{ "cells": [ { "cell_type": "code", "execution_count": 22, "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": 23, "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": 24, "id": "3a261f3b", "metadata": {}, "outputs": [], "source": [ "source = '/home/sobolev/nevermind/Andrey/data'\n", "report = '/home/sobolev/nevermind/Andrey/analysis/PSTH'" ] }, { "cell_type": "code", "execution_count": 25, "id": "5757f909", "metadata": {}, "outputs": [], "source": [ "selected_sessions = [\n", "# frequency\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_2023-04-24_16-56-55', # ch17, 5 + 55* correction, 6165 events, frequency\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", " \n", "# duration\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_2023-04-26_08-20-17', # ch17, 12 + 55* correction, 6095 events, duration - showcase for N2 \n", "'009266_hippoSIT_2023-05-04_19-47-15', # ch20, 2 + 55 correction, 5678 events, duration\n", "\n", "# COMA\n", "'009266_hippoSIT_2023-05-04_09-11-06', # ch17, 5 + 55* correction, 4487 events, COMA session with baseline AEPs\n", "\n", "# Old PPC sessions\n", "'008229_hippoSIT_2022-05-17_21-44-43', # chs: 0, 31, 54, 56\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[6]\n", "area = 'PPC'\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": 26, "id": "2ff0fd3e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "((5989, 200), (43, 5))" ] }, "execution_count": 26, "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": 27, "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": 28, "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": 29, "id": "b3859940", "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "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": 30, "id": "fe17d52f", "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "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", " \n", " if j > 0:\n", " axes[j, i].set_ylim(-0.15, 0.15)\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "id": "b1e40302", "metadata": {}, "source": [ "## Metric correlations - scatter" ] }, { "cell_type": "code", "execution_count": 20, "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": 21, "id": "a99af8d0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'009266_hippoSIT_2023-04-24_16-56-55'" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "session" ] }, { "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 }