{ "cells": [ { "cell_type": "markdown", "id": "ed7209b0", "metadata": {}, "source": [ "# Basic analyses in ECoG or LFP signals" ] }, { "cell_type": "code", "execution_count": null, "id": "0d530d96", "metadata": {}, "outputs": [], "source": [ "import aopy\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from aopy.data import db\n", "import matplotlib_inline.backend_inline\n", "import multiprocessing as mp\n", "from scipy.signal import filtfilt\n", "import matplotlib.ticker as mticker\n", "\n", "matplotlib_inline.backend_inline.set_matplotlib_formats(\"retina\")\n", "\n", "plt.rcParams['font.size'] = 15\n", "plt.rcParams['lines.linewidth'] = 1\n", "plt.rcParams['lines.linestyle'] = '-'\n", "plt.rcParams[\"figure.figsize\"] = (4,3)\n", "plt.rcParams['legend.fontsize'] = 'medium'\n", "plt.rcParams['axes.titlesize'] = 'medium'\n", "colors = plt.rcParams['axes.prop_cycle'].by_key()['color']\n", "plt.rcParams['font.family'] = 'Arial'\n", "\n", "# EVENT CODE\n", "CENTER_TARGET_ON = 16\n", "CURSOR_ENTER_CENTER_TARGET = 80\n", "CURSOR_ENTER_PERIPHERAL_TARGET = list(range(81,89))\n", "PERIPHERAL_TARGET_ON = list(range(17,25))\n", "CENTER_TARGET_OFF = 32\n", "REWARD = 48\n", "DELAY_PENALTY = 66\n", "TIMEOUT_PENALTY = 65\n", "HOLD_PENALTY = 64\n", "PAUSE = 254\n", "TIME_ZERO = 238\n", "TRIAL_END = 239\n", "END_TRIAL_CODE = TRIAL_END" ] }, { "cell_type": "markdown", "id": "0078426f", "metadata": {}, "source": [ "## Get a relevant task id" ] }, { "cell_type": "code", "execution_count": null, "id": "b6bd87d5", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{\"runtime\": 2375.984918117523, \"n_trials\": 915, \"n_success_trials\": 800}\n", "task id: 5927\n", "experiment date: 2022-06-28\n" ] } ], "source": [ "data_dir = '/media/moor-data/raw'\n", "preproc_dir = '/media/moor-data/preprocessed'\n", "\n", "subject = 'beignet'\n", "date = (2022,6,28)\n", "entries = db.lookup_sessions(subject=subject, date=date, task_name='manual control')\n", "\n", "for entry in entries:\n", " params = entry.task_params\n", " \n", " # Extract task id relevant with the delayed center out task\n", " if 'rand_delay' in params:\n", " exp_id = entry.id\n", " exp_date = entry.date\n", " print(entry.report)\n", "\n", "print('task id:', exp_id)\n", "print('experiment date:', exp_date)" ] }, { "cell_type": "markdown", "id": "1897bcbb", "metadata": {}, "source": [ "## Load relevant data" ] }, { "cell_type": "code", "execution_count": 3, "id": "8d9a3d71", "metadata": {}, "outputs": [], "source": [ "trial_filter = lambda t: REWARD in t # choose only rewarded trials for analysis\n", "\n", "# Load data\n", "lfp_data, lfp_metadata = aopy.data.load_preproc_lfp_data(preproc_dir, subject, exp_id, exp_date)\n", "data, metadata = aopy.data.load_preproc_exp_data(preproc_dir, subject, exp_id, exp_date)\n", "eye_data, eye_metadata = aopy.data.load_preproc_eye_data(preproc_dir, subject, exp_id, exp_date)\n", "fs = lfp_metadata['lfp_samplerate']\n", "volt_bit = lfp_metadata['voltsperbit']\n", "\n", "# Get channels position and acqusition channels\n", "elec_pos, acq_ch, elecs = aopy.data.load_chmap(drive_type='ECoG244')\n", "\n", "# Convert int data into voltage\n", "lfp_data = lfp_data[:,acq_ch-1]*volt_bit # Only use channels with acq_ch\n", "\n", "# Load event times\n", "segs, times = aopy.preproc.base.get_trial_segments_and_times(data['events']['code'], data['events']['timestamp'],CURSOR_ENTER_CENTER_TARGET, TRIAL_END)\n", "times = [t for s, t in zip(segs, times) if trial_filter(s)] # get_trial_segments_and_times() does not include a trial filter so doing this outside. \n", "\n", "trial_start = np.array([t[0] for t in times])\n", "target_onset = np.array([t[1] for t in times])\n", "gocue_time = np.array([t[2] for t in times])\n", "acquire_time = np.array([t[3] for t in times]) # corresponds to cursor enter peripheral target \n", "reward_time = np.array([t[4] for t in times])\n", "trial_end = np.array([t[5] for t in times])\n", "ntr = gocue_time.shape[0]\n", "\n", "# Load cursor trajectory\n", "cursor_traj, tsegs = aopy.data.get_kinematic_segments(preproc_dir, subject, exp_id, exp_date, CURSOR_ENTER_CENTER_TARGET, TRIAL_END, trial_filter=trial_filter) \n", "\n", "# Target labels\n", "target_idx = np.array([int(seg[1] - CENTER_TARGET_ON ) for seg in tsegs])" ] }, { "cell_type": "markdown", "id": "f51877f2", "metadata": {}, "source": [ "## Preprocessing" ] }, { "cell_type": "code", "execution_count": 4, "id": "59a70fa6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Bad channels : [ 59 228]\n", "The number of bad channels : 2\n" ] }, { "data": { "image/png": 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JgKrN/761Ro0aGj16tKntjjnmGG3fvl0rV67UZ599pptvvtmhEgIA7EbbBxLNv5FasqehOtp6ffLJJ8vlcvmWqddVx8qVK3XgwAHfco0aNTRt2jTNnz9f9evXt7w/J+tgtPvu0aOH6tWrF3bfSA1211dJWrt2rYqKinzLdnUaUl+rJifb7Z2sU19//XXAcWB23w0aNFD37t3D7hvJy+l+pvz8fG3YsMG3bNf5NRXqK0EZMG3ZsmW+x40bN1bTpk1Nbde1a1elp6f7ln/88UfbywZAcrlc+vbbb7V9+3YVFhbqnXfeMb3tvn37tHv3bt9yLKn9AERnxowZevnllyVJaWlpeuGFF0xFtgNwjv8o5wEDBqhGjRoJLA0AIB5o+0Ci+adzTktLU7du3WLep3+9drlcphu/69atq9atW/uWqddVj8vl0kUXXaSVK1fqlltukdsdXXeCk3XQf9+S1KtXL1P7Ll+OJUuWqKyszNS2SE521Vcp8Fwsma9XkVBfqyYn2+2drFPR7rv8utu3bw/IQork5nQ/09KlSwOmekz0+bX8uk7WV4IyYIphGAFzSh177LGmt01PT1erVq18yz/99JOtZQNQUUZGhqVI8BkzZgRcCDt16uREsQCEsGvXroD5Hu+880717ds3gSUCYBhGwA+6448/PoGlAQDEA20fSAb+mTKOO+44VatWTQsXLtT111+vHj16qE6dOqpWrZpatWqls88+W0899ZQOHz4cdp9r1qzxPW7WrJmlQNN27dr5Hm/cuJFOwCoiMzNTl1xyiRYtWqRXX33V8ijZ8pysg/77drlcat++fVT7Liws9GWuRGqxu75KgefiWrVqqX379lq2bJluu+02nXDCCapXr56ysrLUokULnXbaaZo6dWrAFD2hUF9hd7u9k3XKf9+StXtj/31L3BunKif6mYJlhfv55581adIk5eTkqGHDhsrMzFTTpk01cOBA3Xfffdq8eXPE106F+kpQBkzZv39/QNqXZs2aWdref94ebhaA5FJcXKwHH3ww4Lnhw4cnqDRA1fT73//eF0XcvXt3TZ48OcElArBt2zYVFhb6lv1H6O3YsUOPPvqoTj75ZLVs2VJZWVlq1qyZTjvtND3yyCM6ePBgIooMAIgRbR9IBv6js6tVq6ZBgwYpJydHTz31lJYvX66DBw+qqKhIW7Zs0Zw5c3T99derQ4cOevXVV0Puc/v27b7HsdTr0tJS7dixw9L2SE3XX3+9Xn75ZdsCk52sg/779nbkRLNviXN3qrK7vkqB5+KGDRvqvPPOU8+ePTV16lQtWrRIv/76q4qLi7Vt2zZ99tlnuu2229S+fXs9+uijYfdLfYUVZtrtnaxT/vuWrJ2/qa9Vj9l+Jv/za61atXTHHXeoY8eOuu+++7Rw4ULt3btXJSUl2rFjh77++mtNmjRJxx13nO6+++6wwcGpUF8JyoApu3btCli2Oheb/9xUpaWlOnTokC3lAhC7e++9NyDyzzvaBkB8vPDCC5o5c6ako9HHL7zwgqUfUACcUf4HWHZ2tjwejx555BG1b99et9xyi7788ktt3bpVxcXF2r59uz777DNNnDhRHTp00CuvvJKgkgMAokXbBxLt8OHD+vnnn33Lixcv1ldffRVxux07duiSSy7R3XffXeFvhYWFAXUxlnotHU1LDVjhdB30P3dTv2EX/5HcmzZt8rXbhHPgwAHdcsstuvzyy0N2HFJfYYWZdnsn65T/vrOysixlOaK+Vj1m+5n8z6/5+fmaPn26PB5P2H0XFhbq/vvv17Bhw0JmiEuF+kpQBkzJz88PWK5du7al7WvVqhWwTMMEkBzeffddPfDAAwHP3XfffcrKykpQiYCqZcuWLbrpppt8y3fddRdTJABJonzq2erVq+viiy/WxIkTdeTIkbDb7t69W5deeqnuvfdeJ4sIALAZbR9ItGXLllVolHa73brwwgs1f/5839zemzZt0n//+1917949YN37779fjz/+eMBz1GskmtN10H//1G/YYfv27RUCNSXprLPO0syZM7VlyxYVFRVp27ZteuONN5STkxOw3osvvqg77rgj6L6przDLbLu9k3WK+gqzzNZXj8ejFStWVNh+wIABevXVV7Vx40YVFhZq586dmjVrls4999yA9ebNm6dx48YFLUMq1FeCMmCKf/pO6ehIXivKr19SUhJzmQDE5pNPPtHFF18cMMfXyJEj9X//938JLBVQdRiGoSuuuEIHDhyQJB1//PFBR7YBSIzyP8Duu+8+vfHGG5KkJk2aaOrUqVq3bp0KCwu1Z88ezZ49W2eccUbANvfcc49eeumluJUZABAb2j6QaOXn2G7QoIE++ugjvfbaaxo8eLCys7OVlZWl1q1ba9y4ccrNzdWNN94YsM3EiRO1bt063zL1GonmdB303z/1G3Yofy6uXr26XnnlFc2ZM0fDhw9XixYtlJmZqWbNmun888/XV199pYceekgul8u3zbRp0/Tpp59W2Df1FWZYabd3sk5RX2GGlfq6bt26gIFObrdbU6dO1cKFC3XRRRepTZs2ysrKUuPGjXXuuedq1qxZeuWVVwKySr/99tt6/vnnK+w7FeorQRkwpXy6LbfbWtUpv36kVDQAnPXxxx9r+PDhKiws9D3XoUMHTZ8+PXGFAqqYJ598Up988okkKTMzUy+88ILlG0YAzin/A+zbb7+VJOXk5GjlypWaOHGijj32WGVlZalBgwYaNmyYPvroIz300EMB211//fXas2dP3MoNAIgebR9ING8H3wknnKAmTZpoxowZGjJkSMj13W63HnvsMY0ZM8b3XGlpqaZMmeJbpl4j0Zyug/77p37DDrVr19bFF1+s/v37q0mTJnruued08cUXh93mtttu08SJEwOemzRpUoX1qK+IxGq7vZN1ivqKSKzWV8Mw9H//93/KyclR8+bNdf/991c4d5Z38cUXa+rUqQHP3XfffSotLQ14LhXqK0EZMCU9PT1gOdScaKGUPziYGgFInLfffltnn312QERidna2PvroI9WpUyeBJQOqjp9++kl33nmnb3nSpEkVUg8DSD6tW7fWrFmz1KBBg5Dr3Hbbbbr66qt9y/n5+XrkkUfiUTwAQIxo+0CiDR8+XG+88YZ++OEH7dixQ4MGDTK13bRp0wICvN955x1f4zj1GonmdB303z/1G3YYOHCgXnnlFX3zzTfasWOHLrroIlPbTZkyJeC34sKFC7Vp06aAdaivCCeadnsn6xT1FeFEU187d+6sF154QV999ZW2bt0a0D4ezvjx49W5c2ff8qZNm7RgwYKAdVKhvhKUAVNq1KgRsOwf9WRG+fU5AQOJ8dhjj+mCCy5QcXGx77ns7Gx99tlnat++fQJLBlQdZWVluvzyy303rH379tUf//jHBJcKQHn+qRG9Jk+erHr16kXcdsqUKQHbv/vuu7aWDQDgDNo+kKpatmyp008/3bdcWFiohQsXSqJeI/GcroP++6d+I5Fq1KihsWPHBjznzZDqv44X9RX+om23d7JOUV8RSrz7mVwuly6//PKA51Lx/EpQBkypX79+wPLBgwctbe+/vtvtVt26de0oFgCTysrKNGHCBN18880BqZdat26tL7/8Up06dUpg6YCq5cEHH9Q333wj6egN3gsvvKC0tLQElwpAecccc0zAclpamkaPHm1q26ZNm6pfv36+5dWrVzOFCQCkANo+kMp+97vfBSxv3LhRklSnTp2A3xux1GtJYTOGAcE4XQf9z93UbyRaqHOxF/UV5cXabu9knfLf96FDh2QYhm37RmpKZD+TlfNrstZXgjJgSpMmTeRyuXzLu3fvtrT9zp07fY8bNGhA5xMQRwcPHtQ555yjJ598MuD5rl27asGCBTr22GMTVDKg6lm2bJnuuece3/KUKVMCUq8BSB6NGzcOWG7dunWFQI1wevToEbCcl5dnS7kAAM6h7QOprEmTJgHL3oBQl8sVcF8TS72WKt4jAZE4XQezs7Md2zdgVahzsRf1Ff7saLd3sk7577usrEz79++3bd9IPYnuZ7Jyfk3W+kpQBkzJyspS06ZNfctbt261tL3/+m3btrWtXADC2759u0466SR99NFHAc+ffPLJWrBggVq0aJGgkgFV04wZMwLSut15551yuVxh/917770B+2jbtm3A38vPTwrAHm3atAlYrlmzpqXty4+OtvJjEACQGLR9IJWVHw3on3bZvz7GUq8bN25cYSoKwAwn66D/vg8dOmRppLj/vl0ul1q3bm2pbEB54c7FEvUVv7Gr3d7JOlX+ftbK+bv8utwbp7Zk6Geycn6VkrO+EpQB07p16+Z7vG7duoDUNOHs2rUroBHafz8AnLNp0yYNGDBAy5YtC3j+oosu0ty5c0mlCwBAGA0aNAiIwt+xY4el7Q8fPhywbDWoAwCQGLR9IJHy8/P1888/6+uvv1Zubq6lbXft2hWw3LBhQ99j//q4f//+CqMBQ/F4PPrpp5+C7gewwsk6WP651atXmy7XmjVrfI/btm3LPTskSUeOHNGmTZv03Xff+aafNSvcuViivuIoO9vtnaxTdu07MzOTbN0pzM76WlRUpC1btujHH3/UZ599Zqkc8Tq/OllfCcqAaf7z9Rw+fFirVq0ytd13330XsNy/f39bywWgoi1btuiUU06pMIL+T3/6k1555ZUKUYQAAKAi//vWPXv2mG48lqQNGzYELLdr1862cgEAnEPbBxJl1apVql27tjp06KCBAwfqhhtusLT9Dz/8ELDcu3dv3+Pyc3CXXzeUlStXKj8/37dMvUa0nKyD0e77wIEDWrt2bdh9o+o5fPiwatWqpbZt26p///46//zzLW0f7lwsUV9hf7u9k3Uq2n0bhhGw7gknnKD09HRT2yK52F1fW7ZsqVatWqlv374644wzVFhYaHpbp86v8ayvBGXAtKFDhwYsz54929R2H3zwQcDykCFDbCsTgIry8/N15pln6pdffvE953a79eS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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 374, "width": 1074 } }, "output_type": "display_data" } ], "source": [ "# Bad channel detection\n", "numsd_badch = 5.0\n", "bad_ch = aopy.preproc.quality.detect_bad_ch_outliers(lfp_data[:60*fs,:], nbins=10000, thr=0.05, numsd=numsd_badch, debug=True, verbose=True) #bad channels detected from the lfp data in the 1st second\n", "good_ch = ~bad_ch\n", "\n", "# Only use good channel data\n", "elec_pos = elec_pos[good_ch]\n", "acq_ch = acq_ch[good_ch]\n", "lfp_data = lfp_data[:,good_ch]\n", "\n", "# Band-pass filter lfp_data to remove DC component. Otherwise, low frequency power is confounded by DC in the subsequent re-referencing process\n", "cutoff_freq = (0.1, 200)\n", "filter_order = 4\n", "b, a = aopy.precondition.butterworth_params(cutoff_freq[0], cutoff_freq[1], fs, order = filter_order, filter_type = 'bandpass')\n", "lfp_filter = filtfilt(b, a, lfp_data, axis=0)\n", "\n", "# Re-reference data by subtracting mean across channels from data to localize signals and remove noise shared across channels\n", "lfp_reref = lfp_filter - np.mean(lfp_filter, axis=1, keepdims=True)\n", "\n", "# Compute movement onset based on cursor speed\n", "movement_onset = aopy.analysis.get_movement_onset(cursor_traj, 1000, trial_start, target_onset, gocue_time, numsd=3.0, butter_order=4, low_cut=20, thr=5)\n", "movement_onset = movement_onset + trial_start" ] }, { "cell_type": "markdown", "id": "b78a1377", "metadata": {}, "source": [ "## Calculate spectral power using multitaper method" ] }, { "cell_type": "code", "execution_count": 7, "id": "ca3dec29", "metadata": {}, "outputs": [], "source": [ "# Parameters for multitaper\n", "bands = [(0.1,4),(4,8),(8,14),(14,30),(30,80),(80,150)]\n", "nband = len(bands)\n", "band_name = ['delta','theta','alpha','beta','gamma','hgamma']\n", "nch = lfp_reref.shape[-1]\n", "\n", "# Get parameters for multitaper analysis.\n", "NW = 0.5 # time resolution in sec. the length of the time window to extract data. \n", "BW = 4 # frequency resolution\n", "dn = 0.02 # step size to move the time window\n", "fk = 200 # the upper range of frequency for multitaper method\n", "\n", "#### Note ####################################################################################\n", "## Tapers are applied to each windowed data, then FFT is performed to the tapered data. ##\n", "## When muptiple tapers are used, the spectral power is estimated for each tapered data, ##\n", "## then averaged across tapers ##\n", "## The number of taper is determined by (2*NW*BW-1). 3 or 5 tapers are usually used. ##\n", "## Spectral power gets more smooth as the nubmer of tapers increases. ##\n", "## But the large number of tapers may cause weird effects ##\n", "##############################################################################################\n", "\n", "# Apply the multitaper method to time-series data\n", "n,p,k = aopy.precondition.convert_taper_parameters(NW,BW)\n", "f_spec, t_spec, spec = aopy.analysis.calc_mt_tfr(lfp_reref, n, p, k, fs, dn, fk, pad=2, ref=False)\n", "t_spec += n/2 # To move the time axis so that the spectrogram bins are aligned to the right edge of each window\n", "\n", "# Average spectrogram for delta, theta, alpha, beta, gamma, highgamma\n", "spec_band = np.zeros((t_spec.shape[0], nband, nch))\n", "for iband, freqs in enumerate(bands):\n", " f_idx = (freqs[0] <= f_spec)*(freqs[1] >= f_spec)\n", " spec_band[:,iband,:] = np.mean(spec[f_idx,:,:], axis=0)" ] }, { "cell_type": "code", "execution_count": null, "id": "2cd0a341", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(100, 6, 238, 800)\n" ] } ], "source": [ "# Normalize spectral power along time axis\n", "spec_norm = (spec_band - np.mean(spec_band, axis=0, keepdims=True))/np.std(spec_band, axis=0, keepdims=True)\n", "\n", "# Align spec to (event times - NW) so that the spectrogram bins are aligned to the right edge of each window\n", "time_before = 1.0\n", "time_after = 1.0\n", "fs_spec = int(1/dn) # samplingrate is for spectrogram\n", "spec_aligned_target = aopy.preproc.trial_align_data(spec_norm.reshape(t_spec.shape[0],-1), target_onset-NW, time_before, time_after, fs_spec)\n", "spec_aligned_gocue = aopy.preproc.trial_align_data(spec_norm.reshape(t_spec.shape[0],-1), gocue_time-NW, time_before, time_after, fs_spec)\n", "spec_aligned_reach = aopy.preproc.trial_align_data(spec_norm.reshape(t_spec.shape[0],-1), movement_onset-NW, time_before, time_after, fs_spec)\n", "t_axis = np.linspace(-time_before, time_after, spec_aligned_target.shape[0])\n", "\n", "# Reshape to (ntime, nband, nch, ntr)\n", "spec_aligned_target = spec_aligned_target.reshape(t_axis.shape[0], nband, nch, -1)\n", "spec_aligned_gocue = spec_aligned_gocue.reshape(t_axis.shape[0], nband, nch, -1)\n", "spec_aligned_reach = spec_aligned_reach.reshape(t_axis.shape[0], nband, nch, -1)\n", "\n", "# Trial-average spectral power\n", "ntarget = len(np.unique(target_idx))\n", "m_spec_aligned_target = np.zeros((spec_aligned_target.shape[0], spec_aligned_target.shape[1], spec_aligned_target.shape[2], ntarget))\n", "m_spec_aligned_gocue = np.zeros((spec_aligned_gocue.shape[0], spec_aligned_gocue.shape[1], spec_aligned_gocue.shape[2], ntarget))\n", "m_spec_aligned_reach = np.zeros((spec_aligned_reach.shape[0], spec_aligned_reach.shape[1], spec_aligned_reach.shape[2], ntarget))\n", "for itarget, targ in enumerate(np.unique(target_idx)):\n", " m_spec_aligned_target[:,:,:,itarget] = np.mean(spec_aligned_target[:,:,:,target_idx==targ],axis=-1)\n", " m_spec_aligned_gocue[:,:,:,itarget] = np.mean(spec_aligned_gocue[:,:,:,target_idx==targ],axis=-1)\n", " m_spec_aligned_reach[:,:,:,itarget] = np.mean(spec_aligned_reach[:,:,:,target_idx==targ],axis=-1)" ] }, { "cell_type": "markdown", "id": "d6ec0348", "metadata": {}, "source": [ "## Visualization" ] }, { "cell_type": "code", "execution_count": 10, "id": "d6f7e7b1", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-6.0, 6.0, -6.0, 6.0)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 351, "width": 328 } }, "output_type": "display_data" } ], "source": [ "# See channel locations on the brain\n", "fig,ax=plt.subplots(figsize=(4,4))\n", "aopy.visualization.plot_ECoG244_data_map(np.zeros(256,), cmap='Greys',ax=ax)\n", "aopy.visualization.annotate_spatial_map_channels(drive_type='ECoG244', color='k',ax=ax)\n", "aopy.visualization.overlay_sulci_on_spatial_map(subject, 'LM1', 'ECoG244', alpha=0.5)\n", "ax.set(title='acqusition channel location')\n", "plt.axis('off')" ] }, { "cell_type": "markdown", "id": "2492eca4", "metadata": {}, "source": [ "### Visualize temporal changes in spectral power at exmaple channels" ] }, { "cell_type": "code", "execution_count": 11, "id": "c9732108", "metadata": {}, "outputs": [ { "data": { "image/png": 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1/XCq5pVfKjE1Cjb8DPvmQE5y4Qu5BULLCdBgGATUKbmBhBoNBDVUX11fgZQIOLFSfUXuAsUCphzY+wvsnQ11+kG7p6BKe2sMGo0GhyA3HILc8OhYGcVowXAqhewjCRiOJ1uTbJZsE1lhcWSFxaF1c8CloR8ujQPU34FWkmwlQRJrZcSTTz5p187U4cOHUZT8abEHDhygatWqJCQkFDouNzeXtLQ0Tpw4wcyZM+nWrRuzZs2ievXqtg5ZCCGEEKL8yUqCdVPh0B/5bVoH6PgcdHpBnUlmL341YOJ6WP8m7JmhtoUvg5iDMPIXCGllv9iEuAs89dRTHD9+3Lqt0+mYM2cODz74oB2jEkIIIYS4uylGM+mbosjYGg2W/L9vuzYLxGtANXTujpcPVCBih9qXObFCTWQVVLkltHkc6g8BvWPpB+5TFdr9T32lXFDj2v+bWiUEBU6uUl+VmqkJtvpD1TXcCtA4aHFp4IdLAz8UoxnDyRSyDydgCE9GMaqfz5JlJGtPHFl74tC6O+DSyB/XRgE4VvWUJNsdkMSaAAqvrwYwf/78Ip23efNm2rRpw7Jly2jXrt1t3Ts6Ovqm+2NjY2/rukIIIW6PTqfDYrGg1Uo9biFsRlHg8AJY+xpkJ+W3h7SFQV9BYF37xVaQ3gn6faTOmvv7STCkQlokzO4LPd6Edk+r67UJIQr5559/mDNnTqG2L774QpJqQghxD5L+lhAlx3A6hZSlZzAnG6xtej9nvIfVxLmmj9pgzIEjC2HPj3DpaOELaB2g4XBoPRmCW9gw8qv4VIG+H0CXl2H/HNg9AzJi1H0xB2DxRNgwDdo+Ac3GgrPnNZfQOOisa7NZ8swYTiaTczgRw4kCSbZMI1m7YsnaFYvOyxHXlkG4tQ5C7yVr/BaXRik4TUmUSREREVSrVs26/dZbbzFt2rQSvcfkyZOZOXNmobbAwECeeOIJRowYQdWqVVEUhTNnzrBkyRK+/vprMjIyrMf6+fmxd+/e21oXrjjrCERFRREcHFzsewghhBBClFnJ52DFc3BuS36bkxf0mgbNHym7iarUKLWDF7Unv61mTxg6A9wD7BfXXSY6OpqQkBBAnnXLK0VRaNasWaHBjMOHD2fx4sV2jCqffAeFEEIIcbcxZ+SRuvIcOQcLVFvTafDoEoxnt1A0DlpIj1GTafvnQE5K4Qu4V4CWE6HFI+BRwaaxF4kpD44thV3fXLv2m5MntBinzq7zuvVzmyXXjOFEsjqT7WQymK5KB2nAua4vbm0q4lzbp9zNYiutZ12bzljLyMggMzOTihUr2vK2ogiunrHWs2dP/vjjDwICCv9RpHnz5jRv3pxJkybRr18/aymTpKQkxo0bx9atW20WsxBCCCHEXc1shJ3fwNaPwJQ/wpIGw6Dvh8VfGNvWvEPgkZWw5QN1kW0UOLMBZnSEET/ZZy04Icqg9evXX9PfWrJkSbEGGBYkY2OFEEIIca9SLApZe+NIWxWBYjBZ2x2reuIzvBYOga5qUmr7t7DtEzBmF75AcCt1dpqtyj3eLr0jNBkNjUep61rv+hZOr1P35aar/cjdP6h9xw7Pquu23YDWSYdrkwBcmwRgyTVhCE8m++DlJJsCKGAIT8YQnozOywm3VhVwaxWETmax3ZRNE2tz5szh2WefpVWrVgwfPpwRI0bI2lxlRJcuXfD19eXcuXP4+Pjwzz//4OrqesPjQ0NDWb16Nc2aNSM5WV3gcdu2bWzYsIGePXsW695RUVE33R8bG0vr1q2LdU0hhBBCiDItcjeseB7ij+W3eQbDgM+gTl/7xVVcOge1BGTVjrBkMmTFQ2YczBkMXaZA5ynXrAMgxL1m5cqV9g5BCCGEEOKuZ7yURcqSM+RdSLe2aVz0ePevhmuLCupMq3NbYOWLkHQ6/0StAzQcAW0mQWU7lnu8HRoNVO+ivuJPwO7v4NACMOeCxaSWuDy2FPq8D60nqcffhNZJj2vTQFybBmJKyyX7vziy/ovDnJYHgDktl/QNkaRvisS5rh9ubYJwrlX+ZrGVBJv2cpcuXYrFYmHPnj2EhYWRlJTEhx9+aMsQxA189NFHxT4nNDSUKVOm8Morr1jb5s2bV+zEmpQaEUKIsmXOnDkYjUYcHBwYN26cvcMRonzJSoT1b8HBefltGi20eQK6vQZO7vaL7U7U6A6P/wtLJ10uaamoM/Ei/oXhP4FXZXtHKITdnD171t4hCCGEKEOkvyVE8ShGM+mbosjYGg2W/Jn7rs0C8RpQDZ27o1r2ce1rapLpCo0WWj0KnV4sm+UeiyuwLgz+Brq/Af/NgrCfICdZTbCtngLRe9X1uR1vPFmmIL2XE549q+DRLRTDyWSywuLyZ7FZwHA8CcPxJHTeTri1DsKtZRA6zzI8y8/GbJpYO3XqFBqNxlq6YuzYsba8vSgF48aNK5RY27hxox2jEUIIURIiIiLsHYIQ5Y/Fotb23zANDKn57RWbqJ2fSs3sFVnJ8agADy2Ffz+Hze+DYoYLO2BWT5i4FrxD7R2hEHaxYsUKe4cghBCiDJH+lhBFZ0o1kPjzUUwJOdY2vZ8z3sNq4lzTJ7+8/pYPIS8z/8Tg1jDgU7W/Vd64B6qDMjs8q5bl3/m12n7kL4g/DqPngm/RqwRqdBpc6vvhUt8PU6qBrLA4svZewpJ+eRZbai7p6y6QviESl3q+uLWtiFNN79sua15e2DSxdqVk4BU1atSw5e1FKQgKCqJKlSpcuHABUBcDvDLqRgghhBBCALGH1LKPF/fmtzl5QY83oOUE0OrsF1tJ02qh84tqachFEyE9GjJiYO4wmLAW3PztHaEQQgghhBDiLmCMzybx5yPWMoXoNHh0CcazWygaBy2c3w6rXoSEE/knufpBz+nQ9EG1b1KeObpC73cguCX8/aSaWLx0FGZ2heGzoHbvYl9S7+2MV++qePaoguFEEpl74sg9nXJ5FptCzrEkco4l4RDsjmf3UJzr+d6zCTabfrtq165daDs6OtqWtxelpEKFwlNpk5KS7BSJEEIIIUQZYkiDVVPUjk3BpFrj0fDUf9D6sfKVVCsotC1M2gJ+NdXtpDMwbwQY0m96mhBCCCGEEELkXcwk4cdD1qSa3t+FCv/XDK/eVdEY4mHxYzBnYIGkmkYdtPjUXmg+tvwn1QqqPwQe2wR+tdRtQxr8MUqdxWex3NYlNToNLg38CZjQkKCXWuHRLQStR/5EGmN0Jkm/HSf+6wNkH0lAKVCi815h02/Yc889h6Io1izmN998Y8vbi1JypbTnFU5OTnaKRAghhBCiDFAUOLIIvm0FYT+Ccrkz418Hxq2A4TPLR43/W3EPgLFLwaOSuh17EP58AIwGu4YlhBBCCCGEKLtyz6eRMPMwliwTAA4V3Qh4vDEO/k6w+we1n3Xkr/wTKjVXE0sDvwBXXztFbWcBddTfQd2BlxsUtUzk/DGQk3JHl9b7OuPVpyoVX2mN7wN1cajoZt1njM0i+fcTXPpqP9kH4++pBJtNE2sPP/wwr732GoqioCgK3377LdOnTyc3N9eWYYirWCwWEhISOHr0KBs3biQxMbFY58fHx1vf6/V6vL29SzhCIYQQQoi7RMIp+G0wLJ4ImZfUNr0L9HgLHv8XqnWyb3y25h2qJtdcfNTtiO2w5FGwmO0blxBCCCGEEKLMyTmRTMLPR1Fy1f6CY1VPAiY1Rpe8H2Z2gTWvQO7lKhguPjDwS3h0I1Rubr+gywpnTxg9D3pOA83ltM/ptWoFlbijd3x5jU6La+MAAv+vGX4P18ch2N26z3Qpm+Q/T3Lp831k7buEYi7/CTabrrEG8O6779KjRw+efvppjh8/zttvv813331H165dadeuHZUrV8bX1xdHR8ciX7Nz586lGHH598orr/DJJ59Yt2fNmsXEiROLdG5CQoJ1fTWApk2b3rN1VYUQQghxD8vLhu2fwo6vwWLMb68zAPp9qCaY7lWBdeHBRTBnMBizIHw5rHgWBn0N8twohBBCCCGEALIPJZC84CRcnvXkVNsHv+EV0K79Pzj4e+GDmz8MPaaBm5/tAy3LNBro+BxUbAqLJkBOMqREwKyeMPhraDyqBG6hwaW+H871fMk9lUL6pijyLqjJTlNiDikLT5G+MRLPbiG4NgtEoy+fZTltmlgLDc3/g4LZrGadFUUhMTGRxYsXs3jx4mJfU6PRYDKZSizGe1Hjxo0Lba9du7bIibVFixYV2u7WrVuJxSWEEEIIUeYZc+DUGlj3JqRF5rd7h0K/j6FOP/vFVpYEt4TRc+GP0Wricf9vlxcWn2bvyIQQQgghhBB2lrknltS/z8DliU4ujfzxrbMfzY9T1eTQFUGNYcDnENLKPoHeLWp0g8lbYcFYtSS/KQeWPAYX90Hvd0HncMtL3IpGo8G5ji9OtX3IPZtG+sZI8s6nAWBONpCy+DTpGyPx6BqCW8sK5S7BZtPEWnR0dKHZTFfPbLp6rS5hG3369MHBwQGjUR1dvWzZMqKioggJCbnpeZmZmXz88cfWbY1Gw2OPPVaqsQohhBBC2F1qlFpS4/R6OLdV7aRcoXWADs9ApxfA0dV+MZZFNXvA8B9h0URAgX+/UJNr7Z+2d2RCCCGEEEIIO0nfEkX6mgjrtlsjF7xzX0KzYnv+QU5e0OMNaDkBtDrbB3k38g6FCWth1YtwYK7atmcGxB6C+34Fj6ASuY1Go8G5pjfONb3JPZdG+qZIcs+kAmBOzSX17zNkbIrEo0swbm0qlpsEm81LQUryrOwJCAhg6NChLFy4EIDc3FwmT57M8uXL0emu/z9UZrOZiRMnEhERYW0bM2YMtWrVskXIQgghhBC2YzZB1J78ZFr88esfV60z9P8MAmrbNr67ScMR6uLZK19Qt9dNVZNrTR+wb1xCCCGEEEIIm1IUhfS1EWRsiba2uVeNwuvM/6FRCpTXbzgC+nwAHhXsEOVdzsEZhnyrVhBZ9RKY8yByF/zYGUb9BqFtS/R2TtW9CKjeiNwL6WRsisRwMgUAc3oeqcvPkbEjBu/+1XBu4HfXLydl08Ta7NmzbXm7e15ERATVqlUr1HajxObHH3/MihUryMlRR1yvXr2aIUOGMHPmTCpVqlTo2AsXLjB58mTWrl1rbQsICOCrr74q4U8ghBBCCGEnWYlqEu30Oji7EQxp1z/OvQLU6gX1BkOt3rJmWFG0ehSykmDL++r2P0+pC49L2UwhhBBCCCHuCYpFIfWfM2TtibO2eXosxzPux/yDvKvAwM+hZk87RFjOtHgEKjSCv8ZC+kXIvAS/DoDe70GbySXej3Wq4onT+IbkRWeQvikKw/EkQC0RmTQvHMdqXngPrI5jZfcSva8t2TSxNm7cOFveThRD1apVmTt3LqNGjcJisQCwcuVKatSoQa9evahXrx5Go5Fjx46xadOmQuvaeXt7s3r1agICAuwVvhBCiBLUsmVLTCYTer3NJ7YLYT9mI8QdhjMb4dRatfY81xuQpIHKLaB2HzWhFtQEtOWjlIVNdZkC2UkQ9iMoZlj4CDy0BKp2sHdkQgghhBClSvpb4l6nmC0k/3WKnEMJV1rw1n+Pu3G1uqnVQ/v/g84vSXn9khTcAiZthUXjIWI7WEyw5mWI/g8Gfw2ObiV+S8dgD/wfrk/exUzSVp4j95w6YDXvfBrx3x7AtUUFvPpURefhWOL3Lm3yv+DCasSIESxatIgJEyaQmpoKgMFgYPny5Sxfvvy659SsWZP58+fTokULG0YqhBCiNA0YMMDeIQhR+nJSIOo/tcRj1B41kWbMvv6xzl5Qo4eaTKvRA9xlMNEd02ig74fqQuRHFoLJAPPHwCMroWJje0cnhBBCCFFqpL8l7mWWPDPJv4dbSwSCCV+Hz3HVbVM3Q9rCwC+gQn27xViuuQfA2L9h43TY+bXadnQRXDoGo+eBf81Sua1jZXf8H2uE4XgSqavOY04ygALZey+RczgRj24heHSsjMbh7hm0Kok1UciwYcNo1aoVH330Eb/++iuZmZnXPa5KlSqMHz+el19+GWdnZxtHKYQQQghRDIoCyecgcnd+Ii3hxM3PCayvlnas3QeCW4NOHptLnFYLQ76HnFQ4sx5y02HeCJiwBvxq2Ds6IYQQQgghRAmyGEwk/nqMvIj0yy25+Dl8gIturzqYsdfb0OxhqQhS2nR66P2Ouu7a3/+DvAxICIeZXWHYD1BvUKncVqPR4NLAH+c6vmTujCF9YyRKrhklz0z62giywmLx6lcNl0b+d8X6axrlRotu2YnFYiE5OZmcnBxCQkLsHc49zWg0EhYWRnh4OElJSej1eipWrEjdunVp3ry5zeKIjo62fheioqIIDg622b2FEEIIcRcyGiDmQH4SLWqPWnbwZrxCIKQ1VOmglnj0DrVNrALysuC3oRAdpm57V4GJ68AjyK5h2Yo86wp7k++gEEIIIUqbJdtIwqzDGGPUKiEasvF3fBsn7VFoNAr6vAfugXaO8h6UeBoWPFR44GmHZ6H7G6U+uNScmUf6+gtkhcUVWoXBsaqnuv5asEeJ3Ke0nnXtnlhLTU3l119/ZfPmzezevZvExEQ1MI2m0Dpe3bp1o0WLFrzwwgtUrFjRXuEKO5COnhBC2Nbbb7+NoihoNBrefPNNe4cjRNHFh8Pu7+HwQjDl3Pg4jU4tNxjSVk2mhbQBr8q2i1NcKztZXTw7/ri6HdgAxq8EFx/7xmUD8qwr7E2+g0IIYVvS3xL3GovBRML3ezDGWwDQkoa/45s4+llg4OdQo7udIyweRVEwK2ZMFlP+S1F/KopCoGsgOq3O3mEWXW4mLHsaji3Jb6vaCUbOtskyCMa4LFJXnCP3TGqhdtfmgXj1rYrO0+mOrl9az7p2q2ljMpmYOnUq3333HdnZaqb6Zjm+PXv2sG3bNmbMmMFnn33G5MmTbRWqEEIIcU+58v/HZWxSuxDXZ7HA2Y2w6zs4t/n6xzh75yfQQtpA5ealsjBzWZeQncD++P246F3wc/bDx9kHH2cfXPQu9g4NXH3hoSXwS29IjYT4Y/DHGBi3HPR330LWQgghhBA3Iv0tcS+xGEwkfrMJY5La59CSQoDzmzh0HgmdXgCHMtAXAYxmI+HJ4RyIP8ChhEOcTjlNnjnPmjQzWoyYLPk/b8bD0YOWFVrSpmIbWgW1oqZ3TbSaMlze0skdRv6i9pnXTQWLCSK2w4+dYdRvENKqVG/vEOSG/8SGGE4kk7byPKZEdZBs9v54co4m4tElBI/OwWVu/TW7JNbi4uIYMmQIe/futY7QuEKj0Vzzfyzx8fEYDAY0Gg3Z2dk8+eSTREdH884779g6dCGEEEIIURbkZcOh+bBnBiSeKrzP0UOtCx/aVn351bqn6/QbTAZ+PfYrPx/5GYPZcM1+F70Lvs6++Dr7qsk2Jx98XXzxdfLF18UXHycfAl0DqeVTq3Q7hJ4V1YW0f+kDWQkQtRu2fQzdp5bePYUQQgghhBClQsnKIOmrNeSlqyXetaQREDwPh1F/QmBdu8aWbEjmUPwhDiQc4FD8IY4mHiXPklci187Iy2Bz1GY2R6kDP32cfGgV1IrWQa1pXbE1VT2rlr01xDQaaPsEVGwKC8dB5iXIiIHZ/aDvB9DqUfWYUru9Bpd6fjjX8iFzdyzpGyJRDCaUPAvp6y9gOJGM38P10XmUnUGXNk+sZWdnM3DgQPbv32/9AimKgpubG/Xq1WPv3r3XnJOYmIhOp8NsNlsTb++//z6NGzfmvvvus/VHEEIIIYQQ9pIeA2EzYd+vkJNSeJ93FWjzODR7CJw97RJeWaIoCpsiN/HJ3k+4mHnxhsflmHK4mHnxpscA1PerzwedPqC6V/WSDjWfXw14YAH83FsdKbn9M6jVWx09KYQQQgghhLgrKHGnSJyxjVxDHQA0ZOLfbD8OI+aC/s5K+xWXRbFwLvUcBxMOWmekXUi/cNNznHXOuDq44qB1QK/VW3/qtXr0Gn3++wIvB60DeeY8DiUcIjU31XqtlNwU1l1Yx7oL6wAIcAmgVVAr64y2YPfgspNoq9IOJm+DheMhcidYjLDqRYj+DwZ+CY6upXp7jV6LR8fKuDYLJH3DBbL2xIIF8qIyiP/2IH7j6uNYyb1UYygqmyfWpkyZYk2qKYpCmzZtmDZtGj169ECv16O9zmji+vXrc/r0aV544QWWLl1qPfe5555j8ODBODnZ9h+jEEIIIYSwsYv71fXTji1VEy4FVemgjq6r0x/uplr2pehs6lk+DPuQ3bG7rW06jY7htYbj5+JHiiGFZEMyyYZk6/u03DQUblyS6HjScUYvH80LLV9gdJ3Rpdf5q9wCurwCm98FxQJLJ8Pk7WqJEiGEEEIIIUSZphxeTNJfF8g1qSUENWQT0CcXx262W1MwPS+dledWsi16G4cSDpGRl3HT44Pdg2kW2IymgU1pEtCEmt41b3udNIti4XTKacLiwgiLC2Nf3D4yjPn3T8hJYNX5Vaw6vwqASm6VaBXUigHVB9CuUrvbumeJ8giCcctg/Vuw+zu17fACuHRMLQ3pV6PUQ9C5OeAzpCZuLYNI+u045rRczGm5JMw4hO+YurjU9yv1GG7Fpom1s2fPMnPmTGsnfMyYMcybN++6ybSrVa1alcWLF/PWW29ZS0DGxsayZMkS7r///lKNWwghhBBC2IHFDCdWwK7v1bKABWkdoOFwNaFWqZl94iuD0vPS+eHgD8w/MR+zYra2twlqwyutX6GmT80bnmuymEjLTSuUbEs2JJOSm8Ka82uISI/AYDbw3p732Bq9lXc6vIO/i3/pfJCOz8HpterIyORzaq3/QV+Wzr1EqYiIiGD37t0MGDAADw8Pe4cjhBBCCCFKmykPZe1Uknd4YbB0BkCjycN/VGUcmzUs9dsrisK+S/tYcnoJ6y6sI9ece93jHLQONPBrQNPApjQNaEqTwCYl2q/RarTU8a1DHd86jK0/FrPFzInkE+yJ20NYXBj7L+0nx5RjPT4mK4Z/zv7DP2f/oWtIV6a0mkKIR0iJxXNbdA7Q930Ibgn/PAXGLLh0FGZ2g2EzoG5/m4ThWNmdwKeakvjbcYxRGSh5FpLmHserXzXcO1W260w/mybW5s+fj8lkQqPRULNmTebMmVOkpFpB06dPZ82aNfz3338ArFy5UhJrQgghhBDlzam1asmJ1MjC7S6+0HKCWuPds6J9YiuDLIqFv8/8zVf7vyLZkGxtr+RWiZdavUSP0B637HTotXr8XPzwc7l29N+EhhP4fO/n/HnyTwD+vfgvw/8Zzlvt36JHaI+S/TAAOj0M+xFmdARjNuybrc5IrN275O8lSsXs2bN59913cXR0pHv37kyaNIkhQ4bYOywhhBBCCFEaUqNQ/hpPSkRHci4n1dCY8Xu4Pk71SrfflpSTxLKzy1hyegkR6RHX7Pd19lVnowU0pWlgU+r51cNJZ7sKeDqtjgb+DWjg34AJDSdgtBg5lnjMOqPtYPxBaxJwS9QWdl7cyfiG45nYaCIuehebxXldDYdDYH34a6y6tnluGvx5P3SeAl1ftcla5joPRwInNSJ54SlyDieCAmmrzmOMz8ZnaE00evusp27TxNratWut76dMmYKDg8NtXefFF19k9OjRAOzbt69EYhNCCCGEEGWAosD2T2HTe1CwLGFAXXV2WuPR4GDnzkUZczD+IB+GfcixpGPWNiedExMbTWR8g/E4653v+B4uehdeb/s6nYI78eaON0kyJJGSm8Kzm59leK3hvNzqZVwdSrjevl8N6P0urHxe3V72FDyxC9zsX/ZD3Nrq1atRFIXc3FzWrFlDv3797B2SEEIIIYQoDafXoyx+jNSMB8i2XB50p1Hwe7gRzvVK59ndbDGzO3Y3i08vZnPkZkxK4eUCPB09GVRjEMNqDqO2T+2ys4YZ6oy5poFqkm9S40nkmnNZF7GOL/Z9QUJOAnmWPH48/CPLzi7jxZYv0qtKL/vGH1gXHtsE//wPjv+jtm37GOIOw/CZ4OxV6iFoHHT43l+X9IBIMjaqg2+z917CnGzA98F66NxuL890J2yazouIiLC+79Wr121fp2XLloA6vTMuLu5OwxJCCCGEEGVBXhYsfAQ2vYs1qVatMzy0BJ7cDS0ekaRaAQnZCbz+7+uMXT22UFKtd5XeLBu6jCeaPFEiSbWCOgd3ZsmQJXQP6W5tW3J6CSOXj+Rg/MESvRegzk6sebnfkHkJVjyrJl9FmRcREVHoDwCDBw+2YzRCCCGEEKLEWcyw6V2UeSNJyxhJlvnyQCoN+D1YH5dSSKrFZcXxw6Ef6L+kP49veJz1F9YXSqq1CmrFh50+ZON9G3ml9SvU8a1TppJq1+Okc2JQjUEsH7ac8Q3Go9eqc6Fis2J5YesLPLbuMc6mnrVzkB5w3xzo9TZoLqeUTq2Bn3pAwimbhKDRaPDqVQXf++uAXv1vmnsujYTvD2JMyLZJDAXZNLGWkJBgfV+pUqXbvk5wcLD1fXa27X9pQgghhBCihKVEwM+94fjflxs00ONNeHgZ1OwBZbwzZEtGs5HZR2czcOlAlp1dZm2v6V2Tn3v/zGddP6OS++0/a9+Kr7MvX3b7kuntp1tLk0RlRDFuzTi+O/gdRoux5G6m0cCQb9USoADhy9SFs0WZl5tbeE2LwMBAO0UihBBCCCFKXGY8zB2KsvUT0k3jyDTnl/z2HV0Hl4Ylt2aZ0WJkY+RGntzwJH0W9+H7g98TkxVj3e/n7MeEhhNYMWwFv/T5hQHVB5T4AENbcHNw4/mWz7Nk8BI6VOpgbd8Tt4cRy0bwUdhHZORl2C9AjQY6PAMPLQZnb7Ut6TT81B1OrLJZGK5NAgmY1BituzpLzZRkIP67QxjOpNgsBrBxYs3d3d36PjMz87avk5aWBlzOUnqV/lRDIYQQQghRis5vUxdBvnRU3Xb0gPv/hE4vSELtKmm5aTy46kE+3/c52SZ1gJmHowevtn6VhYMW0rpia5vEodFoGF5rOIsHLaZJQBNAXedtxqEZPLzqYSLSIkruZh5BMPCL/O1VL0FqVMldX5SK1q0LfxePHDlip0iEEEIIIUSJurATZnSC89vIMI8hw3yfdZfPyFq4Ni2ZAVUGk4Hfw3+n/5L+PLv5WbZf3I5FsQCgQUPHyh35suuXrL9vPc+1eI4qnlVK5L72Vs2rGj/0/IGvun1FZffKAJgVM/PC5zFw6UD+PvO39fdgFzW6w6QtENhA3c7LUNdd2/wBWGwTl1OoJ4FPNcUhyA0AxWAi8ZejZO6Jtcn9ATSKYrtaKg0aNCA8PByNRsO6devo0ePahc61lxe802g0mM3m615nxYoVDB48GI1GQ/369aWTVs5FR0cTEhICQFRUVKEZi0IIIYS4iykKhM2ENa+Ccvm5z7cG3D8fAurYN7YyyGAyMGn9JA7EHwDUzuTI2iN5utnT+Dj72C0uk8XErCOzmHFoBubL/x1d9C681OolRtYaWXKlV5ZMhsN/qu+rdlJnM9pgsezSVl6fdXfu3EnXrl2tfbqePXuyatUqdDqdnSMTVyuv30EhhBBClIJDC+DvJ0Axk2EaTpppgnWX95AauLe788oZWcYsFpxcwG/HfiPJkFRoX0W3igyrNYxhNYcR5BZ0x/cq6wwmA7OPzebnIz+Ta86vCNE4oDGvtX6NBv4N7BdcXpa67tqxpfltdfrDsBk2WXcNwJJrInn+SQwnkq1t7h0q4TWgOhqt2g8trWddm/ZE27VrZ30/e/bs277OzJkzre/btm17RzEJIYQQQgg7MOXCsqdg9ZT8pFrNnuqiyJJUu4bJYuKlrS9Zk2q+zr7MHzifN9u9adekGoBeq+fxJo8zr/88qnpWBSDHlMPbu97m6U1Pk5STdPMLFFX/j8HzcicoYjvs/r5kritKRfv27fnnn3/w8/NDURQ2bNhAv3792L9/v71DE0IIIYQQt2PvbFg6GRQzmaaBhZJqXgOq3XFSLS03jR8O/UDvRb35Yt8XhZJqXYK7MKPnDFYPX80TTZ64J5JqAM56Z55o8gTLhi6jV5Ve1vbDCYe5f+X9TNs5jWRD8k2uUIoc3WDkbOg5PX/dtZOrbLrumtZJj9/D9XHvVNnalrkjhqTfjmMxmG5y5p2z6Yy1pUuXMmLECECdmbZy5Ur69OlT6JhbzVj766+/GDNmjPWYBQsWMHLkyFKOXNiTjKAUQgghypmMOFgwFqLD8ts6PKuuqaaV2SxXUxSFt3a+xdIz6khANwc3funzC/X96ts5smtlG7P5bO9n/HXqL2tbJbdK/NbvNyq4VbjzG5zfBnMGqe91TjB5KwTWu/Pr2lF5fdY9d+4cAPHx8UydOpVNmzZZZy/6+/vTtm1bKleujK+vL46OjkW+7ptvvlkq8d7Lyut3UAghhBAlaPcPsOYVALJMvUkx/Z91l2fvKnh2D73tSyflJDH3+Fz+PPknWcYsa7sGDb2r9uaxRo9Rx1cGXwLsitnFh2Efci7tnLXN28mbjzp9RPvK7e0X2JmNsGgCGFLVbUcPGD4T6va3WQhZYXGk/H0GLGq6S1/BFf9HGhCXlVgqz7o2TaxZLBYaNGjAqVOnUBQFNzc3Zs+eXSgxdrPE2q+//sqTTz5Jbm4uiqJQrVo1Tp06JeVEyjnp6AkhhBDlSPQ+WPAgZFyufa53hiHfQSMZKHUjX+3/illHZgHgoHXgh54/0KZiGztHdXPborfxxo43rKMna3rX5Ne+v+LlVAIlQda8Bru/U98HNYJHN4G+6ImZsqa8PutqtdpryoAW7HrebonQGy0XIG5fef0OCiGEEKKEbPsUNr0DQLa5E8nGKYD6LOfRLQSvPlVv67JxWXHMOTaHRacWYTAbrO06jY4B1QcwsdFEqntVv9Poyx2jxcj88Pl8f+h7ayJSg4YnmjzB5CaT0WrsVC4/+Rz8+RDEH8tv6/oqdJ5isxL+hrOpJM0LR8lRZ6vpvJ3IG+xH1QY1gbs4sQawdu1aBgwYgKIoKIqCRqOhVatWDBkyhGrVqvHAAw+ogWk0hIeHEx8fz549e/jjjz84ePCgtTOm0WiYP38+o0aNsmX4wg6koyeEELY1ffp06/u33nrLjpGIcufgfFj+DFypDe8ZDGN+h0pN7RpWWTbv+Dw++u8jQO0sfdLlE/pU7XOLs8qGhOwEHl79MNGZ0QA0DWjKzN4zcdG73NmFjQaY2QUSTqjbHZ+Hnnfv/1aV12fdK4m1K32+O3XlOpJYK3nl9TsohBBllfS3xF1DUWDTu7D9UwAM5qYkmt4GRU2SuHesjNeAasV+1ovKiOKXo7/wz5l/MFqM1nYHrQNDaw5lQsMJBHvI88itJOYkMm3nNLZGb7W2dajUgQ86fWC/5QKuu+7agMvrrnnaJARjYg5Jvx7DlJgDQLxTBi3eHgDcxWusAfTp04ePP/7Y2jFSFIWwsDCmTp3Kgw8+aD1OURTq1atHly5dmDJlCgcOHCjUKXvuueckqSaEEEIIcTcwm9RZRn8/np9UC20Pk7ZIUu0mVp1bZU2qAbzW5rW7JqkGEOAawMxeM/F19gXgYMJBXtr6UqHO821xcFbLimgd1O0dX0Lk7ju7pigVVwZFXhlUeScvIYQQQghhQ4oCa1+zJtXyLLVIsky3JtVcW1YodlLtXNo5Xv/3dQYtHcSiU4us/QJnnTMP1XuI1cNX82a7NyWpVkT+Lv583f1rnmn+jHWW2o6YHYxaMYrDCYftE5R13bVpXJnVyMmVMKsHJJ62SQgO/i4ETGqMztcZAHNCTqncR18qV72F559/Hm9vb55++mlycnKs/wCvHs1YcHZawdGO06ZN44033rBH6EIIIYQQojiyk2HReDi3Jb+t5QTo+9FdXb6vtO28uJPXd7xu3Z7ceDJj6o6xY0S3J8QzhBk9ZzB+7XiyjFlsjd7KtJ3TeLfDu3c2i6liE+j6ilqSRrGoi6g//i84eZRc8OKOnD9/3t4hCCGEEEKI22GxwMrnYd9sAIyWyiTyCYpZXY7Jub4fPsNqFfl5/njScWYdmcWGCxtQyB8w5ebgxv117+eheg/h5+JX8p/jHqDVaHm00aM09m/MS9teItmQTFxWHOPWjOOlli9xf937S6R6RLFoNNDxObVs/6IJYEiDxFPwU3cY9RvU6FbqIeg8HQmY2JD4Hw5Beuncwy6JNYAJEybQuXNnPvjgA37//Xfy8vIArjsa8UpCbcCAAbz++uu0bdvW1uEKIYQQQojiyrgEvw3OL9mn1UO/j6HVRPvGVcYdTTzKs1uexWRR68KPrD2S/zX9n52jun31/OrxdbeveXzD4xgtRpadXYafsx/Pt3z+zi7c4Vk4vQ6i9kBKBKx9HQZ/XRIhixJQpUoVe4cghBBCCCGKy2xSS/kd/lPdVPxI1H+HJVtNIzhW88Tv/rpodLdO1uy/tJ+ZR2ay4+KOQu1eTl48VO8h7q97f8mswSxoXbE1Cwct5KWtL7E/fj8mi4kPwj7gYPxBprWfhquDq+2DqtlTrVLz54MQfxxy0+GP0WpyrU7fUr+93s8F/wkNufhpXOlcv1SuWkQ1a9bk559/5rPPPuPff/9l586dREdHk5KSgtFoxMfHh8DAQFq3bk2XLl2k1rsQQgghxN0iPRbmDIKky+UeXP1h9Fyo0t6+cZVx59PO8+SGJ8kxqeUqeob2ZGqbqbYfZVjCWldszUedP+KFLS+goDD72Gz8XPwY12Dc7V9Up1dr9f/QEYxZsH8O1OmnvoQQQgghhBDFY8qDJY/C8X8AsOBJgvMszGlqCsEhyA3/hxugcbjx6lKKorAzZiczD89kf/z+Qvv8nNXn/1F1RuHm4FZ6n+MeFegayKw+s/hq31fMOT4HgNURqzmRcoIvun5BDe8atg/KtzpMXA9LHoOTq9SlIRY8CCN+hgZDS/32jpXc8R1ZG74o+WvbNbF2hbe3NwMHDmTgwIH2DkUIIYQQQtyptGg1qZZ8Tt32CoFxy8G3mn3jKuPis+N5fP3jpOSmANCyQks+7PwhOq3OzpGVjF5VejG17VTe2f0OAJ/u/RQfZx8G1xh8+xf1rQ5934flz6jby56GJ3eDm38JRCyEEEIIIcQ9wmiAvx6G02sBsGjdSXT/DVO8mj7Q+TrjP6EhWpfrpxMsioVNkZv46chPHE86XmhfJbdKTGg4gaG1huKkcyrdz3GPc9A68GKrF2ka2JQ3drxBpjGT82nnuX/l/UxrN43+1fvbPignd3WW2tLJcHQxWEzqchGmXGgyuvRvH+pZKte1aWJtyZIl9O3bF1dXO0w9FEIIIYQQpS81En4dCKkX1G3vKvDICvAOtW9cZVx6XjqPb3icmKwYAOr41OHr7l+Xu47nqDqjSDYk893B7wB4c8ebeDt50zm48+1ftPk4OLkaTq2BrAQ1yTZ6nlrbX5RZ4eHhxMbGkpycTE5ODmPHjrXui4mJoVKlSnaMTgghhBDiHpKXBX8+YF0XW9G5kuz7O3lR6gA/rbsD/hMaovO8do1so8XImvNrmHVkFufSzhXaV82rGo82epR+1frhoHUo9Y8h8vWs0pNaPrV4fsvznEo5RY4ph5e3v8z++P1MaTUFR52N1zvXOcDwn0DvDAd/z18n25QDLR6xbSwl5MbzNkvByJEj8ff3Z8CAAcycOZPY2Fhb3l4IIYQQQpSm5PMwe0B+Us23OoxfLUm1WzCYDDy98WlOp6hlMyu7V+aHnj/g4ehh58hKx+TGkxlTZwwAZsXMC1te4GD8wdu/oEYDg74G18sLnp9YAUcW3XmgosStW7eOoUOH4uvrS8OGDenVqxejR4/mkUceKXRcx44dadmyJcuWLbNPoEIIIYQQ9wpDOswbkZ9U07uREvwXhstJNY2TDv/xDXHwdyl0Wq45l79O/sWgpYN47d/XCiXV6vnW4/Oun7N08FIG1xgsSTU7qeJZhXn95zGkxhBr24KTC3hkzSPEZMbYPiCtDgZ/C60evdygqIMid8+wfSwlwKaJNYDc3FzWrFnDE088QUhICG3atOG9997j6NGjtg5FCCGEEEKUlKSz8OsASItUt/1qwSOrwKuyfeMq40wWEy9te8m6/oCvsy8/9vqRANcAO0dWejQaDa+2eZW+VdUFqw1mA//b+D/OpJy5/Yt6VICBX+Zvr3kZspLuLFBRYiIiImjXrh39+vVj+fLlpKamoiiK9VWQxWIhKiqKAwcOMGzYMB544AFycnLsFLkQQgghRDmWnQy/DYbIXeq2kxfptReRffLyfp0Gv7H1cazsbj3FZDHx27Hf6Le4H+/sfoeLmRet+5oHNueHnj+wYOACelXpVW5K2t/NXPQuvNPhHaa3n46jVp2ldiTxCKNWjOLfi//aPiCtFvp/Cu2eym9b8zJs/9z2sdwhmyfWCnaeLBYLe/fu5c0336RJkybUqFGD5557js2bN2OxWGwdmhBCCCGEuB2Jp2F2f0i/3KkKqAuPrATPivaNq4xTFIV3dr/DlqgtALjqXfm+5/dU8axi17hsQavR8l7H92hbsS2glsKcvGEysZl3UNGi/mCof3k0ZnYSrH21BCIVd2rXrl00b96csLCwa5JomuuU64yOjsZsNgPqv5EFCxYwbNgwa5sQQgghhCgBmfHqutgxB9RtF18yGi0iY//lZy4N+I6pg3NNb+spMZkxjF8znk/2fkJCToK1vUPlDvza91fm9JtDx8odr/uMJ+xHo9EwvNZw5vWfR7B7MABpuWk8ueFJlp5eao+AoPe70HlKftvG6bDpPbiqv1CW2TSxtnPnTl5//XWaNWtmbbvSuVIUhfPnz/P111/Ts2dPAgICGDt2LAsXLiQzM9OWYQohhBBCiKKKP6Em1TLj1O3ABjBuhTqDSNzUNwe+YcnpJQDotXq+7PYlDfwa2Dkq23HUORb6zPHZ8UxaP4kUQ8rtX7TfJ+Dspb4/vABObyiBSMXtOnfuHEOGDCE1NdXa5uTkRK9evXjxxRevSbSBOviyRo0aKIqCRqNBURTWr1/Pe++9Z8PIhRBCCCHKsYRTMKsHXLpcQc4tkKzWS0j7N9d6iPeQGrg2yq+iseHCBkYuH8nBhIMAaNDQq0ov/hz4JzN6zqBFhRa2/ATiNtTzq8eCQQvoGtIVAAWFt3a+Ze2T2pRGA91fhx5v5bdt+xjWv3HXJNc0yvV6MzYQFxfH6tWrWblyJRs2bCA9Pf2aY65ktx0dHenSpQtDhgxh8ODBVK4sJYXuJdHR0YSEhAAQFRVFcHCwnSMSQgghBACXjsGcwZCdqG4HNYKx/4Cbn33jugv8Ef4HH4R9AKid0o+7fGwtjXivSTYk8/Dqh7mQrq7N18i/EbN6z8LVwfX2Lrh/Liy7XFrEKwSe3AVOZXe9uvL8rNuvXz/Wrl1r7de98MILvPbaa3h7ewOg1arjPDUaTaEZaYqi8O233/LSSy9hNBpRFAVnZ2ciIyPx9/e3+eco78rzd1AIIYQQV7mwC+aPAUOquu0ZTE7HBST9nQoWNU3g2TMUz55qFQ2DycAn/33CX6f+sl6isntlPur8EU0Cmtg4eFESFEXh4/8+Zl74PGvbW+3eYmTtkfYJaPcMtRzkFa0eVQdMaktmTlhpPevavBTkFUFBQYwfP55FixaRmJjIpk2bePHFF6lfv771mCtlI3Nzc1m/fj1PPfUUoaGhtGzZkrfffptDhw7ZK3whhBBCiHtb7GH4dWB+Uq1iU3h4mSTVimBdxDo+DPvQuv1K61fu2aQaFFhXzkUdEXsk8QjPb3keo9l4exds9hBU66K+T4uCTe+WUKSiOP79999CSbXPP/+cjz/+2JpUuxmNRsPTTz/N0qVL0Wg0aDQacnNzmTdv3i3PFUIIIYQQN3BsKfw2JD+pVqERuX2Xk7w8zZpUc2tbEY8eoQCcSTnD/SvvL5RU61u1LwsHLZSk2l1Mo9EwpdUUxtYfa22bvms6C08ttE9AbR+/vF725RKi/82CZU+DpWyXgrdbYq0gvV5P165d+fjjjzl69Cjnz5/nu+++Y8CAAbi4uAAUWtx6//79TJ8+nebNm1OtWjU7Ry+EEEIIcY+JOaDW489JVrcrt4SH/wFXX/vGdRf4L+4/Xtn+Cgpqx/WxRo/xQL0H7ByV/VV2r8yMXjPwcFRnlu2I2cHUHVOvWyrwljQaGPQl6NV+BHt+hKiwkgtWFMnixYut73v06MEzzzxT7Gv069ePoUOHWr8HmzZtKrH4hBBCCCHuGYoCO7+BhY+A+XK5xxrdMQ5YQuLCSyhGCwAujfzxHlwDgIWnFnL/yvs5k3oGAGedM9PbT+fjzh9bn9nF3Uuj0fBSy5cYV3+cte3tXW/z18m/bnJWKWo5Hob9CJrL6aqD82DJY3C7gy1toEwk1q5WpUoVnnjiCZYvX05SUhIrV67kiSeeoEoVdQrqlVr7iqIQGRlp52iFEEIIIe4h0XthToFRjiFtYOxScPG2Z1R3hVMpp3hm0zMYLWrnYEiNITzd7Gk7R1V21Papzbfdv8VJ5wTAqvOrmH9i/u1dzLc6dHvt8oaijng05d70FFGytmzZYn3/v//977avU/Dcw4cP30lIQgghhBD3HosZVr8M66bmtzV9CNOAuST+fh4lxwSAUw0vfEfXIcOUwYtbX+TtXW9jMBsAqOVTiz8H/snwWsOt1QjE3U+j0fBCyxcY32C8te2d3e/cfh/sTjUZDSNng1avbh9drCaDy2g/rkwm1gpKT08nPT0dk8mETqeztss/YiGEEKJ0TJ8+3foSopDI3fDbUMhNU7erdICHFoOzp13DuhvEZsbyxPonyDBmANCpcifeav+WPNNepXmF5nzU+SPr9md7P+Nk8snbu1jbJ9USpQAJJ2D753ceoCiymJgY6/v27dvf9nXq1q0LqBVMkpKS7jguIYQQwt6kvyVsJi8b/noYwn7Mb+v6GsrAr0n+8wzmtDwAHCq74/dwfQ4lH+a+Zfex7sI66+Gj64zmj/5/UMO7hq2jFzag0Wh4rsVzTGw40dr2/p73+T38d/sE1GAojP4ddI7q9okV8OeDYMyxTzw3UeYSa0lJSSxevJinnnqKhg0bUrFiRR544AFmzZrF+fPnrX98uK2yMEIIIYQQ4vZE7IC5wyFPTQxRrTM8uBCcpAzIraQaUpm8YTLxOfEANPJvxKddPsVB62DnyMqmHqE9eKjeQwDkWfJ4ceuLZBuzi38hnR6GfAuay4Pztn8G8eElGKm4mdTUVOt7Hx+f276Ov7+/9b3JZLqTkIQQQggh7h1ZiWr5/hMr1G2tHoZ8D11fJn1DJHmRar9O5+2E7yP1+OXUrzyy5hFistTBUR6OHnzZ9Uumtp2Ks97ZXp9C2IBGo+GZ5s/wWKPHrG0fhn3IvON2Wt+4Tl94YEF+af8z62HuMMhOtk88N2D3xFpKSgpLly7lmWeeoXHjxlSoUIFRo0bxww8/EB4eXmhttSsvV1dX+vbtyyeffMK+ffvs/RGEEEIIIcq3hJMwfwwYs9Tt6t3g/gXg6GbfuO4COaYcntr0FOfTzgNQxbMK3/b4FlcHVztHVrY91+I56vnWAyAiPYIPwz68vQsFNYIOl9f2shjvikWwywtf3/w1FxMTE2/7OnFxcYDa4S94TSGEEEIIcQNJZ2FWT7i4V9129IAH/oJmD2I4lULGlmi1XatBOzyIJ3Y9xVf7v8KsqM/JzQKbsXjQYnpU6WGnDyBsTaPR8HSzp5nUeJK17aP/PuK3Y7/ZJ6Aa3WHsEnB0V7cjd8EvfSG17CwLprf1DVNTU9m6dStbtmxh8+bNHD16tNDsM0VRrGuoXeHg4EDbtm3p3r07PXr0oG3btuj1Ng9dCCGEEOLek5OiJtVy09Xtmj3V0gwOMmrxVkwWE1O2TeFQwiEA/F38mdFzBr7Okhy4FUedIx93/phRK0aRY8ph6ZmltKvUjn7V+hX/Yl1ehvBlkHQGov+DsJ+g7eMlH7QoJDg4mEuXLgGwbds2Ro0adVvX2bhxY6FrCiGEEEKIm4gKgz9GQ87l2T0eFdVKI0GNMGfkkfxXfpn15HYKTx8YS7JBPVaDhkmNJ/F4k8fRa+Vv7/cajUbDU02fQqfR8cOhHwD4ZO8nKCiMazDO9gFVaQ+PrIDf74OsBEg8CbN6wUOL1AGUdmbTfyHNmzfn8OHD1qTZjco5ajQamjZtSo8ePejRowedOnXC1VVG9QohhBBC2JTZBAvHQ/I5dbtCIxj1myTVikBRFN7d/S5borYA4Obgxvc9vifYQxIDRVXVqypT207l9X9fB2D6ruk09G9IiEdI8S7k4AyDvoZf+6vbG9+Guv3BO7SEIxYFdevWzVpd5KuvvrqtxJqiKHzxxRfW7S5dupRYfEIIIYQQ5U74clj8KJgM6nZgfTWp5hWMYlFIXnASS6YRgMRK2Tyc9BKKRv37fKBLIB90+oDWFVvbK/q7Wnp6OhcuXCA2NhatVouTk9MtX3q9vsytua3RaHiy6ZNo0PD9oe8B+HTvp1gUC+Mbjrd9QJWawcT1MG8EJJ+FzDj4pR+Mngs1utk+ngJsmlg7ePDgddsdHBxo0qQJ7dq1o0uXLnTr1u2O6vALIYQQQogSsP4NOLdZfe/qD/f/IeUfi2jGoRksPr0YAL1Wz5fdvqSeXz3r/qjkbLafTiQyORtFUTBbFCwKWBQFi3VbwWIBs3LlvXqMWVFwc9TRo14FutYJwEmvs9fHLHWDqg9iZ8xOVp5bSZYxi5e3vcycfnOKvz5d1Q7QcgLs/UUtabriOXhwEZSxjmx5Mnz4cD799FMAdu/ezbvvvsvUqVOLdY0pU6Zw5MgR6/agQYNKNEYhhBBCiHJj9wxY8wpweSJLtS5q8sHZC4CMLVHknkkFwOBi4im3adakWpfgLrzT4R18nO+9v8fnmszEpBqITskmOiXH+jM5K49QX1fqVfSkXkUP6gR54u6kplIURSE1NZULFy5w4cIFIiIiSElJKfa9r07Aubu74+npiZeXl/XnlfeOjo4l/dFv6ommT6DRaPju4HcAfL7vcyyKhYmNJto0DgB8q6nJtfmj1QokeRnw+0h1zcAmo20fz2U2n9N5JQt7peRjy5Yteemll+jbty/u7u62DkcIIYQQQlzPgXmwWx2hhlavdspkhk+RLDy10Dq6D+D9ju/TxK8Vm0/Es/VUAttOJ3AuIeuO7/PX3mg8nfUMaFyRIU0r07qqL1pt+UoUaTQa3mj7BocTDhOVEcWRxCN8c+Abnm/xfPEv1nManFwNGbFwZgMc/suuHbHyrm3btvTp04e1a9cC8NZbbxEXF8c777xzy0GU8fHxTJkyhblz51r7jx06dKBTp06lHrcQQgghxF3FYoF1U2H3d/ltTe5XKzbo1WRMbkQa6esvAKBoFN4M+IY0fSYATzR5gieaPFHmZk6VlBslzq68v5SeW4SrKHhqDNT3yKOKYxauxhSU3Ow7js1isZCTk0NOTg6AtYz69bi4uBRKuBVMvFWoUAFn55KvKvN4k8fRaXR8feBrAL7c/yUKCo82erTE73VLbn7w8DJ1RubJlWAxwdJJkBEDHZ61y4BJmyfWrpR/vPKPde/evYwePRqdTkeLFi3o3r073bt3p2PHjjg5Odk6PCGEEEIIEblHndFzRf9P1frm4pY2RW7i3d3vWrc7+k7g942+PBOxjjyTpcTvl24wMT8sivlhUVTycmZQ00oMbVqZehU9S/xe9uLm4MYnnT/hodUPYbKYmH10Nm2D2tK+cjG/k85eMOBz+PN+dXvNK1CzB7j5l3zQAoCvv/6atm3bkpqaiqIo/PDDD8yePZuOHTtSrVq1Qsf++OOPJCQksGfPHjZt2oTBYLD2HV1cXPjqq6/s8RGEEEIIIcquvCxYMglOrMhv6/wSdHvdmmgwZxlJnn/COpHtd79VHHE7DcBzLZ5jQsMJto661OWZLKw9Fsfc3Rf4LyKZG6xGdRMK3pocgrQZVNBmEKTNwEVjgjwgz/qrtNJYLPgmp1DhUhz+iYloFSA0FEJDUCpWRPH3x+TlRZ7JRG5ubqFXXl4eubm5GAwGzGbzDSO6koCLi4u7Zp+DgwOtWrWiffv2JT5x6bHGj6HRaPhqv/os/tX+r7AoFiY1nlSi9ykSR1d1wO+ql2Dvz2rbhmmQdhH6fQRa21ZysWlibc+ePaxfv54NGzawc+dO8vLyrPtMJhNhYWGEhYXx4Ycf4uTkRNu2ba2JtjZt2qDTld8yN0IIIYQQZUJaNCx4CMyXn9NaPQYt7VBL/S60LTKMF7a8hEVRE2h5SZ1ZHV4bSCx0nE6roXmoN51rBdAs1AdHvRadVh14ptNo0Go0aLWg1WjQaTVoNdfuOxOfyT8HY1h7LI7sPLUDFpNm4Met5/hx6znqVPBgSLNKDGlamcreLrb+VZS4Bv4NeLb5s3y6Vy0t+Nq/r7Fo8CL8XYqZFKvbHxoMg2NL1QXd17wCI2aVQsQCoFatWixatIhBgwZZR+Lm5OSwYcOGQscpisKTTz5ZaPvKQEydTsfs2bNp1qyZ7QIXQgghhCjr0mNh/hiIPahua3Qw8HNo8Yj1EEVRSFl0CnOa2rc77HqK+f6rAHil9Ss8WO9BGwddui6lG/h9TyTzwyJJyLj1TDR/dyeCfVwuv1yp7OWEQ1oUcUfCSM3OvOF5OpMJ/8REAhISCIhPwC8pCZ3lqkGUcXEQFlbgJB1ONWrg3KCB+mraFOe6ddG6qH01RVHIyckhLS2NtLQ00tPTr3mfkZGB5er7AEajkZ07dxIWFkaLFi1o3749Xl5eRfulFcGjjR5Fq9HyxT517eNvDnyDk86JcQ3Gldg9ikyrgwGfgVdlde1sgP9+UquSjJgFDrbr+2oUpfg525KQk5PDtm3b2LBhA+vXr+fIkSNcHUrBKahubm506tTJmmiTjtW9Izo6mpAQdZH6qKgogoOD7RyREEKUb9OnT7e+f+utt+wYibC5vGyY3S+/c1a1E4xdCrpirmd1j7BYFA5fTGPziXg2nDnEBadP0OjU5IExrSmGmFGAFoDK3i50rh1Al9r+tK/pj6dzyfxOs/NMrD9+ib8PXGTb6UTMlmsf7VtX9WVIs0oMaFQRb1fb1uYvSRbFwpMbn2THxR0AtK/Unh96/oBWoy3ehTLj4dtWYEhVtx/4C2r3Kdlgi+FeeNY9evQo9913HydPnrxhmaGCybQr24GBgcyfP59u3ey7MHl5dy98B4UQoiyR/pa4Y7GH4I8xahk8ACdPGDkbavUsdFjGvxdJW3EOgDRdBv+r9j5JDmm80fYNRtUZZeuoS4WiKOw5n8zcXRdYeywO01X9oWr+bjSo5Emwj2vhJJq3Cy6O6iSe3NxcwtavZ8++fWReJ1WiNxqtSbSAhAR8UlIKJdKMGh2JLt7Eu3qT5uhGSGYCoRmX0Cm3qFii1RZKtrl1aI9T9eo3PNxisZCZmVko2RYfH8+RI0cKzXbT6XQ0bdqUjh073rIEe3H8evRXPtv3mXX7o04f0b96/xK7frEdnA/LnlLLQgKEtIH7/wRX30KHldazrt0Sa1dLSEhg48aNrF+/no0bNxIZGXnNMQU7Wj4+PnTp0oUePXoUGt0oyh/p6AkhhG19+umnmEwm9Ho9L774or3DEbaiKLB4IhxdrG57V4HHNqu1zIVVSlYe204nsOVkAltPJZCclYdGn4Zr1e/ROqQBYMqshRI3nrbVK9C5VgCdawdQI8Ct1NctSMrMZeWRWP4+cJH9kanX7HfQaehaJ5Dne9W+a0tFJuUkMXL5SBJz1FmAz7d4nvENb2NG5YHf4Z/LfQjPYPjfbnDyKMFIi+5eedY1mUzMnz+fb7/9ln379l13tO0VNWvWZPLkyUyePFnW4baBe+U7KIQQZYX0t8QdObFK7bcZL6/x5R2qDhQLrFfosLzoDOJ/OARm9U//b4Z8x17340xvP51htYbZOuoSl5VrYumBi8zddYGTlzIK7dNpNfSqV4GH21WhXQ2/G/bDUiIj+XfJEg4nJWG8qlKeX2IiIZFRBCQk4Gs241SxIg6VKuFQsSIOlS//rFQJfcVKZLt7ciohmxOx6Ry9mM6+yBQiY1OonhZDjdRoaqVepGZqNFUz4m6ZbHNp1gzvEcPx6NsPnbtbkX4X6enp7Ny5k71792IymaztGo2Gxo0b06lTJ/z9S6b8/Q+HfuD7g+p64nqtnu97fE+7Su1K5Nq35cxG+OthyLs8w9CvFjy0GHyqWA8p94m1q50+fZoNGzawefNmtm3bRnx8/HWP02g0N60/Ku5+0tETQgghbGD7Z/mlFBzdYeJ6qFDfvjGVARaLwrGYdDafjGfLyXgORqVScBCk1ikO50rz0TmrC0376KrxRstv6FQjGGcH+5Uxj0zK5p+DF/n74EXOJmQV2ufsoOWjEY0Z0rSynaK7M7tidjF5/WQUFPQaPb/1+41GAY2KdxFFgbnD4Nxmdbv1JOj/SckHWwT34rNueno6u3fvJjo6mpSUFIxGIz4+PgQGBtK6dWsqV747v5t3q3vxOyiEEELcdRQFdn0L697AuspXcGsY8we4BxQ61GIwcenr/ZiT1XKIi303MDvoH97r+B4Dqg+wceAl60x8JvN2X2Dxvmgyck2F9vm7O3J/61AeaBNKRa/rlwS05ORwYeVKdoWFccbJCctVCbVKF2No6uBArV49cWnQAIdKldDdxkCvlKw89kemsPdCCvsiUjgUnYolN5dq6bHUSo2mZmo0tVKjqZIeh/46yTaNqyueffviPWI4Ls2bF2mQZmZmJrt37yYsLKzQElwajYYGDRrQqVMnKlSoUOzPUpCiKLyz+x0WnloIgKvelV/7/ko9v3q3OLMUxR6C3++DTLVPjnsFeHAhVGwC3IOJtaudOHGC3377jW+++YbsbDUjf6VciCTWyjfp6AkhhBCl7ORqmH8/1g7amD+g7t3d4boTadlGtp9JYPMJdVZaYua19fk1ukzcKmxA47WHK7+3YPdg5vafW/x1v0qRoqiJwb8PXGTZoRjiC6w1MLFjNV7tVxe9rpilFMuAL/d9yc9H1QWrg92DWThoIe6OxezwpkTA9+0uj/bVwIS1ENqmxGO9FXnWFfYm30EhhBCijDMbYeULsH9OflvDkTDkO3BwLnSooigkzQ/HcDgJgBPO53m12te81+V9elftbcuoS4zJbGHjiXjm7rrAv2cSr9nfoooPD7erQt+GQTjprx3cqJjNZP/3HyeXLWdfchIXg4IK7deazVRPS6NNw4ZUHToUh8DAEv8MeSYLx2LS2Hchhb0RasItMTMXB7ORaumxNEw8R8+ovVRLj7vmXMeqVfEaMRyvIUOKFFt2djZhYWHs3r0bg8FQaF/dunXp3LkzlSpVuu3PYraYeX7L82yK2gSAn7Mfc/vPJcQj5LavecdSLsDvIyHxlLrt6A6jfoOaPe7NxFpmZiabN29m/fr1rFu3jtOnTxfaL4m1e4N09IQQQohSFB8Os3rml07oNhW6vGTfmGwsK9fEoehU9kWksO10AvsjU6+7VhlArQpOBIXs44RhKQZz/kywYPdgZvSaQRXPKtc9rywwGM289c8xFuyNsra1re7Ltw80x9/dyY6RFZ/RYuSRNY9wOOEwAP2q9eOjTh8Vv9zmzm9h3evqe/868Ph20Nv2d1Fen3X/7//+j6FDh9KlSxd0OvvN3hS3Vl6/g0IIIUS5kJOilro7vy2/reur0OVluM6zb9qeaDKWngcgS5vDszU+YUqv1+gWevetWWu2KCw7dJEv1p8mMjm70D5nBy1DmlRmbLsqNKzsdc25iqKQe/IkacuXc2z3Ho4FBZEUUHgApIPJRENXVzoMGIB/kyal+lmuF19kcraaaLuQwq6zSZxPyKR2ahS9L4TRNfogbqbCSTF0Otw7d8Z7xHDcu3RB43DzdbsNBgP//fcfu3btsk5UuqJWrVp07tzZ+gxYXAaTgUnrJ3Eg/gAAoR6h/NbvN/xc7LiURHayOmA4are6rdXD0B+I9m1f/hNriqIQFhbGunXrWL9+PXv27ClUF7TgcQCenp706dOHBQsW2DpUYUPS0RNCCNuSmv/3kOxk+Kk7pKgdL+oPhft+vW4HrbxQFIXziVnsj0zlQGQK+yNTORmXzg3yaLg46OhQ05+udfxx8DzOnBPfEpWRn5hy1bvyWOPHGFt/LE66sp+cUhSFP8IimbbsGMbL6y1U8nJmxtgWNA72tm9wxRSdEc19y+8j06gmhd/p8A5Daw4t3kUsZjWxHLNf3W77JPT9oGQDvYXy+qyr1WrRaDR4enrSr18/Bg8eTP/+/fH0vDvX9yvPyut3UAghyirpb4kiSzoLf4yGpMuTTXROMPR7aDTyuodnXkwh4buDOFj0AHwc8iujho6nY+WOtoq4RCiKwtpjl/h8/UlOXcostC/U15WxbatwX8tgvF0drzkv9+RJ0tesIX3NWk4rCscb1CfjqudPN0WhVd16tB06BGeX65eMtDVFUTgem87yQ7EsPxRDYmIa7WOP0OdCGE0Sz15zvM7XF6+hQ/EeMRynGjVueu28vDz27dvHjh07yMws/Pts0qQJvXv3xs2taOu5FZSWm8a41eM4m6bG18CvAb/0+QVXB9diX6vEGHNg8aNwYoW6rdES3f4DQno/AZSzxNq5c+esM9I2b95MWlqadd/1QqtWrRqDBg1i0KBBdOnSBb1eb8twhR1IR08IIWxr+vTp1vdvvfWWHSMRpcpsgnnD4fxWdTuokVoKz7H4D9RlWWauiUNR+Um0A5EppGQbb3pOjQA3utYJpFudQFpV8+F8+mk+/u9j/ov7z3qMBg3Dag3j6WZPl6nSjwBms5msrCzS09PJyMgo9DM3Nxc/Pz+ytW58szuBiEwdZrQ46rW8N7Qh97W0Y/mO27AmYg0vbVVnWLroXVgwcAHVvKoV7yKXjsHMrmC+vA7B6N+h3sCSDfQmyuuz7pXE2pUqIwB6vZ7OnTszZMgQBg8eTGhoqJ2jFFB+v4NCCFFWSX9LFEnEDljwoDpjDcDVXy3Zf4PS5VlZmZz8fBOBWT4ArPXdSYOxXWhbsa2tIr5jiqKw/XQin647yeHotEL72tfw47HO1elSKwCtVlPonCvJtIw1a8mLiCDdw4N9LVsQf9V6Yn4uLnTs3p1GzZqV6ZyCoijsj0xl+aEYVh6JRR93kV4X/qNX5F78DWnXHO/SujVBr7yMc/2br5FuNBo5ePAg//77b6EcjLOzM7169aJZs2ZotcVbJiAuK44HVz1IfHY8AB0qdeCbHt/goL35bLpSZTHDqpdgr7p0QHQ6hHyRDtzlibXU1FQ2bdpknZUWERFh3XcllCsdMFA7ZG3btrUm0+rf4gsiyh/p6AkhhG1JR+8esfpl2DNDfe/qD5O2gPfdk1TJM1nIzDWRlWsq9DMz10RajpFjMensv5DCqUsZN5yNBqDVQJ0gT5qHetMs1Ic21XwJ8VVH2CXmJPLNgW9YenopCvkXaVmhJVNaTbHbAs05OTnExMRckzS78jMrK+u6A9SuRwHSLc6kKC6kWFxoUjuUJ/q2oEKAX7E7VfYybec0Fp9eDEBd37r83v93HHWOtzjrKv/NUtetAHD2gsnbwKdqyQZ6A+X1WdfDw4OsrPxyqVcn2QAaN27M4MGDGTJkCM2bN7dHmILy+x0UQoiySvpb4pYO/gHL/g8slwcEBtSFBxbc8Pk0y5jFuu//oFVsXQAuOMfg/FgNWlRuaaOA79zeiGQ+WXuSPeeTC7U3C/Xmpd51aF8zfzDj9ZJpAGatluP163OiXl0sBUqRV6lcmQ5dulCrVq3il463M7NFYc/5JJYfimHN4RiqXzhGnwthtI09hoOSvzyWotHgMWIEFZ9/Dr2v702vaTKZ2L9/Pxs3biQ3N38N7uDgYAYOHEjQVWvQ3cqZlDM8vOZhMvIyABhUfRDvdXzPvr9rRYGVz8PeX4hOtxDyhTpT765NrLVt25Z9+/ZhsViAwom0gtseHh707t2bQYMG0b9/f/z9y9YoYGFb0tETQgjbko7ePWD/b7DsafW91gHGLYcq7ewakqIopGQbOZ+YyfnEbM4nZhKZnEN6jrFQ0iwr10RWrpk8s+W27uPj6kDzUB+ahXrTPNSHxiHeuDsVHq2Ya85l7vG5/HT4J7JN+bXoQzxCeKHFC3QP7W7zToLJZOLMmTMcOnSIU6dOlfoaw3q9noCAAAIDA6lQoQIVKlSgSpUqZXJkZ44phzErxnAu7RwAD9Z7kFdav1K8iygKLBoPx5aq25WaqzM49cVM0N2G8vqsazQa2bZtG6tWrWLVqlWcPHnSuu96SbbKlSszaNAghgwZQrdu3XC4xZoRouSU1++gEEKUVdLfEjdkscCmd+Dfz/PbavSA+2arg7+uIyMvg+//+IQHT/QCwKDJwzDOh4Z1745BS0cvpvHZupNsPplQqL1ukAcv9q5Dj3qB1mfH6yXTroirUIF9LVuQ6eFhbfP29qZ///7Url3bFh+l1OWZLOw4k8jyQzHs3H+GNuf2Mvjcv1TKSrIeY3Rxw+9/T1Jp3NhbrsGWmZnJunXrOHz4sLVNo9HQtm1bunbtipNT0Zc62HdpH5PWTSLPolYBmdBwAs+1eK6Yn7CEWSyw/P+I3jrn7k+sXV0OpOCtq1atWqjEo3SkxBXS0RNCCNuSjl45F7kbfh2YP/px0NfQYpzNbp9uMBKRmMX5y6+IxCzOJ2VzPiGTdMO1a+veiYKz0ZqH+tC8ig9V/VxvmBRTFIV1F9bxxb4vuJh50dru7uDO5MaTeaDeA8WfCXUHFEUhJiaGQ4cOcfTo0WsWnL4ed3d3PDw88PT0LPTzynsHBweSkpK4dOkS8fHxXLp0iYSEhCIl6ry9venTpw9169YtcyM9T6Wc4v4V91s7cp92+ZQ+VfsU7yKGdPixc/6ag22egH4flnCk17pXnnXPnz/PypUrWbVqFVu2bMFgMFxzzJXvlbu7O3379mXw4MEMGDAAb29vG0d7b7lXvoNCCFFWSH9LXFdeNvz9OBz/J7+t1WPQ90PQXX9wm9Fs5JXlLzI5bACuFnWtsOy+btTuWvaTamfiM/li/SlWHokt1F7N343netVmYKOKaLUaLAYDyXPnkrZ4yTXJNIAcFxeOdu/OOQ93a5tWq6V9+/Z07twZR0fb9d9syWA0s+VkPIv3ROC5agkPnFyPqyl/9llGhWCC33iNSj273fJa586dY+XKlSQl5SforqyTXJy+38YLG3l+6/NYFHUQ7MutXuah+g8V85OVMIuF6J8fJmTS70A5SaxptVratGljTaY1aNDAVmGIu4x09IQQwrako1eOZSXC9+0gS61/TuvJ0P/jUrtdusHI5hPx7DiTaE2kJWbm3da1HPVa3J30uDvpcXPS4+6ku/wzv61gezV/N5oEe+PmdP1OaLYxm+jMaKLSo4jMiCQqI4qjiUcJTw63HqPVaBlZayRPNn0SPxe/24r7dqSlpXH48GEOHTpEYmLiNfvd3NyoX78+/v7+hZJm7u7u6AqUPCkqi8VCcnIye46fZ/6WI+iNGfhosvHU5HK9PlS1atXo27cvFa5as8DeFpxYwLt73gXU9dbm9ptLHd86xbtI7CGY1bPAemvzoN6gEo60sHvxWddgMLBp0ybrbLaI6/yR5EoHXqfT0bFjR+u6bNWqFXMNPXFL9+J3UAgh7En6W+IaZhP8PhLObVa3NVo1odZm8g1PURSFN3e8SceN1WmQUxMAU30nqoxtVeYGwRUUlZzNVxtPs2R/dKGS/ZW8nHmmZy1GNA9Gr9OiKAoZa9cS//EnGGNiCl9Eo8GlZUsi2rZhV1oauXn5fczQ0FAGDhxIYGCgjT6R/YXHpvPrin1UWjib3pH/Fdp3sX5L6rz9BiENbz5rz2QysWPHDrZt21Zo0GWtWrXo378/Pj4+RYrlr5N/8c7udwB1XfKPO39M32p9i/mJSlZ05AVCqlQF7uLEmoeHB3369GHQoEEMGDBASjyKIpGOnhBC2JZ09MopRYG/HobwZep2tc7w0BLQlWyVgKTMXNYfv8SaY3HsOJOI0XzrR02NBip5uVDN342q/q5U9XOjeoAbVfzc8HNzxM1Jj4Ou+Ot9ZeRlqEmz9CiiMtQEWmS6mkRLyEm46bltK7blpVYvUdvHNmVDcnNzCQ8P59ChQ5w/f/6a/Xq9nrp169KkSROqV69+Wwm0okjIyOV/f+wn7HwyOsx4awz0reFCTX0SFwokPzQaDa1ataJr1664urqWSizFpSgKU3dMZdlZ9Tte2b0yCwYuwMvp+mVzbqjgemtOXvB46a63Js+6EB4ezqpVq1i5ciX//vsvJlPh2atX/jik0Wiu2SfunHwHhRDCtqS/Ja5RcP1rR3cYORtq977pKT8f+ZkzG/bzv0tjADB7awh5ri3aGwwstLe0bCNfbDjF73suFOoj+rs78r9uNbm/dSjODmofx3D8OHHvv0/O3n35F9BocG3ZEo++fchu1ozVO3Zw8WJ+lREXFxd69epF06ZN75q1oktaRGIWi/5YS40/Z1I3+YK13ajVEd5xIK2mPk/10JsnHJOTk1m1ahVnzpyxtun1erp06UK7du2KtDTAtwe+5cfDPwLgoHXgh54/0KZim9v8VHeutJ51bZpYMxqNUuJRFJt09IQQwrako1dOHVkEiyeq71184X97wL1kRvHFpOaw9lgca47G8V9EcqGRhwUFejhR1d+N6v5uVPV3sybQQn1drZ2oorIoFpINycRmxhKXHUdcVhyxWbHEZanvozOiSclNKfZnqeFVg+daPEfn4M6lPtLTYrFw/vx5Dh06RHh4OEaj8ZpjQkNDadKkCQ0aNMDZ2blU47nCaLbw/qpwZu+IsLY1C/FiSlsP9mzfTGpqqrXdxcWFbt260aJFi1JL9hWHwWRg3JpxHE86DkC7iu34vuf36LXF+AODosCiCXBsibpdyuutybNuYenp6axdu5YZM2awefPmQutxazSaUl9f8F4k30EhhLAt6W+JQvbNgeX/p74v4vrXGy5s4IP17/DDuam4WtQ+gv9jjXCu4V3KwRafxaKwaH80H64+QXJW/swyT2c9k7vU4JH2Va1VRkyJiSR89RWpixarz+SXubVvT4VXX4HQULZs2cLu3bsLLTHVtGlTevXqhZubm+0+WBkWk5LFuq/mUOvvOfga0q3tSc6e7O/7AD2fGkf9YO8bnq8oCsePH2fNmjVkZGRY2/39/Rk4cCBVq1a96f0VRWHarmksOa32p9wc3Pi176/U9a17R5/rdpWLxNqtpKamEh8fT3JyMjqdDnd3d6pUqVJmRsEK+5COnhBC2JZ09MqhjDj4rg0YUtXtkbOh4fA7uuTZhEzWHotj7dE4DkWnXfeYil7O9GkQRJ8GQTQK9sK9GKMnLYqF82nnuZh50Zosu5I4i82KJT47HqPl2kRUUfg6+xLqEUqoZyjBHsHq+8vbxZ7ddBvS09PZv38/+/fvJz09/Zr9Pj4+NGnShMaNG+Pr61vq8dzI0gPRvLL4CLkmtUZ+dX83Fj/ehiP7/2P79u2FEoGBgYH069evTJTpi8uKY/SK0SQbkgEY32A8z7d8vngXMaTDzC6QfE7dLsX11uRZV5WQkMDmzZvZvHkzmzZtKjRKFiSxVprkOyiEELYl/S1hdWEXzBmUv/714G+g+cM3PeVY4jEeWf0Ir0VMpFWWurSSW5sgfIbVKu1oi+1YTBpv/H2U/ZGp1jYXBx0TO1bjsc7V8XJRJ+AoeXkkz51H4vffY8nKsh7rUCWUCi+/gnu3rpw4cYLVq1cX6j8VNdFzr0qIT2H3O59RZePfOFjyn6HDfaqwb/B4Rj7Ym2ahNy7xaDAY2Lx5M2FhYYUSmU2aNKFfv343Hfhpsph4dvOzbI3eCoC/iz/z+s+jsnvlEvhkxVNaz7p2nxt6+PBhvv/+ezZt2sTZs2eve0xISAjdunVj3LhxdO3a1bYBCiGEEELczRQFlj+Tn1RrMPy2kmqKonAsJt06M+10fOZ1j6vu70afhkH0bRBE42CvYs36yszLZFfsLrZFb+Pfi/+SmHPt+mJFVcG1AiEeIYR6hqo/PdSfIR4huDu63/oCJcxisXDu3Dn27t3LyZMnuXpsm7OzMw0aNKBJkyaEhISUiXURhjULplagB5Pn7uNiag7nErOYuiycb+/vRNOmTVm/fj1HjhwBID4+njlz5lCvXj169+5d5Br8pSHILYjPunzGY+sew6SYmH1sNvX86tGvWr+iX8TZE+77FWb1AnMu7PkBqnYo9fXW7iVJSUls3brVmkwLDw+/7nEF/63Y83slhBBCCFGiUiNhwUP5SbU2j98yqRaXFcfTm56mfUpja1JN6+mIVz/7D24rKC3HyBfrT/HbrohC1UwGNK7I1AH1qOjlAqjPeZmbt3Dpow8xXoi0Hqd1d8f/iSfwGfsQuWYzCxYs4MSJE9b9er2ezp070759+yKVJrxXBQT6MOibd0k+PYGjU98m4NAeAOqlXKDenGms27ySfx6axHP3tbEmOQtydnamX79+NG3alBUrVlhLbx46dIjo6GjGjBlDQEDAde+t1+r5pMsnPLruUQ4nHCYxJ5HH1z/Ob/1+w8e5fDzT223GWmpqKo899hhLlqhTAm8VxpU/LnTr1o2ff/6ZKlWqlHqMomyQEZRCCGFbMoKynDnwO/zzpPreLVAtAelavFlQO88m8uHqExy+wcy0BpU86dsgiL4Ng6gZ6F6spFBEWgTborex7eI29l3ah8ly6/WTPBw9CHILIsg1iIpuFdX3BV4VXCvgqCudsn3FlZmZyYEDB9i3b1+hEopX1KpVi6ZNm1K7du0yWzL9QlIWA7/5lwyD+t9m+uAGjGtfFYDIyEjWrFlDTIEFxXU6HR06dKBjx444Otrvv8Mf4X/wQdgHADjrnJnbf27xy4/89zOsvDzbrZTWW7tXnnVTUlKsibQtW7Zw7NixQn3AKzPSCra5uLjQsWNHevToQY8ePWjevHmZSDqXN/fKd1AIIcoK6W8J8rLg5z5wSR2kRvWu8OBi0N04SZRtzObh1Q9zKSGGH8+9gadZHSzo93B9XOr72SDoW1MUhSX7L/LB6nASM/PLPlYPcOPtwQ3pWMvf2pZ7+jSXPviQrJ078y+g0eA9cgQBzzyD3t+fuLg4FixYQEpKfon/GjVqMGDAALtW9rhbJW/dTsS0d3CJjbK2ZTi4sLDFEHq+8Bh9GlW64bkWi4V9+/axYcMGcnNzAXB0dGTEiBHUqVPnhuelGFJ4ePXDRKRHANDIvxGzes/C1cF2FQrLVSnIM2fO0LdvX86fP2/tQMGNk2tX769QoQLr16+nYcOGtglY2JV09IQQQojblBYN37eD3MvlMsbMh7r9i3z6ibh0Plx9gi0nEwq1azTQItSHvg3VMo8hvkV/KDaajey9tFdNpkVvIzIj8rrHuehdaBPUhjq+da5Jnrk5lO3a+YqicP78efbt20d4eDgWi6XQfnd3d5o3b07z5s3x9va2T5DFtOZoHI/PUxcPd9Bp+GtyO2vZEIvFwqFDh9iwYQNZBUq3eHh40KtXLxo1amSXZIiiKLy5803+PvM3AJXcKvHnwD+LN0LymvXWml1eb82pxOIsr8+6qampbNu2zZpIO3LkyC0TaXq9ntatW9OjRw+6d+9Ou3bt7JqcvVeU1++gEEIIUSZZLLBwHIQvU7d9q8OjG286+NFsMfPM5mfYGr2VV6In0iWjBQAuTQLwu98+61ZdLTw2nTf/Ocp/EflJMBcHHf/XoxYTO1bDUa8FwJyaSsI335Ly559QoMS3S8sWBL32Gs716wPqrKjly5djMqmD+1xcXBgwYAANGjSQgVZ3QDEaSfh9Ppe++hp9Tn7f7bhvFQ6OnMzTj/Uj0OPGJR6Tk5P5888/iY+Pt7Z17dqVzp07o9Vqr3tOTGYMD616iIQc9e8KHSp14Jvu3+Cgs83A0nKTWEtLS6NNmzacOnWqUMLMzc2Nli1bUrt2bby9vTGbzaSmphIeHs7BgwfJyckpdHxISAgHDhyQ7PQ9QDp6QgghxG1QFJg3HM5uUreb3A/DZhTp1JjUHD5ff4rF+6MLrhlN3SAPHmpbhd71KxDoeeOH7aslZCew/eJ2tkVvY1fMLrJN2dc9rrJ7ZToHd6ZzcGdaBbXCSVdyyQtbyM7O5uDBg+zbt4+kpKRr9teoUcP6vKvT6ewQ4Z15b+Vxftp+HoDK3i6seLojPm75SQ+DwcC2bdvYvXt3oWRirVq1GDVqlF1m5OWacxm/ZjxHEtXRwG2C2jCj1wz02mKUjLlmvbXHod9HJRZjeX3WLfgdv9kAysaNG9O9e3d69OhB586dcXe3fanWe115/Q4KIYQQZdKWD2GLWlUBJ094dAME3HjGD8DH/33M3ONzaZfRhDejJwOgddVT4fkW6NztOwgp3WDky/WnmbMrAnOBuo/9GgYxdWB9KntfLvtosZDy558kfvU15rT8SigOlSoROOUlPPr0QaPRYDKZWLt2Lf/995/1mEqVKjFq1Ki7ZlDi3cCUmEjEux9gXLPK2mbWaFldpwvVX3yW4R1q3TCBmZubyz///MPx48etbXXr1mXo0KE3XHftZPJJxq8ZT4YxA4D+1frzQacP0Gqun4wrSeUmsTZ58mR++ukn6+jEoKAg3nvvPR544AGcnK7/x5OcnBx+//133nrrLWJjY9XANRrGjx/PrFmzbBm+sAPp6AkhhBC3Ye8vsOI59b1HJXhyF7h43/SUtBwjP2w5y+wd58k15SdGKnk583zvOgxrVhmdtuijA7OMWXwY9qF1xtDVdBodzQKbWZNp1b2q33WjD81mM5GRkezfv5/jx49jLjDqEsDV1dU6O+1uHxBmNFu4f+Zu9l5QR6F2qxPAz+Naob3qO5GYmMjatWs5ffq0ta1WrVqMHj3aLmsgxGXFMWbFGJIMarJzbP2xTGk1pXgXiT2Uv94awKi5UH9wicRXXp91tVptoRlpGo0GFxcXmjVrRrt27WjXrh2dOnXC39//FlcSpa28fgeFEEKIMuf4P/DXlXXUNPDAX1C7901P+evkX7yz+x3czC78eO5N/ExeAPiOqYNr08BSDvjGFEXhn4MxvLcqnISMXGt7NX83pg1uQJfa+WtvmRISiHnlVbJ27LC2aVxc8J/0GL7jx6O9nIxJS0tj4cKFREdHW49r3rw5/fr1K7Nl8+92mbt2cfb1t3CMyS8PmeDixdbeDzNuyjhC/a5fLUZRFHbs2MGGDRusbf7+/owZM+aGz/f7Lu1j8vrJ5F7uUz1U7yGmtJpS6n8DKBeJtXPnzlG3bl3rHxyaNWvGmjVrityZSkpKom/fvuzfvx9FUdDr9Zw5c4bQ0NDSDFvYmXT0hBBCiGJKiYDv24PxcmmHBxdDrZ43PDzXZGburgt8u/kMqdlGa7uHs56nutVkXPuqODsUb4bVsaRjvLztZS6kXyjU7uPkQ8fKHekc3Jn2ldvj6ehZrOuWBbm5uZw5c4aTJ09y+vRpcnJyrjmmatWqtGzZkrp165arBbXj0gwM+Ho7SVnqmgkv9anD/7rVvO6xJ0+eZPHixeTlqcfWq1ePkSNH2mW23v5L+5m4diImRS0l837H9xlUY1DxLnL1emuTt4LvnS8UX16fda8k1gpq0KABffr0oXv37nTu3Bk3t7Jd1vVeUV6/g0IIIUSZEncEfu4NxsvVO3q9DR2euekpO2N28uSGJzErZv4v9gH6pXYEwLmuL37j6tttUOLJuAze+OcoYeeTrW3ODlqe7l6LRztVw0mf/7yfuX07Ma+8irlARQ/PwYMIfOEFHCpUsLadP3+eRYsWWUvL63Q6BgwYQPPmzW3wie5tlrw8or+fSdpPM9Gb8/8e8F/F+mj+70UeGNL2hgNsT58+zeLFizEYDAA4OTkxYsQIateufd3jN0du5tktz2JR1IG8zzZ/lomNJpbwJyqsXCTWPvjgA15//XUAfHx8CA8PJzCweJn1+Ph46tevT3JyMhqNhnfffZdXX321NMIVZYR09IQQwrZkMe27nMUCcwbBhX/V7ebjYPDXNzhUYfnhGD5Ze5LolPzkkKNOy7j2Vfhft5p4uxavtIhFsTD3+Fy+3P8lJouaxHBzcOOBug/QJaQLDf0aotPefWUQ09LSOHnyJCdPniQiIuKamWmg1v1v2rQpLVq0KNezcP49ncjYX/agKKDVwLxH29C+xvU/b0REBPPmzbOujdCoUSOGDRt2w/r7penKaF8AJ50Tv/X7jfp+9Yt+AUWBxRPh6GJ1u4TWWyuvz7peXl5kZGRYt6/+w49er6dly5bWMpDt27eX9dTspLx+B4UQoqyS/tY9KDMBfuoGaZdnBTUeo5bpv0li7GzqWcauGkuGMYOmWXX4IFJNwmmcdFR4rgV6b/uUzf9jTyRv/nMUU4Gyj30aVOCNgfUJ9slfe9uSl0fC51+Q/Ouv1jZdgD+VPvwQ9w4drG2KorBz5042bNhgrXTg5eXF6NGjqVSpUul/IGGVFxnJ8VfewGl/mLXNoHNgc+tB9Hv7eeqF+F33vKSkJP78808SEvLXZu/evTudOnW6bvJ3yeklvLUz/3/73m7/NsNqDSvBT1JYaT3r2nT47Pr16wG1U/Xiiy8WO6kGEBgYyAsvvGBN0G3cuFESa0IIIYQQV4TNzE+qeYVCn/eue9iOM4l8sDqcoxfTC7UPa1aZ53vVJsTX9brn3UxiTiJTd0xlx8X8Eh8N/RryceePCfEMKfb17ElRFGJjY63JtLi4uOse5+joSM2aNalXrx5169a9J0qUdKzlz7M9avPFhlNYFPi/+QdZ9X8dr7vuXtWqVRkzZgzz58/HbDZz5MgRHBwcGDhwoM2Ta/fVvo/jScdZfHoxueZcntn8DH8O+BM/l+t3EK+h0cDALyHmICSfhZgDsP7NEl1vrTxJTk5mz549bNiwgfXr17Nnzx5rghXAaDSye/dudu/ezfvvv4+zszPt2rWje/fudO/endatW9slASuEEEIIUaJMefDX2PykWuUWMOirmybVkg3J/G/j/8gwZuBkcWRKQv6MHq9+1eySVDOZLby7Mpxfd0ZY26r4uTJtcAO61Sn8N/7c8+eJeeFFDAXW4HLr0plK77+P3i//2Ts3N5e///6b8PBwa1uNGjUYMWIErq7F74+KO+MYGkqT338lYcUqot55D9f0FJzNRvrtWkLk8B3sHv9/PDBpSKEZiQB+fn48+uijhf5bbtq0idjYWIYOHXrN8l/Daw0n2ZDMV/u/AmD6run4OPvQNaSrTT5nSbHpjLUqVaoQFRWFRqPh2LFj1K1b97auEx4eToMGDdBoNFSoUIGYmJgSjlSUJTKCUgghbEtGUN7FEs/AjI5gujz7bNxyqNa50CEn4zJ4f1U4W08lFGrvVMufl/vWpWFlr9u69c6Ynby2/TXrOlYAExpO4KmmT+GguzuSTSaTifPnz3Py5ElOnTpFenr6dY/z8vKiTp061K5dm6pVq5arUo9FZbEojJsdxvbTiQC0rubLH4+2Qa+7fiLk5MmTLFiwAItFLfnRunVr+vXrZ/PyNXnmPCasncChhEMAtKzQkpm9Z+KgLcZ3NPYwzOpZYuut3SvPullZWWzZsoX169ezYcOGQoudX1Hw++Dh4UGnTp2sibYmTZrYMtx7yr3yHRRCiLJC+lv3EEWB5f8H+39Ttz0qwmObwbPiDU/JNefy6NpHOZhwEIApaY/SLUYth+hYzZOAxxqjKca61yUhLcfI0/MPsK1AH3JCh2pM6Vun0JIBiqKQtvRv4t59FyVbLXmpcXAg8KUX8Rk7ttCzXkJCAgsWLCAxMdHa1rlzZ7p27SqDq8oAc2Ymx979GN0/i9AWSB/trt2Oxu+8TosmNa45R1EUtm/fzqZNm6xtAQEBjBkzBj8/v2uO/fi/j5kXPg9QK4rM7DWT5hVKvvRnuSgF6erqisFgQKPRkJ2dfU22sqgMBoM1a+3o6Git4SnKJ+noCSGEbUlH7y5lMcMvfSH6ctmG1pOg/yfW3YqiMD8simnLjpFntljb61f05JV+delcYHHp4jCajXxz8BtmH51tbfNz9uP9Tu/TvlL72/ssNmQ2mzl//jxHjhwhPDzcuh7Y1SpVqkSdOnWoU6cOFSpUsNt6BmVJUmYuA77+l7h09Vn88S41eKXfjQfOHT16lMWLF1tLvHTo0IGePXva/HcZnx3PmBVjSMhR/zDwQN0HeLVNMStg7P0FVjynvnfygkmbwe/azmVR3KvPurGxsWzYsIENGzawcePG6w6WLPjd8PX1pVu3bvz111+2DPOecK9+B4UQwl6kv3UP2fMjrJ6ivtc7w/hV6oy1G1AUhVe2v8Kq86sAaGtpxlunHgMF0Gup8EwzHAJsO5MrIjGLCXP+41yCuvaZg07De0MbMapV4Yok5sxM4t6aRvrKldY2x2rVqPzZpzjXL1x+/dixY/zzzz/WvpeTkxPDhw+nTp06pfxpRHGlHTrC8ZdexzvytLUt3cGVYxNe4KGnx+CovzYJeurUKRYvXkxurjoQ0dnZmREjRlCrVq1Cx1kUC69uf9X6ffdw9ODXvr9S2+f667PdrnJRCrLgaN7c3NzbTqwV/IPH7V5DCCGEEKJc2flNflLNtzr0nGbdlZNnZurfR1m8P9raVtnbhRf71GZIk8pob3PEY1R6FFO2TeFo0lFrW4fKHXivw3tFL69nB4qicPHiRY4cOcLRo0etC2QXpNPpqF69unVmmqenpx0iLdv83J347sFmjP5xNyaLwoytZ2lV1Yce9Spc9/iGDRtiMpn4+++/AdixYwcODg507drVdkEDga6BfN71c8avHY/JYuKPE39Qz68eQ2sOLfpFWoyHiH/V9dZy0+C3IeofSrxDSy3u8qZixYqMHTuWsWPHAmpVks2bN7N161a2bdvGpUuXKDgGNCkpicWLF9srXCGEEEKI4jm7GdYUGLw1+NubJtUAZhyekZ9k0LozNeFxUNS1nb16hdo8qbbzTCJP/L6ftBwjAL5ujvzwYHPaVC/c18s5dIiLL7yIMTq/v+k1cgRBr72GtkBJR7PZzIYNG9i1a5e1LTAwkNGjR18zo0mUDV5NGtF29VJO/PQbOd9/g0teDp7GbFr/+C5fHjvJiPdfpEagR6FzateuzWOPPcaff/5JYmIiBoOB33//nR49etCxY0fr4DmtRsu7Hd4lLTeNHTE7yMjL4In1TzC3/1wquZf99fVsOq8yICB/JPT1Sn8U1bFjxwB1BGPBawohhBBC3JPiw2HzlbXUNDD0B3B0A9QRhsO+31EoqfZI+6psfKELw5oF33ZSbcW5Fdy34j5rUk2v1fNSy5f4vsf3ZTaplpCQwKZNm/j666+ZNWsWe/bsKZRUc3JyokmTJowePZopU6bw4IMP0rJlS0mq3USLKr6FZqk9t+AgUcnZNzy+adOmDBw40Lq9Zcv/s3fX8VlVfwDHP0+tm40BCxbkBqO7S6RBQhAUUEIlVLCwMFAR/amohBLSEoKkdEg3o2NjjG2sxzqfuL8/7rhjgrAecd6vFy/uuXGe8+DAe+/3nO93HwcPHizVMd53HBXr81Gzj5T2F0e+4EL8hQdc8S8qlVwbo2Lu7NvkcFjcC5JvlfBInx61a9fm9ddfZ9WqVZw6dYr3338fa2trVCqVWCEqCIIgCMLjJeE6rBmhBMVo/RYEDHzgJdtubGN24GwAVKiYbfUVmnj5ep2bDTaty3ZF+fJjN3lp4XElqFbD1YYN41rlC6pJJhPxv80jdOgwJaimtrHB7fv/UWXatHxBtbS0NJYsWZIvqFa3bl1GjRolgmqPOJVGQ+1XR+K/cxvx9ZoBoEGi18HVbH1pPKsPB/PvpIjOzs6MGjUqXymw3bt3s2XLlnzn6jQ6vm//PXWd6wIQmxnL2J1juZ11uwy+WfGU6Yq1hg0bcuPGDQCWLVtG8+bNi9TPsmXLlO26deuWyNgEQRAEQRAeS0Y9/PUqGHNX9LccD57yPdb2i9G8vfosqdkGAKzMNEzvH0DvekWf/ZWhz+DLY1+y8fpGZZ+nrScz2s3Av4J/0b9HKUlOTubChQucP3+e6Ojoe45rNBpq1KhBQEAA1apVQ6d7POrBPUpeae3NydBEtl2MJiXLwLgVp1nzaot7ilrf0bhxY/R6Pdu3bwdg165d6HQ6mjVrVpbDpn+N/lxKuMTqa6vJMeXwxt43WNljJS5WBZy4Z24LL22A37tDQhAkhsKS3jBiC9hWKtWxP2mysrL4559/2LFjBzt37lQmUgqCIAiCIDx2spLhjyGQlSS3azwLHT9+4CVhKWFMPZyXFvRD33dx3qoDJFCrcOxfHZWmbCYaGYwmpm25zKLDocq+jrUqMnNwfWwt8p6V9DGxRL73HhlHjyr7LOvXp8p332Hm7pavz7CwMNasWUNqaioAarWarl270rRpUzGB6jFi7lqR1n8s5NK0b1GvWARAp9DjXHx7ApOHv8MnL7bGwcpMOd/CwoJBgwaxf/9+9u3bB8DJkydRq9X56m1b6ayY1WkWL219idCUUEJTQhm3axwLui7ASle2qzQLo0wDa507d1bqKsybN48RI0bQuHHjQvVx/Phx5s2bp7SfeeaZkh6mIAiCIAjC4+PgDxAVKG8714QOH2Ewmvh2x1V+/SdEOc3XxZq5wxpR3dX2/v0UwKWES7y7/11uptxU9vX27c0HzT7AWmdd5H5LWmZmJpcuXeL8+fOEhobec1ylUuHt7U3dunWpXbs2FhYWZT/IJ4hKpWLGwACuRKcQmpDBuYhkpm2+zBd96/znNS1atMBgMLB7924Atm7dilarpVGjB6fHKWnvN32foKQgzsSeITYjltd2vcbvz/6OrVkB/57YVIThG+XgWuINSAiW00KO2ALWzqU7+Mfc6dOn2blzJzt27ODw4cP50v3/e8arubk5HTp0oFevXmU9TEEQBEEQhIIzGWHtaIi/KrddasFz80B9/wlnINesfnf/u2QY5KwPvb170f5sHfRGOQhl284dsyo2pT50gOQMPeP/OM2BoHhl35i2Prz3bC00d2U6Sd27l6gpH2BMSpJ3qFRUeHUsLuPGobqrFJQkSRw/fpzt27djMsl1vm1sbBg0aBCeniKF+uNIpVbj/8l7xNXzI/rDD9Ea9PjfDsV57oeMCX6Vt17tSQvfvBWIarWa9u3b4+TkxLp16wA5vnMnuHonuOZo4civXX7lxa0vEpsRy4WEC7y17y1+6fgLOs2jOfm1TANrQ4cO5f333yclJQW9Xk+PHj1Yv349LVq0KND1hw8fpl+/fhiN8jJYW1tbBg8eXJpDFgRBEARBeHRFnYN/vpG3VRroN4fYLJj4xzGOhuSlTugRUJlv+gdgY170W79VV1Yx/cR0DKbc1W9aKz5u8TE9fXo+5MqyExERwfHjx7l48aJyv3i3KlWqULduXerUqYOtbdEDjMK97Cx0zBrakOdmHybbYGLp0Zs09nKkT323/7ymTZs26PV69u/fD8CmTZvQ6XQEBASU1bCV1CNDtwwlMj2Sq4lXeWPvG8zpPAdzTQFrOdtVgeGb5OBachjEXYElfeWAm5VTqY7/cRIeHs7OnTvZuXMnu3fvJiEhQTn270AayPU2evToQa9evejSpQvW1o9O8F4QBEEQBOG+dn4CQXJWBiwcYMgfYPHgtPK/BP7CxQR5tX5Vu6pMlkaTES6nVdS6WGLXsWwCUDfi03ll0QlC4uVU+TqNii/71WVQYw/lHEmSSPj1V+J+nKns07q6UmXGDKybNc3XX05ODps2beL8+fPKvqpVqzJw4EBsbMomUCiUHpc+vbDx8SZ47Gtob8fjmpnElL//x3cxUex/oS+TutRAp8mrQhYQEIDJZFLqbR89ehS1Wk2XLl2U4FoVmyrM7TyX4duGk5qTyuHIw3x46EOmt5mOWlWmFc0KpEwDazY2NnzwwQe89957qFQq4uLiaNeuHS+++CIvv/wyTZs2vSf9jl6v59ixYyxYsIDly5djMMgvc1QqFZMnT8bR0bEsv4IgCIIgCMKjwZAD61+D3EAXrd/ihN6bcT8dJDY1GwCtWsWHPWozoqVXsVJsrLqyimnHpintOhXqMKPtDDzsPB5wVdkwGAxcvHiR48ePc+vWvfWtnJycCAgIoE6dOjg7ixVEpcm/ij2f9/HnvbXyw/OUdefxr2JHtYr/HcTs0KEDer1eqbXw119/odVq8fPzK5MxAzhbOjO3y1xe2voSSdlJnIg+wZQDU/i27bdoHjC7OB8Hj7yVa6mREHMelvaT91nYl+4XeESlpaWxd+9eZVVaUFCQcuxOIE2lUuULqtWtW5devXrRq1cvkRpIEARBEITHy+mlcOQXeVuthUFLwMnngZccjTrK7xd+B+Sa1TMCviJzUaR8UIWcAlJX+gGFQ8HxvL78tFJPzcnajF9fbEQTr7xJYpLBQPRnn5O0Zo2yz6ZTJypP+wLtv97Px8fHs3r1amJjY5V9LVu2pFOnTmg0Bby/Fh55lnXrUOuvtdx4fRzGixewMOr56PhilqRE0z+oPzOHNMTbOW9yXP369TGZTGzcKJeVOHz4MGq1mk6dOin3/dUdqzOr0yxG7xhNtjGbrTe2UsGiAu82efeRezYo08AawNtvv82OHTvYvXs3KpUKg8HAokWLWLRoETqdjqpVq+Lg4ABAUlISN2/eRK+X/1JLkqQ8fHXq1IkPP/ywrIcvCIIgCILwaPjnG4i5AIDk6s/v2kF8+dtRjCb5JbWrnTmzhzakUdXirZjZdH1TvqDai34v8lbDt8o9HUNycjInT57k1KlTZGRk5DtmYWFBvXr1CAgIoEqVKo/cDfiTbFBjD47fSGTt6Qgycoy8tuw0G8a3wsrs/o8dKpWKZ555BoPBwIkTJ5AkiT///JPBgwdTo0aNMhu3t703szrNYtSOUWQaMtl5cyfTj0/ng2YfFPznx8lbXrm2qDukxcgpWpf1hxf/kuuxPWWcnJyUlaN3B9LuZmZmRvv27enZsye9evUSKYEEQRAEQXg8hR6CzW/ltbt/Cz7tHnjJ7azbfHDgAyTk+6SJ9SfisldFtl5OmWjdvDLmXqU/QWvp0Zt8uvGi8hxZ09WW+cMb4+GUV9vKlJ5OxKRJpP+zX9nnMmkSFUaPuuf+7vLly6xfv57sbHmyp5mZGX369MHf/9Grxy0Un861ItWWLyXyo49J3bwZgJeubOef1Gj6Rb3AB/0aMLCxu/Jz0rBhQ0wmE5tzzz148CAajYYOHToofTao2ID/tfsfb+x9A6NkZNnlZbhYufBynZfL/gs+gEq6X96NUpaVlcXAgQPZsmWL8of6sGHcfV7Xrl1ZuXIl9vZP5+zPp01ERAQeHvKM+PDwcNzd3ct5RIIgCIJQzqLOwm8dQDIiqbV87T6b367lpdNo4VOBn19ogLNNAVPZ/YfdN3cz+Z/JGCX55fgrdV7hzUZvFqvP4pAkiZs3b3L8+HEuX758z/2jq6srzZo1o06dOpiZmf1HL0Jpy8wx0m/2Ia5Ey3UhnmvgxvfP13/gNXdmLgYGBgKg0Wh44YUX8PX1LeXR5ncg4gAT9kxQfuYnNJjAmIAxhesk9oocXMvITXXo2RKG/Qlm909l+KTe66rV6nwvWu78fXVxcVFSPD7zzDMixeMj4En9GRQEQRCEMnH7BszrCJm5qfibjoXuMx54iSRJTNwzkX0R+wBoUbkF3zt+RtLaYAA0Dua4vtUQdTFS+T+MwWji882XWHIkr352p1oVmTmkQb4SAoa4OMJffY2si3K6SpVOR+Wvv8a+Z498/RmNRvbu3cvBgweVfc7Ozjz//PO4uLiU2vcQHg2SJJEwfz6x3/+AKve+P8jejc+bj6Rp01p83S8Ae6u8ybnHjx/n77//VtodOnSgXbv8wej1wev5+NDHAKhQ8UOHH+jk2anQYyute91ySU5pYWHB+vXr+fnnn3F1dc03g/F+v0D+j1OxYkW+++47/v7776cuqBYcHIy5uTkqlYpPP/201D/PZDKxadMmhgwZgo+PD9bW1tja2lKrVi0GDBjA+vXrlZWEgiAIgiCUIZMJNk+C3Bf/i7QD8wXVXm/vy9JXmhY7qHbo1iHe3v+2EmAYXHMwbzR8o1h9FlVOTg4nT55kzpw5LFq0iEuXLin3j2q1Gn9/f0aOHMmrr75Kw4YNRVCtnFmaaZg1tCHWZnKal3VnbnH4evwDr1Gr1fTu3Zs6deoA8oP5ypUriY9/8HUlrY17Gz5r+ZnS/vnMz6wLWle4TirWgpc2yHU1AMIOwx9DQJ9ZcgN9TEiShCRJ+Pv7M2XKFA4fPkx0dDQLFy6kX79+IqgmCIIgCMLjLSsF/hicF1Tz7Qhdv3roZSuvrlSCao7mjkyr9xnJW0KV4479qpVqUC1Lb+TVZafzBdXGtvXht5ca5wuqZYeEEDp4iBJUU9vZ4bFg/j1BtbS0NJYtW5YvqObv78/o0aNFUO0poVKpcB49Go9Zs1BZyasdqyffYua+mYT8c4xnZ+7naEhejeWmTZvy7LPPKu29e/dy4MCBfH32rdaX8fXHAyAhMeXAFK7cvlIG36ZgymXF2t0yMzPZtm0bO3fu5NixY8TFxZGQkIAkSTg6OlKpUiWaNWtG+/bt6du371P5osRoNNKhQwflh2vq1KmlGlwLDg5m2LBhHDt27IHn1alThz/++EN5AVJaxAxKQRAEQbjLyd9h85sABEtudMv+Gj1abC20fD+oPl38XIv9EadiTvHqzlfJMmYB0Nu3N1+0+qLMCwbfvn2bEydOcObMGbKysvIds7a2pnHjxjRq1Ag7uwcXBBfKx+oT4by79hwAtSrZsmViGzTqB6dVNBqNrFmzhitX5AemypUr88orr6DVlm0G+wXnF/Dj6R8BUKvUzOwwk/Ye7QvXSeQZWNwbslPkdrUuMHg5aPMHvZ/Ue92uXbsq9dKqVq1a3sMRHuBJ/RkUBEEQhFJlMspBtaAdcrtCdRi1CywdHnhZUGIQgzcPJseUA8AvHX+hzj8uZF6Qgw5WDSri9HzNUht2WraB0YtPciQ3yKHTqPiqX10GNs5fPzvj1CnCXx+HKTkZAG3lynj+9ivm1avnOy8iIoLVq1eTkiLf895J9d68eXORkv8plXXtGhGvj0MfEQGAXq1hZv2B7KnamDFtfJj0TA3MtfIkzCNHjrB9+3bl2i5dutCqVSulLUkSUw5OYUvIFgBcrVxZ2XMlzpYFr59eWve65R5YEx7utddeY+7cuUq7NANrFy9epGPHjvmKSz6IpaUle/bsoXnz5qUyHhAPeoIgCIKgSIuDXxpDVhIAg3M+4qjJD7/KdswZ1pCqFYq/+uNi/EVe2fEK6fp0ALpU7cKMtjPQqssmsJGTk8OVK1cIDAwkJCTknuPu7u40bdoUPz+/Mg+2CIVjMkn0nnWQC7fkh+yv+tXlhWYPr6GVk5PDb7/9pqxWa9myJc8880ypjvXfJElixokZLLu8DABzjTnzn5lP/Yr1C9dR+AlY2hdy0uR2zR4waDHcVaNQ3OsK5U38DAqCIAhCEWz/EI78Im9bOMDoPVDhwWnMswxZDNkyhOAkOeXjC7Ve4E3r0SQsuwyA2lqH66RGaKxLp551YnoOI34/ztkIOVhmZaZh3kuNaVUtf5AiZds2It99DylHDv6Z166Nx9y56FwrKudIksTJkyfZunUrJpNcF87GxoaBAweKSVUChsREbk18g4wTJ5R9a6q1Z5F/d6pXsuf75+vhX0XOSHjw4EF27dqlnNe1a1datGihtLON2by8/WXOxcmTNgOcA1jQdQEWWosCjaW07nXF24hH3KRJk/IF1UpTamoqffv2zRdU69y5M++99x6NGzdGpVJx8uRJvvnmG3bu3AnIKw779evHqVOnqFKlSpmMUxAEQShdn32WlwZt6tSp5TgS4d+kXZ+gyg2qrTO25qjJj4GN3Pmibx0sdJpi9x+UGMTYXWOVoFort1Z80+abUg+qSZJEeHg4gYGBXLx4USl0fYdGo6Fu3bo0bdpU3G88RtRqFZ/09GfQr0cA+N+Oq/SsVxk7iwe/KDAzM6N///7Mnz8fo9HI4cOH8fX1LdN6ayqVineavENCVgJbb2wl25jNuN3jWNJtCb4OhRiHRxMYugaW9Qd9BlzdAmtHQf8FoHl6H8UiIyM5fvw4sbGx3L59G41Gg42NDVWrVsXPzw8vL6/yHqIgCIIglBrxvPUEOL0kL6im1sLzSx8aVAP47uR3SlCthmMN3vSfSOLMC8pxh94+pRZUi07O4sUFxwiKlSd8OVjpWDSyKfU9HJRzJEni9qLFxH7zjbLPulUr3GbORGOTN4kzJyeHLVu2cPbsWWWfp6cnAwcOxNbWtlTGLzxetI6OeC6YT/SXX5G0ahUAA4P3UTEzke8aDaHvrEO82bkGY9v60Lp1a0wmE3v27AFg+/btqNVqmjVrBsiTHGd2mMmQLUOITo/mXPw5Pjn8Cd+0+aZcV0U+vU9zj7iUlBRGjhzJunWFrOlQDJ9//jnBwcFKe9y4cfz888/5fkA7depEx44deffdd/nuu+8AiI6O5qOPPmLhwoVlNlZBEARBeNoYbxxCE7gCgBTJiq/0Q3mna01eb+9bIjeTYSlhjNk5huRsefZiI9dG/ND+B3Sa0nmwA/l+5+zZswQGBpKQkHDPcUdHRxo2bEjDhg1FLabHVFNvJ3oEVGbLuSgS0nP4ZU8wH3Sv/dDrKleuTOfOnZW0IH/99RevvfZamf4cqFVqvmz1JYlZiRyNOkpKTgpjd45lWfdlVLKuVPCOqraEISthxSAwZMGl9aAxg35zQV38gPjjIisri99++43Zs2cTFBT0wHM9PT0ZMWIEEyZMwMnJqYxGKAiCIAiCUAChh+Sa13d0/xa82z70sr1he1l1VQ4wmGvMmdF2Blk7IjGlyqvCLGo5YRlQOvXIQuPTGbbgGBGJcs3firbmLH2lGTUr5QXBJKORmOnfkLh0qbLP/rnnqPzZp6h0ec+Et2/fZtWqVcTExCj7mjdvTpcuXdBonp57W+HhVGZmVPp0KuY1qhPz1ddgNNLu1lksDDl82fQlvt1+lV2XY/h+UH3atm2LyWRi3759AGzduhW1Wk2TJk0AcLZ05peOv/Di1hfJNGSy9cZWfOx9eLXeq+X2/cq2UMZ9ZGVlsXr1akaNGkXjxo1xcXHB3Nwca2tr3N3dad++PVOmTOHQoUPlPdQyExgYSKNGjco0qBYfH8/PP/+stBs1asRPP/103xd1KpWKGTNm0KNHXqHKJUuWcPXq1TIZqyAIgiA8bbKzs4j543Wl/a3hed7s24pxHaqVSFAtOj2aUTtGEZ8pp96rU6EOv3T8BUutZbH7/je9Xs/58+dZunQpP/zwA7t3784XVDMzM6NBgwaMHDmSiRMn0qZNGxFUe8xN6VYLM6382PH7oRvciE8v0HXNmjVTVqmlpaWxYcMGyjqLvU6j48cOP1LbSQ4GxmTE8OrOV5UAdIH5tIPnl8sBNYDzq2HTRMhNm/OkO3HiBDVr1uStt97i2rVrSJKk/Lrj7n03b97k888/p3bt2vz999/lOHJBEARBEIS73L4Bq4aBSS+3m70KjV9+6GUx6TF8cvgTpf1uk3dxv12B9OPRAKjMNDj0LZlnu3+7HJXCgLlHlKCap5MVf77aMl9QzZSVxa0338wXVHMeP57KX07LF1S7fv068+bNU4JqOp2OAQMG8Oyzz4qgmnBfKpUKp6FDcZ/1Cyoz+VmoWcxlPj+6AAtDNmfCkug2cz9LjoTStm072rbNC1Jv2bKFU6dOKe2aTjXlVWrIf09mBc5ie+h2yku5BdaysrKYOnUqlSpVYsiQIfz++++cPn2ahIQE9Ho9mZmZREZGcuDAAWbMmEHbtm3x8/Nj7dq15TXkUhcfH8/48eNp0qRJvpVjLi6lM1vhbkuWLMmXdumDDz5Arf7vH487wbU7jEYjixYtKs0hCoIgCMJTKSPHwLrZH1ElJxSAcyYfmg6czLDmJZO3Pj4zntE7RhOVHgVANYdqzOk8BxszmxLpH+QX5hEREWzevJn//e9/rF27luvXr+d7qe7l5UXfvn2ZPHkyffr0oWrVqqLY9RPC3dGKMW18ANAbJb7ccrlA16nVavr27YuVlRUA165d48RdOfrLirXOmtmdZ+NhK+flv558nQl7JpBlyCpcR9U7w8DFcroggDPLYP2rYMgp4RE/WrZs2ULbtm0JDw9HkqR7/l7/O8AG8rOGJEnExcXRp08fVq5cWZZDFgRBEARBuFdWCvwxGDJvy23fTvDMlw+9zCSZ+PDghyRlJwHQ0aMjA7yfI3Fd3rtf+25eaB3MS3zIp24m8vyvR4hPk9/51nS15c9XW+BZwUo5x5CYSNiIkaTuzK1xpdVS+csvcRk/TrlvkySJw4cPs2zZMjIz5QBdhQoVGD16NHXq1CnxcQtPHtv27fH47TdUuc929eOC+d/x+djkZJClN/HJhosM//04tRo2p3Xr1sp1mzZt4vTp00q7g2cH3mr0ltL+6OBHXIy/WHZf5C7lElgLCQmhQYMGTJs2jZSUFOVBSqVS3fPrDkmSuHLlCoMGDWLIkCH31N543O3cuZNq1aoxa9YsDAaDsr9jx45s27at1D9/w4YNyraNjU2+1Wj/xc/Pj/r16yvtP//8szSGJgiCIAhPreQMPW/8upneSUsAMEkqcp79jl71PUqm/+xkxu4cS2hKKACetp7Me2YeDhYOxe47OzuboKAgdu7cyaxZs5g/fz4nT54kKysvGOHg4EC7du144403GDFiBPXr18fcvOQfKIXy91p7Xyrayv9td12O4WBQfIGus7W1pW/fvkp7x44d+dLOlBVnS2d+7fwrThZyWsIzsWd4Z/87GEyGh1z5L7W6y/XVVLkzes+tgnWjS3i0j47Lly/zwgsvkJ2dne/ZrmPHjkydOpXly5ezZcsWNm7cyJIlS5gyZUq+WaoqlQqj0cjIkSO5eLF8HpgFQRAEQRAwGeHPlyHuitx2rgEDfy9QzdzfL/zOsehjAFS0qshnLT8jdU8Ehng5QGVW1Q7rZpVLfMgHguIYNv8YKVny/Wp9DwdWjW1ORTsL5ZycsDBuDh5CZmAgAGorKzzmzsWh/3PKOXq9nnXr1rFjxw7lHX716tUZPXo0FStWLPFxC08u6+bNqLpwAWo7OwB8Ym/wW+BC7LNTATgQFE/XHw+Q4lSTFi1aKNdt3LiRc+fOKe0R/iPo49sHgCxjFhP2TCAmveyfEcu8xlp0dDRt2rQhKkqeFX1nNqIkSVhYWODp6Ym9vT1Go5GUlBRu3ryJXq/Pd+7q1atJSkri77//fmJmMl+8eJHk5LyUMlZWVkybNo033niDsLCwUv3srKwsjhw5orRbtmxZ4Jda7du3JzD3H9/g4GCuXbtGjRo1SmOYgiAIgvBUiU3J4qWFx3kj4ResNfKEovjaQ2ncslOJ9J+uT+e1Xa9xLfEaAJWsKzHvmXk4WzoXqb+cnBzCwsIIDQ0lNDSUW7du3Tdtn06nUybnVK1a9YEr5IUnh7W5lveercXkNXKB8y82X2LLxNZoNQ//71+jRg2aNm3K8ePHMRgMrF27ltGjR6PTlV79v/vxsPNgTuc5jNw2kgxDBvvC9zHt6DSmtphauGcS/77yqrW1r8g11yKOl9aQy93EiRNJTU1VnuM6d+7MnDlzlBSf/yUoKIjx48ezc+dOVCoV2dnZTJgwQSloLgiCIAiCUKZ2fAzBO+VtS0e5fq6F/UMvOx93nl/O/AKAChVft/4aq9taYveHyydoVDg+Vw2VumTfb289H8XElWfQG+XnsdbVnPn1xUZYm+eFArIuXSJs1GiMt+UVeFoXFzx++xWL2nn1kJOSkli1apXyHh+gbdu2tG/fXjzHCUViWb8+VZcsJuzlVzDevo1jZCjL1L/zbrPRXDZakpplYNLqc3Tzd6VroyYEnpIzlqxfvx4bGxt8fHxQqVR80uITwlPDOR17mrjMOCbsmcCiZxdhpbN6yAhKTpn/DRg5ciRRUVHKw6eFhQVvvPEGp06dIjU1lStXrnDs2DFOnjzJtWvXSEtL48iRI7z66qvodDrloWzHjh189dVXZT38UqdSqRgyZAgXL17krbfeKpN/pC5fvqwEL4F8q9Ae5t/nnjx5soRGJQiCIAhPr7CEDAbMPUKl2P1008g3kgZLZyr2eXiqkYLIMsizus7HnweggkUF5j8znyo2VQrcR05ODiEhIezevZsFCxYwffp0li1bxsGDB4mIiLgnqObp6Unv3r15++236devH97e3uJh7CnTr4Eb9dzlFxBXY1JZeSK8wNd26dJFmREbGxvLzp07S2WMD+NXwY8fO/yINjed49qgtcwKnFX4jmr3hBFbwKpogezHweHDh9m9e7fy3DdixAh27Njx0KAayLOgt2/fzssvv6z8W/LPP/+USypQQRAEQRCecqcWw9Hc+z21FgYthQoPv59J16fz3oH3MEjyirFRdUfRpGITEtcGQW6ZXbsOHuhcS7ae9OoT4YxbcVoJqj3rX4kFIxrnD6pdvszNkS8rQTXz6tXwWrUyX1AtNDSU3377TQmq6XQ6Bg0aRMeOHcVznFAsFrVqUXXZMrSVKgGgjQhj5pE5vOiZV6dv68UYpgXqcPXxA8BkMrFq1Sole4mZxowfOvyAm40bAJdvX+ajQx9hksquhnWZ/i04cOAA27dvVx6uatasSWBgID/88AMNGjS4b5FDnU5Hs2bNmD17NqdOncLLy0sJrk2fPp3Y2Niy/AqlxszMjKFDh3Lq1ClWrFiBl5dXmX32lStX8rWrV69e4Gt9fHzytYOCgkpkTIIgCILwtLoancqAuYeJuZ3E59pFyn7ts1+BpUOx+9cb9UzaN4kT0fILajszO3575jeq2j24ZpvBYODGjRvs2bOHhQsX8s0337BkyRIOHDhAeHg4JlP+G1hnZ2caN27MgAEDePvtt3n55Zdp2LChSPX4FFOrVXzSy09pf7/zGsmZ+gdckUen09G/f3+0WvmFwPHjx7l27VqpjPNhWlRpwVet8yb4/XruV9ZcW1P4jtwbw6hd4OBdgqN7dKxfv17ZrlmzJvPmzSt0H3PnzqX2XS94Vq1aVRJDEwRBEARBKJjQg7BlUl67x//Au02BLv3q2FeEp8oTyQKcA3it/mukHbqF/lYaAFpXK2zbl0yK/zvm7Q/h3bXnMOXOcRzQyJ1fXmiAuTbvnXvW1auEjXwZU27mNMuGDam6fDm6KvIkS0mSOHbsGEuWLCEjIwMAR0dHRo0ahZ+fH4JQEsx9vKm6bBk6D/nvgDEykpf++Ip5bZ1wtJIzk8Sn65lxyQqjrRyAy87OZvny5aSkpADgZOHELx1/wVonB6d33txZtEmPRVSmgbUlS+T6IJIk4eTkxO7duwsVxPH392fnzp3Y2NigUqnIyMhg0aJFpTTasvX666+zbNkyGjRoUOafffdyXoAqVQo+W71SbmT5joiIiBIZkyAIgiA8jU6HJTLo1yPEpmYzTrseT3WcfMCrDQQMKnb/JsnElINTOHDrAABWWivmdp5LDcf/TuOcmJjIrl27+OGHH1i8eDH79+8nLCwMo9GY77wKFSrQqFEj+vfvz+TJkxk/fjw9e/akTp062NjYFHvswpOhUVUnetWT7zVvp+fw0+6CT8pydXXlmWeeUdrr168nNTW1xMdYEN28u/Fek/eU9pdHv+TwrcOF78jJG4YsL8GRPTr27t2rbL/77rv3nUT5MFqtlrfffltpHzhwoETGJgiCIAiC8FC3Q2DVi3Cnpm6z16DRiAJduiVkCxuvbwTAWmfN9LbTUSUaSNl5Uz5BBY79q6PSlsyreUmS+G77Vb78+7Ky75XW3szoH5Av9XrWtWuEjRiJMSkJkINqHr/9hia35pVer2fDhg1s3bpVmTjp6+vLmDFjcHV1LZGxCsIdZu5uVF22DLNq8gpQQ1wcVb+YzJZuLnSqJWcrkVDxR1wVMrTyz2hKSgorVqwgO1sul1HNsRrftv0WtUr+Of/t3G9sDtlcJuMv0xprhw4dAuR0hx9++GGhAjh3+Pj48O677/Lxxx+jUqnYvHkz7777bkkP9any71V/Tk5OBb7W0dExX/t27hLiwnhYMO7fgT9BEARBeBIdDIpnzNKTZOQY8VFF8po292ZQrZNnRpZAXdlfz/7K9tDtAJhrzPml0y/Udal7z3kmk4ng4GBOnDjxn6vRnZyc8PLyUn7Z5T6MCcLDvN+tFjsvRZOlN7H4cChDm3ni41Kw4GuTJk2Uur4ZGRmsX7+eoUOHlks6mmF+w4hKj2LJpSUYJSOT/5nMkm5LqO5Y8ImDgFyn4wl069YtZbtz585F7qdLly6A/MIoODi42OMSBEEQBEF4qJx0+GMIZOa+5/TtBM9MK9Cl4anhfHH0C6X9UfOPcLdxJ37+eSS9HKyyaVkFc8+SeX4ymSSmbrzI0qM3lX2Tu9RgfMdq+eoAZwcHy0G1xERArnXl8duvaGzk1T4pKSmsWrUq3z1cq1at6NSpk0j9+AAmk0RmSg5pSdmkJ2aTnpyN0WDCZJKQTBImY+4vk4SU+3te26S0JZOEmZUOa3szrOzMsLY3x8pe/t3SVoe6ALWpH0c614pUXbqU8FdGkXXpEsbERFJfG8NPv85li38An226SHoObErz4Tnrq+iMmURHR7N69WpeeOEFNBoNbdzb8Hbjt5lxYgYAUw9Nxd3GnfoV65fq2Ms0sBYenldHoV+/fkXuZ9CgQXz88cdIksSlS5dKYmhPtbS0tHxtW1vbAl/77xnoRZk17OFRssueBUEQhOK5k3JZVQKBHKFgtl2IYuIfgeQYTYDET3bL0GXnzoxsOQFcahb7M3aH7Wb22dkAqFVq/tfufzSp1CTfOWlpaZw5c4ZTp06RlDuL8Q61Wk2tWrWoWbMmXl5e2Ns/vFi3INyPm4MlY9r68tPuIAwmiS+3XGbBiCYPvxD536c+ffowZ84c0tLSuH79OseOHaNFixalPOr7m9RoEuGp4ewN30uaPo3xu8ezvMdynC2f3NppBZWQkKBs/zvLRWHcPTu6vFYoCoIgCEJJEs9bj4G/34G43NI5zjVh4O+gefhrdIPJwJQDU0jXpwPQy6cXPX16kn4ymuzrcupFjYM5ds94lcgwJeneoNpnvf0Z3jJ//9khIdwcMVKpqWYREIDHvN/Q5L7XDQsLY9WqVaSny+PWarX06dOHunXvnYT5NDEaTKQnZStBs7zfs+T9idmkJ+cgmaSHd1YcKrC0NcsNupkrwTcre3m7grsNDhWtSncMpUjr6Ijn4kWEj32VzNOnMaWlET5qND1m/YLf2BYM+e0oqdmwOcOXPpZXUZv0XL9+nS1bttCrVy9UKhXDag/jetJ11gatJceUwxt73+CPHn8Uqo58ocddaj3fx91F7IuyWu2OqlXzaoD8OygkFN6dpZN36HS6Al/773P1+oLVyRAEQRAeXZ988kl5D+GpsvpEOO+vy8uD/6HnJerEBsoNe09o+06xP+N60nU+OPCB0n6j4Ru082gHyPdnYWFhnDhxgkuXLt1TK83Ozo5GjRrRsGHDQk2+EYQHebWdD6tPhBOdksXuK7HsvxZH2xouBbrW2tqafv36sXTpUgB27tyJl5cXlStXLs0h35dGrWF6m+mM3D6SSwmXiEyPZOKeiSzougBLrWWZj+dRYmNjQ2LujOikpCScnYsWbEzOrf8BiJWxgiAIwhNBPG894gL/gMDcVN06axi8HCwKNqlw/vn5nI07C4C7jTsfNPsAY2oOSZtvKOc49quG2rzwKbLvZ/HhUCWoplGr+G5gAP0auOc7JzvkBjeHD8cYHw+ARZ06eM6fhyb32e7kyZP8/fffynOgvb09gwcPLpd76/KWkpBJ2MXbhF1MIPpGCpkpOeU9JJkEmSk5ueO5fyzEsbI13vWc8a7njGtVO1Tqxytwr7G1xXP+PCLGjyf98BGkzEzCx75K1Zk/Mn94Y15aeJxkgyXbM3151uIaKsnE6dOncXBwoG3btnKGxOYfEpYaxonoE9zOus2EPRNY0m1JqY25TANrbm5uSjqhyMjIfAGywrjzcKVSqYo1+1GQ/btGSmGW9/773H+/jCuIu1cy3k9UVBRNmzYtdL+CIAiC8Kj7+3wU7649p7SH1XdgVMT8vBO6zwCz4s08S85OZuKeiWQY5MLT3by6MdJ/JFlZWZw7d44TJ04QFxd3z3XVqlWjcePGVK9evUi1kQThQazMtLzXrSZvrZJfPHyx+RJb32iTrwbEg/j6+tKyZUsOHz6MyWRi7dq1jBkzBjMzs9Ic9n1Z6az4uePPvLDlBWIyYjgff54PD37Id+2+U3L9P40qVaqkBNaOHj1Kz549i9TP0aNHAfnZT9T2EARBEAShVMVdgy2T89q9fgTngqX5vhB/gbln5wKgUWmY3nY6NmY2JKy5jJQlZyOxalARi5oFL8HzIHuvxvL55rxMbjP63xtUywkNJWz4cIxxuUE1Pz88F8xHY2eHwWBg69atnDp1Sjnfy8uLgQMHYm1tXSJjfNQZcoxEBiXJwbRLCSRGZxTqektbHdYO5tg4Wsi/O5hj7WCG1kyDWq1CpVah1uT+yt1WqdX/auf+roKsdAMZyfIquIzkbNJTcsjI3c7I3Tb9x+q4xKh0EqPSOb3tJlb2ZngHOONdzwX3mo5odI/HM4naygr3OXO4NWkyabt3I+n1REyYSK1vvmH20MaMWXqKGJMt+7O9aGcWAsCePXuwt7enXr166NQ6vm/3PUP/HkpYahjXEq/xwYEPmFx98kM+uWjKNLDWrFkzJbC2bt063nrrrSL1c3ch7EaNGpXI2J5mWm3+H4N/B9oexGAw5Gubm5sX+vPd3d0ffpIgCIIgPGGux6XxzpqzSvvlVt58rFmEKi1G3lGzO9TsVqzPMJqMvHfgPcJSwwCo5VSLiTUnsnnzZs6dO3fPSnMrKysaNGhAo0aNClVzVRCKok89NxYfvklgeBJBsWmsOB7GSy28Cnx9x44duXHjBlFRUcTHx7N9+3Z69epVegN+gIpWFZnVaRYvbX2JDEMGO2/uZObpmbzVqGjPO0+CFi1acPnyZQDmzp1b5MDa7NmzlW0x2U4QBEEQhFKjz4Q/R0JuGkcaDIOAQQW6NEOfwZQDUzBK8jvV0QGjqedSj8yLCWSel4Naamst9j19SmSoV6NTmbDijJL1ZFwHX/o3+ldQ7eZNbg4fgSF3EqV57dp4LlyAxt4eg8HA6tWruXbtmnJ+8+bN6dKlyxM9qVKSJJJiMpRA2q1rSRj1918kYm6txaGiFTaO5rlBM4u8bUdzrO3NSzxgZf+QBB6SSSIrXZ8XeEvOIS0xi/BLt4kKSYbcn4eM5BwuHojk4oFIdOYaPP2d8K7nQtU6FbCwLnimuvKgNjfH/ccfiJzyASmbN4PRSOQ779Doyy/538CmvLkqkBumCljrc2isiwBgw4YN2Nra4uPjg4OFAz93+plhW4aRqk9lT/ge3I2lE3so08DamDFjWLZsGQDTpk3j+eefL3RKSKPRyJdffqm0R4wYUZJDfCpZWeWfCZ+VlVXga/99blECa4IgCMKjZcuWLRgMBrRaLT169Cjv4TyRMnIMvLbsFOk58oNX3/pV+LhRNqp58+QTtJbw7PRif85PZ37i0K1DADiaO/Kq86v8Pu/3eybReHh40LhxY/z8/AqVEloQikOtVvFJLz+em30YgO93XqNPPTfsrQr2M6jVaunfvz+//vorer2eU6dO4evri5+fX2kO+z/VdKrJt+2+ZcKeCZgkEwsvLMTT1pP+NfqXy3jKW48ePVi4cCGSJLF161YWLFjAK6+8Uqg+5s+fz7Zt25R2t27Fm2wgCIIgCI8C8bz1iNr+AcRckLddakG3GQW+9PtT3xOaEgpAnQp1GBMwBlOWgcQNwco5Dr180ZRAUCM+LZuXF50gLbcmd7c6lZjcJX9N7pzwcDmoFiNP2jSvWVMOqjk4oNfrWb16tbL4RaPR0KtXL+rXr1/ssT2KcrIMRFxJJOySnOIxNeH+771VKqjkY4+nvxOe/hVw8bB95NIpqtQqLG3NsLQ1A3cbZX+THt5kpOQQej6eG2fjCb98WwkY6rONXD8dx/XTcajVKipXd8CnvryazdbJory+ygOpdDqqfDMdtZUVSatXgyQR9dFHdPz+f3zay49PN13igrESNqpsamnjMJlMrFq1ipdffhlXV1d87H34pu03jNs9DgmJhRcXlso4yzSw1rp1a0aPHs28efNISkqiS5cubN++vcArloxGI8OHD+f8+fMAdO7cudxmpT5J/j0jPSUlpcDX/vvcChUqlMiYBEEQhPJz8uRJZVs86JU8SZL46K8LXIuRc6NXr2jDV/38US15FqTc2XLt3gXHoqXMvmPbjW0svCDfQOokHS/xEge2H1COm5mZERAQQOPGjUVqbaHcNPR0pG/9KqwPjCQpQ8+Pu68xtZd/ga93dnamW7dubNy4EYCNGzfi5uaGvX3B6mCUtLbubXm/6ft8dewrAKYdnYabrRvNKzcvl/GUpz59+uDt7U1oaCiSJPHaa6+RkJDAu+++W6Drv/nmGz7++GNUKhWSJOHl5UX//k9nkFIQBEF4sojnrUfQhXVwMvflu9YSBi4Cs4KlQ9wfsZ9VV1cBYKm15Os2X6NT60jcGoQpt0aXRU1HLOsVrJ7wg2TpjYxZcpJbSZkA1HWz5/tB9VHfFQDKibjFzeHDMURHA2BevTqevy9E6+iIXq9n1apVBAfLAT+dTscLL7yAt7d3scf2KElPzuZGYBzXz8QReS3pP9MnWjuYy4E0vwq413J85FdzPYiVnRl+rarg16oK+mwj4Zduc+NsHKHnE8hKlzPVmEwSt64mcutqIgdWBeHqbUfj7l5UrVMBleoRCyJqNFT67FNU5uYkLl0KJhO33nmXAbNnkdipOjN3B3HMUBVrtR4PdRLZ2dksX76cUaNGYWdnRxv3NoytN5a5Z+ciSff/719cZRpYA/jpp59ISEhg3bp1XL58mTp16vDRRx8xcuTI/wzKSJLEtm3b+Pjjjzlz5gwAderUYfny5WU59CfWv1+m3a/Oyn+JyZ35cEfFihVLZEyCIAiC8KRacTyMdWduAWBtpmHOsEZYnV8Gt3Jz2zvXhBbji/UZV25f4eNDHwNgpbeib3pfIkIjlONNmjShc+fOYqW58Eh4r1sttl2MJktvYumRmwxtVpVqFW0efmGuBg0aEBwczKVLl8jKyuKvv/7ipZdeKlTd4JI0pNYQwlLCWHZ5GQbJwKS9k1jafSm+Dr7lMp7yolar+fnnn+nZsycqlQqDwcCUKVP47bffGDlyJK1bt6ZGjRo4ODgAkJSUxNWrVzl48CCLFi3ixo0bykOwSqXim2++eaJTEwmCIAiCUE5uh8CmN/La3WdAxdoFuzTrNp8c+kRpv934bbzsvcgOSSb9mBzYUpmpcehbrdiBC0mSeG/tOU6HJQFQyc6C+cMbY2mWd3+kv3WLsOHDMURGAWBWzRfPRb+jdXIiJyeHlStXEhIi16bS6XQMHToULy+vYo3rUZF6O4uQM3FcPxNL1PW8tIh3U2tVVKnmgKdfBTz9nXCqYv3IBZRKgs5cg08DF3wauGAymoi6nsyNs/HcOBtHSnzeir2YGylsmXUOV287mvXywb224yP156FSqXCd8j6m9HSS162D3JprY+b9RnJLLxYdDuWfHB+6mV+lgiqdlJQUVqxYwciRIzE3N+fVgFc5H3eefbf3lcr4yjSwdmd2ore3N46OjiQlJZGSksJ7773HBx98gJ+fH3Xq1MHR0RGdTkdKSgo3b97k9OnTJCUl5XuwiomJKVCOfZVKxfXr10v1ez3u/j0rISIi4j/OvNe/z33SZjgIgiAIQkk6H5HMZxvzCkxP7x9ANatM2PVZ3kk9/gdasyJ/RmJWIm/seYMsYxauGa60SmhFtiEbkFPn9e7dm4CAgCL3LwglrbK9Ja+28+XHXUEYTBJfbrnE7yMLXktLpVLRq1cvIiIiSElJITQ0lGPHjtGiRYtSHPWDvd34bSJSI9gXsY9UfSrjdo9jefflVLB8urI7dO/enSlTpvD1118rK89CQkL45JNPHnjd3c99kiTx9ttvM2DAgLIYsiAIgiAITxNDNqwZCdm5GbnqDoQGLxboUkmS+OzwZyRkJQBy5oKBNQYi6U0krgtSzrPv6oXWsfgp937eE8yGwEgALHUa5g9vjKtdXr/6qChuDh+B/pY8idPMx4eqixahrVCBnJwc/vjjD27cuCEfMzNj6NChVK1avCwp5S0pJoPrZ2IJORNH7M3U+55jW8ECr7rOePo74VbDEZ350zVRS61R41bDEbcajrQaUI3bkencOBtH0MlYbkfK9QRjbqSw8adAKlezp1lvH9xqOJbzqPOo1Goqf/E5pvR0UrdvR8rKIuLV13h30SKSM93468wtdmZXp5f5ZaxV2URHR7N69WpeeOEFNBoN09tMp3dIb65ytcTHVqaBte++++6eqOedhyWDwcD58+eVNI93u/vB6o74+PgCrax6lKKsj6o6derka98pMl4QV65ceWBfgiAIgiDIkjJyeG35KXKMcrrHES296FWvCqx/HbKS5JMCngfvNkX+DL1Jz9v/vE1kWiS1k2pTO6k2KuR7IScnJ55//nlcXV2L+1UEocSNbevLqhPhRCVnsfdqHPuuxtK+ZsEzIVhaWtKvXz8WL14MwO7du6lRo0a5pSnXqDV80/YbRmwbweXbl7mVdouJeyey4JkFWGgfzVoGpeXLL7/Ezs6ODz/8EEmSlOez/0rJolKplGdElUrFtGnTmDJlSlkOWRAEQRCEp8WuTyEqUN528oGeP8jFtgpgffB69oTvAeR61p+1/AyVSkXynpsY4uVUjWaetli3qFLsYW46G8n3O68B8vB+HFyfOm55qc/10dFyUC13AYSZl5e8Us3ZmZycHFasWEFoaKh8zMyMYcOG4enpWexxlTVJkrgdmc71M3GEnIkl4Vb6fc9zrGSFTwMXfBtUxNnDRsQHcqlUKiq42VDBzYZG3by4ERjPsU0hSoAtKjiZ9d+fwb2WI816+1DJp3zS6/+bSqPB7dsZhGdkkH7gAKb0dCJGj2ba4sWkZFZk95VYduRUp4f5FcwwcP36dbZs2UKvXr1wsHDgkxaf0IUuJT6ucsmPIklSvl//tf9hx4WSUblyZTw8PJT2iRMnCnztsWPHlG0zMzMaNmxYomMTBEEQhCeBySQxafVZIhLlB6wGng580L023DwCgbmprc3t4Zlpxfqc709+T+CtQFrFtMIvyU8JqtWqVYsxY8aIoJrwyLI00/B+t1pK+4vNl9DnBqELytvbW8loYTAY2LBhAyZT4fooSVY6K37u+DMVreQA4bm4c3x06CNMUvmNqby89957nDlzhp49ewL/HVS7+1ifPn04cuSICKoJgiAIglA6rvwNR2fL2xozua6auW2BLg1PDWf68elKe2rLqThbOqOPTif1n9zsXhoVjv2ro1IXL6gTGJ7E22vOKu33nq1FV/+8sj76mFjCho9AHxYGgK6qJ56LF6GrWFGpO3UnqGZubs6LL7742AXVbkelc+Sv6yyfepSVXxznxOYb9wTVnD1saNbbmyFTm/HCp81p3scXF09bEVT7DyqVCp8GLgz+qCnPjPLHsZKVciziSiJrZ5xi089nib2ZUo6jzKMyM8P9p5lYNm4EgDEpicjRo/mxXUWaejmRLFmyK7saptx3IKdPn+bAAbnGfC2nWv/Zb3GU6Yq1tm3bih/mR9QzzzzDggULAPkHLyoqisqVKz/wmqysLHbv3q20W7ZsibV1wQp7CoIgCMLTZM4/19lzJRYARysds15oiJnKBFsm553U6WOwKXqt0g3BG9gcuJmOsR2xNsj/P1apVHTq1IlWrVqJezDhkde7XhUWHw7ldFgS1+PSWX70JiNaFS7NeKdOnbh27RpJSUmEhYVx4sQJmjVrVkojfjhXa1dmdZrFS1tfItOQyfbQ7XjaejKx4cRyG1N5qVu3Lhs3biQhIYHdu3dz7Ngx4uLiSEhIQJIkHB0dqVSpEs2aNaNt27b31IEWBEEQBEEoMUnhsP61vHbXr6ByvQJdajAZ+ODAB2QYMgDoV60fnTw7IZkkEv8KBpM8Sci2nTs61+K9J72VlMmoxSfJNsgTswY2cmdsWx/luDElhfBRo8i5eRMAnacnVRcvRufqSnZ2NsuWLSM8PBzIC6q5u7sXa0xlKSMlh2MbQ7h8KJL7zcty9bbDt0FFfBq4YO9iWfYDfAKo1CqqN3bFt2FFgo5Hc3xLKClx8oTgsIsJhF1MwCvAmWa9vXF2L1jgubSoLS3xmDOHsOEjyLp0CUNsLDFjRvPrgt8Z+peBS1GwP8eb9mZyHcE9e/Zgb29fallMyjSwtm/fvrL8OKEQnn/+eSWwJkkSs2bNYtq0B8+aX7x4McnJyUp72LBhpTpGQRAEQXgcHb4ez/92yPm8VSqYObgBVRws4ehciL0on1S5HjR+ucifcT7uPIu2L6J9XHs0yDnjraysGDBgAD4+Pg+5WhAeDSqVik96+dN31iEAftgVRL+G7thb6grch7m5OX369FFSQu7atYvq1avj5ORUKmMuiFpOtfi27bdM3DsRk2Ri3vl5eNh60K96v3IbU3mqUKECgwYNYtCgQeU9FEEQBEEQnkZGPax9JS8df+1e0GRUgS9feGEhgXGBALjbuPNe0/cAyDgZQ07u6h6tsyV2HYq3Kiwt28Ari04QnybXy27q7cSX/eoqEyZN2dlEvD6O7CC5npvOzY2qixehq1SJrKwsli1bRkRuakgLCwtefPFF3NzcijWmsmLQGzm7O5xT226izzIq+1UqqFLdAZ8GFfGp74xNCdSuE2RqtYqazStTrYkrV49Gc2LLDdJuyz97oefiCT0Xj29DF5r29MGpSvktrNHY2uKxYD43h71IzvXr6MPDSRz3KovmzOf5lZe5EQ8n9Dk00ck/+xs2bKBjx46lMpZySQUpPHo6d+6Mn5+f0v7uu+84dOjQf55/9epV3n//faXt6urK4MGDS3WMgiAIgvC4iUnJYuIfZ+5MWuSNTtVpW8MF0mJh75d5J3b/DtRFK6IcnRLNrOWzqBdXTwmqubu7M3bsWBFUEx479T0ceK6B/MCfnKnn90M3Ct2Ht7c3jRs3BkCv17Nx48ZyTQkJ0M6jHe82eVdpf37kc45HHS/HEQmCIAiCIDyl9n4J4bmlbRw8ofcvBa6rdjH+InMC5wCgVqn5us3XWOusMablkLQ1777Voa8vKl3RX7sbTRJvrjzDlehUAKpWsOLXYY0w08p9SkYjke+8S8bJkwBonJzwXDAfXeXKZGVlsXTp0nxBtZdeeumxCKpJkkTQyRhWfHqMo+tDlKCamYWGFv18GfFNa/pOakhAB3cRVCslGo0av1ZVGPZ5C9oNqYG1g7ly7PrpOP744hg7F14kMzWn3MaodXTEc+ECdLmrL7ODgkl/czxLBvtRyc6Ci8ZKXDbI2YBMJhObNm0qlXGIwNoTLDQ0VCn+fefXf1GpVEyfnpcbODs7m169erFx48Z7zj106BCdO3cmKSlJ2Tdt2jSRBlIQBEEQ7qI3mhi/4jTxafINZ5vqzkzoWF0+uHMqZOfmKq8/DDyaFukzYuNjmTl3JpWS8lKmNW7SmBEjRmBv/2gUGhaEwnqzcw20ubUoFhy8QXKmvtB9dOnSRfk7EBoayqlTp0p0jEUxtPZQhtQaAoBBMvDmvjcJSQ4p51GVn7S0NC5evMiRI0c4ceIEwcHBGI3Gh18oCIIgCIJQVMG74OAP8rZaCwN+B0uHAl2aacjk/QPvY5AMALxS5xXqV6wPQPKWG0iZ8n6rBhWxqOZYrGFO33qZXZflUgJ2FloWDG+Co7UZIAefYr78itQdOwBQWVnh8etczLy8yMzMZMmSJdy6dQsAS0tLhg8fTpUqVYo1nrIQE5rCX9+dZsf8i6QmZAFyvNO/rRtDP29Bw65VsbIzK+dRPj00WjV12rkz7IvmtB5YHcs7f/YSXDsew8ppx4m4mlhu49O5uuL5+0K0Li4AZF24gOn9ySwZFoCDlRnHDZ7cNDoA8mTL0iACa4KiV69eTJgwQWknJibSp08fGjduzBtvvMGkSZNo164drVu3VmY9AAwYMIBRowq+ZFoQBEEQngYztl3hRKh8o1nF3oKZgxugUasg7BicXSGfZGEPnT8tUv/Xrl1j9tzZmGfIM8iMKiNdenWhZ4+eaLVlmu1bEEqUZwUrnmsoz6hNzTKw6FBoofswNzend+/eSnvnzp35JoWVl3ebvEsbtzYApOakMm7XOJLupCF6Chw6dIjXX3+datWqYW9vT0BAAK1bt6Z58+bUrFkTS0tLWrRowZdffqm8EBIEQRAEQSgRKVGwbmxeu/On4N64wJd/f/J7QlNCAfCr4Mdr9eUabVnBiWSckYNgKkst9j0KVyP43/44Hsa8A/LqN41axZxhjahW0UY5nvDrbySuyH2e1Gpxn/kjlnXrkpGRwZIlS4iMjATk0gDDhw+ncuXKxRpPaUtLzGLn7xf5c/pJoq7nlRzyqO3I8x81pf0LNUVArRxpdRrqdfLgxS9a0OI5X8yt5XcNGck5bPjxDMc2hmAylk92EDMPDzwXLkDj4CCP6eRJLL78iEXDGmBlpmW/3pcYk82DOykGEVgT8pk5cyavv/56vn2nTp3ip59+4ocffmD//v35jvXt25dly5aV5RAFQRCEUubl5YWbmxteXl7lPZTH1rYLUcrDkE6j4pehDXGyNgOjAf6enHdix4/BxqXQ/V+5coUVf6wAeVIkabo0ug3uRqtGrUpi+IJQ7sZ3qC4HooEFB0NIySr8LENfX18aNmwIQE5ODhs3bkS6X9XzMqRVa/m23bfUdKwJQERaBFOPTC3XMZWFS5cu0a5dO9q2bcuvv/5KSEgIkiTd88tgMHD8+HE++eQTfHx8mDBhAmlpaeU9fEEQBEEoUeJ5qxyYjLBuNGTEy+3qXaH5uAJffvDWQVZeXQmAhcaCr9t8jU6tQ9KbSFp/XTnPvpsXGpuiB4EOB8fz8foLSvvzPv60quastJPWriPuxx+VdpUvp2HTpo0SVIuKigLygmqVKuVlNnnU6LONHNsUwvJPjnLtWIyy38HVih7jAug1sT4V3EovKCIUjs5cQ8NnqjLkk2a418pdkSnByb9DWf/DGVJvZ5XLuMyrV8dj3jzUuZn00v/Zj/PPXzF/WEPMdDp251Qn2WT+kF6KRgTWhHxUKhWzZs1i69at1K9f/z/P8/X1Zf78+fz111+Ym5fOD6cgCIJQPoYPH86oUaMYPnx4eQ/lsXQjPp131pxT2h92r01Dz9wbz5MLIfq8vF2pLjR+udD9h4eHs3rNasiND9yyukXr51rTsmbL4g5dEB4ZnhWslFprKUVctQbwzDPPYGdnB0BISAinT58uqSEWmbXOml86/YKLpRxUvxh/sZxHVLo2bNhA48aNOXjwoBLYfFCK+jv0ej2zZ8+mUaNGhIaGlvIoBUEQBKHsiOetcrD/Wwg9IG/bVoG+c0BdsNfiiVmJfHzoY6U9qfEkfOzlWtYp+8IxxGcCYFbVDuvGRQ9khcSl8eqyUxhyC3S/3Mqboc2qKsdT9+4l6pNPlHbFtydj36cP6enpLF68mOjoaACsra0ZMWIErq6uRR5LaZJMEleORLH8kyOc3BKKQS+vdjK31tLm+eoM/qQpXnWdC3S/KJQ9a3tzek+sT/O+PqhyJ0JGBSez6svj3DgbVy5jsqxbB4+5c1DlxihSt27Da+nPLBzeGLXOjAM5pVN7XuQJegx4eXkVaXZtUa8DePbZZ3n22We5fv06x44dIyoqCr1ej4uLC40aNaJevXriHzhBEARB+JfMHCOvLTtFara8lKxnQGWGt/SSD6bFwZ5peSd3/x+oNYXqPz4+nhUrViipFsKsw6jRtgZ9a/ctgdELwqNlfMdqrDtzC6NJYsHBG4xo5YWdha5QfVhYWNCrVy+WL18OwPbt2/H19cUhN11IealkXYmfO/3MyG0j0VM6Of8fBUePHmXQoEHo9Xql5rMkSTg6OtKwYUN8fX2xt7fHaDSSkpLCtWvXOHPmDKmpqcq5QUFBdOrUiVOnTpX7fzdBEARBEB5DN/bDvunytkoNAxaAdYUCXSpJEp8f+Zz4THmlWyu3VgyuORgAfVwGqfvC5RPVKhyfq6YEGgrrdnoOLy86QUqW/BzZsVZFPuxRWzmeGRjIrbcmQW49WseXXsTplVfIzMxk6dKlxMTIK75sbGwYPnw4Li6Fz4pSFiKDkzi0JojYm6nKPrVaRd327jTu4YWFdeHu9YXyoVKraPSsF1WqO7JjwQXSbmeTnW7g7znnqdvBnVbPVUOjK9v1XFZNmuD+00zCx40Hg4GkNX/iY23DwuEv8+LP8aXymSKwJjyQr68vvr6+5T0MQRAEQXgsfLLhAlei5YcEXxdrpvcPyJuIsutTyM7NGV/vBfBsVqi+U1NTWbZsGZmZ8ozIWItYMmpmMLnJ5IdcKQiPp6oVrOnXwI0/T0WQnKln8aFQJnSqXuh+qlevTv369QkMDCQnJ4dNmzYxbNiwcp8k5l/Bn6/bfM34tePLdRylxWg0MmLECCWoJkkStWvX5quvvqJnz55oNPefWKDX6/nrr7/4+OOPCQoKAiA0NJQJEyawdOnSsvwKgiAIgiA87tLjYe1olHQfHT6AqgXP9LHh+gZ2he0CwMHcgS9afqHc1yT9FQxGuV/btm7oXK2LNMQsvZExS04SmpABQE1XW2YOrq+kRc8OCSF87KtIWXKqPbvu3XB9/330ej0rVqxQVqrZ2toyfPhwnJ2d7/9B5SgrTc+hdcFcORyVb79XgDOt+lfDwdWqnEYmFEdlX3ue/7Ape5deISRQXq12fm8EUcFJdB1Vp8z/u9q0a4fbtzO4NfltMJm4vWgR1a0s+d+AdvT7qeQ/T6SCFARBEAQhn2nTpvH5558zbdq0h58sKFadCGPNqQgALHUa5gxrhI157hym8OMQmFuT1NweunxWqL6zs7NZsWIFSUlJACSZJRFYJZDp7aajU4tZfcKTa3yHaspLhfkHb5BahFprAF27dsXW1haA69evExgYWFJDLJZOnp0YXXd0eQ+jVKxZs4Zr164pAcznnnuOM2fO0KdPn/8MqgHodDoGDRpEYGAg3bp1A+TZ4n/88QcXLlz4z+sEQRAE4XEhnrfKiCTBhnGQJgee8GkPrScV+PKI1AimH5+utKe2mIqLlbwSLON0LNkh8qRJjZMFth09izREk0ninT/PcfJmIgAutuYsHNkE29wsDfqYWMJHjcaYLH+WVfPmVJ4+HYPRyMqVKwkPl1fMWVlZ8dJLLz1yQTVJkrhyNIrlnx7NF1Sr4GZD7zfr0+P1ABFUe8xZWOt4dmwd2g2pgUYrh5riw9NY9dUJrh6NesjVJc+uWzcqf573viV+9hyqbl1dKp8lAmuCIAiCIORjNBqRJAljbpoJ4eEuR6Xw8Ya8OknT+9elhqv8Eh+TEf5+O+/kDh+ATcUC9200GlmzZo1SiDpDk8Eh10NMaj4JL3uvkhi+IDyyvJyt6VtfrrWWnKln8eHQIvVjaWlJr169lPa2bdtISUkpiSEW24BqA8p7CKVizZo1yrafnx8rV67EzMyswNdbWlqydu1afHzkmgiSJLFw4cISH6cgCIIglDXxvFVGTsyHa9vkbStn6PdbgVPxG01GPjz4Ien6dAD6+Pahc9XO8rF0Pcl/hyjnOvbxRW1WuBT/d/xv51U2nY0E5MmZC4c3wc3BUv6c1FTCx4xBHykfN69VC/dffkbSaPjzzz8JCZHHYG5uzosvvvjIpX9Mislgw4+B7F50maw0eXKcmYWGtoNrMOjDJnjUcirnEQolRaVSUaedOwPeb4xjJTlQasg2smvRZXYtukROborTsuIwYACuH36otJNWrSqVzxGBNUEQBEEQhGIwmSSmrDtPjkGuezasuSd9cgMBAJz6HaLOytuudaDJqAL3LUkSmzZtIjg4GIAcdQ4HKx2khXcL+lfvX2LfQRAeZeM7VuNOuYrirFqrUaMG9erVA+RVoJs2bSpyPeLCMGUZyIlKJ/NiAqkHb5G08Trxiy8SM/M0kdOOEvPtiVIfQ3k4deqUsv3xxx+j1Ra+CoGFhQUfffSR0t67d2+JjE0QBEEQhCdczCXYkXcPQd/ZYOta4MtXXl3J6djTALjZuPF+0/eVY8lbb2BKlwMFlgHOWNQsWoBo9YlwZu29DoBKBT8NaUBdd3sATDk5RIwbT/bVqwDo3Nzw+O1XVFZWrF+/nqt39ut0DBs2jMqVKxdpDKXBqDdxYssNVn5xnFtXE5X91RpV5IXPmlO3vTvqItaiEx5tzu42DJzShFot834erx6NZs3XJ4kLS33AlSXP6cVhVPr8M/kvVykRNdYEQRAEQRCKYdXJcALDkwC5rtrHPf3yDqYnwO4v8trdvwVNwW+/9u3bp6SsM2LkSMUjmNub81nLz8q9PpQglBVvZ2v6NnBj3elbJGXoWXLkJuM6VCtSX127duX69eukpaURFBTEuXPnlGBbUUl6I4bEbAyJWRhvZ8m/J2ZjuJ2FMTELU8ZDZmiWfmyvXMTExCjbHTt2LHI/Xbt2BeSJBtevXy/2uARBEARBeMLpM2HtK2CQa5LRdCzU6FrgyyNSI5h5eqbS/qLVF9iY2QCQHZJMxkn5HkdlrsGhp2+RhngwKJ4P/jqvtD/p6UcXPznwJ5lMRL77HhnHjwOgcXTEY/48tC4ubN68mfPn5es0Gg1DhgzBw8OjSGMoDZFBiexbfpXE6Axln62TBW2H1MCr7qOVplIoHTpzDZ1eqo17TUf+WXEVfbaRpJgM/pxxklb9q1G3vXuZvctwHDQItaUl0ZPffvjJRSACa4IgCIIgCEWUkJbN9K1XlPYXfetgrr0rDcjuTyErSd4OGFyoQtmnTp3in3/+AUBC4kTFE8RbxjO31VwcLRxLYPSC8PiY0LE668/cwiTBvAMhDG/plVfDsBCsrKzo2bMnK1euBGDr1q34+Pgo9df+i6Q3YbidiSE+E0N8FoYEeVsfn4kpJadI3wm1Co2tDq2NTdGuf8RZWlqSnZ0N8NA/3we5u1aIyWQq9rgEQRAEQXjC7ZwKsZfk7Yp+0OXzAl8qSRKfHfmMTEMmAM/XfJ4mlZrIxwwmEtcHKefaP+uFxq7gaa7vuBaTymvLTmEwybOrRrT0YmQrb+XzY776mtRtcgpLlaUlHnPnYOblxY4dO5SMACqVikGDBikps8tbVpqew+uCuXxXHTWVWkX9zh406eGNzrxoqTKFx1fNZpVw9bJjx4KLxIWlYjJIHFgVRHJsJq0HVS+z4Jp9r15USk2FoUNLvG8RWBMEQRAEQSii6VuvkJwpp6XrW78KLX3vmoUXcQpOL5W3ze0K9UB39epVNm/erLTPOZ3jlvUthtYeSiu3ViUydkF4nHg7W9Onvht/nbmzai2U19sXbdVarVq1qFu3LufPnycrK4vNmzczePBgMEkYbmdhSMjCEJepBM8M8ZkYk7MLv7JMBRp7czSOFmidLNA65m1rnCzQ2JqhUqswRkTAx0X6Ko80Dw8PkpKSAPnftICAgCL1E5lbV0SlUuHm5vaQswVBEARBeKpd2w7Hf5W3tRbQfwHoLAp8+V/Bf3E06igAlawr8WbDN5VjqfsjMMTKATedhy3WzQqffjE2NYuRv58gNVvOaNC5dsV8GU8S5s8ncdkyuaHR4D7zRyzr1WPfvn0cOXJEOe+5556jZs2ahf78kiZJEteORXPwz2CljhqAq7cd7YfWxNm96JOrhMefg6sV/d9pxJH11zm7OxyAc3sjMLPS0qxX2QWFbdu2LZV+RWBNEARBEAShCE6E3mbNqQgAbC20fNCjdt5BkxH+nozyJr79lALn9I+IiODPP/9Uaj9ds7tGsH0w1Ryq5XuwE4SnzfiO1dgQmLtqbX8Iw1t4Yf2vVWuSSULKNmLKNGDKMmDKNCAp20ZMmXqkLCPNs6oTrL5Gpimbq1evcnDaerwznaGQC6LU1jq0FeRAmdZR/qVxMpd/dzBHpXl6S1o/++yzSqqiBQsWMHPmzIdccX9//fWXsl2clJKCIAiCIDzhUmNg/et57Wemgavff5//L7EZsXx34julPbXFVCUFpCE+k5Q9cmAANTj2q4aqkHXCMnOMjF58kltJcnCujpsdMwc3QJPbT/KGDcT973vl/MrTpmHTti1Hjhxh3759yv5evXpRt27dQn12aUiKyeCfP64ScSWvjpqZhYYW/Xzxa+Mm6qgJAGh0aloPrI5TFWv2LpWz/ZzcEoq5pZb6nT3LeXTF89gH1gwGQ5EKYQuCIAiCIBSV3mjio78uKO13utakou1dMyFPL4HIM/J2RT9oOqZA/SYkJLBixQr0enm2X7h1OOedzqNT65jeZjoW2oLPthSEkiQZjaBWl0nKDkmSMKXrMWXIgTFTpgEpy4BrpoGvXJ0Jj07FNkPFpdln8LI2VwJopkwjUrahwCvLWqprsNtMDvwcNFzE1dQcK8zvOU9loUXrbIHO2RLtnV8V5N/VluI55L+MGTOGn376iZycHObMmcNzzz1Hu3btCtVHTEwMX331FQBqtZqxY8eWxlAFQRAEQXjcmUyw/lXIiJfbNZ6FJqMKfLkkSXxx9AtS9akA9PbtTWu31sqxxA3BYJBnYNm0dMOsSuFSeRtNEm+sPMPZiGQAqthbsGB4E2WSWObZs0R9lJfCwGXSJBz69eXUqVNs375d2d+1a1caNWpUqM8uaUajiTPbb3Ly75sYDXmz0nwbVqTNoOpYO9x7Py0Ifq2qoM8ycnCNnE710J/BmFlq8WtVpZxHVnSPzZOgyWQiJyeHzMxMkpOTCQkJYc+ePSxatIiIiIjyHp4gCIIgCE+RxYdDuRojP3TVcbNjaLOqeQczbsPuz/La3b8DzcNvudLS0li2bBkZGXKh5ySrJE66nAQVvNnwTWo6lX+qD+HpYkxNJWXLFpL+XEvWhQuYeXlh27kTNp06YVmvHip10VdjmXKMGG9nyakXb2dhTMy/LeXcf+mY/Hoj92E9Jotssoo8Bm9TRbyNFbmhiSVbZeCI7XV6eLVB52yVF0BztkRtpS2zGgBPEl9fX77//nvGjRuHwWCgd+/eLFmyhD59+hTo+rCwMHr37k18fDwqlYoJEyZQv3790h30IyI4OBh/f39ycnKYOnUqn376aXkPSRAEQRAebcfmwPU98raNK/SZBYW4f9sWuo194fsAqGBRgXebvKscyzwbR3ZQEiCn+bbrUvXeDh7iq78vs+NSjDw8cy0LRzbB1U6eNKmPjSViwkSk3MmVDkMGU2H0KM6fP8+mTZuUPtq3b0+LFi0K/dklKSU+kx0LLhJzI0XZZ+tkQdshNfCq6/yAKwUB6nXyIDvTwInNNwDYt+wKZhZaqjWqWM4jK5pyC6wtWbKEP/74g3PnzpGYmEhOTo6S8kgQBEEQBOFRFZWcyQ87rwHys9q0vnWV9B2AHFTLzE2HUXcgeD28JlpOTg4rVqwgMVG+zmhlZL/zfkwqE80rN2eY37AS/x6CcD+SJJF58iRJf64lZft2pKy8wFVOaCgJ8xeQMH8BGhdnbDt2wrZzJ6yaNUNtdm/hdmO6Hn10+n0DaKa7ajAUm1qF2lKD2lKHykKD2lIr/7KQf1cp2/ee099Yn9m/ziEjI4Mb+ihi6kv4+3uV3Niecq+99hp6vZ7JkyeTmprKc889R7du3Rg1ahTt2rXD0dEx3/kmk4lz587xxx9/MHfuXFJTU1GpVHTo0IEJEyYQFhb20M/09Hy8U8oYjUZefvllcnJyynsogiAIgvB4iDoHuz7Na/ebC9YFD/LczrrN18e+VtofNv8Qe3N7AEyZBpI2hyjHHPr4ojbXFGp4S46EsuCgHEjQqFXMHtqQWpXs5P5zcrg1YSKG2FgArJo0odIHH3D16lXWrVun9NGyZctCr/wvacGnYtm77Ao5mXJ9OJVaRf1OHjTp6Y2ukH8mwtOrSQ8vcjIMnN0TjiTBzoUXMbPQ4OlfobyHVmhlHlhLT0+na9euSsHF4gbTxOxRQRAEQRDK0rTNl0nPMQLwQlNP6ns45B28dRpOLZa3zWygyxcP7c9oNLJmzRoiIyMB0Fnq+LvC3+g1euzN7fmy9ZeoVU9vnSahbBji4khav57ktevICQ2957jO3R19ZKScZgcwxsWTtGoVSatWoba1w7ptNyzrtkTtWBVDghxQM6UUITCgUeXWKbNAY6NTAmCq3CCZ2lJLZFYOY1YHkoKEzkrHjnfbY2OhK9L3tsGM7t278+effwKwdetWfH19sbAQaVeLq2nTpsq2tbU1KSkpSJLE1q1b2bp1KwCVK1fG0dERnU5HSkoKkZGRZGdnA/mfE/fu3Uu1atUe+pkqlQqDwVDC36RsjR8/ngMHDpT3MARBEATh8ZCTAWtfAWPufWeL8eBbuJqs049PJzFbnuDYpWoXulTtohxL3nZDmRBm4VcBS7/CvfzfcyWGTzdeVNrT+tahbQ0XQL7Xif78czLPngVAW6UybjN/5EZ4OGvWrFHuhRo1akSXLl3K7R24PkdO33fpQKSyz87Zgi6v+FPJ275cxiQ8vlQqFa0GVCM7y8CVw1GYjBJb556n1xv1qVLNobyHVyhlHlgbM2YMhw8fBuQ/yDv/KEiSlO8fiDv/ePzXPxp3jnt4eJTmcAVBEAThqTN16tTyHsIj659rcWw5HwVABWsz3u1aK++gyQR/v41S4Kn9FLCr/MD+JEliy5YtBAXJecZ1Zjr2uOwhUyMXtP60xadUtHo80yIIjz7JYCBt/wGS1q4lbd8+MBrzHVfb2WHfqxcOA/pjUbs2hsREUrbvI/3QeXLCklBbu6K2c0dtWxk0OjKvAMQ+9HPVdmZoHS3QOskBNK2ThRxMq2CBxtbsoYXgfQH/q9FsPBsJGTksPxbG2Ha+Rf5z8Pf359y5c1y7do20tDR2795Njx49ityfIDt58mS+Z7n7PetFRkYSFRWVb9+dc//9HPg0ZDeZNGkSc+fOLe9hCIIgCKVMPG+VoO0fQLycTYRKAdDpk0Jdvi98H1tvyBN+7Mzs+KDZB8qx7JsppB+LBkBlpsGhd+HuNy/cSmb8ijOYcm9hxrbzYUjTvJX1iStWkPznWrl/Cwvcf/6ZyLQ0/vjjD4y59+V169alR48e5RZUS7iVxo4FF7kdma7sq9a4Iu2H1sJc1BoWikilVtFhaE30mQaun4nDoDex5Zez9J3UEBdP2/IeXoGV6d+Ay5cvs3LlynzBNHNzc2rWrImtrS2nT58mMzMTnU5H06ZNMRqNpKSkEBoaSkZGBiqVSgnAdevWjU8++STfTEhBEARBEITSkqU3MnXDBaU9pXtt7K3uWiVzZincOiVvu9SGZmMf2ufZs2c5ffo0AGq1mhveN4jNkQMT/ar1o3PVziX3BQQhV87NmyStXUfyX39hiIu757hVs2Y4DBiAbZfOGFNNZF2+TeqRC+gj0zClOaOy7oB57Qd/hpSTjjElArVZNlaNa2HdskFuAM0cla74qWImdqrGpnORSBL8tj+EF1tUxcqsaI82KpWK7t27c+PGDfR6PSdOnKBevXq4u7sXe5xPu4IEw+53ztMQRLtbSkoKI0eOzJfySRAEQRCEh7i8CU79Lm/rrGDAQtCaF/jylJwUvjiSl2Hkvabv4Wwpp5CUjBJJfwUrx+yeqYrWoeB9RyVn8sriE2TkZjrpXrcS7901KTP9+HFivp6utCtPm0aSkxPLFy1Cn1trrVatWvTt2xd1MeoaF5UkSVw8EMnBNUEY9XLGCq1OTZvBNajdsrLIICcUm1qjpsvL/uTMOUf4pdvkZBnZ9HMg/SY3xLGSdXkPr0DKNLC2ZMmSfCvTJk2axOeff46VlRUAQ4YMYdWqVRgMBpYsWYK3tzcgp0javn0748ePJzQ0FEmS2Lt3L99++634iywIgiAIQpmY+891QhMyAGjq5UT/hm55BzNu58/r3/1b0Dw4NV1GRgbbt29X2tYNrDl2+xgAHrYevN/0/RIbuyAApB89Rvzs2WQcP37PMW3Fitg/1w/7vv3A5EDm5QRif7mAIT7zwZ2qQOtsicosC2NcCJnnD6G/cQ4pKynvc/cAkydRYdSoErt3r1bRlp4BVdh0NpKE9ByWHb3JmLZFX7Xm4OBAhw4d2LFjBwCbNm1izJgxaDSiXkRRidn4BRMYGMjAgQMJDg5++MmCIAiCIMiSb8HGCXntZ6eDc/VCdfH9ye+JzZQnNbZya0Uvn17KsfRjUeij5VVauirW2LSoUuB+07INvLzoJDEpcnrrBp4OfD+oPurcrAz6yEhuvfEm5KavdnrlZdTt2rLit9+UlNg+Pj4MGDCgXO5Fs9L17Ft2hetn8ibgVXCz4ZlR/jhVfjwCHsLjQaNT021sXTbODCQ6JJnMVD0bZwby3DuNsHV69FPzl2lg7dChQ8p2hw4d+O677/Idb9++PatWrQLk+gavv/46ABqNhu7du3PmzBk6derE6dOnyc7O5tVXX2X//v1l9wUEQRAEQXgqhcanM3vfdQC0ahVf9K2TP0Cw/zvIvC1v1+kP3m0e2ufOnTvJzJSDFm7V3Pgl8RcANCoN09tMx0pnVbJfQniqJa5aTfRnnyk10gDQarFp3w77vgPQOtcm62oSCUsiMWWE3bcPtZUWXWVrdJWs0VW2kbcrWqHS3ZlF2xpJepGsi5dI3b2LtF27yA6SgwVx//seY3w8Fd97D1UJzbqd2LEam+9atTasedFXrQE0a9aMc+fOER0dTUxMDEePHqVVq1YlMtankQisPVh8fDyffvopv/76a766cC4uLsTdZyWpIAiCIAi5TEb4ayxkynXRqN0bGr5UqC6ORh1lbZCchtFKa8XU5lOV5ztjup7kHTeVcx36VkOlKdjkMKNJYsKK01yOSgHAw8mSeS81xiI3Y4MpM5Pw8eMxJspjt27dmgpvvMHipUtJTU0FwN3dncGDB6PVln2qxajryexYcIG029nKvrrt3Gg5oBraEsg6IQj/pjPX0HN8AOt/OEN8eBppidls+PEMz73dCCs7s/Ie3gOV6d/Q69evK9t3gmZ3a9KkibJ94MCBe86xt7dn5cqVNGjQgPT0dA4dOsShQ4fEA68gCIIglKDPPvtM2RYvRuU0GJ9svEiOQQ5IvNLam5qV7sr7nRwBJ+bL21pLeGbaQ/u8efMmZ86cAcDM3IyN2o2YsuX+x9YbS4BLQMl+CeGpJUkScT/9RMKcvLpNZl5e2PUdjJlPC3LCs0nZmwzGa/derAazqvZY+jlhUbsC2goWD11xplKpsKzjj2Udf1wmTiTht3nE/fADALcXL8GQcJsqX32Jyqz4D0nVXW3pUbcym89FEZ+Ww/KjYYxu61Pk/jQaDb169WLevHkA7Nu3Dz8/PxwdHYs9VkG4286dOxk4cCDJycn59nfs2JFvv/2WRo0aldPIBEEQhLIgnreK6fBPEHpA3rZzg14zoRBZETL0GXx6+FOlPbnxZCrb5NXGTtkRipQlT3qxalgRc0+7Avf97far7L0qT5Cxs9Dy+4imONvIKSQlSSLqo4/JvnQZAJ2nJ27/+46/t28nPDxcvsbOjsGDB2NWAvfKhWEySZzedpPjm28g5RaFM7fS0vHF2vg0cCnTsQhPH3MrHb0m1Oev/50mKSaD5NhMNv4USN+3GmBh/eBMQOWpTJO03r59W9lu1qzZPcdr166tPKyfOnXqvn1Uq1aN559/XmmvX7++ZAcpCIIgCIJwl20Xotl/TX44qmxvwcRO/0oxsm86GHNn9DUbC3YPThNiMBjYvHmz0s70yiQ0OxSA+i71GV13dImNXXi6STk5RL0/RQmqqaxdsB/8CdbPTiM71IfUPTFkByWBMa+elcpcg2WAM07P16TKR82pODYA2zbu6JwtC53GUaVS4Tx2DJW/nAa5q9RSNm8m/LXXMaalP+TqgpnYqbryHuXX/dfJzK1jUVRubm5KDWe9Xs/ff//91NX7EkrfxYsX8wXVrKys+P7779m5cydOTk7lODJBEARBeMTdOgV77kxkVEG/X8GqcP/v/PnMz9xKuwVAY9fGDKgxQDmWE5lG+vFouXczDfbPehe43w2Bt5j7j7yoRKNWMWdYI6pVtFGO3164kJQtWwBQW1nhMesXTl+7prwD12q1DB48GBsbm3s7L0XpSdlsnHmGYxtDlKBa5Wr2PP9RUxFUewBDTg4p8XHE3LhO6LkzXD64j9NbN3Lkzz84u3MroWdPkxh1C6NBX95DfSxY2ZnR+4362DjKgeiEiDS2zDqLPrt4z3elqUxXrBmNeX8Qrq6u9xy3tLTEw8ODsLAwQkJCyM7Oxtz83sKQL7zwAgsXLgRQZnsLgiAIgiCUtLRsA59tuqS0p/byw9r8rtun+CAIXC5vm9tDqzce2ueRI0eUNF+2zrYsyl4EKrDWWfN1m6/Rqss+5Yfw5DGmpXFr4hukHz6MysIes5o9MfNuiylLhSk6I9+5GgdzLP0qYFHbCXNve1Takp1759C/PxpHR269NQkpO5v0Q4cIGzECj99+RVvMIEINV1u616nMlvO5q9aO3WRUm6KvWgN51dDly5dJTU0lKCiIS5cu4e/vX6w+BeF+VCoVgwcP5quvvsLLy6u8hyMIgiAIj7bsVFg7Cky5KZTbTCpQCv67BcYGsvyy/PxmobHgs5afoVbJ976SJJG08Trkzqmy6+SBpoCp6M5HJPPun+eU9sc9atOqmrPSTjtwkNj/fa+0q8z4hmgzM7Zu3ars69WrF1WqFLyWW0kIPR/P7sWXyUrLDf6ooHF3L5p090KtKdP1OI8Mk8lIXOgNYm4Ek5mSQmZqMhkpKWSmpijtzJQU9NlZBetQpcLGqQL2Lq7YV7zzq5Lyu42jU4mlyn/c2TpZ0OfNBqz77hSZqXqiQ1LYOvccPV6vh0b36P0ZlembGwcHB+Lj4wH+c+ant7c3YWFhSJLEtWvXqFu37j3n1KhRQ9m+du0+aWsEQRAEQRBKwE+7g4hOkW+Y29d0oat/pfwn7P0SpNyaVa0mPHS2ZGJiIv/88w8gv1A95HAIcucdTWk6BXdb9xIdv/B00sfEEj52LNnXb2Lm1w8z306oNPlfCph52GJR2wlLvwpoXa0KvRqtsGw7dsTz94WEv/oappQUsi5c4OaQF/BYsAAzd7di9T2xU3W2nI8CYO4/IQxtVhVLs6LXgLCwsKBbt26sXr0akGs/+/r6YmHx6BfQFh4PZmZmDB06lMmTJ9OgQYPyHo4gCIIgPB62vge3Q+Rtt0bQfkqhLs82ZvPxoY+RciNn4xuMx9POUzmeeS6OnFC5NprW2RKbVgW7R41LzWbM0pNk55YOGNTYneEtvZTjOTdvcmvyZKXWsfO4cZiaNGH1b79hyt3XokUL6tWrV6jvUxySJHF6+02Org9R9lnbm9HlZX/caj5dadAlk4m4sFDCL54j/NJ5Ii5fIDu9ZLJryB8gkZYQT1pCPLeuXLznsEarxc6lInYurlT09sW9lj9VatbGwrpsVy4+Khxcreg1sT7rvz9DTqaB8MuJ7Fx4kWdG+T9ywd4yDaxVqFBBCazFxcXdNwrv7e2tvHC6cuXKfQNrlSrJL7UkSSIpKan0BiwIgiAIwlPrSnQKCw7eAMBcq+bz3nXyBx8iA+HiX/K2tQs0e+2B/UmSxJYtWzAY5BmWFt4WBBmDAGhWqRm9fXuX+HcQnj7ZQUGEjR2H2soPmy5jUZlZK8dU5hps27hh3bRygWffliSrhg3xWr6MsFGjMcTEkHPzJjeHDMFj/jwsatYscr81K9nSvW4l/j4fTXxadomsWqtduzY1a9bk6tWrpKWlsXv3bnr06FGsPgXhjtdff/2+NccFQRAEQfgPZ1fmZQoxs4H+80FTuNpLc8/OJTQlFIC6znUZVnuYcsyUYyT57xtK276nT4GyOOQYTLy+/BRRyfJkzAaeDnzRN++50ZiWTvi4cZhS5ICdTedO2I8Zze+LFpGeG7zx8fGhc+fOhfouxSGZJA6tC+bsrnBln1fdCnQcXhtLm7J/RihrkslEfPhNwi+dJ/ziOSIuXSArPa1A16pUaixsbbGys8fS1i7v1522nR1mllZkJCWSFBtNcmwMKbm/Z6am3LdPo8FAYlQkiVGR3Dx3hhMb/gSVChePqrjV9se9dh3cavlj4/j0pAt38bCl57gANv4UiCHHxPUzcexadJlOI2qjeYSCa2UaWKtduzZXr14F4MSJE/Tp0+eec3x9fZXts2fPMnDgwHvOSUvL+2HPzs4uhZEKgiAIgvA0M5kkPvrrAsbcHPPjOlTDs4JV/pP2fJG33fYdMH/wjLJLly4RHBwMgJWNFX9KfwKgVWn5oNkHpb5iSHjypR09Rsz05ZjXHY/a8q6ZphoVNi2qYNveHU05PyybV6+O1x8rCHtlFDk3bmCIi+PmsBdxn/UL1rm1zYpiYqfq/H1erofx6/4QhjWvioWu6KvWVCoV3bp1IyQkBL1ez4kTJwgICMDDw6PIfQqCIAiCIAhFEH0BNr2Z1+7+HTgVbhLVpYRL/H7hdwC0ai2ft/wcjTrvXjF1XzjG5BwALGo6YlmrYEGMTzdd5ERoIgCudub8OqwR5lq5X8lkIvL998gJluuumVXzpfLX09m4ZQtRUXK2BQcHBwYMGIBGU/T71sIwGk3sXXqFq0ejlX3NevvQqFvVJ/Z5VJIkEpRA2nnCL18g6z+CXAAWtnZ4+NXBvXYd7JwrKgEzSzt7LKysi5y2MSczg+S4WJJj5EBbctydwFsMybEx+VNLShJxYaHEhYUSuF2uy+fgWhm3Wv641fbDvZY/DpWqPLH/zQAqV3Og26t12TLrHCajRNCJGPTZRrqO9kdbjOe8klSmgbV27dqxfv16AGbPnn3fwJqfn5+yvWfPnvv2c+zYMWXb1ta2ZAcpCIIgCMJTb+3pCE7elB+QvJ2tGdP2Xw9uoYcgeJe8be8JjUY8sL+srCy2bdumtKM8osjMygRgmN8wfByKt7pGeLpJksTtJTtJP5GCea27JqWpwKqhK3adPdE6PjppDHVVqlB1xXLCX32VrLPnMKWmEj5qNFX+9x12XboUqc9alezoVqcSWy9EE5eazcrjYYxoVfBi8/fj4OBAx44d2b59OwCbNm1i7NixZfbiQxBKSkRExAOP33m5JwiCIAiPnMwkWP0iGORnJxq+BPWHFKoLvUnP1MNTMUpyDv4xAWOo5lhNOW5IyCR1f+7/KzUq7HsW7Nls2dGbrDgWBoCZVs2vLzamol3ePXf87Dmk7doNgNrODo9ffuHEhfOcOyfXYtPpdAwZMgQrK6t7Oy8Fhhwj2+ddIPR8AgAqFbQfWgu/1mVb160sZCQnEXr2NCFnThJ24SyZKcn/ea6FjS3utevg4V8XD/8AnN09S6XmmZmlFS6eXrh4et1zTJIk0hNvE3ntMhFXLnLr8iXibt5AulN2AkiKiSIpJoqL/8jvIawdHHGr6Ydb7tidPZ684KinXwW6ja3Ltt8uYDSYCD0Xz+ZfztH9tbqYWZR/bfoyHUGPHj2YPHkykiSxa9cuxo4dy48//oilpaVyTvPmzVGpVEiSxLFjx9izZw8dO3ZUjptMJr755htAnknq4yNeRAmCIAiCUHKSMnL4eusVpf1Zb//8K18kCXZ/ltdu/z5ozR/Y5969e0lNTQXAycOJtZlrQQUVLSvyar1XS3T8wtMlMyiR28tPImVZorbJu6e2qGGPfQ9fdK7WD7i6/GgdHan6++9EvPkm6fsPIOXkcOuNNzFOnYrj84OK1OeEjtXZeiFv1doLzapiVoAUPg/StGlTzp49S3R0NLGxsRw5coTWrVsXq09BKGtipaUgCILwWDKZYP3reXXVKteDbt8WupvfL/zOldvy8111x+qMqjMq3/Gkv2+AQc5UYtPaDZ3LwwNdx0IS+HRjXr2sr/vVpb6Hg9JO3bWL+F9+kRtqNW7/+45wo5EdO3Yo5/Tt2xdXV9dCf5+iyM7Qs2X2OaKC5QCTWqvimVf88W1QsUw+v7SZTEaig4O4EXiKG2dOEnMjWH5uvw9za2vca9fFw68uHv51cfH0KpVAWmGoVCpsnCpQo3lrajSXnzWyM9KJvHaFW1cuEnH5AtHB1zDmlpUASE9K5NqxQ1w7dgiQA21VAxrgFdAAz7r1sXZ4MmrleQU403NCPbbMPoch28itq4lsnBlIz/H1sLAuXDrYklamgbVq1arRv39/1qxZg0qlYv78+fz111+88sorfP311wBUrlyZVq1acejQISRJ4rnnnmP69Om0b9+e+Ph4vv76a/bt26f02bZt27L8CoIgCIIgPOFmbL/K7XQ5DUiPgMq0reGS/4SgHRCeu3reuSbUG/zA/iIjIzl+/DgAWq2W3Va7Qe6et5u8jbXu0Qx8CI+2nIhUkrfeIPt6MnD3arTbOI9ug4Xvo5+DX21lhcesWUR99BHJGzaCyUT01KkY4uNwfv31Qs+49KtiR6daFdl9JZao5CzWnY5gcFPPh1/4ABqNhl69ejF//nwkSWLfvn34+/vj6PhkPKgKgiAIgiA8sg7PhKtyGjwsHGDQEtAVLgvD1dtXmXt2LgBqlZovWn6B7q7abFlBiWRdlFdwqW112HV8+GSUiMQMXl9+GkNu2YBRrb3p38hdOZ4dFETku+8p7YqT3iLH358/581Dyg32tGnTBn9//0J9l6JKT85m009nSbgll1bSmWvo/lpd3AuY7vJRlZGSTOjZ09w4c5LQc2f+M72jmaUV7rX98fAPwMM/AJeqXqjVj34GCnMra7zrN8K7fiMADDk5RF+/xq0rl4i4cpHIq5fIycxUzk9PSuTS/j1c2i9nAHTx8sEroAFVAxrgVtMPrdnjWz/PvaYjfd6oz+ZfzpKdYSDmRgrrvz9D7zfqY1UOtcPvKPM1czNmzGD//v3ExsYCEB8fz7Zt25TAGsCUKVPo0aMHKpWKlJQUxo0bd9++VCoVo0aNuu8xQRAEQRCEwjoTlsgfx+V0HtZmGj7u4Zf/BJMJdt9VW63jR/CAm3KTycTmzZuVByjzGuaEZMozLptWasqzXs+W7BcQnnjGdD3Jm66TERiXf39yOOa+BipOGoa6nGdcFoZKp6Py11+jcXbm9oKFAMT//AvGhARcP/wQVSHTLo7rWI3dV+TnjDn/XGdAI3e0xSxw7ebmRtOmTTl27BgGg4EtW7YwdOjQJy7VivDkCg8Pf+DxqKgomhajxqEgCIIglLiQf2D357kNFfSfD45eheoiQ5/BO/vfQW/SAzDcfzj+znnBLMloImlTiNK2f9YbtfmDX5Vn5hgZu/QUCbkTMdtUd+b9brWU44b4eMJfH4cpIwMAux49sHnxRRYsWEBmbhCkevXqdOjQoVDfpaiS4zLYODOQlHi5fpelrY6e4+tRsapdmXx+STKZjMRcD+ZG4ElunDlJdMh/r0pz8fTCu0FjvOs3pnKNWmi05Z82sLi0Zma415ZrvzVD/vOIuxlKxKULhF0IJOziOQzZ2cr5caEhxIWGcGLjWrRm5rj71VECbRXcPR+7Z5lKPvb0ndSQjT8FkpmSQ8KtNNZ9d4o+bzbA1ql8yh6U+U9V1apV2bJlCwMGDCA0NPS+6Ry7devGSy+9xJIlS5S0kHeoVCrlP/w777xDrVq1EARBEARBKC5Jkvj67yvKvflbXWpQyf5fN2gX10HMeXm7SkOo3euBfZ44cYLIyEgAHCo4sCxrGQBalZYpTac8djezQvnKvBBP4vpgTGl6ZZ8pPY7sq5twHtMLxwHPlePoik6lVuP6zjtoKzgTO2MGAIkr/sCQmIjbd98VKrjW0NORVtUqcCg4gZsJGWw5H0Wf+m7FHmOHDh24dOkSqampBAcHc/HiRerUqVPsfgWhLLi7uz/8JEEQBEF4VKREwp8vw536Uu3eheqFr8P7zYlvuJF8A4DaTrUZX398vuNpR6IwxMoBMDMPW6wekhZRkiTeXXuOi5HyyqiqFaz4eUgDZRKXKSOD8FdfQ587ocW8dm0qffE5azdsUBaYVKhQgf79+5fJRLj4iFQ2/nSWzBQ5CGjrZEHvN+rj4Fo2Nd1KSlribY79tYorhw88YFWaJVXrNsC7QWO86jfE1sm5jEdZ9tRqDa7evrh6+9KoRx8Mej1R1y4Teu4MN8+dIebGdSXwaMjJJjTwFKGBpwCwcXSiakBDfBo2xrdxMzTa8k2pWFDO7jY8N7khG348Q1piNsmxmaz7Vg6ulcfPdbmEaxs2bMilS5f48ccfWbly5X3rpM2bNw8rKyvmzp2bb78kSahUKt566618q9wEQRAEQSgZU6dOLe8hlIsDQfEcD70NgI+LNSNaeuU/waiHPdPy2p0+kSs+/4eUlBR2796ttG+63SQ7VZ5BNrT20HwFswXhQYzpepI2XifzbN4qNSknnezLGzHEnsT9x/9h06ZNOY6wZFR4eSRa5wpEfvAhGAykbt1GbMWKuE6ZUqh+xnWoxqFgOaXPrL3B9AqoglpdvCC2hYUF3bt3Z9WqVQBs3boVX1/ffLWiBUEQBEEQCuJpfd4qEEMOrB4OGfFy27cTtHvvwdfcx7Yb21gXtA4AS60lM9rOwEyTlzLOmJZDyq6bStuhty+qh9wvzv0nhE1n5UmT1mYa5r3UGAcruU/JYCDirbfIunABAG2lSnjMmc2hkye5dOkSAObm5gwePBgLi9JfXRMZlMSW2efIyZRrcjlWtqb3xPrYOD64NvijJCczgxOb/uLk5nX5VmLd4aysSmtElRq1n4hVacWh1emUdJdthgwnIyWZsPOBSqAt7XaCcm5a4m0u/rOLi//swsregTrtOxPQ+VnsK1Yqx29QMA6uVjz3TiM2/HiG5NhM0hKzWffdKXq/0QBnd5syHUu5/cRZWFjw/vvv8/7776PX6+85rtPpmD17Nq+99hpLly7l6tWrSJKEn58fL7zwAgEBAeUwakEQBEEQnkSSJPG/HVeV9qQuNe5NH3dmGSTKMx7xagM+7R/Y5/bt28nJkWcHVq5RmbWpawFwsXThtfqvldjYhSfb/Vap6aMCyQ5chtrWjKpLfseyjOozlAX73r3R2NsTPm48GAzcXrwEM29vHAc/uJbh3Vr4VKChpwOnw5K4FpPGjksxPFun+A+JtWvXpmbNmly9epX09HR2795Nz549i92vIAiCIAiCkGvHRxAh16fG3kNOAVnIelgRqRF8duQzpf1hsw/xsvfKd07KjptIWUYArBq7YuZh+8A+916JZcb2K0r7h+frU8NVvkaSJKI/+5z0f/YDoLa1xeO3X7mRksKePXuUa5577jlcXP5Vv7sU3DgXz/Z5FzDq5RV/rt529BxfDwvrx2NVktFg4MLeHRxes4KM5CRlv87cgqoBDZRgmm2FJ39VWnFY2dlTq1U7arVqhyRJ3L4VTujZM9w8d5rwSxcw5MjByozkJI5v+JPjG9fiVa8h9Tp3w6dhE9SFTMlflmydLHju7UZsnBlIwq00MlP1rP/+ND0n1KOSt32ZjeORCOXqdP/9F7tu3brMyE0JIwiCIAiCUBp2XY7lbEQyALUq2dK9TuX8J+gz4Z9v8tqdpj5wtVpQUBAXL14EwNLKks2azZAbF5nceDLWOusSHb/w5LnvKjVDJlmBKzBEHEPn5obn4kWYPYEp3mzataPS1E+I/vgTAKK/mIbOwwObVq0KdL1KpWJCx+qMXHQCkFetdfV3LZHUq927dyckJAS9Xs/JkyepV68eHh4PL3IvCIIgCIIgPMT5P+H4r/K2xgwGLQYrp0J1oTfpeW//e6Tp0wDo4dOD3r69852TE5FK+oloAFTmGuy7ej2wz+txaUz844xSMmBSlxo84583aSt+zhyS1qyR+9PpcP/lF9KcnFg7b55yTocOHahZs2ahvktRXD4cxd5lV5BM8mA9/Z14dkxddOaPbpDkDkmSCD55lAMrFpMYGaHsV2s01OvSneb9B2NlV3ZBkyeJSqWigrsnFdw9lbSREZfOc37vToKPH8ZkNIIkKekibZwqULdjV+p2euaRTatpZWdG30kN2PzLWWJupJCdYWDDj4H0eD0A95qOZTKGx6ey+b8YDAbOnz/PP//8U95DEQRBEAThMWYy5V+tNvmZmvemjTs+D1Kj5O2aPcCjyX/2p9fr2bJli9LW1dIRmhUKQGPXxnT37l5iYxeeTJkX44n54VS+oJox6RrpOz+Rg2oeHlRduuSJDKrd4ThwIE4vvyw3jEZuvfkW2devF/j69jVd8K8iF2U/fyuZ/UHxJTIue3t7OnbsqLQ3bdqE0Wgskb4FQRAEQRCeWrGXYeOEvHa3GeDWqNDdzDozi3Px5wDwsPXgo2Yf5ZtcJUkSSZtCIDdIZtfZE42t2f26AiA5U8/oxSdJzZZTKnarU4nxHfJS+iet+4v4n35W2pWnf42mXgB//PEH2bnpC2vXrk3btm0L/V0K68zOMPYsuawE1ao3caX7awGPRVAt8tplVk59j43ffZkvqFajeWtGfD+HjiPHiqBaCdLqdHjVa0ivN99jzOxFtB78EnYueTUG024ncOTPFcwb9zIbvptGP226GQABAABJREFUaOApJJOpHEd8fxbWOnq/UR+33ECaIdvI5p/PcuNcyTz7PUyZrli7U0tNpVJxvRAPxv+WkJCAm5sber2eGjVqcPny5ZIaoiAIgiA89T77LC9txtOQ/3/rhWiuRKcCUM/dns61/1W0OisZDn6f21BBx48e2N/+/ftJSkoCoJJ7JeYnzwdAo9LwQbMPSmTVjPBkMqbrSdp0nczAvICaylxN9uW1ZJ/bCoDO05Oqixehq1z5v7p5YlScPImc0FDS9uzBlJpK+NhX8Vq9Cq3Tw2cuq1QqxnWoxuvLTwMwa08w7WqUTOqdpk2bcu7cOaKiooiNjeXw4cO0eQJq3JW0JUuWlEg/arUac3NzzM3NcXFxoUqVKlStWrVE+hYEQRCE8vC0PW89VFYKrBoG+gy5Xe8FaDSi0N0ciTzCwgsLAdCqtMxoOwMbs/w1lzID48i5mSKf42KJTYsq/9mf0STx5sozhMSnA3Jmk+8G1lMmYaYdOEjUJ58o51d85x3scmvyJiTI9awqVqxI3759S/UZUJIkjq6/zuntYcq+uu3daTOo+kPrxpW325G3OLhyMUHHDufb71bLn3bDXqZy9dJf5fe0s3ZwpFm/QTTp05+bZ89wdtdWQk6dQJJMSCYTwSeOEnziKPaulQjo9Cx12nfGyt6hvIetMLPQ0nN8ANvnXST0XDxGg4ltc8/TaWRtajQp3ZpxZRpYCw0NBSj2PyYODg5KzZJbt24Vd1iCIAiCIDyljCaJ73feVVvtmZr33qcc/gUyE+XtgEHg6vef/cXGxnLo0CFAfhl8pdIVshPkmYov1H6B6o7VS/YLCE+MzIsJJP4VlK+WmpmXFSl/fY7+5jW5XbUqnksWo3N1La9hlimVRoPbtzMIHfYi2Zcvo4+IIGLCRDx/X4ja7L9nFt/xrH8lfF2suR6XzvHQ2xwLSaCZT4Vij0uj0dCrVy/mzZuHJEn8888/+Pv741SAgN/TZMSIEaX2EsnW1pY2bdowatQo+vTpUyqfIQiCIAhCGZAk2DAOEoLltmtd6PG/B6bdv5+EzAQ+OPgBUu5StIkNJ1LHuU6+c0zZRpK23lDaDj19UGn/O5nbt9uvsveqPOHNwUrHvJcaY20uv0rPvHiRW2+8AQZ5JZvjsGE4vTySc+fOceWKXIvNwsKCwYMHY25uXqjvUhiSJHFgdRDn9+at8mray5vG3b0e6QmdGclJHFn7B+d2bZPTEOZyquJOm6Ej8W3U9JEe/5NIrdbI9esaNCYlPo7ze3Zwfs920hNvA5AcE82BFYs4tGoZNVu0pu3Qkdg4Ff/ZqiRodRqeHVuH3YsuE3QiBpNJYufCS+izjPi3cSu1z30sU0HeHUy7E2ATBEEQBEEorA2Bt7geJ89AbOLlSNvq/8ofnhYHR2bJ22ottJ/yn31JksSWLVsw5aZI8AzwZHfCbgCcLZ15vd7rJf8FhMeeKUPP7ZVXSFh6SQmqqSy02HZ2Jnn1O3lBNW9vPJcseWqCaneora3xmDMbbW6h98z/s3ff4VEVXQCHf7vZTe8kIbTQe++9KQjSQRBUUFCxgSAiVooVFRVQ7AULfiJFpYNUBamhQ+iEhCSE9N623e+PG24ISSAJKZTzPg+PM3vnzs6iJjv3zJw5cIDI6dNRrhxycb179equtSs+33auxMZVuXJl2rdvD6gp6levXl2oMd2NFEUp8E9R21/5k5yczLp16xg2bBj9+/cnOTm5jD+VEEIIIUrE7s/h5Cq17OABI38Be+cidWFTbEzfOZ3YDDX9W+fKnXms8WN52qVsC8OWrD5HdmzojWP9ghdFLQm8yNf/qtnW7PQ6vny4FdW81XGZwiMIe+YZbOnqDju33r2p+NqrpKamsn79eq2PwYMHl/rCqz0rg3OCajro/lA92vavecsGpcyZmez543e+nzSew3+v1YJqLp5e9B4/kcc+/oI6bdrfsuO/W7j7+NL5wUcY//lCBk19nerNWmrXbFYLJ//7h59ffp5zgXvKcZS52dnp6TWuEY26Zu9CVeCf/53m8OaL17/xJpTojrWIiIhCp3jcsWNHkSefNpuNuLg45s+fr73m43NrHqAnhBBCiFub2Wpj/uazWn1qfrvV/psLZjXwRuux4F2zwP4OHz5MaGgoAJ5eniyzLMvpu83UPGlIhMg4kb1LLSVnl5pjA29c2jkS/tyTWC6rh6rb165NwI8LMfr5FdTVHc3o70/Vr74idPRolMxMkletxqFWLXyeeeaG9w5qXpl5m88QFp/BjrOxHAlLpHk1zxIZV8+ePTl58iRJSUlcuHCBAwcO0KZNmxLp+07g7Oys/UxNS0vLc77J1f/MT37tr6UoChs2bKBv375s27atVFeECyGEEKKEheyETVelwhz2DXjXKnI3v574lf8i/gPA29Gbd7u8i16Xey+JJTaDlB3ZASg7HZ4DCn6f7WdieP2v41p95oBGdKqjPn+2JCQQNn481hg1iOfUqhWVP5oDej1r164lMzMTgMaNG9OwYcMif5aiOLAhhIMbQrX6vY82pEHHWzNdvKIonNq1ne2LfiA1ewcUgNHRibYDh9F6wBDsHZ3KcYQiP3YGA3XbdaJuu04kXo7k6JYNHNu2icyUZDJTkln58bs069WXHo8+idHBsbyHi16vo8fD9bF3NHB4kxpQ27n8HDU7l85/WyWeCnLAgAGkpaVdt42iKPTo0eOm30un08nkVQghhBDFsvxAOBfj1VWGXer40OHaFHGJYRCono+GwQm6TSuwr7S0NDZu3KjV9Q31XIxUv8i1rtia/jX7l+zgxW3NmpRF4qrzZATFaa/pHA14DqyFwTudi2PHYYmKAsChbh0CfvwRw12+mMypSWMqz/mQiEmTAYiZ/yn21avjfv/9173PYKfnme61eSP74cjn287x3aMlM39wcHBg4MCB/PrrrwBs3LiRunXr4uEhB6sDpKamAvDee+8xY8YMQJ0H1qtXj3HjxtGpUyfq16+Pp6entgvt/Pnz7Nu3j//9738EBgZqwbVhw4YxZswY0tPTiYmJYf/+/SxduhSz2YyiKOzdu5eZM2fy4YcfltvnFUIIIUQRpFyG5eNAyU4D2HUq1L/+97r8BMUFMe/gPK3+fpf38XHK+705cW0wWNWFOm5dq2KokP+D9pORyTz3v4NYbWrbcZ1r8FinGgDYMjMJf24CpgtqOkn7mjWp+sXn6B0dOX78uJYC0tnZmX79+hX5sxTFsX/C2bMiWKt3G1Xvlg2qxVwMYevCrwk/mROs1On1NOt1Px0fGIWLp1c5jk4Ulqd/Jbo9Mo62gx5g4zefabvVjm7eQPiJ4/SbNI2KNWuX8yjVeFGnYbWxd7Rj32r1/9Wrzx8sSSWaCrJKlSrMmDEj1wrEglJ9FCbFx41Shuh0Op5//vmS/AhCCCGEuAtkWaws2JKzW+3F++rlbfTvB2DNTjnd4RlwK/jg2+3bt5ORkQFArfq1WBS9CAA7nR2vt39dUlkIABSbQsrOCC7PPZArqObYwBv/Ka0weKVz8dHHcoJq9eoR8NNPd31Q7Qr3++7D98UXtfqlV18j4+jRG943vHVVKrqrO5k2nYji1OWSSxtYp04dWrRoAagp6iUlZG7ff/89M2fORKfTYTAYmD9/PqdOneKVV16ha9eu+Pn5YW9vj4ODA76+vnTo0IFJkyaxd+9eFi9ejJubG4qisGLFCqxWKw899BCTJk3il19+4dy5c7RsqaalURSFzz77jOjo6HL+xEIIIYS4IasZlo2FVPU7LzW7Q883itxNmjmNl/99GYtNPedsXONxdKrSKU+7zDMJZJ5Ud0np3e1x61kt3/4uJ2Xy+E+BpGap/d3XqCLT+6vnaytWK5emvUzGoUMA2Pn4UO27bzF4eZGWlsa6deu0fvr164eLi0uRP09hndodyfbfz2j1DkNq0bRH1VJ7v+LKSk9j20/fsuiVSbmCarVat2PsJ1/S64lnJah2G3Jyc2fQ1DfoPX4iBnt1jhV/KZzf3pjK/tV/omQfjVGedDodbfvXpMOQou+ALYoSP2NtypQpNGzYsFQnlIqi4OLiwtdff829995bau8jhBBCiDvT7/vCuJSkpum4t4EfrQKu+UIfcwYO/6aWHTyg8+QC+0pMTGT//v0AGI1GDnoeJNOq9v1Qg4eo55VP0E7cdUwRqUR/eZik1cEoWerKXL2rEe+R9anwWCMsseGEPvoolhj1gHSH+vUJ+PknDBVujQOhbxUVxj+Jx7BhAChZWYQ9NwHzpUvXvcfBYMdT3XJWT365rXCp6wurT58+uLqqqV7PnTvHkSNHSrT/21VkZCRTp07V5oW//fYbkyZNKvT9I0eOZNWqVRgMBmw2G88++ywJCQna9apVq7Jx40YCAgIANbD5v//9r2Q/hBBCCCFK3uY34eJutexeBYYvBL1dkbuZvXc2F1PUnShNKjTh+ZZ5N18oFhuJq3O++3neXxO9Q973Ss2y8PhPgURmzxGbV/Xg01EtsdPrUBSFqPc/IGXTJgB0zs5U++Zr7Kuqwax169aRnn3eWsOGDWncuHGRP0thnT8YzdZfTmr11n2r07pvjVJ7v+JQbDaC/t3Cwhee5uD6VVqgxbNiJYa+OouhL8/Eu/KtFwgUhafT6WjWqy+jP5iPXw11nmWzWvj314X88f6sXOk+y1PrvjXo9ECdGzcsphJPBWkwGFi+fDn79u3L9bqiKDz++OOA+pe/cOHCIvV7ZZWjq6srlSpVokmTJjg5Se5VIYQQQhRNhsnK59vOafUpvfMJfG17D5TslVadJ4FTwSvptm/fjjX70OUqjarwe/TvAFRwrMBzLZ4ruYGL25Ity0LyxlBSd12Cq9adubTzx6NvDfTORrLOniV07DisceouNoeGDQlY+AMGL1nBeS2dTkelN2dhvniR9P37scbGEvbsc1T/3/+wcy14ZfBD7arxxbZzxKeZWHP0ElN616OmT8msJHZycmLAgAH8/rv6//6GDRuoXbs2bm5uJdL/7WrhwoWkpKSg0+l45JFHeOCBB4rcR7du3Xjqqaf48ssviY2N5bvvvuPll1/Wrnt7ezNlyhSmTJkCwJYtW7SyEEIIIW5BJ1fD7s/Vst4II34Gl6JnZ1h9fjWrzq8CwMXowpxuczDaGfO0S90ZgSVGzSxiX90dpxa+edpYrDYm/O8gJyLVrAbVvJ34/rG2ONmrAbj4hT+SkJ36Gzs7qn46H6fs4NnJkycJCgoC1O+E/fr1K7VsJaFBcWz8IYgre1ma9qhK+8GluyOnqKIunGfrwq+5dCYn+Gewd6D90AdpM2AoBnv7chydKGkVqlTjoXc/ZueSRexf/ScAoUcP8fO0ifR5ZjJ12rQv5xFCy94BxMRdhlJYf1figTVQo/P5HdD4+OOPaz9cHnvssdJ4ayGEEEKI61q0J4SYlCwA7m/iT5Mq15yHdOkwnFihll38oMOzBfYVFxfHoex0IA4ODvxp/lO7NrXNVNzs7+4H63e7jKBYEledx5pk0l4zVHTGa2gdHGqo/91lnj7DxXHjsMarq/ocGzUiYOEP2Hl6lseQbws6e3uqLPiMkFGjMIdeJOv0aS5NnUrVL79AZ5f/amdnewNPdKnJR3+fxqbAV/+cY87w5iU2pgYNGtC0aVOOHTtGZmYma9asYdSoUXd1GthVq1Zp5WeeeabY/YwbN44vv/wSgL/++itXYA2gd+/eWvnEiRPFfp9bRY0aNSSdqBBCiDtTUgSsumpXWd/3oVrbIndzMfki7+55V6tP7zCdau550ztaErNI3pJ9tpIOPAfVzvPdTFEUZqwM4t8zatYId0cDP45th6+bmuIuae1aoj/6SGtf6e23ce3aFYD09HTWrFmT83H69i21hVWXziaw4etj2LLPiWvQwZ+uD9a9Zb5rZqSmsPP3RRzdvAFFyUkFWLd9J3o8+iTuPn7lODpRmgxGI91HP06NZq1Y/+Vc0hLiyUxJZuVH79C89/10H/MERgfHch1joy6VS6XfEk8FeSMySRBCCCFEeUnNsvDVP2oqEJ2ugN1qW97OKXebBvYF72r5559/tO829rXsuZChHo7byq8VA2oNKLmBi9uKJTGL2F9OELfopBZU0xn1uPetQcXnW+YE1U6d4uLYsTlBtSZNCPhxoQTVCsHg5UW1r75G7+4OQOq//xI9Z8517xnTsTpujuq6wj8PRhCRmFGiY7r//vu18zROnz6trV6+W124cEErN2vWrNj9XL1g8/z5vGk8a9asCajzTDljTQghhLhF2azw19OQkZ3WueEgaPtkkbsxW828vP1l0i1q6sVBtQcVOO9KWhuMYlKDPC4dKmFfxTVPm2+2B7N4nxp8M9rp+PbRNtTxU9ul7d1H5KuvaW19np+I5wPDtPqGDRtIS0sDoF69ejf1fed6okOTWfPFUSxm9bPUbulLzzEN0OnLP6im2Gwc3bKBhS88zZFN67SgmlflqjzwxjsMevF1CardJao3a8GjcxZQu00H7bUjm9bz62tTiA4JLseRlZ4yDaxduHCBCxcuEBx8Z/5lCiGEEHcCe3t7DAYD9ndgmoYf/7tAQroZgMHNK1Ov4jUrCkP+g/Nb1LJHALQueId9dHQ0x44dA8DRyZHlWcsBsNPZ8Xr712+Z1YOi7ChWhZQd4UTN3U/miTjtdYd6XlR8oRXuPaqhM6hfvzOOHOHiY2OxZp8Z5dismbpTzcMj375FXg61alL1s0/BoAbL4n/+hYTsdIz5cXc0MrZTDQAsNoVv/y3Zs9acnZ3p16+fVl+3bp32sOVulJSUVCL92LLP5VAUhdTU1DzXjcactE8mkynPdSGEEOJWcyfPtwq06zMI2aGW3avAwE/VlY5F9OnBTwmKUxcvVXevzhvt38i3XeaZBDKOxQKgdzHi0bt6njarj1zig/WntPpHw5vToZZ6vrEpPILwSZNQzOrc0XPEcHyey0nzf+bMGY4ePQqomUsGDBhQKvO/uIhUVn12GHOmevRAQGNvej/RGL1dme+VySPy3Gl+mz6VTd9+TmaKmkbT6OBI14fH8thHC6jRrGU5j1CUNWd3Dwa/9Aa9x0/EYK/u+oyPCOO3N15k/5q/tPP27hSlkgqyINWr5/0hJoQQQohby2uvvXbjRrehpHQz3+5QF/fY6XVM7pXPbrV/Psgp93wNDA4F9rdt2zatnFIlhVSr+sB3VINR1PeuXzKDFrcNU1gKCX+exRyZE0jRuxnxHFgbp6Y+uSbaqTv+UyfqGeqOKafmzan2/XfY3eVnchWHS4cO+M+ayeUZMwG4/M67GKtVw7Vz53zbj+tck+93XCDDbOX3wDAm3FMHP7eSS03SuHFjgoKCOHHiBOnp6axbt44RI0aUWP+3Ey8vL20H2ZEjR+hcwL+TG7ny0Eqn0+Hrm/dclMuXL2vlKzsGhRBCiFvZnTrfKlDEAdh6JXWjDoZ9C87eRe7mv4j/+PnEzwAY9AbmdJuDs9E5TzvFYiNxVc4CKo9+NdE75z5/LTAknqnLjmj1l+6rx5CWVdT7TSYiXnwRW/YiIZduXfGfNUv7Pp+RkcHq1au1e/v27Yt7dhaFkpQYnc6qTw+TlWYBoHJdT/o+3RQ7Q/kG1dKTk/hv8c8c27YJrspM16Bzd7qNHoebd9HPzBN3Dp1OR7NefanSsDHrPvuY6JDzWC0W/l30AyFHDnL/hBdx8bwzzhIv//C2EEIIIUQZ+G5HMCmZ6qRkeKuq1PS55gHsxT05qygr1IFmIwvs69KlS5w8qR7I7OjsyFrzWgA8HTx5rsVzBd4n7jyWxEwSVpwj+svDOUE1nZpuxv/FNjg3880VVEtavYawZ5/VgmrO7dtT7YfvJah2E7xGjMD78cfVitVKxAtTyLoqDeHVvF3sGd0hAIAsi40fduTf7mb069cPJycnAIKCgrSfFXebpk2bauWvvvqq2P18++23WrlOnTp5rp89exZQJ/GVK5fO+QlCCCGEKKasVPjjSbCp8zC6vgg1uhS5m9iMWN74L2d32outX6RRhUb5tk3ZEY4lVv2ubV/dHeeWuVMRXohNY/wv+zFZ1N0zD7apyoSeOd8xoj7+mMzshT3GatWo8skn6Aw5e1M2btxISkoKALVr16ZFixZF/jw3khKfyar5h0lPVnfj+1V3o/9zzTDa53+ecFmwWa0cXL+KhZOf4tjWjVpQrULVAB6cOZv+k6ZJUE1oKlSpxkPvfkybgTnpU0OPHuLX16dw+fzZchxZySnRHWvbt28vye4KrVu3buXyvkIIIYS4PcSlZvHjTvUButFOx/P35n04y/aPc8pdXgR9wZOWrVu3auXLFS9jRU3N8VSzp3C3L/nViuLWYwpPIWVHBBnHYuCqjBZGfxc8h9XBISDvfwfxv/xC1Oz3tbrbffdR+aM56B0K3hkpCsdv6ouYQkJI3boVW0oKEZMmU2PJ7+id865iHt+1Fj/vDsVksfHrnlCe7VEbT+eSS8Xk6urK/fffz59//gnAmjVrqF69Os75jOVO1r9/f7Zs2YKiKCxevJh+/frx8MMPF6mPFStWsGjRIq0+ePDgPG1+/vlnrVwaD7aEEEIIcRPWvwLx2UcCVWkNPYq+W09RFKbvnE58pnoucdcqXRndcHS+bS0JmaRsDVMrevAcUifXWWRxqVmM/XEfidnHA3St68N7Q5tqC+GSN24k4Rf1u4fOaKTK/Hm5FsCdO3eOQ4cOAWpKz4EDB5Z4Csj0ZBOrPj1MSnwmAN6VXRj4fAvsnco08VwuYUFH2frjN8SGhWqv2Ts50WnEI7ToMwA7Q/mNTdy6DEYj3Uc/To1mrVj/5VzSEuJJjYtlyaxX6P3URBp1u6e8h3hTSvS/+h49epT5eSI6nQ6LxVKm7ymEEELcyb744gvMZjNGo5EJEyaU93BKxDfbg0kzqcGvUW0DqOp1zQPuS4fh3Ca17BEAzR4ssK+LFy9y7tw5ABxdHdmmbAMdVHGtwsj6Be9yE7c/xaaQeTqe1B0RZAXnPj9KZ9Tj3rs6rp0ro7vmzANFUYiZN5+4q3beeI4aif+MGejsym/V6Z1EZ2dHlY/mcGHkSEznzpN19iyRM2dR+aM5eeYnfu6OPNimKr/uuUiaycqPO0OY0juf1LA3oWnTphw/fpwzZ86QlpbG33//zdChQ0v0PW51jz32GG+//TZJSUkoisLYsWO5cOECr7zyCoYbPHyx2WzMnz+fN97IWZnu4eGRJzC3evVqFi9erNXvv//+kv0QQgghRCm4E+db+Tr+Bxz+VS3bu8ID34Od8fr35GPxqcXsjNgJQAXHCrzT+Z0Cnz8nrglGMaur3lw7Vsa+Uk6WkkyzlfG/7Cc0Lh2ABv5ufPFIK4zZ391NYWFEvjFda+/32qs4NW6s1bOysnKlgLzvvvvw9PQs8ue5nsw0M6s+O0xilDpGD18nBk1ugaNr0f/eSkJybAz//rqQM7t35Hq9cfd76frw2DsmpZ8oXdWbtWDMB5+y6pPZXDpzEovZxPov5hIdcp5ujzyO/jadE5dKOFm5Kr+qEEIIIW4vsbGx5T2EEhWdnMnPu0IAcDDomXhPPrvVdnySU+48qcAJn6IobNmyRauf8z6HTadO3Ca1nIS93V10APldRDHbSDsUReqOCCwxGbmu6V2MuHashEuHSti55v33r1gsRL75JknL/9Be85kwAZ+JE8p8QdqdTu/iQtXPPiNkxIPY0tJIXrMGpxYt8B79SJ62T3erzeJ9YVhtCj/tCuHJrjVxcyy5BxY6nY4BAwbwxRdfkJWVxZEjR2jcuDH16pVsAO9W5uXlxUcffcT48eO1xZAzZ87k888/Z+TIkXTs2JFatWrh7u6O1WolOTmZc+fOERgYyPLly7l8+bI2r9TpdHz44Yf4+KjphRRFoUOHDuzfv197Px8fH4YNG5bvWIQQQohbyZ0238pX4kVYPSWn3u9j8K5V5G7OJ55n7oG5Wv2dzu9QwalCvm0zTseTGRQHqGcdu/eurl2z2RReXHqYgxcTAfBzc2Dh2La4Z3//s5lMRLwwBVt2ikf3fvfj9dBDufrftGkTSdnnrtWsWZPWrVsX+fNcjynTwprPjxAXrp7d7erlwKAXWuDiUfbZLSwmE/vX/MXeFUuxZGVpr1esVYd7xj1N5XoNy3xM4vbm4unFiJmz2frj1xzb8jcAB9auJCY0hAEvvIKT2+2X+afEA2sSVBNCCCHEreSLbefIys6fP6ZDdSq6O+ZuEHMaTmavPHStCC3HFNhXcHAwoaFq+gsHNwf26fcB0KhCI/rW7FvygxflyppqIm1PJKm7I7GlmXNdM/g64dqlCi6t/NAZ819hZ8vMJGLqS6ReCcbqdFSc/gbej+QN9IiS4VCrFpVmzyZi8mQAoj74AMdGjXBu1TJXu2rezgxtWYXlB8JJyjDz656LPNujdomOxd3dnT59+rBq1SpA3V01YcIEHB0db3DnneOJJ57g9OnTfPzxx+h0OhRFISoqigULFrBgwYIC77s6oKYoCtOnT2f8+PHa9YiICAIDA7XgtE6nY/bs2Xdduk0hhBDilmSzwp9PQVZ2hocmD0DzUUXuxmQ18cr2V8iyqoGdhxs8TNeqXfNtq5htJK46r9U9+9VC75jz2PvDDadYd+wyAM72diwc25bKnk7a9egPPiQzKAgA++rV8X/77VyL4IKDg7UFPUajkUGDBpXoIjmr1caGb44RdSEZACc3I4NfaIl7Bacb3FmyFEUh+OA+/vn5exKjIrXXndzc6fLQYzTt2RudXn+dHoQomMFo5L6nnqdizTps/fFrbFYrF48f4X+vT2HwS9PxrV6zvIdYJCUaWPvxxx9LsjshhBBCiJsSnpDOb/suAuoE6pn8HpzvmAtkLwzqOBGM+T/0VhQl19lqxzyOoejU+6a0noJeJxOMO4U5Jp3U/yJIOxANFluua/Y1PXDrVgXH+t65zmu4ljU5mbDnniNj/wH1BaORKnM+xF1S1ZU69z73kfH448QvXAgWCxEvvEDNP//A4JP7MPVne9Tmj4PhKAr88F8w4zrXwLGAIGlxtWzZkqCgIM6fP09KSgobN25k0KBBJfoet7o5c+ZQt25dpk6dSmpqqvYQqqAFmTqdTguoeXl5MW/ePMaMyb3gITg4OFcfr776Kk888UQpfgohhBBCFNqOT+DibrXsEQD950IxglALDi3gdMJpAOp41mFK6ykFtk35NwxrnHommX1Nd5xa+GrXFu0J5Zvt6ncHO72OLx5uRZMqHtr15PXrSfjtNwB0Dg5U+XQ+dq6u2nWTyaQtlALo1asXXl4llwJRURT++d9pwk4mAODgbGDQ5JZ4VizbBUPxlyL45+dvuXD4gPaaTqenRZ/+dBrxCI5X/Z0IcTOa976fCtUCWD33fdKTEkmKjuK3GS/R99kp1O/YpbyHV2glGlh77LHHSrI7IYQQQoib8vnWc5it6oPXcZ1r4ON6TRqN+AtwbJladvKCNo8X2NeZM2eIiIgAwOhu5JjhGACdq3SmQ6UOJT94UaYURcEUkkzK9nAyT8bnvqgHp6a+uHWtgn1Vt/w7uIo5Opqw8U+RdVp9EKB3dqbq5wtw6dSpNIYu8uH34hQyjx8nfd8+LNHRRLw4lYCFP6C76myv2r6u9GtaibVHI4lNNfH7vouM7VyyqyR1Oh0DBw7kyy+/xGQycfDgQRo3bkzt2iW7O+5WN378eIYOHcrcuXP55ZdfuHTpUoFtFUXB39+fJ598kkmTJmnpH692+fJl6tWrR5s2bXj66afp2jX/1etCCCGEKGNh++CfD9SyTg8PfAdOnkXuZk/kHn4K+gkAo97IB10/wNGQ/wJIS1wGyf+EqxU9eA2uoy3k2Rh0mVkrj2tt3x7cmJ4N/LS6KSSEyOkztHrFN17HsUGDXP1v2bKFxMREAAICAmjbtm2RP8/17F8Xwqld6u4wO4Oefs81w6dq2QWxTJkZ7PlzCQfWrMBmtWivV23UhHvGPYNvQI0yG4u4e1Rt0JhHZs9j1SfvERV8DktWFmvmf0BM6IN0evAR9Ppb/9y1UjljTQghhBCivIXEprHsgDrBcnM08FTXfB5k7/wUFKta7vAcOOQ/gbHZbLl2qwW6BoIOdOiY0qrglZPi1qfYFDJPxZPyTximiym5rukc7HBp649rl8oYPAuXvs8UEsLFJ57EnB2EtfP2pto33+DUtEmJj10UTGcwUGXuJ1wY9gCW6GjS9+0jet48Kk6blqvdxJ51WHtUfZDxzfZgHm5fHXtDye4+9fT0pHfv3qxduxZQU0I+++yzODiU/XkZ5cnHx4fZs2cze/Zsjhw5QmBgIOfOndMeVHl5eREQEECHDh1o3rw5+uukGXrwwQd58MEHy2jkQgghhCiUzCT444mc+VW3lyGg6AsQk7KSeOO/N7T65FaTqe9dv8D2iWuCtSwTrp2rYPR3ASAwJJ7nFx/Clr1J/unutXik/VXnrmVmEv7CFGxpaQC4DxyI54gRufoODQ1l7969ABgMBgYPHnzd7yhFdXpPJPtWX9DqvcY1onIdzxLr/3oUReHUzn/Z/utCUhNyFha6VvCh++jHqd+xq5wJLUqVu48vI9/6kM3ffs6JHdsA2PvXUmJCL3D/xKk4utzauyQlsCaEEEKIO9JnW85izZ5FPdmlFh7OxtwNki/B4f+pZXs3aDeegpw4cYKoqCgA9B56ztur+fsH1h543UmeuHUpVoX0ozGk/BOGJSo91zU7D3tcO1fBpZ1/rrMZbiTjeBBhTz2FNV6dmBorV6baD9/jUPP2yhV/pzD4+FBl/nxCH30ULBbif1iIU7PmuPe5T2vTsJI7vRr6sflkNJFJmSw/EM7D7QNKfCytW7cmKCiIkJAQEhMT2bJlC/369Svx97ldNG/enObNm5f3MIQQQghRkta+BIlqGn6qtYdu067fPh+KovDW7reITo8GoH2l9oxpVPAZ2Bkn4rRsE3p3e9x7qd/jzkSl8MRPgdpZ20NaVOaVPrl3okXNfp+sU6cAsK9Vi0pvzsoVSDKZTKxcuVKr33PPPVSoUKHIn6kg4afi2brolFbvOKw2dVr7XeeOkhMXEcaWH74iLOio9pqdwUCbgcNoP+RBjHfRmcCifBntHeg74UX8atbh319/QLHZCD4YyG9vTGXwS9OpULVaeQ+xQLfUYSBpaWnaYZA7duzIdc1kMpXTqIQQQghxuzkblcJfh9UdQ57ORh7vUiNvo10LwJr9/aLdk2oqyHxYrVa2bduWc5vzLtCBvd6eiS0mlvTQRSlTzFZSd1/i8seBJCw5nSuoZvR3xntkffxfbotbt6pFCqql7d7NxUcf1YJqDvXqUX3xYgmqlTPnVi2p+MorWj3y9dfJCr6Qq83Ee+pq5S+2ncN0zbl6JUGv1zNo0CAM2ako9+3bR2hoaIm/jxBCCCFEuTiyBI4tVcsO7jDsO7Ar+n6OledXsil0EwDu9u681/m9As+yVsxWElef1+qe/WuidzBwKTGDxxbuIzlTTWvYta4Pc4Y3R3/V+chJq9eQuFQdr87RkSrz56F3ccnV/z///EN89nf7qlWr0qFDyaX/j7uUyvpvjmPLPragSbcqtOxd8ou7rmU2ZbFzySJ+mfZ8rqBardbtGPvJV3QZ9agE1USZ0+l0tO4/mAdefxtHV/XohYTICH6b/iLnD+wt59EVrNwDa6dPn+aFF16gefPmeHh4ULduXdq3b0/Pnj1ztWvVqhXDhw/nyJEj5TRSIYQQQtwuPtt6DiU75ccz3Wvj5njNbrW0WNj/o1o2OEGHCQX2dfToUeLi4gCwedqIcFADdg83fJhKrpVKfOyidNgyLST/E0bkh4EkrjyPNSFLu2Zf3Z0KjzXCb3IrnFv6obMr2lfk5A0bCHvqaWzpapDOqXVrqv+6CGPFsllxKq7Pa/QjuPfvD4AtLY3wSc9rKX8AWlTzpEd99YD7iMQMlh0IK5VxeHt7c++992r1lStXyuJBIYQQQtz+4i/A2qk59QHzwKt6we0LEJYcxvt739fqb3Z6k4ouFQtsn7wtTPtO71DbA6dmviSmm3h04T4ikzIBaFbVg69Ht86V6jsrOJjIWbO0uv+MGTjWq5er79DQUHbt2gWAnZ1diaaATEvKYs3nRzBlqIG/6k0r0HVk3VJPu3jh8AF+fmkCe/5cop2l5uFXkaGvzGLoyzPx9Je5rShf1Zu2YPT787Rz/UwZGayY8w67/1iMYiv5xY83q9xSQSYlJfH000+zfPlyFEVBufL0Kx+KonDu3DlOnjzJihUrmDZtGrNnz5Y8r0IIIYTIIyw+nbVHLwFQwcWeRzvmM6nb8yVYMtRy68fA1TffviwWC//++69W3+G4A3Tq6sknmz5Z4mMXJc+aaiL1v0uk7r6EkmXNdc2hnhfuPaphX9O9WN8rTeHhxMydS/K69dprrvfcQ5W5n6CXlZ63DJ1OR6V33ibrzGmyzp7DdO48kTNmUPmTT7R/7y/0qsc/p2MA+GLrOYa3roqDoeQPzG7fvj0nTpwgLCyM+Ph41q9fT6tWrUr8fW5lJpOJxMREsrKyrjsHLEhAQOmv5hZCCCFEIVnN8Od4MGWfVdz8IWg6vMjdWGwWXvvvNdIt6kK1IXWG0Lt674Lbx2aQ8q96njZ6HZ6D65BptvHEz/s5F50KQI0Kziwc2xYXh5zH37aMDCImv4CSvSDOY8gQPB8YlqvvrKws/vrrL63es2dPfH3zny8WlSnTwtovjpIarwYEfQPcuO+JxuiLuLCvKFLiY/nn5+85s+c/7TW9nYG2g4bRfuiDGB1k3iJuHR5+/jz0zsds+Gq+9t/srqX/Izkmmvueeh5dCZ5xeLPKJbB2+vRp7r//fkJDQ1EUBZ1Oh06n08rXTrAiIyMxmUzodDpsNhtz5swhMjKSn376qTyGL4QQQohb2E+7QrQDqh/rVANn+2u+7mQkwr7v1LLeCJ0mFdjXoUOHSExMBCDLM4tYp1gAxjcdj4eDRwmPXJQkS3wmKTvCSQuM0g4zB0AHTk19cOteDfsqxTsM2ZqUROzX35Dw668oZrP2uscDw6j01lvoDHKM8a1G7+xMlc8+I2T4CGxpaSSvW49TixZ4P/oooO5au6eBH1tPRXMpKZOlgWGM6Vij5MeRnRLy66+/xmq1cujQobti19rq1av5+eef2b17N5cvXy52PzqdDovFUoIjE0IIIcRN+XcOhAeqZa8a0O+jYnXz3dHvOBKjZimr5laNV9u9WmBbRVHUFJDZaRRdu1ZBV8GR5389wIHQBAB8XB345fH2+Lg65Lr38rvvknX2LAD2dWrjP3NGnv7//vtvbQ4YEBBAp06divWZrmWz2tj4fRAxF9UgpKu3A/0nNMO+COnni/Z+Vg7/vYadS3/FlJGhvV61URN6PTHhlj67StzdjI6ODHjhFfatrM1/v/8CisLxbZswOjrS87GnbpnNVmU+64+JiaFfv36EhIRofwmKolC3bl2aN2/O8uXL89yTlpaGu7s7ycnJWuBt0aJFtGvXjueee66sP4IQQghxRxsyZAg2m63EUl2UpeRMM0sC1TRuDgY9j7TPZ2dD4HeQlayWWzwEHlXy7ctsNrN9+3atvtN5JwCVXCrxUMOHSnbgokQoioI5PJXUXZdIPxINV2eLsNPh0roirt2qYvRxKl7/JhMJv/9O7BdfYk1Kyuna2xvfSc/jOXLkLfMlX+TlULMmlT54n4jn1WB61JyPcGzcGOfWrQF4oVddtp6KBuCLbecZ0aYajsaS37Xm6+vL0KFDtXnP7t27S/w9bhUmk4lRo0axcuVKgGLtUBNCCCHuNLfzfCuX0F2w42O1rLODB34AB7cid3M4+jBfH/0aADudHe93fR8Xo0uB7TOD4sg8rQbQ7DzscetZjdf/Os7mk+r3OFcHAz+Na0tABedc9yWuWEHSH3+qw3Vyour8+eidc7c5ffo0Bw8eBMDe3p4hQ4aUyL8nRVHYvuQsocfVIwbsnQwMmNgcFw+HG9xZPJHnTrP5uy+JDsk5g87JzZ3uY56gUbd7ZM4ibnk6nY72Q0bgWbESaz+dg6LYOLR+NfaOTnQZ9Wh5Dw8oh8Da5MmTuXDhghYgGz58OG+//TYNGjQAyPeHVd26dQkPD2fWrFnMnz9fu3f69OmMGTMGN7ei/9AWQgghRP6aN29e3kMotiX7wkjNUnczDGtVlQrXrFDElAa7v1TLOj10fqHAvgIDA0lJUVcTpnimkOCgTt4mtpyIg13pTIBE8diyLKQfiiFtbyTmyLRc13T2elzaV8KtSxXsijlxVRSFlI2biP7kE8wXL+b07eCA99ixVBj/JHauxdv9JsqWe+/eZI5/krjvvgeLhYgXplDzzz8w+PrSrKonvRpWZPPJKC4nZ7IkMIzHOtUolXE0adKE5ORkNm7cWCr93yqee+45VqxYAZArS4kQQghxN7ud51uajAT4Yzwo2SvZer4OVdsUuZs0cxqv7XgNW3Y/Tzd/mua+Bf/92ExWEtcEa3WPAbWYv/08S/ariyuNdjq+HdOaJlVyZxfJOneOy2+9rdUrvTkLhzp1co8lLY1Vq1Zp9T59+uDt7V3kz5SfQxsvErRdPatbb6fj/meaUqFyyc8fMtNS+W/xLxzZvB6u+s7V9N4+dH14LE6u8gxd3F7qd+yCxZTFhi/nAbD3r6UYHZ1oP2REOY+sjANrR44cYcmSJVpUfOrUqXz0UeG2CLu6uvLJJ5/QqFEjxo8fD6jntC1ZsoQnn5QzToQQQoi7ncVq48edF7T6E11q5m20/0fIiFfLTYZDhdr59pWVlcV//+XkoN/jsgeAel716F+zf8kNWtwUU3gKafsuk344GsWU+zBjvbMB106Vce1UGb2zsdjvkXHkCFEfziEje+XqFR6DB+E7eTLGypWL3bcoH76TJ5Nx9Bjpe/diiYkhYsqLBPy4EJ3RyAu96rL5ZBQAX/5zjpFtS2fXGkDHjh1JSkpi06ZNpdJ/eQsKCmLhwoW5spR4e3vTs2dPatSogasEo4UQQojb17qXITn7jLPqXaDLlGJ18/7e9wlPVftp4duC8U3HX7d9ytYwrInq+WQOdT35IyWVBVvPAaDTwdwHW9Cpjk+ue2zp6YS/8AJKdjpEj+EP4DF4cK42iqKwevVq0tLURXr16tUrsXNwz+6PYvdfOTvH7hnTgKr1vUqk7ysUReHUzn/555fvSU9K1F73CahBrycnUKV+wxJ9PyHKUuPu92LKzGDrQnVn63+Lf8be0ZGWfQeW67jKNLC2dOlS7Ry1Vq1aFTqodrUnnniC33//nS1btgCwYcMGCawJIYQQgvXHL3MpKROAexr4Ucfvmoe25kzYtSCn3vXFAvvau3cv6dkHWsd6xJJsr6aOfLH1i9jpS+chuygcW5aVjCMxpO6LxByemue6fTU3XNr749TMF7198f9dmcLDiZk7l+R163O97tyuHX6vvIxT48bF7luUL53BQJW5n3Bh2ANYoqJI37+f6E/mUvHVV2hSxYP7GlVk44koopKzWLzvIuM65xOkL4lx6HT06dOHCxcu3LjxbWjRokW56i+//DJvvfUWDg6y41cIIYS4rZ1YBceWqmVHDxj2DRRjjrQxZCMrz6vpol2MLszuOhuDvuBH1eaYdFJ2ZAfz7HQcaeDOzNXHteszBzRiYPPci94UReHyW29jOqcGthzq1cN/+vQ8fR8+fJhTp04B4OzszKBBg0okXeKlc4ls/umEVm83sCb1O1S66X6vlhh1mU3fLuDi8SPaa0YHRzqNeJiW9w/CTs5/FneAln0GYMrI4L/FPwOw9cdvMDo60aRHr3IbU5n+n7V582atPHXq1GL3M2XKFC2wdvjw4ZsdlhBCCCGu8tZbb2nlWbNmleNICk9RFL7fkZMS5Mmu+TwIP/w/SL2slhsMAL/8V+1lZGSwc6d6nho6OOB2AID2ldrTqXLJHFwtis50KVXdnXYoGiXLmuuazsEO5xa+uLSvhP1NplSxJiUR+823JCxahGI2a6/b16yJ37RpuPbsIWcS3AEMFSpQZf48Qh99DMxm4n/6CacWzXHv25cXetVj44kru9bO81C7gFLbtabX67n//vtLpe/ydvXcb+TIkXzwwQflOBohhBDi1nE7zrc0abGw5qrdafd/BB5Vi9zN5bTLvLU75+/htXavUc2tWoHtFUUhcdV5sKrpDZObVuC5dSe0bIfP9qid72KoxCVLSMo+61Xv7EyV+fPROzrmapOQkMD69TmL6QYOHFgiO+sTLqex7quj2CzqIBt2qkSbfjVuut8rFEUh6J/NbP3pW8yZGdrrddp2pOfYp3D38S2x9xLiVtB+yAjMmZns/WsJABu//gyjgyP1O3Ypl/GUaWAtLCxMK3fv3r3Y/TRt2hRQf4DExMTc9LiEEEIIcXvbH5rAkfAkABpVcqdjrQq5G1jNsHN+Tr3bSwX2tWvXLrKy1PQil9wvkWpUd0VNaT1FAiplzGayknE0hrS9lzGFpeS5bqziikt7f5yb+6F3KH7gwxIfT9a5c2QcPkL8Dz9gTUrSrtl5e+P7/EQ8hw9HZyx+Sklx63Fu2ZKKr75C1DvvAhD5+hvY16pFo3r16NvYnw1Bl4lJyeJ/ey/mn1q2hBjv0P+uIiIitPKkSZPKcSRCCCGEKBGKogbV0mPVeoMB0OzBIndjU2xM/286ySY1K8h91e9jUO1B170n40gMWWcT1fvdjDx64iImq5oKfnjrqrzcp36ee9IPHuTye7O1uv/bb+NQK/d3OpvNxooVKzCZTAC0aNGChg1vPm1ierKJNZ8fIStNPf+7WkMvuj9Sv8TmkxkpyWz67nPO7t2lvebu68c9456mduv2JfIeQtyKOo8cjSkznUPrV6MoNtYt+AijowO1WrYt87GUaWAtLi5OK/v6Fj9q7u/vr5WvPPgSQgghxN3ru+05u9XGd6uZd8JybDkkXlTLte+Fyi3z7Sc1NZU9e9Tz1NDBETc1ncb9Ne+ncQVJ/VcWFJtC1oUkMo7EkH40BiXzmt1p9nqcm/vh0t4f+6qFP3xbURQskZFknQ/GFHyerPPBZJ0/j+n8eayJiXna6xwc8H7sMSqMfxI7Nznk+07l9fDDZBw+QvLq1djS0wl7+hlq/P47k3vVZUOQusP1q3/O83C7AJxuIrXo3SghIUErN2/evBxHIoQQQogScfwPOLlKLTt5w4B56sFmRfRL0C/svbwXgIrOFZnZceZ1A07WVBOJq3POKPvQnE6sSQ1Y9azvy/vDmua53xwVRfikyZCdgcJ77Fg8BuQ9K3vPnj2EhoYC4OHhQd++fYv8ea5lNllZ99VRkmPVYwoqVHGl71NNsbPT33TfACFHD7Hhy3mkJcRrrzXp2Zuej43H3sm5RN5DiFuVTqej56PjMWdmcnzbJmxWK6s/eZ+hr75JQJNmZTqWMg2seXp6ajvMEhMT8fHxucEd+YuNVVdG6HQ6vLxK9rBHIYQQQtxeQmLT2HRSTdtW0d2B/k1z59XHZoP/5ubUb7BbzZw9+QpxDyHdmI5Bb2BSS9ltUZoURcEcmUb64WgyDsdgTTblaaMzZmDwTMbgnQHmMNL32pNx2AGdvRGdvT16e3t09vboHBzQGQyYL11Sg2jnz2UH04KxZZ+bdyMegwfhO3kyxsqVb9xY3NZ0Oh2V3noT04ULZB4/jiUykrBnnqHeokX0a+rPumOXiU3N4n97Q3mya63yHu5txdfXV9u1ZrVab9BaCCGEELe0lMuw9qpjfQbMBVe/IndzMu4knx76FAAdOmZ3mY2Hg8d170lcE4wte+fXPnuFtdlpD1tU8+SLR1phvCZgZTOZiJg0GWv282PnDh3weynvkURRUVHaUUMAQ4cOxfGaNJFFZbPa2PRDEFEX1N14Lp4ODJjYDHunm38EbzGZ2LH4Zw6uW6m95ujqxn1PPU/d9nJkgbh76PR6ej81EXNmJqd378BiNrFiztsMn/4ules1KLNxlGlgrVKlSlpgbc+ePQwYMKBY/fz333+5+hRCCCHE3Wvhzgtabv2xnWpib7hmJeDJVRB7Ri0HdILq+U86MjMz2b9/v1rRQ5B7EACj6o+iqlvRzw0QN2aJzyT9cDRpgZewJpjzXFcsmVgiDmAK2Y4t4UKpjMHg54d97Vo41K6DQ+1aOLdpg0PduqXyXuLWpHd2ptpXXxIy6iHMERFknTxJxJQpTJr1IeuPX0ZR4Ot/z/Nw+wCc7eXw98Jq0KCBFlg7d+4cLVq0KN8BCSGEEKJ4FAVWT4bMRLXeeBg0HlrkbtLMaUzbPg2LTQ2SjW08lnaV2l33noyTcWQcVp8lp+nhXZOapr+WrwsLx7bN97tZ1DvvknFEzTxiqFyJKnM/QWfI3c5isfDnn39qi386duxIjRo1ivyZrqbYFLb+cooLR9SAntHRjgETm+HqdXPBOoCY0Aus/ewj4sIvaq9Vb9aSvs++gKt3hevcKcSdSa+34/6JUzFnZRJ8MBBzViZ/fjCLB2e+j1+NslkQWaYzw65du3L06FEAvv7662IH1hYsWKCVO3fuXCJjE0IIIcTtJzHdxLL94QA4Ge14uF1A7gaKAts/zql3y7tS8YoDBw5oufUvuFwg05CJq9GVp5o9VeLjvptZkjNJ2XqSjKNx2NId8lxXbFas0ccxh+3DcvkIWPPuXisynQ5j1ao41KqFfZ3aONSqjUPtWtjXri1pHgUABl9fqn37DSEPPYwtOZm0HTvw/GYu/ZoMYe2xy8Smmvh1TyhPdatd3kO9bQwaNEhbBf7bb79JYE0IIYS4XR3+H5zZoJZd/KD/J0XuQlEU3tr9FqHJatrFRhUaMbHlxOveY8u0kPjXOa0+z5ZBPAoV3R345fF2eLvY57knYclSEpctA9TU7lUXLMDg7Z2n3T///ENUlJr1xM/Pj3vuuafIn+lqiqKwfckZTu9VU4nrDTruf7opPkVIXZ9vvzYbB9at5L/FP2O1qAFJO6ORbo+Mo2WfAej0JZNeUojbkZ3BwMApr/HXh29y8fhRstLSWP7eDEa++QEVqlQr9fcv08DaoEGD+OKLLwBYv349P/30E2PHji1SH59++mmuHWv9+vUrySEKIYQQ4jbyv70XyTCrqwwfbFMVD2dj7gZnN0LUMbVcuaV6vlo+LBZLztlqwBl3dYfbE02fwMtR0k7fDMVqJf3gEVJ3nMUUoYCdPzq9HZA7qGaJPYslfC+W6KM4NqyNx4A2OLd6Ar2rK4rJhC0rC8VkQjGZs/95pW7CZjKhZJm0umIyYedTQduFZl+zJvqbTOsi7nwOtWtT7YvPufj4EyhmM4nLljPpSV/W6Wpn71oL5pH21XFxkF1rhfHoo4/yzjvvEBcXx3fffcczzzxDrVqSTlMIIYS4rSSFw4bXcuoDPwXnvIGqG/nz7J+sv7AeAFejKx93+xh7u7yBsVxvvf6CliJ+LxY2YMbF3o6fxrWjqlfes8TSDx3i8rvvavVKb7+FU+O852RfvHiRnTt3AqDX6xk6dChGozFPu6LYsyKY4/+qO/V1eh19nmxCtYZF/3u6WkpcLBu+nMvF40e113wDatDv+ZfwCahxU30Lcacw2NszeNoMlr83g8gzp8hITmL5u9MZ9daHePj5l+57l2rv1+jduzft2rUjMDAQRVEYP348sbGxvPDCCxgM1x+K2Wzmvffe491339UOpGzatCn3339/WQxdCCGEELcYk8XGz7tCAPXM7Me71Mzd4Nrdal1fKvBw7aCgIFJSUgC45HyJVPtU/Jz9eKThI6Ux9LuCYjYTv2Q9qf+GovdoiM5QGd0181VrcgTWqEMYKmTh2qYhzs+Mx7FpU/QOeXeyCVEWnNu2pdL773PpJfUsRtv3X/Hi0Of4hFrEp5n4ZXcoz/aQXWuF4eHhwccff8zYsWNJTk5m4MCB/Pnnn9SvX7+8hyaEEEKIwlAUWDkRstTzwmj+MDQo+gaHswlneX/f+1r9zU5vUs39+rtJMs8nkpa9+ysdhY9Qz1WbP6olDSu552lvjoomYtJkyD4v2+vRMXgMHpynXVZWFn/99RdK9lkCPXv2vOljhg5sCOHg36Fa/d7HGlKrhe9N9Xl69w42ffc5WWlp2mttBg6j88gxGG4yCCjEncbe0Ylhr77J0rdfJyYkmNT4OJa9O51Rb35YqqlSy3y55YIFC+jWrRsmkwmr1corr7zCp59+Sr9+/ahZM/cDsY0bNxIdHc3evXv5888/uXz5svaDz87Ojrlz55b18IUQQghxi1h95BLRKVkA3NeoItUruORuELIDwvepZd+GUD//SaCiKOzatUurn/FQd6tNaDEBJ4NTyQ/8DmdNzyD+57/JOJaK3r06dhVy7/izZSai11/Gsb4rLl2a4Vh/eJ4zD4QoTx4D+mOOvETMJ+pco9fqb9nc4UmO+NTh2+3nGdOxOq6ya42LFy/esE2PHj0YN24cP/74IydPnqRFixaMHj2aXr16UadOHby8vG64wPJaAQEBN24khBBCiJu3fyEEb1PLbpWh7/vXb5+PdHM6L/37EllWdd42sv5I+tToc917bCYriX+e1epfk8llFKb2rkfvRhXztFdMJiImT8YSo57F5ty2LRWnTcu377///puEhAQAqlWrdtNHDB3dFs6eFcFavftD9ajfvvi7ZLLS09m68CtO7NimvebqXYH7J7xIQJPmNzVWIe5kji6uDH/jHZbMeoX4S+EkRV1m2bvTGfnmB6X2nmU+I2zbti0//vgjo0ePBtSHWREREXz//fe52imKkms3mqIo6HQ6dDodiqIwZ86cm85/K4QQQojbk6IofP/fBa0+vms+6cVy7VabCgXknw8ODtby68c5xBHnEEcN9xoMqj2oRMd8pzNHJxH3yz+YIwzoHCqgd89ZGabYTBj9zLh0rI5Lh87o7eQsAHFrq/Dkk5gjIkj8fQlYLLwV+AuTOj/HRfz5eVcIE3rWKe8hlrsaNWpomURu5MocLisri4ULF7Jw4cJivadOp8OSfb6IEEIIIUpR/AXYOCOnPngBOHkWuZvZe2cTnKQGnup51WNa2/wDXldL3nwRS1wmAEex8Bdm+jetxMR78v/+dXn2bDIOHwbAUKkSVebPQ5fPrq7Tp09z8OBBAIxGI0OHDkV/E2eUndodyY4lZ7R6x6G1adK9arH7izx3mjXz55AcE6W9Vq9jV3o/OQFHV9di9yvE3cLZ3YPhM95lyaxXSIqOIj4ijOXvTqfjExNK5f3KZanlqFGj8PHxYfTo0URHR2sTsivBsyuu7E67OqDm5OTE119/zZgxY8pj6EIIIYS4Bew+H8fJSDUlSfNqnrSufs05aOH74cK/atmrJjQeWmBfV+9WO+txFnTq2WoGvexIKYyMU5dJWBaINcUVnd4b3VVZHBVLIi7tfPEc3Am9g135DVKIItLpdPhPn44l8jKp//6LQ1Y67+z+nhe6T+K7HcE82rE6bo6Shgdy5mzXc2U+V5R7hBBCCFFObDZYOQHM2WkIW4+FOr2K3M2q86tYeX4lAE4GJz7u/jEOdtdP+W4KTyF1R7haRuEDMmlYyZ2PRjTLd0FPwrJl6kIoQGdvT9XPPsNQIW/qt7S0NFatWqXV+/bti7d38c9AO38wmq2/nNTqrftWp1Wf6sXuL/hgIKvnfYDFpO7ss3dy5t4nnqVhlx6FXsgkhAA3bx9GzHiP32e9Qmp8HDGhF1j/2Uel8l7l9sSoV69enDx5ks8//5wvv/xSWyme3yRLURScnZ0ZN24cL730EtWrF/8H1e3gzJkzfPfdd2zbto3z58+Tnp5OxYoVqV69OoMHD2b06NH4+5fO4XuHDx+mZcuWxbq3T58+bNiwoYRHJIQQoqzNmjWrvIdwQ9/tyEm3Mb5rzbyTjR2f5JS7TAG7/L/yXL58mfPnzwOQZkgjwjmCyi6V6V+rf4mP+U6iWGyk7g4heeMZFLML4Ikue7GnotjQWS/h3rchbvd2kYmguG3pDAaqzP2E0DGPknniBH4Ziby9+wemdX2On3eFMPGeuuU9xHJX2ACZBNKEEEKIHLf8fGvv1xC6Uy17BsB97xa5i+CkYN7dk3PfzI4zqelR8zp3qHOMhOVnIPtrw49kkeZi4LdHW+Nsn3c+l3H4MFFvv6PV/d96C6emTfL2qyisWbOGtOzzyurVq0erVq2K/JmuuBgUx8Yfgrjy9aZpj6q0H5xPBpVCOv7PZjZ+8xmKzQZA5XoN6ff8S3j45U17KYS4MQ8/f0bMeI8lb75KelIiMRdDSuV9ynUptpeXFzNmzGDGjBkcP36cXbt2ER4eTkJCAmazGS8vL/z8/GjXrh3t2rXDeIcfzmixWHj99df55JNPsGX/ML0iLCyMsLAw/vvvP2bOnMncuXN55plnSnwMR44cKfE+hRBCiJJ0LjqFbafV/PlVPJ3o2/iaxSaxZ+H0OrXsVhmaP1RgX7t379bKV3arPd7kcYz6O/s7R3FZkrJI2XqetH2XQTECOefaKaZUdIZIvEd2xKV19/IbpBAlSO/iQrVvviZk5CjMly5RJymC1wMXMc/lKR7tVAP3u3jX2i3/UFAIIYQQRRd7Fra8lVMf/CU4uBWpi0xLJi/9+xIZlgwAhtYZyoBaA254X8q/4ZgvpwNwFitLdWYWje5AVS/nPG0tMTGET5qMYjYD4DV6NJ5Dh+Tb75EjRzh5Ut1d5uTkxMCBA4u9+O/SuUTWf30Mm1WNqjXo4E/XB+sWqz9FUQhc9Qc7fvtJe61ex67cP+FFDHf4M3AhSpt35ao8OHM2S956jcT0jFJ5j1smx1GTJk1o0iTvqoK7hcViYfjw4axcufKGbTMyMnj22Wc5ffo08+bNK9FxHM7OSSyEEELcqn646my1cZ1rYLj2vK7dX+SUOzwDBvt8+0lKSuLYsWMAmPQmQlxD8HXyZUjdISU95NueLctKwvIgMo4lAjogZ6JnTQrD4JWE74S+ONS+v6AuhLhtGXx9qfbtN4Q8/Ai25GTaRp1i9N6l/PRfbSb1qlfewys3ElgTQggh7jA2K6x4Fizq+Wa0fwZqdi1yN3MC53A24SwAtT1q81r71254jzkqjaQtF9EBFhTeJ4OZQxrTrmbedI2KyUT4C1OwREcD4NSmNRVfeTnffuPj41m/fr1WHzhwIG5uRQsUXhEdmszaz49gMaubIWq39KXnmAbo9MUIqtls/LPoBw6uy3kO3LLvQHo+Nh7dTZz7JoTIUaFqACNmvMc3r7xQKv3L/6m3iDfeeCNXUK1ixYp89dVXhIWFkZGRwcmTJ3n99dext895ODh//nx+/PHHEh3H1TvWunfvjqIohf4jaSCFEEKUtrjULP44GAGAq4OBkW2r5W6QFgtHFqtlezf1PIAC7N27V9shft7tPFa9lccaP3bDvP93G1N4Cpfn7CLjWBJqUA0UmxXzpQPYOR6i0vTuVJn9LA61r5/aRYjbmUOdOlT9fAFkrx7uF7KHmG+/IynDXM4jE0IIIYQoIbs+g/BAtexdG+4t+iKaDRc2sOzMMgAc7Rz5uPvHOBmcrnuPYlOIXnoanU3dBfY7Jtp1qMoj7fM/Cijqgw/IOHAAAEPFilSdPx9dPju8LBYLy5cvJytLPbesefPmNGrUqMifCSD+UhqrPzuCKdMKQEAjb3o/3hj9tYs8C8FqMbPu809yBdW6jHqUnmOfkqCaECXMN6AG/Z9/qVT6vmV2rN3Njh07xscff6zVa9Wqxc6dO3Odo9agQQPee+89Bg4cSK9evbS8wFOnTmXYsGF4eHiUyFiuDqy1aNGiRPoUQghxe3nrrZzUH7fajoRFe0IxWdRg2Ki21XC7Ng1b4Pc5KyxbPQqO+f9+zMzM5ED2ZMyKlfMe5/F08GREvRGlNvbbjWJTSNkeRvKGC1xZi6VYMjGH/otzax/8X3oYo59f+Q5SiDLk0q4dlWfP5tK0aQA8fHQNG+bXY+Rr48t5ZEIIIYS4ndyS862oE7BttlrW6WHIV2CfNwXj9VxMvsibu9/U6q+3f506XnVueF/if+EoEepzzotYOVbdmR8HNM6/7R9/kPCbupBSZ29P1QWfYfDxybftpk2buHTpEgDe3t7cf3/xsmskxWSw8tNDZKapC6oq1fGg7zNNsTMWPQhmykhn1dz3CT16SP0MOj29n5pI03vuK9bYhBA35htQo1T6lTD4LeCtt97SVszr9XqWL1+eK6h2tQ4dOuTapZaQkJArKHczwsLCiI+P1+rNmzcvkX6FEEKIkpBptrJodygAdnodYzvXyN3AnAH7vlXLOjs1DWQBDh48qK1cvOh6kSy7LMY0GoOzsWiTxzuVNSmLmG8Pk7whlCtfF60JIZCxiYBvp+L/6gsSVBN3JY+BAzA+PUGrN1z0KdE7dl/nDiGEEEKIW5zVDCueAatJrXecCAHti9SFyWripX9fIs2sBsgG1BrAkDpDbnifOS6DxA0hWv0HV4XPxrTG3pD3kXXG0aNcfjMnKOk/axZOzZrl2++JEyfYu3cvAHZ2dowYMQJHR8cifCJVakIWqz49RHqS+nfjG+BG/wnNMdrbFbmv9KRElr79hhZUMxjtGfTSGxJUE+I2VaI71mrVqlWS3RWKTqfj/PnzZf6+JSUqKipXCsj+/fvTsmXL694zYsQI2rVrx759+wBYuHAhb7/9drEP3rzi2vPVJLAmhBDiVrLiUARxaeqE5v4m/nkPsT7yO6THqeXGQ8AzIN9+rFYre/bs0epnPc7iZnTjoQYPlcawbzsZx2OJX3YKJUtNxaIoNkxn/8a9dwA+T38g6UnEXa/2CxNYeeAU9fdvwWizcnnS87j98hNOTe/e86KFEEIIcRvb8QlEZmew8m0APd8ochef7P+Ek/EnAajhXoPpHabf8DmloigELTyGj7rXgFV6M1Mfb0MF17yp+S2xsYQ/PwnFrO4a83r4ITwfGJZvv/Hx8bmetfbt25dKlSoV+TNlpJhY9ekhkmPVjChelVwYOKk5Dk5Ff5yeFH2Z5e/NIPFyJAAOLi4MfXkWVRoULzWlEKL8lWhgLSQkBJ1Oh6IoJdltvq68z80Gk8rbunXrsFgsWn3UqFGFuu/hhx/WAmuXLl1i586ddOnS5abGcnUaSIPBQOPG+W+7FkIIIcqaoih8/98Frf5k12sW89hssPvznHrHiQX2FRQURHJyMgCRTpGk2KcwvsF43OyLd4j1ncJmspK0Jpi0fZdzXstIIOvU71Sa/iyuXYt+cLkQdyKdTkerubP5Z8RY2kadxJiRRsjo0VR+9x08Bg4s7+EJIYQQQhRe5BHY/pFa1tmpKSCNRdvZtTl0M7+d+g0Ae709H3f/GBejyw3vO7T2HH5xahaRKGzUGl6fRpXd87RTzGbCX3gBS1QUAE6tW1Px1Vfz7fPac9UaN25MmzZtivR5ADJTzaz67DAJl9MBcPdxZPDkFji52he5r+iQYP58fxZpiQkAuHpX4IHX38anWv5nyAkhbg/ltuRYp9Pl+VPYtkCZBO/KwtatW3PVe/bsWaj7evTokau+bt26mx7L1YG1+vXr4+CQd4WIEEIIUR7+ORPDuehUANrW8KJFNc/cDc7+DXHn1HL1LlClVb79KIrCrl27tPoZjzM4GZwY02hMaQz7tmGKSCX6s4O5gmrmiANYwhdT/Yc5ElQT4hoBfu6cfeZVgrxrqC9kZXFp2stEfTgH5apFc0IIIYQQtyybFVZNAlv2d5euUwucRxUkPCWcmTtnavVX2r1Cfe/6N7wv+EICTv9FavXTzbzo26pKvm2jPviQjP3q+dgGPz+qzp+Hzj7/ANe156oNHDiwyJsy0pNNrJh3kNgwdf7p4mHP4Bda4uJZ9OekYUFHWfLmq1pQzbtyVR565yMJqglxByjRHWvdunUr1A+r1NRUDhw4kGt3m7+/P23btqVBgwa4u7vj6OhIcnIy4eHhBAYGcvz4cUANshmNRp577jk8PT1Lcvjl4ujRo1rZz8+v0FuTGzdujMFg0Ha77d+//6bHcnUqyBYtWtx0f0IIIURJ+WHHdXarAexakFPu9HyB/Vy4cIHLl9XgUbx9PLGOsTxa71G8HL1KbKy3E8WmkPpfBEkbLkB2ChbFkkXWsd9xauFDpbd+RF+MswiEuBs83bcJfY4+xxMH/+D+UPUMj/gffyTr9GmqzP0EuztgriKEEEKIO9jBnyHysFr2awTdphXpdrPVzMvbXybFnALAfdXvY0S9ETe8LznTzJEfj9EW9RnyUQ87Ro1qmm/bxD//IuF//wNAZzRSdcFnGHx982178uTJmz5XLS0pi5XzDmk71Zw97Bk8pSXuPk5F6gfgzN6drPvsI6zZz24r1a3P0Fdm4eSWd1eeEOL2U6KBtX/++eeGbeLj4+nbty+grhpv0aIFH374Ib169bpuUO7YsWO89tprWurE9evXs3HjRgIC8j8/5XagKAqnT5/W6nXr1i30vQaDgYCAAIKDgwE4e/bsTY0lNTU111l1zZs3Jz09naVLl7Jq1Sr2799PdHQ0jo6OVKpUiW7duvHggw9y77333tT7CiGEEDdyMjKZ/87FAlC9gjO9GlbM3SDiAITuVMsV6kLdgg9/vna3mr2dPY81fqzEx3w7sCZnEb/0DFnnEnNeSwgh48jP+E16HK+HHrrtU24LUZqqejnz3H0N+cg2nPMelXn2+CrsbFbSdu3iwoMjqfr5Ahzr1SvvYQohhBBC5JUWB5vfyqn3+xgMRUtz+OnBTzkWewyAqq5VebPTmzecP1htCt9+e4BRJrVdsk6hy9Mt0evz3pdx7BiX33xTq/vPmolT8+b59puQkMCKFSu0enHOVUtNyGTFvEMkRWcA4OrlwOAXWuJZ0fkGd+Z1ZNM6Nv/wFWRvKKnVqi0DJr+CURYtCnHHKPNUkE8++ST79+9Hp9MxatQoAgMD6d279w1/8DZt2pQ1a9YwdepUFEXh7NmzjBo1CpvNVkYjL3kJCQlazl+AypUrF+l+f39/rRweHn5TYzl69Giu9JqHDh2iRo0ajBs3jr/++ouwsDCysrJISkri1KlTfPvtt/Tq1Yt77rlHC+4JIYQQpeH7q3arPdGlJnbXTrp2XXW2WqeJoM//601UVBTnzqnpItMMaVxyucTQukPxc/Yr8THf6jKC4oiaf1ALqimKjawzGzCdXEjAlx/h/fDDElQTohDGd61F3YpurK3VmVc7PYXZzQMA88WLhIx6iORNm8p5hEIIIYQQ+djyFmQmquWmD0KNzkW6fXv4dn4+8TMABr2Bj7t/fMMzqxVFYc5fx+l9KedZqOuAWrh7590NZomNJfz5SSgmEwCeD43Cc/jwfPu1WCwsW7bsps5VS47L4K9PDmpBNTdvR4ZObVWsoNqeP5ew+fsvtaBa4+73MmjqGxJUE+IOU6aBtU2bNrFixQp0Oh2NGjVi0aJF2NnZFamPjz76iM6dO6MoCnv37uX3338vpdGWvujo6Fx1b2/vIt3v5ZWTtspisZCSklLssVx9vhrA4sWLiYmJueF927Zto3379uzevbvY7x0eHn7dP5GRkTfuRAghxB0pOjmTVUciAPBwMjK8ddXcDRJC4cRKtezsA81GFdjX1b+rzrqfxU5vx7gm40p8zLcyxaaQuOo8cYtOYEtXU5LYMhLI2DkPO+dQav6xFOdWLct5lELcPuwNemYPU1MXHfepzfPdJmNXvwEASno6Ec9PImbB5yi38WJAIYQQQtxhIg7AwV/Usr0b3PdOkW5PyEzIda7a1NZTaezT+Ib3fbM9GK/AaCpkP45Or+5KtU55z1VTzGYiXpiCJTuFv1OrVvi/9lqB/W7evFk7V83Ly6vI56olxaTz1ycHSY7NBMDd14mhL7UqVvrHg+tXsXPJIq3edvBw+jz7AnaGEk0aJ4S4BZRpYO3HH3/Uyq+//nqRg2pXvPzyy1r5119/velxlZfU1NRcdTe366/suJarq2uu+s0E1q4+X+0KPz8/Zs2axdGjR0lOTiYpKYkDBw7wxhtv5BprbGwsAwcOJCQkpFjvXa1atev+adeuXTE/lRBCiNvdz7tDMFvVlX4Ptw/A2f6aCcner0GxquV2T4Ex/1WAycnJ2rmmJr2JELcQBtQeQBXX/A/IvlMlbwolddclrW6+dJC0rW/j0b891X/8scDzCoQQBWtbw5uH2qnp6UON7nw6+CXc+/fXrsd+8QXhz0/Ces13fyGEEEKIMmezwdqXgOysVT1fAzf/695yNUVReGfPO8RlxgHQtUpXHmn4yA3v+/NgOBvWn2UAarpJi0FH7Ycb5RsAi/pwDun79wNg8POj6qfz0dnnn6by5MmT7NmzB1DPVXvwwQeLdK5awuU0/vrkEKnx6m43z4rODH2xFW7eRd9ddnLHNrb99K1W7/bIOLo9PFYygQhxhyrTwNq+ffu08s2czdWlSxetHBQUdFNjKk9Xp4EEMBqNRbr/2vZms7nYY7l2x1qvXr04fvw4b775Jk2bNsXNzQ13d3datWrFu+++y/Hjx2nUqJHWPi4ujsceuzvPqBFCCFE6sixWFu8LA8Bop2Nspxq5G2Qk5qy0NDhC2ycK7Gvfvn1a+uhgt2AUO4UnmhTc/k6UFniZlG3q36ei2Mg8/CtZx36m8vtvUfG119AV8XuIECLHq30b4OOqPvBZeyaRoHFT8Zs2TUtNm7plCyEjR2Eq5kI0IYQQQogScegXuHRQLfs2VBcnFsHaC2vZFKqmuvZw8OCtTm/dMHC0/UwMbyw7yjRyglU+/Wth5+GQp23in3+RkL2JQmc0UvWzTwtc/JeQkMDKlSu1elHPVYu/lMZfcw+Rlqg+n/Wq5MKQF1vi6pV3XDcSfDCQDV/N1+odHhhF20EPFLkfIcTto0z3oV7Zlgu50xgWlbOzmt9WURSioqJuelzlxWq15qrrCzgTpiDXtr+Z8+a6d++Ot7c3wcHBeHl5sXLlSu3vOT8BAQGsX7+eli1bEh8fD8D27dvZvHkzvXr1KtJ7h4WFXfd6ZGSk7FoTQogyNGvWrPIeAgCbTkQRn6bm1O/bpBIV3a9ZNXjgJzBl7wBp8TC4+OTbT1ZWFvuzVzxasXLe/Tx9qvehhkeNUhr5rSfzTAIJf57V6lnHloIthBq//45j/XrlODIh7gwezkZmDGjE5N8PAzBr9Qk2vfgo1erVI2LqVGzJyZjOn+fCgyOp8snHuHbtWr4DFkIIIUS5Kbf5Vno8bH4rp97/Y7Ar/OK6y2mXmb1ntlaf0WEGvs7Xz3hxPCKJZ389wCjFSHXUzGXGam64tM8bAMs4dozLb76p1SvOnIFTixb59nvlXLXMTDV9Y6NGjYp0rlpseCqrPj1ERoq6SaFCVVcGT26Bk1v+O+OuJ/xUEKvnvo8t+zlv89796DTixrv4hBC3tzLdsXb1Dqvw8PBi93PmzBmt7OLiclNjKk+Ga/LrXhtouxGLxZKr7uBQ9BUVV3z44YesW7eOU6dOsXv37usG1a4ICAjIlZYTipeas2rVqtf9U5TVJkIIIe4cSwJzFl481LZa7osWE+z9Jruigw4TCuzn4MGD2oTroutFMg2ZPNnsyZIe7i3LfDmN2F+Oa9leTOc3Y/BMpOaypRJUE6IEDWpemW711IdLkUmZzN14BteuXai5bCn2dWoDYEtOJuzpZ4j74QeU7APthRBCCCHKxJa3IUNdHE+T4VCjy/XbX8Wm2Ji+czopZvUYmv61+tOnRp/r3nMxLp2xPwZSwaQwhuxnlnod3g/URafPvcvNEhdH+POTUEzqwkrPUSPxGjGiwL6vPVdt0KBBhU65GHMxhRXzDmpBNd8AN4ZMaVmsoFpM6AVWfPg2FrM67vodu3LP409L+kch7gJlGlirVauWVv7zzz+L3c/PP/8MgE6no2HDhjc9rvJybfDqykO/wrq2/c0E1orr2vSPW7ZsKfMxCCGEuPOExaez42wsANUrONOhVoXcDYL+hJTsnfD1+4FPnXz7sVqtWs59gLMeZ+lZrSf1vO6OgJI1OYvor/ZD9locc+RhDO6XCPj+O+w8PMp3cELcYXQ6He8OboKjUZ1i/bTrAsfCk7CvXp0avy/B9UoqfJuN6I8+5tJL07ClpZXjiIUQQghx14g4qGb8ALB3hfveLdLtv5/6nb2RewHwc/bjtXavXbd9XGoWj/24j9jULKbhiD1qoMmtWxWM/rk3SShmMxGTX8By+TIATi1b4v/66wX2fe25aiNGjCj0uWpRF5JZOf8QWWnqBKliTXcGv9ACR5eip8VPvBzJH7NnkpWufp+r3qwl9098Eb3ersh9CSFuP2WaCrJHjx4cOXIERVGYPXs2I0eOpGrVqkXqY+/evSxYsECL/Pfr1680hlomvL29c9WTk5OLdP/V7fV6PZ6eniUxrCLx9/enevXqhIaGAupORLPZXOTz4oQQQtw6jhw5gs1mQ6/X07x583IZw9L9ObvVHmxTDf3VKxoVBXZ9nlPvNLHAfk6cOEFSUhIAkU6RpNin8FSzop0jcLuyZVmJmr8LJUv9umdNuIDR4wKVP/4CfQGHfwshbk5ABWcm31uPDzecwqbAa38dZcVznTG4ulB1wWfEfvkVsZ+rP7+S164lff9+zI+PK+dRF8/FixfL5X0DAgLK5X2FEEKIklLm8y2bDdZNQ0th0eNVcC98dqgLSReYd2CeVn+n8zt4OBS8SC/dZOHxn/dzITaN/hhpmf342c7bEbd78v4ej/pwDunZqfsNfn5U+XQ+ugLmK9eeq9anTx8qV65cqM8ReS6R1Z8fwZypZgyrVMeDAROaY+9U9MfjqQnxLJ89g7TEhOy+6jNo6uvYGeR5qBB3izINrI0bN47PPvsMUH8Q3nvvvfz55580bty4UPdv2LCB0aNHY7FYUBQFZ2dnnnjiidIccqmqWLEiOp1OSwMTExNTpPuvPl+uQoUK2NmVz4qIihUraoE1gLi4OPz9/ctlLEIIIW7eihUrtHJ5BNYsVpsWWLPT6xjR+ppFOMH/QNQxtVylNQR0zLcfRVHYtWuXVj/rcZZOlTvRxKdJaQz7lqJYFS5/tBlburo73pYWi8ErmMrvzkFnKNOvf0LcdZ7sWpMVhyI4HZXC8Yhkft4dyhNdaqLT6/GdOAHHBvW59PIr2NLTsURFEfX2O+U95GKpUaNGmac50ul0edLhCyGEELebMp9vHf4VItTAFb4NoP0zhb7VYrPwxn9vkGlVs2aNqj+KTpU7FdzeamPib4c4EpaIJzomkrOTzGtIHfT2uZ9dJv61goTsY2V0RiNVP/sUo59f/n1bLCxfvjzXuWpt27Yt1OeIOJ3Ami+PYslSg2pV6nvS79lm2DsWfW6UmZrKH7NnkhSl7rCrUDWAoa/Owt7Rqch9CSFuX2WaCrJZs2Y8/PDDKIqCTqfj7NmztG7dmrFjx7J27dpcgaIrwsLCWLp0Kf369aN///7Ex8dr90+fPp2KFSuW5UcoUQ4ODrnODyvquXNXt69Zs2aJjauorj0fojxSUgohhLhz/HsmhqjkLADuaeCHn/s1aT12X7VbreNEKODBbkhICJGRkQAk2CcQ4xjD+KbjS2XMtxKbzUbk+yuxpapBNcWUhtE3hMqzZ0pQTYgyYLTTM3tYU+1H0ycbT3MpMUO77tarFzVX/IVr9+7lNMKSpShKmf4RQgghRBGkx8PmN3Pq/T4Cu8Lvqvr+2Pcci1UXNdZwr8GLbV4ssK2iKLzx13G2nooG4EW9E27ZKSCdWvjiWM8rV/uMY8e5PGuWVq84cwZOLVoU2P/mzZuJiIgAinauWtjJeNZ8fkQLqlVr6EX/Cc2LFVQzZ2Xy15y3ib0YAoC7rx8PvPE2Tm7uRe5LCHF7K9PAGsAXX3xBgwYNtOCYyWRi0aJFDBo0iMqVK+Ps7Iy/vz/+/v44OTlRo0YNHnroIf7++2/tHoBhw4bx6quvlvXwS1yTJjmr5s+cOYPNZivUfdHR0SQkJOTbT1HZbDZiYmI4fvw4W7ZsITY2tkj3R0dHa2WDwVAuKSmFEELcORbvy0kDOapttdwXo07Auc1q2TMAGg4qsJ+rd6ud8ThDq4qtaOPfpkTHeqtRFIXLb/8PW6p6Jp1is2BfKRL/GS+g05f51z4h7lqtq3vxSHs11VG6ycrMlUG5gkL2AQFU++Zrqn71JYYqVcprmDetsIEunU6X609JtxdCCCFEAba9B+lxarnxMKjZrdC3BsUF8c2RbwDQ6/S81+U9nAwF78qat/ksS7Izj3TUG7nHpgaudE4GPAfUytXWEhdH+KRJKCYTAJ4jR+I1YkSBfZ86dapY56pFnktk7ZdHsZjV563Vm1ag33PNMNoXPeuX1WJhzfwPuXT6BABO7h488Po7uHn7FLkvIcTtr8yXLbu7u/Pvv/8ybNgwdu7cqU2UrkzKMjMztS29V7u63TPPPKOllLzdtW/fno0bNwKQlpbGiRMnChUk27t3b656hw4dij2GV199lY8++kirf//994VOsRkTE5MrDWSLFi1k8iuEEKLYopIz2XZaXbDh7+5I93q+uRvs/iKn3OE5sMv/q0x0dDRnz54FIM0ujQiXCKY3m14qY75VKFYrkTO/wmbNSSdjXzmOii/cnuc3CXG7m9anAX8HRRGTksXmk1H8HRRF3ya506W79exJ9YAAqFOnnEZZfLOuWmF+PSdOnGDZsmVaCnwnJycGDhxI+/btadCgAe7u7jg6OpKcnEx4eDiBgYEsW7aMqKgodDodBoOB999/n9atW5fyJxJCCCHuMJcOQ+APatnoAve9W+hbMy2ZvL7jdSyKmoL5yaZP0sy3WYHt/7c3lM+2qPMvB+BdZzdIVe/17FcTO9ecM9MUs5mIF6Zgyc4u4tSyJf5vvF5g34mJibnSZ953332FOlctPjKNtV8exZodVKvZ3Ic+45tgZyj6gkPFZuPvrz8l+GAgAPZOTjzw2lt4V759F0gJIW5OueQD8vX1Zfv27Xz//ffMmTOH8+fPa9euDcpcCbgpikL79u159913uffee8t0vKXpvvvu4513cs5VWLt2baECa2vWrMlV7927d7HH0KxZ7l+Mf//9d6EDa8uXL89V79mzZ7HHIYQQQiw/EI7Vpv7uH9GmKga7qyY9KZfh6BK17OgBLUcX2M/u3bu18jmPczTyaXTdswBud4rJRMSrH6LYdUKXvfjSWCmFipOHl+/AhLiLeTgZmTWwERN/OwTAm6uC6FynAm6OudMv6W/TNOqFCawdPXqUBQsWaHO8CRMm8N577+HuXnC6pDFjxjB37lzmzZvHjBkzMJvNzJw5kzVr1tCjR4+SGr4QQghxZ7PZYN1LQPbu8u4vg0fhg0ALDi0gOCkYgIbeDXmmWcHnsm0MusyMFce1+ne1q+BwPgUA+5ruOLfJfYxP1JyPSA9UA1QGPz+qfDofnb09+bFarfzxxx/aJoyGDRvSrl27G44/LTGL1QsOk5WuBveqNvAqflBNUdj2y3ec3LENADujkSHTZlCx1u23MEoIUXLKLSeQTqdj/PjxnD17lt27d/POO+/wwAMP0KpVK+rUqUOdOnVo1aoVI0aM4MMPP+To0aPs3r37jgqqAXTq1Ilq1XLSXH377beYsrdBFyQ2NpbFixdr9S5dulCjRo1ij6FPnz4YjTkT/FWrVhEWFnadO1SpqanMmTNHq1/5dyqEEEIUh82msCRQ/f2j08GDba5JA7nvW7CZ1XLrceDglm8/6enpHDumngNg0psIcQthfLPxd+yOaltGBmGTXsWmtEZnp05IjX5m/CbdX84jE0L0b1qJnvXVnbeXkzP5ZOOZch5R2TGZTDzyyCPEx8cDMG/ePBYsWHDdoNoVBoOBadOm8dtvvwHqz/XRo0fnSoUvhBBCiOs48huEq8ErfOqp2T4KKfByIItOLALAXm/P7C6zMRZwLtuB0ASeX3yI7LWRvNw6gFoXUtWKnQ6voXVzzcOS160jYZHaN0YjVT/7FKOfX4Fj+eeff7RnlB4eHoU6V82UYWH150dIjVfP7fap5sr9TzctVlANYO+fSzi0fjUAOp2eAZNfoVrjgnfvCSHuDrfEYRvt27fnjTfeYNmyZQQGBnL69GlOnz5NYGAgS5YsYdq0aTd1htitTK/XM2HCBK0eHBzMiy8WfBCozWZj7NixpKSkaK9Nnjz5psbg6+vLkCFDtHpWVhZPP/00Vqu1wHusVitPPPEEISEh2mujRo2ibt26NzUWIYQQd689wXFcjE8HoEsdH6p5O+dcNKXlpDHRG6H90wX2c/jwYSwWdWViqGsoNbxr0LPanbmj2pqaStjTz4NdR/TZgUaDt4LfpB53bCBRiNuJTqfj7cFNcDSq066fd4dwJCyxfAdVRhYvXkxQUBA6nY7+/fszadKkIvcxbNgwxowZA0BkZCQLFy4s6WEKIYQQd56MBNh01c7yfh+BIf8dYddKNaUy/b/pKNk73Sa1mkQdr/x3Zp2LTuWJnwPJsqipFgc3r8QD0VauRNncelTD6JczpzNfukTkrDe1uv+M6Ti1aFHgWM6fP8+OHTsA9fnp8OHDcXIq+Iw3AKvFxvpvjhEXrgb33LwdGTCxOfZOxUvadnjjOnYu/VWr3/f089RpW/zjeIQQd45bIrB2t5s4cSIBAQFa/YsvvmDixIl5zppLTExkxIgRrF27VnutS5cuDB+ef5qnkJCQQh/8PWfOnFy/nNavX8/gwYO5dOlSnrahoaH079+fpUuXaq/5+vry6aef3vjDCiGEEAVYHJizW3pU24DcFw/9DzIT1XLT4eCef059m81GYHZaEYBgt2DGNx2PXnfnfeWxJCRwcdyTKPad0Lup5zbZuenwe74TumKuxhRClLxq3s5M6VUPAEWB1/48hsVqK+dRlb7//e9/WvlmFgI+80xO6qk//vjjpsYkhBBC3BW2zYb0WLXcaAjU6lHoWz8M/JBLaeqzwDYV2zCm0Zh820UnZ/LYwn0kpqsZRTrXqcBbARUxh6kbAQy+Trj3zMlAolitXHr5FWzZGwXcBwzA68EHCxxHSkoKf/75p1a/9957c2X8yo9iU9j6y0nCT6k73B1cDAyc1BwXj+Kl3T61aztbFn6l1buPfpwmPYt/FI8Q4s5SLmesidxcXFz47bff6N27NxkZGYAaXFuyZAkDBgzA39+f0NBQVq9eTWpqqnZfhQoV+PXXXwvqtkhq1KjBokWLePDBB7HZ1In+2rVrqV27Nr1796Zhw4aYzWaCgoLYunWrthMAwNPTk/Xr1+Pr61siYxFCCHH3SUgz8ffxywB4u9jTq9FV6UBsVtjzRU6948QC+zl//ryWKizKMQoPbw/61OhTKmMuT5b4eEIffRS9Rw8MPupucZ2jDt9n26Av5mpMIUTpebxLTVYcvsTJyGRORCbz064Qnuxaq7yHVapOnjypldu0aVPsfpo2baqVg4ODb2pMQgghxB0v8igEfq+Wjc7Q571C37r14lZWnFsBgLPBmXe7vJvvAkWL1cbExYeISFSfYTaq5M6Xg5qS+sURrY3X0Dq5FvvFff8D6fv3q8OqXBn/mTMKHIfNZuOvv/4iLS0NgDp16tCxY8cbjn/PyvOc2RcFgJ1RT/9nm+Hl73LD+/Jzaue/rPv8E3VVFNBu8HDaDBxWrL6EEHcmefJyi+jcuTOrVq1i2LBhWprH2NhYfvrpp3zb+/v7s2HDBqpXr15iY3jggQdYvnw5jz/+OImJiQBkZmayevVqVq9ene89derUYfHixbRu3brExiGEEOLu8+ehCEzZOzgeaFUFB4NdzsVTayAhRC3X6gn+BaeHzrVbzT2YEfVGYKe3K7D97ciamkbYU0+DsQnGau3VFw06fJ9sjsHbsXwHJ4TIl9FOz/vDmjL0y50oCnyy8Qx9m/hT1cv5xjffpqKjo7Wyg0PxVooDKNkPtBRF0eYoQgghhMiHzQbrXgIle2d8t2ngUbVQt8ZlxPHW7re0+qvtXqWKa5V8287ffJZ9F9QzVCt5OPLTuLZYVl9AyVKPlHFuUxGHWp5a+4xjx4lZsECt6PVUnvMhdtc5c/W///7TFtO4uroydOhQ9PrrZ+Q4ui2cg39fBNTzuu97ojGV6nhe956CBP27hb+/+hQl+++x6T330eWhx4rVlxDiziV5gm4hvXr14tSpUzzyyCM4Oub/YMzZ2ZlnnnmGoKAgmjdvXuJjGDp0KMeOHWPixIm4uroW2K569eq8+eabHDt27KZWoAohhLj1+Pj44OHhgY+PT5m8n6IoLAm8qNVHtr0mxceuBTnlTs8X2E9CQgJnzpwBIN0unRiXGIbUGVKSQy13NpOJ8IkTMUcrONTvr71e4eGG2Fd1K8eRCSFupEU1Tx7toC6KyzBbmbkySAsa3Ync3HJ+Jl29e62oDhw4oJW9vb1vakxCCCHEraDU5ltHf4ewvWq5Qp3rZvq4mqIovLPnHeIz1WBZj2o9CpxH7Tgbwxf/nAPATq/j84db4haRRsYxNfWk3sWAx/01tfa29HQuvfQSZGe+qvDUeJyv8xwxNDSUbdu2AepZtQ888AAuLtffdXb+UDQ7lp7R6t1G1aNWi+Jl1TqyaT0bvpyXE1S7tw+9x0+U86uFEHnIjrVbTOXKlfn111/5+uuv+eeff7h48SIJCQm4u7tTv359OnbsmGuSej01atQo1mS9atWqLFiwgLlz57Jv3z5OnjxJXFwcBoOBSpUq0aBBA1q1alXkfoUQQtweJkyYUKbvd/BiImei1FTHbap7Ucfvqt9zF/dCePYuNL/GUPueAvu5+uFrsHswPar3wMepbIKDZUGxWrk09SXS9x/C5Z43tdc9BtTCqVGFchuXEKLwpvapz4agy0QlZ7H1VDQrD1+izR2aTb1x48bs2LEDgB9//JGWLVsWq58r5zjrdLpi9yGEEELcSkplvpWRCJtm5tTvnwMG+0Lduur8KrZc3AKAl4MXszrOyjeQFJ2cyQu/H76SHZFpferT0t+DqHk58zCPAbWxczFq9aj3P8AUGgqAY9Om+F7ns6enp/PHH39ozzK7detGzZo1C2wPcOlcIpt+OAHZY2rVtzpNuhdul961Dq5bybafv9PqLfsOpOfYpySoJoTIlwTWblGurq4MGDCgXMdgNBrp3LkznTt3LtdxCCGEuLNdvVttVLuA3Bd3X71bbaKa1yMfZrOZgwcPAmDDRohbCC/WfbHEx1peFEXh8ptvkbJpEw5NR6J3VgNpDnU8ce1cuZxHJ4QoLHdHI28ObMyz/1N/Xr28/Ciz+9yZ/w/37duXHTt2oCgKX3/9NUOGDOGeewpeHJGfb775hhUrVmj1YcPkbBMhhBAiX/98AGkxarnhIKhzb6Fuu5R6iQ/2faDVZ3Wcle/iRKtNYfLvh4lLMwHQo74vT3WtRfK6C1gTswBwqOuJ81U7xVI2byZx2TIAdM7OVPloDjqjMU/foM53VqxYQXJyMqBmyurevft1xx4fmca6L49itai7y+p38KfD4OKdYbt3xTL+W/yzVm876AG6PjxWgmpCiAJJKkghhBBClJuUTDOrj0QC4OZgoF9T/5yLiWFwaq1advWHJsML7OfEiROkp6cDEO4Sjo+HDx0qdyi1cZe1mHnzSVy2DL1XLYy1egKgM+rVQ8FlsifEbaVvE39GtFZXUpusNl7542g5j6h0jBs3DmdnZ3Q6HRaLhUGDBvHtt98W6t6srCxeffVVJkyYoP2Mq1KlCqNHjy7NIQshhBC3p5gzsC/7d6zRGfrMLvSt7+19j1Szmj1kUO1B3Fs9/4DcZ1vOsjs4DgB/d0fmPtgCy6VUUndGqA0MeryG5MxNzFHRRE6fod3v//pr2NeoUeA49uzZo6X1d3Z25oEHHrjuuWppiVmsXnCYrHQ1xWS1Rt70HNOgyHMjRVHYtex/uYJqHYc/JEE1IcQNyY41IYQQQuTy/vvvY7PZ0Ov1vPbaa6X6XquPRJJhVg+5HtyyMs72V3012b8w5+DtNo9fN5VJYGCgVg52D2Z0vdHodXfG+qG4H38i7ttvQW/AseWj6LI/l3vv6hgqOJXz6IQQRaXT6Xh/WFNSMi1sCLpMltlW3kMqFf7+/rzxxhu88cYb6HQ60tPTefbZZ3n//fcZPnw4bdq0oWbNmri7uwOQmJjI2bNn2b17N0uXLiUhIUFLBaXT6fjqq69wcHAoz48khBBClIgSn29tmgmKOqei82TwrHb99tl2hO9ge/h2APyc/Xil3Sv5ttt5LpbPtp4F1HPVPnuoJV6ORqL/CtJSMLrfG6DNTRSbjcjXXsOamAiAW+9eeDzwQIHjiIiIYNOmTVp96NCh2veD/JgyLKxecITUeHWnnE81V/o+1QQ7u6LN/xRFYcdvPxG46g/tta4Pj6Xd4IIXdAohxBUSWBNCCCFELiaTqczeK1cayLZXpYG0ZMHBX9Sy3gCtHyuwj0uXLhEeHg5Aon0iSY5JBR62fbtJXLGC6A8/BMC+3v3Yuasp44xVXXHtXKU8hyaEuAkGOz2fPtSCp345wJb9seU9nFLz6quvcvjwYZYtW4ZOp0NRFEJDQ5k7d+5171MUBZ1Op90zZ84c+vfvX0ajFkIIIUpXic63gv+BM+vVsltl6PR8oW4z28zMCZyj1V9s/SLu9nmDWdEpmUy+6ly1F3vXo11Nb1K2h2OOUHe6GSo649YtZ26SsGgRabt2qdf8/PB/++0Cd39lZmayfPlybDZ1oVGnTp2oW7dugeO2Wmys/+YYcdnv7VbBkQETm2PvWLRH3IqisO3nbzm0frX2Ws/HxtOq3+Ai9SOEuHvdGUu5hRBCCHHbOXEpmSPhSQA0qeJOkyoeOReDVkB69sPmRoPBzT9vB9ly7VZzC6ZHQI98zwW43aRs3UbkG9MB0LtVwqFB9kNlvQ6vB+qhs5PUJELczhwMdnw9ujUtqnmW91BKjU6nY/Hixbz66qtaOqcrD9YURcn3z5U2iqLg7u7O4sWLmTp1arl9BiGEEOKWZbPC39Nz6vfOBHuXQt36+6nfCUkOAaCFbwv61eyXp43VpjBlyWFiU9WdYd3q+fJs99qYL6eR9Ld6LzrwGlYXXfZusczTp4n++BOtj8ofvI/ByyvfMSiKwurVq0lISADUtM/XO49VsSls/eUk4afU9g4uBgY+3xwXj6LtaFdsNjZ993muoFqvJydIUE0IUSQSWBNCCCFEubh6t9rIq3erQc4ZAQBtxxfYR0ZGBseOHQPArDNz0fUiw+vd/qk70gMDiZgyBaxWQIdL76lc+drm1r0q9pUKN2EWQtzanOzt+HhEs/IeRqnS6/XMnj2b48ePM27cONzc3LQAWn4URcHHx4dXXnmFc+fOMXLkyDIcrRBCCHEbOfwbRKlzISo1h2aF+50ZnxnPV4e/0uqvtns13x1lX2w7x85z6rlqfm4OzH2wOTqbQvyS02BVf5e7dqmCQ3V1p5stM5NLL72EYjYD4D12LC6dOhU4joMHDxIUFASAg4MDw4cPx2AoeOfZ7hXnObMvCgA7o54BE5rj5V+0eZHNamXDl/M4tuVvAHQ6PX2fm0Lz3vcXqR8hhJBUkEIIIYQoc5lmK38dUg+6djTqGdyics7FS4cgYr9artgEAjoU2M/hw4exWNQDq0PdQvF396dj5Y6lNu6ykHnyJGHPPoeSpa4MdRs4EWzqZNXg64T7PQHXu10IcZtxdTSW9xDKRP369fnhhx/4+uuv2bdvH4cPHyYkJITk5GQA3N3dqVWrFm3atKF169baDjchhBBC5CMrFba+m1PvMxsK+bvzi0NfkGJOAWBInSE09mmcp83u83HM33wGAL0OPnuoJT6uDiT9HYI5Mg1QU0B63FdDuyf6k7lknT0HgEP9+vi+OKXAMURFRbF+/XqtPnjwYLwK2NkGcGp3JIc2qgszdTq474nG+NfyKLB9fqwWC+sWfMyZPf+p/ej19Hv+JRp06lakfoQQAiSwJoQQQohysP54JMmZakCsf9PKuF/9YHnf9znltk+qM6d82Gy2PGkgx9Udh153+z6MNV28yMXxT2FLVc8McOneF51jcxSzeuaA17C66Iy37+cTQgij0Ujnzp3p3LlzeQ9FCCGEuH3t+gxSL6vlBgOgRpdC3XY6/jTLzy4HwNngzORWk/O0iU3NYvLvh7BlbzCf0qseHWpVICs0mZR/wtQX7XR4P1hfm5ukbt9OwqJFAOgcHKjy8Ufo7e3zHYPJZGL58uXaAsk2bdrQqFGjAsccczGFf347rdW7japHrRa+hfq8V1jMZtbM/5Dz+/cAoLczMOCFl6nbruAddUIIcT3yZEYIIYQQZW7xvjCt/FC7ajkX0uPhuDrRw8EDmj1YYB/BwcHEx8cDEO0YTbpDOkPqDCmN4ZYJc3Q0Fx9/AmuseracU4sWOLUZqwXVXDpUwqFm0VZlCiGEEEIIIe4wSRGw8zO1rDdC77cLdZuiKHwY+CE2RZ1fPNXsqTxnU9uyz1WLTlGzZ3Sp48NzPetgM1lJWHoasoNt7r0CsK/iCoAlLo5Lr7+h9eE3bRoOdesWOI7169cTExMDQMWKFenTp0+BbTPTzGz49hjW7DlR425VaNK9aqE+7xVmUxYrP35XC6rZGY0MnvaGBNWEEDelRHesXbx48caNSkFAgKREEkIIIW4XwTGp7LugBsRq+7rQuvpVKT8O/QqWTLXc8pHrHr599W618+7n6VGtB77ORVu5eKuwJiUR9uR4zOHhADjUrUOFibNJWqPW7Tzs8ehboxxHKIQQJSstLY2oqCji4+PJyMiga9eu2jWTyYR9AavchRBCiLve1nfAkqGW2z0FFWoX6rYtF7cQeFmdQ1Vzq8aYRmPytPnq3/PsOKsu9PN1c2DeyBbY6XUkrA3GEqfO0+wD3HDrpi6OVBSFyOkztMWBLt274fXIwwWO4dixYxw6dAhQd7GPGDECozH/tNiKTWHTwhMkx6rv61fDna4jCg7Y5cdiNrPiw7e5ePwIAAYHB4ZMm0H1pi2K1I8QQlyrRANrNWrUyPewy9Kk0+m0rcNCCCGEuPUt2Z+zW21U24Cc7w42KwRekwayAImJiZw5o+b8T7dLJ9I5khn1ZpTKeEubLSODsGefIyv78xgrV6bKZ18TtyhnwZLnkDroHSWDtxDi9nb69Gm++uortm3bRlBQEIqiLnu/dk7XqlUrGjRowIwZM2jevHl5DVcIIYS49UQchCOL1bKjJ3R7qVC3ZVmz+Hj/x1r9pTYvYW+XexHLvgvxfLJRTbmo18Gno1rg6+ZAxul40vaqaSd1Rr2aAtJOncMlLllC6rZtANh5e1P5vfcKfDacmJjImjVrtHr//v3x8fHJty1A4NoLXAyKUz+qq5G+TzXBrghp8RVFYfN3X2hBNXsnJ4a+MouqDZsUug8hhChIqTyhuTJBEkIIIYS4msli448D6i4so52OYa2q5Fw8txkSQ9Vy7Xuuu/Jy//792veNC24XqORaiY6VOpbauEuLYjYT8cIUMg4eBNTJaMDCH0jZnYItXX3I7NTcF6eGFcpzmEIIcVOSkpJ4+umnWb58OYqiXHe+qCgK586d4+TJk6xYsYJp06Yxe/bsMl/AKYQQQtxyFAU2Ts+p93gVnL0LdesvQb8QkRoBQIdKHehZrWeu63GpWTy/+KB2rtqke+vSqbYP1jQzCcvPau08+tfC4OMEQFZwMFEffKhdq/TeuxgKCJTZbDb++usvsrLUFJNNmzalRYsWBY435FgsgWtDAPXI7fuebIybt2OhPusV+9f8RdC/mwEw2DvwwOvvULlegyL1IYQQBSnxM9YKG1TT6XS5/pR0eyGEEELceraeiiI21QTAfY38qeDqkHNx33c55bbjC+zDYrFwMDsQZcPGBbcLDKs7DDu9XamMubQoisLlt98m9d9/AdC7uFDtu2+xZriRcUQ9c0DvbMBzYK3yHKYQQtyU06dP07JlS5YtW4bNpp6PcmU+l9+8LjIyEpNJ/T1hs9mYM2cO48aNK7sBCyGEELeqU2sgdKda9q4NbZ4o1G3R6dF8d0yda+l1el5u+3Ku38E2m8KLS48QlawGvTrVrsDz99RFURQSV57DlqL+Xnao54VLe38AFJOJiJdeQslU0zR6PfwQbj1zB+uutnPnTkJD1UWUHh4e9OvXr8C2STEZbP7xhFbvMKQ21RoULoB4xfkD+9j+vx+1et/npkhQTQhRokp0x9qsWbMK1e7EiRMsW7YMnU6Hoig4OTkxcOBA2rdvT4MGDXB3d8fR0ZHk5GTCw8MJDAxk2bJlREVFodPpMBgMvP/++7Ru3bokhy+EEEIICv/7vDgW77sqDWS7ajkX4oPVHWsAHgFQr+ADrE+cOEF6ejoAES4RWIwWhtYdWirjLU1x33xL4rLlAOiMRqp++SUOtesTNe+A1sZjQC3sXOWcISHE7SkmJoZ+/foREhKiPcBTFIW6devSvHlzli9fnueetLQ03N3dSU5O1uaLixYtol27djz33HNl/RGEEEKIEles+ZbFBBuvSn1/3ztgKNw84dODn5KRfSbbg/UepK5X7nPKvtkezL9n1IV9Pq72zB+lnquWfjiajKPq2Wl6ZwPew+tqv8+jP/2UrBMnAbCvXRu/adMKfP9Lly6xLTtdJMDQoUNxcnLKt63ZZGX9N8fIys7eUauFLy3vCyjU57wi9mIIaz/7SN3hB3Qc/jD1O3YpUh9CCHEjZR5YO3r0KAsWLNB+EE+YMIH33nsPd3f3Au8ZM2YMc+fOZd68ecyYMQOz2czMmTNZs2YNPXr0KKnhCyGEEKIURSRmsP2sOmGr6uVE59pXpQkJ/AHI3vXe9nG4zu6zwMBArXze/Tzdq3bHz9mvNIZcapJWryFm/nytXun993Fp346EFeewJmWvCK3riXPL2+tzCSHE1SZPnsyFCxe0ANnw4cN5++23adBAXTGu1+dNoFK3bl3Cw8OZNWsW8+fP1+6dPn06Y8aMwc3Nraw/hhBCCFH+Ar+DhAtquUZXqF/wjq+rHY05yqrzqwBwt3dnQosJua4fCI3n4+xz1XQ6mD+yJX5ujliSskhYcV5r5zmkDnbuaraRtF27iP9hoXrBaKTKR3PQFxAoM5lM/PHHH9qu9S5dulCjRo182yqKwr+/nSYuPFV9z4rO3PNYwyJlLktPTuKvOe9gzlQDifU6dqXj8IcKfb8QQhRWiaeCvB6TycQjjzxCfHw8APPmzWPBggXXDapdYTAYmDZtGr/99hsA6enpjB49moSEhFIdsxBCCCFKxtLAsCuLBhnZphp6ffYEyZQOhxapZTsHaPlogX1ERkYSFqbueksyJhHnEMfwesNLc9glLj0wkMjXX9fqvlOm4DGgP1kXkkjbEwmAzl6P19C6kv5aCHHbOnLkCEuWLNF+jk2dOpWlS5dqQbXrcXV15ZNPPuHbb7/VjhpISkpiyZIlpTpmIYQQ4paUHg//XjnLTAf3vatGwW7Aptj4cF/OGWgTWkzA09FTqyelm5m0+DDW7IPVnu9Zhy51fVBsCgnLz6Bk5pz57NzMFwBLQgKXXnlV68NvyhQcGzUqcAwbN24kLi4OgEqVKl13g0TQjkuc3nMZAIODHX2fboKDU+H3hFgtZlZ9MpvkmCgAKtaqQ99nJ8ucSghRKso0sLZ48WKCgoLQ6XT079+fSZMmFbmPYcOGMWbMGEB9uLZw4cKSHqYQQgghSpjVprBsvxoQ0+tgeJuqORePL4fMJLXcZBi4VCiwn2t3q1VyrUSnyp1KZcylISv4AmETn0cxmwHwHDGCCk+NRzHbSPgz51Bw9/tqYCji4dxCCHErWbp0qRYUa9WqFR999FGR+3jiiSe49957tfqGDRtKbHxCCCHEbePfD3PmSy0ehsotCnXb2uC1HI09CkBtj9o8WP9B7ZqiKLz651EiEtWdXe1qejO5Vz0A0vZGknU2EQA7d3u8BtfW7ol8YzqWGDULiUunTniPfazA9z99+jT79+8HwGg08sADD2Aw5B8ou3whiR1Lzmj1e8Y0oEJl10J9zitj2/z9l0ScClLH5uXN4GnTMTrInEoIUTrKNLD2v//9TytPnjy52P0888wzWvmPP/64qTEJIYQQIre33npL+1NStp+N4VKSerB1z/p+VPLIThWiKLDvu5yGbccX2EdGRgbHjh0DwKwzE+YaxrC6w7C7TtrIW4klLo6wp5/GlqROil26dMF/5gx0Oh3JWy9iiVEntfbV3HDtVLk8hyqEEDdt8+bNWnnq1KnF7mfKlCla+fDhwzczJCGEEOKWUKT5VuxZCPxeLRud4Z7phXqPdHM68w/M1+ovt3sZgz4nqPV7YBjrj6u7wzydjXyafa6aOSadpHUXtHZeI+qhdzYCkLhkCalbtwJg5+VFpQ/eR5dPWmeA1NRUVq5cqdX79OmDj49Pvm3Tk038/e1xbFZ1QU7ze6tRt03FQn3OKw6uW8nxbZsAMBjtGfLSdNy8838/IYQoCWUaWDt58qRWbtOmTbH7adq0qVYODg6+qTEJIYQQovQt2RemlUe2rZZzITwQLqurKKncCqq2LrCPI0eOYM7e6RXqFopipzC0ztBSGW9Js2VkEPbcc5iz01g61K9Plfnz0BmNmCLTSPk3XG1op8NreF10eklXIoS4vV1J2wvQvXv3YvdzZe6nKAox2SvkhRBCiLvGpplgU1My0nkyuBduAd73x74nOiMagB7VeuTK8nEuOoW3Vgdp9Q8faEYlDycUq0L80jMoZvU8NJeOlXCs6wVA1rlzRL3/gXZPpdnvYfTL/zxoRVFYuXIl6enpANSvX5/WrfOf59msNjb+cJzUhCy13zoedBxWu1Cf8YoLh/bz76KcjGZ9np2Mf516RepDCCGKqkwDa9HR0VrZwcGh2P1cSSmiKAqJiYk3OywhhBBClKL4NBObT6p57n3dHOjZ4KoJ2NW71doVvFvNZrPlSgMZ7BZMt6rdqOhStJWM5UGxWrn08stkHlEDiIaKFan2zdfYubqiWBUS/jgD2ecauPWohrGiS3kOVwghSsSV81QAfH19i92Pv7+/Vs7KyrqpMQkhhBC3lQvb4fQ6texWCTo9X6jbwlPC+TnoZwAMegPT2kzTrmWarUz87RCZ2cGz0R0C6NNY/V2b8k8Y5rAU9T4fJzzurwmALSuLiKkvoWT/HvZ6+GHcevYs8P0DAwM5e1ZNc+/i4sKgQYMKPOdsz8pgIk4nAuDsYU+f8U2wsyv84+q48Ius+XQOiqJ+ng4PjKJB5+Iv6BFCiMIq08Cam5ubVr5691pRHThwQCt7e3vf1JiEEEIIUbrWHL2EJTtwNKxlFYxXJkqp0RD0l1p28obGwwrs48KFC9pD2mjHaFLsUxheb3ipjrukRH/0MSmb1JRoehcXqn3zNcbsB8Vp+yIxh6cCYPBzxr1ntQL7EUKI24mnp6dWvpnFkLGxsQDodDq8vLxuclRCCCHEbcJmhb9fz6nfOxPsC7cAb+6BuZhsJgDGNBpDgHuAdu2D9ac4dVkNntWr6Mr0/o0AMIWnkLzlotpID94j66O3V1Pux8ydS9bp0wA41K2D38s5gbprRUdHs3HjRq0+ZMgQXFzyH/f5g9Ec2qi+p/7/7N13eFRV+sDx752SSSa9N0JI6L13Aem9Cuq61nXVXcvPwtp7d+2uZbGCZVVQikgTKYKC9A4hAUJI732STL2/P+7kJkMqIQntfJ5nnrln7j13zkRJ5t73vO/RSEy8oweevo1PxCgrLmL56y9gKVcy4zoOHsawuTc0ur8gCML5aNXAWvfu3dXthQsXNvk87733HqBcXPXt2/e8xyUIgiAIQstZvj9N3Z7dL7Jqx74vwaGUdqTfTaCve2Fpl2w1n0TCPMMYHjG82cfa3PK/+R/5ixYpDa2WyHffxb1LFwAc5TaKN5xRj/W/piOSrlW/mgmCILSY8PBwdXvHjh1NPs8ff/xR6zkFQRAE4bJ28HvIVNaXJrw39Lq+Ud12Z+7m1zPKWmOB7oHc2fNOdd+GY1ks2p4EgEGn4f2/9MNdr0W22slfHO9SRcMtSkmOKN26lfwvvwJAcnMj4s230LjXft1ms9lYunQpNptSunLQoEF07Nix1mMLMk1s/Koq6WLY3A5EdPBr1GcEsNus/PzOqxRlKevEhbRrz+S7H6pzzTdBEITm1qq/bSZNmgQoJRwXLFjAJueCl+fi448/ZsWKFWp7zpy6Z7cLgiAIgnBhnc41sT+5EICu4T50CfNRdthtsKdyko0EA26v8xxFRUXEO2dIlmvLSTemM6fjHLQabQuO/PyVbNpM1iuvqO2wZ5/Ba8RVart4cwoOk3LR6dEnGEO0T6uPURAEoaWMGDFC3V6wYEGTz/P++++r28OHX/wTKgRBEAThvFlMsPGFqvaEl6ERASO7w85ru6rWQbu/3/14uXkBkFVcwcM/HlT3PT2tG53DlOBZ0bokbDnlAOgjvfAZq2S42XJzSX+8Kmsu5OGHce9c99plmzZtIivLuQRAcDDjx4+v/eNV2Fi74DDWCjsAHQeG0mt0mwY/XyVZltn4xQJSjx0BwOjrx8yHn0JfR8BPEAShJbRqYO22227DaDQiSRI2m40ZM2bwySefNKqv2Wzmscce45577lHr8kZGRnLjjTe25JAFQRAEQTgPK6pnq/WtttB2wloodu7rNAn8o+s8x549e9T1VRO9E5E0ErM7zG6R8TaX8sNHSJs/HxxKrf/AO+/E/9pr1f22vHJKtzk/v06D76R2F2CUgiAILWfGjBnq9tq1a1lUmb17Dt577z2XjLUpU6Y0x9AEQRAE4eK27T9QqmRi0XkqxIyo/3inpSeWklCQAEC3wG7M7DATALtD5oHvD1BQplQLmdAtlL8OVoJnFScLKd2WrpxApyHgus5IWg2yLJP+xBPYneX4PUeNxP/Gv9b53omJiWzfvh0ArVbLNddcg16vr3GcLMts/vo4BZlK+caACE9G39ilzjXYarN/7UoOb/xFeS+9nlkPP41PUNPXcxUEQWgKXWu+WVhYGE8++SRPPvkkkiRRVlbGP//5T1599VXmzp3LgAEDiImJwcdHmbFdWFjIiRMn+PPPP1myZAkFBQXqjTVJkvjvf/+LwdD42ruCIAiCILQeWZZZcUAJHkkSzOxTrQzkrmoTawb9vc5z2Gw29u3bB4ADB0neSYxsM5Iwz7AWGXNzsKalkfLPfyKXK7M+faZOJfiB+12OKVqXBHZnqZURkej8xOxKQRAuL+PHj2fQoEHs3r0bWZa54447yM3N5YEHHkCnq/8y1Gq18vLLL/PSSy+pN9p69uzJ5MmTW2PogiAIgnDhFKfDNmUJHDQ6GP9C/cdXdrMU88H+D9T2Y4MeQyMp+RQLtpziz0QlQBbu687rc3shSRKOChsFPyaofXwntUMfYgSg4OtvMG39HQBtUBARr7xSZ/CrrKyM5cuXq+2xY8cSFlb79dqhTamc3JsNgJu7lsl39URvaHwlkqQDe/ntq8/V9sS7/o/wjp0b3V8QBKG5tGpgDeCxxx7jwIED/PDDD0iShCzLnDlzhrfffrvefrIsI0mS2uf1119n6tSprTRqQRAEQRDO1b7kQs7kKTMRh7cPItTHGTzKiYfTW5XtgFiIHVPnOeLi4jCZTACkeaZRoatgXqd5LTru82EvLib5rruw5+YC4DGgP+GvvuJS69+cVET5YWW/xkuP99WNL3siCIJwKXn//fcZOXIkFosFu93Oo48+ynvvvceUKVOIiYlxOXb9+vVkZ2ezc+dOli1bRmZmpjqpUqvVNni9KAiCIAiXhY0vgk2ZoMfAOyCoQ6O6LTi4gAJzAQCT202mb0hfAPYlF/D2r0rwTCPBO9f1wc/oBkDhz4nYC80AGGJ98RqmVBipiI8n+4031HNHvPoqusDAWt9XlmVWrVpFSUkJADExMQwZMqTWYzNOFrJ96Um1PfbWbviFGhv1+QDy0lJY9d7ryLJSFWTQrHl0HTG60f0FQRCaU6sH1iRJ4rvvvqN9+/a88cYb2O12dcZD5YVTbX0qA2q+vr4sWLCA6667rjWHLQiCIAjCOapeBnJW32rZars/q9oe+Pd61wvYvXu3up3onUioMZThERfnGjuyxULqff+H5eQpANzataPN+++jcXOrOsYhU7j6tNr2mRCNxtDqX8cEQRBaxcCBA1m4cKFavl+WZdLS0vjss89cjpNl2SUbrbZJlWPG1D0JQxAEQRAuC1nH4OB3yra7H4x6pFHdEgsT+S5O6eeudefB/g8CUFxh5f7v92N3KPdb7x3dgSGxSoCs/FgeZXuV9dAkgxb/eZ2QNBKOigrS5s9HtiplIwNuucVlneizHTx4kGPHjinv7e7OrFmz0NRyfVdWbOGXT4/gcI6l38S2xPZpfPnG8tISVrz+AuYyZdJlh4FDuOq6mxrdXxAEobm16hpr6ptqNLzyyiscOXKE2267DW9v7zqDaqBcWAUFBfHoo49y8uRJEVQTBEEQhIucxebg50NKrX53vYZJPZylQMwlcMB5sag3Qp8b6jxHdnY2ycnJABTri8l1z+Wajteg1TS+VEhrkWWZjKefoWznTgC0AQFEffoJOn9/l+PKD+VgTVFmc+rDjHgOuHhLWgqCIDSH66+/nnXr1hEcrNw8qz6psjJ4VhlAq172X5Zl3N3d+fLLL3nwwQcv2PgFQRAEodVsfhlw3h8d8RAYAxrsIssyr+9+HZtsA+BvPf5GuFc4sizz5PIjpOQr2W/9o/35v7EdAbCbrBQsO6Gew29aLDp/pbpI9uuvqxMFDV26EDz/oTrfOz8/nzVr1qjt6dOn4+vrW+M4h0Nm/edHMRVZAIjs5MfgGbENfrZKdpuNVe+8SmFmBgDB0TFMvne+S1UQQRCE1nZBp0h37tyZzz//nAULFrBr1y4OHDhAUlISxcXFAPj4+BAbG8uAAQPo379/rTMeBEEQBEFoXs8+++x5n2NLQg6F6uLYYXhVZmUdWgwWJbBEz3ng4V/HGWDv3r3qdqJ3IhqNhtkdZ5/32FpC/uefU/TTTwBIBgNRH32IW1SUyzGy1U7R2iS17Ts1FknT+EW6BUEQLlXjxo0jLi6ODz74gI8++oisLGWGfG2TK2VZxmg0ctttt/Gvf/2L6Ojo1h6uIAiCILSoWq+3UvfC8VXKtnc4DLqzUefakrqFbenbAAj3DOfWHrcC8OPeVH4+qEx09HbX8d71fdBpNciyTOGKkzhKlWs19y4BGAeEAlCyaRMF3yqTICV3dyLfetOl+kZ1drudZcuWYbEowbI+ffrQvXv3Wo/dtTKRtHilTKXR143xt3dHo238Pd7NX35K8pFDzv5+zHr4adzcPRrdXxAEoSVcFLWH9Ho9w4cPZ/jwi7O0kyAIgiAI52b5/lR1e3ZlGUhZhl2fVh006I46+1utVg4ePAiAXbKT7JXMyMiRhHlefBlepp27yH77HaUhSUS8/joeffrUOK7k9zTsRcoaBu6d/XHvWHdQURAE4XLj7+/P008/zdNPP82RI0fYvn07qampFBQUYLVa8ff3JyQkhEGDBjFo0CD0ev2FHrIgCIIgtJ5NL1Rtj3oE9A0Hjix2C2/srloLbf6A+XjoPEjMKeXZlUfV11+b04s2/spaZuUHc6rWezbq8L+mI5IkYc3KJuOJJ9U+oY89hqF9+zrfe8uWLaSmKtd8/v7+LiWdq0s6lMvedWcAkDQSE//eA09fQ4OfrdKB9Ws4uH41AFqdjhnzn8QnOKTR/QVBEFrKRRFYEwRBEATh8lFUbmVDXDYAgZ5ujOgYpOxI+gNyjivbUUMgrGed5zh69CgVFRUApHimYNVamdtpbouOuymsWdmkPfQQOJQFtIPuvhufiRNqHGcvsVDyW4rS0IDvlJjWHKYgCMJFpUePHvTo0eNCD0MQBEEQLg6JWyDxN2Xbvx30bdzaYd/EfUNyiVI6f0DoACZET8Bss3Pfd/sps9gBuH5gFFN7hQNgLzZT8NMptb/frA5ovd2QHQ4yHn8Me2EhAF7jxuJ33bV1vu/JkyfZunUroJRvnjNnDgZDzWBZcW45GxYdU9tDZ7UnoqNfoz4bQPKRg2xauEBtj7vjXiI7d210f0EQhJZ0UQXWTCYTWVlZ5OfnU15ezogRI9R9FosFtzrSjwVBEARBuHisO5KBxaYEmqb3jkBXWeZjd+Oy1cC1DORp79OEGEMYHnlxZbbLVitpDz6IPS8PAM+rriLo7n/Wemzx+jPIFuVn4jkoHH2oZ6uNUxAEQRAEQRCEi5Qsw8Zq2WqjnwRtw1nbOWU5fHzwYwA0kobHBj2GJEm8sS6eo+nKEjvtgz15Zno359vI5P94ArlcWYvNo3cwxl7K+qf5Cxdh2v4nALqQEMJffFFdE/VsRUVFLF26VG2PHTuWqLNK4APYrHbWfXIEc5nyfrF9gukzvuZxdSnITOfnt19Fdk5gHDB9Dj2uHtfo/oIgCC3tggfW4uPj+e9//8vmzZs5evSoy4LVNptNPa5fv3506dKFp59+mt69e1+o4QqCIAjCZe/5559Xt5uy3tqyfWnq9px+zjKQxekQ51wzwDMEus6os39WVhYpKUp2V5G+iHxDPn+L/Rs6zQX/2uIi+823KN+3DwBdRDgRb7yOpNXWOM6SXoppTyYAkkGLz7i2rTpOQRCEC+Grr74CIDIykrFjx57XubTO361nXyMKgiAIwqXI5XrruoGQtkdphHSDHtc06hzv7nuXMlsZAHM7zqVzQGd+i8/msz9OA+Cm1fD+X/phdFOuoUy7MjEnKOucabzd8J+plHksP3qU7HffVU4qSUT8+zV0/rWXrLfb7fzwww+Ul5cD0KlTJ4YNG1brsb8vOUFOsrK2tm+wB2Nu6VpnsO5s5jITK15/kQpTKQAxfQcw4oZbGtVXEAShtVywO1RFRUXcdddd/Pjjj8iyXOvC1ZVkWebkyZPExcWxYsUKHn74YV555ZVG/0IWBEEQBKF1pBWWs/N0PgCxwZ70jPRVduxdBLJSjoT+t4Ku7iz0s7PVkGBq7NQWGnHTFK9bR/6XXyoNvZ42775b6wWoLMsUrTkNzq85PmPaovUSGfiCIFz+br31VvV67eGHH+a1115r8rnqu1YUBEEQhEvaphertsc8BZqaE/XOdjjnMCtPrQTA282be/veS3ZJBf/64aB6zONTutAtwgcAW145RasT1X3+13REY9QjWyxkPPY4WK0ABP79djyHDq3zfTds2KCuq+br68usWbPQaDQ1jju+I4Njv6cDoNVrmHRXDwwejbsF7XDYWf3e6+SnKRMtAyKjmPp/D6NpxM9FEAShNdX87dcK4uPj6du3Lz/88AMOZ0pv5UVXbcGyjIwMLBYLAA6Hg9dff53bbrut9QYsCIIgCEKjrNhfla02u0+k8nfdZlECawCSFgbU/TfcYrFw6NAhAOySnWSvZDr5d6KTf6eWHPY5MSeedlnYO+yJx/Ho1avWYyviCzCfLARAG+CO17CI1hiiIAjCRUOWZd544w1mzpyJyWS60MMRBEEQhIuIDNnONcgiB0DnKQ32cMgOXttVNVnlnj734Gfw4+EfDpFbqtw7HdMlhFuHtVPewSGT/2NCtbL0YXh0CQAg99NPMZ84AYChW1eC77uvzveNi4vjzz+VcpFarZZrr70Wo9FY47i8tFK2/C9ebV99Q2eC2ng3+Lkqbf3fIk4fUCZaunt5M+uRpzEYRRl9QRAuPq0eWMvJyWHKlCkkJSWpr8myTIcOHZg7d26tsxFNJhM+Pj7IsowkSciyzNdff81HH33UiiMXBEEQBKE+siyzvFpgbVZfZxnI4z9DaZay3WUq+NQdXDp27BgVFRUApHimYNVaL6psNYfJROr/3YejTCm74jNjOn7XX1/rsbLd4TIz1HdSOyT9BZnTJAiCcMFUXr+tWrWKoUOHcubMmQs9JEEQBEG4+Ix9BhpRmWtV4ioO5SoTEdv7tufaztfy7a5ktiTkABDibeCNub3UxIXSbWlYTitrrmn9DfhOjQHAfPIkuQuUNdrQaol4+WUkt9ora+Tn57NixQq1PXHiRCIjI2scZy63sfbjw9isShCv21URdBka3ogPrziy+Vf2rloOgEarZfqDj+MfJiYmCoJwcWr1uzv3338/p0+fVi+w5s6dy7Fjx4iPj2fJkiW19unYsSOpqak8+OCDQNXF2VNPPUVJSUlrDl8QBEEQhDocTS/mZLZSB39gO3+iApwzGHd/XnXQoDvqPcfZZSAlJKbENDxzszXIskzGM89iOXkKAEPHjoQ/91ydpalNuzKx5SjrD7hF++DRM6jVxioIgnCxqD5x8siRIwwcOJDff//9Ao5IEARBEC4SlX8iY0ZB7KgGDzdZTbyz9x21/eigR8kosPLy6jj1tdfn9iLQywCANctE0S9Jyg4JAuZ1QmPQIdvtZDz5VFUJyNtvx71r11rf02q1smTJEsxmMwDdu3dn4MCBNT+KLLPpqziKspXrn+C23oy4rmODn6lS2vFj/Prph2p7zG130bZH7VVBBEEQLgatGlg7ePAgixcvVm9AzZ8/nyVLltClS5cG+3p5efHWW2/xySefqBdnRUVFLF68uEXHLAiCIAhC41TPVpvdt42ykXUUzmxTtoM6Q7sRdfbPysoiJUWppV+kLyLfkM+AsAGEeYa12JjPRcG331K8ejUAGk9PIv/zHppayp8AOMptFP9alZXhOzVGrA0rCMIVSZIkxo4dq1Yfyc3NZfz48Xz22WcXemiCIAiCcHEY+0yjDvv00KfklucCMCZqDIPChvCvHw5SZlHWsv7LoLZc3TkEUKpn5P+QADblHqrX8EgMsX4AFPzvW8oPKuuxubVrR9A9d9f5nuvWrSMzMxOAwMBAZsyYUet1zcGNKSTuV7LmDEYdk+7sgU7fuHXRinOy+emtl3HYbQD0mTiV3uMvjsmVgiAIdWnVwNqSJUvUoFi/fv144403zvkct99+O2PHjlXb69ata7bxCYIgCILQNDa7g5UHlQWq3bQapvZ0lvyonq028O/1ljdxyVbzOQ0STI25OMpAlh84QNZr/1bb4a++giEmps7jizcn4yhTLgw9+gRjaOvT4mMUBEG42FRe+61bt47bb79dDa5ZLBbuuusuHnjgAXXNbUEQBEG4clRbBqfzVGgzoMEeycXJfHXsKwD0Gj3/GvgvFm47za6kfACiAjx4cmpV1lnJ5hSsqUo1EV2wB74TowGwpKaR/U5V1lv4Sy+iMRhqfc+DBw+q12g6nY5rr70WQy3Hpp8sZPuyU2p73K3d8AnyaPAzAVgqylnx+guUFxcB0LZHb66+uf4qJ4IgCBeDVg2sbdiwQd2eP39+k89TWRIS4MCBA+czJEEQBEEQmsG2U3nklCjlQUZ3CcbXqIeKYjjkzCzXe0Lv6+rsb7FYOOicNWmX7CR7JqPX6BnfbnyLj70htvx8Uh94UC2VEnDbbfhMmFD38XnllG5TgozoNPhOatcKoxQEQbh4abVaPv30U1577TWgqrT/+++/z5QpUygqKrrAIxQEQRCEVlJR7Noe81Sjur2x5w2sDuV65Jbut1BR5sfrv8QDytzFN+f2xsugA8CSWkLxJqUSCBoIuLYzkl6LLMtkPvsscrlSrtHvL9djHFB7UC87O5tVq1ap7alTpxIaGlrjuLJiC798egTZ4UykmBRNu16NK4EvOxys/eAtcpKTlPGEhTPtwcfQ6nSN6i8IgnAhtWpgrbK8E8CoUQ3XDq5Lz549AWUGZE5OznmPSxAEQRCE87OitjKQhxaDRZklSe/rwN23zv5Hjx5V6/aneKZg1VoZ1WYUPm4XNtNLtttJ/9fD2JzlTzwG9CfkoQfr7VO0LgnsyoWl94hIdH7uLT1MQRCES8IjjzzCDz/8gIeHhxpc+/XXXxkyZAgnT5680MMTBEEQhJa346OqhDUJCO3WYJftadv5LeU3AEI8Qri12+3M/+EgFpuS9X378BgGxwYCIFsd5C9JAGegy/vqKNyivAEoWvETpm1KmX5dWBghdSQ9mM1mlixZgtU5sbBv37707du3xnEOu4P1nx+hrMgCQGRnPwZPr7uqR43P9cP/OLl7BwAGoyezHnkGDy/vRvcXBEG4kFo1sJaXl6duBwcHN/k8YWFVa61U3oQTBEEQBOHCMJltrDuiBJ58PfSM7hIMsgy7Pq06aODf6z2HSxlI79MATIud1vyDPUe5H36Iaft2ALRBQUS+/TaSXl/n8eakIsoPK+seaLz0eF/dplXGKQiCcKmYM2cOmzdvJjQ0VF2jJT4+nsGDB7Nx48YLPDpBEARBaEGmPNj+wTl1sTqs/Ht3VUn6B/o/wKI/MjiUqmR7dwjx4l8TO6v7i35NwpZdBoA+whOfMW0BsOXmkuXMHAcIe+5ZtF5eNd5PlmVWrVpFbq5yTRMaGsqUKbWvd7bz59OkxRcCYPR1Y8LtPdBoG3erOW7bFnYsU6qbSJKGqfc/QmBkVKP6CoIgXAxaNbDm5+enbhcWFjb5PJW/3CVJwt/f/zxHJQiCIAhCdVqtFkmS0Gobt9j0+mOZlFuVBbOn9grHoNNC0h+Qq5Qmoe0wCO1eZ/+srCxSU1MBKHYrJt+Qj7ebNyPajDi/D3KeSn77jdyP/qs0tFoi334LfUhIncfLDpnCVYlq22dCNBqDKGMiCIJwtoEDB7Jjxw66d++urrtWUFDA5MmT+eCDmjccG/v3SBAEQRAuatveAUsJeixocKDVNnytsPj4YhKLlGuM3sG9iXYbwfubTgCg1Ui8fW1v3PXK30lzUhGlvzsriWglpQSkTrn1m/nSyzicpZd9pk3D++qra32/vXv3cvjwYQDc3NyYN28e+lomFp4+lMu+dWcAkDQSE+/ogdHHrVE/hsyTCaz/73tqe9RNtxPTp3+j+gqCIFwsWvVuT3h4uFq6cceOHUyb1rSZ6H/88YfLOQVBEARBaD5PPdW4Ov+Vlu9PV7dn941UNnZXz1a7vd7+1bPVTnmfAgkmRE/ATdu4C7OWYElNJf3Rx9R2yEMP4jloUL19yg/mqAuE68OMeA4Iq/d4QRCEK1nbtm3Zvn071157LevWrUOSJGw2G/fffz9Hjhzhww8/VANqer0eu91+gUcsCIIgCOehOF2t6PGE7nP4v/3gE1Fvl/yKfD468JHafrDfw/zru4PYnGUe7xndgV5t/ABwmO1KCUhnmUnfCdHowzwBKNmwgZJ16wDQ+vkR+sTjtb5feno6a9euVdszZ84kKKjmemmF2WVsWHhMbQ+b056IDn71fpZKJfm5rHjzJWxWpXxkj9ET6DdlRqP6CoIgXExaNWNtxIiqmecLFixo8nnef/99dXv48OHnNSZBEARBEJouu7iCP04ok2ba+HvQv60/FGdAnHOha88Q6Fr3hZLFYuHgwYMAyBqZFE9lPdapsVNbduD1cJjNpP3f/eqMTq9xYwn429/q72OxU7TutNr2nRqLpJFadJyCIAiXOi8vL1atWsXdd9+tZq7Jssynn37KhAkTKC4uBsBgMFzgkQqCIAjCedryOtgqlO1BdzQYVAN4f//7lFhLAJjVYRbr97mRkKVM5Ose4cO9ozuoxxatPY09Xzm/W7QPXiOUkvT24mIyn39BPS70ySfQBQTUeK/y8nJ++OEHdSLLoEGD6N69ZtURq8XOuo8PYym3AdC+XzC9xzauhKO5zMTyV5/DVJAPQGSXboz7+z/V0tCCIAiXklYNrM2YUXVjbe3atSxatOicz/Hee++5ZKzVVedXEARBEISWt/JgeuW62MzuG4lGI8HeRSA7Mwv63wK6ujPPjh49qq6XmmxMxqq1EuYZRv/QC1cKJOvlV6g4pszA1Ee3JeLVVxu82Cvdno7duWi3e2d/3DuKUtWCIAiNodFo+OCDD3jnnXeQJEkNrm3evJlhw4aRnJyMj4/PhR6mIAiCIDRd3inY/7Wy7eYNwx9ssEtcXhxLE5YC4Kn35Orgm/nkd6UkpJtWw9vX9sHNWeax4lQhph0ZAEh6DQHzOqmT/LLfeBObs3qY56iR+NRSPUyWZX766ScKCgoAiIyMZMKECbUe99s3x8lLMwHgH2ZkzM1dGxUYs9usrHzrFXKSkwDwDQllxkNPoNXVvX61IAjCxaxVS0GOHz+eQYMGsXv3bmRZ5o477iA3N5cHHngAna7+oVitVl5++WVeeukl9Rd2z549mTx5cmsMXRAEQRCuGF9++SVWqxW9Xs8tt9xS77HL96ep2zP7RILdqgTWACQt9L+t3v7Vy0AmeisXilNipqCRWnXuj6po5UoKlywBQHJ3p81//oPW27vePo4KG6VblTXikMB3SkxLD1MQBOGyc//999O+fXtuuOEGTCYTsiwTFxfHkCFDsFqtF3p4giAIgtB0v70GDiXDi2H38eWPq+q93pJlmdd2vYbsrOv4t+538sJPqcjOCY0PTehE5zDlGsVhsVOw9ITa13dSO3RBHgCYduyk8IcfANAYjYQ/+2ytQbA///yT48ePA+Du7s68efNqvU97+Lc0EnZlAaA3aJl0V0/c3Bu+tSzLMr/89z2SjyiVSty9fZjz+AsYff0a7CsIgnCxatXAGihlHEeOHInFYsFut/Poo4/y3nvvMWXKFGJiXG9ErV+/nuzsbHbu3MmyZcvIzMxEdv4V0Wq1vP322609fEEQBEG47CUlJTXquISsEo6mK2W6erXxpUOIFxxdDqWZygGdJ4NvZJ39MzMzSU1VAlJmDzP5BqUkyIUqA2nNyibzpZfVdthzz+LeuXOD/Uq3peMoUy6UjX1C0Id6ttgYBUEQLmfTpk1j69atTJ8+nfR0Zf3OzMxMUSJKEARBuHRlHYXDSnALYyAMvZukLfXfz/wl6Rf2Ze8DINonmqTEvpzJU/4u9o/2544Rseqxxb8kVZWAbOeD51ClxKSjvJyMZ55Rjwv+13z0ETXLTyYnJ7Nhwwa1PWfOHPz8/Gocl3GqiG0/VAXwxtzclYDwxl33/PH9V8T98RsAOr0bsx95moCIuq8TBUEQLgWtHlgbOHAgCxcu5MYbbwSUWQtpaWl89tlnLsfJsuySjVZZc7+yNMjrr7/OmDFjWnXsgiAIgiBUWVEtW212X+eF0e7Pqw4YdEe9/atnqx0zHgMJOvl3opN/p2YdZ2PIskzmc8/hcK7n4zN9On6zZjXYz1Fuo+R3Z7aaBnzGtm3BUQqCIFxamhIQ69OnDzt37mT69Ons379fBNUEQRCES9uml8GZecZVD4Gh/moY5bZy3tr7ltqeEnEXry9Xgmoeei1vzeuN1lnm0ZxUROl2ZR86Df5zq0pA5rz/AdbkZKVf//74X399jfcym80sW7YMh8OhDO+qq+jUqea1mKnIzC+fHMbhXAOgz/i2dOgf0qiPf2D9GnatcAYWJYkp9z9MRKeujeorCIJwMbsgdZauv/561q1bR3BwMFB1wVU9eFYZQKvMUKtsu7u78+WXX/Lggw3XIxYEQRAEoWU4HDI/HVAu4rQaiem9IyA7DpJ+Vw4I7Agxo+rsb7FYOHTokNLQQrKXctF3obLViletpnTzZmU4QUGEPvF4o/qV/J6KXKGsJ2fsF6qWXREEQRBQr+XOVUREBL///jszZsxo8jkEQRAE4YJL3QPxq5Vt7wgYeHuDXb448gWZJqUCyJCw4Xy10ajue2JKF9oFKVlistVOwY8n1Jid74Ro9M5rkfLDR8hftAgAyc2N8BdfRNLUvAW8bt06CgsLAWjbti2jR4+ucYzd7mD9Z0cxOdeTjuzkx9BZsTWOq83J3TvY9MUCtT3mtrvoOHBoo/oKgiBc7C7MAibAuHHjiIuL4/nnnyckJES9YKoMplW/gJJlGQ8PD+655x6OHTvGTTfddKGGLQiCIAgCsCspn7TCcgBGdgwiyMvgmq028O9QT5bB0aNHMZvNAOT65GLT2JCQmBIzpUXHXRtbbi5ZL72ktsOeeRqdv3+D/ewmK6XbnDNENRI+Y0S2miAIQqXNmzezefNmNm3a1KT+RqOR5cuX88ADD4jgmiAIgnBp2vhC1faoR0Bf/yS8LFMWi44sAkAn6dAUzCSzWCnzOKJjEDcOiVaPLdqQjC1XuR7TR3njdZVSQUS2Wsl46ilwZqEF3X03htiaa0AfP36c/fv3A+Dm5sbs2bPRarU1jtux/BTpJwoB8PQzMOHvPdBoG76dnJ5wnNX/eQNZVsYxcMY19J04rcF+giAIl4pWLwVZnb+/P08//TRPP/00R44cYfv27aSmplJQUIDVasXf35+QkBAGDRrEoEGD0Ov1F3K4giAIgiA4Ld9XVQZyVt9IMJfAwe+VF/RG6F2z1Eh1e/bsUbcPuSuZawPCBhDmGdb8g21A5osvYS8qAsB78iR8JkxoVL/S39OQzUq2mufAUHQB7i02RkEQhEvNqFF1Zy03liRJvP3228yfPx+bzdYMoxIEQRCEVpL4G5zeomwHxELfGxvs8uGBD6mwK4G0ocEzWLNFCUp5u+v49zW91IpflpQSSrc6y9FrJQLmdlRLQOZ9/jnm+HgADF26EHj732q8j8lk4ueff1bbkyZNwr+WiYUn9mRxYEMKABqtxKQ7e2D0cWvwcxRkpLHi9RewWZSJlF2Gj2LEX25psJ8gCMKl5IIG1qrr0aMHPXr0uNDDEARBEAShARVWO2sOZwDg6aZlQrcwOLgQLCXKAb2uBQ+/OvtnZmaSlqYE5iRviQJDAQBTY1q/DGTxul8o+eUXALT+/oQ9/XSj+tlLLZRudwYXtRLeo6NaaoiCIAhXvMjIyAs9BEEQBEFoPIfDNVtt9JOgrT9ZIKEggZ9O/QSAl96bHfv6qvuem96dCD8l2022Ocj/MUEtAekzri36UKU8pPnUKXI//EjZodEQ/tJLSGclKciyzM8//4zJZAKgU6dO9O3bl7Plp5vY9PVxtX3VvI6Exfo2+NHLigpZ9upzlJcoa1dHde/FxH8+UGspSkEQhEuZ+K0mCIIgCMI52XQ8mxKzkjkwqUc4HnpNzTKQ9di7d6+6fdx4HCTQa/SMbze+RcZbF1tBAZkvVF3whj71JLqAgEb1LdmaimxRZpB6DgpD5yey1QRBEARBEARBAPZ/DWnOa56Q7tB9ToNd3t37Lg5n2cRA22TyS5SA2PhuoczpVzXBpHhTMrasMgD0EZ54j2wDgOxwkPHU08hWq3KOv92GR4/uNd7n4MGDHD+uBMyMRiMzZsxQM+EqWcptrP34MDZndY7Og8PoMarhSS7WigqW//t5CrOUSZhBUdHMmP8EOlGBTBCEy1CrZqx99dVXgDLjcOzYsed1rsq6v5IkibIggiAIgtCKllUrAzm7bySc2Q7Zx5QXooZAWM86+1osFg4dUko/anQajrsrF3Wj2ozCx82n5QZdi6yXXsaenw+A17ix+Exp3Ppu9hILpj+Vi0V0Ej4iW00QhCvQ1q1bXdojR46sd39zOft9BEEQBOGiUpIFv1argjHpFWggW2tnxk5+T/sdAF99CEcOK9dTAZ5uvDK7Z1UJyPRSSn5zloDUSPjP7YTkXO+s4NvvKHeumaaPbkvQvffWeJ/CwkLWrFmjtqdPn46Xl5fLMbIss/GrOAqdwbvASC9G/bVzjeDb2Rx2O6ve+zeZp04A4BUQyJzHn8fd06vefoIgCJeqVg2s3Xrrreov4ocffpjXXnutyecSC1gLgiAIQuvLN1n4LT4bgFAfA0PbB8LSz6oOaCBb7ciRI5jNSq19a7AVm0aZHDMttnUXsi7ZuJHi1asB0Pj6EvbMMw1eLKp9f0tBtiqzSb0Gh6P1MbTYOAVBEC5WV199tfp7s7bJjtX3NxcxqVIQBEG46P3yOFQo6zfT63qIvbrewx2yg7f2vKW2i9LHgqxkeL08qwfB3sq1hmx3UPBDAjiU+6Heo6Nwi1CCVtasLHLeeUc9R/gLL6Jxd62o4XA4WLFiBRaLBYDevXvTtWvXGuPZ/2syiftzADAYdUz+Rw/0btp6P4Msy2z8/L8k7tsNgJuHkTmPP493YFC9/QRBEC5lF6QUpCzLvPHGG8ycOVOt6SsIgiAIwsVv9aF0bM6LuZl9ItGasiBupbLTGATdZtTbv3oZyB26HQB4u3kzos2IlhlwLexFRWQ+97zaDn38MfQhIY3sa6Z0p5KtJuk1eF8tstUEQbiyybJc76THyv3N9RAEQRCEi9aJDXBkqbLtEQATX26wy9rTa4nLjwPAKLelJFfJVpvZJ4LJPcPV40q2pGLNUO6h6kKNLlUzsl55FYfz/qrfvLl4Dh5U43127txJUlISAL6+vkyePLnGManH89mx/JTaHndbN3yDjQ1+hp3Ll3Bo4zoANFodM//1JMFt2zXYTxAE4VLWqhlrlSRJQpZlVq1axdChQ/n555+Jjo6+EEMRBEEQBOEsAwYMwGazodPV/JqwfH9VGchZfSJh3wJwOLMH+t8CurqztzIzM0lLU/p7+HuQqc0EYEL0BNy0bs34CeqX9epr2HKUWZieo0biO3Nmo/sW/5YCNuXGrufQCLTerTduQRCEi01DgS4RCBMEQRCuGBYTrH6wqj3xZfCsPWOr8npL0kn8Z99/1Ndzk8cDGoK9DTw/o2p9NGuWieKNyUpDgoC5nZB0Sq5E6ZYtlPzyCwDagABC5s+v8X7Z2dls2LBBbc+aNQv3szLaSvIrWP/5USr/dA+Y2o52PRvOODu6ZSPbFn+ttifd/QBte/RusJ8gCMKl7oIE1qpfYB05coSBAweydOlSRoxovdnqgiAIgiDUburUqbW+npRrYl9yIQBdwrzpFmqE7xYqOyUN9L+t3vNWz1bLDsgGh/P9Ymt/v5ZQunUrRStWAKDx8iL8+ecbXarMVliBaZcSDJTcNHiPbHgBb0EQhMvVwoULz2u/IAiCIFxWfnsNCp3Br5iR0PsvdR5aeb315dEvSd+TrrxY1hl7WUcAXpndEz+jMoFPtsvk/3gC7M4SkCPb4BblDYCjvJzMF15Uzxv66CNo/fxc3stms7Fs2TLsdjsAQ4YMISYmxuUYu9XBL58eobzECkDb7gEMnOp6TG2SDu1n/cdVgcERN9xK16uubrCfIAjC5eCCZayNGTOGjRs3IkkSubm5jB8/ng8++IC//73+tVkEQRAEQbgwXLLV+kZC/BoocV4IdpoMfnWXRbRYLBw6dAgAnV7HFvsWkCDMM4z+of1bdNyV7CUlZDzzrNoOefQR9GFhje5fsilFvaD1GhaJ1ktkqwmCcOW65ZZbzmu/IAiCIFw2Mg7Bnx8q21oDTHsXGpi8V2Qu4uNDHysNWcKUORGAWX0iGN8tVD2udFsa1pQSAHTBHviMa6vuy/3oI6zOiiDGwYPxmVGzLP+WLVvIzFQmBwYFBTF27Ngax/zxwwmyThcD4B3ozvi/dUejqX/8WadP8fPbr+BwBuz6TJzKwBnX1NtHEAThctLqa6xVZqutW7eO22+/HVmWkSQJi8XCXXfdxQMPPIDD4WjtYQmCIAiCUA9ZltXAmiQ5y0Du/rTqgIG319v/yJEjmM1mAIxtjJglZXtKzBQ0Uut8Hcl+/Q1szotKz2HD8Js7t9F9bfkVmPZkASAZtHiNENlqgiAIgiAIgnDFc9jh5/tBVgJMjHwYAts32O2zw59RYlECZtaivjjMEQR7G3iuegnInDKK1p9RGhL4z+2EpNcCUJGQQN7CRcouvZ6wZ5+tUYkjJSWFP/74AwCNRsOcOXPQ6/Uux8TvyODIVuU6T6vTMPmunrh7uh5ztrzUZJa+/DSW8nIAOgwcwuhb72x0JRBBEITLwQXJWAPQarV8+umndOzYkccff1xdd+3999/n+PHjLF68GF9f3ws1PEEQBEG4Yr3wwgvqxJdnnnkGgL1nCkjOLwNgePsgwixn4PRWpUNAe4gdXe85q5eBPOJxBJRrsFYrA2navp3CH34AQGM0Ev7iC+d04Ve8KRkczmy1qyLRNnCxKQiCIAiCIAjCFWDXp5C+T9kO7gLD72+wy/MvPI9dtjOTmfzUdjXmnAnAWSUgHTIFS0+ATUk+8BoWgSHax7nPQeZzz4NNWes68I47MMS6lm60WCwsX75cTXAYNWoUERERLscU55az5fsEtT3qhk4Et/Wud+yFmRn88NJTlJcoGW4Rnbsx5b5/odFoG/zcgiAIl5NWz1g72yOPPMIPP/yAh4eHGlz79ddfGTJkCCdPnrzQwxMEQRCEK07lxVf1NVGXVSsDOadfJOz+vKrDwNtBU/dXioyMDNKcJUoCggPYXbYbgE7+nejk36k5h14rh8lExlNPq+2Qh/+FPrLxGWe23HLK9jmz1dy1eF8lstUEQRAEQRAE4YpXlAqbqtY4Y9q7oGu4XLwsy2jRokOHOf8qZJsfs/tGupSANP2ZjiVJCV5pA9zxmdhO3Ve4dCnl+5Rgnlt0NIF33VnjPdavX09+fj4AkZGRXHXVVS77HQ6ZDYuOYa1QMu26DA2j67CIGueprjg3hx9eehJTgXLekJj2zHnsWfQG9wY/syAIwuXmggfWAObMmcPmzZsJDQ1VZ4/Hx8czePBgNm7ceIFHJwiCIAhXtgqrnVUHlbXUPPRaJnb0goPfKTt1HtDnhnr779mzR922RlrBmSjWWtlq2W+9jTVdGb9x0CD8rrvunPoXb0wGZ5Vq7xFt0HhcsIR/QRAE4TKTkJDAww8/zIABA/D398dgMNC2bVtGjBjBm2++qa6LIwiCIFyE1jwCllJlu/+tED20wS7H8o65tC15VxPsbeDZ6d3U12z5FRStS1Lb/td0ROOmde7LJ/vNt9R9Yc8+g8ZgcDnniRMn1GswnU7H7Nmz0WpdM8oO/JpMxskiQFlXbcS19U94NBUW8ONLT1Gckw1AYJu2XPPECxiMng1+ZkEQhMvRRRFYAxg4cCA7duyge/fuavmpgoICJk+ezAcffFDj+LP/IAiCIAiC0DI2H8+muEIpMzKpRxie8cvArMyepOdc8PCvs6/ZbObw4cMA6PV6tti2ACAhMSVmSssOHDDt2kXBt98q7+nhQfhLLyLVk113Nmt2GWUHlItHjVGH1/D6Z3EKgiBcKbRabas/dLrLZ2KDzWbjkUceoWvXrrz55pvs3buXwsJCLBaLuibOww8/TGxsLAsWLLjQwxUEQRDOFvczxK9Wtj1DYNxzDXaRZZm397zt+qLD3bUEpCxTsDQB2arM7PMcEo57ez/18Ox/v46jSAmI+UybhuewYS6nKysr46efflLbEyZMICgoyOWYnJQSdq5MVBoSjLu1G271TB4sLy1h6ctPU5ChVCHxCwtn7lMvYfQRS/gIgnDlumgCawBt27Zl+/btTJo0SQ2u2Ww27r//fv7xj39gt9vVY89ebFMQBEEQhJaxdF+1MpB9I84qA/n3evsePnwYi8UCQJtObThtOg3AgLABhHmGNf9gq3GUl7uWgHzwAdzatj2ncxRvTAZnRUyvkW3QuF8+N3UFQRDOhyzLF+RxObDZbMydO5c33ngDh8NR77Hl5eX885//5MEHH2yl0QmCIAgNqihWstUqTf53vZMNK21L38bOzJ1VL8jULAG5KxPzKSVwpvUz4Du5XdW+HTspcgbNND4+hD72aI33WL16NaWlShZd+/btGThwoMt+m9XOhoXHcNiVv6n9JrQloqNfnWM2l5Wx7NVnyUlOAsA7MJh5T72Ml39Ag59XEAThcnZRBdYAvLy8WLVqFXfffbcaXJNlmU8//ZQJEyZQXKzMkDecleYsCIIgCELzyzdZ+C1eydgK9TEwzO0kZB1RdrYZCBF96uwry7JLGch0v3R1e2pMy5eBzHn3PazJyQB49O2L/1//ek79rZkmyg/lAKDx1OM1VGSrCYIgVFdZxl84N08++aRLNkFoaCj//e9/SUlJoby8nLi4OJ544gnc3KrW6Xn33XdZuHDhhRiuIAiCcLZNL0KJ89qm4wToPrvBLnaHnbf2vOX6oiS5lIC05pRRtDpRbfvP6YjGoEzsc1gsZD7/vLov5KGH0J2ViXb48GGOHj0KgLu7OzNnzqzxt3rHT4nkp5sACGzjxaDpsXWO2WquYMXrL5B5MgEAo68f855+CZ/gkAY/ryAIwuXuopx2rdFo+OCDD+jYsSPz588HlJtzmzdvZtiwYaxZswYfHx+KnKnPgiAIgiC0jJ8PpmNzKLMZZ/WJRLvnzaqdA++ot296erq6NkxERAT/y/8fAHqNnvHtxrfMgJ3K9u0n/6uvAJAMBsJffhnpHMtIV89W8x7VBo1BlKEWBEGodMstt1zoIVySDh8+zJtvVv0tjY2NZdu2bYSFVWVxd+nShZdffpnp06czbtw4TCblBuj8+fOZM2cOvr6i9JYgCMIFk7oHdn2qbOuNMOVNaMREk5WnVnKy8KTLaxJUlYC0Osj/9jiyRclkNg4Ixb1TVRZc3mefYTmtVP/w6N0bv2vnuZyrqKiI1atXq+2pU6fi4+PjOvTj+RzckAKAVqdh/G3d0Opqz7mwWa2sfOsVUuOUSZXuXt7Me+ol/MMjG/ysgiAIV4KLMrBW6f7776d9+/bccMMNmEwmZFkmLi6OIUOGYLVaL/TwhAtgQ1wmgzQ+xAR54uEmbnAKgiC0tGX7q8pAzu2ih2+cM+yNgdBtZr19q2er+bX3Iz81H4BRbUbh4+ZTV7fzJtvtZD73HDhLhgX/330YYmPO6RyW9FLKD+cCoPHS4zkkvLmHKQiCcEkT2VNN8/zzz6vlHzUaDT/++KNLUK26IUOGsHDhQq699loACgoKePPNN3nxxRdbbbyCIAhCNXYrrPw/1Nl3o58A/+gGu5XbyvngwAf1HlO4JhFrhjKRQhfsgd+M9uo+S1ISeQs+VhpaLWEvPO+ybrQsy6xcuZKKigoAevToQc+ePV3Oby6zsvHLOLU9ZFYsgZFetY7FYbez+r3XSTq4DwA3DyNzn3yRoLbtGvysgiAIV4qLOrAGMG3aNLZu3cr06dNJT1fSrDMzM0XZkSvUU8uPotuYBUCYjzvtgoy0C/QkOtCTmCAj0YGeRAcaMbpd9P9rC4IgXBIOphQC0C3ch45J34PDObGl382gd6+zX3l5OUeOKLMbDQYD+7X71X3TYqe12HgBCn9cijlBKVfi3q0bAU3IqijekKxue18dhUZM5hCuIOWlJeQknSY76RQ5SYlknzlNUVYmPsEhBLVtR3DbdspzdDu8A4PF93JBaKSsrCyXEpBTp06lb9++9faZN28egwYNYteuXQB88cUXvPDCC+LfnSAIwoXw5weQrZRaJKwXDP5no7r9L+5/ZJcp5fVtJV1RctWqlB/JxfRnhtLQSQTc0FW9/pBlmcwXXkR2rlsdcMstuHfu7NJ/z549nDp1CgBvb2+mTJlSYwxbv0+gtMAMQGRnf3qPiap1rLLDwbqP3uHk7j+V4bgZmP3Ys4TGdmjUZxUEQbhStHr0oSkXAH369GHnzp1Mnz6d/fv3i4sIAYDM4goyiyvYkZhfY1+oj4HoQE/aBRppF+TpDL4ZCfNxxyGD3SFjczicz7LybJfV1x1y9baMXZbRaSS0GgmdRuN8dra1lduaascoz3oseDtKkczFUFEE5YXKc0Wh81H9taKq1yqKQdKARgdafbVnPWh1ynNd+ww+yqK5Hv5gDKja9gioek3v0br/sQRBuOTN6x0IOz9XGhodDLqz3uMPHTqkZpd379mdl9JeAsDbzZsRbUa02DjtJSXkvPee2g598gkk3bl93bGkllBxLA8AjY8bXoNFtppweZJlmeKcLLKTEslOOk3OmUSykxIpyc2p9fi81GTyUpOJ375Vfc1g9CSobTRBUUqgLahtDEFR0RiMxtb6GIJwyVizZg02m01tX3/99Y3qd8MNN6iBtfT0dLZt28ZVV13VImMUBEEQ6pB/Gn77t7ItaWD6e8o9mIa6VeTz6aHPAJBlCXP2JCRtirrfVlBB/o8n1LbftPa4hXuq7eLVazBt3w6ALiKc4HvvcT1/fj7r169X2zNmzMB41vewE3uySNilTFJ389Ax9pauSJqa91ZlWWbDZx8R98dvAGh1OmY+/BRtunRv8HMKgiBcaVo9sCbLcpMCYxEREfz+++/ccMMNrFy58rIOriUkJPDpp5+yefNmTp06RVlZGaGhoURHRzNz5kxuvPHGOsuFNBeHw8Hq1av59ttv2blzJ1lZWWg0GiIjI+nRowc33ngjU6dORa/Xt+g4znbXqFgK8OZ0nokzeWXkmyy1HpdVbCar2Myu0zWDbs1DxhcT4VI+YdUf5BMmFahtH8nUQu9/nnTursE2Dz9w9wODt/Ph5Xz2UZ7dvKrt81H26wwX+lMIgtDCnAVO0Ehwje4PKHf+Tu0+B3wi6u4ny+zdu1dt2yJtlOeVAzAhegJuWreWGjK5CxZgz1fG6T15Esb+/c/5HMW/nlG3fUZHIelrX3dAEC41ZcVFJO7b7cxCSyQn6TTmsoa/q0gaDT7BIZTm5WKvFhQAMJeZSDt+jLTjx1xe9wkOJThayW6L7tmXyC7dXEoWCcKVaNOmTS7t0aNHN6rf1Vdf7dJes2aNCKwJgiC0JlmG1Q+BTbmmYdBdENmvUV0/PvgxZTbl+5a1cCAzu/eD487Amgz538cjVyjfrzx6BuE5uOp+n724mKzXXlPbYU89haZa0MzhcLB8+XJ1QmP//v3p2LGjy/uXFpjZ8m282h71l054B9SsPCLLMlu+/pxDG9cByve/aQ8+Trte9WdWC4IgXKlaNbC2efPm8+pvNBpZvnw58+fP5913322eQV1EbDYbTzzxBG+99ZZad79SSkoKKSkp/PHHHzzzzDO8/fbb/OMf/2iRcZw8eZIbb7yRnTt31tgXHx9PfHw8S5cupUePHnz33Xf06NGjRcZRm9uGx9CmTRu1XVRu5UyeiaS8Ms7kmtSA25k8E7mltQfdzibhwJMKvCnHWyrDmzLnczneUjnelOEvlRIq5RNGAWFSHmFSAR5S485/LmyyhlLJkwqNEZ1Gg0FjRy/Z0WFHK9uQHHalDJvD1vDJ6n2jCijJUB5NpXVTAm1+bSFmJMSOhrZDRDacIFwGnn32WXYk5nH9JzsAGNkhEJ8Dz1UdMPTuevunpKSQna2UOomKimJLwRZ13+SYyc0+3kqW5GTyv/oaAMnNjZD5/zrnc5iTi6mILwBA62vAc2DLTmQRhNZgtZjZt/ondq74AWtFeb3Hunl4EBwdS0i7WILbxRASHUtgm7bo3Nyw22wUZKSRm5xETnKS+lxbhltxThbFOVmc2rOTHcsW4xMcSreRo+k2cgz+YXUH5gXhbLIsc/r0aTZt2sTHH3/M7t27L/SQmuzQoUPqdkhICOHhjcuI7t69OzqdTs12q76GqSAIgtAKDv8Ip5yTI3wiYcyTjeqWXJzM98cXAyA79HiXT+HZ6d3wu64PAEXrkij5TQmyaf0N+M/p6JJIkP3OO9hzlXWfvcaNxXvMGJfz//nnn6SkKP39/PyYMGGCy37ZIbPpq2OYy5S/Hx0GhNBxYGitY/3zx2/Zu3qF0pAkptw7nw4DBjfqcwqCIFyJWjWwNmrUqPM+hyRJvP3228yfP9+ljMalzmazMXfuXJea+3UpLy/nn//8J/Hx8bzzzjvNOo6jR48yZswY9YZofY4cOcKgQYPYtGkTQ4YMadZxNJavh55ebfzo1cav6kVZhopCSnOSyU0/TXFWEhV5KVCcjsGci9FRhlE24eFQHgZHGRo1L6N5WCU9BdogCjSB5Mle5Nk8yLG6UyQbKcKTYtlIsfNZaXtSjBET7pxda7u6SD8PYoM9aR/kScdgdzoEuhMb6EaQhxbJYQO7BczFUJYP5QXOR7Xtsnyl9GTl62X5YDc37UPaLVCWpzzS98O290BrUIJr7UdD7NVKzXGNWJdIEC5Fy/elqdt3RSbCDmXNMqKHQ0T9sxar3/Dr3qc7Hx77EIAgjyAGhA5o/sE6Zb/xJjhnawbceitubSLP+Rwua6uNjULSiQwb4dIlOxwc376V37/7stbgl1dgECHRMc4gWiwh0bH4hoTWmVmm1ekIioomKCqaLsOrvtdXmErJTU4iN/kMOcmnnUG3My5BvOKcLHYs/Z4dS78nolNXuo0cQ+dhI3D39Gr+Dy5cdLZu3cp3333HoUOHKCgowGKxIMsyslzzO7gsy9jtdiwWC+Xl5ZhMplqPu9TIskx8fFXGwNkZBfXR6XS0bduWxMREAE6cONFAD0EQBKHZlOXDuseq2lPeVCYZN8K/d76DAzsAlryRvDvzKvyMSvWOihMFlGxxZq5pJAL+0gWNR9Vt2vKDByn8XgnKaYxGwp50DeZlZ2e7ZELPmjULg8G1stDhLamkxCmTBj39DIz6S+daK4DtXrmUP3/8Tm1PuOs+l+96giAIQk2tXgqyuURGnvvNsovZk08+6RJUCw0N5bnnnmPatGkEBQWRlJTE119/zZtvvonFuWDpu+++S69evbjtttuaZQwlJSXMmjXLJag2btw4Hn30UQYMGIAkSezZs4d///vf/Prrr4AS5Js9ezZ79+4lIqKVZh9XFEHBGShOcz7SnY9q29YyvIAWuVVj8FFKoPlEgLfz2SdcmbXkfE1vDCBEkgip1s3ukCkos5Bbaia3xPlcaibnrHZuqZm8Ugs2R80bCGmF5aQVlvP7iVyX133cdbQP8aJ9sBfdwn3o0zaCbh19cNc3IqhlKVOCbOaSmg9LqXO72PlcWm1fifLforDqJjR2M5zeojxAKTMZM0oJssVeDQEx5/zjFgSh9VVY7aw5rGS0erppGZT5fdXOoffU0UtRVlbG0aPKgt7u7u6kGdOwOpRg18R2E9G2ULDdtHMXJc6/TdqgIALvrH8NuNqYzxRjTnBmq/kb8OxX+2xOQbgUpB0/xm9ff0bmyQT1NUnS0HPMBDoNvYrg6BiMPr7N8l7unl606dqDNl2rqhjIDgfFudmkx8dx7I/fOHNwP7KsVGRIT4gjPSGOzV9+Qvv+g+k+aizRvfqiPcf1EIWLn81m46abbmLJkiXqa+cTJLuUlwMoKCjAbK6a0Hau105hYWFqYC01NbVZxyYIgiDU49enocx5D6brDOgypVHdDmQfYGv6BgAcNi8mtbmOcd2U6wt7iYX8xfFq7X3fie0wtPVR+8o2GxnPPqdMHAeC/u8+9NWynO12O8uXL8duV4J2Q4cOpV27di7vn59hYvuyU2p77M1dcfesuZzLoQ3r2Pq/hWp79K130nP0hBrHCYIgCK7E1etF4PDhw7z55ptqOzY2lm3btrmso9alSxdefvllpk+fzrhx4zCZlPrM8+fPZ86cOfj6nv+NkRdeeIGTJ0+q7XvuuYf333/f5QJ27NixjBkzhkceeUQdc2ZmJk899RRffPHFeY+hIY7/jseq1QBatFIuEiaadH2tc1cCZO4+tT+f/Zq7H3iHKwG0Rs5MOptWIxHkZSDIywANVBaz2R2kFJRzMruUUzmlnMou5WROKSezSympqJmpWVxhY39yIfuTC9XX9FpJCbJF+dGnrR99ovxpF2iseUPCzag8mqo0RwmkJf6mPIqqFuGlvACOrVAeAH7RVdlsMaPAGND09xUEocX8eiyLErPyu+ZvHcvQnnIGywNiodOkevsePHhQvcDr06cPy1OXq/taqgykbLe7rD0Q8uADaL086+lRu+IN1dZWG9NWZKsJl6TCzAx+/3YRCTu3ubzerk9/Rt34N4KioltlHJJGg29IGL4hYXQdMZrS/Dzitm3h2JaN5KYo/9bsVisJO/4gYccfGH396DJ8FN1HjSU4OuaSDqAIVebPn8/ixYvVtiRJTfpvWxmM8/C4dEuOn10RJCDg3L4H+/v7q9s2m42SkhK8vZt2XSIIgiA00qlNsP8bZdvgA5Nfb1Q3WZZ5ckvV9YlbySRe+Iuy9rPskMlfEo+jVJl86N7ZH68RrskD+V9/g/n4ceVtu3Yl4MYbXfZv3bqVjAxlImRQUBBjzioRabc52LDwGHarMqmp1+g2RHWr+Xfn1N5dbPjsI7V91fU302/yjEZ9RkEQhCtdswbWtm7d6tIeOXJkvfuby9nvc6l5/vnn1TXVNBoNP/74o0tQrbohQ4awcOFCrr32WkCZ+fjmm2/y4osvntcYcnNzef/999V2//79+c9//lPrha8kSbz++uvExcWxevVqAL766iseffRROnfufF7jaEhWwUtofKrywCTK0Ep5aKUctFIuWm0xOk8HWm8NWj8j2iBfNAGhVdlkXqHg7gs6txYd5/nSaTXEBHkSE+TJeKoyJmRZJqfUzKlsE6ecgbZTOaUk5phIK3RdM8VqlzmYWsTB1CK+/FO5geXroad3lB99ovzo63z29zzPn4VXMPScqzxkGfITIXGzEmQ7vVXJaqtUeAb2LlIekgbaDoOu06DLVGWtNkEQLgp7V3zKrc71rG+iKtjE4H/WW95VlmWXMpDte7Rn5yZlvc5Ir0h6BfVqkfEWLV+OOS4OAEO3rvjOmnXO5zCfKcZ8ohAAbYA7xn4h9XcQhItMhamUHcsWs3/tzzjsVZNwAtu05eqbbqddn/4XcHTgFRDIwOlzGDBtNtlJiRzbspG4bVsoL1a+J5QVFbJvzU/sW/MTQW3b0W3kGLqNGI2nn38DZxYuVsnJySxYsEC9nqgs/ejj44O3tzeZmZnY7Xa0Wi1hYWHY7XaKi4spKysDlGsOWZaRJInRo0dz5513Mnlyy63T2dJKS0td2ucaFPPycq3FcS6BtYYy3CpvzgqCIAjVlBfAimrVOsY9q0y2boQvD/9AcplSxcNhDuK1cX9XS0CWbEnlq+Q1WN1taGUtD817CElTde/Nmp5OTuX9OUki/PnnkKpl9aelpan3VyVJYvbs2ej1rplou1efJie5BAD/MCNDZ7evMcbMUydY9d6/1YoCA6bPYfDsaxv1+QRBEIRmDqxdffXV6oWTJEk11kCrvr+51PY+l5KsrCyXEpBTp06lb9/6166ZN28egwYNYteuXQB88cUXvPDCC+f1s/3qq69cSpM88cQTaOpYXwOqgmuVgTW73c6iRYt49dVXmzyGppAxYpON2OQo5QU7YAEKAGeFQsmgRetrQOsHOv9C9BE23CK90Id5XnLZCJIkEeLtToi3O0PbB7rsM5ltnMwu5VBqIftTCjmQUkhijsnlmKJyK1sTctiaULXOSnSgUQ209W3rT9dwH9ya+nORJAhsrzwG/h0cdkg/UBVoS9mprM0GIDvgzB/KY91jEN4bukxTHiFdaVoqoiAI5yunxAyy85+gLBOc9LOyw90X+txQb9+kpCTy8vIAiI6OZk/pHuyykr02qd2kFslAsZeayH73PbUd+thjSNpzLzfpkq02OgpJe2n9fRCuXHabjUMb1rL9x++oKClWXzf6+jH82hvpMXo8mib8m2gpkiQRGtOe0Jj2jLzxbyQd3MexLRs5tXcndud3+tzkJLZ+8wXbvv+KriPGMGD6bAIjoy7wyIVztWjRIqxWq/q7f968ebz66qvExsYCylowK1euRJZldu3aRbizxFVGRgbLly/nySefpLi4GFmWOXDgAMOGDcPHx6fO97vYVb/WAmrcBG3I2cdbnWuKNkZUlPj3IwiCcM7WPAwl6cp27Gjo/7dGdcs2ZfPu/rfUdj+v25jYQ8lIMycVUfxrEia3CmQJwIbWq2qysyzLZL70MrJzkon/X67Ho1fV5ESr1cry5cvVTO6RI0fWWCon41QR+9Yp1zYajcT4v3VH5+b6XbAoO5Pl/34em/NvU+ehIxh5w62N+nyCIAiCokVKQTZUN/9yWHy6uaxZs8YlMHj99dc3qt8NN9ygBtbS09PZtm0bV111VZPHUT245+XlxdSpUxvs061bN/r06cOBAwcA+PHHH1s8sOYW7YMxOhg0EvYiM/YiC/YiM7Izvb02stmOLbsMW3YZLpezGgl9qBF9pBdubbxwi/RWgm1615upsixjKS9Ho9Oi0+mR6gk4XkieBh29o/zoHeXHTUOV14rKrBxKK+RAshJoO5BSSJ7J4tLvTF4ZZ/LK+OmA8oXRTaehZ6SvGmjr29aPcF/3pt0Q12ihTX/lMfJfYDFB8p9wajPEr4X8qnrfZBxUHptfVsrNdZkGXadD5AC4SH/mgnA5+vlgelVDAqkyGN7/NjDUv3Ll3r171e0BAwbwxuk31HZLlYHM++QT7LnKmgfe48fjOWjQOZ/DnFQkstWES44sy5zau4ut/1tIQXpVNopO70b/abMYNHMubh7nUeq5FWh1Otr3H0T7/oOoKC0l/s+tHN26iYwEpfSR3WbjyOb1HNm8ntj+gxg4fQ6RXbqLMpGXiOrVSvr168f333/v8t9uzJgxamBt3bp16rrR4eHh3H333UydOpVx48aRmJhIYWEh9913HytWrGjtj9FsKsskV6pvEmNtzj6+suKJIAiC0AKOLIPDPyjb7r4w88NG35e479dnsKMExjSm/rx/q3Kfz1FmJf/7eKj+6/usrzTFa9ZQumkTANrgIIIfeMBl/6ZNm8h1XvuEhYXVqOBlqbCxYeHRyqXZGDg9huC2rtnN5SXFLH31OcqKCgFo07UHk+5+8KK91yUIgnCxavbAmgiqnZtNzj+YlUaPHt2ofldffbVLe82aNU0OrFVUVPDnn3+q7WHDhmEwGBo9jsrA2smTJ0lISKBTp05NGkdjBP61KwFt2ri8JssyjjKbM9Bmrgq4FVa1bUVmsJ31/55DxpphwpphomxPlvKaBDYvB+W6Ugqs2WQXJZGSFYfFXKZ202h1aPV6tHo9OuezVqdHp3dDq9c5X3dDq9ejN7gTGBlFSGx7QmM6tHo5I1+jnhEdgxnRMRhQflapBeVKRltyIQdTCzmSVoTZVvXNzmJzsPdMAXvPFACnAQj1MdA3Sgmy9Ynyo2cbX4xuTfj14eYJHcYpjwkvQc5xiFsFx1dBxoGq4/ITYft/lIdXKHSeopSMbDfyoi/jKQiXumX7UxlQ2aj8tanRwaA76+1XWlrKsWPHADAajfhH+bN/334A2vu2p5N/8/9tsKSmkr9oEQCSXk/Iw/9q0nmKNySr2z5jRLaacPHLOXOazV9+SsrRQy6vd73qaq76y834BF16wWF3Ly96j59C7/FTKMhI49DGXzi0YR2WcuU7WOLeXSTu3UV4h84MmDGHDgOHoKmnNK1w4SUkJKjb999/f42A6MCBA9XtLVu2qIG1StHR0Xz33XcMHz4cq9XKzz//zMGDB+ndu3fLDryF6HSu353PDrQ15OwqLY29XgNISUmpd39GRgaDmjAxRRAE4bJUkgmrH6pqT3kLfCPrPr6apcfXcqxIWefWYfPkuWGP42d0Q5Zl8n88gb1Qme5d251RW34+WS+9rLbDnnwKbbVM7TNnzqj37rRaLbNnz0Z7VlWCbT+epDi3Qukf60u/Ca5LbtgsFla88ZI6KSsgog0z/vUkOjdxn0UQBOFcNWtgbeHChee1/0p06FDVDZGQkBC1BEpDunfvjk6nUy+wqq9pc67i4uJcSon06dOn0X3PPnbPnj0tGlirjSRJaD31aD31EFF7NoUsyzhMVkzJuZTEZ2JOKYZ8O/oKPVL1KUIy6Eo0eOODNz601XagX/gYii25ZJSfJr3sJHnmNKx2G9aK8lrfqz5e/gGExLQnNLYDITEdCI1pj1dAYKvNvJYkiagAI1EBRmb0jgDAancQl1HMgZRC9icXsj+5gKS8Mpd+WcVm1h3NZN3RTAC0GokuYd70bevHkNhAxnQJOfdAmyQpJR9DusKoh6EwBY6vVoJsZ7YppSIBSrNg70LlYfCFzpNgyN0Q0ed8fxyCIJwlIauEI2nFDHA/a0f32Q1eTB44cECdPd+nTx9+Tf1V3Tc5ZnKL/J7LfvMtZIuSURdwy824tT33tRrNSUWYTxYCzmy1vpdeQEK4shzauI5NXyxQyyYCRHTuxtU33054h5Zd67a1+IdHMurGvzFkzvUc3riOvWtXUpqnzM7OOBnPz2+/il9YOP2nzqb71WPRuzU+wCC0nsoZ9UCtEwB79Oihbtd1LTNgwABmz57NkiVLAKVCxqUaWDMaXTNIKyoqzqn/2cefS2CtzVkTEwVBEIQ6yDL8dK+yvhpAt1nKevKNUGQu4uWdVYGx7oabuKaP8t3M9GcGFceUkvkao841a80p88UXsRco7+s9cSI+kyaq+8xms0vW9pgxYwgNDXXpf/pQLsf+UKqP6Axaxt3WFU21CYOyw8HaD98mPV6ZDOnp58+cx5/Hw+vc1vwUBEEQFM0aWLvlllvOa/+VRpZl4uPj1XbHjh0b3Ven09G2bVsSExMBOHHiRJPHcfz4cZf2uYyjco2ESuczjubicNgpzs4mPz2V/LQU8tJSle30VJe1RwC0kh4/txACDKH4u4XhbwjFRx+ERqr68qGRNPgZQvAzhNDVbzBWzOQ60smyJpNlPoPZYsJus2KzWHHY61/vr7Qgn9KCfBL37VZfM/r6KcG2GCWrLSSmPT7BIa0WbNNrNfRq40evNn7c7CwhmW+ycCClwBloU0pIlpqrPpvdIXM0vZij6cV8syMZD72W8d1CmdE7gpGdgpu2RptfFAz5h/Iw5UHCOiXIdmoT2Jw3EsxFcGix8ug0Ga5+FCLqX5NQEITGW7YvrfYdQ+6ut5/D4XApA9m/f38+2/6Z2m6JMpBle/dSsm4dANqAAAL/8Y8mncc1W62tyFYTLlo2i4WNXyzgyOb16mu+oWGM/OttdBw07LIsj2gwGhkwfQ59J88gfvtW9vy8jJzkJAAKMzPY+PlHbF/yDX0mTqPPxKkYfXwv7IAFF9Un7tU2edDb25uIiAjS09NJSEjAZrPVyOoCuPnmm9XAWvW/NZeagIAAl3ZxcXEdR9au+vEajQY/P7/mGJYgCIJQ3d6FcNI5QdArFKa90+j13x/89SWsFAEglXfjo7/eDoAlrZTC1Ynqcf7zOsGS9S59i9evp2St89rGz4+wp59y2b9+/XoKnEG3qKgohg4d6rK/tMDMpi/j1PaIeR3xDXad0LHlfwtJ2PEHAHqDO7MffRbfENfgnCAIgtB4LbLGmtA4BQUFLotYR0REnFP/sLAwNbCWmprawNF1y8jIcGmfyzjCwsJc2uczjnNlNVeQn57mDKApQbT89FQKMtKwN3Ixb7tsJd+Sgc3PjjUMLGEaLCF6AtzDMNq90RZpsGWYsGaa1Fx9PQbCNTGEG2KQPcASqaEgqoKU8HzSddnkl+ZSYMqjqKyAspJijAUOvAvAq0DGKx/0Zw2trKiQpAN7STpQdaPA5gblgXqswQYI9UYb5och0BejmydGnRGj3oiHzqPWbV+DL74GX/Sac1sQvboATzfGdAllTBflS5bdIXMqp5T9yQVqoC0+q0St211utbPyYDorD6bj66Fnco8wZvSJYHBMIFpNE270eQZC378qD3MpnNqolIxM+EUJrgEkrFUeHScqAbbI/k3+vIIggMMh89MBJbAmIaMW/I8eDpH96u17+vRp9UIvNjaWYl0xcfnKhV33wO609Tn3TLL6yA4HWa9UrekZfP/9aL3qX/+tNubT1bLVAkW2mnDxKs7JZuXbr5CVeFJ9re/k6Yz869/Q6Zv+9/5SodXp6DZyDF1HjObMof3s/nkZyYcPAMo6IX/++C27Vy6l+6ix9J82C/+wc/tOLbQMX19f8vPzgZplECvFxMSQnp6O3W7n5MmTdOnSpcYx3bt3V7fPnhB4KQkNDUWSJHVphJycnHPqn5WVpW4HBgbWKP8lCIIgnKe8U/DLk1XtmR+CMaDu46vZcPoPducpgTHZbuDR/k8Q5O2Ow2wj/7vjYFd+93tdFYlH10CXvraCAjKff0Fthz75JLqgILV98uRJdWKJXq9n1qxZLutuOuwOfv3iKBUm5WZTTO8gug53ndCyb+3P7F21HABJo2Hag48SGtuhUZ9NEARBqJ0IrF1A2dnZLu2zZzE2xN+/ar0um81GSUkJ3t7nnsJ9PuOoPgZAvXg+Fw0F46oH/jZ/+RnuDiuFWRkU52TX06smr4BAAiIi8Q+PxC8sAv/wCPzDI/ENCUWrc70pJcsy2WXZHC2IJy4vjszcNALTjLTLCqFzQVs8HErpFckBhhQHYSluhBHGGTcHO70zOOJ1huMep3FIMvijPABk8CrXEVjkpjyKlWd3q+uFsc4C3hlWyLACpUAGFp2DdB8LeT4W8nyV52IvK3IdcStvN2/8Df74u/urz37ufgQYApRn9wD8DH7qfk+9Z52z3bUaiU6h3nQK9ea6gcoN8pIKK/uTC1l7JJO1RzIoLFO+xBWVW/l+dwrf704hxNvAtF4RzOgTQe82vk2bTW/wgm4zlYe1AvZ/DX+8A8XOzJoTvyiPDuPh6segzYD6zycIQq12JOaRUeTMDq3+T7WBbDVwLeE1YMAA1p1ep7ZbIlut6KeVVBw9CoChc2f85l7TpPMUbzijbivZapdfxo9w6Us6tJ/V/3lDzbrXuRmYcOe9dB3RuHV5LyeSJNGudz/a9e5H1ulT7Pl5GfF//o7scGCzmDn46xoOblhLbN8BxPQZQLve/fALa1yZdaH5BQQEqNcGeXl5hITUnLwQExPDtm3KWjTHjx+vNbBWOelPluUmXWtcLAwGA+Hh4aSnK2W6znVCYvXjY2JimnVsgiAIVzyHHVb8E6zOZTH63wYdxzeqa7mtnMe3Pqu2Y7XX8tcBvQAoXHEKW66yjIg+0gvfSe1q9M969VXseUqZSK8xY/CZNrXq3OXl/PTTT2p7woQJBAa6BuZ2r0ki/USh0t/fwJibu7rcezmxazubv/xEbY/7+93E9h2IIAiCcH5EYO0CKi0tdWmfa1DM66zZ+U0NrJ3POGobw7mKiopq9LEJO37Hz+hR536NVod/eAQBEW0IiGzjfI4iICISNw9jrX3sDjuJhYkczz+uPuIL4smvqOXCPQR0wVp6lHVgcEkvBpf2JNxaNZMo2hJBdF4E1+ZNpEhbwj7veA57n+Co1yny9EXIsoxdL5PtI5MdZUaWK5BlGY9yiYAiPf5FegKcDw+za7DNzaYhLN+dsPyqxY+sWgf5PhbyqwXcCr2syBoosZRQYikhuSSZxtBIGjXrzagz4qn3xFNflSFn1Bvx1Dlfq9YeN8DAhP7uHM+0s/NUEbtOl1BhAWQdORVaFu7MZuGOw0T5ezO1R1tm9Ymic1gTSzXp3WHQHdDvZtj/Dfz+NhQ7bzKc/FV5tB+rBNiixALsgnAuljrLQHaWklET1iSgc/2BsZKSEjWDwMvLi06dOvHoz48CICExqd2kZh2nw2Qi5+231Xbo448hNWHWvjmxCPMpJQNWF+iOsY/IVhMuLrLDwa6ffmTb4m+QneuO+oWGM2P+EwRHi5vqoTHtmfp/DzPiL7ewd81PHN74C1ZzBcgyift2q2W3/ULDiXYG49p271nn90Gh+XXo0IGTJ5UsywMHDjBhwoQax1QvK3/48GFmzZpV45jqFT7Kyspq7L+U9OjRQw2sJSQk4HA4XLIO6pKdna1mhleeRxAEQWhG296DlJ3Ktn87mPBSo7s+svENKnBO/K6I5ZPr70WSJEx7syjbr7wuGbQE3tAF6exlM2SZ4pU/A6Dx8SHsuWddgmJr165V77PFxsYyYIDrROLU4/nsWZOkvIdGYsLt3XH3rJo4np5wnDX/eZPKckODZ19Hr7HNe30mCIJwpRKBtQuo+kUiKCnd5+Ls462NLH/YnONorjGcK4PR0xk4i1KeI6MIiGjjzD6r+3/rcls5JwpOVAXQ8uNJKEigwt64xcN1ko4AjwDMgRqOuKeTbqignTWSjjkRhKf74pmtVxM9fO3ejC4cwOhC5YuPLsgDQ3tfDLF+GGJ90Xq71fteBblZpJ48Rubpk2SfPkXhmRQqCotcjtHbNYQWuBNaUBVsc+glSoO15ATZSPYtJsWzAEcjlgxyyA5KraWUWksbPrge2jbgWdvnAb7Jgm9+AWQtBq2RCK9QIr3DCDWGEmoMJcQYQqin89kYio+bT+1ZbjoDDLwd+t4EB/6nBNiKnAHEUxuVR+xoJcDWdsh5fR5BuBKUWWysO6JkB//DsI5DVFu7UFN/0Gr//v1qWau+fftyougEScVJAPQL7UeoZ/PW7c/7/HNszvJZXmPG4Dmkaf/Gq2ereYtsNeEiYy4zsfbDdzi1Z4f6Wmy/gUy+dz7unude9vRy5hMcwuhb7mDoNX/h4K9rOPDLKkoLqiZHFWZlULh+NQfXr0aj1RHZuasaaAuJjkFqRFBDaJpRo0axzrkW5sKFC2sNrHXt2lXd/u2333j66adrHLN//351++xJfZeawYMHs369sq6OyWTi2LFjjQqS7dy506U9pIl/+wRBEIRaZByCza8o25IGZn+sVM5phB2pB/gt40eQQHbouK/n44T5GrHlV1D4U1UJb/85HdAF1j1JHCD08cfRV8vuPnbsGIcOHQKUrOeZM2e63B8pK7bw6xfH1GVLBs+IIbyDn7q/IDOdFa+/gM1qAaDriNEMv+7GRn0uQRAEoWHNGli7EHXeJUnCZrO1+vs2B7vd7tJuzGzF+o53OBytPo7mGENKSkq9+zMyMhg0SMk+mvvUS3Tu0RODse6yhdVV2CrYl72PHRk72JG+g/iCeBxyw2MMcA+gS0AXOgd0pot/Fzr6dyTEGFJ3oMfJXmqhIr6Airg8KhIKkS1VP1tbbjm23HJMOzMB0IUaMcT64t7eD7cYX7SerkFK/6BQ/INC6TmkqtRTWVEh2adPkXX6FFnOgFtRdpZLP41Vxifdhk86tMcHnVsQwR064NM+GrfoYOxhnhTZSygwF1BQUUBhRSH55nxMFhMmmwmT1US5tRyTzdSon1WTSHbMjhJOF5dwuvhknYe5a91dAm0hxhDaeLehf2h/YnxikHRuMOA26PNXOPgd/P4mFDoDbImblUfMKCXAFj2sZT6LIFwG1h/NwmSxE0wh06VtHJL7OPfU/3vW4XCo9f4B+vXrx8LEhWp7SsyUZh2nNT2dvM+/UBp6PaGPPNyk85gTCzEnOrPVgjxEtppwUclNOcPKt16hIMNZ8liSGDbvBobMvk4Egerh7uXF4NnXMmjmXLLPnCbp4D7OHNxHWnwcDrtyreCw20g5dpiUY4f547svMfr6Ed2rr1JesldfjL5+rT7u8pJiUuOOtvr7tobJkyfz+OOPA7BkyRJ69uzJE0884XJM5Xd8WZbZunUrBw8epHfv3i7HvPfee4By3de2bfOu2dnaJkyYwIsvvqi2V69e3ajA2qpVq1za48c3rjyZIAiC0ACbGZbfBQ7nJPHh9zd6cq7VYeWhTU+CpES22jCDO4cORnbIFPyYgGxR7qcYB4Ri7F3L9YbDgcZ5D81z5Ah8Z81Ud5WWlrr87p8yZQq+vlWVf2SHzMZFxygrVoJmUV396TchWt1fVlzEsleepdxZSrxtj15M/Mf/NW15DkEQBKFWzRpYq5yxLjTO2Yt4nx3gasjZAUWDwdDq42iOMbRp06bRxwZGRtU7U9shO4jLj2NH+g7+zPiT/Vn7sTgs9Z4zyjuKLgFdXB7BHsFN+sKh9XLDs38onv1DkW0OzEnFyg3cU0VYUkrAUfVvxJZVhi2rDNOfGSCBPswTQ3slm80Q64vGveY/T6OvH+369Kddn/7qaxWlpWQnnSIr8SSZp06QdvwopsKqUjE2i4WMY8fIOHZMGaNeT3iHzvTq1oM2XYcS0acLeoN7jfeSZZkKe4VLoM1kNVFmLcNkcz5bTZjtZqx2KxaHperZYcViV56tditWh5VSSwVZxSZyTCbKLBYkbRmSrhhJU/f/bxX2Cs4Un+FM8Zka+0I8QhgcPlh9hPW/BfrcAAe/VwJsBUnKgae3KI92I2D88xDZv8a5BOFKt2y/cgP/Rt2v6GQrz/IuDLsfxr9Qb7+TJ09SVKQEqDp06ICvn6+6vppO0jE+unlv/GW/9TayM8s64K9/xa1duyadp3hDVYlc7zFRIltNuGgc376VXxa8h835/7m7pxdT7vsXMX3F+qGNJWk0hMa0JzSmPYNnzcNSXkbKscOcPqAE2gqzqtbuLSsqJO73zcT9vhkA//BIvAOD8A4MwisgEC//QLwCg/AOCMQrIBCjj+85BTdtViumgnxKC/IxFeRRWrmdr2wXZKZTkptDYVl5s/8cLga9evVi/Pjx/PrrrwA8/fTTfPvtt9x9993cfbeyfmdMTAx9+/blwIED2O12pk2bxqeffsrVV19Nbm4uL730EsuWLVPPOWzYpT1RatiwYURFRakTCz/55BMefPBB3NzqrmSRm5vLd999p7avuuoq2jXx758gCIJwlk0vQbZyr4TQHnD1443u+sxvH1AiO68rzBF8Ou9fSJJE6Y50dRKf1s+A3/TYGn3njxlLyh13AKDx9CT8+efVe1CyLLNq1Sq1/HGXLl3o1auXS//9vyaTfEzJ0PfwcWPcbd2RNEp/q7mCFf9+Qf3OExQVzYz5T6LVnVuVLEEQBKF+zV4KUpIkEWBrJKPRdY2HiorGlSOs6/imBtbOZxzNNYbzkVqSyo6MHfyZ/ie7MndRaC6s89hO/p3oHthdyUQL6EJn/854ubVMSRlJp8G9gx/uzlR8h8WOJakY86lCKhKLsKaWqCn7yGDNMGHNMFH6h3OGuk6jfDHSSEhalOfKtvO5ctuglYjWtCfavQP0mYStwoKlrAxrRQXWCjOy3YFG0iAhIUkapFIN0i4J6+4sUshGo9UhaTXo3N3QGPRIOg2SXqM+e+g0GPUaQnReSDof0ElIei2STkJj0KHx1KPxVJ61nno0nnokg7bO4GRyXhnL9qfyw94U0otzkXRFSPpiNM5nP28TQb4VSPpi8ityai1PmV2ezc+JP/NzolKPvJ1POzXINuiOjfjG/wJb34CC00qHpN/h0zHQ90YY+yx4iQwVQQDILq7gjxM5GLBws26j8qJGB4PuarBv9Wy1AQMGcDDnIBkm5QJuSMQQ/N39m22cZfv2U7x6NQBaPz+C7v5nk85TceqsbLXaZo8KQiuz22z8/u1C9q6uWpw+uF0sMx56Ar/QsAs4skufm4eR9v0H077/YAAKMzNIOriPpEP7SD5yCGtFVVCrICOtKlOwFhqtFk//ALwCAvEOcAbfAgLRublhKiigtCBPDaSVFuRT4ZwlfiV7/fXXGTFiBCaTCVmWOXbsGP/973/VwBrAQw89xE033YQkSaSlpTF16tQ6z3fbbbe1xrBbjEaj4Z577uGxxx4DIDExkYceeogPPvig1uMdDge33nqryzrW999/f6uMVRAE4bJ3Zjtsf1/Z1ropJSB1jbundTg7gVXJXyolIGWJ2zs/QpS/N7a8corWnFaP85/bEY3hrMnspaVkPPOM2g559BH04eFq+9ChQ+oa1kajkWnTprncW8k4VcSOnxKVhgTj/9YNo48yQcPhsLP6P2+ScTIeAC//AGY/9hwGY20LdgiCIAjno1kDa7fccktznu6yFxAQ4NIuLj63i+/qx2s0Gvz8/Fp9HGcfGxgY2KQxnIsicxG7MnfxZ/qf7MjYQUpJ3aUkwz3DGRoxlKHhQxkUPogA94A6j21pGjct7p38ce/kjy/gqLBhPl2E+VQR5sRCrBmmqkAbgM1RPe52znRo0eGJh9YTGlOl1Q6yyY7ddG6Zk3XSSkqgzahH46VHY6wKvAV46rkrIpB7+rdld14JP+5NY82RDCpKlTII2TmQDWg1EqM7BzOtTwBd20C+OZv4/Hh2ZOxgX/Y+ym1VN8OSipNIKk5icfxiJCS6BHRhyLAbGVxupt+BH/HId37x3P8NHFupzEQbdAdoxawt4cr204F0HDLM1v6BP87f6d1ng29kvf2KiopISEgAwNvbm44dO/La7tfU/ZNjJjfbGGWHg6zXqs4dfP//ofXxadK5XLLVxoq11YQLz1RYwKp3/01q3BH1te6jxjL273ejd2v9CUuXO7+wcPqETaXPxKnYbVbS4+Ocgbb95KenqtmCtXHY7ZTk5lCSm0NGnUc1npuHB8HRMbTxDYBVm5rhjBef3r1788MPP3D99ddTVFSEJEnExrrO3P/rX//K119/zfr162tM0pQkSb2ZePPNNzNw4MBWHX9LuPfee/noo49ITlb+Hn344YcAvPnmm7i7V1WRKCws5Pbbb2e1c1IJKNlqc+fObd0BC4IgXI7MJbD8H6h3W0Y/CWENl+YFpVLSveufAEm5dxLimMADI8cgO2TyfzyBbHWWdxwchnuHmhMNs994E1uG8k3COHQIfvPmqfuKiopYs2aN2p42bZrL+qIVJivrPz+C7KyGNGByO6K6KPe5ZFlm86JP1TV63Tw8mP3Yc/gEBTfqcwmCIAjnplkDawsXLmz4IEEVGhrqcvGYk5NzTv2zsqrW1goMDGzyGndhYa4zoc9lHNXHABAS0rIz/+/69S5SNCnIdYSavPXeDAofxNDwoQyJGEJb77YXbQ1pjbsOj66BeHRVgpGOMivmxCLMiUrZSNnqUL4sOeQaz7W/dvYbSKBRbkjgkummfOGy263YrBasFjM2mwWNpEEj6dBKOrSSFq2kQyOdx7qJdhlHsQVHcf2lONt56Xk8wovHh3TmgNXC4pQ8NqQVKqdwyGyIy2ZDXDb+Rj0z+0RyTb/Z3NztFuyyjYM5B9mZuZOdGTs5nHMYm6yUJpWRicuPIy4/joWAzl9Hn7AhTMs4yeTCPIzmYvjlcdi7CCb/G9qPrnN8gnC5U8pAytyuXVv14pC76zy+0r59+9S/X/3790eWZNafWQ+AQWtgTNSYZhtj8erVVFQu3N2xg8vF57moOFWI5XT1bDVxkSlcWOkJcfz89quUFiilfDRaHWNuu5Ne4yZftN9fLidanZ6o7r2I6t6LETfciizLmMtMlObnUZqXS0lBnnM7j9KCPEqcr5c3kImm1enw9A/Eyz8AL/8APAMClLKS/gFKxpu/kunm5uGBJEmkpqbC/MaXnrrUTJw4kfj4eJ555hl+/PFHYmJiahxTGXxbu1b5W1S9HBbANddcw8cff9x6g25Bnp6efPvtt4wfP57ycmWS2IcffsjixYuZNm0aYWFhnDlzhp9//pnS0qqqDYGBgXzzzTcXatiCIAiXl1+egELnkhNth8Kw+xrd9bU/viDfrmSEydZAPp7xhFIC8s909VpD62fAd0rNv3emHTsoXLwYAMloJPzFl9S/eQ6HgxUrVmB2TvLp1asX3bp1U/vKssymr+IozVf2h3fwZeDUdur+vauWc+AXZV02jVbL9IeeIKRdzTKUgiAIQvNo9lKQQuMZDAbCw8NJT08HUC6qz0H142u7QG2ss/ueyzjOPvZ8xtEYpwpPoQ+oyjDSaXT0Ce7D0IihDAkfQrfAbug0l+b/1hqjHo8eQXj0CGpSf1l2Btck1NrajVWcm0PCn78Tt20T2adPqa9LSGglHTqdO9E9+tCh3xDadu6JTqNHtjmQrQ4cFTYcJisOkxW7yYqj7Ky2yQr2unPuHKVWzAkFkFBAV+A54FmPADI9JLaXVrDXYiYeO1llVhZtT2LR9iR8PfQMiPZnQLsABrf7C3/v8Q9scgV7s/ayI2MHOzN2klCQoL6HzWFjT3k6e/yMvOHnzdTiIuaVlNAlNx6+ngVdp8OEl8E/uo5RCsLlKS6jmLiMYkZpDtFR4yx/1nYYz3/2M6CUWX322Wdr9LPb7ezbtw9Qbn727duXXZm7yK9QggMj24xstjK7jrIyst98S22HPPoYku7cf8/Lskzxhqr1Gn3Gtj3n35WC0Jzift/Muv++h8OuTArxCghk+oOPE9GpywUe2ZVLkiTcPb1w9/QiKKru7wTK2ml5lOTlUpqfh81icQbQlOCZu5e3CIyeJSQkhAULFvDhhx+Sn59fY7+3tzerV69m5cqVfPPNN8THxyPLMt26dePGG29k2rRpF2DULWf48OGsXLmSOXPmqGUec3NzWbRoUa3Hh4WFsW7dOqKjxXdVQRCE8xa/FvZ9pWy7ecGs/4KmcZOKE/NT+e7kAnAuuXp9zEN0DAlQSkCurV4CslONEpAOk4mMp54GYMn114Ekweefqddbu3bt4vRp5Rw+Pj5MnuxaAeTwb6mcPpgLgLunngm3d0ejVQYSt20LW775Qj12/J330a5X30Z9JkEQBKFpLs0IxGWkR48eamAtISEBh8OBphGLomdnZ1NQUOBynvMZQ3VxcXGN7ltZ97k5xtEYlSX+BoYNZGj4UPqH9seoNzbc8QogSVLjSj7WwicomAHT5zBg+hzy01M5vm0Lx7dtoSAjHZtsxWa1Er//d+L3/47OYKDDgCF0GT6Kdr37NrgArizLyGa7EmwrsynBtlIrttxyLGklWNNKcZTZXD9LuY3wcrgGLdeg/PctQiYeO3HY+b3cysbj2Ww8ng2Am05DnzZ+DGgXwsB2t3JXjwexUczuzN3syNjBjowdpJUqQQMTdpb4eLHEx4ueFWbmlpQy6fgqjCd+heH3w/AHwE38PyVcGZbvV/5d3K6tKjfC0HsgZW8dPRQnTpxQbwR26tQJX19f1h6pynib1G5Ss40x74uF2JzZ0V6jRuF11fAmncd8qgjLaSXLRBfsgYfIVhMuEFmW2bXiB/74/iv1tahuPZl6/yN4+jXfuoRCy9Hp9fiGhOEbIta/O1darZbg4Lp//86YMYMZM2a04ogunHHjxnH8+HEeeeQRli5dWus610ajkZtvvpmXX365Rvl+QRAEoQlMubCyWnbaxFcgoHETxGVZ5q51T4BGyRjzs43gidHTnSUgE6pKQA4Jx72DX43+2e+8i7WOiew5OTls2LBBbc+aNQsPD4+q/cklbFt6Um2PvaUrXv5K+eDkIwdZ9+E76r6hc2+gx9XjGvWZBEEQhKYTgbULbPDgwaxfr5TOMplMHDt2rFHBqZ07d7q0hwwZ0uQxhIeHExUVRUqKslbZ7t27G923+jjc3Nzo169fk8fRGEtnLKVb+24NHyg0WUBEG4bN+ytD595A9ulTxP3xG/Hbt6plqmxmsxp4c/fypvPQq+g5ZiKhsR1qPZ8kSUjuOjTuOqhlCT5ZlrEXmrGmlWJxPqxpJThMrsE2XyQGoWMQOm7BQDoOfsPKZqzE2RzsSspnV1I+cApJgs6h3gxoF8nAdndwx5hHKLAn8kPCD6w9vVZdm+2wu4HD7gZeD/RnWqmJeX++Tef9/4OJL0G3WcoMMkG4TNkdMiv2p9FZSmak9rDyon876DwZqD+wtmfPHnV7wIABWOwWNp7ZCICn3pORbUY2yxhtBQXkf+GceanTEfLoI006j8hWEy4WDrudDZ9/xOGNv6iv9Ro3ibF/+yeaJpb0FgTh0hUREcE333zDggUL+O2330hOTqagoAAfHx86d+7M0KFD8fb2vtDDFARBuDzIMqx6AEzO5U86TYJ+Nze6+/u7lpBp3a+cyubNf6c8g0YjUbotTZ3Ap/U34Du5ZqCubM8eCpzlfKVq62mCUg1k+fLl2GzKPZDBgwe7rEdqqbDxy6dHcNiUSkC9x0XRrpdS6Sg7KZGf3nxZrYDQc+xEhs79S6M/kyAIgtB0l2RgTZZlTp8+zaZNm/j444/PKRB0sZkwYQIvvvii2l69enWjAmurVq1yaY8fP/68x/H5558Dyro5GTbWguEAAQAASURBVBkZhIeH19unoqKCjRs3qu1hw4bh6el5XuNoiI/Bp0XPL1SRJInQ2A6ExnZg5I23kRZ3lLhtWzixYxsVJmW9h4rSEg7+upaDv64lJKY9vcZOosvwURiMjc/4kiQJnb87On93tQymLMvYi8xYU0uxpJeqQTdHqVXtF4GGGzBwAwZyNTIbHBY2Y+ModmQZjmeWcDyzhG92KAvDR/p5MDhmNvd1uAGTfhcbUn8ivkCpi27SaFjs481iH296VpiZt/YeJu7+FOPkNyFUBHKFy9O2k7lkl5j5l+6stdUaKINSUFDAyZPKbElfX1/at2/Pb6m/UWJVMtjGRI3BXede3ykaLX/hIhxlZQD4zZuLIbZpawSYTxViSaqWrdZLZKsJrc9SXsbP7/6bpANVgesRN9zKwBnXiLKBgnCF8/LyuuzKXQqCIFx0Di2GOKXcPR4BMP0/jZ5Mm1GSy2fH3lVLQE6PvJce4WFKCch1SepxSglI1+spR3k56U8+qbaDH7gfzlRN+tu6dataySowMJCxY8eq+2RZ5rf/xVOUo0wODon2Zuis9gAU52Sz7LXnsJQr10ux/QYy7va7xfdKQRCEVnLBAmtbt27lu+++49ChQxQUFGCxWJSScXLNtZhkWcZut2OxWCgvL8dkMtV63KVo2LBhLtlin3zyCQ8++CBubm519snNzeW7775T21dddRXt2rU7r3Fcd911amBNlmU+/PBDXnrppXr7fPnllxQVFantG2+88bzG0Biyw9Hi7yHUpNFoierei6juvRj7t3+QdHAfcX9s4dTendicC+tmnz7Fhs8+ZMvXn9N52Eh6jZtIWPtOTfpSJ0kSOj93dH5nB9ssmBMKKDucg/lUobKmHBDkkLgeA9djoNRNw069g6UmE4exU/mbIq2wnGX701i2HyCANgH/ZGh0EWaP7Rwr3kKFXSm/o2axOc4wdclU5kVPpPP4V8FDlOcSLi/L96cRRBEztduUFwy+0OevDfarXFsNoH///mg0GtaergrOTY6ZXFu3c2YrKKia1anXE3TnnU06j5Ktlqy2RbaacCGU5uex7N/Pk5OUCIBWp2PS3Q/SZfioCzwyQRAEQRCEK0D+aVjzcFV7+rvgHdro7nesfhpZo0ww9rL146UJf6m9BGR7vxp9c/7zPtYzyvWIR58+BNx0Ezjvt8myzNatWwHlPsicOXNc7gfGbc/gxG6lLL6bu5YJf++BVqehvLSEpa8+i8lZWSi8Q2em3f+oqIAgCILQilo9sGaz2bjppptYsmSJ+tr5BMku9ZkYGo2Ge+65h8ceewyAxMREHnroIT744INaj3c4HNx6663q2jYA999//3mPY9y4cXTr1o1jx44B8OabbzJ58mSGD699LZv4+Hh1zAChoaFcf/315z2OhiT99Ubcr78O32nT0Ldte1H/97fb7dhsNvR6faPWzbtUaHV62vcfTPv+g7GUl3F821YObVxHVqKSwWI1V3Bk83qObF5PcHQMPcdOpOtVV+Pu6VXnOW02G2azGbPZTEVFhbpd22sA/l388e/vj2e+BsNpK7ZTJeBQfo94WRyMtcBYPLEZdZwO0LNBtrAsq4hyW1VgNjW/gtR8AzAaNEMJiziG1ncHxQ7lC2+pRsNiHy8WF2yj9/+u4vpO1zJh2GO46Qwt9JMVhNZjMttYdySTf+h+xSA5y64OuBUMdf87BeXfamVgTaPR0LdvX8qsZfyW8hsAfgY/hkQ0vTRxdflfLHTJVtM3kEVdF/PJatlqISJbTWh9uclJLHvteUrylLJD7p5ezPzXU7Tp1rLr0grCxUKWZZYtW8aSJUvYu3cvOTk5lJaWNulckiSppbIEQRAEoVEqiuDb68CsXBPQ63roNrPR3RftX8sZ8x8AyHYP/jPhBbQaiZLqJSAD3GstAVl+4AD5X34JgOTmRvgrLyOdFfyqvCc6cuRIIiMj1dfz0kv5/fsEtT36pq74BntgtZhZ8fqL5KcpE/T9wyOY9egz6N2bp2qIIAiC0DitHlibP38+ixcvVtuSJDUpOFL5h6f6Yp6XqnvvvZePPvqI5GTlhv6HH34IKMEt92p/GAsLC7n99ttZvXq1+tpVV13F3Llzaz1vUlISMTGuf9jrCmJKksRrr72mLhZuNpuZPn06ixYtqrGA+LZt27j++uspLCxUX3vppZdavAwkgC09ndz3PyD3/Q/QBgTg0bMn7j174tFLedb5N39WUUlJCVlZWQ0GfM5uW61K2UJJknB3d8fDw0N9nN2u7fXqwbjq/0bO/vdy9j673a4+bDZbo7cdDof63JhH9WPd+g4jqGNPirKzKMnPw+FwgCRxRoYzGzezavMW3L188PDxQat3Q5ZlbDab+vOy2+1N/u8jSRK+wT746r3xqTDgWaTFx+6Br2zEu8ydjmU2OgL3eAdQ1MWX3zwktqTmsy+5EEtloM3hTmZqP0jti8Y9FXf/PzH4HMCmUfYf1Gs4ePpH3ji9nGs6zWNez78R7tW0m/yCcDH4+WA6Dms5Nxp+VV6QtDCo4Yywo0ePYjKZAOjcuTPe3t6sTlytZnyOjx6PXqM/7/HZCgrI/9//lKHp9QTecUeTziOy1YQL7czhA6x86xW1RI9PcChzHn+OwMioCzwyQWgdmZmZzJkzR12X+XKpOiIIgiBcIuw2+OE2yFWWgSCoE0x5vdHd88qKeWf/q+CMhY0J+TsDo6Kx5ZZTXL0E5DUda5aANJtJf+JJcFZeCrrv3jpL20dERDByZNU61VaLnV8+PYrNmQ3XfUQEHfqH4HDYWfv+W6THK5Pijb5+zHn8BYw+vo3+TIIgCELzaNXAWnJyMgsWLFADAZWlH318fPD29iYzMxO73Y5WqyUsLAy73U5xcTFlzhnrkiQhyzKSJDF69GjuvPNOJk9unpJTF5Knpyfffvst48ePp7xcqZv84YcfsnjxYqZNm0ZYWBhnzpzh559/dpndGRgYyDfOMlnNYfr06dx33328//77gLKOzsyZM+nfvz/Dhw9Hq9Wyd+9eNU290ty5c/n73//ebOOoV7Ugkj0/n9ItWyjdskV9Td+mjRJk6+EMtnXrhuYc1vsCsFqtnDlzhsTERE6dOkVWVtZ5DVmWZcrLy9X/tpc9Y+0LrJtsdkz5Bc3+drIsU1hURCHOsqRa1C+9kizhLbvjIxvxKzcStTeIadoA/jIwAv2sXhwsKWfHqTz+TMzjQEohVjs4KqIoy4iiLGsGQb5/4O+/mUyDEvjLx86nCd/zecJiRrW5muu7Xs+Q8CFopMsnI1G4Mny7K5nZ2j8IlJzZz91ng2+bevvIssz27dvV9pAhSmbautPr1Neaqwxk/hcLkZsrW+1MZbaaEY+eIltNaD1Ht2xk/cf/weGcPBLWviOzHnkGTz9RWli4MthsNqZNm6ZmOldOqBTBNUEQBKHVrH8STm1Utj384YbF4N74INTtK1/AoVXuY7jbuvLWpNtrloAcWnsJyNwPP8KSqJQBd+/Rg8DbblP3Vd7bBNDpdMyePRtttUy2PxYnUJChTGgMjPTkqnkdkWWZzYs+4cQu5ZpMb3BnzmPP4Rca1ujPIwiCIDSfVg2sLVq0CKvVqv7xmDdvHq+++iqxzhkbs2bNYuXKlciyzK5duwh33kjLyMhg+fLlPPnkkxQXFyPLMgcOHGDYsGH4+Pi05kdoMcOHD2flypXMmTNHLfOYm5vLokWLaj0+LCyMdevWER0d3azjeO+997Db7Xz00Ufqa3v37mXv3r21Hj9r1qxmDe41pN3i7/Hes5ey3bspP3wYR7U13gCsqalYU1MpXuNc70ejwdChA+69euLRoyfuXbugCw5GGxiIxqCU9JNlmaysLE6dOsWpU6c4c+ZMkzOoDAaDy0Ov12M2m9XAWkVFxXl9/kueLCsPlGedJOHm5oaH0YiXjw9evn54eHi4/Azd3d1d2g6Hg/z8fPLy8tTnvLw8tUyky9tJMsVSOcWUk0oeR0jBXdbTblcIsTtD6Ni9IwNGteWhCZ0ps9jYk1TAn4l5/Hkqj8NpReQWjCO3YAxDPdcRFLCRPzx12CQJBzKbUzezOXUz7XzacW3na5nZYSY+bpfH7yPh8nY4tYhDqYW85Va1LhpD72mwX2JiojrRIDIykrZt21JkLuKPdKUsSohHCP1D+5/3+Gpkq4m11YRLjCzL7Fj6Pdt/+J/6Wmz/QUz7v0dEiR7hivLVV1+xb98+l0mVkZGR9OzZk4CAAPT6889wFgRBEIQ67f4cdi5QtjV6uO4bCKg9Y6w2C/du5mTFeiQJZIeet0a/iF6npeSPNLXUvDbAHd9JNUtAmnbuIu+zz5SGXq+UgNQpt2DPnnQ9btw4goOrJgAm7M7k2LYMAHRuGibe0QOdm5ZdP/3IgV+UClYarZbpDz1OaGyHRn8eQRAEoXm1amCteqZTv379+P77713K2I0ZM0YNrK1bt47bnLM5wsPDufvuu5k6dSrjxo0jMTGRwsJC7rvvPlasWNGaH6FFjRs3juPHj/PII4+wdOnSWoMwRqORm2++mZdffpmAgIBmH4MkSXz44YdMnz6dxx9/nAMHDtR6XPv27Xn88ce5/fbbm30M9dGHhhJ0151w153Isow1JYXyQ4epOHyY8sOHqTh2DLn6z83hwJyQgDkhgaIfl6ovl7u7kx3dlqzINmQE+FOhq/ufQnhICO1iY/Hy8lICPWcFzyrbbnp97WVNtVokZ1lHh8PhEmg7+1FRUaFuV87mrT6rt7bts1/TarVotVp0Ot05bWu1WjQaDRqNxmW7sQ9JkurcdtisnNi5nUMbf1FLFlRnAfKBYr0bITHt8ezQieAOnQiPbotvaFiNn2ubNq6ZNbIsU1ZWViPYVrldWZYToEKyclyXxnHS8Ig/SrtjwXQOb0+ncb0Z0SmIkZ2UL7QlFVb2JBWwZE8Ka49Mwcc0knsNX2P3P8iP3l5kO/+fSSpO4vXdr/P+/veZEjOF67tcT5eALnX+/yQIF9q3u84wTrOPjpo05YW2QyGyX4P9qmerDRs2DEmS2HBmAzaHstbNxJiJzZK96ZqtNg99WNNmYJpPnJ2tFnTeYxOEhthtNn795AOObtmgvtZn4lRG33onGo1YTF64slSuqS3LMnq9nk8++YRbbrnlAo9KEARBuCIk/gZrHq5qT3sb2l3V6O4ZRSW8s/9lJL1yv2V0yM2MjO2MNbec4l+S1ONqKwFpy80l7V/z1RKQwffcjXunTur+tWvXuhw/aNAgdbsg08Rv38Sr7VF/6Yx/mCfHtm7i928Xqa9PuOv/iOlz/pMaBUEQhKZr1cBaQkLVopv3339/jZvlAwcOVLe3bNmiBtYqRUdH893/s3fW4VEd+x9+z0o27q6EBHd3dykOpaXQFql7S3tv3X63vbctLaWOVbDitBR39+CaQNzdNyvn98cJmwQCJCEECPM+T57smTMzZ87mZHdmPl9ZvJguXbpgMBj4+++/OXHiBC1atLizA69BfH19WbBgAT/99BM7duwgOjqajIwMHB0dadCgAZ06dcLBofxQe9dSp06dKodaGThwIAMHDiQiIoKDBw+SkJCAwWDAw8ODNm3a0KJFiyrlxqtOJEnCKjAQq8BAnIYOAUA2GtGHhysi28lTFJw+TV54OLm2tuQ4OpDq5k6StxdZzs437Nc2Lw+vxCS8ExPxSkpCV1R0XR1j8U9exQerCGxqteX31dfWxT+uajWoVUhqDZJGg9rVFY2nB1pPTzRlfrzQeHqgsrKq7Ft299BoaNKjD0169CEtNppT2zYRfeYkqdGRyMWTTQCjoYj4i+eIv3jOUmZt74B3SD28Q+vjHVIfn9D62Do5l+lekiTs7Oyws7MjMDCwzDlZlsnNzSUqKoqzZ89y8eJFS9L7AqmIc5o4zqXEYbPoACHWfjRr14J6PZvjYK2lV0NPejX05FxCNjO3XOI/Z56lY/JZfkyfQ5R9CkscHThko3gfFBgLWHFpBSsuraClR0vGNxxP/6D+aNXCGltw75BdaOCv47Es1ywrKez80nX17OzsMBqNaIoF5MTERCIiIgBwdnamUaNGAKy/UrIoHBw8+LbHZ0xPv8Zbreq51bI2R1mOHfsKbzXBnUefn8/fX39G1MkwS1mPxybTZujIuz5nEgjuBlcN9CRJ4u233xaimkAgEAhqhtRwWDoJ5OJIRJ1egNaTKtxclmWeXP05slaJ1mErB/P1wBeQzTIZtwgBKZtMxL/5JqaUVKVO505l8kWfOXOGkydPWq5ja2uLqtgQ26A3seGX0xj0yrgbdPCmYScfIk+GsfGnmZY+uo6fRJMefSrxhggEAoHgTlCjwlpqaqrlddeu11uKNG3a1PL6yJEj5fbRtm1bRo4cabGAXL58ea0S1q5ib2/P0KFD7/YwCAkJISQk5G4P45aYzWaysrIUT6WsLFJtbUmrF0qaqwtZLZrftK3GYMAzOVkR0hKTcMjJodq3v2QZjEbkYkGnOjJLqJ2drxHcPNB4eqILDsa6USPUNxEP7yZu/oH0nKTk5DPoC0mOvEJi+EUSIy6SGH6RzKSEMvULc3OIPHGMyBPHLGUuPr74NWxS/NMYZy+fG25aSpKEg4MDTZs2pWnTpuj1ei5dusTpU6cJv3QJo1mZtBZIRZzWX+H0nivY7llPg4BQWvRsR2BwII18HPlpYhvOxmczc6sXD50J5cXsVfyUt5ZoK4kljg78bW9HXvGE+HjKcY6nHOeLw1/wcIOHGdtgLO42wltGcPdZExZHT+N+GlkVh0j0bQ0Nrs+L9sYbb5Q53r9/v+V1p06dUKlUpOSncCjxEAABDgE0cWty2+NLn1893moFp9MwxChhlTVettg0Ff9/gjtLTloqqz7/kJToSADUWi2Dnn+dBp0qbhktENQ2MjMzLa+FqCYQCASCGqEgAxaNg8LitCH1B0K/jyvVxTe7dhErr0WSAFnFzL7/QaPWVCgEZOpPP5G3T1k7qT3c8f3f/xSjaiAnJ4e1a9da6o4cOdKynynLMjsXXSA9XjHfdvW1o8ejDUi6EsFfX/3HkrO3Rb/BtB8xtlL3IxAIBII7Q40Ka6XDsV3Nn1YaBwcHfH19iY+Pt3iVaMoJ0Tdp0iSLsHaj3F+C2klERAR5eXmWsH+lfyqaF02SJHx9fS2ioZ+XF3J2Nqb0dIxpaSW/09Ixpiu/TdnZN+rsmuNrzsuA2YxsMinCmtkMJiOyyYxsMoKp+JzJVKaOXFSEXE7OsNKYMjMxZWaiL+UJWhqtry/WTRqja9QI68aNsW7cGK2nZ4Xeo5pCq7PGr0Ej/Bo0spQV5GSTGHHJIrYlhF+kILtsLr2MhHgyEuI5vX0zAHbOLhaRza9hEzyC6tww5JZOpysjsl24cIFT+8O4nBCFCcXyLB89YTFnCPvjDPZWtrRq3Yp2nTvQ2NeRnye25Ux8PWZuCeChc534XP6Fd9Iu80p6Jmvt7Vjk5MxlrSKwpRWm8cOJH5h9ajaDggfxaKNHq0V8EAiqgizLLD5whVmlvdV6v3v959g1ZGVlcerUKQCsra1p1aoVAJuiNiEXmwkMCh502x45irfaIuA2vdVMcpnwLE6DgoW3muCOEnH0EFtmf0duRjoA1g6OjHjjXfwaNr7LIxMI7i5ubm4kJCgGU35+fnd5NAKBQCCo9ZgMiqdauhJpA8/GMHoOVCIc94WkLOac/y8qa2VvoL/fo3T0b1qhEJB5Bw6Q+t33yoFKhd+XX6FxVwz8ZFnmr7/+suRXa9y4Mc2blxiBn90Tz4WDiQBodWoGPtWU/CzFcMtQqLQJbdeR3pOfFpEQBAKB4B6hRoU1Jycn0tOVTYfyBDOA4OBg4uPjMZlMhIeH07Dh9bmKmjQp2Zg+f/78nRms4J5kzZo1ODo6Vri+tbU1bm5uuLm54e7ujoeHB0FBQdja2l5b8Z4TnUy5eRiTk4t/kjAmJ2NITsaYnFKqPBm5nFCVAIb4eAzx8eRsLsnzonZ3x7pxsdDWqDHWTRqj9fO7pyZmNg6OBLdsY4kXLssyOakpJIRfJCH8AgkXz5MYcQmzyWhpk5eZwcUDe7h4YA8AVjY2+NZvhF/DJvg3bIJXaD20VrrrrqXT6WjevDnNmzensLCQM7uPc/rYCaLyEzFLimCQW5TP7gN72XtwH40aNKJjl040CQjgl0ltOR1Xj2+3tMb/4h+8rlnKwzm5jMvJ5Yi1jjkeIRzQ5GPGjMFs4K+Iv/gr4i9aebZiQqMJ9Ansg0ZVox/BggecY9GZNEzZQIhVsVdoYGcI6X3LdocOHcJcHLK1Xbt2WBWHoV13ZZ2lzqA613u9VZbq8lbLO5KIMVVZfFoFO2LdwOW2xyYQlEdOeirbf/2FSwdL8g86eXkz6l8f4eorRASBICQkxCKsJScnC3FNIBAIBHcOWVZyql3ZpRzbusMjS0BXsVQqAEVGM1NXfY3KJgYAe5Ufn/V+VQkBuezmISCNKSnEvTFdGQfg8eIL2HUoyZ129OhRLl26pLS3s2PIkCGWfZiU6Bx2/3nJUrfXxIZY25lY/P4H5GVmAOBbvxGDX5oucvYKBALBPUSN7uq6urpahLW0tDQ8yxEygoOD2bt3L6CIZuUJa76+voCy4X61P8GDi0qlwtXVFXd3d4uIdlVIs7W1vadEo8qgtrdDbR+Mru714QWuIssy5qwsi+BmSIhHf+EihefOUXjunGWT+iqm1FTydu0mb9duS5nK0RHrRo2w7dAe55Ej0ZbjTXo3kSQJRw9PHD08LSG1DEV6ksIvEXv+DHEXzhJ/4SxFxZZfAEUFBWXCR6o1GrxC6tOsVz8adeuJWnN93jNra2va9OtIm34dyYlK5+TGQ5yPDSdWSkOWZMyyzJnzZzlz/iy+3r507NyRxo0b88vjHTgd15CP1w9kUNT/6Kk+QbtCPe1izhKhtmNhwx5sNEaTXaR4PYYlhxGWHIa3nTfjG4xndL3ROFs73/k3UvDAs+TAZV7RrCgpuIm32pdffonRaEStVltyEqrVakti7dicWE6mKLkB6rnUI9Ql9LbGdp232tNPVakfc5GJ7C3RlmOnQcH37XeA4N7FbDZxfOM69v75e5nvnqDmrRj8wuvX5QEVCB5UxowZw549itHTxo0bmTx58l0ekUAgEAhqLQd/hqPzlddqKxi/CFyCKtXFRxt2kaH7SwlEJEt80/v/sFJbkbM7jqKoUiEgB5Xdo5FNJuLemI6pOP2NXZcuuD39tOV8eno6GzdutBwPHz6cH3/8UVlvqTR4Z3fGZFREu2Y9/anT3Jlln7xDRnwsAC6+/ox4871yjYUFAoFAcPeoUWEtNDSU8PBwQElm3b9//+vq1K1b1/L61KlTjBgx4ro6+lIh8vKvEQ4EtZvOnTvj6emJlZWVRUBzcnJCrX4wrXYkSULt7KzkU6tfv8w52WymKCqKwrNnKTx7Fv25cxSeOYspq2xYRXN2NvkHD5J/8CCps77DrltXnMeMwaFXLyTt9QLUvYDWSod/46b4N1byMprNJlKiIok7f5a482eIO3/GYtkFYDIaiS8W4PYuXUDrwcNp3mcgums9F4txCHKly1MD6ZCpJ37zeY6dCuO8FEehpISzjU+MZ+XKlWzauJG27drRtm1b/jt1KKdiuvLLmp8YnfIdblIOIaY83j+zjsm2wezt/DCLU48QkaWEpUjMS+SbY9/w04mfGFJ3CBMaTaCeS707/M4JHlQy84uwPr2IQHUKAKbgnqjrdLlh/bw8Jba/LJdkhGzevDkODorF54bIDZbywcGDb3t8ZbzVxo1D6+VVpX5y98ZhzlG8eK2buKELrLiHs0BQEZKuRLD5l+9IulxiVWzj6ESvSVNp2LWnEHIFglJMmjSJ//znP6SkpPDpp58yZsyYSkWeENwd5uy+zDvjfNGqVXd7KAKBQFAxLm2Bjf8uOR72HQR2qFQXey+lsDJ6Jho7Zc3fP2AUHfzaYEjMI6tUCEjXMfVQWZXdf0r9/gfyDx4EQOPpie8X/0Mqzr9uNptZtWqVJTVO69atqV+/vmW9hawnO7UQAM86jnQaEcw/M/9LwkUlOpedswuj//0RNg7i+1MgEAjuNWpUWOvRowcbNiibcfPnzy9XWGvUqCTX0o4dO3jvvfeuqxMWFmZ5bW9vfwdGKrhX6dixI/7+/nd7GPcFkkqFLjgYXXAwTkOGAMomuTE+XvFoO3uWwjNnKTx3DmNyMsUVLB5tajc3nEYMx3nMGHTBN/aauxdQqdR4BYfgFRxC60EPIcsyWUmJikfb+bPEnT9NRkI8ALnpaexaMI+DK/+kRb9BtB48HDvn8kPFaZx1BI5tgV//hnTdHsXJo8c5LUWTrspV+srLY8eOHezatYumTZvSoUMHnnrhX5y+NI7Dy/9F/8JNqCQZ//wrPLzlC4aEDOVU5/+wMHoju2J3ISNTaCpkxaUVrLi0gg4+HXis0WN08+uGWoR4EFQjqw9f5lnVSsuxus/13623olOnTpbX66+st7weWGfgbY2tunKrmfIM5OxQrDqRwGlAndsal0BQmqLCAvYtXcixdX8hy2ZLebM+A+j26BPY2Fc8zJBA8KDg7OzM/PnzGTp0KFFRUQwZMoSlS5eWm2tbcO8wZ/cVwtJUfDWuJaGeYq0tEAjucZLPw/In4er8rNvr0OLhSnWRmV/ES//MRuOiOALYq935uPt0zIVG0hacg2JvMvvOvujqOpdpm7dvH6k//qgcqFT4zfgKjaur5fy+ffuIiVFCS7q4uDBgwIByx6Cz09B/amO2/fojEUcOAEqKi1H//ggnz6oZHQoEAoHgzlKjwtqgQYP4978VK5KlS5fSrFkz3n777TJ1roaZkmWZXbt2ceLECVq0aFGmzsyZMwHFWycwMLAGRi4Q1A4kSULr54fWzw+Hvn0t5Ya4ODLXrCFr+QoM8YoAZUpLI33uPNLnzsO2bVucx47BoX9/VDY2d2v4FUaSJJy9fXD29qFpT+U+4y+e4/BfKwg/rExS9fl5HFqznKP/rKZxjz60HTrqhjlx1E463EfUp0fvIFrtiCHi0HnOSNFEqpKRJcUK7eTJk5w8eRJ/f386duxIj9cWsmjtWpqe+ISWKsVLzT5iLe0it9Cxx5vEDHuFRZeWszp8NXkGxVrtYMJBDiYcJNgpmBdavkDfoL6oJGEtLLg9ZFkmd99sfCUldHJenX7Y+betVB/16tWzhG+OyIzgYsZFAJq7N8ff4faMHdLnzasWb7Wc7THIehMAdm290XqW75EqEFSWiKMH2Tr3J3LSUixlbv6B9J32PP4Nm9ykpUAgGDRoEAsWLODJJ59k3759hISEMHLkSLp160ZAQAD29vaV9vTs3r37HRqt4ConYrMY8u1upg9owJNdglGrhDeuQCC4B8lLg8UPg14J00jDodDr3Up1Icsyb6zcjd5xFVc/6f7b4yNsNbak/3nOkrtZ62OH06A6ZdoakpOJm/5mSV61l1/Gtm3JOisxMZFt27ZZjkeOHIlOVxzOUQZKfbT2e7IJp7Ys5/T2TQCo1BqGvfYOnnVKonoJBAKB4N5CkkvHeaoBBgwYwObNm5WLSxKNGjXiueee47nnnrPUadOmDcePH0eWZfz8/Jg9ezY9e/YkNTWVTz/9lF9++cXS/umnn+aHH36oyVsQ1DCxsbEEBAQAEBMTIzzW7iCy2Uze/v1kLltOztatUByu4CoqBwecHhqK89ixWJfyLr2fSIuL4cjfqzi7axtmk7HkhCRRr10n2g0bjU+9Bjftw5RdRM6uWJIOXuaMHMMFdRx6yVimjoODA+3atUPrFcKuFT8wVf8bblKO5bzRORjNkC/IDerEmog1LDy3kJicmDJ9NHJtxIutXqSrX1cRXkxQZQ5diCF4URc8pOIwsE/vBp/mN23z4YcfIkmSJRTk448/TnCx5+p3Yd/x88mfAXir3Vs81vixKo/NmJ5OeJ++yAUFSFZWhGzeVCVhzZhRSOKXR8Akg0aFz/S2qJ1EDgLB7ZGTlsq2+T8Tfni/pUyjtaLj6PG0fWhkufk6BYKqUNvnuklJSYwbN47du5Ucv7czp5EkyZL7U1B9lH4GO72zlHhjiXFKmyAX/jemOSEewntNIBDcQxiL4PfhEL1POfZuDpM3gJVdpbpZdiSG9/a/hdbxFAC9/Qcys88X5OyOI+ufywBI1mq8XmyFxq3EyFg2Gol+cjL5hw8DYNe9GwE//WQJAanX65k7dy7JxdGBunTpQr9+/QDIzy7iixmfKcKaDANbT0SrPc32X5W9TiSJoS+/SYNO3ar01ggEAoGgLHdqvVXjwtqJEyfo1q0beXl5lg27Jk2acOrUKUudhQsXMnHiRMum3rWLr6vtJEniwIEDtGvXruZuQFDj1PbNhnsVY3o6WWv+InP5cooiIq47b92kCc5jx+A4ZAhqh/svBFZuehrH1v/Fic3rKSoom6vRv3FT2g0bTXDLtjfd/DHlFJGzM5asg7FcMsdzRh1LRnGYyKtotVqaNGvOiWwdgefnMEm9CbVU6mO3wWAY8B/MLkHsjt3N3NNzCUsOK9NHa8/WvNT6Jdp4tbn9Gxc8cKz57k2GpypCWJzvAPyeWnrLNqWFNR8fH5566inL8dBVQ4nOiUYlqdgyZgseth5VHlvyl1+SNmcuAC6PPYb3u+9UqZ/0pRfIP6YsWh16+F+XUFwgqAxms4njG/9hz5I/MBQWWMqDmreiz5RncfH2vYujE9RGavNc99ChQ/Tr14/c3LLzo6ouQSVJwmQyVcfQBKUo/QxejIhk4elcft0XaTlvpVHxWr/6TO0ajEbkXhMIBHcbWYY1L8DxBcqxvRdM2w5O5UeguRGRqXkMmfMjKp/fALDTOLF+9N/YJqpI+eUUmJXvKrdJjbFp7FambfLMmaT9+BMAGm9vgletROOipJgwm838+eefXLhwAQAvLy+mTZuGRqPBbJb5a2YYJ7L+tghrY/t0Z/13X1n67j35GVoNGFrpt0UgEAgE5VNrhDWAjRs3Mn78eLKyspAkiaFDh7JmzZoydQYOHMimTZvKWMxDWQvHSZMmMX/+/Bobt+DuUJs3G+4HZFmmIOw4mcuXk71+PXJBQZnzKltbXB57DNcnn7BMJO8n9Pl5nNi8nmPr/yIvI73MOfeAINoNG02Dzt1Ra24cOdeUU0TO7lhy98cTb0rnjDqGaFUK8jWanJtfHcIS8njK+DsdVect5bJah9T1FejyCrLWhj1xe5gVNotz6efKtO/i14UXW71IEzcRekxQMdLSUlF92wIXKRcTKkzP7MXKu/Et25UW1kaPHk2zZs0AOJFygsfWKR5qHbw7MGfAnCqPrbq81QyJeSTNPAYySDYafKa3RWUrPIkEVSPpcjibZ39P0uVLljJbJ2d6Pj6Nhp27C+9hwR2hts5109PTady4scVa/9p1XVUQwtqdobxn8NCVdN5cfoLItBIDtBb+TnwxtgX1ve4/ozqBQFCL2PstbC7OGa2xhifXgV/ljFANJjOjftrKZd0HqLRKZJnPu33OQM9+JH0bhjm7CCjfaC93z15ipk1TBD61mqA/fse2dWvL+U2bNrFvn+JJp9PpmDp1Kh4eijHigTURHF0fRar37mJhTcbxYhjm4u+2jqPH02Vc1SOCCAQCgeB67tR6q0ZzrF1lwIABXLhwgffff5/ly5dbwkuVZtmyZYwfP57169cDJYLa1cXY6NGj+fnnn2tu0ALBA4okSdi2boVt61Z4vf1vsv9ZR+by5RQWe5ma8/NJ++UX0hcswHXCo7g++WSZZL33OjpbO9oPH0PrwcM5t3s7h/9eSUZ8LACpMVGs/34GR9auYuBzr94wvrnawQrnwXVx6O6P/e44/Pa7kVWUyxl1DBfUCRglZZKcFhdJIPCXzXiW56XxmnoBvlIGkkkPO/8LxxcjDfwP3RoOpYtfFzZHbea7sO+IzI4EYG/cXvbG7aVfUD9eaPkCdZ1FvHXBzbn89xe0kxQvgbNuA2hWAVHt6gboVRo3Lmmz6tIqy+shdYfc1tjS5s61CPW3k1sta0OkkqMAcOwZIEQ1QaWQZZnkyMuEHz5AxJEDpERdKXO+eZ+BdHv0CaztRQg0gaCyzJ8/n+TkZIugptFoGDhwIB06dMDT0xOtVnxe34vo9XoA2ge7sv7l7ny16QJz915BlpXca0O/3cNLfUJ5ukcIWuG9JhAIaprTK2Dz+yXHI36stKgGMGvrJS4almBlr4hqnX26MihoEGnzTltENV1dJxz71ynTzpCURPz06Za8ap6vvlJGVAsLC7OIapIkMW7cOIuoFnkqlaPro64by1VRrXmfgXQeO6HS9yIQCASCu8Nd8VgrjclkIj093fJFcy1//fUXCxYs4MKFC8iyTOPGjXnssccYOlS4RT8o1FYr3vudwvPnyVi8hKyVK5FL5WKTbGxweeQR3KZMRuPmdpMe7k1ks5nwowc5vGY5CZcuWMpVajUdRj5Mh5Hjbuq9BmDKVUJE5u6PR28s4rw6njOaGPIlfZl6BbIWT3M8T6lW4CCV8gSs1x8e+hYcfTCajay9vJYfjv9AQl5CyXgkFQ/VfYhnWz6Ln33lQl4IHgzMeenkf9EEe/IxyioSJ+3BP+TW3o5r1qwhLCzMshH64YcfApBvyKf3st7kGfKw1diyfdx2bLW2N+/sBhjT0gjv2++2vdX0l7NI+eUkAGonK7zfaIukVVdpTIIHB5PRSOzZ04QfOUDE0YPkpKZcV8fNP5B+017Ar+GtxWiB4HaprXPdzp07c+DAAQACAwPZsGEDDRs2vMujEpRH6Wfw/fffZ8KECdSvX99y/mhUBm8uP0FESp6lrKmfI1+MaUEjH8caH69AIHhAObMalk8Gudhzuee/oee/Kt3N4ch0HvljATaBswGwVtvw14g12O7Vk7NdyXuuctDi9VJr1A5Wlnay0UjUE09QcOQoAPY9euD/4w+WvGqRkZH8/vvvmM1mAIYMGWJJXZOdVsDS/zuMPl/JE5rqvQskCWQZ+3NHqNe+M0NffQuVSqxlBAKBoLqpVaEgBYLKUFs3G2oLhsRE0mbPIXPZMuSiIku5ZG2Ny/jxisB2A+H8XkaWZeLOnWHr/J9IjY60lHvWCWHgc6/gEXTrHE7GTD05W6PJO5KIWTZzWZXMKU00aaqcsvVkiWA5klGqLbiQrRTauMDQb6DJCACKTEUsv7icX07+QlphmqWtRqVhbP2xPNX8Kdxt3G/3tgW1iJilbxJwVvHs3mY3iN7Tl9yyTU5ODt988w0mk+k6YW1N+Bre3fsuAKPrjebDzh9WeWxJX3xB+tx5QNVzq8myTMqPJyiKVv6fXMbUw66td5XHJKjd6PPziTxxlPDDB7hy/Aj6vLxy63mH1KNR15606D8YtUZ40whqhto61/X39yc+Ph5Jkli6dCmjR4++20MS3IDSz+Crr76Ko6MjTZs2ZdCgQdjZ2QFQaDDxzZZL/LIr4mraITQqied7hfJ8r1CsNMJ7TSAQ3EHO/Q3LngCzIkzR+nF4aKYiTlWC7EIDA7/ZSpbb56islHX12x3eZgQDSPv1jFJJBR5Tm6Or61SmbfKMr0n75RcAND4+BK9cYUmHkZaWxpw5cygojsjRvn17Bg8eDIDJYGblV8dIjlTW+v4NtBzP2moR1hpJekb9+yM0VlYIBAKBoPoRwprggaW2bjbUNgxJSaTNmUvmn3+WFdh0OlzGP4zrlCloPT3v4girhtFg4MCKJRxaswy52PJMpdbQcfTDtB8+9pbeawCGlHyyN0VRcCoVGZkEVSan1dFEq1PL1JNlmVAi6SXtx58kpbD5eBj8P7BWJvX5hnwWnV/EvNPzyCkqEeis1dZMbDyRac2nYaOxqaa7F9y35Caj/6oZOrkQvaxh3+BN9Opw6xApW7duZffu3UBJCOYPPvgAgMfXP86x5GMA/DHoD1p6tqzS0K73VtuM1qvynw0FZ1JJ+0PJQ6jxtMXrldZIKpH/SlBCbnoaEUcPEn74ADFnTmIyGq+ro1JrCGzanJC2HQlp2x4HV2GgIKh5autc18bGBr1ejyRJpKen4+TkdOtGgrtCecIagJ2dHcOHDy/jvXYiJpPpy09wMSnXUtbQ24Evx7agqZ/4GwsEgjvA+XWwdGKJqNbyMRg2C1SVF/RfWRLGuri56Nx3Kl15tGJux59ImXUCuUDp32lQMA49yn4X5+7eTcy0p5QDjUbJq9aqFQAFBQXMnTuX1FRlfR8SEsKjjz6KWq14n+1acpFTO5R0E/YuMmb9cqIdvSzC2r/enI7O1q7S9yIQCASCiiGENcEDS23dbKitGJKTSZ87l4wlfyLrS0IfSjodzuPG4TZ1apU20e82iRGX2PDD16TFRlvKPINDGPjcq3gE1qlQH0WxOWRtjER/KROATCmP0+oYLmkSMGEuU7cuUXTnIHWIA6cAJXZ8cDfL+eyibH49/SsLzi2gwFgSRjLAIYAPOn1AB58OVb9ZwX1P3l/TsTumWFMuUQ1m9DsLb5kHpaioiBkzZlBYWIhKpeLll1+2bIJGZkXy0OqHAKjrVJfVw1dbhLfKUsZbbeJEvN95u9J9yCaZpG+OYkxRnn23SY2xaXz/hZ4VVC8mo5GES+eJOhlG5IljJEZcKreeztaO4FZtCW3XkTot2qCzrVpIU4Gguqitc93g4GCioqKQJInc3FxsbIThz71K6Wfwn5UrOXXxosXrAqBt27b0798fq2JvCr3RxHfbwvlhRwSmYvc1tUrimR51ealPPXQaEcpMIBBUExc3wpIJYC5OP9HiERj+PVQhZOKa43G8uvofbOt8jySZ0ai0rBi8DLtF2RjiFGMB68ZuuE1sVGatY0hM5MqIkZgyMwHwfPNN3CY/CSjpbRYuXMjly5cB8PDwYMqUKVhbWwNw6XASm+YqnnAqtQk7u/WkRF0EwMnLm0c+/gI7Z5fKvy8CgUAgqDBCWBM8sNTWzYbajjElhbS588hYsgS5sNBSLllZ4Tx2LG7TpqL1vr/Ctinea4s5tGZ5Ge+1TqPH0274mAp5rwEURmSSvSGSohjF46yQIs6p4ziri6PAXDYPWyBxdOcgIUQjdXoe+rwPGp3lfFpBGnNOzeHPC39iMJfkuhsZOpLX276Ok05YDj9wZMVh/KYlGrmIAtmKX9uu5tmHutyy2aFDh1i3bh0AzZs3Z9SoUZZzM4/NZM6pOQC83uZ1nmj6RJWGVl3eanmHEslYqYgmVkGOeDzTvMpCn+D+RZZlMhLiiDwRRtSpMGLOnMJQWFBuXQc3D0LadiC0bUf8GzcRYR4F9xS1da47YMAANm/ejCRJhIWF0bx587s9JMENKP0M7mjZkpDXXmOnSsWlSyUGCq6urowaNarM83k6Lovpy09yLiHbUlbP056vH24pvNcEAsHtE74FFj8CpuKIOM3GwsifqySqxaTnM3jmDky+36C2VnKXv9DyBcZd7k3ewUQA1G7WeL3QCpVNybpeNhiIevwJCo4pkTvse/fG//vvLGHz//nnH44cOQKAra0tU6dOxdXVFYD0hDyWfX4Eo96ELJtwdN5OSqSSH9rWyZlHPv4CZ2+fqr03AoFAIKgwtUpYk2WZlStXsnTpUo4ePUpKSgq5ubm3blgOkiRhLCe0j6D2UFs3Gx4UjKmppM2bT8bixcilLF/RaLDr0hmnoQ/h0Kc3qvvIY6A6vNdkWabwbBpZG6MwJucDYMLMJXUCR6yiKZTzy9T3IYnuHKSBhzWq0b+Ad9My5y9nXeajfR9ZQvUBuFm78e8O/6Z/UH8hOjxAmP9+FdVRxSPsZ+NQhrw+G3+Xm/9/mc1mZs2aRUZGBgDPPPMM3sXCt9FspP/y/qQUpKCRNGweu7nK+fyS/vcF6fNuz1vNXGQi6csjmLKVBbbHM83R1RGbdw8KBTnZRJ8+YRHTclJTbljXIyiYkLYdCW3bAc/gEPE5KLhnqa1z3fnz5zNlyhQkSeK1117jiy++uNtDEtyA0s/gtroheGu1WDVuRNLEiWw/exaDQTHekiSJ7t270717d0uIsyKjmR93RPDd9ksYTMrWgpVGxSfDm/Bwu8C7c0MCgeD+J2I7LHoYTMWGp01GwajZoK6YMWtpjCYz437ez+m81eg8NwBQz6Uev/p+R/byCKWSRoXncy2w8rUv0zbps89I/+13ALS+vgSvXIHa2RmAgwcPsn79egDUajWTJk0iKCgIgILcIlZ9eYyMxHxkWcbObjfpcYoAZ2Vjw7gPPscrOKTS9yIQCASCylNrhLXExERGjRrFwYMHAWVz+XaQJAmTyVQdQxPco9TWzYYHDWNaGunz55O+aDFyflnRSLKxwaFPH5weGopd585I2nvfk8BoMLB/+SIOr1mBLJfyXhvzCO2Hj0GlrpgVnWyWyQ9LJntzFKZMZdFgxsxFq2R2cBmNqqz3hQepdJeO0aTPOFSdXyxjrWeWzSy/uJwZR2eQZ8izlPcM6Mk7Hd7B2+7+8hAUVIGMSMzftkElG8mVrfl3wAJmTe13y2Znz55l6dKlANStW5dJkyZZzu2K3cXzW58HoHdAb2b2nlmloRnT0gjv0xe5sBBJpyNk06Yqeatl74ghe0MkANaNXHF/vEmVxiO4PzAZDcRfOEfkyTCiTh4n6Uo43GDuaOvkTFCzlgQ1b0VQs5bYu4rwoIL7g9o6183Pz6dJkyZER0djY2PDrl27aN269d0elqAcyhPWriKPGsWeAH/ik5IsZb6+vowaNQp39xJDm/OJ2byx7ASn40q81x5uG8BHw5tgrRWhIQUCQSW4vBMWjQNjceSbxsNh9LwqiWoAMzZd4Ls9e7ENnoWkMqKSVCxu9ztOi3KRDcpa3mVMPezall0vZ639h/g33gBA0moJWrgAm2Lv60uXLrFo0SLLnuaIESNo2bIlAIV5BtZ8E0ZqjOJAoFHvJzd1PwBqjYZR//6YwKbCi1sgEAhqilohrBmNRjp27MixYhfqq5bDtzMEIazVfko//FuWHyI4pA7WdhpUGhVqtQqVRir5fW2ZWkJSlW+hbjaZMRrMmIxmTIbi16WPi3+bDGbMZhmNVoVGp0ZrpUarU6OxUqGxvFajusF1BGUxZmSQ/vvvZK1ajTEx8brzahcXHAcNwnHoUGxatbznPQwSwy+y4cdvynivedUNZeCzr+BeQe81ANloJu9gAtlbozHnK164MjKbVYmc0kTipCorRrqSQVe3DJo/8iEa97plziXlJfF/B/+P7THbLWV2Wjtebf0qYxuMRSVVPsmz4D5h9XNwfCEAM40jafLof+nb2OumTWRZZs6cOcTFxQHw2GOPsXDhQsv5jO4ZbI3eCsCs3rPoGdCzSkMr4602aSLeb1fBWy3fQML/DiMXmkACr1dao/USib5rE8aiIhIjLhJ79jSx588Qd+EsRr2+3LpqrRb/Rk0tYppHYB2kKiSxFwjuNrVVWAPYtWsXffv2xWg04uHhwYwZM5gwYcLdHpbgGko/gxfXrkX9y2z0Fy6UVHB0JHLCBA5lZljW7hqNhgEDBtC2bVvLfF1vNPHp2nP8cSDK0rSpnyM/TmhDgOv9E51CIBDcRSL3wMKxYChe/zYcCmN/BXXVjG/3R6Tx6Lwd2AZ9h0qXCsDkek/yyL7uGFMVI1bbtl64jqlfpl3hhYtEjh9vibrj/dFHuDw8DoDk5GTmzp2LvniO2rVrV/r27QtAUYGRNTOPkxypGBmoOE5+xjalU0nioVfeon7Hrnz00UeWa33wwQdVujeBQCAQVIxaIazNmzePqVOnlhHU/Pz8aNasGa6urmir6KUyf/786hym4B6j9MP/yYQluNh7VKq9SiVZRDckLGJZdT/5ao0KjU6F1kptEdy0OjVOHjY4e9vi4mWLi7cdju7WqNRi4082myk4epSsv9eSvXEj5qys6+po/f1xHDoEp6FD0YWG3oVRVgxjUZHivfbXSov3mlqjoePoR2g3bHSFc68BmHKKyPw7goKTqZayfMzMUyWSq4nC/RqBzYkcujQPodVD08p8hsqyzJboLfzn4H9ILSjpq5VnKz7s9CF1ncuKcYJaQOol5O/bI8lmsmRbxup+Zv2/HkJ9C9E/OjqaecWCl6enJ88++ywff/wxoIi7a4LXYJSNuNu4s3nMZjSqKoRfycggvHcfJbeaTkfI5k1oPSvvrZa57gq5u2IBsG3jhevY+rdoIbjXMRQWEn/pPLHnThN77jQJly5gMhhuWN8jKFjxSGveCr+GjdFa6W5YV3B7yLKMQW+iqMCIvsCIsciMi5ctVjZVsxYX3JjaLKwBbNy4kXHjxpGTk4MkSQQGBtKjRw/q1auHh4cHOp2uUoZUpb2qBdXDtc+gn7c3GYuXkPLtt5hzciz1clq1Yn/rVmTklURGCA0NZfjw4Tg4OFjKVoXF8u+Vpygs9gRxstHyzfiW9GpQ+e9+gUDwABG1HxaMhqvRV+oPgnG/g8aqSt1l5BUxcOYushzmoHU8A0AD5wb8kP0hRWeUEPhaHzs8n2uBVMqz1pSdzZUxYzFEK8azTqNH4fPpp0iSRF5eHrNnzyYzMxOAhg0bMm7cOFQqFQa9ib9nHSchXNnbUKkukJ/2j6XfvlOfo0W/wQBCWBMIBIIapFYIawMHDmTTpk0AaLVafvnlFx5//PGaurzgPuV2hbV7DZVaUsS2YqFN+W2Ls5ct1nb3fgjEO4G5qIi83bvJWruW3G3bkcvxTtA1aoTT0KE4DhmM1vveDGmYEH6BDT98Q3pcjKXMI7AO/Z9+Ce/QygkABWfTyFwdbskjBXAaAz+rkmlsHYHWXHbj2V5tpEv3nrTr0hNNKSEvS5/FjKMzWHlppaVMq9LyVPOnmNJ0CtoqWv4J7kGWT4bTKwD4n2Ecul5v8nLferdstmTJEs6fPw+UhDC5utCTkVlRR+lzctPJvNrm1SoNLeX770md9R0ALhMm4P3eu5Xuw5ipJ/HLw2CUQSPh/UY7NM5CVLnf0OfnE3/hLDHFQlpSxCXMN4k8YO/qRmDTFtRp3orAZi2xc3apwdHWLmSzTFp8LinRuejzDegLjBQVGCnKN1pel/1tQjaXXSZIErj52+Mb6oxPqDM+oU7YOYn/w9ultgpr6nLCYl9det5ORAIRraT6udEzaExNJfmrGWStWmWpa1SrOTtiOOdKGXTZ2NgwbNgwGjVqZCk7n5jNM38cJTJNMQqTJHixdz1e7lPvlkY/AoHgASTmEPwxEoqU8InU6w8PLwBN1eYZsizz9B9H2Z64FGsvJQ+avdaBpZ6/IG1RRDXJWo3Xi63QuNmUtDObiX3ueXJ37ADAukkTghYtRKXTYTQa+e2334iJUdb73t7eTJ48GSsrK4xFJtZ+f5K4C8WevebD6LP3WPrtNOYROo8t8dgWwppAIBDUHLVCWPP29iY5ORlJknj//ffFl4egQpR++LeuOIyjtTtFBUZMJjNmo1zub5PBjNkkYzKW/X01pKNao1J+F/9oNCWv1Zrry1QqCWORGUORCaPepPwuMmPQmzAWKT8Gfcl5Y5EJQ5H5ug2pW2HjoFXENm9b3HztcPe3x83PHp3tgyN+mHJzydm8hey1a8nbvx/M5uvqWDdpgn2PHtj37IF106b3VOgvY1ER+5Yv4kgp7zVJUtF68DC6jHsMrbV1hfsyFxrJ2hBJ3oEES5kBmT8o4rhtMsNtTnAlz6ZMGzdHWwY+NJJ69coKKocSDvHR/o+IzikJWRnqHMqHnT+khUeLqtyq4F4i8TT81AWANNmBnoZv2fzWYLydbv68paam8t13iuDl4ODAyy+/jEajKVdY+3vE39RxqlPpoZkLCwnv1RtTRgao1YRs3IiVv1+l+0lfdpH8o0p+F/vufjgPFl6X9zomo5GMhDhSoq6QdDmc2HOnSb5y2fLZWB5OXt74N2yKf+OmBDRuiqOH1z0fEvheRZZlMpPyiT2fQdyFDOIuZlKYd2NvwKri6G6NT6hzsdjmhLOXrfibVZLaKqypVCokSUKW5Zs+ExVZjpbuRwhr1c+tnsH8sDCSPvmUwrNnLWWJwXU43Lkz+aX+Hi1btmTgwIFYF893swsNvLH0BJvOluRn61Hfg28ebomLXdU8UAQCQS0k9gj8PgKKij1kQ/rA+EWgrfja+Vr+OBDFh5vWYBM4B0lSvmfmNPoOv9VqKN6ncZvUGJvGZXPyljYIVDs7E7xiOVo/P2RZZvXq1Zw4cQIAe3t7nnrqKRwdHTEZzKz76RTRZ9KQ5SJMhRsxFl6y9Nmi32D6THm2zHehENYEAoGg5rhT660ajeVy1VUaEJ5qgipRv733fbPZIMsyhkITmcn5ZCTmk5l09XcemUkFmIzXbywW5BgoyMkk/lJmmXIHV2vc/O1xL/5x87fHyd3mhvnj7mfU9vY4jxyB88gRGFNSyF6/nqy/11J46pSlTuGZMxSeOUPqDz+gdnPDvnt37Hv0wK5rF9T29ndx9KCxsqL7o0/QoGNXNv40k5SoK8iymaP/rCb88H76TXuRoOYtK9SXylqDy4hQbFt4kLHiEsbUArRITEbHlXxfvjV48Hq7aKKP7+asOQiQSMvOZ+HChdSrV4+BAwfi5qYsFNr7tGfFsBX8dOInfj3zKybZRHhmOBPXTWRCowm82uZVrNRig+O+Zcdnlpc/GIfRqWHgLUU1gAMHDlhed+jQoYy3Y2lae7aukqgGkLVqlSKqAY4DB1ZJVDMk5ZF/TNmUk6zVOPYMqNJYBHeOgpxsUqKukBIVWfz7CmmxUZiMxpu2c/X1x7+RIqT5N2qKg5t7DY24dpKdWkDsBUVIi72QQX5W0a0blUKlkrCy1aCz0WBlo0FX6rUkQVJkDmnxuVBKB8lOLSQ7NZELB5S8qdZ2WnxCnfAJUYQ2j0AHJRy34IHkqmh2u7acNWgLKjBfL1zatmpFnWVLyVy2jOSvv8GclYX3lUj6x8VzrFdPol0Ub+Ljx48TGRnJ8OHDCQ4OxtFay88T2/DTzst8sfE8Zhl2Xkxh6Kw9/PRYG5r5O9XwzQkEgnuOuGPwx6gSUa1uTxi/8LZEtQuJOXy6fj/WgYstotqL9Z8jYIs1ZrMyN3Lo4X+dqJa7cyep332vHKhU+H71JVo/Ze2yZ88ei6im0Wh45JFHFFHNZGbjnNNEn0nDbMrAmP83ZmNxKgZJouv4SbQfPkYYHQkEAkEtpEY91vz8/EhISECSJAoLC6ucU03wYFEbrXjNZpnc9EIyEvPJSMyziG4ZSfkUZFdsE0yrU+PmZ4e7v4NFdHPzs0eruz7sTm2gKDKSrLX/kLN1K/pz58qvpNFg26ZNsTdbT6yC69zVCazJaOTI2lXsX76oTM6gJj360mPSFGzsHW7SuiyywUz2tmhydsZaLOzMyKySDLQY5kb9U5+xPt6RGEpEC5VKRadOnejevTs6XUkIjfPp53l/7/ucSy95H5u7N+frXl/jaStyX9x3xB2D2b0ASJKd6a7/hl8md6VH/ZuHzc3Ly+Prr7/GaDRiZWXFq6++io2N4gF5rcfaJ10+YUToiEoPTTaZiBg4CENxuJTglSuwbty40v2k/naGwnPpADgOrCOEtbuI2WQiIyGelKjLpESXiGi56WkVau8RWAe/Roo3ml/DJiK0422Sl6kvI6TlpBXesK7OVoNvPWd86zlj56S7TkCzstGg0apu+b2pzzeQeDmbhPBM4sMzSY7MKddY6CoarYrglh60HVwHVx+7Kt9rbaY2znUBdu7ceUf67dGjxx3p90GmzDP4WXv8J3wHAe3KrWvMyCDl62/IXLYMZBkZiKxTh7AO7TGU+vxo3bo1/fr1s8wt9oWn8uLiMNLylLWOlVrFx8ObML594J29OYFAcO8Sfxx+HwaFxfnW63SDR5eClW2Vuyw0mHjoux3EWX+N2jYKgG5eXfkg4ikMMUqYSV1dJ9ynNENSl3xmFUVHc2XMWMzZ2QB4vPYa7k9NA+Ds2bMsXbrUUnfs2LE0adIEs1lmy7wzXDqSjMkQiSHvH5CVtBY6WzsGv/QGdVuV/1kqPNYEAoGg5qgVoSC7d+/Onj17kCSJ6Oho/Pwqb7UuePCorZsNN0KfbyAjMZ/U2FxSY3NJi80hNS4Po74CYW8kZeNMZ6tFV8rSXGerwap0WfEGmrWd1rKhZm2rRa29PyzKDUlJ5O7cSe6OneTt349cUFBuPW1goCKy9eiBbft2qKzujkdWenwcm3+ZRey505YyWydnej/5NPU7dq2U+FcUn0va8ouY4kuSxidiJrmjB4Oc1nB652o20ZUcSkQ7e3t7+vbtS/PmzVEVh800mo0sPLeQWWGz0JuUyb+HjQdf9/pahIa831gwGsK3APCu4Ul2Og1j5xu9UN3Co3XHjh3sKM4d0LFjRwYOHGg59+FHHyIhISOzPnQ928dtx1Zb+QVu9oYNxL2i5GWz69yZwHlzK92HPjKLlJ9OAqBytML7jbaorGqnAcG9hizLZCUnkRB+gcRLF0iIuEjKlcsYDbc2AJEkFS4+vngEBSs/dYLxqdewUgYFgvIpyC3i5LZYIo4lk5GYf8N6Gp0a31Bn/Bu44N/QBTd/+1t+LlQFk8FMcnQOCeGZJERkkRCeiT6/HE9FCeq19aLdkDq4eAuBrTQP2lxXcO9R5hl81R5/RxW0egz6fQK2ruW2KTh1isRPPqXwpPIdnWtnx6HOnUhxK/EAsbe3Z8iQIZbcawlZBTy38Bhh0ZmWOuPa+vPx8KZYa8V3u0DwQBF7BBaOgQIlsgVBXWDCMrC6vTnCe6tPs/TKLKxc9wHgbePDH8avMJ7MBEDtZIXnC61QO5TsDZgLCoh85FH0xXmnHfr1xe/bb5Ekifj4eObPn4+h2FC2V69e9OjRA9kss+33c5zbn4BJfwRjwR6uuvS7+gUw/I13cfW98Z6nENYEAoGg5qgVwtq3337LK6+8giRJzJ49m8mTJ9fUpQX3MWKzAWSzTFZqAWnFYpsiuOWSk35jy/SqoLFSYW2nxdpei7WdFp3t1deKCGf5uXreThHk7mZISrNeT/6hw8VC2w4MsbHl1pNsbbHv0R3HAQOw794dlW3VreCqgmw2c2rbJnYumEdRQclGaEjbDvSZ/Gylwp/JJpmsPbFkbIhEW+oTPNLHmk4D8jD99TS78+uyjzaYSkX89fPzY/DgwWWMGs6lnePl7S+TkKfkcdOqtLzX8T1G1ht5G3crqDGu7IbfhgIQK7vTW/8VrwxsynM9Q2/azGAw8PXXX5Ofn48kSbz00ku4uJR4DpUW1uR+Mh91/ugmvZWPLMtEjnvYEsY1YO4c7Lt0qXQfKT+eoChaCQ3jMqoedu29Kz0WQcUozM0lMfwCCeEXSYy4SMKlCxTkZN+ync7WrkRAK/5xCwhEa1W1ZPOC8snPLuL45mhO7Yor19hGrVHhHeJkEdI8ghxQq2veYEY2y6Qn5pEQnkVCRCbRp9PL5nYTAtt11Na5bmRkJAcOHGDIkCE4OAhR/V6m9DN4/sUh1HfZjSQBTgEwZv4Nvddks5mslStJ/moGpowMZCA8NJSTLVtgLBVeulGjRgwePBgHBweKjGb+75+z/LY/ynK+ia8jP05oQ6Bbzc7PBQLBXUCW4eh8WP8WmIqNtQI6wmMrQHd7aR02nknk+TVzsfFbAoBG0rLU7RdsdiuGuJJWhcczLbDyK7mOLMvEv/kW2X//DYBVcDB1li1FbW9PVlYWs2fPJjdX8XRr1qwZo0aNAmDnoguc3hWFIW8TZsMFS38hbTsw6PnX0d1iv0EIawKBQFBz1AphLTMzk4YNG5KSkkJQUBDHjx/H0dGxpi4vuE+prZsN1YE+30BaXInYlh6fR0FOEfoCI0X5Rmriv9vKRgkt5VffGb/6d84iviLIskzR5cvk7lBEtvxjx6CcBPeStTX23bvjMKA/9j16oravuY293PQ0ts77kfDDJbmtrGxs6D7hSZr3GYikqvgmqCE1n+NzTuKTWbJhmW6vodHjfmi3PEt61Ck20Z3zlBVZWrZsSZ8+fSybXOmF6by24zWOJh211Hm04aO80e4NtCoRsveexVAIP3WBtHAAphueYjW92PevPng43FzQ2LVrF9u2bQOgadOmjBkzpsz50sLaiGdH0NKzZaWHl3fwENHF+VR1jRoRvHJFpUOz5h1LImPpRQA0HjZ4vdKmTMgWQdUxGQ2kRF4h4aqQFn6RjIS4W7Zz9vLBs05dPIKCcQ8KxjMoGAd3D5E34g6Sl6knbFM0Z3bHYTSUhFyUVBJedRzxb+iCXwMXvOs6orkHPT6KCo2c3hlH2OZoCnOFwFYetXWu+8EHH/Dpp59iZWVF7969eeqppxg+fPjdHpagHEo/g4eeXU6wazwu6hmopXRQaaDvh9DpBbjBZ70pM5OUb2eRsWQJmM3k29pwpE1bEvx8LXV0Oh39+/endevWSJLE6rA4/r3yFAUGZa7uaK1hxriW9G3sdcfvVyAQ3CUMBfDPG3B8QUlZUBd49E/Q3Z4BRkJWAQN/WIrJeyaSSplvfO33fzTc6mLJDes6oRG2zcoatKb/sYCk//s/QDHGDV76J7rQUPR6PfPmzSMpScnzHBAQwKRJk9BoNOxZdonjm89gyPsL2ZRi6avTmEfoNPqRCq3phbAmEAgENUetENYA1q9fz9ChinV9586dWbp0KT4+PjU5BMF9Rm3dbLjTyLKModCEvsCIPt+IPt+APt9IUenjYgGusPi4MNegvM41YDZX7aPhag4Xv/ou+NZ3xt3P/q55tJmys8nbu9citJmysq6rI+l02HXrqniy9eyJugYsqmVZ5tKhfWyd+yP5WZmWcr+GTej/9Iu4+lb8GZdlmQ2LT1P3ZAZ2KO9zoVbC/4lGWEd+D7u/IoJANtCTFEpC81hZWdGjRw86dOiARqPBYDbwv0P/Y8mFJZY67b3b82WPL3GxFjmQ7km2fgy7vwLgmDmUMUUfMqi5H98/2vqmzbKzs5k1axYGgwFJknjmmWfw8irZxIrMiuTXb361CGsfvP9BlUST6KeeIm/XbgB8v/wSp6FDKtXeXGgk8asjmHOUhbH75KZY1xfPYlWQzWYyEhNIjFAEtMSIiyRHXi6T+7E8rO0d8Amtj3dog+Lf9bFxEAZRNUVOeiFhG6M4uzehTA4ztUZF466+tOofiIOr9V0cYeW4kcAmSVCvnRdtBz+4Alttneu2b9+eI0eOACBJEjNnzuSFF164y6MSlMe1wpqPoyeSqgBH1SLs1OtQSXqoPxBG/HjD0JAAhefOkfrDD+Rs3oIMxAQGcKx1a/TWJZ9VderU4aGHHsLNzY0LiTk8s+AoV1JLQpxP6hTE24MbidCQAkFtIzMa/nwMEk6UlHV4Fvp/AurbM+Y0mWUenr2dc9InqHSpADzpMYGHD3RDLlLmUI79gnDsUzanY/7Ro0Q9/gQYlRDWft98g+PAAZhMJhYvXkx4uGLA6OLiwtSpU7G1teXA6sscXrsbQ95akJUIQlprGwa98Br12nWq8JiFsCYQCAQ1R60R1gAWL17Mk08+icFgQKfTMXLkSLp160ZAQAD29vaV3sDr3r37HRqp4F6gtm423MtcFeUK8wxlfvR5RuV1roHCfAOFOQaSo3PKWqBfg0Voa+CieLT52t0VoU02GMg7dIicjZvI2bwZU0bGdXUkrRa7Ll1wGDAAh969UDs53dExFebmsnPBXE5v32wpU2u1dBrzKO2GjUKlqviGwspN4fhsiyUApY1JArcRodi7noGV0zAVZHKYFmynE3pKvJnc3NwYOHAg9erVA2DFxRV8evBTjObixYW9HzN7zaSBa4PquGVBdZF4Cn7pCWYjRjQM0v+HS7I/i6Z1oHPIzcOKrly5kpPF+VDatWvHkCFlBa+Zx2aS8XfJ/8eHH3xY6eEVXrjIlWKvBK2vLyGbNiKVCglVETLXXSZ3l+JBZd3YDfdJjSs9jgeV3Ix0i4CWGHGJxIiL6PPybtpGrdHgWScE73r18QltgHdofZy9fIQn2l0gO7WAoxujOL8vAbOpZJqu0apo0t2PVv0DsXO6f8NsCoHtemrrXNfT05O0tDRkWUaSJK5cuUJgYOCtGwpqnNLP4OHpa/BWlRiyqMjCXrMae/VaVE5uMHY+BLS/aX/6iAjS5swl6++/0atUHG/VksjgYMt5jVpNz1696NSpE3kGM9OXnWDjmSTL+Xqe9swc34rGvsKYQyCoFURsg+VToCBdOdbawrBZ0GzMzdtVkFlbL/L92ffROp4BoJVdSz4PfwFzphJq0qaFB67jG5SZ1xqSk7kyejSmFEWIc50yGa/p05FlmXXr1nH48GEArK2tmTp1Ku7u7hxae5n9y1diLNjJVTc4Z28fhr/xLu4BQZUasxDWBAKBoOaoVcJaUlIS48aNY/duxZL9djZtJEnCaCwnQbqg1lBbNxtqC7Iskx6fR9zFTOIuZhB/MbNsLpVrsLbT4lvfGf8GLgS38MDepeY3B2WjkfwjR8nZtJHsTZsxpaZeX0mrxa5TRxwHDMBx4EBUdnduky/q1HE2z/6OrKRES5l/46YMev51HN09KtzPn7svo/0nival8qrZdfTBubsOadUUiDlIHjZsozNHaQaUfPa2bduWAQMGoNVqOZ58nFe2v0JaYRoANhobPunyCQPqDLj9mxXcPmYTzOkD8WEAzDSO4mvjGOq627H19R43/U6NiYlh7ty5gLJIfOmll7AtFf/faDbSf3l/UgpS0EgaNo/djLtNxfP/XSX+rX+RtWYNAF5vv43rpImVam9Izifpm2NglkEj4f1qGzRuNpUex4OAPj+fpMuXSAi/SFLEJRIiLpKbVs5n2jW4+PhaPNF8QhvgUScYtUaEfr2bZCbnc3RDFBcOJCKX8hrX6NQ06+FHy76B2Dpa3cURVi9CYCuhts51nZycyM3NtQhreXl5WFvfP16WDxKln8HIC5dxCCsi/3iyJXwagEQu9uq/cLD6B1Xf16HTi3CLcGeGhATSf/2VjKXLSHBy5EjbtuTZl+Q28nRyYsTDD+Pj48PCg9F8+s9ZCotD3lqpVbw5sAGTuwTftTDzAoHgNpFl2DMDtn0KcrH3vUswjF8IXk2q5RJHozJ4dNlnWHmsB8BR5cSSrBlIsXoAtP72eD7dHKmUF6xcVETUE09ScOwYALYdOhA4dw6SRsOBAwfYsGEDACqViokTJxIcHMzhdeHsWfwL5qKzln7qtGzDkBenY21/e7nhBAKBQHBnqTXC2qFDh+jXr58l+edVqjoMSZIwlZNDSVB7qK2bDbUV2SyTFp9nEdniLmWgz7ux+O1d15G6rTwJaeWBo3vNb5zLJhMFx46RvXETOZs2YUxOvq6O2tkZ1ymTcX300TsmsBn0hexbtoija1cjFy86rO3s6ff0i9Tv0KXC/SzaH0X8mkuML+WVZlXXCbfxoagPfAb7vgUgHk/WqwcSYyoJD+nh4cGYMWPw8vIiKS+JV7a/wum005bz05pN44VWL6CSKp4HTnAH2P89bHwbgESrILpnf0wRWt4d0oip3eresJnZbGbu3LnExSleYIMGDaJDhw5l6uyK3cXzW58HoHdAb2b2nlnp4RkSEgjv1x+MRtROToRu34bqFsm7SyPLMqnzTqO/lAmAQ+8AnPrXqfQ47ndkWUafn0deRjq56enkZqSRm55Gbka6UpaRRm56OjnpqdwqoaadswveoQ3wDqmHd2h9vOvWExsA9xAZiXkcWR/JpUNJZf6UWms1zXv506JPADb2tUdQuxaLwLYpuoxhjiRB/fbetB8WjGMtF9Zr61y3X79+bNu2zSKsHThwgHbt2t3tYQnKofQzuOvULro17YYhKY/s7TEUnEi5RmDLx169Fvv6WajHfA12bjfotQRjRgYZCxaSvHgxJwIDuVS/HnKxKCfJMm2Dguj32GNEZ+p5afFxziZkW9p2q+fOV2Nb4OkoRFmB4L6iMBtWPwvn15aU1R8II38GG+dquURWgYH+P84jz/V7JEkGGZZK3+NwThHjVY5WeL3QErVjWWPexE//j4wFSp43jbc3wSuWo3Fz4/z58yxZUpIaYcSIEbRs2ZJDf59kz+KZyKYSz9p2w8fQdfzESkWZEQgEAsHdoVYIa+np6TRu3Jjk4o1rSZKqLKhdRQhrtZ/autnwoKAIbbnEXSj2aLuUiT6/fKHNI9CBkNYehLTyxNmr4hvx1YVsNlNw/AQ5GzeSvWkTxoSEMufVrq64TZmCy6OPoLK5M5t8sedOs27WV+SklSRBbtZnAL0mTUNbQSvvxYei2bXyPNOxxqrYK03tosP98SZos3bBqmegMBMZOCa1ZL3UG2Oxd4RGo2HAgAG0bduWInMRH+//mL8i/rL03d2/O593+xwHqzufi05QDhmR8EMnMOQjIzFa/wHH5Pq42lmxc3pPHKxv7HF0/PhxVq9eDSgi6jPPPINaXXYh+Mr2V9gavRWAWb1n0TOgZ6WHmPT5f0n/9VcA3J97Fo+XXqpU+4LTqaQtOAeA2lmH12ttUFnd3wtWWZYx6AvR5+ehz8tDn59PUX6ecpyvHOdnZZYVzTLSMer1lb6WlY0NXnUVAc0nRMmLZu/qJkI63oPkpBeyf1UEl44kldm01tlqaN47gOa9/LG2e3C8CG8ksKk0Es17BdBmYFCtfT9q61x337599OzZ07JW69u3L+vWrbvuu0dw9yn9DDb6uhGPdXqM51s+j5POCUNqATnbY8gPS1Y8yYuRKMTOZhcO4wajblSxvELmvDwyli3j4vIVHAgNIcvZ2XLOXq9nQOvW1Bsxkq82XWT27iuWcy62Wv47ujn9m3hXzw0LBII7S/J5+HMCpIUXF0jQ89/QffotPV0riizLPLVoK/sK30OlUQz3/2f1Ls1O+CpX1KrweLo5Vv5l161Zf/1F/JtvFdfRErRwATbNmxMfH8/8+fMxFOcg7t69O71792bv8gMcWP41yEpYdZVay6AXXqVhZ5GSRiAQCO4XaoWw9tVXXzF9+nSLoKbVahk4cCAdOnTA09MTrbZqi+XHH3+8mkcquJeorZsNDypms0xabC5XTqQQEZZCenz5eX9cfe0Iaa14srn62tX4prAsyxSePEn6goVkr11bxiNE7eaG27SpuIwfj+oOhDQqzM1l8+zvuHhgj6XMxdefIS9Nxys4pEJ9/Hk4mj9WnOVTbHCn2CLYSoXruAbY+OfDsicg7igAKbiy3OphkopK7qVRo0Y89NBD2NjYsODcAr468hUmWdkYq+NYh297f0uwU/B11xXcQWQZFoxSchQAW+yHMTV1PADvDW3MlK43/nvo9XpmzZpl8RafOHEiISFln6W0gjT6LuuLUTbibuPO5jGb0agqlxfNlJ1NeM9emPPzkXQ6QrdtReN2a0t2yy0aTCTOOIopQxGUXCc0wrZZ5UNR1gSyLFOQnUVWchKZyYlkJSWSlZxEQU42+vzcUuJZPvr8PGSzudrHYOPohJOHJ14h9fEJrY93SH1cff2QqmnDQnBnMBpMHN8cw9ENkRiLSp4LnZ2Gln0DadbTH51N5f73ahNXBbZjm6LKeLzrbDW0GViHZr380GhrlzBTm+e669ev5/HHHyc1NRVJkujTpw+ff/45rVu3vttDE5Si9DPYYEYDtK5anHROvNbmNUaGjlTSL6QXkrMzhrzDCWAuPS8vwq5OBg7jhqBxrZjhmVxURPpff7N7/TpO+vpiLiW2BuXkMnjMaC651+O1pcdJzikxMnm0QyDvDWmMzX1ucCMQ1GrOrILVz4OheJ1v7QSj50K9ftV6mcWHLvPJ0RdR20YD8IhqNJPO9rEYK7k+2hDb5mXTKhSeP0/k+EeQCwsB8P74I1zGjSMrK4s5c+aQk5MDQNOmTRk9ejQ7F+3m6N/fgqzU19m5Mu79D/Gsc+MoIQKBQCC496gVwlrnzp05cOAAAIGBgWzYsIGGDRvW1OUF9ym1ebNBoITAighL4XJYCinROeXWcfaypW4rD0JaeeAR6FDjIpv+8mVSv/+B7HXrygpsHu64T5uG88MPo9JVb644WZY5s2ML2+b/jEGvTORVag3dHn2cNoOHV2jjfOnhGL5ccYr/YEtDSjYgHPsG4tDdG2nbh3DgBwAMqNms7sshU+OSeo6OjB49mqCgIA4kHOCNnW+Qpc8CwF5rz3+7/5fu/sJSr8Y4sQRWPQ2A3taHNumfkIstfs42bHujBzrNjTeZtmzZwp49ilDboEEDHnnkkevq/HbmN7488iUAoyNHIxV7O1YmmXbqL7NJmTEDAOfxD+Pz4YcVbguQvSWK7C3K4lgX6oz7lKZ31dPKoC8kOyWZzKREspIV4SyrlIh29X+zutHZ2mHn4oq9iyv2rm7Yu7hi5+KGvasr9sW/7ZxdRE60+wxZlok8lcaepRfJTi15dqzttLTqH0jTHn5YWT+4gtq16PMNHNsYzYltMZgMJQKkvauOjsPqUr+9N1ItybtUW+e6ly9fBiA5OZl3332Xbdu2WT7T3d3d6dixI35+fri6umJlVfFwp++///4dGe+DTOlnsMXMFpicSiLCtPVqy/ud3rcYVBmz9ORuvkDu0VSQS30PSSbsWrnh0LceGteKGZ7JJhNRa9eybs8ekkuFW1cbjbQyGmk7aQrvH8li09mS8Gt1Pez4dnwrmvo53c4tCwSC6sZkhC0fwP7vSsq8msHDf4Br9RpkRqTkMmzRG6ic9wLQ1NyUL668AMUGSw59AnHqF1SmjTEtjcjxj2CIiQHAacxofD/9FL1ez7x580hKUj5nAgICmDRpEjv/2MGJjT8AigebvVsgEz/7D7ZOztVyDx999JHldWXWWwKBQCCoPLVCWPP39yc+Ph5Jkli6dCmjR4+uqUsL7mNq62aD4HqyUgq4HJZCRFgySVeyy63j6G5N814BNO7qi1ZXs9aq+kuXSPnhB3LWbyhTrvH0xO2pp3AeO6baBbb0+DjWzfqCpMvhlrKg5q0Y9Pxr2Dm73LL90iMxvLf8JG9hQ39KNj9smrrhMrYBqqgt8NeLkKssJM5TlzXqoRSYlPdWkiR69OhB9+7dicuL46VtLxGeqYxFQuKdDu/wcMOHq/OWBeWRmwLft4OCDAA+cfyAuckNAPhqbAtGt7nx52J6ejrff/89JpMJtVrNc889h9s1XmSyLDNyzUgisiKAqglrZr2e8L59MaWkgiQRsmE9VkFBt25YjDG9kMQZR8FoBpWE18ut0HrdmZyG5SHLMqnRkVw+dpjIk8fIiI8jLzOjyv2p1Bp0trbo7OzQ2dqhs7XFysauzLHO1g4rW1usbe2xdnBQRDRn1wqHfRXcP2Qm5bN76UWiz6RbyiSVRNMefrQfGlxrQxxWBznphRxae4Xz+xPKhMx0D7Cn88hQAhq73r3BVRO1da6rUqmuM44ovfSsquGESANQ/ZR+Bo9dOMbixMWsv7Lecl6r0jKt+TSmNJ2ClVoRQU2Z+eQsXk1elAcypb63JLDv7Itj/zqoKjhXN5vNHFy8mB1nz6IvFcXGPieH7q6uRHYazgfbYykwKH97rVpi+oAGTO1aF1UtEdgFgvua3BRY/iRE7i4paz4ehn4NVtWb4kFvNDFg9jek2f4KgLPRmYXJn6PKUkQ1m2buuD7SsIzxjTEtjajHH6coXFnrWDdtStDCBcgaDUuWLOHSpUsAuLi4MGXKFHYv2MHZ7bMB5TPHySuUSf/9D1Y21XcvQlgTCASCmqNWCGs2Njbo9XokSSI9PR0nJ2FlJrg1tXWzQXBzcjMKuXw8hYhjKcSHZ5bZTAOwttfSorc/TXvUfA6awgsXSf3+e3I2bSpTrvHywv2Zp3EaPRpVJSyvb4XJaGDPkj848vdKS5mNoxMDn32Fuq3b3bL98qOxTF92gkew4hl0qIoFE623HW6TGqOxzod/XlPCdgBZ2LNSNYwos5elj6CgIEaNGoXWVsu7e99lc9Rmy7mXW7/M1GZTq+t2BeWxYiqcWgZAgv9gOoU/BkADLwfWvdwN9U02lf7880/OnVNylnXp0oV+/a4Pw3Ii5QSPrVP6bO3ZmrqHSsKbVHShl7FsGYnvKV4EDgMG4D/zmwq1u0raH2cpOJMGgH1XP5yH3vkQK0aDgdgzJ4k4dojLxw6TnZJcoXZqjQZHDy+cPL1w8vTGycvb8trO2QWdnR0arZXIayagqNDIkXWRnNgag9lU8kXmV9+Zbg/Xx83P/i6O7v4iNTaX/asiiC7+nLhKQCMXOo0KxSPg/s39WVvnuleFNVmWq+Xz8Go/Qlirfko/g5v/XEifsY+wP34/Hx/4mLjcOEu9uk51+aDTB7T2KgnlaTqzndzl68kt6INMyaaz2tkK5xH1sGlYcfG7ICeHDXPncjIjA7nUM+OXmESbBk34hCaEJeVbyruEuvHV2JZ4OwmDFIHgrhF3DJZMgJx45VilgYGfQ7upUM1zYVmWmfbnag4UfIKkMqCR1SzI+BKnJMW4Vetnj8fTzcvkZzamphL1xBMWUU3j40OdhQvQ+vqybt06Dh06BIC1tTVTpkzhwKKdXNz3O6AIdW7+TZjw2cdorarXgFYIawKBQFBz1AphLTg4mKioKCRJIjc3FxubisVgFzzY1NbNBkHFyc8uKhbZkok9X9aDRGutpml3P1r0CcDOqXonu7ei8Px5RWDbvKVMucbHB/enn8Z51EikahTYok4eZ/0PM8jLKPF4aDXwIbpPeBLNLa6z4mgsbyw/QQdZw4fYYF8srqnsNLhNaISurjOcWg7/vA6FmZiR2E17dtAJubiujY0Nw4cPp36D+sw8NpN5p+dZ+p/cdDKvtH5FCAl3gosbYdE4AGRrZ8aoZ3I0TRGT5z7elj6NvG7Y9PLly/z+++8A2Nvb8+KLL6Irx6vyw30fsuLSCgA+7vwxJxedtJyryEJPNpu5PGQoRVeuAFBn2VJsmjWr4A1C4aUMUueeBkBlr8X7jbao7lBIvPzsLC4fO8zlo4eIPBmGobCg3Hp2zi6lRDNFOHMuPrZ3cRV5zAQ3RZZlLh5KYt/KcPKziizl9i46Oo8OJbSNp/i8rCKx59PZtzKibPhoCRq096b9sGAc3e6v9YUsy5w8dIGWHRsBtWuuq7oDn5NCWLszlF5vvTu0N50HDKbP1OcwaeCnEz/x25nfLLl2AcbWH8srbV7B0cpRKchJxLz0eXIue5JjGg2UzDVsWnjgPLQuaoeKz4njr1zh7wULSCj1t1YbjTSJiyMnpBMf5fpgLs4h7Gyr5fNRzRjY1Oc23gGBQFAlzq+DFVPAUCx423vDuN8hsMMdudz769ezMuF9JHUhyPB59r9oER8IgMpBi+cLrdCU2hMoT1QL+u1XrAIDOXjwIOvXK565KpWKxx57jBPL93P56BKuWvV61W3NI5+8d0fCrwthTSAQCGqOWiGsDRgwgM2bNyNJEmFhYTRv3rymLi24jxHCmqA0aXG5HN0QRfiRpNLpzlBrVDTq7EOr/oE4utfsplrh2bOkfPc9udu2lSnX1auH39cz0IWGVtu18rOz2PjTTC4fPWQpcw+sw5CXpuMecPOweyuPxfL6shMEyCr+iw0BV/OuqSRcx9XHtqUnZCcooSHDFY+0KHxZIT1Etlxigdy+fXv69evHb+d/Y+axmZbysfXH8k6Hd1CrREL5akOfA993hOxYAA42/4SHD4UA0K6OC0uf7nTDzXmTycTPP/9McrLihTV8+HBatWp1Xb18Qz69l/Umz5CHrcaW7eO288V/vrCcr8hCL2frVmKffwEA2/btCfr9twrfomw0kzTzGMYUReByGVsfuzY3FgsriyzLpMVEEXH0EBHHDpFw6UKZXIlXUak1BDRpRt3W7Qlp0x4nz+obg+DBIiU6h91/XiQhIstSptJItOoXSJuBdWo8jHFtRDbLXDqaxIHVl8lJK8lXp9aoaNbLnzYDg+7p8JrGIhPJUdlEnkoj4lgyUZExvLdwPFC75rpRUVF3pN+gSoQZFlSMa4U1Z1sbXHz9GfTcq/jUa8CF9At8uO9DTqedtrRxt3HnX+3/Rf+g/spcxGyCnf/DuON3MgzPoTe3tNSVbDQ4Dw7Gtq1XhY0KZFkmbPduNm/dSkGpNna5ubRITGaha2d22gZYyke19uPDYU1wtL53//cFglrFwZ9h/VtYQssEdoKxv4HDnZlDf79vGz+ef0sR1YDJuY8yNqarclIj4fFUc3SBjpb65Ypqv/+GVUAAFy9eZPHixZbwxMOGDSN83TFiTq22tPdr2JlxH7yF6g6tbYWwJhAIBDVHrRDW5s+fz5QpU5Akiddee40vvvji1o0EDzxCWBOUR1ZKPmGbojm3PwGzsVS+DpVEvXaetB4QhJtvzYbYKjh9htTvviN3x46S8Vhb4/3euziNGlVt3gmyLHNi0zp2/jEXo0HxhNBoregxcQot+g++6XVWhcXy+tIT2MnwIbZ0oNgrSALnYSHYd/JVRIdjv8HGd6Aol3x0/E0/zlHP0o+npydjx45le/p2Pj3wKXLxgmpw8GA+7fopWpXY1KgW1r0Jh34GwFSnB13iXiIxRw/A8mc60bbOjcMrHT58mH/++QcAX19fpk6dWq73wJrwNby7910ARtUbxUedP6r0Qi/ykUcpCAsDIODnn7Dv0aOCNwg5u2LJWqd4ulkFOuDxTIsyORGqSlZyEkfXrSbiyCGyU5LKrWPj4Ehwq7aEtGlPUPPW6GyrNweE4MGiMNfAgb8uc2Z3XJnwxXWau9N1bChOHuL5qm5MBjOndsZyZF0k+nyjpVySwNXXDq86jnjWccQr2AlXX7u7loupILeIhPAsEiOySIjIJDkqp0xo0IzclFoprAnuH0qvtz4aPRg7dfH/iiTRou9Auo5/HK2tDUsuLOHbY9+SbywJx9jDvwfvdHgHH/tij7GofcjLp5GfWZ8sw1TMlGx06+o64TyqHtpKGMEVFhayddUqjpw/XyY8pG9cHG4ZBr726kGsg6dS5mTNF2Nb0CXUvapvhUAguBVmE2x6Fw78UFLWbCwM/x40dyaCzNKTe/n4yCsWUa2/fhCvXnnIMt9yHd9AMRItxpiaStTjT1AUcb2olpCQwLx58zAYDAB07dqVlF3nib9Qkke9TsvejHrrlTsaoUIIawKBQFBz1AphLT8/nyZNmhAdHY2NjQ27du2idevWt24oeKARwprgZuRl6jm+NYYzu+Iw6MuGBgpu4U7rgUF4B9dsPseCkydJeOdd9MVJkAEchw7F+8MPUNtXn9iXGh3JP99+QWpMiUV4aLuO9H/mZWzsb5xrZnVYHK8tPY4kw6tYM4KS0DyOfQNx6BOoiHMZkbD6OYjaiwwcpRkb6IWx2NNNo9EwbNgwYuxjeGfPO5YQQT38e/Bljy+x1oh8F7dFzCGY2x+QQWPDorZ/8vaOXAD6NvJkzuM3zq+Xn5/PrFmzKChQvMCmTJli+Ry9lsfXP86x5GMA/DHoD1p6tqzUQi//2DGiHp0AKF6awX+tqbCIbMouIvGrI8h6E0jg+XxLrPxvL0+SbDZzYvN6di2cj0FfeN15N/9A6rZpT0jr9vjUb3DHrFAFDw5mk5kzu+M5+Pdl9Hkl4o6zly1dx9UjqInbXRzdg0FhnoFjG6M4uS0Wk9Fcbh2NTo1noANedRzxClZ+7Jx11R6SU5ZlslMLSAjPIiE8k4SILDIS829YX1JJ6Dz1TP1oECDmuoK7Q+n11qkjhwhbtoDkKxGW87ZOzvR4bDKNuvUiKT+J/zvwf+yI3WE5b6Ox4aVWL/FIw0eUyAUFGfD3y5jO7CDTMI0Cc8+Si2lUOPYJxKG7H5K64pvWycnJ/L1oMTGZJWHhVSYTDc9fILHAgT/q9iLF1gWAJ7vU4a2BDbHWiu94gaBaKcqHldPg/NqSsm5vQO93qz2f2lU2hR/i9d3Pg0qZ17cq6sZ/YieAXvm+d+gVgNOAOpb6xpQUop54skRU8/Uh6DdFVMvOzmb27Nnk5CjhpBs3bkJhWCQpl3da2tfrMJSHXn36jofsFsKaQCAQ1By1QlgD2LVrF3379sVoNOLh4cGMGTOYMGFCTQ5BcJ8hhDVBRSjMM3BqRywntsWU2dgE8GvgQpuBQfg3dKmxnDbmwkKSPvuczD//tJRpgwLx+2oGNk2bVNt1DEV6di/8lbANf1vKHNw8GPzi6/g3anrDdmuOx/Hqn8cxy/AUOiaVyoVh39kXp6F1Fa8hs1mxRtz6MZj0JOHGcoaQQslGcadOndA21DJ913SKzIoHXTvvdszqPQs7rV213esDhbEIfu4GKecBKOj1ER13NCarwIAkwYaXu9PA+8YC1Pr16zl48CAAzZo1Y/To0eXWi8yK5KHVDwEQ7BTMmuGKKFaZhV7Mc89bwqD6fP4ZziNGVPg205deIP+YEqrSrr03LqPq3aLFzclKTmTjT98Sc6YkR5xKrcG/cVNCWrejbpsOOHt539Y1BILSRJ1JY+/ycDIS8ixlWp2atkPq0KJ3AGqNyMVXk+SkF3J8SzTxlzJJi8tDNt98mWPrZFUitNVxxMnTtnhfUJkrWKYMpaYO184jJEm5bkK44o2WEJ5FfnYRN8PZyxafUCd8Q50JauZGWmaymOsK7irXrrd8fXw4tv4v9i1dWMZIJaBxM/pMeQ5XP3+2RG/hs4OfkVKQYjnfxK0JH3b+kIauDZUICGF/wPq3KChsRKbhOUyUhIjTetvhMroeVgEVN6iRZZnTJ0+y4e+/yTOWzPftcnNpeew4J6wC+bN+b1JsXQjxsGPGuJa0CHC+jXdGIBBYyE2BxeMh7ohyLKlh6NfQ5vE7dsm9MUd5dsszyMWiWuu8nvxf8iNQqBh0Wjdxw21CI0u0i5uJagUFBfz2228kJiYC4Ofnh+p8IpmxBy3Xa9R9DIOff+KO3U9phLAmEAgENUetEdYANm7cyLhx48jJyUGSJAIDA+nRowf16tXDw8MDna5y1qOTJk26g6MV3G2EsCaoDEWFRs7uief4lhjyMvVlzvk1cKbr2Hq436ZHTGXIXr+ehPfex5yreBqh1eI1/Q1cJk6sVpEv4uhBNvw4k8KcbAAkSUWnMY/QYdS4G3rk/HUinleWhGGW4WGseJESDzPblh64jK1fYkmcfB5WPQ0JxzGgZh29CKOZpX5wcDCh3UN5bd9rlvBATd2a8mPfH3G2dq62+3xg2PFf2PEf5bVPS/4X+D0/7FQ8E0e39uercS1u2DQ5OZkff/wRWZbRarW88MILODmV77U589hM5pyaA8BrbV7jyaZPAhVf6OkvX+by4CEAaLy9Cd20EcnK6ob1y7SNyiblxxMASNYavN9og9q+Ym2v5UZeas37DKTbo09gXY2eogIBQFp8LvtWhBN9Jr1Mef0OXnQeGYqd850JhSSoOAa9iZToHJIis0m6kk1SZBa56fpbN6xmVCoJjyAHfEKc8Al1xifECRuHsp91D9pc12g0cujQIQ4dOkRycjLp6emo1Wrs7e0JCgqicePGdOrUCZ1O/B/VFDd6BnPSUtn+2y9cOrjPUlel1tBu2Cg6jBxHgVTEzKMzWXpxqeW8WlLzWKPHeLbls4qBVcpFWDEZc8Ilso0TyDUNg6t5fiXFoMuxfx1Ulcg/qdfr2bF1KwcPHaK0j2pAdDRNw06yy7s5f9bvQ4adCy/0CuWF3qFoK+EdJxAIriH1EiwYDZnFkVKsHGDcbxDa545d8mjicSZvmIZZUub27bL68HHKWDAo//VWgQ64T2lm+ewwpqQo4R8vXwaKRbXff8fK35+cnBwWLFhAUpISHt7Z2RmbyDRyE8Is12vRfyJ9pzx8x+7nWoSwJhAIBDVHrRDW1OrrJ8tXL387G8wmk+nWlQT3LQ/aZoOgejAZzFw4lMixDVFkpRSUnJCgcRdfOgyri61j1TbxK0tRTAxxr71O4alTljL73r3x+b9P0bi4VNt1ctJTWTfrS2LPliSW92/clMEvvIGDW/m5JhYejOKdVUr9QWh5W7JBKv5WsG7oituEhkhXw+iYDLD7K9j1BbLZyBGas56emIs3R5ydnWk7oC3/OvEvsvRZAIQ4hfBL/1/wtPW87tqCG5B8Hn7qCmYDSGrSJmyiy28pFBrMWKlVbHujB/4u5edqkmWZBQsWEFFspdmrVy963CDfmdFspP/y/qQUpKCW1GwZuwV3G+U5qehCL/7dd8lavgIAzzffxG3ykxW6Rdksk/z9cQxxiuDsPLw4v18VKM9LzcHdgwFPv0xQ85ZV6lMguBH52UUcWnuFs7vjKD2D9gp2pOvYenjXrdnQw4LKkZelJ9kitGWTHJlNUWH1riO01mp86jrhE+qET4gznsGOaK1uLhg8KHPdhIQEvvjiC+bMmUNeXt5N6+p0Oh5++GHefvtt6tW7PW9mwa251TN4Oeww2+b9RFZySc5SRw8v+kx+hrqt2xGWHMZH+z4iIqskfKSnrSdvtnuT/kH9kUxFSvSD/d9RZA4lw/AiBjnEUlftrMN5RCg2DW+cO7Y8UlJSWLtmDVGxsZYybVERzU6eIujKFTYEdmBp/T74hgby9cMtCPWsOeM6gaDWELUPFj8ChZnKsYMvTFgK3s1u2ux2OJ58nCfXP4URZR3fOW0A76aNQCrOT6oLdcZtYuMKiWrp6en88ccfZGQoYWRtbW2xjU1Dn3Sm+GoS7YZNo/uEYXfsfspDCGsCgUBQc9QKYU2lUiFJErIs31RIq8iQSvcjhLXazYOy2SC4M5jNMhFHkzmwJoLs1BJPFq21mraD6tC8tz+aGsi/IBcVkfz1N6TPn28p03h74/fVl9i2aVNt1zGbTRxctZT9yxYjy4o1n7W9AwOefYXQth3KbTNj0wW+3RYOQE+Vlk8kW8uixaqOI+6PN0FloylpEB8GK5+G1AtE4ctShpKHEvJRo9HQoW8HPosuCQ3kZ+/H7P6zCXAoP8eXoBRmM8wfCDHFIUm6vsq/s0ez+FA0AFO6BvPe0MY3bH7hwgUWL14MgJOTEy+88AJarbbcurtid/H81ucB6BXQi297f2s59/HHH1u+Y99///1y2xuSkono2xfZYEDl4EDo9m0VziGYezCBzFXKM6f1tsPzxVZI6soZ2NzMS637Y5PR2ZYvPgoEVcFoMHFyWyxH1kdiKCXE2Lvq6DwylNC2njUWalhQfchmmYykfEVsi8ymIKcIipchltXI1eNS65NrlypanRrvYjHNzc8elapyz8KDMNdds2YNjz/+ODk5OWXey2v/b649p9PpmDFjBs8880yNjfVBpCLPoEFfyMFVyzj81wrMppIwjPXad6bn49OwcXFm3ul5zD41G72pxDu0s29n3u7wNkGOQXBpC6x+Bjk3nVzTCLKMj0KpcOS6+i44dPVDV8+5wp+psixz4sQJNm7YQEFhyXzANS2NtoePYJedy/o6HVndqA/TRnbgyc51Kv0/KhA8sJxaDqufBVNxiGOvZoqo5lg1g7iKcCLlBE+un4ZBVkS1nskP8Wb6oBLjz8ZuuD3SEEmreKEakpOJfuJJi6im9fUl8PffsPL3JzExkQULFpBbHD3G0dERbXgsRWkXi6+mpvO45+g0esAdu58bUZH1lkAgEAiqh1ojrFU3Qlir/TwImw2CO4/JYObk9liOrLtSxjrdwc2azqNCCWntUSObojk7dpDwr39jysxUCtRqPF58Abdp05DK8eqtKrHnz7Du2y/JSSvJe9Fq4EN0n/AkmmtC9cmyzL9WnOLPIzEAdNZa8V9skYrDbGh97HCf3BR16dBVhgLY/D4c+oUs7FnKUOLwsZxu1qYZs/WzicuLA8DDxoNf+v1CqEtotd1jreTQbFj3hvLatS6Xx26i36zDmMwyDjoNO9/shatd+Z6WRqORH374gfR0JTTd2LFjadLkxvn8Xtn+ClujtwIwq/csegb0rNRQk7/6irTZShhJt2nT8Hz9tQq1M+cbSPzyCOZ8ZVPO46nm6Crp5SO81AQ1hSzLhB9NZv+qCHLSShln6NS0GRREi94BaG7hjSQQ3IraPtedO3cuTz/9NGazMq+4aiB5M67Oya5uOn7xxRe89lrFvmcElacyz2BaXAxb5/5Y5jtYq7Om89hHaTVoGPEFCXx28DN2x+0uOa/SMqXZFKY0nYJ1YTasfg7CN2M0e5NhfAG9uWWZa2i8bHHo4odtK4+SyAm3ID8/n82bNxMWVhLaTTKbqX/xIk1On0E2w7o6HYnoO4oPn7yx979AIECxINkzQ/E0vUpoXxj7K+junOfn8eTjTN34NHqzklpgUOJoXsooCTdp28oTlzH1LOkKyhfVfsfK34/o6GgWLVpEYbHg7uriCmcuYci6Utybhh4TX6Xt0PKjewgEAoGg9lArhLWdO3fekX5vFOZKUDuo7ZsNgpolP7uIQ39f5uye+DIW5z6hTnQdWw/PIMc7PgZDUhLxb0wn//BhS5ltp474/ve/aD2rL2RiQW4Om376lvDD+y1lHkHBDH3lLVx9y/4fGU1mnvrjKNvOJwPQ0daaL2VbKFDED42bNe5TmqFxtS7TjosbYfVzGPIz+IfeHKep5ZR/kD/rHdZzMU+xCHTWOfNT359o4n5jseeBJisWvu8IRTnK8eN/89w+O9adUhJsv96vPi/2uXE4rL1797J582YAgoKCeOKJJ24oFqcWpNJvWT+MshF3G3c2j9mMRqUpt255mHJzCe/ZC3NuLpJWS8jWLRV+djNWh5N3IAEAmxYeuD3SsMLXvaGXWt+BdJ8gvNQE1UvilSz2Lgsn8XKWpUySoFFXXzo8VHPhhAW1n9o8192/fz89e/bEYDBYBDV7e3vGjRtHt27dqF+/Ps7OzphMJjIzMzl37hx79+5lxYoV5OXlWdqoVCp27txJly5d7vYt1Uoq+wzKssz5PTvY8cdc8rMyLeXugXXoO/V5fOs3ZFvMNj4/9DmJeYmW8/72/vy7w7/p7tsVDv4EWz5ANhaRb+5NtvExTHLZuYTKToNdBx/sO/mWNfC6CZGRkaxdu5bU1FRLmW1eHq2PHsMvPh69SsPm0C6EvvQsI/o0F97GAsG1mAzwz+tw7LeSstaPw5CvQF1+JIzq4HjycaZteppCkyKqjY5/hKlZ3Szn7Tr64DwsBKnY49SQnEz0409QdEURykqLahcvXmTp0qUYjcpa1s3JDUPYMWR9sdGpZEXfKW/Rol/5EV0EAoFAULuoFcKaQFAVavNmg+DukRaXy55ll4g9n1FSKEHDjt50HB6CnbPuxo2rAdlkIvWHH0n98Ucl/B+gdnPD9/PPse/WtfquI8uc2LyeHb/PxmQwAKDR6ejz5DM06dm3zGZCfpGRR2Yf5ERMJgBdXOz4n9kGOUsJ/aFytMJjclO03nZlL5KbDKufQw7fzGFasIEelrxrjk6OnPA7wbGCYwDYae2Y1XsW7bzbVds91gpkGRaPh4sblOPWkzjR6hOGf78XAHd7Hbve7ImtVfniV25uLt9++y1FRcrf6umnn8bHx6fcugAzjsxg/hklLOnkppN5tc2rlRpu2rz5JP/vfwA4jRmN76efVqhdUXwuybPCQAbJSoX3621RO1Xsf014qQlqipz0QvaviuDS4aQy5QGNXOgyph5ufhULeSoQVJTaPNdt164dR48etQhkkydPZsaMGTg63tyQKTs7mzfeeIM5c+ZY2rZs2ZJjx47V0MgfLKr6DBbm5rJnye+c2LK+TIzUlgOG0v2xJzFIJn4++TO/n/kdo1wSPrJPYB/eavcWPjkpsHwypF1CllUUmDuRq3qUIn1Q2QupJWxbemLfxRcr31t/BhuNRvbt28fOnTvLRLfxi4ml9bFj2BYUUKjWcqZ1b3q/+xK+DepW6H4FglpPYTYsewIitpaU9fkAur6qWBfdIY4nH+epTU9TYMoHGR6Pe4LxOe0t5x16+uM4oI5l7XozUe3kyZOsXr3a4iXtrHPGeHI/klnJ7SmpbBnw7Ns06d7yjt2PQCAQCO4taoWwFhkZyYEDBxgyZAgODiJxsKBi1ObNBsHdRZZlIk+lsXf5JbKSCyzlGp2aNgMCadk38I6H+Mo7eIj46dMxJidbytyefhqPl19CqsbwuSnRkaz95r+kx8VYyhp26UHfqc+X8fJJzytizI/7uJyqLDz6+DnzqV6HKVV5fyQbDe5PNkEXeM2GmCwrYQw3vUukyZ1lDCnJu6bVkBCUwC7TLgB0ah0zes6gu3/3aru/+56DP8P6N5XX9l7Izx1kwsIL7ItIA+CT4U2Y2KnODZuvWbPGEvqoTZs2PPTQQzesm1qQyuCVgykwFmClsmL96PV42pa1EP/nn38wGo1oNBqGDBlS5pxcVER4v/4YkxTRoe66f9DVvfWGlCzLpPx8kqLIbAAcB9bBseet8+7dzEutx2OTsbIRXmqC6qEwz8DxzdEc3xqDqTgULoCLty2dR4cS1NRNeDYI7gi1da67ceNGBg0aZPm/eeedd/j4449v0aosH3zwAZ988gmghIfcvHkzvXv3rvaxPujc7jOYEH6BLXN+IPlKhKXMPSCIwS9NxyOwDhGZEfzfwf/jcGJJtAYbjQ3PtHiGiSGj0G75AI7+ajlXZK5PjuMrFKQFlkp4qKALccK+qx/WDVwtnis3Ii0tjX/++YfLxWHiADQGA81OnSL0UjgqWcYkqcjp2IOWbzyPzU1CaAsEtZ6sWFj0MCSdVo7VVjDiR2g25o5eNiw5jKc3P0OBMR9Jlngm5imG5bWwnL92zVAUHU3M08+UiGp+fgT+9htW/n4cPHiQ9evXW+raGe2QLu1FQhH2tdbujHnnI3zrXyPe3wVutt4SCAQCQfVyp9Zb1Z/07CbMnz+fCRMm4OnpyZAhQ1izZk1NXl4gEAjKIEkSwc3deeT9DnQdWw+dreINZNSbOPjXFRZ+cICLhxNvmQfkdrDr0J7g1auw61EiMqX9/DPx09/EXOx9VB14BNbhsc++plmfksTM5/fu5I9/vURC+AVLmaudFb9Nbo+Hg+JFtDUuk89cZTTFHhpygZHU2acovJhR9gKSBB2egqd2UMfTmadYhC9K6B+jwYhHuAeDDINABr1Jz8vbXmZj5MZqu7/7mgM/lYhqAIO/YHes0SKqBbnZMr594A2bx8fHW0Q1nU53yw3H+afnU2BUhNKxDcZeJ6oBHDlyhOPHj3PkyJHrzmX9s84iqtn36VMhUQ2g4ESKRVTTuNvg0NXvlm0MRXrWfPUfts770SKqObh7MOadT+k37QUhqgmqhfzsIvavCuf3d/ZxdEOURVSzttPSfXx9Hn6vPXWauQtRTSCoJGvXrrW8bt++faVFNYCPPvqIjh07Wo5XrFhRLWMTVC8+oQ2Y8J8Z9Hp8GhqtErIxNSaKhW+/yrH1f1HXqS5z+8/ls26f4WbtBkCBsYCvj37N2I1PcLjdY/DEOvBsDICV6iJuuc/h7fgy9vUzkKxLDN30EVmk/XaWpBlHyd0fj7noxvnW3dzcmDhxIqNHj8bOTjH4Mmq1hLVuzeb+/UhzdUUtm3Hev53I0WO48Njj5O7ec0fn/gLBPYcsw/FF8EPnElHNxgUmrbnjotqxpGM8UyyqqWQVr0W/UEZUcx4eUkZUy/p7LVdGjrpOVNP6+bJ9+/Yyopp1rgbp0k6LqObsXY+ps2bdE6Ia3Hy9JRAIBIL7gxoV1tavX48sy+j1ejZs2EBMTMytGwkEAsEdRq1R0aJPABM+7kizHn4W69fcDD2b555l+edHiD6bdscW2RpXVwJ+/BHP6dOh2Est+59/iHnqaUw5OdV2Ha3Omv5PvcjQV95CZ6tsLmQlJbL43els/uU7cjPSAQhwtWX+E+2w1ylC418Xk/nRR40uxAkA2WAm9bcz5J9Muf4iXo1h2jacOk7iSZbSgjOWU7axtozIGoHWpMUoG3lz15usDl9dbfd3X7L/e9jwVslx19cwNxzGfzectxS93r8BWnX5X9eyLJdZQPbs2dOycVQeqQWpLL2wFFA8B6c0nVKp4cpmM+nz5lqO3aZUrL0pz0DmPyXW4k4P1UXS3HwKos/PZ+VnHxBx5IClrHnfgTzx5fci9KOgWsjN0LN76UX+eGcfxzZGYyhUNmdVaomW/QJ57JOONOvpj/oG/38CgeDm7N692/L61VcrF3K4NK+88orl9f79+29cUXBXUanUtB48nAmffY1HYB0ATAYD23/9hVWff0h+ViZD6w7lr5F/8UjDR1BJymdrRFYEkzdO5t8xa0meuAIGfAZWSnQbjT4C5+iJ+Hh/hHMPLRq3kly/xtQCMtdEkPDZITLXXcaYVnDdmEAxpGvWrBkvvPACbdq0sZRnuriwpX8/tnfvQYazMwDmI4eImTaNy8NHkLl6NXI1GrkJBPck2fGKl9rqZ0FfnFPWpQ5M2QxBne/opQ8mHOTZLc+Sb8xHa9bwdtQr9M1vpJxUgcu4+th38gXAnJdH/L/fJn76dMx5SmQVq6AgAn/7DY2vD+vWrWPnzp2WvnUZJjQxB7hqEhXcuitPfPU/bB1F5CyBQCAQVB81ulMQGRlZxtp32LBhNXl5gUAguCk29lZ0f6QB499tT2ATV0t5clQOf397gtUzwkiIyLoj15ZUKtymTMb/u++QrJVNg/wDB4h6bCKGpORbtK4cDTp1Y+J/v8WnXgMAZNnMya0bmPvyNPYuXUBRQT5N/Zz46bE2aNXKZ/ZvR2L4M8ga6yaKlTEmmfTF58k7nHj9BbTWMPAztI8tZYTdCQaxHYniPHIZah5KeQgnvRNm2cx7e99j8fnF1Xp/9w17Z8LGt0uOu78Jfd5n7akEzsQrnl1NfB0Z2uzGudL2799vMVJxc3OjXbub566be2ouhSbF82ts/bF42HpUasi527ahvxQOgE2rVti2bnXLNrIsk7kmHHOOkuPPupErNg1cb9omPzuLZZ+8TexZxWpWa23DqH99KLzUBNVCdmoBOxae54/39nFyWyzGYg81lUaiSXc/JnzUkS6jQ9HZau/ySAWC+5uEhATL6x49elS5n6ttZVkuE9JPcGc4fyDhtozJ3AOCePT/ZtB68HBL2ZXjR/n9zRe5HHYYRytH3u7wNouGLKKZezNLnbWX1zJw9VA+IY3YyX9Ds3GWc6rEA9gfHIhXg4W4PRyIrq6T5ZxcYCR3VxyJXxwhZe4pCs6kIpuuH7+NjQ0PPfQQkydPxtOzxFs/2debTQMHsKVHLzKdlH6LLl4k4V//Jrxff9Lmzq1WQzeB4J7gqpfa9x3hUqkoIs0fhmnbwb3eHb38qkureGbzM+Qb87E26/gw8g26FIQqJ9USbo82wq61FwCF585xZfQYslatsrR3Gj6MOitWoPL2YuXKlRw+XBJm1jolD6vEMIuo1n7EeEa++RZqjZjXCQQCgaB6qdEca05OTuTm5iLLMpIkkZeXh7W19a0bCh5oamveCcG9T9TpNPaviiAtLrdMeVAzNzoMq4tHwJ2xeCs4fpyYZ57FlJkJgMbXh8DZs9GFhFTrdUxGI0fWruLQ6mUUFeRbym0cneg0ejzN+w5k7elkXl5y3HLuvyOb0i9GT/6RJEuZ8/AQizXhdeSlwpoXiLx4kqUMJZ9iUUSSCXM9zmWHyyDBq21eZXLTydV6f/c0u7+CraVCYvV8G3q+hcFkpu+MnUSlKX+P3ya3p0f98sWvs2fPsnTpUsvxhAkTqFfvxovglPwUBq0chN6kx1ptzfrR63G3cS+37kcffWR5/cEHHwDKhuaVUaPRnzsHgP9PP+LQs+ctbzX/eDLpS5Rwo5KNBu9XW6N21N2wfk5aKss/fZf0+FgArB0cGf2vD/EOrX/LawkENyMjMY+jG6K4eCgJ2Vwy/dVoVTTp7kfLvoHYu9z42RQI7hS1da6r0+kwGAxIkoRer0ej0VSpH6PRiJWVEl5Qq9Wi1+urc5gCyj6Dn0xYQtM29ek9sSGO7ja31e+V40fZ8MPX5GdlWspaDXqI7o8+icbKCrNsZvnF5cw8NpPsomxLHbWkZlDwIKa6tiZkx1eQcq6kUxtX6PcRRZ4jyN2XQP6JFLhGSFM7WmHX3hu79t7lzjlMJhNHjx5l9+7d5FwjmjklptEx7DDOWSXGdCo7O5zHjcN10kS0Pjc2eBII7guy4+HvV8oKavZeMPQbaDj4jl7aLJv5Luw7Zp+aDYCdyYaPIt+gSZHyfyVpVbhNaox1PRdkWSbjjwUkf/EFskEx0FPZ2uL9wfs4DR9OUVERS5cuJTxcMfpDBuvEVLSZkUpfKjUDn32Zxt3vzbyc5a23BAKBQHBnuFPrrRoV1vr168e2bdsswtqBAwduaV0vENTWzQbB/YFslgk/mszBvy6TlVI2xExoW086PFQXZ6/q96DRX75CzLRpGOLiAFA5ORHww/fYlgphU13kZ2dxcOWfHN+0DrPJaCl39vah2yOPs13vzWfrFWFErZKYPbE1rSPyyd0TZ6nrNCQYh243+N+UZTgyj8wNn7HU1Jd4vC2nYm1jOeZ+DIPawNPNn+b5ls/X/jxGO/8H2/+v5Lj3u9B9OgB/HIjivdWKl1anum4smtah3PcjJiaG3377DaNR+Xv16NGDXr163fSynx/6nIXnFgLweOPHeaPdGzesW95CL2frVmKffwEA66ZNqbNs6S3/VsYsPUlfH0MuVMbp+mhDbJvf2EsuIyGOZZ++S06qEmbU3sWVMe9+ipv/jXPMCQS3IjU2l6PrIwk/lgylZr1aazXNevrTsk8ANg5Wd2+Aggee2jrX9fT0JDU1FUmSiI+Px8vLq0r9JCYm4uvriyRJuLu7k5SUdOtGgkpxrbDmYu+BRqemcRcfmnb3w8X7xmGmb0V+ViYbf5rJ5WMlHiXuAUEMeWk67sUhI9ML0/ntzG/8eeFP8gx5Zdr3CejFVJxoemAeFJUydvNrC0O+wuTYmLwjSeQdSsSUXlj24iqwaeSGXUcfdCHOlnDvVzEYDBw9epQ9e/aQm1vStyyDbUom3Y/sxzm7RPBDo8Fx8CDcnnwS60aNqvyeCAR3BVmGE4th/b9Kwj6C4qU28HOwvXlEidul0FjIe3vfY0PkBgBcjI58fOVNQo3KdSVrNe5PNkUX5IgxI4OEt98hd/t2S3vrxo3xm/EVVnXqkJ+fz6JFi4iNjS2+Nwmb2Gg0ucr3g5WNHSOmv0NAk+Z39J5uByGsCQQCQc1RK4S1ffv20bNnT0wmJYdF3759WbduHWq1+hYtBQ8ytXWzQXB/YTKZubA/kcP/XCE3o8RSWlJJNOrkTdshwTi4Vq8HrjElheinn0Z/VrHSlXQ6fL/8Asd+/ar1OlfJTExgz5LfubB/d5ly79AGXAnuxZxwZTPCWqti8dQO1D2fTc72klyZjgOCcOx1EwEk5QLG5dPYnOTMQVpbivM0eRz0PEiGLoOJjScyve302imuyTLs+Ax2/rekrO+H0FXJO5NfZKTHFztIyVGer9XPd6FlgPN13aSlpTFnzhwKChSht0WLFowYMeKm71lSXhKDVw6myFyEjcaG9aPW42bjdsP61y70ZFnmyujRlmfR/8cfcLiFkCebZVLnnUYfngmATUsP3MY3vGH95MjLrPjP+xardmcvH8a8+ylOnlXbiBUIkq5kc2R9JJEnU8uU6+w0tOgdQLOe/ljbibBAgrtPbZ3rtmrVihMnTiBJEkuWLGHs2LFV6mfp0qWMHz8eSZJo2rQpJ06cqOaRCko/gzOeX4mV0anMeb8GzjTt7k9wS/cq5Z2UZZnjG9eyc8E8TMWeJ2qtlu4TJtNq4FDLHCZLn8Xi84tZcG4BWfqy4dc7ebZmWnYebc9tpmTGI0G7KdDrHWRrF/SXMsg9kEDh+fQyhhQAGncb7Np7Y9vGC/U1n/0Gg4EjR46wZ88e8vJKhD1ZBm1aHj0P78GtlNcdgE3r1rg8+iiO/fshWQnjDME9zl30UgNFPH/p/9m77/AorquBw7+Z7dKq94IkBEhUUU0vxhQbXOPeu427E8d2mhP3JK5xXPMF7MQVV9xiU41N7x0EEgKh3vv2MvP9sWKlRQIECAHivs8jVjs7M3tXrLQzc+45Z+lDbKvy/f1OsyfzVMFviFN9WbFysI7o2weiTzJjXbee0scew1PZ0g4h8pZbiPntI8h6PQ0NDXz88cdUNj8uKRLGwr1o7fUAhMbGcfnvnyIqqcdJf10nQgTWBEEQuk63CKwBzJ8/n1tuucU/e3HKlCn8/e9/Z9iwYUffWDgrddeLDcKZyeP2smt5KZsWHMDe3DMKfL15Bk1MZtgFqQSFdt7JtddipeShh7CuXu1bIEnE/fkJIq+/vtOe41Dlebks//g/FGXvCFhujc/ka80Q6vSRRATp+OresURvr6VxcYF/nZDzehA6LfXwQR6vG1b9k92/fM63ynk48AUjFRR2RO4gLzSPKzKu4M+j/4xG7kaTLlQVlj4HK15uWTb9ORj7oP/um0v38vKiXABmDIznnRvbZidarVbeffddamtrAejZsyc33HDDUctrPb/2eT7N+RSA2wbcxiMjHjni+oee6DUtXUrxffcDYBwwgLQvvzhq8NOyqoT67329cDSheuJ+PQz5MD2rivfs4psXnsFp813MiklJ44o/PUtweMQRn0MQDqWqKsV76tiyqICi3XUBj5lCdAyZlsLAiUnojcdXkk4QTobueqz7wAMP8PbbbyNJEqNGjWL1wWOZYzRmzBjWrVuHJEnMmjWLt99+u5NHKrR+D+7Lzad4s4vslaV4m3tQHhQUpqf/uEQGTEjEHHHsE8qqCw/ww+svUV3UcuzYc+gILrj31wSFhfuX2dw2vsz9kvd3vU+lPbDX8JDQdO4qL2ZCRV5LgM0QBqPv9X2ZwvHUO7CuL8e6odzf49VPKxE0KIbg0QnoU0ICjmdcLpc/wGaztZRJV1VQ65yct3E1cbWB49FERxN+1ZVEXHMNuvh4BOG0crCX2oI/HJKldi1c8LeTnqUGsL9hP/cvuZ9iiy+7bHTDcB4rvZUgfOd6mjA90XcMQhupp/rtt6l+51++cQOaiAgS//43zM29NsvKyvj444/9GaaSV8JUsAuN0/f7mtA7k8se/3PA35PTlQisCYIgdJ1uEVg72Gy6srKSJ554gqVLl/oPZKOjoxk9ejRJSUlERkb66+h3xF/+8peTMl7h9NBdLzYIZzaXw8P2pUVsWVSIy+H1L9caNAyZ0oMhU3tgOEwQ4VipLhelTzxB43ff+5dF3X03Mb/59UnL7FJVlfytG1n+0X+oKS5sWY5Etrkv6yLOISImmnn3jsW0pZqG+fn+dcwTkwib0fPIY6vKpX7eb/myLIFiWvqzlQaVsil6E1N7T+W58c+hk7tBNomqwk9Pw8p/tCy74O++iz/N6qwuJr74M01ODxpZYtFvJtIrxhywG7fbzfvvv+8veRIbG8vtt99+1F6l5dZyZs6biVtxY9KaWHDFAiKNRz6Jbn2i95e//CUwW+3ttwk578jZau5KGxWvbwGP74Jc9B0DMfZpP0iWv2Uj3736NzwuX6ZeYkY/fvW7JzGaze2uLwjt8boV9m6sYOuSojZ9Mc0RBoZOT6X/uAS0+m4UsBe6je56rLtkyRKmT5/uPx548sknj/m87amnnuKZZ3w9SSVJ4vvvv2fmzJOfXXG2ae896LC62bOmjF0rSqmvsAWsL0mQlhXNwElJ9Ogb2abE4pF4XC6Wf/IftsxvOa4NCgvngnt/Tc+hIwLWdXldfLvvW97b8Z7/ovxBGfpI7iorYFpjHf6/7IcE2FSvgj27Buu6cn8GfWu6HiGEXZCGsVd44PO6XKxfv57Vq1cHBNgUFVwNXqbt3kpiQV7gzjQaQs47j4gbridoVPulvAWhSzWWwvcPw95FLcvMcXDxPyFzRpcMYX3Zen79y69pcjWBCldWXcxtNRcgN4fFdT1CiL6pP4qlmpLHHse+aZN/26DRo0l84QV0cbEA5Obm8vlnn+Npbl0gu8FUsAPZ7TuH6DNqLDMe+C06/ZnRL1cE1gRBELpOtwisybLc5gCz9dMf78HnwdKSQvfUXS82CN2Dw+pmy6JCti8twtNqVq8hSMvwC9LIOi8ZjfbYS+YcSlVVql79BzWzZ/uXhV16KQnPPYukO3nBJ0Xxkr1sKas+/whLbY1/uVvSsiVsMA29x/PxvRMxbKv2ZycBBI9JIPziXke+0KIoeNfNZuni+axShvgX2zQ21seuJ6tPFi9Pehm95gwur6OqsPjPsPqNlmUzX4aRd7VaReWhT7fy/bZSAK4b2YO/XR7YD0BRFL744gt27/YFt8xmM3fddRdhYYGlmtrz3Nrn+CznMwBuH3g7vxn+m6Nu0/pE75EJEym+7z7A19sg7asvj/h5rXoVKt/ehrs5uGEem0j4Jb3aXXfP6uXMf/MVlObP8bTBw7jkkT+iO0qwUBAOcljd7Fxewo5firE1uAIeC402MvyCNDJHx3fK32FBOFm687HukCFD2LFjh7/H9qxZs3jxxRcxH2XyhMVi4bHHHuPf//63f9mgQYPYunXrSR7x2elI70FVVSnOqWPnshLyt1WjKoGXD0JjTAyckES/sQkYzR0/Js3fspEF77zmLwENMGDSVMZceV2bMtAexcPCAwuZs2MOefWBAa1U2cRNVWXMbGoi5OC1hUMCbADuKhvWdeVYN1Wg2j0B+zBmRhA2oye6Q3rJOZ1O1q9fz4qVq3A5W/q3KSq4vMFcU1eE8ZelcMj1CH2vXkRcdx1hl12KRkwUErraaZClBvBN3jc8vfppPKoHnaLlwZI7mWZpOccxDY4h8so+NP2ylLIn/ozS0DxWjYaYBx8k6q47kZrbxqxYtpqffm4JEGocHoyFO5Gbg2wjLr6cidffiiSfOcd7IrAmCILQdbpVYO3gidWJOrgfEVjr3rrzxQah+7A2ONk0v4BdK0pQvC1/VsPjghh/dR9SBxy+n9WxqP3oYyqef95fHiN4/HiSXnsNjfn4m8p3hNvpYPOP37H+2y9x2Vtm7jZqQ9jfezpv/O4GtDtqqP8mz9/TInhkPOGX9T76LOa6AvZ+9me+Lo/HRhDgKw2ZHZFNVN8oXpvyGiat6WS9tJNHVWHhH2Ftq5JVF77q6wXSykdrC3jim50AhBi0LH5kEvFhgYGlhQsXsmbNGgD0ej233XYbCQkJRx1CmaWMmV/PxKN4CNIGseCKBUQYj15e0X+ip6rcvGMnjl27AEh+601Cpkw54rYNiwto+smX5aiNMRH74FDkdrKEti2ez5J33/a/lzNGj2fmg79Fo+0GWYrCSVdfYWPb0iL2rCnD4wosVRbXM5QhU1NIHxKNfBy9gAShq3XnY91169Yxfvx4FEXxn7uFhIRw1VVXMX78eDIyMggPDwegvr6enJwcVq5cyRdffIHFYvFPwtRqtSxatIhzzz331L2Ybqyj70FLnZPsVaVkryjBeshkBo1WpvfwWAZOSiKuZ2iHzvet9XUsfOc18re2ZKnIGi2DzpvGqF9dQ0hUdMD6iqqwrGgZs3fMZkd1YMlyEzLTLRaubGxksNPly4dpJ8Cmur3YtldjWVGMu7xVJp4EQcPiCJ2WijY8MOPF4XCwbt06lq1YheJped1eJNJSejO1sRrnV1/irQrs6SkHBRF66SVEXHcdxoyMo/48BOGEFW3wVco40KpndhdnqSmqwptb3mT2Dt+E0DCPmT8X/JoBrpYqJaHTUgkeHUXVK69Q98lc/3JdYiKJL79M0LChgG8S/ecffENOQcvvu7axEWPpXiRVRZJkptxxD4OnnXmZzCKwJgiC0HW6TWCts4nAWvfXnS82CN1PY7WdDf/LZ8+68oCm6WlZ0Yy/qjdhMUEn/hyLFlH66GOoLt+JvXHAAHr837/QRkcfZcsTZ2tsYN28z9i66Ad/lhFAVVQGDz3xGGFlMnVf5vpfe9DQWCKuzEDSHOXiiqrSuPYDvlq0hgK1pT9FhakCR0YTb1z4L8z6M2jGr6rC/Mdh/cGZ9pLvhHb4LQGr7Sxp4PJ3VuNqLpn4zg3DmDEoMGC2bt065s+f79uLJHH99dfTp0+fDg3j6TVP82XulwDcNeguHhr2UIe2e//993G73ejq6hj57nsAGPr1o+e8r454ocxV1ETlO1tBAWSIvXcI+h4hbdZb980XrJz7vv/+oCnnM/XO+5C7U189odOpqkpZXgNblxSSv7064G+sJEH6kBiGTEshPv3omZyCcDrp7se677zzDg888ID/fkcmWbZeR1VV/vnPf/Lggw8ecRvh+B3re9DrVTiwvZqdy0oo3lPX5vHgcAMpAyJJ6R9Fj34RRyyPrqoqWxf+j1WffeTvtQqg0ekYPHUGIy+7qk3PVVVVWVe+jjnb57CufF2bffZyubm8ycIlFivhitJ+gE1RsW2ppHFRAd4GZ8vGWgnzuCRCJyW36Q3rcDj4Yclytmxch5ZW1yBkDWNHjWSwy4Xjs8+xbdzYZkxBI0YQcdNNhEybekZl1QhniPKdvn7OufMDl3dxlprT6+SJlU+w4MACANIcSTxV8DBxiu88TtFIRF+TibtoPZUvvYynvNy/bcj555Pw7DNoQkMBqClv4IN359LgbllHX12GvqoECdAZTVz869+1KSF7pvCfb+l03HLLLUffQBAEQThu3SKwVlBQcPSVjkNqaupJ2a9weujuFxuE7qmqsInln+ZSvr+l/IaslRg6NYXhM9LQGU4sgGDbtImie+9DaWwEQJecTI/Z/8bQs+cJ7bejaktL+N+/3qAqZ6d/mVejZ8I1N5KVMo66L3J9wRXAlBVN5DWZSB3IHPE2lLH8w7+zrDocmmvv2zV2qpLyePW62YSbuuak8IQoCvz4KGx8t3mBBJe+CUNvDFit0eHm4jdWUlDjmy1969g0nrpkQMA6e/bs4bPPPvPP2L/44osZPnx4h4ZRYinhonkX4VE9BOuCWXjFQsIMHQ84qKrKgauuxrHT93+c/OYbhEydetj1FZeXyte34Km2AxA6NYXQqYGfz6qqsuKT/7Lhu6/8y8655AomXH+r6EUiHJbiVdi3uYqtSwqpLGgKeExr0NB/bAJZ5/UgLOYMzGwVBM6OY925c+cya9YsLBZLQMCsPa0fDwoKYvbs2Vx33XVdNtaz0Ym8B+srbOxcXsKeNWU4bZ42j0uyRHx6KCn9o0gZEElMj5B2qxk4LBY2/fA1m378DrfD7l+u1RsYesFFjLj4coJC2x7H5NTm8GXul/yw/wea3IGfETpVZarVxhVNFs5xOJHbzWBTsKwupfHnIlRHy/glk5bQyT0wj0lE0gUew5bXNvDi+99hqs9HJ7VkTesNBsaOGcPQ6BhsX35Bw3ffo9oC+9MZB2cR/4c/YBoy5PA/VEHoqOo8+OWvsPOrwOURPX0BtS7KUgOoddTy8NKH2Vq1FYBRjYN4vOQugtAC4AnSEj0lhJp3XggIPksGA3F//CPhV1/lq3ClqGxYvJfFK77HrW3+nVZVDOUF6Ot9WaE9hwxn6p33ExoT22WvTxAEQThzdYvAmiAcj7PhYoPQPamqSu76ClbPywvo/RMcbmDcFb3pPSL2hIIJzrw8Cu+6G09ZGQCaiAh6/N+/MGVlHWXLzqGqKj//sIDVn7yHydtyASQ6NZ1p0+9E+bkRmstiGvtHEXV9X6QO9jna//PHfL58Ow7Vd6FcRaUiLJdnzr+O2L4Xwuma2eT1wA+PwObmbCxJhsvegcHXBqymqir3fbyZ+Tt9MzAHJ4fxxT1j0bf6+ZSUlPCf//wHj8d3kWf8+PFMPUJg61BPrX6Kr/b6TrLvzrqbB4ce20z/pl9+ofiee4GOZavVfZuHdY3vvahLNhN77+CAYKqieFky5212/LTQv2z8dbcw6rKrjmlcwtnD5fCwa0Up238uwlLrDHgsONxA1uRk+o9PxBgsyocKZ7az5Vi3qqqKZ599lo8++oj6+vojrhsSEsLtt9/OI4884v/ZCCdPZ7wH3S4veRsryNtYScneerxupd31TCE6evT3ZbOl9I/EFBLYS9fW2MCG775i68If8Lha/vbrjCaGz7yE4Rf9CmNw2yoGDo+DxQWL+TL3SzZXbm7zeA+3m8ubrFxmsRCtDWkTYFNsbhp/KcKyuhQ8LZdINOEGQqenEjQkNiAgqCgqry/cwepVq8jUVKKRWrYxmUyMHz+e4f36YfvhR+rmzsW1v6UXMUDoRRcR+9tH0HWgtLcgtNFQDMtegC0fg9oqezIkESY97pvQp+m646P9Dfu5f8n9FFuKQYUra87ntqpLkJsnSrqj9Bitv1D/+Qe+SYjNgidOIO4Pf/BPDq0rtzL//fXkWdaiaJp//70eTCX70VobMYWGMfnWu+k7dqKYlCcIgiB0mAisCWets+Vig9B9uRweNs0vYOuSwoD+awm9w5h4bQbRyW1L5XWUu6KCorvuxpmbC4AUFETyP/+JecL4Ex53R23LK+Wtl18ns64lew1JYtzYq0mu6NkSXMuMIOrGfki6jgXFLNXFfPzfNyiztGShWHU13KLfxMCsyZB1NcRn+WrAnWrVebD1I9j2KTT5gktIMvzq35DVNnD031X5PPV9NgChRi0/PDSBHpEtZULr6uqYM2cOVquvJNLAgQO5/PLLO1xSubipmIu/vhiP6sGsM7PgigXHnq129TU4dvj6GSS98Tqh06Yddn1Hbh3V7/n+/yWdTOxDQ9G1KnuqKF5+fOMVclYv9y2QJKbecR+Dp3XdLFrhzOGye9j+czFbfyrEaQ3MfojuYWbI1BR6D49F08FAvSCc7s62Y11FUdi4cSPr1q2jqqqKmpoaVFUlIiKC+Ph4Ro0axbBhw9Bqtad6qGeNzn4PelxeSvfWU7irlsLsGurKbe2vKEFsSggpA3xBtvj0MH/wylpfx/pvvmDbkvl43W7/JobgYEZc+CuGzbwEvan9Euv7G/YzL3ce3+37jjpnYKlKraoyyWbniiYLY1UDmgm/hZF3g853vOmpd9C4qADblsqAksO6hGDCZvTE0Cc84IL+zzmV/H7uWtI9RfTRVNE6Gc9sNjNhwgSGDRuGc/VqKl56CVfevpaXbzQSdccdRN1xO3LQiZeLF84ClkpY8aqvMoa3VZ/DoCiY8FsYcQfojIffvpO5vC6+3/c9r2x6hSZXEzpFy4NlNzOtsaU8ozvYgnv+3/DWVvmX6VJSiPvD7wmZPBnwlZfdsqiQlYs20RCSjSr7goWS24mpaC8ap4MBk6Yw6aY7MIWEdtnrEwRBELoHEVgTzlpn28UGofuqr7Cx8su9FOyo8S+TJBgwIYlRl6RjNB/frEJvUxPF992PbcMG3wKtlsS//ZWwiy/ujGF3yLaien7zxjeMKl1KtLvWvzw1ZiCjwi5Eap5IaegVRtQtA5D1HQuuKYrCD1+9w8ZdFUj4LqKrqAyUdnCRuhJTdBoMugoGXQmRXVMG08/ZBLu+9s0ULVob+JikgStmw8Ar2my2raieK/+1GndzwHH2zSOY1j/O/7jNZuPdd9+lpsb3PklNTeWmm246pguMf1n1F77O+xqAewbfw/1D7j+ml/b8k08hu5xoPF6uzM2l59fzDtsPRLG5Kf/HZpQm38l9+KW9MI9paU6uKgqL/v0GO39eDICs0TDjgd/Sd+zEYxqT0P057R62Ly1i209FbcqJpQ2KYvDUFJIywsUMZaHbEce6wql2st+DjdV2CrNrKdxVQ/GeOtzO9nukh8cFMfyCVPqMjEPTnPXeVFPNuq8/Y8fSxSjels8GY0goIy+5giHnX4jO0H4gweV1sbRoKV/lfsXasrVtHo/0ehlvszOBIMaO/g2hw27zV0VwlVpoWHAAZ25gYM7QO5ywGT3RJ7VkzRXUWJn14SZKKqoYoi0lXa4JmPcVFhbGpEmTGDxwIA1ffEH162/gbWgpF6+NiyP20d8SeuGFov+a0D57Hax+A9a+A+5WgWpDKIx9CEbfA4bjn6x5rGxuG1/kfsEH2R9QaasEIMxj5omiBxjoSPGv56xcjWv1f/33JZOJ6HvuIfK2W5H1vmzVqsImln64m6LqvVhC9x7sBoBst2IqziMiMpKpdz1AWtbQLnt9XeG5555DURRkWeaJJ5441cMRBEHo1rp1YM3j8bB+/XrWr19PZWUltbW1aDQazGYzqamp9O/fnzFjxmAwGE71UIVTQFxsELqbAzuqWfnFXhoqW8onGoK1jL4knf4TkpDb6TtxNIrTSemjj9G0eLF/Wezvf0fUrbd2xpA7ZOOBWm55dw0ZVVsYVb8Rneq7+BFjTGZSwjVomuvr69NCib51ALKx44GiLdnrmPvNFwS5Wi5imLBxAcvIYo/v/Ct5pC+LbcCvIDi6M19aC1WFglW+YFr2N4EntgCyFjIugDEPQOqYNps32NzMfH0FJfW+//u7JvTkTxf29z/u8Xj48MMP/T1Jo6OjueOOOzCZOt47qrCxkEu+uQSv6iVEF8KCKxcQqu/4zE5VVXnm6ad9UV9V5TdjxxI6ffph16/5ZDf27b5+B4Y+4UTfPjCgP84vH8xh84/fAiBrtFzy2z/Sa/jIDo/neDjtHioLGqktsaLRyRiDdZjMOoytvjQd6PkndA2nzc22n4rYtrQYl71VfxsJMkbFM/yCVCLig0/hCAXh5BLHusKp1pXvQa9HoXxfA4XZNRTsqqWm2NJmnZAoI8Omp9B3bALa5koHDZUVrJ33KbuW/YTaqpRcUFg4Q86/kMwxE4lMTDrs8xY1FfH13q/5Ju8bquxVbR7XqCpDFQ0Tel7AxCF30iu8N5Ik4cirp2F+Pu6SVuOUIGhYHGHnp6IJ9V2jsLu8/H7edr7dWkqYZGeotoQ0TWBQLiIigtGjRzMoPZ2mOXOo/fgT8LQKFor+a8KhXFZY9y9Y9U9wtARj0Zp8wbSxD0FQ1/WgrnPU8cmeT/hk9yc0uhr9y1MdCTxV+DDxXt85h1fx4Nr4Lp7STf51Qi+8kNjHHkUXHw8crOpygM2LC7EE5WE3l/rX1TbVYSorYMTMSxh71fWHDZ6fyZ5++mn/908++eQpHIkgCEL31y0Da2VlZbz00ksB5a4Ox2AwcM011/DHP/6RPn36dNEIhdOBuNggdEdet8K2pUVs/PFAwKzdqGQzE6/NILF3+DHvU/V6KX/2Weo//axlf3feQcxvf9tlGR5r9tVw63/Wo7c3MKlmBT3tvgBRlCGRifFXoZd9J0W6HiHE3DYAOajjWXrFDcX8ee6fSapIQqu2BOXSKORClhJD88ULSQO9zvMF2fpeCPpOuCDfUAxb58LWj6Euv+3jMf18vQyyrgFzTLu7UFWVuz/cxOLsCgCGpYTz2awx6JoDPIqiMG/ePHbu9JVUDA4O5s477yQiIuKYhvqnlX/iu33fAXDfkPu4d/C9x7S9ZcUKXvnpJ39g7S9/+cthZ0/btlZS+2kOAJJJS/yvh6EJa5kEs/qLT1jz5Se+xyWZCx9+nMwxnVum1OtVqC2xUpHfQMWBRiryG6mrsAWUb2qP3qT1B9tagm56//dh0Saiks2if9dJ5LD6AmrblxbhcrT8HZRkicxRcQyfkUZ4rCiNJXR/4lhXONVO5XvQWu+kMLuWPWvKKN1bH/BYUJieodNSGDAhCZ3BF2CrKythzZdz2b1qmW/CUysxaelkjh5P5pgJhMe337vMo3hYUbyCb/d9y+qSldi9znbXSzRGMSF1KhOTJ3JO7Dmo2U00LCrAW+vwryPpZULO7UHIhCQknQZVVfnv6gM8/8NuPIpKpGRljKmcGKU2YN96vZ6hQ4cyNDER99vvYFm2LOBx0X9NwOOCTf+B5S+BtVUgWNbBiNt8ZR9D4rtsOGWWMj7I/oCv9n6F3dMyORQVblVv4OKc0QTh+x31OhpwrH0Tpd53Hmjo25f4J/5E0AhfeUinzc32n4vZtrQIh9VJY+hmXEEt+9TVlNMjyMD5sx4kLr13l73GriYCa4IgCF2n2wXWvv32W2655RaamppoPYRDL/4e+pjBYODVV1/lnnvu6bKxCqeWuNggdGfWeierv84jd11Fy0IJhkzpwahL0/2zdDtKVVWq33qb6jff9C8Lu+wyEp59BknXNQGC5blV3Pn+RlweL+m2fC5oWoPG3kiEPo5J8ddg0Piyr3TxwUTfORCNWX+UPbYot5Zz7/f3El0YTZKtZVayjMI4NjCB9ehpVUJOFwSZMyAizRdg05ubb1t9rws6ZHmwrwyQ2wF7/ucLpu37mTaRGkOYrwTl0BsgcdhRe73NWbGf537YDUB4kI4fH5pAYnhLJtqSJUtYuXKlb9g6HbfeeitJSYefed2egsYCLvnmEhRVIUQfwsIrFhKi73hZGFVVOXDttXzQr58/sPbkU0+1u66nwUnFPzajOnw/78jrMgkaHOt/fNMP3/LLB7P996ff8xCDJh8+862j42uqcfgDaBX5jVQVNeF1K0ff+DgFhxuISjITnRxMVJKZqCQz4fFBIuPtBDgsbrb+VMj2n4txtwqoybJE5uh4hs9IJSxGBNSEs4c41hVOtdPlPViaV8+m+Qco3BUYiDIG6xg8JZlB5yZjaJ6UVV1UwJovPiF33ap29xWX3pvMMRPIGD2esNi4dtdxeV1srNjIiuxPWV68nEKp/RKVRo2RkQkjmRg/gfHlWbCiwX/8A6AJNxA2oyemrGgkSWLd/hru/2QL1RZf0C5Ra+VX8fVYq0vb7DsjI4PBwcEYZs/GLfqvCarqq4qx5OnAyXySDIOvh0mPQ0Rqlw1nf/1+3tv5Hj/s/wGP2vKe10paro6/nOk7ziWuVdzPW1+Afe1bqI56NGFhxPz6YcKvvhpJo2kzocpNJU1hu/Cams93VRVTdSnnXTCD4TMvRdYc23nwmUYE1gRBELpOtwqsvfvuu8yaNQuluYSDJEkcbRity0pJksRLL73EI488ctLHKpx6p8uJniCcTGV59az4fC9VhU3+ZZGJwUy9rT8xPY69Xn7dp59S/vQz/pm85kmTSHrtH8jHUFLwRCzJruCejzbhUVR0iotbjXsw5a4hVBvJpPhrMGl9JR210SZi7hoUkOV0NBXWCu5cdCeOcgdDaoYQ7GnJSAs3qMyQV5Fp33BiL0BrAlTwOA55QIL0STD0Jl82nK5jP89NBXVc839r8Ci+/4//3HoOk/v6glC1tbUsWbKE7Oxs3zNIEtdccw19+/Y95mH/ccUf+X7/9wA8MOQBZg2edUzbW1aspOiuu/j82muOGFhTFZXq/+zE2Tyz3DQ4hqjrWsa74+dFLPrX6/775958F8MvvPSYXw/4ehPmbarwBdIONGJvch9xfVkjEZ1sJi4tlJhU3++O3eLG0eTGbnXjsLhxWFy+ZRZ3m15eHSFrJCISgoluDrRFNQfdgkL1ov/XEdgtLrYuLmLHL8UBmbqyLNF3bALDL0glNLpr/kYJwunkTD3Wvf3227v8OSVJ4t133+3y5+3uTrf3YGVBI5sWFLB/S2DJRr1Rw8BzkxkypQemEN/ErMaqSnLXriRnzQrK9+1td38JvTPJGDOejNHjCY1uv7IAqsqBLf9hxYbXWa5a2Gg04jnMZ/pQcxazGq4hZW8EUqvLGPrUUMIvSkffI4TyBgf3fryJLYX1/sevHxTKEGMNubt34vEEHn/ExMQwSJKI/vAjpLqWEpLauDhif/uIr/9aNw80nPUKVsOiP0PJxsDlA34F5/4RYjK6bCg7qnbw7s53WVq4FLXV5EKjxsiVfa7gusaL8f5ci67V3DZ30TocWz8E1UP4NVcT89BDaCMisDe52Lqk5fjPo1ZjM23HGSb7AoYAipcULVw+637C47ouE+9UEoE1QRCErtNtAmtr1qzh3HPPxe12+wNqZrOZq6++mgkTJpCRkUF4eDher5f6+np2797NqlWr+Oqrr7Barf5tZFlm2bJljBs3riuHL5wCp9uJniCcLIqisu2nItZ+uw/F4/vTLGskRl7ck6HTU4+591rjwkWUPvooqtsXiDANGULyO2+jPcbSgsdr/o4yHpi7BW9zMOnO/nrSdv+AtbCGyQnXEqT11eCXQrXE3TMUbWTHa+dX2aq4Y9EdFNYVklmfSWZjJrLakkHUNyWGC8L2Er73a3DUn/iLCU/1lXocfB2E9zimTeusLi58fQWlDb4g3b3n9uJ3F/TFbrezYsUK1q1bh9fbEmSYOXMmI0ceew+y/IZ8Lvv2MhRVIcwQxoLLF2DWm4++YTNVVSm49jrs27a1BNZo/0TPsrqU+u98s6rlUD3xvx7mL+uZs2YlP/zzRVTVd6Y95srrGXvV9cf0WlRVpTS3nq0/FXGguX/b4YRGG4nrGUZcWihxPUOJ7mE+pkxPxavgsHqwW1zNQTc3tkYXdeU2akos1JRYOhx8M4XoiE42E5sWSlxaKLFpoQQfQ9C4O1JVlfoKG7tXl7FjWQme1gE1jUS/sQkMuyCV0CgRUBPOXmfqsa4sy106meDgBMvWn5lC5zhd34M1pRY2Lyhg74aKgKqPWp1M/wmJDJ2Wgjmi5fixobKcnDW+IFtl/r529giJGf3IHDuBjFHjMEdGtV3B64YtH2Jd9nfWehtZHmRihclIlbZtb+AUZwKP1N5CZn1KwPKgYbGEXZCGN0jHs//L5sO1Bf7H9FqZXw2MZnRYA/m7t9PY2BiwrdFgoK/bTfL3/yO4qWXCnS41hajbbiPsssuQjd2v39RZrSoXljwFOT8ELk+bANOegaRhXTIMVVVZU7aG93a8x7rydQGPhehDuL7v9VwbcTnO78pRS1tauSj2OpzbPsFTvg3T8OHE/+mPGPv3x9rgZMviQnYtL8HjUvB6a7AZt+IIl0DT8vske9ycN3ok4y685KyaoCYCa4IgCF2n2wTWzjnnHDZt2uQPkN1+++28+uqrhIaGHnG7xsZGHn30UebMmePfdsiQIWzevLmLRi6cKqfriZ4gnCw1JRYW/yc7oJl7fHoYU2/rd8zl0azr1lN8//0oFt++9L16kTJndpf1bPh2awm//myr/2LIfRPTGGfZyo7v5nNu3NWYdb4gn2JQib9vOPq4jvdDq7ZXc+fCO9nXsI8QVwgj60cSbg33P67T6Zg0YTxjegahcVt9zb9dVnBZ2vnedshyK3idkDTCF1BLHQeH6TN2JIqicsf7G/g5xzfjemRaJB/ePoKtWzbzyy+/YLe39BMIDg5m6tSpDB069JifB+D3K37PD/t9J+QPD3uYOwfdeUzbW1auouhO3zZHCqy5q2xUvr4Ftbn8YvTtAzFm+P4f87ds5JuXnkPx+gJRwy+8lEk33dnhk2SvRyFvUyVblxRSXWRp87ghSEtcz1B/4CquZyimYyglejxUVcVS5/QH2WqKLVSXWKmvsKEqRz+EMkcYAgJtsSkh6E1tL851J9Z6J8V7ainaU0fxnjqs9YH9a2StRP+xiQy7IJWQYwioC0J3daYe657MwNrhTlFFYO3kON3fgw1VNjYvLGTPmjIUb8t7Q9ZI9B2TQP9xicSkmJFblWmuKyshd+0qclYvp6rwQNudShI9Bw9j3DU3td/HyWWFNW/Dqn+iuprYrdexIsjEsuAQduhbTeBR4RzrAO6quIIerpZMG0nX3H9tYhJfbivliW924vQElq6e1CeKi1NVGgqyKSoqOmR4Eqk2O+mrVxFdVc3B3zRNZCQRN1xPxPXXd9lkOeEkaaqAX/4Gmz8AtdXftZh+voBan2lHLTXfGRpdjXy/73u+yPmCfQ2BAelYUyw3D7iZK3pejmdZNU3Li5DUljG59v+CM/tr9EmxRD/4IKEXzsRa72TzokKyV5bidSt4vbXYdZtwREioulbH7YpCz9goLrvuRsKi2glyd3MisCYIgtB1ukVgbeHChcyYMcN/AvanP/2JZ5555pj28eSTT/Lss88CvoPNxYsXc95553X6WIXTx+l+oicIJ4PXrbD+h3y2LCzwB6W0Bg3jr+xN//GJx3Qhy7FnD4V33YW3ypf5o42PJ2XObAy9u6YZ9Ocbinj8q+3++49My+DKHh6WvvUOQzWTCdNHA+CWXETdMYDQ3h0v/1Fjr+HORXeSV58HKgxwD2BI3RActpYSjjExMUycOJHMzEz0+pMbhDnUO7/s44UFewCICtLx1kUJbFj1CzU1Nf51NBoNY8eOZdy4cRiPcwby/vr9XPbtZaiohBvCWXDFAoJ1HQ9SqqpKwfU3YN+yBTh8YE31KFT+axvu5qBv8JgEIi71vY+Kd+/kq78+icflC6IMnDyN6bMe6tB71WF1s2tFCTt+Lsba4Ap4zBxhYNC5yaQPiSEs1nTazGT1uL3Ulfmy2qpLLNSWWKguthy1VCUSRMQFtQTa0kKJTjKj0Z25Pdtcdg8le+sp3u0LptWVWdtdT9ZKDBjnC6i1zjAQhLPdmXqsKx/HhJNj0V7vbRFYOznOlPdgU62DrYt9F+w9h/RX1Rk0xPcKI7FPOIl9wolLDfV/ttaUFJHbnMlWU1zYZr+ZYyYw7pobiUhop7ettRqWvwwb5oDi+4wv1mpYGBHLgsg49rh8/eA0qsxFdZO4oepCQpSWiXBSmI6ImenUpZh5f00Bc9cV0uQMzITPjAvh+kEhBDfkszt7V5v3eJTTycDVa4ivaOnJLJlMhF9+OZG33Yr+NP3/Eg7DaYE1b8Kq18Hd6pgpJAEm/xGG3ODr93wSqarKrppdfJ7zOfPz5+PwBpa/Tw1N5bYBt3Fxr4tR8q3UfrIDxdbyN9nbWIpz64e4zV6SH7yf0JkzaKp3sXlhIbtXl6J4VLzeGhzyRhwRKooxqPWTkxQZzmXXXEtMfNdM9jwdicCaIAhC1+kWgbUHH3yQt956C0mSGDlyJGvWrDmu/YwdO5a1a9ciSRL33HMPb731VieP9NSora3l3XffZcGCBezcuZO6ujoiIiJITk5m8uTJ3HrrrQwcOPCkjiEiIoL6+vpj3s5gMOBwHNqLqHOcKSd6gnAylOXVs+S/2TRWt/x+pQ6KYvKNfY+pxJyruJjCO+7AXeC7mCCHhdHjnXcIGnZ82VHH6sO1Bfz5m53++/ed24uHJvRg5X/fJy4vlgiDr6m8S3EgTw8jbWrHSyHWOmq5c9Gd7K3z9dWI18dzu+l2crbmBKyn1+vp27cvWVlZ9OzZE81J7lOxPr+W62avxauoRMo2bulRT11FScA6gwYNYsqUKYSHh5/Qcz2+7HHmH5gPwK+H/Zo7Bt1xTNtbVq2i6A5ftpq+dy8+GjGiTWBNVVXqvsjFtrkS8PXHi31oKLJeQ8X+PD5/5g+4mjPwMkaP58KHH0M+ykWB+gob25cWsXtNGR5X4AWy2NQQBk/tQa9hsWg0Z0bQ6WB2W+UBXz+4ygONVBY0BfQTa4+slYiICyI43Ig5XE9wuMH/ZY7w3RqDdadNUNHrUajIb6RoTy3Fu+uoONB42Ow9rU4mMSOc5MxI+pwThzni7C6NKQjtOVOPdffta7/U3onavn07DzzwAOXl5QHLVVVl6tSpLFq06KQ879nsTHsP2hpdbPupiB3LinE72v+M1ehk4nuGktAnnKQ+4cSlh6HTa6guKiBnzUp2LVtCU3VLDzdJlhl03nTGXHFd+yUia/Ph5+dhxxcBi/PNkSzoM4753nrymwoI8QRzY/WFXFg3AQ0tx0GWOA/xl/ZHmxTFZxuK+M+qfIrr7AH7ijYbuGl4LBmaKnZu24zVGjhRJc3tYcCiRZhblYhElgm94Hwib78D08ABHf0RCqeC1wNbPoCf/wbWypbl+hAY/zCMvg/0HZ8Ydzxsbhs/5P/AFzlfsLt2d5vHh8UO4/p+1zM1ZSrYvVTPWYW7rKXSgqp4cOX8SFHNdtIfeYDkS2ZScaCJ3avLyFlbjqKoKN4anMp67JFevMGBlaliQsxcetVVJKekntTXeSYQgTVBEISu0y0Ca0OGDGH79u1IksTcuXO5+uqrj2s/n3/+Oddeey2SJDF48OBuUQ7yo48+4oEHHqChoeGI691777288sormEyd34ukoKCAtLS049pWBNYE4eRxOTys+jKP7JWl/mXGYB3n3pBJr2GxHd6Pp6aGortn4di1CwDJaCTpH68SMnlyp4+5PXNW7Oe5H1pO4Kb1j+Mf1wyhbON67PNKiNT5MtXcipOylBLOuesadIaOZbXUOeq4a9Fd5NT5gmlRxiheHPIiW5dtpbS0tM36wcHBDBgwgKysLJKSkjo9YFFtcXLh6ytobGximLaEPtrAPmE9evTg/PPP75S/Z3l1eVz+3eWoqEQYIlhwxQKCdB0vGaqqKgU33Ii9+bM06dVX+MeGDf7HD57oNS0romH+AcBX3ijmnsHok8zUFBfy6VO/x9Hk6xHSc8hwLn3sCTRa3WGfryyvnq1LisjfXg2tj0IkSB8cw+ApPUjoHXbaBJJOhKKo1JfbWgXaGqkutgSUsuoIjVYm+NCgW7gBU4genUGDTq9Ba9CgM8ho9a3u6+WA0liH43UrOO0enDY3LrsXp92N0+bBZffgtHtwNX/fUO2gNK8+oFdaa5IEsWmh9OgXSXLfCOJ7hp3R2XiC0BXEsa6Poij89a9/5bnnnsPtbsn+VVWVkJAQXnzxRWbNmnUKR9h9nanvQYfVTd7GCkr21lOaW4+t0XXYdWWNRGxqCIl9IkjsE05sShC7Vy1h7bxPsTe2nINr9QaGzriYkZdcidHcTq/a8p2w4mXY9Q2tD2JUQxi5Q69mQUQ084t/QVPj5c6KKzjHGhjs2hq5l5yBFcSlpdDUEM/CLTJbC20B6xh1MlcMSeTcOCf7dm4OCDJrNBoGqyrp332PxhJYNjto1Cii7ryD4PHju8UxVLehqpDzo6+PWnVuy3JZCyNuh4mPgznmpA4hpzaHL3K/4H/7/4fVHRiwNevMXNzrYq7KuIo+EX1QPB7qPl6KbbsXSdfyO+CtySM3byG7J05h5uWXUryrjvytVf7fO8Vbhcu9HnuEC09YYHA6LMjERZdeSp/Mvif1dZ5JRGBNEASh63SLwFpcXBxVVVVIkkRpaSlxcXHHtZ+KigoSmvsDhYaGHleG1enkpZde4vHHH+/w+qNHj+aXX37BYOjcWd/ffvstl1122XFtKwJrgnDyHdhezdKP9mBvddEgc1Q8E67NwNDBnk1ei5WShx7Euro5Y1ijIeHZZwm//FcnY8htvL/6AE9/v4uDyS1940OYffMIwl1Wit5YTag3EgCP4mabZzmjH7ix/b4X7ah31HP34rv9sy8jjZHMnjYbXYOO7du3k52djdPpbLNdREQEgwYNIisri+jo6BN+jV5F5bZ3V9NwYBcDteXopJZMrIiICKZOnUr//v077YLHo8seZeGBhQA8MvwRbht42zFtb129msLbfRlu+l69SP/uW5557jn/408++ST27BpqPsz2Xz+KvKEvQYNiaKgs59O/PI6lzlcGKanvAK7449PtBkS9XoV9myrZuqSIqsKmgMe0Bg39xiaQNTmZ8Nhj6yN4JvK4vVQXW3yBtgNNVBxopLHafszBto6StRI6vQadQeMLuhk0SLIUEDTzHtL35VhExAeR3NcXSEvKCMcQ1H5QVRCE9oljXdi5cye33norW7Zs8Zd8BF9QbcqUKbz77rukpKSc4lF2X93hPaiqKg1Vdkr31vu/mmoOf34qSRDXM4zUgSFYa9exfcl3/sx7AENwMOdcciXDZlzc/kSvqhxY8aovg611fyy9GXXE7ezqO435Feso3ZbHVYVTSWnVf01BYVnoJj6O/oFyYw2JQWm4bIkUlkXisSejOONB9X2WTsmM4YJEJwU71mFpFUgLMZsZo9EQ9eVXKK1KjAMYMjKIuuN2QmfORNKJz+RTxl4HO+fBlo+g9JDJ4P0ugalPQVSvk/b0Do+DhQcW8nnu52yv2t7m8YFRA7k682rOTzufIF0QXouFxvk/0/hzNZrQlvMv1W2nIH8ZcyNSGZgxGF25E6e9pZyp4qnA5dqAI8yGOyI2oC91kF7H9BkzGDxkqAj2HkIE1gRBELpOtwisGQwG3G43kiThdDrRajt2IfhQHo/H3ydHp9O1e6H0TPHjjz9y0UUX+Rt06/V6Hn30UW688UZ69uxJTU0N33//PU8//XTATLWbb76Z999/v1PH8swzz/g/0HU6HRaLpcv7EbWnO5zoCUJnsTe5+OWTHPZvaSldY44wMOWWfiT3jezQPlSXi9Lf/4HGH3/0L4t9/HGibj+2gMzxWp5bxf2fbKbJ4TshiwzW8383DWd4YigHXluOvtZ3AcCrelhb/T1pF43mnEuvOGpZQYAGZwN3L76b7JpsACIMEcw5fw4ZERm43W7y8vLYvn07ubm57fZoSUhIICsriwEDBhAaGtrm8dYURcHtduNyuXA6nbhcLlwuF5+vzKZq7xaCpZbZ9gaDgUmTJjFy5Mjj/uxrz9bKrdw8/2ZUVCKNkcy/fP6xZ6vdeBP2TZsASHzlZcIuvDBgHVeZlap3tqG6fD+v0GmphE5JwVJbw6dP/Y6GCt9nU2zPXlz9l79iCGpbwqamxMKid3dRWxo4QzY43EDW5GT6j0/EGHx2X/hRFRW7xY213om13oml+fbQ7502z9F3dpIFhepJ7hdBj+ZgmuiXJggn5mw+1j00S+1gUO1gltpLL73E3XfffaqH2e111/dgU60jINBWX2E77LpRyRpkdRMle5ajeFo+a4MjIhlzxbUMnDwdTXvHcLX7fQG2bXNBafUZrTXB8FtRxj7AFms5B5btoG92PGHuVhlAKPwUto5Pon+kQt8SHFNVGcUZh9eejOJIQnHGE6UL5bwQL6baQlS1ZTJMSo8ejNNq0X4yF1dBQcDQtHFxhJw/nZDzziNo+HARZOsKXjfk/QTbPoGc+eA9JIuyx2iY/iz06HjZ+2Ohqiq5dbl8k/cN3+37jkZXY8DjJq2JC3vO5KqwyfSoUHDs2Y1z9x4cOXtB3wdD5sVIupbjuuqGUhYpevRyKDpVCngexZOP27MFZ4gHV0QMaFp+P3QaDZMnT2bk6NGdeu4jCIIgCMejWwTWYmNjqa6uPuGMtfLychITE5EkiejoaCpaNfE9kzgcDjIyMigqKgLAaDSycOFCJk6c2GbdiooKzjvvPLKzs/3Lli9fzoQJEzptPJdffjlff/01AIMHD2br1q2dtu8T0V1P9ATheKmqSu66cpZ/mourVV+JrPOSGX1pL3SGowegVEWh4m9/p+7DD/3Lou6ZRczDD3fJbMJ9VRbuen8j+6t9gRadRuL5ywZx1dAkyt7bgrLfd+FDURXWVf0Pbw+JGff/lrDYo39uNDgbuGfxPeys8fV0CzeEM3v6bPpGtpQecTgc7N69m+3bt5Ofn99mH5IkkZqaitlsDgiatf7e5Tp8uaHW+znnnHOYNGkSwcGd2zOhoLGAm368iTpnHQCPjniUWwbcckz7sK5dS+GtvoCqPj2d9O+/Q2rVe85rcVH55la89b4JLKbBMURem4nD0sRnT/2emmJfz77IpB5c89TfCQoNC9i/qqrsXFbCqi/zAjKiYlJCGDK1B72Gnzn9004XbpcXa11LwM1hdeNxeXE7vXicCm6Xt+W+y4v74DKnt/kxBY/Ti6Kq6I1aDCYtepMWQ1DzrUmLPqjV8kMeN5l1hEQZxaxjQehEZ+ux7pGy1KZOncqcOXNElloXOVveg7ZGlz/IVrynlrrytoE2VWlEq9mItW6br4Rfs/C4BMZdcyOZYyYgye0cu9QXwsrXYMuHgcEUjR6G3gjjf4ManET96iKafilGtrfs24OXheGr+TR6PtW6+iO+hmBXKINrhpDgCCwdaEw10NdrJ/WHDRh3H2iznRwSgnnCBMznnYd54gQ0R5lAJhyjsu2w7VPY8TlYq9o+HjcIzv099L3Q38e4M+XV5bHgwAIWHljIgcYD/uUar0pyNYyyxjHJnkJymQd37l6UVi1ItInDMQy4HDm45T3l8HrYZlcpP2Q+l6p6kNRcXPJOrCYdntAIkFp+H2RJYvSY0UycOAmjUUy8EgRBEE4P3SKwNnToULZt24YkSXz66adcddVVx7Wf1j3WBg4cyLZt2zp5pF3jzTff5MEHH/Tff+2113j44YcPu35+fj6DBg3yNzEeP348K1as6LTx9OrVi/379wMnJyPueJ0tJ3qCcKyaah389H42JTn1/mUhUUbOvSGTlP7tNF0/hKqq1Pzf/1H12j/9yyKuv464J55o/4JBJ2uwuXlg7mZW7G3pP3bH+J78fnomjV/lYt9W7R/nhur5lHjzmHrHffSbcPSecE2uJu5ZfA/bq31lT4J1wbw66VXGJo1ts25jYyO7du1i+/btlJWVddKrA11kEndfdxkxMZ3fM6HaXs2NP95IiaUEgBFxI/j3tH+j03R8JrKqqhTcdBP2jc3Zai+/TNhFLdlqqkehavYOXAW+ma66ZDOxs7JwuZ188eyfqNi/F4Cw2DiuefoFQiIDy2jaLS6WfrCHA9tb/n+jkoKZcE0GiX3CRWDmFGt9EVsQhFPrbDvWVRSFv/3tbzz77LMiS+00cba9Bw+qK7eyb3MVeZsrqSkO7FemeGvw2FehuPMClsekpTP2yuvpOXRE+xlsjWWw+nXY+B/wtJSWRNZC1rUw+h6UiP5YVpfQtKwE1dGqpJ6ssiulkLlR89lm34miHr5Mc7wtnqyaLEI8If5lLtlFdng22sZ9XLLOy9B9Ktr2dqHVEjR8OCHnTcY8eTJ6EcA+PpZK2P65L1uxYmfbx4OiIetqGHwdJGR1+tPnN+Sz8MBCFh5YSF69730a2agyOF+lb5FKz0qJHtUqmsOUGpcj0jEOvApNq3KUqqpS4FLZ5fDiabWZPshLcEgO5TU7sASFoAQF9h+UJImsrEGcd94UwsICJ9oJgiAIwqnWLQJrDzzwAG+//TaSJDFq1ChWr159XPsZM2YM69atQ5IkZs2axdtvv93JI+0aWVlZ7NixA4Do6GiKi4uP2jftd7/7HS+++KL//p49e8jMzDzhsTQ2NhIeHu4vSfnKK6/wyCOPnPB+O8PZeqInCB2hKirbfy5mzdf7AjKC+o6OZ9yVfTCajx5oqf34YyqebempFXrxxST+9fkuKRfj8So898Nu/rv6gH/ZpIwYXr92CMqCAqzrW0rgbq5ZzN7GzfSfeB5T7rgXvdF0xH1bXBbuXXIvW6u2AqCRNDwx+gmuzLjysNtUV1ezY8cOtm/fTl1dXcBjsiyj1+vR6/UYDAb/94qkZUuJhUqrBzca3KqGXuk9efm2KWjkzg9cWN1Wbltwm7+XXJ+IPvz3gv8Sqj+2mcfWtesovPVWoG22mqqq1H2Ri21zJQCaUD2xDwxBMajM+/tTFGf7Lh4ER0Ry7dMvEh4XH7Dvoj21LPlPNraGlhnbWZOTGXN5L7S6o2dUCoIgnE3OpmNdkaV2ejqb3oOHU19hY9+WSvZtrgroBat4yvDYV6J4igLWN4WGkTlmAv3Gn0tCn8y2k1UsVbDmTdgwB1yBQTtSxsKou1FSL6BpTSWWlSWozpYqFJJOxjAqhpJBFnbadlPUVES1rZYDdZWUWWpodNWjyhZkyUufhj70re+LTm05bm/QNbAtahtWqZLB+1VG7FUZul/FfJiWc/revQiZfB7myZMxDc4KqF4gHMLtgJwffdlpeUsC++uBL0MxcwYMvh56T4FjmPTWEUWNRSwsWMiC/AXk1OWgd6v0K1QZkq+Sla/So/ro+9AlZ6AfdCWyIS1geZVbYafDS2PzS1JNGjKzDFjr15OzPxtHSASqPvB6lUGnY+To0ZxzzjlHLaMvCIIgCKdKtwisLVmyhOnTp/sPOp988kn+8pe/HNM+nnrqKZ555hnANyvm+++/Z+bMmZ0+1pMtPz+f9PR0//277rqLf//730fdbtu2bQwZMsR//9lnn+WJJ5444fGsXLkyoKzkkiVLmDJlygnvtzOIEz1BOLr6Chs/f7SH0r31/mWmEB0Trs6g94jYo2amNHz3HaV/+CM09x0zT55M0j9eRe6iEh6frCvkL9/uxKP4PpJ6xQQz5+YRRKzzXWw4aEfdCrLrVxORkMiFDz1OXHrvw+0SALvHzu+X/56lRUv9y24beBu/HvZrZOnwWXmqqlJfXw/gD6RpNJo2P8efdlfwyOfbaLD7+qnpNBJ/mtmPW8amnZRsILfXzf0/3c+asjUAxAfH89GMj4gLPvbSygU33oRt40YAEl96kbCLL/Y/9vcnn0cjyehULVcpY4mZlYUcZ+Tbl57lwDZf83WjOYRrnvo70T1S/dt5vQrrv9vP5kWF0Hx0YTTrmHJLP9IGBWa0CYIgCD5nw7Hu0bLUXn75Ze66665TPcyz1tnwHjwWjdV29m2uYt+WSiryG5v7SRXisa9A9Va2WT8kKo7+E8+l/8TJRCYe8rOz1cLad2Dd/4Gz4ZANE2HE7Xj73YhlkwPL6lJUd8tEOUmvwTw+kZAJycimluw4RVHZXFjHguwCfsrNp7K+nGFSHb1Ud8DuS4x17I7cTIOhHo1XJbPYF2QbsVclvr79166JjMQ8YQKGjD7oknugS05Cn5yM5mzMQvK4oC4fqnOhKgeq9sDeReBoaLtu0ggYch0MuByCOtb3uqNKLaUsPLCQBQcWkF29i9RKyMpvyUzTt20b7SPL6NN7YuzbD2O/vujSM7EWh+LJbkBqdRWwyauyy+6lwqNSLyvsM6pcMNqApmQNew4U4A6LgkN6XUeEhTJ+4iSysrLQid59x+Xpp5/2f//kk0+ewpEIgiB0f90isAYwZMgQduzY4T+ZmjVrFi+++CJms/mI21ksFh577LGA4NOgQYNOmz5gx+rdd9/lzjvv9N//5JNPuO666466naqqREVF+TMpxowZc9yZf6299dZbPPDAA/77VVVVREefHhdBxYmeIHSMqqhkrypl9bx9uOwtZWXSBkUx8bpMQiKPHCRrWrqUkl//BrW5d1jQOeeQ/M7baI7y97mzrNlXw30fb6LO5rsoEGbS8fb1QxmYb6Vpacss4X2NW9lUswhJo2HiDbcybOalRwxieRUvr256lQ+yP/Avm5Y6jb+O/ytG7fEFDt1ehZcW5vDv5fv9y3pEmnjzumEM7hF+XPs8GkVV+OPKP/LD/h8ACNWH8uGMD0kPTz/Klm1Zli+n6O5ZAOjT0kj/4X/+2cn27Bpe+vxNVAkkFR694j4M/SL432t/J2/DWt82JhNXPfE88b0z/Pusr7Sx+N1dVBa0zPJO7hvB1Nv6Exx25GxsQRCEs1l3P9bdtWsXt956K5s3b26TpTZt2jTmzJnjf/3CqdHd34MnoqnWwf4tVezbXElpXj2KOx+vKxvFvQ9oG9EIiU4hY9REhl04jdCoVqXZnU2+LKf1s6E6J3AjjR4G/ArvwLtpyonAsq6M1nX4JKOG4GFxBI+KRxfXtmdvfrWVxdnlrNyaQ2j1LqJla8DjFZLE3qBKaqN24NbUgaqSVAMj9qoM36uQUQJHKwIvh4Sg65GMPikZXXKyL+DWo4fv+6Qk5KNU3jmtORqgeq8veFad6/u+Ohdq97fNSGstNBkGX+Mr9Rjdp9OGo6oqe+v3srJkJT8V/ERBwTaymjPSBuerhFsPs6EsYxo0iODx4wkeNxZj//7IRiO2BgdFX+9Dn1OLrtXVP6eissehkOPyskfvJcfoZVxSE6k1W6m02vCaw9r0g0tL6cGESeeSnp4uSoqfIBFYEwRB6DrdJrC2bt06xo8fj6Io/hOrkJAQrrrqKsaPH09GRgbh4eEA1NfXk5OTw8qVK/niiy+wWCz+UoVarZZFixZx7rnnduXwO83DDz/M66+/7r+fnZ1Nv379OrTt5MmT+eWXXwAwGo1YLBY0J1iu4a677mLOnDkAJCUlUVxcfEL760ziRE8Qjo213snyT3PZv7WlcbbOqGHMZb0YODEJ6QjlCa1r11F8330oNl8zd+PAgfSY/W+0EREnfdwAhTU27vxgA7kVvpI5GlniyYv78yu3loYf8/3rldryWF35HV7VTc+hI7jg3l8TFBZ+xH1/uudT/rb+b/5+FVkxWbw++XWiTEfvR9daab2dBz7ZzObCev+y8wfE8eKVgwkznbwZm69ufJX/7PoPAAaNgdnTZzM0dugx70dxOtl/8SW4CwuBwN5q7nIrlW9v4115MaoEqPDnvzzBj2+8Qs7q5QBoDQau+OMzJPcdAPhO/nPWlbN8bi7u5jJGsiwx6rJ0hk5NOeL7TRAEQei+x7oiS+3M0V3fg53NUuckf1sVxTl1lORUYK3bjeLajeIpbGdtiaDwXvQYOIZB500kOSMOjU4GVYX9v/gCbLnz4dA+aonD8Ay6l6aywVg3VoESeLlGnxZK8KgEggZGI+nahsOqmxzMW7KKop3r0XidgeNX9eSqJvYHl6MJzwNjPgpuQq0qQ/f5MtkG56sY3W12e1TamBhfkC0hHm1sHNr4OHRxcWjjmm9jYpD0+mPfcWdSvFCZDYVroXJ3cxAtFywVHd+HLgj6XeLLTkubCEfpS626XHhqa/E2NKA6HCh2B4rD7vve4fAvc1gbKK7eT1lNPlV1JXgddgxuiKtX6XmE4WkTEzCPG+8Lpo0e5c8s9LoVDuyoouznYqLLrZg1LcfjXlUlz6mwyONmi96DGmpnhqkItTofq0aPYgwKeA65uX/a+AkTT5vJ192BCKwJgiB0nW4TWAN45513ArKjWs9cPJxDZzf+85//5MEHHzyp4zyZzj//fBYtWgT4Slo6HA70HTzQvOOOO3jvvff89w8cOEBqauoRtji6kSNHsmHDBgBmzpzJ999/z+LFi/n0009Zs2YNJSUleL1e4uLiGD58OJdeeinXXnttl6T9ixM9QTg++7ZUsnxuLrbGlj5XCb3COPfGvkQmtJ3tepB9xw6K7rwLb4OvzIm+Vy9S3nsXXdyxlxs8Hk0ON7/+dCs/7WkptXPj6BQeT4ml8au90NyAu9ZZxvLyL3EqNoLDI5jxwG9JHTTkiPteXrycx5Y9hs3jCxwmmZN4e8rbHc76+nlPJb/5fCv1tpbSj3+Y0Y/bxp2c0o8HfZj9IS9u8PXXlCWZf5z7D85LOe+49lX15ltUv/kmAEEjRpDy4QdIkoTX4qLyza146528Z1zaHFhTGR0fwc6fFwOg0en41eNPkpo1BACX3cMvn+Swd0PLGX9YrInpdwwgNlX0WRAEQeiI7nisK7LUzizd8T14sqmqSm2ZldLcegp2FlK4cy2Oxp3tlooELRpDL2JSh5E2eAg9+scT3zMMvaMENr4Lmz8Ae2BvX4Ki8fS/h8amadh2WcETGICTg7QEHcxiiwkMhAC4XC42bdnKylVrsDYG7tujSuz3RrFHiaTBVI7OnEtw+D5ccjk6j0paBcTWq8TWQ2yD7zauXiWqETQncPVIExWFNi4WXVx8820c2rh4tLGxSBoZ1e1G9XhQXc23bjeqx43qdsPB+243qtvjX1cTGoI2Ph5d85c2Pr6llL3LBiUboXAdFK6B4g3gbOzYYLUmiO4N0RnNX30gOhOieqOqMp7aWjzVNXhrqvFUV+OprsFTU43X/30NnupqlIZ2ykaeACkoiOCRIwkeN47g8ePQp7Wcg3i9CiV76ti3uZKqbVVkoBKtDQz87XV7+djrZKPWyrnmYhI95dgVtU3vNACTXs/osWM5Z+RIgoLavseEEyMCa4IgCF2nWwXWAObOncusWbOwWCwBJ1rtaf14UFAQs2fP7lDZxNNZVlYWO3bsACAmJobKyvYOwNv3pz/9ib/+9a/++ytXrmTcuHHHPRav10tISAh2ux3wZcTV1NSwffv2I27Xq1cv3nnnHaZNm3bcz90R4kRPEI6f0+Zm9Vd5ZK8q8y+TtRIjZqQx7PxUNNr2Z1k69+6l8I478TT/bdIlJpLyn/fQn2AQv6O8isqLC/fwf8taSi2OSY/ixXN6In+7D9Xhy4yyehv4pfQzLJ46kCRGXnolY6+6AY1We7hds6d2D/f/dD+VNt9rC9GH8Nq5rzEyYeRht3F7FV5ZlMu/lu3zL0uOMPHm9cMYcpJKPx60IH8Bjy1/zH//z6P/zNWZVx/XvlyFhey/6GJfuU+tlvSv52Ho0wfVo1A1eweuAt/FhneNS6E5sGbe7evDJms0XProE6QPOweA8v0NLH5vF43VDv/++45NYMLVfdAbD//zFwRBEAJ1p2Pdo2WpvfLKKwHl8IXTQ3d6D54qqqpSX2Ejd91uctYsp6ZoE4qnvaCKhKSJQ6PrQXhCBikDB5HcO5QE93LMO/8FFTsOWV2D0nMmVsdorBW98VjbTo4z9AwleHQCpgHRSIcc26uqyv79+1m3bh25ubltti1XQtjtiaVQiQBtPVpzLkGhB5CMJXg1gdcoZMUXXIutV4lt8N0m1MskNhmIqfcS3ORss/9TQROsRxukoNNb0Zo86IK86ExetEFedEG+W0kCr1tC0UbjNaXiNSSg6GLwyuEoajBel4y3qRGlsQlvY6Pv+4ZGvHV1/smHXcXYv39zecdxmIYOQW41Idvj9lK0u479mys5sL2aCLeXFL1M/CHZjPleL/+iAUVTQF9dLaqkHDbbLiosjHOnTqF//wEnXBlJODwRWBMEQeg63S6wBr4+Xs8++ywfffQR9fX1R1w3JCSE22+/nUceeaRbzG6Mj4+nosI3wz8zM5M9e/Z0eNuXX36Zxx5rucj63XffcfHFFx/3WHbv3k3//v2Pa1uNRsObb77JPffcc9zPfzTiRE8QTlxxTh2/fLSHhiq7f1lkYjCTb+pLfM/2m5G7iospvO123EW+/maa6GhS3p2DMTOzS8YM8NWmYv4wbwcur2+WriTBFT0iua8a9DZfHzm35GJZyWfUOEsBSOidyYUPP0ZYbPxh91tuLeeBnx4gp87X40Ira3lqzFNc2vvSNuuWNdh58JMtbCxome07rX8cL185mLCgk5u1u65sHfcuuRe34suQu2fwPdw/5P7j2peqqhTdPQvrihUARN5+O3GPP4aqqtR9kYtts+/iiSZUz79dCwICa5Ikc+HDj5M5ZjyKorJ5QQHr/5eP2lyeSG/UcO4NfelzTtdkNQqCIHQn3eVY90hZatOnT2f27Nnd4jyuO+ou78HTiaIo7F2/je1LllCyZwNet+0wa8pI2gQ02hTMUb1JTo0hSVlLQu1nRMoFSFLL5RpVBZfaH6vnAmzKeCCw4o0sWwgK3Y45fj/aCB2YYyE8FSJ7QkRPar1BbNi4kc2bN+N0ti0TmeOJJdcbjZPm41vZgcZYgmwsQWMsQWMqRtbXHPY169wqkU0QaYHIJpWoJohqkomxaIi2SEQ2KZib3MjKKbsE1WUkkxElIgxHqJFGs0SpxkK5txaHTsWllXDqwKXFd6uDsNBYMhOyGJg0jH6JQzAGhyKbTMjmEDTmwGCq2+WlcGcN+7ZUcWBHNabmYFqyTsbQqgS7ispu6lkgl2DUVKI/XLqhqhIVYmbQkCEMGjqMqKhjK5MvHB8RWBMEQeg63TKwdpCiKGzcuJF169ZRVVVFTU0NqqoSERFBfHw8o0aNYtiwYWiPkIFwMvzwww/s3bu30/b361//2v+92WzGavV1nR0xYoS/DGNH/Otf/+Lee+/13//444+5/vrrj3tcc+fObbO9wWDgpptu4tZbbyUzMxOz2UxRURGLFi3i5Zdf5sCBA/51JUnim2++4ZJLLjmu5z9aP7eysjJGjvRlkogTPUE4fh6Xlw0/5LNlcZE/IIIEWecmM+qSdPSmtn9j3ZWVFN1xJ87mv4VyaCg9/u9fBA099t5ex2tTQR2zPtxEtaXlAkAMEv+QgklTfTMtVVlldcU3FFt8M3H1piCm3f0AfcdOPOx+rW4rjy17jBUlK/zLZmXN4v4h9/svBv6cU8kjn22lrrn0o1aW+MPMftx+kks/AuTU5nDLgluwun2fFVf0uYInxzx53M/buGgRJQ89DIA2Lo5eP/6AHBxM07JiGub7+tdJOpmYWVn8bc4rvihmc2Dtgvt+w4BJU7BbXCycvYuSnJYgY3x6KNNuH0BotOkEX7EgCMLZ6UwPahzMUnvuuedwuVwBWWqhoaG8/PLLIkvtNHemvwdPd16Pm4LtW9m7fgMFO7bRVF1yhLW1yNokZF0KBlMiycYqErXbSDesJ1xb2rJPNQSbdwpW7wV41Lb/XwZ5K8GaBRjlTchS88Q6jR7CU3GG92K7pxfrqk1UW70B2ymSTDHR7PbEUOZup/yfbPcF2YwlyKYSNMZiZH1th38WkqISbsUXgGvyBeIirL7zElWjwRwUQYQ5mojgGCJDY4kxxxEtyWidNUjWciRrCVJTCZKlBEl143HJeGwa3DYNHpvcfKvBbdfgq2veeeSQEDRhYWijo9FER6GNikaJCKUuSKHMYKdI10iuVE22WkK+u+yI+zJqjIxMGMn4pPGMTxxPj9AjTzpwOTwU7Khh3+ZKCnbVILsVknUyPfQy4dqW1+nETYlcy165iiK5GmRvu/uTvB5izEFkDRvBiAkTMR4snyl0GRFYEwRB6DrdOrB2urryyiv56quvOm1/rX/UOp0Oj8eXbTFmzBhWr17d4f28++67ASen//3vf7nllluOe1y///3veeGFF/z309LS+Oqrrxg2bFi76zscDm666Sa+/PJL/7KwsDDy8/OJiIg45uc/lovE4kRPEE5cVWETP3+0h6rCJv+yoFA9Y6/oTcbIuDa/k976egpnzcKxzVceVjKZSH7zDcwnUIL2WNVaXcxdX8hnG4oorPXN+A0GnieIEfgCgiqQ7VzLztJl/u0GTp7Oebfeje4wJ4sexcML61/g05xP/ctm9pzJg1l/4uO1pbzzS0vpx6RwE29eP5ShKcf+d+5YlVhKuOnHm6iyVwEwKXkSr01+Da18fBNMFJuNfRdehKfMd5Kf9NprhF5wPvbsGmo+zPb98IDI6/uyq2AFP27a7g+sXTZuFIOnzaC62MKP72ynqcZX+lGSYPiMNM65MA1Zc+TG7YIgCMLhnclBjUOz1FqbPn06c+bMOaNez9nqTH4Pnoms9XUU7dpO/ratFGzfhrXuCG0hJIMv0KZJICwqjow+oWSm1BKpL0WyVaNaa3BWB2OtG4jdPhg49FjRi17ai0HeikHejkHejST5JoypwH5SWMcQcknHV66gRXyIhsEpYfRKSUQNisKqDcUih9IkhWDzSNhcHuwuL7X2eopseymx7afaWkOtsx6LuxEvFiSNDUlr9d1KCsdDo6okezz0dLnp5XaT7vaQ7nLT0+0m+ODfHY0eEodByihIGYOaOAKPXcVTXo67rBxPhe/WXV6Gp7wCVBU5LBRNSChyaCiYg1HNJtSQILzBRrzBJjzBelxBetzBelwGLU7cVNoq2dewj331vq8KW8WRB99Kz7CevkBa0niGxw3HoGnb16w1h8XNgZ3V7NtcReGuGlSvSqxWai71KCFLEioqtZKFIrmGQrmaSrnh0P9GP9luJSrIyOARIxg5ZTp6o5gUdyqJwJogCELXOVnHuqIJyini9bbMHJIPU9v6cA5dX1GO7wD1oMzMTC6//HL2799PTU0NCxYsIPMIpd6MRiOffPIJxcXFrF27FoCGhgZeeeUVnnvuuRMaiyAIJ19MSghX/m44234qZv33+/G4FWyNLpb8J5tdK0qYeG0m0clm//qa8HBS33uPogcewLZmLardTtE995L08suEnj+9S8YcGazn/sm9uXdSL9bur2HuhiIW7iznUa+NP2DkfPRIwADDaNS0WHYd+AKAnT8voiQnm4sefpzYtPSAfaqqSq3Vw6SouymLDmZZ9XuAyo/5P/LdrmzsxTfhC9/B1H5xvHxVFuFBgSV3ToZ6Rz33LL7HH1TLisnipUkvHXdQDaD6nXf8QbXg8eMJOX867nIrtZ/m+INqoVNTyC1bz/KP3oN+I/zbDp42g31bKlny3914nL7PrqBQPeffNYDEPic/yCgIgiCcnp5//vl2s9TCwsJ45ZVXuP3220/1EAXhtBQcHkHfcZPoO24SAI1VlRTu2k7hjm0c2L4Ve2NLZQBUJ4p7P4p7PzUlsKYE1sqRGMzJJPQZQd+xQ8i4qj9ROj1eiwvbhjIs68vw1rmbd6DBpfbF5e1Lk/dawIVBzsYgb8MgbyNdyqOXVEgtYWxgMJsZgBPfhLTyJi/lu2rR7apgIHsYzg4GUeGL2xjCICgCTJEQFOm7NUWASQWvEVXR4nQGY3U4sdsd2K0O6lwOaj1O6hQnVtmDTVawabxYNV4a9E4KdBoKdVo8h07ykyQKdDoKdDp+OeRnKasSqiqjShIS1cil85HKFqCRZGRJQiM33xpk5DQZqaeEjIxH9eDyHsDldeFSXC07dDV/1XHcgnXB9ArrRXp4uv82IyKD+ODDl6kH8LoVSvPq2b2tkuLdddgrfJmGZhn66mV6BGswyhIuPBTINRTJNRRrarBJrvZ3qHjRWhsJkWHw8BEMm3I+oTGxx//CBEEQBEEIIDLWjuBkZqzp9Xrcbt/B7ujRo1mzZk2H9zN79mzuvvtu//0TLQV5vNatW8fo0aP999PS0sjPzz/m/YhSkIJw6jRW21n5xV7yt1X7l0myxKBJSYy8uCeGVj3EFJeL0t/+lqbFS3wLZJm43/+OiJtuOullEdtTa3Uxb3Mxn64v4rwqNzfTMutzrbuaA6UfIym+7CpZq6XH9Kto7DWavCobeyuayK2w0GB3+7fRmndhTPoUSfYtU5zRuEpv5ndTJnHH+J5d8hrtHjt3LrqT7VW+7MC00DQ+mPEBEcbjD2A58/LYf9mvwONB0ulI//47pKBYqt/bibfeV17TlBVNWUIJC//1GgCWfiOaM9Zgxoib2fC/lr/tsakhzLgnC3PEkWfZCoIgCB1zpmYLybLsD6a1vg0JCSE0NPSkPKckSRQUFJyUfZ/NztT3YHekqip1ZaUU7dpG4c5tFO7YjsPadOSNJA3BEckkZWbSa/gg4ntnYLIE4ciuwbmvHk+l/fCbaj0YzKUYNDsxulegOPewS8pgE4MoIaHN+nFUMpwdZLEHI4cJ6JwAN1Ck07JfpyNPp2eHLoQ8nZ4KvYJXPrEJxZ0tRB9C7/DepIel0yu8lz+IFhfUtgLIoaxOD/urLOTk1lKyuw5HsRVjvQetCjIQrpGI1ErE63y3tZKFYrmGIk0NFVIDqtT+ZTzZaUdjaSTI66TvoMEMmjyVpMz+p+RcTTgykbEmCILQdUQpyG4mPDychoYGAIYMGcKWLVs6vO0bb7zBQw895L//5ZdfcsUVV3T6GDuiX79+7Nmzx38/Ly+PXr16depziBM9QTj5CnbVsOLTXBqqWk68TSE6xl7em8xR8UjNjbBVj4eyP/+Fhq+/9q8XdvnlxD/1JLL+5GdztUdVVTYX1rHrh31MKrSjaa5/sk1xsLb8C8KdLf0oCkw9WBxzHnZNOz0jANlYhDnlA1SN7wKGhMT4pPFc1/c6xiWNQ5ZOXslDj+LhNz//hl+KfwEg2hTNRzM/IsmcdNz7VFWVwltuxbZ+vW+f992H+bzrqP08F9Xlyz7TJZupG9zEj2+9jKr6LlhYMoeBrAEkosvH+/eXMTKOyTf2RavXHPeYBEEQhEBn6rHuwcBae07WKaYkSQGVP4TOcaa+B88GqqJQV15KeV4uhbt2U7Qrm8bqYlCP/HugNwWTkJFJUmY/EntkEqHG4Cm049xX759Y1R45WIshWcKY6KJeX8zWA6VsL7bgPOTptHgYqMlnuHczyZQervrg0UkyyDoI7wExfSG2n/9WjeyFXdVSa3VRbXGwr7aYvPp9FDTmU2YvoNZVgsNjx+1VcHu9eJuPY5FUQEU6WJah+b7/S1JBlVFVLTR/qcrB7zVoZT0GjR6j1kCQzvcVrDcRYjASpg8j1pRCjCEFszaiwwGrBpub/dVWCkuacJXYCG/0kurRYFYljBJEaiUiNRIRWokwDdhkJ5VSAyVyXXNW2mH+zxQvWruVSKOe1JQepPftT3zvDMLjE0Uw7TQnAmuCIAhd54wIrJ2Kch+SJPHuu+92+fOeqPT0dH92V3p6Ovv27TvKFi2ef/55nnjiCf/9n3/+mXPPPbezh9ght956K++//77//uLFi5k6dWqnPoc40ROEruF1K2xZUsimHw/gcbfMCI1PD2PitRnEpIQAvhP8qtf+Sc2//+1fxzRkCMlvvI42JqbLx91azdYKLF/sReP1fbTtV718Wr+cXvXr/evYZBNLYibjjM+kT5yZPrEhZMSZ6RMXQu9YM1ZvFff/dD959XkB+04JSeGazGu4rM9lhOo7dya+3WPn7+v/zry98wBfCZn/XvBf+kb2PaH9Nnz/PaWPPQ6ALrkH0Y+8jWV5SzN1XXwwTcNdfP/O31CaL1QOnXExwy+8ifn/2klNicW3ogRjLuvF0Okp4iRdEAShk52px7pHCqydDAcz4kRgrfOdqe/Bs5XH7aZoVw67V22lePduLDWFqMrRahdKBIUlEh6fTkJCXxJDUgi2a6DUimr3HG4T9KmhaDNC2K+pYuveHe1Wm4mNjmJ4v55kpUVhMhpA1oJG57sN+F7nm7il0TV/r4VjbItxJFanh7IGB2UNdsrqHf7vSxsclNXbKW9w0OQ8zGs9SfQqJHlk0jwaUt0ysYpMmMYXRIvU+gJpBlmlWmqiQq6nUm6gUm44fHlHQOv1EG0OomdaGgOHDiM+vRcare6w6wuCIAjC2e6MCKyJk6uOGzt2rL/8Y0hICI2NjR3e9qGHHuKNN97w39+1axf9+/fv9DF2xO9+9ztefPFF//25c+dy7bXXdupziBM9QehaTbUOVn2xl31bqvzLJAkGTExi1CXpGIN9J24NP/xA2Z+eQHX4yi1q4+JIfvNNTIMGnpJxH+QsbKTm/V0oVt+Jc62sMs9cSXDOV8iOllI6Q2dczMTrb0PbTqad1W1l7p65fJ7zOWXWsoDHTFoTF6VfxLV9ryUjIuO4xqiqKnvr97K6ZDWrSlexuWKzv7+DVtbyr6n/YlTCqOPa90Hepib2zZiJt7oadCYibn0NT1XLZ7RpcAxNGVa+efVZvB7fz2rQedPpf+6NLJy9C4fFVxJTb9Qw7Y4BpA2KPqHxCIIgCO07U49109LSTslki+MpPS8c2Zn6HhR8nDY3uesL2L1qK+X79uJ1laJ4ykE9fAlIAKRgZG0CEcbeJJhTiTeFEw5oDnOFyBukpTrKQ65Uwv7a/bg9gcEfjSyT2iOZfgMG0rdfP0JCQjrl9XWmJoebsgYH1U1Oqq0uaixOaiwuaqxOqi3N960uaiwuLMcRhDMokOSVSfHIJHs09FQlIjQyEc2BtHCNhFNyUdEcQKuQG6iWGlEOU9oRQAKiQ8z06pXO4HNGkpAkfj8FQRAE4Vic9YG1ww3zTA2s3XDDDXzyySf++w0NDR3uRXD55ZfzdXMZNkmSaGpqIjg4+KSM82gef/xxXnrpJf/9efPm8atf/apTn0Oc6AnCqVGUXcvyz3Kpr7D5lxnNOsb8qhf9xiQgyRL2Xbsovv8BPOXlAEgGAwnPPUfYxRedqmED4K62U/2fnXhrfEE/NBKmCXEs3zqX/VtasteiU9K48KHHiO6R2u5+PIqHZcXLmLtnLuvK1rV5fETcCK7rex2TUyajk488U7TOUcea0jWsKl3FmtI1VNmr2l3vxYkvMqPnjA6+0sMrf/6v1H34IXJIIkGTf4skN1/ckCBsZk8aIuv46u9P4XH5Ssv0HTeJlKxrWfl5Hori+8wNizEx874sIhNOzWeMIAjC2UAc6wqnmngPdh8uh4fCXbXs21xBWV4hlroCPI4SFE8pqrcaONLlHw2yJp6YoAwSDNEkGGMI1bUfHLMpNrZ5d5Ovr8FmaL9EuNblxizpiDZHkJjQg6geicT1TCEmJQ6N9vQvK+5we5uDbL7gW5XFicMdeO1JdXrxVjjwlNvRl9sJtXgI1/gCaGEaCZ2sUitZ/EG0CqkBi+w44vNKqkqkOZi0Xr3oNyiL1LQ0dDqRkSYIgiAIx+uMCaydTIcG7c7kjLW//e1v/PGPf/TfX7t2LaNGdSw7oX///uzevRs49jKS7WloaKCiooKKigpiY2PJzMzs8LaHloJcvnw5EyZMOKHxHEqc6AnCqeP1KGz7qYgNPx7A06q5QlzPUCZem0Fsaiie6mqKH3wIe6tekVF33kHMb36DpDl1J81ei4vq97NxF7Vkqel6hFCRWMrSr2bjdfsysrQ6PZNuuoPB02cecXLI/vr9zN0zl+/2fYfNYwt4LDYolqszruaKjCuINvkyu9yKm+1V21lVsorVpavJrslGPczFjITgBMYmjuXS3pcyNHboib50HNnZ5F95Fdr4IRiH3YakNQAgB2mJvL4vBVW7WPjOa7idvhP73ueMISz+V+xaWe7fR4/+kUy/Y4A/Q1EQBEE4OcSxrnCqifdg9+ZyeLA3uWiobKA0N4fyfTnUFu+loeoAiufIQR6zNoLEoF4kBvUmxpiMLLU9tq+hiW1SLoXaejyHOfSXPG60lno0lga0VitaTQg6UwSmkBjMETEYzUHojHr0Bh36IAN6Y/OtSY8x2IjBqEOj0yFrtWg0GmStDo1Wi85gQG8KQqPTnZRJ3qqi4LTbcNlsOG1WrHUWKg7UUb+/AW+5E4NdIlxrJFwXhF7WYJEcVEoNVMmNVMqN1EhNeCXliM8hu5yEmQyk9uxJ1shRpPXOOOnX1gRBEAThbHJGBNZONMBzONu3b+eBBx6gvLw8YLmqqkydOpVFixadlOc9mZYuXcqUKVP899944w0eeOCBo27X0NBAZGQkiuI7OLv++uv5+OOPj3scP/74IxdeeKH//o033siHH37Y4e0HDBhAdnY24Aus1tXVdTjzrqPEiZ4gnHqWOgervsojb2Nly0IJ+o5JYPQl6ZiCJMqfeYaGL7/yPxw8aSJJL7+M5hSWgVE9Co2LC2haXtwyQVcrox0VysJl/6K6qMC/bq8Ro5g+6yGCQsOOuE+Ly8J3+75j7p65HGg8EPCYVtYyLWUaTq+T9eXrsbgt7e7DpDUxIm4EYxPHMjZpLD1De3baxQBVUSi47ga87p4YMloy33SJwYRfl8nqHz9h84/f+penDByGxngRZftaxlodv8L3jSSaaQuCIJxs4lhXONXEe/DspCoKNcWFlObuoTR3N6W5u6krK213XUmSMRlCiQ/uTYKxJ7G6JPSSIWAdBZVqqZFCTTWFchW1svVwT4zG2oTW0oDW0oDsdp74i5FkNFoDstaIRmtAozWi0RnQ6Hy3Wp0Rjc7ou9UbUBUVt8OGx2nH7bLjcdnxuu143Q7fl9fhCzoqHkJ1kYTrY31fhjgi9HEYNCacuKmSG6mSfEG0KrkBh+Q+8jgVBY3DilFVSEnpwcBzRpIx7Bx0esORtxO6naefftr/vTjfEgRBOLlO1rGutlP20qxXr16duTsUReGvf/0rzz33HG53ywGKqqqEhITw4osvMmvWrE59zq4ybtw4goKCsNl8WQ8//PBDhwJrP/74oz+oBjB9+vQTGkdWVlbA/SVLluD1etF0IMskOzvbnzkHMHz48E4PqgmCcHowRxg5/86BDJhQx/JPc6krs4IKe1aXkbexgqHTUxnyxFMYM/tS8fe/g9eLddlyDlx9Dclvv4WhZ89TMm5JKxM2oyfG/lHUfZGLp9oOHgXPqnou6HUXuX02s37pPAD2bVzHB/seZMZ9j5CaNeSw+zTrzVzf73qu63sda8vWMnfPXJYVL0NRFTyKh/kH5re7XUZEBuMSxzE2aSzDYoeh17Tt7dYZ6j6bB0GTMMQN8C8LGhqL9twI5r3xNKU52f7l6cPG01g3BkuJL6gmayUm39CXzxatOCljEwRBEARBEE4PkiwTnZJGdEoaWVMvAMDW2EBdaQlagwG9yYTBFITOZEKr0wdMAlO9Kq6CRux7anHsrsFTZUdGIlYNI9YTxgh6YcVBkaaGQrmaErm2JXNLkvGaw/Caw3ACOpcHrcMOTguqw4rsciC7nEhHLFt5CFVpDozZOUpo67AMsqk5gJZKWHAM4fpYQvXRyJKMEzcNkp0auYkceT+VUiMNsu2o+5RcDjR2KxqHjbioSPoOHkbvc0YRk9p5k+oEQRAEQTg1OjWw1pl27tzJrbfeypYtW/wlH8EXVJsyZQrvvvsuKSkpp3iUx89gMHDZZZf5+6wtWrSInJyco5ZhfOONN/zfBwUFnXA/s+TkZAYPHsy2bdsAKC8vZ968eVx11VVH3fbJJ58M6H13pgY5BUHouOTMCK554hx2/FzMxh8P4LR58LgUNvwvn+wVJYy6dAo9ZqdT+ptH8DY04MrP58DV15D06iuYO7lM7LEwpIYS+9BQGhcewLLKNxPXXdBEuj6T5Cv+xPxFb2BvasRaV8uXzz/BiIsvZ/y1N6HRHr4MoiRJjEkcw5jEMZRYSvg853Pm7Z1HvbMegAhDBKMTR/uCaYljiQmKOemv055ThmWtFu3BoJoEYRelUxdazQ9/fgRbg29sskbLoCnXkbctDq/LV+IzKFTPjHsGEZ8eBmdeIrggCIIgCIJwgoJCw45avQFA0kgY0sMwpIfBzJ54qu049tXjqbLjqbLhrrYTXAt9vUn09SbhwUuZXEehXE2RpgaL1FKC0q3X4taHAC1VLiRVIljVE6TqMXi16DwSsltFsbtwuezYPDa8ihtwo6ouaP7yf48ncLxIvn8lCQkZszaMcH0sYfoYfzaaRmukQbLRKNmok2wckKtplApplGw4pcD9tUev1RIdEU5MVBTxMdHEx8VhDg1Fq9djModiNJs7+L8gCIIgCMKZ4LQLrB2apXYwqHYwS+2ll17i7rvvPtXD7BQPPvigP7CmKAo33XQTy5Ytw2Qytbv+Cy+8wJo1a/z3b7vttk7JELv77ru5//77/fd/+9vfMnHiROLi4g67zRtvvMGXX37pv9+zZ09uuOGGEx6LIAinP41GZsjUFPqOTmDDj/ns/KUERVGxNrhY+sFuonuYGfny+2hffBTn3jyUpiaKZt1D7KOPEnnbradsdqas1xB+cS9MA6Ko/XIv3loHqktBt1nh8hGPsr5qPnt3+v7Gbvx+HoU7tzHzgd8SlXz0SRxJ5iR+M/w33Dv4XrZWbSVEH0K/yH7IUtf1R7Btq6R2bg6yKcq3QHUSfddwtu/8iZVvfICq+mYJh0RF03P4zeRsAPAti00NYcY9WZgjRBkaQRAEQRAE4dhoo02YowOvY6geBU+NHU+VHXe1ndBKG72q7bgqbdQ6GyiSqynUVFMpNaAecnqgSioWyYkFJ2iAg4UewsCo6ghT44gmGJNsQEJCo0jISMiqjIyERpWQ1Vb38d3KyMiqhF1y0SjZqZRs5Mm1NEjFRy/j2IpGoyE+Pp6kpCSSkpJITk4mMjJSZKEJgiAIwlmkU3usnagjZalNnTqVOXPmnNFZau258sor+eqrlp5EEydO5JNPPiEpKcm/zOv18te//jUgQywiIoI9e/YQGxt72H2npaVRUNDSP+jnn3/m3HPPbbOex+Nh6NCh7Ny5078sIyODjz/+mBEjRgSsa7VaefLJJ3nllVf8yyRJ4qeffmLy5Mkdf+HHQNT8F4TTW32FjdXz8sjfVh2wPG1AOOm7P4elLf28wi69hPhnnkE2nNoAjuL00PBjPtZ1Lb07JYOG+pQGFv30fyhe36xUSZYZMGkqY668jtDok59xdjxUr0rDwnwsy0v8y7yNRUTcO5KlCz5l38a1/uU9BgyAYtf6AABdIElEQVRBb55BSW5LL4uMkXFMvrEvWn1LCWBR818QBKHriGNd4VQT70GhK6mqimJ146n2Bd1sFY3U1NRQ01BHnbWeWlcjDV4L9ZKtpXzkKRQWFkZkZCRRUVHExMSQlJREfHw8Wu1pN09dOIOI8y1BEISuc0b0WDteiqLwt7/9jWeffbbbZ6kd6p133mHr1q3s27cPgOXLl9OrVy8uvPBC+vTpQ21tLfPnz6e4uNi/jSzL/Pe//z1iUO1YaLVavvrqK8aPH09VVRUAubm5nHPOOYwdO5aRI0diMBjIz89n4cKFNDQ0+LeVJIl///vfJy2oJgjC6S88LoiZ92ZRnFPHqi/3Ul3k69d1YFc9hfL5pF8+nITvXkDnsdLw7Xc49+eT/Po/0SUknLIxywYtEb/qg2lANHVf5eJtcKE6vYTtNXP1+D/yy95PKC/NQ1UUdv68iN0rf2bI9JmMvOzqDpXH6SquoiYa5ufj3N/yd9lduBrvmCC+mP0C9RVl/uWDp11BaX4fqkp9QTVJgjGX92bI1B5idq0gCIIgCILQJSRJQmPWozHrMaSFEUw8h05fU70qXouLurJqqsorqa6qpqaultqmOmptDVi99k4dk9lsJioqiqioKH8QLSoqioiICHS6w5eGFwRBEATh7HXKA2vtZakdDKp11yy11mJiYvj555+ZOnUqubm5ADidTubNm9fu+nq9njlz5nDJJZd06jgyMjL4+eefueqqq9i9e7d/+erVq1m9enW724SGhvLGG29w8803d+pYBEE4MyVnRnDVH84hZ205677dh7XBhaKo5NVGUTj5BVLy/kfygSU4duxg/6WXEf/kXwi78MJTOmZjRgRxvx5O/ff7sG2uBEAtdHJu+NXU9K9m+eqPcdqseN1uNv3wLdt/WsSIiy5j+IW/whAUdErGrKoqjpw6LMuLAwJqquLFueMzikylbFunwet2+V5jsJnB59/BrlU6PK7mZWYd5985gOS+kafkNQiCIAiCIAjC4UgaCW2YgZiwJGL6JrV53Ol0UlNTg8vlwuv1HvZLUZR2lxuNRn8QLTIyEsMprqYhCIIgCMKZ55QF1o6Wpfbyyy9z1113narhdakePXqwbds2/vrXv/L2229TU1PTZh1JkpgxYwYvvPACAwcOPCnjGDBgABs3buStt97i9ddfD8iSay08PJzLL7+cZ599lsTExJMyFkEQzkyyLNFvbAK9h8eyZXEhWxYV4HEpuNwSeakXU5Iwnl57vyKmagulv30Uy7JlxP/5z2hCQo6+85M1ZpOWyKszMQ2Mpm7eXhSLG9XuJXJfBFee8ztKlf2sXvc5TpcNt8POmi/nsnXhD4z61dUMnjYTrV5/9CfpBKpHwbatiqblxXgqbAGPKY4GrBtns8NYS1FoGLi9AMT27E1iv+vY9rOVg/3UYlJCmHHPIEIijV0ybkEQBEEQBEHoTAaDQVyLEARBEAThlDolPdZ27drFrbfeyubNm9v0Ups2bRpz5szx170823i9XlauXMnevXupqqrCYDCQkpLCuHHjSOjCsmmqqpKdnc2mTZuoqqrC7XYTHx9Pamoq48aNQ99FF5JB1PwXhDOZpc7Juu/2sWdtObT6tAlr2EfvffMIazyANjGBpBdeIOicc07dQJt5rW7qv83Dvj2wXxx6mTpjFZtzF1Btb5l0EBIVw5grr2PApCnIGg0ng+LwYF1fjmVlCd5GV8Bj2mgTnsq1VCx8ly0pUTQEtQTL+k+cht0xmrK9Vv+yvmPimXRdZkA/tfaImv+CIAhdRxzrCqeaeA8KgiB0LXG+JQiC0HW6RY81kaV2dBqNhkmTJjFp0qRTOg5JkhgwYAADBgw4peMQBOHMZo4wMOWW/mRN7sGqr/ZSklMPQENYLzYNe4zYys2k7/8Wz823EHXXXcQ8cD9SFwbuD6UJ1hF1fT9sA6toXFSAp7q5f4NLIcIVxZT4G3BobeypXEeBZRdNNVUs+r/X2fD9PMZdfSMZo8YiyXKnjMXb6KRpVSnWtWWoTm/AY/qUEEImJeMs2MDWz//D9t7xuLW+YJlWp+ecy25j76ZILHW+oJqskZhwdR8GTEwS/dQEQRAEQRAEQRAEQRAE4QR0WWCtvSy1g0G1sz1LTRAEobuLSQnh0l8P5cD2albP20d9cynDythhVEVnkVyyDPd7H2FdtYrEl17EkJ5+SscblBWDaVA0rsImrBvKsW+vRnX5gltGTxBDIiczOHISpdZ95Ft2UFq6j/+99ndie/ZiwrU3kzp42HEHsNwVVpqWl2DbWgnewKRyY/8ozBMSqXaWsGLem+RtWIu9Z0s2c3hcAgOn3MmWxXa8HqfvtYTquWDWIBJ6hXV4DHq9HkVRkDspSCgIgiAIgiAIgiD4iPMtQRCEM99JLwV5tCy1V155hTvvvPNkDkE4w4nSJILQvXi9CrtXlrL+f/nYm9z+5Vq3jbSC+fSoWUfC7x4l/JprTpvsKsXpxb6zGuvGclz5jW0ed3itFFh2kd+0gwZ3NZFJPUjuO4DEzH4kZvYjPC4h4LWoXgXV6UVxKaguL6rTi7fJhXV9OY49tYE710iYhsRgibewN2cdeRvWYK2vazOG9GEjCY2/hD1rWraPTw/jglkDCQ4TDdkFQRBOV+J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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 325, "width": 875 } }, "output_type": "display_data" } ], "source": [ "# Choose channels based on the above channel map\n", "ch_list = [76,27,196]\n", "\n", "# Note that acq_ch number is different from the matrix index\n", "M1_ch = np.where(acq_ch == ch_list[0])[0][0]\n", "PMd_ch = np.where(acq_ch == ch_list[1])[0][0]\n", "PFC_ch = np.where(acq_ch == ch_list[2])[0][0]\n", "\n", "# Plot delta and high gamma power for each movement directions\n", "fig, (ax1,ax2) = plt.subplots(1,2, figsize=(9,3.5), tight_layout=True)\n", "for itarget in range(ntarget):\n", " ax1.plot(t_axis*1000, m_spec_aligned_reach[:, 0, M1_ch, itarget])\n", " ax1.axvline(0, color='gray', linestyle='--', label='reach onset')\n", " ax1.set(xlim=(-500,500), xlabel='Time from reach onset (ms)', ylabel='Normalized delta power')\n", " \n", "for itarget in range(ntarget):\n", " ax2.plot(t_axis*1000, m_spec_aligned_reach[:, -1, M1_ch, itarget])\n", " ax2.axvline(0, color='gray', linestyle='--', label='reach onset')\n", " ax2.set(xlim=(-500,500), xlabel='Time from reach onset (ms)', ylabel='Normalized hg power')" ] }, { "cell_type": "markdown", "id": "661ed83c", "metadata": {}, "source": [ "### Visualize a spatial map about the difference in delta power" ] }, { "cell_type": "code", "execution_count": 12, "id": "96c00338", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 289, "width": 664 } }, "output_type": "display_data" } ], "source": [ "# Compute difference between max delta power and min delta power across reach directions\n", "win_before = (t_axis > -0.3) * (t_axis < -0.2)\n", "win_after = (t_axis > 0.25) * (t_axis < 0.35)\n", "m_delta_before_reach = np.mean(m_spec_aligned_reach[win_before,0,:,:],axis=0)\n", "m_delta_after_reach = np.mean(m_spec_aligned_reach[win_after,0,:,:],axis=0)\n", "\n", "# compute the difference between max and min\n", "modulation_depth_before = np.max(m_delta_before_reach, axis=-1) - np.min(m_delta_before_reach, axis=-1)\n", "modulation_depth_after = np.max(m_delta_after_reach, axis=-1) - np.min(m_delta_after_reach, axis=-1)\n", "\n", "# Average data acorss neighboring channels\n", "dist = aopy.utils.calc_euclid_dist_mat(elec_pos) # get a distance matrix among all channels\n", "m_modulation_depth_before = np.zeros(nch)*np.nan\n", "m_modulation_depth_after = np.zeros(nch)*np.nan\n", "for ich in range(dist.shape[0]):\n", " ave_idx = (dist[:,ich] <= 1.3) #0.75, 1.3\n", " m_modulation_depth_before[ich] = np.nanmean(modulation_depth_before[ave_idx])\n", " m_modulation_depth_after[ich] = np.nanmean(modulation_depth_after[ave_idx])\n", "\n", "# Transform a matrix from 1D to 2D for 2D visualization and interpolate missing channels such as bad channels\n", "md_map_before, pos = aopy.visualization.calc_data_map(m_modulation_depth_before, elec_pos[:,0], elec_pos[:,1], [16, 16])\n", "md_map_after, pos = aopy.visualization.calc_data_map(m_modulation_depth_after, elec_pos[:,0], elec_pos[:,1], [16, 16])\n", "\n", "# Apply nan in corner channels\n", "nan_list = [(0,0),(0,1),(1,0),(0,-1),(0,-2),(1,-1),(-1,0),(-1,1),(-2,0),(-1,-1),(-1,-2),(-2,-1)]\n", "for a in nan_list:\n", " md_map_before[a] = np.nan\n", " md_map_after[a] = np.nan\n", "\n", "# Plot\n", "fig,(ax1,ax2)=plt.subplots(1,2,figsize=(7,3.5))\n", "im1 = aopy.visualization.plot_spatial_map(md_map_before, pos[0], pos[1], ax=ax1, cmap='Reds')\n", "ax1.set(xlabel='',ylabel='',xticks=[],xticklabels=[],yticks=[],yticklabels=[], title='Before reach onset')\n", "aopy.visualization.overlay_sulci_on_spatial_map(subject, 'LM1', 'ECoG244', alpha=0.5, ax=ax1)\n", "\n", "im2 = aopy.visualization.plot_spatial_map(md_map_after, pos[0], pos[1], ax=ax2, cmap='Reds')\n", "ax2.set(xlabel='',ylabel='',xticks=[],xticklabels=[],yticks=[],yticklabels=[], title='After reach onset')\n", "aopy.visualization.overlay_sulci_on_spatial_map(subject, 'LM1', 'ECoG244', alpha=0.5, ax=ax2)\n", "\n", "# Set minimum and maximum to use the same range of the color bar\n", "im1.norm.vmin = np.nanmin([md_map_before,md_map_after])\n", "im1.norm.vmax = np.nanmax([md_map_before,md_map_after])\n", "im2.norm.vmin = np.nanmin([md_map_before,md_map_after])\n", "im2.norm.vmax = np.nanmax([md_map_before,md_map_after])\n", "\n", "# Make a color bar\n", "fig.subplots_adjust(right=0.9)\n", "cbar_ax = fig.add_axes([.93, 0.145, 0.02, 0.7])\n", "cbar = fig.colorbar(im2, cax=cbar_ax, orientation='vertical',fraction=0.046, pad=0.04)\n", "cbar.ax.tick_params(length=6,width=1.5)\n", "cbar.ax.set_ylabel('Modulation depth',fontsize=15)\n", "cbar.update_normal(im2)\n", "fig.show()" ] }, { "cell_type": "markdown", "id": "5c7dc90d", "metadata": {}, "source": [ "## Decoding analysis" ] }, { "cell_type": "code", "execution_count": 48, "id": "410fa149", "metadata": {}, "outputs": [], "source": [ "# Make trial mask to exclude weird trials\n", "reach_reaction_time = movement_onset - gocue_time\n", "trial_mask = (reach_reaction_time>0.15) * (reach_reaction_time<0.4)\n", "\n", "# the minimum number of trials per target to extract trials equally for each target\n", "min_trials = aopy.postproc.get_minimum_trials_per_target(target_idx, trial_mask)\n", "\n", "# Average data within time window\n", "win_target = (t_axis>0.1) * (t_axis<0.2)\n", "win = (t_axis>-0.05) * (t_axis<0.05)\n", "data_target_decoding = np.mean(spec_aligned_target[win_target,:,:,:],axis=0).transpose(1,0,2) # shape is (nch, nfeatures, ntr)\n", "data_gocue_decoding = np.mean(spec_aligned_gocue[win,:,:,:],axis=0).transpose(1,0,2)\n", "data_reach_decoding = np.mean(spec_aligned_reach[win,:,:,:],axis=0).transpose(1,0,2) " ] }, { "cell_type": "code", "execution_count": 49, "id": "2efc79f5", "metadata": {}, "outputs": [], "source": [ "import multiprocessing as mp\n", "\n", "single_decoding = True\n", "min_unit = None\n", "shuffle_labels = False\n", "n_fold = 5\n", "replacement = False\n", "regularization = 'auto'\n", "lda_model = None\n", "return_labels = True\n", "return_weights = False\n", "n_resample = 300 # the number of resampling\n", "n_processes = 20 # the number of cpus used for the computation\n", "\n", "# Decoding of activity at target onset with multiple CPUs\n", "pool = mp.Pool(n_processes)\n", "result_objects = [pool.apply_async(aopy.analysis.xval_lda_subsample_wrapper,args=(data_target_decoding, target_idx, min_trials, trial_mask, single_decoding, min_unit, \\\n", " shuffle_labels, n_fold, replacement, regularization, lda_model, return_labels, return_weights, ibs)) for ibs in range(n_resample)]\n", "pool.close()\n", "\n", "# Organize results\n", "results = [r.get() for r in result_objects]\n", "accuracy_target, pred_labels_target, true_labels_target = zip(*results)\n", "accuracy_target = np.array(accuracy_target) # shape is (n_resample, nch)\n", "pred_labels_target = np.array(pred_labels_target, int) # shape is (n_resample, nch, ntest_trial)\n", "true_labels_target = np.array(true_labels_target, int)\n", "\n", "# Decoding of activity at go cue with multiple CPUs\n", "pool = mp.Pool(n_processes)\n", "result_objects = [pool.apply_async(aopy.analysis.xval_lda_subsample_wrapper,args=(data_gocue_decoding, target_idx, min_trials, trial_mask, single_decoding, min_unit, \\\n", " shuffle_labels, n_fold, replacement, regularization, lda_model, return_labels, return_weights, ibs)) for ibs in range(n_resample)]\n", "pool.close()\n", "\n", "# Organize results\n", "results = [r.get() for r in result_objects]\n", "accuracy_gocue, pred_labels_gocue, true_labels_gocue = zip(*results)\n", "accuracy_gocue = np.array(accuracy_gocue)\n", "pred_labels_gocue = np.array(pred_labels_gocue, int)\n", "true_labels_gocue = np.array(true_labels_gocue, int)\n", "\n", "# Decoding of activity at reach onset with multiple CPUs\n", "pool = mp.Pool(n_processes)\n", "result_objects = [pool.apply_async(aopy.analysis.xval_lda_subsample_wrapper,args=(data_reach_decoding, target_idx, min_trials, trial_mask, single_decoding, min_unit, \\\n", " shuffle_labels, n_fold, replacement, regularization, lda_model, return_labels, return_weights, ibs)) for ibs in range(n_resample)]\n", "pool.close()\n", "\n", "# Organize results\n", "results = [r.get() for r in result_objects]\n", "accuracy_reach, pred_labels_reach, true_labels_reach = zip(*results)\n", "accuracy_reach = np.array(accuracy_reach)\n", "pred_labels_reach = np.array(pred_labels_reach, int)\n", "true_labels_reach = np.array(true_labels_reach, int)" ] }, { "cell_type": "markdown", "id": "d671e641", "metadata": {}, "source": [ "### Visualize results" ] }, { "cell_type": "code", "execution_count": 50, "id": "ec3c6a1a", "metadata": {}, "outputs": [], "source": [ "# Compute pvalues based on the resampling distribution (compute how many sampling has decoding accuracies less than 1/8)\n", "p_target = np.zeros(nch)*np.nan\n", "p_gocue = np.zeros(nch)*np.nan\n", "p_reach = np.zeros(nch)*np.nan\n", "for ich in range(nch):\n", " p_target[ich] = np.sum(accuracy_target[:,ich] < 1/ntarget)/n_resample\n", " p_gocue[ich] = np.sum(accuracy_gocue[:,ich] < 1/ntarget)/n_resample\n", " p_reach[ich] = np.sum(accuracy_reach[:,ich] < 1/ntarget)/n_resample" ] }, { "cell_type": "code", "execution_count": null, "id": "67167f19", "metadata": {}, "outputs": [ { "data": { "image/png": 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tt94qtm3bluuEee2118SXv/zlMcm0O+64Y8L3emTZj33sY1P+rIiIaG764he/mPc3/otf/GLJ2/CVr3wlrw2LFi0Se/bsGbf8rl27xtx3v/SlL01LWz784Q/nXXfjxo3C7/cXLKvruvjkJz85Yfw200mN0XHZpz71KZFKpca97iOPPJI3C7m5uVnEYrGi2kRERHPPdCU1QqGQWLRoUd61brjhhnHLz2RS/T//8z/H9Dl85zvfEVu2bBHBYFBkMhkRDAbF66+/Lm6++WbhcDjyyi9YsGDc7/mRSGTMigl2u13cfPPN4s033xSRSEREo1Hx4osvjunrMRgM4o033si73kQd3eeff774y1/+Ijo7O0UymRT79+8Xt99++5j2fuADHzisz6yQhx56aMysmZNOOkk8/PDDoru7WySTSdHd3S0efvhhsWHDhrxykiSJxx57rOB1R7/O4T4SSZLElVdeKZ599lkxODgoYrGY2Lp1q/jSl740pv/l85//fMFr//3vf89rc11dnbj77rvF7t27RSwWE/F4XOzZs0fcd999YvHixXnXfMc73jHue1Gu/Vw0vzCpQYftcJIaDz/8cN4555133oRfDoUQ4sc//nHeOcuWLSuqPcOPyy67TLz11lsiGo2K3bt3i1tuuUW88MILufO2b9+ed0OwWCzimWeeGbc9P/zhDwvWU+gPbSqVEitWrMgr9+1vf3vcIECIoWmBI286GzZsGLfsTP6xHx0cnXDCCaKvr2/c8i+//LLweDx55/zkJz8pWLbQLIWrrrpKJJPJguUHBgbE0qVL88o/+uijY8qN/h348Y9/POFrvOGGG/LKf+ELXyhY7pZbbhkTuEy0FNr27dtFQ0NDXmA50SiHkddmUoOIaP649NJL8/7G//CHPyxp/V1dXcJkMuXqt1qtEyY0hu3atSvvi6rJZJrwvleMtrY2Icty7poNDQ3jJjSGJRKJvAEWFoslb6mOmUxq/O1vf8src8EFF0wYvw27++678877z//8z6LaREREc890JDUCgYC44IIL8q5js9kmvK/OVFI9Go3mDSq02+1ix44dE7Z///79Y2YNvPzyywXL3nTTTXnlVq5cKQ4ePDjutUd/zz7vvPPyfl4oqaFpmrjvvvvGveY//vGPvNhHURTh8/kmfI3F6OvrG7MixM033zxubKDruvjmN7+ZV95ut4+ZdTre6zQYDOKJJ54Ytz1/+tOf8sq73W6RTqfHlPvYxz6Wl0yY6PPw+/1i5cqVedcdnWgSorz7uWh+YVKDDtvhJDXe97735d2M2tvbJz1H1/UxSyAVWnuyUFLjox/96KTXv/LKK/PO+dWvfjXpOddff/2Yugr9of31r3+dV2b0CMPxjB5V+T//8z8Fy83UH/stW7bk3XDq6+snnM447Pnnn8/rsKitrS34WY0ODtetW1fwBjzSH/7wh7xzrrvuujFl7rzzzrwyhWZzjJROp/MCtDVr1owpEwqFhNPpzOuEKea9ePPNN/PWEL388svHLcukBhHR/HTuuefm/Y2faOmBmTB6qczxZrsW8v/+3//LO/e22247orbcdtttedf7j//4j6LOu/322wUwtGTWMcccI7Zv35772UwmNUYnpEbWO5F0Op03sKFQbEFEROXhcJIaqVRK9PX1iZdeekncdtttY2ZcABAPPfTQuOfPZFL9scceyyvzve99b9LrCjE2WXHvvfeOKROJRITdbs+Vsdlsky79pOu6OO200/KuPbLTvVBn/2TLRgshxL/+67/mnfPUU08V9Ton8rnPfS7vmp/+9KeLOu/qq6/OO6/QQMpCr/Pf//3fJ732e9/73rxzXn/99TFlRu79cemll056zdHJkkKrTpRrPxfNPzKISui4447DJZdcgvXr1+OSSy5BU1PTpOdIkoR169blPRcIBCY9T1VVfO9735uwTDAYxB//+Mfc8bp16/DRj3500mvfeuutcDqdk5a76667cv82mUy49dZbJz0HAG688UaYTKbc8T333FPUedPll7/8JYQQuePbbrsNHo9n0vPOOOMMfOhDH8od9/b24rHHHpv0vM9//vNQVXXCMueccw4kScodd3V1TXrdrVu3TvhzVVXx0EMP4amnnsKePXuwZcuWMWUeeOABBIPB3PE3vvGNot6LtWvX4uKLL84d/+EPf0B/f/+k5xER0fyRzWbzjkfeWydz5plnQpKkoh8LFiwYc41nnnkm7/gTn/hE0fV/6lOfyjt+7rnnij63kGeffTb3b0mScOWVVxZ13jXXXIP29nZEo1Fs27YNq1evPqJ2FEMIkfd6lyxZUnS9qqriggsuyB1v374dXq932ttIRESld9ZZZ016PzYYDKipqcFpp52Gb37zm+jr68udbzQa8etf/3rCe+DIPgQAuP322/O+B4/nmmuuQUNDQ+64UB+C2WzGxz/+cZxxxhlYsGABrr766mJeNtavX593PDg4OKbMn//8Z4TD4dzxtddei0WLFk14XUmS8IUvfAEAYDAYsGLFCuzdu3fc8jabDTfeeOOk7T3//PPzjltbWyc9ZyLZbBYPPPBA7thut+MHP/hBUef+8Ic/hM1myx3fd999SKVSE55jtVpxzTXXTHrtc889N+94sj6SHTt2QNf1Ccucd955ePDBB/HSSy+hp6cHX/rSl8aUKdd+Lpp/mNSgkvr2t7+N3//+99iyZQseeuihos+z2+15x5PdBIChTuX6+voJy2zatAmJRCJ3/JGPfKSo9litVlxxxRUTlgkGg3md5Bs3biyqMxwA3G43Tj/99Nzx3/72t0lvPtNpZCdIMa91pMPpBDnzzDMnLWO32+F2u3PH0Wh0TJljjjkm7/iyyy7DU089NWEn0rvf/W6ce+65WLp0KTRNG/PzkZ0wAPCBD3xg0rYOe9/73pf7dzabxQsvvFD0uUREVP5Gxy+xWKyk9b/66qu5fzc3Nxc1mGRYU1MTWlpacsevvfbaEbXlzTffzP17yZIleff0iTgcDjQ1NRXVoTNd9uzZA5/PlzteuHDhlM5fu3Zt7t9CiLzPgYiIjj5GoxFXXnkldu7cOWGfw0wn1c877zzcf//9eP7559Ha2orq6uqirl1Mf8zo780jBztO5H3vex8OHDiAeDyOt99+G+985zvHLXvqqafCbDZPes3RAz2KGRQ7kc2bN+dd49JLL4XD4SjqXKfTicsuuyx3HI1GJ42pjj/++LxEyHhGxmnD1x5tZB/Jzp07cdlll+HgwYPjXtNoNOJDH/oQTj31VNTW1o75eTn3c9H8w6QGzUmpVApbt27FL37xC3z84x/Hk08+mffzYkY6nnLKKZOWef3116d8zrBTTz11wp+/8soreX+gj+QLcTAYxNtvvz2l8w9XKBTCrl27csfHH398XjZ9Mhs2bIDBYMgdT3bDNplMRb83Vqs19+9MJjPm52effTaWLl2aO+7o6MD555+PxsZGfOITn8Dvfve7KY+WfPnll3P/NhgMeaNfJjPyMwSGfieIiOjoUVVVlXfc29tbsrozmUzeSMply5ZN+RojzwmHw3kDQaYiEonA7/fnjicbuTnbOjs7846feeaZKc2a+exnP5t3fk9PTymbT0REc4DZbMbnP/95PPTQQ+jr68NDDz006f1vLiXVOzo68Pjjj+PGG2/EF7/4xbyfFeqPGTl4wWw2jxlwOB6j0YiFCxdClifvnlyyZElR1xydEEgmk0WdN57R7+PGjRundP7Ijnxg8j6SlStXFnXdkf0jQOE+ks985jN5x48++igWLlyIDRs24Oabb8YLL7yAdDpdVH1A+fZz0fw08XovRDPM5/Ph73//O3bs2IF9+/ahtbUVra2tOHjw4JglG0YqJqlRTOfzvn378o6n8iV7+fLlE/589Bfin//85/j5z39e9PVH6+npKcmSCwMDA3nHU+0EMRqNaGlpyU0bnWzJpWJHOADIC3QKZfRlWcZvf/tbnHHGGYhEIrnnu7u7cf/99+P++++HJEk47rjjcO655+I973kPTj311HFHf2az2bzpwqlU6ohGirJTg4jo6DL6S+nouGMizz///KRlJronjUwiAIDL5Sq67vHO8fv9k86CLSQUCuUdT+XePxsKLatxJEZ/FkREVJ42bdo0ZpWBdDqNYDCIl156Cf/+7/+OF198EQAQj8fxzDPP4F/+5V+KWroaGD+pfrgm+/6ZyWSwefNmvPnmm9izZw8OHDiAtrY27N+/P+/79GiF+mNGjv5vbm6GoiiH3e7xFDvLc7SpLP9ZyJH2kYwuP1kfSbG/L6MTQYX6SDZu3Igbb7wR3/3ud3PPCSHw+uuv4/XXX8ctt9wCm82GM888E+effz4uvPDCCWf2lms/F81PnKlBs+Lvf/87LrjgAtTW1uLCCy/E17/+ddx333149tlnceDAgTEJjcn2WyikoqJi0jKjpyFO5Uv2ZJ0D5fqFeOTIEODIO0Ema3cx00enYv369Xjttdfwjne8o+DPhRD4xz/+ge9973vYuHEjGhsb8f/+3//LW/9z2ODg4BEHQCOxU4OI6Ogyeg3qUi5DNB33r9Hx2OF2UJRy6ajpMJURi8WIx+PTej0iIpo7NE1DZWUl3v/+9+Nvf/sbbr755tzPhpdTKrbTt1R9CD6fD1/5yldQV1eHU045Bddeey3uvPNO/PnPf8Zbb701JqFRTH/MyAEMMzV44XD6habDkfaRFBokMpHp7iO57bbb8Mtf/nLMDOJhkUgETzzxBK677jq0tLTgtNNOy9t7dqRy7eei+YlJDSopIQRuvPFGnHrqqfif//mfgtPjgKF1nN///vfj9ttvx1tvvYXLL798ynWNXAKpWBPNDhltss6Ccv1CPN2dIDMxQmMyK1euxF//+lds3rwZX/3qVyecVdPd3Y1bb70Vy5cvx/bt2/N+Vq6fIRERzQ2nnHJK3hf7jo6Okk2zHz2a8XDWkx59TjHrOxfTlkIDCUppsr3ZRrf3a1/7GoQQh/341re+NZMvh4iI5ghJkvCd73wHX/3qV3PP6bqOz3zmM3jwwQcnPb8U3z9feuklrFixAnfccce4SzPb7XZs3LgRX/7yl/HEE0/gT3/606R1ldsAhqk40j6S6RokciQ+9rGPob29Hb/73e9w+eWXj5uYEULg5ZdfxkUXXYSLL754zO8k+0hoLuHyU1RSP/jBD/C9730v77ljjjkG55xzDo477jisWLECy5cvH7MR1VSSDVMx+ktrKBQq+gv76KUUJrv2Pffcg2uvvXZqDZwF090JcrgdINPh+OOPx/HHH4/bb78dbW1teO6557Bp0yY8++yzY6bi9vT04JxzzsHevXtza1OOfi82bNjAzT6JiKhomqbh/e9/Px544IHcc/fffz9+8IMfzHjdBoMBbrc7N6Ju9+7dU77GyASMx+MZs3ZzsUwmE+x2ey6Z0draOqXz9+/fj8bGRhiNxrznR3egFPtFe/SIy9FGb5w6etkJIiKiiXz/+9/H1q1b8fTTTwMYSmxcffXVWLZsGTZs2DDueYWS6v/2b/82be3av38/zj///LzBBW63GxdccAFOOukkrF69GsuXLx+zlPfw65iI2+3OLd0824MXptuR9pFM1yCRI2UymXDZZZfhsssuQyaTweuvv57rH3n55ZfH7J322GOP4ctf/jJ+8pOf5J4r134ump84U4NKZmBgIG8qpqqqeOCBB7Bt2zbccccd+PCHP4wTTjhhTEIDmDyBcLiam5vzjqey1vX+/fsn/Hm5fiGuqanJO55qJ0g8Hs9bT7OlpWVa2nWkFixYgKuvvhoPPPAAuru7sWXLFlx33XV5oyR6enpw33335Y6HO2GGlctnSEREc8fnPve5vOOf/vSnJdsw/KSTTsr9u6OjA+3t7UWf29ramjcAYNWqVUfUlhNOOCH377179xYd2/n9fixZsgRmsxkNDQ24/fbbcz8bvQzFROt/jzRZvHfMMcfkLf0w1QEN3d3d2L9//7SPZiQiovIgyzJ+/etf5323TqfTuPzyyyfsEJ/pPoSvfvWreQmHyy67DG1tbXjwwQfxuc99DmeffXbBvUmLuWePbHt7e3vB/R3G09bWhlgsVnT5Uqutrc07nmofyehZunOhj0RVVZxyyim48cYb8eyzz8Ln8+EPf/gDTjnllLxyP/vZz/L2ACnXfi6an5jUoJJ55JFHkEwmc8fXX389PvzhDxd17vCm08Oma5+Dk08+Oe/49ddfL/rc1157bcKfjx6BMdUvxMVsmD4TnE4nVqxYkTvesmXLlKYEvvLKK3ltPtJOkKmKRqN44403Jl3eY/369bj77rvzkhjA2M9p5OfY2to6pZt2OBzGjh07EI1Giz6HiIjmlxNPPBEXXHBB7jgcDuO6664rSd2jNzP9r//6r6LPHV32rLPOOqK2nH766bl/67qOP/zhD0Wd99RTTwEYiv26u7vzvkyPHgjT3d096fVisRheeeWVCcsYDAacdtppueOdO3fizTffLKq9APDhD38YS5YsgclkQmNjI2d5EhEdhaqrq8fspdHW1jZhDDCTSfVgMIjHH388d9zQ0IAHHnigqP0viumPGTl4IRaLFb3cphAC69atg9VqRU1NDb7whS8UdV4pjRwkAiC3GXyxXnrppbzjUveR9PT04Pnnn59w8IfFYsHFF1+MF154AWeffXbu+WQymRcDlWs/F81PTGpQyYzOZhf75Xjnzp1jbqLT9QfwzDPPzFvK4OGHHy7qvEwmg9/97ncTlmlsbMSSJUtyx88991zRIzN1Xcc555yDBQsWwGg0YuHChejs7BxTbqbWrRzZCRKLxfDb3/626HOnuxOkWLFYDM3NzbDZbFi/fj1uuummos4bvV/L8JTZYaPb/5vf/KboNt1555045phjYLPZUFlZibvuuqvoc4mIaP6466678jopHnvsMdxwww2HfT0hRFHLUVx11VV5cc4dd9wxJqYqZO/evfjRj36UO5YkCR/5yEcOq60j2zJyduR3v/vdSUdlCiFw55135o5NJhMuvPDC3PHoGbfFrPldTL0AcM011+Qdf/GLXywq/nz88cexadMmAEPxXCqVGrNhPBERHR0uvPBCfPSjH8177qGHHspLLow0k0n1/fv35+1peuqppxa9D+mf//znvONC98ORgxcATNpfMuzvf/87gsEgAKC/v3/M8kZzwfr16/MGUvz+978vesZpMBjEo48+mjs2Go1jZkPMlIcffhgOhwP19fU466yzcvHJRBRFwSWXXJL33Mg+knLu56L5h0kNKpnR2fzxNqUaKZ1O46qrrhrz/GQbPBaroqICl156ae54y5YtRY0cvOOOO8bsyVDIyC/EiUQCX/va14pq13/8x3/klkbIZrNwuVxobGwcU270sgtTmeI5kdFf5G+66aZJ158GhkYsjEwM2Ww2XHzxxdPSpslYLBZ4PJ7c8ZNPPomurq5Jz2tra8s7bmpqyju+6qqr8oK973//+0V99l1dXbjjjjtyxz6fb0ygN2zk5zhdnyEREc0dixYtwi9/+cu8L2m33347rrjiiqLioZG2b9+Od77znfj6178+admamhp86lOfyh1Ho1Gcd955EyY29u7di/POOy9vluFHP/rRvC+wh2PhwoV5Awn279+Pyy+/fNzZoEIIfOUrX8HmzZtzz33sYx/Lu9cfe+yxqKqqyh0/++yzE8Zxv/zlL/OWr5rIRRddhNWrV+eOn3/+eXzkIx8Zs970SFu2bMHHPvaxvOe+8Y1vQNO0ouokIqL558477xyzxPO1116b68gfbaaS6ofTHwMAP/rRj8asUlGoP+aSSy6B0+nMHd99991FdXaP/M48fJ25RtM0XH311bnjSCSStxn8RL761a/mxVSXXXZZ3kCXmbRq1aq85cZ++tOfFnXeZH0k5drPRfOQIDpMmzZtEgByjzPOOGPC8vfcc09e+bVr14poNDpu+d7eXnHOOefknTP82Lx586Tt+cUvflHU69i5c6cwGAy585xOp3jppZfGLf/II48ITdPGtGnTpk1jyoZCIVFdXZ1X7stf/rLIZrPjXv+///u/89oDQDz22GMFy/7pT3/KK/fII48U9ZqL8d73vjfv2ieccILo6+sbt/wrr7wiKisr88751re+VbDsGWeckSvT0tJSdJtaWlom/H37yU9+klf/6aefLsLh8LjXS6VSY37H/vCHP4wpd+2114753T148OC41x0YGBDr16/PO+d973vfuOVdLleu3AUXXDDxm0BERGXr7rvvFrIs590f3G63uOmmm8SBAwfGPS+TyYj//d//FRdddJGQJGlMDCLLsvjmN79Z8NxYLCbWrl2bV95isYgbbrhBbNmyRYTDYRGJRMQ//vEP8fWvf11YLJa8ssuWLRN+v39aXr/P5xNNTU1511+0aJH42c9+Jg4ePChSqZTw+XziiSeeEGeeeWZeufr6+oLt+MpXvpJXTtM08cUvflFs27ZNRKNR0d3dLZ544gnxnve8J1emubk575zW1taC7d2xY4ewWq15ZRcuXCjuuususXfvXhGPx0V/f7946aWXxCc+8Ykx8dtpp50mUqnUtLx3RERUeiO/t473nb8Yv/vd78bcuz/xiU8ULJvNZsXq1avzyl555ZUiHo+Pe/3NmzcLt9udd84Pf/jDvDKBQCCvH0OWZfHCCy+Me01d18UPfvCDgn0fn/3sZwuec+ONN+aV27Bhg/B6vePW8eMf/ziv/Lnnnpv389bW1qL6F0Y73PMmcvDgwTEx0s033yx0XS9YXtd1cfPNN+eVNxqNYteuXdPW3mL6wEb3S/z4xz+e8Jrbtm0Tdrs9V76yslIkEom8MuXcz0XzC5MadNimmtTo7e0dcxNYt26dePTRR0V/f79Ip9Oiu7tbvPjii+ILX/iCqKioGHPzHH48++yzk7an2KSGEEJ85zvfyTtXVVXx+c9/XmzZskVEo1ERDAbF3/72N/GhD31o3Db99a9/LXjtZ599ViiKkld2zZo14v777xcHDx4UyWRSdHV1iWeffVZcfPHFYzo7LrvssnHb/eqrr+aVPfXUU0VbW5tIp9NiYGCg6NdfSF9fn2hoaBjT8XLbbbeJHTt2iFgsJoLBoHj55ZfFtddeK1RVHfNFPplMFrz2TCU1otGoWLx48ZjOh3vuuUfs2bNHxONxkUqlRHt7u3jooYfEcccdl1f2xBNPLHgjjkaj4phjjskra7fbxY033pjrEAqFQuLNN98U3/nOd4TH48krW1lZKdra2sZ9XStXrsyVNZlM4r//+79FMpkUoVBowuCViIjKz1/+8pcxgwCGHytXrhQf/OAHxVe+8hVx0003ic997nPivPPOy0t+j36ccMIJ4u9///uEdXZ0dIh169aNe43xHqtWrZrw/nU4tm7dOiaxMdmjsrJSbN26teD1/H6/WLJkSdHXamlpEa+99lrec+MlNYQYiuMmiknHe6xbt0709vZO63tHRESlNV1JDSGEeN/73jfmXvHMM88ULDtTSfWLLroor5zNZhPf/e53xe7du0UymRTBYFBs375d3H333WO+K498fOQjHynY7kQiMaYTvaamRvzwhz8Ue/fuFYlEQgSDQfHcc8+NaYvVahX79u3Lu95cSmoIIcRvfvObMe/FSSedJH7729+K7u5ukUqlRE9Pj/jd734nTj755DFl77777mltbzF9YE899dSYdrzvfe8TTz75pOjr6xPpdFpEIpFcX8bIhAYAcddddxWsu1z7uWh+YVKDDttUkxpCjB1JX8xDluUxAcDPf/7zSdszlaSGruviox/9aNFtMhqNeSP+AIhXXnll3Os//PDDwmQyTfm1v+td7xKRSGTc60aj0THBzvBD07RxkwrF2rZtm1iwYMGU23366acLn8837nVnKqkhhBCvv/66cDqdU27zkiVLRE9Pz7h1Hzx4UBx77LFTvm5FRYV4+eWXJ3xdH//4x8c9//777y/6/SEiovLg9XrFNddcI4xG45TvK8OP9evXi0ceeWTcEYKjRaNR8fnPf76oOk0mk/jyl788YQxyJHp6esQll1xScNbJ6MdZZ501aWKls7NTnHXWWZNe6/zzzxddXV2io6Mj7/mJkhpCCLFv374xcd94D1mWxb/+67+KUCg0je8YERHNhulManR2dgqHw5F3vQULFoy7ssBMJNUPHDgw7sCKiR4bN27MG7h32mmnjfs629vbxZo1a6Z0fbPZXHDg6lxLagghxI9+9KMxnfmTPSRJErfffvu0t7fYPrBvfvObhxVrjjcjZ1i59nPR/MGkBh22w0lqCCHEnXfeOWYkwXiP1atXi7/+9a+iu7s77/krr7xy0vZMJakhxNDSDrfccsukf5RbWlrEpk2bxJ133pn3/BtvvDHh9Tdv3ixOO+20ol630WgUN998c1FLFvzsZz8bt1PgzTffnNJ7UMjAwID48Ic/PCazXujhcDjEd7/73UnbPZNJDSGGRoGecMIJRQcYV1111YRLaw2LRCLis5/9bNGdUO9617vE3r17J71uR0eHqK2tLXiN66+/vuj3h4iIyktvb6+47bbbxIknnlhUB//SpUvF9ddfL1577bXDrrOjo0Pcfvvt4t3vfrdobm4WFotFGAwGUV9fL84991zxwx/+sKh74nR44403xDe+8Q1x0kknidraWqFpmnA4HGLVqlXi05/+9LizYMfz9NNPi6uvvlosW7ZM2Gw2YbPZxPLly8XHPvaxvNGwU01qDNuyZYv45je/KU499VTR0NAgTCaTMJlMor6+XrzrXe8St9xyy7TPbCEiotkznUkNIYS49957x9zbr7vuunHLz0RS/c033xRLly4t6po2m03cdtttIp1Oi3PPPTf3vMFgmHCZ51AoJD796U+PWc2h0GPt2rXjzsaci0kNIYYSTsUmbo499thJ45mZTmoIMfS7V+zgz8rKSnHvvfcWNXCmXPu5aH7I332FqASuv/56/Mu//At+/vOf47nnnsPevXsRCASgaRpcLhcWLVqEdevW4T3veQ/OO++83Kaap556Kl5++WUAwB//+Ef09/ejurp62tqlKApuuukmfOQjH8GDDz6IJ598Em1tbfD5fHC5XFi5ciUuvvhifOITn4DFYsm1ZdjIjSoLOf744/Hiiy/ir3/9Kx5//HH89a9/RWdnJ/x+P1RVhcfjwbHHHouzzz4bH/7wh4t+bZ/61KewYMEC3HXXXdi8eTO8Xi8MBgPq6+vh9/sP+/0YVllZiQceeAA33XQTfve73+HZZ5/FgQMHchuL1dTUYN26dbjgggtwxRVXwOFwHHGdR2rNmjV49dVXsWnTJjz66KPYsmULWltbEQqFIMsyampq0NzcjHPPPRcXXXQRVqxYUdR1rVYr7rrrLtxwww259+Ltt9+G1+tFMpmE0+nE4sWLccopp+DKK6/Ehg0birpuY2MjtmzZgn/7t3/D//zP/6C7uxvpdDpvM1QiIpp/ampqcOONN+LGG29EIBDAtm3bcnFRNBqFwWCAx+PBwoULsXbtWlRWVh5xnY2NjfjqV79a9AaXM2ndunVYt27dtF3vnHPOwTnnnDNpucbGxjEbphZj/fr1eZuuEhERTcWnP/1pPPTQQ/jb3/6We+6ee+7B5ZdfjtNPP31M+cWLF+OJJ57AP/7xDzz22GPYtGkTDh48CJ/PBwCoqKjAqlWrcMYZZ+AjH/kIWlpaJm3D2rVrsXXrVvz2t7/FH//4R7zxxhvwer3IZDKw2+2oq6vDmjVrcPrpp+OKK65ARUUFAODiiy/G008/DWBoo/Bf/OIX+NznPlewDrvdjp/+9Kf46le/iocffhjPPPNMrg9B0zTU1tbilFNOwWWXXYb3vOc9uT6fcnH22WfjrbfewpNPPoknnngCL730Enp7exEIBGA2m7Fo0SKccsopuPjii/Gud71rtpsLYGhz78svvxy///3v8b//+7/YunUr+vr6EI1GYbfbUVNTgzVr1uDCCy/E+9///qL7dcq1n4vmB0kcTkRPRPjiF7+IH/3oRwCGEiKJRAKqyjwhERERERERERER0UyRZ7sBRLMpk8ngwQcfxEsvvYSenp4pjdrbvHlz7t8rVqxgQoOIiIiIiIiIiIhohjGpQUc1VVXxyU9+Ehs3bkR9fT0uu+yyos577bXX8OKLL+aOzzjjjJlqIhEREREREREREREdwqQGHfWOP/743L+feOIJvPrqqxOWb2trwxVXXJE7liQJV1999Yy1j4iIiIiIiIiIiIiGMKlBR73PfOYzuX8nEgm8853vxGc/+1m8/PLL6O7uRiaTQTgcxhtvvIHbbrsNJ554IlpbW3PnfOpTn8pLjBARERERERERERHRzOBG4UQArrzySvz2t7+d8nnvfe978eijj8JgMMxAq4iIiIiIiIiIiIhoJM7UIALwm9/8BrfeeiusVmtR5W02G773ve/hT3/6ExMaRERERERERERERCXCmRpEI/h8PjzyyCN45plnsHXrVvT39yMWi8FoNKKurg5r1qzBOeecgyuvvBIul2u2m0tERERERERERER0VGFSg4iIiIiIiIiIiIiIygKXnyIiIiIiIiIiIiIiorLApAYREREREREREREREZUFJjWIiIiIiIiIiIiIiKgsMKlBRERERERERERERERlgUkNIiIiIiIiIiIiIiIqC+p0XSiRSGDbtm0AgKqqKqjqtF2aiIiobGUyGQwMDAAA1qxZA5PJNMstmr8YixAREY3FWKR0GIsQERGNNROxyLTdYbdt24YNGzZM1+WIiIjmnddeew0nnnjibDdj3mIsQkRENDHGIjOLsQgREdHEpisW4fJTRERERERERERERERUFqZtpkZVVVXu3w899FDeMdFknkwNlLzO9xj4O0pEM29gYAAf/OAHAYD3xhnGWGTmeFraS17nr/eaS1rf8+2GktYHAL7n+kpan3DOwpIzyWxJqxOO0n+OUiRV0vqy9faS1gcAtQtL+75+cFmspPUBwLp0bcnrLBXGIqVzNMUi5oaOktaX1ktaHQBgd7C0y4f9fKe1pPUBQM+OaEnrk2LpktYHALIvUdL6lAODJa0PAHp6XytpfZJc+qX1bObS3qetdQtKWh8A3HfzcSWvs1RmIhaZtt/CkWtFVlVVobZ2/gaFNP0cydLXWWvk7ygRlRbXVZ5ZjEVmTlVj6TsYHSFLSeszRI0lrQ8AVGumpPUJe2kTRQAArcSv0VH6z1FCaZMakstR0voAwOgp7ftaUVvaTjYAqJ3HSY2RGIvMrKMpFrE0xEtaX2oWkhpeS2n/ezH2lz5prToiJa1PUkp7zwQAOVHa31Wl9KEIJLW0cbMsayWtDwAUrbTxj2qqKGl9AOb1PWOk6YpFuPwUERERERERERERERGVBSY1iIiIiIiIiIiIiIioLDCpQUREREREREREREREZYFJDSIiIiIiIiIiIiIiKgtMahARERERERERERERUVlgUoOIiIiIiIiIiIiIiMoCkxpERERERERERERERFQWmNQgIiIiIiIiIiIiIqKywKQGERERERERERERERGVBSY1iIiIiIiIiIiIiIioLDCpQUREREREREREREREZYFJDSIiIiIiIiIiIiIiKgtMahARERERERERERERUVlgUoOIiIiIiIiIiIiIiMoCkxpERERERERERERERFQWmNQgIiIiIiIiIiIiIqKywKQGERERERERERERERGVBSY1iIiIiIiIiIiIiIioLDCpQUREREREREREREREZYFJDSIiIiIiIiIiIiIiKgtMahARERERERERERERUVlgUoOIiIiIiIiIiIiIiMoCkxpERERERERERERERFQWmNQgIiIiIiIiIiIiIqKywKQGERERERERERERERGVBSY1iIiIiIiIiIiIiIioLKiz3QAiAIhkpJLXef1AoKT1/ajRVdL6iIiIpktsFu7T3XGlpPX19+slrQ8AlMFkSesr/SsEYCrt142s01jS+gDA0GwraX2V7tKPS1tdlSlpfRvSDSWtj6jcmZtbS15nLFvyKuc9j1WUvM4OR2nvm0p/tKT1AYCULO0vq7CXPhapcq8paX3JVLCk9QGA1VRd0vr+9MOTSlofAFz6mr+k9f1+Q0VJ65tunKlBRERERERERERERERlgUkNIiIiIiIiIiIiIiIqC0xqEBERERERERERERFRWWBSg4iIiIiIiIiIiIiIygKTGkREREREREREREREVBaY1CAiIiIiIiIiIiIiorLApAYREREREREREREREZUFJjWIiIiIiIiIiIiIiKgsMKlBRERERERERERERERlgUkNIiIiIiIiIiIiIiIqC0xqEBERERERERERERFRWWBSg4iIiIiIiIiIiIiIygKTGkREREREREREREREVBaY1CAiIiIiIiIiIiIiorLApAYREREREREREREREZUFJjWIiIiIiIiIiIiIiKgsMKlBRERERERERERERERlgUkNIiIiIiIiIiIiIiIqC0xqEBERERERERERERFRWWBSg4iIiIiIiIiIiIiIygKTGkREREREREREREREVBaY1CAiIiIiIiIiIiIiorLApAYREREREREREREREZUFJjWIiIiIiIiIiIiIiKgsMKlBRERERERERERERERlgUkNIiIiIiIiIiIiIiIqC0xqEBERERERERERERFRWVBnuwFEAKALqeR1WhRR8jqJiKg0tqi9cKvZktS1xJEpST0jVZv1ktbnS5T+Pt0XL22YqgcSJa0PAOQSDy/6y5dXl7ZCAO95rKuk9dUsMJa0PgBYWVuavzXDFttL/7u6oSpd2gqDpa2OaCbULepBQ2NpYgR9Fr7amrOlrTSVLX0sYi5xn0GNufQxpeyNlbS+v1y3vKT1AcCFH/mfktYnL6wpaX0AoNYtLml9hhL/3gCAMJX2u8F7Hi1tDAsATeusJa3vk7sHS1ZX0jf9wR1nahARERERERERERERUVlgUoOIiIiIiIiIiIiIiMoCkxpERERERERERERERFQWmNQgIiIiIiIiIiIiIqKywKQGERERERERERERERGVhdJuHU9ERERUAhIkyJAgAADi0P8SERERlYYQEiCk4SNAmrA4ERERTcGMzNTo7u5GKBRCIpGAEOxGICIiotIKd3qRCcYgxdNQdAkqZPYlEBERUcm07vfCOxBHOJRBJiNB12VwlAUREdH0mJGZGv39/fB4PDCZTLDb7dA0DaqqQpLYnUBEREQzzz/ghbPSDYPJCLPdCllToWhKbpTkcJ+CODSLg3M5iIiIaDr19XpRXe2G2WKErlthMKgwGBVIEgDpUEgiITevFBJjESIiomLNSFJj165d6OvrgyzLUBQFmqbBaDTC5XLB5XLB7XbDYrHAbrdDVVXIMrf2ICIioulz4O298Pb2Q5JlKKoCVVNhMBjgcLlgdzlgr3DCZLHAZLdAVhUIRYLO1AYRERFNk53b96G3ZwCyLEFRFRg0DUajAe4KJ9wVDng8LthsZjhcFhg0BapBGkpwcCwoERHRpGYkqZFOpxGLxXLHkiRBVVUkk0kkk0mk02nYbDZkMhmYTCaYzWYoigJZljmbg4iIiI5YOp3Ki0VkaSi5kUqlkEomkUmnYbZZYc9koJmMMFiMUBQZkP85fHJ4BgdnchAREdFUJVMpRKMjYhFZgqKqSCZTSCSSSKcysNutSGcyMJuNsNpMUBUJsiJDkoDhsZ+SxJkcREREo5Vko3AhBNLpNHw+H3w+H1pbWyHLcu5hMBhgNBrR1NQEm82G6upqGI1GWK1WzuIgIiKiI6YLHXpaR8DrR8A7CLlVgnQoDpFkCQajEQaDAbXNDbDYrHBXe6AZjdCsJkCWkGFHAhERER0BXRfQU2kMDPjh9fpxYH/7UCwiSZBlGUaTAUajAQsWNMDusKK2rhImkwF2hwmqKkFWGIsQERENK0lSY9jwpuHZbBbZbDb3fCqVQjKZhNfrRSwWgxACJpMJDocDBoMBJpMpt5SVJEmczUFERESHRRdD8y70LIARsUgmlUZK0xDw+pGIxSGEgMFohNVph2bQoJmNkORDwybloZkcem4eBxEREVFxhBAQAtCHgpHc8+l0GslEEgP9fkSjcQhdwGQ2Ih63w2jUYLEYISsSVEWGrEiQ5KFZHBJjESIiOgqVNKkxnuEkx8GDByFJEnbt2gUAuUSGwWBAdXU16urqUFlZCYfDAYvFwlkcRERENC0y2Swy2Sw629ohSxLw9tAACkmWhvYHMxjgqa5EVV0NXFUeWJw2qBYjhCxjaPFrdigQERHR4ctksshksjhwoAOSJGHnjr0A/rmct8Ggoaa2Cg2N1aip8cDltsFmN0JVD8UinFVKRERHkTmR1BhpeDYHMJTs0HUdQggEAgFIkoREIgGHwwGHwwGj0QiTyQRVVXMbjnMWBxERER2J4dkcAIAsIHQBIQTCgSAkWUYymYQ1aIPVYYdmMiAJFaqqQNEUSPLQyEkhcRYHERERHZ7h2RyHjiBEGroQCAwGIcsSEvEkBgftcLlsMJkNMJlVaJoMzaAM7d2hYCjPIemz+CqIiIhmzpxLaow2vB+H3++H3+/P+5kkSWhqaoLD4UBLSwusVitcLheTG0RERDRthvfjGPQPYtA/mPczWZLRu7QWDqcdjQsbYbGaYa+wQ1YlQGZSg4iIiI7c8H4cXu8gvN5RsYgsoam5Fk6XHYsWNcBqt8BTaYOq/jO5QURENN/MSFLj+OOPz82q8Pv9SKVSSCQSM1EVgsEgEokEdF2H0WiE2+2GwWCAzWaDpmm5mRzD+3EQERHR/HfM8esAWUIqkUTA50c6lZ6hWEQgFAwhmUgiq+swmYxwup0wGDVY7FZomgqj2QBFVSBrMiQJ0KURM0GIiIhoXjrp5HWQZSCRSMI7MIhUKoV4PDnt9QgBBAIhxONJZLM6zGYj3BUOGI0GOBwWaAYVFosRqiZD02TIh/bi4HJVRERUzmYkqdHc3AxZlhEKhZBOpxGLxZBMJvOWlpoOQggEg0EAQH9/f+55RVFgs9ngcrmwcOFCOJ1OuN1uGI1G7sNBRER0FKhpqYcsK4iFIkinUojH4kglk4eWlpo+uhAIBUIAgIG+gdzzsqLAbrfB6XageVEzHC47nB4nNJMKSR3e0pOdCURERPPVwkV1kGUFoWAEqWQa0WgMiURqRvpFAoNDsUhf7z9jEUUdikXcFQ4sWdIMl9sOT5UDZrMGVZOGchpMbBARUZmakaSGzWZDVVUVhBBYsWIFMpkMkskkkskkYrEYwuEwIpEIfD4fotEootEostnstNWv6zri8Th0XUc2m4XZbIbdbofJZILFYoHVaoXRaITVas3tx0FERETzh2azoKK6EtAFmlYshp7NIp1IIZVMIhmLIxqKIB6NIeD1IxaNIh6NITONsYg4FItkdR3ZrA6T2QSb3QqT2QSTxQSrzQKjyQiT1QTVoEDRZO7DQURENI+43BbU1FZC1wWOWbsYmXQWiXgK8UQS0UgCoWAEkUgUA/1+RCIxRKMxZDLT3C8SO9QvksnCbDHB4bDBbDHBYjHBbrfAZDbAZjPBYFCgGYdmlHIfDiIiKgcz1puvKMpQBYcSBjabDdlsFslkEuFwGOFwOFcuk8kgnU5D14dunsP/e7gjGIQQSKVSSKVSuXoA5JafqqurQ0VFBZqbm+FwOOB0OjmDg4iIaB7JSjoyigAUAJoCGSrMNhPMWR3ZRBoWuw2xcAQQArIiI5vJQkqnIXQdAkObgwPisGd2CCGQSqaQSqYQCY2KRSQJtXU1cHtcaFjQALvTBpvLCkmVIElgYoOIiGgekBUdBuPQPd1kVgChQhcmZNIC8VgKwaAVwUAUQgz3i2QhSalDm4SL3Gbhh90vogskkykkkymEgiNiEVmCBAn1DTXwVLqwcGEDnC4r3B7r0AwOSJzBQUREc15JpygoigKLxQKLxYLq6mosWrQIuq4jnU4jm80iFAohmUzC6/UiFouhq6sLyWRy2tbAHg4G/H4/otEoBgcHYTQaYbfbYTAYUFlZCZPJBJfLxRkcRERE84h+KFUgKRIUqxE2qxG2mgpUL2oChEA2lYGezSIeiiKVTCLo9SMejaGvqwep5PTtDSaGeicw6BscikX8ARiNRtgcNhiMBniq3DCajbC77FANQ/twgDM4iIiIyp8kIAPQDICmGWF3GFHfUIHlKxuh6wKpZAaZTBbBQBSJRBL9/YOIRmLoaO9BMpmctv04hD4UV/i8g4hEovD5AjCZjHA4rDAaDaiqroDFYoS7wgaDQYHBKHMPDiIimnNmrddekiRIkgRZlnPJA4PBgFQqBUVREIlEEIvFkEgkEA6Hoev6mMfhjlhIJBJIJBK5/TiAoYTL8MyNhQsXwmq1wm63c3NxIiKieWI4NaAPJwgkDM3kAKCoBigAVIOGbCoNWZFhisSQiCeQiMehRBRks1kIXfwzDtH1w57JMRyLDO/HAQzFIo0tjXA47Whe0gSz1Qyr0wJJlobaCs7iICIiKmuSGLqlH/pfWfnnj4wmA4QOGE0aUskMFEVBOBxDLBZHLJaAokaRzWRH9YuIw+4XiccTiMcTuf04AEBVFbQsaITTZcfSZU2w2sxwqWbIsoTc4hZMbhAR0Rwwp6YiGAwGGAwG2Gw2AMDKlSuh6/qhUQlxBINB+P1+eL1e+Hw+hMPhadtkK5vNoqenB/39/ejt7YWmaTCbzbBaraiqqoLT6YTT6YSmaUx0EBERzTNZ6JAASEYFilFFhd0MAGhYuQjQBTLJNNLxJCLBEEL+AAYHfAj4/IiGI9PXhmwWfd198PZ70dfTD1VTYbaYYbVZ4KnywO6ywe62QTWoGNpknJ0KRERE84Uk6ZBkwGJVYLGqcLprAQGsPW4Rslkd8Vga8VgSfn8IPl8A/X1+eAf8CIUimK69xzOZLLq7+tDX50VPdz80TYXFYobNbkF1dQVcFXa4K2wwmRQAOhMcREQ0a+ZUUmM0SZKgKArMZjM0TYOiKLlloQwGA6xWK1KpVN6eHMP/ezjJjuGlJaLRaO45m82GWCyGmpoayLIMm80Gg8HAxAYREdE8M5QmGJUskAFZlqAqRiiaClmRc7GIZjDAbA3DKSeQzWSHYpCsjtTw3hxHEotE/hmLWO02xKJxVNVWQlZkWOwWCLM8NIMDGNGhwI4FIiKisiYB0qFYZLjLQVYARZWgqkYYjSoUVYamqdBUFQaDBqvNgmQygcyoWGRoVunUY4N4fCgWiYT/GYvYHVZEI3HUJiqhyDKE0wzZoAztzyEBgDg0q5SxCBERlcacTmoMkyQJmqbB5XLB5XKhubk5t3FWPB5HIpFAf38/IpEIWltbEY/HEY/Hp2UWRzQaRVtbGzo7O2E0GmEymWA0GtHU1ASXy4XKykoYDAZuNE5ERDRP6RAQkgAMMjSDFS63De6WWrQIAEKgToohmUjC2+tDNBLFwf3tiMfiSMQT0xKLxKIxtLe2o7ujG4atBphMJnjsGppa6uFyO1BZ44LBpEHWAHYmEBERzT+SJKAoAmaLDJPFiqoaG5aKWug6oOsC4XAU8VgKvT0+hMNR7Nvbjlgsjng8cViJjdGikTgO7G9He3s33jIaYDaboBgMaG6pg9vjQHWNG0aTClUDZ28QEVFJlEVSo5DhPTmGZ3EIIXLLViUSCUSjUaTTaSQSCaTTaSSTSWSzQyMXpkIIgVQqhVQqhVgsBkVRcvuApFIpaJoGq9UKi8XCxAYREdE8JQ79fzHiSJIkyBJgNBugGhQIXcBqtwKQkIwnEI3EkMlkkIgnkElnkEwkkclmkZlqLKLrSCVTSCVTiEVjkBUFiYAEVVWQSqahGTRYbSZY7CbIyj/334CkT9fLJyIiotl2aCbE0G1+aGaEIkmQFcBiNUAzqBBCwO6wAADi8SQi4dihfpEkUql/xiLp1NRikaFlwVNIJlOIRmJQVAW6JENRFaRS6UMzRsyw2Y2QlZH7bzAWISKimVG2SY1hsizDYDCgsrISANDU1AQAuQTG4OAgQqEQOjs7EQgE0N/ff0T1ZbNZZLNZtLa2or29Hdu2bYOqqqisrITdbseyZctgsVhgsViO+LURERHR3CUgkAUATUDRFLjMDgBA7aJqSALQMwKZVAZBfwjhYATd7T0IDgYx0DdwRPXq2SzSKYHW/e1ob+vCtjffhqoqqKz2wO6wYdnKhbDYTLA4DIdGS3LEJBER0bx0aMNxg1HAYJBhtdoB2LF4WTUggHRaIJXMwucNIRCIoL2tB35/EH29RxaLZDNZZER2aPZGWxfeeuNtKKqK6uoK2B02rFi9EDabCXanAUMJGMYiREQ0vco+qTGe4RkVLpcLZrMZJpMJ0WgU9fX1uSWrotEoEokE4vE4stnslK4/nNxIpVK5WSOJRAIulwsOhyM3m0NV5+1bTERERDliROpAQEgSZFWCJmtwuB0wmU0wmoyIRWKobahFIh5HIp5ELBpDIpFEInYYsUgmi2wmi1QyNbSmtSwjkUjC5XbA4bRBVtxQVRmqQR4a3ckEBxER0fw1InEwtC+HBFWTIMsq3B47zBYjzCYjwpEYGptqEYsNxSKRSGyoXyQ2tC/HVAzHIsnkoRmssoR4Igl3hRMJpxWy4oamKVA1GZIESDJjESIimh7zusd9eHkqs9kMl8uVez6ZTCIajaKnpwderxcdHR0Ih8OHXY8QAsFgEKFQCH19fbnNzT0eD1auXJlLdBAREdHRQkCXBKAAmk2BZjPDWmmGBBmSANLxDGKROPq6+uEb8KOrvRuR0BHEIrpAcDCIUDCEvp7+oVjEYoan0o2VxyyBy+OAw23GUI8Cl4IgIiKa9yQBWRKQZcDhVOBwmlFdY4aADKED8VgW4VAcnZ396O/zo/1gN0LBI+sXCQyGEAyE0dszAFVRYLaYUFnpxuo1S1DhccDlMUNiLEJERNNgXic1xjO8sbeqqqiqqkJ9fT0SiQQCgQCSySQGBweRTCYRiUSmtMGnEALZbBa6rkMIAVVV0dvbi0QiAV3XYTKZuKn4OP51ZbTkdSY7Fpa8TiIiKo1wWoKSkiYvOA06IkrRZSUAEiTIuhG6qkKtNsDtqILmqUcynkA4GEIqmULQP4hUMoVoJFowFklkJ4pPBCQpCyWewGA6gqTJB4cvg4oaDwxmI1SjBkmWoEsib37JRBxa6UdVHu9JlLS+prOK/xynS9/JC0pa3/e9vpLWBwAt66wlra/CUvqOsiZrpqT1ra0obX0A0GSb2ujtIxYsbXWz4ZhjDCWry+UqXV30T5psgSaX5m9g6y73lM8RQiCTycCmNkH1JGBVg9PSLzJMkiREVRWpoAZDVoLLpaC62nXY/SINSw9OuQ1HqtFa2nvKexpLG/sAwNsnO0ta34X37i1pfQCg2uwlrS/rMpW0PgCQN9SUtD67o/T9mlUVpfluN6zSVOLYB4DHmCppfSm9dO9pRM7izWm+5lGZ1JAkCZqmQdM0OBwOVFdXAwCi0ShisRgOHDiAQCCAWCw25aUggKHgIJ1Ow+fzwefzQZIkqKqKBQsWYPHixairq4PJVPo/ckRERDS7hhZdENBlARgkKAYTzE4TbDXuoRkc0QQS0QS6DhxEOBBCPBZDdsIExjj1CIFMOo1Bnx+DPj8kWYaiKGhe2IzmJQtQ2VAF1aIdahOXgSAiIjrasF+EiIjK2VGZ1BiP2WyG0WjE6tWrkUqlsGzZMsTjcfh8PoTDYQwMDCCdTiOdTk/pusMjIAYHB9HR0YFUKgW32w2HwwFN06AopR8ZSERERHOHDgFJAjSLEarRgEWWZcikMmhZtgjJeAIB3yCi4Qh8/T5k0mlAn9ooHqHryAIIDAagtXchnU7D6XbA4rBBNaqAKkEHl4IgIiI62rFfhIiIygGTGiPIsgxZlmGz2QAAFRUVyGQy8Hq98Pl8SCQSiEQiU755A0M3cK/XC6/Xi127dkFVVaxbtw61tbWoq6sbWleSiIiIjkrDC0HpMgAZkDUjjDDC4rFDZHQ4B9wIeP1IxhOIRmPIxqc+NVnoOvwDPvgHfNj39l4oqopj1h+DyrpqVDRUQpIlztogIiI6yrFfhIiIygGTGpNQVRXV1dWoqKhAc3Mz4vE4IpEIfD4fgsEg+vr6EA6Hp7TGpK7ryGQy6OzsRDgcRiqVgs1mQ0VFBffbICIiIgBDS1XpEJBUGfZqN2weJ2paGpCKJyDiUQR8gwgFQhjo7R/ae0MvfqaFrusQmQy627sRCUWQTqZgcVhh9zggyRKy3MCTiIiIDmG/CBERzTVMahRBlmUYDAYYDAbY7XZUVFTAZrNhYGAAsVgM8XgcmczQhn3F3MSHNxTv6upCV1cXent74XA4sHHjRlgsFk67JCIiIgBDSQ1AAAoARYJiMMLmMMMKB6x2C8z9ZsSjMSTiCWQBQIiiYxGRzaK3qwe9XT3o7+2H3eHACWecCKPVBEnlrA0iIiL6J/aLEBHRXMKkxmFQVRVVVVXweDxYtGgRUqkU+vv7EQqFsH//fkSjUSSTyaJHKUQiEaRSKbzxxhtwOp1YsGABzGYzDAbDDL8SIiIiKjc6BCSDDGeNG44qFxqXNCGdTMPX50MkGMbBfW2IRWNITSEWiUWiSCfT2Ll5O+wuBxoWNsJoMUIyKUxuEBER0RjsFyEiotnEpMZhkiQJiqLAbDbDbDZDkiRYLBZ4vV5IkgRd15HNZoeWd5jkJp5KpZBKpbBjxw5YLBZomoaqqipUVVWV6NUQERFRuRAQQzM4Du2/oaoaNIsBkizBbDVj0OuHJEkQQkc2U2QskkwhlUxh9/ZdMFuHYhF3dQUcta5crUREREQjsV+EiIhmC5Ma08ThcMDhcKC2tja3iVYgEMD27duRSCQQi8WKuk4ymcSOHTvgdruxatUquFwuWCyWGW49ERERlSsdApIkYHJZYHZa4KmrRDaTRWBgEOHBEHZtexvJeBLxYmORRBK7t+2Cs8KFpccsg91lByo0MLFBREREE5nJfhEICZAYixAR0RAmNaaZoihQFAUVFRXQNA2VlZWIRCIAgEwmg3Q6PeEIhWw2C6/Xi3g8DofDAQBMahAREdGEhnbe0AEJgAYomgqnxwlNU+Gp8iAajgIAstkM0qmJYxE9m4Xf60MikYDdYQNEHTzuSggJXIqKiIiIJjUT/SJCSJAAJjaIiAgAkxozZnj65dlnn51bW7K3txdvv/02UqkU0un0hOfHYjHs2rULPt9Qp0JNTQ2sVmuJWk9ERETlTIcO1arBYXVjQ80pyCQz8Pf64O0dwN6de5BKppCZJBaJx+LYt2sfBn0BKJlFqKqrhMGhlegVEBERUbmbzn4Ra4Ub9Q2VcFUwFiEiIiY1ZpwkSTAajXC73dB1HcFgEOFwGKFQCMlkEtlstuB5QghEo1EoioKenh5YLBYmNYiIiKho+qH5G5IsQTWpcFQ4IISOcKAW4VAYkVAEqYliEV1HLBKFLMvo67LCYjXD6KjA0HwNjpIkIiKi4kxHv0hnZxo2mwVOtxsSBGdsEBEd5ZjUKBGbzQabzYbm5mYEAgG0traira0NfX19E54XDoexe/duZLNZaJoGl8sFRVFK1GoiIiIqdwICWUnA4DSh2lmHmgV1iPjD6DrQgY7WDgz09k94fjQSxd5d+5DNZrFCU2GvsAMcJDkvSYf+l91EREQ0E46kX+TtHX3IZrLQtGWoqLTDaCpRo6mkJGkoHtEZjBDRJJjUKDFJkmC1WlFXV5dLVPj9fsTj8YJrSgohkEwmEQwG4fP5YDabucfGPCaEgCRJkxckIiKaInHo/2RZgtlmQVV9DbJZHaqmIuALIDFeLKLrSCVSCAXD8A8MwmQxwaBpnK0xj0iHHkZJggwgC0AHkBb8lImIaPodTr9IIpFEIBBCf38AVpsJRqPG2RrziCQBsiTBYpChSAJpHdB1IJHRMcH2K0R0FGNSYxYYDAbU1dWhqqoKsVgMr7/+OlpbW5HJZMbdLKunpwderxcbN27E4sWLIctyiVtNM62jowNdXV1YsGABrFYr7Hb7bDeJiIjmIR0CMElwNVbAVePGwsgibHvtLRzcfxDZCWKR3q5e+AZ8OFk+Cc3LmiCrMnToJW49zQRVkqAAyPT0INDbi4qmJhgsFugWCzLsSSAiohlwOP0i3V19GOj3Q5JOwopVjdA0GZLMWGQ+MCgyDIoEU6IfscE+2CobIGkWZIUBqQxjESIaiz3js0hVVVgsFixYsADLly+H1Wodd5R+NptFMpnE4OAgQqEQdJ037vkik8kgGo1iYGAAPp8P/f39GBwcnO1mERHRPCcgIKsyjFYTGhY0YcnKpbBYrZDGGTihZ3WkkikE/UFEAzGIwstfUxmRJcAgSTDqOtREHGGfF2GfDxHvABKBADQMJTyIiIhmylT6RTKZoX4Rvy+AwGAM42zFQWVElSWYNBl2g4BFTiIR9iMWGkQi7EM2EYRJlWFQGYsQ0VicqTHLVFXFwoUL0dDQgEQigYMHD447MkEIgT179qC3txdnnnkmHA7HLLSYplM6ncaePXuwfft2RCIRpNNpdHV1oaKiApWVlTCZTJyVQ0REMyYr6YABqF/SgJqmGiTiCXS2dSArxDhLUQns27Uffd39OO1dp8BSYeYyVGXMCAlKNovggQPo2LkT8WgEmXQavp4e2N1urPJUQDYYkQX32SAiopkzlX4RXRfY9fYBdHf345zzTkFllZnLUJUxs0GGSc4i429HT9suJOJRZDNpBL09sDjcaDj2TKiahkBWcJ8NIsrD3tI5QJZlGI1GLFiwAMuWLYPBYBi3bCqVQiQSweDgIFKpVAlbSdNJCIFoNIqenh709/cjHo8jm81CCIFsNot4PI6+vj6EQqHZbioRER0NFAmKUUPjwiYsXr4Y2iSxSDQSRdAfQjahQxYMJ8uNJkmwSBKURAKJ/j6EBvqRzItFMkjG44gNDEBEI9AO7bVBREQ0U6bSL5JMphAOR+HzhhCL6RA671LlxqjKcJllWKQkEPMhGvAilYxD17OAENCzWaSTcWSjPmh6DAZVhiJzxgYR/RNnaswRkiShubkZLpcL3d3dSCaTBcslk0kkk0ns3bsXkUgEK1asgKIoJW4tHQld1+Hz+XDgwAG88cYbADBmBEo0GsVLL72ElpYWbNy4kZuHExHRjNKhAwpQt6AODrcDvd29SI0Ti6QSKaQSKRzYfQDRSBSLVy8CtBI3mI6IQQhkA4MYaDuI1q1bh7aQHxWLJGMx7Hn1VVQ3NaN2wwZAkpDi/hpERDSDiu0XSSSSSCSS2PV2K8LhGI5dtxAGY4kbS0fEogGGdAgRbwe6920fikNGxRmpRBydb78Od00TTE3HAQCynK5BRIcwnT2HGI1GuFwuNDU1oa6ubsKO7MHBQXR1dSEej5ewhXSkYrEY+vv70drair6+PgBjExrDkskkAoEAZ+UQEVHJqCYNNrcd9U0NqK6rGXd/DQAI+APo6ehFMpaELGRIYAJ+LlMkCWZJgi2VRMbng/9gO4L9/QUTGsDQnivpZBLRYAAIhWDIZPgJExHRjJtKv4jfF0BHew+ikST0rAwI3qnmMlWSYDcpqDFnYUgNIurtQHRwoGBCAxjqK0mnUohHgjBlI3BoOjjek4iGcabGHKNpWu7G7fV6kU6nC5bzer3w+XxYuXIlDAbDhFMzaW5IpVLYtm0bvF4v2tvbJywrhEAqlYLf78eePXvQ3NyM+vr6ErWUiIiOVllJh2xUUF1fDUmS4Pf6kdH1gmV9A374fYNYtnoJVIMK1ayCOy/MTRIABYCSyaBv59sI+3zo7+yY8JzhjoTw4CAG9u+Hu7ERqKwsSXuJiOjoVmy/SH+/D16vH8ccuxQGowaLVYHEWGROkgGoEmCSs4h070Es6MdgX+fEJwmBbDqFWDiAcF8rrJ56SHDxEyYiAExqzElNTU1wu93o7u5GJBIZdzaGEAJtbW1IJBJYsmQJlyiao7LZLPr6+jA4OIjOzk7EYrFJz5EkCS6XC5WVlVixYgWsVmsJWkpERDQ0Qr+mpQ7OChf6unsRDUcgkonCZXWBjtZOJBJJtCxvHuo5pzlDAmCUJai6QGagD8FwAL7uLiRjk8/0lSUZVqcDDk8lqpYsgWwxo3CXEhER0fQb3S8CBAqW03WBA/s6EI8lsWpNE1T2cs0pEgCzLEETOuDrR9rfjtBAN1LJyWMRSZZhtjpgdVXAXrsIWcUEwcVKiOgQ/rmfgzRNg9PphN1uRyaTmXCJqY6ODoRCISxcuBAq795zjq7riMfj2LJlC0KhUFEbf0uSBFVVYbfb4fF44HA4IE+w/AcREdF0EhCQjTIsihU2uw2ZdAaJcZIaANB5sAuhYBhNSxohKxIEx8/NGbIEqLqAlIij/a23kI6EEA0XF4vIqgKzzQ5bRQUkmw0ZSRp3yUwiIqLpNrpfJDNB2YNt3QgEwli2ogGqIgES71dzhSwBGgSUVALt295E3/4eJKLhyU+UJMiyAqPFBrPdjZRiQTIrQYjszDeaiMoCe8HnKFmWsWHDBni9XmzatAnZbOE/3LFYDLquw+v1wu12w2jk7lhzQTabzW3oPjg4CL/fP+6U2ZEURUFLSwsqKiqwevVqGAwGJjSIiKjkdAjIqoy1Jx8H/4Af/3j+RWQz48Qi0aFYZLA/AGeFA6pFYWJjlkkAbBCQUmkMHjiAWGAQ4UE/pMzksYisKKhpbobN7UbVsuWAwYCkJIFdCEREVGoj+0W2bG1HZpxYJHIoFunrDcBT6YDNpjCxMctkAA5JQM6kEGk7gFgwgOigv7gZGooCT20TzDYXLLWLkZU0hFNAdpwlUYno6MSkxhzmcDig6zoMBgMSiUTB0XHpdBq6rsPv90NVVSY15ohEIoFgMIgdO3YgEomMm5QaSVEUGI1GVFVVwePxwGKxlKClREREhQkImJ0WuHQdmqZB13UIfWwskklnEBdxBHwBKIoCt8XJpMYskjC0EScSCaTCYXTuehvxSAR6NgtVnvhzURQVmsEAu8cDW4UHGZMJKQjonKFBRESz5J/9Ihp0XUAv0LGdTqUR1XV4B4JQVQVWqxMSkxqzRgagyhLkZALZSAg9e/4Zi+iZiebcDA2uUDUDzI4KmGxuxHQj4ml93D3eiOjoxaTGHKYoClwuF9asWQOv14sDBw4ULKfrOnbu3Im+vj684x3vgKJwQevZEolEEAqFsHv3bgSDwaISGsPLTa1fvx5VVVWor6/nZ0hERLNOQEDWJNjcNqxatwr+AR/a9h0sWFbXdezevgcVHjdOqtwAWZOhg18+S0kCoEgSzIk40uEQuvbtQywUQuJQJ8KE50oSFEXF4nXrYKv0wFhdg4wsIyUEP0UiIppVw/0i645bhYEBP/buaStYTtd1bNu6Gz3dFaiqPhGaQYYk8S5WSjKGYhF7KoZsJIz+A3uLjkUgSZAVBY1Lj4XRXgHdUolEVkYsrSNbYFANERGTGnOcoiiorKxEJpOBNM5axkII+P1+6LqOdDoNWZa5afgsCQQC6OnpQXt7+6Qbgg9/RjabDWazGVVVVXC73UxoEBHRnKFDQFFleKrcyKYzkGSp4GwNoQsM+gahZ7PIpDLQFG3omy2VhARAkySoAFLBIMJ9ffB2diJRRCwiQYLJZoXBZILN44HR6ULqUEKDiIhoLlAUBdU1FchkMpBlCXqBWETXBXzeQWSzOpKJDBRFg8Ier5KRABjkoVgkEwoiMtAHX1cnkpPEIpAkSJIEo9kCzWCC0V4B2exEOC0hkebil0Q0Pv6JLwPNzc2w2Wx4++23kclkCu7NkM1mEY1GsW/fPlRWVqK2tnYWWnr06u7uRmdnJzo7OxEOhyfc3H2Y2WyGxWLBySefjKqqKphMphK0lIiIaGp0SaBuYR2sdit279gztFlneuzSAdlMFtFoDG27D8JTXYGKRjeXoSoBw6FkhvD2Y7CrC/7ubsQjEaQSk8ciRpMZRosZS048EUaPB1nNgASALBMaREQ0xyxeVguHw4Lt2/YgnckinRrbL5LJZBGNxLBr50HU1HrQtMDFZahKwChL0AAo/n6Ee7ow2NOFRJGxiMFogmayoH7ZcZAsbiR0DYm0jnSWs2yIaGJMapQBSZJgNpvh8XgQDocRDAYLlstms/D5fNA0reySGsmOhbPdhMMyPDtmYGAAnZ2dGBwcRCqVmvAcRVFgMBhyMzNcLhf3QiEimmZn1KZR2zDx3+PpkpyFQWSlnoVvUyU4dQ0L610IhyIIBkIFy2lSBnrIB8Umo87kBGQBHGZi45PLJ15zeboNti4qaX0AAMeRX2I4FtnVk8D+cACDmSRSsgAsYwdLyI5BAICiKjBoGqprbajwuHDMOhV2VxKSksDhfl7jyXSWNsZ7Su8uaX0AYNNK+x/kandp/9sAAJNS2tdoXdpa0voAoHtvaX9Xt28vzT0KAHp7S1cX/VP7PidSEfdsN2Pe6GttQiwWg4YlSMTDCI/TL5LQNOzdISPsM0LJNB9RnS1L24/o/KmyqKX/+3589eH/fZAAyJIEgwCQTmOgvxci3A6RCSAtpQDz2HM6Wob2DlVUFYqmwVFZBYvTDdfSZqSMFqg6YJzmwRUDJV7IRFldUdoKAZywvLT1XbIgUtoKAVSbS5voSmVLvwJOtsTf8bRJ9tubTgPGOB6a5msyqVEmzGYzTjzxRLS3t2PLli0Fy6TTaezduxehUAgtLS0wGAyQZa79MFOSySRaW1vx9ttvIxQKIZlMFrUhuNvtRn19PVauXImKitLf7IiIiKZM0mG2GrDhtHU4eKALW159q2CxdDqNvbsOIBQMo2VxPYxmDbLKEZIz5XBjkYoKF+oaarDq2KWoqLJBkgFw3XEiIprj2C8ytxgkCXIqjcDBDrTv2o1YOIxUMgm9iFkWFqcLzppaVCxejpTViYgAUlnO8SWi4jGpUSYkSYLT6YTL5YLJZEI6nS74pTWdTiMWiyEcDsNut3NJoxmSTCYxODiIgYEB+P1+pNPpgvudjGQymeByuVBXV4fGxkbYbLYStZaIiOjISTLgcNngcjtgMh+KRTLjxSJxRIIxSJIVJhs7EmbCYcUiZhNcLgfqG2vR2FwLm8MMSRYAl+YgIqIywH6RuUGRJKgYSmgkA0GEvD6EAwFk0umCe6+NpJlMsDiccNbUwV5TB2GyIiGArM6EBhFNDZMaZcRsNqO2thbV1dUIBAIIhQov/RAOh7FlyxYsXLgQy5eXeA7aPKfrem7vjLfffhvZbLaoEZEAUF1djbVr16KyspJBFRERlR9Zh8Whoq6xCtU1lQgMBhEKhgsWDYci2PzqNixc3IQV65ox3UsaHc2OKBapqcS641ehssYNs13B0OfCz4aIiMoH+0VmlwTAoAvEunvg7+7Bwd27kc1kipqdAQCOyirUrjgGisuDgKxBF5g0EUJEVAiTGmXGZDJh4cKFaGtrG/fmres6wuEwQqEQhBCQpNKvAzcfpdNpRCIR9PX1we/3T7p3BgBomgabzYampiZUV1fD4/HAYDCUoLVEREQzQcBkNmDRkma0HegYN6mh6zrCoQjCoQhEVoIkS1zeaBocaSxSu1LAU+2C0aQC4OdBRETlif0ipSdDgipJUDNZZKJRBAcGEBocRDo5eSyiairMNhuqGxvQI9VCcVYgo2oockwGEVFBTGqUGYPBgKVLlyKbzeLgwYMFy2SzWXi9XpjNZkSjUZjNZiiKUuKWzi/JZBKvvvoqBgcH0dPTM+nyDsA/N3hvaGjACSecAIPBwECKiIjKnsGkYOmqFmSyWbQd6ChYJpvJwtvvg8ViQiSYgMVqhGIscUPnmemIRcwtvZBVHUxoEBFROWO/SGlJAFRJgpJKoXXzPxAJBOHr6S0uFpElGM1mVNXXo+m4degbMMGXBcCEBhEdISY1ypCmaXC73airq0MgEEA8Hi9YLh6Po7+/H1VVVbDb7SVu5fwghEAgEEAgEIDf70c0Gp30xi1JEhwOBxwOB1auXAmn08mEBhERzR8SoBlluCucqGuoQWAwiHgsUbBoLJZAf68f1bUVsBs5U/FwTGcsIrMvh4iI5gn2i8w8CYAmSVAEkA2GEAkGEfYPIhGLTR6LyBKsdgcsDjuali+F2eGE0FSkIYFLXxLRdGBSo0y5XC40NTUhk8mMe/MOhULYtm0bjjnmGN68D0Mmk0E0GsWmTZsQDocRi8WKOk+WZXg8HtTV1WHRokVMZhAR0fwi6YAEuCrsaGppQDaTHTepEQqGse3NXThm7XLYK+rBL7FTM+2xCJcAIyKieYT9IjNLggQ1qyMbi2PH315ELBxGIlb4fR5NlmU4PG64a2pgb2lGRgISQiCeZSxIRNODSY0yZTabsWjRIoRCIQwMDBQsk81mEQqFEAgEkM1mOdWySLquI51Oo7OzE36/H5FIBOl0etLzJElCS0sLXC4XVqxYAbPZzIQGERHNWxabEYuXNSMUDKO/z1uwTDabRSgQQsAfQjZVD0WVAZkd65NhLEJERDQ59ovMDAmASQDIpBHq7kFkMIB4NIpMMbGILKG2uRlWpxN1y5ZAMZmQkQDmMohoujGpUaYURYHL5YLL5YIkSQWn/mWzWUQikdyXYZvNxht4EcLhMAYHB/HKK6+Mu+lYIaqqoq6uDtXV1XC73TPYQiIiotmnaBKcHitcbgckWYLQC8QimSwi4Sj8vkGEg3HYHGao3FtjUoxFiIiIJsd+kZkhSxL0SBSxQAC7XtuMaChc9LmKoqCitgb2ykrAaUdCiKL23iAimiomNcqYJEmoqanB8uXL0dHRgWg0WrCc3+/H3r17sWTJErhcrtI2sozEYjFEIhHs379/wjU5R1IUBaqqYt26daisrERtbS00TStBa4mIiGaZJCArEmrrq7B85RJ0tncjEh4nFvEFsG9XG5Ysb4Gr2lzihpYPxiJERERTw36R6SFDgiwBWiKJVCSK7taDiAaDSMYLLzE6kqIqkBUFS45dA3ulB5bqKkBVkRRceJSIZg6TGmXOZrOhuroaXq933Jt3JBJBa2srampqePOeQH9/P9rb29Ha2lrUmtWSJMFgMMBkMqGurg4ejwcGAzdBJSKio4UAJAGbw4Ka2kp4B/zjJjUi4SgO7GtHdW0lXNUW8CtuYYxFiIiIpo79IkdOlgAFQGTAC29HJ3rbDha1f4YkSVA1DQaTCa7aWhgrXEhrKjKcnUFEM4xJjTJnt9uxZMkS9Pf3w+fzFZzWl06nEQqF0N/fj6qqKhiNRq6vfIgQAj6fD729vWhra0MgEEAymZz0PKvVCrvdjrVr16K6uhpWq5XvKRERHZXsTjOWrGxGX68XPu8ghD52z4x0OjO090avD1W1bpgsGiSFe2sAjEWIiIiOFPtFDp8mSVAEkPEHMNjXj772DkQCAaSKiEXMNivMVisWHnsMbFVVkMzD+2cwoUFEM49JjTInSRKMRiOsViuMRiOSyeSYG7gQAqlUCqFQCKFQCB6Ph2tIYuh9yWQy6Onpwc6dOxEOhyfdhFOSJKiqCrvdDo/Hg8rKSthsthK1mIiIaO6RFMBgUmG1WWA0GoZikVH7awhdRyqZQigYRjgQhWZwQmUowliEiIhoGrBf5HBJUADI2SyCvX1o37UbsXBk0g3BJVmCoqgwW61weCpgraiAsJiQBhMaRFQ6TGrMEy0tLVBVFTt27EAkEilYpru7G6lUCieddNJRP90yFouhp6cH+/btg8/nQyQSgV5gZOlo1dXVaGlpwYIFC+B2uyHLcglaS0RENIdJOiRFwoJFDVBVBTu27h53Garuzl6kUmmctHEd3Ef5MlSMRYiIiKYX+0WKJ7IyYpEUIm3t6NnfipB/EPFoBHp28ljEXVWF6qYmVLY0QXU5kZUkZIQOzsElolJiUmOesFqtqKiomHAd5Xg8jv7+fsTj8aP65p1OpxEMBtHT04PW1taCU1NH0zQNFosFlZWVqK6uht1uZycCERFRjoDFZkZFpRsGowEYJ6kRjyXQ3zuAeCwJt7AC0tC5RxvGIkRERNOP/SLFkAAhIZ3SEfBHMNjbj56DB8fMsi1E1VSYLBY4PBVwVldCtVmRhIAQ4iiM5ohotjGpMU/YbDaYzWbs3r173KUL0uk0MpkMent7c+swH01rSOq6jo6ODvT19WHfvn1IJBKTdiIML/HQ2NiIdevWweVywWQylajFRERE5cPuMsFiq8GenU6Eg5HxY5FsFr1d/bDazHC4zZCUo+drMGMRIiKimcN+kclIyKaA9gO96OvxYu+eNnQczE6a0JAkCYqqoKqhAQvWroHRYUfGaEAKgM7lpoholnB41zyiKApcLhecTue4a0MKIRAOhxEMBota4mC+0HUdsVgMfX19GBgYQDAYnHQTTkVRYLFY0NTUhIaGBjidzglHfBARER3VJAFFleB0O+B0O6CMs2mG0HWEQ1EEB8PQs0fPF2HGIkRERDOP/SKFSICQoWckxCIp9PV40d/nQ2AwiHQyNeGZiqrAZLWguqkRnvo6GO12wGBAWgjun0FEs4ozNeaZxYsXw+Fw4LXXXkMsFitY5uDBg/D5fDjnnHNgtVpL3MLSSyQSeP311xEIBNDX11dU0KIoCtxuN+rr63HCCSdA0zQu8UBERDQRSQASsHhZC5xOO159+R+IZeIFix5s7YDP60dF1TtgMxgw35egYixCRERUOuwXySeyEhKxDF57aSsGB4Po6xlAtohYRFZk2FwuVNbVoum4dYCmIgmAi00R0VzApMY8Y7VakclkoGkaJEkquKRBKpVCJBJBIpGY9zfvWCyGYDAIn8+HaDRacPrpSJIkwWq1wmKxYPHixaisrITBYDiKpqMSEREdGZvdjGzWCc1ggBRPFFzSIJVKIxKOIhFLweYwHpo7PD+/IDMWISIiKi32ixwiZAgBRMMphAIReAcGEYlEkUpNHouYrBaYLBbUL1oIW0UFhKZClyTo4miY2UJE5YBJjXnGbDbDaDTCbrcjFosV/OKcSqWQSqXQ19cHTdPgcDhmoaUzK5VKIRqN4q9//SuCwSDi8XhRm3DKsoympiZUVVVh1apV7EAgIiKaEgGzXYPB5ILdbkUsGkO6wBfnVDKFVHJo+QODUYXDbQbk+ZXUYCxCREQ0O9gvAgASkvEsIqE4nn/mFQQCIcTHGWwymqzIqG5shLOqEu5lS5CVgIQQAJebIqI5hEmNeUiWZdTU1AAAurq6xv0CHQgEYLFY5tXGWEIIZLNZeL1eBAIBhMNhJJPJojbhrKurg8PhwLJly2Cz2ebNe0JERFRSkoCsSKipqwIkoKujF2KcJQ4Cg0FYrCbYnWZI82RlJcYiREREs++o7hfJysikBQZ6AwgMhhAORZBKporaENxTVwur3Y66JYthsFmRlYCjaAs0IiojTGrMU83NzTCbzejr6xt3mYPW1lZ4vV7U19fPm00n/X4/BgYGsHnzZoTD4aLPk2UZS5cuRVVVFaqqqmawhURERPOdgCRLaF5YD7PFhL6eAaRThZMarfva4e33o6G5GgZ1fnQkMBYhIiKaG47KfhEhwdsXRn+vD5tf3YpQcAqxiCKjfvEi2Cs9kD1uJDk7g4jmMCY15im32w1JkqBpGjKZTMFRCclkEpIkIR6P59aaLFfpdBrxeBwdHR3wer1IJpOTnqMoCjRNw9KlS1FZWYmmpiYYjcYStJaIiGiekwTcHgdkSYamqUOxSIHRgclkClIkhlg0Cc1ogaQIlOveGoxFiIiI5pajp19EAoSEVEJHPJpAR1sPBgb8SCaKiEVUBYqqoXHJYjg8FXA21EMyGpAqQauJiI4EkxrzlNFohNvthqZpiMfjBcskk0mkUikMDg5C0zRYLJYSt3L6dHR0YO/evejp6Rn39Y5mMBhgNpuxdOlSeDweqCr/cyAiIpoeAiarCkmyH4pFkiiUrEgmkkil0hj0hWAwqLA4DIBUnkkNxiJERERzy1HTLyIkCB1oP9CLPbta0d3Vi3gsUdSpqqbBaDajdvEiGCpcSCsyMpyhQURlgN+c5jFVVbF48WL4fD60t7ePu4Zkd3c3MpkMlixZUuIWHhkhBMLhMPx+Pw4cOACfz4dUavLxBBaLBU6nE0uXLkVtbS1cLhcURSlBi4mIiI4ikoBmULB42QL4vINob+scZy1nge7OXmQyGSxd1QiU0QBJxiJERERz27zuFxEyhA6EBuPwDQSwf187fN5BpFOFl9oayWqzwOm0I2FfBUd1FTSHAxlFhi4KLxlKRDTXMKkxjw1vjCVJEtrb2wuWEUKgs7MTsVgMixYtgiyXzy6dqVQKBw8exJtvvol4PI5sNjvpOZIkwWKxwOPxoLGxEU6nswQtJSIiOhr9c8NwSZLQ3taFQrM1hC7QebAHsWgci5c3ooxCEcYiREREc9x87hcROpBMZNG6vwtvbt6OeDyBTKaIWESWYLGY4amqgL+iDsJuQ0IIJjSIqKwwqTHP1dfXw2QyYevWreNujBWJRCCEQCwWg8VimfM38EQikRtl0dvbi2QyCV2f/Obr8XiwYMECNDY2oqqqCpqmlaC1RERERzEJaGiugslswNZ/7ER6nPt1JBKFgEA0nIDVYYKszu29NRiLEBERlY/51i8idBmJaBrefj8Otnajp7sPiUQK2WJikaoKLFzUhKaWOlTXubGvzYq0EBBzOO4iIiqESY15zmAwwGazQVVV6LpecATh8EaW0WgUmqbN6Q0qs9ksfD4fWltbsW3btqLOkSQJqqrC6XSipqYGHo+HnQhERESlIAkYTApsdgtUTYEudGQLjCAc3sgyFonDYFRhVOfuUkyMRYiIiMrL/OoXkZDNCHj7g2jd14G33thZ1FmyLENVFbhcDtTWV6Gy2gmDGUhw7wwiKlNMahwFzGYzVq1ahYGBgXGnW2YyGezbtw81NTVzcg1JXdfR1dUFn8+HtrY2RCKRSc+RJAkGgwG1tbU47rjj4HA4YLVaS9BaoullaW4taX2NtoaS1gcAe3YaSl4nzW9SXyMkqbYkdcm1bSWpZyRT34KS1nekixGYslmsbNw4YSySjinY80oUNTU2LFmyAINHWOd0mw+xSKZz4azVXSqr3ZmS19kUbC5pfcmOklY3VGeJ65MWHihxjYCxqbTxllUrXUdiwugtWV1Ec9Xh9It07i3t3/eW5f3j/kwICemUQFtrH7wDg9i/rx3hcAQ2beLvUbIswWDQUN9Qiw0nrYHLZYPDZYIsA5Ik8JmV0el+GRM6obL0gzqerXWXtD6nNvkSYNPtrLrS3qlPqp5835bpZirx/nNpvfQxZarEK8BlS5jTtISn/78LJjWOArIso6KiIjfyoBBd1+H1eiHL8pxMaiQSCbS1tcHv96Onp2fS8sOdCC6XC1VVVaioqIDBwE5TIiKi2cBYhLEIERHRbCrbWEQAAhL0LBCLpbB/Xwd83kF0dvZOeupwQsNd4UJNjQeVVU6YzBoUhbMziKj8MalxFJAkCQsWLIDJZMKOHTsgCkwvFEJgYGAAuq4jkUjAaDRCkqRZaG1+m1KpFLZu3YpAIIDu7u5x178cSVEUVFZWorq6GscffzwMBgOUEmd0iYiI6J8YizAWISIimk1lGYsIIJOVEI+lseX1t+H3B9HZ0YN0evIR5Koqo6q6EnW1VTjltGNhNGkwGCXMbmRFRDR9mNQ4SqiqCrPZDLPZjHQ6XfALeTqdRjweRyKRgKqqUNXZ/fVIpVIIh8Po7OxEOBxGLBab9Byz2QyTyYS6ujpUVVXBZDLNeocIERERMRYhIiKi2VVOsYgQEiAkJGIpBANRHGzrQjgcRTQan/Rci8UEk9mEhoYa1NR6YLEaoChDy00REc0XTGocRex2O5YtW4b+/n50d3cXLJNIJHDgwAHU1NSgoaH06+oPtyESieC1115DKBRCKBSCrk++sJyiKFi+fDmqqqqwaNEiyLJcgtYSERFRsRiLEBER0Wwqi1hESIiE0wgGonjphX8gEAwjFAxB1ydPSqiqgtXHLEN1jQcrVzVDVQ8lMzi+gojmGSY1jiKKoqCqqgrx+PiZfV3XMTg4CIvFUsKW/ZMQAqFQCIODg/B6vYjFYgWnhY4kSRIqKipgs9lQX18Pp9PJTgQiIqI5iLEIERERzaY5HYsIQBdD+2cM+sPweYMYGPAjGo1NmtCQZQkejxt2uxWNjTVwVziY0CCieY1JjaOIoihoaWlBNpvF7t27C5ZJp9PYv38/0uk0li1bVtIv5H19fejt7cWuXbsQDoeRyWQm7URQFAWapuG4445DVVUVXC5XaRpLREREU8ZYhIiIiGbTXI5FBCR0HPSju6sf27fvQSgYQSaTmTShoaoyNM2AE086FrV1HlRV2yFLOsDlpohoHmNS4yijqiqsVitsNhuSyWTBNSSz2SwSiQQSiQRMJtOM38B1XUcqlcLAwAAGBgYQjUYn3YRzuAOhoaEBbrcb1dXVszaik4iIiIrHWISIiIhm01yNRSLhNPp6vejr9SISjiKVmjgWUdWhWKS5uQ4VHhfq6iphd5g5O4OIjgpMahxlJEmC0+lEbW0tBgYGEAwGC5aLxWLo6uqa8RGHQgjs378fu3fvhtfrRSKRmHREJDC0Cafdbsdxxx0Hj8fDJR6IiIjKBGMRIiIimk1zNRZ5ZcsW9Pd5kUgki9o/w2wxweGw4cST1qCm1gXNIB3aDJwzNIho/mNS4yhkNBrR1NSEdDo97s07lUqhv78fJpNpxm7e8XgcoVAIvb29CIVCRS3xYLFY4HQ60dzcjJqaGq5ZTUREVIYYixAREdFsmouxSCQRRrqI5aZsNgtcLgcWLGxAXX01PJUOqJoMickMIjqKMKlxFNI0DY2NjQgGgzh48GDBMolEArt27YKqqmhqaprW+oUQiEaj2L17N954442iOhCGOZ1OtLS0YNmyZbBardPaLiIiIioNxiJEREQ0m+ZiLOKoiBR1rsvlwMJFTVh9zCK4KkxDyQxJn9b2ERHNdUxqHIUkScqNMrRYLEgmk8hms3llhBDIZrOIRqNIpVLQNA2SdOSLMqZSKQSDQXR3d6Onp2dMveO11+VyoaWlBXV1daipqYHJZDrithAREdHsYCxCREREs6ncYhFZluB2O7FwURMaG2tQ31gFq9VwKKFxxE0iIio7TGocpWRZhsPhgNlsRiaTKXgTzWaziEQiGBwchMvlgtFoPKI6M5kMDhw4gK6uLuzZs2dKbXW73Vi0aBHcbjcMBsMRtYOIiIhmH2MRIiIimk3lFYtIqPC4sGz5AlRVO2GxyuDeGUR0NGNS4yjmcDiwatUq7N69G/39/QXLhMNhtLa2YvHixaiqqjqseoQQ8Hq9GBwcxIEDBxAKhSY9R5IkmM1mVFRU4Nhjj4XD4eCa1URERPMMYxEiIiKaTXM5FpFlCWazCZWVFVh//Cq4KuzweOxQVIAJDSI62jGpcRQzGo2orq5GV1fXuDfveDyOtrY2VFVVHfbNO5FIYNu2bQgEAujr6yvqHFmWYTabUVlZibq6ummb5klERERzB2MRIiIimk1zPRaxWMyoqq5A84IaGIwKVJXJDCIigEmNo5qmaaisrERFRQU6OjoKbpKZyWQQiUTg9/vR0tICVS3uV0YIgXQ6jf3792NwcBDd3d1IpVKTnqcoCurq6uDxeLBmzRqYTCZomnZYr4+IiIjmNsYiRERENJvmYiyiqjLqG2pRVVWB409YBbPFALNFOazXR0Q0XzGpcZQbyvxboGkadF0vuDFWOp1GLBZDIpGAxWIpatmFdDqNcDiMHTt2IBKJIB6PT3qOoigwGo3weDyoqqqC3W4/7NdFRERE5YGxCBEREc2muRSLqKoCo9GAqqoK1NRWwuU2Q1YASeIMDSKikZjUINTU1GDNmjXYtWsXgsFgwTIDAwPYu3cvli5dCpvNNu61kskkotEoduzYgUAggEAggEwmM2kbFEXB6tWr4fF4sGTJkqJHPhAREVH5YyxCREREs2kuxCKqKuPYtStQVV2BlasWwGCQoSgAmNAgIhqDOx0SzGYz3G43DAbDuGUSiQS8Xi+SyeSE14pEIvD5fGhra0NnZyfS6fSYqZsjSZIEi8UCl8uFqqoqVFZWshOBiIjoKMNYhIiIiGbTXIhF3G4XamoqUV1dAZNJgaIKJjSIiMbBb2wEq9WKxsZG7N+/HwMDAwXLRCIRJJNJLFiwABUVFWM2yhwYGEBfXx8OHDiAcDiMaDQ6ab2apkHTNGzcuDG3xAM34CQiIjr6MBYhIiKi2TQXYpFjT1DhqrBAUQBJ0qfldRERzVdMahAAQFVVWCwWmM1mJBKJMaMIhBBIpVKIx+PIZDJ5G2ZmMhn4fD50d3fD5/MhkUhMWJeiKFAUBR6PB06nExUVFbBYLOxEICIiOooxFiEiIqLZNNuxiM2eOpTQ4OwMIqLJMKlBAIamO9bX1yOdTuPAgQPj3oD7+/vhcDhQWVkJi8WCtrY27NmzB16vF7FYDLo++WgCm80Gl8uFE044AZWVlUVtsEVERETzG2MRIiIimk2zHYuYTP1cboqIqEhMalCOzWaDx+NBe3v7uGWi0Sj8fj9kWUYmk8HAwAB8Ph9isRiy2eyE1zcajbDb7aitrUVNTQ0cDgc7EYiIiCiHsQgRERHNplmNRThhlIioaExqUI7L5YLBYMDu3bsRiUQKlunr64PX64Usy5AkCalUatKb9rDKykos+//s/bmTZcm23/l93X2PZ4opx8qa647vXTwMBLpBM4iQYBTYEhX+ARRppBnFFihQokC1RWrUWqKRWhPW6IYBbIIE3sN7992h5qqcYjzzHtydwonIW3UzzsmqyhM7MyJ+H7O6mXXTK7ZnVlTsFWv58vWLX/Dee+/R7/e3uXURERG5ARSLiIiIyJukWERE5HpQUUNecM5RFAW9Xo8sy6jr+qU1IYTvtVL++R2Tf84Yw2Aw4OHDhzx48IB33nmHsiy3vncRERG5/hSLiIiIyJukWERE5HpQUUNeMMaQZRm7u7tMJhOOj48vHYz1Yz5ekiTcv3+ff/JP/gmDweB7g7REREREvkuxiIiIiLxJikVERK4HFTXkJffu3cN7z3g8pmmaH/3PG2Moy5LRaMQvf/lL9vb2GI1GOOeuYLciIiJy0ygWERERkTdJsYiIyNtNRQ15yd27d3HO8cc//vEnvbyttfT7fR4+fMgvf/lLvbRFRETkR1EsIiIiIm+SYhERkbebihrykqIoGA6HP/qla4zhnXfeYXd3l1//+tf0+329uEW2YP7lR50+7w+PPuv0eSvd/h7l5nu+8y3svXwH8lU4nXT/rvvg/uedPq98+mGnzyuKgk/+Ys5f/3ZCcnb5kM7LWGt49O4D9vZG/IN/+HMGw5KdncdgIsb88KsiupLYbu/T/vzv73b6PAD3brfvlE9Mp48DoD7r/pk3nXsD/x6b8Oo12zSpu/tNzjp8lvzJux8f8ujdbv7sAz9sSPU2df0O++y3e50+703kRb74+3s/Zauv5f7PPu30ef/07o8vEL2uD4bd/vexk3Yfc94tu32JDdNhp88DCLHt9HnGdv+5aky3v8fQ4adqbrf/MVXUkJekaUqv18PaH/cZlyQJd+/e5f79+9y92/03zSIiInIzpGlKv1/86FjEJQn3H9zhwcM7vPNoF2sjmI4zlSIiInLtKS8iIvJ2U1FDXmKMIc9z9vf3CSEwmUxeuf43v/kNBwcHfPTRR2RZ1tFORURE5CYyxlD2Ug4OdgkhMH5Ft4a1hn/4j37Nnbt7/PwX75IXyXlB4+3rzhAREZG3n/IiIiJvtyto/pCbwFrLcDik3+9jzOaWWWst9+/f58GDBxTFjz9VKSIiIvLnnDOMdgb0+z2MfXUs8uDhHR69e5fBMCXLVdAQERGR16O8iIjI20tfZWWtv/qrv+If/+N/TJKsb+gxxuCc4+7du+zs7HS4OxEREbnJjI38z/7pr/kv/st/sDkWsatY5P6DffYPBm/l7AwRERG5npQXERF5O+n6KVmr1+vRti1JktC2LTFeniQwxpCmqU4iiIiIyNYYYDgqaNshSeJWsci6aXYGsjzFJQAqaoiIiMh2KC8iIvJ20ldbWcs5x3A45M6dO4xGo0vXxBhp25bnz58znW6+71pERETkBzORLIOd3R737h+wszO8dFkMEd96nj4+5vR4SVR4KyIiIluivIiIyNtJ3/XJRs45dnZ26Pf7G9dNJhO9vEVERGS7TCRJLHu7IwaD3tplkcjZ2ZTJZK5GDREREdkq5UVERN4+KmrIRsYYfv3rX/Ozn/1s7WCsEAJ/+MMf+N3vfre2FVNERETkp7AO/sE//Dm//NVHaweGhxD5+99+xt/+508JoeMNioiIyI2mvIiIyNtHMzXklfr9PoPBAGst3vuXfj3GyGw2I8syQgg4597ALkVEROQmMgYGw4LhsI+1Bn/JXI0YIrPZnPwsw/uIcwY0MFxERES2RHkREZG3i4oa8kplWXJwcECWZdR1fekL/KLFcjabvXjRi4iIiLwuYwLDUYZvd8myjIaGtn05FplMZqsfx0uGo4IsU2FDREREtkN5ERGRt4u+wsoPkqYpBwcHDAaDS389xoj3nvl8Tl3XHe9OREREbjJDJM0S7t7dZzC8/D7ri4Hh0+mCqmo73qGIiIjcdMqLiIi8PVTUkB8kTVN+/vOf8/Dhw7Vrmqbh66+/5tmzZx3uTERERG48E8lzxy9/9RGPHt1fu6xuWr74/DGPvzkmcvmd1yIiIiI/hfIiIiJvD10/JT+ItZb9/X1ms9naNSEETk5OyPO8w52JiIjIbWCt4e69PWbTxdo1IXiOjk7J84wY77NmlqeIiIjIj6a8iIjI20OdGvKD7e/vc+fOnbW/7r3niy++4IsvviBG3WEtIiIi22Md3L034t79vbVrfBv47NOv+OyzrwkeYlRVQ0RERLZHeRERkbeDihrygyVJQr/fZzQakWXZpWvatqWqKqqq0gtcREREtsYQyTLLYNhjZ2dInl8ei/jWs1xULOYNvlVRQ0RERLZHeRERkbeDihryo/R6PUajEUVRXPrrMUaqquLs7IyqqjrenYiIiNxYJmJdoD8o2NkdUhSXX+sQQqSqak5OpizmDahbQ0RERLZIeRERkTdPRQ35UdI05ZNPPtnYblnXNY8fP+b09LS7jYmIiMitkOcpv/jlh9y9v792TVXVfP3VM46Oxh3uTERERG4D5UVERN48FTXkR3HOcffuXYbD4do1bdvy7bffcnx83OHORERE5DZIEsv9B/vsjDbHIl9/9YSjwzN06YOIiIhsk/IiIiJvXvKmNyDXi7X2xWAsY8yl90O2bcvh4SHD4ZAYI8bo2gcRERHZjiSBe/d3ODrcw1hDDJfFIp7nz48Z7Qzw7ce4xGBMeAO7FRERkZtGeRERkTdPnRryoznn6PV6JEly6Ys5xshsNmM6neK9fwM7FBERkZvKmEiaGvr9kiRxWHtJLBIi08mM6WRG2waC6hkiIiKyRcqLiIi8WSpqyE8yHA752c9+xu7u7to1s9mM58+fs1gsutuYiIiI3GwmYkxgZ3fAL3/1Mbt7o7VLp9M5Tx6fMJs2HW5QREREbgPlRURE3hwVNeQnSdOU3d1diqJYu6ZtW87OzqiqqsOdiYiIyI1nIMsT9vd3NsYiTdNwcjxhMVcsIiIiItulvIiIyJujoob8JEVR8PHHH3NwcLB2zXQ65e/+7u94+vRphzsTERGR26DXS/nFL9/n3r39tWsmkzl//Z9+x5PHRxB1l7WIiIhsj/IiIiJvjooa8pNYaymKgrIs1w68atuW8XjMfD7veHciIiJy0zlnKHsZZa+4dK4GgG9bxmcTptMFMRoVNkRERGRrlBcREXlzVNSQnyzLMvb39xkMBjjnXvr1GCOLxYLT01OWyyUxxjewSxEREbmJrI2UPcudO7sMhn2S5OVYJITIfLHk5PiM6aShbVXUEBERke1RXkRE5M1QUUNeS1EU7O/vk2XZpb8eY2S5XLJYLPDed7w7ERERubFMxBApezkHB3ukWXrpshgiy2XFbFbRtqHjTYqIiMhNp7yIiEj3VNSQ17K7u8uvfvUrdnd3164Zj8d8/vnnTKfT7jYmIiIiN5+B/f0hf/kPfsbe3s7aZWenE/74h68Yny063JyIiIjcBsqLiIh0T0UNeS1pmrKzs0Oe52vXVFXFyckJy+Wyw52JiIjIbZDlKft7Q8pyfSyyrGqOjs5YLCrN1RAREZGtUl5ERKR7yZvegFxvaZqyt7fHcDhcu2Y+n/OHP/yBhw8f8uDBgw53JyI/Rfjmoze9BZHX9u+fp4zs5VcAbNubuNDotO72XMp7u192+jyA45Mfdue0iZaYDzhL+jxdXv7PPKtmfH78KX7vHuOdPTAQ+f7aw2X3Z33a0G1i4xcPP+/0eQB83e075f1fnXT6PIDPOn9i9z7+1Wmnz/v0tx93+rw3ofygu8+c9OVr/qUDX82W1NNuOgQL1/2chtRWnT5v+GH3X99r/8MOQuTBUraw/7Tiq+PL91nZUz5//pj3nSN/twIT4c9ikeoNBJVP/9Dt19vqweedPg/go0G3V34N0u5jysztdfq8GNtOnwdgTLcvs69/97DT5wHc++TTTp/X5c287RW8ptSpIa/NWstgMGA0Gq0djBVC0P2RIiIisn0mYpxhMOgzHA03xyLzJbGN6tYQERGR7THgEhgM+4x2hrjkklgkRHwIzOdLfBMhKBYREXkdKmrIVuzu7rK/v0+SXN78E2NkMpkwmUwIQUM6RUREZDsikWgCo70R+3f2cBtikel4yvRsvipsiIiIiGyDCWADu3tD7tzZW58XCZHJ2ZTx6QKvWERE5LWoqCFbMRqNeO+99yiKYu2ayWTC4eEhTdN0uDMRERG5DYY7Ax69/w5luT4WmU5mHD07oa3VOSoiIiLbNdod8u4Hm2ORyWTK86fHNIpFRERei4oashW9Xo87d+5sLGpMp1O+/vprqqrbuzdFRETk5isHBQf3DsiL9UM6p+Mp3375LdWy7nBnIiIichv0BwX37u9TbIhFJuMZX335mOVChz1FRF6HihqyFXmes7+/T1mWa9fMZjOePHnCdDrtcGciIiJyG2RFys7BkLK3/oDFfD7n6eNnzKcLTLSA7rMWERGR7cjLhL07I3qbYpHZnCffPmM2nYNiERGRn+zyi/5EfiRjDGmakuc5xhhifPl+yLquqeuaxWJBjBFj9PIWERGRLXGQ5glZnmGsJV4yw6uuauqqZjFfQARjQDdai4iIyDZYB3nhyPIMa+2l80SrqqaqauazJTGAsQaMohERkR9LnRqyNcYY7t+/z/vvv0+apmvXnZ6eMpvNLi18iIiIiPwUkQAW7j28x3vvPyLZEIucHY+Zj5cQdMBCREREtsQEjIUH79zl/Q8fbcyLnByPmZytChsiIvLjqaghWzUYDNjZ2cHa9Z9as9mMyWSiooaIiIhsl4n0Bz1Gu6ONsch8Nmd2NiN6xSIiIiKyRSYyGPTY2R1i3aa8yJzJ2ZygWERE5CfR9VOyVXfu3CFNU7744ou1A8GfPn1KCIG9vb2Ng8VFREREfowIHNzfI0kTvvz8K+o1scizJ88JIbBzMCJNXbebFBERkRvt7oN90izhi0+/plquyYs8XsUie3f+Eb1MsYiIyI+lTg3ZqizL6PV6JMn6etl8Puf4+Ji2bTvcmYiIiNx8kTRL6Q3KjbHIYr7g5OiUtvUd7k1ERERuvkiWJ/QHJS7dlBdZcHx4StsoFhER+SlU1JCtStOU0WhEr9fDuctPGywWCw4PDxmPx7qCSkRERLbKFZbBbo9ef1MssuTo+RHT0ynGWwyarSEiIiLbkRWW0V6ffr8kSdbEIvMlh8+PGJ/OCK2FqFhEROTHUFFDts5aS7/fp9/vY8zLL+YYI957lsulujVERERkqyIRYw29fkmv37s8FgnhPBapVicklUgQERGRbTERa6HfXx2yMPblOCOEQNt6louKtgmgAxYiIj+KihpyJd5//30++uijjVc/PH36lGfPnqlbQ0RERLYogoF3P3zEh598gNsQizx/csjR42MIHW5PREREbriIsfDBR4/4+Gfvk7gNeZEnhzz99pigW6hERH4UFTXkSgwGA3Z2di49HXlhNptxenqqooaIiIhsl4kMhn1Gu0PsJacjL8ymc85OxsSgWERERES2azjqs7s72hiLTCczTo8Vi4iI/Fjry8Uir2F/f580TUmShLquL13zzTffcHJyws9+9jPyPO94hyIiInJTRWDnzogkTVaxSHV5LPL468ecHp/y0a8+AKuwWERERLbERPbvnsciaUK1Jhb55usnnByf8fNfv49JdO5YROSH0ldMuRJJklAUBXmerx3S2TQNy+WSpmk63p2IiIjcbJEkdeRlTpZl62ORumG5rGjqFquwWERERLYmkqSWspeRZdnageFN3bBcLKnrFqJiERGRH0pfMeVKGGMoioJer7e2C6NpGmazGZPJRAPDRUREZKuiC+S9jF6/JMuzS9c0TcN8Nmd2NiPWAashnSIiIrIlNgmUvYz+hlikrhtmswWTszltFVTYEBH5gfTVUq6MtZaHDx9y9+7djbM1ptMp8/m8w52JiIjIbWAsPHh0n7v37qyPRWJkOplRzZegooaIiIhskbHwzqP73Lt/B7NmtkYkMhnPmM+qjncnInJ9qaghV+rBgwc8ePAAa9d/qh0eHnJ0dNThrkRERORWMHDv4T3uPby3MRY5Pjzh9PkJRjM6RUREZItWByzu8uDh3Y2xyNHhCUfPTleDwURE5JU0EVGu1N7eHt77tb8eY+Tw8JAYIx988MHGl7yIiIjIj2Jg92D0yljk6PkxWQ0PPn4HLr/yWkREROQn2T/Ywfuwth80hsjzZ0fUPvLBzx6itIiIyKupqCFXqixLhsMh1tq1CYWjoyOqqiKEoKKGiIiIbFEk7+UMRn2MtbAuFnl+hJnW/CZEFTVERERke0yk7GeMRn2MscDlscjh82Nmi5oQ/kpXqoiI/AD6WilXyjlHv99nMBisHRhe1zXz+ZzlckmM6rUUERGR7YhEbGroDUoGgz7ZmlikqRsW8wXNosYFi9FsDREREdmKSJIZ+sOCwbBPXqzLizTM5wuW85roLZrzJSKymYoacuWSJKEoCtI0vfTXvfc0TcNyudx4PYSIiIjIjxVNIMkcRVmQZutjkbZpqJYVoQ0d71BERERuNBNIsoSyLMjSyy9M8a2nqRuWiwrfKBYREXkVFTXkyjnn+NnPfsajR4/WrvHec3h4yOnpaXcbExERkVvBOsvHv/iQd959sHaNbz0nz46ZnkzUqSEiIiJb5Zzh57/8kEfvPVy7xnvP4dNjTo+mEBWLiIhsoqKGXDljDDs7OwwGg43rxuMx0+m0o12JiIjIrWFgtDtiMFwfi0RgOp4yn8y625eIiIjcCsbAzt6Q4bC/cd34bMpUsYiIyCtpULh04t69e4QQMMZcOjcjhMAXX3zBbDbjww8/7H6DIiIicnMZuPNgf2MsEkPg68++Yj6d8+CTd3SVtYiIiGyNsXDv4T7BB4w1xLAmL/LZ18ymcz78+UNwb2CjIiLXhIoa0ok0TSmKAmstIYSXkgkxRmazGUVREELAWjURiYiIyJaYeD5XI98Yi8xnM/IyJ4aIcYbIywkHERERkR8vkmWOopfjrMUTXipsxBCZTWcURU4IYJ0BxSIiIpdSUUM6Ya1lOBwyGo1YLBYsl8uX1iyXSyaTCYvFgrIsVdgQuUV+85us0+f9zd/UnT5Puvf/+jIjm+WdPCtJuz/S/9/8bLfT5/0ff3fc6fOugjOGXpXyn5d3qJZL6j+LRUIEYyK9acPJ31tCUTCLV5tKmDbdxjr/+9+MO30ewPqJalfjs9/udfzE2+HT3+6+6S3cOIO0u0RlP1FS9E34t89S9mw3MW75Bv4d//Om26/w/23zuNPnATxbbrdVwhlDtkz4T8sDqsXLsYg1YI4j/XHD+D9bTFmwvOIjFvfLbv9c/+Ub+HLU6zjz+c3vP+z2gcDPfz3v9oGmm++z3qQPf3nY+TPr0O33lf6S7vWrYq/gt6assXQmSRJGoxFlWV766zFGvPcsl0vatu14dyIiInKT+RjBOXqjEVlRXLomxkjwLaGusd5fSfAtIiIit5OPEeMc/dGIvFwfi3jf4qsaWo/RfZgiIpdSUUM6kyQJP//5z7l///7aNU3T8OTJE05OTjrcmYiIiNwG0SXc+/hj9u7dW7umbRqmz57Snp0pkSAiIiJbFZ3j4SevjkXOnj6lPj3DKBQREbmUihrSGWMMo9GIfr+/dk0IgbOzM2azWYc7ExERkdsgGkM+HJH31sciMUQW4zHNfKaShoiIiGyXMZSjIUW/t3ZJDJHZ2ZhqplhERGQdFTWkM8YY9vf3OTg4WLumbVs+/fRTvv766w53JiIiIrdBCyS7u/T21s9d8G3Ls88/5/Tbb3EGJRNERERka7yBbHeXwf7mWOTx559z+M23WBSLiIhcRkUN6VSSJJRlSZZlOPfy0K0YI3Vds1gsCCG8gR2KiIjITeUBbx1pUZBmGdZeHos0dUW9XJLESKZ7H0RERGRLAhCcXcUieYZ1L6flVrFITb1c4iIkikVERF6iooZ0yhhDr9ejLEuSJLl0TVVVzGYzlsulChsiIiKyNW2MLGIk6fXIyxKXvFzUAGiqmmo2w9Y1KVEnJEVERGQr2hipiGS9HnlR4tbkRZqqZjmbE6uKJCgWERH5cypqSOeyLOO9995jOByuXdM0DdPplLquO9yZiIiI3HQRMGnGwaNH9DbEIm3b4GczbNN0tzkRERG58SJgs5S77z6i/4pYpJnOoWm725yIyDWhooZ0Lk1T3nnnHXZ2dtauqeuao6MjDQwXERGR7UsTdh48oDdaH4u0dc385JiwmOt0pIiIiGyVSVL2Hj6gvzNau6apa6bHxzRzxSIiIn9ORQ3pXJIk3L17d2NRo2kaHj9+zNnZWYc7ExERkdsgWEe5f4feaH0ioW0azp48oRqPMbrLWkRERLYoOsvgYP+VscjJk6csxxPFIiIif0ZFDemcMYayLOn1emvXtG3Ls2fPVNQQERGRrfMGTFmQleX6Na1nfPh8lUjocG8iIiJy8wVjsGVJvjEWaTl5/pz52bjDnYmIXA8qasgbkaYpw+GQoihw7uUhnSEEptMp0+mUGOMb2KGIiIjcVE2E2jny4YCsKLD25VgkhsBiOmM5m1IAuVVpQ0RERLajJdImjmI4XMUi7uX0XAyRxXTGYjYji5CqW0NE5AUVNeSNyfOcPM+x9pKXd4w0TcNyucR7/wZ2JyIiIjeVj5E6RFyWk2YZ9pKCRYyRtmlolktM8DidsRAREZEt8THSxECSZ6R5tjYvchGL4IMSeCIi36GvifLGDAYDfvazn22crTGfzzk9PaWu6w53JiIiIjddBNJen4cff0J/QyxSLxaEyYTEt91tTkRERG68CGT9Ho8++XhjLLKcL2jGE2yjWERE5IKKGvLGJEnCzs4OWZatXdM0DbPZjKZpOtyZiIiI3AqJoxiNSDbEIr5taeczaJVIEBERke0yLqG3MyLdGIs01PMZUbGIiMgLKmrIG5PnOQ8fPtzYqTGbzfj88881MFxERES2LqYZ/fv36Y1Ga9csZzOOvvySZjLWwHARERHZrixldP8+/Q2xyGI259nnX1KNJ4pFRETOqaghb4wxhjzPN3ZqeO8Zj8dUVdXhzkREROQ2CMZgsmxzp4ZvWUwmtFWFZoWLiIjINkVjsD8gFplNJjTLCqOyhogIoKKGvEEXRY3RaIRz7tI1VVXx+PFjTk5OOt6diIiI3HQ1UKcpxWCIXROLNFXNyZMnLE5PyYwhNUomiIiIyHY0BtospRwOsO7yFF1T1Rw/ecrs9JTUQKJYRERERQ158/I8ZzAYrC1seO+pqooQQsc7ExERkZvMx4iPkOQZ5aC/MRZp65okRJzyCCIiIrIlIUYCkTTP6fU350WausaGiFW3hoiIihry5u3s7PD+++/T6/XWrpnNZozHY7z3He5MREREbrIItDFSjHa48+575BtikWo2g9mUVIcsREREZEsuYpFyNOLe+++R98q1a5ezOX46w3nFIiIiKmrIG1cUBXt7extna1RVxWw2o23bDncmIiIit4HNMnq7uyRpunZNU9e08zlGByxERERky1yeMdjdJU3X50WaqqKezUGxiIiIihry5pVlyYMHDzZ2akwmE77++msWi0WHOxMREZHbwBQFg7v3NnZqLKcTTr/9lrhcdrgzERERuQ1cWTC6d5eivz4WmU+nHH/zLV6xiIiIihry5jnn6Pf75Hm+dk1VVRwdHbHUy1tERES2LDiH7fVINnSNNlXN9OQYX1UKoEVERGSronOk/R7pK2KR8fEJrWIRERF9HZQ3z1pLnucURbF2zXw+5+uvv2Y6nXa4MxEREbkNGgw+zcg2xCLL+ZzDb76hnk1xxiiIFhERka1pDcQsfWUs8uybr6mmM6xiERG55fQ1UN4KxhhGoxF7e3s45y5dE0JguVwSNKBTREREtsgTaYBiOGKwu4tdE4vEEGiXFTmR1JhuNykiIiI3lo/gDZTDIcPdXay7PF0XQ6ReLklDxCkWEZFbTEUNeWv0+31Go9HaokaMkfl8TlVVxBg73p2IiIjcVD5CGyNZr6T3ilikXsyxdU3S8R5FRETk5gpEfIwU/R790RDnLo80YoxU8wWxbnBKi4jILaaihrw1dnd3ee+99zbO1phMJpycnOC973BnIiIictNFIN/ZZf/RI9INschyNqMZn2HVOSoiIiJbFIFyZ4e77z4izdfP1lhMp1RnZxjFIiJyi6moIW+NsizZ3d0lTdO1a+bzOaenpypqiIiIyNa5PKfc2cGl6/swqvmc5dkZJigWERERke1Kipzezg7JhrxINV8wPz0D5UVE5BZTUUPeGkVRsL+/v7FT4+zsjM8//5yqqjrcmYiIiNx0EYh5Qba7R5qtj0Xm4zGHX35JVCwiIiIiWxQBU+SU+7tkG2KR6fiMp198ha/q7jYnIvKWuZLrgEfvfcnOo/lVfOiXnH3+cSfPkavnnCPLso2dGsvlkuPjY5qm6XBnInLV/uZvFJDLdj197EkWbSfPst9OO3nOd/0v/t1Zp8+Lg/VXIFyV4t76b+avwmIeGKWGHMfRc8fJs8svqnYnC9InkcVezbOkJLzOfdam28uw//399THWVfmvun+kyE/yi193W6j83d91933s8ye9zp4lf/I/PMspY9HJs55Puz+v+t9UJ50+bzbvNi4AKIruB3EPnCGLjifjnKOTy/+9JtOG9PiM6SM4KVNe5xKq9+92OyXsUa/77pJH/W6/1+z6fQLwu7/T1/nt6/7P9ONfdfvfY2a7y60OkuXWP6Y6NeStkqYpw+GQXq+HMS8HEG3bMp/Pmc1mb2B3IiIicpPNW1jgyPtDsrK8NBYJbUu9nBOWc4aJIbPdJzxERETkZlqESGUc+WBIXl6eF/FtS7WY45dz+s6QKhYRkVtIRQ156xRFQVFcfqIlxoj3nrquNVdDREREtqqNkTZAkuek+fpYJHhPaBsSIk55BBEREdkSH6GNkOY5aVHAJUWNF7FIU5MQcG9gnyIib5qKGvLWefDgAR988AFZtv6qi7OzMyaTCTF2e22DiIiI3GwhQrl/j92H7+M2XIlZT8ek9Yxc0bSIiIhsUQB6d+6z/+h9kmTDwPDJGLeYkemAhYjcQvo2TN46aZrS7/exdv2nZ1VVLBYLFTVERETktVkDiVldJZVZMElKWpSYDbGIrytivcCgWERERERejwWcgdQaUgM2SUjLzbFIW1eESrGIiNxO3U4gEVkjxkhVVbRtS5Zl7Ozs4Nz6JsqjoyPSNOXOnTsbix8iIiIimxig5wxZEslCjfEekpR0sIO162OR+dkxLs0oBvvonJCIiIj8VAYonSEhkvoafEtMMrLhDnZDXmR+sopFhqN90CVUInLLqKghb0SMcXUPZAjUdU3btkynU9q2pSiKVxYqlssl4/EY7z3phqshRERERC46MaxZnYK0nJ+IJGKIOF9TNTVxOSN4j83yS++w/q62qqimY8rgUVFDRERENrGAs+ZFR8b3YpEYsG0LbUNYrGIRl+WXDgn/ruY8FhnGgIoaInLbqKghnfDe0zQNs9mM6XTKyckJz5494/j4+EWHRoyRsiz5F//iX7zy5X1ycsLZ2Rn/7J/9s7VDxUVEREQSa8gMFCbgQotZzPGLGdXklMnxIbPTY9q6olquYpE0L3jvH/3PX1nUmI9PWUzH7P3qH5PYDB+iLn8QERGRlyTGkFooCDjfEi9ikfEpJ0fPmZ0c09Y13rcQI2lR8uE/fXUsMjs7YTE54+5f/mOSLMNHxSIicnuoqCFbddGB4b0nxkjTNHjvmc/nVFXFZDJhNptxdnbG6enpi+6Mi9kYzjnqusZaS1EUeO9ZLBYvPSeEAEBd153+/kREROTt4gxYc37/tFmdU7REXAwYIsY3EDyxWhKaimY2pVnMqaZj5uNTqvmM4FvaehVbWOsIbY0xljQvCMHTLJcvPTeexyK0DUUBy2hoNetLRETk1rmIRRJz0X2xikVsDJgYML6F2hOqJW29ikXqxYzlZMz8bBWLeO9fxBbGOXxTY6wlLQqC99TLl/MiMQQCENuGvIBlAK9QRERuCRU15LVdFC+apuHs7Iz5fM7XX3/NbDbj8ePHtG370vp1QghMJhPSNGVnZ4c0TVkuly/9MxeFk9ls9mKdiIiI3D7Z+UDNPLaYtiXMzvDVgrOn31LP55w9f0LwLd8LJTbEIjEG6tkUl6YUwx1ckjCuqktjkeg9YTmnLId45/izkEdERERugcwaEiALLca3+OkZfrng9Mm31PMZZ8+e4L3/XvyxKS8Sw3kskqSUwxHOJTR19acDFd/5GNF7/GJO3hvibYJXVUNEbgkVNeQHu5iB4b2nbVvatqWqKpqmYbFYUNc1Z2dnVFXF8fExy+Xye10YP/QZZ2dnFEXB/v4+RVHw7NmzVQBwidlsxmKxUFFDRETkBjKsTj8mdnX6MSH+6e7p0IL3UFXEtsVXC3zbUE/HtFXF/PSEpq5WBY3wI2KREKhmY9KsoBztkWQ5k+ND4ppYpF3OyZoKl/a29LsWERGRt4Vh1QmaGrOKSYirLoxw3oERPHFeEduGZrkktA3VZExbLVexSLX8XhfGDxFDpJqMSfKC3u4eSV4wPjokcvnHaBdziqbC5Urxicjtoa948kohhBeDvGezGUdHRxweHvL06VMWiwVN02ztWW3b8uzZM4bDIb/61a8oyxJr7dqixng85uzsjOFw+Mo5HCIiInK9OAOpNRQm4qLHLmeE5Zzq7ITZySGTw2erZMEWY5HgPbPj5+T9Ifsf/JykKDDWrgool6hnE5LemGRHRQ0REZGbxl7EIkRc8JjlDL+YMz89ZnZ8xPjwGc1yQbvNWCR4JkfPKfpD7nz8c5K8xFpDuDwUoZpOSPtjXN7f2h5ERN52KmoIsOqQaNuWEAJ1XdO2LfP5nLZtWS6X1HXNdDpluVy+KG5cdGJs23w+J89zer0e1tqNxYqzszPyPOfRo0cqaoiIiFwziV2desydwZlIwuruaesbsrYmVAuib/HVkrppaBYzmmpJPZ9RzWe0550Y21YvFiRZji1KMJtjkeX0DJdmuJ37W9+HiIiIXC1nwBlDbsGdz+SyMWDahqzy+OX3Y5F6PqOtllTnschFJ8ZWxUi1mJNkOa7sgbUbh4YvJme4LKM4eLDdfYiIvMVU1BCapqGuayaTCYvFgsePHzOZTPjqq69+9PVRryvG+OJKqzzPAbDWrl1/dnYGrLpJNq0TERGRt48zkDlDQYv1LXE5JTRLJkdPCa7i5PHX+LbdOANj22KMtHWFbxpMkmMjGLM+xlhOxgDsfhBZXVIhIiIi10ViDKmFPLRY3xAWU3y1ZPr8KbGecvztKhbpOi/SVhW+bbBpBjGuukbXWIxXeZHeJ4HVqHIRkZtPRY1b4OL6qIsZGFVVsVwuWS6X35uHcdGZMZlMaJqms4JGr9cjz3Pu3LlDWZbs7e0xGAwYDodkWUaapjRNc+nph+l0Stu2NE1DkujTWURE5G1hz08+lsmqCyONHhM9pq2JbU2ol/imIjQN83p1B3WzXM3FqOYzbBFXXRgdxCJZWZKWGf29A9K8IB/tkZR92rxPkqS4JMW3DeGSWKSaTwnecxBacpdR+4hGdIqIiLx5F7FIcd6FkQSPCR6aitjUhGqJr1fFg+lyQWgb6sWC0LYsZxMs7WoeRgexSF72SLKMwf4d0qKg2Nkj7fXx5QCXpCRJindrYpHZjOA91rdkLqcJikVE5OZTFviGuyhmTCYTZrMZx8fHHB0d8fz58xfFjC5cXNtw0U3x3R8HgwFlWXL37l36/T4HBwfkeU6SJIQQSNN07VyNqqpe/B5FRETkzbnoUTBm9fPEGhJryIzHBQ/VjFDNqSanLM6OmZ4cns/DuDwWSdoth6nGrG5uMHa1V2Mw53/lvQG4gt7eHZKyRzLcIyY5FRZrE1yaYOrL52q0dU3wHhNaUpfRGvDKJIiIiHTuz2MRZwyJgSx6bPCwmOKXc5anJyzOjpkcrWKRdk1eZNvnJo0xL+IPuIhDVh2heX9AVpT0D+6Qlj2ynX1IM5bGYpMUl6bYyl5a1GjqapUv8Z4kAa9YRERuARU1rrkYIyGEF8n92WxGXdccHx+/6MJomubF/IvlcvmiWyOEcOX7M8ZQFAW7u7sMBgMODg4YDAb0+316vd6LTgzn3IvCx3fvrU6ShPfee4+joyO++eabtSckJpMJeZ6TZdmV/55ERETkT/MwSsdqHkZoML4l1vPVScfJ6erkY7XqwmjrCt+2tPWStqlp64oYrv47bmMNSZbTG+2S9weUO/ukvR5J2cfkJSQZwSbMl+AxNMAyQgDqdhWL7Nx/RHp2zNnTx2tjkbiY0RtkNDbBK5MgIiJy5S7mYZQWHAHX1hjfEpYLQlNTjU/xTc1ZtSS07eowRdvSnhcymroixg7yItaSZjm90Q75YEBvd5+s1ycp+6v5XWlGcAnRWDyGCMyBCNQh4qxj9+Ej5ifHnDz5dk0sEgnzKWWa0ZoE3+F1WSIib4KKGtdYjPHFPIzxeMxiseD58+fMZjO+/vprqqra/sCqP/PdDgxr7YvixMXP0zSlKAr29/cZjUYcHBzQ6/Uoy5Isy145B8Nay3A4ZLFYrF1zUdSp61pFDRERkS0zZnV9w4vDB+f/X3Ze1MhY3UEdF1PaesHy7Jh6MePs6be0TXXpicKtb5BVzGCsxVoHBqx1GGtxaUqaFfR298j6Q/KdfWxRErOCxqZUGGofmTQBLrmsIWDIegPaarl2CzEEQlPhfIN1Cq9FRES2adV1cfFz86ITI7XggPRiHsZsQlstWJwcUS/mnDz++kVH5ZXu7yJGsg5rDcY5DAbrLMY6XJKQ5gX9vX2y/pBidw9X9CAvaFxKg6EKER9gXSyS918Ri8SIryvStsFmikVE5ObTV7q3XAiBuq5pmob5fM58Puf09JTZbMZ8Pn8xa+KigFHX9Yu/7+Lex7IsyfOc+/fv0+v12N/fJ89zdnZ2XhQ0zIv2yp/m/v37GGP4/e9/v3bN8fExSZIwGAx+8nNERETkTxJrKNPVtQ1p0mJCS6yXhGpOPRvTLOdUywWTtib4gG9qgm/x7So28XXdyenHrChIspzhnXukRY9iZxeX5tj+CJKExuVE+NPJx7hKF/gIwUcCkU0NI22E4f49sBa++OPaddX4hMIluJ1y279FERGRW8kZKK3BESk57witFrTLOfVkTLOYMVss8E1DDJ62Xh2maJvm/MduukKzoiTJMkZ375OWJeXOHjbLSQYjcAlt+v1YZMkqFgkRfIirGzg2fHwPlAf3MMby9LM/rp03tjw7wSYJ7kCxiIjcfCpqvKVijC8GYE+nU5bLJWdnZ5yenvLs2TOm0ynz+fzK92GMIUmSF50XSZKQJMmLnw8Gg+8N+R6NRmRZRlmWqxOTr1HMuFAUxYuPt67z5KLgIyIiIj+cNWCNOe/EWP384jSkNZAZj42eWNWEpqKZjVlOx8yOn1PNZ9TLDt69xmCdW3WFugTrViceL36e9fokeU65e0CSF7jeEJKUNi3wWGY+4iP81JGZIQJpjssKjLXENbFIu1zgqwWvH/mIiIjcHpbvxyAv/p5VF0YSWoz3NPMJvq6op2OWkzOmR89ZzqbUG2512BZjzCrusBabOKxLzmMRh7WOvD8gyXN6ewe4vCDpDzFpik8LvLHMwuoAxevEIiYvcPnq0OilHyVGmsWCdqlYRERuBxU13qAYI977FwO7j4+Pmc/nPH369HtzL9q2JYSA9562bfHedzYPoyxLDg4OGA6HL+ZhDIfDF9dHfXcWxlUZDAYbB5rHGHny5AlN0/CLX/ziyvcjIiJy3V0M8S4SSAgkoYK2oZmd0tZLZifP8XW9uj4qBLyLECPBe7xvCd53dAe1Ob+u4YC8N6Dc3Sft9VeFi6zAu5QGSxuh4vzk43knRvCR+IoujB+ijdCkPdJ+s3ZNjJHJ4VN821De++j1HigiInILOAOJMeQm4mLA1hU0NdXZCe1ywdnhsz/NvfCexaJddTScxyHBe2IXeRFryfKCwf4Bea9PubdP1hvg+gNMXhJcQmMcLdBEaOBF10WIkRg2d2H8EB7weY90OII1JYsYI+PzWGTn0cev+UQRkbefihodizG+KGbUdU1d10wmExaLBc+ePWM+n79I0DfN+m+et+Ei+V8UBUmSkOc5SZK8KFYURfHiKqmiKBgMBhRF8WL9q+ZhbIu19sX8jRDCpddqVVXFfD4nxqiihoiICKvBmcaAs6tODGf+dPIxMRFLwIYGExr8coavlyzODmmWC8ZHT/Ht6iopADJ3NZs0BoMhyTJckpJkOdY6XJaS7eSkeYHLcvLBCJflJOUAspyY5rTGUWOoArRXeLVEjNBiSJMUYy1mTSzS1jXNckGfiOGyG7FFRERuF2dWMzCc+dNcDMP5z4nY4DFNDW1DO5vilwtmx4fUizlnz57im+ZFLFJfUXrEnA/oSLMcm6SkWbbqxEgz8sKR5KtrLvPhiCTPSco+Ji+IaUZjExoMdYD2Cq//DjHSGkOepFhriMFcHotUFc1ygVUsIiK3gIoaV+higHVVVS/mYBwfH3N6esrp6emLbgvv/YtCx8XfdyFNU9I05dGjRwyHQ+7fv09RFAyHwxfFjbfFRYEFuLTYM51OX1zZ9TbtW0RE5E1wxtBLDYmFLNYY3+DnY9rlnOXklPF0zGJ6Rgxh1c0QwqoTI3iIrH7sYp9JSpKmjO4+JO8NKPbuYtMck/dJ7vZYmgQf/zQHg7i6uCGGi46Mq/92vY2RSQt5kpOkGW2M+LZ9aV01nxJj4E70FC5h6bvYnYiIyNvJGSisISGSNDW0Ne3kjGY+Z3F2wmJ8xvzslBgDMXI+zDsSfDj/saNYJE1xScrug3fI+wPK/bvYvMCWfdIyZWkTAlBHqL4Te8QI0XcTi/gIMx/Jspwky4mRPx08+Y7lbJUXccGT24QqKBYRkZtLRY0t+fMCxcVw74t5GCcnJ8xmM87OzphMJkyn0yvf08X1UWma0uv1SNOUPM/J8/zFEO8sy17Mwej3+zjnyLLsret2MMYwHA4xxlxa1IgxvriqK03Tt27/IiIi22TN6gopZ82L+Rer048RR8QQMKHBtC1+OSM0FdX0jKZasJyeUc1nLOddxCKWNC+wSUJW9HBpQpLmuCzHJemLH5PeEJOkmKxHtJbapESTUIXV6UT/hr8jDxGiMRSDIdXM4tvJS2tW3bgBG1oyt9r7FR7aFBEReaMsq25Qx586MNx5h4ANARMDVA34Fj+f0VZLluNTmvmc+eSMajplOesgFjm/ytIlKVnZwyUpaZ7jzrtEXZ7jkoy0P8SmKRQ9sI7GpWAtdXxLYhEgGksxWOVFFtPL8yIxBIxvSdOEGnVriMjNpaLGT3SRQJ/P5ywWCw4PD5lOp3z99dcvZmRcrPvuj8ClbYJXIc9z7t69y2g04sGDB/T7fYbD4Ytrpq5T4t85xzvvvMPh4SGTycuJBFj9GU+n07euy0RERGSbEmtIE0vhIMVj2yWxWVJNjlfXNTz/lqZa0jarWCTGAPEi/rg4XdhNLOKyjMH+HfL+kN7eXVzRw+QDvMtosCwD1D6+SP7HFw0QkaJ9u74N91iGdx/gkiOWs8tjkRgiVHPyMmFmEoKqGiIicgM5A9aez8MIHrOYE+qK5fEh9XzOyeNvaKoFbV1/Lwa5uI4b6Kzyn6Q5w4O7FIMhvYN7JGUfW/YJaU5jHFWERfhOLHLxPy0Uydv1Hg/GsnP/AdPjIxbTNXmRGIiLGZlzLEyqWEREbiwVNV7hogPg4seLWRfL5fLFPIyqqjg+PmaxWDCbzajr+sqvkDLGYK2l3++TZRmDweDFj9/tzOj3+6RpSlmWJEnS6SyMbTLGsLOzw2KxWLsmhPDi34uKGiIicl0ZA+l5F0ZqL7owIoaIjRETW0xcEpcVoW2oljN8XbGcnNJUS6rFDN82V35tgzEWY815B0ZG3h+cn4LsY5OUJC+xSboqZLgEkpxgHa1xNNHSnM/CuMJxGFsVMWSDHdrlcv2aGAj1EpuVWKMwW0RErifDaoi3M6ukkQEsARMjNgRoW5plQ6gqfFPTzKe0VcXi7IRmuaSaz/BNQ/AvX9e41X1agzGWvOzhsoyiP8ClGVmvj3UJaXkei5T9847QVSzS2ASPoY7QXKtYBPLhDs2GvEgMAV9XJG2DSVO1aojIjaXvti5xUcC4KFCcnp4ymUx4/vw5p6enHB8fd3bCcZ0kSUjTlDt37rzoxOj1euzs7LwoXtwkxhj29/eZz+dr18QYOT09JU1TBoNBh7sTERHZDmNW8zDK1JCYSOqXxLahnY+pF1PmZ8cspmfMp6dvPBaxzuHSlP7eeSfG/l1sVkIxxFvH3DuaEGkuMgXfy2uEyz7kW80D+WCXbLkhFgmBejpeDfLsld1tTkREZEsMqwMVhQEXA7ZaEOuKejKmnk2ZHh0yPzvl7PD4jd+z6FyCS9JVV+hgSP/OPWzRw/SGBOuY42jPCxcvhPO/rmG232PIR7vki02xSKQan2GTBLvT63B3IiLdulmZ7x8phPDiGqmLod7eexaLBU3TMB6Pqev6xVyMyWTCcrnsJIlwMQ8jz3N2dnYoy5LBYECe5xRFQVmWZFlGnucv5mBYa3HOXatrpX6MXq9Hv99f++shBM7OzsjznIcPH3a4MxERkR/momiRJYbEQGIi1kRsXN09bXy9Ou0/XxLblsVyim9q6sWMtq6o5lOauqtYxJLmOUmaU9zZJ80Ksl4fl2bYNMedd2KQZGAdwaZ4Y2miwQdDHeKNuvLARyAvSYr1CYIYI/V0jMtybP9ud5sTERH5gQyrWCQ1rOZhcB6HeA8hQFMTfYuvlrRtSz2d0NY11WzVjbGcTaiXy04KGsauZnMlWcao3CHJC/LeYDUPI8txRYlNMkgzjHMElxKMpTUWDzQewjUsXqwTAFOUpOXmWKSajEnyHLt7r7vNiYh07EqKGuOv3qfXPLiKD/2S6b3Pf8Rqg4mG0Eba2jMdz5nPFxw9O2Y2mfP1V9+ymC0uHUT9nQ9B28HBuyRNKXYt6U7G+3vvMxgM2N3dJc/zFwWMq/R/OTm80o//5/7dp5t/P7k19E2AE89vv7281dJYw6j6itHdmmRxj9krJnn9+r2fvN2f5L++t9/tA0VEbrH8//kpSX7SybPGzz/9wWsTZ8kyB4XDJBBpaEJNtRzT1AvOTp/T1Ev8K65raNr1J/S2xbkEU/ZxRY/hWY80NVjnVntuF8yrYxbL5spyGv6jd6/mA6+R1Zuv67KZxRSGoj3D/eHyzy1jLNXz35PtnJIPHe1i87/H9i/v/OT9/hTPlusPh1yZtPtHivwUv/u7/E1vQW6Yv/kPFcnO+isLt8kerb+O6M8l1pA6Q5lAQotpFoR6sZrNtVzN5qqXC3y7IS8CsLzaq6UAXJJi+glJr6C8NyRt+thmQLQZNY5lC4umIcZX7PUnmt/tttMh3t/8np46w9Cm2LpgMb88ADPG8/ybQxZVAkVg+ooZZXf23E/e70+x8N0fwq07bhDW+0R+qsIddPq8v/3PV3td8Xc9ebL9Z92wTo1V0YIIwUeCjzRVQ9N4lvMldd3QVA3LZUVd1cync6qqZjqZreZkLJa0V3znI6yS79ZYhjtDirJgd3+XoszZ2R2RZin9UZ8kcaRZinWWO9P3sNZirb2xXRiv0sZIZSy9vMA4RwzhpZMhMUSW0wlZWbJjVsPLXlHXEBER2RpjVnMw8jwhcYY0MVgLzkUMgRhW33SHsCD4mqpuzwsYDXW1wPuWpqkI4eqDS2PO76AueqRpRlEOSJKMNO9hrcO6HFZTPIjRkOT3V90XdcSHSNt62ja86VsnOuV9pGos/TTHWkeM4aWOmRgDy/mUNCsY7kLiDK2CERER6chFR2ienM/DsPG8E6OF0BKbitg2hKrB1xWLtqZZLvBNRb2c0TYtdbW88rlcq72uZnMVvSFpVlAOdkiynLw3wroUl/XAOrDJKh5JE0I01NEQArR+dcXlrYpFAiyNZZBtyIvEwHI6IclLBmY1G6W9TX9IInJr3JiihsFANAQPoQ0sZkuqZc3RsxPGp2O++vwbFosli/kPP8GwlX3ZiyLE6kdrDNatrokajAaMdobcf+ceZb9ktDckzRJc7sBE4nmbZFrpiJuPsAyRXpJirSXEyxMp1XzGcjZlj4gzBq+Xt4iIdMAYQ5JYEmcocotzhsS2ED31ckJdzTg7fUrT1DR1N6c2v7u385+9+HtjDNY68qJHnpeU/V2sy8Dk+ADjaUvTtFT16rDH7rDudM9vo9ZHlrWnnyUYa4k+ctl93NVyTracrw5YWBU1RESkG8asujCcNeQOHAHrK/A19fSEajbm7Nk3NPWSetlxXsSc38xgLv5+dbjCWkdRDsh7A/q793BZgckGBJMwbSxNE6nb82P26eXv3dukjZGlNwwu8iLhT3mj76rmM7JyiiWexyJvYLMiIlfs2hU1LoZ4t21L27YcfzuhqRvGp1OaetWF4duW5aKiaRrmswV1VTObzfHt1XdhwOrex8GgT17m7B/sUfZLdvd2KHoFZb8ky1PSLME6t+racGb1cj9/wUejl/VlfIToUnbvPWQ+OWMxPrt0XWhb0ramTDKaoD9JERHZjiSxZKklTQzORhIbMCbQx0L0tM2MEFraZU0TPG1b471fdWO0DVW96OTkI6ySB1lekKYZZW9EkmZkeR/nUoxNiThiNIS4uj67DhHfxvM5Y5GqXv0o39f6SCRhZ+8ey/mE+Wx86brgW1LnKXNHfcs6WkRE5Ook1pA5Q2bAmUASPSZ4TDIltg3tbIpvG+q6WsUkdYVvG5rlgrapqZbz7mIRa8mLPmmW0xvukeYFeX8Hl+bYtACbEY0jGkuIhhANbYS2hRBXxYybNJtrW9oYiS5ldPchy8kZi8nleRHvPWloKG1G7ZUXEZGb51oVNS6KGXVdM5vNWCwWfLn8isnZhG+/fsxi3s3gTLjowDBYe3HCwIAxWGNI05Th7pBev8ed+wf0B31GeyPyMiMtEowzRHNxqd/llXVZw1rywYCmXrLubEkIAdpmdRe4sUokiIjIj2LMn7obzHf+PkstaQqpCxjjwS9pfcV8+oy6mjM+fU5dV3T1beNqj+ZF58WLv7fm/ORjnzQtKHsjXJJjXUGIlqqJLCvPfFGrcPETRAxFOaBt1nevxBAwscWdXx3aVXwqIiI3w0X88aefGwysCho2kkaP9Q2xWuDrBdWzx1TzCWeHT6irRSdDvOG8A8OcXyV13n2BAWss1iWU/SFpXtIb7ZPkPVwxJNqMJiZUHha1Py9c6D35Y0RjKQZD2rqCNUWN6D2mbUiy5DwW6XiTIiJX7K0qaoQQCCFQVasui+l0ynK55OzsjLquqaqKtm1pmoa6rmnbljP3eFXoqKpOvmE01pAmCXsHewxHQ/YOdil7q6ujsjyl7Jer66XS8/kX373xwcCqiNHxlKIbxBvL4N5DfNsyfv7s0jXBt/jZGGcsJulgqruIiFx7abK6MqrMLdZGnG0x0ePb1fyLupriFy2zSU3wLcG3tG1DCC3Tk8f44M+T3B3EIsbgXEKvPyLPexTlAJdkuLTEGEuICSFC61cdrlWIxCrSek8ILd4HWh9U0PiJQrT0R/fwvmV8+vzyNcHjmylJOsQap8hPREReKbUGZ6F04IgkvobQEpYzQlNRz8aEtmFR18zaBu9bfNOsYpKTCcG3NHXdSUHDGItNUvqjPfJyQDncJckK0mKIcSnRFURj8XF1yDBEqOJqJkRoIz4EfIgoFPlpvHH07jzAtw2Tw6eXrgneE+ZnJMZgTalYRERunLemqBFCoK5r6rpmPB6zWCx49uwZk8mEJ0+evChm/Lm6P9n6XlaDvA0uSbDWkiQOYyzOWdIsBZeyf2ef4c6A3f0dijKnN+zhUofLVicTIkEdGFcgGoMrStI8X78mBNrlAlf0MEkPnfoQERH4U8eFPT/+eN5kiTGrod7OQeo8xnh8MyP4ivn0mOq8C8OfFzP+XLWcXcFezztCnVuddrRudQLSWpxL8LGi1xuRZiVp1sPYhBATWg/zRUvTBpbVy3GTvL4QIU0LkjRbvyYEfFPhkgJw3W1ORETeahcdGNZczNz8UydGZsGZSBYaTGgJiwmhXjI/OaSeTxkfPcW3LeGSa7XNYvvv/FXXxXksYs9jkfMfbZKQNIbeaI+sGJD1Rtg0J7oSj2XRWtoQqRoNc7gKAciKHkm2IS8SA75aYvMasl5n3TsiIl3ptKjhvaeua5bLJcvl8kXx4ujoiOVySdM0L4obFz967y8tZlwVYw2j0ZDeoMfDRw/oD3rsHeyQ5RlFLyPJElrjvjcD46IDY/W/qn9fpRZD0t8h6w/XrvFty+zwGcY6bLmrmoaIyC1nDGSpJc8saQLOeog1MdS09Zy2qVhMTmmbCu/bVXHcN6sf24YYVz92t19DUfRJ85Lh8IAkLUizPsYmxOjwwTKeHRFCZNFGpnUkxkAIFSFEWh903dEVajykaZ+sGKxd433LbHx4fkVpuRoMJiIit9bF1VG5M2Qm4EKNaWtiXdEuprTVgsX4hLZaEtp2VRxv6/Mi+cWPXcYilqI/JCtKhgcPSIseaW8Hm6TEJMeT0J41q87QCHWE6CPhfB6GD1459CvUYsh6o1fkRRpmh08ZWIvd3+1ucyIiHbnyokaMkRgjTdNQVRXz+ZzpdMpsNuP4+JjpdMrz58+pquqqt/LiOqg0TXHOkWYpiXMk6aojI8tTnEsYDPuUvYKDe/sURU5vWJKkjiRzGAtNUOHiTfERgnO4NF27JoZAPZ/jq+WLupOIiNwuRW7Je8n5aUhIHKvB3rREX9E2C9pmyWJ+SrWcM50cb5yRsD1mtSeXYK3DuVUMcjEHyp3//1le4pKcvBhibAomxQdD3UJdt5xNlro+6g0JIeKjxbkNsUgM1NUc31aYt6YvWkREulQmliy1WAMWSEwkic15MWNBu5jTVnMW4xPq+YzpySFt3UEsYgwGg00SnHO4JD3vvkix1uCSbBWLlH2SvCAf7mOTDNIe3jgaLLWHaul1fdQb4iN4m6z+vawRQ6RenOdFlBgRkRvoSr7N+vbbb/n222+Zz+ccHh7Sti3txWkD71/Mzvjuz7uQJAl5kXH3/h129nbYv7NHr18wGPVJs4SsTDEXHRjf6764EM5/rjfCm1KHSLSOftlfuyaEwPjwGVmvR3bezqtYS0TkdimTMbEa0zZLppMTYvD4sOrCCCEQ4+ov7/35AYxuYhHnHEmS0R/uURR98nKIcznYnBgtVQ0+RJomULeR2SQSI8TQEFkl1GOMKmi8QXUTiNEySIu1a2IITM4OyfIebvd9jNGtDyIit01//owwe0ZbLRifHq1mHPhVXiQG/yImCd6v4pKO3u3OJSRpxmDvDsVgh2Kwi8tKTN4n2oQ6JvgIbVjNwVjG1cXasV59Xx1iIEYweq+9MbWHaC2jsrd2TQieydEzsrKHe6S8iIjcPFdS1Dg6OqJtWxaLBYeHh+fJg24GZ2ZZikscRVHgEkeWZ6RpQp7n5EVGURYMRwPKfkFvUJKmKVm5OpFgLGCiZmG8xSKrUwnGJSRZtkpG+T+7pzNGfNvg2wZnwBlDq0yCiMitUi3OaJqWpl4ymZysihadvAsMSZKuZnKlq5OOSZJiXYJzKUmS4pKcNCtxLsPYjIil9QbvYVm1tG2gadUV+rZaDWGPmDQhTbPzQzrfj0VijOczWBoyZ3DW0OoKKhGRW6WanFA3Lc1yyfT0cFW06CIWMYYkybDOkWY5xjmSNMO5FJdmJFm2GupdDnBZgU1Lok3wJsVjWHpoQ9R76y0WiLTRgEtIsnx1feoleZFwPoMlNaxiER2KEZEb5EqKGn/9139Nr7eqGHd1p7OxhjRNuXP/Dv1+j3sP71L2Cka7Q/JyNQ/DOgP2uyWL+J0fVcq4DkJc3dFpsozB3gHz8Rn1Yv7yOu9p65osBqK1tJpPJiJyqzz+5ndYW6ze7l3FIsZgXcJguEuaFfT6e7gkwyUlkYSmMdRtZLpsicvVIYoYV8M+Y+wuZpLXE8KqU8a4lP5wj8V8TLVcvLzOe9q2Jk8iRMd08fJgVxERubme/P5vMXm5CkM6i0UsNkkY7B2QFT36u3dxWYErh+AyGpPSBMOijczjeSakubihIioWuSZe5EXSnP7eAYvx6Zq8SEvbVAxZ5UWmOjMjIjfIlRQ1Lq5y2KbVdQ2rjossyyiKgizL4O6UNE3p9UvSLGUw7JFmKWW/JEkcaZ7gEotNjLowbhLryAdDmuXi0pc3rJIJNngSZzvenIiIvGnRe6LZ7nduxrpVPJJmJElGmuY4l9Asd86vcihWnRlpgTHuRReGDwYfoKoDdRNoGlXabwZLXg5o6iUVLxc1YHUlpjORxOnqUhGR22b1/eh28w/GreZvJVm+ikfyHJdkpI1ZdYQWJdalpEUP41JMWoB1BJMSsNQBGg+NujBuBuvI+4NX5kVc9CRGeRERuVmuzejCLMvo9/vcuXOH3d1d9vf3KcsS+/6YJHWkhdtQtFAx46aJLqG/f4d6PmN2dnrpmuBbTLMkMRaD1WeAiIi8liRJyYse/cEeRTkkL0bYJGd2ekiIhtkiUC89zeTi2s3mTW9ZrlA0jt5gn3o5ZzY9u3RN8B5DTeJyzdUQEZHXlqQZedmnt3tAMRiRDc/nYSwswSTMvWXpI01YzeTie3PHdUz/ponW0dtb5UXmZyeXrgneY5uKNFVeRERulreiqGGMwVrLYDAgyzJGoxFZltHr9UjTlLIsyfOcsizJsowsy0jT1X3VVW/5nVkYcltEY0l7fZIsW7smeE+sa0ySAzqVICIiGxiDMZai7JO4lLwc4JKULC1W8zCS1UlI6zKsTYk4Io4QLVVzhA+RuvF4r6sbbosQLUlW4tJ0/Zrgib7BuvVrREREgFUsYg1Fb4BLM4r+EJdmpEW5ikXyApfm2KzAJCnYlOASvLGEZY2Pqw4M393Nm/KGBeNIyj4u3ZQXaYlNhU0ylBcRkZvkrShqWGtX8zDu3GEwGPDOO+9QFAWj0YgkSUjTFGMub9uvkqBixi0UjMP1BiR5sXaNb1va+XQ1HC1NFdiJiMhaxliSJKE/2CPPe/SGd3AuB1cSoqVpLPMmsJh+9+qoAATGp8s3tW15g0I0JGmPNM3Xr/EtbTMndSnGpCp4iYjIWsYaXJLS3z0g6/Xp7d9fFTCKPt4k1CQsAizasBqG4c//AuxCXRi3UTCWtByQbsiLhLbFL6YkaY6xyouIyM3RSVEjz3N6vR79fp9+v89gMCDPc/r9/ov5GM458jx/UeCw1mKtXVvMkNstGEOSFSTZ5kRCPZuQ9AeQ9jvcnYiIvG2SNCPLS7KsJMt7ZHlJkuSrORguxboMYyyYlIghREcbwDcGHyJNE/BbvhdbrrcQAJfhkg2xSPA01Ywk6wHq1hARuc2SLCMre2RFj6zskZb91WyMoodNUuz5/AuSlGgswSa0GHy0eKA+78IQueBZ5UXcxryIp5lNV8Pic+VFROTmuNKixkVBIs9zdnZ2ODg4YG9vj52dHcqypCxLnHMqXMiP5oHg0s1tlq1nORlT7Oxjet3tTURE3iLGYDAkaUZZDun1d8nLIUk2wNiMNqQ0HubTQNNenHKMQPsmdy3XQBsgcQkuWV+s8L6lWkzIyx0MCkZERG4lYzAGkiynGIzo7eyTD3ZIeiNIc9qkoIqGeQtNiJeEIOrCkMt5INjNeRHvW6rpmHy0h1lf+xARuXaupKjxz//5P+fDDz8kTVN6vR7OOZIkedF9oQ4MeV1NAGMdLl//VvZtw+zkmP7BXdjrcHMiIvLGvf/JP6I3fIi1CcZmRGMhWgKWEKAOBt9EWh8JIdJ6JQzkx2nagDUWl2xOJMwmJ/QG+xiz293mRETkjXvvr/4ZvXvvYlyKOe/CiNYRjCVgqDD4aGg9+Bhp1REqP1J9nhfZeINF2zI7PaK3dwcz7HBzIiJX7EqKGg8fPuThw4fqwpAr08YIwVC49Z/CIQQWkzPa5QJrDF6XR4qI3BpZsQ9ulzoY5tPVAG8fVjMwRLbB+0hFoG/XxyIxBJbzCW1TYTIDmgQnInJrZDt3CcO7eCyzdvXe8N/rwojovSCvwweogCzZlBdZ3WDRVstVfk55ERG5IexVfNDBYECSJCpoyJXxEZoYcXlBORzhLnuJx4hvG9q6JreQWX0+iojcFrM6ZTKPzBeeptU8DNm+1keaNuKSnLI/xF1y0CLGSNu2+LamyCx5eiWht4iIvIWmrsekXRU0Gs3DkCvQxkgTIjYrKIY72MuuxIwR3zT4uqJwkDvlRUTkZtB3VnJthQjGJaRFiV3TsRFDJPiWhIje3SIit8di4alqT90EHUiTKxNCxFhHmhVY5y5dE2MghJbEgVMwIiJya8ybQOUjtY/qx5Arc5EXyfJXxCLKi4jIDaOihlxrNs/Zuf+QrCjWrvF1ReobcqNQUkRERLbLuIzR7n2ybH0s0rYNqfNkqTIJIiIisl0mKxjee0hWlGvXtE1NFpQXEZGbQ0UNud6sW3VqXNZmec57D22L1VFdERER2Tp73qmx4T5r7zHR63SkiIiIbN+LvMimWKTF+BanviERuSFU1JBrLSYZ+e7+5hMJVUWYT3ChXbtGRERE5KcIJGTlDunGTo2K0M5x1ne4MxEREbkNgkvJRvuk+fq8iK8rwmKqvIiI3Bgqasi1Fo3Bphk2ufzuSIAQPL6pIYQOdyYiIiK3QcRgXbr2HmuAEALBNxAVi4iIiMh2RWMwabY5FvGe2FSKRUTkxlBRQ6611jhi0SPJN8zUaBqq8Sk0dXcbExERkVuh8YZoCtI0X7vGtw31YoyJOh0pIiIi29XgiHmPdENepG0aqskZRnkREbkhVNSQay0A0Tqs3Xwioa0qotosRUREZMtihIDFvCoWaSpi1PVTIiIisl0BCNZhNnRqRO/x1RKCYhERuRlU1JBrrYnQGIfLsrVrfNOwGJ8Sap1IEBERke1q2kjTGpxL167xvmExPyP6psOdiYiIyG3QBKhxuHR9XqRtGxaTU0JTdbgzEZGrk7zpDbyuwbMPO3/mfzt/2unz/m//7qjT5wEk/92XnT7v2//p//GT/rk8S8iyhNKNOf7q96vjkn/GuYRp2ad58CnfHnri+ZrJ/+F/81p7/tHudfs4EZHbLPZSYrn+G7ttMofdnxFp2lmnz1tU3cci2eRup8/zx6c/6Z+rU0dMLS7MidMF8HIs4l1N1UCbHxPOqj+FK/+w2+Bg0eo8k4hIV+zhHLvs5n1tn3YbFwDgX37fXaVwv9/p8wDCvW6fWRbmJ/1zqTUkFkzuSFJ7eV7EBmK7IHWesjAvopVR2u2MjdDtpw0AyU/7Y/3J3vvFN90+EMjtTrcPNB3/oQJ/+Ltu/3v8zW+6+V7yu/7mb3QY+8fQdzZyrdWNZ1k1WGtZ9yXVB89iPiGG9k183RUREZEbrGk9Ve2x1q2NM7z3zGdjgq8xCkZERERki5oQqQKYJF0fi7Qt87NTfLVUXkREbgQVNeRaizESQsTahDQrMPaST+kYz9d58iwlSdbfMykiIiLyY8S4ikesS8nyEmMuC68jMQZCCGSpI3EKwUVERGQ7IqtYxKUpWdm7fLZGPI9FvCezpvPuBRGRbdN3VHLthRAx1pEX5dqB4fH8BZ6ljiTRp72IiIhsz8UBizzvY9cM6bw4YJGmBqdMgoiIiGxRiGDTjKI/xK2LRUIk+JbUgLOKRUTkelN2V24EaxOyvMRe1qlxLgSv05EiIiJyJaxLKYo+bs0BC4AYWtLEkDglEkRERGS7bJqR94drD1gAhLYlIaJQRESuO2V35dqLMYKxpGm+sagRQ8A5o6KGiIiIbFWMYIwjzdZ3jcLqgIVz4JRJEBERkS2KrA5YZL0e1iXr1/kWFwO6lFtErjtld+WGsK9OJPiWxEWcihoiIiKyZcYkZHlv4+lI71us8bryQURERLYvTcle0anhmwbrGxyxw42JiGyfsrtyI0QM1iWXDwo/F0LAELFKJIiIiMiWRSzOpRizuVMDApfOEhcRERF5Hdbh0mzz9VPBg2+VDBSRa09fx+RGCNFgbYrb0GbpfQtRpyNFRERk+yIO54pXxCINMdQ4o9ORIiIisl3RJbiyj0vStWt8UxOrBTb6DncmIrJ9KmrIjRAjYCzGrC9YxBiI0bNhiYiIiMhPEwHjNnaExhCIoVUsIiIiIttnLCZJMBtaQoMPhLbBRB2wEJHrTUUNuRFaH4nYjTM12rahbZZopIaIiIhsmw8GTIq16zs12ramaWYYEzrcmYiIiNwG3jhIC1yyIRapK5rZBBPUqSEi15vSu3IjhBAJ0Wzu1AiB4FvQQCwRERHZMh8gxs1doyF4fNugWERERES2LQDROtjQNRp8i68riDpgISLXm4oaciPUjadp4is6NWqWyylGiQQRERHZsqaJtN5gN8zUaJuaxWIM6HSkiIiIbFeDobXJxpkabV2zODsB33a4MxGR7VNRQ24E7wM+xM13R4aIb9WpISIiItsXQiQEXhGLhFWnhu6xFhERkS3zEQIGYzfN1PC0TQ1BnRoicr2tP0omco3UjccYQ77x5d1SLedqsxQREZGta5qAMWzsGvW+YbmYQvTobJGIiIhsUxsi1prNsUjbsJyMierUEJFrTt9NyY0QQiCECGb9XdYhBrxmaoiIiMgVCPGiU2P9jK8QAt43RMUiIiIismXh/C9jLWbNXI0/dY3qsKeIXG8qasiNEELE+4B1bnWX9SXJhBgCTV0RY8BuGJwlIiIi8mOFEPEhYG1yPlfjklgkBup6SYxesYiIiIhsVYirK6hskq7malyWF/GeerEger9pnriIyFtPRQ25MWKMWGNJkuSSNML3VpI4pxe4iIiIbFWMYF1CmmSX5RG+t9A5o1hEREREtioCNklIsnxjLBJDwBnzityJiMjbS0UNuTnMeSIhK9Ze+wCr4keaOuzGbIOIiIjIj+dexCLrw+wYA2liFYuIiIjI1rk0IyvKzbFI8KQGxSIicm2pqCE3Royr4ZxJkr4ikRBJnNUnv4iIiGxXBGsT0jR/xQGLoE4NERER2b4YV50aeYGxm4oaAWcuuyxTROR6UF5XbhRj3dq7I1+IAeesEgkiIiKydasDFtnGWCTGgLNGpyNFRERk66y7uH5qQywSPBYlBUXk+tLXL7lRjDE4l7zy+ilrdTpSREREts8Yh3UJ9hVdo9aiWERERES2zrgEl776BgtL3DwDTETkLaaihtwwduOLeyUqiSAiIiJXw1isdZvXRCURRERE5GoYa7HObb5bKgQMsbM9iYhsm4oacqMYY7DWvbJTw+juSBEREbkCxlisfUXXKGEViygYERERkS0z1mGT9NV5EaLyIiJybamoITdGjBEw5y/uTa/miDFGL28RERHZqkjEYM4Hc26a77VKIigWERERkW2KAPbVsUiMERMVi4jI9aWihtwsLzo11i+JcXX9lE5HioiIyNb9gK7RECPG6AoqERER2b6L+V6vGhRuYuhwVyIi26Wihtw8r8oQrBo6dCJBREREroDZmERYiecrRURERLbMXHRqbHA+TkOxiIhcVypqyA1jzodzbmqzDHpxi4iIyNW4GBT+iq5RYzScU0RERK7ADxgUHmNYdWooHBGRayp50xu4jv5XHy86fd5n01GnzwP4d2cPOn3e/V/9r1/7Yzhj2LdT6vERs7/fYTmbXLpu5y/+CeU7P+P/9K/mRNthu+XJQXfPEhG57TK3+qsDw4MPOnnOd/WLe50+z9zpPhaJd3udPs+V6et/DGtw/Qq/iNjxALPmQ9q9AXZvj7BfEprusgn/2707nT3rwq/+wnf6vN/+bTf/3YuIvEq40yPs9Dt5VhxmnTzne8903Z6RLT/o5s/yux487Pb3uI3Q1QLDqWXhLLNdxyK5vLJxZx92HxiGaSCJ3cUiTxfdn62ufLfHWk8+e9Tp8wA+/OXzTp/nQ9Pp8wA++lXd6fP+5m/2On2e/Hjq1JDbRxdYi4iIyBulWERERETeIGNQPCIi15mKGnJL6eUtIiIiV0V3OYiIiIiIiFwVFTXkZvoB7ZMqa4iIiMiVUSwiIiIib8R5DBI7vG5bRKRjKmrIjRJj/EFJBBEREZGrEV8ZiqiYISIiIlcpviIYMYpGROSaU1FDbhQDRF35ICIiIm/UD4lFjCIWERER2T4d9hSRW0BFDblRYgxE7zcWNoyxRGN0TFJERES2LsZICH5zLsFaIpq8ISIiItsXYyR4vzHOMNa+iEdERK4jFTXkZgmB4NuNpxKMNURVNEREROQqRE/0LZtKFsZY1KkhIiIiVyF6T2hfkRcxBozyIiJyfamoITeGMRCDx7cNIawfiGWMJepTX0RERLbMmFXXqPct8RWxSIhGN0OIiIjIVhmzKmq0Tb05L2It0ahTQ0SuL2V25UaJwRPaZuMaYx3rX+0iIiIiP10MnuDbzVc+GLMqanS2KxEREbktgvf4pt14z6VxjmgUi4jI9aWihtwo0be0TU2Mm08k+GiI6rQUERGRLQvB0zbVK2IRRwjglUkQERGRLQttS1stXx2LqKghIteYihpyo8Tg8U1N3HSfg7HnnRp6fYuIiMh2xejxvtkYixgMQWGIiIiIbJnBELynbV4Ri1hDQFkREbm+VNSQG8MaaBYz5uNTgvfr17mE2uvlLSIiIttlraGpZsymm2MR4xLqNtCqsiEiIiJbZIB6NmF6coJv27XrbJLQRgga8CUi11Typjcgsg3GrO6n9m1DUy0vHc5pjMFYu7p+SkkEERER2aJVLAK+bWnqy6+fMsau4hFj8T6qW0NERES2xpz/1TYN9XJxaafGRRxiraNBhz1F5PpSUUNuhDKxZA4WdUXwl59GSLKc3nAHk+bnJyM1VENERES2o8gceWqYtdXaLo00zSj7I6zLaX1UIkFERES2JreGNEbGyw2xSJ7T39nFFQVtVCwiIteXrp+SG8EZSIiE4NfeG+lcQlqUGOs63p2IiIjcdM4ZnI1E79cO5rTOkeYlxigEFxERke2ygI2R4NsNeRFHViovIiLXn76jkhsht5HEL2nrau2atCjp790luqzDnYmIiMhtkCeRxNS0Tb12TZqXDEZ3wKYd7kxERERugzQEzHJBU63Pi2Rlj9Hde5hMeRERud5U1JAbweKJ7fqrpwBckpDkJeh0pIiIiGyZM5Hoa3zYEIu4hCQtiLoCU0RERLbMBE+olhsHhLs0JS17YJUXEZHrTV/F5EYw9ZzF0WPqxXztmrTokfZ38EZtliIiIrJlYcF8/JS6WqxdkmUlaTHER8UiIiIisl1hNmX8+BuqDXmRvCzJd3eJiUbsisj1pqKGXHvOGGJTsZye4dtm7bokSYlJgdenvYiIiGyRs4boa6rFZGMs4pIUbE6I6tQQERGR7bFAqCoWZ2f4ZkNeJMuweUHQDRYics2pNCvXmjOGxBnq01OOvv2CsKHNMi37LE1O7TvcoIiIiNxozhqSxFAtzjh8+iXBrw80srzHsk2p28uHd4qIiIj8WBZIjGFxesKzLz7feP1U3h/QFiUNwJph4iIi14GKGnKt5Ykhd9DUFcF74iUvZescWV6S5CXLAG3Qi1tERES2I88sWWJo5hexSHhpjbWOLC9IsoLKR1qvWERERES2I7OGNEbOlqt5GpfmRawjLwvSsqQFFIqIyHWnooZca6WLpH7BbDElhpeTCLC66qG3s0dS9pk3l68RERER+SnKzJCYiulydmlBA1ZXYPaHeyRZn5O5WkZFRERke7IYsIs51Wx6aUEDIMlSBvsHZIMBUx30FJEbQJfoybWWxIZmfEQ1n65dk+YFw4MH2KzscGciIiJyGzjT0ixOqJaztWvSrGCwew+bFB3uTERERG4D29QsDw9ZTCZr12RFwe6Dh7iy1+HORESujooacr3Vc06++ZTF5GztkiwvyXfuEF3e4cZERETkVvALjp9+zmI2XrskzQqK/j7RZB1uTERERG6DMJvx7NM/MB9vyIsUJb07dzG5DliIyM2g66fkWsoTS+HAn01ZTE7XDsIyxpCWPSh3qEwC6PopEREReX15ZilSS1vPWMzO8H5dLGLJ8hKTDKm9A9YP7xQRERH5oTJjyAzU0wmz0xPaprl0nTGGvNcj2dnFJyno9ikRuQFU1JBrKXOQG89yPmExXd9iiTGkWcGShFo5BBEREdmSLLFkSWA5mbKYb4hFgCQrWLaOulEWQURERLYjMZC0LbPJhPmGq6cA0rKkSbPV0Yo1czdERK4TFTXkWiqMJ5w9YXZ6uHZNmhfsPXiX3v49Jh5arxe3iIiIbEeRBsLyObPJ8do1aVawd+cd+qO7TJtA2yoWERERke3IfEv15FvGh8/Xr8kL7rz3HqN7D2gitCpoiMgNoZkaci3Z0DA7esJytv40gnMJ5WgPV/RpfMDr5S0iIiJbYmmZnj1juaFLwzlHb7CHS3s0bcQHxSIiIiKyJU3N2ZNvWYzXz/VyiaO/t086GNDGqAu5ReTGUKfGT5A9+bDT5/3X9zp93Mr/8g088wcKIfDll1/y3y8mVLuOptm9dN2DBw/4l//yv6QsS5Lkkk/1k6vdp4iIvDnNX94h7tzt5mGmm8d8Vyy6DeFsr/uQMU27fd6a8VwvKZ2htJHm+FuOmjntICU2e5euTe/cJ/sv/hlNWtA0L3+i/Obn3Z4v+u/Mt50+D4C/faf7Z4qIvAXuflyQHZSdPKv13Tznu3q9bgOg93d8p88D+Giw7PR5w/SHHX5IjMX6yOlXj6lO/khJxZ3B5fM07jzI+Sf/5CFJr6B2i0s+VrcHLj4edf/vcf7lR50+7+NfnXb6vJWs06f5WHf6PIAQun3mx7866/R5AJ/+dqfT5/3yLy7/unEV+qPtzwRQUUOunaqqmE6nTKfTtWucc+R5TlEUlxc0RERERH6CxEDqa6r5lGq2PhaxLiHJc0KSU2PRVE4RERHZBhMhVDWL6YzZprxI4siKnKTMwVlQn4aI3CDK9sq1Utc1/+k//SeePHmydo1zjnfffZf33nuPtOtjniIiInKjlbRMP/1bpkfP1q6xLmH3wTuM7j9ihqPSLA0RERHZEtO0fP7Xf8fR0/WxiEsc9999xL133yEkDq+ChojcMJqpIddKXdc8e/aM2Wy2dk2SJOzv7zMajTrcmYiIiNxkBsidwfiG2fFz6vn6WMQ6R7mzT9of0QbwqmmIiIjIFjgMvm44eX7IYro+FnEuYWd/j/5oSCSqX1REbhx1asi1sVgsePr0KY8fPyaE9acMer0ef/mXf0mv1+twdyIiInKTlYlhGCrak2eMnz8lbohFsqJk8OEvadOCVl0aIiIisgUJFhYVp0+f8/zxE2JYH2MUvZL3fv0Lkl5Bo5KGiNxAKmrItRBj5OzsjLOzM7xfP1iq1+sxGo3I8xznXIc7FBERkZvKAKkBFhPq6Zjg1w+6y8oexXBETDIaLDEqkSAiIiKvzxKZj6fMzib4dn1epOz3GIyGJEUGzhJ19ZSI3EAqasi1UFUV//bf/ttXDgf/6KOPuH//PlmWdbg7ERERuakurp3KQ83j//jvqRbrr3owzrH/7gf09u8xI2HWqKAhIiIiry8xhrhs+Jt/+/9+xbVTjkcffsDe/bvENKFRQUNEbijN1JC3nvee6XTKdDqlqqq165xz3L9/n4ODgw53JyIiIjdZag0DGzDLGdViRluvj0Wsc/T275GO9tGtUyIiIrINDoNtI9V0zmI6o96UF0kce/fvMjrYIxgFIyJyc6lTQ956n3766Yvh4OuucDDGkKYp7733nmZpiIiIyNbkDuKzLxkfP6eez4lxzYlHY0iSlPTuIxYup1FVQ0RERLbAYTj67EtOnj1nMZ+vnTFqjCFJUw7eewdb5jTrYhYRkRtARQ15qzVNw7Nnzzg+Pt647sGDBxwcHOjaKREREdkKw2o4eBE90+PnLM5OiBsGbe7cvU+5s493KXUAjdIQERGR15VgofWcPHvO+Ph046yuOw/us3Owj81SwsaoRUTk+lNRQ95abdsyHo/5/e9/z2KxWLvOGMMHH3zA/fv3SRJ9SouIiMjrc9bQw2OXUw6/+CPNclMsYtl5+D7F/l1m0bL0SiOIiIjI67EYbOupxlO+/P0fWS6W69day8MP3mP3/l2is7SapSEiN5wywPLWevbsGc+ePaNt27VrsiyjKAreeecd9vf3O9ydiIiI3FTOQG7BTo5YnhziN8QiLstIs4LyzgNCf0ezNEREROS1GVbXTk2fHXH2/Ii29WvXZnlGlufsv3Of3t4OXj0aInILqKghb6UQAn/7t3/7yqJGnuf0+312d3dJ07TDHYqIiMhNlVhDZiInn/0906PnBL8+FkmznLzXI/ZGnIaEJiiRICIiIq/HYjAx8sXf/Y7jZ883HrDI8pyy36fcHdGmjqCihojcAipqyFtnPp8zHo85OTlhsVhsvDPyl7/8JY8ePdIsDREREdmKxBh2YwWTCfOzE+pqsXFAxp0Pf07v7jvUNqVtlEQQERGR12MxmEXN/GzC+OSUarncmBf54Bc/486jh5g0UUFDRG4NFTXkrfP8+XMeP37MZDKhruu164wx3Lt3j7t372KM6XCHIiIiclM5C+H0iPnRU6rZFL8xFrGUe3eIw32qgNIIIiIi8toMMHl+xPGTZ8wmU+pqfSxirWX33h36d/YI1mw8iCEicpOoqCFvjRACdV3z2Wef8eTJk40FjYcPH74oaOjaKREREdmGvRSyUHP67RdMDp/im2bt2p17D+jv38Xu3GEcHZWunRIREZHXlEVDrBoef/YlR0+e0m6IRe4+fMD+vbsM7x4QsgQfNRxcRG4PFTXkrVHXNePxmOfPn3NycrJ2nTGG0WjEvXv3yPO8wx2KiIjITWUNpKGBxZTZySHzs/WxCMaQ94eUe3dpXcpC106JiIjIazJArBuWkymnh0ecnZyuX2sM/dGQ3Xt3sFlKrYKGiNwyKmrIWyHGyKeffspnn33GeDxeu+5iMPgvfvELHj16pGunRERE5LWVzmANNN9+wek3X7CYro9Fkiwn7/XZff9n1LsPWATQxVMiIiLyOlJjSYk8/fRLvv3sC6Yb8iJZntMb9HnvF58wfOce3oBiERG5bVTUkDcuxkjbthweHvL48WPatl27tigK9vf3GQwGKmiIiIjIVmQWrPdMTo4YP3+C3xCLpHlBubOHLQfMPHjdXS0iIiKvycYIjef08IjDx0835kXysmC0t0sx6NMaiCpoiMgtpKKGvHFPnz7lj3/8I1999RVt2xLXJAeMMfz85z/nN7/5DUVRdLxLERERuWmcAWcM+eSQky8+4/TJN6uCxrpChTEcfPAJ/Q9/xcLlNLp2SkRERF6DAawxVM+OefL5pzz96ptX5kXe/9nHvPebX2KLjFoFDRG5pVTUkDcqxsjZ2RlPnjxhuVyufXGnacpwOGR3d5c8z9WlISIiIq8ts4bMQDMdMz18SlMv1xY0XJpS9IfkgxG1y6iVQxAREZHXlBiDjTA+PePoyTPqqtqYF+mPhvR3Rtg8I6ymcHS7YRGRt4SKGvLGzOdzvvjiC37/+9/z/PnztS9ugPv37/NXf/VX3Lt3D2tth7sUERGRm2oYKuqnX3H0xR+ZHh8RNwzZHB7c4+7P/xK7c5fnLQRdOyUiIiKvyS5qjr78mq9//0cmh0eEsD4WObh/j0/+6i8Y3btDY6KunRKRW01FDXljZrMZz58/Zzqdri1oOOcoioLd3V329vbIsqzjXYqIiMhNk1pDZoH5nMXJIdVitragYZwjywvK0S5uuEvtUkLT7X5FRETkZnEYnDHUszlnzw9ZzGZrCxrOOfKyYLi3Q39vF5MlKmeIyK2nooZ0LoTAyckJv//97/ntb3+78SRCnue89957fPTRR4xGow53KSIiIjfVwEayxZjxV3/kyae/I26IRdIsZ/fBuwwfvs+R7eNbpRFERETk9aQR6pMzHv/hUz7/+98RQyRdc8t2VuQ8ePcRDz58H4YljUoaIiIqakj3qqri6dOnnJ6e4r2/dI0xhiRJ2N3d5ZNPPmFvb6/jXYqIiMhNkxhDaiH1FdXJcxbjM+KaWARjcElCOdpl9O6HmMEuPkaC8ggiIiLyE9nzDo24rBg/e8709Izgzw9X/FlR4yIvMtzd4eEnH9Lf28Hr0ikREUBFDelYXdd88803/Jt/8282dmhYaxkMBrzzzju8//77He5QREREbqrMQT+2tEeP+ez/8z9u7NAw1pKXfYZ3H1DtvUMVIHilEUREROSnc8bg6paTb5/wH/+Hf0vccFrCWks56HP34QN23nuIN3HjLFIRkdtERQ3pTNu2fPvttzx+/JgQwsaXcVmW/OY3v+HevXsd7lBERERuIgNkzlASCMdPmR0+WxU0NsQiWVFy7+d/Qb53l3EAv77+ISIiIvJKiTG41jN+/JSTp8+IYXORoihLfvabX7Nz7w7BbAxbRERuHRU1pBMxRsbjMf/6X/9rmqbZ+OI2xjAcDvnkk0/I87zDXYqIiMhN5KyhsOAWEz79n/4NbdNszgwYQ94bkD/8iNqlLBtd9SAiIiI/ncXgIjSTKf/xv/8faev6lXmR3nDA/U8+xOQpddTpChGR71JRQ65cjJHHjx/z9OlTmqahbdu1a9M05S/+4i+4d+8eRVFgzJpJWSIiIhv8X//VAx48eNDJs/7V//1JJ8/5rt0HaafP+9W7nT4OgLvF+njhx7AYcqB69pzxs+eE/Yrg/UuJhIN8lSxI05SP/+KX7N27w91PIsE0eK4mkbCfd5ug+Kd3m06fB+C/7vyRIiJvhf/zz3d48KCb2ZD/u69PO3nOdyW223J/P+k+qf9Ob83crR/JYEgijL895Pjpc0oqvPXE9Pu/p4fleSySpfz6N7/k7v0DPnwPjG2I5mYUNXY7jn0AHjz8otPnffrbDzp9HsDPfz3v9HnedPu9CNB5q1KI3cfNH//qtNPn/f3f7nb2rCdPtl+CUFFDrlzTNPyH//AfGI/HNM3mLwppmvL++++zu7urgoaIiIi8FgM4A6Zp+ez/95+YTyb4DYcrAJI05f77j+jvjvAGwhUVNEREROR2sBhC3fLb/+9fMz2brDpGN0jTlHc/fIfd/RHGRY0GFxG5hIoacqUODw85PDzk5OSEqqrWrjPG8OGHH3JwcMD9+/dJ0zdQ9RUREZEbwwCpMcTjU06Pj5mcntBU9fr1xvDow/fZPdhn5/4dSB2NChoiIiLyGhIsi+enjI9OGB+fUm/Ii1href+j9zi4u8+9d+6QZJaoWERE5FIqasiViTHy2Wef8fz5c2az2dr7Io0xJEnCnTt3uHfvngoaIiIi8tqsWd1d/eSLLxkfHrGczTfGIi6x7N45YO/eATF1tEoiiIiIyGuwGEyIPP7sK04Oj5i/Ii/inOXOvQPu3D8gye2NuXJKROQqqKghV+L09JSTkxM+//xz5vP1SQSAg4MDRqMRv/71r+n1eh3uUkRERG6ixBjceMrs9JSnX3xJ9f9v787j26ruvI9/ryTv++4kzkZWCCRAKIEEGJYOS1layg4TGmiHp1CmC0t5KC1lmWEKJUAHKH3YSkuBYYAwYSdsIaEklISE7AkJcTbHjvfd1nafPxwLXdmWZFmWLfnzfr2S+ErnnHvk6Fz9dH/nnhsiFsnOz9eo4gyNO3Sy7OkpcrPMAwAAGAC7DLnqW9VQ36h95bvV0dYeNBbJLcjX2NEZmnb4JKVmpsg0iEUAIBiSGhgUVVVVOnDggBobG4PeR8MwDGVnZ6ugoEBpaWncRwMAAAyI3TBkl9RSXa3GAzVqaWwMeh8NwzCUkZ2lnIJc2dNS5DZYuRoAAETOJkOGDNUf6LoxeHNjU9D7aBiGTZnZWcovzFVqRrJkNyWiEQAIiqQGoqqlpUWNjY3avHmzGhsb5Q5yEiE9PV1paWk65phjlJubK5vNFsOeAgCARGOTlNzWoY7GJu3Zsk2tTU3yejx9lk9NS1NyWpomHnWkJo5Jl9fGKQQAABA5Q5LZ0qmmhibt3LRNzY1NQSdXpKWnKyUtVYceM0szD0mX4RA3BgeAMJDUQFQ1NTX5rtBoa2vrs5xhGMrKylJeXp4yMjJkt9tj2EsAAJBouq/Q6GxqUnNNjVobG9XR3t5necMwlJ6Vpcy8XDky0uW1G/JyEgEAAETIJkM2GWpubFb9gRo1NzapPcR5kYysTGXn5SolM102h8GNwQEgTCQ1EBUdHR1qamrS2rVrdeDAAXV0dPRZ1m63KykpSbNnz9bo0aO5MTgAABiwFKdLzqZmla/foIYD1XJ2dvZZ1m63y56UpEOOmqWM0hK5HXZ51PeyEAAAAKEYHW61NbZo29oNqj1Qrc6O4LGIIylJh86epbwxxVKSXabhjGFvASC+kdRAVLS2tqqmpkZNTU1qDzErMicnRwUFBcrJySGhAQAABqT7Cg13a5ta6+rU1tSsziCTKwzDUEZOtrLz85WanS2vw66+F6gCAAAIrvsKjY6WZjXW1Km5qVkd7cFjkaycbOUW5CsjJ0tGkl0erhYFgH4hqYEBcbvdamlp0dq1a1VeXh7ypuA2m00zZszQlClTlJKSEsOeAgCARJTi8crT2qZd6zeoctfuEDfi7IpFxk2froJJE+VNTlKHyUkEAAAQObvbVGdLq776cqP27dwd1nmRSTOma/SUCTJSk+RiySkA6DeSGhiQtrY23xUaTmfwSyWzs7NVUlKigoICJScnx6iHAAAgEXVfoeFtb1drbZ1am5rkChGLpGdlKb+kWJkF+TKTkrhCAwAARKz7Cg1XW5saq+vU3Bj6vEhmdpYKS4uVU5gnW7KDdAYARIikBiJimqY6Ozu1detWffnll3K73SHrjBs3TkceeaTS09NlGEYMegkAABJVsikZTqf2f7VdX6/fIE8YsUjJuLEqO2KGlJamdplipQcAABApu2nI0+HU7i07tPXLDWGdFxk9fqwmHXmYktJT5bKZIhgBgMiQ1EBEOjo6VFVVpdraWrndbplBlm7IzMzU2LFjVVZWprS0NNlsthj2FAAAJBKbDNkNyeh0qvVAjZrr6uQJEYukZWaouKxM+aNHy0hNlccwJJadAgAAETAOXqHh6XCqsbJGDbV1Ic+LZGRmqnTsGBWPGaWktFSZNkMkNAAgciQ10G9ut1t79uzRsmXLQn5wS1JhYaGOOOIIZWdny263x6iXAAAgETkMyeHxqnFvhTb8/dOQCQ1JyikoVNmMw+TIzFCbIclksQcAABAZuwwZbq+qdldo9bIVcrs9IWORvKICTZp5qFKzM+Syc4UGAAwUSQ30i9PpVEVFhSoqKuT1Bj8hkJaWpvHjx6usrEy5ubkkNAAAQMRs6rqPhsPlVmvlAdVXVsrrDX5XjJTUVJWMH6f80aPkyMqS124joQEAACJiSLLJJnW6VVdxQNUVVQfPi/SdoEhNS9Xo8eNUXDZKaTmZksMmcScNABgwkhoIm9frVU1NjT7++GO5XC55PMFPJGRkZGjSpEkqKCggoQEAAAbEZhhymFJHXb02LP9ELpdLXk/wkwKpGRkqmThBaXl5ardJJgkNAAAQIZsM2bymmmobtOrjT8M6L5KWkaGySROUVZArl0MioQEA0UFSA2Fxu93atWuXKioq1NnZGfQqjaSkJI0fP16lpaUaPXq0HA7eZgAAIDKGJIdhKMnjVfOefaqvrJTL6QwaiziSklQybqxyi4uVXloir90WclkIAACA3nRfoWG4PKreVaGa/VVydnbK6+07tkhKStLo8WNVUFqs3DHFMuw2uUhoAEDUcLYZIZmmqZaWFn3++efq6OgIORMhKSlJpaWlKi4uJqEBAAAGpPsKDU9rm75a/YWcYcQijqQk5ZUUK6uoSJ12mzwkNAAAQIQMGbKZUmdruzZ+vkadYcYiBaXFyisplNdhyEtCAwCiijPOCMrj8eirr75STU2NWltbg35w2+12jR07VoWFhZo2bZqSkpJi2FMAAJBIDElJhiGHx1TDzp1qrq1TR1ubPB53n3VsdpuKy8YquyBfBZMny3TY1UFCAwAARMghmwy3V5Xby9VQU6f21raQ50VGjStTbkG+yqYfIiPJwRUaADAISGqgT6ZpqqOjQxs3blRLS4ucTmefZQ3DkMPhUEFBgYqKipScnBzDngIAgERjyJDdlMzOTu3etEXtra1yhYhF7A6HsvLzlF1YIHeSXU4SGgAAIEKGDBmm5O5wavuGLWpraQ15XsTucCgnP0+5RQVSMgkNABgsJDXQK6/Xqy1btqimpkYNDQ1BZyIYhqGSkhLl5eVp5syZSklJiWFPAQBAokk2DKVIavhqu5pq69TS2Bj0Cg3DMJRXXKSsvDyNnnGYzOQkdZLQAAAAEUo2DDm8UsXmHWqoqVNzQ2PI8yIFJUXKycvTIbMOlS0lSW4SGgAwaEhqoAfTNOV0OlVeXq76+vqwrtDIy8tTUVGRUlJSZBhGDHsLAAASiU1SkiTD6dKBXXvUXF8f3hUaeV1XaJjJSeqUyWkEAAAQEZskuySv062KXXvUWBfqvIhNDoddOXl5yisq6EpoGF4xvQIABg9JDViYpqmNGzeqqqpKVVVVcrlcQcsXFBQoJydH3/rWt5Senk5CAwAARCzFMOSQqeZtW9XUUKm6AwfkdvV9EkGScgrylZGdrfFHHymlpqpTIqEBAAAikmwYcphS/ZZt2tC2XzWVB+QOcV4kryBPmbk5mn7sLDnSU+U2TBIaADDISGrAx+v1yul0qrKyUlVVVers7JTZx9INdrtdNptNhYWFKiwsVGpqKgkNAAAQsa4rNEwZLpcaD1TJXVclV5BYxGa3yWazKzu/QNmF+TJSUtRpSF6WnQIAABGwSXKYpgyXWw1VVepsqZIzjPMiuYUFyi3MlyM1WR7DFCkNABh8JDXgs3XrVu3evVsVFRVBExqSlJmZqZycHB199NHKycmJYS8BAECiSTYMOSS17Niu2r17VFdZqWRPe9BYJD0zSxnZWRp/5EwpK0OdkjwkNAAAQASSDsYijV/tUM3evardv18FtlCxSKaycrI0bfYRSs7OkMcwxaJTABAbJDXgu0KjpqZGtbW1crlcQWciOBwOlZSUqLS0VOnp6THuLQAASBTGwT/JpinD7VJLXa2a6+rkdrqUZOv7Cg27w6G84iLllpTIlpYqp7hCAwAA9F93LJJ08AqN5ro6NdXWye1yyUzufUFLu90uu8OhwtIiFZQWKyktVV4SGgAQUyQ1oPLycm3dulVVVVXq6OgIPhMhPV25ubk68sgjVVBQEMNeAgCARGM3DDkMqWPPblVu366GKr9lHmy910lNT1dmTq7GHXG4jLwcrtAAAAARsxuG7DLUtnu3Kr7arvqqA3J2Bj8vkpaerqy8HE2ZNUOphTnyioQGAMQaSY0RzOv1qqOjQzU1NWpsbJTT6Qx6hUZKSorGjBmjcePGKTMzM8a9BQAAiaJ7VmSqacrodKqxtk5tjY1dsyK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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 325, "width": 794 } }, "output_type": "display_data" } ], "source": [ "# Average decoding accuracy across resampling\n", "m_accuracy_target = np.mean(accuracy_target,axis=0)\n", "m_accuracy_gocue = np.mean(accuracy_gocue,axis=0)\n", "m_accuracy_reach = np.mean(accuracy_reach,axis=0)\n", "\n", "# Average data acorss neighboring channels\n", "dist = aopy.utils.calc_euclid_dist_mat(elec_pos) # get a distance matrix among all channels\n", "m_accuracy_target_neighbor_ch = np.zeros(nch)*np.nan\n", "m_accuracy_gocue_neighbor_ch = np.zeros(nch)*np.nan\n", "m_accuracy_reach_neighbor_ch = np.zeros(nch)*np.nan\n", "for ich in range(dist.shape[0]):\n", " ave_idx = (dist[:,ich] <= 1.3) #0.75, 1.3\n", " m_accuracy_target_neighbor_ch[ich] = np.nanmean(m_accuracy_target[ave_idx])\n", " m_accuracy_gocue_neighbor_ch[ich] = np.nanmean(m_accuracy_gocue[ave_idx])\n", " m_accuracy_reach_neighbor_ch[ich] = np.nanmean(m_accuracy_reach[ave_idx])\n", "\n", "# Apply nan to not-significant channels\n", "m_accuracy_target_neighbor_ch[p_target > 0.05] = np.nan\n", "m_accuracy_gocue_neighbor_ch[p_gocue > 0.05] = np.nan\n", "m_accuracy_reach_neighbor_ch[p_reach > 0.05] = np.nan\n", "\n", "# Transform a matrix from 1D to 2D for 2D visualization and interpolate missing channels such as bad channels\n", "accuracy_target_map = aopy.visualization.get_data_map(m_accuracy_target_neighbor_ch, elec_pos[:,0], elec_pos[:,1])\n", "accuracy_gocue_map = aopy.visualization.get_data_map(m_accuracy_gocue_neighbor_ch, elec_pos[:,0], elec_pos[:,1])\n", "accuracy_reach_map = aopy.visualization.get_data_map(m_accuracy_reach_neighbor_ch, elec_pos[:,0], elec_pos[:,1])\n", "\n", "# Apply nan in corner channels\n", "nan_list = [(0,0),(0,1),(1,0),(0,-1),(0,-2),(1,-1),(-1,0),(-1,1),(-2,0),(-1,-1),(-1,-2),(-2,-1)]\n", "for a in nan_list:\n", " accuracy_target_map[a] = np.nan\n", " accuracy_gocue_map[a] = np.nan\n", " accuracy_reach_map[a] = np.nan\n", "\n", "# Plot\n", "fig,(ax1,ax2,ax3)=plt.subplots(1,3,figsize=(10,3.5))\n", "im1 = aopy.visualization.plot_spatial_map(accuracy_target_map*100, pos[0], pos[1], ax=ax1, cmap='YlGnBu', nan_color='lightgray')\n", "ax1.set(xlabel='',ylabel='',xticks=[],xticklabels=[],yticks=[],yticklabels=[], title='Target onset')\n", "aopy.visualization.overlay_sulci_on_spatial_map(subject, 'LM1', 'ECoG244', alpha=0.5, ax=ax1)\n", "interval_ticks = np.floor(100*(np.nanmax(accuracy_target_map)-0.13)/2)\n", "cbar = fig.colorbar(im1,ax=ax1,ticks=mticker.IndexLocator(base=interval_ticks, offset=0.5),orientation='horizontal',fraction=0.046, pad=0.04)\n", "cbar.ax.tick_params(length=6,width=1.5)\n", "\n", "im2 = aopy.visualization.plot_spatial_map(accuracy_gocue_map*100, pos[0], pos[1], ax=ax2, cmap='YlGnBu', nan_color='lightgray')\n", "ax2.set(xlabel='',ylabel='',xticks=[],xticklabels=[],yticks=[],yticklabels=[], title='Go cue')\n", "aopy.visualization.overlay_sulci_on_spatial_map(subject, 'LM1', 'ECoG244', alpha=0.5, ax=ax2)\n", "interval_ticks = np.floor(100*(np.nanmax(accuracy_gocue_map)-0.13)/2)\n", "cbar = fig.colorbar(im2,ax=ax2,ticks=mticker.IndexLocator(base=interval_ticks, offset=0.5),orientation='horizontal',fraction=0.046, pad=0.04)\n", "cbar.ax.tick_params(length=6,width=1.5)\n", "\n", "im3 = aopy.visualization.plot_spatial_map(accuracy_reach_map*100, pos[0], pos[1], ax=ax3, cmap='YlGnBu', nan_color='lightgray')\n", "ax3.set(xlabel='',ylabel='',xticks=[],xticklabels=[],yticks=[],yticklabels=[], title='Reach onset')\n", "aopy.visualization.overlay_sulci_on_spatial_map(subject, 'LM1', 'ECoG244', alpha=0.5, ax=ax3)\n", "interval_ticks = np.floor(100*(np.nanmax(accuracy_reach_map)-0.13)/2)\n", "cbar = fig.colorbar(im3,ax=ax3,ticks=mticker.IndexLocator(base=interval_ticks, offset=0.5),orientation='horizontal',fraction=0.046, pad=0.04)\n", "cbar.ax.tick_params(length=6,width=1.5)" ] } ], "metadata": { "kernelspec": { "display_name": "tomo-analysis", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.20" } }, "nbformat": 4, "nbformat_minor": 5 }