{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "c2a43238", "metadata": {}, "outputs": [], "source": [ "import sys, os\n", "sys.path.append(os.path.join(os.getcwd(), '..'))\n", "sys.path.append(os.path.join(os.getcwd(), '..', '..'))\n", "\n", "%matplotlib inline\n", "\n", "from target import build_tgt_matrix\n", "from imports import *\n", "from matplotlib.patches import ConnectionPatch\n", "from mpl_toolkits.axes_grid1 import make_axes_locatable\n", "from scipy.stats import pearsonr\n", "import scipy.stats\n", "np.set_printoptions(suppress=True)" ] }, { "cell_type": "code", "execution_count": 2, "id": "1c10bf85", "metadata": {}, "outputs": [ { "data": { "application/javascript": [ "IPython.OutputArea.prototype._should_scroll = function(lines) {\n", " return false;\n", "}\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%javascript\n", "IPython.OutputArea.prototype._should_scroll = function(lines) {\n", " return false;\n", "}" ] }, { "cell_type": "code", "execution_count": 3, "id": "5757f909", "metadata": {}, "outputs": [], "source": [ "source = '/home/sobolev/nevermind/Andrey/data'\n", "report = '/home/sobolev/nevermind/Andrey/analysis/PSTH'\n", "\n", "selected_sessions = [\n", "'009266_hippoSIT_2023-04-17_17-04-17', # ch17, 20 + 55 correction, 5067 events. Showcase for N2 / N3 mod in target\n", "'009266_hippoSIT_2023-04-18_10-10-37', # ch17, 10 + 55 correction, 5682 events\n", "'009266_hippoSIT_2023-04-18_17-03-10', # ch17, 6 + 55 correction, 5494 events: FIXME very weird 1-2nd in target, find out\n", "'009266_hippoSIT_2023-04-19_10-33-51', # ch17, 4 + 55 correction, 6424 events: very weird 1-2nd in target, find out\n", "'009266_hippoSIT_2023-04-20_08-57-39', # ch1, 1 + 55 correction, 6424 events. Showcase for N2 / N3 mod in target\n", "'009266_hippoSIT_2023-04-24_16-56-55', # ch17, 5 + 55* correction, 6165 events, frequency\n", "'009266_hippoSIT_2023-04-26_08-20-17', # ch17, 12 + 55* correction, 6095 events, duration - showcase for N2 \n", "'009266_hippoSIT_2023-05-02_12-22-14', # ch20, 10 + 55 correction, 5976 events, FIXME very weird 1-2nd in target, find out\n", "'009266_hippoSIT_2023-05-04_09-11-06', # ch17, 5 + 55* correction, 4487 events, coma session with baseline AEPs\n", "'009266_hippoSIT_2023-05-04_19-47-15', # ch20, 2 + 55 correction, 5678 events, duration\n", "# Old PPC sessions\n", "'008229_hippoSIT_2022-05-17_21-44-43', # chs: 0, 31\n", "'008229_hippoSIT_2022-05-16_20-36-44', # chs: 0, 56\n", "'008229_hippoSIT_2022-05-20_15-54-39', # chs: 0, 56\n", "'008229_hippoSIT_2022-05-18_14-36-18', # chs: 0, 56\n", "]\n", "\n", "session = selected_sessions[0]\n", "channel = 0\n", "area = 'A1'\n", "\n", "animal = session.split('_')[0]\n", "sessionpath = os.path.join(source, animal, session)\n", "aeps_file = os.path.join(sessionpath, 'AEPs.h5')\n", "h5name = os.path.join(sessionpath, session + '.h5')\n", "report_path = os.path.join(report, session)\n", "if not os.path.exists(report_path):\n", " os.makedirs(report_path)" ] }, { "cell_type": "code", "execution_count": 5, "id": "2ff0fd3e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "((5067, 200), (73, 5))" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "with h5py.File(h5name, 'r') as f:\n", " tl = np.array(f['processed']['timeline']) # time, X, Y, speed, etc.\n", " trials = np.array(f['processed']['trial_idxs']) # t_start_idx, t_end_idx, x_tgt, y_tgt, r_tgt, result\n", " cfg = json.loads(f['processed'].attrs['parameters'])\n", " \n", "with h5py.File(aeps_file, 'r') as f:\n", " #aeps = np.array(f['aeps_%s' % channel])\n", " aeps = np.array(f[area]['aeps'])\n", " aeps_events = np.array(f['aeps_events'])\n", " \n", "# TODO find better way. Remove outliers\n", "aeps[aeps > 5000] = 5000\n", "aeps[aeps < -5000] = -5000\n", "\n", "# # load metrics\n", "AEP_metrics_lims = {}\n", "AEP_metrics_raw = {}\n", "AEP_metrics_norm = {}\n", "with h5py.File(aeps_file, 'r') as f:\n", " for metric_name in f[area]['raw']:\n", " AEP_metrics_raw[metric_name] = np.array(f[area]['raw'][metric_name])\n", " AEP_metrics_norm[metric_name] = np.array(f[area]['norm'][metric_name])\n", " AEP_metrics_lims[metric_name] = [int(x) for x in f[area]['raw'][metric_name].attrs['limits'].split(',')]\n", "\n", "tgt_dur = cfg['experiment']['target_duration']\n", "tgt_matrix = build_tgt_matrix(tl, aeps_events, tgt_dur)\n", "\n", "aeps.shape, tgt_matrix.shape" ] }, { "cell_type": "markdown", "id": "b058156e", "metadata": {}, "source": [ "## Metric distributions" ] }, { "cell_type": "code", "execution_count": 6, "id": "69f7828d", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(2, len(AEP_metrics_lims), figsize=(16, 6))\n", "\n", "titles = ['RAW', 'NORM']\n", "for j, metrics in enumerate([AEP_metrics_raw, AEP_metrics_norm]):\n", " for i, (name, data) in enumerate(metrics.items()):\n", " axes[j, i].hist(data, bins=20, edgecolor='black')\n", " axes[j, i].set_xlabel(name, fontsize=14)\n", " axes[j, i].axvline(0, color='black')\n", " \n", " if i == 0:\n", " axes[j, i].set_ylabel(titles[j])" ] }, { "cell_type": "markdown", "id": "673c79a1", "metadata": {}, "source": [ "## Correlation matrix" ] }, { "cell_type": "code", "execution_count": 7, "id": "f1bf53cf", "metadata": {}, "outputs": [], "source": [ "# metrics / units\n", "dim = len(AEP_metrics_norm)\n", "corr_pearson_raw = np.zeros((dim, dim)) # N1, P1, N2, etc.\n", "corr_pearson_norm = np.zeros((dim, dim)) # N1, P1, N2, etc.\n", "metric_names = list(AEP_metrics_norm.keys())\n", "for i, metric1 in enumerate(metric_names):\n", " for j, metric2 in enumerate(metric_names):\n", " m1 = AEP_metrics_raw[metric1]\n", " m2 = AEP_metrics_raw[metric2]\n", " m3 = AEP_metrics_norm[metric1]\n", " m4 = AEP_metrics_norm[metric2]\n", "\n", " corr_pearson_raw[i, j] = pearsonr(m1, m2)[0]\n", " corr_pearson_norm[i, j] = pearsonr(m3, m4)[0]" ] }, { "cell_type": "code", "execution_count": 8, "id": "b3859940", "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(10, 4))\n", "\n", "titles = ['RAW', 'NORM']\n", "for i, corr_pearson in enumerate([corr_pearson_raw, corr_pearson_norm]):\n", " ax = fig.add_subplot(1, 2, i+1)\n", " im = ax.imshow(corr_pearson, cmap='seismic', vmin=-1)\n", " ax.set_xticks(range(corr_pearson.shape[1]))\n", " ax.set_xticklabels(metric_names, rotation=60)\n", " ax.set_yticks(range(corr_pearson.shape[0]))\n", " _ = ax.set_yticklabels(metric_names)\n", "\n", " divider = make_axes_locatable(ax)\n", " cax = divider.append_axes(\"right\", size=\"5%\", pad=0.05)\n", " fig.colorbar(im, cax=cax, orientation='vertical')\n", " ax.set_title('Metric correlations %s' % titles[i], fontsize=14)\n", " for p in range(corr_pearson.shape[0]):\n", " for q in range(corr_pearson.shape[1]):\n", " ax.text(p - 0.2, q, '%.2f' % corr_pearson[p, q], color='white')" ] }, { "cell_type": "markdown", "id": "3b575621", "metadata": {}, "source": [ "## N1, P1, N2 stats inside / outside the island" ] }, { "cell_type": "code", "execution_count": 9, "id": "fe17d52f", "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "idxs_inside = np.where(aeps_events[:, 1] == 2)[0]\n", "idxs_outside = np.where(aeps_events[:, 1] == 1)[0]\n", "\n", "fig, axes = plt.subplots(2, len(AEP_metrics_lims), figsize=(12, 6))\n", "titles = ['RAW', 'NORM']\n", "\n", "for j, metrics in enumerate([AEP_metrics_raw, AEP_metrics_norm]):\n", " for i, data in enumerate(metrics.values()):\n", " d_inside = data[idxs_inside].mean()\n", " d_outside = data[idxs_outside].mean()\n", " axes[j, i].bar([1, 2], [d_inside, d_outside], color=('green', 'grey'))\n", " axes[j, i].set_xticks([1, 2]) # set correct ticks and labels\n", " axes[j, i].set_xticklabels(['Target', 'Background'], fontsize=14)\n", " axes[j, i].set_title(list(AEP_metrics_lims.keys())[i], fontsize=14)\n", "\n", " if i == 0:\n", " axes[j, i].set_ylabel(titles[j])\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "id": "b1e40302", "metadata": {}, "source": [ "## Metric correlations - scatter" ] }, { "cell_type": "code", "execution_count": 10, "id": "e2b311c6", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dim = len(AEP_metrics_raw)\n", "fig, axes = plt.subplots(dim, dim, figsize=(15, 15))\n", "for i, (m1_name, m1) in enumerate(AEP_metrics_norm.items()):\n", " for j, (m2_name, m2) in enumerate(AEP_metrics_norm.items()):\n", " axes[i, j].scatter(m1, m2, alpha=0.2)\n", " if j == 0:\n", " axes[i, j].set_ylabel(m1_name)\n", " if i == dim - 1:\n", " axes[i, j].set_xlabel(m2_name)" ] }, { "cell_type": "code", "execution_count": 33, "id": "32aef2ee", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "_ = plt.hist2d(AEP_metrics_norm['P1'], AEP_metrics_norm['P2'], bins=50)" ] }, { "cell_type": "markdown", "id": "5d3e9c9a", "metadata": {}, "source": [ "## Instantaneous correlation between AEP metrics" ] }, { "cell_type": "code", "execution_count": 41, "id": "16224d57", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['1-10', '1-11', '1-12', '1-13', '1-14', '1-15', '1-16', '1-17', '1-18', '1-19', '1-2', '1-20', '1-21', '1-22', '1-23', '1-24', '1-25', '1-26', '1-27', '1-28', '1-3', '1-4', '1-5', '1-6', '1-7', '1-8', '1-9', '2-2', '2-3', '2-4', '2-5', '2-6', '2-7', '2-8', '2-9', '3-10', '3-11', '3-12', '3-13', '3-14', '3-2', '3-3', '3-4', '3-5', '3-6', '3-7', '3-8', '3-9', '4-10', '4-11', '4-12', '4-13', '4-14', '4-15', '4-16', '4-17', '4-2', '4-3', '4-4', '4-5', '4-6', '4-7', '4-8', '4-9', '5-10', '5-11', '5-12', '5-13', '5-14', '5-15', '5-16', '5-17', '5-18', '5-19', '5-2', '5-20', '5-21', '5-22', '5-23', '5-24', '5-25', '5-26', '5-27', '5-28', '5-29', '5-3', '5-30', '5-31', '5-4', '5-5', '5-6', '5-7', '5-8', '5-9', '6-10', '6-11', '6-12', '6-13', '6-14', '6-15', '6-16', '6-17', '6-18', '6-19', '6-2', '6-20', '6-21', '6-3', '6-4', '6-5', '6-6', '6-7', '6-8', '6-9', '7-10', '7-11', '7-12', '7-13', '7-14', '7-15', '7-16', '7-17', '7-18', '7-19', '7-2', '7-20', '7-21', '7-3', '7-4', '7-5', '7-6', '7-7', '7-8', '7-9', '8-10', '8-11', '8-12', '8-13', '8-14', '8-15', '8-16', '8-17', '8-2', '8-3', '8-4', '8-5', '8-6', '8-7', '8-8', '8-9']\n" ] }, { "data": { "text/plain": [ "(None, 150)" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# get available units\n", "unit_names = []\n", "with h5py.File(h5name, 'r') as f:\n", " unit_names = [x for x in f['units']]\n", " \n", "print(unit_names), len(unit_names)" ] }, { "cell_type": "code", "execution_count": 42, "id": "6eaf8228", "metadata": {}, "outputs": [], "source": [ "# read single units\n", "single_units = {}\n", "spike_times = {}\n", "\n", "with h5py.File(h5name, 'r') as f:\n", " for unit_name in unit_names:\n", " spike_times[unit_name] = np.array(f['units'][unit_name][H5NAMES.spike_times['name']])\n", " single_units[unit_name] = np.array(f['units'][unit_name][H5NAMES.inst_rate['name']])\n", " #single_units[unit_name] = instantaneous_rate(unit_times, tl[:, 0], k_width=50)" ] }, { "cell_type": "code", "execution_count": 43, "id": "cc92db15", "metadata": {}, "outputs": [], "source": [ "aeps_tl_idxs = [] # idxs to timeline for AEP events\n", "for event_t in aeps_events[:, 0]: # AEP event times\n", " event_idx = (np.abs(tl[:, 0] - event_t)).argmin()\n", " aeps_tl_idxs.append(event_idx)\n", "aeps_tl_idxs = np.array(aeps_tl_idxs)" ] }, { "cell_type": "code", "execution_count": 78, "id": "cbd50125", "metadata": {}, "outputs": [], "source": [ "window_l = 40 # in AEP events, 10 sec is ~40 events\n", "inst_corrs = np.zeros(len(AEP_metrics_norm['P1']) - window_l)\n", "metric1, metric2 = AEP_metrics_norm['N1'], AEP_metrics_norm['P3']\n", "#metric1, metric2 = AEP_metrics_raw['N1'], AEP_metrics_raw['P3']\n", "#metric1, metric2 = i_rate[aeps_tl_idxs], N2_smooth_norm\n", "for i in range(len(inst_corrs)):\n", " inst_corrs[i] = pearsonr(metric1[i:i + window_l], metric2[i:i + window_l])[0]" ] }, { "cell_type": "code", "execution_count": 79, "id": "ebec69f4", "metadata": {}, "outputs": [ { "data": { "image/png": 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zQ6Dkr75ersPDMacDBZM/NVXKipHo+WMvq124vXqf6pqh3lswHBNsEPOnkORgMOrJn8tFlu9bbqHP/nr+ABrY/BDtiiKw5Y8LxziRkbo6IDUV+NWvAms7C4eZM+3JHxOFwRYD8Jf8qff1/PPDF89sF/bpa4KFOzfNG+67D7j4Yu/H8DO3jjfVaxNs1NZSMRfDIKs2zw21f8MttNUxWFZGBOH004fv+k1N1DdZWaHvC67wyNe1gg0BvjwPpaU0V7mQk5X8RUXRX7ifLUNdSHfvpte6OlmBcyjKZEsLFfJib8+ePcD06dSXU6eary8EGRa+/nWS2ytX5tiek/szVEqZGmXh772zZ3w4CsR85SvAPfcEljuXnEyvhw7J79iIM306vQZrPDL5y8iQsqy/X64lQw3bDHcofCSAxxsTdh4LY8aYo3Q0CIFGXKiyJRKN3Sr543nb20vVwVkXG4nkj2UvR2CpcNJB29tlUbxgeP5U+RSK7ZhGPflbu5YUnX/+kz7zw/Hm+bMjf3bHs6I+bRq9Ok3OAwdIEN5zT2Btr64G0tPJ9dvU5ClI+fpDJX+zZ3tXJFUPy7JllKw8HFDLm7OgVK0uVvL3wANE9CM15OnnP6c8TW9ePCfyF0orc3U1kJtL71XypwqwSPL88aIynGEwTU2kRCYnh95Tpt6r3XNXi0x5w8GD9LpwIXmx1DFVXU2yMD09cjx/qgw6epTGXHu7zEUdyjYA27ZRmOy119LnJ56QHtQpU4gE83hvaCB5PW0acN55wJ496V7bG6pqqarBx478WRWCzk65RoTaK6WuRYEUPklNpVd1M3fuxxkz6DVY41Fdn3mtaG6WUSzeyF93t32IeX+/HIfD5fkrLqZ7UIvWRApUgwkg+yYjg/oqXGH6kQqV/PnjHVLJn6/jDx0CTjoJWLNmcG0bDNSwT9YR3nyT9ia99155DGOkkD9eY+3yMr2RP06xCAb5U4lnKIx5o578WRVEfji+qn3yZ36IdooHT2S2HDstWvwQA92rqqqKlPKMDAobtbYhWJ6/OXNokDsJau7DV16hipCvvz646wWKhgbZt1bPn2rNZXCFTDWkKBLh5J3s65NhIfX15jy/UFryKyvlvEhMjEzPnzq37Ppv3z4yroRqw3Imfykpoe8LdeGw8y6wPGlqMnsJrWDyN3MmET0r+cvNHR4y6y/UMKiSEtle3hZ1KJ4/PrddGfrcXCLB3O9s7MrPJ2WqtDTJVjaqczVQvPceeSK95fKWllIb1FBsxsqVFFq3dq1ne4DQe/7UtSiQ++e5oxYzY/IXKs/ftGmeYcQTJlD/Oq15t9xCY8Jq9GptDYxg19XJ/NHB4u9/p/76xz8G9/9vvAGcf35oPEdWJVf1/AE69NMKVcYFQv7y830/v8ceo4gJfwqBqbBzLAA0B3xt72QX9slGK051itScv7Y2yumzC79l2WFH4lT5pN5PW5vUo4IR9ukUth4sRCz56+szghJOY12Y8vLo1Y7MqZWL+LM3zx8vtrz1oNPk5OMCtYKxgsbbU6iKoBBy0DY2elcCncAKAi+61sVszRpaJF97jT7Pnw9897vUp8Esye2tfXl55LWwev7GjfPsbxY2gVhIhyssRX0+Tn3X0kLKYEYGPWu7gjfBhhBEplhojQTPn10oxg03UP4Rb20QbDQ2Dp/nT+1363Pv7SVykpJCz86bhfHgQfK05OZ67vPHsmU4yKy/UBfh0lJJwjgXbCiePzYY2O0ROmuWM/mbOBHo7zc8FISODtlvgyF/F19MxjS1GqsVJSWUj6jOScbTT9PrSy/J74aziI96fn/vv69PzmNv5C+Ynr+MDMpntqZvnHoqtccuekAI6t/2drn5PMOXYcaK224DTjllaJUa2UAwWMPW9dcDRUXA5s2Db4MTuA+snj8mfyOh5P1worpa5uUGQv5mzPB+fEcH5eACgRUiOn7cnBal4u9/p/nijXjYhX2yXsk6Q2cn5adH0loDUH/dfTfptCqEkHLCbo47kb9ge/7s8pSDiYglf8XFKQNEzV90dgKvvmpW6K0WUN7E1x/Pn0r+7JRfVuKnTKFXp0WLvxciMLJRVUUkx478NTXRYjBhgm8l0Am8gPOiax1gr75Ki+Njj9Hn/HxJdIej2EZtLYV9jhnj6fkbN05upslgoecvMd22jZQ+u60Utmwhq3+w9vlSn49T+/j5chixGk4VKmWuvp5I87hx9DkhQS7g1pCGUMKXhVglf3ZGIR67vD9esNHUROMw3J6/ykpSWk8+mT578/AcOEBKg2E4e/5SUsLj+evrA3buNBtFeIzn5RHx4e1OFiyg16F4EZj88fV4bN90EynnKvljOZKXJ72OVpKgzuHBjAeOAtm50/mY0lJn8schi04VXEPt+VPP769VWp3DKvmrrSUFkkPPg+n5GzuWni2vFTwHTjmFXu1CP1W5y7mnDG+GGTsUFdGrv9sxHT9O23Wo6ytfZ6ieu1AUJuL+4Gc2Wj1/v/oVEYWhorqa1trUVP/JX2oqkQpvz/+552gezZzpHIbd1uaZEvP22/SM/vEP57XTW3qFXdgnzzFeVzo7SYZ5qwgaDmzcSK/WOd7RQUYLw6DxbdXZ7cgfb0HGMsyfufqPf0gjnh3UNSYUle0jlvwxAvFo3XkncMUVwKZN8rv6ephIJG9k7ZTzx/v88Wdvnr+aGlKeuES+0wNXlatAFC1vnj8mJXPm0OtgFvuGBpqUTIit5E+1emZlUb9wGEAo3NAqenupfTk5dP9Wz9/48TQ2ZBhX1ED/+Ev+Vq2iZ/b4456/3XknCYW33hrKXUioioJT+/gYDnVVFZNQkT9WMrx5/gwjtEL7j3+kZ+xtE1u7nD9AygeeD96U6aHAV87fgQOD877bgft9/HjP586J6P6Qv/37ZTEqJ89fuMI+n32WSN2f/iS/4/ueP5+Iz+uv0zY3LOOC4fnje21pAS64gHLBY2LM5I+NC+PHy8VcJVaAnMOZmYObG+nuNEKVBKno76dnPXGiPfnj6Aa1KAy3acaMyPT88RyeM4fmE4/dlhbqDy7sE8xqn7m5VKG3v5+ek+r5A0jG8neHDlGhCtUYaFV8eYwkJ/vn+eOKvLwVgi+88w6wfDlVRWXwdQZbYIa93aHIkeb+4GfG6/NoIn/d3cDPfkYhgkORQYCUu2lp/hEErsTtiywuW0aG+csvp3ll52T48pdJtqoGI14vMzIoGsHuGt7GXWenZ9gnz2uV/PnaDiIcYNl75Ii5v1geTJlCeqj1mduRPy5ulJFB8toXWevqooJiN97ofExtrXREhWKNjnjyFwip4Vwv1fJRX0+KD1twp0yhxd76QHt76YEEGvaZkyMXLX/In7+LcmcnTbpx40hQAOZJyIL8pJPodbDkLzNTVkBVF/HeXjP5YwLNx4aa/NXX02Ty5vkDZJ/X18cN/K+/5I+FoN0ziY+n12Dta+gP+ePny55kVUiHwpL/8suSRHgjf+PHh9bz97vf0dx74w3nY5w8f+3t5hC8UBX7aWhw9vzt30+hgz/7WXCuxf0+aZLnwstWSlZereOiq4s8uW1tNHZnzqTv1TnkclG/jR0bvlAcVobfeUd+19xMyvKsWZTD+frrwDe/KYuEBMPzxzlbLS1SrgKenr+sLJIBdrIRkHO4sHBwCzP/jxP5q6qi52jn+RNCklHVEKKSv1B7/lR55u9awGsor1lc9IWfBVcCHayiY82frK6Wnj+Ani/3y8knU5Gfr36VDJovvgj8+MdUqOLWW0kHGD/emfwVFvq3lrP+sGePf2GbnLpgV/F3MNE9Qsj+DEW0jpX82Xn+RnrFTzXNYKgVYlXy5483p7GRdDRfZHH3btoTOCuLdDe7YzklQh0HR47QWvLf/9KzZO+fujWZE/nr65M6sxr2yffFbYgkz9/u3aRfvfaaNKC1t5sjvFhGsB5mnXd25I9fk5P98+qqMrO3F/jrX4Ef/tB8TG2tbEMo8nUjnvwFYsHkxUNV2Jn8bdlCC61hkGC3kjnu3PR0c9int4IvTP6io+mcvsI+Af+td7y45+ZK5Uc9D4dELV5Mr8Emf3v20IC+4AL6zIrScHn++P6t5E/N+QPkJGtoILY2Zoz/5I/7zG4fFQ79CvQ++/qo6qg1VyQQ8sehtaEO+3zmGfmeQ+vstnoIJflrbJSLkTX8QoWT56+9XT6jwkKa+8FeYLq6aKyMH2/vKXv/fXoN1mbfKvmz5n3eey8tCEuW0HfWeT91KvDJT8piL7wHKc8hNVfYW9in1dMVTPT2Ah98QO/VXKjmZrKc8r57APCNb8hNtYNB/np7SQm3kr9x4yj/bvp0KtDBxhB/yF+g443DigBn8seGHzvy19xM95CQQM+SSU9tLeUTTZ4cmeSPZci8efTKijQ/Czai2vXnj34kq4Haoa+Pzqta0lXPH1+ntpbW65wcYO5ceezDD0vFt6uL1tXCQmfyZ52bdujtpXuZMIHee9uGiAkSz0321gFD8/x1dEgiGUry19ZmroTK0UonnTR81cFDBZXwDYX8CUH/P2GCM/mzGjBYR0tLo7512i+6spIcHJmZ8v/srm/9jfOKTzuNPnMOsrreOhkd+FknJZnDPnk9UQ0CTP7CXTvgX/+iZ/D735OuwOuoKodVzx9gT/6Sk83eTpZZSUn+EXtVZjY1Ad/6FhnBVZ5RV3eCk79AFjEuqKJ2fH09TYixY2VH2pE//p+0NOn5a2yU1jq7Qcs5BQARtGB6/nih4Phw9TwlJcDtt1Nb2Yo6mIRQb+SP46HvuosUyDvuoM9jxtDC5O+C//rrUhFtbaWiHP4oS6xc5eR49/zxc6urI8/fggX+kz/+39JSTwWYDQiBkr9336WQnU9/2vw9L9zR0f57/pj85eWFhvyVlZFy9MYbUkFSq302N1OxnTFjQmexYyMGYFaO+vtJIWOra2ur3FxZPU4N5WJDSCCl5/0Bexrz8khBbW83L9JMYIJV1lz1LrS2yvO+/jq15dln5ZxVx0VDAyl4q1ZJg4ZK/rq76dmq5M+OzH70Ef326qvBuR8rNm+msX7KKWRkUT0b6elSEZkyhRQlNRJjsFDHTGurJ/ljD+nhwxR+zJEOaWlAdHS/V/LX3e2slNlBfWZO5I/HPYd9qvfOxHzBAlLsuW11dWScy8qivgxlmX2+h4kT/V97+B64gA/3YWurp+evpwd45BEpo3/7WwrLdIrE2L6dxvzTT5NM6OmhdqmePyZ/2dkkS55+mjx9P/0pRQ1VVsox8YlPkDLtzfPH13EC6wNMWtUxKARZ+nmOfeELwHXX2VcZtPP8HTxI3gJfXjVVF/JVCOTIEaoKGkjovLUomNXzB1A7hxNtbcH1Nqrr9VCKEB48SP21aJE9Qdi0iXS9Bx+U33HECeuAdjompyeNG+cf+eO5KwStlYWFNEfGjpX7b6ptczI6sE6sev5UT7M150/1DoYLHBm0bh219ROfoM8qqbd6/qz3z+RPJbNqX/gT0quOKXU9ULfAqa2VslKTPx/gAasO3IYGqSgx7MgfC7H0dKlssJJkdzwgPX+Ab/LHsf/+KvG8yI0f75kLsWwZvf75z/L6Q/H8paZSKKyV/GVmAhdeSIvqVVfR9zExJIxUUrR+vb3CvX8/LWo330yfX3qJyvH//Of27SkpoYV55Ur/PX/c53V15PlbsEBaxn1BHSdMUAH6f/4t0Kqm7NGorzcrKmpxHSdC6UT+CguHbsnv7/esknn8OPD5zwOf+5z8TlU0m5qkJzxUFjtWSObPNytHa9ZQ3iUbHVpbpTfGGvbJY4C9l4O1zvb0EHm3Kg5qAZDkZPpdlQdcSKG0dGhKR18fjdvmZvLg8Bhn2XTwIH1/+ulSuVLHhdova9eSgsvFg/j4xkazYcku7JPHsL95SoHi/ffJgPTtb9NnJs9M/k4/HXjqKWDFCvp+KJ6/+npS8qurZW4zkz9WqADKh7niCvmZ0wQMA0hL67UlfzEx8pyBKDUsCxYvpvbZKVcsd8aO9fT88bo0fz697tgBXHklEaCcHLneBcP799hj1C9WktPYSH0zebL/5I9lCPcZy0Em4rGxMiVj5Urge9+jEEwVTnNblbVr1kgvV0GBJHTNzbSu8Jq5cCEV8vjiF+X/vvACkc4776T/tXrLVPIHePfG8bFM/tTQsp07ydJ/1VWk8L3xBhXt4HVI1RPsPH/33EPegnXr5Hd2+gevY5mZvj1/775LBWpU8uELKvlzuaRcZBIy3GhqojX2y18O3jnVeeQtIkI1CB48SEYFtdopR4h88pP25O+pp2iO3HWXlH1q2Cdg71FSDeWBkL+aGpIrHGkxfbo9+fPH85eURPff3e1M/kIV9tnS4r9erZIrADj7bHq1C/vkOW69//Z2Z8/fYMI+1feso3V2Uv+xgfaEIn+FhdSbgcS58wDgjufqXlbyZ5dAr3r+OOxTtZBbY9eFMJM/b1XzXC65UbG/oRubN9NCOHeuZ07hwYN0D1/+sgyvGCz5Y09eVpZ5Ed+wgVziavgJIztbDtiuLuDMM6WSqWLvXnr96CN6ZaXTiVD973/Uhl/9Slpcx4+nNvLmvO3t1C/8TPm5VVUlICVFWvDr6uh8t9zibAFvaZETXA39VElSoJ6/nTtlvuDq1fJ7HpvTpnknf4Yhx4pK/obq+bvvPhLyHNrU2Unt4Gsx1LnBnu1QxuozYTn5ZJpvPMfYQsfKnsslyZC6yKrkj5XhQMifOqcfeAC45BJP0sPkTzXEqP3B3suOjqEJ6c9+lp5HYyORIJWwAaTg5ucTqYuNpUVGnfcqeX7/fVLMmTipRaN4bhUUSLml9kOghZMCxfvvU57J6afTZ869YPJnGLR1ByslfA+D8fx961sUCtjfLwvH1NSQTLCGfb78MnDNNfSZxxIApKX12JK/7GxJIAdD/jhv0877x3ItPd1zvWIFlNv405+SYW3LFjP5C0Z58NtuI++Uup8gQOOOt1EI1POXmkpjm/9P9cKyQsVhr9a9+Jxkp6qUf/CBlAGFhZ5hnxytw1iwgObKuHGkmH/nOyTzxo2j56qu61bDjDe5zM+Qx7G69rOS3dtr3p6Gq4OyHBHC3vPHRI7n8ksv0X1a9xTk88yeTf+vjtOSErk9ACCJZyDjprlZzk+V/KmePyeUlgJf+1rw8uoBMoxXVgLPPx88hZn7IynJufr3++/TmOHnd+edVDzo5ZflMbt309ycNMme/B04QJFckyYRAe/vNxvoAXsdU5UVTuRPCDmPmLCo+gXgTP6sOuvRo3Qu1dvFXvv2ds/iP6EmfxddJKNkfKGmho5nnHIKtU1dO/neuTikk+dP9WRaPX+BkD9V32S5x2svrzEnFPmLiiJtJJASp1byx+Ejvjx/q1aR1Q2Q1XoAM/kDzAtwSwtZOfwJ+2xtlZZkf5X4TZtocU9IoNC7uDg5qSoq6HxRUbJSnT/kTwgKpWOFm61KgJn8uVxkjed4aCvUY1lJ7+vzrHaoKuFCyAXLqa18fFwcCUIO+RwzhgRhaytNNp5ggHzW1dUJKCyUZLy2FvjKV2ivGtWrp4JDMKKj7cnfnDmBk7/9+8kKn55uJn8NDXRfkyZ5J3/p6fRMMzLoOTAZ5HwtO6xYQWPaW0jKs8/SK3uNVQKgQlU0uSx1KMM1WMjNnEnzieclKwRM9FpbpcIFUF8C1C6ed1OmUD+ohXJ84aSTKK8MkOFO1v2w1LBPa1GK5mbqJw6/rq62L6ntD957jxYn3oKEPSTcF8ePm8l6ZqazVbq4WBpCADORPH6cnnN2Nt0P58Ex+JxWK6kvCEE5iew5tENHB4XYfeITNBcMQ5I/Hv9WcCTGYDx/HL4OSM8wyyGV/DF+8AOav9deK79zIn85OXI8BIP81dTIPVVbWmiMx8f7Jn/qPfoK/QoEKulSr8H3MGaMrCL785/Ts/cGVpASE81jV/XC8trM8skw/MuX5rX6nHOIrHIV2TlzzAVfVIMtwzBozu3dK7fgAOwjDdhAwfPJqhg+/PB03HmnPBaQIcTqGFEJ/6OPet6PqlSyoaKjQ85T3iuOxyXL99dfN5+H10cO/1ZDP085hdZIvgdelwIJm29ulmsIkz/ylpuPs6uE/MQTwJNPUrGdYEFdc73lkAeCxkYan3l5zp6/p5+mOcrzl8eMWsH62DHKyeb+seq2R45Q3uoXvkDGlsZGWv+40Bjg3bublubs9Vf1XZYlvE6q5K+ykp6jk+dv2TJaZ//wB/N8ZoeJaizp6aHnHspqn42NZNBuaaEqud7Q1UXXP/NM0vkmTiT9PTfXTOq5/Tyu/cn5Uwu++BP26UT++D3/zpVeTzDyR6/+kr/OTs9CFSwYvZG//n5g6VLgb3+jz+PH07Xj46U1gMmfGvqmutoB32Gf+fnmhcxaXlZFfz+RP5V8paSoIY6y8ArgqQQ6YccOskjddBP1VXu7PfnbupXa4ET+eBNyvg9GeTlN+F/9igSvSv5cLs99tKzggX/8OJE/tVIhQH3HLncr+auqMpO/ujr5m9P1WlqoH+fPpzAjazsWLaLz+BvK19JCwnPOHOC88yiMhhc9fmY5OXQfdt5I3k5AvefUVFnBy8mz/Ktf0fN0En49PfKemNgwoXDy/PX3E4FxCg0MFpqb5T0CclzxM+PFVg37BMxzkudFaioJ80AK/uzZQ0oIIAWu1RJdUUHKVlaWp+ePvX7nnkuv1dUUSjJ/fmB9pi7OmzaRgsnhYtu2yXZ5I3/WRYoVPsA8h8rKaGEzDHtPJp/zyBFJvvv6yCv65JPO97BrF/CLX5D3xAmlpXSuuXNJxhYUeHr+rBhs2GdtrVmRPeccevVG/hYupMp3KkFwCvtUyV8gFSp5DeBKuzzeliyhUu21tTIPDrAv+AKYny9j1qzgef5U0qPm5gKS/HEUyH330bOfOtV5Tzs1TIzXS2vlVVao+B5ra8334XRP1dXUnquvpnXntdfIkz5+vHmtUMM+VaiEjsHGJtUrYCV/1i0v3nwzHw8/TP+jFswCzHNMNawcOiQ9zgw+ls9v9R5yGgn3h1UeMazkTw395P9Vw64B/8PX2VinhlO3t9N4ZYMNw5vyGsyUglWrZBRSsPY1dLlovFpJAqOvTxpV2YjMx6lGEzUFickf93NvL/X75Mkkgzo65Fqt5vzZyRnu27Q0qT9YnQzqOmE1sDLJ4f2eDx+W4yYqymzgYCfJO+945vwBkvyp0RqhLPiiEideJ53AfZCTQzKCdwcYN84zJzw5WerG1r4MRsEXVUdRjdVWzx/vJnBCbfUQFSVgGP4zXvUBWcmfNf5cJX/WOHgW+CkpUgHl71QFzUr+fIV9pqXRotHURGGQU6eSF84Ohw7RPXABC4AmP5/fSv6YuO3bR/kZThZ7NTeJFV0+j0r+WGD5Q/5UgldcTGEOP/sZWdDV36qrzQu6HVTyx+XzAXN+E3v+WEnkPW2qqhIwaZLZ88fwRv7S06nP1q2Tx+3eLYvpqDHs3tDZKft35kwKyT1+HPjwQ/qOnxn3tx1ZV8kfj9m0NHtFQwUrAk6ev2PHJNnctIn6y4n8ccGXP/+Z7vv882VREKtC8OSTlLcyFLC3x7pocf/U1dEzaGsze/74vWppTE01hyT7gmq46Okxe9i2bZPzqKJCGoWsyr6V/FVVyYppgYSfWvMx09Pp2ZxyCinWLS1E2ryRP+uCw3v8Aeawz+PH5YJvR15YDnR1mSuxvvsuFZpygrr4OlnI1UImAFmRfZG/qCjyggUa9skGnffek4oVIOe5HfmzA3v+DhyQoezWbX4G4/mbNImMCjxeeeE/cMBMiKzkr6WFPFQq+Tz3XOBLXyISESzypxY7cSJ/VsPqkSNmD2B7u1xPVE8Bk7/OTnMIblKSeYulxkbzfTjpA7ytw9e/TsVhVqyQ1XdZca6upvHPhiNfCJT8qUpcUZF5qxzA0/N3+ukyReC668xj30r+eOxaq49z3/A8VWUaIPuRZYFd3h/fH5+7s9M/Axofz+SPPX+JifK+rMeq4JSSwRZyOn6cKlazgbWkhIjsjTeSvGAi9tFHZPB+4QWSe4FGZbCy70T+tm2Tz6GsjNrDfbp9u/TWNjZKOZyWRutpZ2e06f8mT5aeOJanqtHRl+cvPp5kg/U4dZyyLGloIN2B28Tkj/VPgNYb1vX6+uTWPKWl9mGfvEUX62Ht7aEt+KIaav0lf5mZdF88L+08f6mpNI5jY+3DPpnwWiucpqTQ//pKV6urkxEBqtzg9VHlFxHt+TMM4yLDMA4YhnHYMIwf2/x+o2EYtYZhbHf/fc2f8/qTOMnwRv68ef6swpLDPjIz5cDixcKu4pq/1T5TUuRm5eyhefdd++PZ4qOSP9XzZ81jzMyk7+65h0JenBK2uc1qxUmepCr527GDhKSdhRTwTv445Gv3bhrUaggtT4iaGnvLIg98zs1gzx8Tpvp66flLSKA27t/P5f1jMHeuPfmzy7Ps6aHnmZYGfOYz9B0TtdWrSelWr6uis5MKpfBmwOXlpAywx2PuXOCyy6hP2VPCm7XyOWtryTrNSeDcTiv5U+P4J02SbVRhJUxWcBz/DTdQ3x865D3skwsupKXR/yQnkwdITV4XgvI1fvjDoW0L4BRGxfcihBSOGRlSqbDz/KWkOJO/FSvImKBuLaCOkfJy2ScHD5LXl+dfRYUU1LwIHz9OSuuBAzSfzjiDvlcVxUDCp6yhqpz79rvfUR/95z80Zn2Rv6goabRhQgqYldWjR6UnQS0mtWIFWbBVCzUTYB5j3rxvPM7U/7PCifz191P7nXKFVAL0j3+Qd90p/4bx3//SAv+JT1C/MQnw5vmzA5O/WbNobqv53kPx/GVk0HitrTXLw7IycyiktdpnczO13TCkxf2SSyh8bupUKWOGul0Hr39nnGFP/tRK0QAZMy+5hJ4998ftt1P11oMH7T1/quIK0NrM1QsBGouq/HXSB3j/tNhYMjyef74kF9HRNM4531k1iniDt7BP1ZjCUOfwqlXmYisJCeYxcvgwKduvvQb85jeUh8Sh7Lm50tjmVHmQlWjuGzZoWI1I3sI+GWpOIfeZP6HzduSvtZWeLa/7DDuln8fDYPYvBKgY0A030HifMoX2aTQMCmWdPl2O2dtuo2Iq11xDc/+FFwK7jstF83zsWPs5xds6XXopnb+mhojS+efTmrljB/3e1CTlG4/3tjYif7xu5OdL2cj5m2puMY+hxkapC/AzTk2l+7fqoh9/TNFBDO53NuDwM2ePqZX88fuNG2k8TplCMoqvoXr+WCazXtzRYc756+kJrDKyL/Cafd55zmG+Qsj6H4CnM8jO85eSQv3COrsKO88fP5fkZFlZ25uXs66OSH50tJyzc+dKnWFE5PwZhhEN4C8ALgYwB8A1hmHMsTn0v0KIk91///Dn3P5uhAnIB1RQYF44AO/kjwfrT39qDv1T/8efsE+VnKno76fBkpIiq1byA7aWkWYcOkQDT83ZUT1/7LFiTJpEguJ//6PPaty7Cu6j3l5n8sd70Uydan8OQJI/IUhxW7iQSHNxsTmn7MABmdeikr+uLk9lqauLjlFDmfj+1Y3l2eoC0GTZu1dafBYupIltGObFy5e1bP58+r8VK6jvd++W5A3wJH/LllF1ts9/nj6vWEECji3yU6cSSfnKV2hxr6uTnj+2Ju/cSSFen/60DK2zC/vMyjIrxHb5Ebyg+yJ/X/0qvRYVycqq1vCchAR6rmVl9OxiYuy9G+oiyJ6uwcCqTKlElkO/mUikpkplm/uRyV98PCl+amVYFb/4BY1HdW9D9bh9+0hgR0XJsdPURM+GPX+AvP5VV5GyceAALYZ5efS/6gIUyL5cfE324vLY46JLb71Fn32FfaalURGHDz4w74vG/VtcTPfDe62p5O/CC0kJra+X2y3ccIM5ZNsb1AXUalRjlJZSPzGZnjKF2sMGIW6nFSoBuuceel5cSMoOQtA4v+QS2aesQAXq+UtP7zEZPiorqT8G6/lraKAxHx0tjRXW52j1/KnXV3/jPmFyAEir9Y9/7LnfqB0ef9x+Ww9en849l8aENTTY6vm79VYqsCUEeVfef5/21QIosoLbmpgo10sr+bN6/np7fctyQO7p54T0dKoCCsjcT1/IzCT5Z+f5y8qi56eu4dzO2bPp/nnO8DYW3H+dnfR/06YBF19MBjTDkIatJUuksc2J/LEhpK6O+oTDhGtqzIYC7q/8fOqf5583b8mgnpNz4AHgm9901k/UvuBzA2byx3KSYTc/WJ/yJSeff54qUls9hGzIS0oineWFFyjsd9IkUqw5xFw1SgHONQCcoHr+6us9Uza2bqW5cPbZNG45AugLX6DX9etl4R4r+WtvJ28DGyyzsmRRLyZ/dp6/s84io1ZtreccskahnXGGWW9QPX+qbpGSQusckz/DIDnNz/mdd6hdX/869QGvyyr5Y72A9Uor+eP+9IW6Ot+ePIAMVDEx1PfHj3tWea+spHn1l78484HcXLoee5DZWQNQ/zQ1mZ+5t7DPlBR7B4Td/eXk0HrHcuPss2ltKimh36OjZchvRJI/AEsAHBZCHBFCdAN4AcBlQThvQJ4/tTyrP54/tagFQBW+li6Vx9iRP9XqbZfzZxca19FB3zH5a2qSD9tJuJaU0CRkSyAgF0trjgRA4Ym9vbRYXHQRKXh2Wx2oBXHswj45vO7YMRlmYoeMDFntad8+UiQnTaKQz/JyUrgAOoa9Jyr5AzwnxtGjdG/qM2AiqJIw9vwBZP3ft4+SqqOiBObPpwmTlSXDswApCPv65HXVCllRUWSlW7HCvO+SE/lj5bGpie5LvVZvr1Q2r72WrFwffijJH1vX1LwYlWywMGbrlFq9D/CsDNjbK8ewU5jXoUN0n2efTUrECy/QNTm8RAVbbCsrZVvsvBuqQjaUffW8ef64OiMv3ikpsm/VsE9WOPgYq2FBCGl9VRUBlfzxQssePEZdHfWF1fMHUJ4w56ayIq/meAQisEtK6BzstVPJ5owZsgKpSv640qKa65yeTmPswgvN52cSz4YhLlDDz1YNB6uro3y0yy+nBfWdd/yTwzU1NGcNw/v+dXl5smAFyxk2INiFfQJmmc2WY7VIkxVVVTSGOK8OGIrnz6ztsdKpev4CyWVRC23l5JBMUo0pTU1mGR8f70n+uJ/Yg6uSP0Aaeh56yHtbOjtJ0b/iCs+1q6SE+oznIcs9IaTXgEPFAJIdXITmwQfNe52Wl8tKzVyplkkL4Oz5A6SSOWkSHf/uuxStoZIG9vw5gcPskpI8+8oJUVEkZ1TPX00NzfP4eOqXV14x7xebkNCHM8+UCnR0tAyLYwWR1zprhey33iLywh77tjZP8scyi8dDfb18Llw9V9UrWlqov+PjKXx82zbgn/+030qiuVkafbZsIY9ZdzdFwbzyimf/8HquFnzhcatuo8L3YgV/58trfuONZNjevp3m9ebNtJaXl9OeuuXlFNp9223AH/9I/zNxIsmuykoaT1dfTZ65hQudDVNOYGV/7Fh6btbIkj17aNxzP2zaRK+nn07ybeVKGrd9fc6eP1VXjY0lGckyNCvL0/PHsm/XLnPkC+CdLLBxBTDLIcb06TLnLzWVdD1+zu++S/fEMpXboIZ9OpE/LvjC/ekLV11FhghVt1Lxs5+RN/f4ceqr6dPtt7PasYPWi0cfNYd9qsjNpf/l58phnwDd/7Jl9D+ss9nt88fPJSnJP/LH1aLV/uW833ffpd+zskgGRTL5ywegRN6izP2dFVcYhrHTMIyXDcOYYPO7Bwbj+WPyp25+a5fzxw+tpoY62M4aAEgyAdBArqkhpWjHDnr47DlJTaUBZLVOqbHA7JXgAWqtqsQoKZGLOoPJJW8wrQrXL36R7vHcc2nS9Pfbh22wkK+vt/f8AbSQVFTYEwMGW+dLS2mhmT2bvHCHD9Mi84MfyGMXLqTX2loa5LyIWcMnWCk//3z5HSuG/PzY+sxWptNOI8Hyxz8CU6e6Br7PyTELDZ44t91GArytzWyVBYALLqD7+f3vyeM1caIz+VOt9P/5Dy0mubk0me+/X/62aBE9pw8/pOeenU2CKilJenIAaSlUPX987YwM6tsHH6RnYjUYVFebK2La4dAhEo6GAVx/PS1GGzd6J39VVZ7kTxXaaqx9INU1rbDz/HGJaw7P4sWa5xggw0q4tDTPB9VDzigtlc9bXfjV58jk78wzzf9bXExtYvKn5h1mZVHfsoc6N9dsrfQlu9Ty2yUlZPHl+1Cvo3oqVPK3cCHJOVbYrEYhK8aMke1j8scKg3XRzMqisR0dbfZieENtLSlAahEXK0pLzffA8oDb5Y/nj2W3t02reSFXCQFXTR5M2KcK9u7m5Ej5Hyj547llR/7sPH/WnD/+7eGHycPHcpbxpz+RIU31ctiF2qty0ipbSktJDrJnh/u7rY3G7ZgxRGBOO41yhAG5YTTn2117LY2h8nKZDwbIeerk+WttleFohw8TaczLo+8ffZQMEu+9R/fU1eU7l4/J8kknyYgCf6CSPzYe8ty8+26S3Y8/Tp9LSoDc3E4UFNDzrKuT4blq0SxriX3GggXk5eKx4XJJvYZlIbeFx4Md+VPnMo8VwyCv7KRJVElSlX0sc1taaN7z9g+HD5O3dOtWMhBYwfqESv5UQ5wKb54/VV43NHiOQzZkHzhAxrnFi+mY3l4pSz79afO+xxMnyjoIAK17b75J8t1JNjU305yxbnKvev4Az3Dzykop9wBpAMzLI+/cihVSh1Bz/qgPyPNndVSoY2PMGJIBUVHSAcDgEHHVMKqSBWuIZX6+lKO8jYQK3u6Bx016Or13uWgcfPKTMiyVZYu3sE9rzh9/5w19fXKfQ7vUKN4O7KabZPEyXkesz5bXrfp672GfgPTwc9gnIKPcWlvJeAI4e/4SE+kZ2JG/9evlOGcDApM/xuLF9L+bN0tyCISO/MUE/5S2+B+A54UQXYZhfAPA0wAusB5kGMYtAG4BgJycHKSlNaC8PBpFRVKjOno0GenpPcjMJInQ02PA5YrBxo25AKYhKuoYgEK8++5a7NhRiOTkcVhr2aTI5ZqM6upJuPzyMnR3RyE9PRurV68zHdPfPwnAZCQn92Dfvl0AFmHDhp149tlUvPYasZLx4ztQVES1fCsq8gDMwHvvfYTMTDnjyssTAZyGsrJ96OjIQGVlFlpbY5CT043a2gS8/vpGTJxong0HDpyGWbNaUFQkTdsu1yzU1aXjvfe2ATgTVVUHUVQktZ9//zsKsbECe/emAliEV1/didNOM8cBHjkyF0AOurqAtWuPIyqqADt2rEJUFFBZmQ1gHp57bg+EmIuOjn0oKrJPqikvzwEwF//6134As9DXtwuFhfEAZuCSS8rQ3X0EAJkvm5q2Ijl5PrZvr0JLSz6mTWvEkSOZWLFiFzo7Jat6770CANMQF/cRgLMwdaoLa9duHvg9JeUs7NhRjdraTGRltaKoaB/i42MBnIX2dmDWrDoUFVGMU2zsySgpyRj430OHqlBUtB9/+9tSAMA//sHjaSGOHNmOoqImpKQkAViCujrg858/gqKiUjQ20vnXrz+E8eOla2T79qlISMjDlCku/PnP0YiJEZg4sQcPPLAT0dFyrx8AmDPnJPznP+kQIgbNzQexalUFxo8/FcXFKUhO7kVbWww+/PAA4uKq0Np6Hhobj6KoqARNTfkApqOqqgJr1hzEaacBmzZNw9tvj8fKlWsGFKN9+1IBnAIAqKhoNs0Vxo4dp2PevGYUFe3D2LF0fGMjEBV1HEVFZhdNSck49zMFWltLUVR0BEePZgE4CatXb0FNDUmhNWtovMfF9WHjxjqsXLkPLlcMUlN7rZf3wLFjSXjkkRm4++69qKs7FW1tddix4xCA87Bt21G8804Z+vvPQULCMQCF2LChHkAWiou3o7t7LoBYVFTsQ1zcDOzbV46ysiQYRgKKijajrq4QLtckrFy5aqCP1q6l9s+a1YKDB5PQ2upCUVERdu6cCoC0h/XrOwAkIj19F4CTBtr6wguHAExHS8t+FBXR6nDOOXOxZk2OQnoPoKioEvHx8wHIlWXXrhIUFR1FbW0csrO7TXtmCgF861uLYBjAn/+8FTt3noyMDOCkk6rx/vszkZS0CUVFpDGlpk4EMMV9zqKB8yQnRyEz8zTs3BmPV15Zh5KS2RAiynYMAEBs7KkAUpCW1oMDBz7CwYNAaSmN+7Vrjw/0BQDU1OzH+vVVSE8/A1u3NmD8+I6BNnzwwSrExHgyidLS0zB7dgtSUxOwd28fiop2ehxz4MASzJjhQlERsY6GBppjy5bVABiLY8doPlrR13cKysq68P77e9HeTrJl585aPPfcEfzyl3Pw4x/vx+TJbWhujkV8fB/2708FsBClpebzJSSchZYWcjtu374acXH9tn1l7rc40+f3368EMB5lZduwZYsLwDnYufMwiop8xMm5cezYQsTH96OoaAe6u6ehsjIXK1ceBDAXALB3bznq63PgctWhqOggKisL0dNTiBUrihAVBZSXn4KsrG4UFe1CbCwpvnah/omJM7F7dyaKiijZ7Sc/mYe4uH7ce69kfKtW5Qxc98UXt2P9+mxMn96KT3+6Gnv2nILMzG6UlRUDWIIPPtgLIWpQUxMP4AzU1BzA6tWVAznmLPcKC0/Gjh0ZWLSoEV//+g6sWbME+/e7kJLSi5iYbBQVrUN9Pc3TtWt3AzgJBw9uBuBCS8ts1NenoafHwLhxApWVidi5sx2pqTHo7XWhvDzGPfbS8YtftOCOO+Jx550HAMxHUxPNQzv09tLczMmpQFGR/3F/yclzsGdPCoqKNqKhIQ79/WeipeUQiorKMXYsMGHCErz9dhuWLNmD3btPQVZWB1yuMgAzsWFDE+Lj41FUtAH9/Ytw/HgPiop2YcUKkrGlpR+ju9szibakZCyAOVi5ciO2bctFVNRElJSsArAU3/0uMGHCOrhciwHEorq6Fx98cBDAHCQl7QQwH8uW7Ud0NMmqgwdnITY2fUBPycmZjx07YvDhh8UAyGJw4EA13nnnIIQ4B3V1h5GXV4arr56Cl18uwNtvHwYwA0J0DYwjxtq1tAaUlq5DdPTp2L37OKqrs5GY2Iaior343/9iUFKShNtvX4SNG/cgOdnsCjl+/CQAWaisbEFREVnfPvnJc2EYwPvv04Du7jYAnOe+3hEcO0Yy6I9/PAhgBpqadqKoyDPfweWiPnzuuWMAClFVtRFFRe3o7y9AU9M0vPnmWg+P/ooVOVi1ai6++tUG/O53UnbV158Gl6sZFRWVABZi+fIdaHSzctrC6hz09FSgrKwcwOlYu7YThhGP/ftXIy1tHFpaZuLf/6Z1pbx8N4qK6lBcnAxgMerre1BUVIStWycjKmoitm2jdSshYTaAXKSm9mDtWopvT0w8G/v3V+H110sAnAUA+PjjwygtTUJ8fNbA8+npWYDycloH6uriAEiLZlxcMyorSfZUVJyG9HSznhkVNRHV1VOwa1cDoqPj0dBQjc7OKfjXv7ZCiEWIjt6NI0caAZyDvXt7AMRi06bVaGqKBXAGdu2qBZADl6sYwFSsX78DnZ0LUFV1DCkpLgDzsGrVZpSXO7t7q6pIvgDAu+9WY8aMQ2hqisWECcRaSbaTzrNlSw9OOaURVVWHAZyJF188gt/9Lhk33HAMBQUd2LhxPICZaGvrw/btZYiJmYDNm1eb1uKKinQAC/H++/Rca2oWIyWFxnBPzxwAxGQPHACeeGIzentPRU3NUXR1RaGtbQKKilbj4MHpiIvLQVHROpSVkc6/evU+JCZWo7ExFpdffhZmz27BY49tRVtbNHp6zkFzczGAMQAyER3djw0bViM/fwE+/jgKUVECsbFAUdF21NcXoq2t0LG/Bg0hxJD+3E9pmfL5LgB3eTk+GkCzr/POmDFDXHGFEHPmiAG0t1Pq5rx58rvPf56++9a3hDAMIZ58kj4fPSrEl78sxOTJwgN//COngNLv8+d7HvPcc/R7crIQ27fT+1deEeJ735P/u2SJPP7pp+m7w4fN59m2jb5/9VUh/u//5P9+8Yv0+sEH5uP7+oSIjRXiRz8yf//NbwqRnS3E/v30f//+t2ebhRCiqop+f/RRz98+9Sl5/UsuESInR/62ejV9/4Mf0OuqVfbnF0KI99+nY776VXo9eFCI3l66l64uOoav09oqxNSpQnz2s/T5ttvo9R//MJ/zq18VYswYIfr7hWhoEKK52fz71KlCXHMNtfnWW+X3ixbR+X772+0D311xhbx+YqIQl19ubtOzzwrxv//R+02b6Lf+fiEWLBAiM1OIigr6rqeHjvn5z81tueEGISZOFOK3v5Xn/Na37PvqwQflMR9+SN9dfz19vvFGGrP33itEXR1998c/0jHV1fSMjh+X5/rd7+iYpib53Wuv0XcTJghx0kme129upt/vv998T4AQf/mL5/H//rf8/de/pu9WrJDtr6uj7+69l74780whzj5biJ/9jD7z73bo7xfilFPk+R99VIi4OCF++EP6PTmZ5teRI/T7P/9Jv0+fTp+3bRNi7Fg5n7KyaDxdcAG1Qwj5TFwueV2e73ffzfN4rRCC+r+ggK4BCBEfT/0zb54Qt99O3/GzWrbMfC9/+Yu8D54r3/gGfU5NFSIjg85x7Bh996tfmf//wAHzuJg4UYivfIXmf22t+di335bHWsG/rVtHfXvxxc79/5nP0LFLl8rvSkvpu8svl9cAhHjzTfp9/nwhPvc5kkf8W329/flTU4X4zndIJtuNxb4+6uMf/EB+198vRFKSEFOm0Lk3b7Y/9+mnk/wqK5PtOO00Ib7/fSmLhJDfv/oqvd+61XyewkL6PjaWru0P/vnPDaa+YZmzb58Q3d30/pe/9O9cQggxezbJfyHkPHrkEbnefPnLQiQkyH564AH6raODPk+dKsS11/q+zv/9H8k/IUhmcPurqoT4179onv3mN/L7W26R7/v7SRbeeqv839//ns61Ywd9fukl++t+85vmMb9kiRCf/jTNpcJC+o7n6V//KtcQIYT42teEyMsTIi2NxilAMnLOHOqz2bOFmDXLPFb5uDfecO6L88+nY/70J9/9puKee+j/li8XoqiI3r/7rvz9c58TYu5cep+dLcSll5aLt96i48aOlbrF0qVCnHMOvf/lL83P0wpemzZuJJnC6/TEifT9yy/TnFHlNMtew6A2Mz7/ebN+8/Wv0/l4fhgGyYWSEvr897/TcY89Rp9vvpleJ070bCeP3e5uknd33EH3fMst8hhVllvBz437r7dX3hOvcfz/AMkWfn/NNfS6c6d9H65ZQ7/zc29tpe9fecVeLggh19eLLjJ/zzoHy+xnn5W/uVz03YMP0vPk9o0bR7+vWkWff/xjel2xgr4/epQ+/+hH+4QQ5ucshBA//Sn9zvNFCCHy8+l5bNwor3PXXUJceaUQM2bI41T5u2ULHfe5zwnxxBNCXHihXCvHjKE1SsXLL9PxWVkkcx99lD5z3+zfT7IhJUWOn/5+WhMAIc46i15ZH37xRal/LFtG79essX9mjA8+oONSUmi+8/pfWUm/v/GGef7/3//R2pKQIL+76SY6luVMdDSN/dxcz+sdOiTbrPazEHLMsb7+wx/S60MPkXwDSOe97jr5rBobzfLSun4fPkzv//Uved6sLPrta1+jNk6bJsRVV9F3v/89/z82CzE0vqb+BSPscxOA6YZhTDYMIw7A1QDeVA8wDEPZoQufA+AlW0PCGvbJ4TZqUQXe1PTdd8k9ru7NYa2KyeAQLoDi79lFrYJzz667zrxniRouoVbD5FAHq3vWWgWIwSEa1tLL1dXkqncK+7SGyVgxdiy5n+3ysNTQC95EncH9xAUC/An7XLeOwqgmTyZ394UXyjzFXbsoT4ArMHL8Ouc5qC5xISiumiu0jRnjeX9ckMYa2vbaa/R36qmNA9+pIXNTptAz6VcM/ByCCshzGQa55ouLZb5VTAyFPdiFfWZmAp/6lPxOLa6hQg1j5fC9O++k8JXvfpeeV3m5DKHhvh07lvK81GqcHH6ljhl+P2OGfWgNh3XNnSvv6QK3z/288zyPV6u0WcM+H3qInuXevdSHY8ZQcZuSEhnuynvn2GHfPnMBit27KaSHQ7I4xEINgRk7VoYEZ2bKXJcpU2TYhTXnDzDPw+pqGp9yzlH8Cec88DyYPJn6Z9cuulfDkPkb6h6DgHl+ctgn50alpkrZxbmGvI8oY50SaPDYYxSqNWMGhfao27gAlHMDUEENKzgEp7TUsxCUFTwv1GqHTmGf1pw0NezTLgSls5O+HzvWM0+KUVtLz4/bDFAfq9s9+Ar75HDO5GS6Bo+NI0fk+N+wQYbLWUN8+H45FM4fjB8vvTMJCTIsbOxYys+JjQ0s7LOuTspbft2/n579lCn0e2enOecPMOd2+hOympUl99lSQ+nOPptCpq6/nuQd98VLL8lj1qwhOTd5Mv2elCTDC536lvHTnwLf/74MFeR53d5uDvsEPENwExNlHi/PMSFk3lNrq2eBEPY4egv7/NrX6PXSS52PsQMX9frkJ+XG8WoY9syZFB7Z2krPLTe3c0BO19TI+ajm/HE+tbUiJkMNs1fHCueaHjpEY4Hl8+7dNK6zsmhuqaG+1rGSl0fn5DDjKVOoP3l+W3NJuaiSXTGxmhoaA7GxdH2uJaDqU97yvKw5f+o6q26zw1DHMLdLlSUq+Pu1a6mNPO9Zr2H9aM0aqU/y9VVdgduZnCzXgOuuk3KI+y0jg54nryWsY3I7+BrWsE+XS+b8qboqt1MtNMI6oJpmwTqRKvfVMEEOZbzrLirUwiHkQpjTTBicw1tfT+OLz7t+Pel2vEk9j3Guiskhnda9sXncJCT4vwUNP/srrySdgWX8e+/RqzXcv6BAyk4GP19+Prz9hp3MsobzqmkknMN8xRWku3KEBYd9AjL1hMdYejrNCZ5jav57b69sf16e7H/u58mTqR2qHmoXRh0MDJn8CSF6AdwOYBmI1L0ohNhjGMZ9hmF8zn3Ytw3D2GMYxg4A3wZwoz/nVjfCfOklz3LT6sQ4epQGq1qCubLSU2kDKFn8D3+Qn+0Wjfx8GqSPPSYXrI4Oc6K0qpg77cOibkCtTjQu7FBZSfd3//20LYC1FLp6/s5OOZmcBoRh0P/a5WG1tclBVlzsuVcgQPHGMTFyctuB72PfPlr8eHsMFfPmUW4kQAKRlbvx42nSqORv504S7Lzlgh2ysqivurrMgm7iRFqgVUVOVczHj/fMrbSrkAXQc7YKQ3ULDAaTP86bAqSCbsXixUTy/vAH2ccLFpDyv2ABCQA78mcHHm/qIrhvH42NyZPtE+d50eHqjgDw9NO06DEhVGFH/nhsc9GR5ctlqftJk6j9XCnLukG6ChaCGzYQ0eH5zM+TCyKp26ioisSYMUScASoswvsGqeTPbjNc3gOMSRqFZchqZywj1MUjNpb+h3NGrPshqtVwuY2f+xyd70c/onHV2irnoXWOrF9P9/31r8tiCmpxEhW8D9Fjj9n/BlCfcbVPJ1x2Gb1+8YvyO1bOrPKCiWJmJsk8df7YkT81h3jcOFKO1HyTzk7ggQfovbXghvrZafxzwReeiyedRPKAn09pqdng5ZTcz+PD33w/AEhI6Mc//0njPjeX1p2YGNlWNffDF3p7mSTQZ1Wxz86m9vL8VnP+AGn48PWcGXzvDQ1mhYmVq3XryBgzezbJe3Vtu/56ej33XFn1z1pV2Glbjvx8yp3m6zP5YyUacCZ/SUl0f0KY5bhK/pz2O7Vb6xnXXkuGJqtR1RcWLqRnk5BA8/TSS83XmTWLngtXCh83rtO0dvJ9Wcmft7aqBbaOHTNvy8L7Qvb3yzV6505JNubPN+esWclfbi71LcveqVOpP1USA8hr8nG8h58KtchOSgrNwf5+/8mfNedPzXvlucxjLjXVXOCptFTmpNmBqy9bDen8/tgxUuTPPZeM1r29Uraohq7+fllkLjVV7nPKa6FVj+Bnws+DX9kIayV/bW0y50/Vx7jYnbpGc9E/7pv8fBoL1mesVp5nMsbynCvdcyFCqx6pFiHKyjKTP1XX4/tk+RUfT3LCifwlJtrvm6lCCOp7rh3x2c+af+etLazkj5+p2lfq3rGMQ4fsnUE8r3jPaJXIXX896StXX01zhZ+jHfnjsc4GTSatqmG1ulrKvPx8zwJAXOdCCCkj1CJzwUQwPH8QQrwjhJghhJgqhPi1+7t7hBBvut/fJYSYK4RYIIQ4Xwix35/zsrDfuJGsANddp17TUynPzDSTP3V/LhWJiaRE8qCx8/zx+QxDkj+VfAHmiph2SidgrmamLpazZtFDraykYgc//SlZJ9lTYCV/fH62qHtb/CdNciZ/qiBUPX+8ULe00LU5edgOqoLG3g5vyM6Wikt6uud+OTypL7rI+RxZWXJPQV+WEGvZc7WkOECKqrrXljd4I39RUbSX2Ne/7lkohGEYVJSBSYsV+fn+kz+r52/7dirhfPrpNB7sFtg9e0hIqZ7cggKy/ttBJX/cFmvZ7uJien5M/qxeVSeoFq9x42ShG9Xz19hoJhK8iHC1yp/9jBb0+HhZbUtd/OyMMPy8Cgvpmf32t7OwcaMsvMF9YyUlTPiSkz2VDK7w+YlPSMNDYSG1/dvfloYrtZKeEFSo4tprgSeeoOf2wANEZObNk/tE2mHsWHtPFcuU+nq6hrfxc+ml1D72/AJkzY2Npe/V87P84YR/J89fWxvtu8cKydixctGqqSEF6zvfIeMWV+Kzklzud8NwVubY88dzcd48Gge8wNbUmEkBl8q2LpxWI4G/uOkmetY8HnNyZOGQQMgf7+nHihArfLt3U7+lp0sDCrdR9fx1dZm95d6gRqPwOLz/fjJGvfsuzdstW0ip4TmwZAkpUSUltA0BFxNiIxXfA/eBP/BF/mJipNxhhYqvycomk7/mZuqDb3yDtvxggwIf7w1cYTZQzJkD/P3vZGT8+9/Nv7EXnQ04Eye2IztbRsDwc1ILvvgif+r2K8XFZj0jLU32P9/vnj3SMDh/PhE21UusjnUev/v2UX/k51OfWj1/dh612lraKueXv6TPKvnLzJRFm9TnwLpToOSP13oecyef7Fn50WqQU8EFgqz3wl7AkhLSufi6O3ZI2aJ6lrmNPG4feYTmIxtVrf3Gz5U9aHFxZuM3H8frmcslyZ9KTM46i+Tlww/L79jzd/SorOpsR/7UomdW8seeP34e1rU9KUnqGdnZsr2VlWZdj8cb642GYTZwsE6tkj/+jj1sH35ojja45x5az9auJZnE24QB5Ejg0h3q1kuA9M7ddRflP3/pS/Ia6rp14IC9588w5LZJnZ1kyOY5GBMjHTUTJ5rJvkr+eDs3xty5pJ8tW2b2/JWX23v+WMarcz3iPX+hBJdnVgtoMLjyporx42VnVleTsPLmwWLB5S1cBPD0/F1wAe3Nc8MN8hgnz5+6AadK/rKzqb1VVWRZYDzxBL3aef4A/yrVOZE/l8ssMNXwyNhYeU5vIZ+AWfHwZ8Nc1aKVni5DyRi7d9Mz8LZ4Z2dLgeZL6eDwvsWLpRXMus1EYyMJQqfQG4Yd+VMF9ZVX0jMLpIKcCh4D/pA/7h/2DNx+O1ksf/MbSYSsISu7d5PQ9rd9dp4/61grKTF7/lTYbbDOYMPFuHF03yygrZ4/HhtUUEH+j2HQHyuEdmGfdkaY1la6RkyMFKjXXCPJn6o4qeBrFxR4Ei/DoHGgVm0FpNGEyR+Pu4YG2mvwM5+hin4AkbGsLLLU79rleyzagT1QFRWeXnE7WENKAfOeRr//PVUMZkU5LY3uobVV9jvLuLIy4HvfI+MHby3AYZ8APe/LLqPqjKwwPvSQ5zxn8hcTYx9FAEjPH48v1es+axa1Sa3Cd+yYNN6p4PHhFLLoC6zAqAbDQMgfK4E8tliONDZK8mf1JrBi0NXlO+xfhboNBStlV11FCqVqAJg+Xcr8WbNou5s//YnC6bn/8vOl0mIt5+4L3shfRYU5BFclf2oVYLXcPUBk4Be/kOQUcB47wQDv2WrVFVghfuYZmjMTJrQPeEoBs0eTx0hDg70HgsF9tGMH9RvvvQdQH/AcUOcRRyIsWEDKKxMl3v+PweN23z6aA+np9uRP1VdYIa2tJZ3nnnvos0r+CgrkGqbu1RsVZSYFKrg/urrIkGNH/o4fJ7mo6hksY51CPhks69X9kg2D+urDD4lM3Hwzfb9nj1znVSOSlSRFR5N8Y1ljnY+8TYdqDLbzBAM0tp3In2GQEdEaot/aSmv63Llyj1A78sd9WlUlQ1IB6fnj+1LnG4PHVU6OWc6p5I/vSV1v+FzJyXJNUclfbCzdY1UV3ccnPkH6E/flb35D+v7HHxOxLSggj9tDDxEZPnaM/pedOs8+S2ORx+fChRQaesoptFa0t5v1PiGc5T6TP9Yb7AiXOt54707A0/MH0PM5epQcGq+9Jp9teTn9cZQZzzGWXaoB+oQnf4D0EKhQlUReuCZPNockAt7JH5M6da8iO1hz/qZMoYGqkid+QNaS6E5hn4ZBD7eykiwSiYk02bZskUJZhXWDYm8DYtIk6hurQtLWZiZ/ViWMB6i3Pf4A8/6D/nr+GEz+VEFfUuJ9U3nALITUfrdDfj6VCl6+3DNXEpDkzylsSYW1rULYl0geLMaNo/ZYS0HbISGB+rK8nKz/GzdS+e5Fi0jwCGG/Ea5deKcT1E3fuX+sbaqslOTPaijwRv6ammhOx8SYn6HV81dTQwpvSoqcm3bKblISPVs1Rt/OCKMujsuWARMntuHIEerHMWNIibz/fnNkASDnipMMSU+XirkVTJpUefCLX5B3r6yM9tq65Rb7/w0UmZnSuujLk20H7rOsLMrVeuEF+Rt7lJub5WLU2koL27Rp0hPCHjgO+wRooVb3p7v7biKLVrByZi1LrsLO88c45xx65XBGgPrDbo7yOPFn7tuB+0AlAYGQP95ShA0NqsI3fry5XXZhn+r+pL7Aylhbm6cHIy5O5r996lNSRp96KoVk3367eWzn5RFxLS4mZS0jw3nsW5GRQW2vr5fXV42ZVsWVwcZfvr76G4/zM88kIshl2IcbHMkC0NxOSCDrG48THoPqGLESMiu4j9a7i2uq5E/1/KnrNK/DPK449NMu7BOgNZcjpVwuqaSr44r7mK+vGmx5j1s+HxsBExPNZIvvx1vOH7/ndbaw0BzOPWmSeb7xtia+QnjZqGeNNFi8WHru7riDCGpxsdnzx+POzkOWnS2Ptc7H73+fUiquuEIer+bHqQaKjAxz2Kc3gwAgo5h27qTnnJ0tU1jU56augZWV5r7z5fkDZBtnzDCvfSoR5b5VjcrchrQ0qUeo5A+gtaGqSspBgPLqOW2EMW0a6cjPP09rBht5Nm6U5O8rX6E11Wrg436sq6N1yy69yQomf9Y9E1VYyZ/q+VO3hwA899nlNaqsjGReXh61mw1ofA+qQY3HtyZ/FjQ3S2H05S/T69lnSysiW768eZOeeII8AOpmtHZgizR7/uwUh/x8mkgvvGD2vqjkj4uCcD4FF0Y4cIAmFsc4qwnlDB5YHBLkbfHnQaPGGgtBE96qbKhgYe+LiKkYjOcvN9dcEMIfwadaRHyRP4AKraSnS2sZC2kOzVM3VPeGggJqKwsnl4u8bcEif7zBKCvPvpT3ggISHgcOkLLMY4XHh7qgdnRQ262bCXuDXdinKlynT6cxyHlLU6eS8pOURIuyt/3gmpo8w2PU66iePw5zPOss+s2qUAA03ziMzpvnTw19mjsXuPnmowO/ZWaSzLjrLk/PGy9w/iq5KnihtvbHF75AsuKmmwYfhmZFVpZnWFEgYAXAziuohv2o5G/ZMlLov/pVCsVl5OfL4/bvNxsjOOfQinPOIUX2r391biMrLfX1NNZVz9/SpfTKcwjwTf4GO395Lvnj+evro9wgtQ+WL6c5w4YFtc+dyJ8a9mktVOUNdp4/1dL/r39R4Ywzz6Txf9ddngYQRl4ezbNp0yh02SlVwg48vysqPD1/jY3me7G+Z9kzYYJZCeJ+io+ncEN1DA43rruOlFv2bgPSQMrKc1ISPb/+fue98BgsyzdvplfVk5aaaiZJ55xDffC5z9F306bJokR9ffTc7cI+AbORmSOF7NYfThFQjaDHj5Nc5XFwxRWkI/3yl54eWDvyJwSNS/5/l0vuufzpTxMhaG+ndk2caB5vvBbY6UkqfvtbGtNqjjMgI4NSU+kcEyaYyV93twybtSNJWVmeBV943MbGUn+payaPAWvfsueP98LzpQOlpFA7m5pI/jEJZaMqQw33toYYWz1/duTvySfJY3X++ebzqroeF4u75BL5neo1jo0lL6kd+ausNO/Ht3cvfaca/1TjHiCNGrt2+Q6bZpnKqRDWPEY7BOr5S083kz9rzuZ551Fb776bPn/uc9Qn5eVyTANybnF9DMMgeZyVJdt9QpM/tXoVDzDV8/ed75Cl6ItflBu2c3ywtxDGGTNoI2O7CWBFYiItVGqVLRUxMaQIrVghK5ACNAETE+n3zEwauFy4gUP+9u8ngXbddXTPdhuq8gAoK6PzeVNI+Z4XLJAWqO5uWgzUe7USY7aosXD0hl/9ikLY/PH8qdaMnBwSIlVV8vlZJ44d1GqavjyTKlJS6N5ZsE+bFpjnr6CAyB6HJjgVkhgsmMju3UtjxNdEz8+nhZctuywUvW3EHkiRA7uwT0B64D77WXp2/f2kSERFUXhSRYUkb07gDd0BM4HnZ5+RQcdUVckxc/rplNf41FOe50tKks/FX88fAOTnS23c24LLCtUddzgf4wSV/Knj/4wzAj+XL2RlyZy7oXr+rOB+q6mR8qK1lTzKaWnk+VONZ4mJUsHkHKDHHiOSoeZwqEhMJGXArpqpegyHfWZnU59+4hPAjTfKhVQlf1zJ1YrBFHxRcc459L9f+IL8zon8PfcczZdvf1t+t2MHWbHtwhwD8fz50347z596vawsGZ42dix5v53GD1uuAXpWvlIlVPA5u7s9yR/g7PlLTZUG0fnz7clfJOC3v6VxqXroeM6r5A+gZ6FGKtghPp7kalsbjW11zU5KkmGJ8fEU5nb4sDSORkeT4rxjhxwr6jNNTZXjSS3ocfQozTFV/j//POU5Xn01fVaNyexl53Fw2mnU3u9/3/N+WBaqyn13t1xDAOAvf6FxlZNDOdEuF+XTl5R4ev5++1vy9F57rXMfArTW33+/p5HtsssoPPOJJ2QY6OHDpCPwWOR1zF/Pn7f5yGNAjaoBJPmzbvDuBHXMzJ9PfcWOBrs55HLZk7+uLnMVeitmz6ac4Kws6p/LL6d7Vsnf3Lk0Hr7zHfP9qG1JSpL9xPeen086bHExjdXUVHrGrKv86EdEPHntVe+psJDWFHUtsoPV82eXR2eFP54/NWpOJX/NzTQOrM9v3jzg3ntpjn7lK3Tt8nKaa9ymcePo/9V+XLmSxiOvESck+eObbmggC8Mjj5CQAKjDampksqZqHZs8mRSF+PjAvB7ekJgoQy6dFP8//IGO4zLEgKeVb9w4OeHGj5fVm2bOJEtLczMlrFqhev58LXxsEevupvyN2lr7yW6dQH/6Ew1UtqR7w09/SvlO/uSSqYp+XBwpbYAMAfPH87dgARGQyy8PzBPD/cbPbupUWVHSH0WZJ/zx4zT2uDiNr/b6C5X82eUoWTFzJnn9tm6lvmRSrFaIY7A1NxDypy4i6qK5aRP9qV5hXpDHjZP5OSr5a2uj8cdWVCfyx33J43rbNqnQGwbNB7vFlfMcAU/yp5Jgb+RPrdhrxcyZZDC5+GLnY5zA4caNjeawW6tFMxhQx+JgyB+PHTtvjupJVD1/FRW0kBuGrHTL3o64OHqWXLxq5kzngkj+Qg375Ptdvpy8V9xulfwB9nKa79Uu18UfnHEGjWO21PK57MgfrwNPPUXGmt5eUpjUNAN1vk+Z4tvzx4q/P+THWpAgPt57IS9vWLyY5j+3fTDkD/BN/tT3WVm0pm7dSuu4+lskkb+oKM/xdP/9wE9+IsO/+Hf2GHlT6Lh4BuAZWZOYKAlHQgKd1yrDFiyg8WZX1MwwzEVaeH4fO+bZp6edJvMcY2PN84uJoDrH1HQQFZmZwBtv0O9sPGX5zG158EEim2PHkqFhzhx69jU1tH6psikvjzy9gzXgZGcDq1ZJUjtlitx2iNc37jtruDTg3fNnByZ/1pSM9HQK+/SX/Kl9wJ4/hrXaJ+Ds+QMkKfPH8fHCC6T/WGXHhAnm79SwT76WutUDQM+yooJ0mEmTaF6XlMg6Bl/+siSeVsybB3zwAb33VR+C77G52TxGnaLGrOTPbn6q8ywzU85pJq52DozoaDKOcnGlQ4fIYK1GsqWlmfXouDhPg00oENHkTx3QBQXEjtk7xWGfWVmeg5KJ4OLFwUsCV8mf08ITE0NKq2oh8xbioQ5ElbzagSd0XZ1vBS811WyZ3rfP3oJlrZaVlEQD1d/9r/yF9d4WLqQiES+8QBOuo8O34IuKIg8pV1XzF9ZCOSzcDx3yT4HgPnrnHcqD4cIWwfb8cYEKX+Bk5hdeoAWSCZod6RkM+XNqQ3o6eW5UoWtVAK3k7/HHyfP8r3/RZyfyx8ot93V1tX2YpxWqwmUlf0yC+/vpvXlLDxmX7Y38AYMv5KPm6Obk0IL2zjuhKUqhzp3BhH1yP9otjFZlPDaWlM/KSnMFuffeM5diz82V+5IFQhSckJhIz7KqylNW8Gfr3oJ28/vWW0nB+O53h94mRlKSp2IHkILDW5I89JBUKK1Kwle+QuNi8WLfnr9AIg/UaAAuVz8UnHqqJPqByBQ78qda1p2IIG99wWu++pu/xWbChenTgV//Wt4nzzFrpIIT+Hg78sdwMoJyFUhWSq36Ao8/tdrg0aPOY4pzk1Ty50/tAYY6X4uK6JVJlbXCMof733qrlB8LFwZHhjihsFCum+yRYVLn5PlrbiZPZksL/ebNqMLkz1oJnj1/TCR96UBWz5MT+VMr6XZ02JM/db9UX4iN9a8YGbeHx5FK/vi6EyeSHF+zhnSxSZNI9+Gx6m09Pukk+Vy8hX1aPX/qmmgdb4zMTHPuq924Vueburch6/u+otfy82Vxx0Ci15KSgq+TAyOI/LHSqW7lwEUnrLj5ZuqwwYRrOcEfzx8gyZ8QZOm1llpWoSbT+lJ27RKxveGFF+RAq62VQiwlhcrrPvro4LwEg0FaGiXmrlolv1u6lLwqvIm2P560wSjiqucvKkqGxHZ1+R/2CcgNRhnBzPlj+NMHrHxVVJirU9qFfZaU0D37KoGuQq3uZ4dAyB/PF3XPHR7Hdh55NYRYDTNzgh35i4sjRdq6gbB1DrJ3PZBiOIGAZVd5Od3zRRcNzoPoD4bq+ePQITsFy2pR5hCuqirzAvzpT5sXVvVc/uTo+gIrH2VlnvMkI8N+3NrN0cxMCsf0tVAHAifPX3k5Ka7nnUf5W05eu6eeIuKak2P+jee0Wu0zEPJn9fwNlfwBcgyff77//2NH/rgKJGCem6p8sSqc6pgajJEjnGDl11/y191Nr97In5NCzlETnBpgHW9sgJo4UfYj73nqhJwcc/pNIORPHausKPN8UdM51LZff73ct/nccwPLMQ0UqiLO79kD5JTzB8gN1n15IHncWp8Xkz9/t07hqBHOt1OPt4ZLA5KsD5X8+QvWlbhdHGKqXpeNRuz94sr0x49TW7ytX2rUjLeIPh5vpaWkY6anUzhydrZzcUf+HzaYOz3TqipJVK3kz5f+pq5NgZA/u8iCYCCExZGHDruQI3/I39KlpPQFky0nJsrCM96E5KRJwP/+R7kwd9xBxzoRO1XZtQpBK9Rr+kNa4uLkZOTQCYAmmHXzzOEAl4dmsKLISe3BCqO0QiV/aWlmBcIf63FWFgntjRvN3weL/KWkyIR4f845YwY92+5uuf8M4Bz2mZ8feGGRujrnEB51IbEjf21tcp8p9rZyPppK/pKTyfur5oHNmkXKZW8vVSD0BXXhspIU7gennIznnqOKm8EqumKFXWXCUGGo5I9lg11IqrWKHJM/X0n36v6MwQjRY8WpttaTuEVHy0qxnFcBBG+O+oId+ROC2pGfT4v3smXOm6NHR8t7Un9jYxffO4d9xsT4p7SpBV/a24OjQFx/PVW1DITQ25E/gMaSVe55k8nqNUNhCQ8luO953zVfpInlkjVqxh/Pn5X8WWXCxReTYfi008weWG/zdOxYGcYNyDnmD/lTxx2TRp4vhYVEZpqa6PwsU9LTZcGo1FRZfTMUOdNqXQjWS3jd8Eb+Ghs9K23aYfZsMmbef7/5+4wMoL/fGNjWwhfBPekkCsNlT7gqB9W1mJ/pcJM/HnfWPFf1umrRlClTSM9wuajKfWGh93mtrk9OHjyA5GN6urkI2g9/SNsYOYFlEOsqTuPaWuUZ8B72qUIlf97abwe7arlDRUSTP3VR4AHM+4XwZtBOlvtgLw5OhTCsmDiRrBqPPEIKenW1c6GD8eNpvyU1ftgJcXFSqfVXwePBqOb82SWyhgPqZrNA6MlfWRkRAFW58LZJLMMwiESrZeSB4LZ33Djn6oR27Xn4YUpWV3NDncI+AwnPYni7N1UBs6teBkiFhRdqrshpDcHgPS0ZhkGhkf5CnTOq4E1O9k3+4uKcCW4woC4eofZSqM9rMPP7N7+hZ2XnzbHz/JWVERHxh/yNHTv40FkVqtJrNz6zsmhNUPt6uMhfYqKZ/JWVyeJgXNK7u1vuXeatXXa/WT1//uQGA7ROshc8WJ4/wPtzt4MT+eNxYd3f7DvfkREOKmJjqfqvWlhlpCDQsM9f/IJSHNR9DIHgkL8f/Yjy3WbONEdqeBuXVlIeiOfvpz+l+fHSSzI0m9ep1FQKBW1upvWAK6EDZjJkGGRU9LZ112Ch5rFzvQSr509da7ifGhqo3b48fwkJwOrVnt+zrDp0iAxA/hjJPv95+V4lImq4JD8T9tSqa3Yoyd9VV1FfsOFWHat25G/qVCkD1qzx7ZSYPZscJosW+V67MzOlvPVn/bV6/gIxavjr+VMJXyg92f4iosmfusBx+AMXeOH9wPwpThIMqEqVNyHJViQ1/8VpsTQMKiDCVi1fyMoKjPzFxdHAr631nsgaDqibzQKhJ3/l5WQoUAWhP+QPoFCBw4dpDHJ7g0kcuNS0vx6Sb32L/lTYhX2WlsqtEoKFuDjgb3+z/806Ljmkt6aGLLg9PcElQur1VOUkJUX2QyDVEYOJ4SR/Q1WIMjKoaqYd7MgfKxXeSADPs2AtcqrxzYn8HT5s7utQyRQr2PPHof6qXMnPlyF83G/e5nluLhlsPvlJ+Z3V8xcIqeW2tbWFJnTIH6jPTlU2uV+sz+mRR5zPxVW8RxoCJX+33mpf/dafsM+8PFKqncI+ExJkNFJ6utxGxVfYp4pAPH85OUTs9uyRpNFagC49HfjBD7yfx1d01GChkijuF143nAq+AET+/An7dAKvX4cOkfEyUCOZSv7Ve7CSPyfPn2H4l8sXSHtUcmpH/tTvpk837+/nrTI/QMaf3bvNW6k5ITMzsO2PVM8fV+f3hago6r+KCnMhJSewMfy88wJ3Tl1+ORXPCyYiOucPoAqLZ51lZs1jxtDgbWgYvsRvHkCG4X2y2+2R50s583cg2IUG+cLYsZHp+UtOpgWRyVQwc3BU8P1y7Lfad9bNX53Aiw7vU+Zrf6FAwQuLv2TU2zn4Off1kQdiMJ4/X7jlFvsNyq3kr7eXXmtrZaJ2MEMgVSKvLs6q54+NHsNN/tTrhZr88Z53geQR+Au1X5n8seLnLfSPvb9c6XWoUJUGO1nBi7fa16HoDzskJZFC0t0tFW5Gfr5cozgMy5v85g2nVa+41fMXiPznkPJgFHwZLNT1TSULPDYiwQoeagRK/pzgj+cvJobGXWcnjSdva75hyHN6M+aoelZCwuD0ifHjSVF+8UVZj2G46g74wtatFHbKclv1/FlJkur58yfs0wl87wcODH4OrFkDrFtnJo6JifS5pobarfaxSv6Sk0MbPs1jPirKnF7B+fxz55r1E3/ktWH4V7GYI0EA/54PE/pjxwKbm3yP48f7TiHJy6P14cUX/T8/45lnAv8fX4h48vetb5G1Tx3cY8bQQirE8JO/MWO8W2hUksphVP7shecPeKIGotTk5EQm+QNI4HGVvFCFaKn3y0LwmWeABx7w3zNw1120Kfedd5I1bfny4LaRN1bmRO7BwOr5q6gg8hUK8ucEu4V8/HhKjOfS0sEs0e5EPuw8f8Pt8R7OnL+MDNpMnAs8BROqcsDkj+FNWTznHArds4b2Dhb+eP4AktPsxRxO8gcQwVq/3vzb1KmSrPrj+QNIuVH7nRU23kx4sJ6/cJE/FWpBFw5VUwtXjVaEgvx589pweJ1aDMkJLEe9VRxXyQmP5/j4wHKm8/PJcHTVVdIQEinkb+FCGodxcdSvas6flSRZyd9QtpwAiIgNVo89+2zPPEjDkHqPNY+Ox09NTejXRNXbp7bh/fdpHlhDXYMpB1QZ6Q/542fR1TU48uerajjjpJMGR/RDIbsjnvzZYcwYYNcuej8Ub0kg4AHka+FVXb9/+xsNdLt9+wYDJpOBTJLsbBIukUj+WOClpoYu/0qdNPwMr7sO+PGP/T9Hbi4VB8nJoVCFYBscrrqKci/s8lz8RVwcLcRtbbQ5LufFhJv8LVpERpriYudjBgv2yFpJsz85f6HGcG9IfckloTeEZWf7T/5ycqiYkz9VW/2BL/LH7crIoGJbtbWhzelUYSV/6hqQm2smfykpgRcZUivYlpcHVr1X9fyFK+xThdr2N9+kvdzUPKDRiuH0/AGyT/0ZK7/5DW3Jw3sS2kFdR1iWBnoPBQXSo8aIxKqtXNQKsDeapKURcfE3588JqvwMtvebZY7VABYO8mc1UiQkyPs1DOBXv6Jq0cFaKwCznu6PsUyVy4E8z0DJXyQhonP+nKAqU8O1cLCQ8qVgGQaRiyNHiCg4lZYdDB54gLax8LUnoIrMTNo0m4VZJFh/GSwAQpmbo5LdSFxoGMFoG5Oeb3xDhll6K4kcbNgRu6VLySsVCktvUhLlNVoNGikpsmpXuMifOqaDsdVBJGDSJKkwJCQM73zyVfCFn29ODhGlUIWR24EVgOJiKlh0ySVkkBg3jtYDbktz8+CMlbzpd10dKW2BrHmR4vl7803gP/8xz//p0yma4kSASv7UTdwDRaCeP3+U0ksvpT9vYMPkRRfJcLrBkD8rIkkfYaSleXr+VBiGTD1qbR382qLqksGOUhg/nnRQax4dj5/u7tCTPx7zvp7xT38a/Gura4Q/+iXL6crKwPqFdQ9N/oYJKpMfLs8GP1w1QdUJoYjPBcjaFAjxA6ivGhqIFPibyDpcGA7yFxdHFtKursgJMQkVONxxzBhSNGfPDryk8FCgGmUefhh4/XWpNHDIW7CfgZ0ybef5G+6wT9W7E8oNiocDv/gF8PLLpGyyosObMQ8XVEXXjtj96Ec0x2+4YfjaxGAl5777aP795CfmKtRJSf4V1fCGlBRg+3Z6H+gGwcHc6mGw8IdgjGZw33OY4GDnjr+eP5b7wVpbs7KoemJursx9D1Sm2snqSNyyQ/X8uVz25CUzU+7nPFjyp+auBXud5qgHJ88fEPooML5WOPQu1eDqbwQIk79Anic/w2A6eYYLIzLsk8lffPzwhFQB0oJi3XQ10jFmDCkkDQ2RFfIJDA/5A6TiGMmev2CASU9tLXDbbeTxHc7FNSWF9pC69Vbgu9+lEt6BFLsIZjuY/NXW0nMP1X5+3sBl2iOlwu5gcc89spAJexSGK6SSoSotdiRmzBgyOITDk8DKzYcfAqef7rn9kGFIGTfY3OaUFLnXqN1+jE5ISgr+Vg8agSM+XsriocgDdR54M+Reey3lvt533+CvZUVhIV2f2z8Uz19RkSzFH2lIS5ORMw0N9vpJXh5VL+XjB4tTT6XNP4eS728HDqG0hlKq42e4wj7DoXcNJiKQjYqBhOByvqXTdm6RjBFJ/riipmEMn3K7dCkVL/jLX4bnesECKxt24XHhBk+yUCslvEiOds9fcjKFFbW1kfDzZhkOFd55B/jrX+Vnfsbs+RuOhYA9oK++CvzpT8NXFMqKt98mJSISrduDBedZcoXR4YLq+Yu0/lQJnRMxG0ylZhUsI6OiZDl6f5CURAqsEJr8hRNqVc1gkT9v8yAlBfjXv0IT+TFY8qdWPT/vPN+l/cOF7GygqopCktessY80mDJF7gk3FL3ivvv2YOvW4HuOfvYzKgB2+unm74eT/LGRTr3mcIHXqUBkHsvxQPYxvfde2sPR2s8jAREUBOg/2KL+7W8P3zWjooCvf334rhcsRDL54zCQUHv+enrodTjzgMKBlBRZWCVS8syyskhJqaggBT6Y+wo5ITmZchquuII+8/MfbgzXPnPDiXPPBZ591rwP3XCA5+5wbdweCFRC50T+eCwMtrADG02mTw9sDiUlyQ2dI6Hgy4kMDsENFvkLFwZb8CU2lshUJKWe2CE7m4yVbLC00xvUcMpAyIIViYl9WLhw8P/vhJgYYMkSu+vJ96Emfyyz/NmXL9iYMQP4+c+pGqq/4BDOQPTEMWOCW6hmOBHh09AeM2aQRV1bMn1DJX+hEDJDwec/T8m+X/taaK8zYQKFaIy0kN1AkZzs3x5sw4noaBqD9fXD53m1GjmGq+T/iYCoKOArXxn+6yYnk4V1uML8A4FKSK0hn4yhkj+ez/7uTcpITrbfqFpj+MHkeyhKdyQQ+MF6/oDAlPFwwRopEkryN9yIipI1EEJN/sKtg9x7b2DHf/vbwKpV0mg82jEiyR8w/NX7RipYMenoiLzco9hYKvMbarz5JnkrOBRgtEIlPeEWvCrGjiXyN1xtUpXciy8GnnpqeK6rEVpEqoVVnXdO5I9DsAfrDWaL/YIFgf2fShYigTicyOD+H4ruEgmpC9z+SPfgDRbWwjRf+ILnMeo8H2mVHpOSiPyFOhJs8WJ6HSkVfc86i8J9TxSMyJw/Df+hWq1Ge9ijE6ZMoRCAqFE+2lXSE2nkDxi+RVJd1O68M/h7KGloWHHzzcCnPuUsY7mgw7nnDu78F19MrxdcENj/qYRPe/7Ci2B4/iIhlHy0GxF4j9yrrgJ6e+VnFQsW0LYXN9wwPKkMwQQXPwu1M2DCBMo1ZtmlEVkYpbYbDYZKAk5U8neigJW76OjIUBIYU6dSOMVw7cmpKrnDucm9xomLJ5/0/vvNNwOf/ezgjTJf/CLlrgbqbdHkL3LARqmhKN2REPHU0UGvo3U8LV5M69XixebtGFQYBvDuu8PbrmCBZUikRYJpDC9GuS9EIyFBKgCRRAg0gg9WLsaOdV60wgH2dgxXkRA1B2ukheRojE5ERQ3dGz+YMDsd9hk54HzVoez7yRU+v/SlobdnsOA98CKBiIYK554bGcV1QoG2NnrVa+OJDU3+TiBoL8joBltiI43k33ADcOwYFfgZDqiL2mhdwDU0/IH2/EUOhKBXdcuDwaCnB3jhhaG3Z7D48pdJroaj8JPG0MF6oDW3UePEgiZ/JwB4I8o5c8LbDo3QgpW7SAznGE7DQ14evUbitgAaGsMJ7fmLHHDe51DX4ZiY8Oavz5pFFWSnTQtfGzQGj7ffphoITsWpNE4M6Jy/EwDPPAOsXw+cckq4W6IRSnBY0UhLQA824uKATZvCt7m7hkakQHv+Igff+x5w/fU6914jvCgoCHwbBI3RB03+TgDk5Z04e5ecyODSyoFWBByNOPXUcLdAQyP8UAkfb7qsER4YhiZ+GhoakQFN/jQ0RgnmzaPN7GfODHdLNDQ0IgFq6LPOf9XQ0NDQADT509AYVdB5nRoaGgzV08SVIjU0NDQ0Tmzogi8aGhoaGhqjEDrvVUNDQ0PDCu3509DQ0NDQGIVISAAuuwy4+OJwt0RDQ0NDI1KgyZ+GhoaGhsYoxeuvh7sFGhoaGhqRBB32qaGhoaGhoaGhoaGhcQJAkz8NDQ0NDQ0NDQ0NDY0TAEEhf4ZhXGQYxgHDMA4bhvFjm9/jDcP4r/v3DYZhFAbjuhoaGhoaGhoaGhoaGhr+YcjkzzCMaAB/AXAxgDkArjEMw1pw/qsAGoUQ0wA8DOA3Q72uhoaGhoaGhoaGhoaGhv8IhudvCYDDQogjQohuAC8AuMxyzGUAnna/fxnAhYahdx3S0NDQ0NDQ0NDQ0NAYLgSD/OUDOK58LnN/Z3uMEKIXQDOArCBcW0NDQ0NDQ0NDQ0NDQ8MPRNRWD4Zh3ALgFgDIyclBUVFReBukMWLgcrn0eNHwC3qsaAQCPV40/IUeKxqBQI8XjXAhGOSvHMAE5XOB+zu7Y8oMw4gBkA6g3noiIcQTAJ4AgJkzZ4qlS5cGoXkaJwKKioqgx4uGP9BjRSMQ6PGi4S/0WNEIBHq8aIQLwQj73ARgumEYkw3DiANwNYA3Lce8CeAG9/svAlghhBBBuLaGhoaGhoaGhoaGhoaGHxiy508I0WsYxu0AlgGIBvBPIcQewzDuA7BZCPEmgCcBPGsYxmEADSCCqKGhoaGhoaGhoaGhoTFMMCLVAWcYRiuAA+Fuh8aIQTaAunA3QmNEQI8VjUCgx4uGv9BjRSMQ6PGi4S9mCiFSg3WyiCr4YsEBIcSp4W6ExsiAYRib9XjR8Ad6rGgEAj1eNPyFHisagUCPFw1/YRjG5mCeLxg5fxoaGhoaGhoaGhoaGhoRDk3+NDQ0NDQ0NDQ0NDQ0TgBEMvl7ItwN0BhR0ONFw1/osaIRCPR40fAXeqxoBAI9XjT8RVDHSsQWfNHQ0NDQ0NDQ0NDQ0NAIHiLZ86ehoaGhoaGhoaGhoaERJGjyp6GhoaGhoaGhoaGhcQIgIsmfYRgXGYZxwDCMw4Zh/Djc7dEIPwzDOGYYxi7DMLZzyVvDMDINw1huGMYh9+sY9/eGYRiPusfPTsMwFoW39RqhhmEY/zQMo8YwjN3KdwGPD8MwbnAff8gwjBvCcS8aoYXDWLnXMIxyt3zZbhjGJcpvd7nHygHDMD6tfK/XqRMAhmFMMAxjpWEYew3D2GMYxnfc32v5omGCl7Gi5YuGBwzDSDAMY6NhGDvc4+UX7u8nG4axwf3s/2sYRpz7+3j358Pu3wuVc9mOI0cIISLqD0A0gGIAUwDEAdgBYE6426X/wj4ujgHItnz3WwA/dr//MYDfuN9fAuBdAAaA0wFsCHf79V/Ix8e5ABYB2D3Y8QEgE8AR9+sY9/sx4b43/TcsY+VeAP9nc+wc9xoUD2Cye22K1uvUifMHYDyARe73qQAOuseFli/6z9+xouWL/rMbLwaAFPf7WAAb3DLjRQBXu79/HMA33e+/BeBx9/urAfzX2zjydu1I9PwtAXBYCHFECNEN4AUAl4W5TRqRicsAPO1+/zSAzyvfPyMIHwPIMAxjfBjapzFMEEKsBtBg+TrQ8fFpAMuFEA1CiEYAywFcFPLGawwrHMaKEy4D8IIQoksIcRTAYdAapdepEwRCiEohxFb3+1YA+wDkQ8sXDQu8jBUnaPlyAsMtI1zuj7HuPwHgAgAvu7+3yhaWOS8DuNAwDAPO48gRkUj+8gEcVz6Xwfvk0TgxIAC8bxjGFsMwbnF/lyuEqHS/rwKQ636vx5AGEPj40OPmxMbt7jC9f3IIH/RY0VDgDrNaCLLQa/mi4QjLWAG0fNGwgWEY0YZhbAdQAzIIFQNoEkL0ug9Rn/3AuHD/3gwgC4MYL5FI/jQ07HC2EGIRgIsB3GYYxrnqj4J833rfEg1b6PGh4QN/BTAVwMkAKgH8Iayt0Yg4GIaRAuAVAN8VQrSov2n5oqHCZqxo+aJhCyFEnxDiZAAFIG/drOG4biSSv3IAE5TPBe7vNE5gCCHK3a81AF4DTZJqDud0v9a4D9djSAMIfHzocXOCQghR7V6E+wH8HTJkRo8VDRiGEQtS5v8thHjV/bWWLxoesBsrWr5o+IIQognASgBngELFY9w/qc9+YFy4f08HUI9BjJdIJH+bAEx3V7uJAyU1vhnmNmmEEYZhJBuGkcrvAXwKwG7QuOCKaTcAeMP9/k0A17urrp0OoFkJz9E4cRDo+FgG4FOGYYxxh+V8yv2dxiiHJSf4CyD5AtBYudpdZW0ygOkANkKvUycM3Dk1TwLYJ4R4SPlJyxcNE5zGipYvGnYwDCPHMIwM9/tEAJ8E5YmuBPBF92FW2cIy54sAVrijDpzGkSNivP0YDggheg3DuB0kFKMB/FMIsSfMzdIIL3IBvEZyFTEA/iOEeM8wjE0AXjQM46sASgBc6T7+HVDFtcMA2gHcNPxN1hhOGIbxPIClALINwygD8HMADyKA8SGEaDAM45eghRcA7hNC+FsYRGOEwGGsLDUM42RQ6N4xAN8AACHEHsMwXgSwF0AvgNuEEH3u8+h16sTAWQCuA7DLnZsDAD+Bli8annAaK9do+aJhg/EAnjYMIxrkjHtRCPGWYRh7AbxgGMavAGwDGRTgfn3WMIzDoKJlVwPex5ETDHeZUA0NDQ0NDQ0NDQ0NDY1RjEgM+9TQ0NDQ0NDQ0NDQ0NAIMjT509DQ0NDQ0NDQ0NDQOAEQcTl/jIyMDDFt2rRwN0NjhKCtrQ3JycnhbobGCIAeKxqBQI8XDX+hx4pGINDjRcNfbNmypU4IkROs8wWF/BmG8U8AnwVQI4SYZ/O7AeCPoCTodgA3CiG2ejtnbm4uNm/eHIzmaZwAKCoqwtKlS8PdDI0RAD1WNAKBHi8a/kKPFY1AoMeLhr8wDKMkmOcLVtjnUwAu8vL7xaDSo9MB3ALa8FJDQ0NDQ0NDQ0NDQ0NjmBAU8ieEWA0qO+qEywA8IwgfgzYwHO/leA0NDQ0NDQ0NjUhAv9fK8RoaGiMIw1XwJR/AceVzmfs7DQ0NDQ0NDQ2NSEXlcuCFGKBpV7hboqGhEQREVMEXwzBuAYWFIicnB0VFRdbfkZycjOjo6DC0bujo6+tDW1sb9N6KwYfL5fIYLxoadtBjRSMQ6PGi4S9G61gpbHkWhQBKV/0aR9JvDXdzRg1G63jRiHwMF/krBzBB+Vzg/s4EIcQTAJ4AgJkzZwprIuzRo0eRmpqKrKwsUA2ZkQMhBOrr69Ha2orJkyeHuzmjDjpxWsNf6LGiEQj0eNHwF6N2rOzdCGwHJk4owMRFS8PdmlGDUTteNCIewxX2+SaA6w3C6QCahRCVgZ6ks7NzRBI/gLyWWVlZ6OzsDHdTNDQ0NDQ0NDT8Q18XvRojM+pKQ0PDjGBt9fA8gKUAsg3DKAPwcwCxACCEeBzAO6BtHg6Dtnq4aQjXGmpzw4aR3HYNDQ0NDQ2NExC9rfTa3xPedmhoaAQFQSF/QohrfPwuANwWjGtpaGhoaGhoaGgME3rc5K+vPbzt0NDQCAqGK+xz1CA6Ohonn3wy5s2bhy996Utob29HZ2cnlixZggULFmDu3Ln4+c9/Hu5mamhoaGhoaGgMHUz6ejX509AYDdDkL0AkJiZi+/bt2L17N+Li4vD4448jPj4eK1aswI4dO7B9+3a89957+Pjjj8PdVA0NDQ0NDQ2NoaG/m161509DY1RAk78h4JxzzsHhw4dhGAZSUlIAAD09Pejp6dH5fRoaGhoaGhojH0z+tOdPQ2NUIKL2+QsIW74LNG4P7jnHnAyc8ohfh/b29uLdd9/FRRddBID28DvllFNw+PBh3HbbbTjttNOC2zYNDQ0NDQ0NjeFGn5v8MQnU0NAY0dCevwDR0dGBk08+GaeeeiomTpyIr371qwAoF3D79u0oKyvDxo0bsXv37jC3VENDQ0NDQ0NjiOjX5E9DYzRh5Hr+/PTQBRuc8+eEjIwMnH/++Xjvvfcwb9684WuYhoaGhoaGhkawocmfhsaogvb8BQG1tbVoamoCQJ7B5cuXY9asWeFtlIaGhoaGhobGUKHJn4bGqMLI9fxFECorK3HDDTegr68P/f39uPLKK/HZz3423M3S0NDQ0NDQ0BgaBshfV3jboaGhERRo8hcgXC6Xx3fz58/Htm3bwtAaDQ0NDQ0NDY0QYmCrB+3509AYDdBhnxoaGhoaGhoaGvbQYZ8aGqMKmvxpaGhoaGhoaGjYQ5M/DY1RhRFH/oQQ4W7CoDGS266hoaGhoaFxAkKTPw2NUYURRf4SEhJQX18/IkmUEAL19fVISEgId1M0NDQ0NDQ0NPyDJn8aGqMKI6rgS0FBAcrKylBbWxvupgwKCQkJKCgoCHczNDQ0NDQ0NDT8Q58mfxoaowkjivzFxsZi8uTJ4W6GhsboxPFXgZxzgYTscLdEQ0NDQyNSoHr+hAAMI7zt0dDQGBJGVNinhoZGiFC/CVhzBbD1e+FuiYaGhoZGJEH1+Ine8LVDQ0MjKNDkT0NDA2h071PZtCu87dAYHnQ3AxtuAdqOh7slGhoakQzRT4QvJoU+69BPDY0RD03+NDQ0gPZy95v+sDZDY5hw+HGg+O/Avt+GuyUaGhqRjP4eetXkT0Nj1ECTPw0NDaCjkl676sPbDo3hQdMeenUdDW87NDQ0IhtM9pj89Wnyp6Ex0qHJn4aGBtDTRK+dNZTQrzG64TpsftXQ0NCwA5O/WO3509AYLdDkT0NDA+hpoVfRC/S2hrctGqEHh/l2VIW3HRoaGpGNAc9fqvmzhobGiIUmfxoaGpL8AUBXQ/jaoRF6iH6go4Le9zTLnB4NDQ0NK6xhn5r8aWiMeGjyp6GhAfS0AoZbHHQ3hrctGqFFZy15eNPn0ueuuvC2RyO4aCvVodsawUOfDvvU0Bht0ORPI3IhBLD713r7geFATwuQXEjvu7Xnb1SDvX4ZC+g1kslfywGg6FLamkLDN2pWA29MAo4+He6WaIwW9HfRa0yy+7MmfxoaIx2a/A0V/X1A7bpwt2J0onk3sPNu4KNrw92S0Y+eFiB5Er3Xnr/RjQ53vt8YN/nrrA1fW3xh4zeAireAyvfC3ZKRgaoP6bX87fC2Q2P0QOf8aWiMOmjyN1Ts/gWw/CygbmO4WzL60LyXXtv1RtQhhRBAr0r+tOdv1KDsDWD7j83fcbGXkeD563EXH3IVh7cdIwVtx+g1kp+pxsjCQLVPTf40NEYLNPkbKqqL6LVxW1ibMSrRWeN+Y4S1GaMefe1UBCRJe/5GHVZ/Htj7G3PodEc5AAPImEefuyLU89fbDrTso/ehKkLUsAV4fQLQcig05x9utJe5X0vD2w6NwaG/J/LyNfs47DPF/FkjctB2HGg5GO5WjB7UbQTW3ziq0w00+RsqomLolfNoNAaPloPA3t/JxW+A/PWHrUknBLjSZ2IuEBU/Oqt99rQA+x8+sRQXVYk8/pp831kNJOQA8Tn0OVLJftVyoK+D3nfXh+YaJS8SYTryL/ldewWw9f+AzhHoPWOPX/txMuiEEvWbyLOsERx0NQCv5QGb7wh3S8zwFvbZ3xd5ZPVExAfnAG/NJIOZxtDx0ZWUN132erhbEjJo8jdU8GI7UsNsmvYA628AukKkXAWCDTcD238I1G+gz53V9NrTosvRhxIcWhebDsSNiVwyMBRsuh3YeidQvXLw5zj2PFDy3+C1yRtqPwLWXUfK1WChzunSF6WS1tUAxGUB0XFAdBLQ3TSkpoYMZa8DsRlA2uzQGSTY8NGvGAX2Pgjs/wOw697QXNNf9PcQCa3b4P//8DPv7wn9Ho7LlpBnuUfvCxoUVK8kPeLQX8LdEjN4blirfQoBvDUDWPeV8LTrREBvO3D0WaC3w/mY7magrYTe160fnnaNZnQ3yf5s3BHWpoQSmvwNFbzARgJ5Ggx2/gw4+gxQ/A/fx/Z1h9ZzwmELnOvXVSN/G42EJFLACnBsGhCfOTpz/thz1FE5+HOsuxb46Gqgvzc4bfKG5WcDx56TOVyDQadbNuWcBTTvkbmz3Q30nIHIJfuiHyh/C8i7BIjPpv0IQwE2MPErADTtpNdDfwHeWYDU7v2hubYvlL9NJHRdAAWvuuuBtFn0nkNAQ41Izsfc/whQ9j/zd65j5n1NrSh9BajfHMpW2aNmtXwfaq9tIHDy/PU0Aa4jQMl/wtKsEwJ7fwusvx7Y8RPnY5ioAEDT7tC3abSjdq18P5T11xtEP/DhBcB2L881xNDkz4q1VwJrr/bv2P4e6fELVVhSqMEKQt3H3o/r7wGWn0nFbUIV5sGLChek6FTJnx/KX2ctULFMh6EECpX8qWRACArDbTkQvrYFC7Fp9DrY8GzV8zycOXKtQ8hFY4/e+IvotWGr+/sGII7JXwYpcZEG11GSrblLgZgkGf4ZbLDcVsmfqxjIOh1InwM07cQE1wuhubYv1K2TbfNHpvW2A32d1G7+v1BB9fYNxaASSrSVAlu/B6z+nOw/0Q+8ORl452T7/6nbCKz9IvDBed69LaFArUL+IskgY83543VajRjQa25oUPcRvR57ztkgoM6/5j2hb9NgcORpoHFnuFthRu16oHmf5/fsfMg5K/Dc6c3fAY4+5/u4jgry9O99ILDzBxEnBvnrbfPvOCGA0peA0v/6F2bYWQvALfRGYmKoEFK5dB31fuzOn1NxhIYtZktTsNDbLq37rKB31si9hfyx/G++HSi6CKheEfz2jWaYyJ/i+atdQ2G4a68MX9uCBeEOnxwscVMX2FCH06lQDSCBgufMmJPplQ09XRbyF0mKJoMX4IyTKDQ1VLksA8Y7d18JQaQp9zzgM3uASVcjrSdMnj+2Ove2+feMeN6mMfkL4Tg1zYcIJX8NW+R73t6EDVltR+0JS9Vyeu1rB46/Etr2qXAdARq3A+nuIkxDmfd2qC4a/DwfqPbphfzZ6VjN+0+sHOtQgMdrV51zQRee54n5kUn+OmuBj28EPlwa7pZI9LSSM+P9Mz1/az9OKTCp0wNb61sOAAcfBdZf59sY4jom3w8ltWMIGP3kr/hfwIspvskNYFYMW/0IZel0L3pRcVQqf6Shq15a/b1ZOHpagP0PASlT6HMoBIzqXmclprOGJiDgH/ljd33VB0Ft2qiHk+ePn3NThFnsBgNWTgarAKlelGArZlaoC4cvr1xXg3M+HM+ZlGkko9SwTyZ/sWMiM+eP5VFyodvzFwTyZ/fsmfxxP/c0keEvIZc+p81BQl91eJTYNmWLG3/GHKceDIfnj8kUENic6u8Dlp0GHPYjzWCoaFFIOxssVcOlut4LQeHc9RtozUkqoDzZ4UBnLYV5RycCM7/tblsQawg07QE+PB9YefHg/n9gk3d32GefEvbJsI6Bjirg7dnA1u8P7poa0hA17lP02UnvYn1pzMLILDzY7A5FjSQjY+theu1p8vSotpcBSROAhPHuqAs/Q7BVPcmXx7BN4SNhihoc/eRv32/p1Z/QNTVHghe3Y89T3LXt8e6Jlj7Hew5BpIK9fjnn0MR0Stxv3EkLwFx3fHIo4qBVct5VTyE3va1+kz9D9EkFSS1rr+EbPHZjUokUMJloUwRYpFr3AbKiHfiTd2sbk7/BFg5RFelQG3rUse6NmAlB2xSs+KT388RlUGXPrlpS3HpdSs5fRmQtyoz240BULJAwNjiev7qNwMuZ5uqUol/x/DXRa4f7OTP5S8pzfx+G8d9+nJQQwD+PNZO/xPFkxAmlh7pdUTIDMR407QTqNwIbv+75W8Uy4NDjQ27aANSQLk4lUNd4Vb6tvx743wyg4h0g+0xSuLnwWKhR+iKNr/OXkacbCG4RHTaK1m8YXHhmn5PnT5VTFrnKnnsOXdaQaC+X49Ebepqpr7NOdf+fQw5vdyMAA0ibQV7AQJ9xfw/w9knAR18O7P/8RaiNpYOBund0p0W2tpeR8SdxHCB67XWGlkOe0YFMKAHyenuDVd8NA4JC/gzDuMgwjAOGYRw2DOPHNr/faBhGrWEY291/XwvGdf1CVDy9+hMCow6IjgqaROuuBbb/iMIyrGCCmDbbN/nr7wV6XPT+6HPAsjOGXjhC9JsHXKBodYcRjLuQXp02U1dJYlScedEMFphQZp5CCwkXe2Hy5yOsNr6vliYqEB5P1a77gHcXBidRv7djeBP+ey2ev95WEmwq4WncPnztCRSrPgNs+bb3cOQBz99gyZ+ygIXa0KMuRt4U685q8og1brUPU+c5o1ZxZaI3EPZp4/lr2gNsus1zUVSryoUabW7iY0QFx/PH4XxVSkh4VwPNs5hktwVYyDHP5C+Ryd8wW9T7e+iamafQZ788f24iG59N7Q+p58/dH0Z0YDmjLi/rVdFFwKZvBo/4tOyXIc9M3lWPJesE3c3u4kpHKTw8+3QgfS71+XBs91Gzmsb62HOkd603iORP1V0Gk9/rVPClr1MeY5WrPD6iEwO/3miGEMDrBcA7830fy3M+bTYQneCsn3U3kYxPzKNnYrc+CeFMCmtWkXeu5D+DG+9b/897npsqh8IU4ugBlUhb+5XJX8I4+mzlDt3NVOV27ZfM36trRKsPZ1PbKCB/hmFEA/gLgIsBzAFwjWEYc2wO/a8Q4mT33zDEfLgRnUCv/iyEaphNR6X5f+o2eh7fUUHKSeo0Ui69kbn1NwAvpZKysf46oP5joMGholjlcvO+XE4ofhL433SzQhMIWg9R+8eeS5/bvJA/IwZImQwkTQyNAug6Qs8qbQ4tJLxYc+U61RvSUe1hiU/oc38e9ymazMPtzdj1cyJIQw2JbS+nvZ6Gs3x2dzMZSaLjJSnobqI/3gvOLgxaCCoUFAyB3l42+POwAaTJS1nmXrfhxRv5azsObPiaNNKoUGVBqEvbq14eb8qaavhpL6fnseNuylvm/42Ko3k1QP7c928q+NJsNjYc/DNw6DH6U/G/qcAbhYO7p0DRXiq9XsHw/DF5FMoY435OnU5kq69DGp0SxtJrYpg8f53VAIQkL10W8rfvD8DRf5u/4/Ch+GxSXEKa81dBpDlpQmCeP7Uf1XmmGi+CUV5dCCJ/2WfQGsd9Y4rucfcPh4cmjAPis4D8zxH5A4Ynh6puHRWXAIBYN8EKpoxRlVt/0l+sGAj7tHj++hXyZ/WOsLEtGOHa/kAIMxmNVLA8727w7aFTDVGJBd49f3EZzmQFAIouBt47xf7/a9bI9/U+Cv9Z4TpCFYnXXye/6++hrZV4fVJDmJ1CHL2R01BAnRPqeyFI1iaMI88f4NmfbAi37nHaUQmkzSQi7pSfyXAdldxkBId9LgFwWAhxRAjRDeAFAJcF4bzBAS8q/gjTjjJSlmKSaXFrUcJG7EJAOipoYrIi5c1ax+WQWw7QYgTYe6iEAFZ+ClhzuW/vD+e21X7k/TgntB6inJqB0CKLgrH3N8DKi2gBTJlMYVjJEwOvgOQLTXtoq4kxC2nx7ap3Jn/9fcBr46hdChJ63VaXAvfQG86Sx6piOtTy6sdfowWi5HkZghZq9DQDcen0Pm4MvXY3UjvSZpDybef5rl0DvH8GsOOuoV2/Zg2FLx59enD/H51Er968M/54/rb/mAwqJTbVHTurpRU71J6/Lj89f2ol0K5a8mrs+bUs0NPdTAuRYXiSP3WrBwjzPXFEQPE/zYScLZSh2nNPhRryGJNEXv2h7PXJxiDViNRpiS7oafYM+wyX54/bmzqTXq1e2G3/B6y3GIjYah+fRYpLqD1/ifn2nmOv/6coUuo4NxGUYtpP8/2zBk+C2stoPU6fR21kBbS9TBZV4TWGZfb57wFfqKRQ3/TZ9J2qA4QC3c10fSb5sSHw/HXVkl4DDJL8ucledAJ5egc8f0oerNXYyqTPySDe1xU8g0p/H7BsMfDqOKB6lf0xh/4K7P51cK43FKhzxdc6wvIpIZc8UR1O5K+JxjiTFbtw78plQOM2+wq2tWtIzzKizVXfD/0VqPURtquOJyZvDdtom5zVbl1MvU+rHGPsvo/0On/0p/5eYOM3geOv+z7WCe3HpTFDlT29LtK749Ip5w/wHKdOaU+dVfQ/qTPkGuoE1xEg0x3OO1I9fwDyAaguozL3d1ZcYRjGTsMwXjYMY0IQrusfeOD5s4i0HXfH+ubT4sY5A8mT7MlfexkpB1xG3h+lsKNcCmK7MrOqlcRX0Rle3Aebg9d6iBQftnJbQ4u2/5iERvmbUkFKnhR8z9+un1Pfzf0pKS69LnlPSROJjHMIG+8p1bTTRLqS+sqJnOZ/Rv7uCz2ttK1H1YeDb/vRZ4kkMwJREl1HPPuycat8X/4/si79b6Z/BYgGi55mIMY9hpkUdDe4w0nGEPFvs1EaeKEYaoEdnluDPQ8bU7yRZbXgi5OFkRUWu5CNjkqSC9FJw0D+3ItBUoF3z58aQtdZaylmUU/PNVYh9d2NkrgNFHzJoFdVeRtQikspB8oKJ3nTXkY5W0MhaQApc+3lZGgCJLkfiveP71tVqlXPH0DjvaOCohzis+m7+Cz0Izp85C8hh56dSuQ4Bwsw90lXHT3vqFhSGEOZ89dRQWtfoFuFqMeqSo+qRLqOUBh33Tqg8r3BtY+jAMYsoGfJ62pHORUui8uUFn1WOJMKqO8AmutRcYMjS4GAvY5s5IwJgeevqx7IWkzvB6Mr9HVRvxgG9cmA508lf1bPn42nXcXqz1OESzC8PbVrqbJrTzNt62HNt+qoBjZ9C9h5t7nKYjigyllfebxqFEKSF89fD3v+3AYrq6fKJCMsOl5fF20MP/4iIGOBXNPby6jPVlzovY0qceL5zOsnj2F1LFuvD9AY2P0r0j+Pv+r9egARq8OPexq/fKG3jQhtb5s0uFjDadk4GJvhTKZVPVmVxR2VlG+d5oP89bTSNXPOps9hIn8xw3Sd/wF4XgjRZRjGNwA8DeAC60GGYdwC4BYAyMnJQVFR0ZAvfGZ7LeIAVB4/iAMu7+c7uW43gBQABlC1H676XowzElGJJcivex1rVr4PYcQNHH9G9RY0xi9E/cHjmAtg07oP0RY7xeO8UaIL7sBK7N/6Pma5wxPqj63DrlZzm1K6D8JtD8DOdS+jIeEMx/aeXr8fCQAayndiZ6B9JQTObtqPqqRCHF67BeciFmWHNuNINZ0nobcCpyuHlzUn4nBREQpb+jGpoxKrVy6HMGK9XiK55zAK2l7F0dSvoTs60/G4U2p3ojv+NOw6lIy8tjrMAFC5/wOMQxRWfbwHZ/QnouH4fhxoLUJ2xyq47bbYuPJltMeSgjiz8xjaovKwaeMRnGWkonbvezhYMddr+8a2L8ecpv+i7/gb+Gjc6+g34r33mQXR/W04p+p603dH936EkuNTbY8f1/Y2OmPy0BS/EFH9nTi36mL0GfFYM+5dWlgBLKzdiP64k5HcW4KGXS8hqbcUaT0HcWzlL3As7eaA2qcio2sLJrf8C/vG3IXOGLNt5qT6o4jrj8KWoiKkdR/FIgA7N6/C9JYqNHdmI6Y/DQltO7HZMsamNm/CBAC9TQdQ8/ql6DficDj9joDbNq15HQoA1FWVYLfDOI7vrUJ++5s4nnwVeqLT5Q9C4NzuZkQBKD+yDU3l9yKptwQVSZdikuvfKEn5MnqiM3FudytZuvp70OGqs5UtC2sPIR1AzdFN2Nts/n1R7U70RmUgWTSgvnQ/DrbYtzOxtxwn130bxWm3oibJoRCLD0xo3YCpABp7sxHTUIYtDn0yp2EdcmDAgMC+HashEAOOt99W9G9MdB0ZeK5Tm9swvqMOh3Z+hNkAPt52EJ0xLmR3lGMegM3rP4ArlkjQWa5y1CZ9Brnty1Gx5RkUH6Zw9aXuc+/cuBwNCZ4EeHbjr5Hb8QF2FTegPsGmhLYFST0l6IjJ85AjcX21OFP04mBZByoai5DXVoYZANat+QDd0Vl+9KAn5tcXIxNAY00pdrj7s8C1AtMA7C/vwywAWzesQF7bVmREZeLjVXLPtdONdDQe24kDTUWWdjZgbsM9OJ7yJdQlnjeodjkhq/MjnARg887DmNOfAtfxPdjbRteP760GrwofF702MJ9nN+5BWn8yNhQVYWJrO6b0tmL1ivfQH5UQ1LYBwGkNR9ASNxtRohuJveUessEJsxsPwa2iYuemFWhIoNDPcW3vwU1/UF38EXI66xEF4OiOd1ByJCfg9k1sfR1TAKzZ1Yj5nbHorzqMHUVFOKv5GGq6pyCjPxXtx3dhT1sRpjavQx7isGbdzgE5DABLjFy4jm7wkAXe4HK5sGrlcqT2HERL7BzT+ewwrp3ue8P+FnQcpuucgziUH9mLI/X+X9cbTm8pR1PcQmQbyag+sBaHqh3C/xwwtbkY40UM1hYV4ez+KFSVHsHh5iJMcO0Fr3Slh7fjSI1s7+SWvZgEoKOtCRtsxsZSN6n/aMWbZnk+CExofR5TAWzK+TtOrrsTLR/ciF1ZDw78ntW5Hu4yOti95ulBzdXJLX9HR8wEVCVd5PtgL8jo2oqT3e+3rl8GV/ckRz23sGUDJsHA6o/3YHJLD/LbKrFm5UqPMbW4sRztMRNwaMtBnAng4O6PUXE0d+B3VV5s+ehdtMbNGvgtvWs7FvZ1YldNFjK7JmBc0zKsX/EWUnoOUDv7Ok3tixJdmN14P8qSv4Dm+JNR4NqIae7fNq95Ha7YaZjgWoepADq6erChqAhzGorhdi9gz9Yi1Caa2x/fW40z3PUaqva+jf2V3vMh07u2YyEA9LYFxBEmtj6HKa1PovjATuS1HUJL3CykIhuuo1sG5nhyz1EsBrDnUBlqj2/GOUYCKg5tQkvJPUjsrUJp6rWY0rwFbrMkPip6Cz3RmYAQOKetHBWiF71RyShsK8WalctIpxQCYzs+QFP8InRHZyG1ez9OAbC7MglzEIOyw9tMc2e4EAzyVw5A9eQVuL8bgBBCpbb/AGBbPlMI8QSAJwBg5syZYunSpUNrmRDAf8nqMT47GePPcThfwzZ3vlYLxd6LfqB+AzJSXED8XEyYezWw5iWcNy8VyHFPo+b9wNt1GDf3MoxLnQGsBBYvmAGMPdvz/K5jwJv0dtZ4AE30PiumBkuXLqXKaR0VVNWprBlw6x3zCxOAWQ5t7usGXiTLUWZiDwLuq44q4LUOFMxaioKZ5wOvj8PEsQmYeLr7PIceBxQDR8G8i1EwdSlQfATY8DTOWzxVbv3AEIL6LiqaPq/7B1D7LsbPvACYfblzW15zAXnnYulpS4FjVcC6P2J8Yj2APCw9/wLgrRyMT0+i57ezCHAbz5bMGweMp/a6XqxCcu4CLD3vfOCDU5DXV4s8X32yYznQBESLTpw7qQqYfB2w/2Eg72JZLt0b6jYCqlEoJhWTc+MxeYnNdfu6gP+eT++vFUDl+0AVEC26sHRxIXnXAOC1RmD8p4HuQoyr3wT0kcW6MK0RhUOZDx/eB/TswemZ24BFlqpey2OAqAIaQy15wFvA/JkFwJYuJE5wh50dfdZzjH38DHAEiBHtyGt/CwBQcNET5L31hf4+OU7W/AloA7LTDOdxvPX7QM3zmDjrbGCGElXe2w68SNbl/Mwo5Ff9Huhtw+S4vUDbRhTMWgpMvwx4oYfCCNuPIyOxH2fYXefNDqAHGJvkwljr76/UARPOBapbkDcmBXlnK78f+DMwZj7lzh74E1DTgDlRyzFn6SDDjLa9CxyIw5i8uUDtR8598s53gdQzgdqPMHtyNnncmuinhVPigGPKc921Gtj1MmYXZgLbgdPPvYSsxdUAPgROPWkq5W7EJAP9Lcibuhgoq8SEhFZMWLrU3c907vkzcoEpNm1a8QDQAZyU3wOc5NBmRu1HwPIbgSk3Aaf/0/xb9SqgGpix6GLMGL8UOFIKfAycueRkINXesOIT7xlAFzAmJZr6o3I5sPKvAIBZiy8Flv8Gi+ZNAfb3Az2TTX3uejED48fEYPx5lns69DhQvQfpIhpY+vPBtcsJ7ns+9cxPAuv/jSRDyDHZuBN4l96ePn+SXHNWPAD0TKC2Fx8FNvwd5y6ZKWVLsCAE8GIDEgsXktW66qjzGHUdpeiR6bfS51UPA1WJQF8H5s/MBya7/2/Hh0BLNJB9JnJdewHQnJ6cA0zmNckbXMeArd+lsKv8zwKHqgAxDedc8Flg9T8A11EsPXsx8GIr8qefBlS5kNzXTu1e+zhgTMTS8883n3PlXCR11XrKAi8oKirCeckvU9jbuW8CBZd6/4dt7wItcTjtgmuAKLc69ko6Jo7PwES7dQQA6jaQLONKtEIAy88CspYApzziefx/WzGu8CSgohz5Kf3It45jX9j8CnAskfrqlSQU5I1FweKlwO61wE4A8dmYmJuCiacp593yOnAASIxx0E3cWTBnLZpMsnMo+PgZoDcPiz/5NWB3NbJ23o2lpxRQLQYA2LsRcDsm502MB+batAeg6KKNXwfm/4q8N4zOGuBVavCsSx60/19/cbwBcKfYLZozAS2HU5znzqYXgdIsnHf+hcC+7cC2/2LpWYso0kwlgK91I3n8dOQs/gzwX2DGpGzMmKecs2Eb4HagnzJ3ApC/VH7/4b1ATDJO+sS3KbrovTdwduY60n/W02FLzztPXu/IM0DlauQkNANLtwM7VwLuDJtTZ+cCBUtJr9oDJMb2072tiAdaC4G2Y5g7dSwww3K/pS+TrhmfhXEJtRjna76V1gHuArZL5yXQBvKLHgJifBQXWvtXoBWYmloOuOqQWHgq0AAk9XXIOV4bCywH5p58JjD+fODNPEwYI4DjvwQATDn3TmBvPOAOCDjr1FnUV91NwMtdmDBjCc3Nj57CuQvzqHpvzWrgg/spJenc10m21wHzzvwS8OFjmJibbJ47w4RghH1uAjDdMIzJhmHEAbgaA1SHYBjGeOXj5wCEJpCe4+cZfR1Kzp+XUK111wIbbqaQiKQCct26jpILPHORdM/WSmswDv6JQiAmXO477FMNieBQz6wlFKbV2w68u4Bi1jsqzUVXeHuKQ48DFe+az9le6iZasYPL7eB8IQ55Shgr3dl1G4Gtd1Ly6pSb6Dvug+RJ9GpX8XPz7cDreTL3hENa6tZ7HttRCZS9SSSgs1rGVzNxaNwqc35i06U7vnk3hWUB0l3f142k3jJqL0Du/Kad5nyl/j7go2vMOQEdVfSs47Mo7r15H+XSfHgh9f3zMZR74gQOQc0+A5h7NylZHeVUsGDXfeb4ejVnTvSbt6PgogJ93dQvyZPICNFRTqE1sRlA03bndvhCfx9Q7y4uVGOTE8G5YYCS89dAIVqxGdSenmbPiqvdTZ7V3NS9tZzQsBV4IQaoXkmfreX27cChiNbqturmwh1V8nO9u0BT8x6gz/2dezzFCpuQKiFkeIc1NKrHRW1MLqS5roYONm4HttwBfHAePVfe02go+3R11VGoWmyG/RYn/b1Ulrtph6zA21lL7Y7PolyG5r2yChwgn6vrCIXJssyKy6DXjnKg4i2g1D3eOdSI+71PGctOlSdZzjlVpVNR5l4iSl+UoV9CAOVvydBnVsBi3GGfQykewW3jZ8d5nVO/CsS5ZU53E/UD5/m50ROVbv88Wa61lwUWvtbfR+HmB/9i/r6rXspODo+MzXBX7lT6XB1/vNcsIMcN4D3/Z7DobiSZ1tNExTUS86h93ubtsiVUwZPD7XpbaR4B5kIHbUdpvKXNNOfY+FMSH6DiRGVvUDjYqs8CFW8DeW4vTVwW9Q2HcCZPpv4ZqADqru5nRcoU+1xnX6hcRq/VK4moH3veeXy07KM1mIkfQHPTKexT9APvn24u3uEqprF44I+eOkhvO83d+OzB5+v3d8tUFTXss6+TZEl8jmfOH4ca+gpf9aW7tJUA7y0G9v3e+zGsl0y5AYABHPuP/L15j0zP8ZZnWPwkFcs6+Gfz97xtBWCfMxcI1LniK+yzs0am5HAxl933AW9OMac4dDeSfI+Od6fIWEJw1XmmypHDT9D6cvYr1DeZC4H8S6k+hakwk7vNPS2yajLLYnW8cU4ijwVOsehpkQYou5y/5j0ADGDSNdTXvqrgq/22/Cya83V+1L3g+V+1nMZw0gT3nFDWq4EK2Rn0mjAOKFcKu9StM98DpxMMhI5PoJw/QBZ9aXCvZ6yDuQ7TvEmZImtcOKFmjfz/IGPI5E8I0QvgdgDLQKTuRSHEHsMw7jMM43Puw75tGMYewzB2APg2gBuHel1bfHgBFY4YIHyK4uQkhPo6zQpr6kz3wxO0UE26hiZg2mxZFamjigTF5OuJPARC/jiBPOccukbDFqlYVK90728VB2SdRnHDbcdp8Vz9efM5eVHKOp0mQ6BbA1jJX7xC/g79hUjlOa8Dix4GLt4hiVWS2+FtzVXr76EFuLOGlEj1GLvqbR9dQwnBdeup7YlM/jLl+XgSxaXTpBT9RMjzPwPAkES5YTOi0EMkDCDy19dhLojRspcUvg+Xyu96mmmSp7pz6jiHqrOKriP6zMU/qlea8zSZ/F3wIbDglzJXdNO3KI+x+B/U5o5q8z6TnZbPA3tQHQcgaCEbq4SmzLyDhMtgK5i27KOxnJhPZMW6gPU0K2TATRLYuBCXLp95zWozae1upKTleT8DZt3pvpYf+2mWu8fH0WfolYWft/tjAW0lFir5a7CpyNtZLY9xk7+YfhtZ0OuiBS1ujDtfTjmGyWDyZCrIoM5zFugA3TsXGmov9b6IHfsP8EqOfaXe7npaFAYqcVoUx9o1soDUhCtIPnW5c/6SC8kS2bzHXcgng44bIH/F9J7zJPl7a/5x/Fiak5zrpuaNOClsrFiqe8A5gfce622T/Vv2BrDqUjI8RcWbq31a2xAoeGwN7PdYC2TMB077h+yjniZqe5I5LLonKsNeUeP8mO6GwLYQadlHJHvz7Wbi+0o28N5Cc3tj08yGOcBcJbO9gsbgh58g0szEdSD/J0hFX7obgTenUjEyfr6c89frch7rvLZxhbyeFncup2FWeloO0lqUonh2x33CvDWDFUIA1UU0Vxt3UM7SpzfJ3ws+T6/x2XQtVv5SJtPY5j3ReFNnK1KmuIskNTm3wYK4vjq5jjTtoO0r1l3rnMvUvI90CxVWGaOC70HN61LHhtVIrG7/kTTR/22aRL+8774uIhYA6Sac59TfRfM0PtNz/A8UfOnyzAFWdRUf+/fi8BNUFX3bD52fQ1upXKOSCmjtLPmPnFuth0h/UeWZHXiueGxboRpYhrhnnSnnz4eBsL2M1mwASHTP5/0Pkbzc/5A0xvR1SKN5nM2zUOeZKseadwFjlwJ5n5bfZZ9B64iqE3dU0dr26jjaEgWgPmdilzgegCHlAj+n/h7Sr3tbaJ2Jy7Tvv9ZDNP+yltB4UfU2O6jki8eSPwX++NlzVdjkCXTdjgqFM7jbzgXwEsebx6+r2F0N1P08rFWEkyZInZpzH9lg3V1P7XUdpeOi4+i5OVX77O8BPjiXDD0h2PorGJ4/CCHeEULMEEJMFUL82v3dPUKIN93v7xJCzBVCLBBCnC+E8MM9MAiwxZgHruqpcKqeVW9RGLOWuPe9M8hNm7uUvs+YL4nbgT8CogeY8yP6zIpzbwspF9YHpU54Jgxjz6HXkueV9m9zV7kroATw5r3Sk9DfbS5lrHqdRJ9/SaN93aR497bJ7RvYCqsqGC0HgMzFQPosmgRqWEZKIXl7rNaIGsUrWvcxXaOrzl0pstizfD73e/n/6JWVFi5EAUjCyZ6/uvWkDEz4Ek0+JgKsSLJ3kiunqXvT2RXX4YIYKZNJoKpeY+5PtVDIhxfQZGS4iqndHG6QlE/n4XFYvZIWrdfGyfL7fG61DDkrOEyWkycRqZpxB7D4MWDMIvp+sEVfWEmd9T2qmmjdYqSnRXqIomKo6AArGbEZsvDG6s/R/kQDidxNpPzNvw84+TdkMPCH/PFzY2XeyfO37yFSiJt2y4W5s5oWmR13uxcWJnYFct5Nu4UMB8mTqK/5mGS356/fRrHi82cuNrcRMCuNsWlmxUwtLNS8R3pxRZ/3vdn2/Jrue49NaCh7cOIy6J56LXOHF7rPHqRQcTbcsAU8fY7b82fj0W0tNs8xtnC2KNZtgORBfA71nxAWz58NoejtkPfrqzhKbxuNwVx32jePR3WrjqQCSVC9ef6qi8jr6m0fStEvF3Uec5ycD0jy17yPjlMJCGw8f/09tM1C60EiHEBgHrZ6haAMjGt337WXkZzubqJ5GBVDsq67QSohVs/f3geAanfRKg6L9Vb2fTAoe5NkYO1aWqcASf4ABw+1ojTxmOhppTEXlyFlbF83zZv0uXLLg/gsMsp58/zVrAI+PB/YfAfNw8yFNB/OeA6Y/0s5vuKzSalsdhuuUiZT//R10j21lzt7/gDfyqiCjK7t9GbMIqB6hSQOalEwRl8X0HZEFnthxKQ66yt2c0vt+7LXzb+xsh+XRbKhu0Guxa4jwJGn5LGH/0FRL92NwMc3A69PJI+t6vmLVj1/Xe5tZGwIh2qUs8ov9XPzPqrc3eSwpcbAXBEU7nrsebP8Ff0kq3mNAoDJX6F1iKNcuDJtYp7ZU24Fy3wrKVMJ01AiOgCa10YU9ZtT5cuWg8D6G6kQGns0eT4z9v0WWPFJm617Mj2rMau6obom8X52Kngs1q5R/qeK9Je+DpJFE75I86m3lZ5F3Bi3gcV9P6q+29PknvNsxLK559ZDFOWR4c7M9FWsz84Q56tyrOgnWcsVNgGSLylT3ftlu3WrgYIv7nWTiVz6XDL+uo7SebifPDx/BUBsChl09j8ClL8tjUF9nUSaXUekbInz4vlTdakQFJ4KCvmLCKhEjxcMXvATxjpvfHnob/T+UxuAc14FMuZSrPjnS4GzlJC/1Omk2Pf3UPXLcZ+UMeU8UNorgBdTgG0/sLTNPRnUCZxzNgmAw3+TbWzaI0uc55xNg6z0Rfk/qvJ/7HkaaGPclmI7hWzbDykHaeB/niXL+sHHJMnkcJOEsWTREIIGnRrzriIqlhZoNXzwwJ+BFZ+gkIPsM0hgM5EpcDt/VY8RAMAdQ86KHytiah/xxGPyV/oSWRoLLh3I3wIANG5DR/Q4qowH0MSLijWHSqpCmy2CPS3ukr7usugmd75bSLLSyxXEuuoUi2KxWVFMKqCJzCS9YTNZLgHpqQFoAXAVkwBJyJULukr+DAM49VFg+jelQucaJPmr/5gE9OTr6LNaQU/0y35gxGdKz3JchlyAGKz8dTdJ8hAVQ8+rZT9Qu967pYoFZftx97467mfT126unnXgYerPI0/JRauzGjjyTyJNBx+TSob6HBb+Drj0AG2Q3V0vlQ33eIrvcz/nhq3AfwxqL8+frCX0qlrI2xTyF+Mmf3Uf0zhv2ukmAAaFk/Q0k8cCcFa8uxpkKFHtGk+PVmetDPsEPElx8263cuyWPwljqf1tJUDSJPcG1VW0OFs9f21HLeQvlZSRZiv5G+c2agnqY5V42ZFafqbRib7JX81aUiBnfoeUSvaeqvKt8Fr53snz19cJfHQ1GZ4OPOp8vZ4WGo9GtLyPrnoZIhmdQHKFQ17ZiORGd3QGyXAmM7t/LSvNTXYXfArEw6YaX1jRUed2V500rABKNWb3uFW90u0V5j2lWLlJyAFg+G6XEBRB4StsVSUV7LnnsE+AtgVp2GL+H3UO8ZjpaaExF6dYvKtX0HMZ90nq+4W/A855jYxpPc1mIqGCw26PPk3jPcNtpJz8ZWDe3TJPiZ9z/SYaS/E5cr1p2kEGMTvyl7lI/p8dOqqALd8zzYe0nv10DR4XAO0b2LjFc/y2HqJxydtKMGJTzc+4rxvYcifJHJVk7XmQUjRYPmSeQgZH9VnymEkYKwkSr5sfXgh8fJN7j9B+8rhXr6AK1kefJvlx9Gnp4QM8q31GxdsTDvVerVFXqjyreIvCZHfeDQ8Id2TUxC/R58N/JS/q+hvM99ffZV6jJl1L6+qBR93h/JU0VhPGeycJLK+tyriqFwxmE3QVnEoRP9aTxOz+NUVEbfuB3PaIo5/UUPRx7kJiDVukIZA9f3ZeWL6fxDw5VtV+UcHraOshOW86qmhtG7MIuLxKhlN3NdB8jkkjeWNH/rqb5THxOZ73LIT0+qfNJhnta3uJzlo5fwe+82Hk6qqjeZ53ifwudRpVAwak8bDbQv4mfonG+Mxvu8PAi6k/eLsYNdXBiJLtOvkBuu+PrqJnxP3cst9M/ryFfarkLwT7jY588lf+Fik9ahgiKx/8IJMm2Id9VrxLSvnEq4DsJcCEL8jfkgpkqANAwkX004LWvE8qiQCRHhgy3HH/Q+brsGBkMhMVRwIzczGdMyEXyL2QrO9M/niQqpY5tkDWfUxK4+wfKhtRWhQy0Q/s+x2VzB74/2J5ng5LeFPCWLdl4hgJKG6rHcaeR0oL39exZ+n1rBfkb6yQ5LsT3pvceXBHnqKcF94glhdWnjRq0i6Xp45zk7+GrWTZjU0jLw4vYk070RYzRf5fdBwpwKo3QCV//J49fwljieSpuV7cV7xQqXvssABzFZsLUKgKxNSvUftUC+7App4NpJQljiehwMaKthIABm3oqmLAAm3Jd/MXdRsojDhhLIVC7X1QeiK76gAIWowY8dmyVLG6eSyDFxzONWCkzSLDyPIz6Vk7gT2dnTXusMY+uejwwtHVIAkFl/EGzGGcPc0yn08lfwMhrFlmz1/SJCA2A4m97nHDXvejT8kFPsutPKu5Ma6jUmmMTaPn//4ZlM/UuB3IPp086CVuQw2TP6s3qKuBFDn2xM7+IRGKOmWxE/0yfJMJudWr0rSbFh9WbhNyiRD2dZBnPk0pVsTEQX1OKvkzomgOWL0byRPM4eyszBlR9uG5PBez3WHoKom34siTRBLHXUgKO5MhVzHJjyvqgJN+IY9nmaB6HwHqRyY33vIieL4nTSQZx95U3ucJcO+LV0NyL/MU07/3RLn7geVdmTuE79Q/U3EoIDAPW8NWqTwMkL8j5vby3l2A4sVzK65szEiZRnPJdYTm9eLHgNzz6beoWFIsvHkkRT/tCfnGRCr244TedlLQJ15JnyuXATBonWKCuv2HwLLTzP+nElp+Tr1uL0B8phxHVctJNo67kMb07P+jyBiWp1bvX3eTOxzQ8szZc2AFK8b1m8iAYxiyT3ku2pG/pIkko+sclNG9DwIHHjEZWJN7iqkd6hia+EWpO6hghc4j7DPNvG5UvkeGsI9vNpOsHXcB758m5UP+pdTP1v0/AXcOL6dsuNvB6139Jkpp4Wvu/a38/5IX3Fs92OX8ucNB48Y4h30C3skfj3u77WG6aum8OWfTvORNtVWlmPU+vjeA5EXeZ4CaIpL//d20znLYp5OhY2AfU4syrt6bN89f9Urf22B1N7nX1BwzqextJwJc8gKtobkXkoyY+EX6PV6R2QvuBy74gN6zh071/Nnl/MWkkPdzwKjdTv1iLc6m6jPsWOiopOIwnFbD1+pudBtz0sxpQ92NypYlTfKYBBvy11Uv9c3oeJJfBx+VOeF26KohLxwjJlXKuR6XvaOHOcGYBcCSJ0hXjYqhtVJ1FPQ00RhnXS1zEXCli6KJUibTXBG91F4jRo6Vlv00BnmrmILLyJnU20YyOu8z9H3jNloruP3xWfR5+088x476ebCGfy8Y2eSveT95spadZlbcB0JMmug1aQKFZFonPYceWqvN2YEXh/oNGMjLYhgGDW41t00tNtLd6M5hcZ8jPpv+ZyCkdAGRFSaxSQVUyYsXkIGwP7dCXvk+AIM8OU65HWoII+d48WBqL5X7NDFY+ecN49niZIex51Ef1K6hczduA+b8mKqsZS2mycFJsmPPJeWy9CXKg/v4JrcAdnuGeMFRCcaZ/wbm3SP7ODadlLbm3XLT49Tp7nDSFqDlANpiFWEAUOinE/ljxZ7D4lhBVr0f3NesoKgWw9Ziuu+OCjPpUEnblBuV9zfTa95n6dVVTIQnfqw7T9Ct3HSU0fOMjjPfS0yyuwjRIARAdzMpGVluxezM52i8bb+LLI3vn+luu2JJS5ooCVNsBo3VxX8FCq+jcewqVjyGGfL/1PAlazi1Ch6bnTXyuQxstN1Er6pHuKaI3icXkqLDymB3g2wne2vU5xFvIX8xyUDmIqR3u5Uu9dnyopixgKyPVs8fK42xaWZPRE8zEZiMk2Tbcy90359F8X5rBvD2HFImjWgKwzWiZC4xQESzv4usknaePyFoHjB5AGjMDOQxTKLohYE+sCF/qiKh/halGLuiE5Rw9lZJvBLzHcifu794nDmRobYSkgWzvu9+HqcSuRf9bmPKNHpuajU7J89fzWpQoYBrnTdABuQC7Q77HQgXVskfRyJMudGjlHpPVIb7PLWkXDTvAeb9HJhxm2J8c/CwCQFULJNjpr+PCN+4T7hzcB08f6wkAgoJct8jP4vUqSTj+topxHH6N2WoLCAjGpxQ8R5w/GV6f+zf1NbadZ6KePlbdM1p3yDFr6eJ5mV0HBlEBu61z+wZ4XuKSXZ7Tvvc/Z7qzq11K6nN+0h2sMLF4Hwna97fth8AG79BbVcJH6+TVgx4MMql0jXG7a0v/gd95vQHFYZB+58df8XTqwlI4sgEXgik9Byhc2efQYrsyQ/Kc1uLrTRuJwXSWlnaGlrO61LLPvuQN5X8AeYUDFbI43MUz5+7HayotpVQX0YnUo0D7u9595BS27zbQv666L3q+et1mcdNb5sszGYNYTXt9Vgnz2WFmkfFqRyAJJ/qvahhnwCNi+5G+WyS8miu9nU6h9QO5J5byB+HLarttaLiXUoLeXsesOHrwJ4H7I/rbnR7/nLM5xrw4OVQHYdzXgY+s8tcqbfwyzSWxpwsxwynvKg5f3Zhn/FZpOfUrKE1hscX3xcjJlnqYmmz6fk2bqU+Yw/1QFG4RtKrrcSuu5GMkIBbFxfkzY7P8XRSWGtPnPMK6aXFT9r3H0CkOSEHmHMXMP5iMhSxnFv1GeC1As80I9bfEsYD074OTLqKPkfHEQFs4Ggmt06orgEcHZcyle4FcBcKVIh23cdy7WPkniff55xJ5+ViUGrYJ0Ch+1u+a2lzOc3J2PSQ7PM8sskfhx52VpsV94GwT8XzJ/o9LceuYlKWOKfEG3gB5lATa4J4bBqRHoa6YLGHZMA1716Mpn6VyNGcHxD5Y7AgY+9fztk0cXiiNO91b1Sb4Uz+VIvvQCJzvfzcbiF/TIBYmHgjf1lLaKGuLqJFsb8HyHaTCM6ZKnmRForEPFKOq1fI/7du5h2fZSY8hdcC8xXLP7vguxulkMg5m6679zeA6PPcXzFtFt0nCwF1MeVCMT3N5F1hBVl1rXNfD1SuapK/uYqlxVLd7oIVkeRJsh8A4NQ/UdnvRe6KZZyTmpBrruTXqSQSW5EyNXDy19cJrPsKAEHbRwAk3Kd/i8618255TnUsqIYNVkCn3wqc+YwMfehpofM6kT/2Uhx5Glh5sVR+e9ulZbC3VZIsHm/c39yugsvlOTmsi3PDOmvlebNPo+JEF34oj4/PojnJcyEmGci9ACm9xaSk8vetB6UVNnEcKZ3/z955x0dR9H/8s3eX3nslQIBQQu+9ShEFBEHBSrGL2LuiPmL9YX9U7I8VC4oUUUSaIAih9wAJJCQEEtJ7u+/vj7nZ2+s1jcz79corye7e7tzu7My3T3mmLlyQ2GTJhUaPAJgQ3EPfNo8gIFinmCkNBtpaXdGJNGa8CenNrhXcU29wyfuH5b8ALBFfWYiEU5HF2hWsVP4UXlu/toZWcDmvzYLnD9ArmT4xwJUHgCmnDb+r0vPnE2uq/BUe1PdpbrCypHTw78pDucL6s/ew8CD7jFG+HQB9RVk+ftcUs5Cu87/rBSFluLUxctiTbgyvLWUKk1L56/oIe/eU4Xo6alW68af6EhOESKuPSvAIZuOcJQ9b9hpW9IN7U/L/ZdcO7cee/dmvWUifcnKvvqQXEgH9XGOs/Pl30AsfxsvuALqxxYrnL3czE+66PMSEz8wfWfW8o6/qj6m6xMZYXkiDv+O8jxkvvaGs7FyaxuaJwK6sD3OPpUeAzkOh60cVmYaWfA6PTDH2/CnvdezVTMlqO9vUqMHh8y2gT2fwCmPKEh/HeX65Mb1eYe/0oef1RccA9jdXCLmhsDIbHlTCnqtKDYzbxOoC8HfQuI8UHmB9VxlhBLCxUTlf8VoDgP79UVJTzIxJIX3YWHDyXf0cV53H+qdHIHt3JZW+WAc3hpels3L7sVeyEFWAvRvtbmR/l2ewPCbAtNqn2kt/35XjQn2Ffi4z8fwZRTIA5ou58OfuE2cYaVWRqTeuyxVcjVITeEg894x5x+jbU2lmbFKmH9SWGCmypewdlFSWK3Smf6E7tpwZFA4+Baxqx4wUSng4t3EIJHdejNsITNxpOK9yhn4DTDmlywOOZuMD/37GYZ9KR0d1PlMyvMLYc9kwzDS8UQl/nn5t2BzFq3IHmlH+DDx/eey6NYV6gwef3z2C2HhVfcnwPZCVP9176RHIwlrzd7FzpX3OKiMrazZU57Hr9X4ZGLOO9Y+qC+y8uX+z52Vc1Zz3Jd9YmBDaTzeukz4azBy8TwHsnfYMZfe2Mof1yXAj5U/jpx8vI0awv3m7lGGfHOOQ5Ips9t38O1hfNN5JWrbyx4uhAGziUvswQYwrXnxA4ZOnufADY0HIEibKn1GYiLEFRTlh1RToqx0B+hfbry1wxVZmBVZa/7h3q8tDbPJIfoJNWvxFKT+rtwh5hphf7kFZVUmOZdcJCqWnddUfLSh/kkZvuTGH2ospezm/65XF8MHst2+8LoyyQpe7ptLHVXOMBxPjuHNjlC8jn7xjrmTej6MvAwDKNEbCA186gn/3unL9eaou6ipRVeri1XXfvb5C3xYuYPE8tFrdBAuJCfA8h1H53HxjgTHrgXGbmTLb900WiqXxZXmKXPjkgrJPlM5ipssjtKX8ORr2eXY5C0Xu+qj++QAsJMEYZVEfpRWVC6DKdpSlK6oRKvbHTWXJ4EHd9YJqyj0sbIlXoeOTAVcSuCLH7yN/Zyuy2f1WWs94P+LW3NoiQ69elweMFFfdwMqtwzrlDwATfHnfKE1jFkpNABNW/RKAcz8BPwWxxPqyM/r3TfmeqzyYVypsgN4yHdhZ5zULNhS8lXlwBSn6aq4RI1mxjn/nARtGMMFqyFesn8ueP4WwJN8vhbFI2Wd4vii31PN7pvbS9V8YCsOAfjL3iWHHc4FeGfbJ3wffOHbf5SprR4HfezMFwTtKrxRYUv748+eTH89R4yG45pQ/44Ivx14D9t7PFKnIkZa9b8deY0UsuNGLe/74/xo//bFJ9wLTz5sN/zPw/GWv0eU964xdkqTPuTQH76s8vD31HTYPxF/D+ivAQvpy/tCPhyY5fxHsmvLSNpXsf2VfN3ffvKOse/547klwL2Yk4dV3z6/TH5NyFzOK9X2TKTTc+s/HCK8I9vm4qaxNyhDJ4iPsO3mGsD7MPS4egYbhaTUF5hU3S54/ZdGO0L5MyRq23PL3NFD+FAaqvm+wPhB/jakCJrchiqWFnF8LrAhmOX4AC82jOvYel6Wxaqc88ifYaL7j845x+HbhAUOPlnx8IHvGmT8Bf+g84/xeGBtO+Xm5tyJ6IpubNo/XzyleEboxQaMzbGXoDFs6Y3XmD2ysSriORe/EXwMM/Ij1KR4NwMcCZbXP+mpA5a2Xa5QepzqF8mfsaeNzBx+jAPPVcvlz941jimj8Ncy7ra3V94GyNHZ9Y2XJXyeoX9yiO0e89SJI9RXM+8jHL+V3qS1l99czzILntZSNC53uZcazibvZtcozWHiyct7m4dzGIZB8jlIa7szBvVCSxCI8+DisDPvU1hiG3dbks3ego04RrcxRFDYxkluV5wrqzr4Hn7vMef6UIZ01Bbo0jjqFt/uc/jo80k2pmJWeYvOS0sMZ2o+NWxc3ArtuY/1z2wzW30jLxkde3wFg/aw6TxeVp4PLZzyagcvOXC5UEtqXnbMiS/d87FD+vKN1lToLWFoNwDy2xlyxlcmDAR0MDUx8/lO+/8bLylRms74f0EG/xIYbaRnKX+424PCLpkUkys7qFbvC/azD+cTpNWgusHPhwGQNnBLLWr4xHkFsouDWPhPPn+48spVPEYbEPX+yYmEmH0Y5eXMPkmcwCxvxiWEeL6Xyx18uSdJZXYwmeeX/fCCTy53rLLDmlL/io6xj8pAQS3RYwGLvDz7JBlr+MkqS3uvFrbkdbmN/D9KF2PD1Erk1T5lvZg6lcMstRCo1i33XUaExsvzJz0GRJyOvNXNRL1B7Bhl6TowrrwFMEKsp0gm3cUxZyPiODWhKIRwAYibor9PlQTZZcVRq9hml588rnIVL1RaxdnlbuBcBHdkgbG+5+/oqJij4xLBKnMowBu8IYPhPwNDvgPHbgeE/GgrCSqHSWCgLMFL+DDxKQcCIn1ieQvUlNklzAYOHSPHKV1x45gITn1jkHMvzbIANUAyYPOeAU1uiV/7UfjCBt50rHBo/IKw/tPBgRUa4BZLqmHDO771fe70XKfUdJrzw91MZnjw9B7jqCFP24q5iHtW+b7F9PtGGFk7jfJ/I0ew3t66n/48pIFcd1Rfm4QINv9dEwJlvmNCkzClSKuv8eVydCoxaa/hcSWctN06W5/fJ2AgjK3+lemHCJ04f8gvoQ3L5eXlJckuesIpMJlxwT0JQd/Y/L4xkbhF3Y8+fsipo1Fi9kq8U2GqKgANPsEWbufDCx2zu5eVt4Ejmp0PZ81eVy3JyoieaelItLVPCBb/aIvb8LvzFhFgPfzZWXKObJ6rz9P2bh31y5V9SMcMR9+bUVbJ7ogz9VQomHGUxgaw1bBkkZTpAeQbrO3zM40pf0SF2jaKjLM+q8yK9p5a/j9yoIEnA5APAqFVs3E/7jIWyVhcwQ2loP13BriK98ZWHfXIjQk2heSOshz/rgxc2Mk8v98ZUFzDPVEhffUSDNSxFJwR0ZO+wNcURMDSWnXyX/c74gfWn9reydpWf1fdL49xDc8pf5QWmhPC8KoPjde/dgSeZvFF8lHkpVR7sPTQW2JXreQ74LwvdLEll7anKM40MqMgwVDy4rBA5mt3zkStZ9I1KrTe2KpU/ZcEXtZciB0zx/tVX6K9rYnTXvSvKUFvjUEWA9VVJxeZJnxjWrjjds+CCMg8VN8a/PQBJNz5JbN5WRkmdWgZsuYpFpZSk6t8TLqArQz/rSnVhi+Hmi3NkrWbzRbs5zIgaNgCYsIMZTADD5YB4OLdXBFBXDhXpwl2rL+k9tPbCZQ+PQL2BzJwizsM+I4YCvXURCHxMNCf/Dv6COR2iRutlZ68w/dynfN61/N7o5D8uo3IZSPb8BbK+7hFoGAVWclxnZFDIm9wguG0mG+eGfMNkpqMvsftH9Ybh5j7RbBzhjgi1t95Tdmkn83Qef531R+OUGuV9LE2FvPyXOfwV/cw3Tu/545WylQZ0jnekXunlfUtS6Q1SIX2AgZ+wyu7VeawvnfmW7VN6/hqAZqv8qUihIO24ATi8WC9AcsrPMK2dT4IBnXRJvTqBn79oytwVJTXFlrV8YyRJbxX2CDIN/+LX4LlHykmWW3tk74GR0AGwgbb/+0CP5w2tGpyATuyFrcpjg5dy4PSOZBbXcyv125TKn9LCqsQg509xTWvFXjht57CFzQEWcqOEV0njoWkhvYBp6Uxh5BYxSPrjlAvcmkNpFVK+CHFXM+/o0G9NBTd5kWOu/JXrva9VFwxL+iq/u1I44INdTSHkNdMCOrFQrew1QPJTtpVkYzxD9GGe3lH6a1flwWBRV2P49+ZhLkTAiXcMF63n7H0QWBnLrNXhQ0xymAAwBa3dHFa5lQt2HGXIr/F99e/A7iVPujcXnsKVi+LjekGBH8+FYR4mXHRQ52nWDay1PBQsm/VP5fMwVrRrSw09f8ZwAZ1bkDV+gMoDlZpYNplUXWSeI4B547hwoFSseP/hnkkDxThM3zfV3sCA9/VKrXe0oYeCT4JB3XVC6wTdfRjIrIOT9rLwYOXY4BnKjFf8Xc74gVlBuzxoGKrO28uTygHmuY9T/K/EuIAP/07K9wxQJO0rwj55KB4X4Phz9QoDOj9oe3258kxDZVWlZoU++PtobqJTeQKQ9G0oSWX9Z+BHbAzwMiN8KsOEzv+hU6B04x2PitCYGYfNICt/51aycb3dHMMDrCl/3NhRfYndx5pCo2iBOP38FTFM7zGuLTZUMH3j9AKbtooJRXxZhIhh5sdQrzB2Hm0dmz8rsgzDMsszdUuDKN4xjT8T3H/vBazrzgwjPGcZYGuODvgASFpker3+77GxZtd8YMeNTFnvcBvk9SrlPKMA9sx4+fX6KsPvqsQnjlm9994PnPqQbastZuG5V+41H4ZtjHIMMx5DPAJMcw2NiRxpqGSWpQMX/mSeMi7QlZwECg+yqtPGMoXak0UIKEMbefimMpxRbpNOllCmkYT01M/LxgbKymz9NT0C9UpH9m9M0TMI6W/PjObcAMI9TT6xesONEq7saywof3ydP8DwHagrVxjdLSl/inGgtsiwTgL/Xt4xhn07UHcPuJJhXHGbo/bSj2s+0Wye5mNTwT62dnLBXuZxP/Gmae65geePhzZaUP4u7WRjpdI46d+eeQJVnoZVx3k4t07G86gv0l3vkmmusy14X1bOfebGQq78KffzMFNzymZAR+Z0UHvr5wplgTGNH5uzK7IAEPvuXG7hhf74Uj3co+kRxJ5jxHC9kgawFCbjarfcsFRbzLyV7W8E2t3E8ijlHEel50/XxotbWTuCkvXztjIdzFKEGZ/3ys7oDFHB5o/z8GeRTQmz2PzLPX9l6awN5mQQg++lM/RoAvX3UpKAjrfp+87f01gl6bIzuhzlNqZjlptotsqfX91ZffU8rkgZVMUjvQeMr5kXMVxXzvYCG0h4OIRSiFFSW6wf1OyBh+2ZWxCWh42E9GETs0HYp87zFzmSeQcG/8/8+ZPuAXo8Z34f7wB8XTxj5a8klbnGeZlcZWJtTaF+rSul61n5Mqi99PfJHuVPktjC5tMymcKqpNO9QMe7WCl3Y/i5vaNYMj1gqjwaw7+rysOwGqgksdAdZVl4DnfvKz1/Gn9dVb+Lhsqf8pzK3Bnuhagp0ltXudLiG2/++9lCXhrBQ5cHqhvEyjMM8ySM4RMZH0zzU4B9DwBbrjQtZJT6tj4kw9hbZg+Bndl35YVLlPCJlnvAzQ2UfDDmRV8kld7bWXqanZsP+IUHdUown7SK2G8e8qD2BPq9x5ZdMVaM67jyJ5kX4OQF63Xjh25wrtC0YRM21bGwS+Pv1u5Gtni6UsDlAntQN5ZjNOx70+sp8Ylh1v36aibo8ec2cRcTWpVhZpEj9YYQJSq17jy69mf+yIQ1hcdb/l7TzwMjV1lvEzdUBBtNJlHjmBAXOcZwu6WCL4BegKu6wITRay8BibfoQl6DLCt/FZmmoU28dDlgvj9JEpts6yt1a6OdYaHyHe9gfYt7/moK2DhHpFe6AGb99wzVK3t8bLQ1WesgScPe24sbmTDH86LkNoeYD1sD9Maa6kv6e2L8jg/9Fuj8ADOoeYXpvRpKr7tSweSeP88gYFoGMPp389eW74vCs8aXrKmrZJZm3wRDAbDD7ew3Xwe2x/OGyqHam0UzmDNghvZlngUuVPd6heXBeASZCfvUvZs819FS+kXCLH2/Pb/Odl6OJcb8ye6zpbxAa6g0wJg/9Pf51DLm7YubojeUlZ5kVac9LFjpecVqTu5W9gyV645xuEKrrPYXPlQfFuwdDYz+g3kdARZap7wfPtHsvFm/MmFcKVz7t2PjCTdM8erG5nJGAf18zcdXS9U+Af07QFqm0FsL++Shv0qUuc2Abv3FOMNtvKJi6SmmoJWfNS2YI7dd92y43OYVzsaLNF2UwbjNTAbJ361X/sx5/mpLmWzkFW6+4EvxEWboNjaUGlcdr9eFYyrmfQ+t7jvzvDxH4PNz1BX6bcZeWG2dLoQ8zHA/H5dsOT+4jKgMh5ck9h14/1R6/vg87xnG+qQy7BNgYY4lqazvaGvZOG1c7VbjC7SZwT7f9WG2rc9SAKRfL9M47BNgBly+fBYfa5WFIC0pfz7xbKwrO6MLkbXyHEb8xCKlAL3nT7l0gzWixrLxdeQvpvuMC05l/MDeM7/2zIjrjBxng2ar/GklD7YGnjLMrfAgsO1atjYfr+Ln1x7ouYSFWyXdyx4w1evKBBfpPDvcFW704vKCH/bia0X540JRcA92nIHnT2dN4N4B4wHNHriFkJfoV3oglGEpfA0mpXewpkC/1pXSimDcDj5Im8tDsIRfGyakKvGJAgZ+aFqBC9BPJgEdWUjJrBL9JGYJtSdw5X7gyoPWj1PiFabLhVQqf376gYFPxMbPX6lgcG8U9/x5BLM+1mYmE/5tWYzNwSdKr0hdSIvO/c+LzVjy/MlFH3SDKY9vr680XENRW6+vsgaYj0O3hcqDCZVj/zTdF2Cs/Jmx2Bsrf9ET2GLG9dXM0xfYVSEAE3tn+Vprypw//k51Xgi0vc7wfntH68M+NX7mLaZK5U/lKQuRlZo2+rAn5fvAhVzvcFZtrZMiWZ9PHBpflmPEq4VZwjuaKUa7FgAbhrOcR69w+4pLKfFRjCUFKczAZS480SfG9D00ZuxfrLCJ8UQVOwm4vgKIm2y43dxSD/w+yEtyXDLNIfSJtlLtM9N0XEiYycYqYyOSErUP6+ulp9k4pjRiyeN7AXDwGeDnMKZwSyr9cf4d9eGj3Othp+cPgP69DBtoqvh4hpj3/BEpKuAV6T3QxspfSE+g31vMCOUZqveOK4Vj5TXqK/XfxS/BsveLCzHV+fpQf26EkKsk6uYRfp86LNA/92syLRsjLdHuJubZDuoOJC3UtT2YCb3ca8ILvgD6wk6WlLIezwPX5jPvY+F+dh6qd2zeBoCY8eaNhI7AI1lOf8zG2LAB7B57BDMBv/QkyjQWlD+PYP3YVlvG0gZiJpgPQ1MapBPnMcNXcE+F8hcBxE7ULzNSnmmqDMdNYRWTtdX6PGeAyUuk1Vc35IYMM4WOACjyTnV9Vu1lxvPHo1d0Ajc3FHmGApBY8ZMcRc4SN0bwNvPxwzj0syJLPwdwVBr2HUpP6dbCIza/mIOHrHK5TaVm82h1vm5duS6s35ecVOS1dTdti0HYp5EMaa76spLgnoocdS5zBMv3zFOr26Zcd9RegpOBiSnAoI/124zDPvmY4WWk/Fnz/ClJvJXJEMlPGW73DNbPS3wBd0AfAukdwZ4vN77z6wT3ZO9vyXFWnEVbaz70eeh3LCSey6g+Uczgxx1AShmce5gBVrlTWURPOS4bR7xwVGo2jpafYffNXiWcF9DhBRhtofZiz4ovx6PEON2Br/Pon8jG/gk7TD/jIjbi7ZqOesmXCYrK2PSz37Df537RW8r927GJgyfPK3O9qvNZZ+e5Z8pqiUQ6d74jyp+uIxqHRwFAzxeZ4hc7GTj+ht5aT1rTEB5n8IlhAyFfoFtZkKXjXUCbWcCWyWxSqclnirJPLFP8qgv0L0HYIHb/AFOhoeujbG1Avk5ZQ8BfEj6Z2BO2AzimkAI661SofhDkpd29wbxmlqpdKQcIPnnUFLKJO6Ajew4jfnKsLUrk4ho8ll43cfLiRZbyH31i9JXaAEPjws6bmYU8+Wmdl7eOFcQJ7aMPQ3S4nRbeC792ACS98mcuPp6/gwUp7HfUGNZvS1KZQph0H1PY1L5s8OR92TNYVz66glkrrRlJQnqz/Kn6csseHLlgSoHB+1ehUU4cMUD8dCBrpeECsAATtjosAIJ6OBaOA7DnW1euX68ob5v5Sc4WvvGsb1TpEtJDnTgHJ3KkPszVGHMKpdqLKcy1JQAkJvByiyu3LFdfMg27slRopKaYjYXGnj/PEGBquvV7rPZl/aJUF2aqVP5kz0M+y9Gsr2CGQ7/2zJtZksoEJa54Oxj2KX+n0pP6XE3j9ptT/upKmXDj144JWzwU1ZJ3H2ACBX9vDPIKg/WeEaXyZw3ZC5CvV3i58YiPI1wRH/Mny60PTgYm7dMVvzJTHMEWKjUw4R9A8tAbI/gYK3vgzSh/luZHSWJzREAHJtDJwqSDyp878IljY0ptEctv5P0puLssrJV5WIiaUT6/9M+ZbNL1cfPHKgXymInM8MWvA+g9WcrwUOP70eVBsFy3WH2EDaBX9vn43WYGU0ItCcad7mbKXtI97H9z1T49g9h9KTvLtnNDkcYPcmn8nTezBcIBfSQUN+YFdNLluSoULiLWV5VRAZywgUwWPPcL+2688q4xXFlWVkb2jWceq/hprG8FJLG+zu8HNwZyzx+RznAcwN45XpyNj1W1xexZWqoWG9yT9Y2qPP33U4Z9ahVGNEseTGtwzy3HOOyTG1wshX3ainzza8uqjxrjEaw4h8Lzx43YXhGGfVJW/nT5sLtuZ8YJjR8zzBij9jItwhQ3Rb9UglL5U/bdkF7s+Vbn6qMEfGJZdFlnM6Hq8vdsz5R0qrM/OoCPYcZpWM7Aw1XLzrAiUjm6KANzuoabaMaeP09dMqUuhthYwOAdz/imc8t05Xl9VSDPIHZc6rv6HCFuQXQkwVZedNfM5O0VysrhSyrdAKObZHlJfEtJpI7AvX8af0MXtiQxb0XEUH2FqZLjrJ1cMOGDQWBnZu0ztuQALExnVolznkl7aX8LGxC7WZj43AnPNQEUnj8zYZ8A8+YBhjkYwb3Z75pCNnG74xkaL9zMrX1FukHTXN4FoK/UxoW3yvNsYA4bzAatQ8+yCYxbJtvfBPR6yWIRC6dRe+nWzSwFIJlX3vn7UXiA5azxkIWM75ngwMO05aIfugmXF4HgVlhjqy+gX1IhtD8bqKvzLQvxPDeB/63DRPkb8j9g8iFTA4MksSJFXZwI7+WCszLkyZwn3Ba+8eyZF+5j/zujQLqC2o8Jc/UVTNhVVnoDzHv+vKMMC77k/MmUYN53zUVO2FKuNQrPH2AYmq72ZsphdT4ArX57QCfmOQkbyMLt+XqBsufPvrBPAExw8Ilj75UxXqH6kFQlchEJnUdZ9u5bUf4MvH1Gnr/aEubZr680DFW3hNLzxxVeWfnThWxxRdwvgeXWAEzRsrRguj2ovQ290Nx7pCz7bm/YJ8dXp7RwL4o7xmJHkSS9QVAZhqVQroq8zBR9APShrwAzWgUkAREWQrmUhjdlP29zLTBipX7uVsouxsY6jwCgx7PMeKV8t/gYVHRAl0bhrzMsWnj/PAKA7s9YDvvk1UD9E1n13Q3DgSP/Yds0fnpjU9VFYOetLGS2Vqf88ZxGbpxXKn81Bboibe1M29TzRfZe93ierQtnqe0dbmMRYcr0jC4PsTGVhzdzpe3iZr0HS7l4d30FM+Bzzx/VGY7p3BhhKaSQFwFJuQdYqxsHfOMVYZ+6PmEr3NBejMM+uTxgEvZ5VpcDbyNaxOJ1gvSOGZ7DK6kMc8CVIfy8r/JQ3II9bFwev91+x4jSw6uMvlD+HdKbPUNtrd5o7x3N0oOMlwNR4pegzw90xPPHcYeSdsVWYMZFwwrntqq/ukCzVf6IOyX5YK8MXQD0VlSryl+e3iLR6yW2jYfIWVvnxBJt57CwqS4PWT8uqCsLq9l2reLlc9HzB+gHUv8O5oX6hOuNFvmNhFxSW67OGMoqs/V6yfTzKrX9njhn8WsDTD5o2VrnTjyCdNWhSOH5i2KTirEFeciXwNUn2KDGF2Pn3mW54IsbrM3cc8J/a3yZUCpbzCx4/gAmNHMBqvI86+uDP9fnpuVt1/c3R0NIHEFeoDTYgsfIUz8wekfrBZgz/2O/eVEk/pt7mnlolOyVMKMkjN/GKlkqC/pYEuJ5bgJgoCBWqhXn9WvHJiZXhF1zmLOkOzOQB3VlfTfjB/a/udzAhkSj887WVejyzBTKH18by0T5i1aEgFUBmyeyRPYCXdU7Z5Rg7vkrP6sLGTMy2nmFMqupcq0/7yhWUGfiLnbfZM+fE2GfCTOB6VnmLfzGCjHHOI+o+KhhpTdzKAUKpQWat7W+3H7PHz9XRZbe6MnXeKvI1BkqG9DQx5E9f4r8H/7dZM9fsPVz8Hbyed8dY7Ez8GUclMWUkhayyIsBy1CnsmBMVnr+Sk6YLn+kRJlfpVT+VBqgzTX6UFEDz4qd94OfuzJHlwPnYESDSbVPnVIY2o8ZH/P+AU7+l21T+7D1bYfoIrbOfMUKrVTns3dGpfssj05RRgtYMu4DTCEc/DkLSbYWRq/2ZBFhyneqzQxWp4Ar8cp30ydWVz09TK888WI1XPkD9MYjQB/e7mNmvAf0C3+fW6Hf5teGvQMqD3hqi3TjqAPhhtZQ+zCFXA77NPL88bGqrtQ177nS+OIRYDiueYYywwI/v9pXX7RHpdEb2Pu84VhEV2AnVhRx5K+m+xJmMQ9kSG/DomP2ym3KudleJVxpsHLV88ev6+Gvr2gbM8l8WLibaLbKn5avScVLwfPQB07+Ll3SsHHYnu7Bl2ewB8+VP55YzT2JcuUxBzx/vnFAn/8zn+yuhFsozv3CSmUD7lH+2t/MQtPMKW4AsyTOyAO66/I0PEP1hQL4YOCOdrQUPIJ11e6qmZeX5/wB+lLAvP9ofPUTwciVwFXH2YCu9mGKlrbWPfeOGyeUi8h6R+itiZZy/gAmNCs9fz6xTDno9zYbaMvSGkf54/Hp1qz1XPnxiWH3XOPHBI6gbvrBdcCHwNgN+iI6POzT2sTvEcgmbl6cyJryB+ifmWKyqlUHMWFa7dNwg6tSGOACkjPWwXBdRcf0z5nRp7HfX6501Veyv9W+TACsKdSHNZrz/NUWM0WMj98AC4cHnFT+dJ6/srPm+4VnmN6A0ule9jvhWtPvAjhc8MUmHpaUPzOeP69w69Z2peChfNa8rXU65Y8Lztbg5+LW+MDOzPBVW8zmR59Yx6sVOwNX7CoydV5aT/1348VtbPVrPp7w79IUYZ8A0Oc1YOxGoyJFQawIhDJH2BiPIH20SVWu5TBLwFAmsWaMNTjOzvuh9tbLRM4oG5Y8f4nz9O+Xsk2eQWyNWyUlJ9jz7v40Uww7LGDbjZchAdwjVBujVHh94vRzCY/W4IU8AMPlSfi4pawgyY3I5taPA9jz63SvodfJN0GnZEawgi91pbpwQzcof5KkX+gdMA375Moh4Jjsa4zSWMPvn5eRYZv3SePrDP+JFU+KHO74dZPuMb9O8ZCvWdEztbcihzTfcBkUa/g5ofy52/PHCeoCTDnF6g40IM1W+TPx/IUNYjdklK7a5aV/zVvS1Z5sYC3QhUnxjshfbB7+4ozyZy9h/YEJujjpvG3sty3Lpj14hQGjf7Ncwh1gL37n+5iXsvMifSU6peevteAZZLQQuL9eKC89qRsIzQg/Ko2++IdnsL4yljtCjWIns+RwZditl2KwtLTYMMA8fxXnWBhK5Xl9WKQkMW9cWbrC0teQnj+d8mft3ZGVP501lQvAEYoB3zuSef34ZOwdySyp5Wf14dOW4NeuumCf8mf8/l11lE0WDYWy7UO+Yc/DuEqkPQR11b+z4U4U73EV7vnjYZ/cm1pTaNnQoFx0nRsrAJa7aByybi9qH9aG8rPmQ8G8QvUGnYRrmRHMWEiQPX+6drtL+TOudsiRPX9d9P9bC/kETEM9Odzzx5U/e8I+NQEshI3nSYbovMYV55gSpVy3qiHhwld5pv69VXvrcqjywMLHbQhofP7m1QSbSvnzDAGixzruMfMI1K2XWc2UQGtGPoAVlZq0z8Y5FffAEU8oF3SdUTbMrfMHMMPzzHxguEJg5WOuRyAr4KGc83xi2PXb36hbUiASOLKErWMKKNJ92jneRkeQJL3Rl4efeoXp3906hZzIi7r8PVVvtJDDPq0o8wP+C0w7C8zIZXMO94J5RcCjvlghmwW74xvpo70AU+VPGQ3jLuWPGyh4n5aNC7pjjMc8vwRWZMydqL30ThmDReiL7buvSuXcXqOIcqy2Jqs4Q0BH981PFmi+yh/P1Sk6yCwVGn92Q7jgWVNg2YIc0IHFnwP6jqjxN4zllstON1CYY9gg9nLxioeNabH3CgOGfccGJG4F4oNBa/P81RTrK93xsE+ACT/2CBCeIaxSJf/bVQI6AlcdNkzu5sKzLYHAN4FNvGVnmPHCVyFE+yc2nuePv4PKEDtjuLDGBX1eKMOaAuQTxybTsnRW1MCaV4K/t/WV1gdJ/ryNJwC/BPdNtubwDGHrrwUlM2Xk2jzzC5jbQlKx/FiVFyvs1Nhwzx9fXgDQF1KqstDX+D2vvKjP/eM5vqF9nctD1SjCPn3bmu5XTsTeMfoqugbfRect42Gfxp4KZ7EY9mnk+QNsK3/Ke6ns/7Lnr8zwWViDewH4mmg8xKo0jXkh3R3qbAn+nlXnGSksumfmEWi7T3gE6hZv1imyTRX26SyaADZW8XxmW/0gaozt4k5K2cWhwnW6sHdn5giVJzM+auv11T45am/DsGilsbTdHKDHf/T/+xl5SsIGsfPtvJnNzRf+ZOdqDHmFtzlcF6KprNYuh30GMkdCj+fZ/xf+Yr+rLuiXt7GFd4RhESVvnedPVv7c9F2Vhe5q8pncq1H0FVn5cyXsU/FZ2fOnk194/+LH2JJr3I2c91hov+dPubaxtdxAJdz43lgRFG6m+Sp/UOknZ+9IvaVNaTW2lEPjl6h/objnz1Ist6aBlD9JYp2IW4aaSuniVvqqPCZA2GMxvlww8fwpwj6rL9knQHiG6KuYNZSy4GXknbYEz4Hjyzz4GCt/Z9hzVns7vqSAIwToPAZRoy0fw4U5PpD2fpUtZG7Na+3XhoXnXtxku3Sy8r1VW1H++D1qCk/B2I22rff20O0xYFaxc2EyrmLs+QP0BiVLhgY55+ICW2pFUrNQ9J4vAv0/cK4dal+m+NVXmvcGKJU/S++RpNIrgMZFSVzB3CLXALs/korNX7y/2hL6A5PMbzcO+7RH+QOYFZt7KaLGsPt4+mOmRDaW8meu6h9g2StvDknSL+8CNE3BF1fg35vnOLpDIFYqzA4pfzovha2+aA4eJs8LoRhHqigL8xnLPCq1/nsb5y73fx/o+hj7+9jrrACLrSWg3EWf/2PF7vj1/NqxEGVtnWmEWPdn2bvIQz8rzjNjk6OeYADwimA5f3wJEHfJiMZhn8aLx7vD86d8//jYxNeT5IoUHxcbWzHi36/6kv25jb7xTJ8I6W2/jKxSA9ecY8uQtUCa7VIPANgkXpamF44Bww5ryfOnFByV7liD0v8N7PkDmGWAF5hpSC+DNTxDWV5O+RnrxUQuRzyCmXeKW+A1/oaTrj0hsB4hzCIJNJwCz9vkYyN0gBs7LplR/rhXsPiY4fvSEIT2Zbl65srec7o9ARQd0a+Hp9LYLlbCiylU5tie+JXjgDXPH3+/m+L9sxbC25Tncui6vkw4UWkUQkMIW7POovKnCPuszNHlfPqwqoHO4hGoz5kylwfEBQ21t3WhRu3LxgR3htRY8vzV6JYa4sUQ6krtUP66sSIfvIgTx0D5q7Jf+VOG9vnGs7BzXnzC3ALjDYFHIAAJrOq1QhDjz8xeRc47WhcSrm7wkCi3w/skr1br7rnYkfGNXzvAibBflU7548ZzldG4pBSczZXMH7eVlbHnVZs5fm1YPmX2KpbfLKlYtc7GwCcGSH5C/39IbyYznVqmv6/ceMPTESp0a3ZWnne+aJJXBKv22RCevxrd0hVc+TPYzyuOu9AHlc+WK5YdbmfyNV/fM1AX3WS8iHtDI4eZZxj+bw1JYgX/HI1KcXe4ZyPSbD1/APRx1MpOqrRgWPL8Ka2nyrLiXqH6nKiG9vwB+o4hqRv2OtbgCk7JicZ3vzc1cpU53UDt4c+sUHIlSjssnwax7cGWjnINLszaKj7C+zIPaVYqf9wrWLi34ZU/gOXqqazYjoK6AlfudSwROrS/bjFubyBxrvVjlUYba1UbeZhp5Bj72yHQY1Dt09jzpwufNBYu+DhTpQv7dGa9OGOUXnpzRj+ep6EJsG6F595La95iR/EIZqFVFefYvELEtisroXKh2NaYo/EBppwEOi802m6U8+eM8ucZysLW1L5snTpH1051Fkmlf1/Nev7sFHp5P/IIdM7T0pTw78+VP3fPxfaGqgFA14eAHi9YXtjdGrLyp/OImTNKRY5mXmVzHp+gLmwNQkvPj4/T4UP1UVuNTdzVLD92/yPmF0P3jmERDQAzgjmTwwwA3hHQULm+yqm75Aulk6PqomlxIT4muWKAMLdcj28s0P8dfch9zARg6HKg1xLnr+MMKjW7l+W6Wg32ji8an6YzsjYBzVv5453WknYdnGx+e6huGQGVh+EA5BnWuJ4/3m5jt3tjwjt+SWrrU/644lapU/64AOVtxqhg8Rwh5v92JwmzWHGKnjYGSa8wphjxPFJzIdBVuU03abqK2pMpjNMyLS+ay7HX8xc5HJhZCMROdE8bWxsaX53CoQj7lAu+5BmW9OaovdjkW6kL+7RUCc8RlNcwJ+jKnj8bkzdXYN3pOVKp2Vh/fCmwMhb4KRA4+oqh1Z0bG51dt4m3t6aQVQa0N6xbVor92L0JTgamZQBXbG7cOYkLtuZy/uz1WnFjcFMVe3EFk7BPJ0IuzcFD7KxVDzVG4wf0WOx8wRdAr/wZe/4A1reuPGi63R4S57J+0fUR5z7vDjR+QN+lLOLn4ia2TTnf+MSycE8iZlg2tx6tPXAjLc/JdVvYZ7jeYFd1wbRv8PfelbxZPgZbMzpIEtButj7UvjHxDFFUEg5u/Ou3AJq38sctfcadd9xmVlrYOHSAE9gJGPgxMGa94XZlLHRtqS4HpAFz4Ljyxy3BTYHsnqfWp/wZe/6MlT9z1itjDJS/BhI6fKLY2jW2wkckSS88avwMJyQDD3cLVf4AfWK9LZTCuy1BXgz+zqPmOX9GBV9qS5gA5BVpXonwidaHfbrD82eQNxZsup8rEraEav4d3B42qLsHdWXs5+BTzBDDret8ORNnvW28vY4Wq+FWfuU98w5v/LBJPna6ovx5t2Dlj0f+lJ5ifdBd93/8PyznqLEUeX7vedV0S8YWZ9sTPohVDTVXzr8x4SkIef+wyC2lAuOj8/zVFrOx0dd5zx8A1ieU3nFX4eNtZY5u/DWSn9vMYr9jrnT+Gn4JwKBPza+51xwQyp9Nmrfyx0tTGy8IHjWaLfJpLT634+0swV2Jp5Hyp/Fv2EEzRFetqymVLmVeW2vL+ZM9f7rKXVz54yXz7Smdr1T+mkNFJ67kBXQy7LvcKwi0bOXPXpTvfkvL/2lJ8CqbyrBPPqaUnrKsqHtHMY97Va71Muj2ouzT5sbsiOHMCt35Aevn0TSA5w9gxWyCugFdH2X/q7x0VnfdmDv4C2D0Ov0SMo7C28sXmLbX88dDZKnOueu6C650Kw1c8rIPdj4LdxgRmgplzp+3BYOJM3iHN174LqB/3/kSLvasN9kS8Qplc6q2xjTM2CeW5d3yeg62cvUtXoMrfyd1oeNuEsd5RFBJKjPaGb83cZOBOfXOj0WcDgsat+85glco++5AyysO1Ug074Iv7W9hil9wd/eczyuMhTD9u4AlFTvrrreXkN4sx6L9zQ17HWsoPULOxqa3VMzl/AEs36HNdCC0n+1zyIujNpNJLqgbcHGjaRK1JDErf0VWyw37dBah/DUcal82iWpr9XlrXJkrOgBEjDT/Oe9o4PxvAMg9QrutZTK8I9haWrbgCqy7lnngtL+R/QCs4FjK3UB1tWKpIR8g1gVLu9pJzx+vvmgtL7Yx4AKYMuw1TFda314BUjaiNmEkjbNw5U9b3bKNsLzt5Trl73LOkfLvyEK3jQtI8fHs4mb221aKgiX42FBy0nZ1a0fg7Svka12bMb65S9FsrjRGuk4Lp3krfyq1+xQ/QG+xTv+c/W7IfD+AvWA9nmvYa9hCWZVJubZca4B7/riVkgtQKrV9ih+gF0zsCRFtDDrdzUJROt1tZidfLN1N+SQtBTG4NxxcsaY6vcLB8zzqq6x7/vj6mu7I+QvqxoSs7i6Opw3l+VOiFOTcFfWh0oWeOer5ixwFRI0DOt3pnnY4S9I9THFVRuPETmTLv/AIGVtwxbHdDe5vX0NjUDCkBY/PvD/Lnr/LWPkL6MiWVTJR/nRGdFn5s7A8iy3ksZPcG5rI25efovu/BXvMncVA+QtusmY0Z5q38udujEv7N7U1tLFocy1w7mcgbGBTt6Rx4c+74hwLO3JmXa+g7kCfN4CEme5tm7PwKprmiBgBZHwHhA9p3DY1Na0hzLWpUHqYNEbKH2DZi6EM9XSH8KHxY6W4XaUhCr4Y0xDKH8Da7KjnT+MDjPvLfW1wlvhp5vO4bC3/YnBsH+Cq4857WpoSjwCWO0b1LTv3ni9dUtFKPH+A6VI2fDzL3cIMEs6OJZ4hIKggQeteA6ZnCFPKebGaACeV05aMUtZ3ZT3Dy5jL3PdrhPG6M02dB9FYDP0GuPaSPuyxtaDx01cnc1bRlyRWGtvSmpLNiUGfsoXFg7raPvZyoiULU80dpYeJ520plW1LlZiV4X3OroPVEDSG50/53d1pmFArlD97PX+XG0FdWt4yDwBTmLhA2pI9MSq1Pr0AuMw9f7qQaW2t4Xbl83MlMk1SoValS01xp/InScxrWVfGUl9a8Fp0TiMr7NLlH+LqJK3rrngalTauq2iadjQ2am/nyjq3dCRJ/71bg5dX4wNEj23qVjQenR9gAlVzCcm9HFF6mPjfSuHbkvCjXN+xOeUay9U+G3A8UK7XaStX0RE8/FkBHcD9OYuChofq2e+WPl55ReoX0L6cPX+hA5hyyxct53gEQE6xCB1g8jFHkJU/d4TGK+HFEqPGtkxjiavICm8LzA9uJFqX8qf0/IUPAfq+1XRtETQOXOFvbV7P1kC/t5hHmxciEbgfc54/gHmZo69gOWXm4HlcHoHNy/JaX8V+N7T3pffrLL/NkcW3baH201ewa62ev5YMf3ZKw0hLxCdaHzV1OXv+groA11cAba83s1OnVIT1d+kSWklnKHJ3dESXB9n40/MF9563pdDSDSyNQOvN+Zuwo+naIWg8uOevJa4NJbBNa7RqNiYaMzl/ACvz3WGBlc/5ABN2NnxF5eZKt0fZjzsxWNtSKH8tjgEfsvUfIy1UyG0pKKtHXs6eP8Cy4arXy0D6/1gxJRdQUTX7w90GgdA+wLhN7j1nSyK0Pwv97PJQU7ek2dKMTLKNAA/1aeoFRAWNB1f+RFEQgcBx1BY8f/YQPhjwa2YW2C4Psu8RO7mpW+I4SuVPhH22PBJvBaZnN59lg5xFWczpcvb8WSP5SWBKqstRJ6eCHmCKSsxE97RLwFB7AjNy2XMSmKV1ef4kCbg2X3iBWhM87FMUBREIHMeS56+lEtydhXK1RJR5ipfDsxC0TFqT56+BKfLqDYx+oKmbcXkiooKs0rqUP8C04qfg8sZTp+g39JqOAsHliMFSDw1YIVNgGwPPn8hzFTQRBspfC/diCgStlNYV9iloffCCFC7G5gsErRJllIQ7y5ELHIcrf5IGUHk0bVsErRdl2KdGrKEmELREWp/nT9C6iLsamJbZ/HKPBIKWgFLh8whusmYIoFf+PEXagqAJUXr+VOqma4dAIHAa4fkTXP4IxU8gcA7lmnUidLpp4Tl/rWHNUkHzRen5EwgELRK3KH+SJE2SJClVkqTTkiQ9YWa/lyRJP+j275IkqZ07risQCASCRqI5rdfXGpHDPkXIp6AJ4Utm8UraAoGgxeFy2KckSWoA7wMYDyALQIokSauJ6JjisAUAComooyRJswG8BsDcypkCgUAgaE6M2wxoa5u6FQKu/Il8P0FTIknA1ScAbU1Tt0QgEDiJO3L+BgI4TUTpACBJ0vcApgFQKn/TADyv+3sFgP9KkiQREbnh+gKBQCBoKKJGN3ULBADgE8t+U33TtkMgCOzc1C0QCAQu4I44njgA5xT/Z+m2mT2GiOoAFAMQMQMCgUAgENhDUDf2WyjjAoFAIHCBZlXtU5KkOwDcAQARERHYsmVL0zZI0GIoKysT/UVgF6KvCByhOfWXwPD3UVbeEdpm0h6BIc2prwiaP6K/CJoKdyh/2QCU5RTjddvMHZMlSZIGQBCAfOMTEdHHAD4GgM6dO9Po0aPd0DxBa2DLli0Q/UVgD6KvCByhefWX0U3dAIEVmldfETR3RH8RNBXuCPtMAdBJkqT2kiR5ApgNYLXRMasB3Kr7eyaATSLfTyAQCAQCgUAgEAgaD5c9f0RUJ0nSQgDrAagBfE5ERyVJ+g+APUS0GsBnAL6WJOk0gAIwBVEgEAgEAoFAIBAIBI2E1FwdcJIklQJIbep2CFoM4QAuNXUjBC0C0VcEjiD6i8BeRF8ROILoLwJ76UxEAe46WbMq+GJEKhH1b+pGCFoGkiTtEf1FYA+irwgcQfQXgb2IviJwBNFfBPYiSdIed57PHTl/AoFAIBAIBAKBQCBo5gjlTyAQCAQCgUAgEAhaAc1Z+fu4qRsgaFGI/iKwF9FXBI4g+ovAXkRfETiC6C8Ce3FrX2m2BV8EAoFAIBAIBAKBQOA+mrPnTyAQCAQCgUAgEAgEbqJZKn+SJE2SJClVkqTTkiQ90dTtETQ9kiSdlSTpsCRJB3jVI0mSQiVJ2iBJ0ind7xDddkmSpHd1/eeQJEl9m7b1goZGkqTPJUnKlSTpiGKbw/1DkqRbdcefkiTp1qb4LoKGxUJfeV6SpGzd+HJAkqTJin1P6vpKqiRJExXbxTzVCpAkqY0kSZslSTomSdJRSZLu120X44vAACt9RYwvAhMkSfKWJGm3JEkHdf3lBd329pIk7dI9+x8kSfLUbffS/X9at7+d4lxm+5FFiKhZ/YAtFJ8GIBGAJ4CDALo1dbvET5P3i7MAwo22vQ7gCd3fTwB4Tff3ZAC/A5AADAawq6nbL34avH+MBNAXwBFn+weAUADput8hur9Dmvq7iZ9G6SvPA3jEzLHddHOQF4D2urlJLeap1vMDIAZAX93fAQBO6vqFGF/Ej719RYwv4sdcf5EA+Ov+9gCwSzdm/Ahgtm77MgB36/6+B8Ay3d+zAfxgrR9Zu3Zz9PwNBHCaiNKJqAbA9wCmNXGbBM2TaQC+1P39JYBrFNu/Isa/AIIlSYppgvYJGgki+htAgdFmR/vHRAAbiKiAiAoBbAAwqcEbL2hULPQVS0wD8D0RVRPRGQCnweYoMU+1Eogoh4j26f4uBXAcQBzE+CIwwkpfsYQYX1oxujGiTPevh+6HAIwFsEK33Xhs4WPOCgDjJEmSYLkfWaQ5Kn9xAM4p/s+C9ZdH0DogAH9KkrRXkqQ7dNuiiChH9/cFAFG6v0UfEgCO9w/Rb1o3C3Vhep/zED6IviJQoAuz6gNmoRfji8AiRn0FEOOLwAySJKklSToAIBfMIJQGoIiI6nSHKJ+93C90+4sBhMGJ/tIclT+BwBzDiagvgCsB3CtJ0kjlTmK+b1G6VmAW0T8ENvgQQAcAvQHkAHijSVsjaHZIkuQP4GcADxBRiXKfGF8ESsz0FTG+CMxCRPVE1BtAPJi3rktjXLc5Kn/ZANoo/o/XbRO0YogoW/c7F8BKsJfkIg/n1P3O1R0u+pAAcLx/iH7TSiGii7pJWAvgE+hDZkRfEUCSJA8wYf5bIvpFt1mMLwITzPUVMb4IbEFERQA2AxgCFiqu0e1SPnu5X+j2BwHIhxP9pTkqfykAOumq3XiCJTWubuI2CZoQSZL8JEkK4H8DmADgCFi/4BXTbgWwSvf3agC36KquDQZQrAjPEbQeHO0f6wFMkCQpRBeWM0G3TXCZY5QTPB1sfAFYX5mtq7LWHkAnALsh5qlWgy6n5jMAx4noTcUuMb4IDLDUV8T4IjCHJEkRkiQF6/72ATAeLE90M4CZusOMxxY+5swEsEkXdWCpH1lEY21nU0BEdZIkLQQbFNUAPieio03cLEHTEgVgJRtXoQHwHRH9IUlSCoAfJUlaACADwHW649eBVVw7DaACwLzGb7KgMZEkaTmA0QDCJUnKAvAcgFfhQP8gogJJkl4Em3gB4D9EZG9hEEELwUJfGS1JUm+w0L2zAO4EACI6KknSjwCOAagDcC8R1evOI+ap1sEwADcDOKzLzQGApyDGF4EplvrKHDG+CMwQA+BLSZLUYM64H4lorSRJxwB8L0nSEgD7wQwK0P3+WpKk02BFy2YD1vuRJSRdmVCBQCAQCAQCgUAgEFzGNMewT4FAIBAIBAKBQCAQuBmh/AkEAoFAIBAIBAJBK0AofwKBQCAQCAQCgUDQCnBLwRdJkj4HcDWAXCLqbma/BOAdsCToCgBziWiftXMGBwdTx44d3dE8QSugvLwcfn5+Td0MQQtA9BWBI4j+IrAX0VcEjiD6i8Be9u7de4mIItx1PndV+/wfgP8C+MrC/ivBSo92AjAIbMHLQdZOGBUVhT179ripeYLLnS1btmD06NFN3QxBC0D0FYEjiP4isBfRVwSOIPqLwF4kScpw5/ncEvZJRH+DlR21xDQAXxHjX7AFDGOsHC8QCAQCgUAgEAgEAjfSWOv8xQE4p/g/S7dNLLzdgOTn5+ONN95AXl4eunTpgvHjx6N79+7Izc1FREQE8vLycPDgQfTt2xcREW7zJgsEAoFAIBAIBIJmSLNa5F2SpDsA3AEAERER2LJlS9M2qIVSX1+Pjz76CGvXrkV1dTWCgoJQWFgIAFCr1aivr0dUVBQKCwtRU1MDjUaDSZMm4fbbb0dgYGATt945ysrKRH8R2IXoKw3H7t278euvv8Lb2xs33XQTEhMTm6wtWq0WqampqK+vR1JSEjw9PZ06j+gvAnsRfeXyIS0tDbt370b79u0xaNAgsNIV7qWx+8tbb72FzMxMvPzyy/Dx8XHruUtLS7Fq1Sps2LABfn5+eOedd+Dh4eHWazRHtFotiAhqtRoAkJeXh1OnTqFfv37w8vJq4tZZxm2LvEuS1A7AWgsFXz4CsIWIluv+TwUwmogsev46d+5MqampBttqa2uRlZWFqqoqt7T5cqW0tBQFBQXw9fVFUFAQPD09UV9fj8rKStTW1kKlUqG8vByenp7w8/NDVlYW5s6di6KiIjz44IN49tlnERwc3NRfwyFE7DxT+rVabasYcF3BVl9ZtmwZ9u7dixUrVuCZZ57Bww8/3HiNa2BqampARA0yKaWmpqJXr14IDQ1FZWUlPDw8kJ6eDn9/f6fPmZGRgaCgIIfHo6NHj2LOnDk4fPgwAGDIkCH4559/nBLgxNjSvCgsLMSyZctw/fXXN6lxwRyir1weHDhwAEOHDkVlZSUA4KmnnsJLL71k9+eJCKWlpQgICIAkSVizZg1++eUXTJgwAVOnTpWLvDRmfyktLZWN+88//zyee+45t537xIkTmDx5Ms6cOYPIyEjk5uZi9erVmDJlituu0RzZvHkzZsyYgaqqKtx///245557MGjQIFy4cAFXXXUV1q5d67ZrSZK0l4j6u+2EROSWHwDtAByxsO8qAL8DkAAMBrDb1vmSkpLImPT0dMrLyyOtVmuyT6DnyJEjdPToUbvuk1arpby8PNqzZw/Nnz+fAFBgYCB9++23jdBS97F58+ambkKTotVqaeTIkRQbG0u5ubkOf/a7776jdevWNVDrmhfW+sr//vc/AmDw89RTT10WY87+/fspOjqawsPD6eTJk24//1133UVeXl6Uk5ND27dvJwC0dOlSWrlyJVVXV9t9nmXLllF4eDjFx8cTAGrXrh2Vl5c71JYhQ4ZQaGgoffHFF3TfffcRANq7d6+jX4mIms/Y8uGHH9Lq1aubuhk2OX78OO3du5e0Wi1VVFTQ/fffTz///LPbzv/AAw8QABo5cqTbzukumktfEbjGhAkTKDw8nM6cOUO33HILqVQqOnz4MBGx+XLPnj2UnZ1t9rNVVVV0xRVXEABKTEykzp07G8wn1157LR05coTGjx9PAwcObJCx2BwrVqwgAOTr60txcXFUV1fn8jmffvppiouLI41GQ5GRkbRjxw6qqKggSZLoueeec73RjcS5c+doz549Vo+5cOEC5efnG2wbNmwYRUdH05w5cwye8bhx4wgA5eTkuK2NAPaQm/Q1InKP8gdgOVj+Xi1YPt8CAHcBuEu3XwLwPoA0AIcB9Ld1TnPK37Fjxy4LIcxRHPnO1dXVlJKS4lCn02q1dOzYMSIi2rNnDw0bNowAUFJSEs2fP58qKiocbnNj09on3b1798oDz+uvvy5v12q19Oeff1JWVpbFz37++efyZ3fv3t0YzW1SlH2loqKCBg8eTDNnzqQNGzaQj48PjR49mk6dOkU1NTU0d+5cAkB//fVX0zXYDfzzzz8UFBREUVFR5OHhQQMGDKD//Oc/dPHiRbecv76+nsLCwuiGG24gItbv+vbtK/erRx991OzntFotLV++nO6880569NFH6ZZbbiEA1KdPH5o1axZdf/31BIB++OEHu9tSXl5OkiTRs88+S0REFy9eJEmS6IUXXnDqu23atIkuXLhAxcXFskJz4sQJp87FqaqqopKSElq9erVdY1dqaqp8LwsLC+Xtzz77LC1dutSltriTffv2kYeHBwGgqVOn0iOPPEIAyMvLiyorK10+f319PcXFxREAkiTJYUNXQ9Pa56HLgfXr1xMAeuONN4iI6NKlSxQUFERTpkyhkydP0oABAwgA+fj4mB0HfvnlFwJAd9xxB02ZMoVmzJhBr7zyCp0/f55uv/12+T0ODg4mb29vuvrqqxv8O509e5ZCQ0MpNDSUvv76awJAO3bscOmcv//+u2yEWbhwIWVmZsr7EhMT6brrrnO12U5x+PBhh8aF06dPU0hICAEwa1wrKSmh+fPnk1qtJm9vb/r444+ptraWDhw49eV6fQAA5q9JREFUYNBP9uzZQ3PnzqVPPvmENm3aRADozz//dNv3apbKX0P8WFL+mpKCggJKS0ujY8eOUV5eXqNcMzMzk/bv30+VlZVUX19v04J+6dIlSklJcdhSrry3tbW19Oabb9LkyZNJkiS66qqrKD093an2NxYtcdLNzs6mO+64g9asWUNEjin5xnz00UcEgPz8/GjixIny9i+//JIAUNu2bc1a+rRaLfXu3ZvatWtHGo2GnnjiCafb0FJQ9pU///zTwGIXHx9vYDiprKykoKAgmj9/fhO01HVSU1Ppq6++Il9fX+rUqRNlZGTQ448/Ln/fyZMnu+U63Pjw1Vdfydu++eYb+Tre3t5mLeXc0xoYGEienp4UGhpKc+fOpaqqKiIiqquro4CAALr77rvtbsuePXsIAK1YsULeNmjQIBo4cCBduHCBampq7D7XP//8Q+3bt5e/R2RkJMXGxhIA+u2332x+vq6ujubPn09Dhw6lM2fOEBHRgQMHKDIy0qDflZaWWj3Phx9+KB+7du1aIiJatWqVvM2dnjV7OHToEL399ts0f/582rdvH1VXV9Mnn3xCHTt2pIiICHrmmWdIrVbLih8A2rZtm8vX3bFjBwGg+++/nwDQl19+SadOnaK6ujo6f/68w+err6+nPn360EMPPeRy24gMx5YXX3yRFixY0ODG02+//ZY+/fTTBr3G5URtbS2VlZXRoUOH6KqrrjIQ+Ovq6qh79+6UmJgoj0FERK+88or8roWGhtLrr79Onp6e9PDDD5uc/9lnnyWVSmX2uRcXF5Onp6c8Vs6cOZO8vb0NruVuysvLZSPa77//Tvn5+aRSqWjx4sVOnW/Hjh00ZswYAkAdOnQwK5NeffXV1L17d1eb7jAffPCBPN/873//s+szd911F2k0GvL29qYxY8YQEesj/Htdd911pFar6Y477qCxY8cSAPkZent7m3gDiYiysrIIAH3wwQdu+25C+XMzFRUVZl/S8vJyKigokP+vr6+nvXv3UkpKCv311180fvx4SkhIoB49etCkSZMoNTW1QdqWkpJCKSkplJaWRsePH6eUlBSrwktWVhY98sgj1KVLF7rhhhuoqqqKxo0bR7169aLvv//e4ucs3Vv+Mnl4eNC+fftc/k5ERGlpaTRr1iw6ffq0W85H1PKUv8zMTOrWrZs8ocyePZtCQ0OpV69e9OOPPzocknHvvfdSQEAAzZs3jyIiIuTtfJAGQBs2bDD5XEpKCgGg999/n/r3709jx451+bvZy6ZNm2jChAlOh+M5i7KvPPfcc6RSqWjLli30xhtvUEZGhsnx119/PUVFRVF9fX0jttJ+ysrKKC0tzWQ7V/wBUM+ePWWltrCwkBYvXkx33nmnHIbkagjQa6+9RgBMBPDjx49TamoqqdVqGjdunImnsXfv3tSvXz+r1x8/fjz16tXL7rZwhVJplX/ppZfkezF+/Hi7znPu3Dny9fWlmJgYeuONN2jp0qU0cOBA8vHxIQDUvn17q4J9SUmJHEXBvZlarZauv/568vf3N1D+uNJcUlJi1gh00003UWBgoGyg2b59OwUGBlKXLl0oOTmZ4uLibCqQ7qK+vp4SEhLkto8ePVoOc2vXrh1t2rSJiIh+++03uuOOO2jfvn0EgP773/+6dN3a2lrq0aMHBQcHU0FBAcXExJiEaH/00UcOnZMLaQCcbteWLVto4MCBdP3119OPP/5IREQbN240G4nhbkpLS+XrWJvfBXquuOIK2SDBPXjHjx8nIqKPP/6YANBPP/1k8BkevnzHHXfIHq7Ro0dTnz59TM4/depU6tq1q8Xrb9++nd5++23SarX09NNPEwA6evSowTF79uxxy/tcVVVFvXr1IgA0d+5cefvgwYNp0KBBDp+vvr6eevToQQBIrVbLhihjHnnkEfL09GzUOfPjjz8mjUZDo0aNojFjxpBGo6GzZ8+aPfbs2bO0a9cuysnJIV9fX5o7dy49/PDD5OXlRUVFRdS1a1eKj4+XvZs8iqSuro6+++47uvLKKwmARaNwTU0NAaDnn3/ebd9PKH866uvrXQ4BLSkpkZUrY4Vq//79lJKSIr+ARUVFlJKSQoWFhTR48GBasmSJ/Nk1a9bQ33//bfN6tbW1Vv9XcuHCBUpJSaE9e/bQ6dOn5WulpKRQQUEB1dXV0YkTJygtLc3gPpw6dYratWtH586dIyKinTt30rhx42y2zZpifeTIEfL09KRFixbZPI898JyN22+/3S3nI7Ku/K1du1a+H82BN998kyRJIm9vb1q3bh3Nnj1bFtB5fsD06dMdGjiHDx9Ow4YNo1dffZUAyEKkr68v3X777RQQECALoA8++CD9+uuvVF9fTzfffDP5+PhQUVER3XPPPRQQENAoA3ZdXZ38XUNCQgy8NA2Nsq+MGzeOevfubfX4b7/9lgDQv//+6/K1jx8/7jYjCmfixImkUqno0KFDBtsHDRpEnTp1otWrV5sVJGpra+mOO+5wS1jr+PHjKTk52eL+999/nzw9PQ3e+by8PAJAS5YssXruxYsXk0qlopKSErvawidx5fhaWlpKCxcupD59+hAAs8ry0aNHacmSJfJ1Fi5cSBqNhr777juD4+rq6uSwHmt5Le+//z4BoA8//JA++eQTAkC7du2SPcnr16+nN998k5KTkyksLIwGDx5MAKhz58706quv0qpVq+jkyZNUX19PMTExNGvWLBowYACNHTuWkpOTKTExkTIzM2VvmKXQWnfDQ1Afe+wxOZ+SKznm5mStVkuhoaF02223uXTdLVu2yN4+Imax515jpZHDEf7++2/5s9bmY0totVrq1KkTRUREkJ+fH0VHR9O///5Lffv2pYSEBBowYAAlJibSjBkzqGPHjrRz506Hr2ENnlvLlZjGNqS1NM6cOSPfL0mS6Mcff6SwsDDq3bs35eXlUVRUFA0bNswu2fKFF14gSZKouLjYYHvbtm1p9uzZdrXnv//9LwGQo3+I9GGnffv2pWeeeYamT59OZWVlFs+h1Wrp1KlTZvd9+umnBIDeeecdg/79/PPPkyRJDstFX3zxBQGg7777joqKiiwexyMVGkvuys7OJo1GQxMmTKDi4mJKT08nAPT222+bHLt161bSaDQGRqO9e/fK8/x//vMfg30+Pj4mYaTV1dX0zTffWJ2TwsLCHIpYsUZJSUnrVP7Wrl1LP/30k2wdqaqqov3797vsOTp48KCsUJ05c4bKy8tJq9VSTU2NvH3fvn2UnZ1NZ86cob1799KGDRtoxIgRRMSEgOzsbDnM8pFHHqHk5GTq3r27bIXbvHkzDR8+nKZMmUKdOnUy+V/JqVOnaNy4cdSzZ0/q0qULrV+/nsrLy+mhhx6ipKQk6ty5M7300kuUnZ1Nubm5tGjRIuratSslJyfLLvxZs2aRh4cHde/enV599VXq0KEDBQYGUq9evazeL1te1auvvprat2/vyu2WGT16NAGgbt26ueV8RJaVPx6XnZiYSERs0JsyZQqdP3++QUMtLKHVaikuLo4GDBhg8Dzy8vKovr6e6urqZC/FoEGDKCkpiT777DOb5wwMDKS7776bfvjhBwJAhw4dotzcXHkAfOWVVygxMZGGDx8uD2rc88hDnriA6k6PLOfixYu0ePFiOnfuHOXl5dHPP/9MAOjll1+Wc8MSEhLsDtVwBd5Xamtryc/PjxYuXGj1+IKCAlKr1TRz5kyqr6+nJUuWUJs2bRz29ldVVVFYWBgBMEjyr62tpVtvvZWSkpLoqaeecihfIS0tTX6eSkWkpKSE1Go1Pf300za/GwB65ZVXHPouSoqKisjLy4seeOABq8dNnTqVunTpIv//448/EmA794QLQwEBAXYJExMmTDBrkSdiRj3ANIfw4sWLsifpgQceoCeeeIIA0G233WZxbJkzZw55eXkZ5LoomTVrFiUkJBARE04A0JQpUwgwDEk9dOgQ9erVi5KSkuiJJ56goUOHys9UpVLRc889Jys9vCiXsSdt/vz5pNFo6MiRIzbvj6twIengwYOyQgbAqjA4evRoGjx4sEvXXbp0KQGQ34/S0lK5CMepU6fonXfeIQCyF8ceuDALgC5cuOBwm7gy8f7771NKSopsZANAy5cvl+8V/7FlaHKUd999lwDQ/v37qU2bNhQfH08//PADXXfddfT444+3yhoJ1lizZo38bLg8uXr1aoNntGvXLrvOxQuo7N+/X95WWFjo0HjK58F3331X3vboo4+aeLS/+OILi+d4/vnnCTCM7Kmvr6dTp05R27ZtqW/fvib94PDhw6TRaMjPz4/CwsJo5syZNsPh33vvPQJAAwYMsGkg5mP21q1brR7nCufOnZPnA65sKj2oHTp0oGHDhlGfPn3kebCwsJA6depEbdu2pa+++or69etH9913HxExRwk3kKvVavrqq69IrVbTU0895VT7unbtStdee62L35Jo165ddPXVV7c+5U8ZPrFp0yaqra2ljIwMmj17NvXt25dGjhxJo0aNcuqnb9++NGTIEBo4cCD17duXZs+eTQcPHqTc3FxKSUmhI0eOGHjcTp8+Te+8846BkMMLrHzyySd0xRVXUF1dHV24cIHatGlD58+fp82bN5Ovr6+cM2f8v5KBAwfSL7/8QpWVlbR9+3bKyMigFStWGJw3Ojqadu3aRf/73//ommuuod27d1NOTg5dddVVtHnzZtqzZw/Fx8fLOYmbN2+mq666ymYHs6X8vf32226z5PAqfuasZs5iSUBbtmyZ3H/44MV/1Gp1o+fKHD58mABYzdHQarU0adIkuZ1+fn5WQ0C4ALJs2TLatWsXAaBVq1bJIZ0rV640OL6wsJD++9//kre3N3Xt2lUuIME/+8svv7jjqxpwzz33mExoHTt2pLq6OqqpqZE9lu4Wjswxc+ZMSk5OlhVle8KluDKwZs0aCg0NJYDF+y9YsMCgAIc1du/eLX/31157jYqKiqhnz54m98URj/iLL75IAMjf39+gcAAPVzEX6mtMu3btnErOv3DhAn3zzTey0G3LM/rYY4+Rp6cn1dXVkVarpQULFlBAQIBNj0t9fb1sjX3mmWcM9pWXl9O3334rFxOpra2loKAgi/ewvLxctu4SsZy+p556inr16kXe3t4GodhRUVGUkZFhcWw5ceIEAfq8jry8PPrf//5Hubm5pNVqKTY2lubMmSMfz8/t7e1tVVEiYuGI//77r9w/AgMDqaCggN588025fUoPcm5uLoWEhFBycnKDF0G5//77ydvbm2pra6mmpoY6duxo06t35513UmhoqEvXve+++ygwMNDi/szMTIcNGc8++6x8Py15T6xhLOQuX76cPv/8c9mgUVVVRb1796Zbb72V3njjDQJgtfiWI+Tk5FC/fv0oPj6etFot7du3j4KDgw3GEmOvdWuHzzPGY/a9995LAOz22BHpc4uV8+XWrVsJgN2Vszdt2kQ+Pj704IMPytvGjh1L/fv3p+XLl9PKlSspKCiI7rnnHnl/WloaPfPMM/Sf//yHDh06REFBQQSAJk2aRERsvORh2ABo/fr1Zq+9b98+mj9/Po0aNYoA0P/93/9ZbGdtbS1FRkbSiBEjzOa4GXPq1CmbSqsr8Hzy2NhYqqqqookTJ1LHjh0NlNwFCxYYvAsXL16kMWPGkIeHh9kxPScnRz62Q4cORMTke2cNKKNGjZIdRc5SWFgoP99Wp/wtWLCAgoKC6IMPPqDff/+djh07Rnv27KEbbriB+vbtS8OHD3dK8RsxYgT17duXhg4dSqNGjaJhw4bRnXfeSXv27JGVverqajn3Ly0tjSorK02UPyLmXZo3b56Bh+amm26iVatW0ebNm2n06NHyduP/OSUlJRQXF0dELCk4JSWFSkpK6IEHHjA475QpU+iDDz6gW265heLi4qhz587UtWtX6tChA33wwQeUkpJCbdq0cbvyxxUJntPgLFqtlry8vGShhueHuIolAW3RokUGA8DAgQPp9ddfl/+fOnWqW65vi507d9KwYcNo1qxZBMBiLDqnpKSEVq1aJQvxlmLrifTVxXbs2GHg7fvpp59MLJNKiouLDSrwlZWVkSRJFBAQQI8++qjNQS8zM9PuPJMePXqQJEk0ZMgQ6t69O6lUKlq+fLnBMY8++ih5eXm5pQS1Jbh1T/ljj0GDewlvvvlmk89PnDhRbrNWq6XU1FSz9+6rr76SPzN9+nRavHgxAaBFixbRihUrSKvV0rRp0+SJxxbffPMNeXp60siRI+nGG2+kuLg4Sk9Pp/79+8vGDWvhQhwekmYvdXV1lJKSInvwAdDgwYNt9hfuWU5PT5et2468f8OGDTPJU3nyyScJAN13331UXFwsh1paWxIhOjqaFixYIOd7AKCgoCD67bff5P4xfPhw+ftYGlu0Wi2FhITIoT3cq86t6YBhDhqvfOlI+PzRo0dp3LhxshDPlQ0AJoUWNm7cSJ6enrRgwQK7z+8oWq2WOnbsSBMmTDDYZguu+Fy6dMnpa8+YMcNqLhURy2VKSkqyO3T9xhtvlO+nMyGT3KDIc12tpR/wvuUu41q/fv0IYNETnOLiYvr333/lcYAXsWhID0xzJTc310TR5nKTMVVVVTbD+Izh+aLKd5x7Yu0tPrR582bq0qULzZgxg4jYuxQcHEx33nmnfMzgwYPlXPza2lrq1KmTbDznfZfn9n/55ZdySPrChQvtLrI0adIkCg8Pt+j9++OPPwiwv7BUTU0NqVQqOVfOnXz33XcG8++HH35IHh4eJmHvyirmAGQF31woKBG7997e3gSArrzySpfbed1111Hnzp1dOsdbb71FAHh4eutS/nr37i1bNHbt2iUrZlxBciZUg4iFjKSkpJhYYHl+nSWB+a+//jLR5lNTU+nmm2+mzz77TK46Nnv2bFn5UypflpQxpfKXl5dHKSkpVFVVZaL8TZs2jd566y264YYb6LXXXqPTp0/TwYMHqbi4mLKysiglJYUSEhLcrvzV1NSQj4+PzdAuW3DL+2OPPUYA6KWXXrJ4bHFxsd3rg1madK+44grq168fRUREEMCKQNTX19Nff/1F06dPl8OyGhpluGVMTIzdnysrKyO1Wm11EOUelKqqKjnP76GHHpLDpJSFi2zBc6IAVsLYmiI2ZMgQAmwvD1FaWiqHrxGxQdac54MrB7wqojsoKCigdevWyQLqnXfeSd7e3jR16lQCWHVPexk2bJhcxn758uX0+++/yzkbL774Ih0/fpymT59OAPMyG/N///d/8sSSkJBAiYmJ8tjGeeaZZ0ilUtkMSb5w4YL8nNasWSM/6xkzZsjblQn+1uBhxm+88YbFcU8JL4oAgIYNG0ZLly61yxrMQwTXrVtHvr6+lJCQ4NCzfvLJJ0mj0RhUMuZ5csqfCRMmWBX++/fvTxMnTpS/x65duwyU5IMHDxoUcrEm0Pfv358mTJgg58HddtttdPfdd9Pw4cOpa9euBvelvLycVqxY4dCah8bw8FEAZvfffPPNFBoa2mB5u0eOHJEFLkdYu3YtAaB//vnH6WsPGjSIrrjiCqvHLF++3Kbyr0TZf5wpGrZo0SLy9/e3aSggYpWDPTw83FJRmfcDa/NnZmYmzZ07lwIDA5uk8mJTwwuTKOe/fv362V3wyRZclnn11VflbQsWLKCIiAi7vUWbN2+mcePGySHRPFdNqVAqjR48R/W7776jAwcOyApeXV0dDRw4kDp37kyPP/44eXh4OFQwhofDWnpvbr75ZgoODnZouZZ27drRjTfeaPfx9nDp0iUKDg6m4cOHU1lZmUHRJ+OiOUVFRTR69GhauXIlRUVFEcAiZKwp+F26dHHYQGeJhQsXUnBwsEvnuPLKK+Vn727lT4VmzpkzZ9CxY0cAQEBAADp27IguXbogMDAQHh4eqKiocOq8NTU1AAAPDw+D7SEhIQCA+vp6s58bO3Ysqqur8fHHH8vbzp49Cx8fH3z//fc4ceIEjhw5gq1bt2LgwIF2tycgIADx8fH49ddfUVNTg5qaGtTW1mLEiBH44YcfUF9fj7y8POzZswddunTBkCFD8OOPP0KSJNTU1GD79u04evQoVCoVJEly9HbYxMPDAwMHDsQ///zj0nny8/MBAB07dsSQIUOwbNkyVFdX48yZM8waAeDnn39GUlISgoKCkJSUJH/GGY4fP47k5GTs3LkThw8fRufOnaFSqTBu3Dj06NED586dQ21trUvfyRZnzpzB9u3bMWzYMABwqF/4+fmhR48e+Pfff83ur6urw6pVq3D11VfDy8sLkiShTZs2yMzMREZGBgICAhAcHGz39X788UcsXboUYWFhePjhh7Fo0SKLx6akpAAAdu7cafWc+/btg1arlb+3JEkICgoyOa5t27YAgMzMTLvba4sXXngBkydPxt13342zZ8/ip59+wtChQ7FgwQIAwPDhw+0+V2JiotxXBgwYgEmTJuHee+/FNddcg2effRbdunXDypUrAQCffvqpyedzc3Ph5eWF0aNHIzMzE+np6Zg6darBMR07doRWq8W5c+estmXbtm0AgF27duHqq69G3759AQC//PILrrvuOhQWFpptgzn69+8PAHj44YcxcOBAVFVVWT1+/fr1AIB27dphxYoVePjhhxEaGmrzOp06dQIA/Pbbb6ioqMCLL76Idu3a2dVGgD2ruro67Nq1S96WkZGByZMn49lnn0WPHj3QoUMHfP3111CpLE9t8fHxyMrKwuHDh+Hv748BAwbAz89P3t+zZ0/4+PjY1aYOHTogLS0Na9asAQAsXrwYH3zwAbZt24Zjx44Z3BdfX19ce+218PT0tPs7GxMTE4Nx48bhs88+M7t/1KhRKCgowJkzZ5y+hjVWrlwJSZIwbdo0hz7XuXNnAMDJkyedvnZ2djbi4uKsHjNz5kwkJCTgsccew/fff4+6ujqrx6enp6NPnz4AgJKSEofbdO7cObRt29auOdfb2xtdu3bF4cOHHb6OMfwc1savNm3a4IsvvsDTTz+NI0eO4OLFiy5ftzmzd+9ejBs3Dv/5z3+Qmpoq36NffvkFAJP5jh07huTkZLdcz8fHBx4eHigqKgIApKam4tdff8XgwYMdksHi4uKQnZ0tfwcA8ngOAFFRUfKz27hxI1QqFSZNmoRevXrhvffew/Dhw6FWqzF37lykpqbinXfewdChQ+Hv7293GyZOnIiQkBD5XinZs2cPvvvuO9x0003w9va2+5yJiYlIS0uz+3h7WLlyJYqKivDOO+/Az88PCxcuBADMmzcP3bp1Mzg2KCgImzdvxjXXXINJkyYBAG655RYEBARYPD//fklJSS63NSIiAkVFRU7Ll/X19dixYwdGjBjhclvM0ayVv+LiYhQXF8tCIQAEBwfLndrf3x8lJSWy0uAI/IEYK39BQUHw9vZG+/btzX5OkiSsXLkSf/31Fzp06IDk5GT83//9HyZOnIioqChMnToV9957LxYuXCgrkgCg1WplhVPJbbfdhj179gAAvv76a7z77rsYO3YsbrvtNuTm5mL69Ono2bMnevXqhbFjx2Lx4sUIDw/H4MGDceONN2LatGm46aabsHjxYvj6+iIxMdHid169ejUWL17s8L3iDBkyBPv370d1dbXT5+CKXFhYGF544QWcO3cOffr0QWJiIj788EP8+++/uO666+Dv74/HHnsMGRkZ+Oqrr0zOs2/fPiQmJmLr1q0Wr1VaWors7Gx06dIFHTp0QPfu3Q32t2nTBkSE8+fPO/197GHz5s0AgI8++ghr167F//73P4c+37dvX+zfv99sP9++fTsuXbqEGTNmyNsSEhJk5c9ewYTTsWNHPPzww/jjjz/Qt29ffPDBB2aFlYqKClmwSk1NtXrO3bt3A2AKkzUSEhIAuFf544rpRx99hPbt26OgoADjxo3DlClTsGrVKixbtszuc/ExQaVSGSgtTz31FAAWRbF9+3a88sorOHjwIJYsWQKtVisfd+nSJYSFhaFfv37ytiuvvNLgGly45cKAJbgQzft079695X3XXnstgoODoVar7fpegwYNkg0EtbW1uO2223D27FmLx584cQLTpk1Deno6oqOj7boGwBQXPz8//PTTTyZttoehQ4dCpVLJAkpdXR0uXryIfv364T//+Q8OHDiAkydPIjIy0up54uPjkZ2djVOnTiEpKcklY1mHDh2QkZGBvXv3Ij4+Hm3atHH6XPYgSRL++usvzJ8/3+x+LtgeO3asQa6/cuVKDB48GDExMQ59rl27dvDw8MC8efMwZ84clJeXO/T5+vp65OTk2FT+NBoNHnnkEZw4cQJz5szBO++8Y/HYsrIy5Obmyv3QGeXv0qVLiIiIsPv47t2748iRIw5fxxg+RtpjPBk5ciQAvcHociIvLw+ff/45CgsLMXnyZGzatAnPPfccbr75ZqhUKvj7++OBBx7Atm3b8Mcff6CystJtwrQkSQgJCUFhYSHy8/PRv39/FBYW4o477nDoPLGxscjJyYFWq8W+ffug0WjQo0cPeX9UVBQKCgpQW1uLHTt2oFevXgayJeeaa64BAFRVVWHChAkOtcHDwwOTJ0/GmjVrDAwmWq0W8+fPR3R0NF588UWHzpmYmIj09HSHPmOL3bt3IywsTDbYPPnkk8jJybFoDOMsWbIEjz/+OF544QWrx4WFhQEAunTp4nJb+bhw6dIlpz6fkZGB4uJih5wFDuFON6I7f5KSkujkyZMEgL7++msiMg1N5Aua25PXYsy5c+doz549bqmGVV5ebhCOyv9XLgR/4sQJ2rNnj10x5ampqRbDMHm46oEDB1xutxJ71lDk64a5sqYhL+CzZcsW0mq1NGDAANltP2jQIJo3bx4FBgbK96l///5mK/fxsNFRo0YREdG6devkYjkcnpBtKU6dx7G7Y/Fha9x0000UGRnpdF/jxXaUi49z7rvvPvL29jYI8ViwYAFFR0dTr1697Ar5tQQPLVSGtXB4Qjd0oYbWmDVrll2VYnkYTefOne1aOsUeIiIiaNy4cfTjjz9Snz59qEuXLvTnn386dS6+fpy/v7/JvpdeeknOJTh69Kh8b3799Vf5mNmzZ1OnTp2ouLhYDpk05tixYwSAvv32W6ttmT9/PkVHRxts69+/P8XExBiERdpLfn4+lZWVyWGjycnJFsv2e3t7m13c2B569+5NAFsk15nwxzvuuIMkSaKUlBQ552bZsmUOnYMXfYiKiqLrr7/e5vHWQvk+++wzAkDBwcE0ceJEh9rREBQVFVl8Z13l4sWLJjlmjsCfPcCWZHj77bftXl7h/PnzBNi3VmB9fT2tWbOGwsLCrK4PefDgQQIg52m9//779n4Vma5du9LMmTPl/22Fjr788ssEwOVCZ8888wyp1Wq77l91dTV5eXk5/c42Z3jYLpcHNmzYQB07diQAdNVVV8ljdrt27ahPnz7UqVMnl8KujenUqRPNnj1bzkOzVFzFEps3b5b738WLF2nChAkmRc94JcusrCyKi4ujW265xeL5eLVZZ/JXeY0ALm/v3btXlvm++eYbh8/H+7ojeZS2GD58OI0cOdJt5zPm33//pSeeeMItdQf4/TRegsleeO7mxo0biaiVhX1yjZlr48b4+voCgM0wJXPU1NTA09PTLSGSPj4+CAoKQnR0NAIDA+Hj4wONRoPS0lL5WqWlpSAiXLhwwa62GXskOX5+foiLi7Pq4WsouOfDlZAi7vkLDQ2FJEl4//33Ze/lrl278MUXX2D69Omya37OnDnYv3+/iXeJWz63bduGX3/9FY888ghmzJiBxx57DAAzanz77bcA9CFHxsTHxwOAzRA7VyAibNq0CWPGjHG6r/Xs2RMAcOjQIZNzr1y5EpMmTTII8UhISMCFCxdw8uRJA6+5o0RFRaFNmzZmPX/KfmyrT+/evdsu6xV/n1NTUzFlyhQHW2tKWVkZ8vLycMUVV2DWrFnYvXs39u3bZ/HdsgUPBTEXRvvUU0/h/vvvBwB069ZN9nb+/fff8jGVlZXw8fFBYGAgcnNzsW7dOpPz2Ov5S09PNxkD/v77bxw9elS+j44QGhoKPz8//Pzzz1i2bBmOHj0qhyApKSgoQFVVlfzuOAoP/ezWrZtT4Y+vv/461Go1VqxYIXvsY2NjHToHb/vFixfl9jgL97wUFRWZRBY0BUFBQYiNjcXRo0fdfm7uORozZoxTn//kk0/w8MMP4/vvv0dZWRkeeOABu6Mg+LO25fkDmGf+6quvxpNPPomDBw9afJe4V8JVz58l+cQcvI+4+nwyMzMRFxcHjUZj81hPT0/06dNHHpNaOsuWLZP7Dfdwv/766wgODsaYMWPw66+/4vHHH8eyZctw66234tNPP8XZs2exf/9+3HXXXS6FXRvj5+eH8vJyHDt2DCqVCqNHj3b4HHz8Sk9PN0gP4URFRQFg0R7Z2dkm4Y1KVq9ejddff90gbNRepk2bhoEDB+Kpp57Crl270K9fP9x6660ICwvDrFmzHD4fb6c7oxDOnz/v9NxjD4MGDcIrr7xid9SMNcLDwwEw77QzZGRkANBHRLmbFqH88ZtojJeXFwCYDae0hTUFy1EkSUKnTp3kTilJEgICAuSQVK6cent7y0qgJYhIVkwtXSsmJsZq3HJDwQcpV3IHlGGfAAsF/PXXX+XYbYApfJzZs2fDx8cHY8eOlcNj+XnCw8Ph6emJ6dOn49SpU/Dw8MBPP/0EIsKyZcvw1ltvISkpCV27djXbFh6i1VDKX21tLd577z2cP38eY8eOdfo8XHk1jp8/ceIEsrKycNVVVxls59+3srLSoZwqcyQnJ5sVVHJycgAAPXr0sNgffv/9d3h4eCAjIwNDhgyx63pcoSkuLnZKGFPCjRTcaKHRaOzO5TLHoEGDMH/+fHz00Uc2jx0wYAD69OljMPFVVlbKOQUREREIDAw0+VxgYCD8/f2RlZVl9fzmlD8fHx+z4UCOMnPmTKjVavz6668m+xwRws3BQ9D4b0cJCgpC9+7dcfjwYVmod7QtyuN5PrmzKNMD3JVL5CrJyckuCVwPPPAA+vfvbzIubtu2DT4+Pk4JlgDLLV26dCmuv/56nD59Gm3atMGff/5p12ededZcELcU7siVv+TkZGg0GofHG61WK89D9sLD+Xi+tLNkZGQ4JBQOHDgQ27ZtwzXXXGMzD7I5c/LkSdx9992YN28ezp07Z1DzYezYsVCr1UhOTsarr74qy2NXXHGFfIxxjrWrcOUvPT0dCQkJTimWHTp0AAB89tlnqKiowMSJEw3289D6LVu2AIBV5W/06NF49NFHHW4DwEI/FyxYgHPnzuGll16Sr7106VKnvhc3dDgT5rx9+3Y5f15JXl6ezbD+5gIP+3RV+WuoVIIWrfypVCqoVCqHBzMikq3wDUVQUBBqa2tRXl4uK38hISHQarVWE0Dr6+uh1Wrdap1yF65aMgDmOQBMvbn9+/dHjx490K1bN4wbN07eHhsbi40bN6K2thZPP/20vD0/Px8DBw7E8ePH8dtvv8n5khcuXMDZs2fx6aefolu3bti5c6fF4g9c0OaKjLt58803cf/99yMkJMQgJ89RoqOjZSVKCRdqjAVpZU6ZJcXXXpKTk3H8+HGTAkjc29e7d2+Lnr+lS5eirq4OGo1Gzkewxfbt2/Hwww8DcM3DDEDOW7OUv+soKpUKn332GSZPnmzX8fHx8Qb5pPaOOcoCAObQarUNagENCwvDwIEDsWnTJgDA1q1bcfz4cQDOCeFKbrvtNnz55Zd47rnnnG5fhw4dkJ6e7rLnD4DLERTKczUHzx+gf2eV+ab2UlZWhnfeeQd79+7FzJkzZePS8uXL8ffff2PIkCFumZskSULfvn3tVlKdeda9evWCv7+/gfddSVpaGoKDgxEaGorAwEA5UsdeiouLodVqHVL+2rZtiz59+uCFF14wGc/thYhw7Ngxh7zWd955JwIDA7Fq1Sq5OFFLhEfzAMAbb7xhIPuNHz/e7Gfatm2LMWPGYODAgS4be4zx9/dHeXk58vPzHcr9VMKf46efforIyEgD+QfQK398PLam/LkKN+ysWbMGo0aNQk5ODubOnevUudq3bw9fX1+HCxxptVqMGDECM2bMMJA7qqqqUFpa6vR9bmxcVf4yMzMRExMjO7ncTbNW/riXSDm4GnvN1Gq1xcqcligtLUV9fX2Des+Cg4MhSRIKCgrkAYpXlLNWMIV7MRtT+bPmiVTCK6w6m8AKsGfq5+dn0qHVarUclmccyjJkyBDcdNNN2Lp1KyorK+XzhIWFoV27dpg8eTKioqIwaNAgAMD333+Pffv2YcGCBTarEMbExDRYwZfffvsNsbGxOHnypEMCgjEqlQpt2rQxq/xFRUWZCAFKZcdZKz2ne/fuqK6uNvE65uTkQKPRIDk5GeXl5SgrKzPYz6syzp8/H2lpaXaHn8bExGD27NkAXFf+uEfS0eIU7iImJsbAsGCv8scLkliisLAQdXV1cjhQQzBq1CikpKTg3LlzGD16tFysh7fLUYWL4+3tjVtuucWu6qCWSExMxJkzZ5CVlQWNRuOwJVipuHKru7Moo0d69erl0rncRbdu3VBRUYFHH33U4cIqXFC7+eabsXv3brRp0wbr1q3DDTfcgP379zvtsTUHf472zD/Z2dlQqVQO9XmNRoOhQ4da9PxlZmbK41JgYCCKi4vtPjdg2zhtDkmS8MMPP6C0tBTvvfee3I6DBw86dN28vDw5HcAeunXrhvz8fMTHx9sVudBcWbFiBcaOHYuEhAS5mM/dd9+N9u3bWzUwbty40aBKsLvgnj8ujzh7Dv5e/d///Z9J2D6fv7Zv3w5vb2+Xo3msoVQsR40a5dK5VCoVkpOTHfb8nT59Wv5bWTCGK1EtRfnjc5wrnj9X0nZs0ayVv0uXLsHT01POZ/L29kZ+fr7BZOGM8ldYWAiVSuVQCXxH0Wg0CA4OlgU1jUYjKzzWPH+NrfwREfLz8+0q4StJEsLDw13y/OXn51sU/Ly9vS1aOa644gpUV1djzpw5yMnJMTvY9ujRAz4+PnJFU3tCPHilLUvU1NRgw4YNTlWUPXr0KKZOneqS4sdp27atWeVvxIgRJrmEkiRh3bp1WLZsmdNCOoeHsvHQz7S0NHz66ac4dOgQoqKi5InJ+B4eOXIE5eXlGDdunMMx61x55Z67EydOIDc31+G2837qjvvvDFFRUbh06ZLsgamqqnKL54/fi4ZU/kaPHo26ujp88MEHAIDy8nK5ei7QdAo1wJSG6upqpKSkICYmxuqyDuZQPgNHqpVa4sSJE9i6dWuzidaYMGEC1Go13nzzTVx33XUORcbwXOrHHnsM999/P6Kjo/Hqq6/K+y15V5yhTZs2qKioQGFhoc1jz549i9jYWLty3JQMHToUR48eNRvSefHiRfn5BwUFORz2yd9DR8eXTp06YcKECVixYgX++OMPtG3bFr1797bbU8tDwh0dVzUaDRYsWID169ebzTdu7lRXV+PEiRMYNmyY3A9VKhXefvttm5WHG2L5K4ApbmVlZS4pfwBb3urvv//GLbfcYrLP29tbllW7dOnilnw0SygVT3cYenr16oXdu3c7tCSbUklXzvstTfnTaDQIDQ11yFlCuorhBQUFDod2O9y+BjuzG+DJ1PzF5eszKZWPvLw8ea07e8nJyYFKpbJZot5VSkpKUFhYiIKCAmi1WqSlpcnCoCWvY2lpqbxOk6MTnbN4e3vbHUIWHh7ukuevoKDAqUGSD0SrVq2CJEkoKyszOY9Go0G/fv2wfft2JCUl2RXiERMTYzX/4oUXXsDLL7+M5cuXyx4peygpKUFBQYHbrHRt27bFhg0b5P/5Ug4PPfSQ2eONlxBwFp5vmJqaitLSUgwaNEj2yI8cOVKecI2LZ/AwQWe8IaGhofD398eZM2dw9OhRdO/eHX369MG+ffscOk9eXh78/PwaNLzbGkFBQSAilJaWIigoyKGwT17625xiwz2aDan8DR06FGq1Wlb+AOYVOnfuHKKjoxssFMUeuLfu77//lkt+O8odd9yBqKgohxVHc3Tu3NliUammoG3btjh06BC+/fZbvPzyy5g4cSI2btxo12d5CHdMTAzefvttvP322wCYJz8nJ8fu3F174P03NzcXQUFBVteoPXTokFNhtYMGDQIRYc+ePSZ51xcvXpTD4p3x/HFDiDPh1zNnzsRvv/1mME6npaXZFcrpSuj1woUL8fXXX2PhwoVIS0trMKWoITh58iS0Wi26deuGPn364LPPPkOPHj2a1OjCPX/V1dUuKX/h4eFWl6CIiYlBUVFRg4Z8cr788kusXbvWZc8fAMyYMQOffvopxo0bhx07dtjV35SFiZT1BLjc31Jy/gCmqFpylly6dEl2hOzduxf9+vXD448/jqVLlyIpKQmnT592qtCOvbhFu5AkaRKAdwCoAXxKRK8a7Z8L4P8AcHP2f4nI5grExmvoeHh4mOTvPPDAAyguLra4CLY5hg0bhjlz5uD999+3+zPOsGnTJnlwHzFiBP7880/06NEDS5YsMchfU/Lkk0/i//7v/1BdXd2gFh5niYiIcDns05lB0t/fH1988QXmzZsnKwHmzjNgwABs377d7hwz7vkjIrMDE88X2blzp0PKHw8ldVdeVlxcHC5cuID6+nqo1Wo5lKmhFgDlBAYGIiYmBqmpqdixYwfy8/NxxRVX4K+//kJMTIys/Bnn/Z06dQqAczlVkiShffv2OH36NJ599lkAwP79+3H27FmHlOm8vLwmtRLyheyLi4sdVv7q6uqQm5tr1prdGMpfQEAABgwYYDCu7tu3D5mZmQ1qjbQHXnW1pqbG6dzDlhz6Zg/dunXDkiVLUFxcjPfff9+uBdIB9h57eHiYRGdYmq9cgfffQ4cOYdKkSfDy8kJKSopJIaS0tDQcOnTIKUGIVxnevXu3gfLHK2/zNgQGBjqU+52bm4vrr78egHNK2PTp0/Huu+8iOjoa8+bNw3XXXWd39Vk+/zojBIeHh+O+++7Dgw8+2KKKZwB6g2LXrl3Ro0cPvPPOO3bnXzcU/v7+8kLeroSy23MdoGHz/Ti33HKLWQ+kM1x55ZV47LHH8PrrryMtLc0ug/zu3buRlJSEkydPmlX+WornD4DFSLlt27Zh5MiReOGFF+Dh4SGvFQywyCe+jq8jod2O4rLZU5IkNYD3AVwJoBuAOZIkmeuhPxBRb92PTcUPYIOcrZAKPz8/h1zK5eXlKCwsbPDFeAG9kAKwgdrb2xu+vr5y0RNjzp8/j0OHDiEpKalZKn6A5c5sL9bCPm0xd+5c3HbbbXJokjnl795778VTTz2FJ5980q5zxsTEoKKiwmzIDxHJOTD8ZbQXS4VtnCU2Nhb19fXyvV+/fj3CwsIadHDgdOnSBSdOnJCL53z33Xd45ZVX8NZbbxl4/pTwan7Oet3atm2LdevWYeXKlbIF0pG8GMC+8aMhUSp/gGMFXwBYrPjZGMofoK+S17t3byQmJuLtt9/GoUOHmlz5a9Omjex5bIxxvKUiSZJssDJeJsYShYWFcr56Q8MVj7feegsZGRk4efKk2Qp/ixcvhp+fH+bNm+fwNUJDQ5GUlITffvvNIHS/uLgYNTU18jsUFBTkkOePt7N79+5OpY8EBQVh3759WLdunezJtteoyvOrna1ZwA3ozhScufXWWzFt2jSXKn47y7FjxyBJEpKSkqBSqbBo0SK3F3BxFD8/PzmNx11zvTm4PNhgC343INxoY0/hl6qqKhw4cECuYK4M++R/tyTlr02bNnL6Snl5uTwG8UiMZcuWGRgib731Vpw+fRrz589HYmKi2yK4zOGOnL+BAE4TUToR1QD4HsA0N5zXLuHNx8fHIeWPW/dczYWyh9jYWDmGmk90ISEhZnMc3nzzTcTFxWHdunVycYXmiDLs05k8OGfDPjnKBFhz5+nQoQNeeukluydkSzlrACs4wgUCR3POuPLnLmsg76/Z2dnQarX4448/MHHixEYxEnTu3BmpqanYtWsXkpOTERERgSeeeAIxMTEICwuDSqUy6/lzZWLmZdqfeeYZ/PTTTwBMl7qwRXPy/AGGSz1Yw9ZafxcvXoRarW5QSzOgz5m99tpr8cEHHyAtLQ0XLlxocuVPGarZXJZXaK7wZ2Vr6RBOSUmJ3G8bGq54/fvvv4iNjUVgYKDJWnSlpaX45ZdfMHfuXKe9vPfffz+2b9+OVatWyduMDSiBgYEO5fydOHECHh4e2Ldvn8uKsqNVAbnyp1zb1RH4HMqNqPZSVVWFr776CqtXrzbIA20sjh49ivbt2zdZGL85eBE/oGGVv++++w4PPfSQW0IxGxtuoLO1di3AlrOoqanB+PHjERoaauL58/DwaLTxyR1069YNZ8+exfnz59GxY0fcdNNNACBH1OTk5CAjIwNffPEFNm3ahM8//1yuKp6Wltag39UdYZ9xAJQLAmUBGGTmuGslSRoJ4CSAB4nIZHE1SZLuAHAHwAbE6upqdO7cWV7fxBzFxcUoLi62eoySEydOsEZmZdn9GVcICwtDRUUFKisrsWXLFmg0GqSnpxtcu7S0FE888QQ6deqEuLg4TJgwoVHa5gzl5eUoKCjA1KlTsXnzZrz88svy2kW24OsilZWVOf39eLVPgCln/DzOnpMrdb///ruJAsNDPtu1a4fMzEyHzr9jxw4ATAlyxDhhCa6crl+/Hnv27EFeXh7atWvXKP1ErVajsLAQf/75J8aPH29yzeDgYOzfv99g+/HjxzF8+HCn29e3b1988cUXaNu2LY4ePQp/f39s3brVoeqlWVlZCAsLM2mDK/3PEXjVsm3btqG2thZVVVW4ePGizWtz48rmzZvNDv4HDx5EcHCwxRL27mT16tXw9/eHJEnw9vZGVVUV6urqmnx8mj59Or7//nsEBAQ0eFsaq780BHV1dZAkCdu3b7crpDA9PR0qlapRvm99fT1UKhW0Wi0iIyMRGBiIlJQUbNmyBdu2bYOXlxfq6+tRVVWFDh06ON2mzp07Izg4GB999JFsFORRBBcuXMCWLVtQXFyMoqIiu69x5MgRhIeH459//jHY7kxf4dW/d+/ebdczOnLkCFQqFXbu3OmU4smXtNi4caNDCotSWVy9ejWmTXOLjd8u8vLy8Mcff2DIkCHN6l1UKjTOyJSO9JcpU6bIckVLQqvVQq1WY+fOnTbzdt999114e3tDrVbD398fR44cke/PoUOHEBQUhK1btzZCq90DL+I0bdo0XLhwAd999x1uvPFG/PPPP3JEFcCcEJIkNcqcLkNELv0AmAmW58f/vxksp095TBgAL93fdwLYZOu8SUlJJEkSPfvss2SN++67j4KDg60eo2TDhg0EgLZu3Wr3Z1yhV69eBIC++uorIiIaNGgQTZgwweCYlStXEgDatm1bo7TJFd577z0CIP8kJibS3r177frsxYsXCQC99957Tl9/+/bt8rUzMzPl7Zs3b3bqfKdOnSIA9Nlnn5nsu++++0ij0dCiRYvIw8ODtFqt3ed9++23CQBdunTJqXYZk5WVRQBo2bJltHTpUgJA58+fd8u5bfH777/L9/ztt9822d+vXz8aP368/H9BQQEBoNdee81tbejfv7/BNezBx8eHHnroIZPtzvYVRzl+/DgBoG+//ZYqKysJAL388ss2P1dXV0dqtZqeeuops/unTJlCvXr1cnNrbbNkyRKSJIlOnTrV6Nc2RqvVUmFhYaNcq7H6S0MRFBREixYtsuvYYcOG0dixYxu4RXoiIyMJAN122200Y8YMSk5OpvLycnm8efHFFwkAlZSUuHSdK664gvr37y///+OPPxIAOnToEBERvfTSSwSAqqqq7Drf1KlTqWfPnibbne0rfn5+9OCDD9p17KJFiygoKMip6xCxd8ff35/uuecehz63detWAkCDBg0itVpNNTU1TrfBEerr62nw4MHk7+9Phw8fbpRr2suXX34p99U9e/Y4/PmWPrbYS3R0NN1+++1Wjzl37hyp1Wq69957iYho3LhxNHjwYHn/1KlTm2TecwUuAwCgsLAwAkCffPIJAaDPP/+cli5dSuvWrbPrXAD2kIv6mvLHHWGf2QCUiRfx0Bd2AQAQUT4R8cXtPgXQDzaor68HEdkM+/T19TXwBtmCh2A15DIPSnhSOK96aC68hBfHsNeD1pTwAh6jRo3C999/j/T0dPTr18/qmmzV1dVYu3atnGPgSsitsoCIO3Ke2rdvDy8vL5PFhv/880+89957mDhxItq2bYva2lqHckJ42Ke7+llUVBQkScL58+fx999/o2PHjo1Wbr9Lly7y3+ZCkpOTk+WlIPLz8+VwT3eue5aQkGBX2AiHe9ubQ9hnSUmJPEbZE7KkVqsRHR1t8fvm5uY2SaGGp59+GmVlZU2eZwOwfLbGGsNbOo6ENJaWljbo+rfG8LSITp06IT4+HufOnZPnQ4BFZCQmJrrcpg4dOhjMUcZhn8Yh2rZw931ypJBaWVmZ0yGfAHt3hg8fjj/++MOhz3GPYZ8+fVBfX+9w2Kiz/PLLL/j333/x/vvvO1XxtSFRhn02dBh+SyYoKAhFRUVWj/nzzz9RX1+Pe+65B4Dpkke5ubktKt8PYFEHAwYMQEhICH777TcALM8PAAYPHoyHH364QfP6rOEO5S8FQCdJktpLkuQJYDaA1coDJElSSqlTARy3dVK+dp89OX/V1dV2r5HDO2BjxQ0//vjjKCoqkgtzBAQEmEzE6enpCA0NbRGxzJMmTcLrr7+OL7/8Etddd50cw2zNFf/qq69iypQpuP322wE4Vx2No6x+6I4Sz2q1Gl26dJGVP61Wi7q6OnzzzTcAgC+++EIWtB3J++OFE9yVk6fRaBAVFYWsrCy5UlRj0bZtW9x5552YP3++2VLvPXr0wPnz51FQUICvv/4aBQUFCAgIwNChQ93WhsjISIcKDTWHymBKgdIR5Q+wvtC7q2tKuYLxAsSC5o8jyl9FRUWjPmPero4dOyI+Ph4lJSUGS7rs2LHDLUWt2rZti/z8fHnR+4sXL0KlUsnvEa8w2lRKsiOF1MrKyly+ds+ePZGdne1Q3j7PNeQKWGMpf19//TXi4uJkWaM5oVT4mmpMbgkEBwfbNKycOnUKHh4esrE5Pj4eOTk5si7Q0qrTApBDOdPS0jBw4ECEh4dj7969CAoKavLlgVxW/oioDsBCAOvBlLofieioJEn/kSSJr7K9SJKko5IkHQSwCMBcW+flOU62VrjnwpS93j/eARtL0VKpVAbXMjcRp6enO1USvylQqVR49NFH0bZtW0iShE8//RSSJOHs2bMWJ5JNmzYB0OdZuFKkgb9MyjXvXCU5ORnr16/H3LlzERsbi65du+KHH37A3LlzERERIVuHHalwVlBQgJCQELe1EWAe07Vr16KwsLBRE78lScKyZcvw2Wefmc0x4cLZjh078O2336JPnz6yAuguuGWcTwS2aA7Kn4+PDzQajVPKX0xMjEkOKqcplT9By8MR5c/eirTugisSSUlJ8rI4mzdvNjjGHREExkVOzp8/j+joaNk4x8dqvoapLVqy5w9gxrTq6mrZm2cP/FheLdTee+UKWq0WGzZswDXXXOOWNTndjXJ+aUyPeUvDHs9fVlYWYmNj5eesXPKIiOR3tqXh7e2NkJAQSJKE3r17A2DrjzZ1f3bL1YloHRElEVEHInpJt20xEa3W/f0kESUTUS8iGkNEJ2ydkydB2wqF5FZKR5W/pnpRAwMDTQbclqT8GePl5YXY2FisWLECXl5e2LVrl8kxZ8+elRWEkSNHujxxjRgxQi5D7w6mTZsGrVaLL7/8EgEBATh9+jRqamowc+ZMAI5XYwOY8ufuMJDk5GTZ+zhx4kS3ntsVRo8ejcjISMyZMwd79uzBvHnzoNG4ZQlRmcjISBCR3QIHv09NaSmUJEkuIc/HJ3uqfQKsz5nzNNfX16OoqEgofwK7CQgIsFvIb2zl7+eff8aqVavQvXt3uSrgpk2bDIQ8d3j+eNVTnnpw/vx5g/QD/re9a/01peevtLTULcof4JhBk3v++Fqrrqz3ay9ZWVmorKxstikxSuWvMZZHaanYs5TKhQsXDFJZeITYuXPn5H7QHFIOXIGv0+jOqChnaX6mFB2xsbFYvXq1yYKvxvCJyt6KisXFxQgMDGyydfS4FVbpJcvNzW20/K2GoH379jh69Chqa2vx5ZdfGuzTarXIycnBVVddhdTUVLPrODU1s2bNwvLly7Fnzx6cOnUKs2bNQu/evWUFk4ceO6L8FRYWul35mzBhAgCWd9fQa7w5gqenJ5YsWYKamhrMmzcPd911l9uvwYUVe58BP66pw0T4pFdVVQXAfs9fZGQkLl26ZBLOXlhYCCISyp/Absx5/vLz8/Haa6+ZGFMaW/kLDw+XlxThClp2drbBGrnu9PxZUv74/GtvXnFDeP64h8MW7vD88c/zMFh74AYE/pwaw/PH19dt6hA5S0RERKB///644447mropzZqAgADZeGAJ43Dmfv1YaZBBgwbJfc6Rat/NkaeffhpPPPEE7rvvvqZuiluWemgQ/P39MWXKFJvHORP22ZS5dYGBgSAilJeXw9/fHzU1NSgpKWnSxahdpV27dti+fTsAU2tgfn4+amtrERsbazChNyeUiyEDwPfffw9JkmRLnr2ev/feew+5ubl48cUXUVBQYDNk2VHmzJkDSZLc6vV0F7fffjtuu+22BrN+KvMuedhwSUkJJk+ejJkzZ+KBBx4wOL65LAhr7PlzRPnTarUoKCgwGBu4wCWUP4G9mFP+PvnkEzz55JNQq9V45JFHALDK342t/CnhIV9arRadO3fG7NmzcejQIXkRdFfPrdFoZOUvOzsbw4YNk/dHRUXB19fXoNiMJYjILXl3Snr27InKykrs37/fpoDrjmvzCAQeYWUPZWVl8PLygr+/P/z9/RtF+UtNTQWAZis7qFQqpKSkNHUzmj3+/v52KX9KJ0h8fDw++OADOUcuISGhRS5yryQyMhKvvPJKUzcDQDNW/uyFh33a6/krKipqUuWPD9olJSUGA2hLV/44xpbT8+fPA3CtwmdjYxyL7eXlhYCAAJvK36JFiwAA8+bNa5CcP7VajRtvvNGt53QnDRn2Yq7ozh9//IF//vkH//zzD2pqavDYY4/J+3Jzc+Ht7e2yhdxVgoKCcPr0abnSlyPKH8C+h1D+BK5gTvnji74ri3ZwRaCplD+NRgMfHx+Ul5cjKSkJd999t9vOrVarER8fj8zMTFRVVSE/P99gTlKpVOjRo4fJIvPmKC8vBxG5Vfm78sorIUkSfvvtN5vKX2lpqUGVSWfw8vICADkiwR7Ky8vl64aFhbkt7LO6uhofffQRZs2aZRIBdfLkSfj7+7foyCgBq4rK3xtLcgJ3iChx5xggMKTZhn3aS0v0/AH6EAo+gLZk5U85iVpS/lr64G0rIV8Zz/7nn3+isLBQCOhuxJz39fhxVjS4Xbt2ePzxx/Hdd9/h6quvRlpamlwZrKnzMEJCQnDixAm89tprAJxT/pQI5U/gKDzPXBlCnJaWBkAfBgnAYe90Q8CNuA1R0r9t27bIyMiQF2Y3ziWcOnUqdu7cadOTw+dudyp/kZGRGDhwIBYvXoyzZ89aPI6I3JJP7qznjwvnYWFhVj1/ly5dkr12tvjmm29w//33Y9asWSb7Tp48iaSkpCYfxwWu4e/vj7q6OtTU1Fg8pqyszGWjhsB+Wrzy50zBl+ag/HFLLBdmW7LyN336dDz00EO46667cP78eaxbtw6zZ89GeXl5i/T8mSMiIgJbt27F3XffbTZxmX9PAHj33XdRX1/fIitTNVdCQ0MhSZKBMpSZmYnY2Fj8+++/AIAbb7wRv/32G15//XVcuHChyfP9AH1lPI5Q/gSNDVdSlGFXXPlT9q/moPytWLECo0aNwpgxY9x+bq78rV27Fl5eXhg3bpzB/oULFyIyMhIPPPCA1dy7hlD+AP2awLfddpvFY0pKSlBTU+NyOLsznj+l8hceHm7VGBodHW2wPqw1uBFv586dKCwsNNiXmprabEM+BfbD+4210E9znj9Bw9HilT9nCr405eLAxsrf5eD5i46OxhtvvIFu3bqhtrYWN954I3744Qe89957slLU0hWhqKgoZGdnY9myZVi+fLnJfl6Wf/LkyfJk1tK/c3NCrVYjLCzMwPOXkZGBhIQEREVFGVTLXbt2LU6cONEshIYJEyYYFJcSyp+gseFKClda6urq5AXPldUem4PyN2PGDGzZskVWTtxJ27ZtkZ2djTVr1mDs2LEmXobAwEC89NJL2LFjB3744QeL52ko5e++++7DsGHDsH37dovKp7uWsHHG82cc9mnN88eX5LFnaR4uI2i1WmzcuBHbt2/H+vXrsWnTJmRkZDSLcVzgGrzfWFL+tFotKioqhOevEblslL+W6vnjyt/lIMzxdZr4ei6vvfYaUlJSEB4e3iCTeWOiDBE6evSoyX5eInzx4sXyNmUupMB1jBd6z8zMlKuA3X333fDw8MB9992H8+fPIyMjQ15TpymZOHEi6urq5P/tXeohLCzMxNMJMOVPo9HYrIIsEHCMKztmZmairq4OQUFBzc7z15AkJCRAq9UiLS0NgwcPNnvMvHnz0Lt3bzzxxBMWFbCGUv40Gg2uvfZaVFdXm3jAOMeOHQNgGlHgKA3p+VMqfPZUZ87OzsbQoUPh5+eHH3/8ESNGjMCkSZMwbtw4aLXaFl/hUWC7uix33gjPX+PR4pU/Rwq+EFGzKvgCNJ+qhO6AK38AcNNNN6Gurg5r1qxxeaJqDtx111147rnn0K5dO4M8GQ73/CUlJWHhwoXw9vZuFsrH5YRy7TsiMlD+HnnkEeTn5+PNN9/Evffei7Fjx+LWW29tyuaahY9XtlCr1QgPD0dOTg6++uordOvWDdnZ2XIBGJEDI7AXbk3nghfPxRo+fDjKy8vl7Ze78qesvty1a1ezx6jVatx7773IyMiQlxkwpqGUP0A/h1pacmLFihUICgrCoEGDXLqOqzl/4eHhKC4uxssvv4wbbrjBIJ9UmRbB50VrnD9/HgkJCRgyZAh++uknAMyY17lzZ8TExGDUqFF2t1HQPLEV9sm3C89f49HilT9HPH+FhYWoq6tr0lwg44Ivubm5CAsLc/ui2E2BUvmbNm0aXn/9dQBwS6nupiYuLg7PP/88unTpYnYh4JycHHh5eSE4OBjvvvsuiouLL4tn2pyIiIiQLcl5eXmorq6WlT+ACWMajQb//e9/sXHjxmaR82eMIx67bt264fDhw3jqqadw/PhxfPnllzhz5ozwKAscwljwOnDgAADIS8Zwg0prUv74Ysvm4EtA7Nixw+z+hlT+eKqApcXX//nnH0yYMMHlSBpXq33yNJWnn34ay5cvx8iRI3H77bcDAAoKCuTP2FoO4ptvvsHp06cRGxuLESNGyNvfffddHDt2DKdPn27SNB2Be7Cl/HEDlPD8NR6XjfJnj+ePD6hNuUC2cdjnxYsXm6WQ6gzK79GpUycsWLAA77zzDt58880mbJV7CQkJMRuSc+HCBURHR8vrA3p6ejZB6y5vlMrfiRMnAMDtayk2FD///DO+/vprhz4zYsQI7Nq1S/YCrF+/HqmpqQb5jQKBLZQhV4cPH8Ybb7yBxMREOZeKz4uXu/KnNBR16tTJ4nGdO3eGv78/9u/fb3Z/Qyp/1taULS8vR3p6Onr06OHydWx5/vbu3WsyzxlX+1Tyzz//4NNPP8W5c+cMlD9rRWFqa2tx8803A2Dj+NixYwGwUHmNRgOVSmV3pISgeWMcfWCM8Pw1Pi3eNeFItU/usWlK5c/Lywuenp4GYZ9N2R53oixs0bFjR3h6espr310uWFL+cnJyWvxyFs2dyMhI5Ofn48KFC3IokDULfnNixowZDn/m9ttvx5IlSwAA48ePx4YNGwDAYHFqgcAWXKAqLCzEzJkzUV5ejnHjxsnGutai/Hl7e+OJJ54AAKvGOZVKhfbt28tFcYxpbOXvl19+wdatWzF79mwA7lkGw5rn79ChQ+jfvz/atm2LvXv34tChQ2jTpo1J2Kc5Dh48aBDxYk35e+ONN+S/ExISMHz4cKxZswZ9+vRx6jsJmi/C89f8aPHKn4eHB9RqtU3l7/PPP8eCBQsAAMnJyY3RNIsoF93Nzc29rHLDli5digsXLly2FpzQ0FAUFRVBq9UaLAZ/4cIFUZWsgeGCEc8LCQkJuSxCii2RkJCAzz//HBkZGZgwYQI2bNiAyMhI3HDDDU3dNEELgkeb3HXXXSgvL8fw4cPxxhtvyAVNWkvYJwC88sordh2XmJiI06dPm93Hlb+GEFRDQkKgVqtl5e/FF1+Ui4jx9hivT+gMHh4ekCTJrOdv/fr1AFg1Za7kJSQkGCwur1T+zpw5g9zcXAwaNAjZ2dkGSrE15e+5554DwPK1r7rqKgDA1Vdf7eI3EzRHRM5f86PFK38A8/7ZCvvkg/6sWbOavAR/QEDAZRn2CQAPP/xwUzehQQkODoZWq0VZWZlB/lZOTg5GjhzZhC27/OHvybfffovAwEDk5uZe9oVP5s2bJ//9999/o0OHDiIHRuAQXFDnc84ff/wBPz8/WfBvLZ4/R2jfvj02bNgAIjIZY7gSpDT+uQuVSiUvaVNcXIwXX3wRkydPxvr167Fu3TqEhYW5JexbkiR4eXlZ9PzFxcXh008/xa5du3DkyBGsWLECgF6IV4bNtmvXDvHx8VCpVMjKyjKIZLKU86fValFTU4Mnn3wSL7/8ssvfR9C8sRX2KTx/jc9lofz5+PhY9fyVl5fj9OnTWLJkCZ5++ulGbJl5uOevpKQExcXFiIuLa+omCexEuWAyV/6qq6tRUFAgwj4bmM6dOwMAdu3ahSlTprS6gjrKgggCgb0o86Y2b94sC2JeXl4Gyz0I5U9P+/btUVFRgUuXLplU4i4tLW2QkE9OREQEPvroI3Tq1Am1tbV47LHH4OnpiV9//RUDBgxwm8HL29vbrOfv0KFD6NmzJyZNmoRJkybh9OnTsvIXGhoKgPWpL7/8Ui4+pdFoEB0djezsbHh4eABgSqElzx831vPzCS5vbK3zJzx/jY9bTFeSJE2SJClVkqTTkiQ9YWa/lyRJP+j275IkqZ07rsvx8fGx6vlLT08HwPLQmgORkZHIzs7G2rVrAeiFWkHzh1umeOjP8ePH5eT5pvYoX+506dJF/psXBxAIBNZRKgujR4822BcVFSU8f2awtuRCaWlpg3oosrKyALBwSJVKhX79+mHevHmQJAm33HKL265jzvNXU1OD48ePo1evXvI2ZWh9mzZt5L9vueUWg2iX+Ph4ZGVloaCgAIGBgYiNjbVYtVQI+60LT09PeHp6ipy/ZoTLyp8kSWoA7wO4EkA3AHMkSTKuwrAAQCERdQTwFoDXXL2uEl9fX6ueP77WTGxsrDsv6zSJiYnYt28fbrzxRgBA//79m7hFAnvhFl+u/G3fvl3ep5wYBe7H09MTTz/9NKKjozFz5symbo5A0GL45ZdfsHPnTpPtkZGRJp4/bsxqzXBZgSt/Wq1WzpEsKytrUM/fZ599Jv/dpUsX+Pv7Y+rUqSgtLcWcOXPcdh1vb28T5W/jxo2ora01yCuUJEk2nFvLsY6Li5OVv9DQULRp0waZmZlmj+XCvlD+Wg/+/v6i2mczwh2ev4EAThNROhHVAPgewDSjY6YB+FL39woA4yQ3JuvY8vzxuHPj8sRNhdKq9sADDwiloQWhDPsEYFD5s7l4li9nlixZgqysLIM1JQUCgXWmT5+OwYMHm2w39vyp1Wo5bK81w1MxsrOzUV9fjxEjRmDKlCkAGj7s89prr8UXX3wBAAaVL90tGHt5eRmEfe7evRuTJ0+Gl5cXxo8fb3Ds119/jY8++shqUbP4+HhkZ2fLyl9CQgLOnTtnsAA8R3h6Wh9+fn42PX9iaY/Gwx1JM3EAzin+zwIwyNIxRFQnSVIxgDAAFktBXSjX4vqPDC2VV/eMwc1D2qGyph5zv9gtby8duADlkgpfbz+F2OpM9B40HPd8u0/ef/68B6LmvIJ9lyR0A3C+qBIP/nDA5Jq3j0jEFd2ikJZXhqd+OWyy/76xnTC8UziOni/Gf9YcM9n/2KTO6Nc2FHszCvD6H6km+xdP6Ybk2CB0Gn41Bj8VipiYGJz38JC/58szeqBDhD/+OnYRn2xLN/n8W9f3RmywD9YcPI9v/s0w2f/hTf0Q6ueJn/acw4q9WSb7/zdvIHw81fh651msPWS6UPkPdw4BAHz8dxo2Hs812OftocaX8wcCAN7deAr/nDZ8dCG+nlh2cz8AwGt/nMC+DMPlEGKCvPH2bDaRvbDmKI6dLzHYnxjhh1dmMGvjk78cQnqeoYWoW2wgnpvCqrQ+8P1+5BQbWizDUQMe0XTX13tRWFFjsH9Yx3AsGseS1G/9fDeqausN9o/rGok7RjKrpnG/A/R9z8PbD1FzXsGSHWX4MHUn0i7FImrOK+gXWov27dujoLwGd3+z1+TzNw1uiym9Ypu8720/dQnvbTplsr819b0dxyrxYar+Gbva9/q2DcHjk1hIakP2PeNxjzOzXzxm9W8j+l4D9b15uvoazXHcc7XvlcUPxsXNmwEAf9Z1Q9ScVwz6YGvte0SEqDmv4FT2JaSmpuJAgRoBbYdj2jubkd15Fjy9PHH9RztN+l5RkeHY4mzf02o7YdhT32HJ7Wx/Q/Q9bb/ZqKo4CID1vU0paYia8wr69OmNe38+hW6xF+W+9/1ZL+RQD2xU9A3jvncocDh8rorFEW9v+LbzRXawL6qrq5GXl4fHfssw6HslJSUIHDhdVmhb67gHoNmOe+6W9zQTHsEePz9c/9FOk3Hvr4qOiLnxNdzwKXvOYs613vfcQbOqmCBJ0h0A7gAA36h2KCoqMth/8lQZtlSfRXU9oahI3xlIS6ipr8G7776LPT/9F8+++CqKPPRhCzxELzMzE1u2XER+pRZFRaaJzoePHIYm9zhyyszvP3jwIOqy1cgoqUdRUY3J/n379qP0jBqnCs3v37NnD/IC1Ui9VI/AwEATF/juXbtxzl+Fw7l1KCqqNfn8zp07EeajwrEc8/v/+ecfBHhKOJFVi6KiOpP9f2/7G15qCSczze/fsmULACDtjOl+T7Uk7z9zpgZFRYYvU12Ffn9mhul+VZV+f1ZWNYpKDK2B52tLsGULWxz2/PlqFJUb7s/SlmDLFlb++uLFKhRVkcH+QL96+fx5l6pQVmO4/8yZUmzZwkJ4CgqqUFNvuD8trQxbtMyGUVRkGkLM+97psyyMpbS0FGq1GhUVFfDw8MDgwf2wbds2lNYY9k3OsWPlCCg82eR97+gl8/tbU9+rr683GFtc7XuZKMWWLSy0vCH7nvG4xzlxogxbytJE32ugvlcWWYctW7Y0y3HP1b5XV1uLgoIC/PXXX6isrIQkSQbvRmvuexqNBgcPpWC5Vv9OXrhwAbW1NdBoNCgqKjLpe8Zjiyt9LyQkBGfPnsXZs2cbpO9ptVrk5ORgy5YtOH++GsXFxfD09IRWSygqKnK47/Gw2KqqKvj7+6O6mvWHX375BQXl7Q36HpfJTp48CS8vr1Y77gWgAqdyDzfLca8h5L2q6ioUFRWZjHsVFRVQqVTyuyPmXOt9zy0QkUs/AIYAWK/4/0kATxodsx7AEN3fGjCPn2TtvElJSWQvU6dOpZ49e1JUVBQBoDlz5hjsX7RoEQUGBtp9PkHLY/PmzY1ynaysLAJAH330ERERzZw5k7p27doo1xa4h8bqK4LLg8u5v3z44YcEgLKzs+mWW26hhISEpm5Ss6Fv37505ZVX0uOPP04ACAA988wzFBUVRbfffrvZz7SkvjJixAgaPXq0/P/YsWNp6NChTp/v0qVL5OvrSwBo5cqVdPLkSfm+lZWVGRy7cuVKAkD79+93+nqXAy2pv7jK6NGjacSIEWb3XX/99eSIzN8aAbCHXNTXlD/uyPlLAdBJkqT2kiR5ApgNYLXRMasB3Kr7eyaATbov4xZ8fX2Rm5sr5y6sW7cOtbV6S0l+fn6zyfcTtGyMC76UlJQYrPcnEAgELQW+dmZubi4qKipEzo2CuLg4ZGdn4+DBg+jVqxeSkpJw9OjRBs/5ayyMl3q4ePGiwRp9jhIWFobTp09j+/btmDZtGjp27Cj3rz/++MPgWFHwpfXh7+9vMeevuLgYQUFBjdyi1o3Lyh8R1QFYCObdOw7gRyI6KknSfyRJmqo77DMAYZIknQbwEACT5SBcwcfHR67oedNNN6G4uBjbtm2T9wvlT+AujNerEcqfQCBoqXBh/+LFiygtLRVjmYL4+HhkZmbKyl9ycjIOHjyIioqKy+I+GS/1UFhY6PK6ezExMRg2bBgkSYIkScjMzIRarcb+/fsNjhPVHVsf1qp9FhUVITg4uHEb1Mpxyzp/RLSOiJKIqAMRvaTbtpiIVuv+riKiWUTUkYgGEpFpdqsLKK1wd911F7y9vbFq1Sp5m1D+BO5CrVbD19dX9vwJgUkgELRUeFXLjIyMy8aj5S66d++OoqIi5OTkoGfPnkhOTpbXDA4PD2/i1rmOseevvLy8QSqKdurUCceOGRatEJ6/1ofw/DUv3KL8NTXKpRJ69uyJK664Ar/99pu8TSh/AncSEBAgwj4FAkGLJyEhAb6+vli8eDF27NghlD8Fo3n5aACDBg1CcnKy/P/loPwZe/4aQvkDgG7dugnlTwA/Pz9ZbjJGeP4an8tC+Wvbtq38d0BAAMaMGYO0tDR5gdaCggKh/AncRkBAgAj7FAgELR6VSgU/Pz85X16MZXq6deuG22+/HVOnTsWQIUMuO+VP6fmrqalBXV1dgyl/p0+fNvAylpWVwcvLCxpNsyo4L2hAoqOjUVpaalYBFJ6/xueyUP64he7WW1lNmVGjRgEA/v77b7n0squx7AIBx9/fH6WlpSAiofwJBIIWzbXXXiv/rVJdFiKB2/j444+xatUqqNVqdO3aVd7eqVOnJmyVe1B6/hpyke1u3bqhvr4ep07p17prKC+joPmSlJQEADh69KjB9traWlRUVAjPXyNzWYz0ERERyMrKwmeffQaAhX56enpi//79KCxki08K5U/gLrjnr7y8HEQklD+BQNBief311/HKK68AYEVOBObRaDR45513MHnyZCQkJDR1c1xG6fmrqKgA0DBhmN26dQMAg9DP8vJy+Pv7u/1agubL8OHD4eXlheuvvx4FBQXy9uLiYgAQnr9G5rJQ/gCWuK5WqwEAHh4e6N69Ow4cOCB3MhH2KXAXPOePD1oiT0YgELRUAgIC8Mgjj+CDDz7AU0891dTNadYsWrTIoJ5AS8ac568hlL/OnTtDrVbj33//lbeVlZUJz18rIzIyEitWrEBmZiZWrFghb+cLuwvPX+Ny2Sh/xvTu3RsHDhxAfn4+AOH5E7gPf39/pKeny9ZfYS0XCAQtGY1Gg7vvvhs+Pj5N3RRBI+Hj44O6ujrU1tY2qPLn7e2N6dOn46233sI111yD8vJyEfbZSrnqqqsQHBxssPSH8Pw1DZe18peXl4cjR44AEMqfwH2EhYWhoKAAWq0WANC+ffsmbpFAIBAIBPbD0xVKS0sbvPrmZ599hoceegirVq3C8uXLRdhnK0WSJLRr1w5ZWVnyNuH5axoua+UPANauXQuALT4qELgDpbL3wgsvoEuXLk3YGoFAIBAIHIMrfyUlJQ2u/AUGBmLp0qUICwvDrl27hOevFRMZGYnc3Fz5f+H5axouW+WvZ8+eAIDVq1fDy8tLhOYJ3MagQYMAAK+++ioWL14sKuQJBAKBoEXRmMofwLw+3bp1w4kTJ1BcXCwKpbVSIiIikJeXJ/8vPH9Nw2W7yEpQUBASExORnp6OXr16CQFd4DZGjhyJU6dOiXBPgUAgELRIzCl/DbHUg5KEhARs374dlZWVwtPTShGev+bBZa0RjRkzBgAwZ86cJm6J4HKjY8eOcnVZgUAgEAhaEo3t+QOANm3aIDs7G4WFhcLz10qJiIhAeXm5vLxIUVERJEkS/aGRuWw9fwDw1ltv4dprr8XEiRObuikCgUAgEAgEzYKmUP7i4+NRV1cHQHh6WiuRkZEAgLy8PLRt2xbFxcUICAgQ0XmNzGV9twMCAnDllVeKTiUQCAQCgUCgQ1ntsyEXeVfSpk0b+W+h/LVOIiIiAEAO/SwqKhL5fk2A0IoEAoFAIBAIWhHGnj9PT09oNA0bDKYsvBcdHd2g1xI0T7jyx4u+FBcXC0NAEyCUP4FAIBAIBIJWhJ+fHyRJkpW/xlh6QSh/AmPlr6CgQKzD3QS4pPxJkhQqSdIGSZJO6X6HWDiuXpKkA7qf1a5cUyAQCAQCgUDgPCqVCoGBgSgsLGw05Y8L/gDE8lutFKH8NQ9c9fw9AWAjEXUCsFH3vzkqiai37meqi9cUCAQCgUAgELhAbGwssrOzUV5e3uDLPABsrb/w8HAAbNkHQesjMDAQHh4eQvlrYlxV/qYB+FL395cArnHxfAKBQCAQCASCBiY+Ph7nzp1rNM8fAJw4cQJnzpyBJEmNcj1B80KSJERERODSpUsAgMLCQqH8NQGuKn9RRJSj+/sCgCgLx3lLkrRHkqR/JUm6xsVrCgQCgUAgEAhcoEuXLjh69GijrrsXFhaGdu3aNcq1BM2TiIgI5OXlobKyEpWVlQgJMZsxJmhAbJZ2kiTpLwDmMnOfVv5DRCRJElk4TVsiypYkKRHAJkmSDhNRmplr3QHgDoB1ji1btthqnkAAACgrKxP9RWAXoq8IHEH0F4G9tLS+EhwcjIqKCuzYsQNDhw5tUW2/HGhp/cVdeHt749ixY/jtt98AsPy/1ngfmhKbyh8RXWFpnyRJFyVJiiGiHEmSYgDkWjhHtu53uiRJWwD0AWCi/BHRxwA+BoDOnTvT6NGj7fkOAgG2bNkC0V8E9iD6isARRH8R2EtL6yvt27fHiy++CABITExsUW2/HGhp/cVdjBgxAu+99x46deoEABgyZEirvA9Niathn6sB3Kr7+1YAq4wPkCQpRJIkL93f4QCGATjm4nUFAoFAIBAIBE6SkJCA2NhYAGi0sE+BIDk5GdXV1fj3338BsFBgQePiqvL3KoDxkiSdAnCF7n9IktRfkqRPdcd0BbBHkqSDADYDeJWIhPInEAgEAoFA0ERIkoTBgwcDEMqfoPHo2bMnAODnn38GICq/NgU2wz6tQUT5AMaZ2b4HwG26v3cA6OHKdQQCgUAgEAgE7iUqitXpCwgIaOKWCFoLvXv3RkxMDDZs2ABJktCmTZumblKrw1XPn0AgEAgEAoGgBbJo0SIkJCRgzpw5Td0UQStBpVLhhhtuAMC8gF5eXk3cotaHS54/gUAgEAgEAkHLpEuXLsjIyGjqZghaGYsXL0ZtbS2uv/76pm5Kq0QofwKBQCAQCAQCgaBRCAwMxDvvvNPUzWi1iLBPgUAgEAgEAoFAIGgFCOVPIBAIBAKBQCAQCFoBQvkTCAQCgUAgEAgEglaAUP4EAoFAIBAIBAKBoBUglD+BQCAQCAQCgUAgaAUI5U8gEAgEAoFAIBAIWgFC+RMIBAKBQCAQCASC/2/vvOOiOPo//hnuaAKCgiJFqoCCIlhQFGvsscX4xK5R002eqInp/lJMMSam59FEY2KMNbH33lEREBApAlKkCgIi/bib3x/Hbq7CHXdwB8z79eLFsbu3O9zNzs5nvq0dwMQfg8FgMBgMBoPBYLQDmPhjMBgMBoPBYDAYjHYAE38MBoPBYDAYDAaD0Q5g4o/BYDAYDAaDwWAw2gGEUmroNqiEEPIYQLKh28FoNTgAKDJ0IxitAtZXGNrA+gtDU1hfYWgD6y8MTfGjlNro62RCfZ2oGUimlA4wdCMYrQNCSCTrLwxNYH2FoQ2svzA0hfUVhjaw/sLQFEJIpD7Px9w+GQwGg8FgMBgMBqMdwMQfg8FgMBgMBoPBYLQDjFn8/WroBjBaFay/MDSF9RWGNrD+wtAU1lcY2sD6C0NT9NpXjDbhC4PBYDAYDAaDwWAw9IcxW/4YDAaDwWAwGAwGg6EnmPhjMBgMBoPBYDAYjHaAUYo/QsgEQkgyISSVEPKOodvDMDyEkAxCyG1CSAyX8pYQ0pkQcpoQklL/u1P9dkII+aG+/8QRQvoZtvWM5oYQsoUQ8oAQEi+zTev+QQhZVH98CiFkkSH+F0bzoqavfEQIyakfX2IIIZNk9r1b31eSCSHjZbaz51Q7gBDSnRBynhCSQAi5Qwh5vX47G18YcjTQV9j4wlCCEGJBCIkghMTW95eP67d7EkJu1H/3uwkhZvXbzev/Tq3f7yFzLpX9SC2UUqP6ASAAkAbAC4AZgFgA/oZuF/sxeL/IAOCgsG0dgHfqX78D4Mv615MAHAdAAAwGcMPQ7Wc/zd4/hgPoByC+qf0DQGcA9+p/d6p/3cnQ/xv7aZG+8hGAN1Uc61//DDIH4Fn/bBKw51T7+QHgBKBf/WsbAHfr+wUbX9iPpn2FjS/sR1V/IQCs61+bArhRP2bsATC7fvtGAC/Xv34FwMb617MB7G6oHzV0bWO0/IUASKWU3qOU1gLYBWCagdvEME6mAdha/3orgOky2/+kUq4DsCOEOBmgfYwWglJ6CUCxwmZt+8d4AKcppcWU0hIApwFMaPbGM1oUNX1FHdMA7KKU1lBK0wGkQvqMYs+pdgKlNI9SGl3/+jGARAAuYOMLQ4EG+oo62PjSjqkfI8rr/zSt/6EARgP4p3674tjCjTn/AHiCEEKgvh+pxRjFnwuA+zJ/Z6Phm4fRPqAAThFCogghL9Rvc6SU5tW/zgfgWP+a9SEGoH3/YP2mffNqvZveFs6FD6yvMGSod7MKhnSFno0vDLUo9BWAjS8MFRBCBISQGAAPIF0QSgNQSimtqz9E9rvn+0X9/kcA7NGE/mKM4o/BUEUYpbQfgIkAlhFChsvupFLbN6tbwlAJ6x+MRtgAwBtAEIA8AOsN2hqG0UEIsQawF8BySmmZ7D42vjBkUdFX2PjCUAmlVEwpDQLgCqm1rmdLXNcYxV8OgO4yf7vWb2O0YyilOfW/HwDYD+lNUsC5c9b/flB/OOtDDED7/sH6TTuFUlpQ/xCWANiEf11mWF9hgBBiCulkfjuldF/9Zja+MJRQ1VfY+MJoDEppKYDzAEIhdRUX1u+S/e75flG/3xbAQzShvxij+LsJwKc+240ZpEGNhwzcJoYBIYRYEUJsuNcAxgGIh7RfcBnTFgE4WP/6EICF9VnXBgN4JOOew2g/aNs/TgIYRwjpVO+WM65+G6ONoxAT/BSk4wsg7Suz67OseQLwARAB9pxqN9TH1PwGIJFS+o3MLja+MORQ11fY+MJQBSGkCyHErv61JYCxkMaJngcws/4wxbGFG3NmAjhX73Wgrh+pRdjQTkNAKa0jhLwK6aAoALCFUnrHwM1iGBZHAPul4yqEAHZQSk8QQm4C2EMIWQogE8Az9ccfgzTjWiqASgCLW77JjJaEELITwEgADoSQbAAfAlgLLfoHpbSYELIG0gcvAHxCKdU0MQijlaCmr4wkhARB6rqXAeBFAKCU3iGE7AGQAKAOwDJKqbj+POw51T4YCmABgNv1sTkA8B7Y+MJQRl1fmcPGF4YKnABsJYQIIDXG7aGUHiGEJADYRQj5FMAtSBcUUP97GyEkFdKkZbOBhvuROkh9mlAGg8FgMBgMBoPBYLRhjNHtk8FgMBgMBoPBYDAYeoaJPwaDwWAwGAwGg8FoBxhdzB+HnZ0d7dGjh6GbwWglVFRUwMrKytDNYLQCWF9haAPrLwxNYX2FoQ2svzA0JSoqqohS2kVf5zNa8efo6IjIyEhDN4PRSrhw4QJGjhxp6GYwWgGsrzC0gfUXhqawvsLQBtZfGJpCCMnU5/mY2yeDwWAwGAwGg8FgtAP0Lv4IId0JIecJIQmEkDuEkNfrt3cmhJwmhKTU/+6k72szGAwGQ78UFBSAZYVmMBgMBqNt0ByWvzoAb1BK/QEMBrCMEOIP4B0AZymlPgDO1v/NYDAYDCNl//796NatG3799VdDN4XBYDAYDIYe0HvMH6U0D0Be/evHhJBEAC4ApkFaWBcAtgK4AOBtbc4tEomQnZ2N6upqvbXXmLCwsICrqytMTU0N3RQGg8HAzp07AQC7du3Ciy++aODWMBgMBoPB0JVmTfhCCPEAEAzgBgDHemEIAPkAHLU9X3Z2NmxsbODh4QFCiP4aagRQSvHw4UNkZ2fD09PT0M1hMBgM3Lp1CwAQExNj2IYwGAwGg8HQC6S5YjkIIdYALgL4jFK6jxBSSim1k9lfQintpPCeFwC8AABdunTpv2fPHrlz2trawtvbu80JPw5KKdLS0vDo0SNDN6XVUV5eDmtra0M3g9EKYH1FM8RiMcaNGweBQACRSIQjR460y7TkrL8wNIX1FYY2sP7C0JRRo0ZFUUoH6Ot8zWL5I4SYAtgLYDuldF/95gJCiBOlNI8Q4gTggeL7KKW/AvgVAPz8/KhiCtzExER07NixOZpsNFhYWCA4ONjQzWh1sJTJDE1hfUUz8vLyIJFIMHz4cFy4cAFubm7o06ePoZvV4rD+wtAU1lcY2sD6C8NQNEe2TwLgNwCJlNJvZHYdArCo/vUiAAf1fW0Gg8Fg6If8/HwAwKBBgwAAmZl6LTPEYDAYDAbDADRHts+hABYAGE0Iian/mQRgLYCxhJAUAGPq/251ZGRkoHfv3nLbPvroI3z99ddq3xMZGYn//ve/AKQrPeHh4c3aRgaDwdAVJv4YDAaDwWh7NEe2zysA1AXlPaHv67UGBgwYgAEDpK66Fy5cgLW1NYYMGWLgVjEYuvP777/j0aNHWL58uaGbwtAzeXnS/Fx9+/aFQCBAbm6ugVvEYDAYDAZDV5rD8tduGTlyJN5++22EhITA19cXly9fBiAVfJMnT0ZGRgY2btyIb7/9FkFBQfx+BqM1kpGRgSVLlmDFihW4efOmoZvD0DOc5c/JyQkODg4oLCw0cIsYDAaDwWDoSrOWemhOli9frvf040FBQfjuu+90OkddXR0iIiJw7NgxfPzxxzhz5gy/z8PDAy+99BKsra3x5ptv6thaBsOwXLp0iX995MgRDBw40ICtYeibvLw82NrawtLSEl26dEFRUZGhm8RgMBgMBkNHWpXlj1KKuro6g7ZBXZkJbvuMGTMAAP3790dGRkZLNUtvUErx+uuvw8nJSW5yz2AoEhUVBSsrK/Tt2xdXrlwxdHMYeiY/Px9OTk4AwCx/DAaDwWC0EVqV5e/x48eIiYlBYGCgzha6pmJvb4+SkhK5bcXFxXxhdnNzcwCAQCBodqFaXl6OqKgoDB8+XG+1D0+fPo0ffvgBAPDmm28iIiJCL+dltD0iIyMRHByM4OBg/Pbbb6irq4NQ2KqGFEYD5Ofno1u3bgCALl264Pbt2wZuEYPBYDAYDF1pVZa/2tpaAFASXy2JtbU1nJyccO7cOQBS4XfixAmEhYVp9H4bGxs8fvxYL21ZvHgxRo4ciQMHDujlfACwYcMGODo64rPPPsPNmzeRmpqqt3Mz2g51dXWIiYlB//79ERISgsrKSiQmJhq6WQw9kpeXJyf+mOWPwWAwGIzWT6sSf6ampgCA0tJSg7bjzz//xJo1axAUFITRo0fjww8/hLe3t0bvnTJlCvbv369zwpe6ujocOXIEAPD33383+TyyVFVV4eTJk/jPf/6DZ555BgB4kctgyJKUlITKykoMGDCAj/VjSV/aFopun8XFxRCLxQZuFYOhHUlJSejVqxdee+01QzeFwWAwjIJW6aP1+PFjg7qY+fv74/z580rbL1y4wL92cHDgY/5GjhyJkSNHAgB8fX0RFxencxuSk5NRXV0NALh165bO5wOkQq+qqgpTpkyBt7c3HBwccP36dbzwwgt6OT+j7RAVFQVAGtvq4+ODjh074ubNm1iyZImBW8bQB+Xl5aioqJCz/FFKUVxcjC5duhi4dQyG5nzxxRdISkpCUlISXnzxRaU6vQwGg9HeaFWWP1kM6fppDKSlpQEAxo8fj5SUFF4I6sLhw4dhbW2NESNGgBCCkJAQZs1hqCQiIgJWVlbw9fWFiYkJBgwYwPpKG4Kr8Scr/gAw109Gq0IkEuHgwYOYOHEiTExMsHv3bkM3iaEnkpKSMH/+fKSkpBi6KQyG3rl06RLmz5/fbJ6OrVL8WVpaIjc3Vy+Cp7WSmZkJAHjyySchFouRlJSk0/nq6upw8OBBjBs3jk9aExgYiOTkZINnWG0LxMfHt6n4yXPnziEsLAwCgQAAMHDgQMTFxaGmpsbALQP27t2Lr7/+2tDNaNXI1vgDpJ4MAFi5B0arIj4+Ho8ePcKiRYswaNAgFsbQhnjjjTewfft2vPXWW4ZuCoOhd5YtW4bt27dj8+bNzXL+ViX+KKUApPXyKKVISkpCVVWVgVulP7j/TxMyMjJgaWmJoUOHAgDu3bun07VPnDiB/Px8LFy4kN/Ws2dPiEQipKen63Tu9k55eTn69OkDHx+fNhEzde/ePSQlJWHcuHH8toEDB0IkEiE2NtaALZO6hM+cOROrVq1i2Sl1gFn+GG0BLiSiX79+GDx4MKKjoyESiQzcKoauiEQiPvTmzJkzRr9Arc3cjsGoq6vjDTpnz55tlmu0KvFXVlaGuro6WFpaolevXpBIJPwKdWuHUoqHDx/CwsJCo+MzMzPh7u4Od3d3AMD9+/d1uv6WLVvQtWtXTJo0id/Ws2dPAGBZHHUkJiaGf21ocaQPDh8+DACYNm0av41L+hIZGWmQNnFER0fzr9kqf9Nhlj9GW+DWrVuwsbGBt7c3Bg0ahOrqarYo1AaIiYlBVVUVpk+fjvLycsTHxxu6SWqJjIxE165dsW7dOkM3hdFKyMrKQl1dHSwsLHD58uVmMRq0qoQv0dHRsLKygq2tLQCgsrIShYWFqKqq0ludO0NiYWEBV1dXjY7NyMiAh4cHOnfujA4dOiArK6vJ1y0sLMThw4fx+uuv8xlVAcDPzw+A1Ld+6tSpTT5/e0dW/MXHx6Nfv36Ga4we4NytOWEAAN27d0fXrl0RHh6OV155xVBNkxPXd+7cMVg7Wjv5+fkQCoXo3LkzAGl9U8A4xF9FRQVGjx4NiUSCS5cuwdLS0tBNYhgpKSkp8PPzg4mJCYKDgwEAcXFxrX4Mbu9wCceWL1+OAwcOICIiAkFBQYZtlBq+/PJLFBUVYc2aNVi+fDnMzMwM3SSGkcPl9Jg/fz42b97cLAaYViX+qqur8d577/Em9D179mDWrFm4efMmBgwYYODWtSyZmZkYMGAACCFwc3PTSfz99ddfqKurw+LFi+W229nZoVu3bszypyNxcXGwtbVFeXk57t69a+jm6IxEIgEAPt4PAAghGDduHI4fPw6xWCy3ryWJjY1Fly5d0KNHD5YIQAfy8vLg6OgIExOpc4i5uTk6duxoFG6fX3zxBSIiIgAA+/btw7x583Q636lTp5CRkYHnn3++TSwiMv4lMzMTAQEBAABvb29YWlrqJds2w7AkJibCysoKYWFh6NChg9HOUaqqqnDo0CF+jhYZGYkhQ4YYulkMI4cTf7NmzcLmzZubxaOqVbl9SiQSfjICgI93u3LliqGaZBDKy8tRVFQEDw8PANBJ/FFKsWXLFgwaNIh/SMri5+eH5ORkXZrb7snKyoKvry+8vLzahPjjXBBk70VAWsPy4cOHuHbtmiGaBQBITU1Fz5494evr2yY+a0MhW+OPw8HBweCWv6ysLKxfvx5z5sxBp06dcPHiRZ3OV1JSgvHjx+PFF1/Uqe4qw/iglCIzM5N/TgoEAgQEBDC3zzZAUlISevbsCYFAgJ49exqt+IuIiEBtbS2flIb1PXny8/Px3HPP6fT95eXlYejQoRg8eDAKCgr02DrDkZOTAxMTE4wcORI2NjbNkkm91Yk/2ZVZFxcXdO/eHTdu3DBgq1oeLtMnF+/XvXv3Jou/O3fuID4+HosWLVK538/Pj02idSQ3NxfOzs7w8fFpE5+lKssfIC07Ym5ujr/++ssQzQLwbyysj48PcnNzUVFRYbC2GJrt27fj/fffR21trdbvzcvL45O9cDQk/nJzc3HixIlmTWiUk5ODyZMnw8TEBGvXrkXv3r11nvTJ1ms9evSork1kGBFcSAj3nASkGayZ5a/1w4k/AEYt/rgFpdmzZ8Pa2pqFIiiwfv16/Pbbb3jnnXeafI4PP/wQ165dw40bN/DRRx/pr3EGpKSkBHZ2dhAKhejfvz+z/FFKlawNISEhvAtQe4ETf7KWv/z8/Cal2T906BAA+eQdsvj5+eHhw4d4+PBh0xrLQE5ODlxcXODl5YX09PRWlfmrqqoKly5dksuqy03wFV3kbG1tsWDBAvz5558GsRDV1dUhOzsb7u7u8PT0BACd3KGNmcrKSn4cUEV2djbmz5+Pzz//HP/73/+0Pn9BQYHG4q+6uhqDBg3CxIkTMWDAAGzbtg2PHj3S+poNIRKJMHbsWKSnp+PgwYNwc3PTi1dCbGwsTExMMHjwYJw+fVpPrWUYA4qLpIBU/D148KDNWAjaI+Xl5cjKykKvXr0AAL169UJWVpZRLvRdvnwZffr0gb29Pfz9/Zn4U4Dz3GiqAaeqqgq7d+/GggUL8Pzzz+P3339HZWWlPptoEEpLS2FnZwcAGDBggFzeCH3RqsSfotsnIM0yeO/evXYlTjIyMgDIW/4A6eq7tly5cgV9+vSBs7Ozyv2+vr4A0CYsVoaguroaxcXFcHZ2hqenJ8rKylBSUmLoZmlEeno6AgICMGLECIwfP563+HH3oar4qJUrV6K2thYrVqxocZGbk5MDsVgslwW3LYo/iUSC0NBQeHl5Yf/+/SqP4ayvtra2ao9piMrKSlhbW8ttc3BwUBnzt2PHDmRnZ+P1119HYWEhFi5ciJEjR/L9RR/s2rULiYmJ+OuvvzBmzBgA0oWpwsJCFBcXN/m88fHx8PHxwZgxYxAXF9cmJg4MKdxzklskBaTiDwCz/rViuAUfWcuf7HZjoa6uDuHh4Rg2bBgAoEePHqxslgyVlZWIjo6Gubk5CgoKmjSOHzx4EGVlZVi0aBFmzpyJmpoanUMBjIGSkhJ06tQJADBixIgmee80RqsTf4oTTmNJMd+SZGZmwszMjF+Zd3FxASCd/GpLXFwc+vbtq3Y/l/HT2AbW1gJXL40TfwBaxQNAIpFg3rx5KC0txUsvvYTLly/zsXxisVhpEYajV69eWL16Nf766y989913Ldhi+ZV+Nzc3uW1tiatXryIuLg4SiQSLFy9Gdna23H5KKbZu3YqwsDA8//zzuH79utb1UGtra5Wy0nXp0kWl5e/48eNwc3PDt99+i8zMTPz444+IiYnBpUuXtP/n1LBv3z64urrKZR329vYGoNt3fPv2bfTu3RshISEQi8VypUIYrRtVlr8+ffoAYLFXrRnOeubv7w/AeOco165dQ3l5OUaNGgVAukifnZ2t10UxfVBbW2sQT52UlBSIxWLMnj0bQNNKim3duhVubm4YOXIkhg8fDjMzMzlX/taKrPgbO3YsOnbsqPdrtDrxpzjp7N+/PwghzRIQaaykpKTA09OT/yw4q5224q+4uBg5OTn8aqgqPDw8IBQKjW5gbS1w34mLi0urEn9nzpzBtWvX8PXXX2Pt2rUQCoW8i7BEImkwm+fq1asxY8YMvPXWW/zquyKFhYV6H6RlJ3vOzs4QCARt0vJ34sQJCIVCxMTE8O6Qskl2bt68iaSkJCxcuBBhYWGora3V2m2ktrZWruwLILX8VVZWylnHKKW4ePEiRo4cCUIIBAIBFi1aBEIILly4oMu/yVNVVYVTp05h6tSpcot/XEIaTT0eKKV466238PXXX/PnTU1N5cUf0HT3I4bxkZmZCVtbW740FCDtw05OTszy14pJSEiAqakpevToAUBqUSOEGN0c5dixYxAKhRg7diwAqfgTiUR48OCBzufOzs7Ghg0bIBKJdDoPpRSjRo2Ch4dHiy+UchktJ0+eDAB8UXNNyc3NxalTp7BgwQKYmJjAwsICAQEBbeLelnX7NDc3x6pVq/R+jVYl/lTF/Nna2sLPz69dxf0lJibyq17Av5Y/bd0+udXPhsSfqakpvL29mdtnE+G+k9Zm+fvjjz/QuXNnzJs3D7a2tggNDeUtOQ1Z/gBpFtDvv/8ehBCV8WaUUowePRqjR4/G3r179dZm7uHl5uYGgUAAV1fXNmn5u3PnDnx8fNC3b18cPXoUZWVlGDJkCL799lsAwJ9//gkLCws888wzfAZfbVZVxWIxJBKJkuVPVaH3rKwsFBYWIjQ0lN9mY2MDT09PrR/m6jh79iwqKyuV4pK5RS/Out4YsbGx+Oqrr7Bq1SpkZGQgMTERlFL07t0bjo6OcHd3b1fPkbYOl/xJEZb0pXVz584d+Pn58YtTlpaWcHd3N0rxFxYWxi8+cOE5ip4aTeH555/HK6+8gl9++UWn86SlpSE8PBwVFRXYtWuXzu3S9tqA1K0R0H7+un37dkgkEixcuJDfFhgYKFfrt7Uia/kDgLffflvv12hV4k+V5Q+QJn25fv16s2aaMxZqa2uRkpLCBzsD0np8lpaWWlv+uAcg5wqjDlbuoenIWv5sbW3RqVMnoxd/EokEJ0+exJQpU2Bubg5AamGPi4vjhUFjdfxcXV0xcuRIHD58WGlfQkIC4uPjAQC//fab3tqdnp6Obt268UW/3d3d26TlLyEhgRd1I0eORHJyMmbMmIE33ngDO3fuxI4dOzB9+nTY2trC09MT5ubmWgkxLr5AE/HHfY+KY4gmY8bBgwcxd+5ctSvhlFJIJBIcOnQINjY2GDlypNx+zu1d00nDyZMn+deHDx/mF7969+4NABg0aJBeLH/ff/89QkJCWHIHA5ORkSEX78cRGBiIhIQE1NXVtXyjjJS//voLy5Yta5bYosZYt24dAgMDNZ6/3LlzR6kslbHNUbKzsxEXF4dJkybx2zjxd//+fZ3OXVtbi3PnzgGQH9OaguxiV0svfKWlpcHe3h5dunSBg4ODVuKPC20IDQ3l81IA0udQfn5+q88Boij+FL1w9EGrE3+qkkxMnjwZhYWFenMzagh9J7EoKSnBU089xbsiNUZ8fDzEYrHc4EcIgYuLi9bi7/bt27C3t1eq56WIr68vUlNT24W41je5ubmwsLDgTfienp5GL/5iYmJQXFzMJ9YAgKCgIFRWVuLu3buNWv44Jk2ahKSkJCUBduLECQDA9OnTceHChSZlqVXFvXv34OXlxf/t5ubW5ix/1dXVSEtLk7P8W1tbY9u2bQgODsbcuXNRUlKCN998E4C0HIevr69Wlj9txB8ncFRNxu7evas2vqWurg5Lly7Fzp07sW7dOpXHfP/99xAIBPjjjz8wZcoUpfaYmZnB3t5eY8tfeHg4evbsCW9vb5w6dQqxsbGwsLDg3cdCQkKQmZmpUybIyspKvP3227h58yY+/PDDJp+HoTvqLH99+/ZFTU1Ni1kIKKVGkYkyPT0d//vf/5REb1VVFRYsWID//e9/+Pvvv3W+DlfYXJPkSbW1tXj77bdx+/ZtjRYCHz16hIyMDH7BhoMbb4wlk/bx48cBQE78ubq6AtBd/KWlpfFjtKYxyhKJRGWiuYiICHTo0AFTp05VWqyqra3FvXv3dGprQ6SlpfFx287OzlqJv7i4ONy5cwcLFiyQ286dT124SUtRXFyM3bt3Nym+s6qqCjU1NfycsbloVeJPldsnIBV/Dg4OeOutt/SeYlyW+/fvw83NDWFhYXqbsH788cc4cOAAVq1apZErytWrVwH8ayrncHZ2Viv+duzYgS+//FJpVS8uLg59+vRRKahlCQgIQE1NDXP9bAJcjT/uM24N4u/s2bMAgNGjR/PbONfgO3fuaGT5A4AhQ4YAUE7GFBERAU9PTyxZsgRVVVW4fv26Xtqdnp7Ou9YCUstfdnZ2m1q0SE5OhkQikRN/ANChQwccOnQI8+bNw4YNG9C/f39+n7e3t1Z9josj0dTy5+zsrPSgcnZ2RmVlpdpJ74ULF/jV2WPHjqk85oMPPuDbs3TpUpXHODk5aTxpSEhIQJ8+fTB+/HicP38eN27cQGBgIIRCIQCp5Q/QbQX86tWrqKmpgYeHR7PXPWSop7S0FGVlZSrF34QJEyAUCrFz584Wacv7778POzs7gyeiWLx4MZYtW4Y//vhDbvutW7f415xFSRcWLlyIadOmYcmSJY0eK7so9c8//zR6/OXLl0EpRVhYmNx2Pz8/VFRUNCnpXXPAJcGSHacdHBxgYWGhs/jjLJxz585Fbm4u8vPzG33P3Llz4ejoyM8fOSIiItC/f3/07dsXKSkpqK6uBiAVfqNHj4a3tzc2bNigU3vVoYn4o5SqFK07d+6EQCDAf/7zH7ntnKXf0OLv5ZdfxuzZs5XuNU0oLS0FADnLX3PQqsSfOrdPS0tLbNmyBXFxcXjiiSd0DoJVxzvvvIPs7GxcvXpVL7FKIpEI27Ztw8SJE2FjY4P169c3+h4ua5/iZMvFxUXlzfP3339j3rx5eOedd/Dpp5/y2yUSCeLj4xuM9+PgJkX6mqS3J7Kzs/mYTEAq/jIyMowu45csERER8PLykiv/4ePjA0D64NHU8sdNrBXFX2xsLPr27cuLQ9lkJU1FJBLh/v37SpY/sVjcpBIoxkpCQgIAZUsbIB0D/vrrL7z00kty2zkLqKar4uosf126dAEAOTfNO3fuKK3Cy75X3Vi8e/duWFtb46233kJSUhLKy8uVjuHE5vLly/mMeYqoy0CqSFVVFe7duwd/f3+MHz8eFRUVCA8PR3BwMH9Mv379IBQKdUoVfvHiRQiFQrz11luoqKhgC2YGQlWZBw57e3s8/fTT+Pnnn5u9OHhtbS2+//571NXV4aeffmrWazVEZWUl//xWdMXnkuUNHDhQ5wy9KSkpvIj7+++/G01uwiWiWrJkCW7fvt2oFf/06dMwMzPj5yQcxpTxUyKR4OLFixgzZozcwjohBK6urjrH/HH/41NPPSX3tzry8/Oxe/duiEQiuQzcIpEI0dHRCAkJQa9evSCRSPg4vEOHDvFC8YsvvtC7RVUkEiErK6tR8ffpp5/C3t6e9xYCpIJw165dGDt2LP+M4OAWewwp/iil/ELPgQMHtH4/J3aZ+JNBnfgDgClTpuCPP/5AVFSU2pVkXSgtLcXevXuxbNkyuLi4YPfu3Tqf8+LFiyguLsYLL7yA+fPnY/fu3Y3WOlG3Ks+5fSrepF999RV69eqFp556Ct9//z0vHtPT01FRUaGR+PPz84OdnR0Tf00gMzOTLzsASMVfTU2N0mqdRCLBrFmz4O7u3iwFPbUhOjoa/fr1k9tmbW0NFxcX3pVPE8ufhYUF+vTpIyf+KisrkZKSgr59+8Le3h49e/ZEeHi4zm3OysqCRCKRs/xxn3tbivu7c+cOBAIBL8Y1wd3dHeXl5fyKYmOoE3+dO3eGhYUFP3kRi8Vy8YeycO9VFUMkEomwb98+TJ06FWFhYaCUquzzjx49wrJly/Dtt9+q9U5wcHDQKL6D67e9evWSix0cPnw4/7pDhw4YP348du3a1WSLXVJSEry9vfnaXqx0hGHgrCtcnJUi3377LWxsbPjaYM1FTEwMXzPz0qVLBlv0i4iI4F3JZC193D4XFxdMnz4dqampKCsrU3seLuZbHZzb6LFjxyCRSBqtMXr79m1YWFjg5ZdfBvCv14kqSktLsXXrVjz11FN8XDeHMYm/hIQEFBcX82OALNq6N6oiOTkZjo6O/MJVY14dV65cASCNhzt16hQ/h7x9+zZqamoQEhLCPyu5+2bnzp3o1q0bfv75Z9y/f1/v7p+ZmZkQi8Vy4i8/P19p3P3zzz9BKZVLHBcXF4fMzEw888wzSue1s7NDx44dDSr+ioqK+Hq4N2/e1Fo4c+KPuX3KoC7mj2PWrFlwdHTkCxzrk927d6OmpgaLFy/G5MmTceHCBZ0H8oMHD8LS0hLjxo3Diy++iJqaGmzatKnB93A3LueqxOHs7Izq6mo5E3lxcTFu3ryJBQsW4MUXX0RZWRnv1qFpshdAmr1x0KBBepmktyfq6uqQnZ0tt/rMWaZSUlLkjj158iT27NmDrKwsrFy5siWbKUdpaSnu3bunJP6Af4PqxWKxRuIPkK4mR0ZG8gMg5zbK1ZYcMmQIwsPDdV5Z5B6Aim6fQNuq9ZeQkIAePXrwiXg0QdvPQZ3441auuQlCeno6qqurVYo/LkBd1vInkUj4eKDi4mLMnj2bn8Aoxl+VlpaitLRUpeVGFnt7e43EH2cx9ff3R8eOHbFixQqEhYVh+vTpcsctWbIEOTk5jU5a1XH37l34+vqiZ8+eEAqFfEIcRsvCua916NBB5X4nJyds2rQJCQkJGrkbNhVuwfStt95CUVGRwcQJ97yZP38+7t+/z09OAekENSQkhF8IVtdnc3Nz4e7ujtDQULWJYfbu3YvBgwdjwoQJcHFxaTQPAxeX2a9fP9jb2+PMmTMqj6OUYunSpaioqFCZ+dDFxQVWVlZGIf64BR9F6ySg3kNLG+7evQs/Pz+4ubnBxMSkUWF2+fJlWFpa4v3330dZWRmf1Ipzbw8JCZFLRlNaWoqjR49i1qxZvHeOvkvgpKamAoCc+JNIJHKW4ry8PP64S5cu8cKQ88x44oknlM5LCOHrKRoKrs0TJ05Efn6+1t83c/tUgbqYPw6hUIhx48bh0qVLejdT//bbbwgICEC/fv0QGhqKsrIynVKZU0px6NAhjB07Fh06dEDfvn0xceJErFmzRmXB+oKCArzyyiu4c+cOhEKhkghWVeidG8SDg4MxcuRIWFlZ4ejRowCkqz6EEJUTN1U88cQTiI+P5zu2LCkpKejevTsmTZrEYlxkyM3NhVgslos7CQoKAqBsEdi0aRO6dOmCzz77DOfPn+cnqy0NZ4FRJf58fX21cvvkzlNSUsILD26Sz000hgwZgocPH6p0j7t79y727dun0SIL93nJZv5qi5Y/dZa2htD2c+C8GlRlGOvevTsv/hS/S1kULX+VlZUYNGgQOnbsiHnz5sHb2xuTJk2Ci4sLOnbsqOR+x/UXTcRfcXFxo30kMTERJiYmfP/45ptvcPnyZSVxMG3aNPj4+GDt2rVaP0MkEglSUlLg6+sLoVDYJhMOtRa455DiIqksU6ZMgbe3N/78889ma8f169fh6urKJ/4w1LielpYGU1NTTJkyBcC/925JSQlSUlIwcOBAfiFYXe6BH3/8ETk5OYiIiJBzw+MoLS3FrVu3MHHiRBBCMGzYMD5GTx05OTlwcXGBiYkJRo8ejTNnzqg8/qeffsK+ffuwdu1aOVdtDkII/3zShuzsbOzfv1+v88XExEQIhUI+kZQsXG4GXa6XnJzMl7pwc3NrVPxduXIFgwcP5sUSJ54iIiLQpUsXuLu7w8nJCSYmJrh//z7279+PmpoazJ07F71794aFhQWioqKa3F5VcO6lsuIPkJ+/ctd87bXX8OjRI77PXrx4ER4eHnIeVbI4OTlpFAfZXHAJw7h7XtHS3hjM7VMFDbl9cgwZMgQPHjzQa1KN8+fP4+bNm3j55ZdBCOFXdHRZDTl37hyysrJ4v20A2Lx5M7p06YKxY8cqDcBr1qzBhg0b8M8//6iclKmq9Sebytzc3BwjRozg3Sri4uLQo0cPWFlZadTeuXPnwsTERGVmvjVr1iA7OxvHjx/HkSNHNDpfe4BzPZAVf926dYOrqysfZwFIY6gOHTqEZ599FkuWLIGJiUmLJSNQhFswUDWh9/PzQ2lpKQoKCjS2/HEikhO7MTExfB044N+kMIpW5crKSoSFheHpp5/G2rVrG71OVFQUunXrJpe51srKCvb29i0yAU9LS8OMGTOaNYNgTU0NUlNTlZK9NIY2lr+6ujr83//9HwDIWQc4ZC1/sbGxMDExURnzp2j527FjByIjIzFr1iyEhYXhzz//hEAgACEE/v7+SpPihmK2ZLG3t4dEImk00VdiYiK8vLwatZgKBAKsWrUKUVFRDbqgqSI3NxfV1dX8hMbd3b1F+l5WVpbKmMn2DJfRsqFxysTEBFOnTsXFixc1ykzZFK5fv47BgwejZ8+eALSrt6lP0tLS4OHhwY/rXDu4hWbO9a9jx478vEGR3bt3Y9y4cbCwsFAZF3v16lVQSnl3x2HDhiEnJ6fBuRgn/gBgzJgxyMnJURoLIiMj8cYbb2DKlCkNesX4+flpvSA/bdo0zJgxQ6/W36SkJPj4+Kicpzk7O6OqqqrJiQmLi4tRVFTEu7l6eXk1KP7KysoQExODYcOGwcHBAX369JETfyEhISCEwNTUFN26dcP9+/exY8cOeHt7Y+DAgRAKhfD29ubFmr5IS0uDpaUl/7zmfsvGfHL/16JFiwCA9xC6dOmSnLu+Ik5OThpngG4OuBh0LrxA25I/zO1TBZqIv8GDBwPQX82SnTt3YsaMGfDy8sKzzz4LQJr8wtzcvEmreGKxGJ988gnmzp0LZ2dnzJ49m9/n7OyM8+fPw8zMDKtWrZJ7n6w7hKI7FqDe8mdnZ8fve+KJJ3D37l1kZ2cjNjZWI5dP2fOvWLECmzZtwttvv82vtFdXV+PAgQNYtGgRbG1tcfDgQY3P2dbhzPf29vZy24cMGYJz587xq9NcjNGiRYvQrVs3PPHEE9ixY4dB0lanpqbCysqKr6EmC2c14awomtCnTx8IBAI58de3b1/+/X5+fujUqZOS+Lt06RIKCwtBCMH69euVJmeUUixfvhzPPPMMiouLERkZif79+ytZxN3c3FrE8vfpp59i//79WL16dbNdIzExUanMiyZ06dIFFhYWGgkRbvIkFAoxc+ZMpf3u7u7Izc3lU+X7+voqxd8Aypa/Xbt2wcfHB9u2bcOZM2d40Q9AZ/EHoFHXz8TERLnaqA2xcOFCdOzYEXv27NHoeA5u4Y1L6e7h4dHssSfx8fHw8fFB3759my3RWWtEE8sfIM38WVNTo3OiE1UUFBQgPT0dgwYNgpWVFdzc3Awq/ry9veHo6IhOnTrx9xs3T+LGzsDAQJWWv/v37yM9PR2TJk1Cv379VMb/X758GaampvziODdBV/fZSiQS5Obm8vOTyZMnw9zcHCtWrMCWLVuwZs0afPTRR5g8eTKcnJzwxx9/NBj2ExgYiMzMTI1jm1NSUvjn0r59+zR6jyYkJibyYl8RzsLVVNdPzrLJiT9PT88Gxd/169chkUj47KgjRoxAeHg4Hjx4gISEBDnXVFdXV0RHR+PcuXOYO3cu/1l7eXnpPUN5WloavLy8+Gtwn4ui+LOyskK/fv3g7OyMa9euITExEUVFRUrZ7mWxsrJqtsUcTeAWTb29veHi4qK1+OP6LxN/MjQW8wdIJxKmpqZ6WYG/evUq5s2bh4CAAJw4cYK3kgkEAvTs2bNJ4u/jjz/Ghx9+iKCgIBw4cAAWFhZy+z08PPDaa6/h1KlT/MShuLgYycnJ/ERH1Sovt3KiKP569+7Nf2Zc6v5//vkHqampGDhwoFZtX7t2LV5++WWsW7cOy5cvByCNVXv8+DHmzZuHcePGqfXZb49wAllx9XnmzJkoKCjAqVOnIJFIsHnzZgQFBfGT+jlz5uDevXsq3X+bm7S0NPTo0UPlfcY9cNLT0zW2/FlYWCAgIABRUVGQSCSIjY3lXV8B6ep7aGiokvg7efIkLCwscODAARQXF+P06dNy+/fs2YPvv/8ef//9N/r374+EhASVD4SWsr5w7WvOQrmcG4xsGQdNIITAzc1NoxTjnOU3OjoaXbt2VdofEBAAiUSCpKQkPmurKmQtf3V1dQgPD8ekSZNU9qtevXqhoKBATsBlZGSgQ4cOSgsnimgi/kQiEVJSUjQWf+bm5hg1ahROnz6t1QIMN6HjJjIeHh68UNaV3NxcEEKU3O22bt3K1+MydCkBY0ITyx8ADB06FKamps1SI5jLljh06FAA0n6uS6hIU6GU8uJP0dJ+8+ZNPqEbAF78Kfb7y5cvA5AKukGDBiE6OlopxOPSpUsYMGAA70rt7++Pzp078+9VpLCwEHV1dbz4c3Z2xmeffYbTp09j6dKl+L//+z98/PHHsLW1xbFjx9C5c+cG/0/OHVTThGlc/oOgoCA5TxxdqK2tRWpqqtqxRpWHljYoij8vLy8UFBSoLalz+fJlCAQC3igyYsQIVFRU4PPPPwelVC5urmvXroiLi4NEIpFLpsIJTH0uRsuWeQAAR0dHEELkxF96ejovEENDQ3Ht2jV+IaEhyx8hxKD1HgsLC2FlZQVLS0sEBAQ0yfJnbW3dLIXdZWlV4q+xmD9AuuLs7++vl4yJ69evR+fOnXHy5Eml7HqNfal1dXXYsWOHnA96XV0dNm3ahKlTp+LkyZNqxRdXu4TLWsqtss2bNw8AVMbVmZubw8HBgRd/lFLcvn1bzroXGBgIBwcHfP755wD+tZJqilAoxM8//4xXX30VP/30E27evIldu3bB3t4eo0aNwsCBA3H//n2NEjC0B7jvSbHPTp48GR4eHnj55Zfx0ksv4fbt23xRbkAai2JiYqKUkrslSE1NVRmrAEiFlKmpqUb3oSz9+vVDVFQU7t27h/LycjnxB0gtoQkJCXLJik6dOoXhw4dj4sSJKi3KO3bsgIeHB3bs2IHMzEzY2dlh4cKFStfWtsxBUygoKODdlxRFjD6JjIyEra2t2u+nITS1gHLHqLO4cW5jJ06cQGZmplohKmv5S05ORlVVldpjOTdWWatIVlYW3N3dG13s41J9N/SZ37p1C7W1tVqJ5pEjRyIjI0Orgu/c2MtN8LgFucbS3WsC9xyR7eOUUhw8eBChoaEghOg9KUNrRlPLn5WVFUJCQppN/Jmbm/Ou7z179kRSUlKLZ/x8+PAhysrK+Mm2rPiLiIiQm4cEBgairKxMaawIDw+HjY0NAgMDERgYiOrqajlXwKqqKkRGRspluDQxMcGwYcPUWv4U7xcAeOONN5CVlYW0tDTU1NSguroaSUlJGnk7cOJP0xirmJgY2NnZYdasWUhLS1NZT05bMjIyIBaL5WLPZVEV26YNycnJMDU15cMmuHFa3QLnuXPnEBwcDBsbGwDAuHHjYGVlhe+//x52dnYICQnhj5Vd7OO8FwCpwCwvL9fbc41Sinv37smJP1NTUzg4OMiJ4nv37vH/Z2hoKNLT07F161Z0795d7r2KmJiYGLSUVlFREV8WKSAgAImJiVq1p6SkpNnj/YBWJv40cfsEpCs5ulr+RCIRTp06hVmzZqmMi/P390dmZqbaWIsvv/wS8+bNQ1hYGD+onDt3Dvn5+SonqbL4+vrCy8uLF3/h4eEQCAQqU9vKIptJKicnB48ePZKLxzExMcGoUaNQWFgIMzMzDBgwoMHzqYIQgs8++wxdu3bFvHnzsG/fPsyePRtCoVDrwbetw01AFFefLS0t+eyxmzZtwvz58zFnzhx+v4ODA4YOHYpDhw61eHsVB2VZZIPYNbX8AdJ4ksLCQmzcuBGAchY0zgWQW+TIzs5GQkICxo0bB1NTU0yePBmHDx/mP0+RSITz589j/PjxmDNnDhISEpCQkABHR0ela/v5+aG8vLxZXT85ixx3XzdXUof09HT4+vo2KohUoWnykczMTHTq1ImfLCji6+sLCwsLfPbZZwCA8ePHqzxOts5fYxZLdeJPXUC/LJpY/jjLg6rU6+rgLJrq4p82bdokVzcVkK7mCwQC/sHPTaZUxU42RllZmdy1uVXgwsJCPl4oKSkJKSkpmD9/Pnr27NmsVufWhqaWP0Aq9CMjI/H48WO9XZ8rczBs2DA+ztTPzw+VlZUtXndUMbmGv78/ioqKEBMTg7y8PDkBwC0WK/b7R48ewcHBAQKBQOUxN27cgEgkUrLIDBs2DKmpqSr/Z1XiD5AmlfLy8oKZmRnMzc01Hu8cHR3h5OSklfgLCgriF2k0dRdtCO45IxvnLwt3rab2Aa6UDLeowYkjVW6ZhYWFuHbtGiZPnsxv69ixI1599VUAwKpVq+QWR2TFn2xoEZcJtKmCVZGCggJUVVXJ1eQFpMKYs/xRSpGens7/f5z1/Pr165gyZUqDfcIYLH+y4q+qqkort9mSkpJmd/kEWqH402Qg6Nu3L/Ly8rRatVUkNjYWFRUVas3L3IRFlRuHSCTCDz/8ACcnJzx8+BBfffUVAGD79u2wtbXFk08+2eC1CSF48skncfbsWVRWViI8PByBgYGNxuhxmaSAf923FJMxPP/88zA1NcULL7wAa2vrBs+njo4dO+LLL79ESkoKamtr+Ro9jU2Y2hvcao+qBYuQkBBkZWUhLy8P27ZtUzpmypQpiI2NbdFsgdnZ2aitrW3QssStaGpj+eMePuvXr0f37t2VVnFDQkIgEAh4N6lTp04BkK5SAtKsWUVFRfxD/ebNm3j8+DHGjBkDQLqiLpvoRRbOui1bSP7evXt6FWhRUVEghPDxu81V2Lu6ulpt6vrGcHNzQ15eXqMuiI2JLqFQiLFjx+Lx48dwd3dXOyZxYqW2thZRUVGwsrLiXZVUta1Dhw5y34k+xd/ff/8Nf39/tX1EFeomwYDUyvHCCy9g9erVcvdnTk4OnJyceMHBTQC0tfxJJBIMHToUgYGBvPWfEzMA8P333wMAbw2fOnUqgoOD1WZpbI9oavkDpOJPLBbz44+uUEqxevVqpKen88kqAPDeQ6oyZjcniuKPc0n85ZdfAMh7AHHzBcW+VFtbywuCXr16gRAiVxLi0qVLIITwk3QObv6kyvVTnfjTheDgYI28vsRiMeLi4uTiz/VhLWqsvmSHDh1gZ2fXZPEXGxsrl4yNE0eqYos3bNgASimefvppue1ffPEFsrOz8d5778ltVyf+dBWsinBjpqJAdnJy4q9RVFSEiooK/v8LCQlBnz59IBQKsXjx4gbPb2JiYnDxx3mkcHMdbVw/S0tLW6fljxCyhRDygBASL7OtMyHkNCEkpf53k/4zbSx/gHLtKG3gCmNygbKKNFRU9MaNG3jw4AF++OEHPPXUU9i4cSMKCwuxb98+zJw5UynOTxWTJ09GdXU1jh8/jmvXrmH48OHo2LFjg+/hCr0D6sXf2LFjUVhYyE8gmsqCBQuwYcMGHDlyhO/gDg4OsLW11XtmqNaKOssfB5dhSxVcmmBVMZRFRUXNEjuiqlaeIly/18by1717dz62YMGCBUoLOFZWVggKCuLj/k6dOgUnJye+73Ii7+TJkwCknwkhBKNGjWr02oGBgbCyssLp06fx8OFDzJ49G0uXLkVAQADv/qwrUVFR8PX15T+b5so0Vl1drdHYoQpOSDW2esu5WzbEF198gcmTJ+PXX39Vuxgn6/YZFRWFoKAgtX3GxMQEvXr14sVfVVUVHjx4oJH4s7W1hUAgUCv+oqOjcePGDbz44ouNnksWBwcHdO3aVWWCDtmJsWysam5uLu/WBfw7mdJW/IWHh/PjN5ddmRN/Dg4OWL9+PYqLi/HPP/9gwIABcHV1RY8ePfjFG4Z2lr8hQ4bA1NSUjwHTlTfffBOff/45li5dKpfQjVtUU6zx2txwz2NuXO/Xrx8IIdi4cSNsbW3lSid07NgRnp6eSuJPJBLxCzodOnSAt7e3nPi7fPkyAgMDlSwWwcHBsLKyUpkdNDs7GyYmJio9NppKv379kJCQoDYGjiMtLQ2VlZUICgpqFvEn6zapSFNr/ZWWliI9PV3u+3J0dISFhYWSZSktLQ1ffvklnnrqKaU5ICFEpeCW/R5k7xtuuy7GFFnUiT9Zyx8nZrk+a2JiggsXLiAhIaFRjzVCiNG4fXJGIm3EX2t2+/wDwASFbe8AOEsp9QFwtv5vrdE01oizQOkS93flyhV4enqqXZXy9vaGiYmJSvF35swZmJiY4IknnsAbb7yBkpISjB07FuXl5Zg/f75G1x8xYgSsra3xwQcfoLq6WqOJrouLCx48eACRSITbt2/D2dlZZZC0ra2tVpYbVZiYmOCll16Ss2ISQpolLXBrRV3CF03w9/dHly5dlB6alFIMHToUvXv31rsro2K2QlU0xfIHSBO07N69Gx999JHK/UOGDMGNGzdQVlaGM2fOYNy4cbyw6Nq1K/r16ycn/vr3799oMhBAuvI/Z84c/P777/D398e+ffvw7LPP4umnn8bq1at1LsJNKeUzjZqbm8Pe3r7Z3Lr0If4a6zOaWNwCAgJw+PBh3jKrCk78VVVVISYmptF4O1nxxxXo1UT8mZiYoFOnTmrF35YtW2BhYdGoq70qPD09Va6oy4p72fFfNnMh0HTxx93zb775Jq5cuYKcnBw+k+cXX3yBiooKjB49GlFRUViwYAEAaVyORCJhdQXr0cby16FDB4waNQr//PMPbzEQiURNqll77949fPPNN3jppZewadMmuet3794dZmZmBrH8OTk58V4DXbp04V3tx4wZo/QZBQYGIjw8HGfOnOHrpcla/gCpZZyziotEIly7dk2lW7VQKMSIESNULmLm5OSgW7duGn1HmhIWFgaxWKyUQEwRbm7YHOLP0dGxwZIysh5aqpBIJIiJiVFqD5eURlb8EULg4eGhJP7ee+89CIVCrRb5ZS1/sot63Pcu632gCw1Z/goKCiAWi1WWyercubNS7g1VGJPlr2PHjnBzc9Na/LVKt09K6SUAxQqbpwHYWv96K4DpTTm3ppa/zp07w83NTU78HT9+nJ88NgalFJcvX1Zr9QOkCVY8PT1VunjduHEDvXv3RqdOnTBkyBCEhoYiNjYWISEhDaaoVTz/lClTkJSUBAsLC43FH6UU+fn5fKbPloaJv39Rl/BFEwghGD58uJL4y8jIwN27dyEWi3n3SH3BPZBkrReKNMXyB0jvyWeeeUZtBqsZM2agsrISr7zyCh4+fIipU6fK7R8/fjyuXbuG3NxcXLt2jbcGasIHH3yAfv36ISAgABEREVi0aBF++eUXdOzYEe+//75W/4cimZmZyMnJQWhoKADpZ9dc4q+mpqbROnXq4B6iDYm/srIylJaWaiS6GoNbQDhx4gQqKir4pBfq8Pf3R3Z2NsrKyvjVc03b0blzZxQXKz5ypM+L3bt3Y8qUKU16mKor1SAbwyc71ila/mxsbGBubq61+Lty5QoCAgL40kJHjx7lJ15BQUH44IMPEBsbi65du8qJPwCNFnxuL2hj+QOA+fPnIz09HSdOnEBiYiLc3NwwdOhQrSe8p06dglAoxJo1a5Ss4gKBAF5eXi1u+UtJSVFKQPLhhx9i6NCh+PDDD5WOX7BgAe7fv4+xY8ciKCgIJSUlcpY/QOpRlJKSgurqaty6dQsVFRVqY2onTJiAlJQUpXmBbI0/fTF06FAIBIJGE/jcunULQqEQvXr10rv4U+fyydHYM+Ltt99GcHAwPvjgA7ntR44cgYWFhdLnrDhOlZWV4eDBg1i0aFGjbZFFVXZn4F8hqC9rWmZmJmxtbWFrayu33cnJCWKxGIWFhWoFoiYY0vJXWVmJyspK3vIHNJ4cUpFW6/apBkdKKbdcmg+gSXZ+TWP+AKn1jxN/33zzDSZNmoQJEyZgy5YtKo+vrq7mX6empuLBgwcNij9AagVRtPxRShEVFSW30r19+3asXr0aO3fu1CpZw5o1azBy5Ej8/PPPvMvniRMn1Nak4SYeWVlZSEhI0KqOn75wc3PjV+7bO7pY/gCp9TcrK0tuwi7b32Tj2PRBbm4urK2tG3QvbqrlrzGGDx+O3r17Y/v27ejcubNSXOy4ceNQV1eHV199FXV1dWoTjajC3d0dkZGROHfuHO8Sbm9vj9dffx2HDh3SKUaPy2THLeo0p/jTxfLHibGGxB+3Tx/ir0uXLnBycsLmzZsBgBfH6pBN+sJNZDSduNjb26u0/KWmpqKoqAgTJig6omiGu7s7srKylCYSnPgbPHgwP6GtqqpCSUmJnPgjhKBr165aJ3yJi4tD//794e/vD3d3dznxZ2pqiv/7v//DqVOnEBUVxU8SGkr80B7RxvIHALNmzYKXlxeee+45jBkzBvn5+bhx44ZWrqASiQRnz57FpEmT+JV/RXx8fFrc8nf37l0l8Td27FhcuXJF5Rzh6aefxoULF7Bx40YUFBTg559/Vmn5k0gkSExMbDShEnf/KZYpycnJadDLpClYW1tj4MCBct+bRCJBRkaGnDXo1q1bCAgIgLm5uV7FX1ZWlkbiLy8vT+X1KKX4/fffAQAbN27k56X5+fnYtm0bJkyYoBT37enpKXffh4eHo6amBtOnT9eq7erEH/f56MualpmZqVLUydb6y8jIgK2tbZMW7QyZ8IUb6xXFH1ejtzHq6urw+PHjFhF/+rO3awillBJCVH4zhJAXALwASD88bvWGUoqSkhI8ePAAVVVVGqVldnR0xOHDh/Hjjz/ivffeQ0hICKqrq7F8+XJ06dKFz2ZHKcW3336Lw4cPY9asWXjppZdw/PhxAFLrW0PXsrKyQlJSEs6dO8ffIIWFhSgsLISNjY3ce0ePHq00kdcEbmWOO5e5ubnadnEuGr/99huqq6shFAqbJYV1Q+Tl5aGurq7Fr1teXq7RNXNychAREYGpU6c2WZRpCufGduPGjSatyHPt++OPP/jA+SNHjgCQWuDOnz+v18/51q1b6NSpU4PnpJTC2toaFRUVev+Oly9fjs2bN2Pq1KlKwlYsFsPZ2Rn79++Ho6MjJBJJk6/P9ZXAwECYmppi1apVWLFiRZPOdfbsWQDS+/7ChQsghCA9PV2pbYcPH0Z4eDiefvpplTEL5eXlSE9Ph5+fn9wkS3Z/RkYGevfu3eT/u1OnTrh+/bra93PZVouKivTy3bq6uiIvL48vQdOQKOYyLe7fvx/37t2DmZkZMjIyNKpNSClFZmamUps5VzNKaZP+n9raWtTW1uL+/fty74+OjoalpSU6d+6Ma9eu4cKFC/z/VlZWJneshYUFEhMTNb5+eXk5cnNzYWFhgYsXLyIoKAgnT57k46qjo6NRUlICU1NTpKam8kJCLBbDxMQE4eHhagtMtye4z+Xy5csaL1StWrUK7777Ljp06IA1a9Zg9erVOHfunMr7URUpKSkoKiqCv7+/2u/b3Nwcd+/elZszcFBKtS6j0xhlZWUoKipq0lzAz88PwcHB2LRpEzp27ChXD5Erov3333/j0qVLcHFxQXJyssowGEopnJ2dsX37drlkX5mZmfDz89P7c6RXr174/fffsXv3bnTt2hUff/wxLl68iGeeeQYvv/wyKKWIiIjAoEGD+DgyQPqcbkpmXg5KKTIyMhr8/gGpB0ddXR3+/vtvWFlZyR2bn5+Phw8fYvjw4bh06RK++OILjBw5Eh9++CHKy8vx1FNPKZ1bLBajpKQER44cgbW1NW8cqKys1OqzlRUnsu/jvCqSkpL08l0lJCSgW7duSufi3OlPnDiB6Oho2NvbN+l62dnZEIvFLT4HBf5dnM/Ly+OvLxAIUFNTgx07djS6MMBlcubmE80KN+Do8weAB4B4mb+TATjVv3YCkNzYOXx9fSnHypUrKQAKgPbp04dqwt27d/n3WFlZ0aysLBobG0sJIXTlypX8cR9//DEFQHv06EEB0LNnz9I5c+bQrl27UrFY3OA1NmzYQAHQrKwsftuhQ4coAHrlyhWN2qlPampqqJmZGXVycqIAaExMTIu34b333qMCgaDFr3v+/HmNjuvZsycFQLdt29a8DaKUbty4kQKgubm5TXp/ZWUlFQqF9L333uO3vfLKK9TOzo6+9dZb1NTUlIpEIn6fSCSihw8fpvfv32/S9YYMGUJHjRrV6HGDBg2iYWFhTbqGLhw+fJgGBATQvXv36nQe2b6yZMkSamlpSUtKSpp0rnfeeYeampryf7///vtUIBDQuro6ftu9e/eoiYkJPx6tWrWKVldX8/tjYmJo165dKQDas2dPWlhYKHeNuro66uPjQwHQ+fPnN6mdlEq/t9GjR6vdz41n2dnZTb6GLN988w0FQJ9//vlGjxWJRNTc3JyuXLmSjhkzhvbv31/j6yxcuJC6u7srbX/zzTepubm53D2iDQcPHqQA6IYNG+S2z507l3p5edHPPvuMAqAVFRX08uXLFAA9efKk3LETJkygAwYM0Pia4eHhFAA9dOiQXBteeOEFCoAmJSWpfa+TkxNdsmSJFv9h22X16tWUEKL1++rq6qhYLKZZWVkUAN20aRO/TywW04sXL9LKykqV7123bh0FQHNyctSe/3//+5/Ke0wikdBRo0ZRb2/vJo9Fqrh27Zpcf9KWn376iQKgNjY2dMKECfz22tpaamZmRt944w3auXNnunjx4gbPs2zZMtqhQwd+3CsvL6cA6BdffNGkdjVEWloaBUA///xzunv3bgqAOjo6UkIIvX37Ns3JyaEA6A8//EAppXTfvn16mS+VlJRQAPTrr79u8Lhz585RAPT06dNK85YDBw7w80dnZ2c6ZcoUunPnTgqAfvnllyrPt2fPHrn2z5o1i3p4eDTpf+CeUbIUFBRQAPSnn35q0jkV6dixI3311VeVtufm5vLfS+/evenUqVObdP633nqLmpub69rMJnH8+HEKgF69epXfFhERQQHQffv2Nfr+lJQUCoD++eefSvsARFI96rSWcvs8BIDLebwIwMEGjpVDJBLx9cEAzd3NfHx8sHDhQgiFQmzevBndu3dHYGAgFi9ejB9//BFxcXH4+uuv8eGHH2LRokW4ffs23NzcsHz5chw7dgyTJk1q9Fpc/JOs21h0dDQIIXzSmZbEzMyML3Nha2trkJg/QxfYbIj8/Hw+S2ZLFFDXJeYPkNYD7N27NyIjI/ltycnJ8PX1RUBAAEQikVwcxVtvvYUpU6ZgwIABTSrIqpiwQh0//PADvvzyS63PryuTJ09GfHw8ZsyYobdzvvjii6iqqsL+/fub9H7FWBhnZ2c+boHj0KFDkEgkSEhIwEsvvYSvvvoK/fv3x507d3D//n1MmjQJZmZm+Omnn5Ceno7ly5fLXSM+Pp6PE+KyEDcFf3//BmMPsrKyIBQK1Wag1Zb//ve/2LdvH1/qpiGEQiFCQ0Nx4sQJxMTEyKUzbwx1MX9cnaimJpTgUpwrnpur48QVWM7IyOAtf4rxsl27dtUq5o+zQnBusMOHD4eJiQlOnz4NoGE3Rtlsz+2durq6Jnl2CAQCmJiY8J+zbMzfN998gxEjRuCFF15Q+d6zZ8/C3d29wZhpdRk/b9y4gfPnzyMtLQ1//fWX1u1WBzc3UVd0vDGmTZsGQGqZlx3nTE1N0atXL2zZsgXFxcWNuuFPmDABlZWV/PjF9VN9u30C0vjXUaNG4YsvvsALL7yA/v374/bt27C0tMT69et5DwcuDllfbp+NlXng4L4LVbGfsbGx/Pxx3rx5OHz4MBYuXIjBgwdj5cqVKs+n6PLN1S/UF/p0+ywtLUVZWZlKt89u3brBxsYGSUlJSE9P58dXbTFkwhdVbp9caRVN4v64muCtMuaPELITwDUAfoSQbELIUgBrAYwlhKQAGFP/t0bExcWhsrKSj0OpqqrSuC1bt25FZWWlXLrlzz77DJ07d0bfvn2xatUqzJgxA5s2bYKFhQU+/fRT3L59G48ePcLcuXMbPT93E8u6Oty6dQt+fn5NrqGnK5x74PDhw5vdrVEVAoFA1gJsVHAxoPb29jqVAdEUXWP+AGlh7MjISP7zTE5Ohp+fHz855CaLRUVF2LBhAwYNGoSioiI+RbymUEqVElaoIyQkhM8W19oZOHAgPD09sXv37ia9XzEWRlVNpLNnz6JHjx7o1asXNmzYgKNHj6KoqAgDBw5ESEgIysvLcezYMSxbtgzLly/Hjh075GI4uCLpAJRqNmlD7969UVBQgKKiIpX7s7Ky4OrqqrdxQyAQ4KmnnlIK7FfHjBkzkJCQgKKiIo0TYwHS+/nx48dKZQ50mUAA4EWwovh78OCBxuJPXTyiOhISEmBhYcGf287ODv369eP7Q0PirznjTVsbYrFYpyyS3Hu5BTxKKX788UcAwO7du5VKCdTU1ODSpUuNJjZSV+vv4MGDMDU1hYODg14TecXHx8PMzEypoLamuLq68gvZiu6vffr0QUlJCUxMTDB27NgGzzNq1CiYmZnxITVcXgB9J3zh+P7772FiYgJzc3Ps2LEDXbp0wdKlS7F9+3b88ssvsLOz44vbc+KmKdldZdE0ZtrZ2RkdOnRQ6SIbGxsLb29vWFtbY8WKFXBzc0PXrl2xfft2tf1ZdhwqLy/H3bt35TKC6oo+E75w37sqgUwIgZ+fH44dO4aKigqtFgAVz2MoAwT3bJWN+bW2toaHh4dW4q+1ZvucQyl1opSaUkpdKaW/UUofUkqfoJT6UErHUEqVl2nVwK3ScAUptU3OoJhdsFu3bggPD8cHH3yAHTt24J9//uGPmTdvHr788kv8+OOPGmUTdHZ2hrW1tdxNHB0drdcbT1veffddvPHGGxqttjcH+g4O1ifc9zRz5kw+U5m++fnnn+Hl5YVbt27pbPkDgAEDBqC4uBgZGRmoqKhAdnY2/Pz8+LgebkA5cuQIqqursWHDBkyePBlbt27l08NrwsOHD1FbW9tsD2NjhRCCZ555BmfOnFErihpC0fLHiT/ZcgA3b96USx41adIkREdHY+LEifDx8cHx48f5xAtcTMqOHTv446OiomBjY4OysjKtRb0s3DWio6NV7k9PT29SdjV9sXDhQr5vz5w5U+P3ceVsuAcnR0ZGRoM1KxuDS4CgyvLXtWtXuRX3vLw8mJubK63YOjg4oKKiQuOxJjExEb6+vnICXDbTMxN/jVNdXY34+HidFjG493KWPy5ef9q0aRCJREpFyyMiIlBVVdWo+OPKPShafaKiotC7d2/MnDkT58+f11mIcNy4cQPBwcFqsyxrApewpaamRm77c889B1NTUyxbtkxlSSlZrKysMHz4cD7pS3MUeJelT58+yM3NRWZmJr9Iv3z5ctTV1eHUqVOYOnUq/5m0tOWPEIJ+/frxc1tZYmNjebHt5OSEe/fuISMjo0Hxbm9vD2tra6Snp+P27duglDbZ8qfqntHnnI57LnLPSUV69uzJJ/xq6jza0JY/oVCoJN40zfhZWloKoJVa/vTNnTt3YGdnx7sf6AMvLy+sWbMGc+bMkcu+aWJigrfeeguvvvqqRlk5CSHw9fXlBWlhYSHu37/f6AOgObG3t8fXX3/Nu6S2NPpaRWsOkpOTYWdnh1GjRkEikahcedOFsrIyvPvuu0hPT8cnn3yiN8sfIJ0ccBMGX19ffjWJs/ydPn0ajo6OCAoKwuLFi1FQUKCUXa0hNCnz0FaZO3cuxGJxk6x/6ix/3EOutLQU+fn5vKWWw9nZGXv37sWlS5fkrKju7u4YPny4nOtXVFQU+vXrBxsbG50WEoYOHQpLS0ts2bIFTz31FCZOnCgneNPS0uDt7d3k8+uKra0tkpKSkJCQACsrK43fx9V7lLWwlZWVobi4WCfLn7m5OTp37ix3Xkop7/bJ1fPiLH9OTk5Kzw1VbWuIpKQk3k2IQ9YK2tAkvkOHDkoT9PbInDlzeOtBU1F0+4yIiAAArFy5Eqampjh//rzc8VxJnsasFVy5B1nLH6UUt27dQlBQEMLCwlBeXq5z/VFAujAVGRmJQYMG6XQezqVT0eV8xIgRePjwoca15CZMmMC7uje3+AOk94NsdmQvLy/8/PPPmDZtGj799FN+O/d81of409RtPiwsDFFRUXKebI8fP0ZaWppcyJBAIGjUgk0I4UuIyNYvbAqFhYVKbur6tPw1Jv5kn4WyyYG0wZCWP67Gn+JzICAgAMnJyY2WjmnVbp/6JjU1FT169ICjY5OqQzQ7suUeOPcsVdn82gv6TJusbziXSW4lUJd6hPfv31fKRHju3Dk8fvwYfn5+OHv2LD8R02XCzmWkjIqK4vsZJ+z9/f2RkJAAiUSCM2fOYMyYMSCEYNKkSXB0dORTRmtCSzyMjZXAwED07dsXW7dubfxgBRTFH/fg5x5y3HemTQbGWbNmISkpiX9YxMbGNlokXRM6dOiASZMmYffu3Th69ChOnDjB1zksLy9HQUGBQcUfhzblcIB/LX+yFjrOAqZrf+7WrZucRfHRo0cQiUTo2rUrTExM+ALLOTk5Kic02oi/qqoqZGRkKIk/2cXEhiaCxhxv3VIUFBTgwIEDOp9H0e3z5s2bMDMzw+DBgxEcHKxktbl48SL69OnTYJkcjh49eshZ/nJzc1FUVITg4GC+JIo+yvicPXsWlZWVeOKJJ3Q6z9ChQwGoLgVgY2Oj8f3KWRBPnjyJ1NRUdOnSRatFHn3w8ssv48CBA3LWOX3NWTIzMzV2m58wYQLq6ur4WF4AvOBvSr6Ivn37IjY2FtHR0ejUqZNW9f1k6dSpk1y8GqDfOV1j4m/WrFno06cPPvnkkybXtDVkqYeioiKVZV4CAgJQW1vbaJmXVu32qW/S0tLQo0cPrScELYWfnx8yMjJQXV3Niz9Dun0aGn2tojUH9+/fh4eHBz8wapJGXhWciPTz85O7mcPDw2FmZoYPPvgAjx8/5leLdbH8mZub80lfkpKSQAjh40b8/f2RlJSEmJgYPHjwgI+7MDU1xcKFC3H48GG+WGpjtGfLHwAsXrwYN2/exLFjx7R6n6LbJ2ct4squcAmGtBF/U6ZMASBNFHPnzh1UV1frRfwBwE8//YQPP/wQkZGRePnll/H777+jsLCQL0ViDOJPWzjxJyuwuM9f3SRDU5ycnOREpWJAP1dgOSUlhU/mIQs3EdDEpTglJQWUUqW+ImtJYOKvYWQn07qgyvIXFBTEC8CbN2/y+0QiEcLDwzWOU+Vq/XET1Fu3bgGQzhs8PT3RtWtXhIeH6/w//PLLL+jYsSPGjRun03nMzMxw48YNvqxNU/H394erqytOnDiB27dvGyQhnSo0ETfFxcXIzMxEQUGBWmGRlZWlcY3U4cOHY8iQIdi0aRM/h+DyEDTFate3b1/k5ubi4MGDGDx4sF7ny/p0+8zPz4e1tbXanBidO3dGXFwcVq9e3eRrGDL0iPMKUYSzYjbm+llSUgIzMzNYWlo2S/tkMWrxJxKJkJmZyU9IHjx4IBdLYwz07NkTlFIkJSUhKioKPj4+Gic4aIsYq+WPUors7Gy4uLjA3t4elpaWWtdc5M7z0ksvoaqqClVVVXwRawC4evUqBgwYwMd3cQ91Xes2DRgwAFFRUXwyIW5gCAgIQE1NDX744QcAkAu6X7ZsGSwsLODt7Q0bGxts2bIFgNQNcfPmzUqxQdnZ2SCEtFvx99JLLyEgIADz5s3jBZsmKFr+AOlknRunkpKSYGpqqlXsWffu3REcHIxDhw7hxo0bAMAnJ9CVbt264aOPPkJgYCBeeeUViEQibNu2jXcfbmpWQEPCWddkRRon/nTNXNqtW7cGxZ+npyfi4+P5WFx1bdPE8qduoUB2IsfEX8OcOnUKDg4OuHLlCjZt2tTk88jG/InFYkRFRWHgwIEAgNDQUFRVVeH27dsApB4/lZWVWom/qqoqfgzmnhOBgYEghGDIkCE6Wf4kEgnef/99HDhwAKtWrZJzfWwqISEhOmfmJIRg4sSJOHXqFGJjY1UWmDcEDc1Zdu7cCX9/f9jb28PDwwPdunVD79695RJycagrXq4KQgi2b98OExMTTJ8+HdXV1bh16xbs7OyaZLXjFgcLCwt5S62+0Lfbp76ySauDa68xib9evXqBENKo+CstLUWnTp1axNhl1OIvLy8PYrGYj9vo0qVLs3ccbRk8eDAAqT98eHi43iZprRVjjfkrKSlBVVUVXF1dQQiBm5tbkyx/27Ztw4ULF/DLL7/gySefxK5du0ApRXV1NSIjIzFkyBC4u7vDxsaGD1zWNXvi4MGDUVJSgoMHD8pZlYcNGwZAmtV2wIABcsLN3d0dx44dwyuvvIK+ffviueeew+7duzFmzBg8//zzGDt2rNx3lJOTg27duumUGKA1Y25ujiNHjoAQwieX0gSRSKQk/pycnOTEX48ePbTOPDh16lSEh4fj8OHDcHBwaBaLXO/evTF48GBs2rQJN27c4EuLtDYasvzpQ/w9fPiQn0hw8TCcC5ynpyfv3q3KuquN+EtMTOTjyNXR0Fhi7OIvLy8PEyZMwIIFC7TK2q0plFKcOnUKY8eOxdChQ/Hcc881+Vzcc6yurg5JSUkoLy/nn+3cM59z/eTi/bjxuDEUyz3ExMSgR48evMtoaGgoUlNTm1RwnFKKpUuX4vPPP8fzzz+Pt99+W+tzNCcTJkzA48ePUVNTo9dyBLqgTvz9+uuvmDt3LiwtLbF27Vr89ttvWL9+PbKzs7F06VK5Y+vq6pCTk6Ox5Q+Qeg28++67uHPnDn799VdcvnwZoaGhTZr4Dx06lDc6TJ48Wev3N4S+E77o6o3RGIa0/Klz++zQoQO8vLwajeUtKSlpkXg/wMjFn77iNpoTd3d3uLi44LvvvkNBQUGj9W7aOsbq9smlGOZWL7t376615a+8vBxvvvkmhgwZgueeew6TJ09GZmYmUlJSEB0djdraWgwZMgSEELlJtK7ib9KkSfxr2XhSb29vfsVvwYIFSu8bNmwYfvjhB5w8eRKBgYGYPXs2YmNjMW/ePCQkJODIkSP8sdnZ2c1Sc6k14eHhgfnz5+PEiRMaT05ra2uVBLOi+NPG5ZNj+vTpkEgkOHLkCIYNG9ZsK4HPPfcckpKS8N1336F///6tUvzb2NhAKBQqWf5MTU11fpA6OjqitrYWjx8/BqBs+ZN1x1WVoIATf5q4fSYlJcHDw0Oly09kZCTefPNNpYUGWYxd/H3wwQc4efIk/vrrL6xdq3G1J425deuW3p7BhBAIhUKIxWLefZ+z/Lm7u8PR0VFO/PXs2VPjvASK5R64ZC8cXNyfqmyQjbFjxw788ccfWL16NX755Reju58nTJgADw8P2Nvb6zWJny6oEn+5ubl48803MWbMGNy4cQNvv/02lixZgpUrV+KDDz7A+fPn5TxEcnNzIRaLtc6WPHjwYIwaNQqvv/46EhMTtSpxI4upqSkuXLiA06dP673GtL4tf80t/vTZXm2oq6tDcXGxSssfoFnGz5KSkhaJ9wNaifgzZlc0QggmT56MtLQ0CAQCPqi5vWKsbp+KRWWbYvnbsmULCgsLsX79epiYmPCxFKdOncLVq1cB/JutStYFTNeJe7du3TB37lw4Ojpizpw5cvv27NmD3377DcuWLVP7fisrKxw9ehRvvPEGzpw5g61bt8Le3h579+7lj2HiT8qkSZNQVVWlcTH1hix/XIB3U8RfUFAQnnnmGZiYmOCVV17R+v2aMmvWLD7pwtSpU5vtOs0JIUQpK2d+fj66deum873HTegLCgoA/Gv54x7wQ4cOhYeHB/r166fS7dPc3BzW1tYaWf5iY2PVZrjr378/vvrqqwb/H2MWf7W1tdi7dy+effZZzJgxAz/99JNSXUZd2b9/P0xMTPDkk0/q5XwCgQB1dXWIiIiAjY0N//0SQjB48GBcvXoVlZWVuHDhglZJVWTLPRQWFiI9PZ0XloB0gU8oFGrt+kkpxZo1axAcHIyPPvrIKPMkdOjQAbGxsUhISGi0PERLoWrO8u2336KyshIbNmxQ8tqYP38+AGDfvn38Ni62XhvLH8eaNWv417qMwUFBQRqVKNMWfcf8tVXLHzfGq7L8AVLxd/fu3QbHvaKiIrXiUd8w8acH3n//fYwZMwbff/99i31xxoqxun2qsvxxE3RN2bVrF4KDg3m3Hy8vL3h7e+PUqVO4cOECfHx8+MmibF0efTyE//rrL9y/f19p4PTy8sKSJUsatS66uLjg66+/xogRI/hFiuPHj/MPPCb+pHCW1bi4uEaPpZQiKytLSfy5urqitrYW165dQ11dXZPEHyCNN8nJyWmWBzqHtbU1Tp48iXXr1uG///1vs12nubG3t1ey/OkjRIA7Byf+CgsLYWNjw8dRWVhYIC4uDteuXVN7n2tS6P3Ro0dISkrSKWzAWBfeAGm2zEePHmHq1KlYsmQJiouLcebMGb2dv7q6Gps3b8aYMWPUTr60RSgUoq6uDpcvX8aQIUPkYrfHjRuHtLQ0rFu3DlVVVVpZsWTLPXAxvdwzBQAsLS0RHBystfg7f/48kpOTsWLFCp3jzJuTjh07qswcaigU75uKigps3rwZM2bMUJnEycnJCb1798aFCxf4bZz4a0qd1KFDh+LPP//EgQMHlDL9GgP6sqRVVFTg8ePHbdbyp+gVokhAQADq6uqUanzKos5ttDkw3hECUvFnamrKu84YK927d8fp06cbtL60F4x1AsIlNOEmc927dwelVOMEQkVFRbh+/brSQ37cuHE4ceIETp06JZdVTd8xWoQQvbrwjBs3DkVFRYiPj8fjx4/x6NEjJv4gXbVzdHTUqCDr3bt3kZaWpmTt52K2uJVhxRp/mmJiYtIiMc5Dhw7FqlWrmpxa2xhQZ/nTFUXLn6qAfhsbmwbdMe3t7Rt1+4yIiACltM2KP27C06dPHzzxxBMwNzfXOXukLL///jvy8/P1GuMmFApRUFCAO3fuKLnjzZw5E0KhEB9//DE8PDwwcuRIrc7ds2dP3Lp1CxcuXICpqalSNt/Q0FBEREQ0WhdMlv/973+wt7fHf/7zH63a0t5RvG+2b9+O0tLSBhfDRo4ciatXr/LfDxdC0hTLHyAN2zAWN1hF9DWucHOttprwhXtGqPv/Gsv4SSll4o+DK5xrzKtYDHmMOeZPNqEJF0fKuYM2RnR0NCilGD58uNz2iRMnQiQSoa6ujk/RD8hb/owRbjJz4cIF3v3VmGNrWxJNfPMB8OnYFd3MOPG3Z88eCASCVplEpbWhyvKnj9qwqtw+tbVaODg4NGr5O3jwICwtLXXK1GesYy8APizC3d0dFhYWGDx4MJ8oRVfq6uqwbt06Pn5KXwiFQr6Yu6L469q1K9atWwc3Nzf8+OOPWi/MTZgwAenp6Vi/fj3GjBmjVO9u6NChqKys1Nj6l5mZiQMHDmDJkiV6ye7ZnpAVN5RS/PjjjwgKCmrwXuS+H85DJDMzEw4ODujQoUOLtLkl0ZcbZWM1/vSFodw+G0syxrmNc7V/FamsrER1dTUTf4BU/Bm7yydDHmNdfVZ0a9RW/HGDfGBgoNz2SZMm4dlnn8Vzzz0nV2rB2MWfu7s7PD095QLXVcUstUd8fHz4uncNERERATs7O6XPzd3dHaampsjPz0evXr3YZKwFkLX8icViFBYW6mWF2cHBAYQQ/sGuLpV3QzTm9nnjxg3s2LEDTz75pNr6V5pgrGMvIE1u4ubmxoukIUOGIDY2ls+UqgvHjh1DRkYG3nrrLb3GuQkEAuTm5sLGxkYu0RbHihUrkJmZ2aTsirKxXaqSdU2aNAlWVlbYunWrRuf75JNPQAjBa6+9pnVb2juy901kZCTi4+PxyiuvNNiXODddTpynpKS0yhqpmqAvN8qWEn+GcvtsTPxZWlrCzc0Nd+/eVbmf8w5h4g9M/LVG9Bnzd/78eXz33XeorKwEIL25pk2bhu+++07rc+Xk5Ogk/mJjY/kagbIIBAL8/vvv2LRpk5yFujXEfo4aNQoXL17k0w83NTatreHu7o6ioiJUVFQ0eFx6ejp8fHyUPBMEAgGfvY/L3MdoXjp37sxb/h48eACJRKKXSYZQKIStra2c26e2lr+G3D43bNiAwYMHw8TEBB9//LFObTVm8ZeWliYXP9W3b1/U1dUhMTFR53P/+uuvcHJykvO80Aec5WDq1KkNuvU2BScnJ5w9exZbt27F7NmzlfZbW1vjP//5D3bv3i1n0VbVxo8++ghbtmzBypUrm1Qjrr0jO2fZsWMHzMzMGnWddXd3R7du3Xjxl5yc3Kafn4QQnS1pnDhqy5Y/CwsLvmSLKnx8fJj40wQm/lof+pqAxMXFYcyYMVixYgUmTJiAmpoa/Pe//8WhQ4f4FVdtyMrKkhN/nTp1goWFhVaWP0WrX0MYY6Y1RUaOHImSkhLs2rULHh4eOlkd2hJc3EZj2WAzMzPVxni8/fbb8PLywquvvqr39jGUsbe3591m9FXjj6NTp04oKCgApbRJlj8HBwc8evRIKX6ruroaq1evxrBhw5CRkdHk2FAOYxZ/qampcpYRbiyNjY3V6bxZWVk4fvw4li5dqnUtzcbgEjg0Vwzd6NGjsXDhQrXPipUrV6KioqLBshj79+/Hxx9/jMWLF+PTTz9tlna2dWTvm/3792PChAmNptsnhCA0NBTXrl1DWVkZcnNz27TnDCFEL5Y/oVDY7FleDWn5ayzDtK+vL+7evatSmHKZpNu9+KOUoqSkhIm/Voa+4k7Wrl0LGxsb/PTTT7h8+TKCgoLw999/Y+7cuQCk5RU05dGjR3j8+LHcRJ0QAhcXF43EX21tLRITE/VeP8fQjB49GoC0uLRiwoH2DJexraEFBi7Tpzrx9/TTTyMtLU2rBQNG0+EmFMXFxXpfYe7cuTMKCgrw6NEjiESiJrl9cm2T5fr163j48CFWrVqll4UXYxV/xcXFKCkpkbP8+fj4wMLCQmfxt3nzZr6weXMxceLEZjt3Q/Tp0wcLFy7EDz/8gPT0dJXHrFu3Dr6+vti0aZPR1fRrLXBzlvz8fGRmZirF9asjNDQU9+7d47N+tmXLnz7KyHA1/po7h4ehEr5okmTMx8cHpaWlKsMAdCkX0hSMVvxxq6RM/LUu9DEBqaurw7FjxzBz5kwsW7YMn3/+OZKSkhAaGorffvsNjo6OuHTpksbn4zJxKbrEODs7ayT+kpKSIBKJtJ7IN7Vga0vh4uKCGTNmAAAWLVpk4NYYD9zgy/UbVRQXF6OysrLFBmpGw3AC6+HDh3rPKsdZ/hpL5d1Y2xRdPy9evAhCCIYNG6aXdhqr+EtLSwMgnwFZKBSid+/eOom/2tpabNq0CRMnToSHh4euzVTil19+wdGjR/Xu8qkNn332GQQCAVavXq2078GDB7hx4wYWLlzYaKkfhnq4++bmzZsAoDK+UxWcS/8333wDQL5cR1vDxMSkUTG1YcMGjBgxQm0G9ZYo8A4YbhzURPxxyeBUlXvIzMyEqalpi3xGABN/DD2jj5i/Gzdu4NGjR3wK/XfffZdfYbOwsODTYGsK576nOFHX1PLHJXvR1vJ36tQpPHr0SKv3tDS7d+9GWlqa3uNlWjPOzs4QCAQNWv50Te3N0C+cICsoKGg2t0+u7qy2D2fOjUdxtTcyMhL+/v6NuphpirGLP8Waab1799Yoq646Dhw4gPz8/GYrsfTCCy9g0qRJzXJuTXFxccHzzz+PPXv28G5hHFypDNkSQwztURR/wcHBGr2vf//+EAqFuHjxIry8vFps0m4IGnP7rKysxKuvvopLly7h119/VXlMS4k/Y7b8ceJPVdxfZmYmunfv3mILOUz8MfSKPtw+T5w4AYFAIFfc2tPTk1+B9ff3R1pamsYF2tVZ/jjx19ggERsbC3Nzc/7G1RQzM7MGg3+NAaFQaPSZSVsaoVAIFxcXJv5aEVw8b05ODvLy8mBrawtLS0u9nLtTp06orKzkU3RrWxJF1iopS3Jysl6LOhur+EtNTQWgnAE5ICAABQUFjZbBUMf//vc/eHp6Yvz48Tq30ZhZvHgxRCIRjhw5Irc9MjISFhYWGosVhmq4+yYhIQF+fn4aP7MtLS350AnZ7K1tkcYsf1FRUfy4c/r0aZXHcKXbmhtDJHypra1FUVFRo+LPw8MDAoFApeUvIyODDzlpCZj4Y+gVfUxATpw4gcGDB6tdEe/VqxfEYjG/otwY9+/fh0AgUBp4XFxcUF1djZKSkgbfHxcXh4CAAL0nFGAYL+7u7g0mfGlp/3xGw8hm783Pz9frJIOzKl6/fl3uWpqiyu2ztrYW9+7d02uSCGMVf2lpaXB2dlaqgdZY0eOGuHPnDi5evIiXXnqpzbs8BgYGwtnZGcePH5fbHhMTgz59+rDnko7I3jeaunxy/Pbbb1i7di0++eST5mia0dCY5Y/L2jt79mxcv35dqYRLbW0tHj582KKWv5YcB7n5QGPu56ampvDy8lKy/EkkEiQkJGhtYNAFoxZ/lpaWenOJYbQMurp9PnjwAJGRkbzLpyq41XJN04RnZWXBxcVFaZKgSbkHSimioqL41P2M9oGbm1uDMX9ZWVmwsLBoFSU92gOWlpbo3LkzcnJykJubqzeXT+DfBchLly7B2tpaa2u+KrfPe/fuQSwWtwvxp5jpk0MX8ffdd9/BwsICS5Ys0bl9xg4hBE888QQuX77MWzMopYiJiWHPJT0gm4BE28Rnrq6uePvtt2FjY6PvZhkVjVn+kpKSYGlpicmTJ0MsFiuJm5Yq8wAYxvLH1QXWxIvK19eXn7tSSvHnn3/i/fffx6NHj1o0btSoxZ+rq2urSJnP+BddJyAnTpwAgAZdebgJk6biT505XRPxl56ejocPHyIkJESjazHaBt27d0d2drbaRQwu0ycbn4wHFxcXZGdnIy0tTa8Fl7lxIi0tTWurHwB06NAB5ubmcpY/zoW0PYg/xRp/HN27d4eNjQ0SEhK0Ol9+fj7+/PNPPPvssy2WFt3QDBo0CAUFBbw3QnZ2NoqLi5n40wOy4k9by197oTHLX1JSEvz8/NCnTx8Aygs6LVXgHTCM5Y/Lxuvp6dnoscHBwUhMTERlZSU2b96MRYsWYe3atbCzs2tR92GjFX8ikUiuLhujdaBrzN++ffvg4uLS4AqctbU1unfvrrH4S05OVjnJ0kT8Xb16FQCY+GtnuLm5QSQS8cW9FeGCsxnGg7u7O27duoWCggK9us907NiRt/Y1JaskIQTdunWTy4LXXsRfRUUF8vLyVIpxQgj8/f21tvytXbsWIpEIK1eu1FczjR7u+cMlOouJiQGgfRIyhjLcfUMIYfGTamis1ENSUhJ69uwJX19fmJiYKC3oGEL8tbTlz8zMTKMwtYEDB0IsFiMiIgIff/wxBg8ejCtXruDWrVvNXgNRFqMVf5zlj9G60GUCkpGRgWPHjuGZZ55ptBZMz549+QlUQ5SUlKCwsFDlZJAbiLgsfrKIxWKIxWL8888/cHFxYQ/ZdkZj5R6ysrJaNDib0ThBQUG8ZUSf4o8Qwou+plpaFDMLJycnw9HREba2tnpooRRjFH+cO5Qqyx8gdf3URPxRSrFlyxZMnjwZ33//PV588UX4+Pjota3GTGBgIMzMzHjxx5XIYHVEdYe7b3r27KmXepttkYbcPquqqpCRkYGePXvCwsICPXr0MKjlzxDjYHp6Ojw8PDSqYRgaGgoTExMsWrQIOTk5+L//+z8MHTq0WcrVNIRRi7+muNgwDEtTY/5KSkrw1FNPQSgUarSi6+fnh+Tk5EZXdzjfc1Ur7Obm5nBwcFCy/B05cgSdO3eGra0tDh06hPnz5zd7YVKGccGJP1VJX6qrq5Gfn8/En5HRr18//rW+Cy6/8cYb6NixI+bMmdOk96sSf/q0+gHGKf5U1fiTxd/fHw8ePFCqgajIr7/+iqVLl+LOnTt47bXX+Npq7QVzc3MEBwfLWf569OjR5mPNWgLuvmEun+ppyO0zJSUFlFI+F4O/v79Kyx8hBF27dm2RtgIta/lLT0/XOGt6ly5dMH78eGRlZcHf37/B/BbNiVHPaJnlr/XR1AnIokWLcOfOHezbt0+j771nz554/Pix2oKiHNwKae/evVXuV5yUlZaW4tlnn4Wrqyvmz5+PV199FR988IEW/wmjLdCQ5S87OxsAmPgzMriiy3Z2dnoXVgsXLkRpaWmTPQAUy8okJSXptcwDoJ8aq/qGK/OgTvxpkvRFLBbj888/R1hYGNLS0vDDDz/orYxHayIkJAQ3b96ESCRCbGws80bREx06dIBAIMCQIUMM3RSjpSHLHxd+wy249erVC6mpqRCJRPwxubm56Nq1a4tkpm3phC+UUiQnJ2vlibB+/Xo899xz2LFjh8HyBjDxx9ArqmL+UlJSMHnyZBw6dEjle2JjY3H48GF8/PHHGq+CcJO7xlw/b968ic6dO6sNxHVzc0NGRgb/9+7du/Hw4UP88ccf2LhxI3788UfmCtIOsbW1RceOHVWKP1bmwTjp1q0boqOjcfv27WZ5oOpyThcXF1RWVuLRo0coKirCw4cP9W6dNFbLX+fOndGpUyeV+zURf1evXkVWVhZee+21du2BMXToUFRWVuLSpUtITU1l4k9PdOrUCdHR0XjuuecM3RSjpSHLX1JSEgghvPjp1asX6urq+IUfQOpB01Lz+ZZO+JKVlYXy8nJ+LNOEXr16YdOmTQa9h416JGXir/XBrezIFmB/5513cPToUTz//PN8/UZZdu/eDYFAgBdffFHj63ATp6SkpAaPi4iIQP/+/dVO3Hx9fZGamsoPFPv27UOPHj2YCwhDbbkHbhuz/BkfwcHBRvnc4OI50tPT+TFL3+JPl2RbWVlZ2LZtm1J9Ll1JSUlpMPOqq6srOnbs2GDGz5MnT0IgELT5Yu6NERYWBgBYvXo1AGDEiBGGbE6bIjAwkNVLbICGEr4kJSXBw8ODt8arKsWVkZGhUSZMfdDSlj9u4Uob8WcMGK34c3V11fvDkdH8cHGaXKxUTU0Njh8/DicnJzx48ADnz59Xes/58+cREhKiVaYjFxcXWFlZNWj5KygoQFxcHEaNGqX2GB8fH1RXVyM7OxslJSU4d+4cZsyYwVL4M+Dm5sancJYlMzMThBCjFBkM40TWU6G5xF9TLX9isRjjxo3DwoUL8eGHH+q1TYmJiQ26t2qS8fPkyZMIDQ3Va3Kc1oiLiwsGDhyIa9euwcbGhndzZjCaG0KIWjHFZfrk4F5z4k8ikbSo+Gtpyx8Tf3qmQ4cOsLKyMnQzGFrCZTziTP7Xrl1DVVUVvvvuO5ibm+P48eNyxz9+/Bg3b95sUKCpghACPz+/BleMuWs1tGLMZQVMTk7G0aNHUVdXhxkzZmjVFkbbhMsoqxhDlZKSgu7du8PMzMxALWO0Nnr06AFCCJKTk5GYmAgLCwu9uw03VfxdvXqVX0TbtGmT3qx/jx49Qm5uLvz9/Rs8LiAgAPHx8Sonl0VFRYiOjsa4ceP00qbWzqpVqwAAr7/+OkxNTQ3cGkZ7QZ3lTyKRIDk5WU78WVtbw9XVlV/kys/PR21tbYtls2zphC937tyBk5OTWtd2Y8VoxR+jdWJmZgY3Nzc+y9vp06chEAgwYcIEhIWF4ezZs3LHX7lyBWKxGKNHj9b6WsHBwYiOjlZ7k+/cuROenp4N1u7hUmVHRkbyNQYHDhyodVsYbY+AgABUV1fLxYQCQHx8vNoEQgyGKiwtLeHu7o47d+7g+vXrCAoK0nv8WlPF3969e2FhYYHdu3ejuLhYaYzWlLi4OLi6umLmzJmQSCT8yn9jiW0GDhyIoqIiPjOzLOfPnwelFGPGjGlSm9oa//nPf1BSUoI1a9YYuimMdoS6hC9ZWVmoqqpS8mLo1asXf/9zhgBNs2HqSku7fUZHR7fK+Fsm/hh6p0ePHvxK8unTpzFo0CB07NgRY8aMQVxcnFzh7HPnzsHMzKxJmbYGDhyIhw8fqnTNy8vLw5kzZzBv3rwGXTjt7e3Rq1cvHD58GMePH8dTTz3VrpMKMP6Fs1jEx8fz2+rq6pCUlNTqXDwYhmfo0KE4duwYbty40SzxWk0Rf5RS7N+/H+PHj8e0adNgbW2tNjFXYzz//PPIycnB3r17sXHjRoSHhwMA+vfv3+D7xo4dCwA4ceIE7t69i++++46vvXrmzBnY2NiwBTkZ7OzsDN0ERjtDXcKXuLg4AECfPn3ktnPlHurq6nD79m0A6jOu65uWdPssLy/HnTt3MGjQoGa/lr5hs1yG3unfvz/i4uKQl5eHyMhI/uHOrd6eO3eOP/b8+fMYPHhwk1J3Dx48GABw+fJlpX07duyARCLBvHnzGj3PqFGjcO3aNVRXV2Pp0qVat4PRNgkMDISpqSmuXr3Kb4uPj0dtbS0rrszQmvHjx6OiogJisbhZLFlNEX8xMTG4f/8+pk+fDnNzc4wfPx6HDx/WeuIUHR2NiIgI/PDDDxg5ciQ++ugjHDhwAH5+fo3W6/Xy8kK/fv3wwQcfYMCAAVixYgVGjBiBoqIiHD16FKNHj2bJOBgMA6LO8seV0lIUfyEhIaiqqkJ8fDzi4uLQqVOnFqvb3ZKWv6ioKEgkEoSEhDT7tfQNE38MvRMaGgqRSITVq1eDUoqJEycCkLpp2tnZ8W5FpaWluHXrltbxfhyBgYFwdnbG0aNH5bZTSvHrr78iNDRUo6QKy5cvh7e3N5YuXYqgoKAmtYXR9ujQoQNCQ0Nx5swZftvp06cBoEluyoz2zYwZMzBixAjMmTOnWfqPJuKPUoqsrCw+6/KhQ4dACMGTTz4JAJg6dSpyc3MRHR2t1bW3bt0KMzMzzJ8/H+vWrUNhYSEuX76MyZMna/T+r7/+GmKxGAEBAdixYwcyMjLQt29f5OTkYMGCBVq1hcFg6Bd1lr+YmBh4e3srlcPiFubDw8MRFRWFwMDAFkui15KWvxs3bgBAq/RMYOKPoXfCwsIgFArx22+/wcvLi18VEQgEGD16NE6fPg1KKS5dugSJRIKRI0c26TqEEEybNg2HDx9GaWkpv/3cuXO4e/cuXn75ZY3O4+Pjg9TUVGzevLlJ7WC0XaZPn45bt27h4sWLkEgk+Ouvv/hFBwZDG6ysrHDhwgXs2LGjWVzLGxN/Dx48wLBhw+Du7o6AgADcunUL27ZtQ1hYGLp06QIAmDRpEkxMTLRy/RSJRNi5cyemTJmCTp06YeDAgfjxxx8xf/58vPvuuxqdY9SoUSgtLUV4eDjmzJmDr776Crm5uQgODsbUqVM1bguDwdA/qhK+SCQSXL58GUOHDlU63tPTE56enti4cSOioqJ476+WoCUtf6dOnYK/vz8/frYmWlT8EUImEEKSCSGphJB3WvLajJbD3t4ey5cvh4mJCT755BO5FZ8xY8YgKysLaWlp2L17Nzp16qRTyurXXnsN1dXV+P333/ltX3/9Nezt7fGf//xHp/+DwXj++efRvXt3TJgwAb6+voiLi8Pbb79t6GYxGEpwkx6uzI4sWVlZGDZsGKKjo7F69WqUl5ejX79+SEtLw4oVK/jjHBwcEBYWppX4O3XqFAoLC+UsdK+++iq2bdsGe3t7jc9jZmbGPyuWL1+O9PR0hIeHs6yWDIaBUeX2GRcXh8LCQpVeDIQQzJ8/n4/3mzZtWou0k7s2oJvlTyQSKWX5VqS4uBiXLl3S2LvB2Ggx8UcIEQD4GcBEAP4A5hBCGs4BzWi1fPXVV6iurlaKuRs/fjwIIVi5ciX27t2LWbNmwdzcvMnX6dWrF1asWIFDhw7h9ddfx/r163HixAm8/fbbsLCw0PXfYLRzrK2tceXKFTz33HPw9/fHTz/9hDlz5hi6WQyGEv7+/rCyssLixYtx7NgxfntERATCwsJQUFCAM2fO4JNPPkFUVBQWL16MtWvXYvr06XLnmT59OmJjYxEREdHoNSUSCb744gs4Ozvz7v36wsPDg43hDIYRoMrtc/PmzTAzM1N7369cuRKzZs3CZ5991qLZsZta6oFSimPHjiEsLAwWFhawtLTExIkTcezYMZVCcuPGjRCJRBrllTBGWjKKOgRAKqX0HgAQQnYBmAZAfaE2RqtG1Yqtl5cXXnrpJWzYsAF2dnZYvXq1ztf56quvcO/ePfzwww8AgCeeeAKvv/66zudlMABpsfcff/zR0M1gMBrE3d0dt2/fxtNPP43Jkydj4cKFqK6uxt69e+Hs7IwLFy7wMc3dunXDli1bVJ7nueeew7p16/DMM8/go48+grOzMwQCAUxMTCASiVBbW4va2lrU1NTg2LFjuHr1KjZt2sTqXjIYbRQTExPk5eXh+PHjqK2tRVJSEjZu3IjFixeja9euKt9jZ2eHXbt2tXBL//WAuHHjBh48eACJRAJKKSQSCf+j+HdOTg62b9+OmzdvwsPDA++88w6qqqqwe/duPPnkk+jVqxdefvlleHl5QSwW4+7du/jkk08wZcqU1pv8jVLaIj8AZgLYLPP3AgA/qTve19eXMtomIpGIHjlyhGZkZOjtnOfPn6d37tyhZ86coXV1dXo7L6Ptcf78eUM3gdGKaG39pbKykr744ovU1taWdu3alb7++uu0uLhYq3PcvHmTenh4UAAN/giFQvruu+9SiUTSTP9N66K19RWGYWkt/SUkJETp3h89ejQtKyszdNOUOHPmTKPjlqofX19f+uuvv9Kamhr+XDU1NXTbtm00KChI6fhhw4bRBw8etNj/BSCS6lGTEdpChRAJITMBTKCUPlf/9wIAgyilr8oc8wKAFwCgS5cu/ffs2dMibWO0fsrLy5UyTjEYqmB9haEN7bW/iMViZGdn4/HjxxCLxaCUQigUwtTUlP/duXPndvnZqKO99hVG02gt/eXhw4fIycnh73sbGxs4Ojq2WAZPbZBIJEhKSkJtbS1MTExACOF/y77mLIQmJiawsbFpMGkLpRR5eXkoLS2FQCCAnZ0dHB0dW+pfAgCMGjUqilI6QF/na0m3zxwA3WX+dq3fxkMp/RXArwDg5+dHm5oFktH+uHDhQpOzhjLaF6yvMLSB9ReGprC+wtAG1l+aB1aKqXFaMtvnTQA+hBBPQogZgNkANE8pxmAwGAwGg8FgMBiMJtNilj9KaR0h5FUAJwEIAGyhlN5pqeszGAwGg8FgMBgMRnumxWL+tIUQ8hhAsqHbwWg1OAAoMnQjGK0C1lcY2sD6C0NTWF9haAPrLwxN8aOU2ujrZC0Z86ctyfoMbmS0bQghkay/MDSB9RWGNrD+wtAU1lcY2sD6C0NTCCGR+jxfS8b8MRgMBoPBYDAYDAbDQDDxx2AwGAwGg8FgMBjtAGMWf78augGMVgXrLwxNYX2FoQ2svzA0hfUVhjaw/sLQFL32FaNN+MJgMBgMBoPBYDAYDP1hzJY/BoPBYDAYDAaDwWDoCaMUf4SQCYSQZEJIKiHkHUO3h2F4CCEZhJDbhJAYLusRIaQzIeQ0ISSl/nen+u2EEPJDff+JI4T0M2zrGc0NIWQLIeQBISReZpvW/YMQsqj++BRCyCJD/C+M5kVNX/mIEJJTP77EEEImyex7t76vJBNCxstsZ8+pdgAhpDsh5DwhJIEQcocQ8nr9dja+MORooK+w8YWhBCHEghASQQiJre8vH9dv9ySE3Kj/7ncTQszqt5vX/51av99D5lwq+5FaKKVG9QNpAfg0AF4AzADEAvA3dLvYj8H7RQYAB4Vt6wC8U//6HQBf1r+eBOA4AAJgMIAbhm4/+2n2/jEcQD8A8U3tHwA6A7hX/7tT/etOhv7f2E+L9JWPALyp4lj/+meQOQDP+meTgD2n2s8PACcA/epf2wC4W98v2PjCfjTtK2x8YT+q+gsBYF3/2hTAjfoxYw+A2fXbNwJ4uf71KwA21r+eDWB3Q/2ooWsbo+UvBEAqpfQepbQWwC4A0wzcJoZxMg3A1vrXWwFMl9n+J5VyHYAdIcTJAO1jtBCU0ksAihU2a9s/xgM4TSktppSWADgNYEKzN57RoqjpK+qYBmAXpbSGUpoOIBXSZxR7TrUTKKV5lNLo+tePASQCcAEbXxgKNNBX1MHGl3ZM/RhRXv+naf0PBTAawD/12xXHFm7M+QfAE4QQAvX9SC3GKP5cANyX+TsbDd88jPYBBXCKEBJFCHmhfpsjpTSv/nU+AMf616wPMQDt+wfrN+2bV+vd9LZwLnxgfYUhQ72bVTCkK/RsfGGoRaGvAGx8YaiAECIghMQAeADpglAagFJKaV39IbLfPd8v6vc/AmCPJvQXYxR/DIYqwiil/QBMBLCMEDJcdieV2r5Z6lqGSlj/YDTCBgDeAIIA5AFYb9DWMIwOQog1gL0AllNKy2T3sfGFIYuKvsLGF4ZKKKViSmkQAFdIrXU9W+K6xij+cgB0l/nbtX4box1DKc2p//0AwH5Ib5ICzp2z/veD+sNZH2IA2vcP1m/aKZTSgvqHsATAJvzrMsP6CgOEEFNIJ/PbKaX76jez8YWhhKq+wsYXRmNQSksBnAcQCqmruLB+l+x3z/eL+v22AB6iCf3FGMXfTQA+9dluzCANajxk4DYxDAghxIoQYsO9BjAOQDyk/YLLmLYIwMH614cALKzPujYYwCMZ9xxG+0Hb/nESwDhCSKd6t5xx9dsYbRyFmOCnIB1fAGlfmV2fZc0TgA+ACLDnVLuhPqbmNwCJlNJvZHax8YUhh7q+wsYXhioIIV0IIXb1ry0BjIU0TvQ8gJn1hymOLdyYMxPAuXqvA3X9SC3ChnYaAkppHSHkVUgHRQGALZTSOwZuFsOwOALYLx1XIQSwg1J6ghByE8AeQshSAJkAnqk//hikGddSAVQCWNzyTWa0JISQnQBGAnAghGQD+BDAWmjRPyilxYSQNZA+eAHgE0qppolBGK0ENX1lJCEkCFLXvQwALwIApfQOIWQPgAQAdQCWUUrF9edhz6n2wVAACwDcro/NAYD3wMYXhjLq+socNr4wVOAEYCshRACpMW4PpfQIISQBwC5CyKcAbkG6oID639sIIamQJi2bDTTcj9RB6tOEMhgMBoPBYDAYDAajDWOMbp8MBoPBYDAYDAaDwdAzTPwxGAwGg8FgMBgMRjuAiT8Gg8FgMBgMBoPBaAcw8cdgMBgMBoPBYDAY7QAm/hgMBoPBYDAYDAajHcDEH4PBYDAYDAaDwWC0A5j4YzAYDAaDwWAwGIx2ABN/DAaDwWAwGAwGg9EO+H+vrNfLoVMMYwAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(4, 1, figsize=(15, 8))\n", "axes[0].plot(metric1, color='blue', label='N1')\n", "axes[1].plot(metric2, color='orange', label='P3')\n", "axes[2].plot(inst_corrs, color='black', label='Corr.coeff.')\n", "axes[2].axhline(0, ls='--')\n", "axes[3].plot(single_units['8-8'][aeps_tl_idxs], color='black', label='Unit')\n", "for ax in axes:\n", " ax.set_xlim(0, 3000)\n", " ax.grid()\n", " ax.legend(loc='upper left')\n", " #ax.axvline(530)\n", " #ax.axvline(580)" ] }, { "cell_type": "code", "execution_count": 67, "id": "3cd9fb4d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[1. , 0.21074305],\n", " [0.21074305, 1. ]])" ] }, "execution_count": 67, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.corrcoef(single_units['8-8'][aeps_tl_idxs][:-40], inst_corrs)" ] }, { "cell_type": "code", "execution_count": null, "id": "b1bf2207", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.10" } }, "nbformat": 4, "nbformat_minor": 5 }