJxfLfT6gdxaqmIDPe0F3AbMoOOvpERd+8xEufOEG0pfYXYiiM3oqmzA3uzxfVxPhABk7ySltrIgv4jxiyPPWZBm2E5PP2V6/22PtpP2qTtGW0qnWuBkG4L/5fooEe1xXqmR3s70/mXRusdEbuEyNRVem6CGn1Kw/8b20hJn1qAbOImk+3ti6OyLXiKXVlFlYxy49XAfdL6bej3EXxASssKauaqvJkTkh2o8Qt7s6oWLVjpu3tiEnjYHgL/IhEdLoHXhEnHdBobbzDDtUs3rlF1cI8P6QFNP0WXuwQDKllonJCW1hqUoNoR61g1mg8Vwj4N217SI85g1bhZTROBtTTljawAgBW2ssa6DAPthHbOgQuBJIwJkbxhvxV5LGWowXHNQhQz9IBAD0iHu7aPrQRJJDi2tptL+3pvjSYeF130I0sdEEFYi0LiuTgwYazj2LlEL7Tzbnj5pW+6bBR62FmFExn3CceOr1uRiSIdREYEWqRadq4LNb1w2nBst3F9yDb/TMSN4Gksk9iwyEihO4QYlu/iDAC4a4dkhcHyH5POts9/DMedNIlTS2NbczjCxDf39wD2AIC5ZI08tQOtT1N/J/A/4BfvY+pqar22lT6uRHZHHz73in7dUJNj91Vyb04Xz6XigVZooiaNDWsh8fXG4nyxmp7+pqEYoDUAjMD6abs0ZvGSgGUehlHpoklmm4lXvbZXWlCvHzOH2NiVSiXywJvUNmxV3J9pK7b2YChD6UIE2sCVGezOsAW9zpdexUcWI1p6tqhmM//GIb9a2W2cz7Dg0EuwfQO/CABpSH74Iwsngo6a2bpxptbbvHyekssw3Hdn1Zu25O874fcDYAVmmVSk+kVvaZfhDTUd4bYELcAv4SIA/Mj3hvcfTcQUiLOFz/5lvPiKCnep3jZj6UYItsZrrxuifuyx6InVaIV6ak5CrRl3/2u4uGPlZbM1wpfgTbznvnQj8kSJltpd7V3A7gUaDRsr3EzBtTmeBQBAAISPDBZTD4RyAZgazXsbNXLsX9uWwGKM13dhr4YpIBxnsecjBRWEmlgFzqsI/edyo0JsoarJfAe3D821Rlc//+D6AqGkRukss45YvKKDxnmW6YHQhNlEOI16ZiYzc9dT5jvirhD+xXGgh2bbK+oo6FEnmEAWSGFcHJGyQgDQaAixgVAGAahFVJo4A2qibu1d798Qra6cggMIRBim1tvNikNza774ZxfylaiOaRqSZCXggvE2DzV1hbXTJtu312qntqewPc0AspCyZTHY9DfbvkddqKmtQe/UexfsKwBw4wq8ANAWcwLUOLLGN9bF0ZS2LXBDDFI11sOX9PNwqyrGLaPIh/gTy3RgHWlcI8lshGOjs3w2KafFTL8RV6cmcL1LWhKAkzJiqwysYbKklQeNcaXSlZkWV6Q6GFdDaHqw3mNHKt5ZEJaKCnlZUQXYVKZgebE1zodWHe5iBHkkbD90iMQC2ZGH3yyvNEX2huPGiWRxmXKwThuHvgtCOx03hKmpu+XlmIYk4hJZE0miDTeOOYCjm5AmppqpMG54bBmnm41/+cbBcroYQsAIpwDWMgcmES6IpB/WXtCISNJIu8h6ERpSVJAryAxJGV0JPOEFVkTSD+sgasBXomWZQYkEAAzMczANBIQtXQ1ZLzBxu2GRijwH1t277g3P1Teb4ZxA1qb37LH2J6J0ENVhS7JICWHX2yw8R+oGAcBCMcSXerDokcE1GqiYLLVt7DdEKE1Uq4fuxq01MQPTXTyNbtXpjjNioG1V1RYq1pE7eXX6mwYA3M2Bg5nB5cxd2yuSrvK6FWvNnRepc8P82sFtwYcWyiFcGiq4MOFiBh2f71R3dv6UMDtzbXbmGhwZ0JgJ0F5ewVypzH6rp8bLbzR+z3uFYe6gqsDQuXYTWV5u6kvqcIi3mfouLJKdmW6wbBk6yqpZPhuVeFWOh3jzvX3jVCx1mpjSNlmFF1281eQjg5fdwRiGb7HdPnbc70WgM1kBO6TwFepumKsX7M7ht4rJvM6Dp/jaGo2ts1aDaeYxm2nilNJKzt21Od5y+7x3jXd7tMPR5EZbLWz95XY0yoWrx/v6TP6myC/CkfiaEw2gGHJORUG9lNWmMRmM9+ylCewBwMk13usRXxvBNAfJgFNCuGTSAlJTOSOIA6qQ5fuzt4aV3eXtuCuE/05YsNfVMB9NF3UwQG6dHVVN+a2UncK4q5PRBo8F9ayGrJQMYDuv5m+yOV5KvaWe1/XbgnGryY1xOdeHmbktcWKvMgDTky3eClmXBda50mndyJk9KN1tKVO1s4K7pVS0AK1WlVOZHO25S29uM9f2dY8JyecLCQZOKasLU5Ywu9qcgbdB0lE7WqutGzd7p/WLAG/rU3EZXwGAY/Q+yVxGirE88KztGEpy2ezUJLGrR4QtSAP5FLZP8MUk9FKfA9MNa0ZuUs+z7d3xjVxW2nV75NEH+MGNhrrK52HImKKuEvTM4cEbFQa6nrfSYX3aUMOtcYNF1rDKXz783CuXt/Stzot7Oggr6lEILJrQGbayIBZ7BIU5gJqwBvwqjPSyYV+7Ns/goJcEIYAz3DiUzlpmLdeKSfQriOoKmnmlS+JGhwgABppdvLAoGHqxE6iY0lxpr3a8LpXcmsva3DxbBeUMt1YYRREZz1naMKGcpyLfBtVtKc8Z7A7Rddm68ULDrCIN50okRmt19Ag9e/7m3W9gugvTmb2ey65WXVfzOFDdSElfFk6/9OptKQoG1A17bTenyzJabPxW7LzUzraa587eIVHPgZ24+eR1U+t3cZUHhUZZKKt397u5fugA5B2TiN7gmWfUy93JSlsEML+410zlnQ87GuIn/6QEKBfC2egdrcM/9Rl5dnXYEoJab3+sd+u39enemTRyjqTS03Exn8HFUbEr7xBy6cdwKLXnK8eppTRDN4NyhPqy293H2ySzMQ4Co6HxY0Ed1wYU1zWzB3gjvz3+GbmtoOmlgaNKITe2RqUNl7tu77w9+0azIKZx24hGU2gAGUWiwTIhGk0KIz2UwOuSFlfKra3mbbOc7/IW7grhvwcmSk8O9bk7dRYHmTvI7pAD/gZJTOPEddoarN2fqJmeXSlvM+x/g4WUdzsy4pXWgAq3m9GhvUNLJlS7VSckrySZNtm52fm3K84psYBwSkFLqfbt8Ln5Oxlq75rdPnhDnV3R35G52lV37qo8d/MHDfCtU/jRjyQnOuHRU8lGKP/sXFazIQ9JHHvc05zUwzx/5tqt2fAPv6e13I6yTXf6m4dBLNqRANYUhSKjW/VzNttht607XoXadryQMpR82GnvDKazrTddkKYV+vM4BGYttTrg3krbDzyXYRkk81GTBaKZm/y5qzkAnC9ubHYSTg1aTymrTF0SWYOhHklCI6NmrKsre/knP3frxhaYn6lfeSLeDH1fCTNFtTev6rwZyerzL9zW7Q7dIamboLUcCk8JG0TGhrIEeXX4Vm0Yun1VTkm0wsFnzAW+bLjcyeUkf2unX2FzRe3tHB6sVv6gEuHczqweV8bcSUEsuh1Z7BwW7ypv/wE5nOLh9Dv13X5nFXydK7vvLsAA8EefrQHqUJBav1OAyYsvGitLd5xipcu8ykp2kMtX5iPzbRWgpiVKplzANa2UdnVdTcFdUqPr5q3fUSZN3EdlakGoIFgZpRTu5JPz5tZcGQAUuoyqxVhRoMYRrQ0YqQFnxo4xy3U+lbNr5d18iT8fd4XwPzS+4q1GC6wtXh7lr87etnaACCVPK8+zRNIsVzfqXe3u8K1mqqRxUZlmqu1n9y+X9m0H6XuqOVdcEeCdm04K+y75tqUzX5vdNrN8CwsBa3niSvZONXGOrfBFHnax1eaeSVyx5O1Mt+8JPN72/cBw2kxntyWWeDLy8iSqyXK3QTGhHc8TJmJ1xEmmbl67H5ugWyeeMKqJuZ1WOvSkyZMWq99coGe/mh1ZiFhAIqID8FsiTANbO1XK2bYeH9TZOCv2inpn5ABgbsw3RxcfX1mXFq/V+SuzIQB86OjgkeVW3Nckkft7zctX39qlTm39zMH59dxTiJFPpLN72Z3v6oHOXzpsMhYdif1CA4vN8+eyK1fv0Hhm5Rf3r21W3nHnJ9aNKv2102+rDdK5q3l9Nb9blPzflXdWwdd56Yze3p4WJUjzTo2LAl/drvMetEFb1ewU5uWD+UFzh4d4kLudqj6SIPdAGT2jeL7KX8jeqpc0wGGjeFBRNITr2hOFpMNSXSpGF4pbRRNbgq32xMaat7CMz12oL11698n6f8zcFcL/wJy5JsMoS2J27kJz41ve1gFlC36wXd9Wo04LadNSUVUjnp9lbRGcSOml/K3TzZ1KP7d/Q2tycVQ3FlucZ3ecFwAAwEuj28qN/oV5ej090R5EGD9ekIuT6cvFbX5pb1Dk6NVxZSNPRrFix4JkBy+fL652lxfSHtsr8oP6ViceMDI/5CudREgvtXJHHYQLVLSgLqpM3Rp3G6a8boMMQxvKhkgnIO+AqXR126VdGKujS9OVPsSh5UR2OEVndsdZId2F/fLzW7ctZwHA5aK5fPGW8H9g8cgjvV7iIHQaVBVbU87u3P1tVwrg5gx4kBAK9KC4g8LtS71/ff7sdQCANCSpR7+9zRtsZWor+47mRnf5y2Q8f3e9BIDnntN7i26xw1688E4PcT6Cl19V4hEqwOwc2HPXmu35Hdq/9oo92Cne+5huM382Kg4ndm+idvLbWh6Pu0+s9zcXWdhTXrvp9pjwirOv3dXCt+WuEP6lElD60HpomJ2W+vrQAoC2+Owrt6W7rvDFE+kiEXXojdK2Hqpme98BwF5RdxXpJf6lcQXztfvTxcrVZXNpT79VC1/cviknT6Yn1uOF/Wry9exWYc878lR8MjPFBXkruuSOBEQc9db29XDmbp7zQ+vigcVej3QC08YmBucfF0vgdV9WL3/7n1cNzmci9GKnWrbitHar3L00Ph10TN/yICVbo1vfamMxm4uJjbmJaW2dMRenlz1N53jbBmrpbJ3UcQjF3FaHHp8tMArzhhoZEaBJvwAAIABJREFUvOW/b+XlyTiQsfX90CPh1r4ppr3aqLp6lyXCk/7Re7xjsaa00g0t66LGXBxO36kT/PD3+GtRsMijwyGfTeDcfn6peKudEACcOMkePhYdS6JyLIopP5i486P5jfoOo5NOixxZFKYBXbNRbibq34O79F3ejpSzNKIS7fjbVqHfoC/8E4O41Qb05UGtXjl/hyfSZv6pXm994HV6Nu3pxx6SX3g5v3zprQOjZd46udDf6PNuz/qkaVhj2/qOKthhwVqatELgh6QMVYbNxZlKZfxAuFAZd03vCyLuC4491Flc9qADKrCVkdAN0b+TSe9d3uCuEP4F6ZH+5E4uo28HAXoi6a910pU+7SyYi7PJ9eEd1vFTGCyIXiuCJAxj6Le75qGWPLs6fe5FdfWGG8/KLC+W6fID4RFVhEiLgLQ73HQ8LgI7apppdeu7PcaPDvBeqP3ERqcEnNdvq4UP8cf6uJGQ6jqZSHyntc0H6HtXYLUjdr8mv9ztkifuCe/rtgOZxqpbVHFdxaqMoGKxDlZBA1GLvF3A6NK36i1Ih3nOIxZRFTeN3zQgFAns4NLB4bPn76Ar0wzG2vdd1GjmavvNg+slvvV7Pn/V8Xh6/z3N8Ebcu/xgx4s5dYVDJ6O3tDx3w/SWZk8/ECliDqfezqsnPSUyNxsX7zRSjqG7Qk5w2TOljT5yNrUkMa1Fv1Wd7OxP3aXZdFvfQUdXUnGik4gyiqKw03hpf7UN2dnyWoW3rVveuyHu6YUtF8Yiir0gCPwoXR1A+WpzQeGtpdd2l3zfU3GHhV1M87G/NyLjDC9l491v22fqdsj3PJBA7WPllwW7Pq2vVOM7umkvt2k/9ojhVokbeVnY/8/NOCkhCz7PjGnefu3RJ3wjSnot3mqhZs1+Lc9fvfPTjKlYS+NuCl5kFVNfP3uHzcI27RwJeyttr9M1vZ5m7aYI5Jdezi9fuE261tj6idZgpU0XejbtNWGvmnvl8nr52WdufTsU6HFx7GRncbUN/dSmSY08T1L21APm8qVbMSwe+EfF0ZPpUs93Kz76rOTIIp+E9rb35H72eIvFyOpezJZbtNVWcbdpL8i5lz86GOy91FMyKAE7eI9w3irtRha4VERWRCKluqqbS1fefRv1P2buCuGfD0FpDNE6OdWBIzt27yo8CwCc8JhyBUZQzO5cvZasi/XVcLDkewvCUldgdYeALgp+j3XvTRfWEzEl45gGyxGzfhbiTQOgLEcACGDZuKhy1jo3EIP7w/VeR8fdkqT5VpP/0VeziARtGCyQk9JG0jltRYyL7w8XeJCLsMzcbKTz7akFJAx4G1dD3ChVbIGs44NIK8cyFmdLHSpcWJdcNt5M2tLYBJaE2yhUYEgLAH74o+mpVhRWaX0YN6WPKlRNXDV+rphCSGDTJ7QDEQEBcFMIH2oPfNMuas8pr5F+pqFyUYTre7M7B+BsF0VLUR98hbTRrQiXyzsNbM+86s68Wg5g8IAQRgaUWo2G2Pa3t3z1srqyq+/d5PHouL/fY0xnSDL9TrOrAZxkerEuw4ro7JDcuxqR2pdIj0ZpR4WJOtLKJxfcGQO3DSBUARWhbRMEJtUukjbYIEuW9S+Y16o3V1VUFKRwyvdMYnQU6DiyrAvuBG1fsa8132q5uc5Orsc8C0kRC55S3w9FQL1Vzx1cd6/hm3Tub/6VbldHMA91ls5o0HN8CcyVen/v9kJXH3jKf2qzw4pIz6JyHpwKxfZU7ctsB6/g7aoZB+RoP4ghUI1QDZ80amwz/Z3FsLwFD/wF3u4HIg5tjmXm5I3JHY4TQXtDDJZbwVqXJC3F25K1m0NT/c4f3jZwDKB1lK8da7c3ezzt1wsDydtFHlan9/N/+we3VISCWCfH1qPWRscb9EzYqQaLTZ1Ujz9Z/tq/mgMAg9RB40NvmWxssoWViAxi1UmrTqd0bVok5KnH9eULJQM/gVUAOiDLa7S7QukjVMWY50gC4jTI+k3lfBkER8hDm2TlAeeeNuXLGkCi5+nRRB7s3XrZIljaIKeWSDswXmg1NjULkDRm2lQHw1tPYROeDnFNGNGi0EXbAZVAGSFlxmHea64tQtNWhksDxKUexlYJXVstGims46qWdKcyxTvWTbzLXSH8jkh8cm8/WRQLQnWbIpEqLo0B0k7h/g7lgyBseSSJFAnzCrOCZl+/eFu32CKLLa9LIAbr5XmT52aUvTWigUGwQI5vstWURFKXlaOeiHVtFCEHQwMAAfFasCig14bNrnJT5TMGoUd6vNX1qtBD4HZDxB9dOlYXkTFJgJ1aUYsKgfustcC8VpCG7SmkNCArh4fBaBSWytM6dpgWDi2SiAwGLDr+/hsPrvc7OphNxc5QjA6DUe5NKlo6vwK/AmMcfc+p962Ge6txaqXvEZ9gVOpIS79RXgGuoNxARyBpHAQ4eIg/Ltk4TMpHuptB05vLsChFjuTn8eBZ5H9MFlbgg4D5DK7Ut+vczFYHUgbU/IyrfhUjn6zTbyU+fzsW+MzwBWt2kAF4lqQ++PL2KMFsitkUs13/GPFTQKqdg2CEbxuglJIHCCyVLpxL4Q1MlSUjQQLHi5J6NvBs3LLBIixI6F2HF8ybFO7SNdlaQwpUSE/XAaoYrAgw6BMm8ZsWbvbp2cTmHoTo2UqoOtAq/E9NVTr4JViIyXGJFYIEwGaGxYx2teeZQKtgVQZHrZi4dgfSmiRz3FOw60BvrlGQjFqRkLjC2GLyPqe/AQs1XXBuYYjfRNAAcOp+9tipZIV4HJOqjo/x6BxtES64NsxtHMKugdriiAB87CNkJQzXWYrz1ngcNPPWKGcHhdu38znJNUhAFQBv0yDgZm0zY462aTqZ+2XpT6Wb2mYG04AsWSz70FsVraWUdFOVtJp2t9Jxtq3nV+fya88pByaADUr8LvbXWG8zjAax6iRlu1uKbmESSEP3/g9WX/2yAQABSy2ydJQcfZr6H8ViRRVfoImPAE5Oxvi5z9389DzYYMBW4dgmWXqcmY/gbCDzL/mJx9BiMzq0FHxBlkJyFMFFkHRc+34UH1WzE1X9qW4IRrua5ga3rhoAkpCTHlni4IXYej+SH5CjxbL4RhhkypRlM9KgagSABbgfSMwgimDwU1Z/UA1fUH3TQOOrmcUDZc9e0ABAwQtgpUWOA3SPGO/n9GFYq9/1W1g2tXKXS/XCRcmAd2CNQtuSfoaUQpBoQYx2mqHRWvJiTsfb/fk0yhTLHM2ds8ARuG+8qMFKWCqEx9mcwbnd26IN7vLt3BXCd+fYKn3qWO940GvmbTlvzV2Qe06WDpRu44ALEfGoJ0jfV0kaiXaQcW9pafrJL5cCRAA9QvyPkMUFXHrJjEXFSaVGtnppfPPV5IT2yBInHQFhzy39bePSav6blh8SWPT9fWiu72R1Jp7qrodmoEyCGFSKfdBlFITj5jO0RVAgt/0lHdh2VAWNF1ZxkEs2qchTbnoCq2dpe5cFjLH2WvHIQ6pjl5rSH8fh6UpkhA8dG2uriGFAnmbxhAf332uO+Emg/SXPWwyCK8yXpdehyJz8E1Iz4mKXJHVq5lUSxh4ENokSHck8GFp+P6ojMDlP6G+BZ4F7jncgXORp2JrE7dlG0p6bODOhRFY4KIh7gkw/SdYi7CdoNuma4vsXzJnS3VSvB8n7lIvm6Fowfy+1n8FkAz4s8do+3EpYfgNLkiGp/1vY+h/IZoBEurl8m1h5ReARMh+A+hQKxKmFty6mCQh96BLSc3QlB+Gh4Y7RHSbLjero3kKaT2fCNn4jmXEegs8p/SB55Cs4SpFFCJRWo53sC7Phowv+AkltDVXDaiWko/85sH/AHgpd7qMGUn7jzH42mXxgpcUbdA2vK+8LTfh9Zu8X3ewTJPkkeTJBnoATO+WLfHrfok6sg5ouafKYzt/jphcw/BJp/RsStnA9ROPtyTMv5Q+tGm3A1kRrsW71KRx9DP1nofOP2XcJV6cg6AXYSyfrm0iMcJof1fiDer9C/zwkr0K6TY7+MaAPpgvi3s6VRxZCX0WF8/wiYCxYxKShonL9mhSOND0MBy7se2bj8atPrbUDF5sinE6D2Q48fxiFDgWRBTEtpAsQ9YnXJbLvFSJsPBqUh+HAHJdj/35i5wBzyh4HfI/zNhy/r66P4fxM5F9yQjV0JkVOVsxobQloTcPHSfARR0+iusdlSouZ9crGzaZme5tc3Omv18cq4DX1SxK9B+jHHXwQ97jko9B/VrSLpqh2vWuTpStbRzYhKIiQlD+B/IPQnCTzVWcPdXwGW0WjVIFbh2SkezsvrS2RQNJYg/d3QD+M+6lj103rX2EvVlObGdnIZy7LYrq2Ch0g7ZqKH0T+o25IMPhVeV/hN341s05u6+LTl4cJdFZh2YeliooHifgIlo/i6KruPqNiv5oaK7f0/Ou703W23oMjzrUyoBmlH0X9XhzNbPu0DhpJXY3aKTuNxqOgqrzS0MLhDOyjgJeJ8R0LLRGaUAWqwctN+fL+XdPtd+GuEL47NIR+n4IkYUBDqiglUAalJSc0/Iib/z23bqxvDLEKqA0YNKnwF0J/rUt79bEg8Khl/2VRf8OOPidV3WjpDi99q7D4ZhytiWMejRBwo2n9SF33kFyV7qKZBizcafJ5tjdYxA91N4XuMRPMiujovNnEyRG0HPyXiW+QF0Ydu2+WcCpzAgwGLTickdXKPWVfE0Db4D9CZ6/yzudpGC5n3cjnNac+yYWLPVI0/L8wu0jmIbIOemPo/CYJ52O/aDufGkSfUWYMsY4+YcqAzD4CM+aCDnhf3Vm7ph65/PjZI1EgDPiMdVu8I9nuFgLxT8Dh/wyygs4cOs9DJ+HQ9dLA0zXPwiiOU7JdwhpVDbgWVH8fty/D4hch7ZAgDfz1gP3p6MXa2S7phKSFEM9I9RzxHsPpn8JSCJ1V8rgg5oa7LetRQBqSlYKCdTojWqKcwp33RD0YBOTYKVJvE3voygy/9ubfptQ/Ko6nbl3q9pyQMbiMInMlxVpbdZiPnnv5Go/ni/7CIlAnWaZd4URNzfeCWyRHXsP2AiOdsPGiufYmk2Z4vdpqGwsSSxeuEycBfxnVRbLxJYhi3vjB8ao+fHFnGoPt2UAq75oJ91z/UQJPQbYCyXnSm1MWe1VUtKc434FZoNmVqvuHTb9v6MOQPQ3T94CtSec6Sa4EEI7KCY7moo6dnpf1P5GdtuEb2CyR2S9jOSOdHFvfFL63092Dg6WEhUx8lYTP6nZofOHsMsyOQ/EBsCXpizUhaQKSdVgQeIFoBQuFPgI3foLYOdIpNBnYGII28fX3Zv0llYVdyAMDcYzBf7Kz9Z+x0czCFO0UFADvoNfWwqf6pU3DYh64hPqJnnn3evSjpIoxFzgaE8ZJVEP7qyz5RBxHZBpX2mVtW2+Md+OHcvGTpEigMFDs0c4Nx/8FbrRIKdx4Aed2zr356knbzXmSanwAZ0dgWAA7hP6v4UZFMbCzBKetgsmiD+NwSbbuJfggZB0sBOirkH4B0gsY91FGWooqtxW4chNm7aMs7Dr7IM4ehOGIRP87WR6h1zUmknOe58NizEx4j3nEeO1SRgMwH8dhBOoP6PLLLm7ZJqgzZUcX9y87JN/TfsJTA9WkcyQ/h7MTMDwHvf8R19sGfZWrYnxlemkxCn9g8ASTg6pOeo48DPkSjg3YPej/KfHbRjlVNvPpEA7u8Y56zpfOp44h2r9Byqfg4A9h4yxBCVQazY21jTq9d9df5t25K4TvzrXrbm+xZmEYgdTSE9wxpkPOXubwBZtSS7RxkkCjbSWNrS1wezgh93ob7XbiEKERv6HDzzfDgsxqHL4x/xjE/KGl1TaLgRgi/fuAx1p+2vi/rTNjaoDRBLffe3/w1OZSUEVEsioTNYOK4FnSewCzn6NpaG2KmYX6sBoHoV8U4CO3CIhwjpCvwom/hllJ+O9A1HfQddI5czA1HSB1iTsHoKzQ1v1jOpjYdkmAE9EnbEDUxecWsrXRoFXG1DWV3cm9UuHvUj52rZy2HiMkRTEhfDG3W2fXssEoFiogrnBW0eAywHMgZrD4INgngayh9Rj4jASCtANOU6sGV0nQD23/3Jg+T7o/hvRJqC5jGFAMOKSetxB3PuQf+fSNK1OcvYJf6cApJO3X0HsU6hQpwrwCV33bTuEmPEoxZggd5DHwErbkm7fi3sQxeNpATLC+irpwtww7AGAjCB/vn0z1qi57cxtSB45KxKzGyTbuSNhXMgcAUHAeijYd+iTxXE+CKNF8BuA6dFfBa3Ha82gaGz/RNHFzNn3m8ku7hc+w/Rrx/wT895HlExj1eNQLvCglXgQ1J3tq+pWtlzpuw2FyFfxnQD8B8ftB/DSMx6T1jSgIE8Wj0Pj1rtp+Yf8Gc12L0Z+S0ED7UWAfRfrdRP64kqf7Ystr0RgLcnhoh3uHben8HCCD5kmIn8DgftAfUaWsyBfKhYpmik2qlji3H8ytnwGdgSLQeQjCp5Dcv6s3PreYrB2c2Sg4IhX01Zb4relgt/BGxM6o1mD76K/w4NQ0f3xx6wgg50i5I9z9wcrxlzS/NNZ7pJjSJnKwAOGDT7rvemxrlXkt5WPJ3cSevH51v0wuQPJVaP0u8RtQKeoO5B0Di8nkgdUmsDFvoseHMkUFhD4H8UUIfh1iwJGPje+ubCyqJ46prkv9Ot3QoivlPWSyS8QL6P9XZNmBCzD3YThoyYdPzpZFDHVruSYf53qJHmTAnofgWWh/hngWyxCmMR5MbPX4er4ahHUWGhNtev49thnY/EUifp2svAqEwNDD5tBUtpyst4qTyYqnu1i1Ehue0mqA89MQ/DpZCJ21cGXXjubVTlPW711ePBWvU9nVVfwhrY+a6cvg/TewycElZH4dd3K1H/qjD9273sYea9oyj2bGf1iplOBvw8oZIC0gHSgP3Xgnv5DRvR88erLthNaeY54yQjo4S8gnIAmRdKijXFmuSldcne8O1V270XfnrhC+O9bAl88WG23dZTXTLabTeUXnyh6ouSHxslsiGiosgBWH2URWs516ck93cGw5wCpQYGem+QaOD+Aa4m1LcN/9QH89DFThEFQoomuOfFF658zwAC9avBlKs7EphEAH1oJqdFiY4oB4c+I+zyIfbW1Gh7g9k8P9V9ijy71FIlxFq0qUklQKFeBvUoEkCMBpU86h/Prz1Sud6XorrLII67iuYC51bQ0D0cKIAmo7m2mpM5ljdc6b5Uo2pV/XodK+c4kgi12MryEKaFKocmoDbWjpmrSQ3t6+8XfGbUP7HL0IcQv8GUY9KnrMCk8zbhi33Hdhv+Zr5y5wkR0uEOJfhdYTxEsYGIpUlI5rCVVlbm7zzGG/gGkPTx3A5hW6uMhF46or5swE32qp06MJIk2d9y/JvQuIDr+tVvLrzWA5JUxg9CloZzDmwN8crfH0xtKml9qKNw6IoU5T45TEaoivaHhrhPDcVQAVwBAAAOErSNsELZwiLPQ8jALbTgntsn7LV2l0fpR9+bkpIBDgr4CrIF7xdBqbduzCNpDIi5wfdqtPvnD69YMTFC+T+8fk6I5ofUCUcQxJbMK2xYQwyytv/NkX9wCAYSKwc4YsFWRjPfLvTzyTNJ2WCToYMQjXyn28dvGivXmGkF4h9x1ly0/G8fGkDgOdpNbv6jGZHVnNfuPfzgAIhZSA/zz0hnjstAhWuDjZLOlZ6bUz3h4fOCeesBc+I0tQaAUhbISc4SDc452+1UHWp840Zj8vh8rbl3qM2QwPDdopNhUIbyaejGjW+FrbvJCzPPyU6B+A2KNq2xxWdh8B9mFrHwAM/N3HB6tBT41dXNVM0G947Wfq8IbNb+CNyt0wr1f0RPjRp3pHgzaf08bY+2y2z9K/Lxb3lbuOu7XbUzh8vbT1448my91Wz6KZk7ByVODnve4zOtzFfAwVwxqhGOILDuRfeSo9utQL6yAF/v3zMcH8JdL7ZbY4dHUFJsDmAE9rmALADz7cPpp0F2hgcr5h1Aft/Gus9ytmYR/nGq8i2kN45fWT/MEHe8fiTgqeych7Zb4E9g/Y0jMOQ6yGcG4brwDAvavsw/cNlnnoV57MaKFRKfesjCYmyEH6kI3x+i4c5uYAAD56rLfa8oQkyiBotIZbB0MMukRGHFKBqeeA1zvy4IX5FtzlO+CuEH5HjGc4njUAjU9HFoERJp0GAA+6BPo+tPfN9avzC2bmAGCzz1dWWJvYHMv5GHbm2a7aw9s3olZW6cICoUZbDeCMUjJ3uK2yQ9yzcCugdGcoaVglRlQzGOdqVBtAT3idDgYzPb/uXjZgAODidTsbjVfipk3bqq6cimrLAtZOmQ9AKpNf06+O1cEb/fai5zvHOEYM0wgWemyNE1ba2bY7M9UHRKPJ3hps3YW1+8kaA6+A6QGeP7DzoIY+ekJJMpNjVV4ZqUW6eJK1waJ0RQy9NglazMahFn5NvdryhlBJiRwWNYkPD+Bagmu79OHf4Qtdj3V9CaKp2HRSj764fyud0YLMcWuDDV4Ouj1KlPPmNLxDsCGfdUgoIKiodySthsM7Rwe0edBjJAZqLY088I+yWUWvX/t/2XuzIMuO887vy8yzr3evqltVXb13YwcBggQJ0pREgRpKM5Js2ZY84wmH7YgJP/jFMeEn+8F2hB2OkT0xYYdi5sERY48d1siSRislDilSpAg2SEJYGuhGo7fq2qvufs9+cvcDlt6q0YBIapmp33PWvXXOPXn+mV9+3/9TANDzSDc2QqyE5qbiSHFZooKWlV6/XwUPQyX6nVsoceVpD1kB0QyXvsUsX7SQtsr36uU1iESvDzEK9WKLmKZLXZ+bodIIqeh2c1ANPNMbGaAt3BeuueDWXsCciAtHulouOATec3vNJeRCT0zIPNXfxGTJENpiFXDkCDfQ4Nz2L1WQDfXbSo1MtTAC3FNSqQqKWsV8xpgGDaAlJKAhheE12M7YYkkjIcygqDybcl3MzPylS9nog7RSDSXATF/b2vQu7bpuwFsuDk1nnOjdvJrKTL3bBk8DADCA129A76KzFodG4cq5M50bs4ps0WJT7FO4K3fsZ75kByFIQWtk7AN6FVub4uCGnGzpLXlHqtTjTxEOSgDnis4E+ueGs6/SPTG5AbvzO9y0O4to7aTpcY0rLlA9sMy3bHuvmCUwGejNRO9KYAAKAHpdFDdRtw1yJsqCfjPyroM3SHglDmZ6t9CZgIK/31X7zEm7q8DhshQytdWvN/1LqUzU9q68Qu/ovL3cIWt9a9HABlU51W97xu8qf1jUnGZjfb2A3XeH9RaM1SUUMs0kZ2aNLQOZEszaBUMqPlZbY7j0wWee6nsR1thUpmQguVC1UIaWQhOBsEJIa2AC5zfKTTjio3EkhB+Pd5t7feAoyGB2A767oQi9o+prVkrt1nmZ75bpsBbXykGl731zE0uPisoVpMzMkBiDtNiYpzNBa7hrr/Od12rPoj0vkZRMKDeR/Xz4tI+cQrJdvi3uENdRoUZFBpABgImMFbLatfyGAbWs98TNib7rnOD9aEkJMG6h5LjZJohvq3fGsHePGf9tUOlbBQK+wS7t6ZugAQTs5HCHagNCNEPbJdJjmFhw0rOM0LV8j9puie2KoqKS1dZmci0vf/AqA4AahoDnnm1FnrRNiW3Ood4d3y7L67TQU086ly7lOM8i13OJKbAQwr9+X+WeMpOm3W7afKFFuAFXC3poolxoo7bHI8QMQ8pQFcfx5sDe3KgAoBMTL1A2ZhZQC1cKZA66EDvTu50eP5yp3n+NTQ/mjSkJVm0jzplB6omW2rjDCgfKbXXFEYUlIlsanLMIqBlw7y7PbeCQ7up3sJgR1TGFIRgPGLV9Biaf7N/1OAmodvW1ot6ry8XCNtuGbJh8Ni+2d/O33rpr+cWh2FfFNN9ZFOFx6fml0A6tdupvXby3eJRBsalubmforcJsekY4hJSzzcnhJXqlLktewgwO34bfwb/+dg1QE4QwgkMNAt8b9jV6ZWmy4GVEWrw2Lo/S+jCnwEsX5eQgXQpLR9u0NHYm1YAdUgU7PtCvXCwe6yO3gCIR01k2zPROVW7rA333464xWCHay2tPklSjsaQDNrtRzzfVnrg7V/mRs8RvIpkrIesaoQHhewBbKr2mbvC7R670SaeHUEkpq6SFNgnJULarxjdhg92RzHXitFVjaWGaaJwKmclqINUYOGC70NXeu5tLAAB46pTRbGtfCGKySlImgDAmBU/rmUaiSXzTBGHne2x3xI/M9j4qR0L4wyJByLtjnlmlv/PaJHBmgyEM6eEVVzsbOpukC2FZJHjB7nrIqER9oA9ZwZVMb7wf5fewxk5iGGKWTbbkA5d7XIsDudPCKHCKg3K2LjYeNBIApnp6TbxqILwlP+xQfaZnt9TFSrNddbgnOAAMZDKQ77miYMQ6huw4TeQqcKqK5Dmf39qasA47veIYjLx1rcoon8HWScc2XTf0NHEZAqlnt2/mF5+PerF9zFOvfndguV7oWtisaS2sCWZ3txs1nKoRl6fbbjtAI5qfOaHfub2Avk3sQ6fBAlSEjpmRvBMYxdw2Sc2l1oY2XObatTYNhjWWJK/yzbsPET8KpaY3qsGNnUF3ZHSbZFKLwfze0lIJ4h22vj82hzo6aTi+KbGqJ/etljjQdb41nQ8S3Fg2zIarnZLt0vIDK747mav8+/MbYUbiMbZ3NbL0jZ3DnU6pFpvVbLN6mGoBKK0TyZKM/WhtSaTW8mFVbVv7agtqgEOE7U72B2p/8HBv7pdfZi/DNLKRS8jgwS0yRgP923+U9lvFol+xAm+N6HZxuJbc2lZvbmYrjhApS9PiYC6vTdMBPWTxVSG1k5ah0pyrmlUblbiSjgfs3jLiP/hafmKBLgcVUGsw0ZNU3HqAcXZnEXstrfJa61zasjaNMeK3xORtuQ4SejJyJd6cH2JjdMSHcCSEPxZujR5CNltpAAAgAElEQVRu65dkOsk4AFR0kKk9/hEaSZdKXJxd823r+od2tACASvP1avtauZk9zE0bADYP80a5nxvsIQZsdzLXs4vVRXBXjiGPSHowm/9ga2y6+hfONXuOu3aCRKL6k6vjoRpUpEGC0A4BedSHGtu3/2FXOC0eRACzVVqXIyv0PFfOqqrh4WF+1+1CVhU08k7bjW05T3KkVNPCM3bvLW3HutWuQ4I90xiksw6zLOa0neKg4GCBDpgVUpYiweggYW+mO3P1F1eAERWjgw97DBLJXx1O3pogjKF+sMvzXNJXRoNXRhBaKGMPEZBMyiyTP1rd+jeGlOr0vlKZe0hSnaTiCjyke0Nd6a98vezGlYHQ/vzDZu6bF8XmrXStU24fqFn5wMmYzPUbc/bGwxQdADaHcnii6lggKpTK+lpBX5kMZu834B3K9NEV65dOh5e2yqvXHz73j3iXIyH8q2cqDlngP4g9SoF+pDSw2cf52L8Y5x8l/aa1YNllQrb22eVBcedGLVP0pfHNVmJgrMdUAkDXxqS2HQiBWif86NML5nf39y7Pb7rNhXbgmZFIae6E+t3OwJGF+MwEHUBNOlhswHjRq60QRaHAN+599bi+sOM8agQ2EjQrHHAOXfd7DenEaWzrmoLn82rmqlKBIgAcO3osaNfIscV3mPz21nCn/kj3+YeESf2gzo738FAVPOIvmVGi4YFnCbdJUv1m+iObjDeuy9BNVxpsd292c4cl9V1PzxOLwfPHW4tNjGvj6vWHb/qPeJcjITzi4QSEECDJfXaUZ48755pOn0Sp55y2zOM2f3Mwvlndtb+c8jsOMjM12Ue9hge1bVakR5yOke3UWSsZOs2gH6ONqi7fPw1KmS7nVi4cIj1cKpbRW9X++b5XlPQguVcIU5njuCGCMhOkUhrKkACG+zw2/QZTUaEMVEitqFkyWeQmEwgALl8WzWZleejK5fnr79CcPnyDfsS/5QQGXmwQN4RJLff2H/jA2ASfaJuupydM5lxNRw/UzgXPWOqQoAGbM769/cAPfP1N+TocEoYNiHk27DeEJ6fcZPzhZ7ZHvM+REP5lExLzeNNd6lg5qgrNLr7zYUtFh2DHgPl9L+UmanZJc0/t5urDdi3LZLGJOztiZ64/7MzgmLHSwI1dvjfR99berbr2mWg5RB3J3O18fo3fqPR7M/CJJ41Fz+gHgZq5du360usbJvaXCN++Jg5xfnmXrQPepCjUAa9tm+pFXI/h0pt79WZKn9DW7pDfunn7YnenMuKur0JKkUHln15cv3KQb+0f8h65OWFzUhYBL+Z8urOY5KNDY41DWSy3SAnG7oYX0KjM6zRn9P0Dq5deYi+99PDY1Eek38CuYdwcf9gHdjvo04/5IXbojGweiHHKNsvDw5rHlvD5voe5xVJjfyZ38zyVh//0nRC5hGzPHx6c/8vHQeaKFzYDZLiihvr1jYfsuR2COwHeSR5yLQ7BTRdjU+/ODt9cE0RaxGn5Vhwix+c50ITJm4c1gGwTd60ZNmMURbI2qfLEq1fq8eCuh8lG1ord7Mduv01abUEaHLf5W9vJn37j3t86xM7pqL3atRfaOugIp0PfPMi+8tVDzh3PBwtrLW+li6O2MNr8hSb7f/9g+iFa6BIsQcO7EYX3OResemKBJ2ZFiu3x4XW0RxzKkRD+aOiQeDWIglBGsQCTTVC9O6fbt+6aPx4KTrn9E3G02JFBl3mdashS00/+/NXbWhhCu4N7seHUOFmIzFYsO12RQrYvis0J3bypAcCH5gn8nI+c2Fi6zF+XwC2MMslOtElMQhAOlo6gDsjAQW1TuxqFQl8jWDoYlbroteWCE4rakdThzLZU04dFpZBEUa7fJAghJJbacL7vxTomdaTKyJSNWjnLeNFEKyUUNtIcpyrbcbRShSEKkzAPaEiYZ3NjGcUUwgHcqg9bkO5MyyUEElxR+2UNjlpyYKuGNMn1Sy/f16I9pT1pVsoV0mRMYB6s7xy+yJ2n+gdXuCzCfL0tRmRaj7k+5O358uXCbkB94C3tLZYEZ4UeF6r80MXEPXziuK25WZeopmhU0+Kwv2110IufDjvSFbnz/Nyez8iNabZeD7i+d9HzmU+7pxpezAJp+mvY3rHQ4qy+XuxP785IWjuOnzsXPBrHIg1qx+tjvErwRja/ydfl3TmKX/4J50zUyMZmkVhVam3O6r0yHat7yz8cB734rO+KIJ8RVtqzTO0X5b4Y6fsCfWeP4b7n8dpilVmWOKvVnpiIw+4tAJxuOkTZhnRntZzJgmpqQSyBccgjWDxmLK7F/mIToriKWlXp5M99Iv+Nb82TuxtamWD1ze5y4B1rm2GTBw2mG/VWWfz52+XWrbuEIUDBcbd7vOW0mrrT5cgvC6d+c7e4cOG2IGEwe2hl1Wktx0a3KeNm7TSKMqgTs7p5667VYQN1Tzn9tdjrNGSzTaN2jZrlDs0OEjEe8ACWJXAKsybqnzBWVny7F+i2X8d+oZ2sILrbMO/M2SFgHsMnzkYLqw2rFdCGXyE7pVrH9r2v3AbqnnFWzsaNXiSbQe05eY3LjCrfJ/eHNJaNhWXfb8ZouYuMsLaabJ/mv/1HJQBgII5YZFkrlyLXfHBYF6cjHsSREP6w+NBbNVZXvaAXq3aTB+3CaBdDkRy8weGOw58Q+ivG8orZ6RDUNqgLGRIqsMzsjoq9NpzqwfEeiiMDKXu66BpxUAR+1nIBMnu8TlYwUdqJYE2rmCpuk8ajxrOxA3FIT39iaiiUzexiEs5SJ8NYcJszT2htquZJ9HRg6FYgjj2z3/PReEDKeVgkwUybXJqMW7UE0NFxeK6F7fOfGz66RD1mj8ZGPnMqHha1WzG7EKC0ZUHkaN3QXWN/kQ23WUPj2qorm1YOrzzOLCWdAE4j1MZaJ3BzAnd5oe2zYjspJUZakK5UN5VvQBMekJuwL+ZRkTdQ47iWN6SFIfiQaM/lt6W6EjyB/F3MD+QhzT0AYDjQv/mvynNm4EYOaD2qzCmj97/9D+XZ54wnloM+CowqSKdunfgHM7Q3Fzt8sqfvsnOLfFRlsLzoAwpyFrSoHzDSlmc2+GBPv33nyCtvs4VHoWebNTNtFXSwrw0TGcs32cYI3vlgGKfQIIbBLcJtLP3PgfltFDHcU7i3pzZqmCgoAaDdxk+djNzCWYwDBrHFTa+2Oxxvsem2vkHfr4Y89wj5wjNRF3w3C5jtp1N/ou0FYS5CtSfGY7gl3q+J+ckvOE/2Iy9zZRqwNJxPvWGCFwo1EOkcZhgFWhcYhI300nL15KrRQhHNgjIJpqk9yclMaIbsGnGtyyY4yyjqIBWhomEavgmezaNYvvh5+lu//54TJgKjDaePk5Vl137KFyJkcVSQKIcY3LZ6+9btjRSBcA2dO2H1FgP9VMCrsAy8wmjCCEssNAIcwXELtWso2nphGdpLBukarGHksV04js4tyRBdOYZ3thQAYHB68MgaWv0Uxj8N2QXDaOOCIFBaurhcWTAvAo/QeYVM0GUb4gg5gSTHZVYJJLhEdVVKmOy/N9lt6Gvgy3Duc7jVVRaT0lCF4rJOMZPw6pt35cHGcPwUPLaMvUiBJQvNoCrppFbrRfXO3bGiCFZO4VNrXtCNRbfNmo0SNTIRVQ6oz36WX7jAfehwEaWMcC32q/pa+VGKX494jyMh/BgYGDWx76IGExbXpALpoPALqPGCZX2PNCPEfZy6WDFJ0xR8C5ngGBBqcGwUn4ZHn8T1l438q6pVVqLEinP5xrCoNltrho9UiHVkQsfSzorWz0H6LQgIICCF44DHO9XMKrVNAzutSSacSmulDazBM8KO6Zz/3GY/CFzmFJa7zi3FAcCYcJJIrhS2wI9JEBg86EwfP+n5pdNT5jZ39nK77ZJhbhZClcA1WAGJ4jY8dvbghBlBbrW1uSuNrdQW0qgETpWeI45BaYVN7QRg5DdxcWp/0QwN4o5ro2RGyYyf0BnG2T9DkaNwH55ehrUBujZQtzNOCwaJRkLD39f7PTB/DbdAHV4KQnW9wbd+Gjf/YzUkuLWBGqC3Dx0JADVkA8j/K8h/XXpD/WF5sJXEKOcj7e2J8fTBrSfuYT5RogOdtq24bRp+RWKEfWxYBj9houO7cFnqqQmeA0a+BZuqaEvaBM8SJpGuI4ImMkrUYRBN9EUAgUApkNdvCUcmfMGLlE9qQ1AXc9fWYYTNTAPVNxAgBXxvX72MM7nidxA6W+lP8vx5KF6D9mu6+evYwVAIfQA6l3Xy6pvFswseokRy4zmpfxHNrhuNt1j311A0Q2PQBdF1Mea6Yu3IEGBqabvg/wNdX8beLe39DmpRFNd63oAgAHKmvXM+CjCxc2ZNMu88sixMbmL7d1CLokWGIFS6A1bLhBdfuNFBrll6heVtc1skLkVmiWSOaImQA46p/VWNn2XZunSIYlJiLYz5II5QYwGAIlPhpqGNz+jgRQXn6zow2dfBNRTTYOa5eZBZUC45IDhIQO4SnP/bED2NxAvVqM7RV5o2KDpN8LVB89ZrrR6EBC8QaJiIO9o+CfhLNPdr+sRs+i8jT1c4pbA5t9KtRQ8MjZs2tD6lm1/S+nNyuCFaiOOqrlSqTazf3oULP2g30dkcCYGkB85Z7X1Z8Kf5wC/qP7SDuQVZpXYE/cYPagJOgM5o3MOA/oHC/44cfVOs7VBSlFWmRWrwN9+ZXt3mAICAAGADnfgsnE6gBxxTXpY1LjOZluV2Vbx0vXIhUmAI4ApUgM6u6BM9aIRYBFAbKuOc6hKBod7arC58jwOABKsSVgLooC43+cZDnuYj7uZICD8qTy5GS9ZCgCKoo7x2gso4zadL2noEsbchUoowzksq84Syiq3vWeH4iWfdgEq7I+RnNf4cbBga73B3rliFac2qPMn9euHZblszv6COW+HHZX5KT1dB7SNHKa8W9MzpJAK3SKzQMtca7jh1fqaaVpCaYEQINbC6asbXCQlsCLCFsdFpQlnq4Qiv1fLnqoNSGxrsxAi+ZjrE1P0T2lEGQUYzMrRE6VwPauNnWerCLNfODPxN7Mww1AWICAILDMvoBO7AMhknVKD/DLamoF1AcxS9BA0TiCsUnXbX7VnPcOIYZRyKVL6BrF+E5O8C+03Us7TfgmjNjROytcO31qsJAEiFmCIJqv85in9Zb34SRVfQ501dDuGSuK9fRA3Vd4E+j81FSDFudeRTY7h42O8DGsQIzRmgFGX0wUKoQWWaP8ZyQ5e/Cil/WKL8B9xcV8UkFeetDjFs6iKOhCRIWwSwiboWftpRuqedDsaRU1t1ku2mlVtaIpeVVQqrloYEB/DSf67Vv4ZmDOBhpszJfDT4/cHOIw2xgE1ZGQXHzyjxX6rRdexvo2f/BEIXCYVnbDL++nzwWIvc0ubXqk678p6U5Rf19FPAryJvA1YvEtdjLLuevDIbLXmVz93foO1GvdAX4hyk/wSqbQguQvw6bjamMt/cLPrSVS4oo8VgQwR9xc9A9ryWAwRbaHGgo5vE61p5oG2HeG3fbXLXLHVvXvWh+Ixmc6DryJygSCJrep6udX23MG3kVsr3ui6SVr5nnJHVvwtVBqwP7AQMTeltyAYHJkht1I5VdDs0EiU5jlAX6OMwbQNdQmKsOi+T1p4lwjpN05pNLVo3BwduO/UIws+g7DjQpyAnSo5Y83/yjvnG3CxnLMNltpKOvePK7yIIEV+GUR/oqqZYewMVISb+0Av205LP7CQ5UYyCc8ieAzyHsie0WIPRge78N/psk1O/ms8xVQzfuhQXyeppFM1BndTVT2g4j1IF9Z5u/D7vXRcCl5OSJttlVs3bT5NHmQxyZHwGii/pCsD93+DEVGi3zjBKd2f719MDR0XnjDWiWlR5xzB7BvHTKvsTiCcS0SrDMM3KgcLMk/0vRp26iFJpTJD4FMoA3Msq5EAokxmTquQ7oijS/OJrg3cG720xBXJHKptwnar1HD5SQdQRH3AkhA9nqYOfPR6fCnpNFIgiyBIfpvYX0p0xmGMk/lPkdriK9DTDBecTk6Wx6T1i9ciC/8jMXpxPkUbr0PhfwbwkSFgKE+9IcnCsV5/zur6IVO2kiXO2qBdldlPH15HzP4DR4BDqNDyWapMnOS6pxmBpjZpSjJHFNdYIUi0TZP6ZMntKDPe115QWcEbx1i6qamsg3S29GutqCfjjJN8y0cgg5dDat+ddy7AIEtIsKkQZugBhAfZjUD6KqCJ0VtpXXo/xqfmygzQzqLIKwakwGMhXdRTh2tA4QAhjTAxpEWwiEnh4Zm5X0GROJwdzG3SGO8/p6n+Eg6/AiZKQhhUshUunbfOs8L6xuXNTvT2FAkFrF/zHsfMzGg+g5QBfIuGr8lv33HwMFgD5Phg/BbWnjQl8WC2jDX6ky9eQ+SFjEDg+tFywZogxEKA/Ulz0XQ4S9cevj1t2uuyWrqpUHdcsnAPKgTFdxtDxIWwgs2fRRmD6DQuClNrzm/PJO6/HQvuFNh6D7B2IY2gtYLPjM98PiB/lpHk933slneKii3XzinYuovoU4MfBbqLgLcfy3dD245zEV7PdwWzSQn2s4q/rMEPGYzh8VlcvIv1Lmo5N+7rdG2m7YpNr1T5NCs1bFfdTsE6g+jSQ55D4eUgp8ra3+1tVsdiutFbbhL3C7IQFM93u4uoEmgdaPw/Z35VT5+XG2yem9pJNhQSiJ5H37TRez1GMaIqrE5CfgXpJsc7ZcVNBYtqOwtJEjkM+bZa/wnd3wbgKRgHqFdT85zruY7N/8uCRk8NTboCow0qfafuR/fIXUJpo8RoYryDyPe23ARqiaPtjvz1fMMMi85zEexFpZMgWn+yDeAOJ/wLCJjIbUDXd4drCfssKaer9nFCEyI6e7AHZ03AdkT+DxvexE0nVULITi2MrY084ugwxik0n+A9l3VPJXNeXEfrHEDY0D/n+FHLDHa362qkbz5qh53odQVb1eAz1Ogp/DdxLICPNXJGgclaLYS80TjlrZrNVFXFYWl/QQwnlHyPn2+B6ep/wVMjpXrZ1LHSfaa81YMGoO3kRTDn5Zdi/put/iFSgbtqKyjJ59kz+uNv0eB/ljTSJUh7iilBdjxDnMJ8DA00KynE2Z8V0oiYbd1TcL6FPAu7VukrURXWULPrxORLCh9NfMB455cXcMLjKa86EnED9q3a8Tcf7sIUlpJIQIes66XTUz6/1Q+F6oKq5wWv8p7J9vbCv8519eAdrvqMoADzZMJ86tWSXpsllLrRG4pplfoWvjjidopzrSc2LHZ4Mt5JSOaejtqpIXdYJNccC5dpMNE6Aa2R7kjXxfCJZfUPSfh1Z9mgss8TPqUoZ3VW4REhgO0RuG6EOkSLTsykCvzKxns5JWuOSiS0pU8UuYcdFVguhDqIk9XduiYNwbqDSQXy/snKpmCYXAOXaNcBogdPGgiClCQXCERHNJrf66zvx1nyjLyG6rNBVcP++Nkfa7NkyslHgETN0Ok4UtjvfujoZZZugNw3deRM/8XNgPYOtfSLnOr+/oq6GA6SM19GTLyLr74D7NbR66wG7PQ8W/54OpyjqadgGWz6gGWEInQXkfdVoZZB7fHL4WeKDSZhKWH0r2wbYRgghTTQorRUAnqNjkT5FUYsSSQxpmMrztNvG3iJFCzd/6ys5AOxpsKB/HJkINU2iI1fFDVM5wYm13o1s8v9d2ATYBIBdgG/r9ip68oRp9i3UDJEfYWH6J9eWXt7ffemdqwCAgJiw8Ko+9jZYfeg+Y5OfxekLefJWV77VdpcMdnG4/u3Ll7G2AOwdiL8L7iIcex6Fz9niM7T8bKn+rIdwOHVbCpro6suYauNtVH9TQxuW+6jZs4xHy3Jtx3iDpq5TaFkwFGjPL7Xa1iLV6hJYocYL2PkJWT3rVE4ptCGwybHBhr75250zVw7oAIoUmKtlC0q8ph99bnfNcgKFUI4zrrt0Osr013D0u4If6AMOUuv1CVQrC9XTTzk9IzBSbtf659SkQM41FP4j1NuGvQN1GaCaAoki9e9/KjqGA7tWEQfLwplFftVeGTA90GUBwgKL6Nk+3HLOJ+cfgUgFOHMkkHMl/5zYXMfB/626r+hsDEOqN2cw0Yo/ewI/1e/0oKEK87NUdZL0TdL6R+LMPkonkCkEoLNtuETV9HzTfGFtqY1aFgvruTOR+O8Vg9eB/BPtVQAGJJv6uwAAEn7u8faa1w5US5dRkVjAcSn1/6KsLdhjersEMA30Kz8TPdVsodRRqZkLzAudW1RRReX0grpK9ca7TwVIuL9u4pzxeAMvS/ASqQtAR0kyfwGOhPDhOCHKKmZBXc30LEHTQu6kYpuNhnoLACQAh/fKaj/zyXipTXCqocQlFZsS9nh9XVzfhxtwR+bMwqohgDuY5zWe5WJGk0x5ObAKV6U6mL2fXTLZhcGk3uryNm5h4WUpndbc0jEmQUP7lU4m6ta+mllclVlh7anlIOoYHcz1vC4qTjRyfBwRTAhUoDgDVkLF0vpAFMmM5JOoru2MkUKBhcMYuRZRpq4F0ExXgheurLk3fv3KDqQdF7qAAkebhjZMwCHRLlHYpNIoc5VRWeu83Jrlr1zLdmG7pU86uosAfx0WlyzqWsp1qesK15NxjEjTujwmo0wBgIZsE/gfmJ2mDT1CPHCuJ1ah7p3IEtIYyd+22xbWK6o1oVGqDoln9nD3Hdy6CV5PT0bKL/ThQtgjcc/BkckcqYcSfcRi9kPRWt/hpa4qvXET9iuxOi2d1DQWHRTYFehiX9bJHVaZDPY2dKnViqXblgbJaDeWUYSWQvP556zvvfLe5UuY7Ok3Qnk+1EGMQSMVBNpt4U82/WBJffVPCw2SwR5TeyXENjp+Cy/+bojOxRZrUMvRdghrtrU4rfb2aoAadAIAO7D/XVje061XQ6MTyRYI05JuULUb2caFGcB7j/EADoTuIbVwRZGJFl0FJa5QPE0MeoXxNxRVQBzVqWGeAhaqd+F1Z2WlbCjJORIKjalaz8zRRDNdMD22kG2Cl+vhsJLCLpmh80JRKg7y6ptz46bmm3qwA9u5uu3wt3rKanUsp5IMMwb1v/D9/Zqsw2xbD/bfbzOpQSytGN0eNgrlIDGz5Z8G7pQRWk8yVk303kwfGIAVVAySnzwZdBYjq0RSqKKo5xb+v8L4jRRtiFs7+iq745z4uac7LYFipWstvxOSuQxHKRL5lKkJBh7rhYmeUpgeXyU/+XSjrY1QIpqIinCEya86zlY9m+hL7I5qpZ99IXy07TelgWvIuCwIkwbPdXGgLzE4eHfMJ58zllcsQZXQHHRVajTR9VDoTT3egKvqvmTjO4mIfSxoBtqsJVeskvLIVegvwpEQPpxX3mB77WnTyLBwygJvZ0V2WAlX3EK39qpFx1ElyFQMabFRVpv17P50jGvrtDyYNyxWplaZTwcprzg4EOyrPXa3DX9S61e373K2fsx8ok3CWiYb4s0URqDfE9hSwnw6B5gThLUGC/zj5GyDxBTyTAzHcowYxyUjFr82vatdtQfxOfRUbHAB1Uhu7dWpJYXNRDLKN2bvzsDxAp7EqKe1BWA4KHKNyLUQsrMCpQmbT4bTvTy9vPfePRnDdYDrJvgeegTMPnax5QrLo6ZPIZANF06csN/eePd4nwJkrtkMLNeytU3Ik8biy6N7G8doqG2zatqBTZCPrIIsvJYfJoSW07OkqbmtYKfyivtqIgHARs6Cby2GshvxmaDr2+KHEcL7EUC39I2tEl4twR2SyMadGF/ev/dpYTC/LufDxDsm4zVl72sOaZ3g+tr6Xa88BrN35KtZ2WZuZ8GGJay5qqQliX1XOFdAsqPfEvWwNJqVbS5S7QaVUvWEMnJ3kFhAuq3TaeXujIM+d9xChJkUVvmdK3ftMjgkB5AM2XonCbvMsjIVhZo47K3tfJS+99Xs/QYLG3q4vUHMV+zHe82I+VWa7Q2N0Rxt6+o63GJQfpCTqz30tbecldAzCqucm+Mp2puznTJJ1b3902e5+v6VbMXVxYwls3Qyh62k2Gb3mtxqpLZGdIGQWZJnhZhXxYSSDZZv6j0KBcDtRUpO5caoPuGZKYMh5dO62KnZBpvv6bsi7XETOTHgSouccjATDXPF9kS1qSZ7eh3gdheS7gJZ6BtGqtmMlpJkIIdqcoONbun1Oz9wYQmdf9RpSEzmgtV1qvRMF7fY/JK+eafj9ssXeD6dnesyS9A6LQ4mcnde79OMfagEvstjrYW+jy1Jc6GQnUoHLt5ONz7io3K34/0RPxxxAy03iWYkTdW0VNVH8Pn8uITYRoBT9XBf+QaKAuyP1aS+z835Hrq4GZJgVxzQjzDxOqizbHW6vm/ZdLPcvZw88EDCQ/4559gj7fZSS8ct5jdLq13NSfbd9fxr36je9WLrkvZz8aOrURB6UpnZrergd67dVW7xwqdMLYBfO/dku+8Si5Nis9r76s7V+7/ub3WefaR5bLXj7NXJb7/92i16cP+YJbPx6YXjjy3EK21na15f2Nn79t4Da///+uBjo+maC22j1YFS8e++8UAr6o5ptmMzCDSy1a0Bm8w/xgnoD0krxIGBXWTNCzWgDzHL/ijEDkrqh/z/YYACC7cdM8thVPDyATNu7SRue0YIRpHissQ3pgVTh4988YvOous5lT0aoP2JmqTiRnGIy3x/BX35hcipHTY19wewOarfmh0+7KdeCBrgyqkxGqLNA3Zjks3Ej+DmfMDfOXP8fLwgqKMMPjT2iZe+dDnZGP91tFP468yREB7xw3JyDRGNJxM9Le6t/7UQeTTuPbYU9nqo3WUQlht13fBMnuLL79R/8lZKEP5M6+QjvXYr1E4opmL+zes7l/feU+5PnrdefLbDSvTONdxj/U5gGhbfKaZfv7l5UN2l7hbGv3j8sc+uLi+Ezmae/v765QtbhzTTWHHDnz5x7FPH44brrk/zH+yOvre7NSyO3hYxH3cAACAASURBVBpH/BhZbKJxosWPwbMv9tEvPb3S90Nek0nO7OViPhc396rv3Uwe9qdH3MVRaPSIH4pnnzWfOxXY1EonZDKBS7vpeno7kMu0fGO+/3Y2ODO3+nPjoKSuT37iVOgy+2QUPr9sfm93cjXb7PXkUuxakSKKBTH6IDO0Zfpq6iJGeq6iaGbFjuNr16b2nro7hAwIIGjQZrPyXWWxyrcOX+FZtgpi2m5opUtEhGehRS8cFkdZdkf8GDmY/bj25dgD7hSkSba3hBXjtSVvuatmiQY4EsKPx5EQ/g3Gwve25TuUhmHOf2ydKM507VjbgfYathu4xGi2Gii/nO4aCAr13pcyqS7v15f3AQCeXrVow3GkGzOnb9lLVr3PiovD/bAbtTEuDV7dcUVlarCpZ4Nv13IuptRJwAUJNOf3xrUQ0sSlTsSkqeajDHE7NIxM3LvVM0xBPEaCmleYKu4o11DukTfxEX9DmY30jTK7crnQ0+gnz/f0FDMuA+I1IjxPH/5mOOIDjoTwrx1NHJ9we6FLUpG8Pt8/dMwSaS86nZ4bME3nIpmwZKs6vDD8Kff8qt8udfLNyWGdau/ARY4A8a5Fp+sgUBCZZPCwsKEoDdN2CAsU9XzhdBBBVi8MFrEmhSp+UL5xz/idER3HuI1DTT2H+cu23mdXbk7q4Sv0c5/x0pq/efW2Zs9TSGzfgZBRXFb6gnXlsXPOiFHHg3ta7tVSp4pWbk0BBNht7AQoyeBeq/E55RVhGWGFJKOEiCIUhzVTPeLHh4tJ1zFKLaMA1h/WttPAqOOjg+zflne6QzBTWn2c2taXX+YA8FzbU5mbSlxQWaWKF4f4lB7xIRwJ4Y+SD3mOLfDWyHGE2UyNup7l+pLYvAb65ubtsy4P/C5eOWat9kzbNmhgOF7X3K1HQASSZoSjeaWxclxoREYzwnaksUBVw45Ohr2njeSAjdcneWA4jGMmkVTGIj7eUn2oCdKkS5oj+cCtzzI6fcY8O4fBG+zVX/jb3nHPt3Ovmls7QzSeq+202GDvSbIPcXFH4GX/QCwjgoUtc4+VHtQuqXHAZK2ZoYM1fGpT3bzzi2ZUbQ0Fsm1LhLQGhxMX7VQ6yyr9x9+8V5NGOR0aRqwDoQir1dVLbk2S114/fHd76Yb9yLlS1M5kv1umLBeHZEMMU3VjQtttWqVmNu6lqc4/huH2j55GjBYbZtOwNTVmqdrKy0odfnVPnDV7tkO4XeXGcMY3yoQe5nzdbaPTXduSDi3NPINbeXJ/Ocq7rPVwP/SyDGWFntQsv6/H1ge0PeybBlbGrJKJeMj9MjFuGo5WZC7re0zGV8ixFS9cbpoLTUWiAvnFviiv7BeXLt/7S7VJfCpqr7XNZksaYZWiYrusvn3hkK+2kdmxnIXYtl1BXDFj9PL64TfQRkZkEtPUUYg0kVd3D7l7NrL6drwUOQstFMRCB2xMy6++dG9SKwB42DoVttoRjhuqu6BTKH/vOzmlh0z8BTM41gjaDeTHQlrVpb3qxsa912sic9GMF0N7tWN3utJpMuHT3/j6fDL5yGImnNnMZZXJhciz2gAD4McVBPo3kiMh/GHBYIaouWK2F0K7HQk7qo2gom7+R1fTZPu9iWFCuAZPL+qOZ7Az7lIn1q12qYMcovyRJ9Pf+IPcAqeHjjfxkgexLWxGJULId+JGA841zeXQyXN7a9sukKO1RYWllIElKSqBMLIs0/XQwjJ9Ku6xYnl3YE5nVlaaFTNBRVy5KaMCkQYsNqwo7KU21oR7kjlJgUFZXCMHoliuuDKaQY4BL0ZWz7Ed8Cj3Gg1/rOyuwt303LY4kICW4ZEC9q7D9969tMGEzz1QEkFlVrldlHZZG7mQFIhGlq27AHcJodTq1iy1POFI9NOK/T8iMHR07/7ufcaiOMh4jdGaQjeFA8p77fVDcvPeZTYxv//9vrXTBa2HfET14WmB17exnLfCUVMjeVBVCf+rfF/87BeDZew3WDQdO/OpM54Z20m5Xu/NYXjnsMceI198Il5EUTl25xNvZljHZupWntyS1+/pPvG3Ph+d8mI+dqp5MJs6qybspnSbH8xg985hX/6id64ZWYVfTe187o7mZJDIHTob6G11xweurOBnTnqrdqRyr5y7SWpNU7xb5EM1y+CQpNxnFuOzYd9izTz3R7kasnqkRxlMDLBX4fSq0ejbpG3VDbtwPOJ2yJIDdlNfunz717ehccY8e8prL0ayHdIgKv2OBRFqU3R9k+3t3laaALprxspK4C42UbNJG61KhoVu0yeeSf/lb91eURngdPHiitXqRrjf0m5cO42SWtnKWv6NC7ezNzGYfXTquNvth8ZCU/hxGXQr1CinBElHff1Pbo+0ITprnj4WhAsN3WmxoFGosFANUn5B/OHX7jq4XsJrp5z+SsNcbCsvLpxGoSO7vWIOZ/M0uX0hXTh+3F48EYWLLRk1qiDIqVMwV505ZU4mH3WZltUwTkxWupmohrku5F/lU/03kSMh/Hh42HQglMqsgQsQAVo6ps84RC8absdibb/04sxozGsPPldZr+zYtUYSGSH0Hb0IYJ8EdYbEG0QHBrEclXAw9tuf73h54hEVa233tHC1noBBiOVHdnOx+sRqS5dOjlxnydjYNdKa5MKkUjMNBhAH2w6xGqem5xdNg3lgeDGybnJwEJkiIy1JIRUBhJDVN9dWn5qcXwiaJCznzs7APBhZVJq1JBkFKiyquAT/2dPPp3s1WcgRt4m0TXB9HQRgtxChqJshXYLFtftBcdg4E/tzSgwkS1xXJKlRJqEH/AoA1tiBhbPo03O0OVS335u7fGpkwxdI8Jiaf0pHB+gU04we5o4otdykgxq3/6Gef0s3Jbj3j/kArazJ1fA/0bNLyL2oSwaHLOQBYH/I3BHEno+wLkSW/JWmFdxaZ6fOxKCMEHumERPsATENfHxDb470Wx9U61++LJ/qykaEDWHHKAQUKOxIvIxVf0tfreG2EbkhMBZGiFwTh4ADwN5zhP2eWCGwXEKloaj0+ukz+HTfXUIWFm5tB74VfdLAXzd9LFZNuTaDmY1irg4q2P/J58mabYU8qIVfOWFYRY5pEYJNXY1hzhEQXYdgtLAde7y/NjnbiAgLR2MftM+1y0EDOmbg1NKGr4MTEne4FIoYUhqKMkqpCIu9qA1dBogiTsBZ1WefU9FP8WJTGVJjU3ItDKTM4R4m2sdAFSgb9UPorejVPnafJnwNpUPLCm0ENks1Dx3rXfMVDJ6Pji/qlSUc9w3jUTs/aWabjmF7AJGgrnwlZmmiEFgmWlyAU8vQXdBmA7EQVz4BWynJqUVIdkcX6BCdXYNzKzrqYNHEtYdyGyku6cFUjQe3t5gE4mV48hgs9InZwtSF0tQcBJ3O1Hcu5R+oIALSgsfW0Nkl5UbAHFVhqSitGNFv79Lv/eCjqiAAzJgYZCQzcSHRnCoBD4k5H3EPR0L4kQgt9Giv2TO6Nm+UeVBQe8pIG6o17a0hWMMitOoxRpvartjUmDto1A0PzMddJ2PmXJHjAF+E8pP4oGnoS9C4CVBbszbxWqphEUdja2Y5E0oaiv0sDBrIKrHzO9pffHT8yELYwA5CloOMSWpoZdScxIJ/Qme+IhexMyQ2WhmfWlYxdj2LMGwZ2Ng9ACFNytGX1MwB/JsoDA2vuQqPnWWn3JCUniRugCzF0MHMmnP8hJgWQGcI3USWtdUvB+rq6v75ZWEiUmvIKeLcEtqQgF9E498F7UH8KHzZQIkwxzXM9pIiCgRQVTCVSvFFnZ6H0f+BOze01dBWAy8sWu6qGb6avlexp0Htqt1vaH8ZtZ/Ss99EXQX2g1ohTfS+UK1dIJ9F7PdQ9CEHHwmkjqIBym+AOdB37ajuREJZaf4fiYMdZF/QiXjAZvQvh+1d/uc6OxN4NgXOsBQW1o4JvoeMzyPzdS1a4AUYXLN+59K4Wqo72HaYpAxJZWJt/9couYRW/ik0Yu14oA1cvf7GtFgqe8ixqWKMSGl+HpLPAn0H3AvY+ZZe6sNJ+2Z1yyvC1czmWDJylusX5OzTKD/Q/g6Y38GtP9ZmB51r4LNBsb4cElM5wnYPkF1r+z/QdBHn72j3Eg52kfge9Hra6Zp6ae3gqeONLollETSRd5Pbk9QQoCokzyP7s1A9rfcbwnpdtcfCyFWNStOp1qC0o5FzEvQEy2Oo+DTUfSWflHtM+nNm7nMka8327PnbjXpmdweWBXqGq2fB/hygQJPP8X1cQ2nDrsDzFKXT8GC0tLlvngdjhupHEP0ENBfBPKezUzJFFVz1rJqh+ZhMdppvvbmywpwU6XOIa+R/URtnVXpKJQMafJ05vFSARDJDV4aNya2lNXATRB/H+Kd0cE5Vl1VjUxoVQ7KSY13vjfLNmZrunFwFt0LoLFTHUKeApVRHUvKKMVJJivhwlm5ndbW3fBxFVFsZ4k9ha0sfxzpQCteczyqBMC3r8moyuTX+eN5/U506rHY4KXQ5VkfJXx+bIyF8OJ0V/EtnFhsoNllAZ8HjtdHMagZZprUNdQamAIdLtsVs1hicWcCSeqMxbiGvY9t9Xi7A3NCwC+Hvq+brzGljdfbExmNLjqHIZKjqUtvE+OV64KlUA9LglkA00iewikNhEde0gFZ6MtfDAVCOzjL2vNqPQZXIHxPrAGtIPaITDKCUVlrnGU5yxCjuCf6oLrpaXzLcPdPVY7R7edE5NW6BwpIhy+CKlFwXnLc0fQZSQPb/ThY8wwws6Vfd6XSi3VyAygwY15ApaxmxFSh+VSf/M5zqINK02lHY1f6I2dO6plzSWjkFqP8T4S+g6Ff0wS1ofB06DYMYhmw6Xd9hfzZ8r90Sh3ysN/8piv47JP89KP8VLI5h59Cbr4AKUF9D0XMw+d0HRDvfpUZ1hsDX/AoYEokHKasGyaEuhF2CoPpHWdr8F2BnpIazdCOWq65whVIUci5zIBT4z4MgaLXUQdfSvlMFXhP4JMXzG9kOyinUMlXWTa2XkPzHyDEh+g1jIbYrkxZkNN02p2U5cKhSFP573uqCehLNntfFi1BMoDM3G9sDOhLTKCgdrS9Q+TXaj2t7RTOC6s/o4kswJyimOuCjhuGXDrYsx4PAkqVxYeLMZXsJZX2YL0H9ZeAm+LJBNk8k53oNnplKmZKZvYYl5uqn86Snh4liG6j5DehvoXABaNS5/vSKYcqIlq5W7kKBnselrzMDZrvIniHy38LJLsiV/sGJxSTUHi+9JkVP54RoI4DC1SxF4hoKONT/DPVzLDrd3Z7PfO23cnclMb8ksP//s/dmsZZd553ft4Y9D2e+99yh5oGDSIkSTc2SZdmy0+4G0m0ERqfhxyTI9NLIQwcB8pKHPDTST0G6gQRGB+hGw7HjuONBhi1ZEyVZ4iSSRdbAYlXdeTjznvde05cHUiKr6l4Wi6Ikt3J/b7ew65x99z1n/df6hv8HwgYzAVLCIoXWt3T4f+h2i6eht9vRFi27ziL8b5kuiBOY0iZlgot9DF6G4F/KM21dOvXCd1MzpVycWkuClh0/XTcXyXgB9T7ob5LgNWyiupyQuVKT0FdcDM837XW/nVbexJj/itwaQfHXUCxAGaHm5bzRI7spAwjPqbNno05ehFNFx6RZJvMbWCegqcGsyqQ+lFnyQrKND1Ms8xaKqALVr2Lyp5A3cGz64ITjOBHCB/NPvtRuCSuWTJcMCnrTc6Yyfr3qLSRu012DVUeKwMinv5hdCJtUeZaNnIUux99Mp69T7zlc+RroBSl8TGO1YGtZsJQc1rZrnFkVIBqF8lmr7zXdT+Lif6CBBbRjaKzrX+OqkI0qzGSsDsekFlRJdsXwA1xZJvKrjHYYGzBNEHb2VO1C27aKQuyOSZLzvDa7Ev6Q9F5mGDHap5Jb2CzI7U1y4E1ROo2oDyt33thC8z+BgSQGqehyYzFFqaZUWZxasWyWthJf7vvu+Hq8S9dehLYDfAnBp7zlYNu1wyjksaJh9kYyfuNFUMYHYH8NfAQrv411CFbAZNtziG9xEvRsayrezl4omHLMvkq6/ylk+6T3Ajyyj0f4xQAAgWYOLAY+JH3E1fyYARQtGH4GHYZ2F20D/b1jlJWC2+LupjcQouH6veZU/HwQCq9N82uQt+m+TUJiggZZSZp/BmQVeqeI53HW9VinzXjoKtfrr81fPrzy4qvIIXoVQIL4Ip59hPg+YR3XbrW03/GVJRds8f2Nlw9nEcHoKrjfgoEk9mfR/wqYz5gst+IQYtfCgszZGuzj5NXUr4yjaJST2MX2p9F9hpvHrramDd1baUJScJuGLfnmDLdK9W0wM+JpZJ8B7zK1z3zs4MwyIw56EqVC34NBKr/YbD2P0b+lg+8TE6O1BPaQmOGnb39kWfUtz2SUKcaK5h/Xkxdo51Dzf04GDVZtgBD3L31+fm6tXNJ2lYpUsF8VylD2Bmv9rWr9GfErSHOz7wGJcfzEY7OnHrfFws0m4itpRZT9Ku2/Qfw/gM4UkinetiEJgA666svPlCvElxlThmiL9Rk2jDxn2n8K7hwOJWwFYNuo1rrlY6umZ7UC1a0Wttt40LCcsW8a/w8ga3DbQmoD6qZ4Yl1e6nb7tOc1cZ0EC+VqwRNT/1O0prBB8Q4HAkqueNXTp3sD1umansiiDD3S2KVGivWf6R2NowysDWyaOoGfYlfWhpWIdX4ATmRmBcbypCPoITkRwgcznQvPU+OssQQvpbUn4VBlB6o4hElqNhF0AgAK/LE9CDu+pAEyoVWD8v/sBNPMHoOsYFKYjTmMdrS5ehU6g+CU3aFCk4oXiknNppQugH2LRCEYSprSLGbN9IU356dix9Nek8Si5rWmyhAgdIuRG4TFFFyqGEWqxGzPS4MEiZ7NrfnUzypWa47UfRPcgIADghJjmFZMKCNTU2bO4bVZszPyGUar8JEI2yVJGloRaCrUCyO1qqu6rCbJVCQv7+f7h4aBe9mcC4ldwVRBqVlIOOW2cDzjRwBtPNOdstOz7/7hqk9WHMQ9tP6IxD2LRA4GnrZ8Qii7tBROd975iiqcbtNoQtoXmD0np42cHuojNrMCxwf0lID2b1LrG3T1mjpaCNdguc3c78NKZEyGx46d9yDmBF+zq4VWIQ0yE8j7/fx/ESxMBVDBW7lSBAA4gNyG8wF2A0IDIxhRoQ9BzCecfu/VDN5KgiJ8F+QbKM7jSkR4xKVtaT8grbZl973/dfsA4AAALOwhwA+hc0BPnXb8IeShVTmOsn0StUoz3P/2xgIA2uYRQrwEFy9Bf0b7V0KyLJ0gFWU0R3c2JzQ7Ze5M68wIox1N1EsY77PO01p+yW2Y7epGal4bRg+J/TftlVujZh+ngIkBH2CAzA660+WBz2uZ5rCVCiGtf+H09oXZxGyuX1Mwy4AA0C9fjBsWjOauUaEA+kdeMK6cQ2q2yeGBuVnBDgDkAP3H2PqFVoYB4URy/u9if6LdQyF2SLFvDmZ4y4BsADKAf/hbnQ7xAwBjIGu0Yc0fes6eMFvkYGY2C9gEgAYAEH7nk91lFscVa1JdcylIVRHxTSxu4ZslbgCABqgBHrvIP/tEd0i8Zk4NmpqrEvIM9SFsTfEqgtY/Ntn/jU93TruBX9oih6TWSJua1inkE7wpYfvt9/3pcImzxFtdbluU5doumvD9j5s+4S1OhPDB/M1LxWooOySUVZ5kB1lF9sS8vi+qtr0nX7Pydc6gNNlcz9M0rZk0fg0wxxvNu/Zof/Lt4lfOmp4d+4qIWqBRkgSM2w4aifPTX5hMy22T6j97Tl8YWBc7nQ7hRLIK0TDjWDZFxok2RrmeQKvOLVFXVS7mm+lia6o0QkTiy9ZHfIikYTUWpZrkTCkhSiHVPK/T7OpeNS8MQMJgssyGLjgTszsSG0ArALRqY1KR7Tb1uzoQNNSGHFZYb8HLLrRqPaSmx5Ax0zAsCTbcM3sb6R4kj5E2BcciTcRZ5LLQF2Eg7UA5Nlkh9rvPaSXsWWT4rNvzOF3hCvXy4VGGjYxIn+mvuy0EugZRWvZ31b2XBdBecqyK27ccJYodIbLjhHBAOx3WSRtlgdvnwUI6Eo8Wwt/4svP1b/z0y9QHR8L8Fr44LqPz0D/DvYjKiDVSlhUx5x+ht2+8nS/VkO/D66ncnKa9czxctsAjVeg2h1I++ji7flUDgIQpACQwfcMcTuv4XBb3GYlARkYQKK8cvl1YtIAbbz23TdiYi85h2hqC1TPIm8aKmhkUX33xXc8KoQaYa3dZea/PAuFJXkVlLg5GxRt79DDDKZnt4msGZAp0DMFCr37Mb+7koqXFbkFHjb1v6J7Wt3G8+ePSYgQE0C+9kpdD6GuoM0gyMcqmo8psqunk7tTvtau6SpOPrirPSKupxjO6l6hxXR6YezPEr94onHOsqRmpTFrpWVNt1mJTzXfwLof37oCkjewGcr+smgJnpdirJzt1edPcMXe7s6+sshp1AWIhirrU+/liu2reUDvl3Z+ljzzJ/RYBMFnWVCKfSbktpndE8ibeNh9en58NTs+hqw7jhMwkTBWfndTKPCQnXqMfPss+yxootbYJb5P2yBwbso8YvxAtr9pDIoO0Nrtk+/TlyWef8BvUtw7lv/96BgAdm60GUc/qeNgi2iPG0shSUS38nU9+QnqhElz/8Ep29fo7X9SAOp+Pn3axnTRi27v65EeTcxe9G3fKr37jiELKJ+2PaMNuqhvyIfemMXUHnrfec6PY9Ad6QqrNeX3lR/pJ66M9OmygbtvuMHRakWi3hBsXys03q/nfXBvf3n/na/qY/egjwdl+YHO3ymDyV9tXJ829t7G6ws9lnzgfLVmE1TS5lt/60eKdOsm3aNPwt/qfjq2oPZCZrF4abT03PtpN+0n/0Y9G51fablLK2+n4tfzmoZ7Cffz257yLq/6dHfn9V/Jp+aGtWT8NfYf5HtlaPGCR69u8FVLm4ht771VDTwhpW3S5w64fPniAHadEmfdKXA265KnTvoc+q91ZQg9SuVlN6/smYQ0G5MKS3Xf8dEGagu0mzU59tBEEAEQ2CS22/yBLh/dDv09O9blteJlTVbPdtEqP8Vo6s0p8zmJmL1IyTuVMHvtwBi2y3rbygqJgb6bHBhV+43NORNzFhKQJmaZqo/jwi7PW7e4nuo+sBB1OaGqyH002X0s3HvSfTriLkxPhh89h+bYmCVQjfK/EdabVqJomTQ5o36nHnznX+uzKcqw4Us3DaqVT7c/VXOi5WEQs86kTMD92/KRuMjL9nUeHa5HvR7BoqkcG8ur1d76KhWlmsO2z+R09/sLjZDVux4KtegBHdRRcEa/f/4/vh9TUaVHf+vHbPv0UbwMH0Fv6DcYbJGAIi3nYcjjaCt0KnLoboO8DAPyDvxds35EbW3Iidi+4gd8KHE9ZVD5J4m/efKeP4sI59pVnYiLZ9vXElZ7v0oCVEZj7HGPAplA6B6cGzVrPKwXsKHVUOwYAQMvDC6fFMLRmTT3Zbqxa3z+JqeXSU14cNdZZ39vr4bT88BevD8CkOW7Y8N2XCTU5YgLVvSDiXOj54fsakPLeKggA4xl+bVYcMTT2nsvGOB437zMcmAnMxIegggAwmeBkIt9Pj/nmHgIoeB/tB+MEx8mD9xBf/977/X0/OEwFcdUKbdehQ8csfLRr+6U3H3xvJ/yEEyH8OfHMUqcy8rX7qqL3mhqgBoDY4hf9FZp5oIki2iF8Pcr352/vlzOtM12CLN/KqH9mddiDrlNQorQPvE3MPWvQ84ttADjX8ruw1geHZJplpuOwefO+Fr63WGoTSogWML5vrMT9fOpiO0D3fKBfuJm9PLoBADZhOXRp0NEGYlSS1Clpdmf6yQv20PYvPWb9CMpvXV/sqq2h1fcicKwmvnvBPRt5QROAZP244WJme5RZsgd4fx1MjqW00uEgiH0OtQhs43FaHWX4326Jfq8JPWzKetCTYnxEiYJNabmwxznVmi3ZreP6/U844e8Cpa7cuIqX+XLo5pVol0RAAHAihA/BiRD+PPhs//xjrSVDxF7y2nHBlnW3T6oW9XytgRBRKNbjEcC9gaOBYz3aX7oU98vUDbSruRTU0vnRr/l4e9UXfbEgGmSS1KV8iLLsX/+89/hq2CR8f09f3SpuJe+12X/qnO02Aa/dtuaPtMJZsrPfVAL16+k4NYuz0hsQ1vPw+k45n+OTa24gQhfds3H09Aq7OZ0s9TEI/KClQd4lS0S4euH5JGgj5lapYsU9tI9y+Sq18SJhBZI5ZVYID9y2ZVVHXaloBW5htRrGBU1rddQpQUoYzeHskmUE1w1ZsoOR+DtRUHPCCfeTKDnT6WXfciN6kNZcOrYKTqzkH4oTIfzgtKj3qH9OoPhR8eZ7XHbeXl/B86TwCBPn/fVZctcM65+wxFdp08mmbmOBoU2NrA3yQpTeyu46jjzRPvdYu+uhL0qWCptaChkvjorddbhniz6UkVSYqarMrOZ9jKp4i6UuPR15oXa7jtfvs67pD6zqB5O7Rua+m9HEzA/pEg1o5XUNvei7Y3FVoQaA7Vxu5/LdPmuLGdShT43rlNYy5dd18rXr08TOBhV96eZdQlikvLADQmPV0Fo7urMde/L1+dFZpUUtKqexXJiVvEpj1NaRIalaQclyaVsMcFzVhaBwX2y00RBway2IZpKOsHZJ9MCg3wkn/KLQBsZ5Pkt90JA3OoD25jE74xOO40QIPziP8WeW9YqAYo1Vu/ouL8efYBN7GS/qqpsLW5OC67ZHHUaMRbFCXau3j2grbNVulirdJpxzAsithirOW59ePv/o8nS/nr60UwHAeWc5xJ7IQ619rXhlmGUpw0Fr9/63DqFDRStLgpKaAnBzfpRnMSd9x3GIYxGnUPXZgQdW/eJmOpqZ+QhbMSPIuQrb1L7g0cS1rtVv3P8iALCozHhCbNulTSwq5ghrha4TwC19V1XeWzQFLiZch6rljAAAIABJREFUYailQxreo4Mtvf+DV464vSzHhHkIoTFWI9wbu+XzxbEzNG7d9q514l7gpjtukeflMYNQpxPv+i6mUOU5W0wCDlZz36GwQS0kIXVAFfGIZZm7hx9+qHQiMgztzYks5QO2KS2PdBy+sXhwosvmRKiHOP3/HcQmjBAMOZ1+SGnCXywuoy2PHOYPkZh4KG4dFp9+THltPBzZdc2S/D/sv/7PnxMh/ICcgScstZYrTwENcWWVUo+b0EXLlZnJd7M6b9AF9xQ8QfWgQL+moA3jrPP54NNR1LTiisX5DJPXb5qgWQ1wmehOKvyCEMY0o0gs3/dZ22fDmJ53Le7tP3ezjnBFiTBRITWeEEAMt7gilp7jEdW/Wjt56XMZUNBTne3X96YnL/TtgdsLWATSQemVqu474Hh1s4bPb6a7hypGitTm0lGVRxt7yJw5MQd4xPG3VGZ7VnseZ9KuaquQ9TKcN4A10SO8d4uwm9UDppa5e0rZW43tYB/g6GlTB0U5AFoRixm/MRbV7T5rT/R9pTIAAFApsvNKp+RtA2om88IcXaEgFBzuunYVy5lbLqbKHPHoDGJW0DRzipyrRgMeW9n4U/L3vuINmR8JfzF3ytQezcytbLGr7vWzfvqTfDXwVmmoc3c8pVnKNhfFhji4v87n1z7rnnJDnTvTKc0zNsnUVj0t8Qghv7jK+o5fFizJdSPpgTzWczW06VroNg0rhUmVrPHo00Zk08v90NYeSF8Ip26sVMkxHtYwB4AWDIdsMPR916vBzkdythD5nfm9ok6ADsnpdae7HLN2rOygNG6+IPlru/mb20eoCCcsonboUG7jQjTz8milcYizbMVLoWXs2vXUTFbXd47YT0QkXrKDUy2/FWsnljxsJrr8zktVXd2lK5zwdb40CO3VjuVGTdxVBS9f3ctfe/0uzSZAVvjyiu+f63l+S7S7gsX1lUn62p36YPdDFqp5Zl1/M0z2IpL4m0k2Kn7G5Tm/dJwI4UNwJggDbDu6o3XkmGGFTg4GQQWwusrW+qGM49LrZDWfU5se7gf7uxHoTqPdShOqFCfUoXGHWB1etN1MWHKFnr10KX79pi2VX9a00UgAmASHQQiurxkzhJvGc7xzA//w9tAyg7R2C2BEEy05IcSV3JJWRen9d1shHTfQSIogR5CN7m4SuLhsrbeXIrfdVJy4wpI5aXiumG28rhsDpLuzps+NZVuWskXpFbWNTRCBGcO+PipOuJflba0sjbWCU5reMD4B7MIlSeT87vav3MjtLNVc/ZfWYqCDf2nY/a/2FjNd7BRpl/X+Mzb/fdORGFjYgvtrRgEAIMNyIuD36v3fp92RLo4oBgUAgKkQw8Qv63aldV5xeUwl4faibrPGQ3deG2GOeLwfCqKEs6c9pww7MspEEHquL6FTlnfMzeJdBjpVik9c8mLpSxItqWim/ZYkHXN5Wx0cwrWfXPbUx6wv/UoHJg6ZejWNExYcGLas6ZacbuN1Be/shP7JP2yd8UM9dmUaNGk4nbt7qdyvym3cfLdB12/9urvMg1M8rBdBvgiShTNKyaTAXXOQwFhDgaAIMBvcz3yUPLnU4XWgs6hO48XCmwvHReDkbAJzBrCEgyX0elR1/Kw1sBsMhKCjmG4cwn6dLSCTkDKIV+GxVegNGVmyZGjnYWRbMSt8unrGWnxjOhm/rR8UrA6cHtLeUsCHLRK1ajcuom51iNmBbv78r97+fBJgPqysk1ND11+JSbtd+Z0yaBekW05Y+dwb6Qs/fFu6LGifJpdO2e21Nuu2mrhbht0SW4Xq2NEy/eP/J//x+9p9OHeBnR2GbLmt2+0y7hYmyqDL/AG+9vo7m4kYTp+mp9fteCWEXtC0ooJ6CYRwBpqvf/fDDzAg8ulO4IZtYdRBJiby4axKTzgRwvfFFy5Ha3bflR0ou2Xp5bU3q50ZSAWaI32GBAtmBaB9TwahfDxaa2p/bei9vCDTwp5q/SUyvwTVv6YDj/hAkIPVMPFIt43CX2h/2GH7U7smJoH6v4DJvyaDkICDDBQYIwgwIdFh7in6KJpWLnWDcBbFbWospIGmHoLmR2hJRdQYRGGEwWwL701M9sKg14q0dtxOE1YNIQ4HMaFWjRZn7tm2Nc70YdZQS9kKTUUrxXNNBAld8qTCPYOpvFuQxjqdVY0LpkD935nkfwfrFlgO9B6hnxzDtVv6rmFM+3JM9NKfyNZndWZID47BgNnVBzV2Q9U8BfQvQWTm6JkSACCgGGERQLrQnfExYgkAmSmnJfzXTfUaes9pYY4RwonI93Plgk4bKPH95lYflldeq8/askuMIzk1nqOjAJ02wIBEAgKDcw98m5hsXI4mGik4ihHjOCbw0e9QWtJeDa0M73jgB2gFrKkT7QrmMdcQ1ydhh/mCWn3oVaQ9hk0bTBvDOIKVcNGhTtAKFsLNiohYkaEOUmPMcBc2NWRtiPsQPdLdfaIfQOZWxp2Wnm2FjISMUY3LhGQF1BHqPgRf+o/HTw7Mkg7quVM43gh9mdo9ZC8QagiTxLLB4jqwKF++uLh0OuuA76iBqL2pb52yrVf2xFZZTWlJwXZM6wLYXY3acMNniCSZRDYOubKfsc3rUC9IoYgXgf95E/0mrddJs8XZhk0YBZFGvFo3U3oaZEYMEM8GJ8LwGfB6ABdJtsu4Q7WRopm3G9VLb6kOmJzkANGvw1pClntgBVD6pLDBoGxmU5LN22Ue9wEzqAQxXXJxBVfa4MYgPSw4KmJEVUEyMrcPwhbEDWhBhEPWlvFCD6IWAQ9rqlHJqihwkjXXJh++CgKAAjmvDBhZo9xv8uqkzvkhORHCB/OPvtg67baWrUAu/GJmz4T/pNIakhDmHsBFNA5znmXLt4G1z4wu9VoR2GXOqoq41P401iHJVyBvgfWvzPbvs1MpYQZJr9t4duw6NMlQVEwZUJr8U3IrRP4F4v2Q+IaCJmjQKEBCzGzSdiEo0GqAZCB+j2z8Nax8i3gMLAcoHmWMgBCcIeIjcPBvcH6/D29dE4ezXIEhJSdW3Oi5IQ0X1LYDx3bHTqHzW4tJaVsRcqKo0CYH/imixtDfwKUAFONJSQ431Yb48YRYGwJpnBzUd4j7H8HoX8Cai5wAWuTeFKaAetvcvIGnvoTii6D+CFxzjNNiCWOFt67B4AIcjiEpj2sPBDDQFKA1Yftklpp7O+5/QgNJrrQwPESsQMExDjQ5pjey/T6Bzxu9TSgFz8CHv4RNEvzzF8aP9cwpxyaVVQteKibQ0iSwyNkWPrIETpcZt6nn1+aqs/BIY8qqbtxSOlJbBpy/T9o+XP4uDPqMtW7IPTNaW0psw4UwVaNrgRqZIey/R7SJdxVWnifdvtLZ9dHK2YSj2/c8cPlsQtDw34N0CRZz4AuyyiC6sh4Pg9zXTmD7JnDjns+Ve3qun4BZAmYBdUpkAF4LSSrrtbjt1m4sXImhp92zCs6m+7+Lcg8wJUKgy4ik2h98/MBjbiB8mTuFcdD1Pd48qowCZUA6UAxhbkOoz+GL5xaXI98RkRF+UfjTwvNt8zTJgPgxyc/h3AI5hm41THbX9JrFYjpoKq/Q9JIFXyYCSAOkaWE2hNTCIEZZ22QnMJwRt14p5x6bOusz+x+RjJG8S8oVk/8QB3cMNBJKIwmWxdyhsleOPTPxzxIYEfHfkL1XIbyCljSklpgKVVeiYmqUhrJcZdPgIzSYoh6R6ivEvASeRFIqRZs6L4paJnMz/972+IGZ4A8KTWXzn8uDf05whkcnGk54D06E8AFcvkAvnHKXqc0zxigtCaVAUkJjNK9Ch4L5n6m3DPZA46knN88MrZZtdKnz2oxGxiAWyAX4j2PxVdJ9lroDA32svdWk7bPAwdEEpzPQmoCmlMA+ds+S5s/B7lGNFJBIRSqBdV7X+4deGxCQMLCeIPo2Lv0ltVzUBCihqsF7z0kEaBsGb0L7NSgUHFGxUgtRFhoRCbXAwJRzUQvPcoGBAvR8AgCJlkm15cE0gCUET9HoqxC1sTUAr8MwdnziOeeZ993JtUIrl9g+8UpgBMTrwM4h+QdQvUAtBeVIHzEUSUP6HJBP0O5poEPy2KF5TR9zOOvB8rOk+5/AfhuXBBweNzjJhsEQhy5sSCLwvVqnEQBKwttEWppSsI48FBrQCR64sPQ93u6yiCt5qI/2BP8pOczMYTbu8qTNOgH2tY4ypAkoBcqFMxEEXcd0Ah56yDmUfLEndic6aWSrQHuBegfmBPouODG1+17TSQfA7bk9L2gzY2JfFIX2Fmj+lOQt4CV4LrECzuzD7kw7aWuiZEO4Il05npX/CtkKWAUhq2CfRe9w5NHvXDYXDwd+YxuqKfdCPm2Zr+d2BjoH1QAPIWxTb9BOO6X2CQIAErQcsu+73xheeH1bd2iakvo0kDPIL31uYTuEI3ILNAdGAMBYjFY+2RPeBpBdQnZIsIzOR1evf/mi3TU2TZwm4wbxU3wv3VE76OwQ/RyE/wt0+mAPl/SXPpGdZ14XeZ3RIqXdcYqjcAF8B3Af2D7pvAmmA+Txj5aPr47OE4drbzFnZUZlwQPm5kq1Ifs+im+TuIPjtibh+enSULDGgsZNJpYPTstyakUdND8E8pcw7kFhkCWiOtUqhp2SmWjotqom4l4wE16FwoJqFw+mOFNoT1XF8iLLpwdyJn9mcQUAiMgZxlv/GxqpD8wxkzhPeA9OhPAB2A6RGhWaulFZXZfSLjTbRGeEPAdQxAuBGCxyrDWf5obki6rJ3cUES0mN4a8T6Br+NbLyLfBco7SpClUucNwQfHOq8ylphG20IYi2YVeg/QeEhURZoCkoSYsKq0Lk376175Vrfap9YIh0BOz/Ju4AGiSNRUQFs9fl1Xtuexkur+AyoF+A3kdyf3lD2TSqEQx80YTGyg2YBKENnIDK68qwd7ShgqKCOwBADPfJJZc4HrFDTkLXuB7vu8Ez1vK3dnZrFBv6ho9rDkQ3Eb9OepepadlGAUbKnh0lTBSza3zpH5vmG7zv6HN31BElqS6EPdZuWIcr9fcZ/7o+f8e8cv9lADCEtRaQNrA+RDV0xDF9VAyckLIrPkXkUcMWMq7gCIs1AKDAfeJ3rci3TMCqrPLL+zYcHxYzJWbqEODw7Z8RCNoJ1F1y1hCPW8J3leOSTosvn8ZnN299/7m3j6cHCBb0z4KRpGuIoVbt2ob6NIqz4Pzohz9YbG4qDeoWAoGgQ5pzZL1LXEUUEuFa1OnlubNo+82oqd681bwCBSBYsLRCzpw2tZ/SgzvOpJ37QSoJqV3nzrJ8YavJoBQAFrYCmK3h8vnn4+rS3kf7lCliDDQaakStOCHiDSMyInbAuQHW7az12/bMK9DIxmhSGJIJciUhNxfOPmaHZlFB4oNjYeR250nlMzSykOOkKlL+J1vWrqF7JDnEQ2lKBbMUwrOPU953s6xOFna+qJNFMFbumOI+aXZxNMdDxBqhOgT2lY8HLnHLuYWZrBQRQBWhFWn+BtMt2HjLTXsG9NHLdO0jXa4CNw+EchnXSKUkRYlNint/gq8i6B2AHYCnzvFTj/RWSJvmpDJElQBECqoKnCbm+vdgH97q49P39+Z8+PjQHvJBx+kjUVBXiWT4c3jXXy5OhPABvHZVF/PpmXbZs9qqaIq0ykorkUAhbsGQoqOwTsnuhrh9/YVZZVp90mYN1rmTyjJTUmi2S8Md8LpIDciF2t0ze7vbUyfsdUxXGiGwIZTZwEJmJeCuOigUGCxLlQm1GJXTH23tZMo84YFvGaDKFbYEigyNh0UjtSmuqefvuWcG7Ky10iOuQZYYKnssu2+pn1ZakKLLQl1a46I3zcswciwhMlkumsUrm0cEKhFUgzuU9GyL2S61XOF5Ejy14jjdMZs1ettsuDA9Tz5GiR4xq3GtiBsNcNbtbs6PaC9hRE44qbX7lGPdxM689Bf6XqWxCIZc9h35NdbLpV5VIms6R44ejakbM/ZvybmBLhfgzY4RQgd838bcJwXKEDHSTnXMTp0ChhSXbBo7LER3IuNS/qyE8H4QxAyu1rjXNKtSRE0JHU/EIDRVa2dseO6dOK2EyQa8UMvlsolV7RS57Nh1QNVCy/Wz5vam+vELFjN8vdY7RTVMLXfNpRGvuap5v9mfZtduvXPOljDawtFMtiZZp4e8b4BWjRXWOSu++vyPnwCChJ0SIIFw703/9tx+Y5ishV5M4nmS74/teWqlkM9wJ8eFhiUXlnauOt906cW1RZ80Irfnib27bx0srITWI701w9sAUAFMAapnrb+NnIFty8ZuSl4WfFLKQ5NW+M5N1lA9f4VkC6vD/BjDLClU7owLsi/LA3Mg3xVpt3xya08WdujVnkohS8Qk55MKdlS6A3d+EhpHMMLAopKgJSmqOjN53YwadrvJt+Egh7ts6zpLlhdAlgpVF0WDc1FvCbmlk01ztMPtz5Qu66y4XuwQjaRUBh7GN+OEtzgRwgdzZ1/f2c8B7irE+jj/zIBSjXJs9t7UzwMAJPCdl9PloPEw1CLNCorKXbXOD0OPMb4/aw71wQ3zAhjoF+T1nfSs77KGSjSGYyd2LkY8dh1B9Lisr+yl15vXxtU7ib22z0KnZtIyAjQgt8jSOs6kvHowzaf35q7OOEvroRWhktosxbh2Hp/pRFeul9feZcxdStyYzkmbE+PNS20ICGnGRZ6adHtxbDeugmyOt4cWcM+zPWkHTWNVAdNrfWu2qwGghqwiBy4JJRe+NQwdYzvoMHZKBNvFvbWmmhScNl8LW7ajVhnMebiY36s0GRY1mTq2E1q+Z4EDpqjiSXqvyHHCl3x7iWG0bF+uye4umx2zJ+ZUx74eruj9rAy0iRQdHVVq/pHLfJFoNxWR3XQCGjJys7Deh1flh0wJi9fE4uaYrRV+sCDhCBPTXN249w8kodg2t3cyslUHzoJEUxC3xM5c3N9PVkJyXSbXp9BP7VbAoohc/W4ljlo6c0yuNwk0cMyB+W0E5COTj8bw8hgAIOasxQI0fKaqn7RtzGA+gxtcsReeA8/B1ZbV4oFurEVpkkaN9b1/ze0DuX3w4Gc9PsTxoQAQxxUSv0Vd4r//s2qlUy9F9mRu6gYyZYQ54vNx66bZ3lh84lzZVCzPSVnibnP01uebz1aTc3I1quZzkuVkXqgD8Qsr1Bx63nIAXQdmsuJNE3vk/AWLu/D8Cw9+hie8xYkQfkBSsn0q9JHX29N3Wrz35mZv/tZUOQCADgs+v37qfGQIGmItfrT3tr31JMXvpPmdqD4ddju8Owzsy10TMzS6aTQglMNzBz+4dld5i+3KOKxtw1EhIlnv2dorQRTL52b3r1OnWsEg0j7JKaXUr3iXGNc36+Ta9bv64d4YNVWzv51oAGCE6Pc3F3uMe21Je3wJHcp9aYfKt/VSReHHR7475k0A+Ai/RK0oiLjnN4GFa9K+XwhLzKQ9DmISeCi4XKb2lftOcU9cZE9cWPi7bd+AMeCgnFO8z3gO2sxtx/Jyvxm26biWW8h2jimXcSlZH5DVtapjSLGBC2Xu9595dJ1dXA7Cc2xxvem5lWujb8leyn5RyZcG9e0igwKOLxUCAEDEbZGDADi2J/AdJlJMFu+tIB+EVOlUHd12+ZbTkKwhrX/2PtT3sT/H/aM8Je5BSPzBGw++DACu3FFX7v8g/tzhlPRi6LeFz7J5kZg6+9XL0ZlVlgq10cnG859hYvKXiRMh/IDckjsfG/BhyIN+9MdXj154Ak9323Xs56XA3vK0WzSTdy3025nazkbPLOPH11srofRprRTLhZ6YdLUlH1vyro3eOerZnnSj3CVoa+Uyy3IqAYVgi7WQfey0/crWXUeEONatTumCiRw7VZVnmK6jriYrrWI/uWsjvP3jH9+nCr7FzWYHkuyJoE2AtBwjPUkDAIB2h5zu8yw3d/b1WO+tc7rix04slVutUQ53K9PTH7NCQicbo8Zjna7ludKjEu4zcXvqdGvo0SZMhz5JheSmbHN9f/+9xXUUlatLouWYktUrXYBjhFBBHcWNAoJcrvfg9YMjxO1st9Vm9ukuu9OtLZJbFtYoA/chHtEJJ/x88BkNQ+W1cs4oqGy1b057oVUhb0Tb5eMT6+33x4kQfkA+vbR61l3x0HJYdTFM38yP2Bs+ORgga3JclGgsY10KV9+Y35tCIFz0utpxKx9I3VBphGZV0HQfaelro42fXOZF0uuUAaBlVAjBpJLzpuyGUVrSvlW+O3rlMOJHstUtbKJ84k1npZ+2CW1YCZeXqv3kAYeFrktXl6zeOrmz12xtHLv038ySyUZ2XjjLmhtHfu17NQD82sfjtuUtxmDKxWZSXFncaQ9WXJ9CIC1z1xdyrcc+daoPhu3SeiM5WApaLFBQ1S2XJPU7b0oJIXnosAAcBV4eh1KIwjFHBHxyLeJO47dKi3EjSwdYbLFUHhH+cmxT6rpE1vJoILRm927/bUawsp3aJ5l1eonRwtiWnuY5c04CTSf8wvjYctT22Xc3F/ruM54BZGFhx0Qao+2qB06Ebl2ouiRa/KyMIH75OBHCD8iatabzjiBca2/VWT1SCHt0oLN2Ar7WrFLCVsqhdxpzlw9Th0doCxY1GghapKzqMgsJmBbipXh+M31btw6r7PHQtj3jSLClfTBSkR4KKTTQiJQDdzGu3170XYt0lxRpF6DUQaKSRYvVruFVwPB0KJ9cba7sHd2xBwBty/rSpeGpIXe7zVon+3cb79WWO2/Mi3eqn5zhlmPmSp9r3zP8Yuyl5e5eKZ7d2PkV3+849Id3v9TpOJCJGxI30N5IJN/bPLh4yb0zLt+tggAwcCyVeTW2KSE5bVprFdPNZHzEXVXG1LwgcUWJVc0rWYQM2JEVe9TYtUbCMFUqN7Jo7o0dESSismXhpYb7DlOsPD1wWIQTfSKEJ/xieLK9/GjU81yANffmbLHStU6v85o1z75S5ZkZy3TZRVMTm1p92q5S0miVFmqendSOvl9OhPCD8Ih7xq6XCxFVyAU2tOnef83TrVOs6ZRVu1SuUbxGobRZY2u3zea7L+uxwajCdq9qOzCt9LURh/kAWY0Mn+leenRpkpr5t28nk4RoH6wQTY4vbtX13kXNgTo1chJR8ZFB863tt3N0SW3mtOpHtBzp+aRvJ8uLUhObVlYTBtFnLprLF+Z//OwRif0BDz+1fHaZ2U4joWAqe7j+8aYBmVmK+Ka2XYN9ZuZycy/Rf/q3R+iWLJ1yEnEesAZDZX3r+mQnafZ279WkWmKZuVkT2sROk3qs4MBk33zxiBtTGieqOhR5YFs7G/0yLylaR45kQ2Pns86oLU1Qbm4FpvHvyVcpwLSETV0Pw6hru8bTM1OoqJ6oX1g1xAn/f2aZ9YfsVFEpiQ0q91PLZ/sdE0XStKtCqO88Jw7zSm6bvhysmqVS0kZhrcmogET+MviV/3w4EcKHw6V8na+eo4/WRbvRPgBRhAkMXeLV77I2Htr+mn1aV3EifCVchVRoXoHuk3MVaxKcEoo2xUvhkMt4PnV/ROeBm+1urWU31oApi1HLxYDTrsdo6D51KTzY6TRJ+8qOtmyy8eIFi3OHUV5RyzOe33msBbWpf7D7doD05dv5pK73Xr44LLp97nFbMke5QWh76FD0I/j8r4jvvnCXSDDg5+xHQ9UhFRhW5LXa2H+4b1EhcTal1HZl45jKicHhsE+I8SlP9L1n0KSAjHsGw0aBEiSAYG/3CL1MtTpMweIupy4htpiT/bqAd5lwvpsrNxzahEtdr1l0a6kKffT9G+WUmTfaDLhqi6qu7p7S0G/T8722FDWiNSukqjRNWqVduuuL77z6cDuDDx3fJh5jHuF7VWMeJqf7d42QsVz/XT+s9B02OX6KtUVYxKzlyG2FgFZzWMmH/b68f3psVWvbQQsahloSY7eZxVSWZM1b49eu3lHre62VpX5GvEYQY8hcZvtF/R/0h+TnzIkQvi/O9djZVic0XVK3dNnWIsyELQzRhGgkDXiP0GekNaJWQf1F14l6uE6bsGmcsmGVojWCJgTBtmn/cetjQZj7cQVeAsbhmZ+80SlfWS99rBLLADANHmdt6hGHuIg+05orP2CTv11pymAmTGkIMdTi6CAJG5syl9vBwAt+kim8fkNfv6GXAULiIRIbwAcO1LMdY7sKea2yey3ZuuQUGr+qvYJCreqNproxKnqW5RKv0aQ0qsba3B1pdIjTZq4ijWeDAnVQqEmqiU0RmVC0QRzSMwOrG7piT2zcqu6qBx2X1RKFIYULoP6ycQk6R06BR8BRUXMLHcaAEEPsSh77iZ3OyVbaP02dW1zNtWnw6EhmZsS0Ug7x+7wFIinvTl5eXPWGXW++MCShxDiFYKDp/Fr8xvMxwL1DIX5uXDjPnrkct9B1img2sWeJNc30bpXu6W1zX/h3GNGu54K0iXKnlZzoROERa/TFFday3AjCqrSSkiSNPNTjI16tQ58+G3sigiYUuT/L6aKCua7HsC3uKzk9HdrrQV/WDshwWsuxWWRw4MOpLqwVsN+i3ooTdiIMo6bXEQlNprp44VYxXdy1XjOwB6zf4jzywfUlseqdIr8zvm9OBSEOhB3mhxYJfLRtUUB1aypqcVdcgYLVg+HADts+6UboR4K4RWOVW3n90ut3/ekt8JfpYMnzBhHpdtDyK+1XY5VvTsWNN955gDbEp+j66TBebdEgrju92ulUc55v1cX/+xcfflXxAM7ZpovCrg0gbYAIR0d5ISthDqR44drbvwIHr268WvFSqFrLuWpG6n2UDp/wY06E8MH87m/Ep50OT+NqEaMVLbQ3U25KTIeWl6H8C2K76HWY23Y6a4/tn4qHXASiCrcOrHFNS4Q5iF+n2Q2wbgPtgB9Su2/5LSf12kSVkWUFtxuaZSZJSAnNF0j9XbRbCK5mUllGeERVVUELzMpSaY25ITlogYprEhIDivHGRs7vmT9DwUEespffAAAgAElEQVQSzwlWWjpUKQ1ccru0FINJLn5w465gIAEewZqru2MhGk0azGkr/63emitasgibIl5kzkTqMSzGcAex6ZH1IW33XL4UgRvlLEh5UB7q9OamKgqQCJWqtNId1nG474CL5t6PWWbq/bL+lGU/Q9J/I93m+J3rvh5RWPsfTbYD7h8QnMljS9tzyMem+py+9bfykW1yiHB04XgN1Uimnykpuv6ikfJuj1MEoMZyCcmoNIpZjU2NlfMk9NgaWTuQew9VXvthsb5qdQO2ZscSwrAKojrwK9dhYOO5PbzT4BYF3yeBB/TyE/lTK7ErwiaJykU4S6zDnByKch92Stig4IfQjah95nL1Wx93RGKLmV+ncboIRgtrry73cDLF6wjSglZEgs98QT65ageNJ2deMQ8LGft1YFNKjDZkLcEDAnkXoz7ze8v1+jC73IqzzKmzaG/kxoIHKMYkl+ACWKtmZZk4S5aJwpnbmnQ8vyO6Xc1aHfvVMj8UeUWMT5YC5EsQDSy2FCvd2u3H2rH5oiQHHnlz34xkVRMk4AJUS7A8oN7Ax6WOdqLE2AVx8GNDZ2uCt7d1ClUJi4AMT+OFFRZ2Hd0Kik5cWq3Uiu2U+lEHk6Ta2qkkJAScFrl4CtZXrWDgq2EsvSj1Ojnv8KlttZerm2+kBhQABOTyGbi0ysJlCn1exU7mWJRbutAkm33IjQo2+KvkkgV9rf2sIoIawwSxPFk7E1oXVD+7/c7mskU7ZW1XQtam0USM1Kw+avbWCcdxIoQP4Iufdy6cCuOK24w1yBNllcQlxHoM69Nk1sH6C9B7nkYOZesfzT56mnaJw2VY5S4nzjThEuBxkj0Ke+sQWtAdMc6pw4nxmOOg2/Z8rantGcl0pfDLNPmsWQAZ/FAHJYNAkqompsRMmVv7TYg5AashrAT1P+Hut7H/HeNaijCCCVTX87edLyLqd8gZCzoS/U/B3AXrm9pCZQB0TeppOXtlcZfJiw0dh6w9BoM3dU2wmWH66S9uLluBlUU0b2c6TOtYU6dGltPos8S7gnyArSWw+1y0WdNyqRshb+NqbFo9evVZliv9z1S+r9n/RXwBZCGrsby3kkiD2lXbV83a55AVoMTxftYVzPfM1pZpMVLvg07NIRyDgiKF0oIwAZzge3hz1wTl53i5DeavzOwevdzeFrZUNgkNiJLUTDvPmPJFW3qu7NtB16xsZYfJUcWoP2OwqgAAdYNGUTSWjYEF1AXPptzG1SVs9xkbnJFPP7lxyQ+auTU13kEZGBIJagmCJel9gixvYHsIQdfGS+uzC62CUK54MGXercQrmdMmvQJ6v0ucQ2BXcWnJph9dv/FE1w+FXzArZ96N3Ckw4IT9DixSgJy2XRwaEhwMyRNP3XisM2C1j56f+r6lnbrifSU8Ql1S9cBExPuW55775PzJ1TLUPVXapgkXmfNmY50iBSVlSmsCNASvje7VdXLuka1V2wnBI9Irfe+QO77E5qD2SBkSuYKkZYJvsl6/m4TLm6di3uGrsnZyDJZ8RxM1gubX6ayP9M+xDcbmIF1HsmDucO4UQ974mHunRmARPSLpl0nzAq5GGAVIfCgpFgqhyOz5fg91a7bLHyE4h+YCLd+EFdu0OHJihFR1JaAqNaJ6eVLfGn+YjQoRic7wR23Tq4y1DNoGuKMNA9OirYUoEzl/Pdsufxxe9kngWKxQ9ZeE/AuOzFZUV/CzitT+cnIihA+gyI0UaIyppdGGKIUKQRs08P+x92Y/kuXXnd/5rXeNG2tG5FpZa3d19VJskqJEzowoabTAswhjwAPZsOEHPxiw5f/AgDGwgTH8ZMCwAT0MYGD8IMxo6MF4rLFIcSRR1LAlLr0vtWZlVu6xx91/ux+6yarKyuzqpsjuJlWfx8SNyMiMe3/f3zm/c77H5Q5dhfpXXNZE/juYrp2bN0PS4cTkYGoccBrEyFXuKqQGHAJYBTN02IJ1zqLGvBf5HsZlRawCjvEGEp+HvRlq7gHWYLXFQrtCqrSoX9096tqLzYBobUtAF7TFqNZgtHW1A+r0UI72RQ4A15vrfbxJISokmwm+btMadO4ESCt0mdX3d9QDFeSIL6NLEV4C01gC+S134PTs4osHvU4rVgRqYgkiGCMADAQQAkDLAAjwFAhyBCNMMMZAMCClHXIgCh8bbmx9R5PrMN0g4QjZSsvstBm5AqavuO7fh+A3wPxraOjTZhy+jwf8HfC/7GYCtPzQFuYe9ABNjtFE2zPzQg6sR4nlrKVNZU8uXpNSN8ZFy/MLg5WuXwbWAexT1IyI9UwtYhzUb+w/4rb1CfCtvxA/8OTfuezaGDzBpeQLg0vLBGgLxockhqTDcGthFm9f2j+/GwBpRKhowCgTOscKWYvcsmOH0AghaDIrb8C2gzDIfSs93/daqp4RAdaAXgOloBGgqLfp5GR1jmcdHxuENcdrA3Y0s9q5NcgaUGVgQ/AOkLd8dXhl1V/m3ACX1gPtrbS8mcC/tDsxLj9AtgZuARqXi+W1g14rwDlxmpWaaoXLAj+rrAWzAONAJM4iQBd/4f5myDc9bnKmM44lP1SUWPyP3SxDYui0Bs8iVfrZpV+4dyH0ejiUuV/ZsMi4kcwHeg3MpnMFshWqa2S95ybPXBy3HG+4Zp76UxkMCxo5HoH2ATsYa1A1VLlzUVSE3f0XlqIsSxqev3PMmyIWgBQSr8OMQlUCmVvsdFVUBYJ5Xcy+f7Q3rH6SsrPp9VbZ+YZbygWWDihyA6jfQi4CWtlqr7y/ox5pku2yuMPDSNkOSI2gMnl9WovRUz6Ep0L4BH7wuurwxWZAI2Mgr3JJC8VKY151ZAU1rzr3T9GgjXDXKYuwAptLoyqRazorUZpisOz3of9fAf4WtHeAt8GCM6iV95dMk1kj3HRYE+P71E6U/wfuueeguuuCyCFkrLE6N/X25JAitt6IY6C5wNqSqWV/ZC/8pWO+Qz6mHDQDDgC/fKF7jvcC7RtNZgVDln1d9HOQxh4cuHuVeeSIq4H5tei5BK0YZ10dfluPcvc2gEkz/O52dT5gDeWVVVFKnFm7gDIDnbvp19yxD81lUAWKfG2wqbUqXJYbVW/vz+v7HQ9RcPIPECppOw2Qh/SHPJMhCkeYn0ew5tbv65k6zW2kgbrLrM8hQAYtO2ZdWpxxVhdCt+14CNYDTqBhzrBXIcA6bjnT9I4c548NBBDG3Z7P+xQi3nGIvmPdLqYt7AhBcVtkRRD3vGFNDiefdFCYC/fH700jPO+xMXUNrYLK4tTVBcwsGgh83qAQEYuUKifxjBfIK2YRHsXs3rGbuiq1i69B1kPPxKiX2CC0YjwEGoGkx9qN7ku2JcnC6rmr/nsYBWj5HJDpfY9NvXot2G9PGaLMRLkuphRNDfofoZy6jENnyYUr2H6lWyFqLTYaK42kApIrOx7j30PhFHkZKOxUD9jKLjrYqDoE+xJAomlmtmZsd8J+AOjIoZmDCqoI6iVwXxzqeKCQsCg3i4UajsWdfTpKyf8EeuSKEgFzVeL4568f4UhoCqPMlbkZz8zuMR9OPYvwTVf+qcuEK5puAS786vMjRzxXu8O5STN9NDbTzNfWVG5RwP7X3DaHRunCqWEXn1/0Am8unbRBXmNsPUIVIGfcVLj3KjevIRo6TmpR1YvytB3eX5PPLy1t8LXQNguhpCahZdvOvgMOwGhX7um9oT1ZLOajoBTm2NibmGNsrMGpfTqP8OPxVAifzB9/txxEYhAuEty2dWbrltQRdq0hNP4PaHWc9awCV7/5inewMrzQxrL2xuN6Z98TJgZnGy7+l7CBHDSR9UBiJGkr9xpympnFQmV1i1MaEJxQUqjoFYi6znnYRNj5BEpU3cvHzw/anRjLwnlENxlDhm6rpOUURjZGJOEcaIwVPH+uGQqiclsWqMGtkUANZRJK0OPHxOP60sp53jLCq7Wb2zTV99/vutvZtjvbRTes1pIMac838bS0mTJDd/x+JUUBsAON1HYOK0J07ecmt9l2XgLAVzsWkARnDa6+F3Z7ESxql/ikLf2ZPqV5sUn52ItaigyoEqK7p04pB+2RZt/zKKGv2d6y1Egt3zKnC+EKWTGougP9noXcRdkZQhhCq8+TbyF/C5c9TCpzdOKY0Dp3pGaJdgPvnEc8BFY6EVontSNRpTTEEfpw+82fEtq6hTULPYVHDaBLN9sxEydWJfOLDPWobHWVZtnMZbssv/VQ9ezIvbpw0aRaSix0Fea+FCyfyuLdvUc2K6VLb8POTC4Ns6i95xpzA35JQ/X2XrU7luqHVUjCNT3YDEzn+39O5s8Ul7t1aCOV1ztjNJp5+7qeOAEu4UiN3C0Bvp514LVwt5N3g4UQ6GACi4yOpJ7Ycg5jY6UFVQFMgZRvo5u7rE19kJ4RQZqTReGmRsxgol31vk32AsDdJbUJNsMQ10GVBSoNJyWdaXzo5kduX0EGAGOAMcDru+GyFwQiNHlYp9WsYkfC7tv0AHaNEwAgYTEF6F4mNmoYDGVZFtKVBo21HhrYc5Md9+77x4QCcgFwxgH0X5cvbSbPNJuB5rpUhRGRHztkalNrqytTbLsb+rGOoAg1I9sHHUbIOQ4lTmf66engx+apEH4kjgtzXKTww7zcOrp8iXwuAAwOIwCLZY0me0db5fG8goIh5tmQutipaBVdjcBSTAlgAg5TbWm2P85c4yhUsa1aQteY4pASwiFGyDhAzhHsuC+ZX88hn2klQThaYuYxixOPekArDKWEGiqf6dg3iOMX+zRuazKXqqoJxYED7LvQOQp6qsyJ6bO/sN58YdDwlStzKTObm/ncPXJwOCntpHzfZ/yUJV9DNnLZ6P0RMw+JyOuL2yFqZEYt0Z7HjMdQGzuFXUvyWX6KEHpY7PDOMERLoDWN9k7zvfSpaXna+Vxp1CVUUUoL+ngZJAE64PH5uPNWw/8iTmdbYXbGUsUxWJZmeBY62rVwaPGpZv2FywiYgFCMpHTC1covUIpqIdTB+JMOB59ICaMbZnQ3pUu1H+c4HNsSSU3M1u7Jjyqh2LMFPDDEPR0D4tjuHb/vCXqG6htYHMObY0dvHZPX5o5jjJCVGsCSuZbvO4sCfDD5WADM7NaN94cYfSgWzM4x7BzrJ3xEgL0Ds3eQe7RoMEIcrjUs9OkHdX/4zRKgXApnAWFHpZZnNG8YcN95s+gxvURVmmbjuU1LuF19QnNuL6+T5y74fcA6Mwd1ZrlF4KyzzFgu3X1z+3EVBIB13tkIIw8F1rkSCg01oaIfoOHhp1DV9bPLUyH8cVjAURyULQgxGEvUws5v1O/uqB9FKgqgBBg3sN9ijXOchMhRRBwVhpQZSl/b3bpZ5pvNKgHDrcHOBCGEHFllrMOADGCFWCFZWtUpANydZAHaP+ehiJPQx4qhWKG5FFouMlIJqKfV8N2Rvrq86GNiGQaKQupCzCUDUxUkK0+MTbhykUeeREVKnKzqakdvn5qW/LgszPvTCsCzIJzncBKHBpheAXbvtGZ0z8+DeNH0mcMyz/XpBtC0bLTLEBMGyq8RVqQr/GN18u0iQruxvXbOJr4eVXq1DXtnLN8Jo16j2ky60ykc0Uls2InznV/5Zc+35L1bwqS5z6OYehY3FnIxPFYzYbfy+We2BU45fSByED95K+0PwYA2TtdnuhX91BHaCf2RjuhGpf1ws++tWxbAAqgTo2Y+Gbo93O1jSLWuytJaA7jEme8nnvLGcu+sgrL1VtgPLHKiNBo7MVX5L7zgLIveDqo7W5/VO/Wzx1Mh/HEooeTRvMkZQ6y29Vgc72Sn5OsyW5f0OGwkHa4Jxg7J3OV7xdF2vYB9eG9/DjBfD/hXBteaHgrAYsecw84Zh3WJcg3pW4eHADCp7buTcXM16iYsocYqWUmkK7E12/9u+mBs+je+n15cklebbhCxJiMgilLgjNSoKk4IYdzVnNWVdYez6V+Oj6f6J6CCD5O7rILUMUdiQF4J1SnHhIN1NNPHF2KatDwFkp1RLNNczc+tV6uBbyTdHlVClEF6yvx5D6Nut+43y8RziohOos+KY5KGvn6BLod2mKjysIb8kV02peilfkwN7wPcvFf7qGqGEDHa1U2hw7cfjSX6y3h49NPJkT3lbx6TTN8d5S2wo6w4Kk3EvHPNjlb2fjra1yeXlzBAgIFKutQ0rVAYI0DpXGT9RF1NIhqFrsJ3tj794Rg/KzwVwo9N3yfX+t0kzC40mwtRWFkdHpxM9yxF+B++tMxdsFjgGGURVx4hEqm8TofzR+Yr7VVyXx6sddFqjELsprWURiunAMTWZDiTHyz5o8rsFuNzHS9sWdAM124I5Xj0SC/BrHA/KKrw4qzV52HLIq1QCchV+fBkgPDKnfRcVx1sm+1DMZM/saW8naDnLwTdhj85NjvHw4ZSgyRotOHO/JSd6TPL/uaSH8pcMoGoseXpYtyPwsKmyKeNmK1ykQ7LMHCP79cFqGYiG83aJ5bKshFgjNCpzhqep+KobsRcURkURbb3yO9db1E989o8DDidhZWFHMfaDzzfOSFVJOyPjuc218mvf7E53Yfto+q13VN266sbaLVDhkfu/vHTjflTnsydu+7O3QdzTzcSutJBM2leGR+GmDQoJwj6iddt0nMrmLft1Mh776LekgloLhUuF/VIpi91W37N8qom9U94d/vzzVMh/Hi0Gf3qxoVz4RIBSvxyOcI39g7enA9PXPbFtW5kWpGNwSE/VJv9UCNhnL6xMz3IToY+99Pprz07GHRdg0JTo1Sq/SKt6nKvSi8PWNx0r9/SADCThQoLHZsQ8zq3ZV7s1qfUg+yn+UsXYxsbD3nAUJ6mqT5pePHWW+atn0Ly58LAW06asQ2YD7lXLFJaVRwb3NMdikttH8hSOyQXwlZs/ULbRSVKP/vGa6dHhKiKwY+Oqmxjyfe4YrrYev0U1SmMMbRCUcGIFllpFX/8mvfxcFATQcKKOOl8UT9q5l9XbjQmmHta4S7nU7fI6KIRcWRAYWfZgwxgx2NLrtFuM0+ALeZvTB/Z3wBAK8S/8bkOKbzb9/Qb29mNyU/+H/7Z51q8tF/NF0/9yp/ERui/eK61NsAmFseq/sNvFLup3n1rDwAu+isbSWJAVUZcajV6bejEGoV1i1N2Vca0dlbLEkay7EDfr5tyahUgMf+beL/92DwVwo/Hc51BDw3KRYh1uC1UDfXscDVA+5V7JMMmKg48UTohlT83uVmvWyE9WFi/PP+lbvK9yY2xerA0zCs8qozgVRQCVdohG2Myrf0vD87zqKat6uVniz96fbG9a0Y27THdijstzMc3s3O8F/koiV0QW83KP32rAoCtsTk2ec+zyNfKwo3JKNWfUETSD+PAxKaKVKWcUTGK6vvdpOVUpR9WQQCgDtULPxZNrkle5H9+9/Q8JsfYVmHhEqjxPTyLlup786w+rbjFWDcxVUYqS/RcaVvEj1/zPraKDgu3tCpyK4eZWfPj/frBkjGp7HSGOWcNzx80GMq9kToYmzz2cGFNqh5osJEon3mBSpqWng8aM197XN/Nih+FoXe2LH6RRTq8FPNkeRCY8WvzJxWK/HzRIP5L0UvLNPuT+XefdO3fXCjCz0XrLw16g6Ztx7WLyvfe+2BTSBDaCJovdAZrUWyJ2FnkoiZM+qxW4GFQdjguBhtlgNmtI7FzHF7jS/XCt0JnoA9nn9BT//MBedIFT/mA9YhdX1rZ8JZBNGUVV0W8mDbm81BrnqDm3I3UQ14OK16nYZdUmVRFlM2aU4YOyuxg1DPDXkL9TuRRIkbig/DisnfOl+ddU3odWxErqN4bxvm9pdhnrZBw7uIEtXvurZvSYhV1aLfRfXsrKu6e73nNlShZTeLllre2wl94jr56swIA55nOMilBbY/L7bc21ujyZth9tt3+/Fr7+Q1vY+DuHv/kd+gtjz7Ta4OIZekdF6lvG9gSjBBBZFzW94pHpC7Bfo8OsIxNGZYVzUQ1fyxsBQAHaAktM9Wq03CyH7/9Lr51v1iY0x0dA7XaaAUVuFuvDY6zals8Ugf7I3puueH3BIHDhc622hGK74sHAb11jiiObRiROEANLdjeBPZUOq7yraPqxv0HX7EWsMKXUNXQZVIUvkeC1UayEvs72QdhurHQol4Lt3zRIqIVmI6T/tCcDBw/43z5c965tv9su9GkoW+93CgLH7Uc8Tl2rWvPg2gWrsjcEwp4OHjmtLFZPzfEFBOE9aPpegreVfrS5XCj58cNTh12R2lxf1KaCl1d6q6HnbWo02M9ZDyjqNRIaEhohBAyxgzT6t29LO7DwUy8c7fE6UZou8h4UpF5Xd9Nj9PHzO6fchZPI8Inc22dXGy3BqxNRMMUcS29uvLKmtQOS2AGGh7w5zApyeHYHaa2fDbpRpDMC6CC1IoUhh682UOuHyDcoDpwphcvN3v4Un98Kx3tDC2YaD6KXn2ju1dqRMTBd1ox051A25IYH8LA1LXaaAaXr9b3blCT9fMr/eH3O4Sq2FBmlG9k4Ba+wSw2v/4V/5vfqd+7qefFPIlwerg5cM/EyLWw7nAZsYKFHml7nQH+/W+c3nLbQHHfi6PAhb4ZqlRhvTt8JHlIIQihZaBaZu1WgKNARw1DgnohJdJ+WbNKGaGYJz2HdKlVKt24PildmdZpxjcpAyDbtWdUAKdhnZ3kljD8AmHbEBY6r81Ju/AfMRzjV//9RmfdL8cweqy44EeMpTzc9ia7NME9sHkl7InTxIMq9W3PB8uQTXUtdHW8xQ/lyZh1oezWsDrHmVVsrqpmjISlWLX6dDrUH/xvv3Nzxjbb5whxVUiFP4B4gsyBuwWfNu0murbihyg0FTcVP1zIfbko7Mmv6cUX6cvPNLomhkU8H3mLIDhewH5e7ehdC+giup7D+J579f2LVxukHfhGclBeLhyxMdP9ufWFtZHdBNj+0dt6BHGEPcSmWtofeho8C79qQL8L34SfRy63+dXOMlftLOeHuTyU0wVMLLgeXPSgTURXlKJiUKvsTilf3aq/stFv0U4ugBEvE4QYpjTkilPM6zJ0yBWlvZ3Xd/b1nf0PNmdXPNVfHxclO56GOdRH6mlP/cfgqRA+gS+8zL56sR1WSaSSbBplVaxMIBXLLAxAGORuAI6AxWhlwJMvnW+sJchJb7EIxuOgMJBJlIHNkUVAYuecwVR7kQmbXnMlwpv+2jymo0mQp3hxALtH3CE/wM5hyiXyautX2oQCE6by1eezF1oUpRPz1hQwqnxLkKOBolJgvzZY6XxMBnrll9txUfHZgR7ZiqBOjhFH3IJnNWMGxchoLQe8/beeTcbbLFNoahc1TAEghnPraGM1iHoN125VQTNzcXIsFze69e33mAGkwTggPXS94Vgbk57vlhLda0ueZGG7PK5qosNbByhXWkmGNDCCLbaOyTB0zZI+PB2tcvqoKH874C/i0bdUpzRnBhmHekbd2n9ER9+C3r81pD77yrFdNIX9x3ezNwD95WmzLN5nYcpRXQ9wp8J8YmdDnZ+oqSmdOJLzUPlMmBIdnuvQ5Y73VzvNY/HIiay29u5ixoNVDFK6HERMWDGWFjv/R5M0JsJ8595e2Y6bpmFqZo0fwUUKh/rsj/cJcO1F/Jtf6PRE4JVJOomKWWNK+FGKdsrFnt3L4MG8zCsXgkGLRxlXxMO8gWmsUeAQRbCRoVxAgwMbwNVk/eCL10gfxbiIbZbk83CRRvPcTxUZOaUR1ijpumsW8ueulRst3McNkfpFHuWpNyvJuNK14xp1JNSJe8ZBHnJ9/RndCwKouavD8ZykBR0LOTSzDD4I9Al4MSQxZZ1EBZ7xkeekN8xgLtXC5fUP7RQQEA5hF7c8apo+KFKVtiyNOs5/YjViH4WAeQOv5UybQkNhTMh60yoK0IWkNotUWlZRhU3F9duHM4KwUVwYpgyqLM+FkUIQzbTlIWVzjJA2+yb7q9ED022O2OUVWG6wobG31WxoRqeOHHnKWTwVwifQiki7RQOfujn1CVfIy5xvgQmwL6EFgP0rSBhQjIL15w/+1uWAycCWQeYFbwtSFVwjWHPiP4Oj16H9b6ARAjWOAaHtjuh6LRKFVcN7Q6AyR9qh/wJmbWtGEPx/Jgk1ETWTguIKQdVqoU6bstJHtkILqypX/a5VRzZ6XftRzWUtEdWbrD3NAxo2ps5PCPi1ntvqWVfG0Bg7bjWyfkWb1WbYstLnDXYvCicVmgh36BYpKluwmuC4gWgCwkcWQ6HzxgYsJzhoJmyU4SlSc6SNCziETRS0iWmSMmZ5M9CaaiO1NSQtda7Ub1n0VbP45yTMOKpANzwWc/awEFpnD+TkOy66hiA3ZHF23ix1kyMzf8eGfZfPkS7PtiQtYTFEBUfVloum7hEzxocpYLEwxe847z6g13U2sqccT87seGYDYtJeiF5qkB1iV3I2P2QnRjtNzHy7PErYMrM81Ry4FVYU9pEV9khVfz569xlKY8dLGynUJOiitm/Ap8e7b9kEst98JvQd8YAZ8CLXaJmwdgONljVa0m6eQNgELsfKJBlS1GrQGoPhzIYIEYK5BiTBRRCvoqtf/kX+SxsUT0g153MXDovYoViCnwNkqMyRRBAuwfNLXfEb17c3gyCQQTVj86l/QILtysMYDa2eYqPBtd3zHUe/+tt3rzRwIjkXfpUHR2N294Den+DYqEM0naBx4poD1xlQ79yLx5/fLBIcq9LPU344Zbd2yWFpjiE7QkfYoRW3tozinu86SZ0kJW1mJM7mbvYnt+f39n/yBwRnsTerNjzR1Ehq6ixnyAIoi2jqrHIqcJZry6XbLdNjIQHgaC4TTzPCtUFVLZ3kFjQgazXVtVyIyRvlI+fNMQ5Ao53FbJSisckn7vRzgaecxVMhfAJhRKS0gbVWWmuRdsgBGIDfRVsICg7kn7l0Ap1/8yJ7/lm5lIQ4pdYyFvkX+zR3eHWv/mV01wJ82Rw+cOEAACAASURBVMmXofrf3So4tHR5vN7mXcZESTOgK126P7a/ZvMBzDpg9i0XRitMpcJK4k5omjg2GnlExx4Xhv2GWHzRTaVpvKKTGqFaomavaredr9jU0XYTELYu976ozK+7I9+Gxw79S9sRGpHu/OUrkc25q2jZYEXMkfWlxgvj/1O39U9QiJEH4OggbfWna0EYQUOJ6HYaTATXyNVQ/y7svYnghvMQUOwAI2QMGqaylCItbFkoaYxV0DRIaHwY4QY1lUYJ9yg5mdIsYfYNHf6W874CR//i7DZnCyKDYer6LXC5KzScOfLNQlFig135F5ha8yGmJNJCfYnIq2j0B64QcMqhnQFVmFmfxL/KyS9OFr+/2lhr+rePc/FY9eOh3cUm9oH/d3Lxfe1/l7axO2nJXTrxlnotgRFDqxVuUOg30VeNG87g1uPz/z4Z3tuSuJyshq6HKK6DQisBRgNxyP+HuPenbmPFRgNM4nfqCo69JPWQ5zjJkCmslI5JcL+G9HU3+T3YjKGZv3d1EtxZdl6Lh14UQOLNptgg0OBq5P6Ju/8G6v0H1730PGmGQYR4iEkYer4JkPHSio/2kQP338Dxsiv+F7gcN+hSQrq+10CEEi8wnLU8DL4GNjtSHtD/GVX/G2zEEG3+wvTvvmxWXIPUQY14BVEDhwHx6jsql9EvouBt5MUujhFvgWvSLOHW5zJO1GocLl1E378//+Y3f5IjIz6EmdJ7aRqwdWuBI7QwxoL+e5B+DREffAWgjCPGUfTBY+LbNtOB06xQ6D+RFUfVPyOUYJeicq6LW+pkdt3ZsBDufygW/61lCzc5awbZU87iabHMEzgcag4owp6qeV2yqqSlYLnEf2I7/w53rkP9Z2jwb1HTt3R983jQ8EAxpLnStFJkd4xu1fRd11yGWiD6v8JqCM4n+vovHiSMhB5xlhQlunvghKLE2psubiH5z2HJB8CgODYsLFY3C+7YqDBaYWNxYlyizf/r2n8A4cQhDwhHJtqYr/fVPNOi8jCiVpNKYaXIlvF+D/hfgRciaJ0XV58ftyh2Epc12j+AsmKloLm2C1P+K1RQsL5DrJl/7kt7z69GCfao8ScpPp7grCaFghzk15HbcjUHjUEYks/t9KAeH1bz1w+OpSJGU6WYU/hL2oKDtxu4ERFjMKd6azotTzqy2DZeuUSaMXa3oVm4M6tIltEzTdTdRPIHEJYwdmcMmMHABujF33bZH0FUu8NTuu4BACCE5T7pX8SdG8b9wKX1GY33PqJRiAseTGJ/pI1UbJaizJyMRx2YCDcog/egt4CIUEsQz91MP/ohHdga5gXsaaiXYGMZ9VZJd0DaEmWl+xQqGoSC3Zm6Oc6O5um4qoZ1MVSLiZ1M4fA1GAfAWxC2MGv7EFpMMeSuwL6c1+YokzMpSmfeQu4V8AJgLcR9AZBHpS0mVSmNEw5yZPYmIgdVgB6i8BXwI0dhNyiOG5meSS2lQqWA0kDq9EFRzXT9Zwh/E7UjQKEgctEqzdxoVZZOKrQQMKvtvXl5XJQzGP4hlB6gEAjKyLxQlGZSIalJVrlZbUeFuj1azGB2Ew4cpJ5DnjOcS8prxEvFK4GrUVX8ux9Mv/vqJxcRAkCfNxLa9CDUmpdGAJC3AAtkQxwkhMXMxr4JIrUQ84v84gCv+aanJNGGCqB/xDAwRZnmrK5gPtePtEZg8FbxxZcZ+5pHS62HYv5pbbB+dnkaET6BLHPffiffbdkeEwMCVpLSIOtiD7zEsT+GtSPLI+zIFO/c6bp0cqXpjIJU2lJZgr3A0QkE/ydcpM4mDgVEI1xpIg3ClrkS3KhSDAUBx7s6nFt00zUbYH2nMYiJSTurc+ULJUGYkHqU5Djl7hXZXFgUOGNsXmudYTmp8yO9EMbDNKhyT2qELMwIDFFg3Cizx1yFdgtDo8r6hWfCyZCrOpwrPJb1SOVjt1+5HQG+gKXBs7jm7rhU9dybjstiFk9qPzNVDsqAZjZbuLclBMcOWGnLMhU/7Bu52uZLgSOaO1P/PvGiEAeeqDVh2JW6fkwFgQFr0XDs28+X3sDzF1UgTjORYsASygxhA8nWWKzUytBtPX4ZALTg3D9wTrr2EkQCuukZseMy6W56S9923qEp2rhbmSN52oldocU8jQpu9ikBzDo07nhuJNLHna6anHoMAlrGCAwxkUtwvfFufWpFjHPuEMG5BCV9L+T+0hp97m55763sE3KzPIGxbrcudh/ONjsABzPY53DRQ30f0cAZYmTScnFvbtaOquflD/4Vb8C5pu0LKBUIgaV2uCxVmHpeqyriQ9U3oucyYvffwwFsbEO/4YhzeeXQdCFhO847C+QfA3dDK2+M7U4pJKCO+xwH5lw2hQO8T+t5sN9Kw3jCvOFxYUeVfHcsU8ikS8HBGCIJS3XWzm+yydj54TFgQwg7mptbB2LsshKm4EAB3Ad/ilr7VZBY3JRWTPMSyklZfcJnhACw3mp0EIGKaOU8ZZAjNZTMKQoUI+DUedy0Yu+aW+m7JSbjeYGdCQmxO1jEVDiqAq4bjLbA362xeWhwygBt9EgrZ37fK6bi0DwNBz8+T4XwyaSle7MsAIo2mXRopwNrIayHiPiIVMjrYeSB8T1RbAd3Z/FxbxIRrsvmeGh0iRqMYkkEAoJdSFxANeVqYSyh+SR36bRZytj3ZayQ0oha3xiMkSVYVbi8I2+k82F7c+BhizkWOTdWK0UiaqgJKk2OYX7T3pUik3+pcNxY89vW5Qqwskhqaw3mzjo3n8KNqQEo4buvwKVV0kQ+taGsqajZoVjM3QdlBRbqBex+63toZ5dcaocRapQLVuaTtKRDVRVOVyAqGANA/b5yPFq2Mi7qNqK+9SpU+9QyX3PPCkk8Twsji8d6GTFCDUoFD1+huA/VzIR78hQhJIjETOvAvuk32k4J1xmq04VwLWjmg9b/U/UHk3lpmulpx4Qe4l0edkLIZE6cXrKNwjZG7hQhLK3azRZNFjDqLnVbSuHlKEzr7o482QvoMdH1okqUxAdmmxjsRa85s+GhPLUhxEzdzXO0wXnSbwCN/FD37KR4Z/wZcsMykB3AG1MV7aXxug2XLIK8ckdya5G9uy0BoIb8MsTYiR14W5olp1tEMSdEQ4qAaInLAmevv5cBAHVkHZY9xBQqd+H2TpV5xgSFDkI908WdsdA/rH4a2HMJkLfhzxQURNCG8ljmKLG5VZk8efNYKOZQzM32zQJoifVj47R+hIF64Y4WDp7oM/5T5Vo/Od8JfIlLo3ztqFaHcn/fbTmwyvWQbVLHEbIKL14YJLYktjKlFSHGzJIIc0MdamQEaQ85A3VIIPthxoEhvuZ1Bp7vsNbGTXNjn87k/fg8FcKPwczImTm6C0cbeHSOXOnSpYBwjjClmngCeJmp7PWt44N8cSlc2+QXPI8ThDllyjiMVcQgCAwwvbdL7YWhEz4mJRAqLFIWRcz5DiNgCEztRAbz/epw/124dr4YMKIQEkQLwh32nYoS6nGkjvUiN9P3BelffDP7res2wcpKkevFwtLMQOH0CG48/CfcPTAABZxdciKEu7mjb+48GLXxEWkxf8kLnCKp1YRb4BIgbPoOPFnmp/w6H6NGWMsopNS0jEoMOc1bH65cJf3CJrg4BtIWSGGIFl5x2hy4L1wMr8WALDCwiwXdPi3jGGI86Nr+8gJSRYZtaUyJ4tEZB5QaiVxK5OJmQJVv2w27Ir3F3JubR15QuXnkx9bSuuZLgYtjU2J7HieHh6eHpCVM7rt3OvhCn8VJw3qcQSPJTHl/9tlav2oo9nSxNz/FwruE2U33LQE1AOy52XFFt3S4LP1uDX6uZ7paKPnCdVKM3dH+fkyfaZHmHBVb1TtgATRACfCg4PEDjuCtMRAFBQAY0HOrP7C/fhIfooKfBdpt1GL4CxfDTgCQSalKLXDt0mN3V0EKAGPIxgpupbhv+K+stgLOMJE1Lqg0HsIxBBizXp/l3CxkPZpXu+k80w/+5HN+ez32O5RIzY/nYC18+QX+xm1Vio/a7vkUeCqEPx679j4jtutD5CUBIYQqQ8oKL+4u9r47GgHAXnHv8y1xNboUsRYohLQjBBhDfmCJV01H+nsou9y0BKxEqsRBzThGfoMZClwaY1G6KD/ohPv6t9MvPCuZrLIM5SWZlzqE5sDrK6p35d2HP9XX3/gwhftpQ6jrxNhKlBovs7PAkCWP0lBKXJfpKVJTOhk2Cp6QyMfcll6tHh8guNzFn9/kjYkehKas9WiGtKe83BWPLX1fuBAuBdCPBXGmXlN3pYTThHBm6nD5aC9vvNTenCM0rKrjVJxVqWOdO6wnz1Fv4RChQKlda9HMRfPpIy+4mc4sksbgBPWW4+Wg6RqhrmMEZ+c79/QeL2s/GRBgvYa6tsxuzvD9x7Ths4x46P+rnD6S6dE4fbjw6D//B8nq8/7t7fLg9Z1BtCrqU4ZNPkz5MTden32uDOjqMn/5c8H33ylWl3Fg6lSgktZHNr+hd6pH41Pj7OqmXVpGAWiSS6Et96BwusFdP4wxkyLMfJ4Nx/OdxSO7g5UW70Sqy0VeuZFNf/l5uTZYutyr/q8/O1m09ZQP4akQ/phsqb2+4x1/hXoeo9aQ+sb84LujBx4lr84PaitCElDneZi3WeQFHIWOBILa6k/+Q/ZGJ9ts+3mK6xrqGhIWnwuXN+ImRyjV8zvjDxaOcea+/v0TaZ3xtrqffdb8G6kOG7WoTBNrw2UPh8jPo6YNkflK2Mmr0d3jRyKeIIIROl5OrAsR0Sp9rA4FANYSb5nFrCViGoQeVjjP08KhUyIAWePI142o9DFPnWjE4vGY432aPko8krA69LFcFOS0AUJXL1Lq0M37OtPizb2xtjYJiOehOMQbjL0zhc9dZ5eWg9GhWczMG7v17UUBAG0qBtoGntdJdEzNUgONMvc7/yhhikyOzKu3iuPsQYpvqxqXB2kVtJ/t8CTQ/XUCj+xqfrZpBmgVJ35BzwXhtH/46uigUJ9eXvLTIKL4i+eWXrrgaS2bTTkBMU7NJE1vHhfvzU6X/N4qYS2NlKiFqwktkJ1owZk1iIzFdLXJsYkHob716J290sadRhVTqKiJrLgUtFllNPISPk9/cn76P/c8FcIfn7+cb+Uwu9JtewQdzLMbw5P1h++mD36y7gfPLLUvteLIN9ujsTDuYAQHo4dWh7pYqEVNektRcCcfPl5d8jCfORUEOMrK+9WIMw5NMWAkn5YhZY3Y14uogUiLZSdmvH3uXLTWj3BUWgwjU98dnZIYrSssFzECUnvlUouMSIZsNpOnpBAjFACT2K8YU56qgJ1eitlkRGWRnzAcipDYAOf10UkBfm6TfeFKi0g+4OLbtyd7ReGN6DP96LnLYa6lCBzcgEsr3rPd+Hnf2/VRqLNXDkcAMNPyu0e7qNHUCRlCNcocAECOL/caF4jfB/l/v7mbqQdf65GQ37g5vJcRx5070yT8Z5KNxCunXsTjWJBlj79S3VH2b9ai/HfW1zeDtldDUWTHO7M/P87BQFaema7caPKmDkujHS5SUR1kbmcuauEqLZIA9UIvneFSgalP3iisKf12jY2tS80ZMVnTMZ1XQADD06qZj8xTIfxx+M3BsxzC9xaHb8+P3p4/IaV1JViOUfhaubW3W31rHxl75sOwV9d7j010+qwRYoYANwjvBYECUZhqr5AAsJD2e3uTX/pcu8PjLEOVkJPCh+PmWuLntJb1I406DY57rNkwkatcVau3b56+Rw5MUM1CnyRjNOdNwVtme/v01ntZsdoq2pCGGifEwpzRH2ZJnXm1TWZh2m2B1qLGJyUzpiysYwZBAvJ6N/jeaPe4SFccvl+ZpR5KRQkAqGDI83EZ9bB/KWqVSfBGeh8AZrX9o7dmjW0UJR+8WzpEwGOqgi7Gv7oa/Pu9O8VDmxhl3Lu7n62jwRO02+hLVwNbUpnh3bHcSs/s43yYRQ7VPCh5YiTlwnsmyN8pnpAa/Xliw+v08TIpgtyJ3bw8OtZZduZTnxDvem9lrUP71gVa3DpO//WfPngcfmk52cvznRlueUFpXC1O9uO6WKBmkWWFJAyXmwJCR2Ra185ieMpH5qkQfmz+dvvZplvDJr5E+jVh++ZMExMAeNl7cZ1sYkex1/6B+MGHqOD7ECDrdLXF/bkd7dQ/3UHja6zRY/2JqPbMR12kNvD5C/wixsbnNgmtH9ZHarQQe++f3q93A15HqozmaenphieS2tEF+CWovcUjmTHsiMpi6xKMiKrrJpanlvSNczOdcYQaMOq+uVMdsP1Xbt97/DIAWJTuaNqY4cqj9BjqNPVOvSy3erpgkYita2f+3W/fLm8dnNSh+cxmIY2Qr6TZpBeG1O3Ive9sTXPCz3O2s6gB4HhozmNmZABF7EmyjOMDXI3s6P13yDKX/bAQ9dZutUpggANahZEJL3v2jfLBLOXPPv/x32suo8ArIzX1xxHbHev9RfV6eefDX1UJN5phj4cUmCsiaucAD+6xpo8KCfpJz8LPLgO6FuolVUBW2VHu9rLT8zctEjdIuOL1lljcY4jJMj/Wk4emVy75/OIgKCuUZvbOYp5wjilc6oV3xw+2I6/vpOCZPLV339i8GHAugxqZoUZz/Ql5Bfx88FQIPxJXBrzvNagOuGkS2Swr38lAm2jJXZtCVj1WV9cmfp8OemiD625pYgQ0cOwZZBfoELBg1ABRe8UjS38b1h3AGro8QJ0A9Llw9Vp7ItliYRbHotwdn1yvExg0ULR/RlPdWax0cM/zOiwJbCuQS040OhozO7jnXjv1+gHnDdoUklQGBa6z5C4qyRiygJQSFRAVseCl5e5bw0kqLTO+zoJc41qwRLdVGVjAE4mHtp6pRx9LS/LMw2VAMKktwSJ5eKH8EcO6GC6wwx52gbRcGZWgRnpat8NIlvd3gneenRhNd7Y66eL0oiHj7ChzXs3GC6d21qelBDg5S/JgofYZNJgDkxgRdPDyfdgX2n3vPfG99z4ok3nvfrVObBcxW4Si8ECoGJZGMHrsF8JBKrePhfMoVxGUScuyEB2W7mejMOT8eRwR2sIcnE8h6uAIuO8zQujK2/p1cbZj6liL47mNAsbAy2sCsv3+zz93nZ5rBz0I69QrUjZbwJ357ED9tco6utRvBRSoDkL79v6nv/r7qNE0G1XWNkKMXfrm/HTHBgpsk11s0rCyFYioLpxyep6h1+88SFH0wjCAwCCgWBhrrYOAslbcnKZi9sOWkvdu6dpm4/voxau5QTvbx4mcB0P7qRXN/YzyVAifwFe+zC/E4abf0mmo8qicx/NFkJV+qm3hQLnmCnq5dIcCzRGuLAiE1TPJoEP7uG4XZVgZJp0xGDtgEdnokl4rVElcB0lhvGyO0nd3dT1JArPMYCAQWAhyx4nVDeuWOI9bcdCJU5ztzMXNd3CpYG4qDXiAXg4hjsCtsDXiz7GfLl/KQhfI1K+zMM/5canGsjTgIWBjeJ0B9zC9/jK61AmWSVtPo3KepDLKHdWOeDAI4Xz50HwAALi85F1p9QLd1kVjkfuZorkmGeDK2gghpkjAOUXMo0GStFZW8LFYuEmQl1xYpKSfS4YFA2trArflSbHJjJzmTnJyjbq3FUvr0+/D0snDKjfY/iNU/BsX1c5zjp1xZTXMzcHXXngWzLfA5u70wBEA9uXMmVafh2FAGCGPW3AUxgyz2rA2Ro64GSOYQkM9WtM4rtQbB/Nng3agca7IzMw30LMVmCM4Ge1Vxr4xPEaNXmJ7SgXKoIbbKOEd+Flge9veWq4agziSWAvmVIBVTAxr2GQN6D34i7PsewBgv1pEGjzwKmdK+8H3SxHqN7xng0ZN4xSFuY1aGvaz6p7Z+RB72FPxoHmRnF+Ng7U2iZtVo1PzpPjSy9mxqv7w659mYY7vekI1JpaZutg3iz15+tFJAG1fD5QBwLiqWYatUuZmvkgfapoMSJSXRCtU1QYDMw4RR5HBicdmD1127459dt2/eMERA4equD8ujswpe7KnfAhPhfAJMIavnAu80gPjGeVRFmoUlYhZi/5TmN1B9BvQ7qJGTHTiycZgdLHvuAnzzDseB1b4lSYl0gUoANQCP8BBA5k2KWkgkzC57FaurIU3NZtldKaxAFUjhYAGiBGEmSHUKxtNt4z7m8Q/dyW4vU0nUi+ky5DGABHhTdbr+nH72vDzz4Uu45Ohv3MvntYhUOQ5PTKqBrnu/naH8sHAXr+099JSqNNgqr29eWh9XikgDjugHK8qx5vgNzENsLr84nA1CqGMq0WjcHGFAodcjUwFdQjMAw8cRqA5+Jw439NxyBtL0b1xUNYos0ZL+l+a7F0j/goh4+TEnNwUW7CHddZ2jf/aHf2OWMnUmTZj9/WexoN1p64j93XQ+oxheBrkvj3aRO1LMB+h1of4lk1h5NuVQLfyus7c6Z0TW+VQspgRfIWvx4gnMJo8Vtx/ZzFlqtnDLaFwZYg2xINlBLcft3kc6/z1xdZ5nBDgmaMaNT/yRL9Pn9ffqSDLLoRhJEBXuKxIrZkEBLjnw/PC3rJnOPhMbHooKw/50qHFDztUvv+66jjBm6rpMNU+NVHThYo4aToGtRburVPfiiMaQGyACmc05ACsg66dg801Eiwx1WVVzNOQozAyUldv3vyUz1wdSmaWVE7kanzHvXvWZRz6mWYYGYfoAkFWlHuLw+36gWrGOFTSz0tSVs7IADsjraXKS1Wxkz1ye1NEIkrm07xWZVqxkpDKPNaK9JQP5akQPgGGUFFbH2tOXYUpBowRuers52BfIrMOZMm1auy9RZLlfvbC1fl600N1WGb8NvW2JL+gVdcWCPTAuTWA11DnhvWgPb5+hXGdEM1mni8L8kwNzmrPVZGrnzNZ23Ovos5dy4ON6Xo79nRU2uAY8C9y1BdyjqR2tomyhLKxF9yk3sb5OiTcj0LejNKIiwpdkGhJiAJS7EiLRK+zVlYiMza0XVLHlhpEDuz2NjhLLZC/j1Qf2C20/hfA+zRYvjL5pSuYS2qK/5+9N4mxM7vy/M6dv/HNL0YGyeSQk8RMpVKprNSAUpVLXYXqRtkGvDDaQAFueNELwwuv7ZW98N5tGGigN0Y17LbbcMPqroba1V2DplKWlCmmMpNMzmQEI+LFG7/3jXf2IjNFMviYmVKpSiKLvxUZuPEi3ov73f+995zzP/GRC25kHIB57xz4fwhyjPxPQQBFFFNvLUc0YtSGhCbUE1xUvrHuD409r4s/QQMSGOmaAW0dmONaOHGHtonvSHLez/7k0UajNUz3/c33UW/o9QEq6kdVRQBksF/g0wuQGXiP+KPERsNyBqP/wWTfd8mPH3GDpEDe1Yddu9bV/u/5+hranvsD92BlovL2SrW3wDSE7crBfwuH30KJhFdn/pJ6MD8WACZu3Lh3W+icRO1vIvsvYds8Jv0BRrn7D5dmLw+gT3xosFdiaVDucYnRl2B4Fa+1PXBSKDSd+YOxubddaCDb87dC5J/D5KbXyOMPtwjv3CjnLTgRktRxpEVjuTEBgoSjU1/Dresu7gIOce3YzEZHceA22Ro0HVm2izqaWn+Eq/NY7boh9wn2CCwypimVK0uTN/VfXF+8v/crTqiucNiD5WW3mPm37CqTFww0Ricp2vhDWP4TL6hHjZrP1a2Ze+AY16PdlLTqmjxfwZqV/4oJ42St4E5xPBBjvK9y0szwHxbmf0WuNPKp6fbPy1Mh/BQuX5O0qV7sCNZoKrU0TnozQfT/RCc2oPgyjJ+HsgPyCmxvvniwMaBrCbElCjFrNJ3l8EJV3QXkAW4gccmFpWH4mebkc/NBN7UZZczPFs5I9rJr5siMPDFgLqJY6vB9xAa9ElnsvLfazTOrlLOMeRIsDOlB4b1D4B0452H8Xj99dhKBUdI2xjkwY081kAb4NngEeAfbK5g1u/FFXQVBnuJUApo3Tab53LkairvANnzQJ1FA7PPPmXbEI8yM57wvFgWeF8A85YATyA/AAThAyHmMEQLkpTXW2OlMHYwVwRQMOW3skSejjmHMhZpFnqxaEAwgewegi2nokuLRnZgiCC9B8jqaM/9J05VC/A7w/8prj4z1n5TcGIC/hdOTzvhHz38J87HTCq3lVAwhye3pA3f1mJdx7Ztdey2ApUBbOUpOgJ3h9W0aHugb++549m8BB6VffBVO/ik6exL6Neoe+HfhcUA7/6OjaQvnbTwLYOZtqwSWA3kXkg1Ih5j0hQqTTkPbDZn+1dHtcfPRH7uA6413O+iZ99FmisTY/wAADnN3mOc/RsU2n0W+y1zPuiQHXED9DvS2oDdErMd1+5x85ezJBKLFhI/H0cSmUxVI55aA3/TTNswyX2GHGtmM8rlpFtOD6WG9vPuItJS/NQboywCbGBYT/1d+lVNDB/U20HnqO7VHh0BKJJU/qNwt/+DU6tN0EKUhc0hh7O0CE4Mk9nRSLybm4dCsm2fi1cC/I5BUPhA2/1XeDT+WPBXCT2Hvrtu7m+9t2j5XPeRso2WTFi6oQFz1qUAQefx91+54bYqh7I4WFcSEWCKBecD0/2Xx1NHSY/AuANSxeEPjUtnGG+1lXfi7c+OBfDuKj0py5EwJkgJpG2hDAdPSHbq6mpmyWkySepnWkkw9mQAsUQJgOtoPUNOlCi2q+oa2+HA5i4p5UlfRvIGJqxvgFMVdT9etHXitnTINnpFiHM6uZHR3LhpHl17/MzAhGg4Bd8FRFCwnQc0rJzF4bTFNExZwCCSNnfvfUd8j3UIWEFhklFfENdqqo1l9cX9pTTdAlDmyS9zbaRRF0gGmyJer8gMjaPdFG1sd83AgUaPH5hEWL+toXaH+wOsTqE3g3NivTlkkgDsOc4i/7oMfwvbRqtSVDzkRpd/naVHjVlPN4Mg+4udaKN9EiyY8leLitGux6plb5viPdmAq2Dfe/BF8oYV5l+N20Ot6zer6tjx+559X/QAAIABJREFUCPZQvwXqGcR7JCD4TNvCZfN4aCEALJ1auhHACAAQYLBJgl4JUZxg1hK4G7Gkk5hQDza3L0/Gb17/aCMSAvuh725CgBDF/vwIrn74def9rvzQve3jaK4Hj85YeA7j3vCl/CsXzJkobpa8BRxbPM5qhUwDZeFva/fOFNgMsLChqUpd/YrF72ecQ6+14Zx27ArMV6rgCdE/I85R29GacO3/2DPkx+UqJ4VzvTZDEHGf6+ptKhpwnENjq/GqxCICgUBbl7X8IMp8oJIEpjV2Tw+FPw9PhfAz8e5BBVAxfCSAYh8SH8UwWEPPvgltQSBEBhN59B5WyidB3iINsuL2mN8taGkEhzTwCSAPThOnqz1zp8fn2UGKhCqiqkmWjVKGMMApEA+AHVQwnui7VTYu3ixbwg+jIEZtJxMr29QMuSMhsgf+g7GbjV0SakQrNbldFtoCQIKZ8qC8BoAhvGx9fghzp1tGUyndUVa6pixQ+WfvPHArSL0hqMMgoB4mNzAH3Ikqr0xZmFmWUEcD8AnCDITyvoFFpgFji4Kq1svbdw8vj/NS+ZdYm0PEuP13IaRtzalVklChmmpFxK5Fgj6nPwrFXYu3cVy5+MiuWDsosDbFmtCf+s1t7JBeG+vVQhgAGQK/Bls5iA3UP3p0HA4jNYygUcU6HoIvxv7WIwb6yi+XaNQJxAYHRJK6aI30ioRPAzOE8oCmMef9CHVpSKO1YpJP1fEkRusXAS4HoYi56OM1Wu68W/58SSK/DnhwAMvCXzMQYtIi1PLAisi2Wr7T4ryXzK28essCQD9kA0lSRBEOqO+NPlGzGn/jDsyxO3W2zXYzKUuNlAArcoKKzfrSUXbH7xqoAcCD9gD1o9tY/u2zQ7fPsi1uw9zozK+4cj+dxhe664mNlPQLUmoE1NTILR++w+9y2k5ILRvKiMEGMZdSYgmqZFWvimqvo5ND6K9HiMTthTssmuKpCv68PBXCnwPtnAYFoACyORx4L58hL7RIyplxrJj5xd61pSJ5g8ujucmltx5zH5/CL25yhj0z3jRoccfs/uTHhws234p4lyehawk7oL5HkCdILty1DEYNLD9siAMAkxomdQVQAUCIghYMMlg2H+ffT5085k1cuHv/GcNHndAXBq58oo12A/saeiHeIcxkMrt7ZWpZEVHRxwNuWCC4s4ZoYjw+tLMj98HcuLtOIan21UfP/DbrbcaRMh4x00ocjUpjUSvW0jVqvuLpjYSJuKpZ3KdQUNN17Oh4ZA0AYLAJaF6kYTxjdA2cr8WB6x7Z45HC3/5Ncbof0ovkp3ejDWxCFN6u25lbkTLwuefpRoiWB7ZNBqFwxsTjR6/OSz+neDMJkWFqCLih6Wj8wIf41a+z731HOzCHcL2Hn485Y9SJBMUszkj6g917h8KvvcFH+/bq7XkFI0KiiNNWwHHcmxwcHTa/Rgv6Z6eCu2MQLbTVIaFEKiUNEYbF/kRKz1tx9VYFAC8+C62xdbki1DIvdpfxdJWX3s+QMP/Azff+P3Fu2NnpEUIgin0dVrdsdcP9upz8VvKF7sl1zLRUVhZOzo/JG8XolZPdNcp8bZYesK+lrhEzUq54Jj14jWpCuXamtk3CUcypQ+hQNSvNYrZFuw+xW9bK4LH2d6e/4nShx5GnQviLcxeuRABdcYZxpGh+aX7lpnz44qLC7t0+pW0al2b2k/riwuUAABo+qCSABJi26d6QDJiPL9lPq1P2TQ1/I9YzDvRNf1G7w7bm72a3P/ziqST4ja0WF1Ibb+xSI8iNvm7frqH+MFB4PxtpNEh8Ls0SirCFG1EHJgpDXZb1frFiCTOoaHfKduIJwlzWN+sVYvDbb4jXL7QmlyrYy2McGut9YNZReJQ9IIRfeZl/6VTbTPnawLK2vjttqDJbrpXVx4Xw99+Id/qBmdLTW12v+N4irwt2+aHo5Bdf4bGg1KO/eLMYm6MBSxHT/YSBxG9PkPUfLXIvv8Be3kq3f9v9+Y/zSTYpYWIw5gENwgZF6mwY7OZkb2EB4Pe/Fn3puVZxAn3bTQ/2b5/loUiSVmIFxS+Q9uG14+UljwsH/kYjJ1XROx3GtrGxVKhQTaQOJhoANnv0mY2ygyTqwqJsuLd9E0zzTy9xK728eDS6eAQpw7l+DA43Xx6unxzQ2NVlrQ7z8bh54JTPGHrlLN/aRKFUGjcLCXm13DdH2pnivqLYV78g9g7V6NAvlP1gvNiMOowGwzToJywk5Kiu88mKmxWGyHZLDAhxtrub2abGlbEXXmAW+ffff6qIn5WnQvjX4qq5Qk1xMuzsVUerVBAAYOKnH8i3N/HgR9VV51dc2GVGZ+ZX05r1fjy4XXNwv+HX7aKpbl+niBJPJ7o+NURbnXhr4vOaEoBOSp/Z5v0NcpBXf/IduTNgvUCHDZotmzlqwLH1vnZU7u1nK9/1kax0OEMtjSmGslYPWZ0BwMk0CYo4EUU0TAhSVhPi5IbHP31Q4NbDSBRh6lEvagR4xJRZ1qnyx8xqQobXWTqEQAmbkiZpeRrp6cg93Gbo/FZ8uh0WcxS9GP7ltd1uvb0V87Br48Z2QjT92DHyfD85I1qnh4Q/F33r4uiGuraG3UBESerClup5PxjhD4VwQBK+CFNJvrjJ/q/9vV11+2S4STqkG+qzIb24j2fVY7Dcr2TulvN8+UFFzhUBOfTdAZop+fa7BgCe7cfPxEEZ5K3Eal5SaNYMufLIKvwVPBYqCAA7a6LfkUTnJTbz/KD5+ALzVJ9/44utsGP3ZirqWrVoJpk60vZqMZqae7Pz85vRF55LN0+gvdPV//3HuVL+qNB96kWAznc6CFCmVC3tyo67W2E86Og+baSSAVRSLb5yOn12RyBmz+6ob33707cdT4GnQvjX51K1f6n6FIuyXTPbzf9a9hm/KsZSf3jx+lwveuPERorDHWYP8zrkaGfAul1HWqod4d1nbJrqKKw8JUEFRWXPn6Ee1Xfn+ft3VijczgCf2hAztwSlhCeVUzdmx4cRhHARcRqtM57TKoyJB2OthOr42RHXAS9T5phjZTdBrKUyWgWFgQezVU61BJSBhcRr7ESetpwPFK+OJ9hdeIYPbIiLONV8U+gTqb+d78f9DgZcMDm9T7FiE6p5CpINSfKFAfz53f13pjdw3KcDAcJ4pmtiAaAjsM4F4mnkg66R59rV+4uj7lK/0E1PdjDjxqLHp67wEZTWXjwqAQDu3PtiC6cqSyQuogS6QTnTRVf7v5kbjV8lp/p0e82323VeqEVVXS0+Koz5wrD/xplun1ntZSbcm7fmLccvHzRXH2yA+VJ/8NpGb50BKeo1IrYH5c19a5zvxfjMMNjpEGsRzen1hWoHwcl+VLnm8v69V2DcDvoyxMumMHU92+rh1zbXWyGISE3uPJZrzq+Ep0L4d5EX1oI+j/IKLs4+66NyIhrisqch0I3qQJwACZUPpGFNA7WdTV29Vs68vzxvCqLObCYWUFWBzkJBCmmPL/RfOtMXXHCBPTFFoZePyHovl7xCLeZEpaq0JyGoAlDV3eOlEXXBylnEQIT9WsQUYe2bnEXHE1UWFUwWCDeIAo0HxYkAhJA8Pi7AqsByESgcUhvhCjYYe3+2WF4fd2fkYPJAjrsrwwJFgQ1JDQNEYzwZKfXW/ujQsHBMNk/hD646AFhIV2S0JilzIartkOh33eT7u7OKltcq0l4nrR48whLu8QbJuJzFCMEozkSr8bq0+WMZDf1kMml9Kn28PFiYv7w7mWsNAOeitZc7J1qAhVbNEu3eWX73cv2woe5psXY2PJFarspGIJRJpT+21caBbHdUf70xDue4qvcrBxBR0RZ0FJh589FUzFRDOqXTjXNuJBfn0y1cR6K2qmlEVcPDTT6fsoqnQviLkGJxkp3Anv9UXfq0sdDCybP87LvycvMIH5O/TX7zQvhMqx25GOqoLsQ62Xl3sb+vP8WQKaVCmF6Tt2tDGycI8sQzX1tDpXFQVsV46f7N24tazU922Cun1pmMZI2XS0Mq3CHl6MH8iNPtANVxjFKOsAHnQdpAfH7Lv7v/wDJBEVoscGYj4SJjklvsgA6XJajrk+OryWKJFzhKoZWl2ZLXDje+3Rw1x3Nv2iHtBsIa2kh6KOypZ2qFtCLH/yiLwi0XnJCI69TWlMtggMYH+dEkPx5x2Zu6lgwMtLRkIEmPDEq3P67c+JYEALjPJiUv6MSLCOJaeq5sG7cys3zz6iPtb54MyoLlOOXAJxXtXrhW0epm9pmaVzxeLAovU/1XR83lW831uQKAFm49w89wnfjK5644lMXuwUfbsjbHDNjcKOt8gKIT5ByTsSydcVAqOWqs/3ivdVgVoteifdzUcHB3aZEzzgGiCOMkpD8TQuv9vp4No+DKQcmbTcb6Lg80X04bN5k99jcNf2s8FcLPiiAowFhbbD28ID4/9KeM5Rqll/2bn/yNz+FX+3b7NNDL8ONPHgkAEXR28Kk9f61clYH9CaQB2m4Lr8m8tFOlrF8RTvj73wg/1++KOrbL0KAE+7gH9CzuGnT96NFOjwlmz0Y7TrYzH1qHrGXcY24RBaOsagp/ZSEBoFYeAIZx6pq4lExZHZTroabgpgAPvBejiK/isk5z4hHxHoWBD3rcHdsvS+dGmWkr3IJEW7w4oteShUonh9Pjb+3WYrkNVEOcm1Zy8moUuVqqn94+fiLsibjNYm/DI4UOR/7KFAWDxY9uHD+MzqWZLzCiAdVCKdpIzHznYW9uADhcqHXDpY+tDpQmkd1YaR0OANPcHhokABpFax1x3/qkFN4nhaPcbtgwgHBu/J/uYjVc3Lr5eMT8fl7+6T9/IHtrHc6EesNVdOEKW5NbpbqdfTQbX9/aApUuSnSzmDLbcardIDFDNXeoUr4GFEb4w6D11X1/Pa+jAezNdNEggUkrRSKkmFt2X2+VWe2+fXHWS8mNG/GFsENc7AyezcJMm93pE77T+iXyVAg/nS9+np7tppFKfRHLMqwq3hStTHrpAGDIoa3uu39IORKIpCSqNFjLc6elSRYgKGzHcLNBCwxI+3s3bB3CG+eVtx7gFLzegS3m8RmUTPH1AuZLK88O6Xaa2iaQtZgXbm6k9K4HOwLiXXhHQgYAv/P16Gwn7agkn0aLWTBauL28vK0Pmvt+sS+9Rl97rk1mLBZC0aRwSaUjooPAtvuezSHXDyWNnG6LPu8mvudlW5qgtmAdIIuERwZ0iSrmGkWa2/OPzl5DwTu4p2RYO8NMFzdp09jKHl/7ZlKN5tDmRBGPqcUIYRvoJmYY6QdL7++U87aCimDkg8LZ+SHdP1jRr3hmqjvLeojQzpwfXtsa9xf/6t+uuGudFW7EfewDrJms/Q/+vS/85rg5fneknLuzKA1zmFStTmZLr+rjTeA+5Kgpd6HuOYQcy6xQPlg5DADmUi+Qi6mvDMwVKP93oldcptyRoQHmuWczaybFk6mCx+DQD/yaUtEcHFZ0hpu3s492Ua9t9QSkyiTY4x5zlUO5U8wyXaOIg+WQRGiNs9FC55WPCRsdCJhzXdGyctgDJwoIAAFOH5g/+2O/PzYD6MWM9TvKWjKaoZtleb18ei/6WXkqhJ/Oay+ka6gllq0GtQ0NJkYsWKwULpxeYhT6c8jfAmgw1qe2/csb3cC0fd7JsnBZilzjpXEFyj2wTf/FlOlEyDhqgv48CKStUlUkyzzIa5FpbyAtgWCkW3jwIo+DuDj/9YPNkBZTdrAXlYvWxNCFgqX2yHcN1GvwfIwNo+VGsjjVjt0ixiSipI1pwAWE7tS+my38roYjBAg77BqIECOOe8vACDCB1YFxCFA3QS8u3WUMTgDFyDRQvP5c2CMdKjsqby0xz4wtLTgDzCEHiIP12BosKy9Pb0RooXZnZjNuYx9UBiqNkHSgZqVqiodaDlVO382LKkgIoy9R8ZYrsYWmBv2QAc3MLW6qwyHq/COUX/XkvUf0cW+8vK72FKyd8fCF71X/PSTLVRZrR1V5A9QmR66htSQ5kkvvlF+hrHeaCXK9c1vqzDabVqqwZjRD/qHK56lb7NazGnUxcpkbK7SknhtY0QloYrNT4A0mEuMKe/nktuK7n0N/kNo6dEHpm8XDublPIhSRE2FQ6Os33HSgNp0pr+hbpVMAwDFKaeyNMJ5bbBgKGOASVRwowhp5g52POA+77uphnVeeI14ciSRhWoMz3lsfMAoWmsI1zYpJ2yJpiDmFoPTZ3dzdbEYPj3nKo3gqhJ/CybP4aGzSBEKEOANfM+IC7+nnnS2wv4PgIhqe8Otd7Fqt+iuv7w9xkI2DwieJiSNEt3KysFZCycCnNJ6woE/N+mb2wksmtsOmSK7f4rtavGL9DcC5UQSWERIjKhIW9AJxqjvfCiPE4qgR15eBEuy8ldc0srDk4GLaHzPeDVSvPGoNZBhHd+eiQjSgLMDkm8jdQq0/RqcG8EIfseiOmrdH7R52mkqJpcSNolIzCe4UQhdQ8m3y2sDxHsZtrjqv3HhhDVTGDg5Cg6lFoMDVzl9w7gWwf0pioI4QB4i3grAX240tu/vdOYWgkiRz9RcM/l27/F8goaI+RTZuyeMG03v6wEDENfpDUZc2+oF1uVy9UO772wp6kbdrQJeofJSV9szvY7TxAd58FfIJEnZV1fbclnfL3OuesOG2wX1Evo/sihUFoIbyQI92dKItrHt1UxgGoVrVZuGuv+kQJwT/Yyi/lUR9OHl9uV8+JMMNLO80oy4wabF0OSD8GDWg+IVRsNxHByFiNZoZ9/OUTTy2PN/rnO7SsjZ3FnfvNI0y1czPACCi6KUTnbYIZUFqZz2Ad/xZby+BLXEtsKMOIiAMaKH8fOox4LU0DgOPHQVNGmk8UKNp4V0j1d3Z8WnLodXm9g2xfDf3o7q+0oznfnUfxKes5KkQfgp3rjs5Lueb+GTEhKE2p4UmpaYDtHjGl7/p7X/j6Pus9xc0HoR1iGYbSdqxvAzwdekKiV+zJYEFA93zvAfkPdL7AYmjoUsiGjRchGJjQLLMP7/Un7NlA2XHkR7lO6z5Z/iMHLrRAedtI5zjAmOq1hC8pMsXIIsBesA7FL0n+t9jwo7be2waQO0JNqLJ51BYETr1Gsz/E4+7SP5PdLMvTXNHzOy4wxDBbq5kocLcydL7l1HxG352Arb+FHodhAZcbSbTNpM4DqHDmsZBhYkjzOL/wo/uIO5JgKhvPIocT7kRaWNTtrODl1NteWO167vA6QYnOuVU6NahHjXugUwTC2pp5idgeLvgHSDK1Qu/OmHHQH7k3/s2fv43YAl+dd95AHCgp/56iQMD0kJLoJPS35fI/zEjt29lug69l5EMwPzYBwnqaz9zD7UlzP34+sztEP4HWL1F4zXa2zMrhNBC7dk45p2z2r9s/Vss8rD6HnXf3l7W/is+eA7wt+ja1NiFf+IqCR4ig9GLuI9c/d1PG/kEEMFQILFm8e9Q8z8GOlOjif2orcqJNX6iH6KK1IBS4bIaOwe/AzUGcRnAAEEeGMJK2au7pfF+O44px3HgZKO/WNptZP4pwtZQJf1R3mj3wHSlED+fbLwcoS83h/8GyuvFbOZ/9XXJjxdPhfDTGS3daJkNRdln3S4eGFVWWrzvaIVijlqvIzp1vIttqFk57hy4ZQeIciTs6mqC/iXlI7NWAsYIpx4PNRkSVe3SaQ86RDVlc7RgjaH/DwuOdDT1nQbbwNN1TYdYd0ca4WBXZ1676ViO81Rq+CEOMiNqhAHBmhMblgyJodhTQ203qyB/7y6fL8PS4Hc85Mh+HfVbOAkwCikJPUdVkrWyjBVVlNw5qnLHMvD/HOy/QFsD31pDLCUQU4PHvYLuYaUo991EjCc0sIH17o9g4zaiAZEIe4IIBouxs2Dnud7ddSlaRNpu0PV9AlyQuGUqzSPQLUob9YAQcsQ2wmEUo/0SK+qGLrHV9sSt7kzEgE98L0VoB7ZGUC/h9sphFiYfeFJD6z/zwX/w5/bgwD3UNtaBbnwBWP1rH3vwPVJGuMPM1qE7nivkQB/J4rpe/9+67ZMuLkKT5yaDQ3gIbWXjmj8y6WWDvOKp36ng8sPDLFRLd/sn6MVx1D0b0i3Nv5cduVX3qE8SKfT2XMsCpXDTwGet1XkcWUMn1vHpsjr8kWl+wpxydq7vHYKfOx8GhlS1I8wyj4uKIOT+Zwgt0iGiGIAAGGumi+r2WBFEtvpBvwuU6roh3xVcaoaw9B5LpQ7qB247CMI79NSF9TDi0T9ZivF4pu2Tn4f1S+epEH5WxtKM5Rg+7mlAIOrBS6nv7HrcRY4iZXBdH7GRoddgn1C+n7GrGS4NAd/vwKYHpex4iazXulpUhxcrEpRlQeSyLctYqpazPAJBwCg/menGIlc0Bh0u9bi4mWW24sK3rI3Bx7E/kYCo/JG0qLQkdM7pKq+yUMgxzt6r87H86N6N+P5fglqD/oZPNMUOawUyDV1rkB+kuz+4nH8Y98I+7aDzgT8fExEyHwgjJKtn4dItE5r0k3SzG9w9QODpBLM2g5hi58qmAR/WdVEUVf7BLAOA3DeJXUsisQjhWgrUuwThWsmpPr7c74h+R/BIoB92OVjcXVLsfVmPa7dCGAKgFRW3/cYJRGN/8h2z9/ABDgAIiIEPa+Ave/wB7mP/7C2/ohE8BpMKk4DCjliCLY2YTeomzOzxqozaadkIZBJGaD9kJ9XGe/LoYTvjIzPJDWPomTU8jIEWbKLNbOZXZJkiAAI4JqQjIGFsY7m1/0i/7yeEoe8OfOwQ9Wj7rn9ihbCF42eDU120Ju3wVnYrw9Oxze+fpXllYm60MyEDXSHmOfYSkMHIhDgIMGLUVqZ+7zArtXtmKMKUYsQQKxVgR5B1HmPkDZ495P/wDD63xtc2e6Uxppz4qSnm8PMlnD8FngrhL4yFqvJ3TqETLcQRqivIJ/LgcFlzq3jaHKrsu+99lLu8CS9swjpB/JafvKXfoQbhCuThvYeEIbKBTm3Ac9S7HHZ34S2wAMerb82HvtsUeA8a7+0YrjMTHDjRsSyRHi/lzZ+Wy+aB0JOFaQbTwvGl7lZ1W4YilbLIm0lR7OfyZ9kfDvLc3zCoTQliAlggKW9iTpBnIRLMUydtW1BOHaHAGRhvNfjKLmf1+M78aFLfU68Wp+uJEC2JQl1mlNHmznTycC0H43YtcSISIlRZxjuCRoTObLTXrBBChkxbqGu0tYVsbJO8OXFdrTgURigdEPI91GUMtpEU0D+sxMO1mwLjTuDa1EnbYAyEIuq5onGWrejhVpdJwSMUoD7HZai3fHdPrQi9UPA9HK4JHjGfIFaq/qxaKYQ2RtRoLRWqbN3hwf6vvrL0b5adDl8nqFpS7wZ3V8ZjH38IQq/2T+3QhFjIKzHQW4f26NhebTLRNJURxNRR5RADEIgtQDnfCIgY1oQ20tZzaQAAEyAcE+5ntXJAHXYsYASJxsncPDBLW5SfSbsRRLcPqKPzg6U+FoN4ymfkqRD+4rS7U0Rv8nynwbMrzaX9YryyffoErp1lWyntzZqb3jv9cVuJn6G93fU3KpQ3oMpPc4IwoI7gykffCM3cNfMG4BPrhSyokR2N8tF7JU4OCeP+4KHacA2LW/7H6+wLToSIW0VLi0pK/GZK9/Z1PwwpaG4tIRAwykIftc1b8s5b7x5XhSRwJC6CXl5WIg5VpcpMrdiflrAMOznFDiM2aFmrnAO/hfjefaGNjRPocM8DgEU1YvNeC1PiQu1LkV6/L5748hcJ0ogDuvkedCM1EHVAsMUy8OwZ6F8qPyrs2z6JTm+x2djJXRQHsiNYZZXxRnBHCNx+qF8SAHjQDtfUdyKKQZgNgo1I90YrhFDDMhRVOw5bATLE1lV4XfLcHn9NDzZmpi94l5BO4AHrm5rVv95NFf46nN+OXx2IIXEHU6MWji2p9k/gMv35QfdUL+hhbRpZubpR09weD9HtHuo2cUOBubeeEUx9jQEhl9lp2/oIcwfFX+x+tHmSylOLZOlz6ZHWMefdlKYRK+94+eAH+NJgbTsmoUNSpqMMc5hIWALASxfYOz99YufV3wRPhfAX5Pw6/49eGFg7ubw3+sntSe4eqUUa9Lv2hwPoLP0nidz0Edkiv0Qa5xrpHtXErYLlW/WPTLDtbNAGS3EVMTqpC0LDqOUa7MBaRtHJTiJCe4QmFzbJW1dRJR9Q9QrlcwBqGQ+8Y3KSz+dqxdo3q9WhnGz1dBgEAhGG8DSvobinHOefIxeeDejnyd6uvnmn9iIPUi4IpU5tNtBe0Ex/9LJffrbVRSSbI9H4sCxaEQ05RkQTI9eAXfpYhTe77CvPtuUmuQg2BhmGmDtfmkYjI20zKVd8KA6cxhkO4zDhFnw7aPLAk6N73Sd+RgOVZKM4JWlMCFNNgIa1yPPjQujAerrsJukgZpiBZi7McP3kFtdtJjwJqs04joSeestypJ/EXNmTa2KjbbFWJdZFVe/a6/6h+3OMQAjoJsA00gQmtjGqGsmbyqtL1fLSg2lYRnstjZYub4Ajd2qNnugHhKBJx6+V6PA+v5h+B/dbipuiqEgATVGNBjG88nxyakdglf/kgyc8Av1L5KkQ/oJ8ZWu771PAUCfFFW7zTzyTLVyxcKu67f2akbnqO9Ort2vBx7BxEn/1mR4lVFmNHHfaUAQdEXRTrWndpX5WhJ2AVPIBnZup5TpQR2yD9O1ReXl/dbii1P72bKlx00rCdiSwQwrrzNwb/Oq5ZI3zQRyedGiTqPl0ThIaMiGwXhQyETjTAADP7tCgYBvdtBfz1pZTCxWLZcwxItbrquc9fLw172AmcrHOIjP0WKoo9AhBoF2udV4pSlb8kjFD2zt1O6pF6IFYQuv00c3Qx+ZQBoImARe+H6ruEsOqeoGFm9A4jboiDPwik90pmT25Rc8dEgS87rYaxJp20ySHuHriVuZuhE+dJCE0svBl427Uo7GddwL8974Zd3A2AAAgAElEQVTaqZ2+ebd+94oBAGn8iQ3aFhoqpYjL88pF2e9uDr91ZUWCWFYb6yQC5j0wgruhaHNWKAUOb4Xx4ccTqx/hwdCmrdrVHjBk5eK2OvjKTu+VtQ7G5sIGOZpO9idP7j7rl8pTIfxF+NJwrWUHdhlZ64XmbbYYNY9HIsDz5+mFndDldDKFy/vlaFVM7k4loYLOSVYLmXtwARsv/Y26Bkc2uusugKyWqE6L0nlDAB4QwlGpw8Ukd2zamFt7q+/Bdtqk0bA7sbuTJuAN52htDV+78UBMRS9xP0ppE8WabHGEo3rm552OYNgGpGH8o8fb1EDq0EACMhANslwFrTyKwIJlVuH63vZkNkGuH3mWDgmpgoamJScIW0ecrTNTmeMKt9Uj59qdnVZL+ipKXcUUYQ3m8thxcDsQL/Q33hodLvzCJ53NU2DAlEVl91Yv+ROdFXRO41jEPvAySZ5oV2QZEqFtUMTCiqoOA3hMk2TX2vgoW60o21so6KqmgkXZ/NVRdmm5aHPyjXNbHcs2IjtC4w8fEK09TQxi0jl/sPA3y/nL3ZMDGn9jQ/zZ4Y1jr1kbvzsvAsylRs93Y6qZrn2eO6I4tSF8LIQaexXVpMMUlWVpLs0Pt+Nkm63ZJcfacgXZ0+zRz8xTIfz52Ippi8Xn4x2oW8rFUoM0ooeG8OjU8AQHyON8ldfJ3zLnnyW/+1orlBGiwSbwdYRuTMqLy129yl3lR+/oIFhiTa7d0rOlbazfjlpd6hcZTU1foWbeVMtmhdTdOrK3jmxA0XaXFcpk5fHrsOeG/fWgdZS53WxxeTlrlF8Wx38BVxA1i5yJXRXQioTSZM3hGLJ2h1hUf9jkDwCOMjca4zgOuE5txSVUfjhTcU2YtY124b0Lz4OpOhgRHEZUR5pPcGh8VGLlm8o0XB7re9eN8dlhr4/7wsWKlDfzZdhXlZc3p8cTaj7fOX2anwg6m7fh5tLKAi3bHVfUSxGvzgzJjbldjp8JHQqA4+bOfEWGzods0O7U5o91UK2pxKRAp7bKOAQ0qcf1Yxm1eu1z0XYnHh/ai3eyQh//s44r99adbDMNvnupvD02AHA+2eR1H2UgmyYw0Yc5btrD5VElTtPDsr48qrIiQEFfqSQyAHBcCAHg1sQAmJDgemi6MSHE11ZbGSp1b8IsCz+xjZ6ausBvXSv3Cv3V3mmoWpow0E2W1eqhri9PeRRPhfCz8g++lrZsisvIFCnViTaxUkmtITNQqkd+jM+z86fZeWto7ev3zU9mnxgI3EFnBmTtbfOXnzDmUaQhWotZUfpS+cKuXj1feTaIPYt9QHFKUAwkAI6wWL8qb8z9GADW0Ob5aKsboyO9/+Z8/7tvPrCB57qjZoMm7xuENMYHjS1XG7PAiSQ6tdFZ36Cy1u/cOdod3xvW53SD99q+TygW4aBLM9oqtZc0VD+4mv3s9d6/U3cN9CE0TVxVXFV+kdGMv3cyLt66XpqPLcoK7W4cNK0ui11k6qj2yWHuN3ZywmWJ1J37mhsdVGpvYoOIR66lcHKYXE2SpsEmx+by5Pit9VY3oCyUzvc3ZlWO787RDQUHRX758vGlvKx5YRIr8dag3RT44nWUnFjsltUP33/k2eed/Xxjx39+Pbq1V86r1UtVglovsC8uyeLH8tON2n9tWeQ4Wya3yqM2xZfmefWYdNm9nxbHbYhC2doSrGwFP5keN1Uf7fvRvoSPA+8xFkJtFdOWV4oExDT37sc/uKEvfTCdzz0AnKJrTZl6SJx2fTyYukmAScIQYm58nyOrdyzP44O64cJNlmRU5bl0X94aKlpnurl5YP7tn1TDNSQI2pu6Duo5HWIMguKq5Acz0E+F8DPzVAg/E//pN9PTSYcWaS3DBqceBUUtlKK1wrkVxqb3D95OyUbYaSpObKfnTnrVs5YB6KE/P4N7QtgO0FYaOsnntc2NcZ5u+peFidtwJ7uvicGF0/RUq63yYLbER7m6q6YWTALrHlz58av93m9FZ8O2z4Mmi7KMzZb4sGgWWi5gXt93VNUlwgGjSugqcHWIZII1S2x7HSIKRy3obaDhug/aXjpmjzVS6JCkxduV5kcKiMcaoQO9+jQTYrbd7rXoAEpsdBaY+P5OC1NlDubgkHAuAmgCASENWWQsqb/xIv33P/0oJ/Mwk3e4toRiGdea59I1mtz4Uffbf3W8Vv3KbN71aoiYr8Oudu+MNq746daZyQ9+WH3wwQM6/e5kHCTbHaCqjqfTZ5ebLupf+bPvrlAsp7i1pNWTZcWw5ljp0S19eVXTxIOyYtg0bLnpW40tjw7CfaX+5CcfRSYHMVEanEOFubc1qZT/4x/kHxxV8/uWPErh68+2ZB6bWkyWptGBMxE4x0DoR2U3/dqzaNzh7XY2H+x848p7V6JPG/7ryFK5MsO04F4mQgcDWk3MI01TX8W/lfm8TeJOQEa1JA2d1/ekaHp079/OhnktasATK71nZ/jp7VYYJE3SbnBaX1mUP31XA0CIYl8Mjq6GjS8qW2Lkg6DZSNpBJzzQs8WynJd+fPRRGjqHNIAogQicWVR274lscfk3xlMh/ExwTEnNfcWJjQXhNbDSwqJxlYHa+/LjuNGZs/g3z/VhGbllS+ed5TJSRiyNrgEpMBWgENoeV43Tv/VGeIp3oE7UIs0zMStooUhtcAWe+t7PROirr/Ov7azVk8CgduHjgSUDMBNdcTihfFbCnwHAS6/QL+zEYS1Ap1p2wjJihAccTayPvFzCAns1grcBYG9fn6DAPbMN0zKQTaAaoZwDwAKn2Avjo0YSjMwC31u4CUJno42YtJEPM22Wegm+MXQ5datvg9fYsNIsbjrK1EXNiDvui3Z9Nge+ibCvCZYMAzCnGdMEzL0VPzPm2nRmg0FkvTJk3brbDqlVpttz21xaHCq88ff98pyr/sL1Z98b/LvvvvvwyCO9vJ7PNmCIPFrKeJxtjPwIYMUZXSsA5LzFywIPsNBGh3T1k3Jo5gwVAaC6ChWXjfKjyxYA1of49TPpdtjJpmGTRdMFPqjkyMwyuAsAysClB0X6qxfiE2nb8XQyin3oF6BzBRoYh7Ze1QHqseDQzDvOhlXywf9xYuJX2wb9+rM/szQQznNlOXV9eIR7OAZSOuQhKKrIOyi8rbzeq1eH6aznueYa6hyqFulusF6X+XZYpZ3CxXDQNACaAE1QF2w8L61xDEikiQkCFuBAIB9SWjy4EQ18l5i2qYPK61GxnOi/Ey7nvyxWZcs95SHKzLRJy5YROGGUyBs6b0igzIt+cREpD0iAoNj+1hv0RNrqQpurtm3aFDPpSKHwDOoSFRTTLbr1jNi+cL79pfN0qxXzJqWy45vOlyVqAbvh3ALlCJFNsnOanTiT9Ha24UQa0CpGqm3KtlXJ5ywZ+U7mmwa7Hmyu47XNjWQttswI0iSmTFwTecsbGXU12kVYIxFAawN21kjP1iKOJFZCVoGu0zKPlppkFs2RLZEDQNQDQVrhHBE9M+MPOzNc6K2viXUFPLf+t4zyVmbcsLDucBEzP1fH82VbdAgY/z61F6WpajMqJsdK5UqnvA0qD2fc+Pd4/n2rPGCk0MF0MZb3trELW1XagusUjv7XdvdfIJHDoYEVZXyFL5Rl3reecTrB6k2EmWcSJseGefBL11A/qL34z9HyO5iksH4SnT+Ca8dGcoTjlAaIYIuN0x7cUVPPam0fcrTRUGvgxHNAWDm3aNRhPZHQfPX14HMbaeKixLaE7oDqChg6aBufeDAb+MyQrA9pbyiCnqAL05zc5GtB21eJ0VFpQVpQziiUR0wMaIyxqVZ57vyaY8ACDBoQGSymcAkeKip4LJDGIRcpF+bO5raRj/DH8eA1UIcC4lrS4IXLMl1M3QOefAKTIemv4VMYtaSH0lcWWc5YiyURgTCwnqnc1buHtS2CU8EpghPiuVZUG6KQNEQmPKYIaVQVsr4xvrdxZGiwic6lvk09085dXU7v2iffyfaXyFMh/EwsKtcoiYxAhpeVyBqaSfzbbvQCzCYoKXC6wfqbrLN5pkY1RipUZYTAN5psVf4P1O2vwfwN74c0zER7wPkwpmGr7oqA6HAxZQb7F0rT19Vv+PFvePN5HDwXJKVob0RBOybeC+qgyoOmYqe1eaGuX/GzN2D5KrBTtFOLtW7eIkbEzGpJysY3NamaIJf0VVd8Ex28DkaijiPdTd7eCVsUqALJXVQUoqh4bkgG7g1U/Jd+/8+hnQBvIdoNUBzYjRYvTCEIfra7jn2yNFZp9x9rjTC+G3pgvh9GUWAWTXF/UyEEpIU6f0DpN/XyX9fosKxm9rh0OXDGm7bw24x8U9fEsncqNSvUfjU61hSp9HnpVAPkeWxehex7gAxMjvsRAHjwBSwOUIix+AoU30LEwlyvSl+yIDGkzyLxMspOArmIwPg8g4eMRh0wJMD6jqD/UNfvxaCQzQso7YpbSgMSe/pVbYzWV1WV+REAjMd2oyVAc9MIpGKrQuWpBq59+TqkIt44Ga1vsv7JdnKyH55bF7VSVYV1JUrJKoNKo/6RqS4HOIpYR6TriRi2/X7+yMyaX088mArxZ3F4BWb2sT0RGrCVtdphZ8ra5xa0X+XwBwAKCoZ6L4J4zruLrpq6u+4+q4uXhp3zrc0h2aCojRGtXfOPYV4CnpIwwJgSbXG1tMX7d+cqZ2fSLYpCQYm1/jeV+TIq38QWqAlwgJAubfnDm3Pz8UVUCuvb5MwabPx3bnLNJfuuuipvVn8HOj//EnkqhJ+VWW1G5XJcqky6SpPcuBD8Be/fJ52GiQFn66HANefYK2WyjDQ1yxp/U+PLJph43kd0h+DLLOgI3xZOMN+4UmlUKjKZwduefMeKO44nwF6g5h/ER61AjAVtx5YlpQ2avYkZz+GmRt/z7LqlGWInEH2D1zsBmYQiEY5wJYNyoc3BEVpWaG70Dx3eBXYCEEPRAse9APUjGLShnZqlq60Nl0teOVx7D8jWCN+GuAO8I6Ab+UHLtlK/1cOFUaFPK+0L5bAOf88V71BRxARjLLAt/PLG8oHnbUB63XZwSoBt3I+BLFQtH3I+FASdTbdEgrtxQzQb1vqiSReNmboVt5QKlhLVFVp7Dbn3/Ik27i796OGCZQ9WoLVruPN5sF8H9x50FWQGVijHKfSlIxRYoF+Dxfd8dwm79UNnR+0d8zyh/ALD+ymVoQ8SO57TebMi7tLC65yLAxSPLZXef/hqUsP+pJnlyiiSNbZofGlc7qvcZiOnE9JOGe1ENmWs13bdntlYR2Ob7e5bq1ipodZKO14J3E0gYkE/QcMhcGEOFo/ZuZChjRytUwDlDz08rhmwFqTyNcKtgHbauKt8ble9FwpiDa9JlNwGUkKtkLIfq9EXz8XnBv0OaSGdOC8QWGks9+g7gAkgDLJx+URNbi2mFszzwz5DkfVEEG016xq0BLhMNEEUedO44sp0lJt7YrxBdi4Ep/9/9t7r2bIrv+/7rbzzSffc3BlopMHk0XBIkRNIU1SwyJLtUll0ULnKDy49uPy36NEvdtlVsi2rZLkkU7IpMYDkYIYYzAANoNH5dt988j47ruwHNAZ9AzAYSKKmwf48r9r3nh3Wb/3S93cVkT0f/cDVt829kT+nEvUZn8AzQ/hzoL1bumpmp4WrCcS7KPlDslpi3mG+w20ctXGggLYNK9/Lx7ujdty0c91MPHuIOm9DdhOHIdahUDysiahN2DTZ9LUHo71xPWrLmV3MIbuNet9H9Pd9bxdBGCscliSpJSvuocM37h2N1HxmZ1PED9H6G+B+iOIDgsNQhUlDo4p1mjIZ/fO3Ho7MtHQ1QfEYsZ9AOAKeUZdyl0QqSmWcyXi1kGXiIWorrj0+ROgW4NSTHqYd4bqxSVLZ77W9ng1T/ZP9ZS19YLrUhK/TThkITIwysjHLm4tD5U7YpCvpxnDI/CB+NyKLRpWqkGfUPrfi+NpwyIPYpWRC4Q2WUkgy1CHe5e6cY2wAfQcXX4B4gwrH4w6OJu4c8WsEqAPrCvW/62WEOi3uTuHgVDAzRjHxXEE7Qf2ZX0dIJMArWMgzswaxIxmJrCA0pWHPEWEXBVmWtTo5U5cgvC22kkCkpBP7FWYTD76BBQA02o8qtVvkD6vJSM0O9NFEHyz9fgONtdQ7Sz2hTNKwiVPNEn1kqxuHi3FeKu2wiwofUWowcTFhnUxHXYUzeevhJwo3/OKxgV4a+mEKgQV59sDxFMEgHNDtIU87nEQYTc8rmdkkF1bDcMAi5lFrKw5pCzMHZnuVfOOlrEdjogIjhTF4YUpj/H3PBeog10zso0d656hdLrX5yvPxSpQSwy2S4JBX/IHD95AnmIPXSz27U+3XT1Rr90j4YrJ5KUsqgm6aesc8OjxPa/4Zn8yzYpmfGwdWQ5GgIEEph1BglxApiGKiDaM26Ps09UNa/z87IwCIYHgFfklARgCYa5WtlqaomwIvlrIqj2RxY0cBTACAQPgCXA98XLl8BjNLbN3qcCnbstiri3d3PjAnFQAMfBT6wQG8Z43ALmWOeC0DVdO23Vs2tZc1jAHGwo+Yz7qwZlHSAmkQqrEOoMaoRsJkPeeXtKVYadP6BkHDkREEMWa40ELoILQ+8QNBLl5rd99ei0ka0FhwTFk9t+24njyQp0vJGYEgdEnq19cg32nBq+LMeHoAWBtiGkuBubEsRwTbToZSEasw7Bf5eGZO7/Uh0B5Cf8ySniDrXHdIJtSVP5vfObWshSPq8zn076PVy8weBB1qrv+wuvHkmspXFfyY+U7qeY4vbjDuaErdpR+1c3syKts45T2iGFECiDrtmeAo5bQ0J5atsXQQUUw9tYp5JzwP7fbMPfjpAukcgKufqLCwsBzBjUplC5+tIBoY7eZ1AdXbDz94xGUD5jLajFFSqdwCClA1bapMNQeT//CtqD8vqxD1CUu7FKaD6dNczO+hibHqCU6pjxE/0PTJSmAAwEDWorgTwpA2VU1HRRvbVYy29v3dsAMIOYdVYRvpSav1Qs2QD7vosoBoCpOZ/+hToiHGxCNmyjYXvqNxhSgNUYg8nel6156OMAvINru0kzS2aJqqKNDoL8PM53/nPDOEnwUEtkt8D+OAACcIE8OYNLiocWWgrm39zu3He5aCPMY6BUcxOKyO7eFb87v1rJXutENjoeGoTFFwz9/I9Rg0wBIIRtadfq+ncGsKtwCgcLBX4n7L4xw7pqU34/yjxRLmEuYlPDz0NFHxFumsVpQ6mRhTj+qh6kWm63hZ2vmBvW9BM3TJkhUiMBYaiYaEWjMdCici2IiSDRoJJAC5Etnk4uwLw/lWJf7kz054ewyhMK3DiE4LJZVeyLk7I8sJAI8mVczzkFjmg7qi3Ko0aBPuU8ruNnh2JubkURWyuhOwToQp9SkjJI6ec+nd/LSImUSHsRi+I9IswBtCBZAcu87D5rR2i4Zco3Ec9Xoi5qENfZwvVm5Vx0+uQcgb7wwyrbfDwE1nMfgGkdNPLRCok+qYB9LnqyhajjLpowdlnLtPKl533heQFyp/cF6k00DLsQ6wmVm12zycWh5IZ+fy0eQpG98QoGCrC6+uA+Gw1ORmjs/68U8LGrRBU84higxwveXZrdGJN3VTRCsJSmgoONXQ1sUUMKr9DABGU/eGWg6oUU09W45K6ee2/jL+1QHpGtwWRj4ZZ90bNTwLvHWN8q2uMA4iHoQoKG01kyde0Q+4lPQYZcDLGpmFX+Cn9g7/h+WZIfwsOKTTuL7WVaYBhI3CdU0WrZnXi7lpmrce1LPysQEwoGboridTQVjt87fbT4paPIK3tFeF/6i/+6wVPIUHNzXt9BOTLxZM7vO8zt97wqN4tbM7ax5YR44+LGZ56JfMXcxgJUMooo3GrSJKUyNduJbBmtAC4dZaD+3VbUiz7LZp4GSLW238WM7cWBOGHozro/b8ON5x4dTRuMfnumYE0Q2+kkZdnhJKm25Mds+4PXM/tmwqIsxEkIRGxDJgaCniDwzhL/8Vfu+uOZ45AJAwh2ASJz6LUBBK5vHLuPNwJweAb/8qFx6/+ZacFB4AcnSgeTfIOv0EcbCXcHTrpOUy3gYM8gYNvD0acyI5Qov5GSWdKDYrq+0goK0GNdbXN/CjpY4a8jGCXJ+WJdpfEayqx61Xh1I9pZ2EAUYXVvXlocbI7g99UvKlfcpCu08y0kcXAx/2uCQ1O6McHIS+19cx0nUBtVENKvbtYz8vn/l8pp8U0+OIppHsidp4fVidMISjqZ5MJtyxNbYRELYS9gIkHOimLdozAfyEka0eizE9nOJZYzo0utfuAMDFFXJxm5PAPzhQjx79272Lfzl4Zgg/G/7yun2+a72T+8t66ZaP8r3v756OWnzruaht4b3De3fVp4pWzP4CJ5feyE8nbFrfviNvLxYHz7Pu1ZjHjQYmH83r6e3g+XXdDWsOmiprrO5D7Ao2oHgjqw6XJ9yUW7smCeblJ253gx7aWKHeovVV+Mmd4qAudptwU0dB6G6MHzt5f/Ovxa6FcuZ/fLsppX/Q3tvoo7UsFZFlie4EelMA3IRvfJ1/78v9b13EN+/If/3ObG7zidu7EmKeEhHaLpUbAd6Y0sPCPNeNrq0kl4T9wc387YN65uYLfwShE126xnUd0OGEjpvHG9Irl+mvfr0zuu9dzY+PfC9mczydlnlzZnrCtG50UIuM1DOLssPWOJ40aPpvW9KyZ472yhOV908jHmw3lVlaMwwXFWKP4GPKLZ8Olta8Pzuuechi/87e6TosT3U0qFKEFILaLmfmPM31D1HeaD6OM6K9qarHX/3qEI/GblZ4AAtgLwz1lU434xiwNrRtmuZyx9/ZOXGdgKJ+T2esDSTW1O02Ewv2pZXoy89lly6gwqrRyD6lXSt/wTwzhJ+F7SRAvE3TFmPUiHI0m743P71t/erz2VfWhkbxDV7/6aP93Hyi1/YLw15b7u2WDwra6aIK3N0d+/UtlvTaOMLUEV1jKCQt09a32Hhw+Oze9glW8K98hW8nIsSCgYgCZhW6lujXbo13FvVe89Fp99e/zb9wJaVLpmN6gerX78/u59WtYqfbXw0iGnac4o12GgCupCFaiBUdvNrr6Yvh//dgb6c+3LJkPeqTzIlQDmsz6KLDAqDmooquCGbWkjw/eFhVd8vd5xFZi0TacR2mOhkef7i5bXWjpM1YB9WBro0pmvJPb46X6pxd3FoopLo/LuZT3xfhQh395OjoQP4Mv2dbRJSgnfpzrv3RCxlirQgbQVFQt8o/lVqjT3KwNAfL8y3crNUVLoPEzXJ1Z37eYNKTjM3RRYaV12OdD0LywoV4fZ0UL6ujXN74iQEA4E2YlUmkgCJKrZaWqf6dnRPn1zRFvNsSjlENZV09asabQfzqcO3FNDB1ixXICp3/559xkmeG8LOwzldUG8x9vhJyjpsf3trNT6rxXh3QC1GPyg60YgWlL6f8+2eKO37RWCFJQsXClv1QbHTYpQ1iAnnpsmz2Ne9UInGtRIdTFsiVNqeeMqmMMfhnXfUx61vo17+WrIpEzyn1AhnhKo4N5o19sSvK5tFEfrRLcsX0EclQrEw4xPByN5lW99+b52GqfZpmGkqjCmc2NtDerruIWQiJaMUFlnw1I28uH95ZHK6u6ssBE6FemPZwaQDg+BhtQxC7bBXBV3rhYf3uRKu3p4fpsGcBSFf3egAfpmBsJdw8in1UFrLio9cfjpbq/GP1K9s9qOjSWB2oYmDcKCLuo/kAp7jc585g0va+1r9SumKnPlHI81NevsqWE5TY3koUvzV7VHyMcuwvPt4yz62kFQ+Qom3M0XkqdZ8T5qX7o/fmW+vFj97+VD/yvXyuUBVzFlH2vSvbg1WUDvRYFaPJ43DCTBcoC22kQ0zmhcNNFCjxzYvaEXP3sJm3DgAMslOz7AzMUtn7+cI5/HLnwgqNscR17Q9LWZafKhb1jGeG8LMQuD5uejsTObXlcV0/mJzYqrIQvbjeT2mKXRhi0VqaevEcc3f1vVPXyQTaSqMO7nTREOtkt5rdkDfh52dtgK6siiFP8gXan8l7xc/dS7uFL7wgrhlaXhPtasKGA8eDivbqDqDv71ZT0iSRvTu2s6PrQ0hKSz1Dpa4W8pO+eUHQWofWyEymPhUkcYGog9Anug6bmmlFrSGNMZGJ1qiayI+62o8O7TalERWojlAtuq77UsBfL9/+0aP64bLZ2qJpH/3JawoAeKZGEWY8dk0ctHRI+ACXt2fT5c2D78QpV94IP809AOwdyQuIruAI2iAy4VVevy/vvnVUtLT9tX7HUpM/UTW6yMmCxAnKbGOrgs7L80XOQoKt5Mq7fsevboUVdy3CDw/O33qeHyTXh8N8iTz0q5o76ERI1Gd6S17eDr60PaxiEU0uLlX7fAJv5k9rT5g19Hga5RckicnENaP6cx6jOxr5o5EGgATFl/n2vtlbS8T6gEUdU4r6j18/HU29u1CrNPpy70oGQaiUXpZWklu3H28m00bfms+e78aVDCfHnQ4OoXWXYgpBg/zihztLANg9drdXC0jtn9yo9ifmKrvSQQOh+XKhcyP3cjeqPpVVfsYzQ/hzIAjqEL7O1yPoGBUtD7PF0WAk8xWyODCPdZa31/FXt/vbUUbbGByualpLDpqnnmwBPYJ7H7TiXryMv34xG/iOWga6yEzVaYzoQnYZ0R1/wlH49leDDdaRhZjO8LRw+81y4U73MP29/3glbUO0iBY8uMr4Za7u5NNH5rRgyk/53vaFFbSeF3S3LKe2xF4M4YKSPEZBB5kVZrnVESDZuEa3BzNza1zu5vjGn61cwpRw4jTFXBxKo/3Hbm0vii+sb5ZcAI3lbjarayOXVIKgbVyXoq54pbEG0EC1sX22fi2Q99rH9ubBgRpSE8UByFjWoatY4HgfjWb+aLLwk8VH3/bDpdwZSRRArOOq5aQJVkFPYXqUu//tX73197cAACAASURBVJ8oFn1nulyl0nOGVYLaZOAQRwfK17f29M5oIk8m9Ua5nCBWI7ZssdGdFPrz83rgKGDVMEZ0REWXEWXNVGkR2nM1PXqsy3zEgjn0HlSM5fd67XmhwrWgY4pE5qnxvtE8YckvrW7/ZHLQnikz/sWnMbCYdd7fg+3o6Pa+cB//tnzOuIK+HFh8MYCNlG33LenUU+dWenIyP3EHBAoG6AI3PVeRllRSNnfmqv0wDz0r/J+/39RVJy6yfiJpVzlikIqpBaM+erfv7pof38gBgEKYwgqxsWzItNaHyu7nT1+/zX8onjXUfyrCEF1bEV9YW7mSbA7wmoeQIFFrZhwAVo1pJ3YKAFuX8FcuZhdW0kD3TJFUVSANKVpeSdJain2UwqBBcwP6O1+JL2adyCaB7psqs44piytNpAsCGCioLbQA8JvfFt+8PIxtkrlexw8Ds5q6dWaHDngHLlQwAoAvvkxe2Uo6NmIqYSqhusN1V5hVYgcLP8fAt+GLV9FLCpXNh1Vn312/HttVIodUrTO3gdDAekqAC8RjIkKGEYAFM26qm/uLe4d6d8/ef2iY63ZpYhwojWvjbpYPnixwfZIt+sKF+AoJcRjyNKCYmh/drSLEUtetCj4vYNw2S6MKaxrnlAfrUUwCBl6i2jhorTetj1DPNmlbJYVihSbKwQeK1adQrRdusCmj/1aP3tO9PUcUKHlGGdmB1xJzM3Bt93pD7lhe+qqBKQCcnSUlnYvcijR0LUIxY/tVXZ4n2OYBOrQTUtQTgWBgNSkqKEp3VJyzAa2yIQ/8+rC5coWyjsVc7xyW7kzP1xpb8RACUhTXgVAW464QmJhR85TpqwEAAAvrS1XZv/lng3vj8RzOqf7//BHBZhcuUkIC7rosCARSWB0t64ORbE+efLbg1S260aCG+kgavV8t3tg/flKxwVhAy/6aiHsiYMAqLRtJ8lo/mC1+2sX4U63fENbW8WrGmfRyv2wO6+JBc/QsMPopeWYIPxW//NXw6xdXLsT9wPRNmzKOGkNYa5BqJtpo6zO8sc1XNrfhyjBIfGqqWFahI66WlNTualu955xFPiDhJlm/ttm7tGaEE1RmqkyaJlCAG0WXihZeeRREKOPIBcRvb6A1kdAmgrajykzJyDlhfKQhI6gvvBCAHehLqwzXAprIy8gpoapUqkSb1EBX4As9uBRD2sWRwvPatwCwyQZU92Sd1lYUgAvkNPIEGPNMYGINsqALWz4q5n+685FF6fPhVrj6LYduSXRspg/dXX9e766ArCO6SRh6VmMgxPiHx4tR1RaVcYZZh3nQCESx5lpiabxC1hHJGKxGyUoQINLk0uZaaYmQ7tQ6XLXwdVf9AAh4qs4YpNJJp1lue6sq+hU7/Sc4IyjegOs9lM3h8MmVuavAhs70f90vL4L6AQ6ppwaKs4JtFqwzAfJogw3alo1knp83pMKBFz6MGOtxYQ0QS8rGjHI7rs/o1CC0GneTUHUS38lI4dzeSM5nRp/08whCa3zFYsDGE80DApo4b/msWU7k03e6t2Co39JNtvRy39/WH5M6/Zwh0IUA9RA1jBCBkcOqUM0b9yfz5sSzRsDX4FUAbMA5h2Z68c78QW5OhCYQ4HW82cPdGOK5lOO6WbQwqpaP6nN0bTLY3OSD7SSpfX17OX6oDww8i4t+Wp4Zwk/FV6+lG1lGm0wVkSfYeLRo9Vfq5Vf1fGKjY6a6YW8ryJ6/5LYy0cPpfMqsQ63C8xp9pVg+Z6d/DCkmOOG8L8QQ8zSTfS5QGyznoXGw3fpvL6eZVwMwDxDPaLTJVq+EQwEsFtY1wtSJbELj0H9ezDacXof2bcB9vLLF1tfdalNRipWRVEveNEFZiVLy55z+JdysIv4AwhChjLDtsLseC0ql1LgDq43khUU5cgsk/z5alMByzymA89ZAO7OL39/beeIeoAFZ/V2Mrtry94x95O9pOMcdjFDUZ/0h5X8HFz+wjVF0tqhH5bS0pnVumPLVTriWceQEsaFT4d/TxgAvMOZUsUCvJGEs0P3FEgDmtmitNTZKPf2mm3jkdlDHe2XO/N2lX1onfgS955D9Bqp+CBkDUL7ITxpCAMh9jnxvAr1fgvEBTpZouOLX5rADZ6ihJi4eovVfUeoN2yzOXOoDCPCQsoixrzliLd6v3N5CLdVpo4UQinlEmcwCgrGREk3nfjaz8uQAeg8wZANPMCgSQiwwMti1Cu8sR7V7GnsJvUSRRMkSLQr/zlm19M8TFFiKhhHapCB+A9m7CDhGzquFnt+bjo7qE48PAQvQtd/EyfveKm9yM31fvl+408XGHVjdolsvuP7UoJlsxyqvpN1pRmePbhQNL+Lt/w7kERX3VX633W/OE3V6xsfxLEf4qXh43MatSaxtlLXIVpKo1kbWX/VozNp3WRTzIBIWFp2GLRBCSQKPFrpoxbJ1dzy/5tk/JPP/mQ8OGIk4RCG4Os1x2TYyN23dEiXpIY62bf1db/4LUldB8D/iYS/EETF1MWlULZeFbXCj2f9B0lVTXfbyH0HDGP9DvnZbdCNAqEVTKNsCQ8kbzUqHDrzvIfgtP7/qwz/C3YySbgg0ddcFr2vaLpRD1iMCYP8rX1+G5f8E/SGAscQTCo4cVyfO7wy6RIdbtvo+zSo0bv05HtKARhvRZRbZ32z1ZWl8E4yhXKrj2Ydt1EkAgmFLnBBWtXaTWdbCLyF7TKIACCdl40pGyWZED2oDAEdudwEqx1/ZRPRXYPk6bHfRtWNQpT8x0cKDq2DRBfovUO+34dF/DeKfQLA4b4yfBYUA3UB2E6V/2xd3oHeuqwcADuTYH4XtxivUrZPhgR3I8yZAGa8l6Fb7F6AVOrjjA47P6Z3AgAjXjKNXre6O0Z+FyDQE/OmaW4Ywx9xYxz39HVv/K8QpM3luSvs0xkUBABTo7+Dmn/nm7N79eWJNpKt0A1zXe/qyNBfdPAfuJBzL2ZE9PKXe14WNLrroIboAzXNQvW7nFTw8e80BXtkMuynGK7ZdUfafeplbP3YHZ2dfhNC7xl/42zQc6PmbVf7IjKq/wI7kzwfPPMJPxeHUaNPIGlUNGRdu2jZW4reBfZXSf0jTlAUZg4y7KNI4aqdVs3vkjxd20UAh3QMLCPGABv+GxR2OM247qY47Cmf1FI1/fDyfzfyu0vcdeQPQa2RlRruW8zkj/dglXR2mrY3KP5vs7E+rhVR7Vr+D+J+i4Aj1Fyx9h4hu7JNUp6kMB+0iHN2414CJtBVj4K+DOwb2Bsp6hPY4dBPTyywJq62kM4iSRU6Nx9YjA+QfoV4ANAGWYdbhEITtzI0P2sc5eQrBGrrSxfG3EHm9Hx2048Kd1i0DgC+vba12MpGgZcxes8Goqh+p+80ThZGcG2xDq8LGWQOu8OwdHNxBnFETcCuoxwgezao7y48u7sEhELdQ9BUIr6Gw4nGHBB6p4qSG2QX0IoX0CPkD6HwXco6SFmW5H2s43dueQE+BphB9CSCDZOFFCXN93pwKD5agrb1gK+S+tmbp52d3c4ZoFotOwA6S5IgjBmza6LxV5uR0AoZxHPEkJdDjE05ki+s6WJTtqSmDKyy6lK06BAzsXshJKCU2soVDObbnidX94rOOXp3AegBQ+UN/5ll8Pnh5mL7Q3+jjPoaAYXLP0T/yaukfzd2jwi1PpQ8u8I0r/FqXJsyRH3vxNuy0Z6aAAcCAppvR6laHppxOMHlPq7GZTtzYnbmHDMIr5Lnryfocev9S+zvq0cTtnL3gMz6ZZ4bw0zKp7E6Rj9rJSM5nqgyZ4Fz8kAwTHIXYcyQxqzRbLt1yrx2/Wx7tjZtKW2OJA7xH0vdY2qMs5T4JZZA1NKlrXkza6tZ0tluMKl8G0KdIpCAawqYEZ4GOkpanNcpqx9uxq28f5HM/riDvwBoBtAA3xTgRNgrbMKlJXNGOwlnzL98+CCDI0Ir0zcS/vwuzFERGSBKZNJbZoOxndi2OIx4UFZYt9h5mlhLADHzsIWUuDU0UtUzIm/ljp2oDb2+SLUrgTsIqW9+pDw2c9nt6grxypcdZoJHrhHSek736uPUngoSz2i7q0lsim7g1IgwQZYB4S6n2VFosA0L6sWBcHX44ftuDkXCcQfeQrNVh0A/9WsIijhpTFPajFIiCsobcQgPQW8fxd31eRiHh4tAcnypIWcJRA4cKun2/9gUEExF1GNsz50wxxQDrbH0rFZ41GIR1dnnG/DOEV9M0jaEXkyxECLtcumnVtv7EhuUAelEcZWiY0JiDQHx/IvJmWZ00hIMg2E67xhGClIhMp+unLRhjDpv502gIExheRi/0URZ4qGDSfh4n5K2m5AsX+ysiJVZU0mEwtfS1r+rzCrteyoYvdS6k0OHUYe9rUx/7984uY5h8cbDRDcNLQ8cJlk6P1aJ0KnfnlC4/z6+sis4Ki5WxY1Xu+4f2vFPdMz6ZZ6HRn4/SaQCNocZ0tU8T7hn22DvwTo7bcd5Mj9T8YPmBN9AKqPuAOngjxSTFuEMgwTYUBvOm8sXhuP7znXJ67AFAQTGFmwN/IcQiRoQhjWhjaKFIoWVzqOqf/Pjxpm+g3POvAYCA1Ng16rrgjDIycS3W9Q9uLgHgjntvhqbTD4r0POyjPPCXI4hSjMhwupFEwtllJWkgOWeRYwQxDCr3E72uEU6UB0Ya7T76nLbCzhALZ5J5lecav/gisZSOJvb4iao0GjgvGq0xLNloykbLYuHOiSUujFksdq9wPRSbRPAkchQT74GhIAs4FlqB/lIvnZnlg/FHTpX0I0wHESOxABF6QQOUDA52PnIKS8gBcuaTIU7eZJurLKVddAWFLd/40fy0kXOgG9i/yTfyMFkTMiPRkm7fKM6M5wXX+pLwFQpu4IQj3d38dAjLghOUam4UVzTACLkstjFli5PhK+89Lju6MFWqvIK2jjKOKHWnqhlK07RQCt/J25iETWzDntA+bP1TaAUBYIC7a5wmHioEc50uzlTnfg7Y3KAbqxgXWlatxaaW4D0Df44pGgb0xY3OAJgmbl6DI+0UHp2bN32+H6/1eIKDIJ21CIpKYcZTh8/OQFzjnef7nR4JIuRLU7ewPJtBf8an4Zkh/Cw4sK0pA6Yy4hA4h/VDPXl9/v6pZRKqQ7jtoe7TKynP0oBEkaK8XapiUhc/3J1/IBX9AQqWU7i3gjlnA8TU0i8WdaF0OdXF7aNzCiUkFA9M8WiJBzVLlxgO7b3JR+7F1H9Uqr7043fNoqgG7UC8MCQOfN34Ua0MRYZj4kVEwok8ZFs/+avf7FhE7j6Cdx6ayYezHTZ5ut0RGXhqedr2Z/H02nXOws5bd8vjJ/6xce7fuHN8dS1tWnRnWuXqkyrWHqgjC25FXROME0a9wcCcJRZTm6XagXnl+fDB+KMkZYlGlmxQwYIQJYn0kQbPX9Xhjf0TO46GsoBdCILb3SiJLMek5MHdiuRn1NFKP27JAY9XBgkBgVDae6/at2d69Uo/neneSpjEHe0VDJtgrE64ws77iKHVPhn0jKy8IkYENAn8WZlsZtlgcWFMHl3oY9UShcq5Ou1Vz5R58/DR5fjikK1HnghqvWiMXuqfpb3+i0lPkGFiQlRnXB1N4XPpqGQ9pJFSrjqWzURrq4OUDm6rc3J+X7qaXFklvtaaqKUxeTMb+90XN+jFzWBvKt/b+eh7SRKIEsWdHh/1K1haK7qcT5pz0n4vD7tbmR9QVDSNacolOhE7ff46uXP783j6+PfAM0P4GWl9zUTVFRxhWNpy3nxsj9TYHfYR3RDbUcSjWLekrE3zg4fT0eL0tqug3bN3tB6FCD3Ijxf6Z1c/W+9GWo7OSdidQHl9tz0aHaNLi06kgnZWzqfk0VyXEvq0tzCN6e995+rmiqNUmOyKzKvyxvHjLyoK8ErHJUhj05DQCWxWEW9quBi7U9Mn9qduf/qz/pUPWbrZEtIe64mQce4xNlRoRxsZSBKY5mSLu/bmQN3dZt6HnHecSJVH5oLjC9oSQNShu7uPP/hjv7+ARNJBFuI4bp1HV9ugyZqLQ6YLdO+hfjS1ACChOXQ71wPCOzyOtWzdV9eTPz9YXrqCkYa29kczDwBTN25pn6U2C71u1WrDxpNT1sunlPYItb5utG2cxQJZck4yrB+7L22Grb86Q/cKW74/ntb2nPqRqdZxM7m2lQ6zYMEOatzc2vu0t/QXjSy2nU55sQ8sMmWC3jx9UPw88JP35X08IRgfLqyyHiPsPmY6/Nom5onSpFZajdzyjnm4EbFvXljrpWgo5Oh4Omkev8NFK6eyIEZhH64koRKwqJr57LR+6aVMbA7RIDWJb46kXLhy7B7vQl+7HF6/Hl+8Qna+WP7v/+fnXNL23wnPDOFnZGoXmk9FBwN4oqvJ6GNldi3YPbm/itAg7EDgGat/fGt81gp+wNyV87Y8k4D7d8My93/wZpHgOl+4fAlT+UGoZRcAfnvzakdnpAArDad0M1Y/NXJxCGHWJJggo4lGztaZTomXbeFCgpvzdvNPw8KYe+XupW1HU044Ul4ttWTUeqT2x3UnIr/7NzuP7pnX3n/8Ge/r/E75oL+y4mOKMo25jrz91mq6FQhbsJ2e/v2b01o75c3d6v72qhuEAUt0xu11xrevRZFhdkFe7eL9sb57tHxrXO7p0U7L+6SXRWitZ9YlhQP42vX4pUHSLskbt8o/urOondlr94dU9js8Thu+VD9VmLm2QUZzp41PMQ2KYLGwS+WccAfz8rg8x/cp0FjxTNGyS/nYNUcfr331SObfCGf91fhap/+ntyej6mk91JOgzfrlpU2mnMkafXXI7o9/9tnu6WKZ+yX4n054+Dj1nCvXcM31wlXzsjmcmz8dTQTG2/0+lhHnPFB1wpc/NYQ3j+TNI7mW4O++shmGXlZqlFdLo3oC/8qL3d4qaqn8x79XEgGrQxuztm3s3DeP2on2GgBeHXa+tNq7mhK1bNd4uL1a742eyojCXyTPDOFnRDpzqEYvxDwO8KPRdPqJkUDr/c3ZnhXLy2FwOC9vj//9GLpPwZ179uy8iFeSzdQOdRkYC5QrizFtJXzYuh5ElmcNBocsxxXDJVnORQsYaiV//pDd5gb+tS+lywneP9Rv7Zev7ey+cCEhCBNm81bem6rDA/flL/Lf/FKXybC3Rgao/Ve3Dz4wt+/M5w2pXiTxAGPW9fPCvJCkqzhThNOY8kv9H+zt7bbVsW5eP7oPyeClTQ6xId76POjR2ELAHMUMic4w9fM/mTx6e3oQ96QYhFnqu0MPAB0jIhVTzV7pdprV4Iejo7vLfF35jkiAmRu7jw8H3/tWcK3bUXP23q5U0K4l2SYSjxbNW8fjO/NJcXLqVsTQxSENMCmVCV3XNg61VmB8djjzBwx50Mc9kLyYQWwzBIfnChf84uNYs76mo45StVTKcsfhL2uL94N7brksr2yqd99XjfTXVkQvESuUj3OHFDE+Qo7ByfOvdv5IT6Nh0ih943C5xoNvbm9diglCsgL08rU2FQgl0jD01n5+f9HsNTkAXBSdL/UuXxKCNUpJVEr3zAp+Gp4Zws8O0f2qCX2Q/8HOwScsu8iGr2bXj9v5azvvvX2E8/bx9tftoJfWBbS8LMm9RVGfN2TgyhV8dTWMrfAtm81htNR3ik/qEPo7L2xLSY8W5p386FSz9ifQQxum6moXlNJR0XqGVfNROGXSNC6qcGDqUj08ikTdOdLaITbK4dwB9J/MN5/PBiQZpGFcga5n782mS50vihPXOdyzxSob4KDn4sbDtwbpa+NbH+ia3puoBhl6CI/23VaPXHuVNzpiMg5UMAB4KU5K/f7cVg+Xsrp1VMVhOiA3brTJxawOBJERqiLS0FjDBul9M01/ULz7+oMxTqIrHf5wWQHAo327ATxUndTy56N0FqC77eHvv5sf1uVMO/PhEaKLokCF3oiVgDlPaNQmAQ+1aySbVafvya+80NuI03zBnRNVjVUdeukiFEo4P2aV4sxozqh1AGDCiJDq6RxAcVQvaSJR3E6qhugU1AI+5ic/LQQcBjGxDo7yT3LTr7JtguCOOlGlNR376VgCwAvDaLMbb6YharO8hdECeSBOn96KZ7X/wzebP3yzebnX/fraZqhW+hBQZX1TWK+nE59ctSPV3jxojpf2xrgGAILQtfBapHu6QM7VGttbB+cUmj7jLM8M4WckRUmveWl2r3vHjCv5AD7MUW+socu9gOsQ6wDpsG1EYjZ5O0hMItD9/MOh7S+8TP7GF1ZgGRYT1gbRFcanBRy2i/v2xLSmixvii5eSrO20k2DmxDrggVc/rm5Kf9qnvNij37682fF9StKhZSvu6o/LuyP3SRb6K9kFZJJaYSe7re3OJYsDywR13LftRy/Go6k7tLV06mgRHT0cDhKXejZt5Xj5M0J2HOPNJHDE1MpMqsfmfzpCPcNDnYWWruMsZ2S/ON35vsjdzoHhiWAy4SrouO5zFG7qx3M5DsaPL7U/t3uHTqQs0olqIl2QQKUXEZrDGwAwqdw/f+3xtjtEMu7TwESuSduStzU20nV8fAGXu/XD//sH5eYuPjhwAHB7t96maJNEpolZ67cIe4im2qt3H5z4saORXR0IpGNuuTPkftUyv7g7d4tcwEliigObuCYJhA6ZVgUuTFPWQrmPHxRnIiPJfMwJJnmVEyBwtl7waWAv14demro8atV01K+eRm2cJ6AEvZANL66HkDbv3p/fPz7fu02g9zz+hoTqDpzTk/PcILrc7VuLQUZVIawilfTOu4U+v8lylacb4dowTKeS2TZpSmmVOpL+OLf+2N3dKbX0Rf347HUBrsdmy9WiRsZKe2TmB+On/Kb/RfHMEH4q0hS9sB6sRymVcVPwZSlUkzqbLA0vbSigoz8UKPnNr3U7PkVVpOZpngeFFBaFS0VqEwnflfB4fu+rm0HgBbYRw52FCz1wi6lGgxbEAbzzwZpLl/C1rWiFhN4IZ+PYRwaLlpjrOLppf2KeOFx/8Yr4zpVhpDtQR40OmY4TKy6j2EEygdtwHtfCwVV2vTLRzGup+UxzRVmrvVBAhWOQ/HSl1v6th83uQ8uW6bXQd1mWCDgo62P5SYXafby2nfV6XZx11ULPXnv3sSM7mZhVL5QNZB1gi3sIT6CQJwsKpfW395bd4XpohG1jJ0kIEMFxfUZo9MbeIlhdHXhqm6inYE+F2LkBXJnCgyeXvflwnpqVdURRK5omXmpfGNNaHPlNgIcA8IEVBIDdSt47rn0AXAZSMqLFAC4dwelZkg8OmyH42HMvaa38zXuKOJH17eaWfvCAPtlNnxJSFpSQoMYqwBE1kZG6MjXyAj6m0r1xZpYzrGMAuyhp7Z5KKwgAjYQ7s2SnDSZvrU70Yqqf7rLRC+TCkA64sb7BISufDPMyjASmzkHtdAYXKplKpDEQ90QagmH0/HpwIe2BCsHbqgq1FGXtF6pRXrfu/GNlRrrOI2tcA8vDCvcdV9S/PVkCwOjAn+q+CP0F3fYLh6UpG+ruteWD5dN9z//CeNZQ/6n49reiV9Z761E/ND0q+6C7nASVJpk1B6BqmH8w7uBrX2fX+xlXEWm7ukpVlTrEGsNyBblvC5irD6cibPVZj6SkTmSZyDJrlGgdbpRogXrgH6h55bn/wnNBbGJfBrpK2jIxSigtpAmNTwBFBnIP7m/9RvxrL/aGJIMmwDZwTdLUUSFFZYRGkUeZgCyCtIc6AxYnFBlkjPN90uv4bamT0pEaQAHVlhpDnCXIASF2bialfXxKHY+clBCj3kawuhJklTYHTb4jdz8ud8VRfL37UtpHg36QRswYtTctjAMAqKQNIVaSlxoXBhUOtVarM63WuTLUBFR1yzb8ojXrzr7vWf3hMeKnLI3REjPTl23yu3aybvwfuwBQTIC1TyiiSefa1gvbk01SSPFf6tn/68LCOwWmhiN7MnG1aFvQiZe9Wka5w5XXyzPaH4W2oAlSqUO0Mdpo0898moIXulqipf7IXy+tI4Yw16m1VzIwMm6aYCqbKYzsx9REIYhTuwUqyls4bJdje77M6S8+HmB6vx8eXPaG7uiDiXtaf8gHDOlVRiNtvZJ6bz4vPuzJ+eZL0ZVBZ10MYj/APrKOlUgtYWlgSbE3H+qrfeFq8NxqD6mklRyASkkXNRRKLl1VoyLAGGGjzqSNI9zpkszJuJGusdhY9LA+flCfE/AUsBWjC78NvrZk37T78uCt+u7Pnbr4y8ozQ/ipSAP0XL/DZILqVJWJQfSLSvVN/V238/sQxCTeYpuXRN9rlHKIbWzKVBZppcn3yqqycMeYAgqCw1W0ucUGXcoOiyL0AZGxbJKqCZRzf7eYefDvePAYx5BlKGbYyLZNaYxkrKqwaQLtUC7pVWnvImxR0IetIV79K7/ktiKBLWdaOBmpOqxaUSi6tGiJoMU8RSsbaPMi27iSDp7rd15Zz17a4ooiu1htnFgCXmL7t6CqEZ4CpY5RACBypA/zkxKXq2T4D1L3m8Hy/yrdbj3O7TmFsjEOe3zlUhp/PZIPqQpE4JQ5nC13F4+9H+09kd2u25YGOYMrq2pvLdT+pDXyAHNVK4Od66wZ+T27+McoFGgl9YPmpIjo3NSNsc6k913wZVtojN/HQQZdAbh6whbmtlkq5UwkLb/o229C+XsIA7gedBcnQ1jSm4WptaWtD/66LzXS9/3kbJVHrTUBoR1TuMVIBwwh4kplRjkq9IlMWGO0NYF2Qhtmdaq0KHxbwMJ+TMLMAhZuw5usMG7X7rRnRko9RSDUCexa7uo9d8/A0zdA46cwSB1JMOHO2nm9uF8+fvm3tsm1jZS7lKjMu8AAA9+WduGo6rJsQ/Q2O4xxHSfwxecyYqK2DhpDlDVNi5rWt1ZbJgOO+mGylvGAm3lzIgCQ+nVhVlqFS20abxa6uCd3zkr9DeCFEG38dej/sp/8L94d27079r1TGqfP+ASe7oH4nwAAIABJREFUGcJPhTMODKE6bgoundfOP1+Wz9tj4flfxX41jAvRHYZiPRFEyFlum1LUNc2MChSs6/lv+MkvA3qZhc+LRLL+Vidci4Pjdj5dWivDVqJC+9s2+LIf/Q7kEe4uyPomG2xHHSXhuJk5yWQjjINFjXNJXnCL/9SPvgzhLby2xrOLF9Uq56GlUpK6FFXFy5YtG5qD/R/Qzm/7NoehQ9mAB4MAr2ao33FrA5/iTSw35iWrEFzH6q/7g/8V9QVQ4cGj5sju3FQnoosh6lyJBr9BzG2N/rCsHqpdfyZxtRmlV3vbwyH7HWb+E1/vOrzX4um8uj85erJCsvXK6URZF9iVf+CaDVid44z7zII2TzQmWrCFa7HLHvlsBeH/CPn3fA+DVVCdFHjzS59Hvlv44X0s/gYczyAqPMJIL+BEirTyJfI0g9UxEs+hxcvgb0LAkW8hVydjsxpk7vPKt68g+1vI/QEMLNTuVFEf2LkpGOaatAH2/71uCkMPDKk0UQqrJxYbcKWrvY2UI98x/nfc9HVMHXKtL8/eQwAAIDG69KtAb4IeoR3/VNsPtPEbuH8D2jncfHqnTwiIenSYOVyaRaGag+bYfhjzTBnuBgGWkWnDVlPp7Td1+3dB/pCHGU9WU9FJ8coAMNMMOJZhU4tGO2eNbvF/08qS+jHzWRh2Q95N0HDN53Vbycc3qguX+/7C37flN5z/fS8r1+y7u+7MOxNAto5e+Spa/c9g/1+gtSOk7sD37V/WAt3PxjND+KmoJRwtm6bRrcJVxadS/rllrQu/AH6Hpy8G5i4LVyK/MnBZ16O0fH9c5Qt0oOBHxv2xwxOIOjj8ovDPh+o2TwYpbAx9p+dyOrkxOSpqmGm555rXINiEzu/gRoikEsFqTDf7OAzg9vLoMG8XlVtKvzDydTBjFH8D4fdor88oLhILBrxGji1LP16ivMYzKxe+2UX0PdR/5OMuph3uO6GPE5Wm2lKbLq9xkh7NsAZ4CbRE5KYPYsABVgbP39Q/sCdPna92L17pdX5tJH+Ps7fKeXUmXZcJdH19s9/LRFdbb99U9LWFz8t6rzgozIlP14LOYTT3U4n8DZQsBRmErC/C2GXHJ6t7HGgMcYNsifDXYclxXOOAYT8/M/uig4YUdfcRCwH/NT/5CepRpD3o+uQMPAqEo+4Ygn0Ufw3yBOIZ8ACThR+5k7/XgZYwfROFL6LuFnQV2gJkq5POmQfnvU1iFnI8Z+J9w5xmPZYKF1W2Uk8MoHdgpW+Zy/rQexBELnQhN4GPlm5xNrwcweoGXp2hyECz8CP71IpmIaAb8NzcdyXKC9iHM37MU0GA2fPJxUj0EDMzaaZ2xz6R+Ssa77SlnqmGFNJLq6lW/xQIYzxjLBGeRYqlCkIzHmkvuW5Ja7VRTkn6Qy9GDDDzqWAhhzDRNFYs1XuHBgDW8aUtcjECsUTBP0O6hNkM9s+KbmMgm/DyF6D3u370e3jr30CxhIPlx0wNe8bH8cwQflqMhXHbPmomYz0eqalypI96M7TyL7F4F5OY6jhVNG5Y1rakOvCTHz7am5rxzI0pymq0cY/Eb5PwXRJkoYmyhiU1iRsU6e/fKmZ+svCHBnyI+juoP6HZXcI6ockSnXYkS2R3xf7B3eMjMxq7g9zPCUQToG/jfpfSHoeUOIasgraixVQUb9ydH7XziR1XUIwAL4F1IOhgmnIbhUpEDRKVZ5arQd2Q2Rywx7vAb/pQgM0QTpkHWizduHpiaoRA4sXB8MtpdhzFrzftrpydDXOtpuKly4NExLUCjemPR+r+8nihF/q8FmMPzoNWIFOWxZEPQ5VE0rLlTC7VyfUtTCUscuAJWvs6RsdJ2Oc8ovRYn7DEFRQK6QCiQ0iu4OA7SB9HaTeg0pXlE2PeWqhbaHpou4VgiTq/BcVD0VsJ6CAIp3qmz4SSMMARumrxcMiDoQhaX56aegHgVrIoCmnrA1BBiINuEKxEnPtgpGZP6n170CEMOE/ClCSx4kEdkkggOtGnhWM26calsNsRniCTm0UD/z97bxJk6XXl9517v3u/eXhjzlkTqlBVmEGQINFNNrvVg9QWu9XtoWXJlkMLhyMcdkgbL2yHI+yFvfLK3njjUMj2RhEOTdFSKKRuSVR3EwRIECBQKNSYlUNV5fDG771vuvP1AgVkZVZiIG2zmVT9VlWRX75873vv3f89557zP6fVWaYNKxfJetcJhC1ndnZKzaCvdrttP3NxqFTAZVXZ4ycCs0YPyroQVSk4kzaHBQAfUEmx9aggLpO02hs217d50TAhMJcSlI91QB2fUAg84xMUeZoGvLH1tRt1I+26t3DOOxu6ju/YiiDm5BLKuTm++8QIXXWfO0sufMN4c+T+AxB79tr0idqup3whT6tGf2JqywBYC1aH0JujMDS5UmVteK6qijVmUt3Pi5sPJAAIYAAsBtKDkCLto5oShn2BvErSCvlKscNQicGubz2K/G2I2o50qaJB4wWMtkwcPnqbNGgNeW5/TCHrmpcc1HYopoHwPOHGlrSUcEu9O7p7SwEAWMDWRXCO4OeoYyg1QBqNWGOFsfW4HuWFzgLflx7XhFmQqEHOzCEk9a2v0eNt9wmOWgGWoXkgdCU+o4gRa0Ci4XUxNPdnYq/M9ReN3cFQKFMinVCDfSyXMvmS137zwfFuCgMVt/vvkt447CTU8QKa4Jag7Rv54ZIkoZ7YGwSg5zyz4QYBUUsJAjdw+QofVZPHatMbGFKoOo7PiPOHtNf3tOc7XRobf/HNwZO+23MHzTI/6YTgeG5kzr09qvbEoRYKq6ywxPMaYbHRMfFcomIfG8erSfva+IjtuI+RcfI4CrNUN1TvT1QYRIXxHzZHkq5Lobfc4hRbr5ZbEo1P7UHP2bTTdlTs1NMS+4yc0kL+fg9ljlaFapjgT5RrfYwwZmJqgPoSvLEAl6YwvCNuNtqZSKCVGt8TjbQAMBUih4NL9NkeXnQcCkRbChyXPtUIqbwpPtgpxpVJCHm+sxhqT4EWptIG+bYKOXoy2flstHIlWIwNvc78ESdIPWhO6tl4yhfyVAh/ShzMulR7SI10scFvzvnEnSOXGETMoDgS07iIdYlGjhZoXkKuNKs4V7MmL6ofbx4JL+awE1ucoSVFsHYVc2rr1KEnt+ZH8nsAIGG2Yz9I0DMdJ2ZYeQ6jVNSI788Zk4dRiAGRw70xkC5dsx7BLq+hZKx8+97uBRRnhLZjrCTijDZGT0xTwTjtg8ry1JRw7fDPtd1IGLGTF/fHSmsU+fZrz/vcmLffOxSYSaU/3BhQyKtGb5fFlxkbJMDMzS7gwPeCLFM2kIIRdw8Jffx3GxhX5sBiLwzcONaBZ54Jov1mPuVHVCKHrWUUj+nSjdhJQkVDQNbjtPXdnUNx1aCsM469MHFp4kESySCS2rNBJxmo8O7kSKRrQM3hgXVaQUADH4Uu1f7CH947PD21YA9yRnmXYB05BjuaeFpQaHv2SuY/qJwpO3yGHRJ4jqdIQRLTjXTBkVaqFTtHncMhDHS/zwBxPVd09nge7pTxwrr3fCfcvK9a2nryyYGyp4CAIAa8E9VKy+loOjNfcF4bENXFdiwH0rKZhpk+ZhcDDsKrQSvGHgBYRzeEO55wKW5QeWc+H1cKAF5d7S7FiHDDGm+iKoFVjMiwPp4YOBOFz/VbqxQRLfJS5tDM9dapPYf9c+apEP6UMMjdcOIhf1LeOzAHANCYkw2kKnzgR8tzM9toNh+WIzSyiYdHzQlxlQH9wG4U4qADft+hfYJ8R8zn9R+9e8LXr4bZR+xDQXpngoALPZqyWcEGTbN578h6Y0BtmI8qtnfVX1jQjmH1v7yxUyu4coFFpKbKMUKLADtcjtgI9a+vXI4WFyEchx9ee9TS4GJnIfascEpQbc+nyL74LLmw3tmeNm8/FvNV3N4cVD+pdcjU5gO1s+B1SYydhGVKtdv4YHTCkjmwm0sI9bwszFASCmOw8+CY6TcIaAZwb911sRfSyESxcD0tIgo7Ry7bNXeWKO0GieM6Xqz8UJJQOo5+zUnu/uD4rZ6YgzGK172FIIE0UCzG56Z0a3r4TlvQKXYz19e45qiprfTASSLTclGWoulj66DrNi0/mhZEe00kiR9yhZmYHv/QpJHuLtVSmVyBR46/xtPCy2f9c13UibV7zozvcKfkp1EIG2V35sUg51qZrfqLBwvvm7sd39mRJ0wZ/JgI0yzWqSOEUcoRAheWMBLClefRJRT/w38xG4zs2iJOicJMGGvsnGCv1KY6EE+Ybi/4zy5RqrnhqNC6asbjp+HgT8tTIfwpGZnplrytrb4pvuBc+qE6uMbevdN8Ut9hgTefVzUwM+WMlZsM4HiO8DiVEe/Pd+9UONpDYYS2x5/Zeb2vpvuj6aeG0SHBQcxDWoUWpBBMoKpmxBv90uryUkQ9wzuPPcE2patttBIHrqXD0ui6PB92wtoGHC0n873i/+3ydqcaemUj03B9Ge/tFyeqIAAUhl+f3+10ViLktzPdCsyZ887o2vGL99T4o/pGu7uWBo6NlR+ygMqvvkyXF929HW2EffceH5vZR9WHYXwOUT8i2HVVEKvY1b0Q/cavBaHCrIC3bzYfm+HVlt2tN1fBJL7rJXItgN6IPC6EHBo/EAtRwKwzkkXZ1G1CfGJ10EyaI0+P+nW/LTzic4P3JsPaHd7bZ/enx981L+Tj2s1S7Lrm3Bnz0Q04jRBDXMqTgFmNwrQc7h3PapwWHuya42HdZzMw00H51udc4BOUpSJycCFko5rSlB0fljOvox1s8NUzLPJk0FaOqQGgLMytevBwnH9adP38qvfVyxFJ9fW95koShC5zFZnPxaysN9nO42mYV876WYb6a/jfvN0Mx6eyTOlnyVMh/Om5Vn7Z/dehCv7/QK1N/UQG5vOpldFB4yYUax0qDzVQ8FmfhKmMnLmVjIjZ4ebXocaNebsrJJNUmx5ySeULroEbJj7bJ+wkHAf0STL34UH54UEJ7z367wsvO06Nr909PoYvV/LD0W7thed6bkDNYK7++u8kvnb39vStTXYvf3QL7tUTfyxeibIVx3FdWWneTelzWfziZX/vwAay+t798UNZOOPblxZb1ImJC0ANJJKCvmTD5TAuJ04X9Jsbw+2iBoADWb+5e9dp9S5FrvWFm5mzfWdamDmzANAY2eBJlJIWQR4n1wbyoJmMDD4o5Pyoh2oNc4iCMKSuNnf3yj/ZOLkcNJfVc31CDEkiCJVdzpy9z3W2/PlEcAKBdOImdECSUv3k/uynlxfS/mIU3i+mt8vjThHcijhlqQuqUvcGBeN4Oeuedz1cM1nrcoJGc9M4DCFUKv7WYLLzmDHdt1aXr65FXU9HiTIapbHCpjHMHozVrflkVxzmTl9f7V5ZCtdXAGL145ANT5iQ/ZQjPBXCn2vOnse9mETYqab4xi6r1ectiGfaZFZCofSX8cIeyPJcRqhVomn2mZw3wRna15UrrCyxvTc43EIKo6MWV/5cAtali3lHVYFBIq/KUn7ZnebZC/jFZ/yLWXx/C0Zj+/bOmH3G/KZ+H331bLLkxq/14M4ue/fBtHpMPDdzuZnP4DoAwPoiXg0Sj3ndltdatgmevD95tOH4aFTus/oqJ5yAxHoJha6MfBUtUddNe9BPvzfc3Gn4ztbBZjG+eMZrGQe43TuQl6MWtVGq/HVCX2lHDdseyAoAHlTyX905eCiodu3yivva2XY+RPd25L2Dao81u/X4WUoXUhdKNpXF5pQfi+afOUNbnms450GOMs8xUO5/Zg55zMqax8tJMkIF8CBB/t5PmHD+ecBy2nBXRny/0sNB8EWX/+LwSnzharweURKlo9vl+8d+KqwxcSUwJxZbLPvOYqRa9QxkjfKa3d0VhbD/7O2ynJdSHvkWf7V1/oVkqQUmUo2a1Syvqw6LAufBNr82Lt4fHn5CvtY+85VOfymwoWJ3H0495Dw5cOYpx3gqhF+WVobaxCGWPpyJ+pOl+Rw50ybpdX5TfDLq4ZUrZCWKmhLPczSYqQFvIhRe8a4C2Debtz99tFdfdK4uZlB5+RjtT8y4kNv8hG3bM+ve1ZUkZcE4dtYCuLtf3ZwP9RMNCctt9Dtf7UcqLnJvkuPtcf3j+c7nV1lsj+t+H621PaXcOyOKZgs67NSAOWdzYJsHh98rbs0UNUkMuUBbg/YSa+cKc2T3a5CfMUjoSQhCK5EfmuBqJ9xlJF1avDEe32UnZJVXu8TX1JN+nwQoIn5v8Z3R1lSfoASOQfu7cMaNKIt7iK6RbOaSrU8y1ZPSfO/6o7i26ImrkatU6PDEYWgBxc+6cFtsAsC9sbr3WEp54UU8aEhmUtP4LZM860cD+cOPf3SQm4Ocry3iF1azWPmpF3Z63gKYe+P53WJwfXoASbzTsM3p8TM9l6CVNO5GsZijQdP4vWJ/Kt/d/syyi60h253xkIrppKVLzfmpHCAwa/T9j1r1zK1zbJs5RUR+6XEoPw8sL+PXL2RiTrZ3xe1JoT5j0OAxFp3+IjyD6rbAgMFS5BzryamlfXdv+JX1zn4Fiofa4tGMgHAbbDbnciY0AEzHxzeyq87aMjoPzNdEcHDyQgym9l/cmL/8IvtX//rI5+2q9+w5dyWUrq7YXKNhnt968LSz/ot5KoRfiucu4m+/0EPzsJn6kwnJ5zhvLFZpCy2CNmtY3tO3AODFy/TXX+/asa/zcIbdHLvTEhueeLInrWjD1hQejZB+5VK6gGPXSWoZtiWZWbIAal/k9+2RE6G253ZR4Nikgz2HeHGGArl0s94uj3Z2f/uleMmPnDrq+GkriOKQJOLcDb51YI+4w4TIbbmu75kx5/fuGy9ppvlqubk8OuAdlBUqAYGMq+8rtlUfpnSKxj6oeTNSO1sx3o+pL2bSaDC7zRdU0PXh3BC2Pv73xoa+nKn2gotZ2MKxxt5FuqhEumVuHfutG3fVAlZRj/giDYzfB/q823mX/bi2xw+Ztob6TCxaLYpFYJok1LCE/THihT3ebpXP1eauXCaEiEDUIWI6QyiAcfOEx+n1nXmyvKSUCyxVDbjSW0UXH9q7n17w4MDcutO83E0DGRCZ9ByCg77P1+5vDH64cfy1fIznABEBV4EReHJAN8ejSfN5PfLj2t78weLI7QaYlJDPPnfU5c8tA1nu5WCrnlS44dLanyyL/ufOeuZlJCR+SFMSG70zn+7rEw44LiyS5TSUtdtUbtngQPcVz0oRYawmxgHAT0Zj7940qCRU+X0vqUty0NiGoRLUZvGZx6iB7RiW1g5BFs8lz8H+aHOeC3tMBRPod80FKlNWKWtgXMxuDap/q5LSPzVPhfBL8drVKCUBQqHvtBwcEMcl1FY6mCvPWvWpIJw9Q6lyfRtymxibCOMjF2aSlsqpLbbwKEG03EcgHRd5jgywjGMTWYIFsUK05yBncLjs7u3ry55jGkp57IjQke6a15Ki9ZH6sXysz/pCPybMDVHYqABE6KowhtYyxAzcOdyh0O7D0rKfrsdBkjbdNkNJMaPFgSo2/k0cQmIAFcaC0aVBohF3zPEqnTe/zwEghc4Zb+K1EaZ4bgs2mByrkqUYLfpBxZ1GGwL9BNYVkpYc5FIBwK0dFkqxiLGpXCsipHAfRQgWt+Gtx/0yuLI371ep0T1Atgxf0vYsivfQixv2TXiCjx7MHVas4M5/aqf7KvpfdT+FC8UTrjcTod97ONJpN9bO3zRjofF/r9sJnGvgg2NXbhVNDNPztIulU3NfaOLZFXjsHQGAd2/X7ho/HxDUeKqOHIV8rEJwXBgJOCGsL7gdjVU/pK2QMN+thlnB7sFnO4hiwKUkFDkVwjNhP7U+P11wK/ZZ43JPaCjAMafNVmYwlH1i29qjMo6Nu0BapbYlHInOfR+99kLiNmEzTgodFIrW4ExUXRoPQE1gLu0Jm5hl2m1miR+4FSMN94zEgqMRqh48URf6MWfRCyvO+lBUGNq1RpzJO800P6mdt4WePWeSv8UP/m/bv8fFJs8/mp1WN4afMU+dZb4UizGJTeLylFexaBKhHaXdQuICZAVFA4UPFGNZV2LRS6COZBWxOpHS/fWi5obcNLaAqkY5BcciPq8Mr2SMEl0Foo6bKtIGYk52tcMBK5AW6o+dt4pStUlIRFQXgaxjY1HB3EYF3HoC2RacWUJrf+UvOhl1UutbHvEqZFVYVkHJ/NISjiPAKz04t4zOrOBeJ6CLMWmntt22/Z7przkPgE13Wwh5vwIgQe8as2+2H9gTJjdlTvJMjyz35f+8vPtPMKmdqVFyXB2W6GQ+fnl9KXU7YZD0A9pBgXVVGKGe10o8M2FsWuumltiEkgeMhaWipXYaRBtgGo4sATOhZyUHFXAWGeH/nh7W2r8GVj/hsVIbPayLwLYOWPsrql5V9rvgAUQWmDnadjBTvOQSVLbHk6/pyYJBf4pCBJ48urQpaysphaRGposa/kv98B/g2IHAQPmpeSM3dlYx0L4VCRe+0LSW7tyaEtXqCQ3+GC2B2FTLiElSSpur3Hx2dZMFS6HTQfFMVwOVF/aLqod/XmEWe3ahBDuCcfFJbuC0kDcGOLIyVDxmymsMFZY2dvi4Y6qD0IV+FJkIWCxZJLTHwZZaF1bMYTq1Dw0I/YQ16KKzqq0PhjSC1hKVSsx1fV9vys/4SHThyjcMJSAPNK1sca/ZuV2fMGeUotUQnf/bpvxj039LVpt8+8P63pOXPeVEngrhl0ILHTs+YoGs4kags1z/hXJ6DiYXbb0AdkgW1sjSeW8hQv5clqzBloVCUK4sEfiyGlyAeYWgQv1lZ+UsWVkOopLx3fkMqUCxgClbC+c8F79ld59F5gO0uozPreHljDqFLLfGRc/LNAuEdEpGc+78qi5eQuwaWu2j1QWn85u/wZdI5AJtSlfVQVMHVePPFJqD/U1UngV3HzotCFuUZJ6NQ+2F0gslopx56s7ubPiwqwD/xybfRfYGKnfhA/tEO+Syl50/7z+7Qv4LxEuCvittbbms1Lg+/Op+7Up7tdMFEnQi28X0O6AGrufEsNwPui2MaTmem1zIQVVwgYSihcZ/3cy+DnmJ/DlkDiD5mG1boeSUlY2EgQpu6fivmMklRH6EYgRGH1U4ac1YFvuKPNDhq2b+VbBvoUhDo55IexamqrUaWHRfr70BI4yiB+AKmB8bh8StnJqcaVPY5HnELiH7PiQd1HPBVJ88Zm30iM1roZn0GuVUGr2C5m0EE+hRIAKO57iE0VoRqSkT5i/y+XtIWhBPzhD4lNAufMesfGSqXXvXnNJGQgAJDFDMQOVw8OnAzlPEhPNGSKTDRtHKAjOFQiRCPQTy412RNgDSWOlK5gvuzSRSYF5RxSs2/wCbiHjLdGHJj0JX5fLRm5ihLMaL1jiNsH9DFFSL26A4mhcwevLzgMEN0JVfw9HvwuwBOB9A+UBv7Orj/kcAkKCLS+jV/87muyj8v2zx0Ny5rzeevOwpn8VTIfxSzBo7LZu6sSVHDcf3BNrQDjZ2DfQ3sfqrfvND2l+IyFLLCVwzMqN7B6yonUrAhxptG2fFyt+18lUS3HOzBd9fTbwzHZeG6ge7DyYNmzFbKPOBxvcR/hVr/hOk3qErS260Fidn26HrqWv7B9h6RgYld2bKjkCch+b3LLnmtC99vXnufNO2ToLCsnbq0m0at2xIIWCG5BlUJoA2IUoQTR0c+TL0BfUZDXmDG0nlP/szi1n/r4GMEfxjaGuopnDC9+f8Qq9/3oQx/ta+/T7Bt0uoa7Q/yZvH6jlX0zDykrpxer5J59DV6j4JmWfSEIKEbe+Vs1oDALd6rKe5LhrDa6TayH4N6Lazvkw7i7QtoarNoyWDWzkx46mZbNpmH7nfBnMJ9WbkXBunlZ2qx45eJIiZHW+DnKB2F3l/yZoNtJCgpLTjYxm5BuYYwhlqUUS/afMP7LKLcA35Mat+A7qFFijKtlH4DRivQLhj3SkM2WPiKq2ZmnxsxjNTFdC8DvzP0MoCXlzEvY4TK6iYPUxpWrDcNqXmLyg7c9ySLPrIZWZ24kBHBE6EFpbs8iaMJ3CqN/W6QeYrKM5RwuzYfpHl3s8hleETPW20KG2tbRM4632nt0zbKSFzUxiwo0pNihq0yySqtRBKUWNWEHxIvIwkLZf0YtLNcOQbrgRTIEFR6yMdSQu/jdn/jgjCNsERAlnbIxVhMXTX0KsvQfs/god/iJK/B4Oxvd48kVFHgJfg2T669F9BoRH8b5Dtw/XcbsFTfhKeCuGXpZJ2ryn3+WgkZiM527PyDkrfQq0/cdrfd9ptFyWRSlKeZTLt2S2+d320P5DjsRmPgH6A+mPcukrV874a+CRLZZrKrGXbffXWznBo9idmNIP9EXhvo+U1J9gjQdfD7VS3Et3vYJrwH+7uMaUKxScmvwt7PwD4EC22CY0j+dzV0jcOSOwbb5TbaYlLhnLNZrZ4B5qb4KbWy4CmrolC7ofMjTjx2Azq7bzY++ByBouLCO+h1tyh1qoCJkeHHIHnoIV2dP5C0G7IpVv67zjOxlAcTMtcHblMcCkKt2RmVov7hfmRsBPUOBYp0Qzn8xu7R8pDJDQNjLZgfhNW7qDFnkuXQpL6znLiB1QdsMPQUAOTMLkPusRnvw3uC9TNo2gx8C0SuXz8CRgAZx+5GsJF7P06RpOo3SbRTE/E0bI9BlOFyBZk64j8Fsofeks9kjamaOyRl8OgnENeQjpE3W+hZov2ezR0EZqYI1lcDYLDlMN0Cz/TRu0O9vuu1/e85TggjhiJwxdiwWrghXOucbttN86ID8CKk6phu+hc4vQY5jmUtZ2cSmuyT0jQGQUXOtAxIKtPKsVOFwY0h0LCFEPUdRZalHY90opwJ8QHTWEBuLEDMZvKvNYcTDBB2YcoDjBJCco8nIS601LdRTMXbFwYBM4yXHYhQ5h8j4QOUQHBDlIDvaceS6JAZBvXAAAgAElEQVSeocvPey+1oB9bpWz4j4BP7YdP1t0gQFfo1Yv08n9ocID0/wj+AG5U9lRvnv58eCqEPxnaWmYZg2IFXWnDcgiuh3lIROzLKGqCtKFp5XWlDvlHG0ICV1AtwZUOLFTI+QjjXRcloQjjJm7xoMWiZXO3quopGJAGmIBJF5YfoCh1TRLKNOFJxtKObK3oCqobB9OJPSjhQEFuoGnhuEWc2AJOK9Zw0NAwvd/IB2O2L/J9OTyAO7XdRFZkOEgpSj0TRiwImRs0glYmYH/8vWSJn8tQtmvJQ9Roy10UYCRye+TYTFugKmonoajD73nerfvwsCmYPV73WEnDVTWvm6rICh7tigMlGiHq/XJ8b1R9RuGaDCBOkZe6uB3ZTgidDLodZHBzUBxLzwoOqXZ7Sz7iKW7H0MlgwopSHi4NBpiGQkIWue2zBH/T5YPUz0K8U02O/XUF8wTFEe28AjiOXIix76KRmD4+KEODklBIKH28sOstdgPUCaEVAjNNrp6coqAyu9CDLCXQck07NVmsOymyiA2P+nJ18Urm4cTnaWD9oClZzZ9oQTlDzvZoFxEPgZ7rkTqFgdSnLMC5FbSSIc/Femz3TvmQPBGB23O9xLNZrLJUdjKzM3m0f9Kg+3B2GZ5PUNcDghFzHe5S6QYNDmuaqLnluwf6Mr284qz7yHcc8Fztew11lDTlgTwsszobtF7KnumQVoDo2MhNRGZ2r4ATumhebz1zOVl/1gl/iVV/H0Wb9sHUfqa721M+h6dVoz8lMTYdZCTIwg5LKzwAClqZJsa8bKp/8seHa2WEVM8BjaSCKUOiwspzBHaYJWyuBKnQp8fvFmRhN9uwxsARDjCHxYE0niCBpgQ//tc1lLv6egYX2zbcv0HnsRpkhabyvsvutGcfDg/PqCqoxkZnaFXQyFADbqNJwx2+PS6X5LP9xHUkqTieGF7BvJ1BuuxUQzQcHtGOluke/DggDpo3DlGJhRNOKQAglxqgbkHFYSIgHyv4bNO3R8xhR5tpap7VEGJXthIThPBcED0sm/H8UCEMqIG9fdNSSxfanmpnkPpEBdk/ev/IyZMBNoWNbZTe8OPrragTlKkb1qT9/ftHalg08Ab2dp32m3GoIqcbIA+HJFz8l/ePWwUJNOYw8GjQSlDg2sx3IOpu3TuhNHQOm0sQWRw4Pg4DEWY6cx23l94tSs4Pb+aBuRbAYi+IwVcxoAXlzEZHtIFi3Atx17HSSOqaLS1Pc0AIiQMvrKIq14EKx6K/rba/6Dd+ftEgRnYr0ixy41Zg/JYBoGQDqU/8K7okXHPdLA7n3OxUJpcD4aiykTGVddW8c4u3neBS1ostbhiA5Y4nJeXWqhE/rAKLiPP6+mIbUcoN46KydpsN9u0JBxZX2tnVhaxtiRDy76Bwcz6d6KcDmH5KnkaEPyWuo3yqD8z2DXVtoIY5zx/W41yUNw5mf/RO+bi1S+LQrufvmY1tvbEv9gs9Z1DNbDnh9R+/Nx8cHHPhykd2vzazGs0kqTkuucf26+qP3jwehSgQMz0FzILAeKEIU6mSegzlR5tlfSTfZiuY1nZmcIO9xrqVcuvGqa9vOBf8hbbvhS5YLGoo9MrmV3/5wdlzVbeFPrx7GIWE2H0uXT3vL/WcXgRpricDc0LR2qcwKNWXnjxnQDKoJFS+Z4JQ0qgOWoJmghH5YPeIAmiQlZ2mAcoSScI660k3FU4o7+8fuUwCc7AIYz9NRJrxIG1wrOdNnddH7rNCTYScIPaySGep9mMWJGprMmuO2nlYsAiJxSBJfZwkOo4EibgBtlccj9Ik1HM0qmESBsoLWZYJL+NOIr1IbT48lDoNhiK72CZRasHjc9aMjpq1Jg59ttNrx7jXUe2F5uLL1bU7P4l73s8Zb5xdeK7bXmmDsGVpZrv85Kra04ICNdNzBNwJOQqVCfjWgMtP3t5L8cLX1nsLMcShGOvdH1c3B2L2sCw3x/WDsQSAF7v9y+1O23URUbUuGzpG3hywuD49jPZeP5de7MVtzyMIA7K5Ku+xncIer/xyHfSrl/oX2pmHkTR2j002m52JOZXeCz8PPI0If0p21N6OemRiIq06kAok7JzkhLWhNzbqTzZ0GgY5fPSZLWQAANKKXTnenQJM4fNLJWrLr833dtnwLPOXFCqs4lgNjyrrx0xMPinyW7WznLvSUdsT+e9cPNNpy8Q2DVMF4hV6+NKq7YgYIe1x2wnLySfK0fXcpZbtudwqy0vGTnLA+Xwudsndz40N99W4ns5qmi653pkO5IJNqxOun5vm/dnt2s1easdaS+GJ3fyEVNu22M24DFE3DrAbs8Wu9Q7gWGJJWnVPbfSsXo46JtJxKgyIF5/x39mqy6MGoUMz2ZS3l/w1J3K8mC+Gct2QHz2EJ6ltWcuyGI8nkEw9upI4biRqJV97nhJLJiOzNRLS2H1e+FOxgCkK7MbBcUGlDpCoardQP/U283KJRBcXy7sHpzKjeK7tZploxXVIaAlyHzlPVPKePpQ1d4r8gKP6LqijXoZZp2qlBbZ0Uk1bS8MnW2murESdUDiikpWhuh6WOWvmD8rDXWMrRc9eoL1AO03TYNAGBma4p08wYPr6i8Fi32Z+M8emrquH8mBbnZynecqX4akQnnrGQo13ymOThk6k0vrurAGAxchZW4BW2FCN2BzypnDcKhMLAaOcN00uJ4/FT92UtDoiJoUUtGLTPb3/Wq93thO99XBvt/qC46tLcfbSSqeTIaHu78w+bzWfK/X27gR2ob2DpvlnemFMpHx7d7SRT7wI+RlsbZ3cgfBBPmycYkT8C6k7Y83ZdfeNq/7ejrn9oN4cP3oajVEfTra9pHwmDfqeFoahxPz2t1NVoK1NsX3AJvzRg+80g9ZcO+1k0YcglaTWv/xCoBrMFShrjIGi1PfzR7ci1+JHg/HdGVocOSUzK6v0G2fbrvTKmEzbsDUub08nWxO+NTm5KcJxNU3KVh+7RJOZNpMoIyGcziH1oeNTpJBbJrG/4HCn+rJ5gp9/5uKEj6jyZ1Py0AePxk2nTlfCye5j/UWJi3sLOqa1ZUprVaH8bnVYPfTSUvSVi3HaNVEPKBeF1CVubhTlD6dHsi9tD79+MT17nqZ9vRKjyc58s7LXRvMP8uOb67WEPLPmnzlPBnXzz797WjtwfmY8FcJfHF6/5AXIs4JuDZud6vP8z+bS+C3hpUwxXdbibjG+5F2wdVZZLB1STI8su16owlZDsZkVdocfnPMXX0zXWx4apnq3+rz5G+fo8kvZmYt+AFBdbFU7sy9VNPg5Kvgpo9pADes+/v3fSlLhTcbwzsZsrz4itHfG7M6Y9bdRr+988/nsfJqeBbJMbAvl740ehYdjKf9k+2BkXD9H3RUHWbiQhu04ukic2wF7c2t/yDkAVNp8f284x7MrOBCFoi5+da2buV6hYD5HtVC6wesRuzUcjD/x+5hxO9tVAHBlySNNjEXocz/R5Jy74Cf9H8wOzWmPcVDofTa/GvsP9lFmF6q50IKeeOXPPyFEng1nulhwFUV10lIpxfMvbdR+unCx4yi/4UZZ4E2kGAlR+PhQmOVFTFtMgpVABpr/2eAwq/CtpfVXzrQWE+357O4sn8KcK+fmAfv+/SMppmUv+Ob5lQtLJA6VQOVDVv7oHn84kHeGx7eYX+kvvLKWLC6BE/NOhoev2nffO8UlVz8Dngrh/8dcPUskw4Op5so+WRD4Kb/+zQAzdzrSTYXujCvxGVcSB11do0TS/Vzt1Z+3rfu9b0UrQZrKrJj5axhvTepr8+3CnLwHtxhEyHPH7M3tW1tzPluySYvjLGe6ATM6KkX3Zw2PKwf4zQf19sh+I7no8kQYqbl34oN/TIRaZ50rMe/wuVIuNA09t+xs7X1x4cdXX/ZSQmPj33soJnOxyz7zhGwpoYskTEgcMOqvLlzfH39UHNfa4cwyqcl5t1a+z6Il5Kmky5vgo+pRHolJ++49DgDwAbzyjKs6PjOBz8N1ir/e7vzp8NZMP9pSXH8orj8UAPDty3G3TdMzbhu8mXYfNvxhyTwdLbneWBwxdwWAaoZnjpvZlmg8U1PLUKTSKy66Je4oED7GhNgZP3Jbbuw1mesvj85ZigtdiPq0CiFjRFdZGekqaJQvmFP9oqogACSEUBUq5tecMIGntTbyyBdkVOgHorrQtaNhZMvOy5H3bnEXA/7l7MXnwk6qDTTNROobO+pPbp+QQe476S/3rq65NNOKzWeW+29tFN/78IT97teSy1eS9hLFsWasnkkjr394KlPrP0ueCuEXE0ao38Itl8QoqEuSl3rAmsowADiPn12gnU21MdBDAPj2G97zncxUri2jgzHsTPh+Ve2riYMc+Vh79RtvuGstfzVMoRuNB866q26NJpv8+CJ+9jz+vTe6MHN1HpS5N5jArcl0k+8/adv4xqvuM72UliGWIRVhIIMFtHiV9DfExgxGHkTVUQ8zwPDOZmEEakp780BdxBlr0rH0fdfktr5fHNmH7k70nbzY2ZHXNsQ59DxiXQYBd2az+uTQzcNYGXcZrmDZ53U0N4LTxltnf2mhV6y6ZU5HOdybTffkyc6KaUS+fqaNZuF56m0fwPakvlHuPN6c/ikHA42WKTJhbBKEvAtep2mCTbV17LKitnd2hN+lmge6jj1Olp1gimDPHj9T2Ruog8xg13WaCDVBoPWzxP2R+aE5Onngo+0mVqYTOZENcO1FdctX9UzPrU0ilFX2SDy9Oap7QAxyCbgWqDJEGO1D/8WQei5vt2SYNdyr91jxg/c/Sa5OcN504yAS2JlpOeGndRUTwp3nIQZ3b21sW9Prg8+zGj/tIIsF90rwlPSb2ikFatQRn/FJbv/0/fKPivJr5Cue7rS0OeugDNoLZh0zJEvGlNrX5tpJY0lClFx2XwllCzFdFpUUzX02//DuCTvji+S5FXw2kAi4bkpbOfSDfcblF2dZ/i3nqRB+Ma+94j7XT1edrBj6+TiYEGdUwJAJqdwYOqBJy8oBDC9dwcttfyWOwMZVE2Pq+T7pWbNUazD+DEYb9kcfP6CRqB+4oQmkCjMUrhHPTZYCs3RL3nzcP8waIJosBBHINGdRELqeWMrsmVtiozpqWPXaswlqHKo9wT3LI8lDy3zHBB3w24AjiB7Cj0ZwWLnOavvOjx6l5nxIjfXHgjdae9wZQ7Wvjp/y/9N/XSGECbhgw5kwjZkxKLfUcdOs2EXnFxLrUA9TPpkN52PMvFijaql59oxdwEEvjSuVZMJP+IWuqTb1nQbmCNDjr9o3WMyxy30i4z4OlYO007ujbj7pqbE30Xe35YXI8UTQrd1VQ/bxhQmIGRwvan1vc0Z55xzp6jr4jqx/rON9fHGoh8esAw4K8+HOXGftRFNZx7+hqr9rF3r24gCOmK8OmX6QN0sHmcBU8bBoqGG+FV5tcoCEgArAs7gpTQMAAy52prUkNnSQNEZpYyy4lAKJM5pmDg9IQVNMI/WDw35BXCunllhjNOZ6qk+rfsyVGpVuU8X3JjZfHN3Y+KJmmtOMMLZkKLVe1ZA5tzMBpTm+e7u/bRCgYWBjoELjGBaoaQuelFhLK4ta/XAymPIT7tKifd4zy4LjupDMsDFW39sdz9jx/EoKZ1r2PJYtw+x8NrMcb/Dmxu7pG2b5s+dp+8QXc/W8vx7FRMVQRqhOjMhcmzo6A91qrKOsVtYEEG6NhrwxbRwTEUGT6DLVIrIqkSqsDGnA1DD52DeymBsQuE8SOQ90nfAmAh2CyrRO57D3aVvhbGb7PvVNgEWMpY+lb3lLydSatADuAvl4Hb98mby4FjvMdVjCq5CX4bz0S00K7RQIcYQ1KB+cDm71aBBR7DqmfswaLYYlgqNvULrk2A09e6AfVE9Izpk4Wk16y1nsoKa2FQlsTgahX0/4oZC4iF7sLWRLrWfOK88QR8uai1oJbZxRMd5vHrRpZFlgm1TXGRORVKmFNoGeizoNHNbFlYVKHA94KKpAVMnLCjs6Gpikhqk52lpuLORz4UJkmuQ1Cb9sxnMZ3zB+AwfHbBsbbapKujYTLHaE/+t6dNdkO6CfHBaxXzMrCFbtFeF+Q+frCt60MQaXAhVwKEiN0NQGRkRNExZlMBNOrhwpPdcGbWdxla5dDJfOp3GpprU2lZLIpEzXShowRkGNKMtC6hDHscSjGrAodX3z/qPdAAIc2kXsIAF6m+2N7UklqqcBY93YnGk0zRt5b/iQffbAjV8ADEAb96wN5sIpBMxsNYH79gnHbQBAOgTd1pYwg60NkPWVMhM9uVVu321OMFh30eob6EJhMmQcZpuBmNzOd++Vx+unHIha+OrrqPef4Ylv7QdK7rDBDw62Pp798pTP56kQfjFKmUUvCExkm0iLAAxl3H+dVWu2fg85AhhGpO/0zrpLrqRTVWjhahYx5nJFCk5/W40FUhugfNSKUEwRmou6KOWstK5NZO1z7jNJzwt72ZjbuOdAJ4WWjwiDqqol5xjLkDW+Fn7DAi6DrkZnwCudtQV0JoK4t4wu9jHULmIRq/y69svGnWk8NfoCVA9Aesjp4LRLs5UoPdeOzvW99Z4jsZjVxgGa4F6Ks/+W6LEJ9xyUw7AwR44orqz4q50lEvu9lvqOgO949Zu+dtpNNwmZLCtuAGCFZpfdF7HpL52VIUK8VMuczC2iNqAOAowqIXdnE2R82fgN8yrh/lVdvWhUisL7qE2BBCiiCHFgJbfbo8axrhUBY97Xdf0rarpi8ZsowxYcwI+Hj40xs4YR3brBOzdk+3f1QWzRj3HLtxmAfPzK0ogZZ6DS28rrK/2rpv6nuEXAU1AfMxmfqbrmZqSjTRG9aipAdBPiPlrGoOpPqjcXvYhCJHlQMW8uyUw6vy+b9w32wA2xlxEaEBK5MFfTiRQdp6URD1Dc8bKY4vNENY7FLufGcSyWuhnU5dt3xvUn+SsLBgNu+Yr67GEzru2pLBkFAA02hvMVmMKO5rCr4PMKuE47FiDAqTZBIeXclHM75DCGk7xkG5AY2gzo60j4yN2zUNv8vtzYVMcPmAEAQ0ad5/62rS4AvGPNWO/dae5u8+PJGB9WA7T+16DzN830pvH/rtYP5YNr1Z3qdM7w+tnzVAi/mFlhB2OmBGkap2pMXpOcIVB2CWa/Z6dfByRIx5Ko73tLGY08zJzZ7dG8aGzJnVSIGJrXYPg7oF5G7T18bo32LsRtiu27o4NhMa8UFNzOBaRaPItmf2DNr0G2QS6skv75qOsCfme4VzYib3TJMJNUGHrJNP8e7P+mDd911ldIr21baVYgSavK4Y3Par/gTqFhZuVfhskb0HwEnQ7xMpe0fdxKbCez7Y7uL9rtEe/pszFOerb3W2r2f0B7BtORGjZwJJeymqSdTpp1RWTtf7CnRGi/H+k0DgICk/l8zjQALLrtPlmZcREjrRt0uVLfVvJD14+9jGBKjB9i+OFke1Y2QuGK40rakbaL0LyIim9CfgW1J2R91e2uR3HiwS4r96oyZ3WlzfdFeEvTRSv/fcTW0HJDzi6SbovSiXqk1o2VM9lQ3X2o/Vvg/hpML6POAaz0nDa3JX+stb+2zdQUysJHsHAWqV8Fe8suBBA3MNOPxZoazMzmxji17TfI+zaa5JBNrBzA5qep1EvJQget1AoXyhQKP2PEX7CjVXA2nThxIPKERoxDfbN88FJ7bZGuBW6EqEAAv0+aNwy77UfGQmPmw0qUonh/eH/yWEKMAF3yur9NPSGbH/OH5qSo4lQQQitBC38LHs6RNwDZwMmnwr8oWGGsMeQbRvy7tnoLuwFymyca4QEghF6GLpxD+A/gwR7ybgCb2I2DozMvAcABdwle6qFX/2soNLL/CwoPzM1tc6086s3tAF2Hl1bg+f8c0Feg+vuQ/mPrbZn3t/UdZb+4Nu0pH/NUCL8UhTSDshxWVcVQznQhzW3D3wJ3iOLzyKWUzFy3E9pepnpd213QNp3eZLvb+WzLzt4B+8eoFaJu4ngDEi8E7kLqrPfclTYu0PzD6WAspyM9uQ6z7wLkkBjcKWm8ELgLEVlq0dUOnejpzfxgn0/mkpWmeoDCW9Z+hBKFkw51uxQ7dYQIk8Y0DI0KXUqotGlAvQXOexBn4GYUZ77uZo3rmjARNGLZgh0IrsetFkq/g9EMzNtg9tRgaI+bYMUUYxS4npyP6LcK/T9gWjvWAUerOm+KeWMBQBjpQoCMN694XvIHRr+NMYkwjUleO1bqsToYqWmp1S6fDtU417MNmHyAunuoKy1ex3TopysJ7UbuchsvtiFnzYDXIz2cmoO7dvwDFOSo95dBfxPhgzRbSLzljDBdf+w1KoDNIC9gtgX1CCVfB3OFQh4GKaXCVpU5jAsVNCWMFMJzaF1B9RXkjmmrT5LSzrg9UnrQQ2sOyu4iZwHsr6LZLdrrObECVtkKAF5pr7k6kyooNFSajQA/hNQSX3hO6uvA5ZrMtuq9586G60EvxS0LfgNQqdIqsuGGFZAHZTli891meLvZZkdrhil0+8HyPc3fr+cNzOG0jbT9FAOKQvo2WhqhqLETftLU4l8kJDBtg13U+gFuJSRKKa70TB3dx6zgsxfRqx60MoD3EP0eYNeqCnYfT7wDQN/pvOB+ZcGe/wMkfOD/DdiJ+V4N+8fGlXSd7JXglVdh6W/YkmD4nyD6Adreg+sl7MNTfhKeCuGXRRhbKHEgJxM9AUsoBD5Kpsh7H6GRAxHVYdgEcePGjdcS4ImJajb3ZwymASRdWNxDzn3spa7JAtlKZTuTC33jR/rDh7UEIaCUkEsYDgDnTtYmbuaZViI7mex09coi2pxWk4bPYTyxD8d2cwP2S4gy5GUUWoHJYhFHFofFmIyv7U8OxEgb5EKMkOOBbWGauZD4MokFdoUfc+XVEKjr96timBCEIze7g/CWKmd2zJ8w/1BSW4F1Gdo6/ntMlxq0UqJu7o+ne8WjL7mwGhnSRstWtWaiYlZiH7Rfc7fmur5XfLTDDw8/FCgOpYC5QGwK6A7wLZylnokoZLFOU9Hrmf4iur5TA4AB9bGbdgE+J10beTwgWWy6mb60SiaszmsDj4ZUTA0UDbSM1/4lo5diW0e0G5NczCv1+NbYcBjXKNZ44TdB+EGAYtIO6ERMmTm8rIHpBB4aK4Zo6WVMv4H1vB1nHjXAprIJCLjIl4LOdFPYiY8d5BMdOb3QtmMVRZx6rLPerPeoB4HVVEuqNCm1vS/FvpADXlQatCVg1dwePzlbQhcWnHPItsGEhR2aU2u67UKyCM92Ud9HIGxenM7pEz8Ri+j5DqykJAqJDogSui7MYUL4grf0SvR8C3pU+0Mr96COEE2x6yEzsYc350q88FJ2qU+6PgS5cv6htWP7vnliyOWFsPVa95lld/Grmgjj/58QP7T3pva6/tIGh0/5lKdC+BNjQEvgq85KgiNr68ruGTxDpCJhg4KKRg0Kmj3VjGq+t/fxXl73cYuCBDLzfBb4zI1rN23itgi7Mls1dzYOz6gEzMCKxIMkVHHM/JRHbRm2RLRgr995FLJYMACKQUGRiV0IQk4jlqQ8zkS2Ing6fm9zZEEtwKq2lWNFy8MLCfFcFvrSCZjjV8Jjc8u++2fmErnUcXpDraeKNLYJz2+dvwR7u0dCEGFsqLtdftGwxNOLU8nus3ujpj6qLnDOXVkiqzF0XNtjhkrUMFMBU3k13CtP7oDUUDWwJ6BEVlMEoa+8kEUpj9vKawsVit1PnokFpaBpEOGuHwYySUTcFmFbGY9XQhafLDX/D3vv9WNbdp+J/VbYOZ1c+daNnbvJZhIpiqQoiZJlhYFGMDwyPE4PnhnABsZ+NWwDAvzg/8GAbfhhbAzgAMieGY1HHFqUmLqbnW73zXUrV528z04rLz90uFV163aQKPUl535vBezaZ5+1z1rfL34/Cwoh5eCuCKKjyGm3VNoSYaRvj0+Z2xashMaj3VXfe47Icc/2UggDdFQuhLEfPJs2wBUsYhw4Xqsb4TK1rVRHgVnw8k6xOGCjY32Um1ENk9QJuxH0E9RKVJbxNJZ+InAoghCUREpgJVDNtdU+gQxD4pG4Q1s9J0h9XOu8Pl1e+KzzXJ+0Q+QjK3Iz5j+3qbU26m06az0aelhzWIztR0nU/mJgE13t0jgkNnKNS/lcz/MPJm0tef7Xlq+s+C0XO9rqWpcNzNo0bFMndNVcT7iVAHC5FX1pZW3Vb4cosFgdG34sd2dw/8wHdT361Qurl+JOiL0j4rxp7FAOD8xt/XM7xvmzxZP2ib8KOJQSDzGqt/XdhZ2DgFR5XeW1GPEXan6bDxdqMn//EGeQXzffB4BIhH2blE60Lh0u5DCvRrJ+Z/dMw7gd2l1dF8rtKuVuYIwIn2tWPlT6JaG4q69XzWHhZBuBUxQyotw4fLKQAJDD0XX45wrEpV6323p6OeoYoSXmocsl4Yaq/+cv877Tu5DEGcoaYeeSo0H1tV9OnAg9vc7+yf9xyi+8GHY3aIJkdMAnlTo6rwIABrG3hJERQBun0d7dvK4XU23Pu/Q0JBR79t0596ZFa9MJWo4OED+S5U9+cqqGRUCxZ25aPgLToQh8TyuHOzE+OD0oo7Tjoblzz1m9GgZOLIJErmfomYLe2D+1gALyA33ne+61O0nY8SSOzNOtYIHD7987ZXcrEIfm9h3say8ZuMiJjN/2eZAdXB9yq+DDqJdhiBIaNX7idDJMQu4iVdV23oiSCaPVWC649nySXllpIe3OpiqkynWxcFHlpqPRA55uk2S5gzMjjEWyUUiLn9vIKKSU9iOTYSGQWDCDK/xwC+wvEhLPW0tt2GjiKku0oDo1+D1iCin+2qXBhdANlZyjCkldiaOFPlqhfuJ74Nqu8he8znz8tadaKw7xha5RgxQp8XCIbj+84772TOvpjkeYNkQUUtSoGdl74udTiu9xwBMi/CviHXnz5J8Lw0IJvLAAACAASURBVBcVh4/s2KlsXYn6/hC8MU4D1MrQ7YPz6yAmZj6Zzrdq96rwzdAkXbh7fI7AigVzqMaH03FWkHZEO214betkPkz4BH/5InlhY2R0yYYh0410momsbt6Z7R6Ybw6SQaIiaJjAvCmXVkTWhBhMByE4HSDtxtD35LyZNvqokOcr3PcyaGPWNLYEWdW7hdk7ly8fhdLwm9XxzQpgF/oZHuXnnJjMirvsKB9Ok5JcZK70VaHOaTbfUXsBZ4Fur2AcUE6oNvScRxnbg22Buu4yCkmUCSdQG8R9WOW8ssWOvLVEN1TgxZnwYrkUkuA2ak6oTY7N7pq6UggSuZVuu25iuqG+9SPjU/oXtw5nzdAYwAj/7vNXI5G0fJxRzqQIIm5cUdf4w6bQq5fJRuI/7WqXsUlhCqeIlM4fSxP/O9+Iljvkxjb7yeuPjNw6rrh4qV71vN1pNZxJWmNhf2GJ8PJF8o0X49ae1UUjpDZOswAG4v3f5wsX/KvrThskL0vFqiGZjf3bw1L0gLSDXuSbJq8A4PKme3GNeELiuqqFKEp+i91k9myoc7VPnr/q+oITynJhSqT21fGR+Xlts3kc8IQIPwNwY0YVjD6uz/WYieOtT5QfyqXO5/r+Q21aX1jur9AeKagX2D189OrOhLq61vL6rgSAfgv6Le4YZGsT0GpAvJaMjRb3JzlBoE9whxs22J9zzW6LU/T/IS6mXhRzl+Yck3Ezvq3ePfeyT4hzWfBDjKUY57CVf1Qi5GY5nqv5C07YBjLD3A3g2kU6npnZiTsra26yvbBktJ06PtBYWKX/8Hei0a4ZjdS7hw8odpuP3ZyTdjeLHCcRvicvbZLRWI9m769RZcSR2PN1a9GQe1MRSLv7Y7nZd0tSz7kR2gLAZur0Akm9I8VbcYyJrbHPaMQS/8EH9VPn2pK/hGSKeZobUmibZQc3HruG+mur3qaXJJhca3k/gbOl/B+i37aDlliOa+U0t1n9i13EeK0bptp33GZliZRCFqphivHp+/vXT2BpSauizMvmepW3VvmXVOfeqLo+3hmqw8SjR4wDwOZVamOBJJ036m4j/2J0MDmv/+HyNapCwRCRPL9dyjcns636bAbxCT4VnhDhZ4MvvOTe39JIw6T+qNNhcwNfXXLzKdzakwvx6c6RdT9ZdQa0bilDTKXEQrx9VMoPcmAEo7gt/azEhgPSWAKuWwLTxtbNvNGnPagb+X5t6+8eHDB9/jPcX/CJngKRr8/y12d/e8WBG+tkd+/8Rzpm6vjGAgC+86v+b3y+bWt3MUb3j9SN4/lh9b6TJbX98dGotIsl5vTXyfoqTlTGHefIhy5tvr/7oMDndl6w7WZbuINlJx3Y5y5GZJmMRvpHd4tKGgC4VxRHrGzNcDuhCtuAkr2FVb7h0kYeygLs2ZAXke95HNW15dppHE9AoNQJe79LfVfQoC08YiNsVN1EOl0LpvvN41X+cClu2TJUknjMfX6pun58fhYz9I3rcz+msWHSqcynChH8vCG1kckDSkWaSteIWZnLpsrF+y9u8ylyuyjKcfnubgPKuUaWHeSjiI0W94eCjaX0MH5qEKoJRRfl1l6+dShf3y5n4qxF+HQ7vtALLrZIEGpOmz97dfza1jm/DZ/gCy1vY8mLU+BE5kb+4AefyKT+NxZPiPAzwG/+mne5E3/nUlhM6d6x3jpu3srPMau//W33+dU4Vh7rei+08Y29+pXhUH1ccGklcPt+apXXom3Cu2KRVA3mqJnVLgD6sMN3OcNeS6C0qCp0qAxfbAiT5tyWYMbzUxqJAHB9XF4ff4xfcmM0vT16/1tEDqr+5uUNv/0r4VroNys0n+LtcXU7P98o3ohDn3sxirtBGLfQMqy+enRwq35QpPfOMX/nmF+scKzafuB0bOq4Homs6aY/nt77cMF352p3ruBd+PWvhl+91CYsXAc6AHhld3inmgBALW091wfzU8T8rZfjLo1l6Y7GOK+s4YjoqNF0gotjfNQboO/++MFBxgvf0ECuNiUWGlEh/LqyYFx4zOoAEQvlIgPXVaxGModHlPMY6Q9l1SZW+LJ6hP77LwwmU9xOkzkxvaxGgXIRb2Sz+EAF7X/5pw9+nJ/vLIkiQTZyhVxxpTbDC2FnveMvdWwaK3nMwGm+++7Z4m0H4efS1aud5MoSDRAXw7LE/GhxTsZkw2+/MOhf6NJ2x8RtIf3m2PC3354Vxd/4lvz5xRMi/JkhDNFXn/Vt4xY5Op7JnKuF5i4iEfZm+tRJ8cx6vIRjlPuhF8SJnwjUsutvFFtnKun3t/VX19wuDYwbDuIw6pKuXfvJ5P5QP9LleqGXPtNac2Q6L4kQtCnTeZM0FATCU47kiX61/ZkWQVPHMJN6a9xu135uA8bsRNV7xdmslEfQRtdhDWnKtrZyQAaXwj7Ds+/lb3x4ze3R+3v+2rK3sRZXjbp1t5ydmKsQ+yhxScXsR7u2y+toyXdS4qmG3jisZvJ8S3ZlCW90/Qt+Ykg40V7LAJXTu3xX6LO7fXdHXVgPDY9VFbncDSS+4kdaRHfVqXzg/XvmDlX99aCSka2iUHpLKHuGem/L62duyHIrcjeQgS/DlnWeDVsVv3uozhHH+txV5+mlNJStCaOVV2hFcmECsExGSrePy9Fb90+R93RuFircG7DlZbm779ajdiMqrs7aJZ85miqQNp0DLRVW4pFDSBYL7zBHSa9cSHH88z2a/uORF6gygUvDcX8SB7pEcjcvG3UO9zBOF4vQ0VEhpGeza1627IVrLskoJ2bRlHp7eE4b/hXn6iVvaUCQK6VtsJXq1lF5MDl7/2vOtUtBf81xusiGmlFeI2Tn4+YJC340nrRPfCJcWSIvLGcDL85wFEOCrWcsdiB6T2rEg/Cpa+lvf8vdTILLrfRS3LkaLvfIUtssZ6g/IJu+yWb2wUEZIOiQuA0RYhE0MbAMWNvRvdqoEPl9mrVdzyJ+MNFIQo/G0ETAEmApsJarekzj8uHp1wAAcK3VXnWXgLWUiGvlSOULGTBGCyF3+OHUnqpzGRZiIcUP3yqrw8FSGNamPi5FzuUdvsNPTHuIXPSV5zuDsBPg9krQRU27Z64GNi1tsafOyc9vpv3lNMPaRRoPP5jF+stf8r/+XOu5dmfF7W24/cBkXOszPezv4esv+y9utFJIu6jXRYPQtLRGtT3rcxgJg9jr4BTXEWoSWcZEdojKZmZ0punYMajntClPdBnXZcSaiMsA2dAaVNhTWieSmTZpuaIliuSXmL4o6HWRMqvq0yKZi4UJcRCpxLBU16lhqa9WSi3qh7Q0rwy8HslQE7HamzPlq7bmQSMIsh4CEjvusZjoE0+LJEnRoCjTO++G9f2VhjtjXm+rbQOfLir+N42WXSGyLaTXcDzk07k55+AGgMR2VZEpx9kZunf26uahl/iLBNf4vu2LOpnOsmkwf2dXvHbzfCWdwLR80wfrMm2Fsontdmk7oFQjJa26PyveuJ8X7FTgZw09t0rXOzSJqYMRKoTYmRc/vjetT8dd+nB1zbnUwZ0WjV1MEVim1dakvHVYHcx+XmeY/O3gCRF+PP7wO8mXNrsbXnvF7a3QlRYst8yFxFyIYJOgLEObV+GLy8Ha5prquSgA39dJoDJXtH09ICqT2q8ACavkBy2xRFlqPF9HhoWiikQd143PpWesR33cj9rrSafteQuZT3KJtEdVhFgi6kTWMROR0GEBpYJzYpUt6rdIV/CokE6hodKolrY2rLSzHI3OeJxFATt7uqrca+GVa45XIn3Ip8dqNtSnZCm+9HR7qdUGGySJVVpVvMklqmwz1scLe5aPu47v445UXl7impmc1+/R0uVN95lumqIk0gmVHV/3seqBSWqYnRHIvrLhDfwo0hGRGebZJRXPVI8b4KdLw6UG14KrA1tHvIp5E9bS59bHJm1gdlKWTAlLjReoTDRpu/L+U7t/Q3T3DcHYxQZOKowX0ggOns4kSxZV8ht6dEulB5YakCeFP7i2RSF9yIAlksUl87gKNERTuwOnGavjOx2aWZ5UlVtLpLgvRSgl1cgCBoqdfuAyXdQfNPIzo33dFWUs6ojzqOQw0rMJ7MBjBs90KXRr7eaSH6mDR3U6YhsGpsOPe/Ohe6AP5GMW4P0Zw9BA95ENq4bsbcd7o7qG8+urCUSB7SvtlloZ6bsQu8jVIBrDjuri3eF4a34q4OnCUh9d6OAYY2Msnopi2BRvHB0fVKfsSB9daOELCe78KsbfgfmrOqw1G9bFzfH8JztP2io+Bk+I8GPwhZfpl69mPRSHOiY8dm3syFTLWKioACJw4EDbB8+rXFG6RjfLTmKZO8sdXse8jirpNsqtARcIHAg9CCnCw7pZlLxqCBaR5EHJ6ELqwjBtJXEx+DZwCLEoZ8WQi2nBpCCS+6wJBIsbHpRABKYIwhSSM8OJXETaTptJt1R4qlWttQABSHgedxyVUWeiTsXiKDgX3SvLfvu36qqPxF2KiKOmcvJBSQ10Y3xlpYN0PGeYECkLoQWuEQNXSpgpaOTpTkEE2MEJ9awyjZYk5Z8PIShgHBLwsUdUgJpQNzHjoTBhY11ufQSuBzEFghFo0FWuMzegMtB1UNf+H0D5S1ZNdbgFGgMiQD4kuVGh6loRE1qWvqzwfwKHjnR/YB0EnjhxBnFjFTPYRMCzIxYkHH9TTe5o/xgQYFyZyUnWnIhGckxFeyRjUO5v6ck/g9QijwI6qblTKlU2CqmQ86hW/lzDJphthLQ9lesNCV7xe5pFjHsLqbl0uHSVphoZQgEhlLq0HZP75fuugwEjNDI25jpotFOAHMHeY6hMpqxDIOXWLvRiYu/aR1TBCGup7SkdzEw1g/2fX4mcTwIFOrMbjfErYxa2LuzIh0RB9fDiYAix7XFLG2M1uAg8bXRj6omavTPf3SrPuNd+Fz33dbv0R2C0XfxUFlNR3Fjs7zWnNzLqh2itBdk/NOwrdv6vZeuW4sdidjM/emNyTtD+Cc7gCRF+DAZdvBQFgaFWUix9XvtV5VfcWyjcA/5HaPojyBLsppSmygnAn/JSWwxAZw0ZL8hCogLg30MVhhaDwQpavUBX1v1OQJytcjgsGVOosUK7DTjyy1p+HfQ7yEPWlxxLRhcwq7XebxZTVjOFmHKkdRuwfwyHDbrIUD+FjoRafGBrB9jtuW2uaKFQodU/MMWvQv4KDj0H+ZS0AzLmc3Giin3T3VxLWxdV9Bti8i9JvO9U2KIhn35Y4Odh1CItI3yJBBHyHx6IvgPvehCEth8GnRgOijPegJXaRYr9PtOvcCVtPIMtDXycG84kUU5Zk4Y5tSC5av5bM/2qCV9Aq10ywF56IegNIk8ouXW80Iow5jLm7gjbUf43VXEVpWP8dNeJVt1+5lFjOTO6kLpgUmmyy7sz0fqqGv8SsBK6BG/GKOBQvaf0WBgxZDmXmCn3B8onRv2mrS5Z+oYNHEg8COoTetAzXQiNHNN53fg9hL4F+jXIPAgB7EmvtDDsWE6ZtsZk/zaUv2oPx6hTwzICKz5w/aWE9aiFVdJIt5C4UuYbyv6Onb5KQtfTgFBAwXHluM6bD5xCDrW0gYDw28i+gxSDhXx0f8JnBQVMgPt127wKh/ohTb4PYUAoiP4Yin0Qd+DsGORfMCSo1YUrpbWfg/nv2vGPUDZAmwPSGp3W03EhWoZnXDRYR+q/RDsJ8t4ELGw9N6M7/N5IPviBEfAiWO2gZ/5jaP8emr1m4J+YyVhNduTe/MSIygBlLbiYQv838dp/boQD6h9rdlPDSB3dYVu7/Hyv9AnO4AkRfgyOR6ZhyjMOZ05VOVXpVLW34Cg3xgfGEN4DL0VOSiH1dRypLLF+uxzjaeHy+0M2UXWJ9Bqo122aWr9LwyU3XEvclZZ7aRAwOn8738lCb9DGhIK2cMTpWDtUJ6GJlv10JYxDakeiqmwzNEfH5iDA4QWEHcSPoKdtp49aS27ccp2xnlmw2uqB1xaaNMoaTTYB3gV/RN3MpT41CLNcLsoPOpMC7DzfWW857ucZtAD9U4wLw6b1NDcPjE0D0HHChhGXaLawR8R91uE/9mgY+EmADGHHRalPhDbX4CsA4efw+LsYc6CNnn44c2Ba64O8mje8ECKXvFH6yPQA8WVge64XhUkv8AaJu9F1wtTenU6PcpaLZluZv1RkC5F1RP8AxEUHLeLWIPKXOjgN7UHBKsNGcjrX5XXLdyAKAH8DyedIwuLuahgoEIViFkCCmtjRzM4YYke4twudlyC/DOYYLy07WYfGpc2Ffc81tDXMGWiCvBLCz4F4Cuw+6g1IyyBWnBiKpEEt7DS3+SuIdFDwDYAdvL5COglxczszYKS1l9MWVpFUbm1wrcwVDRUE+y4EvswCSwD5vhSkOH4Q5rIaIESDQ4h9sC7oGiaP2wAKAj7Fq/eQZ0Goj5wpgVDyTejcBrwNhf2F9gg7qEcgqaCIQMYQ3ELtCGhtj+cnghNLtPeC81IGy2CdFOzzUP4ZDvasaOxw114/mUMdkKVL5KkBrP3XyL1q2f+Okv8JbU3s7gKG6oOpYS6iV93Ll+hTLeh/E+h/YEdvouR/wO4h7B/b7WO7xew5NaVPcC6eEOHHYzjX+5O6bNS0UkLQmmOmaG30PuJ3AAILEdaho8KAO0HjRbUTM6dbBRvj//Mnd3I4aGB+CO0ejloYxxR1QtRKVDuTSx1zbZ26qc4nnu/6QOBI80NGrYoyaHVJsBzTQUJ6GQoDuVc0AKCBL+xkz05+CFJCtwthz6dLgbeZBRfagYR6yJjVoMAQFbk6vo3iETixCx2fxC5gLHOVT+X72yMmTtePHeN/XskR8X6s9YgdD82DGbkAoA1UjGnpcuY1zAyN+annRlHQTVGSqIUstoenEj99uGBpPY9IEEYRDbHSC/2AVqW1uWIjNZvoUW6Pb8HeK6h8G7WxE7Z8Gzqkk5l21/T6wBx2/WAxN/ncjHLY34LROyjJnfhlcHdCr9eC5S6ELUl8cTzVFgyDRQXHI3Du4d7CCS9SdTnQooO6vt9L7fbiffECBbWEskv7ErvHKPkmVNeIO4u9bkR6obPfvK8JZ8DWMEaAc+TOIHgZFZETqoD2Ao8iPVYnfSCroJB2dh969/FK18f9EPcj0vbdsZhLa4yWLTcB5UmDlbbbhhxiL/FVGDatWBuwyG0kKbdnD5YxgqUe9LsozCjELjjWmdnHyylsw+aAXMhQ6loo4fBRoVEA6KNLt9GlEdbW6uYRFV6/GChhMYcDDlWJVu7jQYwpRuXQbrEPEqhPJb0vti91aNszkVX02Mo/Re4QkINkaQ9Ozqh6IVl9Lt5s0/Q57D1jyX9vOj9C24W98eEUMADIqPNLg0tXo5U2yf5Qks+Z5v/C/T8Bs2W3FnZLPqTQ/QQfjSdE+InQKHtYsZ1qPucLaQy1XmUWI3uTWhkAMpADLcEtrVMwUpVQFKj50x/Ox7myIDUUAQp7TpC5VuHK94Uf1UHM3ZQFKU8GBnrN7L7HGJ03ohAigKiFg3Zk0khmiVjqmjhVYSi3JwIANAgJCw1NALTtuB0PdRLdSkUnU/02LmW1VSy0pn1Yb6F2jHzfsaGrIhcCaqjLGSr3q/fjKtwYItpW422S3oZ4zIs9fY5wDLdmA675csClQx0SeGEcy9BT4Nbvbk8X9alSlxnsBQ7rhGE39gLX1qyeyXMVdKwFY0EaqLktkcYuUM8VyK3jTLipwKkZ5rwsPzxhtbRMQHLP9VqhcSLuxE3QFn6q37n7oGRAQ0GBIBKNQ7/OVBxAlIgosxqx4eJ9p8qAstZkTuz6/tyPu56pE9tKeZLoVojvzh+QXAMTA0KSyLi9v6NmRcsJM9NOcK2qmThT76oQoFXS6wTQjW0v0722jRy8XSymQhgjExpi4yBLAERITRpoN2RRLAjGJKhKW22NHxDhANYHJOt5ThqKxDcY2UIvmH2M3KkNsjlwspgQF+mFGYtHCD1jwGvkwoCmmNQEmYn5BZ8NZEH7EK6QCx0SpAT7RCLMJ3oKAM/2ki+vriyHaYh8a4kwiukSYZHgIMAgIf+wgPnFfudzg6VBEGU0yQ35/5QZ6+meffOkmnYvoF+7uPxUp93xgshxe5b8idfasvJYHU/tHfNEd/vT40kf4afDSBcjfQPgxnt/VrA7BgADpCYpd8MFCsewkOK4OhXLmtmtkQZJgpEY7wPd9IKOqzJfKlMVlL21Vd4bTzzscA3C6lXEW0Qq6oOrnYgFsVgPKQzC6+NqMn2fGAzUx3CjBbpN+x2PeJHyEp1F1O+3b/+Loy5JVnw/to5GwMFaKrSm2DWhb/GJHr41unQ1XE5Ri2I8ZqxS51uRbRJdjLqax0hgxgF7oq5zS/TO/mJvfE5NNtcsiljWhkYoWpYfrb8KAALyfVsULFwnad+h46F0Jd/Jq6OjUxQrodgxb2g5MDxeV7hhtReK2px6AA1qDncd2bTMBaEpUJVmJk1R4ftv7T1gmpHdxcK45EoepvdiaIXCiUTmG0jotdK9PXpAOQXsz427T7zXMqoz0Ulk7MLLfnv/RsFONyw2cHhkwy5eckMvSEU30TrwG6/1/Tuze/UEDFl1NzPaYVgpnGuKEWWlglaEbKgi99Q3bTtu5PJWRDxfWEdYSjZJOps/RjZ+L0JdrKPYDguZWb+U56cJHURDR/lujpHAGgW115jzz+i1NVwVdr547HrdPv8yff2nnyIujZDIqOpQ47paISM0AQFLKX7xQrQSklCphWWYG8YaTcsUJzEhgMEo/4ABAFzuuV++mPYoiQCVOSsFYqw6tPf06brcz10NX1h2Y4U9o5qS3ySOmlWc1WN798kMpr8anhDhzwYa9Ew3s+Z8DRAOzS31zvuJHgW3G+oPUbqPu224vi8YtwDAPjgj9u0tUHNs+j7yfaIMqrHPuwnevEQm0wd7UkJ9S71j+bKjOwEQ5Iowlj0X/Vu/Fs5epYPYRMC0QbVRM9OAo6Qvpiq/VzyIwFxIk43YTRBtBGoMuFKem4qa6SqHwwajHXRUqMLORF+QyY7mp8fJfohcycNiDqmbL9RR+Ym2pbRmospJXn60er60+r44PJyhPeFQ107u6Pn07DNIqw/sbii4ZzpgAVFFSUMTuzzAR8MHFx+bfY9DFKwHxg8oOBGnKetIdaE5RYQAMIW9qQ1ueEtdqqin3FhdCPAzC/f13VNnugG9b7YiJlK+7CnwXdUfwHNt5/t3AADusWHLSTt+2LL+3DRTNVVaJ9bTnoKAHU8eHHMeop0QXKcKYu0EDBNEPNNEtOeh8fFjwRMuxkEgLq80ncSNp/rWPQGPaFHToK5eERkpeE2OS51x51widAj6lS9kRa7u3W9u7HwK1vlbwJevJS/2zPdeK3cmH9XK+dILjlX2rRtKAfP8MvFp7CNFBFKkVTlPX6Eb6zTgUlZNjeTUmoVTrrY8VCaxyxFRDdfvRT1fuBr12jaxWjdNhfgM9K48nsGpbIXnoKubTju2UDFeWYblTJOJqm7z7eahTtYn+IR4QoSfAWqjag5XXnDu39PvseBJWDB76uh4MjzW2VXiDxxwfbk3bV579ewZIay8Xu0eiePnbHrR8ZYiXRo2b2QntZ2sCpCRGhSvqVroYK5TLlB9ISbDN96/Ty+DXsYDWxNmCBR1M/z25Y4C8+f3zm6n7y/efvCHhYPyY2Te7o/Z4Zzz82Q1/vrg2m4vPiZOeKcejtT4kgq7kqJU78+bkyz4HnbUvtPUXtx3sOMTq6Bmnuwsnb2VsPIuv5vwxm8nqW9JyFwsNi6eJcL3rrzJdsQs/3LWRgYHiUBcdbt4MjEAkJvJZT9tOSgBbyHTSVP6S7O7czU9al678+DrOBhFkXAokEiB13SSaKmDliXdv0nHx49FT7SyJms1myvMczUnvDXUu4+wdl667GehvZySgklGuX5ET/evvRS1TLCWUp6QG4/TUb7RJ0soDDsOXIv+tBke1+eT9OYa+eqLqSnxZqL/7Kdz7U69GKKIGCoq1mQhbg+QcERdghZqq1B3F8WXrkRtHNDYSFNrzCF/P2yyvA5G84aVjZR7TL+dT+6Ls4nV9QvIpmYsKmwUU+60xjfm1c3FcWk+iqqf4KPxJEf42WBjHX/75ezl1fhiFmsB4/rsGWHAjhi7OSqv71U7E3a8p2NMC3kOAzVG7+T19qg6ypt//pf18YH9yma23qF+ICVpKtUciVkUmW4HOSEYAG3NfGGWAvrSRrzaob5vG1Pfr0dX29lL3aWQuEeLolR/3U2lP4Yr/8bBtT0qxdaI3dsT4/H5TzOTbM4WtWlKxCCSOhZa47bnSGFPSntwq4d8gSlzIkNSEa5LQOa5ldjV+CA/9eKMtRPO7k3zSte55O/sN/e33z89A2qfXc5W2pQGot9CcST9PqeRujOs5/kDi8En6Nml9EonlpjFqVlqu62eZoQtZur20WOR+7EAX7gcry87xBG5aG4eL4bV+XbJyyvtLCCDlAShmsjircP8w7nHJ3ExTTbDDlUBUeTWqJDnXfOZoOWRS0k70rGrQ6XoVn5+BPiFS8FGkPRw5Ei/54YH9fzCwEtamgSVIM2oan74DquFGOXs+3em1yezQei+0Fpt0bCBppPahuYLVd6f1wCAHNNuk0kpf3R38urBcMjPUSqYzWxVKmHN3pS9sTP//vZoryoeXliHwuaARgEU9eOyno8znniEPzP0PfrMenJxhbKA79fNX/7FR9nvAUGopmtBFmWOt9zx1fSnswcy0CfBlQ0N/Tsvbo4neHvCfni0z84z/XJm8h0DAAaBDhvaL4Ejg/HesJ4LliLEFQ5cxxG2KmoAsNQmXeVlpeKMMWmMM4A1VSKpoflZ6GV7GFMC1XnM/bePr7/sVjMkKvTO6GxB+TGTx3s57MGLnHzpmexKFl65HD7jm7d26788fNAB1ijzg935nXzRPsIv1v6zrdSGQbpCB1j8YHdva5WpYgAAIABJREFUdnosYiXNK3cbuHvqg55ONwLXizOZUGmsWeQG1zEWyIrypB7NQmmBK+REixk4oZFOnVtzPLGLh5TQP0NMKgmhNIBGDQtsDOeJHAGArDwvjJXHqYekyx+lF88qR84jaYmsyZIXb6nHRQZlXJjjIWq1okB5V7zont9ssXPEDZoFQlWgTOALJwWdErrDhrQXJLEBR+wvhJLw5i0JH0SQlXR0lTIcGKn3zQh8Pc2dr/ZX+23SDa3MmYklb7Hq4OxyeRhvJvEzq8mgD0FLllRUlMvDs7vVw/ilQafXdpZXAPvqsGlee7s+Gj0WO/GxxRMi/BnARfSLrY2nltLVJUg6TUnL3X0Nj8qcAADAZGRnYxz7xBNRF3vPxu2mCW6w++de7IDDK2+VtrGHTdL5aXG7MI8uQUG2JjVqE1bA/sjuLeSVNRJlGrDAMtCNMQIAoJEGdUTl2cagHalReQ1stxZqoerFI2YtfUJghK61kwu9GJDeGpZ3Zu8/qk9w6qNh9de6+Ul0YnR5xW17/mQK+1N+zM7vmvp7v58OUIh7/mRILoawM6uGrBiKswv41nX93AAwhLYOO+BfDS1qtX6c35Qn9AdGCzNamMSKZ593XRb2SUJ8KrPWT2Z35uajilmejQaJHczHYbS8s9ym81LXRUyZwdgQgc9cvDOxaNwCLD0Ne9lI7oezOb4/PN9O+kwwz/23d7DvoWLWrZtHCpfIJlqMM4k4aRevvavZI0LlvHHn09BDvuLMtyk8NmPWa2WOp3bZ+r6JdKOX6NrWeSo/okSLMZXWd3RMGYqlf3u/jJcXyMXzki8ecsiUcrbnrIMTrYI6p0rLK55pxaodizhqok69I/Nieva/OiR6vrVxqResdm27ra1f3W/Ko4Ozv7ouiS8nq1czb6WLI19KtzbSjiYfV7H2bzyeEOGnxkvxGtXJdbb1nmZ0hLLnvacv+tkyIREu40HpFvFLcdi5gA/n6k55WJw3gGZSmzfuFO5SFhpEuAeSLKHNGTLH9hxhyaO52B2pNer4opWaZA3obXhDP4JotYI3dsqwa+YzcvO68/QmWV41S31SLNDegd4f6kmjAaBgdrssURI2GN94N+qDHuUYY/dAK3Paco89dGk5xMrJc3m//JgdRRFZ9dopyZBwDcgW9a757dTzljMnSgSNGy+T9xbl9374yFbf1TV8sed7LHC1fzBWw6o+ludzzO98O+tCYudBTaINbIcLOWyKu/LsApoCu4kfotQLwoh5rYQMcTOhi7vN/YU99XXubfGBRInyZRX7wu/Y1hVMb+g3z9zwxq66lMprvm+byDZB13avkvAt+zq35y/OihtteJuGJeOCNgeZIHz3iJJp4nh8povR4mzmaTx1E0ozN6qNMT+NOchjeXTUPEbN0XwWD3+6TAliSpX8kUSYV2Su/GreyWUqeA2P0N6clWYKbmjj2jgg43Ov+azwzmjcNRsdFEjheMJ66A5/SDp8XKhxQNooxCpgAqwkbr32o+tvHnz3fOIPKU1pOG1kw8Aa10OBi6gjhStqxFCRy4LD/umS6TbqPxNc3vCSVYdGivG8EI3YHcrj035eBK1158qAxl1wXMYB15Ko7aEi6DFTbX/88IQIPzVWnAtE9wm+fKAPJYhltNaFji+oqBtOCqqdnZHwdDZwIsfxHGd9S+yO7NbD97k9blw1vxZlSJpQtUNjUpATmKiHGg5mUt2ZFDjQwNVCAVAvkRdLe0894ue9tasNrdhxeGXgrK3YzSWaCzGvzM6BNy0epHP+4gecP5UUE/fSZSzGxd3xtqPS44fs8S9d7bTjRBXB3Cqk2bxxEkh24MEApvdwwe106HKjDRBjgC4YtmAjHLTC4EKURhHrbRYIe01NkcRlKneKfGTPGV5xad19YZCiOmbjqCWCTENo5jv6tj79ZZ9aJ75xqfSMih2ZxNbjGCnKiend02+qE/Wve4eiLTExnqpC1fiCE2LDAMcrxF+oV0/e89YeC01x1W+53O9x1zPeAd5o62IGp15fJc0bW7lpt/vQFVUgmOtatGm/eB9eF+fpjWUkC3SvFG4u+fztLL+LXF84BOc1mVizkGdfYmV0LhDWgdJmwZk06r5YqMcmcwYAc25aGLuIMAXVo9PJM6YSax2kS0k/Yv70VDWjEmUOFNItH5qi9dliqMp784XEK1b7QkcetB9WGB8JcZwLRBxiiLFEKoog5cNr6+DswdkZXgDgEtfYQBlcaKM0pChm3I2oW3u6wfW80q8dnToBPGgN6LUULXnaaUrFlREO3lfsxlHNTmQxPOi2yGaAu08jWtQuAVIKvcOm20Px8GyyJziDJ8UynxqOjlyzxE0kUIxRJ4C2DyEBEJblZl7Ymapd4JFqYs4CoWJlEw5EwoxCEqI4wj4gpKzS1pZc1AIxQayMQbVrQwok5Hnhl1wyKWmtLfMFTqZZOvMR5dJT500yAgBdupe64ZUL+PI6JYHSAh8fwY1ds1c/qMr7/EYPdEoi0gllsKgCUdzSixpNTiozOS5c6bRC29IyrISnLLEyMDYoYO/kx6XE2ww2IpSBdQxWgAwgcIyvuO+ouOVE3kq5usZbKExRyop4Nk2o7SgTeZBIEAQcDOi9MRSbK2QpiAjzPZmyIlI6ViZRNmF2cnJOxWRh2z5JbKrqUNTJiwJ/w/LvybixWBl9UhSU14ZaF7hXFUHe4H+EciWd1zUujWrM4mT3MTe2qoRRnmThl5X8jp6WKroNsbVWnK5mnHJRNZrqjPO4r9B3dPUqdBvE+Hm6oAEEiV1vtFsYJQ3SgLQBqaEQaoft1w8FDBRgigZgQq6hUupAHm3p2w/f9jMEsjG1mRDBVFdH5p55RHBCWhLY/u/J4V/YemSG6hFDKqTVrulpHVZGjs0x+0jNtr99FEYglQmdFGBzmImHtqcFS7RHdLsWYWnsQpvCKISCFqwbaJqHLMsQOsgklSCFUQwsgoggbJHkpp7L/PXRwfXRKXMqwtcy3PtHhP8Gmv8ZDwpVHdTzVw73d8sH+9SFgYc3PBz/HnX+gbs9Ua27wh7X8zfHB1vFx4zUfgJ4QoR/BSxMg03CATcINYhioNiCNGwiRt8fvuEQRbSPWcRqv2JupenCQg02gM4SvrxG1jbCzqUkzQJ71FTCmrkqmUKNpMzQBjk1dhRo+9Dm0WAWukbEpsuLsHv8jRWIl4FoPSr0wwJXDnI3WtGzF5yvbNiXkR77eDpCb2+ZO+PiQ1cpcvBK3FEQII8TJv/+UM5cfM/VbT+OiZnL9+nBaPAsNXU6qYlxxLea6T1tCpzHNnSjikkAgBU3vBJvBJCA8qVya6WVMp8X9q4gWnqBTSgCoqz1F1aQ4QztHzlGhsL4v2bFVdOp0Oaac2HDX17xsm6IJxMlhUHSZZXHGv/vQf11Xa8ru2HDERr0yHLPSQJiK8MnU2ktITLitceZe1U1vy/nsTI3II5RKyUpRYjZppJ2uGgaYZX0CqH6ovOiqDal+pGhHsQYwILWHyxLbfSYF3NVH8iNW3Lwu3rUA+8OahFwm9MnYK6bSiip3diKX7FND6kfo7YG9rAItbHg2Y60YWHFFRDfMs2r2uHGMM331b2HX58FZfGKRn4Dcm7HR/bW4za3QYI1tlNbmNpRDee49e9Bg7S29e9aMbXZ23ATHqHEZkE3CCTEC2ALu2PhMQoCA4AEVoJUKCwRLlGu7TmhYGUN0am0fmHMH9m5h+Qd5GPAC9iWp+k/hHZiV5Xyc6P/Mxg/BeYVFGAD2vKxOr5ebN0rP+yXQA50IrT2DVj9x5ZFmv9XPM1Vud0c3FjsTOQD+4lClsByBt3/0KJfh+J/4+1/JcgRG79T3j/gj1E7yuOMJ0T46YARuoCvZmgFQ6wRfRbpGRhrqrHZe0v/gFkphfKIZ4QvmFcLkiuTG/EizOfQ6tO05bpt10tD007RUsven9UWbA3FAhYFap5G+DvIPbSDBFoK2Jn5bQaUsHU7NZ3Uft1HO5l1qTMd0VqdcgoR4E4YfOGSN1iGv0s0cdBPSnxrS791nxf6wZ7Erk0gQ4gETvNLM/RFbP5H14OIZkHgYXNYPkjLLTjX3NXaWRbzFwT6bZ+/6nX6XssxGNHyK+v9l7rrXdQjKlEiqJXlVv6KEd807F9pF4xDgSjES10dL+r9cjGcm6YhQnqNcl4y8iWb/zIav+Mt93yv60aDzFlqYe2wt3cWStOa2yFHVrIlrb6EyDcR/gKOJ0lnNQtXWoRZdmtUlExUEg4k/r8laZT5kuVfQUp4S6HfWfLj1cRHSIw5n/AmF1WtzCsKdkzQt+LvouY53C7c9cylieMx00hrAECBrkwtjVPZ7DaKvwWjp204RKsBdnM7PslbpS1mdnZk8R7uLSH4AxC34bKPPAblyQyuABlCphGtQX0Hmg6on9gksDG2UMBIPkRyHlqjuPcdRN5CKrd3zo0QfOb4Eu5/EzU/gIl59PQJCzqG1W9COEbN6zCFR0uHK2gUiv59kK/Ywj5+2igSFiWqOem4EIGtzUNVshIkA+lCr0HIB/Zbdv4vUdsD8AEt4EGV0xJZeo5+0TdL3Hq/jmbP2/lPUHwTjAE2N/vvyrdy/X5QtI27G/jqAF34sh38fSRuW+ePjZqa4ZHZ3lc73L7/68JANsmVC/RSB7X+C0MuQPnf6PVXzPGR3r+vbhfmiS/4SfGECD8FQuJ8q/25i87FBHeRCSSgQ4DAQoocjJuh3QGAhTBlzRqpcyFqZXKzyO1oC6YJ6nSom7oo9iCKRCtTXiIxZUe5BgADXMB0H8ih7a/Y3hLO2o7vITwzpww6Y0Ex7YJz5AJTwJsY5W0k/co+4K2+k10cOE9t0uUVU0f0hwaND/GPb7KjujppkmsFQjHB3LqCbwnQvvlzH7uh71FwfX4wKz/MSWkLuV5w1QxF56dY/diLO2HcjaGfos8/jZ/ptFMcuybCKpTSqUEpKu85+rsEaWwBAUFa4mJmZm9Nd98aLfaL2ZSXc1kUuvyhrb8H+PvI9SgOPR37KA51u63ituFO/cOt8Uws7qrqz3Xxz1D+PdQpvRYOosZ1ei3d7ZjlJbQzrw7reiynYz1amNkdREekm1DnV7VYimgT+YMM9TuI6XrWKGb5ws5zO9pH6j7pTZz2N0x1yYWq4/VCvxPSGS/fk8uxYAsYKjA1Sg6g9zLKnyZoGvp9Lx2pyck2AAOihtF9yF271Ef+H8L4vrux5Ca1XTQnotZd2vVpBBiuQ9DYuAY/w0HmuMqWs9PDjUPoL6FrCWSHNsZWlva+efyIIYILAl2+ARFGprEfpSCaQf+3Ed5F5KZF4tHN8g4kHfT0Xej74FSPdjE/U4guXOpDP7Upg5l66KVIqPtwFaHoFqg1SLZRGiMaY9fFJrdzgtBzydrLyTOJ7WATS0s5WAXOn+DII1Kj0aG5994wNYLwtWj5+eTiitP7dzT6FVP/vyT+X21zgN4qYY+fKCDwsfNSuvlUvNZy4/+I1xLV/x0ORzCcwXBhd8yT+phPgydE+EmxFDi/fuHyZtzPSAKGKG0bXWlgFJmUOB2XUswnOgeAWpuRqI7V5Njs5/ZQwBhAUOtGKAwpyQLtRo0b1X4iwrZ+e+vBcWmhTqHdJ+Fa6KWh6UQEkJycKPS3YGulq4LmpVdPO80oyWyyEbYrXZaGAYCH6Wqcrq+odt922jg36OZte3tb3RmV+qGNwbQGGRDeetXiV2jq+Y7vahfLvcl4VJw13gmEK/CCwTJ2YRCjNNXrz5RPrzmGYcf6RjpKkUrpGmrsSaCSUMDIYmtD4gQUJnI0lAWAldaUpsnNfGGHNQwrGDNQxLjIYEKEGzRuJJTL56a+v68ECAaVgspAg63DIaqpmwbaj0XUklFXtZfNjbvCgtUgNdQYCKW9Iy/O/UB4hMQmSFirJdtL6u3t5oM11AToirfkhd40dosYghjaCbQS3OvYYfl+vBcAaphI4ApHzM2+DLVu+VGGIwcPWX5mHDGAbCA9gE7pdoPQGSSoFztC1XPFAWDJSde8ZZ8EDkY+kNL4HkDs4NjVjiO2xal5ddfosz3ci60fW48ixWDxuOXMAGANX13Bg5BYYtXCjh+VIyRA2nijIpnE0RTM3J6SCjuJBPqr+EKL+AFAaWeP5Sx7vWIvD6DTxX5IyLE5Z7ziADbAagCxS9od7CUUImo8R+7Lo19a7f/y8oWMpo4NjUZS26E1N5EbE5o5yJDpWA0NGAD48nL/5aXVpTDOXP+Kdv61H75hxYHaaeyp/hmC0DfWV5/r9fth8DWNsYL/2fMmMq9tU51XmvcEH40nRPiJcLFHv3Z58FS72/Y9ZEglxFQubss3j+ENYXMfmU6IJM0P+PlnlgXdwJha61FNPZYmEvkNioVw2Ju3TkbGtAXdo3EWmU6i24ldb7vHdV7IU7TErawZdnn7kte/GHX6CTiOvVeOAWAjSnup1++r1TXiU7q9r+9v23f3WaXPr6m5Rp79/9l7s1/LrvNO7FvTnvfZZ75j3VszWZwpyZJMSW1L8diOEye2AwONTvohSAIkCJCHGMh7kKcA+RMCB5mQNAKj4TbsttvulqzJkixSYrFY852HM589rzkPRVbVrTqHomSSltT1e73rnmGdvb7f+qbft4Uv+7ZFMSnRTMtiJmY3DheYIQS2hFFqj7AVgWeQWzvdwnet5aiuUFqqGRdzWeZoit2y4SOPYGR0rYpMpcfy+Fgu8washjKHQa6nuUmnMp2L7PZg/p13ngwYCkhrM6dYO54AtxKkynS5MymPTh4RvISCgmWAFLXalWHM3ajCcWVCeTyqHuqeIsRDCBxCFEZAWRRJz4WgyaOWFrjeHz7abQ4pAvCcxqAVshjaLZ7EEAT23uSJoJORUDrYRH7cjnQvUf22djxbyGLO9aWk3fcbEXURaAbYscgl0HCAsDqDweOjU6/4GxeDdQ+TEKOQEQaao3y6KCn1seK3fi145RXn1u2n6P59XKTbfSd2HY5QnZlZbRfzVogaF9g2sEZJEUF8bIZP38YAwPfQtavtxrzbpq7rCG2riflpHNi0glc23KTjkcAxBvhEP5nIn8HRGO7GqNEnScJQ07W+xz1PnttQL2/GHTekhhmNuLJcKTCmHTnrLbba1pVOD6uRBfvZ7fiVc82+G7ZD4jOyx/AOz++VR57ZncOZTonPbjVfWG01Weh5MPHhe1aPqmwoxlN7VsfhGT4cnrVPfCistMnL532f6zrnc5BDI9+qb49gAgBTOJzqw7c+RE760O5k1fEIByPCVggYw988erKOroLxGPb6ZKXr0mZDgme/EvT+vzcPnpBokZArW2pjKDHNgFwIvCtVeD+rNrqsHdlS2EmuTwdw647eOYZMLr6wu8hZj/w+citJT2V5PMxP1fLmaOASOFg4rEVxmjoTFE3Rdyj0A4/IIkvxtNCpkIGnLwadyIVCqFlVXXklq5U6HMrJmSLTJ6GsmdpsWmVQwQdkxArI3qmz4yHb1v50WCukDwdPGtYjszcSh3NoXgyboFADhFbV/iw7Hj8y6tLqobmnxEjgJoOYKttuSMetDeO93pNXwwnsnmraMRtNTJmjmp59sePtVOz24Zld5TA/sfe2UQQsxq6KWupSzDLm713na23ccTVwAYUuMcfYD3HAnKK06WF5xknaSsIOM0rVWgtmFDMmKeETDnF9/pr7ylpisP3NN+BPvragM9LDThzI2EtXVvBJig4OyXSZaAniF8/pJuiyVpjraMr4UxcyRtB/+h+1cI1Bq2xeGDA5pXeWnKa1Dr54iX39b/8BpOaaIbpwZdqbZK50EoaMaN8+OdOx+qVf9GKX7O7zg3sHhDVjL4oDS12RI7F9iW74WM2l4qWg0jAWBGzNDxLmu6E0jk0RvLpC3nrXbG+wy6uOLRWWsrDF3pDfL6ZDu1ueTa9GLr54jvUTyyQvUjQu9Wkuhnw8srvwDD8RnhHhh8L2FQeFfC7QflbsTOpvjA6X6UV9MFLD04zfzQCWEIMEcawP28qu0US7NmnK1cR+7gX/r9560iQdm71YqBZaDQhqN/RqyQoQzSaEHpoX9OYNUZZmMnaUwHpJzaFP8EoCCcocgfbm4w9gwScwkxokDEoAgBsg4bEpoFhh6uh11x0Ustd1rjaalipezu99dKWAUyWngw9S7RFW7/DxztE4GKB4H5/mC5hkasopL0/UYF+yTd3oWtyjSLDqMHvSyGprDuSeW5cR7sYOuIlIfL295TxBhABQ2PxOfbOhN10gIVGez5+PnW/eQnHTeKwEYWvQqZUM1EaXhg31/XJ/Z/TI5K+FznoXt0g9KTWVGEHdRd4Jrb58MTpK65sHn9BYhvONVpgHBpsEaVg0Qwsj4wXVc9siDokTiHgul8VuX7vqrSVyhfFRzvNZ5eb2aVLf6lGWu1hA0KgcWldKxkQvSyZ+6dWk1/JCWfyr7y+t0PmY8KufbvSiHOlxAhHCyiryXBXfnL/35K938Gron2t4DSHHw3lhjmnciyJCXM6I3NhGYloJikusZhbVjLYa3prjJlQzhitEVhK81ks+9Zxc7zoqK8vajNPqeGRuTuc3Fwn3IAJxxwpacTBjm+8Veqee7MifuhD6zxCeEeGHwq3D6t5dLgq4cSTlx9ydmpry3XQXe60X4sglNggUaywm3Vv1UT2azkjSRvY4z6kPyhGW4LbvVamvhW0yMigG7QC3V7BWcH//jDFtuiRulD5Ck6w6Uh/NXdJYc2dc3RlXzzeT11rrbaDGcCwq+OiI8MOjVLZcxIKPFmhTlvyoHMLJwxGTC5AbfrM45qdzEyWt0Nq4fuVFfz10D4/19d3iJH+0q3tirIZF5bW0cjsdBaD6W5g7NYoJrqQVejQt1z2bJF7tZCstfmVGbx+99+/n+qzdlY7KmLX7dbXmNxxHXYwxDprIZDc/EeGxzdBrmcQpAm6VWDLigyKIYh4nPPZxDpLQpQzdcV3X4VFcEZ+f2qo+XvCCCXHw3G06LgvqJCITXjlLAq2dgCQm9HL3QuSea9T7P2oCyUcLKoI2hHljzqxBSHaoWOfuQyJ0ADek79bhto9fX3G/fX9/HdnYdfstFHX4jR1+/6igMhtNzM6kPN8JPhWtVgqvhp3IIR7oo8K0UUPgiitxkIvBsDg4FG+fFmqJqfFDe2OQyVlJgc3n8t1B9XEbpZ97PCPCD4U33/yE7uMPMFXy60cD5RZ7HLXXsGJLvc+9qtrbec9wXDhPDNMCCYdh12WRhwZl1uqYre1GMyRlJaeTfFY81pMuqhSPNSmuZ8ND8RHb2YvBli0SAcjgmikPlhfZ/5Tg+WvkxU0PZc7xUN88LEf1mV+81ubdSb5TFBfPsS/8QrBBg/Wev2rJZRd9/f7g7emjeO5RXR/dPt6ekYsX6V9/mzdbaN6rmwxpyfdzNSnkZsKHahJ51inDBssfNhVoqlir1pWapuK4LCmV/WY31A52UH9Ft/ayafmTBCF+LPg4IHWznHochC4W97/nWmG/pmHtBGyelg0WLBTdRoBoHRZ+zQJiQZu8wmTB5xec1llovUZBq82uMyuKxCw+az5heu5TP7KFWvfb++knN+/+chKjPK5QqLU5tuONHo5duSoB7ry3YDA39ZxJERDltpHbcsrb6YnfbMQOJUbPanF9p5qk7+1nizQs98CvJJt7oVeJkljM6sgFhnFVucX3ivlbR4tjHj2HvXiueeU8C1tqJ8n++M8XH9uA4K2O12xQ5usMib0DNXlKvPQZHsczIvxYsL2Kd0+Wmq0WZett//I6Y7GqXfXufn3n5gLH5dv3CwCA7z/9F0CAQopbIW0EJG7gCtRoKu/vaLB1P9JNakSNS2kFVi+tbzQCmIuMKhqxavZYyj2T5tZscFqq46lOULzudm/UC+rNOj0UMVzO0aTUeln5xFmco+tO3Zc4rKUqMVTlP2RN1mdfd1aZzytyMtCDlB8vEe3suvTFfgKBu4adyy79zsHoVjZQZ79vzW06l3JKhXQJDxrSQ8Z5tZHoOrxRnckY7Q717lADwGxqv/qt6sIlMTw2b/if8eIcBORpAAJqa0B4D0c5703ETpmKFL69U5ymhuexJ9lq20/ivKzYSptNy489N9aEtsgalXBKy/PcWbjGWMh1JZ06s8oYx8pg4bImdYosKHDjZCWlgS2RGC2SWRtnMpt5oRuaiOyUIx5WJ6eLpWWRotncd6uoFtq3EuCTI0IjqcrDSsba2FNb4eZ0e4WY9DFNIm2nMxrXATMBqoIVpr8xuV5BDa2oEeMM+CR99CBVJVMkqpR3nwsS1DOpgMflHELDFEJG84SRhZL9l/3+q6u9qysOJaVU5bnELJwDvuW1L7STc6u019MkEKmtsMgmk0/Ugf6ZwzMi/Miw6SXnW/G5DgnbSnnV37WyH9x48mn2kPtCvHmh4692bNTk0i9OVf3COeJmtq5sWqpSGg87Hc9rREiRes75/dGZJ7jl4l4z6DU9YhlWtJtQxzXIFztBdjjI7++qfaIaAS8qu+pFF8+1X78Wcm5Pb3ORg5JnRvm0Q0wb7JXVRsdXdrTRMRspkYf6yezlK1uNXhTWGdo7VPuTnMjOBXp+19w+MUur4T3TFUUrU44SosJS8o/lMWs30UqTnW/E0wnJC3OaF0P5pF24sI5f20rCOiBhcMlloxk6TfnOfHokhvJslvf4VM/W8RpElMYEnJeitiN61/ktac/s/8HQvnmj7F/sgnKhjKHyY8UusDgXaF8vDS/fv6svsvOpJR2/F4AuMmRqUiGVPZaDG47tP//zRxwQ4y4zsRFI1tV0gnj1SYxhktIvswjVtAJ8ki5NxN7b9S+eR7b2jt8NymJxJFMam+WOV0eXWPVnCfrhjcVXqFSqUYo81yF1VEiQ65Ov/XCJJyrMPHU8GisD6uO/EzwOqWiZRWkVC61Hwv/e7PbVzKHho19EW3swEVHo+DaSHKiwEYoOJvnBX88dhsQdjApqAAAgAElEQVTZuWZlzXLwAcfaQqUqPnVDx9JAEFsKIVJNv3V9wbe7yC6+GG5tUEqUcDWStfzeuwtqa8/TCxusfTFyGkRFhhNTS2ECunhLn+EhPhYL9e8amqj3nL99MYnWOrrR5XGvNCGJVyxys7cei6n24Pw158KqR9ZdE7HKwdleWpHIdSxpNcG6tMUQaIcCZQSF1ISxyGw6SkeZeO8grUZ0s9uJ2h5B2NTUQw6WVGkJEnmKM4KktkrDJDMEIYTCS2teOiXjmdI1qUqY1Weu5IHL1pstXtDYs04SjIdSagZnQShQ4asixtxpMSP9WKs1otYcNAJ4jwgZga7HjGJak1wrYaUxUSoJBqotKjAWigBAw0drDc/RgRK0qGEs02JJNmi9hzeTyJSeqZ2jrJyoTNgFRjmJyGeutBOItecPhk4Hm4N0vit3Htcin0ytzJHPPGJDbEKFqONhDzqNordXHszt7LGV5u1btU6gaVwiG88DVG6rVN6+ulnBGR/lcMBvsGrba9LakUVY1Q5TQRupUxiLJZP5AMA3vZo7tY3BKCAiV6Q0bFotJhsfWgx7iFiLxXiCx2PM6489LgoABScT5JbgZFAO+dK0bl25735z06sTbqr5U6LhD5AbMSuBEYveTm4RP1XjhdMnCiOO0tr3GNHB7LD3zg8OljVtZEbMMkIcahUrVUCALGzG+Dgwk3xWMoN8bfVMooPUHIye3JzDImsraFPMNREicmzzQcRYPDXdc1RXbe3WwMCwSe66CGvPGENqI4vS/t04FU/Nq+rBxU38QmwDJHSdp7Wu7lT89t6Tn6GFzjfpekwDJikT3Oa0qE2uWJ1/Ereon2k8I8K/L/rw8iV8aQP5HawjVDg6tbXUQK7fV9ffxAiwBYOANtHz63A+tGFgjJU5Fmp3ICxqthhtxVxn2onsjNqyABchZc1cGJGBIrR431QyjDaTLvN94mmfVdwgg5zJvOtgbGi9M60fT5g3URRHJMtwprXktsjJ6byqzw4abLFwfuIZgkPXiloUdJjrJ2+OGMF8jK3jIvBrwyMfpaI+5sPJ+xTyqWtunzYjHYs0HEzdTKKBmpdGTizXEnNcV7hM3PD1zdbLl2ikw3oSjQd+htwYiRMx84kodJnZuQLxQPjmxefotc1kjSXDA6+cR77CYVkP1CCDM43nAIAU2Jpq42Ae+RAwgMQNe8Yb6Hcfmsh5Zd+6XfB22AMiS0dX0adx8We4wRxoKjDczd5XwJrW5t2DFFfxCk0cjv8LdPAq7f7P/ipIOuKHqT16yK/DSn9z97huN1omsTX8si5Dpf4X0w5gQ8BNWIRNdNE1K6WtpwI842IGxupCmaFcTJwUQm7ovCK5EUKjWaWPlkyB/2iRghpWyAE0R/XQLhAQf4C5ErM5cbHOTDVTS5vfhzq7b5uvwXymdPbU9KKHOFSjoDjvABTW1Mtj78qqE5lj0zNIzxX6xFgQACorJkIroqTRE734+051ul/PJG7/B6b83wDHsOVBcrRo+sTM5gPFAwjBGqyIh5EyRFihpTrU8+vTJ7PpPqyu0OdfxK3fkZP/swi11tMs/95wNDx7r3XRqkc6mDhXsZPWjiBEa1OicsjNm3s/hQIFP134h0ze/IyCAHGh6cEaQmsuvtKDS01oxdhxmEFOlZp0nOrj3Xa5t9XVVwK4gPC6xVsRrMQ2Ca3jMsOYNqxGCIh2LJWlEFkqRGVMzYhyrMLaSEuqQVWM53Yq3wufrQdR4DZZo276lcmtp7GpQRtSpPQ4m92enymeZihIfNKTop3n7+TlyRzGfKrOJh4axCE6Ka15nkOdF3t1MTezJ1RCjAGikatbuUKIZCs1TAQqdDWBXQDTb+HPv9Js4DDECZMJ6EhYV1pHWqNBAdbM5Rjjlsc2V/FGDwLwTRU6qsFlIMH7LagE3UxoI2HdFbay5jVWAqc0crVHAwiJCBQPpQoKa7AJkHUauN2jnRUv8qjVVtXCuJYx5aepV3D239LpqkZfVwYMQ2AR2AcqU6NMGQFW+rz0Uo5+H45+y6a3hXOogdoggVUBhQIBAJnSg6JQkkoR3Kxbv2QGr4H8OjBKPWTd0j7a4dLoWVVp7QoRzEXxuuUXrPom9koYLczu9NF5DL0cSQ7oy7b+oUGV1lM1yGBx5ziBhmMjjbA0+igrjqpjvsgn/sihwAfcK5E4tffL5Uk4BQig9SkNP7SzMdxatoyDzqHzj6H+c2jnMFVLCqYECAPxOcQuoOJNu/cBknK1tQBJpckETmr4sN0+f38YUAaaygQp5GO7oxeN0bBga2u0bfwjVCmwexAB2HRRmxQGl8BajZzfQ/MU8DEgZVRpsiN5+IP83hOLKfgRfu53UeOfmeM72v2argdi8P3pvZF45A4SCHzUX8PbX0TxH7K8jaq/FU4hxbQu72WTHw5OM/WJ1vr9LOIZEf4YeDleu+BuP4df69mrAZy3uM9x4IPnWISAczptXdjphMzWLvCIqgSphlENiYL/DFUK+XOgDgaKFGYcMK+gzLi5Py5uHMwtd1TpvVK4n+P6TUuU1ZVWWW1W8Xrs2JEsAOBc0AndeDXm6yX5g7HhFp8ASQUUOVwvnixyQZaFyPmyRpcr/VVOjsusfipql0sJPKwNfD7Nf1WIEcYj2nAtenwMEwDUhlc1qbVxpPdPc/Ec4HexbxAzkLd7dqPnedYh0rfcLWvGLcmM+TUt/ymMvob92AdGaezZgIJhJUOOlm4xd2rFCm3+e5i+zOsVW1V+g7rJahCuJW4npKWoqwps7dQ1+7QW/wM6/ZKSv2jYi1T13L4Jo/UW67eoBLlzWtXCWukU0nSFuSTrfyzERRLPwl6TNnpOKG1dajWo6mlVl0Knkg/qVVuTL8nsvHIPcbdLI4oxRqa0FQAIayYqy6Q4UOhAR21D/4kth7aRGU9bXEP2UK+1smKsp5mp58gZQO8X7dyDcAZrCix/qg/OAHFRt0Dqd1F+AbK/Nj5YImxaPCUfQBDy0BpD4YtG72o+4sVYnhT2E6q5NcirSecqzG7bHwAsDcZakL8C7DNo/i/gxC4ZrgQAANTHz/8SQgr578BcL2F9C7qE8rcRjqD+BowBlub/NJQV0GvI3IWR/WTrkDkyLyJ6B+Z8edO6ghLj1Q7gi5D/WwRze1c/degwsD68SHD/AlJvwERj8n0wws6PzZ09fYYFHQi6cLUBW/+ddT5l0v/LwP9q6hO1f4vfKs174YEW7mzg8y3Uueyc/zzq/jcmvQntPwJ0xKczUZzUk+vZfqY+iVjCzzqeEeGHwitr0RfPbV5rbGzQdR+aVCfSOBXwAnIMVWkPR3b3hS/sB45ElljpEBlq4QnJak0qMHOk/g44tZxYiQjXuOQol6Tay+c748LDVCokJfUMHCJ9QqTApUamCb3IJZ3QIbi2GvfYqsEYdBVzjYj9Mwu5MfMKY1wM6jPnDQFq0CbC8nPM7iH0plJCGfmUfdHWlqYshLmD2DUXeoH7LvVaJKzMVDw2BlZbkFDWCkC6KcHgiredKqGNFvH3ZhMXgFpqOclzzAWrFK41cgx6C/CEGI+ixDMBpa6vqafnJp+l6mAkCmErrf4frUfIdRGMHeuFTuySJISkoxETk6o6GPCitjcE/FGN96Sc4Qg5Ljih9J1eE3V7Numb+yflQV6M62wuqm8I+acKneDoZaK/rORJr9t03Y0OtlZMa1kaPlZzR0epTr5jYIfSLtO/puexr3gUnosaTccZi1RZa8AUMNeguRPtu2Go4TPydOR0AqfdZVFli/r98hkDuoTpFKZHSI/R1u/bYYhaExyu4H4FGX9swwmQALc0oNctTCG6BWEEUYzcU3jSA1ghW0267pBm3+K7ZjKze3JRV/vHhAZ6LkYrJ1bVH6jUxaD5OjofgvNN0Hq5FCoCkqBLX7TlITi3YcaXiwZZqC+g8z40bkFUPxUDfxwMrUzQiocCaYd2+TiLjxwe2p6iVQpE2NGy941hO0EXAbFftrO/Qg1tZ/Js92eAgufp6y27ScD7PNRXYf4/oaaFOoedGew8XIYBb7GNF9xXXoWVf2YFxeZ/hPhr6NbE3spg/GD+iYvJC9HGlWhjxUsS1/sCJr/PR/836v2xFffE3qkenOijgR6a5beZZ3gcz4jwR+ONF4LfeW11w08i5DPra+mUAuaqHNndmfmb3N5KYX/z6vTyJg0xZcbB2pOCcEEEp4VWqZ3fgv3K3iztaYWmuRkP5OlhPfzm6aG16nzSQgQZsIDNCVZDVzHPRLHXDePYJxZzbssSyn7QanuxUiQ3YuqI646CCFE3cDQM82l6VkStR7qJH3TD9h03OHQjYa3iqlpUmWJAEwgi2r3r9e/6tBPZwLHaVlN+5hapwXrQ89Dq1EH3XNsN4nbghL5Glr99VEznvKiN1UwLKhXDKjo13rHlGnKEjFWEIM38utRFhopdPnpzb5SLPFWpseoEixsW58AoUAzKCSs/4sar55B/4+bslM9mcp7qyS0Y3wZ8StoldR0miccbbWVdwbE4HWoJqrJFaeccyoo198LmbjsIiddq6DgxjZZNeZlV1oJNYZLDvELChHSWBFkzuoyZ7rhxqDsh67fQIC24sQBgQFRGU0KOAt9l7d/k8qrnVG2/E9JKF49vuAVhgFrUDXH0C3ByEJzrBmQ9DDKV5vq9bezhXpN0POzcRuGuTVyLPEAGZaePmT8A2HTb636/QVsRTk4tK01Zwxmp5Y8VHrS30ctNmzAwOQz18hBlBy7Myfa70CSg0uXDIiwoD4IvA7Yg3wJZLppa/AAMkgyeP0LdECiHnMPiDgoA6KPLPdxrgKctL5e4mB8HzqGX2qgdAlW2qJeIG/TgnGf9KTifBaqhkQGewdHDEEKb+p9rvrxKV3wTY0tuG/cvoelaS6Au7bF833fECH26fe7V5GKHtv7LfLbHev8vbezpW7ndfXx6zBc3Vy+3mutx0PX8iLlX8/QvKPszM7uj703troDCfIK3hJ8DPCuW+RF443POG5fDxAWBTM21wGUGYoTErt0/sXceLiMMcatJgEAZRBQiElHJybxE1RwOSnsLAATA2A7HFsC8l0g63/dWXVqXYSmwMkRZLXDlUIOokk4qkR7PqpNJvt5hF1qOKI0fMg6tAjs00IRBnWuus4PijMeAAPVCLw6dNmu7jltBOimnBi2NXzWh07T9mCBOp3GIMRUH1YIyhDXYDOyasMcMVQ3X+r7USK+Hzt0UTkt5Wo7WHbVNwyYEGuIS2SnIE3NUVrKkzswYqkuOynFVjQoDANX73hLWGANrma7UgcTObFYltBrz/KvXKwDQVj/Mx3B7OhAC2xY4RJUyH5Y5K946q82toErlYVThCIdhkgeRIIkxGOhjmZocxsIUw8L4FHea8TsRjUPu+qYyOCZB7Yb/+gcZAEgQM3tQlGOurnw37PNeY90VGwnqOb4b9uyhOCwecaGEUwGn172rnMb9wLgetp7vNta/eXT/pBYAsOJFCcLSWmu0AyC11ag6eOz5eYCVJOwSN7CMc2pUNfxk5XhWcH8dB9TS1DojG4jlNLNCGz3CDDJEsyNJlk38oeAkKNIO2wboq1aqfL6IXFfXUX7kdBFpYAoQYbv5tl7qFLYx6xAECGPdGn0Upn5jAzsOun//g0pvGqjVI26IsQKidDxdsnYAtz0YbcGr/wdejyKzXjUqvXKsjwGAYfzZ9Y1z1MecFGBIjakEYalEmoODaKOQ72Vk39jsvdjsOLXDtP1Ts/JubXbKGxN7JhH7XN+/suk2EI6YUZyT3PlL4Z4UalyNK/tB/vQzLMMzIvwR4MocjDhtVLZAdaX28tndtHi72DNnx21P5jpqoirjEaUVqgowU1Mdm/Jds1ssv94O8jwJGDCjBRqVkitJmUYYG2q41cKIe6dVWuvtbcpi6biVltLU1kdaKZGVajLN7wyejJv1fafZwIZWvaZueHBrNldCTNVSk9rAThN8MENGCzciHFepWJCkCYiOrLjLTzt+jZHyQjBBlY0erTwSsxcj1LbIYOsrMAqdaDGFo6kCUAtFKwEADBgDfGgOhxx2p8hMge8trhtUoKZmOOXDnTEOUlTtm/KpwnQAmNsx56nBHc6iIlOelUOeG3xmpYB6oPdwWirVWQnCvkVtYoNEGCrPh25yJ5+X762XUN0VN5SpQ7rBPdoOy3bL4qZT+tHhW49Cggb0BPYKFFVRNwmMH0kS6BZzdND6F2+fAkAjhAQpo1ClK58RbexIjU74mUqKtYiFsV4LEC4hhdrh1dO5xo8VV9rNl9qoLvj+nNNSLQuqMUS6Pm1j2eqgw4zcGTnlkjYYivDzmwyV7JqZdbh3YjxuFqz80uuheI7k3xIdKhBVoNl+ET4cUfsAv/Er3rs35MEhREx2PEEIYEWCzHmYLXuIz37WffcdkeYfSvnhlZecL3wmphj2L4s//oul5zQkLPFUP5CtLuoI586TF5j3IIFrGLRb8xfbccv3RiUTw9ZxegwAr23Ez68GrtKmrDACS7CvKfMsYWA9PLD+hVX3O2+Kq13vxU1/nRKRqzqv75PirjoZwJPvt9ojzZYNkSaGK6MlUZlUJ2VamU8ufvBzhmdE+CPwve+p0Xp22lc7B+PBXBVLuqY02NNUxhqJupqUan+ujmb8TvEjZovfGcr9yTCis7nQymoAgBpwhgMGjMFDSa2Uy5FKQ/BKacepKVQtrZ5malItuBJ7DnJCGTZhbbUEoepJPl0yHOoBajQiTnIr3XNRKhx8MhLDdMF33Lc3hL2eQzZNCSfOucR1pT2ozziaYaATXIHEhOucF1nx4x3L6qn2qYWotFnksj5CbeXN8uTERfQedmJ7PFqk7GXVnjyZZeOB8tcg6mnWtAqFYqDLhyz4AArkvr6n0xT5a0wSiqtGU1+J2F9fB/HY9s/scF/e7YNqBiyItRPWMtRbPrs8pscjG4Wy6XAltOIl1gYZcvF8eb4bz7X+8794bw+jBur3ocmkxEUhUY0mlZ0DwPkN0mxjhczbP/h4GwZeOseuNhTSgE743+3IZUTYpG4U8qsrvBFh49d4qpYF4V667PQYr1reX+VJuygahoyf4sFPX3EvBCGm7ula5UqHEoO0jQWdP/ZdOwm+2gk/80vs6z8o9GERRblDQQjRrJ3ybAz/K1/wN/te3/Hu7JTvHvzoOtuX+lGD+9ZAB5PnNvnNg8V1JQGDTrN++VyokRSV3e7R3eGC7xww9IUXwj4p+sB7gW3EuqTsRklbLfvyRT90RSB5TZBFstsKGAJKMLfaEBsCC843eJ5eXQtWAoRLDpzMbXUksvvyrrBPXkypb4TDmUWmhmlp9sfVYVEe6F0BH+oEPcPTeEaEPxq7R3b3qXlJD9B36YArAKgGaLKDlad5u8672Ve/t7SxGgAudFm3S156xf/W29mNdxTXZ46fAZNLAAmJgzdX2dY2U0z/zdcyj+UlB65/RPa7xtJNeCvxKpwdzOrQ54scp0c40CcHxQkAwBjuLyfuiXkvL8KNfiCr/cSCc6GfNERMSqRNnYtcHn6SnV5PYz61AHp5BSIAQGpkWsidIoVj2GrjvcnivRVW7fCT6dH4VdTcoizpaNqVX/qUd3yk33nM2t4VB04m3HhVK9R3NAtF6KmtbSpKFSY88Yqywn6hDubjVzabycrMCxv3pyW8H/udZAo5BnkVqoAjNdFDRuDV7eiFCz6JzPXd/GMdyHS5Ga42bDvmUoqVDo9H8niJO2qQajX5Sq/0HNTScqvD3jldTDnnm25gKx36xpUNVuBiwbK243u8wTSJoppZ5FCrtVipnYPHQhjrTdrSka+dFzr+/aJwfDdysZK1k9onfl8q6CaJ1tqkIYKj4SDlH7RjV3terAMYu7HrOKBXPXVzSTRYo2p1RYRR6VA7NGqrEe0On9ydlotfPZc832hZw61KgyCMmEwxrA1c7dUklK5foxpT0GsRahKjpNQGuJUSiUoarwxWPEFjlakaGxjw/Po0/7vZ4qzqoJAdWdJKpZNyPLbHs3Kn/OQqqn4u8YwIf3J8rrv+fLsnrdZIdiKSNM3aiq1Z8ZeLpI8e4vMbvTeuxOvrpvaqo45zY8l1+lzof+5i56ULDk34ES9u9PnB4YcqAJvnZlKWnRYdjOu2ExXAzvfE20dLwz6dEDdQcD//IOZmDvr0Kw6W+LvX66dlLx5AWhnEtedlkldSVTv1ghHeP82YaLu1RkJCDsYyqxYFXZX86u6wPULMQX/w2503rvZGIWyF9Z/dfGStbmQDPCwus8gkzJNyqPjtQ5EKSxMBbu4wrJTsNSijCuWRlKqh0EYrPZxqAEhLOxzVjXZltZ7o8kRMXlvpvNprdRgiVhxg+QF9BX9/YAzEraO4FgKZvHh9rXuc55la8MgVRqEw95LIIzgd5T52YEkHBakDGqq4wf2GPkUlWjQ8S1WMT32MXGB14GnXNUrUjdw+XlgzmZps6DAWNjVp+bmf5EFAyrqsnoqL4oJC6hPltCF8sWW+efJBMQlqqcpDJENRkpzLBjRgCRFOVEn9KohdY40EHUEMT0WtL3WSS+GKyd2QeAJXikEQ2E2P9o7JO1OTY8FdXnDNXJF4DlMVoVRZZJQgRFhd+zyAuvrXfzPaWqnTuX3r/mLfdDvxL/T81T5CWt+ZpN+/LpYMG32GHw/PiPAnx0X3YqIaBhRiIrI61lpmtXZtmS4+TgyRf9S/fK0Xd7HFUsQu2UrElQv89lOJ+ote73Or6xcjx9eCGaZz6ZP3RJJevxasxu7RoH5rZ3Fippb29j53xv7VrYCi2MN1O64cXAqz4Hb86kU/8aJ12lk7lt8YLq2Yf2nTu9xoGonwxerNe2muFrxUrnRBs15kS2NvZNOR/EQLPT4Y/Rhza+cfmDf6rX+UdIljM+fgCE1m5u3RaCYXEM+ksKseZCdoteFv+wH45sur8V+fPOqCuD4pDsry3RlBDoAD+/sGAI552ujaGqDmQUf3ScmQtbquZpXIi/fzkdpmmY56+EjVk8K+1Dh3zm06tSvmUmI8Wlpx+dGAUsC+YpHI5irTtSObzzX73x0t6KlX1iJHkLBWGhPMHB0+zQoA4GJcZZ4kbgaFE1gZlgYvMO5FRtKJR52IKIVbUxJzJDianLHuk8IcDiBqhEQ6DePnZBeFYKiUT7nIoymMXNaAEAnSITgg41Ivr6iRns6ioo4cIEIqVS29Z1BMalRbvxbScElN5T+x4HzsXw3XURVb6xeWOhQdRcOrPcco4floetfeHlRG69UgJMxaj1NLtdBFrQ0xEgmGXJlhLIrdY7N7vPhjuIheS1YvrQTnetBoa+6W0pjBSO0cLLisOBhvxsFKy220tPHV7b1q5+BjDCf8HOAZEf6EaJGkyhslb1IMzOEAUqFKaTgQ6emSarYX3ec3yFogCam5nhdGqy7zqH3SV1sj69f8yy3rUy6hqKZCHY3M7T0NABc7Xo+2QuusBypvze8+pcb0ADwnhWVcIuKDNV7sRAGdCfHkSdju0pVmI3GTDo3rKV6j82O1QA0SAFoszoe+h92G9Tcj9O5sAdPnwg5UVqd8MNPfP17qgH60CELU90nFkeYwEgvuxqtddGnNb+LQwe7hkc1rPavLocykeZIU50P94pZfYm8rcUJJmWrfmU6P9JF+agLzydgeHepWhVsQNq13jrVf8ekPqkd1ffPazs/O0f3qdyueN2FvI0axYl4liamVpDAs0Vw8en0mG+nhJp2HF8FUtqKVJwCpus6Qns4/YkNGMeoFdKNPB6XYO9F5bWtXjGg1pzZPe6pADRALJzwobW8NxdZmVaTO5DjJysWxBGtRmrNUJ3ejQduTh3l5b9G52J+XVzyHsTDn1nSKMJxqX53yMy5mpc1wYle0T3UgKztGRZXsHAyrSfHkT3M4qTddQmkkhUM46+OVHb20u6PmeD73CIkrRLkWRb20Q5/KcG/k9zd5VZLZSSN9KsbbJImpY64aXDsUOYUhgiITH5BI06oDMP/u36rvgtpYqT7zXOT2ghYjgIimtlBqkgKetQoqyhwvfHcAYOBec65eCeIetS2sIitGpaY1PzhacLfrk8523FptkY1VA0ENoVBWH57U8sPl4P/dxDMi/AmBdZBXIap8h0DgMmuE0DYvs7en2e3RgpvvJrrWs5dxHahClpS4SGEsHM/5/HPBjZ1HJ9CFZMNec1UiK0hJVWg+sfrm4Xu2xjW+zRqidmStIkvbBE30gpYmYXQp7GxKAl+zUIoxiz02E09+Kge5EYlil4G0mOCItGAJEcosUKxRWEcIRbQmMF+Y//uzb5fb69XukQWABDUp0LFd/IIfjCRArYBF2K8rMq3qsVoceeu28KvrrdVmVOfO8TFeq+RROR3rM5VBBNB2J4xIiEW0etU9OoZJqqK0OOXjuT2zcjrWuwRWHS+CQLrM+NjoEFJ/qA/qp6oib+zmbdMVmDAeUeGsovAEVQO7NBqsNdS3N5qwKgDl0jMKOaKsMT0964WMJ5DVCdWRlkqboDAYaWMrOzT6MP/IPOwI+y80V7Y7XtKWUVJnbn0/Lb71VXN3Dq11cXsaDve62vJsudbocKd5p9+VP9goUJbVC1TEAEBYPc9IIoPy1tX9o8l3dxY/CWNZnc7AEs9o5+i6jaIdzMT8qdzejck4VpttFNSczEYrb07v7p0s2JCh4KOZdYjDbCA4ZaYFy9sc50JOMkYcirRXKBjppUFGxzaynfV7LZj/0M9Mmmnzanjlfr2Tvv8vFUclDpAMGLjaYoyg3OvMp4F/YRSXat09OeIlAByeWiELuYWe2wJqxWjoZMer7aLj+dUYTvami39iAmQNPdfE/cgGkdGkrsaj6cyg798t1dn7HAXaQpsXnP650OkFquMIJ2QncoYEfcaCH4xnRPgTogY7FLpC4CsiDBHaaql29eSbkwVpCQe6od02qlnVpKaEUo2oF3rSEtYJ/RcuFe/cfTT7zrAAACAASURBVHDySQeet7Yx50iBSLWoy+p+Nb41ee+EZCWqqZsCMRYJQ1t4dRNfGei9E3NGd1Fbmys9yAybWOsayrSD3QUdDJKmE4dayISVYDBZeiGdpJowz2JWaADrEnCWdVs/YEEP2n18hWDRRk3mCOzUjsdHdakttEiguF9xMpVlZlO7iFA//3q47jTlpFHOvKMJbpTFkd7jT33+pkP6fSdBcagCaCM0tYg0TBpOzSPTPEnteKrciCYeIyLsxpDzKoyhgYmsHGVH4v0PcGuPu6Kq/KDrJNR4z3umo8jMRmW+RmRenFW23M25fzC+FrZijXkZaMViOD+AD0qLVoISoICRtkhbwIqMVX1DnBlldSRmPVuHqskBS2K0Ag1QGLMrZnxRZPvHBYXgPLl4NVxZjaDpiaZfMz9jxHxvmJZWfv27ZnDarK6vajDSotlTTvNDzLXc/U7LRVAaNFsiQg0AY1lHFv7jXPzvE0+ZJwebPICwcqecWrSOLJkW5Kt/gstF7Uanar6XFhxZo53SBLOTxsJRz8qau9kQs9UQoUK6WsdPr3mIuSkmXBHpWGQrZSdm6VXDt2tF7d/5lgtYcsAMN9vUOYSTh7qyI171DVBDrcXKYgDkIvB4kKftiozqx0hoODHvTP3h7U3X8+3UCzDSzDJJ5pYclItdUhedS0jfQ4nlXlnUpa6moG9nxcH4DHNjoDG5sMr6K16ziUkLCybzIhWzEvYPPsbs8s8HninL/MTwEFoRyFEGKaMLne2Lw+/mbz/4W4CcBLcju4qhgVDPx5c91GHWY4ZSDA5R1NWOK91AVaieZY5bdju0H5kNBAEjLiZS43qiJ7vF6Y3sEbMaQ6xqSmzB1lSFgVzVhoztyYI+ZesCQgi0MbKq9SCV+VN+lWedELcqRcDgaS5mFZ/pJZWCioFpcgAESgq31sDPimtshN4a63Xxqm9XESQIaIy6TRoz17bdxlrsr3WdjQv2U5udBmontktUh9rWmrlGoAlgEtxbZe31IGr6pNWEjZ7bdiJb+aKKLoP/MsLval9aQYC5iFkwD1SmwECbRYZ71PrIetc8dYvnIaagXGmlAQtglQaQwKxjuFfWtjazEJFfxXpfBBQcB5oABINSoGttj7PKh1DUrBb4i87wD4JRW3oHugGIMhSH4BePxbHHotKCGRVX0vt9U84B34XMLJdDoxAjaJVgf9vmL5nia0odqPu5PbONEmRtsLJxAVAZowzkupqI6T397rKX/fAg0DqPPruNLnTcMKQuc6yEeiard46mX79eAUBdMXG6XllaWJ2b4sDeUkuuOwoQsyv/xFZ/ZYqhvW2XVO3X1jxnmp+D8k8NDOHOMmWywipiul8GE0H1JhybJZLWpVVg2rV1U9A5ysQSnZrKctCR1GFhQCA+gzMDkx+HAQ22oWxcWjS181O4bWBBLKcL2xGcrxApkamMFEZT65SmuK/uP1xT2ZrahrRhaUgK+j+B0beNZ4ypVH0gDw71mQizD+tKNdIavQbVZcPf0SRVxTE/PbWHT+8kRq11en4Ft34PwdvaFIqP+HwnH/9wfFI9GiaDEPITsrbltt5wwl930K6JpOWjOr83m715OLn71NCoZ3gCz4jwJwRFHYlXnkPmAOkaZgNz/7Z+K2T4jY3+L3QvPu9dWUeXG3rbtecM7l7D7BgYtcSxmGFDHUVZrUgFlO+MJc5abT9MWGNDsH/PqFsOdTzO3GKGBlM5fLwyxSIjLSVG/G6tvytJbuSp3UsXyfArEMTAr/PqUl59W8i0Nk/H94TRSCa50p9JZ1/J0n+jQYKHQeinOsikNRTatdG/w7NI6rsoiCB5IHDlOuiLl5NrnbUIOiHqEEgEop8y9ldAX8cUURxgP3JxGJmww1eTUJe+qQKlvP8QVV8xes242zh+kdHC73R9f7PFNvtsVFZYMsM9xb1fMPWX7PAzMmmYOPUaK+7Kut9cCR0LclTJulTEYlX5Srq/607/ay+7RMgo9huun7AErORGjyuZlwobklb6+aT5OcO+LPOXDHyBNOZRshX7Xc9Puawt19YOqlwIVOoqczrHeuMLNn+OuGMn6bHAAp7r+ePDDqc6K7Qsrd026leh/leo/QFClAIMwu0Kwe/B8T+3jbv2ZGRvP72shlwgUiP0GyjNQeyY9NjeXGigfyQi7K7irTZc9NCWxZsMbzag6wOjREsrSpOe8Om3Dg7+dve9wLuCiiPvIsIBFLfgqFzu4BowX8HuOlT/EqZi0ZTBB9BQHyPnKyB3kN6xSwlJQy1R/BkEIar/FqRaIl7KoajAChz/Bi5+iAJr8yWUaXIoJHgFwufRaN9+0JCKCiqJW9sgb6MBt4tjvCH0MOqWCG9BfYCsBm2t2TFvPynea11mmyVGn4ZsC/J/izxrTW7G98z1x5V3mrDehEsVxhlSv4uGA8Bvgir0XFsxgTPhAQJeCKtr+NJXcP+/ghJp8SdyNpLzvfr4bnUkrAYAAqSDVnt4vY+7L0b9P4zs75H8h1x8h8NMlrvl8N5svJt9Qgn7n2k8I8IfGxjICrycoOdfQl4XibehnJo3Z3D3hS322y+vvdJdSSDxdQuJxIpQGlcAuYR4iPQINAVFkNQk5TgfqMkPB4ODExL7NIBkVtKXK7sG+ruO9L2aurlPze35RD82oY1CFNkuaPLrSE6RuoXm0o4eN80PEeIGY/Y3KSaGfLVGUz2zT9GbBquMVhp7Gn6bgXXIPk1i66fm6eEJOrbrWqtftLpH1HdwgK18MDnhF1/zL3bjAAdEeVI50pDK6K9Yykw+xqLAvoMoRkrg0uLSSEhnKC9wJmxbc09B01QvQHjOmhsRa1Cn2UB+Q2NP3tjPy8LWNf5OTW8KwJL/MnifM1XbafA47DXxag9XpjqYi1khpJaZ0H+Zy2PLnrPoi5Vw2m5jtenoRuzrrBYzyQdFAQp8FJ5I73bd7gtxmcvNGEd98NqIWMfFeC4qac1M56DIutNPDT0wwRs8P+fSeYs6jrKKSW3q9xucLdgC5qmd/ACxbRT9+4beQpsOePkibnCgQVHvDyFLgf5LFBlbLpxzZEF7qG+Q95/b2R8hJqGulvs0y7DisVeb516PrnVhOzYb1PQVDnMoLZTKFnM1GanTu9Xut8e74zOTgS3Gq59FLAb5Qzg1y4cMA+jX0LkLVvyJPbEfqANnUeM3oTUFcR2GsMRxBACEwj5uvvj/s/dmwZZl6XnQv8Y9nn2GO2fem/NQ1dXVpaquVndrwCBLCEsKSwYkBwGEEQ/gIHgkgif8wgOPEAE4gggicEBgXhBgy5aEWpZaarVKPVV3TVmVc957885n3uMafx4ys/IO52ZltWVjW/d73nefc/fZa33rn74P6j8mkT5dJMwD/RKdvwb+PYgdDk/zdfKgaxj/Cklq0u5DZE6nagT9k3SZErkBhTulJtqD8zGZtwR+FipKcBcEYN2H44eYOVhtwXlL2JukScB9C5iDsoSD/Kha7Bq8IiDzhFvCfgP3/xuSedAMAKGeHHofVuj5NXp1gSz9Jmn9uzj+U5L+XV+t+/UDvzX0T6W0l2XrC+3Vy/HyctD7t0n1m1gYEf9Plvz9fDy05YbaflTvjMyZN/1L4axG+PnACXuVvdV2VzTG+wgPUUWwU8IOAPzcl7NFEGFDecixwkj6iJIYWQruz5BNcEdi2SDpW8uKqihGu3oSUL4WLVQ0rhytG/kPvGm84q7k2uWq2W32lD/CXufIpTasaFb9d/LAUtozrUKbZtYCTqWIwvg7jH1gKPFEOmxmpZIKHJemeE+c+0cy+7ZIF6lihpR5MLTHiwpT2GrByt8TXeTYBYnEDiy16HcOzFJmEjCEGwKaEheA/m2yPIBc2SLzwrGiQaX1eLA95hxaIkl8V5nw/9Q2d2OAYB7SRLBAkZhZ7Rw0rka3X1UPxnVMcorBHSS/g+avsvNXeUpYyKlPArEwHwRzmf1wtDNQZb7PyUgSWVbZR91opU3PL0YLKQQp3R/Ot1vwvfVBY+2D+mDyGFfEkiTBdyS70cafhHI/80HUrEqYr9oLY/LORt+hn/jpdwe7XZ49EnQciy9j+fMT9dtLeJVmcw27M8Gd5vkp20E5wjt/TOJ/j8ivsot7PF1C8b768Fiaa4VceR3i1/34P6GXWsgQujO352VyrUVXPKZ/h/TawCS4AJqDU/x+Z+Jnr6U3Oue6bs7kWeGSoRGFM8yPDX7Qh9EBeMDZDkttuNTB1XcgJoALQHaOBiiHkcLFCLoEmg5hn1o0z0QGPQfyAkQtuDiF57nEY1C4McbLKcaLkGqYO82nwsP0Az/aJFeXURq48QgO7Kk0rL4JnRbOnYN4AE/sM2cghouPcJmBXEDYh21zIhiNSbLKzllLCJB/DC0DPkKUII9d1qNzy7AoQHr055B5iCMShMAj0usjPWwBQYhLQYaY/CLUfZhPIGKgANVjeFpVoYS8lq5eDM8L20YTtrX7LbL4LTq9az85nA2+mCVvLS/O8SxyrbQKZJH9z5xvW3+7HG66LQfNyYPvGV6AMyL8HBCEfr3zxSU4R5q4tDK0kCBMSPBkRysb4yJnvabcMmGFsHFsEvSltsKPG/x+DXYCAB6eJLoiyn566QqzCZg4V8Rr7h0OYaTqLdmwGo+v8DbN5mm7gL4SoyxIKRGcIcVgOCttFgVuIY12oLfAA2oVWGz87AMvAdLivffl0pxULLDG6JYVw/w4ERawF1LRkXMxjwNCPBeVyrb0+GDP/VBNFhMT2KZ2gbYhRalxWxI5wNuh27jjwR6Z3FCUjBHxCU8Q4CX2U5X2XFh51yLKltPtujwYPtHmfl5C+4Zzt+DSgq3OA1hQwDylGCUAA/DgNSqNSinTjJYK7Iz7fJUCUeFCz6ISF0p+Z9cAwMD3Y1Pse5naVhVGjxM25+yVJM16vsKG3ou/LJLv3isqbPbsRt8mwogBazWd+HVL5tPWXOIL4xbm5r+3ZdYnh38g84EfWP6lcyFZjcLVYCmuqneGz+cyL7CL51i3g/Hv08s9xwk4AkEErfpoY0hK4zW+EpOWQtZ4oI7HILvsYuN38pezJLxxkf/0FzqRZphjqbWX04bCCAe7+LH/LAO/VbqakJhASAAVdCtcnpzizTtPux+S7oeEznl8sQFED+IRa2tCltzC1J9KhBToNob/C1xYgVrQq5/404jQONzv4bU2iShb5HDzE/fezCsJQBthnnJJuxm5oOygxBkB7gpZ6UHEgGvaQr+wjceJ8FqwGhOviALLQyItOovl+ITd7qVguYPSW0e8+C1cssTNgxfUMWoaf37TPU8yL4etDAPjxC0nv4/pImoEUsHwU7OILy/N3+h0uiCpEnUtvlGL9bp/v1nXh867a13xc69lq6lMrWimOCLuHRfdmY4e1LuFG3yGnNIZZuGMCD8HfmZ59WrcSi1vmJO1lUCVpxz4k9zkD+6Ul76SmcZw3oSRdEYby0ILxOZDf+tk6ehnLy1diqPU9Sa5zFHuGbtH9it8BAD1LDvyiZ/ewncjEq2IrBNgGnrnneV+5unZou6mcG05MHl0+wGiCQZA7Kw+QAQXEp8xCCPiEttAg7O0RgEASRHxbC5Ezo0ndjCloGGqcLpnHsCEwhQIAYQ2bffIUoF9BH8AM/Jh/tBkHoJVMFQ4HBgAAy/IxmmY7PiPa5XWedAmpC7Kvbx4fFRH1EAzUDvYV6SZMwVbWKw5r5WxxaHAetM3AI23an0whzYD3eq13Vzb6Qlpt8nFMPjuvQIAGmgAGubE1tQx4GYlSbVqpa6XomxDI1q4aTeGz3/THLZqsiSD+W5Gg4SIbtbw3g/3hwDACb3Wmu8AnXq6Z2iHWPSeUKD2mHI7vDa3/LW1pJnSwZgMckeJT5ijPCnNwi01g8b+jZ8N5nv8zn313odPv8lXvhx7aj3qkc9HtnmszW3d38bPFn1lhC5GInLACMYt0hhZFu2JmU2ESyJZoD5OGZuKDR2qE4e2T7Eyh9+pUgq4yMINFagTspkA8FNfFZzw5nt6XjhGqCTJw1oqnF0WdVDEopwXkRRUQnevSEfu+Evzq78cCyCT94zom0SyFMLGLnw0a97x6kIsp4QCaEKca22f+EzCVA77gqUZ6QpCFdoJVvvmuPTEfCrajqEmyjCNxAEQgFC4IOHUZZvPVuh52Z1rQQ+cabDQUDognMWpNFG4viEsmFeXo7cuJ/MSMg9Frj1gUVUjN5jikSGQL70Szy3SVoxm3Iwndk+x9UJtVsPGn7Hgj4kzInxZXJ+LXl1LF4D6umbMA5PSCOPA2qeN/e/fdz9xqXy1I71rgkg6S2tjta4Pqs3yhKvcjSV5fSVY5szXxntWmapuJvt2RvfEYVRYVlhmaFZSF6ey8Q5PqQFURl9YwUs9WjMwi2RqvKi4hRn8iuAbPwqDdivFcVhZ1RA5ew/SWIowT9uUCWhsPcfw7qHN2QMCIgCM/Gh0ulnrPw0a1Lt2uDuBU/zgAAA06F23O80POipcr0ka+7vDuqyOs7EB1XfbejLK67l+LuY6ZHnJW6L2qiaOSPVMYs2BqaG/OUV05upSUKNbXrTtBG92+EbFNoZWMqIdAoADte3vXqAMgjCOXZhAwZJbg5FyeCVtL3VZC7VVTCoM0MzNO9cZbg/V3UM76sV5+dOvZquBc7FdaOHOWDsk0gXGqhUT3jqxv711Q76+3GYMutejfDB6sOMA4Hf/KL8w16S0HE9wd6z7RzWpX73KW1347vdntPNkVKaxakEdc1xbEopaMkzuPDp5IVBC2qn94opLE8gm/nu3T5VuuXpO3uzSeap3Dix63xtFO7PEel5bTBMhHi6ols1jwQKg533nQfO0yeXyVbq2IBLBtzf1e4+MJlMmJkkStAKaMlGIpT/tH2G4xQ49J8K5hO+s5lGc1SXpCLQ6vtewYyMoX74ZX2Okt+h2h6oySlsIrFD+yBq5VW28cX7p1aSdOlFWvl+q0uarXfLW663C2XdvNYN9BIACh8tJmwoWWyTIufRSuiS2IrFLociy6HvvNv09vNCOL/RoaFUdgGxoB+lyTwQRGYP8Aovef2heuxK1ezifAkzLsmrGQPqu3HB33KFuqSQmNHLG4+P9hhq/ldPNid8oy74/dWLyDJ+JMyJ8Wbx+OTm/BKyuFUPiKwYidoHzcFANnxBhLMnIGNZWcRhUw0o1Jufw2A7uuePnx3ZEXr8ZrZwDWZnKl4o3faw+1vfVKXY2x7BfFW1j4ygZ12qnnB1DcQLgLAGVhGRhziQT5apTB9EGJq9wHFCYmHxclOsHs6/MvRm5yUriWy0G1jTb/+L2ZFfeVU0JzWnikU8xdfW0fhxqGhc0HhBH/M4Jr7nGYwP9qhxXO50brmWoPR87RdziEr88cq+cb3WkLBt8f338aNp/2DyYd8sxJ73ELUn4GsZ//F652BFzXR1ipRtDFS7HqHrbvaX6K0m2tzOaPiPp+UQsd0mPKwho40yU1l4qwVjet80s2YTLWRZXccAIGPfGORyNRqPGD0c4HGmY1WX6V15rX74QJC0416v+n98//trUqEk0CQW50uvMZ94TP/RICfF4/AwRUdZpqeU5FQg6dOravPx4lhUDAHz9ajcsq6W0BmJcWScVOXkSu7YolljWYqJeycM8DCURqNd89ODZy3VhMXj7Uso0P0dhKVTv3B+PyVaQyiwRIMyy5MdaYa4tREu0HWixnGkwZTultWuWLF6q49ujI4no82myFLouUe3EPxzVtTJseuLAhL4d4oUO7TBfNDYuNVr1M1dXWpmvpZEI/3i/BoCHxd65VutcQlsMsyACQMIsk9rJRvHyZjfeXXD9Pd3OSJRVsaeiUXHMu2EUBU5IJ9Gt+aRaq1jL8cxWvqq82tP0/lTfqbfN0V+zJUlZuz1RVwMzHta7I72d58ULlOTO8BI4I8KXQjslvTmfdBrDiTJKCQogG4MA5N7gQYvTa4vJjdVocRmjtp0L9K71+3333njyg8mRytzry8ml80G3RxbOwYULeLBeDYf1x3n1Tn/vtInpMCD/2k9FP/y4Pth9ukpL5x7sVwdl4zzuTz0AxJwudWiSwdbQj8YeAOaDeDi2VVankeO1ihPjTu/ZG7rxBweup0XDy63RjD20O0cCTnb3/KNhnvbUWhZZ4T7YfCna/hcfjfON88MXppQab++V/f7WcLEUDydMcSs5vT7fXpIJ9Zx69sZCuhwXPzrYFeOa9zpIoLOCdOQAYGWRRJ2KWscF7yZ8r8lXiHRDSmsM2WT6rOk3S+nKghfW5Ogd01YUoURL7EROv71/PKOQCRbZFi9SZDT2LvIY8cno9P6INxbby7ITl0yC6zj6pYvq/fUjpNR4v6N2lzqk2wnC0Hhis8TFjBQnFEkUulanEUkRcYF5JdjsPaQlKKvDMDBR2swHdjCsjymIPgEaVg6jQEadCAgrJPcIag7x0xxKy4tYR8IEgeBpG/haa1SrRh7wVsKkWY5wZUfsFM/vHPhIDWPKAm6wovlyFg5ssQBWDI4/HKJE2NaRKBNCp6weTmogx//ZtmQLcZAkNuE1kWiFGpckaDImrLQKGgVQA8BOo2hYXl6xKbXU18YjMGtIM3STRHrfBMyUAMBCHbXKCDCIgpSkIVOSUkuVsE1X8rqGu9t1O+K7hRkd0Ef7+qPRSB8qZ6ScfnG19frlJGi7YNH/eT759ina3Gf4vDgjwpcDg2AeN6q8mJSP+/7Odkk8SMoRYGjUT61cWpsLEomyVFNf6ap6r6++da94eIhUAsq+vLi02o0XAhIQZ1S1UzQ7yn1zvXh/FqMwQl6dy752LVtYwVw0SYv83//w+bD2tMZp7QAgYfzN5d5yT871kLaMT8z7G8U775iIpPmE7hTDm+1MthWRys0qEF5e41ko6tK18t4Pdmd31s236FdejwOQ1arb6+uP7qkPH+jTPCj+pcbqCo0Zsw0pKrc/K4Aeaz/eV7APX30zuNRKA5SiCU3DiBHC0DZEy9y8uzfaqqZv3owT7R8+1gAwpRXvCNAmk+nDbdOGeTdFS5VpnDrEvg3agSvaFB5MTJ23Qte1xnnQpp612Xliq7iCVFBu0MSGLcf1djF7ToAA6bC5WLU9Aa8tg3IxUnAifX17NPrCucyEFYaccw95U8xyn7AeSahkooTAasszG5y8BgAqi2oa25aEQKWpk6bKUncyZT4tfTUJWzI1Cn08STvIuYdDz+Vg35ehXAhaqCRvYJGmibSEuakcLnVp1+uFLtk5FN9yHeXDKAhib7nFxoiaJU3IVJzh4daftuBEh442aUd67xKoUzRLUfgwPyqJgKSphWa1bDFrvMbKD6UrYofGUmKL5/unEFSkWgpGPecOa6us13npI0iqCrhhAICigay0zvaSTkoMcWiJC5kvRwXVkdDi4WZj3HRj3U1OyKi2mfza8oVXFuO2sJ3EbI0L91mTEZLBQso1RyZwd/esifRFOCPCl8Jkgn/47rQcAxrY7D/fIts0frP9agfCULGA24A11SO6WRUfrB9hQQB4Jb40R9qxpVA6CqadsI1b1UA3x1iwRUMCLKHyrcXVS/NyPrSpNHMZZxG+8RPqvR8dSYBcj869sbB4viPaHddpax0WpazGT4oWNRUoR1U1aArL3MQoSak+OoyRJeRyu5MkQcAXrcnGDd43M0bWvngj6ZKW00IQGiU+XK5/sPPP2ArhLxRrq4w7Gnl2MLEHzakZpOvX2NsXO06JZiqLAgZju53nB2b2MHKbB01DBPKUJJUTumFWUaKhRTXAaC93v/f9539YS9vHcknOfbLhoH++EtJyb1mjjDrcTjtU+v7U1lsmLZewirT3yjmFTVXN+A4WoSni2ofGh0iwsgTMEUuEv3p58Vq6UuRic9IMdCV1r5kmoIgVGjmNvDlJhFPttwfy4mLZ7kaOuwN7asTfV2VO02GtTd3yenYzKgNaFqHC9nZ90A5xAOXd/Rm5dOL5eCjSODWaFVB2zw15iPrQlZt7aiemMgqpilzDXW3BukJb3xm2A/TcKnrkrd6bulUWCZl6w2sfPpTbZClHouPOkaNbZbGYBlu1mWeVEY4wraf+7d6NSt/aO0TDtUVVB/uqXE2YbXAysLSeV8iMrkuqJuOn97yedpqiNbBlnCJjclwZB/72OsnsQt2UU9RbfQsAu01TJ1VXBpkndaFq33ACj8t6ux/UpUfLRhWOxjPiZkn4F5NXzvNuqDHUqh6VlSrL0wvxERVf6CyszgVLyz7o6hGWf/x+sbl+xoWn4owIXxYff3w8ROiQ+Yv8cmA7XAlFPENNkDbKVtj88N4RFlyjl1t+hajQMUBiHVX1DkXhtveP1H5Skr0qvohULcneRRG1sWlh46rcOr01cMdY8CK/cjO8tEACbgzUTcEAMZyWKmQUAEoDCRVqf3GDTSIhUkxD2mh/JP3XZpw1ibbi6hIOsQrGGcyCGksCLaJDr5hrbGjTixG5X51I1kky1cfDREGYwR9TJDPmRMQ4Ob3n/8uvyuWoJU3U79PdiX5U75sTThHzS/Qnr7dSTGgRjxK2PfSb+fjADU6qEMwFMqTBXLtFgmTfk0gjmDbzed9v2xO37e/7tbZQhFdOmCa2jbANqbVnrgsn8NG9RuZrEzaf32tLIg2RnDvkfmDIIZUsuH3fZX1xLTxvfIqOI3XKm9rTcTNj/9KIw5xwFUYktt7naOr6yFo+mNjXw67AzAA66BvFc5uYhggpUSCjajmSuydizeFedlcsjnHH0Gr9YLY6KADcW4+vX6HDjfnhjsjr2fPvGt1wSlOVNDHsweZOrqZqRhZh5NTu1EcqQicPJkuD7PHKiv3okH3mdmW2+iZJROiSuhGmgcYaDfrWx/xhub1yQTZHf53torjEBNKEAK+dnhYL29OH5y7Zb373CK8bdOOCDqt4y1W9LlGVP9hbkHUYQXzY91GjG4zEYLrwSI8aw7YeLrMyAo1cQcNVeRayOQAAIABJREFUWT01R6sUVKPkwR43wYRR5R3p787rre44rEG4AZK9wgDA46H50dbUL8R9XXHbahQ+Xm+RfEnbuoZhAPFpbdNr9GbmV6kKXK1zSqZFcSc3H6zPSBVw4Cts9Uq6eLEtF1smDaoapjWopTm+Oev6MzzBGRH+OHhDvC3cnAJPndA61JRIaiuAypqGwze3jmSourCa4Jo2iWUMrHeKlY6QUN+vmz95cOS9b+F5a+M5ci4g0jXgJMtz12jY883vvnuEMhNY6sElrntViQQNIRiAUZb0Df7wjgaA0jpNuS4jNgpLWhelAjyuIpTXUOdBnJCDPrNNSFk1q6sUJmPsaxFBrD3LlbUWpEcCB59O7F67xNaSrmxSVQS7YzcwpUaVsVYqZRYwxuvbk53BCe+LF+MrV7PUtX0d7So/seXY7zYnujYun4tSm4Sq3TZJoEjkVx6r/eHRRvOrF/jqXJjqtFIJk6GTpAkiVMnUTaujcyflGE3GGsZiL3ssKalqJxZE3EwXrauKo2N8d7erDmlLSrmTWEeqCkqFtbM1SgGhOTrlPdjDajLH3PnG+5rQi5TsGmEJO7DHn8nDfBDptZYXiAIALCW5b3bNDP1Si263qrmSEeOE4MSJiT1yTtqYFA9F3bbzppForOY6R6w8Cx2VOkFh2yzaPdSF8Yq4rm3QWLqzEUzd5UZVD/YenPjYp5iM5Lv/6HIISY6TiTu1uNpXOrWMfrKkJ8H312dLnRl0W0WZKk4xyG109z2+XIweHvXYe+9ghzcL86TnVVxarJHX4EcV+3ik4b3jzzD3ertQljLqpELah+H7g+JHn8w4je1WVW+0/KP3O+210e5uUD3OKFOPTwS448ZtbcY65rvf6SH4AJgyPjCuEUTrp0Q4tWZQoftwvmZtbczk/XlJaMS9UACB2vf+STJmfx//pGrsxYW4uGgetz0CgGdcEwqGJ8Qfn9N/ghDmJS5rk6gmKCkxJu+jfW97ho4BAdEj1xfp0jxmoTXUVroxloi9sfv+u59vAf5lwxkRfm4kJOFuETHzYDXYyrFhTbRFLlnN1e1qZ7M8sjWk5Ioi0nheKUG8L40Ghv18+v7weILRkdi5Tkklt6KowDOF6Paw+OHuQWme0wCFOCWXwHZzHwB6j2iAEU9UY//88dN0iQZdWlsav597wVndcHJCTq9ybm8MmSdO0WWFys92n+hPm7AByajnTntsNKkPlYUWOuT169kSpKPtpFGZCZn2ZYcFhtaESgEk49HNOXt3fHBQawC41AkC1waT5hpGflLDQECcsTgWJAxM6avtXL9xXS60E9HEhHW8Y7ZorGmh2yHEU+IcWOUtAOgauGAEhcCoGwZXifgnFKyixg3rZ+LXkz03SpERdJqjE8jKc7GMeTI1fNcGlcsb/zT4eHSgWrxei9IQnNalWNh8NeB5QbsjcX+Yxl6OmuGnEWdu/O296aU0MaipRmt4aUmJ6EnCoWVOyJ2MtAZPa6CWuH/f9+9B8vvE752Qsuv70Xo9mCMZAQYEPEIBanzKzPq+G0uvQycpYIFm5I9kUMdO/2jw+LqYcyqofOg84Qwi4YHQWjOvYaM6wq8MW104X7gqQ0U3xENi+/7UjtsRFn3tJbEFVpMThpqfYtcMQ6cCDKfrtjl91nDH9VNX/3Xwe6C+l9vdHx1PX09882G+eZ3Mcx83SGuAmvgpzi6RKWwe64GDJUa4Bj3G2p+I/p+g78cb6z4kAX6y5MEQYibmwJ5IYCgnRsNo8E7LgQMkkmKqaOg5x9D5p0SYYznVjiDtf6+lAa+A3UIROxZqQRzfNs/Jdal8ZXBrfoLCEftvQrkG9f+qu4Jw7qLSzwj9AQBIVoFWQKYaC6+ndXW73Our44fWmHTnedIW6nXMDzDyVuZVZZzbHVTv75yqBX+GJzjTGv3cMGAYZpqwnJg10HvInEPl7NRO7tb319WRcJBBDKRtCPMoPVBrfWX0rt757uR2c+i9pyACclGQVSTSISVILaiR62/UO3+2f3+oDAAwEAtwtUO+IOgVT2IKASIFB54YBfXQjL71+OFmoQCgTRYi2vJoft1U56x+z2OhARzP/ZGw0iF6T7WTv1rDTxTjb3iXz9pzS2/ASYeJRvXXVP4jq4d2qJ/JlAhGLqyEbZKACrUKKss0FjesHAMNAmuAB5xmMetlRPvmK6+mV3rzS8Ec6LaD+OtksfC9TMos7JxP2otZPLfAzs1D49x8FrZkopXQnv2SKK84qMO4lwZLcXelFSUhTGqdT03KAuaCqpKriP9FvPdWhHNpm7AO91kAISN+a6wmUwNOgorqiu/r0X+buFdb7lKLhVlrgS2Erg0oPNjK2by0zId1w0qs3vwS/u19XA7VdE52YsF8yG1SWP2pAkjlrDfCulBbWbvgN7D8LgkUKAUjfULDRaMXMF8RlhP9C3DwP0KmUY1ww54Yfy4g96RVE/HzUH2f6DHs1KfIu2hQjmQ1yAL0CPfyEypiua+8CyyGBXEVqMZjg9441zjTN3v77siLqrzjZM6Q4G+QqQX7AyxHcAdOgQXnafc/hur3oF+dbvhnQDvoXCT8AZmWeKqsjIFKQfhr1N0j5D28j7PyEiUWNSKSTkHIRabuQ1Ph1kzRbQCoofGks0ZIQprbsG5htgicBeVI6+tE/Dsw+QawCostvHVMmWyJXOjARU/aU+L+I7L/KzD5PUgIgAAacKzIZE9PAECA7MEVA1FOYErsf0j2PREPQRCkjZ/edR9/6t/5KvmagSSnfkrsz5DRIyI/IgEH4b26jx+6E7IbIczdFEv/lazGhDxwqq9HH9e39+3zhUyBC0hX+MLXVju/sMh+I7S/5PT7lu1ZGNrJdj36wdbOXnU2XPEZOCPCz40U5mNYcETcJPqvw2AXyBbUud+/7z4YHTrjU2BduNQhNz2Jfx4UI3oTmxyHm+72hn2+Zwki1uiNc/BGDBctDf8Wmb4DaLAcuscPzZ27zaZFBICrcu0L/K2uu0SgY4j8z8nwT0AAGERT43jLbH1ncrt4lhxb5ucZk4San6KQWPttT7STBMn4hHKVA904Shx7G5pvQKwIulmbi8aqckZb82tOLXl8l6AA9iTuUQbaIQtBogqMDhpLprb8G778t3T9kEPOZcaDSGLW8UnPddqC+xBNBD74KVB/i2z/nKm/6skyp9thOwt5mvqg5fp57RoIONENrZ3/BTL6Etif0WaJk/Wk3U3kco+32+7Ortod1tYRY9iWofcsvR7SX8X8SkvuhIkkvZU06UZse1oO8kYbaBRXlk5a5ILAr5f5X0ub64knQcvQdE6mczEfqHKvLq3hQeRkAv3zZM7g3yym1xbZZkt0ZSB0ho6UvgYABCxcYy03Prjpyb8OVQiwCTSgWGPhjs5+GWgYtCyVv0ZyA/DnEHGAHLbdidgRwSiCb9D4l2G/JvwWjt0ps5AIThP+nxL3GpR/DEN/QmUAATUYQoQC1MT917D3+xBa5xo/3fL3jlkrKyg1EKQLX4NmROQ9SCp8fJqTBoL5JdK6AM1vwy6cwkYAgOAaQv42MRyKj19o0ayg+ALpLkPzTRzBKdooNUwUIYa2/zPc+T3SYqBOU9NG0DVhv0rpCqn+FA/wdG+sgK69SYIbkP9fVE7xOGVeEatr9GYCyw0hOdhfhP0f0fYHJJTIKFE1Du809zRaALhKXmvBmiFRSfFXyLRLmr9H2gIYR6dhuoVPJ4kjEi3CNQdxSemE2l+Ggz8g2RCCCLgEV8J+eahGyCBYhKuXgsW/w/WKDP97NdjTk01/p3qmFccJW+ILl/jVBTb3s133mwv4N4nak+HfzZs/r3zp6s1m56PpVnNaoHmGQzgjws+Hy+LSZfpaAosAyRwht4l4HwgHX8F+ccgOaZF1bogvLsEVCR0g4UdAt0hV484Qb6lDG8f1aOkns9eX6cWY9IgLPOC3QFewM8AfDeBRjRUAJIx9feHKF+KrCXSJi51nDvCPCFEkByxK2H3gP9hz+4cLaClNOachD/6KIBrZO1potBM/VCf2LA/eQXON9n4psj0RfgiSotcndmcH3kDBSbvHhRfxFk8z0rZQaDQAMB45RlESaQ3VhmjP/tQ1f0ZahrM4IBSCNHZZxyRtvzkudEOdZkbhRxr+N42PnL1H5wY8ngCEwvJQKd/c65frW7ppPHr0jvy/lf897Qc0QsGbLOYo0xZEqWeB2uib/bqaNk2pzV2lPga6E7Tiuro+VLDYoixc6pJ222+O8/UiH5mitm7k2OOIbbeiTROet27BNo/iYDVL59Kg3caxKnfqIq9NU8qphUFC78vg50z1VkYeBByUnIvCkNODpgIABK+g4TC3TfgiRAUJm4B3IkwYL1xh8DmLIGAH1ihJfhnrXZLcg1YCkQA/mSVsHUDvEpl30HkMWQmJgtFJvnyClFxiZOkbMCdBzjSpuMKvpWweibBA/wgygUEESRs7hJjpDGk+HpCFX8HmIaQDTDLIhqcYX3DI3iRXEwi/C9a8ULMgIqs9svpNyDROTgvgAADAXCJXvoL2W2Tx9BATHagWWfs2WUxRZpBSwPqUT0/IGifn9rA1AlafcsMYlpbhGsPgS1D8AUQOp+YoEb7RujFHlhxy4+GrpP4JHJUQvQ+xAFPh7n13q8CnFHueXUhgHjBwhPwHsPNt2tsAHiJSqAbw4NNHbcEuk4sC2g7Ir2N1EyZ/nyzFAAE4QfQQNspnnN2irdfkl1aD86uMrNj8v9T1Y7szhW3/LFyel/LN+YvXktUl0Vtm7tftbkXhfwij3+433xs0Q5fvuI2pf4F/yBmO4IwIPwfeaK/diC9nNBMupMAOgOwBiTHqQhoRPHjm33Y56bzWvrzMFyWJOUpAJGA5Uoa2OkSWP7O2/NbC2oLoJdgiXliP1mkDkxzvfrogQ0Z+4er569liTBLmQkTmHLFoFI4m/lYOtwvY9yeO7QwgC+Rc2DGk+6du3lo68aMRnOZuQ14Tl39bXLkrJGVN4Pn4RO0KAGKYWxIXH8t0QwRtHrY4TzjZNyMAMIjDwsSCxSQgnnvHHFJEazx3nrcE5UIHqWap2jqoHm6UtVGDsp6qamKmd3HyEKt9Z8HrqZ32q9GHW6PhBC3isNYHRTWsytqokW7WHd2BrjRRLAgybUGVut4ZWASsUU39ZOKmO1V5u8SPIJ3IDsZRJEnSdlnHdRbcna1GoS4wP2jyx1N/L9friv3QpbtxJkLTa7M4IHPzdmmZfLJVVlZb40YFHUxc7fgoaN3xrHK8k0RJ7NsZcd72Sw0ACK4FywGE6xhUkncj301dLzOI5KDJD59OztErCbR/g0z/EBZqDFogWpQ+nmVJuAI3G5jfgLaCKMMgAjmYZQ0YQHqe3mig24IwBq6hVEdTsgsivRytBSTmRAoiJLIQRYbJPIvmg6DEUXFUyagLq/NkeZWE30AqQS+xuRKG1aw+xgW4XsDl29CmaCan2xYCwBJcm8JKi4QU7fSUHC8AEGAX8BVJlnYxq2GiZpnUA0AM8+fhYubDFEUGQZfGSNRMOfI1eMNAr4E4Qa6hbmaJ8l1nX+ySTuGFo3wPpSA4PXQuiSg7H891WIc4gUi3Pf8D0nkfggAAsNyE98tD93wtupFAS4C45sGB+AbGCfAIEcl0A54nPBMaXxevUBTMs0WgKYiPsR0jYVDmZOchPvUYWeDp251XLoaLCU0nXv4DrbZ8/7Ajx6Wu+MqFpUtpdzVuhxBTw/4Pbf6wtncOik/G0xzHp5tynGE2zpplXhZvL89/IZuTmrsGQ3BEEXCWektAh5RpUj5526914zcXFjskghobbghxzjhnDWJxAM/b8H7xi53Xeu3UMNLgFHVlkGvNWB55fTg/82tvz5+TUcsSTRy4RluILZna3Npde4pDNwAgMYFwmWQ5xF0n0fqJmT31DAAEyCaRawG1wktAJWl/wnN7nFwpMZnQURAEnEQCAoa5FztWDJQBgMb5D/cGX+jShDhEjl4Xrq5c03EdRjmJfDEs8nHx3Y+erM+jpUpQB354oGakxDQ6/Wyztr5hjaO2wzgNaFPQamP/WCOcV1D2jXVTgoFYJLC6ABa1JS6IyKcXGdAju5/bYLdqVgNeGFzpsESCTG27wyyQ6zfZrY9sX1UTZUZ5UpayKmEhjeazYK5DOgEkjmiW3O2XTzQKGNQp6TJSBRSTELLEQgI3WtLL1gf7T/foeTo/L4Lr4D/BxYGTbfAR9cCJVEIfFVhvk+4Sa8WEC88EoZyKNm2XZmXLHY8d51lvgYmEcILMusDCwsQdcUU4nyZt6b120rLYc0WttzoElgVxHMeMXPjd/SNB4SJrL7DgWyjarhni5h7uWJLP1COaZ8kCpQwYw3DL8pOVrU/RYWyRUEqpwGzbsNP6VijQPca+T1vLRHl//n07+9CWkXCeU4mEAoZPZF3JuaI8mLoj+35C2gs0aqFgDBwmlCyPTwzILvG5taBNPBa2eg/5AuEVJhPXmT5zlaq9k9xRUraIYLUUGgMPjgAlaMAR/1yp6Wq0sJgyrp1q/NSRd1w2D5oAEdxZ6udcZ9s9fYcDQsOgiWkUO3rPpXewtUiAgamp/sB/8OSaFmdvryyv8LhD2bTAvjYBSMQj2d23bqSX0qjlWDMATcsRcG9aW7qcHHKxOMPnwhkRvhSuzosvriVzhJBGV7RCcDEhyjQjvf/YPSoOSUF+9UZngVKitecVUhchaYhjmA/8Hf0s73FllX3ltVbiaFT5clRD4Bvuc1ZIwrwd+mezZZdXWKdH2hIg19xWgQFuNTpbuv0+3JvxLZ/BEycD2419j+LQK402AZg5GgEACI4jtENjU+W9jbylxYzVpKCkchLKJA25jEggDQMzb8Rg/+l9G+/fHey12bBw/tP609j2d0oia5Kbf9pChQU79HtDvfeoT4IRKfTsG1pQB7iu9H5Du81ELAhvff24OJ6Us6AsqvWmdH6R0NQxnwV2UlZjqzceP/3yBszEjfWkKcqlV5cFEzVpYy/zMfWydK9c5B89NAAAtG5zQOK8mCAnaYo+1ZqoZR/s12wvdwDQC4Je5EpP/twHPautd4J7K0qrjj/oBZnMhyRCI4AIEEJ4zzjYpa3hcSLMOO9FNkbFQBgwxga3j9bCLGlEVAspU0OVgtLakjQWchb2stS3wnh+LPvPxlpCKpYS2QNHkE6t3jPDu/bU8Yn5kC0GBtB6g0EpKzx1882k78mGU0o9SfNw6meX6zhhLW57oaLUeh/czWXtZ7T7h8zNxZZiwwkJBAbSd0RYicXvDI7wXEbD+QBbQgnCLFj0InZBdXSI9kraa0ndWCU1Cggixmpkgyaa6ufHUBnaRDSBaQTzpPbMGwDKCWnAz+m0fNYLermbtmMjTK0lDRpaWq+9A0DBnWek9smnU5GcYhCVgQyYJ84BWg4ePVcaJ0359BV961L3cjtoAyG6qq2ldaWgf7j96qtvBwuLVIKlpVO0rJzY0/mu3Rm9MDQ/w4txRoQvhVcvh3FmY6JQcKDeM5WDrXDysL6jDp3oX78iWj0vvJKaFWApSvDgvX5cP5oe8i/9+k+mYddzY3NdDZ3aUHivnt5tdrs823KH4jwGQWIFU8zzkca6ViWDXZjetY9OO1k/gUYThDZo1SEtE4SK6MT704gQADQdS5ib+Jpmpa61nJUvN+h21U6nOycSySOC0hHWRJWHo+NhE3f8Y5RD5f4i9diMQ/NZN5z6elrVtys43VwWAEBBc19vHIx4UpNszLRwk8YWkyM3r7E5cI/dXlbaVtZAq7SEOAVmY/KsfRQGQbAccm5oXRE7tH4+sIToVgfNo6e3WsmCXmwCrLzltXGFbTTUD+uNk5LWSQDdlgoJ4WADyjnzVCjn2EIRHOgjW3kU2VZadThnwA1ao3xQHzFY2KvLm4tFQjlaDLSU2pu6GKlyH3JGRMLVzcWk//gp3/RE2E51V5TEc1QlmzSnhRYBZe1MZ0FFkVSqZtVxM6kjkJN2lglO0ZpFE0+r2USosKHxsJUGgQRvcM2275QzEh6WFkmaE6AESBYyKU0q7aUovF/w/qEjRcghyYoOp5wBUEcsnLOte9WRp2dYLsJqu5hwEczJTipBoppn4tOh80SwVurmE+ubggqhuEWDnLKAsoboVv78ZLk0TztSCVM1gWMVI9oZD5QCY9awKlXu00SvZMiiosdD6gCttA4ASANlXR08see8vMRvrolzESFVU+SuZsWETPbw0eFv3h/besXGVI/UeLugG5PmTnlQ+9OX9xleAmdE+FIQGbTnna0r7U1jRaXJhNYflpvqaF4r6VFINGeimVboGCJXjdtQ/QN7pOp2d6vuhKzlPBpxe2J+sD18oupUmSOLvzKoA79b1ljZQUl3c7c9qj+ZfrbDkfVYeeVkCZSLCDLAyJnTW+dgQz/oNW4iN3lNh1N1UM0Otrbrmg72L4hgIZNBTGqrto4nJ/+lxNTZaQk75albifJuR4/G++MlJYIRkSk+2jb5M9eIiS+9HMVhCtTXpNmrla180EEUFpOnHYtZ5sK4SCloQ0HZYTn9Yf/Rjp5Rfoti12qXHAwHLiiLBFBhrNMXiuhg92juWFRxuwo5SCq0NXFTyz49TISldV5WNGQhOKWYb9C6yUfjdVO59oQfG8CXwsWtqhNJbQmvSjM99XVBwDCpkjTnhPJJTql7gRc6DYpWp+CCEKPCYmZL8lMoNgyyKAu5s1rks1/XgR2XfD9iMhUBkRglRIbKO7yp4/6D5zEToU2U5q0IJCVIXaPrrD7e3LqRD2qrho15pbPS7UShtMJXbYKfCs8ttWnU0t1uU5deEQCvhWCRELGgDOvYuSfF07WuaHdMElREoWOVFDxWqB0yCoRaRhtlnv/KhddhWodimlDvLG+ML7Up9PRe+bSNvDdP0jkfSZ07LAq2o6u71eNjsez9e46SwualrmBrepYI/YvBGRG+FO7vN2lEMmI9E/vK3+nXn5Z/DqOf27sHaiH1GZUVwQONHx/kG8Xx2tfDTSNoMdovbt1/EZFQib/zJ9O5mFFDH2zbYfOyWmUOcfOgWkmSMGVJHPCIsPpFThEj3/xR/zb0IQ1J0bwo2Ho81YPShjtle448evSy3+dfDdQOHw1n/1538vVOezWVPGKgAPcGZrRdD3w9+rSZN6zjjuRgTENK1Ov9/ZksCABJYmmSRyxATwLBo4BSaSmYTo7Hek2mtjDBJG55Thn3PpiUqYT80MZYGSxIuZBxQaytmUK7rwdPFO8mJ2rAyGzaaWg0oRrRl3v61DF5SQGiMsoYJ9RW+cS+KBaZ+HETxlnIuLcNeVEHR98OTBSLTGZgWkMy09Gy8vbd/r3lVrbcStbCCGKCiUm4zo76TU5cacMpJCYMhSWubRtxwmt6X5t9PRKUVmRKEykjQojx6vkyUeijOYfR1HvhNfHaoic8FGnMCTayflYRcC7sKBFUtHGGMZ97yilz6AGR2MfF5PbweSG28Y7GZZwJ7jRYThXWRfPd3fX+M1lXEgCbw83+tDH0/UH13u60nKV7fvfuX66l988BZ0T4UtjYtkpXzFZek082T13592678bBKJKUexhM/OuEH+wQH23hw0gz7BHY2EQDXX3DePh2D2mpjF3sgpR5VZqc53cr2EF7Mgk9QO1/nMDp1n/zLiD2t393bvLaYrs5HAqyt1HcfHuE5K2vekxSNGrlxrj4azR7xBoCNfHz1Eq9cHTGhCWm1GBFWOYPxceoa1LpiRRW6TsDBQV2XO9XxN/PObrlyiQsuS4SDYXP79J9tYixmFUssb8jO/lidPnxWWM9bVZMQzmm++xnvVb8pbJJDwqnzYfSi7XuzzIc4XGsngnkanLo6Hpb1w7JuD9hXr3SuJmFbAE+tjY5824G2IxyeTzOaCsl8oDWK2bOJxvv1YvBqKKKEMu7I+DlVV8bLjhpoJ2M+GPt9Y0JOpRCYSmvrg2e6d1OFRaBDWTBUuaKQUN3goNAA+NHO+N7gCPc3FitRsS4XXtgKDhr14WSyXj7/UR5s2rv3DropbSrcHf84C/8MPx7OiPClMB7gePBSWYj+AfZfWMD754atcjImZCFlu5Nm8jmlPs/webFVmq2Ho3BzHEkIg+dNqk/w/YdFskDmQn570nzz1ovsc+7um85W/+JihIYut8U+IWFA+rXW7DjJjRr//vaodx5IQI0ju7NcINb3/DsfTS6eE/0D/6OPXxS6jSv/uJnKdng/tx/tfsYx505/snKJNgYejD5jUm2ncNv1qLuS7h3oh/0XvYSF8evT0RpxnvgPtz/D6nJi3O/fHnwVg2UUauh3p8fvfKc/XFpBykWSwN5A3Ts4NRjdLexOPYJMWo/3959/7miKf3ZvcnUp3n5s7m/oxwPblvStGwkH0Vd69Cwi7CzAe5vl26+CUrZyfpS7g7Guary1M5t6P96fLq2SluD7hbuT19/fPvIAhwcIAJMT8esZ/lnj+Io9w78y6LTIl24Gl9bkH/5Z8Xjv7HT5/zNWL9B8jJMTHuinYaFNVs/xc+fE3CL/4YfVBx/MPoe9/aZ8/ZVoPLX/5JvVtHzZm8/E3AK5eIE3tb9167M34p/8sqhL/8EsMetjOD9Pls7zg6Hb3Pzsl/Arb8gb14L//bdeNuHQ7ZDRePZ/fW6Bfu3LaRTBKDe/8wefwaxvviGMww8/fKnD7klcf4WCJRTJ7fufcYcsI199O3AKRgP7w09+zI87wxnO8DnQ7p4ddM7wlxpL586WwBnOcIYznOEMZzjDGc5whv+vPTgkAAAAABD0/7UnjAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADMVyRhAAAAI0lEQVQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAANwCXMOSwWIO/3wAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(filename='data/diffusion/sf_both.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Introduction to Tractography\n", "\n", "Local fiber tracking is an approach used to model white matter fibers by creating streamlines from local directional information. The idea is as follows: if the local directionality of a tract/pathway segment is known, one can integrate along those directions to build a complete representation of that structure. Local fiber tracking is widely used in the field of diffusion MRI because it is simple and robust.\n", "\n", "In order to perform local fiber tracking, three things are needed:\n", "1. A method for getting directions from a diffusion data set.\n", "1. A method for identifying different tissue types within the data set.\n", "1. A set of seeds from which to begin tracking.\n", "\n", "Here we will use Constrained Spherical Deconvolution (CSD) [Tournier et al., 2007](https://www.sciencedirect.com/science/article/pii/S1053811907001243) for local reconstruction and then generate deterministic streamlines using the fiber directions (peaks) from CSD and fractional anisotropic (FA) from DTI as stopping criteria for the tracking. As before, we will be using the masked Stanford HARDI dataset.\n", "\n", "## Estimate the response function and create a model\n", "\n", "For the Constrained Spherical Deconvolution we need to estimate the response function (see Reconstruction with Constrained Spherical Deconvolution) and create a model." ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "from dipy.reconst.csdeconv import ConstrainedSphericalDeconvModel, auto_response\n", "\n", "response, ratio = auto_response(gtab, data, roi_radius=10, fa_thr=0.7)\n", "\n", "csd_model = ConstrainedSphericalDeconvModel(gtab, response)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Model fit and computation of fiber direction\n", "\n", "Next, we use `peaks_from_model` to fit the data and calculated the fiber directions in all voxels." ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [], "source": [ "from dipy.data import get_sphere\n", "sphere = get_sphere('symmetric724')" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [], "source": [ "from dipy.segment.mask import median_otsu\n", "maskdata, mask = median_otsu(data, vol_idx=range(10,50), median_radius=3, numpass=1, autocrop=False, dilate=2)" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 9.8 s, sys: 3.38 s, total: 13.2 s\n", "Wall time: 8min 53s\n" ] } ], "source": [ "%%time\n", "from dipy.direction import peaks_from_model\n", "csd_peaks = peaks_from_model(model=csd_model,\n", " data=data,\n", " sphere=sphere,\n", " mask=mask,\n", " relative_peak_threshold=.5,\n", " min_separation_angle=25,\n", " parallel=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fiber tracking\n", "\n", "For the tracking part, we will use the fiber directions from the `csd_model` but stop tracking in areas where fractional anisotropy is low (< 0.1). To derive the FA, used here as a stopping criterion, we would need to fit a tensor model first. Here, we fit the tensor using weighted least squares (WLS)." ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [], "source": [ "from dipy.reconst.dti import TensorModel\n", "tensor_model = TensorModel(gtab, fit_method='WLS')\n", "tensor_fit = tensor_model.fit(data, mask)\n", "fa = tensor_fit.fa" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this simple example we can use FA to stop tracking. Here we stop tracking when FA < 0.1." ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [], "source": [ "from dipy.tracking.stopping_criterion import ThresholdStoppingCriterion\n", "tissue_classifier = ThresholdStoppingCriterion(fa, 0.25)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we need to set starting points for propagating each track. We call those seeds. Using `random_seeds_from_mask` we can select a specific number of seeds (`seeds_count`) in each voxel where the mask `fa > 0.3` is true." ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [], "source": [ "from dipy.tracking.utils import random_seeds_from_mask\n", "seeds = random_seeds_from_mask(fa > 0.5, seeds_count=1, affine=np.eye(4))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For quality assurance, let's visualize a slice from the direction field which we will use as the basis to perform the tracking." ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/miniconda-latest/envs/neuro/lib/python3.6/site-packages/fury/colormap.py:229: RuntimeWarning: invalid value encountered in true_divide\n", " orient = np.abs(orient / np.linalg.norm(orient))\n" ] } ], "source": [ "from dipy.viz import window, actor\n", "ren = window.Renderer()\n", "ren.add(actor.peak_slicer(csd_peaks.peak_dirs,\n", " csd_peaks.peak_values,\n", " colors=None))" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [], "source": [ "if view_mode == 'create_plot':\n", " window.record(ren, size=(600, 600),\n", " out_path='data/diffusion/csd_direction_field.png')\n", "elif view_mode == 'interactive':\n", " window.show(ren)" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(filename='data/diffusion/csd_direction_field.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Streamline generation\n", "\n", "Now that we have the direction field, we can generate the streamlines of the tractography." ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [], "source": [ "from dipy.tracking.local_tracking import LocalTracking\n", "streamline_generator = LocalTracking(csd_peaks, tissue_classifier,\n", " seeds, affine=np.eye(4),\n", " step_size=0.5)" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [], "source": [ "from dipy.tracking.streamline import Streamlines\n", "streamlines = Streamlines(streamline_generator)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The total number of streamlines can be check as follows:" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "25965\n" ] } ], "source": [ "print(len(streamlines))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To increase the number of streamlines you can change the parameter `seeds_count` in `random_seeds_from_mask`.\n", "\n", "## Visualize streamlines\n", "\n", "Now that we have everything we can visualize the streamlines using `actor.line` or `actor.streamtube`." ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [], "source": [ "from dipy.viz import window, actor\n", "ren = window.Renderer()\n", "ren.add(actor.line(streamlines))" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [], "source": [ "if view_mode == 'create_plot':\n", " window.record(ren, size=(600, 600),\n", " out_path='data/diffusion/det_streamlines.png')\n", "elif view_mode == 'interactive':\n", " window.show(ren)" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(filename='data/diffusion/det_streamlines.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Using Various Tissue Classifiers for Tractography\n", "\n", "The tissue classifier determines if the tracking stops or continues at each tracking position. The tracking stops when it reaches an ending region (e.g. low FA, gray matter or corticospinal fluid regions) or exits the image boundaries. The tracking also stops if the direction getter has no direction to follow.\n", "\n", "In this example we want to show how you can use the white matter voxels of the corpus callosum to use as a seed mask from which the streamlines should start. For this we first need to create a corpus callosum mask. This we can get from the `labels_img`:" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotting.plot_anat(labels_img, cut_coords=[0,-20,0], dim=-1,\n", " draw_cross=False, cmap='nipy_spectral', title='labels')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this label image file, label 2 represents the corpus callosum. So let's create a mask from this:" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cc_mask = np.array(labels_img.get_data()==2, dtype='int')\n", "plotting.plot_anat(nb.Nifti1Image(cc_mask, img.affine, img.header), cut_coords=[0,-20,0],\n", " dim=-1, draw_cross=False, cmap='magma', title='Corpus callosum')" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [], "source": [ "from dipy.tracking import utils\n", "seeds = utils.seeds_from_mask(cc_mask, density=2, affine=img.affine)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have the mask, we can run the streamline generator again, but this time using the corpus callosum mask as a seed region." ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [], "source": [ "from dipy.tracking.local_tracking import LocalTracking\n", "streamline_generator = LocalTracking(csd_peaks,\n", " tissue_classifier,\n", " seeds,\n", " affine=img.affine,\n", " step_size=0.1)" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [], "source": [ "from dipy.tracking.streamline import Streamlines\n", "streamlines = Streamlines(streamline_generator)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualizing the corpus callosum fiber tracts" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [], "source": [ "from dipy.viz import window, actor\n", "ren = window.Renderer()\n", "ren.add(actor.line(streamlines))" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [], "source": [ "if view_mode == 'create_plot':\n", " window.record(ren, size=(600, 600),\n", " out_path='data/diffusion/deterministic.png')\n", "elif view_mode == 'interactive':\n", " window.show(ren)" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 67, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(filename='data/diffusion/deterministic.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Connectivity Matrices, ROI Intersections, and Density Maps\n", "\n", "This example is meant to be an introduction to some of the streamline tools available in Dipy. Some of the functions covered in this example are:\n", "\n", "- **`target`** allows one to filter streamlines that either pass through or do not pass through some region of the brain\n", "- **`connectivity_matrix`** groups and counts streamlines based on where in the brain they begin and end\n", "- **`density map`** counts the number of streamlines that pass through every voxel of some image.\n", "\n", "\n", "## Create the tractography\n", "\n", "To get started we'll need to have a set of streamlines to work with. We will use again the Stanford HARDI dataset and use `EuDX` along with the `CsaOdfModel` to make some streamlines.\n", "\n", "We'll use `peaks_from_model` to apply the `CsaOdfModel` to each white matter voxel and estimate fiber orientations which we can use for tracking:" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Creating new folder /home/neuro/.dipy/stanford_hardi\n", "Downloading \"HARDI150.nii.gz\" to /home/neuro/.dipy/stanford_hardi\n", "Download Progress: [########################################] 100.00% of 87.15 MBDownloading \"HARDI150.bval\" to /home/neuro/.dipy/stanford_hardi\n", "Download Progress: [########################################] 100.00% of 0.00 MBDownloading \"HARDI150.bvec\" to /home/neuro/.dipy/stanford_hardi\n", "Download Progress: [########################################] 100.00% of 0.00 MBFiles successfully downloaded to /home/neuro/.dipy/stanford_hardi\n", "Dataset is already in place. If you want to fetch it again please first remove the folder /home/neuro/.dipy/stanford_hardi \n", "Downloading \"aparc-reduced.nii.gz\" to /home/neuro/.dipy/stanford_hardi\n", "Download Progress: [########################################] 100.00% of 0.06 MBDownloading \"label_info.txt\" to /home/neuro/.dipy/stanford_hardi\n", "Download Progress: [########################################] 100.00% of 0.00 MBFiles successfully downloaded to /home/neuro/.dipy/stanford_hardi\n", "Downloading \"t1.nii.gz\" to /home/neuro/.dipy/stanford_hardi\n", "Download Progress: [########################################] 100.00% of 1.10 MBFiles successfully downloaded to /home/neuro/.dipy/stanford_hardi\n" ] } ], "source": [ "from dipy.data import read_stanford_labels, read_stanford_t1\n", "\n", "hardi_img, gtab, labels_img = read_stanford_labels()\n", "data = hardi_img.get_data()\n", "labels = labels_img.get_data()\n", "\n", "t1 = read_stanford_t1()\n", "t1_data = t1.get_data()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We’ve loaded an image called labels_img which is a map of tissue types such that every integer value in the array labels represents an anatomical structure or tissue type 1. For this example, the image was created so that white matter voxels have values of either 1 or 2. We’ll use `peaks_from_model` to apply the `CsaOdfModel` to each white matter voxel and estimate fiber orientations which we can use for tracking. We will also dilate this mask by 1 voxel to ensure streamlines reach the grey matter." ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [], "source": [ "from dipy.reconst import shm\n", "from dipy.direction import peaks\n", "from scipy.ndimage.morphology import binary_dilation\n", "\n", "white_matter = binary_dilation((labels == 1) | (labels == 2))\n", "csamodel = shm.CsaOdfModel(gtab, 6)\n", "csapeaks = peaks.peaks_from_model(model=csamodel,\n", " data=data,\n", " sphere=peaks.default_sphere,\n", " relative_peak_threshold=.8,\n", " min_separation_angle=45,\n", " mask=white_matter)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can use `EuDX` to track all of the white matter. To keep things reasonably fast we use `density=1` which will result in 1 seeds per voxel. We'll set `a_low` (the parameter which determines the threshold of FA/QA under which tracking stops) to be very low because we've already applied a white matter mask." ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [], "source": [ "from dipy.tracking import utils\n", "from dipy.tracking.local_tracking import LocalTracking\n", "from dipy.tracking.stopping_criterion import BinaryStoppingCriterion\n", "from dipy.tracking.streamline import Streamlines\n", "affine = np.eye(4)\n", "seeds = utils.seeds_from_mask(white_matter, affine, density=1)\n", "stopping_criterion = BinaryStoppingCriterion(white_matter)\n", "\n", "streamline_generator = LocalTracking(csapeaks, stopping_criterion, seeds,\n", " affine=affine, step_size=0.5)\n", "streamlines = Streamlines(streamline_generator)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first of the tracking utilities we'll cover here is **`target`**. This function takes a set of streamlines and a region of interest (ROI) and returns only those streamlines that pass through the ROI. The ROI should be an array such that the voxels that belong to the ROI are `True` and all other voxels are `False` (this type of binary array is sometimes called a mask). This function can also exclude all the streamlines that pass through an ROI by setting the `include` flag to `False`.\n", "\n", "In this example, we'll target the streamlines of the corpus callosum. Our `labels` array has a sagittal slice of the corpus callosum identified by the label value 2. We'll create an ROI mask from that label and create two sets of streamlines, those that intersect with the ROI and those that don't." ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 27.2 s, sys: 560 ms, total: 27.8 s\n", "Wall time: 27.6 s\n" ] } ], "source": [ "%%time\n", "cc_slice = labels == 2\n", "cc_streamlines = utils.target(streamlines, affine, cc_slice)\n", "cc_streamlines = Streamlines(cc_streamlines)\n", "\n", "other_streamlines = utils.target(streamlines, affine, cc_slice,\n", " include=False)\n", "other_streamlines = Streamlines(other_streamlines)\n", "assert len(other_streamlines) + len(cc_streamlines) == len(streamlines)" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [], "source": [ "if view_mode == 'create_plot':\n", " window.record(ren, size=(600, 600),\n", " out_path='data/diffusion/corpuscallosum_axial.png')\n", " ren.set_camera(position=[-1, 0, 0], focal_point=[0, 0, 0], view_up=[0, 0, 1])\n", " window.record(ren, size=(600, 600),\n", " out_path='data/diffusion/corpuscallosum_sagittal.png')\n", "elif view_mode == 'interactive':\n", " window.show(ren)" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 76, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(filename='data/diffusion/corpuscallosum_axial.png')" ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 77, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(filename='data/diffusion/corpuscallosum_sagittal.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Create the connectivity matrix\n", "\n", "Once we've targeted on the corpus callosum ROI, we might want to find out which regions of the brain are connected by these streamlines. To do this we can use the `connectivity_matrix` function. This function takes a set of streamlines and an array of labels as arguments. It returns the number of streamlines that start and end at each pair of labels and it can return the streamlines grouped by their endpoints. Notice that this function only considers the endpoints of each streamline. Because we're typically only interested in connections between gray matter regions, and because the label 0 represents background and the labels 1 and 2 represent white matter, we discard the first three rows and columns of the connectivity matrix." ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [], "source": [ "M, grouping = utils.connectivity_matrix(cc_streamlines, affine, labels,\n", " return_mapping=True,\n", " mapping_as_streamlines=True)\n", "M[:3, :] = 0\n", "M[:, :3] = 0" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We've set `return_mapping` and `mapping_as_streamlines` to `True` so that `connectivity_matrix` returns all the streamlines in `cc_streamlines` grouped by their endpoint.\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now display this matrix using matplotlib. We display it using a log scale to make small values in the matrix easier to see." ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "plt.imshow(np.log1p(M), interpolation='nearest')\n", "plt.savefig(\"connectivity.png\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In our example track, there are more streamlines connecting regions 11 and 54 than any other pair of regions. These labels represent the left and right superior frontal gyrus respectively. These two regions are large, close together, have lots of corpus callosum fibers and are easy to track so this result should not be a surprise to anyone.\n", "\n", "However, the interpretation of streamline counts can be tricky. The relationship between the underlying biology and the streamline counts will depend on several factors, including how the tracking was done, and the correct way to interpret these kinds of connectivity matrices is still an open question in the diffusion imaging literature.\n", "\n", "## Compute density map\n", "\n", "The next function we'll demonstrate is `density_map`. This function allows one to represent the spatial distribution of a track by counting the density of streamlines in each voxel.\n", "\n", "For example, let's take the track connecting the left and right superior frontal gyrus." ] }, { "cell_type": "code", "execution_count": 80, "metadata": {}, "outputs": [], "source": [ "lr_superiorfrontal_track = grouping[11, 54]\n", "shape = labels.shape\n", "dm = utils.density_map(lr_superiorfrontal_track, affine, shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's save this density map and visualize it" ] }, { "cell_type": "code", "execution_count": 81, "metadata": {}, "outputs": [], "source": [ "# Save density map\n", "dm_img = nb.Nifti1Image(dm.astype(\"int16\"), img.affine)" ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 82, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Uq1atxC/Snj170qFDB4YMGcKLL75IZGQkM2bM4MKFCzz66KNuuSZn4HXo0CHS09Ndv3fu3NlV9bJ//37279/vCkJ37dpFcHAwNWrUKNB+Iz9vb2+ee+45xo4dy6BBgxg5ciTe3t5s2rSJw4cPExMTwwsvvECPHj2KHYBr7ty57Nq1i+7duxMVFcWePXt47rnnuO222+jduzcAdevWpW7dugX2++yzz/D19S3xfhQR9+jbty+bNm0iOjqa9evX8/jjj5d5FrDE1pgVfSnK008/7Xrd4XBYYWFhVtu2ba0pU6ZYcXFxhbbPyMiwnnrqKev666+3fH19rejoaKtnz57WmjVrXNs0aNDAeuSRRwrs9+sW/S+99JLVtm1bKzQ01AoODrZuu+02a8WKFcVub1mWtWjRIqtJkyaWr69vkddTp04d67777rtsa3fndV+uZfyve20cPnzYuvPOO61q1apZ9erVs6ZPn17oOM5yb9++3erQoYPl7+9vNW7c2IqNjb1smdLS0qzx48dbNWvWtPz8/Ky2bdta69atu+Jyl7RdTk6O1aRJkwI9QZKSkqwJEyZYdevWtXx9fa06depYAwcOtL788kvXNomJidY999xjVatWzapZs6b197//3RozZozVunXrQtee/z1LSEiwHnjgASs8PNwKCAiwOnXqZO3YsaNAmUpzvxSnuHs9f++e/Pd4/qVz584lHtuyLGvZsmVWu3btLH9/fys0NNS66667rC1btlgHDx60QkNDrb59+xbogZHfxo0brQ4dOljVq1e3fHx8rLp161p//vOfraSkpBLPqV4bFWWx32L/2LFjVrdu3dx8XC3u7lnx6/dp+vTp1po1a9xyD5SwlPeNfXVLZbZv3z4LsDZu3Fiu5SjtF6Cny87Otpo2bWoNHz68vItSZZX350nlXxRIVO6l4PtUp04da+/evdbMmTPdcg8Ut1Taqg1PlpiYyMGDB5k6dSotWrTgzjvvLO8iVUoffPABv/zyCy1btuT8+fO89dZbHD58mIULF5Z30UREbFuxYgWWZRESEsKmTZt4+umny/R8VaqxpadYvXo1d9xxB3Fxca4hmsX9goKCmD9/Pv369WPYsGGcPn2a1atXl9iAVESkohswYAChoaF07tyZG2+8scxn3nVgUhMey7I56JOIVDwKmsua3YkKczl27Bhjxoxh06ZNbjyuuFfh9+m5556jefPm+QYUtH8PFEdVGyIiUiq+vr4Fuovn5OQUOZeQVBwzZ87k+PHjtGrVir1795bJOVS1ISIipbJ27VoyMjJcS1GzFEvFcubMGRYuXMhTTz1VZudQ1YaIVBiq2ihr7k9rX91xxb1Kkx1y/z3g8RmJ/NNCi4jn0t+yiGfy+IyEiIiUljISlVv5ZCTU2FJERC5DgYJnKJ/3yeOrNkRERKT8KJAQERER2ypB1YZSbiIiIuVFGQkRERGxTYGEiIiI2KZAQkRERGxTICEiIiK2KZAQERGP1yiib6m28/EOx8c7nJqh7akZ2r6MS1U1KJAQERER2yrBENka8rXyK8thX0WkqggPbsHg0IEArEzdAEDC+e2l2tfh8APgd6ETAFifPKMMSliRFf85XKUDiWPHjjFmzBg2bdrkxuOK+5n3Kjo6mtzcXFJTU1m3bh3jx48nLS3t4jZ6v0SkZP6+MWTlnAXAsrKASwGC83cpTiWe/VOqjr59+xISEkKbNm24+eabefzxx8u7SCIiVZ4CCfE48fHxrF+/njZt2pR3UUTEw4ypNZkxtSa7fresLGUjrpICCfE4derU4a677uLIkSPlXRQRkSpPgYR4jBUrVnD+/HlOnDhBQkICTz/9dHkXSUQ8SK/gkdQNclA3yIHD4edqHyFXR4GEeIwBAwYQGhpK586dufHGG4mKiirvIomIVHmVYPZPqWq2bNnCggULmDFjBgMHDizv4oiIhziVl8zc0wcA8PaqBkBObunaRzizF63D7gdgcTvze/edBwE4mbTZrWX1JFU+kPD19cXf39/1e05ODrm5pRm3QMrTzJkzOX78OK1atWLv3r3lXRwRkSqryldtrF27loyMDNcybdq08i6SlMKZM2dYuHAhTz31VHkXRUQqKGc7iPDgFoQHtyAQf/wdwfg7gq/4WM7eHU28Y2jiHcMNA3K4YUAOHbxvp4P37VW6vUWVHpCqbI4r7qeRLUWk9F69aSoA57MdAOw5Y6ovkvMy+Cx5pq1jOgOF68J7ArCgWRMAWlwXD0CHj7M5cG6Z/UJXeBqQSkRERMpAlW8jISIilcMjDUxVZ9doMwz27IMRANwUYbIJr8V9YOu4+astEjL2X/yXyUiE/a0dAN+/04J7oxsD8EHi87bO46mUkRARERHbqnAbCRERqUxmtzBtI741CQkycvMAqBlgvidmnfgXOblJgP3Jupz7hQXdAMBfaw0CYOrCaq5t/uf3ZjLBt3559oqvoeJSGwkRqeDqhHelTnjX8i6GiFwhtZEQEZFKIdo/GwA/L18AvrhwGICYjNoAeHsFAOEABAfWvbhtEAAJ57eX6hy/zmC8GrccgK969WJIAzMm0eJzS+xegkdSICEiFYKzb39s28e4e/eL5Vwa8URhvjkADKhrft6U2hS41A20xplRfJK5qsA+Z9MO2jrXhcwzAEQFNQMgyUrjXz+ZOpXsnDRbx/RUqtoQERER25SR8HA3RtwDYHsglODA6wFIvfBft5VJ5GrUD7pAl7CHAVyDB/n7xgDwerPRABxO9eafP/4LwNV4Lj/d11VT2+vjANh6yFRb1A801RBH8kwDycZhPvyU+FsAkr0SATh1cd+k1ML3UUkC/c2kgQOC7wAg1M/BwrNfAJCZfarY/SojBRIeytVyOC+ywO+lbYHcKKIvAKm5CeY4/vWBghPP+HibusSiPqhF3K2tV0sAQvzPcsrLpIidAcET9e8DINTX3N/7z+XSLXgMAN9Y5sPb9+IkTCGOGpzK3o+IXBsKJERExOM5HH6s+L4hAI2DLwDw/XnTkPKreNN1cXfe95zNPQbAhXTTxiE3L8PW+Xr49wNgQF1zrhUnAjmT9h97hfdwCiQ8VFBAPQBuCKgOwPbk0mUi2oeNNf8w3atp62ueAs/nmP07RN7OTznnANhx/m13FVfksvqbW5rdp6tzNvcbABr7dwbg1oh0ANbFmazDqbzT1PcxoxbWzm0OQLRl/hZahFVj1okN16zcIlWdAgkREfF4lpXFvmQz8FSfpqcBePk/psp3l2W6diZn/uTqUeHrY7IVmRfstWeoGWjO5e91cdCrQIer3YTaSIhHqOZrbthQX9PxprRtJDIdmQD4W/4F1veqEwiYFGCMV5hbyypSEue92yLiPAB7Ei/df0OiTaO5ZjV/BuDJ/5gvgUxHJll55gO8gaMmAF1qm7EDGgdl8vKPJbfrqRPetUB7oPycbYPuCB5pe6ZIkapEgYSIiHi8OuFd6VLTPCgdOFkDgM+z1wCQlPpDoe0zs6/ufO8lfQhAzUAzRPZfOx1m9GkzgVfdVYXPV5kpkPAwziGEb3W0B+BEmvlrcLaZuFx3t/MOk/KrYV3sHhVsbgE/LzPlSodob76KN9t6X2wFn5N7ZWPRi1yJ2mEdAfg51aSa+zT9ibUnuwEQ4G3uy3cPmvv72/S5rv1+CWwAwODQ3wHgd3FUnK8SC2bbiuIc/KokYV4BtAkfZc6b9O/Lbi/la0rdO4gONFmtjBxT7ZB64QRwKcuUn7t6o82OX29+fgCjo3q65ZieRgNSiYiIiG3KSHiQ4MDrGV7dDKZyPss8qe1KMV2YSjskq3PciJbepqV73SBznDOZZgjZW8Iz+SzP4b5CixSjZqjJqk2qbQb02ZNk7rvGSUGuhmwdo8wT5msHTQYhfyO2m6oNBeB8tmkrcSbT7JOVW3ybIec5m+Q15aTvTuBS97/cPNMzJDrkZgBuifLjo6NmHgXnE22Anxm3RQNdVTz1A7NYG2fa15xIM59rzqxDURkJd3kgwmQhNiWfcA1IZXdmUU+lQMKDhPnXZ2DdZADeORoKwO7UxUDp0nThwS0I9jYN0w5yFAC/+MYAPNjE3PBtr4/jSFojAD7PNtUfVzrim0hpVPc2VRO96pjqtrE7AgDw86oJmC+CxvVMoHzLGXO/LztrRrjMzD7FKa9fAAjLMvdrh0hTP77w2KWqDeeAVrf6mQHYmoeEACYAbxb0/wA4nrMDuJQGHx9tgvWvE7Jcf1fhwS0AGB1p6sNf/vGZq7t4kUpEgYSIiHi805k+NA81D0TvnNlX4LWyGJ3X2YAztJYJLlv61yIhw4xlctIqukdQZaVAwoPc6mhP8xbHAVixdy9wZX8gSak/kETB1sQHL6bgDh+4H4AFgRGumfKc0+uKlIWDSSsAGLhrAADH0rcA8O3JKNe9F7rNpI0DTK2FqxrC4fCjQZ4Z1j304ouPHjDVdv9J+9h1DufQ7/6W+ahzVoMAZDhSgUv3uXPI7VBfkw35PHuNK6PR0Oc2AH5KNbNK/qfHQzT75A37Fy9SiSiQEBERj+Wc0K2Gfw7RgSbQrJFnqmWPXXxQciqLNgvO3kKhvl58mrkbqHrzFCmQ8CA3Rfjx4VemPvhk0hK3HNP5h/Vd8iIA1v7ymOuJLD37jFvOIVIU573nzEw4f8/foPKfaQcBGBY1DrjUINLPpzqZmOzA+gumgdvplG8KHAdwzX2w1ecnAOp6tQUgwBFMinW6QHnqB5lB2Vb9bOZOiPG9iXZBTQDYmXUYgK9ytwGQktmq0PU4J8IbGGoaa6odxbWRlWMmeHvo8A4W32T+7084DgDXprHjnjPmPszKy+OX5K3X7LwVibp/ioiIiG3KSHgA5yBUAd4w71h6mZzDGUH/b/wXfHSz6RqacTCxTM4lkl9JT2/O1PDWrL0FtvX1CeICppdGUZkIZ/c759Oq8+eRLHNPBwfWdc3eeNq6mOVwpqh9zL69g28kIcPMGnk290ez38VeT28dCXV1JXWe35mJiDKdT2gTPkoDWV0Dzve9g/ftbD5tvtLKYxbO39T04yCmvc+vs2yVnQKJCsxZzzY0zHRHi/K32JbuniqN4pxJ+w/nM80HYu/QhwBYee7FMj2nyOUkZOwHLnXnTL3wX4757gFK/rC+NDpr0sWfZtvktHQCgkyj4hqYbW66ONTAkPqmnn1rYjBLkr8CLgULZy8eb2VuAv2DzYiaURdHM3R2zXaOZaAgQqoKBRIiIuLxAnwcjG5mJnd7Nc5MaujMRJVlZuD7vCMAPBhRn/1Jpk3NgSqSiXBSIFGBtQgx/ZMzck3jx1U/X3A1RCtupLarbSWcm5fBypNmFMExjU3qeNtBk8JNOL/9qo4tYpdzJElnRgIuZQmK4vziyM0r/nVndUmTvKYAtKtu5q358ITJKLx9Zj1nLzb29PMx4wM4v5h6BnanZy2z/V3tjwNw7oRprDn726+v4MpEPJ8CCRER8XjfZ8ax8qhzNN751+y8YXlm2PSMXG+WnX37mp23IlEgUYE1cJiGXbdHmQZfm9J+cmUinN3g3J2yy8lNYneSmd9gSAOTCbnZYdporEcZCSlf+ee4KM29X9I2x5LMrI1cTO5N/c5kJrZmvVfoXM6NnLPsAmTkmtaZPhHmZ/fFZr4bZe6uLWfD2hG16zCmv3nPXjt5DwAHzi0r8/MPiDFTlvd+PI3A4aZKJX8X5qpA3T9FRETENmUkKrBQPzP0b5f6ZnKi8Uf2l1kmIj/nZEjJWWZ44ZoBFydBSi6zU4q4RijMzcu4Jve589hHz602P1ld7LbO8oBJY2/N2kvGzy0BmDHb9Pc8UEQvjZ5hkwBYnzzDLWWWwpzvY5hPHj73mKHMBy42bVleOFf258+62A5n72uZlyZ1S/2hhD0qH2UkRERExDZlJCqwjBzTRiG0hunX3tm3D6t4pczP287PdGEK8zOTGiVklPkppQpz1nF/0u5eAFpcF8+bu0zvDOfT3uYE027ny9QFwLWfw8D51OtsN5F64b/85G2G5vb2Cihyn0YRfbklwow78Vn6penPpWzcHp1I8kvHARhY17RVWHt2FFA2Y3o4p5b/ayczfLpvOOzeUzW/UqvmVXsI57j+R4+akSYfaZbF53tvAC5NYetugyOn8HJ+gXKeAAAPBUlEQVQnMy/B699eB8CG8xqQSsrOxPqPAdBheTMArKgaTP7SDASVe0cHAP422bSGf2PtnwH4LC6bXZZp1JiWY+bMKKu/ieJcCmZMQ0xn1UxUkLmOJnlNWXv2BKAAQio3BRIiIuLxtsVHMmKo+Xfz3fEAnP8+rczO1zeoPwCBb3Z1rQv798YyO19FpkCiAjuZtBmAh/e0BuCj+37hlVRz8044bGYoLNhF7co508p/qjMZgFkP/8xfZjYEYPYJzV4oZW9Tsnlqt6I6AeC17wesfSYrxsWMhM/00QCMn25WjwfW3W6q/jLzzFDXm+MHArAvJYVdWabh5NX+fZRGgF9kkevrBwWy/fyOIl8LD25xzTMoImVFgYSIiHgs58NQfKY3eSPuNit3zwOgJaZauKQeOXY1DvUutM5Z3VbVKJCowJyDTzkbmI1c+icWP34SgMbLTWbiqX2mNdphx3cAxKd8U2zXOYfDzzWgTnM/M+HQo43NcMCdGh0HoPez0axPfrYsLkekSM6GcHWq7wPggYieTL7NDM9e/cIiAFYsNu0P9p03XxpT/55E73+aBnX4m3WdXjH7R87oRtyfTV/lhh+Z2T5/3SDSHW0WnF9gGRdnFG0cav6mWno1BqBRiIPU+BMFtnUOtR3jexOrOpjtO31V9g2oKzPn59xdtc/i/cmnACzYYhqMH+Sg28/nfC9DfU1G7MhdsQDUqZ9MC6stACfZ7PbzVmTq/ikiIiK2OQCrvAtxdQqnlyoLZytwX58gALJz0mhTzdQDf3K3aTFerZkZLOqnT01y6d3DtfkqwWQkMskxx7mYeBp/gzcdbzBPSD/9EgHA2l/ME9I7CQcAOJi0okwHARJxF+eToVPT8AEA/E+tpnSMMt1Fa4ebn78khQKXpviee/oLVxukq+XsBhjjexMAWZj2S34Ecip7f4HXnmxgshX92h7j3e3m3+N+UAbwajjvg6zsj13rnm+2BYBpR0yPM3d+pjkzxbs63Q9AixXdTTni4vh/7U2bnMo5AFlusa+oaqMCu5R+jXGtO5hr+q7Xft98WA0MNc2U+9c1b/Jj9xzB946GAOTdbNJsjnjTgjnxud1M/bwRYBqkAey6OK9Ado5p3awgQjzFr+/VY6nmy+Oxw1u4J9E0zvz3yb4ARF/c5sb/Md1I+x9tzluH7wDgzbjXgCsfm8L5BXYh8wwAB9NWAODtZcaOCA6sS3vvXgA829LMFHrIxDXctjyXA+cUQEjloEBCREQ8lrPdyZG7Ymm81jS27BBpsrLeR01Ql5PrvgckZ3sbZza3ZZIJQPMaN2H8DccBWL/TbafzCAokPED+hmFZOWYMeedTz6KEfwKw7Ky5qX33B1HtNZNe8/UyA1o5B+zx8woCDpnj5JkMxLXoHidyLeT/O1l8ZjYAn0aZga3u9DfdSP990mQqmgOvXWyYd2ToGAA2pZqW/qXNTDgzIr9uuBngZxo09/Dvx+kc84U2cO9ewDSGhvxzd1zKbCgbKJ5KgYSIiHgsZyDn75vjWtelj6nO9d5tsgc5xVfv2z7flEOm/cX5rmZk1v3nDvB59kfuO5EHUWNLEakyEgY/AEBkryAcEaYR86wnTXbvtbhvATiWtB6wnyFoE27md/ghZbkru1FU1kGZCPdqHzaWEw7TaLy8hk2v3IqPxtT9U0RERGxTRkJEqozgQDOraDXfKPoH/67Aa34XH6veS/oQgOS0Q2WWLXA4/JSJEA9TfEZCgYSIVEk3RtwDwGtN6wPww/lAAE6kmbk7liR/wS/JWwH71Q/O6gvniLJ1A9q6XjtyfgNw7adEF7FHVRsiIiJSBpSREJEqJ/+omP3CJwIQ6mc+S26JNM9XYT55jP7edK+2k5FwOPxcYxw4u2071Qi5mfRsM5BVWsbPts8hcu0oIyEiIiJlQONIiEiVk//pf3AD8zx17wsmOfv+4+bJa+T3c1zb2emq6edT3ZWJ+PV+Cee3u+boCAu6wWzvFeR6TcSTKCMhIiIitqmNhIgIMK7uVACG1DfDxz/4nxOE5UUCsD359VIfx5m98PaqVqoeGRqYSjyD2kiIiIhIGVBGQkQkH2fbhafrD2TEzUcBiHz/A6B0WQMf73DXv69kjAjnftEhNwNwMmlzqfcVKXvFZyTU2FJEJJ/UCycA+Co+l/7nzCBVtcM6AqX7ci9t8JA/4IBLM4I6B8Hy8Q7XYFXiEVS1ISIiIrapakNEpBj5G06ChrOWqkyNLUVERKQMKCMhIiIil6GMhIiIiJQBBRIiIiJimwIJERERsU2BhIiIiNimQEJERERsUyAhIiIitimQEBEREdsUSIiIiIhtCiRERETENgUSIiIiYpsCCREREbFNgYSIiIjYpkBCREREbFMgISIiIrYpkBARERHbFEiIiIiIbQokRERExDYFEiIiImKbAgkRERGxTYGEiIiI2KZAQkRERGxTICEiIiK2KZAQERER2xRIiIiIiG0KJERERMQ2BRIiIiJimwIJERERsU2BhIiIiNimQEJERERsUyAhIiIitimQEBEREdsUSIiIiIhtCiRERETENgUSIiIiYpsCCREREbFNgYSIiIjYpkBCREREbFMgISIiIrYpkBARERHbFEiIiIiIbQokRERExDaf8i7A1cst7wIA3uVdALFN94+IyNVQRkJERERsUyABDB48mK1bt5KWlsbmzZsLvd66dWt27dpFWloau3btonXr1uVQSqmoSrp/mjRpwooVK0hISCAxMZF169Zxww03lFNJRUTcT4EEcPbsWWbOnMmLL75Y6DVfX19WrlzJokWLiIiI4J133mHlypX4+vqWQ0mlIirp/gkPD2fVqlU0bdqU6OhoduzYwcqVK8uhlCIiZcPjA4lJkyYRGxtbYN2sWbOYOXNmqY+xadMmPvjgA3755ZdCr3Xp0gUfHx9mzpxJVlYWr732Gg6HgzvvvPOqyy7lr1GjRiQmJnLzzTcDUKtWLRISEujcuXOpj1HS/bNz507+/e9/c+7cOXJycnj11Ve58cYbqV69utuuQUSkPHl8ILFo0SJ69epFWFgYAN7e3gwdOpSFCxcye/Zszp07V+Ty3Xffler4zZs3Z+/evQXW7d27l+bNm7v9WuTaO3r0KJMnT2bRokUEBgYyf/583nnnHT7//HO33D+/1qlTJ+Li4jh79qybr0REpHx4fK+NU6dOsWXLFgYPHsy8efPo1asXZ86cYc+ePezZs4dx48Zd1fGDg4NJTk4usC45OZmQkJCrOq5UHPPmzaNv375s374dy7Lo168fAOPGjbvq+ye/OnXqMHv2bCZOnOi2Y4qIlDePz0gAvPPOO9x///0A3H///bz77rtuO3ZqaiqhoaEF1oWGhpKSkuK2c0j5e+utt2jZsiWvvfYaWVlZbj9+VFQUGzZsYM6cOSxZssTtxxcRKS+VIpBYsWIFrVq1onnz5vTp04f33nsPgNdff52UlJQilx9++KFUx963bx+tWrUqsK5Vq1bs27fP7dch5SMoKIiZM2cyb948pk2bRkREBOCe+wdMg8sNGzawatUqnn/++bK6DBGRclEpAonMzExiY2N5//332bFjBz///DMAY8eOJSQkpMilRYsWrv29vLzw9/fHx8enwL8BPvvsM3Jzc5kwYQJ+fn6uVPenn3567S9UysSsWbPYtWsXf/zjH/noo4944403APfcPyEhIaxfv56tW7fy+OOPl8v1iYiUNasyLB07drQsy7JGjhx5xfuOGDHC+rX58+e7Xm/Tpo21a9cuKz093dq9e7fVpk2bXx3DW4uHLv369bNOnDhhRUREWIAVFBRkHT582Lr33nvdcv8MHz7csizLSk1NtVJSUlxLvXr1dP9o0aLFg5biPwMdF//h8erVq8eBAweIiYkph/YLGuLYc2mIbBGRyyv+s7JSVG04HA4mTpzIkiVL1AhSRETkGvL47p/VqlUjPj6eH3/8kV69epVTKSrCU614Lt0/cq0o+yXuV2mqNkRE5HIUSIhdlbxqQ0RERMqHAgkRERGxTYGEiIiI2KZAQkRERGxTICEiIiK2KZAQERER2xRIiIiIiG0KJERERMQ2BRIiIiJimwIJERERsU2BhIiIiNimQEJERERs8/jZP0VEpLTKe6ZZTRpWGSkjISIipfLwww/z3//+l+TkZE6ePMkrr7yCt3fh4KBTp05YlsWzzz5bDqWUa02BhIiIlMqqVau45ZZbCAsLo0WLFrRu3ZoJEyYU2MbHx4dZs2bx9ddfl1Mp5VpTICEiUkXcc889pKSkuJaMjAw2b95c6v2PHj1KcnIyAA6Hg7y8PBo3blxgm0ceeYQNGzZw4MABt5ZdKi4FEiIiVcSyZcsICQkhJCSE2rVrc/ToURYvXszkyZM5d+5csUt+w4YNIzk5mcTERFq3bs2bb77peq1+/fqMGjWKZ5555lpfmpQjNbYUEaliHA4H77//Pp999hlz584FYPr06aXad/HixSxevJjGjRszfPhw4uPjXa/961//YurUqaSlpZVJuaViUkZCRKSK+cc//kFISEih9g1X4siRI+zbt485c+YA0KdPH0JCQli2bJm7iikeQhkJEZEqZMiQIQwbNox27dqRk5MDwOOPP86UKVOK3SckJKTI9T4+Plx//fUAdOvWjVtvvZW4uDgAwsLCyM3NpWXLlgwYMMDNVyEVjaVFixYtWir/0qZNGyshIcFq3bq1rf1Hjx5t1ahRwwKsZs2aWT/88IP18ssvW4AVHBxsRUdHu5YlS5ZYr7zyihUREZHvGN5aPHYp/r5Q1YaISBXRv39/IiIi+PLLL109Nz7++ONS79+xY0e+//57UlNT+fjjj/n4449dmYzU1FTi4+Ndy4ULF0hLSyvUWFMqHwcmohARESljGtnScxU/KqoyEiIiImKbAgkRERGxTVUbIiIiYpsyEiIiImKbAgkRERGxTYGEiIiI2KZAQkRERGxTICEiIiK2KZAQERER2xRIiIiIiG0KJERERMQ2BRIiIiJimwIJERERsU2BhIiIiNimQEJERERsUyAhIiIitimQEBEREdsUSIiIiIhtCiRERETENgUSIiIiYpsCCREREbFNgYSIiIjYpkBCREREbFMgISIiIrYpkBARERHbFEiIiIiIbf8fzEcJSiBlVHoAAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotting.plot_anat(dm_img, cut_coords=[12,10,34], dim=-1, draw_cross=False,\n", " cmap='magma', title='Density Map of Region 11 & 54')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "# Direct Bundle Registration\n", "\n", "Creating different tractographies is cool and looks very pleasing, but what if we want to compare the tractography of two people, where the bundles don't align? No worries, Dipy has the solution: **Bundle registration**\n", "\n", "To show the concept we will use two pre-saved cingulum bundles." ] }, { "cell_type": "code", "execution_count": 83, "metadata": {}, "outputs": [], "source": [ "from dipy.data import two_cingulum_bundles\n", "cb_subj1, cb_subj2 = two_cingulum_bundles()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The algorithm we will be using is called Streamline-based Linear Registration (SLR) [Garyfallidis et al., 2015](https://www.sciencedirect.com/science/article/pii/S1053811915003961). An important step before running the registration is to resample the streamlines so that they both have the same number of points per streamline. Here we will use 20 points. This step is not optional. Inputting streamlines with different number of points will break the theoretical advantages of using the SLR." ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [], "source": [ "from dipy.tracking.streamline import set_number_of_points\n", "cb_subj1 = set_number_of_points(cb_subj1, 20)\n", "cb_subj2 = set_number_of_points(cb_subj2, 20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let’s say now that we want to move the `cb_subj2` (moving) so that it can be aligned with `cb_subj1` (static). Here is how this is done:" ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [], "source": [ "from dipy.align.streamlinear import StreamlineLinearRegistration\n", "srr = StreamlineLinearRegistration()" ] }, { "cell_type": "code", "execution_count": 86, "metadata": {}, "outputs": [], "source": [ "srm = srr.optimize(static=cb_subj1, moving=cb_subj2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After the optimization is finished we can apply the transformation to `cb_subj2`." ] }, { "cell_type": "code", "execution_count": 87, "metadata": {}, "outputs": [], "source": [ "cb_subj2_aligned = srm.transform(cb_subj2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So let's visualize what we did:" ] }, { "cell_type": "code", "execution_count": 88, "metadata": {}, "outputs": [], "source": [ "from dipy.viz import window, actor\n", "ren = window.Renderer()\n", "ren.SetBackground(1, 1, 1)\n", "\n", "bundles = [cb_subj1, cb_subj2]\n", "colors = [window.colors.orange, window.colors.red]\n", "for (i, bundle) in enumerate(bundles):\n", " color = colors[i]\n", " lines_actor = actor.streamtube(bundle, color, linewidth=0.3)\n", " lines_actor.RotateX(-90)\n", " lines_actor.RotateZ(90)\n", " ren.add(lines_actor)" ] }, { "cell_type": "code", "execution_count": 89, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 89, "metadata": {}, "output_type": "execute_result" } ], "source": [ "if view_mode == 'create_plot':\n", " window.record(ren, size=(600, 600),\n", " out_path='data/diffusion/before_registration.png')\n", "elif view_mode == 'interactive':\n", " window.show(ren)\n", "Image(filename='data/diffusion/before_registration.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And now after bundle registration:" ] }, { "cell_type": "code", "execution_count": 90, "metadata": {}, "outputs": [], "source": [ "from dipy.viz import window, actor\n", "ren = window.Renderer()\n", "ren.SetBackground(1, 1, 1)\n", "\n", "bundles = [cb_subj1, cb_subj2_aligned]\n", "colors = [window.colors.orange, window.colors.red]\n", "for (i, bundle) in enumerate(bundles):\n", " color = colors[i]\n", " lines_actor = actor.streamtube(bundle, color, linewidth=0.3)\n", " lines_actor.RotateX(-90)\n", " lines_actor.RotateZ(90)\n", " ren.add(lines_actor)" ] }, { "cell_type": "code", "execution_count": 91, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 91, "metadata": {}, "output_type": "execute_result" } ], "source": [ "if view_mode == 'create_plot':\n", " window.record(ren, size=(600, 600),\n", " out_path='data/diffusion/after_registration.png')\n", "elif view_mode == 'interactive':\n", " window.show(ren)\n", "Image(filename='data/diffusion/after_registration.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see the two cingulum bundles are well aligned although they contain many streamlines of different length and shape." ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.7" } }, "nbformat": 4, "nbformat_minor": 2 }