{ "cells": [ { "cell_type": "markdown", "id": "1fee80b7-2cc5-4b0d-b52b-139c33a56d33", "metadata": {}, "source": [ "# Computing the main orientation field\n", "\n", "This notebook demontrates how to extract the orientation-field from reconstructions in cases where there is a single dominant orientation in each voxel of the reconstructions.\n", "\n", "To demonstrate this, we use data from a Roman snail shell sample. The experiment is descibed in https://arxiv.org/abs/2407.11022. The data is availible at https://zenodo.org/records/14800063.\n", "\n", "To download:\n", "\n", "```\n", "wget https://zenodo.org/records/14800063/files/aragonite_012.h5 https://zenodo.org/records/14800063/files/aragonite_021.h5 https://zenodo.org/records/14800063/files/aragonite_041.h5 https://zenodo.org/records/14800063/files/aragonite_111.h5 https://zenodo.org/records/14800063/files/aragonite_132.h5 https://zenodo.org/records/14800063/files/aragonite_211.h5 https://zenodo.org/records/14800063/files/aragonite_221.h5 https://zenodo.org/records/14800063/files/aragonite_012.h5\n", "```\n", "\n", "### Imports" ] }, { "cell_type": "code", "execution_count": 1, "id": "65049fd7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "INFO:Setting the number of threads to 4. If your physical cores are fewer than this number, you may want to use numba.set_num_threads(n), and os.environ[\"OPENBLAS_NUM_THREADS\"] = f\"{n}\" to set the number of threads to the number of physical cores n.\n", "INFO:Setting numba log level to WARNING.\n" ] } ], "source": [ "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from scipy.spatial.transform import Rotation as R\n", "from tqdm import tqdm\n", "from odftomo.io import load_series, slice_geometry\n", "from odftomo.texture import grids, point_groups, odfs\n", "from odftomo.tomography_models import FromArrayModel\n", "from odftomo.crystallography import orthorhombic\n", "from odftomo.optimization import FISTA\n", "import odftomo.plot_tools\n", "from odftomo.analysis.grid_tools import distance_matrix, mean_orientations_inside_radius\n", "from odftomo.analysis.segmentation import blob_finder\n", "\n", "import logging\n", "logger = logging.getLogger()\n", "logger.setLevel(logging.ERROR)\n" ] }, { "cell_type": "markdown", "id": "13c85495-82e6-4f3e-88dd-cf7b53d93e70", "metadata": {}, "source": [ "### Run reconstruction\n", "\n", "In order to demonstrate the analysis, we first need a reconstruction. For an explaination of the reconstruction workflow, see one of the other notebooks. " ] }, { "cell_type": "code", "execution_count": 2, "id": "7f78f76a", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/das/home/carlse_m/mumott_dev_version/mumott/mumott/data_handling/data_container.py:227: DeprecationWarning: Entry name rotations is deprecated. Use inner_angle instead.\n", " _deprecated_key_warning('rotations')\n", "/das/home/carlse_m/mumott_dev_version/mumott/mumott/data_handling/data_container.py:236: DeprecationWarning: Entry name tilts is deprecated. Use outer_angle instead.\n", " _deprecated_key_warning('tilts')\n", "/das/home/carlse_m/mumott_dev_version/mumott/mumott/data_handling/data_container.py:268: DeprecationWarning: Entry name offset_j is deprecated. Use j_offset instead.\n", " _deprecated_key_warning('offset_j')\n", "/das/home/carlse_m/mumott_dev_version/mumott/mumott/data_handling/data_container.py:278: DeprecationWarning: Entry name offset_k is deprecated. Use k_offset instead.\n", " _deprecated_key_warning('offset_k')\n", "/das/home/carlse_m/grids_in_so3/odftt/io/mumott_fileformat_loader.py:26: RuntimeWarning: divide by zero encountered in divide\n", " data_arrays.append(np.array(data_container.data / data_container.diode[:, :, :, np.newaxis]))\n", "/das/home/carlse_m/grids_in_so3/odftt/io/mumott_fileformat_loader.py:26: RuntimeWarning: invalid value encountered in divide\n", " data_arrays.append(np.array(data_container.data / data_container.diode[:, :, :, np.newaxis]))\n" ] } ], "source": [ "# Load data files\n", "hkl_list = [(1, 1, 1), (0, 2, 1), (0, 1, 2), (2, 1, 1), (2, 2, 1), (0, 4, 1), (1, 3, 2),]\n", "files = [f'aragonite_{h[0]}{h[1]}{h[2]}.h5' for h in hkl_list]\n", "data_array, weigth_array, coordinates, full_geom = load_series(files)\n", "\n", "data_array[np.isnan(data_array) ] = 0\n", "data_array[np.isinf(data_array) ] = 0" ] }, { "cell_type": "markdown", "id": "62150ec0-d94e-478e-b65e-fc255a205b3e", "metadata": {}, "source": [ "Reduce the full 3D dataset to a single 2D slice. This is done to make the reconstruction faster for this demonstration to run easily on slow hardware." ] }, { "cell_type": "code", "execution_count": 3, "id": "4409dcb6-247a-47bc-8167-b7869cb6baea", "metadata": {}, "outputs": [], "source": [ "# Reduce the dataset to only the zero tilt part\n", "data_array = data_array[:50, ...]\n", "weigth_array = weigth_array[:50, ...]\n", "coordinates = coordinates[:50, ...]\n", "geom = slice_geometry(full_geom, slice(50))\n", "\n", "# crop out a singe slice of the data\n", "data_slice = data_array[:,:,24:25,:,:]\n", "weigth_slice = weigth_array[:,:,24:25,:,:]\n", "\n", "# Make a geometry object for the single-slice reconstructions\n", "from mumott.core.geometry import Geometry, GeometryTuple\n", "geom_slice = Geometry()\n", "\n", "for gt in geom:\n", " gt_new = GeometryTuple(rotation = gt.rotation, k_offset = 0.0, j_offset = 0)\n", " geom_slice.append(gt_new)\n", "\n", "geom_slice.volume_shape = np.array([60, 1, 60])\n", "geom_slice.projection_shape = np.array([54, 1])\n", "geom_slice.p_direction_0 = geom.p_direction_0\n", "geom_slice.j_direction_0 = geom.j_direction_0\n", "geom_slice.k_direction_0 = geom.k_direction_0\n", "geom_slice.detector_direction_origin = geom.detector_direction_origin\n", "geom_slice.detector_direction_positive_90 = geom.detector_direction_positive_90\n", "geom_slice.detector_angles = geom.detector_angles\n", "geom_slice.full_circle_covered = geom.full_circle_covered\n", "\n", "# Normalize data by aproximated formfactor\n", "scale = np.mean(data_array, axis = (0, 1, 2, 3))\n", "data_slice = data_slice / scale[np.newaxis, np.newaxis, np.newaxis, np.newaxis, :]\n" ] }, { "cell_type": "markdown", "id": "f667444d-9a48-4ba1-81f7-f018f5f65897", "metadata": {}, "source": [ "Looking at the experimental data, e.g. an experimental polefigure averaging over a 2D slice,\n", "the sample appears to have a continuous texture and not single orientations." ] }, { "cell_type": "code", "execution_count": 4, "id": "9f113b26-dc4a-4232-836c-6cb547ac1ec2", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/das/home/carlse_m/grids_in_so3/odftt/plot_tools/data_plots.py:24: RuntimeWarning: invalid value encountered in divide\n", " histogram = intens_histograms[ii][0] / norm_histograms[ii][0]\n" ] }, { "data": { "image/png": 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n77+4kvErDz08j8KCHPoOuInHH5nCbbfdVr8SIiEh0TZQKBScOXOGrVu38t13P5GYeImgoHBcXHrh5fUUWVmu5OS09CjbHlU1bsTlPgQ8hKxjDUHu/5Kd/ytPPbOInKwHieg7irkP3cntt99OSEhISw9Xog3Rmnec/+yzzwAYPXp0o+Pr1q1j9uzZWFtbc/78eb777jsKCgrw9/dnzJgx/PTTT7i4uNTXX758OTY2Ntxzzz2Ul5czduxYvvnmG6ytW26RRKZQKBQt1rtEm0ShULB//36+++47fvnldyorKwkO7gt0IyUlkPJyu5YeomAcHa344Ye+3P/ZJMqrBKxd3GlEJ9uMOCdKx3GFHF+PU3g7/kRR7i7SUi8QETGAB6ZPY+bMmZJgkZBopSgUCk6cOMG3337Lr7/+Tl5eHiEhfbGy6kZqaidKSx1aeoiCqZ83SycZld1LEOtFDwt+1f2WV4cL+Dr8RFne36QknqJreA/uu/cu5syZIwkWCZ0UFRXh5ubGL0Bz+i+UAdNQphO+li2AkkiREEx2djbffvstX3yxhvT0TAIDB1FT053k5I4oFG3THcHiIsWcAkULLo6pBHluoqDwN64mHufWSbfy2GOPMGHChBZd/ZCQkFBSWFjIhg0b+OKLNVy6FEtg4CCsrXuRkOBDbW3b/I1aXKSYWaBo4mSbTbDHz5QU/saV+H3cNGYMjz32KLfffjt2dm1nkU3C8qhEymbAuRn7LUV5u3GtixQpQEBCL3K5vD6QKiAgkI8+WouDwwiqq58hPv5GkpL82qxAaQ8UlwcRnf4cV64/iPv9p0kq8+ee6XMIDArhzTffJDU1taWHKCFxzaFQKDh48CCzZ8/G19ePJUs+wsqqL7CQhISxxMX5t1mB0h4oq+7Ixax5pPb8hw63XSRL0YeHHnsWv4AgXnrppfqMRxISKmxaoEhIIkVCB4WFhSxfvpzw8HCmTr2XM2cK8fR8ioyM+7hwIZSaGukn1Gq4RfmQa9Obc0GfUjYlFfeRS/jqpz2EdgnjjjvuYPfu3UhGUwkJy1JWVsaaNWvo06cP48dP5MCBFDp2fIKrV2dw5kwYlZXNGXoroZf+yodCWRhnXf5H0ahEvK5fxU9/nadX7wjGjRvH9u3bkcvlLTpMidaBbQsUCUmsSWgQGxvLJ598wrp163Bz60RQ0HiSkzsSFyet+rUVFDI7LrnMgWFz8BgUR8rV5dx2xzSCOwfy3LPP8MADD+Do6NjSw5SQaDekpqayevVqvvhiDba2roSGjqW6egqXL0uX2DaDzJp42d0QdjcuYankl63k/hlz8XLvwLMLnmLOnDnXtNvNtU5rDpxvz0gxKRIoFAp27drFihUr2LVrF506DUQmG0ZCgntLD00vnRQPaD0+gNOC27Cthpl/2HG/+yTKZQLWLpJ0HC/QcVxsTIqIeJR6bjFcxVZeQveC1Vw5tpaaslzmz3uMefPmGdzwSUJCQjsKhYJDhw6xYsUKNm/ejL9/HxwchhMb6w20vf2fJir6CK5rWw0P/WFN5KROVNoadsj4mbuJOBcvfDBiY1JExKPU099wFWsq6F69lpzzX1KSk8Dch+fw1FNP0bVrVyM6lGiLqGJS9gIdmrHfEuBGpJgUSaxd4+zatYtFixYRG3sZP78RdOiwkMTE1rXKrkuMtCrcW6hfAQIFoNqqAxc8X4IJL9ClfDPf/7GaDz78iMcemcvixYvx9fW17DglJNoRR44c4eWXX+bYsZMEBg7DzW0BKSnNGVZrGlMVTW+yyyzc54W+TfsUJVzMSX9h1WpxINp2Plw3n86Kv9lyaBWffh7B9PvuZcmSJQQHB1t0mBIS1zqSSLlGOXHiBC+99BKHDh2jc+dxVFRMJC6uZb8ObUKMiGGBnvcGNtcgNJBZkeB0F9xzF775x9j+7yt8GRrG8wuf5aUXX7imV2wkJAxx8eJFXn55EX/9tZPg4DHA08THt95sUNrESGtCm3C5i9+IpW8LjEY/KbLxcPt4vMZcZP+BRXTt1oN5jz/G4sWv4e3t3dLDk7AwkrtXyyB9DtcYsbGxvPLKq2zduo3Q0Buxsnqa2Njmv8i2O0EilpM6jjfHVgl19wVXPYbAtH/ofHUn3/7yCh9/8ilL3niNJ+fPw97evhkGIiHRNkhNTeX119/g++83EBo6HAeHZ4iLaz0W5w6l83W8s7NZx2Euun1wTuvx2BdaULz0Vz7kduhJ7i2b8R96kC3/LeLzL0NZ9NILPP/cQjp0aE6HIInmpDXvON+ekUTKNcKVK1d48803+frrdYSEDMPZ+RliY5txa6JLb2gcaCEzf2tG2/WtRk99ga5ehkjxnQAzbqZryg8s+ziSt95fzooP3uKBBx6Q9lqRuKbJzc3lvffeY8WKT+jUqS/u7k8RF+di+EQLoVuMXBtoEy+xS0QKl/7mGUuGx0i4ax/BmVtZ8/1iPvz4E95d+gaPPvqotNdKO0SypLQM0ufQzikoKOD999/no48+xt+/N56eTxEf3wwuPU1EiYRRaP5C9YkWIejy/pBZER/8ADx6Hz3iVvH0cy/zcuR7fLHifW677TZksrYXCCwhYSylpaWsWLGCt956Fy+vEDp2fIzERM+WGcwK9bk0p2XG0NqZrfb8Gwu031/3W8l+k+HB2whP+ZbI995iybsf8vEHb3PfffdhZSXt8tBesKF5rRvSzbkS6XNop5SXl7Nq1SqWLHkLV9dAfHzmkpxsYb9ZSZhYHkv/Yq2sien+DNZdHyHw/Hvc9+AsAkO7s271/xg5cqSFO5eQaFmqq6tZu3YtixYtxs7OBV/fB0lK8mveQayQ5lGTmK3x+ptm6FNmRVzwHGRzZ9A9bjmPP/0cry55j0+Xv88tt9wiLfK0AyR3r5ZBEintDLlczrp161i06DUUCnt8fO4jIcEfi6XElEkXVK0sEFlfrCvzyxqvTwg4R0QMba21E9H9l2DfewF2W15nzE3jGTlyDKs+eZ/evXuLGamERKtHoVDwyy+/sHDhi5SUVODjcxuxscE0SyphSZTUcxe/iaovyNVrttrzM6KaV9JfeFWFlQ0x3V/AJmweTjve4q6p99OjR1+++Px/DBkyxIjOJSSubSRbZDsiPj6eESOuZ+HCRXh4jCcnZxYJCQGY/UIre6OhGElabOvOOtPmGKRWzEjlF55EZa7CoVMMmTlu9B8wiDfeWEJ1dbV5O5KQaCHS09OZMGEis2c/QocOwygsfITY2BAsLlC+fUNZRFDylZRFqi1Q85Uz0RnvIvOJp0rRi+uvH828eQspLy9v6aFJGIlNCxQJSaS0C+RyOStWrCAioi95eQ5UVDxGbGwXzPrvNYMwkTATmlYUTbQJFhM1YXF5EDE5G/DttoNPP/+Wrt0Gc/78edMalZBoQRQKBd9++y3h4T1ISChEJptHTEwPFAoLJotQCROR4kTCDJwx4pz+pnVZXuVN9NXP8Qjbz5atfxPSpS+HDh0yrVGJFsHGGmxtmq/YSDlrAEmstXni4+N58MGZXLwYj7//LOLizOw/LYmSto1KqBQYce6qpofS827C2u48vh4LuO66ITzz7Cu8+/bL2NpKHrQSbYcrV64wa9ZDHDp0hMDAe4iP72y5ziRBcm3xedNDWYUDkXGGXgGvMHr0WB56+AmWf/Q2jo6tJ421hH5sbMCmGUOLbBRAbfP111qRREobRS6Xs2rVKl544SVCQoZSWfkoSUktfKPYA4hp3i7TjjY1EaTRFYIqBZ3vWFvDTP5RZs0yNAF9rOP4NEFd6cbSqfUdAHXtmmlac7W1TkRlrqFTj3v57tu5/PTjr/z5x/dERESY1rCEhIVRKBSsX7+exx+fT0BAb2SyecTHW2BPIDHCxB3jFhHMjBPldOeSoLpWWAEDuJtNyA3cSR1ihBlG1xTRqYfFcgsmz5XqKLAhKmMZvl3vYdu2Wfz2+1a2/L6e4cOHm68TCYthaw22zShSbBXN11dr5ppz99q3bx+33347AQEByGQyNm/e3Oj9yMhIevTogbOzMx4eHowbN46jR482qjN69GhkMlmjct999zWqc/jwYfr3709wcDBffvmlWf+Gy5cvM3z49Sxe/BYBAbOJjR1DZWXbW8kWG5eSdrRrk9Iq+EVLsRSGXL2E4Edj0aINLVYUTdJyx5JvdwE378EMGDCYl15+i5oaU3MkC+Pdd99FJpOxYMGC+mOzZ89u8rscNmxYo/MuXbrEyJEj6dSpE0uWLGmWsbYH2sO8eeXKFcaNu4UnnniaTp3u4fLliZSWmleg+Ctm4q+YadY2NTFXXMqvRx9oUizFCyxrUpqVM0aeJ2SuVEeLFUWTqwWDyFCcxidwCjfccBOPPvZcs8aqSHOnRFvimrOklJaW0q9fP+bMmcPUqVObvN+tWzdWrVpFly5dKC8vZ/ny5YwfP574+Hg6duxYX++RRx5p9EPVNNs+9NBDvPXWW/j7+zNz5kwmTJhA586muRTI5XJWr17N88+/SEjIsNZhPbEQabu1CBDn5h+HUZxA987xFc05EPTvYK+6+JqwWlhT60xU5pcE9biXr9c9wk8//caO7estmgHs+PHjrFmzhr59m66k3nLLLaxbt67+teamavPnz2fGjBkMHjyYxx9/nLFjx0qplQXQludNhULB999/z2OPzSMwsDdWVvOIizO/OGmN7CybQMn51hlsrylUsvBtoZFoQXOjXDPMleooFHZEZXyAb9e72fHHHDZv3srWLeubCANzI82dxtMi7l4S155ImThxIhMnTtT5/vTp0xu9/uijj1i7di3nzp1j7Nix9cednJzw89O9xFJWVsZ1112Hj48PHh4elJSUmDTuhIQE7rvvQS5diquznjRT7n7Fm+LiUoxw+dIqSNor+kSDIcxhRdGG5gVYgBVFk9TccdjYXcDX+Qn69x/IokWLef31l7CxMe8UU1JSwgMPPMCXX37JW2+91eR9e3t7vb/LgoICBgwYQN++fQkICKCwsNCs42uvtNV5MyMjgwcemMPRo4fp1Oke4uLMG3uiS5z4z0wk47tQ4Q25YxaXr5JntAiSuaa321y4UNzkWDEupjV6xrTTG6FPrAiwomhytXAIMtlpenV8jlGjRjNr1jxWrXoHBwdTLhTakeZO07C1Bttm9D2ylTdfX62Za87dSwxVVVWsWbMGNzc3+vXr1+i9DRs24O3tTe/evXn++ecpLm48ub7++uv07NkTNzc3hg0bRq9evYwag0Kh4NNPP6VnzwiKiuyorHys+TcXMxd7mpa0NdeQQNFGCNBJS2kJxLo2aFCTlk9U1Dv4+3/HZ5+toXv3wVy8eNFswwPlat6tt97KuHHjtL6/Z88efHx86NatG4888ghZWVmN3l+yZAk333wzTk5OWFlZMWHCBLOOT6J1zJsAGzduJCysG6mp+VhZzTerQGkOty59lHzlTckzTUt7xIXiJiV2pYXjUQxh4lypjuJKPlFRr+HtvYU///yDoKAIjh07Zp7G1ZDmThOxboEice1ZUoSwfft27rvvPsrKyvD392fXrl14ezdcAB544AFCQ0Px8/PjwoULLFq0iLNnz7Jr1676Og8//DD33XcfVVVVeHh4GDWO8vJyZs6czV9//UNg4EwuXfI3+W8zCrHWFFCKEAnjMYdQMWYx7i2188S4pmWk1T9NTR2Bjc0ufHzepH//wfz00/fceeedRgymMT/++COnTp3i+PHjWt+fOHEid999N8HBwSQmJrJ48WJuuukmTp48ib290r1n0qRJZGdnU1RU1MgNScJ0Wsu8WV1dzZNPPs369d8TFHR33aaMpiNWlIi2puijeUK92hbuWo4VmKFdTVcvfaiEyh4j+8q4Wv80M7M/Mtk/9Or1LtdffyPLl69k/vxHjGy4MdLcaQZsaN5lfcmSAkgiRStjxozhzJkz5OTk8OWXX3LPPfdw9OhRfHx8AKVftYqIiAjCw8MZNGgQp06d4rrrrqt/z9nZGWdn4wIp0tLSuOWWW8nPL0cme5TERPObf83O6LrHx4H79NSTEM8vGtnKNlsgI5GmB4AxYqWOmhonoqPfp1u3gdx773RefvllIiMXI5MZ59SbmprKM888w99//63TFeLee++tfx4REcGgQYMIDg5mx44d3HXXXfXv2dvbX5sXWQvTGubN3Nxcbr31DhISknFyepzYWPOkzput8GWnWVrSgzuQY+lO2jnuGq+3ganeYgbZU/c4GpMX5xQKW6KiXic0dCAvvriAo0fP8PXXK0xym5XmTjMhiZQWQXL30oKzszNdu3Zl2LBhrF27FhsbG9auXauz/nXXXYetrS1xcXFm6f/IkSP06tWPmhpXrl69j+LiVi5QRtMgUCxJaTP0YSonRNQNMaGfOysbijbM+ZUx1JaaFUWT2Nh78Pb+kRUrPmX8+GmUlhr3Tzx58iRZWVkMHDgQGxsbbGxs2Lt3LytXrsTGxoba2qZpUP39/QkODjbb71JCPy09b0ZFRdG9ex9ycsooKppFbq7pAmW2wpfZCmVA9wQLypR7Zn7LPTO/FXdST4H1vhI9nGZHTND8yZUig7WL64oQxFhRtDEa4ddCNSuKJomJt+LouIO///6Dnj3HkJeXZ/SQpLlToi0jWVIEoFAoqKzUve9GVFQU1dXV+Pub7o61bt06HnvsCcLDbyc6ujeGN+9oJjRdvka32EgkNFEXKsZaWJrGUTZGl1VFj0BRceXKdbi4bOPSpbn06jWc/fu3i87YNHbs2CY73M+ZM4cePXrw0ksvYW3d1IE3NzeX1NRUs/wuJcTTnPPmli1buOee+wkPH0NU1CBMXX9TCRNT0efyJVqUSJiGulAxl3Vlj47jow28r0egqMjN7Ya9/U5cXefQpUt/Dhz4w6i9qKS500xIlpQW4ZoTKSUlJcTHx9e/TkxM5MyZM3h6euLl5cXbb7/N5MmT8ff3Jzc3l08//ZS0tDTuvvtuQLlHyYYNG5g0aRLe3t5ER0fz3HPPMWDAAJPS8dXU1PD00wtZt+5rOnWaRXR0gMl/q0UYLbDejwh3+YoHrvH4eb1ounrpQyVY/rKAOxg0FisCBIqK4mJ/ysp+JTz8OXr1uo6dO7eI+r24uLg0uUA7Ozvj5eVFREQEJSUlREZGMnXqVPz9/UlKSuKVV17B29ubKVOmCO5HQjutdd5UKBS88cZS3nvvHbp0uY+oKNNjQPQJlAnsZCemBQzrEyf3LPyWTR/NMql9iTq26XnPEoJFG6NpKlQECBQVlZVuxMX9TO/erzJo0DC++WYD9913h6ghSHOnmbBCCmZvAa45kXLixAnGjBlT/3rhwoUAzJo1i88//5yYmBi+/fZbcnJy8PLyYvDgwezfv79+3wc7Ozv+/fdfVqxYQUlJCUFBQdx666288cYbWlckhFBQUMCYMbeSlpaEi8tjJCa6mv6HmpU6C4qUt9t8hFiw7Qv2jQPvDWkJQ1YUbRjhTlZb60BMzCf06vUpY8aMY/XqT3jkEfPkR7W2tub8+fN89913FBQU4O/vz5gxY/jpp59wcbG0U3r7pzXOm+Xl5UyYMJVz547RseNjXLrkadLfaC7riSb+MxMZxT6LtE1PwLwJ9Fo1ol29hKASLCEiz9sjsN5okfWbYE1U1Ht0796DWbPuY8eOF/nuu0ij4/uatC7NncKwoXlFSitxomlpZAqFQrr1bEGUu7iOxc3Nm4yMWykvtzN8UrOhJaPXmKaH9CLUmiLUkuIMJAmsK8AA4Ug1P7j9wf0OkyiX6dkY83uBff4jsF6IwHogzpJyQY8FRZdYMUakJBapvSjSWU0XoaFbyMxcxP33z+SLLz42+34qEu2btLQ0hgwZg42NjIKCqSbF7RkjToRaU35GaUlayVOi2hdlTREiUsSsBWwxXMXRupofBv3B/ZGTKK/Uv6HwxOjfDLYnNCZFlEjRZ0nRRoja88EC6u8R2T7ADwDCLSmadOq0k5KShXTqNJxjxzY12QxVwvwUFRXh5uZGYS9wbUaRUlQLbtFQWFiIq2trW7huPqQ7gxZkx44dTJ16D127jiI6eigKRWvIYyAy1bA5aetp/n+xRJsiBIohtFlXTBYoAK6IEyp5JCaOwtt7PVu3PsPp0xf455/f8PQ0bSVc4trgwIGDTJhwK8HBfYiNHUNtrfF3DhMVfYAsg/XEoBImrYqvaDGX2j973aW/QjUMjDto3k5NESgA6pl6tQmWPSLbhzqBAuCLcULlKmlp/XF13UhR0TMEBw/k+PGdBAcHGdGWhGikvUtaBEmktAAKhYIlS97jnXfeJDT0HqKiwlp6SAgWJ/8h3pqiD9WG0mcA7XtMtT960DQA3RzZuPRZUTQx+4aRqpUeQ2KlIUtNTk4oDg7fU1j4Aj16XMfevX/Ss6fQlEUS1yKrVn3BwoXPmCWxiFKgwFV88BUpVLTFpugTJ0/ziWhrimB6AkISmeVbpntzcDJcgIUkHNOzbxmDSrAIsa4IRqxQaahbVORHael3dOu2mIiIAWzatJmJE6835+AkJFoNkkhpZhQKBbNnP8bmzT/j4/MIly61tPngRcs2ry2AvkRbxWscddHSXBmn1S/4IQLPaWJF0USfVaVpGs2KClcSEj6lV6//cd11w9i37x8GDzbr3YBEO+G5517js88+JijItMQiKnFiKhPYyVwL5fcVEkC/bOHT9c9fXLPSIuNodfyl9txcgiVEYD2VWDFmHeUHbQdVLm6GxErT92tr7bl48T169VrLnXfezOrVPzJ3rriAegmRSDEpLYIkUpoRuVzOuHH3cObMXuzsHiYtrSWD0kwQJ8ZYUyRhIhwjNk8UZUWBphf4pLrHED3nGBQoKrRZVfTl+bcmOvolevXyZNSom9i9eycjRowQ2JdEe0ehUHDXXY/xzz8/4uHxMAkJxrsF6hIoYq0p6xKfAOBg6EDB55jDmqIuTK55LCFYDKESKIPqHoXsi6VVoKijz6qiT8BYER39CN27e/Lkk/dx/vwaVqyYIWBAEkZhjXTH3AJIH3kzUVtby7Bht5GUdBqZbDY5OebZCVk8usRJOWDGIDz1P2870r4qxhAJnFATH4PMGJ+ii6S6xxBzNKayqgjbiCw6+hF69bJjzJjx7Ny5ndGjR5tjEBJtGIVCwU03PcCpU3/QocPDXLniblQ7QqwnQoSKSpyoGJl4UpRQEcM9C79lECct0na7Q12wVIs4L8TEfsWIFb1os6oIcwe7dGkq3brZ8fnnj5CbW8733z9q6mAktNHcMSlSSitAEinNQk1NDf36jSUnJ56amlkUFDi1wCjM7NalzZpiqu76B2FxKddY2s16dAkWU60o2kiqewypexRsRdHEFaEiBSA6ehY9e9oxfvwktm/fzPjx443sV6Kto1AoGDz4Di5fPoiDw8NkZhqX4cYc7l2a4sRYhFhTfrowu/75BxFmjGPxoFXHpbR69Ll56RIrBq0omhgXVB8bezvh4Xb88svT5OaW8eefC0S3IWEAG6Q75hZA+sgtTFVVFb16jaKsLIPy8pkmpco0DjHixAhrSksZhNoqPczUjrpgEfOVEusWkSSyfhPyEB5Ur+Tixfvp0cOe2267k99+28Rtt91m6iAk2hhyuZy+fSeQmXkWa+uHyMoSP9EYI040rSlCxIk5rCnqwsQYlj36dPuOSwlv4f6FxqGYxbLii+HNrZoSFzeBLl1s+e+/RYwaVcL+/a+ZMggJTSSR0iJIH7kFqampISJiFLW12Tg5PURGRnNGQj1u5HkChIoq42E80F9gs3uQXL7EECmwnrZ9Wcx9T69Qt4SImTI0LSjCUxXHxNzFbbcpmDr1bn777RduvfVWEf1KtGUUCgX9+08gN/cCgYGPc+6cET4Wl18Hfjeq/6v48EfiVFHniBEqT/MJIy8Ic+N64cIn5rWmtHfEuHq5W2oQKMXKKmNPVgkUT8RYoQESEm5i/Ph32LfvFa6/XsGBA4uNHYSERKtAEikWora2ln79xlJSksHo0Qu4+ebOLF4cT3q6peMKjBUnBmiuVOxCXb6EYijVrgJlUL8r0Bq2qTEH29WeqwsWY4JLFZoXyRqETRu6Lq7ChMq0aQVMnjyIzMyXmTLlbv74Yyvjxl0rOaqvXVQuXleunGX48AXcf38PIiMvExdXJryRy68D8GfCFCZ2ES9ULJWxa+TvasKkpS0DEkoK1J6766hjTDYvlUAJBRLFnKhpQREnVMaOLWbOnDCKit7hxIlXuPXWDuzY8ayYAUjoQrKktAjSR24B5HI5Q4feSm5uPGVlM/nhh2KsrHJZurSrhYWKNoFSRIO7jVDqrClChMkZhFtTTMFb4zMbBRQIiMXINEPfOzG8Edp7ZuhHLEJ2t99uuIpOmggUFTV1j7qmD0MXVf1CRSlQClm8uCPJybfTvXsNt956B7t2/ckNN9xgoG2JtopCoWDMmOlcvnwQa+uH2L69GoUig8jIMOFCpU6gqBAjVNTFyW+hE7kr8U9R49dmTWkkTNSJo2WEigdwQUC9zwy87wisBy6hvFxoQ8jdRU/EWT/MhbuWYwUG3heKpgUltO7RoFjR5eIlTKiMHVvM3Lm5LF3qTXR0J7p0eZt//13EjBnOrF8vBdObjBXNGzgvb8a+WjGSSDEzCoWCsWOnkZx8hurqWfUxKBs2KO+WLSNUDFlPRAgVFzNm+NJkD8JdvjRFybVEpAXa/ETjtSHPQ50CRR1tVhWhq37ahUpjgWIHwKVLU+jZs4qbb57Enj27GD58uMA+JNoSU6Y8xunTf+Lg8HB9DMqOHTkAhoWKhjhRR4hQ0WY9MVaocEbUKQYx1eXL/9HGd8cZT4fqqNlCaF5ydIkeQ5hT7BTUPQ7SV0kL+ly89FpVDMWg6BcqjQWK8p4jIWE0Xbu+yaZNT+Pt7cTy5Q8a6ENCL81tSZGyewGSSDErCoWCmTMf4ezZ/cAcCgsbZ/Eyv1Axo2uXKeLkDKZZUzTn52+A501or7VirqB5c6CaALWJFUECRYW6VUWc/7SmUNEmUFRcvHgvvXpVMWbMeA4c+I9Bg8TePUi0ZhYufJV///2RDh3mNsniZVCo6BEoKnQJFbO6dom9mprZmrLs0adZTjtw7dG8FIXQMM2YA3eR9VXix9ZAPSExKFqtKkKD5LULFW0CRUV8/M1061bFZ589QkSEKw8/PFlgXxJNkERKi9BevPBbBS+//Drbtv2GldVs8vOdtdbZsCGTf/9Vun4FBopMHdsIsQJFi3uNi2ND0UaB2DEJJE2jSIhHiKuXCk0rijoKGk+GogSKOsbeRShvSPUJFBXR0TMIC5vFjTeOIz4+3sj+JFoby5ev5osvVuDq+hCZmW5a6+zYkcPGjUrXr/BwtcUfAQJFxZ8JUxq9FiJQfgudqL+CDU1vXppRP5+nT6PSbrFB+2dtSTT/j9XottaIDZI32pjVeCNTfQJFRWzsrYSEPM+8effy99+Hje1YwroFioQkUszFL7/8yscf/w8np5nk5upPl2maUHm4rhhDnVDRJ0yM5YzAenvM222rwJzxKP2BzVqKpdEUK6JxRJk609dQxSZMm1ZuUKCoiI5+iODgcYwePYmiImP3bpFoLezZs4eXXnoOH58ZXLniobduE6EiQqCo+DNhCnP5SpQFRatQMdfNcpywai9c+KSJIGnzosSYgHQVmqKlROB57ib0qUKfWBFDKIbdbrWiFCpCBIqKS5emEB4+i2nTJpOamm5MpxISLYIkUszAuXPnmD79QYKD7ycjQ/+FVoVxQkVdnBgzS3oi+spaYEQ3Ek0x1dVrM8aJFn1WlCYkoRSyYm/+NQWvcKEybdpVJk/OZvHirgYFioqYmBewsXHlttvuoba2VsQ4JVoTycnJTJp0B+Hhd5KU5CfonB07ctjYtR+RH/YivEz8zoTLujwj+hyoEypiVvLNYE05HdGzUTEX/itFpZtqWUJE1K3UKKYg5P+nEivGbn2WVPcoM5SCsiljx8qZOzdPkEBRERU1l8DAfgwaNIGKigrRfV7zaArj5igSkkgxlezsbG644Wa6dbuZuLhgUeeKEyrarCdChYonmmZisxJRV8zpN3wt0l9gvRyUFzhVMQuaDQkVK7oscoaFSoNACSM52RGh31GFwpbs7GVcuHCBF15YJOgcidZFaWkpQ4eOITT0OqKjxd2AxwypYKNvDyITD4sSKiqBctlgqr6mTMkTF0AvirimgsScoqTdU6DjuKZosWQulucRF0eZpPFahFAZOzaHuXNTWbp0uGCBosSK+Pgl2NtXM3To/SgUUtCDKKxpXoEiuXsBkkgxiaqqKm688RZ8fDoTFXWdUW0YFiqG3Lv0CRUd4qRYpBWmQMuxCLUiFiHhBP8zJV7nGiMJ7YJFlBVFF/rEiiGXQd3uX00FigphQqWszB1b2w/59NNP2bhxo6BzJFoHcrmccePuxMHBgZiYUaLODVNMA8QJlWVdnmliQREqVKbk/VkvUBTawwx1Y2A1vmZsQxHCsyw3WGecqGC1a5CrakUXYqxgLhqvhYiVJB3HBQiVxgLFGxB331FT40BR0XKSk/fx0ENvizr3mkeKSWkRJJFiAo8+Oo+8vBySk2/BSOdSQJ9QERp7oik6LGQ5ESJMJGtKU8yZ1SvHwPtJGGFhEVJZU6yIiWlqLFR0CxQVwr67WVnhdOoUyezZczl+/LiI8Ui0JK+++joxMWfJybkDuVz4lVglUFQIESr63Lv0CRV1cWJOdAmTPkUXzd5XmyfEwu0LESzGokusJBk4T9ZJp1hpKlBUiBMqhYV+uLouY+PGt/j55x2izr2mkdy9WgTpYzCSVatW8/PPm7C3f5yqKtM/xqbpicXmNK9GmSNRoDgprgYXQzkVadZMNULwCVC7ogTAnRjYqK0X/FR1r863HaprlJmyUnRU+MLAgE7Q9FdkjFDrb8Q5+thOg27Wa9VPEtmwSqiITbzgC1wVIFBUCNvA7PLlh+jd+wrjxt1OTMxp/P39RY5Lojn55Zdf+OijD/HyepyCAuGuKpoCRUXMkAo2HlMKlcjQ4cQ5KWMChcaeXKYrYWqmXUPCROEMslKBgwYYBDXaE5a1KP4rE8lYqCfF1FMoN2vUhepf5472mAxD1iEXlHOnqRSYoQ1oECpiPAM0rSjaUAmV/4kbDrJOoEirf6lboKi4DjgluPnU1Nvo0SOXGTPuIyLiGD17Su6FBmlu4SBt5ghIlhSj+O+//1i48Dk6dpyhM9WwMTRYVPoQGCg2sE2A4NBEn9vXIIwXKEJu0gVmkPUJuNqotAkstRpiyIqiYrvGaxmmGPq04IkxKW6mTSsVKFDU+9FHCABRUa/g5zeA0aNvlwJCWzFnz55l+vQZBAdPJyPD3WztalpUxAbHX6arKMuJULevfUFD2Bc0RPA4hFhThLh86SLjXGij0uIM0igtjUqgJNcVc/I8IDY+vs6iYligqBBqUQkEICZmFl273sWIEZMoKCgQOTgJieZBEikiSUhI4Lbb7qRr1ykkJ/uYvf0NGx7l33+9Wbr0kgihYoRA0YW+C4Yl7v80L1TqZU87iEvpD3QQUMyFpkBRp4lYSTKiA03hIEyoTJuWwOTJySxePFygQNHVn4oQtedWJCR8SXFxGffe+7AUENoKyc7OZsyYCXUJRjqLOleXFUWdmCEVlPaO4r3k3Tjkuxqsr45ZN3SkqTg55CpcqJiDcfzTRJC0ClFiCPW534z7FAtCmwVFn1gRYkVR58e6x+vFnTZ2XC1z56YJECgqDAmVwEavoqPfwcvLjyFDpkiZEg0huXu1CNLHIILi4mLGj59EcPAgLl60xPbhbwCwYcMQ4BhLl15i8eLupKfrcovQJk7yEBWPonL7MvdKVg3av105Gs9bwwpaS9Nfy7ESjddCrShCEOQGpg1d3yv9WzI3CJShJCe7otzAUUyufk3Xr5AmNWpqnCgr28Du3eNZtuxDXnrJUPSqRHNRVVXFpEmT8fIKEp1gRIhAUeHS5TC5QOCh/qSPOEOFh/7sdOripMDTEfe8csF9aXP7EmM10UWfooucd9XvevMsy7lud7T+hoTcz7Z2bjHw/n/NMooGoSIueWcDP2q8VgmVA/pPGzs2mbkPn2fpj8MEChQVuly/ApscUShsuHLla1xcbmHu3IWsW7dCRD/XGFY0bzC7ZEIApI9BMHK5nHvvvZ+qKitiYkZauDcZGzYMMWBR0Wc9EbhreE9bZRFjhhZrTcnRKBLCMMbSos+KooniIlCuVgwhRPg2tao0FSgqml4whRGi853CwmDc3deyePFi/vzTgiljJQSjUCh47LEnSE3NICVFXIIRMQLlLV4D6oRKzwQCD/XXa1HRZj0p8BQXZ6VwbrCaGBIoplpTrouOblQk6vDVKMYgNA5FZVkJF9G2pkBRR49VpZFASfGGASL6BJpaVHTPt+XlnigU3/DTT1/z+efrxHZ07dCKLSnvvvsugwcPxsXFBR8fH+68804uXbrUqI5CoSAyMpKAgAAcHR0ZPXo0UVFRjepUVlby1FNP4e3tjbOzM5MnTyYtLY2WRBIpAnn33Xc5dOg4+fl3olBYQk6/ofFal1CxxWT3LpU4MTfOGsUM3lpZG/W7hmxmiumdtCT9BdQ5AKRpFE1ECxRN9IkVMZniGmJVdAsUFWKESleEpPtJS7ueLl2WMGXKvSQlJYloX8ISrFu3jk2bfqGq6h5RCUaMESgq9AkVsbvN6+KEZwQnPI3Jv26YPkUXTRcl7X1BSJcVRaxgEfsvHFf36FdX9KFPoKi4niZipYlAUWGUUAlEyDybnd0Lf/9VPP30PE6fPi22o2uDVixS9u7dy/z58zly5Ai7du2ipqaG8ePHU1raYO5dtmwZH330EatWreL48eP4+flx8803U1xcXF9nwYIF/P777/z4448cOHCAkpISbrvtthZ1BZREigDOnDlDZOQSXFzupaTEEnESmgJFhaZQEZM2Sos1RZ84yRTRtEovaYoSY1hl5Hltgf4WbNuQaDEaTbFiXCrradPiDAgUMajGIGzWvnTpYUJDb+KOO2Yhl0spUlqK5ORk5s17Ej+/e0UnGHnMYFo9/WgTKkLEiSFriqY4caRM8Jj0WVNsc+SNikEM3SC3ZVqrC/A4Lcd0iRUhAkWdOqGiU6CoECNURLr8JSTcQrduM5g4cTpVVVXiTr4WaMX7pPz111/Mnj2b3r17069fP9atW0dKSgonT54ElFaUjz/+mFdffZW77rqLiIgIvv32W8rKyur3GSssLGTt2rV8+OGHjBs3jgEDBvD9999z/vx5/vmn5fZfkkSKAaqqqrj77umEh48lLc2rBUagEiqBLF0aTWCgcL/peqEi1HIiRKiE1RVjvXVaEoUCh5paXCqrca+owrO8Eu8y5TbEnpTjTgUuVGLTmnL/GfBbBuB0OSjUij60WlG0IdQNrCnTpiUxeXIaixf3FyBQDH2RNEWSMKGSlPQhycmX+OSTzwTVlzAvCoWC+++fSXDwQBISxE0WyxS5gDChomlFUcely2Fqe54k9FAv7skXHsCgTajos5yIFSqagkSQKGlhHOxrcO1QiYdbBd6eZfh4Kf9mT49y3F0rcOlQia1NKwq8FpIIUoybszaBoo4Qy4oBxj6ezNxH9QgUMahO9xbnAxcT8yoyWTXPPvumaf1LmI2ioqJGpbKy0uA5hYWFAHh6Kq+fiYmJZGZmMn78+Po69vb23HjjjRw6dAiAkydPUl1d3ahOQEAAERER9XVaAilw3gBvvfUWBQXF5OdbanlHlxVFnWI2bAgFqlm6NJrFi3uRni7Ef9oIJ91Mmk62YeKbqScQcTHSWsja2Bmf6bo2MmnArsIalyJbHCqssa+wwb7SGocKa0KKLuFZXYlHdSX2GivrtXU+8qsdGt/EFFXbkVfpQP6d9uSXOpBX6kB+qT15pY5kFzuSnONKda2Jbn/9TTtdJ+pCRab2PREsUFTY0HC1F/ZdaixQOqAUOoa+q7q+JMZvSFpR4UFAwPu88MI8Jk+eRGhoG8hu1I5Ys2YNFy5coLpaXJomlUBR8Rhf8AWPaa2rT6CoqO0SgxdpnD+0iD4j3sXV47KgcRR4OhIvYuJzpIxynPTWuZufBbeHgwIqTMwbnoOg1XQXmyqCOxTiZVeBp30FHnYVeNhV4vFCBZ7uFXi4VeDo0FiA1NbWzZvvNJ43i0tsyS90IN/KnrxyB/LrSl65AzmljiTlu1JZa+JthzkD5gvUnrvrqGNIoKjjh9KFTKQlZWxEMnPHnGfpLgECZQCgzyNL83RvX8gRlr6/ttYBK6uPWbNmGnPnTmPAANE+Zu2X5s64VfeTCwoKanT4jTfeIDIyUudpCoWChQsXcv311xMRoVxYycxUrkD7+ja+jvv6+pKcnFxfx87ODg8PjyZ1VOe3BJJI0cOZM2d499338fV9nFpTb0i1IkSgqJCxYUM3AAFCxdgIwjpUQsXQNdod82ymtQp40nC1Ppyvf+5crqBjoQKfAgU+BaH4FdTgUGlFqXMt5Q5yKhzklDvIKfao5R+HzuTb2pNna0+BrT2VVtbIZTLkgKO8lh9O/cP0AxOplNtgLZPjbFODp10FHtEVeLhU4OlagUeHSoJ8i/F0qcDPsxRH+xpSM1y4PMSdy6nuxKe4kXzFjapqM35PhFpR9GHIsqITzanBsFhpKlDEoClU9AkUG4RsxpOQcDs9e27mtttnc/7cf1hZSYbj5iApKYlnnllIYOCDJCTYmdyePqFiiP6chi7K52KEiscX5QzmAscfEx60oE2oaBMmPl1SyUoIanJcNH6Ic9MFXGsrCassIKyqgLCJhYTlFuDjWE5WuSM5FY7kVTiQX+VAQoEb+SW+5OXak1/hQEGFAxW11tTKrZTzpk0NP9z6B/eXTqQSG6xR4EQ1ntaVeHpV0GNYPC4VJfhVFNKtohaXylq8SqtxqpJT6CLnTHRnLhe4c7nAncRCNypMFS7qGGtFKVB77m5k36qvy1fAXGGnNBIomd7KsRly4dUlVMyQ1e3KlcH07j2TSbfNIDnxFHZ2pv+G2wXWNO8dc90lLjU1FVfXBo8Ee3v9IQdPPvkk586d48CBpjcQMlnjhQ+FQtHkmCZC6lgSSaTooKqqiqlT7yM8fBwXLxq/oms66mk0DQkVHTeQFwGhG8paIrOyUPTcD1id9KK/u5xO2Uph4lQJ+R0gy11GWkcZKV2LKHCroca2aV7dfVcCDHatQEatwopahRVVVTbkVzlArO7aPu5lhLkVEta5gCF9Mrh/UgzOjtWkZroQm+zByYu+nIntSKW+YOH+BodlRtStKIYsG/qmBe1iRb9AEWJNUUfI702YUEks/Ar7st4sX/4Zzz03X8QYJIxBoVDwwAOz6Nx5IHFxhn936mhaUdTRFCpCrCj91e7iPLrsBwwLFY8vGov6wV+IFyq3sUNwfUvjlVXO4NOZ9PPIpqtLAR0dyrlS5szlEndiSzz4MzeUy0VulNZouREVlMlRhhylcCnEmkK5A4m4URysRSkoFLhV1DKkIAGvgGTGF6TgXSDDsRIKO0C2h5wC3yKWb32AMoUFEruIoaDuMRK4IPAcza+JKgRKj1hpIlDEoClU9J0uwpoCEFOwko6KPjz/4hJWfvyWuHG1V5rbklLXl6urayORoo+nnnqKrVu3sm/fPjp1alDifn5K95jMzEz8/f3rj2dlZdVbV/z8/KiqqiI/P7+RNSUrK4sRI0aY+tcYjSRSdPDWW29RVFRGfv5Ay3TQ9Q0Bu65ry/OvTaiEGO7PkFAxVpy4Y9iaosubR337l6+AjxteWikUhFfmM6Qsg8FlV/GvLuFKJaT4yjgZbkWOG1TbNKj7AJG7n5uGjKwCZ7KSnDl8VnUjpqCjRzlhnQvo2SWPmbdH8ZxHOefiOnLsgh8non3JK1S7Ue8EnNFotr/ac3NYUerRdPNSnadNOAidEhrEimkWFHVC0P6dNxJvTyqqwL/TJyx6ZTZ33SW5fVmaL774gvPno6iuFmf50CdQVKhiVIJINWpshoSKpkBRIVSoPMTXgsciyJoixOXLD2iUNVZBmHMhg70yGeyZSYhzERd9PDmZ58uOK6EkFrtTWqsmACyxQa8uZDIKHW1IcVSQ4t/gPuZUDl6FMnzyrOgW24HvA3eQ41VFpl8FmX6VlDk31P3mHQPug+aMRYmse1T96/WJFX1fDx1iRa9AEWJNAaVQEfpzECpU/H2plYOV59d8tno8s2fexXXXidvfqF0iMpjdLP0JRKFQ8NRTT/H777+zZ8+eJte50NBQ/Pz82LVrV70LX1VVFXv37uX9998HYODAgdja2rJr1y7uueceADIyMrhw4QLLli0zz99kBJJI0cLp06d599338fGxkJtX1zo3r64IECraUBcqMSxe7EV6uoAtcLUJFX3iJBcQkivAHWFuX7r2pKzDVl7LdeVXGVKWyaCyq8hQcNLJlx88enDGsSMj+v8toJOWQkZ2vhPZ+U4cORvAum0RBHQsZkhEJqMHpfLY1HMkXnHl2AV/jp73JxktKyNnLDEufXEommJF/HQwbdoFJk8uECBQDFlTVDdOrggXKjqsKd6NLTGJmXfTs/smbpk0k4tReyW3LwuRlJTEggXPmc3NSxchJJFkIB11fx1O+9qEii5xoo4+oaIpTny4SpYAl1uj3b6+b/zSWianv3s2gz0zGeSZiZN1DafyfdiaHsapfF+KK1u3u06ZI5Q5Kkj1qyWpVy5OZdb4Zdrjl+lARJQrJR1qyPCrJMO/AlDAADXhZqlsuZFajukSK0INbWpixSQLijr3Av8z/vRG+Df+zl7JG0XviLncNnkGSQmnJbevFrKkCGH+/Pls3LiRLVu24OLiUh9D4ubmhqOjIzKZjAULFvDOO+8QHh5OeHg477zzDk5OTkyfPr2+7sMPP8xzzz2Hl5cXnp6ePP/88/Tp04dx44QHZl2+fJl169Zx+fJlVqxYgY+PD3/99RdBQUH07t1b1EcAIFMoFKL3nW7PVFVV0bNnX+ztu3Lx4mDLdNJVIxZFq1ARcqPmwgMPXGTs2BQWLx4pTKiAUqiIsZwIESoFAo7pSP4S5FnE+IhkRg9MpdjKjqPO/hx38iPG3gO5rOGGcmxf3W4UAVzR+d76KzN1vudYW8MPp/7h/gOTKK/VcDHQl3WvQM970GSCcXGuZGDPqwzufZWBva+SmuvCrnPB7IsJpKJao19tukLzXsZoK4o+BH5/6pg2LZvJk/NYvLgbyclCUtvoEimarh1irSlqQsVbu6uYvW0ejhW9eeGFV3llkYAAKAlRyOVyRo0aQ3Y2xMXdJOpcIVYUFaPYX/9cl1DRJVDUyU8YRd7ZiYzIj8SjOk5w/+pCxZDlRIhQESRSvtJuTfGzL2WcTzJjvVOokVtxNM+P43l+RBV6U6NQE+KGkm7psqbosbI42lTXxaRMolzLvl3dpp/Tel53Lmk9rsKLxt8Fm2oZPln2+Gc64JnsQm61I7vyg9lTGERxrcZNczyGF/3EWlH0oRIrIvdaGVuQzNyr51m6TYBA0WdNuVftuRihos2a4q/9u2olq8RH0Yd7772bj5e/LaKT9kNRURFubm4Uvg2uBhZazdpvBbi9qszUZcjdS1fMyLp165g9ezagtLa8+eabfPHFF+Tn5zN06FBWr15dH1wPUFFRwQsvvMDGjRspLy9n7NixfPrpp02C93Wxd+9eJk6cyMiRI9m3bx8XL16kS5cuLFu2jGPHjvHLL78I++PV/zZJpDTmtdcWs2bNt+TlzbasFUWTRpOr0Js0V0AhTqiorID9BXYBwkQKKG/cC/S8r3axtLGSMyL8CpP6JhDqU8ihuAB2XQgh+gVP0BOkpUuotCqRYmAFxLFLNTf0SGN832QCPErYH9OJ7ae6kJJbNxEJ0RU5QkSKGIGi6S6nPy6ksUBRBQsL8ZtVFyr6/M7FCJU6kaJDoKgI9fuNtNgZxFw8T5cuXUS0L2GIzz77jJdeep2qqseorBQeT2CsQFGhTagIESkAitg+JETdL1qo9HnsmKB6QkQK6BAqkWpzoNqNtRUKBnlkcqtvAr1c8jhe4MvfWSGczemIAj2uYfqESisRKZoCRZON785lhOsVxnsk09WxgENFAezI60JceZ3/vDaBonlMiEiJFFCnjne7Pcui2OWC69cLFPdhRH8gwIKiTaTcq+UYGC9UdAiU+rc9DpIdO44jRw4wcKCF3N9bMfUi5f0WECkvCRMprYXhw4dz9913s3DhQlxcXDh79ixdunTh+PHj3HnnnaSni0/1Krl7qXHq1Cnef38ZPj5PNK9AASNcv1RfWhkbNih9uJYuPahbqJjiiq/P7ctd4/kZPe1Yg5tdJeMjkpjYN5GKGhv+OBvK0q3DKFW5JLRcEolmo7zKlp3nQtl5LpQwnwIm9k/kgwf2EnPFk+1bwzgh80Wh0PNB5Gi7gde8UTBFoEDDZqBNb/y1CxSxGLqRFeH21dVTkLthYuZd9Or+I7fePouo85Lbl7lITEzk2WefIyBgJomJlhEoutB0/RIqUIIqUyFY6cx/KCpSkFB587GXRI1NlNvXzM66K6SBU3A14zomM8k3ERsrOX9eDeWj+IEU1jTjXVMLU6WwYU9hZ/YUdqaTXTG3eCayJPggyZWubI/uwmFZALUKjd90V41GDMXgRAofz7vdnm30aEisNBIodt7wKmDIOKEZm6JLoIjF29fwFFxHRv5Ievd5lMl3zCDh8mmD2aXaLVY0b0xKG7w8nT9/vn5zSHU6duxIbq5x870kUupQZfPq1u1moqM9DJ9gCboClQgPhKtHj1DRJU7OIM6aohIq7mLHpsTZvoq7rovjtr6JXLziyae7+3My0Vf/6l97RGMl73KWO6v+HsB3+3sxvm8Sjz94ltIyW77/vSfHzvjRRLVpFSigXWgIwdB5jcWKfoFShGFrSrmAOiLoKq6tyzlrcCjvxSefrOaZZ54y3ziuUeRyOTNmzKZz58HExfkbPkGNUexnP6ME19VFCEkAuJMvqn+AzsF/APqFiqY4mcav/MJUQe3rEipZD+kRJWrYW9dwe9fLTOkRT0q5K+tTe3Ek37/pzXg7RzNgPq3Kha8y+7Ixqydj3VN4sOdFZvS8yMaYHuxL66T7uqKp6YxMHKASJtqOaRMrTQSKGDoBIwXUex7h1pQnaIiREcDFq8vwUfRj0StL+OjDa9PtqzXHpLQW3N3dycjIaBK4f/r0aQIDjdsBXHL3qmPp0qV88slX5ObOQi5vZiuKCvWNRFP1rSLrujFTc/36YiTpWQJiDPobrtLIo0LIR3Om4amddS239ktg6nVxxGe5s/5ITy5nGBCBH+t+a2zfHQzihNb3rqA75enWqtu1HneoruGLf05y/8VJlMs1lpZ0Zdgq0D0+QP/eBfrcDS6CjbWc8Tckcc/tsWRkObP+115Ex6mZsXSKFHU0fY6LddQTJ2ymTSth8uRyAxYUoaJBaD0df682cVIgrMUQ399Jj3uQhMuXGqVplBDP2rVrefbZl0W7eR1WbG70Wp9Y0SdQ1AkilWIMZ5cLqmy6CpSSPKmJ65chy4lQoQJw4SEB8Y1qoVXWMjk3hyZzT49LZJc5sf5CLy44GLi51fdzNhSXoiNG0fE+7cLPsaaGr/cfYsOkcjRD6t7lZe1dxCQzuccmnUPQ5+6lN6tXvNIN7oagVKb3iKG02pbvo3txMssHUaZ5L+ARw9W0CRRtqMSKQYFi6J7/AajT4cLQJ1Se0HgtQqj4exwmO/YmTp06Rp8+fUQMqG1T7+71CbiKyaRvar/l4PZU23L3evHFFzl8+DA///wz3bp149SpU1y9epWZM2cyc+ZM3nhDzN6ASiSRgjIPdFBQCP7+c0hO9jF/B0IECjQWKaBHqOj7wip44JmLjB2YwuLVJgiVEB11BYoUK5mcsT1TuG/IJfLL7PnuUC/OpdV9toYumB8DJbrffmnEm1qPtwqRYmhzNQMipX5c9tVMvjmBOyfEExXrxfe/9SL5rIG2AcM5OFWCxRiBUsrixZ4kJ4cYqC1kQhUz6Wr8DnRZTwqEt9jVawID+nVi009rRYxDQp2ysjI6dw7F03MicXHi/Ek1RQroFipCRIp6WmJDQkWbSAGlULkYN5vLIy5S5qFnAlLDkFC5MLlOnAhZPK8BGQpGdLrCA70vUiuX8X1UT45e8QdkhuMpDP2k9XlbDNN+2NwiRSdeMKfjZzrfNiRSVNha1XJLSBJ3d4slpdiF76J7EZsvYN8lTXdmHWJFqEBR4Zbsh+/5rix2u1G3BUWfSHlA7XmSwE51iRRNgQKiRApAT++ZeLjkcPDgH+JObMPUi5RPW0CkzGtbIqW6uprZs2fz448/olAosLGxoba2lunTp/PNN99gbS3eANAGDUrm54033iQgIJykJAsIFKFoChSAIFctQsXQl1XGhr/rXL/mHxQmVM6gFCohAsZZiwGhomD42Awe8LuIlUzB1wciOBQf0Nj8bl3XToGOJmaj3IW+vVGD4AtNRaUtm7Z35689Idx9ayzLXt3LoYMd+eGHULKydM2UQjYJUH0X8vTWUqexQDHXJmtCXMM0MOTa5Y5goVJY8z6//TqUmJgX6NGjJXcwbbt88sknWFk5ExcXIuo8bQIFGsSIulgRakVRx4USnUJFl0ABpevXq/K3efAQgoWKNtevemGiTg4GhUo//yxm9ozGzb6SHy/2YHdyEHJ1t6409AsVW/Tv5WGG3cgtybpsbXfR8HRH4Xs0VMut2ZYQxr8pnbmzazxvjjjE2eyOfB/di7QSEdkLv1R7LsC6og2VQCkb9h/Rl/WIWV2xKQ9oOSYETbcv7R+rkrmIEiqpJe9w+VIP9u/fz6hRwlw1Ja4dbG1t2bBhA0uWLOH06dPI5XIGDBhAeHi40W1e8yIlKSmJr776ko4dLbQb9ZQ34LwJ52sVKnroCaKEylgjxqRDqHjblTMv/AwhzoX8dLA7/1wMplaudpHVTOzSyi+azUqBlmP2UFRiz9qf+rDtZx/uvz+RlSuPsWFDF3bs6IRcru7KIHw3YcjSeK17GtAuUNJR7tCpCyMEiD76uDZs6WImsgv706vXHcyc/RLHjmwxb+PXAPn5+Sxd+jY+PtPJzhbuUqNLoKgjVpho29xRn1DRx67OSmusWKESOfk9w43rECoudpU81vcc/Ttm88ulcP6I70KVLpfjNMz+W2gLPPXKB1qP/8EkLj/UdO+FshpbNsb05I/EUO7uFsuHN+7l9/iu/BLbrXF6ZjCcvbJOsPh/kCh4vOoCpdY7Gy4bPqcR2gRKCMKtKc8DpQLrihAqJRWd6N37IR597EWiow7pTH3bLpFiUgQTFhZGWFiYWdpqwx+DeXjmmRfo0mUQsbHuluukD/qFijYrijpihQqgV6gYI0z0omCcbwpzQi9wODeAD2MGUWprC3KaChMLEsAVvS5fLYqWPQfrKdBxXO17kVXsyIoVvdi1q4Cnn77I8OHZfPJJDzIynDBNoGgOrmFKsIwFRR0BYkas67M7wqwpBZAuf5+y4l4cPXqUoUOHiuzo2ua9997D3T2IxERxwfJiCCGRJBPSEmoKFX1WFAC/WuXvSKhQiXxEgDAxwHD/KzzW7ywXc72Yv/smCisdlPOmJvrmj3aMECtK2NdR9c81BUtBpQNfnu/LP8nBPH3dKYb6Z7Dy9AASC92VFQSm11cJlJU83TA2Vmqt20SgAN8MvZfZR3/S3YG6NcVYC4r6eF9KJON1U1J66ia+fAnWqWFs27aNyZMnW6SPVok1zXvH3JyZxExg4cKFgut+9NFHotu/pmNSzp07x8CBg3BzW0BurrP5O5iiEYuiS6gYEikqOqA/s6zmbvIAKHhgfF2MysmRpJcaMHmL2c/PGryyypk39AwhHkV8eqQ/J69oZLI5qud8fZYUA+5eYuNSmiUmRV88ijEiRYVG3Lu9fQ0PPniRceOS2bixJ9u31+pPWVyPNoGinWnTKgQIFH3WlHIQtE+EDpGiTZwIXUEuEP5e7x6PUVUVzaWYfdfWqqAJpKWlERbWlY4dHyM9XYC/fx1CrCgqQmhYtdYnVLRZUbThXmk485dKpKi4OeUKD16OayRU9AoToWsF3krrySN9ztPfJ4uvzvVlX3ogjYK89WWdMhR7ou96omvObcmYFD1CQZ9I+YNJuk8ELs/r3ehztJHJmdYtlild4xusKp6Gs6QJsaCoBIs2gaJCr0hRkWS4ir46/i81HqsooWLImqJ2i9TLM5KC9J9ISb5gVJxBW6I+JuVbcDU2474x/ZaB26zWH5MyZswYQfVkMhm7d+8W3f41bUl55JGn6dbtBqKjLSBQtKG68VIXK2IECiiFiJgtMFQWlU6wdPhBFh82IFSKMSxUOgAoGOuVwkNDLnAk1Z+nt91EqebVyhD6/LSfpP3EpZhRoABUVtqwdm0fDh/25+mnjzJ8uDUrV3YkM9MW3bu6ixEoZXVZvIy1oIjxR9FiTTE1cYw7TT9Xzdd1JCS/DTVh/P3330yYMMHEjq8N3nzzTQIC+pKUJFygmIJKsJhiVXEuklPqqvuGVFOgQINFZdq/DkQeHUFcgYGshL4IEipDna/wxPXnuJTvwdO7b6KgUuReJ7YYn3G8DSEmFkWTy/PqLCpqH20NVvyY3IOjeX483ec0QztnsPLSdSSWuulsR6iL10qeZnhyHvecv0LZsJ1NBAoYtqbYhRdRlWT8zaimQDEbWm6PLhW8jEvpV6xfv75+R/N2jzXNa91oI9rvv//+s2j711aydTX279/PmTNHSUkRkBrSGDStKOqYehOmzWKi1YqiQsaGSz35N7UzS4cfJNBZV0raOrS93aGhuNlUsrjrEaYHxPDRgUF8cvg63QJF8qKxGNHRV3jmmUASEuxZvjydiROLgDKUIkFdKBgjUJwFCBRtu8eq9yvGDQ3l70Lfb8OYzCoF6BWC5eXedAmbx5yHn0cu1+ZnI6FOTEwM33zzLSUlN4g6z1grir7jQq0ogdnKtFbOReL/v7s6B7AxvieRQw8R7i5gHxY9xkNH22qevekk80ed4esLEbx7bIhugWLKHo3XwF57hqwo+kgsdueFuBs5WuDPe/32c0/oJWQ0dSgRE4OiEignh2VqFSiGsAtXunPb3SzArTuk8Uv/lxJ1ChT/JSKEy1yN185oFSgAtXIH/Lq/xLMLX6OiwsjNZtoaNi1QJK7Nj0GhUDB79jzCw8cRFdVCO/b2QSkGhMRsaIv/NMaicqkuRkWMRUWj71DHQhaFHSWu1IOno8dQ6mYHV8SMQwMBWW90D7Hp+F0o5ruymVrrl3zVtKMqWTV0Rrlqoe7tkwM0jcdU/r90jddQ+mFNCgy8b0BLAlRWWvHVV14cPuzEc89lExZWyeefe1NTI0NshG1jgWJdd74YZWBkRK8MiDDuVJ04AhnCql6Kfw1n+3Vs2PAjM2ZMN/NA2heLFr1CSMhw4uOF+4WKESiGUAmVWiMvXdosKtqsKOrsSOkCQOTQQ0ZbVPy8Snll9FHyyh14ZvtN5Jc7GLZYO6Db7cvc1pQjaN2otzzSQ7tgsq6GQbD956mUq21d3ml6PDfzT5PqD7CB98Rs524C9VYUXXhDjcKKHzN6cKzAj+e7nCDMuYDliddRUSrecqwuUPK8q/TW1WZNUQkUUYSA/70WsJzMBX4QVjUmdx4+dqtYtWo1zz//nPnHItHmmDJlila3aZlMhoODA127dmX69Ol0795dcJvXpCVl8+bNXL2aQnx8P8t0oM+Koomh/5W+BDV6rSdq1O9WK9Ci4l5XNMyNw92v8E73/fydE8IHiYMorbUTNg4h1hQHLeV5sAor1Vo+uPq8gEabkTQaPjf1YmzAq0GBcq7Rq6goR55/PoDg4CqWLs3AzU21GY0ApYM2gSIWXQLFgDVFJtK9QYhmEupCWUdNjTP+gc/xzIJXqKrSf5NxLXP06FF27PiD7Ozhos4blnpGcF1dVhRNAnfr2/RDrV5203piLColzytXJHakdBFvUbFXlr7B2SybuJfTGT4s2T1MKVBA6E/TOOxRzj2aJROl8NFWLMzLPSKblB973MmPHZuWnztqjyE0hEGBokFCuTsvxtyAvVUt7/fYj69bqXKOEfgV1yZQ9iPcyqhNoAixpliNFpq6S6Q1RdTCpzUunSN5/fW3KCwsFHNi20SypBjEzc2N3bt3c+rUqXqxcvr0aXbv3k1NTQ0//fQT/fr14+DBg4LbvOZESm1tLY899gzBwRNE7ZBsdtQvUMJFZVN6AtPEnKBDqLirlSZnKLjPP4anQk6zPHEgv2R2Q9ROvipKdJQk8U21eVJRfgd0FSPIy7Ph1Vf9ycqy4cMP0+nSRcDNFIYEiiHrSLKAOjpQFyj69ncQSiWNBYqIxFOX4p7FxtqKL75YY4aBtD8UCgUvvfQSoaGjKSwU73c3LPWMKLEiBENCRZtAUeFcJMe5SG7QiqKOYKFyta6gYFK3BF4ZfZRvTvZm3cmIxvueCEGfod8WpTVGV2njjGK/1uIj1o1UHS1W8JJaO5bEDeNcUUc+6LmPiP5Kd62M30LJ+E13HJQYC4o63wy9F7vwIuMsKDQIlKtXzbiv20VEChQll/Puxcs7jPff154iul1hRUNcSnOUNnh37ufnx/Tp00lISODXX3/lt99+4/Llyzz44IOEhYVx8eJFZs2axUsvvSS4zTb4MZjG119/Q21tJZcuWWgDNzFWFHW601SsiEnzL2oBSU2ojDxIoL/uu2KHyhpe7HKc0V6pvBwzimOFOu78dFlT9tSVazC3PznGnpimpahzrskZKqqqrFi+vCM7dtjz9tsFjByp36xgmgVFqJlI46ZC5iregqKOtntkkdYTTRQKG9w9F/PKq0soKRG22/i1xN9//82xY6dITR0o6jxFSmSj1/rEilArit/uhlXbwN25gq0q2ig5IM7XVKdQuapWABsrOfMGneXuPrG88c8IdicEa29QyIKEA8qba23lGuMS3QCYzbom5fKVrvpP1vN5ybFibVofvrPqxWtWR5koa/guqsSKumAxVqAA7MFwNiRt1hSr0aWiLCjq6LSmaBMn/UU0LLNC5vMOH364nMxMsf7ObQzJkmKQtWvXsmDBAqysGqSFlZUVTz31FGvWrEEmk/Hkk09y4YLwVclrSqRUVFTw3HMv4eMzgdraVpo6QaxVpbeO5ypGajkGgIwNKT3592pnlvY5SKBj06tlR/sy3u23H2dZNS9cvJGUCgM3liqhsketmIh8SjNlXhOCrvghTQ1hCL3xvroa0yVYtFHC77878eGHrsybV8L06aXIZE0DQxsEioMBgaJNYaoLFOGB+XrFiTHWFE3riSYirClx8bPo0MGfjz/+2IiBtF/kcjkvv/wynTqNo7zczixtmtuyoilU9FlRVMhOK38TuoSKytVLk3qhMvgQ4bX5TTS4q0Mlb048RJh3AS9suZFLOQayoOkSKuqur+2Q/pzRetyaWq3H9bH4St0mI69VNhTxA+IfRTCR8uHcK7vE47KzWGtsWpPxWyi9frfi7tMZegWKLpcvlUCZ7rlR1NB0iROjrSlGWk60kVo4Hv+AESxdutQ8DbZWJJFikJqaGmJiYpocj4mJobZW+bt2cHAQle7/mhIpy5d/hpOTIzExltnkiDkCrSiGVs+6Y3xWLLEWlVjtQiXAsZj3+u4npsiTN6OGU1yi5+bkK7Wiz9VQ331w0++1QT6/+pj4k5oLo60ohkinIXuXZhYvUP9ynThhx0svuXHDDZXMn1+ClVWDUGksUMROA8YE2pSbZj3RpCcmW0+aILPCwWkJ77z7gWRNUWP79u0kJaWRmCjO31/TiqINlVgxxoqiicqqIkSgaGKURSWuJ5G3HCLcu8Gi4ulUzju3HqCgzJ5F268np1Sga1wxTWPyhKDP2u6n43iBwLZbGSorimDUBIvPpyn66/ZveBqDF8/Lb6C7LI8XrY5joyaaxsqSmSs7z3v9+lrEgqKO3c1FJllPNPFfkihcnPQX13aF+7usWfMVV66YkkWnldOcrl7Nne7YTMyYMYOHH36Y5cuXc+DAAQ4ePMjy5ct5+OGHmTlTmdBo79699O4t/FpyzYgUhULB//73ER4eN2DRP9vdjG0Z+j/qet9EodLZqYi3+xzkv6wgvrjcl1qVH7XqfvgrjWJhWpU1xVSMsqKo0JbyF3QLFkhLs+GVV9zo0aOGp59WChXtAkWo8DBGoIgQJ0KsKSEiuxdhTUlKup0OzoF89913Ijtpv6xYsQIfnxHU1Fhuac+vl/kCb1/uGGmwjsqKoo5ooZLUWKh07FDGO7ce4OJVTz7cM4iq2rrPS5eY7qlR9HGN7jgvhHorig58ApSmLp8lKfXFEDk48Zp8JB5UsMjqGHbUNhIoF93cRY1Rm0AxZE2pKhG2c6BQa0rGPgstzgJXSwbh12k4n332mcX6kGj9LF++nAULFrBs2TJuuOEGRo0axbJly3j22Wfrd5sfP348P/74o+A226BByTj++GMnVVVFxMd3sUwH6lYU97rHAi31xAZF9waijBhPb0QETyqFCsA7ffdjLYOt6WFsSq0LkFdfyBGyqKMvPaY16LTmxwBmChUq+UfLDYe2C73K6lhE43EZ7+bewmj+pGvIy7Pm1VfdWLKkkOXLC/DwqGXxYkeRFpRyQF+iiSxA28VSTaAoroJMyC70OgjReN0fdHiMGE9tJd7eD/Huux/z+OOPN/KtvRY5f/48Bw4cxN5+oajzhFhRNFEJlcxo3ZvrCeXljpG8ly1+DPVCZbOBinXz244k5fXkzVsOUllrw+Ekf7483BeFZmKRSgyvTntjnAW2A8oEJObgGy3HtM2bDsAgYCWgZlBIK9ARFzLPtGGJtqIYQF2oZG3srLVOKXa8IR/BYqsjfGi1B2/KeK9fv3qBsj5vBjM81+vsYz83UGvkcrhQgSIEo8VJf4TPr+lgHzyfTz6Zx6uvvoqDQzv0UWxuF6w2eHdubW3Nq6++yquvvkpRkTKuytW18SJl587af2+6aIMfg3E8/fRigoOvJyqqGf9kd4wzrbtrvFZZRqK0HDNELdrNhk28EGQcSA9kcsBlahUyDqYGQKkRGbxUmJLHX0u2MnmhdmvKp7XzjezEjHTSckz0zYaxVhRDKL/vhYVw7JgDd91Vyrlz1qSmmvC/FYQJrl0XaLpvSogJQwGlNUXfvik1DVao2NiHsLd/j7///ptbbrnFxI7bNitXriQoaAiXL1twh8AJjV/69SrUKlT0uXqpePmmyIbndRYVTbGizYrSBBsEWy+OXfXjvm4xdLCr4r+4oMYCxV1YG/XoEyo16L9iJ2k5dkZHXS/hQzIHW5nc5Ji2fa4AxmrZZ0UXQq0ouqgXKJopmOvuscuxZa8ikEdl50l26UB8B+Fp01IJIsDAJmLTPTeyMa/x3kzqAkVeaY+VvWG/1qtXffD1bRob2ESgPAV8YrA54ahdli4nTcXTaRE//PADc+bMMWMnrQRrmveOuQ26e6mjKU6M5ZpYJrx06RLJyWdISzP3jnECcMd8LmBi3LjU51IBcYiBTsW8ed0hfknqxo7oLiwdrGcflTtFjEMbqh9fmJYiKp1yW6RIR9GHsQKlgWnTSpgwoYzFi53x9JTz9NOVjWJUlBi6KxOqOvVMTgqR6UNDMF2g6KOmvJFAAaitdaRLl3tYtuxjC3bc+snJyeH77zdQWysuQM4YK4omfr0KzeYCJsT9SysCbki8HMpZOuwg+6504puY3kROPEx4aL72eT/JuGE0wV5LMVfbrZQH2Ki16EOwQNFG3d4xY2uSmS2L5r2IvlRZWfP8xQvYyA3vs5NKkME62jCXBSVjX6h53Lv66zieTtPLksyKgM4P8b//fYxCIWAhoK0hBc4b5OrVq8yYMYOAgABsbGywtrZuVIyhDX4M4pk16yXCwwcRE2M+E2ojhATMu2Oezbt6Y1zAsC6LCuDnWMqSAYf4Oz2En5O6Q5pyglk6+CCLj+vYmf5ODLtEqKwpIUaM95pDRIYskUybVsLkyaX1aYbfeMOBt9+u4PHHq/j0UzuM2vNGK47odwkTgS/CNm7sj3EuXzVN43fUSUl5hosX+xITE0OPHhZKV97K+fLLL/Hx6UpSkphc6CKZoP/teqGyyrRuVELl/b8FzNXb1Z5rs6jUaXU3uwqWDDvIudyOfHWhj9KCYi0j8vpDRB4YQVy+lp3pkzA8H6qsKe0oFM9SyPW4FfmRrPM9vQKljrE2ycy1O8+y63oT1cGLWFc3Fp8/w7MXo/ioZ29qray0unypC5QrBAiypnyTMlfn+2KsKfJLAr40plhTDKyXXUp4EuuqZezbt48bb7zRyE5aKc0dzN4GLSmzZ88mJSWFxYsX4+/vLyqLly7avUgpKiri9Omd+PrqngSaFfe6xwID7xuiEuUKmhi0CBUn62pe63eEQ1kBbExQ3YzJ2HBaGaNilFBRnyfdRY5RQgvqN9TiNtLTFCgABQVWLF7swHvvVTBtWjW//GKOtLI69oHQhr7YlLFmGIouakDohj1FRZ3p0mU8n3zyCatXr7bgoFonNTU1rF69mqCgu0gxHGdcjzmsKFrb7a98lJ3RXUfd1Usne4DRIjvXIlRsrWp5ZfAxLhe68/m5fvUuXjtSlDEqRgkVdXdEd5FjlGhCSlnDnNTZqUGwiBUoMe7uUAPlNja8HdGPN8+dZmZCPOu6No2TMcaCcogRos/RRH7Zgoq2P7BDWNXqald697qXFStWtD+RIsWkGOTAgQPs37+f/v37m63Ndu/u9e67q/DxCSA1VVzmFsEYm3bYHdMvRLoWV/S5zdZSL5CsUPBcxAmuljuxLi6CxivqSqHy76XOwly/nNWKhAXRnclLE20CRUVenhXvvmvP1KnVDBmifgdmjMuXCIGii7EYL1D6G3g/FQNZ1bRTXf04X3/9HaWl5kkB2pbYsWMHFRW1HD2q5SZbD+eCunEuyLxBzuoo+jcIFqPZY8Q5qhuUagAFT/Q5iwwFn5wdgFzDErkjpQsbL/ck8vpDhHvo2Jk+qe4xQ61IWIyUsuD6YogmAkWNUltb3u/dh5HZWYzNUFpI1ufNIJUgiwoUeaX2FUn5ZWfLChS1DUqFkpqxgK1bt5ORIX2przWCgoLM7urXBrWaONau/RJv72EtPQzduNc9FgisrylMVK/FWlUyYMaoaHwcy3jp+A0NF9pG8dsaFpUvR5Keq0UBScKkhdAtVKZNq9UpUFRLw4mJ1qxcac+CBZW8/LIVKSnGrFloXvSrEeXypU+YlCPWcNQYrcLEEaHWlNTU0Xh5BbBp06b2GQiqhzVr1uDlNYTcXOPWsdSFSt/UWO2VDLh6qVAc0HKsv/JRn2VFk/dfUVtQ2lP3OFqj0nb04w+THS7Tr2M2z++/gWq52m9L7WvfyKJyagRxhVrEnnQPJ5jT9GeAmVL5/TB9is73rJO7Unv6xiYCxdqmltoa5f8628GRD3v2ZlHUOa44OdE3dCdX0Z21UJvLl6nWE53CRGjCB30uXyJFiSa5BT0J9B/KunXreOWVV0xrrDUhBc4b5OOPP+bll1/miy++ICQkxCxttmtLypEjRykqyiAhIaxlByIkFsUd09z5hcap1I1ldGgq4/ySeefsUMpq9XVcZ1E51pmlsw4S6CUisMZdeFUJHak7jWDatAo9AqUxhw/bsGWLLa+8UoGLi9gVEBMsKCFYzrXLSMtJU6zw9b2HTz75whyNtRlSU1P5++9d5Ob2EnXeWYX2QGZLWldUlhVBrl7a2COu+gDXq9zfI4Z3jw8hv1K/gq63qAw8RLibDouKhEkkeYrYBMkA1sldsT0/FKvrtzexoGhy0d2D77p05ZWYkziVibuNMlagyCvtLWs50Wc1GSSuqQ7uM/n00y+RC0gy0GaQNnM0yL333suePXsICwvDxcUFT0/PRsUY2rUl5emnl9ClyxAuXjRTMK8mb78B8WZusxTjLROVKBeJDWRJDPfK47EhZ3lv7xAyMjsI2OxOxobddRaVWQdZ/K0Oi0pz8ztoNSHp+ndrS+1pDXSpe099BUozJSWYdz8CC6EUKFWCBIqKTZtsCQ6W88ILFbz5pgO1tYZyndoAgcYPMtSEvVJ0UY6ItM/CrSlJSXOpqvqACxcuEBHRAtkBW4Cvv/6agIAIUlLMu9dBI+tKLx3WFQ20WVG0sbpsPvOdjIwd2lP3aOC3HeBbzPOhJ/gspR/xTh4gIPlYvUVl4CEiT+qwqDQ3+eWgVTPpyt6nZWm+pu7YORr/lN7T3sLFtAFNjzGAee98pHuczYhKoFQN+we591XDCRcBr94HSKvpwPCjbqSOUlBjoztI+AoBJOnJmNCtczSxKQYWBeJt6lMjm4WngNfM2J4a8YkzsFcs4t9//+Xmm2+2TCfNjRSTYpCPP/7Y7G22wY9BGCUlJZw9uxsfHwsHzKsWwHWJFWMyeukSKkKtJamg1T22GDwdy1l04zE2nOnJ2cy6zfcyaB1CRVcGnyTgtHm7Mjt7tBwrFnClMyPGCBQAhULGihX2vPdeBQ89VMWXX+rzHRTif6XD5csYcWLI5euw+CbFUFbmQ1jXcaxZs4aVK1datrNWQG1tLWvXrsXT81ZRAfOi2Vv3aMbYWn1CpZGrly70zIPONtW82vUof+WEsC+vbnI1tPdOHRYXKv/T9Yau+cdCi3ZG8FVe0+vzV8zlI8+mm4dmEMAk/jD7GJoIFAHc6/kTAGf7lHD9YXcmnapg62AH0JHN6HWW8BBfGzfAeJG3aUJcvrQtwpmRWrkDYd3uYs2aNZJIMaW/NsasWbPM3mYb/BiE8fHHX+Ht7UtamoV2rXpb46JnSKwYQjM2V/VajFVFfUVL5e6iJlasZApevOE4p674sv1Sl8bnZqCMi9GrO8wkVEaJP6V9oevmwQdjUxEbK1BUVFbKeOcdez74oJy4OCv27NGcGkwJDkG7QLmMcm8cY9AmTkTt2C3cmlJT/TBr1z7EsmXL2udOymrs3LmTwsIy0tI6ijpPl6uXQfSIFaFWFFeH7Prnq8uUm7sabVVRiY5GYkXB0/1OcaWiAxvSNVa7VfUMfO/MIlR+FX9Ke8NdS/Bmgacj7nnCfssAU8o287vTnYA4gWJtU8s0118aHVNYwdHBhdy015P+8XAmvPE5r7NE8Li0oilQKjDNmmKKOBkEnBBePTN3HhejhpKdnU3HjuLmk1aJJFJEUV5eTnV1Y+usMRs8ttuYlM8++xx39yGYbw8IgXTFnOEFTcWLWNR88+/oGU8Hu2rWHO+Lzs9Fm+UnSf2FUqj8e8ZAjMpclBszaisSeijXUvSvfIoXKNqX2bKzrVi92p65c6vw8FD5EjtikkAJ9TWve9dhLG490SQ5eTx2dm5s3ry5eTtuAb7++mt8fYegUFjOIbpvthZXr700CBYzoBIrgonTeK1mIRntl0Y353xWJl3XJJNXPccNd7EjpQsb4wXEqPyLUpBoFgmdyPY2LfY79Z8j1oJS9pt2n/oqOwXHBhYy+BJ4FCnj+l5niWkCJd5GvAVFH3WbUzbBQu5eANm5/enoM4Dvv//ecp1ItCpKS0t58skn8fHxoUOHDnh4eDQqxtAuRUpWVhaZmXGkprZgwHxXoLuZ2ipFePYvbaRCp5Ji7u17iU8OD6Cq1sANiEEXNQ2h0lHthOF1RcLM1KiVBswlUFQcP27DiRPWzJtXhv4lOwO7euFpPnGyBwuJEyHiKwlIwd9/DL/88ru5B9CqqKio4I8//qC8vAU3r6wTK0KtKPpYXTaf1WXzhbl6aSMDPArKmdv9PJ8l96O41sB+QmKFiruGUPm3rkiYDfvZDUUdcwkUFXmeNSSEljLjdDqL5Uu11vmah/S20a1ztPnEiQ0NwsTCrl06KQcvz9v4+ef2MW8qrEBh3YylDd6dv/jii+zevZtPP/0Ue3t7vvrqK958800CAgL47rvvjGqzDX4Mhtm06TcCA0MpLraQa4amq5c+BmE4M4ZQa4k+i7ae96xkcp4ee4o/z4VyKUfHZFug8VqoUEnvzNKnDxI4vlgSJ82GUqxMm1bG5MmVZhMoKr76yp6wMDljxhh7dRMhTi7ree9oXRGDWbZDSlIrSoqKxvHnn39RVVVljg5aJf/99x+2ts6kpYkzyRvt6qUHqzgFVnGGs82pu3rp5Iixo1Awb+hZThzy5VihwCxSQoXKtjqhEpcviZNmQiVWMpeMxfH4QLMJFBUPDZ6Nosae8ngLXwgNTMt2PYqw62GheEhD9zIa23ilpd3L0aOHyM3Ntcx4mpFam+YvbY1t27bx6aefMm3aNGxsbBg1ahSvvfYa77zzDhs2bDCqzXYpUlat+g5X194tPYzGCBErQhC2j18j7hhwGSf7Gn442kOcRUaXULlFVWRsiOrJv8mdWTrqIIEuxmQJkDCGadOqmDy5msWLHUlOrsLwF0OYQAEoKZHx2Wd2zJ1bhKdnrYhR+dJIoCTqyhZkAGPEiVlIQsO3sZ709H5YWdmyf//+5hxQs7J161aCg/tjSRdZra5eehAqVgxyBN1iRdPVq47RoamEeRXw1dd94F09bf+p8VqXUPm+oezY34WNf/Yk8vFDhHeW0hM3F8ldxnJ+0FyG7VnKPY99wX1TN3Pf1M0662sKlO++eVRrvY9tH8WqupoOA7ZQFnsDNUXNH4NhtDgx1eVLz/7CBQXheHmF8eefmj+StockUgyTl5dHaGgooIw/ycvLA+D6669n3759RrXZBj8G/VRUVJCQcBIvr3ktOxBdC9sqoSIiAE0rqgnBgMdKJ48i7h18idc3j2hw8yqoe9NdQD896opOlEIFYOmogyzeP5L04mZKT3xQx3Fdq+na/ieqX0AeTTNwakuCkGR4WJamsUCxAtSFhDahIj6bz/HjNhw7JmP+/EKWLvVA/42rmdy69AmTSsRvWCqIXISl4LMmKGg4GzduZuxYS23w0nIoFAo2bfoNd/c7RZ1nCSuKNlRCRR5uooBSCRUD+/t6OJYzd9AFVhweQElJnZuXSqgsEtCPADf8HfvrgukfP0Tk5yOIS2mu9MRiV7Wd9LxXQaMFkFTQelH6Rsfpz4sciljuB35QPlUXKN5Z0Y2qaQqV+9gMtwvr4mPbBuFi63kFx9DjlJyejNuor5FZiRPY3W46R+zuvqLOsZjVRBeDABFrNT4+N/Pdd7/z4IMPWmxIzUGNtYwa6+aLca6xVgDm3b3d0nTp0oWkpCSCg4Pp1asXmzZtYsiQIWzbtg13A3sP6aLdWVJ27fqHDh3cyMx0s0wHYly99KGyrAjxItC3IF2OTqlpJZPz9LjT/Hk+lNirWkzWBQL61kea6omFLSondJTWRLGWgvhMFoZoKlAsx1dfWREaWsNNN+my0ORhFoFyEPNaTgS5fKWh9gUWRHX1TWzbthWFom1dOIRw+vRpSkqKSU4W9//st/IS/VZestComqKyrFjFKQS5epXcpuPLoLKsaLWi1Ll5pftyfJWWCVqfVUUIakOyrEVFWxIOkWZ4C1P1i6vWYm70CRRTUBcoAD1tT+LUYw+KGlvK45tu2mgoLkUwFYYtJ3aDLCBeuiM61rag4G727t3Zrl1lJZTMmTOHs2fPArBo0aL62JRnn32WF154wag2250l5cMPv8bfvy/5+c2c1csUTE1fDMrUwRraYGKfJJzsath4VI8ppAAIx3TBomlRyRhJepUWi0oh2uOxHQAD2VjaJrosG7oCz3WnxrWMQNGxpwlQWirjs89cWbCgkOPHHSguVu+zYbU0IADef9+aiRNlODpCbCw8/HANp06hdPkKteWNZ+DR+8DDDY6egflvQLTaaly3rvD1pxAcBGu+gaXvm+nPa4Q4UaJJcvINKBSLiIqKancbO27dupWQkD7ExhqX1UtdqJx9WvtdjFBXL1mCMBFY8qDybr/D94LzTjflV2Bq40PDO2fQ1auAp7bdpPs8lVDpb3zXKgRZVBJ1iQsjXSpbOSd0+EafYBAF2lwApsDvv9+v9RxzC5TvvnmUvEd0vy+zrqXDdVspPDAT+8AorJ0L6t8befIkDFQ+98GGF/BnFC44YEUSlbxKGuq/kjdC4dEA8LCBo0UwPxZKh8YAkJEXQDcrK75wdqCztRVrK6p4p8JIIfAa8JaO90xMAJSePooOHZzYu3dvm94zpdbGhlo9G3aavz8Fbe33/eyzz9Y/HzNmDDExMZw4cYKwsDD69etnVJvtSqQoFApOnNiDj8/dLTsQY7N3mipWVJqgGBxsq7l70CVW7R5AtaFsXqAUKjp8s4VTJ1Sug6XOB1nsNpJ0Gw2hst3UPq4Fmq6ATZtWy+TJtUYKFF1CxPAEePy4A7GxZdx1VwnffuuKpiuHuzscPGjDf/8pmDixlqwsBWFhMgoKGuq8+BgsfAhmvwixifDaw7DrG+jeD0pKlHVWfwjrf4Tjp+Dzj+HfPXBI07pitMuXIXGiReFrobraia5dB/Lzz1vanUhZv/4n7OzMETTXIFh0iRVzY7JYUaX3nQrWMjkP9o9m49kelFQZyOYFcCIPBgkLrNbHjv1dIB8iHz1E5NIRxMW3gp3p2xhzp6xqciwo2YkIW3du/Os18QJlG9pdvgSkyrb1uIJ9YDRlMaNxGbhZKU7UcMWaH+jKUUp4hETyqCEIe4qorXf5erEzLAyC2RchtgzeHVrE7qGO3IQVpShTxK9wdmBjVTUnampZ5ezIfzW1HK4RE0eoB7P9fK3o1Gk4v/66uW2LFGtrapvR3avWuu2JFE06d+5M586dTWqjXbl7nTp1ipqaClJSzLgvgzo/msnVS4WuxXRT91pxgTuHXuZKQQdOJIn4LMLripFEfHeciO9OsMGpJ/86dGZp4UECa6RgelNpECg2JCfXYvrEVS2qje++c2HSpHK8vZsKnZdesiI1VcFDD9Vy/LiC5GTYvVtBQkJDnQVz4O1P4fdvIWofzHoEnBxh+r0Nddzd4PQ5OHcBrmSAm8nemuUY49JlCFvbG/npp81mbbOlSUtLIzExlrS0IMOV1Vmhfz5UuYL1W3lJdMC8QbRY2koe9K4XLEbxK4wtSkGhkPHvZREX1hN5ymIsmcqy488ubPyxJ5GLDxHeVQqmN5WgZCcizrtzdFgO51e58d+m4fy3yYTMWyL38nHqsZfqtG5EHG4aA/QIHcmkmldI4zzlpFPNEUpIpcESsiAI3k6CU31iKBkaw3Nk4IgVd6i5EbvJZJypkXO+Vk6GXI6bxo73oly+XqPBncuQQJkrvFmAmpp7+OmnLW3aVVaONbXNWORGr3a3L9qVJeWzz9YTEhLBpUsW/Oeqb72iL32qOeiK0g0rQ08dLR5Vbg6V3NE7njd3DYeeMrio53xtokSAVSXiHT25NmUyNjjVuX4V6rCoSAiisUBRX1MwVqiIPy8x0ZWjRyu47758Vq1qnLVm8uRqdu60ZdMma268UUZ6Onz6aS1ffaW8GIWGgr8P/L254ZyqKth7AEYMhTVrlcdeXwq7NoOjI2z/C3b+Y8SflmN5f/u0tPGUlCzj6tWr+PpaaDGkmdm2bRtBQd1ISbFIZgIAZA833Jwo1lp2NbJeqBQYqLin8Us7uxruuzeGLz/vi/yIlXiLuBCrSg1KUaKDHX/WuX4tliwqpqAuUPK8G7tAqQuVMVMFbr4kQpz0tD2JZ12ChgsdgokumsFw74a9Uy6d7Ef8wHIOUMwKOjOYDlylmo3k8jNKsXvTTTH404MLXRPrz6tCwVHKGIgjG+u+3EvKK/nD1QlH4I/qGv6uFp7FsR4/8aeIJSnpTmSyuZw/f56+fcUlBmgt1GBNTTNuDl7TxoLmLUW7Einbtm3Fw+P65uuwuQSLP/qFigZ3973E+cyOxGR7QSegJ/qFijbCgdtEnqNOKxIqHvYVhLkX4O9SiqdDBR72ymJvU4utldJsHnnzYQor7MkrcyC/3J7cMkeSy11JuupKdU3LrGjoFijaMHRxqkH8z73h/7VxowcrVqSzebMbaWkNbjBdutjxxBMyPvpIzjvv1DJkiBUrV1pTWVnL+vUK/PyUk/rVrMYtX81Sxp+o+HMndOwCri6QIyb5UDMIE3WKi30JDOzGtm3bmTv34Wbt21KsW/cjLi49m62/ZhMsRzCYxUud229LICfXkcNH6oLla/LARo/oqNFiPTmRB+g5R8D+oa1FqLi41BAWVkpgYD4eHlV4eiqLg0MttrbKefPNN09QWGhHfr49eXnKkpLiRWKiG5WVLXN7oU+gaFKzznB7Ns80Peb5IOTpyODmqbbwF+7yC/9kfkFOZW+87aMaxogd9+PFOnL4nAT64sRrBFCFnEDexp8uQA+yaey6lU0tnermcX/PK/yVF0BgfjGuMhk5YqwUzSBM1KmpcaZLl8Fs2bK1zYoUpYWj+ZyPautc+q512o1ISU1NJScnhdLSTpbpwJCrl0qwXEVYAhVDG3ZrokoyY0Cs+HQo5ebwZF7YcWPjN1T3IGLFiiloEyraTD/GEKX7Lb+0UgaHZ9I3JJsw/wLcO1SSntOBtMsu5CU7kJbfgfP53pSX22BjI2fhs6f4+0d/7O3leHpW4uNRTC/vbGZOL8bZuYaUFCfi4lw5ccKLs1WeVFbquvCZb2VdnEAxN03/R5mZtvz7bwceeCCf999v+DutrODECQWvvqqcUM+ckdO7NzzxhBXr1zdcYDWvnzJZ0+SKVVUCBEoOWCZDkbC4FAB39+v5/Ivf24VIKSkp4dSpQ3h5Pd0i/asLFgBeFXCSmKQKAlMOd+hQxV13xfHe+0NolG5bJUT0iRUL0ESoxJhzY2Ltvx8vL3sGD86nX78iwsJK8PGp4soVB1JTXcjLsycz04WLF+0pLa2bNxde4M8/u+DgIMfDowJv7wq6dy/mvvsScHevJD29A3FxHpw86cvp0z6UlWmJi3sM+MJ8f5kYgWJuPLV4JdhbF9PVZTPRhTMY1fFlVN5YMuAC5SyvM6tdpIK7iOVZQtikdr5CY5aUoWXeBL0CxW5QEVUiN2i1BHZ2N/Dtt7+xeLGpG7NIXEu0G5Hy00+/EhQUTnKy5VwWBKO+Wmbu+ykDYmV6/xgOJgWSUqBjUmpusaIpVBxGkl6hRajoyrsucIuPALcSbuqewpDgTPzdSriQ5M2py778djicxEw3Kqpt4GTT8xwdle5Phw75UV6u+XOoomPHSsLCiunZs5DZsy/j5RXNuXOuHDrkxcGDnlRVqVtZknSMTtuXQF8Wr5YSKLoEZDngyKZN7nz2WRrdulUQG6u8acrIqCE6uvHndvEiTJ2qvBpnZiovnn6+kKnm5uLTEa4a3uxZSSsLa8rNHU9OzgzKy8txdBSwNN6K+fvvv3F19SYrS+RNjIF4lEaIcd17ou7xMzGDEYABsTL1rjhiYz04f17HJnwtIFYaCZXIgcTFaQvUMibLSsPv3Nu7mptuKmDo0GJCQiq4eNGFkyfd2bHDl8REZ0pLbdCWSt3RUWm5PXIkgPLyppO0h0c5XbsW0r17Hvfcc4kFC04SHe3FoUMB7N/fqbFgiWw6wm8iH4cHtI/+zg9+1HrcGIGy33U4o4oEunzpQZtAURHWYSuJJRPJrBiKv6MyG0g2NVymEoB5rAYgjxvoygAASuuSp/hg08ia4o01OQgLjK8qsLDnwlzgK+HV09Mfo6TkPTIyMvD3F7L3Quui+S0pbSNDbVGR8LgnV1fxYrndiJSvvtpIhw69WnoYTTFFsBToec8f5cK9mptZZ/cihgdf4cnNAjab6wmEYFraY6GohMpRWNrtIIt3jSS9yPQJ1EqmYHBwJrdGJNDTL49jSX78eLI7p0/7UF4lfgNDLQMnO9uB7GwHjhzpyLp1YQQGljFkSAZ33nmFuXOT2L27Izt2+JGZacxKZ9MvxLRpZUyeLG9mgWKDED+UggIbtm1z48EH83n9deVF5uDBUrp3d0B9KunWDZKTleIkMREyMhTcPErOmbNKQWdrCzdeDy8t1tOZWYSJF+I3rtOH8m/MzOyDm5snu3fv5tZbbzVj+83Pb79tJiCgL/mtLU77CbXnxgiWv3QcV4mVioZDHh7lTJqUyMuLBLgKa3PxsiA7/uwC8mwiI48TGRlMXJw5RLGC/v1LufXWPPr3L+HMmQ5s3erJqVP+FBebY96E/HxHjh935PhxP77/vhc+PqUMGZLJ2LEpzJkTxb59ndi+vQspKeJvWjZ/dF+TY2NdkunufZ6jozKazYLi+SC693eaAaxXPrWxqqCb6yaiCx/Ez+EYMpmCwLxfGOE5uF6gAHjgS1FdTEoROZRSyPU4E1UnZmyBoTjxHrr3BzJZmDwFfGJaE02oCxErJghf517s2LGDuXNFRt63AiSRoh13d3dkMmFjra0Vn3muXYiUqqoq4uPP4OVloXgUc2X1Ul1f9AROikblZnYZJve6zJ7LQWSX6tshWIOumFWoXNg9WMc7MjacrbOo3GyqUFEwLDSDBwZfxNG2hj+iQvnfP4MoqqizolnsGiUjPd2Z338P5PffA+jevYRbb81k5cqzHDjgxY8/diQrS0DaUh0oBUo5ixe7kZxcZsZx60PcTc+WLa5MnlxIaGgliYnuLF9ezKFD7ixaJGfTJjlDhsh49FErHn20YTL6+GM5r7xiRVwKxMXDKy9AWTls/Emj8VZmMdE9PVrh5zecv/76q82LlO3b/8DDo4VTthtCXbCEmKlNRZ0ZT+bLpEmJnD3bkcREdxEN2GA4DkwEehawduxQWm8iI5NNFir9+lUwY0Y23t7V7Nzpweef+5ObqxIm5hEo2sjKcmb79jC2bw8jNLSQSZMS+OCDvZw65cuGv3uSlmn8zfVYl2Tmep9nacYwoqO1Z3dby3x239B0c0VT+GjdPBb2+lRQ3RDnXcQW3U1WxXX4fnASui7H78MjDGYisZzAjxAiGMW/NAS6nOZf5nMHSVSRSBXz8aIcOVvUUtT7e14hOaF5Un0LRk+CPQ/3kfz111+SSBHUX9sQKf/991/986SkJF5++WVmz57N8OHKBBWHDx/m22+/5d13jdsFt12IlAsXLmBrayveZaEl6aD2vMT05ly7VzKqSxrPn73RcGVNRO7PYjWwlOirxlitTBcqvf1zmDk0mo4dyvjpZHf+uRRMrbwlMmnLuHTJhUuXXPDxqeD++9P45JMY/v7bi02bfCkuFvfTaixQjPlZir1pMu5Gp7TUmv/+c+f220tZudKdEycqmTIlg3ff9ef1161ITIQFC2rZuLHBR3rZMjmOjvDpx9Z4uMPR4zD+9oY9UlrPJtiOCM1+JpP1Yd++Py07HAtz5coVCgvzqKjwEneipVy9hGSL3qP2fLSItnVgZ5vBhPGJ/O9/xuReV/1OBf7ubDA6KZ+pQiUsrIqZMwsIC6vi1187smOHJ1VVLbMDQWKiG6tXD2DDhp7cfXcsHy7aw77jnfhhWw/yCsX9XY0ESoX+9NM3xR7S+V61n/Abwo/WzRNcV4WVrIbQE39x2ec2fDkJ8SfYwWeMYApDuJUictjLJi5xrP6ck+zkBDewFD/csOIMFcwgtX6PFJfWsKozF9gsvHplZT8OHzbuZrWlqcWaGkmkNOHGGxvuOZcsWcJHH33E/fc3bKw6efJk+vTpw5o1a5g1a5bo9tuFSDl06Ah+fsEkJbXwP1Woj70mZhAs4/2SuFjkRWqZa4N1pVJkIwbEitXAUuMG1wjjhIqTXTVzhl1gZNgVfjsTzrbzXaisaR1f36wsB1as6MrmzZ7MnJnBJ59c4osvAjl82F3Q+aYLFBWa5+q6edJ2I1Cu47gK2/r2d+yw4qOPEvj2W18KC23YsaOUHTvi0bfM/eabct5cpha/Y5Iw0R3PIx7jVsPz8/uTm/seNTU12Ni0ju+hWE6ePImXl5/aSrpAlqo91+eyZ2n2qD0fbVwTN9yQQ36+LefOudJ4AhfzmYgUK0ZijFCxs5Nz//1FTJxYwvbtHVi2zJvSUpM3ITILBQUOfPllX7YdCWP65It88sZu1v0awT8HO4OAGzQxAsUQoa4NOfcTi7QLVtHiZAaNUvwHO+wktu80it064VKYRiLnSeS83iY+JoePadik1IVi41LPdFBAiRnvj9Q3udws/LSsrP6UlqaQm5uLl5fIxZEWphYbKbuXAQ4fPsznn3/e5PigQYOMtp61i80ct2zZjbOzyI3IWisdaCxaBGCFnIn+SWy/0sU8Y+gKVm+UYjWwcTEfSqHyb3xnlt58kEBX/StC/TtlsfLu3XR0Kefpn8fwy+lurUagqJOc7MjSpaF89VUATzyRxvPPJ+Hqqv/GxXwCRRs2GgXEW1Bc0QycTUuzJyrKiQkTRAYylKuVFqNGoxhHVlY3ZDIZMTEx5hpYs7N//2E6dgw2rZGlaqUl2aNWdMWjNEHBrbdmsn27H01visvqihhs0Jt+2Azs2OHJxo0+REYmEx6u/4fUrVslH310ld69K3n+eV++/96d0tLWd8nPzHHmo68H8eHaQdx3awxvPHUYbw/9n705BYomoa5xjUrQujjxAuW3uqKGQ0UhgYkHSOildBF95o41Bpt5luV1wqS4ZS0nt2sUIyl1HIarWwCnTp0y08AkWhNBQUFaRcoXX3xBUJBx9+it707PCC5cOIubm3n9TesZZ+Zd5sXgXvdYoL/aIM+r1CpknMpvS5vLaVhUfh1JukbQnwwF9wfHcNuNCXyzuTd/HwrG4Apbqr43k5oeUqhiJ5Jpunub2J+H8qbhwAFrzp8P5Ikncli+PIZ33w0kPr5pYL1lBYqp6Hed/OsvDx5++Cq//OKNXG5ohc5yvu6GcQKEZx8RikJhg69vGCdPniQiIsLs7TcH27btxsrKjCnbNYWKmM29hbh6CaW8zqfKUf/3Ljy8BB+fSvbt03eTq7pZFhHnZ2EaW1S8iYvTzGip4PbbC3nggRJ++smZLVuckctB6WumywrpiLjfiUrg59N0ntQ1l+n4f9RlqjyV4cozh4czZ84lli/6jw8+6Me58U2/n5YUKCbzm/63Q2L+5PCEN+l9/BtsavS7OnibNemHCJ5Cd6JKM+Dt3Y2TJ09y8803W64TC1CLFbXNuAu8+BDzlmf58uVMnTqVnTt3MmyYMpXikSNHuHz5Mr/++qtRbba+ZRWRVFVVkZ2dRF6eBSerr9RKS+CuVrRws18y/1wNRi7Gh9GyngkCqbOoHOzM0skHCSwtVk6OSeCQUc3Lo49x/XXpvPjhDfx9KAQhLgCthcJCa957z4ctW9xYujSVG27IQd2UMG3aVSZPrmhlAsUWbZYTbZw44YKNjYJ+/XRZ2GzVSnPTPCYbV9fuHDx0wqJ9WJLU1EuUlvqIO8lbxKLNNrXSEpRXNxQtjB+fxb59XlRWCrnxKFMrLf97VVpUHImMzCY8vAjV993Gpownn8xmypRSFi/24PffOwhYRGg9lJbasmpVBF9/3Z1XXjnNrfGXYbUCVgOrYWxUMnNdWo9A+Sh6XoPVxIBAAfDIjsOpJIv00JFa3/cmt74IJaKLmeagErViQRwdenD48HHLdmIBlIHzzVvaGpMmTSI2NpbJkyeTl5dHbm4ud9xxB7GxsUyaNMmoNlt+tjWRqKgobGxsyc4W6SNlLOpCpSUSVLjXPV4EfMHLrpz+7ll8Ht9PfFvxNMShmIsf9LynNWZHxoYzdRaVJw6y+LORVFTZ8Prcw+QXOfDC/26gtNz4jFkti4ytW91ITbXi+edz6dSpho0bXZk2rZjJk4tZvLgjycmtZb1EXNKJ2loZu3e7MX58PqdPq357xVja3UU3ze9DJpdHsPvfP5q9X3OQkZFBWVkhmZnN9P9SFyomuIsYTSOhkoeDQy3XX5/Lq6/2NqYxjE08oRt9AY3a3Xx27FCOITKyiMhIVzIyrHn11SKsreH5573Iy2t7Nzkq/vsvkPR0Z15edJbgoGI+X9uPMTemMHfmeZYuG0Z0ph6B4qzj+A7zj/O591ez8A5hGb5AucwWfGkXyd3GExy3m2fuWMOGLVPNPzChWFiQaKO8vC+HDr3X/B2bSA3W1DSjcGgV68hGEBQUxDvvvGO29tq8SDl06Aj+/iEkJbWAUUjTsmKui6/QieMMjB6YyrmCjuRWGXnRVAXJixAr8id0XQVQbk0hGhkb/lIKlbfnHaCm1opTMb58/ltf5OVt3tjH6dOOvPiiL2++mU3fvhUEBFSzeLEPycl2GHdzrW/6EvuTNj4j3q5dHqxaFY+Li6vZ9lcQjiNgiT0rbBGagqmgoB+5ucuora3F2rpt3RAeP34cb28/srNbwNKlaVkZ0NwDqGbEiBwyMhxISNAzl+lF9bsVMe/W6PNpM+7/0CBUCikstCIlxYaPPnLR2GS2bRIb684Lr91I5KJDvLdkH0GBRSxdNpzoGG+dXgV6GaTnPZEeoc+9v9pwJR10uryHqMGz+GfDJKw7NOMGRR0UkGkBq9pa4GHh1bOq7qQkZx55eXl4erbUopZ45Ng0q3VDlGcMsG/fPj744ANOnjxJRkYGv//+O3feeWf9+7Nnz+bbb79tdM7QoUM5cuRI/evKykqef/55fvjhB8rLyxk7diyffvopnTrpdgs+d+4cERERWFlZce7cOb1j7Nu3r6i/CdqBSNm8eTfOzmb0qzYFbW4NFl41HBKayd+ngxt2kO9vZEMGxIr8G2Mv5kKRsfNwCJNGJuJgX8OWvV2Qt0hqYcuQnm7L/v1O3HFHMfv2OZGc3JJxGmCKOFHixdWrkJKSwXXX5bN3r0i3oXbA1as9sLFREBMTQ+/exqzItxw7d+7DyyuYbN37wjUfp7UcM1a45AsTmEOGFHLokDsNgtTY36MhsWJsykfh7Ntnz113lePjI2fFCgeqqtqOe5chcvMc2flvMA/NiOJ8lDcxlyyTESqtb+MLX6dz2lNcmiJOAP7bogzUsjqSSk1mONZdjxk4w0R+1PgujLZsd0IoqfDH1VUZPD9u3LiWHo5gmtsFS6yPRWlpKf369WPOnDlMnardOnfLLbewbt26+td2do29VBYsWMC2bdv48ccf8fLy4rnnnuO2227j5MmTOhfi+vfvT2ZmJj4+PvTv3x+ZTIZCoWhSTyaTXZubOUZFncHVVUyEpgjMETSvKVz+ARaZ3iyAu1MFXX0KeGfHkIaDZ+oeo4BpRjQaDwQ3hyhpjLNjFW8+doh9pwMpKbNl6ROHWPzZSNLTTN+ZvjUwbVoRY8eW8tZbXsybV8A99xSxaZPuVKCPP96ZJ54IIiREGbAbFVXMkiXx/PVXQzrKN97oxqOPBuPhYcvRo/nMn3+e6OiGrbS7dXPm66/7EBzsyJo1qSxdGo9p4kQVs9LA8eNeDBmSa2aRcgq4zoztuWKp4Hlv73BOnjzZ5kTK4cNHsbYOEHeSmHgUU9EmXDzM07SdnZz+/Yv44Qf1v9/IDUzqKdd4bB7s7BQsXlxEbKwNUVE2vP56MZGRrsTFtflLOwBjRyfzwD0xvPvhYGZOv8gjc87xxde6XZsfnwlPzIaQunXLqDhYsgr+2tdQ541F8OhslHs2nYD5z4HatEm3EPj6dFeCA2DNL7D0C3juASPFyfvwX4+m9yc2fnFUp/XG3kwiJaLLCS68o2sj5daHh6cyeL4tiZTWzsSJE5k4caLeOvb29vj5+Wl9r7CwkLVr17J+/fr6/8v3339PUFAQ//zzDxMmTNB6XmJiIh07dqx/bm7a9ExWXV1NVlYytbWTW3oo4lDtZWSiWBkUfJW4LHcKy5tmjgLgl7pHY8RKM2JlJeeFB0+Qnu3Cmt/7oRThMmWMysqRpF8VI1T03Yxqe0+Vi7yYpnkkdK2uihNO06YVqcWg2LFkiQ3vvZdFSootR45oX/VMS6vg5ZdjiY9XBqbPmhXIli0DGTDgINHRBbz4YhgLF3Zh9uwzxMaW8tpr4ezaNZzu3fdRUqJcrVi9uhfr16dz/Hghn3/em3//zeGQ7v3M9KDbpeX4cU8mT07HxkZOTY0plq+2mZLSza07p06dYubMmS09FFHExUXh7W3BrGQ5hquIJr/u9+thmhWwT59iiopsSE7WMW/W/+5NFS6WRsG8eSXI5fDhhy7U1MhQKGR1MSrWxMWJieXTl95Wm/BSzZt5NM2KqGveFJd9cuzYdObOjFHGoMR4k5jszv/e3ktyiit/nQjVek5aBrz8P4hPVr6eNQW2fAYD7oDoq/DiAlg4H2Y/AbHx8NqLsGsLdJ8CJXWJ3Fa/Auu3w/EL8Pli+PcoGDNtyg4pV5N392iaedTG9zIV58Yjr3IAE0IuL8xTEybmdCjxxjK/4TqcHHu0uTTELWVJKSpqfN9ib2+Pvb1mRj9h7NmzBx8fH9zd3bnxxht5++238fFRLjCePHmS6upqxo8fX18/ICCAiIgIDh06pFOkBAcHa31uLtq0SImOjsbGxpqsrGYKmjc36huvGiFYBodmcjxRuypuRCsXK7Ovj8LDsYKXXx6Folx5075hdU8ohaVPHmTxOyNJz9AQBi262a7wzjUFCkBKih0ff+zFs8/mkpnpRlJS05/h9u1ZjV6/9locTzzRmWHD3ImOLmDBgi68/XYcv/+eCcCsWWe4enU806cHsGaNMg+zu7stp08Xce5cMVeuVOLmJtalxbC//eXLHSgvt6Z370LOnhW71G3qRcoTy8SliKEX//23s4XHII6rV69SWlpATU3b8QdvRL7aRdsIwTJ4cAHHjrlhOFtg6xYrU6aUExFRzfPPu1NTo/xblDEqVkRG5hMZ6aFFqLRkOK5w17exY3OZO/cKS5dGEB1tBeSRkwbvv9eDN964QFpRBy7Edmxy3vZdNAqcf205PDEdhvWH6IOwYB68/T/4vc7DYdZjcDUepk9SWk0A3F3gdAyci4Mr2eAm8vZCJU70YeVYgpXrVWquhkGQuLiURsKkjVJpM5qDB19u6WGIovlTECu/R5r7i7zxxhtERkaKbm/ixIncfffdBAcHk5iYyOLFi7nppps4efIk/2fvvMOjqNo+fG9J7wVSICQhtNCkK01QQEQEG/YGgg0LYBdfNBhFxcZrfz8bKsWCDY0NEFCKNAm9hCSEEFJI72XL98dmk81mZndmW7KQ+7rmSjLlzEkye+b8ztO8vLzIy8vD09OTkJCW7/GIiAjy8vJE2127dq3kPkyfLt+g4NYipU2D5h1Nk2DJh4esrzh5qrQMijnLin8Spd/DKFYqgdtk9s9evhLePeai04y/JJsnnhhHTY3pJFrByjWNWb8WigiVdo6QQDGyc6cP330XwNNPlzNvXjC1tebPcLOLklIJ118fhZ+fmu3bS4mP9yUqyps//mgOKKiv17F5cxGjRgU3iZRnn01j3boR+Pgo+fnnAn7//SzWVzPlJmBQsHNnKMOHF0sUKe61etaS1lUCS0t1FBfvd6vg+T179jQGzbtr1jwTTAWLhGdXodAzfHgZ//1vnIybtGX8mHBsRP/+9dxwQzXPPBNMaWnLsSMlxTBLFxcq7ZtmgRLP4cMtXWKPHAnio48SeGL2TubNG0pJicDv1sMgvpVKuH4K+PnC9lSIj4OoSPjjz+ZT6+th81YYNahZpDz7Lqz7H/h4wc9/we/bAAsLxIof9dBaL1nFI+oEmrweEGM5He9TvMJtc9dYPEcym3B9XIpANuX82jFUVZ6ktLSU4OBgF3fINlyf3csgUrKzswkMbF6MsdWKcuONNzZ9379/f4YNG0ZsbCwpKSlce+21otfp9XoUCvEFHdPgfEuclzEphqB5N6o0v17ieW+brTgJiJaBMWcpqfYiu9jGifsKk+/lCBZLrrky3bGDg2q55479vP/eIPLyhGJg3FeoWBIoRtasCWTAgBpmzqzmgw9aL9f17+/P9u0j8fZWUlmp5Zpr/uXIkUpGjgwGID+/CtNV3vz8GmJjm4vO/frrWTp12kBgoJrCwnqRntq/Srx7dxj33nuCjz7qLnDUHUWJ5JLl5OeHoVLpOH78OImJMhYM2pCNG7cSGtpNXtC8K+NRbCbH7Ocurc7o3r0Mb28thw/ban03HeTkCPqTNt6vNd7eOh5+uJLPP/cjI0P4Fe6uQqWlQBH+H61fH8nAgaXcd18aL73UF3OLWH/vHLZvj8LbW0FlpZ5rrj7Lkd9qGDnSC4giP+NfqDAZN3PiiY31xJgy7Nct0GkcBPpDoZiRw9wI8LH831UdcYK6tBGg3QMqXYtjt61ykChxFR8DV0s/vaqqCwEBEfz7779ceumlzuqVQ9GiRuvCKbNxOh8YGNhCpDiKqKgoYmNjSUtLAyAyMpL6+npKSkpaWFMKCgoYNUq8WLpOpxM95gjcWqQcPnwAf/+hbd0N52MuWviaES+ObXT1ckAmlxVmP1t6fzvsidFz38x97DvUme3/WArgdT+hIkWgAOj1Ct55x5///reUbds82b+/5bnHjlUxaNBWgoPVXHddJJ99NpBx43aYXN+yPYXCuK/ZpaO+HjOBkgM4NhPX/v3BBAY2EBtbTVbW18CFDm3fudhXaVCvVxEaGse+ffvcRqTs2LEbtTpK3kWFAmI23JUWBlsSH5iLFhg+vIC9e4PsjJ8yYr4q45qg+TvvrCY/X8Vvv4nF1BhwN6EiRaAY+fDDBN5+ew/jxp1tlbTj2LEGBg06Q3Cwkuuu8+Wzz8IZN67ZXUV03DxwpGlfPWYhGU8BOPbzrQwqQOFRR+ciNZetX+XQtp3O2/Y3ERwcz759+9xGpOhcHJOiw7rboD0UFRWRnZ1NVJThXTB06FA8PDxYt24dN9xwA2Cop3Xw4EGWLl3q1L5Ywq1FSnl5IWq1s+JR2re/9qBO6bz7bjHs22TYMfGhNu2PXEZfeIY+PUt46KlLJJwtIFQq2qdQkSpQjBQUqPjsM18efLCSBx8MaZE+tKFBT3q6IZpzz55yhg8PYt68WF55JQOAyEgv8vKa09J07uxFfn4truUrGhpg374QhgzZRFaWi28vGeeVPffxCSUnp/WEuL1y5sxp1GpLRSMkIiRcgLZ1j7LMkCFl/PKL+6bL7tevgfHj65g/Pxi93voCVWuh0j7/N3IECkBFhQfvv9+DBx9MIzU1mLKy5rG2oQHS0w0LNXv21DN8uBfz5gXyyitlAERGepCX1/zsdu7sQX6+a+OOLr3eEIp/34h91O0dDN1centphANONKB6eYW41bjZ3qmsrOTEiWb30MzMTFJTUwkNDSU0NJSkpCSuu+46oqKiOHnyJAsXLiQ8PJxrrrkGgKCgIGbPns2jjz5KWFgYoaGhPPbYYwwYMEBWFrbNmzfz2muvceTIERQKBYmJiTz++OOMHTvWpt/LbUWKXq+nqqoULy9f6yfbynoZywUuFAlBQUo6d1aTllbXvLNFX9UQdb/L+iMXtVrLHTce5rMv+1JRKdW/0kyoPDOanJz2JVTkChQjv//uzaWX1nHllTV8953486xQgJeXkszMGnJza5k0qTOpqYYXr4eHgnHjwnnyyUN2/x6WEQ4uOn68gR492mICtLIN7tkST88gcnNz27obkikuLiQw0JkpxuXUBpGX8ckeVCo9cXE1HD9u6Xdvn5N4A3pmzqzim298yM+XvqLbUqioSUuzzafdWcgVKEZ27Ahn4sR8ZszI5uOPE0TPM4ybCjIzNeTm1jNpUhCpqYbFH8O4GcCTT2bb/XuIcekn2+BX4WPHC0OYkHDKafcWZBNg2QjnEpTKQLcaN12f3UueJWX37t1ccknzou8jjzwCwJ133sn777/PgQMH+PzzzyktLSUqKopLLrmEr776ioCA5nnUm2++iVqt5oYbbmgq5rh8+XLJ8ZYrVqxg1qxZXHvttTz88MPo9Xq2bdvW1M4tt9wi63cCNxYpJSUlaLUNlJfbWGnd0ZgLGieKloQET3JyGqiutvAQ577f/H07EyyTLz1Jba2KzVutxBO1epcqWPlTIqgh+YWtLHpuNDlnzISKRux5OCCy3+hPqaF1CmKxTDitPzYzZlQyfXoVixaFkpWloHWsh/jkR69X8MUXvjz1VAV//OFNZaWSF1/sxq+/5pCdXUtAgIqbbopi/PgwLr/cEGS5bNkJFi7sTVpaFWlplSxc2Jvqai2rVmXjEBfAJkTermakpzcwaZITFwwAh/gYOAFv70DOnDnT1t2QhF6vp7y8GLW6nYybrQSN80RLt261aDQKcnMtTdJN3coc7wduD6NG1RMaquPnn63971qPWykpXoCOpKSzjXVU7BVjxnGzltbjpnS3twkTKpgzp4jk5AgOH9bR2q3P8v9gxYo4li5N5aefulBQ4M2LL/rw6691ZGdrCQhQcNNNfowf783llxues2XL8li4MJq0tFrS0mpZuDCa6modq1YVYtnPWSazT7f8eYZwfuD04mDuHr4fRb0evUPHbRPeEdj3mHNuJQcvrxGcOeM8C7ej0aB0ceC8vFiP8ePHCxZRNPL779azUHp7e/P222/z9tu2vWtffPFFli5dyoIFC5r2zZs3jzfeeIPk5OTzS6Tk5ubi6elNXV07XfkStMI4RrgkJHiSni4WCC2AqWABCGgD0VJhCM7y9tZy/bQTvPtuNLpyo2lSrIqwkMudgpXfJ0ItJC8WESoupqVAEXseT1pooYEDB+D4cQ+uu66Azz7TEBERxRdfDCAqyoeysgb276/g8st3sX69IVXK0qXH8fFR8d57gxqLORZz2WVbqazUYN9q8E/YMiykp9cTGanGz09BVZUdt2+ifQoSITQaf06fTm/rbkiiuLgYrVbTfhZ3WiFkhXFMXxMSqsnI8JXkJmXAfMLcdu8alUrPrbdW8dVXvjZXlDekJ6axjoojhIp9tBQoYv/jkxbbyMqCrVu9ueWWQyxbFkZERDe++CKUqChPysp07N9fz+WX57N+vcENdunSXHx8lLz3XhwhIWp27KjkssuOUllpZ/CvuSiRSHaZP0oFRCsqydHb+R47DfxgXxOupLqmC7U57rG4A20ROO/cmBRnkJGRwbRp01rtnz59OgsXLrSpTbcWKYGBwRQ6seCQ4zGfeNkmWhISPDlypM76iWJU2CFast+3fo4gBp/GSZNKyc/3ZNcue1atFKxc3ej61cZCRZpAkcaKFRpefNGTNWs0zJljTEsp7rO7ePFJFi8WO9pTxp3tr3pcUaGnoEBDQoIH+/fb0sJWu/vQVtTVBXDqlHv4Vufk5ODt7U1tbTtd3BFE3uq6GAkJNaSn22PtM7cQyBFPtgbVG/5Po0bVo1LB+vX2uWq1F6EiTaBIY/XqIN57L5dVq4KYM8ea61QNixefYPFiodTONciz5G0y+b6HjOua0emVZJYEkhBQSo7WhneY+etYZj4MhzIB2CD99OrqrpSXdbh7id/PuVmznEFMTAwbNmygR4+Wn4cNGza0qvciFbcVKVlZ2fj7u5tIMUdotfgGq1clJHjy888OrGZoLlqcVChRqdQzdWoxX3zRGftdktpeqDhSoACkp+tJT9czcaKKH3+Un0+8JSdtPGY76ekNJCR4ShAp7itIhKiuDqCsTLzYVXviyJFMAgNDqHV1fgWHIpTpy3qRwoSEGn7+2ZHuZKbCw7lFRa+8soaff/ZBp7PfJaithYojBQrA2bNqduzwYerUCj79VG5BWXMsLTbIibWSTkZxEAnBZfyltTCJGwPc6pTbtxnl5XFUVVVQVVWFn58zY+QcQ4dIsc6jjz7Kww8/TGpqKqNGjUKhULBlyxaWL1/Of//7X5vadFuRcvx4Jl5eQdZPdDu+tng0MFBJp05dyciQ4e7VTrjggio8PfX884+jfL0FhMop10QEOlqgGPnlFw233qpm7Vptq1SZ7R2DSPHgXBMh1qis9KemptItXrZHj2bg63sujpuWszMZg+ZPnHB23JTjiY/XEBurYfFix8XItJVQcbRAMfLLL/48/XQRK1YE09DgpNgOJ5FeHMwlwdlwb5qVM+VYx9s/VZVRqFRqcnNzW628d+Ce3H///URGRvL666/z9deGuWxiYiJfffUVV111lU1tum2p9j17jqNWt6/sTq4gIcGTM2esBM23UyZNKmHDhmC0Wke+RAxCZcOf3UhevJUuXSod2LYwzhIoADt26PDzU9Cvnzt9NDWAhvT0WhIS3Hbdw2YqK31QqTzcIlPN1q2HztHFHcvExNQ1Bs3XYzAVO8lc7AQmTqxlyxYvqqsdOyakpPiwapUvSUnl9Ozp/BS8zhIoAIcPe1FWpuSii6od2q5TWbMe1qwn/aujdA8oQqFwv3e6XSiU+PmFucW4CQZLisaFmyutNo7kmmuuYcuWLRQVFVFUVMSWLVtsFijgxpaUvLxc2nstE2cQF+dBZqb7WVE8PXUMHVrJl192ckyDmpYuaiu/AHQBJCdvZNGiInJyzN0/xNxBFEAMsA8kBKrNmBHI9OkBLFpUQJZgUZARVtuwhEYD27druegiJQcPtldzr/DfMiOjnqgoD7y9FdTWnk8vXAW+vsFusSJYUJB7Xi7uxMXVcvKkl1nQvLlQaY+vQz0XXljPW285KvNUSzGSkqIGvEhKKiMpyZu0NKkTI+Pnu4bWa52tF24mTKhkzpxSkpPDOXzYg9ZjiL1/ewV//+3LRRfV8Pff7dCaueY0cFTwUHa2Eg8PiIhoIC+vfRfcdDQ+PlFuJFI6AuetkZ2djUKhoGtXQza7nTt3smrVKvr27cs999xjU5vtcVSWRElJAYGB7bECknMJD1dTUGAtXsGaf7az/u3i7ggDBuylpMSLU6fMAxYsrOAVWvczN2XlSsOkIzk5TESoWOf++wfw+OODiYry49ChYubP/5stWwwZSObM6UxS0jjU6gAqKtJ58MHNAi5ZtgSht/wb7Nrlyz33hPPRR20VjC3/7wZQVqajrk5HWJjKpr+9OxMaGuYWaYjLywvx9Y2WeZVtWVnaE+HhDRQUWBv3rAW3O8slSvy+3bsr8fHRcfiwBpAapyZvfG9OT1wrU6g0c//9nXn88Siiojw5dKiW+fOz2bLFkOZvxow6/vvf3qjVIRQXl/Hgg9kC46al8ULs92l5za5dPlx1VQVqtR6NRsytzwfnxJacwNbnR6tVUFSkIDz8HBApE4D10q1y4eGd3GLcBNCidHFMir1xqa7nlltu4Z577uH2228nLy+PiRMn0r9/f1asWEFeXh7PPvus7DbdyaekBVVVxdTVtcMVEycTGqqiuNjeh1djYfOwsvlY2MQZMULNrl3On7iuXFnBhg3VJCeH0aWLvJf1DTf0ZNmysbz44m4GD/6Sv/8+w6+/TiMmxp8ZMwJ54okLWbPmNJddtpa4uEBuvrmXU36H/ftrCApSERtrzwurwcLmPEpKdISEuKeZ2h58fUPdYkWwpqYUjUauJcXSeGG+OTeA3FZCQjSUlNi7OGPpM1VjxybOiBFa9u5VodE4N84iJcWDVas8SUqqpWdPee+XG24IZdmyWF588QyDBx/g778r+fXXHsTEeDBhQiUvvxzNjz/WM2lSOnFxntx8s73B7cJkZHhQXa2kf39rmS8tvcPs+R/bTkmJgpCQdriwMwVYXyNvk4GPT4RbjJvQHDjvys3dOHjwICNGGLxJvv76awYMGMC2bdtYtWoVy5cvt6lNt7Sk6PV6qqtL8fZ2vyBIewkJUVFS4n4Ke/BgFe++a0faZBnYalF55JFBfPzxYT7++DAACxb8zeTJ3fjvf4dRWZlGWpqWbdsKOXCgkMzMcoKCnFO5uaFBz759NQwe7EtWlnu59hUXawgNdb/B1V68vNyj6nxNTSk+PuffuBkaquHw4XZQZlsmgwdr+fVX17ymU1IMK/1yLSqPPBLFxx+f5eOPzwKwYMFpJk8O5JVXglAoMklP78emTeUcOFBDZmY9QUHOGh8U7NnjzeDBNaSmOkcIOYuSEgWhoS4UKa8B7WC4Uqs7u8W4CW2R3cv93qMNDQ14eRnmRevXr2f69OkA9OnTx+b/s1uKlIqKChoa6qmoaK8FyZxHaKj7iZSgIAWdOytJS3Ndv+UKFQ8PJUOHdubll/e02J+ZmceoUZFceOFWwsN3k5IyjRUrJrFrVwFPPrnNaf0/fryWHj2cI4KcyflqSVGp2r9I0ev1VFW1p8Udqe5T9lv/DJYU93ouVSo98fE6jh93Xb/lChUPDwVDh/rx8sstXXaOHCliwgRfLrkkHB+fs6SkJLBiRRy7dlXx5JPOc2M9dsyTCRPcKHi+EYMlxQFW7lyQnmI+zv772YleH0lurk2FtTpoh/Tr148PPviAqVOnsm7dOpKTkwE4c+YMYWFiRbst45YiJTc3Fw8PD6qr3akgmWMICXGEu5drSUhQkpOjo9rF746WQiXfolAJD/dBrVaSn9/cyRkzAomK0lNZ6UFWVgNZWQV06fIJ4eE+Lc5zBunpdUyc6LiUo66ipER7XlpSdLoAzpzJaOtuWKSiogKNxh0Xd6SM85bdTEJDNRQXu9frrls3PRoN5Oa6NqWuHKESHq5GrVaQn988wZ4woZIePXyoqoprtF5V06XLAcLD1eTnO9dakJ7uyd13l6JQ6M2SJLRviosVdOtm7W+ThrSsdO6TUKiuLpKKCneJSTFk3XLl/dyNV155hWuuuYZXX32VO++8kwsuuACAtWvXNrmBycW9Ru1Gqqqq8PT0drt86Pbi76/Ew0PhdpaUhAQl6elt0+dmoRJhVagATQGdxixe69dXMW1ac5SnVqt3ukABg0iJivLAz09JVVV7zfLVmuJiLXFx59/igVbrQbWrVbhMqqoMgcw1Ne738rMPPSEhDZSUgLNjshxJQoKejAxlm0y25VpUjOPmhAnVzJlTwcaNsUye3NxvrRanCxSA7GwPlEqIjm4gJ6e9BaGLP3slJToGDaoEhDJGmuI+AkQK9fUB7X7cNOL67F7u8943Mn78eAoLCykvLyckpNnl8p577sHX1zYLvluKFI1Gg0p1vr1oDVaUmhqdneldfbA9yG+ITVfFxBRx6pQWCBc4aqkvYsdqEA/Ub/0iWLlSA1Q3ChVz1y/Di7SwsAaNRkdkpG+LNMMLFnR3gShpPamvqDDEd3Tt6sGxY66J5WnG2rAgPtkoKdEyeLD7+f7bi1arQKNph4GvJhj7p9e7bb4Um/D31+HhgQR3L2vi2h6BIz97VUyMnqwsV/2vWv9uKSkAqkahoiYtzbQvhndQYaECjUZPZKQ3EyYUMWdOBcnJEdxzj1+jKJE6xbBk3RM71tqqoNPB6dOedOumISdHbFLU/hZRiosVhIS436TUXrRadbsfN410xKRIQ6VStRAoAHFxcTa3J3sE/Ouvv5g2bRrR0dEoFAp++OGHFscrKyt58MEH6dq1Kz4+PiQmJvL++y1rWtTV1fHQQw8RHh6On58f06dP5/Tp0y3O2b59O4MGDSI2NpYPP/ywxTGNRoNS6Z7/QHsICVE6yNXLUnaTLhY22wgN1VJU1LYTI2tZvxoadOzZU8B99yWY1EFpYNKkbmzb1jaxBkVFWkJDbV1HsJShzXmcr+5eer3S4svW2rj5xhtvEBgYiEKhQKlUEhsb2zRu5uXlMWXKFKKiohgwYIBd46Zhcef8skCHhDRQU6OgttbeMchSZidLWaFsEzchIVBU1Lb/q5QUFatWqUhK0tCzZ+tJdEODnj17qpk1y8ekDooPkyb5s21b26yQFxernZgpy1JmO9spKYHQUPeri2EvOp2nXSLlvffeIz4+Hm9vb4YOHcrff//ddMw4bkZHRzN37lx0OvtEoDEFseu282sxSQzZf4WqqiouuOAC3nnnHcHjCxYs4LfffmPFihUcOXKEBQsW8NBDD/Hjjz82nTN//ny+//57vvzyS7Zs2UJlZSVXXnklWm3zBPyuu+5i0aJFrF69mldeeYVTp041HTtfRYqPj9Iti+SFhGgpKWn7iZE1obJt2zEmTuzF/v0h+Pj488YbY+jWzZ8PPjjYBr01TPjdLQi9pkaHl1fb/69djU5nWaRYGje/+uorHnvsMby9vVm+fDkzZ84kLy+vadz8z3/+w/Dhwxk7dixpaWncfffdNo2bDQ0N5+W46e2to6bG/V74oaH6djFuWhMq69adYurUSA4e7ItOF8wbb0TRrZsHH3xQ1Aa9hZISZ4oU51BTo8DL/fKk2I1GY7sl5auvvmL+/Pk888wz7N27l7FjxzJlypSmMc84bv7666+cPHmS1atX29dXF1ecd2X8S3tG9sg9ZcoUXnjhBa699lrB49u3b+fOO+9k/PjxxMXFcc8993DBBRewe/duAMrKyvj44495/fXXmThxIoMHD2bFihUcOHCA9evXN7VTXV3NkCFDuOCCCwgJCaGysrLpmGFF0P1eOvaiVBpiItwNg0hpH/8vMaFy9dUBhIcX8dxzW3nggaGkpt7MxRd34YorfuLUKSnBio7HYJVwL49MrRZUqrafWLkarVZJQ4P4irmlcfONN94gODiYhx56iDvvvJNPPvmE7t27Ex4ezu7duyktLSU+Pp4ffviBiy++mJiYmI5xUwYqleG5dDdCQtqHSAFxoTJuXBU9eqSxZMlJ5syJITW1Dxdf7McVV5zk1Km2if8pLlYRGuo+sUdgcFMzeLC73/vdHuxx93rjjTeYPXs2c+bMITExkWXLlhETE9NkgS4tLaVfv34MGDCA+Ph4ysrKHNn1DlyEw99YY8aMYe3ateTk5KDX69m4cSPHjx9n8uTJAOzZs4eGhgYuu+yypmuio6Pp378/27Y1p3R99tlnSUxMJCgoiIsuuoi+ffs2HTtfLSkqlcLtXrYKhR5fXz2Vle3jZQsthUp0tOE5mjLF4OL14oupxMd/hrf3ewwb9hV//912mUcqKnT4+bnXpFKr1XMehouh09kWk1JfX8+ePXsYPnx4i3EzMTGRwsJCJk+ezFNPPcUjjzxCQ0MDpaWl3HHHHUDHuCkVlUqPVtt+xh+p+PnRrsZNU6GSkGAQKnfeaXDxevbZUuLjD+HtncqwYSf4+++qNutnZaUKPz/3iu8wvtfPt7HTVpFiHDdN55EAl112WdN4+NRTT/Hwww/j5eXF3r17m8ZNm/vaGDjvys2daGho4JJLLuH48eMObdfhf4W33nqLu+++m65du6JWq1EqlXz00UeMGTMGMPgJenp6tgqsiYiIIC8vr+nn2bNnc9NNN1FfX9/qXMPLVomPjzMncO3n5WDEx0cB6Bu/2oq1ay2t5Mgf+FUqQ3seHnp8fITadtXKUcvf+7vvKlGr4ZVXDMH8r71WSEGBxs6/rWO54AJvIiPVfP65LW4TznxGxI+Hh6sIDFS1q7+jK/DxKePgwROyryssLESr1bJw4UI++eSTpnFTr9fTqVOnpnHzrbfeYs6cOezcubPF9XLHTZVKZcO4KWcSIedcqc+IlDbFV298fLTodODjY238srYCZOl6a+OYpePCx1QqUKsRGTdtvZd91/z5pxIPDz1JSYa/1bJlwWRmepr9bW0RCJb+9mLHhPf36lXDRRdV4uMjdp1r/49S8PU1XBscrLeSql/K31bqSqZUa5NcESH97+DtXUROTqX1E80wjpsREREt9puOh8OGDSMnJ4fCwkIiIyNl38McnYsD53Vu5u7l4eHBwYMHUSgc++53ikj5559/WLt2LbGxsfz111/MnTuXqKgoJk6cKHqdXq9v9cv5+fnh5+cneK6np5LVqwc6uvtuwerVMU5s3dLAZXsRrg8+kD8QIfoh9be5H2I8/3yE9ZPaiNWru7d1F2Tj3Ge0/bFu3TEO2hG6tGbNmhbj5jPPPENKSgrr169n4sSJotkM5Y6bCgU2jJt/yjy/fbJ6tbX0rm2F+Jj78su1LuyHfJ5+uhQobeNeCLN69TEX39F+F7OPP7aWeVNKMgKp7+m2ibU05ciRozz9tO3Xm4995uOhWq12iECBjuxeUrjjjjv4+OOPefnllx3WpkNFSk1NDQsXLuT7779n6tSpAAwcOJDU1FRee+01Jk6cSGRkJPX19ZSUlLRY6SsoKGDUqFGS7uPh4UFtrYabb3ZmpVKpE0OpLxEpD5zlifzIkT5MnhxAUlKBlXYs/VtDLBwDmGThWICVa0+12qNQ6Fm16hAPPOBNcbHQCq6tKYjl0nJ16eqrfbjiCh9efbWM558PobRUS3JyAWfOtJ+Ay5tuCsLXV88nnzg6ANV5Gb7i4jxYuLAT99zjHgW6HEVsrCc9evSQfV14eDhKpZIPPviAH374oWnc7N69OxEREQ4fNzUarQ3j5lMyznVG/JaUz6T4mJCYWMm992Yxf761Md3a56L1+NaMtd9bfgriDz7Qs3SpFxkZcicrtrzWpY2p48fruOMOLcuWKXj6acOq/5IlgaSnm97T0ntCLD25LSmIhft8+eVn6du3kjfeiBe57qyFe1l7t8r/P0ohKEjPBx9ouO22ACuuiVLSu1t7TxuxNhcwYum5F6Kb5DMjI73w95e/6BgeHo5KpWphRQbDeGhuXXEUxuxersIds3vV19fz0UcfsW7dOoYNG9ZqseyNN96Q3aZDRUpDQ0NjBpmWf1yVStWU/m3o0KF4eHiwbt06brjhBsBQQf7gwYMsXbpUWqfVanQ6LTU17cHv1JHuSpbbqqkxrITW1NhjkraGpUfC2ktc+ANcU6NEqVRQUyM0+LrKLaj5bzJjhi9Tpvjwn/+UUlBgeIY2bqzimWc6Syr46Co8PRWUlWkl/L/l4jwXu4YG0GikPKPnFlqtHrVa/nDq6enJ4MGD2bNnT4txc926dURGRjpl3KytlTtuyhG1beVHLT55qK5WNY6b1iYY1o5bGqsc715ZWalHpRIbN+W3Z+81EydqueMOLcnJajIzFUADX3/ty9NPV5CUFEhamvE5sTS5EvsbW/rbiz1Twtd4euqoqFBb+H9b6p/trq72PAPGuVxVlcJK8U4pE1epE2mpn1W5k2XpY4BWq7N53Bw6dCjr1q3jmmuuadq/bt06rrrqKtntSUGDCpULRYo7Zvc6ePAgQ4YY6umZx6bY6gYm++morKzkxIlm3+vMzExSU1MJDQ2lW7dujBs3jscffxwfHx9iY2PZvHkzn3/+eZOCCgoKYvbs2Tz66KOEhYURGhrKY489xoABAyy6g7XotFqNVtseBIprMWQAcT9f/+JiNaGherKz27onBoEyfboPixaVkpWlbYqd+PrrMjQaveTK9K4gNFTF6dPt293DHEMmpfNLoACoVJZftpbGzccff5ybb76ZOXPmsGTJEjZv3kx6ejoKhYJ77rkH6Bg37UGrVaBWu98zaaidoUP6pNN5TJyoZfZsg0A5fFjZFCfz++/eNDQoSEoqNxMqbUdoaAPFxW3fDzkYMndiRaCce6hUWptECsAjjzzC7bffzrBhwxg5ciT/93//x6lTp7jvvvsc3MsOpLJx40aHtyn76di9ezeXXHJJ08+PPPIIAHfeeSfLly/nyy+/5Omnn+bWW2+luLiY2NhYXnzxxRYPzptvvolareaGG26gpqaGCRMmsHz5cslV5I0rgucbtbV6vL3dbxArKfEgJKSBtn7ZmgsUc1auNKQobC9CJSRE5aDina7D21tJXZ37TQjtRanU4eEhPjGyNm5mZGTw4osvMnPmTBQKBTExMcybN8+h46aHh8d5OW7W1Snx9nY/cVZSYkhD3NaYCxRzUlIM7ljNQsXVPWxJSEgDp05Zch9rf/j46Kmvb+teuB61WmOzSLnxxhspKiri+eefJzc3l/79+/PLL78QGxvr4F4acHXGLXfL7mXKiRMnSE9P5+KLL8bHx0cwdlIqsv8K48ePR68XHzgjIyP59NNPLbbh7e3N22+/zdtvvy339sD5K1LcsbgfQHGxB2FhbTsCWxMoRtqTUAkLU1FS4l7PeUiI+/XZESgUli0p1sbNp59+mqetRJA6Ytw0FH7U0x6zFzqLkhIPfH11eHnpqKtzHz/v4uK2r0JuTaAYaSlUfElLkxI74Rzc0ZISEoJIzOa5jVJpu0gBmDt3LnPnznVgj8TpyO5lnaKiIm644QY2btyIQqEgLS2N7t27M2fOHIKDg3n99ddlt+mWUq35ZXt+UVKixddXiZeXwo7V6mIg0MLxA1aut/TICAcdnj6tp1u3WoQzk1gSAY4pyDVjhj/Tp3uzaFEhWVnm92s9WXO9UGn9e/r7KwkLU3P6tK3irm1e0iEhSrez/jgClcq2mBRXYuyfQqFDr3e/F6CtVFSoaGhQEBKiIS/P046WLH2mHF888PRpBWPHilmALD1rlqwIYgHyrX+3iRMbGgWKN4cPmz8vesx/52ahkk9SUjfS0nwF7iP27rEl2Ln130Cp1NO1ay3Z2f6I/79sCdI34pz3VXsq3OlKVKqGdj9uGunI7mWdBQsW4OHhwalTp0hMTGzaf+ONN7JgwYLzR6T4+vpSX1/H+bYiWFGho6FBT0iIiry8to+ZkEp6Olx8cds8agaB4seiRUUCAkWctraodO/uRV5eA5WV7uWmEhqqPi8tKSpVAz4+7dvFxNfXMGn09tZKCCI/l1BQUuJJaKgneXmWFmjaF+npMHOmjrZ4zxkESr2IQBHHIFQCSEo6ZUGoOI8uXQwLYWfOtMVn0faFoZAQPcXFDuyKm+DpWY1e377HTSMaVCg7Auct8scff/D777/TtWvXFvt79uxJVpZtKeDd0r4YGRlJQ0M9Pj6OX71qW6ynDiwp0RIa6l4Pb3o6REcr8XaxB4CtAsXIypVlbNhQSXJyBF26uFZkJSR4kZFR59J7OoLQUOV5KVKUygqioqLauhsWCQwMRK32ICDAlhTe7Z1Ai1tJiVdjXJz7cOoUeHpCZKRrXb5sFShGUlJCWbWqM0lJp+jZU0pdD8fRo0c5mZn+6HTutXhpsKSoMAgdsc09JvNy8PLKb/fjphGDJcWVFefda54HUFVV1bQYZkphYSFeXl42temWIiUoKAi12vMcfdlaxh3jUkpLFRQX6+nZ03UTfXsFipG2Eiq9enlx4oT7iZTzNSZFqy0nOjq6rbthEYVCga9vML6+7jZuBkjYLGOwpLhXZLJGo+DkSSW9ernOmmqvQDHSVkKlV69yTpxwH2uZkdBQvYNiUro4oA3XoVCcbffjZgfSufjii/n888+bflYoFOh0Ol599dUWiWPk4JbuXi1ftkFt3BsfnOGPLEZxsftZUgD27m1g2DAPDhxwvtuUowSKEVe7fqnVMGiQL19/XeLU+ziD0FD3y0jmCOrrS91iRdDHJxhv76q27kYjHrjqFVRc7EVIiHuJFIC9e1UMG6bhr7+c/3dylEAxkpISCuBC1y89Q4cW8cEHvZ18H8djsKQ4as1YSjHHrkC+g+5nOxrNWaKi3ENYdcSkWOfVV19l/Pjx7N69m/r6ep544gkOHTpEcXExW7dutalNtxQpAP7+IU5+2cpZbXTdn9H5lhRr1aiH2NTqrl0NzJrlw6efOncV19ECxYgrhUr//j5UVmrJzHS/SdX5akmprnYPkeLrG4JKVenEOwQib+x0DSUlnkRHW6sKbw/W4hFsW8jatUvFc881oFLprVQitw9HCxQjrYWK86wcsbFVBARoOHAgGLB17Ay1cMxaNXrbcZwlRQ5SkhX869Qe1NaeJSpqmFPv4Sg6RIp1+vbty/79+3n//fdRqVRUVVVx7bXX8sADD9j8fnRbkRIc3AmFwpkv2/ZJUZGWuDh7MzeV23GtbYPWvn13Exr6K127Xsfp0+YrPWKTmuWy7uEsgWLEPqHSWfKZI0ao2bULDKZ7570YHU1AgBIvLyVFReefSCkuLnQLkRIQEIZWK3fcXAw854zuuIyiIi8uuKDQzlZcH9Ny4oQf9fV1JCaqOXjQnsxk4kycWO8UgWKkpVDxIy1Nykq/FFoKnhEjcklN7UxDQwji/6t8LFsaLEWvWxIwDYBtIlip1BMaqqeoqL1OSuXMN+RZRQoLC9xi3ISOFMRSiYyMZPHixQ5rz21FSlRUNHl57ucOYy8nT9Zz6aV+bd0N2dTVqUlN7cyYMTl8+WUfiVfNsXCs5ctkxowcpk/PZdGinmRlCbkViAkhLXAMGIqUEK2VK/VAJcnJHixaFEpOjvlHSEy4nLbaNhgqto8cqeLNN90ryBcgIcGTvDwNNTVtX4DOteipqipxC9/qiIgoTp061NbdcDmZmf7Ex1ejUOgtVPUOpD24wJii1yvYscOLsWPrHSRSWk44J06sZfbsWpKTgzh8WM5kVIchpXwArcfN1iv0KSkRQCeSko6QlDSStDRLE35b0DNmTA7ff9/Twe3KwZr4EhYxMTF6tFrIz3fLEGG7qKnJd4txEwzZthQd2b2sUlJSwscff8yRI0dQKBQkJiYya9YsQkNt+8y77adiyJBeaDT2WATckxMn6omKUuPjY/qiVZtt7ZP162OZODELpdKxk9hmgZIoIlAciYKVK/3ZsMGH5ORiunRxrMVm+HAl9fV6Dhxwr9TDAN27e5Ke7n4uavbi51eLVtvgFiuCI0f2pb7+/Bs3s7P98PTUERlZa7LXPAtY+2T9ei8uvrgOb2/HjpsGgVJFcnKgTIFiGykp3Vm1KpGkpO307OnYfLu9e5cQHl7Dtm3t+TMonOyhe3ctmZlKt8tIZj86KiuL3GLchI7sXlLYvHkz8fHxvPXWW5SUlFBcXMxbb71FfHw8mzdvtqlNtxUpvXrFU1d3/r1sy8p0FBfr6N7dh/YuSszZs6czer2C4cNzHdZmS4HiKguT84TKFVeoWLdOi4Xi5O2WhITzU6QEBFTi7e2Hv79/W3fFKomJCVRXl7V1N1yORqPk5MkgEhJ0tHdRYk56upozZ5Rcckmt9ZMl4mqBYsRZQmXKlEw2bYqhvt593odGsZKQoCY9Pa6tO+Ny/P0L3WZxpwNpPPDAA9xwww1kZmby3Xff8d1335GRkcFNN93EAw88YFOb7vSJbkFsbAyVlaVt3Q2H4191s9Vz0l9YT0KCB4cOudeEUKdT8ssv8Vx1VTo7dkRhb4GythEoRgxCBSA5uVjE9UsecXEKevdW8uqr7ufqBQaR8scflUCilTOPuKI7LsPXtwJPz8i27oYkEhPjKSs7F91krYuO9PRgEhLK2bLFGZOiAGyNSbCOgp9+8uH662v4/Xdvu1fc20qgGElJ6Q5AUtJ2h7h+hYbWMGrUGebNsy3FaVuTkNDA778HAwOsnLnDBb1xHQEBp9Hr/d1icQcMlhRXFnN0R0tKeno63377LSpVc99VKhWPPPJIi9TEcnBbkRIVFUVFRWlbd8Nutuv/2+LnSdVXWr0mPb2BhAQHvlz+e3/Ln3dbOPeghWN737d6q99/j+Oaa9IYNOgsqanSg8nNaVuBYkRIqNje2q23qvnjDy0VkuY6IywcszZhMy0K9pOUm1nF319JZKSajAwpwtm87zsd0oe2wsurguho90ij2aVLF2pra/D01LjZqrM58se/9PQgxo495cA+mE+uLWU1s2/hYcsWL266qZrx4+v480/bq+K2tUAx4kihctNNx9i5M5LcXAmTXUVXKydYON7Cuu2YrFdKpZ74eA0nTkgppXCh2c/tTbTIGwN9fM7g5+c+VpQOkWKdIUOGcOTIEXr3bpkG/MiRIwwaNMimNt32LRUVFUVdnXu9bM0Fia2kpzdw8cV2VJ81FyWO4n8W2t1k+FKNB99m9OKOeYfZ90cn9ChgtbzbzJhxoh0IFCPmQiVQpkUlDoDExHr69Svh7bc70eyF6QGIBYI6ytoyzexn20RL9+4e5OdrqKiwJZZGSHC5j3BRqyvo2tU9gj/DwsJQqVQEBtZQWOioLEvOxjGT6fT0YGbOPIRhtmmLNaIHlrM/2Yql8cJwTKOBVasCuP32Cv7+24+GBgXiSTqEmTixul0IFCN2CZXG11+X6ArGjc9m/pOXNK+9+IHoM1Nka2/NMU/Fb5tg6NJFg14PZ87Y8lk0Ey3xQKa0BC3tAT+/fEJD3WPchI7AeSk8/PDDzJs3jxMnTnDRRRcB8M8///Duu+/y8ssvs39/c4mLgQMHSmrTPWb3AoSGhqJSqdv1y3a5/lentJue3kB0tBpvbwW1tRKDF740ERBtnMDml7R4pvVKZ0y3HP4+1RUGiAiuA613zZhxjOnTT7Jo0XCysoT+72Krmb4YstGYY0yXGwCtBgXpQmDlSh+ghOTkchHXL0sreHpuv72CH37wo7y8rcPEbBMtjo9HeUhg39sObN9x1NaWExVlzcWtfaBQKAgMDMXPr7rdjpuOEiXmnDoViKenlsjIGvLypCbYaD+vyL//9uaaa6qYMqWatWv9kNM3g0CpIDk5nMOHhSwxchc9LC1GiP3/Wt8jJSUG0BqEygsCQsVKNvPbbjjCn5u7kZvXxi5DCjPBoJcmWhISNGRmqh0XNB8v8J5pp8Klrm6/W8Wj6BoD2l15P3fj5psN4QpPPPGE4DGFQoFer0ehUKDVSitV4H5/hUaMVefbx8tWw3L9OpfdrbTUEDzfs6cHBw6ITAy/dJK1xAE06FSs2N+XmRcc4t/czlQhLbWmQaBksGjRKLKynFMzwHYUrFwZAmhkx6hcemkNERFa1q51dmYyW5AmWnr18iItzdkxUu1TuNTXl7lNGk2AkJBOqNXtpeq8hpbuh068k0bJyZMB9OpVZkGkRODA5XaHotcrWL48gCeeKGXbNm8KC6WttDYLlBARgdK2pKTEgVJF0n9EhIoIQwflM3DAWR58dIJzO2gLpqLlOmCNsGjp1auB9HQnW7XMhYs37SIsUKcrIzq6b1t3QzJaF1tS3NHdKzMz0+Ftuq1IAQgMDMfbuxJplVPlkgOH5BQwc51IAUhNrWXYMO8mkTJX39KC8N5XLu2ObDZldWVst9PMHnyQt/Zar2LfUqAE0R6rWtsSTB8WpmX27AreeCOI2tq2tqJI4XKzn39DrYZBg7z5+uu2yBolJFyEcJ6Yqa0tpksX94hJAYiO7kJJiTOrr7dfUlPDGDbsLH/95T4ruKbs2+fF9u3ezJ1bxvPPh2DNba2lQGlvCzvNpPza6PolUaj4+TYw9+5UPv2iPyWl7U94tWKGmaVlzQ5Az7Bhtfzvf1LiURyMFMNvKeC4RJytqKsrcatxswPrxMbGOrxNd5gViZKY2B+1un0V33IF/lXXE7awnIm3eDJXV9NKoLgHCt7bPYgLu+QyrFeexTNbC5T2jJz0xHrmzi1jxw4v9uxx1YvW0avWl9O//xiqqjzJzLwUaW+/NsDnodabA1AodBQXZ0n2r20PjBgxFK3WUbOPGoGt/bJzZ1eGDClEpXK/OkRGPv00gG7dNEycaPlv7S4CxUjKr91Z9WUiSf+xnp74rtsPcPJUIOs3dXNN5xydEn7GhcTO6UtgqIL91412cOMOJGpI681BlJW517ipRdlYK8VVm1tPzx2GW1tSrr76Ul5/ve3dPaRyjF705rjN12cFdWr6PqnmDbxr1PhWelAdYH8QddTDzWa63E/ixU8cD4gl8foQuFv6PYtqfPho7wAevGYvj30wjsKy1i4Y7iVQjEjL+nXVVTXExmqYNy9cZvuWVp/kPgv213gZPryCXbsCMKzqGl+4W+1u1+mICZUa6WNK585FFBfr6dOnj4M65XwuuWQ0K1bITQe5GGjtZ+xunDgRQkODksTEUg4edETVcw+R74XOExMVGuS8iquqlLz7bhCPP15KWpoHWVmt7+tuAsVIK4vK0db/o4svzubCYXmGYHk5CRBmWjhm4ZUHwFGznx0w7RjeNZe9ZzrToFfBi407n7G/XacjJFTCgQPSF4z9/QsoL89jyBDHiR5nYwhk7wicdzVuLVJGjryQ3NzHsD1bS/vHVJiYolXrKe5UQ+c8P04GlMprNAKibnS87yAgnqI4HChsvXvjyRh6K0pYeOtOnv5wDHUNzY+kewoUI5azfg0eXM9NN1WzaFEYVVVCKyauMoObDwFyRYue4cMref99c/cZ09VBNxAspvQQES8nWs9MQkLOEB4+oEVe+PbOkCFDOHs2Fy+vBurq2j7LkyvR6xXs3t2J4cPP2ihSfHCEsG+N2P+hAtPq5Eb27vXixx/9ePrpUh5/PIyKiuYxxF0FipEWQmVxS9evHj1KuP++fbyybASFxSJW4Zku6KTpEBEJ/Ed+E8O75PN7WiyYvtpeNPneGYLFmQb7ASJu9wLipXPnXfj7xxAa6oiFAtegRY3ChVNmVwbpt2fc+q/Qv39/GhrqCQ+vbAfB845hne8kenmkSjr3bGQ1Udn+nOxZKrn9xBv3AlBKsPzO2YvgvFvBR8cGkNRtGw/fsZdXNw8DFMwYcIzpfTNY9NwosgqCWnsptUuvEg3mkw1DML2O5OQyFi0KIidHTXS0hsceq+D99/05caI9BstLJy6ujoAADQcPWvo9TAXLftGz2j1C4sX7di4Zc5Hr+2IH0dHR+PgE0qlTMVlZzojnayPUSNIPO3d24q67jvHpp72QvrjV/gacr78OJjZWyxNPlJGU1AmtVsHEiZVWsni1Q0JaC7SULd3BqzE98XsjScsKJSSwhqcf38nqX/uQWt3ZkBG6vfBC41eJYiXYu5YeYaUs2XRhS5FiilGwqICn7OtemyIgXry8jjJ4sKVaX+0PXaMblivv14GbixRPT086dYolMPCsW4sUqaLEnLMRVfTZH45HnZIGL8s+1kZx0h7R6JQs3TScpVP/YtawQ1TUqZneN5NFf4wi65TICK4QWUXTW4q5EDpmnNV0pvXHoVykHUtuG+YoWLnSMIFPTi7j9dcDeOihSn791Zu//nKTSYQFRoyoIDXVn4YGif6zPmYBpDXtrSCZPMqKDjF06MNt3Q3Z9OrVj4aGApyTdMRF2Pj22rcvjNDQOrp2reL0aWupa9ufODGi1yv4739DeemlAh5+uJiDBz25664yKwJFbHyUG6umBQqAaFr9I9QibYnlKqgU3p2yoVGozN3OK58MY9bVh9l3rBNrNybQFmtskpAoVoZ1zed4YQhldV7S2n3Z7Gdni5ZS5zZfU76foUPHOfcmDkbrYncvd8zuNXPmTO666y4uvvhih7Xp1iIFoF+/QeTl5QHdndD4YpkZvqxzjF5M8/jaIW3V+WipCKojPN+X3G4tR/q5N77BRi6xqd2ouzItx6U4gfI6L5LWjeKNKzehUup44pexZJW4m4uXGAah4uOj5/nny9m+3ZMVK9zRgtI63mXYsAp+/dUOk725aAHHzwudlOFWgYbC/KMMHTrUOTdwIhdddCGbNv0DDJBx1VLaNC5FgUPmCPX1KvbtC2P48LMWRIotD2EXQCD4zInU1SlZvLgTb76Zx+jR1Tz3nBtZUCSQ8ld3vDw0PHf/PxxOD+PdVYNwC9fuF0y+F1gfHN4lj52nI21v31y0APzP9uZcTfHZwwwd+khbd6MDB1NRUcFll11GTEwMs2bN4s4777Q7g5vbpw+46qpLqK5un8WKAA4woNXmSM5GVhOR2/JF+07xo7xT/KjNbV7D9yTetbdpcxVj4k6j0yuoaVAzsUc2CoenVGk7OnfWMWxYPVlZKvr2radLF2mFjOwnwmyzRxwFNm4GOnWqp3v3WvbscXAhtRizrZ3S2T8VvV5PYmI7zWhmgcmTL6a4OKutuyGOQmBzIDt3dmLUKHNf+SLsq5HSYLa5huHDa/Dx0VFcrGLy5GrU6nNn3AwKqGXssByy8wLp3rWU7jGlLrmv/8zCFhv97WhscOPWiI9HA4OizrLLHpEixL1mWzvFV51PeUm22y3uuDazl2tdyxzFt99+S05ODg8++CDffPMNcXFxTJkyhTVr1tDQYNuY6PaWlFGjLmqsbtm2wfMzD3/Fo31fsH6igzkTU0H3YyG8lvcC3p4ldrV1Dd8L7jcXKkfeHyx4nj0YY1Ce+X00NQ1qnpu4nYiAat7cPISaGvcO7u3fv54nnqhg0yYvPv3Ul1tuqTGJUXHknaRaNIxCpdrG+xiEyoQJ2fz7rz/l5U4eRoSESraT7iVj0SfEayu+cQNQq91vGB0+fHj7Cp531NAtMS5l27YI7r77KLGx2WRl2WvVFHv5Ol+oGGJQSklO7kROjgfPPnuW558v4JVXwikrc79JjinxMWUsnL+DQ+lhvL1iMJePOUnS3MYYlTLHBlz7zxTI6mKOUaiIJYexRuNr8+KQ02SVBnC63Mku6uZCJYaWFh5HITM5ZYR6C+XhMYSFhTmhM85DgxK9S9293NOGEBYWxrx585g3bx579+7lk08+4fbbb8ff35/bbruNuXPn0rNnT8ntud/b1Yz+/ftTX19HWFgVRUUOXtGVwm8m37uweGqyx6OENC4Ebg9+llN5E+jVbY1NbYmJE1HesXDM0rj7qfDupiD5P0Y1uXg98cvFPD5uNy8v/puXXruQvAI/eX1sJ0yeXMmsWeV8/LE/69YZ3DBMY1QWLfImJ0dokthVYB+WJ3N6uZMi28WKUqln4sSzfPBBPM3WlUBLlziWYSbf73bdbU1RNezh0nHD2+bmdmIMng8PL+HUqc5t0APXVJkXu3d1dRFbt4Zw2WWFfPihrbU2XGctEaJZoDS7eD39dGcefriYV1/N56WXwsnMdL/sXgCjhuXw0F17+WZdL75b1xNQkPJXY9avudtJ+mIkaadbC5WE/YdE26yw8HKqrpYhVO0UK5eFZPFbSZxBtIjE4zgN01gZ16+pAuDLDvqNHGb9xHaGIdtWR3YvqeTm5vLHH3/wxx9/oFKpuOKKKzh06BB9+/Zl6dKlLFiwQFI77inVTPDy8qJTp1jCws667qa/mWxtwNsaw2YkNnIdp/InotdLX44MppRr+F6+QLGHm1tvM6YeY/qwlgIFoKrek+fXX8S+A5147cXNjBuTjeMrajkPf38t8+cXcfPNZTz/fFCTQDFgiFHZsCGK5OQiunQJxbCEb7q5Et/GTXpq1SFDSgH4999gk70+tMnkc5jJ5kLKig4yepT7vWwBFAoFMTG98fcvkHnlUjvu6kObPSMC/PFHOOPGFePpKbewYzltL1CqWwkUgPp6Ja+9FsYff/izZEkBU6dWoFC4z7jp7aXh7tv28+Bdqbzxv2F8t65lBraUv7qzqiyRpDnb6TmrGG6i5eZK+iM7dCnBu5Roz0r+LjMZ4ytxvVgBg2Axbi6kpmIfIy9yv3Gzvbt7/fXXX0ybNo3o6GgUCgU//PBDi+N6vZ6kpKTGBSofxo8fz6FDLUV9XV0dDz30EOHh4fj5+TF9+nROn5YeTtHQ0MC3337LlVdeSWxsLN988w0LFiwgNzeXzz77jD/++IMvvviC559/XnKb7i3VGunX7wLy8/OwXpHJlsYXw+uODZ63hbctzB8jQ3dy4MQ9nC29gM4hqVbbOrzcUEDpgZmvO6h3tjGj/BjTKzJY1GkUWc8EYi5CdCj45LUBHEoL5/45+xh1/RneP3QBpfXe8IOFhsUK2Mt+V4tNpiy/mUaMqOH++4s5ccKTBQsiKSkRHmxWrowGIDn5MIsW9SUnp60nb8aVScvVngEmT85n/fpO6HRCwtj095D5Fpdb19Ic83ef+MKqnWgpyDvudn7Vplx55SWkpPyNfQ731pD4TLeBt+7Ro34UF3swZkwxf/4p5cGz/rlwBS3roAh7D6xZ04WjR4N56KEzjBxZz9tvR5Ofb7SqiFk8xf5XMn1Sp4jsF5ttNL7b+kUW8tDYvRRV+/DIT+PIC/EXXHhIKW60qMRuJylrJGk1bVxrw1hyTML0Y3LoSf4u60qtTsB6bipUXO0UYipUTgAfOO9WRflHOoLmnUBVVRUXXHABs2bN4rrrrmt1fOnSpbzxxhssX76cXr168cILLzBp0iSOHTtGQIDByjh//nx++uknvvzyS8LCwnj00Ue58sor2bNnj6RaYFFRUeh0Om6++WZ27tzJoEGDWp0zefJkgoODJf9e54RIueqqS1m2zImfqjbCkjAxRanUEhv1Oxk50yyKFKM4kcIlbLQ5O5gUWggUzyAsKYgdBVEcLgnj7sT9vD3mT75O782v6jg0Grn+oUIvYeOKqD+tC6rJm5RERzdw661lXHBBLR99FMKmTb5YnnkpWLnSEHDhGqFSIfE8y2IlKqqGQYPKeO89KRn1fAS/dRkTTb5f77hmO/vvo1iroW9fF/p4OpixY0fy2Wcr2robjicEkBSepyAlpTNXXlnAn3+GIf5ZlTMOODfDl5xCjQcP+jFvXgJ33JHPsmUZfP99GGvXhlFbK/euQokhGoB06BoCtfbFNIX71XDT4KOM7p7Dit2J/HK4O3oUFmcnrhQqlSskrpxYESsBqjrGBZ3miQwJ6VmNgiWctjHa3WfyvQOnVr6as5S5YdA8GOuWuL5OSnl5y1IIXl5eeHm1Tl09ZcoUpkwRXiHQ6/UsW7aMZ555hmuvvRaAzz77jIiICFatWsW9995LWVkZH3/8MV988QUTJxpenCtWrCAmJob169czefJkq31+8803uf766/H2Fs8wGBISQmam9GLibu/uBYbg+by8k7S1O9Drb9hvN/Xxat7kEBf1G4WlA6isjm7ad6h4CIeXN29yGKV41OZrrdFaoFinosGTN/YPY9n+oUzocor3kjYw/sJTKNuBK0NIiIb77stn2bI8qqqUPPRQFJs2+SFtadggVDZs6ERy8mG6dHFk/l0Ps80SQjOCUJOtWWFccUU+27aFUlJiOkmSUG+jX+NmL7aW9phottlBqNdW+vQd6JZB80aGDh1KUdEZPD2dUUHdxQSYbDLYtCmUzp3r6dvX3N+mAoM4kWs9ycFgGjBujsOWSvK1tUr+7/+ieP75bgwZUsn776cxZUoearVcFzfH4+9Zz51DD/HujA14qrXM//4SUg4nGASKBFKKu7OqIJGk2O309HGslatyTXjTJtutO7NxM7vuspAsjlWHkFXXaMmS6uIlZfi2hj1ZEu8z2+ygs98WIqNiCA+312TuejSoXL4BxMTEEBQU1LS99NJLsvuemZlJXl4el112WdM+Ly8vxo0bx7Zt2wDYs2cPDQ0NLc6Jjo6mf//+TedYY+PGjYJZvKqqqrjrrrtk9xvOEUvKgAEDqKurpVOnCs6edWHwroOQK0iE8PYsJbrTVjLOTGVgjw9R/GJbO6MUwqmLzYWKItE2cWCLQDFlT2EEews7M/bMaW6ZdpTrpxznl03d+fOfGGrsXNGTS2xsHVdeWcLFF1ewe7cf8+dHcuaMLX0QsqjIbEIP9r/JLBAeAYX5+PhomDDhLM89Z0faXVOh4jR3LAmYC5UjMq6t3cnY0e7nV21Kly5dCAgIISSkSGbleTn1UmpwmsuXA5Ij1dWpWLcunGnTCjh8OABDgUJbEPvAOkao2CJQTDlyxJennopjxIhKbrstn+uuO8Mvv0Swbl1nKipcO25GBVRyRZ9MJvQ4xdGzoTz18xgyi4JtasvcomKL9Cr4XELiBKPguFxm478ZrlGhY0poJv+XO1BmAyaY/pvaMiTKVKjEAa9Jv9Rbv51BF7rnuKlFhd6FU2ajJSU7O5vAwOZ5rZAVxRqGWoIQEdFynI+IiCArK6vpHE9PT0JCQlqdY7zeGp999hkvv/xyk/uYkZqaGj7//HM++eQT2X0/J0SKl5cXCQkX4OGRxdmzjq1DAsCjjo1LWdKQTLL/Ioe1ZyShy1q2/PsSvdK+xUfmCqCYOBFj34W9RY9dcPiY4H57BYoRHQo274xh654ujBpyhisvSef2qw+zdU802/ZGc6C4E/X1zjHLdupUx/DhJYwfX0FsbB2bNwfwxBPdyMrywr4qhOZCJYycHLNZmKVJmVRPLnsIj2Dalcc4edKXtDQHOU2bChbzshWu5nqT77+xcJ5eR172ZiZPftvZPXIqCoWCKVMmc/BgJm5TeT4YQ7FzB5KS0pl33z1IbOxpsrLkCgBHuXaJizl7BUozCnbuDGD37miGDSvhyivzuOmm0+zYEcrWrWGkpkZQW+ucKUGwTy3D4vIZF3+aPp2L2ZYVzXPrRpFWGGK3jjMVKh8VR3IqtLWrSWZ+nH03MWKLWPkNLh1wivoeKnZXOKg2SnsRLACPmXxvRbCU5v/J5DlznNodZ2EQKa539woMDGwhUuxBoWi5CqTX61vtM0fKOeXl5ej1evR6PRUVFS3cvbRaLb/88gudO9uWRfKcECkAc+bcyvvvf4y8CsqupUhmVPATfrC0Stq5il8gmEwivPdwzPNGBtW9b/Wad5c/yspZsrokiQl9U1rtG3ZMx6AaHU91Gm+XQDFFo1Xy166u/LWrK3Fdypgw6hT33HiAoNl1pKZ24t+9EZw4EcypU4FoNLZ5NgYGNpCQUEViYgXDh5cQE1PD4cPebNwYyObNAVRXO3LQahQqSj+SX9jKoudGk3PGybn0AanDQKB/HVdPPsELb10I4eFQKENVSFk8G2Py/RbpTTuF681+NhEtnQP2UpxV0OS3685cd901rFs3H7iorbtiGbklFSTHpRRQWAh//OHHrbeWsWRJJ4k3KMA1dVAamD27iuTkUDsFSjM6nYKdO0PZuTOU6OgaLr30LLfeeopHH01j//4Q/v03jOPHA8jK8rd5scfPs56EsDJ6RxQzPCaPhPAy0gqD2Z4Vzaubh1Fe5wD3ARNSirvDcC1zth0nKWEEaX4tV4OVXnUOvR+/YajVNEjkuMk6naday00jj/HJuv7ojimkCxyp0wVHCpYTdl7/mNnPJqLFX51L/plUrrzySjtv0ja0lUhxBJGRBnGcl5dHVFRU0/6CgoIm60pkZCT19fWUlJS0sKYUFBQwatQoi+0HBwejUChQKBT06tWr1XGFQsHixYtt6vs5I1JuuOFann76CXx86qmpaT+54eUKEzk8HwbPfdFyX2LdSjb6vUlC/Y8E6M847d5yGHZMx6AMHd+PUtE7aDNCNphSgoUvfg92zrUeaHgyJ4iPvxnAx9/0J9azguHD8xgzJoc77ziEp6eWU6cCyc4OoKTEm+Jib0pKvKipUTf5Zg8dWoCXl47Q0DpCQmoJD68lPr6UTp3qOXPGm7Q0P777Lpp//w2mqqrcSm9MEUsnLB7ouXK1YdBIXuwioRIQCBUWfqdwwyrOjKnHOZwWxuG0xmc6vHH1XUIdNNk4QrBEWT9FMiaipdOhr+jiewl+fu5Zu8eUyZMnU1qaT3h4BYWFcp4zOS5fNuLUWm+BmM7I1qwJ5IMPcklMrOPIEWsTaFeYLY0CpZ7kZG8OHxZb2LEvG8WZMz6sWNGNFSu6ER2tZ/jwQoYOLeLGG0/i56chO9uXU6eCTcZNb6qqmsfNIYn5eHnqCAmsJTSoltDgWuLjy4gMrKagwoe0whB+OxrHnuxIyjQyhMloC8dEvNNSOhki1pPSdwoKFSF0v9v5GU5FXKg0MnVwBqXVXmw71hgv+huGPC1WrrMJV1pY4iScYyJauv72FXWVA+naVaQGWAdOIz4+nsjISNatW8fgwYaqovX19WzevJlXXnkFMMQoenh4sG7dOm644QbAUOvk4MGDLF1qOfX8xo0b0ev1XHrppXz77beEhjbPbzw9PYmNjSU6OtpCC+KcMyIlLi6OsLAuhISc5vhxKVmHnMPrb/yHmY9YT4cxt/J93vO/3+b7XKNvVKsrjrfY768/Q7eGjRz1upXhta/a3L6jMBUoRUEK29YGhFbhhwGC8WMKsk4EkpUVyJo1vQA9kZFVJCSUERVVTkhIHX37VhASUoeXlxYPD8PLdsaME5SVeVJSYtj27w9k7dpgMjN9qKoy/Zg0IDwxUOMQJ/nG32HlakPMh0uFCoiKlU6h1Uwed5InlggIxtsbv37R+pBDMBUsaU66h4wsvGVHfueZR+Y6qSOuJTAwkEGDLqKu7iSFhc6yQsuISxmD9dggFXa4fAk/32VlKn74IYDbby9l4cLOCAfHuEacgLlAsXVFVcyFT9h15Ew9/Lg1kh+3AujpFFpDQlwpXfpVEtKlll69Swjxr8XHU4OHyjBuXn/dcSrqvCiu9aak1osjtaH8viuO9OIgKkytJUUiXXFw9mtbhIrdpDZ+HdT6kJ9XPdeNSOPVn4e1Tghg4TqHYBQs7WSW13A8hdtvnt7W3bAZrU6FXudCS4rMe1VWVnLiRPPCS2ZmJqmpqYSGhtKtWzfmz5/PkiVL6NmzJz179mTJkiX4+vpyyy23ABAUFMTs2bN59NFHCQsLIzQ0lMcee4wBAwZY9RoYN25c0z27detm1T1MDu3k8XUMV155Fdu37wKcIFKkxKXICby1kSZxYoFe9V+xwe99SpQ9CLHDfrtyFtwqUiVeCuYCpW1QkJfnT16eP9DaJ9LHp4HVq9fx9NNDqKkx/zjIsZg4GgGhUmKPUJEYoyQiVm6++ijb90STddqCq97tJt87SbBM22Xwu/ppuLk/lmvwrztNTvohpk+f1ib3dwazZt3E66+/T5u6yo519g2sf5Z//DGAKVMqGT68ll27TEWVmDjxQHi5Wo09gRaOESj2ouBssS9ni30Ff30fzwZWL/iFpzeNpUZjZtpwZIJCG3CoUPlBZH+2wL5UWgmOa0ekkZ4fxL4sC/74qSbfDxI5x16M1u42Sqqlaqgm+9B2rv7QnmKwbYtWo0Inu+yB7ehl3mv37t1ccklz2YhHHjHUornzzjtZvnw5TzzxBDU1NcydO5eSkhIuvPBC/vjjjxZB7m+++SZqtZobbriBmpoaJkyYwPLlyy3WSNm/fz/9+/dHqVRSVlbGgQMHRM8dOFB+4ohzSqTce++trF79MUrlJNkq1C6cKE6e8IO0SuvCxBQffQnd63/msNcdjNI9i8LC+/LWTxGNS7k1GraKxazMOk6ABcHUPgSKu2MmVF4aTU6uiFCxpl/iQuGAjGQKRrHiBbFdyhk9LIeHnr1U+vWmgkXK56On9KahWayAawVL1zNfo0kcYLPpuj0ybdo05s2bj69vPdXVLnSVdbYwiQcyLYmTHpi6fNXWKvnmm0Buu62UPXu80ek0uHrG3T4EivtjLlTSvXxbnaO7TYKr10nkaffUxq8+EOpfw9TBmTzzlZnvmqWcI8brvWlpQXYUpq65LhQssWk/UxQQJFjcz13QatQoNK6bMutl3mv8+PHo9eJZVxUKBUlJSSQlJYme4+3tzdtvv83bb0tPCjNo0CDy8vLo3LkzgwYNQqFQCPZDoVCg1co3gZ8TdVKMDB8+HKXSg27dzrrmhkewS6DMrbQc3O5xxrBZYv9twkKhZ/33lKniee2yl2X369Zow2aNgeHHmzZTOgSKIzEIlQ1/diN54Va6RJksa3o1blIZEGrY5DAWbrv2MH/8FUdBocBLXay6tAkJuw6RsMt5uYan7fqmhWhxJprjP3PTjGtcci9XERsbS7duCcTECC0PW8LGVdGx2C9QLM3fgxs3G/j9d3+8vPSMG1dqWwOSUJtszXQIFMeS0imeVVG9SErfSc+Ksqb9uqf90D0tIxblQOMmhxq4aeQx9mREkJ5voyVnC/YnELE0zy3E9njCOHmne/3zPddfM92hbkCuRqtRotWoXLi5x/Q8MzOTTp06NX2fkZFBZmZmqy0jI8Om9s8pS4pSqWTo0PEUF58AHJTqz5RHF8Mc66mIl999HzM/tL1MqzVhIoXk2+bR+UQJMQe7oUONUqL7gRRxIoRRqBybOoNxk0pZPi2kQ6A4DAUrf00Eb0heuJVFr40mJ88O168B0q0qF0QV0C+xiHeODrb9fo0YhUr6cNsqOk5bZVmItLCuTJdhXZHoF6/WVpF16B9mfPKm9LbdhNtuu4FvvlkPJDjnBgE4z5XFSLD9TWg0taxa5cMdd1SzY4cn1dX2t2kZwyt44kRth0BxAimd4uEXFc/W7iVp+0jSSuyoTH8AyVaV+IgyxiVms+DDS6yfbI55BmWjUHGGZQWahYqzZoN6HTkHN3HdU3b4jrcDtBoVinbs7tVWxMbGCn7vKM4pkQLwyCMzmTPnPgzpQdxrkuwIcfLsbQubvi/onk/Y6TCOeV9PYu1q0Wtu/RR4xv57H5s6g4xJ0xn12iKmTM4CEYPW5E4/2n+zc5UYkdQ1NQpWft/o+vWYTKESJ7DPaFE5KX6Zj3cDD45K5bM9fSmr9Wpe/f5b2m0BEj5vbUGxV6xIIXHt3qbvj0y3X2ABxJ5dS0lwiE1+te2dadOm8eqrbzjWVTbAxsxTicizUAfbdpuWNLt1/fWXF5deWsfMmVW89561V6RYXIp0DAJFS3Ky2oJAKUAopq6DRkqBj4T/VymnG+uojNwuT6icFNh3AKvPm1qp4+Hp//L99p6cKTbx7bIvEZvzxQq0dAFzUNbG6NPbOFtVzvjx4x3TYAftls8++4zw8HCmTp0KwBNPPMH//d//0bdvX1avXm2TiDnnRMpll11GWVkxERHl5Oc7ph6HM5lb+T4fllvO8tW3/DiHA8XjP/bf1os1zGh9QKnn5OAMvP+eQVTDDoK1wua26TO/Zu0zN8jqN8DWIhjdmCbUVKAEnc6yeN0LIorofy1K2TazE+spiNslCpFUi3EWrrFo8LJDqIgxE1gufGjW44c4U+7H78fjWh4wihU76zk2iZVbnCdWwHGCxSvje6ZNv8qtXRbEGDZsGD4+PkRHF5CZaUfuZkvCJBXHWlOuBjZZOSc+0Epcig+tk0ooeOcdf/7731K2bfMiNdXB1SPR0NKCYhQotrh31CDb98YdECtXs1tkv5X4ipRMG4WKDcwYcxz0sGaL2Tu7BvHfSw5bMLg7jrRynpzZndC5DhIsIfu+oc+ll7Uo8OeOaDQqFA0dlhRLLFmyhPffN4QxbN++nXfeeYdly5bx888/s2DBAr777jvZbZ5zIsXX15fu3Qfj4ZFJfv4gx9/gI8e5fB2mr0O6JChQGqkJqiGvZy7/HprHuPJHUZnNgqfP/Nru+8sRKDYhVmdOLB5CzI93r4iVAjCsiJp/HOQUanDVR0lAqGQ5XqgM6l/AmLgc5q29BFGLZDCGFUw7+XqVIS3lDbesFT3HmquXKSfoIXrMVLAAHFkoUbTodWQf2MybC52VZ7ltUSqVXH/9tezYkYm8AjNLIcD6eOhQHJZYTbxafGGhiuXL/XjwwUoeftib6mrHC1P7BYoVfESqVIsVVhVbdBCaWxqH0jBapoPWIGxpEEuMIdaXUpH9cjnd/G0roZLteKESH1HKNSNP8NTysWh0NvxP5czjtzd+tSZWHIGpYLlcD1ukfx7O7t7A48897vg+uRi9Vo1e68Ipsyvv5SCys7Pp0cPw/v3hhx+YMWMG99xzD6NHj7bZkuYekTkyuf/+O6ioONzW3RDlMH0dIlDWMMOiQDGS2zMXpV7Dce9ma8n0mV9LEiijrcSoOF2gdCCAQahs2NqN5MfMgunNiZPY5Mzmb319GnhgdirL9/TjbFXrrDgtCEbU/UHI1csSX6+a3iRYXMaMxs0K0WVbaKitasoHfy4ybdo0srJSAfEMMW3KNBwkUHJoKVCEJ6vr1nmRna3irrvqrbQntPhheYIhLlCcX8X+fCYlszurjiSSNHI7PSMsxOWdFNkfLH6Jwc1rL99v70GmK704ttMsWFzFGL1hs0JQaTqFWUe54oorXNApJ6NRuX5zM/z9/SkqMhRF+uOPP5rqq3h7e1NTY1umRPeTahK48cZrefTRh/H3r6Wy0gkmRonWFHPEhMnowM1sLZc++ZEiTFqg1DO4+i3+DlhKZMMO7ry9dRXE6Tlfs7ZLa5evWTnv8+nHwu5ox3xmkOEznVGLOwSK62m0qMQ3pifeOJqcCgGLSiSwXqSJ8WY/zwSWw8ybD5GT588fx2X4jwY3fi2VfgnASzzdap8Uy4oYlqwoFjH9SK1pfTgoaw0jLr8cLy856dTciwkTJlBXV06XLhXk5IiswgtRsVi6NSUV+S5floTJeKy7fDUhbjkRRsG77/rz3/+WsG2bin//lfO6FHd7mzixntmza5xnQenAIimZ3SEdkq7cTtKHI0k7JSBSOyEaUynG9WOPCbt5ORqxuautlhU5j/XlZsLEVKgIWFdiDn6N74gLm7I/uTWuFg5uKFImTZrEnDlzGDx4MMePH2+KTTl06BBxcXE2tXlOjpBRUVFERCQQE5PZpv1Yfvd9TVYTey0nfcuPS7acCPH67beyM1HFj11eRSnRxXpWjniK5CaBUraIoIosCMKwdeAaxgJjFaw8kMiGzG4kX7KVLgEiFpWJjZsEBj1SwJixObx7dBAWE0+IhNsYLStyrShCGC0rcly95HDkXxFXL3Pril5H/r5fue6aq53Sj/aCr68vl19+OX5+x9q6KwbB7DDLSQ3yBYqBwkIVn37qw9y59fj5SbUwSREofhw+7IXBCmPJDbUDh/KbYUvZ2p1VvyWSdPd2enYTsah0QnIMSffIUq4emc5bPw0Rd/Oy1paj1lO3YzEhitMwWldMhEvxrp+Zce3VbdAZJ6BVgMaFm9b9Yh/fffddRo4cydmzZ/n2228JCzO4zO/Zs4ebb77ZpjbPSZECcN9991JevrPtOhDfuDkI9R/2Xb+KW9jXU4dGCRcetK7QJQsUrZkFxShWxOJIOpDPMJprS7SqMSFRqIBVoRLqVcPDff/l07R+nA2w4uZlhTCK7LrelDl8xBw+clh7kmkUK93i11FTXsC1117r+j64mFmzZlFQsBOFQue8m6RaOHZh4+YoMvMlnigWn9DA+vUeZGUpefDBOhQKa0JFqkAxX772oEOwOJiPaBIlTZsJkoQKWBUXfl4NPHL1Hr7d15NMZTtaqTuBaa1SYZzlSzNGT1jUAfIP7eL222+3fn4H5wTBwcG88847/Pjjj1x++eVN+xcvXswzz9iWQvacdPcCWLDgHl544Rmio4s5c8YJmTzEXL5sFCaWXL7sESiruKXpe70S/hyhYfpmD4qD9ByLazkRmZ7zteDkctbsZpcviwLFHJF55XAOsutpicUpzieuFNl/WmR/08qbQagAJF9i4volVCrIKFTMsoh5KrU8NWAn/xZFsO5Mo5uX8fo8KZ1vjfFZKhJJQCDk6mUJo1D5iDmCx+W4eolaUQTw/P4DZt52K76+9gk3d+CKK67A19eDbt0K2b9fRspbOS5fQggJkzCQpHXHI+zyJVmgCGEaG6Jg2TJfXn21khtuaOCrrzwFzhdKvNGMZYEihJDYqcBQcKaDFqyTeb5JHceUrY3B9HdbcP0Cg1Dxo5U7q1Kh55FrdpNb4seafY1uXsa8E7ky+yUFWzyAjELFRk/YJsxdvazQZdV7jJ06lchIJ9Ssaws0WMm+6YT7uSGlpaXs3LmTgoICdLrmOaZCobBJsJ6zIiUgIICBAy+hpmY/Z86Md/4NRcTJziUXM2LhXzY1aS5Onl+zhGdnLBQ+WQBTgQKGmJi+vofZMELD5O1qyvz15IU3Dzw/bbuemaPEM5LJEihW6EF6q32v8jgbWwVKwBV9U7ju8C923c/lDBZZEXWahUlAqFia0FRiks1Hz9w+qWj1Sj44OpBWbl4yxcqIt1o+72EUiQoVa3hR12qfNbHiSLzLi8ja9Dv3vLTN6fdqD6jVambNmsWKFb/hwDRa4jjSamJEUJyE0jrVsBitg9crKpQsWeLNyy/XcOqUku3bpb865QsUSwj5WWogRGRyXWvn7dqCgyL7f3DO7SQLFWiV0fCOSw/ROaiaJ369GJ3ebNx0plixhFhyPkeJFQkoGupJ//k7Xv58ufNv5io6RIpVfvrpJ2699VaqqqoICAhoka6/Q6QIsGzZf5g0aRKenmOor3fCr/rRYnjROek3HWU9ESI/TM+O/lou3aVm7bgGKn0NAsUSjhQotjC777utd74FOxgheP7Bt4a33im0CmVcFA32Bm8TYSHkHyzmM9xuJgJmQuXAaHJqrAuVa7qdoH9IIY/uGodGrxIfHI1ixYaPkjWrii2YuoA9xcuSr5NjRYn/6X08+iYyaNAgOV1za2bPns0rrywlNHQSxcVOqm3ghbQAeqnWFCN2WU/UmBZ1NOfUKU+WLdOxYEEdubkKTp60vqztWIFiA0IliGoQNsjUImx99RPYpzY5ZmqQDxbph9DEuB2VzWglVGqsC5VLBp5iwqBTPP7JxdR4W3DTM4oGS5NOV/4tjGLFC4e6pJvS65dVlHl7cdlllznnBm1Bh0ixyqOPPspdd93FkiVLHOZ5cM7GpACMHj0KP79wuncXLmLoKnYukVaMcHTgZtR/2CdQbuQri8eNAfzH4nRkdNExcYeadVuvsXhNr2P+7AyaJV+gtEEYgdvisPlLY4xKWjeS+2+li4+FGBVgmF8eN8QfY8n+Cymrl/imDLa9d2EUEUaRbFcva0SQTwT2TFCFKfx5NQ/ce6/D223PxMfHc+mll9Cp01F5F1Ystn6Oo2NOjJRip0CxVPCxmZ071Xz7rQcLF9YRFGTZ/cUgUGrbTqCcD1ge3mTRFKNy73Z6Rlm2uvXqXcy9l+/n1e+GkVcisaqtvY+AA3/XJjIbN2vIdPWqWvM5982ZjUrlfhmqRNFgMLK6anNDkZKTk8PDDz/sUNfoc1qkKBQKZs2aQ3X1rrbuilVmNObussbza5aIHrMmUMzZ0V9LTk1n5pX/i0JvGISWb2tZ9b3XMX+6ngjlucQhhE45hOrKylbbB+kzZd23AwdRK7YpWLk3kQ0nRIRKqeFL14ByFgzdwzt7B5NRESzv3iKnm7t6iaFC06qwqDlCrl7WsCZW5FhRuhzYTPnpLJuzkrgzd999N8XFu2i5TG4jFyIsTlIlXm/J+PYDMtyAxFbHTQWKeOC7kTVrPDh2TMmTT9aiVptO3pqf52aBEsjhwz60DIw3bh3xJZL5wYFt9RTfUgq6s2pXIkk3mgkVE2tSmF8NT12xky/+SWR/poy4LbBfqJRiOc271Dqs5pnUM5EuWKwQnH2C3F1bueuuu+xvrD2hbYPNzZg8eTK7d+92aJvntEgBWLjwIXJzTxEdLdUfWSbPSFg9RNyaIlWcWOJGvmohUH7kKovnH6YvP227nrX/XM+rgcOJ15Rxa9WRVueZCpQsP+EX6rsRDwLwQfrMpq0DJxJnslnEslAJ8qrlmRE7ScnoztYzXQyuX5VYX70xrTwcLKPfIkgRK9Z4kwWt9jnCsuL99VvccestBAScf5PJ6dOno1JpuegiaRYGQZxlNQGZ4kSMcqRaUJpRAwreftsLLy+4//56zItfthQoYm5AxtlqgMnWQXsg5ZCIUAF8PBpYOHUHe05GkLK/u2EMjJF5AzXyxYq5FaUU2TWpJGOnWIn/YhlTJk8mJkbuH6YDd2fq1Kk8/vjjJCUl8e2337J27doWmy2c8zbokJAQBg2aSGXlHs6cmdTW3WlCTJi8OuMhHl/ztuR25FpPABJIJ73RWblC6Uly0EW8WLqFWoWaNX6GDCVyBIo5pkLlJHG8/FKS7D52YEKchf0nLV1oECoAyf23suigIUYlwLOO50dt43hJCKuP9ml5SS3y/KODkf2yfFIgfsQoVLQOHpJMhcqmfy+3cGZL/AtPk7UhhYcdvCrkLnh6enL//ffz6affA1dLv7BiMUx0TpweYFmYhERAiVRhaof4AurrFSxZ4sWSJbXMmVPPRx95AgqZAsUc03E2Altru3RghVSsxkOlHGqMUblxO0lfjSStPBQvtYZF0/6hvNaT/202SzCiRr57ji3XmFPa+DXYznaEMAqVsRbPaoG6poqj337J0m/kz0vaPR0xKVa5++67AXj++edbHVMoFGi18s1D57xIAfj001cYNGgwAQFjqahwQoTaM9IC6HcuuZilCx+2+3bPr1nCoRkJNl2bIJBVK0cdQFLwKJJLt1KvUNolUEw52Ti7furppFbHJrCeYeyR1fdzmkoLx4ItHItDllBZcmQE91+wn5xKf/67dzB6oYKNtggVYMTztmWxM8UoVtQSbd1CVhRRTjZ+jbN+avzXbxA0ajT9+5+/qbLvvfdelixZQmzsJLKyhKKnHUAq0gLo84B/HHFDNdazfPlgKYDeOLssKlKyaJE3S5bU0tDQQE4OzJ6tsVGgmBLR+LWLDX07z7DVJSYVWULlhZ9HcPOI42h1Sl76ZQQaXWOshenr0VahkoqhFpYYUmJRSpFu0TF39ZLCwcb3RH/LsSl9vn6fhuhIJkyYYMNN2jkdIsUqpimHHcU57+4F0K9fP7p27Ue3bmK5DV2EWB0MuUhwoRBy+RISKEZOqoNIChrJbZVHiD8SbLdAscQE1gOwm6Gttvg2KZXbzim1cjzOWgMGofJXRhdeHrSFqgYP3tg9DJ3ewsdfKGNZuMA+E/py2FpHBK0oQqxluqTzbOIkFoWdsqGOjB9X8sSC+c7rgxsQERHBTTfdhIeHzJi+9dJcYCVzyFEN2Wc9EaKgwCBULrusgXvvbSA52YfDh6E5+tUUR60J+ghs5zhHRTZLWFtoSbV+25RD3flqd2+Sr9lOoE89L6ZcSL3Gwv/R1n+xowy2lha7bMHcinJQ0SxYzNHpyF31MY/Mm9ci9ew5g6YNNjemttYxaU/PC0sKwLJlz3P77XegUg1Gq3VxxgmZ4sSiy1ejQOmXnc6hGOnWFHOBctmotfyxreVEcHBxAQ0KJQr0DNxXSabekI9SObpKeucbOSlluVoEIaHyMG8JnruNUa32fcosm+9tkfEi+wsF9sn9ZHljOZVxKbZZVBoHugCvBgZEFlFQ6UNXv3Ii/KrIqbTiBy/XooJBqBgzyNnKL0wFmoXKdGzzZTVl03cCrl4nG7/Gtdzd89cPqfD3Z+rUqXbf1915+OGH+fLLMfj7j6ay0knV0FMRXtU2FycXYd2aIuryZSpQ5NRMsU6/flpUKqipUTB8uKYxk5dxkmYqVORYUeQeE0EsfbPQv7IHTpsYhV3Z2nWt6EshSxHwhYyGLa7IewAAXeZJREFU8xBOm2zE2riaikWLipdaw5DYAooqfegUUEVMaDlp+VaKQ8uxqKSafL+b1hYVqRm9TK0oRqEilHTMFiuKEAKWlfjNP1FYVMBtt93moJu0M7S4Vji4YeC8VqtlyZIlfPDBB+Tn53P8+HG6d+/OokWLiIuLY/bs2bLbPG9EyrRpU1GpvOnZM5OjR51QzUjM5ctMoDyx/y2WDrTB5cuGANQfuYpHeEPSuTPyjzFdkcFC3RjU6HlOuQ1PtHyj741uq4mrRyVwh+W2LAkUoxVFiHBZBREsM+Lh1q5HO/0FkhcY5xL30DKRkdCKVKn9/XIqcTTnwDchyLuOxVO2kVvmx+ubhnLj4GMkj9zKou2jpQkVEK4hZ8LM55uLgBotKuZiRaoVxZy1TBcUKrJcvSxxsvFrnOFLyVcfsnD+wyiV54Wh2SJDhgxh+PChnD17mGPHLpB+4Xo7Y1Pa3HoizeVr4sQGZs+u5/nn/SgpUfD881V4eMDHH3ujb1HcT0hgmPfNBhECEOJAS4rQjEBI0BjX+cyzEDmrUGAXHBuiM9rsZ4F1OG+PBhZN2YFeD/PWjGdCr2ySpm8nae1Ig1CxNHSqMQhqS25cQggJFVtpUbDXBqTEopiIFc1n7zL3nnscmn62XdHh7mWVF198kc8++4ylS5c2xacADBgwgDfffNMmkXLevIWVSiXz5y+grOxvzLOxOIUrcbp7V79scfctAF+qJTVvFCiLdKPIIoh0glmkG81URQazFAdRGv9ejRP3+z//tMXmbFTuuKQghqWq7dasFqUi+7NNNjMiA6p4YeoWTpUE8OrGYWh0KlbuSWTD8W4kj9xKF3+JS3WDpJ1mihT3L3OMVhRz1jLdZhcwQSuKECeh22+/UZ6dwaxZTrLGuSHz5s3j7NltqFQu+BwewkUCxcpquASMAsVYByU3V8Uzz/gzbFgDDz1UY5KeWEx8BJptlrBRwJwPWBpToXlcHW2yWSHEt5bnp26jXqPk+V8vorbBoznr1/Tt9IyQaImz5MaVasM1QliKRTFmbXQynX7fR+4/f/HAAw84/2YdtFs+//xz/u///o9bb721RY2cgQMHcvSozLpbjZw3IgXg8ccfpLy8nF69TjrnBs8sliROntgv7LpkyqszHrIrhaetAsVIFkE8rRvLUEU+C5U78K00969upoVo2SEuWhxtRRFy9Wo3OGsVpJSWosRcmJiY8wdGnWXp9M38ezqCZZuHmsSgKFwqVPpy2GYrijlGseIwK4opeh2aVf/hsQXzCQy0Nmk8f7jmmmuIigqne/fWacotIic2ZQ/SxMlFUhrzwBnxJ6YYsnjVtyrUWFCg5Omn/enaVUdychXBwVIDSbtgEE6mmwQsWVGCRfZbco9qz4h4h4nS32SzZp0wcRZICC/h1Ws2k1Pmz5LfW8agtBAq4Q4QKpau2WTDdWLIFSoyMnoB+K1ayJ133H5upx3uiEmxSk5ODj16tDan6nQ6GhrE55CWOK9Eiq+vLy+//AJFRb+jVLbv1flUiTNCIWuKqUD5gPtaHTdys/8+QYFiJBd/ntBdjEKj5xX/v4hSWhnpehu+vLLjuabNXtqVFSVYZL+VgPJW2GJNqTDZrOGl54rEDBZO2sHynf34dEd/dHrzQEYToXKRFaFiKroHtT5s6uolRirWiyiKWVGEOGZ82Kwg2YoCJOz9ktLTmTz++OOSrzkfUKlULFmyhDNn1uHlZduLxiKO/IiXGCeOlipAGrEmBIQFgEGg1IhWki8pUfKf//iRn6/ktddq6N7dWgCp2OxbpmBxM8JuEvHfsiXvgnFMNRUmcvGDMQmneWH6Vn46kMB/Nw6hwTx+tRZS9nRn1fZEkiZaECrmsVPmQiVVYp+sJcCUqwnk18e1SpcTm8nZtZGkpCTHN96ecGW1eaG8G25Av379+Pvvv1vt/+abbxg8WHohZVPOK5ECcO+9d6PXK+nTJ805N7jA/sw2RoFya8zHsq+VakEJ2x/LFadP8+KI/hRMFF/tq6704MXqi9itiWSp319coC4QPlFkzmgUK1InlecUtq6EeNNSlEgNngTUSh1zL9zH9YOP89xvo/gzLdZC/xSs3JHIhmMShIopg6T3xxQpQkUKv3AFYBAqDnuudFoqVibx/KJnOqwoAkybNo0LLuhHbOxeeRdasqaYxzNITQYjZk0pcVLBXhOsCRQj9fUKli2LIyUlmBdfzGb0aLHPlgTzgCIQFD7C2/mG8c8VLLBZe34sTNAV6Ln1gsPcf/E+Xl03nB/396ApYLHWZGskZZ8EoWKOHIuK6XqgIzL1m8am1GFZrMi0oqi+eIqHHnyQrl2tBC66Ox0V563y3HPP8eCDD/LKK6+g0+n47rvvuPvuu1myZAnPPvusTW2eN4HzRjw8PHjvvTeYM+c+PDwSaGhwUsYaKwgF0Eu1npjTLzudzJgoyecbBcoLgwZyyt8wevlMLGk6XrM+pMX5OhR8VtuPLG0gT/nuZGVtIj/XdwehGhsWeA9hf9V7+Z+sds4JrPlR25CALsirjifH7cRLpeXxX8dRWC0wiWklnBSs3NVYR+WirSz6xyyYXsx1cZDhy8xrrVtRYkx80oxCZRAtJ7tyrCjmHKM3vTnWar8cK0rvLe+SV1PNAw/Mtbkf5zIKhYJXXnmFCRMmERAw0L56U45++YqKkzDE01sZkZ7pS6pAaUbB99+HcuqUJ488kkdsbB2rV4eZBdRba8KCYJZiLHJnxJJKBtvRZh2tMlz5eDSwYPS/dAms4InfLianvHH8syJ6UvY11lGZuJ2k9SNJK5Rg8doN5NZAjEyBaRQqQ0322etZZRQqdmT8it/3HbknjvDMhhQ7O+MGdGT3ssq0adP46quvWLJkCQqFgmeffZYhQ4bw008/MWmSbcXUzzuRAnDDDTfw5JNJ+Psf5NAhx6zutuCCxbBPnquTmEC5NeZjVmZbzojwT8ygFpW1zfmA+7gPw2RSSKCYYxQsNWtCWjwhmxpiyNH58bTvTuJVZXxYM5Ba1KJWFCNXX/il5ROAfIHA0Mu/3yR+wRnY9kA7ikkJRzywXUxwWBqEtBauE6BnWAmPj93FscJQ3t4+iHpt4z/OC/GXfRNWhIoFBnCAAwyQ3tFGUhncSqhIwWhFMcdoURESK9ZQNdSS/+UrvP7Si3h7O6HY6znCmDFjmDhxAmlpO6ioGCe/ASkvXblpr51uPTFk+ZIvUAIxZgfbs0fFk0/G8MwzZ4iNreOddyKpqFAhP8hCZreFJlQRtJkbiUbTekALmpFH2X0CQTJjgd9suInM7Fhdg8p5fOxuSqq9eeK3i6kq8JR1O0GhIqXoaLYFoWLJq3oPLYWKFKxl+LJVrOh01HyxiEVPP0lo6LnpktiCjuxekpg8eTKTJ092WHvnpUhRKBR8/PE7TJ06HT+/vlRVOSp5uDye2P8Wtwz8xK42/okZJPlcKQLFSM2aRmuK8YPS+KSkaUN5rHIcj/ju4b8BG3k7bBAH6SS/443YY0W5793lrXdeC/fRev+zUQuZfNfvrfYrG5TwyzB6P7OfOo+W3o9HVokI2C02dFYIFXYLFQ+llpsGHuXKPpl8ub833x82cVMwLiJLmvQJCJXx9guVGKGUY40YrSpniJZ0HykYxUrud/GSr+m97iWK/AKZecftDuvHucrLL7/EkCHDCAsbSlGRxPym6xfDJfbHp7WgBKRZQOy3ptgmUFpy+rSOxx/vxEMPlfHWWyf54INEduyw0owrrSg+CNdZikN40mz8M1xEK4N67BXCWXxK7TKByMCaUKkDpbeOqxLTuWngMX4+Gs/KzYmWi9taoJVQsRRDlGuS1tqSULHEHgzvBUfHqNchSzf32v4ReaXFzJ8/z8Ed6cBd6d69O7t27SIsrOUAVVpaypAhQ8jIyJDd5nkXk2JkwoQJ9Os3iNhYRzh8CuCA2BQjYrEppgJFyBJhytBjevkCxRSTjBPFeh8WVY1mbV0Cz5Tu4O7y/XjrhGW/FCtKB7bRI6yE16/YzAVRZ3n814v5/nBPKFIY5mSm8zLJhV8NQmXDsW4kj95KFyvBMK9f2+y+N4ADcrvfhFRLjJgVRZAeSKrZ4FVTzMk1b/F/b77SImViB8IMGDCAW265icBAmUp9o4zx0Nrz+qvxG+ev3k6cWG23QDFSWanipZdCWL48iAcfPMqCBYcJCBAxa1gSKNY4D0NV5NA1qIKXJ/3NhIRTPPvDKL7Y1E9YoMgYDlrEqMTJsO5lm9XikZKFy9ivnyScK6dOilGgSEjip9DUc3bFi7z6wuJzty6KOR3Zvaxy8uRJtNrWK691dXXk5NhW6Oi8tKQY+fDDt7nwwpEEBw+itLRtPmir9t9lkzVFjgUl/9jlDMuoZ+GgIbYJFHM0oEdBytHu7JkawYNle1lWtJG3gwZzyFN6qitLVhSLrl7uhiWLiA3WFLVSy00DjzGtTwbfHOzJ93/3RKuzst4g2Y3GIFQCbyxhyam/WFh9MTkWq5Y1Y25RsWRFMfI7BrOw8Tp7xI6R3P0mVhSjUBEocgnQ46fnqOnem2nTptl93/OF559/np49exEVdSG5uRLGC0fyq/VTWmObNcUgUCpITg7l8GGjG5ClAo9ShIWCzZsvYv/+Wu6//yBvvbWT998fwM6dMuqgnOuxKEYuxzaXL2i2ppgsVCjRc1XMCW6MPcavZ+JZfawP9XlWlIi18dnIUUg52h3yIemh7SS9PZK0k2YiOlfk2bHVogLNQsXRw5dRqCQKH05c/xpFnp7cddddDr5xO6bD3UuUtWubiy3//vvvBAU1Z4vVarVs2LCBuLg4m9o+r0XKkCFDmDRpChkZ2ygtnej4G9gQmyKGaWyKmEDJJ6JVbEr+scs5kzGFM6N2c0/QJgD+U/6C4PWSBIqRxklfXoofixjNFREZ/CfmH/48243Ps/tSp1MbXhA21nmxyBkntOkIIrEeEG8LJgF7PcJLePjivdRrlDy+9mJOlQSC1FIMEoRK118M/9if9J0BRIWKqRXFFFtjVIwcYICgUJFlRRFCQKwElGWT9uMnbFj3OwqFvCQQ5zOxsbE88MBcvv32T+Ba6RdulOH2Zf6siooT6YHvcmgWKCEmAgVamilMJ51SLR+Gz0ZJiTdLlgxl/PgzPPzwPnbv7sxHH/WlstITQgSSuZRKbN7SXLed1oMM+kAkLsUW+ph8b2KV6OJTwcN99uKvrue5/aM4Vi7DCicmVAS82lI2Nbp+iQkVMaQKFTFN9ROthYotVhRzBMSKR205p758k0//733U6vNoCtkROC/K1VdfDRhCKe68884Wxzw8PIiLi+P111+3qe3z6AkT5q23XiMxsS8REcPJz29dK8QVSLWm3BrzMQ/xtuR2TQVKfVDziP1C4H+avhcTLHLQoyAlP4E9pRE81D2Vtwf+yar6RP6q78oPn9zUdN7VdznZ9UvGfMnl2GJNMRkQQ3xquWHwMS7tmc2afT35bl9PtEYXBX+kF+sSECpGYdIChYKfEi0LFTEGcECS/7nRimKOPVaVFlYUIUzESsy3T+E1chxjxoyRfZ/znWeeeYb//e9DYmPzycpy8uzXJuuJORFgIbmIAYPgERco5tjrV6Vg06Yu7NsXxty5B3nnnb/4am0f/vgrFq3WzDIabOet3BUp1pQ+4of81fVcG5PGFV0y+e1MHKtOJlKvMxmIB4CkYcY4Rksomi0oVMSsKKZk50OIHZ8lZ1lVoIVY6fnz8zTExHLdddc54UbtmA5Liig6nWGlND4+nl27dhEeLrd4nDjnvUjp0aMHd9wxk40bNwPTHX8DB1pT1hTP4KFQyyLFaE0REyjmGAXLo/vfld4REdeZvDp//nNkNOPCT3NL3BGu9jnBF9WJ7GmIABQtBAs94N6Lz8PUw2KoEMxd7+fZwNUD0pjWL4N/T3dmwQ/jOFMmIBZkCpWuf4r8E00RESpiVhRTThJHnGAkrnSMYiXb4RGiEKY+xPF13/Lv7l0Ob/t8IDw8nKeffpJ33/0cuBXJ6cjlWFMkixNr1hTja866UJEuUMwxjS0RS2svbGEsKfHmxReHMmJEAbfdeZzpk9NZ9X0ftuzs0jpdcYKVbljTYe6KzDmPp1rDlYMyuHboCdKqg1mYOoaMymDhk60JFRv+pq2ESq41QVtu+FJiQahIjZH5CcO7ZKbE82UEy/vtzSP9u//xy9ofzz/rcwM2lQaw635uRmZmpsPbPO9FCsALLywmNjaemJiRZGfbnqnKHqxZU9YUzwBgXPFmNodaTv8pVaAYaRIophlRxApPWZnb6lGwKTiGLaXRXO59kof993JaG8Dn1X05pmk0fTeuZk/5a6NgG6svvsZqn90SLZZXRE1EiodKyxWJmVx3wXFOFgex6JfRpBVacceTIlQ+0kvqahMCQsUaxnTaloSKmBVFiNy18URNtz74WbWimBD61pOMvfZ6Bgyw3TXtfGfBggW8+eZ/6dEjmxMnukm/UIpQER4abED6K27ixBIbBYo5QoLF2nOmYGdaV3Yv6sL40ae484ZDXD3lBF+s6UvqwU6A4twXKGLuSTOATdKaUCl1TOh7ihsvPEZRpTevpAznQLgN73QH/C1bCJXCIaSlBUu70JJQkYLxPbIc60JFZhbs2CML8R92EZdeeqnsbnVwfrBhwwY2bNhAQUFBk4XFyCefyI+/7hApQFRUFE888RgffbQKheI29HoHy2U7rClGcSKV/x37HxMzCigZ9bc8gWKOFMFiAQ0qfq5NYENdN67yTicpcBv7GzqxojqRbAn+219ec7Xgfl+qmf7uH/I75CoisRz3UWr5cqVCxyU9srl5yFHKar14Y9MwUnMaJylSEBIqAsLkdEYCXbunS2vTRKi8d+pHsip8aQiolnSpvRaVnWsNoih3rUGASBEr1ui24xdObv2TP44ctrut8xl/f39eeOF5Fi5cjIfH3Y4pjGuzODG3poi92oStKQaBkkdychcOHzYmUSm3tTMmyFsO1ekV/Lklli07ujLl0kweuXc3J7OD+OKbvqRhR5KCGoRTDBsRCZB2NGX/iMSezATW2NOynpE9crltlOEz/dHmAWw/EQUo4DRYrZNstKZYEyfhQKHELuU2kLI6Bsq1JCX9S1KSmFAReM7MhYqtU5LljV9n2ni9CZ1L9pD245f8s9VROfjdDFdXgXejmBQjixcv5vnnn2fYsGFERUU5xNqm0Ov1MpdWz01qamro1asfAQEDOXLECQUeQZJQMbWmWBIoQtYUo0B5fVRPcoIM5uUneUW0DVkuXgA/YD09qEja1yBFLTf4HGeSTxZ7PTrzk1d3DqrDwewhtmZF8UV4cvwiz4hes3OV+Oq/Dw2s9vuFm3+7ghqNjEmWtPCM1pSK9EPdwMRup5gam4EeBSv39GFrRhf0UsWJOcukfaylCpUvuQm9HqqPXELtqQvIGr1PUKiIFSU1FSpSrShGgWKOkFCRakXxqCrHf0Y/npz3ME8+8bikazoQR6vVMmrUGEpKfElLs25la4G5NcVu64lRpEhZe2uejQoLFFPsFStxAvvMAqqFguUBP58Grp6SxrTJGRw9HcrPO7uz50RE63HB2uTaUkiEmCfS1RYuUTWwevwv3Bx2BTXK1n2PHSUcvJH1l4UAEksiZZPwbk8PDeMGnubKMRkEeNfz5Y4+rD/UrXVK4UEi7ZonIJRaC9aSUMltLUynTj3JLbccFxAqVp4to1CRKlIEXIabmGn2swwrikKnIeqzQVx9+WTeXWZbALS7Ul5ebshW9XQZeNuRGlwuteXwUhBlZWUEBrrwvnYQFRXF0qVLuf12x9Uc67CkNOLj48M336xi7NhxREZ2Jy+v7YLoPbvKfykKCRSAV3gSaC1WbBIo0NpKILEGR5nemw+rB/J9ZE8ur8vkiapdFCl9SPHqzt+eXahTnCePYjAthEoX/wqmxGcyodspssoD+WJ3X/45GdUcFC+V8bZ1x5pF5Uua44gUCvBNNMwkY7e2FipiAgUMFhVoLrZoD/ZYVXq+/gD1EdE89ugjdvejA1CpVHzxxWcMGHABsbG9bQuid5hrlw9yLRfWBQo0Z+6yRazEiew3j6ER/rtV1Xiw8ru+/JSWwOQhJ5k7NZXaBjUpu+LZtL8bVXUOsF65A+NpIVQ6B1dz2fCTXDbsJEXlPqzdm8Dfx7pSrxWZzadiECrWs6JLQ8iiIiBOjKSkxAFYsagIUJIPNEB4V+vnWhIoYJdVpW/WQgrr6nntJfsT7bgtHdm9rFJfX8+oUaMc2uZ5MjOUxkUXXcT8+fP44otvUChubxu3r5OAhPHINDZFTKCYIiZWJPGDhWOmouUElgvo9YBCfFjh05evvXtzcf1pptZlcFf1Qf7y7Mo6r1j5fXNDPJVaRnXJ4bLYLHoEl7LtTDSLto7mRGmjO4cUI8h4K8d/UMDV0qwpQkLFVJyYYk2oWGNnxlhGdP/b+nkiVhRTjGJFdB5oRuz2n0n7eQ0H9qV2FG50IL169eKVV14iKeklPD3vob5e4mtl42LAUZXojaYCD6QJlQgmTjwqQaCYIlesxEk7LVFAoJimMk+A8movvtnSm++39WRk4hmmDsvgjkuPsO1IFOv2xnE4PxTJLqFuilqlY3ifPC4bepL+8YXsPh7J0tUjOHgyDFAIB9ebxrmcALys3KQ30q0pRqFiQZyY0lqoSFmIamy78LQ0oSKF5RjmGHdaOa+RiJLdHF/+Nps3/omPz3lcKVSDawPn3Si7l5E5c+awatUqFi1a5LA2O9y9zKitraV37/74+fXjyJEhzrmJmFA52fyt5xjrL8LNoeMkCRRzClZ1g/6STjXwg4RzhALqx5v9LCRg9Hp6aEu5rC6LSdoT6P0q0EadQhuZjT6oqMV7V8zVC9q/u5e3qoHBIWcZHpbHiNA8imu9WZcVy6bsGCoazIJ0hVwJzDWD1HosEoUKwJbuwyWfa+76tSugl9VrvsiY0/S9JaEiRaC04DfgPsuneFSVEzCjHw8+NJ/FTz0qr/0OrKLT6Rg5cgylpd4cP245sUdr7BUq5r5M1ieNEyeeYfbs4zIEihDWxug4600ICRRz/IR3d+tUzqTBWYzvl015pSf/7I9i14FIjp8MRWeaFcxa9tv24u4FrVy+PJVaBoacZUSnPEYE5VJbr2b9nlg2/NuNkkozs3441muDWBMpRqQIldONX0vkWe+aXb96k5Zm7UVi1raYULFmRTHFtAkrQkWhrSfq88FMv/xy3j/P3LyMNLl7PVQGXi50u6orh7fdy91r3rx5fP755wwcOJCBAwfi4dFybHjjjTdkt9lhSTHD29ubb75ZxejRYxvdvoJdc+OTLX+s3xJoVai8/t6XXB2fJl+gABxs3GFNrPwgqVlhNpl8H46wSFEoOKEO4YQ6hLEjX0SV1w1lXgxe6X1B3YA28jTayFPowvNcu4phjQqsCpVwr2qGh+UxPCyfAcGF5NX4srMokucPXsTx7BBEVz7DAWu1RR1YOHJ29/dkX2NqUYnceiEBo8upCJBun96ZMRawLFYkYayh8AEWhUrP1+ZSF9GVZx+fb9/9OhBEqVSycuXn9Os3gNjYPjLdvuyxqAjNwC1bUwwCJY3k5EQOHw7E9mKQliwrcTa2acYwgX2NNStOnQ3k4z8G8MWXfRnaL58RA3JZeO8O9DoFuw9FsOtgJKlHOlNbY+E17+KF8diLj1oVKsGetQwLz2d4eB6DQs9SUu/FrrORvHZ8GId+CG+ZltlUdFRgXaTUIV2oiHHa+imWSEnxADqTlHSEpKREC0JF4BkubLy5qVixVaAAfIZFodL31DOcravnjfPZzasDyezfv59BgwYBcPDgwRbHbA2i7xApAowYMYJHHpnP8uVfu8bt66T8JqZ/mcv0iAyeSR1LzZQySdc0CRRTLImVHyR2RkLJDcH2rjb72UODNiYDbUwGDTolysIIVHkxeOy/CEWdN/pO2RBxCoILILAYhVJqqXXXEOhRR4J/KX2Cihkemk83v3KOlIexszCS/0sbQF6tlTeoaZ6EUgd1yoLbl7k4+ZRZzOJTyU0rFPBnoj8xFDF+axibLAgVUyuKKebuX7KsKOZF3j5o/GomVmK3/8zxlO84tL/DzcuZ9OjRg6VLX+a555bIc/uyGUsmAmGh0ixQ+jQKFGgOYneUWImTdpkUK4rgdS1/rN+kYntqNNtTo1EqdfSJL2F4/zxum3aER+7cw4Gj4fx7IILjmcFknQ6ivqF9fQb8dPUkaMvorSlm2LB8egSUklYezK7CSFakJ5JdFUDTgo4e+0WGFITcvsTESYiHRGtKTtN3KSmGtMjWhYoIjnT/+qzxq5lYiSjeyfHl7/DXpo3nt5uXkY7sXlbZuNFhAYZNdLh7iVBbW0ufPgPw9U3kyJGhzrnJj9ZXD4WsKUaBsuj4KLJqmgP8Oz9/SrQdQYEihKlY+UHC+VIEipRCXP1h9V0imb30oKgIxjsvEs52hdJOoFNDQBEEn4Xgs3wSPI2zASq0qtZq3RnuXkGedSRElZLgX0pCQCkJ/mV08q4ht8aP4+Uh7CmOYE9xZ6o0FuotWLOWlEroiA1uX9YsJ1KEyk+mZY31EHMkks6nxIWKmEhpwUGZKy2WKlE3ChXPqjL8ruvHY/MfYeETHcHyzkan03HRRaMpL/fh2DFnuX3lg4Q05uYiRVigmGOrUDEl1PopUgSKkBXFnO2WD0eHVzK8ex6D+haQEFuGn28Dp84EkJ4VTHpWEOl5wZzMEREuV4u3a6u7l2+9Fo+/O5GgLaOHppQEbSmRumoKlD6kqULYs68zezIiKauzoESOiB8CIMrKcZDn9iXVciIqVHJE9sPUqWe55ZY8AaEi1YVMAwFx0k6VomkahYpCW0/UZ4O4csoV/G/ZaxL7cm7S5O51bxl4utDtqr4c/ude7l7OoEOkWGDnzp2MHj2W8PC5znH7kiBSoKVQERMoppiLFckCxZS9SIu7cKBIschu+PE9Q+pavR6oCoSyzgbBUtqJmrIYPDV6CgNUVPgoqPRSUumtpNJbwd6d/SnWe1Oi96ZU742G5oDF1iJFj69aQ6h3LSFetYR41xLiVdf0c6h3LZG+VYT71JJT7Ud6ZTDpFcGkVwaRWRFMldbkhW3t9x5k5XipleMgy+Vr9iPSM7qJCZUW4sQUC0JFkkABeFBhNbakCUsCxch9kJh0G9qsdA7v3NJhRXERJ06coF+/AURHz+TkSZG6GKJYGxNNc+1KFyrSBIopNoqVADMzR4VIbmAXiZSWVno9ncJrSEgoJaF7KQndy0joUYq/bwM5Bf4UlvhQUu5FcZk3JeXelPT2prjem5I6L0rqvWnQNX9+hESKt66BUF0dIbpaevXIILBWQ2CdhqBaDYG1WkKrGwivbiBf6Uu6Poh0RXDjFkSFwkQ1fGnld3KFSDHNI3JSQntGWggVcXFiirBQkSJSTCKrrQkVOUaXO6Hfjsco2LuWU0f24+1tqfDXuU+TSJndBiLlY/cQKddee62k87777jvZbXeIFCs8+eSTLF/+NYWFt6PTOWGSI8OaIkWgmGIUK7JFyl6zn8XEilQ3L2uTdSlB/JYKSlYC6InwqyY2sJxQn0Zx4d0oLjrXEqKoJUhRh0oBWj3oUKJFgQ4FvgoN9VolSoUetdLwcajTqiiu9aak1ouSOm+K6wzfF9d6c7bGl8zyIKo1HnCJhX6dtPI7DZLwe5dKOMeCULn9kQ+bvvekXkJjzZgKFVFxYoqIUJEkUh40saJYEypSBAoQW7GWM9/czKEDqfTs2VPaRR04hLfeeotnn32Bmpp7Zbp9WRoPzSf80l7cEydmyRQoRmQKFXOBYo5RsEh187ImUqwJFLA8Bg0A0BMeWEtcRBmhAbWEBtQSElBLiH8dIV1rCfWoJdijDpVCj04PWr0Srb5x3FRpqEOJEj0q9CiBepSUKLypCdZR5q2iwltNubeKci81pb5qcoK8qPZUkf5LP/F+2StSwDahIpaJ/aSEtkwpaUCqQDHSUqhIEQUCqZ8sCRUZIiXSbweF+8ax5e/NXHjhhdIvPEdpEil3tIFI+dw9RMqsWbMknffpp9LdyY10iBQr1NXV0adPf3x8nOT2JdGacmO3/UxNz5EsUJpQYzktsDnmAsUcU8HiKisKSBApFvjZ8EWp1BHoX4+nhw6lSodKqcfPt56li7aw4D8XU13tiVanoLrag+oaNaCAG620bY9IAadYU0yFiTlyhUq45PLKjZgJlffOShi8HhRw87IkVCSIFE9dGb7f9mPhE4/y+OMLrF/QgUPR6XRceOFoKiq8OXZsvMyrhcZEsWqFll/eEyeeZvbsozYIFPN4FyspsqwJFFOkTBgdYUUBCSLFAlcavijRE6Cux1OpRYUelUKHn6qepYlbeMTzYqoUnmhRUKNQU4UHKBQkXHbIYtN2iRRwnDVFWi1b6UKlxOj1IN8S1yxUepGWJpLSrQmR/LRCQkWGQFEo6omquoArplzJh++/Kv3Cc5gmkXJrG4iUle4hUpxJR+C8Fby8vPj661WMGjWGqKgEcnODHXuDqxZbFSoz9MeYeiiHRadsECjQLCasiRVrAgUMGVQAqqR3w24sCRQZ6HRKSstbrlL5eBvM6nn5/tTUtsPCaMFYFyqRcPst4sLElHo8JQmVYEoktdcKBWQnGlTTsM2xdOleQY63zKBQEM/WJdGKknB4LoousTz66Dz59+7AbpRKJV9+uYK+ffsTF9dHptuXebYva+XUhTEIlGMkJ1/A4cPBWM/Fa0ToPB/xY3IEyiCR/TLXAiRx0jHN6FBQpmlpdvBRGsbNXKU/NYp2OG7mIixUcm1sLw7Lf88SWwp9tiQlxR8IIynpuBWhYqGARsXJlkJFZmx9325PU7Bfy9tvJsu7sIMOnITMstbnJ8OHD+epp56gtvYrfHzkrURL4qrFoodm6I8xvTKDRctGkfW2DQLFlBOIWz+kCBQjRoHib7bZgpx6LR00kXzLYy02RxFMSQuBorEl77MCHlTdw4bgbiRnbKNLbYX4uUJWFCMfmP0sUaD0KvqI9F1r+XHNZyiVHUNcW5GQkMCbb75OYeFXBAVJFQjmWBMowpPDZoEysFGggLR8u1KKipi04wiBAgaLs+lmDSlWlA4MosR0s4c4gX0l5SICRULyhBYYnruUlBBWrTIIlZ49hVYCJVT4qzgp894GYof+zPE/3+Pn71ec93EogmjaYOugw5IilaSkJLZv38GJEz9z6tTV6PXOn/y0ECg5jQLlo8aDEmORBZFqWZGLuVA56+D2hbDm6tWWxGF9NTMV6y5fwZB8hWUh0otjHKe3pG4JWVMsWU40qFBLzIf4yvHGFXAFrOxkmMAlZ2xjUfdRrS0qlgSKEaNQiZN0e6JrtpD54zy+/nIlPXo4+gHvQC73338/f/+9jc2bv6Gq6hY0GqmvnMVIz6JQjqnbl7BAMWLBIiILJ6ZkDaf1uGbrIpA7chPWXb4SEXb5Mh1ipLwbVMhL9RqHYUyXZDkJxbrbV+vnMCUlBECCRcUCFScxTO+kmVJCfY5S+MNtLH3tDUaMGCH/fucDWlwrHNwwBbEz6BApElGpVKxZ8zWDBg2lT58dHDky0rE3MHP7EhQopnyEuFCR+l81ihU5T4FcN69ss59jZF7vIFcvd8OaKBFCrlDpLMONRopQaRIoRhQK60JFKu8D91s+xb/hNJVrb+CZp5/i6quvtu0+HTgUhULBp59+xIUXjiIg4E+OH5+EaBHTVlip0CmAZYFiig+y405aEdfs/gqWsyEOktm0OXIXY07aeT93wcbhpAVShYocb4MmLAkV8edNWKjImSE3vtSPnIZEy0LFS1WKZ8GVTL7uJuY/ZGWQPZ+RmhXaXe/XTukQKTIIDg7m999/YdCgofTu3ZljxxKcch+rAsWIkFVF7n/UeH5I41cbQxFaIWZFMRctHe5ekArJCx3nsmWNXo1VykoJlnWdmFBpJU5MERMqUqwoRn5t/GpBqKh0tQRvmk7/kaN49tn/SG+7A6fj7e3Nb7+l0KfPAPr1i+TQoYEyrpYqVMqZOLFcokAxYmpVsUGgmGMULPZMnKW4eqUK7DsfsmubW5OGA8LlWJoJoKWQtAWbxIkp5kJF2rPWUqh0l2FRMZsEWBQqWmI9rkMTGMVnH74tsf3zFC2uDZDosKQAHTEpsunduzc//PAtGRlf07Wrg6Mdr1osXaCY8pH1UyQTQrNgMccZwfK/mm3nCUGP5bXYHEWvVmWSWx4zPR5sQ1l78xgViwLFSKNQ2RDcjeTMbXT5j4xlYfNn4n2Bc/Q6euy/HU+ljjVffYZCIbMoZAdOJyoqivXrf+X48RQSEuSlZ20dnNSaiRMLZAoUUxzsulVBy4nxIMc2L4jWbDsXcETMo1SERN5eLAgUudmWjDEq8sRwc4xKhkiMijkiq5RHhCtS9ouZT96pNHZs/h4Pj3aYAKE90c5jUpKSklAoFC22yMjmhCV6vZ6kpCSio6Px8fFh/PjxHDpkOQtfe6BDpNjA5MmTWbLkRUpLVxIUVO2wdmfMiGB6+UF5AsXIR8AamTe0ZHWxJFasYU8siqlgecmOdtoLca0FiSNFiRDmQsVcnNiLBhWvHH9OmkAxYhQqP3Uj+fKtdAmWsLwpJlrNhErfnBfIObyJjevW4udng/92By5h+PDhfPLJR5w+vZLOne3PhmTEIFBOkpzcm8OHpZYSN0WDYdIpdeIZJ+00c7FiDVutKOacpLVoEdraMzc5sC2pli2jULEoTmwlH1v9d6QLFStuFGZCpdeAD0n761P+/jOF8HApD18H7Z1+/fqRm5vbtB04cKDp2NKlS3njjTd455132LVrF5GRkUyaNImKCntNjc6lw93LRh599BF27/6Xv/5aIzMgVJgZMyKYPr0TixadICvrIETJmAACTZ47XyJtgJfaXaNQEV6IcT7rLByTVEzSysqVT+NyRaXIqR8BMyxc/z3gAE+t1+of4zHP1+xvqBGpoiSYUlluXx/V25Gx4RIFK2l0/bp8K4t+G01OqcgMwppVrdH1K778O9J+f5mNf66jWzeZRUs7cDm33XYbu3ensmLFSnx976K62lPilcJuX80CxbQOivGDLMVCYr5caWxDTETFSWjTBPOxw7Zsyo7HmgedNTdco7FyF6BrfTj9n37WE7MEWzkuhT5Yd/mSgtR6KS0IRPw5MeKYf3iz61eGiOuXxBd6o+tXtP8WstbO45PlKxk40FrBnA4Aw1DhSiN949BUXt7yGfPy8sLLS3gxRq1Wt7CeGNHr9SxbtoxnnnmmqTr8Z599RkREBKtWreLee+91bN8dSIclxUYUCgXLl3+Mv78fCQkbANtrYrYUKLWGnbmLDZsUgs1+/hJpBbGcgSsyenUgSgQFTZtUpLh9fVQ/p4VACYqTYQ0a37gBoGDl2kQ2bLNgUZHo9hf29UFyv72LD95/h9GjR0vvTwdtyuuvv0J8fC8iIn5CoRCY4YrS0u1LWKCYYs21xpI/hRzLigwiTDZTOhaynYvQWki6yeZw8hEWKLYvZopbVOS1GXB6FzUnrmPGrU9y643X2Nyf8w4NBmOYq7bG4SkmJoagoKCm7aWXxF1M0tLSiI6OJj4+nptuuomMjAwAMjMzycvL47LLLms618vLi3HjxrFt2za7/zTOpEOk2IG3tzebN//OmTPH6ddvv01tCAoUU6wJlWALx8TEitxxsq2sKOcIZXvlFLKTj5gwkSNUxDAXJ6ZIEirjhXZaECoSBYqXVzEKxVXMmnUnd911l7SLOmgXqFQqNmz4iYqKUvr2lVvwwyBUrAsUI2JB8VIdvk3FSpzUThqwZIEFccEiRqq827s9VzqhTSnCRJabs/mzJyZOTHGkUJHXlkpVS1jY3URHj+SLD5+1uR/nJVJcKB29AdnZ2ZSVlTVtTz/9tGD3LrzwQj7//HN+//13PvzwQ/Ly8hg1ahRFRUXk5Rne1RERLQebiIiIpmPtlQ53LzuJiorizz9/Y9SoMSQkhJGeLr3Eq1WBYsQoVMxdwIIl3sgoVBzp5yuEI1PmpTqwLTdBjsuXIwSIKeZuX1LduoLi8igTqiY+3tqVBqECJq5fq6U6j2uJjr6WiIg43nrrdYnXdNCeCAwMZPv2PxkwYBB9+nTm6NGekq+VLlBMMXUBs6XYgROsKkbGiuzfZENbJ23vhtsi5vJV6spOyHXrUmNr0Y2Wrl9y6qjo6N37SQoK6jl0aFVHghG5uLq4YuP9AgMDCQy0Pv5MmTKl6fsBAwYwcuRIEhIS+Oyzz7jooosAWv3P9Xp9u38OOiwpDmDYsGF88snHnD69is6dyyRdI1mgmGJqVQmW30++RP7ALdeKEmy2deAQtKhbbFKR6/ZlyXIiRiuLynipV5pYVCZtoUsXaQF8iYkPUFOTTUrKN6jVHess7kqPHj348cfvSE9fQ0yMND/RiRNDmT07jeTkYzIEiim2FnGUWUHcmhVFCuPNNkchr/SM+1BqttmDJGtKceNm6+zVHotKJ1at6myhMn1r+vb9lKysjezc+Ru+vr423/u8pZ1n9zLHz8+PAQMGkJaW1hSnYm41KSgoaGVdaW90iBQHcdttt3LvvffT0LCC4GDLGb9sEihG5MSqmHN549fCxs2RiFlRgs22Ogfftz0gwfgh1eXrtfrHWgkSOaLEVrKJIVt2pc1mguLybJxMKVj5vy5s2BBFcrJ1oZKY+CKZmav588+fCQ2VOXHsoN1x2WWXkZT0AiUlXxARUWrxXINA6UJycgaHD1chJTVxa2xJs+rE50zMimLOl0CkwObOlEo4R8zly/zvMF7iPeMknmcRozixlxpscz8wvA9SUkIlC5Vevb7hxImX+eqrtcTHdyQYOR+oq6vjyJEjREVFER8fT2RkJOvWNWciqq+vZ/PmzYwaNaoNe2mdDpHiQJYte5WJEy9Drf6coCDhFTu7BIopR2QKlcsF9hViWbA4Kxalzmw7z9Fq1C02KZwhWnL7lqwp5uLkRs+vJLdrStlMG2dMueWAgpUr460KlT59XiU9/WXWr/+FxMRE2+7XQbtj4cLHuO222dTULKdTJ+FsSa0FihE5QsVFAsURVhSpnEuixRJt8Xu2sqZYEidhMhu31aLX8v0gRaj06PEjJ08+zZtvrmbq1DE23reDtgqcl8pjjz3G5s2byczMZMeOHcyYMYPy8nLuvPNOFAoF8+fPZ8mSJXz//fccPHiQmTNn4uvryy233GL738QFdIgUB6JQKPjyy8/p1WsI3t4r8PdvKUIcJlCMHFksX6yIYY91xd5YFHPR0v7rC9lE2d7IVoJEqihxNJYsJ3KEStnMyGaBMl5mJ3JNJ6SWhUqfPm+Tnp7E77//1JHJ6xzkvfdeZ9SoK2loWE5YWMtin+ICxYgUodIOC9VJtaJIZTuGJJPmm7thXsTR0bGUcXIvkGo5kSJUhBI5SH2BCr8rLAmV7t1/JTv7Me6++2Pmzr1a4n06EKSNAuelcvr0aW6++WZ69+7Ntddei6enJ//88w+xsbEAPPHEE8yfP5+5c+cybNgwcnJy+OOPPwgIkBoL2jYo9Hq9Ow5j7RqNRsOwYZM4ezaTsrJbqKrycrxAESJRpLaKkBXFGqWAt8RzpY6xUmMLheqfCN3DAXVSfHw0rF79JzfffAU1NSITGSkro2K1Uj5r+aP/a9KU4GO+1n3IojkjqS0juxkq6/yv6m+0eFzUerJJQuO5YvUF9Nx6ayYTJuSyaNEYcnIC6NXrQzIz5/Hzzz+0SKHYwbmFXq9n7NjrOHp0KzrdnZSU+EkQKOYIBVzYKlBssKJ8bPazpWx1cly9pCA1Udr9Es6xUifFR9HA6uhfuPnAFdToRP6+1uqkgMEFWEo1+U0SzgH4QeJ5J60cLzEdn+QGBxSJ7LdmPbH0nFpfzJo6tZhbbiloCqaPi9tAbu59XHPNO6xePdvq9R0IU15eTlBQEPQtA5UTE2iYoy2Hw0GUlZVJCpw/V+mIOnUCarWaXbv+oH//sSiVX3H55Q85X6CAwapiLlRsFSgApl0VEyyOzOhlCfPxuxaIl3BdpgPuvQawFkv+ES5frD1DtFWh8pqJehrPRlnt3+j5laBQseraNR7LkwpRgQJGiwpAcvIW3n47h4MH5/Htt191CJRznP9v777Doyrzv4+/Z0ImCWmkF0glgRR6UREFBCmCCLuyiyIqIuwuUkTFgkqzPOKK+kNcEBAQC2VlWQFBIUoXcCUgLQghkAKpEFIhJDOZ5w9ISMIkmZlMS/J9Xdd9SU5OzrkjzD3zOXdTKBTs2/cfunYdQkbGVwwaNJVnnjEkoMCdmz5aMaAAPFTlz1UDi6l7UfT1IJBYzzkPUb3t16ViQSAHdG7mCEAaUN+ibSXoF1JMLZQ7g8rV+jZm1JcX1YOKvkO7ytD971W/j2lbt978Nzt37lk+/vgKJ08+R9++70tAMRU1lu2ZNLAnpamSkGIm9vb2HD++h+joezh+fAnHjz9BSooF/oVXDP+qrVfFWPoEFlPQq3fEAGH17DrtcCtlPY3llxg0kwW1dOvs5oEGBxW95570Q3dQqTOgVLgZVK5d+4lTp2azdu1XDB8+XL/7ikZNoVBw5MgPdOjQj4SEJfzznxNISDD0KhVBxcaGeFUNLEW1niUsSa9gYsxywRVBxdC5JzWDimEf0W4GlSMkJMyga9c5bN8+zcD7i1qpqT2Qm4Ml72XDZE6KGTk4OJCQcJCyMmeuXVuFi4sFZ4kbO18lT49zSqoUfRm6jHwzt+BabePHqksnkAXMqFZMbbRqffW5J/rqV+NrvQLKTZGRa/j++1l8/fVqHn30UcPuKxo1pVLJiRO7cHYO5+LFz/Dw0LcXpSpjVv66xdvz5g7whuwCr6sXpTb+3BwKVbXURt+hXuKmkfV8P69KaWXOilzE+MnxFcMTDH+GHBq6h59/fomuXV/lwIFXjby/ELZDelLMzNHRkTNnDtGxY1/Ky79BoRhDYaE5uyJq+PhWUHlBj56VPCOuX7VL0s6In29mimZ46z0vpS5zd8yv/HO7Qcf1/jlDe1OWzX7eoHrdoR+w1rBhFO3br+D8+TfYsGE9jzzySMPuLxolOzs7EhJ20a3bUC5e/AIvr6e5csXQcUGLbv13qv4/4l1jmFdFUKnrJWtIQKlN1aBiTG+yvvNRGqt+GLe5JZhoU0d9e1NMsSSmcT2A4eE/kZ7+Evff/w47drxognqIajRYdriX9KQAElIsQqVScfLkXu66azAazVcolWPJz69nGJKpGRJWjNXQwKLvm7MZp/XYsqrBpKqzOzqZPKjcEU4iMO7Dk4EBJSpqMUlJb7F580aGDDFmQpVoKpRKJUeP/sD994/i1KmV+PiMIyfHmAmkizAoqOiiT1jRhz6dkfpMODfGg2a6ri3KM8dF6woqplqv37iAEhGxjbS01xgx4iPWr9dnZQRhMDWWHXskIQWQkGIx9vb2HD4cR9++Izhz5gs8PJ7i6lVny1ektrCSZ+L7VA0sPYAfTXz9ZmDBtRkU7TdkzEnDNbjnpCoDA0p09MckJf2TH3/8nv79+5uuHqLRujmZfgPDhj3NL7+sxM9vHFlZrYy4kh69KjV7UXSec+u/FWHFFL0otdH1UvQx4/0as+Qqf+6C/r0uYW5woSET5s0ZTtTo8xEtMnITKSlvMmHCUv71r6dNVB9xBwkpViFzUizIzs6OvXs388ADA9FqVxIQcNV6lfl43u3AYglDqhRRp6Kx3pVFX2d3dDLoHrt5oNrXy2Y/X39A0fcJ79oCAwNKOTExb3L+/AJ+/nm7BBRRjUKhYOvW1TzxxHiKilYQElL75qT1W6T7sD4Bpdr5GDZnBUyzCWFOldLcJVcpFlMRGi5imd6TuoeYRUevJSXlTT766BsJKOZmyY0cK4qQnhRLUyqVrF//JTNnzubjjxcQGTmGxMRg61WoIqg8Y6ZhYD10HKsaVKSHBcCgQGIqu3mAs7MNCzf1DvsysPfE3r6QkJBxZGSc5tChfXTp0sWw+ohmQaFQsHjxh4SGBvHmm68RHf1nTp9ub+TVjJirossLQGaVr025E7o+HZrNMagkm+GaevemVG34TPHRSd+hXXf2qCiVpURFvUVy8nbWr9/GyJHyYEc0TRJSrEChUDB//tv06NGFJ54YS2zsQE6d6sbtxeetYJWZw0ptbgWW6OeOcjqmq2XvbSVFM7yrf7gxEUPmppyddiuctDLRzQ0MJwAeHkmoVI/h6OjJH38cwdfX10SVEU3VK69Mp3v3jjz88EhiYrI4fbo3Wq2xK3bcmqtiaC8K3AwoNVW8pnWFFVMGmJouARae4mhyGXqc0x4L95pUMPW6+GD43JPbQcXF5TI+PpPJyirm2LEjRESEm7x2QodyLDtxXrZZBySkWNWoUY/Svn07+vQZSGRkBikpQygttfJfyaoqQ8AsHFiiE47We44fWewOt9ExY2Xo/ybqqud5Nfema4DKYFJVHoYHlZq9KUYElODgn7lyZQKDB49g9erPUKlUBl9DNE8DBgwgIeE499zzACEhmeTkjKC42MHIqy0CTNzOmat3pSFiMdNkcj20tsI9+2HYamB39KbUF0z0my+im7H796jx9z9NWdlkHBw6k5y8ARcXa+yE2UypsexzZAkpQDOck/Lee+/Rs2dPXF1d8fX1ZeTIkZw5c6by+2VlZbz66qt07NgRZ2dnAgMDeeqpp0hPr76zd79+/VAoFNXKY489Vu2cgwcP0qVLF0JCQli+fLnO+nTs2JHExJOoVFo8PL40ck8AM1k1r3poMZSuoV4m0O/8j/WW18/P1qu8dPxdAPp/so1ByzfXWehF/cXKdM1NOTutk+6A0hARGDH35KaoqE/JyBjDu+/OYc2aFToDypIlS+jUqRNubm64ubnRq1cvfvjh9pbdGzduZPDgwXh7e6NQKPj999/vuIapXqPC9trNsLAwzp07ga+vHw4OK/DzyzP+l7s872bRl65elNpkYnivqQnXrjDYRG7uAK9PAVRPF6KaWFB76WeqXdwt5Rzm6TlpuIiIfVy9+iQPPvgMp05tqzWgSNtpJmorFNH8QsqePXuYPHkyhw4dIi4uDrVazaBBgyguvhkOrl27xpEjR5g1axZHjhxh48aNnD17Vud+DRMnTiQjI6OyLF26tNr3x48fz6xZs1i7di3vv/8+qampOuvk7e3N0aMHeeihgdy48VkDJ4aaQUVYKbR2RZoQM/6/PLujU2Uw0Suc5Blxk7cN/xGFopSYmOdITv4nP/zwPc8/Pw2FQvejqTZt2jB//nwOHz7M4cOH6d+/PyNGjODUqVMAFBcX07t3b+bP170scwVTvUabO1tsN11dXTl48CeeeWYceXlLiYhIa9gvaWhY0ddVYFeVYkqXTHw9WzfYDNe8UHazGDxmzlKfIsuJjV1Caup0PvtsFevW/T+Uyto/uknbaSYycd4qmt1wrx9/rD5Te9WqVfj6+hIfH0+fPn1wd3cnLi6u2jmLFi3irrvuIjU1leDg25PcW7Zsib9/7f35165do1u3bvj6+uLh4UFRUVGt59rb27Nq1ef06NGVF154qYETQ82o4sN1fcOVDOhFiX6u/mFezZohQ74+vfXfUPNUpXo4cQP0e1LasmUOPj5jyMvL4+TJeNq2bVvn+cOHD6/29bvvvsuSJUs4dOgQsbGxPPnkkwAkJyfXc1/TvUabM1ttN5VKJQsWvE/37l14+ulniI19iFOnOtOgcRmX54F3LUPADOlFqU1FUHlAx/es2YvS1PSj9iFfF6z5CbAMfYd82dsXEx7+GqmpCRw8uJ9u3brV+zPSdpqJBhnuZQXNrielpvz8fAA8PWufPJmfn49CoaBVq1bVjn/zzTd4e3sTGxvLjBkzKCys/nh89uzZREdH4+7uzj333ENMTEy99Zk8eTLbt/9ASspWoqL2olBo6v0ZixhV4027sEoR1vVplWKsvHq+/za19J7Uv7mer+/vODr2IyjIk9Onf6s3oNSk0WhYt24dxcXF9Opl2Jg6c7xGhe21m48//jiHDh3g4sX9REb+iL19A59ym6pXpa5V5s3VuyJ0q+gxMWlAMfbfWf118PBIw8dnDCUl+Zw797teAaUmaTtFY6fQarXNNq9ptVpGjBjB1atX2bdvn85zSkpKuO+++4iKiuLrr7+uPL58+XLCwsLw9/fn5MmTzJw5k4iIiDueJhYXF1NaWoqHh4dBdTt//jxDhgylpMSO3NyGTAw1kZohRZeqvStm6EnxI0vva97LAb3OU5Yp6bGtK8uHQpl93Y9Jdqy8c+iKTmv1Ow3QfwJ9zZ4UfQJJqAH1gNon0Os1tEt3j0rbtv/h4sVpTJ06mfnz38XOTv+VmE6cOEGvXr0oKSnBxcWFNWvWMHTo0GrnJCcnExYWxtGjR+9Yvtjcr9HmypbbzaysLIYMeZjMzCuUlPyFvLyWhv+CunjPMa4XxdCtsL4z4Fx9h3rFGnDNifqd5qQoY63vNp7udT/XW9Q9IKM0sf4HGYBhK3dt1/O83RgRSk4YeH5DBqTo7lEJDj5Dbu54Bg9+hDVrlhm8sIi0naZTUFCAu7s7kI8+D+VMeGfAnfz8fNzcLHlf29LshntVNWXKFI4fP87+/ft1fr+srIzHHnuM8vJyFi9eXO17Eyfebs07dOhAZGQkPXr04MiRI9WeeDg7O+PsbPjO8uHh4cTH/8Zjj43hl18+Jzj4r6Sm2vh2wxUPWp7BSktFNmGfYf4h0HlUDypGzDupoFTeICpqFomJX7J69Qoef/xxg6/Rvn17fv/9d/Ly8vjPf/7D008/zZ49e/R+Ymfu12hzZcvtpp+fH4cO7efZZyfy3XdLadv2ryQlmWB5qcvzMPkqYDUtreN7fua9dZPRpsbXY2lQO6afhqz0VZOGmJivSUxcyLvvzmfGjNrn7dVF2k7RVDTb4V5Tp05l8+bN7Nq1izZtarZsN99o//rXv3LhwgXi4uLqTbLdunXD3t6exMREk9XR1dWVLVs28cYbL5OR8Tnt2+9v+DAGY+jTi1JTqI4i9Oeloxgq2YifyaOOoV11uf36CAz8FR+f3hQW7uXXX38xKqAAqFQqIiIi6NGjB++99x6dO3dm4cKFRl0LzPMabW4aQ7vp4ODAV1+t5v/+bwEXL35Nu3Y/4eRU2vALvzHvdtGHob0odcnSUZq7NjqKSXQ04mcaPuzL2/scQUFjychYw08/befll583KqCAtJ2i6Wh2IUWr1TJlyhQ2btzIzp07CQsLu+OcijfaxMREfvrpJ7y86v+EeOrUKcrKyggICDBpfZVKJS+//DLHjh3FwSEXF5cVBAc30q2GQ+8s3z/3oNWqYxMKMU0gMYVF3N6M2whKpQOxsa+RnT2csWNHce7c73TtaroNOrVaLTdu3DD65831Gm0OGlu7qVAomDBhAmfP/oGXlxI7u88IDzfhUliGhBVzaE7Lk0brKNOtWSFTKyEmZhn5+aO5//57SE1NoE+fPia9g7SdorFqdsO9Jk+ezJo1a9i0aROurq5kZt5cxN7d3R0nJyfUajWjRo3iyJEjfP/992g0mspzPD09UalUJCUl8c033zB06FC8vb1JSEjgpZdeomvXrvTu3dss9Y6OjiY+/lc++ugj3nxzNu3b38/58/dQVmbmv0JDe1GeMfwWH/DyHcde5gPDL9QYrNDx6eJtPf8O/TDPE9QGBJMKAQG/UF4+nqtXlRw69Avdu3dv0PVef/11HnroIYKCgigsLGTdunXs3r27cpWp3NxcUlNTK/fhqNizw9/fH39/f6u8RpuyxtpuBgcH88svu1m+fDnTpr1AZGQ30tL6UFJios1DK4LKuzXaSUN7Ueoa6tWcRJvhmrPs4W1LrOZl+LAvb+8LODnNJSPjCtu3b+WBB3Qt+WYYaTvNxdLrAssaxNAMJ87X1n26atUqxo0bVzmZTJddu3bRr18/0tLSGDt2LCdPnqSoqIigoCCGDRvGnDlz6lztxlQSEhIYM+ZJUlMzcHH5M2lpZpyrYuaQ8v1Q/XpSWpHHm7yj93WtOnEe4EEDHnXqG1LAuJASWstxE4QTpfIG0dGvcObMUiZPfpH335+Dg0PDF3l49tln+fnnn8nIyMDd3Z1OnTrx6quvMnDgQAC++OILnnnmzn9sc+bMYe7cuVZ/jTY1TaHdTElJYcyYpzhx4iQ+PqM4fz7Q9DepCCvmDin6Ni8T6vjeQR3HLDhxPuTuP+44lnI8Sr8KAGzQ/1TjQoqhE+hB/5CiISbmOxITP2D06KdYsmSByXaPl7bTtG5PnL+M5SfOezf7ifPNLqQ0FWq1mgULFjB79lzCwvpy/vxdqNVm6FUxY0jRN6DAzZCiS23BxZIhJXr8nauTnU41YFyzISEFDA8qoTW+NkE4AQgIOAg8g1YLW7Z8TY8eBizpJoQVaLVali5dyvTpLxIc3N20vSpVzTCw3TQkpBgy1KuukKJLB/1OMzSk6AokupgtpIARQcWYkAL1BRUvrws4Ob3FtWs5fPvtF/Tv39/I+whLuB1SMrF8SPGXkCIhpXE7deoUTzzxJKmpWbd6VbxNewNDQoqZelGg9pCiixeX9T5XU+bAuW3/hKHLUdjX/yb2GnXv0lvBoJAC5u9N2WLEz9TiZu/Jq5w58xl/+9vzfPTRWybpPRHCUpKTkxk79mmOHz+Fj8+j5ulVqVBfYDFXLwoYFFKc3tG/+8dJrWblvgN6PdwBOEM7va5rUEgBM/WmVJ27lGvADSrU1pZriInZTGLiP3n88bF8+ukCXF31XYNeWMvtkJKG5UNKULMPKc1uTkpTExsby+HD/+ODDz5gzpx5tGtn4l6VDbfGXBuzwpewvmTTXs7f/xBa7Thyc7UcOLCPnj17mvYGQlhAaGgoe/fuYunSpbzwwktERPTg4sX7zdOrsqDKBHtDe1iEhZhwUQUdc1Nu9p68TWZmFj/8sJkBAwaY8H7CMtRYdsWK5rQ6Ru2a3epeTVGLFi2YOXMmR44cxskpB1fXlUREpAIm7CTbMO92EdZV354JyVVKBWNW1ayiZcscoqMncvnyAzz55EjOnz8mAUU0akqlkkmTJnH69Cn8/RW0aLGU9u3PAeXmu+mCebeLsKxZNTdOvFSl1KZhczBUqmJiYr6goGAMAwZ0Izk5QQJKo6Xm9uR5SxQJKSA9KU1Khw4dOHz4fyxZsoTZs+fi5+eFo+NAUlJ8TXujqkHFyB4Wcw31araSzXNZe/siIiPf5vz5z3Bz68ahQ/sbvHKXELYkLCyMPXt28eWXX/Lqq6/j5bWHVq0G39oE0rh9KvRSEVRcDWhD5XOLCZiy10Q3pfI67dv/m9TU1Wi1ocTFbaNv375mv68wJ1ndyxqkJ6WJadGiBVOnTiU1NZlJk54gK+sLgoL+S0BAnnluKD0sOkUHGzjpcpaBnz780N1jUhcDelMUilKio9/H0TGca9d+ZPPmDRw8uFMCimiSlEol48aNIyXlPK+/Pp3s7G8JCFhHUJAF9qQqnFe9NGMhnfSbYF9plB7nfFeldKzZm6IPQ3pTNLRrtwU3t79QULCZ1auXcurUbxJQhDCShJQmytXVlTlz5pCScoE//akvly8vJixsO56eRea76bB5t4swj7wqxSzKadfuczw923H58mcsX76IpKSjDBw40Ojdj4VoLBwdHXnxxRdJS0th/PhRZGevJDh4E35++ZarhISWhvmuRrGQ8PC9+Po+RU7OUj74YDbJyad59NFHpd1sMtRWKEJCShPn6+vLwoULOXPmD3r3bktBwSdEROzF2bnEvDeuGlgktBgvD9MGkzp6U0JDNxEQ0In09Jm8/farXLp0ltGjR6NUSjMhmhd3d3feeecdLlxIYtiwe7hy5VPatv0JD49iy1dGAkv9vsPMoaT23pTWrY/Rps0kMjLm8NJLz3DpUhITJkygRT1LM4vGRuakWIN8+mgmwsLC+Oqrr4iP/43ISAfU6oW0a3cYBwcLjXuU0FK/WWrDQkl709w2MHAfwcG9ycgYyz/+8RiZmclMmjQJe3tjhkYI0XQEBASwePFiTp9OoFu3QIqKFtKu3X6cnW9Yp0LX5+kuzYWjjjLWwGt0DDVJVXx9kwgPf43s7Od4/PF+XLqUzCuvvIKTk5NJri9sjfSkWINE/WamU6dObNu2jb179/LKK6+Qnv4vQkIeJCkpGo3GzmL1eFhx/x3Hvtfus9j9ra7Iii+9jsAJ8PY+gYvLq1y6tIspU57jjTc24+XlZb16CWGjIiIi+Pe/1xMfH8/MmTNJTf2EyMgBJCd3pKzMBsJ8rUGlkS557GjtCujiCeTi7p6Jt/cXpKRsYvjwp5g3bxWtW7e2duWE2cnEeWuQkNJM9enTh4MHD7Jp0yZef/113Nz24uNzL+npMRQVmWGvAD3oCi4A+7Um3InQgqKDT3A6oau1q3GHENftEPYpl9LiGD58DHPnniE4ONja1RLC5nXv3p0dO3awc+dOXnvtNRwd9xIWdi85OR25etUGn6AvqiW8TLWN8BJB0p3HOiXx89lhVqhN3QIDj+HouIKLF+Po2vVhtm49Tvv2JurOFo2A7JNiDRJSmjGFQsHIkSMZPnw4W7ZsYeHChaSkfETbtnehVvckJcU2dsO9TzFc53FbCi+lWCfY0R44U/9pdooSotw/J+fcMnKSkpk4cTxTpnxMRESE2asoRFPTv39/fv31V+Li4li4cCEXLnxEaGh37OzuJinJw9rVq5+u8PLONLPeUlcgsZqOoXAiud7TFAo1UVFbyStay+WsYzz11FimTfsfHTs2cOMpIYReFFqt1oQ7/onG7tixY3zyySd8880a/PwiCQx8gF9/bYVW2zSnLzk5KVm7thM/Dz2Pxr7+l8J2Bht0/aSEWMMrZehDzjpCiqsqjUjnhZw9+hVeXi68+MLzjBs3Djc3N8PrJYTQ6ezZsyxatIhVq77AzS2Q4OD+/PabD+XllhtCa0kV7ebGobmo9Wg3AbLq3YX2NqN6UvRZjriqOkKKk1MesbFrSExah5NjOdOmTmbixIl4e3sbXi/RqBUUFODu7g78DDhb8M7FwADy8/Ob9ft10/zkKYzWuXNnVqxYQVpaKn/722hSUzfg4bGUdu3i8fS8bu3qCb1oaOu+gZDrQ7l+LAJP1THWrlnB+aREpk2b1qwbPCHMoV27dixatIhLly7yyiuTyMnZgYvLv4iMPIS/vxmXfRcmVE5Y2H7Col5Eo7kXe/v9LF3yAakpF5g5c6YElGZPJs5bg4QUoZOPjw9vvPEGKSkprFy5lMjIcgoKPiQo6L/ExFxCodBYu4qiwq1h0e6qC3R2m4F7Whi5pyYx+s8dSUg4SVxcHA8//LAsJSyEmbm7uzN9+nQSExPZsGEdXbq4cuXKJwQG/pvOndOws5N202bcWuXLxSWHzp0/xdN7MDk5Uxj2YGt+++0QBw4cYPTo0bLKobjFkssPW3qSvu2SOSmiTi1atGDEiBGMGDGCtLQ0Vq1axbJln+PsXERAwF1cu9aOS5c8kLxrHY5cIfTGBopvbCA9YQ++/fvx5vKPeOSRR1CprDRPRohmTqlUMnDgQAYOHEh2djZffvkly5Ytx9Exk4CAnpSXR3HhgleTHUZr6+ztCghz+Y7S8HVcTN2Ji0tPPv5wFqNGjaJly5bWrp6wSTJx3hpkToowmEajIS4ujtWrV7N581YUCjtCQjpTWhpJSoo/ZWWNJ/uae04KmH5eiqf2D/wL13E9bTspZ+MJbxvJ46MfZfz48YSGhhp+LyGE2Wm1Wvbu3csXX3zBpk2bKSkpIzS0MxpNBCkprblxo/E8sTf3nBQw/bwUd9UFAh3WUXZ1O8nnDhEY2Jq//uXPjB8/nujoaMPvJZqF23NSNgCWDLDXgFHNfk5K4/k0KWyGnZ0dQ4YMYciQIZSVlbFv3z6+/fY/rF+/EcglIqID9vbtuXgxhMJCm1zwvnHRaggq34Vb7n+4kvQT2enJBHbuzfN/f4zhw78hPDzc2jUUQtRDoVDQt29f+vbti0aj4dChQ2zZsoWvv/43anUa4eExODq2JyMjlKtXLTlBt4nSlhPgfBBPviUv4yfSL/6Bf3QPJjz9Jx55ZAlRUVEoFApr11IIUQcJKaJB7O3t6d+/P/3792fx4k9JSEjg2283smrVWoqK1hMUFI6bWwxXroSTmekONO43hcFsN6o3xVD22gJCS7+jRdZ3XDyzl+wbpYTf/xBvfvA2Q4YMoVWrVmavgxDCPOzs7Ojduze9e/dm/vz5nDt3ji1btrBq1Vry8zcSENAGT88O5OWFy3BaA9gpSghx2YJjyUbSL+zicnEhYb0GMmPeDIYOHYqvr6+1qygaLRnuZQ0SUoTJKBQKYmNjiY2NZe7cWWRlZbFx43f8619fcuXKdlq1ciUwsDOlpWFkZXlLL0sVCrUav7PxeBzeSdneH0iO/x/Zrn4MGDSCf83/lvvuu08mcArRREVERPDCCy/wwgsvkJuby48//sjy5d+QmPg5Li6OBAd3oqysLTk53uTlOdHYH/aYjEaD77njeMbvpnz3NpLPHiDbwY0HHnyED9/9gn79+uHoKO8zwhRkx3lrkJAizMbPz49Jk/7OpEl/5/r16+zcuZNVq9aya9c2CgvTcXf3xNc3FJWqNTdu+DWb4KIoK8X/TDzuJw6iPHWYojMnyEg6xxWFApdOXRg7Yjh/+fwzoqOjZTiCEM2Mp6cnY8aMYcyYMZSWlrJv3z42bNjIpk3byM9PwdnZDX//UBwdW1Na6t98gotGg2/i73geO4DdycMU/3GcjHOJXFGX0TK2E48PH8ZfPv4nXbp0kXZTmIGEFGuQkCIswsnJiWHDhjFs2M3JkPn5+Rw9epStW3fy/fe7uXz5NwoLM2nVyhMfn5BbwcWf7GwvCgqcrFx74ylKywg48Qvuxw+gTIin6I8TZJ5P4rJSiTYqlvCuPZkyYwZ97upBVFQUdnZNc/M3IYThVCoVAwYMYMCAASxZAsXFxfz+++/s3XuQb7/dQUbGDvLzL+Hq6oafXwgODm0oLfXn8mUvrl5tSaMNLmo1fqcP43H0F+xOHab4jxNkJJ0lV6NB0S6G0C49+PvkyfS5uycxMTHSyywsQIZ7WYOs7iVsRkFBAQcP/o8tW3YSF7ePnJwk8vIycXNrha9vCCpVAFqtC2VlLpSUOFNU5ERBgSMajfEf7A1d3Quqr/ClLS9HlVuAQ3Im9qlZKC/mQHo2pRcucfXkH6Sfu4DSzg6vqGg6dbuLfr3u5uF77iIqqr0EEiFEgxUXF3P06FF++GEPmzfvJCMjkatXL9GypQt+fqE4Ogag1bqhVjtTUtKS4uKW5Oc7olYb/4zSFKt7KXKLUaZchdRc8tLK0KZno07JIO/kGdLPJlGu1eLZLopOXXvS9567GdarJ7GxEkiEZd1e3WsxYMkHpteB55r96l4SUoRNKywsJD7+CDt27CU+/nfS09PJysrg+vU8iosL0Gq1uLi44uraipYt3VGp3FEqXdFqXW69KTtz7ZoTarUdGo0SrVaBWq1Ao1FQXq5EpbLj6687srN/Emo0UKZFW6pBW6ZFW6ZBc6WUG6mFlFws4np6IcUZBVzOLOF6zhWKLueSfyWX0tJSVI4OuHh74e3vjU9gAKGhIdzX42769byXdu3ayUaKQgiLuXbtGsePH2fnzv0cPHiYtLQ00tMzKCnJo7g4n/LycpydXXB1dadly1aoVG7Y2bkCrpSVOXPjxs12s6ysRWW7qdEo0GiUaDSKynbzuwGXUWvVle0mZeVQVk751RLUafmUXizgxqU8rmfkU5hVSGF2PkU5V8jPzeVGSQkt7O1x9fXCw88P70B/QoJDuK9HTx7ocTfR0dG0aCGDPYR1SUixLgkpotFSq9VkZWVx+vR5Tp8+z969J0lPv0RubjbXruVSUpLH9ev5t96Ujdvp2bGlE24+rXD388DVvxWtArzwbuOLT5u29GwdTVTrUNq3DsXdzV3GQQshbJ5GoyE7O5vTp89z6tR5du48RkZGOnl52Vy/fpWSkjxKSm62mxqNcUNOHJwccPNuhZuvB27+rWjV2hvv1r60ah1Jz9YxxLQJISqwDZ4entJuCpt2O6R8guVDyjQJKRJSRHNQXl6OWq2+o5SVlaFUKrG3t6dFixbVip2dnbyBCiGarfLycjQaTWVbWbPdrNpeVrSh0m6KpuR2SPkQy4eUl5p9SJG+VNEsKJVKVCoVKpXK2lURQohGQalUVj7EcXJqvAuYCNFwMnHeGiSkCCGEEEIIUSs1ll0WWEIKyDa2QgghhBBC1EFthWKYxYsXExYWhqOjI927d2ffvn1G/q62Q0KKEEIIIYQQjdT69euZPn06b7zxBkePHuX+++/noYceIjU11dpVaxCZOC+EEEIIIUQNtyfOvwk4WvDOJcA7ek+cv/vuu+nWrRtLliypPBYdHc3IkSN57733zFhP85I5KUIIIYQQQtSqGMvOE7kB3AxJVTk4OODg4FDtWGlpKfHx8bz22mvVjg8aNIgDBw6Yt5pmJiFFCCGEEEKIGlQqFf7+/mRmfmzxe7u4uBAUFFTt2Jw5c5g7d261Y5cvX0aj0eDn51ftuJ+fH5mZmeaupllJSBFCCCGEEKIGR0dHLly4QGlpqcXvrdVq79hzqGYvSlU1z9X1842NhBQhhBBCCCF0cHR0xNHRkvNRDOPt7Y2dnd0dvSbZ2dl39K40NrK6lxBCCCGEEI2QSqWie/fuxMXFVTseFxfHvffea6VamYb0pAghhBBCCNFIvfjiizz55JP06NGDXr16sWzZMlJTU/nHP/5h7ao1iIQUIYQQQgghGqnRo0dz5coV3nrrLTIyMujQoQPbtm0jJCTE2lVrENknRQghhBBCCGFTZE6KaPTee+89evbsiaurK76+vowcOZIzZ85UO0ehUOgsH3zwQeU5N27cYOrUqXh7e+Ps7MwjjzzCxYsXq13n4MGDdOnShZCQEJYvX26R308IIUxN2k0hhK2TkCIavT179jB58mQOHTpEXFwcarWaQYMGUVxcXHlORkZGtbJy5UoUCgWPPvpo5TnTp0/nv//9L+vWrWP//v0UFRXx8MMPo9FoKs8ZP348s2bNYu3atbz//vukpqZa9HcVQghTkHZTCGHrZLiXaHJycnLw9fVlz5499OnTR+c5I0eOpLCwkJ9//hmA/Px8fHx8+Oqrrxg9ejQA6enpBAUFsW3bNgYPHgxASEgIu3fvxtfXl379+rF69WpiYmIs84sJIYSZSLsphLA10pMimpz8/HwAPD09dX4/KyuLrVu38uyzz1Yei4+Pp6ysjEGDBlUeCwwMpEOHDhw4cKDy2OzZs4mOjsbd3Z177rlH3miFEE2CtJtCCFsjq3uJJkWr1fLiiy9y33330aFDB53nrF69GldXV/785z9XHsvMzESlUuHh4VHtXD8/v2obJD377LM89thjlJaW3nGuEEI0RtJuCiFskYQU0aRMmTKF48ePs3///lrPWblyJU888YReO8hqtVoUCkW1Y87Ozjg7Oze4rkIIYQuk3RRC2CIZ7iWajKlTp7J582Z27dpFmzZtdJ6zb98+zpw5w4QJE6od9/f3p7S0lKtXr1Y7np2djZ+fn9nqLIQQ1iTtphDCVklIEY2eVqtlypQpbNy4kZ07dxIWFlbruStWrKB79+507ty52vHu3btjb29PXFxc5bGMjAxOnjzJvffea7a6CyGENUi7KYSwdTLcSzR6kydPZs2aNWzatAlXV9fKsdDu7u44OTlVnldQUMC3337Lhx9+eMc13N3defbZZ3nppZfw8vLC09OTGTNm0LFjRx588EGL/S5CCGEJ0m4KIWydLEEsGr2aY58rrFq1inHjxlV+vWzZMqZPn05GRgbu7u53nF9SUsLLL7/MmjVruH79OgMGDGDx4sUEBQWZq+pCCGEV0m4KIWydhBQhhBBCCCGETZE5KUIIIYQQQgibIiFFCCGEEEIIYVMkpAghhBBCCCFsioQUIYQQQgghhE2RkCKEEEIIIYSwKRJShBBCCCGEEDZFQooQQgghhBDCpkhIEUIIIYQQQtgUCSlCCCGEEEIImyIhRQghhBBCCGFTJKQIIYQQQgghbMr/BzKVNV4SRg2BAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Look at the raw data\n", "hkl_index = 1\n", "fig, axs = odftomo.plot_tools.plot_experimental_polefigure(np.sum(data_slice[...,hkl_index], axis =(1,2)),\n", " coordinates[...,hkl_index,:],\n", " resolution_in_degrees=5)\n", "\n", "fig.show()\n" ] }, { "cell_type": "markdown", "id": "ff298510-c727-4877-9d6d-ad9898d9ce15", "metadata": {}, "source": [ "Set up the objects needed for the full reconstruction model" ] }, { "cell_type": "code", "execution_count": 5, "id": "3e262267-eeec-434d-bded-0cbfefd8013a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Starting parallel computation of polefiugres.\n", "\n" ] } ], "source": [ "# Define a model of the ODF\n", "grid_resolution_parameter = 15\n", "kernel_sigma = 0.1\n", "grid = grids.hopf_grid(grid_resolution_parameter, point_groups.orthorhombic)\n", "odf = odfs.GaussianRBF(grid, point_groups.orthorhombic, kernel_sigma)\n", "\n", "# Find probed lattice vectors\n", "A, B = orthorhombic(a = 4.960, b = 7.964, c = 5.738)\n", "h_vectors = [B @ hkl for hkl in hkl_list]\n", "\n", "# Set up full forward model\n", "basis_function_arrys = odf.compute_polefigure_matrices_parallel(coordinates, h_vectors, num_processes=4) \n", "model = FromArrayModel(basis_function_arrys, geom_slice)\n" ] }, { "cell_type": "markdown", "id": "8701a612-c1e7-4210-8ae5-a2c71fc83df1", "metadata": {}, "source": [ "Run the actual reconstruction" ] }, { "cell_type": "code", "execution_count": 6, "id": "5ea13b4b-7173-4551-8a7f-8002baa2a63e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Estimating largest safe step size\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Matrix norm estimate = 1.65E+08: 20%|██ | 2/10 [00:03<00:13, 1.67s/it]\n", "Loss = 8.59E+06: 100%|██████████| 200/200 [04:05<00:00, 1.23s/it]\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Run actual reconstruction\n", "optimizer = FISTA(model, data_slice, weights=weigth_slice, maxiter=200, regularization_weigth=1e4)\n", "coefficients, convergence_curve = optimizer.optimize()\n", "\n", "plt.loglog(convergence_curve)\n", "plt.xlabel('Iteration number.')\n", "plt.ylabel('Cost function value')\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "8deb50a4-5d42-4316-9f82-8b26fd8c2fba", "metadata": {}, "source": [ "We check that the reconstruction reconstructs the mean texture of the whole slice well.\n", "The computes polefigures are guarantees symmetric, so we only plot the top half sphere." ] }, { "cell_type": "code", "execution_count": 7, "id": "118377b7-b4cc-4f9e-8f96-c02ff2a7972d", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# PLot reconstructed pole figure\n", "mean_texture = np.mean(coefficients, axis = (0, 1, 2))\n", "h_vector = B @ hkl_list[hkl_index]\n", "h_vector = h_vector / np.linalg.norm(h_vector)\n", "mean_pf = polefigure, theta_grid, phi_grid = odf.make_polefigure_map(mean_texture, h_vector)\n", "\n", "fig = plt.figure(figsize = (9, 4.5))\n", "ax = plt.subplot(1, 2, 1, polar=True)\n", "img = ax.pcolormesh(phi_grid, np.tan(theta_grid/2), polefigure, rasterized=True, cmap = 'jet')\n", "ax.set_yticks([np.tan(ii*np.pi/8) for ii in range(1, 2)])\n", "ax.set_yticklabels(['45°'])\n", "ax.yaxis.label.set_color('w')\n", "plt.title(f'{hkl_list[hkl_index][0]}{hkl_list[hkl_index][1]}{hkl_list[hkl_index][2]} Pole figure\\nPositive z')\n", "ax.set_title('Full sample')\n", "\n", "voxel_texture = coefficients[34, 0, 28, :]\n", "voxel_pf = polefigure, theta_grid, phi_grid = odf.make_polefigure_map(voxel_texture, h_vector)\n", "\n", "ax = plt.subplot(1, 2, 2, polar=True)\n", "img = ax.pcolormesh(phi_grid, np.tan(theta_grid/2), polefigure, rasterized=True, cmap = 'jet')\n", "ax.set_yticks([np.tan(ii*np.pi/8) for ii in range(1,2)])\n", "ax.set_yticklabels(['45°'])\n", "ax.yaxis.label.set_color('w')\n", "plt.title(f'{hkl_list[hkl_index][0]}{hkl_list[hkl_index][1]}{hkl_list[hkl_index][2]} Pole figure\\nPositive z')\n", "ax.set_title('Single voxel')\n", "plt.savefig('../img/snail_pole_figures.png')\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "e6e68722-165c-4f67-91c5-35669b355d15", "metadata": {}, "source": [ "### Analyze and visualize reconstruction\n", "\n", "First we pick a threshold value to mask the regions containing sample." ] }, { "cell_type": "code", "execution_count": 8, "id": "f939570a-a743-43b0-9834-1889d8aca5cf", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Pick a threshold value to determine what pixels to plot.\n", "mask_threshold = 0.6\n", "\n", "dens = np.sum(coefficients, axis=-1)\n", "mask = dens > mask_threshold\n", "freq = plt.hist(dens.flatten(), bins = 20)[0]\n", "plt.ylim(0, np.max(freq[5:])*1.2)\n", "plt.plot([mask_threshold]*2, [0, np.max(freq[5:])*1.2], 'k--')\n", "plt.xlabel('Density (arb. units)')\n", "plt.ylabel('Frequency')\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "558b5255-a62d-43e0-8762-fa850485c308", "metadata": {}, "source": [ "Here we plot a number of tomograms of computed quantities. \n", "\n", "The main quantity of interest is the `max_orientation` which is the orientation for each voxel that corresponds to the largest coefficient in the reconstruction." ] }, { "cell_type": "code", "execution_count": 15, "id": "a0540532-1c9d-4b16-b62c-a25b7c0d85d2", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_272035/1637345821.py:21: RuntimeWarning: invalid value encountered in divide\n", " J = np.sqrt(np.var(coefficients, axis = -1)) / np.mean(coefficients, axis = -1)\n" ] } ], "source": [ "# Some options for defining the plot\n", "IVP_map_direction = np.array([0, 0, 1])\n", "pole_figure_hkl = np.array([0, 0, 1])\n", "example_voxel = (34, 0, 28)\n", "stepsize = 0.05\n", "pcolor_opts = {'edgecolors':'face', 'vmin':0, 'rasterized':True}\n", "imshow_opts = {'extent':(0,coefficients.shape[2]*stepsize,coefficients.shape[0]*stepsize,0)}\n", "\n", "def tomogram_set_axes(ax):\n", " ax.set_xlabel('z (mm)')\n", " ax.set_ylabel('x (mm)')\n", " ax.set_xlim(0.9, 2.5);\n", " ax.set_ylim(2.5, 1.5)\n", " ax.grid()\n", "\n", "main_orientation_tomogram = odf.main_orientation(coefficients)\n", "ipf_rgb_tomogram = odftomo.plot_tools.IPF_color(main_orientation_tomogram, IVP_map_direction, 'orthorhombic')\n", "ipf_rgb_tomogram[~mask, :] = 1\n", "\n", "# Compute approximate texture index\n", "J = np.sqrt(np.var(coefficients, axis = -1)) / np.mean(coefficients, axis = -1)\n", "J[~mask] = np.nan\n", "\n", "# Compute a pole-figure of a single voxel\n", "voxel_coeffs = coefficients[example_voxel[0], example_voxel[1], example_voxel[2],:]\n", "polefigure, theta_grid, phi_grid = odf.make_polefigure_map(voxel_coeffs, B @ pole_figure_hkl)\n" ] }, { "cell_type": "code", "execution_count": 10, "id": "2f81f161-cc8a-451b-b981-5de1545d7c0e", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_272035/106017968.py:38: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n", " fig.tight_layout()\n", "/tmp/ipykernel_272035/106017968.py:38: UserWarning: Tight layout not applied. The left and right margins cannot be made large enough to accommodate all Axes decorations.\n", " fig.tight_layout()\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Build the plot\n", "fig = plt.figure(figsize = (8, 8))\n", "\n", "# PLot IVP-map\n", "ax = plt.subplot(2,2,2)\n", "ax.imshow(ipf_rgb_tomogram[:, 0, :], **imshow_opts)\n", "ax.plot((example_voxel[2]+0.5)*stepsize, (example_voxel[0]+0.5)*stepsize, 'kx')\n", "ax.text((example_voxel[2]+0.5)*stepsize - 0.2, (example_voxel[0]+0.5)*stepsize - 0.1, 'example voxel', color = 'k')\n", "tomogram_set_axes(ax)\n", "ax = fig.add_subplot([0.8, 0.75, 0.10, 0.10], polar = True)\n", "odftomo.plot_tools.make_color_legend(ax, 'orthorhombic')\n", "\n", "# Plot texture index\n", "ax = plt.subplot(2,2,1)\n", "img = ax.imshow(J[:, 0, :], **imshow_opts)\n", "tomogram_set_axes(ax)\n", "ax.set_title('Texture index')\n", "\n", "# PLot pole figure\n", "ax = plt.subplot(2,2,3, polar=True) \n", "img = ax.pcolormesh(phi_grid, np.tan(theta_grid/2), polefigure, **pcolor_opts)\n", "ax.set_yticks([np.tan(ii*np.pi/8) for ii in range(1,2)])\n", "ax.set_yticklabels(['45°'])\n", "ax.yaxis.label.set_color('w')\n", "ax.set_title('Pole figure')\n", "if IVP_map_direction[2] < 0.0:\n", " IVP_map_direction = -IVP_map_direction\n", "IVP_map_theta = np.arctan2(np.sqrt(IVP_map_direction[0]**2+IVP_map_direction[1]**2), IVP_map_direction[2])\n", "IVP_map_phi = np.arctan2(IVP_map_direction[1], IVP_map_direction[0])\n", "ax.plot(IVP_map_phi, np.tan(IVP_map_theta/2), 'wx')\n", "ax.text(IVP_map_phi+0.3, np.tan(IVP_map_theta/2), 'IVP direction',color = 'w')\n", "\n", "# PLot ODF modes in Rodriguez-vector representation\n", "ax = plt.subplot(2,2,4, projection='3d')\n", "voxel_coeffs = coefficients[example_voxel[0], example_voxel[1], example_voxel[2],:]\n", "odftomo.plot_tools.plot_orientation_coeffs(voxel_coeffs, odf.grid, ax, point_group_string='orthorhombic')\n", "ax.set_title('ODF coefficients')\n", "fig.tight_layout()\n", "fig.show()\n" ] }, { "cell_type": "markdown", "id": "945d1521-b9ae-4896-aa7e-c57134b6cf3d", "metadata": {}, "source": [ "While the max-orientation generally gives a decent estimate of the main orientation in each voxel that can be used for plotting, it always snaps to one of the grid orientations, and can therefore give a blocky-looking orientation field, where the underlying reconstruction varies slowly.\n", "We can improve the orientation by including the influence of other orientations in the neighborhood of the max mode. We do this by selecting all modes withing a certain radius of the main orientation and computing a weighted average of these orientations (in a tangent space centered on the max orientation, where the average can be defined)\n", "\n", "In a first step towards this, we compute the `distance_matrix` which contains the distances between all pairs of orientations in the grid. For large grids, this is an expensive calculation but it can in principle be re-used if the same grid is used many times." ] }, { "cell_type": "code", "execution_count": 13, "id": "7a2c1212-0da2-49e4-a732-601b86005485", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "4it [00:00, 157.80it/s]\n", "605it [00:00, 1057.70it/s]\n" ] } ], "source": [ "main_orientation_tomogram = odf.main_orientation(coefficients, method='COM', radius=20.0)\n", "ipf_rgb_tomogram_mean = odftomo.plot_tools.IPF_color(main_orientation_tomogram, IVP_map_direction, 'orthorhombic')\n", "ipf_rgb_tomogram_mean[~mask, :] = 1" ] }, { "cell_type": "code", "execution_count": 16, "id": "80ac46c4-bf73-4f6d-b453-b5adf460aa54", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize = (9, 3))\n", "ax = plt.subplot(1,2,1)\n", "plt.imshow(ipf_rgb_tomogram[:, 0, :],**imshow_opts)\n", "plt.title('Max coeff orientation')\n", "tomogram_set_axes(ax)\n", "ax.plot((example_voxel[2]+0.5)*stepsize, (example_voxel[0]+0.5)*stepsize, 'kx')\n", "\n", "ax = plt.subplot(1,2,2)\n", "plt.imshow(ipf_rgb_tomogram_mean[:, 0, :],**imshow_opts)\n", "tomogram_set_axes(ax)\n", "ax.plot((example_voxel[2]+0.5)*stepsize, (example_voxel[0]+0.5)*stepsize, 'kx')\n", "plt.title('Mean orientation')\n", "ax = fig.add_subplot([0.75, 0.60, 0.25, 0.25], polar = True)\n", "odftomo.plot_tools.make_color_legend(ax, 'orthorhombic')\n", "plt.savefig('../img/snail_orientation_field.png')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "24827fe8-8ae0-486a-ac64-e0e958090f8c", "metadata": {}, "source": [ "We see that the corrected mean-orientation is now more smooth on the IVP-map and in the Rodriguez-vector 3D scatter plot, we see that the computed mean oientation is somewhere between the orientations with the largest coefficients.\n", "\n", "\n", "### Mutiple blobs in a single voxel\n", "\n", "Sometimes there are more than one texture-blob in a single voxel. Then we need to do\n", "some kind of clustering. The normal algorithms are a bit tricky to use, as we are not\n", "operating in a vector-space, but we have a simple implementation, which can be called\n", "voxel by voxel.\n", "\n", "To demonstrate, let's find a voxel with mutliple orientations:" ] }, { "cell_type": "code", "execution_count": 18, "id": "5bd3f95b-eb87-44fc-a0c1-d44d9750e1c2", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/das/home/carlse_m/grids_in_so3/odftt/analysis/grid_tools.py:112: RuntimeWarning: invalid value encountered in arccos\n", " dist_this = np.arccos(2*np.abs(np.einsum('ik,k->i',\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "example_voxel = (45, 0, 36)\n", "voxel_coeffs = coefficients[example_voxel[0], example_voxel[1], example_voxel[2],:]\n", "blob_list = blob_finder(voxel_coeffs, 0.5*mask_threshold, 30, grid, odf.point_group)\n", "\n", "fig = plt.figure(figsize = (8, 8))\n", "ax0 = plt.subplot(2,2,1,projection='3d')\n", "odftomo.plot_tools.plot_orientation_coeffs(voxel_coeffs, odf.grid, ax0, point_group_string='orthorhombic')\n", "\n", "for ii, blob in enumerate(blob_list):\n", " blob_ori = blob_list[ii].COM_ori.as_rotvec()\n", " ax0.plot(blob_ori[0], blob_ori[1], blob_ori[2], 'mx', markersize = 10)\n", " ax0.text(blob_ori[0], blob_ori[1]-0.3, blob_ori[2]+0.3, f'Blob #{ii}', color='m')\n", "\n", " ax_here = plt.subplot(2,2,2+ii,projection='3d')\n", " \n", " g = blob_list[ii].COM_ori\n", " dist = np.min(np.stack([(odf.grid*s*g.inv()).magnitude() for s in odf.point_group], axis = 1), axis=1)\n", " coeffs_in_texturecomponent = np.copy(voxel_coeffs)\n", " coeffs_in_texturecomponent[dist*180/np.pi > 30] = 0\n", " odftomo.plot_tools.plot_orientation_coeffs(coeffs_in_texturecomponent, odf.grid, ax_here, point_group_string='orthorhombic')\n", " ax_here.plot(blob_ori[0], blob_ori[1], blob_ori[2], 'mx', markersize = 10)\n", " ax_here.text(blob_ori[0], blob_ori[1]-0.3, blob_ori[2]+0.3, f'Blob #{ii}', color='m')\n", "\n", "ax = plt.subplot(2,2,4)\n", "plt.imshow(ipf_rgb_tomogram_mean[:, 0, :],**imshow_opts)\n", "# plt.title('Mean orientation')\n", "tomogram_set_axes(ax)\n", "ax.plot((example_voxel[2]+0.5)*stepsize, (example_voxel[0]+0.5)*stepsize, 'kx')\n", "plt.title('Mean orientation')\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": null, "id": "00fcc439-8170-4776-b2a1-6d56524fd150", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "mumott_dev in p2085", "language": "python", "name": "mumott_dev" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.18" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": {}, "version_major": 2, "version_minor": 0 } } }, "nbformat": 4, "nbformat_minor": 5 }