diff --git "a/notebooks/gedi_figs9and10_consistency.ipynb" "b/notebooks/gedi_figs9and10_consistency.ipynb" new file mode 100644--- /dev/null +++ "b/notebooks/gedi_figs9and10_consistency.ipynb" @@ -0,0 +1,467 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "1768477d", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "from scipy import spatial\n", + "from sklearn.metrics.pairwise import cosine_similarity\n", + "TEST='pearsonr'#'kendalltau', 'pearsonr'\n", + "DATA_SOURCE = 'BaselineED' #'BaselineED', 'GenBaselineED', 'GenED'\n", + "IMPUTE = False #If False Nan lines are dropped\n", + "\n", + "paper_feat_columns = [\"log\",\"ratio_unique_traces_per_trace\", \"ratio_most_common_variant\", 'ratio_top_10_variants', 'epa_normalized_variant_entropy', 'epa_normalized_sequence_entropy', 'epa_normalized_sequence_entropy_linear_forgetting', 'epa_normalized_sequence_entropy_exponential_forgetting'] \n", + "paper_metrics_columns = ['log', 'fitness_heu', 'precision_heu',\n", + " 'fscore_heu', 'size_heu', 'cfc_heu', 'fitness_ilp', 'precision_ilp', 'fscore_ilp',\n", + " 'size_ilp','cfc_ilp', 'fitness_imf', 'precision_imf', 'fscore_imf', 'size_imf', 'cfc_imf']" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "d3b7f2d1", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "pearsonr_BaselineED_nanDropped\n" + ] + } + ], + "source": [ + "def get_output_file_name(test, data_source, impute): \n", + " #print(data_source)\n", + " impute = 'imputed' if impute else 'nanDropped'\n", + " return (\"_\".join([test, data_source, impute]))\n", + "print(get_output_file_name(TEST, DATA_SOURCE, IMPUTE))" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "6594d6b4", + "metadata": {}, + "outputs": [], + "source": [ + "## LOAD FEATURE AND METRICS FILES\n", + "def load_data(data_source, content):\n", + " path = f\"../data/{data_source}.csv\" \n", + " #print(\"Path: \", path)\n", + " data = pd.read_csv(path).sort_values('log')\n", + " if data_source == 'GenBaselineED_feat':\n", + " data['log']=data.apply(lambda x: \"Gen\"+x['log'], axis=1)\n", + " elif data_source == 'GenBaselineED_bench':\n", + " data['log']=data.apply(lambda x: \"Gen\"+x['log'].replace(\"genEL\",\"\").rsplit(\"_\",7)[0], axis=1)\n", + " return data" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "7428d805", + "metadata": {}, + "outputs": [], + "source": [ + "### INSTANCE SELECTION: NULLS OR IMPUTATION?\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from sklearn.impute import SimpleImputer\n", + "\n", + "def clean_data(fd_pdm, impute=False, feat_columns=paper_feat_columns, metric_columns=paper_metrics_columns):\n", + " num_cols = fd_pdm.convert_dtypes().select_dtypes(exclude=['string']).columns\n", + " str_cols = fd_pdm.convert_dtypes().select_dtypes(include=['string']).columns\n", + "\n", + " imputer = SimpleImputer(missing_values=np.nan, strategy='mean')\n", + " imputer.fit(fd_pdm.drop(str_cols, axis=1))\n", + " imp_df = imputer.transform(fd_pdm.drop(str_cols, axis=1))\n", + " imp_df = pd.DataFrame(imp_df, columns=num_cols)\n", + " imp_df['log'] = fd_pdm['log']\n", + " #print(\"Imputed dataset:\" ,imp_df.shape)\n", + "\n", + " ft_pdm_no_nans = fd_pdm.copy()\n", + " ft_pdm_no_nans = ft_pdm_no_nans.dropna()\n", + " ft_pdm_no_nans['log'] = fd_pdm['log']\n", + " #print(\"No nan's dataset:\" ,ft_pdm_no_nans.shape)\n", + " #print(len(ft_pdm_no_nans[ft_pdm_no_nans['source']==DATA_SOURCE]['log']))\n", + " #print(\"FT_COL: \", feat_columns)\n", + " #print(\"M_COL: \", metric_columns)\n", + " \n", + " if IMPUTE:\n", + " benchmarked_ft = imp_df[feat_columns]\n", + " benchmarked_pd = imp_df[metric_columns]\n", + " else:\n", + " benchmarked_ft = ft_pdm_no_nans[feat_columns]\n", + " benchmarked_pd = ft_pdm_no_nans[metric_columns]\n", + " return benchmarked_ft, benchmarked_pd" + ] + }, + { + "cell_type": "markdown", + "id": "07370d54", + "metadata": {}, + "source": [ + "## Statistical test: Is there a statistical significant relation between feature similarity and performance metrics?" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "14e72f71", + "metadata": {}, + "outputs": [], + "source": [ + "from scipy.stats import spearmanr\n", + "from scipy.stats import kendalltau\n", + "from scipy.stats import pearsonr\n", + "from numpy import isnan\n", + "\n", + "import sys\n", + "import os\n", + "sys.path.append(os.path.dirname(\"../gedi/utils/io_helpers.py\"))\n", + "from io_helpers import get_keys_abbreviation\n", + "\n", + "def statistical_test(feature_source, bench_source, test, impute=False, p_thresh=0.05, focus='stat'):\n", + " ft = load_data(feature_source, 'feat')\n", + " #ft['log']=ft.apply(lambda x: x['log'].replace(\"Gen\",\"\"), axis=1)\n", + " #paper_feat_columns = [\"log\",\"ratio_unique_traces_per_trace\", \"ratio_most_common_variant\", 'ratio_top_10_variants', 'epa_normalized_variant_entropy', 'epa_normalized_sequence_entropy', 'epa_normalized_sequence_entropy_linear_forgetting', 'epa_normalized_sequence_entropy_exponential_forgetting'] \n", + " #ft= ft[paper_feat_columns]\n", + " #print(ft.shape)\n", + " #print(\"Feature: \", ft['log'].tolist())\n", + "\n", + "\n", + " ben = load_data(bench_source, 'bench')\n", + " ben['log']=ben.apply(lambda x: x['log'].replace(\"Gen\",\"\"), axis=1)\n", + "\n", + " paper_metrics_columns = ['log', 'fitness_heu', 'precision_heu',\n", + " 'fscore_heu', 'size_heu', 'cfc_heu', 'fitness_ilp', 'precision_ilp', 'fscore_ilp',\n", + " 'size_ilp','cfc_ilp', 'fitness_imf', 'precision_imf', 'fscore_imf', 'size_imf', 'cfc_imf']\n", + "\n", + " #ben = ben[paper_metrics_columns]\n", + " #print(ben.shape)\n", + " #print(\"Bench: \", ben['log'].tolist())\n", + " fd_pdm = pd.merge(ft, ben, on=['log'], how='inner').reset_index(drop=True)#.reindex(both_df.index)\n", + "\n", + " ## DROP DUPLICATES\n", + " fd_pdm = fd_pdm.reset_index(drop=True)\n", + " fd_pdm = fd_pdm.T.drop_duplicates().T\n", + " #print(fd_pdm.shape)\n", + " fd_pdm['log'].unique()\n", + " \n", + " #print(fd_pdm.columns)\n", + " benchmark_ft, benchmark_pd = clean_data(fd_pdm, impute, paper_feat_columns, paper_metrics_columns)\n", + " \n", + " #print(benchmark_ft.shape, benchmark_pd.shape)\n", + "\n", + " benchmarked_ft_plot = benchmark_ft.copy()\n", + " benchmarked_pdm_plot = benchmark_pd.copy()\n", + "\n", + " #benchmarked_ft = benchmarked_ft.head(10)\n", + " #benchmarked_pdm = benchmarked_pdm.head(10)\n", + " print(DATA_SOURCE, benchmarked_ft_plot.shape, benchmarked_pdm_plot.shape)\n", + "\n", + " tmp = list(benchmarked_ft_plot.columns[1:-1])\n", + " df_tmp = pd.DataFrame(index=benchmarked_pdm_plot.columns[1:-1], columns=tmp)\n", + " #print(\"Benchmark_pdm:\", benchmarked_pdm.columns[1:-1])\n", + " #print (\"Benchmark_ft:\", tmp)\n", + "\n", + " for feature in benchmarked_ft_plot.columns:\n", + " if feature != 'log' and feature != 'source':\n", + " for metric in benchmarked_pdm_plot.columns:\n", + " if metric != 'log' and metric != 'source':\n", + " #print(feature, benchmarked_pdm.columns[1])\n", + " stat, p = eval(f\"{test}(benchmarked_ft_plot[feature], benchmarked_pdm_plot[metric])\") \n", + " #print(feature, metric, p, p <= 0.05)\n", + " df_tmp.loc[metric, feature] = eval(focus)*(1.0 if (p <= p_thresh) else 0.0)\n", + "\n", + " feature_keys = get_keys_abbreviation(df_tmp.columns).split(\"_\")\n", + " #print(feature_keys)\n", + " df_tmp.columns=feature_keys\n", + " print(\"Direct\", test, feature_source)\n", + " # df_tmp[pd.isnan()]\n", + " return df_tmp\n", + "#df_tmp = statistical_test(DATA_SOURCE+\"_feat\", \"Gen\"+DATA_SOURCE+\"_bench\", TEST, IMPUTE)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "5f188aca", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "BaselineED (19, 8) (19, 16)\n", + "Direct pearsonr BaselineED_feat\n", + "../output/plots/pdm_pearsonr_BaselineEDFeat_GenBaselineEDBench_nanDropped\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def plot_stat_test(test_results, feature_source, bench_source, test, impute, mask=False, cbar=False):\n", + " feature_source = feature_source.split(\"_\")[0]\n", + " bench_source = bench_source.split(\"_\")[0]\n", + " if feature_source==bench_source:\n", + " data_source = feature_source\n", + " else:\n", + " data_source = f\"{feature_source}Feat_{bench_source}Bench\"\n", + " sns.heatmap(test_results.fillna(0), annot=True, cmap=\"viridis\", annot_kws={\"size\": 14}, vmin=-1, vmax=1, cbar=cbar )\n", + " ax = plt.gca()\n", + " if mask:\n", + " sns.heatmap(test_results.fillna(0), mask=test_results.fillna(0)!=0, cmap=\"Greys\", annot=False, cbar=False, ax=ax)\n", + "\n", + " #ax.set_title(\"P-values of features leading to process discovery metrics\", fontsize=15)\n", + " cax = ax.figure.axes[-1]\n", + " cax.tick_params(labelsize=14)\n", + "\n", + " plt.yticks(fontsize=16)\n", + " plt.xticks(fontsize=16)\n", + " plt.xticks(rotation=-30)\n", + "\n", + " plt.tight_layout()\n", + " output_path = f\"../output/plots/pdm_{get_output_file_name(test, data_source, impute)}\"\n", + " print(output_path)\n", + " plt.savefig(output_path, dpi=300)\n", + "\n", + "masked_results = statistical_test(DATA_SOURCE+\"_feat\", \"Gen\"+DATA_SOURCE+\"_bench\", TEST, IMPUTE, p_thresh=1)\n", + "plot_stat_test(masked_results, DATA_SOURCE+\"_feat\", \"Gen\"+DATA_SOURCE+\"_bench\", TEST, IMPUTE)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "1d6423db", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "BaselineED (14, 8) (14, 16)\n", + "Direct pearsonr BaselineED_feat\n", + "../output/plots/pdm_pearsonr_BaselineED_nanDropped\n" + ] + }, + { + "data": { + "image/png": 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u1/4dVFdXM2/ePAXlz87Ojs8++4yxY8eyb98+vvzyS3ncnj17CA8PJzg4mD/++ANd3Tu3zsnJiY0bN+Lt7c1PP/3EJ598gqGhIbdu3aK2tpbBgwcTGhqqUL6BgQFTpkxRCEtISABg9uzZWFoqvgxcXFyYO3duu+Wuqqpi2bJl9OrVSx7m7e3NW2+9xZw5c9i3bx8vvPCCPG7VqlXcunWLcePGsWSJomGsv78/69atIygoiG+//ZbZs2e3u373Cyd72VdqaqbqZcu0LDF+nnboC3SRVqr3UO8VJKJXkEj+u7q6hi17L/PDmuPtMvRuDSITmVxJJcpLksVVFRRISxGZtF3xeMwtCIDTWcpK5P3GtV6uZImyDWSD7K4mVm3Of3z9LODdSmSA0AGQveS2h72Iu+mdGY2aulp+vxnBNzEH21xuW3C2re/fTcympWWL8XdXv3/bWZkyZ8oAth27yuUbf9/SW1twsmt+bKdni/HzaIXs1qa8/MRAdhy+ypXrrZddX6DL0L4+SCurOHj6eqvTN8ZNKAQgSawsW7FUSn55GSLz5u0fDXV1sTU2IS4/l1oVD6aGvEXClu0oHUxM6efkSk6phBv5yqthAK+HKL4Ls0slvHl4P6dTlZXw9uJqKQQgOV9126cUiOniaIeBni4V9/BD5dvHFM0TrqVn8drmPU06bHQkD6ySB/D0008rhQUHBwNw+7biS2vbtm2AzJassYLXgL29PcHBwRw7doyLFy/Sr18/nJ1lXxHnzp0jJSUFF5fmZ0wart++fTsPPfSQynLai4WFBePHj1cKb0nuZ555RmV+gYGBiEQibt++TVpamoJ94b8JEyMBAKVlqqfiG8JNjPVbfBFUVFazamM4J88lkJ4lRl+gS4C3PS9MH8iUsT2pqqphxZ8tG/x3BKZ6BgAqvV8BJFWV2BmatilvP3NbXvbvT16FhJU3/j4vSXUxqZddUt2E7NVS7AzadoqEr7kdL/kOJK9Cwq8Jist1Vvoy26yZnn2JLcpk0vGfuV2Sh5/QjvlBY5jl1ZeU0gI2Jl1QlfU9oaF/S5rq3+WVsusMW+7fIFumLSmV8v2mv6cftwcTI5mdtKSJZTb52DZST/Z3XxhBSamU5X+ebFN9hvTxwdhIn/0nY5tsD3UxFchkK6msVBkvqazEzqT5FQTTejvyEmnTecjKEjSbj662Nt8OG4W+ri5fHjuppDDG5ubyxqF9nMtIJbesDHsTU8Z4+fBSj96sfPgRxm9ez/X83GbLaC2mBi3IVh9uqq9/T5S8w3G3+Pl0JHFZuUiklbhaCpnVpwePBvmz+skJjP3xj3uqXMIDrORZW1ur3FS5wQ5QIlG0wYmKkk2r//jjj6xbt05lnvHxMm+i9HSZrYKjoyMTJ05k8+bNeHp6EhYWxqBBg+jfvz8hISFKStysWbP45ptv+O2339i3bx8jR46kf//+hIWFNekI0lo8PDxUhrck90cffcQXX3yhMm2D/WJ6evo/Wsl7arKy+/6m3Rfb/aC9G3FRmYLDRXlFFWcu3Ob6zSx+XzyTyWN7sG7HeUpK/122HY1xMhLyc7/J6GhpMzdiO4WV5S0n+o/gaCRkechUdLS0efPCFsSVil7FDU5hVbU1vHJuA7kVJQBczE/htfOb2D74RWZ59u1wJe/ZR/soha0/eKnD+/eEwV3pFeDKnIXbKKuo6tC828rTjynLvnFvx8s+fnhXgru48toXW9ss++gwmY3c7mPtW6r9J6EFfD14BL0dnVkfc43tN5RnKA8lKu40kFwk5vsL58grK2PB4OG8HNyb2fv/anXZLw8KUQpbE3GZkor7/3z9PeKywu8b2Xm8s+MAOtpajAn0Y3xQAOsir97TOjywSp6xsWovsLu9RBsoKpIZkEdHR7eYd2Pni99//x1/f39++eUXDh48yMGDsmUaGxsb3nrrLV5//XV5mQ4ODpw9e5YPP/yQPXv2sGbNGtasWQNASEgI3377LX36KD/MWkNLct/tQNEg98WLF1vM+26nk45AKpUqOYPU1lSjrdP6rqtKydt7NBpJmRRJmeyLzthIX+maxuGlZaq/CNWhQFxGxKVERg4KwNfTjsirHb88cTcNe7iZ6qmWy0RP0OQsX1M4GJnzx6AnsNQ34uWzWziXe+/laAuSetlNdJuQXVefkiZm+ZrCwdCc3/rNxFJgxKvnN3E+L6nJcmPEGXIFr4GbJbmklRbiamKFqZ5Bs3vstZZnxyk/G/46HaPQv02a6t+G9TPZLRiV21iY8PKk/uw+FU1EVFL7KtyBPD1ReWzvOdEge/1MnWELY7sF2a0tTHhx6gD2HI/m3NWkNtXTxd6CID8nUjMLuRzb/mXukkpZnZuaZTMRCJqcxZLnUf98NdVvOg9ZWU3ns2DwcMb5+rM9Lpb3j7VuO5qtcTF8MnAIPewdW5WugZcHKff77VdiKamQyhW9JmWrD5eocDi8l2y5HMOYQD+6uzholLx/Cib1U96HDh1i6NChaqczMDBg/vz5zJ8/n7i4OE6ePMlff/3Fnj17+N///gfAm2++Kb/ez8+PLVu2IJVKOXv2LCdOnGDDhg1EREQwfPhwoqKi/taTPExMTBCLxSQkJODp6al2uru3uLmb0lLlfcVUsWDBAoXtdACcfYfh4jdc7bo00G/8wibj0urtdZztVdudONkJyc0voULavpkLcbFMETbQ12tXPuqSVL81isjUkhix4galZnoGWOobczFP/a0jHI3M+WPQdDoZmjLn7FaOZSrvA/hPIVkis0N0NbEitihTIa5B9kv5ygbZTeFgJOS30Bl0MjDltfObOJGteh+wxHobwOImFLiGcH1tXUpUXtE2es34tsm41Oz6/m0rVBnvZCskp1BCRQvLlc62QowNBYzp35kx/VV7bZ5f8zoAg1/8ocNn0pqi7+RFTcalZTU/th1theQWlFAhbUF2e5nsDw/qzMODVMsevvENAIbP+l6l7KPrvXj/OtbyZIE6JIrFgMxeLjpX0UvXTF8fK0MjLqjwgm1MeXU12aUSnE3N0dbSUlpmbbDFU2X3pwV8OXgEk/w7szP+Om8e2a/Cl7x5qmprKa2qxLCN5km+879rMq5hLzpXK9Vt72IpJLtYQvnf7DhUWFb/HtC79yrYP9K7tj00KBcdjb+/P6DeTF5T+Pr68txzz7Fr1y65N+rKlStVXquvr8+gQYOYN28e0dHRhIaGIpFIWL9+fZvLbwttlbthxjA3V7WNxc2b6ikH7777LkVFRQp/Tt4dv99aw/53wY0cJRrw97LD1MSAKzHt//L297IDIDPn79la5Hz9LFs/W+Xl/oaw87nqKTqORuasHTQdW0NT5p7dxpEM1UrOP4XI/CQAQjspmyj0rQ+7kKfeLKSDkZA1/WZia2jG65GbOZrV9Ikl53Nl23R4mCpvIaGrpY2LsSVl1ZUU3rXMey+5dF3Wv0M6K3sTB7jbYWZswOW4lvt3nriUnSeiVP6VlldSXVMr/11VpbxH2v3gUv2MWa9AZdn9Pe0wMzFQa1Ytv7CUXUejVP41yN7wu1KF7DraWowa4E91dQ17T6h30kxLnM+QtWt/Z5FSXEOYOnvSnUtPw1ggoKe9g1LcAJf6fDIU82ms4O2Oj+P1Q/tUOm60hMhciNDAkLTijndCOJ8kuz+hHsr28IGOdpgbGhCZ/Pc7DnV1lL0HNI4XbaDhdIyOXjocP34869atY8WKFbzwwgsYGBi0K7+QEJkdQUaGssv63ejo6BAcHMyZM2fUur4jGT9+POHh4SxdupRHHnlEbSW6wYYwMjKSSZMmKcRduHCBq1fVm6LW19dX2mC6LUu1LZGaWcjlmFR6dHEhpLubfK88HR1tnp3aD4BdhxWP4zI2EmBlYUJpmZT8wjszk36edsQn5lBTo7iFwOQxPQj0cyIxJY+bSR1rYNwUZ3MSSZEUMsalM78nRHK9SLZXnrGugNn+/aiqrWFb0p22sBAYYqFvRKG0TMHOTkHBi9jGoYy/91i2thCRm0hKaQEPO3Vh7e1zxNXvlWekK+BFn4FU1dawPeWK/HqhwAgLgRGFlWUKdnYNCl4nA1PeiNzCkczmj4pKLSvkdPZN+tl6MsG1O1uTL8njnvHuh7nAkF2pV//WbWdSssVcikujp78LfQPd5Hvl6eho88IEmbfjjuOKNmLGhgKshcZIyirJL5L175SsQj5fpXo5LtjfBStz4ybj7xeypdFUenR2oU+Qm3yvPB0dbZ6bXD+2j6qQ3cIESZmUfHG97JmFfLlCtVd0cGcXLIXGTcYDhHb3wEpozKnIm/I828uZ1BSSi8Q84u3Lb9cucT1P9lwx1tPjleAQqmpq2Bp3R6G0MDDEwsCQwopyCivujO/1MdcY6+3LG7378cTOzVTVb3/S18mFAS4izqWnkthoJk8L+GrICCb6dWZPwg1eO7S3WQXPWE8PZzNz4u7yuDXT1+erwSMA2JXQ8UeVJuWLiUxKI8TNhQFeIvleebra2rw6WLbEv/miYtub6AuwMTVGUlFJrqTt7eRkYY60qlopD3drS+YOkY25vdH3/jn6n1PyGpSLEydOKO2N1x7GjRtHSEgIERERjBkzhh9//FFh+VIqlXL48GG2bt3KqlWrADhy5Aj79+9n1qxZ8hkxkDk3fPPNNwB0795dHv7+++/j7u7OhAkTENa7xoNsFm3Tpk1K1/8dPP/88yxfvpxjx44xbdo0Fi1ahL39nX1+JBIJe/fuJSIigm+/vbNcNGrUKPmpGhMnTpRv2ZKQkMCMGTPQ1dWlquqfYbTdwKIVh/lxweN88fYjHD1zg/zCUnp3E+Ep6sSuQ9eUTrsY0NuL918Zxd6j0Xzx/Z3THl56ciAujpZciU0lJ69E5l3r44CPuy3FJeV8unTv3UXfM2rq6njvwl+sGjCVdWFP8ldqDJIqKSMcfXE2seDbqGMkSe5sr/KEZzBzAgawNOYky2LveA+uHTQdJ2Mhl/PT8DG3xcdceXPxxtcDTHQLoqe1zGPc21zm2DPRvRu9O8lmVA6l3+DwPZwNrKmr5aPLu1jZdzp/9JvFnvRoSuuPNXM2tmBJ7BGSS+9srzLNvRezfQfxQ9xxfog7Lg9f028mjkZCrhSkNil74+sBPr26hz8HPM2n3cYyxN6XxHrv2hAbd9LLxCyM/vsVoa/WHOaXD6bw9ZwxHD4fT564lD5dRHi52LDjeJTSaReDengy79mR/HUqhk9+OdCusgd292Bgd9nz0sHGXB5mby3zbr6akM7OEx2zhKmKb345zIpPH2fBm2M5ejaevEIJvYNEeLl2YteRa0qnXQzs5cUHL41kz/FoPv+xfbI3MHqwbIm3vXvjNaamro53jh5kzdgJbBo/hd0JcUjqjzVzMRey8OxpBeXsycAg5vbqy+Lz4Sw5f8cjPiI9lQ0x15gSEMhfk6dzLDlRfqyZpFLKB8cVj/6a06sPE/06I6msJFFcyMvBys4PB2/flCudQgND9j0+g6vZWdzIzyO/vAw7YxMGurphaWjIqZQkVl1p2e67Lczfc4T1T0/m+8lj2BeTQE6JhP6eInztbNh0MUrptIthfp4seHQE26/E8O4ORaX9reH9sag/ysy7k3V92ADK6u0Vfz4dSWKe7H4HuzryyZihnE9KI6VATGllFa6WQgZ6uyHQ0eGH4xFcTVM+47ej+c8peZMnT+aHH37gq6++Yvv27djZ2aGlpcU777zDyJEj25yvtrY227Zt4+GHH+bw4cN4eXnh6emJlZUVJSUl3Lx5k8rKSoWTNUpKSli4cCELFy7ExsYGV1dXqqqqSEhIoKysDHNzc7777o49QUxMDF988QXPPfcc7u7uWFpaUlBQIF/aDAsLY/r06W2/OW3AxMSEPXv28NBDD7F+/Xo2btyIj48PZmZmFBYWcuvWLWpqaujdu7dCupEjRzJ06FAOHz5Mnz598PLyQk9Pj9jYWPr160dQUFCTXsr3i6S0fJ5760+em9aPkO5uGBoISM8S890vR9i273LLGdRz4GQsg0K86ezjgLCn7IGQlVvMpr8usn5nJLn5yqcn3EvO5Sbz+NE1zAkYwENO/uhp65BQnMvicyfYlaLei7Xh3NluVk50s1LtQX23ktfT2pnxoq5KYQ2KX1pp0T1V8gDO5yXxxMlVvOw3iJGOAehp6XCzJIdl14/yV5p6L1tHIyEAQZbOBFmqPmz8biUvtayQSSd+5hXfMPrZehLayYO8Cgl/3j7Pj3EnVJ51e69JzChg1sfrePGxfvQNdMNQX4+0HDEL/zjK5iNX7mnZ3i6dGN0/QDHMtRPerp3kv++lkpeUXsAz76/j+SmhhAS5YWigR3q2mG9XH2XrAfXHdluxtjAmJMiN3AIJZy8ntpygFUSkpzJp6wbm9u7Lw57e6GnrEF+Qz7fn9rAzXv3ZsfeOHSIuP4/HAwKZGdiN0qoqjiTdYmHEGQVFEcDJVKacmwgEKhU8gLTiYrmSV1RRwe/XLhNkZ88QN3fMBPqUV1dxIz+PhRHX2Rgb1aalXnW4lVvApJXrmTs4lAFeIowEeiQXiPls7zH+jLzSqrxG+HvhKDRXCmtg+5VYuZIXk5nDnugbdHawpYujLYZ6eojLKziVkMS6yCsqN2i+F2jV/YPPo2rufNPmDPvXr1/P4sWLiYmJkRv4N3V2rSqay1sqlbJq1So2bNhAVFQUpaWl2Nra4urqyrBhw5g4cSJ+fn6A7BzadevWcejQIaKjo8nOzkZPTw9XV1dGjhzJa6+9hp2dnTzvCxcusHXrVo4dO0ZycjIFBQXY2Njg6enJ008/zeOPP97mvfMazvZtOPv3blq6LyUlJSxfvpzt27dz/fp1pFIp9vb2uLu789BDDzFhwgQlhxCJRMK8efPYtGkTOTk5ODo6MnXqVD788EOef/75Np9d25wDxX+d7Mc7zhvz34ie3j/3ZIV7jcn2tu3p919Bt+If+6q652T2v981uL/o5/3n3AfUJm7+a+1K/49W8jRoUIVGyXtw0Sh5Dy4aJe/BRaPktZ0H985p0KBBgwYNGjT8h9EoeRo0aNCgQYMGDf9B/nOOFw8Cq1atknvwqsPp06fvYW00aNCgQYMGDf9ENErev5CUlBTOnDnT8oUaNGjQoEGDhgcWzXLtv5D58+dTV1en9p8GDRo0aNCg4cFDo+Rp0KBBgwYNGjT8B9Es12r411FupXO/q3Df0Ikxvt9VuK9UGt7vGtw/ipSP4H2g0C27N+eS/xvQqnmwV2Rq9Fu+RoNqHriZvKSkJLS0tJQ27m0tx48fR0tLi0GDBnVIvf4O5s+fj5aWFvPnz7/fVdGgQYMGDRo03GMeOCVPgwYNGjRo0KDhQeCBW67V09PDx8cHR0fHduVjZGSEj48PLi4uHVQzDRo0aNCgQYOGjuOBU/IcHR2Ji1P/0Oam6NWrV4fko+Hvx7mTkNnjQunp44ShvoDUnEK2nYxi8/GrqOuM7OVkzdSh3fFz7YSN0ARDfT1yCyVcT8lhzf4LXE/ObjJtD28npg7rTqC7PSaGAgpKyrmenM2KXWdJSMvrICmbxtVSyNwhofQWOWEkEJBcUMimi1Gsi1RffgM9XR7vGUiAgy3+9p0QWVmgraXFkMW/ki4uViuPEf5eLJk0GoDXt+xhb3R8W0VSwtVCyBsDQglxccJIT0BSYSEbr0ax9tJVWmvdNMbPh5k9u+NlbUVVbQ2X0zNZfPos0VlNt3FvZydmBXenm4M9pvoC8svKicrKZunps8Tl3mnj4d6ejPX3xdfGGmtjI7S0tMgoLuF0UjK/nLtAtqS0jXdANa6WQl4LU2z7jZfq217NPAx069ve3paARm0/eMmvpBepbvu3hvans4MtblYWmBsaUFIhJaWwiK2Xo9lx7TrVtbUdJ2QTuFgJeXVEKL3cnTDSF5CcV8iW81Gsj1C/3/va2zCssyd9vFxxsjTH1EBAdlEpZ+KTWHHsHDnFyu01yM+dvl4u+DvY4uNgg5FAjx8On2X54YgOllCGSCjkjT6hhDg5YywQkCQuZH1UFGuvXWl13x/r48usoO54WVlRVVPD5axMvjsbTlSO6r7flrKtDA15oWcvhri7Y29iSllVFYniQrZfj+XPqGutqq+rhZDXB4YS4tpo3F+J4s+LbRj3/j7MCK4f9zU1XM7IZMnJpsd9bxcnngnpiY+NNRaGhuRIJFzNyOLniEjichSf6+O7+PPV6BFNlt1n6QrySstaWWPVPHBKnoYHGzd7S1a/MxkDgR6HLsSTI5YQ2lnE21MH4+Vkw+d/HFYrnwCRHaFdRETdyuRifBoV0mocbczpH+jOkO5efLRqP/vOKX8EPPVQL2aPCyWnUMLxK7cQS8qxNDMiyMMBT0fre67kedhYsv7pyRjo6bE/Jp7sYgkDvER8+NBgfGxt+Gi3evJbGRvx9oiBAKSLiygur0BopL5XhKWxIfMeHkxpZSXGAkGbZGkKTytLNj0hk3FfXDxZJRIGuouYN2wwPjY2fHBAPRkBXgwJ5o2B/UgvKmb9lWsYCfQY7efDpmmTmLVpO+dS05TT9OnFGwNCySqRcCjhFoXl5VgbG9Hd0QEfG2tFJc/LE18ba65lZZNbr9D5dbJhRo9ujO/sz5Q/N5GQl9/+mwJ4WFuy4alGbV8iYYCniI9GDcankw0f7VG/7d8ZLmv7NHERReUVWDTT9jpaWjzRK4jojGyOJyRSUFaOuYE+/T1EfD52OCP9vXl23fZWv4Rbg0cnS9a+OBlDPT32R8WTUyShn4+I9x8ZjLedDfO3qyf7R+OG0MXJjui0LPZdvUFldQ2BLnZM6dOV4V28eHLFJhJzCxXSzOjfnV7uzpRUSMktluBqbXEvRATA09KSLZOmYKCrx96EeLIlEgaKRHwcNhhfa2veP6p+338puBdv9u1HenEx66KuYqQnYIy3D5smTmbmjm2cS1fs+20p28/ahjXjJmCur8+xpET2JSRgpKeHp6UlQ9w9WqXkeVpZsvHJ+nF/vb5/e4iYN1w27j/cr77sL/QJ5o1B9eP+8jWMBXo87OfDxumTmLVxO+dTFGWf3iOIj4aHUVRewcH4mxSUleNmKWSkrxcjfL14dtMOwpNSlMo5FH+T69m5SuFllVVq17UlWq3kaWnJPJzq6upYt24dixcvJjY2FoFAwIABA/jss8/o3LmzUjqRSERycjKJiYkkJiby9ddfExkZSX5+PseOHZM7MJSVlbFs2TI2b95MfHw81dXVeHt7M23aNObMmYO+vmo3mxs3brBo0SKOHj1Keno6RkZGiEQiRo8ezQsvvIC9vT0gc7xwc3PD1dWVpKQkhTySk5P54osvOHToEOnp6QgEAmxsbOjatSuTJ09mypQp8muPHz9OWFgYAwcO5Pjx40r1SUlJYcGCBezfv5+MjAxMTU0JDg5mzpw5jBo1Sun6+fPn8/HHHzNv3jxee+015s2bx7Zt28jOzsbZ2ZkZM2bw7rvvoqvbMXp5UVFRq8uIi4vj66+/5ujRo2RmZmJiYkJISAhvvPEGgwcPVrq+cV9RReM+0V5HGHV5d9oQTI0MmLNkO2eikwD4cUc4S+eMY/yALhw4H8eFG8ov7rvZG3GdHaejlcLdHaz44/2pvDZpgJKSN6CrO7PHhXLs8k3eX7kXaVWNQryO9r33Hpz/8BDMDAx47s/tnExIAmDJ0XB+fmIck3p0YU9UHOeSWpa/sKycp37fSkxmNkXlUlY+MY7+nqJW1aO8qoodV2N5qm/PNkqjmk+Gy2R8evN2TtxOAuC7U+H8OnEcU4K68Nf1OCJSWpbR1ULInH59uJ1fwPjf1yOprATg94tX2Dr9cb4YNYzhK3+jplH/HuLpzhsDQjkYf5PXdu9FWn1XG2sptvF7+w9RWaN4DcDEwAAWjBrOnNAQXtm5p7W3QCUNbf/suu2cvJkEwOJj4aycOo7JPbqwJ0b9tp+1disxGdkUVUj5ZWrzbV9TV0fPr5YryamjpcWqJ8bT31PEAC83TiQktke8Zvnw0SGYGRrwwurtnLqRBMDSg+H8NGscE3t3Ye/VOM7fbln2vy5f5+0N+0gtKFIIf3pgT14f1Z//PTyAl37bqRC37OBZ8koOk5IvZlSgNwunPtxhct3Np2FDMdM34Kmd2zmeJLufi86eYfUj43i8SyC7428QkZbaYj4ioZBXe/fhdmEB4zaso6S+76+5cpntU6ayYOhwhv2+WqHvt7ZsYz09fh7zCACPbPiTuDzFD9y7x0pLfDxS1r+f2bSdE7eSAPjuZDi/TBrHlG5d+Cs2jnPqjvv+snE/Yc16JNJ62S9cYeuMx/nioWGMWHFn3Otqa/PagL6UVEgZ/esfZJVI5HkN9fLgx8fG8kKfYJVK3uH4W2yLim2VnK2lzY4XX3/9NdOmTSM1NRU/Pz+qq6vZuXMnvXr1avYYrfXr1zN06FDOnTuHu7s7Tk5O8rj09HSCg4N55513uHr1Kra2tohEImJiYnjrrbcYOnQo5eXlSnn++eefBAYGsnLlSjIyMvD396dTp07ExMTwySefcODAgRblSUpKomfPnvz8889kZ2fj4+ODp6cnRUVF7Nixgy+//FLte3Pu3Dm6du3KTz/9RG5uLl26dMHQ0JD9+/fz0EMP8dFHHzWZtqioiD59+vDDDz9gZWWFg4MDt27d4qOPPuLFF19Uuw7N0ZYyNm3aRNeuXVm9ejUFBQX4+/sjEAjYu3cvQ4cOZdmyZR1St3uJi62QHj5ORMalyBU8gOqaWpbvkJ0gMq5/F7XyqqxWfjED3M7IJykzHyszY0wMFWeoXhnfD0m5lPmrDygpeAA1tfd2mwSRlZBgkRMRiSlyBQ+guraWxUdk8k/soZ78ZZVVhN9Ooahc2up6jO7iw3B/Lz7afbhDv1gBRBZCerk4cTY5Ra7ggUzGb0/KZJzUVT0ZH+sSgJ6ODsvPnpcreAAJeflsj4nF1UJIH1dnhTT/G9gPiVTKW3sOKCl4gMJLEVCp4AHsi0sAZC+cjkBkKaSXa33b1yt4ILsv3x2rb/tuarZ9VX3bV6jf9qrkrKmr4/CNW0DHyakKV2shwe5OnLuVIlfwQCb7koMy2R/rpZ7s685eVVLwAFafvEhZZRXBbk5KcZeS0knJF7ep7q3BTSikt5MT4akpciULZHIuDJfJOaWzmn3fX9b3fzh/Tq7gASQU5LP9eiwioZA+znfs0dtS9hOBQTiamfHNmVNKCh4oj5XmEFnWj/ukFLmC11D+d/XjfnKQerJPCJTJ/mP4ebmCB3AzL58d0fXjXnRn3AsNDTA10OdGbp6Cggdw4lYitXV1WBkbqS1LR9NmJe+DDz5g0aJFpKenExkZSVZWFtOmTaO8vJwnnnhCpTIG8OGHHzJv3jxycnI4f/48KSkp9OnTh9raWiZNmkRsbCxTpkwhLS2NhIQEYmNjSUxMpH///pw+fVpJQbpw4QKzZs2isrKSt956i9zcXC5evMj169cpKSlh/fr1eHp6tijPokWLyMvLY8aMGWRnZ3Pt2jUuX75Mfn4+169f56WXXlLrvpSVlTFp0iTEYjGTJk0iMzOTCxcukJqaym+//YaOjg6ffvop+/btU5n+hx9+wMbGhuTkZC5fvkxiYiK7du1CR0eHX375pUPsAFtbxrVr13jyySfR1tbm559/RiwWc/nyZTIzM9m1axempqa89tprXL16td11u5f08JYNzIgY5S+q6MQsiksr6O6t/JBuDU425rjaWZKVX4yk/M4DwtPRGncHK87FplBWUUXfziJmjOzJ5MFBeDlZt6tMdelV/2A6c0tZ/mvpWRSVVxDs2j75W8LaxIgPRoWx5VK0ynq0l94uMhlPJyrnfTUzi6KKCno5qydjbxfZdaeTkpXiTiXKwhrn5WNjjae1FaeTUiirqmKAu4jnevdkevcgfG1a18aDPNwAiM/tmKXahrY/fbvptu91j9v+brSA/h4iAOJz752ZQi93mezh8cqyR6XKZO+pQjlrDXXUUVtb+7fYFjZFb6f6Nk5R7q9Xs+v7vqOafd9RltcpFXmdTE6qv+ZOXm0p+2Fvb2rr6th/MwE3oQVPdg3iuR49GeLmjp5261STZsd9Rv2zzaWV4z5Rxbi/LQsLbjTu80rLKCgrw8fGGlsTxX1MB3iI0NbSIiJZ9eypn60Ns4K782zvnozw8cRYoKdWHVtDm9f+Ro0axeuvvy7/bWRkxKpVqzhy5AjJycls2LCBWbNmKaW7eyZLS0sLfX19du/eTXh4OMHBwfzxxx8KS4ZOTk5s3LgRb29vfvrpJz755BMMDWU2IPPmzaOqqoqnnnqKr776SqEsPT09hSXW5khIkH05v/7665iYmCjE+fr64uvrq1Y+69atIyUlBVtbW9asWYOBgYE8bsaMGZw/f57ly5ezYMEClcu2urq6/Pnnnzg4OMjDxowZwyOPPMK2bdvYt2+f2nVpitaW8fHHHyOVSlmyZAnPPvusQl5jxozh888/55VXXmHp0qX8+uuv7arbvcTFVghASk6hyvjUXDEBIjsMBLpUVFarlae3sw2DgjzQ1dHG3sqMAV3dAfhi7RGF6/xFtgAUlVbw69uTCPRwUIjfG3Gdj387SHXNvXtJuFoKAUjOVy1/SoGYLo52GOjpUlGlnvyt5ePRQ5FW1/DVwZP3JH9R/YxQUqFqGZMLxQTa22Ggq0tFdfMyiiyESKSVKg2gkwvFsmss79hXdbGTtbG4vIKN0ybRzVGxjXfGXOedvQepUqEIDPXywL+TDQZ6enhZW9LfTUSKuIjFp8ObraO6iNRtezXuS3t4eWAIABaGhvRxc8bDxoqtV2KISGx5CbGtuFgJgaZlT80T09m5ff1+eGdvTAz02X+t45yHWotIKOuLSWKxyvjkIjGBtmr2faEQSWUleWXKfb8hf5FQ2Oay9bS18bW2oaC8jOldg3gtpC86jRS7ZLGYF/7axY189ZT/hnGf3NS4F7di3Fs2Pe6TVIx7gE8OHuObMSPZ/cx0Dt2Q2eSJLC0Y7OnGwRsJfHdC9TieGdxd4XdxRQUfHzzGrpiOc+ps80ze7NmzlcIEAgHPPPMMQJNLpE8++aTK8G3btgEwc+ZMlTZh9vb2BAcHI5FIuHjxIgDl5eUcOnQIgLfeeqv1QjTC2Vn2JbBly5Z2nfd68OBBAJ599lkFBa+BV199FYDw8HBKS5U9sUaOHKmwhN1AcHAwALdv325z3dpSRmVlJXv37kVHR4eZM2eqzG/s2LEAnDhxot11u5eYGMrsORvPsDWmtD684Tp18HG24fmxfXj64d48FOJHRWU1by7fpbAcDGBpKpuuHxsagNDEkOcXbqbfy98z9ZO1XL2ZwUMhfrz4aN82SKU+pgYyuUqkquVvWJowbcLutb080tWPIb4ezN9zhJJWLPW1hoa6d4SMJvr6SCpV11Mildbnc2dJ3spI1saPBQZgYWjIE+s3E/jt94xdvZZL6Rk8EuDH3P6q23iYlwdz+vXhud49CfNwJzY7h5kbt5LWhLdqazFp6b7UL8k19JF7xSsD+/DKwD480SsIN2tLfg2/wIe7D93TMuX9vqL5PmHSRtntzE14b+wgyiurWHawY5TytmBa78BUIm2izza0saBlOU319ZvJRyq/pq1lmxsYoKutjdDAkDm9+/Dl6VME//wjfX75maXnInA2N2fl2EcQ6Kh3ulGL/bu1474pOVSMe4A91+N5ZtMOamprmRTUhRf69mKkrxfJhUVsvRarYO4BkCouYt7+Iwz5cRWdv1nKwB9+Yd6BI9TWwTdjRjLAXdRiPdWlzTN5fn5+zYbHx6v+omkqXVRUFAA//vgj69atU3lNQ57p6ekA3Lx5k6qqKoRCIT4+PupXXgWzZ89mzZo1fPrpp/z++++MHDmS/v37ExYWpjDj1RINdfT391cZ7+XlhUAgoLKyklu3bhEYGKgQ7+Gh+uyiTp06ASCRSFTGt4bWlBEfH09FRQUCgYCHHnpIZboGpbihXToSqVSK9K4BV1tTjbaO6q773JgQpbB1hy8jaYPtmDrsDo9ld3gsAl0dXGyFPDG8B0tfHceyraf54+BF+XVa9Z9T2lpavLNiDzdSZR5VN1JzeWP5LnZ8PovJYUH8tPMsVU3Y+6nDy4OU5V8TcfmeKVXq0snUmHdHDmJPVBzHbrTvQ2VOqLKMqy9cbvIF83fR4DejraXFnJ17iM2RtXFsTi4vbNvF0edmMb17EEtOn1WyUXt770He3nsQE4GAANtOvD4glB0zpvLS9r+ISFFvlqthlqwxayLu/31pjM8n36EFdDI1IczbndcHhxLkZM+z63ZQWqn6Ba0OLw1Vlv2P0/e+35sb6vPjrHFYGhvx7qb9JOWpnknqKF7t3UcpbNXlS5Q08THyT0W73qlCV1ub1Zcv8evlO8/KxRHhuAmFjPHxZZSnNztvXAfglX7Kbfxb5D+jf0/o4s8nI4fw56Vr/HHxCjkSCe6WlrwxKJQVEx/h00PH+P3CFfn1kanpRKbeeV9mFJew7tI1UgrFrJ4ygVcH9OFkI5vi9tBmJa9BIbgbW1vZkkVJSYnKeGNj1WdvFhXJjFmjo5U9Fu+mwd6vuFj2lStsNG3cVoKCgjh58iTz5s3j6NGjrFixghUrVqClpcWwYcNYvHhxkwpqYxoUpKbuj5aWFjY2NqSnp6u8R03dH+36qez2zDK2pYyGdqmsrOTMmTPN5ltRUdHuut3NggUL+PjjjxXC7LoNx6HHSJXXPz9W+SG4OzwWSblUrujd7RDRgHF9eFsUwsrqGm6m5zN/9UEsTAx5ZUI/wqOTuJUhs6mSlMleYDmFJXIFr4HCknKiE7MI8XfFzd6S+FRll3p1eXmQsvzbr8RSUiGVv/Du/gptwKQ+vKmv2Pbw0cODqa2t5dN9x9qd15x+yjJujYqlRCqVP/BblFGNl6JEKsWkiVkPVTMHDf/PKimRK3gNFJSVcyUzi34iVzysLLmeo7qNJZWVnEtN4+nN2zn47EwWjh7BoJ9WqWXr9crAJtpeKm1yBkIuj+Detf3d1AHZJRI2XLyGuKycJRNH82L/Xiw80rTDXkvMHqos+46Ld/V7g+b7RGkrFUIzQ31+eWYCnp2s+GTHEf66cu/3TX01RFnOLbExlFRK5Q4STc1WydtYjb5fIpU2k4++/Br59a0su3Haw7dvKV1/NPE2Y3x8CbS1lSt5c/ory74tSs3+3dpx35QcKsa9m6UFn4wayvGbt/niyJ3VrOs5uby0dTcHnpvB6wND2XI1hrKq5h3NTiemkFFUTGc7WwQ6Ok06ZrWGNit5ubm5Kpf8cnJyADA1NW1Vfg12cIcOHWLo0KFqpWkoQ9yEHUBrCQkJ4cCBA0gkEs6cOcOxY8dYt24dBw8eZNiwYURHR7eoUDbI0XAf7qauro7c3FyF+v+TaZDH0dGRtLSW3c9VUVdXJ99OpTGqlqvv5t1331Ww/QQYOHdFk9f3ePa7JuNSssUAuHRSvU+Vs42QnEKJ2vZ4TRERm0K/QHe6eTnKlbzkbNkXfkkTCqSkTBaur9e+LXJ85zctf3KBGABXK9Xyu1gKyS6WUH4P7PH87GywNDYi4i3V3tvfPvYw3z72MF/sP87vEZebzcvzq6ZllNvMWKiW0dVCSFaJejImFYrp7uiAtbGRkn1OgzdoUsGdmZvb9f8vbkJZaFA2DNTYBklSWcmVjEyGe3viaiHkVn5Bi2l8PmnmvtzHtm+O0/WG7L1E7XN8CHinmXFf79nalOzO1kKyi1onu3m9gufvaMunO46w+XxUq+rbVtyXfNtkXJJY1v9ETbyjXM2FZEkklKthc5kkFtPDwQFrIyMlu7yG/Bvb37W27PLqajJLSrA3NaVYxYdFQ5h+o7HitaDlce/a1LgXtmLcF4jp7qR63ItUjPt+bq4IdHSISFZ+P1bWyDZPHxPgi7uVZbMbqDdQWF6Og7kZ+rq6HaLktdkm7/r1682Ge3t7tyq/huVNdWbyGmhY+hSLxdy4caNV5TWHiYkJI0aM4MsvvyQuLg4PDw/S09Ob9IhtTIPcsbGq975JSEigsrISHR2dJpdN/0l4eXmhp6dHZmYmBQUtv2ga0zBj2KDUNqaoqIg8FW7zd6Ovr4+ZmZnCX1NLtS1xMV627BUSoHwUXWc3O8yMDbgU3zZFtjHWQpncNY1mX6JuZ1IhrcLR2hyBrrKdicjeEoDM/I6xwVLF+SSZ/KEeyvIHOtphbmhApIoHVUewJzqezZeilP5iMmUPvYjEFDZfiiIhp33epOfqlzb7uSnL2NXeDnMDA86r2MBYFQ0bnvYTuSrF9XeThTXO60pGJuVVVTgLzVXaEnlYydpYXTu7TvWeeh3hsdnQ9v3cm2778/eo7Zujk6nsI/Jebh90/rZM9r7eyrJ3cZbJfiFRfdkbK3if7zzKhojWncpwrzhXvwddPxfl/trVtr7vp6vZ9+uv668irwGuIll5jfJqS9ln69N4WloppWkISy9W3q5GFc2Oe4f6Z5sae+RBo3HvpmLcu8vCIhuNez0dmRpl2cSG4A3hlTUtK5gmAgHuVpYUlVd02DJ0m5W85cuXK4VVVlbKvSuHDx/eqvzGjx8PwIoVK9Re9jM0NJSXs3DhwlaVpy5GRkZ06SLbXycjI6PF60eMkB1VsnLlSpVyLF26FIDQ0NAml03/SRgZGTFixAhqa2vldVcXd3eZp2lkZKRS3C+//NIh9WsNKdliLt5II9jXhdDOInm4ro623Olh+ynFL3ITQwEiOwuszRXbqquHg8rNi72dbXhsQCDV1TVExN5x5y+XVrEn4jpGBgKeHt1bIc1DIX54OlpzOSGdvKKOPcaqMUn5YiKT0ghxc2GAl0gerqutzauDZfJvvniX/PoC3KwtsDFpX1/99vBpPtx1WOmvwT5v08UoPtx1mLMqtvhoDUmFYs6npNHH1YWBjYyXGzYsBdh09S4ZBQLcLS2wuWs8bomKoaqmhpf69JIvNwF4WVsxLsCf5EIxZxttjVBWVcWOmOsYCwTM7qvYxo8G+OFtY01kajq59TPYAh0dghzsVMoxoYs/QQ72JBUUyj1520NSgZjzyfVt32jjYl1tbeaG1bf9ZeW2d7dqf9u7W1mofAEa6Ory7vABAJy8ee82Qk7OExN5O43eHi709xHJw3W1tZkzXCb7lvMq+r2NBdamirKbG+rz67OP4e9oyxe7jrHu7D9n26hEsZhzaWn0dXZhkMhNHq6rrc0bfUMB2BCtKKepQIC7hQU2Rnf1/dhoqmpqmN2rt9ypAsDL0opxfv4kicWcTb0zVttS9roo2b17oWewgjOItZERM4O6UVNby/6bCWrJnlRQP+5FLgys35anofyGcb/xior+rWLcb60f9y/27SVf5gXwtLbi0c714z7pzri/lCbTCyYHdcHOVHFnjhBXZ3q7OpMrKeVm3p1Jku6Oynb++ro6fDZqKIZ6euy53nGTVm1eG9qzZw9Llixhzpw5aGlpUV5ezgsvvEBGRgbOzs5qb13SwLhx4wgJCSEiIoIxY8bw448/KuxvJ5VKOXz4MFu3bmXVqlXy8Hnz5nHgwAF++eUXbGxs+OCDDzCq93Krqqpi27ZtODo60q9fv2bLf/HFFxk0aBBjxoyRpwc4efIkR47ItsPo3r17U8nlPP7443zyySekpKQwc+ZMfvnlF/mS59q1a1mxQrbU+M4776h5Z+4/n376KYcOHeKzzz7DwMCAV199Vb6FDUBmZiabNm1CX1+fF154QR4+atQooqKi+OCDD+jZs6fcXnP//v188skn6OrqUn0Pt2tQxYI/j7D6ncksfGkMhy4kkFskoW+ACG9nG7afjFI67SKsmyfzZ41gd3gM81cflIe/PS0MCxMjrt7KICu/GB0dbVxtLQgJcEULLb7ddEJpVu6H7Wfo4ePEMw/3JsjTgetJ2TjbWjAg0J2i0gq1j1RrD/P3HGH905P5fvIY9sUkkFMiob+nCF87GzZdjFI68WCYnycLHh3B9isxvLvjoELcW8P7y4+z8u5kXR82gLJ6+5yfT0eSeI8N0VXx0cEjbHpiMj+OG8PeuASyJRIGuIvw62TDxqtRSqddDPf25OuHR7A1Koa3996RMalQzNIzEbwxIJQ9T01n/40EDPX0GOPvg66ONu/vP6S0YeuiE2fo7ezE7L696enkQFRWNiILCwZ7uiMur+DDRkeq6evqsmX649zIzeN6di7ZEgkm+gK62tvR2c4WibRSoT7tZf6eI2x4ajI/TBrDvtj6tveob/tLKtre15MvHxnBtisxvLvrrrYf1h8Lw7vaftidtl95JpLb9VuW9PcU8eaQfpxLTiOtsIgSaSW2piYM8BRhYWTIxZR0Vp+91GFyquLTHUdY++Jklk4fw/5rCeQWy44187G3Ycv5KKXTLoZ29uTziSPYcTGG9zffkX3x9DH4OXTiVk4+5kYGajl8DPb3YEiAbNXG0cIcgCH+HjhamAFwKSmDrZHqr2A1x4fHDrNl0hR+fHgMexPiySktZYCrCD8bGzZERymddjHcw5Nvho9kS2wMbx26syNGoljMknNnebNvP/ZOe5J9N+Mx0tNjjLcvutravHdEue+3tuxLmZn8cukCz3Tvyb4npnPk9m10tbUZ5uGBtZEx35w5RWIrTLHm7T/Cxicns3y8bNznlEjo7y7Cz9aGjVeilE67GO7tyVejR7DtWgxv72k07gvELDsdwesDQ/nr6ensj5MdtTa6YdzvVZT9SkYWO6Kv82hnP/Y9+yQH42+RJynFzUo27gE+PXSc2kZpNj45mYTcfKKzssmRlGJlZEhfkQsO5mZcz85h0Ynm7d9bQ5uVvM8++4y5c+fy5Zdf4uzszI0bNyguLsbAwIC1a9cqKErqoK2tzbZt23j44Yc5fPgwXl5eeHp6YmVlRUlJCTdv3qSyslKuKDTQs2dPVq1axVNPPcWCBQtYsmQJvr6+lJeXk5iYSEVFBatXr25RyTt79iw//fQTurq6eHl5YWpqSnZ2NsnJMpuRJ554grCwsBblMDIyYtOmTYwYMYKNGzfy119/4efnR3Z2Nqmpsk7+wQcfqNwj759KUFAQ69ev54knnuDdd9/l448/xtfXF4FAQGZmplyut99+WyHdm2++ye+//86VK1dwdXXFz88PsVhMUlIS77zzDuvXr5ff37+LxMwCnvxiPbMfDSW0swhDAz1Sc8R8vf4Ym45dUTuftQcvMbi7JwEiW/p3cUNbW4u8olIORt5g49GrRN3OVEpTVFrBrAUbeG5MH8K6edDVw4Gi0gr2nrvOz7siSM9Tb2miPdzKLWDSyvXMHRzKAC8RRgI9kgvEfLb3GH9GXmlVXiP8vXAUmiuFNbD9Sux9UfJu1h9D9saAUAa4izAW6JFcKObjQ8dYe+lKq/L68ex50ouKmdmzG1O7BVJVU8Ol9AwWnzpLlAr7GnFFBRPXbuCV0D4M9/agm6MDReUV7Iy5ztLTEaQW3Wnj8qoqFp8KJ8TFmT6uzlgYGVJdU0t6cTGrIy+xKvISmU04sLWFW3kFTPxlPa8NDmWA5522/3RfG9rezwunu9p+ZOO2vxorV/LCb6ewxTKGHi4OdHGww1igh0RaSXxOHntjZMv4rTndoC3cyilgyg/reXV4KP19ZLKn5Iv5fNcx1p+9onY+DYqZRycrlc4ecMfhowFfBxse7RGgcI2vQyd8He4453WUknezQHYM2Rt9+zFQ5Iaxnh5JYjHzjx/lj6tXWpXX8sjzpBcXM6tbd6Z16UpVbQ0XMzNYHBHOtWzlvt+Wsr84dZIbeXlM7xrEBP8A6urqiM3N4YOjRzh462brZK8/huz1u8b9JwePsfZi62T/MVw27mcEd2Nq9zvjfsmps0RlKsv+1u79XEhNZ1wXf4Z7e2Cgp4e4vJwjCbf59dxFLqUrrgL+eu4iQY729Hd3xczAgMrqGm7lF7D24lV+v3hZ5Wk5bUWrrpXumqrOro2JiUFPT4+BAwfy6aefKm0LAuqfUyqVSlm1ahUbNmwgKiqK0tJSbG1tcXV1ZdiwYUycOFGll2tsbCwLFy7kyJEjZGVlYWZmhqurK2PGjOH555/Hzk62LNLU2bXHjh1j586dnDp1itTUVIqKirC3t8fX15fZs2czevRoBeeBls6uTU5Olp9dm5mZibGxMcHBwbz66qsqtyJpfHbt/PnzleJ/++03Zs2axYwZM/jtt9+avH/N0d4ykpOT+e677zhw4ADJycno6Ojg6OiIv78/jz76KGPHjlVyTLl9+zbvvPMOhw8fpqKiAl9fX+bMmcPMmTPbfHZtc84V/3VKHe93De4v1arNXh4IdO7/ThH3FV3lvWkfGMrt760S/E9Hp+zen+v9TyXh3dfalb5dSp4GDfcDjZL34KJR8h5cNEreg4tGyWs7bXa80KBBgwYNGjRo0PDPRaPkadCgQYMGDRo0/Adp386rGu4br7zyCpcvN79pbAPdunVj2bJl97hGGjRo0KBBg4Z/Ehol719KVFRUi8eMNaCrxg77GjRo0KBBg4b/Fq1++2scLv4ZqPLo1aBBgwYNGjRoaEAzxaPhX4dR7t+7gfI/ifyeD66XGQAGHbd/1L8N8zOqD19/UNAre3AnGMrt73cN7i+65fe7Bv9e/rWOF1evXmX06NFYWlqira2NlpaWZnarGY4fP46WlhaDBg2631XRoEGDBg0aNPwN/Ctn8nJycggLC6OwsBBHR0f8/PzQ0tLC3Ny85cQaNGjQoEGDBg0PAP9KJW/Dhg0UFhbyyCOPsG3bNrS1/7UTkho0aNCgQYMGDfeEf6WSFxcXB8CIESM0Cp6GVuNkL+TZJ/rTvbMLhgZ6pGWK2XXwKtv3XUZdvyK7TmZs/vn5JuPnL9zNkdNx8t9mpgYM7ONN354euLtYY21lQll5JXEJWWzefZHzV5LaKRUE2tjxWs++dLd1QE9bh/jCPFZFXWTXzbiWE9ejBUwP6MbjfoG4mQspraribEYqC8+fIqlY3GS6ESJPnggIorO1LYa6uuSWlXE5J4MFESfJLFU8fzWokx2zu4XQw9YBY4GA9JJidt+6wfLL55DWdLy9ZaCVHa8F9aO7jSN62trEF+WxKvYCuxKvq5XeysCIyZ6BdLayo4uVLc6mQgBEa75Seb2Znj6vdetHVyt7nE3NMRMYUCgt53ZRAb/HXWJ/SnxHidZqnDsJmf1oKD19nDDUF5CaU8i2U1FsPn5V7b7v5WTN1CHd8XPthI3QBEN9PXLFEq4n57DmwAWuJyuf7bnijcfo6eOsMr/w6CReWbq9PWKphbOtkOcnhdLDzxlDAwFpWYXsOBbF1sNX1JZdFYvefJTQIHekldUMfGqpUvzLjw/A390WZzsLzIwNKC2XkpZdxO4T0ew9HUtNTW2byhUJhbzRJ5QQJ2eMBQKSxIWsj4pi7bUrtFacsT6+zArqjpeVFVU1NVzOyuS7s+FE5Si3ZWvLHuHhyVgfX/xsbLAyNEJbS4v0kmLOpKTw88ULZJdKlPIX6OjwXI+ejPH2xcXcnIqqaq6mZfLTifNcTslQur4lXC2FvDo0lN5uThgJBCTnF7LpQhTrI9Xv9wZ6ukwJDiTAwRZ/+06IrCzQ1tZiyLe/kiEubjZtsMiJGX26E+Rsj6mBgPzScmLSs/n+2FluZOe1Wp7W8K9U8srLZVaYhoYP8BlHGtqEyMmK5V9NxUCgx7EzN8gtKCGkuzuvPTcUD5EN3yw/2Kr8EhJzOHUuQSn8doriwA3r68ObLw4nJ6+ES1Ep5OWXYGNtysA+3oT0cOeH1cfZsDOyzXKF2Duz5uEJVNXUsvtWHCWVUka6ebF0yGicTM1ZfvmcWvl8PmAYU/26El+Qx2/Rl7ExNGa0hw8DnFwZv2M9N8X5Smm+6D+Mqf5dSSoqZPetOEorK+lkbEJve2ccTc0UlLwRbl58P2Q0tXV17EuMJ7esjJ52Drzaow99HZyZ9tdmKms7zrkixNaZNcMmUVVbw+7EOEqqpIx08WbpgLE4mZizPCqixTy8zK14q8dAauvqSCwuoKyqEiO9pp0gLAwMmeQZyOXcDA6mJCCWVmBlYMQQZ09+ChvHuvgrvHf2QIfJqC5u9pasfnsyBgI9Dl2IJ0csIbSziLcfH4yXow2frz2sVj4BIjtCu4iIup3Jxfg0KqTVONqY0z/QnSHdvfho9X72nVP9YbFi91mlsNQccXvEUguRgyUr503BQF+PI+fiyS2Q0KeriDdnDMbT2ZovV6kn+92MHhBASKCIispqVLlE6WhrMXFYEHGJ2YRfSaSwpAwzIwNCAkW8/+xwBvf25vVvtrVayfS0tGTLpCkY6OqxNyGebImEgSIRH4cNxtfamvePqi/PS8G9eLNvP9KLi1kXdRUjPQFjvH3YNHEyM3ds41x6WrvKHu7hiZ+NDdeys8mpV+j8bToxI6gb4/38mbR5IwkFd54rAh0d1o5/jJ4OjlzPzeXPqKsI6wwY7u/J77Mm8urG3RyNu622fB42lqx7ZjIGenrsj4knp1hCfy8RH44ejI+dDfN2qXevLI2NeHvkQADSC4sorqhAaNSyDvL8gF7MHRpKdrGEI3G3KCwrx9rYiG4uDnjbWt9zJa/VZ9feT+bPn8/HH3+sMm7gwIEcP36c6OhoFixYwMmTJ8nOzsbIyAgbGxuCg4N58sknGTlypFLaGzdusGjRIo4ePUp6ejpGRkaIRCJGjx7NCy+8gL29omtTTEwMX375JceOHSMnJwcLCwv69evH//73P0JCQpTynzlzJmvWrGH16tUMHDiQjz/+mEOHDpGdnc0HH3zA/PnzAdn2NBs3buTXX3/l0qVLSCQSHB0dGT16NO+99x52dnZtvnfHjx8nLCyMgQMHcvToUZYtW8bKlSu5efMm5ubmjB49mi+//BIbGxuV6QsKCli0aBE7d+4kMTERbW1tAgICePrpp3n66aeVZlQHDRrEiRMnOHbsmEpnj8b3ZObMma2Spf+j37Tq+sYs+2wKQZ2d+d+nW4i4mAiAjo42Cz96jJ5dXZnzwQYuR6e2mE/DTN6+o9F8sXRfi9d37+KCvkCXiEu3FR7ozg4WrPjmCQwEekx8bgX5haXN5pM6SvlVoqOlxZHJT2FvbMr4HeuIyc8BwFhPj22PTsPd3IJhm1Y3OxMH0MfBmfVjJnMuM5Xpf22RK1t9HV1Y+/BEIjPTmLx7o0KamZ27MT90CGuiL/Nx+FFq73qc6GhpUVMfpq+jS/i05zAV6DN+xzqi8+7MEnwcOoQZnbvx1bmT/HjlfNOVbIV3rY6WFkcefVZ2X/b+QUxB/X3RFbDtoSdwN7dk2I5fSSopbDYfawMj3M0ticnPobS6kiOPPoOHuVWTM3naWlpogVzuBox1BWx/eDreQmuG7fyVBHHrHu5W7fSu/fnNifTwdmLO0u2ciU4CQFdHm6VzxtHbz4XnF23mwo205jMBBLo6VFYrt4O7vRV/vD+V0gopw9/8WSGuYSavx3NtP3e6Pd61y9+fRHc/J177Zjtnr94Z94v/N47gzq689PlmLl1vedw3xsbShHULnmT3iWjCgr2wNDdWOZMn0NOhskrxfuloa7Hk7Qn0DHDh9YXbCb+S2GxZOcGKv9dPmERvJyee2rmd40mytLra2qx+ZByhLq5M3bqZiLSW5REJhRx4YgapxUWM27COkspKALwsrdg+ZSo5paUM+321Ql9ubdkCHR0qa5T7y6SAznw5dDh7E+J5ee9f8vBnuvfgvf4D2RN/g1f376W2rg79fC2cLczZ+uI0KqtrGL54FWWVVS3KB/D7UxMJFjnx/B/bOZmQJK/vz9PH0cfDhRmrN3M+seV+byTQI8jZnpiMbIrKpfw8fRz9vUTNzuSF+bizfNojHI69yZtb9iKtVu4HNbXN9+vrnzxAZ9e6uLgQGhpKp06dAPDy8iI0NJTQ0FC6dOnC+fPn6dWrF+vWraOkpAR/f3+cnZ3Jzc1l/fr1/PTTT0p5/vnnnwQGBrJy5UoyMjLw9/enU6dOxMTE8Mknn3DggOIX965du+jRowdr166ltLSUrl27UldXx7Zt2wgNDWXlypVN1v/GjRt0796dDRs2YGdnh5eXF1paspd2VVUVkydP5vHHH+fw4cMYGBjg5+dHdnY2y5Yto3v37sTHd8wyz/Tp05k7dy6VlZV4enpSUFDAqlWrCAsLQypVPgU9JiaGwMBAvvjiCxISEhCJRNja2nL+/Hmee+45Jk+e/K/YP9HZwYKgzs5cvJYsV/AAampqWbn2FABjhgfek7IvRaVw9uJtpS/21IxCjp6+gZ6eDl18HduUd19HF0TmFuy8eV2u4AGUVlWx7NJZ9HR0mOjbucV8pvjKZF8UeUZhNi08PYWTqUn0dnDGzdxCHq6vo8urPfqSXCTmExUKHigqOj3tHLAyNOJg0k0FBU9W5mkApvl3VVPqlulr74rIzIKdt2PlCh5AaXUly66Fo6etw0TPLi3mk1dRxvnsNEqrK9Uqt7auTknBayj3ZLqs34nql3z/Llw6Cenh7URkXIpcwQOorqll+Q7Zpurj+rV8LwCVCh7A7cx8krLysTIzxsTwn7Pdi7OdkO5+TlyISZEreCAb9z9tlsn+SJh6sjfm/WeGIy4pZ8Xm8Gavu1vBA6iprePkxVsAONkKW1Wum1BIbycnwlNT5EoWQHVtLQvDZfJM6ayePI/5B6Cno8MP58/JFTyAhIJ8tl+PRSQU0sfZpV1lq1LwAPYmyN5nruZChfDhHp4ALDl3VuGZklpYxLZLMViZGDEiwEst+URWQoJFTkTcTpEreA31XXxEVt+JPdS7V2WVVYTfSqGoXPkd2RSvD+uHpELKu9sPKCl4QIsKXkfwr1LynnrqKU6fPs2oUaMAeO+99zh9+jSnT59m2bJlfPrpp5SXl/Pee++Rk5PDlStXiIqKQiwWExkZyaRJkxTyu3DhArNmzaKyspK33nqL3NxcLl68yPXr1ykpKWH9+vV4enrKr8/IyGD69OlIpVJeffVVsrOziYyMJCsri88//5za2lpmz57NtWvXVNb/m2++YcCAAWRkZMjLefvttwH46KOP2Lx5M926dePy5cukp6dz5coV8vLyeOmll8jMzGTatGntvofh4eEcP36cc+fOER8fT3R0NDExMTg5ORETE8Pq1asVri8tLeWRRx4hPT2dOXPmkJubS0xMDDdv3iQ6OpqAgAC2bNnC8uXL2123e01QZ5lNUKQK+7fYhExKJBUEBai2G2oKK0sTHh0ZxBMTejMyLAAbK5NW16u6fvDX1LbNNifEQVbnU2lJSnEnU2Vhve1blivEwZnSqkouZKUr55OWWJ+Pkzysv5MrFgaGHEy6iY6WNiPcvHgxqBfT/LriaiZUysPa0BiAtJIipbjiSiniinKcTM1xMesYL/kQW9nL6VRGklLcyYx6eexa197tQV9bh772LtTW1ZGgYtn7XtKj3h4uIjZFKS46MYvi0gq6ezspxbUGJxtzXG0tySooRlKuWiEeHuzNrJHBTBkcRBf3v2fzt+5+MtnPRScrxcXcksnezbd1sj8S1oVenV354pdDSKtab0eqpQUhgSIAbqe1bka3t5NMntMpyvJczc6iqKKCXo7qydPbsf7ZoSKvk8lJ9dfcyasjyw4TuQEQn68ov7WREQCpRcqzY2mFsmdHiJuLUpwqgkWy+p65pdzvr6VlUVReQbCoff2+KbxtrfHsZEX4rRTKKqvo7yXimX49mdY7CB9b63tSpir+lTZ5TZGQILONevvttxEIFL8ke/bsSc+ePRXC5s2bR1VVFU899RRffaW49KKnp8eUKVMUwpYvX05xcTFBQUEsXrxYHq6trc17773HmTNn2Lt3LwsXLuT3339Xqp+NjQ3r1q3D2NhYHmZgYEBubi7fffcdZmZm7Nq1CyenO53O0NCQZcuWERkZSWRkJKdOnaJ///6tuzGNqKqqYtmyZfTq1Use5u3tzVtvvcWcOXPYt28fL7zwgjxu1apV3Lp1i3HjxrFkyRKFvPz9/Vm3bh1BQUF8++23zJ49u831+jtwtpfNQqVlilXGp2UW4udlj75AF2mleg/uXkEiegWJ5L+rq2vYsucSy387rpadjaGBHoP6+iCVVnE1tuUlA1WIzGRyJRaJleKKK6Xkl5chajQDp7IeunrYGpsQl5+rckauIe/G+XSxkZkP1NTVsu+xJ/GwsJLH1dTW8mvURb6IOCEPK6goA8DJVFmJMxUIEBrI7FvczS1JKVZWBFuL/L4UFyjFFVdKya8oQ2Ta/H1pD2Z6+jzl3xMtLS2sDYwY5OiBo4kZi6+cbnGJuKNx6SQEICVHdbmpuWICRHYYCHSpULPvezvZMKibB7o62thbmjGgqzsAX6w90mSaBc8+rPA7OjGLd3/eQ0Z+84br7cHZrn7cZ4lVxqdli/F3t1N73NtZmTJn6gC2H73K5Tj1x+wz4/sAYG5iSHCAMyJHK/46Gc2FmNYtE4uEMnmSxGKV8clFYgJt7TDQ1aWiunl5REIhkspK8srKlOIa8hcJhR1S9jB3D/xtOmGgq4u3lRX9XUWkFIn5LkJxJjS/rByR0AJnczNuFiiOXScL2bPD1VqIOrhaya5Lzlfd71MKxHRxtMNAT5eKNijrzdHZwRYAcXkFfz4ziSBnB4X4XVev88GOg1S10fFGXf5TSp6zszM3btxg06ZNPPPMM81eW15ezqFDhwB466231Mr/4EGZUf7LL7+sMv7VV19l79698uvuZsKECQoKXgN79+5FKpUyduxYBQWvAW1tbUaPHk1kZCQnTpxol5JnYWHB+PHjlcKDg2VGH7dvKxq0btu2DaDJ+xkYGIhIJOL27dukpaWprP8/BWNjfQAkpaqn28vqZx9MjPVbfNhXSKtZteEMJyMSyMgSoy/Qxd/HgRefHMCUR4KprqphRf0ScHO8+eJwrCyM+WXdaYpLKlopkQxTgUyukkrVckkqK7EzaX6G0bT+o6jpPGThZvVlAVjXOz49E9iT6Lxsxm5by83CfAKsO7FgwHCe6xpMSrGYtbFXAbiYlUGxVMpwkScBVp0UlpZf79lP/v/GZbQH+X2pakKmKil2RqYdUpYqzAT6zA26I1dlTQ2fXzjGyphmbA7vESaG9X2/iRm20oa+b6ivtpLn42zD82P6yH/nFZUyb/V+lbOFx6/c4rf9kcSn5lJaUYlzJyFPDO3B6L7+/Pj6BCZ//Ifa5baWhqVjSZnqfiCX3ajlcQ/w/rPDKS6V8sOGlsd3YxqUPIDa2jrW7rnAjxtblwc0GqsqTGtANt5l1+m3qOSZ6uuTr0LBk+UjlV/TEWUP8/DkMf8A+e9r2VnM2beHtGJFBf9EciI9HBx4pVcIrx3YJ//odBSaMb67LL2ZgXrPCNP66yQVqvu9RFopl7GjlTxLE9mM5PhuAaSLi5ixejPR6dm4Wgr5cPRgxnb1I6dYwqJDpzu03Lv5Tyl5c+fO5fDhwzz77LMsWrSIESNG0K9fP8LCwrCyslK49ubNm1RVVSEUCvHx8VEr/wabOH9/f5XxAQGyDpidnU1xcTFmZmYK8X5+firTRUVFARAREUG/fv1UXpOdLbNhSk9XXkprDR4eHirDG+wcJRJFd/aGun300Ud88cUXKtPm5eXJ63a/lbxZU/oqhW3efbFJxa6tiIvKWL3hzhdoeUUV4ZG3iEvIYs3SmUx6pCd/bj/fbLnPPdGf4QP9ibh4mz+2tOzl+U9Dbk9aU8NzB3aQUyZzGonMSufFQ7vY/9gMngnsKVfyyqqr+OzsMb4eNJJtj05lb2I8uWWl9LB1oLONLTcL8/G0sFJpz/ZvJK20GNGar9DW0sLByJQxbn682a0/PWwcmH1iZ4fL+dwYZaevdYcvI2mFDVFr2H02lt1nYxHo6uBiK+SJYT1YOmccy7ae5o9DFxWuXX/kssLvhLQ85v12AB0dLUb19mNM3wA2H7/a5ro0VqAa2LD/UpOKXVuZMLQrwZ1dmfv1Nsoq1DP8byDkiW/R0gJrCxP6Bbnz4uR+dPG057WF2+UfmA3cLU+pA6y6fKnJj7B/A28dOsBbhw5gKhDgb9OJN/qGsuvxabz4127ONnLUWH35EqO9fRjj44uHpSVnU1MRos9wfy/SxcX42tko2LLNDlPu97+fvUxJxf29V9paDf9q8drGPVzPygXgelYuL6/fxYFXZzG1dxBLj56lqgm7xY7gP6XkPfzww+zZs4fPP/+ciIgI4uLiWLJkCbq6uowbN47vvvsOR0eZcXtx/deDsNFUdEs0KEANCtHd2Nrayv9fUlKipOSpmsUDKCqSLU2lpqaSmtr81H3D9jFtpak6NHjH3u1A0VC3ixcvKqXp6LqpQiqVKjmD1NZUo62juus+NSVUKWzf0WgkpVJK6xUuE2PVX4FG9V/8pWXqGdirokBcSsTFREaGBeDnZa/S/g9g5uS+TH8shIvXknn/q53UtsMAt+HBb9rEDJiJQKBgVK06jztf4KrzkIUXN3rJNKS5lpclV/AaSCjMJ6WkCDdzC8wE+vJ0m25Ek1NWyvNdgxnm6omOlhbX8rKY9tdmXgjqhaeFlXxZt73I74teEzLp6f8tL83aujrSSov5MfocNXV1vNczjMe9u7L2xpUOLafxrFoDu8NjkZRL5YpeUw4Rxg2zXW1QCCura7iZns/83w5iYWrIKxP6ER6TxK2Mlu0Od56OYVRvP4I8HDpcydtzMgZJmVQ+e2lipLofNMhe2oLsNhYmvDS5P3+djCbiWlKb6llXB7kFErYfvUaRpJwv5oxh1tje/HDXjJ4qebbExlBSKb0zVvWbHu9wZyauOUqk0mby0ZdfI7++A8ouqazkXHoaT+3czuEnZ7Jw+EgG/vYr1fU2yaVVVUzctJE5vUMY7uHJ9K5BFEjK2Bh5jePxiax9ehKFZXfeNS+HKd+r7ZdjKamQyhU9EwPV/d5Ev76+TcxMtoeG2cOs4hK5gtdAQWk519Kz6OvhioeNJXF3xXck/yklD+Chhx7ioYceoqCggFOnTnHkyBHWr1/P5s2buXnzJufOnUNPTw9TU9kyjbgJ2wJVmJiYUFRURE5OjsoZsYbZNkCev7r5Arz//vt89tlnaqf7OzAxMUEsFpOQkKDghNISDbM8TXndlpY2v1VIAwsWLFDaNsfZZyiuvsNVXt/c9iqpmTK7DCd7ocp4J3sLcvNLqJC27gv9boqKZQ8gA33Vw2vm5L48/Xgol6JSePuzbVS2c5kqqVgml5u5UMlr1Uygj5WhkUpnisaUV1eRXSrB2cwcbS0tJbs8t3oPuKSiO7Ytt8Uye5niJh6QDeH6urrQ6KF/PDWR46nKW0b4WFhTU1urJENbkd8XM0uiC1TcFwMjLuS0zQ6yrZzKSATCCLF16XAlr7ntSVLq96Jz6aTaBtHZRkhOoaTdS6YRMSn06+JONy9HtZS8QknzY0VdQp74tsm41Kz6cW8nVBnvZCskp0BChbR52Z3thBgbChg9oDOjB6j2Vo9Y+zoAQ5/7ocVZxHNRMueF7n7Kqx93y9N4C5UksUweURMTFK7mQrIkEspbWKqV5SWmh4MD1kZGSnZ5Dfk3tr/ryLIllZVczsxihKcnruZCbhXesb8rqZTy+akTfH5KZtOrny97nzwaJFtFi06/M579Pmq63yfny+ruaqW637tYCskullDewUu1AIl5snvV1Ixicf1HhYHevVXD/lXeta3B0tKSRx55hKVLlxIdHY25uTmXL1/mwoULgGz7FYFAgFgs5saNG2rl6e3tDUBsbKzK+JiYGEA2o3f3LF5zNCz/RkdHq53m76KtdWuYMczNVf2FcvPmTbXyeffddykqKlL4c/Ya3Kq6NHClfv+74EaOEg34e9ljamLAlVYaQavCz0vmkJCZo2xMPmuKTMG7HJ3CW59uVdvBoznOZcgUlf5OIqW4Ac6ysHOZLct1LjMVYz0BPe2Ut3IZ4ORWf80dpehshsz2ytPCSul6XW1tROZCSqsqKShveWauh60DzmbmnEhNanHWUV3OZctk7u8gUoob4FAvT1b727s12NbbAFbX3Vtj67u5eEMmZ4i/sldiZzc7zIwNuBTffoXXWigb9+qe4tDFTTZWMvLuneNFw/53vTu7KsUFeMhkV8eBIk9cyq7jUSr/Sssrqa6plf+uUrFtyt3YWMg+7lvrVX+ufmmzn4uyPF1t7TA3MOB8unpt2XBdfxV5DXAVycprlFdHlg1ga1LfX9QcD2O6+gKwN0q9d3Zkkqy+oR7K/T7QyQ5zQwMik+7Nh97VtEzKK6twsjBHoKujFO9hYwlAeuG96/vwH1byGmNra4ubm+yhnpEhOxLF0NCQ4cNls0ELFy5UK58RI0YA8P3336uMX7p0qcJ16vLwww8jEAjYu3ev3EP4n0KDk8bSpUtbtReeu7vM0y4yUvkUhwsXLnD1qnpLM/r6+piZmSn8NbVU2xKpGYVciU6lR6ArIT3c5OE6Oto8M01mC7n7oOL2N8ZGAlwcLbGyUFzm9vOyQ0dHefhMHtuTQH8nElPyuJmYoxD31JRQnpoSypWYVN76dFuHKHgAZ9KTSS4S84inH/5WdzazNtbT45XufaiqqWHLjRh5uIWBIR5CSywMFHdrX39dJvsbwaHoNdrcuq+jCwOcRZzLSCWx0UxeSnERJ1MTcTO3YLKv4l5TLwb1wlzfgAOJCQq2ZyYqToroZGTMVwNHUFVTw6ILHWeEfCYzieSSQh5x98ff4o6JhbGugFcC+1JVW8OWW1HycAt9QzzMLLHQb99JOv4WnTBVIae5wID/dRsAwPF09Xfs7whScsRcjE8j2NeF0M4iebiujjYvPiKzY91+OkohjYmhAJGdBdbmin2/q4cDOg0GR43wdrLhsYGBVNfUEHH9jvOFo7W5Uh4AIjtLXnpUZl5xIFK9l3ZbSM0Sc+l6Gj0DXOjTVXHcP/+YrPydxxRlNzYU4GpvgZXwTr1TMgv54pdDKv+KJeXU1NTKfzdsq+Jqb4GFmXJ/0hfo8uo02ekJZ68mtUqeRLGYc2lp9HV2YZDojjy62tq80Vcmz4ZoRXlMBQLcLSywMVJshy2x0VTV1DC7V2+5UwXINkMe5+dPkljM2dQ7bdnasgU6OgTZqd4q5zH/AILs7EkSFyp565oIlMfPjD7d6OvhyqHYBKIz1JvtT8oXE5mURoi7CwO8RAr1fXWIrN9vvnhXv9cX4GZtgY2JatMmdSmrrGLX1esY6wt4cWBvhbixXf3wsrXmQnI6uRL1VrXayn9quXbKlClMnz6dYcOGKWyhsmXLFqKiotDS0qJbt27y8Hnz5nHgwAF++eUXbGxs+OCDDzCq36OnqqqKbdu24ejoKHeGePHFF1m6dClXrlzhtdde46uvvkIgEFBbW8vChQvZs2cPenp6vPHGG62qt4ODA3PnzuXrr79mxIgRrFq1SuGUiLq6OiIjI1m9ejX/+9//5ArU38Hzzz/P8uXLOXbsGNOmTWPRokUKJ4BIJBL27t1LREQE3357Z4lh1KhR8lM1Jk6cKN+yJSEhgRkzZqCrq0tVVfuWRdvCop8OsfyrqXz+zqMcO3ODvAIJvbu54enWid0HryqddjEgxIv35jykdLLFizMG4uJoxZWYVHLyStAX6NLZxwFvD1uKS8r5bPEehXxGDQ5g1pS+VFfXcD0hi8fH3bWFPXA5OlU+29gaaurqeOfkAdY89Bibxj7OrlvXkVRWMtLNCxczId+cP6WgnM0I6Mbcnn1ZfCGcxRfvOI+czUhl/fVrPO4XyJ4JT3I05bb8WDNJpZT3Tykf//PB6cNsfWQqXw0cwXCRJ7fEBQRYdyLU0ZW0kiIWNNpCBWBm5+6M8/IjMiud/Ioy7I1NGSbyxFBXj7dPHCAmL0epjLZSU1fHO+H7WTN0EptGTWVX4nUkVZWMdPHGxVTIN5dOkljc6L74dmduUD8WXznN4qtnFPJaGPqQ/P82hiZKYZ9fOEahVLb0+JhnFyZ7BXI2K4X00iLKq6pwNDEnzMkdEz199ibdYOdt1asB95IFfx5h9duTWfjiGA5dTCBXLKFvgAhvZxu2n4pSOu0iLMiT+bNGsDs8hvm/3dkx4O2pYViYGHH1VgZZBcXoaGvjamdBiL8rWmjx7eYTZDbaEqW7lyMfPDmUCzfSSMsRUyqtwqWTkH5d3NDT1eHn3RFEJ2bdU9m/Xn2YlfOm8NXcMRw5F09eYSkhgSK8XG3YeSxK6bSLQT09+fD5kew5GcOnP7f9CLqQQBGzp/Tn0vU0MnKKkJRLsbEwoU9XN4Smhly9kc66fS3bO9/Nh8cOs2XSFH58eAx7E+LJKS1lgKsIPxsbNkRHKZ12MdzDk2+Gj2RLbAxvHbojT6JYzJJzZ3mzbz/2TnuSfTfjMdLTY4y3L7ra2rx35JCSg1BrytbX0WXb5Me5kZdHbG4O2aUSTAX6BNra0cXWFkllpUJ9Ggh/+jki0lJJEhdSVwd97Jzp7GhLVHoWH+w41Kp79fHuI6x7ZjLLHh/D/ugEckok9PMS4Wtnw+YLUUqnXQz182TB+BFsvxzDe9sVd8r434j+WNQfZeZdv9fdWyMGUFa/+rDyVKR8mRZg8eEz9HJz4oWBvenu4kB0RjaulhaE+bgjLqtgvppHqrWH/5SSt3//fjZu3Ii+vj5eXl4YGhqSlpZGZmYmAB9++KGCgtSzZ09WrVrFU089xYIFC1iyZAm+vr6Ul5eTmJhIRUUFq1evlit5Dg4O/PHHH0ycOJHFixezZs0aPD09SU5OJicnB21tbb7//nsCA1t/asLnn39ORkYGa9euJSwsDDs7O1xcXJBKpdy+fZuSEtn5n6+++moH3Cn1MTExYc+ePTz00EOsX7+ejRs34uPjg5mZGYWFhdy6dYuamhp691b8Uhk5ciRDhw7l8OHD9OnTBy8vL/T09IiNjaVfv34EBQWxbt26v1UWgKS0fJ7/31qendaf3t3dMDQQkJ5ZyOKVh9m293LLGdRz8HgsA/t409nXAaGpbNBn5RazafcFNuyIJDdf0UvZrpNsfyddXR0ef1RZwQNYteFMm5Q8kCloE3eu57WeoYx290FPW4f4wnwWRe5h583raufz3smDxOXnMtW/K7M6d6e0qpLDybdYGHlaQVFsIKW4iLHb1vJ6cCgDnUT0dxKRW1bKmujLLL14lvy7nCguZqfT28GJIa4emOsbIK4o53hKIj9dOa+wpUpHcTYrhYn7/+S1rv0YLfKV3RdxHosun2JnovqK1mMqTsZoHLb4ymm5krc3OQ5TgT7drB3oZeuMoa4uYmkFF7LT2XY7ml2J6rdHR5KYWcCTX6xn9rhQQjuLMNTXIzVHzNfrj7Hp+BW181l76BKDu3kSILKlf6Ab2lpa5BWVcjDyBhuPXSXqdqbC9ddTcth//gb+rrYEiGwx1NdDLKngTHQSm49fUbnlSkeTlFHAU/PW8cLEfvTp6oahvh5p2WIWrTnKlsNX7lm5kTEp7D4RTVdvR/zc7TA20ENSXsnttDwOnb3BruNRbTr14GZBAeM2rOONvv0YKHLDWE+PJLGY+ceP8sfVK63Ka3nkedKLi5nVrTvTunSlqraGi5kZLI4I51q28oxZa8our67iu7PhhDg509fZBQtDQ6pra0krLmLV5YusunyJjJISpTJ2xl2Xp6mrqyM5r5CvD5xkbcSVVnui3sotYPLP63l1SCj9vUQYCfRIKRDz2Z5jrDt/pcX0jRnh74WjheI+n41P39h+OVZByROXV/D4yg28NKgPQ/08CHJ2oKi8gt3XrvP9sQj55s73kn/V2bUNNHXu6c6dO9m7dy/h4eFkZGRQWlqKk5MTgYGBzJ07lwEDBqjMLzY2loULF3LkyBGysrIwMzPD1dWVMWPG8PzzzyudGRsdHc2XX37J0aNHycvLQygUys+u7dNH2dOnNee07t27l5UrVxIREUF+fj4WFhY4OzvTp08fHnvsMfr37690Tqw6ND679vjx40rxSUlJuLm54erqSlJSklJ8SUkJy5cvZ/v27Vy/fh2pVIq9vT3u7u489NBDTJgwAZFIpJBGIpEwb948Nm3aRE5ODo6OjkydOpUPP/yQ559//r6cXftvR9XZtQ8UrTi79r9Ge8+u/bfTnrNr/+3cfXbtg0aD48WDSHvPrv1XKnkaHmw0St4DjEbJe2DRKHkPLholr+08EI4XGjRo0KBBgwYNDxoaJU+DBg0aNGjQoOE/yH/K8eJBYdWqVaxatUrt60+fvrdn42nQoEGDBg0a/nlolLx/ISkpKZw5c6blCzVo0KBBgwYNDyya5dp/IfPnz6eurk7tPw0aNGjQoEHDg4dGydOgQYMGDRo0aPgPolmu1fCvI/uJivtdhfuG4TWT+12F+0ql8MH9LrWelny/q3BfMdDp+EPk/y1kRYnudxXuK1K/jjnP+kHkwX1idgDHjx9HS0tL4QiyfyqDBg1CS0tL5UbIGjRo0KBBg4b/HholT4MGDRo0aNCg4T+IRslrB0ZGRvj4+ODi4nK/q6JBgwYNGjRo0KCAxiavHfTq1Yu4uLj7XQ0NatDFwp45/gMJsnJCT1uHm8W5/JZwnr9So9VK38PKmWGOPvSyEeFoZI6RroD0UjGHM+NZEXeakiqpwvW2BqaMdPJjoL0n7qbWWBuYUFRZzqW8VFbGh3OtIONeiKkWrpZCXh0aSm83J4wEApLzC9l0IYr1kVdR1xnbQE+XKcGBBDjY4m/fCZGVBdraWgz59lcyxMXNpg0WOTGjT3eCnO0xNRCQX1pOTHo23x87y43svA6QEERCIa+HhhLi7IyxQEBSYSEboqJYe+UKrfU3H+Pry6zu3fGysqKqpobLmZksDg8n6q7D24UGBoz08iLM3R1vKytsTUworaoiKiuL1ZcucSq5ZZs6U3199s+YgZ2JCSeTkpi1bVsra6uMt6kz011H4WcmQk9bh+TSLLann+BYzqU25aejpc2y7m/gYeJIalk2z0QuULpmcKcedDb3wMvUCZGxAwJtXRbGreNQ9vn2itMqyhOLyNt5i/JbRdRV16LvaILFUBfMQ+zblF9ddS1Jn51DmipBYGeE++ehLabJ35dE7pYEAFzfC8bQQ9imsttCoI0drwX3pbudA3raOsQX5LEq6iK7EtR/b2kB0zt343H/QNzMhZRWVXE2PZWF50+RVCRWuv70tGdxMjNXmdefMVd4/+ThNkrTOgIt7ZnbpT/drB3R09YhoSiP1TfOsys5Vq30VvpGTPLoSmcLezpb2uFsIgTAff0XTabRAp7w6sFE9654mFlRXVdLbGE2v8Sd40h6QgdI1Xo0Sp6G/zy9bFxZ1W8qlbU17E2NoaRaynAHX77tPQ4nY3N+imt5z8GlfR7DQmDExfwUdqRcgzpZvs/59GWEoy+Tj62mQFomv366ZzDP+YaSLCngTPZtCqRluJpYMtTBh6GOPrx+bjv70tR72HQkHjaWrHtmMgZ6euyPiSenWEJ/LxEfjh6Mj50N83ap9wC2NDbi7ZEDAUgvLKK4ogKhkWGL6Z4f0Iu5Q0PJLpZwJO4WhWXlWBsb0c3FAW9b6w5R8jwtLdk8ZQoGenrsjY8nWyJhoEjE/MGD8bW25v3D6r9kXuzVizf79SO9uJh1V69iLBAw2seHjZMnM2vbNs6lpcmvHeXtzWdDh5JZUkJEaipZEgl2JiaM9PJioJsbC06c4JeLF5stb15YGKaCjjujNtDck88DX6C6tpoTuZcprS4n1DqQd/yexNbAkg0prX/hTnMdgYOhdbPXzHB7GDsDS8SVEgoqi7EzsGyrCG2mNK6AtO8uoaWjjWkvO3QMdSm5lEPmymiq8iuwftit1Xnm/XWbypxyta+XZkjI23ELLX0d6qR/77nLIQ7OrBk9gaqaWnbfjKOkUspIdy+WDh2Nk6k5yy+dUyufzwcOY6p/V+IL8vgt6jI2RsaM9vBhgLMr47ev52ZhvlKaYmkFq64pf0Rcy81qt1zq0LuTC78NmkJVbQ1/JcdSUiVlhLMPi/s+ipOxkOWx4S3m4Wluzf+6hlFbV0dSSQFl1ZUY6TY/Nr8PHc8oF1+SSgrYdPsqAm0dhjl5s3LAROZdOMAfCc2P/3uBRslTQXJyMl988QWHDh0iPT0dgUCAjY0NXbt2ZfLkyUyZMgWQOV6EhYUxcOBABYcGkUhEcgtf7TNmzOC3335TCEtLS+Prr79m//79pKamoq+vT7du3Zg9ezaPPfZYh8kXFxfHhx9+yLFjxygtLcXf35+3336bSZMmNZnmwIED/PDDD5w7dw6xWIyNjQ3Dhg3jgw8+wMPDQ+Hapu5LA0lJSbi5ueHq6kpSUlKHyaUKHS0tPu8xmjpg2onfuS6WPWS+jz3JxrBZvOI/kH1p10mWFDSbz28J59iRfI3cColC+Lxuo5jm0ZNX/Abw8ZX98vBrBRlMPf4bF/JSFa7vae3MbwOmM7/bKA5n3KCq9u998M8bMwQzQwOe/2M7JxOSAFhyJJyfp49jUs8u7ImK43xiWvOZAOKycp5es5WYjGyKyqX8PH0c/b1EzaYJ83Fn7tBQDsfe5M0te5FWK8quo90xh5B/MnQoZgYGPL19O8cTEwH49swZVo0bx5TAQHbfuEFEamoLuchmA1/t04fbBQWMW7cOSaXMw2/N5ctsmzqVBcOHM2z1amrqpz+TCgt5evt2TiQmKswW/nDuHNsef5w3+vVjV1wcOaWlKssb7O7OOH9/Pj56lHmDB7fvJgDaaPOaz2SgjjevLuOWJB2AtckHWNxtLtNdR3Ey9woZ5eor1p4mTkx2HsqKWzuY7TWhyesW39hAenkuOdJCJjkP4Wn3Me0Vp1XU1dSStSYW0MLl7Z4YuJoBYDXWneQvzpO38xZmPTshsDVWO8+K5GLy9ybRabI3OetutFyH2joyV8Wg72yCwNaY4ojMtorTanS0tPhy0HCog8k7NxCTlwPAkgvhbBs/jdd69mXvrRsqZ+Ia08fBman+XTmXkcr03VuorH9ebb0Rw9oxE/l8wFAm79yolK5YKmXxhZYVqXuBjpYWC3o9BMCUI2uJLZTNuC+NPs2WYTN4tUt/9qZcJ0lS2Gw+t4rzmXz4D2ILsymtruTQw8/jYWbV5PWjnH0Z5eLLhdxUph9bj7RG5g2+8Opxdo6YxXvdhnA04ybppUUdJKl6aGzy7iIpKYmePXvy888/k52djY+PD56enhQVFbFjxw6+/PLLFvMIDg4mNDRU5Z9QKFSZ5sSJE3Tu3Jlly5aRlpaGl5cXZmZmHD9+nIkTJ/Lmm292iHwXL14kODiYAwcOIBKJMDU15dKlS0yePJm1a9eqTDN37lxGjhzJ7t27AQgICKCkpITffvuN7t27Ex5+fwazOoR0csPVxJLdKdFyBQ+gtLqS5ddPoaetwwRR1xbzWXkjXEnBA1h+/RQAwTauCuEHM+KUFDyAC3mpnMtJwkLfCB/zTq0Vp12IrIQEi5yIuJ0iV/AAqmtrWXxENps5sUcXtfIqq6wi/FYKReXSli+u5/Vh/ZBUSHl3+wElBQ+gprb9G3eLhEJ6OzlxNiVFruCBTMZF9afETO6inowTAgLQ09Fh+blzcgUPICE/n+2xsbgKhfRpZI97NjWV43cpeACJhYXsiY9HoKNDdwcHlWWZGxjw+dCh7Lx+nSO3b6spbfMEWXjhYGjDsexLcgUPoLxGyrrkg+hq6zDCrrfa+elq6fCGz1TiSpLYlXGq2Wsvi+PJkTb/Er2XlF0vpCqnHLPednIFD0DHUBfrMe5QU0fRafVNJuqqa8lcFYOhuzkWg53VSpO/Lwlpagn2swL+9jdtX0cXROYW7Ey4LlfwAEqrqlh24Sx6OjpM9O3cYj5T/AMBWHT+jFzBAwhPT+FkahK9HZxxM7foeAHaQR9bESJTS3Ylx8gVPJA987+POY2etg6PuQe2mE9eRSmRuamUVqu3fcswJ28AlseEyxU8gMLKclbdiERfR5eJbi2X29FolLy7WLRoEXl5ecyYMYPs7GyuXbvG5cuXyc/P5/r167z00kst5rF582ZOnz6t9LdgwQJKS0vR09Pj6aefll+fkZHB+PHjKS4u5osvvqCwsJBr167Jjy9zdHRk0aJF/PXXX+2W791332XmzJnk5ORw4cIFsrOzefvttwF4++23qalRfPmuWLGCJUuW4ObmxrFjx8jOzubSpUsUFBTw2WefUVxczOTJk6mo+GfuXde7Xvk6k6384jxdHxZs7aoUpy7V9Q++mrpa9dPU1aepVT9NRxAskr2cztxKUYq7lpZFUXkFwSKne1K2t601np2sCL+VQlllFf29RDzTryfTegfhY9v80l9rCHGWyajK/u1qVhZFFRX0clJPxubyOlU/A91bzbyq6tu6qTafP3gwOtrafHLsmFr5qUNXoScAFwuV7a8awrqYeyjFNcV00UgcDa359saGjqngPaTshmxm3jhAeealIawsXn0lNG/nLSqzy7Cf6Y+WVsszztI0Cfm7bmE12h19x79/b8sQx/q+m5akFHcyVRbW275lZTXEwZnSqkouZKUrxZ1MlX1E9XZQHgMCHR0m+ATwUvfePBHQFT8rm1bUvn2EdJJ9eJ3KTFSKawjr1anjnSWtDWSzwqmlYqW4hrA+tqIOL7clNMu1d5GQIDOOfP311zExURycvr6++Pr6tinflJQUJkyYQFVVFT/99BP9+/eXxy1atIiCggJee+013n33XYV0ffv25aeffmLMmDF89913jB49uk3lN+Dv78+SJUvQ1pbp91paWnz66aesWbOGjIwMrl27Rrdu3QCorKxk/vz56OjosHXrVnk4gI6ODu+//z6XL19m69atbN68menTp7erbvcCVxOZLVCSRIXdSFUFBdJSRCZttxeaIAoC7iiMLWFvaEbfTu7klJdwoyin5QQdiKuVEIDkfNUvt5QCMV0c7TDQ06WiqmM3nu3sYAuAuLyCP5+ZRJCz4ozWrqvX+WDHQapq2qf4iixkswpJYrHK+GSxmEA7Owx0damobl5GV6EQSWUleWVlSnEN+bs2MTPfGGM9PUZ5eVFRXU1kuvLLcrinJ2N9fXnlr78QV1Rg3EE2eQ6GshdrenmuUpykuhxxpQRHQ/Vevt6mzkx0HszqxD0q8/unUZktazOBrZFSnI6xHjomevJrWqI8sYj8/cnYjPdEYNfy8m5dTS2Zq6IR2BtjNUrUqnp3FKL62bVEFeOguFJKfnkZImHzM3CGunrYGpsQl59LrQqPrIa8RSpm8joZm7Bo8CiFsOMpibx2ZC+FFerbNLYFkWn9M79E2QSnuKqC/Ioy+TUdSUGFrD85Gwu5Vaz4vnE2FgLgZvb326ZqZvLuwrn+633Lli0ddu5rWVkZjz76KLm5ubz44os8//zzCvHb6j3onnnmGZXpR44ciUAgIDw8nOoWXkwt8dRTT8kVvAb09PTo2lW2ZHm70VLR2bNnycrKonv37goKXmPGjh0LyJab/4mY6ukDKHm/NiCpksqvaS1+5ra87D+AvAoJv9xoeclaV0ubb3o9ir6OLt9EHaG21X6e7cPUQCanpEL18oNEKgs31W/b/WgOSxPZy3Z8twAsjAyZsXozPT77nvHL13I5JYOxXf2YM7hvu8tpcFookTbR3pXqy2iqr990PvXh6uTz6dCh2Bgb8+O5c4jvmvG2MDDg0yFDOHjzJnvj41vMqzUY6xgAUFatepa9rKYCI92WnWX0tHR402cqN0vS2ZracTON95KactlzUttQ9TyGtqEuteUtP0trq2TLtAYupliOUG/GP39PIhVpEuxnBaCle39esaaC+udeZdPjoCUHH/lYaiqP+meqmUBxDGyKi2byjg10W/0DAb8s4dGtazmWfJtBLm78MurR1ojRJu7lM785jmfeAuAF/z4ItHXk4UKBIbN8ghXq9neimcm7i9mzZ7NmzRo+/fRTfv/9d0aOHEn//v0JCwvDoQl7mpZ4+umnuXz5MgMGDGDJkiUKcRKJRO588NxzzzWbT0VFBfn5+dja2rapHoCSk0QDnTp1ktengaioKEBmp9ivXz+V6cT1X3PpKmYoOgKpVIr0rhdtbVU12nr3t+s6GQlZEToFHS1tXju3jcLK5r9OtYAFPcfQy8aVjbcvsTMl6p7Ua3ZYiFLY72cvU1Khvu3cvaDBp0JbS4vXNu7hepZsNuh6Vi4vr9/FgVdnMbV3EEuPnqWqpnlnlDl9+iiFrb50qUmF7H7yRmgoj/j5cSIxkeXnlbcP+XjIEHR1dPiwFR6/fzdPuj2Eg6ENL19a9Ld/mNxv8nbcpDK7DNFHvdFSwzGoIrWEvL8SsRzhqmAL+CCx9OJZhd9XcrJ4au82Nj46hV72ToS5uHMspWPsTv9J7E6O4TH3QPraitj/0LOcyLyNnpY2w5y8yauQOVupmhG912iUvLsICgri5MmTzJs3j6NHj7JixQpWrFiBlpYWw4YNY/Hixfj5+amd34IFC9iwYQMuLi5s2bIFPT09hfiiojueNmfOtLyVR3l5+6a6jY1VLzc0zO41nr1sqFtubi65uc0v0bS3Xk2xYMECPv74Y4Uwy4mDsJqknvdhw9dcU19QJnr6TX7xNYWDkTm/D5yOpb4RL0ds4Vxuy/uffdZjNI+4BrIz+RofXdrTqvJaw8thygrQ9suxlFRI5YqeiYHqL3gTfVm45B4oSw2zh1nFJXIFr4GC0nKupWfR18MVDxtL4rKa72uvqlDytsbEUCKVUtLCTJ2JQH0ZS6TSpvOpD29OsXwlJISXevcmPCWFF3fvVnrAD/Xw4GEfH/63f7/KJeH2Ulojm8Ez0jVQGW+kY0BZdfPj1tPEiQlOg/gz+SBJpX+fd2h70amfwWtqtq62vLrJWb4GKpKLKTiYgvVoNwycTNUqN/PXaASdjLAeq76t472gYfbNVND0OCipbN6hQD6Wmsqj/pla3MRMX2PqgM1x0fSyd6KnvcM9VfLuxTNfHWrq6njq+EZe8O/DWNcApngEUVIl5WBaPL9cj+DomBcVttn6u9AoeSoICQnhwIEDSCQSzpw5w7Fjx1i3bh0HDx5k2LBhREdHN+kl25i9e/fywQcfYGRkxM6dO7GxUbZ/aWz3V1lZqaQE3k8a6jZt2rQmPW9V0WCY3NRyd2kTW0io4t133+X1119XCOu+Z5Ha6Ru2RhGZWBEjVtyjyUzPAEt9Yy6q8IJtCsd6Ba+ToSmvnt3C8czmN7jUAj7vMYbH3ILYnRLN25G77ulciN9H3zUZl5wvBsDVSrUtjoulkOxiCeUdbI8HkJgnswNsakaxuN5L10CNGVqPb79tMi6pUFaOqInx6SoUkiWRUK6G2UOyWEx3BwesjYyUlLCG/JObsP17JSSEuX37EpGayrM7diBVUZ5//ez5NyNH8s3IkUrxA0Qibr3+OrE5OYxpxfhrIKPeds7R0IabEsVtcUx0DREKTIgpav5l62bsgI6WDk+KRvGkaJRSvLORLQcGLkZSXc6EM++qyOH+0GCLV5ldhoFIcUatprSKGkkVhp6qN+xtoCJVArV15O26Td4u5ftUmVVG3NOH0DbUxfv7MACkqbKVkPgXjqjMM/mLSAAcZ3fFtPu9865PKpKNAzehkOg8xU27zQT6WBkacSGz+dWX8uoqsksl/J+9sw6P6vj+8BvZyMbdk40LLgmSBClOkUKLVLEqtKWlvxoVqLff0paWtlTwFofg7k4SPAKEuLu7/v7YZJNlN8nGoez7PHlK586dO5+9e2fPPTNzjp2+AaoqKjIvKY61z0DdtZqjbi2etnrH/sbVrcUT6RkTmiM75ptoCbmSofiY3xLKq6v4JfQ8v4SelyofULvRIyS781+UlGvymkBXV5cxY8bw7bffcufOHZydnUlKSuLQoUPNnnv37l2eeeYZqqurWbt2Lb1795Zbz8DAQDINHBYW1p7dbzNeXl4AhIYqlhWijjpvYWPev8jISIXb0tTURF9fX+qvJVO1QbVeNl8LJ5ljfrVlwZnNe+JAbOD9M/QFLLT1efvyTk6kNL2GqqGBdyAhjHeDdnfpdFdwrHhg83WW3VnW09YSA20tgmObj5HXGm4mplBSXoGtkQEa6moyx53NxAuSk3KazpbRHHXx7/wdZNdP9bK0xEBLi6BExTTWBTqW15a/SCRVpyFvDhokMfDm7drV6AaPsLQ0toaEyPztr82ik1JQwNaQEI604HlpyK1c8Rqhfkaym8XqykLyoppsI6kknUMpl+T+gXgDx6GUSxxPDW5VHzsKbXfxi0xRmOyGq7oyoVvTGw80LIUY+FvL/QPxuj4Df2sMBtdnz2isvqDW6NTtbSb+f9Pm10K2hcDk2u+urUjm2BA7cVlgSvOGTmByAjoCDfpb2shpx1HqWs3R21z8OSUWdGycuMB0cfQAfyvZYNd1ZUHpshEGOpLJDt0A2Kdgto32ROnJUxChUEiPHj2IiooiObnp+Ep5eXlMnjyZvLw8Fi9e3GSQYYCpU6fy66+/snz5cpkAyV2Jv78/pqam3Lx5k9OnTzNs2DCFznNyEhtP0dHRZGVlYWIiHcZg1apV7d3VRrmUHkN8YTYT7bvzT2QQt/PEb7U66hrM9/SnorqKgNibkvpGGtoYaQrJKSuWWmdXb+Dp8fblAI4lNx0MVQX4uv9EnhT15mBCOP8XtKvL1zPFZuUSHJvIQCd7hriKJLHy1FVVWThCvOlh+1XptYK6mhqY6elQWFpORqHiHtj7KS6vYO/N28zw7slrQwfw84n6jSqTenniamHKlbikNl0DxLteAxMTGWRvzzBHR0msPHVVVRb5ilNQbQ25T6OGBuY6OhSUl5PRwMu8IzSUF/v1Y/6AARyLipJs2nA1MWGKlxdxublcipf+sVg4aBBvDhpEUGIiLzZh4AGciI6WGxPPRl+fCR4e3MvKYvGxY637IIDrOREkl2Qy3KIvu5POEl0k9txoq2nyjMNoKqurOJpav05QX10HA4EOeRVF5FeKP4fw/FjC82Pltj/OahA55fksj5ANhtvV6HgaIzDTJj8wFaOR9mjZi6dbq0oqydwXDWoqGPjWr7GuLCinqrACNV0B6nriKX2hiyFCF0O57eedS0bdQAOr2d2kyu///zqSV4dSkVaMyXhRp6Q1u5AYR1xeLpNdPVkXco3wLPELt45AwBv9B1FRVcWOO/VOBSMtbYy1tMkuLZHa/bo5/BaTXD15x8eX5/Ztl4QCGmxjzxA7EYHJCcQ08OS5GJmQXlQoM4Xb39KGF3v1o6yyksPRHZve62JaLHEFOUxy6Ma6u8HczhVHMdBR1+D1bn5UVFexM6Z+DGhszG8NuuoaFN4XV2+cnQfTnHpxMyuZI4nNB9Fub5RG3n289tprDBs2jIkTJyIU1m+/P3v2LCdOiF3wffv2bfT86upqnnnmGe7evcvEiRP54osvmr3m+++/z6ZNm1i/fj3GxsZ8+umnUtPB2dnZ7N69m+TkZD7++OPWi2shWlpafP7558yfP59p06bx119/8cQTT0jFiQoNDeWff/5h0qRJ+Nb+iBobG+Pj40NQUBCLFi1i1apVCAQCqqqq+P777zly5EinaaiqqeGjq/tZ7f8sG4fN4kBCGIW1ac3sdI34MfQUsQ2yXTzn4s0bXkNZEX6GFeFnJeX/DH0BWx1Drmcl4m5ojruh7FRLw/qvew3hSVFvCivKiC3MYr6nv0z940l3JUZnZ/HZvhNsenEGK56eyOHQe6QXFOLnKsLD0oztV0Jksl2M9HThm6lj2HU9jMW7jkode3eMP0a1qczcamPdvTdmCMW1xtDf54Il07QAy49fwMfRlleHDqCvvTWhyWk4GBsx3N2J3OJSliqYUq05Pj1+nO0zZ/L7xIkcjIggvaiIISIRnmZmbA0Jkcl2McbFhf+NHcvOsDDea/DdjM3N5ZdLl3jHz4+DL7zAoYgIhAIBEz08UFdVZfGxY5JsFwBPennx5iDxD+it1FRe8vaW6VtgQoJc719HUE01yyO28FWPV/mh9xucTr9GcVUpvqY9sdI2Zd194VAm2fjzvGgs/8Qe5t+4w0203DxjLQfSzUD8sueoI/bgjLUaSM/a2H0XM0O4lNUxm48AVNRUsZztRcKP14j/Nhi9AZaoaYnTmlVklmA6xVkqHErOyQSy9kZjMskJs8ldu56uPaiqqeGD00dYP+Eptj3xNHsjb1NYXs5YJ1fs9Q35PvCclHE2q3sf3vIezPLgi1KZKi4lJ7A5/BZPe/XkwLQXOBkXLUlrVlheJpOHdoKzO6/09uZCUjyJBXmUV1XhbmyKv52I6poaPjp7jOTCgg7X/mHQQdYNm8nWkc+zLy6cwtq0Zva6Riy7eZqYBuFVXnDrz8Ie/vwcco6fQ6WDfP9vQH3IMvPaOHgNy765fkLKMAwYPZuU4nwi87Mor6qkp4k1gywciCvIYcH5AOXGiweBS5cu8ccff6Curo6rqyt6enqkpaVJ0pQ999xzDB8+vNHz4+PjOXjwoOTfQ4YMkVtv/PjxLF68GABbW1v27t3LE088wU8//cSvv/6Kh4cHQqGQjIwMYmJiqKmpYcaMGe2stnlee+014uPj+fbbb5k6dSrGxsY4OztTVVVFbGws2dnih+X+z+S7775j1KhRbNiwgb179+Li4kJMTAx5eXn89NNPvPHGG52mITAjjmdOrePNbkMZZ+uFQFWNyPwMlgeeZl+CYlPRtrVxjvqY2NLHRH4A3IZGno1QXF9XoCnXwANILMrtdCMvKiObGX9tZuEIX/xdRQg1BMRn5/LlgVNsCrrRorbGeLliYyS9rmlMN1fJv3ddD5cy8nJLSnn67y3MHzaIkZ7O9LazJq+klH23bvPrqcsk5rTPNE5kbRqyd/z8GOroiI5AQFxuLp+dPMk/N260qK3fg4JIzM9nTt++PNurFxVVVVxLTuanixcJSZO+dzYG4s9CoKbGi/37y23vZ+RP8XYUN3MjeefGLzwvGscQ8z6oq6gRV5TK+th/OJXecXk0uxk4MdrSR6qsu4ET3WsNv7TS7A418gB0PIxx+MCbzD1RFASnUVNVjaa1LqZTnDEYaNV8Aw85l5ITmLZ7M297+zLB2R2BqhoROVn8EHSAPfduK9zO4jNHuZOVwTPdejGnR1+KKso5HhfFssDzUoYiwKWkeFyMjOlmasEAa1s01dTJLClif+QdVt+6ys30zsldezk9junHN/BWjyE8bu+JQFWNe3kZ/HTrLHviFF8WJS8zRsOyn0PPSRl5B+JvM8bOnd6mNghUVEkoymNF6Hn+vn1ZxsPXWajUtFcwuP8Ip06dYs+ePZw7d46EhATy8vKwsrLCw8ODBQsWMGHCBIknS16O1rq8rM0hL3dtRkYGP//8M/v37ycqKoqqqipsbGxwdXVl4sSJTJ06tdXhU4YNG8aZM2c4deqU3GnX2bNns379etauXcvs2bNljl+8eJHffvuNc+fOkZaWhq6uLra2tvTv358nn3ySUaNGyWwaOXnyJEuWLOHatWuoq6szYMAAlixZgo2NTZty17rtaN47+l9F7VbnR89/kCg3fHSHK5d+nbuO6EFDS639NwQ9LNwMEXV1F7oUVcOuMZAeBKKfXtym85VGnpKHDqWR9+iiNPIeXZRG3qOL0shrPcrdtUqUKFGiRIkSJf9BlEaeEiVKlChRokTJfxDlxouHkMZSjMlj7ty5zJ07twN7o0SJEiVKlCh5EFEaeQ8hiqQ/q2PkyJEd2BMlSpQoUaJEyYOK0sh7CFHulVGiRIkSJUqUNIfSyFPy0KGmVt3VXegyVNs/r/bDxaN761FXeYTFA4YabctG8FCjU9XVPehStIWP7u7atqLceNHJZGVl8dJLL2FjY4OamhoqKiosXbq0w687e/ZsVFRUHqi0aUqUKFGiRImSjkPpyetkJk+ezIULFzAwMKB///4IBALs7WUTxitRokSJEiVKlLQFpZHXidy6dYsLFy5gY2NDWFgYBgYGzZ+kRIkSJUqUKFHSCpRGXidy584dAHx9fZUGXifT3dCaNzyH0cvYVpK7dkPUZQ4kKpa7tq+JHSOtPPExdcBGxxBtNQ2SinM5mXKXvyLOUVDR+GK5kVYePO3UHy9DK7TUBGSWFnIzO5FlYcdJLclvL4kKY29iyMKxvvg42SLU1CAuM4cdgSFsvnwTRff0eFiZMaqHC4NcHbA1NkBPS4O0vCIuRMTy58lA0vOLZM4Z5unEYFd7vGwscLc2Q6gh4Ldjl/j9+OV2VggiQ0MW+fsy0M4OHYEGsbk5bLkVwr/Xb9DSbUsTPTyY068vrqYmVFRVcT05heUXZHPXymOcmyu/TpoIwMJ9B9h/926T9fU0NTk8exaWerqcjYllzs6AFvZWltKYPLL3RlIanUtNZQ0a1joYjnRAb4B1q9qrqawm4avLlCcWILDUweEL6ZBOlTmlFF5NpSgkk4rUIirzylDTEaDlYojRGEe0nAzbrElRCqMLSNwZT0FkPjWVNWjbCrEaY43pYHOFzs+7ncvtrxsfI7ot6Ymei75UWcaFdAru5lMUW0hxQhE1lTU4veSK+ZDWpaRsCz1NLHm7lx99zWwQqKoSkZfJmttX2BujWO5aEy0hM1x60t3Ekh7GFtjpGQIg2vCdwn14pZsPH/YT5zafcvAfrmcmt1hHa+huaM0Cj+H0MhKP+VEFGfwTdZkDSYrlTO5rbM8IKw+8TUXYCOvH/FOpd/g74jwFlaVS9Z+w681XfZ9oss3LGdHMu7ihtZJahdLI60RKSsQLh7W1tbu4J48W3qYOrBr8HBXVVRxMCqOgopRR1p4s834SG6Ehf0Wcb7aN5T7TMdIQci0rnj3xt6ihBh9TES+6+TLK2pNnzqwmu7xY5rylvScww7EfcYXZHEwMo6iyDHMtPbxNHbAWGnS6kedsbsy/82egLRBw+FYE6fmF+LmL+OiJx3CzMmNpwHGF2vl06gh62FoSmpjKoZt3Ka+soqedJTMH9WJ0D1de+GMbMRnSyctn+ffFx9mOgtIyMvILcTA16giJuJgYs/3pmWgJBBy8G0FaYSFDHUUsHfEYHqamfHRMMY0Arw3w4f/8/UjKz2fTzZvoCDSY4OHO1qdnMGdnAIEJiY2eayLU5rORIygqL0dHQ0Oh6y15bDh6morVVYTiu9kkL7+Cipoqej6WqGoLKLyWRtqqECoySzF+3KnFbWYfiKIiQ/a7XkfuyXhyD8cgMNNG29MENX0NKtKKKbqRTtH1dCxe6oWet2VbZClE3u1c7vwvDBV1VUwHmqKmrU72lUwiV0ZQllmGzSQ7hdvS89BH31P2xVzDWFOmLGFHHOWZZajrqSMw1KA8s2t2Sw20sGP9yOlUVFexL/YOBeVljLV34xf/SdjqGPB7aPMvV64GJrzXdyjVNTXE5GdTXFGOUKD499PZwIRFvf0pqihHpwXntRVvExF/DXqOipoqDiWGUlBZxkgrT/7X/0mshYb8fe9cs2385D0dQw0h17Lj2ZsgfgH2NhUxz9WPUVZePHtuNdnl9S+zd/JS+e3Oabltjbb2wlXfnAvpUe0lUWGURl47UFlZydq1a9m0aRO3bt2iqKgIa2tr+vTpwwsvvICBgQHDhw+X1F+/fj3r16+X/H/DkCg1NTXs2LGDtWvXcuXKFfLy8rCwsKBbt27MmDGD2bNnt7m/ycnJfPzxxxw6dIicnBycnZ2ZP38+CxYsaPScoKAgfvzxR86dO0dGRgZGRkYMGTKExYsX06dPH6m6sbGxODo64uDgQGxsrNz2VFRUZLR3BGoqKnzRZxI1wPPn1nE7LxWA3+6cYcvQebzuOYwjSeHEFWU32c6GyMvsib9JRlmhVPmnvcbztJM3CzyH8cXNg1LHnnPyYYZjPzZGBfH1rcNU3+dDUqv9DDqTT6aMQF9bi1fX7OLc3VgAfjlykT/mTmHagB4cvHGHoOjGDZc69l+7zfubD5GQnSdVPm9ofxaN9+fdx4cwf90eqWMrjl4is+A48Vm5jOvlxrJnHm83XQ35fORI9LW0mLdzF6djYgD48fwF1jw5hZm9erLvzl0uJyQ0247I0JCFgwcRnZ3NlH83UVgu3uG3/tp1Ap57hm9Gj2bUmrVUNfId/nzkSEoqKtgVFs6L3v2bvd5jTk5M6ebFZydOsmTEYy1QLJ+aqmoy1oeiggq27/mgaS/2OBlPdCbxm0Cy90Wi298CDQsdhdssjcsn51AMptPcydxyR24dLUcDbN71QdtN2ogvicgh6cdgMjaGo9vbHBVBx+37q6mqIXpVJKhAt496oCMS53y2nWJH6Ge3SAyIx9jHFG1LxV649T0NsJvqoFBd53muaFlqoWmqRdK+BBK2xbVaR2tRU1Hh20HjAJhxZBNh2ekA/HzzAgHjnuPt3n4cjLtLbEFOU80QmZfF9MMbCctOp6iynBOTX8TZwEShPqiqqPCD73huZ6cTnZ/NVOfubROlIGoqqnzeWzzmv3B+LXdqx/zf755mk/+LLPAYxpHkMOKbG/OjLrEn4SaZ9435n/R8nJmO3sz3GMqXt+rH/Dv5qdzJT5VpR6CixjOOPlRUV7En4Uab9bUU5e7aNpKTk8OwYcN4+eWXOX36NHp6evTo0YOioiICAgJYuHAhBgYG+Pr64urqCoC5uTm+vr6SvzrKy8t58sknmT59OocOHUJdXZ1evXpRXV3NkSNHmDNnTpv7GxcXR79+/di8eTPW1taYmJgQHh7O66+/zldffSX3nJ9++omBAweydetWSktL6d69O1VVVezYsYMBAwYQEND2KaWOYoCZIw66xuxPDJEYeADFleWsvHMWgaoaUxx6N9vOqnsXZAw8gJV3zgJib2FDNFXVWeA5lPjCbL4JkTXwgEaNg47CwdQQbydbAiPjJQYeQGV1NT8fEQfYfsqnh0Jtbbp0U8bAA1h79irF5RV4O9nKHLsWm0R8Vm6r+q4oIiNDBtjZcik+XmLggVjjD+fEGmf0VEzjk927IVBT4/fLgRIDD+BeVha7wsJxMDJkUCObpiZ6eDDWzZWPjh6nqKKi2WsZaGnx1eiR7Am/zYmoaIX61xwld7KpyChBd4CVxMADUNVSx2iCE1TVUHAhSeH2aiqrSV8bgpajAQaPNb5ZTLevhYyBB6DtZoS2uzHVRRWUJRW0TEwLyQvPpSy9FNNBZhIDD0BNWx2bJ+yoqaoh42zz0+2twaC7IZqmWh3StqIMtnRApG/EnphwiYEHUFRZzoqQiwhU1Zjm0vxzkFlaTFB6IkWVLQ9h8mq3AXgamfPuxUNUd+JYN8DUEXtdYw4khkgMPBCP+X/cPSMe8+37NNGCmNWRF2QMPICVd88A0N9EpFB/Rlh5YKQp5ExaBFllsstYOhqlkddG5s6dy4ULF3B2duby5cvExsYSHBxMWloa9+7dY8GCBfTp04fz58+zePFiAMaNG8f58+clf3W8//777Nq1C1NTUw4dOkRycjJBQUEkJiaSmJjIkiVL2tzfr776Cj8/P1JSUrh69SpJSUn8/vvvAHz55Zfk5uZK1T98+DDvvPMOJiYm7Ny5k6ysLK5du0ZmZiarVq2ipqaG2bNnk5KS0ua+dQQ+piIALqbJusnrXOf3G2gtoaJGHL+qslo6htlgcycMNYScSLmLqooqo6w9eNHNlxmiftjrdMw0ZXP4OImnpy7ei5c5FpKQSl5xKf3lGGctoYYaqqurZT6PzmKgnVjjuVhZ78nN1FTySkvxsVVMY1Ntnav1UA+wk23LVChkyYjhbAsJ5XycYl6cpSMeQ01Vlc9PnlKoviKU3BV7KoResp4XoZepuE5E056chmTvjaQivRjzWd0lnviWoqIm/slRUe1YL3b+bfELiEF32WfNsIe4LP+O7EtKY5SmlpJyJJmkfQlkXsqgoqB5w70rGWgpNsLPJcfKHDubLH75GWCh+HR1S3EzNGVhL19+vXWJe3mZHXYdeXjXjfkZsmN+XZm3SevH/Moa8dhWVaPYGDfVoS8AO+OutfqabUE5XdsGgoOD2b17N5qamhw6dEjiqavDxcWFd999V6G2kpOT+e233wAICAjA399f6ri1tXW7xNMzMTFh3bp16OjUT9G89tprrFq1imvXrnHq1CmmTJkiOfbRRx9RU1PD6tWrmTRpklRb8+bN4/bt2/zwww+sWrWKTz75pM39a28cdI0BiJXjms+vKCW7rAgHXcWmH+TxpIP4jfDifWstuhuJF7VX1VSz+7FXcdIzlRyrqqlmfeRlvg891urrtgZ7U0MA4jLl/7AnZOXS3c4SLYE6pRWVrbrG6B5u6GppcvhWRGu72SZERuIf8NicXLnH43Jz6WlpiZa6OqWVTWt0MDKksLyczGLZ9Wd17TsYGcoc+3L0SMoqq/j69BmF+jzaxYVJnh68sW8/uaWlCq/fa47ydHG/BRZCmWNqOgJUdQVUpDe+tq4hpTF55ByJxWSKKxqWik/vNqQiq4SS21moGWigYavXqjYUpTRVvP5ZS850rLqOOup66pSmlsoca4ysSxlkXcqQ/L+qhiq2U+2xfrxtL0UdhUhP/BzE5MsZ98rLyCotltRpb9RUVFg2eDxReVmsVGDdX3vjoCMe8+MKs2SO1Y359m0Y86fayx/z5WGlbcBAM0dSS/I5nxbZ6mu2BaUnrw3s2SNeczRlyhQZA6+lHDx4kIqKCgYOHChj4LUnTz/9tJSBV4e3tzcA0dH1U0VxcXFcu3YNc3NzGQOvjrryM2cU+0HrbPTUxdMmhRXyB/TCijL01GUXTyuCh4EF8z2GkllayKp70vmEjTXFn/Fsl0EUVpQx7dTf9Nv7Nc+dXUtsYRZzXQcz07H5dVrtiZ6WWGdBqfypl8IycbmuVus+D0sDXRZPGkZJeQUrjlxsXSfbiF6tgVRQJn+xe51GPc3mNeppajbeTnlZ7fWk25ni5ckoFxc+PX680XMbYqStxRejRnD0XiQH77avYVxdIjZiVbXlv8uraqtTVdK8R6qmQjxNq2mnh+FoUav6UlNZTdqaEGoqqzF50r3DPXlVJWIPu7pQTe5xNW11qkqaf5ER6Amwnymi13d98V41iL6/eOPyqhvqOurEb4kl7eSDOYNR971sbNd/YUWZzHe3vVjQYxCexuJp2koFvV3tia6gdsyvbER7ZRvGfH1LXnMXj/mrI5vPIT/Fvg9qKqrsjr8ud8lOZ6D05LWB27fF29AHDhz4QLXVFM7OznLLzc3FIQUKC+vXIISEiLeal5aW4ufnJ/e80lKx8ZSUpPjanv8CNkJDVg56BjUVVd4J3kluuXTKJVXEP2IV1VW8HriFjFLx53o1K563Areze8SrzHYZxJaYK+3ar/kjZb8//5y/TkFpx+7wM9DWZOWcKRjrCPlw22FiG/EWtgdvDh4kU7b26jWFjKqOxFxHh4+HD2ff7TsKr6v7bOQI1FXV+KQFO347m6w99yhPL8bu40GtMs5qqmtIXx9KaUQO+v626A9qXeiWrkBoq4PQtv6lWE1TDVNfc4T2OoR8eoPEgHjMh1l2uNH6sOBpZMbrPQbzd1gQYdkds+axq7ARGvLbQPGY/+7VHeTKiabQEBVUmGLfm+qaGgLir3dSL2VRGnltID9fHP7C0NDwgWqrKeR58QBUVcVO3Ya7XfPy8iR9u3Ch6beWuvAw7U1ZWRll9/14V1dUoipQ7KtbF8uo7u3ufnQFmhQ08sbXGNbaBqz3m4WxhpCFQdsIyoyVc11xm2G5yRIDr47IggwSi3Jw0DVBT6DZZIy9lrJglKwBtPtqOAWlZRJDT09L/nSgbm3ojqIWGoT62pqseulJXCxM+Hz3CfZfl7/rsr1YKMfI2xkaRkFZGQXlTXvq6jTWeeKaoqCsrPF26jwlDdr5fOQIqmqq+ezkyWbbBhjp7Mzj7u68e+iw3CnhtlLnwatuxGNVXVKJmragyTZK4/LJPRaH8eNOaLZiirWmpob0DWEUXE5Bb6AVZs95tbiN1qCmLfbgVRbLz/laVVKJWiMeTkUQ2umg66xHwd18StNK0bZ6sMJi1X0v9QSNfH8FmlLf3fbiB9/HiS/IZfnN5r1cHUXdrI1uI946XfWWj/lW2gas9Z2NsYaQt4Llj/n3M9jMCWuhIZcyokkqzm3R9doTpZHXBvT0xIPe/ZsVurqt9kJXV7wrzdfXV2qDSHM0Fx6lqEjxHUbffPMNn332mVSZyfShmM0c3sgZ0sQVitekiHSMCc+VnlrRF2hhrKnDtSzZjQiNYS0UG3hm2nq8HbSd06n35NaLLRAvNs5vZJq4rlxLVUAB7TfYdnv/p0aPxWfmAjQan87OxJC0vEJKWrAez6DWwPOyseCLXSfYHqhYoNG24Lzsx0aPxeaIPYgiOWvlABwMDUktUExjXE4ufW2sMRUKZYywuvbjGqz98zQ3w0Qo5MqC+XLb+3ni4/w88XG+OHmKddeu42Uh9p5/P24s348bK1N/iKOIqP9bRHh6OhM3/Ntsf+9Hw1xIEVCRVoyWg3SMt6qiCqoLK9ByNmyyjfLEAqiuIXtfFNn7ZNcgVaQWEfnSEVS11XH6ZYTUsZrqWgPvQhK6PpaYz+nRaR6vurV4pakl6DrqSh2rLKqksqASXde2rQtU1xMbyNXl8g3JrqQuNIqjvjGh93nU9DU0MdESciW9+VBJLcXLWBzwOeK5/5N7fNf45wF4+VQARxPkj51tpS4cloOuCeF58sf86y0Z87UNWes7C3MtPd4O3saZNMWWVXT1hos6lEZeG+jWrRu7du3i8uXLLFy4sM1tAVy+3PkLVRvDy0v81n379m2qq6sl3r7mqPMWZmRkyD0eGan4AtQPP/yQRYsWSZV5H/5e4fODM+N4xd2fwRbOHEwKkzrma+4sqaMI1kIDNvjNxkxbj3eCdnAypfHsBYG1b3rODTZc1KGuooq9jjFFleVSwTQ7mqBocWy4wa72rDodLHWsh50lBkItzrfAC9fQwPtq90m2XL7Vrv1tDXXx7/xFDvwZJK2xl6UlBlpanIlRTGNgYiJ9bazxFzmwK1w6Q4C/SCSu0yAY8v47dzGSE+i8m4U53S0suBQfT3xuHhGZ4gXhYWlpbL0laxTraAiY4OFBSn4BZ2NjSS5oXbgRLTdjOBRDcXgWej5WUseKw8UvIfJCnTREYCFE389G7rH880moaquj288CFQ3ptW9SBp63JRbzenbqlKa+hwHJ+xLJC83BdJCZ1LHckBxJndZSU1VDUWwhqICmScesbWsLgWkJLOgxCH9rEftipb+7Q6wdJXXamy33bsot97Gww0nfmGMJ98gqLSaxUPGdzS3lSmYsL7v5M9jMmUNJ0tlKBpvVjvlZCo752oas85uNuZYe71zZzqnUpjPW1GEg0OYxS3dyy4s5nqJYdpGOQmnktYEnnniCL7/8kt27dxMVFdXoejdFGD9+PAKBgMuXL3PhwgWp+HldhaurK927dyc0NJQNGzYoHIjZxMQEAwMD8vLyCAsLkxiwdaxatUrhPmhqaqJ535SZolO1IE4jE1+YzQTbHvwbFcidPPFbrVBdg9c8hlBRXcXu+BuS+oYa2hhpCMkpL5ZaZ1dn4Jlr6/FO8A6OpzRtKCQU5XA+LRI/CxeecujDjrj6NRkvuflhoKHN3vibnRorLy4zl+DoRAa42OPvLpLEylNXVeXNMYMB2BEkbXToamlgpqdDQWk5mQX1BqmBtiarX3oKTxtzvt5zik2X5A/unU1sTi6BCYkMsrdnmKOjJFaeuqoqi/zEz9T9hpWuhgbmujoUlJWT0cDLvCM0lBf792P+wAEci4ySxMpzNTFhSjcv4nJyuRRf7xH4/px8b/ebgwfR3cKCLTdDpNKanYiKlrt2z0ZfnwkeHtzLymLx0dbvwBZ6GqNupk1hYAqGj9lLYuVVl1aSsz8a1FTQG1xvwFUVlFNVWI6argZqeuJpbW0XI7Rd5BuC+eeTUDPQxHyWdJDbujV4BReT0e1ngcW8zvPg1WHQzRBNcy0yL2VgOdoaHQexN6+qpJKk3QmoqKlg5l+fZqyioILKggrU9QQI9OqnsAvu5aProicVMqamqoa4zTGUZ5Zh0NMIdd2mp7y7ggspscQV5DDZ0Yt1t68SniOOlaejrsEbPQZTUV3Fjsj658BIUxtjTW2yy0rIKWv90psPLh2WW75s8Hic9I35PeRyh6c1u5wZQ3xRNo/b9mBjdKAkQLFQXYNX3YfKGfOFDcb8eo99QwPv/67s4EQzY35DJtn1QkNNna2xV6io7lpPr9LIawP9+vVjypQp7Nq1i3HjxrFx40bJLlUQe6x2797N//2ffNd1Q6ysrHj99df56aefmDp1Kv/88w+jR4+WHE9OTmbVqlV8+umnHaKlMb777jsmTJjAggULqKysZPbs2air139toqOj2bx5M56enkydOhUQT9eOGTOGbdu2sWjRInbu3CmZ+l2/fj1r1qzptP5X1dTwyfV9/O37HP/6z+FAYiiFlWWMsvbETseI5WEniS2sDzPwrJMPr3sO49fbp/ntTv2O4Q1+s7HRMeRGdgJu+ha46cvmoWxYH+DzmwfZNGQuX/SdxAhrD6ILMvE0sGSQuRNJRbmdHkIF4ItdJ/h3/gx+eWEih2/dIyO/ED83Ee7WZuwICpHJdjGymwtfTR/D7ithfLT9qKR8+fMT8bQxJyo9CwOhlkIbPh7zcmZEN/GLkI2x2IsyopszNkZi4+NabDI7gxXLJdwUnx4/zvanZ/L75IkcvBtBelERQ0QiPM3N2HorRCbbxRhXF/43biw7Q8N47/ARSXlsTi6/XLzEO/5+HJz9AociIhCqC5jo6YG6qiqLjx7r9IDWLUFFTRXzF7qRvPwqif8LQs/HClVtdQqvpVGZWYLxEy5S4VByT8WTsy8Ko4nOmExyafV1s/dHUXAxGRVNNQQWOmQfkDVkdXubSwVobm9U1FRwmufCnf+FEfZliFRas7KMMuyecpBaR5d6LJmkXQnYTLGTymxx7/e7qAC6rvpoGGlQVVxJ/t18SlNK0DDRxGmO7It9+ulU8u+K11iXJIpfGjLOpEli9xn3M8G4f+tDeChCVU0NH1w8zPqR09k29hn2xtymsKKcsfZu2OsZ8v31s8Q0yHYxy6Mvb/XyY/nN8zLr6ZYNHi/5t5m2rkzZV1dPtckwbG+qaqpZcmMvfw16ng3+czhYO+aPtBKP+T/fPkFcUX14lWccfVjgMYzf7pzm97unJeXr/GZjI2x6zG9YvyFTa0NrdfVULSiNvDazevVqUlNTuXTpEj4+PohEIkxNTUlISCAtLQ0HBweFjDwQrz+Ljo5mz549jBkzBmtra2xsbEhJSSEpKYmamppON/LGjx/PihUrWLhwIS+99BKLFi3Czc0NFRUViUaAlStXSp332WefcfDgQY4ePYqlpSXu7u6kpKSQkpLCypUree211zpNQ1BmLM+dXcPrHsMYa9MNgaoakQXp/BJ+iv2Jiq0hs9ExBKC3sR29jeUHEb3fyEsoymHa6b95w3MY/hYuDDZ3JrO0kI1RQfx+54zcXLcdTVR6NjN/3czCMb74u4sQagiIz8rlqz2n2HzphsLt1BlmzuYmcjd7QP2Gjzo8rM14or+0V9fD2hwP6/pk8e1h5EVmZTNl4ybe8fNjqKMjOhoC4nJz+ezESf65fqNFbf0eGERifj5z+vXl2V69qKiq4lpyMj9duEhI6oO/e1DoYYLt+z5k742i8EoqNVXVaFjpYjLZBb2BHbPLtTJT/INfU1ZFzkH5u4wFJtodauQBGHgZ0u2TniQExJMVlElNZQ3aNkLsnnTA1Ne8+QYAixFW5N3KIf9OHpUFFaioqqBloYXNJDusxtugriP7E5p/N5/M8+lSZQUR+RREiA0/TTPNDjfyAC6lxTPt8Ebe7u3HBJEHAlU1InIz+eHGOfbEhCvczlNyMmM0LFt+8/wDZeSBeMx//twaFngMY4xNNwQqakQVpLPizkkOKDrmCw2Bpsd8eUZeD0Mb3PQtuJWTyL2CdNmTOhmVmo5OHvoIUFFRwd9//82mTZsIDQ2lrKwMKysr+vXrx6xZs5gwYQIA69atY86cOcyaNYt169bJbaumpobNmzezZs0arl+/TmFhIZaWlvTo0YMZM2bw/PPPt6qPs2fPZv369axdu1butOvSpUv57LPPWLJkidygy6Ghofz888+cPHmS5ORkNDU1sbW1pWfPnkydOpXx48cjFEoHXb1+/TqLFy/mwoULVFdX06tXLz788EMmTJjQpty1nrs+a77SfxTVyx37w/igU2r26A5XHj6xXd2FLsVUq/NTQj0onLnj1tVd6FJ0DB4sI7IzCZu8tE3nK408JQ8dSiPv0UVp5D26KI28Rxelkdd6lBkvlChRokSJEiVK/oMojTwlSpQoUaJEiZL/IMqNFw8h06ZNIyVFsZyJ48ePZ/HixR3cIyVKlChRokTJg4bSyHsICQ4OJi5OsWCOLi6tD4WgRIkSJUqUKHl4URp5DyGxsbFd3QUlSpQoUaJEyQOOck2eEiVKlChRokTJfxClJ0/JQ8ejHEZEZ7j8fMCPClXFWl3dhS7j3lnHru5Cl5J3vWvTQ3UldtVd3YMupkan+Tr/VSa37fT/tCfv5s2bTJgwAWNjY1RVVVFRUeH06dOoqKhI5SJU0jSxsbGoqKggqk3K3hCRSISKiopyClmJEiVKlCh5wPjPevLS09MZPnw4OTk52NjY4OnpiYqKCgYGBo2es27dOmJjY5k9e7Zcg0aJEiVKlChRouRh4T9r5G3ZsoWcnBwmT55MQEAAqqr1Tkt3d3e556xbt44zZ84wbNgwpZHXAIFAgLu7OzY2Nl3dFSVKlChRokSJgvxnjbw7d+4AMGbMGCkDr+ExJYphY2Pzn/rM7E0MWTjWFx8nW4SaGsRl5rAjMITNl2+iaJI/DyszRvVwYZCrA7bGBuhpaZCWV8SFiFj+PBlIer50CiYDoRaju7sy1NMRFwtTLAx0KCqrIDQxlX/OX+dChGIhcVqLp74NL7uOpIehPQIVNaIL09gSd5EjKTcVOr+vsSNTbH1w07fCVFMPgaoaaaV53MyJY0PMWeKLMqXq66pr8YrrSLwMbLHWNkJPoE1ueRHxRZlsj7/MqbSwjpApl+5G1rzhOZTexrYIVNWIzM9gQ2Qg+xNDFTq/r4kdo6w98DF1wEZoiLa6BknFuZxIvstfEecpqCiTOefEmDex0TGU296W6CssvXGwLZLaHQcjQ94e7stAB1uEGhrEZuew7XoIG6/cRNFEclrq6jzTryfdrCzoZmmOyMQIVRUVhq9YTVJefof2v63YWhny8jP+9Olmh1BLQEJqLnuP3WLX4esKjwmWZvrs+OPlRo8v+XEfJy7cbacetxxbK0Neetafvt3t0NYSkJiSy96jLde4/a/GNS79YR8nzktrHNzfCZ/eItycLHBxNEdbS8CaLRdZu/ViW+S0CFsrQ156zp++3e0baL/JrkMt0G6uz/a/Xmn0+NJl+zhxvv53Ul9Pi6GD3Bjc3xkne1NMTXQpLinnzr1Utu+7StCN2DaqUoz/rJFXUiLOdaetrd3FPVHyIOFsbsy/82egLRBw+FYE6fmF+LmL+OiJx3CzMmNpwHGF2vl06gh62FoSmpjKoZt3Ka+soqedJTMH9WJ0D1de+GMbMRk5kvpjerixZOoIUvMKCIxMID2/EAsDPUZ1d8Hf3ZHvD5xl3dmrHaK5r7Ejv/SfQ0V1FcdSblFYWcpwi2580WsGVtqGrIs+02wbPiYu9DJyICwvgcuZ96isrkKka8Z46z6MserFW1fXczU7WlLfUEPIRJt+hOYmcCYtnLyKEow1dPAz9+S7Ps+yKyGIb8J2d4heqX6bOrDK91kqqqs4kBhGYUUZo2w8WOYzFRsdQ/68e77ZNn4eMA0jDSHXsuLZHX8LAG8zB15y92W0jSdPn1lDdlmxzHn55aVsiAqUKQ/NSW67sHbE2dSYrbNnoCUQcCg8grSCQoY4i/h07GO4m5vxyUHFngkTHSEfjBoKQGJuHnklpRgJH/zxV2Rrwsqvn0ZLQ8DJi3fJzC5kQF9HFr04AhcHU/73x7EWtXcvJp1zQZEy5dHxWe3V5RYjsjXh92/FGk9dvEtGViED+zry9ssjcBaZ8v3KVmgMVEzjzMne9OluR2FRGZnZhdhZG7VaR2sQ2Zrw+3fPiLVfuEtGdgED+zrx9ssjcRaZ8f3vR1vUnlj7PZny6HjpF93hg935v9dGk55ZwLWQeDKzCjAz1WPoIDcG9nPit7Wn2bInuE3aFEGlpkZRO/bhYOnSpXz2mfwE9kOHDpVsvACok3769GmGDx/eaJtr165l9uzZxMbG4ujoiIODA7Gxsfz7778sX76c8PBwtLS0GDFiBN999x1OTk5y2ykuLmbFihVs376diIgIKisrcXNz49lnn+XNN99EU1NTqn5NTQ3//PMPq1at4tatWxQXF2NsbIyNjQ0jRozgzTffxNbWVlI/KyuLb775hv379xMbG4uamhpmZmZ4eHgwadIk5s+f36LPso77dTdEJBIRFxdHTEyM1BT3sGHDOHPmDKdOnUIoFPLZZ59x6dIlysrK6NWrF++99x5PPPFEq/rT7f2fWnUewLpXpuHtZMura3Zx7q5Yi7qqKn/MncIgV3vm/LmdoOjEZtt5ZlAvzt2NJSE7T6p83tD+LBrvz5nb0cxft0dSPsDZDk2BOufuxki9OYpMjdj8+ky0BQJGfbuajIKmk7C3dHetmooq2/zexlxLn3mX/yCiQJwpRaimweqBr+GgY8qM88tJKG76B0hDVZ3y6kqZcm9jZ37zmUd4XiKzL/0uKVdFvLmpqkZ6W6BQTYM1A1/DSc+CmeeXE12Y3iI9+S3YXaumosLBUQuw1NZn5uk13M5LBUBHXYPNQ+fiqGfChGMriSvKbrKdF90Gsyf+FhmlhVLln/YexzNO3myMCuaLm4ekjp0Y8yYAI478onB/m6M6XK/d2mrIv89Pw8fBlpc27+JMVCwgfiZWPT2FwY72PP/PdgLjmn8mhAIBvW2tCEtJI6+0jFVPT2GIs6jdPHnmHbS7dsXnM+jTzY7/+2onl6/FAKCmpsoPHz9J/54OvLFkK9dDE5ptp86Td/BUKF//erhd+6jSxt21K76cQe9udrz7hbTGZZ88Sf9eDrz5ieIat//1ModOhvL1CsU09vS0ITu3iMSUXEb4ubP0nYkt9+S1wUxZ8eVMene3490vdnD5agPtnz4l1v7xFsW013ryDp0M5etfDjVbv28PezQ11Ll8LVqq+3bWRvz5/XNoaQiY9vKfZOU0Peaf2/1us9dqiv/c7lp7e3t8fX0xNzcHwNXVFV9fX3x9fenRo4fccwwMDPD19UVfXxyao3v37pJzfH19sbCwkDnnww8/5PnnnyczMxM3NzeKi4vZsWMHfn5+ZGZmytRPSkrC29ubDz74gJs3b2JhYYFIJCIsLIz33nuPkSNHSryPdbz77rvMmjWLc+fOYWBgQO/evREKhYSGhvL9999z5coVSd28vDwGDBjADz/8QExMDM7Oznh4eFBSUsLRo0e7LLXZuXPn8Pf35+zZszg7O2NgYMClS5eYMmUKP/74Y6f2xcHUEG8nWwIj4yUGHkBldTU/H7kAwFM+8r8j97Pp0k0ZAw9g7dmrFJdX4O1kK1UeGJXA2TsxMmNVbGYOh29FIFBXo4/IumWCFKC/sRN2OiYcSbkpMfAAiqvKWR11EnVVNSbY9Gu2HXkGHkBwdhR55cXYCk2kyqupkTHw6q57OUv8Fnz/Oe3NQDNHHHSN2Z8QIjHwAIoqy1l55ywCVTWmino3286qiIsyBh7AyjvnAPA2dWi3Pnc2ImNDfBxsuRQbLzHwQPxM/HhK/ExM76PYM1FcUcHFmHjySmWnrx9U7KyM6NPNjqsh8RLjB6Cqqpq/Nonv76SRPbuqe+2CnbURvRvR+PdGscaJozpO463bSSSm5HZY+01hZ21E7+52XL0VJzHwoFb7v7XaR3eM9msh8Vy6Gi0z5ick53Dy/F0EAjV6eHT8Ovf/nJE3d+5czp8/z7hx4wBYvHgx58+f5/z586xYsULuOX369OH8+fP06dMHgBUrVkjOadhWHUlJSfz+++8cPHiQ2NhYbty4QWxsLD179iQlJYVly5ZJ1a+urmb69OmEh4czc+ZMEhMTuXfvHuHh4cTExODv78/58+f59NNPJedkZGTw008/YWBgwPnz54mLiyMoKIjo6Gjy8vLYvHmzlMdw1apVREVFMXr0aFJSUggLC+Pq1aukpaURGxvL0qVL2+PjbTGff/45U6dOJTU1leDgYJKSkvjlF7F34/333+fmTcXWhLUHPk52AFy8Fy9zLCQhlbziUvrfZ5y1lBpqqK6uprJa8Vfvyqpqqf+2J32Nxd+RwEzZqZXAzHu1dVoff62HoR0GGkKiC9IUqq+hqk5/Yyeqa6qJaaEXr6X4mIkAuJAeLXOsrqwtBlpFtdizJM+YBRCoqfGEfU9ecfdjpmM/3A1kXxa7mgEO4mfiQrTsM3ErOZW8klJ87Nv2TDzI9Oku1h98M1bmWPi9VAoKS+nt1TL9pka6PDGmF89N8WHssG6YGeu2R1dbTe9utRrlrAGTaOzWMo0mxrUap/owdng3zEy6VmNj9O7elPaUWu12LWrTxFiXJ8b25rknB7Rae2Vl7djRgt+J1vKfXZPXkVRWVrJkyRIp48/S0pIvv/ySSZMmcejQIb799lvJsQMHDnDx4kW8vb35559/UFev/9htbW3ZunUrbm5u/PHHH3z++edoa2sTFRVFdXU1jz32GL6+vlLX19LSYubMmVJl9+6Jf7AXLFiAsbGx1DF7e3veeuut9pLfIoyNjVm7di1aWuJpNhUVFd544w1Onz5NQEAAP/74I+vXr++UvtibGgIQl5kj93hCVi7d7SzREqhTWiHfc9Uco3u4oaulyeFbEQrVF2oIGN3DldKKSq7GJrXqmk1hryP2liUUy3qXCypLySkvwq4FHrW+xo70M3ZCoKqGndAUPzN3csqL+OnOAbn1ddW1eFrkiwoqGGvoMNjMHUttQ/6OPNHsFHFbcdARPwdxhbLTsfkVpWSXFUnqtIYnHcQvhfKMSABzLT2+7f+EVNnZ1Ejeu7KL3PISued0Ng7GhgDEZst/JuJzculhbYmWujqlla17Jh5kbK3E68MSUuTrT0zNxdPFEk0NdcrKFdPv01uET2+R5P8rK6vYcfA6v2043ZZZx1ZTtwYuMbkRjSm5eLq2g8YD1/l9fddobAy72vvbmCcxMSUHT1erdtB+jd/XKaZdW0vAsMHulJVVcDO8+WUQbUVp5LWSefPmyZR5e3sDEB0tPegHBAQAMHv2bCkDrw4rKyu8vb05deoUV69exc/PDzs78dtFYGAg8fHx2NvbN9mfuvq7du1i/Pjxcq/TFcybN09i4DVk/vz5BAQEcOTIkU7ri56WeM1jQWm53OOFZeJyXS3NVhl5lga6LJ40jJLyClYcUWy9yZKpIzDV02HF0YvkFZe2+JrNoaMu/uwLK+W3XVRZirlW47Ej76efsRMvuYyQ/H98USYf39zCnXz5mwn0BFpS9SuqK/n5zkE2xja/4aGt6Alq73eFfO2FFWVYarcue4qHgQULPIeQWVrIqogLMsd3xt0gODOOe/npVFRX4axnxgLPIQy1dGXloJk8fWZtq67b3ujVrgOu++7fT125npYmpYX/PSNPV6gBQFGx/CnmunJdoWazRkBpWSVrtl7kbOA9ktJy0dRQp5ubFa8+N5SZk/pTUVnFn7XTo52JTq3GwkY0FpfUatRRQGN5JWu2iDUmp4o1erlZ8doLQ5k5uT+VlVX8+W/na2wMHZ3a73dRY9prx3xFtJdVsmbLBc5ebqDd3ZrXXhjCzMneVFYopv3/XhuNiZEOqzadJ7+g/cf8+3kwLIGHDFNTU7lBlevWARYWSq/fCQkJAWDlypVs2rRJbpsREWLPT1KS2JtjY2PDtGnT2L59Oy4uLgwfPpxhw4bh7+/PwIEDZYy4OXPm8P3337Nu3ToOHTrE2LFj8ff3Z/jw4Y1uBOkMPD09myxPS0sjPz9fsh7yfsrKyigrk35AqysrUW3EiJ0/cqBM2T/nr1PQweuEDLQ1WTlnCsY6Qj7cdpjYRryFDVk4xpcJfTw5dzeGv04GdWj/2ou/I0/wd+QJtNQEOOqY86LLY/w94BW+DA2QG44lpSQXn8OLUUUFC20DRln25DW30fQ0dGDxzc2NTnU+yNgIDflj8NOoqajyTlCAXK/c73fOSv3/rZwkXr24mX+GzKa/qT1DLV05kyq7Q68jeGOI7DOxLvA6BWUPz9q5tjB3+mCZsm37rzZq9LSW3Pxi1myrf7krKa3gwpVobkemsuGn2cyY2I9Nu4MoaMTgaAtzZshq3L6vAzTmFUttmCgpreDilWjuRKay/ufZTJ/Uj427gho1qjqCOTMb0d7OfcjNK2btlvu0B0dx514q63+ZzfTJ/ZvV/vJz/owe6sXlq9H8s+Nyu/avMZRGXivQ0ZGfR+/+eHx15OWJF+iHhjYfl6vh5osNGzbg5eXFqlWrOHr0KEePird6m5mZ8d5777Fo0SLJNa2trbl06RKffPIJBw4cYP369ZJp0IEDB/Ljjz8yaNAgxUW2E3WGb1PlBQUFjRp533zzjcxuadPBozH3Gyu3/oJRshp3Xw2noLRMYujpaWnIPVdXs/atvoUGob62JqteehIXCxM+332C/debjyn42siBvPyYD5cj41m4YR/VHTTHUVTrwdNVl78rVUddi8JGPF1NUVpVwe38JN67vpH1g+bzYbcnCMyMJLdC/k6xampIKcllQ8xZqmtqeNNjHE9kebMzQTbESHtRF79OTyBfu65AU26Mu6aw1jZgg/8LGGsIeTNwO4GZsQqfWwMExN2gv6k9fU3sOtHIk30mAm6GU1BWJjH06r7791NXXvgQG4Rz5RhAB0+FUlhcRmGx2JOjI9SUqdOwvKhEvqdTEbJzi7l8LYaxw7rh4WJJ8M32j4k5V46hc+ikWGNRrUbdRjQKtWs1FrdR49UYxg7vhmcHaWyMuTN9ZcoOnQylsKiMoqJ6L6U8hNp1nty2aC+q1+5qJXf9H8DsGYN5/qmBXL0Vx0ff7aG6unPmtZVGXiegqytemHns2DFGjhyp8HlaWlosXbqUpUuXcufOHc6ePcv+/fs5cOAA774r3lb9f//3f5L6np6e7Nixg7KyMi5dusSZM2fYsmULly9fZvTo0YSEhHR6Jo+MDPkhPxqW6+k1Hhriww8/ZNGiRVJlAz77s9H6TYVXic/MBcDBVH6cJjsTQ9LyCilpwVStQa2B52VjwRe7TrA9MKTZc14bOZDXRw0iKCqBBev2UFbZcYnX44vE697shKYyU6p66loYaehwM6f1A3JVTTVXs6Nx07fG08CGS5nNr0UMzLoHjKOvsWOHGnl1oVEcdI0Jy02ROqYv0MJYU4drWc2HTqjDRmjAev8XMNPW463A7ZxuhZGWUy6Op6el1nlDr9uXjT8Tcdm5AIiM5T8T9kaGpOW37Jl40PB7clmjxxJr1+LVrd26H1tLQzKyCigtq2hTH3ILxC/vWpqCNrXTGP5TGteYULsWz7aR+HS2Vu2jMa+DNTaG/xPfN3qsbq2lrZWh3OO2Vkbtoz2/Trv853r2jMHMe9qXayHxvP9lAOUKrv9rD/5zu2vbQl38vPbGy8sLUMyT1xgeHh68/PLL7N27l99/F8cj+/vvv+XW1dTUZNiwYSxZsoTQ0FB8fX0pLCxk8+bNrb5+a7l9+3aT5RYWFo168UCsRV9fX+qvsana5giKFv+gD3aVXd/Yw84SA6EWVxSIkVdHQwPvq90n2XL5VrPnzG9g4L22dnerN3goyvUccdiAAaYuMscGmLoCcC07RuZYSzDVFN8/RadeW1q/tQRniI1XX3PZ5Qp1ZcGZihm4NkIDNvjPwlxbn0VBOziZotjGmvvpZSQOmZBUJBt+pysIjBM/E75Oss9ET2tLDLS1CIrv+MXhXUVdfDTvXiKZY16ulujpanGjHRbHe7lYApCS3vn3/UZYrcYGmwXqkGgMa7tGT9eu09gYN0Kb0m5Vq13xF73GqNcuGw9yzkyxgXc9NJ73vtip8AaP9kJp5DWgLjvG/fHq2srUqVMB+PPPPyktbftCy4EDxWtskpObj5yvpqYm2RCiSP32ZvXq1TJr6gCJoTp69OhO60tcZi7B0YkMcLHH310kKVdXVeXNMeLpjh1B0p44XS0NHM2MMNWTnqI30NZk9UtP4WVjwdd7TrHpUvOhYBaMGsSCUYO4Ep3I/E4w8ACCs6JILM5ijFUvXPWsJOVCNQ3mOT9GZXUVB5LqM20YCIQ46JhhIBBKtdPHSCS3/QEmLgyz8KKgooRbufUGk6ueFTrqslMk+gJt5ruJ7/nFjNYZSopyKSOa+MJsJtj1wKNB+BIddQ1e8xhCRXUVu+JuSMoNNbRx1DXBUEM6S0O9gafHO0E7OZ7cdGoqZz1TyaaPhvQ1sWO260DKqio5liz/5aezic3OJSgukUEie4Y6iyTl6qqqvD1M/Exsu37fM6GpgZOJEWa68petPEwkpORwPSyBfj3sGdi3PpSQmpoqLz3tB8De49IvbzpCDextjDExlNbv6WKJmprsT+qMif3o6WlLTEImkbEtC2beHiQk53CjEY0vPiPWuO9YIxqN7tPo2ojGSbUa47tGY2MkJOdwIzSBfj0dGNjvPu3P1mo/2lbt/enpVas9Rjos1NyZvsyd6cuNsATe+yKg0w08UE7XSlG3QeHMmTMysfHawpQpUxg4cCCXL19m4sSJrFy5EheXes9KWVkZx48fZ+fOnaxZswaAEydOcPjwYebMmSPxBIJ4U8f334vd03379pWUf/TRRzg5OfHkk09iaGgoKQ8NDWXbtm0y9TuLrKws5s2bx59//omOjg41NTWsXLmSgIAA1NTUZKZiO5ovdp3g3/kz+OWFiRy+dY+M/EL83ES4W5uxIyhEJtvFyG4ufDV9DLuvhPHR9vr0N8ufn4injTlR6VkYCLWa3fDxRD8v5o8cSEVVFSGJqcwZ2l+mfnB0IsEt8CQqQlVNNV+F7uKX/rP5a8DLHE25SVFlGcMtumEjNGZlxFHiG4Qyme4wiJdcRkg2WNSxrO/z5JYXE56fSHpJHppqAlz0LOlr7EhFdSVfhe6itKp+ymOCTV8m2/bnanY0KSW5lFaVY6lthK+ZOzrqmpxIDVU4b27rtdfwybX9/O33LBuHzOZAYiiFFeWMsvHATseIn8JOEtsgvMpzzj687jmUX2+f4dfb9aneNvjPwkbHkBtZibgbWMiNd9ew/jjbbsxzHczljBiSinMpr6rC1cAMX3NnqmtqWHrjACklD04u1yWHTrB19gx+mzaRQ7fvSdKaeViYse16iEy2i1HuLnw3aQwBN8P4YJ90Sqj3R/hLUpm5m5mKy0YOobhcvObpr4vBRGc1vympM/nhr+Os/Pppvn5vMicv3iUru4gBfUS4iMzZe+yWTDaEIQNc+ej1cTKZLeY/PxR7G2NuhCeQnlkg3l3rbo27kwX5BSV88XPX5Sv+4Y/j/P7t03z1wWROXbhLZp1GR3P2NaJx8ZvjZDJbvPZCrcawWo2a6nR3s8bNWazxSzka/X1c8B8g/r2zshBvWPQf4IKVudijf+t2EvuPN7/MpbX88Mcxfv/uGb764Ila7YUM6OMo1n70pqz2ga4sfnO8TGaL12YNxd7GpF67hjrd3RtoXy4dRmrcY92YM3MwlZVV3L6XytNTvGX6dj00QeJt7CiURl4DZsyYwW+//cZ3333Hrl27sLS0REVFhQ8++ICxY+Uv9FcEVVVVAgICePzxxzl+/Diurq64uLhgYmJCQUEBkZGRlJeXS2XWKCgoYNmyZSxbtgwzMzMcHByoqKjg3r17FBcXY2BgwE8/1a+1CQsL4+uvv+bll1/GyckJY2NjsrOziYwUB8EdPnw4zz//fOs/nFby6aef8uWXX7J3717c3d1JTk6WeBS/+eYbevfu3an9iUrPZuavm1k4xhd/dxFCDQHxWbl8tecUmy/dULgdGyPxAOVsbiJ3swfUb/gAsK6tL1BTY84QWQMP4Ldjl9rdyAO4mh3NS4F/8bLLCEZa9kCgqkZ0YTp/3DymsKH1V+QJBpm60tvQAUNzHWqA9NI8dicEsyXugkx6spOpoeiqa9Hd0I4+Ro5oqQnIqyjhZk4sB5OvczSl+ant9iAwM5Znz6zlDc9hjLXphkBVjciCdH4OP8X+BMWWT9joGALQ28SW3ibyg8Y2NPICM2Jx0jPFy9ASb1MHNNTUySot5FBiGOsiLxPygOWujcrM5qk1m3l7mC9DnMXPRFx2Ll8cPsW/V260qK0xnq7YGkpHHhjr6Sr5d8Ct8AfOyItNzOLl9zfy8jN+DOzjiLaWBkmpufy06gQBh68r3M6Rs+EMG+hGd3drDPuLDd3UzHy27b/K5j3BZGTLZk3pLGITs3jlvY289KwfA/rWa1z+9wkCDimu8eiZcIYOcqO7hzWGerUaM/LZtu8qW/YEk5Elq9HF0Zxxj3WXKnN1NMfVsX7zXUcaebGJWbzy7r+89Kx/vfaUHJb/fZyAgy3Qfrox7VfYsltWu6W5+DlQV1fj6SdkDTyANVsudLiR95/LXVvH7NmzWb9+vSTvbEPuz13bkM2bN7N8+XLCwsIoKhLvFGwsd608mmq7rKyMNWvWsGXLFkJCQigqKsLCwgIHBwdGjRrFtGnTJKFFsrKy2LRpE8eOHSM0NJS0tDQEAgEODg6MHTuWt99+G0tLS0nbV65cYefOnZw6dYq4uDiys7MxMzPDxcWFefPm8fTTT7c6dl575K5dunSpTO7aKVOmtKo/bcld+7DT0ty1/zVakrv2v0ZH5a59WOio3LUPA23NXfvQ8980UxSirblr/7NGnpKupaGRN2zYsHZtW2nkPboojbxHF6WR9wjzCJspbTXylBsvlChRokSJEiVK/oMojTwlSpQoUaJEiZL/IMqNF48Ya9askezgVYTz5zs+x6gSJUqUKFGipP1RGnmPGPHx8Vy4IJtQXYkSJUqUKFHy30K58ULJQ4dy48Wji3LjxaOLcuPFI8wjbKa0deOF0pOn5KGj4hH+rSs6Y9bVXehSVNW6ugddh27qo/tDB5De5xG++Z5dF2PvQaC8QKOru/DQotx4oUSJEiVKlChR8h9EaeS1gNjYWFRUVKSC/raG06dPo6Ki0u7x4zqSdevWoaKiIhNYur0+EyVKlChRokRJ+6I08pQoUaJEiRIlSv6DKNfktQCBQIC7uzs2NjZtakcoFOLu7o69vX079azjMTAwwN3dHSsrq67uihIlSpQoUaJEAZRGXguwsbHhzp07bW7Hx8enXdrpTKZMmdLqXLMPEw5Ghrw93JeBDrYINTSIzc5h2/UQNl65iaLL3rXU1XmmX0+6WVnQzdIckYkRqioqDF+xmqS8/A7tf1uwNzFk4WhffJxsEWpqEJeZw47gEDZfvqnw5jYPKzNGdXdhkIsDtsYG6GlpkJZfxIWIWP48FUh6flHHimgGBxNDFo6s1aihQVxWDtuDQ9gcpLhGLYE6M3164mVtgZd17f1VVWHkstUk5zZ+f30cbZnr1x9XS1OMhNqkFxRyKyGV1eeCuZua2U4Km8bO3JD5U3zp72GHtqYGCek57DoTwvbTNxTW72prytOj+uLpYIGZoS7amgIycgq5HZfGhsNXuB2XJlW/n7stf747vck2E9NzeWKx4vE7W0NXPdvDXZ3wc7LHy9ICTwszhBoCVpy9xIqzl9tPXCP0MLLiTa+h9Da2RaCqRmR+Busig9ifEKrQ+f1M7Bhl7Y6PmQgboQFCdQ2SinM5nhzBn3fPU1BRJlVfT6DJQq9h9DCyxlbHEAOBFjnlxUQXZLEx6gpHkzvvd6+niSVv9/Gjr5kNAlVVInIzWRN+hb0xtxU630RLyAzXnnQ3saSHiQV2eoYAiNZ9J7e+hVCXx0UeDLNxwtnABDNtHfLKS7iSlsSfoYHcyExpL2ktQmnkKVFSi7OpMVtnz0BLIOBQeARpBYUMcRbx6djHcDc345ODxxVqx0RHyAejhgKQmJtHXkkpRkLtjux6m3E2N+bfV2egLRBwOCSC9PxC/NxEfDTpMdwszVi6SzHtnz4xgh62loQmpXLo1l3KK6voaWfJzIG9GN3dlRf+2kZMRk4Hq5GPs5kxG1+u1RgaQVp+If5uIj6eWKtxj2IajXWEvDdOfH+TcvLILy3FsJn7++zA3nw0YTh5JaUcD48ku6gEkYkhY7q7MqabK6/+s5tLUfFt1tgUjlbGrPlwJloaAo5diSAjp5DBPUS89+xjuNia8vU/iun3crTEt4cjIVEpXLubSEl5BTamBvj3cmZEPzeWrDnMocv1P6TJmfn8tfeS3LZ8PO3p7WrDpbDY9pDYKF35bM8d2JcBDnYUlJaRXliIyNiozXoUwcfUgTV+z1BeXcXBxDAKKsoYbePBjz5TsBUa8Mfd5uOl/jLwKYw0hFzNimd3/C1Juy+7D2aMjQczTq8lu6xYUt9IQ8iTot7czE7kePJd8spLMNHUYbiVK78OmsbWmGt8cu1Ah2muY6ClHetHTaeiuop9MXcoKC9jrIMbvwydhK2uAb+HNG9guxqa8F6/oVTX1BCTn01xRTlCQeO7fGd79uO1HgOJzc/hfHIsWaVFiPSNGW3vymh7V948u48DsZ3v3OnUOHkqKioA1NTUsGnTJpYvX054eDgaGhoMGTKEL7/8ku7du8ucJxKJiIuLIyYmhpiYGP73v/8RHBxMVlYWp06dkmxgKC4uZsWKFWzfvp2IiAgqKytxc3Pj2Wef5c0330RTU1Nuv+7evcsPP/zAyZMnSUpKQigUIhKJmDBhAq+++qpkijI2NhZHR0ccHByIjY2VaiMuLo6vv/6aY8eOkZSUhIaGBmZmZvTq1YsZM2Ywc+ZMSd3Tp08zfPhwhg4dyunTp2X6Ex8fzzfffMPhw4dJTk5GT08Pb29v3nzzTcaNGydTf+nSpXz22WcsWbKEt99+myVLlhAQEEBaWhp2dnbMmjWLDz/8EHX11tv069atY86cOcyaNYt169ZJypv6TFp7v5vD7cuOiZP37/PT8HGw5aXNuzgTFQuAuqoqq56ewmBHe57/ZzuBcYnNtiMUCOhta0VYShp5pWWsenoKQ5xF7eLJE3SQI2zdS9PwdrLl1XW7OHc3FhBr/2POFAa52DPn7+0ERTev/ZlBvTh3N5aE7Dyp8nlD+rNonD9n7kQzf/2eVvezpg1RNNbPm4a3oy2vbtjF2YhYQKzxz1lTGORsz+zV2wmKUeD+agjoZWdFeHIaeSVl/PnCFPzdRI168tRVVbmw+FUAJq/YQGpefTiMEZ7OrHh2Epej45m7ZmfT121jCJU/351OP3dbFv68iwshMQCoqanyy8IpDPBy4JXvt3P1bkKz7Wioq1FeKRuzzsnahA0fP0tRaRljFv2pUJ+2LH0BF1tTnv38X+7GpzdZN1+kolCb8ujKZ7u/nQ0ZhUXE5eTyuJcbP019vOWevBaGUFFTUeHw6PlYausz/dRabuelAqCjrsHWYXNw1DNh/LE/iCvMbrKdl9wGszv+Fhml0tdf0nsczzr3Z2NUMJ/dOCwpV0UFFRWous+s0FHXYNvwubjqmzH+6B9EFrQs3mdLQqioqahwYspLWOnoMfXAP4Rlp0v6EPD4czgZGDNq12piC5p+2TTVEuJkYExYVjpFleWcmPIizgYmjXryxti7kV1aTHC69PfI29yWjWNmUlRRzoBtv1Fe3bJ4j7Gz329R/fvpko0X//vf/3j22WdJSEjA09OTyspK9uzZg4+PT5NptDZv3szIkSMJDAzEyckJW1tbybGkpCS8vb354IMPuHnzJhYWFohEIsLCwnjvvfcYOXIkJSUlMm1u3LiRnj178vfff5OcnIyXlxfm5uaEhYXx+eefc+TIkWb1xMbG0r9/f/766y/S0tJwd3fHxcWFvLw8du/ezbfffqvwZxMYGEivXr34448/yMjIoEePHmhra3P48GHGjx/Pp59+2ui5eXl5DBo0iN9++w0TExOsra2Jiori008/5bXXXlO4D+1Na+93ZyIyNsTHwZZLsfGSHwGAyupqfjwlfuOd3qeHQm0VV1RwMSaevNKy5is/ADiYGuLtZEtgVLzEwAOx9p+PirU/5a2Y9k2XbsoYeABrz12luLwCb0dbOWd1PA4mhng72nI5Ol5i4EGtxmO1GvsreH/LK7gUFU9eiWL311CohZ6WJhFpmVIGHsDZiBiqq2sw0REqJqSV2FsY0s/dluDb8RIDD6Cqqprfd4n1TxmimH55Bh5AdHIWsSlZmOjroKPd/I9yN0dLXGxNuRuf3qyB1xa6+tm+kpBEXE5uS7rcZgaaOeKga8y+hFCJgQdQVFnO73fOIVBV40mHXs2283fERRkDD+D3O+cA8DZ1kCqvpkbGwKu77vm0KAAcdDvWkznYygGRvhF7osMlBl5dH1bcvIhAVY1prs3f78zSYoLSEimqLFfoukfiI2QMPIDg9EQup8ZjpKWNu1HnxzntEiPv448/5ocffiApKYng4GBSU1N59tlnKSkp4bnnnpNrjAF88sknLFmyhPT0dIKCgoiPj2fQoEFUV1czffp0wsPDmTlzJomJidy7d4/w8HBiYmLw9/fn/PnzMgbSlStXmDNnDuXl5bz33ntkZGRw9epVbt++TUFBAZs3b8bFxaVZPT/88AOZmZnMmjWLtLQ0bt26xfXr18nKyuL27dvMnz9foc+luLiY6dOnk5uby/Tp00lJSeHKlSskJCSwbt061NTU+OKLLzh06JDc83/77TfMzMyIi4vj+vXrxMTEsHfvXtTU1Fi1alWXrQNs7f3uTAY42AFwIVp2yuxWcip5JaX42HeNgdLR+DiKtV+8J6s9JEGsvX8bjbMaaqiurqayumtC90s0Rsq5v4lijR1lgGYWFpNdVIybhSnmejpSx/xdRaiqqhAY3bwHrS30cxfrvxweJ3MsLCaV/KJS+rq1Tb+NmQEOlsakZuVTVNL8D+NkP7EXf/e5kDZdtzkexWd7gJnY+LqQFi1z7Hxt2f0GWkuorPVGVdUo9jxrqKox0ExEdU0NkQUdu/50oKV4Q+O55FiZY2eTxS84AyzsOrQP91PRws+rPekSI2/cuHEsWrQIVVXx5YVCIWvWrMHS0pK4uDi2bNki97w6T1bdtKOKigqampocOHCAixcv4u3tzT///IOFhYXkHFtbW7Zu3Yquri5//PGHlEGxZMkSKioqmDt3Lt999x06OvUDsEAgYObMmfj5+TWr5969ewAsWrQIXV1dqWMeHh68/PLLCn0umzZtIj4+HgsLC9avX4+eXn1qh1mzZvHKK68A8M0338g9X11dnY0bN2JtbS0pmzhxIpMnTwZo1DjsaFp7vzsTB2NDAGKz5bvw43NysdDXRasNU94PKvamhgDEZcrXnpCVi4WBLlqC1msf3d0NXS1NuYZkZ+BgYgg0rjE+q/b+tkFjU3y1/xRaAnV2v/E8nz8xkrdH+fLTzAn8OPNxjoXd4+fjFzvkunXYmYu9JwlpuXKPJ6TnYm6ki6aG4vrd7Mx4edIg5k/x5fMXx7Hx0+cA+ObfE82eq6mhzmgfd0rLKzl0uWNfPh/FZ9tB1xiA2MIsmWP5FaVklxUhqq3TGp4U9QbqDcb70RNo8obnEN70GspnfcZzdMwCPA0t+e322WaniNuKSF/8XY/Jl71OfnkZWaXFkjqdgbWOHn7WItKLC7mT0/lpKbvEyFuwYIFMmYaGBi+++CJAo1OkL7zwgtzygIAAAGbPni133ZmVlRXe3t4UFhZy9epVAEpKSjh27BgA7733XstFNMDOTvxWsGPHDtqyxPHo0aMAvPTSS2hpyeboXLhwIQAXL16kqEh2cdbYsWOlprDr8Pb2BiA6Wv4D2dG09n53Jnq16zULy+R7IOrK9bTkr+t8mKnTVFDaiPbact1Warc00GXxxGGUlFew4ljHGjONUdf3xu5vUW25biPrdtvKoZAIXt2wm8rqap7q34OXhvowprsr8Vl57L4eLrl+R6FbO31a2MgUc1HdPdZWXH+dkTf38QGMH+hJaXkl//fbXqnp4MYY1d8NXW1NTl6NaLRP7cWj+GzrCWqf6Qr5n21hRZmkTkvxNLDgdc8hZJYWsipC/vOsL9DiDa+hvO45hKed+mGqpcu3t46x4vbZVl2zJUi0lzeivbwMPY3OudfqKqr85D8BTTV1vrlymuouyMHbJa8unp6eTZZHRES06LyQELG7f+XKlWzatElunbo2k5KSAIiMjKSiogJDQ0Pc3d0V77wcFixYwPr16/niiy/YsGEDY8eOxd/fn+HDh0t51Zqjro9eXl5yj7u6uqKhoUF5eTlRUVH07NlT6rizs7Pc88zNzQEoLOya/Ietvd8AZWVllJVJP6zVlZWotuKt+40hA2XK1gVep6Ds4Vg71xbmj5DV/s+F6xR08LpBA21NVs6egrGOkA+3Hya2EU9ae7DgMVmNGy52vEZFmNLXiyWTRrA58BYbL98go6AQR1Nj3h7ty2/PTebr/af49/KNNl3j5UmDZMo2HbvWYUbU/ovh7L8Yjoa6GnYWRjw3uh+/vDWFFTvO8e/Rq02eWzdVu+e8YqE8muNRfrY7E1uhIX8OnomaiipvBwWQUy5/qU1ScR5uO79AFRWshPo8btuNRd2G09fEjoWBO+Su2/uvoQL8z28cAyzt2XT3Bruiw7qkH11i5NUZHfdTN81aUFAg93jD6dSG5OWJF3qHhjY/YNRN1+bni3dCGRoaNntOc/Tu3ZuzZ8+yZMkSTp48yZ9//smff/6JiooKo0aNYvny5Y0aOg2pM8Ia+3xUVFQwMzMjKSlJ7mfU2OdTN03aiRuppWjt/Qbx1PRnn30mVWY8fDQmj41tcT/eGCL7IxhwM5yCsjLJj4GupvwF43XlhQ/pj8aCkbLad18Np6C0TGIE6Wk1or22vKiFxpK+liar5j2Ji7kJn+85wf4bHTstt+AxWY27rok1FpY2fX91asuLOuD+ikyNWDppJKfvRvPdoTOS8jupGbyxaR8HFs7irVG+BFwLo7i8otXXkWfk7bsQRmFJGYUlTXvqdOrucSsMwvLKKqKSMvls7RGM9LR54yl/LoXGEpUsO1UI4GBhRB83W+LTcrh6t/kdrYrwKD/b8qjz4DXmrdMVaDbq5WsMa6EBG4Y8j7GmkNcv7yAwQ3Z95/1UU0NScR5/RVykihre7zGS6Y592Rzd9EtAW5Bob8Rbp6uh2aiXrz35dvA4pjp3JyAqlI8udd1sVZcYeRkZGXKnFdPTxTthGq5FU4S6dXDHjh1j5MiRCp1Td43c3NwWXasxBg4cyJEjRygsLOTChQucOnWKTZs2cfToUUaNGkVoaGizBmWdjrrP4X5qamrIyMiQ6v/DQFvu94cffsiiRYukyvr+qFh4hvtpKvRKXHYuQKMxrOyNDEnLL6SkorJV1+5qun3YuPb4zFwAHEzla7czMSQtr2XaDbTFBp6XjQVf7DnB9qCOXVwP4PVxE/c3KxdoXKO9ScfdX18XBwTqanLDs5RXVnE9PoUJvTxwNDUmLDlNTguK0f/FHxs9lpAu9qDaWRjKPW5nbkh6TiGl5W3TfzksDr+eTvR2s2nUyJvs375ePHi0n2151K17E+maEJabKnVMX6CFsaYOVzMV3+xjU2vgmWvrsfDyDk6n3mtxny6kRUMPGGDq0KFGXmy++LvuqG9MaJb086SvoYmJlpArae3zciEPFeA733FMd+3Jnuhw/u/8QYWDbXcEXbIm7/Zt+RGn68rd3Nxa1F7d9KYinrw66qY+c3NzuXv3bouu1xS6urqMGTOGb7/9ljt37uDs7ExSUpJCmx7qdIeHh8s9fu/ePcrLy1FTU2t0avZBpC33W1NTE319fam/1kzVNkdgnHjA83WSTTXX09oSA20tguI7bmDoSoJixNoHu8pq72En1n5FgfhxdTQ08L7ae5Itl2+1W19bi0Sji5z7ayvWGNwCjS1BoCYeZo105AfNNa4tL6/qOCOjLv7dQC/ZHZXdHC3R19HiWkTb9ZsZil9Uq6rk/6ypqaowfpAXlZVV7L8of5xrbx7FZzsoU+xl87VwkjnmV1sWnNm8Jw7EBt4/Q17AQluftwN3ciKl8eU1TWGuJf5uVHbwDtPAVPH99rcWyRwbYu0orpPWMbvZGxp4+2Ju8/a5/V2yDq8hXWLk/f777zJl5eXlrF69GoDRo0e3qL2pU6cC8Oeff1JaWqrQOdra2pLrLFu2rEXXUxShUEiPHuJ4PMnJyc3WHzNmDAB///23XB2//PILAL6+vo1OzT6ItPf97ghis3MJiktkkMieoc4iSbm6qipvDxsMwLbr0t4oXU0NnEyMMNN9eO6FPOIycwmOTmSAsz3+7iJJubqqKm+OEmvfESyr3dHMCNP7QoIYaGuy+sWn8LKx4Ot9p9h06WaH918R4rJyCY5JZKCTPUPcRJJydVVV3hxZq/GKHI2mRpi28f5eixM/+9P798BCX3r3/QAnO3wc7cgsKCIqveN2Hcan5XL1biLenvb49nCUlKupqTJ/ii8Au85K69fR1sDB0ggTA2n9vVysUVOVDUzsZmfGk0N7UllZRaCcUC0Afj2dMDXQ4UJIDFl5nZPi7lF8ti+lxxBfmM1Eu+54GtRHm9BR12C+hz8V1VUExNU/m0Ya2jjpmWCkIf0iUm/g6bEoMIBjyU07RDwNLNBVl50mNRBosaj7YwCcTY1qi7RmuZASS1x+DpOdvPAyrl8qpKOuwRu9BlNRXcWOyPr7baSpjbOBMUaabctKpAL8z3c80117sj/mDm+d3dflBh500XTtgQMH+Pnnn3nzzTdRUVGhpKSEV199leTkZOzs7KSyQyjClClTGDhwIJcvX2bixImsXLlSKr5dWVkZx48fZ+fOnaxZU58fccmSJRw5coRVq1ZhZmbGxx9/jFAoDkpaUVFBQEAANjY2zYZRee211xg2bBgTJ06UnA9w9uxZTpwQhxPo27dvszqefvppPv/8c+Lj45k9ezarVq2STOH++++//PmneJrygw8+UPCTeTBo7/vdUSw5dIKts2fw27SJHLp9T5L6yMPCjG3XQ2Qi4o9yd+G7SWMIuBnGB/uOSh17f4S/JN2Ru5mpuGzkEIrLxWuj/roYTHRW16T3kscXe07w76sz+OW5iRwOuUdGbVozdyszdgSFyGS7GNnNha+mjWH31TA+2lGvfflzE/G0NicqPQsDba0u2/Ahj8/3nmDjyzP45ZmJHA69J07d5irCw8qM7VdCZKZTR3q58PWTY9h1LYyPAqTv77tj/SWpzNwsTWvL6u/vqrPBxNRuMrmVmMreG7eZ1NuTfW++wPHbUWQWFOFoasQwD7FX5esDHb/z7tt/j7Pmw5l8P38ix69EkJFbxKDuItzszNh1NkQm28XwPi4snTuWfRfC+Gxt/Zqi9555DCM9ITcjk0jNLkBNVRUHSyMGdnNABRV+2naalCz52R/qpmp3t+NUrSJ05bM90s2Zke7imRdbQwNJmY2BPgBXE5LZfqN9P4+qmho+uraf1X7PsnHoLA4khlFYm9bMTseIH0NPEdsglMlzzt684TWUFeFnpHbA/jPkBWx1DLmelYi7gTnuBrLrqxvWn+LQi2mOfQjMiCW5OI/iygpshAYMtXRBV6DJ4cTb7Evo2KUbVTU1fHDxMOtHTWfbuGfYG32bwopyxjq4Ya9nyPfXzhKTX39/Znn25a3efiy/cZ7lN6RTvS3zGy/5t5m2rkzZV8GnyCkTr/Nf2NuXaa49KKwoIyY/mzd6DZbp29H4e4Rny1+O1VF0iZH35Zdf8tZbb/Htt99iZ2fH3bt3yc/PR0tLi3///VfKUFIEVVVVAgICePzxxzl+/Diurq64uLhgYmJCQUEBkZGRlJeXS8XPA+jfvz9r1qxh7ty5fPPNN/z88894eHhQUlJCTEwMpaWlrF27tlkj79KlS/zxxx+oq6vj6uqKnp4eaWlpxMWJ32afe+45hg8f3qwOoVDItm3bGDNmDFu3bmX//v14enqSlpZGQoJ4AP7444/lpjZ7kGnv+91RRGVm89Sazbw9zJchziKEGgLisnP54vAp/r1yo0VtjfF0lQzodYz1dJX8O+BW+ANl5EWlZzPz980sHO2Lv5tYe3xWLl/tPcXmFuz6tDES/3A5m5vI3ewB9Rs+OpuojGxm/LGZt0b54u9aqzE7l6/2n2JT4I0WtTW6mys2RtL3d0z3+vu7+3q4xMgD+HDnYa7GJjG5jxcjPZ3REgjILSnh1J1o1p6/yvX45j39bSUmJZtZX21i/hQ/Bnd3RFtLQGJ6Lt9vOsm2UzcUbmfj0asM7+tKN0dL/Hs6oaqqQmZeEUeD7rLt5A1CouUnYjc10GFwd0cycgu5cKv5MCvtSVc+256WZkzt1U2qvqelOZ6W9QZText5AIEZcTxzeh1veg1lnI0XAlU1IvMzWB52mn0Jil3PVscQgD4mtvQxkR8wuqGRdyTpNnoCTXob2+Jtao+WmoC88hKuZSWwK+4WBxI7Z4fppdR4ph3ayNu9/Zjg6IFAVY2I3Ex+uH6OPdGKLxN4ykU2M0bDsuU3zkuMPFtd8XdCV6Ap18ADSCzM63Qjr8tz14aFhSEQCBg6dChffPGFTFgQkM5dKxKJGm2/rKyMNWvWsGXLFkJCQigqKsLCwgIHBwdGjRrFtGnT5O5yDQ8PZ9myZZw4cYLU1FT09fVxcHBg4sSJvPLKK1haWgKN52k9deoUe/bs4dy5cyQkJJCXl4eVlRUeHh4sWLCACRMmSLRD87lr4+LiJLlrU1JS0NHRwdvbm4ULFzJ+/HiZ+g1z1y5dulTmeGN5Z1tCe+WuVeR+N0dH5a59GOio3LUPC23JXfuw09bctQ87bcld+9DTwty1/zVakrv2v0Zbc9d2mZGn5L9PR91vpZH36KI08h5dlEbeo4vSyGs9XbLxQokSJUqUKFGiREnHojTylChRokSJEiVK/oP8dzIyK1GYN954g+vXrytUt0+fPqxYsaKDe6REiRIlSpQoaW+URt4jSEhICBcuXGi+IqDeAYGHlShRokSJEiUdT6f+gis3XDwYyNvR2xEo77cSJUqUKFHSdSjdNEoePh7hTXbVj/gTq9KxGZEeaCp0HuEvPo/2zmp11Uf4iw+gqnQYtJZHcuPFzZs3mTBhAsbGxqiqqqKiotJp3q2HkdjYWFRUVOTGKBSJRKioqMjEyFOiRIkSJUqUdC2PnF8gPT2d4cOHk5OTg42NDZ6enqioqGBgYND8yUqUKFGiRIkSJQ8Jj5yRt2XLFnJycpg8eTIBAQGoqj6SzswWIRAIcHd3x8bGpqu7okSJEiVKlChRkEfOyLtz5w4AY8aMURp4CmJjYyP53P7rOBgZ8vYwXwY62CLU0CA2O4dtN0LYeOUmiq4K0VJX55l+PelmaUE3S3NEJkaoqqgw/NfVJOXJT9zemTgYG7JwlC8DHMUa47Jy2HYlhM1BN1F0r4yWQJ2Z3j3pZmOBl1WtRlUVRvywmuRcWY3eIls2zJvWZJvx2bmM+WltayQpjIOJWLuPU7327cEhbA5soXafnnjZWOBlXa995Pfytdfh42jLXP/+uFqYYqSjTXp+IbcSU1l9Npi7qZntpLBp7M0Mef1xX7xdxfrjM3PYeTGErecV1+9uY8bIXi4MdHfA1sQAXW0N0nOLuHAnllVHA0nPk5+WZVw/d2b49cbdxhQVVIhKy2LruZvsDVI8l6giOBgZsmho7TMs0CA2J4etN0LYeFXxZ7iOiV7uzPLui6upCRVVVVxPTuHns5cITU2TW3+AvS0vDuyPu5kpRtrapBcWcjM5lb8uB3MnXf49NhZq88ogbx5zccJKX4/iigpis3PYHXKbTddvtbDH0nQ3tOYNz2H0MraV5K7dEHWZA4mK5a7ta2LHSCtPfEwdsNExRFtNg6TiXE6m3OWviHMUVDSeg3qklQdPO/XHy9AKLTUBmaWF3MxOZFnYcVJLOn4c7Gliydu9/OlrZoNAVZWIvEzW3L7C3hjFvm8mWkJmuPSku4klPYwtsdMzBEC04dtGzzk/9TVJDtv72Xj3Oh8FHmmxjrbyyBl5JSXiZMLa2tpd3BMlDxrOpsZsnTUDLYGAQ+ERpBUUMsRZxKdjHsPd3IxPDh5XqB0THSEfjBwKQGJuHnklpRgJH4zvm7OZMZteEms8HBZBen4h/q4iPpnwGO4WZizZq5hGYx0h748Ta0zKySO/tBTDJjQm5ebz68lLco8Ncrann4MNF+7FtVxQC3A2M2bjKzPQFgg4HBpBWn4h/m4iPp74GG6WZizdrbj298Yrrh3g2YG9+WjicPJKSjkeFkl2UQkiU0PGdHdlTDdXXt2wm0tR8W3W2BROFsasf2sG2hoCjt6IID23EF8vER8+9Riu1mZ8sVUx/R9PH0F3e0vC4lM5fO0u5ZVV9HCwZIZfL0b1dmXOz9uITc+ROuedJ4bwwvB+ZOQVcfDKHSqrqvHzcuSLZ8fgYmXCj3vOtYtGFxNjtr5Q+wzfrn+Gl4x+DHczMz45rJhGgFcHefPOMD+S8vLZfP0WOhoCHvd0Z+vz05mzdRdB8YlS9Z/v15tPR4vv8dGISLKLS3A0NmSshytjPFx5adtuLsZK32NPczPWzpyKvpYmp6NiOHznHkINAc4mJgx3dWqTkedt6sCqwc9RUV3FwaQwCipKGWXtyTLvJ7ERGvJXxPlm21juMx0jDSHXsuLZE3+LGmrwMRXxopsvo6w9eebMarLLi2XOW9p7AjMc+xFXmM3BxDCKKssw19LD29QBa6FBhxt5Ay3sWT9yOhXVVeyLvU1BeRlj7d35xX8StjoG/B4qfyxqiKuBKe/1HUZ1TQ0x+dkUV5QjFDSfXi2/vJQ1t6/IlN/KTGmVlrbyyBh5S5cu5bPPPpP8/5w5c5gzZw4AQ4cO5fTp04SGhvLNN99w9uxZ0tLSEAqFmJmZ4e3tzQsvvMDYsWNl2r179y4//PADJ0+eJCkpCaFQiEgkYsKECbz66qtYWVlJ1Q8LC+Pbb7/l1KlTpKenY2RkhJ+fH++++y4DBw6UaX/27NmsX7+etWvXMnToUD777DOOHTtGWloaH3/8MUuXLgXE4Uq2bt3K6tWruXbtGoWFhdjY2DBhwgQWL16MpaVlqz+72NhYHB0dcXBwUHiDxbBhwzhz5gynTp1CKBTy2WefcenSJcrKyujVqxfvvfceTzzxRKv71BF8NnYE+lpavLRlF2eiYgFYfuYiq2ZOYUafHuwPu0NgXGLTjQA5xSXM3rSTsJQ08krLWDVzCkOcRR3beQVZMnEE+tpavLJhF2fvxQLw8/GL/PXCFKZ79+BAyB2CYprXmFtcwrx1OwlLTiOvpIy/XpiCv6uo0frJufn8duqy3GOju7kCsOOqYt6F1vLpZLH2V9fv4mxELAC/HLvIn7PE2g/ebIH2NTsJr9X+56wp+LuJGq2vrqrKm6MGU1BaxpQV/5CaV5+HdISnMyuem8RLQ7073Mj7aPoI9IVaLPhzF+fDYwH49cBFfnt1Ck8N7sHhq3cIjmxe/4Ert/lwwyESs/KkyueM6M9bk/x554khvPHXHkm5l50FLwzvR3xGLs/+uIn8YrH3R3vfOVa9Po1Zj/Xn+M1IbsW2/Uew7hl+cVv9M/zT2Yusmj6FmX16sD/8DoHxzWt0MDLkTf9BRGdl8+T6zRSWlQOw/soNds56mq/Hj2LMn+uoqnV/qquq8vYQ8T2esPofUgvq7/FIV2dWPjWJVwd5Sxl5OhoCVj41CYApazdxN0Pa06em0vrd1GoqKnzRZxI1wPPn1nE7LxWA3+6cYcvQebzuOYwjSeHEFWU32c6GyMvsib9JRpl07txPe43naSdvFngO44ubB6WOPefkwwzHfmyMCuLrW4epvs9/2hZdiqCmosK3g8YBMOPIJsKyxV7Xn29eIGDc87zd24+DcXeILchpqhki8zKZfngjYdlpFFWWc2LySzgbmDR7/fzyMpbfbN6A7iwemflKe3t7fH19MTc3B8DV1RVfX198fX3p0aMHQUFB+Pj4sGnTJgoKCvDy8sLOzo6MjAw2b97MH3/8IdPmxo0b6dmzJ3///TfJycl4eXlhbm5OWFgYn3/+OUeOSLtm9+7dS79+/fj3338pKiqiV69e1NTUEBAQgK+vL3///Xej/b979y59+/Zly5YtWFpa4urqikrtw1JRUcGMGTN4+umnOX78OFpaWnh6epKWlsaKFSvo27cvERER7fhpKs65c+fw9/fn7NmzODs7Y2BgwKVLl5gyZQo//vhjl/RJHiJjQ3wcbLkUGy/5cQCorK7mx9PiwNHTe/dQqK3iigouxsSTV9r4VEZXIDIxxNvRlsvR8RIDD8Qalx8Xa5zWX0GN5RVcjIonr6RtGnvaWuJmYUp4SjrhKeltaqspHOq0R8VLDDwQa//5mFj7U96Ka7/UAu2GQi30tDSJSM2UMvAAzkbEUF1dg4muUDEhrcTBzJD+LrYERcRLDDwQ6//1gFj/1MGK6d9y7qaMgQew/uRVSsoq6O9iK1U+vIczAP+cviox8ABKyiv5+2ggANN8e7ZIjzxExob42Mt/hn86K9Y4Q8Fn+Mme3RCoqbHyYpDEwAOIzMxid2g4DkaGDBLZScoNtcX3+G5GppSBB3AmKobqmhpMdKTv8bN9e2FjoM+y0+dlDDxAYkC2hgFmjjjoGrM/MURi4AEUV5az8s5ZBKpqTHHo3Ww7q+5dkDHwAFbeOQuIvYUN0VRVZ4HnUOILs/kmRNbAg7bpUoTBlg6I9I3YExMuMfAAiirLWRFyAYGqGtNcmv8eZJYWE5SeQFFlebN1H2QeGSNv7ty5nD9/nnHjxBb+4sWLOX/+POfPn2fFihV88cUXlJSUsHjxYtLT07lx4wYhISHk5uYSHBzM9OnTpdq7cuUKc+bMoby8nPfee4+MjAyuXr3K7du3KSgoYPPmzbi4uEjqJycn8/zzz1NWVsbChQtJS0sjODiY1NRUvvrqK6qrq1mwYAG3bsl3z3///fcMGTKE5ORkyXXef/99AD799FO2b99Onz59uH79OklJSdy4cYPMzEzmz59PSkoKzz77bAd9sk3z+eefM3XqVFJTUwkODiYpKYlffvkFgPfff5+bN292Sb/uZ4CDeMC+EC3rTbmVnEpeSSk+DrYyxx4mvB1rNUbK0Zgo1ugt6lyNT/btDsDOKx3rxfNxEmu/2JR2x47RnllYTHZRMW6Wppjr60gd83cToaqqQmBUQodcu47+LmL9l+7K6g+JSyW/uJT+zm3TX0MNVTXVVFZJx3Qz0RMbN0lZslN0SdniMh9XO5ljLWWAvbiN8zGyGm/WPsPe9oppHFBb73yM7BKCc9HiMm+7+rYyi4rJLi7G3cwUC13pezzEWYSqigqX46Tv8XhPN6prajh89x6OxkY83683Lw3oz2MuTgjauF7cx1QEwMW0KJljF9LFZfcbaC2hoqYKEBvQDRls7oShhpATKXdRVVFllLUHL7r5MkPUD3sdo1ZfryUMtLQH4FxyjMyxs7VlAyzsO+z6GqpqPOnUnfndB/GcWx88jcw77FqK8MhM1zbHvXv3ALHhoaEhPe/ev39/+vfvL1W2ZMkSKioqmDt3Lt99953UMYFAwMyZM6XKfv/9d/Lz8+nduzfLly+XlKuqqrJ48WIuXLjAwYMHWbZsGRs2bJDpn5mZGZs2bUJHp34A0dLSIiMjg59++gl9fX327t2LrW39wKOtrc2KFSsIDg4mODhY4lXrTIyNjVm7di1aWloAqKio8MYbb3D69GkCAgL48ccfWb9+faf2SR4ORoYAxGbLd+HH5+TSw9oSLXV1SisrO7Fn7YeDiSEAcVmNaMzKpYetJVoCdUorOl6jlkCd8T3cKK2oZN+tjt3Y09Xav9p3im+njWX3G89zPDySnKIS7E2MGO7hyLGwe/x8/GK7X7Mh9maGAMRlNKI/M5fu9m3TP6qXG7pamhy5Lj1rkFMkXgdtY6Ivc46NsbjM0kivzZ+9qPYZjsuRrzEuN5eeVoo9wyJjQwrLyskskl1vFpuTW1tH2mj5/Ogpvp84ln0vPs+xu+I1eSJjIx5zceTo3Xv8dKb+HgtUVXE3NyO7uJjn+/Vmof8g1BoYdvE5uby2cy8RGVmKSJfBQddY3Fc507H5FaVklxXhoNv81GNjPOnQB4CL6dJGZHcjawCqaqrZ/dirOOmZSo5V1VSzPvIy34cea/V1FUGkJ9Yeky9He3kZWaXFiPQ6zuA0F+ryg98EqbLTSVG8fX4/OWUlHXbdxnhkPHnNYWcnfgvctm1bs3VLSko4dkz8RX3vvfcUav/o0aMAvP7663KPL1y4UKre/Tz55JNSBl4dBw8epKysjDFjxkgZeHWoqqoyYYL4C3fmzBmF+tqezJs3T2LgNWT+/PkAMlPaXYWeliaA1NRMQ+rK6+o9jOhp1mosbUajZudoHNtdbBQcDbtHQQdPbetqNa29qFa7bgfd30MhEby6fjeV1dU81b8HLw31YUx3V+Kz8th9LVxy/Y5CV7tWf0kj+ms/l7p6LcXCUJf3nxxGSXkFvx2UNljrpoefG9oXvQbtawnUmTfKR6aPrUW3IlX54gABAABJREFU9ntb0NwzrMD3W1dTk8Iy+d/JunI9TWlnwIHbEby4bTdV1dVM792DVwf7MNbDlbicPHbeCqewvL5fBtpaqKuqYqitzet+A/nfqXMM+PkP/Fb8xa/nL2NraMCfT01GQ611aT701MVjbmFFqXwNFWXoqbfu8/YwsGC+x1AySwtZdU86B7qxpvg3arbLIAoryph26m/67f2a586uJbYwi7mug5np2F9es+2Gnkbt96CRnb+FFWWSOu3NtshbzDiykT5bf6bbph954uB6TiVGMczGmVXDn+yQazaH0pNXy1tvvcXx48d56aWX+OGHHxgzZgx+fn4MHz4cExPpN57IyEgqKiowNDTE3d1dofbr1sR5eXnJPd6tWzcA0tLSyM/PR19f+q3X09NT7nkhISEAXL58GT8/P7l10tLE6xKSkpIU6mt70li/68ob09sRvOEvu7FlXdB1ChoZzB9GFgyX1bjh0vUON6JaQ91UbXttuFjwmBztFx8M7VP6erFk8gg2B95i46UbZBQU4mhmzNujffnt+cl8vf8U/1660aZrvDpWVv/GM9cpaOO6yebQF2ry2ytTMNYV8vHGw8Tdt7P2enQS+4LCmejjRcCHL3AmNJrKqir8vBxRU1Ulv7gUfaEW1dXNp+56w0/OMxz8YDzDT/bw4vOxI9h47Rb/XL1BemEhTsbGvDPMlz+nTeaLY6fYcOUGAKq166nVVVVZF3yNNUHXJO38fO4SImMjJni5M9bDlb1hD074KhuhISsHPYOaiirvBO8kt1zaM6Vam3OyorqK1wO3kFEqXs93NSuetwK3s3vEq8x2GcSWGNndp/8FfrklbfTeyExh7sntbB3zLD4Wdgy3ceZUkuwUekeiNPJqefzxxzlw4ABfffUVly9f5s6dO/z888+oq6szZcoUfvrpJ0kw4Px88ToSQ0NDhdsvLBR/2es2ftyPhYWF5N8FBQUyRo88Lx5AXp54AXRCQgIJCU2v66kLH9OZNKa3Ybk8vXWUlZVRdt8AXl1Ziap6y7+6bwwZJFMWcCucgrIyiSGgqyl/i3xdeWNv9w8Krz8mq3HX9XAKSsskP4S6Wl2vUWRqRH+RDXFZOQTHNr/bUREWjJCj/ZpYe2Fp09p1arUXdYBBKDI1YunkkZy+G813B+u96XdSMnhj4z4OvDWLt0b5EnA1jOLyilZf57Vxsvr3BoVTUFJGYa2hp6vdiH6t1unX09bkr/lP4mxpwlfbT3DginyD5JNNRwhPSOOJgd2Z5ONFWUUlF+/E8dPecwR88AIVVVVSmzIa401/Oc9wiPgZbszDVofk+13e/HUKy8oknkHZdmQ9ho7GRnw+biSnI6P5+kT9Pb6dnsH8nfs48vIsFg31ZcfNMIorKqSM0hP3omWucSoymgle7vSwsmiVkVdQKfbg6QpkZ1HE5ZoUVLbsXltrG7DebxbGGkIWBm0jKDNWznXFbYblJksMvDoiCzJILMrBQdcEPYFmkzH22kJB7f3VEzRy/wSakjqdQQ2wPSoEHws7+pvbKI28rmT8+PGMHz+e7Oxszp07x4kTJ9i8eTPbt28nMjKSwMBABAIBenp6AOTm5irctq6uLnl5eaSnp+Ps7CxzvM7bBkjaV7RdgI8++ogvv/xS4fM6i4yMjGbLm9L7zTffSIW+ATAePhqTEbLhbJrD7aufGj0W18g6mzrsjQxJKyikpBPWqrUFz0+a0JiVC4CDSSMaTQxJy+8cjU9JvHhh7dam10cPpnZfFwcE6moERcsas+WVVVyPT2FCLw8czYwJS5IfZFcRei1sXH98Ri4ADmaN6Dc1JD23kJJyxfXrC8UGnqedBV9tP8GOiyGN1q2pgU1nb7Dp7A2pcmtjfXS0NAhPSJNZxC8P128a11i3Vs7BSL5GB0NDUhV8hmOzc+lra42pjlBmXZ5IzvpdP0cHNNTUuCwnxFJ5VRXXk1KY2M0DJxNjQlPTKKmoJDW/AEt9PfLlGNZ1ZVqteJkFiCsUr0cT6RgTnisdmkZfoIWxpg7XshQP2WMtFBt4Ztp6vB20ndOp9+TWiy0Q7xLOb2SauK5cS1VAAR1jaMUWiLU76hsTmi39POlraGKiJeRKevu8WCpKTqn4O6StJujU64JyTZ5cjI2NmTx5Mr/88guhoaEYGBhw/fp1rlwRu5hdXV3R0NAgNzeXu3fvKtSmm5sbAOHh8qNth4WJf+wsLCxaNHVZN/0bGtqxuxNby+3bt5ssb07vhx9+SF5entSf0dCR7d7PwNqdb75OsruuelpbYqCtRZACMfIeZIJjajW6yNFoK9bYXl61plBTVWFSb08qqqrYc719sx00RlC0WPvgprQrECOvNQjUxMOskY78gMnGteXlHbih50qkWP8gd1n9PRws0RdqcSVKcf0NDbxvdpxk2/nWBe0d388DgMPXFBtHmyIwXqzRz1FWY6/aZzhYgRh5gCTQsZ+j7A5UfydxWXBCfVt199i4kaDYdeXlVfX3+FLtmONiaixTv64ssZUZcoIzxTuAB1vIOhR8zZ2l6jSHtdCADX6zMdfW552gHZxMafxeBdZ695wbbLioQ11FFXsdY4oqy8kul58VpT0ITBN/rv7WjjLHhtSWBaZ1bEzK++ltKt6QklgkG3qoo1Eaec1gYWGBo6P4i5GcnAyId62OHj0agGXLlinUzpgxYwD49ddf5R6vCytSV09RHn/8cTQ0NDh48KBkh/CDxOrVq2WmW0G82xiQfI6Noampib6+vtRfa6ZqmyM2O5eguEQGiewZ2iBwsbqqKm8PHQzAthvSngpdTQ2cTIww05U/lf6gEZuVS3BMIgOd7BnSIHCxuqoqC0eINW6/IqvR0bR9NQ5zd8JMT4ezEbFkFHbcYN+QuDrtzvYMaRC4uC5QMcCOYPnaTfXapv1avHjcmO7dAwt9XaljA5zs8HG0I7OgiKj0pgPTtoW4jFyuRCbi42aPn5dIUq6uqsqCx8X6A+7zxOlqaSAyN8L0vrAv+kJN/l7wFJ52Fny38xRbzjUfBklHzhRqHycb5o3yJikrj+0X2pa+C2qf4fhGnuEhYo1b5T3DxkaY3bccZmdIGBVVVbw22EdqCYeLqQlPdPciLieXS7H1y2OuJYrv8YzePbDUk77HAx3sGOBgR0ZhEZGZ9fd4c202i1cGeUttBjHVETKrfx+qqqs5crd1Y/rljGjiC7OZYNsDD4P6pUBCdQ1e8xhCRXUVu+NvSMoNNbRx1DXBUEPaSK038PT4v+AdHE9peuo4oSiH82mROOia8FTtDtw6XnLzw0BDmxPJtzs0Vt6FlFjiCnKY7OiFV4PwJTrqGrzRw5eK6ip2RNZ/D4w0tXHWN8ZIs21ZiVwMTNCXM0Xc39yWF728Kauq5HB858erVU7X1jJz5kyef/55Ro0aJRVCZceOHYSEhKCiokKfPvVf2iVLlnDkyBFWrVqFmZkZH3/8MUKhOB5URUUFAQEB2NjYSDZDvPbaa/zyyy/cuHGDt99+m++++w4NDQ2qq6tZtmwZBw4cQCAQ8M4777So39bW1rz11lv873//Y8yYMaxZs4Zhw4ZJjtfU1BAcHMzatWt59913cXJyasOn1HKysrKYN28ef/75Jzo6OtTU1LBy5UoCAgJQU1Nj0aJFndqfplhy+ARbZ83gt6cmcuj2PUlKJA8LM7ZdD5HJdjHK3YXvJo4h4GYYH+yX3hX9/gh/jGpT57mbm9aWDaG4dofdX5eCiW4knEdH8tm+E2x6aQYrnpnI4dB7pBcU4ucqwsPSjO1XQmQyPoz0cuGbqWPYdS2MxbukNb47xl+Srs3NQqzxvbFDKK5dq/T3uWBiMmU1tveGC0X5fM8JNr4yg1+encjhkAbarczYHixf+9dPibV/tPM+7WP9Maz1wLlZirW/O67+/q46U6/9VkIqe6/fZlIfT/YtfIHj4VFkFhbhaGrEMA/x8/j1/tNUd3CQ2K+2nWD9WzP4ad5Ejl6/R0ZeIYM9RbjbmLHzYohMtovHerrwxbNj2BMYxqeb6vX/OHciHrbmRKdmoS/UUmjDxw9zJ6ApUCciOYOi0nJcrU3x9RSRV1zK26v3UVzW+rWIDVly+ARbX5jB71MncvCO+B77O4nwtDBj640QmWwXo91c+G7CGAJuhfH+gXqNsdm5rDh/mUVDfdk/73lxujGBgAle7qirqfLRwWNShsqN5FR2h97mie6eHHrpBY5G1N5jEyMecxHf4y+OSd/j60kprA68yrwB/dg/7zlORkajrqrGSDcnTHV0WHb6PLHZua36HKpqavjk+j7+9n2Of/3ncCAxlMLKMkZZe2KnY8TysJPEFtYbnM86+fC65zB+vX2a3+7Urync4DcbGx1DbmQn4KZvgZu+hcy1GtYH+PzmQTYNmcsXfScxwtqD6IJMPA0sGWTuRFJRboeHUKmqqeGDi4dYP3IG28Y+y96Y2xRWiNOa2esZ8v31M8Q0yHYxy6Mfb/XyY/nN8zKZKpYNflzybzNtHZmyr66elIRFmSDy5JVuA7iQEkdiUR7lVZW4G5rhb+1IdU0NH10+THJR5+cuVxp5tRw+fJitW7eiqamJq6sr2traJCYmkpIiXs/wySefSBlI/fv3Z82aNcydO5dvvvmGn3/+GQ8PD0pKSoiJiaG0tJS1a9dKjDxra2v++ecfpk2bxvLly1m/fj0uLi7ExcWRnp6Oqqoqv/76Kz17tjzy+1dffUVycjL//vsvw4cPx9LSEnt7e8rKyoiOjqagoACoD9PSmXz66ad8+eWX7N27F3d3d5KTkyUe0W+++YbevXt3ep8aIyozm6fWbubtYb4McRYh1BAQl53LF0dO8W/trjhFGePhiq2hdKLqsZ6ukn8H3ArvEiMvKiObGX9uZuFIX/xdxRrjs3P5cv8pNgXdaFFbY7q5YmNkIFNWx67r4TJGnpmeDv6uItLzCzkbIRustCOJyshmxsrNvDXKF3+3eu1f7TvFpsAbLWprdHc52rvXa999TVr7hzsPczUuicl9vBjp5YyWQEBuSQmn7kSz9txVrtd6+zqS6LRsnvtxM68/7ouvpwihpoCEzFy+3XGKLedvKNyOdW1sOydLE7mbPaB+w0cdJ0MimezTjfH9PNDSUCc1p5DNZ2+w+ngw2QWysehaS2RtGrJFQ3wZ4iRCR0NAXE4unx89xb9Xb7SorZUXg0jKy2eWdx+e6duTiqoqriUl8/O5S4SkyK6dfG/fYa4kJDGlhxej3erv8Yl70awOvMq1JNl7/O3Js0RkZPJsv15M7dGNGmoIT8vg08MnOBbRtgX6QZmxPHd2Da97DGOsTTcEqmpEFqTzS/gp9ic2vn6yITY6hgD0Nrajt7H8gNX3G3kJRTlMO/03b3gOw9/ChcHmzmSWFrIxKojf75yRm+u2vbmUFs+0w//ydm8/Jog8EKiqEZGbyQ83zrInRvElIk/JyYzRsGz5zfMSI+9SahwuBiZ0M7ZggIUdmmrqZJYWsT/2NqvDg7mZ1TW5a1Vqajr49fEBo2Eu2NmzZ0vK9+zZw8GDB7l48SLJyckUFRVha2tLz549eeuttxgyZIjc9sLDw1m2bBknTpwgNTUVfX19HBwcmDhxIq+88opMztjQ0FC+/fZbTp48SWZmJoaGhpLctYMGyQ6YjfVXHgcPHuTvv//m8uXLZGVlYWRkhJ2dHYMGDeKpp57C398f1VZEUm8qd61IJCIuLo6YmBhEIpGk/P7ctUuXLpXJXTtlypQW9wWa3kDxX0dN/nrmRwaV5tfm/2cRyGaXeqQobn367YcedY/O9wA9SJQUPLzxSdtK7AsftOn8R87IU9I5NDTyGk4ftwdKI+/RRWnkPboojbxHF6WR13qUGy+UKFGiRIkSJUr+gyiNPCVKlChRokSJkv8gyo0Xjxhr1qz5f/bOOzyKav3jn02ym2TTe+89EHpCIKFXEVRAioVmVxTUa/95Fa8FveoVxQ4iIE1AmoL0GiCEGkJCgPRGet3UTfn9scmSZTfJpoHAfJ4nj3LmzJn5zuyZeec957wvK1as0Lp+RERE25UEBAQEBAQE/nEIRt49RlpaGsePH2+7ooCAgICAgMAdjbDwQuCOQ1h4ce8iLLy4dxEWXty7CAsvOo7gyRO44zDrpzkf7r1AzW6b230Kt5Va6e0+g9uH89RbG1fwn0awpXZpuO5GNib0bbvSXYyH8737zO8swsILAQEBAQEBAYG7EMHIu00cPnwYkUjU5THkuoO5c+ciEolYuXKlSvnKlSsRiURtBmkWEBAQEBAQuPUIRp6AgICAgICAwF2IYOTdJqRSKX5+fri6ut7uU2kTBwcH/Pz8MDMza7uygICAgICAwD8CYeHFbSIkJIT4+PjbfRpasXjxYhYvXny7T6NTBJo58Yz3aIIsXBGLdEmS5bA+5QR7rkdrtX8/Sw8mu4TgZ+qAtb4JYh1dcipLiC5OZXXSUVLL81Xq2+ibMtqhJ4Nt/HA3ssFK35hSeSXRRYr6sSUZ3SFTK1xtzHnx/jCCfZyRSiSk5Rfxx4kYfo+IRtu19n5ONozu7U2onxvOVmYYG0rILS7neHwKy/eeIrekXON+9/X3Y0Z4H/ycrBEhIjGngN+PRbMjSvuk4d2Fq5U5C8eGEeLpjFRfQmp+EZtPx7A+Uvvr4u9gw5ie3gzydsPZ0gwTAwk5peUcv5rCT4dOkVuq+bp0J1XJJRTuSKAqqZiG2gYkjkaYj3bDZKBjh9prqK0n/eNIajLKENsb4fZhuMr2ugo5hdsTqEopoTa/kroKObrGEiR2RpiNcMGonx0ikagrpLVJQUIlMRvyyb9aSX1tA2Yu+vhNtMB9SPs+WOWVdcRvLyQ9sgxZjhwdPRHGdmKcQkwImm6trFdRICftZBnXz8kozayhqrgWibEu1n6GBDxkhbWvYVdLbJWe5o686D+C3pbOiHV0SSjL47fESHZmxGi1fz9LV0Y7+hNs7Y6T1BxDXQmZFcUcvB7PsmsRlMlbXu4/ysGfRzyCCTR3wEBXTH6VjOiiDL6M3Ud2ZfevFvYzcWGuxzh6mLmhp6NLSnkOf6Qf5UDOea32723uxSTHULxNnLCSmKKno0tuVTGxJSmsTztIeoX6YhARIh50Gsx9jiG4Sm2pa6gnoSyTjelHOJEf29UStUIw8gTuevpZerA0eB7y+jr2Xb+ITF7FCPsefNRnBg6G5qxMOtJmGyFW3vSxcONScTqR+deQ19fhYWzDBMe+jHPozcIzqzhbmKSsP8NtEHO8hpFeXsCp/ASKamS4GFkzzDaAYXaBvHvhd/Zna/eg7Uo87SxZ9fIMDCVi9l64Sm6xjLBAd95+eCQ+jjZ8+Pt+rdp5d/ooerraE5uWze5zV6iprSPIzZ4Z4b0Z08eHeV9vJCW3SGWffz00lNkj+pNXUs6uM/HU1tUTHujBh4+Nw9vBiv9tP9YdkrXCy9aSNc/NwFAsZnfMVXJLZYT7uvN/D4zE196GRVu1uy7vPTSKIGd7LmVm8/dFxXXp5WLPzNDejO3pw+yfN5KcV9R2Q11ExZVCspacQaSrg0mIPTqGYmTncshZHoM8vwrL+z3b3WbhzkTkeRUtbq+T1VB6PBMDTzOM+tiiaySmrqyG8ug8sn+MxnSIM7aze3RGllbkXCrn8IcZ6OiJcAs3QSzVJT2yjJNLrlOeK6fHVOu2GwHK8+QcXJSGLEeOfS8pjv2NqZM3IMuuIf1kmYqRd3VXEZe3FWJsL8a+lxH6ZrrIrsvJiCoj87SMwS874hpm2l2SVQi2dmfZoMeR19exK/MSMnk1ox0D+HzAVJyk5vx8te3+tiRkOuYSKecK09ieFk0DEGLtzlO+4Yx1DOTRo79QWKP+4bKo90SmewwgTVbIroxLlNfWYGtgQrC1G46G5t1u5PU29+K/fZ6htr6Wg7kXKK+tYohNEO/2eBx7A0vWph5os43+lj70NPfgcmkapwuvUFtfh6uRLWPt+zPKri9vRi/jQnGiyj7v95zFMNveZFbksysrComOLoNtevJxryf4+soWtmXe+hi1Qpy8LiY1NZVPPvmEffv2kZmZiUQiwcbGht69ezNjxgxmzpwJKBZejBgxgmHDhnH48GHl/u7u7qSmth4qYM6cOWqLIDIyMvjvf//L7t27SU9PR19fn759+zJ//nwefvjhTmmaO3cuq1at4tdff1VZZLFy5UrmzZundj7Nte3bt49PPvmEtWvXkpaWhpWVFQ899BAffvghlpaWHTqf4L/f0bqurkiHTUNewdbAlCcif+Rq6XUApLoSVgx6Hjcja6YfW0J6RUGr7Uh09Kipr1U/Fysvvg95krjiDOac/F5ZPsKuB0U15VwoSlGp38fCne9DnqC8toYJhxYjr6/TWgt0PoTKLy9NY4C3M/N/2kpEnOLc9HR0+O65yYT6ufLU0k2cTmjbyzhzSG8i4lLIKChRKZ83agAvPzCEo7FJvPTzdmV5oIsd6197lLS8Yh773zpKK6oBMJTosfzFafR0s2fWVxu4mHK91eN2VwiVlU9PI9jTmedWbuXYlRRAcV1+nDeZQd6uzFu2iaiktq/Lo4N6c+xKCumFqtflyaEDePW+IRyJT+KFVdtb2Lt13O9rXwiVhrp60v4dQW1RNc5vD0TfVWFc1FfVkrH4FDU55bh+EIbEzkjrNqtSS8lYHIn1ND/yN8Rr9OQ11DdAQwMiXdXZQPVVtWR8EknN9XJcFoWh72TcLj3tCaFSX9fAzgVJVBTUMuYTNyw9DQCFR27f26mUZtVw/xJPTBwlbbaz751UStKqGfaOM3ZBRmrbdXRveCXTI8vQN9XFNlD1h5obV8GhD9LQM9DhoeXe6IrbN1OqvSFUdEU67Bz1InaGpjx6dDmXS7IBkOpJWD/0KdyNrXjgwHeklhe22s6TPmFsT4smv1o1SOO/e93PI57BrEuK4qOLu1S2Pe45kHd63cfapCgWX/ybelRNDF2RDnUN7Qt4aWdapnVdHZEOqwe+iY2+GfPPLiVBlgmAoa4+3/V/CRepLXNP/ZfMyvxW2xHr6CHX8MzvZ+HDl32fI740jefPfK0sH2rTiw+C5hBTnMxrF35Uvi9MxUb8NOBlLCUmzD71GTlV7fvIOzTyy3bVvxlhTl4XkpKSwoABA/j555/JycnBz88Pb29vSkpK2LZtG59++mmbbQQHBxMWFqbxz9zcXOM+R44coWfPnixdupSMjAx8fHwwNTXl8OHDTJs2jddee62LlWpHQ0MDkydPZtGiRQAEBASQm5vL999/z8CBA8nNze32cxhg5YmLkRV7rkcrDTyAiroafkk4iJ6OLpOc+7fZjiYDD+B0QSIlNRU4G1mplB/KiVUz8AAuFKVwpiAJc4kUb+NbG93VzcacAd7ORF1NUxp4ALX19Xy7U/GFOWVwkFZtbTgWrWbgAaw6eJbKajkDvJ1VykcEeQHw2+GzSgMPoLKmlmV7TwEwLaxXu/R0FW7W5gR7OnMqMU1p4IHiuny9V3FdHg7W7rqsOxmtZuAB/HrsLBU1coI9nDXs1T1Uxhciz6vEeKCD0sAD0DHQw2KiJ9Q1UHY8U+v2Gmrryf01BgMPM8xGtjyXWKQjUjPwmo5r2EPh9WrNE9gV5MRUIMuW4zbEVGngAYgNdekxzZqGOkg6pH6fbiY9sozChCr8H7BUM/AAFQMPwCXURM3AA7ANlGLbw4gaWT3FqdVq27uagdYeuBpbsjMjRmngAVTU1vDDlSOIdXSZ7Nq24fjLteNqBh7AD1cUox/B1u4q5fo6erzgP4y08kI+jdmtZuAB7Tbw2ks/C2+cpNYcyDmvNPAAKuuq+S1lP3o6utznENxmO5oMPIBzRdcolVfgZKjqCQ636QnA2tT9Ku+LUnk5m9OPItEVc59DSEckdQphuLYL+fLLL8nPz2fOnDl8++23GBvf+FKNj4/n6NGjbbaxadMmjeXHjh1j1KhRiMVinnzySWV5VlYWU6ZMobS0lE8++YRXX30VfX1FdPATJ04wffp0vvzyS4YPH87EiRM7qbB9nDhxAqlUysGDBxkxYgSgSKv2wAMPEB0dzfz581vU21X0t1QMR0XmJ6hti8y/BiiGcztKkLkLZhIp5wtTtN6ntvEh190Pu5sZ4O0CwMkraWrbYlKzKa2oYoBX54yQBhqoa6invl714W5lonjxZRaoD9NkFirKQnxcOnXsjhLioTjuiWsarkt6NiWVVQzopHHWQAP19fXU38KBk8orCi+NNNBKbZs0UPGCqryqvVehcEcC8twKXN4b3KE5dfXyOirjC0EEEgftvYcdITdWYUQ69FY/TlNZU53WSDuu+G26DjahPF9O1lkZ8vJ6jO3FOPQ1RmyovZ9Ep/Fte7Nh2B2ENBpfx3MT1badaCwbYO3W4fZbeoYNtvXCXCJlW9oFdEQiRtgH4G5sRZm8ipN5SaS14TnsCvqYKz4oTxdeUdvWVNa7sU5HCDR1w1Qs5WJxkkq5hcQEgOuV6hqvVynK+lp4szJ5T4eP3REEI68LuXZNYTS8+uqrKgYegL+/P/7+/h1qNy0tjalTpyKXy/nxxx8ZMmSIctuXX35JYWEhr7zyCm+//bbKfoMHD+bHH39k0qRJfPXVV7fcyKutrWXRokVKAw/A1dWV1atX07t3b/744w+SkpLw9Gz/vCBtcZEqXnDp5equ+bLaKopqypV1tKGfpQf9LT2R6OjiYmRNuI0fRTXlfHV5p1b72xmYEWLlRX5VKQll2W3v0IW42pgDkNrCnLC0/GJ6utpjINajSq75K7YtxvT2xdhAnz3nr6qUF5VXAuBkpT4fyclSUWZvYdKpY3cUV2tzAFLzNV+X9IJiejp37rqM7am4LrsvXm27chdRk6swYsR26p4lXSMxOsZi5LnaedSqkkso2pOC1WQfJPbaGWh1FXKK96dCQwN1pTVUXMqntrAKi0le7Roi7ghl12sAMHFQH46VGOuib6qrrNMahYmKhQV5lys5tzKXevkNI13fVJewfzli17NtLeV5crIvVmBgrouZa/en6HIzVkyFSZWpT0MplVdRWF2Om7H2z72bmdLoBbzZiOxhrljMU1tfz9YRz+NpcsPbVddQz+qESD6P3dvh42qDk1QxpUXTcKystpLiGhlOUu3mY4LCIOxj4YVYpIez1JpBVoEU18j47prqtIuSGoXH08HQkrQK1VEqBwPF/XCW3vqMRcJwbRfi4qLwCGzevJmumupYUVHBQw89RF5eHs8//zzPPvusyvYtW7YA8NRTT2ncf/z48UgkEk6cOEFt7a19eUokEo3n1atXL8LDw2loaGDv3u7t8MZixVCNrFbzKrDy2iplHW3ob+nJMz6jmOs1nFH2PcmpKmHB6V+5XNr2sJeuSIf/9J6Ovq6Yb65oHsroTowNFS8XWaXml1t5VY1KvfZiZ27Mm1OHU1kj57tdJ1S2NQ0PPz6sHybN2jcQ6/HkmBtDGB09dmcwMVAcs6xK83WRNV0Xg46dm72ZMe9MUlyXpftOtL1DF1FfqejvOoaav+V1DPWoq5S32U6DXDFMq+9igvlYd+2PX1FL0Z+JFP2VROnRDGpLqrF62BfLSR33omiLvEIx11Us1fyKExvqIK9o25NeVaJo5+wvOfjdb8GDP3sx5Vdv+j9pi7yinmOfZVJZ1Ppztb62gZPfZFEvb6DPLNtb4sm78dzTPDQsq63GRK9jv2d/M3te8B9GfpWMX66pLiSw0lcYvHO9ByOrrWb64Z8Z8OcnzDq2ghRZAfN8BjPDfUCHjqstRnpN2is1bi+vq8JIT/tVzn0svJjrMY7H3EcxzLY3udXFvBm9jKtlqnN0TxUqomU84jYSsc6NPmeqJ2Wqi8IxY9yO43YVgievC5k/fz6rVq3iww8/ZPXq1YwfP54hQ4YwYsQIHB07Fq7gySef5Pz58wwdOpSvv/5aZZtMJiMlJQWAZ555ptV2qqqqKCgowM7OrkPn0RGcnZ0xMTHRuC0gIICIiAiuXm3ds1FdXU11teqDql5ei4749vx0lyUcYFnCAQx0xXga2/KU90iWhz7LhzFbWg3HIkLEe0FT6Wfpwda0KP7OutAt5/fc+FC1srVHzlNW2b3zgEyl+nz37GQsjaW8u3Y3qTetrD2flMmfUXFMCglky9uzOXIpidq6OsIDPdDV0aG0ogpTqQH19d0zhP3CKPXr8tvx85RVde91MTPU54e5k7E0kvL2pt2ktOAt/CdTsP0aNbkVuLw7CJGO9gaK2NoQ72XjaKhvoLawCtnp6xRsu0ZVYjH2z/bWOG/vH0fjx7pjf2P6zLJVFvtOsKSioJbL2wpJPFBMz4c1e4Ya6hs49d118uIq8RpthsfwOzvWqJPUnO9DH0VXpMNrZzZTXKPqCW4axpfX1/HSqQ3kVSkWTJwtSOOVqI1sHfk887wH83vKmVt+7h1lVfJeViXvxUBHgpuRHbM9xrC034v8N/53lXAsB3LOM94hmH4WPqwIeY2ogivo6egQbt2TokYvX/0tnqIDgpHXpfTp04ejR4/y/vvvc/DgQX766Sd++uknRCIRY8aMYcmSJQQEBGjd3uLFi9mwYQOurq5s3rwZsVissr2k5MbE4ePH216aXVmp+cumu7C1tW1xW5OxWVbW+qqpxYsX88EHH6iUOTwajtPjQ1rYQxVZYxwnYz3N3jojPQNlnfZQVScnriST18+tZfXgF3in50OcKkigWEM4AYD/6zmZCU592ZV5nsWxHVtdqQ3P3zdIrWxHVBxlldXIGg09Y0PNKwqNDBTl5e00fEwM9fn5hal42Vvx8aYD7DyjOf7jv9ftIS49h4dCe/JASCDV8lpOxKfy1Y5jbHlrNvK6OpVFGV3J/NHq12Xb2TjKqqqVhp6JgebrYtzB62JqoM/yJ6fibWvFf7Yf4K8LtzYuZpMHr8mjdzP1lbXoGoo1bmuiKrWU4n2pWN7vib6z5g+2thDpiBBbG2JxnyfoiCjYfJXSYxmYDe++QPBiqS5Ai946eWV9i16+m9upLq3DKVh9JbBTsDGXtxVSmKD5+dHQ0EDUD9mkHC3Ffagpwc/euoVWN557mr11xnr6lLXg5WsJR0MzVobPxVIiZWHURqLyU1o8bmxxltLAayKhLI+M8iLcjK0wERu0GmOvM5TXNmnX7DUz0jWgvAUvX2tU1ddwpSydf8es5KcBL/Mvv2mcKbxKiVzxzK9vqOetC8t4xG0Uo+z6MtEplPLaSiLyLvF72mHWDHqbYrn6IpbuRjDyupjQ0FD27NmDTCbj+PHjHDp0iHXr1rF3717GjBnDpUuXWlwl25xdu3bx7rvvIpVK2b59OzY26mP5zef91dTUqBmBt5u8PPVgkU00raxtydPXxNtvv82rr76qUjbi8Edan0NTaBQXI2viS7NUtpnoGWAhMSK6SPvQDDdT11DPmYIkfE0dCTR14kS+qmdShIh3gybzgPMAdmdF88HFzTR04zBt74VftbgtLa8YADcbC43bXa3NyS2WUVmj/bC+qVRh4AW42PHxpgNsPtFy7L+GBlh39ALrjl5QKXe0NMXIQEJceg613eTJ6/F2K9clvxgAN2vN18XFypycEhmV7ZiPZ2aoMPACnez4cPsBNkXd+piIElsp5YA8pwIDN1UPUl25nHqZHAMv81bbqMkog/oGCv9MpPBP9Un88uxyEp7eg46hHp7fjGrznKSBVhQAlVeKutXIa5qLV3a9Bksv1Q+8Glkd1aV1WPu1PXRm4iihurQSiZGu2jZJoyFZV6PenxvqGzj1QzbJB0twCzdl4IsO7fKCdpZUmWKiv5uxFXElqmGJTMUGWOobca5AfaFRSzhKzVkZNgdbAxNeidrIkRzNIzDJjXMAS1sw4JrK9XX00D4oSvvIbAxS7GRorTakaqxniLnEmEvF7QtH1Jz6hnrOFyXgbeKEn4kLUYU3Pt7kDXWsTtnL6hTVaUhNCz2ult76IPh3gL/8zsTY2Jhx48bx6aefEh8fj5eXF5mZmfz9999t7nvlyhUeffRR6uvr+fXXX+nTp4/GemZmZsph4NjY2xNNuzXS09ORyTR/uVy+fBkAX1/fVtvQ19fH1NRU5a89Q7XnChWdOdTaW21bqLWPSp2OYmOgWDhQe5MrvrmBtzfrIu9Hb7zl8/CacyYhHYBBfuov1yA3e0ylBpxJ1P4h1NzAW7z5IBsjLnbovCb0VyxI2n1OfTXcrSAqWXFdBvtouC4u9pgZGnAmWfvr0tzA+3jHQTZEduy6dBYDX8Vk74o49cn3FXGKSemGvpoN2ybEdlJMw500/oHCW2ga7oTJIO2mo9QWN3qPutngsQ1UGHDXo9U9601ltj3aDrpo11NRpyRD3evVVGZkq/px3dzAcw0zIXSBwy2Zh9ec0wUpAITZqs9/HNxYdiZfu49bR6k5q8LnYmdoyqunN3Ewu+V+GpWneJZ6magPX+uJdHA1sqSitoaimu4LoRPduOo12NJPbVtTWXSx+gdLe7DWV3w0aRshYbR9PwAOapltoysRjLxbgFQqJShIEWcrKyur1bolJSU8+OCDlJSU8M477zB9+vRW60+ZMgWAJUuWdMm5diU1NTX88ssvauWXLl3i2LFjymHs7uR0QSIZFQWMc+iNr4mDslyqK+FJ75HU1tfxV8ZZZbmZWIqbkQ1mYtUXQF8Ld43tD7T2ZrhdIGXySi4W33hoihDx76ApPOA8gH3XY3jv4u018ABS84o5k5BBiK8r4YHuynI9HR3m3z8YgC03eeKMDSS421pgbaq6gtBUqs+y+Q8T4GLHZ38cYsOxttPDGemrD4f29XTiyTHBZBaUsOn47TGGUvOLOZ2UwUAvV4b4uSvL9XR0WDBGcV02n77puuhL8LCxwNpE9bqYGerzy1MPE+hkxyd/HmLdSe3S5nUH0gBL9GwMkZ26TnXajdA19VW1FP2VBLoiTAY7KcvrymqouS6jruzGAhRDbwts5/TU+Aega6aP7Zye2DxyYxpKdVopdRXqCzrqymso2KqIQGAUpP3qxo5g18sIYzsxqcdKKUq+4VWSV9YRuykfkS54jLjh3awuraU0o5rqUlVvredIM3TEIq7uKqKiQK7azhaF8ew6+MZoREN9A6e+Vxh4LoNMGLTQ8ZYbeACRecmklRdyv3MQ/mY3homlehKe9xuGvL6OrWkXlOXmEikextaYS1Sfe00Gnq2BCf86vZkD11ufcpBeUURETgJuxlZMdeunsu0p33DMJIbsv365W8NHnS26RmZlPqPs+uJlfOPjw1BXn1nuo6mtr2P39dPKclOxES5SW0zFqn25l7nmqA8DLH0Jt+mJTF5JbEmKyjaprvrw+FCbXtznEMLl0jSO5d16j74wXNuFPP/88wwfPpxJkyYhld7oLEePHuXAAUUalX79+rW0O/X19Tz66KNcuXKFSZMm8eGHH7Z5zDfffJN169axatUqLC0tee+991SGgwsLC9m2bRtZWVm8++67HRfXAfT09Hj//ffp06cPw4YNAxSZOWbPng0oDFQvr+5daVfXUM9HMVtZGjyXn0OfYW9WNOW11Yyw74GT1JLvr+4lrVm2i+lug3jGZxQ/X1MssGjiy/6zKK6pIK4kg5yqEvR1xPiY2tPP0gN5fS0fXdpKVd2Nl8BT3iOZ5Nyf8tpq0srzecJrBDdzJCeOq2WtZ3joaj7eeIBVL8/gqycnsff8NfJKZAwOcMfPyYY/TsSoZbsY2cubDx8bx/ZTsby37sYQxP+emIS/sy1J2QWYSg20WvDx5RMT0RfrcTUrj/KqGnwcrQkLcKekoopXfvmTiuq2V3p2Fx9uP8Ca52bwzeOT2B1zjbzGtGZ+DjZsjopRy3Yxuoc3H08bx7azsfzf5hvXZcnjkwhwtCUxtwAzQ4PbtuADQKSrg+3sHmQtOUvGf6MwCXFAx1AP2bkcavMrsXzIWyUcSvGhNIr+TMRikhdWD6h7vrWl9EQmpRGZGPpZIrYyQCTRpbawivKLeTRU12HUzw7jEIe2G+oEOroiQp635/BH6ex/N00lrVl5rpxej1hj2izbxdW/i7i0sYCe060ImnFjaoyxnYS+s204+0suf/8rBZeBxujoicg6V055rhyvMebY97pxDS9tyif5UAl6BjqYOkqI3awexsM5xAQLD+1X9HeEuoZ63ju/g2WDZ/Fb+Dx2Zl6ivDGtmYuRBV/HHSC1/MZz7zHPEOb7D+e7+MN8F39YWb4qfC5OUnMuFKbjZ2aHn5n6wr3m9QE+jN7J2qFP8mHfBxjl4E9yWT4B5vaE2niSWVHMF5f2dZdsQDGc+sXljfy3zzN8028+B3POU15XzRCbIBwNrVieuIuMZuFVJjuHMddjHCuT97Aq+UZf/jjoCUrk5cSXpZNXVYxER4yXsQO9LbyQ19fyefxGqupVV+R/P2AhudXFpJXnUFNfi7+pK30tvMmszOeDS6tvy4e+YOR1ISdPnuTHH39ET08PHx8fTExMyMnJUaYpe/zxx1Vixt1MWloau3btUv7/0KFDNdabMGEC77yjSO3l7OzMjh07eOihh/jqq6/49ttv8ff3RyqVkpeXR3JyMg0NDcyYMaOL1bbN4MGDMTExYfjw4fj6+mJkZERMTAy1tbV4enry7bff3pLzOFuYxFORP/OszyhGOwQh1tElqSyXH6/tY3eWdp6Wn68dYJCND30s3DCXGNEA5FSVsC39NOtTjpMkU42L5GhoDoCRnj5Pemu+59cri265kZeUU8jj/1vPi/eHERbgjlRfTHp+MZ9uPsSGiAtat+PYGNvO095K42IPuLHgo4mDMQk8GNKDCf39MZDokV0kY/3RC/yy/zSFZd2bAaEtEnMLmfn9ehaODWOIrztSiZi0gmI+3nGI9ZEXtG7HyUJxXbxsrTQu9oAbCz5uBVJ/K5zfDKFwRyKyM9k01NUjcTDG6kFvTEI7tuK/LYz721NfWUtVUglV14qor6lDVyrG0McCk1BHjEPsOxRMub3YBRkx+iM3Yn7PJ+1EGfW1DZi56NPrEWvch2q/ytV3giVGNmIuby8kNaKMhnpFO4FTrPAeY65StzxX8aFSW1VP7B+aUyUa2Yi73cgDiMpP4fGjK3gxYDjjnXogFumSUJbL0ssH+StDO4+Sk9QcgD6WLvSx1Bys/GYjL72iiOlHfuYl/xGE23kTZutFfpWMtUlR/BB/RGOu267mQnEiC85+y1zPcQy37YOeji4p5dn8mrSb/TnntGpjZfIegq38CDLzwNxa8czPrS7mr6xI/kg/Skp5jto+h3IvMMQmiEBTN/REulyvKmB18j5+TztERd2t6fM3I+Su7UIOHTrE9u3bOXbsGOnp6ZSUlODg4IC/vz/z589n4sSJyoebpty1KSkpeHi0nX1BU+7avLw8vv76a/766y8SExOpq6vDyckJHx8fJk2axJQpUzocPqUrcteuWbOG9PR0LC0teeihh/jPf/6DtXXHhmzak7v2bqOzuWvvdLord+2dQHtz195ttCd37d1Ge3PX3m20J3ft3UZnc9cKRp5Al6PJgO1KBCPv3kUw8u5dBCPv3kUw8jqOsPBCQEBAQEBAQOAuRDDyBAQEBAQEBATuQoSFF/cY4eHhWtd94okneOKJJ7rxbAQEBAQEBAS6C8HIu8fQJv1ZE6NHj+7GMxEQEBAQEBDoTgQj7x7jVqyzGT58+C05joCAgICAgEDLCEaewB3HLQix9Y9FVHe7z+A2cw9/O9TUq+dPFbg3aGi4hx96CPo7g7Dw4g6ioKCAp59+GicnJ3R1dRGJRCxatKjbj7to0SKNxzp8+DAikYjhw4d3+zkICAgICAgItA/Bk3cH8eCDD3L8+HHMzMwYMGAAYrEYV1f1pOoCAgICAgICAoKRd4dw8eJFjh8/jpOTE7GxsZiZaZ+Wp7NYW1vj5+fX4QwVAgICAgICArcewci7Q4iPjwcgLCzslhp4AC+++CIvvvjiLT1mVxNg6sQzPqMJMndFLNIlSZbDhtQT7LmuXe7afpYeTHYOwdfUAWt9E8Q6uuRUlRBdlMrq5KOklasmIjfWM+BZn9EEmjnjaGiBidiQ4ppy0srz2ZQWyaGc2O6QqRWuNua8OCmMAT7OSPUlpOUV8cfxGDYei0bb9TK+TtY8NqIfAS622JobYygRk1ss43J6Liv3nyEuTT2v49CengwKcCXA2Q4/ZxsM9cX8uOskP+6K7GKFLeNqZc7CcWGEeCq0p+YXsTkqhvWR2mv3d7BhTE9vBvm44WxphomBhJySco5fTeGnQ6fILVXPzTk8wJPBPq4EOtrh52iDVCLmu/0n+X7/rdN+M74mLsxxH0+AqTt6OrqklmezJeMoh3K1y+15M7oiHb7r/ypexk6kVeTwZNSnXXzG7acgoZKYDfnkX61U5q71m2iB+5D2PUPllXXEby8kPbIMWY4cHT0RxnZinEJMCJqu+vGbfKSEvMuVFCVVUZxaTX1tAwPn2+M50rwLlWlHT3NHXgoYTm9LZ8Q6uiSU5rE6MZKdGZe02r+flQujHQIIsXbDycgcQ10JmRXFHLx+hZ+vHqNMrp6Pdf/YhTgZmWtsb0PyGT64sLMzkrTGz8SFeZ5j6WHmhp6OHimybDanH+NAznmt9u9j7sVEp4H4mDhhJTFFT0eX3KpiLpWksD71EOkVeRr3G2LTkyku4bhKbTHSMyC3qpgLxYmsTznE9arCrpSoFYKRd4dQWVkJgKGh4W0+kzuPfpYefDNgHvL6OvZdv4istooRdj34sPcMHAzNWZl0pM02Qqy86W3hRmxJOpH516itr8Pd2IYJjn0Z59Cbl8+u4mxhkrK+uUTKJKf+XCpO50hOHCXySiwlRoTbBvBZ38fYmh7F4tht3ahaM572lqx6dQYGEjF7z10lt0RGWKA7b08fia+TDR+u369VOz1c7QkPdOdi8nXOJmRQWV2Ls7UZQ3t6MrqPD+/+tptdp+NV9pk9qh8DfFwoq6wmr0SGq61Fd0hsES9bS9Y8PwNDsZjdMQrt4X7u/N+DI/G1t2HRVu20vzd5FEHO9lzKyObv6CvU1NbRy9WemYN6MzbIh9k/bSQ5r0hlnzlD+hHi6UJZVTV5pTLcrG+t9pvpZe7F4l7PUVtfy+Hc85TXVRFu3Yt3Amdhb2DJ+jTtrkVzHncbi6PhP8fbn3OpnMMfZqCjJ8It3ASxVJf0yDJOLrlOea6cHlO1O9fyPDkHF6Uhy5Fj30uKY39j6uQNyLJrSD9ZpmbkxazPozyvFn1TXQwtdCnPq+0OeW0SbO3G8sGPI6+vY1dmLGXyKsY4BvBF8FScpOb8fDWizTaWhEzHQiLlXEEa29Mu0kADIdbuPOUbxhjHAB498guFNRVq+5XWVLE6Uf0DJrY4q0u0tUUfcy/+2/dpautrOZhzgfLaKobYBvHvno9hb2DB2tSDbbbR39KHIHMPLpekcbr6CvKGOtykdoyz789ou768Eb2cC0WJKvs87z2JGW7DyK8uISLvEuW11XibODDRcSCj7Pry4plvSS7P7i7ZGhFy195mamtr+fXXX1m3bh0XL16kvLwcR0dH+vbty+zZszEzM2PEiBEt7t/89jU0NLB582Z+/fVXzpw5Q0lJCXZ2dvTo0YMZM2Ywd+7cDp3jokWL+OCDD3j//fdVFl+0lKM2JSUFDw8P3NzcSE5O5ttvv+Xnn38mMTERY2Njxo0bx8cff9zh+YQhu7XPXasr0mFj+CvYGpjyZOSPXC27DoBUV8Ivoc/jZmTNjIglpFcUtNqOREePmnr1h3WwpRffhTxJXEkGc09+ryzXQYRIJKKuoV6lvlRXworQ5/E0sWNmxBKSZLlaawGo+atzuWuXL5zGAB9nXvx+KxFxKQDo6ejw7QuTCfV35amvN3HmWkab7Uj0dKmpVV/q62Vvxdo3HqW8qppR7/yssq2vlxMFpeWk5RUzrr8vn827v92ePLmx1lXVWPnMNII9nXnu160cu5ICKLT/OG8yg3xcmffzJqKS2tb+6KDeHLuSQnphiUr5k8MG8Op9QzgSn8QLK7erbOvn7kR+WTlpBcXc18uXLx69v92ePMfxaVrXbQ0dkQ4rQt7CRt+cBee+JlGWCYChrj5f91uIi6EtT53+lMzK/DZauoG3sTNL+73Mj4nbedFnSrd48sKsk9qu1Eh9XQM7FyRRUVDLmE/csPQ0ABQeuX1vp1KaVcP9SzwxcZS02c6+d1IpSatm2DvO2AUZqW3X0VVd+ZkdXY6JgwQjWzFxWwqIXpvXaU/e79f6tau+rkjEztEvYm9oyiNHfuFyicKwkOpJ2DDsSdyNrZi0/3tSy1v3LD3lE8b2tGjyqmUq5e/1nsAjnsGsSzrNh9G7VLbtH7sQgNF7v27XObdGe3LX6op0WB36Bjb6ZrxwZikJMoVhaairz/cDXsJFasOcyM/b/H239MzvZ+HN//o9R3xpOs+dvqHRUmLCpvB/k1tVzJOnvqSi7oaX82GXIbzo+yC7sqL47+WNWmsBODzqi3bVvxlhde1tpKioiOHDh/PMM89w+PBhTExMCAoKory8nC1btrBw4ULMzMwICwvDx8cHAFtbW8LCwpR/TdTU1DB16lSmT5/O33//jZ6eHr1796a+vp49e/Ywb96826Jx/vz5LFiwgNLSUgIDAykrK2PNmjUMGDCAK1eudPvxB1h64mJkxZ7r0UoDD6CiroZfEg+ip6PLRKf+bbajqbMDnC5MpKSmAmeplUp5PQ1qBl7TcSMLrgGo7dPduNqaM8DHmagraUoDD6C2vp5v/1QEyZ4aFqRVW5oMPIDE7AKScwqwMjXC2ED1BXo+MZO0vOIOnXtncbM2J9jTmVOJaUoDDxTav96r0P5wiHba152MVjPwAH49epaKGjnBHs5q286lZJJWUNyhc+9q+pr74GRow8Gcc0oDD6Cyrpq1KXvR09FlnH2I1u3piXR53f8RLpemsj3zWHeccrvJialAli3HbYip0sADEBvq0mOaNQ11kHRI/R7eTHpkGYUJVfg/YKlm4AFqBh6AfW8jjGzFnRPQSQbaeOBmbMlfGTFKAw+goraGH+KPItbRZbJbnzbbWX7tuJqBB/BD/FFA4S38p9HXwhsnqTX7c84rDTxQ/L5XJ+9DT0eX+xyD22ynpWf+uaIESuUVOBmqPr/tDSzQFelwqThZxcADOJl/GQALSSe+UjuIMFx7G3niiSc4fvw4Xl5erF27loEDByq3JSQksHXrVvr27UtERAQrV65k3rx53HfffaxcuVKtrTfffJOtW7dibW3Nb7/9xvjx45XbsrKy+Pnnn9X26W4yMzNZvnw569evZ+bMmYAiDMzMmTPZv38/s2fPJjIyElE3Br7rZ+kJwKn8BLVtp/KvNdbx6HD7QeYumEmkXChM0aq+REePAZae1DfUk9xOL15nCfZxAeBkvLpH6FJqNqUVVfT3VjdQ2oOztRnutpZcLyxFVlXTqba6khBPhfYTV9W1x6RnU1JZxQANxll7aKCB+vp66v/hgyO9zb0AOFuk/pHVVNbL3Fvr9ma7j8PJ0Jpnz3TO49CV5MYqhhAdeqsbZk1lTXVaI+14KQCug00oz5eTdVaGvLweY3sxDn2NERv+M/0kIdbuAJzISVTbdjxXUdYZA03eoPjIq61X/5AFkOjq8qBrb+wMTCiVV3G+IJ0rperzdLuDPhaK3/eZwqtq2043lvU29+xw+4GmbpiKpVwsVvUsZ1TkU1NfS09zDwx19alsZuiFWvsDcK5Q/T3U3QhG3m3i9OnTbNu2DX19ff7++2+lp64Jb29vXn/9da3aysrK4rvvvgNgy5YtDBkyRGW7o6PjLYmndzO1tbUsWLBAaeABWFlZsXbtWtzc3IiKilIO+XYXrkaKr630CnXXfFltFUU15bi0w6PWz9KD/paeiHV0cZFaE27jR1FNOV/Fa55MbKxnwCPuYYgQYSkxYrCNH/aG5ixLONDmEHFX42pjDkDaTfPFmkjPK6aHmz0GYj2q5NrNI/JzsmFEby/0dHVwsDBlWJDi4fnxhgNdcs5dhauVOQCpBS1ozy+mp0v7tN/M2J6+GBvos/ui+svln4SToWLIP1PDxHFZbSXFNTKt59b5mrgw3XUkK5J2kVmpeSL67aDsuuIDw8RBfThWYqyLvqmusk5rFCZWAZB3uZJzK3Opl98w4PVNdQn7lyN2PdUNyduNm7ElACkahmNL5VUUVpfjZtzxkYSpbn0BOJGrbkQC2BiY8Gn/h1TKjmZf482zWymuqezwcbXBufG3m9HK79tZqv20lz7mXvSx8EKso4uz1IZBVgEU18j47uoOlXqltRX8kvg3z/tMYnXo6xzPj6OithpPY3v6W/qwI/MkWzLangfZ1QhG3m1i+3bFnJ3JkyerGXjtZdeuXcjlckJDQ9UMvNvN/Pnz1cpsbW15+OGHWbNmDXv27OlWI89ITzFUI6ut0ri9vLYKWwPtV9r1t/Tkae9Ryn+nlefzbvQG4ks1Tyg2ERuo1JfX1/J1/C7Wptz6zm5sqA+ArFLzy63J82ZsqK+9kedsw3MTBin/nV9azr9X79boLbydmBgotJe14F2UVTdqN9Bee3PszYx554HhVNbIWbr3RMdP9BZgpKdYvFVep7lPVNRVYa1v3mY7YpEur/s/SkJZJpvTD3XlKXYaeYXC0ySWava0iQ11qCho+z5XlSjaOftLDv4PWOI7wQJdsYjUiFLOr8rj2GeZ3P+NJ4YW/6xXqUnTc0+u+R7L5NXYG5p2qG1/Mzte8B9GfpWM5dfUc6FvST3P6fxUrpXlUlNfh7eJDfP9hzHU3ofvQx/h0aMrOnRcbWl65pe38sy3MTDXur0+Fl7M9Ryr/HdGRR7/ubSGq2WZanV/TztCfnUp//KfykPOg5XlMcXJ7Ms+p3EKT3fzz/pl3kNcvqwYow8NDf1HtdWViMVivL01D/sEBAQAcPXqP9vrcTPLEg6wLOEABrpiPIxsecp7JMsGPstHl7ZoDMdyvbKYkN3voIMIO0Mzxtj34nnfsfQyd+Od6PVd3umfm6D+G1h76DxlleqhDrqCHafi2HEqDomeLq625swe2Z9vX5jM19sjWH3gbLccsyVeGK2u/beI85RVdY/2JswM9flh3mQsjaS8vXE3KfmavYV3G3M8JuBkaM0LZ/9H/d2ab65x6N2xvzF9Ztkqi30nWFJRUMvlbYUkHiim58P/nFXF3YmT1JwfBj2KrkiHf53+Q6NX7vsrR1X+fbEok+dOrmP1kLkMsHZjmJ0PR3Ku3apT7jQrk/eyMnkvBjoS3IzsmOMxhm/7v8hnlzeqhWOZ5T6K2R5jWJm0l73ZZymTV+Jt4sgLPg+wpO9zLLr0G8fytAtf01UIRt5torRUMdfD3Nz8H9VWV2JlZYWOjuYvaTs7OwDKylpfNVVdXU11tepLur6mFh2Jdj/dpq85Yz0DjduN9Axa/Nptjao6OZdLM3nj/FpWDXqBt3s8xKn8BIrl6jHSQLEQ43plMauTj1Lf0MAC//t4qCCYP9JPtfvYrdHcq9bEjsg4yiqrkTUaesaGmlcUNi2UkHXAKKqprSMhq4D31uzFwtiQhQ+GczwuhcTrt25Iev5ode3bzsZRVlWtNPRMDFrQrq8oL2+ndlNDfZY/NRVvWyv+s+0Af12Ib3un20x5reLFbKSruU9IdQ2UdVrC29iZh12GsSZlHynl11utezsQSxV5fuUVmj+i5JX1LXr5bm6nurQOp2D1CfNOwcZc3lZIYUL7nx/dTVnTc0+s+R4bi/Upq23fb93R0IxV4XOwlEhZGLWRqPwUrfdtALamXWCAtRt9rVy61chreuYbtfLMb8nL1xpV9TVcKUvn3zEr+Sl4Ia/5P8yZwquUND7z+1p486TXfWxMO6ISouVSSQpvR//C+sFvM9/nQcHIu1cwMTEBoLi4+B/VVldSUFBAfX29RkMvN1ex6KDp3Fti8eLFfPDBBypljo+F4/S4dsPSaeUKI8NFaq02pGqiZ4CFxIjoolSt2tJEXUM9ZwuT8DV1JMDMiZP5bXsmTxVcA+6jn6VHlxt5fV78qsVtTStbXW00x2hzsTEnt1hGVU3n4nqdjE9jSE9P+nk53VIjr8dbrWhvXNnqZtWCdmtzckpkVLZjqNas0cALdLLjw20H2BQV067zvV00zZ1zktpwTaYaMsZYzxBziTGxJcmttuFp7ICuSJc5HuOZ4zFebbur1I59w79CVlvJ5AjtQx51FU1z8cqu12Dppfqyr5HVUV1ah7Vf2zFHTRwlVJdWIjHSVdsmaTQk62r+eV7MVJliLp67kSVxxapGuKnYAEt9I84VaD+lwlGqMPBsDE14JWoTh7Pbb6QVVSsWuhjqdu/K44zG0CjOUhu1IdWm33dMceu/79aoa6jnfFEi3iZO+Jm6EFWg+LALtVKMTp0vUp+nWCIvJ0mWTU9zd8zEUkrkbS/66Sr+mUuD7gF69OgBQGRk5yPed2VbXYlcLicxUfPE3KYhZl9f31bbePvttykpKVH5c5iu7rFpifNFis480Fp92HigtWIu5LnCjnd4AGt9xdwWbYde21u/qzh9LR2AQf7q8Ql7utljKjXgbELbceLawsZMMRG9roWVd7eDqCSF9sG+6tqDXOwxMzTgTLL22psbeB9vP8iGyItddq7dzcViRZ/sb+Gntq2p7GJx66sAMyry+Pt6pMY/UExw//t6JPuyT3fx2WuHbaDCgLsere5Zbyqz7SFtsx27noo6JRnqXq+mstsdLkUTp/MVH66D7bzUtoXZeqnUaQtHqRmrw+dia2jKv6I2c/B6x0Jf9bJUrF7PrCju0P7aEt1oZA2wVH+3BDeWRRdrH3NRE1bKZ/iNUFJiHYXRby7WvBDHXKIor6nXHH6quxCMvNvEQw89BMC2bdtaNIS0ZcKECYjFYiIjIzl+XH0i7O3k+++/VyvLy8tj06ZNAIwdO1Zte3P09fUxNTVV+dN2qBbgdEEiGRUFjHPojY+Jg7JcqivhSa+R1NbXsTPzxtwxM7EUNyMbzMSqL4C+Fu4a2x9o5c1wu0DK5JVcLL7x0PQxccBIT1+tvqnYkBd8FZpP5N3a+YhpucWcuZZBiJ8r4YHuynI9HR1enKSYJPzHcVVvlLGBBHc7C6xNVR9cfTwd0dVRD33j52TDw+G9kNfVEfkPWnyRml/M6aQMBnq5MsTPXVmup6PDgrEK7Ztv8sQZ60vwsLHA2kRVu5mhPr88/TCBTnZ8suMQ605qlxrvn8K54mtkVeYz0q4fXsaOynJDXX0ecx9LbX0de5oZZ6ZiI1yktpg2e3nFlabwvyu/a/wDKKwp5X9Xfuf7hK23Tlgz7HoZYWwnJvVYKUXJN4bm5JV1xG7KR6QLHiNuLLiqLq2lNKOa6lJVT67nSDN0xCKu7iqiokCu2s4WhZfadXDroxG3g8i8JNJkhUx0DsLfzE5ZLtWT8Lz/UOT1dWxLu6AsN5cY4mFshblE1bt5w8Az4bXTm9l/vfXpCF4m1piI1Z97/axcmOsdSnVdLfuyLndOXBucK0ogsyKf0XZ98b7p9z3bYwy19XXszrrx+zYTS3GVqj/ze7UQZmWApS9DbHoik1cS2+yZf6kkBYDprsPUpkKMsx+As9SGK6XpKqFVbgXCcO1ton///kyePJmtW7dy3333sXbtWoKDbwRoTEhIYNu2bbz22mtttuXg4MCLL77IV199xZQpU/jtt99UjKesrCyWL1/Oe++91y1aWkJPT4/vv/+ewYMHM23aNAAKCwt5/PHHqaqqYsCAAd26shYU3rKPL23lmwFz+XngM+y9Hk15bTUj7HrgJLXkh6t7SWsWymS62yCe9h6lXGDRxBf9ZlFcU0FcaQa5lSXo64rxNrGnn6UH8vpaPr60laq6Gy+BiU79eNB5AGcLk7heWUxVXQ32hhaE2fhhpKfPgexLWufN7Uo++f0Aq16dwf+ensTe89fIK5ExOMAdP2cbthyPUct2MbK3N/+ZNY4dkbG8t2avsvzt6SOwMJZyISmL60Wl6Ono4GZrwaAAN0SI+HLLEbIKS1XaGtHLixG9FF4ERyszZZmjpeKr+HxiFltPdt98lQ+3HWDN8zP4ZtYkdl+8Rl6pIq2Zn4MNm6Ni1LJdjO7pzcfTxrHtbCz/t+mG9iWzJhHgaEtibgFmUgOtFnyMDPRiVA+FdicLhfZRgV44WSi0n0vJ4o/Tt2auTn1DPf+78juLez3L//q8xKHc81Q0pjVzMLTi16SdKuFQHnQKZ7b7eFan7Oa3lD235Bw7i46uiJDn7Tn8UTr7301TSWtWniun1yPWmDbLdnH17yIubSyg53QrgmbcCK9hbCeh72wbzv6Sy9//SsFloDE6eiKyzpVTnivHa4w59r1UPwIS9xeTd1kxHFecpvgNJB4oUcblcw4xwXlg9xqGdQ0N/Pv8nywLe5w1Q+axM+MSstpqxjgG4GJkwZLYg6TIboRXecwzhBcDhvPt5cN8F38jzePq8Lk4GZlzoTAdX1M7fE3t1I7VvP54px486RNGZF4SmRUl1NTX4mNqS5itF/UNDXxw4S+uV5aqtdG12uv5PH4Tn/d5mm/6v8CBnAtUNKY1czS0Ynni38ohXYDJzuHM9RzLyiTFAosmPuk1jxJ5OfGl6eRWF6OvI8bT2IE+Fl7I62v5PH4TVfU3VusfzolmklMofS28WTP4LU7kxVJWW4mXsQPBVn7U1Mn59qpqJpxbgWDk3UZ++eUXsrOzOXnyJCEhIbi7u2NtbU16ejo5OTm4ublpZeSBYu5aUlIS27dvZ9y4cTg6OuLk5MT169fJzMykoaHhlht5Tk5OTJgwgenTp+Pm5oaNjQ2xsbFUVlZiZWXF6tWruzUQchNnC5N4+tTPPOM9itH2QYh1dEmS5fJj9D6tDa2fEw4wyNqHPuZumNsa0QDkVpWwLf00G1KPq6UnO5h9CWM9A3qau9DXwgMDXTEl8kqii1LYlXWevddvz/BeUnYhj32xnpcmhhEW6I5UX0x6XjGfbjrE70cvaN3O6gPnGNXHm55udgzp6YGuSER+aTl7zl5hw9FoLiarT8b3c7bhgdAeN5XZ4ud8Y9Vidxp5ibmFzPxuPQvHhjHEzx2pRExaQTEf7zjE+pMXtG6nyTDzsrXSuNgDbiz4aMLf0YaH+qtq93e0xd/xhvZbZeQBRBcn8Mr5pcx2H88w2z7oiXRJLc9mZfIuDuaeu2Xn0Z3YBRkx+iM3Yn7PJ+1EGfW1DZi56NPrEWvch2ofNsl3giVGNmIuby8kNaKMhnpFO4FTrPAeY65WP+9yBcmHVQ2Z/PhK8uMbF7zYirvdyAOIyk/h8aMreNF/OOOdeiDW0SWhLJdv4g7xV4Z280edjMwB6GPpQh9LF411mht5UXkpeJlYE2juQLC1OxJdPQqqZPydcYlViZHEFN2a3LUXihJ56ex3zPMYxwjb3ujp6JJSnsOKxN3sv2lFbEv8mryHEEt/gsw9MBc3PvOri/krM5LN6cdIKVcN7lxPA2+cX8ZUlyGMsOvDSPu+iEW6FNWUsS/7HOtSDt7yvLUg5K697cjlcpYtW8a6deu4dOkS1dXVODg40L9/f+bMmcPEiRMBlBkv5syZozHjBShy165fv54VK1Zw/vx5ZDIZ9vb2BAUFMWPGDGbNmtWhc+xs7tqlS5eybNkyEhISVHLXurl1LOJ6e3LX3m10NnftnU5nctfe6XRV7to7lfbkrr3baG/u2ruN9uSuvdvobO5awcgT6HKaG3kpKSld3r5g5N27CEbevYtg5N27CEZexxEWXggICAgICAgI3IUIRp6AgICAgICAwF2IsPDiHmPatGlcv65dhPoJEybwzjv37tCogICAgIDAnYxg5N1jnD59mtRU7YJgtpR3VkBAQEBAQOCfj2Dk3WN0x0KIm3F3d0dYzyMgICAgIHB7EYw8gTuOvGtWt/sUbhsNgbc2Jc4/DbMr6jlE7xUKfldPyXYvscn03tVffw+vKgfIkZve7lO4fYzq3O7CwgsBAQEBAQEBgbuQO9bIi46OZuLEiVhaWqKjo4NIJOLw4cOIRKJbkkXhbiElJQWRSIS7u/stPe5PP/1E7969MTAwuC3HFxAQEBAQuNu5I4drc3NzGTFiBEVFRTg5OREQEIBIJMLMrOVUNStXriQlJYW5c+cKBsVtZtmyZTz33HPo6OjQo0cPTE1NcXBwuN2nJSAgICAgcFdxRxp5GzZsoKioiAcffJAtW7ago3PDIenn56dxn5UrV3LkyBGGDx8uGHnNEIvF+Pn54eTkdMuO+cMPPwCwceNGpk6desuOKyAgICAgcC9xRxp58fHxAIwbN07FwGu+TUA7nJycbvk1azrehAkTbtkxe9na8fLAwfSzd0Ssq8u1wnxWXDjHjqvaaxcBs3r14ZEevXA3N6dcLicyI50vTkaQUlKsUtfOyJgJ3r6McPfA08ISG6kRJVVVnLmeyc/nTnMhp+sTVfeyteeV4MH0s1NovFqYz4qLZ9lxrZ0ae/blkR698DBTaDyZmc4Xp46padTEs32CeXvwMAAm/7GW8zmqMRlnBgQx2sMbP0trrAyl1NbXk1lWwt7kRFZcPEtJdVV7JLcbVxtzXrw/jGAfZ6QSCWn5RfxxIobfI6LRdkG4n5MNo3t7E+rnhrOVGcaGEnKLyzken8LyvafILSnXuN99/f2YEd4HPydrRIhIzCng92PR7IiK60KFreNiY878B8MI9nXGUF9Cem4RWyJi2HhUe/0+TtY8NrIfAa622JgbY6gvJrdYxuW0XFbtPcPltBy1fV6eMoRANzvcbC0wNTJAVllNRl4J205cYmfkZWrr67tYqTquVuYsHB9GiKczUn0JqflFbD4Vw/pI7bX7O9gwJsibQT5uOFuaYWIgIaeknONXU/jp4ClyS1XvvZnUgLE9fRgW4IG3nTV2ZkaUV8u5lJHNbxHnOX5Vu3BWXYGbpTmvjAhjoJvit59aWMTv52JYdyYabWMhGOjp8ciAXvRwsKOHvS3uVhboiESM/OYXMktK1eqbGxow1t+HEb4e+NhYY2diRHmNnJisbFadOk9E0q3R72ZpzsLRYQz0aNReUMTGMzGsP639vTcQ6zEzuBc9HO0IdGjUriNi1P9+IatYXXtzgt2dmTOoH31cHDAxkFBQXklsZg7fHjrJlZz8LlDYMnekkVdZWQmAoaHhbT4TgY5wq+/fQCdnVj04FXldPX9di6esuoZxXt58Pe5+nE1N+f5MlFbtfDxiDI/07MXVgnxWRV/AWiploo8fQ1zdmLppPQlFhcq6c3r35fn+IaQUFxGRlkpBZQUe5haM8fRmrKc3C/fsZGfC1S7TGOrowqpJCo1/JsRTVlPNeA8fvhkzEWcTM74/d0o7jcPG8GiP3lwtzGdlzHlsDI2Y6O3HUBc3pmxZT0JRQYv7ellY8mpIGOXyGozEEo11JvsFYqZvQNT1DPLKy5Ho6tLXzoGFwYOY6t+DyZvXkFdZ0aFr0BaedpasenkGhhIxey9cJbdYRligO28/PBIfRxs+/H2/Vu28O30UPV3tiU3LZve5K9TU1hHkZs+M8N6M6ePDvK83kpJbpLLPvx4ayuwR/ckrKWfXmXhq6+oJD/Tgw8fG4e1gxf+2H+sOySp42Fuy8vUZGEjE7DvbqL+HO2/OHImPkw0frdNOfw93e8J6unMx6Tpnr2VQWVOLk7UZQ4M8Gd3Xh/dW7WZX1I0PC10dETOG9yEuNYdjl5IpllViItVncKA7788ay5h+vrz03VatX7YdwcvWkjUvzMBQLGb3xavklsoI93Pn/x4aia+DDYu2aKf9vSmjCHK251JGNn9HK+59Lxd7Zg7qzdggH2b/uJHkvBv3flyQL+9PGUV2SRmnEtLJLZVhZ2bCmJ7eDPHz4POdR1l59Gx3yVbiZW3JhnkzMBCL2R13lZwyGUO93HnvvpH42dnw3k7t9FsZSXlrjOIjLqO4hJLKKiykLT/Hxwf48sH9o8guLSMyJZ2cMhn2JiaMDfBmqLcHn+07yorI7tXvZWPJuqcatccq7v0QH3f+PXEkfvY2vL9DO+2WRlLeHK/QnllUQmlVFeataG/i2aEhvDw6jJxSGQfiEymqqMTaSEpfV0d87ay73cgTNdxBAc0WLVrEBx98oHHbsGHDlAsvAGWctsOHDzNixIgW2/z111+ZO3cuKSkpeHh44ObmRkpKCmvWrGHJkiXExcVhYGDAqFGj+Oyzz/D09NTYTkVFBUuXLmXTpk1cvXqV2tpafH19eeyxx1iwYAH6+voq9RsaGvjtt99Yvnw5Fy9epKKiAktLS5ycnBg1ahQLFizA2dlZWb+goIDFixfz119/kZKSgq6uLjY2Nvj7+/PAAw/wwgsvtOtaNnGz7uY0v5Zbt27l888/5+LFixgZGTF+/Hg+++wz7O3tldfx22+/JT4+HiMjI6ZMmcJnn32mMk/S3d29xUDMTfdBGzyWfqm1Pl2RiP2Pz8PB2IQpm9YTl58LgJFYzB/THsXT3IKxa1e26aUKdXJh/ZTpRGVmMGvbZmrqFaFMBju78ttDD3M6K4OZWzYq64/z8qawspLTWZkq7QQ7OrHmoWmU19QQuuInZTva0qCr3l11RSIOPPoEDkYmTNmyjthmGrdMeQxPcwvGbPi1TY2DHF1Y/9AMTmWlM2tHM41Orqx5YBqnszKYsf13jfvqiERsmfIoAEnFhUzx66HRk6evq0t1nbrmV0PCWDBgED+dP83ik0daPMfOhFD55aVpDPB2Zv5PW4mISwFAT0eH756bTKifK08t3cTphIw225k5pDcRcSlkFJSolM8bNYCXHxjC0dgkXvp5u7I80MWO9a89SlpeMY/9bx2lFdUAGEr0WP7iNHq62TPrqw1cTGk9E41uTTsF38SyV6bR39eZl77dyvHYFEChf+lLkxno78ozX23izNW29Uv0dKmpVb+Hng5WrHnrUcqrqhnz5s9t7qOrI+L7BVMI9nNlwXfbiLiU3OpxqzsRRWPls9MI9nTmuRVbOXYlBVBo//GJyQzycWXeT5uISmpb+6ODenPsSgrphar3/slhA3h1whCOXE7ihZU37v1ALxf0xXocu5KsYsS6W1uw/sWZGIrFjPn0F/LKNHt/m6jtZAiV32ZPI8TNmafXb+VoQgqg0L/skckM9nRl9upNnEptW79ULKaPswOx13Moqapm+SOTGeLt3qInL9TdBX09PY4mJKt4Cz2sLNj4xEwMxGJGffMLubLW9evI26NWldVPTCPY3Zlnf9vK0WspgEL7z7MmM8jLlTm/biIqWQvtEjF9XByIzcqhpLKan2dNZoiPe6uevBF+nnz/2IPsj0vgtc27qNbQB+rqWzfBLv/nFe2EtsAdtbrW1dWVsLAwbG1tAfDx8SEsLIywsDCCgoI07mNmZkZYWBimpoonRM+ePZX7hIWFYWdnp7bP22+/zaxZs8jPz8fX15eKigo2b95MeHg4+fnqVndmZibBwcG89dZbREdHY2dnh7u7O7GxsbzxxhuMHj1a6b1q4vXXX2fOnDkcO3YMMzMz+vTpg1Qq5dKlS3z++eecOXNGWbekpISBAwfy5ZdfkpycjJeXF/7+/lRWVrJ3795uTz22dOlSpkyZQnp6Ot7e3pSUlLB69WpGjRpFVVUVCxcu5IknnqC4uBgPDw+Kior46aefePDBB1WCIgcHBxMWFqb8d1v3oSsY7OyKu7kF26/GKw08gHK5nKWnIxHr6vJwYM8225nZQ/H7+jIyQsUwO5GRxtG0FAY6ueBhbqEs35OYoGbgAZzOyiQyIx0LQ0P8rK07I03JYGdX3M0s2H7tstLAg0aNZ08i1tVlmr8WGgN7AfDlqeOqGjObaTSz0Ljvc31DCLC24fWDu6lv5btRk4EHsCvxCgDuZuZtnmdHcLMxZ4C3M1FX05QGHkBtfT3f7jwOwJTBmp8hN7PhWLSagQew6uBZKqvlDPB2VikfEeQFwG+HzyoNPIDKmlqW7VV4WKeF9WqXnvbiamtOf19nTl9JUxp4oND/3XaF/snh2unXZOABJF0vIDm7ACtTI4wNJG3uU1ffwKHoREAxjNxduFmbE+zpzKmENKWBBwrtX+9RaH84RDvt605Gqxl4AL8ePUtFjZxgT9V7fyoxnaPxyWpeypT8InZfvIpYT5e+7o7tE9RO3C3NCXFzJjI5TWnggUL/V4cU+qf1005/hVzOieQ0Sqqq264MRKakc+QmAw8guaCIXbFXFZ58l+7T725lTrC7M5FJaUoDDxTalxxo1N5fS+01ck4kplFSqZ12gFfHhCOrqubtrXvUDDygTQOvK7ijjLwnnniCiIgI7rvvPgDeeecdIiIiiIiIYOnSpRr36du3LxEREfTt2xdQGCxN+zRvq4nMzEy+//57du3aRUpKChcuXCAlJYVevXpx/fp1vvjiC5X69fX1TJ8+nbi4OGbOnElGRgbXrl0jLi6O5ORkhgwZQkREBO+9955yn7y8PL766ivMzMyIiIggNTWVqKgokpKSKCkpYf369Soew+XLl5OYmMjYsWO5fv06sbGxnD17lpycHFJSUli0aFFXXN4Wefvtt1m3bh3p6elcuHCBhIQEvL29iYuL45FHHmHVqlXs37+fxMRELl26xLlz57C0tOTIkSPs3r1b2c6mTZuIiIhQ/ru1+9BVDHR2AeBYWoratqaygY7OattuJtTJhfKaGs5cz1LbdjS1sR2nttsBkDcaUF01DynUsVFjeor6uTWWDWys02o7Ti6Uy2s4k61unB5NT25sR12jr6U1C4MH8e2ZSK61MpzbGiPdFL/3K4XdM3QxwFuh/+SVNLVtManZlFZUMcBLu/vXEg00UNdQT22d6n21MpECkFmg/rWfWagoC/Fp+/50hgG+jfrj1PVfSlHo7+/TOf3O1ma421lyvbAUWVXbbkeRCAYHugOQmNV9Q1YhngrtJ65puPfp2ZRUVDHAs/P3vr6+vl19uul3cvPvpasJcVPoj0hS138xK5uSyipCXDunvyM0XavunI8Z7K7QfjxRg/YMhfZg9+7R7mtnjbetFScS06iokTPEx52nwgfw2MA++Nl1zQe+NtyRc/K6k9raWt5//30Vo8Pe3p6PPvqIBx54gL///ptPP/1UuW3nzp2cOHGC4OBgfvvtN/T0blxSZ2dnfv/9d3x9ffnxxx/5z3/+g6GhIYmJidTX1zNy5EgVzxaAgYEBM2fOVCm7du0aAPPnz8fS0lJlm6urKy+//HJXydfIU089xSOPPKL8t7OzM6+//jrPPvss27Zt46uvvmLUqBthuYOCgnjmmWf49NNP2b17d7cZcNrg0egZSikuUttWWl1NQWUF7uaavVNNGOrpYWdsTHx+nkYvVUqJom33FrxczXE0NiHcxY3cchlXCrrmxdZ03GQNw7FKjW2cm6GeGDsjY+ILNGtsavvma6UrEvHFyPEkFhXyw3nt5jYCPOzXA2dTM4zEEnra2DLIyZVLeTksjz7T9s4dwLXRU5Sap/47AEjLL6anqz0GYj2q5LUdOsaY3r4YG+iz57zqXMuicoUX38lKfbzRyVJRZm9h0qljt4WrrTkAaS3oT88tpod7+/T7OtsworcXero6OFiaMrSXwlD/ZN2BFvd59v5QAMyNDQnxc8HDwYodJ2KJupLeDjXtw9XaHIDU/Ba0FxTT06Vz935skOLe776o3TxbqUTM2CAfquS1nE1R/6jqStwtzQFILWzht19UTJCjPQZ6elTVds/v72aMJGLGBTTqT+s+/W5W5gCkFrSgvbCYIKfO3fuW6OmoGJ0qrqxi7VPT6XOTx3JH9GXe3bYXeTcb+YKRp4Enn3xSrSw4OBiApKQklfItW7YAMHfuXBUDrwkHBweCg4M5dOgQZ8+eJTw8HBcXxdfFqVOnSEtLw9W19XQ9TfW3bt3KhAkTNB6nO9F0Pfr06aP8/yeeeEJte5Pn9ObrdasxaZwLWVaj2bMgq6nB3rj1CS/atKGop3mxQRN6Ojr8b+x96Ovp8enBo60Oa7YH5flVax5G0EqjRHHuZTUttaEoN5Wozi2d3z+UACsbHvpjbbu+yB/270mo0w3v1dG0ZF458DelLWjoLMaGivOWVWq+h+WNnidjQ/0OPeztzI15c+pwKmvkfLfrhMq2iLgUnhoTwuPD+vH32SuUNQ73GIj1eHJMiMo5dpeRZ2zQ9fr9nG14duIg5b/zS8p5b9VuIi+re02aaF6/vr6B1fvOsHRbRIv1uwKTRu1lLXgXZdWN2g06dv3tzYx55wHFvV+650TbOwDvTxmFtYkRS/eeoKSie1eUN937surW9ZsY6FMluzVG3gcTRmFjbMTXh09QXNl9+pvufUueZaV2/a7ve5bGCg/+lL49yCwuYc6vm7iUmYObpTn/njiSB3oHkFsq48t93fv7F4y8m7C2ttYYVLlpHqBMJlMpj4mJARSx39atW6exzatXFV93mZmKLxYnJyemTZvGpk2b8Pb2ZsSIEQwfPpwhQ4YQGhqqZsTNmzePzz//nJUrV/L3338zfvx4hgwZwogRI1pcCNKVeHl5qZXZ2Ngo/9s031HT9puvV3uprq6m+qYXf4O8FpH4zvrpioD/jhrHQCcX1l+6yNYrl2/3KXWaACsbXuwfyrLoMypzAbVhZuMCDgsDQ/rYOfD2oKH8NW0W83b+QXwHPZzPjQ9VK1t75LzSqOouTKX6fPfsZCyNpby7djepN62sPZ+UyZ9RcUwKCWTL27M5cimJ2ro6wgM90NXRobSiClOpAfWdHLZq8pI1Z+3B88i6Sf+fkXH8GRmHRE8XV1tzHh/dn6UvTuabrRH8tl/zisl+z3+FSAQ2ZsYMCfLkpYfCCPJwYMF325SGZkd4YbS69t8izlOm5dyxjmJmqM8P8yZjaSTl7Y27SWnBW9ichePCmNg3gGNXkvn5oPbe79Z4cai6/lWnzrf44Xc7eWVEGJOCAjiakMyPEZ3XP3+EuvbVJ7v/3reFjqjpvyJe+X0nl7PzALicnceL63ewZ+E8Hh3Yh28OnkTewlzlruDOelPeAoyMjDSW3xyPr4mSEsUk3EuXLrXZdvPFF6tXryYwMJDly5ezd+9e9u7dCyiMozfeeINXX31VeUxHR0dOnjzJv//9b3bu3MmqVatYtWoVAKGhofzvf/9j0KBB6gfsIqRSqVpZ08pbTduab+/s4u3Fixerrag2Gz8GiwnjtNq/6SHX5Km6GWOJpMUv3Pa0oajXcjuLR45lsn8gW+Pj+L9D+9o87/agPL+bVnA3P782NTZ5IyUttaEoL23m6fty1H2klRazJEo774UmiqoqOZSaRHxBHocffZJPh4/joT/Wdqit5+9T7wM7ouIoq6xWGjrGhprvoVHjQoHydr4YTAz1+fmFqXjZW/HxpgPsPKM5JuG/1+0hLj2Hh0J78kBIINXyWk7Ep/LVjmNseWs28ro6lUUZHaG5l6yJHSfjkFVWI6vSTr+sAy/Gmto6ErIKWLR6LxbGhiyYHM6JuBQSszTPz2xogNxiGX8cu0hJeSX/fXoiT44P4ZtOePTmj1HXvu1sHGVV1cqXvYlBC/1Xv2P33tRQn+VPT8Xbzor/bDvAX+fbjkf5/OhQnhkZQmRCGgtX/9ll3vyXhqnr3xodR1n1jXvf0khDk37ZLTAI5w8N5bnwEE4mp/Hipq7R/+IIDdrPq977mxcCNdGd2pu8h9mlZUoDr4nC8kouZmYz2MsNLxtL4m/a3pUIRl4nMW4cBtu3bx+jR4/Wej8DAwMWLVrEokWLiI+P5+jRo/z111/s3LmT119/HYDXXntNWT8gIIDNmzdTXV3NyZMnOXLkCBs2bCAyMpKxY8cSExNzV2byePvtt3n11VdVynot/0Hr/ZvPJbuUp+ptMtXXx8pQyhkNq2CbU1lbS45MhoupGToikdqDqWm+W9PcvOaIgE9HjWN6YE+2X7nMa/t3ax14VFuajuthZs6lPNVAtEqN19vSKCenvGWNmuY2BlorvNtXn9O8xH/r1McAeObvbexNTmj1+NdlZSQUFdDLtuNzg3ov/KrFbWl5xQC42Wiem+hqbU5usYzKGu2PaypVGHgBLnZ8vOkAm0/EtFi3oQHWHb3AuqMXVModLU0xMpAQl57T6Qno/Z5vRX9uMQCuLeh3sVXor2qHfk1EXk5jSJAnfb2dWjTyVOrHKUIq9fft3OT3Hm+2oj2/GAA36xa0W5mTUyKjsh3DdWaNBl6gkx0fbj3AplMt3/smnh8dyotjBhGVmM78lds1rrbsKH4ftqw/pbAYADfLFn77FubklLZPf0eYPzSUBcMGcSolnec2dJ3+gPda1p5aUAyAm1UL2i27T3tyo1e3JY9iabNpG93JHbW6tjM0eZa6msDAQEA7T15L+Pv788wzz7Bjxw6+//57QJHfVRP6+voMHz6c999/n0uXLhEWFoZMJmP9+vUdPv4/GX19fUxNTVX+2jNUG5WpmNA9xNVdbVtT2amstmMkncrKwEgiYYCD+nL/oW6N7WSqttPcwPvzajyv7vu7y77cbz43gCEu7urn1lh2Kqvtie2nstIxEksYYK+e4m6oi4fKsQA2xF3U+JdUrAgKvS85gQ1xF8koVQ85oQlbI2MaGhqo74awAmcSFPoH+anPfw1ys8dUasCZxLZ/B000N/AWbz7IxoiLHTqvCf39Adh97kqH9teWM1cb9Qeq6+/prtB/9pr2+lvCxkwxElKn5WRyG3PFR3J3hpKISlJoH+yj4d672GMmNeCMFjHymmhu4H287SAbItu+9y80M/Ce/3Vbt8291ERUqkJ/uKe6/l6O9pgZGhCV1vl73xovNjPwnlm/7ZYt8DidotAe5qVBu7NC++mU7tEenXGdyho5zhZmSPTU43t62SgWUWYWtZ4to7PcM0ZeU3aFm+PVdZYpU6YA8NNPP1FV1fkJpKGhivkFWVnqoTpuRldXV7kgRJv69yLH09NILSnmQV9/AqxtlOVGYjEvBYcir6vjj8uxynILA0M8LSyxMFCNZL7+kuJB/q/QcMTNhu4HO7sy1NWdU5npJDfzcomAzxoNvJ3XrvDK3l3dYuABHM9IVWj0CSDQ6iaN/Qchr6tjc7yqRi9zDRpjGzUODFPV6NRMYzNv5VuH92r8O5et+C1+f+4Ubx3eS1yBYijCXN8AHwsrjRpeDh6MjdSIk5np7Q4QrQ2pecWcScggxNeV8MawHaBYDDP//sEAbLnJE2dsIMHd1gJrU9UpHKZSfZbNf5gAFzs+++MQG45Ft3l8Iw1DZX09nXhyTDCZBSVsOt4xI1Fb0nKLOXs1g2A/V8J6uCvL9XR0eOEBhf6tERr026nr7+3piK6O+kezr7MNU4f2Ql5Xp7L4wt3OAgsT9cwABmI9Xn14KADHY1sPhNwZUvOLOZ2UwUBvV4b4uSvL9XR0WDBOoX1zlLp2DxsLrE1UtZsZ6vPL0w8T6GTHJ9sPse5k2/d+/phBzB8ziDNJGbxwiw08UHjyolIzCPVwZai3u7JcT0eHl0co9G86d5N+fQmeVhbYGGuevtQeXho2iJeGDeJ0agbPbrh1Bh5ASkExp1MyCPV0ZaiPu7JcT0eHhaMatZ9V1+5h3XntFTVydkRfxkhfwvPDBqpse6B3AD521pxJzSSvjUDQneWeGa5tWqBw5MiRLg3pMXnyZEJDQ4mMjGTSpEn88MMPeHt7K7dXV1ezf/9+/vjjD1asWAHAgQMH2L17N/PmzVN6AkGxSOHzzz8HoF+/fsry//u//8PT05OpU6dibm6uLL906RIbN25Uqy9wg7qGBt46sJdVD05l49SZ/Hk1HlmNIq2Zq5k5X5yMUDHOZvfqw8sDB7Pk1Am+jjqpLI/MTGdD7EVm9ujFXzNncSglWZnWTFZTzbuHVFPjLAgZxLTAnshqakguLuLFYPXJwXuTEric3/m5GHUNDbx1aA+rJj3MxsmPsOPaZWTyGsZ7+OBqZs7np46pGGdzgvrycvBglpw+wZLTN+bTncxKZ33cRR4J7MXO6bM5mJqkTGsmq6nm/45ql/6nJRyNTdg1Yw4Xcq5zrbCAvMpyLAwMCXFwwsvCitxyGe8d69wxWuPjjQdY9fIMvnpyEnvPXyOvRMbgAHf8nGz440SMWraLkb28+fCxcWw/Fct76/Yqy//3xCT8nW1Jyi7AVGqg1YKPL5+YiL5Yj6tZeZRX1eDjaE1YgDslFVW88sufVFR3IqS/lnyy/gArX5/Bl89OYt+5a+QVyxjcwx1fZxu2RMSoZbsY0cebD+aMY8fJWBatvqH/rZkjsDCRciExi+zCUvR0dXCzsyA0wA0RIv73xxGuF97wTgzu4c6Ch8I5ey2DjPwSZJU12JobM7iHOxbGhpxPyGTt/nPdqv3DrQdY88IMvpk9id0Xr5FXKiPc1x0/Rxs2R8WoZbsY3cObj6ePY9uZWP5v0w3tS2ZNIsDJlsTcAsykBm0u+HiofyAvjFZ8TMZkZDNv2AC1+qeTMjjdDk9iR1i06wAb5s3gu2mT+DvuGrkyGUO83PG3s2HjuRi1bBdj/Lz59MFxbImO5e0de1W2vTF6iDKVma+tIt7bG2OGUtE4r3fZ8dMkNYYsmdwrkBeHKvRfzMrmyUHq+qNSM4jSIttGR/ngzwOse2oGSx+ZxO5L18gtkxHu446/vQ2bzsSoZbsYHeDN4inj2Ho+lne2qmp/fVwz7Y2x7t4Y10z7sdPKYVqAJfuPE+LhzHPDBtLP1ZFLWTm4WVowws+T4ooqFmmZUq0z3DNG3owZM/juu+/47LPP2Lp1K/b29ohEIt566y3Gjx/f4XZ1dHTYsmUL999/P/v378fHxwdvb2+srKwoKysjISGBmpoalYwOZWVlfPHFF3zxxRfY2Njg5uaGXC7n2rVrVFRUYGZmxldf3ZhnEBsbyyeffMIzzzyDp6cnlpaWFBYWkpCgmOc0YsQIZs2a1fGLc5cTmZnO9D828PLAwdzv44tYR5erhQX8L3In26+2PVm6iXcO7iM+P59HevZibu++lMvlHEhO5IvI4yqGIoBz44pjY4lEo4EHkFFa2iVGHigMtGlb1/NKcBgTvf0UGosK+HLfTrZf034l7zuH9xJfkMejgb2ZF9SPcnkN+1MS+eJUhIqh2BEyZKV8dzaSUCcXhrt5YK5vQHVdHSklRXxz5iQros9SXN194RSScgp5/H/refH+MMIC3JHqi0nPL+bTzYfYEHFB63YcG2PbedpbaVzsATcWfDRxMCaBB0N6MKG/PwYSPbKLZKw/eoFf9p+msKx7cvXeTHJ2IbM+W8/8B8IY3KNRf14xn/1+iI1HLmjdzpr95xjR15ue7nYMCfJAVyQiv7ScPWeusPFwNBeTVdOznYpPY9uJWPp6ORLoZo/UQIyssobErHz2nLnKtuMx3R75PzG3kJnfrmfhuDCG+LkjlYhJKyjm4+2HWH/ygtbtOFko7r2XrZXGxR5wY8EHgGNjfbGuLvOGqhs4AN/tO9ntRl5ifiHTflnPKyPCGOqt0J9aWMyHuw+x9vSFdrU1LsAHZ3PVCBTjA3yU/781Ok5p5DmZ39CvycADWHrkZLcaeYl5hcz4eT0LR4UxxKfx3hcW89HOQ6yLutCutsYF+uBkoap9XI9m2s/HqRh5xZVVPLJsAy8MH8ToAC/6uDhSUlnFnxcv8+2hSDKKtJvK0hnuqNy1TcydO5dVq1ZpzHfa2qrO9evXs2TJEmJjYykvV7hIW8pdq4nW2q6urmbFihVs2LCBmJgYysvLsbOzw83NjTFjxjBt2jQCAgIARR7adevWsW/fPi5dukROTg5isRg3NzfGjx/PK6+8oswJC3DmzBn++OMPDh06RGpqKoWFhdjY2ODt7c2TTz7JI4880uHYedrmrm3PfnAjZ3BTTmFt29WG9uSuvdvQlLv2XqIzuWvvdDqbu/ZOpzO5a+90Opu79k6nM7lr73Q6m7v2jjTyBO5tBCPv3kUw8u5dBCPv3kUw8jrOPbPwQkBAQEBAQEDgXkIw8gQEBAQEBAQE7kLumYUX9wIrVqxQruDVhoiI7s2ZJyAgICAgIHD7EIy8u4i0tDSOHz9+u09DQEBAQEBA4B+AMFx7F7Fo0SIaGhq0/hMQEBAQEBC4exE8eQJ3HHqye/fbRK9rE7bccdTfu4trqb2HV5cC1GhOP3pP0ODZvVkR/ulUl6tnjBHQjnv3bXkTKSkpiEQi3N3dO9XO4cOHEYlEDB8+vEvO61awcuVKRCKRWszB7qSiooLXXnsNDw8PxGLxLT++gICAgIDA3Y7gyRO4LTz99NOsW7cOqVRKnz590NfXx9fX93afloCAgICAwF2DYOQ1IhaL8fPzw8nJqVPtSKVS/Pz8cHV17aIz637MzMzw8/PDwcHhlhyvqKiIDRs2IJVKiY+Px8XF5ZYcV0BAQEBA4F5CyHghcMuJiopi4MCBhISEcOrUqXbv77P4q7YrAW4W5rw6LIxQN2ekYgkpRUX8fiGGtWejae+PflKgH3OC++FjbYW8ro7zWdf5+uhJLmXnqNQLcXVm7WPTWm0rraiYUT/+qlLmaWnB/PCBDHJzxcxAn7zyCvZfTWRpxElKqm7kQO2KOXluluYsHB3GQA9npBIJqQVFbDwTw/rT0Wj7NDAQ6zEzuBc9HO0IdLDF3coCHR0Ro/73C1nFpa3uG+zuzJxB/ejj4oCJgYSC8kpiM3P49tBJruTkt7qvnkxblZpxtTZnwYQwgr2dkepLSMsrYnNkDBuOa6/dz9GGMb28CfVzw9nSDBNDCbkl5UTEp7Bs/ylyS1qePzXAy5nZw/rRy80BE0MJhWWVxGbk8P2ek1zNal17vbg9SjXjamXOwvFhhHgq9KfmF7H5VAzrI7XX7+9gw5ggbwb5NOo3kJBTUs7xqyn8dPAUuaWq+s2kBozt6cOwAA+87ayxMzOivFrOpYxsfos4z/GrqVodV9s5eW4W5rw6VEO/P9fBfj+gsd/X13E+8zpfH2uh3z+qRb//6Ua/H+vrzaRAf/xtrbE2kiISicgqKeN4SirLT50hR3bjOnb1nLwgCwcW9hxGXysnxDq6XCvJY+W1KP5Mi9Vq//7WLox18mOgjRtORmZI9SRklBezP+sqP14+Tpm8uu1G2kFtB+bk9bK255W+YfSzcUKso8PV4gJWxJ1hR5J2ubytDKTM8Amip7U9QVZ2uJiYA+D+639b3Ochz0BC7J3paWWPn4U1+rp6vHZsF5sTLrX7/JtImfdGh/cFwZMncBuorFRYKoaGht12DG8rS36fPQMDsZi/L18lp0zGUC933h87Ej8bG/69e7/WbT03KJh/DQ8ns6SU9ecvYiQRc3+AH7/Pms6837cSlXYjuXZmSSnfHDupsZ3B7q4McHHiWLLqS62Poz0rH5mKgZ4eB64lklZUQoCdDXOC+zLE040Zv/1OcWVVxy7ETXjZWLLuKcV12R17ldxSGUN83Pn3xJH42dvw/g7troulkZQ3xw8DILOohNKqKsylbd/PZ4eG8PLoMHJKZRyIT6SoohJrIyl9XR3xtbNu08jrDJ52lvy2YAaGYjF7oq+SWyIj3N+dd6aMxNfBhg82aaf939NGEeRiz6X0bHZfuEJNbR29XO2ZGdabsb19mPvtRpJzi9T2e3p0CAsmhJFTIuPQpUSKyiuxMpHS190RXwfrNo28zuJla8maFxT6d19U3PtwP3f+7yGF/kVbtNP/3pRRBDnbcykjm7+jG/W72DNzUG/GBvkw+8eNJOfd0D8uyJf3p4wiu6SMUwnp5JbKsDMzYUxPb4b4efD5zqOsPHq2SzR6W1ny+6xm/V4mY6hnY7+37UC/H9bY7y9cxEjc2O8fn868jRr6fUQL/d5Nc78f4+uNv601MddzyG3MpR5ga8PsAX2ZHBTIzDUbScgv6MBVaJ2BNm78OvQRaurr2JkeR5m8irFO/nwVOhlnI3N+uNx2GK5vB03FQl/K2fx0tqXG0NDQwEBbN571H8x4J3+mHVxJYXVFl5+7toTau7Bq7DTk9fX8mXSZMnk14918+WbYJJyNzfj+YmSbbfiYW/HGgGHUNzSQXFpEhbwGqbh1Y/O1fkNwNjGjoKqCvIpynE3MukpSh+kyT17zpPPr1q1jyZIlxMXFIZFIGDp0KB999BE9e/ZU28/d3Z3U1FSSk5NJTk7mv//9L6dPn6agoIBDhw4pFzBUVFSwdOlSNm3axNWrV6mtrcXX15fHHnuMBQsWoK+vr/G8rly5wpdffsnBgwfJzMxEKpXi7u7OxIkTee6555RDlCkpKXh4eODm5kZKSopKG6mpqXzyySfs27ePzMxMJBIJNjY29O7dmxkzZjBz5kxl3cOHDzNixAiGDRvG4cOH1c4nLS2NxYsXs3v3brKysjAxMSE4OJgFCxZw3333qdVftGgRH3zwAe+//z6vvPIK77//Plu2bCEnJwcXFxfmzJnD22+/jZ5ex+31lStXMm/ePObMmcPKlSs1ajlw4ABffPEFK1euJCUlBTs7O+bOncu7776Lnp4elZWVfPLJJ6xfv56MjAycnJx49tlnef3115W/jaZr3BLJyclaLXzRxpO39rFphLg689TGrRxJTAFAT0eH5dMnE+bhyuNrN3Gq2UO6JdwszPn76dmkF5cwddV6ZNWKBKLe1lb8MecR8srLGffTSuq06EZ/PTkLP1trHlyxlricXGX5zqdm4WtjzbObtnMwIUlZ/tTA/rw5cijrz13kvT0HFBo66clb/cQ0gt2defa3rRy9lqJoU0eHn2dNZpCXK3N+3URUctvXRSoR08fFgdisHEoqq/l51mSG+Li36skb4efJ9489yP64BF7bvIvq2jqV7bo6IurqW7+OnfHk/Tp/GgO8nHlh2VaOXU5RtKejww/PTCbU15Unvt/E6YS2tT8S3ptjl1PIKChRKX9i5ABemTiEo3FJzF++XWXb8B6eLH3yQQ7EJPDmml1Uy9uvvbOevJXPTiPY05nnVmzl2JUUQKH/xycmM8jHlXk/bSIqqW39jw7qzbErKaQXqup/ctgAXp0whCOXk3hh5Q39A71c0BfrcexKsoq30N3agvUvzsRQLGbMp7+QV9a6t0obT97aR5v1+6QbGpdPn0yYuyuPr2tHv3+qsd+vvqnfz27s9z9r2e+faOz3v6r2e4muLjV1dWr1H+7Vg8UTxvJ3/FUWbNsJdJ0nT1ckYu/457GXmjLtwK/EFSs8kkZ6EjaNmouHiRXjd/9Iqkz9I6U5z/gPYmtKDHlVqh3yg37jecx7AGsSzrDo3O4uOWdonydPVyTiwJSncJCaMGXnGmILFdfcSE/ClomP4WlmyZitK0gpbV2jtYEUTzNLYgtyKa+t4cDkJ/Eyt2rVkxfm4EZKaRGZ5aU8HzSQNwcMu+2evC5fXfvf//6Xxx57jPT0dAICAqitrWX79u2EhIS0mmFh/fr1jB49mlOnTuHp6Ymzs7NyW2ZmJsHBwbz11ltER0djZ2eHu7s7sbGxvPHGG4wePVrpHWrO2rVr6dWrF8uWLSMrK4vAwEBsbW2JjY3lP//5D3v27GlTT0pKCgMGDODnn38mJycHPz8/vL29KSkpYdu2bXz66adaX5tTp07Ru3dvfvzxR/Ly8ggKCsLQ0JDdu3czYcIE3nvvvRb3LSkpYdCgQXz33XdYWVnh6OhIYmIi7733Hs8//7zW59BRZsyYwVtvvYVIJMLNzY20tDQ++OADnnnmGaqqqhgxYgSLFy/GyMgIBwcHkpKSePPNN1m0aJGyDQMDA8LCwpTGvqmpKWFhYco/AwODLjlXd0tzQlydOZmSpjTwAGrr6/nqqOIrdUafIK3amtqrB2JdXX44EaV80AMk5Bew7VIcbhbmDHJve05hb0d7/GyticvOVXnQu1qY4WtjTXRWtoqBB/DLqbMUVlTyYM8ADMWdd7q7W5kT7O5MZFKa0sADxXVZckBxXab11+66VNTIOZGYRkml9sMyr44JR1ZVzdtb96gZeECbRk5ncLMxZ4CXM6eupSkNPFBo/2aXQvvDodppXx8RrWbgAaw8dJaKajkDvJzVtr18v0L7u+v3qBl40L3aAdyszQn2dOZUQprSwAOF/q/3NOoP0U7/upPRagYewK9Hz1JRIyfYU1X/qcR0jsYnqw0Hp+QXsfviVcR6uvR1d2yfIA24WzT2+9Q0pYEHjf3+SGO/761lvw9q7PcnW+n3blr0e4fGfp+j2u8BjQYewO74a4DC0OxqBtl64GZiyY60S0oDD6C8toZv4yIQ6+jysEefNtv5Of6kmoEH8G2c4h0fYnP75qQPdnDD3dSC7UlxSgMPFBqXRp9ErKPLNG91h9PN5FdVEJWTQXltTZt1mzh+PZXM8tanq9xqutzIe/fdd/nyyy/JzMzk9OnTZGdn89hjj1FZWcnjjz+u0RgD+Pe//837779Pbm4uUVFRpKWlMWjQIOrr65k+fTpxcXHMnDmTjIwMrl27RlxcHMnJyQwZMoSIiAg1A+nMmTPMmzePmpoa3njjDfLy8jh79iyXL1+mrKyM9evX4+3t3aaeL7/8kvz8fObMmUNOTg4XL17k/PnzFBQUcPnyZV544QWtrktFRQXTp0+nuLiY6dOnc/36dc6cOUN6ejorV65EV1eXDz/8kL///lvj/t999x02NjakpqZy/vx5kpOT2bFjB7q6uixfvpz4+HitzqMjnDhxglOnTnH+/Hni4uKIj4/n0KFDSCQSVq5cyYwZM6ioqODq1atER0eTnJzM2rVrAfjss88oKlJ8Mdnb2xMREcHSpUsB6Nu3LxEREco/e3v7Ljnfga6Kh29EcpratuisbEoqqwh2VX8Ra27LubEt9XlDx5IUZcEubbf1cC/FQ2VjtOoXnbXUCICMYvWXZgNwvbRU4TVz7PyimOBGY/R4ovp1uZjReF3ctbsu7cXXzhpvWytOJKZRUSNniI87T4UP4LGBffCzs+6WYzYn2Euh/eQVde0xadmUVlTRX4Nx1h4aaKC+oZ7a+nqVcl8Ha7zsrTh5NY2Kajnh/u48MXIAj4b3wdex+7UDhHgq9J+4pkF/ejYlFVUM8OwC/fXq+lujtq5e5b+dodV+fz2bkqou6veNZdq09XBvzf2+NYZ7KUY7ruZ1w1CtrRsAEdlJatuayjpjoNXW1zX+t/P3s6OE2it+B8eyUtS2Hc1MBmCg/b2z2K/Ljbz77ruPV199FR0dRdNSqZQVK1Zgb29PamoqGzZs0LhfkyeradhRJBKhr6/Pzp07OXHiBMHBwfz222/Y2dkp93F2dub333/H2NiYH3/8UcWAfP/995HL5TzxxBN89tlnGBkZKbeJxWJmzpxJeHh4m3quXVN8Vb366qsYGxurbPP39+eZZ57R6rqsW7eOtLQ07OzsWLVqFSYmJsptc+bM4dlnnwVg8eLFGvfX09Nj7dq1ODre+OKdNGkSDz74IECLxmFXIJfLWbp0KX369FGWDRs2jKlTp9LQ0MCff/7JqlWr8PT0VG5/9NFHCQ0Npbq6WuOwdXfi3vgFnFqk2R2fWlyMvYkxBloMcbtbmiOrriG/XH1+SUpRcWOd1seRDPT0mBjoS5W8lh2xqsZ4YaWiXWdz9bkbIsDBVBEB16ONY2iDm5U5AKkFmq9LWmExdqbGGHSB1/Bmejoq+m1xZRVrn5rOz7Mm86+xQ3j3/hFsmz+Lz6aOR6zbfWE7XW3MAUjNb0F7fjF2Zp3TPraXL8YG+mqGZKCLQntJeRWrX5rOD89M5pWJQ3h7ygj+eG0Wix8bj143agfFghNoWX96QRfoD1Lo12RIakIqETM2yIcqeS1nUzI7fNwm3C3NgVb6fVEX93sLLfp9gOZ+35zRPl68FB7KG8OHsOzhB/l80njSi0v4+tiJNs+zvbgbK845RVaotq1UXkVhVTnuxpYdbr/JCxiRo25E3ircTRUakzUMx5bWVFNQVaGscy/Q5U+W+fPnq5VJJBKeeuopgBaHSGfPnq2xfMuWLQDMnTtX47wzBwcHgoODkclknD2rmLxbWVnJvn37AHjjjc6NZzeF99i8eXOnUoHt3bsXUMSH0zQsuXDhQkDhNSsvV59/MX78eJUh7CaCg4MBSErqvk5laWnJQw89pFbeZPT17duXvn37qm1vKuvOc9OEceP8zLJqzW72puEXkxbmcd7clqxa85BkU7mJfuvzRSYE+GKsr8/uK9cou6mtlMJiUouK6e1or/yCb2JeSD8sGxczmBi0fa5t0dSGrKrz16W9WBpLAZjStwcWUkPm/LqJ/h99y5Tv13A+LYsHegewYOTgLj9uE0rtlS1ob7wmxh28znbmxrw1eTiVNXK+/Vv15WzVqP2hkB6YGxnyxPebCHnrW6Z9uYYLyVlM7B/AS/d1n3a4ob+sjXvfUf32Zsa884BC/9I92hkn708ZhbWJEcsORVFS0fmFRcp+3wW/7+7u980Z4+vFgvBBPB06gOHensTl5DJ3wx9klHT9sJ+JWPHukbWw+lVWW4OJuGO/gQBzO17qMYT8KhnL4jUvQrkVmEgafwc1LWisqVbWuRfo8k/2gICAVsuvXr3arv1iYmIA+OGHH1i3bp3GOk1tZmYqvgYTEhKQy+WYm5vj5+en/clrYP78+axatYoPP/yQ1atXM378eIYMGcKIESNUvGpt0XSOgYGBGrf7+PggkUioqakhMTGRXr16qWz38vLSuJ+trS0AMlknY0u0QkvHtrGx0Wp7d5zbS+GhamUrT59v9WF6u2gastnUwpDNoj0H+Wnag/z48APsv5pIWnEJ/rbWDPF0Jz43D39bG+q1nLM1f4T6dVl98jxlVbf3uuiImv4r4pXfd3I5Ow+Ay9l5vLh+B3sWzuPRgX345uBJ5C3MVWqL58epa19zpPu1m0r1+eHpyVgaS/m/9btJyVP1IIiaaX9t9U7iMxXa4zPzWPjrDna+M4+ZYX349u+Oawd4YbS6/t8iul+/maE+P8ybjKWRlLc37ialBW9hcxaOC2Ni3wCOXUnm54NRWh/rjur3jVM0Nl1sfaj2zZ17eXPnXoz1JQTa2fLq0DC2zn2U+Vv/IjI1/VacaqdxNjJnWfgMdEU6vHxyK0U193j+xX8QXW7kNRkdN9M0zFpWVqZxe/Ph1OaUlCjmKl261Pachqbh2tJSxReQubl5m/u0RZ8+fTh69Cjvv/8+Bw8e5KeffuKnn35CJBIxZswYlixZ0qKB2pwmQ6el6yMSibCxsSEzM1PjNWrp+jQNi3dnuEOpVKqxvGnVbFvbO3Nu1dXVVN/0AG+orWXBkEFqdbfExFFWXd3ml7ZxY7mshS+95siqq5UeAvV2WvcYgmKYNdjFiZTCIpWQC82JSE7l0TUbmR82kFA3F4Z7e3A1r4DnN+9gkLsL/rY2FFZoF47gxRHq12Xr+TjKqqqVL3tjgzauSze8MJs8ZdmlZUoDr4nC8kouZmYz2MsNLxtL4m/ari0vjFPXvj3qJu2GLWhvvCbl7dRuaqjPsuem4mVnxUd/HOCvs+rDck3ac0rKlAZeE4WySmJSsxnk54annSVXsjqmHWD+GHX9286q6jdp496Xt9MgNDXUZ/nTU/G2s+I/2w7w1/m25wY/PzqUZ0aGEJmQxsLVf1LfjufDgnAt+n1bv+9/SL9XP2YNUWkZPLVxK3uemcvn949jxI8runR+W5lc4TE1bsFbZ6wnaXeMO0epGWuGP46lvpT5JzYTmadd3MPuosmD15K3zlii36KX726ky428vLw8jcOKubmKVS7N56JpQ9M8uH379jF69Git9mk6RnFxcbuO1RKhoaHs2bMHmUzG8ePHOXToEOvWrWPv3r2MGTOGS5cutWlQNuloug4309DQQF5ensr5CyjmKH7wwQcqZRYjx+LTyryapjkzbi3MmXEzNye7TEalvLbN46cUFtPP2RFrI6na/JymuX8phS17LqYpvXitBxmNzsrmmU3b1crnBiuGvGNuCr7aEgHvtRxeJrWgGAA3K83XxdXSnJxS7a5Le0lu9O605FUqbVyl25k5YUGvtqw9La8YADfrFrRbm5NTIqOyRnvtplKFgRfobMdHmw+w6WSMxnopjTHzylpYiVzWBdoBerzZiv78YqBl/S5Wjfrbce/NGg28QCc7Ptx6gE2nNOtvzvOjQ3lxzCCiEtOZv3K7xlXWreHzacsaUwqLgVb6vUUX9/sW5v4BTFN68bQLLtwcWU0NF7KuM9bXGzcLcxIL1OfPdZSUxtAo7saWxBZlq2wzFRtgaWDE2XztvYdOUjPWDJ+FrYEJC07+waHrCV12rh2lKTSKh6kFlwpUn5umEn2sDKScydHO8L4b6PI5eZcva44m3VTe3vykTcOb2njymmga+iwuLubKlSvtOl5rGBsbM27cOD799FPi4+Px8vIiMzNTq0UPTbrj4uI0br927Ro1NTXo6uq2OPx5L/L2229TUlKi8mc5vHVj/1Sa4iEV7qG+Sqy3oz1mhgac1vLruukrPNzDTW3bEE9F2el0zW3pikQ81DMAeV0dW2M03/fWcDQ1ob+LE9fyCrpkpd3pFMV1CfNSvy69nBuvS0r3PPyiM65TWSPH2cIMiZ6u2nYvG8Vk78yi7gk/cDpRoX2Qn7r2IFd7TKUGnE3UXntzA++TLQf5/cTFFutGpzZqt9Ks3cOuUXth94VeiEpS6B/so0G/iz1mUgPOaBEjr4nmBt7H2w6yIbJl/U280MzAe/7XbVR18cdEq/3ewR4zg3b0+/RW+n1jWUttdbbfA9gZK0ZuunqValSuwssWbu+ptq2pLCpPu4UzTlIz1o6YhZ2hCQsjt7A/S/NUrFvNqWzF72CIo7vatqFOHip17gW63Mj7/vvv1cpqamr45ZdfABg7dmy72psyZQoAP/30E1VV2k3ONTQ0VB7niy++aNfxtEUqlRIUpIi5lJWV1Wb9cePGAbBs2TKNOr755hsAwsLCWhyavRfR19fH1NRU5U/Uxuq4lMJiotIyGOTuyjAvd2W5no4OrwxVTHD//YKq18FYX4KnpQU2N137P2JikdfV8fzgEOVwDyiCoj7UM5DUomJOpmh+YIzw9sTG2IgjiSnkaVhM04RUrB7l1lhfwheTxqOno8MXh1uOL9keUgqKOZ2SQainK0N93JXlejo6LByluC6bzqpfFw9rC2yMO/ebrKiRsyP6Mkb6Ep4fNlBl2wO9A/Cxs+ZMaiZ5sq5N39REal4xZxIzGOjjypAAd2W5no6OctHD5sibtBtI8LC1wNpEVbupVJ/lzz1MoLMdi7ceYn1EdKvHrqyR89fZy0j1JTw7RlX7xP4B+DhYczYpk/w2ggF3htT8Yk4nZTDQ25Uhfu7Kcj0dHRaMa9QfpUG/jbp+M0N9fnn6YQKd7Phk+yHWnWxdPyiGkuePGcSZpAxe6AYDDxQe/Ki0DAa5uTLM011ZrtLvo7Xs9xcb+/2gVvp9C/PllP0+qeV+L9HVpY+j5pBRU4MC6e3oQEphEamNoxJdxYncZNJkRTzg2pMA8xuRKoz0JLwYGI68vo4/km/cTwuJIZ4mVlhIVLPZNDfwXo7cwr7MrnOmdJbj11NJLS3iQc9AAi1vTI8y0pPwUu9ByOvrVIITW+gb4mVmiYV+92Vgup10+XDtzp07+frrr1mwYAEikYjKykqee+45srKycHFxUckOoQ2TJ08mNDSUyMhIJk2axA8//KAS3666upr9+/fzxx9/sGLFCmX5+++/z549e1i+fDk2Nja8++67yrljcrmcLVu24OTk1GYYleeff57hw4czadIklblnR48e5cABRRaCfv36tanjkUce4T//+Q9paWnMnTuX5cuXK4dw16xZw08//QTAW2+9peWVEWiN93cf4PfZM/h+yiR2xV8jt0zGEE93Auxs+P1CjFrU+7G+3nw2cRxbLsby5s69yvKUwmKWRkTy6rAw/npyFrvjryEVi5kY6Ieerg7/t2tfi1Hvp7Wx4KKJ0b5e/GtYGJGp6eTIyrGSGjLKxwsrIylfHTmuFiS5M3zw5wHWPTWDpY9MYvclxXUJ93HH396GTWdi1LJdjA7wZvGUcWw9H8s7W/eqbHt93BAsGlf/+jbGuntj3FAqahRzlZYdO60cpgVYsv84IR7OPDdsIP1cHbmUlYObpQUj/DwprqhikZYp1TrKh5sP8NuCGSyZN4k9F66RVyojzN8dP0cbNkfGqGW7GBXkzUePjGN7VCzvbrihfcncSQQ425KUU4CZ1ECrBR9f7zzOAC9nnhkzkL4ejsSm5+BmY8GwQE9KKqr4j5Yp1TrDh1sPsOaFGXwzexK7Lyr0h/s26o+KUct2MbqHNx9PH8e2M7H836Zm+mdNIsDJlsRchf62Fnw81D+QF0aHIq+rIyYjm3nDBqjVP52Uwel2eBJb4v09B/h9VrN+L2vs97at9Pv7x7El5qZ+X9Ss3z8xi91XGvt9QGO//7tz/V5fT49Nsx/hSm4+l3PzyCmTYaIvoZejPT3t7ZBV1/DWrr0t7t9R6hoaeOf0X6wY+ijrR8zmr7RYZLXVjHXyx9XYgi9jDqmEV5nlE8yCHkP5JvYo38QeVZavHTELZyNzzudn4G9uh38zg7GJ5vVvJXUNDbx1fA+rxk5j44RH2ZF0GVljWjNXE3M+P3tUJbzKnIB+vNw3jCXnj7PkgmpKty/Cb2ShspEaq5V9fPowRdU3FpnM8OlFsJ0TAH4WioWHM3x7KWP37U27xt60Wzuk3eVG3kcffcTLL7/Mp59+iouLC1euXKG0tBQDAwPWrFnT4iT9ltDR0WHLli3cf//97N+/Hx8fH7y9vbGysqKsrIyEhARqampU4ucBDBgwgBUrVvDEE0+wePFivv76a/z9/amsrCQ5OZmqqip+/fXXNo28kydP8uOPP6Knp4ePjw8mJibk5OSQmqpwez/++OOMGDGiTR1SqZSNGzcybtw4fv/9d/766y8CAgLIyckhPV3xRfjuu+9qTG0m0H4SCgqZumo9rw4NY6inO0YSMalFxfxn7yHWnL3QrrZ+OBFFZkkpc4L78mi/Xsjr6jiXmcXXx04Sc13zXDlbYyOGermTUybjcGJyq+1fzcsnPjefMA83LKSGyKqruZCZzYqos1qlYGoPiXmFzPh5PQtHhTHExx2pRExaYTEf7TzEuqgL7WprXKAPThaq8f3G9fBR/v/W83EqRl5xZRWPLNvAC8MHMTrAiz4ujpRUVvHnxct8eyiSjCL1gNBdSVJOIY8uWc+C+8II93dHqi8mLb+YxVsOsf74Ba3bcbRUxC70tLPSuNgDbiz4aKKkoorHv9nA82MHMSrIiz7ujpRUVPHX2cv8sCeSDA0ZJLqaxNxCZn67noXjwhji13jvC4r5ePsh1p+8oHU7ThYK/V62VhoXe8CNBR8Ajo31xbq6zBuqbuABfLfvZJcYecp+P+ymfr+vA/3+ZLN+3/emft/CHFlbYyOGerbd7yvlcr4+doKBri4McnPBQmpIbV09mSWl/Hr6HL+ePsf1Us2LFDtLZF4qMw+tYmGPoUxwCUSso8u10jyWRB5hR5p206KcjcwB6GvtTF9rzUGhb5eRB3AyO41pu9bySt9wJrr7IdbV5WpRPl+ei2B7kvZD6A/7qGdIaV625MJxFSMv2M5JbZ9gO2eC7RTXKENWesuNvG7NXRsbG4tYLGbYsGF8+OGHamFBQDV3bWt5S6urq1mxYgUbNmwgJiaG8vJy7OzscHNzY8yYMUybNk3jKte4uDi++OILDhw4QHZ2Nqampri5uTFp0iSeffZZZZaFlnLXHjp0iO3bt3Ps2DHS09MpKSnBwcEBf39/5s+fz8SJE5Xaoe3ctampqcrctdevX8fIyIjg4GAWLlzIhAkT1Oo3z13bPEVYEy3lnW0P2uSu1aSlrWO3dO5ttdsW2uSuvVvpbO7aO53O5K690+ls7to7HW1y196tdFXu2juV9uSuvdvobO7abjHyBAS6E8HIu3cRjLx7F8HIu3cRjLyO0725dAQEBAQEBAQEBG4LgpEnICAgICAgIHAX0vWZyAVuKy+99BLnz5/Xqm7fvn1ZunRpN5+RgICAgICAwO1AMPLuMmJiYjh+/HjbFQG9NuLNCQgICAgICNy5dNlbXlhw8c+gI6tVBQQEBAQEBO4+hDl5AgICAgICAgJ3IcJ4ncAdR8M9/GnSIGq7zt2MSBgwuGcRdW0a1zuKurp7+KEHNNzD976z3HW/nOjoaCZOnIilpSU6OjqIRCJhCLMVUlJSEIlErQai7g5++uknevfujYGBwW05voCAgICAwN3OXeXJy83NZcSIERQVFeHk5ERAQAAikQgzM7O2dxa4ZSxbtoznnnsOHR0devTogampKQ4ODrf7tAQEBAQEBO4q7iojb8OGDRQVFfHggw+yZcsWdHTuOkdllyMWi/Hz88PJyemWHfOHH34AYOPGjUydOvWWHVdAQEBAQOBe4q4y8uLj4wEYN26cYOBpiZOTk/K63SqajqcpV29X4mZhzr+GhhHq6oxULOH/2zvvsCiuLg7/ZissvXdYehMUC6jYe429d01XE02PJjHFRJOY2BI/0+y9995FRSwoiggivfey1C33+2PZgWUXWKQK8z4PD3Bn5s49M3PvnDn3nHPjcnOx//ET7Hr4GPV17Rrt6Y65XTvD1dQEYpkUocmpWBd0B09rWKgcAALsbDGvW2f4WVtBj89DdnEJnqSlY0PQHTzPzFLa18nYCAt7BqCngz0MtPjILCrGxRcvsfHWHeRXWei+MXAwNsSSgYEIcLSFgMdDfHYuDjx4gj33HkPTIHktLgfTuvnC28oCXlbmEJoYgcWiMHDtf0jOK1B7zI65E+HvaKd2280XcXhr19FXFUlj7E0NsXhkILq5yGVPyMrFoTtPsP+W5rK7W5thUEcX9HBzgK2JAXS1ecjIL8KtiDj8c+kuMvKVl6Dq6myLLYsm1VpnYlYeRv649VXF0hh7E0N8OCwQ/k62EPB5iM/KxaG7T7A3WHP5PazMMNjHBT1cHWBrbAA9LR7S84twKyoOf125i4wCZfkNBFoY0sEVfT0d4WJhCgsDHRSVifE0KQ07g0JxKyq+UWV0MDLE0n6B6O5Q2e8PhD7B7gf17/ejvNwx178zXExNIJZK8Sg5Fetv1NzvAxxs8WZAV7iZm8JIWxsZIhEep6Thnzv38DxDuc9feX8+bA1rn2WavvMA7icm17PVlfgaW2GJT2/4mdqAy2LjRX4WtkaG4ET8M42ON+ELMNm5IzoYWaGDsSXsdA0BAE57f6rxGArATNcumOTUEc76JpAQGZ7lpuPf53dxOfnFK8tSE76mlviocyA6m9uAy2IhKi8bW57ex/GYCI3roADM9vTDNI+OcNQ3QpFYjDupCfj1wU3EFeTWuP9kN184GxpDIpMhPDsD/zy9h0sJ0Sr7xy+oe2my7vv+h9SiQo3brCltSskrKZEv7Kmtrd3CLWGojea4Ty4mxjgwcwq0uFycfR6FtEIR+joJsWLwALibmeGr85c0ruu97t3wcd9eSM4vwN5HYRDwuBjl6Y4DMyZj3oGjuJuYpHpMD3983CcQaYUiXHzxErklJTDVEaCzjTXczUyVlLxO1pbYPmUCtDgcXHrxEgl5+fC0MMPcrn7o4+iAybv2I6+0tFGui7OZMfYukF+Xc+FRSC8UoY+LEF+PHAB3CzN8c1Kz62KiI8DnQ/sCAJJz81FQWgpDgWb384+rd1TK4nPyNJbhVXGyMMaOD6dAm8vF+UdRyMgXoZenEMsmDICbtRm+P6CZ7F9PGogO9pYIT0zD2dBIiCVS+DhYYkqvjhjcyRVzNx5AXEbliyElpwD/O6cqMwAEuNmjs5MNbj9vXEVHHc7mxtj1vlz+c2FRyCgQoZe7EMvHDoCblRm+PaKZ/N+MHwgfW0s8TUrD2ceRKJdI4Wtniak9OmKIjytmbz6A2MxK+Yf6uGHF+IFIyy/E3ehEZBSIYGGgh8EdXNDb3RG/nr6BbTceNI6MpsbYP7ui30dUPN/OQnwzdADczc3w9VnN+/27Pbvho37yfr8vVN7vR3q6Y9/syZi/7yhCEpT7/ayunfD1kP7ILynFhcho5BaXQGhiiGEerhjq4Yq39x/D7bgEev/t90Khr8VXOa+RtjZmdu2EvJJShKWkvfK1CDC3x7Z+UyGWSXEq/hkKxWUYaueOdT3HwlbHEJue3a6zDhcDU3zasT9khCCuMAfFknIIOLWvI/tH4HgMt/dAXGEODsQ8Bo/FxmBbN/zTZxJW3D+PnS8a514DQHdLO+wYNgliqQwnYyNQWF6GYQ5u2NB/NGz1DPDn42CN6vkpcCime3REVG4Wtj17CFNtHYxy9EBvGyEmnNqNF3nZSvtvGjAGIxzdEVeQi/2RYeCxORjs4IL/Bo/HN7cvYnuE8oIEax+qz10r1DfEOBdvvMjNahIFDwAo0gYS3H377bf47rvv1G7r27cvrl27hqdPn2LVqlW4ceMG0tPTIRAIYGZmhm7dumH27NkYNmyYyrGRkZH47bffcOXKFSQnJ0MgEEAoFGLUqFF49913VfzIwsPDsXr1aly9ehUZGRkwMjJCr1698Omnn6J79+4q9c+dOxfbt2/H1q1b0bdvX3z33Xe4ePEi0tPT8dVXX+Hbb78FIM9BuH//fvz33394+PAhRCIRbGxsMGrUKCxbtgyWlpavfO3i4uLg6OgIBwcHxMXFKW2jKIo+/9GjR/Hrr78iLCwMOjo6GDZsGH7++Wf63Fu3bsUff/yB58+fQ0dHB+PHj8fPP/+s5A8pFAoRH6/+ZbZ161bMnTtXoza7/Ly2zn32TJsEf3tbLDh4FNdj5HJxWCz8N2kcAoX2mLn3IIITVJWz6jgYGeLcgtlIzMvH+B17ISovBwC4mprg8KxpyCwqwpB/tkFapRsNdHHCXxPG4EJUNJaePIMyiVSpTjZFKe1/Zv4suJmZ4p3Dx3E5OoYuf9O/C77o3wd7QsPwzYXLchmK62xyreycNwndhLZ4e9dR3HgRJ6+TxcLfM8ehp7M95mw9iLtxdV8XAY+LTrZWCE9NR35JGf6ZOQ69XYUaWfI8VtR9/2qCp75qjdiycBK6utji/b+PIigiDoBc9k3vjEN3N3ss+PMg7kXXLfvUXh0RFBGHpOx8pfJ5A7pi6ejeuPEsBov+Oa5Rmw5/Oguu1qaY8ttuRCRl1LqvtIFrtG97ZxK6Odni3S1HcTMyDoBc/s3zx6GHqz3m/XUQITF1yz+9R0fcjIxDYo6y/Av6dsVHI3rjekQM3t9WKX+Asx34XA5uRsYqWQuFpkbYu2gqtLlcDF79HzILlS2A1RFr4Fq9a6a837+1/yiuv6yU8d8p49DT0R6zdh/E3XjN+v2Zt+X9fuK2vRCVyfu9i6kJDs2dhkxREYb9VdnvOSwW7i55FwAw8p8dSCsU0XUNcnPGpolv4E5cAubsOVznuef7d8YXg/pix71QrLx4DQAgcSypW/gqsCkKF0e+AyuBPiZc3I5nuXLLow6Hh0OD58BJ3xhDT/+NOJGqlaoqplo6cNQzxrPcdBRJynFx5Dtw1jep0ZI33M4Df/Yaj/uZiZh1dS/KpBIAgBFPG8eHzoOZti4Gnf4LyUX5ao+vCWmxqj2KTVG4MvFNWAr0MP7ULoRny/uPDpeHo6NnwMnAGIMOb1FriatKDyt77BsxFXfTEjHz7AGUy+TjdaCVPXYNn4KQtCRMObOX3n+E0A3/GzgW99KSMOPcgUoZ+do4OWY2zLR1MPDwv0gS1T1Yfdd9IOZ6d8EPd6/g36f31e6jiRWwNtrEnKa9vT0CAwNhbm4OAHB1dUVgYCACAwPh4+ODkJAQ+Pv7Y8+ePSgsLISXlxfs7OyQmZmJvXv3YvPmzSp17t69G76+vvjnn3+QkpICLy8vmJubIzw8HN9//z3Onz+vtP+JEyfQpUsX7Nq1C0VFRejYsSMIIThy5AgCAwPxzz//1Nj+yMhIdO7cGfv27YOlpSVcXV1pBUssFmPKlCmYNm0aLl26BC0tLXh6eiI9PR0bN25E586dERUV1YhXU5WNGzdi/PjxSExMhIuLC/Lz87Fjxw4MHDgQpaWl+PDDDzF//nzk5eXB0dERubm5+OuvvzBmzBilJNndunVDYGAg/b/iHgUGBsLCwqLR2is0MoS/vS3uxCfQCh4ASGQy/H5D/kU1uaOPRnVN9PEGl83GpjshtIIHAC+ysnE0/BkcjAzRw0F5CvLTvr0gKivDZ6fPqyh4AJQUPAdDA7iZmeJxSpqSggcA/4U8QE5xCcZ6e0Kb23Cju9DEEN2EtgiOSaAVPEB+XdZdll+XSV00uy7F5WLcjklAfknjTiU3FQ5mhujqYouQFwm0ggfIZd94Wi77hO6ayb4v6LGKggcA268+QEmZGF2dbTWqx8feEq7WpohIyqhTwWsoDqaG6OZki7vRCbSCB8jlX39eLv9Ef83k33PnsYqCBwBbbzxAcbkY3ZyU5b/7MhE3nseqTAfHZeXiXFgUuBw2/ITW9RNIDULjin4fl0AreEBFv79e0e87aSbjBF95v998K4RW8AAgOisbx54+g4OxIboLK/u9obYW9LT4iMrMUlLwAOB6dCxkhMBER6DRuSd26gAAOPT4qUb7q6OHhRBCPWOciA+nFTwAKJKU44/wIHBZbEx08q2znqzSItzLTESRpLzOfQFgsK0bAGBT+G1a+QGA3PISbIm8Bz6bg0mOdZ9XE3paO0Cob4QTMc9oBQ8AisTl2BB6B1wWG5NcO9RZzzR3eXvWPLhJK3gAcCs1ATeSYtHdyg6O+kZ0+RAHVwDAn4+DlWUsK8F/4fehxeFgkmvdzxmfzcZYFy+USSU4Eh1et8CvSJtQ8ubPn4+goCAMHz4cALBs2TIEBQUhKCgIGzduxA8//ICSkhIsW7YMGRkZePToEZ48eYK8vDzcu3cPkydPVqrv/v37mDdvHsrLy/HZZ58hMzMTDx48QEREBAoLC7F37164uLjQ+6ekpGDWrFkoKyvDhx9+iPT0dNy7dw9paWn48ccfIZPJsHDhQoSFhalt/6+//oo+ffogJSWFPs/nn38OAPjmm29w8OBB+Pn5ITQ0FMnJyXj06BGysrLw/vvvIzU1FTNmzGiiKyvnyy+/xJ49e5CYmIhHjx4hOjoaLi4uePbsGaZNm4bt27fj0qVLePnyJZ4+fYqHDx/C2NgY169fx7lz5+h6Dh48iKCgIPp/xT2qeu8agwB7+eAbFJugsu1xahryS0vhb6fZizjAXr5fUJyqBfJmrLysal3uZqZwMTVBUFwCisVi9HES4u2ArpjVuRM8zExV6jDR0QEAJOWrvjQJgNSCArnVzLrh0cf+FS+lWy9Vr0tYchryS0rRTajZdWkIIzq44e3e3TAroBM62TZPVHVXF7nstyNVZX+SkIaC4lJ00VA5qwkCAimRQSLTLKnXuO7yF9CR4Fd/mWuKv1OF/C/UyJ+YhvziUnR1arj8Mpnm8gOARCpT+t0QFP3+lpp+H5Yif7797TWT0d+hot/Hqvb7oJiKfl+lrqyiYuQUF8PNzBQWujpK+/dxFoJFUQiOS6zzvH42VnAxNcGTlDQVH7760N3cHgBwMzVWZZuizL9in8bEVEsue2JRnso2RVkPC2GjnKu7pfx+30iOU9l2I1kuY3cr9T7AyvXYo0hcjvvpqr6P1yvqCahSj6l2hYyFeSr7JxbKx/Ge1nVf22EObjDka+NSQjRySutnqa0PbconryZevJA7e37++efg8ZTnPLp27YquXbsqla1YsQJisRjz58/Hzz//rLSNy+Vi6tSpSmWbNm1CQUEBOnXqhHXr1tHlLBYLy5Ytw61bt3DmzBmsWbMGO3bsUGmfmZkZ9uzZAx2dysFBS0sLmZmZWLt2LfT19XHixAnY2lYOKtra2ti4cSPu3buHe/fu4ebNm+jdu3f9LoyGvPnmm5g2bRr9v62tLT799FO88847OHbsGNauXYuBAwfS2318fPD2229j9erVOHfuXKMqcJogNDIEAMTlqjfTx+fmwdfKElocDkolErX7VK1LVFaOrCLVedL43Dz5PsaVX3k+lnKLZF5JKfbPmAw/G2ULxfHwCHxx5gLEFS/CnGJ5vbZq0vxQAKz09QEAjkZGuBNf90uiNhxMDOXtzlZ/XRJy8uBjYwktLgel4tqvS0P4fdJIpf/DktKw9ODpGqd5GwMHU0MAQEJmDbJn5aGDfcNkH9zRDbpafJx/VLdlXYvLwTA/N5SWS3DmQdMHPtlXyB+fpV7+xOw8dLBrmPxDfOTynwvTbGZBwONiiI8rSsUSPIh79eACBQ7GhgCAuJwa7nFuHnysNez3xjX3+7gK/1GHKv0eAH64cBW/jB6GE2/OwqWoaOQUl8DB2AgDXBxxIfIF1l6v2wduYke54n+gAVY8ABDqGcvbWpijsq1AXIrs0mJ6n8Ykp1R+vex0DPGyQNmPzU7HEADgqN8453U0kF//2HzV+11QXobskmII9Y1UtlVFm8OFhY4unudkQqbGc00x1VvVkkfLqGeI6Hzl62unZ1DRtrplnFJhQdwXqd7401i0CUteXdjZybXwAwcO1LlvSUkJLl68CAD47DPN5sIvXLgAAFi0aJHa7R9++KHSftWZMGGCkoKn4MyZMygrK8PQoUOVFDwFLBYLo0aNAgBcv35do7a+CgsWLFAp69SpE/33/PnzVbb7+fkBAGJiYlS2NTV6fLkzc2GZ+ikGxfSLYr/a0OXzISpXPyUpKiurqKfyw8FEIJ+SmejrLXeg3nsQvr//gTe27sLD5BSM8fbEkt496f3jcvMQn5uHjtaW6OfkqFT//G6dYVwRzKDOQbu+NOZ1eRUuPX+JN3ceQa9f/0KnlRsxZtNOHHv0DL62ltg6ZwK0GmFKuiZ0tStkL1Uve1FFuWK/+mJhqIsvxvVDSbkYf56p+2U+pJNcIboY9gKFjRw9rQ49rdrlV9x73Vd8ziwNdLHsDbn8G8/XLT8ArBg/EKZ6OvjnagjyixseWKR4bkU1Pd/l9ez3ZZr3ewA4/SwKb+0/BimRYVInH7zT0x/DPFwRn5uPI2HPUFRe+5SngMvFcE83FJeLcSo8ss421oYet+J+i2uQQVxG79OYXEt9CQB416sHeCw2XW7I08Y8925KbWsoerwKGWsan8Vl9D6vWkeh4pmpUs/VJPk77b2OAeCzq8jI18IC7y4AAP06zmuna4AeVvZIEuXjphpLZGPSLix5S5YswaVLl/DWW2/ht99+w9ChQ9GrVy/0798fJiYmSvtGR0dDLBbD0NAQ7u7uGtWv8Inz8vJSu93b2xsAkJ6ejoKCAuhXWGcUeHp6qj3uyZMnAIDg4GD06tVL7T7p6XJ/i+Tkhn8J14Szs7NKmZmZGf27ujxVt4tEIpVt9aGsrAxl1QZbIpHgw76q12Pr/VAU1jAwNxcsSvGbwgfHT+NZRiYA4FlGJt49cgJX3p6HWZ07YX3QHZRL5f4f3168gr8mjMFfE97ARUV0rbkpejsK8TwjEx7mZpDKNIuPWtRPNcBne3BosygSdbEjWDniLDI9C18cPQ82i8JoX0+M9/PGnpDHr1z/e0NVZd91vell1xfwsemtcTDWFWD5nnOIq8FaWJXxFVO1Rxtxqvb9Qary7wxqevkNtPn437xxMNYR4MsD5xBXg7WwKh8ODcQoP0/cjIzF31dCND7X4t6qMm4Lafl+DwDjfb3w/bCB2P0wDLvuP0KGSAQnY2N83D8QmyeNwQ8XrmLn/Uc1Hj/Cyw26fB6OhIXXqRC2Vk7Gh2Oiky96WghxbsRbuJ4aAy7FwmBbN2SVygNr1FnMXidOvIzAZFcf9LR2wPlx83E9KQYcFhtDHFyQVSK38tUl42Q3H7AoCgejntY7rU99aRdK3siRI3H69Gn8+OOPCA4OxvPnz7F+/XpwOByMGzcOa9eupZMBFxTIp4wMDQ01rl+hyCgCP6pTNaigsLBQRSlSZ8UDgPwKP63ExEQkJtY+VadIS9IUCASqDsOKwBB126pub2jw9qpVq1Qip40GDsEHyz9V2ffwk2coLCujB/zqX9oKdCvKa7LQVUVUVgbdGr7KdNVYxhR/pxUW0gqegpziEjxKTUMvoQOcTYwRUbH9Zmw8pu0+gIU9A9DDwQ79nR0RlZmNd4+cQE8HO3iYmyGnRLOw2kX9e6iUHX30DIWl9bguzfzCPPQwHKN9PdHZzrphSt4wVdmPh8hlF1UEiOhpqZddp6K8qJ4KkZ42H/+8NwHOliZYeegyTmsw9So0M0JnJxvEZ+bi/su6Iz01ZeFgVfmPPai496W1y6+49/WVX1+bj3/fmgAXCxN8f+wyToXWLf97g7rj7QH+CI5OwIc7Ttbrpb+4t6qMR8KU+71uTc83r579vgaLn7p+72hshO+HD8K16BisulQ5qxKRkYn3D53EuXfm4KN+gTj8OBzFYrHaeidVTNUefNRwxV9hwavJaqbL5ddo5WsIUkIw/9p+vOvVA284eGOqcycUistwISkK/0YE48ro95BT1sAUARUorG81Wet0ufwaLXSa1qFX8cxUrUdKCOacP4T3OgZgjJMXpnl0RGF5Gc7Hv8DfT+7h+qS3kF1as4wUgImuHSCVyXAgqmmnaoF2ouQB8sS7I0aMQE5ODm7evInLly9j7969OHjwIKKjo3H37l1wuVzo6ekBAPLy8jSuW1dXF/n5+cjIyFBr9VJY2wDQ9WtaLwAsX74cK1eu1Pi4tsSXX36Jjz76SKnMb+NftaZRiVP4yhmp98dwMDJEWqEIJRr4HsXl5qGzjTVMdQQq/jkOCt+/Kj5AMRV/F9TwslS8bLU4yl3vcWoa3j6smnZjXlf5tPeT1JqTLleltvQk8dl58nabqL8u9saGSC/Q7Lo0JrnF8g+Uhk7X+i6tRfasPACAvVkNspsaIj1PhJJyzWXXF8gVPE9bC/x46DIO3Xmi0XGKgIujdxs3os7785rlT6iQ38FUvfx2JoZIz6/fvTeoUPC8bCzww9HLOHi3bvnfG9Qdiwb3QMjLRCzcdlxt9HltuP1Uyz2u8JUTGtdwj40Mka5pv8/JQ2db9f1eWOH7F1+l3/dycgCPzVabnqVcKk+ePtrbA04mxmoTKTubGsPP1hovs7LxICmlzvbV2f4KXzyhnjGe5irn2tPnasFES4D7mQ3z8a2JcpkUG54GYcPTIKXygIpAjyc5qY1yHoUvnqOBEZ5mK19TfR4fJtoC3E+v/SOqRCJGepEIdnoGYFGUygeHwqcvtloalnKZFOtDb2N9qLJrgiIY5ElmzfkN+9k6wVpXH9eSYpDSRLnxqtIufPKqYmxsjDFjxmDDhg14+vQpDAwMEBoaivv35TlqXF1dwePxkJeXh8hIzfwi3NzkYePPnqnPIh4eLh/MLSws1E5t1oRi+vfp06aPvmut8Pl86OvrK/1QnNqVgbsJ8sGrl6NqhFNHK0sYaGkhRE0CY3UoEp72EjqobOvtKC+rWtejlFSUiMWwMzQAr4q/hgJnE7lDblJ+3UEG1vp66GJrgxdZ2YjKyq5z/7oIqYjuC3RWvS6+NpYw0NbCPQ1y5DU2HW3luRabMvDifrRc9p7uqrL72FtCX6CFB/WwqlVV8H46fAX7b2n2Rc5mURjd1RNiqRQn7mm26kBjEBJTIb+rGvntLGEg0MJ9DXLkKaiq4P147Ar2Bdct//tVFLz3th5r9OAeRb8PVNPvfa3lz3f1BMY1cU/R7x1V+30vp4p+X6UubsUKS0Y1JARX+NaWS9XLTFvxHjeO4n83Qx5h3NvKUWWboiwkQzUKuSkZ4yB3Wzqp4WobdXE3TX6/+9gIVbb1sZHLGJxatyIbnJYIHS4PXS1Ul/bsW1HPXQ3qAYCxLvJ39omYmi3aU9zk6VX2N3HAhYJ2p+RVxcLCAo6O8puYkiL/etLW1saQIUMAAGvWrNGonqFDhwIA/vjjD7XbN2zYoLSfpowcORI8Hg9nzpyhI4QZ6iYuNw8hCUno4WCPvk5CupzDYmFpH3nQw4HHylYHXR4PTsZGMKs2dX7oSTjEUine7+FPT/cA8mTI47y9EJ+bpxT1WiwW41h4BHR4PCzsGaBU11hvT7iZmeJeYjIyiyoTvwq4XBUZdHk8rBk1DBwWC2uuB6lsfxXisvNwLy4J3Z3s0cdVSJdzWCx8OFB+XQ4+qHZd+Dw4mhrBTFe9S4Gm2BoZqK3DydQYSwbIcyeeedowZ/PaiM/Mw/3oJPi72qOXp5Au57BYWDRCLvvh4Gqya/EgNDeCqb5yu+UK3kR42lpg9ZGr2Bek+RRzHy8nmOrrIOhZHLIKak/+25jEZ+XhXkwSAlzs0dtdSJdzWCx8MFQu/6EQVfkdzYxgqqcsv4E2H/+9NRFeNhb46fhV7LlTt/wLB/fAwsE9cD8mCe83gYIHyK1vIQlJ6CG0R19nIV3OYbGwtG9Fv3+k+nw7maj2+8Nh8n7/bqC/0vSvi6kJxnbwQnxOnlJKFIX1bUonH1jo6SrV1d3BDgEOdsgUFSE6SzXalcNiYUwHT5RLpTj2pHEUoNvpcYgvzMUbDt7wNKx0I9Lh8LDIuxfEMikOx1ZeCyOeNpz0TGDEa/gqRLpqVsQYbueBSU4d8Tg7BeeTGqef30qJR3xBLt5w8oKXcRUZuTx84NcDYpkUh15UGkiM+NpwNjCGEV9Zxr2R8uf3ky69aWUdkCdD7mPriODURBVLni5XVcYRQjdMdvXBo8xUnItXH2FurKWNgfYuyC4pxkU1y581Be1iunbq1KmYNWsWBg8erJRC5dChQ3jy5AkoiqKjQQF5CpXz58/j33//hZmZGb766iva90wsFuPIkSOwsbGhgyHee+89bNiwAY8ePcLSpUvx888/g8fjQSaTYc2aNTh9+jS4XC4+/vjjerXb2toaS5YswS+//IKhQ4diy5Yt6NevH72dEIJ79+5h69at+PTTT+Hk5NSAq9S2+ObCZRyYOQX/GzcaZ56/QLpIhD5OQniam2H/4ycqq10McXPBLyOH4vCTcHx+pjIKOi43DxtuBePjPoE4PX8WzkW+gDaXi9Fe7uCwWVh+7qJScmMA+O36LQTY2WJhzwB0tbXGk7R0CI2MMMDFCXklpfi62pJqg12d8XHfQNyJT0SGqAgmAm0MdHGGiY4Av9+4pZIkuSF8e+oy9i6Ygj+mjsbZ8BfIKBSht4sQHpZmOPDgicpqF4M9XbBq3FAcDQ3Hl8eUo8M/G9Kbtly4WZhWlPVBcYXT+N9B9xBb4YTfzcEG378xCCGxSUjIzUNRmRgOJobo6+oIHoeNP68F43HSqy/hpAkrD13Gjg+nYN380Tj/6AUy80UI9BDC3cYMh+88UVntYoCPC1ZOH4rjIeH4em+l7GvnjYanrTli0rNhINCqV8CHIuDiyN3mt87/cPQydr0/BRtmj8a5sBfILBChl5sQ7tZmOBTyRGW1i0HeLvhx8lAcux+O5Qcr5V83azQ8bczxMkMuf10BH2O7eOH9Qd0hlkrxJCkN8/p2Vdn/XkwS7tXDklgTK85dxv7ZU/DnhNE4G1HZ7z0szHAg9InKdOpgNxf8PHoojoSF44tTVfp9Th423gzGR/0CcfLNWTj/XN7vR1X0+6/OKvf7xylpOP4kAmN8PHH27dm4GPkSmUVFcDI2Qn9X+bi88uI1tf6HA1ydYKIjwPnnL5BT3Di+1VJC8GXIGWzrNxX7B83CyfhnEFUsa2ava4Q1j68htkp6ldluXfGhT2+sf3IT65/eVKrrl4BR9N/mFXnwqpatCr2M3PLKdh8ZMhepxQWILshGuVQCXxNr9LBwQHxhLhYGHWm0wAspIfg86Dx2DJ2EgyOn40RMBERi+bJm9vqG+PX+DSXlbI5XZyztHIi1D29hXWjlMmN3UhOwN/Ixprl3xJmxc3El8SW9rFlheRm+uq2aFeP4G7OQUlSA6LxslEml6GRqhR7W9ogvyMX7V47XKOMElw7gsdk4Eh1Op9FqatqFknfu3Dns378ffD4frq6u0NbWRlJSElJT5b4BX3/9tZKC1LVrV2zZsgXz58/HqlWrsH79enh4eKCkpASxsbEoLS3F1q1baSXP2toaO3fuxKRJk7Bu3Tps374dLi4uiI+PR0ZGBlgsFv744w/4+tY/0/ePP/6IlJQU7Nq1C/3794elpSXs7e1RVlaGmJgYFBbK5/QVaVoY5ERn52D8jr34uE8g+jgJocPjIj43D99dvIpdDx/Vq67/3QlBcn4B5nb1w3Q/X4ilUjxMTsG6m3fwRI1/TV5pKSbt2ofFgT0wxM0ZfjbWyC8pxfHwCGwICkZitcTHkZlZeJ6RhV5CBxgJtCEqK8OjlDRsufdAo6XX6sPLzBxM/mcvlgwMRB8XIQQ8LuJz8rDyzFXsDnlUr7qGernCxkg5v99Qb1f676OPntFKXnhqBk4/iUQHawv42FhAm8dFXnEpbkbHYU/II7UJmhubmPQczFi7F4tHBKKXhxACPheJWXlYdeQq9gU90rgea2O5y4WThYnaYA+gMuCjKmb6Ogj0ECIjX4Sbz1ST1DY1LzNyMPWPvfhwaCB6u8vvfUJ2Hn48fhV77zzSuB4bI7n8zuYmaoM9gMqADwCwrtify2ZjXh9VBQ8A/rx4p1GUvJdZOZi4bS+W9g1EH+eK5zs3Dz9cuIpdtUS2qmPz7Yp+380P0zrL+31ocgrW37ij1kf2s5PncD8xGWN9vDDY3RlaXC7ySkpw5UUM/rv7AA9r8LVrzICLqgRnxGPypR1Y4tMHI+09wWWx8SI/E2vDbuB4vObTwupWxqhatv7pTSUl73RCBIbauaOTqQ24FAuJRfnY+DQI/0QEQ6Thyhmacic1ARNP7cZHnXthpKM7eGw2onKz8Nu1IBx7qblV9Mug83iek4npHh0x16sLiiXluJwYjV/v31Sx4gHAyZjnGCZ0hZ+ZNbgsFhIL87Eh9Db+ehICkbhmGRVTtfsiXz3ArL60ibVrFVRdC7bqOqjHjx/HmTNncPv2baSkpKCoqAi2trbw9fXFkiVL0KdPH7X1PXv2DGvWrMHly5eRlpYGfX19ODg4YPTo0XjnnXdU1ox9+vQpVq9ejStXriArKwuGhob02rU9eqgOhjW1Vx1nzpzBP//8g+DgYGRnZ8PIyAh2dnbo0aMHJk6ciN69e4PFqv/su6Zr19bnOAC4du0a+vfvT68drGm9mqDJ2rVtlYauXfu605C1a193Grp27euOJmvXtlXqu3ZtW0Pd2rXthYauXdumlDyG9gGj5LVfGCWv/cIoee0XRsl7ddp14AUDAwMDAwMDQ1uFUfIYGBgYGBgYGNog7dcG2gbZsmULtmzZovH+QUGNk5qDgYGBgYGBofXBKHltiISEBNy6davuHRkYGBgYGBjaPMx0bRvi22+/BSFE4x8GBgYGBgaGtgtjyWN47eB75Ne9UxuF3GvHIYYAiq1augUtR8de7XvVG0edhi/t97pyIrpDSzehRbEybb9jfkNhLHlNwLVr10BRlNLqFK2VuXPngqIobNu2rdnOGRcXh6lTp8Lc3BwsFqvZz8/AwMDAwNAeYCx5DM1KWVkZBgwYgNjYWJiZmSEgIABsNhsWFhYt3TQGBgYGBoY2BaPkNQECgQDu7u6wt7dv6abUiZWVFdzd3WFg0DzTgOfPn0dsbCy6du2KoKAg8Pn8ZjkvAwMDAwNDe4NR8poAf39/PH/+vKWboRGrVq3CqlWrmu18iusyYMCAZlXwOhhaY6FHf3Q0sgWXxcbLwkzsfBmM08lPNDq+s7E9Blp5oJupEDYCQ2izeUguzsPVtOf4JyoIhZJSpf3H2nXCj53H1lpncGYMFtze8aoivTIOJob4cFAg/J1sIeDxEJ+di4P3nmBvyGNoGo+jxeVgqr8vvKwt4GVtDqGJEVgsCoPW/IeUvJqXpfB3tMX8Xl3hamkKI4E2MgpFCEtMw3837yEyLauRJAQcjAzxce9AdLe3hYDLQ1xuLvY/foJdoY9R35Cj0Z7umNu1M1xNTCCWSRGanIp1t+7gqZp1ixUE2NliXtfO8LO2gh6fh+ziEjxJS8eGW3fwPLNSTntDA4z19oS3hTm8LSxgqaeLpPx89PtL81RIdVEcU4CMYzEofpkPIpFBy0YXJoPtYNjDsu6D1UAkMrz8/h5KE0XgWQrgtkr9+rUAUPAgA9lXklEaXwBZuQwcAx4EzgawmOQCnonWq4qkMXnRxYg8mIrcqGLIJAR6tlpwHGkG215GGh2fFV6IO9+9rHF7r5WuMHLTUSojhCAtJB+x57IgSi6FuFgKbRMeTLx14TLGHDoWzTfu+RhZ4QOvvuhkLB/3ogsysS06BKcSNVsnt4uJHQZbu8PfTAgbgQEEHPm4dyklCn9FBqFQrLw+sx6Xjw+9+sHHyBq2OoYw4Goht7wYMYXZ2P3yPi6kNN970UPfFm86D4a3gT24LA5iRek4kBCEi2mPNDrez8gJb9j4w03PBiZ8PXBZbGSU5iMsLw67464hobjm8aqPmTfG2/WAm541tNg8ZJcXIjw/AZuiziCjrHn9Cxklj6FZKSmRL8+jra3dbOfsZiLE3z1mQkykOJv0FIWSMgyy8sQvXSfAWmCIf17crLOOtd0mw5AnwMOcBJxIlCtD3UyFWODaC4OtvDDj5n/IKS+i93+en4Y/n19TW9cQay+46pvjVkbNL4+mwtnMGLvfngJtLhfnnkYhvUCE3m5CfDV6ANwszfDt8Usa1WOsI8Bnw/sCAJJz81FQWgpDQe33dEb3Tlg+qj/yS0px6Vk0copKIDQxxNAOrhjq7Yp3dx7DnZcJDZbRxcQYB2ZMgRaXi7PPo5AmEqGvoxArBg+Au7kZvjqvmYwA8F73bvi4Ty8k5xdg7+MwCLhcjPJ0x4HpkzHv4FHcTUxSc4w/Pu4TiLRCES5Gv0RucQlMdQTobGMNdzNTJSWvq60NPgjsAYlMhpfZOTDTETRY/qqInuci/rdQUBwWDPwtwNLmoOBhBpL+Dkd5dinMRwnrXWfGyViUZ9S+zBYhBCnbnyP3egp45towCLAAS4sDSV4ZiiLzIM4ubXIlLyu8EHd/jAHFoWDT0xAcARtpIfkI3RCPkoxyuI7X3EXExEsHJl66KuVaJlyVsmc7UxBzKhN8Iw4suxmAo81GQXwJEi5nI+VWLgJ/cIW+fdOPf/6mDtjSazrKZVKcSQpHobgMQ2w88Lv/ONgKDLA5su50Wxu6T4QRT4AH2Qk4lhBG1/u2e08MtfHAlGtbkVNWudaiEU+ACcJOeJyThEspkcgvL4EJXwf9rVzxR49J2B/7EF8/PN1kMivwM3LC750XQCKT4lLaY4gkpehr7o1vfabBSssIO+Ku1llHV2MX+Bo64llBAkKyoyAmEjjomGOYVWcMtuyET0K34GFujMpxn3qOx1jbACQVZ+FS+mMUS8pgyteHn5ETLLWNml3JY9aurQfx8fH46aefcPHiRSQnJ4PH48HMzAwdO3bElClTMHXqVADywIv+/fujb9++uHbtGn28UChEfHx8reeYM2eOShBCUlISfvnlF5w7dw6JiYng8/nw8/PDwoULMXHixAbJNHfuXGzfvh1bt27F3Llz6fJvv/0W3333HVasWIHFixfj66+/xokTJ5CdnQ03Nzd8+eWXtLzx8fH49ttvcf78eeTm5sLLywvff/89Ro4cSde3bds2zJs3T20bHBwcEBcXp3GbvY9/q/G+bIqFUwMWwUJbH9Nv/ovn+WkAAAGHhz2934RQ1wRvXPkTCUU5tdazwCUQxxMfI6tMpFT+te9ITHXshr2xIVgZdqbO9nApNq4O/Ri6XD4GXvgd2WVFdR5TlYZG125fMAndHG3x7o6juBEVBwDgsFj4a8449HC2x9z/DiIkVlVxqY6Ax0VHOys8S0lHfkkZ/po9Dr3dhDVa8jgsFm4texcAMGbjDqTlV17HgZ7O2DjjDQTHJGD+lsO1nrdcv24Z90ybBH87Wyw4dBTXYypl/G/iOAQK7TFz30EEJ9Qto4ORIc7Nn43E/HyM37EXovJyAICriQkOz5qGzKIiDPl3G6RVhtCBLk74a/wYXIiKxtJTZ1AmkSrVyaYopf3tDAxgItBGRGYmyiRShH+0GJlFRWotefWNriVSGV4sC4Y4pwxOX3WFtoMeAEBaIkHMj/dRllYM15XdwbfUXLEsiSvAy5X3YTXVFam7o2q05GVfTETqnigYD7CF1Qw3UCxKpW0Uu35xf/WJrpVJCa4uiUBpjhi9VrrCwFEuo6REiqCvXkCUUop+v3tC16p2q5rCkuc20QLuk+sO7S7NE+PiO+HQNuWh76/u4ArY9LaY0xkI354Cu37G6PR+/Vx56htdy6YonBvyPiy19TH56lZEVIx7Ohwe9vebB0c9E4y4uBnxotrHvbfceuJYQhgyS5XHvRWdhmOGc1fsfnkP3z06R5ezQIGioPSMK857oP98uOqbYcSFzYguzKyXPGb6orp3qoBNsbCn58cw4xvgnXub8KIwBQAgYPPwl/9C2AvMMOPOb0gqrv154rE4KJdJVMq7GDtjQ5e3EZGfiDdD/lDaNtGuJ5Z6jMHhhNtYF3kCsmrzBmyKBSmRaSwLANwa/HO99q8OE12rIXFxcejatSv+/vtvpKenw93dHS4uLsjPz8exY8ewevXqOuvo1q0bAgMD1f4YGhqqPeb69evo0KEDNm7ciKSkJLi6ukJfXx/Xrl3DpEmT8MknnzSypMrk5uaie/fu+O+//2BhYQETExOEhYVh2rRp2LFjByIjI+Hv748DBw7A2toaurq6ePjwIcaMGYNLlyotJhYWFggMDISdnR0AwM7Ojpa9W7duTdb+AFNH2Osa43TSE1rBA4BiSTk2R14Hl8XGOHu/Ouv5L/qWioIHAP+LvA4A6Goi1Kg9A608YMQX4Hp6VL0VvIbiYGKIbo62CI5JoBU8AJDIZFh/Uf5VP7Grj0Z1FZeLcedlAvJLyureGYChQAt6WnxEpWcpKXgAcCMqFjIZgUkjWLGERobwt7PFnfgEWsED5DL+flMu42RfzWSc2MEbXDYbm+6E0AoeALzIzsbR8GdwMDJEDwc7pWM+7dMLorIyfHbmvIqCB6i+/BLz8/EoNU3tvg1FFJGL8owSGHS3oBU8AGBrc2A+2hGQEuQGpWhcn0wiQ9J/ERA46cN4oG3N+5VLkXE8BlwzbVhNd1VR8ADUW8GrL1lPC1GcXg6bQCNawQMAjjYbrhMsQKRA4tXGT8lSklEOEMDYXUdJwQMA887yD7SyAlXFobHpbuYIB11jnEx8Sit4AFAkKcem5zfBZbExwaFjnfX8E3VbRcEDgE3P5bMf3UwdlMplICrPuOK8QenymQsHXc2myl+VLkbOsBWY4mLaI1rBA4BiaTm2xVwGh8XGSOuuddajTsEDgAc5L1EgLoaNwESpnMfiYL7TICQXZ2N91EkVBQ9AvRW8xoBR8jTkt99+Q1ZWFubMmYP09HSEhYUhNDQU2dnZiIiIwPvvv19nHQcPHkRQUJDKz6pVq1BUVAQul4sFCxbQ+6ekpGD8+PEoKCjATz/9hNzcXISFhdErW9jY2OC3337DqVOnmkzu//3vf7Czs0NiYiIePHiApKQkWqH94osvMHv2bAwYMABpaWm4f/8+0tPT8c4770AqlWL58uV0PcOHD0dQUBDmz58PAJg/fz4t/8GDB5us/d1MhQCA25mqU6OKsm4mDirbNEVS0Wk17bzjHToDAA7HP3zlc74q/o5yheR2tOqUaFhSGvJLStHNseaXd0PIEhUjp6gYbhamMNdT9mHq7SoEi0Xhbkxig88TYC+XMShOVcbHqWnILy2Fv51mMgbY21bUpWp9vxkrL6tal7uZKVxMTRAUl4BisRh9HIV4278rZnXuBA8z03rL0lCKnucCAHQ7GKtsU5QVR+ZpXF/GsRiUpxfDZr4XKEpVcVMgCs+BtEgC/c5mIDIg/34GMk/HIedqEsrSi2s8rjHJDpcrJmYd9VS2mfnKy7IjNP/IKkorR8yZTLw4lo7koNwaFTUdKz5YHAo5kUWQlCgr7hmhcgu3aQfVad/GJsBMPqbdSledTgyqKKuuoNUHiUwum6bjHo/FRnczIWSEILqw8Xxv1eFn7AQACMlWtXwryjoZOb1y/d4G9tDnChArUvbJ9TdxhQFPBzcyw8EChb7m3pgp7IextgGw0Tapobamh/HJ05AXL+QPx0cffQRdXeVO6uHhAQ8Pj1eqNyEhARMmTIBYLMbmzZvRu3dvettvv/2GnJwcLF26FF9++aXScT179sTmzZsxevRorF27FqNGjXql89cFh8PBrl27YG5uTpd98skn+OOPP5CUJJ/yunr1KgQC+dcyi8XC6tWrsX37doSEhCAnJwfGxqovmebCQUd+7niR6ld7gbgUOWVFsNd99Q44vsIKeFsD/zorbQN0N3NEWkkBgtKjX/mcr4qDiSEAID4rV+32hOw8+NhaQovLQam48a0NP566itUTh+HY4lm49CwauUUlsDcxQn8PR1wMf4H1l243+BxCI0MAQFyuehnjc/Pga2UJLQ4HpZLaZRQaGUJUXo6sIlXFJD43r2KfSquEj6XcxyuvtBT7p0+Gn4210jHHwyPwxdkLEMua52u+PF3uN8e3ULWQsnW4YOtyNVa6imMKkHU2ARYTnOuc3i2JkyszFItC9Dd3UZ5W5RwUYDLEHlZTXTWU4tUoSpNbmHXUTMfydDng6bFRlKqZFRoAkoNykRxU+UyxeBTcJ1vB5Q1zpf14ehx4TLXCs10puLr0OSy66oOjxUZhYgkyw0SwH2QCx2FmryiV5jjoyse9uFrGPaHuq4/LE4SdAFQqjNXR4/Ix1yUAFEXBhK+DvpYusBYYYOOz63VOETcUW4H8gypJTWBEoaQEueUi2Ak0/+jyM3KCn5ETeCwObAWm6GnqgdxyETZEnVTaz0Nf/sEnlcmwvccSOOhUPhtSIsP++CD8+aLp/RGrwyh5GqKYZjx06BB8fHxq/ZLVlOLiYowdOxaZmZl477338M477yhtP3LkCADgzTffVHv8sGHDwOPxcPv2bUgkEnA4jX87hw8fDmtr5ZcVm82Gj48PkpKSMG3aNFrBU2BoaAhHR0dEREQgNja2RZU8Xa7cuVskUT+giyRlsNTSwNFLDR76lnjPvS+ySkX4L7puJ+Zx9n5gUywcSwhVa8pvanS15C88UVm52u1FFeW6fH6TKHlnn0Qhr7gUP08apjQtHJ2ejWOhz+jzNwS9iojtwhrqUky76vH5dSp5unw+corVK0Gi8rKKenh0mUlFP5jo442k/HzM3HcQYanpEBoZ4tvBAzDG2xNpIhF+vR5UP6FeEWmJXD6WtvpxgaXNgSS3VO22qsjEMiT/9wza9rowHVa3L5mkQAwAyDqfAG0HPTh93Q18awFKEwqRsu05ss8ngGeuDZMBTWM1BgBxsVyRrj5lqoAjYKM0W1xnPXx9DrxmWsO8iz60TXmQFEmRFV6IiN2piNiVAo42C8LBygqD8xvm4BtzEfZ3IuIvVCpZRu46sO1tBBan4e+OutDjVvQDcQ3jnrgMltqvNu55GlhgkWcfZJWK8G+U+g8zfa4WFnv1pf8vl0mxOuwitrwIfqVz1gddjmLMV/9sF0vKYKaluW+zn5ETFjgPpv9PLM7CirA9iCxMVtrPiCc3/kx16I2owhQsuLsR8UUZcNOzxmeeEzBd2AfJJdk4ltT016AqjJKnIQsXLsT27dvxww8/YMeOHRg2bBh69+6N/v37qyhBmrJgwQKEhoaiT58+WL9+vdI2kUhEByO8/fbbtdZTWlqK7OzsJkko7OzsrLbczMyszu0REREQiTR3mH2dsBEY4s/u08GmWPj0wSHkldduEaFAYZx9J8gIwZGE0CZr18IB3VXKdtwORWGp5laLpmJcZy+seGMg9t4Nw+7gR8gsFMHR1BhLhwTiz5lj8NOpq9gV/KjOej4IVJVx6/1QFJa1rIwK1zMWReGD46fxLEPuXP4sIxPvHj2BK2/Nwyy/TlgfdAfl0sb3wWsqMo6+RHl6MZxX+Kv1r1OhwieL4lCwX+wLrpFc4dBxM4LdQh9Ef30X2ecTmlTJayz07LShZ1cZCcvhs2Db2xj6Dtq4+UUUog6kwWGgidJ1iTqchqhD6XCfZAnbvkbg6rBREFeC8B0puPNdNLosFcIqwLAFpGk4tgJD/NVzKtgUC0tDjiC3XH2UdXJxPtwO/wAWKFgJ9DHS1hsfefdHZxM7fHj3kFq/vdbKlphL2BJzCVosLoS6FpjnNBD/6/YeVj07pJSOhYL8GZAQKb58vB1ZZYUAgMd5cfgqbBe291iCaQ69GSWvtdKpUyfcuHEDK1aswJUrV/DXX3/hr7/+AkVRGDx4MNatWwdPT0+N61u1ahX27dsHe3t7HDp0CFyucih+fn5lmPWtW3VbiRSpSRqb6lY6BQpLZl3bGxq8XVZWhrJqL2+ZWAIWV7NHVySWf83pctRH0ely+CiswcpXE1baBtgaOBfGPAGW3DuAkKy4Oo/paeYEa4Eh7mTGILk4r17nqw8LB6hGOh59+AyFpWUQVSh6ulWsT1XRqSgvagJlSWhqhG/fGIRrkTH4+ex1uvx5WiYW7zmJ0x/OwZLBgTjyMBzF5bVbWD4IVJXx8JNnKCwroxU9vRpk1OXJyxWWuNoQlZVBt4Zcjro8VYuh4u+0wkJawVOQU1yCR6lp6CV0gLOJMSIy6hdd+CqwKyx4shL1FktZiaRGK5+CkrgCZJ1PhPloIbTsNPMlU5xXW6hPK3gKtGx0wTPTRnlGCaTFYrAFqilIGgOuQO5uLi5Wr0xLiqXg1GDl0wR9e20YugqQE1GEorQy6FrLrUdZTwsRuT8NTiPNlFK0GHvowv8LJ1xe9Azh25ObXMlTWPAUFr3q6HL5NVr5asJaYIAdfWbBmC/AouBDuJtZe6YIQB6IkVycj7+jbkMKgs99BmGyY2fsjXlQr3PXB4UFT2HRq46Aw0dRDVa+2iiVifG8IAnLHu/EfwGL8ZnneNzLfoE8sdy3U1Hn84IkWsFTEFuUjpSSHNgJTKHL0arRytgUMEpePejevTvOnz8PkUiEW7du4erVq9izZw8uXLiAwYMH4+nTpzVGyVblzJkz+OqrryAQCHD8+HHaKlaVqn5/5eXlKkpge2HVqlX47rvvlMpMp/SF+bR+Gh0fX5EaxUHXBM/yU5W26XO1YMzXQWi25rnZrLUNsTVwDsy19LD03gFcT4/S6LjmCrjw+mptjdvis/MAAA6m6qPb7E0MkV4gQkkTTNUGujiAy2GrTc9SLpEiNCEVozp6wNHUGOEpNScZBgCXX2qWMU6Nr1xVHIwMkVaomYxxuXnobGMNUx2Bil+egxrfv5gc+d8FNVhNFdZUrSZwq1AHz0JugSpLL4a2UHlqTlokhlQkhsCl9mmr0iQRICPIOB6LjOOxKtvL04rxdN5lsLQ58Nokn57jVfjssQXq5VSUy8plYDduWkAaHUu5clOUWgZDJ+WTlIskKC+UwshdR92hGsPTk8shLa/0sUx/KPdHNPFWVYj5+hzo22shN6oYZQUS8PWb7jlQ+L0JdU0QnpemtE0x7j3I0jzQyaZCwTPX1sOHwYdwLa1+6XyAiiAQHyDA1KFJlTyFL56twFRlSlWPow0jni7C8uJeuX4pkeFhzku4OljDQ98WwdmRAICEYvmHW00KnEhc4SPL4kKE5lPymOjaV0BXVxdDhw7F6tWr8fz5czg7OyM5ORlnz56t89jIyEhMnz4dMpkMW7duRadOndTuZ2BgQE8Dh4eHN2bzXyu+/PJL5OfnK/2YTuyl8fH3K6xsPc1Up5UVZfey6/4iBeQK3rZec2GhrY+P7x/E1bRIjY4z4GpjgKU78sqLcSk1QrOGNwEhsfJBvaeLql+Vr60lDLS1cE+DHHmvArciZYaRjvoksMYV5eXShimYdxPkMvYSqsrY0coSBlpaCFGTwFgdiv16CVWjEHs7OijtAwCPUlJRIhbDztAAPLaqlcjZRO6bmpRf84ogjYmOu1zRFT1VdXRXlAncDWutg28hgFFva7U/gNyvz6i3NQwDK1fP0PGUn7csRTV6lUhkKMsoAYvPBkev6T5cFYmLMx8XqmzLDJOXmXi+upInkxLkxxYDFKBtWmk1lknkMxflNUTfKsrZ3Kb1ywvJko9pgRaqUaS9KsruZWk27tkIDLCzz2xYaOtj6d3DuJyq2Ydtdcy15PdE0sRpREJz5R8j/iaqwT2KskdqkhjXB1O+/KOpanTxw5yKFDE65ir7sykWbAQmKJaU0Za/5oJR8hqIQCCAj4/ciTwlpfacU/n5+RgzZgzy8/OxbNkyTJ48udb9x48fDwBYt25do7T1dYTP50NfX1/pR9OpWgAIzopFQlEORtr6wEO/8kUk4PDwrntfiGVSHEt4RJcb8gRw1DWFIU/561+h4Jlr6eGT+4dwOVXz5XnesOsIHpuDk4lhEMtazhcrPjsP92KT0N3JHn3chHQ5h8XCB4N6AgAO3Vde5k2Xz4OjqRFMdRtm9XgYL+8bk7v6wEJf2coR4GQHf0c7ZBUW4WVGwyLv4nLzEJKYhB4O9ujrJKTLOSwWlvaWy3ggrJqMPB6cjI1gpqMs46En4RBLpXi/hz89zQvIkyGP8/ZCfG4e7sRXWkOKxWIcC4+ADo+HhT0ClOoa6+UJNzNT3EtMRmZR8wzyul5G4JppIz84HSUJlcqOtESCjJOxAJuCUa9Kf2JJYTnKUosgKaycgha4GsJmvqfaHwDgGPBgM98T1jPc6WP45gLoehujPKMEOdeVLSmZZ+IhK5ZAr7NZk+bKM/XRg8CCh+RbuciPq7TCSkqkeHE4HRQbsOtXGRBWViBBYXKpSmqUnKgiFZcTmZTg2c4UlGSKYdZRDzzdyvHIuMI6GHM6U2WqOPFaDorSymHgpA2O9qtPFWvCnYxYJIhyMNquAzwNKqeNdTg8vO/RG2KZFEfiH9PlRjxtOOmZwIin/BFWqeDp4aO7R3AxpfYPW08DC7WuMQZcLXzUYQAA4EZa06708yAnGsnF2Rhs2QmuupUJrAVsHuY6DYREJsWZlEpLogFXAHuBGQy4ymN+R0NHtfX7G7uij7k3CsUleFLFIphckoO7WVGwE5hitI1y7tdZwv7Q5wpwIyO82XPlMdO1GvLee++hX79+GD16tJIf2o0bN3D58mUAQOfOnWs8XiaTYfr06YiMjMTo0aPxww8/1HnOzz//HHv27MH27dthbGyMb775Rmk6OCcnB8eOHUNKSgq++uqrVxeuDSMlMqx4dAJ/95iFHb3n4UzSU4gqljWz0zHC+ojLiC+qjICb7uiPhR798Ofza9gUeY0u39ZrLmwEhniUkwg3fQu46asGuVTdvyrjHeRpVloiN151vj9xGbvfnoIN00fj3NMXyCgQoZerEB5WZjh4/4nKdOogLxf8NGEojj4Mx/IjF5S2fTqsN72UmZulaUVZHxRXRLD+e+MeYivStYQlpeHEowi80ckTJz+YjUsRL5FVWARHUyP085BbFn46fQ2yRnDI/ubCZRyYMQX/GzsaZyJfIF0kQh9HITzNzbD/8ROV1S6GuLnglxFDcfhJOD4/WyljXG4eNtwKxsd9AnF63iyci3oBbS4Xoz3dwWGzsPz8RRUH8t9u3EKAvS0W9gxAV1trPElLh9DICANcnJBXUoqvLygvqWakrYUv+vWh/+ewWDDS1sbPw4fQZVXbVB8oNgs28zwQ/9sjxK56QC8tVvAwA+LMUpiPd1JKh5J9OQmZx2NhNsYRFmNfPY8YAFjNdkfMj/eRsu05CkMzwbPUQWlCIYoicsE10YLlFJcG1V8XLDaFju/YIfjHGNz6Jho2gUbgaLOQFpKP4oxyuE+1pP3oACDuXCaiDqWrrGzxcH0cAArG7jrQMuZCXCRFdoQIRSll0Dblwvct5WTY1j0MEX8pG9nhIlz5IAKWXfXB1WEjP74UWWGFYHEpeM+1aVLZAXnS7eUPT+G/XjOwu+8cnE4Kh6hiWTM7HSP8/vQq4qqkMpnp3A2Lvfpi47Pr2Bhxgy7f2Wc2bHUMEZqdBHcDc7gbqFqpqu4/zqEjJjn64W5mHFKK81EsEcNGYIC+li7Q5fJxLikCJxM1Wy/81WWXYfWzQ/i98wJs6vYeLqY9QpGkDH3NvWEjMMFf0eeQWCW9ygS7nljgPBj/vbyILTGV/fPnTnOQLy5CREESMkrzwGdx4axnBT8jJ4hlEqx+dhilMmX/4d+eH8Xmbu/jC6+J6G3mjfiiTLjpWaOriQtSS3KYFCqtmTt37mDz5s3gcDhwdXWFnp4e0tPT6WXKZs6cif79+9d4fEJCAs6cOUP/3adPH7X7jRgxAsuWLQMA2Nra4sSJExg7dizWrl2LP/74Ax4eHhAIBMjMzERsbCwIIZgyZUojS9u2CMmKw6ybW7DQox+G2niDS7HxsjADG59fwekkzQYcG4EhAKCTsR06Gdup3UedkudjaAM3fQuE5SbhRWHGq4rQaLzMzMGUzXuxZHAgersKIeBxkZCThx9PXcWeu4/qVdcQb1fYGCn7dA3tUDlFciz0Ga3kAcCXh8/hQVwyxvh5YZCnM7S4XOSVlODq8xhsDXqA0ATNV1+ojejsHIzfuRcf9w5EH0chdHhcxOfm4btLV7Hr4aN61fW/4BAkFxRgbhc/TO/kC7FUiofJKVgXdAdP0lR9B/NKSzFp1z4s7tkDQ9yc4WdjjfySUhwPj8CGW8FIrBJQBQACLg8TfLyVynR4ymWvquQBgK6nMRyXdUHGsVjkh2SASGXQstaBxThnGPawrLuCV4RvLoDzN/7IOBYD0ZNsiJ7mgGPAg/EAW5iPcQRHX31gTGNi2kEPgT+4IPJAGlLu5EImIdCz04LfFHvY9tYsrZNwsCkyHhciO1yE8kIJKDYFHUseXMdbwGmUmZIVD5DnBgxY5oTYM5lIuZ2H5Ft5kElk4BtwYdPLCC5jzZtl3VoAuJsZj+nXtuEDr74YbuMFLouN6IJMrAu/hpOJTzWqw1bHEADgZ2ILPxP10dBVlbzzyRHQ4/LRydgW3UztocXmIr+8BA+zE3E0Pgynk5rH9ehhbgzeu/c/LHAeggEWvuCy2IgVpePfJxdwoUpEbG389/IiAkzd4WsohCFXbqFNL83DiaQQHEgIQmyRav9PLsnBgrsb8abzEASYusHfxBXZZSIcTriNLTGXmn2qFmDWrtWYq1ev4vjx47h58yYSExORn58PKysreHh4YOHChRg1ahQdUapu7dq4uDg4Oqo3/1ZF3dq1mZmZWL9+PU6dOoWXL19CKpXCxsYGrq6uGD16NMaPH//K6VM0Wbv222+/1fg4Bf369cP169dx9epV9OvXT+N6NaE+a9e2NRq6du3rjiZr17ZV6rt2bVujPmvXtjXqu3ZtW6M+a9e2NRq6di2j5DG8djBKXvuFUfLaL4yS135hlLxXhwm8YGBgYGBgYGBogzBKHgMDAwMDAwNDG4QJvGhD9Oqlef64+fPnY/78+U3YGgYGBgYGBoaWhFHy2hCaLH+mYNCgQU3YEgYGBgYGBoaWhlHy2hBMDA0DAwMDAwODAsYnj4GBgYGBgYGhDcJY8hheO4oKtOreqY1CWTTvkjitDWIornunNkpBuepyUe2J0LKmXymitVKeJqh7pzZMSgmjqrwqjCWvlZCdnY233noLNjY2YLPZoCjqlZMF14dvv/222c6loKVkZWBgYGBgaE8w6nErYcyYMbh16xYMDAzQtWtXcLlc2Nvbt3SzmoT2JCsDAwMDA0NLwSh5rYCwsDDcunULNjY2CA8Ph4FB861qYGpqCnd3d5iamjbL+VpSVgYGBgYGhvYEo+S1Ap4/fw4ACAwMbHalZ9GiRVi0aFGzna+lZPU1scTSjr3R2dQGXDYLUXlZ2BJxHyfinml0vImWAFNcfNHB2BI+Jpaw0zUEAAh3rq7xmKBx78FWV72Mu6NCsfzu+XrLAQC+5hZYEtATnS2twWWz8SInC1sePcSJqOca10EBmOXbCdO8fSE0NESRWIzgpESsuROEuPy8RjlvJwtLvN81AF2sbKDD4yKloAAnX0Ri0/0QlEklSvt6mpphuLMretk7wE7fEHp8HtJFIlyPj8Of9+8ivejVlzVqS/e+MXHTs8Mc4TB46gvBYbERX5SGI0k3cDXj4SvVx6ZY+LPLR3DWtUFCcToWhNR8fVoadz07zHEcBi99hwrZ03E48QauNED2TV2WwkXPBglF6ZgX0rClqOqLr7kFlvr3RGcLed+MysnClscPceJFPccEn06Y5uULx4ox4U5yItYEq44J+jw+lgb0REdzS9jpG0Cfz0duSQli8nKx48kjnItRvwSf0MAQC7sEoKuVDax0dZFXWooXuTnYHhaKS3EvG3AFVPE1scIS397obFoxXuVlYcvze5r3e74Ak106wsfYEh2q9HvHXavqPHaInRtmuXWGt7EltNkcZJYWITQrBasfXkFqcWFDxKo3jJLXCigpKQEAaGtrt3BLmp6WkLW7hT22D5wMsUyKk3ERKCwvwzB7d2zo/QZsdQ2w6emdOutwNTDFZ379ICMEsQU5KJaUQ8Dh1XlcQXkptkTcVykPy059FVEQYGOL7WMmQCyV4dSL5ygsK8dQZxesHzoStvr62HQ/RKN6fuw/GNM6+CIqOwvbHz+CqUCAUa7u6G3vgAkH9yI6N6dB5x3q7IKNQ0dBRgjOvnyBrOIidLGyxgf+PdDD1h4zjx5EuUxapT2D0NHCCmHpaTj14jnKpVJ0srDCLN9OGOHqhsmH9yOmWps0oS3d+8bE19AZq3zfhUQmwbWMUBRJS9HL1BfLvGbBUssYexMu1bvOmQ5DYK3dPDMCDaGjoTNWd3wHEpkEVzMeoUhSgl5mvljuPROW2kbYE3+53nXOEg6BTQvJ3t3aFtvfkPfNky+eo7C8HMOcXLBhSEXffKDhmNBvMKZ7+yIqJwvbwh7BTCDAKBd39LFzwPjDymOCkbY2Jnt2QGhaKi7ERCOvrBQm2gIMFDph8/A3sCc8DMuuXVSqv5OFJfaOmQwOi4VLcS9x7uULmAgEGObkgn9HjsXakNtYf6/u/qgJARb22D5gCsQyKU7FRaBQXIahdm5Y32sMbHUMsCm87vO4GFb2+7hCzfv9jwHDMN3VD3GFuTgV9wwicTksBLoIMLeHjY5Bsyt5FGGSqzUZEokEW7duxZ49exAWFoaioiJYW1vDz88Ps2fPhoGBAfr371/j8VVvDSEEhw4dwtatW3H//n3k5+fDwsIC3t7emDJlCubOnftKbfz222/x3XffYcWKFUrBD9u2bcO8efMwZ84c/O9//8P333+P/fv3IzU1Ffb29li0aBEWL14MQB5I8f333+PYsWNIT0+Hs7MzPv30U6U2Xbt2TWNZ66I2C0p12BSFy2+8DSsdPYw/uxPhuekAAB0OD0eGz4KTvjEGn/gXcYW5tdZjqiWAk74JwnPSUSQpx+U33oKzgUmd1hwA6HX0fxq3t05ZRr0NK109jD+4F8+yMuSycLk4PGk6nAyNMGT3thotcQq629hh7/jJCElOwqxjh2hlq6etPXaOnYh7KUmYeuSA0nkvzZyn8Xn5bA5uzXsLejw+Jhzcg6eZGXRd3/UdgNm+fvj59k1srvLyme3bCdfiYpFQkK/U1nc6d8MXgX1wJS4GC04erVd0bVu69wDgapfeKPWwKBa2+H8BM74hPni4Hi9FyQAAbTYf6zt/CDttc7x5bzWSS7I0rtNF1xYbOy/B5pfHsch1fJNY8mSEanAdLIqFbf5fwIxvgMUPNyC6iuwbO38AO4E55of8XC/ZXXVt8EeXJfhf9HEsdhvfJJa8l8/URxazKQqXZ8yTP+OH9yK8St88MkHeNwfvrXtM6GFjh71jJ+NuShJmHVceE3a9IR8TphyrHBNYFAUKgLTauK3D5eLoxOlwMzbF4L3b8CInm962ddQ49HdwwpunjylZ7ax19XBu6hxwWSx0/PdPpY8/BZRBea3tr35NLr3xDqwEehh/bgeeVen3h4fNhpO+MYac/Kfe/f7S6LfhbGBSqyVvrntXrOg2GDsiH+C7+xchq3Z92BSlcs3qInbml/XavzpMdG0TkZubi379+uHtt9/GtWvXoKenBx8fHxQVFeHIkSP48MMPYWBggMDAQLi6ugIAzM3NERgYSP8oKC8vx4QJEzB58mScPXsWHA4HHTt2hEwmw/nz5zFv3rwmk6O8vBwDBw7Er7/+Cj09PVhaWiIqKgoffPABvv/+e2RkZKBHjx7YvHkzTExMYGJigmfPnmHevHnYunUrXY+msjY2PS0dINQ3wvHYZ/RLHgCKJOXYGHYLXBYbk5x96qwnq7QYIRmJKJJoPtg0Nj0tHSA0NMLxqOe0ogUARWIxNt4LBpfNxkSvDnXWM9VbLu9vwUFKA+rtpATcSIhDgI0dHA2NKs9ra1+v83a1toaJtgAXY6KVFDwAWHNHvirLjA6+SuU7wh6pKHgA8E/ofRSLxQiwtq1Truq0pXvfmPgZusJG2wxX0h/SCh4AlEjLsDvuAjgsNoZa+mtcH4di41OPaYgoiMfx5JtN0eRGw8/QBTYCU1zOeEgreIBc9l3xF8FhsTHMqn6yf+Ypl/1YclBTNLlWetraQ2hghOMvntMKHlDRN+/L++YkTw3GBC8NxgSDyjFBRohaZaVILMaNhDgA8qnZqtjrG0JGCK4nxCqVp4gKEZWTBW0uFzq8ui1lddHTUgihnhGOx4bTCh5Q0e+fyPv9RGffWmqQU99+z2dz8IFvL8QX5uJ7NQoeoKoUNweMktdEzJ8/H7du3YKzszOCg4MRFxeHe/fuIT09HS9evMDChQvh5+eHoKAgLFu2DAAwfPhwBAUF0T8KPv/8cxw9ehSmpqY4e/YsUlJSEBISgqSkJCQlJWHFihVNJsehQ4cgEonw4sULPH78GLGxsdi7dy8AYPXq1Zg1axZsbW2RmJiIhw8fIjk5GT/++CMAYPny5ZBK5QOGprI2Nt0t5FG7N1NjVbbdqCgLsGi6yF4ei40JTh3wfocemOnmB08j81eui5alYhCtiqJME2Wou40disrLcT81RWXbjfiKemwq6wmwtavXeU215Tm9EtUobYXlZcgrLYGtvgHs9ev2ySSEQEpkkJL65wdsS/e+Melo6AwAeJAbqbJNUeZr6KJxfbOFQ2GjbYrfIvc1TgObkE5Gcrke5KjKfj9HIbuzxvXNcRwKG20zrHm+v3EaWE+629TcN28kyss0HhPE5bifpmZMUPRxm7rr4bPZ6GlrDxkhSlY8AIjKyQKLotDbTqhUbqWrBzdjU0RkZSK3tKTOc9RFQC39XlEWYN74/b63lRBGfG1cTIwCm2JhqJ0b3vXujumufnDQNaq7giaC8clrAu7du4djx46Bz+fj7NmztPVKgYuLCz799FON6kpJScGff/4JADhy5Ah69+6ttN3a2rpJc8xJJBJs374djo6OdNnUqVOxYcMG3LlzBzdv3kR0dDTMzStfYJ9//jk2bdqE5ORkhIWFwc/Pr8naVxdCfWMAQGyBqj9XQXkZskuLIdRvug5oLtDFb4GjlMquJb/E0lunkFtWvwFNIUtcnuo0Q0FZGbJLiiE0rF0WbQ4HFrq6eJ6VqfZLMy5fXrewyle7Y8UXuabnzanwu7RTo8Tp8Xgw1JL7YzoaGam13lVlhIsb9Hh8nH6h+lKui7Z07xsTG20zAEBycabKNpGkBHnlIo1969z07DDZfgC2xJxBcolqfa0Nhd9cUrHqdKxCdk1969z17DDFrj/+iz2DpBaSXWEti82vpW8aaDAm6Ojiebb6MSFWzZigQJ/Hx/yOnUFRFEy1Bejn4AgbPX2sC7mtMkX8291b6Gplg83D38DF2GjE5+fBWFvuk5dcWIBF509pKHXtOOrJ26luOragvLTJ+r2PsRUAQEJkODNyAZwNTOhtUpkMW57fw08PrzT6eeuCUfKagOPHjwMAxo0bp6Lg1ZczZ85ALBaje/fuKgpec+Dn56dWSevUqRPu3LmD4cOHw9raWmkbm82Gr68vkpOTERMT06JKnh5XvkpAobhM7XaRuAyWAr0mOfeB6DDcTU9AVH4WyqVSuBqa4EPfXuhv44x/+03AhPO76lUfLUu5+ukDUXk5LHV1a6+DX3cd8v149Tqm6nkfpKWgoKwMg51c4GVqrjTF+1H3yql5fV7tK5dY6ephRZ8BKBGL8XvwrVr3VUdbuveNiQ5HrmQXSUvVbi+WlsKUb1hnPVyKjU89piO6MBmHEq82ZhObjMaU/TPPaXghSsbBhGuN2ML6ocdrhDFBUUdZ7WOCPl91KlWfz8cS/570/+VSKX68dR3/PFINOIrOzcG4Q3uwadhojHRxp8vzSktw6PlTtYrqq6DHlY8rheXN2+9NtOQzGG96BiA8Jw1jzm5DdH4WvI0s8FP34XjLKwDxhbnY/SK00c9dG4yS1wREREQAALp3796q6noVnJ3VT12YmZlptF0kevXUFwBQVlaGsjLlzkrEElDc1v/obniirJg8ykrF/CsHsX/IDPhb2KG/jTOuJjdu2oDWQLFYjB+DruHngUNxZNI0nI2OQmZxMTpbWaODuTmic7LhYmwCWS1TsAZ8LWwZPQ4mAgE+vngWMWqsiK2Z9nDv5ziOgI22Kd5/8DtkaF/xe/OchsNG2xTv3V/b7mSvSlJhAYR//gYWRcFaVw+jXT3wSfdAdLG0xsLzJ5V80HzMLPDPiDGIysnGyP078TIvB6baAszy6YSve/VHNytbvHvuRAtK0zBYlDwwSCyT4u3rh5FRIn/33ctMwvs3juLsyAV40yug2ZU8xievCSgoKAAAGBoatqq6XgWBQP2aiVTFA13X9oYGb69atQoGBgZKP/knr2l8vMKKo7DqVEeXy6/R0tMUEAAHXz4BAHQ1q99anLQsNTgn6/J4NX6N03WU1V2HfL/yeh1T/bwHnj3F3BOH8TAtBYOcXDDTpyOkMhlmHj2E+IppnOwS9VOW+nw+do2dCDcTU3x19RKORUbUKlNNtKV735gUSeTXXYet3pIqYGvR+9SEi64tJtr1xZ74S4gravmUMJrSGLK76tpgom1f7I6/hNgWll1hrWrQmKCoQ42lTlEHABTUUo+MECQVFuB/D0Pw291bGObsimlelcENHBYLfwwdBQLg7bPHEZ6VgVKJBEmFBVh1+wZOvniOYc6u6FHhY9gQCsVyK63CQqkiTxP1e0WdT7JTaQVPwYv8LCSI8iDUM6pxPGoqWr855DVET09uCs7Ly2tVdb2OfPnll/joo4+UynwObdD4+LgKfyxHfWM8zVFOQaHP48NES4D7GUkNb2g9yC0rBgBoc7j1Ok4hi9DQSCVqVZ/Ph4m2APdTktUdSlMikSBdJIKdvgFYFKXig6Pwu4mrMnUSW6GU1fe81+PjcL0ikKMqbsbDIZXJEJ6pmhLEgK+FXWMnooO5Bb6+dgl7w8Nqlac22tK9b0wUvnM2AjO8ECnLr8vRhiFPF+H5qk7rVXHStQKbYmOO4zDMcRymst1eYIGL/dZCJCnBuKBljdf4BqJIjWIrMK1R9qd1ym4NNouNuY7DMFed7DoWuNz/d4jEJRgTtLzxGq8Ghd+bo0EtfTNVgzGhqOYxwVHNmFAbNxPigZ7yYI5d4Y8BAM6GxnAwMMTZl1EolUhUjrmdlIDRrh7oYGaBO8mJGp2nJmIrfPGEekZ4mpOmtE2fp9Vk/T6mYrwpqEGBVJRrcTjN+nHJWPKaAG9vbwBAcHBwq6rrdYTP50NfX1/ppz5TtXfT5QNGbytHlW19Ksrupic0TmM1pJOp3IcxSVR70EF1aFnshSrbFGV3U+oevO6mJEGHx0NXK2uVbX0cKupJrqwnJLlxzgsAXaysYWdggOsJcSp+RFUVvBXXL2PXk8ca1VkTbeneNyZhefJp4i5G7irbFGVhedG11pFUnImzqcFqfwB5EMPZ1GBcTLvXyK1vGI8Vshuryt7VWCF77dPoicWZOJMSrPYHAETiEpxJCcaFdFW/tMbmbi19s09FFKtGY0JyEnS4PHS1VDMmKPp4smZ93EJHB4A8AEEBly1XNYy11c/8KMrLpao58upLSEWfVtfvFWV3Mxq/399JiwcAOOubqGzjUCwIdQ1RJC5HTmlxo5+7NhglrwkYO3YsAODYsWN4+bJhfjcjRowAl8tFcHAwbt2qv/N5e+dWWhziC3MxxtELXlVSWOhweFjsGwixTIpDFVNoAGDE14azvjGM+A1bkcPFwAT6aszyXc1s8aZnN5RJJTiXEFWvOm+lxSE+Pw9j3DzgaWpGl+twuVjcrTvEUikOR4TT5UZa2nAyMoaRlrIse5/KrWMfd+8FLqtyCOhpa48+9kLcTU5EbBUfuFuJCfU6LwDoclWnfsx1dLB6wBCIpVKVQAoDvhZ2j5uEDuYW+O76FewIe1SPK6OetnTvG5OHeS+QUpKFARad4axb+VLXZvMxQzgEEpkU56soZ/pcHdgJzKHP1aHLnhXE4ffI/Wp/ACCnvAC/R+7HpuijzSeYBjzMlcs+0FxV9pkOg+Wyp9Yt+2+RB9T+AHLZf4s8gD9fNL3st5Iq+qarB7yq982u8r55qNqY4GyoZkx4psGYUMWS52VqpnaK2ICvhU+7ywMEr8VXWkSjsrNRUFaKrpbW6G3noHSMuUAHszp0BAAEN9CKB1Tt995KaYt0ODws9pH3+8PV+r1TI/T7BFEebqTEwFHfGFNcOipte69DDxjwtXEhMarZc+Ux07VNQJcuXTBu3DgcPXoUw4cPx+7du9GtWzd6e3R0NI4dO4ZPPvmkzrqsrKywaNEirF27FuPHj8fOnTsxZMgQentKSgr+/fdffPPNN00iy+uOlBB8cecstg+cggNDZ+BEXAREFUtb2esZ4tfQ67R5HwDmuHfBko69sO5xENaFKefvW9NzJP23mbaOStmPD67QqTFGOXjiHe8A3EqLR5IoH+VSCdwNzdDb2hEyQrD87jmkFBfUX5bLF7B9zAQcmDAVJ6OeQ1QuX17M3sAQa+4EKSlns307YUlAT6y7exvrQyqX8QlOTsS+8DBM9fbFqamzcDUull7WTFRehq+uXmrQeQFgbkc/jPXwwv2UZGSVFMNaVw+DnJyhzeHi88vnEV5tamnziDfgbSYPyjDQ0sKH/j1U5N/y6CEKoPmKF23p3jcmMiLD75H7scr3HfzeaTGuZoSiuGJZMyttE2yNOa2UDmWMTS/MFg7Djrhz2BnX8mvuNgQZkeG35wewuuPbWOe3CFcyQlEsKUUvM19Ya5vgvxjldChjbXphjuNQbI89jx2tUHYpIfji6gVsHz0BB8ZNxYkX8r45zEneN38NDlJSzub4dMIS/55YF3Ib66osIXYnORF7w8MwzdsXp6fMwpW4WHpZM1F5GZZfVx4TJnp4Y4qXD+4kJSK5sAAlEjFs9PTR38EJujwezkRH4XhUpS9tuUyKlbeu45cBQ7Ft1HhciY/Fy9xsmGoLMMTJFfp8PraHhSIyR/OVRmq9JsFnsH3AVBwYMhMnK5YWG2rnBns9I6x5dB2xhZVplWa7d8ES395YF3YT66v1+197qPb7qmU/PbyilA7p65DzODx0NlZ3H4HBtm6IKciGl5EFAq2ESBLlMSlU2hL//fcf0tLScOfOHfj7+0MoFMLU1BSJiYlIT0+Hg4ODRkoeIA8+iImJwfHjxzF06FBYW1vDxsYGqampSE5OBiGEUfJq4U56Aiad34WlHXthlIMHuCw2ovKy8NvjGzgeq9li1QAwUc3qCFXL1j0Oojv8nbR4uBiYwNvYAgHmduCzOcgqLcKpuAj8F3EPj19x/dLg5ERMPrwPSwJ6YqSrm1yWnGz8Hnwax6M0X4x82ZWLeJ6VhWkdfDG3ox+KxGJcjn2JNcG3VBS2Vznvg7QUBNjYYaCjE/T5WsgrLcG1uFhsfnBPKaWKAlt9fQCAi7EJlgT0VNkOAIciwlGA+kVrt6V735g8zovG0tCNmC0chr7mncCh2IgvSsO22DO4kvGwpZvXpDzKi8aHD//AXMeh6GfWCRwWG3FFadgWexaX018/2e8kJ2LSkX1Y6t8To1wq++ZvIfUcE65dxPPsLEz39sU8X/mYcCmuYkyo5o935uUL6PH48LOwgr+1LbQ5HOSVleJ+ajKORD7DiReq5z0Q8RRJhQWY79sZfhZW6O/giGKxGBHZmdj/7AmORGreH+siOD0Bky/sxBLf3hjp4Cm/JvlZ+D3oBI7HhdddQQXqVsaoWrYuLEhJyUsQ5eGNs1uxtGMf9LV2Qm8rR2SWirAj8gE2hAUhu6x5p2oBZu3aJkUsFuOff/7Bnj178PTpU5SVlcHKygpdunTBnDlzMGqUPFFq1XVit23bprYuQgj27t2LLVu2IDQ0FCKRCJaWlvDx8cGUKVMwa9asV2qjJmvXqmtTTccpmDt3LrZv346tW7cqrWGriax1UZ+1a9saVF7LOey3Buqzdm1bo7HWrn1daYy1a19Xalq7tr1Qn7Vr2xoNXbuWUfIYXjsYJa/9wih57RdGyWu/MEreq8MEXjAwMDAwMDAwtEEYJY+BgYGBgYGBoQ3CBF60ISZNmoTUVM2cukeMGIFly1pPklIGBgYGBgaGxoVR8toQ9+7dQ3x8vEb7uri4NHFrGBgYGBgYGFoSRslrQ8TFxbV0ExgYGBgYGBhaCUx0LQNDPSgrK8OqVavw5Zdfgs9v3oWmW5r2LDvQvuVvz7ID7Vv+9iw78PrLzyh5DAz1oKCgAAYGBsjPz4d+RQLf9kJ7lh1o3/K3Z9mB9i1/e5YdeP3lZ6JrGRgYGBgYGBjaIIySx8DAwMDAwMDQBmGUPAYGBgYGBgaGNgij5DEw1AM+n48VK1a8lg64DaU9yw60b/nbs+xA+5a/PcsOvP7yM4EXDAwMDAwMDAxtEMaSx8DAwMDAwMDQBmGUPAYGBgYGBgaGNgij5DEwMDAwMDAwtEEYJY+BgYGBgYGBoQ3CKHkMDAwMDAwMDG0QRsljYGBo00gkkpZuAgMDA0OLwCh5DO0KsVjc0k1gaGY4HE5LN4GBgYGhRWCUPIZ2QWpqKgCAy+W2cEuan5cvX0JfXx+3b99u6aY0K+rkJoSgvaYGba9yK2gP8itklMlk7UJeoH3KXB8YJY+hzSOTyeDm5gY9PT0UFRUplctkshZsWfMwZcoUiEQixMbGAgBKSkpauEXNgzq5KYoCRVGQSCT0vX/69CmuXbvWpq+LWCxGWVkZRCJRSzelRWgP8ovFYpSWlkIkEoHFYtHPeVumPcpcX5h5DIY2z9atW1FUVIT+/fuDz+cjLCwMZmZmsLKyAiD/EqQoqoVb2TRcunQJDx8+hKmpKV6+fIn+/fuDx+NhwIAB+OSTT8Bms1u6iU3C5cuXabmjo6OV5P7444/pKdz09HSsXLkSERER+PXXXzFo0CCwWG3n2/fevXs4ffo0Dh8+DCMjI3C5XAwbNgwfffRRm733VWkP8tcmo+I5b2tjXHuU+ZUhDAxtGJFIRCiKIhRFEQ8PD+Lm5kY4HA6xs7MjCxcuJCUlJfS+Uqm0BVva+IjFYocGwzsAACUxSURBVKKlpUUoiiLa2tpk7NixpG/fvsTW1pZQFEWcnJxIfn5+Szez0alLbldXV1JcXEwIIeTw4cNET0+PeHh4kHv37rVwyxsPmUxGTpw4QaysrAhFUURXV5e4uLjQfcHOzo6cOnWqpZvZZLQH+duDjNVpjzI3FEbJY2jTvPPOO4SiKOLu7k6mT59ODh48SFasWEG8vb0JRVHk33//bekmNhlr164lFEWRwYMHkzNnztDlL1++JCNGjCCffPIJIYSQEydOkBs3brRUMxuduuResWIFWb16NbGwsCBdunQhXC6X/P3336SgoKAFW924XLp0iTg5ORFdXV3yySefkJiYGFJWVkaePn1K9wlbW1sSHBzc0k1tEtqD/O1Bxuq0R5kbCqPkMbRZYmNjCUVRxMLCgly8eFFpW2RkJFm2bBmRSqWkvLycTJ48mZw9e7aFWtr45OXlEYqiCIfDIREREXR5eXk5/XdpaSnJyMgghoaGhKIoEhoa2gItbVw0kTsjI4PMmjWLUBRFuFwusba2JkFBQfR2sVhMCJFbDV5HioqKSJcuXQhFUWTQoEEkOjpaZZ8///yTUBRFZs+eTQghRCKRNHczm4z2IH9jyKh4zl8X2qPMjQGj5DG0Wfz8/AhFUWTHjh10mVgspl/eiunZ33//nVAURTw9PUlpaWmLtLWxmTZtGqEoiqxZs4YQojwVXXXg++qrrwhFUSQgIIAEBweTw4cPk0OHDjV7exuLuuRW/H/79m1ib29PuFwuoSiKsNlssnLlSnpfxTNSWlpK9u/fT/bt20dCQkKaUZJXZ+PGjYTD4dBTWP369SMHDhygt0ulUpKQkEBsbGyIt7e30vOQkJDQEk1uVNqD/O1Bxuq0R5kbA0bJY2iTXLlyhVAURfr06aN2u8Kyk5iYSCwtLQlFUeT06dM11vc6+etFREQQiqKIi4sLXabOKvXkyRMiEAhoy1fHjh3pAdTNzY1cuHChOZvdYJ4/f16r3Iq/i4qKyOLFiwlFUWTmzJlk+fLltF+Pm5sbefbsGX3MyZMniZOTE6Eoijg7O5Phw4eTY8eONZ9Q9UQkEpEBAwYQAwMDsnbtWjJ+/Hj6nk6fPp3cvn2b3tfBwYEYGhrSFpH09HQyc+ZMYm1t/dr6J7YH+ZtCRplM1qrHuPYoc2PBKHkMbQ6JREI73t+/f58QUrOZ/v333ycURZGpU6eqbKs+AKhTGFrbNI9MJiOurq6Eoihy4sQJQkjNss+ePZtQFEX8/PzId999R5KSkkhwcDCZN28eoSiKWFlZteqXXVU0kVtxz44cOUKsra2Jo6MjuXXrFiFEriC+9dZbZOzYsUoWu4SEBPLFF1+QoUOHEgcHB/rFMmnSJJKTk9NM0mlORkYGsba2Jk5OTiQuLo4QQsi1a9dIp06dCEVRxNTUlCxfvpxs3bqVGBgYkG7duhFC5Nfm6NGjxNLSknh4eJDjx48TQuQvyNeJ9iB/U8rY2sYzBe1R5saCUfIY2hwKx/sFCxYQQlStWIpOffv2bcJms4mWlhZ5/Pix0j6KYwoKCsiiRYtoZaDqtvz8fLJx40Zy7ty5VvNFeOrUKUJRFBk6dGit+505c4aepnzy5InK9g8++IBQFEW++uqrpmpqo1KX3Ir7k5GRQVsBvvnmG5Kdna20X3JyMv131ecmLy+PXLp0iXYBmDJlCklMTGwCSRrG/fv3CUVRxNvbW2Xb33//TYyMjAhFUcTQ0JDweDzy9ddfE0IIefHiBZkxYwZ9bOfOnYmjoyNxdXUlixcvfm2isNuD/O1Bxuq0R5kbC0bJY2hT5ObmEoqiCI/HI5mZmYSQmr/Uhg8fTiiKIsuWLVPZpnjBKxx5PTw8VL7qN2/eTAQCARk1ahT9ddmSlJWV0T5miilHdbIXFRWRHj16EIqiyKpVqwghlVYvxe9Vq1YRiqLIvHnzSFFREdm/fz/5+++/yeHDh5tJGs3RVG5CCNm0aRPR1dUlAQEB5OHDh3R5TftXLd+8eTMxNjYmHh4eSlG7rYnS0lLi6elJzMzMSGxsLJFKpUppgkpLS8nHH39MW2qvXr1KCCHkr7/+Ijo6OoSiKNKzZ0/y1VdfkSVLlhAvLy867czrEIHdHuRvDzJWpz3K3FgwSh5Dm2Lq1KlKjvfVX96K//fs2UPniktNTVXaR2H1iYmJIb6+voTD4ZDt27fTfny3b98msbGxZOTIkYTNZpNVq1bReddakpycHOLp6UlbMGuyLioUVz8/P1JWVqayr0gkIsuXL6f925ycnIipqSk9Venr66sUjdrS1CW34v+IiAgSGBhI+Hw++d///kfLXhuKY589e0b69OlDOBwOWbZsGZ1upTVF4Cqe7QULFhCKosjvv/+utK1qUFF0dDTZunUrKS4uJs+ePaOV/rfeektJprS0NDJ58mRCURRZsmRJ8wnzCrQH+duDjNVpjzI3JoySx9CmiI2NJYsXL6b/V+dHV1xcTLp160YoiiL//fdfjXV9+umnhKIoMn78eJKRkUEIISQqKopQFEW0tLQIl8slo0ePpre1lvB8xaCozjqVlJREJwVWRNFW3y8qKop0796dzjW3Y8cOUlpaSm7fvk0mTZpERyKrS2HQktQmNyGEfP/994TFYpGxY8eSly9f1qvub775hvB4PBIYGEju3r3b4LY2JREREcTX15dQFEWWLl1a4xQ0IXKF/ptvviEURZHhw4fT+4rFYvqj5vHjx3QqoqrW7NbyvFenueRvSdqDjNVpjzI3BoySx9BmqMlqV50DBw4QDodDunbtSito1Y8JCgoiVlZWRF9fn1y6dInenp+fT4YMGUIHdnh6epIHDx7Uec7WwieffEIoiiJjxoxRu72srIz8+uuvtA9LdZ81QggZM2YMoSiK7Nq1ixDSuqxZNREVFUV69+5NjIyMyOHDhzVqs8KKd/36deLl5UX09PTIunXr6uV/2VLX5vTp03SgiLe3N/nuu+9IYmIiefr0qZJydvnyZeLs7EysrKzoqfjqbb5w4QLR0tIi3bp1U7JYb9q0iXz++ecaWUSbm+aQv6VpKRlbcoxrjzI3FEbJY2hT1PYCVnTyP/74g7DZbLJo0SIlv46qg4Ai39qSJUtIYWGhUj1LliwhFEUpRVvOnTuX5OXlNbI0jcudO3cIn88nOjo6dNRx9cHr4cOHRCgUEm1tbToHVXV/PcW0icKf73XgxYsXhM/nk86dO9PT87VZoqpafd966y1CURQZN24ciYqKUtpefX9CCAkNDSVr1qwh7777Lpk/fz7Zt29fY4ujEQUFBeSDDz6gp9q1tbWJnp4e7YuYmppKy/buu+/S015VZSkvL6fzk02bNo3k5ubS23/55RdCURRZsWJFqwk8qkpTyJ+Tk0Nvz8vLI48ePSKXLl1qMfeFlpKxJdOPtEeZGwKj5DG0OxRmfEVWdELkyo5C4dm5cyfh8/nE2dlZJer28OHDxMbGhjg5OZGzZ8+Sbdu20VO/o0ePVvHva01fgAq53333XbXbFZHEivxxCqoOjikpKWTEiBGEw+HQK4S8Dpa88PBwoq+vT+zs7JTuaV1tP3DgALG2tiY2NjZkz549avdRDPwFBQXkp59+Inp6erTyr/jp0aMHefToUeMJVA9iYmLIhg0byEcffUT7H0kkErJ//35iZGREvL296ZdZ9ZdYYmIi6du3L6Eoivzxxx9K24YNG0YoiiI7d+4khLTe56Cp5B83bhwd8MNisUhgYCC5fv168whVjZaSsSWVnvYo86vAKHkM7Y7bt28Tc3NzYmtrq5QahRD5cmcWFhaEoiiydu1apamojIwMMnHiRDoiV2HiT05OJr/99hvZunUrvW9r9ds6e/ZsjVHH58+fJ7q6usTGxoZe+7H6PqdPnyaWlpbE19dXbQ699PR08vLlS/L06VO1U70tRWlpKZ0A2dramvz0008kNzdX7b6KQTwlJYW88cYbhKIo8t5779F+OzUpM++99x6hKPmi6RMnTiSnTp0i586dIxMmTCAURZHAwEAlP6KWQNH2Z8+ekTFjxhAul0u+++47tfuWl5eTDRs2EIqiSK9evejnhhC572vHjh2JmZkZ7d/YWpW8qjSW/D/88APtrrF06VL6Q4+iKPLBBx+06LPfHmSsTnuUWVMYJY+hXSGTyUheXh69dqmRkRF55513yJEjR8iCBQuIt7c3oSj52ojV06Js3ryZ6OrqEn9/f9oPr+pXXVFRESGEkF27dhGKkmdir0prsupVJz09nVZo1KWUIUSuzM6dO5dQFEU++ugjJXnCwsLI8uXLiaOjI61Iubu7k5UrV7aql/+aNWsIm80mFEWR1atXq/jiVJ3CXbduHdHT0yM+Pj4qax9Xpbi4mPzzzz/0y+DPP/9Uyb81Z84cQlEUWbduHSGkZRUiiURCNm7cSCiKIn379iUvXrwghKhaKJ48eULc3NwIj8cju3fvJoRUXp/U1FRiaWlJvL296Sns14WGyE+I/IPBzMyMcLlcpcTZe/fuJW5ubvQsQUs687cHGavTHmXWBEbJY2i3/Pnnn8TR0ZHo6uoSV1dX4ubmRrhcLmGxWOTgwYNKg0NERATp1asX4fF45M8//1QK25dKpUr7CoVCQlEU+fnnn0lRURG5ffu2kkWwtSl7EomE/O9//yMURZGuXbuS+Ph4Qojy4CiVSsnu3buJvr4+8fX1pS19hMj93RQyczgc0qVLF9KvXz/C4/EIRVGkQ4cO5PLly80uV02kpaWRL774QinnX3Wl7OHDh6R79+6Ex+ORb7/9llYG1Slnly5dolfb+Oabb+hymUxG32uFEljVRaAlycnJIW+//Tb5888/1W4XiUR0kM6kSZPoZ0Ehz+HDh2nrZFUU2xMSEsiqVauIrq4uHaDTmnhV+aVSKYmLiyNubm7E2tpaZa3rgoIC0r9/f+Ll5aXi6tHctAcZq9MeZa4LRsljaHdUVbKKi4vJkydPSGlpKZkxYwZhs9lk5syZSiZ8Qgj59ttvCZvNJm+88Yba1CGKOleuXEkrOwMHDiQCgYDw+Xzi6OioNJ3bmigtLaUtTevXryeEqCozERERZMiQIYTL5ZKffvqJLk9JSSGDBw8mFEWRYcOGkRMnTtDBLJGRkbQDtFAoVJkab2kUA3xWVhZZsGAB6d+/PwkPDyeEEPL1118TDodD+vXrRzt0q1Pw4uLiaKtwp06dVLYrnouqaykrLL6tAUX7qls7rl69SoyMjIi5uTntj6TYVyaT0dNaP/74IyGkci1oQuQR2mPHjiVaWlqEz+eTH374oTlEeSXqI3/VfRTBV7Nnz6b9cBV1PX/+nOzcuZOe2pPJZPSz0xIW3JaSUSqVtpjFuj3KXBOMksfQLqlqZSFE/pIaNWoUoSiKXLlyRWnfkJAQ4uvrS0xMTMihQ4dqXCYtLS2NsFgsQlHyrOsffPAB2bp1K3n33XdpZ/yPPvqoxjVVCSHk0aNHLZaS4vLly7SCVnXgKy4uJr///jths9lk0KBBtA9WaWkpnW7FxsZGaRqj6kv/77//Jlwul/zzzz+EELnDdGuKRE5NTSXOzs6EouTLvE2aNIm4uLgQY2Nj8tdffynJUhWJREL27t1L31tFIIq6qN2PPvqIjsImpHX7r2VmZpLp06fT+ciqonjWP/zwQ0JRFNm0aRMhpFKekJAQ+lgvLy9y7ty5Vv0CVEdt8ivu7aNHj+hVExYvXkxSUlIIIZX9pjZFvqbnqTlpThlbSz7F9igzIYySx8CgRHh4uIqf1r///ku0tbXJjBkz1DrOK15cs2fPphMIK5bVUXDt2jVibm5OrK2tSUREhNrj9+/fTzw9PZWCOloDd+/eJR07diSGhoZK1sicnBx6mnLbtm2EEGUrqeLv8vJysmvXLtrPZc+ePURbW5ts3769+YSoA6lUSr799lvar47FYpGAgAClqevqVoGCggI6a/7EiRNV6lTc17i4ODJo0CDC4/HoPHtVlZ3WNn2vWA3Gy8tLrV9TaWkp8fDwIBRFkZs3b9LlDx8+JF5eXoTFYhFfX1+lZeMUlJWVkeLi4nono25Oqsqv8DdU9+GVmppKR5ovXLhQZbvimiUkJJD9+/eTKVOmkEmTJpFp06bRHzwtRUvIqE7Bb05lqLXI3NwwSh4DA1H/olV00C+//FLF30qxv2KQunPnDq0cKHLQESIfRBSDgkIhqLrKRtVBbuDAgbQvX2v42idE/vX73nvvERaLRWbPnq1kgdu2bRuhKIp07NiRLqtpUKuaaf67774jFEWRd955p0nb/iokJibSEdQURZGAgABy4cIFpX0U9zM0NJTeLywsjBCi/jnav38/sba2JhYWFuTEiROEEPnKI0ePHm1aYV6R9PR0Mm7cODoPYvV7GhoaShwcHIiHhwcpLy8nUqmUHD16lHh6etJTXaGhoUrH5OXlkS+++IJ07dqVmJqaEldXVzJo0CD6erQmqstPiHx1hFWrVpGCggIilUpp5eD+/fskMDCQUBRFPv30UyKRSJQU4qioKHqVBoqiiIGBAf23m5ubUqL15qQ1yFj1uRo0aBD9odhUtAaZWwJGyWNgqIMDBw4QLpdLvL29lQIOqg5SimXAVqxYobJNMTgolkmr+nX44MED0rNnT1oB7NevH4mOjm4VX4CEEJKdnU37Fp4+fZoQUimPYkFwhV+WJl/lhYWFZNy4cYSiKFp5ao15p65fv046d+5MD9wrV65U2UcxZTllyhRCiPol9BITE8m8efNoC69iOnz16tWEoijy9ddfN4M0r0ZVp3RCKmUKCwsjPB6PDBw4kJSUlJA//viDmJiYEC0tLTJ58mT6RanY/8qVK2TIkCF0NLu/vz9tCVRcv5ZOLaOOqsEmig+9U6dOqex36dIloq2tTfz9/UlOTg5dfvv2bToX25QpU8ilS5dIYmIiuX37Nu0Da2ZmRq5du9ZsMlWnKWRMSkrSSEbFeLFp0ybaxaU5aEmZWwJGyWNgqIPs7GwyY8YM+iX18ccfk4yMDHqwUFi0LC0tSUxMDCFE1fpRUFBA17Fx40ZCiHza69y5c/TLjqIo8v3339PHlJeXtxpl786dO0q+VYQQsmLFCkJRFPnyyy81qkMmk5GysjLSr18/YmpqqnYQbC3yKvjrr7+Ivr4+OXfunFJ5aWkpmTZtGuHxeOSPP/5Qq6hKJBKyfft2OjO/IppXIpHQPo6v06ohCn7++WdCURQZOHAg+euvv+hnd926dSQpKYkQQujoxLy8PNrH6a233iL37t2jt504cYJ06dKF9lVtrchkMnLo0CFibm5OWCwWWbVqFRGJRPT23NxcYmxsTHg8Hp3wOj4+nl4Zxt3dXSUdEyGVK+9Mnjy5xafsm1tGRX/Jz88nOjo6hKIoOk1Rc03htof7Sgij5DEwaMyuXbuIrq4usbW1pa1Q5eXl9Et8xIgRJCsrS+2xT58+JT169CBaWlpkx44dStuqTg9SFEXmzJmjsqZua0Th46LwR6s+pVEVhfIWHx9PKIoixsbGNS4wXlhYqHKNWpKaXjqKqOKq0+9VuX37Nhk0aBChKIqMHTtWaZsiQfLmzZtrPXdrs3KWlZWRRYsWEQ6HQ1xcXIiRkRExNTUlv/zyi9J+ina/++67hKIoYm5urtYHs6CggHTq1IkYGxu32gTihMjl2b59OzE3N6fzsG3bto2cOnWK9sWtmk5mz549xNLSku7To0aNUpmazs/PJ76+vsTY2LhV9PfaZFRYqF5Fxo4dO6rIqHg+FAnKq/eP5vrYa06ZWwpGyWNgqIPqX6Bnz56llTmFuZ+iKOLj46N0nGKgKikpIX///Tftr6GwdhBCyI0bN4iFhQUxNDQky5cvp6d9KapyuajWSmJiInF3dydGRkZ0ZCkhtQcS7N27l1AURSZMmEAIUZ0KvHjxIh3lPGbMmFan5CiQSCTk7bffJhRFkb///psQIrdeKRTC5ORkMmvWLMJms4mDgwOdPJsQucO2UCgkfD6fxMbGEkIq5VeXaqM1XQOJREK++uor+hm1tbUlZ86cof0tqwaoREREKH288Pl8smDBAhV/PUXaipZa47c+vHz5kowZM0ZJLoUv7o0bNwgh8g+/hQsX0tHUiqlqdfL36tWLUBTVqhJK1yQjRVGNIqOijzx58oSuVxGIUzUQIjMzk+zbt4+sXr26ydMvNbXM1ak6K9LU/ZtR8hgYNKS6RSc2NpYeCN59910l342q+54/f55eSWP16tV0uUwmI5MmTSIURZHPPvuMECKfIli5ciVxd3cn69ata7F0KpqiSKLM5XLJ8uXL6ZQD1a+VQvH777//6Ok5hdO+gqCgIGJvb0+4XC4ZMmSIkv9ja+TYsWP0139VC64i5yJFUcTBwUFlbcyoqCgiFApJQECAksJPSOXgf+TIEbJ06dJWG4V6+vRp8sYbb6ikG6qKQhlctGgROXXqFHFxcaEVw++//56WXfEMKdwYXgdu3bpFvvjiC/L555+Tb775hty+fZveJpPJiJ2dHaEoip7mO378uIr8QUFBtH9i9eegNdBYMnbr1o14enqSpKQkpY8XhSX8888/J4Qofxzevn2b9O7dW0nZGj58OB3t/brInJiYqGKVLCoqIvn5+UpBbE05Rc0oeQwM9aBqh1UoaEuWLCEZGRmExWKRSZMm0Wk3CJH7Hfn7+9M+TFVTo+zevZvweDzi5uZGHj9+rKTwJCUlqSRkbq38999/dHSZrq4uGThwINm5c6fatWGnTZtG+29VZcuWLcTJyYlQlDzqNjIyspla/+rk5eWR8ePHE4qiiLe3N1m5ciX57rvvSI8ePehrsXnzZlJYWEgIqcyjdenSJUJRFOnRowcdiKF4wZWVlZELFy7Qfkrjxo2r0QWgtaJIEbNw4ULC4XCUlo5as2YN0dLSIhRFkW7dupGtW7fS10sR2NPa/DLrg0wmIzExMcTGxoY4OzurpEKqKr+DgwPh8XhkzJgxr9WaqI0ho+IDycTEhPbRVFi1RSIRHYjWq1cv8uuvv5I+ffoQipIHprVEkM6rylx1uvbatWvk7bffJtbW1sTPz490796drFy5UulDvimefUbJY2CoB4ovrqtXrxKKooi2tjZtvVNM39nb25O5c+eSwYMHE11dXUJRFBk5cqTSlENmZiYdor9hwwZaAWgNjrqvQn5+Pvnqq69I586diZeXF9myZYtKGpjU1FTSs2dPwuVy6ZUlCJE78vN4PGJoaEjeeeed1+olX1hYSPsVVf0JCAggBw4coPerKtOyZcsIRVVG1lb9iv/ll1/oJeI+/fRTkpaW1nzCNDKK6a+DBw8qlefm5pI333xT6Xp17txZZSmp1wF1z6pEIiG9evUiXC6XTqdUVSnIzc2lV4LRxC+zpWkKGRUfdIq8m9nZ2eSzzz4jenp6ZPLkyUQgEJBhw4bRuTULCgrI33//TY4cOdIssxuNIbNiaTWRSETWr19PzMzMCEXJE8d36tRJyeXh5MmTGrVL8cFYHxglj4FBQ6p2/K5duxKKqlwGjBC5Feazzz4jbDab7sCmpqZk9uzZKtMxihQa/fv3J4mJic0mQ1OTmZlJ4uPjaQtV9W0eHh7EwcGBpKamksTERDpCl6Io8s8//9Bfvq+bshsREUHWrFlD/v33X7J792618isstR9++CHh8XhKPpcikYh8//339DPz+eefv1bKrjrWrFlDKKoyrVBJSYnSCzo0NJSekqvaj15nFPf4s88+IxRFKUVPi8ViJfkfPXpEli5dqrJucmunoTL+8ssvhKIo4u/vT5cpFCHF2MnhcMgnn3yicu6WGhdeRWbFTMZPP/1E9PX1iZ2dHVm9ejW9MlBkZCR5//33CUVRxMnJScVXlZBK6/+TJ0/IihUryNixY8mMGTOUppHrglHyGBjqybp16+gpOgVVrVZxcXFk165d5NKlSyQuLo621Ch+R0REEHd3d8LhcMjhw4df+5d5XSjku3HjBqEoinTo0IHk5eXREaZubm4qfmttgZocqhX59xTTk7GxseS9994jbDabsFgscuDAAdpC8Do/G/fu3SPGxsbE3d1d6UOmtLRU6WV9/fr1VumT1hCSk5NpN40vvvhCacpdnaLSmoJrNKW+MhJCSEZGBuFwOISiKBIUFEQIUQ62mDVrFr00JEVRZNq0aUruLy1NfWUODQ2lo3HHjx+vNuXK+vXrab9uQlRX4cjPzyc+Pj50gI/i2kyePFkjVw5GyWNgqCfnz58nAoGAHDt2jBBSqbxpGimlsNjMnDnztfLFaShr164lXC6X+Pv70+kJ3NzcSFBQkFJ0Zlvm4cOHxMDAgAiFQlJeXk4yMzPJgAEDCEVRpGvXrk2e9b+5Uaxu4uzsTHbt2tXSzWlWjh07RmxtbWmr1YYNG0h+fj4dnNQW0FRGRb+eP38+oSiKzJgxgxCi/BFz+vRp4urqShwcHMinn35K+vXrRyhKvppEa3JbqM99VUzfKiyUgYGBZO/evUr7REREEH19fdKjRw+l8r/++osQUvm+CAwMJJGRkWTnzp2kV69eRE9Pj34H1Qaj5DEwNDK1WV/Ky8vJ3LlzCYfDIXv27Klz/7bE119/TaccoCiKDBgwgPa5aS8EBwcTPT09Mnv2bLJnzx46j563tzeJjIykrQFtRdktLCykp7goiiK9e/cm27ZtI2FhYeT58+ct3bwmJyMjg8ydO5doa2sTiqKInp4e8fPzIxcuXHjtXBJqoi4ZFR/BISEh9HOgCJ5QWK1SUlLI7NmzCYvFoqdpS0tLyS+//EJ+/vlnQkjrGidrk1khb2RkJPH09CTGxsbkwIEDdNCZwgqnSM1CCCFmZmbEycmJtnifOHGCUJQ8vySHwyFcLlcp0j4vL4+cP39eo7YySh4DQzMza9YsQlEU+emnn1q6Kc3KgwcP6GmHqVOnNnk6hNaE4gWlSBfi5+dHTExMCEXJk0krHLnbinJXnTt37pARI0bQL0V9fX3y1ltvtXSzmg2FT9XUqVPJnDlzXovo8fqikHHatGlqZVQEmv3www+EEOWAo61btxJjY2PSuXNnJeWHEOWccq2N2mQODw8nFhYWJCAggPbPCwoKov25jYyMyLJly2j3n759+9LHRkdHk7fffpsIBALC4XCItbV1nTn3aoJR8hgYmpnjx4/TKTI+/PBD8uzZs5ZuUrNy+vTp1zKSsjF47733lKJK586dq5Qvq60TFBRE/v77b/Ljjz/SVtzW+PJuKkpKSlqVRaopqCqj4t4qVsextbWl91Moec+ePSNDhw4lfD6f/Pzzzyo+zK8D6u7rrVu36Ej76mzdupVeKUkgEBAWi0U2bdpECKmU+8yZM/R2xXgxfvx4UlBQUK+2MUoeA0MLcOrUKTqNQN++fek1b9sTbf1lpw6pVEo++ugjYmhoSD7//PNXSonAwPA6oOjfEomEWFtbE4qi6LRCimlasVhMfv75Z8Ln88nw4cPpD962MDbk5eURW1tbIhQKSWpqKpFIJEpR9xKJhF4xycPDgzx+/Jjelp2dTQdorVu3jpw8eZJOu1J9He26oAghBAwMDM0CIQQURdH/f/PNNygvL8fHH38MMzOzFmwZQ3OSl5cHNpsNPT09yGQysFislm4SA0OTsG/fPkyfPh1+fn548OABANDP/K1bt7B48WIkJCTgt99+w5w5c1q4tY2DTCYDAMycORP79u3D+vXrsXjxYgCAVCqFRCIBn88HAMTHx+Pp06fo378/BAIBAOD333/HJ598An9/fwQHBwMA0tLS8PjxY/Ts2RN6enoat4VR8hgYWgCJRAIOh6PyNwMDA0Nb49y5cxAKhfDw8EB5eTl4PB7y8/Px3XffYf369Zg1axZWrVoFKysrlQ/h15nHjx9j6tSpiIyMxIcffoiPPvoIdnZ2tR4TGxuLgIAAZGVl4eTJkxg5ciTKyspopbC+MEoeA0MLoeh6bWVAY2BgYNCUY8eO4ZNPPgFFUVi/fj1GjBjR0k1qEs6cOYOFCxciPj4ebm5umDBhAmbPno3S0lJ4e3uDzWYrvQMWLVqETZs2YfLkydi3b1+Dz88oeQwMDAwMDAzNRl5eHt58800cOXIEX3zxBZYvXw4dHZ02ZcWrSklJCVasWIHdu3cjNTUVXC4XhoaGuHTpEnx8fOj9bt++jV69ekEgECA4OBgdOnSAVCoFm81+5XMzc0QMDAwMDAwMzYahoSF++ukn2NjYYOTIkW1awQMAbW1t/PLLL1i8eDHOnTuHtLQ0yGQyJQVPIpFg5cqVAIAPPvgAHTp0ACGkQQoewFjyGBgYGBgYGBhaBIVP9t69ezFjxgw4OTnh3r17MDIyapSgLCaki4GBgYGBgYGhBeBwOMjMzMQPP/wAAPjyyy9hZGQEqVTaKFH3jJLHwMDAwMDAwNBChISE4Pnz5+jYsSMWLFgAAI2WVomZrmVgYGBgYGBgaEEePnwIAOjcuXOjptVilDwGBgYGBgYGhjYIM13LwMDAwMDAwNAGYZQ8BgYGBgYGBoY2CKPkMTAwMDAwMDC0QRglj4GBgYGBgYGhDcIoeQwMDAwMDAwMbRBGyWNgYGBgYGBgaIMwSh4DAwMDAwMDQxuEUfIYGBgYGBgYGNogjJLHwMDAwMDAwNAGYZQ8BgYGBgYGBoY2CKPkMTAwMDAwMDC0QRglj4GBgYGBgYGhDcIoeQwMDAwMDAwMbRBGyWNgYGBgYGBgaIMwSh4DAwMDAwMDQxuEUfIYGBgYGBgYGNog/wem24+uep+INwAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "masked_results = statistical_test(DATA_SOURCE+\"_feat\", DATA_SOURCE+\"_bench\", TEST, IMPUTE, p_thresh=1)\n", + "plot_stat_test(masked_results, DATA_SOURCE+\"_feat\", DATA_SOURCE+\"_bench\", TEST, IMPUTE)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "3d381199", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "BaselineED (19, 8) (19, 16)\n", + "Direct pearsonr BaselineED_feat\n", + "BaselineED (14, 8) (14, 16)\n", + "Direct pearsonr BaselineED_feat\n", + "pearsonr\n", + "../output/plots/pdm_pearsonr_BaselineEDFeat_GenBaselineEDBench_nanDropped\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "test='pearsonr'\n", + "remark6 = statistical_test(DATA_SOURCE+\"_feat\", \"Gen\"+DATA_SOURCE+\"_bench\", test, IMPUTE, p_thresh=1)\n", + "baselineED = statistical_test(DATA_SOURCE+\"_feat\", DATA_SOURCE+\"_bench\", test, IMPUTE, p_thresh=1)\n", + "reality_check = remark6.abs().subtract(baselineED.abs(), fill_value=0) \n", + "reality_check = reality_check.astype(float).round(2)\n", + "print(test)\n", + "plot_stat_test(reality_check, DATA_SOURCE+\"_feat\", \"Gen\"+DATA_SOURCE+\"_bench\", test, IMPUTE, mask=False, cbar=True) " + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "0d82487f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "BaselineED (19, 8) (19, 16)\n", + "Direct kendalltau BaselineED_feat\n", + "BaselineED (14, 8) (14, 16)\n", + "Direct kendalltau BaselineED_feat\n", + "kendalltau\n", + "../output/plots/pdm_kendalltau_BaselineEDFeat_GenBaselineEDBench_nanDropped\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "test = 'kendalltau'\n", + "remark6_k = statistical_test(DATA_SOURCE+\"_feat\", \"Gen\"+DATA_SOURCE+\"_bench\", test, IMPUTE, p_thresh=1)\n", + "baselineED_k = statistical_test(DATA_SOURCE+\"_feat\", DATA_SOURCE+\"_bench\", test, IMPUTE, p_thresh=1)\n", + "reality_check_k = remark6_k.abs().subtract(baselineED_k.abs(), fill_value=0)\n", + "reality_check_k = reality_check_k.astype(float).round(2) \n", + "print(test)\n", + "plot_stat_test(reality_check_k, DATA_SOURCE+\"_feat\", \"Gen\"+DATA_SOURCE+\"_bench\", test, IMPUTE, mask=False, cbar=True)" + ] + }, + { + "cell_type": "markdown", + "id": "962658c0", + "metadata": {}, + "source": [ + "## Figure 10: Limitations" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "0ca393cc", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "BaselineED (19, 8) (19, 16)\n", + "Direct pearsonr BaselineED_feat\n", + "../output/plots/pdm_pearsonr_BaselineEDFeat_GenBaselineEDBench_nanDropped\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "test='pearsonr'\n", + "remark6_masked = statistical_test(DATA_SOURCE+\"_feat\", \"Gen\"+DATA_SOURCE+\"_bench\", test, IMPUTE, p_thresh=0.05)\n", + "plot_stat_test(remark6_masked, DATA_SOURCE+\"_feat\", \"Gen\"+DATA_SOURCE+\"_bench\", test, IMPUTE, mask=True, cbar=True) " + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "7b82ae33", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "BaselineED (19, 8) (19, 16)\n", + "Direct kendalltau BaselineED_feat\n", + "../output/plots/pdm_kendalltau_BaselineEDFeat_GenBaselineEDBench_nanDropped\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "test='kendalltau'\n", + "remark6_masked = statistical_test(DATA_SOURCE+\"_feat\", \"Gen\"+DATA_SOURCE+\"_bench\", test, IMPUTE, p_thresh=0.05)\n", + "plot_stat_test(remark6_masked, DATA_SOURCE+\"_feat\", \"Gen\"+DATA_SOURCE+\"_bench\", test, IMPUTE, mask=True, cbar=True) " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "48ceae97", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e16c2a30", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "tag", + "language": "python", + "name": "tag" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.16" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}