diff --git a/tests/data/anndata_a.h5ad b/tests/data/anndata_a.h5ad index a6c7a1e..253bc9d 100644 Binary files a/tests/data/anndata_a.h5ad and b/tests/data/anndata_a.h5ad differ diff --git a/tests/data/anndata_b.h5ad b/tests/data/anndata_b.h5ad index 66a8f2d..b8ad61a 100644 Binary files a/tests/data/anndata_b.h5ad and b/tests/data/anndata_b.h5ad differ diff --git a/tests/test_seg_compare-luke.ipynb b/tests/test_seg_compare-luke.ipynb new file mode 100644 index 0000000..9822a84 --- /dev/null +++ b/tests/test_seg_compare-luke.ipynb @@ -0,0 +1,220 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "AnnData object with n_obs × n_vars = 1526 × 278\n", + " obs: 'cell_id', 'transcript_counts', 'control_probe_counts', 'genomic_control_counts', 'control_codeword_counts', 'unassigned_codeword_counts', 'deprecated_codeword_counts', 'total_counts', 'cell_area', 'nucleus_area', 'nucleus_count', 'segmentation_method', 'region', 'z_level', 'cell_labels', 'CDM_Class_label', 'CDM_Class_name', 'CDM_Class_bootstrapping_probability', 'CDM_Class_avg_correlation', 'CDM_Class_aggregate_probability', 'CDM_Class_directly_assigned', 'CDM_Subclass_label', 'CDM_Subclass_name', 'CDM_Subclass_bootstrapping_probability', 'CDM_Subclass_avg_correlation', 'CDM_Subclass_aggregate_probability', 'CDM_Subclass_directly_assigned', 'CDM_Supertype (non-expanded)_label', 'CDM_Supertype (non-expanded)_name', 'CDM_Supertype (non-expanded)_alias', 'CDM_Supertype (non-expanded)_bootstrapping_probability', 'CDM_Supertype (non-expanded)_avg_correlation', 'CDM_Supertype (non-expanded)_aggregate_probability', 'CDM_Supertype (non-expanded)_directly_assigned', 'center_x', 'center_y', 'annotations'\n", + " var: 'gene_ids', 'feature_types', 'genome'\n", + " uns: 'mapping_input_json', 'spatialdata_attrs', 'transcribing_input_json'\n", + " obsm: 'spatial'\n", + "AnnData object with n_obs × n_vars = 2705 × 253\n", + " obs: 'center_x', 'center_y', 'center_z', 'volume', 'area', 'polygon_center_x', 'polygon_center_y', 'polygon_center_z', 'SpotTable_cell_id', 'CDM_Class_label', 'CDM_Class_name', 'CDM_Class_bootstrapping_probability', 'CDM_Class_avg_correlation', 'CDM_Class_aggregate_probability', 'CDM_Class_directly_assigned', 'CDM_Subclass_label', 'CDM_Subclass_name', 'CDM_Subclass_bootstrapping_probability', 'CDM_Subclass_avg_correlation', 'CDM_Subclass_aggregate_probability', 'CDM_Subclass_directly_assigned', 'CDM_Supertype (non-expanded)_label', 'CDM_Supertype (non-expanded)_name', 'CDM_Supertype (non-expanded)_alias', 'CDM_Supertype (non-expanded)_bootstrapping_probability', 'CDM_Supertype (non-expanded)_avg_correlation', 'CDM_Supertype (non-expanded)_aggregate_probability', 'CDM_Supertype (non-expanded)_directly_assigned', 'annotations'\n", + " var: 'probe_name', 'cells_with_reads', 'segmented_total_reads', 'unsegmented_total_reads'\n", + " uns: 'SIS_repo_hash', 'cell_polygons', 'mapping_input_json', 'segmentation_metadata', 'transcribing_input_json'\n", + " obsm: 'spatial'\n" + ] + } + ], + "source": [ + "from spatial_compare import SpatialCompare\n", + "import spatial_compare\n", + "import anndata as ad\n", + "\n", + "barcode = '1370519421'\n", + "seg_name_a = 'XEN'\n", + "seg_name_b = 'SIS'\n", + "base_path = './'\n", + "anndata_a = ad.read_h5ad(\"./data/anndata_a.h5ad\")\n", + "anndata_b = ad.read_h5ad(\"./data/anndata_b.h5ad\")\n", + "\n", + "print(anndata_a)\n", + "print(anndata_b)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "input anndata objects have 240 shared genes\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/mnt/scratch1/miniconda3/envs/SpaceHacks-luke/lib/python3.11/site-packages/spatial_compare/spatial_compare.py:135: UserWarning: category subclass is not in both input AnnData objects\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sc = SpatialCompare(anndata_a, anndata_b, data_names=[seg_name_a, seg_name_b], obsm_key='spatial')\n", + "seg_comp_df = sc.collect_mutual_match_and_doublets(bc=barcode, save=False, reuse_saved=False, savepath='./', min_transcripts=40)\n", + "\n", + "#Integration tests:\n", + "#test that all items copied over from anndata objects\n", + "seg_a_df = seg_comp_df[seg_comp_df['source']==seg_name_a]\n", + "seg_b_df = seg_comp_df[seg_comp_df['source']==seg_name_b]\n", + "assert len(anndata_a) == len(seg_a_df)\n", + "assert len(anndata_b) == len(seg_b_df)\n", + "\n", + "#test same number of mutually matched cells\n", + "high_q_a_cells = seg_a_df[seg_a_df['low_quality_cells']==False]\n", + "high_q_b_cells = seg_b_df[seg_b_df['low_quality_cells']==False]\n", + "len(high_q_a_cells.iloc[:,4].dropna()) == len(high_q_b_cells.iloc[:,4].dropna()) " + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Adjusted Rand Index: 0.7329270162658587\n" + ] + }, + { + "data": { + "text/plain": [ + "0.7329270162658587" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# test adjusted-rand-index\n", + "spatial_compare.utils.returnARI(sc, seg_comp_df, 'XEN', 'SIS')" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average data range: 4998.30379710478\n", + "Hausdorff Distance: 133.94056574740048\n", + "Hausdorff Distance normalized to range (%): 2.67972038484304\n" + ] + }, + { + "data": { + "text/plain": [ + "2.67972038484304" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "spatial_compare.utils.get_normalized_Hausdorff(seg_comp_df,'XEN','SIS')" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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TUQQYXGPhbP6Y/rFmV1E9OW/f0Vd1hQ4ORpPtSZHYyCFIlEbO0wtMPZuh0w1uGBajLed7JKZbxvB4q3zM3m6vzOrH555lmF9s4oZFg/j0AhPnQl7IXnoSWprSwEEAXD8jq6boNHhy7LalT+1kY4eVgsJEoZU1Y/j6/CzXUPW7x8ZlecFvrL9tXOYJe2oc0+lguqJGfmnYfu1gIuV+NmIfH4B+ElGflHDW/Q7oqgkDBnkpRO3mtDomJ0w6tr+xYa1R2RRmqsHF+56MIfV+lKD5U6PLMxncnDVIuLxj6VMEk/N+k6iMHMOQcOFRWzZbOdHxPxdhPWpONV/+inIfHocHagwa0WamM2ykszk9HEqKjjHE1lYtfSn0maHmWCbDDykdSqT43gjJG5TP7iSPZXV4VuVqcFLedhJakK1ysNhVMTliJfku0MbcBuHah0azQCeg887rEsDYXHAiswN+uxMyOAcMvYYOY/hq1sTF7VaozRsutIXKkWO3EWi3+KhUukQAqo4k07j5CwNY6DPRLLCafU6nsSFrcMWMx7UiMjy5HvlEAsuJBH42ZTiwVvwDF8vrNx5jI4cgURg5ti7sA1oGD7Udb20PVNRlADw+ZSw7i3uqSXbiyXFitz9F8Xv/xldw+p5dtVGUnZKiu+ee0H17B85AsxBOqdphpeeeZfjChdmazBplBtdqiIT2LFXcj2GQ51UZwL07B4Rl3oOJpOvaINwlS6yxWftFM9T8cRlxtgstUbsB8Pp8b8rQfXglgadfvIyue7bMVyeppIY37LYTMvjZVK3xp8PYUM0MiqVWePuGcF0nEng01YUtwLgh4R0QnXcsNnIIEoWRY5o2XqKzYaGaLfOzPqcaeZxMCazTdzMYLrT+JnAkkcI9yYjc0cWi5TVT6Js99gvbV2vbAIPe9dDS2qw4oVTBrvRnGloyWLXupYwcbzaSICyzHJaTrvkOnIG3wQDOgALOgALeCoP436Ev9Hxygbd59NyCObgDukIbsiqy5k6aF7l4emuoEAIVqOockxIk9Hu5MM6a0i224bl5Fm39vJo1q1hBG9x/c9pU9hJShLp/n1ZHSp4/Ctm7F+Aq2ABdoIeUDAHgaKIVWvE98m/Oyv0dnJGYCMAlu5O/PwDAaaDGAIoAZGKyMgDsTWZg3zeehskv/y8476dPwbhjR6TuV67899cP/QNc8j+64bUnN8Dob/bCpPPOgk8sugo6x7dIXY8r48fDnos+DZnhnyj9/J+gG679x1ugRUNX/IkNLbn08Vvh5/A8XLHyZiiVLCbd0isb4CzYCx+7+ixoufoqsDtTemUDTDq0G2Rk0nlnWWzau3eT33UCAGDXLut3V19t/XHOHJjU3Q2lVzbAv7+yF/bCWfD6mVdBctlXSNc8Ew7DINwh1XeKuMjn5swB6O6G/9+CJ+AvBh4U/sYm6nvrlQ0A//lq64+lkvW8e/da7HhXjY27Tjmti0a6t/XTvXBBiPtPOk+O3C8JCGVIQD/0wF890A3d3S2hH790ogSbn9wA7/7QIH0/DJHgH5O0jG+BC3uuBvjgXoB/Cv7+X31kL/z2twAbNrTA3r1XRzm95SUyM+sUkKg8ObrwODbO5jBM0XI9lTYC7WROFvEz0L/r8rQ4fPOvLi/gCLQHXqteRfZkXfUIVorzdycvq55idZR5ofajBIDPdBv42VStS9kJWpehGXCFAFSzzgZrSSKdIYXBQcRsSG9MWI8q7/RPHScbXM6eX4UnJnu4fjRTRNgyhkMSA0gPQCp8uLTIcLcPfYRfmw5m6GSboCKk1HcZC19YkeFbi/tpY1sPoiWPxOEqgkSFySGTIwW0kxNb8Vfz9GJ7ZNsMKCgV1iuBFavFfB6LU2mcGOtn+OMDrLAMHxdUBsDtC0KCbWXecwAGgLexlAGqADwjx3BexxhnSxKY0p5nXtRDfB/WxsYbPwuoaoHWC30m+Xo2vklKGXralvlZ32wY00ScAepM3WGaH46DSsfACibuvqSba2hVDwAaDR1WZLhphYnfOb2ngqHzYpysdm/KwGIxnJFtGIjfgF4lI/JWGAxFmyIK0YoxgqcwJocxi+q8r89qhUKkhS8RJQzICEgwqRIbOQSJLLsqgOaa2tjaQmgCP9VWBsByZydO6wym7hcp8G3dvYiIyEaLOJIUc2KUAHB3MkNSQCxv4LG0Z/F5U0zqJBt76UBbp0LYuCxX402xM3JkqgPYRp/Me/UDZpYzXWiuLZKo93cnLUNE5TSNAFhOJPD4FLHRVTWgKuUARiBVV4xbYAo0gajvaKoLt81c6uvNLANg8bSJyEb5JIay89H7LpinfzugC+eAgb29fHJE6txTTc23WxhPjuoBQyUlveFiGFapH+9ztbdHpvPIBmRE5UyoEhs5BImSJ0c0Uagbkc2IK0vgV4IE7mnJ4J5kp48C9g8jVf9uGAROFv51nCd993ho4HTREefRJLlb8ngyIGWaPzb8TXUOGKSDkayip7ZtC/sDvQBfn5TF4qi4Rhiv/pT731bq6aGkf/kN++Q9Vg6gfsSSXpA6N6TmkxFWhgSy51eRQznvwpRQYdYgffMutGIfZPGcDMPeXj454k7I4GwiKDgoNd/Po7IDuvCcjJVOrpJZpRIq9vanXmHtUJLPBz+bZgNDSq806HBpS2zkECTqsg5cr0NAK4GH7ybgxOhVILbBEGRUbOvuFfO9tLa6Jq8fJ4tf1pXXRfx+JOBiDPHuyTmpDdhvvGya/qBTroqil21e4832AriJ5+Svg11duP0euSKpdjmAneDP3SPbeBlpJQAcWmrx+LAiw/UzsngoIUjPNwwse7KtyhlL+b91/wpyP2p4eWTmIOFd2Pi+E6sNoQfG1g13tQanvlPDmrzr23NIlinZFtmsLr++rL45j5tWEI0sm22+b1DI+6NNcjnEJKEcTmu4DDmvUPXKW4v7G3q4RIyNHJJEbeQg4pjX4W//lpR2vDuZqSVOqpwYgzbRPyTcp8FAo4IxxLVrET/zGcQrr7T+u3Ytd/I6OVlsxuNXZvVLbVSIzUfAFbY/hmEZfyPAcSkrNkotIfn0XZWNwGoroQeng4nnZMbCGVRl+Mqsflz1rFUpvjQw5nlTqZPDmOVBKPSZ+Itrw4OR/TieDiTS+LPPr8KDCf57dXkgBZ7FnRfPkh5vFdwI9V2UAfBYOoM7odM3dLwDMvjV5Rwd4FgrKuO/A7rw3tSYgaPKlLx+hh6cok2N4fyb0Mji0BuIeH9Ci2HIPcu6ddpuTV2X5kU9gdeKWtfHRg5B6mLkOCWX863x9ChkubwCjCF+7szVvkZOGQDLySRi0R3bj3KiqWxUTSGjo4iLF+M75/wZjsLpNCXHEVlcAtXTQ6klJOPJsTeOEUhJ4ars3+5KdmFhrfvUGvbdh+U1iSpcV7OmfMfVYpfe9FiBu672XnuH0n1lM4Co4HOZ9t/HZV3vWxV79ZvpC2o8H2GI+1iR4Z5EdBxkXCNLQI4ZCe9PULV7XvvMZzTdnL4uDyTSNe/Hudesn5Gt4SnTHSKMjRyC1N3IQRQSnt3rcyIwTcQHoJ824fv76/YopyQBV3d3gJKDwJOkLaolA4La30wJriUkU6dod0sXPtMtpl5XeYf6jBT1atDSwG/JJnNtngJn/7JW6b4yhwIV8DmllQBw9XzreYaW8muRBRmBohBcmLlTjzCta+5VS46Iv+vEGIUWlTpuV16p4caWsCLDkQQtG9b5figsydpq6lUkNnIIEqmR4weOlYztDg4i/j0soU34JUv0P4tAdGxUdZWKgRO0eVHDBiq4BPv6fgrznrto4yXGXVnNvKjH5b0bw7XIn8i9G68uIyUsGP31+Y2lWPDtM2N4YkKrtCG26bEC6f1H6c0qAeCuRBdu+PwqX2B9sLerdh6E8QLqwONQ23C/STY6ZLLF/Lzrb87ske/r7bfTbkwU80JaH+z3I5Nko3NPiI0cgkRm5PCo30MQf9XbkyMT4tKaNaVJuP0fHVVTcj6imt7Pz1yyxms2GDgwQH9WWTC3E9eypW8Qty3sVx4L25MiOuE/0x387kOD0RnD8tlijElNSySwnPHPPlRtXAVu8MfIr1GNHCWvxhln4OEp9PHSZUA550+ze3Ls9swNg2SSy5XQQ+L98QNbK3vl1q4lzReqyLwfVUNbh3c/NnIIEomRY+dce18sgVNAZFwwhnju2UU8CS2+ad/llpYaTI6sqGQ8NDJryjtmQ0vz3P7vvfB6aeURFDZQSe/fAV04F/LcQnazwcAkWM8jkx4fBndF8cjwMDmIKNzA7TAFFasQGjcmSOX24/UIQ/EgrcAJFd1l5p0tSl6N1atx6CF6mE/X+LgA5CG8gDJh2rBtdluBvMb3QTqQQdofbA14MCGmVBA2zdlViBRes7H3o2p06sBpxkYOQbQbOUGgMR92yCDjwjAQv1lhFxXGxnt7lbpsR9VWz1fPeGhE1pQoDsyPBcsvRL/TBisyHF5ZwPdOD64Ob/ehDAn8bMpAAHchO5vxeDbUPs+xKWncOa/HUrYRpWz6bfhlAPwG9CKAxxlZb6xCkHCwbrzUdafVtbHXIOMPQitwRmeFpp5ypTeY7u6qiuqD+ob5vM8UxgPsF6bVidGaAQU0CwzLHbQ5wgri91YctUpg+GX0KfVTd2pXQAFa7/tRDR/Gnpw6iXYjhwoa8wRvqemUhoH4ndbeGuVdSrZYBo4kSZ5zPo+xGosndzPha+Rp3eUW4eHEVOGzUkB2Nf+ucKeIHH022aKfknbWmNIt5iV8en574+iDLCaBjenVCLAKocWLdVtbtDYen/VQPFLEAwnxqVVl09z0WIHvkdWMYaN6NcrJJOKyZYg49tqs9e6fSk55VjsNW+WZwniARb+1Pbl+z3UUJpCezS49secvZtLevSBeZRiIX5+k2ag888xoDByecvJ5P7KGdozJqbNoN3KoRQoHea5b2qRgDLHwv0fx53++GP/9T67DHX+zGNmRUWkckHc+U+tTNUOmVD3Sh9/89Oe59yaz/GYyiNlszQbLigyfXmDiZycP4n+GtdgDK/AJWISHE1NJgGgXUWSdx3MndOJsMDCVQovzhjCOYWsU1UPEhww5I8dO09+dcIemnB5Z3Ri2IPD52zMWWHi0yuGn0GdWjVUxi3kwJ5dz3puX9Pp6As1LxB7msKFW3m9FYyJrsE4HEwtrGY4kO2i/4VjzTrZuHXpp77V3RlO7KiAKUQbA4hnpmvIjMuHDOLuqAdIMnhxZEB7vBHMoGVDXx7Mp8uYztXJ6M3De1AV8yFFYwQYp4KFEO7J1fCWkyjXiVRTljN6CeDKVzG1w9NMLaL95Fa60FPO6dQ1nSBUJyxv43sRa0r9DyRT+rCeHX5+YrRoNfpuAs/kpd50YNhEjc/V6HEZmu3wDAJ/FfAd04ap5+cDN6yS04NDSPCL6ewIbkYCg4m11vi871LpphUma58Uz0jXz2667poNmQsUD4k0y8A15K0Yh7LGmGJW6cZqxkUOQyDA5IpcfB5MjwzDp50XwNXJSKdc9efP5VPLkhEkjDTrNlQGsd8hRBtJZIY7wyYuXZfUCXTXGgGTG094APnhmEcvtYuOa+3dPuZBmkMA1VQkx8mo9ybQaj6wGDBv3wAPtuH5G1lNby9uXMWMVoBYfNq3TwlEFeYmGHhwrfaFK7qdLeOPJigzz9xfwIIhxcyKD1AbNU9fG1ht7avpkmnS9GjR3ZA1FEV2EMOStEIVwCtdwT2YiLYoaGzkEiTS7ymvoCLKrZE7RSuh7uxXG0lJ58zkJ/pWey5X7NwMmR8WTU4IEHodxNJe1YCOW4vfgAGG1EtdpjAGpjGcfZKVTo4PGt95i5IKKTI4dSgzDXbV7EG5Wen5dh4RAHN+yXKXmnXg9j0CqGroC4Ksoitep0aSgfkkbslxWXmLWMM82OEj3kPs1WQ/IWIiMPz+4Ie8Qnhxb6p18Ehs5BKkrT46gYis1phnaA9DXV70nbz5TjJyRJjFyVNJIy1BhXr3kEvH3UinhOxruN3H9lX2ke21fkOWeoLU2QThNRcmojOdBaFc32hyeskYVlGcMcV6HKTXWdl8/v7AohVtxtqFFEiRIor4TPCcHkrSMoOdgfvWfoqLSQfOqkeVdgoy9n1/WQ+rb8CeXcIlZg8HiYuLQsJ6c9Vf2kYqGOhcQK7LAEFkJKphBD0GtbBSi0RIbOQRpGOOxR6Kmp0cAl5HDm8/NGq4KBhfSnt+8sGfsokeOIN50E+K55yJ+9KNWZpoAzEeJ7TsV656WjBw5nUI71pqq6atqRWfn76PijeE200Qjx3BehzuNPgRnppSYpsQp2+M1G77gbuXnLk7tCP2AOjFpZQD86edzoQzMRnlydBp7funfVLC4V1cVR50GB/0AQS7UysFbHevI0OkBstma68lEIRotsZFDkIbUrhIIlUpbuTnCVYi187kZgcdBG7cMz4mKgpXBQNkKrx5lBrbfkyX1UzaWv7HXqCmqx9s4RqA99DO8ObOnBi+wEzI4B4y66NPBQYlTtsNrxoqMnILMa2WA0BuG9tIG6VrQrIzUq7yL14jY9FiB9HzvTUr79u1oKthDERS2E+kqd804+hwJXLO+eCuJd++dhxJRiEZLbOQQpJmMHBlsjlB5ilqq9uSP6J7PzebJoW7cQTwnqgo26JQozBygAvgClJzo7+8m2lxpnLpBn6zIKuG22rlmj/2jGojkeMrYBsTOASNyz7hpUrihAI+l3R3R4kUJ6fqn9uEwTKH3KSSQPcjbsXq+ESokKQJZU55t6409XEZsIT5FILJeZfvZn+k2yDXjTkIL5m7JB3SEBeKtyO+dNw8bFUOWlNjIIUgzGTmsaDFi+k1cu4mYPoWT26+URGU+P/esff/GF9uU3bijqJ9F3Uh+ef6d+PYdfcjWFsYGM+QmyHvHzubMkIgsVMABTldBmbmA+H3Q8yWTvvP8QAUQqyOBzK9USiaD+I0AFvGtN7k5XrR6URQfkIIT2QFd+GVYTu+LBiA7zxDZlezCBa35muwtGceAH48Ree5zQjvFthSy5VlNXix/XVUcZVhYy/C/j+PTEdh/u7c9F9gdaqkJsrFTN7ZOvRIbOQRpKiOHIS5ozfsaK6XKBuA9Eexu6cJt3b2InZ76OJIAh2Yptqmyceuun6W0mWUyiLlcpdwBfwPyUzxlADwMrbigNY+7fcJGzhNopKBPL4OwE5RpRIsj64Ns6H1XGO5clkM0Tdy4ZAD3Q9rXk+M17LVyNIV4QEopjiQwPAxtdd3onEbl0wtMnAc5YViSWtcsyKPqh5Fzvj8jx/Cxtiwe9HiAeGnVVBC/rK4S0RHsgC7ymFALA5PXp2geFotWweclS6z/BtRFjLOrmlCayciRQeLPgAJOBxNXz/JMJg1uxkYW20S0FkruP9KymLwbt85FprSZ2SCn3l4f97hfqMYqapnLWQVZ94N/GK6c6cLhFTRcQhRhxp3zeqTGpzxlCmIP7Tcj0I6FtervTxeLsXfsWJHpq3clYVjULO0iw19+bL4vAV8fZPFxeCA41T2C2CBjFk+LXxjn3pQReFvVML73YCaTVi0D4lc5ZHjpCKaDiedk6N4t2bR4pXnY24vY4qn91tIirI8YNvFBRWIjhyDNZOTIcCrcCoMIoJUqxSWNKLaJaC0UPw+G3+ajW4JCAsJNw8Zb5PPCcM/GXp9QkGHpnBlAM17Y2kIgC3NUYUZZZTu8siAVztu0wlTql+6yH15j+ueX94S+5rE2OtjXxs7ZpH0roQdHwL/UAJXdNyqUt1kIroW3A7oCK3dTjQgvPmc/pPHJCT34apaaVm0dGjYuy/kYQlaWplMnqoaLw5xHzQLDUTidph9OGx+sq7w37+31v67H0PHDJPHGTJfERg5BmsnIkfHkTAcTAU7ZUCpXZFKY64UPEoXvSK2iuYThHp/PfjDTqHGpC9vgYJVSX4Qr8asdFEaCNjJvG1oyiMgYHm+lPZtqJp/ush81GxQRE+HXRi6fSXoWOwuSV35BpnE9WBFmzVAN4EKf6Xsd6rvcD7VlOex2uI2eVj2SFHtPnc32UtQrs8wpjCG+fPr1tHd/ww1yaeHFImIy6X/NZLIaupI5UOj27MRGDkGaychhDLHjTH9OBfv0kwTWbLxMoURmodQbH6Rcb0rRzSbLV3Pymytwjw9gPUpPjh2SoIZ/bGNh+z20DUfVU6cLHCzcoAKyWyitPHFi4AK2wdGzJVOQxc8DuA/SeDsMWMZFhAqEihv5xbV9vnOTArLmZQLW6ozw86H2mpYeagSW0Rgc9Q1D2p8Nf3MNstV5elr4ihW0MVixAhHlDhS6xyM2cgjSTEYOosXN5FcZ2FlvpglpC5RFZqHsgC78wUy5hw8bfrN/v2HhAK5N3kDrq4KbLcrq6lGF9gwDcS7k8SS0CO/Nq9vkV1Q27OlXhycnUCFXeUr4mY6k+yxf7vsclDR3lTYdzMi9wDLerncS7bhlvjjLyc+ICDJwnO9F95pyztNGYBl3X9JNKi3iBNsHxse6u2nP392NiPIHCp2erdjIIUizGTmMWZQ2osrAs8HAlhbEfACNQj1FB6UCdaFkoU86tVgXIG5jr4G7E52BfSwD4LF0RmkgoqyuHiWJo2Eg3j05JwBU840Fa+Oif79GHBOPFaxwnz0Hi6PhjUXSBsVLSz4jjaVL/5J2n3HjfOeJFGGhRPvs5MHovcAK3q7jrfyyKoj8dbwf5AHgfpic4hlqgHL7ANEILCO7+JJAI0fKg3LNNbTnvuYaRFTXWToOXbGRQ5BmM3IQrTUOUFsZ2C6kl8s1uodjwssSkOXAQKQvlOlgSoXpdDIBy7i8fzUvG3xRjmhnstWsVPyEMcTV8w3cnaCfZpVPvxxW1oPQjn2QrZaGeKZbPcX9rcX95A1q47IcjiTdIOD3YCL9fmvXCq8tVXpCoj29wLTemeZNmTELp1Xos7Bm7Jb5UkVMre+KgdDO/uYXm3gbDEg/u4jksgwJZKvz0jXcEOrLAu8ekMqpmNBHigeFMcS35z9Me+4vfAERrQPFTshIrzUdYxYbOQRpViOHN28FtSOlRUqx+bhpRHwPMhwYzj4Fgfd2QBe2AN2AKh4p4kgiHTokohJC2tKntoA3rTC1b2j1AGk759Smxwq46bECeeOU3mhtJK7geQ9DGz4OPXg1mPjMp1f7htG4TcKKDktShwCIt98uHhuGeFObKf3O/eb8rqQ4vBIGGGrkGK6Yshzf9bAsy25+JQBSmQVVL9cRjgH63oSUK31cNtmg3vX8qlKgZWBS+moYFr5uf0DWXrVVygSZJtJrZWkes9jIIUizGTl++ls109O5iayfka2pTSRUbLkcYodnwlfIBUNxYAgMpyDw3l2tdMNpY6+BBxK0xRq02FTcsX7F/vyksJYpueBFzT5F527JRxaeqCs/ho3EJT7/7mQGt3x6GTcsFnaR6cJPnRw/wfeeD36eVuDRfsbnYD7aPDm8deQGyvLXrkoo911o1TZvKWvIjVeSK37JWyfbuscyEKnJBvVkgedKH41PzNl4HhQ/DiFuc5QJkqE+scc/xuTUUZrJyAnS3yrlbigVtLmKzY8nIZHAzctzahwYvOJvDlZmLi18ogtXzw8mDXM+s0xoKchtKhNCKgGt2J9IBgYQV0KP1s0CwfKufTYl512jiO7NMlAkS2bYm715SW/NvGLgTpM91pbGnfN6rM2V8P504aeCQjSmKU5GcDYnz5JfGFB7rbO8IRWSorYgb6itL2WLX4rfAVhZSPb1K4dD86KecNgxz/W04nUUjBweX08Qh5B3nDZnx/SxDPWJfY04u6qO0kxGDlV/C0G3Hg/JxmV58uJ3KbZ8PvD7o200b4OLA0PkpvLwNYRRBiqn602PFXyvKcO4KlPsjyf9/dEATW2FLBtG9BPdmyVJFIqf2gZ3frDonlejRXw1a+I/tPbUuOiPtmdw+z1Z3zlINX4pm79NRMczrpybuTc0vA/SuBJ68KY2EwtrmevnonWktdYZY3isQx6PIa07BGKrFN7YqLTiGXyCRhXsmLIHXUYkwlWi9ShjpLwDZ+BK6HFhL20jiVo+ZNNH54d7ZofERg5BmsnIoepvLv0Kx0PCoEWevn5lATGtL1xSPY0FuKnKAFaWSsiYisrpegRSvoycQXih6jNI1gnjycBANCnDtpLbAV14ToYJh1nGwIysMKifSHpynO3mtOl6bj8XvXfdeDckxhDzi2l9kVqDghOMvZm3eJIRWoBJh7G11joL8T58dQEA5uatIj2Pkw26D/jFL6Wa4B3IrA2aB91qfqnzgUIEHtsezeocdhCRfnuWibcrALid2Es7UzJorlc9fppOWrGRQ5BmMnJkPTn2ott6Y482d/HmWfLuT79WjasTH27LfLWsJFvCZieJTldivJAGReUQe5hmQ3TFL0UcKbLYmkgLg4pEEpPjbLfC4NjakXDRW+95LDRhZxTOgAIehPZAT9brNyylb7qOE4x3U82tYmQ+Nz/RapwqeNao7UAyTQ+ZOZzYm7MGHm0P4dUJUSuHFRmun5GV1sflTskDkrNw5j33BF7f5XUyakvKkMHGnDVxX7tVkJicQaeCuxBIbOQQpJmMHFt/+wGPu7qshfT6/Cy+kyDS/ku0t++kGznFSVN9s6Fc2BSiMixBuHhtWJxEzYnHIfUg+3Lu4cEEe4BHYYL0M94KgzV6PAhbw8NENcSTgxiYXSVq08GsPrcsjsAei13JLpzLqarth3MzTcS/hnW0+1SsMJHBOfSQEZqTSmsZggg8OVrmjkLWkfcdyMrGXgP3JIN5tHitDEAHvfMKZyaTiJMnu/5WnNqBW2/0eKirBJa1usSPVNEvW2+faqKEBjbK2MghSJRGjgq2xNbfojIjG3sNizBLszKpKrZ1EsrhgQd8Km17FixRGYZF3lNDS6SxEISuqqnSKywcRJgNhyfOOTAX/An2hpbmfZmDec3ryQnG1lghvVtSBTRyjPM7wmbpPHn291fr3oQaJAl+ELsUiv3cshkhXoUfVPzSafy6vUbiYq/ldBqxWKwLmFtbGYKKVU4JUzCFsVb2Aip4mMoAyh4G2WQH4RwICtkLEkLsOXnowhlYenaAr5AYw3LGf52XoTYrL7Kmobp0bOQQJCojJ0xaLS8BqavLumYUWQwuxcZYbdq4qJkml/G1nOH40InK0G5hTv+himoS+sAY4leXM/ybKW6iRg2QnKo45wCP/dq5iYqYg3nvmYfJkfF+7QT3HN64LC+ck9W0XM7Js5xswS0ze62ipAUz0DVRQzJXMC1DKZtFbBd7NJ2Aa+f+peLJoTQGCXzhguU1BrIb/yOel0fbO/FQMlUXMLc2z2SFvTSohpKKAaCiB1iR4VuL+6XuI+VJ4dxPZykWYci+WKz14HDansTZ/HdIPGjqpLDwbbEnpz4ShZGj4yRWQyVTlDMSAhe0n2LL5YKv49wxqHUdDDrOJCyOQ7mopqcPzkcrrGX41N0mPnFaT40i2F/JcpkOJn51uRjYKyPee29aIfYKBj2vX3aVbIp8CRLI8gY3tu83z7yflQFquFWOpTPWtR1ik5R5Db3ihDbE//gfEa+4AnHhQnzzU5+vwRbsgC6cA0bN/iWLyZFpopCr/RzHYZzvbyn30BUC1JbW7ONZYz7PJQ6DqHl0qeteZzV23aVYhCH7/n7y77n7DNG7dRsMBOLNasazI00PIceYnPqKbiMnsrRaxdh3GaAG17E7mcH1M/zTY4N4clQVQtTVp53CigxfmdWvrGyeXmC6sjYOAg0DFRUnDeV5bSD6e5PcRpiTQ8UrsizLJUjg0Ykp0umcUiXZe22ngpYlKdt20zKc1+H2sIn2L/vaMiUHaOMj3qDtOkNhDysNKyOAPoYRY4iFAu66bI5cWQvO+KkSElIy5aqbcTYbDtxUEd2lWITzZ8kSqTVacw3iHjIdTLKXswSWbtm8PM/HWfDGPsT+4ZXYyCGIbiMnMjBmiCwGtiqndlrL52vTyUOceBArRmCys27cKioKqAQJ3JXI4Awo4EroIfM/eJW0Tk4aaXGkiBb6rOKVIj1eWKtWeyaKqs72+O+ALsyvYkreFvZQLxmcaxiIX5sgT0mvtMaPHNEWbm5UGYGgMLwObIpKyEwqZBRSh3klqqK6Ne+Y6MkRXqOKyfEvnfPBDkbGq5UBcDYYFryGh7Pwhtc0j31s5BBEt5ETWVqtahZDNlxKtpYS4x7RBnokiKwCskDTFtA2jIKicNI0iwwOqtWeibp1T6WfKGuaBLDZMvLEhrdqq1njs2aFvmYjywgEheGHHswpY1NemdUfKmRGXedvLe7XlyFQkaEHc8giAOvWzB8iJsf3GtXsKr7unQMG5nKI8zpo49kHWQRwwGu8+0WxqH3/cEps5BDklPHkSAJ3ywCWVd2gHTYo1l+PdGy7H34ZQN7xHIGUVnC3iJOmmcQ0o6l0HbbdCoPq/frWt8jP767DVsuDpDoXatb4Jz4RajwiK5VBGaMiw91J/zD8gYQ8YFWX0dYQzibU47kizx/EKowgVAIHB0vnDWcbOf9sQCtMlcGWSji4UQe52MghSHSYHA0cFF4xDCwnEnVnlZQVamZZmMrVsv0Re44AX746i5+dPIhfhuV40lPPKGzjcdJICWOIa9ci3nGH5QlYsSJ8+jXnFtSTm63gdCt0XpPBBtS0T36y+mxETDy3NIB0BXO/NR7SkxPFIYAqTy8wtb9fnUab0uEypJdad1aVc3357hG9vVhO+s/LwH2GEM4O8rjzAP31ltjIIUi02VURhGMMCZ6c7m5tz0QVlcwynlE0kuzAjctyWvsl8hyZpl0AUa+yQgjpyTEMxNbW2usmk9aJTqMEndy879FKc46GT8PJa/OBlGIG1JVXuuj+7VII8zpMF9ePd7indVrfXQn8ooyUDUq4xo8cQQQ1z9Bbi/sbVumaMcTPTtbv6RtJpnHjsnxwByh9pB4uR4uIhQKW5szDk5OmuL8nyQERFRaHVMCyWMS3ZyzgzlGdxiPLG3gsXev1mV2hZGikgYMYGzkkqSdPjraTGGO45eYv05TlKlr9Fx2iklnm5+6t8qxo7B8vhPb8gP5U4tCYnAr3iG+bP78uWCmvgpsDRoWzKTwXEW/cnLw2uZydXSV3ndfu+BYmEnyOIS/Xj1MYszA6uxNq82EnZHBomc8av+SS6tymjoeocGe9RIZTaCSR9g1xeCu/H03pI5cKOlxu6+71JZAsg1zmj+6sKntebFy6WuqZeV7zwOxZGal4vEoD1vWeH2BRwGuUJDZyCNJsjMdkoSLtp06t22yUdRkHGUV22I2t1nPaC9tvavPjpCEJY4hnny13X01MhLyT2z4HB9A5GTZ2G05sfx+k8R8nP4AHEh1KRsI+SNe4wQ0D8d72XM0G6bdRnHt2seKdE3sVvXw8tsiD1a3WB1nMryKstYqhw5vr3n6GrWqvQwYHnUVjxZ6SXYkuHFqa98U28d6FzmcUHS63ddOwLGWgc7hE5cmRdf3WVjt3l5bQUu28SSU2cgjSTLWrpESCM6EeyFfGEFfPkgP/UZXEiUltkRpqpYFwJ7J3YKrr336cNCRRyaTTyT/hwCqwghWvFzqMBLH9oaV5pbDMbTDAdYMzhrj50dUkUPiOWx4KrOReggQeS/M3M9kTusr7ZocO4+/PvxKPtHfhb7uuxPun/L81HqejKfV4gM4DlrNorJ+nZPX8sTRyr6FxElp834VOb1XNs48W5YlUCTpTRwkZblME8dWjHEizSWzkEOSUNXJkOBMGByP1KtnYB6pL2/bkSG0mhYK2/tZIyCKDt8FAFfPxxFx/ThqSqHIiaWQSDSNh2Kbzi03/7vuRVAIgdnfj4KBEyQbOZkY1vr95eh/5fTsxrqvnG7gnWRtiyN2cc5etUHyPYUrKiPpuFw7mhf92QBfe1eou4Grrm9WzBvEB6Fd+F+Q++uk3lfVNNDREITKvQXUw0Y6/vHBBZOMQGQltk0ts5BCkaYwcWaR/sWgBUAmLZsv8rFal5xRnQei5kAuomu1eaFLu3r6+0H0VSgBJVlCbDmZoEJ6zNtPbd/Qp9UPHZhFWyKyzYZRwLldbX23q1Cr+TColnrOZUUCsu5JdWBylbRhOAHQfZElMz6oiPs1b93x9flbJeHIWjXUCuaeDiS3AhHNfqhBqCA+GV7+9k2i3akAxpnZokFhDvPvvSmTw5as9uBintci7Z4hDSlTUJZFCLjRIbOQQpCmMHA5TJK+Gj1dYz9JA2nwGSQEC32pDD6pnMNlrFgCF+Af3/ayq2c608XdhCmlxRmrkIApJsvzGtwQJfK+9K7TnRlSbSZmrR0N1XxVRTalV2uB9DgVSKfGCzUxXhqRtHFgekM7AcQhz2qaOf7mzU8kiFxUO9ruUVCFUBeM8iKemOG4S7rhkrsRcBGEY00/yqxjObitgFvowC304Awo4rZNj/DmtRee9Q4abo+AJ0u0RjEIiM3JeffVVnDlzJp511lkIAPjjH//Y9fm+ffvw7rvvxrPOOgsnTpyI119/Pb755puu7xw7dgwXLVqE7e3tOHnyZJwzZw7u27fP9Z0dO3bgpz71KZw4cSKm02l86KGH8OTJk67vmKaJF110EY4fPx7PO+88fOqpp6SepdFGDlvNr+JMUaZU691vszwJLTi0VA3Ya3uBg/AP9n3Mi5fVLJojMIGmgKIMV9nCAdIegFTVQPO+Hx2ASb/aTMqkhA3y5FDn42EPhikK/peglHgKwJR7Qk924Q9mGiRnq30ICDoAeJtqyQYpfaBacVvS4ewuhCr2jKlgcmSNagq/mB8gXSQijqWdkME+yOKP5nnCjyrWYoDo9uSExvdEwJTPk8iMnDVr1uCXvvQlfOGFF9Br5JTLZbzsssvwqquuwv/7f/8vbtu2De+77z6cNm0avvfee9XvLVy4ELu6uvDll1/GTZs24WWXXYZXXHFF9XPGGJ5//vl4zTXX4PDwMK5ZswY7Ojrwi1/8YvU727dvx0mTJuHSpUvxjTfewCeeeAJbWlrwpZdeIj9LI42cjctyyALCOzugS8jroSuFkcTLwBHbCyxTzE0pTTuVqh/OxAOk/epyhp9tr1VgYUChjlsF1maSMnIajMmhzscNCwfq4gIX4yUsQs2tN/YE3t921z9zwyDOaivgDChUwzTck7pDTJN2APC2n90/oPS8MvpAJosorLgNeX2HBdnspqBDQwkSONRDT99G9LJl+69dV7q8ZiNAJwltaHyPYmRCReoSrvIaOf/+7/+OAICvv/569W+lUgnT6TT+4z/+IyIiHj58GMeNG4f5/JgHYevWrQgAuHHjRkS0DKlkMuny7nz3u9/FtrY2LFYYXx9++GH8+Mc/7urP/Pnz8frrryf3v1FGjqWAaYvz5jQfjKkrhTGQYVMgtidHppib0ueqGSYOnEsYMKeu63hFypV/zTUWY+7dd1v/1uzu1iGRlTQJISxv4LGO2kwf57+DXPDik3onPgpZ/Nce/kYlBYB2tAOJDqVDh5I+qJPXTxSSDXNYiIKnZiQpN/ZmgW7ERkoJwBi+Pj8rTNMvQcKfv8khodZxJRwXFebMKw0xcv7t3/4NAQB//etfu76XyWTw7rvvRkTEl19+GQEAf//737u+M23aNHz88ccREfHRRx/FCy64wPX59u3bEQDwl7/8JSIiXnXVVfjAAw+4vvPDH/4Q29rahP09fvw4vvvuu9W2a9cu0iDpFFk3660wyNVFsnWZdG8+tjtemXo/qIXgfhErVX3kY2FFGZQZgbtbh0Ra0kRRNvYaNbwhMgpY5qRe9sxX1ZpgvqzJPsKKDA8lU3Lrvo74Ld2HhSh4arxjHwS8LfTJ9SESckeePnA0m6GYqk6V8T0B9RWDIhMq0hAj58SJEzht2jS8+eab8Z133sFisYjf+MY3EADwuuuuQ0TE5557DsePH19zrUsuuQQffvhhRES89957q9+35ejRowgAuGbNGkRE/MhHPoJf+9rXXN958cUXEQBwdHSU29/ly5cjANS0eho5sotzOphCXURhqaU2leJ1hhFMFKaEK1mxQlkR+OFcdJ+meIqbFRnJEx0KlFmnmLes1LPCPL0vtM2HZ4CFOanL1gSj9MdXGMNj41q188HUTURzmjELk/fII4if+YzVHnkE2b+sxXcS7aH1Hm/s97Rk8PV5y2uu7/X6belT9CbpGndneitH7xZgBp4GRQSgO3uVPTnEVH1RZEJFGmLkICJu2rQJL7jgAgQAbGlpweuvvx5vvPFGvOGGGxCxsUZOM3hyqJayVenVquFjmihUAmF4SXwnLVFyOcS5SX3GFgIoZ1NRcC66TlMib9EhaMfvw4Iqf44IuxElKLORUq8K836imunlXQMqJ/WjqbH3Ra0JJmr5+wtkzwdbV5Dq5+EpGRxeEU1RXGnheSM6OhBnzkRsaxM+x4lxE/XoG4lxc3l6CqbatXR40JzprT5tBNpxNhgIQIPtKXtkian6osiEijTMyLHl8OHDeODAAUREvPTSS3HRokWI2NhwlVcagcmRyYKwa/iwvGG5w52fO/yPTrfqK7P6pRZcGawTShgll8/zicKUm6KRE3XKqi1+3iJv2wkZYYmHqECZjZZG82uohjK83kzVkzormNVrhPG2HgS3J8Ev3Pr2nTR+JRuAOwLuOk57Ep344mVZrbgzkvh4I2SeR/d3Rc21yTOGR1MKRqyK7vEkRQyvoBm19jPPhTz59koeWaInxy8yISsNN3JsefPNNzGZTOLatWsRcQx4/KMf/aj6nW3btiEPeLx///7qd773ve9hW1sbHj9+HBEt4PH555/vutdtt93W9MBjCh34SWjBuZDHRAIdxRBrFxtvE1ShG/9t15UhHsjyMP3rkmfxH1s+h8dhXGhFopoyXg/yMYq3yP2erHd1b8rg7htRgDL/2EUVlOr15JjLTaXrbOlzzy1eTTBKC1rzznDp6x+dRb4ub7P3zQaKSojeCJXn4X2nBICHQewZUporAo4t/vtU9Mxy6C28BnBQs/aUHAJR9Ul7ZBnDY2l/D5ArMqFBIjNyjhw5gsPDwzg8PIwAgI8//jgODw/jjh07EBExl8uhaZr4m9/8Bv/pn/4JzznnHJwzZ47rGgsXLsRp06bh+vXrcdOmTXj55Zfj5ZdfXv3cTiG/7rrr8LXXXsOXXnoJ0+k0N4W8t7cXt27dit/5zndOmRRysaVstbmQs7CkOfukIF40tnvcSx0vw81RBrAo82UlAPSm0qRrVTkefLjfxBlAdNsT69N4PRJS3iLHe90BFnGg8BEiyOCqlzTac+MV+SKbtS54w0CcF8DiLWqFPrO2U86aYOsKuCfZ6Ytj8wNwljMWgJNnHOtqdfEkhiyp4moT/UNXB5MpHHrIwMKaIh4AtQKyzuby+hkcT7uu8TREh1yVdwo4GwzMZmm3ll3XLO/vAapGJpodk2OaJvLAu3b21N/93d9hJpPBcePG4bRp07Cvr6+a9m2LTQZ45pln4qRJk3D27Nm4d+9e13d++9vf4o033ogTJ07Ejo4OXLZsGZcM8MILL8Tx48fjhz/84VOKDJBCNkaN+b7yFbPG1rir1cADiTTp92UAxJYWq1wEVUK6mUVt6409cn3wPPhu6MQRSIXGuYgYP38w01DKmkEQbH6nuDQjM6qMN5PngvfLqgq6lp8x6xS/gw7lXo9ClpT1FaZFjglTrdPGawMDiMuXI7a2uv5+fHI7br8n69qgdSRs1GAYbY92zyA+1patYbh+b1Ia2WpJ4tVqyRl+H2TfdQmsMOUtqUJ1PHQfUDb28uubzQFDO8tFXNaBIA1nPA6YYFRMwK0wiAC1dWXGwygegA76YujvJ3Zcj5uZpDxEIjCy7Do9NoNpjdImnKaCGD/7IKv0bN4wxqkuzVz5eOghWvFEngueklUlSkUXhSV5wjMQvVgZUTsI7aG9EeQWVRaWTk+O3Udi5qFqwgaFV4wxxNzNOTwA7hpr0sa/zvHxtMNtGdzW3RvJAcXIMZzXMbYPJYFFwnIRGzkEabSREyTU7I4ZUMA+yNbEaXdCBgdhPt3IqYDDA637CBZfCSxP1nPPMiwULFiOUE8RjCwGyZoNg4JzoTB+7oCMNJMtAuCJl9SwRioSdQgpeJwAdyW6sLA2ZFV23r05+5gz5PejeYM4r8PEebAa94Pbm7k7mcH1M7K+4yKbVYUwdlqVVeTO95RfLBFurWeLiE+HjRaxODUd3vuUTqsRfTrXyIqCVdfLxzttH5yCjABtxj/R06UyfiUYwymF6qNobOvAchEbOQRpdiNn7EQpDr0cgBSOCEBospP/xOQ23HoTwbofGAillGpPwdbf+iCLp0HR5Y1KAqslsiIaWSUA/NqELG5+hI9z4WFhqFkLfZCt9pv63MMr62Pk1COERMW9TAczDK9jjRiGBfx2zpF0O8O7Wmvd5F48zX7oIBWlpXpQD8MUXAk9OB1MPCfjX+aBIlRaAaq3R1djK/q171K6qC8QwErv1CGiApoOffLLj93iy4UVuiyCU4h6TjVrzA/3VW/iThWJjRyCNLuR48YG8EIvILXRBn3PGerx3stl3ff3KyukoP56NyY7BdsVzyWecPwAv6KspiOn07IWnrlhED+bMqQ2HBXCReo8sY21n1/eE+kJzRZqBtNK6NFWdUJUYmEEUtxnFs3joDo6VM4Zay4ncHOWHqKiPqMfrYBquDRM01l/SIaoMbCpJEz4iWHg8Vb/Nf0HmIRzIV81tOd1mFUmX63lTaqYHP+MpftSecsLpfmd17MEi4rERg5Bmt3IQRQr9h2QqSp3nRObZN2H8OTsSnbhXMhVPSHBG9MYz0MVmS8ZLiv0mS6eiSfmmjgX8gKXMl0B2MbFpj+7p+5Kw1k88usTa4GOge8wpFCV+T5IYxJY6PqhQSUWqOugBAk8lg7oSIEeMoqi2KUfrQDLG4HeniiatjAGIcxJ7tfy5XoG3NO/Q4l23/nEm28HoR0335LFoUU03WgfeALDyoIUdWfGkmHgWHzob/9WCx+Qs4/NKrGRQ5BTwchB5Lvou1sbE7sf7jeljYwjk9K49YYe3LTCYgBWqc5s8zxU2Z996qR42855PTU8EyehRfj7oBRer6HAiqySEkz/jaqwIsP1M7J4yEM5LxU202BssSLDkUQH6X7Twaz+UxXDKlNigdT8OqKS9SP5YEGbmx+tgJ+3J8pmew7C1B/SWnMqAqzQ8Eo6yR7v76PjaTw8w/0mPazM4cnZAV14b6oWAybDfE3pYzNLbOQQ5FQxchBrgVybH9FfhZfShpYMWp0JcI/ahgJb81JVOdu2kWpRzxIA/mBmZVUbhlSYTpVXwv1v8Wm2HnWbNvYaeDARHo+h64T288t6SPfLQl/VOH9+IGCDLBat2mWzZiHedhviffchLlqE265ZrHcu+22QKsB6iQ1XB2ZK5O2pR1sxsQ9PrDOVvFdaq4dHkPW1eVZfqD6NZXaKdIp14Bl6MCcHTvYwHpsFPqCfynxt99WvjzEm530gp5KR4xXluikhm5PpM/D73d2uPtsHZFWeGTsDq8rxMLia5FZWPf17C/QF1WCKrG5TsYhvz7hHmxta1wlNJQupOLVDDBTt7UVMJuszl/02yAAshPT1HKIz7d7p7dn20ZnaQ9dBTYUVmerJOTHJxyMSNvbpIzJGgqiNZS7xDzxDS/P6wMkeoRppIt3YDPQPVImNHIKcykbOWN2U+ig07sIzDMQJE/i/8Rg4iOE9OXazN2mtrm9OY2sL0mnY2lO3e3uxrGnjLwPgwURK2wktKPvPd9P1AkZ7e+syj8kYGgHTbE2T2HC1Zt44RCuQV6KpsPiSC0CuzovHOwSKPTBMqDHcM5L00BdUDjxawckeoYbb3puU5vLk1LuYbhiJjRyCnNJGDqJUyCasMhNa94whvvQS4rXXIl58MeL99yMKqsDb9DYtEA44+conluBwv4k/uz9cKruv8m6G6t+VjV/XOy4D4IhGI8cv+8/P61QNZT6/yrpQsVgXD04Z6BskKzLcviDrn20nueFGsbmpVlxv5FrxY3suA+Dr87PW9XhlY0KwypHChIzh8VY9CR2lZwe4BhU1ZKcSVmZFhoeS4v6XAfBwog3ZaLH6/WYqySIjsZFDkFPeyEFEtjqPTKG+jkzbldRn3dtUFNQq3n7tABH4KtvKANrSZZWlWLRKbUTwfDoBhaLsP0pjkMSNy3KhKAmkGnGD5G2GR6C1FlQqueHq2Ny82LxNK8z6jF1Qk8THBPLkdHZaY6uJVU4qTFg5PIY2dARjEqUnZ+xZ+UVYSwCnjKcmSGIjhyDvByMHEXHjshw3HTtsy0IfTgcTC2v1Wvf2AW225OYoSi/3c/+fhBbpcVkJPZEx2ZMlwo1fd2qoM/svC3KYhhIA/u6iG0I9j5+xXALAQ4l2KwxB2CCDNsPX52eVN9ywmxsvy/LeSdF4M6WbQqaT7S3zNSg0sEgqhQkNA8uCQ0aQARTk3SKH7EJ4VTb2Grgn6U4O2Z1sbE053RIbOQR5vxg5iHoZRO1U0ZZKzZEoojb2Ae35ASslOshIE2cC+IP8tnX3cnkm/Np0MKNisqfLkiVS76zeKeResd/nhkVyoPISAP4+MTXUfP3dBTdoyWyLCjNTe335zc0w+IeCwzBFy5oP3VROBYzVFNSsaVOmhFZAysYlY4gf/Sh3rZ0QeM/l6+NFl415KoeiKBIbOQR5Pxk5iGOTeuuNPVicSqtAztt0bJIp3VVj/SSskTaS4IP8EJHLMyFSUDugC5PATjlPzmFowxcvXY6HEuLCjfVIDX16gan0/sqJEJic/n4tmW1RhxEQ1TY3xhDvavUP79Y7s8rZb2X82rp1tPusW6c83ogawoRHjliUBp/4BO6+ZBb+hw8dwSQwbr1AZ328ICMjsmzMPxKJjRyCvN+MHJdUjtayKZEW6V4+kqqxgV12KIVNjxVw9X0F/HugeTQ2LOSD/JzjwQom7pjTw/UaORlEo/JeSUkFkxO0eZUB8PfQhoU1FpCwnpXBvUo8v4rhaVDEk5CU3nR3XTRTeoMtA1i4paIeECV1M9z/0SsR166tnSQhKmD7bW5fXU6rih61ocMrkyGbXeWSv/or2r3vvFPt+hXRbbzar3lgAPHbKxmue6SWsJHKhfR+9LbUozgnYmzkkOR9beRUJMhFLlrsvIlZ7wU5OEhPN5c5XW/s5ZXJ6Kq79ypQensD2Jetdm9qrHaSiDBwFCbg2zPuqRoEYYWnxHdCRrmu0nC/KcWTUx0XjbWLpCkJWlvHJgsvE8inMil1LTGG+DdTaP2iGjl/gFYtBpHTayEtMpmhs2ap3cMewzpgYJwiPmjQqpifyiK5DEJJbOQQ5I/ByEFU4NHgAFLqUdnaK6aJjhIQYgXlJAj0imgzMXIM53W4q503wnsVKL29WEry4/+2YWb3mfSek0nEhx4K1SV/b5H8ZskgicUjFeOrwnj87of+QwDRY0J7cUaVAwFCxdDiVa7WUJnUNNXJM0VtYPw9oRMVti3sD1WIzCJbpN3r7el3K4+fLTJhwjCHuSBcVxkADyX10Tg0k9iZsxEsA67ERg5BTiUjJ6wXZWOvgSNJYsp1BZBiux1/MLN+IRCn2Lw6s4VVmS2l8bMePoNukGFWL7dq6PsUi/jagn58avIifAIW4+3wLE4HE8/JsKrikOZL4ZA1kp5FZ4FFR+N54jYuy9XM2WMwDrf/1Z1KHinKGhJthsotJDuvjDdTpo1ACkdAvURIqAw9ibIZdlKBrrIoQWHCsIc5qjdw+4Js6OdpJrF1dUTLgCuxkUOQZjZynJTtP7+sp6YYoooXhY0WsTg17UsUdXxKCpGxarrqDCjgQRBX5Y0azGqfDvzSzXljoYRNicDq4aX9TutkSqcav+4psT+vWiXdh6hYpr2bpv2sP/xUDg9A+Lkvs3npzFSsNkUku9ubqX5/Ef2C6vVCZehJFkDVXeBWZOjqwLNRcV1HTm9vAuCfPqHarToTOmIjhyDNauRQiu8pe1F8iK5szplnug1pgrcoK9bacd65wOcD8o6FMi9Gp/t5y52SwWTGrEyQO+9EnDULX7trJd4Mq2vGcSdkXGEmHaJU+HDqVGlFq7XAomD+jL3vPHeuWoBXwDdn9pCMUZXNixUZHrhylr5nFHASUKqRZzJj5Jk6wcUq19JicKgUQI1Yx+iiD5A5BLBCdM9TbxkctIxx52EuCYy6DJQkNnIIEpWREya0ZDPIUvANKgqHrcohAzG4swQJPAApaXyFboI5rxRHGe5OZkgeJelsCoHhV/0bxRoxDC7nh2iTLkHCBRgOK6oeFrZOrj5XFJ6c92ASbnqsgKzIqp67uZDDk1Qm7wCAr/LmpZOQsa+vxiCjepec3swwIaawTVt4WhKTY7codYyuDCxWZHgo4VMKxNG29DWajCtYvBmvmx4rcHXF5mztoXgnZHA2GK7Hjj05dZYojJwwMV3GrNCGrGuafMKRyGiQPeVFcspyxGd+eeECcj+keDECatWUAbA4bmK11otoXEVj5meU7YAuNAt6rBxV0Ky30nrQXKXcR3WO7Ulm8K5Wo4LBkph/PsjGUJtXFDW1KgaZrHfJ9m6J+Fnq0bRyuCjU3YvSk6OzntSLl9EyDP/PFwuRPU+gEELzQWHbqq4wDCwnxHN5diVrNcbkNEB0GzlhY7qmqQYyrFl4jCEWCtbpsa/P+v9iETEj9oSotsgwOYZh1a9RGAuZjY1adfhdmCLE8ZQ7O5XHtdBnahuyjb3yG4fKXI2q6rV9zRFIyV9boEVDb14PPRT8e9uDx0st4fSznEjgoaT4GUVrijHEbGX/TMIYXk43CNzZ9kEajXN6oqGMuIFWzqMEEDmJpU4uHbPAcASCi3zuTnQ2Jp3cMLDsQQmXPd5Qyhq3Pz/eKvYuOtnz4+yqBohOI0dHTHdwUC1d1LXwDAMxxZl0kyaFVnj8SR5BdlXFM6LSbGVM5cWgkiWKitu9mjVDjWEYlzUvLGpe2EN+njBg8qGleXo4SWpOhbyGxx+uZfPq7vb/vWHwCUJ8xj5Mn5y3Cso8PKhiMMJY3bpI2b+J4cB6FJXUyaXDmIWpDErTjzo7lSuGUSlzU9sXm9hRJlOTOrdezZraHyU2cgii08jRoUxlPTk1Cy+EcaDSIqEgp9SzESw251hQeTE2z6IZObx7GAbi4/D5UGP4b919ypQAvLDo+hlqZHyyc3X7An330do8yEZtm9eqVYhtba7fHp/cjtvvyY791g4BcOodqTRqNfLV8w3ck+QbWEcmBHsUvONhlzaJIsTgkgqrt19/ygC48UH5LEAVEesMqx+5W/LksbCxlUHJG/UotVIVxvBoyv8gfjTVhcMraN7tMOtSh8RGDkF0Gjk6YrpuTI6/67uGPZMxpfCObCuBlf44vKIQzcKk1rPhKUNOGnkQL8bwSvkFbTNCW/WE1MaxBo8ikRYdRMZ3MJHynT9U3I5wrirgKerWOG4HbcUQGcMt87P+OCZKeEtinlGFrcoJwPP0sKKtU2wMRV3Yv3t7heujDIBsaTjiSlnZ2GvgboHBuBMy+NkUPSvSMBBnTaHplyjxRrawgknqy7910w9+YdZlWImNHII0mycH0ZtdJd6MarwoimmZfk17rRo/sY+mV16p1Nf1M/jkWoEpukWG7ybkKjkPLRnEwlrLGFXd7EUZV0EbLoWMb6SaHZfwvafSXK3kNNe7TlJgC3A76CiG6EfXXwbA9dMfxbIEUFlbIdUAJrYSAJ6EZKCxs8ORDVNX9u/e3lqPTkuLdkZrihgG4rwAqgoZ+ocNi/QBmsPKlj5aX7adP1fberUZno2c/gNxbOQQJBpMTviYrogn571Jadx6owAEKEmwRZq4He7K3uVMRJpPAs/AU+C7k5lQXqWNy/inYFEb7jex8Ff6wzX2HCkeKQoNM6oxvaFrfs2mzkuRl56rERjTIuUoSumv6TfR7RAlXb9sYy3jqp4T79hL4zSI76TMvZ/Vvj4xi9kvs8jZv4VSLFoYnSVLrP+qMFqH5PKkZLfa4bxzMox0/XpUtqdKoY/WFyZaZ4J2GNoCudd084IhxkYOSaLLrgqvuJyMx94Kt1zRufnYp+JiMfq6ByFwRDoL3m3r7g1c1NXNvxIa0DbennbAh92aGhYtAeDQ0hxueqyAhxJixmqRYjIvEZyiQxjTsmNW8/2uLut07zWI6+B2iIIfaOPS1aG9S4hIfif/0NpTc3B6p7ULN2f18TXVW2zD5sHPM7ypzU1EJ1sYUgYTOR1MUgSGFRnuSYYnGdQhZoHhfkiTnk+mmRc+gOWUGPslaxhSJTZyCFIvnpxIALpe0YXJ8TkVa69Czhg/E4zYdif1Fghlq/N47PQ27r2qhuqyvHK4hvobUTjk9VuyZFCgDZLe9Jg85sjXeAxhTKtyu7x9p4dIr15FxxwSCdNzf7+eNUV8J6xgyh2cwkrE78l2APNKvtis4klg+PQC2vjKZLfeDgP4wAPBfdzYa+DBBF/H1Tu7ijHEf2jt0T6P31rcT/oe1TCkSmzkEKQZGY9DiYxXJJGwDAziqTiSKuQF+Q3Ydou6slp0igBcWjVUQ2zyJybxDSiZdnjy2b4cK962/vJHlO4jPGEyhsWptNNgGRI4/Ni66jpQMbgQ6oNXCJJIanYtWaKnczYmR8TT48Ar1U035fOIHZ6CwJ2d2jxuThZoP5zUCNDJLmU8OfuhA+cmDMzlxH0M4po5mEi5E0fqYLiHpbzwjvHuli4sPTtA+v6tMBiXdai3NGvtqlAi4snxKj3bW0NkvgxbuI4rfQoo/ilT6oKIFG4GKuGa9nbEbBbZaFGJldirWGSKKx4GOVC1t/GwAmw1v6aU3USZMaqszL8//8rI33eQFEfDAc25rb9fXwftXd9r6DjWuvJBRXYDFmRMVZthIBst4luL+/Hfr1uCby3u92cU53THZn8OYofnFSYV6axiEfH0RBFPQgshdD2WicZTR5QEgQPQgRsWDuD2e7JY9nrhZWNtEoPnl0ZOba7q8MSDX+zJaYC8L40cRDfj8bx5tScqCQyDrsJ1XKEaOR/9qFX0ct06vSccldMTcUFvn7GAe10/Lg6qgilBAn8PNK9QWGUm8qL4YZjKALj7km7u70TP76dMywCIo6Oyb1ermCZiH2gEm7e0KIFrfYUH4K+sdeWDSj6PmPZ47vw24Fwu8NlZ8rSa+nkMWnBbNy2byl6CKuzw9prY01KbrKDCUybCmsh6/oRGVRRgek0UEP9jfNZ67motMnHSTYzJaZCcykaO1ORW2cwrv3n7DpohopQdQA1XFQry1w4S3oZAOT0FhAbKUKle7jPGvBP1gYQ8IHA/dAiNGJnsCNX3unFZDkeSbgP694mpgeRtQTVxuG3xYv/3ErGospELW1Tp0Zy1rnxQ8fPI8HB7Ehg7UeYcxdCxnalh34eXdkL1HfM8FDowXGUAPDGhFYdX1nKSsSLD9TOyNcVAyXUSV+d9CzVT2q0wOPbcVSZlftJNnF3VIDlVjZxI8DG22AVy2uVAomsu7pMHM1KUYiqlPz4twC5Vwyz5gHEkhAaCxDZSn71+AL80uR9vh2dxP6SlQjkroSeUVyhsaQfnc8hiPOzfvdP1CdrzXncd6bpRifwpH/BdmIzlhGcjaQD/i1IaM8EjU8NLFDLDswyAJ6ElMHQV1pPjfEdOnalaO5CHNdHJPI7g1u+6wMzmBeHY2qeD6X5uw8CjKfe+tAO68F4JAkUZiY0cgpyKRk5k+BhEGp6H0I6mJOLJQWBp3asjwLAqA+ChBIG8yic0QO3G6vm1WSEyHpjpYOIPZtYavIcECtBP2WufS1RZvJjWzyg9OaOj1vWvu876Lyc0xhjiB1L0FNwyAK6eb2jhfwkr0mzsjNWGuEXN6cLQxNX11uJ+3+exnaktBExO0Ds6mExVDXMZxnnvOnQOAysy3JNQL9rLX6PWmjQvXhaoI6gHFFUwvbP0Rw3GhjFkBSt7r9BnZfNFlcAXGzkEOdWMnEjxMYp8NbwFJ82MzKs4rgq8CwrNEUNkX4blwbdXzIiwyR79skJklIzXmyKbxSTMJKuHjI7S+hkVJkdUfLO7u+arPT2IK6GH1N8nJ/Q0DfeMtCdHxiPjPMpr4ur69+uCs85sZ6rFDh/ufsMrC67rUhjnnevQizWJJBOPqBu471MgKgSX9rjMBiPaumYEiY0cgpxqRk5k7JkBtPBqCzJhMSTLhK7CplBScDZEsHMJAO9N6SdJM4zgE2gJAH8PbdVMKp6SmeOjZGzlRVWIJ7+5sjGUB7YEVfnmGByNuK9MOCOKqsuqEszGbmHCikcqXiYZj4zLhcEQzz47tO4I8uTYYi/3uZDDk+Bf6NOvbZ7VV3NdHuO8aB16D0ORcCopNAr1gl+aexkA34MJrr/tgK5qbbO6lf0QSGzkEKRZjRwRzkFHEVCuREnVH0FhNq7YRzvv/b04GQkjZwd0oVnQt+HbtiR1o+yDbI2i3QFdOIegZDb20jMotjwyoO0ZlUXCo8ITaWyQggeJSvt/NKX/iBv2DEDJaqviPqj6IJ2u7YiPR1hYlsPxOQWTwxuXDQ/40xr4tbc/8wj/ugWGLz9SwH1XzcNj491UDH5Yk6g8ObJt02O0hA0exnMkmcaNy/KYW1XLJF3XumY+Ehs5BGlGI8cPVByZJyeCulfVppP9SSRBnihn8UZJAsJCn6mtm/beQc3guBUGMQkMb5igpmRevIwGftT5jKGEgI3hiRIQXxEL5BfOiKqArWoioFeCstrGWL1zNM9uPi/u8IQJ3N/84YPn+dYlo6aRC+8rmTCBAMgeWyG8nhdIexDa8WsTsvjV5WKsie46Z6qNauTYfRYdEhpAME6S2MghSLMZOUGg4qEHc9qKgLqkmT05FOAmtf/2CvWps+JtW/r0GWm2LTkDaIbWDCggVDa0QkFeyZgFhjuh0zcspttbVW9RBuJfdx1tznCyugwD8d4z8zUg5KMp/Udcw7BI76bDmKF7GhSr/356gVx4sXikiAcSYuqBqg5ZnRczKAMEZ4gxhrhmDeI11yBefDHiwoVVo3Vbdy8yT3jppARPjq8osKjjAMeTWU2J5s+roJRoGU9qVK0ZmMKjlNjIIUgzGTlUUPHQ0rzwFKmcEcNYLeFXyCaNyeFJb6+Vcuu4bjnZgvtmzHefOIieqC2PDGChz8Sd83rICogVTPX+e8S2xWSNHAA1W5GxYIDzkxN6cNOKOuJwNB4LQwHxQ2R18d37HZYHRKMwhnhXay02xIs/kaGPkPIG81xI6TT61jKgPlsIxmP/C/vzWHGbd3FVye3E84pCbje0NO+LFSqB5Rk6MlFsdIZp9ahs3kiJjRyCNJORI6N8IikCms8rL6bQ2VU8ERCRee+1pyWDW+bTwjL7ocP3Wt5n0I2tYMzypsuEq+x/qkb97PCKzo1SWfJ5LHe4jelyCPr6UOHbI0do8/vIEdfPIqVw8Mjq+fx78UoVlAGs4rEBopRO3oyxCj8R8VjxGg+9r7FMwdDSnG8CwcZeQxsDsfPa9aps3kiJjRyCNJORI6t8Iim0F1RzhtN48XWv297b1+KRon/fi8UaD454QVv3P3Z6G5b9WIh9NgeeAooCW4Fo8SxSgcfTwaz+08vDIfPuDcMCzE4Hs0Ig2ABunF5+GQjrHaiNdSggvkyIsyKRUjh4hBUZ7k7I4TpOQguyVf5elshwfQ0U7nrgeaG8TYTeJ3qGqQUnSYfSD3+YrG/9/l3vyuaNlNjIIUgzGTlNo3xyOToRGACWz+7EzcvzWOgzuYzHvAUe6EXo7yff37vgg5QAd5P1hsQy/kZamE2MMcR0uz/hmJMHx4mZFo0nxQvDGGJhrf/GGdkJMJcLYFcGJa9ZqDVDBds7djGZ+4WdM6oZOmUAX4MxOJ381PIC+K4H2wvV0yNXvy+CgpOB8+Gmm0j3DPLq1ZXjqsESGzkEaaiR43EDB1Worqvysfv27LOIn/sc4pVXYunKT+Jbn/sWrn56FIf7TSwNBLuvRa79wNPHkiVKCp53bbIbuL+/xiVvsxLvTsgbFX4SlKFjk215s9/DhkoaYkgzhmWi0SyLfwqzYb+aNWnzwrGLUT1H5kU9ocuuqHKtlAACsXDiIrHyXoBIPMpEkVoPMky8jSg4uWKFsn4rA+DWG3qiGf8mDlfGRg5BGmbkCHJCt3X3kpVPPZWLSgqrbBqla0NS9OQ4F3158mS5OLfH72wYiAta+dwbOlzCIsIxm2wLwH3Y1BEqiYxnyU8kMvdUMtlUNmzGEO9t9/culTnGAtVIpIYDvftHsTj27/xi+rhxW4CLQQeuj+pVjEJXya4HZ8jWzlKb1snEOqzeBSeLRcSkuGCmry7zunt1iWFYmDlnP0Jg6HRLbOQQpCFGTgBp3bbu3kDlE2mBTmJ3Wypprc/cwFdcqu729Vf24fC31mI5qc5gqtLYuoLrmedCzrdKrw7Pmk04Zof6TqyzTpi8Q5MOL0xDPDkSHEyqfD2yG7a5tuhbwd3eVHbc8lD1N6zIcNNjBTyUaPfdWE9CC2njdR4c7BTx2xNjXEhJkK+h5GpOo11wGg9jfFC9KFHpKpm5LALf74SMv7FS54KT1GQLYfPgx0IZlj4p9FHhFWUlNnIIUncjJ4C0zjo9ZvDET9biL67twzUX92H+/gIWR90Yl3pld4i6O5ujMPYk3YorLLX5HxKtdeWZsOvXjKVdE39XJ4CmDi+MTHjHaYBtfmQQN60w8fkBJu+xJnpy9kE6FF8PWakbBh6bQi+yiYbB3aj5GYW0OfP0ArN6cOCtpZ2Qwdlg4GxiDSVe+8W1fbjuERM3L8/XnMaV68I5xppEd/FgLjJdRV0PGxYNBtIofH1S1qVj3Q/LkK0r4NufeQS3X3kHvn37I8jWFqIL2/BoM6jvfWAA0TTxzZk9OJJ0z/EDiTSaF9JCWqzI8HCbuCyMlXmqSN6lUWIjhyB1N3IUSPd2QgY/Wzk51DO7Q9TdMcXrr7jCUpvb96iXoWMbBzaBHvW+r3xiSV2wCLq8MJTwjiiUZm++UntkAOeIHTK6L5WPXk9W3JLUd1sGwBMTp3DDTzzAp3lhD+m6n508SFpLtqHDq1Tv12fe+Lq+5wV7SQp1LpJIBxXXDbUP+fsLuBOC67jtTnTyjS7DQEylan/T3h6dN6NCgHrgk7Pk9BgR++bnSTMMxMfaaJQcrnnWgDBWbOQQpO5GjkL5BGcM+OkFJuk3urwL3u4mAwtLJnBXsuIJCPAakBYOT0FH1OwxK/TRxlhGcegQnVkxfuEdNyi69h5lAFwJPTgdTMyvIm5QAte3/Y6/Cb3R68cQRWj9GKMPQjtueqxQ9SRRrmeHpILWkp1hlwSG+cWWl+rpBSbeDKuEhhcZeB8Cx6GzAKWqrqKuhxf/cjn5Hdd4l3zqcFVbBBPXji4+dR1tnMue/yo9KzoTIlTWSP3DWLGRQ5BTwZPjVHj3TR4gfV8XcNTbXSq/y6YVJiL6V7itV6OkkDtDNGs+Qxtj3juKmp8i6qwYSgFKZ9sJGfxZT54cJvLiG/ZBGu9rz9VHL0ZYusTeqCkb765kVxWDQ7m2zZXkhNiIPG1KBwIFKm2dBSjD6Cq/9VAGwF98YKbUmLgOCpXyL4G/mzxZa6jGidWizhGV9+49FMmuff41AY+3pnB4ZUEttC0psZFDkEZhclS9Ew9Av5TS1dTdKn6AytS7etaY4trYa+BIQm/JCFJLpSwWZx9F5TzR2BuHlxU5jOKIQiJhu66IadIVqz1+PAZqYV9k0nh1S4RFaJ0bdZAhunq+IbWWbNZr2xaxjdMNiwYxf38Bv39bAbPQp95/BSptijF3gLjmw+oqCg+XbBvuNxHXraP/Zu3aUM9gizfJgwI+90uOoLQDV85CfPZZHO43yeVmKG0/pHEl9OC8DhONXDSLPDZyCNKo7CpVI+c2GKiQudWPS8fJkE7dAL9/h+m6RlBRwEhaNfeaIRYKuOsv5+JRmOj6DiVEo6wkI5So6AMGB+mbr91OGcbVOnhybPEzRO2Dw9USnpz2dmsac6+byOBK6FHuuzOrMFAcRuqLl2V9jbmhpfm68X7Z68G8iM/mLdu23tCD5SlT6L/5zGfIfRStWb8kD/44W+3NT39e2zw+CPIV3CltJ0QTyo+NHII0iidn+z3ywC5b4Y3Vs9FYoDNAbBdq0MnCDqsV1tYqLtEJN5CrRHacfACBOkI0lHaqVv+V9eSIWj08WtKiWIQ2COR7KJniPqffpmYYFgWD35yz5/5cyOHy5UFZlervys4qDBROuHEEUjgCbk+p06uoM7waJLK8XEHvXOo6V17p2zdKGr2fDc4Dn+9KZPDlq7O4/TMhvHg1c0nPdXjXLUECWV7v3hQbOQSpl5HDq920J9lJnlRehs0oQxbCZ7AcInj7BH/FdVerIQxB8Pp9MJGqLgKe8pZSOCtXSgeBdW3szhbkyfHy43hLYUQmAeylboNPHTBOHYe6S6UIrYzhHGTkHB/fqoQ/MAzEOybwySadm8MO6MK1/7sYkFWpDtLfekMPqbMizpQSAPZBVsiXVS9dpQMnFMRzJGw+nhyxcWq9r59f3oOsYNEz+N3CxnEtOH0Q+yCLO6GTPE9lWlTJHiVI4LG0XsLC2MghSD2MHJEVb17CZzcWuf+9pFWNolM3DP7JwmbqDQKR8vrtpwh/2mPQ3agK+AKZEM1/hy/iTugM5YIXgUbfm5TGrTdGRM2OaG3wXk8GJ+3Tr+SEbGtKj5ZCEdqg1gdZ0XAKhTHEma0m6fo/uaZfe5/tVjxtIr79GR/ulwAKAO8BjPusOnRVgIEum/EVhueopgkwOTLepcNtmSrTuV8T0Q7UMxM1VFMAuoskMiPn1VdfxZkzZ+JZZ52FAIA//vGPXZ8fOXIEFy9ejJ2dnThhwgT8T//pP+F3v/td13eOHTuGixYtwvb2dpw8eTLOmTMH9+3b5/rOjh078FOf+hROnDgR0+k0PvTQQ3jy5EnXd0zTxIsuugjHjx+P5513Hj711FNSzxK1kRNE3GdeUstu7AXNKTFsStYbkS1P4qVInwEFnDWlIDzNkbosUISmififYa32BWTfb/WsQTKgezqYPjHyYBc8FfujPR3db2Pn8KWIDDHZ1nSeHFski9AGtXehtVpMlUo/Y5qItwEtk+/fP3x9XTag462p2s4TsUwzoKC2f9ku4r4+qxU4xhahrkxYT84O6FLDNrW2ChWmTJ+ch1nR12y4gF943/nvA4k0/jPMxHdgqvRzMZ8DTglCgLsVDqIiiczIWbNmDX7pS1/CF154AXlGzr333ovnnXcemqaJb7/9Nn7ve9/DlpYW/Od//ufqdxYuXIhdXV348ssv46ZNm/Cyyy7DK664ovo5YwzPP/98vOaaa3B4eBjXrFmDHR0d+MUvfrH6ne3bt+OkSZNw6dKl+MYbb+ATTzyBLS0t+NJLL5GfJUojh0rcVzxSdG/uo8VwGSiShaaceBvbaKEg4m3D6AczDdyd9I83S53kPBbX0NJcjWuWN5ZBRQmdIsrIoHCWAAhi5El/F7wM9kfEY6EkuVyw4uHwpThDaj+/jA/o9GNE3Z3MWKDWJizsh4hWf7JZpcr1vDYDCghAp58ZHESycc3Gna62oUi26lg4dQUxK+0wTMEND+Tl3oGIaG/iRMSvfMUaxIAyOHZfVXm57Hl9M6wivw9X87FoZb1Ltp5pAX7oqg9oWM7VMK+qZ00T8YfXyNNirL96OXfN28bY3ZNzOAMKeBDEZU647VTw5Lh+DLVGzsc//nH86le/6vrbn//5n+OXvvQlREQ8fPgwjhs3DvP5sQWxdetWBADcuHEjIlqGVDKZdHl3vvvd72JbWxsWi0VERHz44Yfx4x//uOs+8+fPx+uvv57c/yiNnIbUCQoir+Kc2BMJMbV80CZLKTEhVbuGY6AFYXJkSaiGloqKbvLv5WSfdX7kNAqng4nPPeu/q8mnZ3NCX7Ip2IwhtrVpUT6i0gYinMbxVs/m5TC0G1m5ukY4c644kThmjpaFPildbpqIn4FnydcfSXb4hEnl+urXygBY7syMWWkSWWllAMtrSB33oGtOmGB5SkSfeyzKZ7r98S9+2Cdpz0RnZ6DOUfUuzeswXX9KpewwFe33JQD8wUx1L1fxjDQi84cR2GfRn/ZYeK1ygHFZBv1FRBtm5Nx777148cUX4+7du7FcLuP69euxtbUVX331VUREfPnllxEA8Pe//73rd9OmTcPHH38cEREfffRRvOCCC1yfb9++HQEAf/nLXyIi4lVXXYUPPPCA6zs//OEPsa2tTdjf48eP47vvvlttu3btIg2SitS94jOFvCqVGivOV0lZDKKWFyHigz1VVvZFkBFUFcGJLZDML9FCVqxDS3O+yoyn7A63dZFi5UGbmkp6NoLDCOZktzhLfnClIMF7QXAje42ToaW5WiB5MsV/Zz4FaKNmiw5+sDHvIVtXwD2Js6W9OV4jJ2g4GUP8cls/+fq7Lp0lDJNGgsWoEvPYmJxgD0m1H7lc8MNTiPaIjRVMzGYtXebN9kIA/D3IG628Q1AJAP+htYecKFA8UsRRmCB979LAoAs+sHaNXPZnCaDKPI8on3m29caesVdFOZDwogeusQxXRkQkDTNyjh8/jnfddRcCAJ522mk4fvx4fOaZZ6qfP/fcczh+/Piaa11yySX48MMPI6JlKF133XWuz48ePYoAgGvWrEFExI985CP4ta99zfWdF198EQEAR0dHuf1dvnw5AkBNe194cqgbWsFKGTVNWpkGESKe+ny+IQ0nu6gi5X71+gELyPI60a75k2v6q1lPrMhchIjeRg1PqGZxDS0ZDMhuqQWlV6VPIr1UYKUF8ns4P19ZsLwAPu/Kz1vWDNw6qqdvO1wVMJwu+dfP08MIZQDckf6LGmLNXckunAt5rRQICIDY0zPWUZ+yHNw2ZYr/gpAxvglt0ZmDPoc1PZ6uHdDlX7HcIzwviOpa3LRCbU4695aNvXR+NqU9qXJQKD3Qg8WpHrxbV1ck5R4aZuR861vfwo9+9KP4v/7X/8Jf/epX+MQTT2Brayv+n//zfxCxsUZOXT05gV4DOS6RwLRj4oa267J5iGidEsibLkdj66pfM9xv6iFqc3ipasZO8iTj9a45CRGdX5UBmqqmZw+vKKhnt1CNnLa2avzeCaGRCjUihnqPzcKtM7RIDr9QBstTcBsM4HQwsQWY2Oj1hBuHV6ht9gcSHWheZGXiFUctI3wOqJOMCpvh9rSemChBkFc5THFFxvgmtBlQCDishbv+A9CP52SYlIGjwl8kwhaq6lqvHhtamg/0ZIddg6zIcHhlATfP6sO37+yzcHkR4fEaYuSMjo7iuHHj8Cc/+Ynre//1v/7XKlamkeEqr0SFyQma5LLAUlG2y9GUA1BMVBwlANzYa6Bp0sMnb8ztq5mo62eoERpyF6Iuyv1167jjJ3s6551keB5Z2QOKTHp2ddNfS9sIp4NZa4sST8yv37K85tnuaqVVm3eJhvfY6Iystxb3S/XXa1gIsWzccGMn/iEhH0qx9cfQQ4Z9aUwk6MBUsjHktdYeeYTez74+4RiX5s4NPU/subgDusjlCFSNwC19g+R9WpWU0A9bqOpd5K2loQdzvoDiMN5U6UNRSGmIkWPf1Pa22HLffffhtddei4hjwOMf/ehH1c+3bduGPODx/v37q9/53ve+h21tbXj8+HFEtIDH559/vus+t912W8OBx5RJfhJacGgpLRPBvyp0ZeHm8+QNzbbWi6MM53WY5AVzuC1TxeewIsM9yU4tJ0dtnhwALJ7eylUS1JNQ0ElGNtVe9D6D0rNdCodoONwKg7U4EAL24cSEVhwHRReI+jQoBoYxueOk4T02mlun9Ky8J8f9b457L4BMT4XjxN7gc5VK8Datg8XjJP7NCKTk7ue0nGXCTCIjhzEstoXH45QdCQHUw1oZQBx3po5BgKgaJEdT4hOTbOZYkFfUl6DxyBHEWbMQP/EJxFmzkB06TEoSoCSh6JbIjJwjR47g8PAwDg8PIwDg448/jsPDw7hjxw5ERJw+fTp+/OMfR9M0cfv27fjUU0/hhAkT8Mknn6xeY+HChTht2jRcv349btq0CS+//HK8/PLLq5/bKeTXXXcdvvbaa/jSSy9hOp3mppD39vbi1q1b8Tvf+U5TpJDrxOJQ045LyRbEVasQUwLQp+D+Ro4ePqlO1mV53LawP7SS4mJyBAqI+kylivLzKgsZ/FA9cCHe9OyRpDuG7WKEJRoOXE8OojCLxd7o/uW0mbgf3DgPapHS4X7TbfkVCr7vUde6iFQ0GGplgDEvCIFM7zC0Kh8YpoPpKtNGKfuysdfAIwmfrCVnc1rOjFl4G8rvROEqTQea91JjCQEy1bpPTHA/tx91hEpG0NYbekh9+eX5n8HCF9aSGc/9yuKI3rOfcLF2l1zCn8uOxvPMUOlSdIeiIzNyTNNEHnj37rvvRkTEvXv34oIFC/Dss8/GCRMm4Mc+9jFcuXIllsvl6jVsMsAzzzwTJ02ahLNnz8a9e/e67vPb3/4Wb7zxRpw4cSJ2dHTgsmXLuGSAF154IY4fPx4//OEPNwUZoM6sKhmwqp2+SVWW9v1Fi4c/WcNX+BUuRAHwRfaUy4trU05CMt413eIL7g3IbqEwzqJhWCmvrucVVy+WysLwxLmOtVY8Bd73mEj40gHowAPokI3LcvrYY02TvKl/Bb6khB1ZCT01+zCllAI1DFpjOVdKY/g2H3zcv/aEC2menDQFsVBAszDGJUOp1o0wpku23LK86o7duCwnMB4UMoIYw2PjaeHHI5mPIt5/P6IAP8oTSsV15ZIZHAPHHjP3Oq3V3Q2hS8G4rANJmsmTw9voZNKOSwBYznTh9ruXS9//1QfCs9v69Yu8EDnAl2PpLmRXflL+3h7lLC4WaLWhpQFpr42UariDfzonZX1UPC5vztRTqZmnAMf6ZBWudH3W1YUHz7uE+xt789nWTeRYiUh0FnlEAMSBASkyPZV77IM0JoHV2CKBqb8B3lPftMGg0hiisAtDqRA5V5880FO9Vruj2stsCeD1u9CKmx4rjKVY5w08lg4JuEPELfMVcYrd3eR78OoghuacOnJE7h14PDN1p0upSGzkECRaTA69vpEIsLV6viGddszWFnyLf/Lub6eTZ0Fv1oO9CQ8tzQUuRDvq8eDnGXZPHcOHJIHh/HZiWQdn4xCVNKKwqTbhAFdlS37o2sRtw9WPHmAHZPCvoWCd3E3TCqeCf8V53WRhsqKjyKNrLa7oJ3tywniOpoOpxpYfJm2QVxojoHiXm7ZCMaTpsOayHpvChOlS13KFXkIC7liR4TsJYo09XpMwdLTLrFlKfbYPyrEnp4kl+uyq4PpGQYCtuyfn5DgwBgel7o84dqi7WnM1biqyPoBLCk+DIr4HE+Q2AkXel6YWRwryukdM/PZKhgMDdJ2skrLMd1fTfns1mJbdMlpEnDo11Hurh+iiRbDblkcGAsONOkJjt8KgxX4tw4ZtS5i0QUnDwHZq2ey90tXgPUawF1f/c+CHXERNJyhWi4EsEbrSKp/4hFJ/7Qr2Kgd7HRIbOQSJsqwDKS5OAGzZZF+y2RCyXgvDQGwJe8ryNLbWhyvDcV8/nOpcyONhCcZS2TpWp6J4C6ROBxOndQbweBgGHpsc4qTpmENvzuwhffdWsEjaasjB/NrAQN3G0Su6PTmFPrM69vxwo577fKstK8+G7RQdaYMEcTq1qOnuCBV8l8CzZOuPJDB8RyHkVwLrMBZ2A9ZiIC9eHKoPyqLoySlOTVfniuzBWofERg5Boq5CHuQ1oCrVp+428eZEEJETH3BL8VrY33vmhkH82sQsGYgc2AI2rCCi428AHUhdHQMB18T7RWxKAV6tMSE2R5axltN+fvGSsTlEDMH0QRZlyw5sv/IzDfOwqRZ5rJ2HVijRLDiegRNuHAGa0ekXFjxQSQmXZsMmjIVuj6dzvUuVOAnwLBlGeKzP9gXZUM+mxUD2EODWTY4cUfcmOjyv9YYDxEYOQaI2coJEBrCVyyHOBTGRk+zmbisx88KeGqr4g5Di1oCRbv39vn3w2yvnQnCWi/czP66J94Mwhvi5M1cLCoxam9q9KcN9EGcMj6bC43CqXgm7I5mMsChfCSyjy4+zJajpJBGT2bBV2Wqdz859D5Vxs0NK355lSpHYiYyY461i2ghS5p1gDKIidbMZDchYw/5+kmepNBDOk1JTfV1StBjIjfLkIOJ7Xf9Rrc8eMFg94QCxkUOQRhs5soAtMfOx3OYeVFfFVvKrISQzaYAnx5l44qzqPQMKZK4WBMD1V/aRi+adyrLj5mW+Rp+9qTk9CKxghnqHXK8EouUdSog9fqrZQu45GN7NrbJhb+w1cE+Slm3ofR/UGkcUEG4JrOypeyavrlnzh9u6kN0yn9RHIYeS4NmjJnXLZinPLq6bx5WQ/DslqOjREDrEj8uG5CmJGJPjZ4CwIsPjME7eo9NADF1s5BCk0UaOCmArsIZVgFBPqiVI4D4PSZx0C1gAtl6azQm/yLQtfY1lya2LSHAgOb0uW/rCn3C5XglERMPA9ybwPX468CZhAYthNmxWZLh+RjYw3X4HZPDL8BXMQh9moQ9v6SigkfPpb7GI2N+PpUVL8Mtt/XgzrPbFMgw9ZPDXfC5Hng9cNmzBM9eD1M0OW80WlDix/2YzrJOkWKzhZlJprGCGejaeUX0wSSBpjTi7imLsyxTxLAHIGaERSGzkEKTRRg5ifQFbKinE+yHtmxki/C0hHZgxyzMVJjygQzE1vRSLiC3ilG1vcxp9hT5TeVzLAPgYLBN6JezyHlqrX3OaSuppmA3beeJdPyNb49U5kEhXC2SeeD5Xw7FytD2D2+/JWiEUJ5C3txexxY2rOwkt+AJ01xj5O6ALh5aJBt6fRdnbqJ6ceqYC24BhHr5sByjgODRVNt/yhWdDPxvXY2IYiBMm8O9bBwOHauy/TuT6KQPgr+/ONjQ7NTZyCBKZkcPk0jnrBdhSAcethB6BEeZj5EiU5g6DFylXNhxjVVHrODWd9PdLjQtbN5bVZhbUM+ZKALgrkRF6JnRnI4maeVGP9JCpbtjcE2+yE9fPyNa6+QWpgTXrIpOxNjLBHC4D4DdhWTVce3Pa9PcGEUMzdqiRismpN6mbnb3uDFUHPrtI/tt/0zLXdn+CXvtQWhhDfOklxGuvRbz4YmnGY6VbBhr7lg4tHilW+1jupNcljLIAZ5DERg5BIjFyuNWGg9M5gwBb5Ewpn2xQlTTHpxeYYhxQb2+40tya6tgIKz+/X2TJErkxcdQNcnvL1Nz5X4bl+MTc2vCobl4ZUSuBfE0xlQ1bKrwVlBroaEEbRhkAy8kWXPVskZTBTU3hLwPgbInsqkaQuqlkr3N/8xd/oWWusXGnv6+wfdR3eiDRMTa/K8a7N7HAL+GhEfo3NnIIot3I8a02rJ7OSQJPMoavZk1c3G4Bd2dAAW+FQZzXMXYykjl5O935vjigEBwbYTMivOMrFcOnSp04RHxF0pPjBWCI0s6prTaLLYObswY+/6eKNPbS71e+rpXMhs0YYmFNEUcSad9MJVcfNBnorhaQjYhoG2K06/VBFrMSmdGNInWTER53YSaDeOhP9Bg5CNBQMK1uoRr7dlagy9DxDDR5bdRJYiOHIFqNHEK1YdV0zsDTJcd75Gy2p4MVGR5KBIPgbIs9autcJdzht9C0A+FEGtUQgEGjMoCKRcSkuKAmRUnbBIIqpTt4pzd7jvhne/lXeZZtMh4E6oadW8XwsylDrvI6IrkmlVRbsoT4TP7XscJUGZzWKadrEBtD6kYVEXFoIoH4/8D92t7D23f26eUHaiDLuurB1uq4dcDb/1e0LFvdZRuCJDZyCKLVyCGe7GTSOSngyYPJVCWV13/yliCBb8xchsyn+rTdbF6OLfOzkXownh9gciUrKE3XKcxHo5Yhgd9p7eWE8DLR8fQ89BDp+cudnTi8ssBPE2WI+cWmvrEOnEMJNC/pDQ0st5ssFiRow36m28A5IAd8r/YhCk/O/fcj9vVZrVCoWXPUDasMoOw1tset2Wq8OaODTgyPXd/udBjVVz3e0cJiTqLkHKoOjI+nWYW/x2WsMIZHTqeRVuouwBkksZFDEK1GDvFkR03nRJRTapTvSNeKcbRj6Yz2cJBpylUPJjWlSoUeCcBb2KDrWg9HeFIxXxGAV53vzFv9eySRRvPCnqrBo4vVl9JWn2/FSn613MD9YekIQO2kKNqwhx4ycFqnvJFd7UMAIaJME67NVMo1l6ihh++c3hN6CjZbjTc/uomdkMHZYOAL0B1Kl+jGnETOOeTjaab0Q9ScxooMz1bsyWlCaXZPTr2AnZRmb+BDS/Phx6oiti0xF4JKVgDJA4UAejw5IU7pZQAsp1LRha5WrUKcOLHmvicmtAZyuuxpyeDGZXl8fX42klOvt60Ea7NlDPHcs4u4HzqE/fPrT9iYP2/DNk0J1l1RHzSUy3A+v/DzyqZFPfRsWmGGnWVNJ4ODTl6d2ndTggTOBgP/7U9uUprX/vNPvr5VlJxDjCFuzlpzr6bPgjpfG3uNGmZ7UXMaK1SerUOJVIzJaUaJBpMjxgDIYnLqlaIr005CCz57Uy78eFUkl7Pcz4/CcgF9PZ/WvlZJJUjcPEHCWHgCPQRAMuJTNb2kUKiGNti/rCXx1chWfg7b9kG6Ot9t8LM4fDQW4qr9TD8WZHCQXj+pBpTpkJ/2GHiQWINKpZUBsJzJIDKGQ0v9S52oALRPFRmjQhA9+xjb98YHBrkGv/235+FmKUZ1u62fQUdxR5WpZhj2gUEMkscEXxcWjxTxQEJ80OAZXlSerRcvC1f7S0ViI4cg0WVX8RW1bJw8GDxZvw3Le9+hhxQ3Hcem/mrWxPva875ZPxTgqt8mJCM2OPcB6A8/ThRvDtHdHCQyxrBXMcrWB5NtTs+lYSDe1conf5sDBs4GA3d7iPeiwoLIeHJGkmlhH0wTyTWowrTN85bjnpaM8H3Y71Gnp7WZ5MQ6kzROJ9aZiIjI8kYNSWM504Wbs4Z1nihYXGY4OIibZ9HA+DJUBlFwDtkHBbKBxvFqU4Dltop+foBh/v4CHoR2Xw/s76ENc90DdQ9rxkYOQerFk7MDuvDeAJ4ckfhPSsARIFCGa24lANyVVDgxGoZ1KuUoZ+/1SwD4fVhA7tMIpEhGpMhxksuFLy9BUTKusUjQ3c1+Ejas6WfoULxofs2LQWMM8avLGf7NFDdw1KZXqhcWhDF0YHLEh4ji1DSyUTHZpPs60a45yvdkPQPNhr0RCdW7unNez9iP7MU+MGCl5w8McL2lMthHF3Gej+j25Cixw1cWnjcT9PVbalm87cOEfe7i6UIhBtHR6kkOGBs5BGkWxuMg4YEndyW7cDYY2Af14SoJq1DZ6jx3M/XDYYxIhAFsQ1BYZwnFjpOHHkKcm+QrkFAGpAgEHcT0LHA3iySKsOahRDu+dGU20NMW1EQYtGagHwoKoZWBZmza14nysEHd2LZe/3ny80ee+aNRqGGTGuA/wVtqlScRe8m8bSTRga/fkvXV77o5h4LCddxmmsKizu9M7sShG7K4YdGYcWsnlM4Fmq7mwwvqRzUQGzkEaWTtKlmeFe+J67lnGQLQcQVhMqtEjepq3bgs5wss1rcR1FbhtkWUEQ7grIisuU8CT86rWZP0+7cW95OUoK6MqTIA7rh0Hg6vKFTva8/TdY+Y+N2JPYHgZu+7CMKgKXsSNB0kjBzDFVOW11RNP5qSYO5G66tD4/8q8jke1E5MaiNZjPWoNq5TqJt8CaywVBUIJiLW8XhLqTWb7HXi/LeI0V6GcyjI6JepQVeCBJYzXWjkmJAiwe6D3e+xJBB/XV0GwKNwOr4DbT7YHguIvOmxQqSewdjIIUijjByRdX28td0CrBKUlJ0AJJMhQmm7r7uHbORQPDkyDK28ZsWD5TZvZxVuxGAGfuoYUselDAksZzJcvhrGEP+htYf8LEEna9sIefGybOjQUrWdfTZ3gxcxJ4vSboPCh8qeBMXSKbzrHG+traL+LrThxmXy4PrSFx7RuhaVW0CGIaWe0e6kXDZR1MLyBo4Av+I9txUK/ove6y0NQe7oN98pnEMUaB41XGfjE3+1PJgiwT6ItADDbNbOXtM7F6P0DMZGDkEiNXIEprnTRS7cNKdMQcz7AwjtjbsFGDm7wxdk6lj0Q0uDUrpprlaVqufe1gdZ7mnIrzmrcCMGZ4RTvWFUhcfjq7EXu1lgUpkdfidrkbHs9/6lnqeiZZ3elqcXmHju2cUqGVsfZHE3dLp+twMygRg0ZU+CrtIphiFcD7ax2KhK2KFbAFcUNby5/R4rY6bhuB2VVP0+Gpi4ahCGJHf081z6jR/V2UTlq9kHaQvG0Ec/vF0NJnacGY03O0rPYGzkECQqI4eH7MeMRaY3rZPRwcJ/+qeIs2YhrlhhUft7xF4goXE5HPftszflBGmY9EkbBitiK40kMG7WjV9jBdPVj6BDmk5v2LvjUz5g6oSVaqkwFl6j0o0nqb1XGSyPhPPv0kbOlCm4cVmOU5U7g6vnW1kquZtzNSfs3YlOHFrm431S5RDRVTqFMSx3+mMwyqDgzWDMyqrTNJe875T8/QBPztYbekjXKQPgtu7exuJ2At65sFGNHNsgrJI7hntPUoz2AR7mRAKtufzSOsTPfAZPjpvgSx+wD9J4GhSrj089vNkJAFHMW3tdRkFtEBs5BInCyBGdUMsVIONzMF9tsiSTVtVvj9hpz1JZVu0ez4+gcvjQQ+FSelWzfpzkXraDqTjKcHhFAY+cLk5nLEHCwlJ4drigQ9oYJid8qn7QxvkHaFVWFnZ4kJLRU4IEljszOLyiUPXAPArLFd6F2NDdfB6fYdb+jWieKGeehCTctE/U1JRhbh+CxDCU369oDtnjfWICYe5UOHX8+kcPu/oze1fT1aNEkUt6WGw8Ctmr5pwo1erb6u9OhtE+6NFmg4HvcvSFaH449WWhQD+82V7ZsPNW+1oKkNjIIYhuI8fI+W88ZUggC0sDzzF0GENcPV8iu6NQICslr6u1eKRIdl2renJ2QFd1wdZkU/twEYmyYRirtet4CkWcZWOFn+pRCsGv2UBvKbZehxI3BkelFbgfbiMo9fxgks+CqswhEqJ0Cg8bodQH56QSrSHDQOyQJ5sTterBgmJA+cXqKp4mXVlgDJK4+ZxPY3Gqm0lXSwkYe3xvuEFqrlZ1gO0mEWUbiDIYeQAZiSbjyXnu2doaXPal7HI3onCq8988fUmjSBjzlkfpyQlcS4oSGzkE0WnkMIY4r8OMfKJgSws3dIWIuHFZHplfFpNkanLN9SWBojJZP/aCvgZeqi52gYPJMnQ6PeDXjDgbxjAQz5giVihOxVJbdNO6rihTQqUxxevYJyEZtl7Xbt/fH/389DQb1+GUentyNi7jh16V+mBPKM9GWLOxF4uhDR17TbBVOfe9eRa7p84VV+qEGQpNzqloaJQSLW4sox3P9xo6QVxUjNHDXdVnlmO039hb6yXfCZ24HB7F/xfmYxFOC/QKlwDwr2FdVZdN62T49IKxA2h+FQtgGR/z/kzrDI+fVFpLISQ2cgii08gxTb0AVt/W3y/sB1sloH5XIJlzih9QtAyAP7+8h5vKSzEO7L6ym7pJDiY7ROc0WqZ1Mu6jiTKC7KJ+3orGp4EFql3cbjEyOzuh6g0QK6kEdxx4CnQkmbayd/r6cHhFgc6y69jtf3fh9fWZn452vLVdujJyMCbH/2Tq3GjY6gDD3+f9cDE5gpAGF6vmx1sg07whKE9ZD17Fcq5Ibtxh5/cIpNDISR6owo6Z143CM5iEpyeHSIbJykCv/C6GNMg/7y8vXICDg5Yn30vwt6clg890G9zkBJ73Z2OvOtfTuzBFHmMXUmIjhyA6jZzBQf3p3MK2aJF/Z1QXtkBksqR4qbwk46C7O7APw/0mPnOD2xixjZMWYDU2nB9LqG2ceTEyR9szuDkrJhRkRYa/uDb8ZlECqElf9qvd5f39oUQ7joA4hFbFJlQeJGwqf6imSC/PFZnSKRL4E28rgxtTxIoMh1cW8Hhru68xugO63Bu7YegBI+soPFtHI8du32rL0h3HQUhcSuMBYlTrw0kAkf9p3DySQacj49TZjsBkHFqa981UHFpmZXU+MdfEe6e4PdnebSEos1bU3pzZo7aeQ0hs5BBEtycnGMCawHIyuBZTYJs6Ndhg0QgGlMHWiFJ5Xdieb65BtnAh4nXXIS5ejDg66nt/npHkXYg7IYNzwHBF45RYQu3mM74yxFzicap4CtYVqu+Il8nkF5e3WxA+SbdilW4CJCaFQ4QnbHUe35vkxoHsgC68L5W3vG+Dg1WeFFUj5/X5Y2E2WQ/ezWnTvdwYs/ivJk/WPoZS0oAU9xFo55JzciVkGjcC6DEGbZE1kjs6rPowPhIFO/lIIk32olC2haEHc/LrxjSV17OqxEYOQXRjcizGyLwv3TV7qJd7EpVuIUJPsiKbJSUbn/YTqmvXxlzMBqOq50IZIz4FNseMp/ChCG+cmhUZbl+QxWOTzwz8rQ2IFuGIbGl4NXufjUeWg4WnSA9AB/7simU1ddFUWhnAwnu5PGByHC23wqD1yN4dpVhEXLvWypTUOIZkiTDF3a95yTmFEoKQLyzeUDhkkuHOMgA3OcSWsHXmVNumxwpy6ywI3ykY93pyKsVGDkF0Z1dt7BUTs+2ALmviFEzcOa8H/zAxHWrSlgFola41iOomKZNpwBNZD0QZAA9ACh/8vDUmVJZQYSsU+P1yhcFouBpRq8k4UMAkDK8s+JYHaZRiRQAsnmEVuNSh+MS4sOBq6qTmwa2pesCmg4k/7fGhsR0YkOtXR4e+da4hxV22eck5haLqybHXS09PKK+1aIOWAa5X5+Hq1dx7NOrAcchDGEvhOhLiO71jX6fDtldiI4cgWo0cISDRattuWlZDRb8fOvDJCT34y/PmqStouwxEhNUOVWsjyXBG8ERVIfRB1kqjJLKECltfn7BvIkCzbDzb5clRxSRoYriNom0+d6YWMrkgg0NLWnRXOA+Y5cHM4JdheTD4/7zz6NfmhEBCnZgNA7HTzVKNkyYh/tmfIV54ofY54CXnFL/kgLRv0btvca+5srcmAkGCMkdlQ5ZlSAjfm446c9Z8g5qaa37f9c5VElbGL9MtBM5Th8RGDkG0GTkBm9MYdqJ2opUB8HHowVcfXYu4YgUe+OQsqYl+YkJrrcKSWeTFopWttWSJ9V9Bevoz3fIgzrCeHFUPxAikrFBZ0a72rahQfIwcRH6W13+GtUQlCLUZB6onWXKtovrz/PDJ5MYy8oIK09oShaF2EpK45ZblwsOBzPyzn2kkqMSK071/8cXB1+aEPrRUD+cdjHp7tY6viJzTV6qHRf+5WgLAd6HVR6/SPQzUEiOsyPDtO+jg7ZqK6DX3U1+PQRXC/daf8/lIWU/2XBkYsPaIgYFIDtOyEhs5BNFm5OgAzIF1AqFSrvtOcGq6eG+vxbvj/G1LS41itW241TCP3KfDMCU0JufpBerjWjWwQmTYiMJV3rGx9woZKvUyAG5c5qlPJhvGAEBMp0nKRhZbUqNEK17Kk6eJqeXdCpTuXTmaCjbKdYbcqvwzq/3rw8kYVgcgJcfFYxumR44gXnIJ4mmnuT/v6ODWr4usenixWKsLJMfU2x8ZQ8MlhuGLr7Kf9WAi5Qu4pRhYrMhwd1IMUC+B5zAioevLAEKcUFg6Cp6Rw4siUK6lm7+mXhIbOQTRZuSEAcy5Jmo4SnFXCwLiBZ3aHIaOva6zQD/F5GBuKE8mhbHTr1VDZQoYhDIAlp14J2I4UIqJGKDWA6NC1hdQyNUpG3sNHEnQsGDeeegNw/nNUxkDx/p+8Iao1ZNDdLMH8/lYnpu/hnW4EzrlsDveECNhjinX/Kq5EOdeikSR1Sy/dg8dgg85J0kYw1ezJj4OPTUFbXdAFz5KrNcXFCqjHqSqhgBjWJxACxFVm8DTWg05LhrA0fFTSGuG+ewR3r8fStBA5kOLBtTfUwMlNnII0myeHHuingQNaeZ+C4xyanMwK9s2HJmADgBfXR7sBaEM6WxBEcqgNh0sYsKyYhpxlal39WorZd/5uR0O9IT62GgRO86kV4Wv2ehkPTnz50uPa/FIEY8AMZV58eIK/0XtqTCIjVV2vL28Pl7REXL79+uWSLvZg/h8ZoOhxo+lEMelGnr5xab4EXkYi0xGqnwCdy1EhAvkhYTPyTD80TzawdIP9MwY4r2TaWvOvPDz1d9tv3u53BhRgIkVjzNPz5UB8J9hJn4fFpDut/7KPhzuN3HTYzR9XZza0VBsjarERg5BtGJy0uGypXgTW8u1eAuMemqrMCvbBkcSGI6AmAzN7ndZQ9aX0zn2Deglj4czff2Vr5jK4za0ZNAiKBQ9I0AtbqClBX92ZS+5KvzmWX1u0KiMsdxeyyRMld9dRNvQSvcvCvAcAB5MtOO6h9dh/v4CvnHd58PPW5/NX2xw0K6t6pbnhRZsxlgABaZzYojRK9SQ3U/gBpzXYdaS04ky91QYhvv66obL4NlPVHoIv/R100Sy4VACwPUzsji0ZBA3PVbAIpxGHyuqQcsJ05U70jj0YK5y2KPdz87YpB4MyvYcOMUMndjIIYjW7KqennDK3dPe/NQDvjwF5M3EucBsbXHddbTfLllS/Zmd9GAvNj+CurCpnIhuw4pK6OckIuztRXwc1N/JvqtvVvpdGQD//vRlvlXhvX+vgkZlsqvCKCSikbt71mLS94b7K+9aR1HKgFOvCHT7hwoIVTQvwtLK1xSqHWXVjTe/2JR7xp4epT7Ihux2QgY3LsuNgUY1HMT8cCb1lCCuKvuw40dE+PwAw4MQzEfFW7NHYBJtzKZOlRsrj0XHiswRtqe9I6cxTwY5O+AN9eS6CSOxkUMQrUaOxpAVAlgTvMJTIHJhWtkFgsnrxeSoFL1z1Mhy1rqbDQY3i8TbF5VUTlvs/V4mFLADuvDelIG5nOXi9sbyKa0ECdyd6AzM7vC9RrIF58FqYZjHt+5REIaIUogxSCrhSl9DuaUFhxY+S3reoSWD2ub/W4v7A5UrTwnbZSu0A3IJIs2no5hyyIqMjKlCkMdGOeeo6O9lANzWLSa70yYB4a+gki0lSOC9KXF5FsRwOC8yN1NIpmoZnF8NSLoiG3sNHEnS5s2W+VktlA/1kNjIIYhWI4dwCi8l5Rkk0TBq+HX2QRrva89ZE49SZVel6B2n2rnTTkoCwxlQwMcm9OHrfzpPSyqnVwyDHgr4l4v7qsVBpQHAHuX49owFysrPbq8t6OcWxgv0NqzOi1lpp0wJpI0nCwF4LlUtPCT43saihVGu9aaV996bZFSE9IKYF/aEnpu+a+DGTweCyqMotugSEW7Io0ee6TZwBGrXygFIcYtleo3jk08rZDN6xiLI0Dne2o7b78kqj9fgoGTGpmCul56lPWujDgoqEhs5BNHNeOxydzgniv23/BjjcSBZmFMYQ7augG/f2WfhOFYWxhZNUDFOVYI5O7uKA651HbCqXDSiRSNI5SQAFQ0D8X+MW07q7/CKMaCzjGJwtn2QxtXzDetZQyg/BEBcssR6xALDQp9JLuoZuElKxM4D3c4BFAJS1cI1eHJ0KNdGuto39hp4KCkwUKm0DgKxn2v9lfQMR5X21uJ+2nqLKu3YDzfkGD8/9usSAD7T7R5nngE8ktQQXgXAciK4TMdxGIcH/vSvrLIeEkauzIHNWW+NeyGFNchd600isZFDEO1GDiK9ArhMpXDOd4+lM8jyDkNGZDDIbj5OnpylS2sVjodHh8oq7Erl5AHsPCc1m1GYGgJga8eMHFVPzm0wYHmXFdNpne3tGQtcr5AKGiWFFwjeADJhXAAZJLlaOGOWpynkuJ0KytVPWJHh9nuyeLy1vfadKRo4vHepLTHBcb1yJmOlExO+X1OORIcEkapWvNxstCiVSh91OZCh+55GbGuj/6a1lX5QIVBplMBdb813bAUefeoYNBOnTmzkECQSIweRnk5J+Z6wXATxlEsNI1x3nXuT+4u/8P9+xdCh1oeqpnIaRqVAae3z2KEt98ImKo4PfMDq8/33IzsyqsSxUyUQLBbViig6FEYJ3K5j7Yy9pCwkxTnDuR4pDPSVr+h9RkfbtEL8vE0pmlKq/QrU6jZ0tt+TlQtR6hbigWzvNXeQ+xjMLVQZS5UMs0qjer+c7w4ByIbO2IGPf9ggQwJ8Ig3UuSRj3EZcbSg2cigSmZGjSyrWtx+OYwd01aaKOoXqyXFumn/yJ8HfTyYRR0flUjkZLbRlFpga94ij7b6kW6gYePfdB2m8b/IAblpRCXGEpLj3niYpxHJS9xAAGrURxnGuGxgGYgyxVZzlFKY9eXqPMt76VMkW8YpqgVDVNrRkUC5EqVs0kao6n4dqtBWnioG5QTg6Kt6lpnV2knd+w0Auxu9oqgs3Zw26ISGIIGy/h0Z7QTVuibCqUBIbOQRpeiOHaKDcnPYh/woqeucFOv/N39AX6dSpuHl5jpzKSQ1t/be/NJUwNV6ltPuSbq5icPevVomNJNJoXtiD+2bMJ8XbqUrBP/QjeW2BJ6ehJ3HEKqkZ1dCh8x8BF0waJFrqPDVIqO/SnsNhjSF7TpBDlLpFc4aqbdhSvju0aKDqdmDrCji8soBDSwZx/YxsBefjMxZh+t3fTzZ0nBi/LX2D+MpXTJzWyVyXIxkSHBeLTuOWCKsKLbGRQ5C6GDnM2ty39A1i4ZECDq8oYGmAaHYTTza3wqB/VmoQINqedaOj0ou0nEjgd1p7fZWincpJDW2thB4yoZ6wX5X/siOjVcWwc14PHmvrqPme3+awJ3E2vn31XYizZuGBP/0rbjaHr/L0uHd5m+6hRApfumI5/h6mkq5ZHDcZ2Si/kCpZqUeBqXDMt+OtcuMU1EoAVZJHqts7sjpPdRLquyyBlVHkZ8z7/752A2tIphpjeCwdvpCs83l0GP2BYxHgcQ9qLnwlUaIwJHQYt0F5LkHVhmQkNnIIErmRw0n/drUgs5t4QpgOZjV6IXTNU4DOi2nkb95ZezTVhXMhX6Nkd0CX6/RNDW39HtqUOT5q2uLF7jGtGJ2bvzCAB6Aj8PRrn+KclYhlslx4ypMVGW5fkMXjk93g1MPQSn4ukTei4Z4cxzi/uryA/2viPDwMbkDyPkjjT0CtjAC1sr3usF0jQl6yOK7ZbQWcDiauhB5ffi3vOIg2sEY88097QhTU5TyPLg9F4FiEKARs67oXL8tWaTB8+6LTkPB4dTYuy4cyblXQEaoSGzkEidTIEQBs3QonwOwOONnYoaAkWOyrga75ICQYlQmZ017Nmq4aMzOggLekCvijeYNY6LPqSBXWFPEdordCFw6hdM213KGV2UB4ijCU8hQQ/skWteRtTg3FVHDEdrF//46x2kNJUMdc3QqD+PxAMKJRp7EXWcgriPBOEpOzYdFg9XKbs7UZjMWJbXgo4Taso/TOqBhJpom4MgRTOe956hV+23qjer/tthM68bMp/7Cs15Cw15NzfQEQDAnOwfd4azv++s7luOmxgpJxS4VVheRIRMTYyCFJlNlV5QxNOZUDzG6W91+gc8DAri7EoWUaXPMqnhzHrLV19k97DDzc5uGkgHb8Q0J/inFQO3DlLO6jUkMBzubdEJWUJ2OI48ZpeTaRwdIwTIWPeJXfWLkOudDEl+ErtSBRjkdUV9guspCXX+FXz/2V03sF2It6eGdUDUPGEOd1mNJroaYOHKE/ug08HRmUtufYD3/mXEuzoRZzuBMyOBsMf0MigCD2CLRavDuScSXTFBtdzhZ7cuokkRk5KkC0gJRgUSgokUDMr9LkmlfA5NT0X+DBiiLjhtKG7nua+6gqCom3IUorzyuu0P6MPG+ETL/qsfHxlsRsYvabPYffhSnieeTxiOrw5ESVqSYq/Mp7DkTEoaX5GjZoLf2ISEIZhpUw50Fop3mwJGIzUc/zoaU53/dEbbaHXoQ/s9fSXMj7lolZPV8cIaASxB5vlSsjw/K1esc2uiRfV6DERg5BIjNyVFIhA/x3Ro7hvA63dWxDarTiMG66Sa7fzlkr4cESL/BwCoL6zNQKvdRrkZSnhBEpYxSKvBGUftUr+0iU5Mc7ifLGwtmE33VoTx1hu+EVBdL4r7/S34vgkmXLgq/J2QWGHszhqUC5H8ow5IRPfN+37nSdECIy7MI0Ef6MMcR72/0NKt9xljiEV9ecBA+PyOiyD+VxdlUdpRk9OTXVjo8Uq//etMLEwlpWE8LXnlFzySW0PnuVTMgUUHsxjEBKQ4ZFcI0daoVep8IIdRpcuFCbAnS2/GJTinDLfgbzQj5ANaqNU5TkNw6KuD8ABE42+vr7XSBK1bAdyxv47rjaIrR+bU8yg+tnZMVzQ4ZkkrO7NbI2F1WUD1yC8EmgUdsEBk5UfEa3wiD/7CsBcuYezCQP4aTK8wHeIVuH+nK6SUps5BAkekxO8EbtxOTwlBilaGEkGTXPP484ebL7Gt46R14lE5LMy64i/kx3+FORX7E6p/DG3Ls47Q1R5PUYWpqnGT4XX6xVCZbAcgXPgEIV7D1rSgGfuUHOcyO69qFECjc9VtDq1ucl+XVPNbWOS7VlMritu1faMFA9lXs3nt3JDA495LiPTLmQH/6Q27dmJzakHrjMi3rGfkQJn7S3W3WfCgUx4JxAsRvF+GlnM680ricngFDV2zYs4lhJqodRPyBNPdOqKhIbOQSpT3aV2NBxZlf50bc7/807hUaWUeNVGsWivxIJ4cn5Xcf5rvTJE6sN3J1U4/1AAHxzZg9SperZuKgHDyTcPDr2hhhU/8b5N2G455prtCrBMoAvb4+3H6qbd1D4yp4mzz3LML/YxA2L/DcQ77TasEgv0221VdxGbFWOvLEZOclyIj7NBpFWi0XKFH69/HLCzG0+kSEwrM4pHRskB8hdnJrGrTf2VN95VKFZlSSGoLYP0lxMDpVQ1W4Pj+/Hry73XEeV18cPUlHPtKqKxEYOQRrOk1PxhMi6O0XkXQ3PqJHwYHnb9iturx2+HMNHwWYclVyQiicG3kkv6P2QuUfWrNGmBBkkA8fF2Y8wLnW/OWQYVp2xPsjiQXCHd6gbyKbHaNgXpZZIYDmTqTLYBhlfN7WZWu9fBouoL7eKyXlyzj1XfvI2gVCxbq5wctgN0g/IXWkHE6nIQrNReHJWAr+MCZVQ1dl2QgbvavVkaxkGliVqViEAbtFQ5Tz25NRZmoXxWHWR8FKaGx6zJ/ADcZ/lW2tFlwsszeBqOuH7FVF5P1zvGWOIEyZoUYKHoZU0xnY/whoSvOexCweKvEnUDSRSI4fTRMZXNhuOo8WvfX1S1mKppv7mz/9c1/TliqtEwBeeRbZwMeKiRdxK9LIinfZO3CBf522yy5aRyoj4fcee2078o0woK8iwU8ksfWKuyb0XlVCVtw5r0tIlmMl5RYfdgyDILLBbBHo5MiPn1VdfxZkzZ+JZZ52FAIA//vGP3RcE4LbHHnus+p1Dhw7h7bffjlOmTMGpU6fif/kv/wWPHDnius6vfvUr/OQnP4mnn346ZjIZ/OY3v1nTl1wuhx/72Mfw9NNPx/PPPx9ffPFFqWdpltpVqu5OHpC4KWL2hoHH28QF77yL5w+JVt9+2gr5V3OzwQotgmyLMO5oLsBS8VphGpWhmfo8jFnGZxAzNSVUGoW73695Wazt5+k4k+F+6IjkniPQjmaBIc6ZQ/vN//7fWuewdwr6HhxaWqwCtSHEvLCH9JxDSwaDN0iwN9mEG+NULGIpZG05Z6sJVScz+IOZBgnQL/ak80vHiA0uqNb6445rQY1fSlgWhTHcMj+LRxKthGsErGVq+SBNEpmRs2bNGvzSl76EL7zwAvKMnL1797raD3/4Q0wkEvib3/ym+p0bbrgBL7jgAvzFL36BGzZswP/wH/4D3nbbba7Of/CDH8TPfOYz+Prrr+Pzzz+PEydOxO9973vV7wwNDWFLSws+9thj+MYbb2BfXx+OGzcON2/eTH6WZjFydHlyVISA1VP7cbGI5Y4O3w0w8HTAEx5y1W4RZVuEcUdzM9oMA/Gss7jfPzH5DG1K29lWfVSPkWM/z5iyDT9XZXAcNWmzXkI9YiuDFcKwFbZpIpmFWRUUX+gzrTUSlGE1bpzWE6936s0BIjYrhKEjnQxBKOxq88fkVllj89qCfq1rRBTKmg1GlafRT+WJPOnbuntr2Kf9Qmd2rT+ejB0u5EJNdhOmpRcZbr5kQei1TCofpEnqEq7iGTle6e7uxr/+67+u/vuNN95AAMD/7//7/6p/+5d/+RdMJBK4Z88eRER88skn8cwzz8Siw2363/7bf8OPfexj1X/fcsst+OlPf9p1r7/8y7/Ez33uc+T+N4WRwxiydQV8J0EkvwIN5F+VlfqvPYM4r8PNSEmqYotWiu2xtGcyO39sGIgpf1foIThTLZRma5qBAcu9PjBgZV34ZV6EEBVOnUCFwBi+mjVxyZkD2AMr8KvwCGahD+e3r8XdCX8Q+YEEzUvmbD2wkk6wRngeWbe5H30BZXztk/x97TkLfOkEwwd4Afza+hlWCGRwEPFWiNajtKWvMgZB3ryI0qIZs/BTZOO0pUU5dKWSDLF9Aa0o73QwMZdD/OFkCSC3YrMNq5aKjvSqNK++FHrSHdbRq1kT50EusNafSHI5VC5gfDsMCKFN2qhIQp2c6dIURs6+ffvwtNNOw+eee676tx/84Ad4xhlnuL538uRJbGlpwRdeeAEREe+8807s7u52fWf9+vUIAPjOO+8gImJXVxf29/e7vvPlL38Z/+zP/kzYn+PHj+O7775bbbt27SINUmRCIL+SKahHEZ5x4mWkDPIsijPBKj/u7fXddIqnt+L2BVl9oTTOOKpU9vUTkTs6KM4vekbbs8sjwxuBVHVT5737NX+5XFpRy8wxUTuUaK8+jywAMsjrGMRZdABS4g1A5CYntINgPZOMJ0e1sYLp7vOHPuT+zllnRcr7ovSMHh0rI7LJENRN9lYYxHQa8QHoj/R9Odt0MLkfqUZibMC+s/zBORlGuo5pqhvkD0C/EPvbNMV9idIURs43v/lNPPPMM/HYsWPVv/3P//k/8aMf/WjNd9PpND755JOIiHjttdfifffd5/p8y5YtCAD4xhtvICLiuHHjcNBjkn7nO9/BD3zgA8L+LF++HHl4oYYYOUTyK+ZREGGAxEFp0H2QrXp1RBixoBTbMkAtn463ZTL6rPsAlk2doGueO1olY8OGIMwWhA3svx1KprjvXtbACMIDUI0cZ3YFNZWVQsroJCcc8XipRqAd+yAbvAH4hTEJStvt5ZADkJYq69Tv8+Ot7Zan0Tnv63TitUXJW7VkSah7yiRDUDdZ2+A4DYp4ElpCVi2nfe9WGBR+rIqpVX39g4PqBvl9kwfEobAmK+4bJE1h5HzsYx/DJZ5F0kgjp2k8ORK1QxAAT0xqc/E9qAiV/2MndFa9Ol6LX7V4HrfpSCUM4HuwXc2hWDYrmqj07AC+tbgfN9z3LL4yqx9/dv+A5ZZ+MCed0WaazgKV4r4f68jg8Ira1GdZroywrQyAx6ekajZoi5QsOMQURLznHb8DiQ5cf2EP5heb+NyzjL4BOHYNtq6Ah+BM0vPZ7nc3XkXeK0QBmB5vbcft92j0YkpINltfT44t1GQIyia7A7pc4fVvQC8pu0rU9gEt9Cvy5DibxuxoX3HrD7l5+vQC/042BRUJURpu5Pz0pz9FAMDXXnvN9fdGhqu80jBMjiRpnr2IN2fFgLQaKRYtBbVoEbKFi/HvJ3+BdC/bq/NzuAQHrn3adcQI4yataTpIoYjjeHPaVDsk53KIHfxsm5FkB25clkNE+Yw2qZMYFyUox3oappWhwsrNc6MEEF4eSqaUmIV1KdSXr6bhFpzud2nKAkdbCT01vFiizfcYnI5vz1gQOl2bKrbjOMi4drUQmBxVCdpk7QMYAGK6Yp98A3prAOl+XrV9kMbbYQCng4mnQTEQA+c1rKJUaRSxz8gyBnkJAHcla70wPG9SU1CREKThRs7dd9+Nf/EXf1Hzdxt4vGnTpurf1q5dywUenzhxovqdL37xizXA45kzZ7quffnll58awGOF8gdlANwHHXhf6wA+Mdd0sQPXSG8vlqk1ciitgq4L4yataTqOPcRxvBUGq7dz8YP0DVpeEd5A9vaS3sm2bp8MFIE/WspYFGnOAD4iZRf+lCnufwdlRhhGTebIscntgZiryCp8j3UL723PIQPxOhDdozpHHilgcUo7eSxtXAVbW7DKEFDWdSIZOl07SLyOY1GYtKZF3C+RDD1Ua2TugK6aStb5/NhXToMiPgD9+PewBL8PC9CvmKnTUAJA/P6n6IZV1CrNT5zqJFux3+dwMH21oXu+R5UX4c1krLNdYS3D799h4upZVs3EZglROSUyI+fIkSM4PDyMw8PDCAD4+OOP4/DwMO7YscN180mTJuF3v/td7jVuuOEGvOiii/Bf//Vf8Wc/+xl+5CMfcaWQHz58GD/4wQ/inXfeia+//jquWrUKJ02aVJNCftppp+GKFStw69atuHz58lMnhTxE+QO77YQM3j3FwFzOc+3ecO5bYUskcHPWCHSTlgCwnGypDykUcRyng1XAUnRKP5rypEhUtCeVYIytztf2TaRBDEMu7MfRnFXeoHlZLE7hb6YjCQ18Lx0dWDvBOKIALogS5EhJkxYpfpdIrNN9kK6e9mUoB6prNUKDgvcYvtXfNfDkhJXcKjco1x5bL9A3K3DW8Z7PaSh5lxjPeyH6fpQqTSQ8dZJKWS0JY2P138dlcRd0ur7I88IIIKHcRs24rbdEZuSYpok88O7dd99d/c73vvc9nDhxIh4+fJh7jUOHDuFtt92Gra2t2NbWhvfcc48vGWBnZyd+4xvfqLlOLpfDj370ozh+/Hj8+Mc/fuqQARLIr4Ka85RR1UfFIpYV+RNICjnThdM6mdBNav+NPdRbH1IoxvBYmuZq/upycYkIi3MiMUaE0dYmNS7FM9JuDSfSII7nH8NIiUCufM0pMtSOTz4TccECK53eNNFYVVSK2Uf6vhyiJV2VY1xR06QZJNG88AH/8KKEx3Ul9FT/KUtuWAXrRxQaEj2GvTneDs/iE7AY//1aPYzHusSPcsXJIiGIKLs2f6eh5L2evcTssPMzNwxi91T39+3U8Trx3NWMg586yWbd54ug8LkkJLQuz6gicVkHgjSUJ0eQFSTTnJt4Po/Ivvkt9Q2N2F7NmphI8N2kO8BxYqgTKRTL+xtcc8DAz6YM3JPs9H2uEiSwnOlCXLdObWyc8TA/DeKpOs9PS+drFT8PhctQq4hs2ntQf3VKaE+OoCDjzy7tkU4tFtbYkvDkzIBC9Z/K5JEaQL48aUBZIWWh1AQOkUhX00TqiOecrCPPnasfRHVCFpVAQj28VbISGzkEaTgZoGFYqaUhV+p0MDGdRnzn45/Us/L92uBgdbE7T0o3p83aLKY6pchu7OUbXHPAwLmQlwvf3Xmn8rggovSOwiVV5GhOp4fCD1RZ9qTnc68flOLv019dEipdlVCQUaYJgc6M4bEptLDfDCiMbQRFhtjZKX+ACZmuLRzrAMdxs2xgPhFe13dCOMBdLZsV90Ukdc76j8RAVYCEBt6n3uOCGBs5JGm4kYOIwysLoVer7SrfnrlSq/L3m+WNmNR+YuQYzutwu6bva89ZwE6Z55s1K9zqV6moTBhM05RgOfVqb7/jcV+ffH81iVK66rJlkcxrkVG1c14P6fe3wuCY880wrNIMsv2IyJODSCsr1Mg1TYjwksIs6TTis88Gkq1rpeqKUsIWaOdJGEgo7z4U4zQKiY0cgjSDkROmZIDdbNDjT/464nBVI457bKyK+7ovFDB/fwE3LBLHmm0lvTlLr4TsaitXSn2/7B2XiGIDP+2RfB6qhmlwLEMqXbVYlDJaVd6/NzxG5SSa12GOGTgK9y4nEjj8rbXBXDIhDBG/cEujNipEekimQDwPmmbda0VWn0O3kRjF8gwDCfXeh2KcRiWxkUOQZjByEIMp7SltOpj4qy+tUsb4NKK6d6AYRg3viLMJsRSMBR/lPK0EgOX2FOLateTfVscrn3ffW3dsgDGpVObq7kW5RxPEMqg8Q2/PWKC8PqitBugcwElUggQebqt4gJhimAoAj8KEwLmtwxARYU0atVEh0jdyWadjPTE0URmJUS3PoPJplPtEgReSkdjIIUizGDmI/BOtTLtv8gCWU6loMquiRtfxJIAHxt5gvGENVmT41v0rQj1vWdJAEh5vdB0jqUfYoH75jHXdj72SsnFZPrKsQWfjAp0FpIc1YG+FOIB9uAgiRIzKEGn0RoVID8lQjRzntK9HCC5qIzGq5dnTQ5+qvPs0GtAeGzkEaSYjB7Fyol1ZwOOTJU/tAPjS9eE29mq75hrEa6+1sClPP90YwA1jWM7QWFmdWIqwhqJ785L4DTVQrWosUrU7pV8iifjYK8sK7frtqhwyUABLV9pPrunHz7UO4H7oUCIfZEWG2+/J4vHJ7iSBcsYzPookn0F9Ko6yyAyRRm9UMn0oFCJxkoYyguplJEaxPKnjnk7z7xMFXkhGYiOHIM1m5FTFMMgZQSVI4K5kF5a+8IjyJlA3bUYVhRPx+hlZGosrsUldJ+qUA1UjR/ZdRnTs5RmfwlCjVwxFbBWMGQmFtRbfyewAfqfV82v7w+v7O4l2q1ipd3w0kHzyWn6xGdnSlfGi6JgOvCkmE5LR6dXQEWIKYyQ6x6JQsJrf0tO9PCnYnHRaTJvUaAM5NnII0qxGjoXRCTZyXC7tR8IZOVb6cRPkkSIqnYgPQXtdajlxtUDUYyYbrmqWnGAMWZ+qgodRMXKc13dOJz8mXO+JU7rvITA5fu2p68QVsJ1N5cQsY5eFxZj4GRUyxosOr4auEJOqNyOI66deoO8wRmOj4XyxkUOQZjRygmr6ONtIMo0bl1VAr5JZQc5W9Ro1AfYCESM7EauOje938pySDrpFBkjdJDgaVmS46bECHkqIQ69B9anCVFvflRjzFHmnk4gJ14XlUK2tRcyuKgPgiYlTSM/yo4XrSI+tcmKWzbRRnVoUo0LGeAnj1dAZYlLxZlC4fuq5jMMYjY2E88VGDkGa0ciRZku1Tf6BAeUN4XhrquGbokuqmJxgzVuCBB5KSAKFJZrvZlWH+j42lmXrjT20EGYjQOIekcVGiViNt/Sps5bdNLkwRtevcOIMxcgcwJNjv0N27fWke5z85spIT8yijUrU/EIYPJExKiiMx2FFZ5gl6PzhfTcyJRXq6ZCNipogSomNHII0o5Gz9YYe6U24DIC/u2GB9EZwoi2FbDkHW9AMIshocTY7bLB+RlZ5M/Q7qe+ALty8PF+7gtNpWuFKh7iAtysLyNYFBOCRbyww3nhMmWKlSkhopzBAYD8RhXj8mqg+VaHPVH6vzsrziPInztC1tRhDnDePb5ROmGAdLKjPs2RJ5Cdm2VIJHR3RUzHJYGZkNmldgFnGxAVCnc1JtKgCr2sGmGSQxIzHTSpNZ+SEAFlaG2DS9/dVT4DkhhhGQm2mATw5NmmcCqFiCQAPQ5svEPXelFUxPOwKDvRscDS3GA9itV2XzbM0ZqEg1R/GEHO35HEkkXZdlwwE9ru2RKjV2USeHLPAcD+kpa5lN7vyvFNkTpzaqqQXi1YoedYsq2TIo4/6ZlRxW4UJOeoTM2Ny0D6qcUU1KubNG1ti+TwdMyMLINbhyTEMxE7/cngIYHl5crlwtbaiyk461SU2cgjSVEZOxY8ZrmCnP6lfOVXfsFSorBpbiIzHfsUo/cZ0BFI4Au5TtV33SsdQkT0bDs2tjAcJEMNA/LsJvdzxKFWuG8bQkQ21BmJyGOJ97XL8OM6itd5NihUZblph4upZg/j9O0wsrGVC+zBUbS2RSFAjVJunOnnUJ+b+fnrXqOEUFYidX3k1XrYV7zsiIywsYFZn/SxKOxU8OY2Q2MghSFMZOZrAtiWAWk6RVMryq0blueFo3lBZNZL3soUf3vEvA2D3sQ+yVSDqORkWbOAUi8hW9OOuWUtw0x39aK4t1gyvtGcjlUJkTJ8XwSGGgTgPcr5GXwlAyXiyhRrikZkHhoE4CPPJc9+uPO/dpFQMbqXaWn4iscar7ygE7kvFIFKB9gVtwmHKCPg1mzdH9LmfsaIa/pPB1IRtjUySbET4SVZiI4cgTWXkhCkNy2kHUh9D/MQnLDf5kSPR9ZvjKy53duKhZEq7J4Lily6OMswvNvHlC4hAXRjjGnruWUZb0L29WEq6DcmT0ILfae11KUdpEDkA4vLl4fEgHmHMqmC+H2gVtWWMJ6fIPK+wPhVHjBzDgxBMkDkCKZwNRs0mFcbglqqtFSQSa7yUbHEZOLKbjioHjMpZixJOkS0jQGkqDMhBYxQU/qtX4mcjkyQbWcdMRmIjhyBNZeREvXq6u/X3WeC3pYYXpDZT4b0SWK5oA3txJoHhTtCHDXFJby/XeLL/9k0YM3RkPBtO7bb97q9oHT/TRJwOJrkPVOPJK8EhHsCDiXbc9FhB2sA9sdqo4pFE1y4B4F2t7jBjcOgP8FAihWytGNukDaRNXONPwGI0146FqESbTi7HN3zCcMCoeCqo4RSZMgKUJlvLSvS8Msaj5rOosKXT9WGn8Eqj65jJSGzkEKSpjJx6+EF1Gjoa+kveTAPuVYIEvjOlC1sqfCcyG7pff2o2tyOjWG5pEWOewPLo/EmnFbpS8uRUruPnCbMNqqGltAyvwUHEW4GunYdXFOTmgkO0h3gcMrQ0jyd9yjvwPIRS78BzXNWegRZAjWDjic7JsECDRdT9PCcZ0NkoIRBqSjnlWk4jIgSVF/e+MlXJdUkUZ9G+PsTly2tT0evtPWmGOmYyEhs5BGkqIwexPoi20VE9fdWw2smbKfFeNrFbFhTyNMHtGeGFKQ4n2kjXeQD6rVOhQtaX3Y63pgLxMwcSadywcCBwA5b15LC16kaOaOyUQzwOUcEqyXjTnF5BLaB5nvgU+7TxRPbGJnuOkFEdQRt/UEo55WQvm5ZOfUb7vo1g3NWNL+rqksski1JUs84ahd+JjRyCNJ2Rg2jNaNkq2DJt8eLQXWRFhm/fqWZIOFuxrQNLD/RoI7ZYCT01lP2U5vUA+KVvU67397Ck6iIXeTZ0N78NmDHEjjMtXAvpehpyVqPg4VHBKj29wJSeC+9NTHFDYzq8UYjIpUbYAV14b8odaosygk15xfbm1dNj8eI4fx+EXdF1XvNmWXnv2wjGXVnyRL+2bFnzeE9U+IMaid+JjRyCNMrIsZXH8wNWSuvmRwax0GeiWWBjvCzZLOLpp2vXbu9+7OJQG48smy0ZF6OB2IIKNHb3z6o4/ubMHkTTRDZaVOJ6cTbbk6M6ZiotaANevhzxy7Ccdr0mzVmV9eTYgGsLnyW3I2kHzXvFQY3gWvsOiRL/IfuKZU7rOiPvItyRUxrBuJvPW7iZsM9HvUY9lqSsJ6fR+J3YyCFII4wce0HyCgXuhAx+1nmaYwxx7Vr87V/dgZvGXYrvgDtcchKSoTZjWfe7FJttIoHHW1O4J0lgzIKKceJDbPFeu3ijkjFuvN/zYjyKU2kZSKJrOzE5rkewyzPc0KO9gKPdRBuwYSB+NmXgTvB/FyVINE+RVo7IctfYSltUfTxMU81Acz5LkKcrCk9OPTwDOvqdTCKuXk2/Zz3KQdjCM6o6OhAffNCf3ydMqwchoEz4rxnwO7GRQ5B6Gzm25TumdGuVtDcubwtjFgNsoc86/bGCiRuX5aQ2d+93ZdzvUpwvDlOerSWiAwEsPIRgZWzO6tmoyi0tuP3u5VVjg5clRR1P3vh+A3qDTzC5HEkbnqx4mWSf0bkBGwbiHMF8886FMjRZ+gRHZIDNQdXHwzTVDDT7GSh4n7AekUYUTUTU54Fqb1ej94oyhOLnvdA0tbitXs5VavhPB2t0WImNHILU08ixFVZQenMJAPdBGj981ihuWhGMaTAv7CHNNtVK0LZIZal0dVnHsP5+xOuu07KiGbO8EV52YqUWxCJGaF6SwZPQgt+AXuzpIU6IfD7wHqpeOnsDdodr/H9zNNWERBgCoQKbvYr4NCjifujQ4klT9eTIcvbI8svY5wReKYF61W7V7YGSIWqPMoQSVQJsOh0ePK0T/EsJ/1ENWbI+VJDYyCFIPY0ce+FTs1y8m6gotKSapiyrtKmgz82z+hA///lwRxuBbza3iuFO6AwVokMAtSp5lWan+Y6HUXwA+vHvYQk+AP14GhQRQPLkYhhY7tSvNe13KZVVVQiXUVVvoYR7vO53VWoB7/tXxeSolusgOv4QwL2RNyrrJSqG4yADJeoQCjVlndrs/tjZVaqetyg8V0FzR8aQjcqwjo0cgtTTyLEtXypfCTW0FIRToJ5ag9zvVGOq2MbP4JE6PQssBV0GXRgjpwyAs8HQpkCHV+rTnN5NUoof531aBdB5spfhCrLGk7YGqRKmXAfB8Vc3Tw1FdGYgOZ/Pb31FGUIxDCt8putZvAaMKng6as+VyNCherWixOZQ9+8kxKJdSidK8Nq3X4Gf/+3z8Nq3X4HSiRKcdZb12V44i3SNhOffSUAAAOh6vAdKJ0rVv7eMb4GdS/8OAADKnl95/+0nk87z79cnFl0Fv2vJBF5z/B/e4f49AVB5ArFgIgHQ1QVw1VXcz0d/szfgCgRJpQCuvlr55z+FT8I/Jea4/paoDMm3vw3Q0iJ3vdG3Dyj3xSn2e9m19NvQMt7qxFln0edbqeMDWvrRbDJnDsCPfgSQydDHwpZ3kmnXv/e2ZOD/9v4ILntsjuAX/kKdv7zvzZsHYBjWczglnQbo6QEwTYC337aetxlkzhyAhx4CSGrcYXbtAtiwQfz5XqJ6oH7PlhdesMb/Hb5qU5JMxpqX9vuaMwfgt7+13uPgIO19lkoADzxgmRNesf/W02N9T1ZeeAHg3HMBZswAuP1267/nnmv9HcDSc3/3d8HXQQx+b5GLfvvq1JEoPDkiUOHQMgMzGcQWUEtpDTrp8e57IEHLTzyQSJPc71FyvpTBffTghSO0eHKyWdy4LFdbxJTYjqTP9T9xScYIwrAiO/+9u6ULh5bmXWNWHGXkFOo9yc7w/C9NLIwhZr9MG4ty5aWy0SIpJEZ93ToKr54KhRMRo+M19XM4qnhyRONp/31goJYjSKXZIGqd7y0qz5WMd4haqiMKR3EcriKIbiMnCFT4TLdVPJCS7eLXRKElr2GwYSGtpLB5YQ/p+Ywcwx+Nm48spJHzS7igtlikw1IQGopL88oMwgiAmErhxmW5UGOPnZ3ijUYhOK7KilzOZHD7Pdnqux56MMcds2e6Dcd8E99DG9Fdk8sz3f5rz5fKwCPOWmnTwcRbYRDndZho5Pg7mGwK/KkqUVao8duwZRmQRcu1t1d//1Ugb0EGrQp5H+WeMrimRmZZxUYOQXQaOVRQYX4Vq/Lk7Ac1NilqZoeOk6MtG3s1ZTYB4FuL+/H5AcsgKw24V3CQoWhe0svdsCmYH7Y6H5roD//6r/kDVDn+1KSWE4LjUvxDAPj2HX0ujUcxri2eHH/N/X7ZZINkaJmBu5OCsSACW5x0EDy+K5GxGGVtr2aRqJiaKdgOagp0PSro2PdVwaRQzktRGBiy12xEaQ1bYiOHIDqNHBmDomqhP13EA4kO8uYmuwlRqkJTrsfyRpUZWMvKLxb59yEaikNLa70WuxIZfPGyLO6c14NlAQe9lnDXmjWcjlsr3a9wZ9BK39hr4AgxvFj4wlrpMSuOMszfTwM55xebTRsG0SVVr+eiAXxrcT+Wnh3goit5rMS2Yg/iu2J5saETRW2vZpGomJpl0sj9Qsr1qIUMoA7+pYaLojAwqO9uyZKx5dKI0hqIsZFDEp1GjkpdHUTxyS4McR/l+uTrMYbH0uINXLpdeqnwVlKGol8KscDPK1OskdsmTOBrDOLx563F/b4GZWGNxeMSZPSWEwnE+fMRGR2nZI8V5bu3wqDr1MgjonzfW0Gc+lI2I3k2S+G7SuCxtHiHiaK2l0jqjeOJwpOTzcr1we+Zo/I0eZtKtptsuEi3gSE7NraeaERpjdjIIUijPDle4Z3svOUGwpz0Qp0cdWsEn+C0qqFIldAgX8GKLT1Lwz4hBBfS/GxKAtzd2opbb+ghjxn1+VfDXJwOJp4GRfzufBP/obWnBkPVcPLAKHbuiudm5zyLDVvkoZkNBp1zp15UtQJpRAFF3Tw5mYxewyzKmmB2S6eFDmtfUQlB6TQwZN+dtyp8PY3p2MghSDSYHDVQofdkVzwSnNkh2z+l6+nUCKmU78ynbsKbHisoPYtUaQpHe++Ms301xluL+8nXCvKg2WUYdsLZpOtRPWz2OO1J0kHOXkPb+xxRlIEgzVPDwLJHq5fD7twcz43ouXdAF94ORMM2Iv6hoA3FrvEbtDFFJTp4cqLqZ708OSr2rSqYWDfjscy7q2eldKfERg5BdGdXjWVuvI9AhTo1QoC2ohiKBxO1RT9lCo1u7DWkQm8PQD+aBf/VO7SI7smxn8PP4DUMxK+0rSBdyy4KSjWuV8+n46uCvqO7oCepppNhYJnT/5Ld37lzLW8hsU+syHD7gizXcxM0LyLb6QIkyDvD+7wRGxOlH34tqnCHKiYnkbA8NIsW0b6vYt82MlvJKSrvrt5Oy9jIIYhOI8cv22IHdOEz3aeggYPoANWGOJJ1dJC1lR+GyN6IwjLRUut9jUAKz8mwwI1ANQzml9VWWrRE6lrlyjgEjcvgIGIfCI74qk2DdiPVdGIMj7emaEZqe3vgnNvYa+AeUZZVQLsNBnw5d8ogZ0VQPa1BoNTeXjnviY6NKYgZ1/6sv5/Wp76+6MMdKjXBbK9SlIZII7OVeH0xTQtkTHneKL1LPImNHILoMnK8JwMnb8Z0MLEFWEPcedqkmh4tyeUCgNjWJh2cFp3oDyZS0nV/eEI1SvogS7LNVMNgvtgi6o5QaW/O7CEXrSSHWqjNqd0UNBs1Q+xk33L5vgleoG1UqQLqp4NZ9YrVJg3IxVl0VSVPJOg1ruzW1xc+tEHF/DTTBo5IJ7ID4GdnRfUcjcpWEokunJBuLFhs5BBEl5HTCBdjPbMzEJE7a/1IAYPAukHifb5Nj9HSnymcP5R6XwcghblV9DGV5boJ7GuxKLdjmQEZZ/azM8RHJvUrbezC1t9vGTXZLGKnO5SInZ2Bc4BqdB4fP0W+b+3tNbuNqlGKMIbJGZdkWCxa9ArH0uqoT5mq5FFhSVQ3H5W6Sc20gVPHs7+/1mCJ+jlUwcQR4fGlSRajqqfllNjIIYguIycK5kk/oZ78tAtj+GrWxNsqHqqbYVUtc3FYzSkQXZlXthL4wUxRWMxqQw/J9533XvgbJY2fCLu7sQz+2JgyAB5vTeHwygLZ0H32ej2enDJU0tkp3/eZC6FT+4OaM6OPMSmguPu9jWVXATgOLYo7i2xV8qiyglQ2nzAVvxuRbuz3DKoemaifQ3ZahfGeBN2LatSFmReyEhs5BDkVPTkyJz/d4pzAYiI0a/Pb+OAqrffWwd7sVQI8/FRYUjbbm2Je1MPFD2FlfLZ19wZciGE54+9t8Bo/VENXBylikPFV03wy67RVlxe1vj7rRiGRsDugy1WBPuyhRXZOR5kVJLv5hNV5zVKDK6xHptmeg/deg56DahxRjLoCzeGuZS+MjRyC6MbkRB1rlj356RZbsQURoSFYGT8bl+W03Zucoj9a5GodkRJoqeCnnrlBf9hvW3cv1xAg1UdS2NGohm6YcI3rGWSbgCOJ8m5HkmolUBDAMnIUePxtI3Ul9OB0MDEJTKuilvVOUvRMiFcq9Uz19l5HKRSG5GYwZEQS1qsmYxz5jYVhILa21m9exEYOQaLIrooy1qyzFpWK2IqNSoRWAhBS24vED1cSxN68rbu3FhPS0YFsdb5uLtSxB7Gz0hRvqhiboBq6Khii0M32qPj2R5AhtiyPx9KKxVnXrVPy4JQBcBDm1xg3uuaLynr20zM6XhF182mWVGddItq8G0GmSOmXU1Tfhc7QkuwZIvbk1El08+REHaONmhE4SOzFdCvQ+lEC8KW29woFayRib97W3VvdmHib1Tegt74KOewuEDI2QS266h3LA4kOfBda9ZXxcDYfI0fUH2f48Kc9chxHZQArTEb1oQvaTuishqlch5aQR3xVAlGRnpHJFgq7BpopU8p+DQMDFkh4gFOGTEXqBaBF5E8lqoGl6lXTZajK8g6l0zEmp26i28hBjNa12WhPjj2ZryZ6cmQ0pxhrZG1WQ0vzY/3wentGi4jjxvkWyCwD4FzIIUBtiv9pUMTpUKntpOulhfXnVzE5akd0qqHL85zJEiaSm09JD7/+2GKaiCuBtpNXMUOGERqxa4WtLMBx9dBiGEqZZF5RrS3H0zNh7GIVo0QGjBqVTvSDWYXxuNQTQMt7hlRKfF+vgaVqrOgKOcrOu56e8GOGGBs5JInCyIlSKFXF90Ma84MKRVOIYhgWjiUIkyOzSigYkZPQgkNLBRifvj5SPw7DFJwL+Rqwcc14avBHs3UaEHgVdl8VQyesofv6LcvVd0xeCyjpQRHGEOd1mKT77Yc0bs5W3qEGxG4JAI9PTVsGdRCTnIKho6MquWrNKPv7PT3yRkiQ9zrKcA8lRKLqcalXOE4BKlZjYKl61XQ9o+wZQpfHPDZyCHKqGTmI4pOfs+2EaNPJDcMqJEk+7QfMaqqHqgRQ+1yMYXn8ePIKI2cFhfBHW0y6ncHXz2QQ165FfOQRxDvusP7rLUnAqalklXEQjZEm8DljWG5v1+fR0eTbN3LMl2m4BID7II1/0lkcG0bV3Z/Tjk1JWdXo/b43ZYpS6EoH75VKzahk0v1vWSPED88SVbiHGiJR9bjUA1itWl7Cbl7yPVlMqK6Qo8wZQmcIMzZyCHIqGjmIiEPLalOfvRtdCRLSoF8ZYQwxd0vet4ijL7W9QzNunkXzxHD5ZSRP6VKbNqHv3qMviUnX1iqiVARvSQJmVcfe0jeIv5qbxfcmtAufrQwcQ1BVKh6LUIZOBChNv9BmCQDnwyAaOWYZjH19lvF4553qz+C5B+m7jz6q9ZllJGzNqHoYIWHDPbLOOVnvAfX62axa/1Wewdu8BpYKJlRHwozMGSJmPK6znKpGjmkingZF3A8dvif6Y2krpXq438Shhc/i7pn3Yunj5yN+9KOIn/sc4uho6L5sXJbj8sH4UtuH1MKuUExUDGki7cjpe3FqGtnqfDXsFmQUlKdMod2bR1SREBtQdm0vu86TDiAEW51HBklaf73tmmv4JT2YwwDp65MqqFm9xEO9WErwDewyQK17ohFNQqPrZjBnjBzF5bawRogKX4rMlJVd9rIeF6qXJZNRH6OwqotnYKksex0JM0EexFRKf0ZabOQQpG5Gjgal7pTBQXoa90hSwEhst+7u8I8nQ20v8GHLeAtcoNooGdK82tHHyCgD4L/96TzSNck1wJw4lqCU9EorAeDBRDuWOzzvXdGjEpqoz3tfw+CiKssyWlAFyBBivik3HyvBuRmtnl9bKFQHg7mOpaGCnzAMyxlJub4NQpXF7kTtyUG0jIiorq3yDN6mM8NLx5lIBKDOZqPJsouNHIJEaeTYJ7OtN/bgyUlttTM0hGlrmvQ0booyZzd1hz/0U1ZJ2CB0pbk8OQRmYC1aPsDIkGYApjY7I0nHjqWgFXWVgEDD8A1/ubKhguaZhjlUt8bZAZ2bgZg5PDyDuQ4okqwHRMX+FFVOp+BJKFNe1SMVNS4n7PupZ5o+VepJnBgbOQSJysih1jCqKn9JYQzxpjZTixK2N5drYU01pXpaJ4uG7CrkRi0E1VazkMTPqHRPJ6FD1B4jUZs717q/rrCchFZkDPFLk/v1zLP2dixO7SDU4aotqKlzDtW9eXZApxFgM4eLxkQHiDys00vGS6Fqf/rVoVVh6/X+PptV23TrkWGlwSl5yhAu6pbYyCFIFEaONJOsYlC3528Z7ocQVPc+bSdkcA4Y+g2dEBu1zVUiPNlyspBCt3xeS99DN8PQu7kTtaJpIt4Gmjw5Eo19xQfNOVC//vh57VTGmjHEaZ1jHE3fhwWka4SlAzAMy16X6baKlyBK+1M0Zf3gfalUbWRUJmpbL8JDHuWSTDsVSmdEIbGRQxDdRo5yTSAFU7y/n06MJttsAr772vNyCzjIVxlCC+6ETHBlcDsL6ZEB/PmfLw43Dr2eApqaNLiSV6mrywLwZjL0qt8atKIM9ktnK07x8eb099elDzaIW5WMkbcDbs76Z0WKmg4G82IR0QvT8uu6Ct4jynOA35TlMR6L8DSyz1aPcj32M1AxQN4We3JiI0couo0cVZBm6dkB6cyKgYHoN6CT0IK5m4lFNg0Dy54jVbmjw80wVsW10DeOMgD2QRZzq+SOS9QSGDWtrQ0xx3lmxrA4NZznLBRuxzQDs6t0a0XTDC7GWgJANi6AN0ZjH0vP1seTMwjz8a5WA0dAQD3r13g7YEBI1a9tWkF7X0FC5dBRLUUTsnqGjimLiPrT16Mu1xN0L13PISP1xNaoSmzkEES3kaO6sXozoCiZFZQNSAcQlkvA5xWKArf9xJLK/lttWSVlsv3u5fTnbG1FnDcvMOuNrc6HMlTKkyfj9nsUj2v2UTYsCYpE4Rh7s5gjBMdang72ZYmxln1ejwyviHAnrbzbg4l2NHIMi6MMdyc65Q0T7w4YAhy/D9JYWKtvhxFlManiVpwShZETZdhM1nBS2fRVfuf8je3dEXmScjn9xkiji5JSJTZyCNJoT469YapkVtgb0Fh2RsJzDT0ZP5bST4m9S4zh0RRBgTtOtyxfmzLrbSUAPNaRUQNdMobliRPlNCnR97ytu1d5THfftBBZkeHuhEJNKicpRkULlp4dwLcW9+PQogEcXlnAcifB+OF5qXzEMKw5xvNo/B7arJpijImL7ag2wQ5UeCR6I2frTVaoUsUz+9qCfq1h2pXQox1zEdUpXXe4KuqwWRRYFq+B4sXaqBgLIk9Sb294g9U7F/L5+hUlDSuxkUOQ6DA5wRuYyMCxGyWzwnY/z4baWL8f9b9KWz+DDwZlBVNOa1WOZUaO4aOQ5RIJWozBIVbUunVKm9uJthSytcEcRuuvXq40hkMLn0VExCdmyFfTLgO4gdA8CUrV8OKMCBIEpD+YSFnGeFA9J4ln9atztaUvWgC4k1VbxjNbBmvNucpJ2BJi958OJqWuaVOIbuBxOt08dacohiHFySoqXhpUQZ1qjHibn1HF668fh2azpaxHZuS8+uqrOHPmTDzrrLMQAPDHP/5xzXfeeOMN/Ju/+Rtsa2vDSZMm4cUXX4w7duyofn7s2DFctGgRtre34+TJk3HOnDm4b98+1zV27NiBn/rUp3DixImYTqfxoYcewpMnT7q+Y5omXnTRRTh+/Hg877zz8KmnnpJ6lmizq/xn4Akedw6nBWVW2BPVWVmbmvbLMzBE7WCinWtwKW06Fe1i18DyGmhHUyED3iEp/I+m/I9brMhwT1I+jGG/y4EBNdB4uaUl2BPD01zpdLCBJHrOACC9i2U5bJqIswnGX8qoDtGG+00lT850MGs3T4XdvwyAOyCDSWAqxc0bIoxZkDZdr2FgQL0fOrOiKOEb2VTwTMZakioV1GVS9Z1GFS8MptKaBegcmZGzZs0a/NKXvoQvvPAC8oycX//619je3o69vb34y1/+En/961/jP//zP+P+/fur31m4cCF2dXXhyy+/jJs2bcLLLrsMr7jiiurnjDE8//zz8ZprrsHh4WFcs2YNdnR04Be/+MXqd7Zv346TJk3CpUuX4htvvIFPPPEEtrS04EsvvUR+lv9/e9ceJUV1p389wwwDzgNmplGZGcgahERQfCGSxKBZAsOCAuoKrLpgFILCbibiaNRJOGN2IxoeZ48HlexBiYeM2JNGzQYi2tAgIWiCouElohhAMoKCwBCgmZr+9o+eKrq663HvrVvdzXi/c+6B6a6uuvWrW/d+9/fMZJ6cQ4FK7L/2ViPj8cb72Bwo/3iv+5ueyvI33MdGPHaM/A8ujYIV4Yo0RPnfkiQ9saYB0YiGSEOiNpMWiXrfKowf72l2ZdEkbapn18ak1tyKRj06jbMkzJNgj+ApnGrcX8e1d42c5ekZONUNS5hH+cx9vCbGjbOauDSzeptETelmEMMnh+08OnGcQGHj41wzFVhBkjLPaDLyz3iNimIpMupXfkq7fvJy5kAgoRyV1cdcCVnPiLnKiuRMnDgRd9xxh+1vjh49ioKCAjQn7Sx37twJIsKmTZsAJIhUXl6eSbvzzDPPoLS0FLGOWjgPPvggBg4cmHbtUaNGMfc/ExmP7SKmWBeQQ4FK7qynPOfmnfhTEY04V4X2MnsJ1/OZP9/zm9xOlIgWcyAIa29g2w6lFs3UNOBrvWNoo3zxkPIM6Ix5HemTSbDnchBEicKa8+Yl/k0uh2I4r7uPOVGTrT7e1t7QyOXbZqnJAWz7bHXeQ1RhIjgZfuxC4F3oS0szk3/GS1QUa5SWX1FldnKoq/Pneqyt02tyTD8mM8lpb29HcXExHnvsMYwcORLBYBDXXHON6Zg1a9aAiPDll1+aztWnTx8sWLAAAPDTn/4UgwcPNn2/Z88eEBHeffddAMB1112HH/3oR6ZjnnvuOZSWltr29/Tp0zh27JjR9u/fzyQkP8C6S3RNgmeBWKvzAurmD+Q08afdh5YwOTElQOSYvay0Ycz1fGIxeW+0Q5lhFrNVG+UnnHNTsL4xmvMzDS9RSSbBIloQpqaXQ7FKWWAzznmv8XleEBvvD7FnLafEO7qXatC3WrMf3hYJK/dSNeaVzMFvv9mARmrADRRBHmnZfOxC4NEu6KaaTOWfEY2KYk3J5KUQKu+rLltbxttyiWhnheS0tLSAiNC9e3csWLAAW7ZsweOPP45AIIB169YBAH7zm9+gsLAw7VxDhgzBgw8+CACYNm0aRo4cafr+H//4B4gIq1atAgBcfPHF+MUvfmE6ZuXKlSAinLSprj1nzhwQUVrLVhVyVv+ddgpgf14NYifZRpeUXXTK9Z2coMPhRJixY6IzjtnLztmVq57PbbdJuXe3ekp2z1D3d9p4v40PjddQlAzojHmTW6aSYNbxLdSSnAw+HFtnRBOmPjsRkrPtorG2IfNO0ZBMWcL1hJUNTYg0RBGNaGhuZu+eqJ+K3+AZzrqMRDQtmcjfwpulwW+So7/quVC2LZdMplkhOQcOHAARYfLkyabjbrzxRkyaNAlAdklOLmlydGyqD+PzAFuSufGlEaZBJpwIz6LpC4VbtuFw+GzK+vlUl15yglFP7LawMtfz0TSgqMhzCH3CbOW8fbHSOn2aX+NMxryGoghs6UXMfzpRcZKj0zPhquPGMSZRVZUgDKJZxh3a53n2NbbaKaGdMx1PFXi8eyOaeRJW6mkAljXhtooIbqCIUTvOSZOzcCHHA88gWIdzqmKUh7RkIn+LSC2p1au9F0JledWzXbZtzpzcShCYFZITi8XQpUsX/PznPzcd9+CDDxqOxdk0V6XCT58cHmyYweaE/AWVM+0WZWpy4pTwEYhG3Ee0acKKJHasvG8Ea9+Z6vmE+UK1mWYau3vXCcR9idw17S/YxIImC0tkWybosODF/LepPowvAtZ5cJhyOsU0bJkXQayoRO6s29jINdbdxkI7EWI92DYc7wyeisOBciF5uqkK9lGVpU8OUe5qclgqaguW6QMAW22XTPOW6CsZicgptGn3qsdiialklkdffq99KTcP96wnCMya4/GwYcPSHI/Hjx9vaHd0x+Pf/va3xvcffPABrByPkyOyFi9ejNLSUpw+fRpAgjgNGjTIdJ3JkyfnjOMxD3iiWNopgGkVYcfJwg9/iEhDNCOyYNVCsdbz2XdrnRwZWJmHklid9noEe6bMSVTRTvrdmfPKsHPUj6w1J7wGdsEZXYb5T3fCPUzm+3PVWCUjFJI688aJsLNWzvPVI+p2jPoRx7soIE+GZ65rT62ITq765AD+1XkKhZwrlRMlsiR0xKQIQ1RTkpyMXFYGBV1uVgn/eFp1dcKNzQ8tU7YTBPpGclpbW7FlyxZs2bIFRGT43uh5cFasWIGCggL86le/wu7du43Q7g0bNhjnmDFjBvr06YO1a9di8+bNGDZsGIYNG2Z8r4eQjxw5Eu+99x5ee+01BINByxDy+vp67Ny5E4sWLcqZEHJe8JAS3cHRTbPCE+LM0rb+JDNbSKmaHEjMq5K6ugiUV7Dc6YdCzhm4kptAwRxp5r+k8wlFvOmor5c2JtuJcLJQLDHLESoz/a3nZlo3fiHztbnlyZEZOk6EY1RiMl3lktOnHWTXeeLZB4gmD9Qh6iaXPDXwFtq0yyukZzTmISeBQEL2kYhZge6Hlin5mtkal76RnGg0Civn3SlTphjHLFmyBP369UNRUREGDx6MV155xXQOPRlgz5490b17d0yYMAEtLS2mY/72t79h9OjR6NatGyorKzF79mzLZICXX345CgsLcdFFF+VEMkBRuGWWTW0mzYqNYTt6eZ200fzBjIUZkYMb4UtbRNyM+pqGf3QrF77vOCVMGNrJpG2iYIiDbaScm+dpcpFTToiQRs9Exg3NzewlsRmfEe9vVt2+zDI3E6vpmEeeBgRijb9Hrxt/5pLTpxNkOQeLmI+8aBZE8s/YLfAPPOD++4qKs6ao1IzHsRjfvbtpVWRrmVJbNjSMqqwDA3KJ5AAJopNq57dr2xvO6kjTQmk7jKUyfXM23pc5ZwD7iKUUcwCjJ6I2x0N6z472eSCI6OV1iRpR5eJ1mlITAxqwmoUkGL15zX+eQvdZ4feMy9C0SNSya7LeGUtzqkAYzq/pThA5VrrIKciMfhIxH3nRLLD4FSVfx45UsGpOnF5t3ntn0ZY5aZm8anqykSBQkRwG5BrJAYAzf2Db7WmRqG1Fb92/QFsekuabY2se8imm0zViqdmmIrjV7KNpOF1cIdV854s8fZAljyZHSui+G/zUnTO0dgokTFM2snU373l4vgIkJ0zjjT9z2R8HkB/95CXLgqis7PyKUpsdqYjFEmYzp9+yVGdhvfdZs/inCjuT4rlW6kGRHAbkIslxS1tvTNKxmGP1b/24TbObLbUioiUJTPA5ptPWbBIKoT3PwRPRYjunVw9nue9MkCFWx2lPcgK7+S/WGpPqu2Pd0ewm+kjkuXG3Z9iTvYQcvghUsJtTkyFgrqqj+cafuZJO3wos5Q944SVk2ksUmt205lbdOxxmt8K6kQLWexclF1b7KR5NVnLrdD45nQk5SXIA2xTwyTWVWB1qtUjUUivCsuA7Zlv2Y1Zjlg3j29cxA7DmUpGZa8WtsTpOu8HVvKRp2Dax0TGJ3aZ6dtOmU79dfXkkJvoQIaJxDgLupElkNqemCYjP8VijPHShWOpwzhrsFI2s5Q94F0LRRZcIKCvz5MrGrVTlVVC6EVbZRUZZIaJo7XTRVZ0JOUtyABtfm7M6Utbq37rvTtoC9FJ6CdzUSds2PNivWc0NmoZ4VTX7Atcxk7Au4KcC3YQWXJ4WJwfNGCfczEsfjHOOP01+vl5D95l8ebxmeU6RI9dxjY3c49GJtAklgAS4QsjnUr2vrxMPnJS2fmodWM1HTs3vfC4iCkoWWfgVks9yXZb7yc9PxBBkC4rkMCCnSQ7guJ1grf7tmN8m5fzayRhbVI3fulQ78BqNO64vMwO01xYnwgc3zfYsChbfESttnf7ZnqmNpufrRZPD7MvDOG7ab78DB6+7BbEic3ztyZJKHKdiPo2bl/hlhmcgFIXm4njdRnkmgpPtCuRuSlvWgpGi5jaBbA2W/fRLhjwKSl7CKjsknxUsofBufkV+Q5EcBuQ8yXFANKLhc7J3puXJVMwN1h25TCcCDjNVOxFOJDmX8kbM+O6TU1npeVvuKQrIYqblDt1P+53ds0j6HasOPhRKK2R5lErwm4J/Z7q/L6kMH46t8+68nbwJiETSE5B4QfK5V68G5s3D7tpZ+FnpQpOJyu8FjSEDg6vS1s3RVm9e9jx6P0UrcPupDeNRUIqQrUzU67JDtkgWCxTJYcC5THK0mIbDec4k5ziVyM9xAmRck6PFNBwtZTdTxYmwtTFs+v2BPL4oM7driRZ/lCUbKdqplD6I+Jpwa4DcdPD19ZYRgzxtwwwJ6Q7ccvn4ZAPJ5ILGEjfA+qpXVvrvPyLDb90PvyZWGXlNVpgtZJNkOUGRHAacyySH9c3aPrFR/rUz6BUXDgO/KGI3U8WJ8Ezx7LRLvzTRvdAka9NNM56Ijkctl5R8LhZ94PU1EfLlsVhd49U12PrTl3CqJOj5GXl26p492/06uWBH8gDWuAFWLUVdnf/+IzL81v2IUGNxkJZRdkLBDEVyGHBOkxzG2edwoNwfbU4GvOLCYWAChbl29e1ElnlQmpqABuJPBPF2ZS0OBcw7+r1UgwkUxgTyUGHb45ZSSn0ymz7w+JoI+/IkbQ/XN0YxrTyEg8QWf2tfIVxCmDsLwUlu2fYIFgBP3ACP0tZv04aoqUria2eLbDkJf5WhSA4DcoXkCDkwcmxrZIUrp8HHWU3TgD5VGvaRe+g3y2wWjQKTiN/Eoz+PpVOjmERNuIEiuIEimERNGE5RFFAM11MUu8bUIVbKmCTDSznmJDiZlxy1TBI1baK+PDrCYeBm4itpYncdzwkL3cprZHrl9Ak8xIVXaeuXaUPTvFcC8TtrtJ8kL9smo2xf3wqK5DAgF0iOcBp9TUureG3X/vqNW/2rQ+TT6I9GgeEUFZ/RUvTSmgbcWMJ+vnjHc9BimjHRT6Aw9pH5We2jatxM4cREH2MISSCSuq2zMy99MK7edWupaQkHdqsaTrx94PXl0TQgslrDuOIIvqByzyYqrmroVvCyir7wgnEO7bXX0fL9O7Hv6vHYfe98c82zHAFv3EAuaClkmKoyURrDLsmelynS55yrOX99OyiSw4BskxyvafT33MVvfvk8r1JO5InPaGoS07wYzWJ3/dgcDQeJMRSECNs6/JmiUd1sZv+sJlD47CXDYaDcgoBWVPjjrGqnCXTYWobDwD0V6aTtdGlQKPkFjy+P3bV52+9HLJRH3r2sojNnAuEwzhQVp32nUV6CcOYQROIGZGgpvCz2slIsZVrp5pUgZDLnqtXzcUsOmE2io0gOA7JJcrhCbx3OcSxQIv7G5wIdt4GoJqedAjgVtDbFaBowtbiZO5ngi8uczWbtFMBeqsGLyzTzxSKRRL2ihobE/7NBKi1mrmQTkZUs4kRAPf/CzGJ2lWGeihNhL1XLTY/gZRUdNcrWPKh/nktERzRuwAtJsVrsg0H2rMSykmVnsjSGV4KSiZyryaH5qYrM6mrrvVpyy2bhWEVyGJBNkiMjjT6AhFZGdLFweduEk50ln0PQJGL2yeEL/X6zzn72CIeBJprIdr6Obd/meVGm4zfPi3LLJ9NIlqtT+oE4kfRsX579rJLaL0sb5U6uHlbReGmpI3GOUyLBn1fTFQ/JcDs2kyYollIBbvstWWXPMqXJYSEo1dXOqZdYh2QkItbHUMi7nxNRwkKfDSiSw4BskhzW0NvQuGXOk7nXLY7NdkDYV0iHpmF9YxS/Kq5Li5o5UlyNrY1hpnowvLv++VTnOpGFQxoOB1z8QJJksvURtme19ZEcrqDYAS4NWTAodZvm2c8qqb1dJ1nWmgZ07y6lb3Zt98yFwt3jMXuwHpuJRG885MSNXDFUxOCd5nyDyLSc+oxYlYvl5e7FQ1NRXy9vaGdLm6NIDgOySXKWTo0yjaCjVIp7KsL2L3/HLBL3UtyFyLTF8eorhHA4LWOt1Xkc7+vsqXBPRZjZl+Zfg1GmF067aZwzyUky10gpoZEj4PV12rLQLM9U7V6slbEUiMC1WcerNPz0p/Jmfou2a+QsoW7xmD2ctCZWJMLvqBnZJQ9CoUTNJB7RZyOM24v1Uy+zJrp/ddOKiQYRZvp1dIMiOQzIFskJh4E8cjYZ6E2vHn0zORACGVXsms4W8vTkKxQOIx5wT7qn+7Hkk8Zkm46ujuFkSaVjjpS9VINwiGGWZnnLk7Yn0Yiz2Uy/tiwfERlmQjvwalMmUZMxaVpp99rIvOJ8mleNJWMTTtixk+b7iKzWPGty4kT+bck1DSgokL8CdDQRTQ6PXwaL1sRJdH4QHpHF3m3BtHt99ekvtdB7NsoQeFWwV1cnCJ1IFXYnUqdp7GU4eFomfZ10KJLDgGyQnOSJiDU5XTsRPqdyTKyMGAseS1VxrrDcjpnFk6+QpgEV9qUmrNr1FGVfszrIXJwjVNmyj6yG6A5jt6YltElOYdLTKtzNbyzwbCZ0ge4Xw6oZW0J3YTI1oYEaLbV7qc9azwTdRBPToqcO5FVjynkhJnJv1eLU4Ufm54rFWwSWtd9E0Op+zN0dnkgoL9VW/AoTFlns3RZMTUs8plSnWJ3M8JI1P8idDB+ijionQntXO62YLAduljHlNxTJYUA2SE7yIBNR3Z8KVuODcfXWC+HskPG2bp/YiHYid1+WlLdBKE2/DoEFYhI18b0kFrPxqWANtGbG2ZjnLW9oMF32Zos8OXupxlnLxgHPZkJGhMPALdTsWpbCqoI5z7NNJ0CJ+2B2/E5pp0sEQ/B5PXZTVQESWpwIyMvjzu3Pk9Nm2TK2Y5ellPbyM0yZpeRBanOaC6zImO6TIkJO/MwB49XvRZ+am5vdo5xYZSkrFD+5ZSvptyI5DMgGyUkeZCKq+zhZ10yyWgittAJus5inNP09e3Lfz3CKGpM0MzKVcCOJ5AAJMfWpSphc9IzHfavdzW1Mt+RqJjybnFAGwmFgUXG9/xXXLcbp58Q3Yx8OlCdqsImuYr17m8/Zu7d/Hq5ubd48ru7zaGcWLmQ7duHCs+cXDVPmeQVZreluPjmyyZif5I4looy1RaMJpbLIb1PnVT80OQLZJqRAkRwGZFuTw+qXk9p4avfoZq2do+sQK0sxUVgYq4XT9HO+PXEiHKIK5JFmvMh++qII9dMiNtMvR01Wcrn2Bod4Tc7OaRqwZ8oc+bOepLZ1fIO3ceBGVtyIjoyY5dQ2fjzXLbDmtInFgEceYetCsiZHVmJAN+2HmzjdiIXsnDF+5qCRFe6ut6YmMY1Y6nPzo29EZ8dfpss+KJLDAD9Ijts6kzpYRYpGujXb3DqMi6B9mv4EOdk02yIjLqceVCc5+aShpgbY+IC/vigmGbC85eXlGdXBspoJ24msZdLcjHiKr1G8ikHv7of+mqF9QeWORDpeLSHLWXGxcz+Ki91NV5EI0KOHvHu/4w7uW3HThEycCFRVsXchmbuLlnhI/Z5F++GUeM7NOdiLv1Emzidybtam94E3vsQutFumlklvqc7Mmcgzq0gOA2STHJ78FPpglRZSm9Qs/WU44WTqOlVZne4DI/hmX09R/HpcZnxRDLCYIzKsg2XV5LQTpWvS6q3NToZZU8bqIbmddWROd+SOkwTn4tWr2fqyerXzeWTLx+16NpCpWEqek3gWe5b9QTCY7nZktbfi1YjykjE3yD6fyLlZWqo2iWccOOWvCYf5iDFvy0TYviI5DJBJcnTikkcabqAIGqkBjdSA71HEMkxaH6yykqMlN1lVx7XlIUv/H/0zE/nQNKG3ZtN/LPNc3kII4bDtTj8jUTwpcPPJsX3GIetnlHwvsW6l9g6vonrwpPPzHK8/z9ByzbJ+1T8qJMX73nEHW5/cNCsyVyw3zZEL9Kgir91IXoB4SjywEqJg8OwjlOXYmy1Njkg2X5m82CrJn6ax+185yUPWeHIbC8uW+WPCUiSHAbJIjj5RTKAwPqf0yIyjVIrp5SFL01VktYZPA/ylC6w+l0oIXMLB40T4nCrMeWk6NCQ8C9/umQuZjpNF3Ez350DK2olwqtT5DZXtn7OpPswsu42zEob6VBOV7ZiprLRfWYzQfP6xx/Os2zvGqE6ONU1OFXRLjB/P1i83HxmZK5ZH8ibTnyKZvLCWeODhe07hzyK7fB4yJuN8yeflfWwe9w0gArp1Sw/ySyaHMjVR4TBQWipvmNs12SYsRXIYIIvkRKN6lWrnHfXeidYmEDsfGCctiu+mHUZ3/omVEfPEEg4zheDGKTErbbyPLe5VhgnOBN7FK+UNtYq06lMlGGl18mSikvXIkdjfewhTf7YsjHLdg5Gr5SULf6pwGKeL059Z2ljuIEJ7pjZi7bcbuGe5Q4GgfNOjHebNY+uXW7STpgElJd5m96oqKbO7H5bFZH8PtxIPvNmLnTITizj2yq63xWK1FnVAduqr2zW7dXMnh6zRVix1rQQDY7mbbBOWIjkMkEVyElWqq1xzjsSJEkkPLLCpPozDeQzkoLrGMk/Op/k1chcQxlCNn9Mj6SrRDofN/dfeYpmrJ05nR7usQqXc4DVDJL2hdjlz9lE1f86cceMsxwqT+U7AlNJG+Yl8SjrCYcQt/aEsSE7SqsfqKK2f61AgiFirtwKVXIjFEnlpnPrGmrdmzhyhWb2dCIfygp4Lc+rww0c8eafPGzQho/E69squtzWRr1avlL7qGi47OTrtEXXSJcvlDBAnzyKZk2XWEFMkhwGySA7rQg2ixPbGyvTxkn1yNv3zl+hW3FYRQTikGeHWG+5rQvO9Ebz+k4gUlb8+0e35NptPw1K6w1ElqjWHcSpoPyt5LiMhCpE3O5CI+ple3uzoKM2c/diC4CQ/b1dtneDsZERoaRri1c65eT6jIP6jfFnauOJxlPbFeZwFbtnYWJ3LWSK1HJosgu6nJocVsiNz6ur45SDLTMyTDkm0bIFdX+0IEKuPTAOjIpWleCcree7Z01w1PRYTd16WkSFZkRwGyCI57cs4t1j/93+m32+aHYJGLrvOpLaPEqHVevHKdOdNMeNn8ov3X/QTpr78F/3EXSXqMit9OsS6WKavC6Sm4UQ5u6NvcjtI7jW07OpYGbmApi91dRhO/S5NW6dpiFfx51kyIrReZ9N5D6doer4Nl3xKevMlDUCaUDVokYRfT6QhimhEOzvE6uvT7Sb5+fzRcx4SBMoytfrlk8OLcJi9Mopbk1zonhm8srTKNyNKtPTfLluWcCBOdvtjJRysJCe1WfnFeHHCFnVcllHrSpEcBkiLruLdYl18sfHThD8O3wjRd/Rzqd5Wo8Abhpu6Q6uj+Ux9qaP5THZfW3Tstu00WPuvvsnDyZ2xtZHd0Ze3vf5INO16rhmoLdqhYTc6J0cMh13LM9i1T+5kmyknUZPlpOSUT6mdEokLfUnomHL/qRXv91G1ucJ9LJZYTWbNSvzLWVoh+VoiW1deTY7TAiojGbMM34hYTF6hx4ULM5tEDuCbslnCuFmdat1+y9qvSERe8U4WM6RdOLqoCVVpcjIEaSSnI1KHeaEpLU38jDNs2LyQBNBG+Y5mHtaEala7msnE5hA8mZaJs/JYzNk7kTpC1X+8XPACztA04MkSf2IoV91pFopdXSrXdvXV7jdi4zjs1raOZyM5Vpqc5Pti9Q+TntHa1p8oQbxk1RQzIYmBaD+b46iBFTG1siygXsN+ZVXl9iOpXCaSyAF8i3Nyf7wkQ2T5LU8Umaj8rbR4TokGne6Lt9yE8snJMKQmA+TZYlVUAOD05RFtDJTZavfAmr/HaQF0BWOyB9ssvx6hxTT8+t8j+IJ6MpEPHo1JsibHC5nFZZcx3owG7fUIDn73VuY+7r53PuLl5Y5EeS/VoG+15jgpsZAX6dXVXf2J2PruFZtmhyyd60WiHVkXUJaSBNXVZ/0nIpGEA2pDQ6JFIvI0JuGwePFIp/77TXRETDReSkHw/JYniiwUEg/+S523RZy6RWpqqeiqDEJ6WYcrr2R7ymPGAAA23JeBlPoMaharXY1eV8vJKTVtEeE1VM+axXQPlll+PcJq0ZVhuop3yCXZJ8czmeWcFbSXmqGRvYasnRJRVk73LlMb4kt1dcZVyhMJZ4QdgVt7QyOz1op3AXXyqU5dCGUl5LODaPFIp+Z3ZWsWE011tbkPXhIS8maWbmxMJ4+phMNrFmyrpcGvTNR6c8rCzAtFchggneRw5OYIh4FxZVH5swPLG5cCqxfQLrEh6KxDcPICaBlF5TaTsqbt7GiyolTsFl1ZJOeH5ctNLzJPuLVlE5jx7TUM1pFbqfe+l2owrcI7wfEteo5xdrXzJ5KNZG3W2hsacSDP7LvjprXiWQTdzBTJPtXNzdbHyMxZ4kdouX6vfoI3746XBHysv62rSycueoSUlXkp2/IVifiT9VwVyWGAdJLDmJsjvDxmlIBIaEvERqtGeVJ9cgIBoAvFsITucjTNnKQi3NuzyZgE7EmDjZebvlVYvRrIz+fL8usRnkxHjO29qQtN15RilhSYGaw0DM5+XIR/dCvHmkci5gglD+DNg8ScBTmHNDnJENVasS6Cy5a57951ThwKyU/IZwfe4pGs9+o3rLQhVqQCyIwmx+458ZgrWc4n67mLEFxZmw5FchjgRxVyt9wc2gP1pgGayJScHqHC0l6lsdKKHIbDwBNUjzbGUPY4ETB2LMIhZ7OWntnYMDanvJ1nioqZSU6yJkc0hDMTflB/v6LWdE3WcGs/ZoZkDcMHMxYyXUuLRN1OywxWLdbGWU22KRFOlVYmVmzTjek+OdYylemTw+owrcU0fJonprViXQRZlZ88zsmySKDMIqL6vWYCduahVEW0l9ISLGSAlZDKyJdkt+8UiXDj1SopTU4G4QvJARJEJ1Wj05Gbw840lDqxs7Tn74zIK3LYUcmax2QTJ8LhAGM+8MZGyzeBVaNyKBCE1noSWLgQu2tn4WelC9GFYrYTkh1ETUc8cjkaKEtbyJzCrTM1M2xvYLv37Q3y7DuspHLp1ChuJvsItDgRMHu2+eRGdFU6yZfpT8TqML10Ktu9WpldWRfQZWxBj1zOwDLNeZrGbYW2bZnQ5AB8EVNeSkt4KfWQPA14zXyd7ExtRUyrqtwTCFrdm1t2BZkaJECRHCb4RnIA29wcdgM0j87WQbqBIthHVe6J1gJV2PhA2HuRQ4ZQbqvGRYo8hmDs7XVVWh/bKB9zqZ55kgHENTm8/jpWC5ndgnm6uEJe5UEHRBrY7j3SkN53UbhpsXTtxtd6xxw1gsYzeOAB8wUs8uTI8ifiMT1pGvB01zom+dqZXVkW0FzIeuwGWT46mTAzikRMeSktYffbOrahYxAPL3LVSS2rBoZ1A6lrxOzkKDtqTpEcBvhKcmzAOkDnUr3rwiqtKKesrZePzalY6as0FsMpinzSXPmAV9ORV/8hS9OH7MqDNohGnH3A3LI1i8Jei5X47KWJYeaUBSCyNF3ZZjwWBK/DdDSi4SCxpQF2cqB3W0BZND48+wm/opjcfHTcql77HV2lQ9TPRkbG4+Tf8kZfeSGRyedgOZ53GpJdX8wOiuQwIBskh2WATnBQ27tNtiLYXcsWyu3UnMocnCnlT1R39vfsGqN9VI0JFHbdAdotul7uM7VxR4JlYGbQtITPixPhYK67xQmnpIFNTcAk4tDBZ6AWAK/DNKuW7FAgyBRO7rSAunFiHn8cP/PRiPjo+LHjd4KXiCnAuz9L8nl4/H1EHL29+PXwKpRlycUJiuQwIBskB3CepNzy00hbVJP6soSm8o14ixbvWCitFk5tDtusa12egr0P+vXerHOfIUVKLIAIH905xyUHjQfS6XVmYPi9XQX1vVTjT4bg5O7ZOPBGo+zJJ43msy2Dx2EaYPd3+tOwOin9c+LErE6uzc1SuuIIJxOGVauosI5s8gteIqZk5x/iVeiKkEj9HNksxyALiuQwIFskB7AeoMGgwGSfMtnyQNOAPlUa9lFvzzliVlKt5cKpV7t2mnXbKYBDVJH2+0/zaxKRShz9aKcATgUZQ+eTFt3NT0ZwIM/eD6qdAtifV4PIag0b75eX5VYawmHEUwZU3GbGDYcTz133ARtOUfSt1jK2e06FPg5ZzT0gkustawHu0PcI2/EyI9ecOK3bTj/V4ucXRMOdZSYrdJKTaMSUl/IOTuBV6IZCfHLlrZGV4deOC4rkMCCbJAdIf/mWLQPmU53Q6Ns8L8qtBBDaQac03ZR00YUnTc7T/xqMIhxKn3XjAWttzwQKG7+fVtyEzfM6dvqi/kKCeWWcTDkTKGxMwL8ex16zyXc41HBKSyXQMejaX1iG3ffOx9Zxj+CTOxsSFckztX22vgXcSiF2su3zlpLVYdrQ2Gka/lHhdHxH1GMGZZwp3wgniC6mssxWLNoWXg2Kl/IOLGBV6IoQSD2Ls6aJxYIoTc45hmyTnFREVnPuZjsmz/15Neh7Ycy0M+9T5b4z5/aFsGhxImDcOLYX02LG2Us1BnmwnFQEI79EtxxWZqzkPib3M7RccsFJAWgxDUdLqx19oozF1U2/XVGR2RUwBeEw8HTxbEeiEyfCqWANXlym+WPrTxrI2yY2OpLeNELrENLOkrfKDz8GGef0cg4v4c5eyQJvaDgrIfRi4pIJUQKp94vHjCg7/FsGFMlhQK6RnM3zokIkYy7Vp5l69lG1q4+FV01OnAjajTfx3WTHjPl2XRNurYwijzTXSUVPsMhlUvMww2gxDZvnRXHPeQnCmNzHXHrpw2H2KuranEZ2L8UsEh1NA/be9oDls9b9vhqokYvMM8NipTtFBWkaMj11geV1Lc2G7uoTKxOi1HsThNXiX1mZCHlmITwyQt5FXmURbQsrmfPqrCwLogRS75emJfY1LL/JpDM4KxTJYUCukRyRRHW/LZjomMvDKVrmrE+Oc0h1evHGjsrgP/L2FnPtEOvrEWfQ6PCUs3AC925NYLvLmknXCroDMauD+pkSDt10amXCbCAUSqymSf06RBVp9dRYyDwTONK26rXbbN8tzrFg5wwu7d4EwSISN98ZGTlzRMiCn9qWXNDkeEm6mNwvlwT9IEqQweZm/6OleKFIDgNyjeTwJKqLE+FU11IcI/uyCCx5T84ultbZeBNZjc0LS9Z8T2IxvDd1ITbTFZb3nOivnC0H127NqlxFSXlCe2IzG/Bk0k1FMjmVUVQ04zM0KzrIwls/asLPAo2Ozt6eQt8FnBtk5RTSNGBaz2bLNAl+h/W79YtFJF4y/fo5FGWGhkciiaYv8LGYeHkHGfBSPqOy8my/WJ5xMAgsX+5vFXtRKJLDgFwjOVJqHFk0twy2djWD9PIQXjQOsmGXhRb6IpFcglmHgJaFdbe2tbHDodrmgDPdStN0+6JFHJP75tVhXHj2zzDCYfe0Cp4JhwebyuuPRD3dX+hfQ2hzSUngR4JGN/CIhGVRF82ZI0oWZIeGJ7fq6sQ0k4H8nZZ986IVq6vjl5Hds8m2CUuRHAbkGskBnBdx0bbv1jrX62oaY/XnLMK9GCghVlaJjfctM2cTFtiGsISW9q1OFIlk1aacKK/G+z8NcWXStYIMh3Gh2T/D0J8BK6ETLkfhwTt21Z3iZDDxrrNd56lbBO9NECIicRsyy5dnbhEVDQ1nCcnW+1ZfLxa9JurILRqOb/eMvNbAyrZfoiI5DMhFkqNpwNTiZsfdHW+LE2Vft+gRmgbcWhnluu/DeRXWBIRxBnULLV3fyNcfK3OLXXNK7iikyTnvPPYtYC745ODsTpOV0AkXFs2CJsetbERqm17SlNFHIiISJ+VfczNfkKSMUHc3M1ljY8L0pBOOOXPY+6gv8Mm/dwv3jkYTmpRgMP11Y7lXr5qXVEIiwymcKHv7IUVyGJCLJCcaBRqII7aPobUTSXHGzSaiUX7thWM5CMZtiGNoqcBWiHVRW/vtBlvz4NnkeUH2a48adU5EVyVDFy8roRNOtCfkk0NiZiQtUWfrre83cF1vOEWl1k9i6Ca3w7DdYhcOs5+joUHuvbiZnkSyU7DcM08f9OaW6VlU8+KW78drIdVsWbYVyWFALpKcN+vYVdi+vJE5iqYm+eSPVSa2i4msrZBLs3JIDoeBW6iZ3fF44ULX2bbtvFJoL2Ug1z8jdPGy+OR4TrTHsRInQtmJ3yHYomI6y7X2Ug3ySDMtJl5Du1lFwrIAOu0XePmjHwsmb2kJnubWX14fmqoq+z0G63STqily0op59fEhUpqcnEbOkRxNw6kgf92qrM4gGUKignaV/GgiLzLx4Xk5RdlYEZ1nzrvfXSb5+Qm9ekef9fTan1z/7zhOxaZjWSO8MoHkneZcqneIqCO8f2uj9+rjzc1AXp7rMzpEFfyh3TZZqVnGwy3UbFpMZIR2c3TbNd+Mk+WXdx/gx4Ipw5dFpL+i17WTJ6ufEasJTQevKTG5lZcrn5ycRs6RHL81A+ewJoe1NlCmZaI1h7kLido1J/OanUOypgGHvnWT8/UtIs68RnhlCskpDtxkvI+qcU+Fx7wyDp6ncSI00UT+Ol9awkFdlAwPp6hReF0ktNurWcvJn8TNd6auju92vdbUsrpXv6bVigpnWXopaWGnGeMtQcECL/JpbOS/niwoksOAnCM5Xt3dbZqsBHlZhWzZSAwN2FQfTktS51ezdUiePTtdC5Gfb0lw3JxePVVSlw1NrwnFMs4TRGQ+1WHpVA+pDsLhhN0g6dyx0kq8+Z8hMVOQx1X2DlpqhP7yhnZXVMjNccJDmDQtnRS5Na9lHKzulZdosTa3Bd7rlOXk4ySzJploP91Int9QJIcBOUdyJGw5rEwdshLkZRWCsrHUjviQ5CEc0vBkSSO+IIGqdxxtw31N9qH+sVjC92bWrMS/uokqBbwVtrMKD+/EgTwPpjeZXr0eV7uX6UZjwZPB9fXh73cWW6+1lXhg51Ll1d/ErrEs8F6ncydLuszhKdLPbOfIARTJYULOkRxNEysN69COlEiIxcwFCIYCxIlwujhFy+JTKWZNAx6bk6g/NJ/quIutsrTHuzdaJG3k25qzlg/ZOCsHfLg8rOo5Y3rzuNrtzrvYWMRkml5S/TBkZ7H1WluJFW41mAIB71FUqY1FTl6jlzLlXcDbz0xXsreDbyRn/fr1GDt2LC688EIQEV5++WXT91OmTAERmdqoUaNMxxw+fBj/9m//hpKSEpSVleEHP/gBWltbTce8//77+M53voOuXbuiuroaTzzxRFpfQqEQBgwYgK5du2LQoEFYuXIl173kHMkBpIUB6BEgt1AoJwakFHCGAmiUh433N/sba2vTzerqRFSQXnDxMXqEqc9OJqRDVGFb2oBHW/dV0eTossm66c3wyRFb7VqDX0s+lZSwX6smW8GZKU0ObzVtr3JKzhrsBtGSFplOsufk60OUkHEu1a0CfCQ5q1atwqOPPooVK1bAjuTU1taipaXFaEeOHDEdU1tbi8GDB+Ott97Chg0b0K9fP0yePNnU+fPPPx+33347tm3bhhdffBHdunXD4sWLjWM2btyI/Px8PPnkk9ixYwcaGhpQUFCArVu3Mt9LTpIct20J1wSfCD/tW+0x6iSXEA4za7t2jf7PrHUztfbNS/dGmfqsV9pOXajbKYDPO0iO9bNm97tyKx+SE8TA6GxiVY97LHWSdcJmRFcJ3MfEiamn8s0MIzOLrUh0Ee+1eZTfdXXp/RHR8PCSMJGSFtnYmMr29fEbGTFX2ZGccePG2f5mx44dICL85S9/MT77wx/+gEAggAMHDgAAnn76afTs2ROxJJ+Chx56CAMGDDD+vu222zBmzBjTuYcOHYof/vCHzP3PSZID2M5iohE8VonEzmlEIv7MRj7C3dk3QUiXjm1OK9y5P6+GPUcQ4z2fja6yJlRZN/EkwwtB6Gg5YXoTyJMDImD1aqtT+RYWLfPV4UkEKLK482iLkqOtkottJm9Gqqr8KbypaexVw7MZsZRhpbcnZJXklJWVIRgMon///pgxYwa++OIL4/slS5agR48ept+0tbUhPz8fK1asAADceeedaURp7dq1ICJDK1RTU4OFCxeajvnZz36Gyy67zLa/p0+fxrFjx4y2f/9+JiFlBXahAo2NibSgHDPHJGo6l1PkpMNFZx/PdlEVG9iHbSfIxcYHEjN8akHU37ygsWd75njQVpXQs1Zh3gVac3pfeVrWNTk6OjIeb29owppHIjhTdJ7z5qW42HYcu5UKqKgQ1/jInC9YzUkiizur3w9rPhc/QrR1sJgac6SiyjmBrJGcF198Ea+++ir++te/4uWXX8Y3v/lNDBkyBFrHk/vv//5v9O/fP+1cwWAQTz/9NADg+9//PqZPn276fvv27SAi7NixAwBQUFCAppQ3cdGiRejVq5dtf+fMmYNUf6GcJTmAPa02VPhsM1an0+QA/s5GPkKEWHDVquJ80LlUYd4N4ZCG6ymKO+gFaIy5iXLK9GYFN1UH4zi2mipE/UEEhpFr31Ii8qUt7qyaHB4C5afZ5hydtnISWSM5qfj4449BRIhEIgCyS3LOKU2OGzreFqeJvp0Cnc8nJxnnmhG5A7zEQq9VlShtYO9Hc87nQmKA/sj1DMhu4z/nTG9WsMjL45jfn/PUPH4ofilB/VrcWbQjIvlc/DTbnKPTVs4hZ0gOAFRWVuLZZ58FkF1zVSpy1ieHFeGwrZOyPsFzp58/13AuGZE9IDnzr5UfTafIhcQI/ZFvH1uPeJ79ip2rpjdL+DiOU08dCmVHm+DX4u6kscpV7chXZNryFTlDcvbv349AIIBXX30VwFnH482bNxvHrF692tLxyBW1zwAADrxJREFU+MyZM8YxDz/8cJrj8dixY03XGjZsWOdwPOZBR/W508XmEIO9VINpXlPcK+QUwmHgnoqwRZ6cr/A2MCkBovbLedjyy9XnhOkt28iWNsGvxV1pR756YF2/AwBAHDhx4gR99NFHRER0xRVX0IIFC+iGG26g8vJyKi8vp8bGRrrlllvoggsuoI8//pgefPBBam1tpa1bt1LXrl2JiGj06NF08OBBevbZZ6mtrY3uuusuuvrqq6mpqYmIiI4dO0YDBgygkSNH0kMPPUTbtm2jH/zgB7Rw4UKaPn06ERH96U9/ouHDh9PcuXNpzJgxtHz5cvrFL35B7777Lg0aNIjpXo4fP05lZWV07NgxKi0t5RFD7qG9ndrXbaBd61qohS6k/Ouvo+uuz6f8/Gx3TEEm2tuJNqxLPOsLqYUGXJ941upBK/CivZ1owwailhaiCy8kuu4cH0ad7X4UnMG8fvOyp2g0CqJ0590pU6bg5MmTGDlyJILBIAoKCtC3b19MmzYNn332mekchw8fxuTJk1FcXIzS0lLcddddjskAq6qqMHfu3LS+hEIh9O/fH4WFhRg4cGDnSAaooKCgoKCg4AjfNDmdCZ1Kk6OgoKCgoPAVAev6nZfBPikoKCgoKCgoZAyK5CgoKCgoKCh0SiiSo6CgoKCgoNApoUiOgoKCgoKCQqeEIjkKCgoKCgoKnRKK5CgoKCgoKCh0SiiSo6CgoKCgoNApoUiOgoKCgoKCQqdEl2x3IJvQ8yAeP348yz1RUFBQUFBQYIW+brvlM/5Kk5zW1lYiIqqpqclyTxQUFBQUFBR40draSmVlZbbff6XLOsTjcfr73/9OJSUlFAgEpJ33+PHjVFNTQ/v371flInyEknPmoGSdGSg5ZwZKzpmBn3IGQK2trdS7d2/Ky7P3vPlKa3Ly8vKourrat/OXlpaqFygDUHLOHJSsMwMl58xAyTkz8EvOThocHcrxWEFBQUFBQaFTQpEcBQUFBQUFhU4JRXJ8QNeuXWnOnDnUtWvXbHelU0PJOXNQss4MlJwzAyXnzCAX5PyVdjxWUFBQUFBQ6LxQmhwFBQUFBQWFTglFchQUFBQUFBQ6JRTJUVBQUFBQUOiUUCRHQUFBQUFBoVNCkZwOvPnmm3TjjTdS7969KRAI0CuvvGL6furUqRQIBEyttrbWdMyRI0fo9ttvp9LSUurRowfdfffddOLECdMxf/3rX+m6666joqIiqqmpoSeffDKtL83NzfSNb3yDioqK6NJLL6VVq1ZJv99swU3OREQ7d+6km266icrKyui8886jIUOG0L59+4zvT58+TTNnzqSKigoqLi6mW265hQ4ePGg6x759+2jMmDHUvXt36tWrF9XX15OmaaZj1q1bR1deeSV17dqV+vXrR0uXLvXjlrMCNzmnjmW9/fKXvzSOUePZHW5yPnHiBM2aNYuqq6upW7dudMkll9Czzz5rOkaNZza4yfrgwYM0depU6t27N3Xv3p1qa2tp9+7dpmOUrJ3x+OOP05AhQ6ikpIR69epF48ePp127dpmOyaQMFy1aRF/72teoqKiIhg4dSn/+85/5bwoKAIBVq1bh0UcfxYoVK0BEePnll03fT5kyBbW1tWhpaTHakSNHTMfU1tZi8ODBeOutt7Bhwwb069cPkydPNr4/duwYzj//fNx+++3Ytm0bXnzxRXTr1g2LFy82jtm4cSPy8/Px5JNPYseOHWhoaEBBQQG2bt3q6/1nCm5y/uijj1BeXo76+nq8++67+Oijj/Dqq6/i4MGDxjEzZsxATU0N1qxZg82bN+Paa6/Ft771LeN7TdMwaNAgjBgxAlu2bMGqVatQWVmJhx9+2Dhmz5496N69O+6//37s2LEDTz31FPLz8/Haa6/5LoNMwE3OyeO4paUFzz33HAKBAD7++GPjGDWe3eEm52nTpuHrX/86otEoPvnkEyxevBj5+fl49dVXjWPUeGaDk6zj8TiuvfZaXHfddfjzn/+MDz74ANOnT0efPn1w4sQJ4zgla2eMGjUKzz//PLZt24b33nsP//Iv/5I1GS5fvhyFhYV47rnnsH37dkybNg09evQwrQUsUCTHAnYkZ9y4cba/2bFjB4gIf/nLX4zP/vCHPyAQCODAgQMAgKeffho9e/ZELBYzjnnooYcwYMAA4+/bbrsNY8aMMZ176NCh+OEPf+jhjnITVnKeOHEi7rjjDtvfHD16FAUFBWhubjY+27lzJ4gImzZtApCYDPPy8vDZZ58ZxzzzzDMoLS01ZP/ggw9i4MCBadceNWqU19vKOVjJORXjxo3D9773PeNvNZ75YSXngQMH4rHHHjN9duWVV+LRRx8FoMazKFJlvWvXLhARtm3bZnzW3t6OYDCI//3f/wWgZC2CQ4cOgYiwfv16AJmV4TXXXIOZM2caf7e3t6N37954/PHHue5Bmas4sG7dOurVqxcNGDCA7r33Xjp8+LDx3aZNm6hHjx509dVXG5+NGDGC8vLy6O233zaO+e53v0uFhYXGMaNGjaJdu3bRl19+aRwzYsQI03VHjRpFmzZt8vPWcgLxeJxWrlxJ/fv3p1GjRlGvXr1o6NChJrX0O++8Q21tbSYZfeMb36A+ffoYMtq0aRNdeumldP755xvHjBo1io4fP07bt283jvmqyjkVBw8epJUrV9Ldd99tfKbGsxx861vfot/97nd04MABAkDRaJQ+/PBDGjlyJBGp8SwLsViMiIiKioqMz/Ly8qhr1670xz/+kYiUrEVw7NgxIiIqLy8noszJ8MyZM/TOO++YjsnLy6MRI0Zwy1mRHEbU1tbSCy+8QGvWrKEnnniC1q9fT6NHj6b29nYiIvrss8+oV69ept906dKFysvL6bPPPjOOSX7wRGT87XaM/n1nxqFDh+jEiRM0d+5cqq2tpddff50mTJhAN998M61fv56IEvIpLCykHj16mH6bLCMvcj5+/DidOnXKj9vLWfz617+mkpISuvnmm43P1HiWg6eeeoouueQSqq6upsLCQqqtraVFixbRd7/7XSJS41kW9IX24Ycfpi+//JLOnDlDTzzxBH366afU0tJCRErWvIjH41RXV0ff/va3adCgQUSUORl+8cUX1N7eLmXu+EpXIefBpEmTjP9feumldNlll9HXv/51WrduHf3zP/9zFnvWeRCPx4mIaNy4cfTjH/+YiIguv/xy+tOf/kTPPvssDR8+PJvd67R47rnn6PbbbzftghXk4KmnnqK33nqLfve731Hfvn3pzTffpJkzZ1Lv3r3TdrIK4igoKKAVK1bQ3XffTeXl5ZSfn08jRoyg0aNHE1RSfyHMnDmTtm3bZmjCzlUoTY4gLrroIqqsrKSPPvqIiIguuOACOnTokOkYTdPoyJEjdMEFFxjHpHqh63+7HaN/35lRWVlJXbp0oUsuucT0+Te/+U0juuqCCy6gM2fO0NGjR03HJMvIi5xLS0upW7du0u4p17FhwwbatWsX3XPPPabP1Xj2jlOnTtEjjzxCCxYsoBtvvJEuu+wymjVrFk2cOJHmzZtHRGo8y8RVV11F7733Hh09epRaWlrotddeo8OHD9NFF11ERErWPJg1axb9/ve/p2g0StXV1cbnmZJhZWUl5efnS5k7FMkRxKeffkqHDx+mCy+8kIiIhg0bRkePHqV33nnHOGbt2rUUj8dp6NChxjFvvvkmtbW1Gce88cYbNGDAAOrZs6dxzJo1a0zXeuONN2jYsGF+31LWUVhYSEOGDEkLWfzwww+pb9++RJSYyAoKCkwy2rVrF+3bt8+Q0bBhw2jr1q2mRfqNN96g0tJSg0B9leWcjCVLltBVV11FgwcPNn2uxrN3tLW1UVtbG+XlmafZ/Px8Q2upxrN8lJWVUTAYpN27d9PmzZtp3LhxRKRkzQIANGvWLHr55Zdp7dq19E//9E+m7zMlw8LCQrrqqqtMx8TjcVqzZg2/nLnclDsxWltbsWXLFmzZsgVEhAULFmDLli3Yu3cvWltb8cADD2DTpk345JNPEIlEcOWVV+Liiy/G6dOnjXPU1tbiiiuuwNtvv40//vGPuPjii00ht0ePHsX555+PO++8E9u2bcPy5cvRvXv3tJDbLl26YN68edi5cyfmzJnTqUJuneQMACtWrEBBQQF+9atfYffu3UZo4YYNG4xzzJgxA3369MHatWuxefNmDBs2DMOGDTO+10MYR44ciffeew+vvfYagsGgZQhjfX09du7ciUWLFnWaMFDAXc5AIgS8e/fueOaZZyzPocazO9zkPHz4cAwcOBDRaBR79uzB888/j6KiIjz99NPGOdR4ZoObrEOhEKLRKD7++GO88sor6Nu3L26++WbTOZSsnXHvvfeirKwM69atM6WYOHnypHFMpmS4fPlydO3aFUuXLsWOHTswffp09OjRwxS1xQJFcjoQjUZBRGltypQpOHnyJEaOHIlgMIiCggL07dsX06ZNSxP24cOHMXnyZBQXF6O0tBR33XUXWltbTce8//77+M53voOuXbuiqqoKc+fOTetLKBRC//79UVhYiIEDB2LlypW+3nsm4SRnHUuWLEG/fv1QVFSEwYMH45VXXjGd49SpU7jvvvvQs2dPdO/eHRMmTEBLS4vpmL/97W8YPXo0unXrhsrKSsyePRttbW1pfbn88stRWFiIiy66CM8//7xft51xsMh58eLF6NatG44ePWp5DjWe3eEm55aWFkydOhW9e/dGUVERBgwYgPnz5yMejxvnUOOZDW6y/p//+R9UV1ejoKAAffr0QUNDgym9AaBk7QYr+RKR6f4yKcOnnnoKffr0QWFhIa655hq89dZb3PcU6LgxBQUFBQUFBYVOBeWTo6CgoKCgoNApoUiOgoKCgoKCQqeEIjkKCgoKCgoKnRKK5CgoKCgoKCh0SiiSo6CgoKCgoNApoUiOgoKCgoKCQqeEIjkKCgoKCgoKnRKK5CgoKCgoKCh0SiiSo6CgoKCgoNApoUiOgoKCgoKCQqeEIjkKCgoKCgoKnRKK5CgoKCgoKCh0Svw/1xzGj2pOEUkAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average data range: 4997.53475413603\n", + "Hausdorff Distance: 1851.388948201404\n", + "Hausdorff Distance normalized to range (%): 37.046044485617\n" + ] + }, + { + "data": { + "text/plain": [ + "37.046044485617" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# test Hausdorff with tissue fall off\n", + "partial_seg_comp_df = seg_comp_df.copy()\n", + "partial_seg_comp_df = partial_seg_comp_df[~((partial_seg_comp_df['source'] == 'SIS') & (partial_seg_comp_df['center_x'] > 18000) & (partial_seg_comp_df['center_y'] < 17000))]\n", + "spatial_compare.utils.get_normalized_Hausdorff(partial_seg_comp_df,'XEN','SIS')" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "SpaceHacks-luke", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.11" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}