From 0a714912b9cf980afd7c4be6f3e0262f1eaee901 Mon Sep 17 00:00:00 2001 From: ennucore Date: Mon, 25 Jul 2022 16:41:30 +0300 Subject: [PATCH] Exp processing: PCA and stuff --- exp/ProcessExp.ipynb | 1348 +++++++++++++++++++++++++++++- exp/comp_topology_exercise.ipynb | 76 +- model/decorators.py | 44 + model/noisereduction.py | 179 ++++ numerical/noisereduction.py | 5 +- 5 files changed, 1596 insertions(+), 56 deletions(-) create mode 100644 model/decorators.py create mode 100644 model/noisereduction.py diff --git a/exp/ProcessExp.ipynb b/exp/ProcessExp.ipynb index 3b9d78c..5dbf3b4 100644 --- a/exp/ProcessExp.ipynb +++ b/exp/ProcessExp.ipynb @@ -38,7 +38,9 @@ "from mpl_toolkits import mplot3d\n", "from mpl_toolkits.mplot3d import Axes3D\n", "from scipy import sparse\n", + "import sys\n", "from matplotlib import cm\n", + "sys.path.insert(0, '../model/')\n", "\n", "# color maps\n", "cmap_hot = cm.get_cmap('hot')\n", @@ -60,6 +62,29 @@ "key_symbol = {'pair':'$(\\\\theta,\\phi)$', 'orientation':'$\\\\theta$', 'phase':'$\\phi$'}" ] }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "dict_keys(['data_folder', 'stim_file', 'spike_times_file', 'key_symbol', 'stim', 'num_trial', 'stim_val', 'trial_stim_id', 'key_list', 'stim_id_trial', 'num_stim', 'key', 'pair_id', 'trial_pair_id', 'pair_val', 'pair_trial_id', 'spike_times', 'num_unit', 'num_spike', 'spike_count_rate', 'avg_firing_rate', 'firing_rate', 'stim_num_trial', 'stim_hist', 'optimal_avg_firing_rate', 'latest_spike_time', 'dt', 'exp_time', 'B_stim', 'trials', 't_on', 't_off', 'B_spike', 'trial_range', 'units', 'orientation', 'phase', 'trial_spike_times', 'delta_t_on', 'delta_t_off', 'subseq_trials', 'subseq_spike_times', 'subseq_spike_times_locked', 'time_range', 'unit_id_2', 'p1', 'p2', 'delta_t', 'time_range_smoothing', 'period_1_dist', 'period_2_dist', 'period_3_dist', 'num_units', 'max_p_1', 'max_p_2', 'max_p_3', 'delta_2', 'delta_3', 't_p1', 't_p2', 'subseq_spike_times_locked_2', 'B_spike_fixed', 'B_stim_original', 'B_spike_smooth', 'B_stim_total', 'R', 'R_pair_smoothed', 'Rp', 'firing_rates_noise_red', 'firing_rates_flat', 'firing_rates_in_trials', 'avg_firing_rates'])\n" + ] + } + ], + "source": [ + "file = open(\"dump.pkl\", 'rb')\n", + "pair_id = None\n", + "data = pkl.load(file)\n", + "print(data.keys())\n", + "for key, value in data.items():\n", + " globals()[key] = value\n", + "file.close()" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -75,7 +100,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -111,7 +136,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -209,7 +234,7 @@ "4 2.9534 " ] }, - "execution_count": 4, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -220,7 +245,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -241,7 +266,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -262,7 +287,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -276,7 +301,7 @@ " 18146, 18546, 19050, 19450, 19904])" ] }, - "execution_count": 7, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -310,7 +335,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -319,7 +344,7 @@ "(40,)" ] }, - "execution_count": 8, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -342,7 +367,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -360,7 +385,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -971,7 +996,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -1116,7 +1141,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -1125,12 +1150,12 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "B_spike_smooth = list()\n", - "for unit_id in range(num_unit):\n", + "for unit_id in range(len(B_spike)):\n", " B_spike_smooth.append(scipy.ndimage.gaussian_filter(B_spike[unit_id].toarray()[0], sigma=50))\n", "B_spike_smooth = np.array(B_spike_smooth)" ] @@ -1167,12 +1192,1303 @@ "plt.plot(B_spike_smooth[0][:5000]) # ~10 trials" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Reverse correlation\n", + "\n", + "TL;DR: We find the reverse correlation matrices. When we plot them they look meh, but if we plot them smoothed, they look awesome. However, we shouldn't use this smoothing when decoding parameters because it uses our (parameter-defined) notion of distance between points." + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "B_stim_total = np.sum(B_stim['phase'])" + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "metadata": {}, + "outputs": [], + "source": [ + "R = dict()\n", + "for key in key_list:\n", + " R[key] = list()\n", + " for i in range(len(B_stim[key])):\n", + " item = []\n", + " for u in range(len(B_spike_smooth)):\n", + " item.append(B_stim[key][i].dot(np.roll(B_spike_smooth[u], 80)))\n", + " R[key].append(item)\n", + " R[key] = np.array(R[key])" + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "metadata": {}, + "outputs": [], + "source": [ + "R['pair'] = R['pair'].reshape((20, 20, 40))\n", + "Rp = R['pair']" + ] + }, + { + "cell_type": "code", + "execution_count": 102, + "metadata": {}, + "outputs": [], + "source": [ + "R_pair_smoothed = np.array([scipy.ndimage.gaussian_filter(R['pair'][:, :, i], sigma=2) for i in range(40)])" + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(4, 4, figsize=(12, 13))\n", + "fig.tight_layout(w_pad=2)\n", + "for i, ax in enumerate(axs.flatten()):\n", + " ax.imshow(R['pair'][:, :, i], extent=(0, 360, 0, 180), aspect=2)\n", + " ax.set(xlabel=\"phase\", ylabel=\"orientation\", title=f\"Unit {i}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(4, 4, figsize=(12, 13))\n", + "fig.tight_layout(w_pad=2)\n", + "for i, ax in enumerate(axs.flatten()):\n", + " ax.imshow(R_pair_smoothed[i], extent=(0, 360, 0, 180), aspect=2)\n", + " ax.set(xlabel=\"phase\", ylabel=\"orientation\", title=f\"Unit {i}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 113, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Topological noise reduction: 100%|██████████| 100/100 [01:57<00:00, 1.18s/it]\n" + ] + } + ], + "source": [ + "res = top_noise_reduction(pd.DataFrame(Rp.reshape((400, 40)))).to_numpy()" + ] + }, + { + "cell_type": "code", + "execution_count": 121, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "128.81601674915015" + ] + }, + "execution_count": 121, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res[0][0]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Intermission: save variables to a file" + ] + }, + { + "cell_type": "code", + "execution_count": 132, "metadata": {}, "outputs": [], + "source": [ + "import pickle\n", + "with open('dump.pkl', 'wb') as f:\n", + " pickle.dump({k: globals()[k] for k in [\n", + " 'data_folder', 'stim_file', 'spike_times_file', 'key_symbol', \n", + " 'stim', 'num_trial', 'stim_val', 'trial_stim_id', 'key_list', 'stim_id_trial', 'num_stim', 'key', 'pair_id', 'trial_pair_id', 'pair_val', 'pair_trial_id',\n", + " 'spike_times', 'num_unit', 'num_spike', 'spike_count_rate', 'avg_firing_rate', 'firing_rate', 'stim_num_trial', 'stim_hist', 'optimal_avg_firing_rate',\n", + " 'latest_spike_time', 'dt', 'exp_time', 'B_stim', 'trials', 't_on', 't_off', 'B_spike', 'trial_range', 'units', 'orientation', 'phase', 'trial_spike_times',\n", + " 'delta_t_on', 'delta_t_off', 'subseq_trials', 'subseq_spike_times', 'subseq_spike_times_locked', 'time_range', 'unit_id_2', 'p1', 'p2', 'delta_t', 'time_range_smoothing',\n", + " 'period_1_dist', 'period_2_dist', 'period_3_dist', 'num_units', 'max_p_1', 'max_p_2', 'max_p_3', 'delta_2', 'delta_3', 't_p1', 't_p2', 'subseq_spike_times_locked_2',\n", + " 'B_spike_fixed', 'B_stim_original', 'B_spike_smooth', 'B_stim_total', 'R', 'R_pair_smoothed', 'Rp'\n", + " ]}, f)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "dict_keys(['data_folder', 'stim_file', 'spike_times_file', 'key_symbol', 'stim', 'num_trial', 'stim_val', 'trial_stim_id', 'key_list', 'stim_id_trial', 'num_stim', 'key', 'pair_id', 'trial_pair_id', 'pair_val', 'pair_trial_id', 'spike_times', 'num_unit', 'num_spike', 'spike_count_rate', 'avg_firing_rate', 'firing_rate', 'stim_num_trial', 'stim_hist', 'optimal_avg_firing_rate', 'latest_spike_time', 'dt', 'exp_time', 'B_stim', 'trials', 't_on', 't_off', 'B_spike', 'trial_range', 'units', 'orientation', 'phase', 'trial_spike_times', 'delta_t_on', 'delta_t_off', 'subseq_trials', 'subseq_spike_times', 'subseq_spike_times_locked', 'time_range', 'unit_id_2', 'p1', 'p2', 'delta_t', 'time_range_smoothing', 'period_1_dist', 'period_2_dist', 'period_3_dist', 'num_units', 'max_p_1', 'max_p_2', 'max_p_3', 'delta_2', 'delta_3', 't_p1', 't_p2', 'subseq_spike_times_locked_2', 'B_spike_fixed', 'B_stim_original', 'B_spike_smooth', 'B_stim_total', 'R', 'R_pair_smoothed', 'Rp', 'firing_rates_noise_red', 'firing_rates_flat', 'firing_rates_in_trials', 'avg_firing_rates'])\n" + ] + } + ], + "source": [ + "file = open(\"dump.pkl\", 'rb')\n", + "data = pkl.load(file)\n", + "print(data.keys())\n", + "for key, value in data.items():\n", + " globals()[key] = value\n", + "file.close()" + ] + }, + { + "cell_type": "code", + "execution_count": 131, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "__name__ __doc__ __package__ __loader__ __spec__ __builtin__ __builtins__ _ih _oh _dh In Out get_ipython exit quit _ __ ___ os sys __vsc_ipynb_file__ _i _ii _iii _i1 np plt pd scipy sts pkl widgets mplot3d Axes3D sparse cm cmap_hot cmap_viridis cmap_jet _i2 data_folder stim_file spike_times_file key_symbol _i3 stim num_trial stim_val trial_stim_id key_list stim_id_trial num_stim key pair_id trial_pair_id pair_val pair_trial_id i _i4 _4 _i5 _i6 _i7 _7 _i8 spike_times active num_unit _8 _i9 num_spike _i10 files file_name file data value spike_count_rate avg_firing_rate sem_firing_rate firing_rate stim_num_trial C_r_fphi_theta theta_hist phase_hist pair_hist corr_stim_unit optimal_avg_firing_rate stim_hist stim_hist_caution _i11 max_delay tau_id_range latest_spike_time latest_stim_offtime experiment_dur dt exp_time M _i12 B_stim stim_id trials s trial_id t_on t_off B_spike unit_id _i13 sorted_spike_num cutoff_num_spike _i14 t0 t1 stim_prev_id t_prev_on t_prev_off spikes _i15 gridspec fig ax gs0 ax0 ax1 ax2 ax3 _i16 ref_trial_id past_trials future_trials trial_range units orientation phase ref_id _i17 PSSH _i18 trial_spike_times delta_t_on delta_t_off subseq_trials subseq_spike_times subseq_spike_times_locked _i19 time_range _i20 subseq_spike_times_len chain _20 _i21 unit_id_2 _i22 stim_2diffs _i23 p1 p2 delta_t time_range_smoothing period_1_dist period_2_dist period_3_dist num_units j row hist _i24 _24 _i25 _25 _i26 max_p_1 max_p_2 max_p_3 delta_2 delta_3 _i27 t_p1 t_p2 fix_time _i28 _28 _i29 subseq_spike_times_locked_2 _i30 _i31 B_spike_fixed _i32 deepcopy B_stim_original _i33 _i34 get_trial_index _i35 B_spike_smooth _i36 _36 _i37 _37 _i38 _38 _i39 _39 _i40 _40 _i41 _41 _i42 B_stim_total _i43 _i44 R _i45 item u _i46 _i47 _i48 _i49 _i50 _i51 _51 _i52 _52 _i53 _53 _i54 _54 _i55 _i56 _56 _i57 _57 _i58 _58 _i59 _59 _i60 _60 _i61 _61 _i62 _62 _i63 _63 _i64 _64 _i65 _65 _i66 _66 _i67 R_pair_smoothed _i68 axs _i69 _i70 _i71 _i72 _i73 _i74 _i75 _i76 _i77 _i78 _i79 _i80 _i81 _i82 _i83 _i84 _i85 _i86 _i87 _i88 _i89 _i90 _i91 _i92 _i93 _i94 _i95 _i96 _i97 _i98 _i99 _i100 R1 item1 _i101 _i102 _i103 _i104 Rp _i105 _i106 _i107 _i108 _i109 top_noise_reduction _i110 _i111 _i112 _i113 res _i114 _114 _i115 _115 _i116 _116 _i117 _117 _i118 _118 _i119 _i120 _120 _i121 _121 _i122 pickle _i123 f _i124 _i125 _i126 _i127 _i128 _128 _i129 _129 _i130 _130 _i131\n" + ] + } + ], + "source": [ + "print(*globals().keys())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Forward correlation" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, "source": [] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "firing_rates_in_trials = [] # by pair, then by trial, then by neuron\n", + "firing_rates_flat = []\n", + "\n", + "for trial_ids in stim_id_trial['pair']:\n", + " row = []\n", + " for trial_id in trial_ids:\n", + " ind = round(get_trial_index(trial_id))\n", + " rr = []\n", + " for u in range(len(B_spike_smooth)):\n", + " rr.append(np.mean(B_spike_smooth[u][ind + 50:ind + 90]))\n", + " row.append(np.array(rr))\n", + " firing_rates_flat.append(np.array(rr))\n", + " firing_rates_in_trials.append(np.array(row))" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(400, (50, 40))" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "firing_rates_flat = np.array(firing_rates_flat)\n", + "len(firing_rates_in_trials), firing_rates_in_trials[0].shape" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "avg_firing_rates = np.array([np.mean(fr_pair, axis=0) for fr_pair in firing_rates_in_trials]).reshape((20, 20, 40))" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(4, 4, figsize=(12, 13))\n", + "fig.tight_layout(w_pad=2)\n", + "for i, ax in enumerate(axs.flatten()):\n", + " ax.imshow(avg_firing_rates[:, :, i], extent=(0, 360, 0, 180), aspect=2)\n", + " ax.set(xlabel=\"phase\", ylabel=\"orientation\", title=f\"Unit {i}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 111, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "62c650b11477402aa0a9dfe412b6209f", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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+Vvj6fJK3sC/OGljdn2SV7YvXQW0qbs+yiLIslPWleHNpTcTtXu0layG+TRKXJEsyMaLZ95vHsRWl1NZEXXbx+d37MBnndKzviT/CuLo/vv/KWfGKbczl20WWw1VLvuZWX+wvJyzNIWvH98+yWpabE2F7luVybLmHj8El9VtdSWovWUejqKxjly92/66KebLtJRmUlamkvZHsuHr4BHK278uiglpTSUblbLzjnty1Frbvmo0LfKIaz3+9FdfPyaV4Ja2t9HCqlJRHJT5FUaWR7OT6i/ksROH15ZJa0UG75zmd+e79xoiV8ZxkEbjJedvCerxtH2vEX/95uB7ndFWTlbDQio9Nd62eE7ZL0qHlOGvUk3XUmo43lPW9YXNhhnDKCQAAAAA7EwMwAAAAACgJAzAAAAAAKAkDMAAAAAAoCQMwAAAAACgJAzAAAAAAKAkDMAAAAAAoSU85YKVotdQ+eqxrszeSnK9WnANSmYiDTGwuzvlqT8VZC5K0uicOlVg5O84iqJ6/HLZfcNaJsP2sqe5ZNJJUsXj5J9bivIaHFuIshpMTcZ7EuiVhMspzvCrNJI+prxywPkNBRlRrqqrFx3cPumhNxutsbVe2Xcfta/uSjKy5JCBHkrXjZdROxI9h+uH4/vWTyfKzLKf1+P7rq/Gu9uGVPGcwcnIhrj1Jqi7F66iaPIZMuzae9ZMySdG+I9l21I5DbCrNuN1a8fyT3b4kyZMzgWaSJdbcHfdx9uz42Pa4sx4J2y+ePRq21y0+/h9txPV1z8S+sP2BZP8jSY1kJbXX43OIShyFpkoShTqWTFKl+wbsyWlZ1p7EjqY5X1ntSVKlkZz3Jc97dTXuZGMlPq96ZDk+Nhyc2h2270pCNpfbk2H7iSQH7Ksrce1J0tJ6nJNZqcbruLknLp71+eEcu3gHDAAAAABKwgAMAAAAAErCAAwAAAAASsIADAAAAABKwgAMAAAAAErS0wDMzK4zs8Nmduumaf/RzG43s1vM7L1mtqcz/RIzWzGzz3V+3lpQ34Ftj9oCikN9AcWgtoD+9PoO2PWSnnPatA9KerK7P0XSlyS9dlPbXe5+ZefnFf13Exhb14vaAopyvagvoAjXi9oCtqynAZi7f1jS0dOmfcDdTwX4fFzShQPuGzD2qC2gONQXUAxqC+jPoIKYf1LSuzf9f6mZfVbSSUm/7O5/l83A2221V4NEunYctJiqxGFxPhkHva3vylfV2t44zK19dpy494TzHg7bn7733rD9MZNxmGXmUCMO5Pv89AVh+23Vc8L2o61daR8a63GoYHUtWccr8fzb69suLLbv2mpNmo5d3n37bSUhq41dSchhsl3v2RcHhM9O5gnAC6tx/Z6sxiHh9cW4fusL8fKzoOXacrxdrZ+M9y8P1+fCdks229ZCHnI+GedpKsmylScv17XyLoyivutLlYpsLgj6rSZpsJX+voqdBS17D7u81mQS9jofL6R2VrzjfeI5D4Xt37XvS2H7kyYfCNvrFoe539M4O2z/TP0xYbv3sBLva8bPc3s1eZ6TfUglz6sfNQOoLVdluvsDbycB2e163J49rVnQcnU1SWqWpKQ+J6bi7aI5nTzGyfjYdmIyDiE/OBUfv2dr8cFveSI+tq0kB4bVVn5uPVWLN/69u+NzjEy9Gh/8vtrX3LvrewBmZr8kqSnpnZ1JByVd7O5HzOxpkv7MzJ7k7ifPcN9rJF0jSVOK07qBnWZQtVXftbesLgPbxsCOXcngH9hpBlVb1bPiF4WB7ayvl97M7MclPV/SS93dJcnd19z9SOfvT0u6S9Ljz3R/d7/W3a9y96vqil/hBnaSQdZWdTp+BQzYaQZZXxPV6ZJ6DYy+gR67dnHswvja8gDMzJ4j6V9L+qfuvrxp+tlmVu38fZmkyyXd3W9HgZ2C2gKKQ30BxaC2gN719BFEM3uXpGdL2m9m90t6gzaubjMp6YO28QWFj3eubPOdkt5oZg1JbUmvcPejZ5wxsMNRW0BxqC+gGNQW0J+eBmDufvUZJr+9y21vkHRDP50CdgpqCygO9QUUg9oC+tPf5ZcAAAAAAD1jAAYAAAAAJamZ2d+4+3cPuyNWqagynQQSRfdPslZsV3yp4MZZcQ7P6t4ky0XS+p448GHPvsWw/co994ft3zF3R9h+ef1E2J55sBlfzWuy0gjbl5tx3sPCUv78tk/En4r1an85XllmTl/zNnu8pF+Q9Bht+njvsOurPSktXdo958Kn4wyM+STH63H74vy5y+fjfLupZLuSpC+cPBC2f3Yx3ra8Gm9XWcZOdT3ecFoL8XZZPx6/1rVeTWoj2XCri/lradWVJGcoeRosibzZibUlSapU5HPdY1SyfZYnxy6vJPdP2ts95LMlu341d8f7iIv2xkF6T9sdJ+l8+/SdYfs3TcTbd03xOjyvGmdoriYr6eBqfjn0w1PJOUSSRZrug5Icv36Man1VKq7Z+e4PPEt/ap9MaiupzUozyb9bzDMss4zJ6nqco2VZAVtcG0tJTteR2TgC6uzkvHy2FueIZXbX8w17aj4ujnolOYepxcuYq8aP4eNh69bVtFF0APr3J5LeKultkvpMDgewCbUFFIf6AkpW62QyAOhf093fMuxOAGOI2gKKQ30BJauY2b5hdwIYE39uZj9rZgfMbN+pn2F3ChgD1BZQHOoLKFlN0s2SLht2R4Ax8LLO780f63VRX0C/qC2gONQXULKau1NgwAC4+6XD7gMwjqgtoDjUF1C+mpnV3T2/DBmAkJnVJf2MpO/sTPpbSb9HfQH9obaA4lBfQPkqkvjiJTAYb5H0NEm/2/l5mqgvYBCoLaA41BdQspqkpw+7E5Kkek124Jzu7ZU468An4qyE5u44y2Dp/DijY/ncPH+quT/OhLh49/Gw/fFTB8P2K5KcrwtrcQ5JpqI4p+z8+rGwffdEnLVQqyVBQpLWstWcZRElF9C1VoFhRdLT3f2bN/3/N2b290UusBdWa2vynOWu7fvm4zSVJ+49FLZ/++4vh+2XTzwUti+149qTpOVWnGXy+fr58QySp73SSPJeVuP2+lLSnuSEtWtZFlTYrPpSvn+qdd8EOu39rYMsJ6xPI1lbkuTVilqz3bfPLB8tyyJqT8TbRmsqvn9jJt82GvNJztyu+I2Q82ZPhu0HsmNHEkI3af0d2+rJKsiyCGtJzpAkWfJEZ/WR5fBl9denkayverWlA/Pdg7TiI4u0cCI+bmT73ex8orqQZ1jZQrzjrRyL+1hNMui8Eof4rc/HB4/V/ck68rh4Zirxee9MNW5v1bM0t7w+99bieZxTi/dPeyrxc/SmsHXrKiLzARiUlpk99tQ/ZnaZqC9gEKgtoDjUF1CymqSfH3YngDHxC5I+ZGZ3SzJJj5H0E8PtEjAWqC2gONQXULKau39o2J0AxoG732Rml0u6ojPpDndfG2afgHFAbQHFob6A8lXM7EXZjczsOjM7bGa3bpq2z8w+aGZf7vze25luZvbbZnanmd1iZk8t8gEAw2Zm3935/SJJ3y/pcZ2f76e+gK2jtoDiUF/A8FQkPb+H210v6TmnTXuNpJvc/XJJN3X+l6TnSrq883ONuJIOxt93dX6/4Aw/1BewddQWUBzqCxiSmqRfy27k7h82s0tOm/wDkp7d+fsd2siN+MXO9N93d5f0cTPbY2YH3D2+xB+wTbn7Gzp/vtHdv7K5zczSgEvqCzgzagsoDvUFDE9F0p9u8b7nbiqchySd2/n7Akn3bbrd/Z1pwLi74QzTqC+gf9QWUBzqCyhZTVIckNUDd3fLQjDOwMyu0cZb0Zqc3KP1i/Z2vW27HmcZNKfj9iwLYfncuH3lQB5ys2d/nKN1+fzhsP3i+tGwfb4SZ1ZkFttxZsUjrThL7cFG9+dHkh5ejbNa1lbj+UtSNQkCSyIlVGn2kcWyxZgVM3uCpCdJ2n3a5+Z3aUj1tbm2Js7ZpT1z3XMuLpiL8+WeMnd/2P70qXvD9sfU4uf0UCsJqJJ0cxJiVan0l5GTrV1rJzlJ60n7SrwOahNJUFGSA5bEoEiSJhbiPk4dj/dxteX4qtRZltpWjGJtdfq16di1W+3pWvcbJ4eOLAesORPv99fnkmPf7h5ywHbHz+2e+bj+9k/GG2A72YAfbM2E7cu+ErY3kqC8rzaDjFFJX1k7O2w/vh73T5Iajf4ypdIcvQJy9kaxvjbX1tx5s3rsrke63rateNs+OT0b9y/LAWvGKz3L+JKk1qGH43lU4223nhx7pvbGOV61lWDfJCmJn9NMLT7pOmciydiqJsfuHjbsLAfsnGr3rDhJOrcan5vvqRQbYtlNTdJPbfG+h069fWxmBySdGl08IOmiTbe7sDPtG7j7tZKulaRduy4sNGUQKNAV2vi8/B5tfHb+lAUNqb4219bs4w9QW9iuRq62pNOOXfMXUF/YrkauvjbX1tlPPIvawtiquftHt3jf90l6maT/0Pl946bprzKzP5L0rZJO8BlfjDN3v1HSjWb2THf/2IBmS31hx6O2gOJQX8Dw1MzsOnf/yehGZvYubXypcr+Z3S/pDdoorj82s5dLulfSizs3f7+k50m6U9KyCPPDzvFZM3ulNj7S8Q8f36C+gL5RW0BxqC+gZDVtvNUccveruzR9zxlu65Je2We/gO3oDyTdLun7JL1R0ksl3ZbdifoCUtQWUBzqCyhZRRtvBQPo3+Pc/fWSltz9HdoItqS+gP5RW0BxqC+gZBVJ8eWBAPTq1KV6jpvZkyXtFvUFDAK1BRSH+gJKVpP0pmF3AhgT15rZXkm/rI0vHM9Jev1wuwSMBWoLKA71BZSsJukDw+6EJLXqpsULuucZtOpZVkrcvr4rXv7a/jgHoHpunEMiSY/d1z2vQpIunz4Utu9L8hIaHvfxq8046+DLjd1h+83Ll4Xt/+foY+P5H4qzVPTIZNwuqX4yyQFb6++qtO0oEiOPy8nc5O7HJH1Y0mWSZGaX9j3XPplc1SCKZaoaZ2zsq8Xb1b5KHHAzV4nz4Y624/kPRPLcJjFCcotnkGX4ZNttbTWevyf9T2LSJEn1pbgPEyea8f1PxDmCldX4/n0aydqSNnK8GrNx1k52/0hjNt441/Yk7XvzfabtibN+zpqNN7DpSnz/o814H/CpVnzsWW7Fx44Trel4+etxHtSh1fmw/eBCcgIhqbkebwPJLkatOM5Jren+D1CBkayvCWvpwsljXdtPTsdRZfdMnxW2tyaSlV5J1nkz3+d5I64Nb8VZZJV2cnBJuthO4lcnp+Lj/7mT8WUizq93f34kaVclPm6se55vW00OsFMWP4ap9P5ZdRajoq2nnQP4ejecYRr1BfSP2gKKQ30BJatpAGnnwE5mZk/QxuV7d5vZizY17RL1BWwZtQUUh/oChqemraedA9hwhaTnS9oj6QWbpi+I+gL6QW0BxaG+gCGpuftHh90JYDtz9xsl3Whmz3T3jw27P8C4oLaA4lBfwPDUzOy6LO0cQE/uNLPXSbpEG+8uS5KoL6Bv1BZQHOoLKFlN0l8MuxPAmLhR0t9J+mtJ8aUBATwa1BZQHOoLKFnN3c909RsAj96Mu//isDsBjCFqCygO9QWUbOvhJQPWrktLB7pfiz/LMmjOxFknzbm43ffFWQ3n7o2zECTpwpnjYftZ1TjvqJ2E/dzfjJ+u29fPC9s/cvLxYfsnD18ctj/8UJwjVn84fpKmj+U5JvVkNSdxM/IktyOKk8mylnrwP83see7+/r7nNEBtNy2vd39ulptxFspSO87gWU5ihhbbcQ7I8TCcbUOW89NqxU9etoRsu5HiB2mtuL3SiOdfWUsWn8SUVBp51lOlGd+muha/8F1ZiJ9HW8qzEvswkrUlSe2aaeWsfnLA4vbGbLztrO2N79/cleQISZqajnN0Jqtx3tFiktN158o5Yfvh1Tgn7PBynNN1YiW+YF+jGa/kZjMusFZyf0ny9Xgenmwi2TmMkizCPo1kfZm56pXu2149yaCs1eP29LxyOnlO52biGUiq7koy5Cbj2mntj++/cla8ba7viev//Pn4vPSSqTjf9rzaibC9qnj5R1px7Uv5OUgrC/JMrHp2AC5GxcxODmXJwPh5tTYOZKtmdtLMFqgvYCCoLaA41BdQspq75xHvXZjZFZLevWnSZZJ+RRuXNP0pSQ93pr9u1F5ZAQbN3eOXaR8Fagv4mkHWlkR9AZtRX0D5Kmb2jK3e2d3vcPcr3f1KSU+TtCzpvZ3m3zrVRoFhJ7ANP2Jmr+/8f9FW64vaAr5mkLUlUV/AZtQXUL6KpN8Z0Ly+R9Jd7n7vgOYHbDe/K+mZkn648/+iBlNf1BZ2uqJqS6K+AOoLKFlFUvwN/N69RNK7Nv3/KjO7xcyuM7Pka8LAWPhWd3+lpFVJcvdjGkx9UVvY6YqqLYn6AqgvoGQVKblESQ/MbELSP5X0J51Jb5H0WElXSjoo6c1d7neNmd1sZje3Vpb67QYwbA0zq6pzyTwzO1t91tcgaqt5YrmfLgCjYOC11ZlP//W1yrEL297I1Nfm2lo6mlz2GNjGKpL+3QDm81xJn3H3Q5Lk7ofcveXubUlvk3TGzxK7+7XufpW7X1Wdnh1AN4Ch+m1tfM79HDP7dUkfUf/11Xdt1Xbnl8oFRlwRtSUNor6mOHZh2xuZ+tpcW7P7BvUmHDB6au7+J/nNUldr01vMZnbA3Q92/n2hpFuzGbTr0vKB7i+4eC3J8ZpIcnpm4hyTmbk4B2Cu3v8rMVneQUtxzsfDzfiClZ84cWnY/ukHLwrbV78aXwhp9qE4a2HyWPwc1FbzrKIsTynLa8oyddrR/fuLkpC7v9PMPq2Nz7ybpB9099v6m2v/tdVqVbSw2D1H65GpeLt8YD3+lMh9E/F2uerxOwR3N84O2yXp8Fq8bbYa8ROfxMFkMV8yT/Yv7STnK979yJLXmrOYk55iUPqNEWrHnfRm8iD7UFBtSYM4dtWk5fO2vnKz5y6J2MozLifyNzI8CUE8thrn8DVacf2tNOPApUcW4kHsyok458tW4uVbMzluVJIdQB4DlpdXsog0k8ry4+dWjWp9rbVr+spK9+PDkbV4u2kn+2Ul543rc0k+3P784pHVarzxtOfiAl+6OH6MSwfix2jnxPmNj9v1cNh+Uf1I2L6nEs9/OdmwVz3Z8JWf+7aTnejRanyOs6eafUrowaR9a2pmts/dj251BmY2K+mfSPrpTZN/w8yu1MYu557T2oCxYma73P2kme2TdFhff8DZcn1RW9jpiqqtzv2pL+xo1BcwPDVJN2sjo2FL3H1J0lmnTfvRPvsFbCd/KOn5kj6tr3+d0zr/b6m+qC2gmNqSqC9A1BcwNDV333KBAZDc/flmZpK+y92/Ouz+AOOC2gKKQ30Bw9Pnt14ASJK7u6S/GHY/gHFDbQHFob6A4WAABgzOZ8zs6cPuBDCGqC2gONQXULKamd3i7k8ZdkeAMfCtkn7EzO6RtKTO5+ipL6Bv1BZQHOoLKFlN0guG3QlgTHyfpL2SntX5/8OSjg+tN8D4oLaA4lBfQMlq2kgp/6/D7ojqbVXO654nYJU4y6RajfMcqtX4/hO1OMMmyzGRpHsWzwrbFxpxlknmgeXdYfvdh+Pl+1fjPIn5++M8iZnD8TqsL8btWZaSJLUmktyNJBOnZfFjaAeRHANIWflBSf+PpPdo4xXEP9BG2ORw66ttai50334fnoy3i6/Mx9vVgfqBsP2hJGPj7rVzwnZJ+upinEXWXorrs5LE+FWaybOfbRxJ3Ey7lrQnuxdP7l9p5DlU7WqShdR3TlhxOUUa1drSxnO3cl6w78tWS7bik4yqbNtSK39iVxfiHeuh9Xghh5OMqlYj+bbDYlwA9YX4/tWVJAspiUJL6zPJi5LypzGL8bIkRq+SZJn16Qc1gvW10qzr74+c3719Pd5umutxBlcS0aXmTLzO1/YmJySS6pPxQtbn48ewdG687a+eHW/cZ+9dCNsfMxUnDZxTje8/m2y4q5bkoPUQYrnYis+dF5L2o834HOfhapwDXJSapJ/SCBzEgDHwcknf1rn8rszsTZI+JuoL6Be1BRSH+gJKVlEPAe4AemKSWpv+b4n6AgaB2gKKQ30BJatJevuwOwGMif8u6RNm9t7O/z8o6gsYBGoLKA71BZSs5u7/edidAMaBu/+mmf2tpO/oTPoJd//sELsEjAVqCygO9QWUL/v6LoBHwd0/I+kzw+4HMG6oLaA41BdQLoKYAQAAAKAkDMAAAAAAoCR9fwSxk5y+oI2r5jTd/Soz2yfp3ZIukXSPpBe7+7FoPhO1li7YfzxYTpIz0o7HkuutOItgrRGviqNLM2F7L7f5su8P2xtJ1krj5ETYPvFwfP/Zg/FFjWYPtcL2ieNx3kOWpeSVHi6qlOYtxc9znmXU/QZZTkvZBlVbapkqS923/5XJOEPjnpNxDth0tRG2zyUZG/cu7wvbJemBo3EGXu1EXN+1OIpMlXjTlycZWo2ZeLtszMf3b2a7lywqKsk564W14gKwRlz/3hhAJ0o0sPqqudr7uz92bydPXjN5HTTJeLMkY6u63MPrrEvJbSw+tmS7zmryGGqrcXt1JZl/tuklHcxywLyWH7vSOLdkH5PlgGVZZqNmEPXVaNR08NCe7gtJVrqvJseF5DnJtotmst+XJFWS87q5eB5ZFll7On4QsxNxccxXu+fvStJUsmFOJtt9lhM2U8kzuGaSA1zDk0C3RC9ZZEUY1FL/sbtf6e5Xdf5/jaSb3P1ySTd1/gfw6FFbQHGoL6A41BfQRVHDvh+Q9I7O3+/QxiVNAfSP2gKKQ30BxaG+gI5BDMBc0gfM7NNmdk1n2rnufrDz90OSzh3AcoCdhtoCikN9AcWhvoDAIC5D/x3u/oCZnSPpg2Z2++ZGd3fr8gWuTlFeI0mT58wPoCvAWBlIbVX37i2+p8D2M5j6OmtP4R0FtqEt1Re1hZ2i73fA3P2Bzu/Dkt4r6RmSDpnZAUnq/D7c5b7XuvtV7n5VfXd+kQtgJxlUbVVnZ8vqMrBtDKy+5qkv4HRbrS9qCztFXwMwM5s1s/lTf0v6vyXdKul9kl7WudnLJN3Yz3KAnYbaAopDfQHFob6AXL8fQTxX0nvN7NS8/tDd/5eZfUrSH5vZyyXdK+nFfS4H2GmoLaA41BdQHOoLSPQ1AHP3uyV98xmmH5H0PY9mXhPVpi6eP9q1PbtO/2orfiiPrMyF7Qsrk2H7ykKclSRJWor7UFlJslCW4/a5k3H71JE47GT6WJzHUD8Z50lU1rMgkySTYwA5YNaOb1BpZX0I7j9COWCDrC1rS/XF7utlvVoP739wIs7gaiQZfNUkYO3Y0nTYLknrD8cfUZ4+Hj/v9eXkyfW4vTEdz39td9y+Hq9CNWeS7TrJCKot5bWV1s56kvO1HOfFtJeSsKYRMtD6qrgmprtn4bVbSc7PWpKx1YwzbirryXGlh6clm0eWQZW2Z9tvvGmputpffWQZXZ6cCbX7ixmS1EMOWNI+SsenzMDqq2myI0H+afIZrkqSP1dN8ueyfWaWzyhJ7SRDLs0uzbrQjGew3IiP7yda8fF3yeP771OcAzqfbPgX1I6H7ZJUTXYwS+34/D0zkRZfMYaTPgYAAAAAOxADMAAAAAAoCQMwAAAAACgJAzAAAAAAKAkDMAAAAAAoCQMwAAAAACgJAzAAAAAAKAkDMAAAAAAoSV9BzINUs7b2TSx3bW8naXXHG3mYa2R9LQ6b04mkXdLkkXg8O3Eiuf+JOHFvMglKnjgep1HWluPAPGvFy2/X48fXnozbW0m7JLUn4uc5CzVsJU9Tux7cv4dQxe3IWtLkse4PLgthXW/GIeQPLSYrPVmvtpynnE49Em87U0fjbbeWBLlmIeLNmWQd7Ypn39gVB0m2J5L+rcSPP8mp700SpitPbpC1j7F2u/v20UqCmL0Rt1dW4/YsaLm2nO/YqmtxexakXGlk9RffPwtKr63E21Z27PJqctxIjjtZ+8YykvZKEsib1PBAanybsZY0ebT7A8/WSRYQXut+yilJqqz3N/9ebpO1V5M+VJfilXBsYSZs/9LSOWH7xROPhO3zlfvD9n1JSvrZ2QOUNF85Era3kvHBVLKSp4Z07rcDSxoAAAAAhoMBGAAAAACUhAEYAAAAAJSEARgAAAAAlIQBGAAAAACUpK8BmJldZGYfMrMvmtkXzOzVnem/amYPmNnnOj/PG0x3gZ2B2gKKQ30BxaC2gN70exn6pqSfd/fPmNm8pE+b2Qc7bb/l7v+pz/kDOxW1BRSH+gKKQW0BPehrAObuByUd7Py9YGa3SbpgEB07XTsJfGi24xCO1Wb8UJsrcfvkiTwoYPrhOItk+kiS83U0zumqn4zzEqqLSZhLIwlzmYjznHx+MmxvTSQ5YNP5G67NySSPJWlvJnFwUZ5LsgmVapC1VWlI04e752DUp+N1Wl9Mam+mv4yqLINIkiZOxrWTtVfX4/Y0ByjbLmeS+U9nYS9JBl8zycfrIaeoOZXU59xE2F7dNR+2p9X9cHaD8gyyvrxtaqwE+871JOcrycGrL8TPbW0pbq8mGVzSxj4inEeS85UtY2Ix3v4nj8UdqJ2IdxLWijMyvR6v42zbb8zlp0rrc/EyGrPx/RuzyT4mjmMcGYM+ds081H3baydPS5a9Vmn2d9ywdpLfKElZBGUyjzRjL8n5Wz0WbzhfmotzwKJ8XkmaSnYej63HO/75bOcjqZ6sxPlK3L67Etf3TNJelIF9B8zMLpH0LZI+0Zn0KjO7xcyuM7O9g1oOsNNQW0BxqC+gGNQW0N1ABmBmNifpBkn/3N1PSnqLpMdKulIbr4S8ucv9rjGzm83s5pVjPbwMDuwwg6it5tpSWd0FtpVB1FdrgfoCTjeQY9cqtYXx1fcAzMzq2iiyd7r7eyTJ3Q+5e8vd25LeJukZZ7qvu1/r7le5+1XTe+OPtwE7zaBqqzaZfPYF2IEGVV/VeeoL2Gxgx64pagvjq9+rIJqkt0u6zd1/c9P0A5tu9kJJt/azHGCnobaA4lBfQDGoLaA3/V4F8dsl/aikz5vZ5zrTXifpajO7UhtfP7xH0k/3uRxgp6G2gOJQX0AxqC2gB/1eBfEjks50CZb39zNfYKejtoDiUF9AMagtoDcDuwoiAAAAACDW70cQB6blFZ1odA9xaiQhTcfX4wCoxdX4Ih+WZbGczHN2po7FWSdTj8R5BxNHV8L2ysk4j0ErSRiLJ4EUM/E6tJk4K8GrSUZXkqUk5VkoWXtzJp5/lKXiI1MNg1VpuqYf6Z4B1673l/PVSHLEPMlXqyTxdJJUW03yWtbi2rMkhivbNrO8maxdtaT2kvb2ZPwAmjN5ba3tiW+zck6SheJ7wubafBLCN0I5YAPVlrTSfSOvrMb1U1/McviSnK/4sJHmCEl5fVhSo1leUn0hnkH9kfjYVnnkWNjua3FGZmUqPv5X9u2O51/JLwaR54AleU374/k355InaQxVG665B7tvO60k2zDbr6cZlVlEVQ8xYGd8L/Dr2pMbJMuoxpu+qifjg9PDR+N8xy9MHgjbZypxBxoz8fLPrp4M2yVpthJfJX0+6UNLSR8V5wgWhXfAAAAAAKAkDMAAAAAAoCQMwAAAAACgJAzAAAAAAKAkDMAAAAAAoCQMwAAAAACgJAzAAAAAAKAkI5N81PSKTqx3D2lqJmFCi+txzsf6WvxQqyvxWLSWRHBJUn0pzumoLcZZBLaU5HglOV++GmclZKxej2+Q5YglcRbtep5V1JqKb9NKooaas3EfW1Pd27NMkO3K2q76YvcsFa/F67zSiGuvuhavuHYyf+shS6WS5AxVmnF7lkWWybaNdNupxv2zarzvyJ6jaLs+pTGX5BDtiR9EpRnnhLUn+lzJ25WbKuvd1111Lcvx6i/nq7qWbFu9ZBVlu/akvdLqL6evshQ/yPbxE3H7anxsrEwFAZCSKpPxtl1JckYlpce/KINSkhrz8Tpq7+khMHHMWNM1ebT7eU1rOj6vq8zF7c3kfKOn2kn0fexIpBl9yWnl+mJ83nd4YS5s/+r0vrB9JgkqW6rH5+6StKsS7x/mk53kcmUpvn+SI1aUMT3lBAAAAIDRwwAMAAAAAErCAAwAAAAASlLYAMzMnmNmd5jZnWb2mqKWA+xE1BdQDGoLKA71BWwoZABmZlVJvyPpuZKeKOlqM3tiEcsCdhrqCygGtQUUh/oCvqaod8CeIelOd7/b3dcl/ZGkHyhoWcBOQ30BxaC2gOJQX0BHUQOwCyTdt+n/+zvTAPSP+gKKQW0BxaG+gI6h5oCZ2TWSrun8u3bjs95y6zD7swX7JT0y7E48CnF/jyb3/upA+9KrMtfxY0paTuFOr62bPvLL1Fbx6HNsbOvrnlf/K+qreFvvc5Klpq/02d4d9fUonV5bf/2xX6G2irflPg/xydn2tVXUAOwBSRdt+v/CzrSv4+7XSrpWkszsZne/qqD+FGK79Xm79Vfann0uQVpf1Fb56PNY4Ng1oujzWODYNYLo83AU9RHET0m63MwuNbMJSS+R9L6ClgXsNNQXUAxqCygO9QV0FPIOmLs3zexVkv5KUlXSde7+hSKWBew01BdQDGoLKA71BXxNYd8Bc/f3S3r/o7jLtUX1pUDbrc/brb/S9uxz4R5lfW3HdUify7Ed+1wojl0jiz6PAY5dI4k+D4G5+7D7AAAAAAA7QlHfAQMAAAAAnGboAzAze46Z3WFmd5rZa4bdn1PM7DozO2xmt26ats/MPmhmX+783tuZbmb2253HcIuZPXVIfb7IzD5kZl80sy+Y2atHvd9mNmVmnzSzv+/0+d90pl9qZp/o9O3dnS/syswmO//f2Wm/pOw+byfU18D6S23h61BbA+0z9YWvQ30NtM/U1yhy96H9aONLmHdJukzShKS/l/TEYfZpU9++U9JTJd26adpvSHpN5+/XSHpT5+/nSfpLSSbp2yR9Ykh9PiDpqZ2/5yV9SdITR7nfnWXPdf6uS/pEpy9/LOklnelvlfQznb9/VtJbO3+/RNK7h72tjOoP9TXQ/lJb/Gxet9TWYPtMffGzed1SX4PtM/U1gj/D3pCfKemvNv3/WkmvHfZK2dSfS04rsjskHej8fUDSHZ2/f0/S1We63ZD7f6Okf7Jd+i1pRtJnJH2rNgL2aqdvJ9q4etIzO3/XOrezYa/rUfyhvgrtO7W1g3+orcL7T33t4B/qq/D+U18j8DPsjyBeIOm+Tf/f35k2qs5194Odvx+SdG7n75F7HJ23X79FG68ajHS/zaxqZp+TdFjSB7Xxytdxd2+eoV//0OdO+wlJZ5Xa4e1jJJ7fR2Gkt9NTqC1oRJ7fR2Gkt9PNqC9oRJ7fR2Gkt9PNqK/RMewB2LblG8PskbyEpJnNSbpB0j9395Ob20ax3+7ecvcrJV0o6RmSnjDcHmHYRnE7lagtbH+juJ2eQn1huxvF7fQU6mu0DHsA9oCkizb9f2Fn2qg6ZGYHJKnz+3Bn+sg8DjOra6PA3unu7+lMHvl+S5K7H5f0IW28rbzHzE7l1G3u1z/0udO+W9KRcnu6bYzU89uDkd5OqS1sMlLPbw9GfjulvrDJSD2/PRj57ZT6Gj3DHoB9StLlnauaTGjji3PvG3KfIu+T9LLO3y/TxudoT03/sc6VY75N0olNb+uWxsxM0tsl3ebuv7mpaWT7bWZnm9mezt/T2vhc8m3aKLYf6tLnU4/lhyT9TeeVG3wj6mtAqC2chtoaIOoLp6G+Boj6GlHD/hKaNq628iVtfLbzl4bdn039epekg5Ia2vic6cu18XnSmyR9WdJfS9rXua1J+p3OY/i8pKuG1Ofv0MZbyLdI+lzn53mj3G9JT5H02U6fb5X0K53pl0n6pKQ7Jf2JpMnO9KnO/3d22i8b9rYyyj/U18D6S23xc/r6pbYG12fqi5/T1y/1Nbg+U18j+GOdjgMAAAAACjbsjyACAAAAwI7BAAwAAAAASsIADAAAAABKwgAMAAAAAErCAAwAAAAASsIAbJsws3vMbP+w+wGMI+oLKA71BRSD2tq+GIABAAAAQEkYgI0YM7vEzG43s3ea2W1m9qdmNtNp/n/N7DNm9nkze0Ln9s8ws4+Z2WfN7KNmdkVn+pPM7JNm9jkzu8XMLu9M/5FN03/PzKpDeqhA6agvoDjUF1AMamv8MAAbTVdI+l13/yZJJyX9bGf6I+7+VElvkfSvOtNul/Qsd/8WSb8i6d91pr9C0n9x9yslXSXpfjP7Jkn/TNK3d6a3JL20+IcDjBTqCygO9QUUg9oaI7VhdwBndJ+7/5/O3/9D0s91/n5P5/enJb2o8/duSe/ovIrhkuqd6R+T9EtmdqGk97j7l83seyQ9TdKnzEySpiUdLvSRAKOH+gKKQ30BxaC2xggDsNHkXf5f6/xu6WvP3a9J+pC7v9DMLpH0t5Lk7n9oZp+Q9P2S3m9mPy3JJL3D3V9bYN+BUUd9AcWhvoBiUFtjhI8gjqaLzeyZnb9/WNJHgtvulvRA5+8fPzXRzC6TdLe7/7akGyU9RdJNkn7IzM7p3GafmT1mwH0HRh31BRSH+gKKQW2NEQZgo+kOSa80s9sk7dXG53q7+Q1J/97MPquvf0fzxZJuNbPPSXqypN939y9K+mVJHzCzWyR9UNKBAvoPjDLqCygO9QUUg9oaI+Z++juaGKbOW8X/092fPOy+AOOG+gKKQ30BxaC2xg/vgAEAAABASXgHDAAAAABKwjtgAAAAAFASBmAAAAAAUBIGYAAAAABQEgZgAAAAAFASBmAAAAAAUBIGYAAAAABQEgZgAAAAAFASBmAAAAAAUBIGYAAAAABQEgZgAAAAAFASBmAAAAAAUBIGYAAAAABQEgZgAAAAAFASBmAAAAAAUBIGYAAAAABQEgZgAAAAAFASBmAAAAAAUBIGYAAAAABQEgZgAAAAAFASBmAAAAAAUBIGYAAAAABQEgZgAAAAAFASBmBjwszeamavH3Y/gHFDbQHFob6AYlBbo40B2IgwMzezx5027VfN7H/0cn93f4W7/1rnfs82s/t7XO6Emd3W6+2B7abs2urMu2Fmi5t+Ltv6IwBG1zCOXWb2VDP7cKe2DpnZq7fWe2B0DeHY9ZenHbfWzezzW38EiNSG3QEM3S9IeljS/LA7AoyRd7v7jwy7E8C4MbP9kv6XpH8h6U8lTUi6cKidAsaAuz938/9m9reS/mY4vRl/vAO2TZx69cLMft7MDpvZQTP7iU3t15vZvzWzWUl/Ken8Ta9inN9lnpdK+hFJ/76cRwGMniJqC8CGAurrX0r6K3d/p7uvufuCu99W1uMBRkWRxy4zu0TSsyT9fqEPYgdjALa9nCdpt6QLJL1c0u+Y2d7NN3D3JUnPlfSgu891fh7sMr//Kul1klYK7DOwHQy6tl5gZkfN7Atm9jOF9hwYfYOsr2+TdNTMPto56fxzM7u46AcAjKhBH7tO+TFJf+fu9xTQZ4gB2HbTkPRGd2+4+/slLUq6YiszMrMXSqq6+3sH2UFgmxpYbUn6Y0nfJOlsST8l6VfM7OrBdBPYlgZZXxdKepmkV0u6WNJXJL1rIL0Etp9B1tZmPybp+gHMB13wHbDR0ZJUP21aXRvFdcoRd29u+n9Z0tyjXVDn7ejfkPS8R3tfYBsqrbYkyd2/uOnfj5rZf5H0Q+IkEeOp1PrSxic23uvun5IkM/s3kh4xs93ufmKL8wRGUdm1JUkys+/Qxjtrf9rPfBDjHbDR8VVJl5w27VJJ925hXp60X95Z1t+Z2UOS3iPpgJk91PncLzBOyqytbvexLdwP2A7Krq9bTrvdVmoS2A6Gdex6maT3uPviFpaDHjEAGx3vlvTLZnahmVXM7HslvUBbewXikKSzzGx3l/ZbJV0k6crOz//Tuc+Vku7bwvKAUVZmbcnMfsDM9tqGZ0j6OUk3bqnnwOgrtb4k/XdJLzSzK82sLun1kj7Cu18YQ2XXlsxsWtKLxccPC8cAbHS8UdJHJX1E0jFtfETwpe5+66Odkbvfro2PO91tZsdPv9qNuzfd/aFTP5KOSmp3/m/1/UiA0VJabXW8RNKdkha0cQWpN7n7O7baeWDElVpf7v432rh41F9IOizpcZJ+eOvdB0ZW2ccuSfpBScclfWgrHUbvzJ137wEAAACgDLwDBgAAAAAlYQAGAAAAACVhAAYAAAAAJWEABgAAAAAlYQAGAAAAACWpDbsDp1RnZ722d9/WZ5DFnFbjqz1Wau2wfaKWX529Ztlt4k62PG5vJ+3NdjWefyMeb1sznr81w2ZlD9/iVSxJqrTi58ka8UxsPe6kN7u3r2pJ6742doG5tZlZr+/uXlvJZpW+TJNdRzVdoT1ciDXbdtL2bNtMt93+rhbbriW1Pxnf36fi5c9MrKV92FVbDdunrBG2VyypzeSJvO3zjUfc/ezwRtvQvn0Vv+DC7vveRlJADY8Pwy2P799KKqzp8XFBkpZbE2H76nrcR1vPji3x8ivZsSU7diQ7meTQqHY9bvd6D/VfSW7Tyo6v/R1/Vw/fP3b1VZue9fqurZ8Xpsee7LgxgIuEJ+WrrDyz+2fHz0q8W1d1PdmvN5MFVJNj20R/xz6ph/rLaq9P6195sJDa6mkAZmbXSXq+pMPu/uTOtHdLuqJzkz2Sjrv7lWZ2iaTbJN3Rafu4u78i7cjefbrw1f+i+w2S9ZttxK1d8d5r9uzlsP2SfUfjBUjaN7kUtreTSlpuxkeBhcZU2P7I4mzYfvyRubB94qF4+VOPxIVUX4ifpNpKXiSTJ+I94vTBeB1Xvno4bG89/HDXtk/4TeF9i1BGbdV379MlL/+XXduzk4/2RPy8ZSc36Wsjq/mYt7oSt9fjzSLdNidPxttdfSkeoWWD2NWz4l3tiUvjfcPqFfHg6arL7o07IOm7990etj9h8mDYPl+J+1BNdtJPu+S+vJMDVkZ9XXBhVe/5i/1d2x9uTYf3f6C5N2w/3poJ2xfa8XHh8PqusF2SbjlxQdh++wPnhe2V++I+TB+KC2TyWJ/HjqT+1nbHN1iKH77Wzk1GP5IqM/Ft2ovJ8fVQvI+YOBYv/9b//C9Lra9Sjl279ulxL+1+7EoHH8kLa9W15IX5ZPCSvngpqTkT3ygrz9Z00sfkNeOZw/H9578aP8jJo/GLe825eLs+cUk8wjp5WdgsSVo/J66trPbSk5BkO7rnR36pkNrq9R2w6yX9N22EikqS3P2fnfrbzN4saXMK/V3ufuUA+geMu+tFbQFFuV7UF1CE60VtAVvW0wDM3T/ceQXjG5iZSXqxpO8eYL+AHYHaAopDfQHFoLaA/gziIhzPknTI3b+8adqlZvZZM/vfZvasASwD2ImoLaA41BdQDGoLSAziIhxXS3rXpv8PSrrY3Y+Y2dMk/ZmZPcndT55+RzO7RtI1klTbE38OHtiBBlNbu6gt4AwGUl/nX8DFhIHTDKS26vMcuzC++jpymFlN0oskvfvUNHdfc/cjnb8/LekuSY8/0/3d/Vp3v8rdr6rMxheQAHaSQdZWbYbaAjYbZH3t28cADDhlkLVVnebYhfHV75HjeyXd7u73n5pgZmebWbXz92WSLpd0d5/LAXYaagsoDvUFFIPaAnrQ62Xo3yXp2ZL2m9n9kt7g7m+X9BJ9/dvMkvSdkt5oZg1tpCy8wt3Ta7hbW6ovBteKzC5DnzwSr8bXyl6di3NQjq/GlxKW8pyctWbcyaMr8eWGF1fiy3muLsTt1ePx8mtL8bU6s0uypllMg4hqsCQrpZq8plAJtoM86m3gyqitdk1a39N95XuSkdfOMjiSS7xm+Ta95IBV1uN5pFkp2WVosy5m7UkWSpYDlr4U1o7vf3I9vgy4JH117aywvZV0IssJy+4v3Ze0D14Z9bXmVd3T3N21/XgrfhX/SCuOB1lux8emTD27FrekiSSIy7IMuOxy38ll5CcW44NHbSk5uCSbXrsWH//ri/EMmjN5llo7ydmsL8Tt2WXmp44Wm3X0aJVRW5WWNHFi6487OyepJBlX2f17iNhTO8vhSi4jb8nBpxqng6QRDpZkr7brSW1MxSsh2331sg4z3or76NkmlGT0FaXXqyBe3WX6j59h2g2SbuivW8DOQG0BxaG+gGJQW0B/+PA6AAAAAJSEARgAAAAAlIQBGAAAAACUhAEYAAAAAJSEARgAAAAAlIQBGAAAAACUpKfL0Jeh0pQmj3Rvt+RC/lkOjyUZHav1OKzgkXqeyJ7lfK2s18P2peNx1lglyfGaOhk/xtpi2Kz6UryOs7yJ6np8/0ojz/OwdvI815LXDGbidVjd2z2vx44PIJBiFNVcrXPWu7dX+suX8SRDw9fi9Wrt/HWgdj1ZRhbj0WeEjleSnK+kf+0spzBZBZ5kqWUZgpL0pfo5YfuhtV3pPCKNNIztw33Nf1QttKd108kndW1fS578RhKEk+VLzlSC2u5RrRIHHlnWnmyf9eX4MUwejXPI6gvxY8zqv9KIMzK9Eh+b1cM+qhUvQvXluH36kXgdTx0dQlDlkFUartmHgm2j4PimbL/fmuy/A1k+ajs5Lakm5V9d6y/na313fG68tjfu4Pqu5Ng4mYStSVKtzwN4M6nfLKu0ILwDBgAAAAAlYQAGAAAAACVhAAYAAAAAJWEABgAAAAAlYQAGAAAAACVhAAYAAAAAJelpAGZm15nZYTO7ddO0XzWzB8zsc52f521qe62Z3Wlmd5jZ9xXRcWAcUFtAcagvoDjUF7B1veaAXS/pv0n6/dOm/5a7/6fNE8zsiZJeIulJks6X9Ndm9nh3D0MsKi1p+mj3PABLogI8yTKqrmVBIXGWwUotzpeSpMZavDrb6/EyakfiLJKph+PHMHksXgcTi9k66i/HK8vwslae5ZAto53kgLX2zcV9mJvq3riUZMEU43oVXVvVtub3dA+hyZ6VZjPJ+ViL11sryeDrRVb/lSQip5Jte1lzLcuDSbbLOEolz7NJckwWV5IQIkkHq3HO15FqnHXoSdhSs4espCG4XgXX14n1af3lV5/Ytd2SoJ+sfaoeZ2TtnowDGndNJAGOkk6uB/tFSZ48t1mWUbZfr67Ej7FyfCle/nojnv/xuABrS/Nhe305r6/V3f2to2r8EArPvNqi61VgfVUabU0/sNB96ZV4nWe5oWl7NdmvT+XZoZXk+GmteBlZxmSmNZEcu/bF/WtOxfdf3xO3r+2LN/zWXJ5vV53qLwOvlWSVDqu4ejpiuvuHJR3tcZ4/IOmP3H3N3b8i6U5Jz9hi/4CxRm0BxaG+gOJQX8DW9fuS5avM7JbO29B7O9MukHTfptvc35kGoHfUFlAc6gsoDvUFJPoZgL1F0mMlXSnpoKQ3P9oZmNk1Znazmd3cWI0/YgDsIAOtrdbJ7h8/BHaggdZX8wTHLmCTvuprc22tN6ktjK8tD8Dc/ZC7t9y9Lelt+tpbyQ9IumjTTS/sTDvTPK5196vc/ar6VPz9A2CnGHRtVXfNFNthYBsZdH3VdnPsAk7pt74219ZEjdrC+NryAMzMDmz694WSTl0F532SXmJmk2Z2qaTLJX1y610EdhZqCygO9QUUh/oCetPTVRDN7F2Sni1pv5ndL+kNkp5tZldq4/ph90j6aUly9y+Y2R9L+qKkpqRXZleRAnYqagsoDvUFFIf6AraupwGYu199hslvD27/65J+faudAnYKagsoDvUFFIf6Arau1xyw4rVdtdXuYT9ZjkiW41NJsojaSd5Du5avqsZaPI9q8lpP/UR/OV8zj8QLmDgRZ61kWSy2Fs/f2nFYkyeZHZLkk3EmRWs6fh7W5uK8tnaQ59S+ZyRzjPpWqbhmJte7tq8nOSWNRpJvl9SWZXWxmmdwVJMooyzDzpLa8+Spz7JQGtNJ1kpy/3Y9z8iLNJOcMElaWY/z2vrNm8lywsZVa7WqhS/v6dqebVueRAn5RLxfPTgdb9xTc2vxArSxj4g0V+J9QC07PGePsRpvO9ZKji3HTsTt6933f5JUP7k7bJ9bPydslyS7MP6u7VqSE7a2K8lbmhud07XSNJuqHD7WvT07L6vH7V5LNsyJeJ9ZmckCHiW3+DZZTlczObY0Z7KMyqw9bFZzOtk3zMa12U5yvqpzWQCeVK/H82glx7+WJVls7RHOAQMAAAAA9I8BGAAAAACUhAEYAAAAAJSEARgAAAAAlIQBGAAAAACUhAEYAAAAAJSEARgAAAAAlGR0giXM1IpyaLKcr/X4BrWVOKtg6niW05PnBFR6yOKJ1BeT9uXkMS7Hj7G2GOctVE4sh+22tBK2ezPOEatMJYETktp758P29d1xpsbqviTTKsjMCLe/bcxdWguyvFaTfKi1pSTr5GS8G6mfjOti4mS+3usL8baf5YRZXBppfWc5YOvzSU7YXLz81lSyg0uyoGq15AFKmqjFWSqTSVBhtZIvYyeqrkvzQYZgvzlgWUZlayquv8Z8nlXUmo6f22ojyemKd/15jt7ueB9UW4wztuzkQtjePnkybPdHkmPXXLx8SaqcG2dQRsceSVrbG8+/PdlfVuC21GqrvdD9xMiq/eV4WZYjNhnXjlkP5wzJOUtjNq7v5XOT7WZfvF205pP81qmkPTm2WJIhmA0yKtX8uNJqJVlm2bn3epZVSg4YAAAAAIw1BmAAAAAAUBIGYAAAAABQEgZgAAAAAFCSngZgZnadmR02s1s3TfuPZna7md1iZu81sz2d6ZeY2YqZfa7z89aC+g5se9QWUBzqCygGtQX0p9d3wK6X9JzTpn1Q0pPd/SmSviTptZva7nL3Kzs/r+i/m8DYul7UFlCU60V9AUW4XtQWsGU9DcDc/cOSjp427QPufurarR+XdOGA+waMPWoLKA71BRSD2gL6M6jvgP2kpL/c9P+lZvZZM/vfZvasAS0D2ImoLaA41BdQDGoLCPQdxGxmvySpKemdnUkHJV3s7kfM7GmS/szMnuTu35CEaGbXSLpGkupze7W2q/t4sLYWh71lIcXVtSTIdDUJaj4WNkuSKklYpZLmWpyDrNpK/BgrjSxtNgnUa8aBfL62lrSvx/PvJbQw0ZqKXzNYn0sCP4PA3CwQtWyDqq3a/t1aWOweEtpciXcDlRNx+8TxLGg5bE5DliWpnm37SRBsFobbmN76diNJ67vi+a/viWuvtTt+AFPzce3tnUt2HpL2TsVB6jO1uH5rWZr1NjOo+pqY2auZw8NbN60kZznbJ0pSYy7e+bXjPFtVGnF7ayLuw8q+7FRkNmyd9nPC9nTX3kx2IEkgryQ1Z5Jj0574/qvnJsff2bh9lAyqtqY0E553eBLEbNnzmgU1J/P3en7SsLY33raXzo9rY/myeL989oETYfs5s92DrKV8v77UjLf9I0txSPni0lTY3ljNhyG+njzPa3Ht1Zbj9upq2oVC9PUOmJn9uKTnS3qpu7skufuaux/p/P1pSXdJevyZ7u/u17r7Ve5+VW0q3sECO8kga6syT20Bmw2yvuqT1BdwykBryyZL6jVQvi0PwMzsOZL+taR/6u7Lm6afbWbVzt+XSbpc0t39dhTYKagtoDjUF1AMagvoXU8fQTSzd0l6tqT9Zna/pDdo4+o2k5I+2Plo2cc7V7b5TklvNLOGpLakV7j70TPOGNjhqC2gONQXUAxqC+hPTwMwd7/6DJPf3uW2N0i6oZ9OATsFtQUUh/oCikFtAf0Z1FUQAQAAAAAJBmAAAAAAUJKamf2Nu3/3sDsCbHdm9nhJvyDpMdr08V7qC+gPtQUUh/oCylfTRtENndektbO65yE0V+KshHYtzgmaWIiXX01yxiZP5Dkv9aW4j+ZJllHShyzLzNrx/dsT8Vf+bCbOa6i0khySJDNDU/klZVvTcS5HazJ+07ad5M2EmTn9x5T9iaS3SnqbpNEJbWmZmie7P/DqYpLjdSxunzweL37iZJbhl9dWpRnPwytJjtdM3N5McsDW58Nmre+O+9faHW8O03viIJJzdsVZLufPxlkwkrR/Mp7HdDUOc6pqqDlgo1lb2tjv1la6r5tsv2zJo8nyHT3Zb01O5VlFjbm4xrOcvFaya/dafP/VfUn9zsbHrsbs7rB9Zld8bKsux1lLjT3x/SVpdU/yGHYleYe74syq6bk4C7BPo1lfLnmU5ZWdk0zEGVamJOAuyX9bPyvfLhbPj+tv+bHxtve0x98Ttn/Xvi+H7WfX4iDOh5px7Xzm5MVhe5YD1liO13HlZH4pitpaXFuVeBWqsp7cP4mLK0qtk8kAoH9Nd3/LsDsBjCFqCygO9QWUrGJm+4bdCWBM/LmZ/ayZHTCzfad+ht0pYAxQW0BxqC+gZDVJN0u6bNgdAcbAyzq/N3+s10V9Af2itoDiUF9AyWruToEBA+Dulw67D8A4oraA4lBfQPlqZlZ39/jb1wBSZlaX9DOSvrMz6W8l/R71BfSH2gKKQ30B5atI4ouXwGC8RdLTJP1u5+dpor6AQaC2gOJQX0DJapKePuxOAGPi6e7+zZv+/xsz+/uh9QYYH9QWUBzqCyhZTSOS+eBVaW1f95yM6nJ8Hf8sB8hacc5JdS1eDfWFPCiguhrfxpJlWDvJe6klGViTcZ6CT8T3b+1OMi2S5dtKHAaT9U+SWtPxbVpJbEc7W0T/WV+Rlpk91t3vkiQzu0yjUF9tC7O+akvx81pfimc/sZBk6C3Eq6AaZCidYkmETpYP55UsPy6Z/1SS8zUbP8babPxJnr1zy2H7hXPHw/bLZw+H7ZJ0bj3OCpuqxH1sebL/UNzep9GsLW0cexoz3R97lmEXZYhtLCBurq0m295Kvppqy3FWUW0+bl/blbTvjZff2BW3ryb1ubY33vZWkxyviYXk2FXPDxzrSQ5YayrJ8azF7ZVKsiH0Z2TrK2TJOUktyT6dmwvbm+fEG+biBcmGKWnxMfHzesWlB8P2q8/9ZNj+f009GLZnnyH96Ercvp6cVC0sToft1aPxSdvE8by2qknOV7aPLPi8b8tqkn5+2J0AxsQvSPqQmd2tjZJ/jKSfGG6XgLFAbQHFob6AktXc/UPD7gQwDtz9JjO7XNIVnUl3uPvaMPsEjANqCygO9QWUr2JmL8puZGbXmdlhM7t107R9ZvZBM/ty5/feznQzs982szvN7BYze2qRDwAYNjP77s7vF0n6fkmP6/x8P/UFbB21BRSH+gKGpyLp+T3c7npJzzlt2msk3eTul0u6qfO/JD1X0uWdn2vElXQw/r6r8/sFZ/ihvoCto7aA4lBfwJDUJP1adiN3/7CZXXLa5B+Q9OzO3+/QRm7EL3am/767u6SPm9keMzvg7vE3DYFtyt3f0Pnzje7+lc1tZpYGXFJfwJlRW0BxqC9geCqS/nSL9z13U+E8JOnczt8XSLpv0+3u70wDxt0NZ5hGfQH9o7aA4lBfQMlqkpJrj+fc3c2yC0V/IzO7RhtvRau2J7lOLTCizOwJkp4kafdpn5vfpSHV1+baqu6ltrA9jWJtdfr1D/U1MUN9YXsaxfraXFtTmum3C8DIqkn6qS3e99Cpt4/N7ICkU0E0D0i6aNPtLuxM+wbufq2kayVp8pILvbG3e45WayrOGcnyICqNOAhgYiluryQZXpJUfWQhbLfFOOtHlmSdzcU7I987G7ZnGVueZGy5xZkX1SQnLMtqk/K8Fa9meXDx/D3YjHzrWRFXaOPz8nu08dn5UxY0pPr6utq66CK3dvcHZ8mmnbVnOUeV9bi9up7ngGV6yekJJXePthtJyiKwavV4Jc7V46CTA1Nxhtfjpg7FHZB0Uf1I2D5lcWLMarKDWG0nO5CtGbnakr6+vmbOvciXz+2+AVTX4u2/vhhvfJMnk2NTK66f6nKeYWmNbCcQ7/ubU/3t+5uz8Tpq7I7712gmGVzTcf8ax5M8qR52Ua04SizNKmqvxzuZ1eQ52KKRq6/NtbW7cpZXprqPA20qXuk2Px+2t87ZHbYvnx9nXC2d30OG1flxkOZ37L8rbH96kvN1oBZnmX2lsRi237u+P2y/61jc3no4HqfPPhyvo/rJ/vPt2hNZBl9y/zyithA1d//oFu/7Pkkvk/QfOr9v3DT9VWb2R5K+VdIJPuOLcebuN0q60cye6e4fG9BsqS/seNQWUBzqCxiempld5+4/Gd3IzN6ljS9V7jez+yW9QRvF9cdm9nJJ90p6cefm75f0PEl3SloWYX7YOT5rZq/Uxkc6/uE1F+oL6Bu1BRSH+gJKVtPGW80hd7+6S9P3nOG2LumVffYL2I7+QNLtkr5P0hslvVTSbdmdqC8gRW0BxaG+gJJVtPFWMID+Pc7dXy9pyd3foY1gS+oL6B+1BRSH+gJKVpF0zrA7AYyJU1cxOG5mT5a0W9QXMAjUFlAc6gsoWU3Sm4bdCWBMXGtmeyX9sja+cDwn6fXD7RIwFqgtoDjUF1CymqQPDLsTwJi4yd2PSfqwpMskycwuHW6XgLFAbQHFob6AktW0kXb+tGF3pFJra2Z/95ys1ZU4A2OtErdXkoyN5rE4R8A8zyqwpZWwvX0yyQmrxWEEWeZFJs/QStpr8TrwJAdsILKnoZ88pz6jpCTdIOmpp00bfn2Z1K53X3FZfFMv+W3h4pMMHUtyxCSlOVvZdmHt5AZJCFwvOUD9qFfjnKPdtXjfcl7teLqMS2pxHsxMkkO47Gth+0I7C0vry2jWljbqZ/m87ttXbTnJqJnMjj3x8qsrcXFUezh2VRrxBp7lYFoSpJPlM7Ymkj5Oxcv3IOdQkpprcXt1JWmPY/okSZbErWXbQdPjddiu7cD6qtdVOXBu12afjs+JGrvjHK/Vc+L7L56XZLOdnR8YDuyJ97sH6sfD9uzQd7AZz/8TqxeF7f/7kcvD9kfu3xO2z90X93DmUJYDmu+fmlNx7awnEXmt5BynNdV/FtlW1DSAtHNgJzOzJ2jj8r27zexFm5p2ifoCtozaAopDfQHDU9PW084BbLhC0vMl7ZH0gk3TF0R9Af2gtoDiUF/AkNTc/aPD7gSwnbn7jZJuNLNnuvvHht0fYFxQW0BxqC9geGpmdl2Wdg6gJ3ea2eskXaKNd5clSdQX0DdqCygO9QWUrCbpL4bdCWBM3Cjp7yT9taT4W+MAHg1qCygO9QWUrObuNwy7E8CYmHH3Xxx2J4AxRG0BxaG+gJKVcN1wYMf4n2b2vGF3AhhD1BZQHOoLKFnNzE66+65hd6RebenCPSe6tp+Yjq+I+rDmw/bGUnz/5nR/GVkbN0qyBNpJZkQ9yVKZisMO2tNJjkg9eQxZXlPy+KzR/ycXqutJHk2rvzynpLlfr5b0OjNbl7SujWQxH3p9meRBDliWD9d3Blczfk6tlWepeJ85XVmWUnr/rIvZ/ZMOTFTiEKG56mrYflale4biKfuTrMSZpP1EO84iK/iTS6NZW9rIFmzu6r4BeDUuoEozyYdKcsLS+s32mcr33ZWshpPtP8sB6/ul4Fa8DrJ1XGnEs0/Kb2MeSVZYpRH3obaYPI878NjlkzWtXXJW1/bmdJzTtb4rbl/ZF294q2eHzWrvSsLfJE3X443rRGsmbP/i+t6w/WhrLmx//9F/FLbfft95YfvMvfF55fx9cfFPHUmKq4dz67U9cR8as/3VTpgPW6BaPwVmZldIevemSZdJ+hVtXNL0pyQ93Jn+Ond//1aXA2wH7h6/CvAoUFvA1wyytiTqC9iM+gLKVzGzZ2z1zu5+h7tf6e5XaiMxfVnSezvNv3WqjQLDTmAbfsTMXt/5/6Kt1he1BXzNIGtLor6AzagvoHwVSb8zoHl9j6S73P3eAc0P2G5+V9IzJf1w5/9FDaa+qC3sdEXVlkR9AdQXULKKpPiD/717iaR3bfr/VWZ2i5ldZ2bxh1iB8fCt7v5KSauS5O7HNJj6oraw0xVVWxL1BVBfQMkqSr8+njOzCUn/VNKfdCa9RdJjJV0p6aCkN3e53zVmdrOZ3dw4kX3BGxh5DTOrqnNZCjM7W33W1yBqq7W42E8XgFEw8NrqzIf6AkaovjbX1vr6Ur9dAEZWRdK/G8B8nivpM+5+SJLc/ZC7t9y9Leltks74WWJ3v9bdr3L3q+q7pwfQDWCoflsbn3M/x8x+XdJH1H999V1b1bn4KknANlBEbUnUFyCNUH1trq2JidkBdAEYTTV3/5P8ZqmrtektZjM74O4HO/++UNKtA1gGMNLc/Z1m9mltfObdJP2gu9/W52ypLex4BdWWRH0B1BcwBDUz2+fuR7c6AzOblfRPJP30psm/YWZXauPt7HtOazujeqWlc2dOdm2frMV5C0tr8ceVl6cmw/Y0I8t6COGoxmECNh2/y2e740SA9bPiV4NW98XroDWR5JCsJZ84SKKGLM3o6iGPphnfptLI2uP5h+15987IzHa5+0kz2yfpsL7+gLPl+hpUbcklC3JwkgiqPCMne06S7cLa+YrPcviynKGi21WLH8NkPcn5qq+F7fOVOIhoJnsSJU1af58yaCf1u9TuN8zpGxVVW537D6a+5PLg+Y/apB4yJvvMf8ryGzc6kfQxOf61a0l7PVl8so5SSc5XdTVpj8tP1bVe1mHcXMu+ZVFszteZFzni9dWaMJ18TPdzt1Z8WqfGXLxSG8mb1+u7k/y7ifxTmsuNeOO/belA2H6oEZ8XPrCyJ2z/3EMXhO21B+OVOPNQvGHPHIoD8OrH4g3f63kIl1fiY1cjyfFtTWVBYEMoPkk1STdrI6NhS9x9SdJZp0370T77BWwnfyjp+ZI+ra8/DFvn/y3VF7UFFFNbEvUFiPoChqbm7lsuMACSuz/fzEzSd7n7V4fdH2BcUFtAcagvYHgG/5kRYAdyd5f0F8PuBzBuqC2gONQXMBwMwIDB+YyZPX3YnQDGELUFFIf6AkpWM7Nb3P0pw+4IMAa+VdKPmNk9kpbU+Rw99QX0jdoCikN9ASWrSXrBsDsBjInvk7RX0rM6/39Y0vGh9QYYH9QWUBzqCyhZRRsp5QD694OS/kDSfklnd/6mvoD+/aCoLaAoPyjqCyhVTdJPSfqvw+5IxVzT1e6BQ8tJzk2tkuQx9HmZ/zSrRZIm4xwuTcd5C41zd4fty+dPhe2re5OspOQhTCzGXwmsrsR5DZWk3Vp5Zka/30qspDli3VeC9RlFI+nlkr6tc/ldmdmbJH1MQ64va0n1E91XbH0xvn9tKV4x1dUk5yt5TnqprfZEvG21puINp5nkgLTi0lJrKtmuZuL9077ZOETvwFT3DERJOrsWt0/1sPE21QrbT7birLG7m7Ww/b7mvqQHDybtoZGsrUHI9suexOSk2/58EpYkyVpxVtH6nvjYtrY7yVuaT/YB0/G2WanFx4628iyhcPnJcacdb/qSpEr8EKTk8JflLVoPh88+jGR9tevSyjndt61WcsrVmo63u2y/3p5KcsDa+bHr+FKcYfX5dpwDVk3ObbP5Lx+K82Nnj8ePob4cL7+yFm/4th4fG62RFY5UX4gLcCrL+Ur2D9nxvygVDSX+DxhLJn3dWW5L1BcwCNQWUBzqCyhZTdLbh90JYEz8d0mfMLP3dv7/QVFfwCBQW0BxqC+gZDV3/8/D7gQwDtz9N83sbyV9R2fST7j7Z4fYJWAsUFtAcagvoHw9fLIZQK/c/TOSPjPsfgDjhtoCikN9AeUiiBkAAAAASsIADAAAAABKwgAMAAAAAErS93fAzOweSQvauGxp092vMrN9kt4t6RJJ90h6sbsfi+bTdtNKkEWymuWUNLMMqrA51ZrOc0Za++bi9ql4da+cF+e1LJ8Tj5fX58PmNEckixKqL8froLoeP0fW7iGraDpeR17t78q4YZxc/zlgAzWo2qo0pJmD3R9cPY6o0uTJuHhqK0lxJS/ztCby3dD6rvg2q3uS2shyiuaSvJi5uHjm5+IMrQMzcY7XxZNHwvZzqgthey8OtdbC9nua8f7rMyuXhO13Lp+b9OBzSXu5BlVfktKMp4gnm39jNt52l/fH++X1+fx11nayX13fFbevnBPXT2N/nAU0MbcetmfWa/FKzPKemsk6bk/mx53sHCPL+ao0kqzBeBWOnEHUl5vUDGKu2vUkxys+JUkz9iwJ6fO1vLaWPQ6ZWlmI270Z98GS/NWJ41m+a9icZuS1ZuLaqzSSHMJWDydeybljdSXeAU8mWaOtteEkLgzqHbB/7O5XuvtVnf9fI+kmd79c0k2d/wE8etQWUBzqCygO9QV0UdRHEH9A0js6f79DG5kSAPpHbQHFob6A4lBfQMcgBmAu6QNm9mkzu6Yz7Vx3P9j5+yFJ2WdTAHwjagsoDvUFFIf6AgKDyAH7Dnd/wMzOkfRBM7t9c6O7u9mZv13UKcprJGnmvNkBdAUYKwOprfrc3uJ7Cmw/A6mv6r49hXcU2Ia2VF+ba6u2m2MXxlff74C5+wOd34clvVfSMyQdMrMDktT5fbjLfa9196vc/aqpPfEXEYGdZlC1VZvmxQ3gdIOqr+oc9QWcbqv19XW1NUNtYXz1NQAzs1kzmz/1t6T/W9Ktkt4n6WWdm71M0o39LAfYaagtoDjUF1Ac6gvI9fsRxHMlvdfMTs3rD939f5nZpyT9sZm9XNK9kl7c53KAnYbaAopDfQHFob6ARF8DMHe/W9I3n2H6EUnf86jmJdN6u3t31lpJzkcrfjMviXNQK8n5WNvdQw7YxEzY3pyOl7G6L34MjTimR+2JuD3LIWnX4v41p+L2ylz8HPWWAxavg6wP2WPIMi1GxSBrq7rm2v2V7k9+lj9TXesvRK81meQU7c53QytJbaztS3KMdic5RfNxjkhlNi6e+ak4Y2vfxFLYvqcah7FVkhC/48G+85SHmnFQ4MeWLg/bP/rIZWH7Ayd2p30YFYOsL8nCvKA0R2c63jbXkkPP2t5kn5hkIUl5TlZ7Ng6hqs7F7bPTcc5XpRJv32tryYOoJDl+E8mxp88MTUlpFlwlyXOqrCft2ygHbKD1FT11ydOaZp82khPD7HlP8mclSavxbbLntboa97G6HLfX4ojK9LwwO+da2R/XZnMmefzJ+Ucv2vXted43ot0CAAAAgPHDAAwAAAAASsIADAAAAABKwgAMAAAAAErCAAwAAAAASsIADAAAAABKwgAMAAAAAErCAAwAAAAAStJXEPMgVa2t3fWVru3rrTjMbXoyTpNbm0mCHvfGY1Fr54F71dUkzDJZ260k8C4LFawmgXvVOAtTlWbc/yzMLgvsk+Xj/WwejZm4vTUdz78VhFWPalhfvyprTU3ffbT7DSx53upJCPpsnADe2h0HNa7uzlf8ytlJUPq+JIh1Pg6Ttuk4DXNiKmmv9hdWvZqk5R5txSnsq56n7X52+TFh+4ceenzYft+9+8P2+iMjczgpl7l8ovvO2atJUPJUMv9qvG1XZuJtc24uOTBI2j8XB4XP1+Og8bbix3h8Nd4xH1uO25vryfG3Ge9DvJbsH5Jd4CBYFribHZ+z0OAxZcGutZIcu9pJUnO2285qt5cI4ey8rbaSBCnHpanacrJ/yAK8k82qleyfmtNx7a3tyQLI4/lLUiV7nrI87eTQ5EM6dI3pKScAAAAAjB4GYAAAAABQEgZgAAAAAFASBmAAAAAAUJK+BmBmdpGZfcjMvmhmXzCzV3em/6qZPWBmn+v8PG8w3QV2BmoLKA71BRSD2gJ60++1P5qSft7dP2Nm85I+bWYf7LT9lrv/pz7nD+xU1BZQHOoLKAa1BfSgrwGYux+UdLDz94KZ3SbpgkF0DNjJqC2gONQXUAxqC+jNwK5+b2aXSPoWSZ+Q9O2SXmVmPybpZm28GnIsuv90paGnzN3ftf3w5K5w+RWLsxBuT3LElnw2bG/X8xyw2lIcRpDnfMTt9YUk7yG5f5SnIeVZC1noRbueZHIkmRqS1JpM2pOcr+ZM0j7V/UGMag5Yv7WlRlP+0MPd5z8Z53hpT1x7vjsOCmnMxbWzti/fLtb2x2Eq7f1xcU3NxMVRq8Ubfz0JjKlV4v6tRAF0kh5pzoftDY/X4cHGnrBdkj76yGVhe5bzNXdnnDU2c7CXVJzR0299WdU1sSvOyYpk2978dDzvi3fF5f9N8w+lfbh44kh6m8hdq+eE7Z9qxhl0a2vxqUh7JW63LMgrOXy3a0lYUy8RXMnmb5UkazR5DNbafvXV97FLir8ok0WPJqvMs+csOSfK5i9J1bX+cr4mTsYLqS/F7VkfG9PJeVvSnp1zeZLVluaUKc8Kyx5jErMZ5sMWaSCnnGY2J+kGSf/c3U9Keoukx0q6UhuvhLy5y/2uMbObzezmxWM9pLEBO8wgamvd8yBWYCcaRH21TiZnUMAONJDaWqa2ML76HoCZWV0bRfZOd3+PJLn7IXdvuXtb0tskPeNM93X3a939Kne/am7vkIagwIgaVG1NWBJlD+xAg6qv6q740xPATjOw2pqhtjC++r0Kokl6u6Tb3P03N00/sOlmL5R0az/LAXYaagsoDvUFFIPaAnrT73fAvl3Sj0r6vJl9rjPtdZKuNrMrtfGp6Hsk/XSfywF2GmoLKA71BRSD2gJ60O9VED+iM38N8v39zBfY6agtoDjUF1AMagvozYhe9w0AAAAAxg8DMAAAAAAoycBywPo1X1nVd8/c0bX9UGsuvP/+2mLYnuX03KoDYfuS5Vfj8UocNmIn4jyE+mIcZpDlQdRW+8sJyXK8WkmWQpbz1e5ha2tlfUgultmcjtdBazbYDvKot23J2221F7vXR9XiDColOR6t6fiJXdsV339tb77dts+Kc7z27ovrf9dUnKXknmy7SXslCQFaSYrn8Hr8HBytxPufryydFbZL0r0P7w3bpx6I+7jrK3Eoztx9K2kfxlG92tKBvSfD9sjuiXi9PWbmaNj+j2a752dK0j+ajNsl6ewkpPJosv0utPu70mqrkRw7G/29Vuz1JOerOoCMraSPWVZRlodUSfKkxpJJ7frWszuT+MR88Vk8XJY/pzyftbbSX85Xfbm/DLtWknGbHPrSjK3svM+T9SMpz+FLaivNlw3yYYvEO2AAAAAAUBIGYAAAAABQEgZgAAAAAFASBmAAAAAAUBIGYAAAAABQEgZgAAAAAFASBmAAAAAAUJKRyQGbtoq+aWKma/t5rTjnp2L3hu0nWtNh+8Mrcc7YPUtJAJWk9kJ/oROVOIpFE4tx3kNtOc6badfiMIXmbNz/LKMry9zIMjskpS8JZMuIMkOkJA8mC2rZzryPx1ZLtoup+ElrziTb3UySYyJpcjYujv0zy2H77sk4a2m9Fe8KV5px2Ikl2856O16Hi0lQSbsZr+Mjq3lOYWMhXsb08fj+0w/HgS21g8fSPoyjerWl82a754DNJhlb5052v68kPWH6wbD9yqk45+txtXzHO1OJj391xcffmezglfBWtuNPmmvJDZIcMMtywNp53pO3snnEzZVGvIxkMxpPFudIpecUWXufh/xKD/e3+LQszQmrNuKFVNazgLmkOdtukxCuPIstOSfrIUstlcwi7eOQRkK8AwYAAAAAJWEABgAAAAAlYQAGAAAAACUpbABmZs8xszvM7E4ze01RywF2IuoLKAa1BRSH+gI2FDIAM7OqpN+R9FxJT5R0tZk9sYhlATsN9QUUg9oCikN9AV9T1Dtgz5B0p7vf7e7rkv5I0g8UtCxgp6G+gGJQW0BxqC+go6gB2AWS7tv0//2daQD6R30BxaC2gOJQX0DHUHPAzOwaSdd0/l2rHrjz1uKWdmcRM90v6ZEiZlyQ7dZfqdw+P6ak5RTu9Nr6a//T7rV1IplZ1v7FR9Gx3j2q5/1LhXThUaO+YmNbX3/yf11b4LGrEAN+3h9K2j88iIVQX7GxqK/Ta+uu1/78Dq+tUtDnWCG1VdQA7AFJF236/8LOtK/j7tdKulaSzOxmd7+qoP4UYrv1ebv1V9qefS5BWl/UVvno81jg2DWi6PNY4Ng1gujzcBT1EcRPSbrczC41swlJL5H0voKWBew01BdQDGoLKA71BXQU8g6YuzfN7FWS/kpSVdJ17v6FIpYF7DTUF1AMagsoDvUFfE1h3wFz9/dLev+juMu1RfWlQNutz9utv9L27HPhHmV9bcd1SJ/LsR37XCiOXSOLPo8Bjl0jiT4Pgbn7sPsAAAAAADtCUd8BAwAAAACcZugDMDN7jpndYWZ3mtlrht2fU8zsOjM7bGa3bpq2z8w+aGZf7vze25luZvbbncdwi5k9dUh9vsjMPmRmXzSzL5jZq0e932Y2ZWafNLO/7/T533SmX2pmn+j07d2dL+zKzCY7/9/Zab+k7D5vJ9TXwPpLbeHrUFsD7TP1ha9DfQ20z9TXKHL3of1o40uYd0m6TNKEpL+X9MRh9mlT375T0lMl3bpp2m9Iek3n79dIelPn7+dJ+ktJJunbJH1iSH0+IOmpnb/ntRGP9MRR7ndn2XOdv+uSPtHpyx9Lekln+lsl/Uzn75+V9NbO3y+R9O5hbyuj+kN9DbS/1BY/m9cttTXYPlNf/Gxet9TXYPtMfY3gz7A35GdK+qtN/79W0muHvVI29eeS04rsDkkHOn8fkHRH5+/fk3T1mW435P7fKOmfbJd+S5qR9BlJ36qNgL3a6duJNq6e9MzO37XO7WzY63oUf6ivQvtObe3gH2qr8P5TXzv4h/oqvP/U1wj8DPsjiBdIum/T//d3po2qc939YOfvhySd2/l75B5H5+3Xb9HGqwYj3W8zq5rZ5yQdlvRBbbzyddzdm2fo1z/0udN+QtJZpXZ4+xiJ5/dRGOnt9BRqCxqR5/dRGOntdDPqCxqR5/dRGOntdDPqa3QMewC2bfnGMHskLyFpZnOSbpD0z9395Oa2Uey3u7fc/UpJF0p6hqQnDLdHGLZR3E4lagvb3yhup6dQX9juRnE7PYX6Gi3DHoA9IOmiTf9f2Jk2qg6Z2QFJ6vw+3Jk+Mo/DzOraKLB3uvt7OpNHvt+S5O7HJX1IG28r7zGzUzl1m/v1D33utO+WdKTcnm4bI/X89mCkt1NqC5uM1PPbg5HfTqkvbDJSz28PRn47pb5Gz7AHYJ+SdHnnqiYT2vji3PuG3KfI+yS9rPP3y7TxOdpT03+sc+WYb5N0YtPbuqUxM5P0dkm3uftvbmoa2X6b2dlmtqfz97Q2Ppd8mzaK7Ye69PnUY/khSX/TeeUG34j6GhBqC6ehtgaI+sJpqK8Bor5G1LC/hKaNq618SRuf7fylYfdnU7/eJemgpIY2Pmf6cm18nvQmSV+W9NeS9nVua5J+p/MYPi/pqiH1+Tu08RbyLZI+1/l53ij3W9JTJH220+dbJf1KZ/plkj4p6U5JfyJpsjN9qvP/nZ32y4a9rYzyD/U1sP5SW/ycvn6prcH1mfri5/T1S30Nrs/U1wj+WKfjAAAAAICCDfsjiAAAAACwYzAAAwAAAICSMAADAAAAgJIwAAMAAACAkjAAAwAAAICSMADbJszsHjPbP+x+AOOI+gKKQ30BxaC2ti8GYAAAAABQEgZgI8bMLjGz283snWZ2m5n9qZnNdJr/XzP7jJl93sye0Ln9M8zsY2b2WTP7qJld0Zn+JDP7pJl9zsxuMbPLO9N/ZNP03zOz6pAeKlA66gsoDvUFFIPaGj8MwEbTFZJ+192/SdJJST/bmf6Iuz9V0lsk/avOtNslPcvdv0XSr0j6d53pr5D0X9z9SklXSbrfzL5J0j+T9O2d6S1JLy3+4QAjhfoCikN9AcWgtsZIbdgdwBnd5+7/p/P3/5D0c52/39P5/WlJL+r8vVvSOzqvYrikemf6xyT9kpldKOk97v5lM/seSU+T9Ckzk6RpSYcLfSTA6KG+gOJQX0AxqK0xwgBsNHmX/9c6v1v62nP3a5I+5O4vNLNLJP2tJLn7H5rZJyR9v6T3m9lPSzJJ73D31xbYd2DUUV9AcagvoBjU1hjhI4ij6WIze2bn7x+W9JHgtrslPdD5+8dPTTSzyyTd7e6/LelGSU+RdJOkHzKzczq32Wdmjxlw34FRR30BxaG+gGJQW2OEAdhoukPSK83sNkl7tfG53m5+Q9K/N7PP6uvf0XyxpFvN7HOSnizp9939i5J+WdIHzOwWSR+UdKCA/gOjjPoCikN9AcWgtsaIuZ/+jiaGqfNW8f909ycPuy/AuKG+gOJQX0AxqK3xwztgAAAAAFAS3gEDAAAAgJLwDhgAAAAAlIQBGAAAAACUhAEYAAAAAJSEARgAAAAAlIQBGAAAAACUhAEYAAAAAJSEARgAAAAAlIQBGAAAAACUhAEYAAAAAJSEARgAAAAAlIQBGAAAAACUhAEYAAAAAJSEARgAAAAAlIQBGAAAAACUhAEYAAAAAJSEARgAAAAAlIQBGAAAAACUhAEYAAAAAJSEARgAAAAAlIQBGAAAAACUhAEYAAAAAJSEAdiYMLO3mtnrh90PYNxQW8DgUE9Acaiv7YMB2IgwMzezx5027VfN7H/0cn93f4W7/1rnfs82s/uT5U12CvWQmR01sz83swu2/giA0TSE2tpjZu8ws8Odn1/dcueBETOEevrHZvYhMzthZvecof2STvuymd1uZt/7KB4OMFJGsL5+zcw+b2ZNjmWDxQBs53q1pGdKeoqk8yUdk/Rfh9ojYDz8lqQZSZdIeoakHzWznxhqj4Dta0nSdZJ+oUv7uyR9VtJZkn5J0p+a2dkl9Q3Y7rL6ulPSv5b0F6X1aIdgALZNnHolw8x+vvOq+sHNJ3Vmdr2Z/Vszm5X0l5LON7PFzs/5Z5jlpZL+yt0PufuqpHdLelI5jwYYHQXU1gsk/Ya7L7v7PZLeLuknS3kwwJANup7c/ZPu/geS7j7Dsh4v6amS3uDuK+5+g6TPS/r/FPYAgSEqs7467e9w97+UtFDUY9qpGIBtL+dJ2i3pAkkvl/Q7ZrZ38w3cfUnScyU96O5znZ8HzzCvt0v6djM738xmJL1UG8UK7ESDrC1JstP+fnIBfQZG1aDrqZsnSbrb3TefHP69eDER462s+kKBGIBtLw1Jb3T3hru/X9KipCu2OK8vS7pP0gOSTkr6JklvHEgvge1nkLX1vyS9xszmO5/l/0ltfCQR2CkGWU+ROUknTpt2QtJ8AcsCRkVZ9YUCMQAbHS1J9dOm1bVRaKcccffmpv+XtXEA2orfkTSpjc/Nz0p6j3gHDOOp7Nr6OUkr2niR40ZtfEcl/CI0sI2UXU+RRUm7Tpu2S3xcCtvXKNUXCsQAbHR8VRtf2t/sUkn3bmFe3sNtrpR0vbsfdfc1bVyA4xlmtn8LywNGWam11ampl7r7ee7+JG3sZz+5hWUBo6jsY1XkC5IuM7PN73h9c2c6sB2NUn2hQAzARse7Jf2ymV1oZpXOpXRfIOlPtzCvQ5LOMrPdwW0+JenHzGy3mdUl/aw2Piv8yBaWB4yyUmvLzB5rZmeZWdXMnivpGkn/dks9B0ZP2fVUMbMpbbwLYGY2ZWYTkuTuX5L0OUlv6Ex/oTau7HvDFvoCjIKRqa9Oe73TXpFU67RXt9AXnIYB2Oh4o6SPSvqINi4J/xuSXurutz7aGbn77dr42NPdZna8y5Xa/pWkVW18TOphSc+T9MIt9h0YZWXX1tO0cSW2BUn/vrMsXpHHuCi7nr5TGx/pfb+kizt/f2BT+0skXdXpy3+Q9EPu/vCj7QswIkatvt7WmXa1NmIeViT96KPtC76RufMOJQAAAACUgXfAAAAAAKAkDMAAAAAAoCQMwAAAAACgJAzAAAAAAKAkDMAAAAAAoCS1YXfglNr0rE/M7+t+A4vv70l7Fkdn2cUge7hYpLX7XEaf2kkygyfPdjvbGurxA6zVkvZKsoIkWbKiW+34NYNm0u7BhtJ4+LhaJ5eyLWnb2bOv6udd2P3J7bN0tOb1sH2hORW2LzcnwnZJajWS14ra8aOwVnz3SiNur67Fa6Gy1gzbfT1ZQHY1WkseX62HWJZqfBuvJOs4afakj4sLDzzi7mfHc9l+JuqzPjW1p7gFtONtw5rJfrWVbPy9SLYvr8ftrYl442nHu5D82FRL6jM5Nk3W4vqdqOTrsJbtZBItj9dR1n7k9iNjV1/Teyd994HZru2WnFRlz8mUxfvlGYu3i3oPcVhNxdveQrLxH210f/yStLwWHz8rq/F+OTv2VZrJsanP89qezotb8Tq0ZB+pdrKPTO5+snG4kNrqaQBmZtdJer6kw+7+5M60d0u6onOTPZKOu/uVZnaJpNsk3dFp+7i7vyJbxsT8Pj3+//svura3a/FGlA0ushVcWY/bsxMwSaplJ2nZht6K79+uxutgfS5uX90ft6+cm2zk566F7WfvOxm2nzW9HLZLUiWpxpNr8cn8seXpsH11rfvO7r7XvDW8bxHKqK3zLqzpuvdd0LW9nhykGh4fZO5qnBO2/+3xJ4TtNz90UdguSccfngvbKwvxDqC+EG/704fi9t13x8U7e0ccO9R64GDY7mtxbdnkZNhe3bsnbJck37srbG/PxbXVmorXcbsenyD+7U2vvTe8QQHKqK+pqT16+rf8bPcbJPvt5PxM1cX44FQ9thC2+4m4vRe2t2uOqyRp/aK9YfvChfH2u3Qg3nZW98fHheb+uD7n9y+F7ZfsPRa3zx4J2yXprHq8jHbyUteJZnzsWmrG6/C6Z7yj1Poqo7Z2H5jVS//we7u2T1biAdL+erztP2Ey3i9/80T8vB+oxcclSTrWis97/mblvLD9XYeeEbZ/+s7HhO0zX4q3m7n749qaOhafH2QDtGxwVFnPX5ivJfvAysJq3IfV+PiaDfD+133/pZDa6vUdsOsl/TdJv39qgrv/s1N/m9mbJZ3YdPu73P3KAfQPGHfXi9oCinK9qC+gCNeL2gK2rKcBmLt/uPMKxjcwM5P0YknfPcB+ATsCtQUUh/oCikFtAf0ZxEU4niXpkLt/edO0S83ss2b2v83sWQNYBrATUVtAcagvoBjUFpAYxEU4rpb0rk3/H5R0sbsfMbOnSfozM3uSu3/DF4TM7BpJ10hSfS7+DDmwAw2kts49v4cLNAA7z0Dqa3Iy/n4UsAMNpLbmD8yU0llgGPp6B8zMapJeJOndp6a5+5q7H+n8/WlJd0l6/Jnu7+7XuvtV7n5VbTq+0guwkwyytvacxQAM2GyQ9TVR59gFnDLI2prZE19AAtjO+v0I4vdKut3d7z81wczONtu4NqeZXSbpckl397kcYKehtoDiUF9AMagtoAe9Xob+XZKeLWm/md0v6Q3u/nZJL9HXv80sSd8p6Y1m1tDGBXZf4e5H84VIHlyuN7kSdp4T0mfOVy9ZBa0kjCy7HKdnOWLJ/auNePm1lXj+9cX4/mtTcV7FwzYfti8leRVSnhW21oif6LXgMvOS1FrrviF5kiVVhDJqy920GmR1tZLLI0f3laSFVnz58qUk52u92cM7dM34taJKsu1n7ZZEQET7Jklqz8eXkK6ek0SIZDklk/E6zC4hL0mt2fjV5NZ0XFutySRjL7vc+hCUcuySwkvNeyVZL9lqqyXrfSKuT5uJt82NGyUxL9PxttOu9vdabhazlVxtPN0/ZMeFoyvxR916yfh6pBpfknw9CepcbMTreLWZhKWVrIzaanpFR9e7v8M8Wc02jNjh6mLYfrR2PGyfb8eXP5ekRnJyWU+yxrIMOqtkJ69xc9HSjN5eJMdnW4svU+8n4+c5i4EpSq9XQby6y/QfP8O0GyTd0F+3gJ2B2gKKQ30BxaC2gP4M4iqIAAAAAIAeMAADAAAAgJIwAAMAAACAkjAAAwAAAICSMAADAAAAgJIwAAMAAACAkvR0GfoyuEmtIOrGk54mERu5dCjaQ5iBJ1kFrSSrKIm0qDSSPInlOEvILXmQSWBDZT1+EhoLSc5JkkMkSV5P8pCyrLVkHVszaE/uu101VNXhVveMtmqSU7LUjjOo7l/fF7YfWe2e4yLlGT2SZOvZthnfv9JI5p9EqTSnk6y08+LHWDkrzhnyWpIzVo/bWxP5a2mtiWweSR+SfbDv0Jfz3EztIKsry8HJtr12PV6xluSApRlzklSN993t6XgZ2fab5nwlMTzVlXj+1cV4Ha1X42PP4eQ5OLGS5+xZ8kQ2k7zDZiNub7V2XoGttmq6/fg5XdsnqvGGtXdyOWxfbOXnJJHG5APpbWb6fNqyrLNKLd7u0v12cu6cnXsnp73Kzp3bvZx3ZRmTSSeynK/2crydFGXnVTQAAAAADAkDMAAAAAAoCQMwAAAAACgJAzAAAAAAKAkDMAAAAAAoCQMwAAAAAChJTwMwM7vOzA6b2a2bpv2qmT1gZp/r/DxvU9trzexOM7vDzL6viI4D44DaAopDfQHFob6Ares1B+x6Sf9N0u+fNv233P0/bZ5gZk+U9BJJT5J0vqS/NrPHu3sc2GBSFMmQZsxk7UlWQZZlkGUhSJJHGVM9dMJacXt1Nc5zsXZ2/yxHLO7/xEK8khtz8f0bs3lYW2s6yUKZSJ6oPqK8rIe4nAJcr4Jra61d152r5225g1lWyt3L+8P2w4tzYXtrOS+u6lq87VWy2ks2mywDa3VvvPysvZ3lfMVRa31nuUj5PrSdxEl5kjczojlg16uEY1eU1ZXlgFUaWfZh3Jyq9PDE1OINyIOcs5660IwfRG0lyTJKcvCUZFw2kv1DcyW5f72HJyE79iRPs7X724cNyfUqsL4aazU9eE9wfElyQ++bjjO07p3fG7Y/tG9X2H50T3xsk6TLJg6H7Qvt6bC9lpyY1OrxY2xNJfl08eLVXE2OvclxIVNJjo2SZO34HMTWkxzOVnLuPJ3k/D0SN29VT3tVd/+wpKM9zvMHJP2Ru6+5+1ck3SnpGVvsHzDWqC2gONQXUBzqC9i6fl+zfJWZ3dJ5G/rUSwkXSLpv023u70wD0DtqCygO9QUUh/oCEv0MwN4i6bGSrpR0UNKbH+0MzOwaM7vZzG5uLi/10RVgrAy0tpaOrQ+4e8C2NtD6aqxz7AI26au+NtdWa5Hawvja8gDM3Q+5e8vd25Lepq+9lfyApIs23fTCzrQzzeNad7/K3a+qzcSf4QR2ikHX1uze5AtGwA4y6PqqT3DsAk7pt74211Z1jtrC+NryAMzMDmz694WSTl0F532SXmJmk2Z2qaTLJX1y610EdhZqCygO9QUUh/oCetPTVRDN7F2Sni1pv5ndL+kNkp5tZldq49o890j6aUly9y+Y2R9L+qKkpqRXpleRAnYoagsoDvUFFIf6AraupwGYu199hslvD27/65J+faudAnYKagsoDvUFFIf6Arau1xywwrn1lrXVfQZxsyWvs/TbLuVZJ1l7dS3L6YrzHmw9CxqJmyeCLBtJak7FWTHNJOdrbT7/xOv6riRLLMkay/KUwqyi0cxZ6dtqu6bbl87d8v0XG3EGx4OLu8P2kwtx0Iit5iFWWf21q8mTNxVvN0nUmbya3T9efmsmfgCe5tsNYOPM4laSTJ1K1l4Z0wJKeEVqTXZfudl+P8sfrKwn+/21+CI71ojvL0lu8cZhzSRHp99j33p27AublW3clUZy3FiK90HtHnLAsqy+7AsfWY5elic3jiprprk7u6/YLLuwPRmfEBzfFec/3Xxu/B20xQuSA4ekp++dCdtnqmvpPCKTE3F9L8zFtbu+O972s/1TdTXZd6Tn5j3UVpID2JqcD9vre5NzkOzceZg5YAAAAACA/jEAAwAAAICSMAADAAAAgJIwAAMAAACAkjAAAwAAAICSMAADAAAAgJIwAAMAAACAkoxMDpgU51xkOUCVJOqkGkelqNJI2pOcEkmqrcbt9eUk62QpfhDVpbiTtprnvYRq8Xi8shLnRVQaSQhXD5tbO+lDlLcj5bkgvgOzihrtqg4t7+ra3kwCaJbWkyyVxThjo70SP++VZh5w40lUWCvJ6WnU4nafTHKOZuLampmLs1x2z6yE7RPVeAfXasfP0Wozry1PgoQmasljrMf7n8lqfP+7w9ZtzEzNqe7PT20t3rbqi0m+2kqy31+MQ7K8mYdYmidZZVPxjjW7f5YzlmbUZVlEyfHZ2slxIzn+tyfyfVSaSZXso7L778SXy2urrn13dN+vtJLnpTkdt6/tSY59a3FO2JdrZ4ftkjRXj48Nl83EIVP1Sly/e5Njy+K++DGsrsdZZl6J11F9MWxOz50rrby2svO+xkxyfGwlWWfZaeFHk/Yt2oElDQAAAADDwQAMAAAAAErCAAwAAAAASsIADAAAAABKwgAMAAAAAErS0wDMzK4zs8Nmduumaf/RzG43s1vM7L1mtqcz/RIzWzGzz3V+3lpQ34Ftj9oCikN9AcWgtoD+9PoO2PWSnnPatA9KerK7P0XSlyS9dlPbXe5+ZefnFf13Exhb14vaAopyvagvoAjXi9oCtqynAZi7f1jS0dOmfcDdTwU0fFzShQPuGzD2qC2gONQXUAxqC+jPoIKYf1LSuzf9f6mZfVbSSUm/7O5/18tMorDlLGi5FmfRqboaJ61V46w81dZ6CGJeidMiJ07GD6J2Mu5EZSFOerYkcNOryXi7HW8OloRpVhpJmG0rX4dpIF72ELKwyyBTOMmpHZaB1FYkC/lttOL2dtKe8SQkWZLaE0kSaxKkXJ+Nk9j3zMc7kPPnTobtl8wdCdv3Z2mViWONmbD94fW5dB6rrTjptWbxOpytxetwtpbsREdT3/XllTjwNQ0aTTZtW43Xe3txKZ5BI0kZlqRK3EdrxttfFrScHFrUqif3j7Pg5dX4/knWfB4E3YtsN5YcYKydzGA0j0+RvmurstbS7J3Hurb7RLxhtebikOGVc+P21mQc4LtwVnx/STp+9nR8g7i0dP7k8bC9tSfZrpKTqgeqe8L2lYk4yLl9JF5H9YW4f9m5t5SfO6Yh5lnx5Kcgheh7AGZmvySpKemdnUkHJV3s7kfM7GmS/szMnuTu33AGY2bXSLpGkmq79vbbFWCsDKq2ps6dL6vLwLYxqPqamOXYBWw2sGNXfVdZXQZK19dL12b245KeL+ml7u6S5O5r7n6k8/enJd0l6fFnur+7X+vuV7n7VdXZ2X66AoyVQdZWfXfyChywwwyyvmpTHLuAUwZZWxPV5O0hYBvb8gDMzJ4j6V9L+qfuvrxp+tlmVu38fZmkyyXd3W9HgZ2C2gKKQ30BxaC2gN719BFEM3uXpGdL2m9m90t6gzaubjMp6YOd7wZ9vHNlm++U9EYza2jj0+2vcPejZ5wxsMNRW0BxqC+gGNQW0J+eBmDufvUZJr+9y21vkHRDP50CdgpqCygO9QUUg9oC+tPf5csAAAAAAD2rmdnfuPt3D7sjwHZnZo+X9AuSHqNN7y5TX0B/qC2gONQXUL6aNopu6MylKIYmywGrJjldE4txe305DmOpLcYZW5JUW8pyvpIcr6UkzGwtzoNRJX5D0ybisASvJ59ITd4vTbNYknYpz3NIoozUTmI5WlPRRhbftwd/Iumtkt4mKd9gSjJRaen82RNd25eacchOPbkSVTvJEVtM8m9aE/mKr1Tj+p2ZjcNEzt8V53hdvuvhsP3Js/eH7ZdNHA7bZytx/xba8ZUq71nfH7ZPZjtISSeb/V0Nc1cStjjXS6DL1o1kbUkbGVONmSAHrJHs97LNv5XkO67G692beQ5YdS157jyuvyxnq53kfLWy/fZEcmxJDl0eRxWpnbRn8+9lGZ7sw4acQzma9bXekN//UNdmm4ozqmr7doft9dn4ia2uZRtO/qRVkhyucybiY1N2bHnc5KGw/fzJ7sd+Sfr0xMVh++06N2xvrMfHlepavHPoKQcsy0rss31oOWCdS4IC6F/T3d8y7E4AY4jaAopDfQElq5jZvmF3AhgTf25mP2tmB8xs36mfYXcKGAPUFlAc6gsoWU3SzZIuG3ZHgDHwss7vzR/rdVFfQL+oLaA41BdQspq7U2DAALj7pcPuAzCOqC2gONQXUL6amdXdPf+WLoCQmdUl/Yw2Qicl6W8l/R71BfSH2gKKQ30B5atI4ouXwGC8RdLTJP1u5+dpor6AQaC2gOJQX0DJapKePuxOAGPi6e7+zZv+/xsz+/uh9QYYH9QWUBzqCyhZTaOU+RCwpJeVJCIry/maPBa/0147lmR0SaqcXA7bfXEpbl+P++BJFotNxnlOVksyLRJej+/fTvKcWkkWjJTnxbTjh6jWZJK1MhnlgPUdBtEys8e6+12SZGaXaQTqa6a6rqt23dO1fbEVZ6kcXp8P2++b3Bu2PzgZZ7EsrSVPqqRKJa7f/TNx7WU5X98yd2/Y/o+m7gvbz0/CTLIYkgeb8bY3VYn3DfVKDzmFyW3qyU52phrvZOercc5hn0aytqSNDKwofzDdp9WSEK0k31GVZL+aHDckyVvxFmo9zKNQ2UPMcsiyOKckX9Jr+eNvZ1lkWd5blrPZ//EpMpL15e7y9e77nSzbNKuNdq2/fDpNZHt2ac9EfO54ycQjYfs/SnLAMvuqi2H7YvIg75+Nj9/HJ+Lzhyxjq9LIt+ssK6zSiueRHD5VSY6/RalJ+vmhLBkYP78g6UNmdrc2ThkeI+knhtslYCxQW0BxqC+gZDV3/9CwOwGMA3e/ycwul3RFZ9Id7t5DzjuACLUFFIf6AspXMbMXZTcys+vM7LCZ3bpp2j4z+6CZfbnze29nupnZb5vZnWZ2i5k9tcgHAAybmX135/eLJH2/pMd1fr6f+gK2jtoCikN9AcNTkfT8Hm53vaTnnDbtNZJucvfLJd3U+V+Snivp8s7PNeJKOhh/39X5/YIz/FBfwNZRW0BxqC9gSGqSfi27kbt/2MwuOW3yD0h6dufvd2gjN+IXO9N/3zeuGPFxM9tjZgfc/eCgOg2MEnd/Q+fPN7r7Vza3mVkacEl9AWdGbQHFob6A4alI+tMt3vfcTYXzkKRzO39fIGnzJcPu70wDxt0NZ5hGfQH9o7aA4lBfQMlqkpJrSObc3c3sUV/H0cyu0cZb0artii9lDYwqM3uCpCdJ2n3a5+Z3aUj1tbm29p6fXUsXGE2jWFudfv1DfdXnOXZhexrF+tpcW1Oa6bcLwMiqSfqpLd730Km3j83sgKRTYQUPSLpo0+0u7Ez7Bu5+raRrJWn6wEUelWmWA1Zdj2u8luSA1Y7HGTaVIyfjDkhqHz8RtvtafFEhbyc5X/U4aMRqSRBJwpO8Ga/G7VneTWsizwFrJZFQ7Ykk5yvJ5bAoByzvXjdXaOPz8nu08dn5UxY0pPraXFvf9JRJ/7bpu7ouaNXj7ebhqV1h+5cnzw3bv1Q/L2w/tBrnjElSsx1ve/sm4xyw8ybj2jy7Ftf3vMVBIlnC3kLS/wea8Un8vWv7w/aH1uLnSJKaSRjSnnq8DieTMJWsfYtGrrak045d513kUQZUljHVmkz2u1NJvuNE3O6NZtwBSWbJzi/JCctyeNLj82q2802Oje2t77ylHnLEkudQkjzLGssyKpOsMa8WklU0cvW1ubZ2T53nlYvO77ogn43HiGtnxwO4xQPxsW91f7zOZ3bn+bAXTB8P28+uxseefdV4w2p4nkUWWUlOulbX442/uhwXTy0+rKiWr0LV1pKcryTHq5LsfyqN/tbhVtXc/aNbvO/7JL1M0n/o/L5x0/RXmdkfSfpWSSf4jC/GmbvfKOlGM3umu39sQLOlvrDjUVtAcagvYHhqZnadu/9kdCMze5c2vlS538zul/QGbRTXH5vZyyXdK+nFnZu/X9LzJN0paVmE+WHn+KyZvVIbH+n4h5fmqC+gb9QWUBzqCyhZTRtvNYfc/eouTd9zhtu6pFf22S9gO/oDSbdL+j5Jb5T0Ukm3ZXeivoAUtQUUh/oCSlbRxlvBAPr3OHd/vaQld3+HNoItqS+gf9QWUBzqCyhZRdI5w+4EMCZOXYXguJk9WdJuUV/AIFBbQHGoL6BkNUlvGnYngDFxrZntlfTL2vjC8Zyk1w+3S8BYoLaA4lBfQMlqkj4w7E4AY+Imdz8m6cOSLpMkM7t0uF0CxgK1BRSH+gJKVtNG2vnTht0RuVRZ795cTXIAaqtJ+2KcUVM5GYcVtE+m1ypRezkJPPAkyyTJ8UpzvibivAZPcsR8Ms6baE0leRQzcR5Es4dMxeZ03N6aTtbhTJx5MzHdfTuwSt85KzdIeupp04ZeX1PmuqLePeei4XEG3kOVuD2z2IqzWlZaecjOaiveduuVOCiwlQT9LLfjsOqj7fgxnEgy/L7a3Be2f27pMWH77Qtx1tpCI89MnazmeVCRXbV4O5iJduD9G8na6kUSv6Z2ko/YnolzeqqzyY61lYRoSlKSNZQduypr8TJqy1lSXqy6Hq+jZpI1n0bUzcbz9yTjUpJatThLqD2VZFROx/VZTXLC+jSS9dWarev4Vd33fY3p+HlZ2xe3r5ybZK9dGIdUPXb/kbBdki6ePBq215OQ20eS+r2vGWdAfnjxCWH7Jw9fHLavPjgbts89HK/jqWPxdl9fyrfrSiPLAcxywJIcwyRHrCg1DSDtHNjJzOwJ2rh8724ze9Gmpl2ivoAto7aA4lBfwPDUtPW0cwAbrpD0fEl7JL1g0/QFUV9AP6gtoDjUFzAkNXf/6LA7AWxn7n6jpBvN7Jnu/rFh9wcYF9QWUBzqCxiempldl6WdA+jJnWb2OkmXaOPdZUkS9QX0jdoCikN9ASWrSfqLYXcCGBM3Svo7SX8tqYdvvgPoEbUFFIf6AkpWc/cbht0JYEzMuPsvDrsTwBiitoDiUF9AyeJrMwN4NP6nmT1v2J0AxhC1BRSH+gJKVjOzk+4eBwmUwFrSxEL3a/FnWQETC/G75tWTa2G7L8YZXr4a378XVo/zXGwqDjOpZHkvM3GIVnsubm/uipe/tifOYlrbE4/nV5NMDkla3xvnNfieONBlfnec2zE/1f15fLDa9ycvXi3pdWa2LmldkknyYddXVRXNVbpfUXjN43U60Y63/XWPM34Wk5Ce5WaeA7bcjGun7fG29XB1PmyfSoKCTrbj2llrx4/hyyvnhO1fOH4gbH/oRNz/ZjPPWZqajB/j2v+/vXsPl+yu63z/+dZt3/veCU0SCMEYbgcbiFyONxxGBxAEfHyQKA4qx+AoI55xPAPeR0fn6Iw4wxxFw0MGVGQQgYFRHGEQBlEEQgghEgIBEkhI0unudPfu3ftSl+/5Y6+Gnabr+63eVWtV7b3fr+fZz65av6pVv1q1vmutX13WZyGu757iZXyqU+pZqyeyts6KonwsiZjpNZIcsKn4danPxMvdOgPkv1nyXmyWA7aW5YDF7dZNcjyTZVSfjvvf7sTtySZsoAzLXhLTmeV8Tc/FOXpTzeFy/BITWV/tOem+p/Zv703H61Vzd7zvumhvnO/6yN1Hw/bHzt8TtkvSQ5sPhO2LScbkHe0DYftHFh8Ztr//7ivD9pOf3xu2L9wZ187cPfExW+tU/BrVktqXpGT3nsq2wePSGHeBAduFu8dHyQA2hdoCykN9AdWrmdmTN3tnM7vKzG7a8HfKzH7GzH7VzO7eMJ2PtrHt2boXm9kvFdcv22x9UVvA14yytor7U19AgfoCqleT9HubvbO73+buh939sKQnSToj6R1F8++ebXP3dw/fVWDi/b6kp0n6weL6aW2yvqgt4EFGVlsS9QWcg/oCKtaQFP+4YnDPkPR5d7/TbMgvbAJb01Pc/Ylm9glJcvcHzGwU9UVtYacrq7Yk6gugvoCK1STFv6Ab3IskvXnD9Zeb2c1mdr2Zxb/yA7aHtpnVJbkkmdlBjaa+qC3sdGXVlkR9AdQXULGapN8cdibFOyXfK+mtxaTXSnqkpMOS7pH0O33ud62Z3WBmN3RWlobtBjBur9H61ywuMrPfkPQhDVlfo6it+4+Rq4ktb+S1JY2mvrpn2Hdhy5uY+npQbZ2mtrB9Ndz9rfnNUs+SdKO73ydJZ/9Lkpm9TtJfnO9O7n6dpOskafbgZRN6okhgMO7+JjP7uNa/cmGSnu/utw4526Fr6+pvmqa2sKWVVFvSCOpr5iHsu7C1TVJ9baytqYdRW9i+Gma2z92PDzmfa7ThI2YzO+TuZwMSXiDplmwGtY40c6z/J96Npfhd/NbxlXj+J0+H7b0zcQ6YPP803lrxV6ZrWV7L/Hzchdn4/r1dcVZRe3ecx7SyP84yWt4ff397JWlf3T/ANxoOxrkdB/bGr+ND50+F7bta/XPCbqtvLmfFzHa5+ykz2yfpiB5cC8PW19C11ZOHWV/Hu/Eyv6OzO2y/dfmSsP1zp+MMrHsW8ySMTjfOIpmdijN0OknQz2oS4jNTj+e/mGRgffHU/rD9K8fiZdw+GdeudQbI2JuK57G8HG+/jiU5hDOtOGdsM0quLWkE9WU9qR6UUBIxV3zpK2iuJxlWrXi7bcnrPgjPfruTZPnU2sN9m63XTXLAkv51W9lCju+f5YRJkrfi59icivcvM8k2rNUY/TcZJr2+pmfX9OjDd/Zt3zcVf0L2sJk4g+sRU/eH7Qcb8fHEXC3Ph+16XL/3dvaE7TeefnjY/rf3xjlgJ+6I55/lfC18OV7vph6I1+taN66LbjPJIJTkreQ22eapFt9gXDlhDUk3SLpiszMwszlJ3yXpZRsm/7aZHdb6ruWOc9qA7eZPJT1H0sf14MMpK65vqr6oLaCc2pKoL0DUFzA2DXffdIFJkrsvSdp/zrQfHqpXwBbi7s+x9dM7fYe7f2mE86W2sKOVVVvFvKkv7GjUFzA++Wd/AFLu7pL+ctz9ALYbagsoD/UFjAcDMGB0bjSzbx53J4BtiNoCykN9ARVrmNnN7v74cXcE2AaeIunFZnaHpCUV36OnvoChUVtAeagvoGINSc8ddyeAbeKfSdor6duK6x+UdGJsvQG2D2oLKA/1BVSspvWQPADDe76kP5Z0QNLB4jL1BQzv+aK2gLI8X9QXUKmGpB+X9F/G3ZFap6fpI/0zFerLcZhK/XicD+WLi3H7WhLWYvnP5dKcr4WFuA+75sL2zq54/mt74hyflX1xmMnywfg5rhyIwxLWDsR5EFP7+mdwnXVob5y7cdl8nOtxsBWvBzP1/q9zqzZ0zspLJT21OPuTzOy3JH1YY66vNXfd2emfMfOVTpzDdcOZ+ESpH3sgzin5wtE4A2vl9PA5RUvTybrfjnO+ltrx/aeSjLjTa/FzuP9UnPHXPhHfv3kyrt1aHCEkSeo14vrunYof40Qr3v480Cg1TGUia0tazwFrLfZ/7vW1eLk0VuKcHEtydJTkhKkZr/sDaSRBWPUkRyvJ6fHk/r0kB6g7Hd+/M5O0xxF36s4MsG5PJ1mlrbg9iSqSZwtxOBNZX3sbZ/SCiz/Rt/0hzRPh/S9rxO37apvL/jzrZC8PiLujszdsv3P1QNh+2+LFYfux4/G+pfVA3MfWyWT7tJxsn3rx/btT8eO35/Jl2G0Nt+6nOV8+niCwmtIIMwADMkkb97JdUV/AKFBbQHmoL6BiDUmvH3cngG3iv0r6iJm9o7j+fFFfwChQW0B5qC+gYg13/0/j7gSwHbj7q83sA5K+tZj0o+7e//sTAAZCbQHlob6A6o3gy+EAznL3GyXdOO5+ANsNtQWUh/oCqkUQMwAAAABUhAEYAAAAAFSEARgAAAAAVGTo34CZ2R2SFrV+2tKOu19tZvskvUXS5ZLukPRCdw8DnKzrapxY6dteO9O/TZJ8Mc5/6i3FGVTeiXPAajMzYbskWXKbLOervTe+/9reOKtoeX+W8xWfVXblYJLncFEcNrRvf5y19vDdcYaXJF06eyJs399cCtuna0meW6CuJG+nYqOqrSVv6WMrD+vb/sXVg2E/bkhyvm4/EueYrB6N1+v6cv4+UC/ZUrXb8TxO9eL2tU78AI1avG6sJjljK6fj2q0vxf1rLMa128gj9mTJ6u1JEJEncS2+xd7OG92+S2ot9l+49bV4wTeWknyo1SSrqD1clpEkeZLz5c24vZe1J1lAndm4fW0+qd+FeN1d3Zu074v3fZ19+X5lej7eP7Ya8evU7SX75ySrcNKMor6mrK1Hto70fYyD9fh44OJ6XHuzFi/T0x6/7ivZRlHSsU6c03WkHefDnliJ95+9tbgPWQZWL1mt2vPx/LtTSUZfkuGVZfRJUq+Z3CB5jpZEvFq5GXt9jWqX+Z3uftjdry6uv1LS+9z9SknvK64DuHDUFlAe6gsoD/UF9FHWe5bPk/TG4vIbtZ4pAWB41BZQHuoLKA/1BRRGMQBzSe8xs4+b2bXFtIvd/Z7i8r2SLh7B4wA7DbUFlIf6AspDfQGBUeSAfau7321mF0l6r5l9ZmOju7vZ+b+FWhTltZI03dw1gq4A28pIamv/Q7fWbweAioykvloze0rvKLAFbaq+NtbWRQ8lqhbb19CfgLn73cX/I5LeIenJku4zs0OSVPw/768o3f06d7/a3a9uNeITVAA7zahqa2Ff9gtWYOcZVX01p+If2QM70Wbra2Nt7dmXn+QC2KqGGoCZ2ZyZLZy9LOm7Jd0i6V2SXlLc7CWS3jnM4wA7DbUFlIf6AspDfQG5YT/fvVjSO8zs7Lz+1N3/p5l9TNKfmdlLJd0p6YVDPg6w01BbQHmoL6A81BeQGGoA5u5fkPRN55l+TNIzLmhmPZetBZkLUZskX40zOLKcr1R9gI/Cp6fC5s6u6bA9y/k6cyDuw0qS87V8UZyJ4Q9ZDdsvPXgibL9y9/1h+yNmj4btkrS3Eed6ZE5342W8GLR3JyiXfJS1dbo7pb87dWXf9q+c2R3e//PH94ftq8fjnJLmiXi9rbUHyAGZSnJ6avFr17F4U7fUie/f56dAX9VrJ1ksS3F7fXm4nK/WYhKEIqkeRynKevE8spwwjSdKZVNGWV/WczWDLK9amgOWZFCejrfLthLv++T5uqEkB0xJfXkrqb+ZeP6ru+L7r+5J2veFzVo5EL8GtQPxMj6wO98v7ZqOC6yXZA2dXI73Xe1kGzNJRlVfLqkbbFjaSfjgGY8DoNoe186JJD/yWDf/6czxbvwV5cV2clzYHe51707H9b+2K8l/TA6Lap34/r2k+70kJ0ySspiuWpbz1YmXQZaRWZbJOeIEAAAAgG2OARgAAAAAVIQBGAAAAABUhAEYAAAAAFSEARgAAAAAVIQBGAAAAABUhAEYAAAAAFSEARgAAAAAVGSoIOaRMsVhkElQpDXip2KN5iY6teH+rfz+PpMEMc/FfVzdnYRN7o3T6Fb3JWGxB+LAz0MHTobtj957b9j++Pm7wvZLmg+E7ZJUU5yId39nV9h+T3dPfP+1/qGInSxxcIta7jR1y/FDfdsXV+L1dmkxDoqsrSQhxknIodfyoNgsiDGVBC171p48h9pqfP80aPlMFsQcL6PmUr4Mm2eSMNp2EsRsSWDn5OxNKmUehy3X1uKUUFuNt8u2EocEe9Ju9QG2axZvA3qteP/bmYlf/PZ83IcsDHZ1b9islYPxMm495EzYfvmB42H7NywcjTsgaaYeh/oeDfY9kvRFjwPv1zo7r8B6qmmp13/dbFr8ujd7yTZP8TbvZPDYknSiNxu2S9KZbjyP5W58bNntJTu/pDkLQu4kT8Hr8QMkL4GSRTwQS+aR5SjXkoU0SFZ9GbbnEScAAAAATCAGYAAAAABQEQZgAAAAAFARBmAAAAAAUBEGYAAAAABQkaEGYGZ2mZm938w+bWb/aGavKKb/qpndbWY3FX/PHk13gZ2B2gLKQ30B5aC2gMEMe17TjqSfdfcbzWxB0sfN7L1F2++6+38ccv7ATkVtAeWhvoByUFvAAIYagLn7PZLuKS4vmtmtki7Z1Lxqpt5U/zyEWjc+07/NzoTttSzIJ2Gzed5Dd7YVtnfm40CGtYU4q6C9ED9+e1ccyDC7sBK2H5o7FbZfNXtf2P6oqa+E7Q+pnw7bJWmxFy/D4904SyXL1Hhgrf/r2OlNzjdyR1lb3V5Nx073f97tdrxeejfJ0GjFtdWZG365eivJqGpkYWNJlkk7bq8vx88hy/GqL4fNaialkbYnGV+S1Did5FFli7ARP8desp5MklHWl9xlQZCM9eJ119pJkM5anBOmTidur8fbVElSknPZmY/nsbo73oas7ElyvpL2td1JUM+eJONyb7xve+LeL4fth+fujB9f0lwtzmO7Y+1g2J5lUtVrcYHeGrZWZ6S1pfUssM3Klmkr2ejVso3iAFaTgMSVbtye5r91kn1blqHVSG6Q5D9mOWDDtkuSsnkkq0h2aDd0zugmjeyI08wul/QESR8pJr3czG42s+vNLIlRBNAPtQWUh/oCykFtAf2NZABmZvOS3ibpZ9z9lKTXSnqkpMNafyfkd/rc71ozu8HMbmh34qR6YCcaRW11TlFbwPmMor7W2ktVdRfYMkZRWyePJ5/uAlvY0AMwM2tqvcje5O5vlyR3v8/du+7ek/Q6SU8+333d/Tp3v9rdr2428q/4ATvJqGqrsYvaAs41qvpqNeeq6zSwBYyqtnbvG/Y0BcDkGvYsiCbp9ZJudfdXb5h+aMPNXiDplmEeB9hpqC2gPNQXUA5qCxjMsG8vfIukH5b0KTO7qZj285KuMbPDklzSHZJeNuTjADsNtQWUh/oCykFtAQMY9iyIH5J0vvOHvHuY+QI7HbUFlIf6AspBbQGDmZzzbgMAAADANjc5v3A0U2+mf3einBVJUi/JCUuyDLKsA1/IT2SQZaW0Z+Pxbmc27kNnNlkGM3FYwsJMnFNy0XQcNnRp61jYfnnjZNh+oB5nxUjS0W4cmHSHxXkvbU/yaIKcMD/vm3Zbn7upvda/tjwJwagnOV+9epLRlazXaVCJdP73Uy9gFr4Wrxe2EtdmPY7QU3MxaT8dd7C5lLSfidsbA+SA1VeHy7TJ8nistj3rZyDBorVusnImGZee7NtSjXw3351Lcr72xvNY3h+vG6vJCcfbC/Ey6s7H+7ap6Xi/sHcqPhPsw6bifdtjW/eG7ZK0rxb38WA93kj0PF6GM/X4OX4gbN2aanLNWv/jll1BmyTtT/ZNzfQziHj+XxkgxKrd2/wxiZTndFo72S5nGVrZoXWyDJUc1tWSjM3aILv/ZBPYSzZxSWml7WXhEzAAAAAAqAgDMAAAAACoCAMwAAAAAKgIAzAAAAAAqAgDMAAAAACoCAMwAAAAAKgIAzAAAAAAqMgE5YBJ3uw/Huy14rCBejvOUkijBpIcsN5MPH9J6k7Hfey24sfoxlEs6rXiZ1FrxmEJ041O2D5XjzMv9tTiLJV9tXg8v7s2E7ZL0qovhe3TtTgLJdPp9e9jloe1VblLveC51ZIgkHojDhKpTcX3t2T+gyz37DadJCul082CQOLmLMskywlrxKWT5nzVl+Parq/meTSW5E1l20D0Z73g9ctyvNL2AYJyIo08fzHK4JSk9lxcP+1d8fzznK9kGSRZhI1G3N6qJxmZSQEfrOdZbBfV58P2usX7tuNTcdZYlnG5HZl5uM9fSI4HdtemwvYpSzK4FL9mTYuPqSSpm3zOkeWEdTvJ657lfGW7hmz/mwV1JXdPV9t8EQ6d05XmhOWH96XgEzAAAAAAqAgDMAAAAACoCAMwAAAAAKhIaQMwM3ummd1mZreb2SvLehxgJ6K+gHJQW0B5qC9gXSkDMDOrS/o9Sc+S9BhJ15jZY8p4LGCnob6AclBbQHmoL+BryvoE7MmSbnf3L7j7mqT/Jul5JT0WsNNQX0A5qC2gPNQXUChrAHaJpC9vuH5XMQ3A8KgvoBzUFlAe6gsojDUHzMyulXRtcXX1bz7wC7eMsz+bcEDS0XF3YlB3JP392+T+rx5pbwZ2Tp/vSW5+0zCP9fBh7jxJzq2tL17zi9RW+ehzbNvW1/s+NMH1dfy8Ux/8un+xor4MZ9Pr6q1J+1s3M9PBXECfs33bP2Yz2Bb1dW5tfecjbp/c2jr/a3bOaz7B3f8a9l2xUmqrrAHY3ZIu23D90mLag7j7dZKukyQzu8Hdry6pP6XYan3eav2VtmafK5DWF7VVPfq8LbDvmlD0eVtg3zWB6PN4lPUVxI9JutLMHmFmLUkvkvSukh4L2GmoL6Ac1BZQHuoLKJTyCZi7d8zs5ZL+WlJd0vXunn5+DiBHfQHloLaA8lBfwNeU9hswd3+3pHdfwF2uK6svJdpqfd5q/ZW2Zp9Ld4H1tRWXIX2uxlbsc6nYd00s+rwNsO+aSPR5DMzdx90HAAAAANgRyvoNGAAAAADgHGMfgJnZM83sNjO73cxeOe7+nGVm15vZETO7ZcO0fWb2XjP7XPF/bzHdzOw1xXO42cyeOKY+X2Zm7zezT5vZP5rZKya932Y2bWYfNbNPFn3+t8X0R5jZR4q+vaX4wa7MbKq4fnvRfnnVfd5KqK+R9ZfawoNQWyPtM/WFB6G+Rtpn6msSufvY/rT+I8zPS7pCUkvSJyU9Zpx92tC3b5f0REm3bJj225JeWVx+paTfKi4/W9JfSTJJT5X0kTH1+ZCkJxaXFyR9VtJjJrnfxWPPF5ebkj5S9OXPJL2omP4Hkv5FcfknJf1BcflFkt4y7nVlUv+or5H2l9rib+OypbZG22fqi7+Ny5b6Gm2fqa8J/Bv3ivw0SX+94fqrJL1q3AtlQ38uP6fIbpN0qLh8SNJtxeU/lHTN+W435v6/U9J3bZV+S5qVdKOkp2g9YK9x7nqi9bMnPa243ChuZ+Ne1pP4R32V2ndqawf/UVul95/62sF/1Ffp/ae+JuBv3F9BvETSlzdcv6uYNqkudvez0ef3Srq4uDxxz6P4+PUJWn/XYKL7bWZ1M7tJ0hFJ79X6O18n3L1znn59tc9F+0lJ+yvt8NYxEa/vBZjo9fQsaguakNf3Akz0eroR9QVNyOt7ASZ6Pd2I+poc4x6AbVm+PsyeyFNImtm8pLdJ+hl3P7WxbRL77e5ddz8s6VJJT5b0qPH2COM2ieupRG1h65vE9fQs6gtb3SSup2dRX5Nl3AOwuyVdtuH6pcW0SXWfmR2SpOL/kWL6xDwPM2tqvcDe5O5vLyZPfL8lyd1PSHq/1j9W3mNmZ3PqNvbrq30u2ndLOlZtT7eMiXp9BzDR6ym1hQ0m6vUdwMSvp9QXNpio13cAE7+eUl+TZ9wDsI9JurI4q0lL6z+ce9eY+xR5l6SXFJdfovXv0Z6d/s+LM8c8VdLJDR/rVsbMTNLrJd3q7q/e0DSx/Tazg2a2p7g8o/XvJd+q9WL7/j59Pvtcvl/S3xTv3ODrUV8jQm3hHNTWCFFfOAf1NULU14Qa94/QtH62lc9q/budvzDu/mzo15sl3SOprfXvmb5U698nfZ+kz0n6X5L2Fbc1Sb9XPIdPSbp6TH3+Vq1/hHyzpJuKv2dPcr8lPV7SJ4o+3yLpl4vpV0j6qKTbJb1V0lQxfbq4fnvRfsW415VJ/qO+RtZfaou/c5cvtTW6PlNf/J27fKmv0fWZ+prAPys6DgAAAAAo2bi/gggAAAAAOwYDMAAAAACoCAMwAAAAAKgIAzAAAAAAqAgDMAAAAACoCAOwLcLM7jCzA+PuB7AdUV9AeagvoBzU1tbFAAwAAAAAKsIAbMKY2eVm9hkze5OZ3Wpmf25ms0XzvzSzG83sU2b2qOL2TzazD5vZJ8zs783sqmL6Y83so2Z2k5ndbGZXFtNfvGH6H5pZfUxPFagc9QWUh/oCykFtbT8MwCbTVZJ+390fLemUpJ8sph919ydKeq2kf11M+4ykb3P3J0j6ZUm/WUz/CUn/2d0PS7pa0l1m9mhJPyDpW4rpXUk/VP7TASYK9QWUh/oCykFtbSONcXcA5/Vld/+74vKfSPrp4vLbi/8fl/R9xeXdkt5YvIvhkprF9A9L+gUzu1TS2939c2b2DElPkvQxM5OkGUlHSn0mwOShvoDyUF9AOaitbYQB2GTyPtdXi/9dfe21+3VJ73f3F5jZ5ZI+IEnu/qdm9hFJ3yPp3Wb2Mkkm6Y3u/qoS+w5MOuoLKA/1BZSD2tpG+AriZHqYmT2tuPyDkj4U3Ha3pLuLyz9ydqKZXSHpC+7+GknvlPR4Se+T9P1mdlFxm31m9vAR9x2YdNQXUB7qCygHtbWNMACbTLdJ+ikzu1XSXq1/r7ef35b0783sE3rwJ5ovlHSLmd0k6XGS/sjdPy3pFyW9x8xulvReSYdK6D8wyagvoDzUF1AOamsbMfdzP9HEOBUfFf+Fuz9u3H0BthvqCygP9QWUg9rafvgEDAAAAAAqwidgAAAAAFARPgEDAAAAgIowAAMAAACAijAAAwAAAICKMAADAAAAgIowAAMAAACAijAAAwAAAICKMAADAAAAgIowAAMAAACAijAAAwAAAICKMAADAAAAgIowAAMAAACAijAAAwAAAICKMAADAAAAgIowAAMAAACAijAAAwAAAICKMAADAAAAgIowAAMAAACAijAAAwAAAICKMAADAAAAgIowAAMAAACAijAAAwAAAICKMAADAAAAgIowANuizOwPzOyXxt0PYLuhtoDyUF9AeaivrYMB2JiYmZvZN5wz7VfN7E8Gub+7/4S7/3pxv6eb2V3J432nmb3fzE6a2R3ntF1kZm82s68U7X9nZk+5wKcETIRJqq2i/f1mdr+ZnTKzT5rZ8y7g6QATZdLqa8PtvqPo278bpB/AJJq0+jKzO8xs2cxOF3/vuYCngwADsJ1jSdL1kn7uPG3zkj4m6UmS9kl6o6S/NLP56roHbFlRbUnSKyQdcvddkq6V9CdmdqiqzgFbXFZfMrOmpP8s6SNVdQrYJtL6kvRcd58v/r67on5tewzAJtTZdy7M7GfN7IiZ3WNmP7qh/Q1m9u/MbE7SX0l66IZ3KB567vzc/aPu/seSvnCeti+4+6vd/R5377r7dZJakq4q8SkCY1FlbRXtN7t75+xVSU1Jl43+mQHjV3V9FX5W0nskfWbUzweYJGOqL5SAAdhke4ik3ZIukfRSSb9nZns33sDdlyQ9S9JXNrxD8ZVhHtTMDmt9AHb7MPMBJliltWVmf2FmK1p/h/4Dkm4YpvPAhKusvszs4ZJ+TNKvDd9tYEuo+tjwTcXX6N9jZt80VM/xVQzAJltb0q+5e9vd3y3ptEr+VMrMdkn6Y0n/1t1PlvlYwBhVWlvu/hxJC5KeLek97t4r67GACVBlfb1G0i+5++mS5g9Mmirr64ckXS7p4ZLeL+mvzWxPSY+1ozAAG5+u1r+KtFFT64V11rENX12SpDNa/71WKcxsRtL/kPQP7v7vy3ocoGQTV1uSVOws/0rSd5vZ95b5WECJJqa+zOy5khbc/S2jnjcwJhNTX5Lk7n/n7svufqY4Ljwh6dvKeKydhgHY+HxJ6+8qbPQISXduYl4+bGfMbErSf5d0l6SXDTs/YIwmqrbOoyHpkSXMF6jCJNXXMyRdbWb3mtm9kn5A0s+Y2TuHnC8wLpNUX/3maSXMd8dhADY+b5H0i2Z2qZnVzOyfSnqupD/fxLzuk7TfzHb3u0HxGNNafyfFzGzazFpFW7N43GVJL+HrUdjiJqm2HmVmzzKzGTNrmtmLJX27pP+9ib4Ak2Bi6kvSL0n6RkmHi793SXqdpB89z6yArWBi6svMHmZm32JmrWL6z0k6IOnvNtEXnKMx7g7sYL9W/H1I0l5Jn5f0Q+5+y4XOyN0/Y2ZvlvQFM6tLesx5fmz57Vr//u5Zy1o/CHy6pP9T0nOKaSfMvvrmxrPc/W8vtD/AmE1SbZmkX5X0GK1/teRzkn7A3W+80L4AE2Ji6svdFyUtnm0ws2VJS+5+/EL7AkyIiakvrf9u+bVa/8bGiqSbtH5ceOxC+4KvZ+5lfEIJAAAAADgXX0EEAAAAgIowAAMAAACAijAAAwAAAICKMAADAAAAgIowAAMAAACAigx0Gnozu17rpyk/4u6PK6a9RdJVxU32SDrh7ofN7HJJt0q6rWj7B3f/ibQj03PeWtjX/wbJULGXPBPPnmktORvkQLFz8TwseYx61odEpxMvJFuL22ur8fzr7eT5dZL27gDxYtlZOdP29AH6tix3FrXWW640YLCS2pqZ89au/rVVa8f3r63Gr5u1O/EMKjnT6pDrxbDrXT2urd7MVNje3hWvdgu7zoTtD2mcCtslqZdsxO5p942KkSQtnZ4O2xsr8eOfOXrXUXc/GN9qtKqor/rcnDf2bn7fpXqyX2h0w/bpRlx/M1mBS2pY/Bgdr4fti514/V5dbYbttdV43aythc2qZfum3pDboFHsFbJDjKyPvXg7fGr1vkrrq5Lamp/zxv69QSeSGSTHVLX0mCxe5q16XDdSXn9ztXjDOZP0oZ4shNVk33WyOxO2P7A2G7Z3VuOD63pyXJnVtiRZd7j69Xq8jJLNm84cK2ffNWgO2Bsk/X+S/ujsBHf/gbOXzex3JJ3ccPvPu/vhC+lIa2GfHvX8/7tve2cuXoAr++P5rx1ICmUuOYgcYHCUDbCmpuNC3DUbF6JZPP/7H1gI22tfigtt4QthsxbuipfR1NG4//XTSSVKspWkGrOD/WQnFbX//f1vie9bjjeo7NratU9X/sC/6ts+eyReZgtfXArb6/fEkTu+mh09jeDoppOsF924/j1br5L72/xc2L76+MvD9i9/Vyts/85n3BS2v/Li94btknQm2cv8xt3PDts/+uGrwva9n45fxxtf/7N3hjcoxxtUcn019u7TpT/df9/VnU22Sbvj/cLefafD9iv3HQ3bH79wd/z4kg40F8P2I+1dYfuHjj4ybL/ti4fC9tnb4/V/4UvxMpy9L16GjaWkvhPeGODLQslNbC05kF6M94+2Erf/9ef+Q9X19QaVXVv79+ohr3pF/xu0kmU6m7w5MRPvm/bOLoftl86fCNsl6XEL58ZuPdhT5m4P2/+PVvzm2rzFb27cmewb37X4TWH72750OGw/9tn44HvhC3FhLNyVD2JbJ+Pn4EnttXfFQ521uXgGN/xROfuugQZg7v7B4h2Mr2Prqb0vlPRPRtgvYEegtoDyUF9AOagtYDij+A3Yt0m6z90/t2HaI8zsE2b2v83s20bwGMBORG0B5aG+gHJQW0Bi0K8gRq6R9OYN1++R9DB3P2ZmT5L0383sse7+dZ+jmtm1kq6VpOZ88D1fYGcaTW0tUFvAeYykvhp7qC/gHCOprfq+PVX0FRiLoT4BM7OGpO+T9NUfz7j7qrsfKy5/XNLnJX3j+e7v7te5+9XufnVjOv4NBbCTjLS2ZqgtYKNR1ldtjvoCzhplbdWT39YCW9mwX0H8p5I+4+53nZ1gZgfNrF5cvkLSlZKS0zsAOAe1BZSH+gLKQW0BAxj0NPRvlvR0SQfM7C5Jv+Lur5f0Ij34Y2ZJ+nZJv2ZmbUk9ST/h7vFp0iSZS7XgZCjJWXLz09QmZxfvpeepz2XnSVyeic9C1uvFfWw244XQS05Dn422e4348bvT8Ry6s/HZeAY5FbDVslPpx2e7sk6yokSnZLXqY/Eqqa2u1DrV/3k3F5Mz/C0np7HOzhCYnKJdzXi9kZSfKbEXn0VN7eQ5WLwB8dXkDJ7JqX5r7fhsXdmZwteSnI3pAU4kuZCczvjQ9MmwvTcdP8des9IEh4FUUV8yyZv9l03UJkn1RrLuZKu+xzc43Y1PET+II2vxGXZPrsYRBVpN9k1ZFEZyEsPkBMGjOY38sLI+ZGdarCfnyq5YNfsuU+uB/s87PSbpJqdoT1actal4v9DJTr+nvP7ubsdfYa4nR5Y1i7frn1t9WNj+iVOXhe3HHpgP25un4mXQXEq2f0nMjSTV1pKzGCe1U1tL+tCqIirn6w16FsRr+kz/kfNMe5uktw3XLWBnoLaA8lBfQDmoLWA41b/lDwAAAAA7FAMwAAAAAKgIAzAAAAAAqAgDMAAAAACoCAMwAAAAAKgIAzAAAAAAqMjw4Vej4lI9OFd/L4nAaCQ5X1lOQG8lzgFIohaK28R96CSZFavtuL09F4eleJIDli3DzmzcvrqQjNc9znPqtfLxfv1MHPhSX4lXWVuL72/tIE8iC9zZomprrrmv9M8zaZ2IM65qp8/ED5BkYGU5Xz6bZAhJ8mayqUpWLevEBWxnVuIZnB7uvSrrJjlgq/G6t9SJc87qlq+7B+pzYfvl08fiGSzE25+1hfx13JZqru5M8Pq24te+3ogzbupJfttKN66v+1Z3he2SdH+Sh3T3md1h+7ETWVZQvPNpno4fv7GS1E9S32lIZ7btH6D8PavB5DF6rXgZmQ2f57bV1NrSzH39l1tnJl6ma2txezt5yU5PxccTJ6dm4hlIuqu+J36MJCfsU7U4p2u5G+8b7ljaF7Z/9t6DYXvt7ni7PnN/2KypU3FtNpaT7FZJ1s0KONm/J/evtceTA8YnYAAAAABQEQZgAAAAAFARBmAAAAAAUBEGYAAAAABQEQZgAAAAAFARBmAAAAAAUBEGYAAAAABQkYFywMzseknPkXTE3R9XTPtVST8u6WwKwM+7+7uLtldJeqmkrqSfdve/zh6j1nW1Fvufy9+6yVgxG0omGR3dVtyexKSs3yaJIrHOcFll3VrycjXjDnTn47yF1U4SFJbkmHSTnLPWYp5V1FqM59FM8pgai8kDRItogCylUauktta6mv7Sif59WIvzndSOs1DSnK+ZOOfEZ+IcE0nqzmYZc0mGTpJVVj8T97FeSzYwyTK0XvL4/WPaJEnHVuIMr/uz7aOki5Lyvrh5Imyf370ctq/sn7ycoirqSzVJM/23rfUkB6yR5ID1PN4uLa7Fy32tm7zwkla78b7l/sU456tzPM4Kmn0gfg5ZVlDzdLyMastJ/mOy/+4l+14lGZ+SpGQxezPZvyftk6js+rKONHO0/7rRTnLAsmzWXjN+0ZaTfdORelwXknRyNa6Nbi9+3deS47K1dly7q0vxc6gdjfetM/cntXsi2b6dSTK6OoMcXCft9eQGExrxOmjFv0HSM88z/Xfd/XDxd7bAHiPpRZIeW9zn980s3wMAO9MbRG0BZXmDqC+gLG8Q9QVsykADMHf/oKTjA87zeZL+m7uvuvsXJd0u6cmb7B+wrVFbQHmoL6A81BewecN+5v1yM7vZzK43s73FtEskfXnDbe4qpgEYHLUFlIf6AspDfQGJYQZgr5X0SEmHJd0j6XcudAZmdq2Z3WBmN7TXloboCrCtjLS21rpnRtw9YEsbaX11F9l3ARsMVV8ba6uzQm1h+9r0AMzd73P3rrv3JL1OX/so+W5Jl2246aXFtPPN4zp3v9rdr2624h+ZAzvFqGurVZ8tt8PAFjLq+qovsO8Czhq2vjbWVmOa2sL2tekBmJkd2nD1BZJuKS6/S9KLzGzKzB4h6UpJH918F4GdhdoCykN9AeWhvoDBDHoa+jdLerqkA2Z2l6RfkfR0MzssySXdIellkuTu/2hmfybp05I6kn7K3eNzyAI7FLUFlIf6AspDfQGbN9AAzN2vOc/k1we3/w1Jv3EhHbGe1Fzsn+VhWUZVEsKRRKnI5rKcsOThJfWyHJBsaadZB3FeQnM6yWuaibOK2tNxHkQnyWLqzMYfqHam8zCGXiO5TRIZUVuNt+f1tWQZVayK2lKnI93f/0RV3ohXTJvOcryGy/nyJItl/TZJhs50PI9eM16v6lPx/Vu9OMuktrgStnuSoVdfDZt1JMlhumn10ngGkqbtzrC953vD9osXTofttz9k8r7qWsm+q+bhtrfeiNedej1u7yQZb6dX4/o72YtziCRpeTWu0ZUT8TymjsV9nD4eb7inTsTb7cZiHJRXW0myDJOMx1pyKNRL6leSetk2aipu7yVZpJ5lHY1B2fVlPamxHKw7Wb5bctzWmYtfk9Vk33WiM8CXyJIsMltJMixXk3U3yZdtZDGep5P7Jz8hr2WHVMlq22vlyzDLc+sm88hqKz3uLMnWS/4DAAAAgC2KARgAAAAAVIQBGAAAAABUhAEYAAAAAFSEARgAAAAAVIQBGAAAAABUhAEYAAAAAFRkoBywSvRc9TP9szysmwQ+ZPFR9SQnKMkB6ORRKurMx33szMbtvfk4C2VqIQ4L2rsQBzbMt+IsleV2nPN1dG4ubF9pzYTtbvnqVusmmRQr8XsGzdPx61wL1oMsK267slb8uvtsvPKnOV9Zfk2SsSXl+W61erxeeC1rT3JCkoy8bPvkSf9qa/H9T56Ia+uDJ78xbB/EiW6c43Xp3ImwfflQvIy+dKEd2iLMXDMz/bet9Vq8fpsl+4VevO4sr8Xb1bXVfLvbXopfu8YD8TymHojrJ8v5ap2Mc7zqp5OgvHYSRtRIsgaTnDC18qzCLM8oy5xqJzma3TjubUeyZNdRS+Lh6stxe+Nkki91Jg+IzTIeG0tJRmR82CZPPkbxbNXPdr/J/DtTWU7ZcPve9RslzclzTHO+xnTsxydgAAAAAFARBmAAAAAAUBEGYAAAAABQEQZgAAAAAFARBmAAAAAAUJGBBmBmdr2ZHTGzWzZM+w9m9hkzu9nM3mFme4rpl5vZspndVPz9QUl9B7Y8agsoD/UFlIPaAoYz6Cdgb5D0zHOmvVfS49z98ZI+K+lVG9o+7+6Hi7+fGL6bwLb1BlFbQFneIOoLKMMbRG0BmzbQAMzdPyjp+DnT3uPuZ8M3/kHSpSPuG7DtUVtAeagvoBzUFjCcUQUx/5ikt2y4/ggz+4SkU5J+0d3/dtgHsG6cFldfjduzAN96EoQ6SFJbdzoJ1Nwdh0VOJ0HL+xaWwvZDc6fC9v1T8f2XOnHSY7aE7klCCbtTeZhlt5UEYiehf93pJIg5CpseJBCwesPXVr0mm+8fou0zyeueBS03k9e1kwTRtuOQVkmyJIi5tRLXVi8LUk1ee0ueQyp5qysL26ydiINyP3n0krQL9STwd18z3j5k7Y/dF78GHw5bx2bo+mrUezowHy+bSLsbr5vL0TZL0vJq3N5ejtslqXYqPhRoJUHL08fidWv6eLxuNE7Eibi2lCTm9pK9UzN+fl6PXwMfYNfQTfZNa/PxRmB1d7Jvi7PYJ9FojguH2C1nIcP1lbi9OYJjgsaZ5DGW4nU3ew6d6eSYqf+uX5LUS0YBnem43dLdd3Ls3cyOLPNlkOzahp5/WYYegJnZL0jqSHpTMekeSQ9z92Nm9iRJ/93MHuvuXzc6MLNrJV0rSdOt3cN2BdhWRlZb9YWqugxsGaOqr6mLqC9go1HVVmtmT0U9Bqo31FkQzexHJD1H0g+5u0uSu6+6+7Hi8sclfV7SN57v/u5+nbtf7e5XN5vJMB3YQUZZW6361nvrFCjTSPdde2Yr6jUw+UZaW1PzFfUaqN6mB2Bm9kxJ/4+k73X3MxumHzSzenH5CklXSvrCsB0FdgpqCygP9QWUg9oCBjfQVxDN7M2Sni7pgJndJelXtH52mylJ7zUzSfqH4sw23y7p18ysLakn6Sfc/fh5ZwzscNQWUB7qCygHtQUMZ6ABmLtfc57Jr+9z27dJetswnQJ2CmoLKA/1BZSD2gKGM9RvwAAAAAAAg2MABgAAAAAVaZjZ37j7Pxl3R2RSb6b/NyJ79Xis2GvG7Z4NNZO4h/T+knpJnkGtFQcmTLfaYftsM26frsdZK80k7KCXhJ0sr8V5Mr4SZ6lkWUdSnueQZlbMJi+U95+BD5n5YWbfKOnnJD1cG77eO/b6qtXkC/3P1JbleHljyPdpsrsPMHtbidd9W4xXrlonCSux5LXPcoSSLDX14vYsh7B1Ml5IR47kMR431+L6v2L30bD90ukTYfv+JCdsGBNbW5Kmah1dsXCsb3sn2XksdeKcvSNn4tPcL55J1r3VvMCy9WvmaLx+ztwf73ta98frhp1YDNt9JQlsSth0HGZkSX0PoteMtyHtuSQnLCnhztyQYUeBya0vlwUZb1l+U60dL/PGcnLM1knyIbP8OUmNJMIu2/Z3k/XKk4jLbrx5UW8qya9NslmzfWeWoZcd00lSLd68qNaJn0O2jOvt8mor0tB60QEY3lsl/YGk10nK04UBDIraAspDfQEVaxSZDACG13H31467E8A2RG0B5aG+gIrVzGzfuDsBbBP/w8x+0swOmdm+s3/j7hSwDVBbQHmoL6BiDUk3SLpi3B0BtoGXFP83fq3XRX0Bw6K2gPJQX0DFGu5OgQEj4O6PGHcfgO2I2gLKQ30B1WuYWdPd41OMAUiZWVPSv5D07cWkD0j6Q+oLGA61BZSH+gKqV5PEDy+B0XitpCdJ+v3i70mivoBRoLaA8lBfQMUakr553J2QpF7DtLqnf85UrxGHCXRmhszg2BW3d6eHzwnwTpy1spLkbC2uJllCSSjGibWZsP3I0nzY/sDROI+mdSwOpGieynO2asn7bb14EWltLsmLC7ro9eFywCR9s7t/04brf2Nmnxx2pkMzk7c2n3NjnXi9ypabJxl+WQ6ZJNWSrBFbisNWeseOx33oxs+xNj8XP77FIT7W65/DJuXrfTOOSVL7aFIYku5pxH2sJSF8uxqrYfveEnPANKm1JWm2vqbHz9/Vt30lyB6UpKPteLva6cX1c389WTfX8hyw5um4ffp4XB/TR86E7bX7T4TtvZOnwnZvx0FAlmxjMjaVhCUNoJvkJbXj3avau+Nl3F0o9ezwE1lf1pPqy/2XS5bzleaEdeP7R8cLkmSeHxdmfcgyZjvxYVu6XnUWkpyxVpKFln0GmgR9Zc8/zeCUpCTHy3rxPGrd5DmujicHrCYyH4BR6ZrZI89eMbMrRH0Bo0BtAeWhvoCKNST97Lg7AWwTPyfp/Wb2BUkm6eGSfnS8XQK2BWoLKA/1BVSs5u7vz25kZteb2REzu2XDtH1m9l4z+1zxf28x3czsNWZ2u5ndbGZPLPMJAJPC3d8n6UpJPy3pX0q6ivoChkdtAeWhvoDq1czs+wa43RskPfOcaa+U9D53v1LS+4rrkvQsrRfylZKuFT/kxDZnZv+k+P99kr5H0jcUf99DfQGbR20B5aG+gPFpSHqOpLdHN3L3D5rZ5edMfp6kpxeX36j105b+m2L6H7m7S/oHM9tjZofc/Z4R9huYJN8h6W8kPfc8bS7qC9gsagsoD/UFjElD0q9v8r4XbyiceyVdXFy+RNKXN9zurmIaRYZtyd1/pbj4a+7+xY1tZrbZgEvqCzsetQWUh/oCxqcm6c+HnUnxjsYFn8fRzK41sxvM7IbOaqmnMAaq8LbzTBtLfW2srbVOfIpoYAuYmNqSHlxfp4+TVYstb2Lqa2Nttdc4LsT21ZA0vcn73nf242MzOyTpSDH9bkmXbbjdpcW0r+Pu10m6TpJmL7rMTx/qH7rQnUpywOIoFLWzLITpLOtoBDlgZ+JQiZVunPPVTXLETq8k9+8mOWQPxKvC1L1xns30/fFrVB8gayHLe+tOJ7kdSRxSd7r/MsgyP/oxs0dJeqyk3ed8b36XxlRfG2tr9+xDXVFeSZKRkWadJBkcWc5XdzrPKPNakvOxOFyOj7fX4vZOXFtK+pf1P4ngUj2OOVPrgTwHabUeP4d7G3Ee1Z7pvWH7TD1ehpsxibUlPbi+rnr8tH/TzJ19H+xML17uX6rvD9tPtOMgoC824vuvDLDrqscRb2ouJTl5p5IcvtPxgXRvOVnBk22Qd+NtTK0ZD5Ktl4QVDZBVlOWAdeIoQHV3xWd9n9q9kvbhQk1ifW2srV3zl3jrZP/tSpYxWZ9K9j1TSW5o8ppmxyvrj5Hkw80mGbW7s/bk2HYhObatJRsIS5ZR8v5TN8lqG2h4nmSN1ZONXK0dtzdWxpO4UJP045u877skvaS4/BJJ79ww/Z8XZ7x5qqSTfMcX29xVWv8t5R6tf5f+7N8TRX0Bw6C2gPJQX8CYNNz977Mbmdmbtf6jygNmdpekX5H0/0r6MzN7qaQ7Jb2wuPm7JT1b0u2SzogsCWxz7v5OSe80s6e5+4cv9P7UF3B+1BZQHuoLGJ+GmV3v7j8W3cjdr+nT9Izz3NYl/dQoOgdsMZ8ws5/S+lc6vvr1DeoLGBq1BZSH+gIqVpO0OO5OANvEH0t6iKR/Jul/a/077tQXMDxqCygP9QVUrCbpKePuBLBNfIO7/5KkJXd/o9aDLakvYHjUFlAe6guoWE3SRePuBLBNnD0f0Akze5yk3aK+gFGgtoDyUF9AxRqSfmvcnQC2ievMbK+kX9T6GZ/mJf3SeLsEbAvUFlAe6guoWEPSe8bdCUnqtqTFIHe9NxVnGfTmO2F7cy4OK2jW4/mvLScBU5J0Mr5NYzHOpPDlOG+hvZa0N+IsJFuN7z91LO7f7L1xlkLrVJallmdmrO6O29tJ3lum1u3fB8/jqDLvc/cHJH1Q0hWSZGbBWl0Rd1kneG2yDJxOnJFhSUZOLWnPMrIG4VNx7dl8vOLU6vG6b9NJJE4rfvxeK8lSSTLoaklWW2M5X4Z+Iu7DaivOm/p8M86bWu0MX0CByawtSdPq6srG6b7tJ3pxEHpX8Wt3R/NA2D7VjPd9g2RYJjE7uVq8blmS15RlDcmTnB5PtmFD5nz1mnnOXifZRHRnkhpOjlH2zCdZacOZyPqyTleNI6f6tnsz3ubUp5Pt8kzc3p2J59+ez7d57bnkuG0+yfnaE683nT1JbTSTdb+d1G4ye0tm71lpD7Db8E1mtJ5lnSQnbC15EiWpaQRp5wAkSW87zzTqCxgetQWUh/oCKtbQ5tPOAUgys0dp/fS9u83s+zY07RL1BWwatQWUh/oCxqehzaedA1h3laTnSNoj6bkbpi+K+gKGQW0B5aG+gDFpuPvfj7sTwFbm7u+U9E4ze5q7f3jc/QG2C2oLKA/1BYxPw8yuz9LOAQzkdjP7eUmXa/3TZUkS9QUMjdoCykN9ARVrSPrLcXcC2CbeKelvJf0vScm5gwBcAGoLKA/1BVSs4e7nO/sNgAs36+7/ZtydALYhagsoD/UFVKzU4JYLUZvuavobT/Ztb9Ti8/TPTq3F7c04YyPLsLm3txC2S1K3F+dw1VeSsJUsiyUJC/JGkjOyFD/A9NH44aePJ/NfTbLU5vMslV4z7mOWpZJlTtQ6QQ5Y3r3MX5jZs9393UPPaZRcUjvOCopYN8nI6CY5YWtx7dlK3C5JynKEsqyyudm4fSbOwPKZqfjhd8f3by/EtduZTnKIGnF7ltUiSc3+UVWFuI/L3fmw/bOnSj1p2mTWlqSG1XSg3v/1r9tKeP/jSU7Y7kac/zST7Nu8meeAdZOXrp1su6d2xet/fWVX3B4/vHrL8TJUL3mOSU5ZlgPmSf0NcpteK96OTk/Fr+NcKz7GGdJk1le7o979x/o221R8zFXLtvvtZLtvcbvm8kPobtxFtePNqtq7k33bbJIDGGSfSnk+bONMfP96kkGZ5YSNgiX1X09yvmqDHIOUoGZm/VPuAFyIV2h9R7ZiZqfMbJH6AkaC2gLKQ30BFWu4e/zWVMDMrpL0lg2TrpD0y1o/pemPS7q/mP7zE/fOCjBi7p5/TDogagv4mlHWlkR9ARtRX0D1amb25M3e2d1vc/fD7n5Y0pMknZH0jqL5d8+2UWDYCWzdi83sl4rrl222vqgt4GtGWVsS9QVsRH0B1atJ+r0RzesZkj7v7neOaH7AVvP7kp4m6QeL66c1mvqitrDTlVVbEvUFUF9AxWqSkp8IDuxFkt684frLzexmM7vezPaO6DGASfYUd/8pSSuS5O4PaDT1RW1hpyurtiTqC6C+gIrVJA19jhIza0n6XklvLSa9VtIjJR2WdI+k3+lzv2vN7AYzu6F7Kj4TFLAFtM2srvXzDsrMDmrI+hpFba11qS1seSOvrWI+Q9fX/ceITcKWNzH19aB9lydnvwS2sJqk3xzBfJ4l6UZ3v0+S3P0+d++6e0/S6ySd97vE7n6du1/t7lfXd8WnCwW2gNdo/XvuF5nZb0j6kIavr6Frq1WntrDllVFb0gjq6+D+7CTqwMSbmPp60L7LSo22AMaq4e5vzW+WukYbPmI2s0Pufk9x9QWSbslmMN9a1f95yRf7tneSDKzVXpzHsJbc/5jPhe3yPAcky+KpZVEDSRZJrZVkYPXi+2d5Ds3T8fxbp5M8ik58/9p0HrRleWRNKMvy6tWHfIDosd3fZGYf1/p33k3S89391iFnO3RtSS4LcrI8ydjyWpLzkWRs+HKcY6TjA2SUNeP6TnO8FuJBaG8+3tG3F+Jv46ztifu3sidexmu7kgyhZtg8UNZKLYkRmnogbm8sx9vQ7lR5A5GSaksaQX2ZTE3r/9xngzZJmrN4xzCbvHBzzbjdZvL66iR5Riu7k6ygA3H9TPeSHLAkp6vWiEPsfDVZBsm+NZXljEn550VJe68XL4PeAMcgmzWp9eW9nnqLi33ba90k56uZbDhnkwFessiz3FJJ6szEt2kvxOuWzcf125yK29dOx/uuRpLj1TyVHFdmEX3ZbmGA/NVacmzZWE1ywJbjZVRbHM8nrQ0z2+fuxzc7AzObk/Rdkl62YfJvm9lhrX+cfcc5bcC2Yma73P2Ume2TdEQP3uFsur6oLex0ZdVWcX/qCzsa9QWMT0PSDVrPaNgUd1+StP+caT88ZL+AreRPJT1H0sdVfIe+YMX1TdUXtQWUU1sS9QWI+gLGpuHumy4wAJK7P8fWv+PyHe7+pXH3B9guqC2gPNQXMD4DfPsSQMbdXdJfjrsfwHZDbQHlob6A8WAABozOjWb2zePuBLANUVtAeagvoGINM7vZ3R8/7o4A28BTJL3YzO6QtKTie/TUFzA0agsoD/UFVKwh6bnj7gSwTfwzSXslfVtx/YOSToytN8D2QW0B5aG+gIo1tJ5S/l/G3ZHZ2pqeMN//N6DHO/Ph/e9di3NG7l2J21c7cQ5KltExiCyjKp9B3JxlaGU5ZfV2kuOVtsdBJ9n9pTyrqLaaZFIlWSvhMhg+Iuz5kv4vSW/X+juIf6z1sMnx1pe71A2eeJIDlmVwKcgYkyS14wyO7qlT8f2lNCOvcXGc99LdHeeELV0St6/sS3K8FuL+deLZqzeVrHxJBlB9gBiTrLYaZ+I+NOMopuG3b7HnaxJrS5LL1fb+NdBNNixJzJ5ma6th+3wzbm9O5zlg7fl4w7mW5NitrMZhP+ZxXtNUmgOWzP9UsnJ2kmUQbR8lNZaTbZykZlo/8Qu9kuQ1HWvGy3BIz9ck1peZbGqqf/NcnN/qu+Ljxmy/0F6I9ytr8/lGrx13Qd2FeN2am4/ru1ZLancxXq/qK1l+bNisepLBZUkUm9fzLLVs/9ZYipdB42Qyg5P9s+bK1JD04xp3kQHbw0slPbU4/a7M7LckfVjUFzAsagsoD/UFVKymNOsbwIBM0sa3s7qivoBRoLaA8lBfQMUakl4/7k4A28R/lfQRM3tHcf35or6AUaC2gPJQX0DFGu7+n8bdCWA7cPdXm9kHJH1rMelH3f0TY+wSsC1QW0B5qC+gesmv6wFcCHe/UdKN4+4HsN1QW0B5qC+gWgQxAwAAAEBFGIABAAAAQEWG/gpikZy+qPWz5nTc/Woz2yfpLZIul3SHpBe6+wPhfOSarrX7tkdtktRMQq5qSUhWs57kgDTzLJXVmTjwIMuwqiUPMVTG1QDzz3KwkigieZLVlPVfyrPC6skyDOJ41vsQtA/SvyqNqrZkJo+yvFrxeuvNOIMny+iylThrxc4kQSOSvJesnNP9s2IkaXVv3H76kvg5nnlI/Pid+SxkL25WJ8liWY7vXlsb4IRlyU2y9b++lm0g8i5MklHVV9t7uq/b/wXK4g9XPF4368kLs9CIc4Jmp5MAOEkn5qfD9rVdSU7XWvJebrpuxI8fLyGpnmQR+ulkG7MaL6P6Yh60N/1AnLe0eiw+3OpOxfdfbG+t98tHUV821VLtiof1fYwsx2t1X7zmrC3EG+b2XLzRXN2bb3dX98Urf2NXvO7tno03/mtJhm2WcGXJcWGtk+QY5ofGsWT+ktRcTo7fz8SdsKV4GfYWkxzBkoyqor/T3Q+7+9XF9VdKep+7XynpfcV1ABeO2gLKQ30B5aG+gD7KekvleZLeWFx+o9ZPaQpgeNQWUB7qCygP9QUURjEAc0nvMbOPm9m1xbSL3f2e4vK9ki4eweMAOw21BZSH+gLKQ30BgVGchv5b3f1uM7tI0nvN7DMbG93dzc7/A6yiKK+VpP0Pjb//DOxAI6mt6cau8nsKbD0jqa9LLtlav80BKrKp+nrQvqvJvgvb19B7Dne/u/h/RNI7JD1Z0n1mdkiSiv9H+tz3One/2t2vnt8bnwgA2GlGVVutevxDZWAnGlV97dvHAAw412br68H7rtkquwxUaqg9h5nNmdnC2cuSvlvSLZLeJeklxc1eIumdwzwOsNNQW0B5qC+gPNQXkBv2K4gXS3qHrZ+GuiHpT939f5rZxyT9mZm9VNKdkl445OMAOw21BZSH+gLKQ30BiaEGYO7+BUnfdJ7pxyQ940Lm1faG7lrb17d9pTfcVxQPtJbC9lYSZpDliEnSl3txJkSnF38VrHEq/kAyy8CqJXEv9STKJHuK3ogfv1tLMrqyLCQNkEUUR95IyTKIMi8mKQdslLXljbq6++b7tyc5X71WvF5akuPRaMWbmXqS4SVJ6sYvTvfg7rB9+UDch+WD8XNoX5zkEM7G7d1uvAx7i8n2bSl+jWpJDJmUr99ZfXZbA2SNbRGjrK9lb+iWtf1922uKF/yKx699tu+bSvZdC9PZRlM6NRevv+2F4XLAaknOXb0dr3z11SRjcynehthyvPPzdvz8a6fyrMLpo3GWWWcm+cJRLW5fW946P9MYVX11Zhs6/sT+tbW2EK9Xa7uTY7LkG469Vrxf6M4McNCwP66/g3vjpK7dU/G6e7yXPIluktM5ZH5srZsdGyePP0B+ZJZBaWvZzi15kCTLtCx8eR0AAAAAKsIADAAAAAAqwgAMAAAAACrCAAwAAAAAKsIADAAAAAAqwgAMAAAAACrCAAwAAAAAKsIADAAAAAAqMlQQ8ygtdVv66AOX922frsdBiRdNnQ7bL5s+HrbvrsdBi0fnFsJ2Sfpo8/Kw/dPdQ2G7L8VBjlmQcjPO81NzKQ6jq7Xjdk/C6qw2QKJeop4FKfeS55CFBgbPMQsk3Kp6TdPyof4h4L1mElY5lQVsJyGra3FIauvUXNguSfXVOGhxbVe8KVvdkzzHuXj+jZl4xZqeiVfclZU4RNV7rbA9C2HPtg2SZElgZi/ZG3iyHvQGCFrfjk73pvXBxav6ts8mG7WpWhKCnL0wiZlGPH9Jak3H6/fKbLz+dpeT+sra412fukkYvDeSsPgsaLUbb/w9CXKWpMaJ5bB9eiYJvK/Hy7ieLMPtqDMn3f/N/dt78/G63VpIam8qr41Io5YHMe+djdeLQ7OnwvaaxY9xfDkOYrZ2XBuNJGO8eSbeb2Qhyb368MeFteQxsvrv7Y6PMayZbGM/FzdvFp+AAQAAAEBFGIABAAAAQEUYgAEAAABARRiAAQAAAEBFGIABAAAAQEWGGoCZ2WVm9n4z+7SZ/aOZvaKY/qtmdreZ3VT8PXs03QV2BmoLKA/1BZSD2gIGM+xp6DuSftbdbzSzBUkfN7P3Fm2/6+7/ccj5AzsVtQWUh/oCykFtAQMYagDm7vdIuqe4vGhmt0q6ZDPzWl5r6tN39c/JmpuLczhqB+OcgMfN3RW2f/PMF8P2tuchN80kSOqexV1h+/H74rykLAuotRgvg+aZJOtoJW7PcsKUZHQ1BoiDqHWSGyXNjaX4NWgs92+vr+WZHlUZZW15w7S8v//625mJ16u1eLVVZy5+UawXz795Ks6/kaSpk8OtF924tJREraiXPIdeL8khSdptLcn5Wg2bVV/Jiyt9jq3hspp6+cs4MUZZX6c7U/rw0Uf0bd/divdd+6eWwvaZJANzuRsveLN83Wg2kxywVrzydFtJxlWybviwP4bINt0+3L4rywmTJK3GmVONM/EynjoVL8Nad2v8YmSUtTU9u6ZHH76zb/uhmThD69LpB8L27JjtZLd/fqYkdZLtuiTNN+KN9+56nBN2tD0ftn++diBsrw153Dh9PF5v68l6nWZ0JRl/kuS1+Dm05+OhTHtXnOPrteQgZ9JzwMzscklPkPSRYtLLzexmM7vezPaO6nGAnYbaAspDfQHloLaA/kYyADOzeUlvk/Qz7n5K0mslPVLSYa2/E/I7fe53rZndYGY3dBfjdwGBnWgUtdVZpraA8xlFfbVPnKmqu8CWMYraWjsRfzoEbGVDD8DMrKn1InuTu79dktz9PnfvuntP0uskPfl893X369z9ane/ur4wN2xXgG1lVLXVmKG2gHONqr6ae2ar6zSwBYyqtlp74q8AAlvZsGdBNEmvl3Sru796w/SNP+Z6gaRbhnkcYKehtoDyUF9AOagtYDDDngXxWyT9sKRPmdlNxbSfl3SNmR3W+k/j75D0siEfB9hpqC2gPNQXUA5qCxjAsGdB/JCk852e5N3DzBfY6agtoDzUF1AOagsYzNY4rykAAAAAbAPDfgVxdNZqsrv6B82c2hd39d7Z+Gw53b3xWPPiepzhsVDLc8CO9b4ctv/t/DfE92/GZ2XNcnzqa0kO13KSAxZkZElSbTVut048f68PMN6P4x5UW0v6eDI+I5kFZ9u01ThvZ6tyi7O+VpOTAa8cSrLV9sU5Rz1PcsaOJSFdknpfieuvFcfBqJa8tI2leN1cPR0HGa3U4trrteP51zrxMsr6X4ujWAaSvEzKohCHznLaotqduu4+trtv+/Hp+CQdSwutsH3vVLxNqyU5X569sJLqyTxqzXgb4I14/5zl+GT7tiwf0pKcLs9ywCpgSdaYJc8xzeHchvY1l3TNoY/2bb+seSy8/0Pq8RmA28lG695unMF1opuf4Gq6Fh9bTlu8cf9c7SFhe6veP4NQkqyd5ICdjterqSPJ9udU3O6NJCNwIQmYlNTeE99m+UC8f17eH7/O7TgmTHpX0r5JO3SXCQAAAADVYwAGAAAAABVhAAYAAAAAFWEABgAAAAAVYQAGAAAAABVhAAYAAAAAFWEABgAAAAAVmZgcsFpXap3on1eQZQmcXI5zAs704qyVLOVrd20muYV0sL4Ytu9qxnlJ3kzyXJI4lyTKRdZNckbW4jCW2nIcNlRbG0UYUZKVciZZhsdPhO2dU/0Do9xH0P9JZHFGU3c6WS/2xDkmlx18IGzPcsC+1NsXtktS94EkK+Rk/BiN5SSnaym+f/tM/F5VdyrZgvSSHKQ4xihvT3KUpJ2b01U275raS8H+JVn/TzbjdXuqHm+XGsmL38vCFSVZsvOwZN3p1YfMqBpy36VOUiBJTlgqWwCSZPlyHqoLOy8GTLO2psNTd/Vtf2iy3u2txzldqx5ncE3bybD9RC3On12fR7zuZe2LvfjYM9s+ZOtNfTU57styvo7H+38lGYE17YnvL8l2xVmhUc6pJK0ciOe/un+AHWgJ2CUDAAAAQEUYgAEAAABARRiAAQAAAEBFShuAmdkzzew2M7vdzF5Z1uMAOxH1BZSD2gLKQ30B60oZgJlZXdLvSXqWpMdIusbMHlPGYwE7DfUFlIPaAspDfQFfU9YnYE+WdLu7f8Hd1yT9N0nPK+mxgJ2G+gLKQW0B5aG+gEJZA7BLJH15w/W7imkAhkd9AeWgtoDyUF9AYaw5YGZ2raRri6urn/nNf3VLWY91c9K+yS8iH5B0dPCbv25zjzI6F9jfiVBlnx9e0eOU7tza+tRryqutL5YzW9bValBfm3BufX3px15ZWn2VhHV11I6cdyr1dYHOra3HP/zuHV5b9ybtNw0198+v/xtfbd0/wG1uO+/ULV9bZQ3A7pZ02YbrlxbTHsTdr5N0nSSZ2Q3ufnVJ/SnFVuvzVuuvtDX7XIG0vqit6tHnbYF914Siz9sC+64JRJ/Ho6yvIH5M0pVm9ggza0l6kaR3lfRYwE5DfQHloLaA8lBfQKGUT8DcvWNmL5f015Lqkq53938s47GAnYb6AspBbQHlob6AryntN2Du/m5J776Au1xXVl9KtNX6vNX6K23NPpfuAutrKy5D+lyNrdjnUrHvmlj0eRtg3zWR6PMYmLuPuw8AAAAAsCOU9RswAAAAAMA5xj4AM7NnmtltZna7mW3ybPCjZ2bXm9kRM7tlw7R9ZvZeM/tc8X9vMd3M7DXFc7jZzJ44pj5fZmbvN7NPm9k/mtkrJr3fZjZtZh81s08Wff63xfRHmNlHir69pfjBrsxsqrh+e9F+edV93kqor5H1l9rCg1BbI+0z9YUHob5G2mfqaxK5+9j+tP4jzM9LukJSS9InJT1mnH3a0Ldvl/RESbdsmPbbkl5ZXH6lpN8qLj9b0l9JMklPlfSRMfX5kKQnFpcXJH1W0mMmud/FY88Xl5uSPlL05c8kvaiY/geS/kVx+Scl/UFx+UWS3jLudWVS/6ivkfaX2uJv47KltkbbZ+qLv43LlvoabZ+prwn8G/eK/DRJf73h+qskvWrcC2VDfy4/p8huk3SouHxI0m3F5T+UdM35bjfm/r9T0ndtlX5LmpV0o6SnaD1gr3HueqL1syc9rbjcKG5n417Wk/hHfZXad2prB/9RW6X3n/rawX/UV+n9p74m4G/cX0G8RNKXN1y/q5g2qS5293uKy/dKuri4PHHPo/j49Qlaf9dgovttZnUzu0nSEUnv1fo7XyfcvXOefn21z0X7SUn7K+3w1jERr+8FmOj19CxqC5qQ1/cCTPR6uhH1BU3I63sBJno93Yj6mhzjHoBtWb4+zJ7IU0ia2bykt0n6GXc/tbFtEvvt7l13PyzpUklPlvSo8fYI4zaJ66lEbWHrm8T19CzqC1vdJK6nZ1Ffk2XcA7C7JV224fqlxbRJdZ+ZHZKk4v+RYvrEPA8za2q9wN7k7m8vJk98vyXJ3U9Ier/WP1beY2Znc+o29uurfS7ad0s6Vm1Pt4yJen0HMNHrKbWFDSbq9R3AxK+n1Bc2mKjXdwATv55SX5Nn3AOwj0m6sjirSUvrP5x715j7FHmXpJcUl1+i9e/Rnp3+z4szxzxV0skNH+tWxsxM0usl3erur97QNLH9NrODZranuDyj9e8l36r1Yvv+Pn0++1y+X9LfFO/c4OtRXyNCbeEc1NYIUV84B/U1QtTXhBr3j9C0fraVz2r9u52/MO7+bOjXmyXdI6mt9e+ZvlTr3yd9n6TPSfpfkvYVtzVJv1c8h09JunpMff5WrX+EfLOkm4q/Z09yvyU9XtInij7fIumXi+lXSPqopNslvVXSVDF9urh+e9F+xbjXlUn+o75G1l9qi79zly+1Nbo+U1/8nbt8qa/R9Zn6msA/KzoOAAAAACjZuL+CCAAAAAA7BgMwAAAAAKgIAzAAAAAAqAgDMAAAAACoCAMwAAAAAKgIA7AtwszuMLMD4+4HsB1RX0B5qC+gHNTW1sUADAAAAAAqwgBswpjZ5Wb2GTN7k5ndamZ/bmazRfO/NLMbzexTZvao4vZPNrMPm9knzOzvzeyqYvpjzeyjZnaTmd1sZlcW01+8Yfofmll9TE8VqBz1BZSH+gLKQW1tPwzAJtNVkn7f3R8t6ZSknyymH3X3J0p6raR/XUz7jKRvc/cnSPplSb9ZTP8JSf/Z3Q9LulrSXWb2aEk/IOlbiuldST9U/tMBJgr1BZSH+gLKQW1tI41xdwDn9WV3/7vi8p9I+uni8tuL/x+X9H3F5d2S3li8i+GSmsX0D0v6BTO7VNLb3f1zZvYMSU+S9DEzk6QZSUdKfSbA5KG+gPJQX0A5qK1thAHYZPI+11eL/1197bX7dUnvd/cXmNnlkj4gSe7+p2b2EUnfI+ndZvYySSbpje7+qhL7Dkw66gsoD/UFlIPa2kb4CuJkepiZPa24/IOSPhTcdreku4vLP3J2opldIekL7v4aSe+U9HhJ75P0/WZ2UXGbfWb28BH3HZh01BdQHuoLKAe1tY0wAJtMt0n6KTO7VdJerX+vt5/flvTvzewTevAnmi+UdIuZ3STpcZL+yN0/LekXJb3HzG6W9F5Jh0roPzDJqC+gPNQXUA5qaxsx93M/0cQ4FR8V/4W7P27cfQG2G+oLKA/1BZSD2tp++AQMAAAAACrCJ2AAAAAAUBE+AQMAAACAijAAAwAAAICKMAADAAAAgIowAAMAAACAijAAAwAAAICKMAADAAAAgIowAAMAAACAijAAAwAAAICKMAADAAAAgIowAAMAAACAijAAAwAAAICKMAADAAAAgIowAAMAAACAijAAAwAAAICKMAADAAAAgIr8/9uWqk0xPkcYAAAAAElFTkSuQmCC", + "text/html": [ + "\n", + "
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\n", + " Figure\n", + "
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\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "avg_fr_blur = np.array([scipy.ndimage.gaussian_filter(avg_firing_rates[:, :, i], sigma=2) for i in range(40)])\n", + "fig, axs = plt.subplots(4, 4, figsize=(12, 13))\n", + "fig.tight_layout(w_pad=2)\n", + "for i, ax in enumerate(axs.flatten()):\n", + " ax.imshow(avg_fr_blur[i], extent=(0, 360, 0, 180), aspect=2)\n", + " ax.set(xlabel=\"phase\", ylabel=\"orientation\", title=f\"Unit {i}\")\n", + "avg_fr_blur = avg_fr_blur.swapaxes(0, 2).reshape((40, 400))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Topological noise reduction (not used)" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "metadata": {}, + "outputs": [], + "source": [ + "import sys\n", + "sys.path.insert(0, '../model')\n", + "from noisereduction import top_noise_reduction" + ] + }, + { + "cell_type": "code", + "execution_count": 149, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Topological noise reduction: 100%|██████████| 100/100 [31:33<00:00, 18.93s/it]\n" + ] + } + ], + "source": [ + "firing_rates_noise_red = top_noise_reduction(pd.DataFrame(firing_rates_flat[::5]))" + ] + }, + { + "cell_type": "code", + "execution_count": 150, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(400, 40)" + ] + }, + "execution_count": 150, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "firing_rates_noise_red.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 151, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Topological noise reduction: 100%|██████████| 100/100 [3:44:17<00:00, 134.57s/it] \n" + ] + } + ], + "source": [ + "firing_rates_noise_red = top_noise_reduction(pd.DataFrame(firing_rates_flat))" + ] + }, + { + "cell_type": "code", + "execution_count": 166, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(2000, 40)" + ] + }, + "execution_count": 166, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "firing_rates_noise_red = firing_rates_noise_red.to_numpy()\n", + "firing_rates_noise_red.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 167, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 167, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "firing_rates_noise_red[0] in firing_rates_flat" + ] + }, + { + "cell_type": "code", + "execution_count": 169, + "metadata": {}, + "outputs": [], + "source": [ + "import pickle\n", + "with open('dump.pkl', 'wb') as f:\n", + " pickle.dump({k: globals()[k] for k in [\n", + " 'data_folder', 'stim_file', 'spike_times_file', 'key_symbol', \n", + " 'stim', 'num_trial', 'stim_val', 'trial_stim_id', 'key_list', 'stim_id_trial', 'num_stim', 'key', 'pair_id', 'trial_pair_id', 'pair_val', 'pair_trial_id',\n", + " 'spike_times', 'num_unit', 'num_spike', 'spike_count_rate', 'avg_firing_rate', 'firing_rate', 'stim_num_trial', 'stim_hist', 'optimal_avg_firing_rate',\n", + " 'latest_spike_time', 'dt', 'exp_time', 'B_stim', 'trials', 't_on', 't_off', 'B_spike', 'trial_range', 'units', 'orientation', 'phase', 'trial_spike_times',\n", + " 'delta_t_on', 'delta_t_off', 'subseq_trials', 'subseq_spike_times', 'subseq_spike_times_locked', 'time_range', 'unit_id_2', 'p1', 'p2', 'delta_t', 'time_range_smoothing',\n", + " 'period_1_dist', 'period_2_dist', 'period_3_dist', 'num_units', 'max_p_1', 'max_p_2', 'max_p_3', 'delta_2', 'delta_3', 't_p1', 't_p2', 'subseq_spike_times_locked_2',\n", + " 'B_spike_fixed', 'B_stim_original', 'B_spike_smooth', 'B_stim_total', 'R', 'R_pair_smoothed', 'Rp', 'firing_rates_noise_red', 'firing_rates_flat', 'firing_rates_in_trials', 'avg_firing_rates'\n", + " ]}, f)" + ] + }, + { + "cell_type": "code", + "execution_count": 168, + "metadata": {}, + "outputs": [], + "source": [ + "from decoding import cohomological_parameterization" + ] + }, + { + "cell_type": "code", + "execution_count": 171, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Decoding... done\n" + ] + } + ], + "source": [ + "param = cohomological_parameterization(pd.DataFrame(firing_rates_noise_red[::5, ::5]))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### PCA" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.decomposition import PCA\n", + "import seaborn as sns" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ], + "text/plain": [ + " 0 1 2 3 4 5 6\n", + "0 -0.001840 0.005584 -0.001724 -0.000157 0.001694 0.000052 0.001786\n", + "1 0.005321 -0.001193 -0.002606 0.004470 -0.000058 -0.000247 0.001285\n", + "2 -0.001154 0.005865 -0.001700 -0.000399 0.001506 -0.000039 0.001431\n", + "3 0.005685 -0.001241 -0.001995 0.004183 0.000222 -0.000510 0.000970\n", + "4 0.000054 0.006228 -0.001699 -0.000858 0.001188 -0.000236 0.000801" + ] + }, + "execution_count": 112, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "N_COMP = 7\n", + "pca = PCA(n_components=N_COMP)\n", + "pca.fit(avg_fr_blur)\n", + "data_pca = pca.transform(avg_fr_blur)\n", + "data_pca = pd.DataFrame(data_pca)\n", + "data_pca.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(400, 50, 7)" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "firing_rates_in_trials_pca = []\n", + "for trials in firing_rates_in_trials:\n", + " firing_rates_in_trials_pca.append(pca.transform(pd.DataFrame(trials)))\n", + "firing_rates_in_trials_pca = np.array(firing_rates_in_trials_pca)\n", + "firing_rates_in_trials_pca.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [], + "source": [ + "avg_firing_rates_pca = np.mean(firing_rates_in_trials_pca, axis=1).reshape((20, 20, N_COMP))" + ] + }, + { + "cell_type": "code", + "execution_count": 113, + "metadata": {}, + "outputs": [ + { + "ename": "InvalidIndexError", + "evalue": "(slice(None, None, None), slice(None, None, None), 0)", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mInvalidIndexError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m/home/ennucore/dev/amgen/exp/ProcessExp.ipynb Cell 91\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 2\u001b[0m fig\u001b[39m.\u001b[39mtight_layout(w_pad\u001b[39m=\u001b[39m\u001b[39m2\u001b[39m)\n\u001b[1;32m 3\u001b[0m \u001b[39mfor\u001b[39;00m i, ax \u001b[39min\u001b[39;00m \u001b[39menumerate\u001b[39m(axs\u001b[39m.\u001b[39mflatten()[:\u001b[39m7\u001b[39m]):\n\u001b[0;32m----> 4\u001b[0m ax\u001b[39m.\u001b[39mimshow(data_pca[:, :, i], extent\u001b[39m=\u001b[39m(\u001b[39m0\u001b[39m, \u001b[39m360\u001b[39m, \u001b[39m0\u001b[39m, \u001b[39m180\u001b[39m), aspect\u001b[39m=\u001b[39m\u001b[39m2\u001b[39m)\n\u001b[1;32m 5\u001b[0m ax\u001b[39m.\u001b[39mset(xlabel\u001b[39m=\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mphase\u001b[39m\u001b[39m\"\u001b[39m, ylabel\u001b[39m=\u001b[39m\u001b[39m\"\u001b[39m\u001b[39morientation\u001b[39m\u001b[39m\"\u001b[39m, title\u001b[39m=\u001b[39m\u001b[39mf\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mUnit \u001b[39m\u001b[39m{\u001b[39;00mi\u001b[39m}\u001b[39;00m\u001b[39m\"\u001b[39m)\n", + "File \u001b[0;32m/usr/lib/python3.10/site-packages/pandas/core/frame.py:3505\u001b[0m, in \u001b[0;36mDataFrame.__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 3503\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mcolumns\u001b[39m.\u001b[39mnlevels \u001b[39m>\u001b[39m \u001b[39m1\u001b[39m:\n\u001b[1;32m 3504\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_getitem_multilevel(key)\n\u001b[0;32m-> 3505\u001b[0m indexer \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mcolumns\u001b[39m.\u001b[39;49mget_loc(key)\n\u001b[1;32m 3506\u001b[0m \u001b[39mif\u001b[39;00m is_integer(indexer):\n\u001b[1;32m 3507\u001b[0m indexer \u001b[39m=\u001b[39m [indexer]\n", + "File \u001b[0;32m/usr/lib/python3.10/site-packages/pandas/core/indexes/range.py:388\u001b[0m, in \u001b[0;36mRangeIndex.get_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m 386\u001b[0m \u001b[39mexcept\u001b[39;00m \u001b[39mValueError\u001b[39;00m \u001b[39mas\u001b[39;00m err:\n\u001b[1;32m 387\u001b[0m \u001b[39mraise\u001b[39;00m \u001b[39mKeyError\u001b[39;00m(key) \u001b[39mfrom\u001b[39;00m \u001b[39merr\u001b[39;00m\n\u001b[0;32m--> 388\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_check_indexing_error(key)\n\u001b[1;32m 389\u001b[0m \u001b[39mraise\u001b[39;00m \u001b[39mKeyError\u001b[39;00m(key)\n\u001b[1;32m 390\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39msuper\u001b[39m()\u001b[39m.\u001b[39mget_loc(key, method\u001b[39m=\u001b[39mmethod, tolerance\u001b[39m=\u001b[39mtolerance)\n", + "File \u001b[0;32m/usr/lib/python3.10/site-packages/pandas/core/indexes/base.py:5637\u001b[0m, in \u001b[0;36mIndex._check_indexing_error\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 5633\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39m_check_indexing_error\u001b[39m(\u001b[39mself\u001b[39m, key):\n\u001b[1;32m 5634\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m is_scalar(key):\n\u001b[1;32m 5635\u001b[0m \u001b[39m# if key is not a scalar, directly raise an error (the code below\u001b[39;00m\n\u001b[1;32m 5636\u001b[0m \u001b[39m# would convert to numpy arrays and raise later any way) - GH29926\u001b[39;00m\n\u001b[0;32m-> 5637\u001b[0m \u001b[39mraise\u001b[39;00m InvalidIndexError(key)\n", + "\u001b[0;31mInvalidIndexError\u001b[0m: (slice(None, None, None), slice(None, None, None), 0)" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "c09d95fca9cf47deb73bfbb32c0ea7bf", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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S/5bdBfTyNGMC2D/ALOweYFIrBdgY47UkDyR5PMkXkzw2xni2qh6qqnsWx/5jku9K8ttV9fmqunCVNwewNPsHmIPdA0xt5eeAjTEuJrm477YP7bn83gnmAngd+weYg90DTGnlH8QMAADAegQYAABAEwEGAADQRIABAAA0EWAAAABNBBgAAEATAQYAANBEgAEAADQRYAAAAE0EGAAAQBMBBgAA0ESAAQAANBFgAAAATQQYAABAEwEGAADQRIABAAA0EWAAAABNBBgAAEATAQYAANBEgAEAADQRYAAAAE0EGAAAQBMBBgAA0ESAAQAANBFgAAAATQQYAABAEwEGAADQRIABAAA0EWAAAABNBBgAAEATAQYAANBEgAEAADQRYAAAAE0EGAAAQBMBBgAA0ESAAQAANBFgAAAATQQYAABAEwEGAADQRIABAAA0EWAAAABNBBgAAEATAQYAANBEgAEAADQRYAAAAE0EGAAAQBMBBgAA0ESAAQAANBFgAAAATQQYAABAEwEGAADQRIABAAA0EWAAAABNBBgAAEATAQYAANBEgAEAADQRYAAAAE0EGAAAQBMBBgAA0ESAAQAANBFgAAAATQQYAABAEwEGAADQRIABAAA0EWAAAABNBBgAAEATAQYAANBEgAEAADQRYAAAAE0EGAAAQJO1AqyqzlTV81V1uaoePOD+76iqjy/u/0xV3X7oSYEjz+4B5mD3AFNaOcCq6qYkDye5K8npJPdV1el9x+5P8pUxxt9P8p+TfPiwgwJHm90DzMHuAaa2ziNgdya5PMZ4YYzxapJHk5zdd+Zsko8uLn8iyXuqqtYfE8DuAWZh9wCTWifAbk3y4p7rVxa3HXhmjPFakq8mecs6AwIs2D3AHOweYFLH5nznVXUuybnF1W9U1RfmnOcQbknyF3MPsaZtnj3Z7vm3efZ/MPcAh2H3bIxtnt/s87F/NsM2/z3a5tmT7Z5/m2efbPesE2AvJTm55/qJxW0HnblSVceSvDnJl/e/oTHG+STnk6SqLo0xdtaYZ3Zmn882z7/ts8/wbu2efbZ59mS75zf7fGbYP5PtnsT+2QTbPHuy3fNv++xTva11vgXx6SSnquqOqro5yb1JLuw7cyHJv15c/hdJ/tcYY6w/JoDdA8zC7gEmtfIjYGOM16rqgSSPJ7kpyUfGGM9W1UNJLo0xLiT570l+s6ouJ/nL7C4rgLXZPcAc7B5gams9B2yMcTHJxX23fWjP5a8n+Zcrvtnz68yyIcw+n22e3+wrsnteZ5tnT7Z7frPPp33+G7R7ku3+XJh9Pts8v9mTlEfIAQAAeqzzHDAAAADW0BpgVXWmqp6vqstV9eAB939HVX18cf9nqur2zvmuZ4n5f76qnquqZ6rq96rq++eY8yDXm33PuZ+oqlFVG/MKNcvMXlU/ufjYP1tVv9U947Us8ffmtqp6oqo+t/i7c/cccx6kqj5SVS9f7WWSa9evLf5sz1TVO7tnXNY2759t3j2J/TMXu2czbPPuSbZ7/9g989nW/dO2e8YYLb+y+8TVP0nyA0luTvKHSU7vO/MzSX59cfneJB/vmm+i+f9Jkr+7uPzTmzL/MrMvzr0pyZNJnkqyM/fcK3zcTyX5XJK/t7j+vXPPveL855P89OLy6SRfmnvuPbP9WJJ3JvnCVe6/O8knk1SSdyX5zNwzH+LzsJH7Z5t3z7LzL87ZP/2z2z2b8XnYyN2zwvwbuX/sno2ffyP3T9fu6XwE7M4kl8cYL4wxXk3yaJKz+86cTfLRxeVPJHlPVVXjjNdy3fnHGE+MMb62uPpUdn9WyCZY5mOfJL+c5MNJvt453HUsM/sHkjw8xvhKkowxXm6e8VqWmX8k+e7F5Tcn+bPG+a5pjPFkdl/R62rOJvmNseupJN9TVd/XM91Ktnn/bPPuSeyfudg9m2Gbd0+y3fvH7pnP1u6frt3TGWC3Jnlxz/Uri9sOPDPGeC3JV5O8pWW661tm/r3uz24hb4Lrzr54CPXkGON3OgdbwjIf97cmeWtVfbqqnqqqM23TXd8y8/9SkvdV1ZXsvsrWz/WMNolV/13MZZv3zzbvnsT+mYvdsxm2efck271/7J75/G3eP5PsnrVehp5rq6r3JdlJ8uNzz7KMqnpDkl9N8v6ZR1nXsew+FP/u7H7l7cmq+qExxl/NOdQK7kvyyBjjP1XVP87uz5J5+xjj/809GNtl23ZPYv/MzO5hMtu2f+ye2R3p/dP5CNhLSU7uuX5icduBZ6rqWHYfkvxyy3TXt8z8qar3JvlgknvGGN9omu16rjf7m5K8PcmnqupL2f2e1gsb8mTUZT7uV5JcGGN8c4zxp0n+OLtLaRMsM//9SR5LkjHG7yf5ziS3tEx3eEv9u9gA27x/tnn3JPbPXOyezbDNuyfZ7v1j98znb/P+mWb3TP3ktav9ym6pv5DkjvzNE/L+4b4zP5tvfyLqY13zTTT/O7L7pMNTc8+76uz7zn8qm/NE1GU+7meSfHRx+ZbsPjT8lrlnX2H+TyZ5/+LyD2b3+6Br7tn3zHd7rv5k1H+eb38y6h/MPe8hPg8buX+2efcsO/++8/ZP3+x2z2Z8HjZy96ww/0buH7tn4+ff2P3TsXu6/0B3Z7fQ/yTJBxe3PZTdr5gku/X720kuJ/mDJD8w9ydhxfn/Z5L/m+Tzi18X5p552dn3nd2YJbTkx72y+20EzyX5oyT3zj3zivOfTvLpxYL6fJJ/NvfMe2b/WJI/T/LN7H617f4kP5Xkp/Z87B9e/Nn+aJP+3qzxedjY/bPNu2eZ+fedtX/6Zrd7NuPzsLG7Z8n5N3b/2D0bPf9G7p+u3VOLNwYAAMAN1vqDmAEAAI4yAQYAANBEgAEAADQRYAAAAE0EGAAAQBMBBgAA0ESAAQAANBFgAAAATQQYAABAEwEGAADQRIABAAA0WTnAquojVfVyVX3hKvdXVf1aVV2uqmeq6p2HHxM46uweYC72DzCldR4BeyTJmWvcf1eSU4tf55L81zXeB8B+j8TuAebxSOwfYCIrB9gY48kkf3mNI2eT/MbY9VSS76mq71t3QIDE7gHmY/8AU7oRzwG7NcmLe65fWdwGcCPZPcBc7B9gacfmfOdVdS67D9XnjW984z9629veNuc4wJI++9nP/sUY4/jcc6zL7oHtZf8Ac5hy99yIAHspyck9108sbnudMcb5JOeTZGdnZ1y6dOkGjANMrar+99wzHMDugSPA/gHmMOXuuRHfgnghyb9avCLQu5J8dYzx5zfg/QDsZfcAc7F/gKWt/AhYVX0sybuT3FJVV5L8YpK/kyRjjF9PcjHJ3UkuJ/lakn8z1bDA0WX3AHOxf4AprRxgY4z7rnP/SPKza08EcAC7B5iL/QNM6UZ8CyIAAAAHEGAAAABNBBgAAEATAQYAANBEgAEAADQRYAAAAE0EGAAAQBMBBgAA0ESAAQAANBFgAAAATQQYAABAEwEGAADQRIABAAA0EWAAAABNBBgAAEATAQYAANBEgAEAADQRYAAAAE0EGAAAQBMBBgAA0ESAAQAANBFgAAAATQQYAABAEwEGAADQRIABAAA0EWAAAABNBBgAAEATAQYAANBEgAEAADQRYAAAAE0EGAAAQBMBBgAA0ESAAQAANBFgAAAATQQYAABAEwEGAADQRIABAAA0EWAAAABNBBgAAEATAQYAANBEgAEAADQRYAAAAE0EGAAAQBMBBgAA0ESAAQAANBFgAAAATQQYAABAEwEGAADQRIABAAA0EWAAAABNBBgAAEATAQYAANBEgAEAADQRYAAAAE0EGAAAQBMBBgAA0ESAAQAANBFgAAAATQQYAABAEwEGAADQRIABAAA0EWAAAABNBBgAAEATAQYAANBEgAEAADQRYAAAAE0EGAAAQBMBBgAA0ESAAQAANBFgAAAATdYKsKo6U1XPV9XlqnrwgPtvq6onqupzVfVMVd19+FGBo87uAeZg9wBTWjnAquqmJA8nuSvJ6ST3VdXpfcf+Q5LHxhjvSHJvkv9y2EGBo83uAeZg9wBTW+cRsDuTXB5jvDDGeDXJo0nO7jszknz34vKbk/zZ+iMCJLF7gHnYPcCkjq3xe25N8uKe61eS/Mi+M7+U5Her6ueSvDHJe9eaDuBv2D3AHOweYFI36kU47kvyyBjjRJK7k/xmVb3ufVXVuaq6VFWXXnnllRs0CnCE2D3AHJbaPYn9A6wXYC8lObnn+onFbXvdn+SxJBlj/H6S70xyy/43NMY4P8bYGWPsHD9+fI1RgCPE7gHmMNnuWdxv/8ARt06APZ3kVFXdUVU3Z/fJphf2nfk/Sd6TJFX1g9ldRL7MAxyG3QPMwe4BJrVygI0xXkvyQJLHk3wxu6/682xVPVRV9yyO/UKSD1TVHyb5WJL3jzHGVEMDR4/dA8zB7gGmts6LcGSMcTHJxX23fWjP5eeS/OjhRgP4dnYPMAe7B5jSjXoRDgAAAPYRYAAAAE0EGAAAQBMBBgAA0ESAAQAANBFgAAAATQQYAABAEwEGAADQRIABAAA0EWAAAABNBBgAAEATAQYAANBEgAEAADQRYAAAAE0EGAAAQBMBBgAA0ESAAQAANBFgAAAATQQYAABAEwEGAADQRIABAAA0EWAAAABNBBgAAEATAQYAANBEgAEAADQRYAAAAE0EGAAAQBMBBgAA0ESAAQAANBFgAAAATQQYAABAEwEGAADQRIABAAA0EWAAAABNBBgAAEATAQYAANBEgAEAADQRYAAAAE0EGAAAQBMBBgAA0ESAAQAANBFgAAAATQQYAABAEwEGAADQRIABAAA0EWAAAABNBBgAAEATAQYAANBEgAEAADQRYAAAAE0EGAAAQBMBBgAA0ESAAQAANBFgAAAATQQYAABAEwEGAADQRIABAAA0EWAAAABNBBgAAEATAQYAANBEgAEAADQRYAAAAE0EGAAAQBMBBgAA0ESAAQAANBFgAAAATQQYAABAEwEGAADQRIABAAA0EWAAAABNVg6wqjpTVc9X1eWqevAqZ36yqp6rqmer6rcOPyaA/QPMw+4BpnRslcNVdVOSh5P80yRXkjxdVRfGGM/tOXMqyb9P8qNjjK9U1fdOOTBwNNk/wBzsHmBqqz4CdmeSy2OMF8YYryZ5NMnZfWc+kOThMcZXkmSM8fLhxwSwf4BZ2D3ApFYNsFuTvLjn+pXFbXu9Nclbq+rTVfVUVZ05zIAAC/YPMAe7B5jUSt+CuMLbPJXk3UlOJHmyqn5ojPFX+w9W1bkk55LktttuuwGjAEfMUvvH7gEm5v8+wNJWfQTspSQn91w/sbhtrytJLowxvjnG+NMkf5zdpfQ6Y4zzY4ydMcbO8ePHVxwFOGIm2z92D7AC//cBJrVqgD2d5FRV3VFVNye5N8mFfWf+R3a/ApSquiW7D8u/cLgxAewfYBZ2DzCplQJsjPFakgeSPJ7ki0keG2M8W1UPVdU9i2OPJ/lyVT2X5Ikk/26M8eUphwaOHvsHmIPdA0ytxhhzz5Ak2dnZGZcuXZp7DGAJVfXZMcbO3HNMwe6B7WL/AHOYcves/IOYAQAAWI8AAwAAaCLAAAAAmggwAACAJgIMAACgiQADAABoIsAAAACaCDAAAIAmAgwAAKCJAAMAAGgiwAAAAJoIMAAAgCYCDAAAoIkAAwAAaCLAAAAAmggwAACAJgIMAACgiQADAABoIsAAAACaCDAAAIAmAgwAAKCJAAMAAGgiwAAAAJoIMAAAgCYCDAAAoIkAAwAAaCLAAAAAmggwAACAJgIMAACgiQADAABoIsAAAACaCDAAAIAmAgwAAKCJAAMAAGgiwAAAAJoIMAAAgCYCDAAAoIkAAwAAaCLAAAAAmggwAACAJgIMAACgiQADAABoIsAAAACaCDAAAIAmAgwAAKCJAAMAAGgiwAAAAJoIMAAAgCYCDAAAoIkAAwAAaCLAAAAAmggwAACAJgIMAACgiQADAABoIsAAAACaCDAAAIAmAgwAAKCJAAMAAGgiwAAAAJoIMAAAgCYCDAAAoIkAAwAAaCLAAAAAmggwAACAJgIMAACgiQADAABoIsAAAACaCDAAAIAmAgwAAKCJAAMAAGiyVoBV1Zmqer6qLlfVg9c49xNVNapqZ/0RAXbZPcAc7B5gSisHWFXdlOThJHclOZ3kvqo6fcC5NyX5t0k+c9ghAeweYA52DzC1dR4BuzPJ5THGC2OMV5M8muTsAed+OcmHk3z9EPMBfIvdA8zB7gEmtU6A3ZrkxT3Xryxu+2tV9c4kJ8cYv3OI2QD2snuAOdg9wKQmfxGOqnpDkl9N8gtLnD1XVZeq6tIrr7wy9SjAEWL3AHNYZfcszts/cMStE2AvJTm55/qJxW3f8qYkb0/yqar6UpJ3Jblw0BNSxxjnxxg7Y4yd48ePrzEKcITYPcAcJts9if0DrBdgTyc5VVV3VNXNSe5NcuFbd44xvjrGuGWMcfsY4/YkTyW5Z4xxaZKJgaPK7gHmYPcAk1o5wMYYryV5IMnjSb6Y5LExxrNV9VBV3TP1gACJ3QPMw+4BpnZsnd80xriY5OK+2z50lbPvXud9AOxn9wBzsHuAKU3+IhwAAAAcTIABAAA0EWAAAABNBBgAAEATAQYAANBEgAEAADQRYAAAAE0EGAAAQBMBBgAA0ESAAQAANBFgAAAATQQYAABAEwEGAADQRIABAAA0EWAAAABNBBgAAEATAQYAANBEgAEAADQRYAAAAE0EGAAAQBMBBgAA0ESAAQAANBFgAAAATQQYAABAEwEGAADQRIABAAA0EWAAAABNBBgAAEATAQYAANBEgAEAADQRYAAAAE0EGAAAQBMBBgAA0ESAAQAANBFgAAAATQQYAABAEwEGAADQRIABAAA0EWAAAABNBBgAAEATAQYAANBEgAEAADQRYAAAAE0EGAAAQBMBBgAA0ESAAQAANBFgAAAATQQYAABAEwEGAADQRIABAAA0EWAAAABNBBgAAEATAQYAANBEgAEAADQRYAAAAE0EGAAAQBMBBgAA0ESAAQAANBFgAAAATQQYAABAEwEGAADQRIABAAA0EWAAAABNBBgAAEATAQYAANBEgAEAADQRYAAAAE0EGAAAQBMBBgAA0ESAAQAANFk5wKrqTFU9X1WXq+rBA+7/+ap6rqqeqarfq6rvn2ZU4Kizf4A52D3AlFYKsKq6KcnDSe5KcjrJfVV1et+xzyXZGWP8cJJPJPmVKQYFjjb7B5iD3QNMbdVHwO5McnmM8cIY49UkjyY5u/fAGOOJMcbXFlefSnLi8GMC2D/ALOweYFKrBtitSV7cc/3K4raruT/JJ1cdCuAA9g8wB7sHmNSxG/WGq+p9SXaS/Pg1zpxLci5Jbrvtths1CnDEXG//2D3AjeD/PsAyVn0E7KUkJ/dcP7G47dtU1XuTfDDJPWOMb1ztjY0xzo8xdsYYO8ePH19xFOCImWz/2D3ACvzfB5jUqgH2dJJTVXVHVd2c5N4kF/YeqKp3JPlv2V1AL08zJoD9A8zC7gEmtVKAjTFeS/JAkseTfDHJY2OMZ6vqoaq6Z3HsPyb5riS/XVWfr6oLV3lzAEuzf4A52D3A1FZ+DtgY42KSi/tu+9Cey++dYC6A17F/gDnYPcCUVv5BzAAAAKxHgAEAADQRYAAAAE0EGAAAQBMBBgAA0ESAAQAANBFgAAAATQQYAABAEwEGAADQRIABAAA0EWAAAABNBBgAAEATAQYAANBEgAEAADQRYAAAAE0EGAAAQBMBBgAA0ESAAQAANBFgAAAATQQYAABAEwEGAADQRIABAAA0EWAAAABNBBgAAEATAQYAANBEgAEAADQRYAAAAE0EGAAAQBMBBgAA0ESAAQAANBFgAAAATQQYAABAEwEGAADQRIABAAA0EWAAAABNBBgAAEATAQYAANBEgAEAADQRYAAAAE0EGAAAQBMBBgAA0ESAAQAANBFgAAAATQQYAABAEwEGAADQRIABAAA0EWAAAABNBBgAAEATAQYAANBEgAEAADQRYAAAAE0EGAAAQBMBBgAA0ESAAQAANBFgAAAATQQYAABAEwEGAADQRIABAAA0EWAAAABNBBgAAEATAQYAANBEgAEAADQRYAAAAE0EGAAAQBMBBgAA0ESAAQAANBFgAAAATQQYAABAEwEGAADQRIABAAA0WSvAqupMVT1fVZer6sED7v+Oqvr44v7PVNXth54UOPLsHmAOdg8wpZUDrKpuSvJwkruSnE5yX1Wd3nfs/iRfGWP8/ST/OcmHDzsocLTZPcAc7B5gaus8AnZnkstjjBfGGK8meTTJ2X1nzib56OLyJ5K8p6pq/TEB7B5gFnYPMKl1AuzWJC/uuX5lcduBZ8YYryX5apK3rDMgwILdA8zB7gEmdWzOd15V55KcW1z9RlV9Yc55DuGWJH8x9xBr2ubZk+2ef5tn/wdzD3AYds/G2Ob5zT4f+2czbPPfo22ePdnu+bd59sl2zzoB9lKSk3uun1jcdtCZK1V1LMmbk3x5/xsaY5xPcj5JqurSGGNnjXlmZ/b5bPP82z77DO/W7tlnm2dPtnt+s89nhv0z2e5J7J9NsM2zJ9s9/7bPPtXbWudbEJ9Ocqqq7qiqm5Pcm+TCvjMXkvzrxeV/keR/jTHG+mMC2D3ALOweYFIrPwI2xnitqh5I8niSm5J8ZIzxbFU9lOTSGONCkv+e5Der6nKSv8zusgJYm90DzMHuAaa21nPAxhgXk1zcd9uH9lz+epJ/ueKbPb/OLBvC7PPZ5vnNviK753W2efZku+c3+3za579BuyfZ7s+F2eezzfObPUl5hBwAAKDHOs8BAwAAYA2tAVZVZ6rq+aq6XFUPHnD/d1TVxxf3f6aqbu+c73qWmP/nq+q5qnqmqn6vqr5/jjkPcr3Z95z7iaoaVbUxr1CzzOxV9ZOLj/2zVfVb3TNeyxJ/b26rqieq6nOLvzt3zzHnQarqI1X18tVeJrl2/driz/ZMVb2ze8ZlbfP+2ebdk9g/c7F7NsM2755ku/eP3TOfbd0/bbtnjNHyK7tPXP2TJD+Q5OYkf5jk9L4zP5Pk1xeX703y8a75Jpr/nyT5u4vLP70p8y8z++Lcm5I8meSpJDtzz73Cx/1Uks8l+XuL698799wrzn8+yU8vLp9O8qW5594z248leWeSL1zl/ruTfDJJJXlXks/MPfMhPg8buX+2efcsO//inP3TP7vdsxmfh43cPSvMv5H7x+7Z+Pk3cv907Z7OR8DuTHJ5jPHCGOPVJI8mObvvzNkkH11c/kSS91RVNc54Ldedf4zxxBjja4urT2X3Z4VsgmU+9knyy0k+nOTrncNdxzKzfyDJw2OMryTJGOPl5hmvZZn5R5LvXlx+c5I/a5zvmsYYT2b3Fb2u5myS3xi7nkryPVX1fT3TrWSb9882757E/pmL3bMZtnn3JNu9f+ye+Wzt/unaPZ0BdmuSF/dcv7K47cAzY4zXknw1yVtapru+Zebf6/7sFvImuO7si4dQT44xfqdzsCUs83F/a5K3VtWnq+qpqjrTNt31LTP/LyV5X1Vdye6rbP1cz2iTWPXfxVy2ef9s8+5J7J+52D2bYZt3T7Ld+8fumc/f5v0zye5Z62Xoubaqel+SnSQ/Pvcsy6iqNyT51STvn3mUdR3L7kPx787uV96erKofGmP81ZxDreC+JI+MMf5TVf3j7P4smbePMf7f3IOxXbZt9yT2z8zsHiazbfvH7pndkd4/nY+AvZTk5J7rJxa3HXimqo5l9yHJL7dMd33LzJ+qem+SDya5Z4zxjabZrud6s78pyduTfKqqvpTd72m9sCFPRl3m434lyYUxxjfHGH+a5I+zu5Q2wTLz35/ksSQZY/x+ku9MckvLdIe31L+LDbDN+2ebd09i/8zF7tkM27x7ku3eP3bPfP42759pds/UT1672q/slvoLSe7I3zwh7x/uO/Oz+fYnoj7WNd9E878ju086PDX3vKvOvu/8p7I5T0Rd5uN+JslHF5dvye5Dw2+Ze/Y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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "fig, axs = plt.subplots(2, 3, figsize=(12, 13))\n", + "fig.tight_layout(w_pad=2)\n", + "for i, ax in enumerate(axs.flatten()):\n", + " ax.imshow(scipy.ndimage.gaussian_filter(avg_firing_rates_pca[:, :, i], sigma=2), extent=(0, 360, 0, 180), aspect=2)\n", + " ax.set(xlabel=\"phase\", ylabel=\"orientation\", title=f\"Unit {i}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Point Cloud Simplification" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [], + "source": [ + "def radial_distance(X, eps, random_state=None):\n", + " \"\"\"\n", + " point cloud simplification using radial distance (euclidean metric). \n", + " Start with the first point in in X and mark it as a key point. All consecutive points that have a distance less than a predetermined distance eps to the key point are removed. The first point that have a distance greater than eps to the key point is marked as the new key point. The process repeates itself from this new key point, and continues until it reaches the end of the point cloud.\n", + " \n", + " Parameters\n", + " ----------\n", + " X: pandas DataFrame (n_datapoints, n_features):\n", + "\n", + " eps: max radial distance - cutoff distance\n", + "\n", + " random_state: seed of random generator used for choosing the inital point\n", + "\n", + " Returns\n", + " -------\n", + " X.iloc[ind_reduced]: dataframe with chosen datapoints \n", + " \"\"\"\n", + " if random_state is not None:\n", + " np.random.seed(random_state)\n", + " \n", + " ix0 = np.random.choice(X.shape[0])\n", + " x0 = X.iloc[ix0]\n", + " xt = x0\n", + " ixt = ix0\n", + " X_temp = X\n", + " ind_reduced = [ix0]\n", + "\n", + " while True:\n", + " dist = np.linalg.norm(X_temp.to_numpy() - xt.to_numpy(), axis=1)\n", + " cond = dist < eps\n", + "\n", + " X_temp = X_temp.drop(X_temp.index[np.where(cond)])\n", + " if len(X_temp)==0:\n", + " break\n", + "\n", + " where_not_cond = np.where(np.logical_not(cond))\n", + " w = np.argmin(dist[where_not_cond]) \n", + " ixt = X_temp.index[w]\n", + " xt = X.iloc[ixt]\n", + " ind_reduced.append(ixt)\n", + "\n", + " return X.iloc[ind_reduced], ind_reduced \n" + ] + }, + { + "cell_type": "code", + "execution_count": 107, + "metadata": {}, + "outputs": [], + "source": [ + "from tqdm import trange\n", + "from noisereduction import compute_gradient\n", + "def top_noise_reduction(X, n=100, omega=0.2, fraction=0.1, plot=False):\n", + " \"\"\"\n", + " Topological denoising algorithm as in arxiv:0910.5947\n", + " \n", + " Parameters\n", + " ----------\n", + " X: dataframe(n_datapoints, n_features):\n", + " Dataframe containing the data\n", + " n: int, optional, default 100\n", + " Number of iterations\n", + " omega: float, optional, default 0.2\n", + " Strength of the repulsive force between datapoints\n", + " fraction: float between 0 and 1, optional, default 0.1\n", + " The fraction of datapoints from which the denoised dataset is\n", + " constructed\n", + " plot: bool, optional, default False\n", + " When true plot the dataset and homology each iteration\n", + " \"\"\"\n", + " N = X.shape[0]\n", + " inds = np.random.choice(N, round(fraction*N), replace=False)\n", + " S = X.iloc[inds]\n", + " sigma = X.stack().std()\n", + " c = 0.02*np.max(scipy.spatial.distance.cdist(X, X, metric='euclidean'))\n", + " \n", + " iterator = trange(0, n, position=0, leave=True)\n", + " iterator.set_description(\"Topological noise reduction\")\n", + " for i in iterator:\n", + " gradF = compute_gradient(S.to_numpy(), X.to_numpy(), sigma, omega)\n", + " \n", + " if i == 0:\n", + " maxgradF = np.max(np.sqrt(np.square(gradF).sum(axis=1)))\n", + " S = S + c* gradF/maxgradF\n", + " \n", + " if plot:\n", + " fig = pyplot.figure()\n", + " ax = Axes3D(fig)\n", + " ax.scatter(X[0],X[1],X[2],alpha=0.1)\n", + " ax.scatter(S[0],S[1],S[2])\n", + " pyplot.show()\n", + " return S, inds" + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "metadata": {}, + "outputs": [ + { + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m/home/ennucore/dev/amgen/exp/ProcessExp.ipynb Cell 96\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0m fr_pca_simpl, inds_simpl \u001b[39m=\u001b[39m top_noise_reduction(pd\u001b[39m.\u001b[39;49mDataFrame(firing_rates_in_trials_pca\u001b[39m.\u001b[39;49mreshape((\u001b[39m400\u001b[39;49m \u001b[39m*\u001b[39;49m \u001b[39m50\u001b[39;49m, \u001b[39m-\u001b[39;49m\u001b[39m1\u001b[39;49m))))\n\u001b[1;32m 2\u001b[0m fr_pca_simpl_np \u001b[39m=\u001b[39m fr_pca_simpl\u001b[39m.\u001b[39mto_numpy()\n\u001b[1;32m 3\u001b[0m fr_pca_simpl\u001b[39m.\u001b[39mshape\n", + "\u001b[1;32m/home/ennucore/dev/amgen/exp/ProcessExp.ipynb Cell 96\u001b[0m in \u001b[0;36mtop_noise_reduction\u001b[0;34m(X, n, omega, fraction, plot)\u001b[0m\n\u001b[1;32m 23\u001b[0m S \u001b[39m=\u001b[39m X\u001b[39m.\u001b[39miloc[inds]\n\u001b[1;32m 24\u001b[0m sigma \u001b[39m=\u001b[39m X\u001b[39m.\u001b[39mstack()\u001b[39m.\u001b[39mstd()\n\u001b[0;32m---> 25\u001b[0m c \u001b[39m=\u001b[39m \u001b[39m0.02\u001b[39m\u001b[39m*\u001b[39mnp\u001b[39m.\u001b[39mmax(scipy\u001b[39m.\u001b[39;49mspatial\u001b[39m.\u001b[39;49mdistance\u001b[39m.\u001b[39;49mcdist(X, X, metric\u001b[39m=\u001b[39;49m\u001b[39m'\u001b[39;49m\u001b[39meuclidean\u001b[39;49m\u001b[39m'\u001b[39;49m))\n\u001b[1;32m 27\u001b[0m iterator \u001b[39m=\u001b[39m trange(\u001b[39m0\u001b[39m, n, position\u001b[39m=\u001b[39m\u001b[39m0\u001b[39m, leave\u001b[39m=\u001b[39m\u001b[39mTrue\u001b[39;00m)\n\u001b[1;32m 28\u001b[0m iterator\u001b[39m.\u001b[39mset_description(\u001b[39m\"\u001b[39m\u001b[39mTopological noise reduction\u001b[39m\u001b[39m\"\u001b[39m)\n", + "File \u001b[0;32m/usr/lib/python3.10/site-packages/scipy/spatial/distance.py:2947\u001b[0m, in \u001b[0;36mcdist\u001b[0;34m(XA, XB, metric, out, **kwargs)\u001b[0m\n\u001b[1;32m 2945\u001b[0m \u001b[39mif\u001b[39;00m metric_info \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n\u001b[1;32m 2946\u001b[0m cdist_fn \u001b[39m=\u001b[39m metric_info\u001b[39m.\u001b[39mcdist_func\n\u001b[0;32m-> 2947\u001b[0m \u001b[39mreturn\u001b[39;00m cdist_fn(XA, XB, out\u001b[39m=\u001b[39;49mout, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n\u001b[1;32m 2948\u001b[0m \u001b[39melif\u001b[39;00m mstr\u001b[39m.\u001b[39mstartswith(\u001b[39m\"\u001b[39m\u001b[39mtest_\u001b[39m\u001b[39m\"\u001b[39m):\n\u001b[1;32m 2949\u001b[0m metric_info \u001b[39m=\u001b[39m _TEST_METRICS\u001b[39m.\u001b[39mget(mstr, \u001b[39mNone\u001b[39;00m)\n", + "\u001b[0;31mKeyboardInterrupt\u001b[0m: " + ] + } + ], + "source": [ + "fr_pca_simpl, inds_simpl = radial_distance(pd.DataFrame(firing_rates_in_trials_pca.reshape((400 * 50, -1))), 0.025)\n", + "fr_pca_simpl.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 97, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(926, 2)" + ] + }, + "execution_count": 97, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "param_corr = stim_val['pair'][np.array(inds_simpl) // 50]\n", + "param_corr.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "metadata": {}, + "outputs": [], + "source": [ + "avg_firing_rates_pca_ = avg_firing_rates_pca.reshape((-1, N_COMP))" + ] + }, + { + "cell_type": "code", + "execution_count": 106, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%matplotlib inline\n", + "ncomp_disp = 5\n", + "fig = plt.figure(figsize=(8,8))\n", + "for j in range(ncomp_disp):\n", + " for i in range(j+1):\n", + " ax = fig.add_subplot(ncomp_disp,ncomp_disp, j + ncomp_disp*i + 1)\n", + " if i == j:\n", + " ax.scatter(\n", + " # param_corr[:, 0],\n", + " stim_val['pair'].reshape((-1, 2))[:, 0],\n", + " avg_firing_rates_pca_[:, i], s=1)\n", + " ax.set(xlabel='stim', ylabel='PC%d'%i)\n", + " else:\n", + " ax.scatter(avg_firing_rates_pca_[:, j], avg_firing_rates_pca_[:, i], s=1, c=stim_val['pair'].reshape((-1, 2))[:, 0], cmap='hsv')\n", + " \n", + " ax.set(xticks=[], yticks=[])\n", + " \n", + " if i==0 and j>0:\n", + " ax.set(xlabel='PC%d'%j)\n", + " ax.xaxis.set_label_position('top') \n", + "\n", + " if j==ncomp_disp-1 and i\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m ncomp_umap \u001b[39m=\u001b[39m \u001b[39m5\u001b[39m\n\u001b[0;32m----> 2\u001b[0m embed \u001b[39m=\u001b[39m UMAP(n_components\u001b[39m=\u001b[39;49mncomp_umap, n_neighbors\u001b[39m=\u001b[39;49m\u001b[39m5\u001b[39;49m, metric\u001b[39m=\u001b[39;49m\u001b[39m'\u001b[39;49m\u001b[39meuclidean\u001b[39;49m\u001b[39m'\u001b[39;49m)\u001b[39m.\u001b[39;49mfit_transform(fr_pca_simpl)\n", + "File \u001b[0;32m/usr/lib/python3.10/site-packages/umap/umap_.py:2772\u001b[0m, in \u001b[0;36mUMAP.fit_transform\u001b[0;34m(self, X, y)\u001b[0m\n\u001b[1;32m 2742\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mfit_transform\u001b[39m(\u001b[39mself\u001b[39m, X, y\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m):\n\u001b[1;32m 2743\u001b[0m \u001b[39m\"\"\"Fit X into an embedded space and return that transformed\u001b[39;00m\n\u001b[1;32m 2744\u001b[0m \u001b[39m output.\u001b[39;00m\n\u001b[1;32m 2745\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 2770\u001b[0m \u001b[39m Local radii of data points in the embedding (log-transformed).\u001b[39;00m\n\u001b[1;32m 2771\u001b[0m \u001b[39m \"\"\"\u001b[39;00m\n\u001b[0;32m-> 2772\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mfit(X, y)\n\u001b[1;32m 2773\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mtransform_mode \u001b[39m==\u001b[39m \u001b[39m\"\u001b[39m\u001b[39membedding\u001b[39m\u001b[39m\"\u001b[39m:\n\u001b[1;32m 2774\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39moutput_dens:\n", + "File \u001b[0;32m/usr/lib/python3.10/site-packages/umap/umap_.py:2684\u001b[0m, in \u001b[0;36mUMAP.fit\u001b[0;34m(self, X, y)\u001b[0m\n\u001b[1;32m 2681\u001b[0m \u001b[39mprint\u001b[39m(ts(), \u001b[39m\"\u001b[39m\u001b[39mConstruct embedding\u001b[39m\u001b[39m\"\u001b[39m)\n\u001b[1;32m 2683\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mtransform_mode \u001b[39m==\u001b[39m \u001b[39m\"\u001b[39m\u001b[39membedding\u001b[39m\u001b[39m\"\u001b[39m:\n\u001b[0;32m-> 2684\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39membedding_, aux_data \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_fit_embed_data(\n\u001b[1;32m 2685\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_raw_data[index],\n\u001b[1;32m 2686\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mn_epochs,\n\u001b[1;32m 2687\u001b[0m init,\n\u001b[1;32m 2688\u001b[0m random_state, \u001b[39m# JH why raw data?\u001b[39;49;00m\n\u001b[1;32m 2689\u001b[0m )\n\u001b[1;32m 2690\u001b[0m \u001b[39m# Assign any points that are fully disconnected from our manifold(s) to have embedding\u001b[39;00m\n\u001b[1;32m 2691\u001b[0m \u001b[39m# coordinates of np.nan. These will be filtered by our plotting functions automatically.\u001b[39;00m\n\u001b[1;32m 2692\u001b[0m \u001b[39m# They also prevent users from being deceived a distance query to one of these points.\u001b[39;00m\n\u001b[1;32m 2693\u001b[0m \u001b[39m# Might be worth moving this into simplicial_set_embedding or _fit_embed_data\u001b[39;00m\n\u001b[1;32m 2694\u001b[0m disconnected_vertices \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39marray(\u001b[39mself\u001b[39m\u001b[39m.\u001b[39mgraph_\u001b[39m.\u001b[39msum(axis\u001b[39m=\u001b[39m\u001b[39m1\u001b[39m))\u001b[39m.\u001b[39mflatten() \u001b[39m==\u001b[39m \u001b[39m0\u001b[39m\n", + "File \u001b[0;32m/usr/lib/python3.10/site-packages/umap/umap_.py:2717\u001b[0m, in \u001b[0;36mUMAP._fit_embed_data\u001b[0;34m(self, X, n_epochs, init, random_state)\u001b[0m\n\u001b[1;32m 2713\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39m_fit_embed_data\u001b[39m(\u001b[39mself\u001b[39m, X, n_epochs, init, random_state):\n\u001b[1;32m 2714\u001b[0m \u001b[39m\"\"\"A method wrapper for simplicial_set_embedding that can be\u001b[39;00m\n\u001b[1;32m 2715\u001b[0m \u001b[39m replaced by subclasses.\u001b[39;00m\n\u001b[1;32m 2716\u001b[0m \u001b[39m \"\"\"\u001b[39;00m\n\u001b[0;32m-> 2717\u001b[0m \u001b[39mreturn\u001b[39;00m simplicial_set_embedding(\n\u001b[1;32m 2718\u001b[0m X,\n\u001b[1;32m 2719\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mgraph_,\n\u001b[1;32m 2720\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mn_components,\n\u001b[1;32m 2721\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_initial_alpha,\n\u001b[1;32m 2722\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_a,\n\u001b[1;32m 2723\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_b,\n\u001b[1;32m 2724\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mrepulsion_strength,\n\u001b[1;32m 2725\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mnegative_sample_rate,\n\u001b[1;32m 2726\u001b[0m n_epochs,\n\u001b[1;32m 2727\u001b[0m init,\n\u001b[1;32m 2728\u001b[0m random_state,\n\u001b[1;32m 2729\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_input_distance_func,\n\u001b[1;32m 2730\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_metric_kwds,\n\u001b[1;32m 2731\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mdensmap,\n\u001b[1;32m 2732\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_densmap_kwds,\n\u001b[1;32m 2733\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49moutput_dens,\n\u001b[1;32m 2734\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_output_distance_func,\n\u001b[1;32m 2735\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_output_metric_kwds,\n\u001b[1;32m 2736\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49moutput_metric \u001b[39min\u001b[39;49;00m (\u001b[39m\"\u001b[39;49m\u001b[39meuclidean\u001b[39;49m\u001b[39m\"\u001b[39;49m, \u001b[39m\"\u001b[39;49m\u001b[39ml2\u001b[39;49m\u001b[39m\"\u001b[39;49m),\n\u001b[1;32m 2737\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mrandom_state \u001b[39mis\u001b[39;49;00m \u001b[39mNone\u001b[39;49;00m,\n\u001b[1;32m 2738\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mverbose,\n\u001b[1;32m 2739\u001b[0m tqdm_kwds\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mtqdm_kwds,\n\u001b[1;32m 2740\u001b[0m )\n", + "File \u001b[0;32m/usr/lib/python3.10/site-packages/umap/umap_.py:1066\u001b[0m, in \u001b[0;36msimplicial_set_embedding\u001b[0;34m(data, graph, n_components, initial_alpha, a, b, gamma, negative_sample_rate, n_epochs, init, random_state, metric, metric_kwds, densmap, densmap_kwds, output_dens, output_metric, output_metric_kwds, euclidean_output, parallel, verbose, tqdm_kwds)\u001b[0m\n\u001b[1;32m 1063\u001b[0m n_epochs \u001b[39m=\u001b[39m default_epochs\n\u001b[1;32m 1065\u001b[0m \u001b[39mif\u001b[39;00m n_epochs \u001b[39m>\u001b[39m \u001b[39m10\u001b[39m:\n\u001b[0;32m-> 1066\u001b[0m graph\u001b[39m.\u001b[39mdata[graph\u001b[39m.\u001b[39mdata \u001b[39m<\u001b[39m (graph\u001b[39m.\u001b[39;49mdata\u001b[39m.\u001b[39;49mmax() \u001b[39m/\u001b[39m \u001b[39mfloat\u001b[39m(n_epochs))] \u001b[39m=\u001b[39m \u001b[39m0.0\u001b[39m\n\u001b[1;32m 1067\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[1;32m 1068\u001b[0m graph\u001b[39m.\u001b[39mdata[graph\u001b[39m.\u001b[39mdata \u001b[39m<\u001b[39m (graph\u001b[39m.\u001b[39mdata\u001b[39m.\u001b[39mmax() \u001b[39m/\u001b[39m \u001b[39mfloat\u001b[39m(default_epochs))] \u001b[39m=\u001b[39m \u001b[39m0.0\u001b[39m\n", + "File \u001b[0;32m/usr/lib/python3.10/site-packages/numpy/core/_methods.py:40\u001b[0m, in \u001b[0;36m_amax\u001b[0;34m(a, axis, out, keepdims, initial, where)\u001b[0m\n\u001b[1;32m 38\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39m_amax\u001b[39m(a, axis\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m, out\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m, keepdims\u001b[39m=\u001b[39m\u001b[39mFalse\u001b[39;00m,\n\u001b[1;32m 39\u001b[0m initial\u001b[39m=\u001b[39m_NoValue, where\u001b[39m=\u001b[39m\u001b[39mTrue\u001b[39;00m):\n\u001b[0;32m---> 40\u001b[0m \u001b[39mreturn\u001b[39;00m umr_maximum(a, axis, \u001b[39mNone\u001b[39;49;00m, out, keepdims, initial, where)\n", + "\u001b[0;31mValueError\u001b[0m: zero-size array to reduction operation maximum which has no identity" + ] + } + ], + "source": [ + "ncomp_umap = 5\n", + "embed = UMAP(n_components=ncomp_umap, n_neighbors=5, metric='euclidean').fit_transform(fr_pca_simpl)" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "metadata": {}, + "outputs": [ + { + "ename": "ValueError", + "evalue": "'c' argument has 926 elements, which is inconsistent with 'x' and 'y' with size 913.", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "File \u001b[0;32m/usr/lib/python3.10/site-packages/matplotlib/axes/_axes.py:4350\u001b[0m, in \u001b[0;36mAxes._parse_scatter_color_args\u001b[0;34m(c, edgecolors, kwargs, xsize, get_next_color_func)\u001b[0m\n\u001b[1;32m 4349\u001b[0m \u001b[39mtry\u001b[39;00m: \u001b[39m# Is 'c' acceptable as PathCollection facecolors?\u001b[39;00m\n\u001b[0;32m-> 4350\u001b[0m colors \u001b[39m=\u001b[39m mcolors\u001b[39m.\u001b[39;49mto_rgba_array(c)\n\u001b[1;32m 4351\u001b[0m \u001b[39mexcept\u001b[39;00m (\u001b[39mTypeError\u001b[39;00m, \u001b[39mValueError\u001b[39;00m) \u001b[39mas\u001b[39;00m err:\n", + "File \u001b[0;32m/usr/lib/python3.10/site-packages/matplotlib/colors.py:385\u001b[0m, in \u001b[0;36mto_rgba_array\u001b[0;34m(c, alpha)\u001b[0m\n\u001b[1;32m 384\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[0;32m--> 385\u001b[0m rgba \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39marray([to_rgba(cc) \u001b[39mfor\u001b[39;00m cc \u001b[39min\u001b[39;00m c])\n\u001b[1;32m 387\u001b[0m \u001b[39mif\u001b[39;00m alpha \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n", + "File \u001b[0;32m/usr/lib/python3.10/site-packages/matplotlib/colors.py:385\u001b[0m, in \u001b[0;36m\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m 384\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[0;32m--> 385\u001b[0m rgba \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39marray([to_rgba(cc) \u001b[39mfor\u001b[39;00m cc \u001b[39min\u001b[39;00m c])\n\u001b[1;32m 387\u001b[0m \u001b[39mif\u001b[39;00m alpha \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n", + "File \u001b[0;32m/usr/lib/python3.10/site-packages/matplotlib/colors.py:206\u001b[0m, in \u001b[0;36mto_rgba\u001b[0;34m(c, alpha)\u001b[0m\n\u001b[1;32m 205\u001b[0m \u001b[39mif\u001b[39;00m rgba \u001b[39mis\u001b[39;00m \u001b[39mNone\u001b[39;00m: \u001b[39m# Suppress exception chaining of cache lookup failure.\u001b[39;00m\n\u001b[0;32m--> 206\u001b[0m rgba \u001b[39m=\u001b[39m _to_rgba_no_colorcycle(c, alpha)\n\u001b[1;32m 207\u001b[0m \u001b[39mtry\u001b[39;00m:\n", + "File \u001b[0;32m/usr/lib/python3.10/site-packages/matplotlib/colors.py:284\u001b[0m, in \u001b[0;36m_to_rgba_no_colorcycle\u001b[0;34m(c, alpha)\u001b[0m\n\u001b[1;32m 283\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m np\u001b[39m.\u001b[39miterable(c):\n\u001b[0;32m--> 284\u001b[0m \u001b[39mraise\u001b[39;00m \u001b[39mValueError\u001b[39;00m(\u001b[39mf\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mInvalid RGBA argument: \u001b[39m\u001b[39m{\u001b[39;00morig_c\u001b[39m!r}\u001b[39;00m\u001b[39m\"\u001b[39m)\n\u001b[1;32m 285\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mlen\u001b[39m(c) \u001b[39mnot\u001b[39;00m \u001b[39min\u001b[39;00m [\u001b[39m3\u001b[39m, \u001b[39m4\u001b[39m]:\n", + "\u001b[0;31mValueError\u001b[0m: Invalid RGBA argument: 9.0", + "\nThe above exception was the direct cause of the following exception:\n", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m/home/ennucore/dev/amgen/exp/ProcessExp.ipynb Cell 104\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 9\u001b[0m fig, ax \u001b[39m=\u001b[39m plt\u001b[39m.\u001b[39msubplots(\u001b[39m1\u001b[39m, \u001b[39m1\u001b[39m, figsize\u001b[39m=\u001b[39m(\u001b[39m8\u001b[39m, \u001b[39m6\u001b[39m))\n\u001b[1;32m 10\u001b[0m ax \u001b[39m=\u001b[39m fig\u001b[39m.\u001b[39madd_subplot(\u001b[39m1\u001b[39m, \u001b[39m1\u001b[39m, \u001b[39m1\u001b[39m, projection\u001b[39m=\u001b[39m\u001b[39m'\u001b[39m\u001b[39m3d\u001b[39m\u001b[39m'\u001b[39m)\n\u001b[0;32m---> 11\u001b[0m ax\u001b[39m.\u001b[39;49mscatter3D(x, y, z, c\u001b[39m=\u001b[39;49mparam_corr[:, \u001b[39m0\u001b[39;49m], cmap\u001b[39m=\u001b[39;49m\u001b[39m'\u001b[39;49m\u001b[39mhsv\u001b[39;49m\u001b[39m'\u001b[39;49m)\n\u001b[1;32m 12\u001b[0m ax\u001b[39m.\u001b[39mset(xlabel\u001b[39m=\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mU0\u001b[39m\u001b[39m\"\u001b[39m, ylabel\u001b[39m=\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mU1\u001b[39m\u001b[39m\"\u001b[39m, zlabel\u001b[39m=\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mU2\u001b[39m\u001b[39m\"\u001b[39m, xticks\u001b[39m=\u001b[39m[], yticks\u001b[39m=\u001b[39m[], zticks\u001b[39m=\u001b[39m[])\n\u001b[1;32m 13\u001b[0m fig\u001b[39m.\u001b[39msuptitle(\u001b[39m'\u001b[39m\u001b[39mUMAP 3D\u001b[39m\u001b[39m'\u001b[39m)\n", + "File \u001b[0;32m/usr/lib/python3.10/site-packages/mpl_toolkits/mplot3d/axes3d.py:2416\u001b[0m, in \u001b[0;36mAxes3D.scatter\u001b[0;34m(self, xs, ys, zs, zdir, s, c, depthshade, *args, **kwargs)\u001b[0m\n\u001b[1;32m 2413\u001b[0m \u001b[39mif\u001b[39;00m np\u001b[39m.\u001b[39mmay_share_memory(zs_orig, zs): \u001b[39m# Avoid unnecessary copies.\u001b[39;00m\n\u001b[1;32m 2414\u001b[0m zs \u001b[39m=\u001b[39m zs\u001b[39m.\u001b[39mcopy()\n\u001b[0;32m-> 2416\u001b[0m patches \u001b[39m=\u001b[39m \u001b[39msuper\u001b[39;49m()\u001b[39m.\u001b[39;49mscatter(xs, ys, s\u001b[39m=\u001b[39;49ms, c\u001b[39m=\u001b[39;49mc, \u001b[39m*\u001b[39;49margs, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n\u001b[1;32m 2417\u001b[0m art3d\u001b[39m.\u001b[39mpatch_collection_2d_to_3d(patches, zs\u001b[39m=\u001b[39mzs, zdir\u001b[39m=\u001b[39mzdir,\n\u001b[1;32m 2418\u001b[0m depthshade\u001b[39m=\u001b[39mdepthshade)\n\u001b[1;32m 2420\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_zmargin \u001b[39m<\u001b[39m \u001b[39m0.05\u001b[39m \u001b[39mand\u001b[39;00m xs\u001b[39m.\u001b[39msize \u001b[39m>\u001b[39m \u001b[39m0\u001b[39m:\n", + "File \u001b[0;32m/usr/lib/python3.10/site-packages/matplotlib/__init__.py:1361\u001b[0m, in \u001b[0;36m_preprocess_data..inner\u001b[0;34m(ax, data, *args, **kwargs)\u001b[0m\n\u001b[1;32m 1358\u001b[0m \u001b[39m@functools\u001b[39m\u001b[39m.\u001b[39mwraps(func)\n\u001b[1;32m 1359\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39minner\u001b[39m(ax, \u001b[39m*\u001b[39margs, data\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs):\n\u001b[1;32m 1360\u001b[0m \u001b[39mif\u001b[39;00m data \u001b[39mis\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n\u001b[0;32m-> 1361\u001b[0m \u001b[39mreturn\u001b[39;00m func(ax, \u001b[39m*\u001b[39;49m\u001b[39mmap\u001b[39;49m(sanitize_sequence, args), \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n\u001b[1;32m 1363\u001b[0m bound \u001b[39m=\u001b[39m new_sig\u001b[39m.\u001b[39mbind(ax, \u001b[39m*\u001b[39margs, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs)\n\u001b[1;32m 1364\u001b[0m auto_label \u001b[39m=\u001b[39m (bound\u001b[39m.\u001b[39marguments\u001b[39m.\u001b[39mget(label_namer)\n\u001b[1;32m 1365\u001b[0m \u001b[39mor\u001b[39;00m bound\u001b[39m.\u001b[39mkwargs\u001b[39m.\u001b[39mget(label_namer))\n", + "File \u001b[0;32m/usr/lib/python3.10/site-packages/matplotlib/axes/_axes.py:4516\u001b[0m, in \u001b[0;36mAxes.scatter\u001b[0;34m(self, x, y, s, c, marker, cmap, norm, vmin, vmax, alpha, linewidths, edgecolors, plotnonfinite, **kwargs)\u001b[0m\n\u001b[1;32m 4513\u001b[0m \u001b[39mif\u001b[39;00m edgecolors \u001b[39mis\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n\u001b[1;32m 4514\u001b[0m orig_edgecolor \u001b[39m=\u001b[39m kwargs\u001b[39m.\u001b[39mget(\u001b[39m'\u001b[39m\u001b[39medgecolor\u001b[39m\u001b[39m'\u001b[39m, \u001b[39mNone\u001b[39;00m)\n\u001b[1;32m 4515\u001b[0m c, colors, edgecolors \u001b[39m=\u001b[39m \\\n\u001b[0;32m-> 4516\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_parse_scatter_color_args(\n\u001b[1;32m 4517\u001b[0m c, edgecolors, kwargs, x\u001b[39m.\u001b[39;49msize,\n\u001b[1;32m 4518\u001b[0m get_next_color_func\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_get_patches_for_fill\u001b[39m.\u001b[39;49mget_next_color)\n\u001b[1;32m 4520\u001b[0m \u001b[39mif\u001b[39;00m plotnonfinite \u001b[39mand\u001b[39;00m colors \u001b[39mis\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n\u001b[1;32m 4521\u001b[0m c \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39mma\u001b[39m.\u001b[39mmasked_invalid(c)\n", + "File \u001b[0;32m/usr/lib/python3.10/site-packages/matplotlib/axes/_axes.py:4356\u001b[0m, in \u001b[0;36mAxes._parse_scatter_color_args\u001b[0;34m(c, edgecolors, kwargs, xsize, get_next_color_func)\u001b[0m\n\u001b[1;32m 4354\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[1;32m 4355\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m valid_shape:\n\u001b[0;32m-> 4356\u001b[0m \u001b[39mraise\u001b[39;00m invalid_shape_exception(c\u001b[39m.\u001b[39msize, xsize) \u001b[39mfrom\u001b[39;00m \u001b[39merr\u001b[39;00m\n\u001b[1;32m 4357\u001b[0m \u001b[39m# Both the mapping *and* the RGBA conversion failed: pretty\u001b[39;00m\n\u001b[1;32m 4358\u001b[0m \u001b[39m# severe failure => one may appreciate a verbose feedback.\u001b[39;00m\n\u001b[1;32m 4359\u001b[0m \u001b[39mraise\u001b[39;00m \u001b[39mValueError\u001b[39;00m(\n\u001b[1;32m 4360\u001b[0m \u001b[39mf\u001b[39m\u001b[39m\"\u001b[39m\u001b[39m'\u001b[39m\u001b[39mc\u001b[39m\u001b[39m'\u001b[39m\u001b[39m argument must be a color, a sequence of colors, \u001b[39m\u001b[39m\"\u001b[39m\n\u001b[1;32m 4361\u001b[0m \u001b[39mf\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mor a sequence of numbers, not \u001b[39m\u001b[39m{\u001b[39;00mc\u001b[39m}\u001b[39;00m\u001b[39m\"\u001b[39m) \u001b[39mfrom\u001b[39;00m \u001b[39merr\u001b[39;00m\n", + "\u001b[0;31mValueError\u001b[0m: 'c' argument has 926 elements, which is inconsistent with 'x' and 'y' with size 913." + ] + }, + { + "data": { + 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\n", + " \n", + "
\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from mpl_toolkits import mplot3d\n", + "from mpl_toolkits.mplot3d import Axes3D\n", + "\n", + "%matplotlib inline\n", + "%matplotlib widget\n", + "\n", + "x, y, z = embed[:,0], embed[:,1], embed[:,2]\n", + "\n", + "fig, ax = plt.subplots(1, 1, figsize=(8, 6))\n", + "ax = fig.add_subplot(1, 1, 1, projection='3d')\n", + "ax.scatter3D(x, y, z, c=param_corr[:, 0], cmap='hsv')\n", + "ax.set(xlabel=\"U0\", ylabel=\"U1\", zlabel=\"U2\", xticks=[], yticks=[], zticks=[])\n", + "fig.suptitle('UMAP 3D')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Decoding" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "import decoding" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [ + { + "ename": "NotImplementedError", + "evalue": "Axes3D currently only supports the aspect argument 'auto'. You passed in 'equal'.", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNotImplementedError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m/home/ennucore/dev/amgen/exp/ProcessExp.ipynb Cell 103\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[39m# param = decoding.cohomological_parameterization(pd.DataFrame(firing_rates_in_trials_pca.reshape((400*50, -1))[::41]))\u001b[39;00m\n\u001b[0;32m----> 2\u001b[0m param \u001b[39m=\u001b[39m decoding\u001b[39m.\u001b[39;49mcohomological_parameterization(fr_pca_simpl)\n", + "File \u001b[0;32m~/dev/amgen/exp/../model/decoding.py:95\u001b[0m, in \u001b[0;36mcohomological_parameterization\u001b[0;34m(X, cocycle_number, coeff, weighted)\u001b[0m\n\u001b[1;32m 93\u001b[0m idx \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39margsort(dgm1[:, \u001b[39m1\u001b[39m] \u001b[39m-\u001b[39m dgm1[:, \u001b[39m0\u001b[39m])[\u001b[39m-\u001b[39mcocycle_number]\n\u001b[1;32m 94\u001b[0m cocycle \u001b[39m=\u001b[39m cocycles[\u001b[39m1\u001b[39m][idx]\n\u001b[0;32m---> 95\u001b[0m persistence(X, homdim\u001b[39m=\u001b[39;49m\u001b[39m1\u001b[39;49m, coeff\u001b[39m=\u001b[39;49mcoeff, show_largest_homology\u001b[39m=\u001b[39;49m\u001b[39m0\u001b[39;49m,\n\u001b[1;32m 96\u001b[0m Nsubsamples\u001b[39m=\u001b[39;49m\u001b[39m0\u001b[39;49m, save_path\u001b[39m=\u001b[39;49m\u001b[39mNone\u001b[39;49;00m, cycle\u001b[39m=\u001b[39;49midx)\n\u001b[1;32m 97\u001b[0m thresh \u001b[39m=\u001b[39m dgm1[idx, \u001b[39m1\u001b[39m] \u001b[39m-\u001b[39m EPSILON\n\u001b[1;32m 99\u001b[0m \u001b[39m# Compute connectivity\u001b[39;00m\n", + "File \u001b[0;32m~/dev/amgen/exp/../model/decorators.py:19\u001b[0m, in \u001b[0;36mmulti_input..wrapper\u001b[0;34m(data, *args, **kwargs)\u001b[0m\n\u001b[1;32m 17\u001b[0m \u001b[39mreturn\u001b[39;00m output_data\n\u001b[1;32m 18\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[0;32m---> 19\u001b[0m \u001b[39mreturn\u001b[39;00m f(data, \u001b[39m*\u001b[39;49margs, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n", + "File \u001b[0;32m~/dev/amgen/exp/../model/persistence.py:97\u001b[0m, in \u001b[0;36mpersistence\u001b[0;34m(X, homdim, coeff, threshold, show_largest_homology, distance_matrix, Nsubsamples, alpha, cycle, save_path)\u001b[0m\n\u001b[1;32m 94\u001b[0m result \u001b[39m=\u001b[39m ripser\u001b[39m.\u001b[39mripser(X, maxdim\u001b[39m=\u001b[39mhomdim, coeff\u001b[39m=\u001b[39mcoeff, do_cocycles\u001b[39m=\u001b[39m\u001b[39mTrue\u001b[39;00m,\n\u001b[1;32m 95\u001b[0m distance_matrix\u001b[39m=\u001b[39mdistance_matrix, thresh\u001b[39m=\u001b[39mthreshold)\n\u001b[1;32m 96\u001b[0m diagrams \u001b[39m=\u001b[39m result[\u001b[39m'\u001b[39m\u001b[39mdgms\u001b[39m\u001b[39m'\u001b[39m]\n\u001b[0;32m---> 97\u001b[0m plot_diagrams(diagrams, show\u001b[39m=\u001b[39;49m\u001b[39mFalse\u001b[39;49;00m)\n\u001b[1;32m 98\u001b[0m \u001b[39mif\u001b[39;00m (Nsubsamples\u001b[39m>\u001b[39m\u001b[39m0\u001b[39m):\n\u001b[1;32m 99\u001b[0m conf \u001b[39m=\u001b[39m confidence(X, alpha, Nsubsamples, homdim, \u001b[39m2\u001b[39m)\n", + "File \u001b[0;32m/usr/lib/python3.10/site-packages/persim/visuals.py:157\u001b[0m, in \u001b[0;36mplot_diagrams\u001b[0;34m(diagrams, plot_only, title, xy_range, labels, colormap, size, ax_color, diagonal, lifetime, legend, show, ax)\u001b[0m\n\u001b[1;32m 155\u001b[0m ax\u001b[39m.\u001b[39mset_xlim([x_down, x_up])\n\u001b[1;32m 156\u001b[0m ax\u001b[39m.\u001b[39mset_ylim([y_down, y_up])\n\u001b[0;32m--> 157\u001b[0m ax\u001b[39m.\u001b[39;49mset_aspect(\u001b[39m'\u001b[39;49m\u001b[39mequal\u001b[39;49m\u001b[39m'\u001b[39;49m, \u001b[39m'\u001b[39;49m\u001b[39mbox\u001b[39;49m\u001b[39m'\u001b[39;49m)\n\u001b[1;32m 159\u001b[0m \u001b[39mif\u001b[39;00m title \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n\u001b[1;32m 160\u001b[0m ax\u001b[39m.\u001b[39mset_title(title)\n", + "File \u001b[0;32m/usr/lib/python3.10/site-packages/mpl_toolkits/mplot3d/axes3d.py:323\u001b[0m, in \u001b[0;36mAxes3D.set_aspect\u001b[0;34m(self, aspect, adjustable, anchor, share)\u001b[0m\n\u001b[1;32m 270\u001b[0m \u001b[39m\"\"\"\u001b[39;00m\n\u001b[1;32m 271\u001b[0m \u001b[39mSet the aspect ratios.\u001b[39;00m\n\u001b[1;32m 272\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 320\u001b[0m \u001b[39mmpl_toolkits.mplot3d.axes3d.Axes3D.set_box_aspect\u001b[39;00m\n\u001b[1;32m 321\u001b[0m \u001b[39m\"\"\"\u001b[39;00m\n\u001b[1;32m 322\u001b[0m \u001b[39mif\u001b[39;00m aspect \u001b[39m!=\u001b[39m \u001b[39m'\u001b[39m\u001b[39mauto\u001b[39m\u001b[39m'\u001b[39m:\n\u001b[0;32m--> 323\u001b[0m \u001b[39mraise\u001b[39;00m \u001b[39mNotImplementedError\u001b[39;00m(\n\u001b[1;32m 324\u001b[0m \u001b[39m\"\u001b[39m\u001b[39mAxes3D currently only supports the aspect argument \u001b[39m\u001b[39m\"\u001b[39m\n\u001b[1;32m 325\u001b[0m \u001b[39mf\u001b[39m\u001b[39m\"\u001b[39m\u001b[39m'\u001b[39m\u001b[39mauto\u001b[39m\u001b[39m'\u001b[39m\u001b[39m. You passed in \u001b[39m\u001b[39m{\u001b[39;00maspect\u001b[39m!r}\u001b[39;00m\u001b[39m.\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[1;32m 326\u001b[0m )\n\u001b[1;32m 328\u001b[0m \u001b[39mif\u001b[39;00m share:\n\u001b[1;32m 329\u001b[0m axes \u001b[39m=\u001b[39m {\u001b[39m*\u001b[39m\u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_shared_x_axes\u001b[39m.\u001b[39mget_siblings(\u001b[39mself\u001b[39m),\n\u001b[1;32m 330\u001b[0m \u001b[39m*\u001b[39m\u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_shared_y_axes\u001b[39m.\u001b[39mget_siblings(\u001b[39mself\u001b[39m),\n\u001b[1;32m 331\u001b[0m \u001b[39m*\u001b[39m\u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_shared_z_axes\u001b[39m.\u001b[39mget_siblings(\u001b[39mself\u001b[39m),\n\u001b[1;32m 332\u001b[0m }\n", + "\u001b[0;31mNotImplementedError\u001b[0m: Axes3D currently only supports the aspect argument 'auto'. You passed in 'equal'." + ] + } + ], + "source": [ + "# param = decoding.cohomological_parameterization(pd.DataFrame(firing_rates_in_trials_pca.reshape((400*50, -1))[::41]))\n", + "param = decoding.cohomological_parameterization(fr_pca_simpl)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(788,)" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "param_corr[:, 0].shape" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "ename": "ValueError", + "evalue": "'c' argument must be a color, a sequence of colors, or a sequence of numbers, not decoding\n0 5.648858e-10\n1 8.865429e-01\n2 8.865876e-01\n3 8.864820e-01\n4 8.867152e-01\n.. ...\n641 8.865732e-01\n642 8.861918e-01\n643 8.865706e-01\n644 8.865345e-01\n645 8.863632e-01\n\n[646 rows x 1 columns]", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "File \u001b[0;32m/usr/lib/python3.10/site-packages/matplotlib/axes/_axes.py:4350\u001b[0m, in \u001b[0;36mAxes._parse_scatter_color_args\u001b[0;34m(c, edgecolors, kwargs, xsize, get_next_color_func)\u001b[0m\n\u001b[1;32m 4349\u001b[0m \u001b[39mtry\u001b[39;00m: \u001b[39m# Is 'c' acceptable as PathCollection facecolors?\u001b[39;00m\n\u001b[0;32m-> 4350\u001b[0m colors \u001b[39m=\u001b[39m mcolors\u001b[39m.\u001b[39;49mto_rgba_array(c)\n\u001b[1;32m 4351\u001b[0m \u001b[39mexcept\u001b[39;00m (\u001b[39mTypeError\u001b[39;00m, \u001b[39mValueError\u001b[39;00m) \u001b[39mas\u001b[39;00m err:\n", + "File \u001b[0;32m/usr/lib/python3.10/site-packages/matplotlib/colors.py:385\u001b[0m, in \u001b[0;36mto_rgba_array\u001b[0;34m(c, alpha)\u001b[0m\n\u001b[1;32m 384\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[0;32m--> 385\u001b[0m rgba \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39marray([to_rgba(cc) \u001b[39mfor\u001b[39;00m cc \u001b[39min\u001b[39;00m c])\n\u001b[1;32m 387\u001b[0m \u001b[39mif\u001b[39;00m alpha \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n", + "File \u001b[0;32m/usr/lib/python3.10/site-packages/matplotlib/colors.py:385\u001b[0m, in \u001b[0;36m\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m 384\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[0;32m--> 385\u001b[0m rgba \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39marray([to_rgba(cc) \u001b[39mfor\u001b[39;00m cc \u001b[39min\u001b[39;00m c])\n\u001b[1;32m 387\u001b[0m \u001b[39mif\u001b[39;00m alpha \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n", + "File \u001b[0;32m/usr/lib/python3.10/site-packages/matplotlib/colors.py:206\u001b[0m, in \u001b[0;36mto_rgba\u001b[0;34m(c, alpha)\u001b[0m\n\u001b[1;32m 205\u001b[0m \u001b[39mif\u001b[39;00m rgba \u001b[39mis\u001b[39;00m \u001b[39mNone\u001b[39;00m: \u001b[39m# Suppress exception chaining of cache lookup failure.\u001b[39;00m\n\u001b[0;32m--> 206\u001b[0m rgba \u001b[39m=\u001b[39m _to_rgba_no_colorcycle(c, alpha)\n\u001b[1;32m 207\u001b[0m \u001b[39mtry\u001b[39;00m:\n", + "File \u001b[0;32m/usr/lib/python3.10/site-packages/matplotlib/colors.py:277\u001b[0m, in \u001b[0;36m_to_rgba_no_colorcycle\u001b[0;34m(c, alpha)\u001b[0m\n\u001b[1;32m 276\u001b[0m \u001b[39mreturn\u001b[39;00m c, c, c, alpha \u001b[39mif\u001b[39;00m alpha \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m \u001b[39melse\u001b[39;00m \u001b[39m1.\u001b[39m\n\u001b[0;32m--> 277\u001b[0m \u001b[39mraise\u001b[39;00m \u001b[39mValueError\u001b[39;00m(\u001b[39mf\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mInvalid RGBA argument: \u001b[39m\u001b[39m{\u001b[39;00morig_c\u001b[39m!r}\u001b[39;00m\u001b[39m\"\u001b[39m)\n\u001b[1;32m 278\u001b[0m \u001b[39m# turn 2-D array into 1-D array\u001b[39;00m\n", + "\u001b[0;31mValueError\u001b[0m: Invalid RGBA argument: 'decoding'", + "\nThe above exception was the direct cause of the following exception:\n", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m/home/ennucore/dev/amgen/exp/ProcessExp.ipynb Cell 98\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0m plt\u001b[39m.\u001b[39;49mscatter(param_corr[:, \u001b[39m0\u001b[39;49m], param_corr[:, \u001b[39m1\u001b[39;49m], c\u001b[39m=\u001b[39;49mparam, cmap\u001b[39m=\u001b[39;49m\u001b[39m'\u001b[39;49m\u001b[39mRdBu\u001b[39;49m\u001b[39m'\u001b[39;49m)\n", + "File \u001b[0;32m/usr/lib/python3.10/site-packages/matplotlib/pyplot.py:3068\u001b[0m, in \u001b[0;36mscatter\u001b[0;34m(x, y, s, c, marker, cmap, norm, vmin, vmax, alpha, linewidths, edgecolors, plotnonfinite, data, **kwargs)\u001b[0m\n\u001b[1;32m 3063\u001b[0m \u001b[39m@_copy_docstring_and_deprecators\u001b[39m(Axes\u001b[39m.\u001b[39mscatter)\n\u001b[1;32m 3064\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mscatter\u001b[39m(\n\u001b[1;32m 3065\u001b[0m x, y, s\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m, c\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m, marker\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m, cmap\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m, norm\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m,\n\u001b[1;32m 3066\u001b[0m vmin\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m, vmax\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m, alpha\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m, linewidths\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m, \u001b[39m*\u001b[39m,\n\u001b[1;32m 3067\u001b[0m edgecolors\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m, plotnonfinite\u001b[39m=\u001b[39m\u001b[39mFalse\u001b[39;00m, data\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs):\n\u001b[0;32m-> 3068\u001b[0m __ret \u001b[39m=\u001b[39m gca()\u001b[39m.\u001b[39;49mscatter(\n\u001b[1;32m 3069\u001b[0m x, y, s\u001b[39m=\u001b[39;49ms, c\u001b[39m=\u001b[39;49mc, marker\u001b[39m=\u001b[39;49mmarker, cmap\u001b[39m=\u001b[39;49mcmap, norm\u001b[39m=\u001b[39;49mnorm,\n\u001b[1;32m 3070\u001b[0m vmin\u001b[39m=\u001b[39;49mvmin, vmax\u001b[39m=\u001b[39;49mvmax, alpha\u001b[39m=\u001b[39;49malpha, linewidths\u001b[39m=\u001b[39;49mlinewidths,\n\u001b[1;32m 3071\u001b[0m edgecolors\u001b[39m=\u001b[39;49medgecolors, plotnonfinite\u001b[39m=\u001b[39;49mplotnonfinite,\n\u001b[1;32m 3072\u001b[0m \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49m({\u001b[39m\"\u001b[39;49m\u001b[39mdata\u001b[39;49m\u001b[39m\"\u001b[39;49m: data} \u001b[39mif\u001b[39;49;00m data \u001b[39mis\u001b[39;49;00m \u001b[39mnot\u001b[39;49;00m \u001b[39mNone\u001b[39;49;00m \u001b[39melse\u001b[39;49;00m {}), \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n\u001b[1;32m 3073\u001b[0m sci(__ret)\n\u001b[1;32m 3074\u001b[0m \u001b[39mreturn\u001b[39;00m __ret\n", + "File \u001b[0;32m/usr/lib/python3.10/site-packages/matplotlib/__init__.py:1361\u001b[0m, in \u001b[0;36m_preprocess_data..inner\u001b[0;34m(ax, data, *args, **kwargs)\u001b[0m\n\u001b[1;32m 1358\u001b[0m \u001b[39m@functools\u001b[39m\u001b[39m.\u001b[39mwraps(func)\n\u001b[1;32m 1359\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39minner\u001b[39m(ax, \u001b[39m*\u001b[39margs, data\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs):\n\u001b[1;32m 1360\u001b[0m \u001b[39mif\u001b[39;00m data \u001b[39mis\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n\u001b[0;32m-> 1361\u001b[0m \u001b[39mreturn\u001b[39;00m func(ax, \u001b[39m*\u001b[39;49m\u001b[39mmap\u001b[39;49m(sanitize_sequence, args), \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n\u001b[1;32m 1363\u001b[0m bound \u001b[39m=\u001b[39m new_sig\u001b[39m.\u001b[39mbind(ax, \u001b[39m*\u001b[39margs, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs)\n\u001b[1;32m 1364\u001b[0m auto_label \u001b[39m=\u001b[39m (bound\u001b[39m.\u001b[39marguments\u001b[39m.\u001b[39mget(label_namer)\n\u001b[1;32m 1365\u001b[0m \u001b[39mor\u001b[39;00m bound\u001b[39m.\u001b[39mkwargs\u001b[39m.\u001b[39mget(label_namer))\n", + "File \u001b[0;32m/usr/lib/python3.10/site-packages/matplotlib/axes/_axes.py:4516\u001b[0m, in \u001b[0;36mAxes.scatter\u001b[0;34m(self, x, y, s, c, marker, cmap, norm, vmin, vmax, alpha, linewidths, edgecolors, plotnonfinite, **kwargs)\u001b[0m\n\u001b[1;32m 4513\u001b[0m \u001b[39mif\u001b[39;00m edgecolors \u001b[39mis\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n\u001b[1;32m 4514\u001b[0m orig_edgecolor \u001b[39m=\u001b[39m kwargs\u001b[39m.\u001b[39mget(\u001b[39m'\u001b[39m\u001b[39medgecolor\u001b[39m\u001b[39m'\u001b[39m, \u001b[39mNone\u001b[39;00m)\n\u001b[1;32m 4515\u001b[0m c, colors, edgecolors \u001b[39m=\u001b[39m \\\n\u001b[0;32m-> 4516\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_parse_scatter_color_args(\n\u001b[1;32m 4517\u001b[0m c, edgecolors, kwargs, x\u001b[39m.\u001b[39;49msize,\n\u001b[1;32m 4518\u001b[0m get_next_color_func\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_get_patches_for_fill\u001b[39m.\u001b[39;49mget_next_color)\n\u001b[1;32m 4520\u001b[0m \u001b[39mif\u001b[39;00m plotnonfinite \u001b[39mand\u001b[39;00m colors \u001b[39mis\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n\u001b[1;32m 4521\u001b[0m c \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39mma\u001b[39m.\u001b[39mmasked_invalid(c)\n", + "File \u001b[0;32m/usr/lib/python3.10/site-packages/matplotlib/axes/_axes.py:4359\u001b[0m, in \u001b[0;36mAxes._parse_scatter_color_args\u001b[0;34m(c, edgecolors, kwargs, xsize, get_next_color_func)\u001b[0m\n\u001b[1;32m 4356\u001b[0m \u001b[39mraise\u001b[39;00m invalid_shape_exception(c\u001b[39m.\u001b[39msize, xsize) \u001b[39mfrom\u001b[39;00m \u001b[39merr\u001b[39;00m\n\u001b[1;32m 4357\u001b[0m \u001b[39m# Both the mapping *and* the RGBA conversion failed: pretty\u001b[39;00m\n\u001b[1;32m 4358\u001b[0m \u001b[39m# severe failure => one may appreciate a verbose feedback.\u001b[39;00m\n\u001b[0;32m-> 4359\u001b[0m \u001b[39mraise\u001b[39;00m \u001b[39mValueError\u001b[39;00m(\n\u001b[1;32m 4360\u001b[0m \u001b[39mf\u001b[39m\u001b[39m\"\u001b[39m\u001b[39m'\u001b[39m\u001b[39mc\u001b[39m\u001b[39m'\u001b[39m\u001b[39m argument must be a color, a sequence of colors, \u001b[39m\u001b[39m\"\u001b[39m\n\u001b[1;32m 4361\u001b[0m \u001b[39mf\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mor a sequence of numbers, not \u001b[39m\u001b[39m{\u001b[39;00mc\u001b[39m}\u001b[39;00m\u001b[39m\"\u001b[39m) \u001b[39mfrom\u001b[39;00m \u001b[39merr\u001b[39;00m\n\u001b[1;32m 4362\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[1;32m 4363\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mlen\u001b[39m(colors) \u001b[39mnot\u001b[39;00m \u001b[39min\u001b[39;00m (\u001b[39m0\u001b[39m, \u001b[39m1\u001b[39m, xsize):\n\u001b[1;32m 4364\u001b[0m \u001b[39m# NB: remember that a single color is also acceptable.\u001b[39;00m\n\u001b[1;32m 4365\u001b[0m \u001b[39m# Besides *colors* will be an empty array if c == 'none'.\u001b[39;00m\n", + "\u001b[0;31mValueError\u001b[0m: 'c' argument must be a color, a sequence of colors, or a sequence of numbers, not decoding\n0 5.648858e-10\n1 8.865429e-01\n2 8.865876e-01\n3 8.864820e-01\n4 8.867152e-01\n.. ...\n641 8.865732e-01\n642 8.861918e-01\n643 8.865706e-01\n644 8.865345e-01\n645 8.863632e-01\n\n[646 rows x 1 columns]" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(param_corr[:, 0], param_corr[:, 1], c=param, cmap='RdBu')" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(param_corr[:, 1], param)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/lib/python3.10/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + " warnings.warn(msg, FutureWarning)\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.distplot(param.clip(0.885, 0.888))" + ] } ], "metadata": { diff --git a/exp/comp_topology_exercise.ipynb b/exp/comp_topology_exercise.ipynb index 63b1693..660619d 100644 --- a/exp/comp_topology_exercise.ipynb +++ b/exp/comp_topology_exercise.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -20,7 +20,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -64,24 +64,24 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "fbdabee05bf94525b677e677c7f9c750", + "model_id": "1e2fca6859d649448509100347808cea", "version_major": 2, "version_minor": 0 }, - "image/png": 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", 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oPHWnWHI08qnafprzvFdn/7p+gIcQHgohSgwyvLdfCGYIcSi6tGBknBBxyU/VVkWjnacRakqE7piu3PYiUSQ8hVw0EpUfWj/hohDFeY9u52l0/iR1NZM0Qi0rEfrr+nLb00SKcBeIV0QDw4akNCGu3/rXMpXRpIoQbjIhCgseu0p+mhAp1x5eJirLcC29su7fiVUh+p7xqRCuCLF7ywPrJgQJUZwvhF6tF2qHEqEOfHbPoXKoioU4c0UIveF3viBOC3eBeEe8/kSHKVILoZgphN/ipxPnmT1THge1WghPpRD13B9YJFNkCHeB6CDqCCGE0EwuvS/C9A+sUw693qBfVfHjyyWE2BFhuG6nHX1wmfzUR1//j8PT6vxenksPuiJcwI865v3Gnx80Jv2kPeAHHedxp37NPRDO3AMRFTNm3aM/+a+9TrHSkLViVgeIGgftvYH1B8GvJwQMevbtPkusZWAN3DM92gQTutGfngx4aHWPBmBiVXHiPSkyO8AeuCdzmzW2dKAbPW6fT6s3oUZfyL3Lv73vHLQYBzEP9uMKAel3T2fv3g+69AHTR88vv42lE7jUfHiZKnYQNxG2vPbYh614WraHBk2heu3y21OzoPVE2HgEj4ZgYgnIAGeQOVRQBozPF0GzEbD5EGCYedCEVnTiIe6QUu7+Dc2MIPEdCHqjYsSsEJRK6NHf8LmX/eehxTisYgrpTM+y611mD9jBYwfCbz1i0O+nvzyRaN2rQuQ4+LLVfe6VUiydH339vwieSxR3RURTP80xKyod5+NO/Zp/KBIAc2PFM5+OVfLVXFySwTsDwpxBKTc8WAHYdQZQ8sHo7yg4AEs6PdOmnxmKkQoUI//pZpcjZwl/vQCJng7FdCWK6f/cboIJq9h5Z8PovhB2C6zuZFVi33k4HQphMeB9/3m+3xfAp/mw296QIY5pPzwTuedfhGMJ8Fd3MC79ObxetsD/Vh0Mn3uJTIATV8DHDfq1A0CmlGEUVnEBo8EdXuV9427M97OlLuCEC5s5/lh1ZxbAZ/mwxx5eNQUXi0fXeamQyWDR2vvv23cOTodidC2BP7y3lW1WfKZE8dnDDzsnCM4kwdpuYBRYEzo3g97tnlg839Jn4MICeDsPNtrBa4///vrCeC496IqIpn6aY97b031WPfzHkaljTRda+jkwplWVChmzVgINjQyff7DsI7i2gT+8WvB7KOjfXwiNxpOgyqbgfyR6W6uGU8shO+HJ6mUdg8wni9eqMLSJaairvw4L7olkmzoSVn4D8rtuy+/HQchK6NoMoYekVVAUWb5adSV4K8D9GYYOJIXCkpOwJRIyXoZFVe5BCEheA4U3HlCgRV24thqWfnjf3Vd3wK3Tz1amE841OGpfjVPiPnORE9Oh+nBYuPW+dR/nN9QjuEHeE88MeOHMvHMNPymrwmDjTcgqBrxc4c8ZMH4B/PjoF/VYCilEW/a9MBOK90FlGXjdo+es4y/P8+Fu/hNBYg+K2J57IIK5B8L/4Uq+16X9JC7ue13UTxpgdjAslZORmThYGlfI9C+FDE44wWq7e3bcumlINVnThyvD4eYokJ+/gbgUwcjg+Xxy+edyxUvQMpY9bCfikW0WUMxc9pN4V/DH43KJEOyoyq+seazy13bDX2Ng57T77xd6ODkdbm69p52ucLGzYf+z5gix2NEUb5o91sNzXsYFjMMTSbgc8uiDGxtBHV8QgvyNNwgdoeP6xPJF+phBtAvUu/ulLDIYLuz7x+HC1sGZbx89RWvNSGjxKRxvDe7PNwfIY5F7CfYPg2N9HlKopg+Y/nNFmJICWNYTfn1Y3UehUcOBPyH7TkrKCc4JnO9dwJi69ymfkQfhCXD5JgCJJONCLT7hWwD6msHfLjGcNzqOQKBFz9vsYz1hZYdYSCQ12MsKYp5C8OdDZwZQi9bo0N25hh+RXFsgWM4xLhFbtu1gP7gx8o5HITY7AcJiyb/w8HsnlkK82UUPTsDJrRB3g2MLIKYfrNoMje959F6+/Xx4gszHYevgzHcVO93xubi4b7uUO9Z04WBY6r9yLT/MLX13xrD+gV78HRRPkVrH/EOGm8HcWFnOlXxvkpMnyfx1r4saeKxsZXfr4Lacz42zJ6BPaxg6GmYtw/P2+Ozh2ahURWx53RPLwkLY/y5cToJfjnFrdmuWOQUTRgY9qWYILS1Ug9U/H3ibuMhk1hNHFnN5svFtFcXkkEfOPSkvH0T1jvDqdGgwEMLZTxwX6MAnyEvfNQuS4Mw3YF8dqva+U6/WctCXgKwCXkkXcJEccshBhQ49yttR8N/sAUsTGN/a8HJUer341wugQ/p7LLdr+/iN7NqE9Xv9adjja5Sff/7o8p/1gPQE2JYFVnfe1o5/BPkJUP9tMLUtX+UCK9Ghpimj6TMHYs5AiwaPL+JzxRbSAM2/WKnUxBIGLgYb90cUXHoSwlNhVp/yXg2AU1th5uvQYyy8vwSys1A08qJRzbpw6Mo/j1XPF9K3gJ3hbUeNmkyyyLrrpXYMK7lMLNYcwppaLCSKUyQwEMPgaEPsqI8t9bB98pOuAE7wM5a4UJ9/TkTPIIs0kYb+7b9QdKwFfQLufxAhIF8N1iaEkcQYVhGINxcwXOOO5obPbU4XnKey8wniXEyp9RDZHDCmNU4MSSiB6X3AN4Bm0y+j10D9+4Sw1PwV9EUgewIv1LEPoSARGrwNJjaPLv9veC4G+rYBPXsrkyPhhjD8Jx17fVjazrt7wrfLvdfBj/c6VAXEMx/7LlJrAVm54z6ojduG+fYLQ5FaV2bYnxuVq0D9xtCsLbSaAPWrwc+TwMQYcxNjeGcxFOaC0gh+PwOrz1Ojd10O9x1CtdvTQIbvhDVhEDnmzoBOKX1oQAq5DKbJE4vWgsaoScCI8j55FcmY4oqM8m/dJpbQ7SvD/2v4gGSuUl8MxlFWBQArT+i3F6wrl2/HbcgTi/bYLOFVamNBdazvGGedHqbvAmtT+CoEXC3gxmgAeuBBD0ePBx/wZjz0nApfvgkDOxq2VasFdRpg/0ELHiuh2oS5kBQFlrblNr+2G4rS/2mcATYxHg0qGjMKv1Zy/J4ioZlATwlpmN53Qt/TY+trOBfbKve0q3uMh2xxCS1XvQfNa0PPt+9fZuFFeHsjoIWpncDlnsH3hp2g/2R49U3Dd0sraPcK1Gt0/yZJxcTREVnp9eFDZVTEobzrEbyIYVzgKufogy1eHOcUle7K9tccRy7R+REn93xQkclW3sMCp/sa6CD2I8KTUSyaCZeSH2yg51yAD47A9BrUXL+ONZt74Vez8QPb7ePZmezAWlRt9/COgCVGHKMduOlg+BdQqzl2XoZnx/2uD7d/ETf72m5QZVSccQYqfppVZkGJmLP/hpizP1xEpuWLJUcjy/4+ajrS7WlLkWn5Ys7+cDFn/43HrvMsp3Q9roz3O7fbU7jm7L8hlhyNFHP237jvlK7nMiUiJ18IRSsh6o8UYs9OIQb3ESIr687+YzOFWD9SiB0hQmjLT3ESX50QwmexECmPP3XnoexSCdE1U4g03T92xYrVYpNA3BLL/7FPL/QiusstEedVKBLzrolNwzeLK03+nQgVNs3qTIkQnTOF2BYnxJUEIZquEqLXRpE/XIgENyGKQx9x8MMXhaCFEB8tLLdZn5UnMm36iVtVN/07ocP3CLG6uxAFaffdHSVOiJvisBBCCLUoFKfENJEmgv9VU6FimtgkEKniQNm2itB38Q0hMn8WQq8WIudHIVIRIuntRxwsI0cIWUshmoy+s+2yWohOmUJc0xi+bw0Xwmm2EEvPChEaIsRELyE2TvpXsmeK82KTQFwS4x9YRivU4qz4WiSJ0yJM7BLx4uK/autuKvKZckDUEb8JhbgiVopT4jNRLHLvX/BwuBBxWeW33X3vb7guhNsvQoxeYrjm95wRQghRvCBHZJtmCO0f54UQQuhUQmTOE6Lk9mNTlSPEmt5ChD7+vaCKFOKUQoioiY9d5Yn5n5tmddslbG6swNfJkrFtfDkYlvpYQVm3e8Pf7gxj/qGbmBsrH+gavz0WDDyX9J73yth/yekyWe+XxGREcx/GtvGlZ4AH7fydylzdzxUbSzjxDUypD78vgR1bYMldyzeeXwxX/4BOPqAof2lkTa+PuDX2keGliaRT8ohMZN+wnOPrzsBuNVz7Z3CaBVWwoAqW+AGgR08eueiLIemHHFSH3SiIN8cxqSbeZ/qgeImmVAGk7EqC/WrOF6RCXQ848zpsfY3C85CXDEnDoYACNA8KzEtIgu6BMP2N8tujI7HXbcSx8Nd/1jm+Cw4/In3a1bUQvhNSr5bfri0BnYYqtMQPQ4RsIse5wLdc4LvHO+l7sKEuFvhhhue/qv+4pH0Mqe9C4gjQR4MRINcKUBc+uJKDDaTtgH2zYM18iI2Aw2o4oIaBqyE9C3pVg7TJMKYJHNoFdvFwdSXBhNOatwgm/LFlNMUFNdUxpk657UlkUIzBR59BCGeZzik+oQZd8eRlHVswYE8zfGlGKse4wHfEcYBCClGXlF/zObadNbroSOj2NiSmwa41sDDGcO+HaqB/dUh6G5aMhoQtzH01il5Mpuh8PKLYgeLZxxAaKNwPqZMg/YvSA2dEwPWtEPz4y8/KjEBpw0v3vHgoz9Tcl3JvD/renmVkWr544/dzIjIt/6HHuV/du7kYkyXazzoiLsZkiTn7w0XlqTvFd7vCnnsPuv2sI6Ly1J2i/awjj/QO3O5Rv/H7uXJlKroHfSk+Xywas0jo21YWugCZ2PFJN5HW3luIjmOEWLJKiKC1QmRECJEa9o+6x0WEQIwTn4gtD23juogRiDaij5j20HLVRB9hkd9C5J/LKUvqcDd5Ile0EXXFDPGZ0AmdeEeMFI4C8X7cZPFry+NiW8twEfVztMhNFEIrSkSmeFSX9P5URI/upogXxsVtRbNTQ0VX3fvl9u0rOChWdD4szlllCze9sXhFGLr+CSJONBHVxG9ioUEfzd8QggAh1u4SYndpdoWbMUJU6yTEtz8KkZn5z4YbmwlRDyF0//RIlFGcL4JDz4jvT+rFhsVC6LRCCK1aiOk2QsyqIXIT7/wcOqERoeJ3kStihci6IUTK+XKHKhBJokAkPY6qyqiQHnSYEPH9hAhDiNRpQlxfI0T6kp+E+Agh3hktRPMBZUl7hE4jcs/uE7rVfwlxLUKIk3sMOvugnxBqvRBdFgpBAyEOnCnXxjHNIbH08mtCmxkpFmrWCRNVoFgg1gshhNDqdWJuxhlRTeMjvs7Yf18Zo0SicBAK4SU8y7bdEkkC0Vr0EyOETmiEXujFdbFaZIkb/1pH9/I8vHL5IlFcFb+KPJEtPHXGom0iQmwbI0RJrtgjzgpEazF9Zzuhk1cVovPrBn239RXiXMk/7v11YoVwFVZCLmoLhW6UGL78M7G4YZEoPCNEcFGwWDNrj8iJKLpTIf68EEXZhuMUqESBRojZUULEFIn7otMJkZv4eOeu0whx9U8h8h6z/G3+53rQtwOwtgcnMnPPDVaejuZgWCpHwtPZHpz00Ajo23XtzI0pUutYeTq6XNn3/rpMVHoh7/11GUqjZ68l5jJzzw2mbAh+ZGR1VHoBI/84T1R6wWOfT1R6AQOWnGbg0jNEpRdgb2HMsuGBtPN3YtnwwDIvwf168FmFaorUOpr42HMkPJ2Vp2Meu92nQggypr2JScl5os2acuiDNfRovJN3xm2Chn6IeTMhcBMsWALONf5R3RkrvHGgeul4YjoF1GU2szharpwTtgTiT7tHLJV4kt+4YvkXlo1t7hvZmUM21wjhF+ZQFVd8qYYHXizyms9xtwyunqzGptnezPSA1XE9WE9t4nk58iI6YIOjiQvnm8dyQj6P7/mOwQwkn3w+snifMfs6Y7ItDX9ZTapjSK6RSQZRRBDKFZi2Fk7nI/74Ed7+Arq+BcUlkJQKEdGQUQwp9yQtmf8x+NWGHzf8M5jpbkwseS29KRc/lhExHoJ2QGa0nMy8agSHD2OmB2ybFcWyv5dw6S8FtRiJNZVga1vY2Bg0RWWHWkc11r0EqwOZ1AD3FeA2Lx3Z5YFsGgpb5wxHaJwQF8LhXDAUl5CbBNsHHmNm087s/TqFvKEzWbO0HTmD58DEb8FIBhvegNO/Q4fysRSfKqfxTsA2wu2LGd8ymCJ7P8YVdSePPFwyejE1Kp4sZTQzkiNQ3zNL4EN20p+1GOGCO3diZ+ToaMcN2rOSS8xEhozqDMMOfyLZRzCrXvrpVNfZQiynqH2xKqbD2lO90JMaaUo4tgxOTaMK7vRRa3DtdoTgjzIZMPUgNXfICfthkiGM+q57fxZHmcrvaMnnT6ZTT16FY/5jGT/NjAu+8IPZ94yc0oNzVU/cEcCzEZjZov9sHVgO49TeCKbcgO+j/ikrwIHpMNMDIksX1SnOh5l1YOd9Yi6j9sG2YXDo/rP0nhsVHiR2O0hKVXbl3gmuKlJrHysC2uAm/2dEtq2ZkvhsUGv19AzwwNxYSceaLny7M6zUAEZjbqy8b+R3VqGaMauCiEovBML4Y+T9AxPujR7/dmcY52MMkZff7gxj9oAADoalMntAwCPd6rfPo6WfQ+mW53QD6vV0uLYdEaVDUajFYclc+qSCo20DXuuSi0XzYlYMD0Zeo025ajfIIpo8uugqEc3XZW7vLIq4SgpBmniYHwZFGviwFg5mNlxg6SPFSb9ix8YVdrz3BVyyPcpAeuFBVWYzh/a0xhRz8lBggQIXbJjIB7zLVL7auBmXS7UxNoXQWLBwySVRFoqLyh3z/Oq8DEvh2m3OYaP/J7Sp+TEyXXXWFB8hwvIYXbVjCFWMoJ5sLz3ateJN3iWbfASCutTnOmnYYQ9eB1ErbAn9sCb1l3yDLCsbTE041LouyuQjtJoxC3n92ug27kbRo4uh0aPbETE3kDV/5R/yCAFLMqCOGbS0hD/qwoaJoPKFuh3gwh8Kts47T+v3wKEqhNecSVG330jt2IXAQaWRdoHToSAOlHcyO/gxCJCREAu/zoExH4D7c5qYkLEfLGuAaWl7cguwfSUB/e8badlsI16jmyEbl06ushbWKeeQlRiR9cUtLu+phZ1DIh5OrkS07cbZGSaYTX6fvt6lB7Y0h8Z1DDMWFHeMx3J+I5Sr1KAmsiquaHPVdP/oIvUmh2HneRO5rg7dw1N41cEZ49L3owjCaUszzGlDFI6Ec45qeJKNnnWiCB9ucVOWSR4OONOSv4igI144YsZmhlNIGq2QMZY6zHoZ1wYXgr/1g9DJNXwZ8j1GoZc5cGKN4Vmw4A3+Um5gdptjrN/5KWcbJ+DW60PONv6eVLmcNK+a3E7a9T1zySSLqydbkLdjOtu/cqOVaU0GA8dqwJp4aGgH3/MDXehCe9qXiRBcBAdSocdsR3xNbDlZOxYUGTRy8EUIF2QyiEDDadQMxxz3ABmO1cDCDlK3QKrOMN8/Kxa6f1P+9Cq1hqYfQK0KDC59LJ5pf7yUu7v5d4Kkwh87N/a9GALNwsV3O6+JOfvDy8p/tytMVJ668x8u49uBaUOXny0LyLrXXX7bJX7bLf0g7s3THZmWL/ovPiUGLDktItPyy2T4btc/XcORafli6PIz4vMtVx8ZJFeh7ii1Wojta4T4apoQPboIoVKJ5ldLBBeFsE1LEYhN4keRKfRCL4KFWpQIg+upplgtED+Ly02+EYs+/UnsEFdFkTDInCryhWZLjBCsFYLVQmyMeWxZPxwlRGWE2LNZL0yEhzAVCIUwEcNUE4Wq0FDmiggWCSJBCGHwYKUdESIvWojjnkJc6ijE1R1CZGXki53RX4v3QmuI32cvFCfshEhe+Yx09m/qHo8XgllC+G8W0TdjBOJnYZcxT1hp+4tfPpglTIr/Eq1FP2EhFMJV+AqErSgQ/wy6u9RGiPP1hNDrhMi9JkRumBBeSReFmSpSJL25S2Qpm4uzZjEicZmh/NuJ2aJKWIJIzMkT4vi+cm7uqGIhuChErWuGALv5opdYLAaW7VerhAjZIoS61C0YL86JvddXirQovSjIEUKrfbgeFv9g+C2Xz/mXOntMbtfNuyrEPoQ41+I+heIihShWifzT+SLTqKOIsl9o8KJOPCGE2VRxY2isyGl+UghWCO3hZHFlqxBFuUKI3Fwh0tJEYa4QGp+lQlRaWM79miG0Ikpoyr7/ukAtAigQ81p9JRKuZwj3PQWixtXy7torIliYCsR4MU4gPEQz0VeMF1vEOyJckFMkjNN1Yq/upFgshoph4g2B+FlMKA3QuyWOiMNilbAQG8VH/zJI726dVUj9pEIR8epkcWPUx4aL5NZ1g852nRNCWUmM2+AsKhc6Cp3sT/HXgMmiqCBNXDj2tpii9Rap4k6ArKOoIhC2YnAnrRhEpIifcER8rzsiVolLD2xaUyhEyj4hOtzQC66pxZJOQuz9MEcgfhYy3WLxizpNyFOFeGuqEOO25wpEgjgj7jxrb043XENxS4U48IMQMeeeSk3leNYu7grvQXes6cKJm+mo1DpGNPe+b27sR2FvYcz7naqx9FgUM/fcKEuROa6NL2ZGCoJisjgSns7fQfGMbeNLdpGanSHJRKUX0s7fif6BXqw8Hc38Q5Ecj0jnVFQm73XwK5ecZOmxqPv2tG/v71jTpazMhnHNAUPvel9oCmBwrd/LF9tCORmZyclIwxIp5saKsqlgzzrN6EPZ8Ct8MQE+mIl29ixmHc1n2hev41wzjUPTlqAxDWSksQm7TIrpQRaTsWA2tsxUN+bCvlPUPZ/A3PEFTGA5X9OVz3kFZyzhZgygg65u0OUh04ZuUyLgx238sGYJ3b6eS4seNRjLm8iA3nRmRc1mDMuC9ZlQV1GvrFrWaTjRDtx6Q6u74gqzKSTLSkWe8XVy5KfRTplAgiyELFKo+SKmoxyPANIgUoF3Rx3f/1qN7f7nOO3gxtSvEinu7YXYswHtzVQSqqjIVxRiwT+D7uofNfwVAg4FgEyhx+tgCvEtXEgbWw99yinUe3MxPToX+gzBIb8IR1UxNj98BRuWw88boKshJ7KPMayoDDVLFwAK4wBGd60GZGQKdXrfaduTxnhWb0xqDHzbfB/qrkpGf9yB6g7cl2HjwcUdOve+//5njUVV8JoIDl3us9PL8CzRASGaA/i+nYFMrwOLjeg9FnFtzffctHKi+2xTFPt2UHfhVjj8MwzsSU5cNkNFInUtezCzemlKqexM2LKKNsMHck0pyMAVBxQMGWmE96VDdPi9EPHhfhJ3qrm1sDnUrlomSl3qkYcaLVpS0KBW12NxkAku/oepZfQmachoSgsOMxwZWUzgdcaVBpG5EEAaiWTTrdxvBRBFMDFcpT3D/jEF8bniaobVG924VD8IX7kWZcYpNIUqrtvvwrdSPxb+1gYxKBO9Moieu7Zj+rOMwN8WcHEuZPdIwBlfCI0mtUlV0r7ogmLsYSxCTmO+qIjl75cQ7SfndeqXNReeBWuvwweNIPZbiJgJpjdyoGYRVfc50kZmRe1fGmJzwo1WfzphqgejXHg91xwvoOFd0zhdB0JxHDh1Ba+KjWF8aircQN/OnHUyMpM9ocmseLMxvk6W/yoftsHYZ5CYXcTcAxGMaO7N+52qlTsWGFzPUemF+DpZMHtAAAAXY3MAqOVhQ+tqTuXavW34obyr/e7j3jsPOyq9gDGrgojNKsLMSM6gRl4sPRZFx5oubA9ORKXWU6Q2pKWp62GNtZkxHWu6PHQ+d4XRsjN06QctOxMydhjftz/GJeObVKl+i4Z7B5G9IoNX/viZgMqBtLRy4VW9HEQhPQcF0XNLFEnfNsd7gAmvkUSfuyNRGziAnzl8WQ+NkZLOzbTUvJnJwk2mUMccPo6CMe4QWDqX861c+DMH5BoCOwahVNZgPl+jjwHNTDheFQpLyg+jqrQqLkRfxOW1xlgFGrOnD7RdDpmh8EnJW5RYZjIiYgedBr2CsgQ+M+5JFrHMJgNLHmBVKoKrhbDUBEZ2gP35ILdkaqd6TNranA5eK+hoWo2SBq+gmHodox/X4jO9LYe/KiYyR00l63okbRRMl8XjHqhk6HteqHKgwU7w/wRkOg0BUcewyhcU1Mylxc7B6MeNRn7ob1idxZfbl/JlVjoUga5Oc0782ZLsn6D+B+DdDUaUqkGPQE/RY41tmlkKZrzehWKZCeODkpn7yjHs6PWPciamMH+VhkMXlSyYW/EGQ24CNRbc+a7Lg6TvwaQqFGVD2lbw/AY0r2XhuM4f1N0p8umBRhdOlRoLMascg5Z6KLU6UKmhyTJgICYtblEpB6p1sYTvBxnGRzf+Dj98xOA6/lxsEIjN6cPQtC1m5kZ0+Lk9NLUj8XwYr1r3YUqyjCoAag3F2ghumO9CTVMa05rN/Mry2EJ2nbHAPy+DRa9q6cJV9lCZjznFO3TAn93UKXXf7mcWe/gONUW0YnS585/LSG4RjD+N8XxeMQATIuF8PpysB6alN6dMxqr+izknNuKSHErDw6spyvej7s5IVM5G3Gzsw9Rfv0Tbcya5CUM58iookmMZUHkqVk0c0b8Sj/w1PfISLa5qe/imHxgZo1+zFz/fC3Sh/CyXRUfz+TnaijpO0LoZFLaE1+1NyUdLDZmSONQ41bpFnVAdzn+bktPNjUtXwVqppMFKazK+BLcWhmNZ1jQsMXnqW2j1Exi/xFHdFW6gDb3XGJJyi4nPVvHtTsN47/2yf91tNO9nwA3GPoOTpbmIQxJyygzw3UzrXhMIK/0LUzYEczIyg3b+Tgxs5MX24CRWno5mRHMf7C2M79tLtrcw/oeMd/+dvjWUqPRCTBSg0uj5fHsoOUXacslYANr5O1HV2ZJlJ6JZf96w0HhLP8fnNs1qjxZm2nmwRmOKV0ER9SvXJOfzDmSOGYmq4AgFF8ApLZqZP89n7dA3sQx6m0btqoEyBVK+BRM17kNb85WZHTdI4RzR1MTVkLmrgxvc7AsY0ieeClOQrbGA2ELIVsPyJMN43q+lBrqTMSKiGwPOTMFVPpb5DESOMbpNoF0Gn8wGo8nl5d+/5Tger79CwuvBJPwSQFYSxA2GG6sg6/tbVDvZCrvx3UmJhUpfwmv8RBo3sbjPOrsVSooa4kNgfSIUNYdAJ5aMOs7KTmtYygxqJ9dCNQP0Po4oA1xJa2HMrffH0X6eHXMnjKHJorcYjw8LfosmfQdoAXUa1PwKwIQMtpEvZmMyK5e1QWrWDh3GomvB5Bw5h0+vt7DauxWuXyfPrgmyA+tJThqNmb0F3t3uiJihltNfuQgzefmkMHod5CWB7V1jyNaOMjRdV3M0XknEtevMN9/Mx61qYVo69e02xanbOH2+G7nZmYBjBSn3weQdgKSZhl6zrDLkx0LOfIjdYo+x50LaVE0kdmoNCjP2IKv0Fz76dEo+74GiwAbZgQAIOQ8UYHbNk8VvroCU+XDTHPxPQ98RoNXS2T0Qvzm/o1zwCXy3GIaNA3MjcLxI7v6FXNePJCgfRgI0GYnxjQjWbw1k+fWqRI3XkGciaOOTRaXRr9ND8Ra7qEU8qaxEQSfciOI6tncldGnGCIrJY7dmED/r4S/jO0Pi4/mFCC7gTtV/6KLCuFQAV4qgWH/HQAPvRd5AWQSXaq6mxOoNjEK6EVd/Dl6rA7kQcJBwE0GCMpBiVR1UJWFY/fw3losEyvNHEMEK+LoNaA7wy3ENEekKvmqrxr5PQ/bSEDA0924WjNl9gPkjPqPPl9NoWqUnt4aCIgi6ZZvS3FEBagU5ebEcHvk6UR6VcV+6iN0zbcg7ZY7HKTAFomqCq2otOlsvlIGtuDwXojZDtYGQ3AbeV8MSY6ihhaIMsH5UlrnnxHPJJKaQG64uK1MFVV2syCpU3zf7F9zpVd6dfex2AJYhi5cOlVrLlYSccoFgM/fcoEitRaXWE5acy1e9auPrZMncAxEcCU/H28Gcad1rcjAstSzgLCQht5yB3x6cWJbGc2wb33Iy3u2OvxSbzdVSl7avszVhyXnkFGlp6eeAl505jb3tqO5mjZ25MSOae5dFa4cl53MyMgMwvGz4tqn4JMe79XDCyJSrGZmcC7lFywnTsD4whW01mjGq9jS2HnsD14Y16BAZTN2V63HWvsP+OrXo4uNKREMrAq6AwtrwgvQmf3KGKGrixmz2YoMZSxkBgIWlIDpajV2hCXhZgk6g31ybdzr/hRdX+JhBMNycouGCjShxL/Hi22+iSBz4Hd620zH5qxqK7pBOKgvy5+L44Xh6v1mZRu3qcWb0KTyr+hO+GhSOsGIgtH8XutW5RsBrxdh2AfteELwEVIn96fL1I9P+PjPOcZ1vWcvCTu9QaYAVbFJR/IcPM/pe4xvrbUAwuzhCzZ01UA/LZ90nqxi4fiC2Mkd8Ytuik1+jpJqK1JaFmNvLaN3Aitl/xDCitS3mVWzL2lkdvAa1MWyZY45IkeFfJwHzuDwqhR1gz+QvafPKEMznTsfWK402VeeimexM4zcMES5XfoVryTC0GTS6NZ4NNUG0gJAd4FUfTs2C0z/DmONQUhO+OA7ftQGHqkNRW62iLps5ePJzvmjlU+7cdTqwsHEhZXd9TH3nAM9/eTSbHmD7DiSug7hYqDEVfHpByhYISxhEk8Bo3EvGkuX2Fq7vqzFaupmstztyrbEPjhl1yVrrQeDJIFh0An47CTl+iC8ciOYzTB18cB//CYvS4ULD7rTueB63lqWZ3dLi4ZeJ+DZxof68yYRc+JAb6W5Ur+VDSLGcOdq5qC+bMDErnjWu0QxRXifO+hTfkM8+1mPEWWK0nhzVjuKAaTa/sZJtbKAXA3ChKoP4mS90ECGgEMryidWiJbVo+XyVfLyuwVpalzcXJqZN0QktrsquGE34DvUENWf2B1FphZrLvllEOBixbuAU2nzWD/nvTuhmnEIZthjt1A0ouhuGxC4kyJh1tIi4MYn8Xj2JdIoxL3Xr/xoOqQWLONswhGrVXGjcwh5TJbhNh5gjagJ8LhN1yxOiPVhjXhkT1zeJbGSNXYkRWVtN0AG2g0HhAEWfpiEbPJSiYi9Sv4mj3SKo+QZ4toW/tXBawHk9XBkE17bA5Bvg5A86NRx+H7w7Q9V/OpAqnAo30EuORhGfrcLFygRjpZxlx29xMzW/rHcL91+msX+gV1lv9PbY8u2xaIC5ByI4F53N3VHhmYVqlp24BcCbf1ygd30PknMMU0NiMovov+Q0H3b2x8vODL0QZQb+YmwOJyMzGNO6yn0XzcguupNHe3twEivPRJNXbFglxcpUwZhWVTAzlqNS68va71DDpcygj2jujbmxgo41XVh/Pp4rCTlkFpSQVaiu8HHoWUYwWiEo8fPlQthZ/FoPRnVpLa8uO86evR3ZXL03zUP1HPPqwt4+vViVu4QDFn2Iq9qCD38Jpe28doxVxKGjhDNk05cm1MWDbVzGFvMyAz2WxSy3P0i4/QKq4Q4KGYO22PB3n50oUuzpkzEI/9pggQXXOI7JFDMyrFaTVmcN5ht9cPlqBEr82JS4hyNf+mJltBOfvybSfY4rvVs4IXIFPqfg1EqIWAbHtkEVB+Cr7djU8sIkpxmRTSBHA00/ASPzh+vlWbGF0+zkHENoT6W/hhKiaUo9449w0XkBpiAGs1UmZ9J0PWZplnz6+xGuuymofakL4zZ3o37hYL6KNKfxd3347reB9A4YQFRAKr63Q9LPnYVPPsL46HU+nbyCfrl/EGbTho9278QxNZXIqVOw2b4EvxEzmdT+NSY3CyS0RMYiexOiBYwGTn8JBU02Mt06ksunxrDyhp5TMY64jYWAZtBuFLgcNvSgf4uEDTegpTsc+iSbIWu/YFC3GPzbTkCGAjWpaMnESFMTOyswNWlKRu7Vh2jo2XNlNGhzocF6kBtDtAquZYC1NVilFuKwNAzrQQ0ojlNgFH8J074h2Hh8AkEBEH2VQ4uucrygJdkrt/P3YD1/Ld1A17WTsPI1guOb0LlMIA5PjPHAnbeYYw9nmtbGpd1mMjIEHX0ETt/bUXXyD3hXzuWi+wVQXKXGqjw8u0yh3ju2tFLA7K+hiVURlMiIz2qHuWtNhsmtqYUSvUjmhr6Efin5BHpfIohUrMU+3igewPzSYPlTJpAvDMujv1CM5ZSFp99NpeUoinPx2jYR1HMJ8tLR/fvfiXzPgomNFtBz/Rf4HrmJUvkK56Ob45CuoG58Mso6QdCyOpGZ0HgJKJNsoKYjRbKqnCSWzvgz4yP41iGJtpNPUMVoC67hU0B1nDXbcvhV1p2aX6QSZZSPnWURVqaCnTcUbLWcw9Fv4tHv9meZi4LVh6FS6cqUFpjwvdsyNLt9uTYSZsVClR6QcRQaToJzKyCwHpxpDdmxYF7qDMqJguBFkHb5JTXQubm57N27l8TERAA8PDx45ZVXsLW1fawGriQYpiTlFKkp0QlszJQcCU9HrQ3lVJQheGpsG9/7jsfW9bShrqdtmev57sU2bhu9273b/oFevLP2EgCmRnJis4qYf+gmrtaGxR0UMsgq1PD5tmto9YYxOF8nC1QafVmv1sxIXk6O273424FlJ26mlwV82ZoZUcnejHPR2YSn5vP7iMYcizCsbFPZ3pxG3vZl7vLb2Jkb42BpzLnoLM5FZ+FgaVLh49AmMqibm4l2+yIaoeft1xYg0mzYFtWHm1lVWbb3HTZ17cXoPxdQLT+BuWlKHAtyCL16CB9zS476xhNLAqvpjA92vE1rTDAihK/4jZPcIp0qOOFd5MiMeY2xfk3H7aExG9dizL4ajM3aDmj+gjSyGMdPjCscxA+7qtGw+iQ+uFGd6GnjSNJ+T9OmWfQs7seha5Y0r6al8yW43BNq7NGRpddz6sQ8AhY2R2/bDOe6GXh1SOZv14GEUIlhqbGYasC/5R3jrMmHiyPBawh49K0Y/X7BMFyw4m/200lWH3NjC+yFgpnf1cI0xItPl4bQ2MyVGx77qaRpiMut3qwaVcTxVGdqkshlC1gRak2P9CK+TLGlR0w0+iINXo7G6KxAv/kIRqdOsH3G99gXHqWpbhbW8knIQ1ScbppDwI3R+IX+zQyNjK7Bq9hbdQDd929g3dGN5LSuC/ZVGXgIasW2JcW0HynJnXjX7C0OZA/ky3egS2eo3h4CBhtWE3rbU0YtR6gLHD9ix+Ghv1PvUHvsLA7ixmhG9rlKYrgb2y6kosDldubx50raTijJgtPdodZ30PZHw8OzSmcNJdYaCkvqUaPbTdr/XB3Fzz8DqZAERBmDgKHtJ1DneEuuHt1PumcL2oZ9QNTeEgLUcyFqPUpvD+q/dgplVBJUVmNnZEzX0mtqirmGK9E66m+DiK8nUcdGz/Afj3P2pg0RTTNIuOSPg+VGdtRqhadwoUFmFUJSTTiR6U1j4xp4Oy4mgf5sYjK9c7XgGUIQcmywpLhkBJtYjzkbaE8nOsjG4FgRq7s8S1Iuw7k1FO6RcXhafRqq2uCTuR3VtaVUOX+RM8Og0cnPaXc8jZTKhmEn7dL5FA/thttxM1LmqhnurSTg19ocG53JxgF+zA2Ft7SCJt8FsccokNGMQKbPosisD3OUpzl5C1onubDbxpSOLg5MK5Txox7qLFRhnqii4WINsnAdDZpeZjIefEolfsSUkj+Hc/FTE85WhVt6aKiA3AuQfwX8roM8AFpMMnwAwn+EomjofxDsq/17FT2NDX2ogV61ahVfffUVnTt3xsPD4JI4cuQIn376KV988QXDhw9/ZAP+Ltaci86mRGcwircDp+4O1roft1OEvtfBr2xe84ageKLSC9kQFM+y4YFlwVrvrL2EVi84F52Fr5MFUemF2JorySnSIi/1dfq7WpGUU0yOSoOXneEVNSq9kO515WWLaoxoXt6Fd9ulfvaWwSjXdLOhYWX7srIrT8cQkmhwb0/eEMzmCS0IScjlSHg6H268QlR6IWdvZVLX07bMrX77mM96EY+HYueA8vX3EXYOLEnagveBxSjTZWxs2ZPAHC/OdelANYWSswNa4L1pNenGxgyfmErjY0rO/mmPi3UnYiqpOGs1Hmd1LMgiSNwRjVlwGL98qWaufAif7m8Fn5kasgR8Z86kKw6c7LgC1aDfmPe5NbXlldgtbnAmJQS1VTGn9x9G9+uX9Kq+hJkMxKsEZOECZw8ZvUxLcG+/G2OLPuRegBBzJUm1r3Gw+YdEaBvi+kNTrNw+Iz6zOrFFCropR2DpD+1jwOSuudAFEZC0CXSqijPQZpgQTDhbOMZ4+tB6hQUWbVMY+YUrEf45JFtEYflHHMF1axNwuSVWBaZYGVlQ19OWq7Tj1zE51LlqBQUHsLcwIyH5AnGVi6mvjeTw0Opk/v0h9dd2xmFgPfaHXKTXpptkXJ9CnlkIKcdtyP5tGeYfvUP13DWcd67Mh+YDiJ2+n3E/5eAyqhp8sxXLFp2YZ5lLfp4Gl1adWB78G+/37EFDD3O2BoFLAYRZzuIAHzNaeZYuvoEk5ED9GRn0bmdMDl+TyUb2soiMqP0khTtw6lAh2flpyHSRQPOKUe4DaHMNYv+Aqx+AYyvw/xh8W2dBTw8K6w0j/PxytLuqk18MgX9tgMv7wFEBO69AShQlei+Eyor+F7QM2toAebYrjk0KYLkOLIBdC7EpegtmbQT7TDg6FjCsf1KYIcPZGEZ7WbAqXk5JNrS71JCg62nwbg6VvI9xxW0em9UurM4Q+Nke5ozPX5havkKknRuCt7jCIa7IxtPeaTZhpJJCM67yPsLYlEmySmQRz+9sxpfGVHlZU37mqGFYCLordlxZ1IBN/WXU/bEP1mfrkFkrF4dtO8ivIiM9xQ1lbg2S6/fF2fsKZGexclwk+3Dn64ho/FXmeL/zK983HIps5i+8k2nJDUVLqjQsZurkQMaf/YFenwyhj0kcG0wyMLbL4OO+eXzsHsfPejd+jhd0sISvKkOfs07kD3IlF8HVLir2mGlILE2lOhETkEH+DINxrlf6ZlllCrj0Bgu/f57irQWgioc6s0D58AzHD+RpbehDDfR3333HxYsX/2Hps7OzadKkyWMZaDsLQ0CKlamC/GIdGp3A3sKIcXdl28oqVLPydDQgK5uK1bGmC2dvZaJS6zkSnl5meM2M5ESlFzJ9ayhrRjfl251hZT3xdv5OTOtek+3BiSTnFHPmViYNKtkSHJ9LWHI+73Uw/AoXY7M5GZlJO3+nskCxrEI1S45FcS0xl697G8av7S2MMTdWcC46i5Z+DpgZy8tNFRvR3JsTN9O5FJdD66pO2FsYM617TeKygspkPRKeTmGJtiwwzN7CMC79qDzkzxSZDD6ZRWwJvLH7V4yvH+Kjt75nQ+AApnf3IaFvI348u5XdnToz+PBBCvsMYbl9G2Z0N2GfmeCVc1eh1jGgiHXZf9JTdQv3RfP54lBlUse2Aw+gizMEOEBwPnwQS46NEZmn+/BePw19lAY/U5eZASR/tprfLm2lbv0FDPqhL2NTvUl3mciZ8b2JqSL45RRYW1YmHz3Qh5aRAHL8gmtjFrSS6MBtnGchmr41cM/0p5X2SzIizfjQvzHjKy+jyl1JHewaQtuzYPkUb7+Pwy9M5k2605oAGLODCNlUTjQvxLd6Hc58Y0K3CTtJHpeKrMNZfOs6sIFIJnEOayz4elnt0ukyShKyUpk3YTa7B3dCPcAH2y6gTlKi7NSQFnI4GtCEL/f9zYUrCfydr8PPA2QtVXwi/5SJX+bQ9Hgss2o74HbWD508mJuVfdD6ZXKYflzz2MPXbtfBeRDW3T6iKbDmJAxbAO93FfTvuQ+FjZxd5+zZfBicPOHPFEe2vevIrE9bUNK7HkXE8e43NmzYtRzPnuPISa+NfVEouIWAcZ1HaOnZYWwPvu+BbSA4NCvdqFCiNXfBrK4xljIw8odKnwCOLtCwPdi4wr5zYK7HJLYm9UoiEKH9KJbHcMQ1ia7LMmHTRvjJAvy7QHosOJ5Gm9Wege7ZvPV5LO92MiPyF3/czI2YEA07d0KnWvlcFZX4vGEtpqnX8I6HDG/xI0ev1+RivdWEaUyARKp6/sRVWV0+LViAMD7BZ8Zb2UQnFjABPacxYg6u8qo0JZAo4vGlMd7Ue4gWXjDHUmBXJgq8MMtzZWCP3fw8s4BWlz/EYeN4RMAp9gl3nHc3IbzdanZ8ksOk+bUJ6xWFjU013LMc+cPBhYV9ofKhRgxPPcTq46tp5SxYULslXjNM0W2ZSZPdKuRhU1nd+GPk+nBWN0+jGjeoji3H1eHszW/OmRAVq1PNcGmqILU9VGsk49wEc3oXtmKeOdw9G81KBv65kHgF3Nsalp+1fEC8XZuToC3498YZnt6GPtRACyGQ3SfaRi6XIx5zleqeAR6EJOTiZGnChosJWJsq6V7HrVyZe9dY7h/oVdZrrupiZTCkzbz5csc1YjINY8pavSCrUM077asSnVFI66pOTOpUrcx4briYAEB8tgqAxt52XIzNoaa7NScjM2np50hdT5uy8eUitZZlxw3jx7czhN0edy5Sa7kYm8P8Q5FcjM2mYWU72lRz5pfDNxnZ3Jtc1U161ze8HW0PTiIqvRBTpRyVRo+NqbIs89j24CTMjRXl1qp+XlOtLhVBwxswsNpAWn1vw0rvVqRbOvP2ho143MwhqYETX0z9lEvEoieGGiYOFDu70aCqOfUXmHC5mStKl1gO7unFH51j2X8wnNCTr1PLww29HuQmCgiwgqv5oM5nRXoYCdf6Y6ecWxZRneej4A8HPWGZ0XxwbTJa29VsWfIXLt80pq/pEdL07vz+gwu7j2ym776zCBPIWwkW7cG8jgyTw43R2HyLj48LgW69KbriwYXPg4n+6QMUiW6EF4Xj5RaA0V2xd/ZPvgLmE2ONBW2oD1dywdkSo2wtzZOaojidhLsyj48KvPj6Cz0jXz9Aj4uVGdiwKmtIJBMdH1MdRagRqlMgUxynz9ZgPNNu8sOAVwkeWcymV0sY1EmNdWVHzs6KZK2FCzdb+ZCV4IJnLbgYlkR4lQvsGd2JoV1mM+jvNuTM203nLadQNd1DVadRePz+JpUHt8Dq+J+w8Tu6N03laLYzMytDm4YwsmU2dWIO0sy4Cv1OV2FfCKzpcZ6agZ9zZMcyfptQmTc1h6ndvzaWPT/ExrctWZlOHNw+iMm9boDyOU0XvAu5EqyqgyoNYr6DrMPWREfEYFofBlwCvR5W2IItmfTpVAVZnS4wbRN4toTXP0Ov2I/QdybK1oy+U1rQPySe1Zt6QnhlyBoLy9ygbjuuF9egqKcdu2alIF6Lxb6rOe/rTrI1z59azlVQnovEwl5OrXwNb5g5MokZWOVZk9+7CTY7q+FWXc6NqxeQm6gZVXUSv+kqYayrx2Bu8AZtkeOCOYeYzkmWkU0LenODLagoRv5CBhAek26e8JcObilx29qaxFdP0CzGiKxKydimWpLa1Q27BoI67+dgFyq4FijjmmYiP/16BP1Zf9bVW8XaX1T0NjrGxhUHCNNakJ6zgWoe9shNBD9vkfG11RAOXLIkc4WeV87epOZrVcH3FimUcJ1qLDUp4kjJNgLGdOGnRQUk2ii59ZMpGXVhlUpPtFbO6Tegek9w7AYJu0EkQPhsiIqD3sfAvbXhdEKXw7FJ8NphcC19Zlw9ABEHoe8sQAcWlZ5cTU9rQx9qoD/77DMaNGhA586d8fIyuGPj4uI4cOAAnz/OovFQlnfbw9YULzszarlbs+qsYbrR170Nb939A71IzFZx/GY6jbzt+TsoniPh6bTzdyrrhWp0+jLjXNnenHPRWfRddApnKxNiMovoXFPOlA3BpcFnBoU08bGnnqctxRotO0KSyS7SkJBdVObSnn8okm3BScRkFjGmdRXGtK7CtcRcpnWvWW78WSaTcTIyA18ni7I53cuO30Kl0XM8Ih2doMzFfTt9Z7HWkNrUw9aU3JQCWvo5AoKZe25gopRR18P6ua5o5WEEgebgeGYbb49sx/I3vuWj2ZNYPKolw89bs6RfdzR6MyxVJnz30zqWKmpighozY3POtC1hz8QSUgYNIuxyFn06v05xiS3uLf04dRradoA5s8Csz3m29j3Bzp6DEXLw8NrL5UORfDwthI++OUdW3ih+zXQk+4g1v0x9B+Ofv4I3jElPzeDIgg5440t4+8vITwVi19qaY7fysMixxrUb/JJ2k9Bf+zGw6k2Mw+qT+o0bJWpwVzREt6kvza9PIffz5pzsJGi3/wVE1VzPh4CTgMLwWD1hAUvtKXFqT/drGdhPCuGDn4LZE/AXTQigGumEcJHElUkUf9qeVOOqWL9Xj2TC8Dn9BWPbTGPSkgmE1fCmmkcedbc58dUCT3oeXM2k6W9xOVOJYqeWm20a8rbbAloyGuMuOjp07czxXfb4LK/HWV81fknHeP/s74hD9kwa+gq1PzejeE8RFuZxfBFWiWx7sHe2B6cjYOTKignw+WsQpd6NZ9X99Hl3Hvven8u6eRZ82i8NtepnAq1yqNYsjZwMeKs/WL+gYdI9tUGTBzZqwx3v5gKV3jfsS94JtvlggwPqHcsxyX+Do96zqJIYTC5DkOk+QMhkCJO/MdE3Q8g0MDUZzFTwphXYpcDhTtTubo6teRG5qU7cbFwTTsWzeEMu7YyOc2qnAyN/a4Cp024SNq0klN6Q1Iz8kObQ/W+M7aoQr7CgutMVjIE2yqWYWDizSPEWLbWLcFOGYkE8vtjRjlEcJ5ypfM9Y5tLfMGnr5UUph4E+kKLG9lwfbB3r4u6Yy84hW6h9KBDzqV1ImPU3S1buZbfMmtN1q7Lsve00vtoKa+s+xHQ/R+TlYXzrmseN1IHIXExZE7KCswfglzHtWbBOR//Q2hSoA/mqUjH1plrRfI8ejphjk2dKnGUhxUX2mN6shNxEQVDbYhruNMWjPljKocQiCvdwOcWrqpCYISP2ICQsMWSrNVWBzAMc7nJQaEtAqwK99s62M0sh/gJYnwFVLLyWT7mX/8fhaW3oQw30iBEj6NmzJ/v27Ssb4G7bti0zZ87Ezs7usQTsH+hVNnYMkJxbDMDxmxnl5jrHZxcRk1nEL4dv8k77qvg6WfBO+6rYmBsRFJNdNnbdxMcef1crtl9JJCbTUMfbwZwrCbmci84iLiuIn/rV42JsFu42ZgTHZ5OcW0x2kQalXEZMZhEXY7Op6WZFSz/HsgCxa4m5TOnsz83U/DK5757TfNt9vv5CPGvPxVJQokMhg9KhdWIyi8peEG670AGUCkXZC0HPAA+WHrtFsVZPSGLec5tqBeBiBBeqQ3GKI1b7TjP05ipG9VvELzWmMOqnt7m0/S0uBX3DCHM75qd+RmRhbZraF7GmOJYZw44ROywPhfiT1IuFOBSFMC7VFvZeIPVVX/RXv2ZPXlM+nm5OQGMvIqplU03lgjAxJbXoOBO//gn/lqcwDajLQlUkLQep0VhfQjGtFrKjpli0c2L3x38TOuMKJis2EGhiS253b+xzrDnsnoKiwwKq/DCRVgEhXL0cgKh3mQaHjnG9Rz10WdX5wHETERP3Enn0APK+OuDV56LTctgZgacppMnJbCUjzO0WgT0t2L4wm9dWmrB3fDrpTmeQoeQsCejoRBuqoF4RztZernyxKIduuy/xuXIit3S9KDkeyIDfl3O1VSqtovdise9LJiWFMkinpbBaGDlNa/BelTdo2XIM5opraCPNMNYWc+U3yLqh4EuTtxCr+lC5yTDixAoqlUSRGVcVZ3djur7VnLayVIo+KsLsFROupMD819riXwdG/QkHYmHNsU8pEJ0Z672Jyb82phmXyEmzotglF6WihN7dlpMklCAfCjynjHj3UGmQIRCw9lTIOQ76NIgOg32eMHS3wK5mLs5phSirGSOsQFNiRDCvE0432qDGTJlJHf83SddOwXhLCxgyCrY7gS4LHEzBSo5MBsuO1kcmT0N39S3SPIbSbawrcvMNGBfo+OTTKah+mEuGeRqgp+phM153NWL59D0kbviQKSM6Y+2ewpey/fwc9wttzfdibL+CLKURzqI+brLLXKIlR3EjmVTMacQt4rHA5oXo9LEpjITJORBqhJg4GUpqYFLiQ32LK8BFbtW8yA+DMkmWKylxNmX0rnRGhZ1HffxLFkx8m66Lkvha1hKvEDkymz8IMS1mUJcrBFQKpt65JK44eJAjZGjsc4j4/Ddciieyoq6gzvE0+rVpzB+j46g7Q4MqMIlTB1Lo+F0lWs22JKo3HJgt6FFFwdIaCey6bEJRT09aeRqWmfQYCZeWgn1VMLlLxdEnwbQGOAfe2TZqJ+QmQuZGyA8HhRlPzNPa0Ica6MjISFJTUxk0aFC57adOncLV1RVf38dL07lseCCfbr5KfFYRSbnFmCjlWJsqWXIsimXHb3H2VibvtK+KWqunqosVs/eHE5VeyKiVF6jmYsW5aMMao75OFvi7WLHqTKxBeLkMrV4Qk1mEuZEcE6VhfPqddZdIzCkuJ4eZkcHlbOgFZ3AyMoPhTStRpLYlIjWfU1GZxJTWi864wOYJLZg9IICVp6NRqfWYGSsMUdgWxhSUGF4WTI0UFJa+OHg7mHMkPJ24rCA+71aTKwk55BcbgsGCYrI4FZVJUEw2r9RyYduVZOp6WD+/IDEgTgsdb6XxfmocXfq+xcozB2l25Qw1NOd5ZbeOUxZNaJvxKa31Rzj+YTxG19U4fyNYkB1FcpIVbc4rCW+o4rUCNV3NvkYRJGPymjV0HH2E5rZOhCSraL1rLC12e6JSwkJ1HKNwImD/CTbvGM7RKw2oogwicsBiTF11vM1shtEKXzdPbP0+xKTe39T6wY/AT97gzV3d6XhuAOHTzanSKoHQ3c7YpbqhMy7B+/c3Sel7EN2RZuTqjNGmy7BrDS4yN64f7EMz5j43nd5NsmsRf62M5/0OfhyzimKAdhFFzSdi3LkYJRY0O1uVbjsG0/JYbQIiknnjVx0x+U2Z30lL+1VdsM3bSugrf5Gr8cR9ehfyl6vZ0LMz/b0LmHr5c7YZ2+NDUywbt8Z3UAmHtv1BlLULxccGE5f3HW+pCpmWDzJ/gZ1tLLbmEdw8nMrRSpUZ2SeSL02vMct4M9fyckkJa8ctM0tO+BiRtg9s7aDvdTjmAAf+gu3XQVVsTA1dIEdD89CkmdOs9SXU6n4E7RlID59XmffOeg5WgTjWU5u9L0TnDX+583/SN5CxDoragzYRjo7Jp1WdFth61GPfnsVkXb7J4IH9SHKZge4nHVl6I9r4TAFhhjxbAcNc4U83KLBH5O+G2K1gvgMZpmyrNwr0JfRuWAcVv3L+ShNSL0+ge8fXiUyFfbIiZnKTG1pLusvimf9bNTKHNYYGx7mSUx8bozR0Wd4EhbbnkvItfAN+JFJmQaJFVSqbhZGHJcmyS1SjOV8yjYE8/yGDJ+Z0fTg8DxFdjZwPL2B75h3M8u1wnriRY4lfkKpyp+eCzkTWvkVJ/yjcZQ7odC5E7VhPkntV4nrq0coq07zfRvqoTWk0ZwMHY225FO6KqtZe6GjK+S868EHl5Zhmm7A/LIlf7J2xaJFAjndtgqun8c0tC3Q3akErDRF9ZQQe17Kuj5IdlwRJVfLwwIR8hRXG8XDiEvyaZxC91U+GIZK7yY2FnGjD6lVN3gdbH7ByNnw86//z9B+Xp7WhDzXQkyZNYubMmf/Ybm1tzaRJk9ixY8cjBcwqVLM9OAl/Fyviswwu6pLSHqSVqREt/Rw5Ep5OXU9bWldzYuaeGwxvWplLcdlkF2k4F51Fg0q2RGcUEpVeiKu1YRK7sRzUeoGViYL8Eh1hKXeWjLzXOFsYyylU6zE1kjOpQ1X+PBfHuegsQpPyuBSXU1ZO3NUbvj3+HJKQi5e9edn85hHNvTl8I41z0VkUqnU0qGRLck4x1mZGuNuYEpVeyLg1FynWGFzcCrmsLIjtVFQmY1r5lM21fm65uIEMPdy0dCZErWdccgw2Vna80+Nrjs/qQ6dVx+mwcjteloISLLCJV1DYvoD650JQns/FyNKbo8OjWNnNmrEbzThpkoRRDTljqrlibhzFCFVDPjzRlgg/S0bGe3MNK+rnfMoE06m49vmOU6qGGAsz3iGdGl90Z9uevSxo8AO6v70Z3WMDWTdXkZLUh21E4eWWhKlHIhrlXPq8e4wPiybgrzel7YJ3Seh2EONj4zHfO4kTEQI1MibdEshk4EM9lnLruenzXnZxgcntNzKw7iT6bvWl6x5fGp/fzWdft6Fq+Iek2bYjz1HDwc7xZNl58M0BN1qO74a8RNAh24a3N46h+boveHPXUninBmmfWFHjZgRf+nVG230wGzb9zlDy6UYya39fSYdf5rBzTxtGL02msvkurhSN4KglFKyMY90fDYgvHMi+C9/QsV5Tqtu25KBPLewrXSDDA3Sp19EdfpvJtXLJc/2FypXOkFBzLUfC7Th5FZb0gEOXoE8dY4Z++yqh+19lz4W3sNqVwf7dDcm+ZYKZmQoTPcjlaS9M53fj9RVYNgKX8aCtASHnrFFoVlB3Qy38USCzjoSztXGtdJReRilo1D0pkWVi5qhCeWAA+qv1kSt6gcMY+CURdKco1E8iU3GZ140LAFPa/9SPdvFXSbZN4g/RmWtb4PVhkVg6ppJR+Ana9Zn8/Ok36GtCvwO92DX9Bvvtw6F4KMjNocZh9HIXYqgB9qfI1w9DTitay4zZSQmbqEItnDjFJvxoiCs+jzzvF4b3ZHQbz5HicZxkx3zquKdj9PdYHDNt+chJYH/FnD2zPgaP4ZzIUJDRVIP8bBY1LFMZqLGnh89oREAuu4eE0eTPNtjMHc2J5nqGXMkna+kiUISjSQwETQb+O/vRaIc/76cKrIc1xj06iwTiaZtTm0Ne+YAlsVWgdw0Z8+yyybdWUSvLijkx/rSqbcZP46GVKehKDPPmlfd57A4/CRcXw/53wNQW2nz9bNT0tDb0oaNHqamp1Knzz+jMOnXqEBMT81gC3l5icdXZWJJK3dt1Paxp4evA171r07CybWlJw7Sj9zr4EZ6ah0qjx8vOjAENPYlKLyC7SIObtSnZRWpMlfJy667enjblbmOK032MXmFp4WKNns+2hlLP0+DbUN7OcGaiwMXKhJZVHRnetBIt/Rxp5G3PmFVBHAlP58gNw0Mou0jNytMxVLY3M8gW6ElaXgnJecWEJOSSX6wpa8dUaVBtIx8HxrTywcPW8GJxJSG3LCf3o9arfpY0MIZ08yw+69KLz69dwvmvlZi5xzF93CiKGprR4cZ51JZpRMVZMPTKaeIbvUaNY3HsSJ6CRdVquFzz5I2dakpMi/hG1pszGWOJTWuLg+UwRlvZkWNWTP0ja+gz8CqDHSNYq29AkakbMQkDaPzbRD5uc5j0SmksSXPD9a83+GnSTCZP/JyEkT/hHJKA6rWxbBn0F8s+/ImaFnpK1NeZ2ygfN7+DJNW+RULvHWSptaw67MaeFc1Qj/uV3E+/I9Px+nPT4cN4nfasZyo2c2sjalrx6V/tuFI/iRITKz6a8RZ5TtkgL6HEzJkU91RG7C+hoF8RB/vvwSJPh9dlI9rsv8TkDxpRI/gSRvpEPFPsSbaozwdtGjOUTHpsAKef01HMWYjIAbfDx+i5VoHe+G96u5oTo1jPgWaV+PmT1sgqB5PxzmL2bVrDqEnGnMyGoIyhdGQGdi7hqP0j0Hh0w6H6F6jM9/LjDitORsDeETCgOuyaB6uWwZJ3Ib4lmLazZMIvPdgY74jMTUWJogZJhzqjjR71olUPgFlVcHsPis+B/zCoBHg2aIDa9DpB/lk0/OQVVlovIO9UCTLHT1BWacvv8T+RHl0NkbKFYrNQNMIf1IehjjkZdSaSsCQSI3ENW/1b1NaPppfVb7w7vx55tWxRNYPgyvDhx7F07H0I2S0jJudcwKy7BrHic4JnvEsT+7mQ/iZk9QKnjeCzESpvR+9UBaGoBkZO1JKpKGEyvmzhfQ4Qyjlm0J95vBx6fSBVvyKt3nHsJvhTd/AZPgodQ4pzCYWtIrBX6LlRN5KiqkNAm4jfvLZs8zaiKNCYbF879l5Yj7zfWzQ/Fs23b89lQucUgjoJTE/oaDPrW1qfyyOr2i0ur90IZiZceWMtcyYfZs+sdaxx3s8KwgkilQt6cyixxlWWw8qreoZNyie7RxH5ra7R/10fjjQ0I/4oDO4HsVdhjymcaga6YtBryp+OXAEBb0L3P6Dx+89OTU9rQx/ag87JyXngPpVK9ciDgyG/9ez94ah1ArnMkJrZzFjBL0MakF2k5mJsNmNaVSmb7qTS6EszhEGXOm7cTM0nV2UYuS9Ua0nOMxh5C2MFWr0gv0RHfomKln4OfNWrNm/8ft6QG68UGYawLSOFDI1OkFesJSg2mwaVDMFjXnZmxGeryC/RsSEogSY+dpyLziahdEzcztwIO3PDutM3kvPKIrIBRGQmCTl39JBf6vo2V8op0urxsDWleRUHvtxxraxXfy46i9d/PUdSbjFFai3vd3p+i9472trzI3q+69IHy4JC/h79NiebNmZSh7mMOP039U+fwk0o2Vu9Pq6ZGThSiAZTgrXF5PsoIMsapayQm5Nr8UbJBWr/sgaHPAfyLPTIu0YxZaYH7+zJxiTdiOJqToiT9bma58CyI30ZcyEQRbElI/++QMfuLRCpfen4Zgdu+Acz/qskFJ1V1DjdHM/QzgyePJ9j9S6ieuMPVEfaoqx7jhOrhxPYdxNytTHFjun4LhlN/ukfKPmgOvlDwOoFTxc1wYgBtIK2AhEXz+vbzuAZ78uVejfY1eMiPtGW5FtqqHPFEiNVa0oSLmAeK2NofHcmrOuGjGgEWob8pWHy/LWEBTTFKyKBjsfm0OjUcVxSMmiyxoF3z49GqTRCozfltN8ATG6dxji5ALVLCkk59pikgmdILrUyz9JRYc8x7ZuYNr1JMyWMczeCjZ8QPGgqKe8Gc66rBWPzzpGXuYgSrRKlBl7xLSF9dQ1sjE5yLcyC8fpg9PI2HAyx5yvnXDKURWiFjJQ8b4b13U1gwyBOHf4ZpfzdF/sDAEcaQdolCKwDNlagzFeQal2TeK0ZfSJ+Y2DSe4RqtuCfOA+ZPI+eNUbjZBoBMtDIszHT+iBUJsjy9TgRgtPbObz20VlmXplFe/NTVJo3nVVGS/izfmOqhRfTXZHGl4sPgyaICDsnOo+N5EDXrZxxS6BEqcFBHQw2DhjLUlHLGwERoArE+Iot1f3OYmx7jj7K8fxACZ5cIJZi1KyjP1MJpOuLVucjsRE/YbbPHmGpptetSiiDq3Kr91GslTo29Z2DSfhN0Efg5pXJqN0lWOi0WFhm49tmHzv376JB2yh8I6ugM1VjaqHnjMkFajf5k+4LG2OXX8TkLbBhWDtwOEaXyxPYN74P6lsunHExwyuhLvF2xjg7JzHEz5UfpidztZMNMo0M5YVWrLWT080IjK0NyYoyb0A+UHAekpzAyge6hJQ/HyNzqPfGs9XR09rQhxrowMBAli9fzujR5VdU+fXXX2nYsOFjCbjydAzq0kiq0gRenIvO5t11l0jIVhGTWURCtgozYwU9A9zZczW5rO6+0BS+6lkLjU6PRifKxqIBLE2UpOaXlH3PKlTz2uJT5BTdFYYHZev2aHSibMz6brc2GCKtbxvQ6NJgtpjMIqxNlWQXacgu0uBuY0piqTE2koNGD+Ym93dAqEojuBNzihn7ZxAlWoMUt9u/7Um4GJvzXNJ93s0YZFgDgw8fxrqoAEWCGSU+JtRKCyKnujneRckcNGtJx5+2MH/fQno0/oJ3f95A92vn0Te9xRi7fUxbvZENowoxVcnpvcGUnW9nYWqUx4jNgZikWyIo5mAlFbfOVSfUVE/EtI3sFoV0+3MgdQY24Xu7TCKmHsX5jTiKjfKZ/e3HDP5jGHHO6Rx1DcaEbiRdaYivTsHFYjPM82zg56kUDjyLW7Y1rvv7U+yRQJZRCAmz5agToda656bCB1OggwahXBtSSKa9Cq84az77vgZxPjdpc6w24X6ppDuHcLaRG3M+/YsBK33wjvWgfqgRcr0l7y5oyyuLneh+bDdnfS0Y8Ndgrvm78eOU07z966+ojF2xJBq9TInMQbCpV1PGxKbz+sBdtP1qFX5Ol2j+RmPSog8R39OXGY4b6Jhvwsra1QlLh64nw3ljpSsynQ2t59encGVdur/zPfH6b/DL6YVFsB1Bx6eS7eGFrFhBHc8L9P6qPZUcYtFnGaO5VAOfwIuYawVeTld4/50U2rSdBrR4IerWa8uPJZZEgwKwHAa+O6BoPdSeewyP84t5JyiYuII2HFR3Qme5i6YeQ7FxyCUh9RXSUieTUVlFQNEOhK4yzmQjozklDgto4B5M4fxmpI8Mp1q4H202JOMfGUPk6coscNUgf60AE00JPkfdueHsw7nJ3yAvMScn5zc2/ekCHubImn6PTSVTckmHvHBUWk8ux8+lpeMYxhNCCDF0pAGVOIMzKkby/QvR55NiLusBXW6i6/smrY80QDnmO5wp4LMhazHuuRntzWJyq1zEXmhpOVtBSYlgzCdy/EumsCf0D7qp9jNy+QGU8ePou+0tzuZU5us/t1HJtYgalfz5begtbCL9aD2/I9vatKXZ62p2/GSHUYGOLH1d0BmT5h7H/DAZvqfVyHR52ATryY80IipQT8yvMpYN02ERpcTHCcLTDfOe84vBzPT+53TvNfW0PK0Nfago8+bNo0+fPqxZs6bsYEFBQajVarZs2fJYAh67a2Wn28hllEU5mygNkdXzD91k86WEsnnLJkpDus5fT97i58ENWHI0iuD4HEpKjV9qfklZ7xgMC1HcDxOlvKyOVn/HSBsrZGUvDp52ZshlMuKzVaQV3HE75xVrsTFTkqvSlhlVpVyGpvRNI+OusuZGcoo0+jIvwW1uG2eF3NC+Qi7D1lSJqbGCk5EZZXnGnxe2yBiHDFJCuepVB8+sFF6J24OtOpfjjg3ZX6k5m8Pb8vlPaxg79XtOWTRgyaFQ2lhd5eC00yy01DF7ehF1ZZGE7ozG7pv6DLpphnL+PAYdyueY6zi0ljrGRLSh8I1uFBZ3wKrImIbjVpE8aR7zG1/gx0w7HMd/QIGlivV5dTAZNo8dM1eT7BfN0T7bcJvxGfZGJUR4JKLuvR3t/HdxqBxKdp1QMqveJNP4L2xb76Du1wvJcYBms56b+h6OWkCsmtz0ApTqVM436oyJtpCRy2vR5VAiCB0tTl7k2CtXudT0At99NpNkb2e89yg53jCAZW8Gcdb8dcYteI8bnQ6j89iGQ9oQPONSOdCjJ+OWLkQrM+fM6CJaHYJkC2t+93mFuee3MiT3bQbPzeR8iYJTVfvyZ9YiHLPNCej2Nq3iMhnkt4guETvI2fkB9oBltSCc3fLADCz1hTg6RdPMOAxX//VUc07HJt6ON377hP7m1pjpShjT/CTvjlzHL6HVKJQ5YCGfyqwZrgixE5nsuay5U47cMMM0K/8pUP8nyNoDlZuC4xvgPABKVhpWMfpZnsrXn25j04+TyAmZjJNMhZfND8jlucSntMI55lWCTWzYFNOZLGct19Pq8KFDDpYeb0HDRLwqXaX1mxuhUjKnCnvheq4lye2HYmGs45WmMaxRXEGVVofKwXmM0q3EyLwKCD1u5lcYNWkj8yOG4OhsRm8+Y5OuJykuBeC0DYvi5jjpI5DLc3DHk2Z04QpbyCWT5xc6+vRo4hORn62MbMAehMt5KLLCxiOf9IbX0eV2wCblJhu7q+kXV0Cx8OWvXrE0vaCj0LQ664flo3HtTYsqG/lk3WKsjQ5hNr6AW+eLCd0/hh5nY/hmjDdXbmxm0fiaBGltyG25CK9YJY5yB9LsczErsKf+T1ZUm+GG9Yw86mxREpeuwNg0g91pgia17FACzsPg4lww1kEw0Pk+67pcmwFXP4NO58Ch8bPRz9Pa0IfeWS4uLpw+fZojR44QGhoKQLdu3Wjfvv1jCziuTRU+2xpazmjpBZgo5JTo9GUGDO4kFfF2MC+b83wjOZdeC06W7bubu6d53zaQYDDKZkZyNHphaKfUQMugLA+3WidwtjJGLjO4vmu5WxOfraKmmxWBle0JT81Ho9NxKS63rA1rU2XZIhkA2YV3BjJut333ed6NTm94MdHpBZlFGijS0MTH/rlGcpdj4mfUmTyCfHMFBUUy+rXfTerAAk62qsFPQ9Yy5r0RJAxJpdL5q4jcquxLXcWR64cYUbsP/rE27M/ahp1FMiKyOUaV+hEUu4dh2nQUQo+2GPLWzqDxlrpcv1SNbjF2UHMzGp9EqivSOKN3YvaROqQ1u0DA6/tx2uuK0j6VKw3N8Vo2lmT0mGhM8EpxRW+dx7ngetgdb4fRgom4+MRQb/hqhEMmUVca4jDkMibu3i9Gh/dir4QdVZnkuIJ+m2tiojUHcjjeLhqZNhSLwjpAT+a8n0njY70IuHyO4KZ57H7Vj257fHFPtORU40/Z/dYczIurM2LnzzQ8cRDfmBxcf/+bI1VHk31tGUEu7zD99E4uh7elxQ0FZktGMOjWejravksluxPYWeayJ3Ug4R+H82tRF7ad68OrHyzF/uQq1Jf9UATGsKW+M9eOD8a96EsOxdTnrEUzPv5wMJw0wdJDR/eOa7CscYuqtvkYy3XM+mYCtatm4qiuTpzJDYyYhwUXqCRb/UJULTcGY1vDByBtGeTsAc9ppT/FF5C1E9TrhtMsR4fZmXk0sg3CIccI88SbkF2ZPUU7GMMZmhDLrerZNH1vBoN+1/Db5Z8ZZeOHplcGwwN+IflEDxL6XMTOLI9wl800anSK6iUxjL2awMkIB2JDWqM0zefAej/mFPTijLILEaZ16atbj7j8GonFR1lYZykoPEAcxFmeQFvzT/EEKqEgkMO48R6nySOWMGq/II/Ek6Ijn7xpo7AlH3m6A6S6QqeDuO1oS35BFOaprqRY1qPft6kgy8JaqLjWvjZWVUK5UbszUbZVGBWzlVPTfkFZbMRX34zErE4m8zN/ZMOCcSS4WbDJewqehWtpXpBLwaRqVAq14bJvIcVmxXDOH1Wj85z5MhaHoPboC6zxugAmCLzbO+DsJCO/BJoCeXOhSWPITwLHFtD9W7i1G+yrg20Vw/kY2Rg+igf0rv8NT2tDH2qgi4uLWbJkCZGRkdSpU4dRo0ahVD7Z2/Kio1HohWEMWK8T6Eq3l+gMBs3dxrSsdwrQwteBdv5OfLvbsPxkRqEWCrXlesv3cjuNKICJQkaJVl9mlAtLW7y7J32bzAI1OgEpeSWYGhnc1Um5KnrX92BvaDJ7QlPKyjaoZEuxWkdYSj7GctCKBxvju/F2MCMpW4VabyjvbGVCRkEJegEanf65urfL0bEvuw73ZXJYFoP+nIuVNoNRX+zDwmsxVexD0cVl8TE9MbILxv+mEzaFrpyM2UC+wgyVjeBN63Z0vWJChvHXzP/MBP3yXcQlXcFEGDOzXxiFr53m5q4mmLSfw3vX/YjUmFCjwRFGoyXju684c6kznn3XEeUtZ/WXn9Pvy2/4YOVgjjuloEROnnERN8ctp8WiCWRUi8ftpw9wOfAK8u29SbXMw7zmNXRWubTcobk7k9+LJ1PHkk9aE14tlzWDrjHkr1pcaJSOTV4hMoyJ8lXQ5rA7QY0tkelfpfPm+kz5Lp0qERpqXM/ERF/EhQYfkWLUmnULMhnzw2nSjBbSeF8KcfZeNI3/FFXGaS5aJ/LxuHisozxx++NbfGKzaPNqHpNWQ2yAYH6gkveOmjOs+AZb8magVFjgGP8qDV6fQq/McOQpGvyMr/LnuvFYRDvTzFMQ/vlF1BHGdCwx46MZk/CtnUyxxojhzVcye+l7qPVFyHIh1xkKSUTFlRemZis/6HtnxAvf38DtfUMktzYJcAFNILisltHnrAIHoMCqGo6uV0nNH41SH0Bfo4nk6PwocjQnwD0NL0UsWQm1yNRaI259xA8TrJDVjGKonx3+gzayOSSDDcsOcdCvByRaUy35Mp8tO4tx8GbmzmvORvM+JBfFkhMxBEuH43zv1AzsY8FSAbIS0OeCSMecXEoUkCNAgw6lDG5hWBHMkwrOS/sMUWCF/WvL4PVVMGEVeTvGYqxTUfLNl9i6BPPnR0Z02uxOnnMRl0YVE7iwP9mmB/Hbp8VInkRH1xM0OXOT81tWQLExbwT4YB1WzNh1g9nX0Z9Xe//EVJt36d15Nh9duMThml9wpoYnUAC7K2ESZ43cxx7jfD1VrmtI9VaQ3CiMW1aetB8UxdWzDVA0hnrvQshk8GgMFxdApUDIugGbuoFrY3j9nOF8qk00fJ4lT2tDH5moxMjIiFatWrFnzx6uX7/OvHnznkhAq9JxWk2pO/l2AJWzlQkKmQxHS+MyA13T1ZIpnf15bfHpsvpGMtAIg3GWye5Mhboba1OjMgNdohPlEojcRl9qTW8b6rvLKOWGyGuFDHKKtLy77nJZ8JdSDlq9YYxbVTrn+bZxtjA2zIO+XcbKVEl+cfkx8PjsYnR3vReYGyvKDPvtKPIXRf8Q8IlP5ssD3xLtVwnfw8fxTkwjxkNHpcRkAmNuMOfmcj6Nf5OT7R1Y+fck0tsrOFDVhH4zGnOqawjyVRfxcqpCL5NICrKNCW51g31jjvLnWS2Boz4n9dP3EN5JmOZbIDcvRqmxIq64CvsDDrJfOxJ9tIYPJyymztKx6PNtMLfNQ5nugneaKxfiPUg71ZxWi77BPMMaF+Bg66MkfvQTHbq1YQjpWOHwQnX4Dzpa0XC6F0lWufRZsBjzwknseXUGJSbxgDmmGmtqX9mK1ljL+1+YcLZVDnJNFn1/tWLBd5XwSPyRkXOy2DbEi+G/OWBWQ8On33+I6XQjTDTFrJzhTscDFlxMCeDWmrf4/q2rTPhcw8FOnqytMoXTr/mSWEnGdy6f4q6+Rq3p7tR6cyum449yocQS+fbG/BKwj/k7u3CybQc0A0zpF7uBYkewWNsSjVEGg37ZhqiaSLVmZ9FmWzNl1WQy7DQUKMC22A1zPPBiM4rbS2K+BBjZg01rSHsTcv+ADKDACALeh/ydYBIPyFMx6vQKiovfYxv2Krk4YPnBq1jvL6FysoCPDmBXOYgPer4BBzqgjJlAN/nfaMyiGBvZiSjburRtc564ECeKHa2pWe0wXhODqbs3Bt2qNL4d9AXReV7Q9AoFxhYgc4KOSSD3Br0LHtejSSucjKzhN9wQ7WgtO0IW4ChsCZCZ0J7fqP2813p+GvJuIpuiR13YAc2OHBLfOI6JPIcLZyeyORlG7TqHS2QMqv6rcKq2EvP+UQSevYiwULLFaSnmyZ6cr+eE9X4ddfIvM7Dbl+iLPVh+Yht2JsfwtFpJlYJCFvVui1Oymou6hqBwoukGWyod1rFh/gVQOvDKu66YxZtR2EvF8qVV4IIxN3LrEJMDQg+nxkOlebBXA022gYsLbBwFXq9Co3cqVkVPa0MfaqDDwsK4etXwZjdq1CgaN/43jvnyRkgml9HO36ksQ1dyXnFZ7zgqvYAvt4eW6ylr7voiBGXznu8mMacYCxM5hSUGS6gTdwK5yo5TahVv96JNlAaXuMHtDaZKGcWl7nb1XT1trR5szZWGZCilU6duG9gyg11a3OiumLGqTubcTC/CWA4qPThbGuNpb46XnTlFJVpUGh0T2t5nCZXnyIY6kHXuJOM++oGuV/YA+RipMml+PAOd3p39v/6Jdccb/Kr4henpXWnS7hSKEbY0HXSTDoVjuHqmCjqLXH5ShtL/ohZt5xOEjrhA1Q196LhwAmzrxO8XW2OkNibsg7l8uGICuhkfUfmbN/mNUUxvcZRbTc9S5JCFt5mKi912sW35OF7vspNiISO69g1SZ3xK39rXSJz7Doppc6lyvC32g3fQigEvn3EGiC6GyGJaV69KkcV71A49jFWBCR2PWJFlY8yp5hk4pceTnbqFQQsP0m63nBVTtjJzzja2TvImyTmJC/3CyXSfSJKdN73XhjD878VsGNwXI72GLDsFHWZfRXa9hB9/H4ttjgYBtDyexke/Z3BjqB+u2+Hb2V/hYHeUXqcbUWntdUx1thxqb453JExOWUyA03niqIpJsYaaGVks7tYdpQKQw3y+JGRPR4obQH3vMxib6rFQaDDVDcTV5FfkPJ/sd/8G02aQcADiEqBEAzZboFswZF+Bg/0z0V2eSWGRD+5+eyiI7Itm5+8oYhU4sgnx9uvIWqUgywPNn9P4Qh8FlpvRxgsO+H1AP/khplRexLU+vuzR2LHPbiSH1w7h/DYLCgYeRn/DFfmHS9EvTYJKucjsjBHyPCAPUJBauQqVLevhgRYZxrjpTdksH4+3TEUf9HThzResvSfkZH+ocQVj9WWMRzpTdWd9lO9+ReXdfXBw0fD57J14h3TD9dOzOLqBnGDEKTvSrVxYpOnN/NPbSbS7hKV8FGv8qnDhgxa4azVkuHlQ+0o6HqZhKKo5oLxZjcEdfyPLxg50ybjeMuZ68xwwsQK9hsNzcslvoCO5rgqwwrJEgcLVmMhsiG4H6WEQuxK89LBrLTSfCxFnwNIJBlVwsPzT2tCHGmgjI6M7BZ/QtX2b3Ht6lMgEI5p5ExSTVWZob9vgEh3EliYzuR9OlkakF2juu6+wRI+ZElRaQ69Xo78ztep+3B4zvr23WCtwMDcis0hDWkFJubLuNmbIMKQLBVDKSnvR9xwz664I8rgsQw9cpRWYKOWkFahJK1CXiyD/csc1NnvZvjA3d3cnmGFdiWWdOpCW5cOO4ROoHR9Pn467CW5fg8W2b9NF8SPTlMMZl7ieLgWhXB3iQYa6Ndu6OrOhdwkTYhrxU5GCfpxCub82vRbEkNDzICPen07blZ0x+XYVq7uHkan2I8Y1hXE/foarcx7iXEMu2mWTM+kXml5oiNutqjTLt2FX/02YnWxN1NjF6NcPRWWbS87cSWj9ojFuVoDKcS8W3cEUxxeis0fS2BquN8GmRE31WbNJdzJh/JIthNUchn2uBZ2PpOITW4XqEToS/SP5P/bOOr6q+n3g73N7edc9trExGkZ3d0qDUgooIUqLipKKIEgKKIKoSHd3d3eNse7Oe3fz/P64wFcUERU28Hffr9deuJPPeTw7z+fzfJ6ofroueTaBnK4ro86pw6iixjJg0wnSPObQ9PAFUl1NBMXfocnpY4yZNZYjlVsRWzWZvII69PpiBT1OnmLS6vE4p2czb76SXXu8mdf/YwTtEDJ19Qja+Sb2DmOpb3uRmyvKskd5Ff/NaqSRtWlpvxlZsh0LOo3mhF1pGqvvIUigyYhFGFcNRO+p5MrVOpy5U5WGNa7gJZ3xShtnAMd3oXxXiAkGskEaBxeCQGmECoVVSUivjK9ZgbPtXGSeh9Df64QgCoAcITsSnJPRnK/PFWLQNnal1jA71u0eS4np9qzN+wzzhFLszu+A4Sc7jC2lGA22DHJZywD78XB3AB7zZpKma4LJLZlWiRdITavO1RB7zKYa2ErPYsSX45ShnekyPyWuZai3C7VkF9Fzl+8oQ30mUoG3ilmLz0mlaZB+Gl0Je+RDUpDdNCKOXo1UbaKBQya+l29h1+cCjtFgmOUJuxwRY/U4l4nlTMJCFJmhkLSOg46OXJCOowf3ubllLjVbxzF92DDCy+8l3M+bLCdHkN2EpH4oVpUk55qU2gfMhNvnUX4rXP4pjkMf5SGPcUKeYUKplxHrD+tWQq1kS7CgbWPICIYhLcC9MdgEQrkeL19F/9aGPvOMa9eu4ejoCFi6cmi1WhwdHR936MjNzf3LG1QPcCYh25I6JZNYDOnQVZfQGn5v3izCuNkryS80/sFFDTw2kH8476HBfJgujVSQYMT82Dg/isT+K7J/M5hws5OjNZgo0Jv/ECEulwkYDeLj+z4N3W8e4Pdr3494VLGsKKO4f8+Zlm3AFurrTxPpU5ly2QlcVZXF/UQai9+ojHthMCF3ClifNYDQGl+SdT+YNt6NeGeCGd9PN5CmGcu18aP4VhnEB0tKYXuzBD5CPPXV6UiznKm5qy71tjTFL9GO420PUXXWPK6NmMvo0hE0C72HOjCGEgvfZxqgVxRiNAoYHXII7bUWN6DAroAsGw1qVQjCihUkOk4hEahMMyq9qrmiZewAO3RZvpgpwCnbDgQ/RCQIuLCq70Vspfe4XecMoZFhjFx4jeELO9FtTj3KXxb46ssM6l/dQIFvHgfeSqDtMm+UmVXps343NaKuM3qiHwc6rMI70pVlzaZQKeYMPwe/Tcvww/jkJfP1mZH4VFtMZpNwjhesYV3SPUI+K4VQF652DkPa4w51fOdiPj2e4Tt9EESRy199zJaUIBb0HMxXNX5kUK8fEfPbc/CyDaVrnMBIH+QEFrdmnwulC3iWgFwdxGohrRBq1AXTIQWBZOOBkhxTeWykg3BvaIKoOhA7GW725+actnx7ahC1SyxnX20/mjdNI2NFKL++9xGZaY58vv5zClNsyLjnBaEiOILSIKGSIoaaba6xYe1EEEQwSTlZcTpdvbfRRUhigeFzNBJfVGYBe0GHIKgo7beL7kJ/VvApOpLwBZK59PoYaL8OGPzqcAl3/OZ44tV6AvIUP0SJBmV4VTbUa0zLpMrUVAFVUinXWIPWyZuBfUdzvMcm9nm34srZibS80oGP2y3l3VXtmXdHQ35dkYnzj2KQy3HJMhJwrAQxvuXxKEgnI8eNI9VB2AM1P7bB874Cg4eOGzOyMQToCDzrRYKnhHc6Qm0phK2HHV0h4TB0GglBD8f1LYsok+3f2tBnGmiTyfSs3c/Fb1ORHtkprcGMUibBZDbzW9vlbK943FTjafyJncPNQUlyrg4XWzkavelxJykAe6WUHK0lXUolkz6RO/1bVDLJE+elFzw5GJBKeLyW/MjwG0XL9fN1z6cnlQx+61Dwd7Ypvijuh8zxBtvzERx3rE+EsjTOGRnYVCsgzdaNSwMmUiHcDkXf2Ygd9Qj3HVAecGXqe7uY36AZ9fKCWWtbwOYhaWyqnsgPneJRdvyEW04XMQ/YiinsDu12N2DhsC2EXa9Nr5vBfN//R3afr4Xb4aYoGxxHTPLiqnM2mRGBqK9XpNTYOaQl+WGuehmxwAaJnRZN45OkeCdSneX05xLx3KUCrYpVb8/DFtkYuuVPZEPXzsiNAhnO2ax4O4qpEx+gzqvF6n4atnc6xokmpdjT1pUUx0WUiwpnZr2dLO3oRunT1YmvYMemJeMY8OtlFgxayfSlTbnn+wathlQl8FwWP4SWR+OqZ2THhVwLDSPL1o7+eXOIbBuOHVB2pQc2KaG4+9+javodehpOk5hYnrhVE3j77aUoC2W4ZRg4tKcRCVHlMQ4REOxE1A5gn7eTWsEBnNvYlXrdfkXkl4e9q199VL4gmqBUDYj7CW5cAWeFiVCjiEObEGbvvYwhMZwJNp+ijn8LUZlFtkcqR660Q5vmgiRIxaqZm4hM6sKQC2rsx3RDWuVzto1uyfpTfdmw/QPGLWjNvKvT2WU3mC5RF5A4yuHNJSC9h4A9RvvKrDEvp5nwCWHyadzDGbnRnqHSIxglJrL5msmsYy47ySeDElTAnqLrcPcikOKIE62wt9lH/raPsR/VG7mbGfFmGdjbFVm4K/buGQyvvRT71ABWjN2OkNCVHXVvsbzTfXJ/rMA931tELTzBpV5H+PLdJtz0TiLdsyNlspPpY1qGPHg/5x90p3nKdQbVXw5RcObrCygkadTp0pS0BhKUaaXo1FrkyAyB5SrwvALBn8GetpCohxxgSReYlgXKInQC/Vsb+tIbxbWv5P3U7Trj/4zzIyEeBYD9XigbmeWj8LSYKpVMgumhwczSGJ4wsgD5OhMqmYQcrZFC458rq1V5T5xsLeMVgd+vnPNEoJfxofv80fXtH5YKfRqK37R0/b23v0lp9+KL4n5IKXtY1zSE5fanuLyrGn33rsHFMYNqWRfxMsWRaWfPLftQcvWuFG4LY3fffD6tUZbEGjls8KxAb9s3Kb2iBm3avMvNnl8i73sASYobwqr2pB3rz4xTAxmx6Gfe+fF7Yr//km4p7izVK1j4oCSzV/WmU74jnKmNMTgGh1MNSO+5Fn35Gyi7bib/p4E49vsJiX02EuA46/CjKrV569XulfuQXg7TeOB9naC4YdwpdZ6wa58xbs5iVAV+zB74FQdrfcL+Rs2RG53wSJWT65pCvoNI1eOO9P+iCh98c48al+PotfQKZxrZYcKZ4JP2fP7VfBofP4w5sSwpD7oSkJ5A6ZS7tAnfw9JzQ0nPKUnOnbpU2OKEe7qRwFprWdC7Ip9060LJi1rS1/fEEBeAcKMSb2jsqGSS06fjTNbMKsU3ES1RhRnYsGgg9/xBrBiDozIUP5a8NsYZoNJmsO0HnqmgloEmE9KMOoTy3yElikqeWymFAl30VxjMrlB2Osk7L3E2uhbtRSX173Uh18aOq/qKOObZYsoOIE5TlpXfTaBL35XkOejpVe02NfxO4C6NoZTdL7xl/zEKeQK4n0B0z6VQaIMeJ84RSD5SdDgTIwljvjCLW1RBB/RiKAFUpTwtyCGVGC4Ut+r+FhIUlGMvdom/IJyqzfVly7g59UfoOws+6sYn+3MYPg2UuV4IONNotzf72+1m9rYttOzTDtcFrdhwyoHT5ccgX1+dD/racbZVHJq8Kty0q8mnb5RldLV2bO2Uj04UsTUWYK8Dva0aTaCOB6vuk1NJid5FQJUlYWxnuN4UmqRC8EeQYgRHwN4ePF0tgcavEy+9wsCMvXf/8hgzlkAs4Te//xat8clKZL+l0Gim0GiZpYuAVHiyy9SjYwBytMbHEde/51xUJtka41MjwG3lUhBENL8pAC4TRB7NsfN1pifu91v0Jv40RUwlL/oCD08j1wznUu7T1kaPPltOdMNACtrY8+mEL9lk6km2Ts2FT0ZQcfwvhCRVxdRgJtSLgNmrqW+MZepHG/m12nH2GWVcrneXzSmp1FZnIHUsQKqT4RLuTZ0b7nismEBsjhPejY9hE/IAuWMOXjbJ6MJL4XS/JLr3F2B/sBVZs0dzrfVBnEUo8b6lOpQr/vRgSnGr6m8xkX78UKCg8Fo8Cz+8SoMjpUnzlHGpmgyV3h1VoQyT1Ei8x10Wj4AZn/ZEbfiaQfPbkuRUnlabU/GLlTL0wgKqnILj1WYjNxr5eOo0Zm58i8nvb6QgNo357wbz060KlDtvS6bMidnlh3HyXEdi3Rbwc8/2rHnXwN1lgVzvVEjQqaPUzZpHdEEolcusRe2ajVElo0LF8yRX1GHzwIjZJMXFOR91IWToatKj7SRkxdRS8p8ginBlOlyYBpUCoIQDVKsBmoQPuJHcETfHDnQtMZr4dCNy/SAu1jlFrfwDlFEZmansiEPmbGTZoRxpNYgmzWaTuvwrTPscuNr5bVYKU0hJLYF3mducv1iHvFX1mdO3A8t++JiMYad5234lS42NQeoD+RdR2y2gvOQGBrMNLSWJ2Eui2IEt9hjxAsryv1K/82lEITnMw4D05X+aXyjSwZ447ZyMXeIVVA45mG/VQNNpF7IwmCuAdmZ3mn00jKk/zqHUbm+afVkGkxBMTqYrapMD+kIbjvctSb6nI5jyqGn7ObVmenDzfAOOTLxEobwa7785DsckA9wyYxZLYmoqcL9qBGXDU+n+QSQu6W8j0SlxchJBEMhPg6rDQJcK+iRIPgHZd8CtMkRvBd/moHy+rsnFxkt/CwJcbLme8Ndr1dka4+OGEv8GhVSCzvDnM+XfzoR/a4yTc3VPFEj57TF+LioepDzpen+0hC6XCrjYKpBKIDHn6e7zR8bZxU5O5m9c50fDUxjSOLjYZ9FmEdbV6ENuij1Dvv2OUZe/oZHTcbbXbot7XiSNj0ahzk3j4K+daRGwCgJ0BJx0wemMkfPl3Ai+P5qYjC8IOulNXpotybu78r2jgVKTM5k07gjD1JfoFXwY7/CSNF60gAFv/0QD2zzOxwSSp7HBS2vLPb9E7FNdCX/3R8rNHINDQDxKjySMDhq0CgNfcBV7XIpVT3+Xt2jBW6rmxPQ5yZBvl/Nz/yF4pLvRfc0aTjVZyXu/RmGQZ1HqVhjJvoEgpiCXH2br267M6a/im7GV8Y83oUrWcKdCCjpnCZ+MXsSvvSqiMGUTwB2ayr5jX9Yw1rwfx/vpOdgnKrjnXBqZNJ8TmqE4Jn7Onj63+CHEncEXhtDnxFrsFYWEnddz4XYTtmz4ColdDmHDvqVWnZ1UrH2KAR/NpcVbMlzNqwlwbYgWB0z0QsUvxa3S5yL1DFyZBtiCaghU+RhyQiElch62JgfSAtdRUpGFu89+IoPdMbmnYbrmjfzNWHxPXoZ2tdDaVqbhTzOZum8Z6/eaiLf1oI19DMpSKew42puPKq/l8va7vLFlB9LgG1RueJCFTv4E4E5NUyiXHlTFlNQGrb8NhYGJ2KEi3WyHIAnHl3X4UZ3ebKYCbzyWuwPTKST3tTPOANJpdTDUOkSp1D0YUzsj/WYYqVVjoM5NZCIE3rdHXehDiUhn1rfLg/EfsunafAKurKHyB3OQl0wh/7Y3Njnh2CvdabA/lUtXO1P/si0p96tzd0E0ZjETiUxFTiMBsVImHC+NVBLAN19/RJvzl/m8R2XiNtSkSoKZS+tk7BoArnqL5/XNy5B2HtyrQsRqONYXKoyCWrNhV3dQB0ODr4tbi3/kpb8Jc3tV4b1fLv7p2rIUkD3MTU7ILkQhtcw64c9nns9C+2cL1Q/57fV+O1OWCgI1g1z+YKBNIoSn/FF242/Wo1PydChlf1wt+H3Zz9wCAzZyAe3D3LHwlIJiDxIDcJLCzy2787FtGTSBtmz178TUBpPJqu2BWp+FbG4hm1Z2Y6epLlUOXiLcXyAupTI+Nhr0ahMxLSJBhCRXA4X17zDq69Mo5nVi6rhfMSmcWHu6JXsulaVXlA9fdVvLnBg/jtwvSdf3F+N2uxxeQgF5y96h5OKhuB5tgvP4b5AChfk2OEyaSs0JJuzsX/Gh7p8hFSjY78U1GwP1Tq2j7XZ3NvY6B6IRsAXBlttVfZHpDXT7GU71VOF190PGLLUhwrcNKR7v0LiSG2Gxo/C/W4nhvx4lue1gGk4/zJSB73Lujj3flRlFm2gDS774Aa0mj7R1odgUCtjYJtAp6gqlU3IJTM8hfuenONbIRRfjSKcZYxi7/luGu+3i3UV9iZap6R12h2Y1DhJzpxGun48GQCAVcEHg9dG/axiUfBNurYGkh0UoHK+Bu50D7oA8qi/60Kvs1bakzEk1Hro07gkNKEyXUN1nJeJRF2zjEojrNo4fNh5Hel+Lg7dIxtA8ojvISdHZ8PXdEKI1/rxXbxhdxd2E17+AaK5EtKEh0cYu4L0NQpagF7PxJQ9bSQE3sCUBBc7IqUtHsniyOmJDhhW5rl4UQpgDirBOYMxFejWJOyumE109hS16sJFA03Lp5K0cy8zrcPBcHwp7nQQp2LnfoesZR0qOa8TC28u5N+guWn1X5g4Jo/LPfmgRyeycg9m5BOg2YLNsGNkDC8E9G6p6IM+Qs6jMWI5XPMf8r8oTps7DoaQjV2Mh0AfUZSC4HrhVBPfKFln9WkLp9yB0ABgL4cEWcAx8NQ30S1+DDna3Z1a3yiilT3f+m3gyyvm3nuKiLORhEkU2XIz/W+copAIVfRzwd7Z5aqS2+WEQmZ3Ssl5qhMfGGSzlSYs7SOwRglTCGb/KGJ3kPPAMYdVbfbExazCLUgZFLadj2hY8hSyOtWhExUNgtpNy47PJbLu7H9ADRvr9WAFhV3X0o/fje3IUxkQ3jHITfWqcI3ngKppWvI69RxoynQ36/c2wGfothQk+iAYpirN10F6pgXuOGpNZwARk2mu5/tUn1Lfv9Vqtf/6eMj6BzJ7dnGGLK6EqNAIyBJMMBD1wHpe0XUydEMT4WQ6sbtOKwMRI1N4TaHenLSZpIQq9Hpdrjck2NSY/cCc5tg6MWjOP+nYDiXcTcTbH43o0CMEALkkKPO+YCY27h06voFLYOsTrYajK32GBXyW+cP6E4QO+QChZCA4CzUZ+R6EKVE65GDIciL1Xhs7d/lcoSMADO5JRMr+41Pe3kdlC89XQLxxar7JsE2xAKAXmILibV4vo9KGUdLpBubZN0PhdZ1uZQK4bmqMxqRErSBHdTNxxdGFz3WlcuPsF8R3L4x18mTe8f6Sl90/YJ92ARQ7E7ggjR2+HBi1I9CCPBVMA5LUFMReETHSYcaIQT1JwxpN3WMIPTGQKvbnFmeJV1otGokRQKClT6jrN3/6cWXcd+FAGNvlglIFOAWk1M7k8IJvWR+MZsCcKY649XkkaPrmwyOKPdr6JrMQ6rkdu4/I7KSweYwfr7ZHs6ERq/19Aewu/bd6opDL0gRL2fOTLjM+60Li+klJ77NHHCniGQo3hUJgEJ6ZBRvj/RLTxgAbfg0sFSwerAbHQ6xVd+n/pM+jMAj2j1199Iu3oeTE8Ty3NF8jfuZuApZ73jcQ8vByV2CulKGSSJ1zYwDMjvNtX9il29/Zv2ewHyzZOwZxdwJvnV5Pi74pdtwI++X4tAZc0fFrxC6bbL2FPvUGc/Oldrnq48Nmk5bwbWcCnOZfImL+GGt3WMmXGPuwrnuJqUm1+yblBweZ3mLmvKXk3Avn0fENuLhxL50G/IHfIwm7xcG4NWEHqgg8J6bYeIgO575MMiBiB+rTHjRLFrZp/hcRWzls9O6Ou2pVcxTVqnu3I5IlliSgVRXCUGpeUyoRG+BIS24QCex1TvwgiIc6FQsGWc76fc7HtAw6178WANT241eAGS9/xZtwX27FNb8jFvaOp3GErrWJSqL8PBoYtReMrQWlKo9oRkYg1n1Cy3zKC2mxEvaQDCfY+nN7Sgsq3TvN57wG4V7xOQlJpLt8LpXy9K3RtfZzOXYcWt8peCM6lnvzd/x48+Bnuvu3C3QfDaVOzHYIEyosHCCvYwSZzBJq61ZEkC+zJGIbq1F4a3tvPl40/JX92BzSh9gSe1rDqx+HoJ8pxTNtAwdZh7P38OC1HvsO5ghBcSh0iySEMbs2GzEWULludWMFIFOMIYjbO5OKJFi+cSScL6R8ibl5zJErILgdjRiC7WAm6/EjS9n4cctGy2V5Ba6U78wtPkn3Xn8/eucU9VTA544bzs2sNFtduhrSJI6JYhs/6lybnYGUWT3Dg6Bwdwq92tBvrTX1FT777KZwcpxwKS6TisyoI59Rs7n6YQePQMtgfklJgB4X5sOdTUAJVOoHrM7r6OvgVlXL+Pi/dQM87GP6E21jCH4PAfs+fBXK9aJ4WEPa89390moBl/RqwVFr5GzjZvDrGGcBNCR/X6ohLRiCHRrQio6KJoVfXM7jkRq7nNuaXeY58IT2BWiLSfvZNQrWuTBU7c0NU0LLfTjo0PUuZgkDWNTmMZ71VjG10ijGfzGHrzD7YAXOrXMf2Qg3KXQrjnVEz2TrhC+reKUvVE3VILHObe60OUmrKZyhCH+DoIvKOcjqNX/XG9c9DtAbqnMUtVkmur5RC5R0yXX3QKQtou8eZdHUucQ72jP+qKkfrS9jcqjUzBq8iTnwfj0s9SOu9iu4xIvKcQ9iaFOzt4oxSJ6fGuXDERhvw8o5G73udM3feYEXVPjjl50GyjJ8cujNOcQqfese45hOET5ScTz78mo2r+7Nk5ijyRRtyHLW4a3Oo3uAUQchp0WkzarKBWcWttRdO7l248LYlG91kErirG0FuphylcSjSdDu8dcE4BkpR9N1P0wRP1O9sQX/Am0mr21Igl7F3RwdK1rjAwYvVOBJeldy++7CveIhewdso75PMDpMbLnotgZII9FX7cOnMKTLdvsTbbRWukqUYzI60Yz4tJf2oSkuiuUKZ16Qxxt+iynK0a9phdsvE4agc33wt7wRDi0gJMfIEovSQfqY/bwzZT4/benr/msAPXrWQXhVo8cVHHFLIOLb9DcwFanzHq4gYUYjQ4yq+MypQP0FJ6vKKLBquBWM8db9Q4hLuhRhciPNegUIj2AFGPYR1haSLUOP91y96+xEv3UD/vt3k89jdf2OcbaQC2uecrf/ZYX/n/v9ujl+0HoLnIqQKFby1xOW488HV7znlX59pdSdRPekICU3h/T2z0aNmwJzN1Kv7I1uEnbilyZm35UOcz1+haq3zDBs7C6VOh6tgos3ZCvRXScmRm6n00TJO9zrAyHGfkKfOIq7VAda1PICNAE6ABkhut4eaV2rQqm07qv4XjDNwxjcazYAMZp3rz6RSeVyvEs6SYRKONBlBpH8OivS2OKbreWvmVxypEcf52rakqmbSddv33AjSsb9PASVt7yGXx2CSa1GYb7J3uJG1nTsRHh5M1yY9UJwT6PCDD+3XRdLb9XPWenfD2T2eqQsC2GTTiKzBoynneBfHUrmsn92exAIv8u3l2Eji8PBMJjvDnciYKsgJx5Yhxa2yl0LSccuA2gsQELlzuRX9v2tOuruEyDGnCHGdjvSWSGZSU/TuDtiFeCNv9YDsQ8FImiRQqepFbH0TGGNScm/aMBIuTCB/rTPTm+dQpcYcbGxv4mNr6VgklRWirrmMbnYz0AExgCiAh64/ggrcCcT9NSn88rdxqAIFjgi2SWg76vBNhBQ5hBl1fBMEWhkYO6xGVukqI3SuzBW6Eq6pwIRuXVCNX8iJr3w5N8tMyRFmJKXykN3KxFgumaVXlcQNKcetqnokCjnInNg/X488S8Hk/gEUmqAQyHIGfyNkboEcs6UN6evKS1+Dntsz7HEe84vm0VVt5JLHdbB/a5xVMglPid16dXhFh3U7VDZE2pVlRI0FrK/Zk4QgfxLtSrFu+Vw2ObbiR2N3wpsKbEpuyKzt4yjrf4dVU/vSo9suqle+R91Gx0ja0wZ3VQG6Y42J1dmRledMQf8feGdxD96ePRIxxQuvNd2QY3FDKUXwFKGvz3g+abuDqv8hI/Gz/AjNl6/B2NmL62EtOVNrKE0OVmR/y1yU+mBctV7YSR2Jrm5mwqxd7GlamXLbmhDBRhZMUhHtXpvojFGUGH+Kk6lXyc+vh2CGoPlvUmDwJzmnLsczP+CcQ018q+xnqd/7mM97kG1jjzE0mzMLP+V8ZBVOpoZQKFFxTyzDkrNDCAiJI/xcbWQSmDBpJtUrBOPFDWQUb9Diy0JQgICA0kYkHgGFoKf8aSl1zopkp5TDo80E0kvf5o6XHyn7viVi4H4EQBFeSG6MB2Vc4pjz+Tz6dz+E9CsjfOwBPQTMKEk3ZKPU6tHpPVEalRgKXZGFVybKqMJPtAwKpCho9fRyCf85bMyNkOcAAgip9rjvBRuZSNsCCDKCTZnrOGbY0HTIYsIvDsJ8Q8XJc61plaZm23tQ7lI0UoMMv5tOmEslQGZZzPpyPPCHlGA5mgIZimsqbPLkZPkLZMoFjKKAAZCJINGCnRkav1u0hUleNEUSz/9P1p+fh0dXfVrZULDkPyuk/yQWvGiwkb+aowe1FJb4aVl6+C4XZTWorj1HZf1NJgnzSF9fGgwySrTLZ9nuwRw78yZzKx6np8c5fLwSuR1VBh9NXRoueo/5OhvcEPB2yKZnl83sbniOkspcEvxiudP4KGXWvsn1XhtxO10bj7K3sVH74uZbgBkzkpc/diwyvuYdulGPptJKZPqlU/m6QJ1z85EYT2OWKbjnt5oSCYGos1T4pOvZ06MZ+owfcImuwddjT3Cuxy4cXbdRZ+1HXOpwG+cQZxwdoQVrWe3Yg1vbN/DAwYfsmgvYuWMo8zUT+dj3Y2ZpxpO6TU1yDQ2K3CiSEgO4mV6Gj3+ZQWxaIP3arqBelbMYCx35eXFVZFQublW9VELfhuA3wVQokBIEHoqjDN9SgtJ5ZdDhzMmfTnK+7R1GpQwlwnsAKkkSGo0NNq0SuBzZFpnMwIKMD6CSwNtzfmDbRw7kS9wx3HSAG5lkNLvFPVNZmsuO4ibTYc4OJSu/DDZOV5GayzFX8ut/6K1+NoJdU2TxK9AXqKCEAfMDXwxiAt3zodci2Kc2k3e1J6vT/Mgrbwv34Mi+QZzwFzBrDRxcPpzxislU0Feialsziz/3ReMDtnkm+gyWsGE6ZIsODPwQDAooUIM0F3KcoXor8AkAn+oQ2L64NfHveOkGevT6q8/VN/mf8mfryI/Qv6TBwd/hUROP3+KglNAxzLd4BHoO3o3dRIeTn3DlbBUa5R7GtqaeU7raDNEu5qasIgeUlSnf8SyjM/NY4hLC9JZLqGNOZ0nrJYza0og8l3zSMwVmUYjbml6IbQ/gOGwhpn6/ctygoDA8FNPKvpSd9yE1Rs8nuc9KEleMY6PkHdwoTQB1ilsFLwxHbGlOGABrLoisyzqCva4yTXf7Y5RKCUw0IyBSJiqIPr/2xTW1PN8vvQymdE6VCWC633AMysU45LryZbPGZHRdx9nOw+h25ycCfmrITrs3yepwja9i1rLetTcevnfpLNvMIrcPWMQQDuZ+zpYhbXBrkEpOaB4zl7Qn/te2HLpcj+wzHzC43yDsVeriVVIRUXAToleCVxaYaUZomW/QPfDEVpVCmvt1LjxoBc2NlGrUmPw53zPrxlh8VQl4HAeHO/nY3zRhNsio2u0Ud67YM3jcN6S0D2JdAx+uSjtSRnKBYPEoZ7VNaFx+PL7qqxQAoZJsylGluB+/6FD3RJKyBJ35JKkOJrI7JyAKcP6wI++u606XBsuh3E80sDnCAP1arlfwJyvQl5FKEUf3eyzI+hTdZzW5ZxNHcPcolsfP5wOWcnm0G9W3Q7NlENfATKNkCRkSiDeDxAbe+g72DoeYRPgwGySvfsHBZ/LSDXRJN7s/5Ba/SF6G/ZUC6t8VFfk3PK1PR57OzKy9d/mub/UXco8XTs2ePMjQ03T7B+yRtCQgN45q5y9yrGFTjsS3JlR5HWebHLqMsqdE1Uju/eKE6UJV5HM/48ru8nQ404H41W8xrf0egsvcpiGgPFsbn4PNULumIXt/EdpcR7KrXyCl1mk0YZfx3zmQmp1s8KVacT/9S2O4VzeGe3XjFnHIP75CaLgzuTb3ifIrwCclhE1vbkdu/gkFWiaNnU5CxVRct+iRoWN3Hy29Nq+lwZEN9L6RiT5IyuaArnzvP4CETB9EdxkBhREk+ObjHXyHr78bxfvdltBH/SNpeQ4oq2WAXoLEMZU1J1vyycyd1KoxEuE1KJv6orjSDXTRkAc4IiX17ji8EDBJM1nYsg67SpdkelwJAp1isd80mH4L3yP7TjqrSzWgrK0naWPs+VXWnosdnMk7lM5Un1u84X+JAu1kyHOmqd1qJCjxtD0CNgLJQimcyaI5k4v3wYuDkD04J9xDo6yCqlCC3ZpGvJN9BUOvQ3zaX0KaAZaNjGFHelOMmUpcGmQh15nR9LzN6mtf03jlfZaPvsv7Ewah66lgcudcJIlueKhEcitA2HYJKVh6PssANy0c6gK1Z8HpL2F3D+i8r7iV8O946R6Xc9GZL/sWLxwTvDDj/Cz23Uohs0D/1wcWB0pb6r4xmKkjLtN56naqdrhGYmtfXDyzCQq9y33RmYklWjDkVzvOvmGLvV0uJ2tmMvCXA7xX+Tg/XyjP1JZHuNDyMPGXauAJlCx/k+D7ZdH2WENWqgfpnqkUlAkn3jODpDHzMDa7RlM+e63KSv5TtOhptXc7PVdvYsGwLPzulyHd63tGzIlDlBiwT6nF6h6V+OTzzlTw6kVjevHgjV8JNszkmnYU6bYOfPFOLRa2GkEJjxjU5lyycEEW4cKNlWOwq3UTh9AY7DIKUWXpMTTI4MzSTvwwbC6zP1hJ748WElRjPibC/1rY/xA+4yBNAJuWluY1bgh4A04qA61/LMvYXdcJKhGLoAQMcCvNEY1YjR4nfTik7opEauKnhvZc5QH3GqeSIDVyVLRljs1kmmSkY0chKkHK3owsLqXO4AH3eYAvtXi3uB+96JHYIMkoheLTfoQeNONvvojKOZu4ttGwoR7vvfU+reereDBIy9qFSgSNCYNRwHdpADeTK2AjFLLzx50sz1lHR9tI7rmU5M2fID4TjnWD5A4i8Qq4WxqWrITEt6H0uxD6FiiUIPwH1hNe+iOYX0BHrP8qIrDhYlxxi/GnCAIYS5YHtQRvfTzvNZnFnKCRZJ8O40ub3qzwr4VdjBrzwQqc9vZnUL3SbOh7g6pXJ7B1+FY0DvnUrX8Ep+4b0Gls0BXakg2UuVuBnN5r8Pt8MvluWdze1oveHOZNh3XF/chFRnWCubNlBn1X1mLCN5WZPm0yZcPlND5SHodMX4Ys6cTNOnF03RDF0v4tkeSfZnOHtznduhLV/b7mmx5vsq1yY1pE7aPp6SN47kxijtiDJQcWcnP/O9T+sSnN/O/yy8khnCnthIsInjWjcQ/LY/n6eLq0/go1a5FSprhVUaSUGga9zdBuH4RthzhbMymYSVIl0SBNyZtbShO9/ivi9vfk0sCpRO57g5KXBWrEHyc+vDL1rx5FtKnJeXN/TFJfDNQHQxniDB6IdseIFBxYmn8Co8SJxNy+SIACkov7sYuPMDs8P/waowtQOY+0kqBTOvLO0sbUOR1Eu4FfklDHgf5vtmD77g+hTBoxn1xhUvfGXI0sT4ORTTlg7Irfci8INXNJZUbUgsQALRaBgwHSHSAyDNKmQYOlYOcD7yZDpz3F/fD/npfu4rZTydHmv/zZ6OtKaU+H4hbhmcx0EMi+HUv7BUMZMWQupxIDGL12HvNi40jwMzFX0Z/ssesZnBfL6LtViO57jZpk8ZNRSliMBxXGTydbambfps60PlkXeq0ip8kRAgf+gOv9ECoKTbnLSZwIQoFdcT9ukaIKkbM06Aj7Wp7AKM8hIPo8mR4ZTJviznsL7lM23J1228NZOCgAUSIDiUh21XCMaUYk2SUI2VyR0tqrXEqtTJbZja/UC8ifuJlV4b0p2f8QqhwFU967QlvHUPqOmMeP3w/lg5ljyRDccCISGeWKWwXFimMbyLMv4KTGgcLkxvgDJbxPYUpS4plyFM8oA9W4Q34JOaRJmNZhAMNrG9gsacFp/a9I5dGEalZxc8diJnVpjdp9OUpAbfcrVTQzkQWeIxRw4P/H+v6f4uUJzsdJCO+NrVcW7vJchuxaxPStQYwcFYqmTTUMOlvcElR4nZCTV7IeP5jGUrXeFRan3iX025Ik1TeCVI5JJmIjEWk+SOBcFzMl9kspdREmNYOhp4r7QV88L91A+6hVpFsN9J8yecctjpbxKG4xnsn3tUowst9c+u/6BaWriYX9G9Dn6nbqbHSlRsOFBH9XihsBDSgpsaUP8YjAW81Wcb7Qi+N3qlNY6xytQ+6T/vV4rp2rgfpWeSQd9nK3wRGCqc+vaF7rUp7/mI5qLujvcTY7n8iAj7lecTtySQHh5Y3oVPZkKp1JdKzPe/PdGL6kDia5yMmW/oxy3Yn/1yUIG7+QXoWzed8vHaWjC85ZedgF3qHL258RIQGVaE+PDd3oUPUa3r6xDH67A2UdSyHDq7if/JWhw2Ed2Qu/5eD3o9EjIzWrNEdSKtAy8Dzb9GvozreExiqg8zZ08kIM3tCGvYTp3yQrqTv17Pzw7vwJkapsMo1hxGrfp6vDUkT7C8QCElzpx7fF/ZjFjkrZAEnJJDR2RnYlCziZBTYPuob7SRnum0qSN3YvZUJzSDg/F3e7WSwzVUe7vwklDrQGCTjvlNKylIn4MZkktnTnTuVCPtiu5H4BOHpB60/ALaS4n/LF89INdBlvNdcT8l72bV5bGpZyK24RnotxjUOpnTuQFF8fDA2VuGy5yqAJC/A3J7Bk5iEmz1jLbO0tCmyziIgvx6c/TCDHK4O3yt3GlG9P8PfDkBc4oB37NWXDbiCuH0F+0pdUo8P/T+P8kB2KH+jg9DEO2kWs6DuQN3aMRy/fy4Z+92k4fzz5Nrks+2o0TaacwIzArPd2oPw1AHdbWFxtBGLzzzA5wddVIviyylTea7+YeI2MXHsNJvdMKnfYwb0jA6jm0w7/Wt7A0/uz/3/FrrwbeU0/wft7MAh6vDS+mNCTkf0OcmkBMnUmYm4pCm0kLD8xBAdVPDcKwrgTIGCK68su29r0aVaJSEAti+F9+/dINSuoIOnBdyzCEdf/1+/3b3HPbU1h+i4qftuNmbM2cAPQLrvIoFMNKL8xnIFNluDqGUOmdz0ORwXRYqsnbe7BDnswaQUcE6DLL840uApfhUlxLykQcReaz4VqvYr76V4OL30N+m7SX7ea/P+KXAIjWzyjSOwrhK8KTnQIxD6/gArh1/jYeySFaoiw9WBjeiUa2tykVrqJhB1NuOumIyEklgJ1HrIFI3jrXB1i31nOmVnjiC9zF32H65SbLKErnxP4MP3o/yvVCWWeYjhlc3yZ+8EWap5dSLqbI+8s6sDChf2QGmW0nz+FgfevMPbkHXxbdSGu926WrI2inN1a7MVCpOnO2CgKOR1Ym1LfRdKySQ7qs+VwTPDhxHfjeLvJDyiFLsX9qK8sjtVBXRe8nBUoHGPxRUGw725GDfDAXmZGMOagSqyB1E3K0JFrmH9vOLq9QzDGqMjSqdGbXagjQjmzFjMicomOLCI4yTKrcf4NCu8d2GuvU9nowMa639DzbCDVv2pI1LBklMo8Dt9qxpQDcyHKFalvLLWuixhszXwZcY0HDgZMwQakV2XcLq9D+4ZIr+0w3/jfNc5QBAY6S/Pfdm87qmS42cn/0bnNy3q+Us0y/opAG4GLzdUk2XvR33YdXaXfoPBNYEncQSbev8rGD06xtrQLVQd/zXf9F+MhgtQrgazAKC6220GMZwpZSiOnt3fHf3BxP82rQ0+askY9les1c4koY0RjK0VmDGDBmBo4GRKRKpNJ9xWQ2N5DI/pSv34XWpQZh0fwKrInf8yuAftYO6Eny4a8idRoxqSTkVrgQxnfRL4cZI/w/6Y8xj/DtiTUOgWepYHcEshd4nGsdR15Yik8UkUgF/wu0qPdGrwV2dgLORAE7M/CpuxKNmt7kosNdhI9RnoylENEcZm9/8F65v8WUxlvCmasxPHLFdTYVIqOc1rQNCWJGQEbuS/zAbkZaa4Erw2FXG+YzOVG2Zhz1ey8LeNePSnbR+Tw9eE09tf4Z9/c142X7uKe36sKo9dfpaSbHacfpFNoFFHJBGyVspeeyuTyJ7nMj2qLKWUCOuPfS6SWSwUMJpFAV1uiMzS8Uy+IjmE+fLHzNhdjMskrfDJqXSbAn90i41VNsXoGJaVS/Hxt+NJtMlPvfkrAsSukKdS46w1kh0UjHC3JO9jS0c7EUBHU9c5xKqokGcAUNiIjEEtXXiu/pTLB7OVLPtIuZdaoQywd5oBTnpEg1vLVnM00MN5G71EDOWmciV3EvYxBtCnXhe0ZDUg+VJ2EDefYJYPtP9bgWGRVKoSoceIQClnD4n601wafA2DOBtmtH2H3EUQff0SlEolODhI7Zn4xE9MVPxyFeGacqMKvJT+ktfs6Stjd4JgIakKYIawFYCo3kKMq3gd6BZHjikk5mhv1ZlJmR0mkRhVGD5EdGm8MF12hXgLeTQOQ5gczevtNzKZykOSCu1DA+H4yxGYCvfFB9v/EM/HSDXTVAGeOjmsCwNwD4cw/dJ9Co0i/On78cjaGQoMZicBfVhtTySTIpQJ5v+sY1bq8J8fC09AazNjIJZTysON6Qh7B7nbM6laZyTtucS8pB50J1DYygt3tCfGwZ/3FeHRGEUeVjNxC4zMN6SN8nVT8MrAWB2+n0LycJwdvp9C9uj8udgpWvFOTiVtv8svZGLwdVXzVpSLTdt3mQVrB4/Mr+Tpio5Ci1Zu5npBDWAnnf6TT4mZ6iCNb9l1Ces1EtKOGW23TsPdPoFqjw3zd+C5VdLZU+WAxUgkkArFAMA0JprN1NvcMWlGLVja1uOJ5ibIRw+izwod3VpfjRsN7TOvjxrqPU8iooiNMtYSS970Y7H6e2x+ZyWi0idiDTanb5CCuXnUYEbgGidU4/G0kdpYffCdC7Q+gnTuSSnMQU95DHHSELqb7ROZ70GbuKOwFDSc39cZz9DlyBSOFdneZxP/SBP2oUHwP8orjwwycFNmc/HIZO/pcwq9sEgOlJ/H4bDwrjk4hq6SAQqHH3DAf76sphLg58UWgnIa2CiyV+///UCS1uB/Rv27gw/8S6V83iNYVvBm38Rojm5Xi13MxpOfpSMguZFa3SpTzVdN+wYnHhnfnhw1wtlXw8+koS+1tUcRGIXt8zQ0X4+he3Z8sjZ4vdt7ms/blCHa3p11Fb67H59CktDvf9AjDxU5BZoEeb7UKEGgU6s7Cw/f5rH05bifk8NGm64xpEcqaC3GPjauDSkopDwdmda9MsLs9wY0s1dcf/fuIkS1C8XW2eWy0K/k7PZbXRi6hf92gx/d/JO/rSFtXaNu1AsSsJTxYpIO2I+GfVYMNZsYd3EDjdStwRoGcuZTCg3Z4U5YGVuP8nFRpUY1NLCZ+fDJ+4+ux0NSe6QNuUBAayDhdOPUup2JXQ8VBWTzndxdgzvsBh0x/ure0wU/+q9U4vwgcnRHGroSoSwhDJ4CkLnlJtxDLJJGT7sPGE0NpM2MN/eiLkmRq0R0na3T8c9OExYQomnOw0gpyNE5IcxL4bux7rFgjUCCIaGPP8haeTG7kRClsilvc4kN8CVSrVu2FXOdSdKbYdPYR8VJ05j++Rka+TvzuaISYka/72+fN2X9PnLP/7t8+95/wb3X2onT+TzCZzeIPa8zimUvFJsI/4t/orKj1bRbNT91uMoni4p9F8dL1IhXnH/E66fvP0GhEcc5SUYyIfvr/j1eJ1/GbsmWvKO48+Ofv+6vOi9ZZkc6g/y5VA5w5NKbxv7qGi52CwY3+fvs8FzsFo1qE/qt7/39BIggM+g9HUr4K/Fk0sEQCQ/sVsTD/j7GxgVHvAv9P1kCLmk6tHv2XVb9QBFHcVqxYsWLFipW/jyCK4gvvB+Xm5kZgYOCLvux/mujoaNLT0//x+Vad/33+jc6t+v77WPVdtFi/KUXPv9X573kpBtqKFStWrFix8u+wuritWLFixYqVVxCrgbZixYoVK1ZeQawG2ooVK1asWHkF+c8a6Hnz5qHRaB7/3rZtW7Kzs4tPICtWrFixYuVv8J8NEgsMDOTixYu4ub0e7RytWLFixYqV3/KfmEEXFBTQrl07KleuTIUKFZgyZQqJiYk0adKEJk0sdcADAwNJT08nOjqaMmXK8PbbbxMaGkrv3r05ePAg9erVo1SpUpw/f76Yn8aKFStWrFj5j8ygN23axN69e/nhhx8AyMnJoXLlyk/MoB/NqPPz8wkJCeHKlSuUL1+eGjVqULlyZZYvX8727dtZsWIFW7duLcansWLFihUrVv4jM+iKFSty4MABxo8fz4kTJ1Cr1c88PigoiIoVKyKRSChfvjzNmjVDEAQqVqxIdHR00QhtxYoVK1asPINXuhb38xIaGsrly5fZvXs3n332Gc2aNXvm8Url/1qWSSSSx79LJBKMRuNLldWKFStWrFh5Hv4TBjoxMREXFxf69OmDk5MTy5Ytw8HBgby8PGuQmBUrVqxYeS35TxjoGzduMG7cOCQSCXK5nCVLlnDmzBlat26Nj48PR44cKW4RrVixYsWKlb/FfyJIzIoVK1asWPmv8Z8IErNixYoVK1b+a/wnXNxWrK3h/gnW9odFi1XfRYu13WTR86LbTVoN9H+ER3neVp6f6tWr/+Nzrfr++1j1XbT8G32DVef/hH+r899jdXFbea3ILNDz/bEHZBboi1uUIseYB9d6Qur24pak+DFp4HpvSN5Q3JJY+S/wYCrc+6i4pfgjVgNt5bViw8U4vtpzlw0X44pblCKn4C6krIf4pcUtSfGjjYLk1RC3uLglsfJfIGYOxHwDoqm4JXkSq4vbymtF9+r+T/z7/wl1DahxEuzLgjYRErdC4DsgtSluyYoepT/4jIHAQcUtiZX/ArUvgtkAgvR/29JPgj4dfDoVm1hWA23FyuuEcz3Lv7eGQ+QikKuhRO/ilak4iP0Fwr8BqQOUnVTc0lh53bEN+eO2c11Blwod80BmX/QygdVAW3nNeOTiBhjcKLiYpSk+QkaB0gO8OxS3JMWDX0/QZ0DAwOKWxMp/lao/QmFS8RlnsBpoK68BmQV6fj4dBQh0DPMB/n+6uH+LfTCUnfj3z7u+HLLCoeEMEIT/bY8+Cal3oMagJ7e/qsidITEThNNQpsefH2fUwZlvIbQNeJYrOvmsvF5EnYC0u0++/97tnn3O9eWQdR8afvXy/masQWJW/pRXJWJ6w8U45h+KYP6h+xy8ncLgRsG42CmKVabXERGRvVOSOf816HKe3LdpEGx5D3Jek9i7/ES4vADOfvns46KOw+6xsP+zopHrRXCJjYzChQhOFrcof4sozjMKV87ya3GL8rfZNNDy/ucmPP85pyfD+Zmgz31pYlkNtJU/51WJmO5e3Z/3GgRRK8iFhCwtcw/cK/ZBQ3GQcxluDLO43RKWwN3wO2wbfJ+0s8+u1rutG6yoCCYDZB7sSsHpHqicnjym+0/Q7SdQvwaOiZjvIW0DNBoBldvCtR9gkSek3bTsNxVa9FMYD0GNoMMCaD2jeGV+GnoK2c8PZJL0xHYNWWjIopC8YpLsn6EjHw2ZaMh8YnsU1zjJ+iKVxZgDCYvAkPHs4/LvwfUh0Gm25f139H1yvyYdfnSDHXXg90WxexyC3mdA+ezuxv8Kq4vbyp/Svbo/Gr0Rjd5EZoG+2GatLnYKXO2VnIvK5FzUoz9+gVEtQotFnpeJOR/y94B9B5ContwXvQjifgSFPSTNgoM/LaHC0gUczb9Li9ouOOHx1GvmxkBONIhGgS9DjyHwR39cidqWn9eBO+MsOeGF9mDMhxJDQZMK+of2LGMH3B8G+Zeh9A9Q94PilffPOMdWFvMebRjGYBY93u5IEBO4RQleL598GZryLYXIUT6xfQZdSCGSUtTEk8AikSX5Z4gYAYYsCPwT74lZB5ETIHYTVKwK1d774zEmHSgyoCDD8s7JHf+3z6UIPj9WA23lmVyKyeJkhGUYWpwG8dFg4cT9dC7HZnM2MqNYBw0vEtEIKctA3RTy10H6RPBaDM5DLfvzroPmPpSZAeoqkHcBfEdB58bdubhlIYfrTSWW5oxhDfpcSLsCPg0hV0jlNofpdbYbglGGTAl7mYcMJc35d1YrhwcAqCnaQD2zHrw7gmM1sA+D2KbgsBPa9wH9dSgIBJfWEDgFPHoVqWh/myq0oi610ZHMAy4QTA1SiWESLQigIvO5Xtwi/m1+b5zNmDAQjQSBXBJZwUD6sQgfyrxUOTx6gSETVO6QewIcG1i2512DtH2QfApC6oJ0E4R0Bb9+T7+Ogy+0vfxH41xUWF3cVv5AZoGe6bvv0GXxqcfGWas3FrNUYKuQEeJuB8C5qEzmHQwvZoleDLknIHIoRI8BaQgoaoKy0f/2X+sO17rBuWsnSJpvJukXUARCtYAG9O3Unybu3WnPCACOjTCxYtpBIg4XsJ5PWcSb7Dq1A4nMsga9gY/YyMdPlUNHAffZxwW+Q8Tiz4vlCD9ThTRuPnHsOiqwnoovRR/PouAepKyCtI3g1hj8xkOhI2T9ClFD4IAfZO2CwImQkwlxr1Cn2Qh28jNVySICgAR24sBZktjMVzQDwBU/atOakjwl7wdIIpJL7CsymZ/FKRazmpGYMQOQSjTRXAXAjJGNtGMb7aiBmS60YguTuclhfmTIS5FHFCHlW8g9CAoP8HkPIofA7TaQvhv0KXC+JkSMhxvbISkanN+FoC9Blwd3frEEFf4elyrg0fCliPyXWGfQVv7AhotxLD0eCYBCKqA3iVyMySrWGet3Rx+w9EQkdor/jSmP3UsrFlleNA71oMQMcG4DMe9AymV4UB4aRIPKHzzawcYGS9lXYwxvl1uLc1w7rk6HqN1Qa6+EbnyKG34AFI7dwPXyb5K6cAwDAoeTeMeOB32aEL8RYpsvph0jCaER+aRgj+djGUwG+HL3cDTNNmFrn0cp2uBEAImcJZWrZHAbdyo8Pr4iH8BTXOUvG/sKUGUnYAebXaFESxBvgcQL8pJBYYb1faGpGc4NgAIdDDWARAZmE9zbDYH1wca5yEUnin0kc4Us7uNMCN7UQ0FJEojCidIAGNBwg70YgHacI4RaT1xjOt15wGV+IBxfShX9QzzEiI6FvE8uEEprqtOaz6hDNsksJpoo7hDJbpS4UZKWuNKcZrRjNePoxOcvRSZDEsR+AKpgCN4PJ4PBqSJob1iMsrkiJOjBtwR4uINLV/Bpbjl3cRCYouHaYGh9DpwqvRQR/zbWGbSVP9C9uj+V/CyRD3qTZSZ1OTabn09HF7ksmQV6pu+6zZrzMQAU6C2jdakAUzqWL3J5/g2iDvQRIJqf3C5RWGaCdpUgcIXFUCtkcKMRnJFD7CK4+/GvSBxEStdtiFkHxhSRc62/YRz16Ic/MdxkEtXJUkXgsqkLrosHsiskjMr7plBrsBPedWEn4zjNPDbRiWXUe0KGnSsvYui0Asev5uC/6ifCV5UAoBbjGUQ4pen+xPF1+Jo6zHyp+noaggDu7SwzJEM2SD1A6wxZ9pAIaIBAI2zuDTodlKphMc4Ad3fCLx1hz0eQkwS/9IW4K0UnewQn0QAxnGcagXxLX86QRDIijpQELDPkXECKEv+neCj6MJkujMGLoKIT/ClIkFGKkgTgQznqAhBAAPZAEle4xjauAloacZAr7GMsh5nIGHZgxMx1Dj/z+qII5tQntxlT//i381tiZ4ABsGkKUntQ+kHOPVB3BlV9OLcG7gB0Abk3bG4BP78BN3eBjQeYJfCgEG6s/ed6edFYDbSVp5KrNTxl67OjhV8G3x2NYOmJKPJ0TxbJNYmw7GTkaxXNnV4FHpSC5Pefvl8UIXYK2PmC1A5MBZZtoh7mxh5n45l80qY5YPTQEtvsIGdGjsVAPhVpxClWE8clLgQsouX3m2g7LASjRzKnq39G+ZkJRNge5D32MZSjhKa8jf2GIUyrruPIt5BvyCQzdDuS/j/RpE0Frvfpz87FkSzMKMFV4xKcKfXUwLLiRF0OeujBqxA8ssAlH7ylkAeYADngUh00V+Dow0loQH2o9g5ojDC1Apz/FS685IwgDenkkQhAGP0pS1cSuUgsMURwmnS02AEtaMzX+HKP5QRRmt7MRontH65Xiw4MYjbSYnZ+SpAyjQd8wHTWUJ4MbtOHuTSmD7nkcpPNKIAzbCKZdAqAUrQE4AtaMo1mGHnaN8ZC4STI8QTDQzuuOQX3PSF13J/LJOotX6iUnSBRQrWDoDRA/k2I+QWCqoAohdPzoPAkeNSBy9vh8Gx4+yx0Pgo2bmAXZPG23F4P+ckvSGH/EKuL28oTZBboGbP+KtEZmie2q21kVPF35vtjD+he3b/IXN23k/6XaiLw5BDhZEQGGy7GvTYVxRRVQRoOhTcshrdAyKOxWJ7axkZ8K1+JaICsHSAKoAgB1x4QORnCtoNrU0g9ZDHaVz6dzoVPv6C/djKNbbpzkB/ZySKkWS64dtjAA65z+8tA8ra+TV6dfSzhHDFcxAEp7oSCNA9j55VkTmnJhf0enD5zmfzVU2l15DgN6tfG5wRsP3wQe9c4EnLOUUX9JyOKYkYiA1UVS2CYIg+kJsss2hAC+mi4ehFKAnEXIcoHjCWhMANylZCfCY5O0OYllgmN5D7LKI0NIgEMwY1L1GMiEdxBYCe2SHFERiw65jGMPCCa1ZjIwAfvlyfYCySHSPKJp5AMltCKcLTI+JWK2BAK3AMERN7gW7LIoRretCIfW0DEgGUo9Uck5QEPSJkC3tVA5gXyEFBWfvI4Yw6cLwvOzaHsL5B9H7IOgzEblG4gEyEvEkwmMBdCjglkEtCWAZkMKtaDOqMtnpkSDcCtLmx4z2Kg9w2FEk2g77Mn+y8V6wzayhNsuBjHkXtpqGRPvho5WiOj1l/lqz13+XDN5SKbuU55ozwyiWX29vv5e60g59eqotiXv46j29VqZF0tQNSBESNZhgxi9mWSMh4ECWzKeZtPzlTlqu8JSk6AhnHg0cESvRwxxjI79F7THZlGifTbOuw9eAwteejR0vDeOOxO1acwQ4ohxRHVr2/gRkma8AHlaYUJEzo0OMQ0xni9ItITDdBvCCBfW4Ci/APKlqwCQHB9qDciAxlQXt22OFX2l7gMBffJYMoAZ6Da2xBQFnyM4AnkA4VmyEqCpFOQfhfe/h4GTIOxZ8HmOSJzpzCZMCqTRdbjbSIiPWnOEHo9/l3Lk0m3BvREIJIIpLCBDC6QwhFWsoIMQIkJI3pEwBYpLoAramxxwvs1SbGqzWSGkI0dweRiQgRU2GCPFgcsBsYErGc4WxhLBqnEIJCLAhmqP1xvDd9TlxASe0aQVwPyjoMhGn4O/oEO90uT3S+arLOguQq5yyypUsZs0EdC2lrLjDt0EiSegIufguNsiDJBgRxs70AzAaRmyNdA/AlLNPe+yf+7f2hrKFEXQtqA1A1uHIH0B0WgyD/BOoO28gSWdCYTK89EU2j834KPVIAsjcUlVZQz12B3e9pV9GLbtaQ/7EvMLiRL8+qmWonxIviC8LAO4BWucL/8TTxvaDitOo/n2IocupZHwQmBfB1kNLvH7par+bJ5MvIsF9J3wKGtV5GIUkrmVKTgNugFcLpZiZK73iD+F1/sP2pJfFQ73j1xjZyDnlyNDAITuH0xjeof6mn4IILNbQVqjehJ6WGzyeQqD6r9SuHZmjjYF6CQmxA29aDZxgK0qbZgWXqmuno8pemMI2UwUYiIERnFWJT4Gaj7gsdtSFkJVUeIRK2ClB0CXoAfYAau2EKAFiS2cKYHqGLBTgmJweDkC0G1/vz617jKHW6TRx7OWKLLTJi4zDlccQPgNFM5zWR6cIgAmgJQmvKsxsBFFvEzI3HnTaQ05jzzUQNqIA+R5tSkH9u4yAJucpnUVyRK+3kQEFCiJoVIUtBTjjrYcIYolGxAhw6oBPhQllp05hO6EEMUWaQiPJwfiqkiqEGrzGANQ4gB0kim2uoQDFEgdYJSLRri8tkakpRabtYBQQ6BBggKhHLfQXR/yAsGiQuET4EcNWhzwL4U2MjBbxjo54NCBGcZOLnAG2ch+tKT+f+1h1p+ANovg8gT4BxQtDr9LVYDbeUPXI/PJlPz5PqQSbQY6dJeDtQPcSuymeuDtHwuxWQ/dV9clpb3frnIhiF1Xzkjbd5qxtTZiGSGBOl4y5/ZbvagETQYgwx0pimHluaCXiT4nISdk4+QtTCPQTU/wq2bHt0eHUl1byH0K4UoQEoeyCsU4FWrkL1VvyS8+3p0RnC/UJNI/72oIjpRKJGi9nWmrNCIkz/1ZY9WybVJjkgb64gZ9Q612qu467cRhcEO2+XjsIk5jKrnFpwK6rGihy2OnjDr4ZqbBClqygJwhBrkE0EHspA+ZdZT3AgSKDHT8mMoa6BEOCRI5JjNAm5YXOGtGsOtvaApgAwHsFfCtnkQmwg2TjAv68+vv56N5JOPE06Pt8mQcYVEpFj6E7pQGkcCsHsYGb+MOeSSw2imUJq32MhI9rOJ5qyhDZCLZWaZB4TSgem0pg3jGcYU8slAjdfLUNVLI4k4jgPXOMM7KLmBjnJYni8fSOcO+4nGDTfm8SW5ZNCS/qjibDGWMCC0EJDtt6ETlXiHmtSkPjiCtDLkbwH/g6VZVWoX3pNtOOkFJIOkmyX4S5oE6nbg1BUK8sAcAYFdQN0MTjUEF+DiAdDYgrMTeIdBzG7QZUPdYX/+TBXesPwUJ1YDbeUJHrm4bRUSNPonQyZNomVN+I0w3yIziJO23SQ+W/vUfY4qGQ/SCl7JdWhjkIFbHW9QqXKVx9tMx+QoNGoc24i8yweMPtCUAGlJPvj0ewIPNyCwUMbJfiKaHZ5MNstQCjLsHqgptb098joafPuNJttwk4rvz8HWS464syK2t8uiynQhfuxIFA4aCgApGlRIURrlmLbVxTh0MZI3D3Oh5ihU82MwdfyB7GXdMGzrxtiei8EevOaCrV82P1GGEHpRn3mP5VYThgwHRAS0JGHziq6PimbIyJFiMptJk4HJDKmAlxRsd4NBgOuAKhmCWkPmXnBWQ8e5z76uDNkTxvkR9jgQRSRqnChLL8ryv8ooy5hMMnl8yOcUkk4FIPChO1sO2GJZL08FsjBwi2tc4y3mUIrSVHtBGik64rhIaaAi8AAd/ljc20osBlIKGNGyi9E0ow1hDMaACb1TLnbVbRHqCyiwYwDXnriu/i5oT4JYAhKX2JAZCz5BUJAMKqkl1kBVBkrthMRlkLEFAiaB/yeQdg+MfpAfD8JtMAIZGohIBJUSjn8PQa1AlwtSOchewb7q1jVoK0/QvJwnga62fzDOj7BTSint6VBk8pTz/vNCt4IA7zUIeiXXoWdWnkbjbTXY0XoLevQYMBDzZj7pbQGDwJSoBXxf+wKnfM7SYoMPyf73ubR1OWVDSmEfKtAi+l20SAmxrURjv04cKr+OrefqcfLngVwfPZsjXb7m/Kq+pAz8CefTdVDHlkUA6k3di73TWRThJZE65GOochnD1IlUamZHfooEv91zEd48T51P0mm3KIfVtOQaK2g+Eip1y6eQDBI4gI7sx89Sg5U05jTXGMM2fEjnbDFp9dnoL4EhSUqSUo7WKGACtECyDpKA0iKoAEeFxUirAZUZCjMh7x+k1KeTRhjBtKMxOfyv+8gNfmQkeXTAk7dR8x1VqIQlBSgaSyyFDkgGAnCmM5/xNl9TnqY0ogZfvaQ84ZdJZyaymus4wsPYcxVabEnAEtwpB/yBSGAfkcxnBpUIorJDSbggoJ1Y+Idr6uMh+Q3InQOmWLBTg1MdCFoJLm9C7jrI+gX0mXD8XVj7PiS7QbQI6/rCgsqQ9TAswE6wzEarDQUnbzDoIP4MGLXwgwesqV4kavrbWA20lSfYfjXxDxHcv6VAZ2LIrxd5kJZfJPL0rOmPi+2TkZ5SLMY5R2vk0N3Up59YzDSmObWoyya20uJ0M9aPXkfdcH9YmYkgB6kX2HaAOrmN8MjyYMDd8iRkpuE6txyqTHD6rD6tPv+YhpkD2CospvKa7qiyHBGBguAIbJI98TjUkNyqF0l/YwcFthk43W1H6iUFQo4a2w5bUcz4DJNehrnbRk7PVuNxtCtpNWeiXt2WqOnu2HffRRQHOM83GCjkJrMpQSPyuE3C79ZBdaRjRzCOlEH1HO7XdI5zirZo+Rvtgf4lijBw/BIqHAEfJRQCgdXAPwBcHOAu4I4Zs14k4Cq0AiQS2DIGji6Eq7vB/Iw829+jxom2vIEOI8E4sYCvAVDiSTZKbPCkLBoU6CjE8rE1ANeAB1gMtYgcOXK6MI53+RZ3vPF7FAjwCnOPr7nEIMwYSeAAG2nKIeZykTBuo6QEhajQIMXyvLqHPyKgJJpc7lIvoxH1rjWkS0FnPHBjJpPww4ZbXMeUCTdCIC0KZIHguw0qpUHJCRA3HZLXgE1LyD4CJ96G28vApIe4dDg0FdgAtgLk6yANSBWh9JvQYRFMjISBi2DERUsNAs8a4FWz2FT5TKwG2soTPE9Jz0KjyBc7b790WS7HZNF50ak/rofzv84yD9IKHvaKfrVoQGP2c4pggvl4xif0mNuDNpfb8H6f9kRwj7yfQbbPxMzKy/my+U4kZinSFBsEYMNXYzk+YQ47p00i40I2ka32kVbvLB3eWYFCLyOhz2q6+SZQo8VhKtU7g/2pupiDosksvQvDpVIYECC8HKblfRDK30ZSIZzk65WJXtKNNEkMV9v+QtqopVziUzxETyK+r8ue3ae4mrOC+4e9KC8Ox7uwM9PbwtaZcOQX2JLUmmuMoxVXsX+OhgcJbCKFPWRx4aXr+hGC3JJOk9QOnEOgjBpKKME2BqLyIBmRHCSEYJnRxWBJ00mTwJk1MLMdTGsK57c+ed1bx+HWiT/eT46claynEQp8gON8xQ1W8TVvcxyogBupwCkgFsgG3ABHLLF4eiAfB0RE2lGRvlRkLh/Rj6d0bXjFiGIJMSwnnPkcoCXJnOAXVpDObUbzBQqgPNADKI3FW3CDR8VkdPiTz5KBS1jQeh6ls+8ThBQRMyZMSJKl5HuDUmepDGf/JhQUwN33QJ8GhTvATmIx9tlnYe8OiMMSDJiPRc+7gAciaMyWgZpEgEtr4OKPIFNBhWFg7wsSKXQ/AS1WFIMSnwPrGrSV3/HXBSl81Co+a//y00A+WHOZ3MInBwx2CsnjamKP0Br+xrSnCBEzRSZlTYbFIPY20yu2C5q3CnnwaThSgzuC2oBzujv22S58dHYm9T8ZQWKJaPKTlXRuvwGHVE8yA6IIkXQlovMm1u14A8ckT5yvV+beh/PwWzgSTbULdCrfh/3iWSSCmfwfB6DsvwpzsjtCrbMYv5iEEBCFesAPONc7RcrY+WizHEk41gTfGR/glt+AyCFLSSqRgHeTfdz4uTbGPa2xrbiZK3t6kXgP4iOhcv8ltPzpGyQ8X+xBeb7Cjx64PKwyVVSYc8GcDdVOgaIsmPItrlL5EJH4Y5CESDVg8cMsXE+ghlnkboQEKXDvGMTcAk0+3D4B730Lnze1fMg3PqVOcwq3kXCNRoA72WymDxXpCpwnncP4YDFOKVgM8qO6F2bs0aOhEiHo0XONWygR2c4omjK82AuR/BWNOImBHIxo8KYGlejLRqZgJINfWE8ikAUEAU5AARbDKQHsDFK8pUZWrAki4LuBmH3v0Q740DSGcalTEbQCWr0lbS7RBJEbQNwJmhsgd4HYNItxLlUL0utD7kSLbiWAizPcyAIbLMsbMUCgDWRrLcbu/FKoMbCotfXPebXfAitFSmaBnttJf919PF9XNI0ztAbTH7b91jjbyiRojGYuRme+kp2tjI0NcANkaXKEo3rafdcSAzZ8VmkiHT/uwoySMzlYYi0XK1zADDTYdoSSp+qy/7PpGCQmOkyYwa7F75PU6AQSEWQClFoyjNS3VpFd7xR+80eRNfIbpE5VUGJGYXakcs5o9tvngVyN5zs/IokNwBQQg8+Xn5G/fCCmLDXCo1YYgpnkcANlel3GftQQFLFNkWndCavuyrW0KWjohQZo+wG0HFSDQJ6sgShifpwq83tk2OL6u3KiRYHbLHCdAYIluBqpPRhiRSocN6BHjojATUQaIXJJEOjvosE1w8zH2GFAghl4+xtYNQlSIuGNMVC9M5Spo0OPDgVPJk7vZDq3UeNJDip82UABOexjMvkIWILAtFhmd3oshkUKxJHPFOYxkOFIkXKWKGI5iwM2r7xxBrDBFxsszZObcpT1VORTmmOgPMOYiAKLlyIdi6FWYHn+K6KM5gdb4F7jHOV/7EuDzyfgc7kaoSubIR3rROE8MLwBqoOQvjKZgp890UcIeHcH/yGQl/1oaQC0KQ8HX2rQ51hc2WKWJbZAC5QoAW3HgLQQUqOgclfwKFv0uvo3vPpvgpUi47ujEZyMSP/L43ILjUzadotfBz0jefRfklmgJ6fgz0sBAmge5mlfjs1+JSO5JW9KEIMtOZ6meAlRJaMQ9I4Ex5bCLyqA5n370y1rNOebHGLBknFc6biTbPdkWs4ayZmPZnJl9DdgVOD0IAiJUza+Jxrgu7c5KdMmkVs2HPM7OzB13c821lHR1BxxVUfu9m+N+6+9kfZeDYBwbj8FE6ajz3IhZVcHKm3tiOlKIxKPhCGPKc+Db4aRsakq6qxJ1N7bHv9uP6BDg5+6FCH1c7h+Uk1NWwh82DxAy330JJDLXe4wlOocw4ViavXzJzwyzo9IbA02opxARKRYZs0CAsHNRQzHbHmUYa/E8uHPTQNzhsWQbp4FVzZCfvlvyONL+pKNGYEK1MEPXxzYy2FMfEJpAklhP7nYIpIE1AGOYYli1mAx0pY3WoIRM174PE7T8iMAP4ox4fZfIGKkgCTsSCSfdThgcSs/ypp3wPLsFYFEzNi6ppJ+rxzRtS5S1TkHiVsK9vd8EKtBtgLM2yB3r4FrCeWpePkQQnYYhRsgYQNklbYY+tJvwqEdcCIJfIGyWHx/CVgGA/5ACR1cnQOaGJAEQpNxoPYtau38O6wG2spjLsY8Ixn0dxhMppc6a91wMY4/zp+fjr1SWuyR3E3oQj75nGff47rV0k9kRH6TgLuHF6r3JNgf98Ou0JauK7vSfGV3DKIZEZGaR5oxscvPnGy7l7VTPiOh5mWUUtDJjMgwYsjWodIraDxxKg4Pgrl1oBEFLY6RMPMrhCh3jKWzuH9RxDCxLTZOmcicMpEUOGGvdEb13nJcHSQY1NEUxPthExRFYYEtlQfMQ+WXQKMF3xE6uAcxZTeSDdjjipFMnOSlmbxJzcrp0G7A/57zDh0o5B4+WNzdhiIMAvunKH0FTOlgMAp4GUGPSAygOiAgBXIQELEYTy2waqzlY991PIS1h8vboGRNIx7U4fala0SVGozaMZls7FjPLY4yB3cWcxtojcWVm4TFvRqDJXI5GMtM0hIoJmEMExjCNM5xny/5tMh18qIwkEweBxlAOhKUbMeLANI5jppkpJQmk1TAXYTDAjQWzNjUvESKGUwmJVENLlFx3jiSTocTN+tbnEuMwi4iGGPZPDxWv4XbjTA0UtDbAhrwbQ9RhbBjjWVdvy+WnPL7WNzoCv43ELqbAhlYBgqKaMhNBteSxaKmf4w1SMwKYJmxJuf8MdXhacgkAueisl5qd6vm5Tz/+qCHiKJl9l+cjTMSSCKeJLRoaUt3vmY+ueSxImsDsmwwzMlBOdbAqbbHiAqMQpnvgGuBGgcE4lrdJkelpcfscVQ92AJRagYT1P65H/NsNJS4VY4CrxREqQmjcxbpDc9gALJt7iBkOyK/WgnbxX2wa3kIY7YL+qFLEL74gsTgE7gYJAR88CWiTolzg+O4lorgztfjuFDzAknfDSYrRsmp2AXofX/CFnCjJn40J5TJOHjk0HbeODJCm2DGoltfPsWHj/CkNU7oyeCbYtP58xIYDUF5oOph+XA7PxxApQGXEDkHVAHeAbwAMyIh/ZejqfgBt07CilQY1HYiVWIOMm/eHQocLzPdFMJJVuNMEO78TCJwBEsgVDaWQMY9/G8G9ODh9mwgFyNH2E0yqaTwerdMjedTouhLNrvYzkpUvMs9QI0EKRJcHx6XK4CNaJn9mkRLYN5luQ5pkBojJjK9bxHbcBFpH81ANRiMNVwQP1xI1NJ3ydjSAbnWjAZI+wZOx8BxLIY4Ektg2AMsxtgNi4vbBcv6t58EuiyBSUkQVLThEC8E6wzaCgA/n44i8TkNtNH8qCr2y+tudfB2ynMfW6A3sfREFK72ymJzc9/hJCIiaaSTfj6FulNDcfjWBu9mTmgXprGhx06E2EKqDqnOZPPHzHjve3zjA7hT4SpeFb35OXg+lYfW5K1JU7hX7RKiQz5+N8uhKLSh0fiZ6JQj2LKjHXqPDFRZavSe6WjscgkZ9h0mzEiUevI+nIvkaEP0KZ4kLX4Lec1zpB1qQk5gFNffW45EpaXy3DFIzXIMKV54NziBU8VbGEpefNiJREAtVOIBXxCT1QxJgSuefiIa7qIniTyucIf+uKR/AW6f48GHONGhWPT9d3jk8s5db3lfTVIjtUwi4Qg0RM4lQIMJKVIUmDAjJfloEyqN+4Yf+8DBFTDkJwgpB46X26P9fhwe7+VwDF8StC0Jt9ERj2UGJ8FSPetRkJIUi7vXgCXN6A0G44iSCUxFiQrFcwbdvap4MhIw8ICv2cRF7GlKN6AJWWRjKQ6yHigDOAlwXgStXk6rZW+xd/BKVnzdkYnzC/A70BFx8iKcYt7g3i8Wt7g9YGhxALN3EgalEZWPAlOkRbe+WAz0KSxr3TZYjP/jHwdQGkGvhYIocHy9CrM9xmqgrQD/LBI6Kafwpbi5L8dkseZ87N86R20jK1Y396O1RG+82L19JW67lES/GcMPHdZxavFpVvfeRqcNLREfyGgYV4/3N/bgl5b7yTNLcVhr5ov479kwZBGr3l9E+QPNcU72ov3s8Rx9bwlR5W/hcaYueTob0lxOUqv6BTKbH6SwwSnEQiXa3r9g/nQWokGKq7Mj0e2/J98oxe5gaxLO1qPGvVBUPskYMh04WukGLmp3qsWXBZ+73F8xEGl8c0LGjMbJVk8632EkjyNL3qfrR7MwiOAltOYmgXgzG022M1f23qJZn834sYzoi82ZOBy+WAIVqvyFkooZ311gbGVEYTKRh0gaSlyxrFcKQEmSiUdNPDbYxJRkS43zABxr9wO/mPYzd9EGPrql54F5PnEZ9mQr7LF33I8/UktTDqAxcJCHAVGABxbjkQ8ocOFrZuPwitY0/yeYyUHHHWy4xAdACme5jAIFesCBDNHSbDPUIKHShWrcqXMBaaYTgz/8kogy9znR7BIZXlnI9B5IvhqGTA/acveQ5zhQPsGbyPI3Mah07C9U0C7SsmQQjiVNzQbLgMiIJZWrEIgH/OtCn+/AryyEH4CSr1aIxN/C6uJ+jThw4MBLu3b2P3APr78Yz4aLcS9cltFPaXf5LCRA41B3fj4d9Qc3d2aBnu+PPXip7m8RkVwKHv9+teF9Omybws77u0jNi6XrxpaM/WoYX300lU+7f41NtjOZbqmcqHeKEnlOeMV7Y5KYmDV+HhcrPOBkp630njQNqWBm55TJXH1rLW2mfE7vNlsoNXME9vGBmEKiSB/wE/HNDlL45UTMejmGPS1J+fYNxJD72AaHk6cqwG/mOKK2dyRLnU7bAgcan2rD3NNuXP14IscbHKd3/R/o8nkiK+tvx5hlwixGcXNLR27v6ML9vcNAMJHPHgBsKcXVOVu5e7gpzuZhONCWq+fg6jm4dv6lqfevSTJA50g49eziOXK9iBwpIhLMHKAmQ9lHBkZEopGyHzdiUNETi7t7kNaer4Huq9+gXP85bP9G5K0QJX1FGe87GDiyoh9Go4QqmKiMxa19CAnXkHMdKMCOFBQYkJCBDTHImMo3j2LoH3Oey9zm3svRzUvETAGRNETHJSJwYhtSblCIP2HkAJokG2oJUFWEcwoz2rVvci61BEftYO5Xsxn0wRIahJdg2eZ6kKFDCLlKokqLbYInCQk+6ICUQnviMl2pDFzCkq7WB8tasxOWwLNALBXiyrWFrr1gzA4IqAhSGZRtA0q7YlHPX/I833OrgX6NGDjw5SXwHfkHFblcbOVk5OteuPGr7Of0t443A9uuJTH/UMQfBgwbLsbx1Z67L2Ug8YhxfIuaFlzAUryl0fgAZo7vx/ApbRm8tBvb3jjH4NW92dx9I5nuWYxY9AVZcnsy/JMoEefPlVpn2DRoKTnO2YiiQKGDhqhK15CIEj6ucpFB9U6i5gbe4hG8ohVoMCMmueG2YDjqVX2QtNiPpvN6SpaKpOqOTrj2WkO5aZOoMH0C5z7+GkGnwM43AUEnJ3JfLXIzocW8MfQ+2ZBt2/cTnbuAtouGM7/WWS78NJYdH80i+mwNzm6qSsr5LgBIUJAb1Yjwa5m8OWkBWZIlRFCPPkNhzzV4892Xpt6/5mwBbM2FNc8IclyrxdRFD5ihjAQ113HiPn0Jxx4jckTckFIHM2UAOyw501nApRR3nCP9ycoU8Ay4yDihEGdlIaWHL8ZWZiYLi/u6DnAOG6JxIBYPTCgoRE4sZpTo6EFHfPFAhTOzsBQAL6SQWrShMZ1ftpZeOAIqbGmALLckDUdMoKNoouuexrhrbhAAlN3WmOA2P+PzY2+mAc6zP0bilU6co4GWS4cScKcS2Q8qINx2JvyXvly7UpMz7fZwouVBFgLRCPiaLe7uAOA8loIk2Vhm0oewGGwZltkzEmixBlQuRa+Lf8LzfM+tLu5XjI4dOz51uyiKZGRkPHXfiyBP9/eNbKbG8FLWftPzn1IR4jnoUc33D27uR7+/TPd3CH7444nzwxxZeT0vyi1yBgpxT/bi22HrKBEvZfCiXsQG3WdD96Mk+aRQOjyAiNK3qHsujBrn6tB+bR8mfvMhwafrcrnNHkpdrIVzsg85uixSdWV4UOIKF37qgHTmd5TquoH0yV9gN3A5tnZaTF03kDx3FPJvxuD9+RdE+cdi13UzxjxHzPkOtPluGDYGBdHfT+BC2KfEJpYl404nji8sTekxMfjXiWHUuZpsGLyUjh3d8Wj0CeU6zkDM9kGBCiVl0fvXZNzGB5z4Ops2EwahIBiJBMpWemmqfT7eUMPhYKhh++fHbC5EapAgthUQDmoxMoI8xVsIejWOyKmEkTQshjYDS2TwNQQ2AiICVbqtx1DzCjZaOcESM59jBonFMNwFMrEELLVCyyEEEpGgRktzmrCdPaiwYTEzcaM0UsyPl0RUqJjIGLzweLk6eilICOYIGflfkjZ/HB4b25FT+xKetlquGKTsa3KejUOXMOZmFU61PoDML5UVk0ZjPtCQ+Sdq4+aZhYcAjmdrkF9nA26RATQoc4vUtb1w8U8kM84HAxYjLMESBZ8B5GBZd34UGZ8H6KQwZmsxqeEZ/NvvudVAv2KcOHGCX3/9FXv7J9epRFHk/PmX40d8kJZP4T+oPSIA776EZhVNSrtz6sHfH4wcvpvK193DntjmYqd46YFjQ+jMkN/OgGbYQ6rI+fQbRAXFsPCDt+i5oSYxvtmM/eYtZoz9lLVvbWF/2x1UulkJ1wx7nNJ9mfPth+zu+xO8tQaFXkbPLyaiEKVk+8finuVGZukkBEBSqELTZSPyJC8UZe9iFsEUFYj+fij2NloKTtajZkIJdPdLUn72GGQaO7YP/h4BE+XfWE7krVh+6rWHD/e04YTSzKwyt/CqeZYPfhlIQJUblK67C6W0JnLUqNSJSIDdi/rR4f1R2CPnvQlKJL8rWlKsSARo8hcNXFaokU4ygU6A3WYkdgYUBWYgAxNZ5OOJH2k8oCRSLHnLLoj0RWQBAj2/G4q9aybv2OaSkexB7YlT8XTJwFZhxg5LEFgOYEKkMia8yec8bmzjIhWoji1+9GY0XelAdSozmg8fizaFj16aal4m6XRAx1EcfFZgY1Jj+yCUrDaHkRbYYE5x56p/Mq3OtmSgczalUl1wPFqDpMaHoe0OGntmESGBfFHAvdpV8kzgXzIG7RcTWbr1DSo9KMVdoDkWD9laLIFhcizr+QBGGwiuC7k5ENLIUu3tVePffs+tBvoVo3bt2tja2tKoUaM/7CtduvRLueekbbf+0Xkify93+nnILNDzxe67/+jc9AIDD9LyCXYvuiCcBNLZyAkG0hp7bOByPtHhkYxet5pDxtNEe8zHOduOz6auZXXv40SVTEVVkE2hnYb22+vQe11n/NId0Ehy+WTEDCR5clYO+4F8Gx3Xmh6k8uHmlE714uef+5FV5wRKARwjgrDb0Av9jjdQH21O5uY3CFw6CAf3dJK2dyTjWEM8Kl8j+3ZZSpSKRK7Ixb/mefaM/Ybes8ej9k4GQcTWqRBvP4GsDB0Rm7qzQRKENjeDHQveJyfZm5M5fXlQ2Ijp/WZQu+tGNIAdBtJog4N5OoPbl8bORs13m4pM3f8cOwn4mGFDJjTNg8MmBCSIgohM1JOHCU+UyNEDCrSYkSKwAwFnYEn7nSgdc6lY+wzNRs8FrzTuHq1HxcansAG2YMnLPYEPelwALQLpGDCSSBaFmMgljwTO8C2riCSOkrx6Xdj+DhKckeCCHBukQi4pHyxGaqvDcX1L6nTfz/dDP2HJB6spUSoGY6GS7LJRFCZ5kO+ayVoJ2CBjjxBCXUUuXYyZ/BRei7BvepLglUSMxpZJUSEYgbNYIrqzsKw7ewCpcmgxAdpOKEYFPAf/9ntuNdCvGHv27PnTfcePH38p9zQY/3npzsux2Xx3NIJP272Y2twzdt/5V+d/uvk66wYXXcLjbDYyj804YUd/WiIOukft3SNIEfJxyVHT76evGfx9R+aMOYFzugTPBAcKHEy4pKlJcdeyv9lJnNJdKBETinuWmbsh0eSJMhocr8OUA61YUOEGMqOMa/1W4v7wnm7zx6A6V5esBkc4752IuVBO20x3DLmOnH5zDRK9ijZj56DySGeabT71eq8i8XoFQOD2vhacXt+TXIOS5Ae+DF7eCO/AOAZ5JqPTpDJucy/6h91l1EdKblyOxCDU5+bFmjTovh5zviNy+1wkHCJVqEUSe7l/pFWR6fpfszAFJsUBRgSUgANCCxvYr8OHRPJxw59MovHAAxNRyFECUsFM9KWqqICxuY64qvTs3deMHTVu8ykyumPi1MPAL6NOikopoRA9ImpEBDKwx4wME27s5ChfsIRCdMx6TWfOj3BlJZhFEo0hXFGoiMj0p+EVe0r0mYVucR8qHqvHibrxuJRfiVxiYt9377AnLJpq20I4MmopEkQmEMW63FDGOgahCZWy/lY1jOmOmHQq4rBUd1NjmTknY0lbSwYWpoON4zOEe0X4t99zq4F+xYiIiCAlJYV69Z6sY3zq1Cm8vLwIDn6x7trMAj3norP/1TVuJ+W9GGGArVfj/9X5WUVcrGQknfFATWfqQaYRbhhxzFFRNsKPDb3HkFdVh3hLSrbTN+Q4aui0dRpXq2ThmepKvqORLGcd8kJ7QOROqfs4ZDljl2dPnGsOkmRvJm7ohhQJ+gIVGrtC7AwSUiZ8gbtPPJkbemDIcsGhxjkKkj1J3N+CTL0CN68EIs5Xo3KTY1TvuJ2YE13pPul9stLWEHu9MtUbHaNS2DVK1zpLQGAcZuD7iGD0Mh3SHAfWnarCjn2dSMrU06LLJr7fVoItW8uj2pNLp84nsZWlkJtWnjNHm+PsVKTq/nf0c4Mso+WLf12ELRrYnwuokAKOZAIqyhCDJw7E4kqUSzofH2pBbq4Du74dRpBcz+rVPZknChhcklAgQ4aEGkYzB6X2mJVSCh86uyWoMGNGiowuNGEk/fHBlcVMogstilUVL4xmd/E+uxqPeSto3G4r0nrhCM452Byryp0ycUztd4IGSCmtMFLvwx+YIbgQW+U8MsBLFGku6Gi8pQpf2TuTs7Ids8tdxvdoUxzcMrjYYTuHvx9GXSw55kbAvRmMWfh6GGf4999zaxT3K8bIkSNxdPzj2+fo6MjIkSNf+P3+7YwVoKLPX6z/PSeZBXr0f1LfUyqAp4OSNyr7PPMacVnaFyLL8xKAJ5/wJg5GFVd2nAK1wL0yEznS4H3cYu04ZRtBq31zuV02CfcMezZ0G8EPAz4nJNyPPIdCZn28gQZn32LVmysJjXBhfa8v6bS+Az7pLsR7pxFbJpy40vfQ2RWiBxxlZsy1zqOfO5pSP/UjsN8yKs3/kF+rXSZqQ3c+T/Dl8yQ/FA75OLlko/JMJaYgj9QMZzp/+C1VW+3j6s1KNOq3krzIAMziwwYOKg0ZCQFotbYkxvthypFRo+l+Ni7vj3vIXD6dNZZN331I1J23iU/0Ivp+I+6GG7h0pUjV/fdZlwAHH1brClTC3ACYHABN5FjCi7J4GAOMgB7IQ4YWd7J5i0hMRhH7OBcqCxpGruyHjRSijzVB99VnyAB1oSOXzEo2SIPIEgIAV0CJKz6MYji2+FKWMG6RSQM+JJBejGEpQ5jNJSIwPndB21cUZxmCUUrVzdWw6z0TyabGiGGXET1TCEkSmXYghPKYUMR54nM9FA3O5Be4EwaECmYEEQKOlSehIIdr21pwd3UfjJMW0XlTfwoKHMjBUiUsSoA3Z8NnB6HEa9Tw4t9+z60G+hUjJSWFihUr/mF7xYoViY6OfuH323Uj8U/3qSRQztvxL90sS47/Mf/4nzDvQPhTtzsoZVQPdCElT0d6vo73GpTEVv70V1drMPMg7dn5sC+DVZG7ad5uIYWaNAQ0ZKq1fD9oJ0cb3UCUSum8aQn3Qu5yqn40vddtJTrQhu5r6+OQ7cjxRtN4e01NRi6cxb2QBAYu68fhJtsYNmc4BaKUHKmIFyqUQNCsuVTseogyBa64dNxNRqGSvZOmkZDkQ57EROr1Cthm25MVUZLJb62kMFPN6Llj6Dn8O26frsW4N9ewa+2bvNN6Dwe2deXM/mY4At98PJvWFa9Tr8xderXbzYcDfiEn043QsOvcvlKJ/OwgRo6pwccjp5CS7ULF2hdQ+Nlg5zECUSz4K/UUDxoj9LoEb116cnu6Hj68wf+McxqP2lgIaLHM1/Q8QMqRXBdKd5yDXcvvGdZhOxq9jN4ff8XYlW+R/eP7pNU+xk3BExDBXBIIBoM3jvjwDavQoOUyD7hBFAaM2GGHGTsSyKM6I/mI5XzHNloylnyeP/e/SCkwQdpTGtcsT4bDWYhGEwUbP8TocwfFkKFI95cGSQqm76YwssVB5BfKoK7/E65h6ziSlsnWux68d78EpzT+yCsfx2fFECTzhgOg6X+EA2oXRpS7wJlf++IBJJVIp9dU6DGmaB/7RfBvv+dWF/crRnZ29p/u02pf7OzwQVr+H3orAzgqpZT1cWR6l0oEu9vzIC2fASsuEJP55x+QeQfCmdqpwj+W5XJMFr+cjXnqvq3DLe6hL3be5rP25Qh2t8dGIWH+oYinHj/s10vsG/XHoIyXSY2EIFa/3xYbrQwREbNgZvCyMKZ/9iOxAfncD+7P3JGnSXfNBrGALFc4VzeLPCcl80acpOuG8iwZepslw66zZFBfRKmOW2ULGf7NeJoe82fFxgNMs/mYEh+VwRZ7IJ4GHnkU5gn4tjqA7f+xd9bhVZZtAP+9p7azc9ZdsGKMwWCM0d0NgiIIEgqoGIhdiCAotoRKm4CEgCjdHWM0jFqy7jw7fd7vjwOIikhsMPzO77p2bXvzfu+dPff73M8dLkUolXo6dN+GIEC/ISuo3/woe3d0QOlSil6v4L13P8NkBhNmMjMDuXAyCheHElq2OMKkD9/ip7lPU1zmgmdoKl3776RO7fG07teDC2cjSCxqyIWLSg4cgEtxR2gReZISsTtmyyw+/7oVdUIG07/PPVX5v+MggyUx4PGXSneucghWQYoGa4ywDuvKpjNgRsAClBKJisVI0TlWwrTZjKufg8kkx0Wt4fPErkjeeR/DgVdA9LG6zt3LQNSB3EJtgkjBRDBuqJBgh5Rm1EGCE1+zgQ7EcIQktnCYU7iwnaNkU0QdbpIqdr9odwqOa6CwBbheZzJeSYVSE4JEjlPUPKRp1lQxUWFAe/R5UOmQ/N6auJ8HseHVPbwb54iTQyVlTU7S7Nc2lD4upefquXwy4mmSNQGI/Q9gGbMZXeNUdA1T0R0NJefXz3ivbxTPSHren2e/S+52PLcZ6BpGbGwsCxYsYOzYP1d+WLhwIU2aNLnr6xdpDPxwIJVijYHlcX83iL5Odqx/sd2fyneGeqpZ81xrVsanIxW4YZT1j4fS6BThRYeI28vnLNIYeHv1KTadvXHt7R71va9FZX/3RLNr20e2Cmbr2WwScv4+e7uQW3HPo7mVvi50OlcHi7QSk8SMR4mZErWZPe2GUOZkIizZlX5rG9LiiEB8s43o7PQM+6kVjy7Tsa99KvXONwbBHgQzIZcF2hyQUuFcTLmzml4b2vFyWgHSiNArxhkMJnh93ud0a/4+u+M6UNxhKV5euSybOY46bY+z4PvxnNvYgvSMQLAzYUaCyawgbkcjNGVq3p82jaXLH8LZsYLz2cGUapyxOBgwm1UkXIzmTDp8OK0jv/xagFIVi5djV6IawPuTYdRwA4KlGWt/SCc45EPeeGcwAf7UPAMNMDTg79vKjZBTYNW3KGB1dV/tgeRy5aBSwEQr12wEiwXtkA00zVaRt8eLHw4/SdmmIQgVbqC3B4kfmOxAzIYMVxT+UnZJrJ4pZ5z4kNH0ZhpHOYoKJR/xJC/RBzDRnViaUY9sCnHCkSOk0JTge6CY26CjM6il1kj46/mxLjySgCg1IEmrhdUhKwGxBCHNG0EwYTf5UWoPPMOeXpeJO9yOHi+Nw88jn4qvB6Fs8Rs5W1qQ99BKKr/6FL23Dl5+DVol0Oabl2m+xpd2/V7nSWEhIQTQnb/PRGs6dzue2wx0DWPGjBkMGDCAJUuWXPsDxsfHYzAYWLNmzV1du0hj4JUVJ9h54cYddAT4m3G+yvX5xGFejoz6/sjfjhn1/RE61fWkRGtELhWuzcCLNAZWxqczKDbw2rWT8it4beVJTlwu4Z+qgPdv5Mt7/W48K3dTKVg8thXjlx5lX1LR3/Z3/nw3jzYJ4M1e9aqtJeb1NIr4mLIMLXtNr9K98j2aHY7AIjUz/4lI6p9xA4zs7pBL06Nh9F8bQYm6lOfmHST0kprE8EcBA36XfciqbebHxy4SeFnKmoea4plv4sch63jx81zqfn0YaVZ3PnASyN90ij7OWxkxdQlHE2NJfCEckyilY8O9RL54Ghe/Yiw6OWazlBG9f+Txx76jx3ObqOWZjmN4KdM/mcDG7b1o3Og4i5Y/yXc/PY1rgIaSFGcCfTJw9CqloOwgXp79USqPgqWQBtE/kJXbHYt5KXn5A3nmhVXENvmY338B7welzoZFhDIjOMpAWwLIQCoHcyl/dDE2I2KHiIigvAC5cuw/bYFDhy14mOHYkdaItSxgzgWzL5TJwDsXcIEAIwYBrMUozZwgj158iXWlX0CDga/Yjh6RT9nJADriiAOOONCCaRwmhUSmE1qTCpd89g89Gjuq4WQjzHNfQjbrYSxKMyjssexcgP2YkQjH62Kun07dRFdO1umO2GkH4o8L0KXUInNnaz7u1Z3eaSV4ztnL0sZnOJ4WjSjTgdqOxfkbUbY006aoknPu8AG/PpAG+m7Hc5uBrmF4e3tz4MABdu7cyZkzZwDo3bs3nTp1uuVrWGfJKYDAyFZB1wzU3N1J/2icAb4b1fSWjFmHCC+eahvC/L3Jf9u347rrj/o2jo51Pdl5IZ/0Yi2FFQZ0RjPbzuVSWKFDf5P4mNlDoukbffPu6lYj3ZInv4v7032vsuJoBquPZdAl0pu8cj0yicD0hxtWy8z6JbpSjo7YDfa0Dg5ia5dKpEaY9fJFPpxYH1Gwp9jNSOzh30kJF5HrywET6lI5Pw4v5ETDFE40iWTK5CLa7JFT7+LV3kgGos4aSK1dwhufHOajl6N5N13FIxWn2JDZl8MFzUnPr83UC28zMvI7TiY0IdUcQuEn7hSVuRHYM513X51MLd90enbbiKelmLJcFannQnj84+VghiZhcZRUuqK3KPAMLWDswAVMmjuVtAshLFqo5PT+L6kb2Q4X59a0bm0CQti+3ReJGaa8Az26Vbk6q5YCPWzKgkG14LlDsCgRTveDoxUw5iy0V8H2bEAG4bsR0+qAXo3OTYODXxpk1YVZnciNSWZ/Rn3iTA0hqBQxyRu0voAIYpr1DXfeYzBiBziYsM7KpViThFwABW3x50168yP7cUWNI8prYj5HJ+pwlgBc772ObpcSA3gug1gPhNgARMdKqFWA4JOLTHsEcWQ5XPKncNlkJud05Yvd4dh/MxdBZ0FZN4k6hy1EiJlIAPO6MJx0OkRBCqihh4bp6jb0KrjAMZdAoISCykbolCbsEzVWPYc539/nv0Xudjy3Gegahk6nY+7cuSQmJhIVFcXo0aORyW79z5SUX8GIRYfJLLFGpu48n4u9XIoAHE7956Ii49oF35Z7+pkOoaw5lkH+TYLD0ou1/Hjoj65Uy46kUab796hVhVT4V+N8PZ89Gs2gOftJKvj7GrlJ5E/u81dXnGDNc21u+dq3yiT6QVI59F/HJhrx7KILGMxG6iTKaLNnPzl+FjruUGO0DwVKMEpAYpJzMtaBcV8do1a6HV+85sxzXzlSKy2XiyEufDe8hKnvl7NgTF3mjB+MY6mG7ts3IxR5sMu7PX7Sy3g3zCZL5cek0x8Q6XKWi9l1ebj1SuylOpbtGcSct5/kyY8Wohft+aD/91zKjmDQp0s5lxFJmPcFKvUO/PzOUHq8uAlBgMRNdTDr5XSL3UzPp7dQaVCxcEUHPn/XGXuZhrAgCWKZE8P6z+XU6Vl06/IAxJlOOwMzL0JimXX9OVQNrgoYGWj9StNAUBKgsIYMOyRQvPtb3DK1cCoUjgcjGOQ8vnQ9O51D8Hn9NJkqZwgsgt96wK+B8O0icMyBTx8DqQOMiUcQTIjXEoS0gMB7PIyAyHLi6EM0Da4rVjKcVjQhiAMk0ZGI+6OrW8VOAg1cobEr0tnvIX52EKHwMWgwCzE8GyEoH9E9B291EV/7rUbwcYBN9aBOEcc91IRKLTib4O1GTejcaDt7VrciqP42Ut0bQFgQU6UTmVoRAFnJELCOc/Z7cTWfQhPliyARECqfvN8auCXudjx/AP67/r8YOXIk8fHxREVFsXHjRl599dXbOv+1lSevGWeAU5llxKUW39Q4A7io7G7rPm4qBcueaXlb59yKcQZ4qPGtG+ersqwc1/rfD4Q/6abKCVJBiBKLg4hFKeF443LW987mVOMcvhzvzqPLnMmoJQNcQXRCWenEgtEi6/s4YZKDQVbM6AXuZARKOdosm48m+/LzMAtOZaXI9DrKnVUUe6k4rGhBlhhIgmMD6jmdw7lVGe80f5+BrOWtoE9oH7EL4yk5gzx/4anGP/DD2FHYe1fSefY8wp87g6u6iEj/BGa9MJ6urbdQJyCJprFH6NfPTPLlYBauGknTBkfZuqgTjZsaGT/oF8gKQdBeKbqgeA2J3Rt89qkEyYMwgjwdBs/XgSlx8MMFSHwYVqSB28+QUEL++QI6RHblqZ4NCZ/6CGn29ggzPMG7DNY5IbofA+lZFjTvx5q4RcQeKYPYgzBuFdh5g6sFlLUhrDYcXwJPxIHggIgK63RPwNpvSYM9MlLIAyTk8fdsg17MoBOfUniDfTWKxHJILYcG9lAyBSGnFQjB8MJRhIs+8HsT+L0xogUkciPCZysQup4FZQ71Pw7FcfFkCr6exZv6z/D5qB4lCS+y5OBhaC4Fx/0gL4S0CEhsAUIgEjEQXck4hsypz7oJnv8uXw3hbsdz2wy6hpGQkMDp06cBa7eTZs2a/csZfyar5PYjvZUy4Y7qaYd6qpFLwViFqZxy4M2et5/o6KZS4O1oR275zRttiBbxpvvvCqkE3GQYS0UWPZyFSWEClPQ9FE5ghgOzJpSgKjWjcYa02t7sa2dm6Ip8DLIyRnyvQK8wcKypgqFLQnn+68v4ZBnwy6qk/Y49HGneiB1dG/DSwh+Y2r4uxU7uPHV8AXY6PQVOXiSLwZjMUpItwZymIRaWEuiaiSgFUSIhqTgMk1TOG90+YHDz5dQKyuSZNXP45cAgcsu92JHQA8UFI1Fe7dh2ugtP91uIl4srrz06jLmrHmX6Uw1BFgKl8xDs+4BdDW/+fD31nGF2LHhKwPdKlHSJHooNmLQGzuccYLfzY2QFO3DJx5V8lYIgjRMkuoBaB24azDo7cpy8eOjl0VhKpCDdAoZiaCFCcwnULrF6sx0zQZQDRdbvggRwABSosKcNXxNBLUBGAnl8zl5eoe01UafzMBfIwY0a2iPxKjozlBjBYwWUfgQSHwTHSeAVCK0bwWP7EF5ahbikCZQ6QNRFiNQhCGbshu6BwErc9KUYCqKJNGRjcFSQ6+GKvajAoFdhUbjRpCyeo5WNIX4MlsBUFA6XWDmsgJWcp7lJjyDz41F8eammBdVdx92O5zYDXcOQy+XXfr4dV8hVvBztySm7vW5QfaP97ziQ6otB0byw7MQdnXsjXNWKO5ZlzuNNGDr/ADebqDs7yP95Z1VwuDeIRj6X1kY4l8+U8COsa6onfJwDvzwsBUHAqdhIQK6M2ulS3p2sJOaoEanFHsdKA6sGnENVUUmHffmEJBaS42vBx9HCy58tZegSNbmqWiRER+Gek8uSxiP4cdNwfCW5ROrO8oHTO4SQzNHSaFRnKlHKtIx1nIfWqERwtbC/TzN2Z3ZEq1NRnudEK5cD/GJ+hLTM2pj0AgatA8kFIVSYncjI70KgbBtDWkBjY3vwOwn6k5D/DNi1oNz1ICrj50h0S8FrK0gfgB5/k2Ks38t1EKWEwkdpGm8i0akvJ+zfIWyeGkvQHBxnZEI88Gp3KHBh18Pl9Bo5D529Es6KyGQGTKdioNgdnCVgMcG6lhAuBXUa2B0CO2fwLsS6Di0DHLAuNFVygXJS+IgwvmQi2/5koB+j+b3Xy53Q1AOMw4EsyM6Hc0DdN+FwA/gkD7qcBDsTQuNkOOEOXrmQgbV2p6kS9oFkjR/2BUoW1GvP940iONMgCl2ZC2waisqrkqMxjsiLyjCa3EDIxaA0gVgGZQGcSGiLvu0l3Cio0Qb6bsdzm4GuYZw8efJa5RlRFNFqtTg5OSGKIoIgUFZWdtPzI3zUnMosva17+jor//2gf6BvtD+fb7lAalHV5Gj7ONvf8bkxtV2J9Hfh2OWSfzwmu6yaK41JBOxQ0OC8khcsZxn8jZJumyUMWmUGiR1uBSIHm9uxeJiB0d+KPLnAxMDfQpEZRSIu5tJ+dzZT3wpjT/sgZr7UjFnPLafDjncocG1NePJpvpz2Cm0u7qXhpRN80/4FJkVN4Z3ED6lfeopEZR1G2C1G4ajjdFEM0Q5H+bLOqyzPHcRmTVda7zoMWoFY98McHtiS2MB42kbvY8/g9pTpHUgqqoPSQcZ7LT9BZtKgMTtRbo7hw82DeE64TDOnmeA8lcvl/ahdDw4v2kOzusfAUvhgGGjRAstCYcLDkKeEx1sQ0sERQelK/dAtSF8/zkW72tRNs0AwMOQI5iOuPKdai06mJDgjkTyJF/Y99RTW8YQUC1TqwfMwlARZZ9sqEfztwKADQY61spgUECjD+nttXFhFOmY8mE4rfuYsOnR0JpRa19K8HgBkEiAARoTB5PchVwuj0kEugVIJXPKEw3WgWAGNEsGAtZmzCbgMJpcSzkcb+bpuRwKUZymTuCCpNBNQnk5QcSp6ZxmHQ+uATgHODmAMALtd4K6l+5GzHGrtjQPlGCVm5NTAVlbc/XhuM9A1DLP57vzFZ27TOHuoFIxsFXRX92wU6FJlBrpFiMddnS+KN3dhh3pUTVnSm3GSDL4IPk6CnZmE+ka+eR4QrC7LVnslbOyt5GBzCw/9UsHZ+kHIDEq6bSjig7dd2NnBla/GR9J2VxE9Np5i8IrjtN91lKBLO0kK9qf93r30OtYOBGiYe4wLoZEoKzWkqsPwKctmqvM7vFvxAa+6f84zqvmUG1T0cV9Hb+cNjDjzHWvKB9HH/Xd2JbThjfiPUUhM6Ex2OCi0NK590hqQbIQXtixmYHtfRn5Ql8wKNzbsKyJ/8ndg7o/KYyJ1gmH9qRU061QEMt9q12mVIUghJh8OhEPmKZbaf4qdWzFiaymCnZm6smREMwgiYFfA+24vku7mz4KfnmNo1iIemfkzGyM6wUUjzsWJlF6sh4O+IZXNtOCbCXn2UOkI9nagUYO9EZUAeokOEyZAQiqlTGI7njgzm9Okk4XVekEqr1L7QYjivp6JP4FSCzoBazqZBWQWCMyHoGJQmqxrV4WAFkwHZci0JnIbqGng9wvH434hW+dLkH13jF725Fz2ZkTqSmJPX2LGZAcuNfAjUxoOOlew1+OeL2dL91B0pj38okim+FA6r67KoMeUceBw5y/41cHdjuc2A/0fI+M2g6BCPFV3nSd8sxnr7eDqIOeZDnfXDKRpsDvH02/8kiIAXw6Jvqvr3xSNATZd4KPe+1lvf5LX6M3X5XFUqiXUTjTQLF5CZoA9E2ZJAQVYHHEqA5NCQv3zRiRIGTv/PAiVTJ60C/eSCkDAu0BO6+M7UWoNPP/BDCasnIG3toBmxSd4pvl3zKj7Ck1z4/j9UG/6l/9GhqsvDyl/5TH5ckoKHTkvqUuM6wkClZkoqaSDy27au+/j4eC1OHuWYO+gZ+TWhbzW+AuMooyX9n7J3oT2fLVHirTMhFxuQmt0QSsNRek1DndnuLgHrP7KB8k4S2BIIgwBmo/FGJfAkfyXGdllCI+lrmVa11cRveQIRUbryHjImSn71zJMvp1DTf14NG8FuSY/au8v4vLnKlr6F7HpDbBLh0qFO1zyhTNGaFIGkWmgqgAkaHABVFjd3QLeQD56ZtKKsWwDDDhjhwwJiho6E7wpTmlWuxzyClxcDrJ0uOwG5Xrw11hnzOlAphKStGgv2ZMV4Utdr0tQCinhtfg4ZzJyvQWFXINQX6DOTg1HuiiwdzChcbAHk8G6xCIoKXRoDBGFYGwBmXV4btJqemw9wMXO7QjvHAWfvwjNu0LHgfdZMXePzUD/x+hY15O1J7Nv+fjpDzesgnt6/WOZzltFLhVYNPLW8rBvxjPtQ1l8MJVK49/LnwiAq0M1Fi35ci+8u5mvZnel6/MN6UsjJhzyZ6RyPe03Ccj1ZvJ8zTyyopxDzezJCFJglAk0Om7km3GBIBE5sL6YUd+eZsnQSGKPF5LjqeZQi/rsadcWoUJALFNSovZk5WePYKxQEJ1+lBOOMTjrSnA1lGIwy5ni9R4/uo5gQNavdCreSbBrKvuMLfnC4yU+83mVIoULohGchSIuF9Yis9iXr+o9z87kTiRoGxDu70cn/xVcTDfxVLt4PPQ7iez8IXjduLRqTcYiwoVK2HIJHg6DgKsp8B8dRZ6YyiOsIVfmxcSSr2BHQ4T2pxCzQEyxR5IUCEGVhIvphKfGMaLuUtQe5cjMJga+soZVbR4hKv4iia1EkJZAQQiEe0JOU6jvBsZkkOaDJB8wA46ADAOOhKJgFPVwx46JbGAQDZlEByQI901Xd0Typ1BmgUa/A55QuBTOBlsj4Bd0gsEHwbUAsqQgN2M55Yc6V6D8vC/mEwWUuZspVbtSEuNMfYdEjgQ3BBUUOKlwkpwiOTActd6EmN+CUnUt6p4r4kJOHehYAJRAXjTjnwtmefdubI6uxZyskwxZPRcuHLMZaBs1D2flrQdBNfR3qpKiHRO6hrPqeAaam1Ue+ReeaBVETO27d+25qRR8M6wJT3x/hL86uy1Yi7W83atq2+Gs5BzfcIzNe0pQYMI9KoSh1MaZeQR1deKC6W2C6swjzRven5jNux9UMHSxDz8HqdA5gNRYSsfdOt786CStD+Yyen53TkY58PycmRgUGnpuPoBKU4JfThITX/qUkKxker2xga1hPQjLPM+wkz+xJHQEwxosJt61GbOOPsd3LqPp4rGD34298FbmUUuRjtQEUrOZ3EofdIIjz/guRECkPEuFo1pHP7cN9GMDyD9BdPSlrFN/dIpmeKfPsvq9r2IogrKT4N4BhJptUKbmweTTwDlILIXZ7YHLyVBxnHM5oTSJWYr3Xjdkh8OgURwsAiFAhbA+BAjnbJAT9WN1FG84SJbcHsfLZbhXlLG/ZSuQWTjT3hvRJIK6FFzWQbEf7GoPhwIhvz60uQwuhSBkYq0uVk4xFirRE8DXTCCWGQygG2sxY89UrKmLOkw8wmo6E8RL3F7k7z1Dmw0VSWA0gCIQDj4FxizY3h0sUjgeBo3NELsBFnaAbCckg3aBZyWxB0VIcsLVkMbEVmNZPuMNUvw9aTl7GbnetZj5yBDyA3qhDdoElQPA1RFVdjmOeb6Qbw+7gsEsQps9ZIR7srxXIEhXMUHiwpA5OyGgatvy3i9sBvo/xpmsmwcdXM/kfyijebu4qRSEe6n/0bV8MzxUCur6ODK4Wa0qkQXgeHrx34zzVU6m3zwf/E74lYvs4jLZXSKonVsJDXyQI6ENfgTjBL8k8NuHxexvZaLDtnw+fdkbidIJUOKgN/HQb9lMmtacPr+nEn6xlJ+HNUHrIHI0JpgiNwm53k68MPsnJNI8up/agZtQys6wdth1M7A7uB1Lmo2g5cV9hBef5+2TH3FeHc7aU3055tOE7qVbeFr9DX5iLkfVMfxoHkoHw25KtK6cilxDxIUxOJpLKC9RolJpERSQLuvMZ5ffYvb2zgQDKemjSJ0rUPuaEp+B7JXQahd4tAdzGUhrZoPeJkqI8IeeanihHiCK8FNT0MDEXo+ysWUg2V88TbmXCded4eBzAmRGNF4WMmQ+xAd5Uz97N347fkDnAMzzJsfBj+E/buP0iCJORNSDbBEaFMD5ZnAi1JoXfV4NniaQiCDYYW3EocFZVFMuVCBHQS4iWVTwEGrCcSGaP/J7C6hkPUkUoK25BnpXHyg5Bn2SwVwEpXGQ4wzHQiAkB55YB55JcM4ZPCqgUg7xoWApg+hLV5qICYyKW8fSQY05HutLWWgpdiU6ml84wAZDL8gZA3VV4FKJRqEiPqQpVErATQ/yFFCYQJEN1EYiupBr9qZ740jWSjyoWavRd8aDUGbAxm0gl976jGb2jktV0iYSrNW8In1uP3ezQGNgf1Ih2xJu3CzjzvhnHdT1qXpDsoBenGEMtV8fACdfA3cVUiRs31aPhfuCoGMQDWIiiX12AEN+qcNrXxTQa30mn70Sx0cvHyH8XCkfvRbH9Lea03HHw/za91MqHMZRL+EC6vJydHZS3IuP4Zpfzum6DZHkWei7YyMJdesRlX8SH2MWB5u3YXnboUSXnOTHyBFkOvnSvOww6xz7EqJPYYesM5voTRPdKYoN7ogGgai1A1nitZFNfj/jlFDB+OzZGO3dcCg8QUFmNpghJgxe6y8Q4H7dAwc+Dr6PgHMjKFkDp52hYH6V67Uq6OME5+rBFy0g2Bk4fQDKyiEZpk/8kZ/HfIV3QiEu2aXgnw7n3RHXh+LgVs7JzhWcjvLns8JofnlsFuMn74e+UqS9TDj75DBy/m/IL5dbo7UvN4NL4SDaQ7kZulwEpRzUwVBWC0QZiHaUEYGP2JoKQrCjNTPpSm2cWEIvBvLHrC8AJy7yNJsYfP+Ua8+0IwAAssVJREFUdzNMGvAthggJ2DmBOgIUAeBYCt/8BI8I4J4Oya5wRAeJ+VCeBV5poEgCRxE8RdIN/iSWuxCacYLccCX7+r/K7y8MYcW8Iby69DPq6S7jkZVPg7Rk0EngvAwui+CnBM9wyI8BSwuwRGKhA0jD2SIp5RImxH98TX9wsBno/xjj2ofd0nFO9jJ2XshnZXx6ldw31FONo/LO1nedlbI7KpTyT4xsFcSIlrVRyf8ecGMvq/ogHAfk1L9u9gOA2QJdv0Ls+TV4q5F8/xAvNcziVLQXz65qwJOz65AUqsC9fUMGr07ijc/O4FhhIaGBD+m1nVEYzai1lTSLO0r9c0dAL6Ao0+J9MZffOvRi8uh3aXH+APu/7ECL1EM0TjuKe2kBwc8m41Oaw1MZ39G66AAzPV6kf8U6fk/tzbzCMaRLatPL9DtCgYX6kjM4nl3Me4ebg1TC1znPc6llIesrHyNcfglfUwkvdYdD6fDN9ivPJVrg9HCoOAhyF5B5gczHOjjXRLIuwckdf/y+YwUcMEMShJdnMnjXLjCqETL84FQe6E0IJiNCoYJBST/xXdNBvPb2ZNY81I1eB8/jmZCNuUJGgOQCX7boizHTYI1OPuYBarm1a2WeCjysa66YRWtdbiEITjZENEspxAxYCDTJ6McZHDlAUzazgcw/iV4HN1xq6jxwbzjkZYJ9fZCpQaaCDlvBqwUIGjiwHdaFw24BKvRgEQALlOkhxww7QdwHgRczmFPvGeY5vY50YSNiUpPpevoMqar6lDs6kVinLhUuLvy85nHqZR6HSiNUSCFDCyUmsFNhdW1YABOIFhRiMmXoULCP17D2C0i3QOsKWFc185F7hs3F/R9jzu6km+4XgGbBrhxOKaZjXc8qM4xFGgNZd1hGM9RTXaUdp9xUCvxdlGhuUOKspPLe/IcekeYwf74zMapajLuybSQhuGPH5YEiagqRPtuXIRX1YEw+lJn4/ftM3olOZMy3zzNmocjzszbgfzmTN76cj2BQYpDIkRlNjPzoJwyiPXO/HINRK+Ht3z4kqDIRpVLHZedgIkvOU6hwo1+rtWQ4+BEbfoTwvHO46Uu4lBGKpzEfu1qB2GnPIYgi9iQyt8EmQrygvi84jZxN56lm3h0owcsJ9l4ElR280A1AANeWIL3iLVG3hga3HpR4z5nWDzLOw3cZsHcVXNwEh92hZQE4i+ADmCpgXwVI7cGsAud8Emo1JDIphYQPQ2mxdzuLonszxvAVZe0SObVkNRFGezTbV/Jlj1eoyIZW8pMEpCazomk/iJCCKQDQQq4AAUWgV0KJG5wvoX1kMVsEOxKlv5Io1kUQ3GmDF40epPQq5+Zg0UK9K+Vf806CSyj0OwCfukAHC5Sfhl0O4AG4pFld2nlmCAOyQDBCtqM/Mwpe5aBLDK3r7gR5OscvNafQ1Y6R2m0MnraMd5vO4khRE2bNnsDnLSewqU8bqJsLRgcwOVmD1KSl1vxrswuyhKZ0DjNhcgCzYJ1Fnzdb38s2maEmdkX9J2wG+j9GQfnN85ElgtXN2yLEnZGtgqvMMK6MTye9WEugq5LCCv0No6ivRyEBgwWC3B34dFCjKpHhegbFBlJYYSA+rZDjl0uvObviUv/emrI6CMSJU2Pr0I7Ya9vGUoex1PnzgWpgwQTyMTJr/jcsHrmYfG8/tnZvxHfP9AaTkf6bduKmzcYotePT517FpbKM8cunUipzRq61EHvxKHtbt6Rd6UEi889jAl5r/gkH3VviZijEILNnZPFPvObxBXsdWvOk74+ESAu5EPgcsovLiXJNZM5g8HeGtFL44hjsmCol4MpqQPbjr+FZuBRKd4NzGMRuuic6vGvMZhj6Piz7FNZ8DQcWAXng6gR5UrA3QSBwAWgCFLjCOTVUFFHH1YyxQoWXkM+eJx8lf2xbCv0b8tmyTPTltRk24hHenNiT1hsP8VTvhbyyeCq5IZ6seHoApGnBsRgs7pAFBOpAKkClBGmhE2mlenAtB1MHyKzkzcC6fCj1vp+aun1iVv/x897xcGA2hD0E3b4GOwcwKuFsOZzyBC8VKEogx2J9KaoA3IASF3y1EnyOn6SR/QmkJ0yIj8hBcKTL+fUcixrDAslDDE5fyxttPiG/lhsUySBND+py8K8EwQDeMmqdtHA51BfUAmKZHL3JkW7munwq84T8DLraqdC81QO70Gh4Zd59UdmdYHNx/8fIKLl5mU+zCD8eTMNBIavSWeug2EDe6hlBxwivfzXO8IdxXjSqabW0f3RTKXBXKzh2nXG2k8LkvvWr/F43wgc1hxnFcKyBeGYs/EYmxRj4hks4sZrjFDOGU/Qs2E7T1A0s7VOHCpWKzT0+ZPzMHegldnw48QsEQcNHE9+jzNOJiIKznHq4Ae/8OJ0WCUe4FBBq7XLY6GmmtX6TXxv2RaaHd458wISTMwnXpvBUwhw+8XyTYEUhsyMWglkkTy9HdmY5m83dkDZ+gsIrQdo/J8Cso7DqwnXPkjkHqT4Lik7cE91VCamXoJEdLF0E5+Lhh+mQlAfZAtQqA8FkrWqVgNVFXQCU54A0C7wE5GId5BcCEGZtQTFzHdkeY+n8/WV2evjRdHxn9qWLNCo4SYu8w5z+KIr9bZpzKKgpJFqgWAlpAZAngwv28HMdyHKB9sWY/Q1c2O0NGQooVdNJ04FBEndOUUEYcfxOAQAiIhvJJps/XrjXkomKVWwh597r82YUHbIGqG/ZBKMiIT8HNCkgUUC9DFCWgcQAfibwx+ruTm8EWj/wK0IwG5FWmK2z6jeSaNyvHSc9oxgc/AmScpHeh74l1CERupmghRGp1A7WhcAvYWC0B1FGntwJlxQNlBugGFwO57NVlkD34o0wOBDzxL44XDqO9NLR+62t28JmoP9jtA69eclFVwc5T7UNqdI1X7AaxKfbh3Ihp/yWz0ktrOS3E5n/fuAdMig2kNahf0Q36c1wPL2k2u53M34li/7s5x1OoxFNNN+agnxPAul7TrLdxUhakCtjV5/GUZOPzl5OSrAPLeJOM37OYiISUyh1UvPU/AW8Nn0mXhkFUA4HQ1tSb9F5Br61HOfSMt5tPZ33m73L1NZvEVqWwuiL89m7uSXKCi35ci98JaUcL1IgMxpx1pVwRN6G99xWEJXyDo1+ti4V9giCcDUsPAjixQ1w4TfodxjaLofgR+6L7m4ZowEsV14O5XJQOUL8ZtCLUAacxLomeiwAdCrQYW0ypQOKAiFPBCTw3hzo0wli6kHjpryuDmX7nj1IjuzlcXM+rQr1ZJu9+ajzx3wU8gZO+nL8TIX8OGgQdnGAHqtvUiZATBH0LgOtAEelUGkHGilkSlDYW7hcL58YIYN9VJKEjjNYW6YeopBe7GU0R649nhYzlZjR8+8vwPcMsxF8hoCulbWkp2MpJNhDqhoK1NaUqHOuVve2iiu1uEV44QmIqgORkRDkCSt+h+wc8A2EFt0Y0XU1iYIrvtI0vMvzaa2yQ5IjQIoE5QUD6rBUaznWSjswK9BZ7Gm66ggNT5xDW+lISYkbIhIOqDzZE9WczBY94NcCmLX/vqrrdrG5uP9jGG6SiqyQQN+GfjzTIbRKZ8/XU9tNyeGUmx8jEawFJAC0huodbEI91RxNLbzWQENrMFXr/f6JdnjwBEE8STCx+zJ4rdt61gzKY8uK3jz+43GmTtyAVCoghkaiTMqmQlXJycateHr2J4yf9TMeJSL2p49R7OhKsYcrkefPMeHHmWTFNCPy8BZS3IPxlWg4XrcpMZXFjHCty6DsXUQmX+CDC+/xsGsmMm02p0L6sCCzPkdljXjIezdZFRLebQomCzz/O/xwHIJcoNwkYlndF4MoR/mmFtzvjefhjikrgkF+0LgTfLQBfPxhyquQXADHFsGJcmutELMF3EsgxRECRPCtBI9acMQPJBKwuEFyMXz0PIwZAFvX8Gb9NqTpdVT+uJUBbTsxQCJB0wmUXV7lpwR4e/zLmDwtUFqGXusIeVAnCC7VkYGHPTiVE3o+lYLLdSm1l4FvBYhmDOpKEskCynGhHtm0wBtrHYOGuPAUITx6Xb/oIdRiEAFIbzCvMmLhU87TBW+a4f63/dVG6i749RVwEeCxIfD9VjjkBHnu4Gi0NllRS6BSgEwRSrG2ZZ32IsyfB6eLKUpJwK00GVLOgbc3RETzw+OVVHzzKWNqj+bjCZMITlFiiYNweR4X3b2Y8t163vu8G2TXgXw9NChje0QUFnMOHAYECbUMDXhDoaBo5k6ao2Aa5+mJL024vda69xObgf6P8XLXcPYlFtxwn8ECPx5Kw99VydPtqyeRP6v03ztp/anjYzXWuVgZn/63CmdKxf35yHtiz7dX81mj7dkwqiHbYtT0O1LI2CwZvx38kPouPgROXYPlk+/Y1uUDhi5+i3V9ejPmp/0M/WEhphB3Gq/dyYXQCAobu+EmKebjz8dhn1UAEmhWfoYlDQYy/sBCGiZvocA3glR5bRqOP83uVR2IKTjGdnkIT2iPcCz8Mwb6SzHqzEw50AjB0ZelTbdyPh9WDwVvNaR8UY8Coxq7bIHGfvdFbbeOTA7ufuDuC3u/hK3vQVE5+MeAqRw0WOtBa/2sH0BFGQRUWktg59qBUAAu4dZzBnWCvHSY+iRs3ka95r2o9+sGcP0c2ncBQHXlYxTqD6O2KmEfrH5KZHmmhTUyCZc0EOVp5ozShExbSk6IiKZEDXWBQgVs8yWyvpwkhQPNFTl0FJzw4Y+XZhUy5l0Xv3CVGxlngGMU8w5n2EYuO+hYtbq9GepaVt06C5CfBIV6yJODxAz1UqFCtOY9+wC1sZb83HgGjEaoTEarVtFvszv75oaCUAbLj7PcP5pT+zfjnpJNyUNu9HRTEiGB2s7w60Anyl6fxcmh9VAne1PhWAnFCpx0AnYKKRUWB7R2ZgiRclnrhrsEnjLCu4oS3pWeZT+FbKTdvdPPXWIz0P8xjtwgCEplJ71W5atNmEeVu7evZ0r/+ry64gTZZXrsZQJpRVr+2r/CS61Ab7JQqjOhlFffKsug2EAKNQaWHEpFY7Dg42R3141BqgRHB4K/e5/up47T99HZCF++TDv/JlBQDM8MJNFPyXJNEWN1SpbF5cKGn6BTJ+Y/OwatqwMtk04T16IZPQ5uJnHgExS6+BC0aQYDTyyjX3QjZJo8UHvhgQH3d5bwiY8jj3XZiFdpGtu3tUNh1DEn6GmmNI3ATSrC/lyQyBkaDUOjrwop0E59huxKePUCNd9AOzjCUmtKDZsngb4c+kyBoNbw2ePsax9JYYEL/Y7tRQivgDJ7eG4KHFwLvl6QWwLr1sIbPeDQQjilhrPboFMHeOFDaNYZho36221VAqCAIH9IO62k/ZRP+MCYRtHm2TR1l9G30JkkHEm3iJAl4K81k+lTTv22DpQrfNFbpCzB/a4rmjfFje9oSst7OXsG8AqHkcus35N2QfhrILjCk/1g99uQBhAIb0yEbyeAox72rYWhL6Jf/gsfHVHxZKwAjz8B62fC8k/47bmlrGrVk0fEUHJVbmRuO8P8lZMZ1PctToZ50mz2OLoo5MzQ6nlaLMZ8wpUPi9351cdCQ4k/8xtI6GQGJylUilbv+iaUdKA9s3C4t/q5S2wG+j/GoNhA9lzMZ39S4bVtXSK8KNQYiPR1rlb3Nlhdymuea8O83UlM33j+2nZPlQJfFyVKhQQQOJxSRKinipGtqq+Xq5tKweCmgaw7mYXGoKNbfZ9qffbboR5O1EsBLlyGk5egZytoPQouXib+6LdMivHip5/jISQQ3l4IG7fwy4WjXA72Z8DGlYydPp9Pdq/nsUefgH5hiAWZIAfjw88j+/p9sLdDrEhGKC9iXBRMd/Vin4MXuknHkWad5nBMXVRyABlMzOFGroyR9eHTePCp+hi+6qXbFEj1gZ9S4ClXOGqmjbgDk4cPgns+FAhwKgJmbAPjXug6CJZsg4pSOLMPKkvhs23g5gNdh1uNf/0bZxo0doHS3uAog9MTl+F8fj+1yvMJVZoAGb+7g+sFqMiVIvEQ6aox8L2PjnERdjyPgQAEAgRruHznCmtQ0NY70LcEgVH3oy+yIECTK8VUPCNgwqtguQRRreFgNKScsLpjDpaCixeUpMGc92Doi9j17sOU3leus7YenA+Fpwex0AUmqu2JGNaQRkfBQUjHI/0yDXKTkT72OTzWFD59CSelBTNmevkIPH9JAEHgspdIhT30FWDMlXf/R2XgL+jQYc8qnZp5BtinBv8HIALLZqD/Y7ipFNT3c/6TgfZ2VjLzsZh7KsfVNKeNZ7JJL9aikEs4lVlK82A33ugRwewdl5jYJ7LaDea0dQlklVrzs6ujSMld0b89pP8O/l7W34f0gIRkhqrc6BP7Lk6vPw7frIF5a8HHkV9nfUxqk1Aabd/McBcf6g4fB0kJnGnUgdjnFhKbFM96pYrtv+aydfm3fN36OY765tMIeDUAErVwyC6Cc14RjL/+P19yY71Mb2f9emA4fdhag/nQARj/HFjsYfVKeGUAHPodWWU2dO4Dr/0Ifd+C5nUhujO0vWIl1M6wKseaJqRUQf9nb+m2TnJYlQ0ODcJoGOEGX39yre1huRkM5QIyhYhTI4GZ/kpm4ou9KGF2kkhdO+BKlduzFh7EXlZg0MPO36BpJ/BvDNuOwtjB4JoDfQdCQTDMnQ91QuD1sdCg+d+v0SQSVjSDqGiUAtS70lLgtVigSQ94MYbZRiOM2ADdrfXKB6GkFF8ayyQ4qaFOscCZLIEAO1irgjFB1muoBDiDIxZgikUgVYTyB6TImM1A/wfRXSnQcbU7a3W6kf8JN5WCt3vX45kOobyy4gQ7L+QDcDiliCOpRXz3xL2pLzyxTyQpBUdILay8MnuvYQRcl/86Zdy1H53iv7X+0CkGOjQGcy7OkiQaucbC5Kk06dcfZn0M895FrFMXi0RCj32bcH5nEJrZ29kR3hE5FqQuVuM/3t96ubBdkFQJj/qCbw0tUnVHnI6D4S0gIAzOJcKYJ+BgFlQegpXzQa6Cfg/D0JfA3RUOzL3xdVw8b7z9Xxh/pILj7/XF3KI50pg/mrEIgJNCQKKCSpn1/9EZCVog3SDgeN1HMtWxWkMyqo9v3oPvPwb32rDmFHw1E7ztYP4bcDbeGkjm6wbyY9B2JtSN+vs1+re1ft0IQYDAK/8n378JXaLh2dfg9fdxQoLcDvwDQJovoDdDbiEk/+W9P+DK2v0CJcxQguMDomibgf4PkpRfAfxhnKvTjXwrNAxwJtDNgQs5ZTQKcKVLpDfzdicxKDaw2mfQoZ5qVj/bmpXx6dW69l5teLjAkC5wYDdIpdCnKxsHPcksM/xQWopXoZGopm7op/dHOH4CCnIYrMugT49uqG7wPrIsGlK0d2acK40w4nfoGwYj775LadUSVBc6DoDQKJBvgNfehqAw2LEORvcFswa6PgENWlfL7Zc3Bhep+LcZsFoK2Vd0JYp/NP9SSqCwnjUT6yr2wh/HPbURLjuCT3P4Tm7NfKixdOgPqxZBpwHg5ARvv2t9CLkdFJfB+5PgkQ6wfTXkZNzYQN8qogh/qbF97ooDSu8OP2RCNw8IUP6x/3KpVZ8TW0ObQGvTz+s5boHXjTBLDvVq2ju8aOM/QZMmTa79nJhXLvadtUdsOHmTuPNc7n2UShTn7koUa7+xTpy7K/Gm2+4H1+vsXp57t4zSiyKVorjNaBHFyso/dlgsopifU233vVAginwoiu1+urPz75u+KytFMTfrzs+/x1TorXqWzrL+nUssd3adu/2MVtlnvLKy2j+bN2PlOas+X91+4/2fGKx6nme8+3tV9bhgm0H/Bwn1VPPbC//gLrrHXJ21Xj97vdE2G7fOV3IYJ4OmggCy66YKggAe1VcyMtwdjj8JtWpmZ8l/Rqm0fj0gqBRw/inQyMHBzprB9EBzVffV+Nm8GQ/XhQPDobHPjfdPkEFrCTSvabNnbC5uG9XM1Qpj/7bNxq2jEqDZdYN2iQW26qG/PSiqeTCPfsBKRj8oFFtgmx4esge5AHXvcbbUfxlBgJZXmq2VW2CjHvrZ/7GkIBegVQ2NzquB7ww27pYijYF5u5OqrNfz3VLT5PmvMbUcHi2GFVfLNm/fYK1B/f9AWjJ8MRXKSu+3JHfF3/6GDyIrf4RNa++3FDfl8woYXAzfV95vSW4N2wz6P8jK+PRrOcg1YaZa0+T5r/GEg7VgU7erFQxfehLyc6Hfo6D+a0jMf4wFM2HRLAgMgkHD77c0d8wTDqARoeuDU4XyzxgMMH4kODrDxZL7Lc0/MtQBsi3Q9wHJYLAZ6P8gNW2Nt6bJ81+jgRzmuVy3Yf5KKCr47xtngOffgLC60Pvh+y3JXRH117/hg4ZCAT/8BqqaXdUmXPZg6dlmoP+D1LQ13pomz3+eFjUjQPCe4OMHo26toIiNaqZb3/stwX8O2xq0DRs2bNiwUQMRRPGvrQxsPIh4eHgQFBR0v8V4oEhNTaWg4Madv/4Nm75vH5u+7y13o2+w6fxOuFud/xWbgbZhw4YNGzZqIDYXtw0bNmzYsFEDsRloGzZs2LBhowZiM9A2bNiwYcNGDcRmoG1UGTNmzKCy8o8SPb169aKkpOT+CWTDhg0bDzC2IDEbVUZQUBDx8fF4eHjcb1Fs2LBh44HHNoO2cUdoNBp69+5No0aNaNCgAVOmTCErK4uOHTvSsWNHwGqwCwoKSE1NJSIiglGjRhEeHs6wYcPYtm0brVu3pk6dOsTFxd3np7Fhw4aNmodtBm3jjli1ahWbNm1iwYIFAJSWltKoUaM/zaCvzqgrKioICwvj+PHj1K9fn6ZNm9KoUSMWLVrEb7/9xnfffcevv/56H5/Ghg0bNmoethm0jTsiKiqKrVu38sYbb7B3716cnZ1venxwcDBRUVFIJBLq169P586dEQSBqKgoUlNT743QNmzYsPEAYavFbeOOCA8P59ixY2zYsIGJEyfSuXPnmx5vZ/dHmx6JRHLtd4lEgslkqlZZbdiwYeNBxGagbdwRWVlZuLm58fjjj+Pi4sLChQtxdHSkvLzcFiRmw4YNG1WAzUDbuCNOnz7Na6+9hkQiQS6XM2fOHA4ePEiPHj3w8/Nj586d91tEGzZs2HigsQWJ2bBhw4YNGzUQW5CYDRs2bNiwUQOxubht2LgDbK34bh9bu8l7i63d5L2nqttN2gy0DRt3wNUcbxu3Tmxs7B2fa9P37XM3+gabzu+Eu9X5X7G5uG3YuI8UaQzM251EkcZwv0WxUU3oKeAAfchmw/0Wpcq4wMccZTQilvstyn8am4G2YeM+sjI+nekbz7MyPv1+i2KjmijjLDmsJ4Ol91uUKiOFuaTxLSYq7rco/2lsLm4bNu4jg2ID//Tdxn8PD9rRgUM4Enm/Raky2rMPI2XIcbrfovynsRloGzbuI24qBU+3D73fYtioRgQE3Gh+v8WoUpT4o8T/fovxn8fm4rZhw4YNGzZqIDYDbcOGDRtXES1wG7WbLBZYuw7y8qtRppqKKFr1dRPOnYc9++6RPP9BbAbaho17QE2M1r4qU1J+RY2T7b5gLofTrpDc89omUSxBFMv+dNjerVBXCRtXwfZdMPAxePG1eyxrTSCpK5x2A7MGAFHMQxS1fzqk90Do2BOKim5+qelvQJQLZKRVk6wPKLY1aBs27gFXo7UPJRcysU8k2xJyGRQbiJtKUSNk2nnBOgX8v10PF/WQPxgEASSOAFhEHXrRHwnO2AlZ1sNE2LkB9Dow6KF1LIx+soQePfOZNq0Osc2gR7f7+SD3EIkaUaqmTNiOY3kaomY8Zo+WKGQHrh3y/iS4cBFcXa2/WyhAwBUBKRcuwoED4KgCgw50lWAxW4+7eBaO7IMhY0AqvQ/PVkOwGWgbNu4Bg2IDrxlCo/kM+xILKazQo1RI0RosKBVSRrYKuqcGu2mQG7XdHHCyl9E61J0ukd737N41DnMB6DeCR1PwXQlACd0xCpW4iD0AEDGTeHkrPy9sTYMYR/oPtZ763Mx6LJ71CMWaAOpEfcn2rIch+Wsa1gNP93++pY4iTvIl9XgSJ4Kr+wmrnpBfSWMsBfSnvjYGjRykJhkHZH540o/6zOXhIQWcYiYVjMGeIoqIQVv8Mr8t/5zXXweLFgSgsBgmzbC+HwG89wIc3AmR0dD4vxVfd1vYDLQNG9VMUn4F09Yl8EKnOjQMcOZQstXft+5UNlmlumvHOSik92wGW6Qx8NovJ0krqiStqBKAbQm5hLZX35P733dS50Pix9B8A+SuAM+e4HcBJJ6Ipl1g2oDcrjGiUI5U+BQdv2AUK3EMHMnC/c+grJwDgAUdErGcYeN+QCIvp9AkJTexiMceg96dYd33/yxCMqs5xjQsGGnJR/fksauMrKUgGnH3H4lBPEKW2zFUJtAb92K0l2PC+hlPZhXHmAaIxPI0Uurw6jvPsOZnkBghthmMewrUf/nYvfM5HNoFUU3u+ZPVKGwG2oaNambauoRrLuSGAc4cTinCXia5Zpx9nOwY3LTWPc2FXhmfTlK+hiB3B5oFu5FaoKFQY6BIY7ivbvd7RvlZqEyG4t2QOAmKd0DTKy1SNe+DeSdqeTyCdAYlPIaeZYhFzXB0h+j6uymV1uLzSfuQK5S0fUdDaaEXEu0gtImf0aulC6MGwWP9by5CHR5DxEwIA/+2b/dlcLGDRjXVqXFmNFh0XPZzxc+kRy2CUQ6iPYQhQUUYiHrCK+xB9SUhkseR4oFSc5Fnh4ECaBVpnSnvrQUjRlov+90XcDkZJs2GBo3/uN3+LRBcF/xq376oRjOsvgBdg8FNWSVPf8+wBYnZsFHNTOwTSce6nrzQqQ5H04oB0Jn+iH6VCEK1u7f/GqQ2KDaQt3pG8MWj0RxNKyYutZj5e5L54UBqtclQo2jwJfQoBI964AW46awRyYZ0sJsDytUgiQFAxUvIDBOY+epTaMvVlOqlmEknqOVT5MlmUipAWmpt4g5E07+fK8u3HaD3F87UbX/zymFyVNTnaZR4/mm7xgAdlkD35dX18FVAkw0YYj/HTpChkxjRAgZRhd7iQhF6EphOqWYi8txR1C8u4IL4Ab+YnQlumMm8r2DpNzD4UYhuAhoRxjxljYj/bgYs+Ro01xUoSz4PT3eHVwbfmagrz8OQtTDlAYwmt82gbdioZkI91UzsE8lTP8aTlK8hppYzJy6XXqtinFWq44cDqbzUNbzaZLgaEAbWQLCrBVKe+C6OpHwNrg5yiiuNwP9Je3hBAgo3kESDx8OQswqEJ6DsRwSn/hDyqzUizKJFLmmGJrMZwyc1Qe1QwezZ3ajfSkmdNnup03MzWqBri76kCmPw9gJ3Ly0GyjBeKYMpYiGOMTgRST1e/VfRVAr4sD0EOFarBu4O944U8gx25CPJUeCUCQkxGpD4oKYLOrahd8gFp3GIjsPQMQqTpIyg4AJCQ60FTjy9YHs8RNSHpGTo3gFe+BCiGoL6yrPnZsPF8zD0BWh9h8F33YLhuRgYG10lT35PsRloGzaqiSKNgR8OpAACR9OKSMrX4KKUA8LfWgxoDaZqleX6kqJX18Qn9onkhU51uJhbjsksMqJFbUa2egCDlW6V0mTYPgqavw9ejcCih60PgeY0RISCqimYzoNjFwAu7R9HncB5nC+OJrXAm8DGSRSa5WxYOZA501/jl7ODkDrEsWXtJOzpxeJfdHy5SEmLVoc5mN6PvWmPEdoajEIZKXyHAwFksoLGfIk7rW8q6lutql8dd4srC0izjMc95SQEglcpZLgVYDRto5YgQ2AZes8L5Aut8LLkcnnP0xzc4kppBZxKhoYhsGMrhHSFOmoYMwzs7GHOXIhoCId2w4g+UFEBa/ZC8zZ/l8FkhBNbIKoj2DncWE4PB/iqe/Xqorqwubht2KgmVsanM3N7IjO3X8JoFglyd6BEa+TY5ZIbHC1Uay6ym0rBoNhAfjiQyvCFh9l5IZ+3V59m09kcMkt05Jbr2Xkhj5Xx6f/dfOiCE5C9Fy5vhv2NYVcgOPiBIggaJID38xB+GNGhGSfMLShTHsckSvii3y9knglHIrMgUxjp/ugycvQ+9GuznJZOevafDabjwBgWLHZjf+IBvtvsxOtfTePJ+Y48NRcUuNBdPEtqUWuOc4QEFt5vTVQJ9rTD55wWhyIQDQIGwYd0TMgFyJWZMGNkp9gKGUXYIfDM1E+Iu1CLVi9Do1Hw1Qro19fAxhOwbh+0fX4LT7w5iXfHV/Dmq3BoLwz9cgzTD/UmINLC70lg/sub7Y7vYVofWPHBfVDAPcBmoG3YqCaaBrkR5O5ATC0XDqcU4aaS4+9ij/IvfiuVQoJSIa22rlZJ+RU8vvAwz/wUz8ztl64FpyVklfJz3B+VIRQyCdM3nmfc4qP/LSOdtgd+7AAGMzi3gojR4NUPPPuQ4fMLS4+cQVOQz/q5IpcOXsByrjklksOYonPI13emy+Pf0fSJ7xHVFezf3Jf+w1aiDYNidxUfrO5DZlwo6WlhLFv7CjM/bcXEj57n6X7zGN33PU6nW9dW9yRF8suxVugraxPBy38TUUTkIisoIene6+cuUKjHIrqD6ZRInqyAIDM4GsDeCMhAhQ4v/XGc9QUkrXFi+BdwIROohDe+BI2zAuUZHcIZkYeHfcwT701F7p/DN9+CnQs0eWw7frHbmRJvot+vsPYv6hHsQQ9cTICDa2HvSsi6CEvfBk3JvdZG1WNzcduwUU3M3nGJ1MJKvJ3sCHJ34Njl0hsep5RL0RrN1ZaLPG1dAvsSC67cS4LWaEEmESjXW6tCSCUCZotIaoG1ItThlCJeWXGCzx+N/m9EdCdtgrTd4OAMmQcwZx7ng74f4hFiQhomYdt8CJZP4NKRHpQlaakzAlqdAYl4GYlPJgMnbOfSuVAsQdCx++8UlHjgXVbCqElv0bb7epp12cC2DaM4deJFkIKHi5E2rebQzOBCx9+n8NU26NZ+C2PDXsS14lU8ifqbiHkcYyOD8ac9j7DrnqvoTtnvvhvXCghpAf5SE6kimBQQfQZyo8G/2BNJfn1kjrGMm7qN5zs6U6SDGcvAVQ0mfSZlGa4IOnh+7K94d8olpVMYlEFIG/hi00mO5JrockZBI09o+5f+HLHdIbofPPQ8TO0LBi0MfA42fw2BDaDt0D+OPbkGfhoBY9dC3U73VE13jM1A27BRTUzsE0mp9iTnc8op1f7zGnOZ1sj8PclA9eQiT+wTSaXhNOeyyyjTmZAIYLL8EQxmJxUQ5AIavQW1vYRwLyd2Xsiv9sC1e0b7yRAxEDzrQ+4xLI6RdOk8gUqtC+4DPyM4MpEmHuuI8N1JXvg68HoURckKft8wiA8+mM1X3w3ls08mM2baDs4UnOOFiZ/Qts9yFk74hEUvfcDixBA8/JMwHN0DQUMJ8FJw+vgu9hVsRaksJy5Rir0qFJ/WDYhUR99QRA+iiOVtgniwFkubSnvhqF5PZYEvmLLwLgahNqT5wUkztDC6IKqkSMTjDJ8UQW5Ge4Qzyyi3QHkOePv40yXGGo+3d50jmUsccQkHt2Mw5CA0HOTEpbehvYv1mBfDYOnwP+7v6gXT11p/nrgaTAaIaA7BjaH5X7LX9BrQV4DxSjVSow7WvApRfaFeDVW7zUDbsFFNhHqqKdUaKdVajaLlLwHSShloTWCwgExizZGujhl0qKeaFiFuHE6xFo+wiPxJnkqjBbnUWsKpvq8LLULcrqyT/0ciuqUK8Iu1/hzQGrmhlFadFlFU4kPg959Ry7sW54JEFL6FqAO2gSIM7AUOHenMMxOms+FYexbtaYe+3B1Hp6Ps6/AjR3c0o1jviKxS5I3Jv5AbHsyCyWH0PzuLVwcdpvj53xjc7TP0RhXrfxvBz/tqM7fVWfKFp/G19KJU44rPdVHaUhS0xrqQ+iM9KOIiz3MeGTXXgzGPZvhRQB+kONi/iHj0HVwwYVGA0QKX3UDpeQStpTZphGOQb8XTdwVrli9DkQnGbMg3w68eYK8C8q1lPTtGnOLDHwfwxm9f8pu+HxvOQaMWcGI/bD0N21dCi+6g+ksr6lhrwTeKc6H1EFDY/3l/s8ehyRCQXrF6Oedg79eQfabmGmjbGrQNG9XImDbBCPxhFOGP79dPqk0WOHa5lGnrEqpl/VdrsEbXqOyshY3/+rJgNIs42ksxmi20D/firZ4R/5mI7qvNqcxGOL4EyoudMXc9QZbnQYZHrCBGuYIT5XWtx6Z/AHtmQfEkOg5Zw6jHZ/LiMx+CAAuWjkSlCqB7y9/p0WMtKvtShk17m+mTH6Wdyyr2b3uIpV9NRhAs+EvOYiyN5d3u6cx4+ROmTuuARBAR0fDytnR8P4IdN1huNmPkIgcoIIua/IJkwcxlznBUmcvR2t6kOv+G2c4EIkgLwb4AfIrgnAVKU9NwP7CVHssV+GZ9xppdYJCA6ASiJwhSsJwDBNA6wJOPpRMYlsyLA84S4wb9GsC5R+HSK9BkDbzzKHwxwVq7+6+UF8EwH3i93d/3VeTBqWXWWTZAQDQ8swFGLL7SmKsGqttmoG3YqEa+2pl4bZi9ahT/ahyvopAK7LyQXy2BYlx5KdDozXio5MiuviVcR7nOzLHLJYz87jA7zudRXPngBopVFkFxKuQmwEQ5bJkI59fBisdhy9sg9WxE/UeCeDvgfSZGf8CzcV9zOq41CjsdCBUUJ/yCUWOBPCiP86VZz0ze3PI5Zg8p29f2ISs5CGOBM8d398bZuZhgh4s07fIrPp0u4PxQDrlUEOIsEiX7ipF1vyQoxLqEocIRqc/vuLlfxN4pEYAKcrCW+gAjOvRocaUeMuzul/r+FTNGWpwzMGInWEyl6HBCpBHkQqk95DqDYx6Y5SARwasQJFoDhSmtcBdLoQAIAdEFJBUgsYBZAoIRdhzrTdSEHOY+/yYv1c0hbHIJtVVFuGjAkgmuHrDnV3joL1XFFjwLM4ZAVHuItmbKUZYLn7aD+BWw7T1YMRwSfrXuEwSo3xNcA+Cnh2CKC5RlQv6Fe6XFf8fm4rZhoxq4mgNdqjXe8jkGs0jrUPcqL/lZpDFwNvOPALUCzc1lKteZOZxSxHtrz7B4TIsqleWecGwJ83q1IC83lGcPg0xpnaWV5ULzcdD8GethZiOYKxwI9TrBIudniQg/DRmwbvNz9B79NQu/nER+E2/sLUp2/1KHsxej+W55X7pPncxbnXdh51HMiUNt6BlZgKxuBXU6rEejc6Wkwg+9rDm9vv2EuEfBXw069BiBXhyjTsOdxDZ8hhjWUEo6X1GLIDoxjO3Y48gU8pBjf7MnvO/IsadXegzSgiMEG9KwyJyodHHFLg2c8sHSAewM4J0DxWrIbgt5HhBc3IrnXh7F55MXoXEVIAXMOhCDQZYBciNkJC9BvakfaZcFXgzwoMhexsmPTEQmgsQefsuEl3rA2X3wwzsw8kqK1cnNUJAGP5Rb3dgf9wc3H0jcC+5B0Ot162ehTlfr8aIIZ34F70iQ2YPcAX4ZDZc2w4Qz4F3/Pin3OmwzaBs2qoEfDqQwc3siFXrzLf2TXT3G31VZ5ZHTK+PT2Z9UiPTvk+abEuL5gDbOuHyIhmE/ENmtEL8YmFIOzsHwyziQqsC3ofUwmQK8o3uzZ8loJAVOJJx5glGjC7mY3BbBAItfGcbwDovp+uIC7JSVNGl8gFc/eAuJxEJA6EXqtzkA7haMDaU8NGI2z41IpOx0FEs/qgMyJ7I1AqlsZzVDsOBsTQfiZ2LE0Qwz76CMdL4iCEf8qUVHxCvlaxxwRU7NLxot7bAV+iYiiHYYf4zFUu5CcTMQG4BCALMKfHzA1R0sbiCI4HpZ5LGHvmN2izE0dj/MihVdCGl5EUslmJxBlIG0REqXtxZiAByOyWiy1YB3rhQd8NhEkCug2wBQGqE0H7YsgjG1oDAZwpuAnRIqSyH+Nzh/ECYnwPD54NMA+nwByiutL/MuwPcDYckwGLoc3smGqEEQ2gmcA+6nZv/ANoO2YaNa+MMa/rVq2I246vXeczG/yiXpEunN4kNppBdrb+s8e9kD+v7e90s6d8gGlz96PUb2gXYvQYuxsG+BgaJj5+k9KwqHi9/TOiofpUyDzr6YT0dHcyKrMxN//ZxLhkAmDXwHD8dLlJeoycmohW+DBKQVas5ktCLH4E949BEubWnKUddWTFrsTx2HCsp0HoQHz+LYo8+x034YleQCoMSOI0xizvbuLDnUjFMvS5A7KGnCs4TQgw+R0YEPaM1b90tzt4fCGRTOaHM2o8xOIstFRbDvD4h2YzCWGjEkgFNtsHiCpx2oC6HSHepIYFdjKW3ZRrvm24ltdIDk7HAsFYCDCDp71uwahqMUVPGgC1DQujX0eQXc6lhvvfBKxdQNbWDRQghOh7D6ENnRut3JA75KBpULqK/2orbAz8+Cf0Po8Cx41oGukyCk7R+P1HS09aumYDPQNmxUA/2i/Vh+5DI5ZXrAauyMJgvmfzj+qoEu15uqvKPUbycyb9k4yyVWWUwWKKm8dfd8TSHzEDjVkuHoF8ihheDgBg0HgtoD+n9hPeb8m68Q4XSOqd7LefvVXLQOHkg0RnRlZSiblRAl3cucpWNo2uV3CrWeOJ2s5Lclz7DhYCdU0WkcOd0OrdqMTubERU1zRk97g8ef/YRMs4Tzqa2QKEzoAw+R5hqIVFKJk0XAReKHOXM5LurT2AvujB0XwU/KAh7nFyLoQS6nkOOArIa7tm+EvU83zj/9HmfUx0lJm0vLJRacDSB6g3AE7B+DLBPYVYJrHugsUhYdepLkfD/2HevM8Yxm4AeSFFD4CuyL60ZehAPOLaG4FUTPhNP7YU1jSF8Dq58GoxFcwyEtDgLOQ9/xILVASEv4+gkYNRO8r4txPL8ZFvUBjQnc61gNtEQKPabc+JlEEQ7OsDbt6PwOSO7Tu6rNQNuwUQ0sj0u/Zpzhz92rboZGb2ZlfHqV9YVOyq9gyaG0fz/wCsbrxNyckMObmno1tliJvhRkDiCVW38vToLvW4JvUxi+B1aOBeUVAw2QckBE3DOOmPBfOJXwEOXF7uzMHUOPsFm0lh2k9ofNefrtUbTr+RP9lUcY0etj1vw+CH9FHvt3dSApJ4DVKx7m56+fZfHc1/Fpm0FeljeL5n6MX1gy8eZWbEx8CbtyHS3qz+Ghfi+TXh6MvaKUguKmHC5ZTl31Tvp3Psd+LqABcjlHBD3wpiGvU/GPz1qzEVG6tCKDH/BOSsXBYo3QFqKt310rwaIGuRQctRBnNPPIT62pfdSfMU+cQTBJENUg1YiolQJ5BgfUaeCWAk7HodwRzAUw2AH21oGBu0EyC6RmMDpBqwOwY5ZVkoOHofgIHPgeOj0DT34D26fDpnetzcpqRUDzp6E8Dxy9/vmJkrfAzpetVcqih1hn23/FpAeLARTV2NTkAfVh2bBRc0nKr2DJ4dQ7OlciQGGFoUpSrYo0Bp76Mf5fg8L+iVKtqca2n9TkwSxX+OW6/FWnQGj4BDR7CeQyA6Pf/YknZ5+AvQuhIJXZXcB84BwqVSFNYjfw9lMNKHWfiH96GfW3iyhkWpbM/oTja7vySP93OLW7EU+8soKeMzZzoYMDK37tiYdvDj5+2aS3tCNX8OOlCRPw9rnMx0t/wNktFW/1JfRGezKSe3J8x/cUlodRpvFjb/wyQjxP4+qUQDyzUADOwA6+41VqYeaPnLtDLOZZFJxnx71W6+1jsVC46XGOJXTHx1SPpZ0Fq6u6tjUwj2LQpEG6ChJ9QO8PekdwrrQQv3Q+WsEJwQBYRIwhAmWuBiRFYCwBswwsMpFRnT+lVh0z4x6GXk4gKwCLFIxqeMo/lzfesa5dF3lDeiKoJ1ublW2eC5nnQSKzpsI/8St0eRdWvwTr3735Y/nGQlA3aDsRPMJufMziFvCVBxg0VanQP2Mz0DZsVDHvrT2LxnBrM+a/YhFh/t7kKkm1+uFACkn5dzt61MDkUKwRt55R4NX4j21SBfT9Fho8BmScILJwBCEpI+GHsbBsAs1HCqSZhiGKkeSmNUYUdfQsC2fBmbfZf6kVYe1WM/cdXxoHbMXOVUdkvbO8/twU5LWMHM+JwdGlktdb7sZip2fzpw1RGwtxD8pn5qKeYDbTvOH35BcHIXUyMHjwWH7cP4L1u9dg1IRQ6LCZ5ZtXMUFIwdUSiQ5wJoJSEjCRjv5Ps2cRCxbEGqr7P1GcjsfvP9NllRPawhScS0Q29Q1mVQcpydmwSA2iO9gXg1IPcgs0LYXRh6ScyZDwePQSHGsXQm0BaoGPYxYugH8xqE3gWiqglTnQ/YM0korgo3NgcoKma3TM3jEN05NGFg8HOxMU1APHcjBPg7d3wvAvIPUU2IfAx1po0B8ie0GHl6yNzA4v+ufHcnCHYZuh61RrOtaN8G5s/fxJq9HBZHNx27BRhSTlV3Apt/wf90sF6yz5qitZLhEw/iUx2tVBXiWpVtklurs638fZvsYWK1GoYdRJ688WE5RdBpeQ6w6o3RSe+Bm8IuC9GDi+icxtGRzLHE6nJi/g4ZpFSYk/7valCAEpnC2B/U6eHDr9CDOW/sybX/ShXsguegbtpGNGPCdrxzCmWRyV3oWse/8TXn33HbRlzkz64AdMaiXDh7yNt6KCN4e05vsDC/nw973Uiz7JucJGHCx+nFPyfji7pPFKvJlVuZsY26EVFaqLqHBETzlSrH56LWU44c03GJA8CPMn99rw1Bocc9JocOZXRiw5T0lwNusbmbFLgtH7If1t8D0C9uchpyN4VILcw8y0Zm/QdP1xBIMFYS+IvpCZGYQKcFSBoAEw82HQOEynJFAEuIPEAA8HWSjY35SyzAC0npAwEh5rD6kH4FJDOKKCkS/BwxJQCVB+pXnGgFnQcyK86w4pe6D5LQSElaWD0t36Ung9Pb+tcm3+jQfgE2DDRvVSVlZGUtLfyzqdOnXqtq/19upT5Jbr/3G/WfzDOAvwN+MsAb6sgiYVRRoDmxNy7uoaZVr9A1GsZNfrsCAU0rZft1EQyDIM4fLFRtByOGj1PBndjI+fdkBf4UZyShf2H3wFc4WcenZ6XrZbxqDcS5w51wWLKCExrimGUgW1JedpMWwdMeH7ECUiK8/WY8XmtsyY9zpebZLp/PB8Xnn+Mfr3/BKFRYqjMo++0dPxdknE138d7w0KpEOtxXSvNZlSfS2+TQymtCSQrUd/IYKxTCKTj9FjhwqANbzFTLpzkrX3R5l3QqOHYMV0ZEd3sa8d5Ht70fnyV/ifBEpgbxGcsIfs4WAOgvNhcNRDjr7MgfkNx+DnkIKLXzaNWm/Ab+w57OxBV8eazaBXSjDVkhD5HbgfAnU6RK6HeWYH5nfujiiIlHvD+b4Q4geXh8Hu8TD6HOjKoIUfBFvgwDTY/xVoS6yBg+MPwtNb/niEyjxI+N66rnw9JSkwrxaseejO1XM344vNQNv4v2bFihVERETw8MMPU79+fY4cOXJt36hRo277elrDP8Vp/50bOTAtwBfbLt71GvTK+PSbNui4FSoNIu+tPXtX17gXBLQBr2hrrvP1rO0JOx++iJgUB+pgDAE9KS3zY9u2T1m26XtOXuqLNN2INCOP4KQADh18geSk7ixfIGNA9+k41S3nh/3vMPzRcxza8BAuygIO72+DPOIcfUbNonu7bzh6uj9Bwcews9Ox+/ijpOZE4OiSSK4plB1n3uFI2kBcXH+jge834CDg5l7KoJhv6B87mQPM4xzriWcNJ9gAQAuGE8tgQml17xV5N7zxK6FNpnExQoYiLQ//sroY7KwBXvlyaLQdxDPg8SuYCqBJgZHkWh58nzyA18c/RZtJSzhp6kWz2BXIdFCR70lFHT15DQVqfWZdU45ZbMDvjMilvmDWQ3YjkdXbBeo3Os5z/WHjAOAsdP8C+s2BKc4gloEZMDhAj8lw4ntrhHbtFn9eW46bClufgMRVf34spTv4t4bgO6zVfbfji83FbeP/mg8//JCjR4/i6+tLXFwcw4cPZ/r06QwYMADxDorzyqR3/857KqOUubuTeLtXvTu+RpdIb3acz+NoWhG3GEB+Q0I8HP79oPtM+EDrF9oKMNtTmiHj12FQ7xmoI9+K5eJFNtr3pLV+O/NX7aNCG4yoKMZgdqK4shalkgCG93yUrOxIlB4FSGQimCyYDVL8G55l+5rnOLvTxNeb6zP9na9JfGEylpBS7OTnGTLkLTz8L/LjtslsOTmKt8dHWms6G0Qwm8jSRIFZgQE7hjVvA3bZeNhncbKkDb52cvRSM7MZij1qFlJOCC0IYdn9VuntE94CJxdPxj43EYwmjpx7gUVfQL3LoCiH0/Uh+Ago5VCeDTopPBT8G36LfmfezK9IdQtHbq9lw5LnEduDRxIYLtmh6wI+J8z4PrsN2ZddidxejibQifQugJ3AI4MtmPOjcQRyBsGBNtB1DvTxgkQp5FVAox4FnNjkwZ5pIDFBw2Gg/ksEd8PnQF8JB2aAOggCrrwf2TnB0H13rpa7HV9sBtrG/zVmsxlfX18AmjVrxs6dO+nTpw/p6ekI/xQd8g8cSyvmXFZJlch1fWnOO+G3E1nXulfdDWeyyqo8L7tK0WrhZDzUrQuD/DCEteeQ3XYy9lvTrfzLvmKZ8yAea7iMEafWUlsbgJ2igBeG1ef03sGo9TkcbtiBSPtsnOyyMZql6PKU2Mm07F0+giH2c/luzWhGNfuWNDcB84gc3u74LsaJdem1bCtjWjzF2aSOHD3eD4OzA4t3zsUgqpDK9JjVSk6lP86JrDEog/LpH9wNpVSPUqYj2HUfufoA5hqP4uIMQ5lzvzV595SZYPJh2DmH4NXfI+kPmY4gdYKMWvDou+B2Gep2hPRiqHMBVEIwKyufBU/AHYz+SiRFoFWBIgM8dsJrHV5heM5MzgyL4Wvv55EansDOADoVbHtVwsNvQBlwuC9ofCG5A+xoCeG7wdmUyzCdL+17DGLupuV4NYLd74N/c4i+rm2lpgBwgOwjcHnvHwb6brnb8cXm4rbxf42jo+Of1od8fX3ZtWsXa9eu5ezZW3fvFmkMDP/2EHfpVb7GK93q3tX5WkPVCHLscgk/HEipkmtVC59OggHtELduQusQwaVTkRyfBW6e0HikGUQX2jgYiI3XE7grGCly3Cmi8FIjWteajQIDiZJwDl8cQEWeCwqdGXO8SM65YFp6LuVV0yIci0WMRhmFyXV5pNWPODsVkeYawLNt3qN11FKCfE4TGHEcrdqD/l1H8XCXx0ApIpNoifBaTc/WT9LOeyJquYDSLofUog5oBQsmiT0/pH6KozmEUJoDYMHCb3zKu7RBQ8n91e3tYDAw/2AE7xhaYW4/EvcyNZ++EcX7r4Qw7jVrKpJTMThkgpMBjjaC7UMhKViFvaQSVW45aIGTIEuE0vYilQEi/mY4ebEfBw2dGNBqKSt9B5AdLqKTg0sK+MZBuQxKYmDEGHhoIpjNsLYItMVQWu7F/pRJFNCVKfOnEqZZTtzXsP4Z+D7MGlwIsGYIxH9lzZ9v8WrVqeVuxxfbDNrG/zVz5sz5m6vJ0dGRTZs2sWLFilu+zg8HUtDo78KX/Bc2nc0hprbrHZ1bpDGw71LVlQzVGqvuuaqcngPg4jnK/Duz5PcRqMKstZSzdoA+R8/GVU9xqfghfg9qxZasz8gCyg3hYJAgukCezJ0xyT9x/uIjOMasAR04oEMRms5P9sNJfW80OapH+GHgUwyM+p6+Y+YRn1WLr8uGc3RvX2b1iyM0Zh9OLhcgQ2D57jWI9jLMDvaAQHCQPRViPZyNSrrSkS/SzhETMAOjxEBxxpcE6vRkCCm8QjjhNKSEy2gooRQoJRcVLvdVvbfKKvk0jg4HPWY2E4fn+pnsThvNq0+AvxN8MALy64NxAJhzoEUqmNyhacpptkxQUZIcyKAPzqHXqBCLoIvdWSKGHmZ7ST/S5nfiw9xOTCx4jjDZOdq8vAOMELgV8vqByQ1qa8DnGMj2gesJiHSF0L6Q9bvAnrTJqIuKidG70T6oNpeKBmMqgvwk2PEiPLQG+nwLpZehVtt/e9Lb427HF5uBtvF/jUqlIjc3l7CwP1cjiIuLo0WLW+/kVFzFZTHXHM3gmfahd+RaXhmfTkJO1VWlUsprsKOtaStYvA4nEbouA1fhFO673qd04kekTduGsW43LAcVOJrSaTloNUd32+ElHKCW83ZwBe+iQrAvxDt0LqIM9HI7hHAzdjITbvaFtO0/G5mDltcbP8tvDedReljN8rB+dHnka4w6ByrsFGwpaIjSJZUZY+0pk+n5bHcS1qwpgS2a9jwe+DBGs5rDpavQ6ntQKf0UiSjBP7Q3TYN7kCQRkCOSZnbFgg4/qSuvsxw/7s6Lcs8wmVBu2YylJ6gFZ37hDRQ4YA6UovEGVYWZy4Hw7XiY+hNYLkPQGiioD2VtYH8YhHqkY2yigCSROhfh005jaBBxmFi7I1ws9yDy91yOXxzLHEU0gsHanjJpDFR6wSZviFplYlTMz+QcG4ZruYQwGTjXhkJHMJWDe5ArfLaNEmdv3DLB+WtI/N1aThwgpFv1qOZux5ca/J9nw0b1M2HCBJycnP623cnJiQkTJtzSNYo0Bnaez6tSufKvtKu8E/TGKvKzAz3qe9XYXOjrEUQLdVxW4HF8BsKWVSR9k8KWHc/gZdrH+LRCfnzySSTG9QyJaI2L/BiiCIIJUMLBi+PYmfA5Bq0jEo3AkoU/sfKHT4nOP8749uMZ0vJjJnm+z64zHVj687OcWj6MZWunM/Cp2bhEHKeJ10mUfknIZXoqRXimXSgtak9EYtbR1v0dTCYfcvRdmaNvRLhTYySiN1qzNwazBxclWzEhxdP4NN8W7GRJ2Xk+IJlQmt5vld46lxPp9XIc83vUpWlWN5yypTjgimupPfZFZrADTw24pcExZ9gVYDXMG6fAxhbO5AM//jaWng6boJlAWk+BnSc6YqmAvN3+OKUUU2jw4NJjEg6vg2YrAAGEDHimCdSOh8ShFnpnzCNcncC5UZCXDnu+gkc3wPC9MOwkENOZRzwb8Loe9sVB76XQ6/vqVc3dji82A23j/5rc3FyioqL+tj0qKorU1NRbusYPB1Jvu1PUrVB8hyU6Z2xPrDIZDiTdfaDZPeHkAXhjMBRnwg9bCXizM46ORqjTDMmCaYxb/TGizB9R50ljz5+RaU2I2SDmQGlGFM6l6UzzeQ+PDrm0fug9ooI34E8WhRd9UBWW81qrT9lyYBAf//gxuaVhjH9+NOUGFSUVISRr61Je0oht+T05V/gIJYCT+iwWnT0+9rvxlOZwQfMsWosnaYq55JrVKGTZKKQ6RgofYcZItnASzALDpcUMwYn36X2/NXrrbFwC9lD0eB/W+K1Eb4bXLDtpsLGSbBeYPh4WjwWfUjjhB7+2gQojXEyK5cLJrgwukJG3/jG2ZnUh3PUcLrvh80XTWZf4MKrlriR0csHkLqMwriHqdDB4gDLf2p1K6wIVnlAaoODJR/dQVtEAswNYfEDzIQS3gVptIPV32P4ERBogu7612lhQF2vK1f634dTc6lHN3Y4vNhe3jf9rSkpK/nGfVntrRreqArL+yon04js6L9hNSVJh1bwwlOlMzN2VyNu9I6vkelXJ5hgwlEKfSyDUawIjX4WOAyC6FTlfg75cwomfaxEYkIB/y+a4hg4nfksyTcM+BkAwwvBuP5A0MJy9C1szp+QAFTI1xmI5DSQ7Sb8YRqAyEfJgy8JhDHzye74yPIuurhq1qoDVmc+TRQRvNHcjqFYJX57OQCnmMth1I67upxjeKQK14wWKgWD7j/FXzKNSUpcT5R/RzG0AMqGUtXzBUKbRWDqAZ9zBSXGMKZRzkbj7q9zboe9I0JTj3uMVXt+USqG0gDfk4UzdBAGZMPg7ONUQuq+HrQNBoQV9CUhC4/H0PEEzjQmLnYghXklyVDCy18w0OHGes1Ofpm2ZPbnJsOdrKGkILT6Bugeh9iHIrwWLfwGzHF7uBTIkbHgFEp4E/w/gXUc4MRv0xXB5HeQfgaEOMOR16DjUWtXPUAHx00HlCw2fufHj7egMZQnQNwWkt9ls7G7HF5uBtvF/TWxsLAsWLGDs2LF/2r5w4UKaNGlyi1e5tXQsgT+KkyikAgbzzfMg72RdOym/4raNs0Sw1gD/JzaeyeGZDmE1KtWq9DSUnQPF1ZbP9kp46dNr++s/Ddn74HuLA8++s481H36M+lgfzuT6EuCyHRfnFH4+cYQ9j7mQ46VmdfY6Yn5sTv91C6jX7ByIEKhIhAo4erE7H9b/gP06P1wjC5gSN5Xx9gnofdVgEblY1JPLumhklCFaJOiMrqRqBhLr9gUakzdntU/gZrcGb8U2tuYdpcQUg8XijElSQIGQwc/ie/QXXqKOHZjpyGhm04AqjlaqTmqFweszAGjV4xcO8RtSLnOqYR4GtYbVg+BifXhoFXRfDN2Wgy4Uui4Bn2QTR1Xwpfvz9Oq1n/JarpikIhleLsxo7otCB6LR2okKAfKj4dAYcMyDxoeg3fdQ6QEBGSDoROx1Anku8HgReBtg3dtgqbAaupABcP4baB4A0isttxVqGHwY7JzBWA5FR8GrvbX+9tl3QJNkLZKChFv9N/8Tdzu+2Ay0jf9rZsyYwYABA1iyZMm1f5j4+HgMBgNr1qy5pWucy/73nGVnpYzvRjXj403nEUWRZzuEMXV9wk2bWQxq4n9rD3EdLy07ftP9HioFoV5q3ugRwaYzOSRkl/Jy17psOpPNxjM5N3TVpxdrGbc4njmPx9YYI315KUh11naSwpWFuvTVkPkreDaEk6+BRytwaQJys8ih829S/2QOvWUD8ao8AYCf/QFeeHkIj7s2Rm2fw1L5Jvztk5HqLeTpItl9Yhqx9T6jqCyAI729MMnl5I9zZ4rkRWSnStBL1GAQ2JT+Ib0bNQbZWSqkLhgUWXjbzWJ5xk4aun+GXqYg3dgTO0s9ojybILe4YictRgRKLLUJExzJJY2VfM7jTKIfzwPwsRESRPhObn2JelBoQT8OVc4hfF8Kk34EsQRmPAb7msO3b4KDBuodg8DT0GwD5PnJaNt3Pe1y9pCnceVcQDQDTixnSd2xaBTQfSFkREFcD0gaCj5bLZQGSvA/B+EHwVUD8b0hdr1Ah1U6fIIPsHdVOGkHA+BhsF8FQghU/Aa1WoI5A85/AREvW+XNjoXXjTD2A7BMhba/g38fSP8ZKlOhXznIVHemi7sdX2wG2sb/Nd7e3hw4cICdO3dy5swZAHr37k2nTp1u6fyk/Ar2JhbecF+P+t54Odmz+0I+Xw6OJqa2K8ufbnltf8NAF+buSmT1sYwbtoScuT2R8V1uL5L3bGbZP+5rHuzGnMebXDOy16dxxdR25ZkOYQybf4BzuX9/aTicUlylfarvFEMBxLUCt37g0hbCrwyyeUdh96MgM4N8aDkKLpF2IIahrtAqVoKLZwYNVeMoMtQlqfJhwtXLcbU7RZDWHx/hNCIQqEwiXL2eg5deAiRczB2AtqQ2g5q0xCz5ConJhJOYQrDDBh69vI23av0OOiixiyKp7GHcvFbhDOhEFTJBg1SiwddhPa7mvayuyMfRcgAXovGVr0BiFtCZnuIrxQQaCd4s5UM2sohQonnoioFeYIYkEWbJra0pazIWLGRxCf9ECUKvrkR3SmP3MMhzgpA08MmG8y2gzMVa/jOjFxgGgk8uxMaZKFK6opcp6Wr3Cp32deGxdRuYE/0y/mk6YjbZE3hBJG6CAFIRQzMJMpVIo8NgpxHIDYbDj4gY7KDbaiMJ6rZ8v1FOh/kwdjqYBFC4i0iTBfLioOKg1ZMld4LQMbDNDNss0HUAtDwD7lfi8zoeBpPmzo0z3P34YjPQNv6v0el0zJ07l8TERKKiohg9ejQy2a3/W0z69cwNt3uo5Hw4sOFNZ5xuKgVv947kmQ5hrIxPZ86uS5Ro/6jlbRa5rSpeH29I4EaVwCUC9G3ow3v9ov5VniVPtWL093EcT/+zV0AqWMuH3irH0op57ZeTfPpIozvO574RZg2UXQLtYrDkQr4LBDwEZi2Um8EbKN9XQhExABRvFXGSWmiuHIe3bh3epkP8XHiO5LLxNHb+AHdFEqfLJyBaSgh3/hkv5WmSy9vT2G8RZpMjZeWRKE8aqHhbjSBaUOyroE6cmUUt3gUPIAvC/D4j0HEVZhFOWt7FQchCYhQwuehJ1bfDIHWjtuJLtJZgLuvfw2AJJtJ+HFK7jxjHSj7kPAN4kQDCaUGfa8+61w5KRXB+AGbPa5nJAl5m+oWXaZSWRofFYOnxMKqK1bTbKJKvhuaLQZ8P8V2h7gWI7wnR8ZAWCgVT3ZEZLAgmyA04TrxfZ1zsi3g2YQbSwFEU9zAAEfidEsjqhPUDKRdxthOxGOH1JwSWfWrmmEZF7AoJJ/qJ7HpKYPhKsDsC8islsKVmEQc3gfwiuLwBXOpAsxdhnhMEnYA2xVf6WAN2ntavu+Fuxxebgbbxf83IkSORy+W0bduWjRs3cu7cOWbMmHHL53uo/27wHBSw/JlWt2xY3VQKnm4fStMgNwbOOfCnfT8cSOGlrv88iy7SGFgZn47eaGLOnr+nZbUNc2fmYzG3JcuiUc2Imbr1T9vNImxLyCW0vfqm5yflV/DSshOculKqdOS3hzk9pcct3ftWUNYGuTcYS8AlBlzbW7f7toEnMiHjPXAdEkhRz3wMRjV2BjskSHEr3wUmUIoFhLEZnXEYZwsX09HFHaNRTbbhCbwKtrKp7mA85IdRXNDSRj4ZveDIgqEjOR4bzjsfzkd0qWRFl6eg0gC6Cnwbfkd9xZtYTAJGmUiJGE24dCoaaQhy6VGOsQyJkEeUsi9GSxCOxhQ8ZfOQSowYgQLa8C5T6EsmKcTThK4osEYi+QrWr+tZySccYT3vswF77mJqVwXsYhlr+Jx3WUMdYgmlMY69R5A8Pp5k02GWhK/i8U+g9zJYMh4iDsO3H0G5GzxZFxJawEvLwSMV3u2pJC6mMc7aHKK3LcMiynl2wSy+nDqaheXPclGxAGQWGp0w0/q4hN+eEvgwzoxrkZFG+xTsGixQ5mvmVH8zU4Ye54sxsZzpIeBQW0A4IkOUgKMFnFUCTVZAuQ58O0HaV1B+Ehq2BrtOVHle092OLzYDbeP/moSEBE6fPg3A6NGjadas2W2dH5/250hruQD73uh6R2u1MbVdcXeQUVj5R1T4xlNZNzTQVw1zUl4FK45m3PB6Mgn8NObWi61cxU2lYPaQaF5YduJP253sbz5c7DqfxxPfH/lTl65y/a1397pV2ieAaAK7Kw0PLHpIGAcVx8BwAWp/Ai7enmgyRMBA0MBkZJ0nk+00mqSxe2knG0i66RxKUYegU5MrDuaCeSbJPEuq8gg9Dg7nkHEljRXPodBb+PTlp7hUtzZT3v4JhfQ8elMDkLqBayo6aR65QJEkhnpbWmFp7UOcbis6wROJQzFaSziIweQyEhfJHnLtIshnEr0IYSTFvE4gRpqwDRkyTBxmPZ0Y+o/PHs8GzrCHcoruu4E+zU4uEU8uaTSgLbM5BsDET5UcQ08J0MgLntgBRd7AaHjudcgOgKVPwysPu3K4hzsKQwYyvSNyUnhocyv09naAlBJ1AK2/NTB18Czq7/IBRwmCg8iYCVLcsg3MmyajzENObpgOnZM9cq2W/Dr/a+/Ow6OqzgeOf++syUz2PWQhIewQghAWWYSAKIviitYVrNalasVatVqsP6t1qVpxqSCiFFvrQpVKUbRsIsgadoksCQkEQvZ9ZjLr/f0xSdgSSMgKvJ/n4SEzc+/NmUvIO+ec95xXS+mkfzP1zwfZH3sDjvUGQgDzRA8xA7Q4CiDv39DnHW9PudtjEHktmLt7E8NaW0t/v0iAFhc1vV5f/3Vzhp7qhJr1HC2vqX/87W/HtCiR6vMHRjL+9TX1j/cXWbn+3XW8Om0gSeHe3mupxcED/0xnU3YZxjP8Uvn8vnPf8f/qgTH85bu95JYdf29PLf6J7BIrNw+JY0VGAdNS4wgxGyi1OJj7fRbz1h485+/XHIaQ41+rbvixL9gOgiEcfKJA0UH/p0vJeNhO6HALPb/oA/RhWyD41iQAYUTzD7bzKQbXCqLURThIREcug7/dTL7mGSLVHeTZXyWc/7L88t9TGBlFUFlvglzv49aZKfa8iFH9mBHfBLBtyAICwl9mz/Byumd/R0bv/rg1ZqxKEtGaF9BhIZjv0HGEJB7AyDG+4iuCGMk/CWIRn3IJpexhDZcy9Yzv/Tm+popSwolry1vcJA/wDjfyJNF0O/7kgUPMuklH0Z/e49urj/LBQ39CXwO/+JsvYYc8vPG2nZidsDsFIndbqAxwsm+sD4fMGhKPGXBErGLUmin0/rkQfekgjiXUsPUaJzsvLwYlgJ3jSnARQ+p/Nbz3ehmoKjFZmYz75yHWDryc/Zd6iDLHkLh1EikBCmH/0KDqVKLiNfR8CX7sD5Y90O0Z8OniTTD069F296ilv18kQIuL2s6dO+t3+lFVFZvNRkBAAKqqoigKlZWNJ10BDO8Wzq6jVYA3WNcF0XOVFO6HVvEOKdfZdriCibPXEGIyEupnpNzqIK/CGzjtjSyPmjW5d4vnfv/+y2EnfVgAmPfDQRauz8buUnlr1QFiAn3ILbViczW/NGdrUD3gqgTfXjB0NWgMsCcNXOUmcIdQtMlBzhsQ/yDYK8FBH2qIwod8glmDW/VHq1RjwEEeL1PDHmo8I4jmL0A+fgThd6Q3cUcsZHcbyazfbuCfd+3GNmQ8PuzC4L6dX87tyhuzHiA6YB67+k/BzkD82QhUUaGk0p2nOMYkVJx04R1qCMROFAewkEwYydwMwHU8cNb364O5w3vOdXToTw7OAHlF+Ow4StxaK3dd/QwfOv5EYAH8+nc6fh7ios9mhZTv4hi6uJwfx8Uw584b4K084AcsvgY+iX4Xm/0S1s94nYlvpqGoCmumZuHyURi0Mo+Xp3WlJMLBTyOt6J1OnOYqXnv6H1z71U4eeyISrTaFwnUPYvilD7+ogh8dEHMv9HnX27xB34A9zxuc20NLf79IgBYXNbe7ZUOw949NIv1QKdsOlzMluXX+1yeEmcgqsp70nNMNBVV2CqrsZz1fp8A9l7U827qxDxv22mBssbvZX9j4MrH2oNHD2Hy8Wz9qwLoXLFvBd4AP3d+wk/OokZLnIHYG9DZ9xBHrJH7ka0LJwhnUi2rrjXgc3fBgw4iZGkZgYD9OQjByDPCOhiiodD1o5bXHd1EUqmLlRizcSWb8Z/xwaTDhPI+NWCJ5Cxfx5PEHNNhJ4B4q0eAEVBJQASvxuAnEShEf8Sl38ATKuSyy7YR+GHOU4rwb6BLZBw1r0akm8uKtXJZXhc6l8M41kaj2aKbuOMzDz14KBOGmlB0DUwkv9MEWvJ3xO3IYsMuPq98oxUMYnwyKICbXzAtvlmKu0lLs7+bNj4+AB0DHrOevY93IXsy5rxu2ACc7RusZ5zrIW92iGV/jW5/0BeAb7/3TXlr6+0W2+hSiBULMBuZPH8JTk3ozc0LPVrmmo4W90Z6RLevFn6hfdMuuFeanP/tBLeCxAao3OOe8DrvuAF0fsO+CY7OMREwGrKA6IP7BeIyaKmyEcYTRaMvziXZ8Rjz/RzdeRKEGPTnE8DzF3EMBD6NSDlSgYMGpjyOn2yU88ZoZb+C2sTtlCKVhbpxKGHaSCGU9ZrYAFXgwoiOfHBZSxiQq6csu1nKATxlONetx8RJfcA/pbXqP2tOHxx5G/4e3eTVjKncxjt77Y0GBe17pwvO/TOQfv1JxK7eRuD+GwRsjgK1oSGHwDn88Og+GQ48RezCAHYNMrJp8mNVXHSQvwUJ5qJvvb6rB5menBkhebqqNXk4yesfy+uNXYPNzgasUd4KNnT52tqcq5LytnnFu2V3VPvflXEmAFqKF6rKwW2sTjzd/cUmLzh/Vo4VrQ06wt4VVsSb3b7uxRE817A+GnwPg6EtQMBcq08FaBFpAtUD083BJtTfzu3S5H2M8VxLN/1CAILZiYRABrCGI7wjiA5KYgRYfYnmTRJ5DQQ+MQeUqXn1M4VB8NbsHHADPEhS2oecD9HyBg0JsBLOfX3GUu4BAjCymmAnoyEPBjpM4InmCcF4kiy8xU8gxJvMpKnY6cUnPJnqFRxn1vyiuXhDMHa9EYwUunVfBG5PjuHxRICO/8+dwfALR+X0J2teVP/5xA1ZfBZdioMIvhMFbDvHxU68TklcGqp0/z9lMz8yf+cfvv+DK3FVU+R3hnh9XsGpGObsnWDGVK6DaUfUuggpV3n3axA3zg/l6ioWkCgOfPJzDkj2llCxpuL1VX8H+ACh7r11vU7NIgBaik2nJ3LGPVuH+sd3PfmATJUW0bL5z+siE1mlIQ/SgjQGXDQrmgzsTIiZ6NzOJegu6LgD/QZD/OuQ+DRX7BpOt/I1+PEcUNkqZjgJsYjE/8B1RLMJIEXr8CCQQX5y46AZsRmEPiYf2snRyIBsurWL8qoOAFQU7Hsy4icBFJHAAO2Ho2IqZ59HzGYlcSTivYuIHfClAyxECeZGuXIOOblipIZuaM7/XTi6dH/gHs3nn1i04772Z5C3+OFzQ9YCBUf/zY814Iz8NjOTuN4eTF1nGvt4HiT0SSGa3m9Gqkbx330Gs5ijmPP0FO8euIbA8hiVJvyIkazybxlkx2txoPE5y+htxRNRw1XwzNT75oBQx5EA5T//5e+bfuJq0z40suTWGVxNCWDm9kH9ffYycRxtuszYctJGga/6Gfe1G5qCFuID8695LW3U7zjm3p56WKNYcTVk7fa40RuiRBTVZUPpf0Jgg4m7vsKUukPqNz/P+6F2WFYyCmwkc0I3BYHCBVUOVYSixjmAqUXAzGAeD0LIJhXgUlqIlAO8+Xj7c8Uk3fvlhMQUxxRRFg+Jw4zCMBfSUoaBhJ77k4aY/3o2bPWhxc5iXMfElCtvJ4mkghDA86LmKa1nBdN6mJ76soZxwiuhBAnradmqgtQURShhR3HjoWkb+bQ4Re6yoWrjt61x8ahS2dr2FkBI7CsM50C2COXdPZ/SPkVT5BZOdUMifZ9moMXvQqRloXfuYf+01GFwKlQF25k0dwfLJQXw3bTeVoVEc6V6F1pXHVWUBLInOZ3ePctLf6I2q0ZDwTQH3e3rhIZDXSGTswQi6vtxwm00joGd++96n5pIetBCd0MR+Td+1q46GlvW+G5IU7keY+dyCxYCYAKaltv1yoKpNkPMoWLaBRgv6ICi4GQ4a4EAk+I+prXPQDVQ/BY/LSPDNZmJuriTecYgAFGJw4UMuetagJQ8VP9w8hcpUYCgeerA92cOnN1dhrLySHrv7c/8cLXjigRp8+RGjWkY1D4JqA1x4CKEGX9z446AvFq4DTITwLj6sxY+3yGcTownkM4oYyy5SeZU/8lib37PW1p1+LF+7hBfj5lKkLSIjxcKdn8Tyysw0/EtMhJT8AoVf4FS+I/Ggni5HRvLBjExiDt/DfXM+pDJoAJH5/qzts52PJy3D7j+WRDQUXFJOv/VDWXR/KTZTJHj20XWvhbXX5BLyDy2oeuxoeEATyy+J4Q+OWLQm+IB8/lh5GPtvjeTM7Oi7c+4kQAvRCb14/YBmnzM0sXWDc50hCSFnP6gBab0j2qW4RtAVYLoECt6DqtoqjRo/QAfuSugyw5vSpT8IPhbvBie2QjBe7Ye+TxZOPLjR4SEWiEIlBA/HUMjEShgQhkIILkMmwzaGcNU3PXj2+WgmrAoEzQBgCBoCsSv9ic86SEjJOmA75dxPKa8Bn+MkEahG4Rhl3EIhjxHILbxHOp9RyBD8GI8v/ShmJGPb/J61BV3Pblz+YxxWN1hdcNObXZj+joHFl9+AghmVJPb26Unvn1+mOCiJ/jtu4R93TuK2f3XBvzKc0pAEQvOjGblyFHZPARm9ihixpit3r1iGX+UBVG0+aLQ89f5/mPG2H/94NJu7v4knjRBKqeaJJfG89l4ew/M20B9f0vwDMbxkp+trHX1nzp0McQtxgThxw5TW9HN+81Nd9RqYOrB9Jvf0YRB1Pxz5M2gDwJUHER9C+AdQdB8U/xZ89KDtB+ZREPAuqF/D0TUuTNbrUFEJpgQNT+LN2H4LLenYuRoL3XGSS7BmG0O2RvLZZ/5od+3nxetL+OvjP2KqsmH3j8HCHcBWjnU5QlDFCCAWeB0Ix01fDLxLJHpU9Bzhzzjoz16MvEA+cznGZ/RhBUOAL8/5PnhQ0XTgci0lMpS/F6zk7WcmMXfmYZ55bT9P/CmNMStuwK7ZyuIborjl84VAJavH/ERJhJMRmyu58x+JxP/cl+LwqbgUcAKXr0zmowe28c3f1lMZXIZbq2Po9xq2TtDw9aPh7Bphw63zJe1Sf5aSzzrKMA4188nUfMCGGw9Llf7w++Pt6+j7cy6kBy1EJ7QoPbfZ56T1imiDlsBfbxrY7HOcHu/8c3uJuhdSD0H1X+BQDNi3erdurP4UPMWgdYJqBdvXoPWoaFH57oZDmD06PKYizHyOhiV42IeTcTi4Fr3PDwTwPf7mXXDTlUA8EfOCCdoMv53dj/ACf2z+P6DBABwAfKnxCSQ/aimo82tbZgRK0KqVGAqCOcITaLBiwsjPXMN9RPMg0Ywn6KzvUUUlkypUTl+Gl4MFH/7Nr9naeje1GVRU/shjLIhbwsNVL5Ef6mTd6HI+nO7i3fu+wejpQsLh/QSVacHTkxVX7OC1P3zBH59zUsHT9N81nl98s4vsHmUc6paPn0NPt8NhbBhfTK9dJtJDbueKJTHY1SM8dV8l25KdoDjoHxLAbkZziHHMjOrC/USxjiGMIZQjWLHi3TY3kyqM/JtHOXM51s5GetBCdELTUuN474csShsoQ9kQvVZptXXYpxrUNZgQk47SE/YIP5uEUFO7zD+fymcE2NNBG+19HL8fPE4o7QOG/S5saCnH+4uve2YA6cOPMDBjJ2DAA2g4ghY3enygphc6NkLqAPj0cyCI4pCuqHhYOCMHhzEaFQsKO/EnkCpsaJRcNBzEpfQCRgNVqLjQKGa0ShZhRWWMDU/iO2oYwD8pw83zDCW0CUlhfyOTh9nO3xnKdBJOek2Lgh86zB30K91CNXP4K9E1Idz9t2f5E0+CUswf/7qAxberXL84hsh8Pdbg/ejUQrofuImMw/uwmUqxBR7jh0udDNyg5davX8Fk0RJQGcjB3i78KsJYfZWTOzZ+Qkl/hR774fKV+axKM9Kv7zBSOD6tE4WROXj/DxzCQgJfM44IVjIWLQrmDrw/5+r8aq0QF4kQs4FF949gwl/X4GnCviUhJkObzvc+N7X/acUzGpMQauKDGUPaZf7ZngFlc6Hic+jyPgTc4/1TRxfl/Tt8I9QkazEAHtwYURn3Yzh6VqEhFpVSNOxEZTQqNhQqgBjgMtStG0AJgBgXnz6yn4ce95CcPJbRQbv4FhsOnEwhjMUU4aE/YAf6ABVAMFBFBRPRakMpDa1mMfNwcwPgwogBH7Ts4ieC8SPulMB7oksIJplA+hFw2mtxmCjluta5qefAD3/WPPhfQr5049ZcwgPvbkSnbsTXcSMLZ2Rz46LN/P7lS+m7KxY3esLLD3Es3o7itvPSc2/yt0fyMVUZsPp7qAi3cUwtRXHH4wxwgVLFtpRqkrfEsXuYkV77QzC4XHxB2mntcOBGg0IoBkYSypV4fwAS8aO8A+/PuZIALUQnFWwyYNSCrQkd11duaH5SWXN81owh97/eNLDFe5I3VeEfoPo/3q8dH0PpVNDcAUEfnXyctj/oHlFxf+JBX+0Aqw8a8lGIQ8WBQgAqSUAoCm7QmcBlAJwo1XbAQHl3fx763fXYZ1Rxtb+Jq1NUvhlgZMo/vuY7MgEX3p64GYgD9IADb5Vqf0pDiwEtRsxYWc1f+CX3MZahfM7jaOjO2xxgE+DNAZ9DFmlE0J9AAEYSxi6ubOtbes7iV5jxy9ejUgLo8RDOTf+6DSc7+frqzYxfPRntYzF8n7aFMT9EEvcrI79+92vyosG/ykiVnwu9XYPTEAqKHlWr9W4Rh4vgYi2jv47ncK9CDvUJY26Paad9/6NY6cFXJGAmg6msY3y734PWJnPQQnRSi9JzmxScAbbnlrdpW/pGBzb52LdXHWjDlpws4mWIfBt6lIBvbSU/97GGj9XfpaAt1IDV+0tfoRTwQUGLShIK41Fq997GpcK4GhjmImNgCCm7X2LHzaGwthyjyQwuDxX5Rfz5ke1oyMNKGd5c8Ry8m0QfBgoAN+Bb+7cGMGKlH2ayeJkMZvE9+8hHi5MbOR50NlLCb9jO79jR6ves1Tk9cMnPePJ02HW22t3XEqg2DaMk1MiQLbG88thl+NYYiM1NZMo3I3jmuZ85FKfHrXeyO+UYOkcxl20IQzU6QCnHUGXn/te6AxUo7nzsftt4908/UhFQze4eNYxkCWvJYxcF9XPyC8jGhhvOs0SwM5EALUQnNS01jqgAYxOPbttqUvePTcLPqD3rcXHBvsy6qm+btuVExl4Q8hDoQsD0WwiqhpDvGjtYxXufFHTY0RAHHEYlBAUNYMXbCzYBZbCqDDYF06fkShYGrWDsA264/CcIOwpaHcsO9WN9aiEeQjCxH9gPDAZ6AZXAOmAlsAKoxtubBjCTykRKyWcPx/gnw9jEcF7id/VNHU4ob3EJrzGwtW9Z61ltgWEHYfpe2HGIgGo7Rlch4EDBQIA1jvCiQi7ZMZQqczA19GBv3yNc9mNfnlg4mlXjCll92Vwq/Z2UhZZz17wYXFQCATj8fRjxeH98VA+q1sFoUxrgAAW6eYJIIoiFbCWFuSxlPwD3ksRfSGUdV3TkXWlVEqCF6KRCzAau6Bd11uPuHZ3I9BGJbd6Wyf3P3BZfncLffzm03Ya3G6Ix146KnkK1qqB1oelmQ4MHcKJQiDdgVwLZQAne3m813t5wFa6Qcrr9fAepMdfz1rztMCoW+ulBB119YgE/BtObf7MWGAhYa9PQDgAqGrrVPn8YOAL8CGxiTe1w+GoOcDufMZR3uZsvcOHGjQcdGh6mR/3wdqf0gxU2F8MnRXjQoqKhRtcPu0aDhxygBrPVQ2lwGSk7x6DHyfIJu/jVvHd55YUv0XjKee6P8ynsUshVS/ry2U1H0KAHcoEq7uQD3IoZHVF8xyEM1FCmzOR1zXh6omUiSYwkjv54Vy9E4MPj9CaEpn6o7fwkQAvRiQWbzpzdq6/de7s9ErKig0xnfN3mUlmy42ibt+NM3F+5cb978ryA6lRxhTtxJ9vQHdyIW2cBbS5wBAUrCkeAUlQKgDwY7Ad/7g+TyiHka2y+DjQKrPlVAaxMgC1RoFO4lEQG42Qr3xOAi2MsZBV/Zjkv408Q4IMfLqAY73B3FdSmqUXiIpCtJOILxOAhgA/ZyaX8hRAexsLZy4p2KLsbVm4FgwPQoMGAggOjq4jq2yvRUMaPw79FReU3sx/jx3t/4n9Xb+A/163gg1+uJOmnBNZftpqS8ZBY0IfdAxS+nbyOWMx4PyQdBTSolNOTCEDBgJb7+JZ/sptlHCQcP9bxSxIJphIHffknv+WHDr0trU0CtBCd2NSBMQT4NJ7L6XSr57Rm+lxMH5FAXLDvWY7qgPk/VYXtVrB78NzvxvOgB7XqhCF/LSgGF4q9AEV7GB/Xf9G6y1Hw4M2TdUBYEsroS4Cu8JMZ/lAEVhu6o1Ucq/oeO5v4gr+wlxyu43fsJYdMDrGV7hgYzWCSiSKINJJJYzD3MwPwoZJCJpGCP91q743CL5lCAWVU0AU3IUwmFAhjAv2IxY8QzJ1/Qw2LC9YVQIwV74cOX8CEgonQQ4EcTKwh6eBINCSy4J1fcPkjA3j4yz9SFAWj1l3GzI9vw8cVxq/zp7B01JNU+SlAX3wxAnYMdAV8cWHkVcbzHOOZxiA+Zy/X0ovNTOcyji/js+JkL2VkUNYht6OtSBa3EJ3YiowCKmtcaBVwNzDN3J7rjUPMBib1j2be2oOnvTaxXyS9ogKYPiKhXdpykq8r4epsmBmGdnEXKALF/3iAUzQKuq918IYCD06BLSo84cbbS6sCHGCKgrUmeCkWJuqgRoWhD4HLg2I4/mvyOzbwH75nLIOZwbWYHWbGfReJj1oIU+Prj5vJLWSRy0pyWMbnQAAQARi4jdF8RQYlVDAZhaMcBrbwHgtJpO3Kc7aqECNkTIWphyEWNkdVURaUwZUrYuFICAkB8ag5FexMySdlcxjvvDOfSWMmsPjGNbz459sYsjyOMTeP5MsrN/DAgY/xcYYABjIpB4Jx1OZUPM5lXEl3JtOTKuz8gn5cTuJpH2CiMFPBffheYCHtwno3QlxgpqXGsfFgCav3FZ32Wlywb7utN65z/9gkdh4pZ1N26UnPR/j7YDKcPYmsTQzwhcvMMCUQzfAGBgW/zIXfbYevLvNOMz+xG7CccEAAjCqEuL4wwwRRJ7wPw8nXe4Ab6Uc3LivpjeGttVTF3IFy3zb498mfnroQzhe8ylp+Jo3bcAPg5FK6MY7+3EIK77CCdDL4kdlUYiG0M883n2pdAYz+ETRRoNNBYh7XL55PUfizmLIO4b7eD+3OTLoc0VER5cu8e3dij9dyRF3F3qP/5e8zljPwsn48qNzIXbxLmn4Ag38wsjz9KzbNDCNO05U0+nIvo+u/pT9GrqBbo03yp/3+H7QXCdBCdGIhZgOv3zSQheuzKbM42ZJdzNEKOxP7RfL7yX3bNTjXtWfO7YMZ85dVVNnd9c+v3ldIbpkNq8PFoxN6tWubiDfAmh6nP+9R4ZpNUFwN2RY4aoVLwmB8EBxwwWEH3mHnn+BfB+H7X0PUmWtpG9BzOcPgi03wp5UoT40F952gaXhIejR9cLENDx6WspHxDALgCa7hAAd5ltvRoyOUQBy4qKaGEDouya5Bc4/BDgv8LQm0te8zwsebOu/ygAeGrg3E4v8C+LugxoU7pISi9al0GbEbz2MR/GvALELwBxR6L7uC3joFTN5krhX8n/eaD7/BxF3B2K9+GGOPaBw4eYg5TOASrmF4h7z1jiZz0EKcB0wGHTMn9OTaQXFU1rgoqnac/aQ2EmI2cN0lxwthBPhqT9gHvBPNndo9sKwIClUovA4mdoFIA6xIhkNpkDMGJkQD4TCwBwxoxvDyrQPhb9fCzNEnBed8SpjDl1g5uXCJBg1TGYEZHwA+4hu+4wN+xaP1x0zlLUJ5hCN4RycWs489nD5y0u7eOArv5UPpCcl3PQMhczhsHABlg+HXMYATHuwC1xUx4O0X6HHpVTgKp6D5yyD605Uu1FZFi/eBLkZUVD7mO3biXTd/bOGV3PbPKq7v/ikAB8nnb3zNSyyq/7aV2FnALio7exJdK5EetBCd3KL0XF5atpcSi4OMvAqGJQazel8Rj32+g9dvGtjuvWiAmRN64aPXknGsiueu6UewyUBMsG+H7L/dKF8tHJ0APloIbCAbvqsPfN4HdsTBmEBvdY2m8jPCry8lh3zeZxGPcj1hBPIK/2Q2n2HCh+lMbvT06VzBXN7iZibWPzeERPKpJABfDlLG9XxJMuHs4p5Gr9MulveHYheEn3IPu/p4/wC80w8eTYBuZtAMYgib6UI+unA/GvvQdoBcbuc5UujOOzzBdwO3sntgGNfhXTLYmzhW8AI9TpiXn8cOHmcVJdj4HcPa4M12LhKghejk6oLeD/uL+DGrhFHdw0jrFc7qfUUsSs/lvjFJ7d6mELOBp6ecvCFJR7TjrCJ9zvx6kA7GBp3z5eezjBf5hK5EcC9TeJgbCcDMNSfMnTYklmhyT6k89TzX8XztftF++PAClzGE6HNuW6uJ94H4sxyjKND9+ND8x8w562W7E8trPMQQ+vAE77OBn9nJXAacMM88/pSNWn5BH/Kp5hf0ac47OG9JgBaikwsxG7hvTBKX943khaUZzLqqL8EmA4vScztXj/UiNJPr6Uokt9YWbuhGDM+1Qo9Xg8IfGNni63RmGjQ8xq0AfEAo28kkmTNvuBNLAK9dAHtsN5UEaCHOE0nhfiy4a2j9407ZY73IhBHIr84wlC2apg/x9DlrN/3iI0liQgghRCekqKratrvsC3EBCgsLIyEhoaObcV7JycmhuLj4nM6V+918LbnfIPf8XLT0np9KArQQQgjRCckQtxBCCNEJSYAWQgghOiEJ0EIIIUQnJAFaiPPU7NmzsVqt9Y8nT55MeXl5xzVICNGqJElMiPNUQkIC6enphIWFdXRThBBtQHrQQpwHLBYLU6ZMISUlhf79+/Pcc8+Rl5dHWloaaWneXawSEhIoLi4mJyeH3r17M2PGDHr27Mltt93GihUrGDlyJD169GDz5s0d/G6EEE0hPWghzgNffPEF3377Le+//z4AFRUVpKSknNSDrutRV1dX0717d7Zv306/fv0YMmQIKSkpfPDBByxZsoQFCxbwn//8pwPfjRCiKaQHLcR5IDk5meXLl/Pkk0+ydu1aAgMDz3h8YmIiycnJaDQa+vXrx/jx41EUheTkZHJyctqn0UKIFpG9uIU4D/Ts2ZNt27bxzTffMGvWLMaPP3PBAKPRWP+1RqOpf6zRaHC5XI2dJoToRCRAC3EeyMvLIyQkhNtvv52goCDmz5+Pv78/VVVVkiQmxAVKArQQ54Hdu3fz+OOPo9Fo0Ov1zJkzhw0bNjBx4kS6dOnC6tWrO7qJQohWJkliQgghRCckSWJCCCFEJyRD3EKITk9KHzaflJtsf61dblICtBCi06tb4y2aLjU1tUXnyz1vvpbe81PJELcQQjRRqcXBe2uyKLU4OropohnKcDCJH/icwx3dlGaRAC2EEE20KD2Xl5btZVF6bkc3RTRDFtV8Sz6fcX79u8kQtxBCNNG01LiT/hbnh1RC2MEVJGHu6KY0iwRoIYRoohCzgfvGJHV0M8Q5SCGoo5vQbDLELYQQQnRCEqCFEEKITkgCtBBCiGaroIgNfIUHT0c35YIlAVoIcVFrztIpWWZ13Fx+w/Ncy3aWd3RTTuPAzb1sYdF5tqzqVJIkJoS4qNUtnQLOmgDWnGMvdFP5DSYC6M3wjm7KaQ5h5X2y2UkF04jv6OacMwnQQoiLWnOWTskyq+P6cCl9uLSjm9GgHvjzA2l0O8+WVZ1KArQQ4qLWnKVTsszq/DGa8I5uQovJHLQQQojzgopKARZUGq6S7D6HhLUKFRa6wNIJCy9LgBZCiCYotTh4Y/l+3li+76QkMUkcaz8fsZso3mIhu0977TMOo+PfLOHoSc+rKqQfA7ur4Wu+7YIZTvjQ3RYtbhkJ0EKIi5Y36O7jjeX7zxpgF6Xn8ubKA7y5MvOkvbgb2p/7YgjaO/mE3Syqf7yMN3mEODJOyeoup5BjZLXK9+xGMAkE0q2BXcF80eKHDh+0Jz2/eD8M+Tv8cW3D17xdCzO1cIO24dc7ksxBCyEuSllF1cz4cDO5ZTYAbA43T0/p0+jx01LjsDrcgHpSklhDiWMXera3ExsfcSsK8Coe7Fj4gsdRcfID79OXCfXH3k0sLpy8zR7i6duk66uozOcHBhDHMLrVPz+aOLL5dYPnTCWGKq4/7flLIiEtHiY38s+QoIE3DE1qVruTAC2EuCi9sDSjPjgD7DxSzntrspiWGkeI+fhv7Kyial5YmsGsq/ry6ISep12nocSxCz3bW4cP3RiJL0FUkUs+OWhxArCS1dxDDTp8qKKIEKKooBTzWfbCduHmGRaTRm8SCedePmIAsezkuRa1NTEIVt3m/fqQBza74UYdKEqLLtsuZIhbCHHRKbU4CPcz4u+jJT7YF6NOISrA2GApyReWZrB6XxH3fpReP2R94hB2Q8PkdUH7xEB/IVFQeJB19KAvC+iKEQf38iUZhFGJiXvwZSXPcC/JlJDLI/yVb/mQ2TzQaILXAQp4mWXMYjHdiWAedzKP6WzkMDfxL45SccY2OXDXX3sZpej4gUUUnXTMjVVwUzH8vaZ17kNbkx60EOKisyg9l8+3HgHAYrfhUWHb4XLSeoVzed9IwBuEF6Xn8vC4HmQXW8gqsvDAP9MZ3i0UgDdXZtZfr+5rk0F7QQ5pNyaaYYTSn0z28AnPUk0FoRgpBNJJp4wyQohmIDfwFv2xkM8veAwrJp5gLv/HDPrXDmH3JpqveJi+RKOg8CvGkE0pL7CaRexhI0c4zBMNtqMQK7EsIAQzU+nN9fREQeHUTvIIIF0FbSfM2G6I9KCFEBedaalxTOznDcSe2l/W/kYtq/cVsSKjgFKLg8c+38FLy/ayJaeUK/pFAbApu4w3V2by1Y487ry0K1aHi8v7RvLI+O48Mr7HBTuk3Zju3MDt7MaOGysVdAUcOPgZE4v5lh5EkIiOPH7iFh4iCJjPr/iYuXzBDyxhff21FBSmMpDueP9d9lFEN14nlwp6EcZgugDwGhuJ5x2yKa8/14CWAHwowM7XHMWNjkD82c7JqduzAyAnAu40tfGNaSXSgxZCXHTKrA5W/Fx40nMZ+dWM6h7KtNQ4FqXnsnpfEWm9wpmWGsfc749nIfvoNeSUWKnclUepxcnWQ2UM7hrC9BEJAA3OY1/oJvNbNvNPdrAdP0KIwIyBowRyhBhgNmPpxtVogN1sxM73fM2PjGNwo9eMwp8RxDGVPoRh5hjVzGcHT7MRJzbKqCGx9tg1hUa66dMoCT5EsK0Ht2oKqDRWMkeFrY5obtO7iNHAOEVH1/Mo6p1HTRVCiNbx9Je7cHlOH+c8WGRh7veZTOwfTVqvcKZfmsDD/9qGzeldJKtVoMbpIdikp9TiJDbIl3WZJazLLGHprjzG945g3tps4MLM3m7MRpbwFTtwAimUsBuwEUI/iggDnMBWvmE/8Bxv4YOO8YyoP/979nKMCv7EZ6SSxEIeoJpqNvI1IRSxlLpJY390+NGDWDLQMomt/B+RPGN1UuJR0NcMYk+5L37ouLGPge6uKF72wEq3E5fi4KgaQBfNeZAdVksCtBDiouN0NzwJmVdRw7y12ew8Us6m7DIOl1rJKrIAYNCAw+MN0naXN2BX2LxJYTqNQlaRBYcrn0fGd2dIQgh3LdjMrKv6khTu1z5vqoOU8jPb+BX9UCkHtgAmaohFoQg4CCQBfrjpg56RXAe1yVxbyMCBi+t5nzKsgI29FHEZfbmewfiQzFKqMH92G468ePo/tJTt+nKqUHiarRQSz68t5dDVDh4fnMeqofsx9PlDudfelTEGlcs1Kl95tLxt8+EPKCw4T4a3QQK0EOIi1L9LANsOlzf6+qESK8MSQ4gKMHCoxIrLo9ZvIulWwerwPqqyuzFqFey1AT+3zMbGg6V8tSOPnBIrkMGCu4a27ZvpYNUcxUkhE0jlME72sBM/LIQA+cBQwAgUAHZ68giXcoxs/ksV43iYamy8y/Okk00eR1jBDvoQRSgB+BCODRtUhKKtCORypSvHACtGKqkESoFAYuwmjhoV8AuCL/tRZlD42zj41FjOh1or2zSRGF067jjPZh0kQAshLirbDpWxePvRMx6TX2knv9Je/1ijgKuRbZ4VRcVHp6Gm9oBN2aUAJIWbmXVV0zbmOJ91YRTRDCSMXvjwMX2AfUAV4A/kAiagEHiS/+M9nkSLEQ8qr/Br5vI1z/MvjmEljW6AyiReoRtJlFIFgGXGfPAE8qquBpNTh1UfitZjxK0pBHMlR6tSwFgDQUCQByVZx1fAEx4dMRoNEYrCq74dcXdaRrK4hRAXlfs+SqfKfuaNl02Gk+cpG5iurlfjoj441zFoFQbHBxFsavsuW0dsK1pNFmVsxUY+u/k/StjFv1nOHuB2IBIDLkALWIAavPPQL3ArFRzFipY7eB4jZnZzkGNkEYGF7WTjooJqitnF0dorVMG+XqBT0NiN3LqgAAD30VBwmEHVguIEmwd2B4FGwU8D1+ngz4o/R4gmhk64j2cTSA9aCHFRKa9xnvUYq6NlC2UdbpXPtx4lOsiEyaBt06zujthWdC1p2MilJ8+xj1cI4EYW8W9MGJhKJGUUcyfeXnMOUIw3QGvwEIwTKyF8wRq+Zh8QCugIQE8RGsAP6A1ODeirAdD3zcGpMaM6tfzjjhBwuCFGwds3d4CfFYoTwEcLvTxU+Wq5zwC68ycfrEHSgxZCXDRKLQ6CfPRNOlbXgt+OGuCalChAbXB3stY0LTWOpyb1btc12D35Pd15lO48yCDeZjf9qSQeA324Fn9KsPEXYBvgC4TjvSda3PgByRxjPOOowQq4AQP5+PO/6lfBFQsYvf8AqhGII1xrxKjYiDYasPsosOxG0MSAOwI8saD6gB7o4YEwD+MNdkbrml96srORAC2EuGgsXJ9NUROHghubc24KD7BqbxH78isJNunpFel/7hc7i47YVjSJXzOAv+JDKD15iKuYiIqWEcTyIPuIB7SEkQwcA6rx9qItQAQQiIaV/AcdB4ES4BjV1eUMU2ZBVjjYraBUgKID1UAeh7B7VPJcWqjRQWEgbIqG3FhQ48HTDfwc4FRBW8ZKeyULlLJ2ux9tRQK0EOKikFVUzZfbzpwc1pqq7G6+3VNImdXJs0v2tNv3bU8qbjK5jyS28hOXcg/JZKOwDwUDxXwM7AQygeuBrfjxNwJYQTSQgItYEr+/D/Iiwa8STE7o5QGjESojoLg7KBpQw8AaBQYbHB4NA8rhcCj8ZIZjRlBr6OeBwdoKMNq4NsDOVNruQ1F7kQAthGhX+fn55OfnA1BUVMSXX37Jnj1tH8Ce/eqnk6pXtacxvcJbNZmrs9SbPswjlDGPo7xCMf+ihk8JIIxRxJMGeNDiQs8NKFiBKVQzjkoO4UZHGXCM7FHvQ7QH0HtLTKlFUBQMOweCxYN3kDwavrsaKntCQAgMy4PB5dDNBRYFDvowtjSI1ZpI9hLDYk0scXSONVUt+XmXAC2EaDfvvfcel156KcOHD2fOnDlcddVVfP3111x//fV88MEHbfq9+0YHtun1GxNm1vPT0QqueWddq81H1yWGLUrP7dBgrcGMBgM9+Se9+ZZ9DOYqiriGQ1wL+BJBKHqqUbEBDsAFDHRr0OMD6MGuoGwaBj8nAQp4NDDvLhi+GfZ0hcJQcOshyAZFXeF/cVBuhNAAiNPBMYUbfT08Gwr+aOjVSQIztPznXbK4hRDt5p133mHPnj3YbDa6du1KZmYmUVFRlJWVkZaWxt13392k65RaHCxcnwOoTB+R2KT51/vHJrHxYDG7jla27E00U7nNRXHtpih+Ri3/3HiIIQkhDOoafM7XPLHedF2w3niwhNdvGtiuc9FxvEIcr6CisoPh9GMziUAZsAU9ZeiJxcoWNNyEhv/iIV71YNRWM5ZVbFaTKPHtgzqwAMY9hf7l+ThH7oannwJnV4iogZeugSc2Q68SWN4PSnWQ3R2CVLCp4KtwZ6STcJ2x3d53U7X051160EKIdqPX6zGZTISGhpKUlERUlLdKVHBwMIrStDUxdZWm3lx5gDdXZja5R5pTbGF3Owdn4KQ9v6vtbnLLbDzy6fYWXfPExLBpqXGk9Qpn9b6iNs0WP5MqlqFls3efEJIJAPxx8wcKcRDGFi7hS2JJwkSxkkIxFpxAFyC0KgfDR4kof3gT9bJloNECgeDuCqmZ8MxKMBugtBcMqIZe4C3zrKJRAaNKT6eRn6ogdhX8q/3SDM6qpT/v0oMWQrQbRVFwOp3o9Xq+/vrr+udramrweJqWNl1XaSoh1MQVfSObvLzovo/S6SxlgG0OF6UWR4t7uyfWrAbqa1m3Bw92DnIl1WzAh25oCEGlHIXddAF2VQdT6lfCLS4P6bpihqpF9FGslLKT52uvMVLJQuOfxdKjj1By7RJ0HKGCX3pfXDmMsOCfSbLsZVPKBHD5QHgl+B8DcxgE6PAcc5MWqdLLrGd1CRytgSxru92Cs2rpz7v0oIUQ7Wbx4sX1PYfY2Nj650tKSnj99debdI1pqXGM6h5GTokVX4OuSUEuq6i6ycur2kOxxcns5fuafd6p8811w9tvrzpQX8u6vRQxDgNr0ODAwV6CmIiCBxfeueYRG6K5ERiqdfBbDjFEsZGFhh3l4aS4FC5DIRk48v01HF58K5aX51Ox4iMoOwKVNuhRjpLRn01+D0F1MOhUb2a3ny/46byT2RYdAwuOwd+/Ia1gN2VvjWLW4hfA5Tpj29tLS3/eJUALIdqNw+Fg06ZNpz2fnZ1NYmJiA2ecrszq4EiZt5tUZrFz14LNZBVVn/GcZ7/qfMucvtx+tNmJXXUB+TefbOON5fu4vG8kj4zvTo9Ifx4Z371dNysxMBQdvUhiIz3YSSlf4ABM6PEvnUzP9cOwV5lwK97aVR4UZhPGDwYb/9NpeF/VcLDCn5/tXVFSd8INS9A+MRqMcVA0AfYPpygxHlQDFEWBUwED/N8Le7ksr4QcP4WNPeGv1z8Id70In39D0PofUZ55Bv79ubeRHg98+hfYuhKevQE++lO73R9o+c+7BGghRLuZOXMmAQEBpz0fGBjIzJkzm3SNF5ZmkFNiJdikZ/W+IlbvK+KFpRlnPkntLIPbx1Xb3cxevr9Jx2YVVXPXgs0MSQghrVc46zJLeHNlJp9tPsyuIxXM++EgpiaOJrSWYN6gC3uxMJd8BhJIMnrC0eJEE/INtmf34e9vJQJv0YyPCOYIwbiKkgj/7G40rz3JG7GVsG0gkfGl8MwjuIMM4FsDXbd5y4Z5tKBVobcNoqFHfimz5u7k0ylz+JW+mkvMKugOgyEX7r8LPv4Sbp8OaeO9jTyaCfOehL/NhLVfwqpP2+3+QMt/3mUOWgjRbgoKCkhOTj7t+eTkZHJycpp0jVlX9eVwaTpZRRbKrE66BPpgdbjJKqpusPZyqcXBuqySlja9TXyWfpiZE3qeNbC+sDSD1fuKAO/7/zl/E/kVNWzMLmXXkQqCTXqOltlaZV67uRwsRYcKpBNBFyrwDnEbWIcP3uBsB2ZQQn/s9PcxMzXJQddDOoqGbOD3D81EVeHhr37C1tsJqh70RphwmOu/XEaZNZEwSzGL+t3G0ILv2Px/bv7wq3tYjZtqVELW/wD5xRAVAVdf5/1TJ7YHzPoEuvYFkz+YTg+WbamlP+/SgxZCtJvy8vJGX7PZmraJSFK4H/PuTKVriAkAi8PFpuxSbpyzvsGh7scX7Tjj9cwGDX7Gjql2ZHepPLfkpzMek1VUTYXNQVywLw+P68GSHXnkV9QAkFnoDc5lVicfbTxUu/SsfUV65hHsSsGgBqOjmCAgGA0BQKDq7QC7VYgErleriYgsYW3qx3z1xJ/429u/Y+WGe/jzL5djt8RisBnRv38XqX/VM6hmI1/2vo8fYsbj43CAr8pPXfow78UrePv+HzmKPyFo4MX/Qu8nYUMDc/qKAuN+AUkDIDoRAkPb9d609OddArQQot2kpqby/vvvn/b8/PnzGTx4cJOvs2THUQ6VWukaYqLC5k0IKrM6mfHhZv741U/c/N56nli0k6lvr2Xl3qIGr2HWe3/93TAojh+eGMewxJBzeEct99XOY2fcbOSFpRlsO1xBbpmNX8zbwCebDtW/ZnV437de401EKrPYTzu/rSnujzB6dmKmDBMO/HgBDb3xeLxLlXVAsOKtUeWrKoS6XHTDSXlZFN+uv4OJ1gIKcvri8VFwFAcR/qxK0WOT+O7rh5ny6i5GvFtMkU8EWBS6LLGTZe9OaUAiXerCV89oiA+FTf+FjWva/f2fSUt/3mWIWwjRbmbPns11113Hxx9/XP8LKj09HYfDweLFi5t0je/3FjL3+ywA8itrmNgvkvScUootTnLLbHy0wRvANmU3XizBz6jlnVsGsa+gqr4U5JzbBzN3TRY7c8tJiQ0kMczMc0szGNsznKNlVnbnVQFg1IDd4y221DXUzOFSK053y+a4H1+0o/6DRF3JyFKLg7nfZ5FXfryn5XCrFFafHsSdtWut/7Mjj+kjExsc6m8rWt3bVHsysLMfg9oPvTqLQAVUjwaNzoOv1QfV4cZ/Szw+w7LgpyTUZ2/hLf8hjL71W+649GPCJjp4jd9wrIsveQ8P5oHr3yEkpIjQdS56HYvi/sKniO5xMxv3XMNffT8i9I5IrC9GkRszioRBMzFufhaGxkDXJPghs93e+9m09OddArQQot1ERkayfv16Vq9ezU8/eYd2p0yZwrhx45p8jV//Kx17bUC0uzx8t6egWeubA311VNhc7CuoOql+cojZwP1jkliUnsvlfSN5YWkGNU4P3+4pOKl3ba9dvuryQFaRhXtHd+N/GfnklJz7AtyVe4u497JuWE9YH71wfQ7z1h5s1nUqa1w8+9VP/POe4efcluZSlFhc2gTc7EdnTULjswePCorWg7EIjJ4aNFcvQDkWARuvw6Nxo/0+jJdcWbi2BuK44gEmzXfRLexbBv3hSeKmH6H8cDTK7xSSSgoJ1S3kL//7kupVAdS4jdQ4tfz6miiy56RzeLrCqNFh3DHYwL1vfATx7VMPu6la+vMuAVoI0W5qamqYO3cumZmZJCcnc/fdd6PTNe/XkNN98uPmBGcNsGDGULbklDa4JOnEbTNX7ytiZFIoqQkhlFkcbMouZVB8EP27BLKvoBKnW2Xb4XJ8DVou6xFGTsnh+usYNOBoZrnKjzfmYHF4sDnc+Bq0rN5b2LwL1OoS5HtO550z1Y2fZQDOZR60fbZgiAS9y1tyU2sHCvUodqDcH0+eEWXJSBRXLKohC91hH1zflbEhLJz/hg5jzY4xDF63DyUrAIc5nMOOSexGRUXB6vJWjtYBVoeOyNXBVPey4Jel4YBBgdl3tO/7boKW/rxLgBZCtJvp06ej1+sZPXo0y5Yt4+eff2b27NnNukaPMBMZBZZz+v5X9ItkUNfgRvfBrgval/eNZHi3gvrh7zdql0ON7hGOyaDlo42HeGR8d67sF8W01Lj6IXezQYPF4aF3dACVNa765WBlVmf999BpGq41bamN6H//MbvZwf1Ee49VnfvJzfFhGdx3DNbtR1+wBG00uLcMRJl6DLSgKwbWjYJx6yD5DfAJQmOqxlOxCxasgIVR8H1fdLnwefQoPtx3NZdZNZQULySMbXzeYwa6HRCLQt0GrXrAChg9oHxkpucSM/fNg36XweqPICnZTvx/74dhV8KVv2if+3AGLf15lwAthGg3GRkZ7N69G4C7776boUOHNvsaP59jcAbvJifvrcmqD7ynqtvjGiBpzPF53OkjEjAZtFzeN5IlO/J4ZHz3k4p0+Bq8WeBBJgMWhzfDOjLAh8gAIw+M6c78dQfZkVtOtd3dYHA+UUuCc917bFdLS+CFN1EmH0I3bSHqYaN3g5ADfWDCOtRCHcrGcDgYCP/TgKcf9N0N11pgvz+YCnit+H88H/cUWbnZ5CpX8vsHlrI2YQy/3llKtRpCCB6OokHP8YpYFkAph/m3gz4SinMhRFfGh5f8HXL2dooA3dKfdwnQQoh2o9fr679u7tB2nTCzodnbdho00D82iJS4YF5athfgpPnns6kL3O+tyeLNlQd4alLvkwL89BEJgEqZ1clPRytql0a5SOsVzr6CKtZllnDn8K78cKCIoQkhBJm8tY/n/dC8OeameOLKXq1+zQbdFQDXL4DVr6IG/g3lm1TUsCMohSbQqPD2byBtOXT9EvWezShRVsCN0m0Rro/Goeu5CkZkw7+noGUVJqsLH+0BnO54qE5l3tPBeFQ4dsV/ObR8MgEq1C2i0+GtEu0ADA6ozgWzHvpdG4U6az1KlwQs5WDw9S6p7igt/XmXAC2EaDc7d+6s31lJVVVsNhsBAQGoqoqiKFRWnr3aVHmN86zHnGrGqG48PbkPpRYHobUVoM7FiWUe69QVrAD4aMMhEkK9S7+CTDoeHteDNfsLeWR8D6aPSOBP1/Y/6XptEaC/3H6UqwfGtPp1T5N5GVRvBU0URFaiWitQProS5n4HK2JA8UDvr1HCq+GwHnzcYAfFCErhMTyaBJTiEhT/cg73CWJ1/CBCDszmisxdjNy4nsDaXIND/7uaboAx+DN+Lp9IsRqIA28P2oE3B0EDqE7Y8S38LutSZn0D90dBUiq8uLHtb0VjWvrzLgFaCNFu3G732Q86C6NOadaypr7R/txf21s+cQj7XDR0fl1i2SPje/DUpN4cLbORU3KIm1Lj2ZJTypsrM0/rcbeluspWbc7QDdylMGM2SoUvjFwOpWFQVgRXHoLFV0BQBfSogm3+cBTU/ASUBe+hKXOhhN8MUdWovb/koHIpMya/R0hNKdkv3U+vowpOwAD0AYyAR/XgZ8hlgz0QG5CEt+50FVCANylNXwXV2+A3URCZBIoeFv8FhkyA2Eva57acqKU/7xKghRDnlWp78yZpJ/SNatPgeGKvOsRsoNTiICbYt/55q8OF1eFut204t+SUNpoE12pUFYx3w0vXw69XgTIfdZAFRWeHpz6C3CTQLEJ95AWIzoThC1EWpkGfHDy2cjS+L6NWpvFa6AiWGCexZv9EFs+9jtCB/uTZ78BkVXGj4MAbeN1AYfk0TOhIBTIALRAG1AA+QEjt19bacwZfAUveh5/Xw7on4b4V0HN8296W1iYBWghxXvHRKdS4mtaD1iswdWCXNm3P2Xrlu45UsHpfESaD9rTj/Axaqh0tH1Wo46tVWr8m9L8KYbcVXuzq3ToT4MdkqNoPy5ZAWBb0LIUVw1D3jEXJuAQVD/SKAMdcFM1uWDoJLHegFD0D3W6HwsdQCgcwo/hjFuofoqJsOX0OxWDYHkRx5GYGRQRSWPk+hTU3Y8PbS/avDVdavPPPuUAs3n2+PYAJiADKgTxgxRy45xWoKobCLRDVt3VvS3uQrT6FEOeVmOCmr/N1qrR6jeQzbctZanHwm0+28dKyvSxcn83C9Tms3lfEqO5hDc57B/jqT3uuJWxutfVrQv/xMLx8BIpOmPvX+MDBsWALhH88AI44mPMsyg9jUKlAGboUZfbTKI8dQVUSwD4ASAHdcBRfJyQvwJXwBWEVM9iwcx/5saUM/+9h3rhaJerIMEqrZ2NWtbjwBmCf2j91O6YnAX3xDn0nAv0BPwU0Md4Abcfb+/z6SVj5KvhEQUB0696W9iABWghxXqlxNm2IO8LfwL2jE1u9RnLdnHNdYtipr63LrKucpVC3jcrgrkENDm+/c+sglHNog157+llaBa5JiW79mtDf9IPvkyHihPZ3XwuPPwO4IbAEVk1BQYOKgkIV7O4Hq8bCYQ1KjxzUwa/DJXdA7CdQAWpJAdpjhbicdlz0xrdqGOVDsrFcYuNAb/hm4C85ZL8R1ejtLRtCwDjZO4Rdx6yAUecN2jrAoILjKKQMh0F9IQrv/t9awHoUXuzhDdae2gGLimPwhxj46vete7takwxxCyHOK6ldgzlafqzB1xTAqIUaN0zsF83TU1p/XLOhTO4TX7M63IBau/QKTAZdo0FzUNdggk06Sq2uZrUh2FdPRY0Lu8uDVqPg9qi4Vfgpr5IyayvPdff09f450ZYSsB2DW7bDHS/Ds5+ANhTFXQp4YOB/YXMEeErAF5RKF6rPNigzohbp8FgmoTjy0PMBZvLZl3gDK8dsJPmHWJicSr9QyF0Pqt3bizQEgvUbULqB8yi47BB7M5R/6i1neRTv2mgtUL0d7Hbv16E9gINwaK232V89AaV5MO0N7zWq8qEyv/VuVWuTAC2EOK8cLm18z2sVb3AGOFh8eunJ1nCmOecQs4FHJ/Q86bmzZY2fbeOShpxYMKNXhJmMfO97zSqy8PSXu/nsvkubf9HmuDIaJofAqFTInA4/DUT1yUexaKDLbkhZBbnZUA6qzbviCpeC6hqJYvweneXfuJT+ONW3cDOAARNLsb/8Mqqvh5pvIBAIAmouAcN2cOXW9oSrjwft/E/B6Af4QnwiHNjsnYfWOL3B2g+wZoJeBa0RPHbvkHj6Z94AHZoAr1tB177ls5tFArQQ4rzi9jScIFY3oKzXKCTHBvLcNf0bPK6z+fO1/Xn40x1nPS7Cz1AfmIcmBDMwPhhfvQab01MfoL1aVlmrSUod8M1R7+5gW18Dvwko6yfCxybI+wgOFEEAYAClzICnOAZPyRQ0vitR1QhUTyxqwALUip440VL1cih6wGPT4I4GdzjozWDbAHoNBFwN7jgI7QV7HgSNFhxucFZDYA/Yt9mb6a3xBWygU0CjB8Xhnbu+5l/w2Q3en5FgX5g/AQbdBQNvbvtb1RIyBy2EOK/4GhruV9SFJadHJdBX364lF8+UOHY2u4+efXMWjeLtNY/qHsa9oxO5NCmM+8ck8eiEXtw/JomYIB8AAnx0vHj9gGa3odkifGHbVbB8AliLoHAHBC+Du74HsxMsLggHjJEQ6YBYfxS/LWjcPwMxuMf8E82XfdDcrqB5REEdBcYY73C1JgXmfQguo7cXbfKAoQS6vwkmX2+v0u6GuBEQdQ0E9PMeFwPobTDidQjUQdwA0NRGuLVPQexl4NZB5UHIWQFLn4Sn/ODjW9v+dp0rCdBCiPPKi9cn46M7/VdX32h/BsUHMTQhmFlXte+amhMTx5obrDOOVZz1GI8Kab3Cee6afhworObNlQfqk9RCzAY+unsYab3CWfzgyPb7YHJJKPgVwb8mww4TZO2EXatgVAkkGeGnFPjhcSjoiybehMa0CdUP3DXfoER2QztOi+4feq4cpaHnLcAycI4H5Vvo/gAYvgdNsrdn7DFB+dcQOBbCQiBaD6yHmD6Q/CYMfgEGPwdXfA0pM+HOMrj6R+h/pXfplbES7lsDoUbvkqwJr8Ltn4JPABgDwF4NlXntc9uaQwK0EOK8khTuR8/I04NQSbWDbYfLGd8nsl17z+CtfpXWK5zL+0aeMcu7Ic9d05+4E5aONfRLOa1XOK/fNJAVGQWs3ldEWq/wkxLPksL9WHDX0HZ/39SUQ0UODL0CnNO9658iq+HDQjAmgLULHE2Bqv0ovkBqb5THQtD+Tlt/iW4BkBgIxj7w7wQYsBpy7wFtIvj/BnTdoepbyL4JfBLB3Av0Tgi9AywZoNVDjz9Arz9CbBrY87zD41oDVG7yzjvrSmHv72DEjd7APOJB2PM23PQqTHsP5o+Dl2Kguqh9b9/ZyBy0EOK8M7xbKLtOGRrWaRWemtS79ZcZNUFd4KwrUQkNZ3k3JCncj+sHxfDmykzA28Or0yvSj4n9o+szwq0OV/2+3idmatftB95Yla42EzUQblkDSwPhv4dgbCZcqYfyYsj/CnqvgBgn+DhgzHCUJ99A1/fksPOPK45/bXsEShRIGARd7vU+pyrgugdMtTVAui/xZnIfeQoql4E9E0y123hunwqlK2B0NvgmQPwUOPI56Oxw+HVwAuYhUHYA9n4GVUcgKhWie4E1H292Wa3cdMjbBUPvOr4/S3uTAC2EOO/cP7Y7O49UsCm7lAg/Izqtwvg+ke0foGqdut1nc/b7LrU4sDk86DVw6hLvMT3D67PCvZW0Tt/Xu9Ti4LHPd7B6n7f715K9xput7Ai8MQaCR8Af5sOMbyBjNRjN8LtXYfbj4BkAm4tAUWHh8DNe7uFkuMsNfsc72Oj7eeOmLtD7uOJ7OPZbCIyEyG8g/zNQ34WQG6BmO/jGwe6HwDwQSr8Ep90b5K0qOMLh6BZY8RBcMQ8SJsDfE709br0FVjwJNifcMB8+uxuO7YJuoyG8nbY3P5UEaCHEeaWut5gSG8im7FJuGeYNjm+uzCTYpOfRCe1UbvEELSnCsSg9l3lrG6tqdbzr1ljPfFF6boPD3u0iIBKG3glJI6FrFTweC4ur4NcPw+9+C+v/B0NugtLV8NZvm3TJE4MzgGk4xG8BQ+3trd4ISi44cwEr5L3izdS27AR3CdhLIDcXXF9DeC9w7wOtH7iqIKgL6HTeYe+1D0H8T9D/PvAN924Jmj7XuwtZ8ZNwwxzI2wFh3VvvdjWXzEELIc4rdXO8KAppvcKZOjCG44Gsg8YiW2BaahzDEhsublHjdNcnnNV9CDh1hGBaahxPTerN6zcNbP/RA60ern8LfvMkvPIohFfBlcNg+l0QkwDz/wf33QM7PobLBp92ulqj4rrFifvvJ+9Hrqrg3A85XaDwNtB0hR8vgX2/g66vQNJeiN0BgTdAr88h/FHAB/RAQFeIHQtBITD8fbipBIa9A6oPhF4Cgx8D/yRwO8DjhPFzoawADq+HiAFw1d8gqj9U7ofkqR03vA3SgxZCnGdOrBJVN+87fUQCJoO2Q+afWyrEbCAlNohN2WWYDRpqnB7qqmku2XWU8tpdxs60OUq7DmufyloNihs8kTDbAg4nLPsA4qMhJOrM5x4F9VMVcjww43jXuebPUPNM7ZKqf4HjZqjJhZrDoGjB94RBkvBpwDSwZUPOTIj/M+gjYfNlULICqv8IIZNh3LewfSysXgxhPeAWG+i8q9M4tgWKf4bHSsHgBwe+hqV3Qb9b4dqPW/l+NYMEaCHEeaUuIGUVVbP1UBkltZt3dGiQaqG6td0GnRaLwzsRrQHKrS6Sws2d+4PHF++BuwrGTwKDCZbNgTmPQVUZ/PJ57zGbLRBvgKiTi4MoSQq6rTqIPbmbqokDJRL87gVPGZgnwHgLaM4wQFCzD8qWQtitYPYF614ofNnbU1Y9sHUJlALBFVCSDvk/Qmxt+ckZG7xbfxpqk+C7joERT0Pfm7zna/Qd05OWIW4hxHlpRUYB6zJLmLf2YJOXNHVWUwd2IcSsp8zqRF8bCAJ8tYzqHsa8O1MBznkjlDY36Va47h4YPAZsNhj3C/jVyzD1Ae/rmXYYdgCuy27wdGWQBiXi5OhnnA5VQ+HY82D6lXeHMI0BlDNFLMW7oYurGExJMDwdcHhH4Qd8A73vhlizdwvQnr+D6FHHT9X5gE/g8ccGP0j7M5jDYbYZlt5yTnemxaQHLYQ475RaHFgdLu69rBu+ek3n7mE2wYqMAkotTpLCzVgcbvIraii3uekWZiIp3I/31mR5593phCMFib3h6XehdwhERMKGTLjlyeOvx+nhjmC4wr9Zl/W/ETxW0Md7s7OzB0PYnyB8VsPH+6WAzg3Fb0P0g975ZQfgkwBaM/SZARHxUL0H4h8C1zEofAFCHwVDI1naGgOYIsF0lpH6tiIBWghx3lmUnlu/5KjTBaxzcHnfSDYeLOHhcT34dMthFqUfQQV+OFAMnLmCVqeg1ULKYAiLPP01owY+6trsSwbd6f0D4NSBYgaNqfHjdeEQ8Rsw1eaiBQ6Dft+Af8rxY0LHef8AVP8Xyud4z1MHgfUIuPSQOMO7yYn1EDirYMSdULXPW6ZSc0KG+b5/Q+UhSP1t2w1/S4AWQpx3On3Aaqa6jU6sDhebsssACDHr+etNA2u/7uBEsLPRaODL79vs8j7J0LvqzMcoWoh/84THCoRPavz4wOmgCQS/ybA6GiqttT3ucIi9DtaMAtsR0HcDSza4baA5YaO2VTOh+igMuAeMgY19l5aRAC2EOO90+oDVTHUfNL7b4y1OHOirY9H9I9p/686LgDULct+FhCfAEQY/DIWer3n3/K4ugMgJ3uOSHgFrNvR+zhuc9af8U1y/xFsnpK2CM0iAFkKIDlf3gaNuP/EKm4sVGQUkjZEA3dqO/h0O/dW7p7ejGiz7QBcK8TedfFzP3535OpGD2qyJ9SRACyFEJ3H/2CR8DVpAvWCG7zubhN+CqTtETfNmh0dP824P2hlJgBZCiE4ixGyo33tbtA19MMRMP/64swZnkHXQQgghRKekqKqqdnQjhBDiTMLCwkhISOjoZpxXcnJyKC4uPufz5Z43X0vv+akkQAshhBCdkAxxCyGEEJ2QBGghhBCiE5IALYQQQnRCEqCFEKKJZs+ejdVqrX88efJkysvLO65B4oImSWJCCNFECQkJpKenExYW1tFNERcB6UELIUQDLBYLU6ZMISUlhf79+/Pcc8+Rl5dHWloaaWlpgDdgFxcXk5OTQ+/evZkxYwY9e/bktttuY8WKFYwcOZIePXqwefPmDn434nwkPWghhGjAF198wbfffsv7778PQEVFBSkpKSf1oOt61NXV1XTv3p3t27fTr18/hgwZQkpKCh988AFLlixhwYIF/Oc//+nAdyPOR9KDFkKIBiQnJ7N8+XKefPJJ1q5dS2DgmcsWJSYmkpycjEajoV+/fowfPx5FUUhOTiYnJ6d9Gi0uKLIXtxBCNKBnz55s27aNb775hlmzZjF+/PgzHm80Guu/1mg09Y81Gg0ul6tN2youTBKghRCiAXl5eYSEhHD77bcTFBTE/Pnz8ff3p6qqSpLERLuQAC2EEA3YvXs3jz/+OBqNBr1ez5w5c9iwYQMTJ06kS5curF69uqObKC5wkiQmhBBCdEKSJCaEEEJ0QjLELYQQ4jRSbrL5WrvcpARoIYQQp6lb4y2aLjU1tVWvJ0PcQgghLjqlFgfvrcmi1OLo6KY0SgK0EEKIi86i9FxeWraXRem5Hd2URskQtxBCiIvOtNS4k/7ujCRACyGEuOiEmA3cNyapo5txRjLELYQQQnRCEqCFEEKITkiGuIUQQlx0Si0OFq7PBhSmj0ggxGzo6CadRgK0EEKIi86i9FzeXJkJgMmg7ZTz0RKghRBCXFSyiqpZe6CIO4d3xcegxepwUWpxdLpetMxBCyGEuKi8sDSDdZkl5JZZCTUbeHNlZqdcDy09aCGEEBeVWVf1BTKYdVVfgk3eXnNnXA8tPWghhBAXlWCTgQGxgSzZkQfAfWOSOt3wNkgPWgghxEXmxASxXUfKef2mgZ0yQEsPWgghxEXl8r6RDIoPItBXx+p9RTz2+Y5OWTRDArQQQojzRmtUoVqRUcC2w+VU2FwEmbxBujMmiUmAFkIIcd5oaRWqUouDkmoHMUE+AFzRJ4pR3UMpqXZ0ul60zEELIYQ4b7S0CtWi9FzmrT0IQFK4mSCTgc+3HmFdZgmhfp2rgIYEaCGEEOeNllahmpYaR0m1g2U/HSOryEKgbynDEoNJiQ3udEutZIhbCCHEeaWl89B78irILbMBsO1wOZuyywj1M3S6TG7pQQshhDhvlFocPPb5DlbvKwJodm967vdZ/JhVctJzgb46SqrtnW67T+lBCyGEaJLWyKBu6fdcuD6H1fuKGNU97JyGpDOOVZz0WAEqbC7mrc3udJncEqCFEEI0SUszqFv6PUstDrYeKgVgcNeg+t5ucz44PHdNfzTK8cdq7d9BvvpONwctQ9xCCCGa5PK+kWw8WMLlfSPb7XuemLW9cH0O6zJLSAg1MXVgTP0xdUEcmjbkrdWAx338sQLMvrnz7SYmPWghhBBNsiKjgNX7iliRUdBu37Mua9sbPL393ZwS60ltmJYax1OTep+1B1xqcXDvR+k43Sc/rwLPfPUTWUXVrdz6lpEetBBCiCZp6Rrkc1FqcTD3+0wyjlVxz6hERnUPpW904EltaOrSq7nfZ5JVZEEDeE55LbfMxgtLM1hw19DWfQMtIAFaCCFEk7R0DfK58G4skg3A1kOl2JwejpTZAJX7x3Zv1rD0ziPeBLFTgzNAgI+utgxl5yEBWgghxBmVWhwsSs/l8r6RrMgoYFpqXLvN117eN5KVPxewN7+KyhoXPjoNOSVW5q3NZuPBYoZ3C8fXoGX6iISztikqwNjoaxP7RZEU7tfazW8RCdBCCCHOaOH6HN5ceYC1B4pZl1kMNH/98bkotTh49qs9bM4pI8LfSGWNixrX8f7vrqNV7DpaBYDJoD1rm7YdLm/0ta92HuUXQ+MZ1DW4VdreGiRJTAghxFl4k7OcbjePjO/ebnPQC9dn138gKKyyN3qcj07TpDb1iGi8h2x3qTz+753Nb2QbkgAthBAXmaeffrpZx08dGENSuJlN2WWYDLp2XI7kXbDsZ9Se8agAHx1l1rOvgU4/VNboa0atwjNTzjwHXWpx8MbyfbyxfH+7bNYiQ9xCCHEB+81vfnPSY1VV+cc//kF1tXdJ0VtvvXXWa6zIKCCryEJar/B2zeCePiIBgE825VBtdzd6XGG1g8cX7eTKflGNzo/XbeNZWeNq8Bp2t8q+girG9o5o9PssSs/lzZWZQNOG1FtKArQQQlzAFi9ezJgxY7jiiitQVe9Q9aeffsrgwYObfI1Tl1e9tyarzRPF6hLTyix2CqudZz0+v6LmjJuVLErPJafE2uj5UQHGs27AMi01DqvDBSjt8kFFUev+xYQQQlxwqqqqeOaZZygsLOS1116jS5cudOvWjYMHD57xvNTUVNLT0097/r01Wby0bC+PjO+OyaBrs0Bd931Mei3WU3cWacCguECu7B/daHuyiqqZ8ubak5LMTjUyKZS3bx10zu+nsXt2rqQHLYQQFzB/f39mz57N1q1bue2225gyZQoeT+NB6mzqeo5Wh7tZ22s2V69If/QKTQrOANtyK5g/Y2ijwXVFRsEZgzPAj1klLErPbfe13o2RJDEhhLgIDB48mFWrVuHr68uoUaOade6JxSjqNiuZPiKhSdtrnqsnv9iFs5nju3O/z2rw+VKLg+2HG08Qq9NQNnjde992qIy7Fmxm26GydqvoJT1oIYS4gGVmZlJQUMDIkSNRFIUHH3yQBx98kB9//JGoqCiSks7eW6wrRrHy5wIMOi2/ndCTLTmlbToPXWk7+7zzqb7enYevQcP0EYkntWtRei7f7jn7/uFje4Wf9n7q3ntSuJmsIgvZxRZySqysPVDMW7dc0qbz8NKDFkKIC9jMmTMJCAg47fmAgABmzpzZpGtMS40jrVc4m3PKWJdZzC8XbualZXtZuD67xe1rqFRkVlH1WYejG3K0vIY3V2aeVg6zqdW3DhafXiyjrhDHqzemkNYrnMt6hAOwLrOY33yyrU170hKghRDiAlZQUEBycvJpzycnJ5OTk3PW8+uyqR8e14NL4gLx99FSbvUuVbI5PS0e7j21xnSpxcEvF2zhXLOXuwT6nBaQP9vctPrVBwosp72XuiH9QV2DWXDXUGZO6MnQBO9uY+syS9q0NrYEaCGEuICVl5c3+prNZjvr+XUB9JFPt7M9t4KqGm/SVkKoCVR4adleHvt8B1lF1acF64Z6x6c6tVTkwvXZHCptfDnU2eRV1JxWDnPdgcImnasCs5fvP+35uveRVVTNwvU5uGqT7IYlBrfpciuZgxZCiAtYamoq77//Pr/61a9Oen7+/PlNWgs9LTWOjQdLWL2vCACtAr2i/Mk4VsXOI+WM6h5W+1pG/TF1WdB1wf3E5051YoWsUouDtQeKz+l91lHwZoDXKbU42FvQ9DrPK34u4E/X9j/p/N98so11mSX8a9Phkz48pMQGtekctARoIYS4gM2ePZvrrruOjz/+uD4gp6en43A4WLx48VnPDzEbeHhcD9IPlVJV48atQl55DQCbsksZEBNAXLAv4X7G0/bprvv68r6RTdrcZFF67hkLWjSFCjz0yTYGxgXz3DX9WLg+B08zxst9DScPLC9cn8O6zBIADpVa8ffR1o8iZByrqs9sbwsyxC2EEBewyMhI1q9fz7PPPktCQgIJCQk8++yzbNiwgaioqCZd45Vv99YHJa0CD6UlERPkA8Cuo5Xkltn4fOuR+n2664aEwdtzXpFRUJ9U1tCQd90e1yUWBwkhvi1+z9V2N+syi3n6y118svlwg8cYGol+h0psp7TPG90Dfb392bqtvfSKN1Fs7veZLW5vY6QHLYQQF7Camhrmzp1LZmYmycnJ3H333eh0zfvV73Qfz6h2q/DO6izKa5dB1fUohyWGnDCP7C1PaXW4mT4iAavDxZ3Du/Kf7Xn1Q8T3jUmi1OJg4fpsth4qq++ltqZN2Q2vfY4N8uVIuY1B8YHsyK04qYft8qgnbVYydWAMX+3II6fk5N5z3RrtnUcqWr3ddSRACyHEBWz69Ono9XpGjx7NsmXL+Pnnn5k9e3aTz992qIy9eZUnPXdicH77F4PYV1DF5X0ja5ddKdgc3iD2n+1HySmu4qud+WgVb3APNum5vG/kSXO7AGaDFovj7LuGKXDOGd513rrlkvp13Hf/fTPbc08Osl0CvaMDpRYHT3+5q34Pb0sDBTt6RTZewrKlJEALIcQFLCMjg927dwNw9913M3To0Gad/9C/tmFtZE1yVY2bvy7fT3G1nQ/XZVNQW7M5xKRDq3jnbOt6zO7aqFpmdfLZllyW7T5Gbpk3i1yj0KTgHBfsy6D4IL7aeYy+UX4UVzsorG7+Eq8tOaX1PeTXbhrIlX9dg+uEqP/Y5ztYsD6HrMJqKk6oftXQXHaw2djs799UMgcthBAXML1eX/91c4e2ARyuMwfOXUcryKuoqQ/OAKVWV31APpVWgf9sO1IfnKHhwNeQ6wfFkBDm7bGO6hmBydj893Pv6G4nJbIlhftx67D4k45xeGDb4XIqalwowJmqUUcFtF2Alh60EEJcwHbu3Fm/k5iqqthsNgICAlBVFUVRqKysPOP5515Wo2FulWb3egfFBzG6RxjTRyQC3lrMVoeLnBIrYWY9xZambQsa4Wfg6Sl9Tnt+5oRefLSx4WQyFTjTR5Q/LtnDLcO6Nun7N5cEaCGEuIC53U2rBtUYa03z98RuLT0jzUzqH33a3tp1CWZ15S7rktLOZu4dqQ0+H2I24KtTsLmaP7vtamyooBVIgBZCCNEot9oaaVnNZ9AqzLk9laTwhpOwTtzgZPqIBI5V2Pg8/Uij1zPptQzqGtzo61cPjDnj+Y3RKs0+pclkDloIIUSjEsNMHfJ9HW6VZ7/6qUn7fIeYDfzlxhT+PmNIo0Ht3dsGnfEa51oDOimi7bK4JUALIYRoVJ/o0ythtbW6Tmlzi1GM7R3B7cNPnw+e1C+Ssb0jznjuqft3N9WYnuHndF5TSIAWQgjRqA0HW7Y39rlQ8RaiGNU9tMmlIusE185V161lBogLMZ/1vGmpcfjomj9ePbF/dLPPaSoJ0EIIIRplc7Z2HvfZxQb5khIXzLrMkmb3bKePSOCR8T24akCX+rKQp+6v3ZAQs4H40OYP57/y7d5mn9NUEqCFEEI06u1fnHnuti0cKbfhq9ecVIayqULMBkwGLfPWHuTSpDCemtS7fnnW2VTXND/j3eZwnf2gcyRZ3EIIIRo1IC6IIF8t5baWLddqKp1G4fpBMactrWqOE6toNacHfnmfSD7aeKhZ30unbbt+rvSghRBCNGpRem67BWfwFqsoqrK3qIRj3RKsuipaTU00mzmhJwE+Z+63agC95vhcdeoZlm61lPSghRBCNGpaahybDpawal9R/XMGrYKjjTboSAo3M+uqvq1yrbqedHOGyf2MOiprGh+2jgj0Ib+ihmCTnqsHRHP/2O4tbmdjJEALIYRoVIjZQLX95IAV5mckr6IG8Ba6aOpe2mcT4KNj0f0jWtR7PtGJm5k0xaL03Pr31Zj8ihp8dBrKrE72FVS1WlsbIkPcQgghzkhRvEO6faP9iQv2xVevqd9Bq7WCs49Ow9/vGtqmAe9sLu8biVF35rAYF+xLTX11rzbcRgwJ0EIIIc7iyYm9SQo3k5oQQm6Zjaxia321Kn0L9rqsW3asV2Du7YPZklPapJ3D2sqKjALsDZTWVIBL4gK597JuTOofBUBCqIkXr09u0/bIELcQQogz2pJTSlaRBbdH5ZqULmw8WIKiwLDEEDZll5JfaT/j+WaDFkWBavvxZDOtQn0NZqcKCzfksLp2nvtct91sqWmpcXy1/QgZ+dUnPR9q1nNZz/D65Vqhfkampca1eW9fArQQQogzmpYax+fpuWQVWdBqFAqq7IzqHsbOIxXkV9rxM2qxOd24G9jTRMEboAurHcQF+3JpUiibs0t5bEJPPt2SS1K4H8FmPVMHxjC8W0Gz1z23phCzgRA/I3BygC62OHlzZSYmg477xiS12wcICdBCCCHOKMRsYN6dqbywNIOHx/Xg7VUH6nu7wSY9ZVZvSUofnUKNS6VLoE99spXK8frPk5KjeXpyH0otDhal5/L2rYNO6oUmjWm7whNN9dw1/Xn0023sPlpVX8NrWGIIw7uFtPuHBwnQQgghziop3I8Fdw0F4PWbBrJwfQ6gYnN4mLf2ILFBvozrE0GwSc+YnhH89vMd5JRYiQv2Ja1XOD4GHagqbyzfD1Bfv7mjhrMbkxTux5QBMew66t3C08+oRadRmDowpt0T2CRJTAghRLOEmA08OqEnj07oxf1jk3hkfHcSwsx8tOEQJoOOLTml5JRYSesVzt9/OZSYYBO+ei3z1mbXBmb1nLbxbC/TUuMYFB8EQICPnh+zSnhhaUa7t0N60EIIIc6Zd+9rHesyi0nrFX5S0J2WGsei9FxeWraXR8Z355Hx3QGF6SMSOnQ51dmEmA3Mnz6ERem5DEkI4e1VB1pt85TmkAAthBCiRU7csasu8NYNXTf02vngxE1O6ob225sEaCGEEC1yph27mrublzhO5qCFEEKIU5RaHLy3JqtDN06RAC2EEEKcom7uvKmVsNqCDHELIYQQpziXSlitTQK0EEIIcYrOMHcuQ9xCCCFEJ6Soqto2VbeFEEKct8LCwkhISOjoZpxXcnJyKC4ubrXrSYAWQgghOiEZ4hZCCCE6IQnQQgghRCckAVoIIYTohCRACyGE6JRmz56N1Wqtfzx58mTKy8s7rkHtTJLEhBBCdEoJCQmkp6cTFhbW0U3pENKDFkII0eEsFgtTpkwhJSWF/v3789xzz5GXl0daWhppaWmAN2AXFxeTk5ND7969mTFjBj179uS2225jxYoVjBw5kh49erB58+YOfjetQ3rQQgghOtwXX3zBt99+y/vvvw9ARUUFKSkpJ/Wg63rU1dXVdO/ene3bt9OvXz+GDBlCSkoKH3zwAUuWLGHBggX85z//6cB30zqkBy2EEKLDJScns3z5cp588knWrl1LYGDgGY9PTEwkOTkZjUZDv379GD9+PIqikJycTE5OTvs0uo3JXtxCCCE6XM+ePdm2bRvffPMNs2bNYvz48Wc83mg01n+t0WjqH2s0GlwuV5u2tb1IgBZCCNHh8vLyCAkJ4fbbbycoKIj58+fj7+9PVVXVRZskJgFaCCFEh9u9ezePP/44Go0GvV7PnDlz2LBhAxMnTqRLly6sXr26o5vY7iRJTAghhOiEJElMCCGE6IQkQAshhBCdkARoIYQQohOSAC2EEEJ0QhKghRBCiE5IArQQQgjRCUmAFkIIITqh/wdvZQNQ2oEBnwAAAABJRU5ErkJggg==", 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" ] @@ -156,7 +156,7 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ @@ -164,30 +164,30 @@ "\n", "ncomp = 3 # try 2, then try 3\n", "xinit = 3 * zscore(X[:, :ncomp], axis=0)\n", - "embed = UMAP(n_components=ncomp, init=xinit, n_neighbors=5,\n", + "embed = UMAP(n_components=ncomp, init=xinit, n_neighbors=50,\n", " metric='correlation', random_state=5).fit_transform(X)" ] }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "f73a9955ec844f4491977d22c1244e27", + "model_id": "bfa263f6101549719988e86299e1e54e", "version_major": 2, "version_minor": 0 }, - "image/png": 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QAaFex1+CgznUvoC50ffoZwWb9E34tok2exDNzKeFY9BD8iMqag2rsv9OUd1PqNcTE1LGiSqjqIkekmNmcSInVnFtH5b6dhGgbZZetZKs7SCgHU++joT9hAggYTjkG0eYdAx1eY134ROzgaq6i6K6g6JeSbe+mhzuP7cBunECyE8eSsEa9Tv6M3PBwkagN9lXO23MNudyRPy9QcdYF3yeWP+JZtVPiCHGCauu5Bjpa4AyTuBUgDJdyRghSNZHyTZF1c2v88cDiqyZwhHVSznQvJxmO3efXyNhclMoFMQFJuyACCBhUjFRXF596usU/I+gqGLRQBalFBEhAXVrSx4nTLYn77M4YQJQBPIKlgC9FtYB/fTj6z+wwf6MDvVcqmyj1/szleBn+EQY6l8aFmhK9mNxwsZL/laT41ggTLbxk/WpNcpXMWkX4pLext25j/CEuYJnVT/BgviF++GqCZMViQEShkMEkDApaHR5jfdA5x71CuLg+lo4s8FQpYShjSxlqjg3VAtOBBmgHSdCKjjx0ZM8b8JZZqYpaLPQiyXLdireB1nRBL2qj0yyvzQfzOKETMhg15fBFRYzyTatyboqzgrVl7zPQyVfPDtmmPWqVTyY+QrTS8toYsY+uFqCIC4wYXhEAAkTnolU26esvoLnX4+2zq0UA1o5K0/MAAGGDE5opHg4IZLG5SicIOpK1vnJskA50RQBMX34CnzrhAvUBU66D3AiKKQuiuJku1T4GJzAmoHrROysRBbLcPIHjIqIbZkBtY4mKwJI2DeIBUgYjvH7M1gQ9oC0ncVEED8x67H+hwmUEys5BVnl/hPngVZiMjjBYRsURipYdPJIrTa+dUKoUdSkDy95tKq6Gyvdl8bF8HQBJdJYn7rbq1obb901lgZjK3BOOpsnGnLMEGfNionJMGVfXjphklMoFGhtbR3tYQhjDLEACROSiVjbJ9L/g1KDXVFB8khjaRotOgYYaDDXWJw4SRctMhBoZ0Gq52rVt/VxgkYlf+PkeRHYlmwTWp+KXUhJrSenqgQYfBQZoJyM1Af6qYuomJASeQLTidHbB7nRAHrUNpTNPpNLJQiDKBaL4gITdmD8zwqCMITU5TVRsrzqhLUaOilpzE363AO0Ad9AYCGfWIJSt1TqGmuOYGYFlIVKssN0340PY51wiXGiZz2wmcTtZaZxVulaXlz+FQviC8jFJzM9fDPPG7iTzuiltNBCFmcl2tiwTwVUVS9lLBWbYwAnqko4d1s3vWzXy/fxtRMmM+ICE4ZDLEDChCKKoglZ2wfAN28ltN9CKTvICpTKIA0oA54Fk/y0yVjQFgYSy1EWyEQwrwoVH0IFUWIBylK3xGigaF2wdISz4PTjtotIY3+ybNBrODo+lXMr3xw01uMrP+Lx6Bf8LfNFuvQTeNTdZ1GyTUl3UcK573zqAslTZTJWJith3yECSBgOsQAJEwJrLWEYDsrymkjiB8DjUPzwFyibS2J5POL4xXh2Lul/5VT8GJxIiVQSBG2duMkBrR705qDoD05p78WlwxdwWVtPAitwVp+eZH9VnKUGoKK38kDmO3QPU9FZoZljTmNu/Byw7bUYpHRcNnke4WKJ+mvvc1Kuwx6wT66ZIIBzgYkAEoYiAkgY96RNTCeey2tHfF5MLuwhWy2SqxbIx1cRRD/GN2dj7LRa0HG/gpKCYvK3MV5IKVAatHZWnzRuqB0nSlZbeMK62kEG557qwwmjEo1CJqSqehlQ24YdqyEkzxRmxmfVijFG1K1AIfWU+T6cACsDZat50vvTvr50wiRG0uCF4RABJIxb0kDnNMtrIlp9doZCoxKHlbYnkYl+QzZci7LHMKAG1+OJkyjjxv/sqTsqzdRK43/KDa/DhueGejXpNBDaYsEqWu3sYcfYbGfg2QwBltC20IeqZYlVkv1HDcfYBqwElquQ7wf/RpniPrlWgiBZYMJwiAASxiXDubwmOwoF5sZar61GN5M2w7eXSAOoMzj3V0/yOhVIFuee6gIGcK6xrTgBlLVZjq2+g/adCCDQbGM9W/WjZPGwtpmCbadocrX0+TSWKcaJr7RQ41pvM1/JvIl4h/w0Qdh7BgYGRAAJOyCzhjDuSGv7xHE84V1ee4umDeMcXSg8VJL3pVlEGuLcWBcoBkqJy2tLso9ysi7N4Cqia4UNUytQM1nOKn+ZY+M37XQs93k/Z5V/GxEBbXYezXYqVUK06sTa9tp2YXJMn3rFaQ085P+BLWr1PrkuwuSmVCqRz+dHexjCGEMEkDBuSK0+lYrrZjWZXF57g7Izk4wqkzw8fHs8TdXrUDZwqfJAwcJm28YqnNBJrTCp6wtcXE6MqrnTMihabScnVD7Ekeafam64oVgsd/tX0aXW0qXXsF0/RbfaToYpTDNLOdA8j9hMoWjdsdP6RD7UepkZFRLVyioKwtPHGIPnebvfUJhUiAASxgUTt7bPvqcp+hC5GNojS1tk8W2GbPwuMjyXtrCf5mqRlmqJznA9OXsBAZmaNShtlGqBgvXow0tabrjrbaxP0bYzzR69yzFEVNjsrQTAxyMgS6jKtNgpdNpFaDRLzXOZbZeQp6X2RZSKIA34ZJlu5+/ryyNMMqwdrumKIIgAEsYBjYHOIn52j+YntGDRGnwNbXGZWF3TsN4FUAd0sij+HPPi/6LPttNLPXB6C1CIT8azzcTEWCw+mohWevU21utHdzkGhcagKGMpU6VqSy4g2rYz3xzJIfGz6bQHMM0splqrDEQtfglgUXQEw3cME4S9R743hKGIABLGLI2BziAurz3FU/cy4EFRw4CGqmdR/GrYbX3amGZexDplWQOsBZ7CBUOv9m+lalrATKOKpg8oqgEwOZ7Qt+1yDBFVmmwn4OPZVgzN+ORZEp/GdrWObrWOVjObFXo1Rcq1dhgRaTyQZj6LKewkxV4Q9hSxAAk7QypBC2MSYwxhGIrV52lQ8cJBqe2RAk/37tjwK8EjwFDFMLithg8UvA0M2HodIUsFrbspqzvZzjo6mTfsPkuqn4Oi57FW30qv3kAWnyazgAPjM8jbNjw038/+B6vU44TUq0HXbUGGgtpMQG5fXBJhElOtVslmpbecsCMigIQxhbWWOI4HWX2EvcOoHNhSLY09VgBH7XR7TQ41RB2l4kkBRtWFicI1M61S5KbMt3lp9UMUVB9NNk9rQwf3JttKhjxL45ex2t7ParWCp7zVePaXtDKVTeoJ1uvHiJVLs4+ot+KIgE5AW492O2vfXBRh0lIoFKQIojAsIoCEMUPq8pL09meGbxbgq8cxKmmAasEzr9np9jnaidmxUGK6LO3RlabBG0CrCnd6N1HIBHg2g1WWE6LncoQ5MdlnC3kzjWuyX6RKhRIeC8zh9OtNzI8P4i5vOSaJK7K44Os0ADsNgl4Sn7kPr4owWZE+YMLOEAEkjAnSdhbWWhE/zwBDEa0fH1TF2dvNpfTJEtKCK3PoKOMEkKHuOUvFjxNHMWv0SjxzKws4jFCF3BT8lDnVRTTZJr6eeTt3BtcSYxOrURMl1Udgp1FSBVpNJ73eBnI2IFCVWosMD2f9yZtOnhNdsg+vjDBZkTYYws4QASSMKo0uL6no/Myx3EKFuphI+2156v/APm+n75thTmWNvglDpdawNO383iiE0nBSAyiqPOXfwVruJm86Mcrnr95iAP4eXIdJxI8FQkqsUU9wqG2jbIssskczoDdSUWWstfSpATyg1cJCcyAfLd9CgMRtCM8cEUDCzhABJIwaaW0fCXTed8SUCKhnU2VIRcvwrTBSXhJ/ie+qF9GtVtZcUmlxwioMKneohvw1RBT0VixZbsx8HWWbiGvh1E6MZQBDmTY7nVn2AE6Iz6aTNrrZREBAYJvo0Vt4Tngxh9vTdlpgURD2lkKhIC4wYVhEAAmjgri89g+RXkXJQksETRaqGiIPMBfs8n0dzGOGOZx13spaDzFgUB3mNBZoRxQGS6dtJYOlL+koZnBfMKnb7ND4OD5Q+VZN3JwZXcit/i8xxFgFL4rOZ/FuCiwKwt4iFiBhZ4gAEkaUtIN7WtFZXF77lkjdytQq6EStZIzr9aV3kq6eso672ODdDtRFz9Du8Kk7K8VP5I3BoPHIE+Djk7fN9NFT6/ieMs3OxWJq/clm2gN4YfhWBlQvTbaZZjqe8fkLwlAkCFrYGTL7CCNGavWRdhb7j8A+iU7q9lgF1kJTDNru+r96n9qAsTGttJLBCZcoefjJIwu0mSYWxUcwzcxGE6AI0AS02lYCm6HFTqesXNK8T104KeDW4Bp+5X9z0HGbaGGanSviR9hviAASdoZYgIT9ztDaPiJ+9h8e3RQ19AXO9ZQ1MCUERdMu3zfDLgUFW+inHxez0w6EVtFEC/Pjo3l+eClHmTPwCQDYoJazRT3FZvUE6/2H2MYWNqttFHUZ3+aJVREPFzytgJAKVwff4YT4HBbYQ/frdRCElEKhwNy5u46BEyYnIoCE/cpQl5cIn/1LRXsMJE2vFVDR0JVpozMKdvm+mSyl1y5gvepyxQ+BzUBGWaabKbwm/DQLzbGD3jPHHswcezBwNsSwjQ18OfcWWu1UDO2U1YoGl5nCoIhVxFq9kgWxCCBhZCiVShIDJAyLCCBhvyHtLEaeWE3DsIWm0KIsVHwI9a6tPwAlBljDdoqk1Z4dEdCvYuabXQcn96jt/MP7A5v1WvrUdiLipKcXSU0iC2hytpkW2/ZMTlEQ9grJAhN2hgggYZ8jtX1Gj0z0Zlr6308myV03WrN9yvTdvi8mol/1EDI4zb0CeKaVzepJtqn1NNHKQnPYoBo9VSr8wfsFsYppNbPp1lupqGLt/WkbjawNOCF+PkeYk/flKQvCLpEYIGFniAAS9gvi8hodWgaqeCVQHkkFQsO0ninszujSQjsVG6JVQw+w5O8ss4i/+r8kIMBgWa+Xc1r0Crzk66NfdVNSBabbubTbWXh2NWU1gKZuSVIojo1P563V/0JL7oUwghSLRXGBCcMiAkjY56RWH2uHrxoj7D906TJUhqQHBmDBL987KB19OAyGPG2UKNeEi0120WGnc5/3RyJVocVOYbE5hi61kel2PgCBzSQZZ4aZdj6PqXtq1aNrxRKtZW68RMSPMOIMDAzQ2to62sMQxiDybSQI45bloM4AdQDEp2DMs6i2r8RYoAQUAQsqKO52TxrNSfHza5Yftwzyto2H/b+yVa+moLpYqx/lHu8mogZJ1cZUjohOYLNaT7Nt4+D4SLCqVjjRWtdxPlbxjgcWhP2MxAAJO0MsQMJ+QSklFqD9hV0H0evR3m2EmcTT5W+iknR/t3nQFYgyrhGqjgzNpgvN1F3u9l/t11huHuBJ/SAAWdvMyytv5o7sleRowieDRtOjNuPbwX26jjWnM9ceSFEN8JLon1mf3cAG/SQaTattJ1aWJituCGHkEQuQsDNEAAnCeCJ6gKB0AiiINWgNsedaXkC9XYXJulo+GsCHMvPIhXei7eE73XWWHD+M/8Zd5ha2sZHV9n4eyvyWguoitM34ZPBtQBOt5NnxF/UMO69WKvqV4Tv4UeZzgHOvtdp2zo1fsy+vhCDsEeVymaam3WdCCpMPcYEJwljEGpS5GR3/H5hHUeZxdPRzgt4TUD2gusEvQKYPTBJok8bbxLhfNoP/cxsi/6XYhialw+HhcaJ9Hl08wc3+d1mvV1KhTJ/aTpUSoSox3cwnN4wAauSU+LkcFz2XFjONNtvJUdEJ3OZfx736L8SIK0wYOay1kokqDItYgARhrGENXvQ2MLdgvW0E5RLKgh0A1RjOE4OyTgjRVu/TtVPHo+oFtgIzd3n4iJDf+d+lShWNj0JjMURELIvPZaZZQol+WnbSvsJguNm/hnkcyHyziPu8v7BNb2FRfCgP+LeTjZo4zDxrb66IIDwtxA0v7AoRQMJ+QdLfnwa2H2W+hjJ3gbkD65fxSyW3zoAq4cw6tdQqoATZKoQelJMQG99CrHY077ompB27HcYm1lBiAFBJAUM3iTTZDo6Kz2a72ozHzitLd7GN+7y7yJEntkV8G7BJr+Nv6mayNkvWy4sAEkYU+T4ShkMEkCCMBew9+JXTULFxcqMKg7xMjS3Z09fJX6WgdQvkNRgPPA3FHFQ73HMA3yh09CkUg4OXh6NbbcKzTUSqf5AECtHc5v2O06OXDyqE2EiFMr/3r6FLbSVvW+jT2+hR6/EJyNomKhR5Qj9IP7200r7Xl0kQ9gaxAAm7QgSQIIwBdPRiVMGgQlDapY7bRgGUmnNKuPLKtmF5C+CBF4FngW5oicA2g8mBbQU94GM6s5jcFvCngtr5f/1m20EnB7POPkisqkkqe4bYZnlcPUrOm0ZZhZwVvZiADACb1UYe1vdyj/4Hd3l/J2OzFFQ/1hrWeavJ2QxFr49W007GttCjttNqRQAJ+xcJgBZ2hQggYb8gJuc9JPo9qE+hurtQfcmyDlARUMYJnNT6U04ejRhgAEizfKvJXwVqE3gtQAEwIbrnnRBMBZUjXPB9bMvpww7pSbWcLWwjponIQojBs1nKqkyAZbNazXo1kxX6UZaao9miNnGd/3N6VA836t+xQa+llXaMDSnpPjyqVFWVAcp4KscW1tGrtjPfHrivrqIgDEuhUJAq0MJOkdB4QRgNbAEVnQzZ81D2HrxuXNOs1M0Vge4BU0ysQRZn+RmOOHmUcWIIXAnnqGF5D9AbQ2jBlAnWvAGi7TvsqpftXK9/TBudTOcALDksAZ7KkaUJo0IiFRJSoUg/AE/oRwjIsE6tp1t3kyVHRJVetZ1QVcjaLB5ZYixb1VZiZciR30cXUhB2zsDAgAggYaeIABKEEcSyFaPuBXshNnMvALqPupXHx1lxrHupy7i09zL1/hQ77hR6cZWfG5eBsxBZsGWgC3hyG3SVwRhU9ckddrVWrWKAfoyKabUdTLHT8fHRQJkSTbaFrM1RVRVm2Nlu/FZhMfTQ6wof0p64txQeXpJJltQoUpC1GVptxzO4ioKwZ4gAEnaFuMCE/YK4wAZjial6HyPWP8C3VTJ6wCmcGKwP5Ehar9PYQbQuZMo4YZSp7XBw3nsIZBuW9SR/PTC9oIsN67YXQFssOfz7no+O78C2wOa2w7hx5gFUdJEiA/TqLjCQpYl5ZgGx0pSpkCHP6dGLmJe4sJbYI3mch2inFY2mRJHpzCRPG6Htp0yEJcYQU7UhW+klayUuQ9j/SCd4YVeIABKE/YihxFbvAwTelWQYQFuNj3EWnioEPTjx0pQ8QgYLn5QuINIQGggYnA2WCCkX64MTSgrIQTjgE5SjwYLJWGx5BsGDr0L5q2Bq0vV94B4+sOoeftwOX5mdwcNnOjO4uPpemm0roQo50BzJIeZoctQFzFQ7jZdFFzFHHQA2YINeg8WwzJyGbzV3+X+iwgCx9QnxeEqv5UPZt/K1yk/IkKVMmZIq4FmPNqbs83sgTF6kD5iwK0QACcJ+ZJP3anLejWhcSE4uNmSKoOKkrk8a82Nw1h1DvY16KlhCja22Qn42qu9JsBW3bWNavE9dPOWAPvco2ibadT+DCkBbQOdRXY/AUuqiybrdvGEbXLy+yjFHV3kyWM0vvZ/y2vA9TGUmVSpUKA0SQOBE0PPtSzilegYb9AaqtsJB9hA0mq/zGa7xr0Tho/EoUeRh7wF+4f2IP/vXsMJ7hCwZToyew/PjV3BS/FwUYkEUnjnFYlFcYMJOEQEk7BfEBQaWiKx3c30qt9BSwKW6F3H/+ywuEk9Tt9wM4MRMAEQQtX8Eu/QcbMsJBHcchYqfdDtpRDFYEIVAEQpRC+30Q75hHbh0ep0orFR0bQW63aLMVLjxFjjt+ZYHvUf4mPc25pvFnBmfywrvIV4UXkzrMEUVAzKsUE/xmPcEv7U3c5Y5nWdHZ/Pz4AqMrVCihFKW2EZ8NfNRUFWyCiI0twa/BmLmmgNYYA96mlddEOqIBUjYFRIELQj7DY1uML0EkQtmVt24eJ+hri4fF+tTxLmzunFiKDMN23ICAPHCD4MdpghhEuyMSvedgWwbc9jo3GP91NPoBzJYPRPbeXRN8NCNc7PFuPihFTB3a333FWCFXskVwff5lXcl9+jbhj3jW7y/cI++j5u9P3FVcC3vzn6QW/27WRwtoUA/qBKKMl7VY9Vbf8ljxxS4/5he1v33f1IlZJX3AFvV5j28voKwayQGSNgVIoAEYT+h0GCnAfUMKFWmLlYaM7X6cSKkjLPORMkjBG/D/4B1QsrMuojwsF9gg8MbWr/jrEcGoJnw4B8SnnIjBK3O6OMl21WSh7HER11KuOyv/MOfQ7UX5zKLgPuBB4CHQN0JH7uu7j2LgSJlHtOP8PnMf/GofogKZSoNxYmW6xXc4t/BSr2ZUPmUlOVm/WdOiJ4HGLxkOBtefwvV2851Ys7k2fbtf2XNpz+DxZIbTuCNEsbAX+5VfO0qnz/fp4n2Ux9Xa2HLFsXfb9P87a8e73lbhiXzmzl8QZ7//myAFDR+eogAEnbFhHKBKaXOBb6K+479nrX2c8Ns8yrgE7gp4X5r7WtGdJCTBHGBOVrDq7D6LHxriVPB4lEPXNbUxQc4tdFKPYsLUJUtEHVB4MSUKq1C9ayA2AM/rv+MMUBvK/aUC8BUsUErKnWx+cnxFJiZz8LOfS4Gw8eOnc9jdisPXxfS/DjO8kR9f2+8AT72QvBUfbgWyxa9lcv97zDPzqeJJpaYIzg5Pp1+SmxQ22kmRwafPqr0qCJ/Df5IoGLXysxC+OCJMAMXrwTQD12Xv5fD//VeDrKH78M78PSohPDl3wR8/vIMZsB9lpWC558S8dNPlAmGfHP+7XaPK670ueMBj/6SonOK5YKXhLzrjSFNOSgW4Uc/93joMY85My2nnxTTlodSEXI5uPz7ATf81qfQr4iq7lZ67qh86bNZ/niDx9U3lQl23oJNGAaJARJ2xYQRQEopD/gGcDawDrhTKXWNtfaRhm0OBj4MnGqt7VZKzRid0QqTg5hAvRqvZF3ITjqrNTYzrVIXPzSsU8m6ALAxqrIWa8qobX/Bv/ed7j2puMkD1SxE7RAbKG+B/FzCM64m+P25qIGn3P4CBSogOvWbgKvrk7FNWBXw3DND/n7L8Gdx5gPwu6PT5DMPi48lZLPeyOHRkUylk4f1/Uy1nRxhjiCw11HR3WjKtFmPgtqKsXPxrCZWxo1lqnLiJzUvtQJVzevDD5Fl9FPk33pZll/dENRrK1mwMfz+Zp/5tzRz3EERX/tUhcUL4drrfD75uQxrtmuqSTHLvoLiB/8bUCgonlip+O1NQb2qt4bPf8vVeNJlyBqLtgqtwET1GPhYQZyI23/c7/ON/xfwvg+Gww1X2AmFQoHW1tbdbyhMSiaMAAJOAFZYa1cBKKWuBF4GPNKwzVuAb1hruwGstVtGfJSTCKXUJG9GeBdeZTO6BBg3gdbcVrU0dj1koR0crGwADcF9J9etQkXqtYLAubWybRBb0AFkp7vlLQcQnv8I+sH/h37yF5CdQnzCF6FjCeACljPkiMmwqjXE2HBYn3jLgE+MxSTR0s0EdNrp5GwTefKu+KFtY7PayBJ7MKeYY3lY/ZEqAZFSTLWQIcIoWw95arLOJ9iAysNse8BeXuN9z00Pe1x9a+ACydNbU8W5Jy0UUdx6T8Cxzw04+6yQbas8yhFY32J8BR5ULGzs1Xzl25m61Q9qGX+q6ryasQ+lUBFUB3c9ATC6/haAH/8kIwJoLxEXmLArJpIAmgusbXi9DjhxyDaHACilbsN9JX3CWvv7kRmeMOmwZVToJjobJJlfDfE/VrWhyhUGz7QJqVUoq6BacvFBTbi/aeuL9G0BoAYgaCc88bvgZer7URpz1KWYoy4dPLbCJjLbH+G0ltk8OrOVLRT46nPg/TcN3swY+McBrVSJyBDh49Fqp3GgOZgDzCLyOPdCURXpMFM52BzAceZgymoNmhxTbBtt1uNv3i1UsE7iFdsgE0PkDw4Cb4IoBt9jVPn6LRlMGqQOg8oE1JZ5gA83/TmATFI/wFO1jD5rwXYPeQ8N+0ssX14E+Yq7FLFKrD+xS9Cz1rndALSGchVhLxlLLrCnnnqKF7/4xTz00EO1ZZ/4xCdoaWlh8+bNXHvttWQyGRYvXswPf/hDOjo6Rm+wk4TJFgTtAwcDZwIXAd9VSnUM3UgpdYlS6i6l1F1bt24duloQ9pCTAI31QG9xExtVnAWnCKqnzwWbpKIIlVR1bgJ/DjaYBlo5oZNaj1Lx048Lli7j4naKJWymE2/1lVDe9WdWrfkzme8dRfDL83nH5VfwgRs2YbH810s0V56QbGQhjuGSV7Xx8PSAqs1TpoMcC5hplvLFyv9wtDmODWodG9V65ti5HG6ORqM5PT6JZ8VH8IL4DJ4Tn8I8O88F/uC+cKINS6BZU4uI9t1f2654xddGNwD6qS3w179od23T1iSpSNNAJzANJzqnJq+DpP5AWs8pvZ+G4Un3p6CpAuUcVDIQBhAHEGWcZSj9OGgFzS2W45ftmwjsKIZimUkRWD0wMDAuXGBnn302Dz30EA888ACHHHIIn/3sZ0d7SJOCiSSA1gPzG17PS5Y1sg64xlobWmufBJ7ACaJBWGsvs9Yus9Yumz59+n4b8ERn0gdCqyxR5jt160GS1QXUJ0drIDJgPDAexj8VCm1uXfNSbGaOe96G6/dlcZNz4+RlgZJFdT+KWncdwZ/Pg3gn5gJrCX71Sqj2QblE0Bfz+ltDzl6u8I3miTw85mdY3jyNN712Af/0mwo9521h+8u38NobKgwQc4hdQgdTOCd+CS+PLuJl0at5fvRSMkmfjsXmMBbaA+lX29mqNuChOSN6ER5eYufSkNUu7qcJFwvUAWThbytGzyi9aoPilLc1E21T9VpMWZzQORQ4BliYvJ6KuyftyfNUKCVeTO2DSn1aMQ0il0GWJaud5WeQFtHOO5jqw7ZWy9HHGD7z2Qo/+7HPW16X5QufCVj+mKLQv2fnZi1c+Rufk1/TxNxzmpl7WAtz2luY09bC4mnN/PWWifl/dby4wM455xx83332TzrpJNatWzfKI5ocTCQX2J3AwUqpRTjhcyEwNMPrapzl54dKqWk4l9iqkRykMLmwwT+B/RTYtTtWY24kjkG3EB1yAxzYB3ERsrNRxfsI7j/VZYo1pr3vcCCgN0apHoieRPU9jp1y5I7bhUUnfirAVmeYURZ++uWIVU2w4CnIZKsQbePyD0PUB1QgwPLVz3axZn4bRyxegp98dXQmaf6NZMhybnQhm9QaYhXTaWbxe//XLI4PZYX3GGr6Wpe9pjwnMFIUVBX8y1UZ3nZGyIYC/OfvcmzuUSxqNnz8JVWOP3BnZpWnTxTB2y7P8vN/BHULT9pXrZfBrUdCnDhKSwvE1K1BW5JlWTDtOFHXB2zGBaqnv6WKYDcDBiLPuUetl8SIAWhn9en0LYfOsrzwtSEXvDnkNefnuPvO+lf2lz6XJQccdkTMz64rMWXqzs/xsp/6fOIbWQZyCp6C5u31L/9qVXHRy5q5+/ECM2c/zYs4RhmPhRB/8IMf8OpXv3q0hzEpmDACyFobKaXeBdyA+3r6gbX2YaXUp4C7rLXXJOvOUUo9gvvq+qC1dvvojVqYDJj8W9DdHxscU6LZQcjYpqNA+RBMdQ/ANh+PmX02uu8mZ0mCwQ1TUxTOtRZY2NKFWvk77LJhBFCQd6aJLjPo+NrC4qdcIDIVXC2gEPwK7rgx+Jvh379WZMl/v3S35xyQYb49qCb0nh+dx8PeffTbPrK5DrZMU04wDEVZvn+bx8/uDSjoekzNmh7NS7/jccUbSzznEMO+Mi6GERz4r830llXdipPHXZuedEzsaMFjyLq01AA4MZQK1XachSup6l3bdoZ7Xk63Sz8TiVsz9qASwVEnxPzlUc2/H9VCteL25VXBS+5dBXjsIY+TD2vm1gcGmDYDNm+Bz30xw4MPaHIZOPEkwy9u8QmVQlVAV91wGocP8N63ZLnyusozvaRjikqlQi6X2/2GI8DOLOKNyz/96U/j+z4XX3zxSA1rUjNhBBCAtfZ64Pohyz7W8NwClyYPYT8z6V1gCab5fZgpv0L33TdY9HgMeh3nTx72/fGcL6LXHQ9bYzdbpT3D0kBphZs4W6mJLP+ejxP1bERXyphZx2GOuBCyraAUZt5z0Ktv3uE4KsBN8OupF2IspP01LMRwxpVbKb5tLebgQ/fqGrTRwT9X30N/mOXHn/yMy++eiRMZaTC3AjyFsYrCNkWtvmKTqyfZ7yle/uM8xy6MuPENZbLDfHv9baXHTY95tGThguNCFk7dMdClXIWrbvVZtUlz/2ZNb6Xhc6rr1zCtmwTJ+FLx03BJauvS1z6D74t14yfRFco2WHrS46Wfg3TbqnOBbfMU6xRcf0NA2Iy7vxHYPtDFZF/J24pFxcWvaOJTX67w4lfmCUMwSVjS3/8BURvYZrBN7vgBdS1GcmprnppIERF1tB4b59XZ2Ul3d/egZV1dXSxatAiAyy+/nOuuu44//OEP8t05QqjJnaa8e5YtW2bvuuuu0R7GuCSKIuJ4P5XOHW9EG8msPQ7wIOyHgaShaUoFTPZwosPuBCxq8x9Qla3YKcdi2w6DcB2Znx802PKTFozppx5MDHXXTBHYlrz2A6LzvgElH+/aL6C2Pja4P1g3LocyLdDYjXP/DDS58tU2AGVAxYQvOZ/KZT/Y60tgsZz1zRL3PDUdQlU/fmNav3bXgr7kfHSyLo9zTyUCcEbW8s/LQt777CqtiRvt5kc9PntDllxgiWLIBvDti8rM6bBsL8I1j/p0FRX33+2xbpOiGCse61MYb8hkk1qAenEiLBWcqQUuxgnOxrieIrA9WTaHwTWf0nNK70u9cHa9D1wa5J5aiUzDo9HdlgRa+5ucFzEdbhpmVGp1mXvEzlKkjBM7GepVB2LllmvqliADnPOSkO/8dOJYgKy1nH766dx7771jRlAsW7aML3zhCzznOc+hq6uLk046id/97ncsX76cSy+9lD//+c+MhbhTpdTd1tploz2O/c2EsgAJwpjFn03cfB5e8XdY24SyFTdpphNrGbR+mGBgHvR2oMpbQBsXSH3UtzDzziM+5CK8x66kNus2Ubc+FN0+qOJ+zqdWiKZkXTHE/94ldWtLCGzEuWIMTvw0liPqwIkgG0BpJvWSzX3oVY3VJvYchWLV+qnONJGlHtSdWk4USVC4TqxByRu9IefWC1sCxR+f8CiGGT7zAqdMrrw7oC1naM25oN8Ht2pe94scS2YZVncrBkJFXIInHvSY3xmzqle7dPehWdJVnGJoph50no4nFTRQFy1dybmkLU3KyXVPt+umJva0Vzf6qTT4OS1pUFtBvXJ3Q/HE2jE12AyYEvgqSbnH1Q0yiZXKL9e1baqpmqwblrJuWaPu9IC3v3di1hgaK+IH4IorruCd73wnl17qnBAf//jHWbx4Mc9//vOpVCqcffbZgAuE/va3vz2aQ50UiAAShBEinv4/2A3vxu+5vP7LPy2ylwTaqkIXVLrcJNoP2CL+9ouoXrCe+MivoJf/FqX73P/c9Od7DheYW0pep5N1ajFQyfrGxLAged8WiPMKrzaLJut1sr5rBs70ks7G7aiep1dXZXPcRYGZLuNNAy2qfryMhchC1ULOQFXXLR8R7nxLDGrVsWK5phLDD+7wuWuN5t71mnxg2NKvWDug6UdR8gzrCx5b+zUH52PachZPW57o8jAKd50D6kHPJMu2JddiS3Lcg3FiMXVXbaMudtJWJgVQEdgncYHUiTuLCmQrlmc/N6arqOnvtixf52EbRU9jPcz0PnjJfhvjjJJ7ai2YALywLmLKGbdODxMnnhiFqAAt1I1qWZyIOuOsiCOO2/cB5qOJMWZMiR+Aww47jFtuuWWH5StWrBiF0QgigIT9xlj78hl1VIC3Pam7aXEukxJuYutPlrXgYj1KOKtACPRZgp8eT3zK51Hbq25SPDDZZ2IRqQXvhrhJN50swW0/XFa8Dxgo9FjaG2NccO+tdgZkNmSpm4cApqGfenpuza+u2U40ex48mcT3ZJNHxkBegY5RNkJ7Fp5qwvQrVBqrPRXYSt0CY6GnV9GzyeN9v2qsnKhdpeW827RQVpjIBTuv2qzJVV2sk6lSN5EUcONJVUJ6HSrUY6tmUheFAAuAFcAGnIDqwhW91BA0W15xbsiDK32KFpYsNHzx/WUWznNv/ei3M/zkOk1Pl9ohln1QW5SUNEA6FUHFZOgaKombMGpssdIYkzRk1z51bxzAYQcYAqDDg7t+53Hii+N9FmA+2pRKJfL5/GgPQxjDiAAShJGiugEVbna/7LfgrDIpqZunh3oG0mbcrGVAbdmIv+490DbEt7GVwa6TDHUXVzoJDg3aTbFuAm3tZcesMsBbtBge7KYebGSBbaDm7vWpWwtXPL4U3WIwBxnY5tdFW6ATy0eAReFlS8w/psrmlRkKpcRdlrqbGltKtFO33DRar4JkkYJyqJwnUbus+0KkCFOXWyoodpbhBWQCS7UpiSbONRzfAgfhhFAF2AB2uhtXWFXcrTy8heAbWG40H/9VjsveUSbjw98f8DChc4HlslCpUquDOYi06GVaYLEMuuTaaJCcXxQM877h7nUy/FS/xUAuY+nwXP+xDU9ofvLJLEGuwvFnT4y4vUKhMGaqQAtjExFAgjBC6O7fJqk5dnAH+NQdlro8unEuljSylWRdsVTP9EpjeFI3ik89jsanHuujA8hoyFXqLjKSdUXIRs4jNdyE6T3xGDCL+gzrlFR06t53a68aCK1PZkY/1W05TOy5GTwVNuDEW+xTLbYwrbOX9UEWz0+KYYfU3U8KZymbhrOcpUNLSwukAcM+hEmdo0BDcUDVRY/GXetmnBAdGmycXDrfc2Ov3Z9GGt+zKNlfjzvuih4PypDdaomqitWPa3R/hqt+lHHnmQSbxy3gB4CyBFphPfA8y1nHRYSrFbfe5aM02BDiyIVH1ZLPanFT9WuoonpwdLqdwnnjstTvZACYquKOlYomYEqy7HeXBRNGAI2lNhjC2EQEkLDfEBfYYHTfTYBxVptGV8dwoRdp5GojpgKbgNk4t00BN5mmwiCNJQI3+T//MuyRF7reYH0b8X/0TvQ919cjYBPhpPPJa9uwrySmpe5/SfA8qp97716f+1+D36EzJ1MOO9CzCpgmC9uakiheBsdEeYqnBsroJNYlG0AY4woJ9iTn2cngdPPGv1C36iQlAqrF5FrlcOIpFTMDyfKB+mn6CmbnDC2zLDMPsvzpbt8dM/WmqCHHTq95d8PzxDpXyScWLA1X/TBTD1xPrrUdgNxMy/nPjbj4xSH5HBx6oCGT7Oc1L8hy920BkXK1miqe02ce0FJxOreE09XaulNowm3TqOvShLv0QXIppuG8eCZ5fvcfRrkR2z5ELEDC7hABJAgjgbXowu24wI2dRKk2iqJsw+tmXNuFKvAUzvKTTKqDgmeV28bMfRbRBX8AvyHPvm028cv+E33XbWAjlyaUlihIrScBzp2Tpmm3AUdsccs2tUN/E7Y1j1m8cK9OfUW5l68UH+GIg3u554GLCc10Jzoy1IOQUzJuDFvjkOmtFWx/BhuD0grVaTELgS5VFzfDuXvSa6dAJynytpQcp4W6pQycRa3ixMOUrCWOoBopBqYqOFCxqYBrsxxSD54ZelzNjmOoJMvToO3UUtW4XSL87vjfIvNmDV+O5LKfV3jjyzR33e2CtptiZzjzrXNh6apiCi6GPBU9MUm2FxAl40wlbKNGbKOe7JbWuzSRIgoTq9Q4Z7y0wRBGDxFAgjCSeJ3gbx0cn2Nx7b49hc3kUWG/+zke4SbtWcl7LS4YeA0ugDqHc5Wlrq0A6IToeT+EgW3QOsvtN337vKXYRcegVt3j0s3TIaRmgs24mTD1maR1eNoBrxfWZ1DWolavxx50wB6d7pMDivc+2MHD8SuIy1MJK1koWTczp8HaKakQa41oPefDnNx0EM/Z8GY2bplOIQtXZDL0rkgyx1IRmMOJqPRazsWJjRhUxhX+U+C6BBYYLH7AWW26wVjoDyHXBIfOi1k3TdOatcRlRU/kqgFQoG4hayxeONS0Au7eNWbheQy+37WbAjM7hxc/AC2t8LlvlHnfq5p4cp3CxMq1LwEyOZiTNxR6dG1IPu6j0ZS8v2O6YUuPRlcHh1ClLdjSy5545FyU1wbFrIU7H9N4QSxAwu4QASTsN8QF1oBSxJ0X4W3/X5jSCsX+xErhisOEZ1yH3vx7vDX/5wJP9ADMDeu1Z6A+eaaT+SacS6iH+uRagsynjoJ8Htsxl/Ct18KUBe79WhN++Gq833wJdf8fMMvvxMSxq8e4DecGS+nHmQjSwOo80FKG3gjad95dO04CaPro41bvNq5Yewg9ZgHWL9Dbv8idb6Cc0ElabGBwLTw0kCnhn/E22g76C1OjLAs77+FwprOK9Rxwy3O530ypj6eMuz655PwPSZ5X3DXRBfCtpWOKpStQhOGQz2N/sm2ne1mNFapo2dqvaZ1vUQqmtlq29ylXyDmt9zMTJzbT1hVdODHWklzDxmrS6d+m5D0hgyxepx0fEuzG2rJoieWc8yLu/JPPujVQGFC0TjW0dxr6V/g1AZM6KztwVh0NzGiDrT2Asijr4n1aqBsQ0yoMqS6sAmsfnxgCqFgsigVI2CUigARhhIjnfwb86ei+m7CtPlTbsbqD+MD3QNtS4plnEh/0TlRUwDYvwrv9nXirfzrYspCKIB8ngrob1llcfNEUA30DqPgpgh+/jvA9f6pvk20iftVH4VUfZeudP2T1r9/FzO6YxQ8PM+AKg5pGRUqz9q3PZfr0zh02Xa/W8SP/ZzyqVzLVdmAJOcgeQH/1SNZGPfRsPg6M7wRQej553IxrLcxcBTPXQssasof+mjazgJxt4hr/Vm7wHmarjqn0n+7eN5Bch7QEchoUncUJjO3OpRW0WUIUM6YZzuqIuC3vs3alHmyNSXufJTFXFV8xvzPm4hNCvnJ/hnI5qSCQ1v7pw1mfttXvRUvencIRS2K+8p8lfnRrhk3dit/8Lqhn1ylgCRypYh55TOP58N63lPnoe3YfcKwUvO3jVY46KebTH8yxYE5M/wZN75M+tgK+7zK5Giknhzz6+JhSFZ5ao2uXLrUORcnpeMmyCJjebOndNkyjunHIeGyEKowsIoAEYaRQPvGcDxLP+eDOt8nPr3lIzGHvw3vyp4Ozj9IspRKDs7pqxyCJq7FgQW18aKeHanvWxfzrSdfyN30P4QGbag02B5EIIBvBL79wLsvPX8wLo5VYZZhiO5hhp7NWreHjmU9xr/c41sZ0F6cQbX4e880sFuX76V2zyO3Eq4LJuYhdSCJ2LWSqMH0T5KqQ68e3zRxpjqJZtXOT9wg9KiZkATT1Q/+MHeNoIpw1J+3Ubp3WqqJciZ4BxePK582HhvxwIOCprWm0c8P1Anedq9BfgnNmRzT7cMmVOXQVzCqwRep+pqTQZL7mR7KcviziiPnwxYtcnvrPjor4wLdzlEuKA+cZbv5Mkfan6ZHxfXj2C2Nmfduw6QFNtaiIKkkP1gbxk8aTe7jU/ycf1hww09LXb+nqVjWNDE70ZJJb3FhMsXXK+Lf+gMQACbtHBJCw3xAX2DNDL/++63lQrdaKFlKhwW20mx3YGNu2YKerr1W30K2qZOnk8++o8pH/6RosLpKA4QjFp352IasX59F2NV8NLmNAlQDLq6Lz2KBWs0JtoMW2sq1vKoX7/5Oo2sFym+dJFHgDELY5s4ztgjgHXhaaDYQZUFnYcgo0b2Legb/gpPgFvC68kByt/Mi/G0UeEzU7FaAjaPWd+KsyKPibJ3GxU8qFPrX51oUVKcVA2XLZfRlMFbItlqqvsBFOMKWWpKSX10OrPY7+UAv/8oIK3r3QnLUUSq5ooVWunpCaBgfmYjZt8wh8y4vPiviXNw0uJHTRaTEXnTbAvkIpePsHK3zkgjxRpd5WzEseQfI3DauyBnpXaZZeELF9O/R0e4MKT6dx5I3p8YU+eOIRzYkvGP+p8AMDA8yYMWO0hyGMYUQACcIIoop3oqrrsbnDsLlDdr6hNXirf+VS2KvVeiVnQ72JUzpzDf3B7uOK5+RaiV6z86alN+jb2KCqKNr5j39tYvWcJt73/U2UmjRv/68ZrJmnUKbIzGlLOYwsvaqLXl2hzXSwVXXTrwa4JPsF6DuE4ur3QN9ioq4jnfkF1+809KrgKYgrTrx5QBDC/Hth/WkuZkfjTqQ8m8LD76f1Wb9kqV6Ktj5TbAt9qgg98yEXQedmsLNdfNI27fpppanoqcuunJRUMmAjRXuLobekXGVoDyokWWQV6vWStlMvhOhBKYav3pjBz1nCEJpzlkJRYSzMm2747FsqvPS0mDiG2FBLW9/fnPhsw+KlMY/d69WGnj5Sb+CgutiR4tTnR+Q7PJb/jzfII9foCYSkjFKsuObbAS9/Q0jL1BE5pf2GxAAJu0MEkLBfUUph7cQwqT9TvA3/jrf9e2CdEojmfRUz9bUugKTaB0GL65YJ1HJz4oF6YcPV1AVPEWymDY6ZhXrwiXqrriawHZ3Er/4K5pAzoXX4X8BVqvyFh+h1yc+A5ruvnc13X5tWF/ScCUHFlOx6eulh6bbXsqZ7CQBxrkhX2EE5BjacDNUWiPx6ocKUOONaXbRqKCtn7WnqhnUnOx9MY2VloLd3MX2bTmbK7A40mq+VL+VNuS+wlqLz6UzfBpUsbJgKpeRtPrXAlnyLZX67xS8YHtvkYww81KvJZCyz2yz9aSVB3fC+AvXK2Q3mkIJRXHxWlatvCqhGikwALz8t5JvvrdSS6zzPPUYKpeCdn63wznPzGOrdRKCelGZxl2pKxtKUha1rNUuXGbI4i1FjA/pGEZQ2ny92af52tc85bxyuL8f4QVxgwu4QASQII4AqPYi37WvQWk0qHoO/8c1U1ZEEN78NVVgHOkN0+v/DLHoJKIWZciR6/c3O4pNoElf1DmgFc9pr8e7+ISwKoJiYL1qaiC/8NubQl+x0LBUqvNB7H6v1VuppZqrhedYF/RhFdvk7Gdh0AuVKO+u8I1wwdNZz3xzt90H/0VDNNvhd2LE1Q1bBtCyUk+KH1SbIeO46NLbxMGCtprnvJPRst/gkexS3l77NHzOP8+8BdG9YQPHxdsx2Xa/8nFTDzs6wTB2wBE2WvqJ2WjFRBGFFsb5bNVicqDfGSk+7MUU+EUlhoLj7WwPcu8JjwQzDEYtGX8wfc4rhiGURd9/lD+oEkg7fA1qylrYmaJluQMHchYZDj4x4+EF/UIeNuZ6lO1Y141fehxYPHr7VG/cCSNLghd0hAkgQRoLKemir1uN2PKADgvvPQPU3gd8MJsb/87upTj0M2hdjc3PrtX86qde/6QfbNp34pA/i3XM55DPQnHWzvRc4t9ku+IL6CbfpRxicY2/BKpr6DsKv5sk29dK78lIq644APyIyba5Eso9zaRkD1aOp2x+o66hGK5DCpb37uh5pa716f68hGW5BYJg1pH9lGy2c5x3PgnmaC+5qcv3BoCYkMUAbVDzFxqJinXLXiIhaSrqybsg7WKgyOCtQY+p6IuI6mi25AGZ3wuzOsRUT89XflnnBAc1QUjXxA4l8bbKEVpGdGmOt4vZf+/zt1z7liqIja6lUVK212ZQMeBVXm1Pr5FYFlvaZoy/0niniAhN2hwggYb8iLjCHxdQblaZVnz1QLWXwymB7XMAz7ejtD2PaF2OmLsXLU/+Jr3FtMELAZqF1NvEx/4z3wE9wKUE+tm0eZuHpuxzL1frvybNkxjc+bDwFVryYat9cwmyWfqa7JmH5CMImJ2AG1SPSbgx56i4k2LEydRa3jVF1gdRoLWoYBsoyZXoXz5uapzGSZSCEj9+d5fpVHtsH1ODiiamGS37ox1ncdU7dhslxDOAri9nBPAXHzotYsNBw410BZavwFczvNGQz8OxDxpbwSck1wWsvCbnyfzIYO/iSWKuYPt8w91DLwDaYMsuydaNi00pNczyosgHbI8XRJ8c8fq8mDhVBzjJ9geXZF4xv6w84F1hr685rVgmCCCBBGAmaz3RCYQBYR10gpNYHY0FXINyKNW7mVlOHBEk39szynHqIz/kSdvoR6DV/wXYsIj75/RA0sUuUhybA9CyF9a+FrgOce6q3hVjnQDU580AfoNI8eOssP7Bj8MgM3Ln1M6gxJ+AyyQLqVa1bk/2m55Luw4Pm9j7etaCHk5rrk9bWiuIdf8vy5w0eYaScSyut95MKnMZvsdSSkza5Sq1MGtqy0D7V8GS/rh33tBkx3zu7Qm9J8cWXV/nBrQG/eyhAAReeGHLB8WNXCLz0rVVu+nFAT5caFNxcKcP29YqFCyzKwOr7Nb3dCjVEy1kgCqHcD3MXWrq3QtBkUTFc/40MF360wswx4PJ7ukgMkLA7RAAJwkgQ5F2riR4GR50WGOyS0T6650FizsfmF0CmBSqF+vrEgmSWvtS9Vhpz3Bsxx71xj4bRxQDlShtmyyth/SVgNAy4tumerRL7WZe+1WQhayFOMqbSQabfGGnhwXRSbafeRiPtTB8n2zXhYpfSwod56hG3ANaSn7KRjxy0nTc1L6qNdUNJ8ZZ7cty+0SOy1KspRzghRfI6KRGgLNgq9QI383HZXRUXe/1fL6hw5oyYr98fsLxXc/bciM2bNM/7dhMZD6a1WL71ijIfflEiQMd4FYfp8+CTvyzyHy/LM9CnBvVn9YuKrfd7lAc0cQi5Ka6y9dCMQQOsXKf45/eH3H2TT6WoaJli2bZG871Lc3zgpyWyQ1yS4wURQMLu0LvfRBCePlILqE4454f1hksR9X5RmqRCsga/CRILkG0/gnjJB8Dz6yJpK9imacSnf2yvj//4AJx4b8zKv30ZnnyX8xeZJJLYU8Rxrp5KVAamWzjWwHwLS0I4sQrHleGoqlvWbl3fhXzymGqdZSprXLdOBXRC01yLnmlp6zD4ZUvQH0OxAqYPcgPQUqUYTeVTyxdx3uNZepKZ/MdrfNZXNHHa7qIZ1xctlzzyMKfT8Jz5EUumGTqbLHNbDFPajNu2FVgA+kBYfIJhbqelyyiuKsCWzQ/w6T+U+PJffTb2KTZ2a57apvnQ9Tl3K8bJx/bQ4y3v+mKZAHdJstRvSeBDvs1iDUR9igVzDVXqnkiL06x9XZqDT42oFBVt0yzag5apllKfyyAbr1SrVbLZ7O43FCYtYgEShBHCdj4PvCnQ3V2v4pxUFHa4YGhz4Ctr74mX/htm7nnoB7+L2rQce8ThxCd9EHJT9urYd/Uozr3Xp2Cn1d1o6QBSd1YLLlU9bSh1mIK8hakliAOcD0W79HhdBZWB2LpW5NkI5lRgnQebXLBTZgGEnQGxgoOmGvIbDPeVA2hKWs8r38UGeRFYn0qU4Z6C4k3LFVctKfNI0WN9pLDzcf22ApylaRbOklSC5y+M+X+HV+gP4Ve9Ph9elyNMAp2VAj+GZs/SEsCNocc37/E5pvse7p11vLN0ea5EUbUE/SXFiq0KYwb1kB3znPSymPa3NmjpZHmQgTmLDE+VNNp3X/aroGYpSg1wWeD6b2aII+jaoLAGsnmLiRX51vHrAgP5ASbsGhFAgjBSZKYTT7kQb+O3GxbmsK0HYP2pkJlCfPS/YKcdM+httm0J8an/Pfw+i+vRW+/EZjuwM093VqQhWAtvedSnYFQ9tjiinjfdjBMUWQszrLP8ZJWz4ugShIn48RV4OimHHDvlAGBjyJRcdtd8CwsiPCxTrOWIapbDPc1yrbjtER+wrkgjDUHRtdbqCqzHIyXNYyVN1GSpdFBvcNpGPeg5cXVt1G6CK6D4yLocFovx3L5tFrSxhFVFtdPy880+8/Rq7p1+PKxULoYo4/YXK4j7YGaLHVfiByCbh4OPiFn5kFfzrmqgbbolk7d0zLYUe2HNOl2rPJAmwwU4AfTUwx46chYfpSwozannh0ydMz4FkCReCHuCCCBhvyK/wIbSArrZpasr36kTGxK9+A97vSe15XaCm8+HrhKEMWbOEUQX/Nntu4EHB2BVSQ3OJjM4ERFY9y0wR7kMM50E0xjP/W1USpt92GxdsPM0BQcC+TJQBhXjhVXy3RpbyFDq8Oltz9C6RbFljWbNNk1fn4YpOOGRFiK0MCi9TFlaPSgaYKqqp7l31odBJnkAfyx7fHZLwLNzhqIGm1XYAGfBsoBS6LKlG0UQW3qbprggbBqOn0lOwYfPvLCy1/dhLPCeX5e57KIcW57S+AHMPy5m+yZF/xbNouMMc46M+OZHcnhQqx3UmJC3+TGFj6t0PWW2pXOuYesqPe6sYUOR7x9hV4gAEoQRxLYuBp1xaeTVEpgQ2xD4uzf4t74ZlnfVXGi6+x58+0qiC6+ubVOO4OL7fCpQT8FPRZACOhUc1Ji3rl0RRNWglvwy/LkVHtKwSbl9ZCzMsXBaFSoBaksT8UCG/vXZtLA08SEx14eauOACcWv51419G5QlMT8BMZ2ZiFkZnzCA2z1dz5RLurXXgl2S4VWzim/0B1xhwGSAbpwlqzOCFliwej3vue6/OWzTClbNOIIPHfgBiJQTSBoXlB66as5ffVmJZy0Yn13Q22da/uWmEn2bXSp781Qo9bsCkK2dlhV3OxWTXr5UV6Yx61mrar3BejdpMhlD/3bNJ07Lc9Q5Ied9JMTfdXmpMUUcx+jxrNyEEUEEkCCMIGbxxZjVv0KvvjkpUwy6ewX6yasxi87bq32p9Wsb4occ+pHfQxyB57N2AM67w2d5l3ap6qnw8HCiYoF1y9MYIGNqVhN01f30t1nYVoHlQE/yazoAWpVzS92ah8BzVpcu6sUHY2C9TzVv6+nqw3ab74Kl34GtZzElnMNpwQzeMLvCf5SzDCjlApnnAk/h9hNQz2RKZvH+nKa/G9cMNQkvosen8/CN/O83z2fxhqdoLhU47onbyazYxPtO+yrdTHUZeK2Q7zK87+SQi44emzV/9hTtQUeDy6qpFZqSGJ6DlxlyuDpIqdczdTymk4CHu6XWwrbVGs+zbFmluOHrWVbd5fH+X5UJxokIKhaLUgVa2C0ikYX9ipigh6ADzKxzwMtDtgNyrn25d8+n9npXtjp8hotaewfVGF59l8+jA8l/8S4YNPPNTmJ9MhZ06Dq2B0Xw+yDYDv5q4G5Qj0B1LVBxAc+WeuvxWCXNsJID16w61L1aUcP9j3Hus1otowq5Y79O+6x7eNOSe/j7Uo/vL47Z7GnKFqZkrRM/Mc5i09i1IxVCaS2hbbiZvBnn0vIUp918B7O6N9NULrI1M401TfM5res2mrqL7n0ZyPnw2/PKfOjkcNxkfj1dDlpcV6CpNPCp3w6FC7OqESuqRUVchcf+4nPJ9BYe+OP4uEiFQoF8fpzm7wsjhgggQRhhVFRKrCyZJGhZQVTe6/2YRc8bdnlvpcrFj3ncU1TOLaRwIqIreWQNzKyAXgtqPc4PlDQc0w+Buht4FNQWt75zJUSeC4JODQxDe34Nyiyjnko/dL4s4Wrz9Mdw5oeIOx/nXeUX8YXia5getmCMIavAophjbd1f04wLsO6s1Gdtkv3rpNRzTQ+6gxrj4VViMNCb6cCzzunTWUnchnlYlIk5fraZ8OIH4PgXxUzLWDQuTX5o9w9wGjPD4CYpKdrCV1+VJx67tSFrSBsMYU8QASQII4yZfy54WZdFZVxwiznwgr3eT3zGjlYj42U45O5nce0dHmxUTtukVh8FTKnC0r9C07ch8zPgMWCTe6hHQPWRmGeSvwPQEsLR2s2aTdRdWmk0bRpXlBYnTF/7ybKgYTsP1x3+9B9AvkA77VzMc/E8D6UUcRxzMiVmE1MOIRMZ55PJAm1lmB7ClEotCBodgQqdhajx2MCfjz6DzflZaGKao35a4gJXzTmfUiaplG3hA4dV9/q6j1fOfW+VRUfGeMBWduwiH+Buz3Dih2QbW1V0bRj7arFQKIgAEnaLxAAJwghjO48kfM5P8O/6BFT7MIvOIz72I3u9H+/xq6A5A8VqzSJT1aAK1P9n9+N+uueBqTEcdi1Mu8+VRmYOqH7qaVGNPqYI17cjyQLrtHAs9W70ChdwXKbekT0DTAePCnGnB36yv1rLcuMCqoMIOjYAsMBMY5bqIAhchLQxhk5ruUyVuLbq8cuy4k9+4srQSYxSa+QinqeF7vyMgvkliHKujlFLBDNj+gptnP1PN/Ld/3szB3Wv5JuL38E1s1/CpvbZrjVGxXLBgeM77mdPKffBtR/J0fu4Rx6nizWu9FN6xzXuNuZxd35oyJbGXeq2aWM/xVw6wQt7ggggYb8iMUDDY+ecSfjSP0FhA94/Pod/3YWYhWdjjnrLsLV8hqXc4yxIDVnvOap8pv/DvH3qd9wChRMp80JYcAfMfAw4klouuU0sKLXawGmPjtQmkFQUbNkAzQvdDJjOf3MjyG+F/k6IMihCFpVXETTFLJ96CLbHYtNZU5GYFxQsvBna1pJB8eHoRWQbTiDN3JnuebwxB3+tNhzPKFdpWgMtBVd/aGYJelug3AwHlKFagYXJ19qKDNumT+flL/0NLaV+sqbMdt0JVnOAjXngFSUmC4/c6PPkbR5RSZGl3p0koG5MS6sTpLcqpdHbufSMaFy0xhgYGBABJOwWEUCCMFqUu8j84nlQ2gaAXn8bcf9a4tP+a4/ebg56Id7fv7bD8ldUrubtfKe+wAPmbIX5W4DjgSyoKhC7LC+b9OcYpFXTHKFEnMy/F3QOtk6Fiufen18Ls6+H/DGw8nQ+8Isvc9LKv/O9c97CijmHYJstDKik3o6F2ffDouuhbSW+rfISs4Q79D2sU49yoJ3Fs8xxtA8Ow2UpDfWLwizosqsVlImoUqES4cRPZi3MuBO8ZwE5PCzN86Dv8RaYD4XuVgqlVhbmYu48sUBucKmkCc/WxzWVPsg1W8I+RQ53W9LWbI14Oske0xZT0VTLgGeZdbDh7T8cH3WSisWidIIXdosIIEEYJfRTN8HAVtjY74IyLHhP/DfxMe+Hlk63URw6geLndni/XXAGdtpS1JaH3QIDxNCS6av3HPOAIytw4DbQi4AQVJm0g6hPQM5aCioEm0lEUJpalQF8PKuJdQdqwTrs/B6ozoJKHt27EF38JwxlzAGWvxz3bF54/+9492+/zsYps3jggKOxrQoiC7kKHHgnNPeCnU6kLNd6a4j4MwYPheHEuJNfhP/NVOptPt4aGH5VjHhQ+a44Y5TnFF3lc9ry/cDwo6jizqn9H6DTKBaIMVTbB5h2pGb2uoDOZsXFbSGvnjI5XF5D0cpgiwof5/YKqfesTaswpfr3jHdWWPZPMTd8OcPGxyHIWZaeFXHa6yNaOse++wvEAiTsGSKAhP2KuMB2wcBWWNfvYpBTP8SAJfPhg6l+aS3ebZ/Fe+D7UDWYA59H9LLvQdA0aBfxs96Bf/07XTzOFiCGJq/Cm5su43sLLnFFDo/IAAtwnaACJ6iUU0cWn7Lqx6NKzBywnaCSijDWkEPznLiV3/kaa9uhMgeqHvQoTARGZfGKRVCWO84+hUsOuoxj7r+P2QMbeZSlVIImaIogPwBqLrAClIsuqdopuGiUMhbF370BvmQu5zPx+2vn167gxnzIjaFho4UTteEEz0VYHx/5GFXkx7pEzU9mt4BaAFhiPJqyMd+aHXPUsGG9k4Mn/uTxj+9kIar3AfOpP08T9lJ32L3fz9LcXOENl+19ZuJYoVAoiAVI2C0igARhlFC92938n7pj0jm6UiT41CLUwX1uZloP+slfETz6IOG/3g7Z+i9bteJBV71uM/Wo1Ri+c+/b+b9zX0X/orakhUQLbnpLpj2bJjz3EVAmZC4wNxE/GkWWJgwXxHlm4bPcVFlupwPamQySas+uj1YGij4UYXn7ISw/4xA3psZsMB277K8k1khhsUo5qxOl2tJrvYf5zBAjTZuCCzLDW27+mw5+nFvrKmtjgTVAjGI2GRvz6aJlaegT4sS41npSVQiOI7j2wxnKPQqbhHml5aB6qMf3+Li4oAwQF+Evn89y1AUh0w8ZrZE/MwYGBpgzZ85oD0MY40yebwJh1BAr0PDYtLDgMJdHre6DW3GusXagxaK2PoH/rZdC6FK31foH8W77obMgpZ6JCOflCi2nbLhtUIB0/UADwHY0G8mwBVDO+qMMUKGJKs02Q8763KEL/MgrsF41uD6sqnvJAAJVP3YZl5mViiSFC+rWCkwVCFAoLCqphJ1aGdzOWti7X+3N+FyWU2RpATsAqopmLUvto1xf9TjfayGTyQxKsw/DkGq1ShzHGDM+W1/sKbd/32fTI55rOWcHt4PzSNpg4MotNepwa+Hnr20adp/jAakDJOwJIoAEYZSwR13ofnYPZ9wIcdqgitMrSfq5XnEbmX+fB2tuJ/jv0yCquBqGaSp6anWJ4RO//TT4RVxr9KhhZwWgj1ONYZYtotCJNFIosng2RwaPUFk2odmiPIoq6QyvrGugmkmysYyttxSH+qza0N8UPChNh7WvgIETsLYF32bIpo24EkGk0fxr+Kq9vo4XmwO4LT6ay6JjuKyylDWl53Bn+TSWmXbAZZYFQUAmkyGTyRAEAZ7nYYypCaIoiiacGCr3w23fyWCtu/ONRbot1LLBUjEEg7X49sc1v35bltV3jL8fMAMDAyKAhN0iLjBBGCXszCWY2Sejze1OxKRWlQL1GSltyN5IsY/MV86qFySMlEsFb+mvb2PgyE0PMG/7k6ybtthVeKYf96YmwLJdhbzELOIvejUlW2Gtno5RilBBaC0HGVipM4DFx2LVduJA4Trae+DFwDZoDaAy1aXLl2iIrrXOWlSzcinY+EL8g7bwb9XFvD8+jtcEX+bv3hPkbIZ/j87n5fbkp3Utl9oOlsYdu90udX95nrvAqQhK/8ZxXNsudZmNN5bf6vHXrwf0b1Jse0rXalBWGNxJJA2rz+IEUnqmtVZrVnHf/wbc/7OAU/+lwtkfCxkvSBC0sCeIABL2O0oprB0f2SMjTfShW/A/cgp6+z2DW3QH1H+aD2ch8qgLoA4Ltx0Ayx4BFSfxMAqjNe1U8Gw/61UvUS01DKCJzSqiH8uJZj6d9kBuIaZfgcJQpEI+qQHkJ+8JCCnpDZApoDJPYluLblf2QvAi8DU0J9OowfXn2sHF52HR/DjYyAdjn1+F/1Y/j1GgMSbIGIO1dpBrLO0qPl7E0Nr7NL++NMvAWkVhwHV4T2t6p3deN7xOBVETg4Oi021VsuCvX8oy5aCYZa8ZH1YysQAJe8LY/x8tCBOc6DN/o3p5H9WP3ohdekKafe5ifxobiw4lzRxTwGFroZgFk0zmCu485ChWz5jJZj8kTgOYGwjx2KiKvDpeCmiWWM3Zxudkk8HSzqN6BqH1MChioIzG1RDKYtWB1LpGqchVac4ZyEfukYvqRQsbZ1NriZnFatXPqZkfcU7wM36hHyUatlX8yKK1xvM8MpkMuVyuFjuUiqIwDAnDEGPMmHWXPf5Hj+JGxcCAqgU3Q1rp2dY0daMYSj9iWWqlL4G6cErf88u35bnn5+PjN/PAwIBkgQm7RQSQIIwFggwcfjrhJ/9C9LbvQ1urs+TYgPjgE3f8n5qW8kmDOOb0QFtETBOx51Ft8bjwP75PRUMZH6sWgD0O7BzSKJCczXCiWUI3TSww8Fcd82sdcqUXsE7niLHEGGKrMUnKvMvVSlLA1IHJQHpdYURVBlUBNQBxv+vPZRsKLEbArAFgITCNh7yY27wt/HP2Rl6W+Q3lHXx9o0saO5TNZslkMvi+j9a65ioLw3DMBVL7PvT31hVzWgoqD+RRtFNvdpoBsr7Fz1hmHmWYc2LMgtNi2mebWpxQ6j4DJ5CuekeW8WDMFReYsCeMDzkvjGskC2zvMKdeTPXEV7ko1uYpoBRxzwbUU7djpx+M95ev4t36UxfSE1B3kbVU8agSeQFrp8+jL5cntBkg54QJgJ0N5TawRZSO+XnQzBf9CkVitPLQQIQH9IPajFMxJQabolpxbeWbksdtwEmg2nD+rJWQnQaVVuhQzhyFhdaSK4iIwk3JnUnjMstfvXX8n36C15vD9u/FfZoM5ypLLUFp/NBYSLMvra83MwH3PJf87Uied1H/yJhYEQTQOjemXFKseVBjQvCUxVhV24ePu7NRVdG/Gdpmjdw5PR3EBSbsCSKABGEs4gfQMrX+umMO9pjzsdZSfdVlqEVnkLn2o+iuzYO7VirwTUiH7WeG1awlSMRP7H7OF1vBtAA99Ng2NofGpagHYHQV40VJL7I+6jaAtFWmmxCdASCDmxJnJOvudMdICwDpddBehPgglzmmrYtPoogLua33HHdp8YZH9fYdO3COQcZyIPWTN/mkMhTqbiyoV4BOg55jwPctbdMtxe2KdQ9pdKjINVv6rap5WMHdqTDZX6VPwayxbQaKoohsNrv7DYVJjbjABGGc0Biga5a9hsqnVhE/+7VuJsvhjCohMADTV29lxWsP4Fkr76QW8WE8MH4SswMVG0GlBTwPIh+qeYgy1B0fST69OzqDo7E12PXkiNDkUTTh2bSxggWbB9UN/lPg9YEq4kRVL85tlhYMSvZmNSeYMW5W2AlDXWVBEKC1HpU0e1tUaFKXVz0hbyqDv+wTuyCZCDrmW455U5VAg/ItxV5FCXd3UgmcylYNeJOsj5owcREBJOx3xAX2zLHWEkUR1tqaZQEgPvwlboMMbsaKcF6pVgiCmNs/80LedfP3qPf4tq77u/Uhbql3age3jfGSnaTdoQZIupkmy6s02W4CNuBhAEMzinfctJEHXvk3fvbaf3DsPWHiDmvGCanNwEac+KkS2G4CuxmSIowajwvjJZxnDtqv13Ak2Fkg9UgVYZzS7gKdU/mqce1EstQtNqlNLwsEVtH3mMbzIK4owrL7MGRIq0WlzUrcp6d1qqF1jFt/rLWSdSrsEeICE4QxTjpZKqV2EJPxES/GTpmKCruc98mHRt+Frlq+9KNPsGj9k3z2vHeyzZ8PJgtESZC1hVi5LC6jEwFUpm5OKgPFpHVGRF510U6ZPgtt1vLO6ABe8dsNLLno11D1WIriVf97LV+4NMOP3rCYxw5PI1BIjlnkC8VmXqHPp4cSy1U3h9tpLKB9f1/GUWF3afZRFNW2eaauMmuh8pQeVFtTA35gaZlvKa0kKTjpPiKpdSfqVXTdq2sp7wb3MWpL/tba8GYsr/pReWg7ujGL/PASdodYgARhjNI4WQ4nflLKn3q8XsQlTd8Bp1+qkKnEvOv3P+KufzuXdrMKggL4VfAGXPHCgSxEnovTMYqgWqAtrqKtJmcDTot8vldt4SwzgGfL9GJoIeRj0XzeFx/EIR+9CqqJ2YkXo3gvH/ryQh45MmLDrE1JXI8Lpc33beLsP8RMo4mDmMoL7OIJK36GMpx1yPfdb9DGNPunax0qLFeEJVUrJZV+uZeriv41Kqm5XS/Unaa4Y2DgKY+pB5ra+tSNlmvY/9SZFlse+6IiiqLadRWEXSECSNjvyC+xvacxy2hX4geAbJ7SW692Po3GMJ2Q2s/8II5ZsH0b7/rjr6CpF/LboGM9BH3ODVbIQm8GdC/zojmcbqbymXAWa8sHcEO4iIvMDK6qHsW1lWP43+pSbiufxOvio1x88/Iq0Ak8C1iAwkMl/2Zt8fnR63vARujqZj716YdZvFy+dmDPYof2RgyVNqua9k0NgR5J39owvSP1IuOQCKHAMvUQwzmfq2BVPVC6UUsDlAcUWx5ofPfYRFLghT1FZLIgjDFSy4+1dvfiJ+Xws4me/wb8m3/ogjdaGFLOF8By3h038emXvcU1PlUxTFmXpKnn8fG4tNLEuzC0Rxp/SAXGHB7Psh1gOwDQN99L9sL/gnAWaUMwNaiUnsvwOutPVY6993EuvHYFb1y9CI5re/oXZ4LSmFnWWIW6Mc0+Xb8zV1luhiXrWcJY0eilqpJ0eaceyJxKKg00T7cc/uaQ1vmW5hZDsV8TMdio6AFRFVpmj/00vUKhIAJI2CNEAAnCGCINdgb2OiYkvPDrmFlH4v/p+2A89MbVUOmtbxDBUY88xdoLn839BxzMRf/xBWxLO6+LmjjJ5jnWBhxIdueVp60FpdA//xPZt18G5e24SJE0zsdiiRM7Q5oyb5kexNzwxSptHIxaOoPonMV7eVUmF+l9b4wdakyx31mafbYTmtoNcZc3qJpAas2Bej0fDXg+NC8weFn44yU58tMNTbGigAt9t7gw9tbk/bkWy6EvH1vFKodDOsELe4oIIGG/Iy6wPWNP4n12u48z30p85lsB8K//BsH/fRRs6H7ydxmCjm7m9sPc+zbR+8qTKX3rIZg1Y4f9qEcfIfj0J2HLVuySw/F+fwNqfR9wAK6Sc5LuPqj1ez+wEcu8hh3FmFtPpaWv6DKT5rWBJy6wvSENkPZ9f1ARxlQIxXFM1Kt55F/y5LOKAQZ3fU8LI6ZXPWhYXulSTDsmJjcdNv7eZ6Do3g8uBiiNztKA6lHc9M85TvtihfYDxm6WVaFQEAEk7BEigARhlNmreJ+9IHrBO6BSwL/pe9BfQuW7XVJXFeff0ND05iMwRz8bm5+FjQL0Y4+h1m5GPbg+8YFk4bZ/4GwBB+IsPlAXPQMNR1yHm2qLQAfxklaqfzsTsh52SmNZPeHp0ugqC4KgJoTWXeuz7S8+uujcXak8TctNpmnxqWzxgGCKIQoVualOI0eJ+Glsn9EoVcOy4skbfLY+onnVLSXyM8amCCoUCuTz+dEehjAOEAEkCKNI46/5xvo++wSliF7+IaKXfwjvT1eR+ebrnV4xOB2TzIr69r+6FPqeZNkWEvGTSTbcBszBRZE0OlPSlPnVwHzAw7Z1Ub7njTB7cmR2jTZaazCalV/KEvUqlHUuq17qYieNi48YXNe7aQr0bYGoBNUBRSUeHEOf1hEyDA6cLq7VPPIjj2UfHJvuMGmDIewpIoAEYZRoDHbe5+JnCPGzzklq/MTOmJNGw1qchgmpmwlqASTN1Ke+1BbQixNFCjfVloES8fM6CL/8NuyB011qvTBirPi4T2mtrt3OtGlJ+tcwWLqmJS2x0DrXUOlSbH9IE+PcY0nXuFra/HAOyy33pgUzxx4SAyTsKeKMF/Y7EgO0I08r0+uZ0NxGdNJz3f/4NmAa7nlDqjxQLxTjRombEvO4FpoerjHqehoVk22qUv3Nx7CLZ4j4GWH67lWs+bo/qAEquFuY1gMaigKsgmBqzGlfL3Lsh8oo7e5ulnrtn8qQfeZwyYVNuPZuYxWxAAl7igggYUQQEVQnjuNBmV4jcW30yjvxV/0R5uJmue3UZ7ehscztON1DIVk5Jdm4gJsGy8BTwFqgl+id5+/38Qs7Ut2geOyNATaq5+Glt7QNaqnwaRZYas3JdVg6jzac/YsS046Oyc0IiQoud68lebQm7+tcEtWywVpwx2kG+n8buCTAMYgEQQt7irjABGGE2F/BznuCXv0ALuAHZ8xJvReJV8wVhMHFCAXAwizhBW+Hsod+eB22tQ1z2gmYIw8jeN9leI8+iQ000btfQvTxt4zYeQh1tv6vR3WDxkPhUS96CEkLDOq3tpA8FNAyy3LqF0NaOgPCIvz5vBza1nVwW/KelgUxZ3+1wm+e75Mfsm8FPPkjn6WXjj032MDAAAsWLBjtYQjjgAklgJRS5wJfxX0XfM9a+7mdbHc+cBXwLGvtXSM4RGGSMpriB8BMmYNVeZTpdx0u08MboAMXAG2BudOofOYKzLPO2Om+qv/45n4erbAnhBsVVFTN3ZUGLDcKFZLXzbiQdh+Yd0jMnFPcViuv1FS2qUEGQADtwenfLDLwpCaLRSU9xBqxZmxadSUGSNhTJowLTCnlAd8AXgAcBlyklDpsmO1agfcCd4zsCCc3k9kFtqc9vfYn5uhzMEe+GExmcGAHuJlxGhCAXdaGWXb6iI9P2DusAZWzg3p6pRWb09c5nBsrjevJ49xYaoWm72FF992ajb91Qe4e9bw+DRz+mioLz/JpmevRPMUMiidK/y58bRouPbaQVhjCnjJhBBBwArDCWrvKWlsFrgReNsx2/wl8HhfIIAj7lREPdt4Z2qN6yWVE57xrx55h4LLCmkCtWYV/xb+jVj88CoMU9gRThO2fCghv8/C8wSJIA1ldb2gK7tampZ8Aeh/1eOD9Ge57R0D/jXUngCapD6Th+C+6D8j0MyyHX2Lwmk09k0zDKdf1kul0/cqiKHpazVv3FxIELewpE0kAzcVFZaasS5bVUEodB8y31v52JAcmTE6MMURRNCJp7nuE1oTnvAdm4KxAZVyqzwAuuasd6ILgp18l95YTCD7zT679hTBmsBZ6vulTulWRW2Tw20GrepBzJm/J5Cwq+Wav4EK60lCvfmDAQvgkVB/SNJl6tWdwSXxHXBKSaU1ee7DkoxEvvK3Ki24rc/7mEq/uLzH/rAyZTAbP81BK1Zq3VqvVp93Nfl8hQdDCnjKhYoB2hVJKA18G/nkPtr0EuASQYDphrxnteJ9d0jodunMwtexmxn7c7LgNWIFbNhXQ4N/8K1RfmeonfwzZ3C52KowE1kD3V3x6vupjCsB9kO+09Nm0C7wlLCpMIohsxmKr7rPXmPAHUNmg8aj3+8oDkbJMPclw7GcHBzYrBS0H7yiE0xYdQK1FR6P4ieO41qtsb/vaPROKxSKtra0jdjxh/DKRLEDrceVoU+Yly1JagSOAPymlngJOAq5RSi0buiNr7WXW2mXW2mXTp0/fj0OePIwpEbAfGdPiJyF83j+5QOhNOOGzGpfV3pO8XoNLk18L3q9/R+6FJ6BWPTFKoxVSKvdpCld4xL0KW1WYkqKyzhUwdKWclBM61tXp0VVV6weWftE3FjZslDQKyGRgyWci9NPoWqK1xvM8MpkMuVyuZh0CatahMAxHxDokLjBhT5lIAuhO4GCl1CKlVAa4ELgmXWmt7bXWTrPWHmCtPQD4O/BSyQIT9hXjQfwARJd8mfioE5xPpA/YTL1qXloZuifZ2FrUilXkTj6Wpjnt+O+9ZPDOtvfifeu3eJffDNv7RuwcJiNxN0QbVC1+K2LHYoUwuKZltuF1lsHBzlAPnlZAx0mGKSfsG3GitSYIArLZLJlMhiAI0FrX2r7sT1eZBEELe8qEEUDW2gh4F3AD8Cjwc2vtw0qpTymlXjq6oxMmOmMh02uP0ZrwrV/BTm0dbAaAwbnQiiQ+KCkSE0UEP/sp2bNOAMD7xtU0LXgzmQ/8lMw7f0DTwrej7l4xMucwCQkWWmzkblCMuzWNsexp49PGlhdpN7cgeWRxwinGCafU2dW00HDsz6v7ZdzDWYd836/9n0mtQ+mPh2eKMYYgCPbByIWJzoSKAbLWXg9cP2TZx3ay7ZkjMSbBMaYFwTPEWjuosvN4IPjt11F6YHCEbKPpoAmIfahEO/xM0g8+jPfTq8j86xU4z3LyRgvZcz9NeesPR+YkJhlqPbQZy3oUES6zy8PdwkFd26kXQAyAYrI8gxM8qUiKGx4L3xDhj5DXaGjsUPpozJZMkwb29v+TtRYrgfvCHjKhBJAgjCTjxeU1HOqphyBv4HBc/M9G3MyZVoTWQBztaCFKyLz7k8CBQ5ZaVHH/WBEmO+GfFYUX5dhunWCJcIJGURdAVZxVpwknjFL3WGoJgrrLi2SbcrLe7xwd0TBcIPVQUfR0AqnH0/9FYfQQASQIT4PxLH4AbCZbLxxzEG5WTXslgJsVszt5swFCxY7dwBUE4+s6jBf63pxhwLpqBTGusGGaxZVWf24UOUXc3UkLGzZ2PGl0m/mAzVlmvHb06/ikAicNnk4FUPo3juPadk/HOiQIQxEBJIwI400g7IrxLn4A6JjhrD7p0KfiZs3UZGCALThzwgD1b4oYMNNdO3FIVjbXVpZ//MERGPzExhSg6zKf0r0ab5ol/JOivMFlezWKnEYaM72K1MUO1IOfUxuP3/AcZTnqhgre08j82t88nTT7arVKJjMGT0YYk4gAEoS9YMxUdn6GmM45eGnWF8B0nM9kfbKsG1cjCIA2qHq4ajF53NRqgQ1AJ2buPGxbC9UfvB2OWjiCZzExWffWgOIfPVQAqgSm6Or8pK6uLDtmf2kFsQY/rosfpVzhRI0TTumtToVRDMx8rmHKsrEfM7Mz61D6/zGNwevv7yefz4/aOIXxhdgQBWEPSYOdx0xl52eAOebFdR1jcQEkIa4m0BoaxA9uFtY+6DRXXuGm3yKotdj5hupdnxPx8wwpXqV5bGGOwtU+cZ8i2q6IE/GTtrZIpUpaljIVRlOOM0x9a4g/0+KpxCJkGVQHaOg+Mmm7+HFImmafyWRqD8/zuOmmm1i/fv3udyAIiAASRojxLBYaf2VOlNgDc/zZxDNPqAeM9FCfVYeiIwjSvKOuZOOiq7bnVfHuuJvMq76HWtc9EkOfkAxcqdn2+ixN2xTN1Ov0pB7JoZ84jWts2ga0zTPMvqFCbjaYJkteD+4Mn8NZgEKcWMon+4+UJWhn3JOm2d92221cdtll3HbbbaM9JGGcIC4wQdgFEyLeZ2eUm53LK50p09bhjU2+U4PPlB7wLfTkodDm1nlVyPdC32z0n1eQPecblO/8IDTvLHp61/QS0aNCZtoMuZoEmPjYbii/K0OeunWmCSc10wakjU4qDydo0uBmu1XTPS+HFymajGXAQEfWoioQo2rZXq3J9gYXtVUJFR0vHRrIPj7561//ykc/+lF++9vfMnPmzNEejjBOGP8/ZQVhPzGhxU+pgPfwn9zs6lP/KTQ9U/eVeMnDtkA5mYI7ipAZgGAAWrqh0gm0ogpl1Opt5I76GhTDvR7OdXorz8s+ztnZpzgt+zj3qsIzP8dxgO2D0jsCvFK9pk/6KWvDxfY0zzM0t1hXzFBb8jlLrskSZCxGgalAXFaEEbQaxVygXUFbO2QTd1ja8i0t9xThtG7z0aOf/fVMuf322/m3f/s3rrnmGmbPnj3awxHGESKAhBFhvImHcVXZ+WmgNq8BkqIyXbjeX33AnCqYdvBUEjDS7LYrNby5eQCiJijMh8oUYCHOPRahNvXg/8ef9mosa1WJD2a2slzDerWcR/X9nJa9ms/pCezKsJb4Z5bSyT72WkUTMS3EaOygNhVtbwiZfWuFzCtjMicYgqmQ8y1ZY4mrCm2dXk2tRKnFKFtVqCmQywFNlkGStKEQUDB3hM53P3HXXXdx6aWXcvXVVzNv3rzRHo4wzhAXmCAMYTxWdt5rTMX5QrqoT4hlnPtrai90twAeqArocj3aNgRigznmMNTa2ahtNUdM8gjxblm9Q4WgXbFcVdiiPEIeBHrdfpTmP7MP8nC0nu+H55OZSC6xfos6HlifJYOliqGCRx5oxTIARCiazo6Y8pqQrg8FlB9R2JWKpqJCJU1Ps7jbkcYI1Yp5a6i0WLZnoDe2bKu67TuS96SZYdlzIrxx3DT9vvvu493vfje//vWvWbhQAvCFvUcEkDBiKKXGfJn6iWz1acROn+9my6GnmAaI9A1xQWmc3yQHdAXoe1eB6gIW4CJSfNz0asDfu6+V6TZDbMugCoClpT9iyWPdhEGV3xyxhuWZVfwkfA0H2QV7f6JjEO9iiNe7xPQMhhwRlogYD4tPTkG0LGZqaxnvk5bw4QyqS5NB0VjhJpWEaXuLWqFDD3oyUHlCEeMqHBRwyX1TgHyzxT/CsPine++qHCs89NBDvO1tb+Oqq67iwAOHViQXhD1jgv68FYS9Y6K7vHagdRqmbc7gZSEuI8xSzwhLg6CbcV6uAqDzbqEtACtJSkMDZdDNmOft3a/xI2wThxgXOD1nfcwVr+/j8x9SfPW9Gb70gSYej7ZycvZSbtB/e3rnOpawwD1+ktoeE1DAG1K60GuGKUdU8TZb7FyFbbJ4qJqrK0VRD9NSgN9iyT8vpnpWjO2hlj4f44KqW4FuDfblMUuvq+I9vVj1UefRRx/lzW9+M1deeSWHHHLIaA9HGMeIABImPWmwc1pZdsKLn4ToxW+pv0g1TIoPtONyrdup24oLQCkEbyPOX1YBHsWpoyrYDcTLevZqHArF76sH4duAd3+tQluvZdNsw/q5McvuUpxzQ0BRFXlj5hMUaq09xzHN4GEJKKMwSdSPR0CFDGVUexX1t+SrOYKOOSEWu4OxrmZL9SH36Sqd68o0XVUl3qTQkapZhcAJpByQU3DAmyL8cVor8IknnuANb3gDP/nJTzjssMNGezjCOEcEkDBijEVh0Wj5Ge/FDfeW+KJ3YVuTIJC04Exjq/C0el5jfzAAXYK4GfR2nGoKgeVAN9hegq/8eK/HMhWf9eULOHgt9Le6eCI/ipm2NeZt38lwwVVTKJkyV3t/fNrnOyZQEH82Si5zWlhS42Fw0T2QWR/DJkO0MiC6Pkv2MZ9OYuwwnWmtD5l3hTS9N0YlpaJVFjJZt+fUZZa+c9qZMVNPGNtu6J3x5JNP8rrXvY7LL7+co446arSHI0wARAAJk5bGthaTTfwAkMtTvvZxorNesqPISVuO07A8bFymQDWajQzOCtSNvhfY1LXXw2khy0uOPoXjt00lE2qW3QWzN8IhT2i+8fbDueuY81j25jyZl20j89Ye1MpxWsPmFYr4OxEm6UWiatE8FoMlRGF6feLNATb0sCWfoBmag7hWoklnLP7zY5pvL9P86Yj0o6s8aH1LRCZjyQdOvzbhrD/tz4o5+jfVkT7bfcKaNWt4zWtew/e+9z2OO+640R6OMEFQYz0odbRZtmyZveuuu0Z7GBOCMAxrjQxHm0kV77MbYuD+7/wPp37lwy6gpBXXKLVM3fWV3rYyYHyIpoAeANNBvbZwZ32nmRzxOacTffDlmGUH7flgiiHB5/9O8eZHYdVGNs6Mmbl5Dk3lBWSqGkULtmkqKtOKmZOlem0ndvY4zRBbbQneXEbfnsFaRQQYguRXaeLCagXb5kEZvHkh1cstaorFm77z3VoLhe96FL8eYJTFBJC/KKbj0rpQGk+sX7+eV77ylXzjG9/g1FNPHe3hTAqUUndba5eN9jj2NyKAdoMIoH1HFEXE8eg2H5rQxQ13R38f3o3Xofr7iE84BXuYcyN8Ap/f9g1w64kH0NHR5/wmG0hS3qlH2/YBUQBRm0uPt83AHJx9IfWdNfrRWqG5lfL1/47dGxEEqDvW4X/0Rno3FmlbeyDKRPhxGtbbBLoFtE/1s4uJ3tSG2mZd9b+WcXY/jcV7dYy63kdhUEmsT4SHwUdjiWZ7UFJ4J0aYX+35/594M8TrNHqaxV84Pr/nN23axPnnn89XvvIVzjzzzNEezqRhsgggSYMXJg2TWvwU+sle/FL0Q/dAHBMohTnsUCoHz+cX//E92ga6CDoqMBVn7Unbh6ffEBmgPBPKeVywcwtwYMOGaX3hRheLgYEy2Zd+mfALr8csW4hdMmuPhmuPmQULpzB1uUJF6f49nNe+BCYDRuN9fi3xJ46Cqo/OVLFvjbCf8ndM7x+raEV8kU/2+iiRPgqLxScmdD3doV+h2izxJ+O9Oi1vJngzx4bF9emwZcsWXvnKV/LFL35RxI+wX5AYIGFSMOnS3Ifg3Xw9+sF7wMSuXE/+/7d35/FR1ff+x1/f2UJCCLuAC4gKFQQVt0rd8LKULZlBRMRdtCq1ch+12Prz3qvcat2utra21ar0UWq1apIBgeDSCli0uFW8XoRWUXaRsISwJZmZc76/P84MiSgQMMlJMu/n45EHme3MJyfDzDvf1RJY/U8CS17HphxMypLXviYzJtdb3qcTXndYAbCuN+zojdfi0xNvetinwL+A3XhBKFznGQNk3l5MZTWRn8wmp+gxAvGl9Ss4J0Tyf0aRGp9e48UEqR2RbYAklgCBLSnMnioiyUoiu3cS+XkN4fYufCeIvTeE3X7o58qmILXG4Gw0NEkDeXp5o9pBzia9uKGFoIUrHOxrCczAJqilmdiyZQsTJkzgnnvuYdiwYX6XI62UApC0enUHO2dj+AFg6xYv/ISh7mp6OdUJxi2YRWXbDrUr62VCUFe8vNMWsA5ecqq7I7yD10+2Jn05gNdSk5N+UGaFmjawvQqzYTs5V/6BNkfdTfjqRZj/q7N7fI2DWbEDs2Y3e1NHhzakHroAZ+QRkBOCUJ1tQYMhCBvAJWLLCXj9cxgSBJ3dhJc5mFkG/iOMPYSZ8+522DM+jHNhhNR5Eap+EPJ+9DT7BdhlBrul/sc8qEFgO0AAN/3Tpae8G4s7x8E8nMK0jjUg66WiooIJEybwX//1X4waNcrvcqQVUxeYNBk/gkfdVp9Wu61FPbiDz/e+CVE7oDn963jgVz+hV/ka1nQ8mmO3r//SbYCXcfLXws5j0lfsqXOAIN48owq8ENSR9IYL6dsL8FJXbVOK2V5OqORNQiUf44w5keT9pxGZ/DZmYxW44BQeSfJ/Bnn7kQGJXw8kMuUDzKd7CKxPgA1jc3IxOy2WMAG247WfdAciGFIY18FsDGHjQYLLAtjxFnuzhSAElrgEn7a41ZA6NkRqVxA2BeBEl9RyQ5t3Anu3QAvFgyQHWiI3Obh3h3B+HQIXTBdL8Ikk5rwG6GIKQvLVIJFCCG52sIDbx5KaBxxZvwHebg0kygLYKkNokEu4f8sc81NZWcmECRP48Y9/TFFRkd/lSCunQdAHoUHQDcdxnL17bDW2rB7vsx+R62ME3/xLbbtvppcqhDeRqy21mSbDwcs1FcC6E/D6xT7HS1EBvK6wfc9tZ2pbgLrtc0DSj83FNV3ABEmFehJ2jTcd3LqQHyLx29NxYnU2t9yZJLBiJ+bt3QT/ugfzT5fAplxsMtNhlMLiAt0wWFIUkGqTg7UBQqYGTBD3XLA/cgjf7ZBcEyS5PkwKg0sA2hiCx1hCnxtsG4vNtRgH2GXhZEvo2y6pRyK4AeP9uC4EjrQEl1Zjcg/7V/JlOy1mDVAA9hio15QtC+6dLrt+0YaE9X6x9ijIfzRB7ndb1vifnTt3cvHFF3PzzTdz6aWX+l1OVsuWQdDZ+yextFoKP18v8eQsnJO+Vbt/QnqMLW0CpM4fCtVhbz3D7WQ2d/daf9oCRwABi7fyc6aF5+s2EwOviwy8oJOqc5/MY8A1EYw1BNwUkQSYFF7XVzDghZ2/lsOuJGbjHki60C6Me1YnnFuOIfFCX0xOAdamMCa59zkMQQwpbwixCRGoThGu2UOouppg1W7MEofAXZBaEcCuDxLGkkt69FK1gfUGAhCsdGjzuUvORpecnZacZRD4fYCImyJkHEzIO3+2HNjegK+tdgY7wGB7mvqFHyB4pQM/t+RYKMDSDkveBsueO8JNM36pgezevZtLL72U733vewo/0mTUBSZNpimCiMb7HIAxJF54j+CT9xB+7jfguiSLrsP5wV20GXksfJr0QtE2vJntdbvKwkDndbC5P97eGAlqN1rYl4PNC2K/NZjAR5vSE8N2U7tveRhj22L2zhgLeE/mpLcpx2BWV5Ez6q/ezZ1zSPziTGzv9KrVO11swiWQqg1UADYQwD3GJTG0LaHSFMFKN906FMTgEtpVhXk7PYuMrbgkCbCKNpRjySFZdRZO+6OIpGx6FZ4QLiFsTQC3UwC2QyhlcYIWXOOdk04+powUBGYlCZBHEAjjZBqnsJ8GvVwYPvAhmoOqqiomTZrEFVdcwVVXXeV3OZJFFICk1VD4qYdAAOfGO3FuvHPvVWbDJ5hVu2q7v+ruCZbZFmM30CEBVR96g5GNCykLuxJg667K5wARzJ5KnFN6UhP/HpHJJQQXfQq2Bq85KRdDktoZXZktIaz3bU4OZvUO6BnyBj9vrSF8+/sknr/Ae4qOAQhZr0XKBe9Tvi24BmNryPnLOqg8In3M9B5lWALkpH+QFYBDkHV4aa8dBocIi6HyLKADEMKSQ5A8nGQYczTYzUFIWu9wBsyUFMbPDUVTmbNmCKfTaiZitnVdb2uMZq66uprLL7+c8ePHM3nyZL/LkSyjACStgrWWVCqV9YOdD4dt37VuQ0rt5K4w3of9Vmobezq57N28PAjkbUnvIN+e2qYib7ZY6Pn/wz2jF4m51xBY9Bnmky0EXviE0JIN1D5hClgF9MWaMHRti3tMiMBHqzHrLYRC2O4FULMLEg5EghA0OBflEXhkD97S1BbYg6EbrO2Unk4exmKxpAiwJ90JlwTWpWvsgdff1xFvEHe6FYqVwEl4Ic1iiWDcAKZjAPo52C0BOM4heLlD8Cqfx9i0AUIQTHldkZkzaoFgO4ub6a1sphKJBFdddRWjRo3ipptu0h8s0uT0SSFNpjHe4DKtPpnwozfRw5DfAds5vT14Cu8T9PP09zv5ak9XHrWNNyEgtA1Cq/AWDWqLFyTaQFWI8L8vIPibpbhn98QZ2hfnltNI/vA0bLcg1uxJ33cn8CGpKd1J3NsbU1mOqbbe81aDWVON2WqgxsWsq4E9Dm6fMDhVeKHGendkAxaDSxtcAtj0IG13b8E1eKmtF14rTx614cdSuyPspvQP6gIutpvxHno22MUpwq8k/Q8/ackXQwRIfnkkVhjMKe6XljtobpLJJJMnT+aCCy5g6tSp+n8rvtAssIPQLLCGY60lkWi4zRg12LkBbd9Gm/OOx+xKeFkhPwAd2sKOnezdgbOuamq3yqhKTyVL9k/fGAROBLrgNVNk1gOqMwMwCDbiYKyFYAhbcCR0KoAdSXAMZrOFZEe8oOJCwOD2aQPJIKYKbCqHwOYEXhNHTvo5vON7wadtnesthCsxycxrLwJUpn8I0j/EKu95aI8X5I4DArjdO5IojWBPbcavrY0ugWsDmGUB75R3A+cBF071u7Cvl0qluP766znllFO444479P+2GcqWWWDqApMWSeGngXXoRPX/VRD46B8E3l4AbduROnsoueNO/fr7Z9YkrAGMheTR1A4i6on3Sbw1fefMH1ldyAyCxgljqgzelPkQZrfB1iQx1QnYk8RrndmF1weXD26AwL+SZMKUoRpvPE9m344eeGHLSXcG7QA6ZpYUBJsLOS7UBKjtw8u04uQCJwDl6Vo7AuAcn0Py+TC2XzN/bfUI4L4MrHK9GXw9+dK+tM2J4zh8//vf58QTT1T4Ed8pAEmTaag3Ow12bjzuSafjnnT63su2MoLJT9Ru8WXw8oMLJHIg0QFsZouKMF54MHjhJwB7BzsH6hzAUjvSehfeWkIOZlvdWV1hvLcni/epXpC+nMILPJnWpMyo7Y14y1ZnFjZqT2b2F+zAWofElALsqWFyrqlM15eZxl8FFKS7AbtgO3Uh+eN2uJc11AI/TaS33wUcmOM4TJ06laOPPprp06fr/634TgFIWpTMYGdAg52bgO3VD7P0f71eoYzMzLDqLmAjwDF4d0hRG0jq7rmReZvxgsaXZQJSZgwO1IaYJN5gpJr0sU7Aa61xqF3EKLOaY4raxRkzISwIvAlsxzgQeSyCze2I1/0VSB+rdppbzUvfxp7UjEcNt2Cu6/KjH/2IDh06cO+99+r/rjQLCkDSpIwxHM64M3V5+SPx6yfIGTcaU77Ve7cIkg4/R4JbgNfXEsELNxFqA8Uevvr2ksQLKfsuNV1NbVgyeGHKBT5L35aZ6VUO9AOOonaBxczsrcwH6k5gSbqeHdSGsjDUBDA1W/FanDKtSQXsnYqf0HjIxuC6LrfffjvhcJiHH35Y4UeaDb0SpdlT+PGP7T+A6iVLSY2/2MsvmcHP9nO8QLIl/W8OtWv6uEASG6zCCy4O+180MdMdtovajVQz43Rq8IJMJpi4wEd4u9BnxvA41I7beQN4FvgQb62fT9PHzixp7eKNG0rWeWymLkN4WvlhniXZH9d1ueuuu6ipqeHRRx9V+JFmRa9GadYUfpqBTp1JPjWTxB3TwZp044vhy/Os6/5evL02jJOgduuMfLxusXTXVSTkHcMEsJ3zcI/pgTfQaBe1O83vb6r559SO4Yng7Te2A28Nn1D6KwdvIPXu9GPqHisz19+m7xsGcgmsqrsCpHxT1lp+9rOfsWXLFh5//HGFH2l29IqUJnUoASYz2Fnhp3lwfnwb1W+8h+1yOrjfwtsYNROCtvPVwc7gBZlK0ks845xyFPbI7tjctrhnHU3VBzdT/dEN0KstNi9EbZdYFft/ewrgBaA9EKzB5lRhAyv3uU9mULazz3VQ2wXXHi+Y5QIhSFQReKKG4C0pAr/Fa9iSw2Kt5cEHH2TNmjXMmDGDYLB+u9qLNCUFIGmWMoOdrbUEAgGFn2bCDjyR6s8WkXh8OpiteK0pKbyQs5naLqu6YSgzY8sl+L9rvH202nfAPeU4OL4jgXe/wGypwp7cFfeUrtA27E2tpztf3Ww1s/qiC6wDZz0msR3jZm6rux5yAG9qPHhhKNNqlZu+vhNeGMoBQpgKyPnhdiK/30Pktt0Ez7XwccOct2xireWXv/wlH330ETNnziQU0lBTaZ4UgKTZqbuys5rNm6FAAOfKQlLjB4PZkb7S247C68LaN7Ts0yqUrIJ2EYKvrIbyKq8rLJNbckO4/Ttij8mHDrkQ7E3tQoqZQNOW2in228GuxGvNyczqSm8NkdMBW3AWbufjseEOeOOEuqUf35XalZ8z/7L3X4NDaEM1gXv0+jsU1loee+wx3nnnHZ599lnC4RawIZlkLUVzaVIHasnReJ+WJTnzT6QunU/OZdMxiczeGPnpWzOtQAYvnATwgkx6LI4BjME4Lu6Z3bBH5GE27sZGApiES2pUb0ILN0K7MGZnP9hRnn5oJpDswtuyIr0hFmvxVm92gRQ23IXkw0MJ/XYn7K6GysyA52Sd2upswkqK2rFDmRJdzOcNftpaLWstM2bMYOHChcTjcSKRZrwXhwhqAZJmQuGnZbKjRlNd8Q5VmxfhHjcofW3dcTdd8UJRG/ZOSc/Phx0J3FO7Yru3hfwINU+PIjWhD+4Z3Uj+6HRS956D27MdRAzuMbnYHh3xxgYF8QZLb8Jr0ckcOw8vBO0GemKS+YR/uhzzz10E1lhMCry3u0wYy3SRZVqWwulaa8eqWILYCzQ1vr5mzpxJWVkZJSUl5ORoPSVp/rQX2EFoL7CGlUqlcJwvT4nWys6tjOMSfOFNAs//neAHG2C7gzFtcI87Bvek4wnstDgndyF12xmQf4BWgi1VhO/7B4F/bsftU0Doyb/hBZQQ8AXePmF1378MXgtPB7xtN9qn/+2evn0PteOAKtPXtaN2lcd8Mt10FkNiRD7us8brWZMDeuaZZ3juueeYO3cueXl5fpcj35D2AhNpBPuGG63s3AoFAziTzsOZdB7faGJ5l1ySD5+792LoycXp7zJda/vKDJBO4IWdtnitTtvxWova4S2UmBlTFKa2yy6EbRPEdgf3WyGSD+dAbwXx+iguLuZPf/oTZWVlCj/SoigAiW80xV0Ohdsll8CWGr68fUbdf1288JNH7YKMme039pDZHd7tFcQZdRShvwQwX7jYDhGSN+XjTI1ASK/DQzF79myefPJJysrKyM/PP/gDRJoRBSBpchrvI4ejZulNtDn+V5iExZvCvoPaxRUzW2Lk4I0JylxXQ+1WGwlsQS41b/eEdgFSme5/vf4OS1lZGY8++ijz58+nffv2fpcjcsgUgKRJZcKP4zha30cOTac8qituh4o9sGk3FOQR/umHBF/8DLMjs2phJhDlUzugOTNtHqr/cRS0S3e16rV32F599VUeeughysrK6Nixo9/liBwWBSBpUnfccQebN28mGo0yZMgQTZWVQ9cxz/sCko8PJvn4YNhSRc4pZQS2J/BCUGbhw8zO8gHAwWwNYI/0q/DWYeHChdxzzz3Mnz+fLl26+F2OyGHTqFNpUvfeey9XXnklr7zyCueeey433ngj8+fPp7q62u/SpCXrkkvNhotxzuhJ7a70AbwZYJmWoCC2q97yvonFixdz5513MnfuXI444gi/yxH5RjQN/iA0Db7xOI7Dm2++SWlpKQsWLKB///7EYjGGDx+u2SRy2AKvbiNn3Dq8lp/M4osGSJD4eTecq7pCrvamOlRLlixh2rRpzJ07l6OPPtrvcqQRZcs0eAWgg1AAahqu6/LOO+9QUlLCq6++Sp8+fYjFYowYMYJ27dod/AAigFlUQc6klZgdEbyWoEz4yexZFoBAkJpnj8ctVMiur/fee4+pU6fy4osv0qtXL7/LkUamACSAApAfXNflgw8+oLi4mJdeeomePXsSjUYZPXq0ZpvIfpk1VbQZ9CHUtE1fswtvFlgeXktQptXHQjiX6oXHYwdpGOTBfPDBB9x0003Mnj2b4447zu9ypAkoAAmgAOQ3ay3Lli2juLiY+fPn07VrV6LRKGPHjqVTp05+lyfNSPDPG4lcX05t2KlMf3XEGxRdJwARBNMZ9wSoebMrtFUQ+jrLli3j+uuvp6SkhL59+/pdjjQRBSABFICaE2st//znPykpKWHevHkUFBRQVFREYWEhXbt21ZT6LBeMbyJy5Sa8oBPAWxSxHG8hxBxqV5B28dYKag842KCFzu0xe8DpGMQlF6djAHeqwUy0WTtVZMWKFVx77bU899xz9O/f3+9ypAkpAAmgANRcWWv59NNPKSkpYc6cOeTk5FBYWEg0GqV79+4KQ9loR4qcgR8S2BKhdsPTzLYYuXx589PO7N2ZHvC6ybxWIEsQS663jnTnHAIfJQlk2TC0jz/+mKuuuopnnnmGgQMH+l2ONDEFIAEUgFoCay1r1qwhHo8za9YsrLUUFhYSi8U4+uijFYaySUWSnNErCXwIYCASgUQY2IXFASKYvStF15WL103mseThECJFiMrzDAUvf6NdzVqUVatWMWnSJGbOnMmgQYP8Lkd8oAAkgAJQS2OtZePGjZSWlhKPx6murmbs2LFEo1F69+6tMJQtdroE3khgkhb7SRU5d+7EpQCHXMJs+ZoH5FM3FFnycAmRIsDO3DB55TWYLOgKW7t2LRMnTuSpp57izDPP9Lsc8YkCkAAKQC2ZtZby8nJmzZpFPB6noqKCMWPGEI1G6du3r8JQNlmXJPjELlgawfwdwjXb0jcYvPFAtSuSW0JABIcwSYJUdgxSsK6m1e+csWHDBiZMmMBvfvMbzjnnHL/LER8pAAmgANSabN26ldmzZ1NaWsqmTZsYOXIksViMfv36EQhkwZ/3UqvSQoWFYwxmsUPk5mrMaktmGw2HIC6GGiJU/zxF/o2O3xU3qi+++ILx48fzyCOPcMEFF/hdjvhMAagFMsaMBH6JNw3kKWvt/fvcfitwPd6KaJuBydbaNQc6pgJQ67R9+3bmzJlDPB5nzZo1DBs2jHHjxnHyyScrDGUrB9zPHOyNYZzPAjjHGwI/csgZ7R78sS1YeXk548eP54EHHmDYsGF+lyPNgAJQC2OMCQIfA8OB9cC7wCRr7fI697kQeNtau8cYMwUYYq2deKDjKgC1fjt27KCsrIx4PM6//vUvhg4dSiwW4/TTT1cYklZty5YtjB8/nrvvvpuRI0f6XY40E9kSgFrTu/tZwEpr7WfW2gTwHBCtewdr7UJr7Z70xbcAbWgjFBQUMGnSJIqLi3nrrbc499xz+d3vfsfZZ5/Nj3/8Y/7+97/jOK27C0SyT0VFBRMmTODOO+9U+JGs1JoC0FHAujqX16ev25/rgJcatSJpcfLy8hg/fjzPPvss7733Ht/97nf54x//yODBg/nhD3/I66+/TiqV8rtMkW+ksrKSCRMm8JOf/ITCwkK/yxHxRVau/26MuQI4A/ja0X7GmBuAGwB69uzZhJVJc9KmTRsKCwspLCwkkUiwYMECSkpKmDZtGmeffTbRaJTzzz+fSCRy8IOJNBM7d+7kkksu4d///d+56KKL/C5HxDetaQzQYGC6tfa76cv/D8Bae98+9xsGPApcYK0tP9hxNQZI9pVKpXj99dcpLi7mjTfe4LTTTiMajfJv//Zv5OTk+F2eyH7t3r2bSy65hMmTJ3PllVf6XY40U9kyBqg1BaAQ3iDoocAGvEHQl1lrP6pzn0FACTDSWvtJfY6rACQH4jgOb7zxBqWlpSxcuJCTTjqJWCzGsGHDyMvL87s8kb2qqqqYOHEikyZN4rrrrvO7HGnGFIBaIGPMaOARvGnwv7fW/swY81PgPWvtHGPMX4GBwMb0Q9Zaa4sOdEwFIKkv13V5++23KSkp4S9/+Qt9+vRh3LhxjBgxgvz8fL/LkyxWXV3NZZddRjQa5aabbtIioHJACkACKADJ4XFdl6VLl1JcXMzLL79Mr169KCoqYvTo0bRv397v8iSLJBIJrrjiCoYPH87UqVMVfuSgFIAEUACSb851XZYtW0ZxcTHz58+nW7duFBUVMXbsWDp16uR3edKKJZNJrrnmGr7zne8wbdo0hR+pFwUgARSApGFZa1mxYgUlJSXMmzePDh06UFRURGFhIV26dNEHlDSYVCrFddddx6mnnsodd9yh15bUmwKQAApA0nistaxcuZKSkhLmzp27d9p9NBqlW7du+sCSw+Y4DlOmTOH4449n+vTpei3JIVEAEkABSJqGtZY1a9ZQWlrKrFmzMMZQWFhILBbjqKOO0geY1JvjOEydOpVu3bpx33336bUjh0wBSAAFIGl61lo+//zzvWGopqaGsWPHEo1GOfbYY/WBJvvlui633nor+fn5PPTQQ9rLTg6LApAACkDiL2st5eXlxONx4vE4lZWVjB49mlgsRp8+fRSGZC/Xdbn99tsB+NWvfqXwI4dNAUgABSBpXrZs2cLs2bOJx+OUl5czcuRIYrEY/fr1UxjKYq7rctddd7Fz504ef/xxhR/5RhSABFAAkuaroqKCOXPmEI/HWbt2LcOHD2fcuHEMHDhQH4BZxFrLPffcw8aNG5kxYwbBYNDvkqSFUwASQAFIWoYdO3Ywb9484vE4n3zyCUOHDiUWi3HaaacpDLVi1loefPBBVq5cycyZMwmFsnJ/a2lgCkACKABJy7Nnzx7mz59PaWkpy5YtY8iQIUSjUb797W+rdaAVsdbyyCOP8MEHH/Dss88SDof9LklaiWwJQPrTUKSVycvL4+KLL+bPf/4z7777LsOHD2fmzJkMHjyYW2+9lb/97W+kUim/y5RvwFrLb3/7W959912eeeaZFhN+Vq9ezYABA7503fTp03nooYcoLi7mpJNOIhAIoD86pSkoAIm0Ym3atKGoqIinn36a999/n2g0SnFxMYMHD+aWW27htddeI5lM+l2mHAJrLTNmzGDRokU8//zzRCIRv0tqEAMGDCAej3P++ef7XYpkCXUYi2SJSCTCqFGjGDVqFMlkktdff52SkhJuv/12Tj/9dGKxGBdeeCE5OTl+lyoHMHPmTMrKynjxxRdb1e+qX79+fpcgWUYBSCQLhcNhhg0bxrBhw3Ach8WLF1NaWsqdd97JwIEDicViDBs2jNzcXL9LlTqeeeYZSktL926dIiKHTwFIJMsFg0GGDBnCkCFDcByHt956i9LSUn72s5/Rt29fxo0bx/Dhw8nPz/e71KxWXFzMn/70J8rKysjLy/O7nMOyv7WqtIaV+EEBSET2CgaDnHPOOZxzzjm4rsv7779PcXExDz74IL1796aoqIjRo0dTUFDgd6lZZfbs2Tz11FPMmzevRQfRzp07U1FR8aXrtm3bRu/evX2qSLKZBkGLyNcKBAKcccYZPPDAAyxdupT//u//5rPPPmPMmDFMmDCBp59++isfZtLwysrK+PWvf82cOXNo37693+V8I/n5+fTo0YMFCxYAXvh5+eWXOffcc32uTLKR1gE6CK0DJPJl1lpWrFhBSUkJ8+bNo0OHDkSjUcaOHUvXrl39Lq9VefXVV7nvvvuYP38+nTt39rucBrF8+XJuvvnmveH5tttu4/LLL2fWrFnccsstbN68mQ4dOnDqqafyyiuv+FxtdsqWdYAUgA5CAUhk/6y1rFy5kpKSEubMmUNubi5FRUUUFRXRrVs3je34BhYuXMj06dMpKyvjiCOO8LscySIKQAIoAInUl7WW1atXU1payqxZswgGgxQWFhKLxTjyyCMVhg7B4sWLueOOOygrK6N79+5+lyNZRgFIAAUgkcNhrWXDhg17w1AikaCwsJBoNEqvXr0Uhg5gyZIlTJs2jXnz5nHUUUf5XY5kIQUgARSARL4pay2bNm0iHo8Tj8fZsWMHY8aMIRaLccIJJygM1fHee+8xdepU5syZQ8+ePf0uR7KUApAACkAiDW3z5s3Mnj2beDzO5s2bGTVqFNFolH79+mV1GPrggw+YMmUKs2bN4rjjjvO7HMliCkACKACJNKaKigpefPFF4vE469atY8SIEYwbN44BAwYQCGTPKh3Lli3j+uuvp6SkhL59+/pdjmQ5BSABFIBEmkplZSXz5s0jHo+zcuVKhg0bRiwWY9CgQa06DK1YsYJrr72W5557jv79+/tdjogCkHgUgESa3q5du3jppZcoKSlh+fLlXHjhhUSjUc466yyCwaDf5TWYjz/+mKuuuopnnnmGgQMH+l2OCKAAJGkKQCL+qqqq4tVXX6WkpISlS5dy3nnnEY1G+c53vkMo1HJ381m1ahWXXXYZf/jDHxg0aJDf5YjspQAkgAKQSHNSU1PDa6+9RklJCW+//TaDBw8mFotx3nnnEQ6H/S6v3tauXcvEiRN56qmnOPPMM/0uR+RLFIAEUAASaa6SySSLFi2itLSUxYsXc8YZZxCLxRgyZAg5OTl+l7dfGzZsYMKECTz22GMMHjzY73JEvkIBSAAFIJGWIJVK8cYbb1BSUsKiRYs4+eSTicViDB06lNzcXL/L2+uLL77g4osv5he/+AUXXHCB3+WIfC0FIAEUgERaGsdxWLJkCaWlpfz1r3/lxBNPJBaLMWLECNq2betbXeXl5YwfP54HH3yQoUOH+laHyMEoAAmgACTSkrmuyz/+8Q+Ki4t55ZVXOO644ygqKmLUqFEUFBQ0WR1btmxh/Pjx3H333YwcObLJnlfkcCgACaAAJNJauK7Lhx9+SHFxMS+99BJHHnkkRUVFjBkzho4dOzba81ZUVHDRRRfxn//5nxQWFjba84g0FAUgARSARFojay3Lly+npKSEefPm0alTJ6LRKGPHjqVLly4N9jyVlZWMHz+eadOmcdFFFzXYcUUakwKQAApAIq2dtZZPPvmEkpIS5s6dS25uLtFolMLCQrp163bY+5Pt3LmTiy++mB/84AdMnDixgasWaTwKQAIoAIlkE2stq1atorS0lNmzZxMMBikqKiIWi9GjR496h6Hdu3dzySWXMHnyZK688spGrlqkYSkACaAAJJKtrLWsX7+e0tJSZs2aRSqVorCwkKKiInr16rXfMFRVVcXEiRO57LLLmDx5chNXLfLNKQAJoAAkIl4Y+uKLL4jH48TjcXbt2sWYMWOIRqOccMIJe8NQdXU1l112GbFYjBtvvPGwu89E/KQAJIACkIh81ebNm5k1axbxeJytW7cyatQoxowZw913382IESO45ZZbFH6kxcqWABTwuwCRbLZ69WoGDBjwpeumT5/OQw89xLZt2xg+fDh9+vRh+PDhVFRU+FSl7Ktr167ccMMNvPzyy3vXF5oyZQrdunVT+BFpIRSARJqp+++/n6FDh/LJJ58wdOhQ7r//fr9Lkq/RqVMnrrnmGt5//31mzJih8CPSQigAiTRTL774IldffTUAV199NbNnz/a3IBGRVkQBSKSZ2rRpEz169ACge/fubNq0yeeKRERaDwUgER/tr7tk3+uNMepaERFpQApAIj7q3LnzVwY3b9u2jS5dutCtWzc2btwIwMaNGzniiCP8KFFEpFVSABLxUX5+Pj169GDBggWAF35efvllzj33XIqKipg5cyYAM2fOJBqN+lmqiEironWADkLrAEljW758OTfffPPelqDbbruNyy+/nK1bt3LJJZewdu1aevXqxQsvvECnTp18rlZEWrtsWQdIAeggFIBERCSbZEsAUheYiIiIZB0FIBEREck6CkAiIiKSdRSAREREJOsoAImIiEjWUQASERGRrKMAJCIiIllHAUhERESyTqsKQMaYkcaYfxljVhpjbv+a23OMMc+nb3/bGHOsD2WKiIiIz1pNADLGBIHfAKOA/sAkY0z/fe52HVBhrT0B+AXwQNNWKSIiIs1BqwlAwFnASmvtZ9baBPAcsO/ukVFgZvr7EmCoMcY0YY0iIiLSDLSmAHQUsK7O5fXp6772PtbaFFAJdG6S6kRERKTZCPldQHNkjLkBuCF9scYYs8zPerJAF2CL30VkAZ3nxqdz3Ph0jhvft/wuoCm0pgC0ATimzuWj09d93X3WG2NCQHtg674HstY+ATwBYIx5Lxt2xfWTznHT0HlufDrHjU/nuPEZY97zu4am0Jq6wN4F+hhjehtjIsClwJx97jMHuDr9/cXAAmutbcIaRUREpBloNS1A1tqUMeYHwCtAEPi9tfYjY8xPgfestXOAGcDTxpiVwDa8kCQiIiJZptUEIABr7Xxg/j7X3Vnn+2pgwiEe9okGKE0OTOe4aeg8Nz6d48anc9z4suIcG/UAiYiISLZpTWOAREREROpFAShN22g0vnqc41uNMcuNMR8aY14zxvTyo86W7GDnuM79xhtjrDFGs2kOQ33OszHmkvTr+SNjzLNNXWNLV4/3i57GmIXGmKXp94zRftTZkhljfm+MKd/fUi/G86v07+BDY8xpTV1jo7LWZv0X3qDpT4HjgAjwv0D/fe7zfeDx9PeXAs/7XXdL+qrnOb4QyEt/P0XnuOHPcfp+7YC/AW8BZ/hdd0v7qudruQ+wFOiYvnyE33W3pK96nuMngCnp7/sDq/2uu6V9AecDpwHL9nP7aOAlwABnA2/7XXNDfqkFyKNtNBrfQc+xtXahtXZP+uJbeGs5Sf3V53UMcDfePnjVTVlcK1Kf8/w94DfW2goAa215E9fY0tXnHFugIP19e+DzJqyvVbDW/g1vRvT+RIE/Ws9bQAdjTI+mqa7xKQB5tI1G46vPOa7rOry/PKT+DnqO003Yx1hry5qysFamPq/lvkBfY8ybxpi3jDEjm6y61qE+53g6cIUxZj3e7N9bmqa0rHKo79stSquaBi+tgzHmCuAM4AK/a2lNjDEB4OfANT6Xkg1CeN1gQ/BaMv9mjBlord3uZ1GtzCTgD9bah40xg/HWeBtgrXX9LkxaBrUAeQ5lGw0OtI2G7Fd9zjHGmGHAfwBF1tqaJqqttTjYOW4HDAAWGWNW4/Xpz9FA6ENWn9fyemCOtTZprV0FfIwXiKR+6nOOrwNeALDWLgHa4O0TJg2nXu/bLZUCkEfbaDS+g55jY8wg4Hd44UdjJg7dAc+xtbbSWtvFWnustfZYvHFWRdbarNj3pwHV5/1iNl7rD8aYLnhdYp81YY0tXX3O8VpgKIAxph9eANrcpFW2fnOAq9Kzwc4GKq21G/0uqqGoCwxto9EU6nmO/wfIB4rT48vXWmuLfCu6hannOZZvqJ7n+RVghDFmOeAAt1lr1WJcT/U8xz8CnjTG/BBvQPQ1+qP00Bhj/owX1Lukx1LdBYQBrLWP442tGg2sBPYA1/pTaePQStAiIiKSddQFJiIiIllHAUhERESyjgKQiIiIZB0FIBEREck6CkAiIiKSdRSAREREJOsoAImIiEjWUQASERGRrKMAJCIiIllHAUhERESyjgKQiIiIZB0FIBEREck6CkAiIiKSdRSAREREJOsoAImIiEjWUQASERGRrKMAJCIiIllHAUhERESyjgKQiIiIZB0FIBEREck6CkAiIiKSdRSAREREJOsoAImIiEjWUQASERGRrKMAJCIiIllHAUhERESyjgKQiIiIZB0FIBEREck6CkAiIiKSdRSAREREJOsoAImIiEjWUQASERGRrKMAJCIiIllHAUhERESyjgKQiIiIZB0FIBEREck6CkAiIiKSdRSAREREJOv8f/UU6/aTQ5gtAAAAAElFTkSuQmCC", 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", 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", 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" ] @@ -273,7 +273,7 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 31, "metadata": {}, "outputs": [], "source": [ @@ -323,12 +323,12 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 32, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -353,7 +353,7 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 33, "metadata": {}, "outputs": [], "source": [ @@ -365,24 +365,24 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "de2953c3212e4aa28eebb7f35a0815e4", + "model_id": "dd29d178b7c24d8d96cd5f6eb4d9128e", "version_major": 2, "version_minor": 0 }, - "image/png": 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oi74XfrDL1f8ZtehoJDe0olRdhtzwg3x/QVU3qKpEX0/F3aHtj57OD5+Q0WftGXGsIrIEF9TJHWsu6FAXPR/nYnFkov3l7gTnznHMzKEoa+j9qroUF8T462jdPxlrPVy21Vi/l3Jt9D33tyh71rUyHIu+rxORfJ2R6Fpfhwv+ZHF1OTwuzmqW+7CYO/6x+n9t0fe10ZAVGP21NNZrxxhjjDHzjGUAGWOMMQvfZ3HDkp4mIt/AZcjcgqu1cElNkgk4iQuYfFREDgFvL5pJhigD6SPR/v9b3AxGcVyw4ZUltvkx3Aw8bxORjbj6MjHgB6p6KKoLMYibOvvTuMyg5QX7C0TkC7hhb/8jIj/AZfKMZS1wv4j8BDgPPDF6vLvM6zARXxGRe7k4xfJnpnHbj+CGrT0ZeFBEvou7W/8d3NC2EHct/w4XQLu6aP3czEt3isg/4YYMfrlomYdwtYIeB/xU3MxJL8cFef55Gs/FGGOMMbPMMoCMMcaYBS6qLfI0XHHjJ+LquNwNPE1Vu6aw6T/DZbA8B1fnomqU5d6Fy6Y5hgvGPJ1RhmWp6t244MjeaNkG4N+Al0XP9wC/j6tV8RzcNM33FW3mDbjAViOwA/jAOOfRi5ty/Ym4+iWrcUWn/3KslSbpXbiCp8O4QMyowyAmKhoe86u42hgZXH2hTcAxVT2Fq5VyDnf9H+bSoqlfwg2Bq+HitOSl9vFCXCHq5cCLcEO9XqiqP5uuczGXryh7sHWuj+Nyoar3qOp0DkU1xixgcjF73BhjjDHGTFRUg+kYXFqbwxhjjDFmvrAMIGOMMcYYY4wxxphFzgJAxpgpE5F3i8hnJ7muiMh/ikhSRB6Y7mObLiKyTkT6o2KyM72vSV/PMratInLVBNd5hYh8f4aO51Mi8pfRz0+OZmbKPbdJRB4TkT4ReYOI/KuIjDfd92SO4W0i8vHp3q4xxlwOit7H94rIU8tcr01EnjHRfUx0P8YYYy6yAJAx80ipD+eFwQAReWq0zFeLlrkpevyeosdFRI6KyD6KiMg9IjIcBTUuiMhXRGTVDJzWeJ4EPBNoUdUdc7D/sqjqCVWtVdVxZwESkQ3R32NRFNpX1f9W1WfNwn5+qqqbCh56K/BjVa1T1Y+o6u+r6vumso/o39CIWZlU9a9U9XVT2a65vKlqW25mtLk+FmPmkqpeH00lPuf7mUiAaaETkWYR+aqIDIjIcRH5zXGW/w0R2R8tf0REnjxbx2qMmVsWADJm4ekAnhBNnZxzF6ULrt6OK+K5UUS2l3j+9apai5tCuRH4h2k+1nKsB9qKZxYqx2IJsJhRrccVCjbGGDPDrE1d0D4GpIEVwCuAfxGR60stKCLPBP4aeA1utsDbgaOzdJzGmDlmASBjFp408DXgNwCiIUkvA/67xLJ3AV8Hvh39XFI0S9CXgS1TOK5KEflCNFznERG5KfeEiKwWkS+LSIeIHBORN0SP/zbwcVxAq19E3hM9/jsi0ioiXSLyDRFZXbAtFZE/EpHDwOHosedHQ4W6ReQXInLjaAcZrf+GKDPqgoj8jYh40XOeiLwjunt2XkQ+LW5K6kuyeqIMqveJyM+jc/6+iCyNdvOT6Ht3dF5PGOVYrheRH0TneU5E3jbKci+M0t27o/1eW3Q+VxX8Xpwm/xYROSMip0XktaNdl2jZV0fXpS/6O72i4PGfFSynIvKHInI4WvZ9InJldO17ReSLIlIRLftUETklbpjVheiO7CtG2X8+O0dEfoSboeij0TW8psS5/Ur0d++N7mA+J3r8NdGdzb7ofH4verwGN1326mib/dFrc8SQu3Gud5uIvFlEdolIT/SarxzruhpjzHwVvaf9mYjsAgZEJCYi/1/0ntonIvtE5EVF69wirp3vE5EvAJVF23tGwe9jbmuM4xp1H8X7iY6/PVr2oIjcISKfAdYB34ze69863vGM9/4uImvFZUt3iEiniHy04LmS/ZxRzq1BRD4XtYl9UTs26c9kUdv2YuCdqtofzdb3DeBVo6zyHuC9qnqfqoaq2q6q7ZPdvzFmYbEAkDEL06dx0/8CPBvYg5syOU9EqnFTLP939PUbuQ/lxcQFLl6Mm+p3sn4FN8VwM/A/wNdEJB51ar4J7ATWAHcAbxSRZ6vqJ3DTPf8yGl71LhF5Om5K55cCq4DjuOmaC/0q8DjgOhG5Bfgk8HvAEtx00t8QkcQYx/oi3DTZt0bHnQuMvDr6ehqwEagFPnrp6nm/ibuDthyoAN4cPX579L0xOq9fFq8oInXAD4Hv4qakvgr4vxLLXQN8DngjsAwXzPvmaH/LonWfEx3TM4GrgVFT4aMO5EeAO1W1DrgNeGyMzT8b2Ao8HjdU69+BVwJrcYHElxcsuxJYivv73wX8u4hsYgyq+nTgp0RZaqo6IsNNRHbg/h28BZe9djvQFj19Hng+UI/7+/yDiNwaZZndCZyOtlkbTZ9euN1yrvdLcdOTXwHciHvNGGPMQvVy4Hm4NisLHAGeDDTgggWflWiIePRe+DXgM7j2/ku4/sNoRt3WaCayj6gteT2wPWq7no3LKn4VcAJ4QfRe/6Eyj6fk+7u4m23fwvVJNuDas89Hz43azxnlFP8aCHBZrg3AK1U1LDqvb0U3IUp9fatoe9cA2aJ2cidwSQZQdB7bgGXibrSdEpGPikjVKMdqjFlkLABkzAKkqr8AmqOOz2/hPggX+zUgBXwfuBuI4zp4hT4iIt24jsIZ4E+ncFgPq+r/qmoG+Hvc3brHA9uBZar6XlVNq+pR4D+IMphKeAXwSVV9RFVTwJ/jMoQ2FCzzAVXtUtUh4HeBf1PV+1U1UNX/is778WMc619H658APszFYMUrgL9X1aOq2h/t+zdk9LT4/1TVQ9FxfBG4eYx9Fns+cFZV/05Vh1W1T1XvL7Hcy4C7VfUH0bX9W6AKF6AZz0ujY9wTBT/ePc7yIbBFRKpU9YyqjjX86kOq2hstswf4fnTdenBZNrcULf9OVU2p6r241+NLyzj+sfw27nXyg4I7mAcAVPVuVT2izr24fwPl1jco53p/RFVPR5lz32Rif3djjJlvPqKqJ6O2DFX9UvQeF6rqF3DZtrkafY/H9Sc+rKoZVf1f4MHRNjzOtkYzkX0EQAJ3Qyge1eM6MoXjGe39fQfuZs1bVHUgardzmbET7edkov0ORsexp8RxPl9VG0f5en7R4rVAb9FjPbjhXcVW4K7tS3Dt4s249vodoxyrMWaRsQCQMfNLgGuYC8VxnYVin8Hd9Xoa8NUSz98FfFFVs6o6jBviVTwM7A1RZ2KNqr5CVTuKNyJuZqbccJmxAgIncz9Ed7JO4TpL63FDbvJ3r4C34TohpazG3WHLbasf6MTdVbtkX9H231S0/bXRdsY91mhfuWVH7Dv6OTbGsZ4t+HkQ1wkrSdyQotx1fHJ0jKN2UgsUX48wOv41o64xct3icy0pChC9DJeRdUZE7haRzWNs+1zBz0Mlfi+8FkkdWeOp8JpP1qjXT0TuFJH7xA2t6waei8tAKkc517vsv7sxxiwAhe0EIvJbcnFYdTcuqzP3HroaaFdVLVhl1LZlnG2Npux9qGorLmPz3cB5Efm8FAwbn8TxjPb+vhY4HmVIFZtoP+cALjt3QKIhylPUj8t4LVQP9JVYdij6/k/RjZ4LuJt2z52G4zDGLAAWADJmfjmBSy0udAWlOz6fAf4Q+LaqDhY+ISItwNOBV4rIWRE5i7vb81y5WKemLOpmZsoNlylZUDCytmD/HtCCG5Z2EjhWdPeqTlVH62ycxnWmctuqwQ3tKhyfXtgpPAm8v2j71ar6uXKOFVcjIDcMaMS+o+eyjAxulEMvecDNWJK7jj+NjntjGdsqvh6CO/7c9RgEqguWX1nw8xkuPdfRD1r1e6r6TNzQuwO4O5jToSn6OxYex+nRFi7TSeDK4gejoX9fxmXurFDVRtwwrtzsTJf8bYqMd72NMWaxyb8vish63Hv/64El0XvoHi6+h54B1kTvjTkl25YytjWasvcBoKr/o6pPwr13K26I1YjzmuLxgGtz1o2SEVx2P0dEXhjt/9aor/JvpXYmIt8puGlU/PWdosUPATERubrgsZsoMYmCqiZxN+gKr8147aIxZhGxAJAx88sXgHeISIu4gsTPAF4A/G/xgqp6DHgK8PYS23kVrkOwCZfeezNujPgpRtZmmU5bReTXos7RG3HDsO4DHgD6xBVprBIRX0S2SOlZycDVX3mNiNwcfZj/K+B+VW0bZfn/AH5fRB4nTo2IPC+qsTOat4hIk4isBf4f7rrn9v0nInKFiNRG+/7CKHf8xtKBG041VoDnW8AqEXmjiCREpE5EHldiuS8CzxNX1DIOvAl3bX8RPf8Y8JvRdX0O7jVRuO6rReQ6cTWh3jXawYjICnFFlWui7fdH5zBd3iMiFVH20/NxNR2m4hO418kd0b+VNVHGUgVuOEAHkBWRO4HCKezPAUskKu5dwnjX2xhjFrMaXECgA1xRfUZOEPFL3I2RN4ir8/drjD6ka7xtjabsfYjIJhF5etRfGMZluOTarnOMbIcnezzg+jJngA9G/YxKEXliwXPl9nO24G4onIuOYZ2INBUvpKp3Ftw0Kv66s2jZAeArwHujY3sirr7hZ0Y5l/8E/lhElkf7/hNcn8QYcxmwAJAx88t7cR80fwYkgQ8Bryg1PhxAVX+mRUVsI3cB/6yqZwu/gH9ljNnApujruCFESVwA6teisfsB7gP/zcAx4AJu5q+SH8BV9YfAO3FZHGdwWR6jjaNHVR8CfgdXrDkJtDJ+Ud6vAw/jgid344IJ4IpJfwY3i9cxXGfyj8fZVqljGgTeD/w8Sge/pB6RqvbhijO/AJdyfhg3nK94uYO44sr/hLt2L8AVtUxHi/y/6LFuXA2jrxWs+x1cjaMf4a7Lj8Y4bA9XA+o00IULJP1BeWc8rrO4v81pXEHy39eoXs9kqeoDRAWecbUO7gXWR9f1DbhAThJXqPsbBesdwAX6jkZ/m9VF2x3vehtjzKKlqvuAv8MFYc4BNwA/L3g+jasx+GpcW/EyXPBhwtsa4xjK3gcu4P9B3Pv1WdykDH8ePfcB3E21bhF582SPJzqmANceXIXL1j4VHRcT7Of8J24215PRULGv4IaaT9Uf4urVnce1cX+gBXX8ooyi3Eyj78PVVDoE7MdNAPL+aTgGY8wCICOH1xpjzOImIgpcHdUNMDNMRJ4KfFZVW+b4UIwxxhhjjLmsWQaQMcYYY4wxxhhjzCJnASBjjDHGGGOMMcaYRc6GgBljjDHGGGOMMcYscpYBZIwxxhhjjDHGGLPIWQDIGGMWABHZGxVUNsYYY8wcEJG3icjH5/o4jDFmsiwAZIy5bIjIU0REReQvCx57tYgEItJf8PXUgudvE5EHRKRPRHaJyJOKtvnHInJMRHpF5KHi56eLql6vqveUs6yItInIM2biOIwxxpjpJiLLReRzInJaRHpE5Oci8riC50VE3i4iJ6L29vMiUl9iO80i0iEiP5uJ41TVv1LV15WzrIi8W0Q+OxPHYYwxk2UBIGPMZUFE4sA/AveXePqXqlpb8HVPtE4z8E3gb4BG4EPAN0WkKXr+ccAHgZcADcAngK+KiD/Dp2OMMcYsJrXAg8BWoBn4L+BuEamNnv8t4FXAE4HVQBXwTyW289fA/hk/WmOMWaAsAGSMuVy8Cfg+cGAC69wGnFXVL6lqoKqfBTqAX4ue3wDsVdWH1VXU/zSwFFheamMico+IfCDKKOoVka9HQabc8y+Mhnp1R8teW/BcPqsnuqv4RRH5dJSZtFdEtkXPfQZYhwtU9YvIW0WkUkQ+KyKd0bYfFJEVE7gOxhhjzIxR1aOq+veqeiZqb/8dqAA2RYu8APiEqp5U1X5coOdlIlKd24aI3AZsAf5zrH1Fmb8/F5GPRtlGB0TkjoLnV4vIN0SkS0RaReR3Cp7LZ/WIyIYoq/iuKDPpgoi8PXruOcDbomPsF5GdBfs+GrXdx0TkFVO/esYYUz4LABljFj0RWQ+8FnjvKIvcEnXcDonIO0UkVrh68eZwHUyA7wC+iDwuyvp5LfAYcHaMw/mtaLlVQBb4SHSM1wCfA94ILAO+jQviVIyynRcCn8dlJn0D+CiAqr4KOAG8IMpm+hBwFy5DaS2wBPh9YGiMYzTGGGPmjIjcjAsAtRY+XPRzArg6Wt7HtYOvB8qZ4vhxwBHcTZt3AV8puCHzeeAULtPoJcBficjTx9jWk3CBqjuAvxCRa1X1u8BfAV+I2uKbRKQG1+bfqap1uJtMj5VxrMYYM20sAGSMuRx8BHhndNew2E9wAZ3lwIuBlwNviZ77JbBaRF4uInERuQu4EsjdcewDvgz8DEjhOpG/G2UDjeYzqrpHVQeAdwIvjTquLwPuVtUfqGoG+Ftcivtto2znZ6r6bVUNgM8AN42xzwwu8HNVdGf1YVXtHWN5Y4wxZk5EtX0+A7xHVXuih78LvC7KumkA/ix6PNcevwG4X1UfLnM354EPq2pGVb8AHASeJyJrccPM/kxVh1X1MeDjuJs3o3mPqg6p6k5gJ2O3xyGwRUSqomynvWUerzHGTAsLABljFjUReQFQF3XwLhGlnR9T1VBVd+OyhF4SPdcJ/Arwp8A54DnAD3F3BgF+G3gNcD3uTuUrgW+JyOoxDulkwc/HgTjuDuTq6PfccYXRsmtG2U5hltEgUFmUuVToM8D3gM9HBTY/FNVEMsYYY+YNEanC1d67T1U/UPDUJ3FZsvcAe4EfR4+fitrcNwBvn8Cu2otu1hzHtcOrgS5V7St6brS2GC5tj2tLLRTd+HkZLgv3jIjcLSKbJ3DMxhgzZRYAMsYsdncA20TkrIicxXW+3igiXx9leaUgzVxV71XV7arajCtAuRl4IHr6ZuBbqnooCiB9FzjD6Fk74IZh5azDZedcAE4D63NPiIhEy7aXfaYjz+HiL+4O53tU9bro2J7P2HczjTHGmFklIgnga7ibLL9X+FzUxr5LVTeoagsuCNQefe3ADaveF7Xz/wjsiNr90SZlWBO1sznrcO3waaBZROqKnptyWxydx/dU9ZnR8R4A/mMS2zXGmEmzAJAxZrF7J3ANLlhzM65ezn/gMncQkTtzBZGjO3HvBPLBIRG5JRr+VY8blnVSVb8XPf0gLmV8ozjPjPa1Z4zjeaWIXBcVrnwv8L/RMK4vRtu6I8rOeRNuWNkvJnHO54CNBefwNBG5IeoI9+KCTuEktmuMMcZMu6jd+19cfbq7oizYwuebReTKqK29Dvh74L3Rct/BTcpwc/T1F8CjwM1R+1rKcuANUfv+68C1wLdV9SSu3f1ANIHCjbhs38lM534O2CAiXnQOK0TkV6JaQCmgH2uLjTGzzAJAxphFTVX7VPVs7gvXuRxQ1a5okTuAXSIygCu8/BVc4cact+IydE7i7ti9qOC5T+OKRd6DC6x8BPg9VR1rprHPAJ/CpYxX4tLWUdWDuCFk/xTt7wW4Qs7pSZz2B4B3RDN+vRlYietY9+Kmx703Og5jjDFmPshlpz4L6I5mzuoXkSdHzy/FtdEDuIDPJ6OZwlDVVFE73wNkop9Hcz+ugPQF4P3AS6Jh3+BqAW7AZQN9FXiXqv5wEuf0peh7p4g8gvvc9afRdruApwB/MIntGmPMpMnYtUqNMcZMFxG5B/isqn58ro/FGGOMuRyJyKuB16nqk+b6WIwxZrZZBpAxxhhjjDHGGGPMImcBIGOMMcYYY4wxxphFzoaAGWOMMcYYY4wxxixylgFkjDHGGGOMMcYYs8hZAMgYY4wxxhhjjDFmkYvN9QEYM8NsjKMxxowkc30A5rJnbbMxxoxkbbOZFZYBZIwxxhhjjDHGGLPIWQDIGGOMMcYYY4wxZpGzAJAxxhhjjDHGGGPMImcBIGOMMcYYY4wxxphFzgJAxhhjjDHGGGOMMYucBYCMMcYYY4wxxhhjFjkLABljjDHGGGOMMcYschYAMsYYY4wxxhhjjFnkLABkjDHGGGOMMcYYs8hZAMgYY4wxxhhjjDFmkbMAkDHGGGOMMcYYY8wiZwEgY4wxxhhjjDHGmEXOAkDGGGOMMcYYY4wxi5wFgIwxxhhjjDHGGGMWOQsAGWOMMcYYY4wxxixyFgAyxhhjjDHGGGOMWeQsAGSMMcYYY4wxxhizyFkAyBhjjDHGGGOMMWaRswCQMcYYY4wxxhhjzCJnASBjjDHGGGOMMcaYRc4CQMYYY4wxxhhjjDGLnAWAjDHGGGOMMcYYYxY5CwAZY4wxxhhjjDHGLHKxuT4AY4yZSapKEASICJ7nISJzfUjGGGPMZc3aZmOMmRsWADLGLFqqSiaTYXh4mCAI8DyPWCyW/7JOpzHGGDO7rG02xpi5I6o618dgzEyyF/hlKgxD0ul0/i5jGIaA63jm3vdExDqd5nJkL3Iz16xtvkxZ22zMqOxFbmaFBYDMYmcv8MtMrlOZyWQQEUSETCZDGIaXdCBVNd/5hIudzng8ju/71uk0i5W9qM1cs7b5MqOqZLNZstmstc3GlGYvajMrLABkFjt7gV9GVJV0Op3vUOY6iKN1MkutX9zpjMfjxGIx63SaxcRexGauWdt8GZnJtjkWi43YpjELmL2IzaywAJBZ7OwFfpkoTCsv7gyW28kslut05t4nPc+zTqdZDOxFa+aatc2XiVxG7my0zbkMIWubzQJlL1ozKywAZBY7e4EvcqXSyotNtpNZal+5TmduX9bpNAuQvUjNXLO2eZGbrbY59zmmMEMoV1S6cMiYMQuAtc1mVlgAyCx29gJfxMIwHNGBHK0TOV0BoEKFnc7jx4+zbNkyamtrrdNpFgLrZJq5Zm3zIjZf2uYcCwiZBcLaZjMrbBp4Y8yCU1joGZiTzJvc/nzfJ5VK5Tud6XSadDoNWKfTGGPM5WO+tc25YwJrm40xJscCQMaYBaWctPJinueNuBs4E3LHUtjpzBW+LOx0FheVNsYYYxa6ybTNs6FUQMjaZmPM5cwCQMaYBaPctPJiszHUtXgfxceX63SmUilSqRRgnU5jjDEL31iTMIxlLoJEE22bcxM+GGPMYmEBIGPMvJdLK29ra0NEaGlpmetDGqGczmE5nU7f9/Mp6dbpNMYYM58VDvkSkQnfxJgPbZy1zcaYy40FgIwx81ouVTs3hGumh3LNllKdzjAMGR4ezt9FzXU6cxlC1uk0xhgzHxS2zZMd8jUfJ6IZq23OsbbZGLOQWQDIGDNvFaeVe56XLy45UbltzFfW6TTGGLMQTHbI10JkbbMxZrGxAJAxZt4pLiaZSysXkQnfMcxkMuzdu5cgCGhqaqKpqYnq6upp7aBN5rjK2eZonc6+vj5SqRQrVqywTqcxxphZMVrbfDkZrW0eGhoaUXDa2mZjzHxlASBjzLwyVlr5RAMtyWSSffv2ccUVV5BIJOjp6eHo0aMMDg5SW1ubDwhVVVXNxKlMq8JrkclkGBwctE6nMcaYWTEdQ75G2+5Cbqty1yIXDLOAkDFmvrMAkDFm3shms/khXqU6mOUGgFSVY8eO0dHRwa233ko8HiebzVJXV0dLSwuqSn9/P8lkkkOHDpFKpairq8sHhBKJxIyc33QpHBI3VqczN4OJdTqNMcZM1nhts7monICQtc3GmLlkASBjzJwrTisfrTPked64AaBUKsXu3bupq6tj+/bteJ5HNpsdsYyIUFdXR11dHevWrSMMQ/r6+vIZQ9lslvr6+nxAKB6PT9u5zpRSnc7C2VnAdTpzdyE9z7NOpzHGmFGV2zab0Y3WNhf2S6xtNsbMJgsAGWPmVBiGZDKZstLKx8sA6uzs5MCBA1xzzTUsW7as7GPwPI+GhgYaGhrYsGEDQRDQ29tLMpnk5MmTqCoNDQ00NTXR2NhILDbyrXMmagBN1VidzlwGkXU6jTHGlDKRttmUr1QNocKAUPEMoNY2G2OmmwWAjDFzojBDBSirmKSIlJwGXlVpbW2lu7ubrVu3UllZOaVj830/n/0DLv29p6eHZDJJW1sbIkJjYyNNTU00NDRMaV+TNdEOYTmdzsK0dOt0GmPM5WcybbOZPGubjTGzzQJAxphZp6oMDg7mOzLldmZKZdoMDw+za9cumpub2bZtW8ltTbWzFIvFWLJkCUuWLAFcEebu7m4uXLjAkSNHSKfTBEEAQH19/Yx3mKcj26hUp7O4zoN1Oo0x5vKhqmQyGYIgsKyfOWJtszFmplkAyBgzq8IwJJ1Oc//993PbbbdNqONSHADq6Ojg0KFDbN68OR+cmQ3xeJxly5blh5nt37+fRCLB2bNnOXToEBUVFfkMorq6ugXROSvV6cxkMvlO58DAANXV1dTU1OD7vnU6jTFmEcm1zbkhwrPx/m5tyPjGa5sLh3Nb22yMKYcFgIwxs6JUMcnJDGPKzahx+PBh+vr62LZt25zP2hWLxUYMGRseHiaZTHLq1Cn6+vqoqqrKP19TUzPlztlsTJubq0OQc/bsWZYsWZLfr4iMmNbWOp3GGLPwFLfNNuRrfitum0sFhKxtNsaMxQJAxpgZp6qk0+kpF5MUETKZDA8++CDLli1j69at87JjU1lZyapVq1i1ahWqytDQUL5+0MDAADU1NfmAUFVV1bw8h1J83893PHN/01Qqlf+b5jqdsVjMhg8YY8w8N11ts5k7pQJCubYZXA0na5uNMYUsAGSMmVG5YpLTkVbe1dXFhQsXuPXWW/PZNvOdiFBdXU11dTVr1qxBVRkYGCCZTNLa2srQ0BB1dXX5gNBUC1jPlOKso7E6nYUBoVxaunU6jTFm/shl/czmkC8z86xtNsaMxwJAxpgZMZ1p5UEQcPDgQfr7+1m6dOm8DP6UW5hZRKitraW2tpa1a9eiqvT19ZFMJjl48CCpVIr6+vp8QKiioqLkvma7wzbePgs7nblrkU6nSafTgLsLWVynwBhjzOyyIV+XF2ubjTHFLABkjJl2YRiSyWSmJa18YGCAXbt2sXr1atauXcuxY8em8Uinx1TOT0Sor6+nvr6e9evXE4YhfX19dHV10d7eThAENDQ00NTURGNjI/F4fBqPvHwTCTrllrNOpzHGzB/T2TabhcfaZmMMWADIGDONVDU/5Asunb2i1PJjPX/69Gna2tq4/vrraWhoYGBggDAMp/245xPP82hoaKChoYErrriCIAjo6ekhmUxy4sQJVJVYLEZlZSXZbJZYbHbexqeSdWSdTmOMmTvFbbO9vxoo3TbnhowVts3FRaWNMQubBYCMMdMiNxNFEARl3VnMzehVarkgCNi/fz9BELBjx458kKN4GvjLge/7NDc309zcDLi6DUePHmVgYIDHHnsMEckPF6uvrx8x9n86TeewM+t0GmPM7Jho22wuX6WmnFdVUqlUyaLS1jYbszBZAMgYM2VhGJJOpydUTNLzPMIwvKTz0NfXx549e2hpaaGlpeWSwsPzMQA0m8cVi8Wora2lurqalpYWMpkM3d3ddHR00Nraiu/7NDU10dzcTF1d3bR1zmby/EbrdJ4+fZrBwUHWrl2L7/v57KDcTCbGGGNGN5m22ZiccgJC1jYbs/BYAMgYM2mFaeUTLSZZHDRRVdrb2zlx4gQ33HADdXV1464z2X0tJvF4nGXLlrFs2TIAUqkU3d3dnDlzhoMHD5JIJPIZQrW1tZPunM1m4elcpzO3z1ywcHh4OL9MrtOZuwtpnU5jjHGs0LOZCaUCQtY2G7PwWADIGDMpuSE7Dz74IDfeeCOJRGJC6+c+1IMb1rR37148zxsx5KvYVAI5i6kTMlYwJpFIsGLFClasWAHA0NAQ3d3dnDx5kv7+fqqqqmhsbKSpqYmampoJXZe5mnnMOp3GGFOeXNu8EAo9z+djM+OzttmYhckCQMaYCStOK5+MXDCnt7eXPXv2sGHDBlavXl3WOvPRfD2uqqoqqqqqWLVqFarK0NAQyWSStrY2BgYGqKmpyWcIVVVVjfr3nIup50sNEQTrdBpjTCm5jFwb8mXmgrXNxiwMFgAyxpStVFp5YSbPRIgIJ0+e5MKFC9x0003U1NSMu47nefMy0LJQOjAiQnV1NdXV1axZswZVZWBggGQySWtrK8PDw9TW1uYDQpWVlfl15yIAVO4+R+t0Dg0NjSg4bZ1OY8xiZEO+zHxkbbMx85MFgIwxZQnDkEwmc0la+WQCQJlMhp6eHnzfZ8eOHWXPXDWfM4Bmk6pOSwdfRKitraW2tpa1a9eiqvT19ZFMJjlw4ADpdJr6+nqampryM8jMpjAMJzXNfe71mbtG1uk0xixWo7XNxsw35bTNsVgs/2VtszEzwwJAxpgxFRZ6hkvv6Ew0ANTd3c3evXuprq5m48aNE5q2XEQmHGzKZrPs27eP3t5eGhoa8tkt8Xh8Qtu5HIgI9fX11NfXs379esIwpLe3l2QySX9/P4899li+flBjY+OMX8Ppyjoqt9OZm8nEOp3GmPluvLbZmPmuVNtcOLEIXGybY7EYnufZa9yYaWABIGPMqIrTyks1vOUOy1JV2traOH/+PLfccgtHjhyZcDbPRDOA+vv72bVrF2vXruWqq66iv7+frq4uTp48iaqOCGZMJBBVymLMTPI8j8bGRhobG0kmk1x//fX5IWMnTpyY9mtYbLQaQFM1Wqczm80C0NPTQ11dHTU1NdbpNMbMO+W0zcYsNGO1zbkbQhYQMmbqLABkjCmp3LTycrJy0uk0u3fvpra2lu3bt+drB00mAFSu06dP09bWxg033EBNTQ3pdDofzACXGdTd3U1XVxdHjx7F932am5tpamqirq5uwlPaL3aqSiwWo7m5mebmZmDkNTx27Fg+YNTU1ER9ff2UA0IzFQAqVvz6PnfuHL7v5/ed63TmvqzTaYyZK8WTMNh7kVmsStUQKrxZY22zMZNjASBjzAjFKbjjfQAfbwhYV1cX+/fv55prrmHZsmX5xycznKscQRCwf/9+giDITylfaj+xWIylS5eydOlSwAWpkskkp0+fpq+vj8rKSpqammhubqa6unpedSrmS0Hm4muYyWRIJpOcP3+e1tZWYrFYfsjdRINqo+1zNuRqD+UCWLm77YVDLazTaYyZTRNtm41ZbEoFhKxtNmbiLABkjMlTVdLp9ISKSY4WAFJVjhw5QldXF1u3bh0xoxTMTABoYGCAXbt2sWbNGtauXTvi+Mc7l4qKClasWMGKFStGTJd+7NgxBgYGqK2tzWcIFZ/L5aCcYEw8Hmf58uUsX74cgFQqNSKolkgk8gGh2tracbc3WxlA4+23VKczk8lc0unM1RCyTqcxZjpNpm02ZrGzttmYybEAkDEGmHxaeamhXMPDw+zevZvGxka2bdtW8kP8dE/pfvbsWY4ePcr1119PQ0PDlLZVarr0/v7+EbNjFRaUhsVZA6jQZM4vkUiwcuVKVq5cCZAPqp04cYL+/n6qq6vz17BUltVcZgCNNXxNREY8X6rTWTjDmHU6jTGTZUO+jCmPtc3GlMcCQMZc5nIptPv27WPTpk0TzrgozuTp6Ojg0KFDbN68mSVLloy53nQETcIw5ODBgwwPD7N9+/YZmZlKRKirq6Ouro5169YRhiE9PT0kk0lOnjzJ8PAwdXV1xGIxGhoapr0YcrG5CIxMxwePqqoqqqqqWL16NarK4ODgJVlWuYBQZWXlnGUABUEw4RpQxZ3OdDpNKpXKX7dcpzMWi9mHOGPMuIoLPS/WIV/2XmhmylhtM7gbkdY2m8uRBYCMuYwVppV3dXVNquHLDQELw5DDhw/T19fHtm3bSCQSZa03FUNDQ+zcuZOVK1eyefPmWWu4Pc8bkf1z9OhRVJXOzk6OHDky5do3lwMRoaamhpqaGlpaWlDV/Axjhw8fZnh4mCAISCQS+a/ZMtXAU7mdzlxaunU6jTGFbMiXMdOv3Js11jabxc4CQMZcpooL58HkMks8z2N4eJgHH3yQZcuWsXXr1rK2MdUMoPPnz3P48GGuv/76/MxeY5nJrBnP86iurs7Xvkmn03R1dS2IgtLzhYhQW1tLbW0ta9euJQxDdu3aRTabZf/+/SOG3TU2NlJRUTFjxzLdr5XCTmfuNZ9Op0mn04B7/RTXKTDGXJ6K22ZrL4yZGdY2m8uVBYCMucwUp5XnOpe5gMxEO5sDAwN0dHRw00035TNiyjHZDCBV5eDBg/T397N9+/ayAwEz3YkuDGZVVFTka98UF5QeHBykpqZmSgWl52oWsNmU63itWbOG6upqwjCkt7eXZDLJqVOnCIIgP+V8Y2Mjsdj0NmczdX1z2y3V6Tx79ixhGLJ8+XLrdBpzmRmtbTbGzLyx2mYLCJnFxgJAxlxGwjAkk8mUTCvPBWTKbdBytXe6u7tZv379hII/MLkMoOHhYQYHB4nFYtx6661ld5BnuiM91vYnWlB6JmoYLVSFr0fP82hsbKSxsZErrriCIAjydZiOHz+OquaDQY2NjTNeh2m6FHY6c2noYJ1OYy4nY7XNi91cFfs3ZiylAkK5IWPWNpuFzgJAxlwGVJUgCPJp5aPNylVuRs7AwAC7d+9m5cqVrF+/nmw2O+FjmmgG0IULFzh48CCJRIIrr7xywvubL8YrKK2qNDY20tzcPGpB6bkqAj3bVHXUDpXv+zQ3N9Pc3Ay4YRPd3d10dXVx9OhRfN/PZwg1NDQsiI5ZEARUVlZekpZe3Ok8fvw4Bw8e5KUvfelcHq4xZorKaZsXOwv+mIWg1JTzxW3zsWPHOHLkCC95yUvm6jCNKYsFgIxZ5HLTYAZBMOadxXIDMmfOnOHYsWP56dbPnDmTb/wmotwMIFWltbWV7u5utm3bxsMPPzzhfc2GyQ6RKi4onQtkWEFp8nfDyxGLxVi6dClLly4FXAZNd3c358+fp7W1dUFcxyAILgn4lep0Hjt2jPvuu88CQMYsYOW2zYvZ5XjOZnEo1Ta3trby0EMPWQDIzHsWADJmEQvDkHQ6nc8YGauz5fv+mAGgIAjYv38/2WyWHTt25GuuTLaWj4gQBMGYy6RSKXbt2kVjYyPbtm2b1c7isBwhK13EdCmVegUAiiII3d6jHIn9A0NylqXZ51ApL5q2/RYHMlKpFMlkckRB6VxmzGJPnZ/KbFwVFRUsX748X5i7+DomEol8QKi2tnZeXMdypp8XEQYGBqipqZmlozLGTLeJtM1mYlJygQxJ4jSS0GVzfTjmMpFrm2tra+f6UIwZlwWAjFmEiotJlvMheqxATn9/P7t376alpYWWlpZLagdNJvtlvPW6urrYv38/mzZtygdDciYT+BhvHSXDkPcIgQzQ691HV/xzpOUsIR5BuJpAV5LQOmrCqzhe8e+EpFGgO3Yf4Yb/ZOvp70zoeMqVSCQuKSh9+PBhzp8/z5kzZ6irq8sHMiZTULpcs10EOrfP6fpgVHgdgXxh7hMnTtDf3091dXW+htBcnCu4D4Xl1C7q7++3TqYxC9Bk2mZzqX7vIENynLg2UR/ejIernZf0HuZM7H/zy63KvpimcNtcHaa5zNjNGbNQWADImEUmNyZ5osUkSwWAVJX29nZOnDjBDTfcQF1d3SXricikMoBGCzjlhrh0dHSwdevWS4IaIkJWh/EljjeBt7CxrkMgF+iseCspbw9ZUvR47aRJA4KgiHeElHYR6BWcj/0IjYI/AnhAtuo4pxr/gzW8p+zjmYxcQen6+npqa2tZunQp/f39dHV1LcqC0hMZAjZRVVVVVFVVsXr1alSVwcFBkskkR48eZXBwkL179+avY1VV1YwcQ7FSQ8BKGRwctACQMQvMZNtmM1Knfy/nYl/F00pUUvSGj7E281oChjkT/wqJcDkeCULSnIl/lbrUJmJc2ncxZroNDAzQ2Ng414dhzLgsAGTMIpJOp0mlUsRisQl3MD3PGzEkK5vNsnfvXjzPGzHkq9R6kx0CVpxpkU6n2b17N7W1tWzfvj1/d/SUfJjjsb9ikF7C2+HHAiHQHNzJtuDLeEz8LmpK2snIBQLSnK74M7r9PXhUEdMMSpoQEDQf6AklSYoqsqQveeMUoCfx6ISPYaoKC0qvX7++ZEHpXBBjtILSE9nXXJiN/YoINTU11NTUsGLFCnbv3s26detIJpMcOnSIVCo1ItMqkUjMyHGUGwAaGBjIF782xsx/uayfxTjkKySNEEeY+XNSAjr8u6kM1yD4iMYY8PYzJMfxqQNVPNz7s0cFoGRlkJhaAMjMvIGBAVpaWub6MIwZlwWAjFkEcmnlZ86coa+vj6uvvnrC2ygM5PT29rJnzx42bNjA6tWry15vIooDQN3d3ezdu5err746X7dFCdnvP5V+/wF8oBYIgDSQBZL+d7jXq2Nz9k0s13fSLl+hTw6RCJfRwBXUcBXVXDpjWJf/A07F/560d4SMnCcgZBjc/6M+rERfNbgsn4tn6MJCucCQRsekCgNyBp8Elczsh/PRhkaNVlD6woULIwpKNzc3U1dXt6g+hEyXMAyJxWKXzNTW19dHMplk3759ZLNZ6uvrpz3TaiIBIEszN2b+W8xDvtKc4nTsPQzLEWK6hObwxcSoJa6rqdRbACYVFErJeXq8B1Cy1IdbqdK1+eeUkLQk6fIPomSIaz014TKUgLg2EKOOtHRRoc1k6MbXWuLaOF2nbMyYrAaQWSgsAGTMAheGIZlMJl8/ZDLBGLiYAXT8+HFOnz7NjTfeWFZDNpUaQGEYoqocP36cs2fPcvMtN5OoOUGffJMhOUSf3EPG20k10VAr4Fy0fix6TCTgWPxDnNcPEQAngZTvnmtmJVcGf8664Hfz+83Sw+n4+4n5+4kzTAYlwAVzenEBHQUqcEGfAcAnCjrJ6fx2ch/TM8CQQnftT/mSbAZ86oMr2Zb+K1aE20nQOOFrM11GKyjd3t6eLyjd3NxMU1MT1dXVFhCidCFmz/NoaGigoaGBDRs2jMi0OnXqFGEY5ofeNTY2jpotN5l9l9Lf319yOKYxZv4obJsXW9aPEnAq9jaydBDXNQzLHk76f0K1biYjA4hWkaCBClpYFvwpFXol3fJLeuUhfGpYFj6XBKsu2W5KznM8/l5UBkFrSMZ+zrr0H1CtGwHIMsiAdBPSR1ybSMk51BsmoavwqGBd5tWcjH2WQe8kFWEj6zKvwmdmMjaNKWYBILNQWADImAVKVQmCgEwmA7iMmqkEgFSVo0ePUl9fz44dO8oeLjTZGkC5WcAee+xRGja9iXVX30cPSkgcT1xGRcBwlMTtAi5VuDetruh7AKSi7QUC1cANwAWFU0AfXRz3/4Hm4HZUEqS983TEP4LnP5LP6olH26kGhnABnSD6ElzgR6PvueyjdLRe7vmsQIyAEFCy9PgH+VHVS1iZfQa3pf+G+qjzOtdKFZQurHszWkHpuSqKPBfKmXmsONMqCAK6u7tJJpO0tbUhIjQ2Nk546F25RaCtBpAx81dx27yYsn5yApJkOEOcVShDBHShxLggJ0hLJ0iWCl3FCq3gnP8uqoKXc877OnGaCBmm39/LxuDtxIuyZTtjH8OL3Y+vdYCSDa+iy7+X6qxrQ1NygYrwGjzpIyPnqAzXk5RuflHxt1RQz9WZF3BV5s2EpPBIzMqwNGNyrG02C4UFgIxZgFSVTCZDEAQj7iz6vj/u1OqldHd3c/r0aVauXMm11147oXUnOwRsaGiIM2faufFZL8H3U/nHAzKkyOBRQzVKP9CEy8gBqAMagUFcsCYLdALDQCUuSLRGYKlCH2mqOMW5+NM5Fxsi6w1ThQve5EIaGv2eYeRQL1cDyAV9PKAherwHF4DKQnRfMUacbH57Eq3roXT4D7Mz/iGenP7XCV+fmZYrKF1dXc2aNWtQ1ZIFpZubm6mvr19Ud6/HMpmp533fZ8mSJSxZsgSATCZDd3c3nZ2dHDlyBN/38wGj+vr6MbdfznW2IWDGzE+jtc0LkZIGOQp4oFciXAxOe9QiEiPUIXzOUE0/Q5Ilq5Vu4gRiZBmkV87QqCvp8r5JJc3EgJBmhuQ0A3KARr0tv82snCXrP4pqPWg9kEW8/YQFs3jFcB+uK8NrqWYLp70HSDHMcm0hIM2++Oe5NfP71BRN/66EdHp7GZSzVOtymsMteEy+Jp4xpfT391vbbBYECwAZs8CEYUg6nS5ZTHKiwRhVpa2tjXPnzrFmzZpJNVyT2eepU6c4fvw4N93+xyS8FKouoIK4TJ8EIAzjoVTCiG6ahwsGBVwcrlWPCwjFuRjcqRAXLArJkpIka4HTSpSlQ76GT7RbstFXUPB4QC6Y47KDFFeHqB64EC1fEYV+cvWACn/OSoYB/xQBqWlNQ5/O6dFzxiooffz4cQYGBjhy5Mi0FJSeyDHNtskEgIrF43GWLVvGsmXuQ0g6naa7u5tz585x6NAhKioq8gGhydRiGhgYsCFgxswzY7XNC43SQxh7AypHAJDwRrzg7xFcZqhHJSuyf0pX7A0k5DwhKRIolTLMWUKECkQqyGg/EBCjlxrvPgQP8MjqOlJyP0nvEYitojp4FsoAFbqUlAwQyCAgqKRoCG7NH1eVrmBVcAdn/B8heAx4J1kWPAWPWDQraCeDcu6SANBx/7uc9e8jRhVZhlgWHGNj8CuWIWSmlbXNZqGwAJAxC0RhWvloxSQnkgGUm3GrpqaGHTt25GuZTNREagBls1n27duH53ls2fooieo2RC5m4Qzj3pRcF9MNqcoURFVyP3oXHyIWfVXjgjMXM3CcXD2fYWAZcJaRASAB+nH1f1LRcn70lY2+KyMzgypxQaoU4Gs1IQMgIT4FwR8gxhDxsA6PhTcde+Ewp3Xr1vHYY4/R0NCw6AtKT0cAqFhFRQXLly/PFzcvVYupqamJIAjKCu5Zmrkx88diLPQc+v+GymHQFQCo9wihfh4/fHV+mXp9EhmqUN2E4DMsx6ggSZU2MSxKoIPEaaI2vAPf+zYDUWAIhqiTh8l6oLqMbOwXZPwD1Kd/l5gupT6oYsjrBHqoDJ9MfUEGEMDq4Ok0hteRpZ+sNuYzk0Ky9MsJ2r2fkKWPFeF2PGKk6eWc/xB1uh7BQwm54O9kTfBkKlkyS1fUXA6sbTYLhQWAjFkAVJV0Oj1uMclys3G6urrYv3//iBm3iqeBL1e5NYD6+vrYvXs369evZ82aNQx6v4LIxaFW4IZv5YIzEAV3BERdIGi4YIau3OxbgvulRcH3CmfrurhdjbYVCATqsnli0eNduELPWSAcauaCDxXxPiolExWaFmIoKS4GjHLLx4AhBvHDGsIwJB4fGLHfLFmS0hfd9VzYPM+7LApKz0QAqFhxLabh4WGSySTpdJoHHniAmpqafPCtqqrqkms52SLQr33ta/nWt75FR0fHHlXdAiAizcAXgA1AG/BSVU1O9RyNuRyU2zYvOHIUtDqfIaOaiIaDXaRk8KhAdCmCUKtNDMs+YtQT0xj14RbWh6+nUpsZ8n5Bna4kTYdrv2Uvvq4B6lFtJCW7ueD/nCB4AjH/PmpUiIc7qMvcVTJLp1pXArA5+1L2xD/LMD0kvd1AmkGvncP+IXqDNjZlXx5N80C+HXbfBZXwYmfDmGlgRaDNQmEBIGPmuYmklY8XAFJVjhw5QldXF1u3bh1R6Nf3/XzRyokoJ+jU3t7O8ePHueGGGwo+uGYvWS6XvQPks2m80AWA/CgDKIUrupzLGAqBtWmXAdSXcLV8cgWac8PEctvNRkPAMkAHI4d9NWS3cXvwPxwdfIDHYh8npd3UXngc67K30bPxA/gVbQQMcwFXByh/zBKQ8vvwg9UM4AJAHhcDVIHXSoYh4lSVe0nHNRNDwCa6v1IFpbu6ui4pKN3c3EwiMfHhb3NVeLrcQszTRUSoqqoikUjQ3t7Otm3bGBwcJJlMcuTIEYaGhqitrc3XD6qpqWF4eHhS1/TVr341r3/969m6dWvhw/8f8H+q+kER+f+i3/9ses7OmMUrl5G7GIZ8XSK8HvzH0KgYM5KC8LoRiwh1xMPHk/Z+iad1KIMk9Fq2ZP8ToRqfagCUfoQYMU0QZzMhnQxLDI3axJAMPX4r3XwT1QZUQjZkXklDuAWfsT9M12sLW9N/QKd3kP3xdprDzQg+qiHn/YdZn302CRppCDfS4x0loY2k6aEuXEtCm8fctjETlc1miccXXsa3ufxYAMiYeWoyaeVjDQEbHh5m9+7dNDY2sm3btpJTXU92CNho6wVBwP79+wmCgB07doyYHjtM34Uf+1A+m+di19k9IoAX4IaIRYdaFS04HC0ZB5pS0BhATxxS6oJDGYVKGRn8SQHncbN29eKyeBQXDBoGhjzo9S5wfeULuZ4XApBdlqWnp4ezBzawv+4TnGz5Ctl4/4g3zlyR6K6K02SBGkYWk04zsODrDIwXcCosKN3S0oKq0tfXRzKZZP/+/WQyGerr62lubqaxsbGsDtJsZOKUUu5U7NMtF3gSEWpqaqipqclfy/7+fpLJJP/1X//Ff/zHfyAifOELX+DpT386K1euLHsft99+O21tbcUP/wrw1Ojn/wLuwQJAxoxqMQ75KuaFv00oraj3EAASPgsvfMmIZQShNng/g3yMrDyCp+uoCv4IlZ2EcgHVq/D1VoRaCF/MsP8elDQ+y5HgV8l47Xhaz5B3lJQmqA2vp186OOvdR0dFK83hVq7NvJQles2Yx5qggSa9ggrq8sPBBA8UVBRRj6uyL6Hdv5d+aadRr2JN8FQrAm2m1eU0W6pZ+CwAZMw8FIYhmUxmwmnlowVjLly4wMGDB9m8eXN+pqJS6052CFiphm9gYIBdu3bR0tJCS0vLJefgZ/6cC2cOsWTVNxBCQq1Gw+fj+d8jpMfddARUCooxCyQUMlFwp15B4tAVA+Ri3Z9Q3MxgMXXrDCkcxwV+MlzMzknjMoA8oI+j/CzxQV40/Gm8aEuxWCw/u1ON91IIhjgS+zIi7hoXFo3OZScN4mYpy81aVhEuIcbFTKuFaKIZRyJCfX099fX1IwpKd3V1ceLECVQ1P8RptILSs53llDOXgadS16GwOPcf/uEf8trXvpanPe1pHD16lE9+8pOkUil+8pOfTOVarVDVM9HPZ4EVk92QMYvdZNvmhUaoxgs+DMF5XAu5tOSNDKGGmuCtAChZUt6HCLzdoAnwUsTD30TCW+jyvgXhTaTlIGk5Q6WcpjF8NiEdSLCUIemlkizn/Z3EtJYYVSS0kQPxL/G49JvGbUMrdQmN4VV0e4epCBtJe900hZuo1KboOGOsCm6nYhozcY0ptpjfE8ziYgEgY+aRXD2Bzs5OmpqaJtyYFC8bhiGtra309PSwbdu2MYeNTDYDqNTxnT17lqNHj7Jlyxbq6+tH3d+ZY29mzZLPo4RRccaAQD9N1vsEKnvAG2YYSMnFIEvuDCpw2UG5mcOy6oozB7jfY7iZujrVBX7SuOBPbvr4XHaQTzQszBtiMDhNliEquHQ2tEDSrPQ206ZX0S+HSETb8HEZRLkgFbhMo2ZyRapDLngHWBpunsBVHdt8GAI2EYUFpcGlSSeTyTELSs9VICYMwxGZarNltABQsUQige/7vOMd7+Ad73hHPgthOqiqiojdxjSmSOEkDHB5fNBzAZ/y48GhtBJ4+xBdiy+7QdoJ/XeS1rejpEl5J1BixFhFWg4zyNWsyr4dMic4XfFRhqSDgDQeQk24iThVDNNJWgaI6dgBIMHj2sxdnPT/jz7vJMuzt7I2uAPB46j3EA/FvkYoASvCK7kt83ISJdp4Y6bKsoDMQmEBIGPmiVxa+fDwMEePHmX79u1T2t7Q0BC7du1i6dKlbNu2bdzO6mQDQIXCMOTAgQOkUim2b98+5lCfwsyhi8UZfWLha4iFr0HpIRNbR8pLjZjZKxcMKjyb3LTvab1Y8DmjLthDtG5hblOu+lBV9HgPLrOoimXERrlDuCS8mjb/HmrCRjq9BGlSVETbTkdfuaunQHv0GF4bn4u9hz9Of26sSzevTXfAKRaLjZgmPVdQ+tSpU/T391NVVUVdXR1hGM56sGu+Dz3LZR7kTEOw6pyIrFLVMyKyChe/NMZEiod8LfbAz0QoitKLUIW7teLhyy8QaQPiiAySiH0Y1eWEpFwtPjrxqCHDObJ0UastXJt5HW2xbyH41IZXUqsbSdFHjCoqtLyiuj6VrAmehh8k8KOPN51ykvtjXwKUDu8YR70HOC9HeEn6fflljJkOmUzG6v+YBcPe/YyZBwrTyn3fn3Ig5vz58xw+fJjrrrsun3UxnqkGgAYHB9m1axcrV67k2muvnXLASWggDP4GvDfkgzf54VZhBb6XLlredT9zORQduNm+lItFmUOgO3o8Hn1PRz9XUMeTUm/PD/8qFmpIu+xn2DtPnDhZTZBGQAbIkh0RYApwwacwOrCfxO6m8vi7eU72t2lubl5ws2TNdBCmVEHpc+fOMTg4yIMPPpgvgjzZgtITMdtFoCe636GhIWpqpvXu9TeAu4APRt+/Pp0bN2Yhm8gkDJebgE56Ym8kI3sBj9rg9xGtQfxW0BqQDOhKfDJUaS29cpqALOCTpoqsHGR1NFi6Qa/mpsyfsD77IvbFP0+/nCZGFddnXk6M8d/zh0iyK/ZVBuUCPhVcl30+S/UqeuQcw9JP0jtJlTbQyCqO+g9x2P85m4OnzOwFMpeVgYGB6W6bjZkxFgAyZg4VppXnikmKyKRq8YDrrA4PD3Pq1Cm2b99ORUXF+CtFphIAymQyPProo1x//fU0NjaWtc5otYNGHJNuJIxyfXJZQkrI4IU7aFz+nfwMrrnhYYob8tXFxQyhXLAnjns8g4cQksK9AVYCtbqclwx9lyV6VcnjyJLiJxUf4YJ3HKiiMWyhhyS9Xj814RqGpB1PsigXh5pVEc1YhqtD9OgVX+XZR14zYpas5uZmmpubJ/R3goU3BGwicgWlly9fzuDgINddd12+oPS+ffvIZrM0NDTQ1NRUdkHpiZirItDlDgHr7++fdCfz5S9/Offccw/AJhE5BbwLF/j5ooj8Nq5U1ksntXFjFpFSbbMZqdd/NxnZg7AUyNLvf4yG7PsQ77soHqLLEJYDXTSFr+GknMaXC4hWE5MKMuEK0vQSj2YLCwnxqeG6zKuo0EoS1ONT3vv7ntg3SEkfDdpChiF2x77G4zOvo4p6huhF8PGIMUw/9eFyzspBNmMBIDN9+vv7bQp4s2BYAMiYOZKr91NcTHKyH7RzGTgiwi233DLh7UwmABSGIYcPHyaTyfCEJzxh2gNOPtcCcTQaYKUAYYyhrheztOlqgvhH8sGf3tCnTXwGXF4OPi4LJ8C90YVAD3GyBPlMogQx6nUldw59fNTgD0BS2jno/4QBrx3Fd0Eo9akN17BcN1M9uIGT1b8g42Xyw80EF1zKHUPK62PlmhWsW7M+P0tWV1cXe/bsIQgCGhsb87NkzUUGyljmoiBz4R33woLSQRDQ29ubLygN0NjYOGZB6YmYb0Wgi03lLuPnPpcfhlj8qeqOSW3QmEVotLbZjJTxHkVojGoFxVFCQukmHv4R6n0e9zbTgei1oFtRvZW41gDDiNaSoReNSo4FZHjM/zIdfisAzeEGbsm+pKwAUJY0fXKORm0BIE4VSBdDkmRFeBUbwpt5xPsGSkiMClbpVVTTOCPXxFy+LAPILCQWADJmDkx3WvmZM2c4duwY119/PXv37p3UNiYaABoeHmbnzp0sW7aMqqqqCWexlHPOPmuIB08izo+IqxIAydRamuueQY2+EtIfIiTEw8OTndT6b2FYfgK4TJzCoWPnNE5GXLnpEPfml9YEEq6nljVjHkeSdnrFDf0SPEJCUtLPjdnHEQhkNWRD/1O5ULebHukkxBUKzQ0/C4GV4ZVURDOZFAY1NmzYQBAEdHd309XVxdGjR0sWRZ7M9ZsucxEAGi0Q4/v+iILSmUyG7u7uMQtKT8d+Z9psZAAZY8ZmQ77K5+tqstKG0IhGrZ2ny/HC30T1SlQeA12DF/4mQi1L9XF0yC9QfAY5RBVrSOgyEOGk9zDn/UM06wYAuqSNNv9+ri5jmJZPnAS1pOgjQR0hWRSlglo8PJ6ZeT1xjdPhtVFJDdXawObgaXTLabKkqdNlVhTaTJkFgMxCYgEgY2ZRcTHJqX7QDIKA/fv3k81m80WXc4GciWZCTKT2UG5a+WuvvZbm5mbOnj07mcMflzJAtT6AJ4AHnsLS+Cm6vRPASoB8zZ5avYnN2U/ysP/nnJavopLFxwV/zhIjkb2NIP4LQrIuQ0gTpIhxXo7SSyeNrB/1OHwqyKIEGuJJGlEhRgJfEmwIb+bC8Dl65Bx9eoJAOkasG7hDZ3t29CQL3/fz082DK4rc1dXFqVOn6Ovro6amJh/UqKqqmvWZJuYyA2g88Xh83ILSuYBRObWX5nsAaHBw0NLMjZlm0902Xw7qg/eSjP0OId1AQCJ8Cgl1M29J+CLgRSOWXxf+KilviAPeF/GpYVhT7Pa+wPX8Bn3SQYKL72sJ6uiT8urRC8KW7K/wWOxLpOgjlJArs0+hVl2bECfB07N/SJecICCgXldwyP8Jp/xdCB4VWs3jsi+nPlremMkYGBiwttksGBYAMmaWTHdaeX9/P7t372bNmjWsXbs2vz3f98v+MFmonAwgVaW1tZXu7u5LppWfiSBBJngUjfUzWNAXr5Q0fvyXwI5Llk/QQrU+iZPeV/MzhWWBDFk64vfSmL2entgRQtIMSpYKsogKx/0HWJe9ddTjiFGNTxUhGTyNkyLFknApTWELXXKKAW+AeHoJJ+QsHkG+/tBwtP9GrSPwBgnIlJXSnkgkWLVqFatWrUJVGRgYIJlMcujQIVKpFKpKIpGgurp6VmadmE8ZQOMpVVA6l1mVq700VkHpuQwAlfO3tDoDxkwvG/I1OXHdTFPmY2S87yA0kwh/C2H0fodHjHNyhiXhU6mIgj0X5BBJOUaDruYUj1JNMwDD0sP6oPyZUBt0DU/I/A5D0k1cq/LbyfGJsUw3AnBeWjnh72RpuB5B6Jcu9vjf5bbsqyZ6CYzJs+xcs5BYAMiYWZDNZslk3LCgcjuYY33obm9v5/jx49xwww3U1dWNeG6yxZw9zxuz+HQqlWLXrl00NTVdMq2853nTHiTo7+/n2PH7WX+L+z1X62fYA4/UqOsJikZ1fnLi0bodsb304974PGCQAWJemgdiX+G27OtGnRY2JYNsyfwqx/2fkZJ+KrWBFeHjuCZ4OlVaxaPpn/Gt5n/hrPRQgSsArbjsHx/IygChZvEm8ZYrItTW1lJbW8vatWsJw5A9e/bkaz4B+QyXhoaGGQlezOcMoLHkCkpXV1fT0tKSr71UqqB0U1MTsVhszmYBC4KAysrKcZezNHNjps9k2mbjZOURhmK/i5v2QAm9n1Cd/QTC6MPBMwxQw3JCXHvoiU8gKVrCm+kNztLuP4YCq4MbWB+WHwACqKCGCh3/vTEtQ/jqR7WLoFJrGZDkhPZlTDHLADILiQWAjJlBxWnl5XYuRwuoZLNZ9u3bB8COHTuIxS79J5zLAJqosWbl6urqYv/+/WzatImlS5eWXHc6MydyNY223HITrq6AmwssBBQhnbli1HVTOhDN83XxXDyi2bhwQZkAqIBo1q6ANv8ge/wfszHYxpAMUq9NVEYzkwDUaTOVNHND9qUc9h/kqHeEs/4usnyZChI81HQ3w9JHhotTy+e6wGlgCSFrwi35DudUeJ5HRUUFq1evpr6+nkwmQzKZ5Ny5cxw+fJhEIpGfXWy6pptfSBlAYylVULqnp4dkMpkvKJ1Kpejt7aW5uXlWA0HlBp6sk2nM1E22bTYXDfvvwrXITe62izxKxvsuFeELR12nObySR/3/QomycsLrqA1W44nPluB5+Zo/hcPBJqpdjrLbv4+AgOvD7WwIN494vlaXohKS0RQxKuiVc7SEWya9P2PA2mazsFgAyJgZEoYhmUxmUmnluSBO4Qfg3t5e9uzZw/r161mzZvSixZPNACp1fKrK0aNH6ezsZOvWraNmKExlCvlCYRhy8OBBhoeH2b59O368n7T6iLhwTlxhOKghm7ph1G3UsiEqDB2dF+7+ZC6DCFwgKReoUUJ8Bvha/J9Z629HVKggwTOzL2O5uuu8RNfRQTuPVrjpbTNUsT68kh7vNFdnt9MVP0NVWJUPUg3hhn+FQD0QI8bm4PYpX59S4vE4y5cvZ/ny5QAlhzxNdrr5nNmuOZTb50x/KPN9P39twBWUfvjhh+ns7KStrY1YLEZzczNNTU2TKig9EROZBcw6mcZM3lTaZnNRKB2Qm9gAISRE6Rp9eQK6vePU6DJ65TQDXCDwQvrkTH7I1lQCPwDn5CTfi3+emrAeQfi/2P/yzMzLWKdX55dp1FXcnH0hu2PfI9QMK8KruTawiRDN1AwMDORrERoz31kAyJhppqoMDw/na3VMJoshFwCKx+OoKidPnqS9vZ0bb7xx3A9/EynmPJZ0Os3u3bupra1l27ZtY57HdASACmcV27x5MyJCIJ9DJZMfzhUKJPwBesPR07zrdD0pYvhk3Tq4gIyPCwS5LCJIcTEglNWAPd4vqAobqPLqSWmab8c+xV2Zt3FBTvHuyudx3muLlvfwtBEISDOIABVBFUNeH/VUcYEhFBdwqgCWAtdlnkszLVO6PuWqqqpizZo1rFmzZtqmm18sGUDjicfj+L7Ppk2bEJFLinFXV1ePKMY9nddkIgGgXLDPGFM+VSUIgvyQLyv0PDWx8Ilkve+iLAEyCDF8vXnU5VP0kaKXOtYwSA9LWckgnTwS/xRPyr6JOnUTO2RJI3ijDskeyzFvHxVaSV00zXuoAa3+LtZlrx6xXEu4hdXp61CCsuryGTOegYEBNmzYMNeHYUxZLABkzDRSVTKZDD09PbS3t7Nly+TSinP1eDKZDHv27KGiooIdO3aU9QFxvFo+5eju7mbv3r1cffXVZX3YnGoAKDfEbPPmzfmZsACy/udIQb57lgYqRFEdGnVbK7gej1UMcTpfC8hVKHDrh7jhYEpBRpAEwBAPx79CTBPU6HIO4LM9+2S+WvEPnJW2fD2fkJBBSdIurazSq0hKB5uHn8Dhqp9Rox4iAUOkiQON6rEt+3z+IP3pSV+bUsoNyEzHdPOF25pNc1WMGS6ea3Ex7sHBQZLJJEeOHGFoaIja2tp8hlCpgtITUZzxNxqrAWTMxOXa5iAILOtnmlQF72aIIbLeT4BqKoP3ERsjABSnCsGnS46SoDYK8lTgkyApbVTpEnb636Hd24eIcG32KVwVPn5CxxSjgiC6+QMQkCWupTNf3QyiFgQ008Oyc81CYgEgY6ZJGIak02lUNV9MdrJ836e7u5u2tjauvPJKVq5cWfa6UwkAqSptbW2cO3eOW2+9laqqqrLWy9UAmsz+jh07xvnz50sOMcvSQxwXuAFIEAVzdPQP2xVUcWf27/hC7NVkGSTk4mxcQbQtDyge1JT7OJCRFH2cA2J8KvFmznntZOXiEDIPSKBkZJiVwUauDG9gW/IZ/F8mRm1dLRVUko6mmn9h5g9ZwYYJX5eZUmq6+dyU6aWmm89ZqEWgp5OIUFNTQ01NzYiC0l1dXaMWlJ6IcmsA5Yb1GWPKU9g2W/Bn+igd+NKNUI8X3kw8fPKYy8dIcEP4Mn7gv4NhBvFJsEJvQiSGrxUc9n/BKX8PzeFaQg3ZHfshdZllrNAryz6mTcHNHPZ2ck5OIbg6Q9eFl84Yasx0GxwctACQWTAsAGTMFBUXk/Q8b9KFmHPbGxgYoKenh1tvvZXq6urxVyow2SFgmUyGoaEhhoaG2L59+4SyL3JFqycim80yNDSUr/dTan8qIdkQagNAoT8Gvgjj7WqjPgG0jkEZzA8fUy5mAuV+zwV1cj/nBJJltTajMkCGgRHPh4Dg8bz0a3lJ9k0AnAvOcVPfs+msbwUVmqjiKdmX0cj8HqpTPGV68XTzuYBGrlbGbJrLDKBylMquKi4onRtuV19fP25wp9whYDYNvDHlKdU2m+mh9JKKvxLoRqki9P6PlJwjkf0SMkZWzWq9hWdm389D/qfw1CcmCSp1KcvCzRzxv0RtuDTKDPKIayXdcqasAFBAloAMdTTx/MyrOe4dIERZp9fQqEvGXd+YqbLsXLOQWADImClQVdLp9CXFJGOxGNlsdpy1L5WruxOGIZs2bZpw8AcmNxyrp6eHvXv3Eo/Hufbaa2d8n319fezevZt4PM6mTZtG7ZgH4UmaCqI2zSF0x8fPNvql96/49JPFZfz4uAygwsnji4M/cSpQXL2hhMaJESdOgjg1xLWPtLjgD4CPzzJdO2KfVw1uY3v6qWQkRa02kaC87KnJmInsmFLTzff09NDV1UVHRwdBEKCqMzrdfKH5lgE0nlIFpbu7u+no6KC1tXXcgtITqQFknUxjxjZa22ymRyj7gD6gIWpLm0D2Ax3AijHXXc3NPD14O0lpw9cKGjIbiFFJjTZx1jtEIprKPSspqqgf91iOeTvZ6f8IJWBFeAXbgueyZYJDx4yZKhsCZhYSCwAZM0m5Gj2l0sonkwGUq4Nz9dVX09PTM+mZlyay78IC0zfddBM7d+6c1AfviQSATp8+TVtbGzfeeCN79uwZ8zyrgxSirvgzgChUZ4XOca5Nj5xAxKM6jBN4mXztnwD3pudH3xNBI3XpFVzwT5Px0+D5xNWnjkbiVFCnLWS8s1GA6GLtoJAM/5L4M1YNXs013AK4a1nPkkvHli1QnuflhzPV1tbmOzfnz5+fsenmC833DKDxxONxli1blp8VZLyC0uWe78DAgA0BM2YMuawfG/I1c4RqIERRJDf/pSiUeeOjlmXUqntvTJNGUa4NnkK3d4YuOYkSsirYxJrwujG30yntPBL7Hs3hKmLEOe+1sZt72BrcObUTNGaC+vv7rW02C4YFgIyZoHLSyicSECmcaj1Xd6e/v3/SQ8jK3Xc2m2Xv3r34vp8vMJ0bPlbu7FA55dQACsOQAwcOkE6n2bFjB7FYDBEZNQCkuMBLdwwGo3eqmiwkslXjBseWDF7PUPXnOO9lSQE1uMlqPa0goXXcnH0BTw9+hytCN518NsxyNP0o7UNHOJF9hOOxPaS8LEdr24AKPD9OQCafSQRCn/Twicr38L7hLy76Dxi5ulblTDc/HQWRc/uci7pDM2W0gtKtra0MDw8zPDzM2bNnx71+VmfAmNJsyNfsEd2CF95G6P0UJUTwiAW/jZSRsQOQ5BztcpgYcVZxFZXUUk0Dt2deTa+cx8OnQVdGhZpH1yedeOoRi6aKqNelnJfjUz4/YybK6vOZhcQCQMZMQBiGZDKZcdPKy/3gmkql2LVrFw0NDSOmWp9KDSHf90mlUmMukxuCtWHDBlavXp1/PBc8mmgAaLwaQENDQ+zatYsVK1Zw7bXX5q/PWMGqUE7R79cwLAP5xwZikBp+6pj7On36NJy4liNPijMQFWPuxiXmNJLl2vAGXpZ9F7UFdQFixLhGtnNN9XbgN1CUXwTf4vP6QYK0MOBl0UQmv7xGFYF66CLJOYSpBzwmYraDI6X2N9p087mCyJOZbr7QXGQAzdZ1LVVQ+r777mN4eHjcgtLTlQEkIn8CvA73T2M38BpVHZ7yho2ZA+W2zWZ6CB4Vwb8Q6NdROYEXXo+nzyxr3Q5O8gP/04gKISEV8Z/xjPRvUUMDcRIsKRpePZZKrSEkyAehhqSPBh17CJoxM2FgYGBSZRuMmQsWADKmDKqaH/IFTEsH88KFCxw8eJBNmzaxdOnSEc9NtpAzjJ8B1N7ezokTJ7jxxhsvySTIzSAWj8dHWXvi++zs7OTAgQNcd911NDU1lb2epy2kPUVCj0QmRAWGY0LaqywZAArDkIMHDzI8PEzNjjj9IgzjPt0GuDo/IiEVunxE8KeU43KI/YlH6Ko4S1rSDDGYH9kVAKGG+GEMPxunKqhlmMxYm1vwxguMTOd08+XucybM1bAzEcH3fTZs2HBJQenjx48jIvT39zMwMEAmk6GiovS0xhPY3xrgDcB1qjokIl8EfgP41NTPxpjZU9w2W9bP7BFixMIXT3i9Pd7PSGg19bh6aWc4xglvP9fqxOv2rNCNXBHeRJu/G1GPKq3l5uwdE96OMVMVhuGEZ/80Zq7YK9WYcagqmUyGIAimJfAThiGtra309PSwbdu2ksM9fN/Pd2gnarTgURAE7Nu3D1Vl+/btJRuqyRSQHm29wqFto53nWEPAhJUk0jfT2P0LJHQBnOHKOBdk1SXrpFIpdu7cydKlS9m8eTP3e99niGEKy3DnZgGLawNHvJ0M0M0SXc1qvSqqYeB0yGnujX+daq2jKmym1z9KSDa/fgiIQK3U8eT2X+PgiVZUlYqKCvr7+6mpqVl0d58nGowZb7r56urqfP2gwunmC81FMGYy2W/Tofj6lioo/eCDD/LlL3+ZkydPcuedd3LHHXdwxx13cOutt0729RYDqkQkA1QDp6fhVIyZNdPdNptJCE4i2oP6G0HKy37IkiZW8PHDI0YgmUnVzxOEW4Jnc2W4lSxp6nQJFVROfEPGTMFCm7TCGAsAGTOOMAwn3cEsbhRyQ6GWLl3Ktm3bRt3eVIaA5bJ4CvX397N7925aWlpoaWkZdb/TFQDKZDLs3r2b6urqEUPbio0VAAJo7h7GzwIeoFA9mKbeW0tvwTrd3d3s3bt3RCZVs64gG83ZlTvTAMgo+MR52P8ecSo4xINcHzyJawtmDDkvp4hrnAoSLNcraNcTZCQTFX92YlTwivRbefGKP4AVLquqs7OTtra2/BCdJUuW0NTUNOVsjVLmYgjYVIIxxdPNDw4O0tXVdcl0801NTfnss6nuczKCIJiTDILxgl3xeJzbbruNJzzhCdx+++18/OMf50c/+hGf+tSnuPXWWye8P1VtF5G/BU4AQ8D3VfX7kz4BY+bAVNpmM0Wq+MMfxE99AoihUku29r9Rf9O4q16pt/Bz7yugbvp2JWR1ePWkD0UQGqKC0sbMFQsCmYXEAkDGjMPzvEl9KCyup5ObPenaa6/N39kfa93pKgJ95swZjh07xpYtW6ivH7tA42QDQIWBnN7eXvbs2cPGjRtZuXLllPbnh49ABS6K44NkoCrzY8LQ1Ro4efIkp06d4pZbbhkx9rqRJS5TJ/o9dyU9fHq9Dg7Lg6iErAw3AnBNuA0/ejuspJqMZGgMl1FNA6H4ZCBfitLNJhZyQ/iE/P4qKiqoq6vjiiuuyNfD6ezspL29nTAM88OfZmP69JkwncWRC+vfFE43n0wmOXnyJABNTU0MDQ3NaFHmUuZqCNhEAk+qytq1a7nrrru46667JrU/EWkCfgW4Alci60si8kpV/eykNmjMHLBCz3NHsr/AT30S1SoQH7Sb2MAfkan/4bjrbtQbIYRWeYQYFTwu+0KadAVM4rOzohzwdrHHexAPn1vCJ7Ax3DyJMzJm8ma7r2LMVFkAyJgZksviEREOHjzI4OAg27dvLysjZKpFoIMgKDnr1nimmgGUqy900003UVNTM+56IzKA5CvAX4AOouEGlBOkaiHeA16Im4c9AV5whjAM2bNnD2EY5mcwK9TIclZoC+fkFEo+fsS64Dp2+z8hQQLw6PRPk9IhQkJyW1gXXsOKcBfnvXZWhetpCTdyWHYRSlRHSCGudSSls2TKemE9nCuuuIJsNksymcwHACsrK0cMf1oId4xm8s5W4XTz4LLHkskk586d48CBA1RVVeVnF5vp4XVzGQAqZ+jZNGYoPQM4pqodACLyFeA2wAJAZsFYCO+di5WEx1zbLdH7llYjwVFQdWOkx7FRb3SBICCtbhr4yTji7efn/vdYqisJCfmx/00SWska3TCp7RkzGel0elpmPzVmtlgAyJgZ4vs+/f39HDp0iBUrVrB58+ayO6xTLQKdTqd54IEHWLVq1YhZt8pZd7L7bW9vp6qqatT6QqPtz5OfQubVEO8lG6025J3OD7eSGggyQAV4Cv5QB+ceO8uVV17FunXrSp5bBQn+Nvs1/ij+TIboAWBpuJZtwXYe8u8mRgKfGBkydHntxLkYlItTwTOyv85ZOUFIyJOyL+Qtlb9OmmF8fBp0ORmGSBTVGRjtDlAsFmPZsmUsW+ZS1HPDn3LTf9fX1+cDHOUW356LVOPZ2l88Hmf58uV0dHSwYcMGPM+jq6trxPC66ZxuvtBcBYDKrT00jVPAnwAeLyLVuCFgdwAPTceGjTGLn3oboxs4gQsCySDqXVlW8KfYeEPBx9LmHaJem/Lt8RDVnPSOsibYMKntGTMZAwMDZd30NGa+sACQMTMknU6zd+9ebrjhBhobGye07lSGgCWTSZLJJNu2bZvUficaABocHKStrY3a2lpuvPHGCQUKVjb+K418HE1BoBATGI5dHLIFkBWoqHBDsESA6na2Pu3V1MvBEcWbi13NFr6U2ctDcg8D9HBAf8yj8W8zKL2ogoeHpz7NJaaMjRGnRa8EICDgSdnn80D8B/gaIyUDXBPcxJZwR375iZxzdXU11dXVtLS0EIYhvb29dHV15Yc/5bKD6urq5s3whtzUyrO9T8/zZny6+VL7nG3lZgDlioxPlareLyL/CzwCZIFHgX+f8oaNMYtIN/B3CK0o24E/AlzQXeO3ESR+Bz/177gaQE1kaz42qb0oygDdCEI1DWO268WqtJqUN0ydNgCQIU2l2lTcZnZNV9tszGyxAJAx45joB98gCDhw4ACpVIotW7ZMOAgDkxsCFoYhhw4dor+/n/r6+kntd6IBoI6ODg4dOsSaNWvGLsSp3Uh4DxCi8kREW5Hs91kd+zgkQTzwKiHMQtb14xDIF172GFkeIJ7oIAzehh98eMzja6CZJ+tz+Qv/ORyUR8hKlpCQDCkaWEYgIVcG28fcho/PC7N3cd47R6ecpjKs5MpwM1+PfYIdwTNYq1eVc6lK8jyPxsbG/N8qN/zp9OnT9PX15Yc/jTVb1myYi4yjUvscb7r5wtmzyp1uvtB8DwBN511GVX0X8K5p2Zgxc8CGgM2kFMJLgFbAR7gP2IPyCXKtcVD1VoLEK0GTBPHvov5vA3X42Xch+riy9hKQ5X7/btpjhxCE1eFVbAuek6/JN54twTZOyFHOyimUkAZt5ppwy2RO2JhJGxgYmK7sXGNmhQWAjClDuSnKudm2cgGRyZpoACg3u9jy5cu58soreeSRRya933ICQKrKkSNHSCaTbN++nWQySV9f3ygLnyOWeRFwBqUDP511kZ0kLrqTK9KTcbV+YjWQjY8/I6x6Px2ZKjSKvfyMA/IwgYQIPoISSkg8rGJr9k6qWTLm+t108vPYD3hi8CzOeEc57O3mgtfB0mAV98S/znMzrwSmZ+rw3PCn5cuXl5wtK5ftMhcZOXOVATSW6ZhuvlC5gZjpVm5tH+tkGmNmx07QNqDG3aFBgXuAC0DBjFveagL/M6j/D7hkwpAg/iL8zA8RvW7cvbTKo5yWQywN14AIp7xDNOtqrg7Lm92wgWZemH0F57x2BGFluJYqLAPIzK7BwUHLADILigWAjJkm7e3tHD9+PD/b1uHDh6dcyLkcuSyc6667jqamJsIwnFL9oPHWTafT7N69m7q6uvxU9iXXCw8h+i9I8DAaHod4N/5QdE4pLqb25ATAANSeguxaCGKuy+nlAkQFRD1EW8o6pz3ySwLJUPh2Jwhrguto0euoKKrlU6zVO8Bh7wANdNAr7dRqPXu9h+mnG0S5UZ7AGq6Z9lkgSs2Wlct26enpYc+ePSxdupQlS5ZQW1s7owGa+ZIBNJ7JTDdfaL7XALI0c2NGmkr9GDMKzeJf+Fv8vnYAwrp6gqVLR52lS/1P4RrwXBs7ROh9DT8YPwDUzXkqqYuGfQlVWkePnJ/Q4dZQZzN/mTnV399vN2fMgmIBIGOmKJvNsm/fPoARs21NZSavcgIxqkprays9PT0jZhfzPG/SHeLxag/lAg9XX301y5cvH/149S+JDf8lqJs1S4tPpXBedSA/Z7u4gE/TSRcAQtxiPU24G5G47XlBDC/8m7LOKSuAxkDcThQlUDjrneUQO3l+9jWjrntOzvBj/wd0S5JQldNynIwMUk0tcRJ0cZZH/V/SIpvKOpap8Dwvn80yODjIhg0bGBwc5OTJk/T19VFbW5t/frqLI89FAGiqwZhyppvPZVQ1NDTkX8PzfQiYdTKNMTPJ7/4wfv+9uNY3wOvvReMhYeMLgKWXrqAx1zDnCTD+bKfgZuw8xm5qqAdgWPppCJePs5Yx84vdnDELjQWAjCnDaHcZ+/r62L17N+vXr2fNmjUjnptKAGi8D9upVIpdu3bR1NTE1q1bp+3D+WgBIFXl1KlTnDp1iltuuYXq6upL1rsYAOogNvSXeH3ks3w0zsj+oBc9N4gLBuXEcYEegVgWSAO90NQO6kO4BNQDHfLRFg+8C+AvGXPmkWW6jgbW0qnHUQkIFeLaQLf0s8ffSbXeTT8D3Bw+3p0ryiFvH63efn7kfY9zchYlS1aydNFDr7RTRSX9fpLGcCkdco40qYld6ClSVRKJBPX19flsl/7+/kuKIy9ZsoSGhoYpD2taKBlAYyk13Xx3dzfnz5/n8OHDJBIJPM+jtrZ21s/XAkDGmPlChn4MGoDUA0OgGWRwBcLNeMF7CKuejFbfcXH54K1o7C24BhugHi94WVn7ukpv4byeot1zNYBawk1sDG+c9nMyZiZZ22wWGgsAGTMJqsrJkydpb2/nxhtvLPnGP5UA0Fg6Ozs5cOAAmzdvztc+mS6e55HJZEY8FgQB+/btQ1XZsWNHyQ+qLkAWQvbvgL9BOnB9wUqgAiQFQXVB0k8l0MGlNXwywHD0PLihYh4wBBKAnwLqgf4h6N8OXg2auJLMhs9BfPUlx5UlS6scoJM+hDqGGSQEsiLENMMgvSTlHLv9B1ivV9GkS9npPcT9/r20SRs/93/KgNdPY9jEIN1kpJ+4BAyTZpA0ldLIKe8IgUz/33kiRIS6ujrq6upYv359vjhyZ2cnR44cIR6P57ODampqJhzcWAwBoGLxeJxly5axbJmrZzE0NERrayudnZ2cP3+euro6mpqaZiSjqlgQBCWHpBWzOgPGjGRDwGZAbA35lFyqgTReug8v/Y8o4Pf/N9nGPyeseAZ4cfzEqwizzaj3ZdAGvOCPEdaWtSufGI8Lnkd/+EREhGrqJzQLWLEB+uiVbhJU0qzLxl/BmGkwODhoASCzoFgAyJgJymQy7N27l3g8PmpABFwAKJ1Ol3xuMlSVo0eP0tnZydatW6msHLt2zWQUD+UaHBxk586dtLS00NLSMuoH8ph/jOuueTokhvA6QYaiJ3zcMLAs+B0Q1IIXB9IuoFNSBpctVJgdFAf6cTPQduECQ/4QNDYgqUPETv4+2Y3fuGRTj8nPOOA9zHLWMah9DNGO4OERp5oahmSAfukm1IAUwwDs8h5iua7mW/7dhKL46pOSFAPSSxyPWJTKlCJDp5ynJbiCrKTn1YeQ4uLIw8PDdHV10dbWxsDAAHV1dfmAUG7o4FjmIgAEs1t4uqqqitraWlauXMnSpUtndLr5YhOZBr6+vn5a922MMYWyzX9BxdBPIIwmdvBqUGLgNwKg2SFiO/8UstWgSrj8eWSv/1fwnlf2PkJCdsn9HJSdeDHhpuwT2aDXTOm4z0k7P4x9lSxuts+bg8dzS3jblLZpTDn6+/tZuXLlXB+GMWWzAJAxE5CrgbNx40ZWrVo15rLTmQGUTqfZtWsX9fX1bNu2bcbqlBQGgHJDY7Zs2UJDQ8MlyyqKcgw4Tm3NKyDuoj5+d7SA4AI3qYu/+v3Rc8NcnOar+DP+MCOHhYGbXES5OC98f7RM1zlY1YQnO0uez0EeI0sWRGnWFQzrIP3Si4cwyCANYZO7o0mMem2MDkdIk2JYhklQQQUJ4hqjV84RI04ML+peZhGNUSmVVGstvYwyC9oMmGhAprKyktWrV7N69WpUlb6+Pjo7O9mzZw9hGOYzXXK1cKa6v4UqVwNopqebLzaRWcBWr740080YYybKS38GP/NBRAcJB5ZB71rChjsJl72WdMsv8YbuAQSCJLHkBy422ec7IZUCr9bV6ev4Nl77pwjXvq7sfR+QR9np/YLl2kJah/lZ7NtUZ2tZrpN/f7vX/zZVWkM1tYSEPObfxzq9iiVqNYXMzLIMILPQWADImDK1tbVx9uzZkjVwSvF9n2w2O6V9qird3d3s27ePa665Jj9cpdx1J/rBNFcD6NChQ/T29o4oLl0opJNU7BWoPEJCXY0ABMiCVkXZPRlGBnkKZ/NKu2Xzs6dr0VfAxfFiIdCHCyYpLgMot+1Q4XQS3bgJ6XuQ2N7fQqrbyVYlOLj0Nh5dEpBiiJ6wk3T6DFlJUUMdq3Utg/FhhBjLdA3Pyr6YalzjvTW8jXv879GkzbTJBSqopJZ6YlSiGjJIFhUXAkpKN4NhFn8BvZUWBjeuuOIKstksyWQyH/CrrKwcMXV6bojF5RQAKlacUZVOp+nq6pr0dPOl9ms1gIyZuMvhfWkmSPYHxNJ/BgQQ9OFVnkWHT+Cf3olkOwlW/xlh7YvcwtlTaM/fu4wgqYChQffdi659kEF6HoYJBIBO0EqjLiNGDKGKCk1wXk5NOgCUJcuQ9LMimh3Ui/4bZnBS2zNmImwWMLPQLJxPLcbModbWVlKpFDt27Cg7+yYWi00pA8jzPI4dO0ZHRwe33nrrhD5YTvZDexAEnD17ljVr1pQsLp3iGJ2x11Hj3YdPQDyMJv9Q8AfA74kWrMMFeEIuDQKBC+hkxa0czfaVp1ysJRlEP/tuca8fvFzwJ7etUAm9JxJ/4A5Ym4YKiGma6zu/x/u64K2rYW9NnIpEBZuz13NH14voGuogHBCuDm7hhprtNDYvyRepvi68kWqtpl6budf/Md3eBUQ97ky/hKPefo75+8gSABVkEH5U8QPW1F3Jc7t+HUUZYpAhGaBaa6hi/tdricViI2rhDA4OkkwmaW1tZXh4mPr6egYHB2ekntVY5mJIXbmzgFVUVIw53Xx9fT3Nzc2jTjdfrNwhYHaX0RgzHbzgW0AaVKKbM4LUDqO9y/EufIZg9Z9dXDjWQnbF5/CT70My51FvGAnPgQ6ClwCJQc0mvPbv4D/2NiTbR7DqWQS3/i3ELt4sCwnp4QIhARUk6CVJNTWIQEYzVDL+jbXRxIixXNfQKedZossZZhDBo16bJn+RjCmTtc1mobEAkDFluPLKKyf8gXQqQ8AymQwDAwMMDQ2xffv2CQ/5msyU1t3d3Rw8eJDa2lquvvrqS54P6KUz/mSq5QKKi+9UpyGRAkKQXlyWThA9WQkM4d5lckO4APqrUInTzzLq0m3gBRczgcAFg3LreBd/Pn28hbWrTo0MKrkDQzLt4KXdsrmgEdAA/Fsb7BnO8Ks7Mjwae5Sq5iZemH0lCSqID1bRf66PM3vOEIZhPotjXf1GXqlX8czgeVyQC8TU52rdxEk5xkcq3s/P/XuooY6ALMM6zNdrPk+sIcb/Vf4vXd45loTLuD14Ls/P/iYbdfqniJ/JjJzq6mqqq6tZs2YNYRjS29vLwYMHOXz48CVDn+ZiyvSZNJlp4EtNN9/b20tXV9eo080Xs1nAjDEzKnuEWN87kfAkYfw2qKghf+cl15SEHqiCXHyPkv77iR37XSRzDq2+hTD7FPyuT0IimsbTS6HNTyKsv434T37dre/5+KdcTb5gxz+7TRPysPyIk3IYwe0nTYpznCKQLEvDlawPp1YD6Pbsndwb+zbnpJ2EVnJH9oXUMXL4epYsKYaopBqf6a3lZi5fAwMDNkGDWVAsAGRMGSYznGuyAaCenh727t1LVVUVGzdunNSH7Ny+Y7Hx/4nnZjQ7ffo01157LWfPni253IB8jyq5kP89noHKQVyNnxQug0ZxQRsPV6enAriAC/B4QBYuVHyA1mA5mzdfTbjv2Xhe16U7k2j53OUbgNX+abIXPOIaQmEyVCho6F9cLxt9ncYFoHzYsgr+cA98ZEuGH8S+xy9jP+a6cCs7/Nu4unYLT1//q2hWSSaTnD17lkOHDrmMq+XCA8sfprOik2ru5dnZZ9ASbCDrZ0jSxbCk8BF6Y118Yu0HqfBD4gjn/T5+4P0PceLclXljfnjZQuN5Ho2NjdTW1rJ+/XoSiQTJZJLTp0/T19dHVVXVlIY+zTeTCQAVy12zxsZGoPR087maS7kZ2SZSBNo6mcZcZEPAnKz8lKHYe4FeYuGdVAZ/jhDNXhh2EU++GMIekAr84IuEwVaoWAJ0unYzBO2sRXSI7Io3ufXSZ4gffjGEg6Ae0vcz/Oy9aMVSyK4DSUM6TbDqj/AuPAhhGmLR+5MH/pkf5pvws7RxXA6wgnUIQrd00KIruFJvRANlSXYlcRl/QoKx1FDHc7MvI0OaGPFLZhNrl+P8X+ybZMhQo7U8M/hVlthMYWYa2M0Zs9BYAMiYGTLRAFDh1PI333wzhw8fnnQGke/7I2bzGk02m2Xfvn14nsf27dsZHh4edZ8ine44cf3FijQwEH3l6vMUqsQFhoZwWTsAvsfx4Y3cuOPpxHyfoZonU526G4kVBddyWT4CDIPGlhLzeyDIuPo/Ae7dSwHq0KrbIflDyKbcY+24WcSy0fFdgLuWwUe2uKcHSXO/90sOege5IbiRa4NttMTW54dCqSrJwSQf109xqLuVRxt2k65I80X/a/xe9lUk4tV0eeeJEeABqdNraH3VT9GO1VA1wMaPvYj49odp9R5lUAao1oXdMchlHMXjcZYvX87y5ctLDn0qnCmrnODjfDMdAaBipaabTyaTI2ZkGxoaIpPJjDsj2+DgIHV1ddN6fMaYhS2Q/QzEf8cN5yJG2v8sEFAVvA8AyTwcDddy7ZBqHC/zEOn6e/HC7yKZ85A8C4kAXf4swiZX+8cbeMhl9BAD7QcNwQep60AHgXRdNAQ8QOP1bihYTphFK5vzvw7KADEq8kGZaurIMMxariSrWQKmb4hxnEvfRwcZ4Aexr1OrdVRRTS/d/MD/Gi/N/jYeiyuT1cy+XFtuzEKx8HroxiwQEwkAZbNZ9uzZM2Jq+XKDOKXkijmPZWBggF27drF27VpaWlry64021K06/DV6+RPc/F9Roedohq8RN9pyQZeQEcOxAAhDbl7zQ4LYswBItvwDvaeuZWX4L0gYFRDKFZAWCBO3Emz/O7xz9+Lv+RsXAMplBuVOr7KC8IqXc+GK2+nadTtXV2aQQVwG0r6L+19SAVfeBgeXX9xNkiQP+vfxN/H38M7MX1Ot1cSpIC5xgtqQoViKB2L7yCJ4YTUdQTdf6P866wevoXvZGTxAhqo4+7xDkKly76hDFRz9jR+T+OENZNenqNHp7xRMdghYKg1fvsdncFi47YaA664of1hj8f5KDX3KzZTV2nqczo5KBgeWUV9Xz4f/tpEjh3wa6pUP/+sQT3zK2Pudi/o/UH4x5qmoqqqiqqpqxIxsuSBabrr5pqYmmpqaLjmW6brLKCKNwMeBLbiY6GtV9ZdT3rAxZtZl5GegaQRX70ZVyHh35wNA+Ts0qiBRug8C3ipC//fc0yXK76jf4JYNUy74k6vjp4pUdqGDgsbrCZc9EfwqtPXfkf420Cx4FWRv/kB+W426hKykyZLBJ0Y3F7iKGy/Z5wD9tHlHCciyNlxPE0um5Rr1Sy8BWaqiE62nkbPSzjCDCzZD18wflgFkFhoLABlThsl82C6cUn0sfX197N69mw0bNoyY4rmcIM5k933u3DlaW1u54f9n77zj7Kjq/v8+Z2Zu3b3bWza9kpCEdKogIiKCIthQLFixgl0fOz9FbPjYeR4Ue0NFVBCl954A6b0nm+319pk55/fHuXfvbrJJNg2Sx/nwCrv33pkz7e6cM5/z+X4+c+aQSCRGtU2LeqLu1dji+1i6MNloPhhiyAz0DllJAXGM6XNh3Cn7HhrkboSQxPNPITIZs6xTWE4AeQH2DHTd6SgrjLXm+0CqlA5WUAi5S74G0XrW7dnCu5YkiLhdrNgMrGU4+ZSHf34bpn57cPiLRJDHZ5PczA3OV5mip2Fjc5b3Mur1GNbL7aRFjhoqUJYiaXkM1A6Q1e3YGmwBqdWLgCg0Ye6oCugVbH//X/jUP24fHHC+mGjtEVzzv2H+dZ9tCDrAtjXf+FCO9712uPoqn4e/3mbzx3/YbNghcT1BY+0sPvo+zWUXm+eHbTvhN7c4tHUJTp6mOHW+j8DGzdeSz9fyrevCrFohyWXA980XRQIDA4I3vDrOF67N8cGPufvdX631i+IvNNo49qOFYiJbOBxm/vz5w+Lmt27dOui5FI/HqaqqOpqDzO8D/9Zav14IEWLEx78AAY5/BCVgIIkZ355B3txDDPG+0aEzwJ6BcFei8zmEAj/+RpPkdQDo8rNQZacj++8vtC2AMrB8UApddxb+3K9AxKgb3Zf9G7nzNnAH0HVnoavmDLZVyxgW6HNZIR5DoxirpzKrux5r1Q0I5aOmv5pkTT3/sv9GRmSQSJZby3ildwl1RyHGPaZNaZpLHocQGVKEiRAicsRtBwiQTqdHlQ4cIMDxgoAAChDgGGE0A9Ndu3axc+dO5s6du8+D3ZGYSO9vXaUUGzduJJlMsmTJkn0Sig5MHK0hpn6ElaPkszO09MsFsnutIgrLeAyaO2tZhkivQFv1VG99N9GOB4wcp+j7EwcyMcjHEO5qAHT1Atwzf45z3+VAzpBOQkB0HP7kK1i3Zg1bQ5tpsMewyenjq9M8vvjovkcQyUFOgZbFCjKJRtIv+ugW3ZyuGlEoHrTv5jLvLdTrBmwhSOs9hESeMm3TJ3oYS4VJLgHyyTDUYfapyCxVge4ezyvdt8CL/HzSnYTzr42yfZ0sqaY0eGnBJ78R5vr/DvGac1yu/6xLNApfujbMbXfZdA6ApwSWBX0Dca77PuTyea777xA791il45KmPZkGyzXeoJYwCcGeX1rElQyu87XrHCZO28JpZ8SpqKjYR+nyYsXOH4sSsEPB/uLm77nnHr75zW8C8Itf/IJXvOIVTJ48+bC20dfXB3A2cCWA1jrPcKo0QIAAJxAc9Wpy+mcosaNQsuUQ9j9fWkCEcCtvwd51ETK9HISFlbkVLeehqt61/4aFxJv2J6zWH2Ht/BooAYTB1vhNH8Qf//nhy9tx1KS37re5yfpkJuqZKHycji04P38Z5FNYaOwnfsCmt99AtilDYyEKvpceVsnnONe/4PBPTgFlJHiJfwGPWncBAguL873XYgePQQGOArTWx1w9HCDA0URw5wsQ4EWA7/usWbMGrTWLFy8e0S/lSAigkYicXC7HihUrqK6uZsGCBSM+YB+YALoeK+sjshjSZ2gce6EprWII0uaNYhlPcTOF5WRqKfKJJYYs8jBePUPhA6IKdBqdKCVo6eYLyb9pO9ZTnyaz8zGiY08ns/CbLH/ueWpra5k/cT6uAB+Hn8+EL7KXr1ABZVmL3pgqcE6KCiqI6pghewq3RKEl/fRynn82u+Qadsu1+DqCL1yadZwMvYNcij1tY4n8KR6nhIZGzeqn1w1GgldXV48qEnw0OBSC5LN/DrN9Z4H8KV6vDIVHfkFXVvCLv4T51Z9CvOdNLg8/aJHxQIcEWoAnwNOSLXvg/Z+Mloi6InwQBeslX0LWBzs/fBElhltEeVryrzvHMm3GJjZv3ozjOIPnKB6Pv2hEzItFPO0Pxbj5t7zlLVx++eWceeaZ5HI5rrnmGnp6enjkkUcOeX+3bt0K0AH8QghxCrAMuEZrnTr6RxAgQIBjDUGCMvdv5OVtaNGPrV6CrecPXya3DpndCCJuJk+0j93+efIVbwF5ABWMsPGbPoqKn4a941rw+1E1l+E3f/Sw9lUW/rMe/gbkk2CFQIPIJxn78C+Qb7pkcFkbC3c//fjBkCNHj+jBwaFGG0J9ujqZMWocGZGmTCeOC3XusUQ2C5u3SUIhzZSJmtF2qW1tgmXLLEKO5vQzfILcgQPjeBs3BAgwGgQEUIAAo8DRvLknk0lWrlw5zHtnJBxNBVBPTw9r1qxhxowZ1NbW7ne9AxFAQvch3AKHYIFMUSIUFLgqgu0WZkCGergUmxOAIyGdMyVhMYxPDxgiqOD7gw9E8+hYM978bw7fiXAl/tk3sfTxx5k9ezYrl69k+vTp1Msu+ravZXH9JPYktpOM5Ogsg9rk8NX7JXREq4AsDi4hwjSqiUzUY5mgJgLg46OET4w4L/VP4yH7rySUg49gihpHq9zAM/KJQVFTvvVkw3YMPW0CyieGWLJkCQMDA3R1dbFr1y6AQaIjkUgc80FDzoN/ry6UfRUHf27hX2E/i8osNSC46U8hk9wmzXsUVTuuQKWGLD/0UPMMsjtOHsI+5B3wBfgKbFWqHhisGpSQy0eZNm0aANlslu7u7kFj5Hg8Tj6fJ5/PH9QY+WjjxRjIjcbzSAiBbdtcffXVXHPNNSilDmtfC2mGC4CPaK2fEkJ8H/gs8MXRtiGEmAjcobWePeS9r2D+ohuAV2Moxs3AO7XWvYe8owECBBg1BBWE1ZX7X8Dvwjg4FydmLOPVo/qGE0BuOyLzPFgV6NiSgmcQ6MRpuLP/dfR2ONPL8M5EUJYxZtB99GJh0St6me+feshN99LLX+1bSYoBlNCc4p/Cmblz2dZhIWUFk+oSWCeA73PehRt/5/Dg0zaV5Zqr35Fn/qzR+UK2tQve97EIbR0CpeAlp/l848s5DjYHtWmT4Kr3RklnAA3jxmtuvjlDeeLA6/2n43ghgYK+OcBoERBAAQIcYwztGFpaWti2bRtz5sw5aGLAkZpAK6XQWrN9+3ba2tpYsGDBQaO6D9SBaf1u0HejBchOzN0jx6CyxHGzaHxT8mVaM0/+2SoIRTDOzCnDCjiYLkgXfg7VHuRAOy7ICNbW3+LP/DjI4bcq13VZtWoV8+bNI7HsW1hLf0ANmm+KHF2XWdw9BWb9P3ju/0Fzj1mnX8JZn6zF8yw8Jw6EKNcJTvfP50Peu7jX+id7xG40ioX+adTrRgDO8U+nTbRQqWuJEeFZkigpikdIdsWrDGlSNMgEkLCyzeH+tS7nzUqQSCSYNGkSruvS3d1NS0sL69atIx6PU1NTQ3V1NeFw+IDX5nDw18cseteKUineELKGCJDAkEF9GA8jF0MWFVRM+Bh101Aecojia/A1xhQ85EM6UqgUKMD1QfoglPGNciyorNKceVZpZjcSiTBmzJhBY+TOzk42b97MqlWrUEoNxqZXVFTsowzK5Ey5WcgZfFY5oXCoRE5x2cNVSBVI511a66cKb/0FQwAdLdwD/JfW2hNCfBP4L+AzR7H9AAEGcTw8dB030FmE/g1Cb0SLBWjxBkP0ADpceB7UecABnUeHxoFVikEX6WU4Wy6hoOdElZ2LN+G3g20cKXx88uSJEEHNfj1yxxOgPONPbYVg1ht5pfdKVshn8YTHfG8Jk/SUQ97OA/YD5IXLGD0WpRWPZ9Zy4y/PobUtTtaFaY2KG67I0lhx8LZeTPzw1w5/u8ehqkLT0m5Ktm++PsvEZtPpZnPwg187PP6sTU2l5hPvzjNrqhkzfusHIfa0CmqqNVrDg49Z/OYWm7NOVYwbq9jfUPB73w2RzUJ1ldnG9m2CW291uPKd+/fs+0/HixVacRgI+uYAgwgIoAABjiGGKmrWrVuH67osWbJkVBHZR2oC7bouy5cvJxQKsXjx4iMvqZGX4Dsvx+q415ADRfIHBo2FBa753bLQVjXkGxC5bkDhV1+M1f/nEhlRIGb2KQFTIAZ6Qa/BSm4FdwB/nkkz0VqzYcMGXNflzDPPxOlYgfXUDaB9RE4TdeEXv/GY/CWHWEbwSI3itL4YLY1xvn+uwx2faaWhx2d3nc2bvlRH++QI09Q0GnQjr/euoF/0EdIhKgppKgBn+Odzp/17BkQnfUIxTk9hrreEp5z7jfgpXQ/llEraLKAwuPrFow7nzcoNtuU4Dg0NDTQ0NKC1JpVK0dXVxZo1a/A8j6qqKmpqakYkOoZiNAOOWx+yuOr6qCn3AuOtFAeqgDIMaaUL18GiZOadwxBCCpAFb1GnwPr4lJREhZ/aAuGBpcB1hpiDF/dVmklnSxmiprZe88pXebzu9R7Xfdlh+3bJeed7LF7iM3YChEKCsrIy4vE4c+bMwfM8enp6aG9vZ+PGjUQiEcLRGn5161hueyZKZ4tA7xA4A+ar1dSkeOCZNIkTZMZytMljnucdFY+BxsZGgJ1CiBla6/XAeZi8vKMCrfXdQ14+Cbz+aLUdIECA/UD7SPVWBEsBEPrPaL0UZX3HfO6MwR37e5yW94LfgQ6fhNv8G3ODL8De8R5QSRAOaI0cuB/Z93dU5WWQ3IZIbob4BHT51EPevc1s4gF5H3nyNOgGLjjlNSQyPdhP/BClfTYsuoj7FlVSJlZwlr+EBr1/pfLB0EknFdqwOxLJM/edys5WBz8LHQOSHV2Ci78T4/cfzDK96fAm2Y4m0jl4aI1FMis4ZYJi+hizT/c+blNTpQk5EAlDawc8v8ZiYrNHe6fgqz8K8dQKi6oKzabtgg9fG+F3N2Roqtds3iqJx8w4QQjo7RF884Ywv63VVFVpvndDlnHj9h1HdHRKwuHS+1JCZ+cLcx5OVORyuYNOrh4PCPrmAEMREEABAowChzvLaFkWyWSStWvXMmbMGMaNGzfqtizLIp8/PG9Wz/PYvn0706dPH5YsdqTwI//AUnFT4jXEUHgYNOD56OhCvBl/hVwLWFFwatC7p2Jv+oopAdND/u2zIaA7DY6LJX+PP++ruK7LihUrSCQSRKNRbNtG7ngQtA99GgaMyiQMbPioS3IA6vpARlJM3Jbi9H+CPwC4MGGnxz8/3sZLbxnHXD0LgDAR6vS+Xgg1uoFL3XfRKVuxtE1Ul9HvpFmnl9MjugjNv4fs068fnqNUuMT3brT4n0ccXj/f5U8rbX75mIObF5zW5POVS/M0VJZRVlbGhAkT8DyP3t7eYURHUR000uBif9+jbe1w6Q+jbN5jwTgMsRPCqH/SlEq7NIa0ymEIueL1jBY+6zM/dQSICagB0QW6B6jGkF6F5XS38QoiC9oxpI8ulJ0JzLZnlCvqa+CTN+QYN83n5ClxMhlzDH/7q4MEogLe8p48n/1KapAAs22buro66urMTHV/f5q3XxPj4Q0xPA+s3YLoQNHUG9r3SBZPj7O+9cSwtPF9f1TETrE07ijhI8DvCglgW4B3Hq2G98K7gFuOUdsBAgQYxEoEyzHsvoncFNwK+r9AGA8cHTuL/NS1ps8cQdUj3BYGHwuEAO0i3J3I7bdiP/dptLAQ2sOb9WnU9PePes966eFu+S9qqCVMhHbRxv3yPl5z+ofJn/5h7tdPslZtppEKsjrHnfbDvN69gHIO7343To9jg1zPGN2Mi0tXaxVCWXQmBWFH43qQzMF1/wjxq6v2Tq54YZHJw9W/iLC5TSAw5dHXvjHPGTN84lHIZI261UAQCWtu/qPNj34VYlerxLGhPO5TmYDOHnh+raSp3ufkmT533W8TDmv6+gT9A4IZExXV1ZrubsHXrg/zvz/Z99jPOsvjt79xCIU0vm+GektOffFJsuMZyWTyREwAC/rm/3AEBFCAAMcQnuexcuVK5syZQ0XFoemND9cDaM+ePezevZumpqajSv4AICUqNgvZt7pU8lRUhey1q37N283sYqTkc6TGfApavwY9nik3KipP9j5Mn4KixoVdLaR3r+L57f1MnjyZxsZGOjo6ANDlzeBrQ1YMQTwN8aLPUBewyXjV2C6G8NBQ16b46CMTmHvmrIMedhkVlKnS9Xut9xYetx4iLuJkKmBlFdDLPuVRaVfw+dscvnh3iFyhbAwLtm6TPPY9i/s+kaauUAlo2za1tbWDHk3pdJru7m42bNhALpejsrKSmpoaKisr97ufz+8QnP3NuNmPYllaFEP+JCmV5xXJn729gFThXwRzTqMgyktkjq4HKrSJ+SqOCUNAfcEXvPh9KCJp1nVtUJbg3Dfk+eiXQmxYb5nAtDDYudKmXQ2//WmINSsrue575nw99YzkBz8K0bJL0NigmTk3xPNrHCgT0A6hZCmMrshrpdOC7Vs1EyYd/+UhoyWAksnk0YqAR2v9PLDoSJo42PtCiM9jNHG/O4LtBAhwQAQlYEXkGG7SVnTrH2ESaT8lXTo6F5FeZhh8NAgH5UzDef5qtLBAOmgtsdd8i3zzqyA+flR71ksPIAgTId7ZzrRMmg2NW9GWuV1sEjto1LXYwqKMGP06Rbfoo1wfHgF0tn82KZFkl9iFRHLGmAR3rneMNaEGpQU1ccXu7hffCOiRtRZb2gTN1eZcDGTg878Pcf4cn5MX+Txwl01/yhAxU8Ypais1n/tGmLI42Db4PmzYKJl/ijHbixQqyT/54Tw7d0nWb5b09goq4pqGGrONeEyzdo2kuxuqq4fvz1Xvd+nrE9x5p03IgY9+LM/ZZx+eEv0/BUezbz4KCPrmAKNCQAAFCDBKCCFGXeurlGL9+vXkcjlOOeWUQyZ/4NA9gIrbzGazTJ069bDVQweDV3MLTv40RCZZSpaSDE/CkqBjZ++7srDwJn0fe8+HCkohDNmQZph/DnlKE5laU37HWZw67p2EloPuexloM2pRUy8CN85wE6ECD+NgCI5thf1ygQELpBkFCh/e+757SS3LQeQAKSgjYJyexLvdj/Pz9Ru546ZPG5KlDuimpGoqGCi7noBWYY5JAAlQVbCtTzLlx3E+uTDHl87fN+nECcd4dE+CNa2TmVDlcUGii+7uTrZs2UI6nWbnzp3U1tbSl41z62MO/WnBzcv2cngsjvP1kJ+ycN4LJV6DBtZDnx18Bs2h9VCSCCAizLMGlDyFxJCfRTZGM2j0rSVsUvDrOx3Wb5Go6sKyOeNBGiqQQJ7ZJEufDHPbHxu5LeLw7Z+ES57ia+GeB8AtB13ovWw1uKuDu5gHbvndTi68pG/QdPtgEu0Xq47f9/1RlWceZQXQkaILhtRJGlQDWwGEEFcCFwPn6RPIICHAiYlD6Zv/72IO5k+wlaLkUzMf4/s6Orjjf4Gz9bWI/A5A4dd/Am3NQCNAFvoWYaGFjcjsQY+SAIoRR2mP+X/4KROWPYmSgjMiUcSHXwN1U4gTJUuOMmJoNEoonCN4PIkR4zLvdWTIYGPjvjTE7i2Ke1bZaE9RlhggFeqncVw//SJOopAS9mIg64phT+zbWyV7uiUDSYHSMGuh4oKpHhXlMKnZ59Z/OmQykCiDxlrF7jZJOiNo7RDMnKo4fb4ha6oq4YNX5/n4TyL4PZDthrQPfgrWrpNEI3DFW6J8/ON5ohXw59ttQiF4+xtcvvDFPJ//ghk/7o9f7ekCjaCqWp+Q3ntHE6lU6ngigIK+OcCoEBBAAQIcZWQyGVasWEF9fT21tbWHPUN5KB5A2WyW5cuXU1dXx0knnUR7ezvZ7LGRNmtrCq3eZ6iT38KyQgjRZdQkDiXCIQWi5w/o+o9AvgfZfh9ojap/Kar63Xiz+7Af/pxZVmCIgqIhdAb2Tme1vCzRZ28spIbdyGmxOkTzrYhl98KOAusUZpCIEC0YRQ4YIqkHSEuQBSdi7YDwEN39WI88gH/+hYd8Hs7wzuGKm19tiuR7gcrCfucoESoAaVE6PwKjrCkmbWUF33k0wgObfK46zeVN8zyjvNfwjbtCPLjeIhaGxzbbLN/dyHdfX4VtwZ/uW8Wja+vo7cnwxNMhfAX9OkxnXpSuAQwn1YrEz9DEMlHYlxylxC8N9BeuQ7jwr0juDDW6Zq/fBaVtF5VEFlBhtpvWgrWdwgxNhiqNNCaUfK9mv//D8eQLvJxwwXLB0qbTKs+C18qgLZFLyZqoyHEtPnUikycP7KOiqq6uprKych8frhcren60HkDH0yBTa50UQuwRQrxMa32/EKIaeCXwfSHEK4FPA+dorfd2+AoQIMCxgIjhy78i1RcRbEazACW/Mszj56AIjcWd/jR4bSATYMXBy4AVAS9lSrn9HEiJLps86mbraeCVyz3GPfsEWiuEksQHUvDrd+N+4kFeohZyh3iQfpFECc0UfzyNR+ABBCAQxAoDiVAYfvP+LDc/bPGjRwbAchlTm+WSy+7lYTvHBe676OmNsGaXJB7RLJisXrCUsDnjfUKWQ1/a9FstXZK6hKa63Jg3r2+VfOFyRU+r4ONfijCQgs5uSSarmThO43pmXz/7/jwXnu0NKoBauwVX/8h0oM31mh2+YEWfRK6HcBjmzvaRAr741TBpW2DbGlUwi/7VD7PMmj7y5KPrwte/EObBuy2EECw50+Pab+cIj2IOzc3DL77v8NC/HEIRzVs/mOe8i098dVE6nT5uJmeCvjnAaBEQQAECHEV0dHSwYcMGZs2aRVVVFevWrTtqUe77Q3d3N2vXruWkk06ipqbmkNbdH/YXael5HqtWrSISOpvG8j+B14b2HIRyjYqnWLrlgrPmU+it/4Po6APSIATarsY9617UuA+iq36A6G0tkQtxDAFULAlLYwiLospEYwiDDES6O+DrZ5cUSGkMaVGHIXt6KZETFsavprXM1CPlxjBoemO1I1r2Yh9GCZWLks0VYtPDGBKjWINkYX7R2pjjWJQYCmGOgTiDiqH1nuCnTzmUhTUXz/LpTsNDGy2aKjVSQFlYc+82i8v/GKW5QvHklpkkysro3C1o6xdUJ3x298lSSV0RPiVZTTnGeynDcLImMuScK2BH4RhU4ZjilOQ1CkNgxQtcUHG9oSVkGsPIFM9/kWQaytJYpW3oMPjS+DeFKHFTukBYCVUo3aMkGpO+OeUxbV57mK9d8ZASYXjJuQrbjhOPxxk3bhxKKXp7ewfj5qWUVFdXU1NTQ1lZ2YtGAB1KCdjxMsgs4O3Aj4UQ3y28vlZrvVkIcRfm8txTuIc8qbUevWFIgAABDg9iDMq6ed/3VQ7ZcRu43ejEYnRi8QHakOA0lV7bUbzTf4n9xDsRXhItQ3hLboRIIT0s1Yb12NcR/dtRE16GWvghkPvez6bvUUhXgx1CIIwSt30jAM26gcvc8+mzBgjh0KTrkBzde7EQ8JZzeoieczNl2fGUx3MIEaGLLp7ZkeaLP63E9U1k+pgGhRwLnhZcNM3l7ad4x4wQmlSv+cYVOX707xBtvYLyqKaxUg3usxSQ9+D7P3WIxzQNdWDZPhu2W7R3QW215n++nmXWtOGEzbqdEqWhrCB8nTBG0x4RVKcVE5o1xa6urV9QVqWpKIQmdPcI/nKHzZc+PrKC/M+/sXnwLovKKkBonnrU5tc3Kd579cFTwv7wU4e7bnOoqtX4HvzP9WHqGrLMXXxiewwFfXOAExEBARQgwChxIJm5UopNmzbR39/P4sWLCYVCwJERMQdbV2vNtm3baG9vZ+HChUSGlDENTR87VBTX3fuhNJ1Os3z5csaPH09zczOudwfOplcgvPaSwsTGPImbw0f0by4pSrIgSOHcdQ7uZdvw5t2E88ilpaf5YvlQBCNWLZI7FoMpY4O/D1BiCsCUYA0AvRaq1y9WeZWUOCHA0TAwHiNJKeSb+3G0U3lY5+mugW1oZkFOGJIkQUn1YilDXHkawgry0pwbVdi0gyFSCmOsZErS5vjc8rzN6hbJ+g7J7n5ByNbs6ZW0eBIXiPUqntxp42bLmKWgPKTZrQQ707Yp1UpjlEhFgkVjquP6Cueh6PE5rbBcMc2tjRK5owrvpQvR7VuAWg22MOSRC3URxcmLFH1pwY7tgq4BOdxqYug1G1oSp4a8V3ytzD4J33iTKkBJ4xuEMPswFEWhWDHVPlxoIoa5zGVhzUe/kmfvoL0i4VNdMD3I5/N0d3ezc+dOBgYGiEajuK5LLpcjHA4f4MofXRyKCfTxogAC0FqvAc4d4f1DjwgKECDAsYHK46x4HSK1Eq08hHTwpn4T1fCmg6+rNbgpdPUC3PMexvr71VhbH8fe8im8i76JHr8E57cvRaTaQCvkrsfxezbiv+KH+zbVeBLCjoBWhtnwPXTTtMHPKymnWh96qfyB4Cv441qbh3dYVEY075gXJVzvE7OTCBwUPkpovv/nWjRQU67py8JDa21ODvk0NGp+t9Ih6sDls/ct0z5amD9JcfMHsigF7/xhhJXbjRIpkxOMqdZMH6PoTwoSZWb8OWmsRgqft73O44rXucRH8B+uLtf4SqCUIXvyLkQjmpoKSKehrAyKInF7r+7H8+AXP7NZ/pxF81jNle9xqasz21693MJ2SsKyUEiz8nmLkqEgLHtKsmypRXW15lWv8YgVuJGnH7Ypr9DYtvEvSvbDimesE54ACvrmACciAgIoQIAjRDabZcWKFdTU1LBw4cJhypljRQAVzaUjkciIEe9Hst2RCKCismn27NklPyNtIbJmBg8XU3lcHAMkMQ/4lRhyppcCIQKivxXr7g+bF+2+IXwaC+vlMAqeCCUiwsfcqYpKIJfh5E8RDpD00cnC50PGa9oSiGgGBiRG4gKGpWgkdMs9ZN7ymkM9TXx9VdTsd2uBGIlQKJlShRh4hdQ5JBZqQwQ8UEXyx6LkCVRQDe3YabFDWfx9eWkbuwfMdRUxs1hnvyCdFvhYbNiuiQjjga0tSuVZvZT8mIryGDDXJI9JBquklA4WwRBYyympg/rN+tqCxkbFjJltbO+qJxwXnDPP57prcoTDoBSc+8EY2Y2arGc8CzRDjmso4TP055BSMjlg1D4KcKVRA/nFcjSG/NwLfuFfkXeKhjUz6jWJGLQ8b7Fznc+4k/Y/sAyFQjQ2NtLY2IjWms5O46+0Zs0aPM8bVi52NOLX94cXKQUsQID/Mwg8gPYP2X0vpFaDiCBsAcrF3vJF8vVv3L/BCyC612H//TJEag/YEVRsHnLbSrAcxEAbzp/ejXf+JxDZXsMGCAnKx1r1W/zzvgvWcD86NffV+AvfgLXsTyBtSFThvn0EtdJRxM9X2Px+jUNlWLOjX/KZexN87qKL2Fn5DyPQFZrZ3ku4qS9EvMD59+cEouARGLahMqp5eLt1UALIU/CDJxxuXeVgSXj3ojxvL5R0D1vOh46UoCysKd9rnkFK+MF7s3z+V2GeXGdRX6756ptyREJw9qk+dz9kU1ejyOQgFoZXvNQbkfwBmDNJcfFpLnc8YQ/uw7VX5hgf03z5i2E6O83lv/p9eX59m0P/gOnPHUcz0Cr4w50O8TLNurWSlcslN96cJR6HCZMVjz1kobVZvrPddPbXfzHEOz/g8syTFt/5eghd6Hrv+JvNjb/MEo1CVbWmq10QKaiSlIKK6hP/7/Y4M4EOEGBUCAigAAGOAF1dXaxbt25Y+dVQHCkBNJKKZ2BggJUrVzJp0iSamppGWPPoKIDAqIw2b95MT0/PMGUTgOz+q5nNU8Aehis+isqSTkoePN0Mqnqse38GdWWl0iKBUar0Mty3plDyNSLhszcUKG18YthrrCZ8jT/nFKz7WijVnHlAG9qZP+pzU8RjHZLtybHIaoWKKOi1zf7GtMlx1YCWKKGJJVKMXeKwab0ZNOliwlbxGItoGvJeUTVT4AU0xrqoLy1wLFDKmOF09QlUOYYUK3r5UHhd/NoNIVtCIU0+Kkrntjg4dYD5GDalD6PiKiiaWvOC+poQIiHxpebeFovpDzq87wKXrj7BnjaB9s3g1bYgVyS2hg58C6dbFCyYUEAaZMYIwAqni/xIMvv9jA+jDBc61VcqKi2BysC6JyU//GCYz/4+S3XjwQeYQgii0Sjl5eXMmjUL3/cHy8W2bNmC4ziD6qF4PH5Uk4dGawKdTqeDQWaAAAEODX4/Qinj5m/ZIGzw05TkqiNA+dh/uwSRajWJYW4G2fUgOHVmHWneE+3r9kPQj3DPFQL/8h/in/8JRKYf3TAdnH2NY0R7J3LFWnRtNeqUWQckqQ6GOzY51Mc0IQvKQpqWpKBnz2zOj1eTFL1EdRm1upnFUxUPr5HUJRgMHEhUmF+ynqAiUhqADORgbYckZMHJ9QqncAp/85zN7593qI4ZL50fPRGiqUzzimml8d/uXsFnbg/TPmCMnz9wpstlpwwfrOzYJVm3VFLma1I98Lkbwnz54znOuNAjqWH5MouKcs1HP55j4rj9921CwP+7Ms/Fp3m090pmjFVMH2eO43d/yNDRIaip1pQnYMECxZ//YeM4cPklLl/6ZJj6BqMcKi/XdLRL1q2RLFysuOLdLsuesti8QdLdKXBdqKxSPPO4xYa1Fi2tgrIyTVFEu22z5IlHLF72Cp8rr8nz5Q+H6Wo313TcJMXLLjp2yqoXCsebAihAgNEgIIACBBglhj70DSVGFi1atN+SEcuy8LzD6+BGIo9aWlrYtm0bc+fOPWCHczQIINd1WblyJfF4nIULF+7zkCq7byl5/gwlaYrlYALzeSeGACr6w4AhK7qzUI8hHXJAOyXSwsaMTYvxTtnC7yICUQ8y3nCSxzdtiL2JhyGwVq0AavdawCX/oTeP+twUsSUN0hHYdUncjrjxq1GAL0rHGAWyDqlkhIoq0DFDkHjK/F5U2SCA5sLxFn27h5ZHFdQ8qnj6lSG0BtKyxIAU7+RDA9GsIW0IsMIayyskeBUNqSm1OdhOCGPUPIBZ1hKs6KmBPnB6BL6Cz28N8fA9gn/cHhos90OBU1mQkwuIRTS5rKCqUnHxIo9//cGm35VoDSJnLrsqnC4hQIUoXf/CObQ8CA251MVdrqD0FSt+3TrbLDoKnyWAjl2w4kGLl14+ur+/oR5AlmVRU1MzSOpms9lB76AiEVMkhIaSoocDpdQ+htQjIZlMjkgyBwgQIMB+0b8HOof43FWUo+rP2zcKPpfEevgm6N6OHjsTkek2Sh0oLFuIbSRkWBJpoRsXwc67wOsy71kOatprwRp+T8yQ4UHxGFvFDpprm7hAn0uEfckf6/FniF7+AbQQCN/Hu/h8sjd+47BJoFChvw0NOVRLQJVuoEqX0tE++/ocqd+FWbrJImbBnLmKpBQk+yHuwLvmG2lzS7/gmn9G6M2YyaaTGxTfemWOiA0PbrWJhTR2oZ+2JTy63RpGAH31rjAdSUF9uSbvw08edTi5UTGjoTRW+/U/HKSExirTCa5JSt70+yg1lRql4NrP5Hj1yaObVBQCTp1ZHASUEI9DPF4ij8453eec002bxbKwIhGmC1aGRZFqvAx+9Kssq56XfPpDEcaNV9gOgKajTdDfK6gfMukiBGSz5vpNOUlxw6+zrHrWIhzWLDjDHywPO5GRSqUYO3bsi70bAQIcEgICKECAQ0Q+n2fFihUkEokRiZGhsG2bXC63388PBCHEIImjlGLdunXk83mWLFly0AfGIy0BSyaTbNy4cf8qI+0hM6tLpV9DxxdDE7BgvwoO0p4hhuoxZsPF1KliGz6D5IKOJ3DfeB80zAYhWPvPnzPnweuRHTshDzpjBhqiaPicp8QMFI2Qs7rwonS9vHictWPKqenspKqqalSlOC4uG2t/j8c7IKyQ4/rxWxOQcfZR7iBAEyFDEkuUoTSEHcgqSobVYNQ4udI6gz+L7fml3/0kRioTKpyfMkoGzP2FbQ+Jbo9IaAwrxs3TbOkT7N4hh18fydDyfWOm42LIqOLXLG1euwXOMZcS/ONvIUNyDVFsuQPQPEHzoTfnOX2uT2VCM2W8WeDbX80zrylONitQmFVzltntsIZo1nBOfuG4i5cvQikcjsIh25Q+L56qysKudBdeJ3z420+cwyKA9kYkEmHMmDGMGTMGrTUDAyZdbNWqVSilqKqqorq6moqKikM2kvZ9f1SeQ6lUigkTJhxS2wEC/CfgaCry/k8hvQN7/Q1glYNKmZqbgTzemf89fDk3h/PjVyPa1pun/eckNGULiiFp3nMikLHATYG00bVTUadcTn76y7Ef/iKifydq/EvxT//MsKY9PH4tbuE++Sg2FhmZ5Vm1gi+oj+MwvEws8p5PQjqDsCzQGvuOe7Fe9wj++Wcf1uG/e26ebz8dJpnXuArGlGnOGLvvuKgiBj94b468B44FA3l4areF58O8RkVTuenDfvKUQ28G6stMQteKVos719tcdrJHXVyzvkNCyCzrKqgbQrJoDRs6JE0JM1gKWYAQbO8RzChxUWRzYFlmvRywp1JSKTTxkDGD/so9YV4yOU1ldN/j1fqIBFMARCJw6es8bv2TSerK5wTTZyhmzS4N8hwHZs9TlBXHHhQJI8GS0z2eW2ZRnjATQKEwzFtYOucNYzQNY0yf7HvQ3yWIJXSBRDoxcTylgAUIMFoEBFCAAIeAnp4e1qxZw/Tp06mrqzvo8kdCxBQHtcWI94aGBmbOnDmqwe6RKIByuRzr1q1j3rx5lJeXj7xvqecKvzDc/LeIoWqf4uRhEVUYkqGbkvlwBSUlSZH0KLTtveR61KKPDhvZpBtPwT3jKsJ/+TpYEmEnS+tCKWa9YFqMBsZ6MK4dkhJaqiDvoM85jbq6Orq7u9m6dSuO4wwqP2KxkYvr/5Zcx2O5PcxofpQ1W89HYxnSKacLfkVDDrZA7Oy0dxEJT8dzBVqZEixrisbPCUMCDSWNhvrlSIxap0CqOTFws0PeL6dUblX0XMpCyNEkwpDLGO7LnSbYUQbtGQmThpwXsdf2KLw3NLGLwvK5IcvswfQee5N7CtbenmIkWBbc+mCGy8+L0pERxBREfXNZbW2iaa0cxHXJIild2ESYkq90MVBt7wqzaGGXejAiqBiwafXoyZjRxrELIUgkEiQSCSZOnIjnefT09NDe3s7GjRsJh8PU1NRQXV1NNBo96N/raD2AgkFmgAABDgUitc2UfFm2iXAHU7btpUuTLYDY8hiicwvYEXND1gq6HWgoEUD+SW9CTb8Suf0JdLQSNftScKLgjMO7+Jf73YcueniCZ7jyls2c/uAGchGHm97Rxoa5r+VkPcNsXwhQCtHWyWDcVuE9uWM3hzeCgldO8amJZXlyt0VVRHPxVI/W8GZ+bT9Ilixz1Sxe6p81SESFCk9EiTCcP3n4VrWG3f2SsgLBIwTYUrNnwNzfP3xanudaInSmzOumMs1bTinNrAgBYysVXSlBVUzjK6Mkbygf3oledI7H9TeFkUIxIIByqCqYP4dsyBc8hCqjpfWe3S755J8itPYJZjcrvvfmLGMqD99b530fdJkwUbFyuUVTs+LS13vsLXR1HHjDW/P88VchbEfjuYJpM32+8q0cP/uJwxOP2IyboLjm03nGNJf25YkHLG68PkR3h8DOCibVauJlmrd/Ncf0RSemGXQqldrvWDlAgOMVAQEUIMAosXv3brZv386CBQuIRkeYfhkBRxrH7nkey5YtG4yVHy0OZ7taazZu3Egmk2HOnDkH6dB8kBFwqkD2lJ7GB/t5GxxhnvqzWWjAkD21GNJCY5QrtZhkKhdDaAwtA4sB1THUzLdCugfi1YNbF0KQP/VSwv/8AaT7S8egQHiFNtooMQbFyxUBahTYXbCjGXvFmmHJUJlMhu7ubjZt2kQ2m6WyspKamppBI+A791h8Z8sU2sSbSPWOR+cKJVU5htQzUfrpAGWtVFz4RS5Q53HStito6wuxtVzwl7wDmwr7WFTuhCgRak7h/PSZZWTUlEmJCtAhDMsxtORNFY55APJCkNaashhUVWi6KwWNUejQ4LqF81BU+BTJpyEqo2HmOkV1UZGQguHE0RA4B+lRps9SfOG6HD+8NkRbj0AgkIVZy/oGRX6nNKbWhcsvMCRQFCPdj1VregdA5s1BF2mTqiGnoUgOeZgZxtFitF48e8O2berq6gYJ4b2/Q4lEgurqaqqqqnCcfac5T9QUsAABAhzf0LEJoLySPFa5IB2INA5bTngF47ZBslpAJoJ76e2Ivk3oxDh00+nGx2fsgkPaBwFc8selvPJva7E8H6Hhc1/vYttXn4epM0oLSomaNgm5eVuBhDIdgz9n5hGcARhfoXm0TbA2KfD3DNAy/XZqdTXlxFlqPYeNzbn+S/a7fk7Bj3c43N9t06oFOgkzqhS+NiljJ9cb0mJileaPl2d5epeFFJozJ/gk9hJ2XjbX5cv/CrOjxxA4VyzymDtmOOlxwZk+vp/jtvscGixNd1QPPqml80Y5NCZR6nw7BgTv/VUE34dEVLO6RfLeX0a4/eoMh9GdAcbP78KLfS68+MBjyDe/06MsDk8/YtE0VnHlh13iZfCxz7p87LP7xsJvWS/59n+FCYU1yQ5JztVYtmBWueaXnwvz+T9niFcc3j6/mAgCGgKciAgIoAABRom6ujrq6+sP6SHxcAkgrTVbtmwhl8tx9tlnH3Is9aEqgIplbRUVFaM6Rh07BW03gNqJqA5Be5G1EBCtIX/eYzjL3otIbgLZC44HkbwhNYYqTcqA8RiSY0/hZwpDOIQAN03oi1MgZKNmX4z3lp+DZSOEwK9sIn/dQ1h/+w5yxQPkOrdg+4WbWpH8gVIJWILB9HcioCN5dGI4yRWNRmlubqa5uRmlFB29nXR1dfHInkdZV7mZW7a8g0RYkXbz5LJxM1tZJFGKqhmtSzVK8RbCr30l1QmHiNfMqbXr6BB9jHWT3H77q0k7VknSUty3Ilk1t/BeDchujcwJQmjKaqFdA2kxXAbThjm/BWFaOisga0wcQ7ZZtL5Ss6tDmFOzBTMLXEuJSUliPJsaC23t5ckziEoMaTXUS0jDL77dN6SxkXHeaz0evdOmfZdk6xbjpVAzViPyoByNzovBhK8o5msQBlypiUU0ff2l72ZFYRmncAqL/tNFPsuxID0AsVFMzh2oBOxQsPd3qL+/fzBuHhgkHMvLy5FSBgRQgABHiKAEbD+IT8Cbcz32yv8qqEQd3EU3l9RABahJp6JDMUS6x6R3KR81/Rx000J008Ij2oUaqnnF/TsRno+Sxvw4lPcZ/9jTMHV4FH3mdz8mdum7EF3d4Ctyn/sIasm8w952bw4+/miY3pwgYmsebI8zzp3Pq2e1A1Cv6lkvNnEu+yeAfr7L4d+dNk1hTWySZkVWsqVPErc0b5vvcs6k0viuLq65aMbIsw6PbLb47oNhElHIukbN85rZ+6aECQEXneNz0Tmm3ce2enz89jD9GYiG4PuXZIkPUeOsaZH4yqSCASQimu1dkp401BzD7iLZC//7xRCP3+kQjmo66yV/9ATv/Fx+v8TT2uUS3wfbEmgF4bCgowciM6G/Czp3S+IVJ54KKOibA5yICAigAAFGiXA4fMiGzodDAA01X47FYodM/sChDYj7+/tZuXIl06ZNo76+nvXr1x98n2UUd8btWLu+jIysR9eU0d8FVvlUwqd8FZw47kvuRCQ3o6UD8Uk4f2xE6L6RTZotjAFMsngAGEKlBYjljRR8zb+wHv4h/rkfK8X+NkzCv+rH+L7Hs3++jMgz9zJ5s6Jy78tU9BQa3H/wbIs937qK6r0W1WiWyaX8NvQXepuSVDdUIoXH2NR08pthVZ/ATc4FZZUUMRbGgDmPiSGbvBTCAjHtB8Qqd1GlFuIL+LbzSx6yN9Kvx+DlLzbESjFCfohhMw2F3zNAL9gO6IjGFYJFEzw6unvZYtXQ1TaEBCqjUO9V+CnM6q+f77K7UvJ4q01fDjwLI6sZwJA9GzFkTqGdijJNbrPgy9fkaJ7hc/9am0eWZdm8MVHyeopA5SJFaCd0dQticc3/fG0jY6pbWbasRHIkEol9vosV1fDlm7Lc8r8OPX9wiIQ0yVaJlxPgghQghxBOGiOwCtswd5YimYfeDnPi+wunTmMETf0YsqhoYzRpvKJrjyRWfvBB5dEigIZCSkllZSWVlZWA+dvu6emhpaWFgYEBotEo2WwW1913tnRvJJPJYJYxQIAAhwQ18W3kG1+ByLSg4xMhNIKSOFaF++E7sG/7HKJnB2ryGfivvvbgjWf6EHtWQrQK3ThyYpeFRYVTh9YDBQc+gSUsouHqfUq79JQJpJ67G9HagU6UQfmRPVQv77TozgnGFLx4lOOzZtNMLp7ZjhCQFmlq9IGV1U/2WVTbmh3bBXv2SFwBFy3O85m57jBz6YPhl087RB1NouB9vacf7l5nceWp+x9Tag1r1wrszaaPO/cUjzkNw/syU04mUFojhTG9lgLKDn3YOGq4efjuRyI8c5+FtMDLCYSEpQ9YnHGhZObCkfvbWFyjfBBSgzAK3XBI4+VBK0FF3eGXrb2YCErAApyICAigAAGOIQ6VAOrv72fVqlVMnjyZxsZGurq60FofsxnOYqrYvHnzBh8uR60ecurxJ904OIhr2bSJRCJBvVN4SJU2OmEk3v39/fTFLmHKwK+He8sUS4tcDCmxN4pjo5wHoRxi6+MwlAAqwrKRF3yNcy/fRHVLH1vP6BreTvH0Fe54/bEwv7/7CvSsJGf421D4NOoGyinjIfkQXw99lw7RS54svd2nYPcuZrZVQzSax+0bD9IzO69DpvQLDAkU0xBLIarawatEhHKUqypm+NPxdZhHnLXkieHRBKEUuEP0zpoSCdSLUSwViBnXEkhhyI1NPZJyJXnTDJffpRz6UoXSs6IMppiYhlGS7e4RfPPCHJ+5B36/wcFOg7exsB0H02hh+fKYqeUvj2sWzFKcPl/x2kV5npq+lJuXvoTbHjJG15ec7fKzj+xtbt4MNOO6Lt3d3bS0tLBu3Tri8figJ06RzKyohle8weNft9sM7JDkUgLll4RTxcqzoijKwvBqfh4WTNM81GXk9x6GIyyKyWThEheVQGlfkKge3aDyWBBAe8NxHOrr66mvr0drTTqdZtWqVWzbto1NmzZRWVlJdXU1lZWV+xi9p9PpozbIFEJYwFJgt9b64qPSaIAAAY5PRBrQkYYDL1M7Ge+9fxx1k6JlJc7/vAqUD76LmvMavDf/bEQSSL3lK9g/vAornzWeQvEEufOuIMkAMSLYQ1WjloVubtynjUOFh0eX6CdPFRoLgSSu48REhh1yF5YQhHSIl/n7Gky7eGwTHfjCp8yZwOrNYVq3Sixbk/Phz084XD7eY1qN6VvWdUpuW2ujNLxmxr4kDYDrG2KmBIGnDjyuu/85i5v/FaK2wkSy3/+cTUOV5upLSxMGc8YqXjXH484VNhozVvz8xTnCx9BUedcmyZ5tEiHACZn+OtkjKK/VpPpHPqYtKyX33hQi2yPY1CKJl2vS/YJJ9Zpkn+C11+SpPEEJoGIyaIAAJxICAihAgFHicEiYQyGAdu/ezY4dOzjllFMGyZji+qOJiT4UKKVYv3492Wx2n1SxwzWQHppaNhR79uxhx5Z1nMGzRspRfMr3KUXAH+y5WwOWg66bNritIgGktWbLjq18L/oLqmQTu8aH2Dilj2mbh8ysSYxCR0JHdTmfvO0yElLTKZ7gSet5+kmR0OW8130L/7T/TZ9IkyDGju0Xk97yNpSK8yQRQkoVdjgMlmtirygHR0LEAleCLkdvuxBqlzO/zGWB/xre5b2NO+WT5MWzeDoO+bgxtZEayoQheoYkd9GPKekqvLaASluT9wVlDuzsjdK7xcbzBeEKTU4WvIiK7sc5TDmdEPz24RD3rXB4zWyX8HJjEJ10xWDaFg5EGjR1QtPdJykv13zuAzlOn1/63goBN30ox00fOniineM4NDQ00NDQgNaaVCpFV1cXa9aswfM8qqqqqKmpYdykCk493edf640s3MdwVw5gFYbsxW+lBty8QCUhkoCqqKY7JQYFU7J0VQbJIwF0dAnadgsqag8+sBxtHPvRghCCeDxOKBRi9uzZWJZFb2/vYNy8lHJQRVVRUXG0ZxmvAdZiaMYAAU5oBCVgLzzs374DMn0gTWKXXHU7cuU/UHMv2WdZ74xL2FqeJvLY33GiNeRf9V7+0bCULHlsLC7UZ9JE7VHbtwxZ/mr/i61N3aTir2RFupIxspqca/HhmRWc4V2KJzwaVD0Ve90C83jcYj/CVtmOhaR80gba778YbWmUhIQDIR8e3WYzrcZlbYfkw/8Ko5RR49671ea/L8gyr3H4WOiyUzy+c38IpbXpt23NS6cdWFH+7CaJbYFd4McSMc3T64bGfJq++frX5bjoFI+2fsGMBsXccce2jEoWZmli5ZBJFRTKBeXRuKn7bjubgpu/EAatecnpPjt3CjxX8MGbMlSUQ3WjpnbsiUn+gFHnBgRQgBMNAQEUIMAxhG3bBy0b832ftWvX4vs+ixcvHvYQalnWYad57Q+5XI7ly5dTW1vLSSedtM/gedQEkMohUg8jVB4VP3Wf9bTWbNiwgXQ6zeLJNtaeHrClyUctLpanlPEdx5AWQ1E8FZEQumYy/vmfBUoEkFKKtWvX0iV62TK5k24pEVQw9+45/OBLWzn3iX7WTwnxtu/WU5F06avyOCd6HhY5ethBj8hQRoI20UkXG/m7tRK39UzyrV/C75sB/ZNBm/PjCo1ruWArGCg4TQsb4u0Qc6C/0dQjSUBb0DOPlpVvZUnD08TycRbXn4wV/jsKH/bMg9pOo/HW5ZARkBclB2OrcC4aQaTNwCrnAVoTkZqMZ9MQ06SjoLUwUpgcZlzoF9ZVpbZak4K/r7QHT3s0AqmM+fysOT7//ZEs08dp8q6xNRqFJc2oIISgrKyMsrIyJkyYgOd59Pb2DiZmnXZBggdvmc+Aaw2GtZl9FMO8tMGEq/Vut/jSHRla3h6mf4M17PPwkEMWmIFxLiX43VdDfOXP2YPG4442jv1oo+gBVCR8iobk+Xye7u5u7rvvPr72ta9hWRa33norF154IWPGjDns7e3atQvgIuA64ONH4xgCBAjwnwXRs9OoecDcbL08onPziMveIx5n2bwk0VMuIiXSdHAX8/RMaqgkTZZ/ykd4CxdSxvDkzSRpukUvEcLU65p92vUU/GqXzd0dNiEJV45zOa/WZ5lcSatoZ6rTxHvOXsndmyqpTU3lsroGzhunEXriiCEGABvkbrbKdiaoela31/PorgaUdCmXDnVRSNia9qTxFAL461obpcVg5HtXRvCn1TbzGofHo14y28ORmjvX2EQduPJUl6mFiYmcC6kcVMWHC6iaqjWeX4p3T+cEY2r2HZtJCWdPP/ywkUNF0yRFokbT3W566mxKUFGv+MB1ORrG7XtiW7cJdmwVaCEoK9eMH6/p74IxYzXN005c4qeIbDY76mCYAAGOFwQEUIAAxxD7lCrthUwmw/Lly2lqamL8+PH7kDFHmiK2N3p7e1m9ejUzZsygtnbkGbdREUB+EmfLxYjMSkwiWBnh6G9RaiooHzfTw/I1W6msqmLevHnIrqXgZwFlyI0csJOS0XAK/IUXYK28B7qVGZzZQBTUjLPxL/wMevKZ4JgCeiEE+XyepUuXUldXh54YYYXYTb5QkOZFHK761lQMs5QBJL3VEgk8rp+h1q9izJ5r2J6qwncGwArR6oXQmUponwdeBHLWcAYCYWK4or4pAcuGwMlCSEJPg6lBGnb5JN29L2HeuAbIQ9lah9fVLeEPk54hr31T09S8CzZPgHS8VLoVKhy7DVU1mklVipYOQXufRGt4osciFlF0uwLtUSKNiuey25xmJINRvxrocSUXLHG5+2nHeARENd99f5Y3vaz0/QqNIBs/miWItm1TW1tLbW0tWmsymQynnd/Pv281PgxxzNej+O1TFIRSAmqimnBM4+dgyhzFhg1WwVPCHH6e4QogpQ13t+4xi85dgroRBqZD8UKUgO1vuyOd31AoRGNjI294wxt43etex1lnnUVXVxfveMc7yGazPPTQQ4e1vx/96EcBPo3J4wsQIEAAA+VjPfst5NZ/gFOOt+RL6DFnjbiobpiBaFkJFBK77BCqafY+y/WT5HmxjvG6CYkkreMslWtYqM2yMSJ000dKZIYRQK2ig9vsu8njolAs8E/mbLWkMDVg8Oc9Nn/Z49AY1ngabtgSosbJ0V3TS0ybtsoiec6Zs57JKsPL/VrWJSU/32GT9AXn1fpc2ugNK81KF1RJ6ztr+deGGYTsPGUTMnSvDeMIRVYIauOa86eaftPXw7t9icYfoasRAi462eeik4eP5/7+jM0Nt4fwNUysU9zw9hyNhQj3S8/yuO9Zm427JVJoKuKaj7w2v2/jLyC0ht99O0RflxhU/iw53+XT/5vDHmH84Hnwq++E6GgTWDZ0d0r6exVjxmgSNSc++VPEizF2CBDgSBAQQAECjBKH8xB8oHU6OjrYsGEDJ5988qBJ7N4opgQdLoY+vO/cuZNdu3Yxf/58YrHYftcZDQFkdd2EyD1p0qAsIJ9lXP+bae/6Ova9/w+Rz7C4bCz6oltACHT1fPBy5um8H1Oq5GBIDwk0xNAzlkD3U1CWNHIXKSARwvvQ38EZPrvieR5r1qxh5syZ9NSleKV9NXnhU8onL0ZrhSjKpUWmmtDqq+lKjmEgPZmN4TGAwouGwE5DxRbongtaDo9XH3ZCgSoJIgIpCX1RSFZAXJSi04csq70EtWoBY8cqxo4dy7f92VzZuolfs4U/5EPkd9eR2xiHnCjteg7wobpBEesDYqb8SWsz+EJDKuOQ8rVRHBXhDNlHCodefC3AF3DFhR7/9UaXbW2CBdN8mvadVN33kI+RB5UQglgsxmd/DA/codE5MXgKiyIogVH+VMU05WUQr9b0dQouusLj6bstOgfkoGooBNQDXZT8vqujGqEEW5Zb1I07sBLvxSKAhBAHPb9CCCzL4lOf+hSf/vSnyefzh7Wvd9xxR9F/aJkQ4qWHt8cBAhxfCErAjg6spddhrf6ZiYzXu3HueTvuxbeja07eZ1n3bb/GufFViEwP+C7+Ge9Dz3zFPsupAp0vC3XeEULYWKRIEydKljwSQUxHhvW5d1mPENYh6qhGoVhmrWaansgYXfIyerzHotrRhKS5//e5sKxPMr+qkXX2RiqU4biTIsVY3cTWtOZ9qwU9niaE5Ln+EHkFb24u9Q3NuhofxfK2Ghzpoe0MExptaiyfyhRc0uxx4UketQXFzyUzPO7fZtOdKUxEKLhs5ujCQtbtlnzrHyESUZPUua1D8sU/hvnp+7MAxCPwPx/L8vwmiesJZk/yqXyRK41atwmW3WdTN0ZRPxZ8H/ZstcgkoXwEP+1dmyU7Nlg0T9G07xBoNN2dgnd9Pkf53gkcJyC01gec5A0Q4HhFQAAFCPACQ2vN5s2b6enpYfHixYRCof0ueyQKoCKRI4RgzZo1KKVYsmTJQSOnpZQHTSUSXb+HoZ19CKyKHmrv/xSeb2OHy5C5VvRdV+C+4QljCO0W5M1Ff8ccxsE3A97Jr4GGeQXSJ2wIliLbIYfvb3t7O93d3Zx00klU11XzWuvzdIoBhjMwCvwI5b0nI7VCRiS9T3+FbC6B0JANlw3uNwLw4uDNBmSpCYuSCTVD3rML9ETxsgi5L/kjAKEJ24qqIZfXsizmVs3g25UzGNfjcH1XyJA/Q32RfKAWuvOSPgm7PAxRVmBGREHeol0xqPAZ3KaDyUUvlHcN/aipQuFrwcmTfE6exKhxrAc3kRj86I4M7zvfkJJF8VeRg3Mcn6QHFfEc6bTNX7/rkM0JwpVQmdLklSGOokBDuUYMmBh5S0JYCyJlmmjZ6DyAjvdZvOKD7oHuGQfCY489xj/+8Q9uvPHGbRj6MCGE+K3W+q1HbScDBAhwfKJ/GyK1G52YDPGmfT6Wm/4C0gFZeDTIDyB33IM/AgFEzWTc/1qJ6NqGjlVCWd2Im6ygnIk0s03spkKX088AL1OnohHsog0Li1eqM4lTmuTp9TR/2zODgXQT1eEM5zdtxIpI0mSHtV1pa1qykrJC5+tpqHLgFDWLbr+P5+VqAE715zNDTeaanrWszcxBWj4SH0dF+PVuZy8CqIbXe6fzjJ0nqxXNuowayvETML5J8aecza/WOswt9/natBynNCq++4ost6y20RrOGOuzvVfSlpScO9Gj/ABVxZtaTX8TKpzu6jLNql1ysOQLIOzAqTOPn2j0fE4gLT1Y/SclIDS5rKB8f3V1AhLVmli5Jp8VZNIw76XHzzEdDQQkdIATDQEBFCDAC4h8Ps/KlSspLy9n0aJFB+00joQAsiyLVCrF2rVraWxsHLHEbH/r5XIHMftVbaXfi6SFA87EpCntog+II5I7jVFyKAHRGJAsESVhoBboBB2fiJ50LrqsEdG3A3wX7DD+vCvBMg+7Wmu2bt1KV1cXDQ0NhMNh2uhhg9wzZMcE5Cpg18th4yvJqgjKqsK3E5CXEPXQWdsQTUMNY3Sh3Cth9mcwnaxI7GgMQROlEDMlTAmXKLweukwBdshlfGMf0yLDK2029ws++WSYZ3dapIvkj1tYV2JMnAsMiB8Z0maBANIaMzoc6VIKuGSRS9tuydItpkQqYsHEBoVjwawxh/5dOpYpdEXMOVUxa7pi+wY5eBrAHGI4JqlqVJSXSaxQDpccre1R0rtiRLQY5MAEoCoV45sEe3ZIlAfRcsXYmZop8w5+3CcCAXSkuP7667n++usBJhYUQJ8MyJ8AAf7vQ666CXvpdWhhI1B45/wYNfFVwxeyo5DvZ/DRQEh0MdVzJFgOun7aAbcrELxWncfj4jn2iA6m6wmcoecjEAyQJk6EsA7hCjPppDV8fVeYtuxErFAfLakEv982m1dN20VYVbEJQQVQJzRXjnP57DrJrqzpn8ZFNdMrfT7ZFmO393Kmh8/hQ1VZmiyHNXIDa/M+aJuIzKOEj6fztLj7kukz1Tj+u1FwdVeEVMbMU1kSnktZ1DiaREizakBy7aYwP5iZY0GTYkFTnudbJR/5V4Rcobv51XKbX1ySJbEfEqiuQqE1KGWIlGQWmirVQf3qXkw0TlBU1mh6OwSxhCbZK2ieoqmq35f8yWWgoVkxbqpi2zpJOKLJZWHuGT41jf83VDMvxPgoQIBjgYAAChBglDiSm7zWejDifdq0adTX149qvSMhgDzPY/ny5Zx88smDxrKjwWhKwLQzF/R90I7xnIFifFNxCRBJUHkQpjZJjT0da9ffhzSC0SAIQHvgxHCvfADrie8i+nagJpyDmnclYIxyV69ejW3bLFy4kI0bN5oYbXJI7QA2tFwKXedCVxNkXEiV49plELMhp43SxnLM9lxKxE3RL0dhSKl6TIlaX3HfKJE7FYWfFhAWhqwZKJ44hlWfjW1u4bvjbSqH3GVX9EquuD/CnozELU46xjFlcUXSqSh/KbbpYNRWRWJKAJbmpGpNixb058zCQsDXX5LjFeM9Q4a48K1/h1jdYlEV13z+ojyTDzNm9YUY4Lz10zn++4NRsvnhYqr+HkFZQqAsh3jEZveGMpM8osU+8407d1qcdpqPn1NkMgI7ArlewT++H+LST+aJHOBZ5sUggEarrsrn8zjOMcz1DRAgwP9d9G/FXnodYCGEBOVjP/Rh8s2rwCmVg/uL/gv74Y9CfsCUbkfrUFMuPeLNhwlxtl5Eq+4BwNI2jrAIF+qUFaXxRo8PG7MWs50KdosMqXAPA7ly6pMX8aVIPQUnQa7QLq+J+/xodo4V/RJHwsxyn091RnCBakuzJufwrS6bG+pyJElTU57EthR51wIhUVoweQRTZYApcc2Nc7I83GUGNUrAT3eFiBTGOLUheH7AGqbW+d6TIQSahkI/s6NPcudGm8tnj1wStmSK4qKFHnc+a2NJcCy49o0HT9p8MRGOwtXfy/HH74Zo2SKZe6bP5R/LDwuOcPNw63dDLL/PvLnwQo+pc3x2bpJMOVlxybvd45rkOhRkMpkDWioECHC8IiCAAgQ4xpBSsmPHDlpaWg7qv7M3DicFTGvN9u3bSafTLFiwgKqqEQqzDwAhxEFJJ3/Sr7FWNZfIHzAlXcMaApwYoutZdOOZUH8G7L7duAYWPy9UmuWnvcpY2EQq8c/9f8OayWazw4yyi/uotaZHZHDTTbD1k9B/pmkva0NWYVt5PGmbhK0yjGInWxx1aPMeBSVNJaWSrzDmzpgqvGcVXnsYIqZo1lw85rKC23CRKBKaKeOe57rGWk4PVQ4ex/3tFp9eHmZ7ShpiJ1FYv7h9WdiOA8IrkCBe4b2Kwn4VDG7shOJ/z9lCn13HbzfGSXuCK6fn+clDYX5yr0PYhoXjfL5/RY6YwxENtl6oGa5z3+izZ3OOW74TIueKwUcCAeS3S9KVmt4NAi2gPKFJJfetvFNAn9vL/FfnWftQDWUVEiciWH6vjZBw+Rf3b6D5YhBAo91mKpUiHj8Ae3UY0Fo/CDx4VBsNEOBFQDADf2CI5C6j/Bms23FAeZBpB2fi4HJq8mtxo/XI7XdBuAJ/xlsheuTx7Dny/Ek+xAbVxrKtJ9PeLZlh1fDh8XB6tbmDK6WwLIvw4KW0mKib8ZSmVUnuQRNC04Tp5n+Lw1ytmBjWnF9nxitrcpK0FjTapvcYY2u2uYJeBY2yjgnVy9ncMJd0MoKLRyIU5t3N+y+nHR/VvHWsIW8e7zGpk0obAXHKh1pHD+tb+7KC8JCnKinMe/uDEPC51+Z53RKPvjRMbdTUlB//ypjaJs2Hv71/ourBP9g8d49F9RgNGp75p81lH8/z1k+4aA3u8c1xHRKSyWRAAAU4IREQQAECHAIOluq1N3zfJ5PJ0NPTMyr/nb1xqCbQRaWMlJLa2tphkfKjxahIJ6eGfHY+IfVcYcNDPhscEVloO2YGmoA/6b3I3f9EtD1cWqcbempOx2qYz0j6hr6+PlatWsVJJ51ETU3JsVgIwe29Nh/dPJZ8/iajxtEatA9osCVeJlJiCFxgakE+k9JQqaFGgVCgbfBscIXZp7xZjHJtlENhDb4EWyCrNY4NXr+gYkDRs1tiey4uGsoHwI6DFGzuOYn39SveUu3wzQl5hIBvbwwxUCScyiiRSqniQcG54116MhapPHSnBfG4ojUuyfvClJ+VQ9zW1FZniNiKf+zo4P4Bl7qOVq5YNpVcRhISYCPIevDzpx0+ctaB/ZwOhhdS4vzmz7qsusdm1VLzdyIwIisLGHuSYutyCz8PMgOhmMJPy0HRmYe5dG3bqnjFOzpYca9L1svgZixC5SFWP3xg35xiHPsLCd/3R0UAJZNJyspeZPfPAAGOYxxq3/yfBF0xBaGV6R+lA37OlHuN4AOkm87AbzrjqG5/qdjAVrGHbdtOo7WzHifaQ7dn843N1dwQ8pgYUShl/oWAN1RLbuwKkRYQQrCoooMnIi6VcoCMrqJJ1yIRdCKYOGQKICZNGliRpMlrkAiiAqp1M2+3F2FN+TfPd86i3KvjXeVRLkqMbnx1WqXPS6s9HuqxsdBYAr4wZTiT8bLJHr9Z7iCjGk+ZodCpY/dtX2vozUDUgYgDJzWf+H44Q5VQW5ZbRBOaYtcWisC2FRYyAr/5eohcRjB5ts9VX89TWWuu3+4NkqV3mP530cU+zdNPjHOSSqWCvjnACYmAAAoQ4BghnU6zfPlyQqEQ06ZNO6yHy0MpAStub+zYsYwbN45Vq1YdsnoIDl4CVlQY+f6lnMQGRFeqZJY8+Iwt0MQhUo2uW2TesmO4Z9+JaH8MufwmRDKNeukFbBCLmDHCwH3Pnj1s27ZtRNXUT3vr+GFvPdphiAREgGWXlDQxbdQ/EaAZGCfB9sDzQUkQhbquoju1tMwoJgLEclDrwtYQ9NnIkIecINBRCwuYX+eyZbtEC3AjhVoyv7pwR/VAWfQr+FW7xfSI5t0NLluykg5LQAOGkIoAkzGylSxIX3P1Ipdza3L05+GaljB3djtGCSNBKo0NlEtoVhm+7E/hqf5eLNtnbd1sQ2BFIZ8HndJ09Qs2dB65ouWFJICEgLMuctlRIICKVXUScGwYN0OxZ72gqlGT3y7YTanqsBgJn+mRDLRWYksHPxXFUwosl1DZAM88s5zKykpqamqoqKgY9jf5YiiARks6pdPpo64AChAgwH8I4mPwXvI97Ec/aiZk7Cju+b8G6wAOxUcRXfQR0xG29FZTHsmRFWHydh7HhfUDmglhTSgUQmuN7/vk6vPEKn3CGUk+lGN9xQaqc830qSq2+Q6O9qkUNpVFH74CJtiaV8Q97kqZRxsBvKcyT7RwW5+nTuYUexaqUWFxiJNxAr46Nc9zAx4DnmB6XNEUHj5uef9Cl5wH/95sE3Pgs2fmmNc4fCzVlYKP3RZhbZtEAB88K8+Vp44uNex4RHYA7r4+xNYnbCIJzcs/lae2WbN9lSSe0Ebxkwdszc+/EiZaZsygt662uPnLIT7x4xy71kn+50NhfM9czGf+aXPVj3KMO47Mr/eHY6HODRDghUBAAAUIcAzQ3t7Oxo0bmT17Ntu3bz8sIgYMAXSwRC6Azs5O1q9fPyxS/nD9gw5EABUVRpZlMfP0j8GdN4OXojgKU24UaucjfFAV0/AXfRmGmkhKG914Dn7jOYNvieefH5y5Fd3LoX8z2/uidPoNLF68eB8V09oU/Ly/Bi0pDf5cSjHo5ZjSqgoN9QqqAUeC1CCyoMNG+eNI47yoJUgXXK/QXg4c3xT9z8iDyBPTiqiAd2Yj7A4L2vKCjlZZSO8qjC4FDDcUEkjg5+0O76p3caMmbGzQxCBEyYcoBI6G3b5ECsU/Bmzu7HZwpCYvjFG0dgR2XpMBdpXHaNlhM8YZYIc3CXYUth8tng6B7tNEM9vYtCk1SHgcDsHxQpscnv0Oj398wyOTM9ddAo6lsSOaiphmoNOitwN6XGMA7VEiiYqe2bvWSXr3CPJZ4/Jt2RYfuBEWLFhAb28vnZ2dbNq0iXA4THV1NTU1NaNW4xxNFMseDoZgkBkgQIBDhp9H9K8HGUZNfjX58edBuh3iY8COHPPNF5U446hnmdiAdHw2eVX4lkuECPVaE7eGE+95S3J/yOeUsEaU+ewUXWyS1ZwldnNbfiG+ACV8KvKa+6XF1GiJPBECPlDpcnrUp9MXjHc0M0LDxzICccjkz9D2FyT2P5ZzLPjkGS6fPGP/Y7b/d1eYta2S6rhRCf340RAzGxWnTjj+yY6RcO+3Qmx5zKK8QeFl4Z9fDvPqb2bYskLS0yrQGpqnaRqnKNAQLnztKmo1G583HkqP3GKjlaCyYCTd3yl49BabN39l/yXbxwsCBVCAExUBARQgwCHgYDJzrTUbN26kv79/MOL9SJO8DpTIVUzG6uzsZNGiRYTDpRm90Zg5j4T9rZfNZnn++edpbm5m3Lhx5k0/AnYlSInCQrtpqF+Ct+j6UW+veE6tFd/Eeu47qO4cU9BMPP1jKHvBPsv/oU2S1rJk0DzES8jEoGuYDpQLsArnXUmQquQ/pCTssGBPoYF6Cyb7YOVBpEH5RLIuVm8YkZGkmkJIx6FzqyDTKlnaaqGFMGSTS8krSMPQHZNCDwaO5ccASQxJU0wPA8Na2JDTgq/1hxgT0zw9YJEPQ94W6DgQK+y6JZBJTQ6JRtMSbjYlbU5hI2CIJR/GVGq+fGk9mWTPICEZjUYHCY9IZHQPAC80AVRWCxddt4qnfziXbEoQTWjqZip6C5G5512V54E/2aiVg5ZJg97bApOosvQ2G6EFWNA0ReNENDtXWSx+tUVNTc1gOWEmk6G7u5tNmzaRTCbZtGkTNTU1VFZWHlb55KFitAqgoAQsQIADIygB2wuZNpz7LkGkW0ArVP0ZeOf8DiomH/NNd3vwg3aLVRlBlQ0fqZ/KWbE+bp+cwl1bQdgN4+gQmUpF4175FIUiboQQSCGICActMvg4TMh3I61eanScKX4zT/qSd4cUllUikISA+RGFq+CX222+0h6izIErJyfpqVnNHtFLs67kpf5MYhy4LPhYYPlui0TUeAc5FvgKNrTLE5YA2vakRXm9KfcKxSDbr0m1WVx9Y5ad6yRCwviZivXPGbJHKxAScmlDAgkBXp7BWHkAIbVRDZ0ASCaTweRMgBMSAQEUIMBRQj6fZ/lyU2KycOHCwYfmIyGADuQB5HkeK1euJBKJsGjRon3UC0dTAdTT08OaNWuYNWvWMFNpnZiCyLSBEsh8EqUVKlSzd5MH3R4D25DLvgVbU4MR4Pad38KtPh09/cLBZVf3ww+3WyhdICR8zFN/sexrnDblXr4wJV5aAAWvHzC/5z24MwrbBPQUPHliGqZJmJeDrjB0h8j2haGjcIsMQXKG4jf9Ei8lDBkTo5TcVdwP3wdLABYIl4aQxdkJxe15mwFLlGQqRdlKlBKDAbSFJFd1hum3JNoD+gsjpjpjKHDmske48oGfUT/Qzd8mvY6bGt9mjrWqsC+9pq24A3dfmSEesYhHaqmtrTWpaek0XV1drFu3Dtd1qaqqOqg66MWIOW2c38MXn06R6pLEqzVOFJLdAsvWxCpg3bOClSstYphT6lEKSIsAjhamKtGHji2SRK3mwZsla++1uODqPItfa/4uotEozc3NNDc38/TTT1NfX09XVxdbt27Ftu1Bsiwejx+TcxAQQAECBDgWsJd+BpHcBiIESGTbo8gNP0Od9IHDa1D5iK6l4KXRNQsgVLHfRf+7zWJDTjAupEkquL7V4YaxC5la7rN4tqY/KXFsj3yFYpvKY+k89TpCGTZx4DRf8JilqdKaHFU06X6Qu8jIeuqkYJJqICckZVqjlI9S5n4upTTEkZT8fLvDH3fa1IY0rVn40GrNBYt6mRzXLJe76BIprvBOQzI61afS0OkJyixN7AiEomMrFZs6JZVRUx4lBdSfAMbP+0OsGnJJiJSbCnq0IFKuCcdg6oLSOHLWEp+F53ksu99GSpBS8/4vmsnNU1/jsfoRm1SvWdZzBUtec2KUxQUKoAAnKgICKECAo4De3l5Wr17N9OnTqaurG/bZkSqARlo3lUqxfPlyJk6cyJgxY0Zc92gpgHbu3Mnu3btZuHDhPqoRb/ENOP86DzGwB7RGCAt79f+Qn/xGKBs/qu0JIch0baFqV2qfz+w/vw33850A3NcmeNPTNhlfmLKuPOap3waqNIzDvC8oqH2E+ScoKHsKlsIbPBNf3y9Kyp0yAe0WPJSAUGF0V0w4k4ALaqeFClFS2hQZh8H0LwU1z0L9M1jd5zBW1XJZWTUzahTfyYaNX1E9RjW0A0MaFUvAMNvQGjpCElqBNoyaJy2hR3BW1QPc+Mv30tjdjuV5nLJ5Gf4sl5tPeTduT8gwHxFolIqfXZBjTOXwQaUQgng8TjweZ/z48fi+T0/PcHVQUR0zVEn2YhBAAKGoIDS2dAzlNaXf3/71PA/eZmZvBeaUFlE8pRaQAXwPelsFjg27kpKfvTdC25YcF33MG5bgIoSgqqpqkODM5XJ0d3ezbds2UqkUiUSC6upqqqurj1ok+2jLzgIPoAABAhwKRN9aQJaceZWH6Fl1eI35eez7L0N2PWukGlYY9xV3oRNT91k0r2BtTjCukJCVtnpZp9J8y1uHo2eRi1QxLqLJoVkpsvxabiShXcJIPuxNZbIu4ypf0CsyPCxzVKH5nNtArYgQsyrY4Y6nQ1gIAR+NuYTskndQcdzi+z73tEaodTQRC4Tlkcn55LrHEou3EdMhdspu+shSxcETnHblBR/bGaYlLxECPt6Q57KqwyMovnRBnqv+FKYvI/AVnDPV5+XTD298eDzg5Z/K8ff/CtPfZpJQxy32mXTGvscjJbzn2jxnv9Yj1S8YP11RO8b06dNPVbz9+hyP3mKjNbzkco+TTjsxFFEBARTgREVAAAUIcAjY+0FYa83OnTsPGPFu2zaed3iDhZEIoPb2djZt2sTs2bNJJBL7XfdQE8SGrldM5Fi7di2+77N48eKRlQrlkyAyHtL9aOngKYGT78Na93P8RV8Z1fbS6TSbMxbNI5wikUsCsKIP3vO8Q9LHyD36MDHqFoagaQSqNdiFyC+ZL3yYNb4/ohN0DoQFqXrQIVChkmREYP5XVOkU90UM+VlU+hSRLWyiyJWU7SB2yk0knAz/1TCJN/pjiONy1UCEMqFxKjVuRJj1yoGB4gmnRCZZZvdpp6AOKmzYlbzj73+gMtWH5fnsiI3HUh5ndzzEH3reTF9FCLrhlCk+v12UZULFwWcULcuitnZfddCaNWvwPG9QHWRZ1nEXsyyFoDqkSeYFNuYS5Cl1aMXLVYYhgQTG+zTnCQRw61ci3PkDxbeeT1NWOfI2wuEwTU1NNDU1obWmv7+f7u5udu3aBTBIBiUSicM+P4fiARQMMgMECDBa6MrZiOT2giwDEDa6au5htSU3/QrZ+XSxNgu8NPaTH8Z9xb/3WdYREJOQVrDHamUF2/F0DTvkTpr9Njrl+ewSCbL42GIr9SpLQkfJoLjJ3sL17hyekv08L7dTi4etbb7huExXLcQTPi/LLWSqP4EdHZJfbrGJ2zZvn+BxUsIaRgDFbUVHXtNHkiwurpbYhZJwH4VGYxfUP1rD7Xmbu12LMqF5V8RjulUiID6/O0yLK6l1NHkF32kNMSuiOCk6epKimJI1vV7x13dlWNdmEQtp5jQpXmDruaOK8YsUV9ycpW2tJFwOE5b4WPt5shQCZiwY+ZzNOtNn1pknHhEW+PMFOFEREEABAhwmhkau75cg4egpgLTWbNq0ib6+PhYtWkQodOD69VHFuY8AKSWe57F06VLq6uqYOHHigR9w/SxYIRD2YOQ7bvKg21FKsX79erLZLDNnLUE/GkXkMvss98yA5m1rHPYUjZM9jMlzOxDXMEVBdQ7ELgyzUrwOORBrQeQAF4SDMcdJw9KxpvSqGPledBEuonhnLHoMeYV/Q1PHNIaIcoDqPfCSawkJj98nP8kp/iRDpAlFVGhcLaizoMXGkD3VQIUPGQXaMSxFEbLwb/DrZM6959o4WRdXOGSsGBWqBxBUur30eZUQgwsb/VGRP3tjb3WQ53mD6qDu7m601rS0tOyjDnqxkKjTTJ6l2LJc4mpBDMObFS9X8QxEMF+VoX7hFH7Pdku+9doo/+/Bfb9ze0MIQUVFBRUVFUyaNAnXdenu7qalpYV169YRj8epqamhurr6kM7PoZSANTQ0jLrdAAH+03C8kdQvNrxF38TpW49IbTceQGNehpr+rsNqS/RvAj9fSg0TEjGwdeRlBVxd53Ntm8cqlULrWiYmdqEiu0mJKK/yV/IydSZ/s1bxM3sDz0mBrS0W6An0osmh+L21lU7RRRxJv8jQKlyqdIRGfNZGH6Z/2wXcvmksZbbGVYJne0P874I8E+KmE5dS8t5ped6/Okc+qxDaxinroLPhKXbqSlzpc6Y7jXKMovnPOZsfZEPECn31Ms/iZ2VZJlimTGtdVtJgm14lJEH4sCUvOClqFE978oKEpakaQRh6xxaLbzwdJu3BuWN9rj0jR1UMTp904pEd+0P1eE31+EM/HjcLnZsllgO1UxTy8Ly5X1SkUilqa2tf7N0IEOCQERBAAQIcBlKpFCtWrGDcuHGMHTv2gMuONslrf+sqpXBdlxUrVlBeXj7MX+hg6+bzh+6kl0wmGRgYYMGCBaPq2Pypb8Z+/pugXITyIBRCTbr0gOu4rsvy5cupqqqivr4eIQTeaVfhPPS9Ycttq1zAS/4WgnxBmVOD8d7JFuJfG9Mw5Q4IbwRRC8wBKjDkT3vhqb/ozqzM+00KJlAyjs4V2iwuVqwfimKImaI6J4ZhFLJD1rWBaB5e/l2QkulqHIvkdBRqkLh7u53h416c8rQy61sWhDVEMmZbXRKUZdq0C5H05XbJJwjAgZtPfTeXrbqN8lwfFW4fWlj8vfES0qGC6syH9089Os6Jtm1TV1dHXV0dfX19bN++Hc/zBtVBRfXL4SaLHSksB97yrRzff32Ujn5zSQr03uDlClMSVY0ECexZd3j77jgODQ0NNDQ0oLUmlUqNqJ462PkZLQEUKIACBAhwSIjU4l74AGJgC1o6UDYJDpMk07ULYVOkFKIAqJp9AxpcfCSCRXHJh8fu5of+MrKyl/GRDL6I0Cr6qSKCEj2sFuuJEyGqJQqPJ8QOzlXTsIDdoouIjhDTkj19UZKpOHscjwXVXVTKGH9rCVHjaGI2CDTbMoI/dkneEfdpLOxLfW0rL1u0Cq9nImHbZ1zdbvY4Nme7M6jOx5iq6nFxEULw51yEhNDEBCA0e5TgEddigmXKhJscTZ8PCQt8bbrleluzNSP44MYIPa7A1/DhsXne0ViSMi/vkHzp8TBRCxIhuHeHRdgO8/Wz9h/s8X8dbh4evdVm63OSzsctQhaAYPxCn9d8I4c9ZF6za4egfbMkXqUZd4o63K/vMUWgAApwoiIggAIEOAQIIWhra2Pz5s0HLcEqwrIsstnsYW1PSkkul+OZZ55hypQph6QCOJwSsJaWFrZv304sFhv1rIaa/RF8rZAbfks25xN5ydfRjWfud/mif1HxeDZs2IDWGnvn/RCxIFvYZwFdriqVWimgA6jDPN039MPJv4ZoJ+ZWVgOiFdhDSUJTjGXPA2nzWuRhsi7ExRdGFC7Qp8ETJeKlDCjTOHYOt8KBkABPmvcVIFywPCjrhHASEJyuZmBZFpZl4TgOSinm+T43yjQP5C2+kbXotQtMU7HsLOEaXwUnC8mCg830LGwOg6eh3kdUwtLOxVzy2tu46c73sTM8jh9OuZpnaxbQEa0DC94xIU/1MRLnhMNhxo8fP0wd1NbWxoYNG4jFYiN6Bx1LtK6V3PO1MNaAiYLvAioxHF1RBSQxX50yTPjaSAjHDcN2JOlBQgjKysooKytjwoQJw9RTGzduJBKJDKqDotHosHV93x+Vn1DgARQgQIBDhnTQFTOOuBk18Q34nU9jbfwlCAtdMRPvtB8C0O7DD/olj3hpsPs4rXI3l4lGJtiSGaEB2mQ/PSJHihx1upzT1UnsEX3EgdNVmGdkHh8Lnyzv9iai0Zyk8iyzomzc3UjL7iY8XLZqi3919zFv+qPYwG768EWaPBG6RRW32/BcCN7rwXkKFJrqRD8TEi2AGQHUUs45ciaEjALZ930z9kCjtEbpQpocwx+Ovtac45odEXo80yVfVuWyMKZ445oIXXlBlaNxNfxoV4gFZYo5ZYYoe67dwlOCcNj0L4kwPLr7BJS5HCVoDX+4LsSqRyxkm8DrksRqNONOUmx72mLF32wWvNEQaBses/j7tSGTHObD7At8XvXp/HFHAqVSKcrLyw++YIAAxxkCAihAgEPArl272L17N4sXLx61EeyRlIB1dnbS39/P6aeffsgKgEMxgdZas379ejKZDIsXL+bpp58e/YaExJ/7MdzZ17D53p8xZ9UfkKv+gH/KVejms4Yt2tnZyfr165k7d+5gpymEQCmFyPabDO8hM0Dz3JW8zL2P++2XF1K2MLOQ9TmY9UcoywHzKJn5pIs7RYn8KWpCCuRKrBtiaYiWmY91YdWaNDgp6KsFBLbMcdbuh1k5fSHdXhWkQNsYskhi4jscF2b9DiyXsSrBh7yXDzteKSVSSmY7MCusuD5jFSQpxVGMhpAPsQzUJI22vLMaPAfGp6Dcgxobmbfwux2enHUGc8tXUpdrJyOjJEUCFHxkTJbrTjs2qRl7m0APVQcV1S/d3d2sWbMG3/cH1S+JROKYqYMe+J5D+3qJLvB4eYyl0tDKuTxGFVS0iRo8HkplYldcnxvxGI8Ee5+fTCZDV1cXGzZsIJfLUVlZORg1HyiAAgQ4OghKwI4hhMBf/B38uZ8HPwPRRtPva7i+12KlSuNa/Ug/zlPdU5DVq3iHms5LmMmTYgMDZInpMB/wXkElcVxtUi3rtOY1fpRd9DOWSsZhSO5z1BiU2sPfWhZQ46RxrQGiKsTm/jjTk7WcMmkr/1o9nZBfRhtRrFCWkxogoiU/s2F+HibqOiqI0SJ6iOoQPSLFK/1TBg+p2DcDvCvqc206RFZrPA2VQnOWyOJ5ZrnZUfjzlDRbcpIKSzM1rNHAloykplAa5hS+fluzcpAAqgxrpNCD/j85D8aUnbiJX0eK3nbB2sctasZo+vdIRFSTGTClYJYD3dtLnkz/vD5EOK4JxcyQb9VdFnMvlIybe3yZQwcKoAAnKgICKECAQ0BTUxMNDQ2HNNg8HAJIKcWGDRsGZ/4P5+FvtNstlmNVVlYyb968wx5Iy5bHmLXhi0ipQWvk9vtwX/1H9Niz0Vqzfft22tvbWbRo0TCliJTSpHhMuxir80fD28Tnrdnfcn/05UOMXTRM2giJKmBaIeK9INvRMSBlfhdFdqeoB4kUG4WpT4O9EPrjpgTMSkFiPYy9HdwPk1gZ5uu3fJ7KVA+fnzSN7qpKhIuJZrcB4cHUu2DsgxBup1ILLlaTuNn6O5MoZ5qewCI1H3vILVZKyQQBKwpRqeTDEMoBmkQ8Sxofrz8Eng3lS6GxDeQZQAYrJAk3WqRbQzBe0NHTAC68rTHHj2cfXnnhaHEgdcxQ9ctQdVBrayvr168/bG+cg6F9vcTPg22blK8EhvDxMVe5GA4nADumiTkFb+8cuHmBHdHMe5XHqa83fx9KqWNCVgkhiMVixGIxxo0bh+/79PX10dXVxZYtW3Bdl3w+TzQaJRaL7fdvLyCAAgQI8KIjXAVUDb7sVLDHF1hOijg2juXR49nkvChtVppX60Us8abhCo9aXU6kMLtTRzlv9k7lL/ZS8ng06gRXeKcPtvtKNYeQinOvltQTpUbVkMWlC5vX5k/j0aa7udyWPNXaRIcXxqlx2ZqzmRMGX2i6hWaqDvMe71welevoExle5p/MAj1xxMN6ZVSTsFzuy0vKBbw+5NKAHEwX832fMq2ZHzGBCEJIBNAc1nTkIWGb0jAEjAmXCIpXTvT48wabNV2mbwlZ8MXT/nPLv6DkSW4nNLmkUVspH3wXGk4y/bGXh1wKKprMskKa/I507/FH8gZ9c4ATFQEBFCDAIcC27UP28zlUAiifz7N8+XKqq6uZP38+TzzxxKHuJjA6BdDAwAArV6485PKykWA/fyPkk7DTNzU3Euyed5H7zHrWrF0LwKK5M5HOcMVDUQHkv/TrWE/daEYDhcQtoWGM2l1K3wppWNALjT6IyRg5jiFRwCWkw2jdjStDoGWBBAJDBQhjuIwPoUqYvgH8esjXQCaGNTAXeseiExb9J5ezsXkar3/8L3z5j9fy6Xd8i87auoLJjA/lKZj8oFEB6UZ6hc9vradIiXY0EgefD7qn8VX/M1hDXGh+GPK4NCfp1hJ8B+FafFLmuFiE+GDEY7UHhNogtg1EsbxQ4wuFNbaXprIKxrZaROjm+qlx5saO/WzioahjRlIHdXV1sXr1apRSo1YHHYh00toIpXSfIC5LwrCicGyQo8PMur7vlgypAcFjv3bo3iWoHqs55WKPU9/kDaavjFaJc6SwLGvQPwlg9erVOI7Dli1bSKfTVFRUDH5u26Xu+WiUgO3cuZO3v/3ttLW1sXbt2tXATVrr7x9RowECBPiPRazQLTjKJilzSCVQWoB0qSjEYzZQUZq8GYJT9Hhmuc1kyFNGGDlEp6mQZO0JNJeH6ey3qbYFeT9Ms6VZFNM8ox2cyh76c5MQGvLCZmNfmB0qRVltNz+31nGZP42FupmL1b5eRSPhjJDijFBxvCQw+lEzObB3zLzneUgp+cakDB/eGKXPMx5AVzS4LCwrjbkiNvz8giwP77JIuYIF9T7jE/+5CqDKes30xYp1T1lEahRep0VIgZsWzHm1y8kXmYGeE4YxsxSt6yXl9Zp82gzl6qceX+ofMH1zUAIW4EREQAAFCHCMYVnWqGPg+/r6WLVqFdOnT6euru6It3sg4qnoZTR37tyjMoMherYitvjGOLloc7NtF5mvnU3i8h8xedl/Ie9eDkrinfMF1OIPACUFEFYINXYxcvuT0IpJ2NLwsvCDTHnJRjZXT4X5QH0F6CoQ3ZjHfhewEEg8IZD0go6CGA+63LBIOg9oGgnTrGCZFQNVB/kqSAvoF/g4CNGI3d+PKpd8/+prWHrGIsZu28W07o10VtcVTJ9T4Higm4GWggLJIkkd0A+Ai+CHzjJer9awQM8ZPEeLbM1DIs9DniSH4NXSo1kC2DyWK2OC00GfX4wmy2GYtDJ8PDxhMaHc41Yrx9o9q5gbW3LE12y0OBxV2P68cfbs2TNMHVRTUzMs0e5g5M+/vuLQs85CKSMNtylV8hUD23zM+3ENf74yypt/k+VDf9q/D9exUgAdDEIIGhoaKCsrQylFf38/XV1d7NixAykloVCI3t5eBgYGjniQads2N9xwAwsWLEAIcRqwTAhxj9Z6zdE5mgABXjwEJWAvPMolvLVMcdNABf2iHxfNjPgeFskyZqqaA66bxyeEhcNwXzQPzXVOluXCIzYtT25HlJb+EGdFJR8e61FhS17rz+e77lZ6labO7qJNVtCns+hkiClV61ghd/Fvax0L1Bje681npVzDOrmTel3JFf65NOvRpzYV+4XiBEHRO0gpxbSwy19mumzPWlQ6MCEKQgzvR8IWnD/h/07i15FACHjrl3M88AebnWskDRf7nPYqj3hCE6sevuxrv5Ln79eG2L3aIlqhueyrOarGHH/kWVACFuBERUAABQhwjGHb9qgUQLt372bHjh3Mnz+fWCx2xNvdnwJIa83mzZvp7e09JC+jg6K1w/AVQ5vTULV7GVX/PhPKFPQCXWBv+Tj+tvX4b/ieMV0sPPSLzVtNBVeB/AGwcz73P3ceEz62A8YrkBaIeqATkEbpgwX42HQhhY3PVDQVhdQTiSBPtae5NB8hHAqzWlpkvQT4AtzCg4MEjcS149ArwILHppwFkzH1RcVTKSWEUyCjpYPEw5BRVuF3UDj8Sz7LAr9EAAFMtjSTrX2/Dw6Sb4Q8PpCmlLaiV4OYjKSCRpXmpqTE8fzBGUkhxDEnLo6WP87+1EGrVq1CKUV1dTU1NTWUlZXt95h2r5As/U0IL1dyUbIwZV9JzJWQGI/wKKaDy3YJfv+WMJ/fkR6xTXjxCKChyiMpJZWVlVRWVgJGCbhy5Up+8IMfsHz5cj7xiU/w6le/mle84hWHRQ43NTXR1GQ09VrrASHEWqAZCAigAAH+r0MprIe+jvXsr0BYeGdcgzrtA4fejtaIjo305jJ01c3gjJBNT4XmeR2h2srxBquWiSqOxfD7aTdpHpbbaBEp1kkPH4tqHebd/hRqdZTfWT2sklmEdtggokzTEmEJGidl2CPSfClfRqxw1z9Jj+H1fjXrdQSfJK7uZ0B7aMKsk9upwqeCED6KT4ZuZ4aCybqGLvr5gf0PvuC+mfK9iKfRYqh3kFKKKqWocBRKKTxPD/bJL0TffCIiFIEL3unRsVHw0I9C/PPRMOMXK866Kk9oyLA3Uad5249y+F5hyHec8rvJZDJQAAU4IRHcnQIEOMY4mBJHKcWaNWvo6Ohg8eLFR4X8gZEJIM/zeP755/F9n4ULFx6Q/DnkZKSRKuOKnfbTCpZh1EHVgKOxHv0p8s6vDu6nfPyXiO426KYUx+6Zdps7dkFYDbljSUpGz31ABw57sOnFpxxNGQgfQY5yFGVEUVJyF73cTF/BhBKjDhrixwxAsUQtj2EVUkOOTQA6AtI15NHgm0V3aL9YbAYIEhw8JW4o3qbHcEl5K1IXsqtEBod1XOhv5aFcOWMRrFmzhrFjxw6SQK7r4rruqA2/DxVH0yC5iKI6aMKECSxYsIB58+ZRVlZGS0sLS5cuJZPJsGfPHvL5Uqy9l4c7vhAi2VnwDaD0NSmaPTsYGi5C6bIKINcrefon+5/vOB4IoL0RCoVYuHAhf/rTn2hububjH/8427dv521ve9uoFYX7gxBiIkZP99QRNRQgQIATAvKpn2A9+WPIpyDXh/3AV5ErbzWfrfs7zv8uwPnRSVj3ftYYsowE38P+9VsR3zubyP+8isR3l/D+jnb+FgYvrtgWcfibHUMzvL/oJ8sP7Sd4zNrGX6wWnpQtSFwUip/YG7jR6mCpTFOFRb/w2CZzFO/8xbvy3ne8s0MRTrYdOr0QvhdBezFqKzbhCx8hLDQQw6afFAkSOFjUkiBDjhbRdXTOqZTYtk0oFBr8Z1nWYN+cz+ePad98oiLZKfjbp8PG9FnA2n9b3P/foRGXtezjl/wByOVyL1j6aYAARxOBAihAgEPA4TwIH4gAymazLF++nPr6embOnHlUH7T33m46nWb58uVMmDCBMWPGHHDdoirnUPZHzb4Ua8cPC0ldlKKWik/rSUoVWz6Aj33ndTStfYDktLOw7/2OWTYtQOphhJL04D1Lf8LPxl1l3AD1QKH0KgkkccjwSj/EEzLLgEjgogELCwepTXlYXgpaYuVkhQQ8UHmQEbA0hEXBSkibuHersI9hSvuhtYn60Db0T4H+8TD+p2C34ODj0mYWK1BAcRze6p8/6vMHIBD81lvEo7KNLe4AjTrKy1QTISwymQzPLV/OlClTBhUgSqlBSXrxH3BUZyCPBQG0N2zbpr6+nvr6+kEPrFwuN0wdlN7SxK7n4hQtv/fuvMKU9FcWDCHiDB68LkR/u2DxVe6guWQRLyYBNJrtaq1ZvHgxS5Ys4XOf+9wRbTOZTP5/9s47PI6r3P+fMzPbpFVvtmRJ7r2XdHoLEFoCSYAQQujk0luo4UcIEMqFC4R6E0gIAXIJCSkkdAhppNmSbMuSuyxblnbVtW3a+f0xO7uSLFnFanbm8zx6JM1OObMzu+fM97zv9wW4C/iIlLLvlHbm4TFH8FLATo66+x4nslRNP2ibSZQ99yKLqtD++F/OMqGg1v0SFD/Wi798wj6Up34JTX9FT5dOL+k9ykfuvYaPXnkPG0MpFAH7hOSIgEWD5o/2Kp30igTlsgCp9FAuA+wX3bxIFnKIOEfUOKtkCIGgFpXtSA4qFpW2So+QnG1r5OGUdn9KOcZ20U5QVfmvskWo8SRP2jEW+BWiOQa6XYguOqmSRRQTAgQiHVFrI7GwCTGy2HAqjJQqNt198+mCHoNIk+L4+KyyOd6oYKYE+fOcm6RgvuTAIyq25UT7nE48166lx5mDJwB5eEwzGY+bYXR3d7N7925WrlxJScno+fKuSfJEOxlVVTMzT2759bVr11JQUDCuNk/0mPorbyDwp++juEYs4Ag/fTjCjysGDdPCcg49Rk7rY9kUq9YCqByUAwZgCT790Hf439deBSIFWhNOOJEF5GMBgiAvtVUaRT/HRYBegiAg6bgDsdbWeFZxy4QbSK0Dm1IIhyAhHF8fpRVyqkH6nYrybi1xTUJSDDWzFD5ofy15VX/m98lzKCfApf5v0qb0UmEX8Cv9oxQxcW8lBcHz7Xk8n3mZZX19fezatYvVq1cPuX5uOLqmaRmzSnfQCQxJE5vsIGUmBKDhx/P7/SxcuJDqqoX8+2bBY3cr9B6FRF+6mhfZ20WQNYAOkH3d1R/ddWL9Co/8d4BHf+DnnQ/FWbA1ezFnygR6OLZtj3ncCUfinQTDMLjkkksAfiWl/P2U7djDw2NOI0PFCNsmU5NAggwVoez/C1g6+MOZF5Tme0cUgMTx3U4pRS2ADdhCsDjSSApnnsSNgxgt3sWHgoLARKIgMLARQI5USSEJIlCRrLOSLJE5JIXCiy2VSy0/AsHT4hh/Ug9QaufQIDp5wH+YFyuLqBPzOUgO0i4hx15HQN1BjxrhEANcaq3nqNjLIQawkZxvr6Zanpq/4niYib75dCDeCQ9dG2SgwxlDFC2yWfkGw/Hwk050j6mDFhhUs+M0QUo5pf2zh8dM4glAHh4zjJSSI0eOcOzYMTZv3kwodPJc9MmIMe52pmly8OBBIpHICeXXx3PM8ZJMJtmxYwf6637PS351OULXnVGgjfN0PvgpfSRUspE2ZQY0V8GSo2nRKH3eimSemsK2O4nSnx46OqFGkjx2K/28wMrhLXIBDyvFdCLpkZIcbNqEiUCgCpBpWcBHgrjWAmoraqATixgwD2Qt5BpOKphMx5EYaQEIhoaVGMUkhOTn2jF+Zp7Ps/p3xv2ejZfOzk727t3Lhg0bTpoeOHgG0ufzZQabg0vZSilRVXVCs1azIQC5x3vkZo1H/8dPPCJI6AKbbGSP+7c26Dc4ApCfrM44WCgCkLrgpy/N4aO7YhRVpdeZpQggGH/kwqleAykl73znO1m1ahV/+tOf/vuUdubh4XFaYb3kiyit/wEjXVIpWIB1wcdQm/4w9MnbtiAwcuqyNW81mubHSj/0qkgay1fTLSxiSNoFVEtBtYSjIs5hESOISq1dRKESokP0sdhWeFaJs0wWc0wkeINVTS75/K/WiZBOZvXzrRzeZeWiDEsle1Y5Tsj2s1f00aT0YWHxRzVBl5XHeQRIYrGTOJ32eorF0yCCvM/czIDYyHHRTZ7MYZWsRjBz/RlMX998OrDjDh8DEchPGzh37VPob1GoXGdztM6JCkLCiz6qz+lUr5PhRR96nI54ApCHxwQ41S96y7LYvdvxXN22bdu4og7cVK7BZaHHg23bJBIJEokEW7dundCgYnD00Fi4lctWrVrFnj170H/Ri4j1IOoewvera6G/3XkiHy0Yxk0Xc9OuymJwpBhMFRQnn0z3+/jhq68kJhIklRxsmQ+iFzfOQwJxJJaQvNpcxn8Ui7NtFYGgDUGLksMuJYHJAAIbG4npSgeiDEuGgCbA70QYqX4IWdkG6lp2umpwWIlfYpLPb7RGGpW9VNoFXGudx2ZZMe73+mQcO3aMo0ePsnnz5iGVssbDcLPK4aVsxzsDOdMC0GAxpuFuH8luQUoXmUpf4IpAzo0zfDk4IlC6EN0JXhISUG3Bjety+eyeGPnlsycAjWf2cKre/0cffZRf/vKXrFu3DiHEjvTiz0op/3jKO/fwmGW8h7CTIyvWor/rH6jNDyKFir36dZA3H2vdW1C234KItTvijxbEfNH12Q27WlAf+V9kog9j3WsYWPUK/Hv+jClUOsKVfPP136M2NEAVAapswSsshWbRw0+1fek5IJuVSgHvNc/mcaWFAaHzVrOIMgooxE+VdCY15hs+WoVBnlRYK4MniD/7RB/3qcfpS0dqGQAAuHNJREFUFQbtxFkpc9GAApmLgY1Eclyk0KSNkCHWy2KOiDj/UiNcbC2gdor65Klgqvrm04H+NjHE3FkLQiwieM1XUux7WCXeI5i30qZyXXa82XNEcOjfKiiw5IUWefPmZpTNbE4ceXicKp4A5OExQyQSCerq6qisrKS6unrcA9axTKRPdixVVVm9evWE26ooyriOeezYMQ4fPpypXJbxDgoXIc9/M/rZb0S79QMoO+4ES0eG8pDF81CONg/dkY4jEtlAElh3BLpzsJAIzaBh2TL+96KriQmJTQBYBdIEmkAMIIBSu4CN9lKOCJsSW3C3ZmBLjU4lhCEFkgFsKdKzna7iZAMGiDyQlUA7CINBJb9ADjjl4os06BaDvI0kVPQCi7GFzna1je1KLw/5WrlOP4ePW9sm/L67SCk5dOgQPT09bN68+ZTTk0YrZTt4BtJdb/gM5GxGANk6xOPZ+Vo3kMwxfRb4yAo8GqD4JEKR5C/rB0BVNTr3hjDiypBIIAVQTMHtbw7ygb8l5/RATtf1CYt/I3HBBRcMFpw2nvIOPTw8Ti+KF2Odc83QZTklGG//G8ruuxBGHHvxS5Dla53Xuo/g++8XQcJJydaevZNjb76J7130CapSBsdKl7Dep9Gu2Fyjq2jpb+r/U1solH7y0iVBm0Qf7cLg9fboY5Fa6adWDv2eS6Ud9SQ2P9QaqZUFHKCLY4pNIwNskvksQ/IMFn0oJKUkSZAa0YcQoCGInWAfPbc4WZn5M8E7aP4Gm7Y6lUCeRNqgx2HeehstACtfduIYs3Of4L4PB9Fjzv/1d/h47U1JCqvnnggUj8enrGiLh8dM4wlAHh4TZHDZ8vFimibPPvssq1evpqioaELbTlQAcr2FVq9eTWNj44SO5TJWCpiUkr179zIwMMC2bdsy0UknpKtpPsx3/gyS6dSoYNgpI3t8Nxzfjaw9B/Xb56B2d2bde12K4qhAwh/i3xvOJ6Eo2DKULglhAALsFZDsBnRSmsp/aypHxQAmATQh0jOQKogI0I8ThpQkGx8iEDIPKWJAARAB+TiITThSQwxEIwS3gZkHRbZTNt5vQUESVBvnazQXyEeITixMvul/hjcmV1ArJ1YFzH1v9+zZg5SSDRs2TMuAb6wZSNM0M+HosxkBlGhJC0Hp19xKXwIow7mCg4vG2ZYgtxDmLcslcgja9yoIv4kS9w8RgNzbrK0uO+iejYH1eN7XgYEBcnNzZ6A1Hh6nN5Ppmz2AUDH2lnefsFh5/DZEohfpCzrSjqmz8E/fIHjtn6kTNiEE/cLm1ZYvI/4AxIVJkcymmysIdGEP9dA7CSaS/1Xj/Flz5P3nmwpxLGpkmEIZIICfZqWXAivEk+o+qpUoQfMcx/RZOcYSEeEQgn401tgTG2/NNhPpm08HMWjNxSYD7YK9f9UQAta9yWDJi0cfz+64w4elQ36Vc7MMHBfs/J3GBR8dpTLdLOL1zR6nM54A5OExjbiRHLquc+65506qs5hIOlZLSwvHjh1jy5YtBIPBCR/L5WQCkGma1NfXEw6H2bRp05CH2NEMrwkOyv8SAjl/Dcxfg5SS/k/vJnnHNZTtuRc1pTMs8puQkUAvKCFHSvrw4bgz22CrEMsHQgjiHDDD6EIHzQeaxFQTOI7UFk61sKxnUDoGBLCRQsP5KkwA6fJQ8l8gTJzSYH7w/x0KzwW7wKlQpri1qJLpdZz9uf5CSWlweCBKTU7ehMQTy7JoaGggPz+fRYsWzYjwcrIZSNu20XUdIcSQsPTpxBWczCSYXQr5ZOS+9HyyU+Y9gHMnBNOv24DfLyleZHG8UaHroIJPgubzMZBe370z3cJ0ikHGnHOmB9PjfVAdGBggHJ64mbiHh4fHZJFSIvW4833sLhQKipHkE2aIv6gGHdislCrPs7OPEjFs/LKAfyk9LJV+8qWNhqDGHv/Y5341xR81nRpbQQJ/0Sz8MocSaZKLj7V2CSoK7coAQamwVgr6fP/mKnMxpgzxdS2HXqFRKYP80Gdyg25RwWlWXoqx+2Z3YtB9fS4IQn0HBP2HFYIlkuJ1NqoPzvuQwVnvMxACVN/Jt0/1gzIoEEzxgT4wN9M7Y7GY1zd7nLZ4ApCHxzRhmiY7d+7E7/dTUFAwYQ8fl/GkY9m2TWNjI5ZljdtbaKxjjiQAjVVK3q1YNh7cgYwvlEPg3beSkpLg52tQOrogD0dX6QdM+NStX+UVD/+eV3/6dxwrLsIxZvY7Js2qhZQmuukDguBPgqGCkQeheLpcvPvIP9xCOD2wkBYKB1CpxiKAJI5qC0zFlQ5yQTkISjlZM6M4TokzEycRqT9zbkGpQWsvT3Q9QV5eHqWlpZSUlODzjT76ccufV1ZWUlVVNa73cDoYPAMZiUSIRCKsWbMmMxvpikDTJQa5Yowts+bObhE596oVkpXzXNNngFAOVJ9jEzkq6W9RsExJolvQk97G3c9A+rfPb/Pkk0+iKAr5+fkYhnHSazSVjLfyWDwe92YZPTw8Zgy3b1bXvw7f479wyjQJAULFPOuthBG8wToxLTWJzTe1do4JHyq5PK6k2GqrXGsuoZzshJSBJIpJLgp5KPxLSfJ/WhwbeLUZol5YFNgiPVUjKLAVqmQVvWIfXaRQgEvMWh5TW6iVTlXMPDvAv9QjbLI3kQustBXy8NOGxW1ajE+aE4/GnWsMjw4aLATNRN88Fq1/UWn4Xvq+kFDzapPVaeFHG2cW87KXW7Q+paL6nCx7SxcsecnELBBmCk8A8jid8QQgD48JMp4wc1coqampoaqqiu3bt0/Yx8dlrBSwVCpFXV0d5eXl1NbWTknUyEgCUFdXF42NjSctJT+e6mFuxIVt2wghMu0VQmCveBFK5C7n6b4H5+k+z/m9oX0PTZ/ZxvM++wd21K7FWcnCGU6GwNLSYo+LcBQDFZzYkSSOaBPIbAeCXI6TFDGEVPGhkG/pfOd7+1n7jwM8vFjw5S++lK6SXCAHiOEIPWmbYZkihwhJjmCLBAKFgNT4vvESnr9iOVJK+vr6iEajtLS0oCgKpaWllJaWkpubmzn3eDxOfX09S5cupbS0dDyXaNppa2ujtbU1Y0A9uJSt+2OaZmZQOlUDzkzKmQFhTdJviUyKlw8oyrVRY86xXCnP8QQCu0vQ1yxQw2AkwZZOGmAA53Zyo4Akjhi09PmSs846i6amJgzDoL6+HoDi4mJKSkrIy5tYBNdEGK8AFIvFPAHIw2MceClgp8bwvlnWbiF11W34HrwB9DjWlksxX/hBd2XnS9afrWLaJFK0KgaLZYDFMkBK2vRgs0hmH5LbhMG3tA46hVPgYauVxz9VizLp2D7/XItRKlW2K0kUYZIvNfJlgFfbYV5jbqFb6BRKP4dEL4/SktmvhaQHg5+oBzkqgrQLi1oZplTm0ibmtg/QZBgpVWy4KDSTRtKWDrt+6CdYIlEDIC1oeUCj+hUm+YvH/kzGIoK2ZxUUBc79gE7j/T6EAuf9V4ra8+auAOR5AHmcrngCkIfHFBOJRGhubh4ilEzGyNnlZNu6FbhWrlxJSUnJCa+7ETmTKSE/WMg5cuQIR48eHTO1bDzeQSOJPy7GZT9Ce/yuoU/prmezhJyBBH+64VK+/IaP8uOXXIElisAOOCvYaYNnKUBIZ3tLAyUJIp+M4TM2SBWFJAV0E8BAIlhq+/iQuZiL3387hb98DCyVjUjefdOvuOZHV3H/a4NEK9yi4+lYFNnCztRL8PF89tNNj0hwlqyigEDm/S8oKKCgoIAlS5aQSqWIRqPs37+feDxOUVEROTk5tLa2snbtWvLz58YsZUtLC9FolE2bNg3xd4LpN6t079f+wwqBlMAk6wGk4WT4+SpsUu1KxhR6cIWv4w/7WPZOPbNAACGc37lkO71wjc1rf5hCCIHP56OsrIySkhIMw6Czs5PW1lb6+/vJy8ujpKSE4uLiKY0OGq8A5KWAeXh4TDej9c328heSWv7CIesqO/+I/7cfQhgJ7PKl6Ff9Ellcg40c4vOjIrCGGf/8UIvSj8UC6UNHcofWz3wZIjf9LZ4rJXVKL340DDTahcQiyautQvJRyU8bRS+XRVTJMIdFHwkEu5QkfUCpTOIjTBDBITGALv281M6btvdtLjAXjKTNuFNETk1bPwnV+TH63Vjd0ek5LHjoY0H0fmfNvArJa/4nSah4yps5pXh9s8fpjCcAeXhMEVJK9u/fT3d3N9u2bRtSuUfTNExzcrNQo3kADa/ANRInmDKPE3c727ZpampC1/VxpZaN6gEEGTNDN8JjxMiKQC7Jq35K8I73OP+7WVoSSDoBPqU9PXzjVzdw/p6/85YP/QKMANiKkzhuBSAWgJDuePWYghyRQKiSuPCRYxi8MgEvDebwbV8Hx0QKHVgodX5qnMW6RCGhWx8DGQJKgecTsiu45b0C3tvPzVcpvPuWQkgXHz/3kQ7K5hko1bkUM39Mk8tAIEBVVRVVVVXYts2hQ4c4cOAAfr+fAwcOZKKDTsW/6VSQUnLgwAFisRgbN2486X0z2gykO9ic7Ayke38cvVsj5R4r/dsGEj0CQ3XKwLulgsWg15GSgnJJMCxJ9AlUnCS94TFrxeUyEzA2+DPi8/mYN28e8+bNczyq+vszghBMXXSQZVnjel+8MHMPD4/pZFx9cxrRsQ//b64BaTvm0K27CF63HoL5bDzrUoov/S+O+QxypUKnMHmllY9bx9FGcljoVEtHSPcj8EvoFxakl/UJC01KXiJtutJVwBIiiZkN5wUghMaHzS3cpxzmx75WymQBPUo/UdFPsQzQK/JIAhtswWXWcyuCcjbKzPsLnEmVWKtCqEyi94EakIRrx7YE2HGrDzMBeZXOAKr/qGDPHzQ2vWNuR27F43Gvb/Y4bfEEIA+PCTLS4MgwDBoaGsjNzWXLli0ndKqnEgE03APItm2am5tJJBJDKnCNhHvcifoPKYqCrus8++yzFBUVsXLlynE97I4WATSRAaY8+62Yf78JravOydRyzV/SVj4CCOk6lz3xbz771iMcqih2Xgj2Qlc1mAHoD4Ki48/vZaE5jxVGnM17D3B1xQIKCwrAhlemitkl+lCExWa7kFwC0N0NsgwnZmQDUIEgey3f+QubH30gybNbFEo6WrjhZzG0d8ewqwsn8vYCTopVZ2cn5513Hj6fj3g8TjQaZdeuXViWRUlJCaWlpeTn58+IGbRbfQxg3bp1Ezrm4BlIn893Qpl5V/wcT/USV4xJtqbbRbbylwkIBIqVtfMe3EoF8OdCxQabVa8zePKX/kzlMFebc7eJdQl6DimE51ujiqRCCPLz8zOm3Lqu09XVxZEjRxgYGDil6CDbtr0UMA+PKWQmqxWeKUykbwZQjjUAaTffZAKRSjrpYGaKnCfu4PpQPre97hq6hMlLrDxeNij6RkFQLX10YlGKhomkHPBJjUPpNK0QCguwEChUADo2uhTkcOL3cy4+8glTKnOokSG6ZIpeYWCKLl5i6fQInU+bNQSGV5Z4DjFadNBk+uaTIQRs/aLOjm/66dmjEKqQbPykTqDQeV1KaPuLypG7NZBQ/QaT+S+3EAKS3QItmJ09U/yQ6J59Q+ux8CZnPE5nPAHIw+MUGRgYoL6+nkWLFjF//vwR1znVFDDDcEpg6rpOfX09RUVFrFixYuzB2jg8eUbCMAxaWlpYtWoVFRUV495uJBNoKWVmkDHewYXxyX+gfnkd4tBRx7pn+BM8IKTNhfWP8OOXXQwYoOpQtt+JBiKPXMPgiwcTPD/VwUBXF5s2bCAUyvoVlOLnBbI0s1/tutvwfev3wGIgHwhmZi4Hc/HvuyjrbOXtf+vkPL0Wuyh0wjonw42y6e/vZ/PmzZmBWW5uLrm5udTW1mIYRkZo6O/vJz8/P2MkPVkz8ZNh2zY7d+4kNzeXxYsXn/KD1KnMQLpiTN4SiYIkjBjSUek4aV9W+u/Btd2EAvPPMak4x+KcWpuGX/pI4vgAuZ8+BfCpYCQEwSI55Jhj4ff7TxodVFJSQklJCeFweMz30EsB8/DwmE0GR2yOt2+W4TJAgpQII+U82QsBigq2SX79g7z7oi+Ouv37zVK+qXXQioEUkivMQp5v5/GsomMj2WD7eVQR3KN1oUgno/vtZjk5o1Tx8qOkv/8F6+1i/qNESWKSFAYfM1ZTzsT65zOd8ZSZn6yvX6hccu43U5lbYjCRx1Sab/ITKHGO03yTHy1Xp/wCi+rzLdobfGhBiW05fkILzp6bvj+D8crAe5zOeAKQh8cpcPz4cQ4cOMC6devIyxs9z/xUBaBkMkl/fz8NDQ0sXbqU8vLycW870eNGIhHa2tqorKyckPgDQwWnsfx+TooWIPn5eny/+Rhq02PYwRLU5ieGhnukFL7605v41C038ZsXXsjn3vsxqmyFDxh5rMDPNjOfSGI/0WgUTdNobGyktLSUsrIyRwhKp6r53v99tNsfBtkH1JI1HTJGbNr76vp5f0uQPHsR1utXIJcUjfu0bNtmz549CCHYsGHDqO+Jz+ejoqKCioqKjJF0JBLh8OHDqKo6xEj6VDFNM2MiXl1dfcr7G85E/QncmeiSs6yMd497BwscI2enOoyTEGCl//fnS/yFktgxhQffGCK33CaIYABIpNcpwIntkhZUbTQpWZEVpCZaOW+06KCWlpZxRQdNxAR6NqvCeXh4nFmcSt9sLzkfa80rUXc9mH3K96VFFtuG8MmLGCyQfm40KukQJrlSoST9GPJiO5v2/Dq7hLVGLt3CpEL6qJGjp0Rvs4v4vWzjsIijIVgi8/kvcxEXpEvFe4zOdHkHjXQ7RR5R0XIlWnrIYiUlkUdUyi+wWPUGE70fmu7zIVQ4+4M61XPU+HkwsViMefPmzXYzPDwmhScAeXhMEPchde/evfT397Nt27Yx0z9OVQDq6+ujvb2d9evXTygaYCIRQFJKDh8+TEdHB4sWLZpUNRX3eKck/rj4gxhX/jAjwwT+3ytQ9j8OSKdEfJ9NYeFRCgfg2t/fzKf+dh+pXxyAdBSSm8503nnnod17D8pPf4JumPQXlVDw17+jpvKBRTheP8n0UdxkowEghqQLyDoR2ksEoVsvRLTHMHL9UDF+AcayLOrr6yksLGThwoXjfk8GG0kDJJNJotEoe/fuJZlMUlRURGlpKUVFRROesdN1nR07dlBTUzNjA5mxZiANwyC5J0Tr9/2EfJKkIU5I83LvTJVBmqAJVlIQrraxknD4Ho0enFtFwSkD784F+4DORzUev85m27XGpHyyhjM8Oqivry8THSSEyHgHudFB4xWAEomEN8vo4eExJZxy3ywExuU3Ye1/FNHejO/+ryJSMccB2J+D/obrx9xFEIUaOXpdcIFgqQyN6akHUICPrxqr+acaJY7JJruQVfLMNn2eLsYTuTuWGCQltP9TJfKYir9AUvMmk1CFRAtLLD27nqWDludcYEWFTe8wM54/UkJ/m8C2IL9SokxsbmbG8DyAPE5nPAHIw2OCuN44BQUFbN68eVwDqMFpXBNBSklbWxt9fX0Zr5iJMF7hybZtdu3ahRCCrVu30t7eTiKRmHB7B5tHn5L4MwKpj/8G/0+vQdnzGCIWg8K4o9Oky0QpqQ5CbyjE2PoKursMllqCvMOtiOZWREsvSPCRQy4JoApHEihM791tYy+OTKAAh9I770WSi/H+RVjfWg+AXDz64HUkdF2nrq6OqqoqKisrT+l9CAaDLFiwgAULFmBZFt3d3ZnKczk5OZlqVoFA4KT7SSQS1NXVsWzZshEryM0Ew2cg+/r6aGtrw/rZefTXq4SlcwXcT45KtkAc6d8KTuqXFgbhk2hBSBwTGKYgSTZaKJTePm0lRbJP8Oz/BOjco7LgM6cuAA1muGg3PDrI9XUanJI4Gl4KmIfH+PA8gE7OlEzMgDPJsvQCWHoB1obXou64F2EZWGtejixdNLWNdukeIHDV91D+3Qj5IfQfvAfroq0AFOLj9dbI6fcek2Nw3yylHCIGDU4ddPtud/0jf9DY9xMfWq4j8kSfUNn6vSTVbzCJPqESa0kXW8iXVL/hRJNny4C/f8XP4X+roEDZSpsLv5YiMAc1Pc+fz+N0xhOAPDwmSE9PDzU1NeNOw4JsGtdEME2T+vp6NE2jpKRkUiWoxxMBlEqlqKuro6KigpqamszszmS8g4QQ6Lo+5eIPAOEi9I/dAYD/s69D3ftXJ/9HAcKkhSAT30MPUG4AfTivt5NWDArIukqX4ET9uFJCAMdRJoITH1IKmFjnC/SHLodTEAfi8Tj19fXTIrQMTgeTUhKLxYhGozQ0NGDbNiUlJZSVlZ1QsWpgYICGhgZWr16dESlmm76+Pnbt2kWttYnt/w5iGwLVghwgTlb4cX/coaOC4wmUU2Yz0KZg2xA7LkgxVChSB62fuZoSjvxZo+QqDWXd9KULjBQddPDgQbq7u+ns7DwhOmgwU2U0+dBDD/HhD38Yy7LYv3//tVLKr5/yTj08PE4LJmr2PG7CpVgXXD3SAdHu/gnqP+9Chgsx3vlF5JJ1kz5M4Mr/QXmkEaGbEDHwX/U9kn+/Hrm+dvJt9xgX7v0yODpouBDkRge1/F+AQJlEKKBakOoUdD2jMv9lFlv+O0XnU84+SrbZBMuyIV6xo4KW+zQOPaVwsF6laKkz/uzYpfD0zT7O/8jEJ1CnG29yxuN0xhOAPDwmSEVFxYSjeVRVnVAZ+FgsRl1dHYsWLSIcDnPw4MGJNjNz3JMJOX19fTQ0NLBixQpKS7O5+5MRgKSUFBYWsm/fPlpbWykrK6OsrIycnJwpn5k13/wp1C/91XmyDwMxHBUgiRPi4dYPd/UeAHJxpITB9OOkeKlAnrOh6KLz3eey/zXriOUolOzfT2lpKQUFBROOEunt7WX37t2sXbv2pB5RU4EQgnA4TDgcZuHChRiGQWdnJ4cPH2ZgYICCggJKS0tRVZXm5mbWr18/Z2avuru7aWpqYv2ajTz7ogLMeLb2mpvm5fr9uBE8rvmza/Cs+SFcLelpFsTbFGwcKW/wrSAYodOzId4SnNIIoJPhRgcVFhZSWVlJYWFh5jrFYjHy8/Mz3kGapk2JAGRZFtdccw1/+ctfWLBgAYFA4M1CiHullLun6LQ8PDzmKJMpxHCqaL/8Br7ffAfSRtFq/WMkf/wwcsGSE9YVR1pQH7wPVBXzNa+H8hPTkZV/70YYg6KZbRv14V2YngA044yUKpapLmZLYocFqQ4VIZx0LqPP2S5YJql61YkR6fE2wRMfCmDGBMdaBfEuQW6JIFAs8Yclkaa56eXkVQHzOJ3xBCAPjxlA07RxewC56Tzr1q0jPz+feDw+ZSXkB9Pe3s7+/fvZuHHjCULARL2D3NmgwsJCtm3bhq7rRKNR9u3bRyKRoLi4mNLSUgoLC6dkAGov34zMzUWYMadglw/H6dcN+3BFHzfcI/MW5ELGFtgPdKRXLsCRB3TMt7+InO+8l3U4D85dXV20tbWxZ88e8vLyMtW4xorIikQimfd3PKk+U43P5xsSddLb20tLSwuRSISCggI6OzsRQpCTkzPjbRtMZ2cn+/btY+PGjRz/YZj4HidWxxV5XAHITv9tDnrNXc9WoGitycbPpNj7Wz9PN6j4cK62Gy2UwIkmIr2tazBtAiJgztiDkYvrAeT3+5k/fz7z588f4h309NNP8/Wvf528vDxaW1vZuHHjpIXUJ598kqVLl7J48WJ30W+A1wGeAORxxuClgA1lylK+JoH2h5+BoZMxcNETqP/8PeYVnxyyntizm+BFLwFdBwG+b95A8s+PIGuGCTvhIHTHBh1ARRZ5D9+zzeBUMZ/PR8kmiD6iooUl0nIKLnRvh6rXW6N6Bx37m4rRL8itkuSb0N0tGDii4C+y0GOCkqVz0xA6Ho9P+8Seh8d04QlAHh4zwHi8eKSUHDp0iEgkwrZt2/D7/ePedjRGEnLcMuTd3d2jGliPVwAabYDp9/uprKyksrIy41PT3t5OU1NTRkQpLS2ddElz7fdfRoRjzhO9BfTg6DkuPpyMLg0nsKcbkD040T4VQGf6dxDoSq8QBPxY73htZjeqqmYimdyy35FIhJaWlkz6lRvlNJjW1laOHz/Oli1bJpW6N9UIIUgkEqRSKZ73vOdhWRbRaJSmpiZSqdSUC3TjpaOjg0OHDrFp0ybijwU58FUNBSchz9XyBFCEE6tlkw30ctO6/OWS2osMzv1GEoSN0SWRtvNaLtkqYhJJfrlNrEOlCIYUFe783Hp4xyCHyhlgJBPowd5BixcvZv369Vx99dXcfPPNfO5zn+Oss87iBz/4AcHg6FVxRuLo0aPDK7y1Amef8kl4eHjMSWZT/AFGKAUlGMnN13f95yE2kF1gGGjfugHjez8dsp7+nXfif/+PwbTAp2Evnof1xnOnoeEep0LBUshf7JRzV/yQW2WhH89GoltWVgjKRBGZ2dulvErS0y4ZiAliHQqlKyy2vXvupX+B5wHkcXrjCUAeHhNkMgOpsUQcy7LYuXMnPp+PrVu3DnkIHyuNayLHtSyLhoYGAoEAmzdvHvVhfzwC0HgHmMN9aoaLKK7AMpEoGfXAM84fAmhLLzRwNJw4zjdbEEdFyANZW4Hxxg+g7D2GONKNrJyP/coXIu0A/g/dhOjuQxbloN/8Keytq0c85uCy30uWLMlU42pubiaZTGZElM7OTuLxOJs2bZpwafHpoqWlhWg0yqZNmzKiW3V1NdXV1ZkoJ1egy83NzVwvV4ScDo4dO8axY8ecNik+2r6lgU5GANLICkCukTPpv7tw9D0FqDjX5qzPWgRDfjqeETT9IJgxew7gCEYqsPwdOqVlkqe/oaKlXye9DzHgxzJ01BnU6sZTBWzBggUA3H777QSDQZ599tkxzb09PDye28y6+AOYF12J747vpKOAFMjJw3rxG09YT0QjTp6Q20bbRkQ6TljPetN5pBZXoDy8G1kcxrrsfAjM/uSKx1ByFkiCRZKcaqc4Q6JNIX+NTTAYzKaJpf2o3L/Lz5cc+p1GMipQfJIF8ySL3q5Tfr5FQbVEnaNPqrFYzIsA8jhtmaMfKw+PM4uTCUBuNSa3stNwTpbGNRaDt00mk+zYsWPU4wzf7mQC0GQNJUcSUSKRCI2NjRiGkTEtdqskjYZVsQxx5AmEsJwnedcQRsWJChpw/ra3bSV14+0wz4l+GOldTL7hBeNq+3CGV+Pq7Owcch4dHR2UlpbOagSQlJL9+/eTSCTYuHHjiILf8CingYEBotEodXV1ABkxaCSD4sly5MgRIpFIRiSzE2B0g1+KjG2TQtboGZzOyn2tCCcKKARsebtBbroAzJOf8iGkEwA2+FoHiiWbPx+n6VO5aAwVlEj/z+Q01knjmmaORTKZJBQKoaoqZ5111qSOVVVVxZEjRwYvWgAcndTOPDzmKF4K2DSaPU8AcXwfWt2voFSFPhv8flKfvwU5r+aEda1XvhaleQ+4VUdDOVivet2I+7W3LMHecqKHkMfcoeQcm/mvsjj+JxWhQHCeZPG7s/5TI5WZz11osvlrcQ7+xoeVUFjxSpOql8oTg8jmGIZheBMyHqctngDk4TEDjCYAdXV10djYyOrVqykqKhpxW0VRkFKO+Np4jmsYBj09Pezateukxxl+zNEEoKk0lAwGg5lIFNM06ezs5MiRI/T391NQUEBZWRnFxcVDIiWSySR7llzElqZH8XftzZrDuOTihH2YYL/qvIz4M51IKWltbaWqqoqampqMiLJ9+3YURcmkis1kuLCUksbGRhRFYe3ateN6EBBCkJeXR15eHosWLULXdTo7Ozl48CCxWGzUazIRDh06RG9v7xBByrFtEk6WAFktxo3Ucb2AXP8fFecSB5CknlXpKbNBkfTvVk4QdwBeeYdO4bwgeYtdpVCQ/Qtkno7w2SNsOX3Ytj2u91BKecqfs23btrF3714OHjxIVVUVwOXAW05ppx4eHnOK2TB7HgnfA9+BZAxZUeJkWqdiaM/chb75ZSesa37wY4jOKNqvfg6KgvHeD2JdcdWMt9ljahAClr7PourVFkd/oRJvUNn7ET8Vl5uUvcbOiDoZISih0r9HQVFsNn7BQGh2+j7Orjead9BsM9lxuYfHXMATgDw8ZoDhVcCklBw5coS2tja2bNkyYU+P8aIoCj09PRw/fpzNmzePO81qNMHKsqxpCyvXNI2KigoqKioypsWukXIwGKS0tJRQKERzczMrN56Dde4j2N96BcqBHVlHX3Ce6lNAGWh//AkypwrzxVdAbuGUttcllUpRV1dHdXU18+c7oShulNPixYtJpVJEo1H27t1LMpmkqKiIsrKyafXbcVMKXSFnstdqsEGxbdv09vYSjUbZv38/gUAgEx00nvvKjUZKJpOsW7cuc+7GIUHnDT6UXlBFVvCxASEkmgQrLdgY6R8TNzVMsPe7GoF/SRIHQOtzyr+7ghFAToWk/HmOpLTkGpPeXQoH/qig4FQaU4tMan7zNJa1KhOVMxMDzvGkgE3VAFPTNH7wgx/wile8wv1c3yml3DUlO/fw8Jh1prNvnjCxbifty0UozrKRUFWM62/EuP7GmWmbx7QjBPQ+rBLfqRKsdsyg227TCFSaFGzNTiwm2uGxD/tJRZ37tWC5j7O/ZaAEs2Xm3Ught0+eK2KQJ/54nO54ApCHxwSZzOBqcIdl2za7d+9GSsnWrVunzSdGSklbWxv9/f2cd955EzJcHh4BNNOeAkIICgsLKSwsZNmyZcRiMQ4dOkRzczM5OTl0d3ejaWWIiz5HsOVNsIesCXQK55vNBI6n8H3/0/h++FlSH7kJ+xVvm9J2xmIxGhoaWL58OcXFxSOuEwgEqKqqoqqq6gRD7NzcXMrKyqY0Vcw0Terq6igvLx9u/HtKKIpCUVERRUVFLFu2jEQiMSR9z/VAKigoOGGAJqWkqakJKSVr1qzJ3D9WHCKf1bDjkvAqiHeATOukqgBfGGwdpCExbYGJk95l4ghBvYB/QGDVgewT5Kdfc0u/a37JC/43lWlHoAzOuk1n9V6B0KA/7yjHO9pYt25dplKfe5+7AqiqqtMy4ByPAOQyFZ+3V73qVbzqVa9y/73hlHfo4THHmHXhYxaYC34/w7G2vBal+XGw0ua9QsHa8tqTb+RxWiItiDcI7LgguMTGV+Es769X8BVLhOLof4of4k2Cgq3ZbRt/qpHqFITmSaSE7t0Kh/6gsvTNDEkVA2a0b54Ic+Hz5uExGTwByMNjEgghJjUDkEql2LFjBxUVFdTW1k5b52GaJvX19WiaNqlqW4MFoLkwwOzq6iKRSHDBBRcghCAajXLw4EHi/WFe1A7U4ISMxHEquh8BIjjpYPmAaRG48X3oKRvrorcNnZ2cJD09PTQ2NrJ27dpxGwEON8QeGBggEomwY8cOhBCZ13Jzcyf1Puu6zo4dO6itraWiomLC20+EUChETU0NNTU1GQ+ktrY29uzZQzgcHlLpbffu3fh8PpYtW5YVf7og8nEf8T+pYIEMgF+zSaAgASTo/QJbSIQqsKTjFZp+CXAuuQTsPpExiy5JLzODkmWfMKl48dDPqRqCgvWSo0ePcvz4cTZu3JgRYgYPOt2Bpvvjvj5VM5DurOapruPh4fHcZC70zSNhnXcZItaN9tefABLzJe/BusDLOD3TkCYcvVEj9pQCKggfVF9nEFol8VdIUscUpxy8BNsAX+nQvjh+VKDlOMuEACUAiWND72G3r53Jvnk8TGQCx8NjLuIJQB4eM4RlWTz99NOsXLmSkpKSaTtOPB6nrq6OhQsXkpOTQ2tr64T34QpAs20oKaWkubkZXdeHVC0bnJZk/bQMNRJxXIE14DDZGuL96b9NQAf/pz+Edd996N//JQTHX3VsOB0dHRw8eJBNmzZNOn1vsN/O4FQx17S5qKiI0tJSioqKxjWocc3Ely1bNq3310ioqkp5eTnl5eWZSm+uB1I8HicvL4+amqEGoH2/Ukn+TUWmBEhnsthEYDMsDQyBMJ1L66Z3KTgmz+7frp+PiwBy50kWvmewjXSW1tZWOjo6hog/g3HNKjVNy3wOBs88jlTKdjKM9XlKJpPTlh7q4XEmMtnJmdON2e6bT4oQmC9/P+bL3z/bLfGYRgaeUYg9peCrdgybzR44/gONRTcZzH+rSWKfn2Sr07/nrpYUv3Cor2TpJpt9ezS0XIm0wU5B0fqTV2OYqb55LLwS8B6nO54A5OExAxw9epRkMsn5559PTk7OhLcXQmDb9pgdWmdnJ3v27GHt2rUUFBTQ398/qQpi7vHcAeZshNm6Jevz8vJYvnz5iANcRVHQv/sIwWu2Ig71OzlBSbK1w22cmuH+9P+WRP3jg4TuLYVgkOSPbkG6FUekROw+hPLnHcilVdiv3ALaieLAkSNH6OjoYPPmzVNa4Wtwqpht23R3dxOJRGhubh6zNHt/fz87d+5k9erVFBQUTFmbJoNb6S03N5fe3l5qamoIBoMcOHCAeDyeEbas5gqsPpFRbvT0j2vMnCH9umv8bOGIPn6cy+tm+0G2UhgCln7awD+CDnbkyBGi0SgbNmwY1wyee++rqorP5xu1lK2qqlM+AzkwMOANMj08PIYwV8yeJ4Vpgp6CHO977XTH6gMEGWNnNQxmt/NPYB4s+4ZOYp9A+CBnhUQZNlxadpVF/Lig7V8qQsCSN5tUvXT85Ti9vtnDY/J4ApCHxyQY7yyjbds0NTWRSqXIyckZtwnzcFxT5pN1YC0tLSeYSo9Vzv1k7ZZSsnv3bsrLy0+p6tNkcI2VFyxYQGVl5clXLlmAecVn8X3zC1kDmcEqwuDL1Gtl/08kCV71FlLf/i72W67G/4JPoG4/jqseycIQyf0/hKAjuEgp2bdvH4lEgk2bNk3rwFtRFEpKSigpKUFKSSwWIxKJDCnN7lYV6+3tZc+ePaxfv37ODEhcH6J58+a5VaeorKzEtm16enqIRCIkwnHCxnLA8faJk7007js7/BMWSi8z3OPgiEYuOo5HUMU7TBZceeJ9f/jwYbq7u9mwYcOkr99opWwHexVM1QxkLBYjHA6f0j48PDzOHOaU2fMEUX9/K77vfwkR6QdbwV67Gf3L30auXDPbTfOYBMElTg9txUEJgnFMkHd+tt/V8iBv0+jjZDUAm68zMRMmQgX1xLmtCTGTfXM8Hvf6Zo/TGk8A8vCYJnRdp66ujuLiYlauXMmTTz6JZVkT9uOBrAA0UsSJbdvs2bMH0zRPMJUerZrXaAz2FDj77LNPqMRVXl4+ahTKVDEwMEBDQwMrVqwY1Vh5WKPR7vsuFJpOtI+bD+SOO3xAEKThQ9jGsPASCHzso+jt+ajbjwCBzMaiJ4HvPT/EuO0jGeNun8/HunXrZnTgLYQgHA4TDoczpdndVLG+vj5s22b58uWTFhenGsMw2LFjB9XV1cybN2/Ia4qiUFxcTFFRMYkijW6gHUfIsXAulZvS5eJm8yk4HVZs0N8ukmyJeAtY8QWD4bjl59evXz9l4t3gGUhg3DOQ401RicVik4oY9PB4rnKmpoDNVb+f8aLUP4XvB/8PER2AviRIifLEIwTf+HKSf/4PsnLBbDfRYxyYbYLY3xUwIfQ8m/mfNOn4kYbRBeGzbSrebxLfLkg+raAUQN7LLdRCZ1spoe/vCv2PqaiFktJLTXwVoE3D0GU8fbO73mSig7wIII/THU8A8vCYBvr7+2loaGDp0qWUl5cDTilm0zQnLQCNFMnjikwlJSUjlvueSATQSANMt+oTOA+jHR0d1NXVZQyLy8vLp/QBtbOzk7179044mkXEOqEYR7/ZjyME2TiKQnpwIawTRQEAbInvS7cARQyPOVGf2EsibahdUlJCbW3tRE9pyvH7/ZmoqFQqRW1tLd3d3Rw6dIicnJxMVbHpFOlGwzU5X7x4MWVlZaOul/iYRuKnPiKQ8fwJ4Ag7rnyp4whB4fSyOFnfHx/OldLI+gWpONl/CFDyhx7vwIEDDAwMDCk/Px2MNQNpmiaKoow7rdKLAPLw8Bjsc+I+sJ5uKI07wLKgN+EoAQJAgqGj/u0hzLe9y1nRtlF/+1uUHTuQy5ZhXnklzEJf5nEixlFB5OM+7LhACBj4g6T0BoMlt+kgnWpfA39X6PqBhgiC1CH+L4WKrxuoedB1t8rxmzSUkESmFPr/rbD4xzraOOb5TpXx9M0TSRXzBCCP0x1PAPLwmGKOHz/OgQMHWL9+/ZCHt4lG4wxGUZQTth0YGKC+vn6IyDSc0YSj4YzHUDI3N5dFixaxaNEiUqkUkUgkk95WUlJCWVkZBQUFkx6ctra20tbWxubNmycmXgiR/SYLA+uA7ZxoJhPCEYZG+NYT0sCRHNwkIwdzcQXPPvvsjFTVmgiHDx+mq6uLLVu2oKoqFRUVo6aKlZaWEg6Hp/2hwTWhXr58+Ukjt8wU9P1Uo590BS8gh6xlk6vb+XFEHRsn6gdONHx2rZ7cvxWgcJuFmvZNllJy4MABEokEa9eunVG/jNFmIG3bJhaLoSgKhmGcdAZyYGDAE4A8PJ7DDO6bT1fxB0CWlIOqDnPsFyAU5KBJMd9HP4p2991IwwCfD+XPf0b/9a+dbT1mlfifFOyEwLcgnfoVgf7/Uyn9opnpiHt/o6GWSZS0NmK0CJLbFXKfb9N5h4qvVKIEASR6q2DgSYXCCyduU3AqnKxvHl5mfvD6g/EmZzxOdzwByMNjEow0CHM9Yvr6+ti2bdsJ6VqnIgAN39Y1B16/fv1JS5CPJByN1O6JVhMJBAIsWLCABQsWZEqAHz16lMbGRgoKCigrKxu3b9Bgb53NmzefuteQwCn93kdWYZDAcUDVwDIdpcB9zazFUYZycb4SnesmhcVfP3outemImrmA+14lk8kTfGxGShXr7Ozk4MGDxGKxjPlycXHxlAshsViM+vr6EU2o9UOCzps0zDaBb4FN7KcaBgIL590e3hJXCFLTf8cZKvL4cKKF3KJv7vOEDajFNlsedFyBpJTs37+fVCrFmjVrZv3ByZ2BjMfjNDc3s2rVqiHV9lwRaLAY5PkMeHhMjNn+nE8lc7rS1wSxXvhq1Af/D6XrL4iumBMF5PMhw3lYF77WWam9He33v0f6fODzgZSoTz6JaGhAbtw4q+33ADsJQh0UJa2B1Ifek9IEMSilS0qQ6SGotEEMHt7Nkdt5eHTQYCHoZH3zycbeHh5zHU8A8vCYAsx0mlA4HGbz5s0jDtSmQgCSUnLo0CEikQjbtm0bM1JmrAHjYEPJyYoCw0uAuya/+/fvJxQKnTQlybIsdu7cSU5Ozil560i/H2Ga2ZnFRcBenKpgJhDFMZPBxMkVAydcaHCJ7UNI/ypkaTGpJZU8/pnzWbZ0CQMDAzz11FNjnst0Y9s2jY2NaJrG2rVrx3yv/H4/8+fPZ/78+UPMl/ft20coFMpEBwUCgVNql1uBbO3atScMiMxOOHyxH6tNoAYl8Q4NOz3qC5AVe5Lp9V0xRyjOwNG9nkr6BUk2OsjEEY9cLc8CFn/ZRA06D0579+7FNE1Wr149Zx6cEokE9fX1rFmzhvx8J09tcClb98c0TYQQ9PX1eWHmHh7PQaaib55TqCrmG96Gml+IaDkCpoqsXYxxzcehyOmTRSoFg89VCKSqIlKpEwoCeMw8OS+wif9JxeoGFLD7BLkvN4esk/dKi55fq6hFEpkQqHkQXOtE+JS8yaLjZxpKWGInBWq+JHfrzEb/jMVIqWLDRSEhBP39/Z4/n8dpjScAeXicIrFYjLq6OhYtWsT8+fNHXe9UBSDTNNm5cyeKorB169ZTGhROl6HkYN+g4SlJQgjKysooKysjJycn4180f/58Fiw4NQNIq2or2oGHszNKSZy8ocMjrW2CEgDbtRZ260qlEOYOOj79DRrXzWfThg2ZamruuUSj0RErcU23wOAKZfn5+SxcuHDCx3PNl4uLi5FSEo/HiUQiNDQ0IKXMpPBNNFWst7eX3bt3n+DZZFvQ/WmNYz/TUE3hROj0iYzA40pO7hUI4VwuAQQUKH2nQU+DgrlTgQGBlNl0sMHe3nLQPpQck0M7j9C3L048Hsfn87Fq1ao5Jf7U1dWxevXqjPgDI4ejuyLQXXfdxdKlS2elvR4eHjPP6W72PBrabd9Hu+17YBqgatjrtmJcd+OQ1C65YAH2smUoe/YgVdUpGV9Rgb127Sy23MMlsEZSfJ3BwG81pAW57zIJPW+ogJN/iYUISRJPqCgFNoWXW2hpO8CSyy2UfMnAv1XUIpuyKyx8cyO4ekRGSxWzLIu77rqL9evXz2bzPDxOCXEmVkvw8BjEtNzglmVhmmYmFWvdunVDHupGYt++feTl5U3KS6apqYmOjg5qa2upqamZ0LaPPfYY5513Xub/2Rpgur5BkUiERCKBYRgsWrSI6urqU29DrI/ghxYhUknHyqcTJwVs9wjrqkFQQ6CrOHEjafthIcAfx2Qr9nvfjvWl10BgZI3crcTlnktRURFlZWUUFhZO+WytYRjU19dTUVFxykLZaPt3zyUWi1FYWEhZWRlFRUUnTcfr6uqiubmZDRs2nFCBrPONPvof1FBxpLUkWUsmgRPBA9kPpzbo9Zw3mZR836D1vX4STwj0DoWUzIo9eThCUBxHOBI4wV0iBFX/k6B15TOkUimEEOTn51NaWkpJScmkzNenimQyyY4dO1i1atUJKXIjIaXky1/+Mu3t7dx8882nnhZ5ImfGU6XH6cy09s2nI2eq+IOeInjhaggEHcFHStBT6Df+AnvzeUPX7ezEf+21KHV12EuWYHzjG8jq6tlp93McKSH+V4WBu1XQIO8yi5zzJxaxIy0cg+gzJNzAtm2uu+46+vr6+MlPfjId0XlnyIfeY65zhnwkPTxmFtdctrOzc1ypWDD5CKC+vj6OHTtGZWXlhMWf4cymp4DrG5STk0NTUxMLFy6kr6+PJ554YsK+QSdg29AVgnjSURx8QCFOaMjg8YqCk19U3g1SQEeBsz6APwaagWoKtFv+g3mkH+P2K0c8nFuJq7KyEsuy6O7upr29naamJsLhMKVlpVil+QifyjwZQJ1kn55Kpairq5tWE2qfz3dCqlg0GmXfvn0Eg8FMpNPgVLFIJMKBAwfYtGnTCSlk+rMC+aBGGOcJL5j+6U6/7opAbvUuzf0R6ZHP/Srdf1DJtUG3BJqAfBUMMxvt04Nj8wRZUShmSiILmsnLy2Pz5s2AE6EUjUY5fPgwqqpmzmUmQ7dd8WflypXjFn++/vWv09raym233TYd4o+Hh8cc40zy+zmBVHoKwH1YFo75M8m44/Pzx/sRBw9gz5+P9vc/IQ43YZ+/Ff0L10Nxyaw2/blM/F8K3d/2oRRIpISur/gQXzEIbRlPYREYuEUldqcGEnJebZF3jXlaC0FSSm644Qai0Si33HLLmZGa6fGc5TT+KHp4zB5tbW2kUim2bNky7k7ATeOaCG5Fserq6lP2nZkLA8xjx45x9OhRNm/enBEObNumt7eXjo4O9u3bN6lS5urf70QkurMuwe4l8fvAMLLhJQpg+cGKgyqhvAeOlUBOHDQTBmoRVh6kEmh370BcVYD+i9ed/NhpYaG0tBQpJd39fXxJHOBB9RgGGssswe36IipCEzMMjMfj1NfXj1lVayoZnCoGZNLedu7ciWVZlJSUoCgKkUiEzZs3n2B0bu0UpN7lQxtUgs3V44KAoULRUhtjv8AyBfgkORKUIJhJsE0BCYGNc6nKACTohRIzAcmEyOh1Aid+i/TvgJD4KhWWLl2SubcLCwspLCwEHCEmGo3S3NxMMpmc1qgtl8Hij9uOkyGl5Dvf+Q5NTU3ccccdnvjj4fEcYC70zdNKOB979SaUXc9CIARGCkK52Cs34LvmvWgP3Ae6DrqODAWguABxtJXA/r2kfv8gzGL05nOZ+F9URFiipGdbzJQk8U9lXAJQ4k8KA7/SUOdLEBC7V0WpkIQvn5wNwmwjpeQb3/gGhw8f9iZmPM4IvG9VD49JUFlZOWrp9dHQNI1UKjWudd0KRr29vWzbto1IJDLubUfCNZSEkUtaTjfu+cRisRMqfSmKMm7foNFQGh/JWvn0kc4lAqptOBAGdQBQwCoEtd8xnMl3FuFPQqIQyAW7FMcc2gAk6l3bER85F7lxfNdaCMHfCnXu8ofoFzEs9hLBYIn9DD95qpKzc5ZQVlZGfn7+SQf5rrHyYLPg2SA3N5fc3Fxqa2sxDIO9e/cSiUTw+Xzs3bs3E7WlpBTM6wX6zzXUfkkIEwuFJAqKW/FLlZT9XCewWNJ7gw+zVaC0CnISjrhjWEpGt3PLwZsCghKsFBAGv5T02yB1cEoI44SXA6LEHCL+DCcYDA6pXNfd3U1HRwdNTU2TEh3HIpVKsWPHDlasWDFu8eemm27imWee4be//e2spqx5eJyunG7iyRln9jwSQqB/9X/xf/MzKA1PYdcuxfjUjYj2CNr996YnaSTYNiKeRJYVg8+HOHQAceQwctGS2T6D5yQiRyKNQZ8nUyByxpe5qW9XECGZifhR8iT6MwqchgKQlJL/+Z//YdeuXfz617/2+maPMwLvLvbwmASTGWSONwXMsiwaGhoIBoOZimKqqmYEnIngzijGYjFycnJmZXBsWRa7d+8mEAiwfv36k7ZheClz1zeoqamJVCqVSeE5QUBRLcf7xxV/JI7Ik2uBlgAz33lB7QNhOuqCBhggVRvz0kvx3XEUpxS8uwMLbBPlrwexxikAATyixOkXOhaNOO40EqkI3nNWIz/oyOWsIyn6+vrIz8+nrKyMkpKSIYJYd3c3TU1NJxgrzzZu1NsFF1yAEILe3l4ikQjH721j7cfWo5h+/EhSQAKVXCQakn7A9kPFdTrBsEn7x4MYAwJ1jyBgCcxBVcEMHLNnSGfupb1/EvMkfSlBexQGpMCHI9NlKtIKmP8tOe77e3jUlhvpVF9fnzHFLi0tJS8vb1KfGVf8Wb58OUVFRWOuL6XkZz/7GQ8//DB33XXXrFSZ8/DwmDnOWL+f0cgvQr/+x0MWKY896kT3mKYjALn5wZYNioKwbfAPq1IpJcqzEehMIteWICsn10d2Y7JLiaEh2GDnEsKL6BhO/qUWqadVjFbnfyUsCb92fONQtVwiU+5YCqciWMXcqvg1HqSU/OhHP+LJJ5/kzjvvPCHq2cPjdMUTgDw8ZojxCEBupaDq6mqqqqoyyxVFmbB/kDvArK2tZc+ePViWRWlpKeXl5TNSuQocs2TXwLh6EkaOrm/QggULME2Tzs5Ojhw5Qn9/PwUFBZSXlztmxWe/An53z4n2eUkgbEF/39DlAkdpsEDoAXy/vA+oAObjhAUFyFgVaxMbGFbgw8rUnRdUHo1T09JLR7nJhxY/wFtLlnGjfimy18x46QQCAcrKylAUhSNHjrBx48ZMBbLZRkrJwYMH6e/vZ8OGDZlZ6qKiIor8RahfFBimD4FNEIsQNhKBid+p6uUD/4UGeX/XMf8gsHaCL66gMrQDcue+3fLurt9PLE8yEBEM9AmCOMbPPTgF3gqR+PIsiq6W5L9+coPLwaLjwoULM6bYhw8fZmBggIKCgoyR9HjCvnVdZ8eOHSxbtmxcqXtSSn7xi1/w0EMPcc8995zgqeTh4XFm8ZwTf4aTiKPs3g5mHBQVLMvxBxKK0zfrKbAtzJe+AlmZHQdhS3wffwT1wRZQhRNZ9LMXYZ87b0KHPyZSfNx3kF7hpOTX2kG+aSwi7IlAQ/Avk5R/Vyf+qIJQIOcFFtrohW6HkPsmi9RjKuYR595WyyXhK08vc3YpJTfffDP/+Mc/+P3vf+9NzHicUXhVwDzOdKblBpdSouv6hLbp7u6mra2N1atXj/h6T08Pu3btYvXq1SdEDXR1ddHe3s6qVavG3b7hA0z3wbajo4NEIkFxcXHGA2U6BqCxWIyGhgaWLl1KaenU1vp0zYojkQhdXV2EfSpnfeBFWcNniRMRZOIs6yRrGKPiuAZLnDSxlvkgQzhyRBHgVtoKIsOr0H99MfaLa8fdtigGS4IPY4rDvPAfcb5wfRywUWzJzVcnuP3KLmrtbv6Z+j7lOAJBPB5n3759dHZ2ZtKRJlOWfaqRUrJv3z50XWfVqlUnpijsFGjnClK2ShAdlUQ6Ey8XGw1bKJglJsp5fYRiAawCwdH7Qyi6mqng5eJ6+pg4/txKmU3wZTbRJ1T69kOSrP+PxNH2BjTJpp/qLLjUZjreJtu26evry9xnPp8vE4U2vPIZOOLP9u3bWbp0KSUl4zMvvf3227nzzju59957Z9Kc+jn2xOkxB5mWvtm2bQzDGHvFWeKM9/sZi+4ogWsuQXR2ABKZW4JojSOOHcVethzzootQuruw16zFetNbhvj/KA8fw/+ef0Cu5hhJJ0xknp/UE2+cUBO+4mvhP0o/FdJ5oG8lxTusCi6zyqbyTJ/z2AknFcy2IbjRRgnPdosmxi9+8Qv+8Ic/cM8994zY308Tz7EvBI/ZwosA8vCYIU4WAXT06FFaWlrYvHnziB3NRCqIjTbAHFztybIsurq6aGtrY8+ePeTn51NeXj75KlzD6O7uZs+ePaxdu5a8vImZH4+HwWbFbgqPUTIPX+S4s4KBoySA050OjhJXyHaxbYDoBwZAluEoRQawEOhDKNuxN181obaV4uOO1AbexmE++1WdnkKbZMhCM2zeeYuff75IpaW6lSv9X+RB/fsIBB0dHViWxfOf/3xs2yYajXLw4EFisVjGrLioqGhGPSKklOzZswchBKtXrx75QSUIUhWoto1KAgALPwKJjxS2VLCKQd2h0VXThehR8IV9WF0KYpRxjpIvCf8uhXauRH9WQTyiAArZYPLsJbUKoOri6RF/wLnPBhtJJxIJotEoe/bsIZVKZUTUgoICLMtix44dLFmyZNziz5133skdd9zBAw88MKOVyTw8zlTmsqDynBd/AN9Pb0S0t0JOHkiJ6DmO+farMK/5Qmad0UY64ngcx/Qt/b4FVUQ0AbYEZfzvZQcGOTI7zvEJQYS5KxrOOgbwtFOggVW2Eyg9BtKGI79Qafs/DSmh4nUWiz5oIk6TIKtf/epX3HXXXdx3330zKf54eMwYngDk4TFDjCTiSClpbm4mHo+zbdu2Uc3lxisASSkzlcZOJhaoqpqJMpFSZqpw7d+/n1AoRHl5OaWlpZPKd25ra+PIkSNs2rRpRtKY3BQe65u/xnf1i53BoBsJ5IaVSE78tnPrkCspsEIgekAW4hgJHQAKoa8Q9fZfYf3Xf02oTa+WpTwQeR6acS/JkAQkgZRFVavCZ74W5NarCmjcdoBGDqI1m+i6nkmvUlV1SFn27u5uIpEIzc3N5ObmZsyKpzMX3bZtdu/eTTAYZMmS0Y2VWSKxX2mj3ptN2spKNQIVSe5eMCsDFOyah0wp5No2CWx0FDRERtSRAHmS3Ft1fOc7S4VPogWdS2eSydrLrL/m2zrKDKbkh0Ihqqurqa6uzoiox48fp7GxEV3XmT9//rhNu++++25uueUW7r///jnl9eTh4TH1jLdvPtMRrQdBGdoZK0cPOa8dPoj61z+C5sN89euhdKj3nr2m2BF/DBs0AX0G9tqSCYk/AGfbedyqtZMjFSwkOpJN8jn6HRwH9qQLKqySTrnOweggPqNBQ3odv4r8uglrTh7A136fytFfawTnOd5O7XerBOdLKi+b+ybQ//d//8ftt9/uTcx4nNF4KWAeZzrTdoNPtCpXMplk586dbN26FQDTNKmrqyM/P5+lS5eedDYwHo/T1NTEpk2bRnx9qjwF3Giajo4OotEoqqpSXl5OWVnZmGKO6xXT29vLunXrZqVSgmiuw3fdu1B37nYUA4Ej9PTg2PoMdhjWgQRgq2AWgaKDXYjj/ePHSQcTyJIKkod+4XgUTATLRnv7fTT0H6Y1p59zHzPRDOgqhsJeP7s3han0n0NZTznBC4qxPp4LeaMfQ0rJwMAA0WiUaDSKECKTjjSVAoJt2zQ0NJCfn8+iRYvGcZ6gvN/G96tkekEQmRaBLAQSBRsVqarOxK0AGbTojwssS0MDZK5B/+uj+D5mUrKsKBOFJk3ovNpH6kGN7ng2ow9g/ld05n909geThmHw7LPPZiLrotEoQMZkeqQ0vvvvv5/vfve7PPDAA+MyiZ4GnnuhBx5zjTmTnj2dPOf9foah/eybaL/5CUiBiHSAZSErKtGv/TaBj7/f8f9RFGQ4j9R9DyPnVw7ZXr1rH74vPAmWjVyUj37zi5FVE8stMrD5sXach9RuNAlXWOW80SodNSr1jKUTxCc1OJ4+74USeaPppMi7/E1BfE2FKpxeoxuYJ5E/ObmfT9N1Pnr+I/CnbfCMHgivlqz+1tyOtLrnnnv44Q9/yAMPPEBBQcFsNOE5dhN6zBaeAORxpjNnBCDTNHnmmWc4++yzicfj7Nixg8WLFzNv3tgGhqlUioaGhox4NJjpHGAmk0kikUgmRWk0E2k3YkTTNFasWDGrg9wuQHvJJiqONTuiz2APIFcAcqOCUsKJ/pFBZ4HMwxF/Qjh14p1IFjm/Euui52F89o1QPv5BgTjUi3rdw8S270N29dBdoFEeWUgwWYpqaQhykfnzEMKP+aIwxm0FjrnlOEilUkSjUSKRCMlkcko8nSzLoq6ujrKysgmbdou/W/jeoyPaAml9TUFBTY9mnKG1VaYgVYEwQbxBx/gvUOZLRI7MVBVzvXbcSKeAEqL7gxqxf1iIoIKSr1H0FZ2cF81+32UYBjt27KC2tpby8uxsta7rdHZ2EolEiMViFBYWEo/HWb58OY899hhf//rX+eMf/zjuVLFpwBtkesw2c6Zvni488WcE9BT+z7wL9aF7AAmBEDIQQvQmIWVmPX9sG/Pyt2MvOQulbjdyxRLMqy9H7DmO//O/RRzvwzp3McaXL4OCyUVp2Ompiuec8JNGfE+FhxRwNbZW4HILedWgggp3K4gfpgUgcCbODJD/d3Ih5/CPVI79ViNY6XzMk8cF5a+yWPKJuWsE/cADD/Df//3f/PGPf5ytiRnw+maPGcITgDzOdKbtBtd1nYl8fqSUPP7446xYsSLjjzPeGYbB4tHwfc7UAHMkE+ny8nJycnJoaGigrKyMmpqaaTv+cMTB/SiP/gNUDetlr4LScuLAxQQoePIJ7n7rBag1ONE/PTh57G5pKYABwAiBlQtKEuxiYB5OwpGb0pQ5GohiZHUZyWe+CTkTqNQkJepN/8G+ux6rUcUfr0I1UulUqXRBcy2EDARJPbICe56GMiCRZQJ847uebjpSJBKht7eXvLy8TIn58UZiGYZBXV0dlZWVVFZWjr3BSHRKtC1AxHay63DeRROf858GVpkKCVC+qCPfO/LnJ5FIEIlEiEaj6LqOoRsssBZRlV+NtkiijF1ca9oxTZPt27dTU1NDRUXFqOu5huU//vGP+c1vfkNfXx+f+MQnuPzyy2f08zIMb5DpMduc0QKQJ/6MjvLo3/B/9r1OOlc6slYcPg6oWQHINJAltYg2FQwTqWnYm9ajHC0Hw4KgHwaS2OctR7/5fVPSLrG/C+2OOojpWC9biv3ixUybwdwcQFyrwT4BhekFUeAcG3ntoMjaRoHyEc3Jjg8Ax4BX2MhPnjz61uiBXR/0kzzqvH/+csna7+v456jP9p///Ge++tWv8sc//nHKi5ZMkDP3hvOYU3geQB4eM4QQAl3X2bdvH1u3bp1QuefR/INm0lByJBPplpYWIpEIhYWFhEIhLMuaEhPpsRC76ghcdQkichykhM8pmC98HjvWruHYmz9GcaodUYWTz14M9DO0Ww0p0FuVNpSx0+LPwvRKMv2TYogdpbQQLVH8r/ku1gcvxHreUigZR+qVENivWo7/j02IpB8MI90U17ymH8wAwkqivq4N2b4UaUvUIh37hxbylWO/n8M9ndzKVYcOHcpE05wsjc8tXV5bW3tSMWNMSgRyg0T7q8RGZFLBNAwM/CgmMABijYV8y+jPf6FQiJqaGubPn8/27dupmFdB3Ojlmb4j5LflU2qUTkjcmmpM02THjh1jij+QNSy/4IILePDBB7n99tt56qmneM973sOFF17IRz7ykZlptIfHcwQhxIQmZ6Yaz+z55MjScqf0e0bsMSEUAEuAYUA6hU8ciEDOPAgFEVKiPr0Dmb8NSipAT0IygvrAUZQnLsA+Z+0ptUm09uL/6ANg2Eifiu/poxgJA/uilad6unMWuclGPKtmU74SINcP+9ysktifthA/UKEXeJGNvGbs1GtfIaz7iU5fnQIS8tbbaHO0Ctg//vEPvvKVr8wF8cfDY8bwBCAPjxnAtm0aGxuxLIutW7dOWCQZPoCcbUNJVVXx+XzEYjG2bt2KlHLKTKTHg++b/w/R0eaEmAQB1UZ74l+IgIIwLUqjnU7JUYmT0VWDk7tu40QCHVgDlOI4IEqcEKE96ZUXpn/bZAUgf/bcnziMcvB3+ApCpO56D3Lx2AMGubiYvq+/BN7xOIVNAhSfM9jNYAIhlJYeFMVAs/tROiTyjRpWbgjzXA15uYRLrTGraAghKCgooKCggKVLlxKPJoju6WH3/iaMUDLjG5SXl4cQgmQySV1dHUuWLJmSwY8shaGhVo4IpACyVMKHTOQ1FmIMf3DDMNi+fTsLFy7MpFeNJG6drCz7dOBW+1qwYMG4xbLHHnuMz3zmM9x///1UVVVxzjnn8MEPfnCaW+rh4THTzHbfPNfRgZ+v2Mjy113B8+/9FTm2RJE2+g3fRXniCbQ7fg5CIPMLET1+MHuhqCQbLWRbkEog9jeAaYCUBC7+NKnb/x/2i09MkR8vyiOHIWYgFzhR2dKnoP1+N/oZLABxiQ1tAvEnBSmAi2240D5xvRfbyBfbbkb8uFFzoOjcEfY3h/j3v//NF7/4Re6///4hadweHmc6ngDk4TFJxjvLqOs6dXV1lJaWEgwGTzlCxrKsWQ8rP378OIcPHx5S6auwsHCIifT27dsnZCI9EZQjh5w/gmTzjARs2/EUZd0RnliXTpVzA3oCONldAK3uQjW9wnEcVUjguELvBZYOej1ENi1MBTREez+09xFcdz127SrsN2zD+NhaKElHdfXoiNYEcn4QSgL09/ezM3aENX96GfLspxF9plNSNX3/yKDmVNuQEr99JH1MBQUTYjbysTzMLs3Rq66ysl5GY2A8K+DdBczrLqTcvxD7c0n6F3bQ0tJCf18/xT0lDHTFWPqiZZSUTk1elf1hibhToNgWNmomDogiA7tBIPLHvmfdiKRFixZRVpaNGR8ubrll2RsbGzEMY0hZ9un4bLjiT1VV1bi8uwCeeuopPvGJT3DvvfdSVVU19gYeHh6nHV7K19hI4OP4+Csq6ie+wbqXv5Gt7a18ZOlS1MUrkOVVqI/+BXx+p2/sSEDcBjfdvnIe9pI1KA8/CUY6zU8R0B/H/76vk2z+3eQbN9x7TzLh6mKnHRrwGgO1yUQcBzsqMGMa5I1y3mfY2/H4449z7bXXct999zF//jhq23t4nEF4HkAeZzrTdoMbhoFtn3x2Y2BggPr6epYuXUp5eTmPPfYY55133qSO99hjj3H22WfP6gBTSsmhQ4fo7u5m/fr1Y6bgjNdEeqL4PvU+tN/+EtwoH8joM+0V5XzzHZ/km7d/cuT0/YNAWy6ktuEYAbWlXxA4kT6B9N8KWXdEFUeUySObusWggy8BkYf+zechV+bj/69nwHJe6/rcEuqX9bB+/XpycnJQHo3i++xuxBEd0WkgfTlAGJFQkWgILMCHZH66HQLTV4iZ5wMV1LUm9sdt5IsAU6LeYaP8C2wf6Et8yP0qUoLYYmN+X8XXLbBD6SJngPJnHbFYYlyoIp9VERokFvXT+rV9FK0spKysDL/fz6mg/NTE9zkgaSMUgXEJWD/RxuVppOs69X/dRe3hlYQrwvgvsFDHMTFnmmbGB6mvr29SPkgnwxV/5s+fP26PpO3bt/OBD3yAe+65Z3wV1WaOM2wo73EaMqt981TiiT/jowN4IUHyyc7NxIBfkmIjErGngcA7LwZ/0In2SRqIQylk2WLsdSsxvvF5ZEkJgVd/EuXx7c46igBbgipIHLgbivIn17jjA/g/8AfEgI70qYiUifG5F2K/aHFmFWkDv1ThHtUZErzNgtdap69NULfEf5XuzH+FQUTB3qpgfGN6IrfnEk8//TQf+tCH+MMf/kBtbe1sN2cwp+vd5HGa4QlAHmc6szbI7OjoYN++faxfv55w2El+fvzxxzn77LMnHBoupeTRRx9l2bJlFBUVzYjPznBs22bPnj0ArFy5csLnMJqJ9KSiNXSd4LZqhDng/O/qNQqOPpOLo3bkMbQ7TQJ9QLsC0VU4Yk8b2eienGEbCBwRyH2tiGxqk4uNpASp5GKJHBRRjioVEApgo+cLEo+8BH9t1vBbtCUQTTGUP/WjPJNEaVAgFYBUOlqGFJJcIA+BQBdFWDkqWOBDR2qqE2lTZqLeLkk1+zD71EzZdZEnUKol2j6BVSERlnQ+CQMS5WoL61GJfDqA9IGQwimAdlGStq8eJBKJAAwpMT+pB5rjEhEBWQmUjLOyWTRF/JUp5O4yJAKpAhskRXfoqNUTM1x3U8W6uroyHkmlpaXk5Ey8YoxbHa2iomLcUTwNDQ28+93v5q677mLZsmUTPuY04w0yPWabM0IA8sSf8dMOvJhgplsOxfr5wvXv4hWP/xkllIPxka+hPP006oP3ABLRH0fai5H+WuT6Vejf/TAUhlFvuRf/h7/jpIWllSQZDpCsuwPKJl+9SRztQ/39bhhIYb9oEfY5Q0365V0q/FCDCumML6ICvmQgLpjbaU6joTxh4/uCgZyXvmelRLRB6n4/hM7c+3jHjh28733v45577mHx4sVjbzCznLlvvMecwhOAPM50pu0GN03zBGNmyEbJRKNRNmzYMCSa4sknn2TTpk0T8sZxDSV7e3tpa2ujp6eHvLw8ysvLKSkpmRExyDAMGhoaKC4upra29pQHucOrVhUUFFBWVkZxcfH4z6c7SvBlSxB6uqxoWgCyKyuR6xeh3vuoc/XLcHQeiTNoA6csfPMKnFLvxyEddeOIPMMJ4zhJqzh5ZK4AJDO/LTEPVfpwIogWAAKpOSleQghSfzgfe22Bc/yywJDKImK7TuBVxxADpjOTmT4ZiYogH5scDCUXYVto6AgsbBSsBQGUAgtjrwq6gkBxlqdFIHuexN9hIzQb1cg2115oQosGtsAIqEhFIHVQF9iou52wel3XMyXmE4kERUVFmRLz0+VrkexN4l8mMWMhIDDEilt8yCL/a5MvH5tMJjPnk0qlKCkpobS0lIKCgjHPx7Zt6urqKCsrY8GCBeM63u7du7n66qv57W9/y6pVqybd7mnEG2R6zDanvQDkmT1PDAm8Gz+PoOAHvvn5K3j5vx8gJATCtkFVSf3P7yFpoDzwN7Sf3YswnChYhILx9iswv/lBiCcJnHc1yuF2QCBDPuwXbkL/1Q1Dq3ZJCUkTgtqUVPOSH/PBQQHuXE4EeJGNmMOlzU+GqLPxf9xAzsN5f3SJ6IbUg/4TU+LOEHbu3Mm73vUufve737F8+fLZbs5InJlvvMecwxOAPM50ZlQAsiyLXbt2oWnaiFEyzzzzDGvWrBm3H85IhpJudENHRwednZ2EQqFMlafpMF1OJBLU19ezcOHCU6sQNQpSSnp6eohEInR2dpKTkzMuE2nLsmh8+j+s/NnnCTfVIUO56F/4KaK8lMDrX+DEloOj2QyPCreB7fNBrwa6cLx/VJzQoeFomGe/HPWIimiPgWWn13cGppIwgjycWy0XRwCSSKGA4pgTDbyqiJzDCYQisM8uw7hhE4SctCTlb0kClx+D+OBBpACfD3NdAca2Qvw/tRDSHjQyMHCNgCQ9CHqRJBDsQ9CPTTE656NqYVTTMWSW+LBR0YtNlFgQkZJIVWD4NWQK1I026r9PLJ9s23ZGrOvp6SEcDmdSq6bqfkskErR97Sgrv72ABGEEAi390TURDJwF+f8wpuRYw8XHvLw8SktLRzyfyYg/TU1NvP3tb+dXv/oV69atm5I2TwPeINNjtpnxyZmpxDN7nhwJ4CY0nkXhtlcsIJxMINz3z9Ax3v0ZzAvfSvCFFyNaoqAqEAyDZSPL55FsfMBZ93gnvhv+F2V/K9aW1ZiffjuEsxM4orEd/3t+i2jrg+Ic9B+9CXtL9Sm1XV7vg8cUJwII4KiAy03EO0e41yZomDzqMduBp1RnX+dYiJJT32cGS+L7vInyhJ1pq/lBFesNE0uZljbIARB5U6KzTRuNjY284x3v4De/+Q2rV6+e7eaMxhx+Bz3OJDwByONMZ8YGmalUKuMRUlNTM+I2O3bsYNmyZeTmjl0+fLxmzwMDA0QiESKRyJSbLvf29rJ7925Wr15NQUHB2BucIoNNpKPR6KjnYxgGdXV1zJs374QHc+3W6/F9/uvZlLBCYPCgScdJBesHuoLg050RTApILMTx+nGxgFxkTjXGtz6KddZCgq+6BdHRi6MihZH4EbjijQasIGMqrSlIf4jUvATxEokQCqE+gfW2xSgfWQ+A2GcQPLcFElb6bg0BQVAldm0SUiocLQEkghRgIFBwwppa0z8W0Jw+rhtgnw+cixPZpCEJIQlghfxYiwVyt0BIQUrRwAfaA0mUc0/+cZFS0t/fnxHrTjW1Chzxp66ujs33ryP8HT9JQkM8rgWgrwXtP1M/yzrS+bipb8FgkPr6ekpKSqiuHt+Dw/79+3nrW9/KbbfdxsaNG6e8vVOIN8j0mG1OWwFoLhRiOBMIvnETov0oaL5MQQT9wzeg3vU3lL9tR/Sb6XkWAVoOsqKMZOOfxt5x0iDwgh8gehOQ64eEAX6N5D+ugaLJ9VMAskXAR33Qn77m5RK+pyMG1084DNpXQRwCuRDMzwKTtJiRRwR80Ad96eMVSfiBjphKv2JDovzLRnRK7OUKctPExEyzQRD/og/ZKxDFktwbDNQVc++5srm5mSuvvHKuT8yA1zd7zBBeFTAPjymgt7eXnTt3snLlSkpKRp+iUVV1zIHpRD0FwuEw4XCYRYsWkUgkiEQi7Ny5EyklZWVllJeXT+rhvKOjg4MHD7Jx48YZK7EthMicz+LFi0kmk3R0dLBr166MiXR+fj579+5l6dKlQypEuUj37XVn4OI4GVzu3z1kHz1KktCbfi0I2EcgNQ9HhHEXaoh4Ct/nHsJ67EMkd30M5b5GRDSG71vbER19g3aYAI4CNciQH4pDyPwEwYMxgkdABgMYpX56Hz1M47kJR2woL8O/QkPZnsJRoWJALlgVcCAXR8XSkFhACsVJisJRsY6RDW9S0ifqmlibQBOOIGWnrRJ8oNqIRQoiBqYGYpmJ+lkTZfPYgzYhBPn5+eTn57NkyZJMalVTUxO6rk+4Clc8Hqe+vp5Vq1bhzw/Bd8xhBc4EEolWPj0DypOdj5tqmZubi23bY87yHz58mCuuuIJbbrllros/Hh4ek8Dz+5kikjF8v/gCBJJgpqNONR/2gkVY516I78afIBeUIpoiYNvOj2ZjvuZF49q9aOtD9CchnK7KmeOIQMqBTuwtkxeARI1E/liH7YrT3Z5lIwZHFydB+wzQj5NWdcz537wFZygxUW5XIS5gQbr/Oybgdxp8cAonQ3wC+6WTsxGQ/RD7jA8hQJkvsXsgdq2PvN/oiMDUNfFUOXjwIFdeeSW33nrrXBd/PDxmDE8A8vCYJO7g7/jx4xw8eJBNmzaNKbSMJQC5A0zLslAUZcIDzFAoRE1NDTU1Nei6TiQSyTycl5SUUFFRQTgcPul+pZS0tLTQ2dnJ5s2bpyWtbLwEg8HM+RiGwZEjR6ivrycQCNDd3Y3P5ztBbLAu/xhc/3UnKMbC0WbagAocA+jBWoLECZhJe0mj2WC3gZ0D1or0QieqRnRrBM6/jdTvLsV+zUo42AeaD7G7De32pyApEahAG3bQwPx/rwZMfN+sg5SjRokBG39cUrK5jC2LNtB9NEpL9BAiAOXo6eMpQF/aA2dxuoi6QCCwKQI6nfLwJHFSzqrSJxDEEa5ssoZHKZxQp8Ls8oUg4iDfa6O8T6KcQsGvYDDIggULWLBgQaYK19GjR2lsbCQ/Pz+TKjaSr1MsFqO+vp41a9aQn58PBWC9RaLeYSLR0nZN0pldfb49feECw86nsrKSzs5OFi5cSDgcpr29naamJsLhMKWlpSOmJra2tvLmN7+Zn/zkJ2zdunUGWurh4TEa0yHMeOLP1OH//n+hPvtXpKIi5+eAITCv/ALma94OiopUFMgPIKsLnRQuy8Z6wVbM6z4EKQP1waehewB742LkpiUn7F8W5Th+eqYFmuqkbVs2snTsyOuxEGXAy0fxl2oD0QPSzZQvBdHuLGdwEciIifrgAMQl9vNykGtGUUt6BAQG9XwB6SybI9jHBOgCUea0USkEu0Ngd4gJFW2YTlpaWnjLW97CzTffzKZNm2a7OR4ecwZPAPLwmCRSSvbu3UtfXx/btm0bV6lpVVUzvgEj7c81lJyM+DMcv99PVVUVVVVVmKZJNBrl4MGDxGKxTAWuwsLCIcexbZumpiZs22bjxo1zytvA9T0655xzCAQCQ8SGISbSObkkf3Y7wfdf4QTBKEBeAFJGuo7rMNwKYhZpE2Y38scV6gI41b+SKF0WoRf/HEdMyQp5tk9DBEwQEqnlIkqL0X6xHdGlg9BAqGBXOvu1bNQHbHJ37SGckCwwFESnmj6mL308ENiotKTNoN3y88KpDiZ600LWPLJCjzu4SQCHcAytFbKKl0Ceq2DeJaFg6g1SNU2jvLyc8vJypJT09vYSiUQ4cOAAgUAgkyoWDAYZGBigoaGBtWvXkpeXl9mH9bMA4jIL5aMCpU+BCpCrJfJdMzOYtG2bnTt3UlBQwMKFCwEoKyvLpIpFo1G2b9+OoiioqppJgbvsssv43ve+xznnnDMj7fTw8Jg5PLPnKcQyUZ/+M9IfdFK7whrYFrKiFIJOpLH5yU+i3XgjMixhXgJZmIvcWgGJGP4P/Ryl4VA6KkjF+MqVWK85e+gxCkMYn3kpvq//FXQLbIn5nnORtcUntmci2BL1jj7UewbAJzDfkY/98nD29bz0EMPA6a7dIUfeoH1ELfzva0d0Wo6N3//1Y9xQin3OCJOHL7TgKR8E01U8EwKeN3cMp0WRBAukDsIPMh3MJQrmhvhz9OhRLr/8cn70ox+xbdu22W6Oh8ecwvMA8jjTmbYbvLW1la6uLpYvXz7uAeH+/fvJzc1l3rx5Q5bP5ADTNfXt6OjIVOAqLy8nPz+fXbt2UVhYyMKFC+fUIPfYsWMcPXr0hKpqcBIT6eJigv/+I+JQE7JmKfLYMQLf/gwMHz9ZOME0Jo52In1gLMcRYjRgGU4ETa97RJyRW2n6bze2WwDlzjLhQ84PII7H05XHcnBGhCGy6WVq+scV2eLp3yGcqJ5slTHwIclLry8hEEfYOhh+nJJmRvrH9QbqS/8InBSwAMZlBZjfCkHxzF/XeDxOJBIhGo2i6zq6rrNy5UrKy8tHvs8MnOw1G7f5046Ukp07d2bSKU9GKpXiscce42tf+xrNzc284AUv4AMf+AAXXHDBrEbMTYC58+H2eK4ybX2zZVmjTrRMlOETMx6niG0TetuidJEE1fH+kRbGB2/COvvVmdXErl34v/QJlPpnHRVFVZFFFXB8E9gCfBrkhxxvn8f/e8RDid3HnbSv6iLkhspTbrr6uz60H/QgSxWwQPTYGDeWYZ+VTZFXfgXqbWTK01tXgv3WQfv4bR/aj3qQC9IThr0Wcr6G8dMTjX2kBO5U4Xeq07W/xYLXWnPKaDl1l0ryh1pmrin4CYPAhdNfgW8sjh8/ziWXXMJ3v/tdXvCCF8x2cybCHLq6HmcyngDkcaYzbTe4bdsYxsQqEx06dAifz0dVVVVm2WwaSrriSVtbG21tbeTl5VFbW0tJScm4Ippmon2HDh2ip6eH9evXj1ki/mQm0qH9zQTfcK5TqX1wFp6OI/zE88EMOQIQuTg5Y0U4wk0u2ZwyBUeIKSHrNO1et0KcA7jLJVlvHhdB1qjZ8ffJNkTgqB55ZEvPB8hG81hAP1ahhXl9KcrOFL6fHCJb8swRliSFmMVRVK0WuSgf/Ud5sOIUcr2miP7+fhoaGqisrKSvr49YLJYpMV9UVDRrD1hSSnbt2kVOTg6LFy8e1zbRaJSLL76Y6667Dp/Px3333UdzczN//vOfJ/05vvrqq7n//vspLy9n586dAHR1dXHZZZdx6NAhFi5cyJ133klRUdGk9j8Ib5DpMdvMqb55JDyz5+lBu+f7+O78FtI0EKqCPX8Jqa89BIFBXoP9fYS2LQNVdSKFpISkAb3rQKlId60CWZpPsuGHKP85hojEsJcUI9ec6A04Ffg+cBzRakK+00+JDhPrlWHMjw6NLBK7cez5KkEOKzal3taD9vM+ZFW634/ZkK+g33rqAtVsYR0W2McFSqWcE6lfHR0dXHLJJdx444289KUvne3mTBTvi8ZjRvAEII8znTk1yDxy5AhSSmpqauaMp0BfXx+7du1i5cqVqKqaKS/v9/sz4snwqJuZQErJnj17kFKycuXKSYkDril2JBJB6YxyztVvQUklHT3FwtF2TMD0QV8ljnizKP1CCie6R8URZNxZLVewKSBruOxeu1yypeRdYSgAhHEifNrICjxL0/t2I0ZccclOt6M8ffzC9Hox4HFARypgBUMIPYBqJsmmjjntsEWYZP+WOfXQ4t5nGzZsyHhl2badid7q6uoiJycnkyo2U/ecK/6EQiGWLDnRT2Ikurq6uPjii/niF7/IRRddNGVtefjhhwmHw1x55ZUZAehTn/oUxcXFXHvttXz961+nu7ubG2+88VQPNXduDI/nKnOqbx7MXOmbz2SUpx5C3fkIsmge5svfDjl5Q1fo6SZ07ipQlGxt8f4kJDeCXe4s1w2s563BPvvFqH/a76xjS6zXLMd+fi32hgrIGRaRGTfBr4A28fGE7zMRlGcTyDJnDCCOmphvy8e6unDsjbsttJuiKDuSKLtS2NVBCCmIHhvzmkKsS/PH3ofHmESjUS655BKuv/56LrzwwtluzmTwvmw8ZgRPAPI405lTg8xjx46RSqVYuHDhnBhgRiIR9u/fz/r1608wsI7FYlnxRFEoKytzImlmoCKYZVk0NDSQn5/PokWLpuT9MQyD1E9+QMn1X0IxTEfHETi6S2IZjthSgvOCnf7fFXfc9C3ICkBBnApcgwUgt+68RjbFq4CsL08KMmbPfuBsHDXKHrS+iSMiFQHtwP70dq6DtS+9fwVHSHIrhQXT+5JIckl2boXg3EhZ6O3tpbGxkQ0bNox6/7jRW26qmBAiU5I9N/fUzTtHO+bu3bsJBAIsWbJkXPdZT08Pl1xyCZ/61Kd4wxveMOVtOnToEBdddFFGAFqxYgX//Oc/mT9/Pm1tbbzwhS+kqanpVA/jDTI9Zps51Te7eOLP3MH/zstQH3/Y8fuREgwNu+JNiNYehGEi/RrGRy9FuzuCLM8F00bZ3oaIGdiLi5AL8tH/9zVQHIJeA98Xd6Ns7wFVYF6zGOuNCybUHrFXx/+Rdog5JRpkmYb+o3lQOkYVLd3G/+6jiAMpZFhFdJhggb0lF/uVYaxL8phTeV2nKd3d3Vx88cV8/vOf5zWvec1sN2eyeDeCx4zgCUAeZzrTdoNLKdF1fewVB9He3k5fXx+LFi2adUPJlpYWIpEI69evH9O3JJlMEolE6OjowLKsjBgUDodPut1k0HWduro6Kisrh6TKTRViz278l12Ccrglu9DQgDIc0SUXx9/HxfX8GZy2Rfr/8KBlroG0K+iUpbcLA4eBLhwhZzAKsDm9Lx9Zb6Bi4B6y5ckSOAKPW88+QDZ6qHjQtoXp9fM5/oVi/B+eNyOC3cno6elhz549JxV/RiKVShGNRolEIiSTySEl5qciVUxKSWNjIz6fj6VLl47rc9jX18cb3/hGPvShD3HppZeechtGYrgAVFhYSE9PT6bNRUVFmf9PAW+Q6THbzKm+2d3OM3ueQyST+L50Lerf/4LML8E6902ofzkIQT8YJuTnYHz8Cnw3PI4sy0Xs60Qc7UcIgb2uHNGdxLx0DeanzsP3xV0o/4oiKwJgSESnjv6NNZAvIOxDVueBBPU3B1H+1gb5fsz3LUeuKBjSJHHUQPlPHKTAelEOFI+dKi/2pvC/uxUZMBFxExlQEbqG/utaZNVp4Rk35+nt7eWSSy7hE5/4BBdffPFsN+dU8L50PGaE2Tf58PB4DqGqKv39/ei6jt/vn5UBppSSpqYmTNNk06ZN43qYDgaDVFdXU11djWEYRCIR9u3bRzKZpKSkJGMifarnE4/Hqa+vZ+nSpZSWlo69wSSQK1eTeqoO/0tfgVr35KDMq+HpXJAVZAROCpabkqVkl6tpM0vDAlVDLiiCiImID6TXccuyj2RKagN7gfVkooVEPshHcEQf9ys6jBMBlI8j9rgRQ26de/d/X7ptfoKNFjt378ayrMw1CofDM3rPdXd309TUxMaNGwkGg2NvMIhAIJCpYmdZFl1dXbS1tbFnzx7y8vIyJeYn41XlphdqmjZu8WdgYIDLL7+c973vfdMm/oyF91Dq4TE9eOLP3EMcbUe9aweiPwQyjm//bzE+8kHEoV5kST7W1S9DhnIg+BT0JBExA2FLZNgHmoL0q4gjTvEGZXsvstjvRNr4BSRT+D/wF/BJhCUxX78EWVGMdsteyFHAAP8HutBvvQC5YFAEaqeJ9vMu6LFRf6thfG0ecsmgKgU9Or6v1KM8FUVWBDG+uAFycyE6gBJNtwWQeTlIpWYG380zl/7+fi699FI+/OEPn+7ij4fHjOEJQB4eM4RlWYTDYfLz86mrqxtiUDzRh+PJYpomO3fuJC8vjxUrVkxqkOvz+aisrKSyshLLsujs7OTIkSP09/dTVFSUKS8/0SgN1yNmzZo15OdPcz6834/+8D9Qf/pr/J/6JhiuoKPiePXkMdhTx0HgRPDEcAQZDfOC5ai7u0AxsV62EOOmixB7uglc8SC0mGA6ps0n7mswGtACLARfDKn6EcnjI6w32IdocJvc97kCJ61MAyThAR9n/WU9dit0b45xaP0hBoyBGTNd7urqorm5eVLiz3DccutuSfa+vj4ikUjGVN31DRpPhJErgCqKwrJly8b1GYjH41x++eW8/e1v54orrjilc5koFRUVtLW1ZVLAysvLZ/T4Hh5nOoPNnr1KX3MH7Xu/gP4BCAad3jORQnns3+i//cGQ9fTvvALfV/4Nx/rBryIXFYENImVhb3PMle35QcTBGBT7QUrEsePIfKA8jLQl6t37wdeGaDuK6O8HIZDFFSiPR7DelBaAei38n2xzQtfmadBp4v94G6k7axxfIcD/qadRnupEFvkRLTH873uC1C+fhxjoR9gCVAG2BCOJ6DeQ82e/OMPpTCwW4/LLL+c973kPl1122Ww3x8PjtMETgDw8Jsl4xZPBngKaprFo0SIWLVpEMpmko6ODnTt3IqWkrKyMioqKaUvZSSaT1NfXU11dzfz5J5YcnQyuiFVeXo5t23R3d9Pe3k5TUxP5+fmZKI2xqndFo1H27dvHxo0bZzRlyXrPm0lc/lr8b3k/6j/+g+PXI4HjOIJLIVm/HdKvGZm/tUcakdWLQRHYr18PAQ31zmakpiC3ViC6koiDvWCpYJfgePoMxq0WZgIHwChPJ0aMFBbuVgwTg37nkvUZCuJG/wBoD/XDQ3FAUPHzACUvXo/xG4vuZDeRSITm5mbC4XDmGk1l+fLOzk727dvHpk2bCASmtoa7EIKCggIKCgpYunQpiUSCaDRKY2MjhmFQUlJCWVnZiBFpUkqam5sRQrB8+fJxfYaTySRvfetbueyyy7jqqqum9FzGw2tf+1puvfVWrr32Wm699VZe97rXzXgbPDzORDy/n7mN6OtHDJ44kTbqo48SeNEFWK9+DeZHPg6ahlxZin77G8C00W74N9r9zSDBfO1yrLesA8D81HL8H66DSAosCT4b5qeFHUUgLAntRxCxGGjOeEVEjiOa24GFzv8tBhgSStKPTsUaHDyK9u0W5JI8rJetcsSfsoATaVTgR3SnUJ7pQs7TQCoQtyFXQaoS0W9OXx7kc4BEIsGb3/xmrrjiCt72trfNdnM8PE4rPAHIw2MaOdkAMxgMUlNTQ01NDbqu09HRQWNjI6ZpUlpaSkVFxZSZ3/b397Nr1y5WrFgxFSWkR0RRFEpKSigpKUFKSW9vLx0dHRw4cIBQKER5eTmlpaUnCA3Hjh3j6NGjbN68eVaqjZGfi37vLwgurEV0uoKKxIncCZH9mnSHauqgv21kQCBQ0X6wA+uioSXEZXEQqYAMB1F3+h2vIetY+lW3HLwfJ7LHAo4jzD6gGifSyE0bU7HzahD+SjAHoC+OkDlkjahzh7QpG23k+BIJDJR/G6gP+Ci5NHuN+vv7iUQiHD58OBNJc6oRadFolP3797Np06YZuZ6hUCiTnmia5pCItIKCAsrKyiguLkZRFPbu3YuUctzRb6lUire97W1cdNFFvOc975n2B8Q3v/nN/POf/yQajbJgwQL+3//7f1x77bVceuml3HzzzdTW1nLnnXdOaxs8PE53xvM59cSfuY918YWof33U8fuxLYjHkGEdcawH7Sc/gmQS8/PXZdYXO1tQDu3GrklgvW4r1tuelzFXlkvDpH65DaWpH5mj4fteCqUugiwNgWU7kTk+E0hH6EhASBCDfPtKVKebNiVoAnG4CeXAU4hfKqAI1N/VgVriiER+p3S9tIHKILI6CK0pqPFBvwWagr1oaOENj/HjTsy88Y1v5Oqrr57t5nh4nHZ4JtAeZzrTeoPrus5on6HJegq4HjsdHR0kk0lKS0spLy8nLy9vUoNUN7pm3bp101ZN6WS41Z06OjqIRCL4fL6MGHTs2DH6+vpYt27dmFFCM9BQ1M9+Ef/3/kQ2ymYe2WgbN02sCCelyxE3YtULUIUfUZaD8Y9L0XZ1EXjHn537QgiELbFevQT1rgOQApHUobedrF+PjePv04NjIE36tSU4IpDAWr4Mec5qlGdTyGMxlC6JwCZbUUyk96OR9QjKxSkl72CLEMaNfuxrRr5fE4lEpurbZH2DIpEIBw8eZOPGjbMj5g3Ctm16e3szJeZN0yQYDLJ27dpxCVy6rnPVVVfxvOc9j4997GNn2gPiGXUyHqclp13f7DHzqLfdhe9/fg6dnRA/DmV+59vLNCEnRPLZnYjGI2i3/AX1N49BMAcCfjAtjGtfh3XVC0fcr2gbwP++vyGOx8CSmFesQvnHbpS64wipIBVAkRg3vAzr8vWD2tON9r9doEiUnb9DlvuQ5QEnrawngfm6c9Ae6HNEJUVgn12K/oOzEe06vs/uRWmMIasC6NcvQ66Z+iIazwV0XeeKK67g5S9/OR/84AfPtM/vGXUyHnMXTwDyONOZlUHmVA0w3YiG9vZ2YrFY5qG8oKBgXPtsbW3l+PHjrF+/ftYfyF0SiQTt7e0cPnwYgNraWsrLy08oQz9bGIZB868fYNPHfoWaSJGtuOXHqezlVtwyQM3Hrq1F6hZtb69l74tzycnJoapDo/z+4ygIrMtWIMtzCVz2J6QtwacgDuxHxN19xnBSw4abXhtALTAPNIFdVY5y2C1N7zpXaziRSuDc6q4HkCteZf0szEAY8wEFee743gO3AlcsFhuXb1BHRweHDx9m48aNU5pOdqpIKdm/fz+xWIyCggKi0ShSyiEl5od/lkzT5Oqrr2bLli1ce+21Z9oAE7xBpsfsc1r3zR4zi3bL/+K74f85ps8Aug4lJeg3/Qb/W76B6ByAhA6ailxYAzbIsnxSf/vC6Ds1LMTRAWSOD8pzELs6CLz1TtAtsCX2hnnot70RAkOTJcTeFOKojv/9P0SW5YDi3EOiJ4Fx/SuRVfMRu3qQpQHsl1aCb1CfmZ4Y8pgchmFw1VVXcf755/Pxj3/8TPz8nnEn5DE38QQgjzOdGR9kSikxTSd1ZyoNJd1KSB0dHfT19VFYWEhFRcWIhstSSvbu3UsymWTNmjWzH10zCMuyqK+vp7CwkPnz5xONRuno6MAwjEy000xXq3JJJpPU1dWxePFiysrKnIVdA2g//QvqgzsQzVFEXEH6w9gbl0JpORhgvX4p1ltXInGqRUUiEaLR6BCj71BjP75v70D0prCDMbQ/7scRagZwBJ0g2dvVFXmSOCJQIU6qVyWO34/7mlsJLEW29Lw/vX12dtFGQ/96DvKDE39PXG+nSCRCd3d3xjeotLQ0U4Grvb2dlpaWOSf+AOzfv59kMsnq1asz95Su6xmBKx6PU1xcTGFhIYWFhWiaxnvf+16WL1/OdddddyYOMMEbZHrMPjPeN9u2jWVZwNT2zR4zQFcnwQtfiohGkBLw+TC+eiPq3YdQHm9CmBb0xAEJhQXIgiJkZRGpP312YsfpiKE8ewxyfdjn1oA28n2iPNaH77/uRhw7AuU5SM1GaAqpe96JrMyWjhdHdZRHB0AVWC/My/oHeUwY0zR55zvfycaNG/nsZz/r9c0eHqeAJwB5nOlM6w1uGAa27VRmmklPAfehvKOjg56eHvLz8ykvL894u+zcuZPc3FyWLFkypzpJXdepq6ujqqqKysrKIa+ZppkRgyYT7XSqxGIxGhoaptQnaXhaleuxE67vJPSyO9JrpXC8fgIMFYBsHJFnHo5XUAlOpa8Qjgikp39UHBEpH0f0EUAIu9CHLAPrFRrWdcFsdtkpMNg3KBqN4vP58Pv9xONxNm/ePKmS7NPJ/v37SSQSrFmzZtR7yP0sPf7441x77bXk5eWxcOFCfv7zn1NcXDzDLZ4x5s6XgsdzlTOyb/aYRiIdaLf+AtHTjfWKC7Gf9wICr/syYvcR8KmIY91O5c2cHGRJKcY33or1mi2ndsyBJOqd/0Ec78NeU4PSbKDUdSOeUqCgENHRgBhox95YjP7fr0auz45rRHMS/7sOIQZspABKNVK3LYKKuTVJcjpgWRbve9/7WLp0KV/60pfO5M/wGXtiHnMLTwDyONOZkUHmbA4wXcPl9vZ2Ojs70XWdiooKli9fPqcif+LxOPX19fz/9u48PMryXh/4PVlJCFkmmQkx7EIkkI1NVkFZK4TMhEU9asVSqsdSC9VapdgD1VKRn1XaY9VaVBBBcWZCgCREIyACskghgRBWIQFCksm+T2Z5398fMXPYScLMvJM39+e6erUNmZlv4Em+T+55lgEDBiA0NPS2n3v9aqegoCCEh4c77erylivoY2Ji0K1bN4c/P/B/ZzuVlpaiqaIW4xN3Q2G/BawUzaFOCwWag50qAD3QvKpH/dPn/LQyCf4AmmBNCgB8fOG5RwTqAKGfL6yvB0CY4vxJZn5+PgoLC+Hr6wtBEOzbqqRawXW18+fPo76+HjExMa2qRRAELFq0CDabDf369cP27dvRtWtXpKenO+wms3feeQdr1qyBQqFAbGwsPvnkk7s6cPsucJJJUpN9bybn8/x0B7xf2wh4ejZv6ao3wfbgEFj/+2EIDw2+uydvNMPnkXfhcbYYEBRQlKohdvGHwuoFmAWIvXtDjOwFVFohjO0Gy9/6XvNw78UX4fF9nX3Vj8JogfXJUFh/1/3u6upkbDYbfvvb3yI8PBxvvPGG3L+HZf3FkftgAERy5/RJps1mc4sJZl1dHY4fP46ePXvCZDKhrKzstrdvuVJ1dTXy8vLaFbAIgoCqqioYjUb7FqSWr8kRAVdFRQXOnDmD+Ph4l11Bb7PZUP/FYYQ/swP284TQgOZtYEDzOUONaA58/H76jxLNQVAkmlcLAdZpwbCkRDQ/xMVnCxQWFqKkpATx8fHw9PS86blBarX6plsUne3ChQuora1FTExMq15bEAT84Q9/gKenJ/7+97/bH2M0GqFWq+/w6NYpLCzEuHHjkJeXBz8/PzzyyCOYPn26JFfLg5NMkl6n6c3kRKIIz4++gtenOwFPD1h/mwRb8hiHPLXHV8fh8+JGIMAXqPGBotC/+WawgGCgzgp4AsKIMc0B0INBsLzZ55rH+8y7AMV5ExDw0zylwgrbz4Jg/XOkQ+rrDARBwAsvvICAgAC89dZbnWHrJn9IkUu413p9og7IHQ6ULC8vx9mzZxEbG4uAgOazX/r374+6ujoYjUYcOXLEfvuWWq126YHQpaWlOH/+PBISEtoVsHh4eECpVEKpVEIURdTU1Nhvm+rSpYv9jJ32BFwth1G7+gp6T09PBD4xEo2P3w/xQiWq62pRe6YMYe/kI+hYOTyFWjRv5/JEcxjUDc0rhURcfVaQPfwBXBr+XLp0CaWlpfbwBwC8vb0RERGBiIgICIKAiooKlJSU4PTp0/bQLjQ01OnbxPLz89sc/vzpT3+CIAh49913r3mMo8KfFlarFY2NjfD29kZDQ8MN2yCJyDF42HMnoVDAtuBnsC34meOfuslif43mPVxovto90BOKehtgFYAyCxTeHrA+rgKsIjyOmqG4YIHY0wu2Kd3g/U4jRG8BEACFDRAedM4KYzkSBAGvvPIKfHx8Okv4Q+QyXAFEcue0AS6KIiZPnowRI0YgOTkZgwcPlqRBFRYW4sqVK4iLi7vtVpWGhgb7VewKhcIeBjlzC0rLLWTx8fFOWYF09fXyVx+43Jqv6fLly/YVLO5ydo0oiqirq0PxhsOIfbEYCijQvOqnZaWTP4CeaDkjqLE+2uU1Xrx4EeXl5YiLi2vVCqyWc4OMRiPKy8vh7e1tPwvJ0WOvoKAAVVVViI2NbdX3oiiKeO2112A0GrFmzRqnb5n8+9//jqVLl8LPzw9Tp07Fhg0bnPp6t8HfhklqTuvNgiBg4sSJGDNmDLRaLQYNGsRfHqntiqvRJfFvzbeLefpAURAM+PhAVAUADTaIfe6B7aEYCPcHwPt/i6DIaYDCpIAYFgL4+8D6aFeIIVZ46SoALwWsv1LBNtsx5wvKnSAIWLZsGWpra/HBBx90pu9f9mZyCQZAJHdOHeDV1dVIS0uDwWDA+fPnMXnyZGi1WiQkJDi9YYmiiHPnzqGhoQExMTFt+uXVZDKhtLQURqMRgiBApVI59Cp2URRx/vx51NXVtbm29jKZTPYwqOXAZbVaja5du95Q29VbhNzpnCSgeftSTU0NYntEwe++XfBo/OldSHgB6IXmQAgQ4Q1TfT+X1tbWgOVmrj8Y21HnBl28eBEVFRWIi4trdfizcuVKXLhwAevWrXP6OKisrMTs2bOxadMmBAcHY+7cuZgzZw6efPJJp77uLXCSSVJzam+uqqrCtm3bkJKSggsXLmDKlCnQarWIj4/vTL9M0l1SnLwC79dToTDWwDaoHzwqu0FRboJtYk9YFw0BoIDvlBOA0QKPIqF5i5iHB4TocCjqgabN4RB789DnthBFEX/5y19QVFSEjz76yO3maE7G3kwuwQCI5M5lA7yurg4ZGRnQ6/U4deoUHnroIWg0GowYMcLhDcxms+HEiRPw8/ND//797+oXZ7PZbA+DzGYzwsLCEB4ejq5du7breQVBwMmTJ+Hp6Yn77rtPkqX3Ldd8G41GmEyma66XP3PmDARBQHR0tFttCxBF8Zoryz08PACLAK83CuH9ZgWat4K13A7mAUs3C2rfCUGXRyOhcMEvNG09V6c1rj83SKlUQqVStfncoEuXLtlXJbU2/Hn77beRm5uLDRs2uGQFmE6nQ2ZmJj766CMAwKeffooDBw7gvffec/pr34T7DHzqrFzWm2tra5Geng6DwYDTp09j4sSJ0Gq1GD58OMMguiuKi03wTTwJ+HpA8aMF8FIANgFC/zAoBG80fayCGOu67eUdnSiKWLVqFc6dO4d169a5zepsF2JvJpdgAERyJ8kAb2xsxFdffQWDwYCjR49i/Pjx0Gg0GD169F03tJar1CMiItCjRw8HVdys5Rdyo9GIxsZG+1XsgYGBrQpLrFYrjh8/jpCQEPTu3dstAhar1Yry8nL7LWn+/v4YMGAAQkJC3KI+oHnSc/r0aYiiiIEDBzbXJYrwWlkA75XlgNUHzSuABDTPD5p+eqQC5kBvnNrogZBYFZRKpVN+oWm5UcuZ2xxbzg0qLS1FVVUVunXrBpVKdcdzgy5fvmw/j6i14c+7776LAwcO4Msvv3TZ4egHDx7E/Pnz8cMPP8DPzw9PP/00hg8fjueff94lr38d9xj41JlJ1pszMzOh1+uRk5ODCRMmQKvVYtSoUZ1tpQE5Qo0VXcYeB7p4QHHRBpibVwEJkWog1BtNad2BAIaMrSGKIlavXo3s7Gxs3LhR0otLJMTeTC7BAIjkTvIB3tTUhG+++QZ6vR4//PADxowZA41Gg3HjxrW5wdXX1+P48ePo378/wsLCnFRxM5vNZg+D6urqoFQq7bc63Sw4aWpqQk5ODnr27ImIiIibPKN0bDYbcnJyoFQqERAQAKPRiOrqagQGBkKtVkOpVEo2+RdFEXl5efDx8blmNZfnp4Xwea4EzVu+FADKfvpvfzSfCfR/k0prZAjyNjWizFSBrl27QqVSOeTmt6tXJQ0ePNhlgdnVh33f7tyg628ia83zfvjhh9i5cyf0er3DrndvrWXLlmHTpk3w8vLCkCFDsGbNGpfX8BNOMklqbtGbs7KyoNPpcPjwYYwdOxbJyckYO3ZsZ1x5QO3kud4I71WFgBVQlNkg+vtDGB4Ky0olxAGdMsRoM1EU8d5772Hfvn348ssvXXoph5thbyaXYABEcudWA9xisWDXrl0wGAzYt28fRowYAY1GgwcffPCODa+iogKnT59u11Xqd6tldUZLcBIcHAy1Wo2QkBB4eHjYg6moqCgolUqX1nYnFosF2dnZ6NGjxzXBlCiKqK6uRklJCSoqmoOTluvlXTX5FwQBubm56NatG/r27XvNn/nMOArPb1u2fXkAKPrpT4LQvBqoZZ4gAAgAPP1gmeuLytW+KC0tRVlZGby8vNp94HLLGVNmsxmDBg2SdLXUzc4NAprP1UlISGh1+PPJJ58gLS0NqampTj38vAPgJJOk5la92Ww2Y9euXdDr9fj+++8xcuRIaDQaTJgwoTP/MkqtpMhtgMePJog9fCAM7erSWzk7OlEUsWbNGmRlZcFgMEj1poi74MAhl2AARHLntgPcarVi79690Ol02L17N+Lj46HVajFp0qQbfjm9cuUKLl++jPj4eMmboyAIqKqqgtFoRGVlJXx9fVFfX4+4uDgEBQVJWtv1TCYTcnJy0K9fP6hUqlt+XsvtW0ajEWVlZfDx8bEfIu2syb/NZsOxY8cQGhqKXr163fDnPo8fg+cWDzTPBxQA6gBUAwhBcwDUci28CCAYzWcEiRBCvaCw+QM2BaxhXrCYvFDTsx6FTxfCb7w/VCrVHc93EkURZ8+ehdVqdbuzkiwWC86ePQuj0QhfX99Wnxu0fv166HQ6bN261WGHnXdg7vMPSp2VW/fm7777DjqdDnv27MGQIUOg0WgwceLEzh4c020oCi3w+L4R8FHANtYPXptK4ZFdD2FAF1h/HQEEcIvhzaxduxZbtmzBli1b+P3F3kwuwgCI5K5DDHCbzYb9+/dDr9djx44diI6OtodBK1aswLhx4/Dwww+73RkFJSUlOHfuHEJCQlBdXS3JKppbaVmVNHDgQAQHB7fpsQ0NDfYbxRQKhT0M8vPzc0htVqsVOTk56N69OyIjI2/6OYqjNfAdfx4KoWUJuQigAYANgB/+b57gg+YAyHbV5wXa/1yEDwT4wApvlP+sARf/dAqNpubznVQqFYKCgq4JeFrOIwIg2SHet1NUVIQrV64gISEBCoWiVecGbdq0CevWrUN6evoNt8J1Uu71j0qdUYfpzfv27YPBYMDOnTsxaNAgaLVaTJkyhUEy2SlONMH3F0VAw09vytTXAZ5W+9F9Qow/zF/e13xINNlt2LABX3zxBbZt28bvp2YcIOQSDIBI7jrcABcEAYcPH8bnn3+Ozz//HPfeey9++ctfYsaMGS7f+nU7ly5dgtFoRFxcHLy9ve2raEpKSlBWVoYuXbpArVZDpVK5/DC/6upq5OXlITY2FgEBAXf1XE1NTfYwyGq12m8Ua+8taS1b0nr16oXw8PDbfq7ih2r4zrwMRe1PK4H8/YEGESJqoIAXmlf9XP+O2fUBkAeALrDBE2Z0Qf2/rPD7L7N9S19NTQ2CgoLsW/rOnDkDDw8PREVFuV34U1xcjMuXLyMhIeGGgPH6c4Nyc3NRWVkJpVKJTZs2ISMjw62+fyTmXv+w1Bl1yN586NAh6PV6fP311xgwYAC0Wi2mTp3Kny2dnM/TRVAcbQSCPAGLDR4nyiCGegKhXoAoAo0Cmr64D2Ic34BoodPp8PHHHyM9Pf2u52kywt5MLsEAiOSuQw7w8vJyzJ07F8nJyRg3bhz0ej22b9+OyMhIJCUlYcaMGW1e1eIoLQcDNzQ03PZK8Pr6entw4uXlZQ+DnL2Frby8HGfPnkV8fLzDVuy0uNtb0pqampCdnX3HLWnXUxRY4XHUArGrAl5/K4fnHgECQiGiCZ6ov+6zPQB0xY0BkBfM8EHlJEC51Wz/bFEU7Vv6ioqK4O3tjX79+jnkEGlHKikpwaVLl24a/tzMuXPn8M477yAzMxO9evWCRqOBRqPB4MGDXVCt2+Mkk6TWIXtzC0EQkJ2dDZ1Oh+3bt9t/xkyfPt3ttkKT8/nOvAwUWwA/D8Bsg0deGcRgT0D9UwBkEtG0IQpiAgMgAEhNTcX777+PtLQ0fr9ci72ZXIIBEMldhxzg+/fvR3l5ORITE+0fE0URJ06cgF6vR1paGsLCwqDRaJCYmIjQ0FCX1CUIAvLy8uDt7d2mFSKNjY0wGo0wGo1QKBT2MMjRAU1xcTEuXryIhIQEpx/cabPZUF5eDqPRiNra2hsOxr5eY2MjcnJyHHJQtmK/CZ6fNQI5XeF5tBYeaPjpD7wA0Q9X3xAmwhcivCDAA2b4oSrZhpDPLNc8X8vY8vX1Rffu3R1yiLQjGY1GFBQUYMiQIa3eWvjVV1/hzTffRHp6OhQKBTIyMnDs2DGsWrXKYXVVVVVhwYIFyM3NhUKhwMcff4zRo0c77PmdiJNMklqH7M03I4oicnNzodPpkJ6eDrVabe/N7nYpAjmH1zsV8PqoCmKgB2AV4ZFfBfgJELsqACsg9u+CptSBgM+1cwPFMQGehwSIQQrYEj0AP/n/aE5PT8c777yD9PR0hISESF2Ou5H/ACC3wACI5E6WA1wURZw5cwZ6vR7btm1DQEAAkpKSMHPmTKjVaqds3bFarfZDi3v37t3u52nZUmU0GmGz2ezn69zt2SwtW9Li4+Ndfv6QIAiorKxEaWkpKisr0a1bN6jVaoSGhsLT09N+HlF0dLRz3u26IgKeIqACvP5mhufbVihqRAA+P4U/nrDCCw2+nvDcb4bPff/3bSEIAk6cOAF/f3/ce++91zzt9bdvtYRBrlyu3RL+JCQktHpF0o4dO/Daa68hIyOjTSut2mrevHl44IEHsGDBApjNZjQ0NEi2Mq+NOMkkqcm2N586dcr+Rk1gYKC9N6tUKrfbVksOYhbh9WY5vDbXAr4esPx3EBRFdc2HQEf5wfq7e4CQa+clHtut8HnRBphFwBMQ7vOAeZO3rEOgr7/+Gm+88QYyMjJc9sZlByPff3xyKwyASO5kP8BFUcT58+dhMBiQmpoKHx8fzJw5ExqNBhEREQ6ZcDY1NSEnJwe9evVC9+7dHVB1M4vFgtLSUpSUlMBsNtvP1wkICGh13S1ff11dHWJjY297E5QrtJxFYzQaUV5eDi8vLzQ0NCA2Nta173aZAFumDeL/+MBWp4BtDOD9mg3e/a4Nf251Df31zGYzysrKUFpaat/+drNDpB2ptLQUFy5cwJAhQ1od/nz33XdYunQp0tPTHTpWr1ddXY2EhAScP3++I/5S1+EKJtnpFL35xx9/hF6vx9atW+Hr62vvzd27d++IPzfIgXxHN0FRJwJdFM3bxOoAy5vesGnc67IPR9m1axeWL19uXyVHN8UfCuQSDIBI7jrVABdFEZcvX4Zer0dqaiqsVitmzpwJrVaLnj17tmvC2bJ6xRFbl27HarXaz9dpaGho1fk6LTdWCYLgdteVA81bhE6cOIHQ0FDU1NTYt1Sp1Wqnn4V0J4Ig4Pjx4wgKCkKfPn3a9NiW7W+lpaXXHCKtVCodFsCVlZXh/PnzbQp/9u3bh5dffhnbtm275e1qjpKdnY1nnnkGgwYNQk5ODoYNG4a///3vHeWWMff6RqHOqNP15oKCAqSkpGDz5s0QRdHem3v06OF2vYucr0tME+AjAp4//dvXiLD8yRu2J+UXAO3Zswd//OMfnf7GjAzwBwG5BAMgkrtOO8BFUURRUZF9wllfX48ZM2ZAo9Hg3nvvbdWEs6qqCqdOnUJMTIxLt/1cf75OSEiI/XydlrpbVq+0bF1ytwl0RUUFzpw5c81h1C1bqoxGI0RRtIdBrr7+VBAEHDt2DEqlEr169brr56qurobRaERFRQW6du1q3/7W3kOkW8KftpzldOjQISxevBjbtm1Dz5492/W6bXH48GGMGjUK+/btw8iRI7Fo0SIEBgbi9ddfd/prO4B7fbNQZ9Tpe7PBYEBKSgpMJhMSExOh0WjQt29ft+tl5Bzeiy3wzLA139nw070MTZt9IEZJu4rZ0fbv34/f//73SEtLc/obMzLAb35yCQZAJHcc4D8xGo1ITU2FwWBARUUFpk+fDo1Gg/vuu++mE06j0YgLFy4gPj5e0gOAW87XKSkpQXV1NYKCghAaGorLly9DpVLddYDhDKWlpfYA41Yrfcxmsz0Mau/2t/aw2Ww4duwYwsLCHB6UiKKIurq6a7a/tfUQ6fLycpw7dw5Dhgxpdfhz5MgRLFy4EKmpqXfcyuYoxcXFGDVqFPLz8wE0v8O5cuVKpKenu+T17xInmSQ19mY0/8w0Go3YvHkzUlJSUFlZienTp0Or1bbpogXqgOpFeP+PFZ67BIhBgOU1bwgPyCv8OXz4MH77299i69atbjlXc0P8hieXYABEcscBfhMVFRXYsmULDAYDrly5gmnTpiE5ORmDBg2Ch4cHMjIyEB4ejri4OLe6ClwURZSWluLkyZPw8PCwrwxqOWzZHZSUlNhvImvt393V29/q6+uhVCqhVqsRHBzs0F8AbDYbcnJyoFar0aNHD4c9761cfYi0IAj2kOtW26QqKipw9uzZNoU/x44dwzPPPAODwYABAwY4svw7euCBB7BmzRrcd999WL58Oerr6/H//t//c2kN7cRJJkmNvfkmysvLkZqaipSUFBQXF9t7c3R0tOTn2xG1RXZ2Np577jmXvjEjA+zN5BIMgEjuOMDvoLq6Gtu2bYPBYMD58+ft5/ykpqa6VfgDNAcKx44dw7333ms/V6dltYmfnx/Cw8MRFhbm8lvAWhQWFqK4uPiubiITBMG+/c2R5+vYbDZkZ2cjIiIC99xzT7ufp73udIh0S/hzu1VT18vLy8P8+fPx5ZdfYuDAgU7+Cm6UnZ1tvwGsX79++OSTTzrKtbacZJLU2JvvoKqqClu3bkVKSgoKCgowefJkJCcnIy4ujmEQubXc3Fz86le/gk6nQ1RUlNTldCTszeQSDIBI7jjAW8lsNuPnP/85Ghsb4ePjgzNnzmDixInQaDQYMWKE5BPOuro6+1Xq11+1ffXWo7KyMvj4+ECtVkOlUrV6JcndunjxIsrLyxEXF+ew1UiiKKKqqsp+vk5AQIB9xVNbAiar1Yrs7GxERkYiIiLCIbXdjesPkfbz80NdXR2GDRtmPy/pTk6fPo158+Zh48aNiImJcXLFssNJJkmNvbkNampqkJ6ejpSUFJw+fRqTJk2CVqvFsGHDJO/NRFc7efIkfvGLX2DTpk2Ijo6WupyOhr2ZXIIBEMkdB3grvfjii+jTpw+ef/55AM2rbTIzM2EwGJCTk4Px48dDo9Fg9OjRLt9uVV1djby8PMTGxrbqMOr6+noYjUaUlpbC09MTarXaaTdviaKICxcuoK6uDjExMU6bjIuiiNraWnvI5evr26qQy2KxIDs7Gz179nTL2zcqKytx4sQJKJVKVFdXt+oQ6R9//BFPPPEEPv30UyQkJLi2YHngJJOkxt7cTg0NDdi+fTsMBgOOHTuGBx98EFqtFiNHjnSbrdDUOZ05cwZPPfUUNmzYgNjYWKnL6YjYm8klGACR3HGAt5LVar3lqpKmpiZkZWVBr9fj8OHDGD16NJKTkzF27FinbxMrLy/H2bNnr7lNqy1MJhOMRqP95q2WMKg9z3U9URRx7tw5mM1mDBo0yKUHdraEXGVlZfDw8LDfKHb1Ycst4U+vXr0QHh7ustpaq7q6GidPnkRCQgK6dOnSqkOkCwoK8Nhjj+Gjjz7C8OHDJf4KOixOMklq7M0OYDKZkJWVBZ1OhyNHjmDs2LHQarUYO3asZFuhqXO6cOECHn/8caxduxZDhgyRupyOir2ZXIIBEMkdB7iDWSwW7Nq1C3q9Hvv27cP9998PrVaLCRMmOHy7VXFxMS5duoT4+HiHPHdTU5P95i2r1WoPTW51KPHtiKKIU6dOQaFQ3PImNVcxmUz2r8tms0GlUiEkJARnzpxBnz59oFarJavtVq4Pf26m5RBpo9GIV199FYMGDcKePXvw0UcfYdSoUS6uWFY4ySSpsTc7mNlsxs6dO6HX67F//36MHDkSWq0W48ePd9lWaOqcLl68iEcffRRr1qzBiBEjpC6nI2NvJpdgAERyxwHuRFarFXv27IFOp8Pu3bsxZMgQaLVaTJw48a6vjr906RJKS0sRFxfnlHcyLRaLPVwwmUwICwtDeHh4q65hFwQBeXl56NKlC+699163uqrXYrGgqKgIP/74I7y9vREeHg61Wo3AwEC3qbOmpgZ5eXltWtV17NgxvPDCC/D09ER9fT2mTp2K+fPnO/yASZvNhuHDhyMyMhJpaWkOfW434h4DgToz9mYnslqt2L17N3Q6Hfbu3XtNb3bGVmjqvAoLCzF37ly8//77GD16tNTldHTszeQSDIBI7jjAXcRms+H777+HXq/Hzp07MWjQIGi1WkyZMgX+/v6tfh5RFHH+/HnU19c79Uydq1mtVpSXl6OkpAT19fUIDQ2FWq2231B1NUEQcPz4cQQFBaFPnz5Or62tmpqakJ2djf79+yM4ONh+81ZtbS1CQkLs18tLdXBoe8KfkpISzJ49G2+99RYmTpyIhoYGZGVloWfPnhg6dKhD63v77bdx+PBh1NTUMAAich72Zhex2WzYu3cvDAYDdu3ahcGDB0Or1WLy5Mlt6s1E1ysuLsacOXOwevVqjB8/Xupy5IC9mVyCARDJXYcY4C+99BK2bdsGHx8f3Hvvvfjkk09uuOmqIxEEAT/88AN0Oh2ysrLQv39/aDQaTJs2Dd26dbvl41q2VQHAwIEDJVmxYrPZUFFRYb+G/erQRBRF5OTkQKVSoWfPni6v7U5awp8BAwZAqVRe82eCIKCyshJGoxFVVVUIDAy0Xy/vqoNDa2trkZubi/j4+Fb/4lFaWorZs2djxYoVmDZtmlPru3z5MubNm4elS5fi7bffZgBE5DwdojfLjSAIOHjwIPR6PbKysjBgwAAkJydj6tSprbpggaiF0WjE7NmzsWrVKkyaNEnqcuSCvZlcggEQyV2HGOBff/01Jk6cCC8vL7z88ssAgDfffFPiqhxDEARkZ2dDr9dj+/bt6NmzJ5KSkjB9+vRrQi5BEJCbm4uuXbuiX79+brFd6erQpLKyEhaLBREREejfv7/bXb1rMpmQnZ2N++67DyEhIbf9XFEUUV1dbT9s2d/fH2q1GmFhYU471Luurg7Hjx9HXFxcq89cqqiowKxZs7Bs2TLMmDHDKXVdbc6cOViyZAlqa2vx1ltvMQAicp4O0ZvlTBAEHD16FDqdDpmZmejdu7e9NwcFBUldHrmxsrIyzJ49G6+//jp+9rOfSV2OnLA3k0swACK563ADfPPmzdDr9diwYYPUpTicKIrIzc2FXq9Heno6wsLCoNVqMW7cOCxevBhvvvkmoqOjpS7zBmazGUePHoVarYbZbEZFRQUCAgLsoYnUV+82NjYiJycHAwcObPPKsatv3iorK4O3t7f9enlHnRXRnvCnqqoKs2fPxssvvwytVuuQOm4nLS0NGRkZeO+99/Dtt98yACJyrg7Xm+Ws5Q0YnU6HjIwMhIeHIykpCYmJiTesJqXOrbKyErNmzcKf/vQnJCYmSl2O3LA3k0swACK563ADfObMmXj00Ufx5JNPSl2KU4miiNOnT2PdunX48MMPMXToUCQlJWHmzJlQqVRusQIIaF5Zk5OTg/79+yM0NBRAc+21tbX20MTPz8/pK2hupSX8iY6Odsi7tg0NDfbDsQFArVZDrVa3+rye69XX1+PYsWOIjY1t9RaDmpoazJkzB4sWLcLcuXPb9bpttWTJEqxfvx5eXl4wmUyoqanBrFmz8Nlnn7nk9V3MPb65qDPrcL25sxBFESdPnoRer0daWhqCg4PtvTksLMxtejO5XnV1NWbPno2XXnoJycnJUpcjR/zmIpdgAERy5zYDfPLkySguLr7h4ytWrIBGo7H/78OHDyMlJaVTTLIKCgowe/Zs/PWvf0W/fv1gMBiwZcsW+Pj4ICkpCRqNBt27d5fs76IlXLndtipRFFFfXw+j0YjS0lL7zVsqlcrpV+82NDQgJycHgwcPRmBgoMOfv6mpyR4GWSwWhIWFQa1Wt+qmNKB94U9dXR0eeeQR/OpXv8ITTzxxt19Cu3AFEJHTuU1vplsTRRHnzp2DXq/Htm3b0KVLF8ycORMajQbh4eGdYp5CzWprazFnzhz85je/waOPPip1OXLFbyhyCQZAJHcdZoCvXbsW//rXv7Bjx45OczPH7t274efnh/vvv9/+MVEUcfHiRRgMBqSmpkIQBMycORNarRY9evRw2YSzJbxoa7jS0NBgD4M8PDygUqmgVqvRpUsXp9QXExNz24O1HcVisaCsrAxGoxGNjY1QKpW3vCkN+L9wqi31NTQ04JFHHsFTTz2Fp59+2sFfQesxACJyug7Tm6mZKIooKCiAwWDA5s2boVAo7L05MjKSYZCM1dfX45FHHsEvf/lL2a9Olxi/icglGACR3HWIAZ6ZmYkXXngBu3fvhkqlkroctyGKIoqKiuwTzsbGRsyYMQMajcapB0XX1NTgxIkTbVq5cjMmk8keBgmCYA+D7jbgazlTx1Xhz/WuvyktODgYarUaISEh8PDwaFf4YzKZ8Nhjj2HOnDn41a9+xV8mnIt/uSS1DtGb6eZEUcSVK1fsvbmpqQmJiYnQaDTo06cPf37LSGNjIx599FE8/vjjmD9/vtTlyB2/ccglGACR3HWIAd6/f380NTXZz5gZNWoUPvjgA4mrcj9GoxGbN29GSkoKKioqMH36dGi1WkRFRTlswllVVYVTp04hLi7OoSuxzGYzSktLUVJSAovFYg+Dunbt2qbaW65Sv9twylEEQUBVVZX9pjQ/Pz/U1tYiJibmjreRtWhqasKTTz6Jhx9+GAsXLuwQvzzk5+cjMTERubm59o8tX74cAQEB6N27N5YvX46TJ0/i0KFDGD58uISV3pT7/wWT3HWI3kx3JooijEYjUlJSkJKSgurqantvHjBgQIf4eU43ZzKZ8PjjjyM5ORnPPPNMh/i3ZG8mujMvqQsgIuDcuXNSl9AhqNVqPPvss3j22WdRXl6OLVu24NVXX0VxcTGmTZuG5ORkREdHt/uK9vLycpw9exYJCQkO37Ll4+ODyMhIREZG2rdT/fjjj2hsbLSfrdOtW7fbTrBawp+23KblbB4eHlAqlVAqlWhoaMDRo0ehVCpx+vRpdOnSxX6j2K0OxzabzXj66acxadKkDhP+3ElMTAxSUlLw7LPPSl0KEZFTKRQKhIeH47nnnsNzzz2HsrIypKam4o9//COMRuM1vVkOP987C7PZjKeeegrTp0/vMOHPnbA3EzVjAEREHVJoaCjmz5+P+fPno6qqCtu2bcOKFSuQn5+PKVOmIDk5GXFxca0Og4xGI/Lz8zF06FCnH97s7e2NiIgIREREwGazoaysDAUFBairq4NSqUR4ePgNZ+vU1NQgLy8P8fHxbnlGlMlksp9J1HIbWV1dHUpLS3H06FF4enraw6CWcM1isWDBggUYPXo0fve738liggkA0dHRUpdARCSJsLAwLFiwAAsWLEBlZSW2bt2K119/HRcvXrT35tjY2Ha/UUPOZ7FY8Itf/AIPPvggnn/+efZmIplhAETUyWRmZmLRokWw2WxYsGABXnnlFalLumvBwcH4+c9/jp///Oeora1Feno63nnnHZw+fRqTJk2CRqPB8OHDbznhLCoqwuXLlzFkyBCXX+Pu6emJ8PBwhIeHQxAElJeXo7CwECdPnrSfrePh4YHTp08jPj6+3dexO5PJZEJ2djYGDhx4zVX0AQEBCAgIQN++fdHY2IjS0lLk5ubi008/Rbdu3ZCfn4+EhAS8/PLLsplgEhFRs5CQEMybNw/z5s1DTU0N0tLS8Le//Q1nz57FpEmToNVqMXToUIZBbsRqtWLBggUYMWIEXnzxRfZmIhliAETUidhsNixcuBBZWVno0aMHRowYgaSkJAwaNEjq0hymW7dueOyxx/DYY4+hoaEB27dvx7///W88//zzmDBhAjQaDUaNGgVPT08AQF5eHkwmE4YMGQIvL2l/JLbcGqZSqexn61y6dAllZWUICwtDXV0dfHx87LW7g6vDn+Dg4Ft+np+fH3r16oVevXqhe/fu+P3vf4/Tp0/j8uXLsFqtmDt3LuLi4hxW16VLl/DUU0+hpKQECoUCzzzzDBYtWuSw57/VpJiTZSKiGwUGBuLxxx/H448/joaGBmRkZOD9999Hbm4uHnzwQWg0GowcOdKt+ltnY7PZ8Nxzz2Hw4MFYsmRJh+xn7M1Ed8YAiKgTOXToEPr3749+/foBAB577DFs2bJFVgHQ1fz9/TF79mzMnj0bJpMJWVlZ+Oyzz/C73/0OY8aMgc1mg9FoxMaNG91u0unh4QGFQoHGxkaMGTMGTU1NMBqNOHfuHLp27Yrw8HCEhoZKGlo1NTUhOzsb9913323Dn6sJgoBVq1YhKioKqamp9pDu0KFDDg2AvLy88Le//Q1Dhw5FbW0thg0bhilTpjhsrIeGhqKysvKaj1VUVKBv374OeX4iIrny9/fHnDlzMGfOHJhMJnz99ddYt24dFi9ejHHjxkGr1WLMmDGSvynTmdhsNvz2t79Fr169sGzZsg4bmLA3E90Z11wSdSKFhYXo2bOn/f/36NEDhYWFElbkOl26dMHMmTOxbt06/Oc//0FDQwP27duH/Px8LFq0CN988w3MZrPUZdpVVFTgzJkzGDJkCPz8/BAcHIyoqCiMGjUKffv2RW1tLQ4fPozs7GxcuXIFFovFpfW1hD9RUVGtvu1LEAT84Q9/gL+/P1atWgUPDw8EBARg7ty5WLBggUPri4iIwNChQwE0rwqLjo526FgPCAhAREQEdu7cCaD53yszMxPjxo1z2GsQEcldly5dkJSUhPXr1+PIkSPQaDTQ6XQYPXo0nn/+eezYscPl/a2zEQQBL774IpRKJVasWNFhwx+AvZmoNXgNPMkdB/hV9Ho9MjMzsWbNGgDA+vXrcfDgQbz77rsSV+ZaS5YsQXl5Od5//32IoojvvvsOOp0Oe/bswZAhQ6DVavHQQw85/Caw1iovL8e5c+eQkJAAX1/f235ufX09jEYjSktL4eXlBbVaDbVa7dSDrM1mM44ePYoBAwZAqVS26jGCIODVV1+FyWTCe++959IzH/Lz8zF+/Hjk5uYiMDDQYc+bl5eHhQsX2t9tfOmll/DEE09g8+bNeP7551FaWorg4GAkJCTgq6++ctjrOkDHnd2TXLA3021ZLBbs3r0ber0ee/fuxdChQ+29+U59kVpPEAT7WZD/+Mc/ZHEeE3sz0e0xACK54wC/yv79+7F8+XJ7w3vjjTcANAcincnJkycxcODAG97lstls2LdvH/R6PXbt2oXBgwdDq9Vi8uTJLrt5q7S0FBcuXEBCQkKbQ5zGxkYYjUYYjUYoFAp7GOTIIKsl/Onfvz9CQ0Nb9RhRFPHnP/8ZZWVl+Pe//+3S7XZ1dXWYMGECli5dilmzZrnsdd0cJ5kkNfZmajWbzYa9e/fae3NsbKy9N7vjxQgdhSAIWLZsGWpra/HBBx/IIvzp4NibySUYAJHccYBfxWq1IioqCjt27EBkZCRGjBiBjRs3YvDgwVKX5nYEQcChQ4eg0+mQlZWFAQMGQKvVYtq0aQgICHDKa7ZcRd+e8Od6LWcGGY1G2Gw2qFQqqNVqdO3atd3PabFYcPToUfTr1w9hYWGteowoinjjjTdQUFCAtWvXujT8sVgsSExMxLRp0/DCCy+47HU7AE4ySWrszdQuNpsNBw4cgMFgwDfffIOoqCgkJydjypQpTuvNciSKIv7yl7+guLgYa9ascbtzEDsp9mZyCQZAJHcc4NfJyMjA4sWLYbPZMH/+fCxdulTqktyeIAg4evSofQtdr169kJSUhOnTp19z7fndKCkpwcWLF5GQkODwq+jNZjPKyspQUlICs9mMsLAwqNVqBAQEtHqvf0v407dvX6hUqlY9RhRFvP322zhx4gQ+++wzlx7oKYoi5s2bB6VSidWrV7vsdTsITjJJauzNdNcEQcCRI0eg0+mQmZmJvn372nuzI7f7yo0oili1ahV+/PFHrFu3juGP+2BvJpdgAERyxwFODiWKInJzc6HT6ZCRkQGVSgWNRoPExMRWn4dzveLiYly6dMkp4c/1rFYrysrKYDQa0dDQgNDQUKjVagQGBt4yDGpv+PPuu+/i4MGD2LRpk9O/ruvt3bsXDzzwAGJjY+3L2v/6179i+vTpLq3DTXGSSVJjbyaHEgQBx48fh06nw/bt29G9e3ckJSUhMTGx1RcVdAaiKGL16tXIycnBxo0bedOae2FvJpdgAERyxwFOTiOKIk6dOgW9Xo+0tDQEBQXZJ5wqlapVq2uKiopQWFiIhIQEl0/EbDYbysvLYTQaUVtbi5CQEISHhyM4ONheu8ViQXZ2Nnr37g21Wt2q5xVFER9++CF27twJg8Hg1AOpqV04ySSpsTeT04iiiJMnT9p7c3BwsP2Nmta+iSFHoijivffew/fff49NmzaxN7sf9mZyCQZAJHcc4BK7dOkSnnrqKZSUlEChUOCZZ57BokWLpC7L4URRxI8//gi9Xo+tW7fC19cXM2fOhEajQffu3W8aBl25cgVFRUVISEiQfAm2IAioqKiA0WhEdXU1goKCEBoaioKCAvTu3Rvh4eGteh5RFPHJJ58gPT0dmzdvluwmNbotTjJJauzN5BKiKOLcuXP23uzn54ekpCQkJSUhPDy8Q1953haiKGLNmjXIysqCwWDgTWruqXMMRpIcAyCSOw5wiRUVFaGoqAhDhw5FbW0thg0bhtTUVAwaNEjq0pxGFEUUFBTAYDAgNTUVAJCYmAitVosePXpAoVDg22+/RWBgIOLj4yUPf64niiLKy8uRl5cHhUKBkJAQqNVqhIaG3rHWTz/9FHq9Htu2bePtLO6Lk0ySGnszuZwoisjPz4fBYMDmzZvh4eGBpKQkaLVa3HPPPbIOg9auXYutW7ciNTWVb8y4L/kOQHIrDIBI7jjA3YxGo8FvfvMbTJkyRepSXEIURVy5csU+4TSZTOjZsycKCgrw1VdfueUSbJvNhqNHj6JHjx4IDw9HTU0NjEYjysvL4e/vD7VajbCwsBu2rG3atAmffvop0tLS7uq2MXI6TjJJauzNJClRFFFYWGjvzWaz2b5qt3fv3rIKgzZs2IBNmzZh69at8Pf3l7ocujX5DDpyawyASO44wN1Ifn4+xo8fj9zc3E55Q4coilixYgV0Oh3Cw8NRVVWF6dOnQ6PRICoqyi0mnDabDdnZ2bjnnnsQERFxzZ+Jooi6ujoYjUaUlZXBx8fHvrrr+++/x4cffoj09HR069ZNouqplaQfaNTZsTeT2xBFESUlJUhJSUFKSgpqamowY8YMaLVa9O/f3y16c3t9+eWXWLt2LdLT0/nGjPvruAONOhQGQCR3HOBuoq6uDhMmTMDSpUsxa9YsqcuRxNq1a7Ft2zZ8/vnn8PHxQXl5OVJTU2EwGGA0GjFt2jQkJycjOjpakglnS/gTERGBe+65546fX19fj3/+85/44osvUF5ejldeeQVPPPEEunfv7vDaMjMzsWjRIthsNixYsACvvPKKw1+jE+Ekk6TG3kxuq7S0FKmpqUhJSUFpaSkefvhhaDQayXpze6WmpuKDDz5AWlpap3zTrQPqOIOLOjQGQCR3HOBuwGKxIDExEdOmTcMLL7wgdTmSqaioQLdu3W56JXpVVRW2bt2KlJQUFBQUYMqUKdBqtYiLi7NfY+5MNpsNOTk5CA8PR2RkZKsfl5mZiVWrVuHDDz/Erl27sHnzZowaNQorV650aG1RUVHIyspCjx49MGLECHz++eeyPkfKyTjJJKmxN1OHUFlZia1bt8JgMODSpUuYOnUqkpOTERMT45Le3F7p6elYvXo10tLSEBISInU51DrszeQSDIBI7jjAJSaKIubNmwelUonVq1dLXU6HUFNTg/T0dKSkpODMmTOYOHEitFothg0b5pQJZ0v4o1ar0aNHj1Y/bseOHXj99deRnp5+zdW6VqvVoVfa79+/H8uXL8dXX30FAHjjjTcAAEuWLHHYa3QynGSS1NibqcOpqalBWloaDAYDzp07h8mTJ0Oj0WDo0KFuFQZ9/fXXWLlyJdLT0xEaGip1OdR67M3kEgyASO44wCW2d+9ePPDAA4iNjbVPkP76179i+vTpElfWMTQ0NCAjIwMpKSk4fvw4JkyYAK1Wi5EjRzrk9jBBEJCTkwOVStWm8Oe7777Dq6++ivT09FZfEd9eer0emZmZWLNmDQBg/fr1OHjwIN59912nvq6McZJJUmNvpg6trq4O27dvh16vR15eHh566CFoNBrcf//9kt7suWvXLvz5z3++4Y0Z6hDYm8klGACR3HGAk2yYTCZkZWVBp9PhyJEjGDt2LJKTkzFmzJh2rbgRBAHHjh1DaGgoevbs2erH7du3Dy+//DLS0tJadVbQ3WIA5HCcZJLU2JtJNhobG/H1119Dr9fj6NGjeOCBB6DRaNrdm9trz549WLp0KdLS0pxyFh85HXszuQQDIJI7DvBOzGazYfjw4YiMjERaWprU5TiU2WzGzp07odfrceDAAYwcORJarRYPPPBAq66WFwQBx48fR0hICHr16tXq1z106BAWL16Mbdu2tSk0uhvcAuZwnGSS1NibSZaampqwY8cO6PV6HDx4EKNHj7b35pud/+co+/fvx0svvYRt27a16Rw/civszeQSDIBI7jjAO7G3334bhw8ftu/blyur1Yrdu3dDp9Nh7969GDp0KDQaDSZOnAhfX98bPr8l/AkODkbv3r1b/TpHjhzBwoULsWXLFvTp08eBX8HtWa1WREVFYceOHYiMjMSIESOwceNGDB482GU1yAwnmSQ19maSPYvFgm+//RYGgwF79uzB8OHDodVq8eCDD960N7fXDz/8gMWLF2PLli1tekOH3A57M7kEAyCSOw7wTury5cuYN28eli5dirffflvWAdDVbDYb9u7dC4PBgF27diEmJgYajQaTJ0+Gv78/zGYzvvnmGwwaNKhNIc6xY8fw7LPPwmAwoH///s77Am4hIyMDixcvhs1mw/z587F06VKX1yAjnGSS1NibqVOxWq3Yu3cv9Ho9vv32W8TFxUGr1WLSpEnw8/Nr9/MePXoUv/71r5Gamoq+ffs6sGKSAHszuQQDIJI7DvBOas6cOViyZAlqa2vx1ltvdZoA6GqCIODgwYPQ6/XIysrCgAEDUFJSglGjRuG1115r9fPk5eVh/vz5+PLLLzFw4EAnVkwuwkkmSY29mTotm82GAwcOQK/X45tvvsHAgQOh1WoxdepUdO3atdXPc/z4cTzzzDPQ6/UYMGCAEysmF2FvJpdgAERyxwHeCaWlpSEjIwPvvfcevv32204bAF3NYrFAo9GgsbERlZWV6NOnD5KSkvDwww8jKCjolo87ffo05s2bh88//5xbruSDk0ySGnszEZrfqPnPf/4DnU6Hr776Cv369bP35sDAwFs+7uTJk5g/fz42bdrEN2bkg72ZXIIBEMkdB3gntGTJEqxfvx5eXl4wmUyoqanBrFmz8Nlnn0ldmmR+/etfIzw8HMuWLYMgCMjNzYVOp0NGRgbCw8Oh0WgwY8YMKJVK+2POnTuHJ598EuvXr0d8fLyE1ZODcZJJUmNvJrpOy82cOp0O27dvxz333IOkpCTMmDEDISEh9s87c+YMnnrqKWzYsAGxsbESVkwOxt5MLsEAiOSOA7yT4wqgZhcuXLjp+QCiKOLkyZPQ6/VIT09HUFAQNBoN4uPjsXDhQnz88ccYNmyYBBWTE3GSSVJjbya6DVEUkZeXB71ej7S0NCiVSmg0GsTFxWHhwoVYt24dEhISpC6THIu9mVzCQ+oCiEge8vPzERMTc83Hli9fjrfeegsVFRWYMmUKBgwYgClTpqCyslKiKjuvWx0OqVAoMGjQIPzP//wPDhw4gH/+85+oqanB3LlzsXr1aoY/REQdGHtzx6RQKDB48GAsW7YMhw4dwv/+7/+iqqoKc+fOxbvvvsvwh4jajSuASO44wF0kPz8fiYmJyM3NtX9s+fLlCAgIgNFohFKpxCuvvIKVK1eisrISb775poTVEnVqfJeRpMbe7CLszUQdBnszuQRXABGR023ZsgXz5s0DAMybNw+pqanSFkRu46WXXsLAgQMRFxeH5ORkVFVVSV0SEVGnwN5MRNT5MAAiIqcrKSlBREQEAKB79+4oKSmRuCLnqqqqwpw5czBw4EBER0dj//79UpfktqZMmYLc3FwcO3YMUVFReOONN6QuiYioU+hsvZmIiBgAEZGDKBQ3X7l6/ccVCsUtP1cuFi1ahJ/97Gc4deoUcnJyEB0dLXVJbmvq1Knw8vICAIwaNQqXL1+WuCIiIvlgbyYioqsxACIihwgNDb3hAMmKigqEhYUhPDwcRUVFAICioiKo1WopSnSJ6upqfPfdd/jlL38JAPDx8UFwcLC0RXUQH3/8MR5++GGpyyAikg32ZiIiuhoDICJyiICAAERERGDnzp0AmieYmZmZGDduHJKSkrBu3ToAwLp166DRaKQs1akuXLgAlUqFX/ziFxgyZAgWLFiA+vp6qcuS1OTJkxETE3PDf7Zs2WL/nBUrVsDLywtPPPGEhJUSEckLezMREV2Nt4CR3HGAu1BeXh4WLlxof7fxpZdewhNPPIHy8nI88sgjuHjxInr37o0vv/wSSqVS4mqd4/Dhwxg1ahT27duHkSNHYtGiRQgMDMTrr78udWlua+3atfjXv/6FHTt2wN/fX+pyOgPu8yCpsTe7EHszUYfA3kwuwQCI5I4DnFyquLgYo0aNQn5+PgBgz549WLlyJdLT06UtzE1lZmbihRdewO7du6FSqaQup7PgJJOkxt5MRHQt9mZyCW4BIyJyoO7du6Nnz544ffo0AGDHjh0YNGiQxFW5r9/85jeora3FlClTkJCQgP/+7/+WuiQiIiIiIlniCiCSOw5wcrns7GwsWLAAZrMZ/fr1wyeffIKQkBCpyyJqwXcZSWrszURE12JvJpdgAERyxwFORHQtTjJJauzNRETXYm8ml+AWMCIiIiIiIiIimWMAREREREREREQkcwyAiIhk4p133sHgwYMRExOD//qv/4LJZJK6JCIiIiIichMMgIiIZKCwsBD/+Mc/cPjwYeTm5sJms+GLL76QuiwiIiIiInITDICIiGTCarWisbERVqsVDQ0NuOeee6QuiYiIiIiI3AQDICIiGYiMjMTvf/979OrVCxEREQgKCsLUqVOlLouIiIiIiNwEAyAiIhmorKzEli1bcOHCBVy5cgX19fX47LPPpC6LiIiIiIjcBAMgIiIZ+Oabb9C3b1+oVCp4e3tj1qxZ+P7776Uui4iIiIiI3AQDICIiGejVqxcOHDiAhoYGiKKIHTt2IDo6WuqyiIiIiIjITShEUZS6BiIicgCFQvFnAI8CsAI4CmCBKIpN0lZFRERERETugAEQEREREREREZHMcQsYEREREREREZHMMQAiIiIiIiIiIpI5BkBERERERERERDLHAIiIiIiIiIiISOYYABERERERERERyRwDICIiIiIiIiIimWMAREREREREREQkcwyAiIiIiIiIiIhkjgEQEREREREREZHMMQAiIiIiIiIiIpI5BkBERERERERERDLHAIiIiIiIiIiISOYYABERERERERERyRwDICIiIiIiIiIimWMAREREREREREQkcwyAiIiIiIiIiIhkjgEQEREREREREZHMMQAiIiIiIiIiIpI5BkBERERERERERDLHAIiIiIiIiIiISOYYABERERERERERyRwDICIiIiIiIiIimWMAREREREREREQkcwyAiIiIiIiIiIhkjgEQEREREREREZHMMQAiIiIiIiIiIpI5BkBERERERERERDLHAIiIiIiIiIiISOYYABERERERERERyRwDICIiIiIiIiIimWMAREREREREREQkcwyAiIiIiIiIiIhkjgEQEREREREREZHMMQAiIiIiIiIiIpI5BkBERERERERERDLHAIiIiIiIiIiISOYYABERERERERERyRwDICIiIiIiIiIimWMAREREREREREQkcwyAiIiIiIiIiIhkjgEQEREREREREZHMMQAiIiIiIiIiIpI5BkBERERERERERDLHAIiIiIiIiIiISOYYABERERERERERyRwDICIiIiIiIiIimWMAREREREREREQkcwyAiIiIiIiIiIhkjgEQEREREREREZHMMQAiIiIiIiIiIpI5BkBERERERERERDLHAIiIiIiIiIiISOb+PyYTsnIlRmfLAAAAAElFTkSuQmCC", + "image/png": 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00kuA/zGgWBE731RERDyV32fbokULBg8e7HU5IafAFRGRoIu1AVKlUeCKiEhQ/fTTTzEftqDAFRGRIGvevDmPPvpoTIct6E1TIiISJD6fj4SEBPr27cvll1/udTmeU+CKiEiVy++z7dy5M59++ilm5nVJntMtZRERqVKF57N98803FbYBClwREaky0Tp5fFVQ4IrnNm/efEzrRSR8TZ48WWFbBvXhiqc2b97MokWLaNuwGp1r7YDkjpDSi+XLl7N27Vp69+5N06ZNvS5TRI7COYeZ8cwzz5CVlUVycrLXJYUdtXDFU02bNqVt7f2sffIylj9zNfxnMMtnPMDatWtp27atwlYkAvh8Pvr27cvPP/9MQkKCwrYMauGK5zrvXQhJB1m7M4+1Ow/CthdpO2EqnTt39ro0ETmKwn22eXl5XpcT1tTCFe/VbEDnE+KPLFevo7AViQAaIHVsFLjivX43sDyhu/9zUjPoNY7ly5d7WpKIlG/hwoUK22OkW8riueXfbWBt15tpOyKFzt16FAyYAtTSFQlTbdq0YciQIfzrX/9S2FaQAlc8tXnz5oIBUvnhmv/ftWvX0qhRIw2cEgkjX3/9NR07dqRp06bMnDnT63Iiim4pi6eaNm1K7969S7RkO3furEeCRMJM/mjk22+/3etSIpICVzxXVqgqbEXCR+EBUn/4wx+8LiciKXBFRKRcGo1cNRS4IiJSpn379nHJJZcobKuABk2JiEiZatasycyZM2nZsqXCtpLUwhURkRIyMjJ4/PHHATjllFMUtlVAgSsiIkVkZGQwbNgwnnjiCfbt2+d1OVFDgSsiIgXywza/z7ZmzZpelxQ1FLgiIgKUDFvdRq5aClwREQFg2bJlCtsgMuec1zUUSE9Pd5mZmV6XISISU/bt21dw63j//v0kJiZ6XFHkMrPFzrn00raphSsSKju+h48fha+mgeYNlTCRkZFB27ZtWbhwIYDCNoj0HK5IKOxcD88Mgn07/cs/fAIjH/G2Jol5hftsW7du7XU5UU8tXJFQWPO/I2EL8NWr3tUiggZIeUGBKxIKSc3KXxYJoeXLlytsPaDAFQmFk0fAab+DxPrQuD384jmvK5IY1qFDB66//nqFbYhplLKISIxYuHAhrVq1onnz5l6XErU0SllEJMb5fD6GDBnChAkTvC4lZilwRUSiXOH5bJ988kmvy4lZClwRkSimyePDhwJXRCRKOee47bbbFLZhQi++EBGJUmbGW2+9xeHDhxW2YUAtXBGRKOPz+Rg7diwHDx4kOTlZYRsm1MIVEYkihftsd+3aRXJystclSUBQA9fM1gF7gFzgcFnPJomISOUVHyClsA0voWjhDnLObQvBdUREYpZGI4c/9eGKiESBGjVqkJaWprANY0F9taOZfQ/sBBzwlHPu6VL2GQ+MB2jZsmWv9evXB60eEZFo8+OPP9KiRQvA/xiQmXlcUWzz8tWOpzvnegLDgevMrH/xHZxzTzvn0p1z6epvEJEK2foNZPwTlk2HMHoffKj5fD46dOjAM888A6CwDXNB7cN1zv0Y+O8WM5sJ9AEWBPOaIhLltq6GZ86Eg9n+5R+/gGH3eVuTBwr32Y4YMcLrcqQCgtbCNbPaZpaU/xkYCnwdrOuJSIxYNedI2AIsfdW7WjyiAVKRKZgt3CbAzMAtjmrAK86594J4PRGJBXVblL8c5bZu3cq5556rsI1AQQtc59xaoFuwzi8iMarrxfBjJix7HeqmwOgSYzGjWnJyMk8//TQDBgxQ2EYYTUAvIhIBfD4fBw8eZPDgwV6XIuUob5SyXu0oIhLm8vts27dvT2ZmJnFxeoVCJNLvmohIGMsP25SUFObMmaOwjWD6nRMRCVOFw3b+/Pnqs41wClwRkTA1depUhW0UUR+uiEiYycvLIy4ujscee4ysrCwaNWrkdUlSBdTCFREJIz6fjx49erBhwwbi4+MVtlFEgSsiEiby+2wPHDhAtWq6ARltFLgiImFAA6SinwJXRMRjn332mcI2BihwRUQ81q5dO0aMGKGwjXIKXBERj3z11VccOHCAhg0b8uqrrypso5wCV0TEAz6fj379+nHzzTd7XYqEiAJXRCTECs9ne/vtt3tdjoSIAldEJIQ0eXzsUuCKiITIwYMHGTNmjMI2RunJahGREKlevTpvv/02J5xwgsI2BqmFKyISZD6fj0mTJgHQrVs3hW2MUuCKiARRfp/tlClTyM7O9roc8ZACV0QkSIoPkKpTp47XJYmHFLgiIkGg0chSnAJXRCQI1q1bR6tWrRS2UsCcc17XUCA9Pd1lZmZ6XYaIyHHLzs4uuHV88OBBqlev7nFFEkpmttg5l17aNrVwRUSqiM/no3Xr1sybNw9AYStFKHBFRKpAfp9tcnIyJ598stflSBhS4IqIVJIGSElFKHBFRCph9erVClupEAWuiEgltGvXjltvvVVhK0eldymLiByHTz75hGbNmtGmTRv+7//+z+tyJAKohSsicowyMjIYOnQoEyZM8LoUiSAKXBGRY5CRkcGwYcNITU3lueee87ociSAKXBGRCioctuqzlWOlwBURqQDnHHfddZfCVo6bBk2JiFSAmTFjxgz2799P06ZNvS5HIpBauCIi5fD5fIwePZp9+/ZRv359ha0cN7VwRUTKUPgNUrt376ZmzZpelyQRTC1cEZFSFH9dY5MmTbwuSSKcAldEpJiMjAy9rlGqnAJXRKSYevXq0bNnT4WtVCkFrohIwLp163DOkZaWxkcffaSwlSqlwBURwd9n26VLFx599FHA/xiQSFVS4IpIzCs8QOriiy/2uhyJUgpcEYlpmjxeQkWBKyIxa8eOHYwcOVJhKyGhF1+ISMxq2LAhU6ZMoU+fPgpbCToFrojEHJ/PR1ZWFiNHjmTUqFFelyMxQoErIjElv8/2xBNP5JxzziE+Pt7rkiRGqA9XRGJG4QFS7733nsJWQkqBKyIxQaORxWsKXBGJCbNmzVLYiqfMOed1DQXS09NdZmam12WISBQ5fPgw1apVwznHrl27qF+/vtclSRQzs8XOufTStgW9hWtm8Wa2xMxmB/taIiKF5b+u8dtvv8XMFLbiqVDcUr4BWBmC64iIFMjvszUzateu7XU5IsENXDNLAc4F/hPM64iIFKYBUhKOgt3CfRi4FcgrawczG29mmWaWuXXr1iCXIyLRLjMzU2ErYSlogWtmI4AtzrnF5e3nnHvaOZfunEtPTk4OVjkiEiM6dOjARRddpLCVsBPMFm4/4DwzWwe8CpxpZi8F8XoiEsMWL15MTk4OSUlJPP/88wpbCTtBC1zn3J+dcynOudbAL4F5zrkxwbqeiMQun8/HgAEDuOGGG7wuRaRMevGFiES0/AFSKSkp3HPPPV6XI1KmkExe4Jz7EPgwFNcSkdhROGznz5+v28gS1tTCFZGIdPjwYS6//HKFrUQMTc8nIhGpWrVqzJo1i3r16ilsJSKohSsiEcXn83HnnXfinKNjx44KW4kYClwRiRj5fbbTp09n9+7dXpcjckwUuCISEYq/rrFevXpelyRyTBS4IhL29G5kiQYKXBEJe1u2bKFNmzYKW4loClwRCVtZWVkAXHjhhSxZskRhKxFNgSsiYcnn89GmTRveeecdwP8YkEgkU+CKSNjJ77Nt2rQpPXr08LockSqhwBWRsKIBUhKtFLgiEja+++47ha1ELQWuiISNtm3bctdddylsJSppFIKIeC4jI4PGjRvTsWNHbrnlFq/LEQkKtXBFxFM+n49hw4Zx7bXXel2KSFApcEXEM4UHSL388stelyMSVApcEfGERiNLrFHgiogn/v73vytsJaZo0JSIeOLVV18lOzubJk2aeF2KSEiohSsiIZM/QGrPnj3Url1bYSsxRYErIiGR32e7fv16cnJyvC5HJOQUuCISdMUHSDVt2tTrkkRCToErIkH18ccfazSyCApcEQmyE044gb59+ypsJeYpcEUkKNasWYNzjnbt2jF37lyFrcQ8Ba6IVLmMjAx69OjBpEmTvC5FJGwocEWkSmVkZDBs2DBSU1MZN26c1+WIhA0FrohUmcJhqz5bkaIUuCJSJXbv3s2oUaMUtiJl0KsdRaRK1K1bl6lTp5KWlqawFSmFWrgiUik+n49p06YBMHToUIWtSBnUwhWR45b/BqnWrVszevRoEhISvC5JJGyphSsix6Xw6xrff/99ha3IUShwReSYafJ4kWOnwBWRYzZ//nyFrcgxMuec1zUUSE9Pd5mZmV6XISJlOHToEAkJCTjn2LNnD3Xr1vW6JJGwYmaLnXPppW1TC1dEKsTn89GhQweWL1+OmSlsRY6RAldEjiq/z7ZGjRo0bNjQ63JEIpICV0TKpQFSIlVDgSsiZVqyZInCVqSKKHBFpEwdO3ZkzJgxCluRKlDhN02Z2WlA68LHOOdeCEJNIuKxRYsW0a5dO+rXr8+TTz7pdTkiUaFCLVwzexF4EDgd6B34VeqwZxGJbD6fj0GDBnH99dd7XYpIVKloCzcd6OTC6aFdEalyhQdIPfDAA16XIxJVKtqH+zXQNJiFiIi3NBpZJLjKbeGa2SzAAUnACjP7HDiQv905d15wyxORUMjNzWXChAkKW5EgOtot5QdDUoWIeCo+Pp5Zs2aRmJiosBUJknJvKTvnPnLOfQSck/+58LrQlCgiweLz+bjxxhvJy8ujTZs2CluRIKpoH+6QUtYNr8pCRCS08vts33vvPbKysrwuRyTqHa0PdwJwLdDWzJYW2pQEfBLMwkQkePLDNiUlhfnz5+v9yCIhcLQ+3FeAd4H7gT8VWr/HObcjaFWJSNAUD1vdRhYJjaP14e5yzq1zzl3qnFsP7MM/armOmbUMSYUiUqVycnI46aSTFLYiIVbRN02NNLM1wPfAR8A6/C3f8o5JNLPPzewrM1tuZndXuloROW7btm0DYNiwYSxevFhhKxJiFR00dS/QF/jGOdcGGAx8epRjDgBnOue6Ad2BYWbW93gLFZHj5/P5OPHEE5k+fTrgfwxIREKrooF7yDm3HYgzszjn3HyO8i5l55cdWEwI/NKrIUVCLL/PtlmzZvTr18/rckRiVkXfpZxlZnUAH/CymW0Bco52kJnFA4uBk4AnnHOflbLPeGA8QMuW6hYWqUoaICUSPqwi8xGYWW38A6bigMuAesDLgVZvRY6vD8wEfuec+7qs/dLT011mZmZFTikiR/HDDz/QqVMnha1ICJnZYudcqXeAK9TCdc7lmFkroJ1zboqZ1QIq3AnknMsys/nAMPwTIYhIkLVs2ZK//e1vjB49WmErEgYqOkr5KmA68FRgVQvgzaMckxxo2WJmNfG/rWrV8RYqIhWTkZHBkiVLALjuuusUtiJhoqJ9uNcBfYDPAJxza8zshKMc0wyYEujHjQNec87NPu5KReSo8vtsu3fvjs/nw8y8LklEAioauAeccwfz/+c1s2ocZcSxc24p0KNy5YlIRRWez/b1119X2IqEmYo+FvSRmd0O1DSzIcDrwKzglSUix0KTx4uEv4oG7p+ArcAy4GrgHeCOYBUlIsfm8ccfV9iKhLmKjlLOM7M3gTedc1uDW5KIVJRzDjNjypQp7N69mxNOONrQChHxSrktXPObaGbbgNXAajPbamb/F5ryRKQsPp+PgQMHsmPHDhITExW2ImHuaLeU/wD0A3o75xo65xoCpwD9zOwPQa9OREqV32e7ZcsWDh486HU5IlIBRwvcscClzrnv81c459YCY4BfB7MwESld8QFSTZs29bokEamAowVugnNuW/GVgX7chOCUJCJl+eSTTzQaWSRCHS1wy7tXpftYIiGWkpLCgAEDFLYiEehoo5S7mdnuUtYbkBiEekSkFCtXrqR9+/a0bNmSOXPmeF2OiByHclu4zrl451zdUn4lOed0S1kkBHw+H71792bixIlelyIilVDRF1+IiAcKD5C69tprvS5HRCpBgSsSpvS6RpHoosAVCUM5OTlceOGFCluRKFLR2YJEJIRq167NjBkzOOmkkxS2IlFCLVyRMJKRkcHkyZMBOOOMMxS2IlFEgSsSJjIyMhg2bBgPPfQQBw4c8LocEaliClyRMJAftqmpqXzwwQfUqFHD65JEpIopcEU8VjhsNUBKJHopcEU89tlnnylsRWKAOee8rqFAenq6y8zM9LoMkZA4cOBAwa3jnJwcateu7XFFIlJZZrbYOZde2ja1cEU8kJGRwYknnsjixYsBFLYiMUCBKxJi+X22SUlJNG/e3OtyRCREFLgiIaQBUiKxS4ErEiJLly5V2IrEMAWuSIh07NiRq666SmErEqMUuCJB9umnn7J161aqV6/OP//5T4WtSIxS4IoEkc/n46yzztJctiKiwBUJlsLz2T766KNelyMiHlPgigSBJo8XkeIUuCJVLC8vjxtvvFFhKyJFaAJ6kSoWFxfHrFmzMDOFrYgUUAtXpIr4fD7Gjx/P4cOHad68ucJWRIpQC1ekChTus83KyqJx48ZelyQiYUYtXJFKKj5ASmErIqVR4IpUgkYji0hFKXBFKsE5x8knn6ywFZGjUuCKHIfNmzcD0L9/fz7//HOFrYgclQJX5Bj5fD7atWvHiy++CICZeVyRiEQCBa7IMcjvs01JSeGss87yuhwRiSAKXJEK0gApEakMBa5IBWzatIlzzjlHYSsix02BK1IBzZo147HHHlPYishx05umRMrh8/mIj4/ntNNOY9y4cV6XIyIRTIErUob8PttOnTrx2WefaTSyiFSKbimLlKLwaOS33npLYSsilabAFSmmcNjOnz9ffbYiUiUUuCLFPPvsswpbEaly6sMVCXDOYWY8/fTTZGVlkZyc7HVJIhJF1MIVwX8b+ZRTTmHz5s0kJCQobEWkyilwJebl99nu3r0b55zX5YhIlFLgSkzTACkRCRUFrsSsTz/9VGErIiETtMA1s1Qzm29mK8xsuZndEKxriRyPNm3aMHToUIWtiIREMFu4h4E/Ouc6AX2B68ysUxCvJ1Ihy5Yt49ChQzRp0oQ33nhDYSsiIRG0wHXObXLOfRH4vAdYCbQI1vVEKsLn83Hqqady++23e12KiMSYkDyHa2atgR7AZ6VsGw+MB2jZsmUoypGj+XIq/Pw1tB0I7YZ4XU2VKTyf7U033eR1OSISY4I+aMrM6gAzgBudc7uLb3fOPe2cS3fOpevZxzDgewjevAYWPg4vXwSr5nhdUZXQ5PEi4rWgBq6ZJeAP25edc28E81pSRVa/W2z5HW/qqEL79+/nkksuUdiKiKeCdkvZ/NOrTAZWOuf+EazrSBVreCJsXFR0OcIlJiby5ptvkpqaqrAVEc8Esw+3HzAWWGZmXwbW3e6ci/wmUzQbPgkO7YWfl/v7cE/7ndcVHTefz8eSJUv4/e9/T58+fbwuR0RiXNAC1zmXAWgS0UhTswFc8qLXVVRa4T7bq666ipo1a3pdkojEOL1pSqJO8QFSClsRCQcKXIkqGo0sIuFKgStRZcWKFbRs2VJhKyJhx8JpOrL09HSXmZnpdRkSgfbu3UutWrUA/2NAiYmJHlckIrHIzBY759JL26YWrkQ8n89H27Zt+fjjjwEUtiISlhS4EtHy+2wbNGhA27ZtvS5HRKRMClyJWBogJSKRRIErEWnFihUKWxGJKApciUgdOnTg97//vcJWRCKGAlciysKFC/nxxx+Jj4/nvvvuU9iKSMRQ4ErEyMjIYMiQIUyYMMHrUkREjpkCVyJCRkYGw4YNIzU1laeeesrrckREjpkCV8Je4bBVn62IRCoFroQ15xy33XabwlZEIl4w58MVqTQz46233uLw4cM0bdrU63JERI6bWrgSlnw+H5dddhkHDx6kcePGClsRiXgKXDk229bA6vcge2vQLpH/BqkvvviCrKysoF1HRCSUdEtZijq0HzYvgzrJ0KB10W3L34QZV0DeYajVGK74HzQ6sUovX/x1jSeccEKVnl9ExCsKXPH7bj68czNkrYfcQ2DxMOpx6P6rI/tk/MMftgB7t0Hms3D2X6usBL0bWUSimW4pCxzYA9PGwvZv/WEL4HLh/buK7pdQq9hyzSoto2bNmqSlpSlsRSQqKXAjVV4eLHkZFjwIW7+p3Ln2boeDe0qut2J/PM6+z38rGaBZNzj1uspdN2Djxo0ApKen88knnyhsRSQqKXAj1Zyb4K1rYd498MyZsO3b4z9XvVRokV50XVwCDJ9UdF2LnnDTCrhpFVz1IdRscPzXDPD5fHTs2JGnn34a8D8GJCISjdSHG6mWTT/y+eAe+OY9aHz98Z0rLh5+/aa/T/bQPmh9OjTu4B84VVy1GlC3alqghftsR44cWSXnFBEJVwrcSFUvBbauLLpcnnUZ8ONiSD0FWvYtub1GEvS7oWprLIcGSIlIrFHgRqqLnoWZV8OeTf6RxJ3PL3vfZdNhxpWA8/fLXvwCnHwMLcrNy2DLKkjtXfJRoeOwdetWzj33XIWtiMQUBW6katIJrvFVbN+vXgWc/7PLg6XTKh64y2fC9Cv8o5ar14Fxs6F5j+MqOV9ycjLPPPMM/fv3V9iKSMzQoKlI55z/zU9LX4P9u0rfp3ifa1Lzip//03/7wxbgYDYsfv64ygT/beS5c+cCcMkllyhsRSSmqIUb6Wb9Hr54wf+5cXu4ci4k1iu6z1l3Q9YPsHExtDwFBt1e8fMXP1eNusdVZn6fbfv27cnMzCQuTv/WE5HYosCNZAdzjoQtwLZv4Lt50PmCovvVagi/fuv4rnH2/bB1tf8NVC3S4YybjmzLPQS+h+Dn5XDimZD+21JPUXiA1Jw5cxS2IhKTFLiRLL4GJNSGQzlH1lXBs7FFND4JblzqfxtVjaSi296/Cz59wv955dtQLRG6X1pkF41GFhHxU1MjksVXg9FPQ/Uk/+jjUyZA24GVP++hfbBmLmxYdGRd8bAF+OGTYssLS+zy2muvKWxFRFALN/I17w5X/BcatIXqVfBu44M58Nxw2PSVf/n0P8BZE8u4dk/4aUmh5SOjl/Py8oiLi+ORRx4hKyuLhg0bVr42EZEIphZuJPv8GXg4Df59Grx66ZGJBypiz2Z4ZjD8pRE8PwL27fSv/+a/R8IWIONhOHyg9HOc/Vfoex20HQRD/lLQh+vz+ejevTs//PADcXFxClsRERS4kSv3MLz3Z/9ztQBr58OqORU//v3/gx8z/dPtrfPBh4H3Jluxmx7VakBcGTdCEmrCsPv8r4UMvKUqv8/20KFDJCQkHNt3EhGJYrqlHE3yw7e4g3thwQOwayN0uRA6DIPsLUX3yd4CB7LB9/cj6yweRj7qf9dyaX5eATho0hnQACkRkfIocCNVfDUYcjf89/8BDlqfAR1HlNzv8EF4qj9sX+NfXvY6/PYd6Plr+P4jf0jHVYMeY2DlLP9rHPPFxUNSE/80gCcOgrrNYdsa/63rz5868hKMHmP5vNmvFbYiIuVQ4EayU6+DDsP9b5hqkuYP4YM5MPMaWP+xfxBTwxOPhC0Azr+t/y3+CQ82fQUpvf2Dr76eUfIaL4zy/zcuATqNgq+nl9xnyYu063gZ5513Hg899JDCVkSkFArcSNewbdHlDyf5n4kF+HYu1FlW8phm3f3/Te3j/5Xv5FHQfph/qr/46v5byvnyDpUatl9uzqVj4zgaNGjAK6+8UrnvIiISxTRoKtrs2lh0uVpi0eXOF0C7IaUfG18NLn0Vbvwabl7jHxRVDt/6w5z+bA5/XNIWTuhYiaJFRKKfAjfadLkQsCPLp1zjf4620ygY/ne46Lnyj9+5zj9vbs42OP3GMnfzxfdn+GuQ0qoNd/zn3SooXEQkuumWcrQ5eQS0GQDff+hfXvQfuGqe/wUWR/PDZ/Di+XBor/+1kZdOhVb9/H2+AE26wPlP4vv8S4ZfNoGU1FTmz5+vPlsRkQpQ4EabA3uOhC3Aju9g8XP+EcgHc6DfjSXed1zgsyf9YQuQewDeucX/nG7dFtD1l3DGTRy06oy9YSQpKSkKWxGRY6DAjTbVEv0TxR/MPrJu/iTI3e///Na10KxrwbOzRcRXL7q847sjnxf9BwbcQvWE6rz99tskJycrbEVEjoH6cKNNfAJc+J/ArEGBvtz8sAX/c7c71hY95qcl8PUb0OaMMk/r+2Y799/7FwC6du2qsBUROUYK3GhzaB/sXA/plwOu5Pb4GrD0df8LLAAWT4GnB8H038L/7oAa9Uoc4lt/mOFTD/DCa2+SnZ1dYruIiBydbilHuo/+7r/dW6sRnP8v/zuSv19Q+r5Wzd83u/It2Pg5XJ8JCx+nIJj37YTuY2DjIti2GgiE7ct7SU1NYd68edSpUyc030tEJMoocCPZtx/A/L/6P2f/DFN/BXt+Knt/d/jI5z2bIGt9yXlud3xXMmzrxTHv1Sd0G1lEpBJ0SzmS7dpQdDn7Z6hRt2LH1k6G+i3h3IegThP/ulanw8/LC3ZZvyuPVvXjmPfAb2jW+7wqKlpEJDaphRvJThzsHxyVP5ftiWdCQiKs+9g/80/ewdKPq5sCl73mb9027wE3rYKDe/yDp14YxZ4DjqQaxpiu1bl4/K1UH3Z36L6TiEiUUuBGsvqp/pdafP2G/73Hvn/Awd3+bQm1/K9qzH+utrA9m/zhmv9o0KJn/LenayThW3+YC6btY9pFNRncNoHq/W8M2dcREYlmCtwA35qt/HXOSpyDm8/uwJBOTbwuqXzOwfbvoHpt6H8zLJt+JGyh9KAtODYX3rrOP5/tCSfDu7cCgT7bV/aTWtfolBwPg++EWg2C/EVERGJD0ALXzJ4FRgBbnHNdgnWdqpC19yBXv7iYvQdzAbjulS/46JaBNKtX/sv7PZOXC6/9GlbNBouDvtdCUlP8z92W8ihQWT59AuqlAoUGSDWqyby5H9AspSXUaxGU8kVEYlEwW7jPA48DLwTxGlViy54DBWELcPBwHj9l7Q/fwP12rj9swf8ii4WP+z/XauSftzZ7c8XPtWsD32zPPTIa+S/n06zzqVVfs4hIjAvaKGXn3AJgR7DOX5VaNapFuxOOPF/asmEtOjZNKucIj+UdLn393u3+SeXrphzT6U5qGMdt/Wow79e1aHbmVVVQoIiIFKc+XKBGtXimXX0qUz5ZR55zjO3bito1wvhHc9IQaH0GrPOV3PZj5tGPb9YDsn/m452NaFa3Om33LubOATWgWTdoqdatiEgwmHPH0Od3rCc3aw3MLq8P18zGA+MBWrZs2Wv9+vVBq+donHM4B3FxdvSdvZZ7GHwPwJq5sOkryDtU8WNrNsB32osMHz6cfqedxn8fGg+5h6DTef5BWCIiclzMbLFzLr20bZ4345xzTwNPA6Snpwcv/Y9i2qIfmPj2CnKd40/DOnL56W28KqViVs2CDycd16G+H/IYfs9wUlNTeX7KFNAbpEREgk5vmgK27N7P7TO/Zt+hXA4ezuOeOStYty3H67JK5xzs+dn/zuSyJJTdSvWtP8zw57eSmprKvHnz9LpGEZEQCVrgmtlUYCHQwcw2mtkVwbpWZe3ef4jcvCONa+dg594y3tLkpU1fwT9OhofaQ9YPJbfH14DUU+C6T6FVvxKbncVz95pOpLZsrbAVEQmxoN1Sds5dGqxzV7V4K/nvjjgLw37c2Tf53xJVlnMegF6/8X8edDtMGel/bAigWk1szHRm3JjGvn37aNq0afDrFRGRArqlDMSV8lOID8eBU/t3lb4+oZZ//tseY4+sS+kNJw0G/LeRz39pO3vf+D316tVT2IqIeMDzQVPhoHGdGiQmxLH/kL81mBBvtKgfhi+96DsB5vwRcFC9DvQaB+2GQNuB/vvgX7wA277xr1v+Jqx5v8gUe3t+WkOtwwegWg1vv4eISAxS4ALfb8spCFuAQ7mO5T/t4vR2yR5WVYreV/ifld24CBq3hzYD/BMUAMy7F3wP+j8vfALqpRSdz/bXtWjS6XSFrYiIRxS4wNc/lrxVu+j7neEVuAeyYcsK+H6Bf9J5l+d/+UXvq/yvdvz560I7OzLW7S8Sts16DoPRz3hWvohIrFPgAnUTS/4Y6tcOox/N7p/g2WGQVeylIOt8sP4T/+w/xTRIqkmvDim8elVnmvUZ5b8dLSIingmjVPFO//YlW7Kjuh/b+4iD6vNnSoZtvmJh+/3OPFrXNzq3ac6HS5di4TjaWkQkBmmUMjB35c8l1k1bVMpzrl4p5bElwD+1Xo36BYsZP+SS9u9sHv7sMPS9RmErIhJGFLjAmp+zS6xbtWl3KXt64HsffPMuxFf3L1v8kW27NsChHIivQcZPNRj26iFSU5rzy0mzoPMF3tQrIiKl0i1lYPue/SXWbd1dcl3I7d8FUy+Fg3v8y3HVSk7Nl3eIjB8OM+ylvaTWi2fenDdpdnLv0NcqIiLlUgsXWLO1ZGt2/Y4weJdy9pYjYQulzoO7c59jxCv5o5Fr0qxWGXPlioiIpxS4QL1aJZ9NrRMO8+HWbwUndDqyXC8VzvpLkV0a1DReuKCm/9GfVu2gaVqIixQRkYoIg1Tx3qade0us21bKbeaQq1Ydxs2Bz570z1fb5yqo2xzSLsL391+yc8NKzmufwHl9Gvvnsj39D1CjjtdVi4hIKRS4wKZS+mt37csrZU8P1Gron4igEN/StQx/ZAknnngi5zy7mGrV9NsoIhLu9Dc1kF1KuIZrT6jP52P4cP/k8e+9957CVkLi0KFDbNy4kf37w+DOj0gYSExMJCUlhYSEhAofo7+tCd9wLa5w2Go+WwmljRs3kpSUROvWrfV8t8Q85xzbt29n48aNtGnTpsLHadBUBJkzZ47CVjyxf/9+GjVqpLAVAcyMRo0aHfMdHwVuBDh82N8Gv//++1m4cKHCVjyhsBU54nj+f1Dghjmfz0fnzp1Zs2YNZkb9+vW9LklERI6DAjeM5ffZxsXFUaeOHvcREYlkCtwwpQFSIiLRRYELrJt0boXWhUpmZqbCVkQkyuixoIB1k85l7tc/svdgHuf1TPW0lg4dOnDxxRfz17/+VWErYWngwIEl1l188cVce+217N27l3POOafE9nHjxjFu3Di2bdvGRRddVGTbhx9+GKRKRcKHWriFnNWlhadhu3jxYrKzs0lKSuLZZ59V2IoU8+677zJo0CDuvPNO5s+fz4ABA/jjH//odVkiFaIWbpjI77O95JJLmDx5stfliJSrvBZprVq1yt3euHHj427RfvDBB8yfP5+///3v/POf/2Tu3LlMnTqVFStW0KlTp6OfQMRDauGGgcIDpO69916vyxEJW845ABo2bEh2dja5ubk45wrWi4QzBa7HNBpZpOLOOussBg8ezMqVK5k4cSJDhw4lMzOTzp07e12ayFHplrKHDh8+zBVXXKGwFamg4cOHM3z48ILlBQsWeFiNyLFR4HqoWrVqzJ49m6SkJIWtiEiU0y1lD/h8Pm6//Xacc7Rv315hKyISAxS4IZbfZ/vGG2+wa9cur8sREZEQUeCGUH7YpqSkMH/+fE1EICISQxS4IVI8bHUbWUQktihwQ2Tbtm20adNGYSsiEqMUuEGWlZUFwAUXXMCSJUsUtiIiMUqBG0Q+n482bdowe/ZswP8YkIiIxCYFbpDk99k2adKEXr16eV2OSFR46qmnmDBhQpF1Xbp0YeXKlR5VJFJxCtwg0AApkeBYtmwZPXv2LFjev38/69ato3379h5WJVIxCtwqtnbtWoWtxLw9+w8x6d1V3Dr9Kz7/fkeVnXfp0qVFAnfZsmW0b9+e+Pj4KruGSLCoU7GKtWnThrvvvptf/epXCluJWde8tJiPv90OwJtf/sSs60+nQ9OkSp93+fLljB49GjMDIDs7mxEjRlT6vCKhoMCtIhkZGTRs2JBOnTppQmyJac45Fn63vWD54OE8Fq3bUenA3bBhA8nJyaxatapg3fXXX0+bNm3Iycnh2muvpXr16gwcOJDLLrusUtcSCQbdUq4CPp+PYcOGcd1113ldiojnzIwOTesWWoaTm1W+dbts2bIS0/CtWLGCrl278sYbb3DRRRfxzDPP8Pbbb1f6WiLBoMCtpMLz2b7yyitelyMSFp75dS/O7tyE3q0b8NAvutGrVcNKn3Pp0qV06tSpyLrly5eTlpbGxo0bSU1NBVB/roQt3VKuBE0eL1K6lAa1eGpsepWec9myZUX6a3fs2IFzjqZNm5KSksLGjRvp3r07eXl5VXpdkaqiwK2EBx54QGErEiIvv/xykeWGDRuyZcsWAEaPHs3111/PnDlzGDlypBfliRyVAvc4OOcwM6ZOnUp2djZNmjTxuiSRmFa7dm2ee+45r8sQKZf6cI+Rz+fj7LPPZvfu3dSuXVthKyIiFaLAPQb5fbYbNmxg7969XpcjIiIRRIFbQcUHSDVt2tTrkkREJIIocCvg448/1mhkERGpFAVuBTRp0oRTTz1VYSsiIsdNgVuONWvW4JzjpJNO4v3331fYiojIcVPglsHn89GjRw/uu+8+r0sREZEoENTANbNhZrbazL41sz8F81pVqfAAqcsvv9zrckREJAoELXDNLB54AhgOdAIuNbNO5R/lPb2uUUREgiGYLdw+wLfOubXOuYPAq8CoIF6v0nbv3s3555+vsBUJU0899RQTJkwosq5Lly6sXLnSo4pEKi6Yr3ZsAWwotLwROKX4TmY2HhgP0LJlyyCWc3R169bl1VdfpUuXLgpbkTC0bNkyevbsWbC8f/9+1q1bR/v27T2sSqRiPB805Zx72jmX7pxLT05O9qSGjIwMpk6dCsCQIUMUtiKVtf07eGEU/Pt0WPSfKjvt0qVLiwTusmXLaN++vabkk4gQzBbuj0BqoeWUwLqwkpGRwbBhw2jdujUXXXQRCQkJXpckEvmmXgrbVvs/z/kjJHeE1qdX+rTLly9n9OjRmBkA2dnZRabsEwlnwWzhLgLamVkbM6sO/BJ4O4jXO2b5YZuamsr777+vsBWpCs7B9jVF1237ptKn3bBhA8nJyaxfv55169axbt06fvnLX5KWlsbatWu54ooruOiiiyp9HZFgCVrgOucOA9cD/wVWAq8555YH63rHqnDYaoCUSBUyg5OGHFlOqAWtz6j0aZctW0bnzp2LrFuxYgVdu3albdu2TJ48udLXEAmmoM6H65x7B3gnmNc4XvPnz1fYigTLxVNg4eOQsx26XQKN21X6lEuXLqVTp6JPFi5fvpy0tLRKn1skFGJuAvqDBw9SvXp17rjjDm688UaSkpK8Lkkk+iTUhP63VOkply1bVqS/dseOHTjnNHOXRAzPRymHUkZGBh06dODrr7/GzBS2IhHk5Zdf5tJLLy1YbtiwIVu2bAFg+/btXHPNNSxZsoT777/fqxJFyhUzLdzCfbaNGjXyuhwRqUKNGjXiySef9LoMkXLFRAtXA6RERMRrUR+4X375pcJWREQ8F/WB26FDB379618rbEVExFNRG7iff/45WVlZ1KxZk3/9618KWxER8VRUBq7P5+PMM8/kuuuu87oUERERIAoDt/B8tg8++KDX5YiIiABRFriaPF5ERMJV1ARubm4u1157rcJWxGObN28+pvUVdfnll3PCCSfQpUuXo+774Ycf8sknn1TqesW1bt2abdu2Vek5q8I555xDVlZWmdsffvhh9u7de9znr8qfZZ06darkPBUVbr9nURO48fHxzJo1S2Er4qHNmzezaNEili8vOk/J8uXLWbRoUaVCd9y4cbz33nsV2reyIXH48OHjPjZfbm5upc+Rr7x63nnnHerXr1/m9nAK3FgX8YHr8/m44YYbyMvLo3Xr1gpbEQ81bdqUtm3bsnbt2oLQXb58OWvXrqVt27aVeu9x//79adiwYYn1jz76KJ06daJr16788pe/ZN26dTz55JP885//pHv37vh8viL779ixg/PPP5+uXbvSt29fli5dCsDEiRMZO3Ys/fr1Y+zYsWzfvp2hQ4fSuXNnrrzySpxzBed46aWX6NOnD927d+fqq68uCNc6derwxz/+kW7durFw4cIi1x04cCA33HAD3bt3p0uXLnz++ecA5OTkcPnll9OnTx969OjBW2+9BcDzzz/Peeedx5lnnsngwYPZtGkT/fv3Lzg+/3vlt+JycnI499xz6datG126dGHatGk8+uij/PTTTwwaNIhBgwYB8L///Y9TTz2Vnj178otf/ILs7OyC89x111307NmTtLQ0Vq1addSfZXZ2Nr/97W9JS0uja9euzJgxA4CpU6eSlpZGly5duO2224oc8//+3/+jW7du9O3bl59//hmAdevWceaZZ9K1a1cGDx7MDz/8APj/kTVhwgT69u1L27Zt+fDDD7n88ss5+eSTGTduXME5y7tevn/84x906dKFLl268PDDDxesv+eee+jQoQOnn346l156KQ8++CDfffcdPXv2LNhnzZo1RZaPm3MubH716tXLHYsFCxa42rVru44dO7rt27cf07EiUnErVqw4pv2//vpr9/bbbxf8+vrrr6ukju+//9517ty5yLpmzZq5/fv3O+ec27lzp3POubvuuss98MADpZ7j+uuvdxMnTnTOOffBBx+4bt26FRzTs2dPt3fvXuecc7/73e/c3Xff7Zxzbvbs2Q5wW7dudStWrHAjRoxwBw8edM45N2HCBDdlyhTnnHOAmzZtWqnXHTBggLvyyiudc8599NFHBd/jz3/+s3vxxRcL6m/Xrp3Lzs52zz33nGvRokXB320PPvigu/fee51zzh0+fNjt3r3bOedcq1at3NatW9306dMLzu+cc1lZWUW2O+fc1q1b3RlnnOGys7Odc85NmjSp4Du2atXKPfroo84555544gl3xRVXHPVneeutt7obbrihYHnHjh3uxx9/dKmpqW7Lli3u0KFDbtCgQW7mzJkFP5+3337bOefcLbfc4u655x7nnHMjRoxwzz//vHPOucmTJ7tRo0Y555z7zW9+4y655BKXl5fn3nzzTZeUlOSWLl3qcnNzXc+ePd2SJUvKvV7+d8/MzHRdunRx2dnZbs+ePa5Tp07uiy++cJ9//rnr1q2b27dvn9u9e7c76aSTCr7rwIED3ZIlSwp+j/J/NoWV9v8FkOnKyLiIbeEWHyBV2r98RcQbxeetLb5clbp27cpll13GSy+9RLVqR389fEZGBmPHjgXgzDPPZPv27ezevRuA8847j5o1awKwYMECxowZA8C5555LgwYNAPjggw9YvHgxvXv3pnv37nzwwQesXbsW8HdtXXjhhWVeO3/yhf79+7N7926ysrL43//+x6RJk+jevTsDBw5k//79BS28IUOGFPzd1rt3b5577jkmTpzIsmXLSky+kpaWxvvvv89tt92Gz+ejXr16Ja7/6aefsmLFCvr160f37t2ZMmUK69evL9g+evRoAHr16sW6deuO+rOcO3dukccvGzRowKJFixg4cCDJyclUq1aNyy67jAULFgBQvXr1ghmfCl9j4cKF/OpXvwJg7NixZGRkFJxz5MiRmBlpaWk0adKEtLQ04uLi6Ny5M+vWrSv3evkyMjK44IILqF27NnXq1GH06NH4fD4+/vhjRo0aRWJiIklJSYwcObLgmCuvvJLnnnuO3Nxcpk2bVlBfZURk4Go0skh4K60PN1jmzJnDddddxxdffEHv3r0r1f9au3bto+7jnOM3v/kNX375JV9++SWrV69m4sSJACQmJhIfH1/msWZWYtk5x4wZMwrO98MPP3DyySeXqKd///4sWLCAFi1aMG7cOF544YUi52rfvj1ffPEFaWlp3HHHHfzlL38ptfYhQ4YUXGvFihVMnjy5YHuNGjUA/z8cqqIfu7iEhISCn0FFr5FfU1xcXMHn/OVg1Jjvwgsv5N1332X27Nn06tWrSia9icjA3bdvH+3atVPYioShwn22I0eOLNGnW5Xy8vLYsGEDgwYN4m9/+xu7du0iOzubpKQk9uzZU+oxZ5xxBi+//DLgHxDUuHFj6tatW2K//v3788orrwDw7rvvsnPnTgAGDx7M9OnTC6YG3LFjR5FWYnmmTZsG+Ftc9erVo169epx99tk89thjBX3ES5YsKfXY9evX06RJE6666iquvPJKvvjiiyLbf/rpJ2rVqsWYMWO45ZZbCrYX/ln07duXjz/+mG+//Rbw9x9/88035dZc3s9yyJAhPPHEEwXLO3fupE+fPnz00Uds27aN3Nxcpk6dyoABA8q9xmmnncarr74K+KdhPOOMM8rdv7CKXO+MM87gzTffZO/eveTk5DBz5kzOOOMM+vXrx6xZs9i/fz/Z2dnMnj274JjExETOPvtsJkyYwG9/+9sK11OeiArc/OHdQ4cOZfHixQpbkTCzefPmgrDNv43cuXPngtCtzCjlSy+9lFNPPZXVq1eTkpLC5MmTyc3NZcyYMaSlpdGjRw9+//vfU79+fUaOHMnMmTNLHegzceJEFi9eTNeuXfnTn/7ElClTSr3eXXfdxYIFC+jcuTNvvPEGLVu2BKBTp07ce++9DB06lK5duzJkyBA2bdpUoe+QmJhIjx49uOaaawpalnfeeSeHDh2ia9eudO7cmTvvvLPUYz/88EO6detGjx49mDZtGjfccEOR7cuWLSsYyHX33Xdzxx13ADB+/HiGDRvGoEGDSE5O5vnnn+fSSy+la9eunHrqqaxatarcmsv7Wd5xxx3s3LmTLl260K1bN+bPn0+zZs2YNGkSgwYNolu3bvTq1YtRo0aVe43HHnuM5557jq5du/Liiy/yyCOPlLt/YRW5Xs+ePRk3bhx9+vThlFNO4corr6RHjx707t2b8847j65duzJ8+HDS0tKK3Iq/7LLLiIuLY+jQoRWup1xlde568au8QVMLFixwSUlJ7rXXXitzHxEJjmMZNLVp06ZjWh8rBgwY4BYtWuR1GVLMnj17nHPO5eTkuF69ernFixcXbHvggQfcHXfcUeaxxzpoKiImoC/cZ3v66ad7XY6IlKOsR38q80iQSLCMHz+eFStWsH//fn7zm98UPP5zwQUX8N133zFv3rwqu1bYB64GSIlINPjwww+9LkFKkd9PX9zMmTOr/Fph3Ye7YcMGha1ImHCFXvwgEuuO5/+HsA7c/Bl/FLYi3kpMTGT79u0KXRH8Ybt9+3YSExOP6biwvKXs8/moXbs2PXv25JprrvG6HJGYl5KSwsaNG9m6davXpYiEhcTERFJSUo7pmLAL3Pw+265du/Lxxx+XeFBcREIvISGBNm3aeF2GSEQLq1vK2dnZDB8+nJSUFGbMmKGwFRGRqBFWgbtmzRpSUlIKHp4WERGJFmEVuAkJCQpbERGJShZOow7NbCtQsZeSBk9jYJvHNYSavnP0i7XvC/rOsSAcv28r51xyaRvCKnDDgZllOufSva4jlPSdo1+sfV/Qd44FkfZ9w+qWsoiISLRS4IqIiISAArekp70uwAP6ztEv1r4v6DvHgoj6vurDFRERCQG1cEVEREJAgSsiIhICCtxCzGyYma02s2/N7E9e1xNsZvasmW0xs6+9riUUzCzVzOab2QozW25mN3hdU7CZWaKZfW5mXwW+891e1xQKZhZvZkvMbLbXtYSCma0zs2Vm9qWZZXpdTyiYWX0zm25mq8xspZmd6nVNR6M+3AAziwe+AYYAG4FFwKXOuRWeFhZEZtYfyAZecM518bqeYDOzZkAz59wXZpYELAbOj/LfYwNqO+eyzSwByABucM596nFpQWVmNwHpQF3n3Aiv6wk2M1sHpDvnwu0lEEFjZlMAn3PuP2ZWHajlnMvyuKxyqYV7RB/gW+fcWufcQeBVYJTHNQWVc24BsMPrOkLFObfJOfdF4PMeYCXQwtuqgsv5ZQcWEwK/ovpf2WaWApwL/MfrWiQ4zKwe0B+YDOCcOxjuYQsK3MJaABsKLW8kyv8yjmVm1hroAXzmcSlBF7i9+iWwBXjfORft3/lh4FYgz+M6QskB/zOzxWY23utiQqANsBV4LtB18B8zq+11UUejwJWYY2Z1gBnAjc653V7XE2zOuVznXHcgBehjZlHbfWBmI4AtzrnFXtcSYqc753oCw4HrAt1F0awa0BP4t3OuB5ADhP24GwXuET8CqYWWUwLrJIoE+jFnAC87597wup5QCtxymw8M87iUYOoHnBfo03wVONPMXvK2pOBzzv0Y+O8WYCb+LrJothHYWOhuzXT8ARzWFLhHLALamVmbQAf8L4G3Pa5JqlBgANFkYKVz7h9e1xMKZpZsZvUDn2viHxS4ytOigsg592fnXIpzrjX+/4fnOefGeFxWUJlZ7cAgQAK3VYcCUf3kgXNuM7DBzDoEVg0Gwn7wYzWvCwgXzrnDZnY98F8gHnjWObfc47KCysymAgOBxma2EbjLOTfZ26qCqh8wFlgW6NMEuN059453JQVdM2BKYBR+HPCacy4mHpWJIU2Amf5/T1INeMU59563JYXE74CXAw2ktcBvPa7nqPRYkIiISAjolrKIiEgIKHBFRERCQIErIiISAgpcERGREFDgioiIhIACVyTCmVluYJaYr8zsCzM7LbC+uZlNL+OY1mb2q0LL48zs8VDVLBKLFLgikW+fc667c64b8GfgfgDn3E/OuYuK72xm1YDWwK+KbxOR4NGLL0SiS11gJxRM0DDbOdfFzMYBo4E6+F/sUgM4OfACkCmBY5qb2XvAicBM59ytIa9eJIopcEUiX81AcCbif7PUmWXs1xPo6pzbYWYDgZvz54oNBHJ3/DMoHQBWm9ljzrkNpZ9KRI6VbimLRL78W8od8U9M8ELgvdHFve+cK2/+4w+cc7ucc/vxv5e2VTCKFYlVClyRKOKcWwg0BpJL2ZxzlMMPFPqci+6AiVQpBa5IFDGzjvj7aLcfZdc9QFLwKxKRfPoXrEjkq1lo9iMDfuOcyy39rnKBpUCumX0FPE9goJWIBI9mCxIREQkB3VIWEREJAQWuiIhICChwRUREQkCBKyIiEgIKXBERkRBQ4IqIiISAAldERCQE/j8jgw+cxpQ3PQAAAABJRU5ErkJggg==", + "image/png": 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", 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" ] @@ -482,7 +482,7 @@ }, { "cell_type": "code", - "execution_count": 73, + "execution_count": 37, "metadata": {}, "outputs": [], "source": [ @@ -635,7 +635,7 @@ }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 38, "metadata": {}, "outputs": [ { @@ -652,12 +652,12 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 39, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -678,24 +678,24 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "cdd33726863b43038eba9f8f82643f16", + "model_id": "f3ee66c1601340fdb80c1c73cd1a81ac", "version_major": 2, "version_minor": 0 }, - "image/png": 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", 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nexuMmU52gM9T3nvy+fzAWUbvPZAmnv2feyJiSaeZj+wgN7PNYvM8ZbHZmFHZQW5mhBWATKmzA3ye6U8qoyhCRBARoijCe39UAqmqA8knHEk6M5kMQRBY0mlKlR3UZrZZbJ5nVJU4jonj2GKzMSOzg9rMCCsAmVJnB/g8oqrk8/mBhLI/QRwtyRzp+cOTzkwmQxiGlnSaUmIHsZltFpvnkemMzWEYDlmnMUXMDmIzI6wAZEqdHeDzxOC28uHJ4HiTzOH6k87+z0nnnCWdphTYQWtmm8XmeaK/I3cmYnN/h5DFZlOk7KA1M8IKQKbU2QFe4kZqKx9usknmSK/Vn3T2v5YlnaYI2UFqZpvF5hI3U7G5/3vM4A6h/kGlB18yZkwRsNhsZoQVgEypswO8hHnvhySQoyWRU1UAGsySTlPELMk0s81icwmz2GzMpFhsNjPCCkCm1NkBXoIGD/QMjNl5Mx1J5kjbBJZ0mqJgSaaZbRabS5DFZmOOi8VmMyOsAGRKnR3gJWY8beXDJUkysPxM6Z/SdvBn7OAxhCzpNLPIkkwz2yw2l5jJxOaZKAANZ7HZzGEWm82MsAKQKXV2gJeQ8baVDxfHMUmSzOr4PJZ0mjnEkkwz2yw2l5BjTcJwLMUQm/snfDBmBtiBZmaEFYBMqbMDvAQMbiufzEDLcyHJHG6kpDMIgoGWdEs6zTSyA8vMNovNJeB4Y/NsdOeOxWKzmUV2YJkZYQUgU+rsAC9yqko+n59w189gc7EANNzgpLP/LGp/0tnfITSXt98UFTuQzGyz2Fzk5mNs7mex2UwTO5DMjLACkCl1doAXscm2lQ/XPy5BMV1iZUmnmUZ24JjZZrG5iE1lbJ7rBaDhLDabaWQHjpkRVgAypc4O8CI0mcEkj6UYC0DDWdJpppAdKGa2WWwuQtMRm4utADRcf1wePJi1xWYzSXagmBlhBSBT6uwALzJT0VY+XCkUgIazpNMcBzswzGyz2FxkLDaPj8VmcxzswDAzwgpAptTZAV5E4jgmiiKAKUsw+9dbaknmcCMlnf0zmFjSaYaxA8HMNovNRcRi8+RZbDYTYAeCmRHhbG+AMcZMdVv5fNT/vvUn0sNnZ4E06ew/C+mcs/fZGGPMqCw2H7/RYnMcxwPLWGw2xswkKwAZY2aV954oiqa0rdwcO+nsH7jTkk5jjDEjsdg8PYa/l8MLQsNnALXYbIyZalYAMsbMisEdKkBJt4DPBeNJOge3pVvSaYwx84/F5pllsdkYM9OsAGSMmXGqShRFA7N/THcyY8nS0UZKOoeP82BJpzHGzB8zHZvN0Sw2G2OmmxWAjDEzyntPPp8fuAzJEpe5YaSkM4qio5LOTCZDEASWdBpjTAmZjdhsMWRsFpuNMVPNZgEzpc4O8DliNgeT7G9nt1b2yeufxaSfiAyZ1taSzqJivygz2yw2zxEWm4ubxeaSYr8oMyOsAGRKnR3gc4Cqks/nZ20wSUsyp15/0jn4bHF/0hmGoXV3zW32izGzzWLzHGCxufQMjs2QjuFksblo2C/GzAgrAJlSZwf4LOtP8Gbzki9LMqffaAWh/rZ0SzrnFPtFmNlmsXmW9Xf9WGwubRabi4r9IsyMsAKQKXV2gM+S2WwrH86SzJnVH1cGt6U7544ap8DMGksyzWyz2DxLLDbPXxab5zyLzWZGWAHIlDo7wGeB954oimatrXw4SzJnlyWdc44lmWa2WWyeBRabzWAWm+cci81mRlgByJQ6O8BnkKoOJHRw9OwVs8WSzLnFks5ZN/t/lGa+s9g8g4bH5rny+WqxeW5R1YFbv8FjCFlsnnYWm82MsAKQKXV2gM+Q/qlJkySZM4WffpZkzm2WdM64ufPHaeYri80zxGKzmSyLzTNu7vxxmpJmBSBT6uwAnwHee/L5/KwOJnkslmQWl5GSziAIBrqD+mcyMZNmb56ZbRabZ4DFZjOVLDZPO3vzzIwIZ3sDjDHFa3BbuYjM2SRORLBid/EY/kWlfxaT3t7egfv6k87+s5CWdBpjTGr4QM9zNTab4mKx2ZjSYAUgY8ykqCr5fH7ODCY5lrm+fWZ0lnQaY8z4FFNsnsvbZsZmsdmY4mQFIGPMhM31tnJT2izpNMaYo/V35FpsNrPBYrMxxcEKQMaYcbO2cjMXjZZ09vT0DNxvSacxplRZbDZzkcVmY+YmGwTalDo7wKeI954oioqirXy4/o4lS4rnp/5BK/uPXZj3See82lkzJ1lsniIWm02xGik2h2E4cLPYbMz0sA4gY8wxDR7oGY4+o2PMXNd/zPZ/yRjpLGQYhgMzmczDpNMYU2QsNptiN1JsHjyxCByJzWEY4pyzY9yYKWAFIGPMqIa3lVvgNaVgtKQzjuOBZSzpNMbMVRabTSk6VmzuH9fKYrMxx88KQMaYERVzW7kxEzHSOAWDC0L9SWf/zZJOY8xssUkYzHxhsdmY6WEFIGPMEMNbcO3afDPfjJR0xnE85FILSzqNMTPJYrOZ7yw2GzM1bBBoU+rsAJ8AVSWfz5dc109/N1Op7I+ZXf1jCPUb3JYeBEExJJ1zeuPMvGCxeQJKOTbbINBmqlhsNmZ8rABkSp0d4ONUym3lVgAy02mkpHPwDGNzMOmcUxtj5iWLzeNU6rHZCkBmulhsNmZkVgAypc4O8DHMh8EkrQBkZlJ/0jn4C1t/0hmG4Vz4O7M/BDPbLDaPwWKzMVNrcGwGcM5ZbDbzkhWATKmzA/wYSrWtfDhLMs1sGi3p7G9Ln4W/PftDMLPNYvMxWGw2ZvqNdrLGYrMpdVYAMqXODvBRDB84r5QTMGszN3NFf8wd3JbunDtqnIJpVrp/7KZYWGwexXyLzVYAMnOBxWYzn1gByJQ6O8CHmQ9t5cNZkmnmqllKOu0Pwcw2i83DWGw2Zu6w2GxKmRWATKmzA3yQ/mSr1NvKh+tvp58v+2uK1wwlnfaHYGabxeZB5mtstu5cUyxUdeDWz2KzKVZWADKlzg5w0sCVJMlAW/l8S7asAGSK1UhJ5/bt23nmmWe49tprJ7ta+0Mws81iMxabrQPIFKuRYvO2bdvYsmUL11xzzWRXa38IZkbMr0hjzDykqkRRNJBkzbcE05hi1v83GwTBwBnGbdu2cc8998z2phljjoPFZqzwY4rWSLH5+eef57777pvtTTNmTOFsb4AxZvr0t1cPnuHAGFO8RISuri4qKytne1OMMZNksdmY0tIfm6uqqmZ7U4wZkxWAjClBwweTnI9nFofrT7SNKXadnZ2WZBpThCw2G1O67OSMKRYWeYwpMf3j3cynmUTGw94HUyq6u7utAGRMkbHYbExpsw4gUyysAGRMCUmShL6+vnk3k4gx84klmcYUlziOLTYbU+IsNptiYZeAGVMCrK3cmPnD2syNKQ4Wm42ZP6wAZIqFFYCMKXL906jamUVj5ofOzk6qq6tnezOMMcdgsdmY+cUKQKZYWAHImCKlqiRJQhRFAJZgGjNP2BhAxsxdw2Ozdf0YMz9YbDbFwgpAxhQhVSWKIpIkscKPMfOMXQJmzNxksdmY+auzs9NisykKVgAypsh478nn8wPTmluCacz80tXVZZeAGTPHWGw2Zn6z2GyKhRWAjCkSg9vKbTBJY+YvazM3Zu6wgZ6NMWCx2RQPKwAZUwRUlXw+b4NJGmNsEGhj5giLzcaYfjYItCkWVgAyZo6ztnJjzGC9vb3kcrnZ3gxj5rX+jlyLzcYYgDiOyWQys70ZxozJCkDGzFHWVm6MGY19HhgzOyw2G2OGU9XZ3gRjxs0KQMbMQd57oiiytnJjzBD93QbGmJlnsdkYMxr7TDDFwgpAxswhgwd6huINJgmen7pH+Y1spVrLeJM/h3UsnO3NMqYkWBHImJlVKrHZk/Cw+wnPyW+o0FrO829mIWtme7OMKQnWBWSKhRWAjJkjhreVz1ZyGaP8t2vjl66bOgI+nNRxsh493oiiCCNv4w/dQ3zL3cdCrWKftPHp8Mf8XXw1S6id7s0/pmbZySPhTfTSwVr/IjYmF466D8bMRf2dB8aYmTFXYrMnZqv7Tw6428iygPXJR6jVTUctd6zYfJ/7Hr9111OtjbTJPn4Y/hXXxn9PLYume/OPaY/s4I7wRnrpYXNyDmf6Cyw2m6ISRZGN/2OKhhWAjJkD5lJb+ZdcG18J2qhTxx5iPhQe4KvRYlaSBrZ9dPOPwWM8K20sp5I/iE9lHTVD1nGLe4qlWksZGaopYzvNPCl7WKKzVwBql4PclP0cghBqjrvDb5CQ5+TkslnbJmMmqqenh8rKytneDGPmhbk0CcNz7gtsD75BRuvoZjf3h7/H+dHXqGA5AO3s4Y7gH2mW56ljJRfHf0D9sO6eJ9wt1OlSMuQoo5pmtrNHnqRWZ68AdEj289/Zz+EIyGiWH2a/QRzFnJtcMmvbZMxEdXV1WWw2RcMKQMbMosFt5XNlMMkbXCeNGpBDqAT2EnOf62WlzxDj+XT4EAfoYRmVtNDHX4YP8m/xhVRx5MxHTkPyxJQV7vMoIcGor+nx3CS/5C73Gyoo543+tZyoG8a1vTvZwi3uh3RLF6f6c3ixXkEwwmvtdc8Q0UujrgIg0AxPB3daAcgUlc7OTksyjZlmczE27w5+TE4X4sgSUkkPe2lx91Phl5MQcUv4V3RzmFqW0cVBbgn/ktfH/0aWioF1hJolISJD2tWreAJG71pISLhXbuRx92vKtZJL9VpWTCA231qIzZv9uZynLx0xNm91z5Cnj6X9sdmH3BfcZQUgU1Q6OzttCnhTNGY/ohkzT6kq+Xx+IMGcK5d15BBijlzHrEC20IrdTB976WYxFTiEBsroJmaPdA9Zx1v8OTRLF7tpZbs0s0zrOEtXjvqaN8otfDP4Lnny7Ocgnw3+LzvYNea2HmIfXw0+T4scRPHc6n7EXXLTiMsGkkEH7ZcnJiA75msYM5fYWUZjptdcjc2B5vDEQ+5zhRjWxSE6OUA1TQiOShrpo5MO9g5Z/jz/NjrlEIfZzSF5gQW6nFV6xqiv+Rv3E24N/oeIPM2yj28Gf8/BccTmg+zh68HnaJGDeBJ+6X7A3fLzkfeLYEhsTogJ1S6lMcXFYrMpJtYBZMwsmEtt5cN9KKnlL8MWOjUmFliuGS725QBUESJAnoQsATGeGKVSh36UnKfr+KukgodlB9VaxsV+A1WUjfqad7l7WKRNVFJBJZXsoIsn5WlW6vJjbutO2UokEYt0GQBNLOUhdzeXJq88atnlycnUBE0cku0EZInJc3n0xgm+O8bMLusAMmb6zOXYfIL/PZ4I/ppYO/ASUamrWOgvAiBH2nmQkCcgiyfGk5Bl6GfFBr2AyqSOHfII5VrDRn8xOUb/PHlMfkWDLiZHBeVUsp/tvCBPsnCM2LxdnichoZZ6ABpZzKPuHi5Krjpq2RP9Zu7SW9gjOwgIiYl4dfzmCb03xsw2KwCZYmIFIGNm0PDBJOdCW/lwV2oVO5M+Ph8cQvE0kSPCAwGVZHhvspF/D57GISQo1/g1LBshgdykS9ikS8b1muWU0UULlYVW9YSEsmMUjPqFDO3qydNH2aB296GvUc0r8h/j+eBe+uhmhT+ZRXrCiMsm9NHinsITUaOrKVebwczMDd3d3dZmbswUK4bYvMy/kjZ28mTwryhKRhcSkycD5KjmHP8efuv+H4JD8Zzm30Q1i49ej57EMj1pXK+ZpZwuWskV4qrHkx1HbM6RQ8XTH54j8lQOGyuwXxU1vC//BzwS/JZeutngT2Glrhtx2V56edo9R0TMGl1JozaMaz+MmW5dXV0Wm03RsAKQMTOkv618Lgz0fCwv0Md33QE2aUAZIdvo5TPBbv4pWQ3AK3UlJ8Z17JIuFlLGJq077te81r+Ozwb/lw468SQs1UWcpaeP+bz1egpL/Ap2um0EGoDAa5K3j7p8OTWcmrzsmOuM6eXxzJdody8g6nCS4dT8B6hRmyrXzD4bZ8CYqVUssbmNrTzlfkC5biKgjMOyhfuDv+ei5H8DcJJ/NU16Iu3soZImmvTE437Nl/hr+U7wj3TRjidhoS5ng5415vPW62YW+eXsdttw6hARXpO8a9Tlq6nlxWPE5h56+WLmv9jhduEQsmT5YP7drNIVE94vY6aadeeaYmIFIGNmQBzHRFEEMKcTTIBt0ouKUq7pGdBFZHjMdeMTxRXGAlpHDet05LN5k7FJN/IX8Sd5Qp6ijDLO0TOpZuwvuWWUc53/GE/pQ/TSw2pdzxJGHmuov6V/LC3uCdrdC9T4tODTSwtbwx9zevTRie2UMdPA2syNmTrFFJvbZCsIhJpekl3JYg64h9HkyLTvjbqeRtZP2Wuu1VO4Lv4LXpAnyVLGJn0R5ce4ZKxfGeW8w3+MZ/ThQmzewGKOr1DzuHuSHW4na3w6WHSzHOan4c/5vei9x7VeY6aCdQCZYmIFIGOm0fC28rmcXParI8STztzlELrw1Gs4UPyZLqtYMakzeWWUc4ZeMGXbEUsPokdmKgm1nEg6p2z9xhwPSzKNOX7FGJtz1AEJikdw5OmgQhcOFH+my2JWs1hXT/h55VRw+jhi83hPznRLD+Gg8QbLNUeHdEx4u4yZDhabTTGZexc5G1Mi+geTLKYEE+B0reCKpJa9ErGfPL14PpUsm5Vt2cUO7pW7eUweJh42+8l0qfFrQCBPOwl9dLu9LEzOnJHXNmYslmQac3yKNTY36Vms8C+lS/bRxT48EWcnn5yVbdnLdh6Ru3lWHpmx2LzWr8aLp4MO+uhjnzvIGclpM/Laxoylq6uL6urq2d4MY8bFOoCMmWKqSpIkA23lc3EwyWMRhD/0S3mFLqCNhLWaY/EsTJf+qDzE14L/BAVPwsm6mXf53yEgGPvJoxjPmcYqXcYp0fvZGvyAWLpZEV/ByuSlk35NY6ZSV1cXTU1Ns70ZxhSdUojN5ySfZK1/FXnaqdN1VLBoxrfjKXmAG4L/QjQdFHqDns5r/XuPKzaPxwpdxvuid3BDcBPd0sOV8WVcllw0ra9pzHh1dXWxevXq2d4MY8bFCkDGTCFVJYoikiQpqjOLwwnCyTrybFqT1UkPe6WZMs2ygrG/wH7ffZtGXUh5YfaRJ+UxtshzbJjEwJb9vwtVHXthYIHfwFl+ds6sGnMsNgaQMRNXSrG5UU+Z0nX20EGb7CWrFdRz7OndFeXn7ts06CJylKMoz8mj7JatrNSpG3toNJv8Rjb5jdP+OsZMlHXnmmJiBSBjpkh/W3l/l8lcTDCfF89ngpj9wItV+FgSUjbK+AH7Fb6iAc3A5XiucOMrnoxkJwf4p+B6uunDi+dSfzpv9ZePOnaBovTQQx31A/c5Avrom/Q2GFMKuru7rc3cmAkohticl2dpDv6WmANU6CXUJ7+PjNJ5G7OH1uCreA5T4a+gSi+f9OseYjs3B/+HPD2oeE7yl3Oef/Ooy3s8ffSwgEYgLUg5AvLHGZvHOw6QMXNVd3e3FYBM0bACkDHHafhgknO1rfwAytvDiG6UHPA1gVbg75PMUcs2K7zRZzgEZAR+huNTPuGtzk/qtf/b3QTACprw6rlVHuJMWc8mXTXi8oJwup7FA+63LNYldNJJliwrdOQZvoqaKljia8bJpoE3ZnyKJTbH7GNP+HY8vQg52uS/SWilKfnMCMseZHfmjSS0AiGd7mf45M+p8ddO6rXvDP4LcNSzAq+ex90trNIzWKIjd9kEBGzSM3nSPcBCXUJ3ITYv0mN3Do1mot25M0nRaR9g25QO6841xcQKQMYcB1Uln8/jvZ+zZxb73ec83Sh1hYRGUb4dJFzllYs0Q1C4f4uH13Zn2KZCBlhbppQH8EUC3srkCkD7pIUmFgDgcATiaKPrmM95vb+WLFmekMdo0AZe599IXWEdRWGMwo7kmwkPfBfp24PmlhI3XY1mG2dwA00xsiTTmLEVU2zucffi6SEoxLcYpTX4FuJfTqNeiAyMrfM8hK9hGdvxZGhhHT2EtAb/NukCUDv7qGUpkMZmR0APbcd8zhX+LWQoY4s8Tp028jJ/LdXUTer1Z8NYhZ2D0sl3w4fZJ+0s01qujk+nQe0z1xybXQJmiokVgIyZpP7BJOdyW/lgWYX+c2ztKDvE44E/C3u4wGf426QSVHhHd4aDKoUBHmFLr7ChXImP4+TpRl3Bk7Kd5TTRR4SiLNb6Yz6njDKu9m/makZvR5+TtJmQH+LYhdclJLwelYVDl/ER4d6vIr4HzS1FombCvV8lWvERcEd3ZBnTz2YaMebY+rt+iiU2D77UK6KNHtmBAE+Ef0KDv4hTkv+VliuCtyG0kCA4PA08z17WoySTfu3FupH98ix1LCOiD0Wp1cXHfE6OMl7u3zLp15wtzdLG98NfsUeaWaoNvCF+MQ1aO2SZPDFfDX9LXmKWai2HpIuvhvfx4egiMtM8yLUpbp2dnRabTdGYm/2wxsxh/YNJ5vN5IJ1JZK4nmAAvVscadRxC2S4eBTaqZ6k67nEx90tMs8J+FepRAgGVtAjU7OHNx5FkvtNfySpdzA7ZxyHaeFdyJas5dpI5FykxCT3HWCAm5JsIB/AsRThMyNdB80MWk7gNiVvR7EIQh2YXDtxnzLHYOAPGjKw/Ng+e5asYYnOFv4SMriThIH2yHQfkdSM5XUqz+xWt8hCwH6QZx4JC+UcBT8hhapLJF2Mu8tdRrytokR100czFyXtooPgutU4j8+jjEMUkfD38Jc3SzlJtpFk6+Fr4S6JhU9i3Sg9t0kujVuEQFmoVrdJNu/RO9y6YImfj85liYh1AxkyA954oioqirXy4coRvxBm+6WL+PohYqUoT6Xg7gtKBUiMgpJ1Ci4EWhUjgPZLwYZnc5V8AdVTxx/4tdPoeysiSKcKPng73EIfCn6IklPs1NMVXEzC8LbwNRwu+MJOK0oiwC+EwOmi6XnVl6T98lHb8+BjQI/cP4557nODeX4L3JGdehD/l7KMX6ukhuPtuaG1FN2zAn3rqFOy1mWusA8iYoxVzbHZUsDT+Fm3u67QEn0V1NQlNCCAExHQAaaeKoAS6BE8LEFHl30+1/8CkX7uSBbzKf4pe30mGMkKKrwP1Afc0N4Z3k+BZ55fxhvglVDA0lrZKJ63SyXJNu3EXai275CCt0slCrRtYrkwz9J/qCQmICie+cjpyzvKIO8BtwXYU5ZJkJWf6o09sdRPzm2A/reTZqLWc4o/d/WyKU1dXFxUVUzt7rjHTxTqAjBmH/sEk+/r6ijLB7FeN8AGf4Q1eSMTjUdrxhMAmDSgT+JtcTIzggRqBD2US/izjcYN2V1G6iVHGP3CjIFRTUZTFnz7ZzcHwh2S0gTJdQa/bzqHgxhGWLCu8I/0dP4XCzrBklLCKuOEqpG8P0rsT6dtN3PByCI/+Yi87niPzo/+Gni7I95K58Vu4Zx4ZtoF9ZL7wBcIbbiC8914yX/oSwe23H99Omzkpn8+TzY48O5Ax883w2FwsXT/DBdRQ73+P0L+GLklQEiLaEUKq9USgEpJPAxGOhJAaQv/71PhPIoNSecWTTvUwsdhcTnVRFn92yn5+FN5Jo9ayQpvY6nZzU3DPUcuVaRZFBzp+YpI0MuvQz9Iayrgi3sRuaWOntLJX2rkqPokqcket8xnXzNcyj9FNRC8J38g8yWPu4JBleon5QuYJbgi3c2+4ny9mnuKuYO8UvgNmrvDeE4bFl9+a+cmOVGPG0N9WniRJ0RZ+BtsDvNxX0kM3T7mIBnV8Kq5gWeH69jdlPacFEU97Yako5wRDE8kn5DCfDR6lnYhlVPDJ+DSWU4nH83N5hlvd85QRco0/jc26dBb2cOrl5SAguEISmNEmeoOtHHVVnFSS6FWE/ATFIXhirgCpPWqdvu48ovKVSNSKZurQ3MjvlXv2MbSsHKpqANA4wj31EH7jaUeW2boVt3Mnuqowq1o+T/DTn5JcconNMFaCiv0zyJipUGqx2bOHjf5VbCXPIfcMOV3IifGnKGNJuoC+FeIzQJ4GloMO7QQ9JI/wcPCP5OmkiuWcFf8xlSzF43lObmSbu4MMZZzir2WRnjLzOzgNDkorDiFbKF416QK2BruOis1VlPPy+Bx+Ft6LK1xCd1V8DtUc3bHxYr+WNVE9bdJLnZazVI+O3wCPyAEqNUtNIS/Ia8Ijbj+n+iNj/m1xHexyXazS9LLdPhJ+GuzkomTJVOy+mSP6xxszplhYAciYMXjvSybBvNEJHw8cAiRSwydjz7v90WcKTwyUE4Oj7z9MH38TPEwZjhVUcoAePhM+zL/EF3CLPMtXgvtZrFV0k+cfgtv5i/gK1lH8M1sFWgV4FI/gSKSNjB95v7y8iEhXFC77qkVl2ajr1dzSUQs/A3JlUBjTAoAoj5YN6yjyfmihxznET+KSvZ4+3NPbIYrRdcvQhpETXzM75uJUycbMllKKzXn3Y3rDT6DqWC4JJ8R/Ss6/Y4QlN4FuOureXpp5IPg7QsqpZgXdHOCB8DNcFH+e5+QmHg6+TpUuJk8XdwX/m8viv6SetdO/Y9OsWsvxpN3MDqFNuljsG0Zc9jx/EiujRbRKJ3VaxVIdeTmAZVrHsjE+bisIiQbNjJonoWzYpWLJsJlTA4QYP+Ep5ntQnnZp/9JaH9JgF3DMOVYEMsXECkDGjME5h3PFH2y7gI8HjgDIAbHC34eOy/PJuId83CPdRHgWFi5paqKcXXTRSp5fuW00aSWVhbNhndrHw24P60YplBSTcl1HdXIOHcH9QEBAJY3Jq0ZdXmUJypEzfEobGt6Iyl7Er0OSK5Dhl4WNItl8HsETDyC7XwBxkCvDn33pkGX8qlVoXR2ydy9aUYG0tBBfdtnEun+6e8n86/dwuw6kr1OWIf97V6MrFo39XDNjLMk0JiUiJRGblQ56g0+gmkHIohrRG/4NmfxlOEY/gTBYp+zGE5GlCYAKmuhkF3k62O7uolIXkaUSqCSvnex3j1Hvi78AtE6Xc1ayiQeDp3EI1VTyyuTCUZdfqg1DCj+ttPOz8A72yyFO8Cu5IrmIHOO7xPb8ZDkPBvvZLm2AUEHIxX7FkGXW+BpqNcte6aFCA5qljyvj5RMq/nTh+UKmi70uQYCcCh+OqlimNivZXGEnZ0yxsQKQMfPEIdLBnfuvZA+BQGGPwMpxxq5azdKeL+P+vZvpyFdQle1i85LHqHIh5ZrhoHTSP4pNLJ4KP3c+YkRkIEgrHk9CMM4xDwShMXkVNf4clD4yupBghNbxkSh5fOZLIIdAa9HwNtQdIojeM74Nr60n/7aP4LY8hajHrzkRrRt25rKqivxHPkJ4441ISwvJxReTXHrp+NZfEDz8LG7XAfyatCNJDrUS/uxuog+8fkLrMdMnSZKS+MJrzFQolUKo5wBplEkLD0IGNMbLXpyOrwCU0zrK6WC9u4EcHfRoNc/pZkIqyGgFPdIKpJchqcSEvnx6duY4pZE5ITPO2OxwvCa5iHP9yfQR0aQLKB9hvJ6R9JHnS5lv0SyHqdFqbg1/Q4tr5V3R1eN6fgPlfCR/Nk+7ZrwoJyYNNDD0fa0mw0ejU7gx2Emr9HFJsoRLJnj514NBxF6XsLqQTx2UhBvDXt4XDZ+EwsyWfD5PLje+486YuWDufDszxkyrxUA50A1UwMCEqWsmcOKi3lfy/M4LaE4gkISWvvRnv0J5o5zG37pfsJ3DeJRFWs0FumbK9+N4HXCP8EJ4M56Y+mQja5NXEo6jG0cQcjqJqetlH7gDSOHMoPpKcE+gdCKMczrv6jr86ecfe5mGBuK3v33kTdjTgvvtc+AVf+56dNkIre/dfWjmSEjQshx0dI9v+8yMsCngjSk9jqVAFqUboQKlFwGcrhr3Oqpo4Az3LJ5mPAHl0syZbMGhnKLXcqf7O9rYjsdTrYtZoedN2/5MVP/JmYfcY/w8vIOEhBOT9bwyuZzcOIo5grD4GJdzjWavHOCAa2alT096VPkKHnHP0EU3leM8wbOAMs73xy7SNWoZ74jXj/jYbmnnt24PArzIL2OpHj0RRBdKRo8UO8tU6GDys7KaqdfV1UVlpRXkTPGwApAx80QO+HKc8DthQBcQAP8ceyZygc+WSHA+yyLnSQgJRcgnjm1RxCa3kL+Kr+Jx2UOWkLN1BbXMrbOMHbKLLeENVPqlODK0uGfIUMGa5KppfNUAhlzznwy6f/rJ7mayn/0RJAkgcPsT5P/wNejKhUOW8ycsJ/yZRzu6IRviDhwmfs1FM7KNZnw6OzstyTSmxAjlVMRfpjt8P0oXQkh5/HkcC8d+coHKs2QIUBahJDhCRHpR2c5C3cjl8V+xX54gIMtyPYcyaqZxjyZuh+zmJ+EtLPWLyJDhyeAZKijn5clLpu01AwK08J8gJHgcQjBDsXmntPEP2d/gC8Wc23iBP8yfz4phg05v9CE3h710qidEOOgSXhzbdONzicVmU2ysAGTMGEqlzRzgLIXfRAkHgEaYcHmmximxQhZHKOA1nei82qVtRCuoY4XWTe1GT6FuOYhoQFBotS/XhRx2W1gzfDavqaRLwG8G9zCqZSC9SPxSZKqKY6rpINGjTA0e3PEkqA50/cj+VoLbnyB+56VDV7N6CdF7XkX4k19DT574FReQXHrG1GyjmRJ2ltGYI0opNod6DtXRPSgHEBaOe4y4AVoDJEganVE8SowUOkrqWEmdjne0v5m3Xw4Saki2EJsX+YVsdduPnmlzCi3TRZziN/CIe5pyzdEjfVwVX0zZOC8hG0s67bySHWXA5tuD7QiwTNNi3D7p5I5gO2+PNw9Zbo2GvCeq4CdhL70or4zLuTgZ3zhFZmZ0dXVZd64pKlYAMmYcBo8fU+xywIoxlxrZqgy8uTrhfzoCIq9kRHh7TcLy8V2uP+syVOIlTgfSRYikk0qd3kGOBYeL3o66TSAHQVcgfvPYTxzPunfvIvzhd5GuTnThIqLXXQ0L6oculCQQDEpAnUOieMT1+VPWkT9l3fhePE4Ibn6K4NHd6IIK4tduRpfYrGHTyZJMY0qXkEMmGZ2FtYTJ1cTB91CNQDKEyXUIk7hseRZUU0kk0UBsbpcOlusYM2QeJ4fjHdHrONk9wUFpYaUu5VS/cUrWvUP6+H7YTKckLNYMV0eNLBj2lSuWhGDQYNAOIZaRL+061Wc5NT++ok+kcJMPeNwHNIjy2iBmkZRG/jpXdXd328kZU1SsAGSMmZDPNCa8pMKzNRLWZZSXVhRPYrHAn8DCZDPNweMIAaFWsCq5YtpfVwgRf+7UrrS7i/D6b0F5ObpsBXLoIJkffIfouvfDoIGCk/M2EPzmGaS5AwTo7iO58MSh61JNC0XhGCEhSdK2r0xI+INHCG57Fl1YjXv+EJnP3Ub+U1dC7dy67K+UWJu5MUOV0smZ4yEImeSzBPpSPC/gdD1OL5vtzRq39X4tJycn8lTwHAGOSq3gpfHF0/66GTKc60+f0nV2kPA/4SEqcKzQHAck4ruZQ7wvWjRk9q8LkhX81u2hWXoA6CHigmRoAVBREiAcY9awWNNJPjIC30tC7vQBC0V5Vh3/HGf4VJinpnQa5uaczs5OOzljiooVgIwxEyICV1Qqaboxdbaxgw7pZLE20cTkp45v5QC75GkCMqzUk6jkSFeK4DgheQ2L/Tl4Iiq0icw4B3uca6SlBYny6MJ02l9tXIjs2QU93VB5JBHR9UuJPvpKgl8+Bl5JLj8Vf+Lygcfd01sJb7gVevvw61cRv/ZyqBhWxFEluONRgtsfSddx9nqCX+1GV9ZD4NCqHLKjBbetGX/6csz0sA4gY8xoBCHwL5/yEWz2sJVu6aRBF7OgMM38ZBxiP1vlGUIybNCTqRo0DlFAwOuTqzjPn0lETJM2UjHHxhAcrxaJicRTrWlrdJNm2Cl99OCpGPTb2egb+Wj0In4RbEUQLk/WsMEfGcz6KZfnhrCXPmCDD3hNXE7FsMvJVOE2DbiTAA+8yCf82gesFCUQqELZ4YXt6jh1lO4ic/zs5IwpNlYAMmYc5ttZxt0K/y8OaFG43CmvDjzjGW5BFX7S4vhVm7AsC+9dklA5jmz0h+5Gfi63Dwy++D7/Nk7TkwGIiblP7mKbPEsdDVzoL6eWBSOu5xC7uCn4Ml4TvHge5w5ekXyQSuoGlhEc1eOcWnfU/SRBjjfNVkXyB0DzaKYRgoklu1pRAeohjtPOnZ4eyGQgd/TYEf7E5UOKPv1k1z7Cb/8UXVgPjXW457cT/PQOkje+fMhy7okXCG55AF3RBE4I7n0GaU7Qxqojl5epQmZmBs+cr6wAZMz85tlFX/AfKC2EegUZ/4ohXSWjU+AGhF+jrADeC+M4+XGb+x73yy9xhYuVXus/wDo9BUhj88NyJ7vkOWpo4Bz/UqoHxdrB9rCD/wm+jKrixXMfd/HW5ANUDzpB43As04lNkT5cgicYZcyd8VKUA9JFREKjVlI2wa9KlTg8kKAECN0k5HDkRtiuTX4hm/zRg33vIOHbQS+L1JEDnpOEG4M+rk6G5gmPquOXBKxEEeA3EnAYYRE6kKEo9mVvullsNsXGPhOMMUMcUnhrPsNhTT8gblVoBt4djn326LM7Az63OyBSCAS+d8hx8+aIsmPkY7vYyy3uDlboMgIc3fTwVXc9n0024XDcJj/jPncnC7SRvexkZ7CVdyUfoWyEs4OPudsJNUMtS0HhoOxkizzEZp2amUS87CIJbgTpRHQlQXzl+KdyH0w9QfPPCToeTNO0sJJ40VvQ7ASmsq1vIL74csI7fgnOoQjR668Z+zIugI4uwp/dinv4KdyTW0guPBvKy9AlTQSPbEX0caSrj+T0pfjTFyPbD0BlOYRpSqn11SRhgtvbBtkQogS/tgG/fvyz1piJs3EGjBlqPp2c8RygK/MWPK0IGWJuQ2kh598xjmd/BuFfgahw8uIHKDcBo48rs4/t3C+/ZBErcAT00sXP3H/z4eSzCMKv3I95XO6mVhvYzy72uhe4xn+Y3AgDWP/G3UZOy1hAIyjskR08JY/wIp2ay7x2Sgs3Bo/RJX2s0gaujE+hchKDOXuUG4NneSTYS6BCFTneHG2mYQKdwo2a4bK4llvDNhzgVHhj1DBkvJ/RtHv4aT7kkUB5ygkX4SgLlMU4Hg66iaWdbvGcmVSx2VexvZCBBIVVL1AlEM9uFXKk4wGd4DwnWPfPtOru7rYCkCkqVgAyxgxxu3ccBhoKCUWfwn8kwZgFoETh/+wOCIEKlzaEbOsVbm91vLx+9Od2SRdO3cBZuwrKOUQLfeTJkuFhdw/LdQ0ORzW17GE7e2UXa3T9UeuK6CPkyIjUgQZE9E34PRiJ0k4S/gC0GtHlqOwhCW8ijK+Z8LqkZxtB+wP4spUgDskfImi+mXjJWye0Hn/eBUQnrIfODrRuAdSN3Bk1XHjT7cihFnT5Enh2B8EjT5JccDa09xHcHyOHt0E2wN29k+i6M9EF1dCbP7L9nT0k56wn2bAGef4Q1ORIzl6VFoPMtOns7KSmZm5N32yMmRmxuxXl8MD08Eov+eD/jaMAFCH8X9JiT4a0J+R54A7gZaM+q1e6SSNzWvgvo5JWDhGRxxHwpPyWxboah6OSWvbLDg6ym+UcPZFAfoTYnCd/1HKT0UYP3w8foFbLWaAL2Ckt3Bw+zhvisya8rq3SwsPBHlb6OhzCQeniF+HzvCme2MQNF/oa1kfldJJQryF14/y6dWMU0qzCcuBZ4KFEuFCUwy7i/uAALRKQRbjbtfG+aCn1vo6eQc/vQjg/SFiLskWFWuBsl5Cx8X+mVWdnJ4sXF8eA68aAFYCMmbd6fXq2qTEAJ9CF54eul5t9QCeVNBTOVgnQg+fH7hAVGnCh1lI2Qitzoun4wK6QaIikaWbvGCeeFulCMoS000E1VexlPyt1GeWU4fEIDk+CK7ymojgduaXoBD2LO9y3cBqQkBBLxEp/0mTfoiFUDpNOs5t2YIguRmVnOtXuBD9KxXejEoAU9imsQaJDk9uuxoXQOIHOmyRBdu1Liz/e49evwj32DG7LDuiuQhub0GWFIkN5hvDm58j/6cXoU9vTTiBAF9aSXLwZaipgw/TOomaO6OrqYunS6Z0Zxxgzy7QXaAcaQRwxnex1PwS5iUq6B5VRBE8Ph9yPCbSSWr0QN2LXS0QajWXgeYXofMzNaNDFBAR00U4F1RxiD8t0LVlyJCQ4BI8fiM3+GJdfnapn8RP3bZw6YmISiTnBnzjishPVIl0oOtDxs0Rr2SHNk7ocrFP6CNThCu9VjeY4JN2T2q4mzdDE+KdIjRT2JMLyQPE+5IQkyxNBxFbxdLpuGj0s03Qfy4i5KWzmk0kNT6uyQ9MLAReiXCQJVQJTM5+ZGQ/rADLFxgpAxoyDjGcAnCLyzVbHn+wP8QqLQ+UrKyP+uaKdZyQCHG1xGVvVsVAdbeKpzOzmi+4gCvxUm/nbZO1R17NnHVxW57m9zRFoOitFVQDn1Ry7AlRHLR9K3sN/Bt9iB7tZp6u5zr8ZSMcEuNhfyS/cjyjXSvqkl+W6mqWsHHFda/V0Ep/wrNxDQIYL/dUsLCzrnMP7ybdBC+UoHgpFKaUbtBwmMRaQZhoQ9ajPg8si0QF8xaZJb9uEBAFaXQkdXVBdiT/9RDQbkLziMqStjPD7zxxZVkhbuXIZonddgew+BF7RpQ2QG39ia6aGjTNgzFClFptd/DWC5M8ARWUp+cxXeDzzD3TJc2RVWS6tqCZkWIinlWaq6HJfQvFU6k9Zm3xmhCJQBXAR8GvSeBUD1cB5x9yWahZwjf8wP3b/yX52sELX8wr/LiAdtPlF/gp+7X5CmVaSlx6W6ToWjjKN/cl6Jt4rj8i9ZMjwyuSNLGZqJgwoJ0OC4lEcQjd5KjU3qbGAGrUSL0peE7IEHJBuTvUzc5IjBKpE6VSoEuGMvgrK8LyqLKJZY34Ydg4sKwgKlAm8i4jdhZ+XouRK60+iKNgsYKbYWAHImHnmyV7hU/tDHJBzsDsW3rorZMGGmGXqECdUlx3m8b4KNkbl7CnbzdLMYWoK1/U/Iz3cK+1crHVHrfvLG2P+ZGvAr9odS7Lw2bUxi0cfYmDAOlbzN8mnSEgGBoLu9yK9iAW+gR1spVYXcKqeReYYZ9XW61ms16Nbv493nAjRJlxyNj64DyVEEFz8unEOwDlsW3JLiRtfSdjyc1QTtHwNScNLj2v7jpKPIBMy0ujdySteQviDm6G9A/Ge+OWX4M87HVp6CG95AdnTAbkA2vuI33VG+qQwQFeNIxHujQhuexK3owW/pJbkspOgatCYEF6RLZ1Ib4JfUQF14zhADGBnGY0pZeIfKxR/HBAiuhMXvY3uTA3lmhZL9vsaquVxliQnsk920icryFGNonTL03TI/dTqhUetW/kvhD8GfgMsQ/ksMHbn6HI9gd9NPjNibD5DL6HWN7KPF6jWek7UswhH+VohCJv1bDbr2Uc/dpxFvEVaw9nJah4IXiBIIzNviM+c1LqWay1XxRu4JXwer8pareeyZO1xbd9weTwZ5KjcQQRekU34YT6kzYPieGVGeREhzb6aW2hhj/SRw9FOzHVROmB2RmD1OGZl7fFwW3vAzrxjadZzWfXQSTq8wpZOoTcRVlR4C80TYLHZFBsrABkzzzzRl6YdYSH3KBfYnRcWeEVcesasZX+Wg1sq+IU6NLeQRad2Q3kCpElKLyN30lQF8Pn1CZBMatuGJ5j91utJrGdqLuU6HqG/GNWNKN2I1iODZjCZKF9zGvmqk0GjCc8AdkxtnWS+fSPuhT1oWZb42pfjT1wzZBFduojoumuQw23p4M8NhbGD6svJf+LFBD/fgnTlSc5cgj97AjOmqRJ+9z7cc/vQBZUED23H7Wklet8l6QDSiZL5j60E97WgTiDnyP/BRnS1DWw8HtYBZEzpEn2s8K/+1LycULcjeurA1VsNPc2s6jxIyC/IBp7ttcuIAwrFBEcyZESYwapRvjDpbRspNgvCOj2FdZwy6fXC8ReABOESv5GNupgeIhq0kprjmEL+DL+UU/OLiUgon8AlXGNpJc+3M9vZ7roo14A3RavYoEPHdFsWKO8qi2j1QrlAg0sLOw2a4RP5ldwStNAtCeckNZzhxx8LvML1LSFb+hwLAuWBroC9keO9jRGBpJfw//vzGR48HOBQygL4+Il5VlbOjwHWj1dXV5dN0GCKyvHNlWjMPFFKbeZLQ0UL4/UA5BXqHTRKwA5VHmst56HnawlUyAr09eb45RMr6MXTSkxGhU1aeoFOUXrkAJ2yk3jUJBpEF+F0zXEVfwa4cGqLP0Dm+puRnfvxKxajlRWEX/8x0tx69IKVFejyJUeKPwXaVEX89tOIPnAO/pzlI3YQjaqjNy3+rGiAqjK0shr32EHc4+nYQe7xNoJ7m/ErytHl5RAIma+9MPmdnWc6OzstyTRmkFKKzSr9xfb+Eyx5oImMNBKxk9roUVZ1PoxoCBpSluRZ0fZLPH1EHEbIUKkzdCnxFBqrOzedlr2ZnbKXnmOMW7RYa1mjjcdV/OkX4qa0+APw7cwOdks3K3wl5Rry1cw2mkeYpKJKYHmgA8Wffos1yzvixXwgWsaZvnpC3cftCWzpc6zIKlUBVIXKw72OJ3vTr4GPtjruawlYUe5ZXpFOKf/1F+wy7/GykzOm2FgHkDHzzAUVyhtrE65vDwhUyYjwpWUx9XEt10YhB9ocqOAl7eOpEkdndwWR9yx0Ie9PVrJigtOrqsJN+xyPtQlrK5XXL/cD05bOJFUd8QuDouwKfsHB4D5EA0IqOCF+M+VaZNOaJwmyZSe6ojAbRUUZtLQhB1rQhrrpf/2gcE4h8ci2boKH2qGzl8wXHyd6p0c0l3b+FH4HWh0iB6dmlrb5oLu7m+rq6tneDGPMNFC5GO9eh/M/JE3PMySZL3FSXMXhzJupSg7iUJAE8DitpDLpRDUiK00sSz5Ijgl0bAKo4tp+hnQ/gZatxS94w8DkBHOBotwc3MWDweMEGlBBOW+JX0Wj1s/2pk1IjGe7dLKicPKskpDD5Dnk+mjwE5+ufqKCwqQcXuH5WHg4H9Dl4V/bMryTiHxeCEQHzvdUZ5RDfaVTXJ1uXV1dFptNUbECkDHzjAh8dnHC2+s8BxM4OacszcA/RFnq1NGQVR6RNFHoBbIKTaHwdb9p4MSkV/jPTsf3ux2VAh+vTTgvN/pZvD9/POA/tgX0Jem4Qzfs8XzlRfGEmkumU6ds56D7LVV+JYKjV1rYEdzIxvidA8soiqcPRxaZ4eZJ2b0d2bkFMjn8hpOhum7kBYMA6qqhsxuqK8F7JEnQyqntMhpVZY7k/BMIfvE0wW+7IQd+Qz26uo7M97aQf+/mdFzp3vRAkL29+HOLK5GfTXaW0ZgSJkIS/jNerwMOoXIyyFI0+DvKWEBGGoBHQT0qvQgZRJZyUvK1I+tQj0u+jPM/AqpIwj9C3TmjvmSw81MEh76azjwmOXzrjcRr/t/EOj+n0TbZxQPuMVb6pTgczXKYm4I7eXv8uoFlFKWPPFkyAzOSzZQXpIet0ksO4RRfRe0oX6tCHNVk6CSiqjBodSJKpc7M17DqAM6tTLitI+C3cUAOODHnWZlRvteR4d3leRShN1FyDvb1OM5vjGdk20qBxWZTbKwAZMw4lFKbOaS53enlQws2h4AMyoIaaFqg7D8seCDj4N83REOW/fdOxz8eDtDetEvo3X0Zvrso4uTs0UWgQ33w5a0BApQFaTfQL/an3UCb6+bG9eWxdCMEA4WdrNbQK0emZe+VZraF36FXDpKhgtXRG6nSVTOybbJ9C+Gvf45WViFRHrf9OeIrr4bKkc82RW+6isx//QDaOsF74hefia5cMiPbCpBceSqUVeB2PI6uqkEX14IrTDvcmCX/vrXpZV95j99cR/TmmXkfS4ElmcYMVWqxGRFUzhhyl+cQolny2Try2YVk8wdQFJEsUeWXhizrki/gos9DnwIxYe5dRLnvgxthyvVoP8Gh/wIVkLK0G6j1RqT3KbR8ZsfcG607t1t6cAQDhZ0araJZWgcePyQtfCf8GYfkMFVU8MboFazQmYl3z0s3Pw9bqNaAvCjPux6ujpuoGmUswzdFq/hKZiutRHiUS+ImlmvFjGwrwFW1CeUB7GhzrAqVxVnFkXYGLaqA967N840XMuQ9nL4g4U2rrAA0Xt3d3VRUzNzv0pjjZQUgYwwAlzjPbT6kD2X9aqW8EV7tPb9Xm7BiWIfy19sCDmwV4nz6s2Tgh+WOkxuPHvy5Iy60HxdqPSLpANTt0VGLzpqcNqCiJNpHQI5u2U+dPwEAxbMt/B9i6aZKVxDRydbMN9mU/wgZpv/LePD0I2jtAqS7G7o6cZ3tuN3b8RtGHnhTVy8l/wfvQg60QEUZuqzp6IW8xz20FdnRDAtrSM5dn84YNhVESM5fQ3D7QYgVnCCHetDaMrQuh55bQd859emok5lhZ2sjnx4srsS+1E2ROI7JZm1qFmPmk4xeSt7dhZKnrWYDQVxBRfwGwuD94IZOpe6ib+K2H4C48OU9dLg1N+BzIxSAkk6QEBgUnCWApH16d2gCGrQOFU9e82TJsl+aOdGvA8Dj+Z/wp/RKLyt0CR108c3MDXw4/w4qmf4v4w8HnTRqhg7J00lEu3h2uR5OHGVw5rVaxcfyJ3JQ+qggYNkIxR+P8oDrZJfkadIML/JVZKaoq8kJXFCZcHtfgGo6COzBRKhzSm2gnN+onNvQN3JoTtIrvC00j0xVCYKRC3/GzEVWADLGAPByp7QECV9NHF6Ej9UlvCfwI3aC79sH+T4G8kby8Mudwp82Hr3sinJYUqbs6BYCIPZQkYVT50j3D0CFLmJV/Gp2BTfhianSVSxPrgQgpps+aaGyMA1vhirytJKXw2R0fAWghDwH3AP0yiEqdQUL/ebxX0YmIC9sIdj2XHqJV9thXEMTfv3Jo7fp11ahtaNvW3DDfYS3P4FW5pDuPtyze4iuewm4KWqfzwVE7z+V8CtP4ba34xdXEl93EmQLCZIbVuTpiQmv30JwfzN0hcQvW0Zy9dJ0fltjjJnHcv6VKC30uq+DUzLBxwnkOhhhEGA5uA/y+SN35D3uwK34FZ84esXZlWi4EMnvIv06EENQj5afPE17MnFLtIlXxZfx8+AuYjxrdBkvS9Jp7jvp5rC0sVzTMe+qqaSNDlqlg8pxdtb0EfGA20qzdLJCG9jsV07oMrJnpY3ngzYC4LDGLFXHRl856gDNdWSp09GL+D8Imrkr7KBSHd3ied738I6oCTeBAZ+PpczBB2ojvtIesj1yLA0976qNB0LtUaE5gm8/leHBfY7uPFy5Nub1JyaEc2eYqFk3WveaMXOZFYCMGYf58OEuAm8LPW8LR57ifbCmBHbpoPqDQjLKgIGhgx+9OOL992d4ok3YUK186eyY2jk2wUSDP4UFfhOePOGgWUQCynBkiekmpAJPjKKE40wwPQnPhd+hzT1PSCX7uY+eZB+rkpeP6/nJ+lPI/uCbaENDWnBbuAh3YD/ScghtOMYg1d6PXNDp6iX81VP4VQshcKgq7omdyP42dMmCo5efiHyMtHejZVl0aRXRp85JK35jZIvBT7cT3N2Ce7YGepTcAweJH1Tyn16aZqxmzJlyZpKIrAZ+oqqnDLrvL4FOYBHwatIpjLYA71bV1pnfSmNKgyCU+3dS7t859sL5hcDeI8FZgfzRnbkAuAzRhhvIbHs/0vMUmjuReM2/QzC3BrPd7E/kJH8CMQllgyagKCdHSEAPvZRTRkTa9VSh4xvzLsHz7fButrr9VJLjPrZwIGnjiuS0cT3/pKSc/8ltpUFzgLCYDLtdNy2SL9w3Ms/IUzC3E/ObsIPVPodDUFUedd0ckIjFxygajUefh45YKHPKsozyJw0Rsabd2Mdyw/Mh9+x2PHPQ0RPD/btzPLg35q8uzQ+czzFzpwhksdmMlxWAjJnnVKG18O8F44xfr6z3PNMWEGl6DjLj4MK60QtHyyvgZxfPoWu+RpGONVA+7L6QVdHVvJD5Nn20AJ5l8ZXkaCgs0YnI/QjtKKtJ4+6R9K5HDtDmnqfar0R6d6D5vRzIfJXlfhNBbuzxb3TxcnTdxrSYE2bwTUuRthZIRrk+//BhwttvR1pa0MZG4ksvhdpBU9YnPv1S0H+aTwqzciVjF/6ORQ62EXz/XqS7D1RJLjsFf/raMYs/AMHTh5F9lemAUvWCtnmCx3sJftNN8hIb82awuZBkjuEW4FOqGovI3wOfAj45y9tkSlQR/D1MmqLAYcAh1I3rOb7yKoKe50Fj0vbRDFpxwehPyK0kOvGmKdja6RUW/hssQ4Y3RFdyfeZGlFYU5cr4YhZQA0AHPTzgttHuuljtmzjVrxzSmbNPWtnmDrBCG9kuXewVz39n7udEv4aVWjPmNq3Ucjb4cgJCMgjLfI5D0kfEyLG0Bbg9FA4LNClcEiuDX8UDOmgLpdAnfHyRGQ70Cd8/ENCTpGu+vD5hc40fs/gD8EyzY2+7kHhoKIc2pzy6P+CeXQEXrxqlsDjPzKWTM2Ow2GwGWAHImHmsT+EP4oDbffol/eXO83dhMuaVNx9fm/BAm/Crw45IYXGZcn7j8aYp0+t4vijU6glsyn+IPjlMhmrKtP9atz6c+y7QDlTg5Bm870T1SMKdJvEO6X0B1/08PqwG30dw4Puw+F2QGWMWrLJy/ImnIbteQOsbkPY2tLoOXdBw9LJRRHjzzagqunQp0tJC+POfE7/hDenlYwA1FfjNq3APb0MzgrR241c3oYtqj17fBAQ/uR8EdFk9RAnhrY8TrViINox9NlkbypDWGLLpcSgKvswhhy3B7BfHcVGMMaCqPx/04z3ANbO1LcYUK6UHH3wMdXcBIP5VuORvkDHS9mTRp5Ceh3FdvwGN0HApvvz8mdjkWbFR1/Lh/Ds4LO3UUEmDpl2sveT5bngP7dJDpeZ4JthLN32c5zcMPFcL5Zbt0sUW106VhvSR8INwB++M1rOAY0/PXknAZl/LdummUXO0SZ56zVI/QvdPHrg5TOdiX6LQInBLKLw+1oHTRbUEnOzLeVy6CXxIGwnr4hxNOvl2aVX48cGAAFhWpkQeftESsKzc0zCO1TaUK619Qm7QYZcLlNbeSW9Syenr66O8fIZmWj0OFpvNYNZbb8w4lOpZxi8mjtsSR51CncKNieMrydgfC2UBfOfMmAsWe6qqoCUUPrIlwz/tnPtfUCcrSx3VumZQ8QeEfYgcBpYAtagux7n7OTI4ElRoE1W6jM7kCXqzGTqy7SyMNpDRENe3b+wXFiF+6avxm06FOMGvWE38qmshM0JLeEcHdHVBXR0AWlsL7e3pfYNEb7qQZGkFsmcvms2jdTGy98DE35R+cYIc7oK6yvTnTICKQHvP+J7++rXoIo8cTJDWPNpQDpUZ/IZjJ+DzSVdXF5WVlbO9GRP1HuDG2d4IY4qND76AujuBBUAd6n6Md18b62ngyohXfw+fPReSSqT3EJkXfhe373PTvcmTdrz5VR01rNHlA8UfgL3SSqt0sVQXUEsFy7We+4IthRMyqUVayxJdwJNuH6EmtEk7J/oVCI4DbuwKhyC8Nl7BZl9HgrLWV3NtvIrsCF+tOoBulDrSrukFqrQCXcPW95b8Qpp6FrC3L0eup47qtmXsjSb/VS1SaItl4JL7jEtfvzMe33v++g0xCyuUg11CW59QX6ZUZuCE+qLpepl2nZ2dxTgDmMXmec46gIyZxx7wjhxHrgbKKDzghfeN57mdwqPdjqqwcAWRwud3B/zu0nSq0flDh/17aGLlCNkQvYUDvdvocS0s7tvIkr71oLtRN84ze2XlJJdcNfZyuRyiCnsP4B5+CunugbIs8euGdtJIWztS54jfekH6y+vtI7jrfuK3vWZ82zNcGKALa5CWDrS+GvoiQNHa8SVFuriC3n89meyXDuEejqAmQ/TmWvzJVgDq19nZOZemgB8t+x+4X0T+FIiBb8zIFpl5qVRPziAPAOnYMuktBHkQePfYT+26F9fzBLjq9PNdE8J9/4d80++Cmx+zCAoyLDIrDhlyCViGkLdFL2arRHTQzSa/inW6gj3SS6DjO67KCbgqWTrmcjlARdhDH48EHXThqSDLG+JqBp+Lb00CGroX8tbCBBw9wF19wlszk5uSPeugPqO0RFCfSccCAqgJx1fAWVqt/NtVvXzxgSyP7XfUlsFbTok4aeHc7vieSRabTTGyApAx4yQixXSt77isFeV+hCrSVuFIYO048+nOBAKODHzXn8L0eOZNAUhZgupihF0oZQhdeH8Jw4tAGSpYnvsg4YHvp4/pbjS7GC0bewygCamsJDl1M5l//jKU5yCXQesWEN72a+JrXnVkuXyEOndkoNBcFg63jz5w9DjErziL8Ee/RXa3gEBy5RlQP4GkqCFH/k+WpZVEx4gznLlfHya8vTV9vSvq8ecc32VrxWSOdQA1k7YmDFYPbAMQkeuAVwGXa6l9aJo5pxRjM7oW5NH+H4A4vW88fBdKMKg45tIAr73A/CgALdUFNGkNu6SFMjJ00svlySlHLVdBjg9GL+ZH4Q4EYbf0sFQrWKlT+1lbBZyUxPzfTDsVBGQJqdWI24IO3pAciWMR4NAjoVngsE9/fZOtdb66KeaH+0N29wpO4KrGmAUTuKpsYSX8+cV5Ep+eLBy+Harw6+0Bt20LCASuXB9z1rL5UyDq6uqaSwUgi81mXKwAZMw89tEw4T4VdqqAwEZRPhiOb9yVM6qUrIPORMk5odcrp1bCgnn1qZLF+9cj8hjQjrIS1fUjLqlly4kXvxXp2wMuhy9fPS1nY7VpMXrySWhDHZrLQWUVsn0XJMnAOEBaXwdhAO2dUFGO7G/Gr1txfNPAN1QTv/NS6OyFsgyUTXLfgpGzXPdgO5lv70cXZ0Eh87W9RBUOf/LcmrFmusylJFNVO0Vkr4hcpqq3ikg98HLgcyLycuATwCWq2j27W2pMcXLJx0jcA8AeAEQ34fx4enNBK84Al4GkC1wO9b1o5RkQjD2wcanIEnJ1fB6Puh10SA+rfAPrdeROnVVaxVviteyVbnIErPFVZJn6s1iLNOZkrzQg5FSpIOAFl8cnOjDNe71TQhHavVIhsN8LJ4R+0sUfgIYMvGtpTGeSTqpZNsldC0ZJDx7Y7fjO4yGLqxRV+OpDGSoyEZua5kcRqLu7e86cnLHYbMZrXn1VM8YMVS/wvUzMY5o2Rm8WJTvORKM+A987OebjWwJ29MEFNco/rouPK1EpTuWovmhcS2q2Ec02jr3gcW1OGZrLoXUL0oJOVzdaWXlkEGiAynKSV15K8Kv7obUDv2E1/tzxTX17TGFwZBygKRY83IHWhVBR2I/qAPdo17wpAHV2ds6ZJLPgncAXROSfCj//lapuEZGbSa94uKXQgXCPqn5wtjbSmGIkNBJEPwB5nLSD51RkvN07mYXEJ1xPuOPjEO1Gqy8iXvnZad3euaicLOf6E8a17EItY6GWTfP2OLJAnaYFn048VeoGij8AVQ5eURHz696AVg8bQ8+5ZcdfSAkd1E3TqK8P7Q1YUKZUFLqKKvPw+H5hU9P0vN5cY7HZFCMrABkzTiXZZg6UCZwjk9uvEyuUn546uWvTzThEEWQmNgOILm7Cn3M67v5HEOdQ54ivfuXRyzUuIH7dy6ZqS0fW3IW09kBNGbrw+LpXtDLAtUbwgiAHQtAMnDB/qo1zqQMIQFWfBF4ywv3j+8ZljDkmoRz0nEk9VytOLorp3YtVREJmgl1CSzTkbF/OA66bQASncE1cd9RyCwPldZXTm1c154XWGGpDaMweX15bmVVaexxbt8KBfYIGcNJLLTbPFovNZjysAGSMOUpPAk+0C+UBbKrWgUGizcyQHTsIr78eaW9Hly8nuuYaWDD8su7RJZdegD/xBOjpResXQO3Md8m4x/cS/ujxdMAA74mv2Ih/0eTHPPLrcmT/vg85kIUgj1ZmCO/Mkrzao42lP6HlHBsDyJg5o1RPzowo6UZ6noSgAi3bNPmBYcykbJd2rs88Swd5Vmg110QbqBtjuvh+gvCSpJKTfI4elAYNqJmGS83G8liH44YDIUI6utTLG2POqp18l9G6Os8/fD/Lge1CkIHKULn19pCrTkxoqC39v8s5Ngi0MeNiBSBjzBA7e+CVd2fYlxe6FCpq4KOnJnyqJiGcQK7ZF8Ov9wiJh3OXKDU2odP4dHSQ+frX0YoKdOVKZP9+Mt/+NtEHPjDi6Ivu4SdwTzyHlpfhLzoHbUovMdPFs9h/3RcT/uRJtKkKciFECeEvniW/cRHUTq7NPrxjL1pdh5Zr2s/uE2hPcI9GJJeV/sHV3d1tSaYx81nfdjLPvBJJ9oN2o1UVJGs+hg8/CTKBQkLSh+z7NWiCNp0H2flxGe3xaifP1zNPUakZVlLDfuniO5lneH+0+ahlFeUh18YTroNKDbnY19OoOQRhsU6sq3cq9STw04MhTTkl5yDycPOhgA2VnupJfCNUhTufD6nuViqalDBM55Jo74IntjkuPn18Y0oWs7nWAWTMeFgByJhxKtnpZof5/UdDdvUKvYXTQ11t8K/bHdVrld+vGt9ZovY+ePl3M2xvE0SgKqPc8qaIFZZnjkmam9NLv6rTN0sXLUJ27oSeHqgYOq26u+8Rwp/ehtbX4fr6CLbsIP87b4YF0zA7Vns3wR1PIAfa0aULSC4+CSpHKeb0RGkWmCuEmEyAAtKTRydTAIo9dERQGYAnvYq9PUpnDJtIVbKIdXZ20tDQMNubYYyZJeELH0GiPSC9oCCdXQSH/gUW1uLDD41vJfk2Mj+9AuncBYBma4le9QuoHHsq8/muWXqI8VQXxmJapJXslHZ6iSkb9nXqXneYG8MD1GuWva6PLUEXv5NfRR1TX/xpi+GOloCDeWFZTrmoPqFylHpgry+E0ELTbKYw42ZPIlSPc2r4wWIP3XkoLwxPlcum+V/s5bjmlCgmXV1dLF++fLY3w5gJmSd/nsaY8Xq2U0gK36lF+mePFW7uG//HxT/fH/DcYSH2aYJwqEf44ztmt95cNAW8ysq0eJIUzpz19EAul96GCe59BF28EGqr086f3l7cC7umfpvihPCG+3B7D0NVGe6FA4Q/ezDdzpFU59C6CuRQV/pzaw+UZ9G68sm9fujwa6vwy7uQToEWRToCdHFIctr8OI9hZxmNGVnRfLYfJ+l7HijEBRHwCn2K8+Mf6yd45LNI+1bwMWiC9Bwg/O2fTM8Gl5gKQhI8CWnc6yYiRzDijGH3Bq0s1jJqydCkOXpI2OF6pnybIg83HAjZ1+eoCmBbj+OmQyGjXRFZHUBNqLRE6c+tEVQ4pTYzuUu1MgGsrPesWOPp6BSa26CjQ1hW79m8rvS7f2BuzQJmzHjNj8zZGDNup9YoOw4I/emAEwgrFFrh1F9k2NslnFyvfPXyiFWjdPQ835pe+jV44qmtrfMjST9eunAhyUteQnDrreksXs4RX3vt0DezXxhAPCjJUh15ueMkbd1Iaxe6rAF6Y2RLD8FNu5A9SnztZnTJsAMhcMRvOp3we48iO1rRunLiN25Op4efpPj1K4EdELQhrTmiFzcQv7kWaufHeQxLMo2Z37T8FCTazcC3e5fO6a0HEzK/Phnp3o/Wn0J0+dehcuSOBGnbCpqAOxInpH3rTGz+qIqlgLdIK7k0WcHtwS4c4HC8Jdo4ZBavfgGC50hRRZmeM+6tsdAWp50/PQpbRLipM2B3Rri2JmbxsK6e0MGbF8d8b3/Ijh6hPqNcvTge6AiajKtPSwesDkJoaxEu3hDxpotjauZJuOrq6qK62trbTXGxApAxZoh/3hzz3D0ZnuwSvEJ5PVTVwIO3OXoiCAQeaRZe/bMMD18bjThA9IXLPD9/wR3JUwUuWHb8U5nOF8mll+I3boTOTrShAerrR1nuPMJv/wS6uyEfofUL8OtWjris7NyPtHai1RXoqsUTGjxUwyDNYL3H3bsPt78bqkPoTch89WHyHzoXqoZOUawNlUTvPx+iJD1NeLyqM8TvXEf8Vp9msfOMdQAZM7/Fqz+fjgGUfwZI0NpyyFUT/Ph+iPtAHNL8MJkbX0109YMjfsb7Refj9tx6pIgkDr/4wpndkSJ2WbKSTb6eTiIatJx6Rr6k+SVJA9eHe+kkIa8JjZplrR+5IrJDhDaEGpRVExzMPCOKatoMdm/kOJA4qgW6PXy1LcOHFuSpHBYuG7PKB1ZERL5wCdhxqimDd58b846zY8KZH9N61tkEDaYYWQHImHEqlrNUx6spB7+5KOLRLrgndlTlgAPKH5M58r1bYW+3sK8blo4Q99632fPowYRvPx0gwIXLPX/94vnRDjxVdMmSMZfxm04gevcbcc9uQyvK8KedBJUVRy3n7nmc8Jf3o4GDxOMv3Exy6ZlHLScHO6C9F+rK0YZBxYbaCpKz1xLc/SxuSwvUZvAnLIGFlbCrHTnYhQ4rAA2YiuLPYPOw+ANWADJmNPMlNpNZTHTyvUjvQwj3QbYKdiWE8qfgCtOGK0jnDug9COVHTwTgT/5d/OEncFu/CyL4JZeQnPX/zfCOFLclOvbn8Mm+hooo5HnXSYWGnO5rqBjhUrG7neM2FxKgxAgX+5iLR7i0+qAX2oE6URoGHe51GTijJuE3bQFbE0etwPoKT1MGdkdwKBEq3chFpako/gw2H4s/YLHZFCcrABljjhI6OLMazixc6/7bCiHR9KRhf67tFWqysL8PftXiCAUubfDUZiBw8IWXJfzdJQmxhwWTm/jJjIOuWkayatnoC3T3Etz+IH75wjRDSzzBPY+TnL4B6o4kLe7+FwhvfDxt11Ilfu3p+FOPXEbgz9uILm3A7b4Hv7AKFtWkB0GikJsDmZ8qcjAPsUcX5qY+u51lnZ2ddpbRmPlOQrT8HJRz0h9z6WxeR4KzprdMNXTvxR34NbgsfslL0vtcSHzxF+G8/50+L7dgVnenlK3RCtYkR5+Q6dcJ3OUCVqgnABKUu13I6T5PzaDl7o0dt8ThwIVmrw1jTgmPFIkurPMsK1P2tDqaQs+ibCE0A7k5UBtVhQOFYQEW1iqZEvvmaZeAmWJUYn+GxpjpcM5C5fJlnl/uduST9Lv1H52esD8Pb3owQ1eSJp6LcgHfOyuiodAMUj1KU4iZQfkYEUkv4wIIHIogUXRkhIL2HsKbnkCX1KYdO30x4U8eJb9+0ZFxe0TQVQuJ3vMiwu8+ATvbIFGSc5cfPQbQTEuU4Pt7CB5tg0DQxhzRO1dAzexNtzvVuru7Lck0xgyhi87HL7kEt+d28BG4LMkZn0K6dhLe8RYk7kIRgoolRC/53pGCT7bmmOs10y8PgBAUInH/aZSI/kIetCr8Ig5ZLEpGoE/hx0nI+iA/UNwRgTXlyrsl4vudITvzafHnvPLkqDGAZlqSwPd+HfDYCwGBg6Y65R2XR1RPcj6Iuai7u9s6gEzRsQKQMeM0b9rMRyACX39pzI+2OXZ2Cqc1ei5Zqrz/0YCuhIEZJPb0wn/uDPijUWZ/uHG343NPO2IvvPeEhDev9gMzjXVFUJmZ0NA0ZjxqKvCL65G9zWhjLdLSgdbXoHVHignSE4Fw5HKtXJieQuyJjhq42Z+yiGhhZXrZV0UGXbNgcr+03hjZ1wFO0gLS4EvFDidkrm9DdkToygzRNbVQP3qXkXuineDhNnR1OYgge3oJbjlAcvUxOqOKjJ1lNGZk8zk2I4748m/htv8I6dqNbzgdXXIR4V3vgbgbzdaly3XtInj+KyQn//6Iq3HP/pTg3s+DepIzfwd/yrXpA6rQ1wW5SgvOU6wWaFLPXhEaVWkWoVE9tYMGj+5VgULxB9KOHu+hBxg+L+jmMk9TGA1c9rV6ksWfnhj2dQmBwNIqHXLVdXMnXH9/hl0twqoG5ZpzIhaM3uTEoy84HtkWsLpJEYHdzcIvHw543fmlMyRAZ2enFYBM0bECkDFmVLt74eluYVEWTqlSXr926LXpB/Iy5EqbQOBA38jrun2/8Hv3hqiktYZPPRQSSMxpVcqbrw/Z3S5UZeHLr424fO3snrUqKc4Rv+ElBLfci9t1EF3eRHzFuQzuw9a6crQiC63dUFeBNHemA4xWHz31PIAuqkIXHUfC095HeP3jSHsfKOiyauLXbUoLT7GS+WIL7mCMNoa4p/vIfLGF6BONEI78BURa8pBzA19QtDbE7e+jdFJMmwXMGDNI7y6k+xnILUErT8KvecOwxw+AG9SCKw569o+4Ktn6S8Kffaj/J8JffII4yKA1Gwm/8BakdS+UVRP9zn+gmy6dlt2ZjwLg6iTmFhey2wkrvXKFj4d8MasVpQxoU6gVOKTCAqeMdipgcajH1fXT1gfXPxvSkRdUYXm18roTYrJBOp/DF2/P0tIlNFQqT+11fOn2DH94ZTTq+D/NHULZoBN7tRXK/sMOSig69/b2Ul5eQi1NZl6wApAxZkS3NQsffDr9iIgV3rnE8xeDOnu6Y2gQ5bfdQmNZ2sDhgYsbRk4+vvOCI1aoKnzq9MTwjW2Ov35CONAl5IK04eTdP8hwz/vzLLVmh6lTXUHyhpeMnnLlMsRveRHh9x5EdrSgC6uJrzlz2kZ1DO7dhXRH6PL0MgTZ2Y578iD+jCVIS4LbF6Mr0s4jXZrB7YyQ5gRdNHLI0sVl0Jek4xE5kJaI5NzSGtsiSRLC0EK2MfOdNN9C5pkPoSKIxiRL3kOy5k+PLBB1Qa4Rmh9M/x+k48fo4ktGXJ97/FtpW0m2UGCOenCPfA330NPQcQjCHPR1k/niO8l/+rdQu3j6d3KeqAGu9jGMMklqucBbMzHfjUN2qLBIlKvDmGCamrF+szegLxaWV6d53I524almx2lNnkMdwoEOYcWC9LGldcrOw47D3cLC6pHzvqX1Sm8EiU+HF2zpEC5YUTrFn37OldaYg6b0WTZpzDjNpzZzr/ChZ0KUtLEiVPja3oDXLPScUaN0xfDKuzJs7RR6Y9jSDUtrlD9an/CqppEzmfIABqcIHtAYWnqEXOGTKBOk3UFPHBCWjpJQHI/59DucKF1cS/Shl0zdtO3HIG29aOWgS8vKAuhIW8c0I+mBkmjaUlYYfVyzo//u/MYq/IZ6Mv/VjvQKyeYykgsapnUfZpJOcGpgY+aTefW5rgnhsx9NY6lkUQLc3v/EL3w1WrUZok4yt7wC6XwBkl7o3IJWLCM+9ZP4ZVeOvM5MBUOis3qIBbrbIVOYwSFM2zhk91OoFYBm1BKnfCQbESkDl4JNl/Y+oSJz5FjIhdAZpf/OhumU84lPJ/pIfHqFYPYYHUebVnjWLfB89ZsZ+nqF009NOP8NpVMAUlWLz6YoWcnSGHOUzgS6EyFX+IRwkn5Y7OlLs4/v7nJs6RCyDhpyUJ+BJoH3r/KjDhPwO+s9FYHSkVfaozSR+fgpaSKQFGpGXiH2sMiudJk901D8kR1dZL74LNl/eILg5j34FbW4lp70Fx8l0B2hywqDki4IiF9aieyIkB15ZEdE/NIqWDD6dsmBhPAOwW+sJTm3DukqI/xO95Tvx2ybV190jTFHi9sR3weucHmuBEAAffsAcNu+jXRshSAHZQ2Qq4fyxfgN7x11DB9/9gfRsAz62tNbkCG54COAB1/4sq4ekti6f2bRdBR/tncLX9ya4R+ezfLz/QErazwtvQ6vkE+gN4ZlhZNxDVVw+aaYHS0ycLvylJjaY1z9tP+g8KtbQ05c6nnRSQnt+4Xrf1R6vQcWm02xKb2/QmPMcasOYFlO2dOXXrIV+bRjZ2Nlmgi09AkxUFaIeRmBw/mR15X4tKhzYq3yk8tivr41vRTs2lWe0+uVz14Z84mfh/SfRHn7aQmbF9sZlZLR3EfmK1vQihCtCAl+dYDkvEbiFy0neGgvhELyshPQdfUDT0leU4NuyKWXfTUE+BMHjUWUV2RHAg50RQAZwW2NIAaWpCFNy4Xwnl7i36mxgUuNMaUjrEOzTZDfD0EV+DyCohXrAZC+5rS1tp+E0Ncy8rp8AkmMLjyJ+K0/xj36DdAEf/Kb0MWnEb/xbwmv/5O0zUOV5OJ3o8s2Tctu2RfomXeoT/jq9gyVoVIRKnceCriwPuHsRTEPHwwIHVyxKmF1zZF87DWnJ2xYpLR0CY3VysbFRzq++yLYeVBwAiublDCA57c5ohiWLEqXKVui3PtgyPveFg/fnKKkqnbsmqJkBSBjxmk+fciLwFdOiXn74yEH84IDPrsh5oSKNBG4sNGTfTYg8ulVOnkPr1h69KVfn70t4G9/GeA9XLTW8823x3z69KHtv2/d7DljScSTB4Vl1cp5K6a3+NPSAX93fZatewPOPzHmo6+NBo+HbKaY29OdVgDr0gFJdVkFwWOt5P/4FPxFq9KFRvjbGlL06dfhyX6uC7fLo4A/ISD6UCWak7R9TDVdV4+iVVIyxZ98Pk8mUzpT2htjJkmE+KSvED75DiRqBgLi9f8E5WsA8IsuInjqC+mU8BKAj/BLXzp0HaoEP/hbgh//A6jHn3wp8Ue+TnLZXw9ZzF/8LqJ15yC7n0QbVqLrXjS9u9bVTPYXf4treYF4zYVEF30EAgvO02V3r5Ao1BZCy7Jy5bH2gE9szHPx8jSfGx5CRWDTCLleezf88/ey7DnkAGX9cs+HXhtRVqZ4Pyg090JVZemc4Ovp6aGi4hjToBkzR9knqzFmRCdUKL8+J6I5gtqQgcvBAF7UoPzTGTF//lhAVyy8Yonn7zcPLez85AnHZ29Niz8C/PoFx0d/EPJfbzn6zM+mhcqmhcdOCvoi+PufBdz5jGNVo/Lp18csm+A4v509CVf9eQ07Djq8h3ueDnhyZ8B//H7vxFZkxi/r0uJMv94ErShczjXBAk14Ux+yy+NXBOmXmOcS/G19JFfk8KfkcI/l02sVBfK/XzfkufJcD+FNLZBXkotr8GdXF02BqKury2YAM2YU8+nkDIBWbiQ6+zcQNUNYe+RyMECbzic+57MED/0FkvSQrHgVyVmfGfJ8d98PCX72z0D6rdw9dRfhVz5G/IEvH/1ay05Cl5107A2K+gh+9re4536FNq4mft2noW7phPbJ93ZS+cUrcW27wXuC7fcQHHiG3mu/OKH1mPHLFobY69ebQGVhPJ+J/kn97N6Qvc3CiiaPKjyzI+CORzyXnZ5w8gbPE886XGGizj/4wNB28edeEG68MySO4ZIXJZx58uhDCcw1nZ2dVgAyRckKQMZMgIjMqwHfAoGm7MiPXb3cc/XyUaauAO7aJvRER4aU8R7u2jr5Ycc+8JWQGx91JB4e3inc/VyGe/48onYcsbd/oL57ng7Yd1gQlDAQ1MPP7gtp64Ja+349Lfy6avwJNbjnO9LijBOit68dtpDiHu5AtvZAQ0hyXh1ueyfurv0QK/7Mevw5jchen3b2AIig5YI74ElCIf/xBbgH+5Buj1+bQVcd6ZiR7b1k/2kXlDk0FDL/vpdIwJ9dM3NvxHHo7OykqqpqtjfDmDlrvsVmJIBs04gP+TXX4tdcO/pTn7oToh4ICp+RPsE9ddekNyX8r/fgnvwF+ATZ8TCZ539D9Gf3QNnYU3mqKt57gq2/QjoPouKQID1pED7+I3jdPx6ZncxMqROqPGsrla1d6WVbTuAdK6Mhy3gPD+1xbGsRGivhvJUJ2/Y7fvW0I/Zw1lrPOes8+1qEqvIjxaPynHKgVchk4I8+lOfBxxzdPcK61Z6Vy478nW7bJfzTf2YpL4PAKV/8VobffUvEmaeMnlvOJV1dXRabTVGyApAxZlosq4FsmCYQUrhCZ0nN5BL0njz85GFH6I4UlNp7hV8953jlacdOFFSVJElQVcIgg0j/GWMtzHsixHGC92JTeU6H0BG/dQ3uuXbo8+iyCrSpbMgiwS+aCW49nA4+1eNx97Qi0oNfUgbljuDOA5AN8BsqCR+L0NrCTGGdil9XOCAygj+37OjXB9wDnSCgjYWp5YHgjvaiKQB1d3dbB5AxZmrUL0+LP/3X5ahH6yY5uHNvB+7xm8GFAwUl6WnFPX83/pRRZh0rGBKbw/RzPI3MAIqoEkcRLvQWm6dBxsHbV0Y81+no87CsTGkqG5qj3fRMwJ3bAqpz8NBuuHebgy5YXKeUCdz+ZEBZBjYs9zz5QkhNRTpTWFevsK5wqVgmA+eeOXKedt+jAYGDhrrCb12VO+8PiqoAZLHZFCP7RDXGTIv3npewvlHJhmnRpjILn3/95Ab+c6O0A492fz9VJY5jVBXnHOefpDRUpwNTJ14QES47LaKuCpIkIZ/Pk8/nSZIE74sjASkKGYc/qQ5/Rv1RxR8iT3BnK7qyDG3MoivKcM90Qp9CeQhZh9Zncc+2k1yeJbkwi+zyyB5P8tIMflmMe7YTWkYZhRwgw8BlaNIVIwf7kM5o9OXnGEsyjTFTJXnZB9BF6yDMQpCFsirid39+ciuTYV8jVEFBh9/P8MWGxmZddxFULAD1iE/AOaITr0TKqkmShCiKLDZPg4yDk2o8Z9T5o4o/+Rju3h6ysk5prFRWLlCe2O/IK5RnIZeB+irl2b2Ol52VcN5JCbsOCXuahSvOjllSpzy73dHSfozXD3VgFtjObuFgi6Orq0iu/8I6gEzxsg4gYyZg3rWZH4fKLNz+oYhbnnV05+HFaz3Laie3rlwG3nxuwnfvC8jH4Bwsq1Uu3jhyItjfVu69R0QGxoioLIObP9PLX309w5a9jgs2JXzy2phsNov3fuCMZH+CGccxzrmBm5khGQfRkb8z6U3wiysgI8TXVRBfq4AS3H6A8Lvt4IRAIL56Kbr66EKJP68Gbm3DPdKOvNCNAEk2T3DzfpIrF83Ybk2WXQJmzLFZbJ6Asiqiv7oT9+gtkO/Bb7oIFkxszJ4BuUr82dfgHvwhxHlwDq1dhq5/8YiLjxabyVXR+3s/J3PjX+FatpGsfTHx5Z8gG1psnlU6dDygrIN8fKRPqycvLFvgyYTw7pfHvPkl6Um+X94bcP0tYXppmQu45mUxK0eY3fXCszx3/hYeftKxfbcAQlmo/OJXAS99cXLU8nNNZ2ennZwxRUksYJoSN6UHeBRFdvZpliQe/u1Wxx3POFY3Kp98RULjCEMMjJpgTpD3fiDhHPw56ZxDxC4Xm0rBTw8S3NWK1oVIZ4I2ZNC6CNecRx1QHhBduxoajgx2Kjt7CL+1E11RnmaoXTFESvzBNSO+huzuI/eHT6HlDl1bhtYGyK5eoj88AV04woxjc8hPf/pTHn30UT7zmc+MvfD4FM8pVlOqLDaXiiTG3fqvuOfuQheuIXnFH0Nl/VGLWWwuPjc8EXD3CwF1FUpXn9BYqVTHSkunw4lSkVOuPT+mftD5ie17hW/fFLJiiSICnd2gHn7n6pE7wHfuFf7oMzkqKpS1K5SaKmXPPuGPPhDRsGBuf0f90Y9+xLPPPsunP/3pqVqlxWYzI6wDyBhTFAIHH36p58MvHT3Jn6oEExhyZnGkM5BJkljCOUWSlzei9Rnc1h58Q4bkogUQguzoQhT8knKoHjYNem+SjlLe/zsuD5C23iPjWgyjNQF+dSYtGPULBLrn/llGGwPIGDNnBSH+ZR/Fv+yjoy5isbk4vXJTQmOFsu2wo7HS8+I1CaHAjmZBvbC03lM17KrufB6C8EgYriiD/c2j/75rqpQ1yzwrBg0OHTjo7oGGCc70OtPsEjBTrKwAZMwEzLfpZouJqtLbl/AHX87w3bsyhAH88bURH37N5MYdGqw/iQyCdKDKwWcg+/89+HFLOicoEPz5dfjz64bcretrRm0T0IW5tIDTEUNFgOztxW88xtTulQG6tAzZ14c2ZaEtgnKHNo4yzd0cYkmmMaZYqSpJbw+ZL36MzF3fhzBD9LY/I37VB4573YNj8+AC0Eix2eLyxAUOLljjuWDN0BNv6xenl2GPpHGB4gQ6uqCiHPYcEE5eN/qJu+pKWLRQ2XdQaGpUWtuE8jLmfPcP2Ph8pnjZp6Expuj1Dyj5V9/I8J07M/TmobMH/vqbGX54dzDlr+ecI5PJkMvlyGazhGGIc44kSQYGrLTBKqdZXYb4jcvAgRzsw59YTfKyhaMv74To7SvQZWXI7l4oD4neuwoq5/55kM7O/3979x0nVXX+cfxz7p2yld6LiAr2jgV7NwKySxB7JWr0Z+xRoyZqNCZGY6LGxBhLxBrZXUBgEUUhgtgFC4KgqGCht2XblHvP749hl7b03Wn7fb9evHR3Z+eemT0zz5nnnPOcSgoLt3ykskhzpcmZ9FQXm4PP/I7g5FKI1kJ1BcFn7sB9f1yjXqtuZdCGsdkYUx+XFZubXusWMOTkOI6BJcsN++zqc+Khm15p6zhw4eAYXTtYflxgyM+1/OLsGHm5m/yVtFFVVaXYLBkp/Ue+IiKbUTeYM8Yw7sMAkdja08FqolD+oUPxEU23zaeh5ejrzjx6nle/FF0zkI3Lds0l/oudt/4XWoeI/bLnJreJpSutABKRTLLhlq/Ah69CLLLm1DAD0Rqc98vxDuvXZG2oi7mBQECxOcm6dbT8YhtOfW3TCn55fizTQrNWAEnGUgJIZBtoljF9NFRToE2hZe4CU19GL+BC++04eWzSew4l4wLk51muODfOrjtt3VLkdZejB4PB+sFmXY2CuoGn6hOkWIa9jlUDSEQyRUOx2Ra2wSyat7bErRuAVptZsbkJzvQ3CUwuw+YWED/9CmznXbbu97YiNltrcV1XsTmFMiw0awWQZCwlgEQk42yqoOT9v4gx4M5w4qh4Ay3yLNcWx7bpvke/6fKru0JEY4CxjJzg8vozEXbpvu370bemWKVmIFMkbgmMqMCdXAVhQ+yslviH5qW6VQ3SCiCRzdPkTHrYVGyOXXY/4TuLIB4D42ALWxMrumqb7tudMoLQY9dBPIrF4E4dSeSBN7Eddtrmdio2p69YDF4pDfDeVJecHBh8dowD+6Tnlj2tAJJMpQSQiGSUuoFabdSyaLVDuwLqT6E4uJfP2w/WMv4jl3AQio+I067Ftt3/A08E8HzIzQEwVFZZXhzt8turdqyY9KYKSWsGMjXcsasJlK/G7xqEmCX0z+VEWrvYXul3JLwSQCKS7upimY3W4qxaBC3aQU7ifcvf8zBq/zYF96PXIJhD/OifQ+HGR8VvTqDkL+D7EMrFALZmNe6k/xI/6+Ydardic3p5dXSAN14N0KW7TzQCT/4jxI23R9hlt/QrCq3YLJlKCSCRbaBZxvWtqoW/vesyd7mhb3efy/v4BJpwbFRXUPKz7x0ueiqXqkji+386I8aQQxLbq3btbLnq9O1P1tREwDdry8RYa4hEG//vvqUZyHg8Xn+bZj3grPBwFsawQYPtEVpb4GkHuR/V4HcIYJbEcL6NwGqfwMiVxG7u2Cj335i0BUxEtkn1StzX/opZ+i1+r6Pwj7kUnMY/EKFOXWx2vplO7qOXQKQagNhFD+AdPihxm669iHfttd3XMJXVUOslCvcbg7E2UVeokSk2b52KGli40iEYsPRoa2msp2L6Rw7tO/ksXWSY/51DRYXh1dEBrrph21ZzJ0N1dbW2gElGUgJIRLZLJA79nw8yd7nBAhO/cfh8kcdjpzdNweX6o12t4ZKnc6iogdwQxD24tTRIn519erbf/hki34cr/xxk7iqHmIFKH/LjkBO2DP7Zjh8lvzmbO2a+OdcOMgtjBP+zDGot+BZ/zxziZ7VOHP++KXEf5/PVmAVRcMP4e+djuzobFRewLV3cj6tx5tdi812MD+57q/Gm5eMflF4zejoFTGTzNDmzjmgNwb+dhln6HViLM2si3k8z8c59uEkuV38Qg++R8+hQqFkNoVzwYgSH3YS/68HY9tu+TWudCxC6/nLMW/PAi0G4EvbKw+bl4h1Z3GiPoyGKzQ37aYXhmclBIl5i7LR3N58hh8ZxN/Pw43H4bKbDwiWGELDPHj4du9iN6v60aGmZ8anLD/Mc8vItWPhgqsuxJ3jsc0B6bQXTFjDJVEoAich2ef8Hw/xVhpBbt1IGRs1y+fMpHi0acRfNhjUFVlYbVtUYckOJZE/AhbgPcxaZHUoAvfiay6i3AhgDrgueD+HWlpf+EOWAPZO79HjDGch1/0FiwN0cBpxu+SpwwHYPAuB8UYszJ4K/Zw5mXgxnZhRyDN5BYWjpgrW4oxbhflCF+1E+ZmUc2zZGbHA+8cvD660eip/ZgsAbFVALxlpsexe7m4v7aXXaJYBUaFJEtpaZ+w5m5Y/ghtYEZx/3w5fxBv8Rwo33YXWjej+Vy6C2MpH8AXCD4McxC7/eoQSQ+/KzuK+PBQwYF2o97JJcok+8jO25b+M8mK20udhsra2Pydkem8dODxBwLR1aJsZ+M753OGAnhz26+Hz3o2HW1w65YThoH48WBYkk0YhxLtOmuXw51aVylaFNG0vRz2Occ2l8vdVDPz8rzuQ3A0Qi4FtDu/aWnrtaZn7upF0CSJMzkqmUABKR7RL3Ewd6rDd7YxKJk8ay7rGtdYOqVrkQDlqicQgFEtfzfOjepuEkTdyDSAzyczZ/rU/mONRGEgmlQAAcCzl5cMRBqR1wbDjghHVWQ61zpK3rulk34HRWeNiCdR6TC1R5OHOiBP+9Chs0ELO479QSvboVJhLDnVmJ82MhJu5iu/hQGSHwRhB7QADv8LUhz/YIET23BcHXVmE7hbAdXcySGDY//Z7Dmpoa8vLSs0C1iKQZ3yeRLKkLzmv+axsvljUUmylok0j6xKMQCIHvgedh23Zv+E68eGILV87mk1LOZ9MhUps4OcwNJI6S9/Pw9zys0R7P9mhoq9i6CaF4PI4xJitj88pqQ0FOYsxlDDgO1MTgy7kOTwwPEApCLA7vTHe5+sIo1dWGL79yWf6Ng/WgQxdLZRVMnhBg7wN8Djh0bd/s0dNyxjlR3nozSIeOlo6dLEsWmcRqoDQTiUQIh9OvbqDIlmTXO5JIE9My87UO7WZpk2epjUPUg5gPx+3s0zq3ce5/3X339QNMEgmaxy6I4jiJxE/Mg2tOirNXl40HB4+PD9Drilz2vCqXontDLFu96evtsbMlJ5SYzYLEkHm37Tj5qynVDTiDwSDhcJhQKEQgEMAYg+d5xGIxYrHYevUKMpm3exizMA6+hVofLNjOQdzXqvFbOtguAWyPIGa5hzsjAh6Jzz0rHGyeXZOhBAJgFmy8NdEb0Ap/t8Q+QvNTFJtr8E5omeyHuUW+79dvQRCRjSk2r2V3OQyb2xJiNYlkjB/D3+skyGmclQqbis0EQkQv/8eaBI0HXoz4wOuxXTau+xN45VFyL9yN3KF7ErpzEFSu2PT1eu8J4Zx1grPB7rL9tYSaguM49UfM18XmYDCYtbG5d2ePBSsNvoWaaOJP06ml5dXJLq1bWLp0sPToYlm6IrEayPMSiaJVywy5eYn/NyZRlmrJ4o1fu6cV+eyyi4/vwYIfDXl5liOPbZryAjsi21d6SfbSCiAR2S4FIXj1ghh3TAzw7QrD4d18bjumcQJ0/Wkia5ZUbzi4P24Pnym31jJ3sUOnlpZdGtj6NfkLh/vKggRcSygA079xuOGpEMOuizZ4zYv6xyl/2+XdGQ6uAwW5ln/c1PBt00VdQigQCKw3A1m3KijTj7L1TmkBUXA/q4EcQ/ys1tiuIYhWQmBtn7AOELfYdkFslxxsOIKzMIwNxbGtQoDB795AAqVtgOiNnXFm14IFf/ccaJVeYdHa9EpCikiay21B7IbxBEbdiVn2Hf5uR+L1+02j3PW6sbmhmOLvfyK1f5yMs+hbbKtO2I49N7qN88lEgiUPYgNBMA7uVx8Tevwmojc+2eA14+f/AvfNV3GmfwiOgy1sQfTPjzbK42kq2R6bf7afRywOM35wyQnC2YfH6dzKEosbAoG1Mct1LNGYoX1bn07tLbPyLCt/cnBzLW1aWQzQqYHJuzZtLf93Y5SvZzsYA7vu7tMizeZmrLWKz5Kx0mukKyIZpVMB/HvgthVIjsZh9McOK6rhqN6WPbuuH0DrC0puYWYlUmv4Zr5haZ6hWyuPUHD9n3/yjUPMs4TXfD8chA+/2vT9BQNQ9ucIM74xVNcY9t3NJ7+RVjMlw7rFKoPBYHYcZRt28Aa3whvUcr36PV7fXIIllfiexcTABAz+7iEIOMTO7ozfajnBFyymMgfyQsRPD+EfvIkVNC0D+IemV82fhmiFg4hstVZdiF/8xLb9TjSCM2k0rF6JPeho7C57rPfjrY3NpjKCmTEXU7gU7/huEFw/ODtfTcPGYxBMbJ2xgRDOl+9vul2hEJHnRmFmfY6prcXfa1/IzZwtsdkYm3OCMOQwj8GHeOvV7znywDilrwVp28onGjMEg4bePX2CQTh3cIw2LX1eeS5ItNJQEIJTiuLsc2DDK6JatIKDDkv/1VKKzZKJlAAS2QZ6o992k74y3DgiwIpqw9G7+nz3neHLnxJLhw3w3P/F+dn+/sYFJTfzXL/3pcPAu9buu961s8/E+yLkrrMVu1NrS9Bde5x7NA7d221+tsZxYL/dLJD5szpbOso2o2YgNzj63e+bQ8wF96MINtcQOykP23FNOMsP4A3ugDfIYpZZbBBoleaPbzPqVsGJyKbpNbLtzCdvEHjyJkzVKvx9jsVMm42ZPzexfcsYYve/iD3i5G2Kzc6HUwlfUlxff8jfpTeR4W/COnVSbJvOiVo+dcE5HsN22XXzjXUc7N77Z0Fkzq7YvGHzjjjYx3FjTPvCJTfHcvKRMTq0TfzV8vNg8ECPQQM8ViwzhEKWwjRb1bMt6rZAimQio+VrkuUavYNHIpHGvsusNWex4YRHgsT9xMndNVUQrYDAmlO5PR/aFcLcv0W2eoAJcMBVOXz149rAmxOy3HtRjCv6r12NFIvDuQ+GmDbXwTiJa/73pggH9Gza97yPpzmUj3PIz4Nzzvbo0sDy5lRbdwZy3XoEWXd6SdzizKmBiMV2D2HbBbf8O2mmtraWAQMG8P77m5kh33b6tCyppticQmb+TIK3n5IoxOy4sLwalsbACawJzh6060yk/Mttis05x++DM//b+q9tTi6x2/9M/NxfrL1RLEroD2fhfPNZ4lqBAJHfDsfusl9TPVwAnA8/wR37BrYwn/h5g6Fzhya93vZY95j5dT+fZVtsjsXgqzkOsSh028nStm36jZO2ZPXq1QwZMoSpU6c25t0qNktSaAWQyDYyxmjf71aaMtfgWQit2X1jbOJUruCarx0Dq6rZbL2fhixZtf5taqPw07L1vxcMwEu/jvLOlw6VNYaDdvPo1KoxHhXM/Now/ydD756WXdYpFD3pfw6XXREmUpuY2Rz2XIDx5ZG0SwJtaQYyHo9n1HL0BsV8gv9ZgplTg3EMBAzRyzpge645Di5uMd/6GAt+DwfC6TnuqqysJD+/8Y5uFslWis1bz8yYkkj+BEKJb1gD8Tj1e6YdBypWbHNsNsuXrv+NSC1m8YL1vxcMEb2jBOeLd6C2Cr/XQdC6YyM8KjBffIX5fgF2j12wO3er/77z2v8I//JmbCSKMYbAMy9TO2F42iWBmkNsjkbh2aeDzP3a4DiGQBCGXhalx86J1248Dgu+NfjW0GVnn2AoxQ3eBMVmyWRKAIlIk2mRk0jy1K30doOJ//r+2lMg+u62bQNMgCP29Hhjuks0nrh9XhiO3HvjAtQBF47Zu3H3kD/4ZIC/PBUkEEgMVB68Ncq5AxPX/tOfg3hxS2JMYFm5Cl54yeWmGzddJ2nmVIdhvwmyeplhr6N8LnkgSn4Sl0WvW58A1p+BXLdoZabNQDpf1uLMqcXfOSex1GBlnMCoFcSu7wy1ltADtTizPTBguzhEbsuFlumXBKqsrKSgIP1rFIlIBslrkVj5Uxecc9yNgrN34BHbHJv9gw7Hefd/mFgs8Y2cXLxDjtj4hm4Af79jGvEBQeBPjxN85FnqgnP0odvxzuoHQPCPj2A9H/LzsIBZsYrASyOJ3/DLTd6fM/kLgrc+j1lRiX/MXkQfuBgKk1cYcGtjc93PMyU2z57lMPdrhx47+4Bl5QooHx3g/66JUVsNzz0QYt6cRPHnjt19Lrk1Sn6LVLd6Y1VVVYrNkrEy491CRDLS6fv47NbeErdQG4NgDlx5qkfBmhNdD93V46nLatc/Shb4aqHh2Skuoz92iTaQO/n3tVH69PZxHUswYLnt7BinHtz0xQK/+d7wl6eCxL3ELFY8Djf8MURFZeLn1dXr74m3FiorNz1wXviN4eGhIVYsTNxm+gSXf1+b2umuho6ZdxwH3/eJx+OZc5RtrZ84HaxOnoNZvWbAPCGGM9PDdjXYrg7mR4/AiPTcPlJdXa1ZRhFpVH7fImynnuDHIVoL+SG8C66E3HywFm//vkTufnKj2Gy+mo370rO448Yk9vFsIPLXp/D3PQjruNhgkNj1d+AfeUKTPx4z+9tE8sdbG5xD1/4BqqoTP6+pWS84W9/W/6zB+/vqJ0KX/hOzeCUA7mufELrh6SZ9DFuyqdjseV5GxeaaWnCctSv1cvNg9Zpx0ruvBfhutkPHbpaO3SwL5ztMGpmeaxWUAJJMlp6vKpE0pmXmWy8nCOOvjFHyicOyKsORu/gcspPPA2dG8TwfxzEYs34eetJMh0v+HcL3DcbAnl18XrkhUr8yHaB1AUz4Y4RILLGdLFkTXz8sNAQDiUlSSFzXdWHJckOLAssZgz0eeTRILGbxfQiHDP37bbwyqc6cDxx8D8JrJhVz8iwz3nLrJ2VTraHl6HWzj3UJobrbpNvso+0eSiw/W+1BjoPzU4z40YUAOAt8yKX+SbaFDs6P6fmarqqqUgJIZCsoNm+DcB6xe1/HmTIcU7kSf++j8Hc7mOjVD+B7HmaDxA+A8783CF11Gcb3wHHw99qHyIsj1z/lq3VbIiUTIRJJfD9JccH8sJCNg7ODWboCm59HfPAAgv/4DzYWB9/HhEP4/U7c5P05781JJJPy1pxUlhfGmfh5Mh7KVtlSbE7nQtLdu1uMgcrVEM6BBQscjjkuMdO3dIEhJ3ft+Ce/wLL0p/Rqf52qqiry8jLnNDqRdSkBJCJNKjcEFx6aGJStO0hJJH82znL8+sUQngehgMVamPmj4ZWPXc48fONESjiJNX1fm+oweqJLVU3i64CbqGeUmwNdOiQ+dFx9VRxroaTMJTcHfnNzlEMP2fRsXN6aZc11CR8vDjn5Ni2SPxva3HL0uqNs626XDlvFbKcQsV+0JzByOWZlnPhRhXintQLA393BnWjBSxxFZ1ZavJPSc5CpLWAi0iTCefgnXQysH5sbSv4AhG69Efw4NhgCazFffI47bjRe0eAG7ju88feaiDNhPO6YcqiqApz64Gzzc7Gd2gMQ//UVYAxu6VjIzyN6+7X4B2+m6HTLvERQrj+pzEvq9q9tkWmxuXMXy4VD44x5JcDKlXDU0XFOPjXRxh67+0yf7NKyTeJpr6ww7LzHprfQp5Jis2QyJYBEJCnqihlurqaAtfD991BdYbBAbgEEW1iWV6U2I/KfkS53/zNE3LMEwlBdmZhsbFEALz8cIXdNXWHXheuvjXP9tVs3YNn/JI+d9gow7wuD7yVOxr3wTxsvq09Hm5qBrBtspmwG0lqcz2M4n3vYFobYLztDy/Wv7x0dxMyzBF6PgQXviADx09Oz0qSWmYtIU9qa2Iy1mO9+hNVrZkAKc6EwjFmxPLmN3YA77EmCD9ybWK1TEIQVBRDMx7YsJFryMITXvK+7LvGb/4/4zf+3VffrnXIAgT26Ymb9kDiuNOASu/ucJnwkjSddj5m3Fj6f4fDFTIeWLSyXXRmlReH6tzn4OI+F8w0fvJH4eHrAUR5H9t/0KupUqq6uVmyWjKUEkMg22tpiiLLWVg0wgefedIlUGupW8ddUAsZw2K6pHQA8+J8grmvJCQN5ltxcuGlojMuHeOutft9WwRD8piTCB2NcVi839DrEY9cDM28Lw7ozkMFgcL1j5uvqE9T9vKlnIN2pUQLDahNbvKLgfhAjeks+FKxzTccQvzBMfHAQ939VuO+uInQvxE8rxD88vZZ0awuYyNZRbN52Wxub3aefhuoo1IWn1TWJQtF9Dk1eYxsQ/PuDiaLPOTnYfKCggtj1V+NdfHHi+9srJ0Sk9GbcMR9hVlTiHdoLe0DPxmp20mxqdVAqYvOUt11eeClAbi5EI/DBRy433RBl3fDmujDwkjgnnxnnnYku099z+ccfQxzXL84Bh6ZXbSNNzkgmUwJIRJqUtbZ+kLGlwcW4D12sv3blNRY65FoO3Dm1SZFoPFFOpo7FUJDHDiV/6gTDcOQZ6TnDtb1SOQMZGBPBdnAgL/EHc+Z5OLM8/EM2vo7zWS2BcauxXQLgQ/C5lcQKHfy9cxq1TTtCy8xFpClseMrj5rjjxiWSP3XB2YJt1wm7z/5JaOlmRGPgrm27MUBhzo4lf+rkhPCGNHCCWQbbmmPmm6qu39jyAJ06WnLWhNd58w2z5zgcdODGiZ0vPnF4a3yAjl0S9RRHPhuksEWMXfdInySQjoGXTJaeRQ9EJOOtO8O0tTNLnVpbXDexhT8YgIADvbukfkXM4JM9YvHEWLO6BnJClmM3U9tH1nIcB9d1CYVC5OTkEAqF6mcjPc8jFos17uklHuCu87UB/Ib7kPtJLbaNCzkO5DmQ7+DMSK/TwKqqqigsLNzyDUVEtkJdbF43Eb/F3+nUKbE8IxBIzHwEAvi775GE1m6eV/TzxKlf0ShUV2NDYfwjj011szJCQ7E5sCZx1hSxOe6tXxPcYNjU3X4x3aVVW0s4J3FKWE4ufPVFeq3wU2yWTKYEkMg20jLzLVuvoORmlpVv6JYzY7QusIQCidO9CnLhj5dEm6yd0780PDUywPipziYHIgB3/yrGZUPidO9k6bOPz/C/Rdi5a+oTU5low6Nsg8Fg/THzdYPOHRlwxk8M4fzowUofs9DDFhr83g3PBttCg6lZ5zpRiy1Mr7BYU1OjWUYRaRTbG5vjt90GrVpBKJRIABUWEvvDH5qsnc60rwk89RrO+I+p3xPegNgd9xK/+DJs1+74Bx1C5LkSbLfuTdaubNbUsfnE4+P8+JPDylWwcKGhRUtLr90avq+CFpZIzdq+GY1CbpqFQdUAkkymLWAi0qi2d4AJ0LkNfPhILWPed4l7htP6eHRt17iJlpGTXR54McCixYZlS0z9MfInHubxwh+jDZ7AFQzCbZfHue3y9DyNIlNt7vSSdbcn1P18a2aqvVPDkGdwpsexLQ3xfmFo3fDveacU4syKYuZFwRpsOxfvyPSqAaQtYCJbR5Mzm7cjsdl27UrNBx/gjh2L8Ty8/v2xnTs3avvcEaUEHv4rZkEIs6QdBBLHyHs/O5joM9ezqeAcv+l24jfd3qhtae7Wjc3W2vW2im1vbD7tZx75+fDZZw4tWlr6/SxOy5YN3/bYUz3mznL4cV6iJmTbDpaDj0ivrfKqzyeZTAkgEWk0W1tQcnPatoCLT26aQD/5E4cbHw1igIULTOIEKC+xS2ji+y5vT3c4+iBt7UqVDesTbDjY9Dxvy0fZOgbv2DDesVs+hth2CBD9dTucr6LggL9HeP1i0WlAhSZFZEc1RmymfXu8Sy5p/MYBzv8mErztFjAO5qe9wXoQTxzB7o7/COf92fiHp37LWXNU1192NDY7Dhx3rMdxx255fNeuo+WXN0X57msHx4Fd9/TJS7NciyZnJJOl10hXJANolrFhdcWerbX1A4F0M+49F89LbC+r4/uJEjFVtfC7x4IsWJp+7W6OHMchEAgQCoXql6PXzUbWLUePx+M7XpugtYt/aC5+n9y0S/6AEkAismMyITa75WMgHgc3d+03rZ8I0NW1BG97HBYuS10Dpd6mYvO6W8UaIza3bAP7H+qzb5/0S/6AYrNkNq0AEpEdsiPLyhvbx186vPSGS8CFS/rH2X2n9bePtchLfO04iVqW8Vji+9Ym/s2aZxh4Y5gp/65NHPm+g778yvDBNIc2reDUE3bsyPjmbHNbxeqKmdbdrqmPsk021RkQ2TrpmNhIpXSKzc6HM3FfmgChAPGhp2N777Tez23L1on/cT1w4xAPgDUkjhsD88UccopupnbKvyC044HUzFqM8+H30DYP79TeiZMnZJutG5uDweBGx8xne2xWEWjJVEoAich2S6cB5tTPHc78XZjaaGJL14sTAoz/ay17rXOE/CX945RMCrCswlDQ2rJ6ucGLJ0oLFLaAUNiwZKVl1neGA3ffsdpDr09yuPzaEL41GAMH7ONTOiyy2SSQtbB6FYTCiVMvpGGpPGY+2bTMXES2VTrFZuet6YTP/R2J4GwIvPg6tRMewe7eo/423iW/IDBqBGblCmyrLzErd4d4KBHMCy0mGIBFyzCz52P33XXH2jPuS8L/NzKx9NcYvD5dib583uaTQNbCqgjkBBL/pEHNKTarBpBkssx+9YmkgGYZE9JpgAlw33NBIjEIBxMThNW18GjZ+gO1zm3h1Qdruf3CGLdcEOeVhyO0agtt2iWSLtaC75tGWf1zw+0hPN8QCCRWHH0yw2HchE0PMCtWwq9+HqJo/xxO2yOXf98X2NzhJ7LGpo6ZN8bUL0ePRqONd8x8kumoWRHZFukWm4N/GgbRuuAcgOpaAo+NWO82tmtXasvHE7v5VuI3X0NkxK3Q2oM2PoTW3Mi3kBPa+ALbKHTjWPB8CDjggPvRj7ivzdn0LyyvIVxURs7+T5O7+78JPPD+Zk8mkwTFZpH0pTS2iGyzxigoGY1DdRRa5jZ8uMe2WjO5uP73Ihvfcac28MuixGle1sJpfT3Gv+cSi0IwYDlyf3+jrWPbY+UqU7/axxjwPVi+YtO3/+ttIb742CUn12J9y8uPB+i9r+W4/ul18kW629IMZDwer79NJsxA1tbWkpur5WAiW5LqREc6aJRiz5Eo1EShZX4jBefIBvdjMTWRjW/XsRPxy69YcxOLd2If3Dc/hFgcGwzgH3cQdrduO9YWazGraiG8ZjLGmEStoWXVm/yV0C3/w/lkETY3gPUh8M9p+Pt1wD+15461pZnJttgci8UIhxthtlAkBZQAEpFtUldQErbu6M+G/OuNAH8cnciO7N7Z54WrInRosWPtuvBncb74V4g1TSMUgnNO3vyx7cbAv34T5fnxLp9+5bDXzpaLBsRpjLHHEYd6TH3fJRSCuAeOC30O3PQs12fvOwRDFmPAuBCrgS8+NhzXf8fb0lw5lQZ3WAz3Cw+/o0Ps4gDxbjajagfVFW4VEdmcxojNgb+XEXzgJQD8vXoSee52aN9qh9oVv6Afod89nijybC2EQsTPPnnzv2QM0aduw332VZzP5+LvvQveRf12PCFlDN5hO+F8MB8TciHug+vg99l0Ysn5cAE25Cau7QLVHs70hUoA7YDq1Q5j/uPy7ZcubTv5DLwkRrsu8YyLzSKZSgkgEdlqdbM1O7Ks/O3ZDveNCRJwLY6BL38yXPVMiJJrohvdNhKDpyYEmP2T4aBdfM4/zsPdxDjg/FM9Yl6UJ0YHCLjw63PinHzIlpcVBwJw8QAPaNyVNo89GOXy60K8+6FLYYHlgbtj7LvXpgcMnbr5LF/qEAgkxshuADp11wBju1lL4LEIzhwf28lglllCD8Yw9+ZAS7PJ+gTpNODUAFNEtkZjxGbnf9MJPvgyNhAAx2C++IbQtY8QffGOjW9cGyXw1BuYOQvw++yKd94xbGrmxBs6gKjvEXh6DASDxG+5AP/4g7fcoEAAb+jpjRyZIfrEYEKXleG+Px/bMofogwOwe3Xc5O1t10LM50sSW8ashaCD7baDM1bNmLUw/B8Bfpjr0K6TZeUSw3N/CfGrPxryCtc/Zr4uTtfFZMVmkcahBJDINmqOy8wbs6bAp/MdYp4lb827TygA07/bOKB7PpzzlxAffOXi+TDyXXh/Tpx/XhFr8H6NgaH9PYamyZaptm2g7Nko1m7dpOXND8T41eAw0drEybd7Hehz+rkbPxbrw1djXRbPMLTaxbLnYA9Xp4ttrBbMlz62u0n8AdqC+cHHfO9jW7rrnV6ybgKorp/XzUC6rpvyAWdzfM8R2VbN8XXSmLHZ+fRrbDQG+Wu2nAaDONMaqI0T9wif9Recj79JBOqR7xH/aC6xh3/R8B0bg3dZMd5lxdvdtkbVLp/oyAvZ2uAcffAEwoNHQtQD3+If3AnvzD02vqFvcUfPxsxcgt21Dd7gPRNJI1lPTRV8/5VDx+6JFc+t2sGiHwyLfjD03NNutFUMFJtFGpsSQCLbwRjTbGYAGrugZOdWlqBr1szqJMZUPdpt/Fx+Ps8wba5L0E0kiayFMR8EuOPsGJ1a7VATdojvw4efOqyogP32sHTpuPl+sLVP1869Lc//r5aZ0xxy8mC/w3wCDbxDT74rwMySAFjAwLw3Xfo9HsVonLm+EJgg2AiQQ6KAqAfkbfwHqRtErjvoXHcpeqqWo9fNfIqIbKixY7Pt3G5tsDUGYjFsj41Xxjiffof59DvWDc6BEe8S+90QaJfClTG+j/PBF7CqEn+/XtC53eZvv5XPl92jLbWTz8OZtgjyA/iHdmkwsRP87UTcUbPXnC4G7lvfEX20Hzh6D19XKJxY4RyLJv7f98F6EG6g1F26xmbP83DdzZwaJ5LmlAASkU1qlIKSGxh4kEfZBx7vfOXgOpAbhL9fuPH2r2jM4DhrshxrOAZicUMi+5F8nge/+l2Iie8k2m4c+M9fohx6QOOcYNGqLRxx8qbvq3opzCoNEG6RuLa18MO7Dku/NLTfzPayZsk1xC8MEngyBljwwTsmgO255T5cNwMZCATql6CvO/OYrKNsa2trycnJabL7F8k2zWVypilis/fzY3DL/ofzwZeJYJuXQ/Shaza+YW104+1exmBi8RRFZsDzCF35J5y3poHrgOMQfeYu/D57Nc79t83FP3nnTf98YSXuK7OhMJx47qzFmTwf8/VybO+2jdOGLBEIQr8L4ox+OvER1Pehz/EenXtsufekS2zWEfCS6ZQAEpEGrTvAbMxAGnDh2SujvP+1Q0UtHNDDp1PLjW+3Tw+fNgWwYIXFcQzWhz27+3Rtk7rB/cR3HCa+45CXk5g8rKmF6+8OMnVEAyeaNIF4xIBDfU6srmC0l5zLZxz/qCCxri7mBx/b0mD3cba5iOi6W8WCwWD9YLPu9VH3/3XH2zbma6WyslKDTBFZT2MUe25QwCX64h04782E1TX4B/WCDq03upm/f09olYdduBLjumB9/H16YDu2ary2bCNnwvs4b31MfXCuriV441+JvPVkUq5vIvE1AbnuGwZcA7WbP4iiuTroGJ+O3WIs/tFQ2Mqyy952m+t7KzaLbD8lgES2Q7bPMq5bULIpZlFcB47ovflVM3lhGP3bCL8ZFuSrBYYDelr+eEG0UU7o2l6Llxl8f20OIRyCxUuTt7y7sLOlbW+fpbMcArkQr4WCjpa2u2dvX9xRtqeD7dl4nWZLR9k25gxkVVUVBQUFO9xmEckOjVHsebNcF//IfTd/m4IcIqNvI3jLc5i5C/EP3pXYvedtsgh0MphFyxL1iOqek5wQZuHypF3fdmuBv2trnDnLEsuaa+PYLoVa/bMZXXexdN2l8cYuyYzN1dXVis2S0ZQAEpF6jV1TYEd1aWN59vqNt4elyj67+zgOxOKJlUyV1XDg3o2z/WtrGAcGPBllyj1BFn/m0HpXy9F3xgjmJa0Jso51ZyCBRp+BrKqqIi9Pf1yRrZWtkzPpFpttt3ZEX7g+pW1Yl79fr8TMUn1wrsE/pJG2f20N1yH69ECCd0/G+XwxtncbYnceCzn6mJUKWxOb6263PbFZK4Ak0+mdSUSA9BtgpqP997TcfWOMOx8MUlMLe+xq+fs9O5agWjjPMPJfASqWGw4/zeOYIm+zS6Fz28Apf2v4JDQBvgMzJbFVzh5joXvyLr2lGch4PF5/m60ZcGoFkIisW+ek7gOrrM8euAexOy8nePcTUBPB32sXog/dtEP3ab6tIPCvGZiVEbx+O+MN3HnzW4jb5hF7+Gc7dM1stuhbw6wpDo4Lex/n07Zr8hK1WxObt2WiRgkgyXRKAIlIkxSUzFZnne5xRj+P6hoo3MJn8+Ur4Ms5Dm3bWHbvtfFgZ9kCuH1ImKpV4LjwyWSHimVw+i/S4yj7jDMX3Lsc7Jqnz3nN4N3jQ4/kN2VTM5DrnmBSd7tNDTorKyuVABJpxjasxafYvGneuafhnXUKVNdC4RY+nC+rwZm9AtsuF9t74zpH5qcqwkPGw+oouA7O5J+gIoJ3QQPHv8sWLfjK8PLvg7BmwfSnr7uc84cY7bonf7Xe5mLzhsfMr3v7dWlyRjKdDg4W2Q7ZNAhT8mfbue6Wkz8fT3c49Jgczh8a4uQBOdz82yAb7kz4YIJL5SooaAV5hRDKgTFPBZus3dnOlBusAbom/lkfzGvp0Z8dxyEYDBIOhwmFQgQCARzHwfd94vE4sVhsvRlJUJ0BkW2VTfFLsXk7uO4Wkz/OBwvJ6fMioXPHkXNCCcFbp7BhcHbGz4OKKLQKQ2EQwi6Bf89sypZntY/HurgutOlqadPV4sXgszfS4yPopmKz53mbjc2FhYUpbLXIjkmPV5+IpERdgAM0u9jIfvF/IaqqDXHPYIH/lgaY/PYGb7kNTH5lYfmK5IkB7jpfO0D6lJCqV3eMbSgUqv/num79B75oNEosFqOiokLLzEWaIcXmphMa+hqmJobxEsE28PwsnKk/rX+jhuKwgvN2i8fBcdc+f04A4hkYm2OxGPF4nNWrV6s+n2Q0JYBEmqF19z9rZrHx+T4sWGgIrNlka0xiNcq389Z/nvuc5JNXAFWroKYKojXQ/+Ltr+/z1RSH4TcGGfnbIIvnNr+/qT3RQjWwPPHPRMEe38Cg/RNw/8/BPcfBechAVZIbug7HceqPsa2bgQwGE6vAysrK+O6771LXOBFJKsXmJhbzMIuqIbDm448xYBP1ftbln9IdCoKwKgqVMYh4xC/ec7sv67y1nOANXxL43VeYb6t35BFkpP1O9KitNFQuh9XLEsmfvY7Z+ACN+dMML10R4ulzQkx62CWawqeqodhclwwqKytj/vz5qWucyA4y2Xhagsg6mqSDrzs7l2lU7HnzflpkuOPBAPN/dDj2cI+br4gT3I5dWX1PyOHb7wyhUCIh5BgY/nyEww9Zf9Dz41zD8EcCrF5h6NvP46SzNl8EelNmvObw32tDWD+RbArnw1WvRGi3czN7j58GTnmiCLQ/wML+G/z8B3B/7WALgXzgR+BIi39d+jxP1lruvvtuFi1axFNPPVVfi6AR6UUvqabYvAHF5s0zP6wkeOermO9X4h2/G/FfnwDBbX9vzOnzAub71RBywbdgIPJKEf7BHde/3lcrCTz6GWZFFG9AD7whu22+CPQmuGMXE/z17ET9Gx8odImMOhDbI3eb7yuTff2Rw/RXHRwHDhnosdO+678FLJ9vGHlTkJyWllAerPzB0OtYj+OuTp+aiL7vc+edd1JRUcHjjz++w8fJN0AvekkKFYEWaUayraaA58GjIwK8MsWlINdy24VxDt+BY9lXrYYTzgqzdIXBt/DZLIdvvzc8ef+2r8p55vEIQ84LU7Ea4p7hrIFxOrfa+DNP110t1z+846d6Tfx7EONAeE3JmOoV8OHLLqfdkpkfhrbbQeAftOnPlmauwfpAizXf6ArmA0MTfR7dZtZa7rvvPn744QeeffbZpkj+iEiaybbYjGcJPDwPd8xibIsg8d/ugn9Iy+2/vxXVhE/4B2Z5NfgW57OfMPNWEPvXmdt8V5HnTiM8eDRUxjCeT/zM3bAtN/44ZHu1IvbwMdvf5jUCj84H10DBmvfyFTHcskXEb9h5h+87k+zWx2e3Ppseny35OhGbc9aU1mnZxfLdBy6QHgkgay333nsvS5cu5emnn26K5I9I0qj3ijQTWTfABP76coCHhgeZv8jw+TcO598d4otvt/9xTX7fZXWVwXEg4ILnw6jXAtRGtv2+du9l+ejtWu68KsahBZYfJrv8+swwo59tmg/0fnzjyUm/meV+tkq+xfiszfdUgd34EJiUsNbyt7/9jdmzZzNs2DAlf0SagWyMzYH7vyXw9/mY72txPq0gdO5nmNnbv9fWnfQ1piqaWEobcMDzCZR8CrFtTw7YPdtQO/0CYtfvg+0Qx506h/CQ/+K++Ol2t2+z4nbjdR3x9JhwSCfhgkSZpbqNKdFqyGtg0iwVrLXcf//9zJs3r6lW5YoklRJAItsh0wZodScNZdtRsi9PDBBwLaEg5IYhEoPXP9j+wNzQs2Ltdq36BqB6Nbz6dJAWLSwFLS15BZbnHwqydOF2N3GTDr8wjh9PDJpqV0MwBw4YmB4zZ+nEHgD2YIuZD3wPphL8y7d/1Vhjsdbyj3/8g48//pjnn3+eQEALdEW2VabFtmwt9hx4eWFij0HIgTwXaj3cN5Zt/x029LTsyFNVUUvw2Y+xLUPYlmFsQZDgX96GJY1fEC5+QReIWaj2YHUcchy8Ae0b/TqZrvuBPt0OsKyYb1gx3xCtMhx1eepnsay1PPzww3zxxRcMGzZMsVmygnqxSBbL9poC4aDFt2sfk2MMOaHtv79jD/do1cKyaJnB9yAUgiH944Q3uM+ly+E/LwVYusJwyrEeJx7dcAJh1fLEaqK6GkKBIDgOrFpmaNepcWe2DjvHww3ARy8HCOZaTrw2Ttd902P2LJVsDXgvu9gvHUxPH/dcD/9mi/nEQpXB39Umjo1PZRut5YknnmDy5MmUlZURCu1AJxaRtJftsdmGHUzl2q+NMRDe/jln74Re2JY5mMWVibo9IZf4mQduXANoSRWBpz/ALK/B+9nu+Mfv2uD9mWXV4Dprfz/oghPHLK/Btm/ckxe9C7tA2BAoWYzNd4lfuxN2r4JGvUYmitXAJy+6LP3KoU1PnwPO8zjlNzF++MQhVg3tdrO06pLaMYy1lscee4wPPviA4cOH1x/QIJLpVARasl2TdHDf94nFdrxuS1PK9gEmwKjJLjc8GqSu5mebFjD+r7V0arP997l4GfzhkSDzfzQce7jPNZfEWXe178oKOOHnOSxcYvB9CAXh3lujXDBk49U2tdXwy1PDRGohvxCqKyEQgMfGRyhosdHNpZFZC95dQfwPTaLmTyWYXpbAAzFMmkx/WGt55plnGDNmDKNGjSInJycZl82+NwPJNIrNWRyb3dKFBG+es3arU9sgta/1gQ47kNxeuJrgva9jvl+Jf0Iv4lcdlUji1FleTc4Jj2MWV9UniaL3nYZ37oEb31dllPDPnoGoBwUhqIxAKEBk/MWJr6VJ+T5MuCPIT9MM4RYQqYQOe1h+dl8MN41i81NPPcVrr73GiBEjCIfDybhs9r0ZSFpSAkiyXZN0cGst0Wi0Ke66UTSHAWadyZ84jHvPpTDPMrR/nM5tm+Y6lVUw/0fDpKkO9z0Sql/VE49DQYFl5uTaBn/vq88Nf7omRMVyQ0FLy28ejrLHgXrfTQa7GGK/CEHnNaf9WmCBIfhQFLNrevwNnn/+eYYPH87o0aPJy8tL1mWz9w1BMkWzTABlY72fTXH+txz31SXYVkHil3SFTk3zAbqSGuabJfR86jva3DElcboXQMzDts6j9rPrG/w98+lCQteMxayqxbbMIfrIAOz+nZqkjbK+1Qug7PIwhZ1tfWxevcBQ9PcordPk5NJnnnmGV155hVGjRpGbm7QT27L3DUHSSprkWUWksTSnASbAMQf4HHNA09ZwmfaZwyXXhYhGEyeFRaNrt3UZByKbKRLda1/Lk29GqF4NeYWJLWDJZC1EK8C4EGpuq84dEh8zLesPq9Kk+t3w4cN58cUXKS8vT2byRyRrpXO8a26x2T+uDf5xO7Acdyt85MxhaOhvxIhzcTyX2/zWhFjzYd0xENl0DRm7fycik34BqyNQGE7cPpmshVUkPokVZHdf2JBxAOx6sdnauu+n3gsvvEBZWRljxoxJZvJHJGnS5KUmIo3BWpuVxZ5Tyffh0htD1NZCOASFeRCJQnUNxOLge5bB/TdfbNlxoKAlTJrkcM7ZIc45K8SECdv39ltTBX+5JsjZ++Vw6TFhpk/Z9P3EquGNq4O8dGwOLxyVwzt/CCSOQG8u2oJzjA8/GOwS4HuDs78PPVI/wzhy5EiefvppRo8eTX5+49acEJH0otjc+Dw8Lgs9TIQYYYJMPSVORU4UrzaaWP3jgzd4n83fiWOgZQ7OhAWEhrxNaMjbOG8s2L4GVXoEr5pHzr4zCB/7Jc67lZu+bZUleKVP+DiP8FEegT95iW1rzUR+B+hxhM+qHw1VS2DV94ZuB/u06Jb656CkpITnn3+eV155RRMzkrW0BUyyXZN18Mjmln0kWXPa8pVsK1bBoafmkL/OOKCiEtq1sRgHTjvB4/Zr42ypNuDktxz+78oQxiS2I/k+3P9AlFYtIByG/Q/y2ZrDJf50ZYh3xjsEQ4ntZ64DD4+LsFOvjbv6+38OMPOFADntEjNttcsNR9wRY/fBzed0MBsHv9zFzjGYnS3OQA+TlK38mzZ27FgeeughysvLad06JWfQ6w1CUq1ZbM9WbG46S6mgb8515LO2btre78ITt/am9coAXv89iP/m+I0LRW/AeWMBof/7eO2UuIXoQwcnagHluPgHtkgcPb8FoUu/w32jAhs2iVO/AobIq72wu25c1y1wr4c73GLbAj6YFRC728Evaj7z8l4MZpW7LP/K0LqnZc/TPQIpjs2jRo3in//8J+Xl5bRs2TIVTdAbhCSFtoCJZDgNMJtWiwIoKIDqasjNgbiXKOT87KNR9tht6z/DvPRS4u22brHHqpVw7aVh8vMt1ofd97I8MzxCXl4iOVS7CnJagLPB2PX9CQ6hnMSqIjcAtdWGz95x2KnXxkmdhR87BPITe+wxYFzL4umG3Qdv55ORhuILDN4PBreDJdDAyh4TALcofRJer732Gg8++CDjxo1LVfJHJGulU/xTbG5arcknjxxqiZJDiDgeH/aN89NrZ5Jnu2z1/QRemJ/42J2/5iPRijjhoZ9h84JgLXafQiLDD4YcFzwLFXFoEQB3nb+ntbhvVmBzTWJVUcBAjY/zXhVeAwkgZxrYPBLXdcE64Hxi8Yt26ClJK5U/GVb/aMjvaGmx08ax2Q3CPsXpE5vLy8v5+9//zrhx41KV/BFJmuaTahZpZOkwmNMAs+m5Lvz7gSihEERjie1fv74ytk3JH4BQyOKvs/2qaoUhUpsYKzoOfPGpw7AnAvz0ueHRU8L8/ZQc/n5SmO+nr/83zc0Hb01ZA2vBMZa8woav2XJni1dr6m9rPUNhAwOxTFXzP4elQ0OsuCPI0stDVJVufqY31SZOnMgf//hHxowZQ9u2TVStXERSTrG56bm4PB69hgABosSJEuc3sbPYbRuSPwAE604ISDCrDERs4hOSA+aTCgL/+R7zSQXhUz4i55SPCJ/yEeaTirX3YQw234G6fIa1ieROYcMxyfYAU3duhAXjg91p25qdzr57w+HVX4R4+44g4y8LMWdkesfm119/nQceeIAxY8ZoYkaaBW0Bk2zXZB08Go2SytdPcysomWoVq+Hb7w0d2kLnjhv/3a2Fd953+P4Hw567++y/7/q3+fQTw4UXhomu2TlYucSQnwd5uYnb1VRDv4Ee3b908GKQU5g4GtUYuHJshJw1x8ZPHOny8K+DxGOJ5FS33Sx/fSVCTgNb1asWwriLw1QvSfSNtnv4nPpElGAWbGv3q2HJmWFMgcXkgI2Bv8zQ7j8RAp1T3bqNTZ48mdtvv53y8nI6dUr5STN6s5BUU2yWRrGKKr41i+hoW9GZBopOW4szdSnm+2r8vVpi92+13o+dj5cTuuBdiCZmaMxSFwqC2Nw1SYtqD+/nnXE+r04ca18YgNXxxBavsQdBQWLlkFuynOBvfkhs/3INdvccIqN2g5wG5toXWEIXeZjlgA/+3obYvx3Izfy+Eq2E0WeFCRVaAjmJrV61ywz9hkXI75jq1m1s0qRJ3HnnnYwbN44OHTqkujmZ3wEkI2gLmEgGqisoCeAk+1ipZqpFIey/16Y/VNx+V5Dn/xuANZOJv705xi9/sfYEkv0PsDz/fIT//jeAtbD0B3j7f4n/txbcgKH3LpaK6Ya81onrhAugegXMmOyQ1w669/Y5YZBHp+6Wz951aNHKcvzPPcKbOKTip58cKvbzia6EIwf47H2ah7uZWkW1qxLFGAs6WvLbb8+zlDz+qkR9H2fN6noTBByLv9xA5/Sa2HjnnXe49dZbGTt2bDokf0SkiSg2J19L8jnA7rLJnwdv+oTAf+eR+Gxtif5+X7xf7Fr/c//gNkReOILAS/PAMZj5cdwpK9YsmwUTMNid8zAfVWJbrQmghQHMihjOlEpoE8bvHcIb0gbbI4zzfiW2TQBvUCsIN/x53vnRYvf3sasNXn8X/2cmsRJpE+xKsD8YTEeLSfPYHFllsD4E1sRmNwg4iRqE+Q1MnqXSlClTuOOOOxg7dmw6JH9EkkYrgCTbNVkHj8Vi+H7yj1TyPE/LytPMl3MMJ5+ekxgsrinwDPDFxzW0bNHw71SuhssvCPHZdBdrYeDgOLf/NsZj/cKECiAQgngUvvjaEM2HQBiCIbjpyQi77GuxFr543uXTfwXwY4ZdB8Q57Ddx3FDi/me87fDg0BDxNfVQc/Lh96MjdNm14ZfE9+86lF8TwnpgfTjm9hj7DEmf/fkbsjFYckEIWwNOa/BXA3FD+2ERnFapbt1aH374Iddeey2jR49mp53SZo2/3jgk1bJqBZC2fKUn8/lKck7735otWWbNSVuGmq8GrK35s6FVMcLnT8f5bDVYS/zMLsRu2ZWcAdOxBS6EHIj4OF+HsIWFEDIQNkSe7ozdK5yoB/TMQgJP/ISJQ7yoLfGbd4JgIiHovOURuiwGdbXKCwyRsUHszg0nDL0pDt71IfABH9w7Yrg/T9/YHI9A+QUhvAjktIboavA96P9slPAmxkOp8O677/LrX/+aMWPG0K1bt1Q3p47eOCQpND0hkiHqlpVrgJl+liwxBAOJ8SWsKdDswvLlm/4bFRTCCyOjTPqghrc/qeFPf4tR0BZOviVOZLWheoVh4UJDpYH8VpbcfEu01vLYTYkMz/xJDtMeDhLIgXAry1evBPj08bUD2hF/C+D7kNci8a+2CiYMa3gffjwC464NAZZQgSWQa5l8b5BVP6RvHzNBaH1vDKcAvAUGA7T+fTStkj/Tp0/nmmuuYeTIkemU/BHJasmOjUr+pC+zJJI4was+OCeKNJsVmzkprmWQyOhDqHn/KGo+PZbYX/aC9mFiN+2MWR3HrIhhFoJ187AtHWy+g62xhG5enLjEGysIPvoj5DnYVi6BEUtwn1p7tHzwQS+RzGlhEv8qLe5zDSd0bDV4N4SwxkKBxeZY4ncHsQvSt48FwnDMvTECeVC5wICBo++OpVXy56OPPuLGG29k1KhR6ZT8EUkabQETyQAaYKa3PXZPLPmJxSHgJv7brq2la5fNz0IbA+032BN/wM89djrYZ/l8w8xPHRb8K0DdToKcfFi6Jimz4H0H49j6FT+hAssPbzscdHXi61jEsN4OBAOx2ob7Tc1yQzwCOWsOvnCDiaRQxQ+Glt3Sd5VocFdLu+ei2NVgCsCkUZ3Jzz//nCuvvJKysjJ69uyZ6uaISBNQbE5v/t4tE2vNYn7iZK6YxXbIwXba+GSu9RgDndY/k9w7oxN+n5aY72txPo4TeKIykVACyDOY79ds/Xu3AutSv+LH5ru4U1bhXdE1cdu6AtPrXq5mE+1YZrAxMGuSJyYENrpmO1iabXVeV+teltNfiBJdDcGCjU8zTaVPPvmEX/3qV4waNYoePXqkujkiKaEVQCLbKVkDPa38SX/t28FzT0Vo1cISjUG3LpbS5yOEQtt3f216WHY72mfPIz2MgXgs8f2qCsPOeyeSTXkdLH58bV+I10Juh7UDwuPPjWN9iNZCpDpxZPyRm1g2ntfWEsyDWHXiay8KWGjZPX0HmHWMA07L9Er+zJw5k8suu4yXX36ZXr16pbo5ItIEFJszQMccIs/3xbYIQdRid8onUnZUYlXQdrA75+If3Rr/qILEZp14IkaaCou/dyJhZDuGMOuG2lqL7bi2+F78XDdxWlithWoLIfAGbSKAtbOYcGIlECSSP8aC6Zb88gPbyjgQbpleyZ8ZM2ZwxRVXUFpayi67bLpulEi2Uw0gyXZN1sHj8Tie17T7sFVQMvNEIhAOb/l2WzJ7huGfDwT5bpYhvtjQoRDad7Pc9ESU9t0skQp49ZIQFfMTK4ECeXDaU1Fa7ZLo8tbCxBdc3nw+QCAEg66NceCJmx40/vihw9hfhRLJH+CE38fYY2Bq6gxUzTJUzXEItrG0OtLHZFDXnz17NhdddBEvvPAC++67b6qbsyn6pCqpptgsyWNt4pSv8I5nI8yncYIPVmNmxTBLqqEwjt0pQPTJztjOAVgZJzR0Fs4PkUQnL3CJPr0Hdufc+ra4z3oEXvQgxxC73sU/btPt8t9ziF8TgjUTQe49UdwBqUkAVcw0VM5xCLe3tDnCJ5NynrNmzeKSSy7hv//9L3vttVeqm7MpGfSMSiZTAkiyXcYOMjWz2Hx997XhnFPD1FaD4xiMA5dfG+UX13u464wTY9Xw07uJY+M7HeSTt4OHWEQroeJHQ34HS27rHbuv7bWk3OHbPwQTr1wLrU/w2e2PsYwYaM6dO5fzzjuPZ599lgMOOCDVzdmcDHg2JcspNkvGMbPjhE9bhalZs43LMURvyMG7Nm/tdjCAKg/n3VUQt/h9WkC7zRy/uRXsarA/GUwHi0lRbP5ptMucP66pHGKh/ckee90Tz4jYPGfOHC688MJ0n5gBxWZJEiWAJNtl3CBTNQXkn/cH+PffAuTmJv728Ri07WAZ/3FtilvWtKwHHx0XxskFJ5w4jSy+DPZ4LEqLA9M7Vs2bN4+zzz6bp556ij59+qS6OVuiNxVJNcVmyTiBP1YReKQWk7fmGzGL38Ul8n6KsjJJ4sdhyrFhAvlrY3N0ueHAf0VouX96x+Zvv/2Wc845h2HDhnHggQemujlbojcVSQoVgRbZTk0x+KsbYHqeh+M4GmA2UxtuebKQEbNsO8qPgB8Fd00xauMADsRXGcDi/WiofDiAN88Q2M2Sf3UMt1MqW5zwww8/cM455/D4449nQvJHJKs1ZWxW8qeZa+jP3gy6gl8DNm4woTU1jxwwjiW+OhGbV35vmPpIgJXzDe16WY68OkZBx83fZzLMnz+fc889l6eeeioTkj8iSaONyyJpYt2Ckkr+ZK/aWojFNn+b/oM98vOhtsYSqU0kfy6+agu/lIZWfW2Yfn+A6fcHWDFry/3ZzYOCvS3xJQbrQXx14rj3/D18bC1U3BXE+8HgtLPEvzasvieITfHTsmDBAs466yweeeQRDj/88NQ2RkQanYo9NxM1PsQ2v5rFG5ID+QZbQ6KIszHEf5WbnPY1ougcw/L7Ayy/P0B09lbE5gIo2MMnujQRm2MVidhc0NsnVgNv/D7Iqh8N+e0sS78yTLw3iBdPwgPZjB9//JGzzz6bxx57jEMOOSS1jRFJM0oAiaSBugGmtVYDzCxVWQnnnxVij51z6d0jlwf+FGBTO3B36mkZNjbCqcU+fY/zuPvhKGddkpqCzNtrxZeGCeeGmf1cgDnPBXjjgjDLPt1yv+51f5TCPh7xlRBsBXs8FCXcCbwFBn9Foo5n1U8GL9fiLzb4S1L3Wlm0aBFDhgzhwQcf5JhjjklZO0SkaawbmzUxk6UqPEJn/Ehuz2/I7TGXwAPL2FRwtru5RMa0wC8K4R0XIvpwPt75WzhSPs1EZhoWnBem4rkAFc8FWHB+mMiMzfdrY2Dfv0RpeaBHdCWE2sL+j0QJd0jUDaxZCUEfIj8ZcvMsFT8Zqpcm5eE0aOHChZx55pk8/PDDHHHEEalriEiaUg0gyXZN1sF93ye2paUcW0Ezi83DDdcEGVUaIBBIjC0t8LdHo5xelB6JnZULYdkPDm27+bRqhG1V790WYN7YADltEy/ByArofIzP0Y9s32smvgC+PSVMTYVJTF1YaL2zpesrEZyWO97ebbV06VJ+/vOfc++993LqqacmvwE7Rm80kmqKzZIWglcsJDCmElzqe2X08U54/QpS2q56C8D8CLYb0AixeclNQaped3DbJL72VkDeiT4dHty+18yqHw3DTw1hVycOrLAWgj19zh0dJVy44+3dVosXL2bw4MH8+c9/5qSTTkp+A3aM3mgkKbQCSCRFtKy8eXlvqosxiZk0x4FoBN57Jz3egj8c5XL38Tk8dlGIu4/P4cNRO35UrldrMO7az3jGTXxve0UWGWqtwXHANWB8Q0UlmBY73NRttnz5cs444wzuuuuuTEz+iMhmKDY3L+67NYmP3cYkTvKKWJx3alLdLABMqSFwvIt7kUvgeBczZsf7ol9LItlVxwG7A+dL1C40hDD4hsQ/3xCqNoRSkD9bunQpQ4YM4d57783E5I9I0qTHpw+RZkYFJZufTp0tdQfTWAuBIHTrlrwVmF4cZk5w+LjUZfHXa/tb5TJ46dYgTgACYXACia8rl+3Y9XoO8rC+IVYJsUrwY4ZdBm9/UQBvtcHtaAntbQnsagnt50Mh2OiOtXNbrVy5kiFDhnDrrbcyYMCA5F5cRJqUYnPzYzsHIL4mFlsLQYPtnsQzcmIW53Uft8zHfLPOmGARuL91IAiEARfcmx1YsWOXK/i5B57BrwS/EvAMBYO3fyVybDUUdLR03MfSdldLx/19wrmJk8OSacWKFQwZMoQ77riDn/3sZ8m9uEiG0SlgIttpeweGqvfTPP3xgShnDAwTiwLG0KuXz4VDkzNC8uLw7KUhvvsokfM3Lpz7SJTex/qsWGAwJpGQgsR/Yx6sWGAoaLv9CaouR/sc8dcos54IgIXdL4yx06n+Fn8v+qNh+QgHr9JQeLRP4ZE+xkBOLx8TBN9YnHYQW2TI28/HCW93E7dZRUUFZ555Jtdffz2DBg1K3oVFZKspNsu2iP6lA+HiHyCeWAjk7xEifmGS9hVHLcFf+DjT18RaF2L/cPGPMrAg8TVrYjMhoBZYBOzAqfP5x/vYP0epeCYRm1tcHCP/hC3H5srvDd+NcIlXQ+fjfDr2TfxO690tTgBcx5LTDqoWGjoc5OMGt3CHjWjVqlUMGTKEW265hdNPPz15FxbJUKoBJNmuyTq4tZZodNuWH2iA2bwtWQzvv+eSm2M56lifcJKSF1+87jD8hhA5LRKr3KM1EM633DIlQtVKuPOonMTEZxhikcRtfv92LfmtktO+OrFF8O3VIfwqAyGLrTF0viFGq1MSA82qTww/3hckvsSQf6BP19tiBNokp22VlZWceeaZXHrppZx//vnJuWjT0RuPpJpis6SPRXHc92qwuQ7+cXkQSs7f33nVJ3iTDy1IvCtXg20F0UkBWAaBY9bs1QqTSP64EH/HgyTX1qleAO9eEyJeY3CClniNYb+bY3RdkzhaPN3w0X1BapYaOvTxOeQ3MXJ2IEm1LVavXs0ZZ5zBr371K84666zkXLTp6I1HkkIrgESSZN2aAo6j3ZfNUfsOMGBg8os+V68wWBKJHUhs9apekfgivxVc8vcoz1wdIlYDjgsX/z3a6Mkf68P3o12WfeSQ29myy3lxQhtcY/W7Ll6FIdQ98dnQq7QsKwnQ6pTEh7n8Ayy9/xvF2rWPJRmqq6s5++yzueiii7Ih+SMi61BsFjoG8IqSX7HYrAB81n7sD6/5HkBb8B72ca91oAYIgPePxk/+WB+WjXJZ/bFDuKulw/lxAhvU1ls01SVWachfs209ttry7XC3PgHU4UBLv5eTH5urqqo4++yzufzyy7Mh+SOSNEoAiWynrZ0hVE0BSbXuB/g4BmK1EAhB7SrY7ai1S773Pt7n91NrWfK1oUMvS+5mCitXLYKFH7m4QUvnw3xWfOwQXWVouZdPy90bntSv/sow88EAP01xCbWx+HFYPMXhiP9ECeRupuGGBtcJJPMlVFtby3nnncdZZ53FxRdfnLwLi0iTUmyWVPMPMIltXrUktnitAv/4tf3QnmSJTfVgLtBr84ceeAsh8rGLCVlCh/pEP3TwVxtCe/sEezccm1fPMcx/IEDVOy6hthYbhVVvO/R+Koq7YWxe9y4MYDd+vSTzJVRTU8M555zD+eefzwUXXJC8C4tkASWARJqQBpiSDjrtbjnzb1FeuSNIzSrDrkf4nPHntVskfvjYofzGILEqQ04ry4C/Rum078YDxhVfGV79RYhYNWANthLat7U4TuJks/1+H6Pz8evXEljxtsPc3weZ94mDE4C4B/m7W6q+Nyyf7tDhiLW3LzjMY8kLLrGFBhOy+FWG9hfs+HHO2ysSiXDBBRcwYMAALr/8cr1+RTLA1rxOFZslHdi9DLG/OATv8qEC/KMNsT+tXYXmfeBQe1MQqg20tuQ8FMXda+PYHPvSsPTSUOKEL9/gV4PT2uK4gAut7o6Re+z6sXnxZIeZvw/ifOYkVhf5UNjbUjvfUPWZQ4vD1t6+wxE+c1+yVC80uCFLvMrQe2jqYnPdxMwZZ5zB0KFDU9YOkUylGkCS7Zq0g0ejUTb1GlJNAUlHGy7RrlkJw04Pg4FQPkQqwA3BJa9GCOas/7uv/TLEoumGnNYQW2VYMcfQaTef9j0s8RrAGk4sj6z3O58OCWE9+OY9FzdsIWrI280nHoeD/xyjw1HrD0oj3xuWlbj4qw2Fx3q0ONZP6qxinWg0ysUXX8zRRx/NDTfckG2v36x6MJKRFJtF1rVBcLbLoXpgGBww+WArgFzIK49gNqgfuPTSENHPDE5r8FcaYl8ZAr19gt0tfhWYgKHj6PVj89s/DyX+530XQhY/aijs5WPi0PP+GC2PWD82r55n+LY0sRWsy/EenY5OXWw+//zzOeWUU7j66quz7fWbVQ9G0pdWAIk0AQ0wJV1t2BVXfW/w4pDbKvF1uAXUrIDKhYbWO6//Aap6CbhrBp7WS9xXfM0koBuG2iUbJ5i81YZgO0uLrj4VPzrgQe0yQ8Fultb7b3zySLi7pcsNST4/dgPxeJxLL72Uww47LBuTPyLNlmKzpK0N+qI/3yROJltTTNm0ALsC7GKD6b5+bPaWGEzdhE1dmcE1i3xNDvjL14/N1kK80hDuaPE7+dgFBjxLfJkhr5eloIHYXNjDst+NqY3NsViMSy65hOOOOy4bkz8iSaNqdyKNzFpLPB7HWovjOApQktby21usZ/DWJHLikcTUfG6bjWfPux/jE6s0+B6YUOLnOSHwY1CzyNDhyI1nBFsd7RFZYGi/q6V1F59wvqXLaR6HPx4hmPyam1vkeR5XXHEF++yzD7/5zW/0+hXJEr7vKzZLxjDtAd9g18Rmu2YBj2m9cWzOOcrDX22wHhC0YBIx2sbAW2TIOdpbLzYbA+2O9Kj9yUAvi+1ioQBa9/Po9a8Ibn6TP7xtVjcx06dPH2688Ua9fkV2gLaASbZr0g4ei8Xw/cRMiWoKSKb65EWXtx8KYpzEzOAJv42x1+kbn1bmReHdewN8Ux7ACUHv/nFqP3eILDO07+ux903xjZI6XhXMfzTAqnccAq2hx3UxCg9Iz7jjeR5XX301Xbp04d57783m13DWPjDJGIrNIlsQfc4l+kgQ4wIWQndGCfbbeHWOrYWV9waoeTWACVtyB3hEP3HwVxjCR3i0/HUcp2D934lXwZxHAix7zyHUFna/Lkar/dI3Nl9xxRXstttu3HXXXdn8Gs7aBybpRQkgyXZJGWRqgCmZbvm3hoqfDK12srTqvvmXjV1zbG02dXPf97nuuuto2bIlDzzwQLYfB51FfznJUIrNIlvB/9bg/2Rwelicbs0vNnuexzXXXEPHjh3505/+lO2v4ax+cJI+lACSbNfkg0zP8zTAFMlgvu9z880347ouDz/8cLYnf0CDTEk9xWYR2Szf97nhhhsoKCjgL3/5i2KzSCNREWiRHaSCkiKZy/d9fve73+H7Po8++mhzGGCKZD0VexbJbL7v85vf/IZQKNRckj8iSaNXk8h2stbys5/9jHvuuYcvvvhik0fOikh6stZyzz33sHLlSv7xj39ogCmSBXzf55RTTuHee+9l5syZis0iGcb3fe68806i0SiPPPKIYrNII9MWMMl2TdrBV61axdixYykrK+Obb77hpJNOori4mAMOOEABSySNWWu57777+Pbbbxk2bBiu66a6Scmk5RCSak0am1euXMmYMWMYMWIE3377LSeffDLFxcXsv//+is0iacxayx/+8AcWLFjAU089pdgs0gSUAJJsl7QOXllZybhx4ygtLeXLL7/k+OOPp6ioiEMOOaS5BTCRtGat5a9//SszZszghRdeIBBodruhNciUVEtabF69ejXl5eWUlZUxe/ZsTjjhBIqLi+nTp4+SQSJpxFrL/fffz9dff82wYcMUm0WaiBJAku1S0sFramp47bXXKCsrY/r06RxzzDEUFRXRt2/f5hjQRNKGtZZHH32U9957j+HDhxMMBlPdpFTQIFNSLWWxefz48ZSWlvLpp59y7LHHUlxczOGHH66JGpEUstby0EMP8cknn/Diiy8qNos0ISWAJNulvINHIhHeeOMNSktL+fDDDzniiCMoKiriqKOOaq4BTiQlrLX8+9//ZuLEiZSWlhIOh1PdpFTRIFNSLS1i84QJEygpKeGjjz7iyCOPZNCgQRx55JGaqBFJImst//znP5k6dSrDhw8nFAqlukmpotgsSaEEkGS7tOrgsViMSZMmUVZWxtSpUznkkEMoKiriuOOOa84BT6TJWWv5z3/+w9ixYxk1ahQ5OTmpblIqaZApqZZWsTkajTJp0iRKS0t55513OOywwygqKuLYY49VbBZpQtZannzySSZMmEBZWVlznpgBxWZJEiWAJNulbQePx+O8/fbblJSU8NZbb7H//vtTXFzMiSee2Nw/nIo0uueee46SkhJGjx5NXl5eqpuTahpkSqqldWyePHkyJSUlTJkyhQMPPJCioiJOOOEExWaRRvbMM8/wyiuv8Morr+j1pdgsSaIEkGS7jOjgnufx7rvvUlpayptvvsmee+5JcXExJ598Mvn5+alunkhGe/nllxk2bBjl5eV6PSVokCmpljGxeerUqZSVlTFx4kT22muv+tisRLLIjnnhhRf473//y5gxY/R6SlBslqRQAkiyXcZ1cN/3+eijjygpKeH1119n1113ZeDAgZx22mkUFhamunkiGWXEiBE8/vjjjBs3Tq+ftTTIlFTLyNj8wQcfUFpayuuvv06vXr0oLi7mlFNO0XuLyDYqKSnh6aefpry8nIKCglQ3J10oNktSKAEk2S6jO7jv+3z66aeUlpby6quv0rVrVwYOHEj//v1p1apVqpsnktbGjh3LQw89RHl5Oa1bt051c9KJBpmSahkfmz/55BNKSkp49dVX2WmnnSgqKqJfv360bNky1c0TSWujRo3iscceY+zYsXq9rE+xWZJCCSDJdlnTwa21fPHFF5SWljJ27FjatWtHUVERAwYMoG3btqlunkhaee211/jzn/9MeXm5Xh8b0yBTUi2rYvOMGTMoKSmhvLycDh061MfmNm3apLp5ImmlvLycv/3tb5qYaZhisySFEkCS7bKyg1trmTNnDqWlpYwZM4aCggIGDhzI6aefTocOHTBGMUSarzfffJO7776bcePG0b59+1Q3Jx3pDUJSLWtj85dfflk/UdOiRYv62Ny+fXvFZmnWXn/9df70pz8xbtw4Tcw0TG8QkhRKAEm2y/oObq3lm2++oaysjFGjRhEKhTj99NMpKiqic+fOGnBKszJ58mRuv/12ysvL6dSpU6qbk670piCp1ixi89y5cyktLWX06NGEw+H62NypUyfFZmlWJk2axF133VW/Sk4apDcFSQolgCTbNasObq3lhx9+oLS0lFGjRhGPxzn99NMpLi6me/fuGnBKVps6dSq33HILY8aMoWvXrqluTjrTG4GkWrOLzfPmzWPEiBGMHDkSa219bO7WrZtis2S1KVOmcNttt2liZsv0RiBJoQSQZLtm28GttSxYsKB+wFlVVUX//v0pKipi11131YBTssoHH3zAddddx5gxY+jevXuqm5Pu9OKXVGv2sbmsrIwRI0ZQW1vLgAEDKCoqomfPnorNklXeffddfv3rXzN27FhNzGyZXvySFEoASbZTB19j8eLFjBo1irKyMpYvX06/fv0oKipi991314BTMtq0adO46qqrGDVqFD179kx1czKBXvCSaorNJJJBixcvZuTIkYwYMYIVK1bQr18/iouL6d27t2KzZLSPPvqIa665htGjR7PTTjulujmZQC94SQolgCTbqYM3YPny5bzyyiuUlZXx008/ceqppzJo0CD22msvHMdJdfNEttpnn33G5ZdfTllZGb169Up1czKFBpmSaorNDVi2bBmjRo1ixIgRLFy4sD4277nnnorNklE++eQTrrzySk3MbBvFZkkKJYAk26mDb8GqVasYM2YMZWVlfPvtt5x88skUFxez//77a8ApaW3mzJkMHTqU4cOHs8cee6S6OZlEg0xJNcXmLVi5ciWjR49mxIgRzJs3j5NOOolBgwax3377KTZLWpsxYwaXXXYZJSUl9O7dO9XNySSKzZIUSgBJtlMH3warV69m3LhxlJaWMnv2bE444QSKioo45JBDNOCUtDJ79mwuuugiXnzxRfbZZ59UNyfTaJApqabYvA0qKiooLy9nxIgRzJ49mxNPPJHi4mIOPvhgxWZJK7NmzeKSSy7h5ZdfZs8990x1czKNYrMkhRJAku3UwbdTTU0N48ePp6ysjE8//ZRjjjmGoqIi+vbti+u6qW6eNGNz587lvPPO49lnn+WAAw5IdXMykQaZkmqKzdupurqaV199lbKyMj777DOOO+44iouLOeywwxSbJaXmzJnDhRdeyAsvvMC+++6b6uZkIsVmSQolgCTbqYM3gkgkwoQJEygtLeWjjz6ib9++DBo0iCOPPJJgMJjq5kkzMm/ePM4++2yeeuop+vTpk+rmZCoNMiXVFJsbQW1tLRMmTKCkpIRp06Zx5JFHUlxczJFHHkkgEEh186QZ+fbbbzn33HN55plnOPDAA1PdnEyl2CxJoQSQZDt18EYWi8WYNGkSpaWlTJ06lUMPPZTi4mKOPfZYQqFQqpsnWeyHH37gzDPP5F//+heHH354qpuTyTTIlFRTbG5k0WiUiRMnUlpayrvvvsthhx1GcXExxxxzjGKzNKn58+dz1lln8eSTT3LIIYekujmZTLFZkkIJIMl26uBNKB6PM2XKFEpKSnjrrbc48MADKS4u5oQTTiAnJyfVzZMssmDBAs444wwefvhhjjnmmFQ3J9NpkCmpptjchOLxOG+99RYlJSW8/fbb68XmcDic6uZJFvnxxx8ZMmQIjz32GH379k11czKdYrMkhRJAku3UwZPE8zzeeecdSktLmThxInvttRfFxcWcfPLJ5OXlpbp5ksEWLVrE4MGD+ctf/sIJJ5yQ6uZkAw0yJdUUm5PE8zzefvttysrKmDRpEnvvvTfFxcWcdNJJis2yQxYuXMgZZ5zBQw89pImZxqHYLEmhBJBkO3XwFPB9nw8//JCSkhImTJjAbrvtRlFREaeeeiqFhYWpbp5kkCVLljB48GDuvfdeTj311FQ3J1tokCmppticAr7v8/7771NaWsqECRPo1asXgwYN4pRTTqGgoCDVzZMMsnjxYgYPHsz999/PiSeemOrmZAvFZkkKJYAk26mDp5jv+3zyySeUlpby6quv0r17dwYOHEi/fv1o1apVqpsnaWz58uX8/Oc/584776R///6pbk420SBTUk2xOcV832f69OmUlJQwfvx4evToUR+bW7ZsmermSRpbunQpgwcP5p577uFnP/tZqpuTTRSbJSmUAJJspw6eRqy1zJgxg9LSUsrLy2nXrh3FxcX079+ftm3bprp5kkZWrlzJ4MGDueWWWyguLk51c7KNBpmSaorNacT3fWbMmEFJSQnjxo2jY8eODBw4kAEDBtCmTZtUN0/SyIoVK/j5z3/O7373OwYMGJDq5mQbxWZJCiWAJNupg6cpay2zZ8+mtLSUMWPG0KJFCwYOHMjpp59O+/btMUZxsLmqqKjgjDPO4Nprr2XIkCGpbk420otLUk2xOU1Za5k1axalpaWMHTuWVq1a1cfmdu3aKTY3Y6tWrWLw4MHcdNNNDBo0KNXNyUZ6cUlSKAEk2U4dPANYa5k7dy5lZWW88sorhEIhBg4cSFFREZ06ddKAsxmprKzkzDPP5LLLLuO8885LdXOylV5QkmqKzRnAWsvXX39dP1GTk5PD6aefTlFRER07dlRsbkZWr17NGWecwa9+9SvOOuusVDcnW+kFJUmhBJBkO3XwDGOtZf78+ZSVlTFq1Ch83+f000+nuLiYbt26acCZxaqrqznzzDO58MILufjii1PdnGymF5GkmmJzhrHWMm/ePMrKyhg5ciTGmPrY3LVrV8XmLFZVVcWZZ57JL37xC84///xUNyeb6UUkSaEEkGQ7dfAMZq1lwYIF9QPOmpoa+vfvT1FREbvssosGnFmktraWs88+mzPOOIPLLrtMf9umpSdXUk2xOYNZa/npp5/qY3MkEmHAgAEUFRWx88476/07i9TU1HDWWWdx7rnnMnTo0FQ3J9vphSNJoQSQZDt18CyyePFiRo4cyYgRI1i+fDn9+vWjuLiY3r17a8CZwSKRCOeffz6nnXYaV111VUb8Lb/77jsGDBjAjBkz6r931113UVBQQI8ePbjrrruYNWsWH3zwAX369ElhSxuU/k+wZDvF5ixhrWXx4sWMGDGCESNGsGrVqvrY3KtXr4x4P5eG1dbWcu655zJo0CAuv/zyjPhbKjaLbJmT6gaIiGytDh068Mtf/pLXXnut/tja3/72txxzzDH84Q9/4IsvvsD3/VQ3U7ZBNBrl4osv5sQTT8yY5M+W7LPPPowYMYJjjjkm1U0REWlSxhg6duzIlVdeyYQJExg3bhzdunXjtttu49hjj+Xee+9l5syZaMI5s0SjUS688EL69euXMcmfLVFsFkkIpLoBIiLbo23btgwdOpShQ4eycuVKxowZw7333st3333HySefzKBBg9hvv/1wHOW501UsFuPSSy+lb9++XH/99VkxwATYc889U90EEZGUaNeuHZdeeimXXnopK1asYPTo0dxzzz3Mnz+/Pjbvu+++is1pLBaLcckll3Dcccdx9dVXKzaLZBklgEQk47Vq1YoLLriACy64gNWrV1NeXs7f/vY3Zs+ezYknnkhRURF9+vTRgDONxONxrrjiCvbdd19uueWWrBlgiohIQuvWrbnooou46KKLqKioYOzYsTz44IN89dVXnHjiiRQXF3PQQQcpNqeReDzOpZdeyiGHHMKNN96o2CyShfSOKyJZpbCwkLPPPpuSkhLee+89jjrqKJ544gn69u3LzTffzNSpU/E8L9XNbNY8z+Pqq69ml1124Y477sjIAeam2pyJj0VEpKm1aNGCc889l9LSUt59912OOOIIHnvsMfr27cstt9zCO++8o9icYp7nceWVV7L33ntz6623ZmQ8U2wW2TIlgEQka+Xl5TF48GBeeOEFPvzwQ0499VSef/55+vbty3XXXcdbb71FPB5PdTObFd/3uf7662nfvj333HNPxg7K2rZty4oVK9b73vLly2nXrl2KWiQikhny8vI444wzeOmll/jwww85+eSTGTZsGH379uWGG25g8uTJis1J5nke11xzDTvttBN33nmnYrNIFlMCSESahZycHE4//XSGDRvGtGnTGDx4MCNGjOCII47gV7/6FW+88QbRaDTVzcxqvu9z8803k5eXx/3335/Ry/4LCgro3LkzEydOBBIDzPHjx3PUUUeluGUiIpkjJyeHgQMH8txzzzFt2jSKioooKSmhb9++XH311bz55pvEYrFUNzOr+b7PjTfeSJs2bbj33nszNvkDis0iW0PHwEu2UweXzYrH40yePJmSkhKmTJnCgQceSHFxMccffzw5OTmpbl7W8H2f3/72t9TW1vLPf/4zo5M/dWbOnMlVV11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\n", " " ], @@ -754,7 +754,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3.8.10 64-bit", + "display_name": "Python 3.10.5 64-bit", "language": "python", "name": "python3" }, @@ -768,12 +768,12 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.10" + "version": "3.10.5" }, "orig_nbformat": 4, "vscode": { "interpreter": { - "hash": "c3057a75a033c35728e4dd89a89a6bf948e5354d1015c384d386d516b0ed8dfa" + "hash": "e7370f93d1d0cde622a1f8e1c04877d8463912d04d973331ad4851f04de6915a" } } }, diff --git a/model/decorators.py b/model/decorators.py new file mode 100644 index 0000000..01ebde9 --- /dev/null +++ b/model/decorators.py @@ -0,0 +1,44 @@ +# -*- coding: utf-8 -*- +""" +Some decorators useful for data analysis functions +""" +import numpy as np + +def multi_input(f): + """Allow a function to also be applied to each element in a dictionary""" + def wrapper(data, *args, **kwargs): + if type(data) is dict: + output_data = {} + for name in data: + output_data[name] = f(data[name], *args, **kwargs) + if all(x is None for x in output_data.values()): + return + else: + return output_data + else: + return f(data, *args, **kwargs) + return wrapper + +def av_output(f): + """Allow running a function multiple times returning the average output""" + def wrapper(average=1, *args, **kwargs): + data_av = f(*args, **kwargs) + try: + if not isinstance(data_av, np.ndarray): + data_av = np.array(data_av) + except: + pass + for i in range(average - 1): + delta = f(*args, **kwargs) + try: + if not isinstance(delta, np.ndarray): + delta = np.array(delta) + except: + pass + data_av += delta + if not isinstance(data_av, tuple): + data_av /= average + else: + data_av = [d / average for d in data_av] + return data_av + return wrapper diff --git a/model/noisereduction.py b/model/noisereduction.py new file mode 100644 index 0000000..12ba488 --- /dev/null +++ b/model/noisereduction.py @@ -0,0 +1,179 @@ +# -*- coding: utf-8 -*- +""" +A collection of noise reduction algorithms +""" +import numpy as np +import scipy +import pandas as pd + +from matplotlib import pyplot +from mpl_toolkits.mplot3d import Axes3D + +from sklearn.decomposition import PCA + +from tqdm import trange +from numba import njit, prange + +from persistence import persistence +from decorators import multi_input + + +@njit(parallel=True) +def compute_gradient(S, X, sigma, omega): + """Compute gradient of F as in arxiv:0910.5947""" + gradF = np.zeros(S.shape) + d = X.shape[1] + N = X.shape[0] + M = S.shape[0] + for j in range(0,M): + normsSX = np.square(S[j] - X).sum(axis=1) + normsSS = np.square(S[j] - S).sum(axis=1) + expsSX = np.exp(-1/(2*sigma**2)*normsSX) + expsSS = np.exp(-1/(2*sigma**2)*normsSS) + SX, SS = np.zeros(d), np.zeros(d) + for k in range(0,d): + SX[k] = -1/(N*sigma**2) * np.sum((S[j] - X)[:,k] * expsSX) + SS[k] = omega/(M*sigma**2) * np.sum((S[j] - S)[:,k] * expsSS) + gradF[j] = SX + SS + return gradF + +@multi_input +def top_noise_reduction(X, n=100, omega=0.2, fraction=0.1, plot=False): + """ + Topological denoising algorithm as in arxiv:0910.5947 + + Parameters + ---------- + X: dataframe(n_datapoints, n_features): + Dataframe containing the data + n: int, optional, default 100 + Number of iterations + omega: float, optional, default 0.2 + Strength of the repulsive force between datapoints + fraction: float between 0 and 1, optional, default 0.1 + The fraction of datapoints from which the denoised dataset is + constructed + plot: bool, optional, default False + When true plot the dataset and homology each iteration + """ + N = X.shape[0] + S = X.iloc[np.random.choice(N, round(fraction*N), replace=False)] + sigma = X.stack().std() + c = 0.02*np.max(scipy.spatial.distance.cdist(X, X, metric='euclidean')) + + iterator = trange(0, n, position=0, leave=True) + iterator.set_description("Topological noise reduction") + for i in iterator: + gradF = compute_gradient(S.to_numpy(), X.to_numpy(), sigma, omega) + + if i == 0: + maxgradF = np.max(np.sqrt(np.square(gradF).sum(axis=1))) + S = S + c* gradF/maxgradF + + if plot: + fig = pyplot.figure() + ax = Axes3D(fig) + ax.scatter(X[0],X[1],X[2],alpha=0.1) + ax.scatter(S[0],S[1],S[2]) + pyplot.show() + return S + +@njit(parallel=True) +def density_estimation(X,k): + """Estimates density at each point""" + N = X.shape[0] + densities = np.zeros(N) + for i in prange(N): + distances = np.sum((X[i] - X)**2, axis=1) + densities[i] = 1/np.sort(distances)[k] + return densities + +@multi_input +def density_filtration(X, k, fraction): + """ + Returns the points which are in locations with high density + + Parameters + ---------- + X: dataframe(n_datapoints, n_features): + Dataframe containing the data + k: int + Density is estimated as 1 over the distance to the k-th nearest point + fraction: float between 0 and 1 + The fraction of highedst density datapoints that are returned + """ + print("Applying density filtration...", end=" ") + N = X.shape[0] + X["densities"] = density_estimation(X.to_numpy().astype(np.float),k) + X = X.nlargest(int(fraction * N), "densities") + X = X.drop(columns="densities") + print("done") + return X + +@njit(parallel=True) +def compute_averages(X, r): + """Used in neighborhood_average""" + N = X.shape[0] + averages = np.zeros(X.shape) + for i in prange(N): + distances = np.sum((X[i] - X)**2, axis=1) + neighbors = X[distances < r] + averages[i] = np.sum(neighbors, axis=0)/len(neighbors) + return averages + +@multi_input +def neighborhood_average(X, r): + """ + Replace each point by an average over its neighborhood + + Parameters + ---------- + X: dataframe(n_datapoints, n_features): + Dataframe containing the data + r : float + Points are averaged over all points within radius r + """ + print("Applying neighborhood average...", end=" ") + averages = compute_averages(X.to_numpy().astype(np.float),r) + print("done") + result = pd.DataFrame(data=averages,index=X.index) + return result + +@multi_input +def z_cutoff(X, z_cutoff): + """ + Remove outliers with a high Z-score + + Parameters + ---------- + X: dataframe(n_datapoints, n_features): + Dataframe containing the data + z_cutoff : float + The Z-score at which points are removed + """ + z=np.abs(scipy.stats.zscore(np.sqrt(np.square(X).sum(axis=1)))) + result = X[(z < z_cutoff)] + print(f"{len(X) - len(result)} datapoints with Z-score above {z_cutoff}" + + "removed") + return result + +@multi_input +def PCA_reduction(X, dim): + """ + Use principle component analysis to reduce the data to a lower dimension + + Also print the variance explained by each component + Parameters + ---------- + X: dataframe(n_datapoints, n_features): + Dataframe containing the data + dim : int + The number of dimensions the data is reduced to + """ + pca = PCA(n_components=dim) + pca.fit(X) + columns = [i for i in range(dim)] + X = pd.DataFrame(pca.transform(X), columns=columns, index=X.index) + print("PCA explained variance:") + print(pca.explained_variance_ratio_) + return X \ No newline at end of file diff --git a/numerical/noisereduction.py b/numerical/noisereduction.py index 12ba488..840a848 100644 --- a/numerical/noisereduction.py +++ b/numerical/noisereduction.py @@ -57,7 +57,8 @@ def top_noise_reduction(X, n=100, omega=0.2, fraction=0.1, plot=False): When true plot the dataset and homology each iteration """ N = X.shape[0] - S = X.iloc[np.random.choice(N, round(fraction*N), replace=False)] + inds = np.random.choice(N, round(fraction*N), replace=False) + S = X.iloc[inds] sigma = X.stack().std() c = 0.02*np.max(scipy.spatial.distance.cdist(X, X, metric='euclidean')) @@ -76,7 +77,7 @@ def top_noise_reduction(X, n=100, omega=0.2, fraction=0.1, plot=False): ax.scatter(X[0],X[1],X[2],alpha=0.1) ax.scatter(S[0],S[1],S[2]) pyplot.show() - return S + return S, inds @njit(parallel=True) def density_estimation(X,k):