{
“cells”: [
{

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“# McsPyDataTools Tutorial for data analysis: Spike Detection and Sortingn”, “n”, “This tutorial gives an introduction into data analysis with the McsPyDataTools toolbox using simple algorithms for spike detection and spike sorting. Its purpose isn’t to develop production grade algorithms for spike detection and sorting, but to provide a gentle start into the analysis of neuronal data files with the McsPyDataTools.”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“The dataset we are using in this tutorial stems from a recording with the [MCS Multiwell-MEA system](https://www.multiwell-mea.com) using a 24-well MEA plate. Due to file size constraints, only data from a single well (12 channels) is included in this data set.”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“First, let’s import the necessary modules:”

]

}, {

“cell_type”: “code”, “execution_count”: 1, “metadata”: {}, “outputs”: [], “source”: [

“from IPython.core.interactiveshell import InteractiveShelln”, “InteractiveShell.ast_node_interactivity = ‘all’n”, “n”, “import osn”, “import numpy as npn”, “from sklearn.mixture import GaussianMixturen”, “from sklearn.decomposition import PCAn”, “from sklearn.preprocessing import StandardScalern”, “n”, “# MCS PyData toolsn”, “import McsPyn”, “import McsPy.McsDatan”, “from McsPy import ureg, Q_n”, “n”, “# VISUALIZATION TOOLSn”, “import matplotlib.pyplot as pltn”, “%matplotlib inlinen”, “n”, “# SUPRESS WARNINGSn”, “import warningsn”, “warnings.filterwarnings(‘ignore’)n”, “n”, “# autoreload modulesn”, “%load_ext autoreloadn”, “%autoreload 2”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“Then, we need to define where the test data is located. This needs to be adjusted to your local setup! The McsPyDataTools toolbox includes a set of small test files in its tests/TestData folder. An archive with larger test files can be downloaded from the [Multi Channel DataManager](https://www.multichannelsystems.com/software/multi-channel-datamanager) page.”

]

}, {

“cell_type”: “code”, “execution_count”: 2, “metadata”: {}, “outputs”: [], “source”: [

“test_data_folder = r’..\McsPyDataTools\McsPy\tests\TestData’ # adjust this to your local environmentn”, “file_path = os.path.join(test_data_folder, ‘MultiUnitData.h5’)”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“The data set contains 3 analog streams and 3 event streams. The following table gives a short overview over the purpose of these streams:n”, “n”, “| Stream | Content |\n", "|——————|-------------------------------------|n”, “| Analog Stream 0 | Electrode Data |\n", "| Analog Stream 1 | Analog In Data |\n", "| Analog Stream 2 | Digital In/Out Data |\n", "| Event Stream 0 | Digital In/Out Events, Stimulation Events |\n", "| Event Stream 1 | Experiment Timing Events |\n", "| Event Stream 2 | Treatment Timing Events |n”, “n”, “For the purposes of this tutorial, only Analog Stream 0 is relevant because it holds the recorded neuronal data. The other streams, especially the event streams, become important as soon as you are working with stimulation and need the stimulation timestamps (Event Stream 0) or if you are analyzing Multiwell-MEA data recorded from experiments with multiple phases, e.g. if recorded a dilution series for a compound. In this case, Event Stream 1 and 2 will give you the timestamps of each phase in the experiment. However, because only a single phase was recorded here and no stimulation was used, Analog Stream 0 will suffice.”

]

}, {

“cell_type”: “code”, “execution_count”: 3, “metadata”: {}, “outputs”: [

{

“name”: “stdout”, “output_type”: “stream”, “text”: [

“Recording_0 <HDF5 group “/Data/Recording_0” (2 members)>n”, “Stream_0 <HDF5 group “/Data/Recording_0/AnalogStream/Stream_0” (3 members)>n”, “ChannelData <HDF5 dataset “ChannelData”: shape (12, 13245000), type “<i4”>n”, “ChannelDataTimeStamps <HDF5 dataset “ChannelDataTimeStamps”: shape (1, 3), type “<i8”>n”, “InfoChannel <HDF5 dataset “InfoChannel”: shape (12,), type “|V108”>n”, “Stream_1 <HDF5 group “/Data/Recording_0/AnalogStream/Stream_1” (3 members)>n”, “ChannelData <HDF5 dataset “ChannelData”: shape (8, 13245000), type “<i4”>n”, “ChannelDataTimeStamps <HDF5 dataset “ChannelDataTimeStamps”: shape (1, 3), type “<i8”>n”, “InfoChannel <HDF5 dataset “InfoChannel”: shape (8,), type “|V108”>n”, “Stream_2 <HDF5 group “/Data/Recording_0/AnalogStream/Stream_2” (3 members)>n”, “ChannelData <HDF5 dataset “ChannelData”: shape (2, 13245000), type “<i4”>n”, “ChannelDataTimeStamps <HDF5 dataset “ChannelDataTimeStamps”: shape (1, 3), type “<i8”>n”, “InfoChannel <HDF5 dataset “InfoChannel”: shape (2,), type “|V108”>n”

]

}

], “source”: [

“file = McsPy.McsData.RawData(file_path)n”, “electrode_stream = file.recordings[0].analog_streams[0];”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“## Visualizationn”, “n”, “Let’s define a plot function to plot a single channel.”

]

}, {

“cell_type”: “code”, “execution_count”: 4, “metadata”: {}, “outputs”: [], “source”: [

“def plot_analog_stream_channel(analog_stream, channel_idx, from_in_s=0, to_in_s=None, show=True):n”, ” “””n”, ” Plots data from a single AnalogStream channeln”, ” n”, ” :param analog_stream: A AnalogStream objectn”, ” :param channel_idx: A scalar channel index (0 <= channel_idx < # channels in the AnalogStream)n”, ” :param from_in_s: The start timestamp of the plot (0 <= from_in_s < to_in_s). Default: 0n”, ” :param to_in_s: The end timestamp of the plot (from_in_s < to_in_s <= duration). Default: None (= recording duration)n”, ” :param show: If True (default), the plot is directly created. For further plotting, use show=Falsen”, ” “””n”, ” # extract basic informationn”, ” ids = [c.channel_id for c in analog_stream.channel_infos.values()]n”, ” channel_id = ids[channel_idx]n”, ” channel_info = analog_stream.channel_infos[channel_id]n”, ” sampling_frequency = channel_info.sampling_frequency.magnituden”, ” n”, ” # get start and end indexn”, ” from_idx = max(0, int(from_in_s * sampling_frequency))n”, ” if to_in_s is None:n”, ” to_idx = analog_stream.channel_data.shape[1]n”, ” else:n”, ” to_idx = min(analog_stream.channel_data.shape[1], int(to_in_s * sampling_frequency))n”, ” n”, ” # get the timestamps for each samplen”, ” time = analog_stream.get_channel_sample_timestamps(channel_id, from_idx, to_idx)n”, “n”, ” # scale time to seconds:n”, ” scale_factor_for_second = Q_(1,time[1]).to(ureg.s).magnituden”, ” time_in_sec = time[0] * scale_factor_for_secondn”, ” n”, ” # get the signaln”, ” signal = analog_stream.get_channel_in_range(channel_id, from_idx, to_idx)n”, “n”, ” # scale signal to µV:n”, ” scale_factor_for_uV = Q_(1,signal[1]).to(ureg.uV).magnituden”, ” signal_in_uV = signal[0] * scale_factor_for_uVn”, “n”, ” # construct the plotn”, ” _ = plt.figure(figsize=(20,6))n”, ” _ = plt.plot(time_in_sec, signal_in_uV)n”, ” _ = plt.xlabel(‘Time (%s)’ % ureg.s)n”, ” _ = plt.ylabel(‘Voltage (%s)’ % ureg.uV)n”, ” _ = plt.title(‘Channel %s’ % channel_info.info[‘Label’])n”, ” if show:n”, ” plt.show()”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“Then, we can have a look at different channels (feel free to play around with the channel index and the time range):”

]

}, {

“cell_type”: “code”, “execution_count”: 5, “metadata”: {}, “outputs”: [

{
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“text/plain”: [

“<Figure size 1440x432 with 1 Axes>”

]

}, “metadata”: {

“needs_background”: “light”

}, “output_type”: “display_data”

}

], “source”: [

“plot_analog_stream_channel(electrode_stream, 0, from_in_s=0, to_in_s=500)”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“For the purposes of this tutorial, we are going to work with the channel with index 9 and ID 171. In the MEA well, this channel was at position '43'. We chose this channel because it exhibits nice multi-unit activity which is perfect for a tutorial on spike sorting. Looking at a short time segment for this channel, we can clearly see spikes of vastly different amplitudes which most likely stem from different neurons.”

]

}, {

“cell_type”: “code”, “execution_count”: 6, “metadata”: {}, “outputs”: [

{
“data”: {

“image/png”: 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“text/plain”: [

“<Figure size 1440x432 with 1 Axes>”

]

}, “metadata”: {

“needs_background”: “light”

}, “output_type”: “display_data”

}

], “source”: [

“plot_analog_stream_channel(electrode_stream, 9, from_in_s=155, to_in_s=200)”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“Depending on the bandwidth of the recording, it can be necessary to perform a bandpass filtering in order to remove low-frequency fluctuations. A bandpass filter with cutoffs [100, 3500] Hz had been applied during the recording of this dataset, so no further filtering is necessary here.”

]

}, {

“cell_type”: “code”, “execution_count”: 7, “metadata”: {}, “outputs”: [

{

“name”: “stdout”, “output_type”: “stream”, “text”: [

“Bandwidth: 100 - 3500 Hzn”

]

}

], “source”: [

“channel_id = 171n”, “info = electrode_stream.channel_infos[channel_id].infon”, “print(“Bandwidth: %s - %s Hz” % (info[‘HighPassFilterCutOffFrequency’], info[‘LowPassFilterCutOffFrequency’]))n”, “n”, “signal = electrode_stream.get_channel_in_range(channel_id, 0, electrode_stream.channel_data.shape[1])[0]”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“## Spike Detectionn”, “n”, “Our first task is going to be to detect spikes on the data channel and extract cutouts of the spike waveforms. n”, “n”, “Usually, the easiest way to get these spike waveforms would be to perform the spike detection in the MCS software, export them together with the recorded raw data to HDF5 and then simply access them with the McsPy tools. These spike waveforms would be stored as a SegmentStream (see the basic toolbox tutorial for more information on interacting with ``SegmentStream``s).n”, “n”, “However, for tutorial purposes, let’s say we want to redo the spike detection in Python. We use a very simple threshold-based spike detection here.”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“First, we need to determine a suitable threshold for spike detection. A reasonable way to do this is to estimate the noise level of the channel, and then use a multiple of the noise level as the threshold (a multiplication factor of 5 tends to work quite well). While we could estimate the noise level from the standard deviation of the signal, this has the drawback that the spikes in the signal can have a strong influence on the standard deviation and lead to an unnecessarily high threshold. The MAD estimator is more robust against outlier and might therefore be more appropriate:”

]

}, {

“cell_type”: “code”, “execution_count”: 8, “metadata”: {}, “outputs”: [

{

“name”: “stdout”, “output_type”: “stream”, “text”: [

“Noise Estimate by Standard Deviation: 8.89075e-06 Vn”, “Noise Estimate by MAD Estimator : 5.83227e-06 Vn”

]

}

], “source”: [

“noise_std = np.std(signal)n”, “noise_mad = np.median(np.absolute(signal)) / 0.6745n”, “print(‘Noise Estimate by Standard Deviation: {0:g} V’.format(noise_std))n”, “print(‘Noise Estimate by MAD Estimator : {0:g} V’.format(noise_mad))”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“As you can see, the difference between the two is about 3 µV, so we’ll stick with the MAD estimator. We are using a negative threshold here, so we are just looking at the negative peak of each spike.”

]

}, {

“cell_type”: “code”, “execution_count”: 9, “metadata”: {}, “outputs”: [], “source”: [

“spike_threshold = -5 * noise_mad # roughly -30 µV”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“Let’s plot the same data section as above together with the spike threshold. We are detecting some very small spikes with this threshold, so depending on your aim you may want to increase the multiplication factor.”

]

}, {

“cell_type”: “code”, “execution_count”: 10, “metadata”: {

“scrolled”: false

}, “outputs”: [

{
“data”: {

“image/png”: 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“text/plain”: [

“<Figure size 1440x432 with 1 Axes>”

]

}, “metadata”: {

“needs_background”: “light”

}, “output_type”: “display_data”

}

], “source”: [

“plot_analog_stream_channel(electrode_stream, 9, from_in_s=155, to_in_s=200, show=False)n”, “_ = plt.plot([155, 200], [spike_threshold*1e6, spike_threshold*1e6]) # converts the threshold to µV for plottingn”, “plt.show()”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“Our spike detector needs to take into account that a spike typically comprises multiple samples, so we can’t simply take each sample that exceeds the threshold as an individual spike detection. Instead, we’ll define a dead time, meaning that whenever we detect a spike, the next few samples within the dead time won’t trigger a spike detection by themselves. n”, “n”, “In order to reduce the detection jitter, we additionally search for each spike the minimum in the signal for a short period of time after the threshold crossing. This will be the timestamp for each spike. We’ll define some helper functions to achieve this:”

]

}, {

“cell_type”: “code”, “execution_count”: 11, “metadata”: {}, “outputs”: [], “source”: [

“def detect_threshold_crossings(signal, fs, threshold, dead_time):n”, ” “””n”, ” Detect threshold crossings in a signal with dead time and return them as an arrayn”, ” n”, ” The signal transitions from a sample above the threshold to a sample below the threshold for a detection andn”, ” the last detection has to be more than dead_time apart from the current one.n”, ” n”, ” :param signal: The signal as a 1-dimensional numpy arrayn”, ” :param fs: The sampling frequency in Hzn”, ” :param threshold: The threshold for the signaln”, ” :param dead_time: The dead time in seconds. n”, ” “””n”, ” dead_time_idx = dead_time * fsn”, ” threshold_crossings = np.diff((signal <= threshold).astype(int) > 0).nonzero()[0]n”, ” distance_sufficient = np.insert(np.diff(threshold_crossings) >= dead_time_idx, 0, True)n”, ” while not np.all(distance_sufficient):n”, ” # repeatedly remove all threshold crossings that violate the dead_timen”, ” threshold_crossings = threshold_crossings[distance_sufficient]n”, ” distance_sufficient = np.insert(np.diff(threshold_crossings) >= dead_time_idx, 0, True)n”, ” return threshold_crossingsn”, “n”, “def get_next_minimum(signal, index, max_samples_to_search):n”, ” “””n”, ” Returns the index of the next minimum in the signal after an indexn”, ” n”, ” :param signal: The signal as a 1-dimensional numpy arrayn”, ” :param index: The scalar index n”, ” :param max_samples_to_search: The number of samples to search for a minimum after the indexn”, ” “””n”, ” search_end_idx = min(index + max_samples_to_search, signal.shape[0])n”, ” min_idx = np.argmin(signal[index:search_end_idx])n”, ” return index + min_idxn”, “n”, “def align_to_minimum(signal, fs, threshold_crossings, search_range):n”, ” “””n”, ” Returns the index of the next negative spike peak for all threshold crossingsn”, ” n”, ” :param signal: The signal as a 1-dimensional numpy arrayn”, ” :param fs: The sampling frequency in Hzn”, ” :param threshold_crossings: The array of indices where the signal crossed the detection thresholdn”, ” :param search_range: The maximum duration in seconds to search for the minimum after each crossingn”, ” “””n”, ” search_end = int(search_range*fs)n”, ” aligned_spikes = [get_next_minimum(signal, t, search_end) for t in threshold_crossings]n”, ” return np.array(aligned_spikes)”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“Now, let’s perform the spike detection using our detector with dead time. Then, we align the spikes to their negative peaks.”

]

}, {

“cell_type”: “code”, “execution_count”: 12, “metadata”: {}, “outputs”: [], “source”: [

“fs = int(electrode_stream.channel_infos[channel_id].sampling_frequency.magnitude)n”, “crossings = detect_threshold_crossings(signal, fs, spike_threshold, 0.003) # dead time of 3 msn”, “spks = align_to_minimum(signal, fs, crossings, 0.002) # search range 2 ms”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“To double check, let’s plot the signal together with the detected spikes:”

]

}, {

“cell_type”: “code”, “execution_count”: 13, “metadata”: {}, “outputs”: [

{
“data”: {

“image/png”: 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pRuFIiKiySc4uwu7zvMSIvAdHmhIReRcmmojIK6l12biQzVEKR0JkH5tXVFGTlxzAUz8dUzoMIiIiIquYaCICRwiR93t99QkMDdmldBhkB0f0k6Ou5fD23UTkHL5QBeaIOSL3C1A6ACIl8Vpt78eqhdbfJ5OUDoGIiIg8hC9WgTk3I5H7cEQTEXklViWcJyWnCCm5RQ6tqyrV4L6lhxAen+HiqIiIyGuwV4iIyKsw0UQKY83CGC/hI080cO5ODPxkp0PrxqTlISw+E9PXn3ZxVERERETlY/2ayP2YaCKC552AOBrHd+QUleDDDadRVKJWOhQiIvJQey+kKh0CeSsPqwO7EqfMIHIfJppIUUUlvLU7uZb0tCyimUU7LmLF4XisCbusdChERETkI5h0ISJXYqKJFHX2ao7SIZCXEpWkBlWq1iZbNRrPTohVFO/w4jgPz4USEbkci0EiIu/CRBMRkQK89c4n3vq93IKbjoiIyOmYyCRyPyaaiOB5oy8qyWCcSsGzflnyBBxBREREpOVpdWBXclf12tOnbSByByaafJyqVKPoJTtK51M89fKq8s5PvlQpoMqpMtSxPPTwJyIicjmeAl3Hy2ZDILouTDT5uE4zNuONNSeVDoOIvERlSN6UqLU1wMqQDCMi8gUcAUJE5F2YaCJsOJmkdAhELsO6K5nbce4aAGDTqasKR0JERESu5u5EJhOnREw0EQHwvGREZRgVQs7lYbvgDasM3yezQKV0CERE5KGKStRKh+AWnlYHdiVPnTKDyBspmmgSQvwohEgRQpw2WtZACLFdCHFR93993XIhhPhKCBEthIgUQvRTLnLyFjzdkNK8rc5Tmb6O51SuPSYQIiLSKfTyRBOTLq7DszqR8iOafgYwwWxZMICdUsqOAHbqHgPA7QA66v49D2Cpm2IkIiJyOVGp0nRERM7Dhjm5kud0LBH5DkUTTVLKfQAyzBZPBrBC9/cKAFOMlv8itY4AqCeEaO6eSMll2K4iH+etlZ/KMD8B795IRES28AxB16sSVIGIXE7pEU3WNJVSXgUA3f9NdMtbArhstF6ibpkJIcTzQogwIURYamqqy4MlcqbK0Dgn5/DWEeve+r2IiIi8EaueROQKnphossVa88WiaJRSfi+lHCClHNC4cWM3hEU3wvhSkfziUvd/voc2irMLS5QOgYiIfMCqI/FKh0CEErVG6RAseHsCxkOrwETkJTwx0XRNf0mc7v8U3fJEAK2N1msFIMnNsZELefuki47IK9Zug0U7LiocCbmat1dgK8PX8/bfgMgR+Sqee0l5pWoWyOQ9eGk+kWcmmjYCeEL39xMANhgtf1x397lBALL1l9gReYtSjWM9emwgew/9qDrv+U3ZR0pERESex1OvZCDyRgFKfrgQ4ncAIwE0EkIkAvgQQAiANUKIZwAkALhft/omABMBRAMoAPCU2wMml1Ky7PeURr6nxEHuwzuNEY97IiLP4yvzZvrGt3QvH9l1iOxSNNEkpZxq46nRVtaVAF5ybUSkJKFANwN7NojIU7A8IiJfxfLP/XxpmzPxQ+R+nnjpHJHbeNqJx8PCIbp+lWBnrgQhEhH5BE+rjwE8R3gjX0quESmNiSZSlHGBz7KfqPJjJY7oxoTFZWBdeKLSYRCRj/CVSwSJyL0UvXSOSGme1ijmyd738M4kRGTsvm8Pa//v30rhSIjcx9PqY76BG52IXIcjmshj+LGWAbWGSQdf4e27e6XYkytFkEREvsVj6kIeEobreP0XNHB3p5639xtnF5TgWk6R0mGQh2OiiRQlbD5wndi0fGQXlrjnwypo8+lkpUMgN9FXQvR3nfOWOomX58+IiNzLW04OFZCSywasOylxMx6l8E6/zjE4ZCdumbtT6TDIwzHRRIpSov406vM9mLz4gFkcPliT8yF7zqcoHYJNPlS/8zj64/5KVqGiPegsfWhN2GXM+PuU0mEQkQ/itA3O5+3tigKVWukQqBJgosnHJGcXISg4FAcupikdioUcN44yiksvAMCeDV/x5E/HlA7B51SWiuuVrEIMDdmFhdvPKx0KSyMvkJSlHYkRl5ZfoddNWxeJX48kuCIkokrB+JTBupm72N/OxxMy8dtR7yiXPKVKkltUUmnqR0Q3iokmHxMenwkA+O2/eIUj0TI+xeUVlyoWByknv7gU2QWeeSkjVVxlGoIvJZCim2PgQHS6wtGQN7iSVQgAWH3MOxpnpDxvHxlBnuuebw5h+l+Vc6SlrVHK7qqiWMslRafkoeesbVgTdtk9QRApjIkm8nj60UdHY9gQ1KusnSGv/n4Cm09dNVk2aO5O9P54m0IROU6/H1LFnbuag+MJmUqHYV9lPajII13LKXbbZ2XkqxCZmOW2zyPvNW1dBBZs84DRnZWnv8KpsgpUOHmZx7IzlGo0SodgITolFwCwK8pzp3MgciYmmnyUp7SpKlKZiHBhRdpTtoe32xiRhBdWHTdZluumkWy8O8aNWxee6PC613KK8cvhOADA7V/uxz3fHHJNUDdIPwKLRQA5k35kk6ttOHkFU5YcxF2LD7rl88i7rQlLxNe7opUOw3O4OeH1wHeHMWWJ+4/lGzn/SSndVt5VhNL1emsfr3RMRO7GRJOPqcy9RFICGidP2FuZtwdVTG4RL8+7UW+vjSh3Hf0hVViixswNZ3A5w7NHgrEIoMrstdUnkeDhxxhRRXlMuezmxMCFa3lu/TxH68B/HEvAwWjrc7uuOBSHoSG7cPpKthMjcz79TxnvAaPTOQcZ+QommqjSWH3sMtpN34QStecNhyXPk68yHSnl6T1J3jo5ZGU5XpXc/N762xNVxLrwRExbV34y29f4SvFg8jXZDvco7/55Co8sO2r1uf/iMgB4RgLH0xSY10MVioNIKUw0+ShPrLg42rOiKq0cDVdSVlGJZ9961VdG03lgUWMg4Vm/Q2WaSJ0sueumBt6amHx7bQTWhDl+eS45l3mj2N2U3q3/OJaAC9dy3fZ5W88k467FB657pP6t83djyW7lL3PcdCpZ6RCsUnp/2no6Gd1mbkWE0Zxb+ph4qidfwUSTj/G0ss1TbmfrndV2MuZpv7G1SlChSo3SSjICyBbzCpTSlT1H8c5OdKPecuDSUmdYy2QMuUC3mVuVDsFAifrgu3+ewrgv9rnt8179/QQiE7Ohus5zfnx6AeZvdc7E7c44T3ta8sT8nO7uBP3+i6kAYPVGDZ62rYhchYkm8hiONvScWUB7+vwx5P2M9+euM7fgpd+O2165EqgsiSVAW/HUN2gqU9zkmdLy3HOnubj0fLd8DnkGJcqmoOBQbDntmSNV3MoNCQElzz3O/HrMnZiSZv9r/2ZFg3wLE00+ylMKO+NGthIn20zdpQ6pue67FTW5idn+dL37l7t7wbaeuebWz3M9zyhrbGHPIjmL5Wg+z973iez5NzJJsc/2hXLZF76jkjyl+LX2M3MycPd7/69T+N/KMKXD8DkBSgdA7sUTm3VsEHgf/qLKMB9tYXxo5RaVICNfhbYNa7o5qvKxCKAbZX56lZLnXKq83F8kln2ipxw27jgveErH743ytLLOU7aqyYgmTwnKB606mqB0CD6JI5p8VGUu7NgTQNfjeitzlfhQUURKjunoQOPtd+/SQ7h1/h63xmOPtPE30fUwn8yd+xQ5g2L7kZs/+NxV903E7ShXdkJ6wmXb285qR1BnFaiUC8JNlNrMVn9fNmPIRzicaBJC1BRC+LsyGPI9xkmjypz8IiItywk4y/6+cC3PzdFUDiz6vIOfmxoP3F/IHdw90uZKVqHhb1+4A6cnfcV4p8xX6kFfCMpfqWBta7DsJl9jM9EkhPATQjwshAgVQqQAiAJwVQhxRggxXwjR0X1hkrN50glOz92TgatKK+/dvXiyKp95HeP652i68Vjs88CD0Ud4WnKbe0LlZj7aVumGDpGjikvVFsu8efctVWtQoCotdz13JLxudDNHp9x4B44zvqWntSs8Zfc1Pg/o//awTUXkMvZGNO0G0B7AewCaSSlbSymbABgO4AiAECHEo26IkVzAUyoQSp6YcotKlPtwspBfXH6l70Z4yj5vyWMDcwpPn3/C0yrHlZVGI9121zWPZT4ZuDJREFWYtfOjt9wNzZoXVx1Ht5lbFY1D/943mpAes3DvjQfjAgej07Bg23m762w7k4yVh+PcEo8n1QF9YcQeEWA/0TRGSjlbShkppTQM/ZBSZkgp/5RS3gvgD9eHSM60LvyK0iGYcHfB7+pkBl2/UrWytYCo5BxczS608oxr4vKVeobGgwcOmk7S6UG1UCeKSs7B0z8fc/kIzm/2RGPAnB1IzHTGJRiVk7XJwMl5MvNVSM4uUjoMt1OqbLqs4LHs6vOjfm4iJemTDZOXHFQ8SW+8vXOLStBt5hbsv5hasfcwe/zIsqP4ele03dc8vzIcH2w4U6HPqSz0vy9PA54lI9/75yPzJDYTTVLKEgAQQqw0f06/TL8OVR47zpWdXItKLIdKVzafbYnCyctZ1/XamLT88lfyQVezCzFh0T5cy/GuCn15I2smLNqPwfN2uSka5Rqh/WZvx/DP3Pg9rWz3dA8a+eIJNxfIKtCeSl2xS7z75ynsikrBmaRsk+W/HU1AUHAoMp1U6doZlQIAbis3Zv97Fvd8cxB/HPPcO8l4+mi+yqbfnO0YNG+n0mHcMI1G4sDFNKXDKNeZpBzFPtsTymV3iUnNx/rjiUqHYXA+ORcFKjUW7bhodz0pJT74+7Sboqr8ikvVUGt46ZzSPtxYltg8dCkN3WduQXYh0xmu4shk4N2NH+gmBO/vmnDIXSSAcV/sUzoMk14URxvexq/5Zs8lTFly8Lo++/5vD5s8zi8uRVBwKP44lgCNxvcaCCVqDYKCQzF43i5EJedibdhll32WlNJiG5dqNChVaxCTmodjcRk3/hkVaORdvFZ2t5tJX+03/K3WSBSqXD0kx71Vjox8FS5nWBu55RrWjusRn+122+fbI+BZI8siEq8vaX49Vh2NBwAkZjpnXyj7nd2zQZcfiMXxhCy8++cpt3ze9eCIJsc50vHlLdtz+YFYPLr8KLZ7wKgaj+VB5bKxuZvOOS25bfwV/RQ+EekTe4UqNX77T/v9yhtJV6qRWHkkvuw9POlkCvvlhfXR666No/OMLXhzTQQAYGNEEr7de8ltMVCZEqPR3V/vjEa+So0zV7LtvML5zifn+swVNvYmA39PCJELoJcQIkf3LxdACoANbouQXCbBKXeZcJ5CB0dYJWVpe8yvZzh5ZKL1wkQIgWRdT/y7f55Cu+mbKvzeekv3XML55Irfpjcl9/pGAlxKdc6dvMwr+kIIXErNw6FLzu95fXZFmMU2HjxvF3rO2obbFuy1SAK60rYzyRhrlHQ17sV9+bfjuHPxAbfF4k5v/nHSJe/ryGGZr1J73EnWExqxJU64vC2/uBRLdkcbek4v2ZgoVv99ndU20G8+d915zRO5q53lyL5aqHLNiGUpJQZ+ssPpI8lOubmir6T4DO1o6mQHG7v2fu7w+Ex0fH9ThS+9OhKTjsseVgesDL7fF+OS5LZ+VKtS9GXXvM3nsP64doqN8ooZR4u76X+dwr1LD113bNfN4guULXDn6HUAVi/5Ddkc5dYYlDBlyUF0/WCL0mGYEEJ7M4C/T1wxdEj/crgsYSqlRGjkVZcNOChVazB+0T7836/hLnl/T2Pv0rl5UsraAOZLKevo/tWWUjaUUr7nxhipAmLT8h26LMUTe9Lu//YwXlp1vNz13v9Le5K/nmHdU384YvM5Z82D8OmWKNz5dcWTE++ui7yuz3PWpSrmvVFCAKMX7MXDPxx1yvtnG1Wk9JfZGFOpNQ4nG6/HhWu5Vu+sYy8puPl0ssnj4lK1y+agMd79Truh0bX+hPPnaytUqbHljOk2yy2ynlB6ZJnlflWgKlXskl5nXeak1liO1nNUWl75l7EdjE4zjEayZv7W85i/9bzhUow8Gwm9s1e15aet5Ejwn5GYucHxyyIMd9OpYLblYHQalh+IrdBrqHwPfOeaZL1GAim5xQhe77qRZPsvpiIoOBTJ2UVIyyvGuvBEi/PjlaxCRKdoy+6MfJVHzLGWlFXoUPmlHz2ikdrj83rmOPEAACAASURBVEbKvO/2XkKJWiIsLrNCr3vo+yMYbjSy1Nbmyykq8Yht605HYtINf+cWl7ru+xsVlYt3R2NhORNnu5KU2s7GdKNLqU8kOGeE7W9HExAeb7l/Gm/XoOBQHIz2/MtJr4dKrXH7Jb8v/XYcO1zQzjuVmO3QPHlSSsSm5ePk5Sy79foXfg1H95lbEBQcWuFRZueTc69rviUhgO/2xeD1P07iSIz26gnjeuva8ES89NtxrDgcV+577b+YWuGEfamufng05sav3KgM7I1o6ieE6Adgrf5v439ujJGgbXg60vgc9fkeQ+Vh/tYozNp445PsFZeqMW/TOYfu0lai1pispyrVGHrW9bILS5CjW8e8SRJ66qrFuub056ZiO73/l1LzkJpblnD77WgCzpaTmErNdd4EcSq1BgnpFSt87H2fiMtZFttR70bnMkjNLUaElXmujCsZzqho9f54m8Wy661gF6rUCAoOxYaT1pMlao3Evd+Y9qC98UcEZvxl2XBesP2CxbITCdYr7a/9fhLDPt2NUrX132rvhVTDie/TLVEICg5FZGKW3VFnv+uGqauM3nOy7nLQIzHpiE/X9n6XqDV4c81Jw2Nn+OtEolNHrH2w4TT2nDedQHRO6Fmr6568nIWjMekmPfHdZm5F34+3l/s5n26JwuJdF5GeV4wrDjbubMXwxzHtJaIXrln+RlJKQ2NWSoll+2MQFBxq9/PaT9+E534JMzzOLiyxenxZM/2vssb7wm3nERQcapG0emTZUbxvZT/W019+N8Ns7gz9ZOBSSqw5VnZZrK3yY/Wxyya9fOXRFxFbzRKNxqwlvR5ZdhSz/7W+j9iS44Q7hmYXlqDExnHsLI4Wm8aVZfOyIjNf5XCcxuW0vRFCV7IKLRLmxaVqq4l4c/pYnNX2vmvxAfywL8ZkL/x+XwwAbSV+wJwdeHttBP4wu5R7aMgujFm4Dwu3nUe/2dutJitzikoM5+HTV7Jx24I9hn3n0KU0BAWHlrsvXclyvPEzJGSXyciNnKISq+dt/ai/mNQ89PhwK7p8sMVkveyCEpuNF/OyR2NI8MKkrNh86irC4jJw24I9dutuExbtwxt/nESpjbs29Jq1DSsOxdl8fUXZqseY05e7xi5nFFzXaPGKeuh70w7J73T7406jOU5PmY2OX3kk3uFyXs+85P3KxsTZV7MLrW6PG2U8in7x7mh0+WCLzY4hc3nFpTa7ZjQaabNupv/cyMQsiySBvi5kLT5HFajK4nf1HHm5RSUOjSR0x8ilohK1yXcPjbyKZ38JQ3i8Npmx4eQVBAWHYt7mc4Z1bHVC2XPn4gMYNG8nFu2wrDcDwPGETKw/noj5W89j1Od7DMvzi0uRousULy5VGz578+lk5OtG3y7fH4uTl7Og0UiH2hzjF+3D+EUVnwImPU9liMUa/W+6JiwRQcGhOJ+ca7XOl1NUgseW/4fbFuypcAwAPPbyYGezN0fTAjv/Pnd9aGTsjq8P4A6jUTKRiVk2C7gC3UG7ZPcl/FyBCkJ2QQlijSbIjkzMwrG4DKwLT8R3+2Lwf7+GGyaOTc0txqC5O7H6vwSTOJ5ZEYaes8oSCp1mbMZTPx8z+ZzeH21DL906R2MtM7rvrotEqVqD0Mir6P2RZXIiJbcIt32+x6RC9/eJK9BoJM4kZSM8PgOjF+zFzZ/sAKAd8TP9r1OYaDT3jrm4tHyL0U5L91zC8YRMSGm70CtRa7Dl9FVIKfHb0QQcNeoJGzFfm/BbF55Ybo+9lBJJZhXaSV/tx4mETKw8HIfJSw7i610XkZJThNsW7DGphF5MyUWBqtRQyfzonzPYcjoZGo1EeHwGkrIKLeIvVKmRkluk/R3n7cTkJQex2uwkbzzqretM06Gvu6NSEBQcihWH4qxeApWRr0LPWVuxK+oaClSlCP7T+mitz7Y41oN3KjEbQcGhhqSI/jLHhWZJIiklikvVePfPSCRZ6XXZfDoZu8+nIC4tH2+uOWmzB+3ubw4hKDjUYrm+1yNfpcY7ayMwefEBbIxIAqA90T/x43+4b+kh/BebgaV7tNff37X4IEYv2GtSqTp9Jduil2f+1rJtodZov8dD3x/BrfP3AACOxWVg/fEruHX+HsP3BIBzV3MgpcSRmHQEBYciJbfIkKDNLSrBi6vCsdksgav3xh8RhhFrD3x7GO85MEohq0CF9LxizN10ziLhFmZlbi17Iw8f/P4I7v/2MC6l5uGx5do4rPV+aTTS0MAtUWuwdM8lfL7tAvrP2YGhIbtM5tUCtI3zUrUGGo20uITIPIloXkbmFpUg+M9IvPBrOJbtj8WYhftwKDoNPx+Kw5xQbSUtLa/YkHQqUJVi25lkTFi0z9CI2hmVYmjcPfHjf5i85KDhGMwvLsX2s9ewK+qa1QRCdEoeikrUWKqbv6FEo8G5qzmITcs3VBoBbbJNf/lSdIp2+xWVqA0J4uJSjck+/OD3R9Bh+ibctfggphkdj7vPa0cXbj97DfctPYTiUrXFcWVLoUqNfRdSsfxArKGXTr/f651NysHhS+l4/69T6PHhVkQmZlmttAUFh1o0rsPjM/DF9gt48LvDWLzrIl75/QS+2nnRcP4wF6lLspWqNcjIV+Gng7HYcPKKRaNn65lk9P5oGzq+vxnZBSWGBk1CegGCgkPxpdEkuNkFJQiLy8C5q9b349i0fEOywrzXvqtuktHyKs39ZpclV0cvKLtVeVBwKPrO3o6O7282SYisC7c+cfDpK6YxBgWHWjTeAG2SZtinpvOkdf1gCzrPKCvnZ/x9CpvMyo0P/j6NLkaXQdgbuae//EB/TJSqNcgq0JaBxxMy0fujbSgqUSMyMRufbDpnMrJuv26i7HdsjPI1voOivnG+SzdKNjGzAM+uOIasAhXuXnIQI+ZrOwbu+PoAYlLz8U9EEnKLSgzl3l1G9ariUjUS0guQV1yK88m5WP1fAoaG7EJQcCiCgkNx+ko2NkYkodesrSguVZvsr7uitOfLM0k5yC4sQVGJGr1mbcOsjWewK+oavtxxEbM2nsHC7RdwVXduWmGUyF1slGQYvVDbYbg27DIiLmdht9EI4C4fbMF76yORXVCCjHyVYfv+b2U42k3fhO1nr+FoTDpeWHUc9317GDGp+Yb9MiwuA4t3XTSps0Ul5+KvE1ew6qjtSyFn/XO23I46vYGf7EBQcKihPvPzwVj0/HArAO2x0n76JpNG6rL9MVY7du5dehj/mdUPh3+226RhefhSutWRMnr/Ribhww2nceBiGgpUpTgSkw4ppUnnSlGJGiVqjUmj2Nyx2AysDbuMZ1aUdSDcufgAUnKLUKLWIL+4FB/8fdrQQWRNgaoUKw7FQUrtuUyjkXAk5xaVnIPB87RJVf0E8vM2nbOon7y55iTeWx+JW+Zq7/xZXKout9wZ+InlKJt9F+zfaW7xrouITtEmSFeadUQ890sYHv/xP4z9Yi9eW215af7nW89DrZEY/fle3LX4oEUayPjxysNxGPjJTvxjVL/Sd2IUlWg7GvXPGXvd6HO3n72GC0bzbzo60FitkcjIV6GoRI331kca6m6z/z2LBbpRZ2FxGeg5axsGzNG2MyITs6yew8rz7Ipjhg6lbWeSTX6z8PhMRKfkOZTMGjxvJ7rN3IqoZNPj9N6lhxGdkmf4Pb7bG4PLGQWITslFjw+3Wp2L9cVV4bjnG8t92ThJbDxRfHRKLoKCQ9F++ibc880hvLkmAt+Y1QMmLzmIgXN3Iig4FJ1nbEGPD7dadMYvOxCLKUsOot30TYa5rIydvpKNR5YdMUmQpeZq62JbzySjqKRssvWr2YUmiWHj4+VobIbNkddnkrINdXH9OX/8on0Y98U+w2+j/xx9PaRELRFxOcvieJNS4od9MT4/0bjw5iGxAwYMkGFhYeWvWAnoD5K4kEk4n5xbbhb36PTRuGWu9iQydWBrvDexK+5fehjnr1nvFbmvfytD5bVXq7pY+EBvjFmo/Yz3J3bFJ5vKsuCz7uyGZQdiTSaRfXxwW5Pe75l3dMPork0MjeSwGWPw+9EETOnb0jDi6uzH49Ft5lar8Tw6qA1+PXLjc0DEhUyymjC4Xv3a1MNLozpg74VUvD2+MyYvPmiSnDP38eTumKm7dWtcyCSoNRKJmQXQSOC+pYfw1dS+GNqhEaati8CaMPt3HenQpBaibcy3ondvv1b4U3fJTFDDGogzKsi7NKuN54a3Q/N61fBJ6LnruvRw9pQeWHUkHlFGvYo9WtbBj0/cjMSsQtzzzSH8+swteHT5jV9uN7RDQ7RpUAPtG9dCVkEJFu/WVsTfGNMJX5j1pvz+3CCsOhqP+PQCReb62Pr6CGyMuIIlu8uf3HH32yPtVmr1JnRvZjKc990JXfDpFtOeseEdGxkaZWO6NsGOc2UNkv3TRuGddRGGocH2fPlQH0NF5MkhQXYT1Ese7of5W6NM9i0AaN2gutMmGX9u+E1o06AG9l5IxaguTfDhhjMo1Uj89eIQ3P2N7bkenh12E3q2qmtRyX3kljaYOrANIhOzTUYNmbunX0vD/BT2GG8vY+0a1TS5m+WR90Ybhsy/NbYTQk9dNTl2AOCJwW1NGpwAMKVPC2w+nWx3lKPev68MM3RC/PzUzXjyp2PlvMJS/RqByLQxR8jUgW1w6FIa3hjTCd/sicbrYzphZOfGNstuRz077CaM6tLE5BLK2VN64O6+LVE90B+Ld0VbHOeO+Ompm/GUlW0QO28iEjMLcTW7CBtOWjasG9asYnLZyPjuTTGkfSOTO9TEhUxCVHIOHvj2MN4Z3xkaaXoHG3tWPz8IANCoVlV8seMC1GqJbx/T3lfFmecoayJnjcPKw/FQlWrw+piOuOk923MQ/vXiEPRtU98ipj9fGGJ1npUpfVrgiwf74HhCFoQADl5MwyujO+KvE4l44w9tYyHQX6BEbb+u6SccbwhaM6Btfbw0qoNFxxagrY98XM6ouRGdGpfbyLamd+t6+Py+Xibz/NWuFoA3x3bCR/84PlKvVtUAnP5oPADX7w+rnx9kMWqndrWAckezbHtjBPwEMGbhPkyb0BlTb26Dc8k5uJJZiPsHtMbYhXtxUVdH6d26Hgbd1MAwGihq9gSEbI4ynFvOz5mAB749jAjdyKDx3Zti6xnLS30+ubsHHrmlLe7+5qAhiX50+mg0qV3VsB9/PbUvXvn9BF4d3RGt6lfHtHWR2PnWrSZJW70pfVrg75OWCYrr1bh2VZPR818+1AcBfn5oUqcq2jaoga1nr+FUYhayC0tMvt+ozo2x+7zt/a16oL/VTpd6NQIdns9p6sDWmHdPL5xIyMRXOy9i9/lUdGpaC2O7NUWLetXtjoxVQu2qAVj2xABsjEgylM9N61TF2v8NMXTcPjkkCI8OaoMxC/ehWqAfwmaMxcj5e+wmY468NxrN6lazOK7Oz5mAu74+iPPXcrHn7ZEIalQTAPDWmghDPVpvxqSuho6mT+/taTJP18Hg2/DN7misOpqA6RO7YO6m6x/BNHtKDyRlFZp02AT4CXx6by9siEhCWm4xknOKsHhqXwzp0AhFJWrM/vesyfls8cN98fJvJxz6vDFdm2LZEwNwLacIa8Mu44EBrTFQ13bU76MzJnXF7T2b4521ETh0Kb2cd3Set8d1wsjOTbD8QCzyi0ux7TouBdz2xgjUqxFoNanqbJN6NUeretXh5yewdM8l3NSopkn7cPrELnh8cBDi0vMxYZG2czR23kSPm0T/egghwqWUA6w+V16iSQgRCOAFACN0i/YA+E5K6fEpOm9JNMWl5WOkAw1TsuRI5cldWtSthrHdmlo0KomIiMi31a0eiKEdGmLTKduXnxKR6/RtU89pc1MRlefrqX1xZ+8WSodxw2400bQMQCCAFbpFjwFQSymfdWqULuAtiSZX924RERERERERkXvEhUxSOoQbZi/RFODA62+WUvY2erxLCGF58SQREREREREREfk0e5OB66mFEO31D4QQ7QAoc/9pIiIiIiIiIiLyWI6MaHoHwG4hRAy0N+NrC+Apl0ZlhxBiAoAvAfgDWCalDFEqFiIiIiIiIiIiKlNuoklKuVMI0RFAZ2gTTVFSyvLvtegCQgh/AEsAjAWQCOCYEGKjlNLxW3sQEREREREREZFLlHvpnG4+pjcB5EspI5RKMukMBBAtpYyRUqoArAYwWcF4iIiIiIiIiIhIx5E5mu6Cdk6mNUKIY0KIt4UQbVwcly0tAVw2epyoW2YghHheCBEmhAhLTU11a3BERERERERERL6s3ESTlDJeSvmZlLI/gIcB9AIQ6/LIrBNWlkmTB1J+L6UcIKUc0LhxYzeFRUREREREREREjkwGDiFEEIAHADwI7eimaa4Lya5EAK2NHrcCkKRQLEREREREREREZKTcRJMQ4iiAQABrAdwvpYxxeVS2HQPQUQhxE4ArAB6CdpQVEREREREREREpzJERTU9IKaNcHokDpJSlQoiXAWwF4A/gRynlGYXDIiIiIiIiIiIiOJZouiqEWAhghO7xXgAfSymzXReWbVLKTQA2KfHZRERERERERERkmyN3nfsRQC60czQ9ACAHwE+uDIqIiIiIiIiIiCofRxJN7aWUH0opY3T/PgLQztWBUZlljw9QOgSHNatTTekQqIKq+DtSDBBReQYGNTB5PK5bU4UiISIiInI9tiOuz9vjOikdgss5smcUCiGG6R8IIYYCKHRdSGRujFlj5Z+XhyFi5jiHX9+teR2H1w25pycA4O+XhmLbGyNw8ZPbDc+9clsHfPlQH3w1ta9hWbXAsl1o8cN9cWT6aBwKvg1Rsyfglds6WLz/M8Nuwp8vDMGXD/XBnCk9MLlPC7vxPHRza7vP2/LWWNOD9/vH+qNlverX9V6OWvRgn3LX+evFIYgLmYS4kEk4+/F4bHhpKABgx5sjynml1sVPbsfm14abLHtnfGesfn4QGteuii8f6oMtrw+38eoyK54eiH9fGYa4kEm4YPQbO8PTQ29yyvu8NrojAKBP63r47blbDMu3vj4C7RvXxPju2uNi6sDWmH9fL6d8pqPen9jVYtnKZwZiULsGFstXPD0QXz5Utm985uRYa1bxx9SBbfDf+6Px7aP9sX/aKMSFTMLsKT2u6/3CZ4zBymcG4vvH+js1Tmvu7tvSYtn/bm2Hza8Nt0jaGHvv9i6GvwfeZHs9vbfHdUJcyCR0aVa73HUHt2uIF0e2t1h+e49mJo+/M9s+l+ZOxJr/G2yy7JO7teVp/7b1sX/aKGx/YwR+fNKxjoO1/zcYQ9o3xLAOjSyes7bszt72y1Jn6NikFr55pJ/h8RtjtOXsqM6Nbb5GX96tf3EI1r84BK9aOS8AwIF3R+Hsx+Px+OC2JstrVvFH1OwJaFizyg3Frj+3AcBNjWoa/m5apyr+fGEw3h7XCf+8rC0Tz3w0HltfH2FyPO9+e6Th7wX39wYATOrZvNzPbV63Gh4d1AZH3httsvyu3i3w9NCbMHWg4+e4Bwa0woqnBzq8/vWqVTUAtasG4I0xnfD+xK4W+7q52HkTTR5bKwcBoHHtqvjsvl7YP20UfnrqZqfFa05fr+jftr7J8ld155TyRM2egCeHBKF6oD8eHdTG5LlpEzojLmSS4fFdvVuUe84d09XxhLPxvhk7byLiQiahVX3X1l0cMUC3Lbs0q424kElY9az2nBzUsAYeuaUNdr51Kz67rxf6tK5n9fVxIZMQ4Ccsltkz9+6eGN2lSYXijPhwHJrWqYoWdath+xsj8OszZXWHm4Pq23ml8+1861aEzRgDAGhUqwriQiZh48tD3fb5xmXLnCk9MH1iF7w7oUuFt6mxe/u1slveO+LtcZ1s1k9+e/YWfHBHN4vlIff0xPEPxmLWnWXPVQ1wLLnx2X29cGnuRLvr3NrJ9Dt1bmq9rvDSqPZ4dphpHfe10R1xKPg2h2KxZ3hHy/M6oO2wentcJ5ycOdbiOf05+LN7e+GHxwdgXLemeGyQ9hw6qVdzrH9xiEVZ26hWVcPfXz7UBzMmdUWbBjXQrE41k3XN6xnmZaHehO7NcHzmWPRsWdfmd3t66E1W24QV0a5RTfRvWx+rnr0Ffzw/CNMmdDZ5fqZuv/niQe35+c7eLRA7b6LTzpmdmtYCADw1NMjh17SqXx2x8ybi2PtjrP6+L4y8sW1SGQgppf0VhOgN4BcA+j0oE9oJwiNdHNsNGzBggAwLC1M6DKfQaCTS81VoULMK/P0EVKUadJqxGW+O7YRXR3fE3gupeOLH/wBoE0vfPdYfL6wKR/0aVfDzUwNx7moO7vj6gM33r1nFH/kqtdUT/4RF+9CwVhWsenaQYVlSViGGhOxCtUA/FJVoAFivNAQFhwIAImeNg1otUd+ssXDgYhoeXX7UZNmTQ4Lw86E4w3vq30OvUa0qSMtTmSyLC5mEr3ZexMLtF3Bf/1aYM6UHvt51Ea/c1hGB/n7w9xOISc3DbQv22twG1ux9ZyQKVGos3XMJGyOSDMufGNwWM+/sjpjUPIz9Yh+eHBKEWXd1x46z1/DsL9p97vRH43EyIQtD2jfE2vDLePfPUwifMQYNjQp5Y8+uCMOOc9cslu+fNgpVA/3QpHbZaLHDl9Ix9Ycjhu9uLLuwBL0/2obZk7vjscFByC0qQc9Z29C5aW2cv5aLFU8PtDipAkD/2duRnq+yWK7/jBl/n8KvRxLw1NAgjOvWDDFpeXj/r9MAgJMzx6JeDcuG4B1f78fpKzkAgJb1quNKljZHbfwb2xIXMgn/xWbg5qD6EEIgMjELao1E3zaWlUWNRqLd9E2oUcUfBSq11febPbk7PthQdu+AX54eiAXbLyDicpbdOMy9M74znh/RDsv2x+LxwW3x9a5ovHBre9StEQgAWHU0Hhev5ZnswwCQnleMwAA/1KmmXc98v7amS7PaiErOxfSJXdCmQU3836/hhuf+fWUYopJzMbpLE4vjSi8trxgZ+SqsOBSHVUcTLJ4PuacnStQaLD8Qi7j0ApN4ASAuLR9P/3wMMWn5hmXH3h+D4D8jsTMqBYsf7osxXZuiWqA/nl1xDDvOpZT7nYzFhUyCRqM9Bx2NzcDUH47gxAdjUb9mFYTHZ+DepYcBmO4vf780FJ2a1kKfj7djycP9MNYsEd/7o23o0KQWwuMzAWgbHnWra7f58YRMTF9/CvVqBOJITIZFPKufH4RB7RoaHn8SehY/7I8FANzXvxXWhScC0O47Izo1NvyGO94cgQ5NtBVT/bKVzwzE8I6N8W9kEga3a2g47gtVatz/3SFMn9gVNwc1wJ1fH0BUcq7hM98Z3xkvjTKtfBgf733b1MNfLw7F/d8ewrG4TIvjf+WReHzw92l8/1h/PL8yHOZ6tKxjOCb19k8bhf+tDMfZq9rlH9zRDbP/PQtA+xtJKbE2PBF39mqB6lX8Dd/R+LP1y7o1r2N4H/N19FJyijBw7k6TZcbrXcspwpbTyRjVuQnaNKxh8frf/0vAe+tPWSwHgCl9WuDvk2Vl9cCbGqC4RI31Lw6FRkrom7qTlxzEt4/2R+sGlu9vEldaPko1GnRoUhthcRkoUUsMbl+2j+QXl+JqdiG+2xuDtbr9Qy/ATyBq9gQE6Hp7/z5xBVezi9CwZhU8oOtEKVFrsGx/LD7dYvueK5fmToS/rpF++kq2zXP5ymcG4rHl/1ksv71HM0gJzLunJ2b9cwYbjLaPubX/Nxg3W0nyqko1yCpQ4e5vDhnKcb24kEl4ffUJ/H0yCZteHY5uLbSdW6/+fgIbI5IQck9PRCXn4p3xnVGzatnUoE//fAy7oqyXGb8/N8iwzzvi5qD6eGbYTUjNU6Ffm3qY9NUBbHtjBFrVr45uM7cCAP58YTC6NKuDX4/EY95m0+0dO28ijidkokntahb7hH7f/vuloYZEiv58+N1j/TG+ezO75fnTQ2/CzDu7Gc7N1kyf2AXPj2iP7MISHIpOw+1GScxzV3Nw+5f7Hd4W9tzaqTH2Xkh1aN3mdathfPdmSM9X4fnh7XDn4gPo3qIOQl8djox8FfrN3o5ljw+w6Az9NzIJL/92AoPbNcThmHQA2n1k1sYzhnJ8/7RRaN2gBp7/JQwHotMszts/PXkzRukSInvOp+DJn45h48tDsfNcCl4f0xGdZ2yBSq3BweDbUFSixmhd3c5aeZOYWYAmtauhSoAfNBppqI8B2o6N+jWq4MkhQejywRab2yJi5jj0/rjst6tfIxAv39YRU/q0QP85OwBoOwJzi0qRmluMAH+B9o21DdNClRqB/sJQDhyNSUevVvXQdabtz3vv9i5o29D0nL/p1eGY+JXt/aBr8zro26YefjuaYNhXg4JDDe0EvY//OYsfD8ZavP7dCV1wKTXPcJ6zJi5kEi5nFGD4Z7utPv/RXd3x4Ubr92ga3aUJvpzaF7V0ZYC1Y0b/++mfW/RgH7z+x0nseutWtNNtz/0XU9GoVlV0bV4HX2y/gMuZBVj4QB+L99PXedf932AMCGpg8fypWeNQJcAPVfz9IITAkZh0qEo1GNqhEfz9BHZFXcPTP4fh7r4tMWdKDyRmFqJzs9rILizBZ1uiMKZrU/j7CYzQ1afD4jJwMSXP5rnJmriQScguKIGfH1C7WiAmfbUfZ5Ksnz8LVWqLfSYuZBKKStSoFuhvWKbWSOQVlxrqPebbOi5kEg5Fp2HvxVS8d7tlpykAZOraAuMW7cO3j/ZDz5b1UCXAD1eyCjE0ZJdFDABwPjkX4xfts/k9AWDL6WR0aloL/8Vm4O5+LdF5Rtn3+eaRfvATwrDPvzO+M+ZvPW91W+gVqEpx8nIWhrS3nqSz9v1tOfHBWJxJyrFok1r7fPPtoD/epJQoLtVg+vpT2HcxDcfeHw0htOfuErUGZ5NyMHnJQbvfqTISQoRLKa32otqdDFwI4Qegs5SytxCiDgBIKXPsvYZcw89PoHHtsgRF2hOUjAAAIABJREFUlQA/kx301k6N8eSQIAxq1xAjOzdGtUB//PtKWS9bj5Z10a9NPRxPsN6o3vzaCJxOsj6/+5bXLUfb1NclFaTUVhhUao3V107q1Ry1qgQYGtflCX11GLq3qGs3CbHh5WEWBR0AtNU1SAL9BaoF+uOd8V1MntefpKwJ9BcoUVsmXds21PYufjW1Lz69txdUag38hLbHVwiBjk1r49SscahZRXsojenWFCc+GIsaVf1RNcAfw3QZ7AdvboMHb7beG6D32X290G/2dovl5TWEzNWtHmiyb9SuVva4UKVG9Sr+Vl/3xYN98PiPlo0UvTlTemLOlLJRAYPbN8SVzEK0rF/dapIJANb8bzDSclW4cC0XvVrXxcBPtI3LWlUti57fnxuElNwivLb6pGGZ8WiVXq2s95QC2uMjLmQSTiRk4u5vDmH6xC6Yu8m0IVElwA8h9/REp2a1UT3QH12b10Fcer7NRFPDmlUsEm/G2/UF3aiX4NtN97NHbtH2Jpnvw7YSjLboG/i7olIwsnMT+PsJbHl9OJrXrY4CVSma162OHnZ6kABtz1WjWlXRvYX19R4aqN0nHxschOd+CcOZK6ZlQFCjmtj19kiTk3Tj2lUR4K89cfoLYajglGrsd1rY4qdrQA9u39Bk+/Zv2wA/PXkz9l1MxZtjO+F4QiYiE7MNDb0Lc6yPxIv4UDvaMyg4FP+7tZ1JZatfm/rY8voIvLUmAoBlosk4yQQAQzs0wg/7Y/H3S0Px65F4ANqefX3Fcukj/ZBbXGpIMhkb3lG7zh29TEcaVa9iWjZveX2EYfve06+lRZLJeNsUqtSGbf/7c4OgttJR9NigtnhsUFtIKfHooDb49UhZgvGd8Z0xpW9LjJy/21DeTenTAq0b1MBPT92M4Z/thqpUA2H2nkIIPDCgrHd8xqSuhkSeuZsa1TRJNFnTpE41vDSqPe7o1cJqA7ppnWp4YkiQzdc/dHNrm5X5l2/riPn390bH9zcDAO7s1RyPDda+l7/RNwt9tfyRn4D2GNAbYCUBU7NqADo0qY359/e2SDT99NTNhsYlAEyxMoIv0N8PL4xsbzXRdPbj8UjLVRmSTID2nGuL8b5u7OupfQ1xfPlQX3z5UF98t/eSRbIFgNUkE6AtP5vUqQY/o0EEJz4o62Gfe09PjO/ezJBkAoD3JnZBqUaDyX1a4iEr550h7RsaEk3LHh9g6KQBYJLM69S0Fi5cy7Mal17TOtUwoUdZcsa0LKmP8PhMSKn9vf53a3vDd39qaBA+vLO7bj3r3/3EB2MhATQwSui/d3tXBDWsibG60UoPDGiFNWHa3/+JwW3x4Z3doZES68ITDb973eqB+O3ZW/DwMm1DZsH9vfHW2ggAwPMj2hvWud2BkXK2bHtjBHZFpaBqgB/+Pplkcn6LmDkONav6Y8PJJMPn2uMnBGbdpd02lzO0HRG9WmnPJQ1qVrHZSNKPoh8QVN+QaAK0Cey3x3c2Of9/r5sawrwjsEvzsjJ1ZOcmhs/S1wMOvDsKF67lGUaq22uwtapfVofy8xMmdQl9Q7uopCzRZd7BObZbU9StEQghyo6/VvVr4BndyJbP7uuFOtUCEOjvhwY1q5jsJwAs6ly3mJ1nrBECmNCjmUks3VrUwbx7etos+6SUmHVnd0zq2dxwnrS2XaZN6IwW9aphTug5k+WD2jVA9xZ17CaaAG2dNHLWOLz463EciE4zec5enWT5k46PYgx9dRha1auBujUCLcpN/bkVAN4wunrh12duQUpuEd5co9233xrXCR2a1LJa95/Uszlqm7VLzM//Izs1wbsTuuCRQW1Qs2oAOutGRNetHmgYrWxsQFADDAhqUKFEEwBDJyWg7cSKvJKNVUficS2n2GQ9ibLCP2zGGMM+a5xkAgB/P2HzXKA3pEMjDLEyMlpP33l57P0xVp+vXS0AuUWlJss6N6uNdo1qmnRMAqYj6yboRoZb+01KNRJ39S4r+14a1QEvjeqAtWGXbcZao0pAuUkmAGjfuCYupeZbfS5i5jjkFJWgfs0qGNaxEV4Y2R5L91yy+37mV8jojzehqxMvtHKFS6C/H3rbGPHpzeyOO5RSagC8rPs7h0kmzzbrru6Y0KOZRaGj96OdQr5NwxqYWIHKjS5BCwntSae9jSTOkof74VMHLxVa/sQAmw1iY7aGy07q2RwvjGyPYBsZenvu6m3ZANg/bZTJ4+pV/FG3eiBqVws0ZKgBbSLHz6ghUL9mFVQNsP4b2GNeObHH+IRTEbaSTAAwolNjhM+wflKxZdqELobEijU1qgSgTcMaGNOtqcmIrKeH3YQxXZuaDAUe3L4hJvex/B0qom+b+ogLmYTnR7S3uIRveMfGeGhgG/RrUx9ddRVh4wqL3voXhwAAnh2unYrOfLi/o+be3dOhS7Ws0V9qJ4TAaF2vGQB0aVYHdasHonndil1KcUfv8o/tHx4fgENml/fYos8pGR8H1i6Du1GjujTBh3d2R+1qgfjrxaGIrsBlnnEhk2z21jlqZOcmOD9ngq6nSrvsAaPLeW/v2dwkAXPDyjmsq1fxR6AuYRDg72e3nBFCmCSGAaBNgxpoWa86Ln5SdhmB/vKipnWqIWzGGDw2qC0evsV+UvzZ4e2w9FHrl1M5ennKO+O7oGvzOlj8cF/88/Kw8l9gxHi/M3bmo/Ho0KQWAv39ED5jDO7u2xJTB9r/Lq5krXwpTxujjgV9+WnMXtnvZ7ZdJvVsjt1vjzRJdunZS+TZo2/ATOzZ7P/bu/M4Oeo6/+PvT/ccuSf3fZCbJBxJCCEQrkC473AIglxKgsAiKocRFdQFUXfdn/xEVlRAXQ75rSioEQR2RVwERJYbgYAcAYQA4Q4hmfn8/ujqSfdM93TPTHVVd/Xr+XjMY7qrq7s/XV3fqm9/6ntoSP+m9h8k/ZoaOiVIxrT01feP3a7oeefkxZN12Lxx+vPKPTq1ipEyFyruPGd3bT2udOW8nDNioXWsU1q1syEFkgf9mxv0qV2mtJ/7P7fX5m4ce88ZrVQq04Ll6IUT8+pkO00b3n6sLLIbl+XgbcdqxynD9Nszd84bKmDGqIE6dbepOmnx5PZEiBT8+OzXqIZ0SodvN76s98iNb8LQfrrp9MXtiaeuTBkxQP999u46a+kMHT4/817urnTKCl5kyj6nO0YO6tN+Ia+7CtWRu/oulmW/ryLrH7VgQl6SMwy5ZfnEnbbQiWWW16aGlBZ3kUCQMp8/W7/JlW2dU85Yq4P6NOrU3fK7mF9w0GxtN2mIfnX6Yt15zu7tyy89Zp6+dkjn/abjRbrcbqNzxrbkJWDKsfP04Vo2f/O+vXTWqLz9KncIg8tyuoAXk0qZPr371LIvlIdh2IBmLZk5Uj86YXv9+p/yz4vZeuAOk4dq+IDmvARqVLK9oAYWKceNBc4131hW/DfgLz69ebiBAc2ZcnnVSdvn1d+PXDCh10Of3LBiR116zDyNGtSsVR0uMrX0a8y7oP+5vSo7blJ36zs1z927/JP0ZUlnS5ogaWj2r9TzquFvu+22c+S7et4B3iZ5m+QbtpztTwyf5G2S+1Zbdet1NrW2+aTzfuOX3v5Ur+K566m1/kafAd4meeuQIe3LP9y4yde9v8Hdvf3x9ekG32gp/+CUFX71vAO8NfgcrTL3004r6/2yz2uVtb9um+QPH3KsX7zq8bzHy33NMGW/jzbJ3+o30E/92f0F1/uf1Wt9fboh8901N4f2/mvf/TBvu1w97wA/7T/+GtrrXz3vAN9oqbxt23HZip/e74de9qdev9c19zyf91k+mjW74Hq527zjfvjmexv8pXUftL+ODx3a67iyfrnTIb7RUn71vAPat8ETwyd12j5hyb7HM0edUPB7KPXc3HJxxx5H+EZL+fNHn5i33q93OdQ3Wipvu2+Utd/O7rPZvzjKmLv7XXsflXf8aP9+uzgO3rX3Ub7RUv7UEcd3+donXnmv//y+F7oVT/b93+0/qFvPK0fuMf+tqTPbl2f3+zcmzyj6vO7sI7/aKfPdv3jMSXnff6W+42vvfd53+eZ/xX7MzpW7rbt7Xs1u7w0rTu3yvPzgC+vyjlmtsvbjRuunT+vW9sh9nez5tdRzfrvLYb7RUv7qJz5Z9mcrVzaeZ0dPzlueLXtPDJ/kral03jHzpsWH+qTzfuNf+/VjRV931a7LfKOl/B85MV9w06OZbZVKh7LfvPLW+rLLzB+Dz7P6yON90nm/8Unn/abL9R976e3N9aCBLQXjPvmq+/zae5/v9NxX3ykcV3ZZ9nVzy2yYx+iNm1r97fUflbVubvlpbWrq1fuW81652+TDjZvyyl2hcvST+ZvP05tSvT9Pd6zHvn78p/K+50Kuu/d5v3reAb4plc47t/YkpvUfbWovz1fPO8CffvVdd3e/YYeD2+PK/r3RZ0DBffv9DRvbt9tbU/PPJaXKw+rX3t18HuozILSy2L4vd6ivrXr45fZt5qlUr9+nmI5l69VJ0zsda3tavv73hXVll6dcP194cCjnyRfffD+z/xWprz73+nv+z795rFvnod8Fx+dXjj25x3F1V1tbW/v31FYgvnv3O7o9/qvnHeA7XHR7p3V6U/fobv2q2km634vkYsoZo6lzR17J3b3qZ55L0hhNYdmUSqvBM93cst98+3WTEvtCJfzp6de1eMYIWRCPFYjBzTY/LsnTabW2efvnkCSl09KmTZ2e21HHz5/97J5O67Hn39CWE4Zuft0yXzNM2c+6eUHh7+TuZ17XjtNGhP7drX13g4YP6pO3Xdo+2pjXdaM32rd/zrYttCwM1977go5ZNGnzZ1HX+5eKrPfWBx+ppX9z6Nu6NZ1Wuq1NramU3KUGb9u8T1Zg38vdzpuy5acH5UbptFrdlW5rU1s6rVTO87OfKa9sFbmdfa2oy5gktaYblG7b3FUiL64i32/2OW2ptFKt4cacd4wL+Tic/U7U4fVLvWd3y6U3NMhaW+XptNTaunl7VvA7vufZN7Rg2shYj9m58spJVpnfZ+729tzt1+H5D774lradOKTzMUsFzo0ltkfusa/cY097GU+nZSFv62L7ZFu6Qam21oKf09Np/faBF7TX7FFFW/jl7pvZmP/y3JuaN2VEaOeeja1tSjU1ZspayW0YHEvSad3z5D80tqVvXhfNjh5/+R3NGtfSvm1aLVV23K+986GGDu7faf1O21Qq3LYrwjLVqX5WwTppx+Pbhk2tampsaN8Gm7LbWGpfJ/ucsM7TnY4XOWW/2Oe/7r4XdOSiyflxqPzy21G2POee11pTaaU7HMeKvf76j1rVp7mhYMylziHPrH1PU0YOzN//Qtjfih1HXnl7vUYP7lfx3zwd95OOv7XyylpE5Su3HtCb91yz7gONHjawZDnoWGeM65zSlfbvqcD7Zs8ZUuZ889576zt1tezOZyz23nHXWcLS1RhNJYfsd/fJBf6qPsmEwu7Z6wi5ggPfVlvpyeGT2m/HZV2fAZmYhhTucpF9fEO6QZsspQ0nf0q/XnSQ2pT5HG0yacWKst7rmrn7qS14Tvv7SnrvxE92erzc1wxT9vtwSRra9WxaG9INmfWauzf2Tym528VWrAgtySRltu8mS+Vt20LLwmCW/1k2zeo8k4mUv81dkgrsh9nXKfWddMevFx2kTZbSvXsdmdnvUml9OGNW5od6Bfa93O3c3W3esVz8Yfdl2mQpvXTUJ/LW+93ig7XJUnnbvVXWfju7z7Zv6xjKmCT9eenheceP9u+3i+Pgn5cerk2W0rPLjg09nuz7v9+//BlCy/WbHQ/OO+ZnvTdtZmb5nMJdYXz58m7ti7ZihZROy1asyPv+K/kdTxneP/Zjdq5r5u6Xv39347yaWya7Oi+7e94xq02mJ4dPyjx3+YpubY+812lsKuv7vm/vI7XJUnr7+JPK/mzlysZjHT63rVih1lRaTw6fpLZUZh/Lbi9bsUIHbjO2626kOftm1vZbDFXrKcszFf0Q9pvGdErpU08t6/Wyx5Lnlh2rnaYO7zLJlNVeDxrY0n6+KCduV+FzbOrUFWpLp9tf9+2+A/P23TiO0Xnlp6l3s0yW816528SCcpQtd4XK0dOHflybLKW22XNCOU9n38OlTIUl59i5qaV4d9Fr5u6n1lQ679z65PBJak11vx71+50P1SZLae2xJ7Yvu3Hhge1xZf/W9RlQtM6Q3W7vTM3vclSqnmE5z13XZ0DZ+3QpxeprA/s0tm+zvMHmQpb93Nky9e60mXnH2tx6UFTl65bFh2S+U+v9efKaufup1VKbzzsFXu+2XQ4t+/3u3esIbbKU3jw2/HNKV66bl/me2pYv7/RY+7nCTLZiRackk5RTfnuwTSv1u6caldOi6XRJ17j7W8H9IZKOcffvRxBfr9CiqbPP3/CQfvFAZqC/v39jf01euUpSfCPf584699hX98mbkSar42wBD3x5Lw3t39Q+E8uWowcWHLC8kGIzD9x17hK99cFGHfS9zbP5xLFNOs4MUczdz7yuj//w3pLrdddr737YPmD3ufvO1GkhT73Z1WxVYW/vjjNT/XnlHgXHNuq4T3SM460PPtLcr90Weox7/Osf9Oza9/WxBRP08/tf1Kd2nqwvFZjWNyy527m727zjfnniVffpD0+u1ZUnLtAeW24eW+Wg//snPfJS4UkFConruJN7HMwOzrtoylBdv3zHos/53A0P6sYHXtK/HLmtjihzjJNyZbfvIXPH6rtHzwv1tb9z21O69I6ndf+XluZNa1xJ5R7Hwn6/uGdwKXUsKee5pcrnAy+s07Lv313wNZ69eH9N+eKqst+/J9/Thk2teujFt/MmaghLV5/7Z39+Tl++6TEdu8NEXXTY1lXznffEm+9/pH+77Sl9+cDZaipjivbHX36nfbax7IyQ2ZluS/nH2x9q0Tfu0MiBzbqvw8C+Nz34UvvkGz89eWGnyUAmDO2ru87t/bTt5crdH+9ZuadGt5QeK6i375Xdf7IzOWeXZR9Pp0zPXLx/4RcJKYZnL96/fayvUvv1Qy++pUMu+x999+i5eROnSNJZS6frrKXdG1/miMvv1v3Pr8ubbXLhRbfrtXc3FFy/Y1wfbmxtn63v/3xsbt7A3aU+S3ZG5M8unaGJw/rqwG3GFhzjp7uKve97GzZpqwtu7TKmMGTff/+tR2vVI//Q9z4+T2dc+7+d1svONBmFg7/3Jz285u28mTN7Ys26D7TzN/87bxbpQtuyWB2xkPUfteqPT6/VPnNG9ziunjj3Px/SDfev0eqL9is4jmEpT7/6rgb1bdSoMsY066iWz1+F9HjWucAp7n5Z9o67rzOzUyRVfaIJneUOYFhsQNVq1978NORWr7mDrJ6w46RwX7zGDGxu0Kd3i+YEiIxaKo7n7z9L6z9q7TRLS62ZPWZQkf4i8ahES/6z9pyukxdvUXRmSCTT5ys0oGlzQ7oiSaaSOhwgb/vsrvpwY+HZbqvd0P5N+vqhPWtFfsR243XnU2t12u7lnZ+z9ZpC55ds4vn0JVMrmtSpBbVy/t12wuD2i625iaZHv7qP+hWZCCgqHScF+u2ZO+uhF4tfeMqdETmJcgdl2GfOKN362Kt5j3d3UpfeaAsqFyF2UOhSd36n9W1KR55kkjIT9px/wOweJZkkafqonk32U2/K2bopy8lImFlaEjXWGlUj59Ky9HTmtVK2Hteirx4SX1fCslRu6AJJUnNjumYTkVnl/mj/1emL9dszY5gFIoivfQbHCn+nYZo+aqB+vmJH9Wsqfa1izy1HFlyene0sTict3qLsdbOzJ5U7q1pPVGIXSKWMJFOCbDu+vKvR/7Tn9ApHEo9sGZk+aqC2Hl96ltqkaenbqJ+evFAju3kVvdDseounDdeVJy7QWUtnFKwbjoioBWQ1q8ZaUKEZigc0N+TNftwbPT0PdSyPc8a2lJzBtF58Ougd8KUDejcTbk9l65flzLLZlXGD++qEHSd1OYu5tHnWxGqu1zakU+2zqKJyykk03SrpBjPb08z2kHSdpFsqGxYqZc7YzBggu87o/rTLlVZuXqPjD/OwEyJhnaxr0eC+TUqZtLLDtLO1qNxE5NwJgzVnbHw/WOLI512ybOtOU7xWyj8f1jlpe/T2E3T1SV1XVCJTZkVo8bTheu6SAzRpWOnxVHocSjXXylAV0inTOfvMLPhYjV8b6FKCP1pJvbmoNnxAs6aO6K+LlxW+eLbHlqPUmE4VrEfFeV6MWj3vX72R3W2SfOwJw9wJgzNdMnPqD1NGVK4u0VF2GIxJw/v16nXMTF89ZCvNHN11a57s/tBGnabuldN17jxJKyR9Wplj8e8l/aiSQaFysgM7TxgSXZPNcvU00x7W+W2rsS06efHkbrVySJqmhpSe/UZymzJXozjOw0cv7NlVxqYQxk+QpEsO3yaU1wlTb6/0hWHWmPAHAweShN8t3dOYTumOz+9ecr1qu75G4iI+PSljlMvu2XpcS6SJ3AO2GaMDtomybh+0aIrwHVGdSiaa3L1N0uXBH2pdAs7e2R+EM0YN1E5Th+m8fcNpfZNKmb5yUOUGYwa6UgtFs1LdVZGx1+yuB80EpPps+bb5+Fh/nz0KhVo0xXm8r4HTYWK19G3Q6+9tUP+mtN7/qLXLdavhAk21yz1cZ2+OHJjsbqmpDj1PUL+KJprM7AZ3P8rMHlGBM7u7V98laZStpst+cABrakjp2lMWxRsLEuP2z+1acApTbEalAYhfPZbD7A/aevzsUai2Fk1Rq/UxKcM0e2yLnln7vi44aI7O/cXDcYdTuwrsUtmLBEnf3TYPccIBu9511aLpM8H/A6MIBNGo1IxtUUr6ARrxmDaSGSRKKXXYqJWyScssVMKIgc1aW2Ra8DDV4947Y1RmRqv5E+OfRCCJaJmCrGxyoLmxdFf5Wjnnx6nw8TrZG659MPCY40D8iiaa3P2V4P/zkmRmg7paH7Wh2k4KPYmnyj5CLDh4l7ZVlQ9kWovfYU+uTlVzUpur2AgTe1PlLNhiqO46d4nGV+H4kklQb4fCLYb103NvfNB+v9jHr4XtcvqSqaG+3pBgltL+Zcwqi+IK7TpVXB0KFYOBI6vkUcTMVkj6mqT12lxGXNKUCsaFiqu+wh/FCf24RRP1H/e8UPk3QuwmRzijRxhqIelR6qhx3A6TdO4amtqjPkVVhOu17j5haO9mTKpVdfl9V7gs/e4zu2rDpq7HH6oV5+wT7izBK/ffUtNGDtCes0aWXLf6ay3xK3SBrgaqe72Src/W5bELecqZQuhsSXPcfQt3nxz8kWSqUUkY56A3P8jDGjgctafa9/la6MteKsSjtp+gG0/bKZpggDpF10+ELVVngzT1bUprcNByB/n6NTXohJ22qImLX9Wsnrdf9pPTognlJJqekfRBybVQEzYP0BZvHHGp5wM/qku9DAqJ8rErAOgoinNEwW4+dVRP5DzcM9Spu6deyhT7BbLK6YC7UtLdZnavpPZRLt39zIpFhYpJQtHvzWfIfe49K/fUom/c0dtwAACIbEDlevmxguik+GEYm1re9DUceqySvt1a+mbSC80N5bRnQZKVk2j6gaT/kvSIpLbKhoOo1GvT+9wT+uiWPho3uK9eemt9fAEBAa4AAbUtujGaisxjxDEEPVSo51yctcSoZ8ErVnaYjQ89Vc97zsr9Zmni0H7ae/bouENBzMpJNG1y989VPBJEopq7zpVbR+5NXToplYZq/P4AAJXH4R9hGzGwOe4QUIPIbZeWX1+vj6N3/+YGLd813NkQUZvKadP232a23MzGmNnQ7F/FI0NFJCXR0lM040S1SXrSsNorognf/IhQle/qqFFRnCNoDQdEh+KGelFOi6aPB/9X5ixzScw8V8Nq+cdVb5Jl9TazCjar9n2ePTNeVPxQK5KenEZ1YD9DKSQoAXSlZKLJ3SdHEQgiUsVd5+LEuRJRyxbB9u6ssUUCoJbU6xiLAAAkQWO6Pn54Fk00mdnO7v6nLh4fJGmiuz9akchQEU3pTNexphruQkZSCMnCDg0AQFa91vNuPG0nPfD8urjDQAgK7cNc5IckXXjQbO00bXjcYUSiqxZNh5vZtyTdIumvktZK6iNpmqQlkiZJ+nzFI0SoDtxmjJ569V2t2K06BmnLPejW+/hR3cEV7e6r3r2L7xJA+fixAkQk4orD/IlDNH/ikGjfFBVVqL7O7536duLi+uksVjTR5O6fNbMhko6QdKSkMZLWS3pC0g+6au2E6tWQTuncfbfMW7bD5OoY2z2KWeeAatHxx2JSd2t+FAPhokgBQHVLap0O6I4ux2hy93WSfhj8IYHuOneJhg1oijsMoI5RHQGSIKqBcUneIhrsaEBv5R6vKVGoN7U7UA9CMWFoP/VrKmfywepBk1P0BCd4AACq0+lLNg/pMLhvY4yRAL3X1YUHemagXpBoApBItXMeJwUGoHyM0YckSqc2/yRpSPPzBMlDa1TUm1iO5GZ2pJk9ZmZtZragw2MrzWy1mT1pZvvkLN83WLbazL4QfdSoFlwJAOKx6sxd4g4h0Ti2oSz8WEEE6vFH8TELJ+Td55CM3srvOpe5w7ke9aJknykz66fM7HIT3f0UM5suaaa7/6YX7/uopGWSftDhvWZLOlrSHEljJd1uZjOChy+TtJekNZL+YmY3u/vjvYgBVYbjbvnqsQKYXLWz588eOyjuEICqlU6FU5bHtvTRy29/GMprASjP0xftpzQZAISkqz2JIUBQL8oZnOcqSX+VtGNwf42k/yepx4kmd39CKth/9RBJ17v7Bkl/N7PVkhYGj61292eD510frEuiqQ5xeEYcBvYJdyyzpHZ/oXyiXvVpDKeR+O2f300fbWor+ngyjxzSLWftopfWrY87DNSpRrrroQKSerwGylHOUXWqu39L0kZJcvf1qtxviXGSXsy5vyZYVmw5kCif2XO6JOm4RRNjjgQdkUB/dlCLAAAelklEQVRJpsnD+0uSDtxmbMyRoJ5dfux8nbPPTElSv6YGDe5XfDZYT2iT1i1HD9Kes0bFHUbVievrTuhu1i00cEKPFdh3KFOoN+Vcov/IzPoqSMqa2VRJG0o9ycxulzS6wEPnu/tNxZ5WYJmrcEKsYHE1s+WSlkvSxIn8WK8l5U4NHdUU0nHYYfJQSdKeW1LZDlvV/zhL7m5d1cYO7qunL9pPDSF1e+qJKSP669m178f2/ghHbneIFbtO6dZz99t6TNjhAN2ydNZI3f7Ea/EFUO3n6JAdOnesfvXgy716jbBaUSJ8A5ozP7GbGgp8R9T3UCfKSTRdIOkWSRPM7BpJiyWdWOpJ7r60B/GskZQ7Et94SdmjcLHlHd/3CklXSNKCBQvq66yVUFuNG6RHX3on7jAisdO04XroK3urpV/9TO17z8o9tbG1eDeRpKqlOvW4wX318tvldWmpoY/VLu4uE9Q5kyH3Gsj8SUMq9j4rdpuqH971d0nSFsP66bk3PqjYe6F+XHbsfM380i3t9ycO6xdjNNWhkmPpfPvIbXXhwXN6fPH0qpO217QRA0KOKt+qM3fRC2++r1P/44GKvk8Snbfvlho1qI8O4CIC6ljJRJO732ZmD0hapEx9+DPu/nqF4rlZ0rVm9h1lBgOfLum+4H2nm9lkSS8pM2D4xysUA2JS7FTb3JAua72kqKckkySNbukTdwixqoUGenees3uvEkhfP2SO1m9s1cWr/hZaTEC1OW7RJH3pV49Kqux5aviA5vbbt5y1q7b88i1drA2UJ7euddVJ22vX6SNijCb5GtOpLrvIlrJk5sgQoyls9thBmj12kP79uO00fkjfir9fFJoiurDUv7lBpy+ZlresFi/EAb1RsrSZ2XxJkyS9okwroolmNtXMejwyrpkdZmZrlBlg/Ldmdqskuftjkm5QZpDvWySd7u6t7r5J0hmSbpX0hKQbgnVRR+YEM17Vwg/zSuNklRzZyvzes6u3u2RDOtWrVj+f2HELLd91aogRAdXnuEWTtDSGMYaO3YFhAhCuJTNHhjaLImrfvluN1lbjWuIOoyw3n7FYd527JO4wukTJQr0oJ1n0fUnzJT2sTNnYKrg9zMxOdfffd/dN3f2Xkn5Z5LGLJF1UYPkqSau6+16ofdmxdS48eI7mThic6DGaUD9GD+qjNevWa9sJLXrukgPiDicSS2eN0rsfbow7DCBRLjpsa1102NZxh4EEmDK8v2aOHhh3GECPbTN+cNwhAAiUk2h6TtInsy2IzGy2pHMkfV3SjZK6nWgCeiJl8Y+lgtrV2zGRwk5w/uAT2+nOp9ZqTEsymqMXMzinK+iPTlgQYyRA8nDdJfk8wjbM/3X27pG9F5LjiO3Gxx1C+WI8Zlb9pDRAyMpJNG2Z203N3R83s3nu/iwtSwDUghW7Tqm68QWGDWjWsvk1VDnrprkTButXpy+OOwwAQA3gJ3j0wtjmz1y8v+hl2T38fka9KCfR9KSZXS7p+uD+xyQ9ZWbNkugDgdBw3EUlDGhu0Mr9Z8UdBoC6wM9lICnqpV7am4/JWF716ZiFE/TMa+/HHQaqXDmJphMlnSbpLGWORX+SdLYySabqHm0NNSXKDP+SmbU9mwrNb4HkoDQnD1esAQBJ9Y1l28QdAmpAyUSTu6+X9K/BX0fvhR4RUGEPX7i3+jamS68IJMhPT16ox195J+4w0CWSEwAAJBlnetSLkokmM5su6RuSZkvqk13u7lMqGBfQLuyr/YP6NJZeCRVz9PYT4g6hW5LSeGzXGSO064zabskHAADQUyR5gOiU03XuKkkXSPo3ZbrKnSTKKWLBblfrnr14/5od86BW4waQXMZ5MfGScrGjlHr5nABQL8qZK76vu98hydz9eXe/UNIelQ0LQBKlUsbYJQASix/LQM94FY5WR20FYdpjy5FaOHmoPr/3jLhDASJRToumD80sJelpMztD0kuSRlY2LADoneqrsgKoF/xABQDkGtinUTes2DHuMIDIlNOi6SxJ/SSdKWk7ScdJOr6SQQHoGkmU8vGDD51QgAAAAICKKSfRtIW7v+fua9z9JHc/XNLESgcGZNEVAUAlkIQEAAAAwldOomllmcuAimJoHwAAAAA9wW8JIDpFx2gys/0k7S9pnJldmvPQIEmbKh0YAFQDGtQBKFfUxwt+NCUf5yAAQC3qajDwlyX9VdLBwf+sdyV9tpJBAUC14fccgHKRAAK6pxqHSWCWXADouaKJJnd/SNJDZvYf7k4LJlRENU5nCwAAAAAAeqarrnOPKGixWyij7+7bVC4sYDNSUQWwUQAAAAAAVairrnMHRhYFUAYaMANIJBLHAABUnPFrAohMV13nns/eNrNRkrYP7t7n7q9VOjAgCl6NgwIAqEsMB1L7OKcAAABIqVIrmNlRku6TdKSkoyTda2ZHVDowIEoM+Ihi+OEIoLuiOqVw5ko+zkHxoXwBQM911XUu63xJ22dbMZnZCEm3S/rPSgYGANWEZCQAAJVBOg0AkqVkiyZJqQ5d5d4o83kAAAAAAACoI+W0aLrFzG6VdF1w/2OSVlUuJKADmo134lz7AwAAAMpG43QgOiUTTe5+jpktk7SzMt2Vr3D3X1Y8MqADui4BCBPpWoSNfQroGa4pAkCyFE00mdn3JF3r7ne7+42SbowuLAAAKoScNSqMKbSBBKAYA0CPdTXW0tOS/tXMnjOzb5rZ3KiCAoBqwUVWANWKlr7JxzkoPpQuAOi5ookmd/+uu+8oaTdJb0q6ysyeMLOvmNmMyCIEgCpAhRMAgMpg7EkASJaSs8e5+/Pu/k13nyfp45IOk/RExSMDAlFUPbzGBgeosXABAACAWHHREIhOyUSTmTWa2UFmdo2k30l6StLhFY8M6KASJwe6HQAAAAAAEJ6uBgPfS9Ixkg6QdJ+k6yUtd/f3I4oNAACgZtDaFAAAoItEk6QvSrpW0tnu/mZE8QAAahg/tLuPTZZANJYFah6t3gGg54ommtx9SZSBAEA1InHSM9TPu49Nhu5in0k+zkEAgFpUcowmIG5UslANSJwAAFAh1PVQQbU26Q+QBCSaUDP4ob8Z50sAAACgfHSHBKJDogkAACAEXAMAAACIKdFkZt82s7+Z2cNm9kszG5zz2EozW21mT5rZPjnL9w2WrTazL8QRNwAAQClcMwdqH41fAKDn4mrRdJukrdx9G0lPSVopSWY2W9LRkuZI2lfS980sbWZpSZdJ2k/SbEnHBOsCAAAAAACgSsSSaHL337v7puDuPZLGB7cPkXS9u29w979LWi1pYfC32t2fdfePJF0frAsAFeV0hgFQpWhxUQ84BwG9RSkColcNYzSdLOl3we1xkl7MeWxNsKzY8k7MbLmZ3W9m969du7YC4SJq/NBHdeAXHQAAlUBND1GgJgdEp6FSL2xmt0saXeCh8939pmCd8yVtknRN9mkF1ncVTogVPCe5+xWSrpCkBQsWcN5KEOP00I4dGwCqD1NoAz1D2QGAZKlYosndl3b1uJmdIOlASXv65rPLGkkTclYbL+nl4Hax5QAAAFWDKbQBAEA9i2vWuX0lnSfpYHf/IOehmyUdbWbNZjZZ0nRJ90n6i6TpZjbZzJqUGTD85qjjBgAAAJB8pIsBoOcq1qKphO9JapZ0W3DV7x53P9XdHzOzGyQ9rkyXutPdvVWSzOwMSbdKSku60t0fiyd0AADCQ5cRAAAqh9MsEL1YEk3uPq2Lxy6SdFGB5askrapkXKhOnBwA1AO6W6G72GeSjzoQKqUuL3JwyAQiUw2zzqGOdeccR30asajDehgAAFGqx5xHtaB+DaASSDQBNagur0LFjIpYglB8UGEcLgAAQD0j0QQAqEskAwAAxdA1FQB6jkQTgESi0RcAlHbkduPjDgEAKos6IRA5Ek2oeiQM0CtckASAohrSVAUB1AeqhEB0qF0AAAAAVYhrbQCAWkSiCahBVDyjw7YGUK5abIHLMDSoBjVYdAAAXSDRBABl4LcYgHKRvAEAAPWMRBPqmtfi5WcAAABUFPliAOg5Ek2AmMIWAAAASCKncyYQORJNqHqcGgAAABAlrkEmDxeWgeiQaELN4NwAIIlIpicHV80Rtnrp4V8vnxMA6gWJJqAGUSGLDtsaUSGXnhxWQ99m7USKJCNJCwDJQqIJAMpAizoAAOoJJ34A6CkSTQAAAACARKJ1OhA9Ek2oes7ZAQAAAEAv0DodiA6JJtSMWhrzAgBQf7guAgAAQKIJAAAgVFw1R1ho1Q0AqEUkmoCaRMUzKsyEAyDJSIqhGpBPA4BkIdEEAGWg62a5+LUAAKh9JGGTg5oJED0STQCA0FE/BwAA1YS6CRAdEk2oGVxZAgBUM7r/AAAAkGgCAAAIFddFAABAPSPRBNQgrpoDAMLA+HPVjdM9AKAWkWgCgC6Q1EOlsY8BQPUhBZsczokWiByJJgAoA2OEodLYxwAAqBzjRAtEhkQTqh4XIQAAAAAAqA0kmlAzuAgBAKhmzog6QI/QtQkAkoVEEwAAQJi4MAIAAOoYiSbEiutXPcN2AwCEgdbC1Y2GPvGhbABAz5FoAgAAABAb8mmoJPYvIHokmlD1GPMCcWLvAwAAqH00UgOiQ6IJNcM4PXQybnDfuEOoG+x9AEqhmxMqZYfJQ+MOAQCAssWSaDKzr5vZw2b2oJn93szGBsvNzC41s9XB4/NznnOCmT0d/J0QR9xAtdlmfEvcIQAAOuDCCAAAqGdxtWj6trtv4+5zJf1G0leC5ftJmh78LZd0uSSZ2VBJF0jaQdJCSReY2ZDIowYAAAAAAEBRsSSa3P2dnLv9tXkYlEMk/dQz7pE02MzGSNpH0m3u/qa7r5N0m6R9Iw0aqCJ0zwB6juIDbEbbq+rGOJXxoWViclBvBqLXENcbm9lFko6X9LakJcHicZJezFltTbCs2PJCr7tcmdZQmjhxYrhBIxacHIpj6l2g5yg/AGpF0o9X1PUQhaSXI6CaVKxFk5ndbmaPFvg7RJLc/Xx3nyDpGklnZJ9W4KW8i+WdF7pf4e4L3H3BiBEjwvgoqBKcHBAHp/aLCqPFQnLwTQIAAFSwRZO7Ly1z1Wsl/VaZMZjWSJqQ89h4SS8Hy3fvsPwPvQ4SAMpkZDpRYXTTSA4OFwAAoJ7FNevc9Jy7B0v6W3D7ZknHB7PPLZL0tru/IulWSXub2ZBgEPC9g2UAAAAAEKqkJ4xpgQmgkuIao+kSM5spqU3S85JODZavkrS/pNWSPpB0kiS5+5tm9nVJfwnW+5q7vxltyAAAAADqQcLzTDmS/0npog5EL5ZEk7sfXmS5Szq9yGNXSrqyknGh/tTqaYcTJgAgDHQLrnKc7oEQcbwDohJL1zmgO6KoY9XqaYcxXbpA5RxAxFr6NkqSGtNUrxCupJ/vuYAGAMkSV9c5oNuSXcVCpfR2v2HSOQDl+tbh2+gXk9do/sTBcYcC1JQxLX0lSQsmDYk5EgBAGEg0AQAAhGBI/yZ9apcpcYcB1JxU0IVzuy1INAFAEtC2GwAAAACQTLROByJHogmoQXTnAgAAqBwGyk8evlIgOiSaUBV2mT686GNOVqU4TpgAACQWNSAAQC0i0YSawVUIAABQj5JeB2LWOQBIFhJNAAAAAGJnNNUGgEQg0QQAZUj61WTEh97BAABUUFCHa0hRmQOi0hB3AAAAgGQmAACVMGJAs85YMk2HzhsXdyhA3SDRhKrHxf7O2CaoVrTOAQAA1cTMdPY+M+MOA6grdJ1DDeFyf0dsEVQrpoUGagNFtbqRvAcA1CISTQAAAEAVS3pCkIQaACQLiSYA6AKVXwAAopH0hBoA1AsSTQBQBiq/AADUjwsPnhN3CABQs0g0AQAAAICkhlTmytLuM0fEHAkA1C5mnUOsdpo6TIfPH6+zlk4vvhJdlzpx+nMBAAAAAKoQiSbEqjGd0r8etW1Z69J1qTNm9gIA9IYxf2lVc662AQBqEF3nAAAAgCpGQhAAUEtINAEAgNB9dumMuEMAAABADEg0AUAX6LYA9Mxnuhp7DwAKoN0Watku04fHHQJQNUg0oertOWukJGlw38aYI0E9o9sCKuXMPTMJmeEDmmOOBAAA9NQPj1+gu7+wR9xhAFWBwcBR9b6w3yydsssUDeNHWLt95ozWsvnjdN6+W8YdCoBeOmrBBB21YELcYaBOrdhtStwhAEAi9GlMa+zgvnGHAVQFEk2oeumUaeSgPnGHUVX6NKb1naPmxh0GAKDGjeL8WtW2GT9Yg/o0tLd8BACgFpBoAgAAqDOThvXTqbtNjTsMlNDSt1EPX7hP3GEAANAtjNEEAABQZ+48Z4mOWTgx7jAASZJ79Uy8cdLiLSRJKWNsRgDoKRJNANCFIf2bJEnL5o+LORIAAJKtGnI7X9x/lp69eH+lU1UQDADUKLrOAUAXBvVp1N++vq+aG8jLAwCQdGZWFQkvAKhlJJoAoIQ+jem4Q0CIxg7ODH48pF9TzJEAAAAAyUOiCQBQV85aOkNbjW3R7jNHxB0K0CO/PmNn3fv3N+IOAwAAoCASTQCAutKYTmm/rcfEHQbQY1uPb9HW41viDgMAAKAgEk0AAAAAYnPsDpN079/f1EmLJ8cdCgAgBCSaAAAAAMRmSP8m/eyTO8QdBgAgJLFOo2RmZ5uZm9nw4L6Z2aVmttrMHjaz+TnrnmBmTwd/J8QXNZJk2sgBkqQmZhQDgJrVwDTkAAAAVSO2Fk1mNkHSXpJeyFm8n6Tpwd8Oki6XtIOZDZV0gaQFklzSX83sZndfF23USJrLjp2vB194S8MHNMcdCgAkRpTH1J8vX6TxQ/tF9n4AAADoWpxd5/5N0rmSbspZdoikn7q7S7rHzAab2RhJu0u6zd3flCQzu03SvpKuizZkJM2gPo3adQYzTwFAWP54zhIN6htd9WKHKcMiey8AAACUFkuiycwOlvSSuz9kltfcfZykF3PurwmWFVsOAACqyMRhtC4CAACoZxVLNJnZ7ZJGF3jofElflLR3oac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“text/plain”: [

“<Figure size 1440x432 with 1 Axes>”

]

}, “metadata”: {

“needs_background”: “light”

}, “output_type”: “display_data”

}

], “source”: [

“timestamps = spks / fsn”, “range_in_s = (155, 200)n”, “spikes_in_range = timestamps[(timestamps >= range_in_s[0]) & (timestamps <= range_in_s[1])]n”, “n”, “plot_analog_stream_channel(electrode_stream, 9, from_in_s=range_in_s[0], to_in_s=range_in_s[1], show=False)n”, “_ = plt.plot(spikes_in_range, [spike_threshold*1e6]*spikes_in_range.shape[0], ‘ro’, ms=2)n”, “plt.show()”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“## Spike Waveformsn”, “n”, “Having found the spike timestamps, we may now extract the spike waveforms. For this, we simply cut out a portion of the signal around each spike. Spikes too close to the start or end of the signal that a full cutout is not possible are ignored.”

]

}, {

“cell_type”: “code”, “execution_count”: 14, “metadata”: {}, “outputs”: [], “source”: [

“def extract_waveforms(signal, fs, spikes_idx, pre, post):n”, ” “””n”, ” Extract spike waveforms as signal cutouts around each spike index as a spikes x samples numpy arrayn”, ” n”, ” :param signal: The signal as a 1-dimensional numpy arrayn”, ” :param fs: The sampling frequency in Hzn”, ” :param spikes_idx: The sample index of all spikes as a 1-dim numpy arrayn”, ” :param pre: The duration of the cutout before the spike in secondsn”, ” :param post: The duration of the cutout after the spike in secondsn”, ” “””n”, ” cutouts = []n”, ” pre_idx = int(pre * fs)n”, ” post_idx = int(post * fs)n”, ” for index in spikes_idx:n”, ” if index-pre_idx >= 0 and index+post_idx <= signal.shape[0]:n”, ” cutout = signal[(index-pre_idx):(index+post_idx)]n”, ” cutouts.append(cutout)n”, ” return np.stack(cutouts)”

]

}, {

“cell_type”: “code”, “execution_count”: 15, “metadata”: {}, “outputs”: [

{

“name”: “stdout”, “output_type”: “stream”, “text”: [

“Cutout array shape: (2579, 75)n”

]

}

], “source”: [

“pre = 0.001 # 1 msn”, “post= 0.002 # 2 msn”, “cutouts = extract_waveforms(signal, fs, spks, pre, post)n”, “print(“Cutout array shape: ” + str(cutouts.shape)) # number of spikes x number of samples”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“Let’s plot an overlay of the extracted cutouts:”

]

}, {

“cell_type”: “code”, “execution_count”: 16, “metadata”: {}, “outputs”: [], “source”: [

“def plot_waveforms(cutouts, fs, pre, post, n=100, color=’k’, show=True):n”, ” “””n”, ” Plot an overlay of spike cutoutsn”, ” n”, ” :param cutouts: A spikes x samples array of cutoutsn”, ” :param fs: The sampling frequency in Hzn”, ” :param pre: The duration of the cutout before the spike in secondsn”, ” :param post: The duration of the cutout after the spike in secondsn”, ” :param n: The number of cutouts to plot, or None to plot all. Default: 100n”, ” :param color: The line color as a pyplot line/marker style. Default: ‘k’=blackn”, ” :param show: Set this to False to disable showing the plot. Default: Truen”, ” “””n”, ” if n is None:n”, ” n = cutouts.shape[0]n”, ” n = min(n, cutouts.shape[0])n”, ” time_in_us = np.arange(-pre*1000, post*1000, 1e3/fs)n”, ” if show:n”, ” _ = plt.figure(figsize=(12,6))n”, ” n”, ” for i in range(n):n”, ” _ = plt.plot(time_in_us, cutouts[i,]*1e6, color, linewidth=1, alpha=0.3)n”, ” _ = plt.xlabel(‘Time (%s)’ % ureg.ms)n”, ” _ = plt.ylabel(‘Voltage (%s)’ % ureg.uV)n”, ” _ = plt.title(‘Cutouts’)n”, ” n”, ” if show:n”, ” plt.show()”

]

}, {

“cell_type”: “code”, “execution_count”: 17, “metadata”: {}, “outputs”: [

{
“data”: {

“image/png”: 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xY5w/f57l5WVeeeUV3njjDS5cuEB/fz9er5etrS3u3r2Lz+djdXWVuro6yuWyLJwUQgixp1WrVW7evElPT8+H9rR4EUnALcQzFA6HaWtr05rWHDp0iM3NTZqamj72uQ6HA5/Px6VLl3A4HNhsNqLRKDabDb1ez8rKCgMDAzidTpqamhgdHeXYsWO4XC4+97nPsbm5STKZpK+vj7GxMYLBIPF4nJmZGRoaGqhUKkSj0efwLgghhBA7Y2xs7Il6WrxoJOAW4hkplUqsra0RCoWYmJjAarVisVjw+XxPfMrL5XKxuLhIMBgkGo2SzWZxOBx0dXVx4cIFvvjFL1IoFJidnaW/v5+GhgYAfD4fXV1dXL9+Hb/fT6lUIpfL4fF4WFtbo1gsYrPZWF5e3sm3QAghhNgxmUyG5eVlBgYGdnsoT00CbiGekcXFRfx+P2azmVu3bjEwMEA0GqW+vv6J97G6uorVakWv17O0tEQmk6G3t5fLly/T1NREJpPBarVit9tpaWnRnqfX63nttdeYm5ujUCiwb98+Ll68yOHDh3E4HIyPj2M2m0mlUuTz+Z14+UIIIcSO2tjYwO/3YzQad3soT00CbiGeAVVVtcWS2WyWubk5jh49ysbGhjYL/XHy+TzT09O0tbURjUbJ5XJUKhV0Oh1ra2s0NTUxMzPDiRMnMJvNjzx///79eL1eZmZmaG1tJZFIEA6H+dmf/VnC4TCVSgWDwSB53EIIIfakjY2Np5rEepFIwC3EMxCNRtHr9dTV1XH79m3a2trQ6XRUKhWcTucT7WNlZYVEIkF/fz9Wq5Xx8XG8Xi9jY2M0NzezurpKS0sLg4ODVKvVRyqO1NXV0d3dTSwWI51O43A4GBoawmg04vV6KRaLqKpKPB7fibdACCGE2DGqqrK5uSkBtxA/zWqz26qqcvfuXY4ePfrU6STz8/NkMhlaWlpobGxkbm6O5uZmpqenAQgEAnR3d6MoCsFg8JF28F6vF5/Ph8/nY3p6GpfLhaqqTExMUF9fj6Io0uJdCCHEnrS1tYXZbMZisez2UD4RCbiF+JTy+Tybm5s0NzezsrJCNptl//79T5VOks1mmZ2dxePxUCgUaGxspFQqUSwWWVpaIpfL8aUvfYlEIgFAY2Mjq6urD+3Dbrdjs9nw+XyoqopOpyOdTrO2tobL5aJSqaCqKrFYjEql8szfByGEEGKnRKPRJ/5OfRFJwC3EpzQ/P09zczMGg4Fbt26xf/9+jEbjU81wLy8vE4/HtUA9mUzS0NDA1tYW6+vr/PzP/zytra3EYjFUVaWuro58Pk82m9X2oSgKPp+PYDCI3W5nZWWFdDpNQ0MDmUyGTCaDXq9Hp9OxtbW1U2+HEEII8cw97VnjF40E3EJ8CtVqlYWFBdrb28lkMoTDYY4cOUIqlcJoNGK1Wp9oP/Pz81qQ3dDQwN27d7UOkcVikZ6eHiwWC0ajkVQqhaIoNDY2PjatxOFw0NraSj6fJ5VKae3c8/m8LJwUQgix51SrVeLxOD6fb7eH8olJwC3Ep1BrTON0OpmensZsNtPU1PRU6STJZJK5uTkaGxtJp9O0tLQwNjZGZ2cnyWQSv99PJpMB7tfb3tzcBB6fVuL1etHpdNqYisUi9+7do76+Hr1eTzabRVEUWTgphBBiz4jH4zgcjj1ZDrBGAm4hPoVIJEIgEKBSqTA8PExvby9Go/GpAu5adZL29nbK5TLpdJpyuYzL5WJlZYXBwUEikQjwcMDd0NBAKpWiUCho+/J4PKTTaRobG2lsbMRoNDIzM4PFYqFarWI0GikUCjLDLYQQYs/Yy+UAa3Yt4FYUJaQoyruKoowpijKqKMq/3t5epyjKDxRFmdr+6d3eriiK8n8oijKtKMqQoijHdmvsQtSsr6/j9/tZXl6mVCrR2dn51Ke+FhYWSCQSuN1uWltbuXPnjpYukkqlOHfunBZk+3w+LVjW6XQ0NDRowTiAyWTCbDbjcrnw+/1aGcCtrS1sNhsAiUQCnU6nzZoLIYQQL7K9XA6wZjdnuMvAv1VVtQ94BfhdRVH6gf8O+JGqqt3Aj7ZvA3wO6N6+/Bbwfz//IQvxE5lMhmq1isvlYnp6GovFQiAQeKpTX6VSicnJSVpaWkilUjQ2NjI2NkZHRwfz8/PY7XYOHDhAtVoll8tpXSjT6TQAwWDwkbQSj8eDyWTCYDBgs9loaGhgeHgYi8VCPp+nXC5jtVplllsIIcQLr1wuk0wmqaur2+2hfCq7FnCrqrqqquqt7espYAxoBn4B+Ivth/0F8Ivb138B+H/U+64CHkVRgs952EJoIpEIfr+feDzO+vo6+/bte+p0kng8TiQSIRgMUldXRywWI5vN4vV6WVlZob29HYvFQl1d3UOz3NFoFAC/308sFqNcLmv79Hq95HI5XC4XLS0tOBwOFhYWtFKBxWIRg8EgedxCCCFeeJubm3g8HvR6/W4P5VN5IXK4FUVpB44CPwYCqqquwv2gHPBvP6wZWHzgaUvb2z64r99SFOWGoig3NjY2dnLY4qdcLZ0kHA5jNBppbr7/5/g0pYs2NzdJJpOYzWZaW1uZmprCaDSi1+tZXFzkxIkTwMO52w9eNxgM1NXVPZRW4vV6icfjBINB/H4/6XRaq8FtNptJp9NSqUQIIcSesNfLAdYYdnsAiqI4gP8P+D1VVZOKonzoQx+zTX1kg6r+CfAnACdOnHjkfiGehUqlQjwe59ChQ9y4cQOj0UggEKBUKpFKpZ741Nf09DRWqxWDwYDT6WRhYQG3200ymSSRSDA4OAjcD7LD4bB2fWxsTNtHMBgkEoloAb/L5SKTydDQ0MDk5CR1dXVMTU1RqVS0GYJMJkMul6NUKu3pVd9CiKeXz+eJxWLEYjESiYR29uvjLoqiPPanTqdDr9d/6MVkMsnnjPjEotEohw8f3u1hfGq7GnArimLkfrD916qqfn17c0RRlKCqqqvbKSPr29uXgNADT28BVp7faIX4iWg0itvtJh6Pa63WDQYDa2trWmm+j1OtVpmamsLlchEKhVhZWaFYLOLxeIhGo7hcLpqamgBwOp0UCgUKhQI2mw1FUchkMtjtdjweDzMzM9p+dTodLpeLYrGIzWajtbWVy5cvk8vlqFQqmM1mNjY2aGpqIpFI7OnOXUKIj6aqKul0WguwY7EYpVKJuro66urq6OvrQ6/XU61WH7pUKhXtuqqqj1yv3a+qKpVKRbtdu/7gpVAoYLFY8Pl82mWvtucWz1ehUCCbzeLxeHZ7KJ/argXcyv2p7D8DxlRV/cMH7voW8C+B/3X75zcf2P6vFEX5GnAa2KqlngjxvNXSSaLRKKVSSQuMn+bUVzKZZGtrC4/HQ0tLC9evXyeXy+H1ehkfH9dywuF+F8lajncwGKS+vp7NzU3sdjsOh4NsNku1WtUCfY/Ho6WVVCoVjEYjiUQCv9+PTqdjc3OT3t5eYrGYBNxCvKQWFhYYGxvDaDTi9Xrx+Xx0d3djt9v5iLPJz5yqqiSTSTY3N1lZWWFkZASDwaAF3/X19U/cJEz8dNnc3MTn8z3Xv9edspsz3K8B/wIYVhTlzva2/577gfbfKIrym8AC8KXt+74D/DNgGsgC/9XzHa4QP7G+vs7JkyeZmppCVVUCgQBwv1bosWNPVrEyHo8Tj8fp6emhXC6TzWapVCrodDoWFxd5++23H3p8beFkMBjUFk62trai0+lwOBykUincbjdwP497dXWV3t5epqencblcWlklh8NBIpHAaDRKHrcQL6F8Ps/Q0BD5fJ7BwUFcLteujkdRFNxuN263m87OTm3WfXNzk/X1de7du4fP56Onpwen07mrYxUvlpeh/nbNrgXcqqpe5vF52QCfeczjVeB3d3RQQjyBdDpNtVpFr9cTj8fp7u5Gr9eTz+cpFApP/OW2uLhIoVCgp6eHpaUljEYj5XIZk8lEIpHg9OnTDz3e5/MxNDSkXZ+YmNDuczqdJJPJhwLue/fu4XA4tCon09PTVCoVbDYby8vL6PV6LX/zZZg9EELA8vIyo6OjtLW1ceLEiSdKb3veFEXB6XTidDppb2+nUqkQDoe5cuUK9fX19PT0YLfbd3uY4gUQjUbp6OjY7WE8E7u+aFKIvaaWTvJgx0f4STrJkwavY2NjeDwebVFjPp/H4XAQiURwuVwEgw9XvXS73WSzWUqlkvZlVMvjdrlcJJNJ7bE2m41qtUo+nycYDGK32ykUCuj1egwGA8VikXQ6jcViIZVK7foMmBDi0ykWiwwPD5NMJjl16tSeynnV6/Xs27ePtrY25ubmuHz5Mo2Njezfv19STX6K1c76vizfTy/eoa8QL7gH87dVVdUC7qepv53L5VhbW8Nut/P+++8zPT3NzMwMVquVubk5enp6Hqk5qtPp8Hg8WhrIg+UBXS4XqVTqocfXygM2NjZiMpkol8taEG40GolEIlpeuBBi71pbW+PixYtYrVbOnj27p4LtBxkMBrq7u3njjTcwm81cvHiR4eFh8vn8bg9N7IKXpRxgjQTcQjyFWjnA+vp6FhcXcbvd2mzz03w4xGIx4vE41WoVo9FIT08Po6OjrK+vMzU1pdXf/qAHW7s/GHDXUkoeVAu43W43FosFk8lENpslk8ngcDhYXl7G6/VKwC3EHlUqlbhz5w6jo6McP36c/v7+Pd8cBMBoNNLb28sbb7yBXq/nwoULjI2NUSqVdnto4jmSgFuIn2K1coD5fJ5UKkUodL9SZTqdRlGUJ847jEQirK2tUV9fj91up7GxkebmZhobG1lcXMRisZDL5R553gc7TtauW61WqtUqxWJRe6zH4yGRSKAoCj6fT6tmsrGxQUtLC9FoFJvNJh0nhdiDlpeXuXDhAnq9nnPnzu1Y2+tSqUQulyOXy5HP5x+5FAoFKpXKjvxuk8lEf38/58+fp1gs8u677zI3N0e1Wt2R3ydeLC9bwC053EI8hQfTSRRF0T4MniadBGB0dJR0Os3g4CDT09PMzc1ppbo6OjpoaWnh4sWLtLW10dXVpZUH9Hq9JJNJKpUKDoeDarVKLpfDarVqs9y1MdUCblVV8fl8WK1WKpUK6XQar9erlRIslUrk83mpiyvEM1SpVNja2kJRFG3thMFg0JrBfFKZTIbh4WEKhQInTpzA6/V+4n0Vi0USiQT5fF77HCgWixQKBfL5vHbQbzA8Gircr2NwX6lUwmKxaAshHQ4HTqdT+8ypVqs4HI5PPE6LxcKRI0dIJpOMjY0xNzdHX1/fI+tcxMsjlUqh1+ux2Wy7PZRnRgJuIZ5CrRzg+Pg4qqpqwW00GtVqcX+ccrnM+++/T3NzM8vLyyQSCX784x/T1tbG5OQkBw4coL+/n87OTiYnJ3nnnXc4duwYDQ0N6PV6XC6XltZSm+VuaWnRFk7WxmQ0GrFaraRSKerr67WUErvdjtlsJpPJkEwmH2oFL4T45HK5HJFIhPX1dTY3N3E4HCiKQrlcplwuU6lUKJfLqKqqBeF2ux2n04nL5cLlcuF0Oh8b4FarVe3gvLu7m+bmZpaWlpidncVsNn/opValJJ/Ps7W1RTQaZXFxkeXlZe3slslkwmAwYDQatQOD2tgsFstDBwwPHjjUrhcKBSKRCFNTU2xsbLC5uUkikdCCJqPRqNUA7+rqoq2tjUAggMlkeqr31+Vycfr0aTY2Nrh37x4zMzP09/fv2Oy+2D0vUznAGgm4hXhCtXKATqeT+fl5AoEAZrMZVVXZ3Nx84tazIyMjRKNR9u/fz/r6Oj09Pdy6dYtMJsP8/Dxf/vKXgfuzOocPH8bv9zM2NqbNoNeC7FrAHY1GtYA7kUg89LtqwXRdXR0Oh4P19XWampooFovodDrtQ00CbiGeXrVaJR6Pa0F2oVDA7/fT0tLC0aNHP7Sdea0jY7lcJp1Ok0qliMfjzM/Pk06nMZvN2Gw2SqUS1WqVZDLJ/Pw8DoeDhoYG3n33XSKRCCaTCbPZTLVapVwuUywWKRaLlEolMpkMiUSCbDYLoAXHcP/sV60uttVqxePx4PP5sNlsGI1GLfDW6/XodDqMRiNmsxmLxUK1WiWVSrGxsaEF17XPxbq6Ojo6OrSDB5fLhaqqpFIp7t27x9jYGD/84Q/J5/OYzWaCwYMoiSYAACAASURBVCChUIhQKER9fT1OpxO73f6xpQwbGho4e/Ysy8vL3Lp1C4/HQ1dXF263W0qcviSi0SjNzc27PYxnSgJuIZ5QLZ0kmUySy+U4cOAAAIlEAqvVitls/th9ZLNZrl69SiqVorW1lVwux+zsLIlEgvb2dpaWlh4J3AOBAPfu3SMWi1FXV4fP59NauT943el0srCw8NBzawF3e3s7brf7oS9wn89HOBymu7ub8fHxZ/EWCfFTIZ1OEw6HWVpawmazEQgEOHLkCB6P54kCPp1OpwWyVqtVO5iuVqusr68zMzPD3NwcpVKJpaUlVlfvN1VOpVIUCgWcTid+v18L6Gtt1+F+mkg8HtfSyWpBs16vx+/3093dTSgUwmazaXX64/E4GxsbFItFXC4XJpMJq9WKoigUi0XW1tZYWVkhEomQz+exWq0Eg0FaWlo4ceIEPp9PC9Af9/q9Xi+tra289dZbxGIx1tbWmJmZIRKJMDc3x/j4OC0tLfh8PgqFgpaSUpv5r6WnPLhvRVFoaWkhGAwyNzfH7du3KZVKBAIB/H4/DQ0Njz1TIF58qqoSi8U4cuTIbg/lmZK/RiGe0Pr6Om1tbUSjUYCH0kme5NSXqqpcv36dubk5DAYDDoeDdDpNc3MzHR0dbG1tUSqVWFlZIRQKaV8utbzu2dlZ6urq8Hq9JBIJLS+yXC6Tz+e10oAPNrLxeDxafrjRaNTytJeWlmhvb2d2dhaPx0MymXyoNbwQ4mGqqrKxscHc3BxbW1u0trZy7ty5R+pEl0olEokE8XicVCqF1WrVAkiHw/HIrHctuFheXmZ1dRWDwUA6nSabzTI3N4fJZKK7u5vOzk56e3tpa2vDZDJp6y8ymQzRaJTV1VUWFhZQVVWrfFSbOa51dpydnWV6eprFxUUtkIX7AbvBYCCTybC2tkYqldJm2p1OJ4FAgK6uLk6dOqXV+E+n06TTaWZmZhgdHdXKjtZSTT6Yt157rbXc7/r6emw2G7FYjEgkwo0bN3A4HAwODtLS0oLRaCSdTjM3N0cqlaJYLGKxWLBarY9cAoEAnZ2d5HI51tfXmZ+f586dO3i9Xvx+P4FAQBrp7CFPM4m1l0jALcQTqJUDPH78ONeuXUOn0+Hz+YD7uWZdXV0fu4+xsTGt3bLJZMLn83H48GEuXLhAW1sb4XCY48ePc/XqVfL5POfPn9eeGwqFmJiY0BZI2mw2tra28Hq9WopJc3MzZrNZy9OG+zmPtVPKtVxRvV7P8vIyx44d4+7du+TzeWw2G+l0+qVpMCDEs1Iul1lcXNQOlDs6Ojh58iQ6nQ5VVUkmk8Tjce2Sz+fxeDx4PB4aGxvJ5XJsbm4yPz9PKpXCaDRqqRObm5tEo1FtxntjY4NIJILdbsdut/Pqq6/S19dHKBTCaDRqCzETiQSJRIJYLMbGxgaqqqLT6eju7qa1tZVAIPDQwkxFUXC5XAwMDDAwMKClr9UCb6/Xi8PhwG6343A40Ov1VKtVEokEGxsbLC8vazPPH7U4XFVVLVXmwUulUkFRlIcmER68raoqiUSC27dv88Mf/pDvfe97+Hw+mpubCYVCdHR00NTUhKqqWsWUXC5HIpFgdXWVbDZLLpfD4XDgdru1ALxYLLK5uamdBbTZbNrn5weDdpkNf3G8bNVJauQvTOx5tRne2sr62s98Pk+lUuHgwYOfultZrRygXq9nYWGBUCiEXq+nUqmQSCQ+dtHO2toa3/rWtzhw4AAXLlzQqgvY7XZWV1cZHBzk+vXr/PIv/zLHjx/nq1/9Kslkks9//vPaTFEoFCIcDtPX16cF2bWAu5bvVls4WQu4FUXB7XZrY6xVDchkMtTV1ZHNZkkmk9hsNrLZrATcQnA/LWN8fJxwOEwymSQUCnHw4EH8fj8AW1tbzM3Nsbq6quVAe71eOjs7cTqdj02rUFWVfD7P5uYmy8vL/OhHP2Jzc5NsNks8HsdgMODz+bBYLKiqit/v1zraLi8vk8vlKBaL2Gw2KpUKhUKBYrGo5UAHg8EnXoRot9vp7++nt7eX9fV1tra2iEQipFIpMpkMFosFh8OhzcwfOnSIeDzO3bt3MZlMdHV1EQwGH3mdiqI8lCv+NHw+H/v27eMLX/gCw8PDLC8vawvEv/e971Eqldi3bx+HDx+mubn5kTMFtVS5ra0ttra2WFpa0s4w1NXVYbfb8Xq9WpnDWrBeC971er2WslfLJ5d88N0RjUbp7Ozc7WE8cxJwiz0rGo1y48YNVFXVFvQ8+LOWYnH9+nVee+21T1WKq5a/nUgkKBaLWkWSWCyG2+3+yC+YeDzOX//1X9PR0aGdKjt16hSxWAyfz0c2m8XhcLC1tcXhw4cJBoP89m//Nn/5l3/JV7/6VQ4cOEBDQwMdHR1cunSJ/fv34/P5WFxcBO63fF9aWgJ+0gDnwQWQtRSU+vp6rZV77cuqXC4TjUaxWq2PrfstxMuutggwkUiwvLzMxMQEi4uLBAIBbXa1XC5z7do1bbFgrbRmXV0diqIQiUSIRCLaPmtpE7XUi2QySSaT0VI7ZmZmMBgMOJ1Ompqa6OrqIp1OYzKZaGho0BZMTk5OAmgHyclkknK5TH19Pc3NzbS1teHxeLQ6/E9Lp9PR2NhIY2PjQ2PPZrPaYs5YLKbV4K7lc9++fRudTkdnZydtbW24XC58Pt8zSdswm82cOHGCpqYmRkZG6Onp4Qtf+AKRSIQ7d+7w7W9/G4PBQG9vL729vfj9fi1PvXZmoebB939tbY35+XlaW1vp6Oh4pAxq7WCodjaiUCjg8/kkAH/OapNYtTPILxMJuMWelMlkuHXrFidOnPjYU0+5XI7h4WEGBgY+8e+rlQNcW1sDeKj+9kf9/lKpxN/+7d9iMBhobm4ml8uhKAqNjY1sbm5qTW4WFxdxOByEQiHttHFvby9f/epX+cEPfkBLSwsHDhzAbrczOztLa2srd+/eRVVVnE4n6XQauJ9Csry8/NAYvF4vi4uLNDQ0YDQaWV9fp66ujo2NDRobG5menubIkSNa6okQL4tKpaJV7qjNCD94vTYjmsvlyGQy6PV6Dh48yOc//3ktDzsSiTA5Ocnc3Jy2YNDn8xGPx7XnWq1WLSfaaDRSLpe1ILW2ONFutzM5Ocni4iI9PT20tLTgcDjY2NjA7XYzMDCAw+FAVVWq1aqW75xIJKhUKgQCAerq6rSSnqlUilQqxfT0tHa9Wq1it9ux2WwP/XS73Xg8HpxO50eu0yiXyxQKBQqFgpYLXisNWAs229vbKRaLrK+vMzs7y+joKHV1dbhcLux2O01NTTQ0NGgH+J9UU1MT9fX1jIyMcOnSJfr6+vj85z+vLTQfGhpifHwcm81Gf38/zc3NeDyeh+o263Q6rVpKS0uLlhd/4cIF/H4/nZ2dWoBusVhobm7WKmN8MAAvFot0dnayb98+Weuyg+Lx+IeWxtzrXr5XJF56pVKJH//4x/T29j5RnteRI0e4fPky4XCY9vb2p/59tXKALpeLW7duYTabtQ/paDTKwYMHP/S509PTjIyM8OUvf5nTp0/zp3/6p9oCxvr6ei5evEhrayvj4+OEQiHu3LlDJBJBp9OxtbXF22+/zcbGhjYbNj4+ztDQEJ/73OdIp9NsbW3h8XjQ6/XawskPVhzxeDwMDw9ri61KpRIul4v5+Xna2tqYm5tjcHBQOk6KPeXBoPbBTogPXq9Wq5hMJq183oM/aw1pdDqdlpJRqVRYWVnhwoULpFIpVldXKZVKdHV18eabb2ol7xRFQVVVLZ96aWlJW/SYz+e1mevaAfDExATz8/NYrVZOnjyJ1+vFZDKh0+no7e3V/i9jsdgj+c96vR6TyaTVzq69HpPJpDWb0el0KIpCqVQim81qM9Tr6+tkMhltEWYtJaWWq10LkmvVSHQ6nfYePfh+1QLMWtUTi8VCa2srra2tJJNJJicnWVtbw+l0EolEKJVKFAoFXC6XFsS2tbU99Qy4yWTi2LFj2kHP+Pg4XV1d9Pf3c+DAATY2NpiammJkZITp6WlcLpfWq6B2kOF2u7XXaLPZOHDgAPv37yccDnP16lXMZjOtra14vV7tYOzB9MRCoUC1WiWTyfDOO+9oKYH79++XhZg7oHbm92UkAbfYU6rVKjdu3CAQCNDa2vpEz9Hr9Zw8eZLLly/jcrmeuklCLZ2kUqmwsLBAd3e39uWWyWQeOoX5Qd/61rcolUpsbW1x6dIlrl69SigUYnl5me7ububn52lqamJoaIjXX39dm+GKRqO8+uqrNDc3s7i4yPe//31effVV+vv7+drXvqblfn7jG9/g6NGjKIqiNbip5a7XUmisVivlchmr1arlg9tsNhYXFzl37hx3797FaDTKDLd4YdX+hxKJhPazUChoC95q1Su8Xi/BYFDb9rg62KqqMjs7y+zsLE1NTfj9fmKxGENDQ1SrVTY3N0mn0/h8Pr70pS/R2dmp7adWRahWd9tiseDxeGhqaqKvrw+Xy4XRaGR5eZnLly9z8+ZNzGYzer2ez372s7S0tGizyJVK5aEqDHa7/aFg2mQyYTQaH7r9aWZWVVWlXC6ztbWlzc7XLh6Ph/7+fkKh0CeaWTx16hTRaJR79+5RrVa1g/tIJMLS0hLvvfcem5ub2oFIW1sboVAIr9f7RJUoAoEAgUCAaDTK9PQ0ExMTWjqL3+/nxIkTTE9Ps7S0pJUXTKfTrK2tMTExQaFQwGKxaAs6K5WKttA0EokwNDSEqqr09/dr/RVcLpd24FH7W0qn00xPT3Pt2jUuX75MKBSiqakJr9erpRjJ7PenE4vFPtHE2F4gAbfYU0ZGRtDpdPT39z/V82w2G0ePHuXmzZucOXPmqU511soBxuNxKpWKlh8djUbxer0f+gG7urrK1atX+b3f+z0GBweZmJjQOjtevXqVpaUlbty4wdGjRzGZTHz2s58lHA7j9/v5mZ/5Ge1LvrGxEbvdztjYGJ/97Gf54he/yIULF2hvb9dOG8/OztLW1kZDQwMOh4NUKvXQgYDdbqdarWoVEnQ6HdFoVKuiUKlUJOAWL4x8Ps/KyopWjSOfz2szlo2NjfT09Gizlk8jnU5z584dqtUqdXV1LC8vYzAYKJVKbG5uUigUaG5u5q233qKpqQlFUchkMiwuLhKJRLTc0lqZvGKxqM0oh8NhEokE09PTrK+v097eTltbG1tbWwwODhIMBrFYLNrlw5ri7BRFUbQzaw+eGazV/l5cXGRiYoLGxkZCodBTzzLW19dz5swZVlZWGB8fx+Fw0NfXx7FjxwC0muLhcJixsTEuX76MTqfD6/USCoVobGzUqrc8rnxi7XfU19dr7/PU1BQdHR10dHRw4MABOjo6GB8fZ3h4mJ6eHo4dO6ZNjuTz+YfKFX7wc7sWeOt0Orq6uh574OH1ejl58iTHjx8nHA4zOjpKLpfDYrFoNcr379//UFlX8eRqKVQva+dQCbjFnjE3N0csFuP111//RB9mtYWHtUWUTzIT8WA5wJmZmUfauX9Uiayvfe1r+Hw+zpw5g06nI5vNYrPZOHfuHKlUivHxcW0hTq2k2LFjxx75ojMajezbt087bd3b28v8/Dx2u53333+f3/qt3yIUCjE8PMz+/fu1hZMfDLiz2azWCKd2urRW8aBW17tcLr+UuXNibyiXy0xPTxMOh7Vc4O7ubq1F+ielqiozMzPMzMxQX1/PxsYGuVwOnU7H8vIyqqrS2dlJf38/9fX1lEolbca01gymlqedTqeZnJykUqloAaLZbCaXyxGPxzl58iRtbW3cu3cPo9HI0aNHX+h6wg8unCwUCiwvLzM8PEylUtEqoDxplSdFUWhubiYYDBIOh7ly5QqBQICenh6sVqsWHNcWay8sLDA5Ock//dM/kcvlsNls2tkKt9utzRx7PB6CwaD2mebxeDhx4oQ24/yjH/2I+vp6HA4H9fX1eDweZmZmmJ2dpa+vj0Ag8LEHOIFAgPPnzzM6OsrFixc5cuTIh6Ys1haMNjc3MzY2RiQSoa+vD6vVysTEBDMzM/T29kr33qeUSqW0szkvI/lmFXvC+vo6U1NTvP76658qIOzq6iKRSDA8PPxEXaxq5QCNRqNWs9bhcGj31WZvPmhmZobr16/z67/+61pgPzExgdlsxmg0sra2Rjgc5vTp04yMjFBXV8fx48fxer2P3V9TUxPxeJzJyUmtUU6tTNalS5cIBAJcuXKFRCKhlQZ8kN1uJ5PJ4PP5WFlZ0RZYxWIxAoEAMzMzUhpQ7JpqtaoFX36/n/Pnz3+qBXcPSiaT3LlzB51Oh8Fg4NatW1oeMsDBgwfp7u7G5XJRKBQYGRlhZGQEg8GgnRnKZrMYjUZsNhttbW1aS3RVVVleXmZ8fBy3281bb73FxsYGN27c0JrU7CVms5nOzk46OztJJBIsLi7y3nvvUV9fT29v7xPnLNcC0lAoxPj4ON/4xjcwGAxYrVZMJhPlclnrIvnaa6/x1ltvkc1mWVtb09J1IpEIGxsbKIpCtVqlUqngdrvZv38/fX19+P1+HA4HAwMD2gLHbDZLLBYjk8lQKpXY2Njgzp07OJ1Oent7tTOSiqI88rO2TubQoUNsbm5y+/ZtAoEA/f39H/qdYzabGRgYIB6PMzIygtls1ipQjY2NMT09TV9f30tZU3onxOPxl3Z2GyTgFntAKpXi9u3bnDx58qEV6J/UwMAAly9f1hYNfpRIJILf76dcLj/Udr02Q/y44DSbzfLd734Xt9vN4OAgcD+gGB0dpb29nStXrtDa2kq5XNYaXRw7doy///u/580339QqETwoEAgwNDSE2WxmZWWF9vZ2rWGO2+1mYmICj8fD0NCQVlv3QXa7XVuMUsutrK+vZ2ZmhtbWVubm5jhx4gS5XE4CbvFcra2tMTY2hsVi4ZVXXnlmf3/VapXp6WntzNTdu3cpFovaDGxnZyetra1YLBZWV1d57733mJycxGKx0Nvbq6VVuFyuxwZcyWSS27dvo9frOXbsGBaLhTt37qCqKq+//vqeX1BXK7HX39/P7Owsly9fpqmpif3793/kjH21WtVaxddKKNY+72qlBkOhEC0tLY806Hnw87gWREejUTY2Ntja2iKfz3Pnzh1++MMf4vF46O7upq+vj46ODq26yINqv3NyclKrNFNr/W42m7VqMLWze7Ozs6TTaa2yy+LiItPT07zyyitaKdjH8Xq9vPbaa1pFlVOnTnH27FlWVlYYGhrCZrPR29v7ket9xMu9YBIk4BYvuGKxyLVr1+jv739mR74Gg0FbROl0Oj90v6qqEolEGBwcZHNzk2q1qtWrrXXC+uBpblVVuXHjBisrKwwMDGgz1ltbW6yvr+N2uykWi+zfv58/+IM/oKurC7fbza/8yq8wMTHBjRs3tIVStUU4dXV1OJ1O6uvrMRqNTE5Ocv78efx+P5lMhmw2y759+1hZWQHuf2g9boZ7cXFRO3golUrU1dURDoc5fPgw3/nOdzh79qzkcYvnJpFIcO/ePYrFIgcOHNCayjyrfV+9epX5+XnC4TCZTIYjR45obcOdTierq6tcv36d4eFhMpkMvb29fOlLXyIYDH7sWbSVlRWGh4e1hYYLCwtcv36drq4uOjs7X6r8Xb1eT3d3N21tbUxNTfHuu+/S0dHBvn37MBgMWrWWWtfLWCymdaTs7+9/ZJ1LqVTS2tAPDQ0RCARoamrC7XY/dFbjcWX64vE4sViMaDTK7Owsk5OTXLlyhWq1Snd3N93d3dTX12trW2w2G06nk1OnTnHq1Cni8ThLS0usrKzgdDppaWmhsbFRW1BaG2et7KLFYmFhYYE///M/p76+nrNnz7J///7HpiPqdDoOHz5MOBzmn/7pnzh27Jh2cLe4uMj169dxu910dHQ89rtD3J/hfpKuzXuVBNzihVWtVrl+/TpNTU2EQqFnum+73c7AwAA3b97k7Nmzj52x2draQq/X43A4CIfDAA/lbz/uNOHk5KS2+OrMmTPa9pmZGZaWljh79iwGg4G/+qu/QqfTcejQIYaHhzl8+DCdnZ3cuHGD8+fPk8/nicVixGIxpqamtOoLtbJgKysrdHZ2cvnyZfL5PGfOnOG73/0uwWCQ2dlZisUi+Xxe+wKrpZTU19drFUycTiczMzN88YtfJJFIoCiKNL8RO05VVe7du8fKygo9PT3PdIFZsVjkypUrXLx4kWg0il6vZ3BwkM985jPazNn6+jpXr15lcXERs9nMuXPn6OnpeaJFjKqqMjExwdLSEq+88gpms5lr166Rz+d59dVXcTqdz+R1vCiy2Szz8/NaJ8ZyuYzRaOSdd97hq1/9Knq9nnQ6jaIo+P1+mpqaaG5u1hr31Cq+2O12fD6ftnCzVlKwUCiwsrLC7OwsqVSKSqWiLZp88FKrBR4MBrW86Ndff11rbx8OhxkfH+c73/kORqORuro6jEYjlUqFSqWi5YXXGhJVKhWSyeRDFWmCwSCNjY1aE6HaBe6nHU1NTfGVr3yF9vZ23nrrLbq6uh77d9ve3o7D4eDWrVt0d3fT0dFBW1sbLS0tLC8vc+/ePSqVilap5WXNV35atdr4tZTNl5EE3OKFNTk5idFopLe3d0f2X5tZmZ6e5sCBA4/cH4lEtBntWvWQWmAejUYfORKPxWLMz8+TSqXw+Xxaa9pisci3vvUtTCYT6XQaj8fD5uYmr776Kmtra3R1dWE0GvF6vTQ0NDA1NUV/fz9Op5O2tjaq1SrXrl0jEokQi8U4fPiwNsvt8XhYWlpCVVU6OjoIh8O0tbVx5coVbYYG7s8W1UoD6nQ6HA6HlptqNptRFIV8Pr8j77MQNaqqMjw8TCqV4vz588+kUkctNWtkZIR33nmHfD5Pa2srfX19vPnmm9pZpng8zujoKHNzcxgMBs6cOcO+ffueuANtqVTi9u3blMtl7X93enqatrY2Tpw48dKUg6tWqywtLTE2NsbKygoejwedTkcymaRSqWgBYqFQIJFIYDKZtFni6elpxsfHtfrmtWog1WoVp9OpnREwmUxaQFupVLTOmXq9XivdVywWWVlZIZ1Ok8lkcLvdWsBts9nQ6/VaJ8ju7m4++9nPUiwWCYfDTE9PY7PZCIVCOBwOEokE6+vr2r5rv7dWy71WvnBiYgK/36/N6NdS9moHG1NTU/zgBz/gj/7ojwiFQgwODnLw4EHcbvdDwXd9fT2vv/661p304MGD6PV67UAjHo8TDod55513aGxspK2t7UPX7/y0iMfjeL3el3rmXwJu8UJKp9PMz89z7ty5Hf0H3LdvHxcuXKC7u/uRmYa1tTUOHTqktTM+ffo0gNai+cEj8VKpxK1bt+js7OTChQvaoq9KpcIPf/hDhoaGaGho0HIZawHylStXHpoJ7+vr48KFC7S2tmr71+l0nDhxgqtXr2qzQEajkdXVVTo6OpiYmGBzc5O+vj4uXbrE4OAglUqFubm5h6qo2O12CoUCdrsdVVVJpVIoikIymcRqtZJOp1+aoEG8eFRVZWhoiHQ6zenTpz/V4udaMLa2tsba2horKytEo1EGBgbw+XzYbDZOnDiByWTSKgKFw2FKpRK9vb0cOHDgqdaDZDIZrl27htvtxu12c+nSJXw+3zPNOX/eatWJEomEllu9tLTEwsICer2ezs5Ojh49qtUWr3W1nJycxGQycf78eUKhEKqqsr6+Tjwep7GxUUvJyWaz5HI5YrEYa2trrK6u8s1vfhNFUWhvb+fgwYNYLBai0SixWIxKpQKg5VUbjUYcDodWrcTtdpNOp7l8+TJms1kLvq1WK4VCQWvUs3//frq6ulhaWuLOnTtEo1FMJhOtra3YbDaMRiMGg+Ghn0ajEVVVtfUEtRKJlUoFl8tFIBDQZql/53d+h4WFBS5evMj777/PzZs3aWlpoauri1AopKUo2mw2Xn/9dW7fvs2VK1c4efKk9h1Tq75SLBZZXFzk1q1b2sy/3+//1GuVqtWq1lW1VCpp12vNjR7sQvqkB5w7LRaLvfQHHRJwixfSyMgI3d3dz6xSwYexWCw0NjYyP///s/emwXHd55nvr/dG791AL2g0GvsOEgRAEgQXkaLkkezI8pQXxR67FN+6FVeWezPxfJl8yEw+JpWpTM2k4kpqUkklqUr5RpadkSxb1spdBEnsxL6vjW6gG73v2/3AnP8QIimLsiQrDp6qLkpNEDg4fc75P//3fd7nWaelpUW8n0qlyGQyWK1W/H4/5XIZp9MJPFxOcvfuXZxOJ6urq8J/FuDOnTvMzc2hVqt5+umnWV5e5vTp0+RyOSoqKojFYvT29orvo9FoaGlpYWpqilOnTon3lUolAwMDvPLKK9y6dYvz588zMzPDuXPnUKlUrK+vCz346uoqfX193Llzh/7+fvFAlWQlNpuNQqEgiLbP58NmsxGJRD60/dchDvE4KJfLjI+Pk06nOXXq1Ede5CORCGtra/j9fux2O4VCQQTQfOUrX2Fvbw+LxcLRo0fJZrOMj4+zvr5OoVDAZrNx9OjRD7TyfBh2d3e5ffs2FRUV7O7u4nK5OHPmzL+61rdEfiUL0ng8jtFoxGAwEI1GCQQCGAwGnnnmGeFYlEgkWFtbY3t7m0KhQGtrK1//+teprq5GJpOJKnFLSwvlclkQ1UQigVarRaFQoFKpaGlpobGxkXQ6zfLyMiMjI7z++utUVFTQ1dXFkSNHRNqjTqcjm82SSCSIxWLs7u4yMzNDKBSiqqqKhoYGstksS0tL+P1+5HI5TqeTyspK2tra8Hg87O7usrGxgV6vx263iyF3h8NBbW3tIwdaa2pq6OvrIxKJEAgE2NzcZGdnh3g8zu3bt1laWsJsNlNVVcXg4CC7u7uEQiFyuZyQDZpMJpqamsTG4/jx48zPz3P16lVOnjx5YIOmVqtpamqisbGRvb09tra2WFhYQC6XC8/xqqqqD1wH74+g39/fJ5VKqmiOcQAAIABJREFUiQ3L+8OTVCqVCHeS5n9UKtUBzbvBYMBms33qa0E4HKatre1T/ZmfNg4J9yE+c/D5fGSzWRoaGj7Sv0+lUiKNTmqDlsvlB15wjwgYjUaWlpZobGwURCAQCOB0OpHJZCJqXapcBIPBAwNeW1tbxGIxBgcH+fGPf4zH46G6uppQKMS1a9fo7e3lzp07Qp9YUVGBUqlke3sbu93+AHmvr69nY2OD5eVllEolwWAQo9FIc3Mzn//85/nzP/9zjh07hkKhEP6vU1NTHDt2DLPZzPb2trA8XFpaEg+x+60Bg8EgpVIJnU7H2toaNpuNaDQqLLsOvbgP8XGhXC4zNjZGNptlYGDgscm2FLe+trZGLpejrq6Ovr4+3nvvPTY3N+nt7aWlpYXJyUkaGhpobGxkeXmZhYUFYffW3d1NQ0PDY3dwpqenuXHjBlarlbq6Opqamj4Wp6RPCzs7O0xMTBAMBikUCkIPrdfrsVqtbG5usrm5KTTWBoOBXC6HSqVCq9WytrbG+vo6LpdLPKemp6eZmJigXC6LoUmJyOdyOTH3Eo/HRaVceo75fD4KhQLnz5/n2WefFdKVV199FY1GIxJC1Wq1eAYpFAqh656fn2d2dhaj0ShkQ4VCgf39fe7cucPQ0BAqlUoMyN7vLBKPx9nY2ODGjRvo9XqREin9nHQ6LTTbKpWKmpoa3G43mUyGQCDA9vY26+vr5HI5HA4H+XyefD4P3FtzlEolpVIJhULB8vIys7OzNDQ04PV6aW9vx2g0cvPmzYcO1koaeGldSSQSBINB/H4/09PTBwKLTCYT4XBYkGxpM1lZWUldXR16vf5DP7/L5TLZbFaQ72Qyic/nY3p6GplMJob2pQ7DJ9VtLpVKIvH0VxmHq+ohPlMoFApMT0/T39//oW7udDot2qISyVYoFCKVrq6uDqVSiUwme+irVCqxsrLC0tISNptNyEb8fr8g/Kurq3g8HrG4BINBkXQptTj7+/u5fPky0WiU3t5ednZ2+MEPfoDD4RCa0VAoxOc+9zkxmb+zs0N7e7sgAZlMhmAwSDAYJBQKcevWLZ566ikcDgeBQECEMZw7d45bt24JLfexY8d48803xVCQ1+vF7/eLirvH4xGLrGS7VC6XyeVyVFdXs7W1RXNzMz6fD6/XSzqd/pUb/jrELwflcpnR0VHy+TwnT558LLKdTCZZX19nc3MTi8VCa2srlZWVLCws8JOf/ISKigq+/vWvUywWGR8f5+jRo2g0Gt59910ikQgajQaPx0NHR8djd8rS6TQ//elPWVlZ4emnn/5I3+OXhXK5zNzcHO+99x7BYJD29nYRHiRpqgOBAEtLS+j1egYHB3E4HIJwZzIZbty4wcTEBC6Xi2effRa73Y5SqRRJjaVSib29PXw+H+FwmNbWViwWCyqVSpC21dVVFhcX+clPfkIqlRJV1PuHF6U/lUolOzs7JBIJyuUyNpsNh8OB3W7H6XSKhNHnnnuOVCrFysoK6XQav9+PTqcTZFSSFvn9fm7cuEFnZydNTU1otVqMRiNdXV10dHSwu7vL6uoq165dE7+X0WgURFVae6R1Au51Q202G36/n5dffhmXy8Xp06dRqVREIhGuXLnC/v4+KpUKj8fD4OAgc3NzTE5O0tLSQlNTE+fOnWNsbIxAIEBvb+8jq8jSsGh9fT3FYpG1tTUWFha4fPkyyWSS1tZWuru7OXny5C8UCiWTyUTy6fvt+JLJpNhISYOzFotFyGGsVuvHNvAZjUYfa6PwrxW/2r/dIf7VYX5+Hrvd/qEsABcWFlhZWcFms2GxWGhoaHjAWurDoK+vD7PZzKuvvko+n6ejo4NIJCJakbu7u1y4cAG4VyVRqVRCivHTn/6UiooKIpEIly5dQqPRoFAoeOeddwgEApw5c4a//Mu/xO/3i4rKyy+/jMfjYXl5mX//7/89c3Nz7OzskM1mxcLxzDPPUFdXJyo5Xq+XnZ0dRkZGUCgU2O12/H4/mUyGdDqNSqVib28PvV6Pw+FgZGQEtVpNTU0Nk5OTDA4OCmtAt9stWsF6vZ7V1VWMRiP7+/uilXxIuA/xi6JUKjE6OkqxWOTkyZMfurocjUZZWFhgf3+f2tpa4WkdDAa5cuUKkUgEj8fDuXPn2N7eZmVlhb6+PlZXVw94Hjc3Nz+2vjqTybC0tMTQ0BAajYbf/d3f/UQq2qVSiUQiQSKRQK1WYzKZfmHykslkGB4e5s6dOwAcOXKEs2fPioq1lOI5Pz9PuVzG4XBgtVrFUOHk5CSjo6NsbW3R1NTEwMAADQ0NGAwGKioqUCgUQi8fDocxm80YjUYsFguJRIL5+XkCgYCQohgMBjo7O0VXQ9JY3/+SyK6kK4b/U5WfnZ1ld3eXSCSCxWJhfHwcrVYrSKJcLsdoNFJZWSkkGNKmbmhoiNnZWba3txkeHqanp4e2tjbS6bTwB4/H43i9XorFonBhkSq6lZWV4nikVMxAIECpVCKfzyOXy0U8fXd3N7/2a7/GV7/6VUqlEmNjY1y9epW/+7u/w2q14vV6GRkZQSaT0dbWJj6Tq1ev0tXVhcfjeeCzzOVyBAIBEf5jMploaWkRKcsrKyusrq6STqdpbGz8ROYIpCKN5BCWz+eFLePq6ipjY2Ni2F8i4maz+SPNAf2qB95IOCTch/jMIBaLsbW1Jcjto1AqlZiYmCCRSPDkk09+LLHJTU1NHD9+HI1GwxtvvAHca2WHQiEAofsMBoPodDqGhoZIJpOYTCa++MUvCv1jX18ffX19jI2N8du//ds4nU4CgQDHjh1jYWGB/v5+MeyYTqdFlG1/f7+IeZfQ1dXFlStXqK2tRafTUV1dTVVVFXfv3uWNN97gueeeY3p6muHhYdxuN2tra6IlXF9fz8jICD09Pezv77O9vU1lZSXJZBKHw0EqlaKiooJMJiPOn6ThPrQGPMQvilKpxMjICOVymRMnTnyoRTgcDrO4uEg0GqWpqYm+vj4UCgX5fJ6JiQn29vZEa31gYID5+XmxMf7BD36ATCZjcHBQxIg/DiRN8ObmJgAej+dje7ak02lisRjxeJxYLEYsFiOZTAq9bC6XIx6PI5fLMZlMIoFRSrX9eV0BqZo7PDyMwWCgsbERs9lMqVRieXmZTCbD1tYW29vbqFQqmpqaRNR5KpUSQ4KZTIb29na++tWvolAoiMfjzMzMsLW1JT4X6fi0Wi3lclnogguFgoi6dzgc9Pf3Y7PZxO8hDTamUikhXdjf3xe641gsJpxK6urq+OY3v4larSYYDDI5OcnU1JQg8pL7Um1tLQqFgqWlJSHN8/v97O/vC+eP6elpVlZWxLV48uRJ2trasNls1NTUCPvUiooKotEoPp+Pra0tcZxw71r2eDw0NTVRV1cnOgVwT3r4yiuv8P3vf5+6ujra29txu9381m/9FjKZjMuXLzM3N0dNTQ1arZaVlRXeffddLBYL7e3trK2tUV1dTW9vL2q1mkgkQjAYJBaLier+0aNHH9iMHT16lPb2djY2Nrh16xZ6vZ7GxkYhg/wkoFKpDsheyuUyyWRSzARsbW2RSCQwGo0HquAfZsO6v78v7B5/lSGTWjq/ijh+/Hh5eHj4l30Yh/iQuHHjBjU1NdTX1z/ya/L5PMPDwyiVSrEgf1zw+/0sLi6iVquJxWLCNi8ajfIbv/EbFItFXn75ZcrlMgMDA5TLZSKRCP39/Xz/+98nl8vR29vLyMgI1dXVPPvss7z55pv89//+3/m93/s9FAoFm5ubvPXWW3i9XtbW1viTP/kTmpqaHnlMi4uLRCIRTpw4ceD9d955B7/fj8vlEl7lFRUVHD16lHK5TFNTE3//939PX18fDQ0NDA8Pc/HiRd544w0+97nP8ad/+qciaa1YLNLR0cErr7zCH/zBH1AsFoVk5hCHeFxIZBugv7//55Lt/f19FhYWSCQSNDc34/V6xb/Z2dlhamoKp9NJsVgkkUjQ39/P5OQkgUAAv99PIpHgwoULHD169LFtBnO5HEtLS2xsbODxeIRu+cyZM7/Q0FgsFmN9fR2fz4dMJvtQRFragEukPB6Pk0gkRIDM+4c0I5EIL7/8MkNDQ9TU1DA4OEhNTc0BTW65XMbn85HP52lqakKtVgvHkIWFBWZnZ0kmk+j1emw2G0qlklwuJ+R2ABUVFSJ1Uvpc5HI5lZWV2O12oQdvamoS1eZ4PM729jarq6tsbm4eSL6VCKFOpzugD06n00KXnE6nqayspKamBo/Hg9lsxmQykc/n2d3dZXx8nKmpKSKRCNXV1ej1euLxOPl8HpPJJKSGhUIBjUZDLpejWCwSj8fp7Ozk7NmzWK1WKioqhJShUCiwurrK2toae3t7ooJuMpmEtKS2tlaQe4vFIn6XnZ0d3njjDfx+P729vZjNZsLhMCaTSWx8pPkduVyOz+djaWmJXC5HoVAgmUxSXV0tkjyl4d4PQ55LpRI7OzusrKyQz+fp7OwUdrafNorFItFoVJDwcDhMuVw+QMAtFssD1/6bb77J2bNn/1XNRzwKMplspFwuH3/Y3x1WuA/xmcDW1halUukDo9ZTqRS3bt3C4XDQ2dn5se/knU4nU1NT7Ozs8Pzzz5PL5fizP/szamtr8fl8TE1NEQwGefHFFzEajVy6dIljx44RjUZZXl6mr69PtCq/9a1vkc1mefvtt0UyWWNjoxheunnzJl/5ylc+kGzDvcr7pUuX2NvbO+Cu0NXVhVqtprKyEqPRyPj4OA0NDQwMDBAIBIR/+czMDH19fej1enZ3d9Hr9aRSKSwWC4VCgWw2KyorMplM+NIe4hAfBVKEeqlU+rmV7WAwyMLCAul0mpaWFjwez4F5hrt375JIJOjr62Nzc5NUKkVXVxc/+tGPWF1dRaPRMDg4yODg4GNrP3O5HCsrK6ytreF2u7lw4QLRaJSJiQkGBwc/EtnO5/Nsb2+zsbFBLpejtraWc+fOfWgSUVFRQUVFxYGB7FKpxOrqKjdu3MDj8dDQ0MDu7i7r6+vcvHmTaDTKd7/7XdRqNTs7O/h8PqxWK+VymfX1dTY2NoRn9euvv04ymUSpVIqq7m//9m9z6tQpotEoU1NTopJdLBbRaDTI5XJ0Oh12u/3ApkGr1QpXjeXlZUGWY7EY6XSaYrEo0iadTidOp1NISBQKhfDbzufzxGIxotEoqVRKZARINqUTExPcunVLVNRbWlqor68XunSpAj4xMUE4HMZisaDRaKitraWvr08URXK5HNFolGw2y5UrV7h8+TLNzc1CxqBUKtHpdLS0tNDX1yccsqRji0aj7O3tsbm5STAYFDIYm80mZIAvvvgiMzMzvP3229hsNp566inUajWBQEAEkslkMlpbW2lpaUEmkzE3N0c4HEatVrO/v099fT06nY6ZmRlKpRK1tbXU1tZ+oExSLpeLRM5QKMTExAQ7Ozt0d3d/qA1oqVQSKaF7e3tC5qTRaIQMSPpvjUaDVqt9ID1Uwv2yHAnpdFqQ79nZWWKxGGazGafTicvlEt9Hp9OJ1NJkMim05dIm5VcBh4T7EL905PN5ZmZmOHny5CNJdCQSEdHJH9W95OdBmspeWVlBq9WSy+WwWCxsbm4yPDwsfGNNJpMgtTabjTfeeAOPx0Mul2NiYoJvfvObqFQqJiYmCIVCdHd3i3arJBHJZrPodDq2t7dFdPHDIJfLaWlpYW1t7QDhdjgcjI+Pc/LkSRwOB//pP/0nTCaTsNOCe+lo169fJ5lMUldXx/r6OjqdTlgDhkIhUbkJhUJotVqSySTZbPYTOb+H+NXHzMwMyWSSwcHBRy6S4XCYmZkZstksra2t1NTUiPu+XC6zsbHB3NwcdXV19Pb2Mjk5KeQkf/zHf4xer+fJJ59kYGDgsec1MpkMy8vLYpbhiSeeQKfTsb+/z/j4OAMDA489vxAKhdjY2CAQCGC32+no6PjYorvlcrlwRrl27Rr/+3//b7q7uwmHw6RSKaFjdzqd2Gw2gsEg169fZ2Njg3w+L6LNNRoN7e3tVFVVEQgE8Hg81NTUMDc3xw9+8ANUKhUNDQ38+q//Oh6PR1TTJcIaCoWIRCLs7OwIq8VsNiuIGtx7fkpDkVL3TOpCVFRU4HK5cLlcYiBQqlpLDiRVVVWo1WrS6TSJREJUSqXE3WQyyd27d1ldXWVwcJDm5mZRNZbI9fLyMsFgkGw2y9jYGPX19eLrJL343t4ew8PDrK6uolKpqK+vFxKaW7duiah4i8VCdXU1Ho9HnK+6ujpSqRS7u7siDj4UCgmP95qaGl588UVu377NSy+9RFdXF6dOnaK5uZm6ujpu3brFj370I5RKJadPn+YP//APUavVTE1Ncfv2bUZHR7lx4waNjY0cP36cnZ0dlpaWqKysFB7dj7qvJP/yhoYG5ubmGB8fp7m5GYPBQKFQEK4qUvcik8mQTCbJZDJUVlbi8Xjo7u7GZDKRy+VE8mM2mxVyoHA4LDoxNpsNu92Ow+H4QItMaSMpOcZItoR+v5+bN28KCc3Vq1fJZDKoVCqMRiPZbJZMJkMmk0GhUAgHG61Wi06nw+l0/qvzwD8k3If4pWNubg6Xy/VISyC/38/ExAQ9PT2feKtMCkKIx+NiMOUrX/mKqMZIpHdlZYXGxkYKhQKjo6OcPHmSW7du0dfXh9frJRaLsbS0RDabxeVykUwmGR4eJhKJ0N3dTSgU4stf/jJ3794lGAxy5MiRRz5Iq6urmZ6eJp/Pi4qF5D3r8/loaGjgzJkzvPnmmyQSCVKpFKVSCbPZTGVlJTMzM/T39zM1NUVVVZWwBgyFQuTzeYxGI1tbW6ItWygUPtFzfIhfTSwtLbG3t8eZM2ceKvVKJBKiovewSHepolkulxkcHESj0fCTn/xEaI8XFxc5ffo0Tz311GMvtKlUiuXlZba3t6mtrRXBVHBP/nHnzh36+vo+lC1ZsVgURFPygfZ6vaLr9HFic3OTxcVF5HI5/f399PT08L3vfY+1tTW+8Y1vYLFY8Pl8wu9f6hQ6nU7q6+tFgJbdbieVSjE9PS3ciyYmJjAajbzwwgsHugvv/10jkYh4FkpWfxaLhZ2dHerq6njuuefwer3Y7XbUarXw3pYIbqlUIhgMMjMzI6Qier1e+IJvbm6K0C2z2UxDQwMOh4O2tjZB5HK5HHt7e8zOznLt2jX+6q/+CrlczpNPPsnzzz+P2+0W19L+/j6Li4tsbW0RjUbZ3t7GYDAgl8tJpVIUCgUqKyspFousrKyQTCbp7Ozk/PnzeL1e1Go1mUyGzc1N1tfXGRsb49KlS5hMJrFhqKqqErpv6RlfVVVFOp3mzp072O12zGYzV69eFRLCEydO8PTTT/Mf/sN/wOfzcfPmTf7iL/6C5uZmzpw5IwJ1hoaGWFtb42c/+xlms1mkoe7u7qJWq+nu7hbkVfKh9/v9ooMpDdpbLBYWFxdxu910dHQIe03JU91gMGC1WtFqteTzeVZXV4UdoFarFdVsqbItdSYk+VGxWCQYDLKysgIg9N1VVVUf2HGSZhXS6TSZTIbJyUlhk1tRUSE2FmazWXz++XxeGARkMhkSiQTDw8OUSiWxkbPZbJ/5SvgvVcMtk8n+FngO2C2Xy93/8p4N+CegHlgDXiiXy2HZvbvpfwJfAFLAt8vl8ugHff9DDfdnH9FolFu3bvHkk08+tP21srLC8vIyJ06c+FQ8Ot9++20qKyvJZDK8++67OBwOfvM3f5Pbt2+ztrYmFmrJsm98fJzbt2+TyWQoFov8x//4H1Eqldy8eZPl5WVu377NsWPHiMVi9Pf380//9E/CHuuP/uiPKBQKjIyMYDKZRFjOwzAyMkJVVdUByY1k7XXmzBlWV1f57ne/y9NPP01nZ6ewi7p8+TLBYJBnn32W9fV1/H4/lZWVlEolrl+/TigUwu12EwqFRPu+oqKCZ5999jOTQHaIzz42NjZYXFzkzJkzD1Sds9ks8/Pz7Ozs0NTURENDw4Frq1QqsbS0xOrqqrCv29jY4Pr168KTORQK8fzzzz92MEYymWRxcRG/3099fT0NDQ0HBiGTySTvvfce3d3djxzaklJZpZa7pM2VqnufxHOpUCgwOTlJLBajpaWFRCLB5OQk77zzDvF4nLa2NlZWVgiFQmSzWdLpNHV1dTzxxBOcPXsWt9uNRqMRFd2f/exnRKNRkQCZzWZFxdZkMgmXCUlfK8lF5ufn2dvbE44kkk1cXV0dg4ODeL3ex/q99vb2WFpaIplM0tjYiNfrRalUUiwW2d7eFu40Op1OyE8MBoPovBkMBlwuF1qtlrm5Od544w12dnaor6+nqamJqqoqUV1PpVJsbGywvr4uNgo2mw2j0SiqszKZjImJCXw+n0hdNBqNVFdXi3kCs9mMWq1md3eX0dFRkVMgyWKi0ahI2kyn00LzXVFRQXNzMzqdjmg0isFgoLe3VxBouOd6NTQ0xOjoKBaLhZMnT9La2srGxgazs7PE43HW1taQy+UisGdra0vICaUikHQdSpsdaY0BuHr1KgsLCzidTjo6OvB4PJTL5QOzArFYjEKhgE6nQyaTkc/nSafTQk4jbSzkcjlyuRy1Wi3uTem6kclkZDIZCoUCdrsdu91OZWUlVqtVzAZIhD8ejwu50fz8PH19fVitVuF5HgwGiUajZDIZke4qve43F4jH4yJtVjIEcLlcOByOX5rF4AdpuH/ZhPsJIAH8w32E+0+B/XK5/CcymewPAGu5XP7PMpnsC8D/yz3CPQD8z3K5PPBB3/+QcH+2US6XuX79OvX19cJ66H6sra2xurrKwMDApzJMIVW6+vv7+d73vkcul+PrX/86HR0dxONx/sf/+B/8/u//PisrK0Lv9zd/8zeYzWbeeust/vAP/5Da2loCgQAzMzPcvn2b3d1d7HY7X/jCF1heXmZoaIhIJMIzzzzDl7/8ZQChKzx58uQHVvmXl5c5c+aMeK9UKvHmm28KV5f/+l//Kzs7O3z729+ms7OT6upqoW00mUy0trbys5/9TFS/XnrpJeLxOFarlWw2Szwex+Px0NrayvHjxw+tAQ/xoeD3+7l79y6nT58+kOBXKBRYXl5mdXUVr9dLc3PzAxXg/f19JicnRUcmFAqh0WjY2dkRi7der+eLX/ziB7aty+UymUxGOGBIQ2ThcFgEmLz/Z2ezWSYmJvB6vULWcv8L7lXGJc3u/STicYczH4VisSha91L7PhQKMTY2BtzTuW9ublIoFIQT0lNPPYXf72dra0uc24sXL3LixIkDQS65XI533nmH8fFxuru7sVqtwgqvtbUVhUJBKpUiHo8Lr+XV1VUSiQRms1lUg71eL3q9Xjhn9PX1PeDZ/LiIRqMsLS0RDAapq6s7sBEKh8NieFEiXdI5l7yyJVJYKpWIx+NMTEyQyWTQarUolUpRlTWbzQei5iVpglwuJxwOC2K8t7fHysoKpVJJSOoSiYQg4BUVFZjNZhwOB9FolMXFRaE5lz5Hg8EgqsWSm4ok66msrMRisWCz2VCpVPT29tLZ2Sk+q0KhwMTEBMPDwwSDQRoaGnC73YLIh8Nh5ubmhJuHRG6loBuNRoPRaMRsNovNyvb2NltbWxSLRdRqNfF4HIfDgdPpFARdGuI1Go3I5XL8fj/BYJB4PC6crAwGA0ajUXQv7rdJ3NvbIxAIkEwmxbmVLCCrqqoolUoiG0NyyGlvb6e6uhq5XE6hUODNN9/k2WeffWh1Op/PHyD90WiUdDqNwWBAo9EcSNGUwnMk+dEXvvCFX8oQ5md2aLJcLl+VyWT173v7S8CFf/nvvwcuA//5X97/h/K9HcKQTCazyGSy6nK5vPPpHO0hPm5sbm4il8sf6kOaSqWYn5/nzJkzn9pN4/f7MZvNDA8P09TUxMTEhDi2TCYj0uzi8TgXL14kHA6zs7PD/Pw8Z8+epba2llKpxMzMDG1tbfzFX/wFra2tdHV14fV6ee2116isrGRtbY2+vj7xczUaDV1dXYyPj/PEE0889MHjcDiYmJgglUqJ8yGXy3G5XMJmsKOjg2g0ytjYmKg8GY1GoaXs7OyksrKSra0tTp48STweF615uVyOSqUiFAoJa8BDwn2InwdpSOvUqVOCbEsDewsLC9jtds6fP//AEKIkxZqZmREtaoPBQEtLC1euXGF3dxe3243dbmdwcPAAWU4mkwSDQaFjliq2cK/iFYlE0Ol0NDY2PjJGvlAoMDc3R3NzM/X19QeCWO5/VVVV0d7e/rE8g6SKoVRZlAYMpUqhWq0WlU2pqt7R0cHTTz/N8PAwmUwGp9PJ5OQkxWIRu93O7/zO79DW1iaizGdmZnA4HKTTaYaGhrDb7Xzxi1/E7/ej1Wrp7e1Fr9cLS7dYLCa02QCtra0EAgHGx8exWCw4nU4Rkd7b20t7eztms/kXPhdms5n+/n4RYnPp0iUcDgf19fVieFutVuP1eolGo0LqlsvlkMvlYqiztraW9vZ2Lly4wOjoKOPj41RUVIgiQi6Xw+/3o1Qq0Wq1FAoFtra2iMfjWCwWzGYzKpUKk8lEXV0dgUCAWCwmyHQsFhPVU+l9adbHYDBQLpexWCwYDAaCwSC5XE5sCJRKJWq1mlwuJ6Lp4d4g/LVr15DL5XR1dQm/eIVCQVtbG3q9nrt37/LWW2+J8yVpzc+dO8fW1hYnTpzg2LFjzM3NCSvG/f19tra2GB8fZ3FxUVTYpXyKYrEoZF9qtRq5XE4mk2FjY0M42rhcLnQ6nTgv0jmXCjK5XE7IOI4dO4ZWqxXdhN3dXQKBgHAWkoanpc2GXq9nfn6elZUVUamWrHfX19cPaLSl47s/YVNCoVAQmxlpo5rL5cjn8yiVSqxWq5DAfNbwWdRwOyUSXS6Xd2QymTSyXQNs3vd1W//y3gHCLZPJvgN8B3jsdtchPj1IC97AwMBDh4smJydpamr6wKrWx421tTWSySS9vb0olUqGh4fiE8J9AAAgAElEQVTFYEwwGKSnp4fbt2/jcrnY3d3l1VdfZWlpid3dXZ588kmmp6dFCM3NmzfJZDIMDg6iUqnQaDT4fD7cbjd6vf6Ba7Ompgafz8fCwgLt7e0PHJtcLsftdrO9vU1LS4t43+12s7i4KCKEJQI0MDBAS0sLJpOJnZ0d3G43m5ubtLS0MDY2hkKhEPo8uEcGlEqlICuSB+0hDvEoRKNRhoeH6e/vFyQslUoxPj5OqVTi1KlTD2itJW/nmzdvotFoGBgYoL6+HpvNRiqV4qWXXiIYDNLS0kJtbS3Hjh0jl8uxtbUlUlglImyz2XC73SQSCRGQ0tnZKfSrH4SRkRFaW1vp7e39RM5NPp8nFAqJgbBYLIZCoRAVxerqakGuJA9jaYDM4XDg9Xo5e/YsWq2Wv/7rv2ZhYUHonmtqaqisrOSZZ54R593pdGK325mfn+f1119nbW2Njo4O9Ho9Ozs7NDY2IpfLWVpaEiRbiiGXyWSUy2UUCgXRaBSVSsXv/d7viaTPM2fOYDabRTcilUphtVqprKykqqrqI4edwD1niu7ubtra2hgfH+cf//EfyeVyHD9+nI6ODvx+P8ViEafTKTyzJSmMWq1mdnaWy5cvs7m5id1up6WlhWQySVVVldioSVKg3d1dES6m0WjIZDLEYjECgYAg6eVyGZlMxvr6uggjk1w5vF4vVquVfD4v3EoAkY5ZWVkpZB6ZTIb9/X0ikQjxeFzYNKbTaWZmZtDpdFgsFq5fv45MJhMBQna7HYPBQHV1tbC9LRQKmM1m8vk8Gxsb7O7u8r3vfQ+NRiPkRvv7+5hMJjQaDQ6Hg/Pnz6PRaEgkEiwvL1MoFESFPZfLsbGxwf7+Pmq1GplMRi6XIxKJcPfuXWw2Gzqd7oBLiPSnJFtZXV3l+vXronpvNBoF8dVoNFy8eFF0SaR7V/LUL5VKxGIxstkse3t7JJNJXnvttQc2vXBv3VMoFMjlcjHoKVkpGgwGUaWXBnVlMhnFYpFiscgvU73xKHwWCfej8LCR7wfOaLlc/l/A/4J7kpJP+qAO8dGwvLwsHtbvh2Sr9fMs8z4OFAoFYrGY8FG9ePEiOzs7vP766xSLRX74wx9SW1tLJBLB6/WKtqvJZMLn81FRUcGLL77I6dOn2d7e5sqVKwBMTExQX18vBpjW19eRyWT4/X66uroeukAdPXqUK1euUF1d/dDzUlNTw8TExAHCXVVVxejoKOl0moaGBiYnJ3E4HFy+fJlz585hMpmIx+N0dXUxMjLChQsXKBaL7O7uigWmVCpRKBTEgqvVag+tAQ/xgUgmk9y+fZuenh5RfVpfXxdV48bGRuGGsL+/TyAQYGtrS+hRn3nmGdra2sR9sLa2xj//8z+Ty+Xo6emhrq6OQqHAlStXDiSwSq4L2WyWlZUV5ufnxQb2xIkTH6qqtbS0RCqV4vTp0x/b+SiVSoTDYYLBoLAGtVqtVFVV4XQ6RcUwmUwSjUaJRCKsr68TjUaBez7Oer2euro6jhw5Qk1NDRsbG/y3//bf2NzcpLu7G4/Hg0ajQa/Xc/ToUUKhEHt7e5RKJfx+P6urq0SjUaxWKz09PSKJsFgsMj4+LqQy5XIZlUqFxWLBaDQKucDy8rKIU5+fn8dms3H+/HmhyZcG9XK5nAitkQi4zWbD5XLhdDofyzkmm83i8/nY3NykVCrx+c9/nr29PUZHRxkdHeXIkSMcP35c2MxlMhnm5uZ4+eWXiUQioupbW1tLJpMRkoKpqSn+/M//nMbGRlpaWrBYLNTW1lJRUSGyFaSQnHg8zvz8vHBqslgsYggWEGE00gZKqVTidDoPEHqFQkEymWRvb4+6ujoaGxuF/lxyYTEYDGxvb/POO+9w+fJlMT8jJWACgkRKSZOZTIZ4PC482SUSrNFoWF9fZ2JiQujaY7EYTqcTi8Ui7jOJvEr66UQiwd7envBat9lsNDU1UV1dLQZslUolbrcbi8VCPp+nUCgIlxPJz9zpdOJ2u4lEIkL2Ul9fT2dnJ1ar9cB9ODAwQDqdZmdnh52dHXHNSt0DKaa+qqoKlUpFuVwmn88TiUQO2DIWi0XRTVAqlcLFRvK6l853VVUVDofjkHB/SAQkqYhMJqsGJMf8LeB+oa8H8H3qR3eIXxjZbJbV1VWeeOKJB/4uk8kwOzvL4ODgJ5aYJSGXy3Ht2jXK5TJDQ0M0NTXR3d0NgMlk4vOf/zyjo6Ps7e3xxhtvcP78efr7+3E4HGJA5v7d/ObmJh6PB5fLxdzcHFarlenpaQqFgljk9vf3OXr06EOPR6PR0NnZyfj4OOfOnXuAlNtsNqFTkwi5XC6nurqanZ0dqquryWazDAwM8MMf/lAE48jlcjFAFQ6Hqa2tZXFxEZvNRjgcFjHvUmyxTCY7rHAf4pFIJpMMDQ3R1taGy+Uik8kwPj5OLpfj9OnTaLVafD4fgUBAOCeoVCrR8blfuypVxK9fvy4qm0qlEr/fL7yUpSE0uFc5np2dZX19HY/Hw+nTpx+rC7a7u8vq6irnzp37hVrOkv1mNBoVZEyv12O322ltbUWn0wkrtUAgwMLCArFYDLVaLaQMLS0tYmhcq9XS0NBAVVUV09PTvPTSS9y6dYtAIMATTzxBW1ub8CZuaWkhn8+LjbPkEiEl30oe401NTaKDJZE+o9GIwWA4MBy3vLzM3NwcTU1N7O/vs7y8zLFjxw608e+HWq0WzhDSZyI5tszOzqLX64XH8sPcZIrFotCgh8NhQfLj8ThLS0t4PB5efPFF1Go1m5ubjI2NIZfLhT46k8lw6tQpdDodoVCI+fl5otHogYj3ixcvcvLkSUZGRlhcXKSmpoaFhQV8Pp+Ici+Xy2g0GioqKhgcHBSVb+m6kIoRsVhMbKQky8K9vT2uXLkiNhvSwGVlZSXhcJj33nuPgYEBvF6vkF2Uy2Wqq6v51re+xde+9jWGhoZ45ZVXRHCZwWAQacEOh0O4RUnacZlMJlI5LRYLDQ0NIuq+oqICm80mKuvSYGkmkxH2elqtlsrKSo4ePYrD4SCRSLC0tEQmk8FiseDxeMS9FggECIVCNDY2UldX93M7GPF4nPX1dUZGRjCbzXR1dR2QJFZUVNDY2EhjY6PYRGSzWQqFAh6Ph6WlJW7evClsLKXNqsfjoaurC7PZ/EhvfEnSEo/HCYVC4rlzSLg/HF4FfgP4k3/585X73v9/ZDLZ/8e9ocnooX77Xyfm5+dFXPn7MTk5SX19/Sfur1kqlbhz5w5VVVWEQiE6Ozs5deoUBoOBGzduEAgECIfDGI1GnE4n3/72t5menkYul9PW1sYf//EfEwgEuHjxolgsLl++zNGjR2loaKBYLHLkyBH0ej2tra382Z/9GQ6Hg83NzQ9sY3s8Hnw+H4uLiw91ZKipqWFra+tABdzlcgmbQsnX1uPx8Oqrr/Kbv/mbosrt9XrZ2NigubmZu3fvCglKNptFpVIJa65cLndIuA/xUIRCIUZGRmhvb8fr9bK1tcX09LSwRZPS/yorK3E6nbS0tLCyssLe3h6nT58WtpqSznt0dJTJyUmR0upwOKirq3tgKE+ycFtZWcHlcj1UF/7zkEwmGRsb48SJEx+qCiu1sKUBuHA4TCQSIRKJCA2xWq1Gp9NhtVqFPnhlZUUQOWnYzuVyiSq3hDt37vDaa69hsVhwuVwsLCwwOjqK0+kkkUiQSCT47ne/y4kTJ5iZmRHDjoAIqlEoFPT19REIBDAajSQSCVpbW4UW+oPOxcrKCtvb29jtdtxuN8vLyzQ1NXH8+PHHkoioVCrcbjdut/tAR+POnTuUy2VhkZfNZvH7/QQCAfR6vfgMpqamUKvVuN1u4WDj9/sBhBxjaWmJYrGIVqultbUVjUYj4tvz+byQLUgSQEm/rdfr2dzcZGpqCqPRKIY/s9mskDhIlnuS5jqfz4ufm0wmUavVggRKyZRut1tonKXkTkmqEY/HKZfL3L17VwydNjU1YbPZxMCmJF157rnnmJ+fZ3x8nO3tbRwOBxUVFezv79PZ2cmJEyfQaDRCQ242m2lsbKSyspJcLsf6+jrvvfeesGwsFou4XC4ikYiQZElDn1qtFoVCQSQSYW1tjUKhwMDAANvb29y6dYt8Pk97ezupVEp4dC8sLFAqlWhubqatrQ2LxYJOp3vg+jAajXR3d9PZ2cnGxgbvvfceR44cEV2R+yFV6ePxOI2NjVy8eBFADAZLVfB4PI5KpaKiokIUrR52TUthSZIURyqafRbxSyXcMpns+9wbkKySyWRbwB9xj2i/JJPJ/m9gA/jav3z5T7nnULLEPVvA/+tTP+BD/MJIJBLs7Ozw5JNPPvB329vbpFIpjh9/6IDvx4qJiQmUSiX7+/uYzWaWl5cFoV5aWuLJJ5/kqaeeYnd3l9dff52uri7a2tpwu91cvXqVpaUl5HI5Z8+epVwu86Mf/Yjq6mrOnj3LT37yE/FgcjgceDweUdWXdI8fhPulJe/feHg8Hm7evHkgadNmszE6Okq5XMbj8ZBMJvF6vSK+2Wg0EovF8Hq9zM/Pi5QzQFR7pAeg1Bo9lJQc4v3Y3NxkdnaWvr4+DAYD77zzDtvb29hsNgKBAE6nk4aGBux2uyAxUjLshQsXRFW7VCpx8+ZNYbVpNpv51re+daAiK6FUKgnLQZvNxpkzZz7SXEc6nebdd98VZGRra0vEwt/vECKFg0jDYTKZTDghSBViaQBMGnSUiLX0kqqOD0O5XGZ3d5cf//jH3Llzh3PnzlFTU0MikcDj8aBSqXj11VeZnJzkv/yX/0JdXR2Tk5OCvORyOebm5oTNYSgUYnd3V9i1/bxkS8k3ORwOCxnBzs4OJpOJJ5544sAmJplMCss1aYPxsJdCoRBDa+l0mlgsJuwDpU5HOBymVCoJiQXck8NJmwiDwSD0t1J8+9bWFolEgqqqKnp7e4WV3dLSEleuXCGZTFJRUYHJZEKn0x3Q7krSBMm7WbKPAwSxlwi4VDmWqvRqtZrm5mY6OzuFTaU0CPn+z1KqgheLRfHvfT6fiKeXZCT7+/uUSiV0Op2QGblcLux2OyqVimg0yrVr17hx4warq6u43W729vb4m7/5G6qqqoTN4/LyMiMjIygUCsxmM263m4sXL5LJZJiZmcFms7G9vU0ikWBjYwO/309PTw8ej4disSg2C16vl/39fVZXV5HJZDz99NPC4/zChQucPn2aYrFIIpHA7/ezsLDAyy+/LDYeXq8Xj8fzQBCPXC6nvr4eq9Uqcic6Ojoeej+Ew2GsVqv4f6VSKRIzpaHhcDhMKBRiaWlJBNHZbDZMJpPYXEkd2vv/LBaLHzpp89PEL9ul5BuP+KunHvK1ZeB3P9kjOsQnjdnZWZqamh6w6MrlckxPT3Py5MlP3Lx+bGyM5eVl0RaWdGEnTpzAZDIxOTkpXETsdruwPurq6qK+vp61tTX8fr+oQL/11lskk0m++c1vIpfLGRsbEw8Nl8vF1tYWJpOJjY0NamtrH7lTl6DVaoW05OzZswfOh2Q9FQwGRbVQpVIJwuzxeJicnEShUNDR0cGlS5f43Oc+RzQaRa1WC1sri8VCOp0WxFqKXZYihqWH1mdx0vsQny7K5TLz8/Nsb28zMDDAysoKP/vZz6ipqeH48eNUV1cLH174PxZne3t7D0gT9vf3+cd//EdmZmaoq6vj7NmzfOlLX3rgeVAul9ne3mZ+fh6DwcDJkyd/rjtGNpslmUyKirQ0qJZKpVhcXEStVlMsFllcXBRWc5WVlQ9EWEsa2fvviYcRrsdBNptlY2OD1dVV4XT0ne98h2AwKPSwUsjN+vo6v//7v4/BYGBmZkYMn66urrKwsCAI49zcnDiujo6OR5oElEoltre3he1dZWUlNpsNn8+Hy+USHshSqqREsnO5HC6Xi5aWFtRqtUgclCQVkvxkY2NDuIpI1f6amhqqq6tpbW0VxFeyh9PpdCJRUpLEFItFoQ2PRCIYDAbq6+tFNVva9EiuMUqlUhDznZ0dVCqV8NWWrOjy+bzQ/ttsNuFS4vP52NnZEYN2UvdvYGAAh8MhhiKlz0sadJWuCalCe7+eWq1Wi0RK6Tyura0xMjIiKsSSk04ul2NycpJLly6RSCSEL7jNZqOnpwe41wUGaGxsRKlUsru7y7Fjx+ju7iaZTApSvb6+LmLgFQoF09PTnD59mp6eHpaXl8VxpFIpXC6XkMRoNBpMJpMIRwuHw3i9XsLhMO+88w53797l7NmzNDY2YrfbOXLkCJlMhtXVVREWtLS0xMTEBG63G4/Hc4A8m81mzp07x+joKENDQ/T19T2wmd7f3z8QAX8/ZDKZOO9S9kQ2mxUWievr6yKIR6FQCF90qYr/i96vnxQ+i5KSQ/yKYn9/n2g0esAST8LU1BQej+djD5G435vz/gSy5uZmFAoFL7zwAqurq9hsNiwWC36/n3w+L+wApSn1ra0tnnnmGcrlMteuXROT9X/913+Nx+Phq1/9qnD5CAQCHD9+XAxMvv322yK9q76+ntnZWTo7Oz/wuGtra9ne3mZ5efnAkCT8H1nJ/VHvVqtV+G1LmkHJAWF1dVVUF71eL2NjY2LxiUajYsBELpejVCoJBoO43W5RoTnEv11IA3fJZBK3281bb72F3+/nhRdeeOhQczQaZWRkBJvNJqraUst/YmKCq1evYrVa+cY3vkGpVOL06dMPkO1iscjo6CiZTIZjx44JeYkk8ZCqlhJ5kF6A0Cjr9XphDTcxMYFcLqehoUEM9kkDWp80pNjvvb09qqqq2NjYwGAw8PzzzzM1NSUqzHq9nlwux9LSEp///OcplUqk02meeOIJotEoV65cQaPR0NPTw/T0tNjENzY20tTUJO75dDotNh2SJCIajYoglGQySSgUora2VmjBNzY2GBkZIRwOU1FRQU1NDQ0NDWLIc2trSyT8Sd7ooVCIaDSK2+3m1KlTQlKTSCTEEOTW1hYajYb6+noRsV4oFMTw3O7urhjWljZIUpqj5AwlWemVSqUDMh2JLMvlcux2O9FolNnZWTE8V1lZSW1tLVarVQSmSOE1mUyGcDjMwsIC6XQau91ObW0tfr+ftbU1crkcarVapCkmk0mxqaioqEAmkyGXyw/4tUtuGpK0QXLveO6554RV6+LiIj6fD7lcTnd3t5AWSrMA6+vr5HI5IQmanZ1lfn4es9mMyWTi1Vdf5ZVXXqG/v5+jR4+KzYJ0nUkpw3/7t3+LWq3mzJkztLa2CikPwJkzZ7BarUKiIrm0xGIxIdmR1sGXX36ZtrY2Tpw4QU1NDVqtlo6ODurr6xkdHUWhUHDixIkDvvEej4eamhrRARoYGGB+fp5r165x/PjxA+v7/v4+jY2NH/pekmREn3Ta9CeJQ8J9iE8Ns7OztLW1PVA19fv9RCIRzp8//7H9LGlwaG1tDZ1OJwZbjEYjv/7rv87c3BzPPPMMOp2O3d1dQYDn5uYOJOGFQiEMBgP5fB65XI7P5+Pu3bt87Wtfo62tjR/96Ef4fD6cTqf49+VyWQxQqdVq5ufnRfrZCy+8ILxiGxoaPvB36Onp4erVq7hcrgMDKNIA0P0VaKvVyv7+Pm63W7RXA4EAZ8+e5dKlS9jtdmFdJZPJiMVitLe3c+XKFdRqtfCXlby4m5ubSaVSh4T73zCy2awIatJoNGxtbaFQKPj617/+UFnUysoKi4uLdHd3U1NTw/7+Puvr6yLAJBQKcf78eWpra0kkEg/4a8O98KmrV69SKpWoq6tjZWWF6elpMpkM+XxeVKAl6YbNZhPuCtL3kipxd+/eFY4UL7zwghg8+zSQy+WYmpoiHA7T2NiI2+3mH/7hH5DJZDQ3N/PSSy/R3d2NQqGgt7eXmZkZ3nvvPTo7O1GpVKJaevfuXaHnDQaD/PCHP8RgMAjnjlgsxsTEhJCBabVa9Hq9INjSc0Dy0rZYLKhUKubn58UQYTgcFrrcbDbL+Pg4crkcnU4nqoxSWEoqlSIcDnPq1CkaGxvRarVEo1F2dnZEYEpVVZWoiufzeXw+H9euXSOZTIpkRJPJRFVVlXALkclkWCwWyuWysKurqKgQlUvJuk4iiOl0WlwPUhdC6v4pFAox6ChtziRNt8FgwO12U1NTI861VCSR7A4tFovwgn5/sIqk4Q+Hww94qiuVSpFCqVKphJ2dZIUH9zo3kle2FNsuDWtqtVrx/JW0483NzaytrREKhejt7UWn03Hnzh2Gh4c5deoUx48fx+FwCJlOJpMhGAzy7rvvcv36da5cuYLT6cRkMvHee+/xyiuv0NPTQ29vL06nk8rKSjwej0jNTCQSwlp2bW2Ny5cvMzMzQ3d3N11dXVitVkqlkkg6vXLlCkePHmVgYEC4fV25cgWHw0F7ezsGg4H29nYsFgu3bt0SnRhJwvVxZT3kcrkDm+9EIkFvb++hpOQQ/zbh9/vFRPL9yOfz3L17V3iO/qLIZDIsLy+zubmJ2+3miSeeQKfTkU6nuX79OseOHWN+fp6enh70ej2hUEh4jgIsLCxw6tQp8f3W1tZQKBR4vV52d3d56aWXcDqdIq733LlzzM7OcufOHQYHBxkZGcHlcqFUKnG5XOzt7RGNRkkkEsLHdWBggBs3bqDVah8ZJw33Jrs7OjqEtEQiCxqNBqvVit/vp6amBrhHuJeXl2ltbRVJaysrK7S2tjI2NsbKygrpdBqdTkddXR3r6+tUVlZSKBREkIRU4ZYqXYc67n+7iEQi/PjHPyafz9PT04PRaGRtbY0LFy4caB3DvcVufHycbDbLmTNnCIfDXL58mWw2S6lUQqVSiVATlUpFPp+nv7+fcDgs5B+Sl7AkmThy5AgGg+GALlry2X0UotEoy8vL7O7u4vF4aG5uZmxsjPPnz6NUKgmFQkJzK+lvpYrkRyXikuXa/WmRUpu/srISl8vF7du3efvtt+no6ODEiRP4fD6+853v4HDci5i4ceMG7777LhaLhaqqKk6fPk0qleLy5csi+fW1114jGAyKxEjJR7mqqoq6ujqx4ZCs0qQQnEwmQ1tbG4ODgyKFUKvVsry8zK1bt1AoFJw6dQq73S66AwaDQQwU5nI59vb2GBsbY2RkRBAolUolKvfZbBaPx0N7ezs2m01I4CTZQTabpb+/H7lcLpIzNzY2UCgUuFwunnzySVwu14HP+cOsBfl8XiSLJhIJMpmM0PG+/yX9LlLxxWq1CnItHa80THl/kEoqlRLylHw+L4b4pAFIafOn0WjI5/Nks1kikYjQsJdKJdF9kK713t5eEokEi4uLIolVp9MJaaDL5aKjo0N4jYfDYW7dusWtW7fQ6/V86UtfQqvVcvPmTXw+H62trSKwRqVSkcvl+NznPsfg4KDQaG9vb4t5oMnJSa5fv47FYhEdAKkzKhF/o9GI1+ulUCgwNTXF0NAQdXV1IqhHp9NRLpdRKpX88z//M1arVaztxWJRrInSEK7L5cJgMDA8PCycaaxW62Pdd+VyWbiRvJ9cA+La1ev11NbWfuLS1I+CQ8J9iE8c5XKZ2dlZurq6HrjBZmZmcLlcv3BUcDqdZmlpie3tbWpra7lw4YIg0YVCgdu3b9PY2Mj29jY1NTWiLSVZ50nfIxAICCeAdDrNwsICnZ2duN1u5ubmePfdd/m1X/s1YrEYHR0dIqZdSmbb2toSHsIul4vx8XHy+TyxWIzBwUHgXtjDyZMnGRoaQqPRPFLHBvckID6fj9XV1QPtN0lWIhFuo9FINpsV0pGqqiqhiRwcHGRiYoLNzU3a2tqora0lmUxSKpWw2+3EYjHy+bywUZII96FTyb89lMtlRkZGePPNN+nt7eXs2bOEw2Hm5+cfGmQTDAYZGxujurqayspKhoaGqKioELZ4UjVrf39fSBJMJhPXrl3DarViMBiEljqZTPLlL3/5sfz3y+UygUCAlZUVUqkUNTU1NDY2srm5ycjICE1NTUKze39su7QYS4l10jFUVVWJY5dkFPen2WUyGTGoeL+TglRdDwaDlEolmpqayGazjI2NcffuXZ5//nk6OjpYWVnh2WefxWg0Eo1GuXTpEteuXaNQKIhhutdee41kMonZbBYhNvX19fT29mIwGLDb7fT29iKTyQiHw+zt7TE/P08ymUQmkxGNRpHJZPy7f/fvaGlpEeS1VCoxOzvLlStXyOfznD59mo6Ojkd2sZRKJRsbGywtLdHT08Pzzz9PNBplYmKCt956i2KxiNvtprW1VZBYuVxOJBJhaGiIhYUFlEolcrmcqakp4e/c3d1NbW2tiDn/qFCpVEIu8mEhVejD4bDQQZtMJkHAJa33Rz0eKaVRklRI1WmpSi99jtLPSCQS/P/svWlwm/d19n2BWIgdIEAAJEASBMBd4iqJkixZlmzZsRPb8bhNnDTpTJrMtGmWaetP+dCZ9lMnnel02ukknedtp2mdNknTOK+dyI7kRZu1UNzEFdxJkACxEiuxb/f7Qe85JS0vSWrHbh6eGY5lWaZI8MZ9n/851/W7pqenkU6n0dDQgHQ6Da/Xi83NTdy+fRvFYpE3DJ/4xCcwOzuLF154AdlsljcF29vbcLlc6OjogEwmg8ViQTabZVnh4uIibDYblEolAoEAuru70dPTwzIWqVQKlUoFhUIBmUzGh0giBtFQaWRkBNeuXcP6+jpMJhO/Zt3d3fD7/Ry2RNdCMpnE4uIiLl26BKvViv7+fjaDTk1NsV59bwmCgEqlso8ORB+ZTIYj7NVq9Ttutz7uddBwH9SHXltbW5DL5TzRoaIEsLNnz/7an5umKIFAAHa7HefOndtnzqAGgjSG1WqVkxwJ43X69GkA96bbjY2NfDP0eDyMSlKpVPiHf/gHyOVyxONxPPPMM2ykVKlU7JyPxWK8JpRKpVhcXGSD0F4coE6nw+DgIMbHx3Hq1CleCb5T9fT08ISBHp4NDQ2Ym5tDoVDgyV9dXR0SiQQzd5VKJTY3NwS2mqUAACAASURBVHHkyBHo9XpMTU2hs7OTfxYejwednZ0YHx9nyYtIJEI+n2dd5UH931PxeBwXLlxANBrFF77wBZZ0rK+v4+TJk/sas2q1iuXlZfY/+P1+1NXVob29nbdCp0+fxtraGubm5liaNTg4CJvNto9uEI/HMTY2xuEu71dkQJybm8P29jakUik0Gg2n1xqNRiQSCdaf1tfX3/dALpVKSCaTyGQyHG0+NzfHGl+j0Qiz2Qyz2Qy5XM6a10wmA41Gg+7ubjzyyCNs1PN4PFhYWMD58+f5wHD37l1MTU3h0Ucfxc7ODr773e+isbERq6urkMlk2NnZwerqKqRSKQYGBtDZ2ckmUa/Xi7feegs9PT34whe+AJ1Oh3g8jmAwiBs3biASiaBcLsNkMvHGrVQqQSaT4eTJk/smfNlsFqurq7hx4wZKpRIefPBBDAwMvOcEsFAoYGJiAplMBk6nE6FQCBMTE8jlcrBarXjooYc4V2BtbQ3Xrl3D2toaQqEQMpkMHA4HBgYG2DzZ0NBwXyDKR1FKpRJKpZIHFZVKhSUiPp8Ps7OzEIvFbGI0GAzQaDTvOoktl8vI5XKcIklpqISTPXfuHL9vBEHA6uoqrl+/jv7+flgsFqjVajzwwANMALJarTh79ix0Oh0/azY2NrC2toZkMonh4WGcP38ewD3S1srKCkQiERYWFrCysgKn08lyHJIDuVwuuN1uVCoVmM1mbuZtNhu6uroQjUb5GU1x74SHpWyGSqUCAHz4JkoKkV6Is3/p0iX2FZDZ2Gq1wuPx4MaNG/zzDwaDUKvV6O3t5XyJvcQXiUTCB2C9Xg+9Xs/PZjI3q9Xqj51k5P3qoOE+qA+1yuUylpeXMTw8fN/vT09Po6+vj6eyv2pRsl1raysefvjhdzzlut1uCIIAs9mM2dlZnDlzhm+em5ubqK+v52Z3cXGRDYqCIGB8fBzt7e3Q6XTsLG9ubkZzczN0Oh2i0SgbF51OJ6anp5FKpRi95PP5mNkrk8l4ck5FOreRkRE8+OCD73pK12q1MBqN8Hg8/DCXSCQwm83w+/2sBSfjpEajgVKphEQigdfrxfDwMIaGhnDnzh1kMhmoVCq4XC7Mz8/jyJEjuHr1KiO5FAoFisUiBEE4kJT8X1KlUglTU1N466230NbWhueeew4ymQwrKyvwer04derUPlxcLpfDrVu3EIlEoFKpUFtbi+HhYfh8PiwtLeHQoUOQSCT4xS9+gZmZGdTV1eH06dMYHBy8770eDodx9+5dZnC/W1WrVYTDYWxtbfE0t6GhAW1tbdjd3YVEIkFjYyMsFgtzsHt6euDz+djQJZPJIBaLIQgC0uk085UVCgWbCOngmUgkGJNWLBZhtVrhdDrR1dUFs9kMrVbL8rWVlRUIgoDBwUHodDo2Od64cQMnT57kAJwvfvGLUKvVKBaL+PnPf45bt26hvr4eHR0dsNlsHK5y7do1OJ1OfOMb34BOp0MikcDKygpUKhVaW1sxNDQEg8HAuvq7d+8iGAzCYDBAJBJhaWkJwWAQUqkUoVAIbrcbpVKJ0aYikQjLy8uMUCOcHzWNlAMgkUigVCrx5ptvcgKiWq3G1tYW1tbWUK1WIZFIWD/b1NSEhx56CDabDZlMBoVCgRFuFAzzcSsyWO7dsJK8iZrdfD7P8hPCqNJrVS6XoVQqeatjNpvR29t7H5EDuEfeaG9vh9FoxOTkJHZ2dtDd3Y2amhq0tLTAYrHA4/FwAqkgCBySdObMGYjFYm54U6kU2tra0NHRgUAggI2NDQQCAczMzECv18NqtaJQKPBmR61WIxaLYXV1FTqdDiaTCW63G2NjY2hpaeHnmVgsZuoQSU4oPl0kErFkZn19HYuLi9ja2uLQp7q6OjZZT01NweVyob29HQ6HA0ePHmU9fyQSwdraGoxGIxYXF5FKpWCz2VjaQhr6dDqNQqHAaaDBYBASiYS3JmRu1Wg00Gq1/E+1Wv2xlJMABw33QX3Itb6+DqPReN/ab35+HiaT6T0fsu9VhCk7ffr0u06Ho9EoAoEAjh07hjt37uDo0aN8I6xWq1hfX8fx48f3/TtB+EOhECKRCJ5++mkAwKVLl1CtVlFTU4OHHnqIpSZUhP+jcJtPfvKTuHr1Kq9Yad339mppaeHV27slUAJAR0cHbt++Dbvdzk1LU1MTlpeX9zXca2trqK+v5+nX1tYWT+mvX7+O5eVlDA4OorW1FTdu3IBGo2H9oVQqZT03NQkH9dtbgiDA6/ViZGQE8XgcTzzxBLq6uiASieB2uxEOhzk5kiocDuPChQsAgOHhYbhcLqRSKYyPjzMveXl5GR6PB6lUCkeOHMGpU6fe0WRJU73h4eF9uvBKpcIGvEwmw0QL0uHKZDLodDrk83mmZOj1en4Ph8NhmM1mXL9+HZFIBPF4HNlslhP39mp5VSoVjEYjP7DpsOrz+RCJRHDkyBGmDxFaz+/3w+fzIRaLIZ1Ow2KxwGAw4LXXXkO1WkU0GkU8HkdfXx/Gx8cBACdOnIDP50M0GuVN2IkTJ/j1v3DhAnZ3d9Ha2oqzZ8+ivb0dhUIByWQSFosFR48e3Xf/KJfLWFhYQCAQwPDwMBoaGlCtVlGtVhGJRDA2NoZbt25ha2sLGo0GLpcLgUAAyWSSda61tbVIJBKIRqMc6BKNRhGLxdDe3g6NRsOBNhqNZp+BkDIMCK/qcrnQ0tKyr9HJ5/O8xVxYWEBtbS3MZjMsFgvLTz6ORVpgwiwWi0UOPSL/DDXZ79RYv18ZDAacOXMG09PTuHnzJoaGhvjnsTfsjFCKiUSCm3B6BlHAUDKZhFwu54TjSCTCoUaCIECn06GlpYXRg5R22tLSgq985SvY2dnBnTt34HK5cOLECYTDYczPz2N7exsKhYJlhrFYDHV1dWhsbERfXx/Onz+PTCaD3d1dLCwsYHp6mkNy+vr6mErkdrsB3NsskPFWEAQEAgHs7u5CoVBw1LxCoeA0VTLeHj58GBaLhTevRN5JpVJQq9Woq6uDSqVic/Dq6ioymQyUSiVOnjz5a8uDPqw6aLgP6kOrQqGA9fX1+yLcw+EwdnZ2fi0qSbVaZY7tqVOn3vWGV61WMTs7i+7ubkxPT6OtrW2fVtrr9fLKjf69traWJ9YU9U4JaT/5yU/Q1NSElpYWpFIpiMXifYeFbDYLQRCg1WoZw+T3+yESiZBOp/HII/eh5bm6urpw5coV2O32d9UjajQannK3tbUBuMcIJ2QbTRgSiQTsdjt8Ph8cDge2t7d5Et/Q0ICZmRkcPnyYdXCJRAJarZYnZMQwJaPQAYv7t7MSiQRmZmbg8/mgVCrxu7/7uzzlW11dxc7Ozn3IvvHxcVy+fJm13SKRCPPz80gmk+jq6mI9N/kHSP/5TiQCWpNTNHsmk0E4HOaQFJJ85PN5qNVqjqyuqalhnrZIJMKtW7dw8eJFplKQOUyv17PO1OVysVlQKpUim83C5/Nhc3OTmb4SiYTX1YlEgmO4CbWZSqXg9Xrh9XoZuZdKpSCXyxEKhZiWkUwmkc1modFo+JCg1Wpx+/ZtJlYQeu8nP/kJ4ziNRiOcTicqlQqHAslkMhSLRaaPGI1GNpqFQiE+NNy9excNDQ2ora1FOBzGysoKEokEdDodPvnJT8Jms6FQKPCkUiKRYHV1FQsLC1AoFFCr1UilUrh9+zbK5TIOHToEl8uFpqYmbiop7KdSqcDr9WJ9fR1SqRRtbW1oaGh4R8mFXC7njSCxqamhIw0yyXZ+ncb1N1WkiyYS1Qf1OY8dO4aNjQ3cuHHjHVMZyUC5F4NXLBbZ3A7c8yB4PB54vV6IxWI+cJVKJUSjUezu7sLv9yOVSrHmOZ1OY2ZmBvPz8zAajdDr9ZidncX09DSeeeYZfPnLX0Y+n8fMzAympqYwNjYGhULBh9FkMona2lrY7Xa0traivb0dAwMDUCgUCAQCWFlZQblcRiaTwfz8PG9RYrEY1tfXUSqV0NDQgAcffBD19fWoVCqYm5vj4Djg3qBubm4OL7zwAnuNWltbGTloMpn40LG1tQWtVgur1Yru7m6ejn8cr6mDhvugPrRaXl6+L8K9VCphenr6HdfL71flchkTExMAgJMnT77n/7+xsQGFQoGdnR2oVKp9hkNBELC2toaBgQH+vYWFBW5kc7kc3G43/uiP/ggAcPHiRQQCAXzxi1+EyWTCyMgInnzySf5c+XyedZm5XA6f+MQn8PrrryOZTEKpVKJcLu/7u95epVIJHR0dmJ2dxalTp/Y9vBKJBObn5yGXy+F0OjE6OorW1lYG+5N5srOzk13uwL21qMvlwuuvv84TP5PJxGEJFDVMDGCFQsHNDbG4NRrNAYv7t6wKhQIWFxfh8/lQLpdht9tx5MgRvm4oifDMmTPcbGezWbz00ksIBoP4zGc+A4fDwXKu5uZmqFQqzM3NwW63Y2hoCP/+7/+OtrY2PPzww/dNmOi9Nzo6ivb2dszMzCCVSgEAJ6vm83mIRCK4XC4sLy9jfHycr0PCxNH2KhKJ8OEwmUwy5m1zcxPlcpnxeLS9IbICHVCJxpNMJuHxeLC9vY1cLsda0kqlwtIJuVzO62wAnP5HiYwkA1Cr1ahUKkilUqhWq2ykJE0sAExOTkIikfDBt1gsMsmJCCoU/tHY2AiZTIZoNIrl5WUUCgVYLBZuKEhyQoFVCoUCbW1tHJpCITZra2vY3NzE9vY29Ho9zGYz1Go1fD4ffD4fXC4Xb8vIBLeX+kEHEqfTif7+/l/J6E4ek7q6OnR2diKfz/MBa35+Hmq1Gh0dHb/2xvN/azkcDhgMBkxMTMDv96OlpYWJIe9Ub9+SajQa9Pb2oqurCz6fDx6Ph7XOxDxvb2+H3+9HLBbDxMQEFAoFxGIxN8BENkmlUrh8+TLUajUsFgv0ej2am5vhdDpRLBaRSCTg9XphMpn4UE2HPYfDAYvFwgx30mM/9dRTWFhYgN/v57TLCxcuIBQKYWFhASaTCTU1NaitrYXb7Ybb7eaEz0ceeQQikQjRaBTr6+vY2tqCz+eD0+nkqT3JH0luRv4Ll8vFNJ2PUx003Af1oRQxOd9uiKST7PvFm7+9CoUCRkdHoVar0d3djWKxyFNllUq1r/kmYondbkcgEMCDDz6473P5/f776CCrq6t47LHHANybbre0tMBoNCKZTOIHP/gBBgYGoNFoYLfbMTs7C5FIhNnZWQQCARSLRbz66qu8YlteXobb7UYsFuOHu8FgYA5tOp1GOBzmj1AoxLHNOp0Ovb29KBQKWFhYYMRZsVjE5OQk5HI5NjY2WGtus9kwOTnJq0gK+8jlcmhsbIQgCNjc3ERfXx8/pKempuB0OmE0GlEoFNgAQ2E6EokEkUgEFovloOH+LalqtYqNjQ3WcIrFYtYk0wEvl8thcnISQ0ND/MBfWlrCyy+/DJfLhW984xsAgNHRUeTzebS2tnIAy4MPPoh4PI4f/OAH6Orq4pCoZDLJH6lUCpubm5iYmOBri7B/NGENh8MQi8WMVtNqtejs7GS5ws7ODjweD1ZWVjhopK6uDtlslgNtKKwkmUwiFAohHA5zAyAWiyGVSlkeQZpu4J4hrKamhkNocrkcI/9olV9TUwOpVMrGRmpIKShFpVIxC7mmpoY9IoSvK5fLyGaznFhIuLhMJsPhKfT10cHX5/OhWCyyma++vp4niUQYqq2thdFoxKFDh/DII49ApVIxgq9UKiEejyMWi0GpVLJRTSKRwOfzQaVS4fnnn2c9MRVNpcn4SgeaaDTK+NOGhgbU19f/yvIQuVyOlpYWtLS0sD5/fn4e6+vr6OnpuY+G89tayWQS4XAYNTU1uH37NpsZVSrVPl0yyZ3ebcgklUrhcDjgcDgQi8Xg9XoRCATQ3NyM2tpaOJ1OBAIBlqlEo1E2HmYyGfYENTc3Y2Njg1Nb3W43v09IRhMIBLC6uora2lq0tbWhpqYG6+vrfH3W1dXxAZdY5AqFgp/fRqMRx48fx+joKGZmZqDVaqFQKFCtVhEIBDA6OsroRaVSyZ+jUChgZ2cHr776KnK5HONGGxsbuQeoVqscCf/3f//3920NPuo6aLgP6gMvQRAwMzODrq6ufSfyYDCIeDyO06dPs6wkl8vxRGevU5l+r1KpYHd3F/Pz89Dr9bDZbAiFQmyeyOfzSCaTfEqmhlQqlWJlZQWDg4NYWlraF5YxNze3Ty9NDYHD4UClUsHY2Bg++9nPolqt4l/+5V+gVCqZ7nHnzh2USiVcu3YNAwMDOHXqFCKRCBYXF1GtVjmJrLGxETs7OzxN/ou/+AuYTCbI5XKIRCJ+4BHLdmFhAQaDAdevX+dY+NbWVjQ0NMDv9/P69u7du/B4PHA4HJBIJJzcFY/HeYIUi8X4wU+HjnQ6DZVKBZ1Oh+npaZ5sq1QqNv7kcjmWkJCu80DH/b+/gsEg3G431Go1BgYG2Ky892FUrVYxMTEBp9OJ+vp6ZDIZXLlyBYuLi3jiiSfQ29vLkhGj0YiamhoEg0H09/dDq9ViZmYGq6urPFm6efMmUqkUY9JqamqQSqWwtraGJ598Eu3t7chkMlhZWcHo6Ci8Xi/j+ra2tiCRSJj0QxHbOzs7SCaTkMlkOHz4MMxmM3OKCblGzYTL5cLhw4fR29uLlpYWVCoVXlPPzs4yei0YDDLbF7g3iS2VShxgstc0RimNJAOh9xtNuYvFIk/Em5qaOFQrFAohn8/zdJvuRfT+VSgU0Ol03LyKxWJEIhH4/X4+PJMGnaQzxNqnr6VUKiEYDMLn8+GNN97gCHStVotSqQSbzYa+vj6WpGxubjKqL5/P40c/+hEkEglsNhsMBgNHvFMYTFtbGwYHB9lQSq9FPB7nw31bW9t70pberWpqatDQ0MAEjZGREVgsFnR1dX0sZQH/k6IETToIisViWCwWHDp0CGfOnMH29jbcbjfsdjuMRiNSqRSnlabTacjlclitVrS0tOzbHO8toqscPnwYwWCQ05UlEgnHy9NgRiwWQyaTYXd3F7FYDIIgoKurC+l0GqVSCQaDgTdO+XwegiAwzjMSieDq1avI5/MwGAzM1pZKpWhsbITJZGIpl1wuh8vlwujoKCKRCPR6PRO+lpeXkUqlOA06n88jFArB4/HwhqqmpoaNuy0tLSwbCQaDWF9fh0gkgkQi4fcf8f4/biWi0/1vYx09elQg08pB/eZqa2sLW1tbLI8QBAGRSASvvvoqGhoa2MxB05+9Mbn0a/onJal1dXWhra0NuVwOkUiE8UuUBkY6sVAohMXFRZTLZWYD7zVDRSIRLC8vo6uri9fEHo8HoVAIv/d7v4f5+XlMTEzgM5/5DK5cuYKf/vSnqKurQ3NzMzo6OpihTYYyALh9+zZ+/vOfo76+HmfOnMGVK1cQi8UwOTkJr9eLZ599FlqtFsViERaLBYODg0gmk5ifn4fD4UBraytGR0cxMjKCra0tCIKApqYmNo/YbDZOBevr68N//dd/wWAw4Omnn4ZEIsHy8jKKxSIOHz7MBjZaRc/MzGBlZQVPPfUU69omJib489bU1OCVV15h1Jper+fJ41e+8hVUKhXGKB7U/66ig2oul8Phw4eh1Wpx48YNtLe3syGManZ2Fvl8HkeOHMHKygquX78OuVyOJ598EjqdDsvLy/B6vWhtbeUDn8vlQiQSwfT0NMRiMZaWltDY2AibzQa73Q6DwcASFQpjaWpqQigUwuTkJNbW1pBKpSASiRhrl8vlYDQaIZfLUSgUONhCEATI5XJugE0mE4xGI3K5HDY3N7kxI1NepVLhFEVqEEUiEarVKlKpFNLpNDfI+XyeUwJLpRKUSiUcDgesViuy2SxKpRI35K2trdBoNIhEIpiZmUEsFuNwE4vFgsbGRmSzWUilUuzu7kIsFiOXy0Gn06FSqUAQBMhkMk6E3d7e5rh0MryVSiVOKwTA+DWSqAD3ZCS7u7uoq6tjvBxp5cvlMuLxOEe4Dw4O8msVDoexvr7ONCVqkCqVCke5p9NpWK1WDA0N8VqeDjt0P6fkxVKpBLvdDo1Gg2g0ioaGBrS3t79rM/jLVKlUYkKO0+mE0+n8yHwk1WoVhUKBA3Fow0HPnV9WFkkM9K2tLdTV1fF1+k4HlEwmg8nJSchkMgwMDPC1LQgCUqkUS4C0Wi1aWlrQ2Ni4b8OQzWYRjUb5o1wuQ61W89SavEqE3aNrlN6jk5OTHNqzu7vLCa35fJ7fTzQUoyaXmmWSNNHwi96vOp2O8Zk03KmpqWGkJRFbhoeHedAzPz+Pubk5iEQiWK1WCIKAeDyOcDjM5s+9AU3lcpm57GKxGN/61rd+5U36B1EikWhCEISj7/jfDhrug/ogq1gs4urVqzh+/DjS6TRH/m5ubqKxsREnTpzg6e77VSQSwZ07d9Dc3Mz/LggC6uvrWUe2V+tWrVZx5coV5PN5nrTRQyYUCiEajbK8gibcS0tL+P73v88g/Rs3brBZ8s0330R9fT2vce12O86fP4/W1la8/vrrOH36NKRSKV588UVMT0+jvb0dDzzwAP7pn/4JY2NjiMViePrpp3Hy5Ek88cQTWFpawhtvvIGpqSnU1tbid37nd9Dc3IwrV64gm81ic3MTer0eYrEYTU1NHLdOcbvHjh1DU1MTenp68KMf/Yid5cA9Q9vDDz8MQRBw8eJFNDU1QSaToVwu48KFCzhz5gwsFgs3HuPj4xgcHIQgCNja2sLly5chlUoRj8c5DOf5559HMpnE0NDQh3ClHNSHVcViEUtLS5xCZ7fbUa1Wcfv2bZjN5n0kBADw+XxYXl7GoUOHMDs7y+FNp06dQrlcZr1xfX09ex/q6+sxOzsLt9sNlUqFlZUVHDt2DMePH0epVMLExASWl5dZRjE7O4t0Os2TrGq1ioaGBlitVphMJtZNk0HR7/cjHA7zQZoOn/X19Xx4JRRaXV0d4/3IU0EyD7FYjEwmw4mvuVyOMWl1dXXY3d2FSCSCVCpljrhGo+GGnIxZ2WyWJWgkVSFuMUWYUxCO0WjE0NAQtFotFhYWoFarsbu7C4PBgE9+8pNoamrC9PQ05ufn2Wi5vb3NiDO9Xs80FqlUivn5eezs7LChmQYF9LpFo1E+lJBOvVAo8GGCzNyUNOlyudDb2wu9Xo9CoQC/34/NzU0mPzgcDlSrVdb5GwwGNqxR0xcKhbC7u8sHmFKphOPHj3PQUXt7Ow8o3l75fJ4lNvTPQqHAE0zCD2azWSwsLCCRSKC7u5vZ2R90CYKAaDTKmwhqsOk1JO5zbW0tX4/0QQeVvRIlkh7RRy6Xw9LSEpRKJbq7u9lTQD/Lt/+aDhd0yB0YGGAzP1WlUsHGxgaWl5cRCoVYdrLXhGs0GpkjvrcymQx2dnYQjUb3SZ/q6+thNBqhUCjg8/kwPz/P25vOzk5uhCmIJpFIsIeCmvlQKASv18uHE6KKkIRTJBJhaGiIjbbJZBJisRg2m41/3d7ezo18LpfDysoKc8KNRiNMJhN/jfF4HLu7u8zuLhQKkMvl6O3txec///lfa+PyP62DhvugfmM1PT3NhqNsNsuGi83NTTz00EO/lNZPEATMz8/jjTfegNVqRWtrKzfZ70Q8oFpeXsbk5CRaW1tx/Pjx+5zzxLh1OByYnZ1FOBxGS0sLxsbG8PzzzyOdTuPFF19EX18fXn75ZU6MS6VSrHU1m81oaWnhJqBUKmFsbAzb29ucgjUzM4NXX30VR48exfe//33cunULXq8XDocDMpkMsViMCQvj4+Mwm814+umnce7cOQQCAQ5AOHr0KLxeL5aWljA2NgaJRAKn0wmHw8ErtVwuh66uLiwuLuLMmTNQKBQYGRlh04zNZsPPfvYzaLVaPPzww9jY2EBvby9efPFFnoxZLBb81V/9FSwWCyd1BoNB/Pmf/zmjFw/qf0cRI9tisbCRVhAEjI6Oora29j7zbiqVwltvvQWDwYB4PM50kf7+fgSDQczOzsLlcrHJbXh4GIlEAq+99hqy2SyGhoa4Oczn87h58yamp6f5sCgSiVg6JpPJIBKJYLfbOZ0wmUxia2uLm9ZgMIhYLMZhKbR6lslk2NrawuLiIlZXVxEMBrlBl0qlbEqk9ffeeG4yPWo0Gp5+lctlJJNJ1NXVweFwYHBwkKO0AfA0en5+nqUx6+vr2NjYQKlUglqt5qae6Ce0yqaE2kQiwdpXnU4Hs9nM7OvGxkY0NzdDLpcjFouhVCrx1o4aGAogaWxsxKFDh1i7HQ6HuTmjvz+dTmN9fR2hUAjFYpG/19raWj4giEQiHlDQCp48JjSxzufzjAg1mUw8qaefn8lkQltbGxwOB8eJEw/85s2bEIlEHAZEvP+Ojg7eEqTTadTU1OyLESczJk1a6fun5hsAtre3oVQq0d/f/4E1UclkEj6fjz09jY2N/P3Qh1Qqfc/4cZry723ACc9YqVSwubmJtbU1OJ1ONDQ03Bc9T/Klt/9aJBLxYXF9fR0WiwUulwsSiQTZbBbZbBZyuZxDZwgfqNPp0NrayimUv0x0ejqd5msvGo2ipqYGSqWSpUe5XA5isRgDAwNobGzEwsICf310wKMpczabZdOy3+9n3CRRfnZ3dyGTyXhrbLPZeCNDMi6xWIyenh7WddOkfXNzEzs7O/wzIv02SdxSqRTC4TA8Hg88Hg/++q//+iMx4b5Xw32g4T6oD6zi8TjW19c5yWtoaIj1zsPDw+/bbFNjPjMzA4/Hg8ceewyHDh36pZr0TCaD0dFRGAwGHDly5B1vNKurq2hoaEAsFsOhQ4dw/vx5zM7OolQq4fbt23jzzTdhtVoRCATQ0NCA1tZW6PV65sna7XYcPXqUo6T9fj+nsBHirFQqYX5+HlqtFs899xx8Ph+q1SqzriUSCc6fP4+1tTX89Kc/5SjhxcVFAPcCbXZ3d3HhwgVmrAqCAI1Gw5HERJfI5XI4ceIEpqensbu7i52dHTQ3N/PkDYAy7gAAIABJREFULp1Oc+IkRf0SQrCtrQ2Li4vMTq6trcXu7i70ej038tVq9SD85n9RFQoFjIyMoLW1dV88+szMDADcx3kvlUq4ePEiKpUK6uvr+UDX3t6O2dlZRKNRDA0NYW1tjYNdrl69irm5ObS3t6O/vx9Xr17FtWvXuMGWSqVQKBSor6/nBpoiuFUqFRwOB0+taDomkUhQKpUgCAJMJhMcDgfi8ThWVlYAANevX0epVEI2m2VeLwU7kd6TppEAGBlIBkSlUslrbZpGptNpXj8XCgXcuHEDExMTkMvl/ECPxWL88CcE34kTJxCNRvnvVSqVaGlpQT6fx/T0NJvVcrkcR4YXCgWeohLlZHFxEXfv3uV7AzXCNKlraWlBa2sryuUyExhmZmYgEomg1+shCAJP7nd3dyEIAgwGAwYHB1FTU4PV1VWWFFQqFY77Jl0rvTakJacGXqVSoVQqoVAoIBwOQ6PRcCBQJBKBz+fDxsYGN0YikQjlchlSqRS1tbXI5XLI5/M8cCHqikqlYlOexWLhgBKSH5BkgfCntGUIBoNIpVJIpVKoVCpMuOrp6XnPMB2a8lNADflTqDEj3b/NZrsvRfVXKfIOvV1rXigUMDU1hUqlgmefffZXPiRUq1U+nGWzWUxNTWFnZwe9vb0sxXz79y4IAuvDJycnUSwWeVBFU+F3KuKOt7a2olAoIB6P88Ghvr4eq6urmJ+fx/e+9z0Ui0UMDw+zF4m8VuS3qq2thdVqxVNPPQWNRsN5GVarFWNjYzAYDIhGo/B6vfD7/QiFQmhvb8fQ0BCkUinTSC5fvswYXnrvNTc3I5/PY3NzE/l8HrlcjjGiNTU13LA7HA40Nze/6/f7UdZBw31QH0gJgoBLly6hUqngxIkTaGxsBHBv4t3S0sKTineqeDzOOmoyHX7pS1/6lbBTZGYkmcfbv7aFhQVcv34dZ86cwfDwMPOuL126BLvdjmQyCYlEAkEQ4Ha7oVQqodVqef1HuKPJyUk4nU6cP38ef/mXfwmv14uVlRUcP34cTqcT//iP/4hEIoHPfe5ziMfjWF1dxbFjx3DlyhV4vV4888wzeO211/DSSy+hqakJLpcLGo0GFy9ehNfrZXrD6uoqJicn8elPfxoOhwNtbW2YnJxEOByGTqfD6uoqFAoFQqEQHnjgAfzwhz+E3+/nhntnZweZTIYpELu7u8jn82zecrlcWF1dhc/ng1QqhdFo5INGJBLhGz2t1T+uIRUHda9KpRJGRkZgtVr3NdvLy8tIJpN44IEH7tN5/uhHP4JIJMJDDz2E1dVVdHZ2oqGhAbdu3YJKpcLQ0BAmJyc5Qe7//J//A0EQIJVK8frrr8Pn8yGbzbLBq1gs8tqdzLcUFNLS0sK6THpQlstlbixoCk0yErFYDLlczrQQ4L+TIhOJBF+XlIZIEz3C7JlMJtTW1kIsFiObzSKZTKJUKvG0raWlBSdPnuT0wN3dXaRSKW7Q6EAtFosxMzODYrGIuro6mEwmOJ1OpNNpPP744xCJRLh06RLu3LnDk0GXy4Xm5mYmszgcDtjtdtTX1yOdTvP7i/BmxWIRCwsLKBQK0Gq1EASBEW+0RQuFQhCLxTCZTHzvyuVyrGWtqalBPB7HW2+9BQA8WaQVPB1O4vE4yw52dnY4U2CvrIGkK3K5nOWAdHChiSpJbsjkTvcI+lwymYz137RNSKfTmJycZKIKDRsoSIdoFevr66yVttlsaG5uxsDAABKJBGZnZ/HKK6/wppJkRPT3k8ynUCjw10FBXqQ/pu+DNizlcpm/Z5PJxN/j2yuXy6G2tvZ974WhUIifex0dHb/WvZOkSvSzfOSRR7C5uYmFhQVEo1EOkdkrqaTtAslPKGqeTPlE9SAWOxFzMpkMcrkc0uk0qtUqlEolm3WJ+a1Wq5HL5aBUKpFIJPDQQw+hoaGBJTA07a5UKojH4xgbG8OxY8dw+PBhtLS04Pbt20ilUnj22Weh0+mYIkTb25dffhlarRZ9fX146qmnUCqVMDs7C7/fj8bGRqRSKT7MUQpyLBZjORXdIwipWK1W8cQTT7znRvyjqANJyUH9j6tUKuGVV16B3+/Hl770JdbtUUDCgw8+eN9Np1KpYHt7Gx6PB6VSCa2trVCr1ZiamsKRI0d+JbOD1+vFj3/8Y3z2s59lvTf9HYTP8ng86Ovrw5EjRwDcuymOj4/j0qVL+P3f/31mfNpsNty9excqlQq5XA4ajQaNjY145JFHYLVakcvlMD09jcXFRXi9XjYbkilqY2MDlUoFzz//PCKRCCfAOZ1OjIyMcNocpX0dP34ckUgEZrMZb731FoxGIx555BEYjUZ897vfRSqVQk9PDwqFAlQqFS5fvgyr1Yr29nZsbm5CLBbjq1/9KiYnJ+F2u/EHf/AHKJVKeOONNyCTyXD8+HGMjY1heXkZAwMDyGQyGB4ehkqlwsWLF3Hnzh1885vfxE9+8hNcu3YNnZ2d2NnZgd/vxx//8R+jpqYGx48f/0i0cAf1y1WlUsHIyAh0Oh0OHz7Mv7+1tYWVlRWcPn16n/FqY2MDV69ehVKpxOnTpzE/P4+BgQEolUqMjo6iqakJBoMB4+PjUCgUGB8fZ5xgMplEPB7nECai37S2tkKhUCAajXKQyuzsLPR6PXsDgHuGPqIh0KRub9NbX1+PpqYmXg/LZDLYbDZotVqefpXLZbS3tzPVgwzCZrOZiQZklNxLOdjY2MDrr7/OiY7k26DwjubmZlQqFVy6dAljY2Po6OhgNJ7f72ezYSAQ4MaUouAbGxuh0WgQCoXQ2NiIrq4uPPbYY+jp6WEDtdvthsFgwMDAACwWCy5evIiXX34ZsVgMTqcTAwMDsNvtPCkmZjmx/evr67GwsIDFxUU2kxJpiCbGarWavTNra2vwer3IZDLQarUwGAyQyWRsvmxqaoJOp0MqlWLqCL1uJG0gyQRRUuh7pqaUzKzkySFZBEl8zGYznE4nrFYr4xaXlpawsrKCdDoNsVjM5j/g3oaPdP00jc5ms0in0+wjEIlE8Pv9KJfLOHz4MDo7O7kJo+9hL7FCrVZDJpNBr9fz1rKmpoZTMMnsR9cgbTnUajXEYjHrueVyOdRqNZqamjjXYO8UtVKpYGFhAcFgkI2qH3SVSiX2JIXDYU5wtFgsbEzcW9VqlZvqYDCI7e1t9jPQz47kPeQZIJkIJVpubGwglUrBbrczN10kEsHpdMJkMvF1R68FNfKRSATnzp2Dy+XC4uIidnZ2UCwW0dDQcB/BjJjet27dQiAQgFar5SCoXC6H/v5+2Gy2fRhPuvbp8LC4uIixsTH4/X5Uq1V885vffM9B34dVBxrug/rQKh6P4/bt2/B6vfjc5z7H05ednR1MTEzg5MmT+5iqFLzi8/lQV1fHejM6FQ8NDd1nEHl7FQoFjiCORqP46U9/CpfLhUOHDjEDl2Jv1Wo1bDYb4vE4Hn/8cQiCgO3tbV6/ZTIZnD59Gi+99BLq6ur4QedwOLCzswO9Xo+VlRU8/vjjzKnd2dnB3/3d30Gv1+POnTtwOBzweDzMER0cHMSzzz6L9vZ2/Ou//itOnDjBJ/+XX34ZDQ0NOH36NE6ePIn5+XkcP34cOp0OsVgMly9fRm1tLU/Jvve977H5k1a3Fy5cwODgIBwOB65cuYLh4WE89thj+M53voOvf/3r0Gg0uHLlCgBwIMLGxgZqamrQ3NwMu92OhoYGrK+v4wc/+AHOnTuH7e1tXL58mW9ik5OT+OIXvwi73Y62trb3/Zkc1EdT1WoVo6OjkMvl6O/v5wduOBzG1NQUJzkCYOIPrec7OzuxtbWFY8eOsTmyp6cHgiDg1VdfxcbGBjY2NqDVamE2m3n6HA6HOb30E5/4BIxGI9xuN5LJJHZ3d+F2u7G7u8sJg6TbJEmTTqdjsgKRB4hoQI2ERqPhBz5pwevq6qDVanHs2DG0tbWhra0NgiCwUSsQCDBzOpPJQCaTsek5k8mgUqlApVLh8ccfh0wm42YrFArB5/NhfX0dXq8X5XIZZ8+eRU1NDa+/LRYLOjo6WMMtk8mwvb2N5eVl5PN52Gw2nkQePnwYNTU1WFpaQjabRUNDAzo7O+F0OuH1enH58mVcv34dAPCpT30Khw4dwtzcHJaWlrC7uwudTof+/n7W0ZpMJt5oCYKA27dvY2tri81uNNUlpCGZEUUiERQKBUqlEgKBAMrlMjdFu7u7KBaLLE+hTAMK3CmXyzzBpsaVtLZ7G2+aTlMzbLFYIJPJkM1mkc/n+VojXX21WoVGo0FLSwvMZjNrlOnaovjuUqnE/GY6UBAGMZ/PAwBvLmpra+FwOHhyS4dLMjjS60DBYAqFAmazGYcPH0Z3dzenFpI+fmNjA9vb29xkWywW3qCEQiGe/AJgSgxwL9/BYDCgr6/vXQNXiDJD1/T/9L0fj8cRCoUQCoVQKpU4Bp3MioVCgSVYdG9Xq9Ws799bRPYJhUK84Zybm0O5XIbT6YRCoYBMJkMmk8HNmzeZfmQymfhnS3hHqVSKYDCI0dFRWK1WBINBnDt3Dk1NTfD7/fD5fGhqaoLT6bzPWLuzswO3242NjQ2WYpKk8/jx47BYLPz6kl48EAgw2IAOZR9VHTTcB/Wh1NraGtbW1gAAzc3N6O7uBnDPnDg5OYmjR4/CaDSiWq0iGAzyRKylpQV2u51v/vF4HKOjo+/abGcyGW6uY7EYisUis0bHx8fh8/lw9uxZRKNRTmGzWq38xqRTM/G2GxoaYLFYcPXqVXzqU5+Cx+PB3Nwcjh07Brfbjf7+fni9Xm7gu7q6sL29jXK5jJ6eHrzwwgs4fPgwCoUCvvOd7yCfz+PRRx/F+Pg4Zmdn8Sd/8if4zGc+gzfffBMzMzMolUqoq6vj4Ai9Xo/nnnsObrcbx48f33cK93q9zEym1LqrV6/CZrMhnU5DqVSiWq3i9ddfx7lz52AymfDiiy/iq1/9Kubn59He3o6TJ0+y5s9ut7N5x+PxYHh4GFqtFi6XC6VSCd/5znegUqlgs9lw7do17Ozs4NChQ/jFL36BJ598EmfPnmVJwEF9vEoQBE5e3etbSCaTGBkZwbFjx2AwGFCtVnnL43K5sLa2xpgw0iSPjY1Bp9NhYWEBb775JkQiEZqbmzntMRAIIJPJQBAE3iIpFAqEw2He9FBDS8iwQqHAm5xCoYBgMAiFQsEbGtIgk14aAEuivF4vUqkUzGYzVCoVCoUCRCIRPvWpT8HlcrGJKpVKQSKRIJ1OI5FIIJvNoqmpiafim5ubmJ+fh1gsRjAYRFNTE4xGIzeLZFZcX19n9J/dbsfq6io38HV1dZBIJEwrsVqtqK+vRyqV4lAcQhOSkY2aRTJUEsWhUCigXC4zLo2ISr29vTCbzahWq1hdXcXly5fh9Xr5Z00Gumw2y1IFwqvtNT6Slpq04tQok1m7VCqhra0NUqkUHo8HGxsbMBgMvImgaSHp7qmxIe+IWCxGOBzG0tISy3SowUskEjyJ1uv1TGBJJBIQBAF6vZ655eVymYkxGo2GpSVkUhSJRMwdj0QiSKVSEASBG32KMS+VSkwWUSgU+7YeOp0OCoViH1lEJpMxdYQMtXSgPHbsGFpaWph6Q1hamoTH43Fu/CuVCtLpNEKhEPx+P5uNKfWR/jsRPchTQ2Zc6rv2Nt7kgSBc33vprt+pMpkMwuEwG1YpqOb9JC17g3Lq6uo4MG1mZgZmsxmDg4P3JVzm83m88cYbWFpagsPhQEtLC9NrSMNP14vX64Ver8epU6fYb6DVavn1aWlpYTLY3iLkp8fjAXBviBCPx6HX6yGXy5HNZqFQKNDV1YWurq53Tef8TdcH0nCLRCIVgLwgCJUP8ov7MOujarjz+Tzr6n4bi96MyWQSTqcTi4uLOHfuHN+M7969i2PHjkEulzOTm0wZDQ0N+16XRCKBO3fuYHBwkB3FdKINhUIci0w3ELlcDrFYzCala9eu4dOf/jRcLhcaGhpQV1e37/N7vV7853/+J/r7+3Ho0CE0NjaiWCzi4sWLmJ+fh91uxyuvvIK2tjZkMhlYrVbU1dVxHHxtbS36+vqYWPBv//Zv6OzsxGc/+1l861vfgkKhwOTkJM6ePYuf/exnsNlsOHfuHPx+P5+0b9y4wZg/s9nMeLHz58/DYDDwpIomkW63G+FwGMViERMTE8jn81CpVEwRobjolZUVnDx5EpVKBV6vF1/+8pcxNzeHP/zDP8TW1hbcbjfMZjPMZjOvcY8dOwapVMoGukuXLmFqagpdXV2YnJzk1MuZmRnYbDZ8/etfR7VaPWBxf8xKEARMT08jn8/vMyRXKhVcvXoVPT09aGxsRCwWw/T0NNRqNXp7eznNT6VSob6+HiMjIxyxLBKJsLKyAqvVCrFYjOXlZTb9Ujoi6XdpYlapVKBUKuF0OrG7u4uFhQVUq1V0dHTg/PnzUKlUuH37NlZXV2GxWNDb28sprdSgU8OjUCiwtbWFaDSKjo4OdHV18cGTEGU+nw+FQoHNdTT1pU2M3W7fF/Wcy+XQ19eH+fl5WK1WNDU1scF4Y2MD4+PjiEajMJvNCIVCyGQymJqa4iQ+CtkgikR3dzdkMhlLIsiE+MADD0ClUmFjYwORSGRfOl4ymUQmk0E+n0exWGRqiVqthlarZSoHRddns1moVCo0NTXxz5oaKavVus8cRhISQu2ZzWZ0d3ejo6MDKpWK8W0k9aAQIZJFkF69paUFVquVg23oa6Umn4yN1EgVCgUEAgFOwSQddSaTgdfrRTgc5kafiC6FQoFTMZVKJZtZqVFKJpNMlgH+2zhIQwpKEiT+s9FohNVqhVarRTgcxuLiIkKhEL+uYrF4H7aPDg/EdydjOJkPJRIJurq6cObMGXR3d8NsNkOn07Ekgwgw+XwePp8Pa2triMfjUCqVKJfLCIVCvClobW1FT08PLBYL50DodDpotdp9Ovy9dB0yd9KvKal4Lwb3/aLKyShK1yt97P33vWE38XgcUqkULS0tnP2QTCYxOjoKl8sFp9P5rn9XtVrF3bt3MTk5CbvdjtOnT0OhUGBnZ4cTlUOhEF577TWsra3B5XLBYDBwEFa5XObgunw+j/r6ehw6dAhNTU1MEiIM4ebmJjY3N3kT0t7ejtbWVshkMr5eaYJP1xY9637T9Ws13CKRqAbA5wB8AcAxAAUAtQAiAF4F8P8IgrDyoXzFH1B9VA33xMQEvF4vmpqaYLVaYTabf2lA/se9KpUKJiYmUK1WMTQ0hFu3bqGrqwsNDQ0IhUIYGRlBU1MTcrkcMpkMbDYb6yXfXolEAqOjo+jv74darUYgEMDGxgb8fj9PIsiUQatAmhqtr69jdHQUzz33HHp6eu773NFoFIuLi1heXobdbse5c+d4kpDNZvHP//zPGBgYwO3bt6HVajlQx2KxwO124+TJk8jn8zh//jwzQ2nq1NzcjGvXrkEQBCiVSuTzeVy+fBnxeBxf+9rXoFQq4fF4kEgkIBKJ4HK5kMvlGHM1Pj4OmUyGZ555BkajkW/WZNTM5XK4ffs2mpqacPToUYyOjmJ7extHjx6FXC5nF/n09DTW1tbQ19eH69evo7e3F5lMBn/6p38KtVqNK1eucBz9jRs3sLW1hcOHD0MqleLkyZOQSqXw+Xz48Y9/DLvdjrW1NcZ31dTUIBQK4dvf/jYSicQBi/tjVhS1feLEiX20ArfbjVwuh87OTszNzTGOknjOJFkymUxIJBJQKBTo7+/H8vIyoyfJaEUGJalUis7OTnR1dSGVSsFgMPA0y2q1olKpYG5uDqlUCkajEadPn4bZbMba2hoWFxexu7uLQ4cOYXBwEOl0GisrK5DJZDAajYzTI6QacE8GRZsxSnGlZrmxsZHXyBSg5XA4oNPp+GBAEeZSqRRNTU1YW1tDpVJBW1sbUqkUtre3EQgEsLi4yAeHkZERNtdZrVb09/dDr9dje3sbCoUCfr+fD80ej4dN1jabDY899hh2dnY4pa9UKuG1117D3NwcZDIZE0UqlQpaW1vZH0JBP6lUCsFgkIkccrkcDQ0NMBgMfKBobGxEXV0dyuUy0zuIBU5T47czuDUaDVpbW2G1WhmxRqbNra0tprGQua5UKsFkMsFgMPCknBrtvU0rmeQEQUCxWITH40EwGGTOOeFRSW9MtCVqwpLJJP+sSe9NSEWFQgG1Ws1mSyKhAP+tD6dnKW0L9jLXpVIpHwDIW2A0GlmHTnIVCgqqqanhg0UsFkMwGGTJCE3b6Wuga5VMvXq9ntnXwL3QJWpayatjMplgtVr3/Vma2NPzjYZIe4OXlEol4+7IwEjkm72MbfLW7Ozs8DVB7G2a5NNrQ814IBBAMBjkv2dvdHyxWMTa2hpjMt8Pi1gsFjE9PY0333yTzfhkstbr9TAYDJiZmcHRo0cxPz+P1tZWPgTSYS6VSqFcLjMLnegxNBQg0pZarUaxWMTy8jLGx8chCAKMRiNvxQDs47t/7Wtf4+HWb7J+3Yb7GoA3ALwMYE4QhOr///sGAOcA/B6A/1cQhH//UL7qD6A+qoZ7dXUVy8vLiEQifFMgvVJbW9vHZvWxtwgBR9ovMs6oVCp2/kskEoyPj0OlUqG/vx/r6+uIRqPo7e3FzMwMbt68Cbvdjvb2dlitVr5hvFPNzc3h0qVLvA6m2NqGhgbYbDa+QdXX1+9L0qpWqxgfH8fo6CjOnz+PtrY2vmELgoBYLIbFxUXkcjmYzWZ4vV48/vjj+0x/IyMjuHr1KiqVCk6dOsXhCu3t7VhZWcGjjz6Kubk5aLVa1sjFYjHo9Xo8+uij2N7exve+9z1Oa1xcXOSDx/PPP88x13K5HEePHoVWq+XDwc7ODgYHBzE3N4e5uTkMDw8zKu3u3bsIBoOQy+Xo7OxEOBxm9uk//dM/oVQq4ZlnnoHH4+EHxc2bN3kKFIlEeFL5wAMPYHJyEul0GufOnePXhCZvg4ODrPd86aWXUFtby8QJr9cLk8mE6elp/O3f/i1isRhOnTr1G7kOD+r9ixLr+vr6eApEJqXJyUlYrVZsbW1x2ASRNyYnJ6HVauFwOJBIJPiBPzU1BY/Hg0qlwtMmwrg99NBDzOReXFyEx+OBSCTCwMAAent74Xa7sb29DbFYzFi6nZ0drK2tYWNjAwDw3HPPoa2tDRcuXMDc3ByUSiWam5shk8n4gR8MBvnvBMCmxHg8ju7ubrS1tWFnZwfhcBjNzc18iPB6vVheXuYGnCQW1AwvLy9zEia9TtlsFuFwGABQW1uLQqHAMgcAHIxDaFCafKrVani9Xl6R0/o9nU7DbDYjEAjg9u3biEQibCqkeHaTycRaX+IVU3NADWxdXR06OzuRz+exurqK1dVVlEolDoIhuQdwT85TLBYRCASQTqf5Z0mfn6bJ1WoVMpmMo+OtVisMBgO/tmazmWVngUAAq6urfD8hGQRdDwaDgY2EpPOmxonkb7W1taybB+4NVba3t3nbQEEwJD8hGgfRRAAwcYSaQNqkJJNJxGIx1oWTvp8II3u/LkEQuJkHwH8Hmfvoz1IjTlP1vRQSsVjMMpXOzk4YjUY+MJTLZf6+yXhIshqSIZlMJk7n3Ct9IckPTZyLxSLTdug5RYcNvV4Ps9kMvV4PmUzGr5lEIuHgmVQqhdraWigUChgMBta57z3I0mRbIpFAoVBwwuheaQ5JS8i0SkFJe02RIpEI8XicQ6zK5TJ7tFZWVlBTU4Ph4WHeJG1sbGBtbQ2tra38fD579iyampp4K0JmVfrY2NhgudjbexCKuqcQHfp/CEfY1dWFlpYWGAwGNDY2fiQJpb9uwy0VBOE9w+h/mT/zUdZHreEulUpIJpOIRqPweDws7jcajczKJff2hz0B33tx042abhz0QCb9Ia1l6CFFYPzp6WkOYcjlchgbG0NzczM/PB577DG4XK77TsSlUolvuouLi7h58yZCoRA6OzvR3t4Om83GhAH6f0nnlk6nUSgU0NDQwBQTCoZpbGzkaUM2m4XP50Mul0NzczOMRiNmZ2dht9v5pExIpL/5m79BPB7HmTNn4Ha7MT4+zpME0glSqhVRFfZq97a2tjjCVq/XIxgMIhwOo7e3l//+/v5+9Pf3Y3x8HPPz8zh06BDEYjE+85nPsEnn6tWrSCQSWFpawuHDh3HixAnmF1P63/T0NM6cOQObzYYXXngBBoMBn/vc5zA2NsY3oGvXrvHNl+QAg4OD2NzchFqtxpe//GWMjY2htrYWa2trMJvNePzxx3lK9R//8R/IZDK4dOkSamtrYbFYIAgC1tfX8Wd/9meoVCp49NFHP9Tr86Dev8jJ/8Ybb2BwcBB6vZ4NUXK5HFNTU0in07hz5w4j0YiwsLW1xSlvNEXKZrM8FaNVtkajgdVqxenTp3H27FlkMhn4/X643W5MTk7iwQcfhNPphNvtRigUgk6nYyRXV1cXkskkwuEwYrEYHA4Hb5Fu3bqF2tpa9Pb2wul0slkvnU5jaWmJp2EUe11bW4uNjQ0UCgVG2pE+lyarNKmk7yUWi7HmdXV1FXNzcwiHw7DZbLBarQDu6VU3NjYgl8tZ4x2LxVBTUwO1Wr1Ph2symeDxePhAns/nmd9dU1ODtrY2pnzMzc0hm83CaDSykZAY+rQip0Z4b/BLLBbDwsICm7WpiSyXy6ivr0elUmHyBhE3ADCWT6FQcONLUfWkxaaJN4XZkNmRpshKpZKngaShBsADDJqAkqmSjHHUvIpEIpbG0ER6b+NETSPplkmHr1Kp2NwWDAbh9Xo5SIzuSRQxT/xsui+r1Wo+zNBGgia39PUBYPMn6djJ/En9DslS6NBHzSUAnoJT407x7rTtIY03/XmS2tDXRE0p6c6J/00NNU2d925xaRpNfUBdXR3UajWb7ROJBHO59x4SaNJN1xdp3+VyOfR6PaNt9Xo9e5fI1LgXyxkIBOB2u9HT0wOJRMJTcLqm6DBBWzFRiSukAAAgAElEQVSLxYKmpiY0NzdDr9dDqVTy9tvn86G9vR3d3d2Ym5uDTqeD0WhELBbD+vo63G43bDYbGhsbOd2SJLj0M6PDAaEs19bW2NvU1dXFvgqSxXi9Xmxvb/MBR6FQ4Nvf/jbjiX+T9T/ScItEou8LgvD77/d7H8f6qBvud6pSqcSnvvX1dZRKJWg0GlgsFn6TqVQqvlnTze+dPghl9F4fe/8cXZxkUKILnBpsWhnujQ8G7q3ulpeXYbVaIRKJsLCwgLm5OX4Dl0oltLe3s25ub9McDocRDAb55pVOp9HX14fHH3+cXelkHKGPvalkpG/b2trCwsICBEFAR0cHPv3pT8NqtaJUKmFpaQnxeJw1nCKRCCMjI9Dr9eju7kaxWORm/4c//CEmJiYwPDyMXC4Hr9fLCZKCIOD06dMQBAFDQ0MIh8PY3t6GRqPBzZs3OUo2GAwygokedoIgMFqsr68PQ0NDiEQiWF9fh8lkwtTUFCQSCT7/+c/DZrMxa3tzcxOnTp3C8vIy+vv72WyTSCSY4z09Pc03+N3dXXR3d+Phhx9mlvHMzAymp6eZD3zu3DkMDAygXC7j0qVLaG1thUgkQltbG0ZHR1lvR5OJy5cvIxQK4fXXX0elUoFcLkc4HEahUMDnP/95GAwGPPHEE7+1noSPe5VKJaytrfHq3uVyobGxkbWe6XQat27dws2bN1nGRdpRtVoNv98Pv9+P/4+9Nw2O87yuBk93A+h9R3cDaKABEAQXECQlUqQkirZlLbYlb4k3JXE548STVKUmSVVS8Q9P1Wcnk0q++TFTmfkxcZz6MqVM4orjlB2XlySSbFkLKVlcRYIgsW+9oPd9Q6O73/kBncsHIChR4ibZulUoERDQ/fa7PM+555577sc+9jGk02lJTmOxGGZmZsT/mZ7H999/P0qlEs6fP49UKoVMJgMAMrY9FosJc0awxIEpZPIIOoENpnB8fBz333+/NFpevHgR6XQaZrMZx44dw/j4OLq7u0UHzHHmg4ODwqyytE4dcSaTEes/t9uNRqMh3vJWq1U0zSQYWMHr7u6G0WgUaQhL82NjYxgZGREGfGVlRZh/spM6nQ4WiwV+v18cUcjCUaNL9l57Y1hQMBiU7zlxLxKJCNgnedDR0YGlpSU5vwR4AARYEsh2dHTA4/HIcB2bzSajtDkxkIO2CAjJZJbLZVQqFTQaDTSbTRlBTqKBwJB/29fXJ+xqsViUpjij0ShgG4AAy0ajIUSJKgNRpSAcxEVLQYJcaqq5N6lNhbSq4zpE32ey/tRDE0hyL2JyQO04SSYeH4E4j19NVvj/VPDOYTc8doJFdeCSKoEgc8/P0tPTg5GRETnH1DGz6ZdsPt12eL7X1tbkdcjWUxZEe01qxNnPxESK8hk+nzt37sTevXthtVqxurqKixcv4sCBA9DpdAiHw2JQMDc3h5WVFXGDcTgcUjExm82bEkin0wm73S5TKzkt8oknntikpV5ZWcHMzAx27twpjkck+yh9YpLIAVhra2vo7e1Fu92WhB4AgsEgBgcH4ff7US6XMT8/j4mJCUQiEfzt3/6t9EHcybhZwH1O07RDyvcGABOapl0rnH2Xxd0C3OpCt12o5zybzWJ5eRnhcFgyUZYL1WxPHaWqLpCq6bz6Pb/oGxsOh8UqigsSF4CtY2U5npXJAMu9ahl0bGwMer0eExMTwhaxJGw2m0UXqC4+8XhcsutarQa32y0sARMD1e2AejweTyAQQL1eR29vLyKRiJTuHnzwQYyMjEj5aHJyEoVCASMjI0gmk2JDdOHCBbz00kvyuysrK1I6Y+ZMa6dIJIJisYhAIICFhQVks1n4fD5Eo9FNbArZ+87OTgwNDeHAgQMYGRnBkSNHMDU1hT179mB5eRkDAwN4/fXXEY1GYbVapaSaTCaFNWq32xgeHpbF0+fzyTjocrkMu92OZ599Vjq18/k89Ho9+vv7EQ6H0dPTAwAIBAJ44IEHcODAAbzwwgvYv38/JiYmJDnYsWMH7rvvPsn+T58+jUajgaeffhr1eh3j4+OYmprCpUuX8MlPfhIHDx6UBrj3487F+vo6FhYWsLS0BK/Xi1KphNOnT+OBBx6QZtvZ2VmZkmi1WnH06FHcf//96O/vh9VqRTQaxc9+9jN8+ctfxgsvvIDnnnsOi4uL4sdtsVgwNjYmMqY9e/bg5MmTUtJl0g9A/LM5uCKVSgn4IAPYbDbhdDrR1dUlVpZ04cnlciIrsFgsYvPH9ZBgh8k5pWVcP1h1i8fjItWg20Q+nwcAsaWbnZ2VkfN0NCgWizLAgz7E7M8wGo0CeKh5Jbjla6jTLdnMbTKZYLfb4XA44HK5YDQaxTrP4/FsalKjxrjZbIpGvrOzUwiGQqEAg8EgjiMEdCqJwWOgVCOTyaDRaADAJoDKBkOu6wA2ySzU31UBLN+H78l9RWVjuVYz4eMocv4+ASHZXO5PTFood1C9vvk7PE6CXMoeeEw8z3wfAl7eV0z86EhFWYLqDMLpmmT/VftD9bPwb0hw8fMRjKv3Lc8/mXhea943TEaZNBB4c1ANXayi0ShyuZycKyZKvM+ojc/n85J8UvvOpI7sMGUyAORYeB8y+eHfDA0NAcCm+5/vz3uWk0sLhYJUnniN1QFpPGe0+/zsZz+LgwcPYmhoCHa7HZcvX5apkzabTXAFtd1Mcpi0kYzkdaDzTzabRTQalb2auvfR0VEMDw/jS1/60iZL4jsV71RS8jUA/ysAM4AqfwyggY2Gya/dhmO9pXG3APeJEyewurqKQCAg2is2PbB0azAY0NPTg97eXpEYxGIxGVRAloob69uJZrOJ+fl5zM7OIpvNysNmMpmE6eH45YGBASlDVSoV2WRKpRLOnTuH8+fPS/NRKBSCXq/Hvn37oNPp0G638eEPfxhOpxMLCwu4ePEiLl++LIxvIBCQLD+fz2Pv3r0IhULSIJLNZkVXzMWKTAgtuNrtNiYnJ7G2toZYLCY2YT09PeJSQO1oIBDAxMQEzp07h56eHsTjcSwvLyOdTovuLJfLoa+vD5FIBHa7XTTk1KJxKpvNZkN3dzdmZ2cRiUTwwAMPYG1tDc8//7wsUvQqbbfb+NCHPiTd2vl8HolEQpwC9u/fD6PRKGV5Hv/AwAB6e3vlmCg32r17t7hBcLO4ePGiOBJQZ/mxj30MXq8X9XodL7zwAi5evIjR0VGUSiX84R/+IYaGhnDq1CkcOHAATqcT09PT+OlPf4rR0VHRvwMbjXY6nQ7f/OY3EY/HsX//fphMJvzwhz/EAw88ALPZjN/5nd/B8PDw7XhcfqWDbCAtssgikpVWdZOpVEosui5cuIBLly4J++V2u/HJT34SIyMj0ui0tLSEH/3oRwA2LDwJErU3vLHJrHq9Xhw+fBiLi4s4deqUACaPx7NJuuBwOBCLxbC4uIhms7nJeUHTNBl6U61Wxf2AsgXKGSgZIIjiJt3Z2Sn2cB0dHejt7YXZbEZ/fz/6+/tlsAVlJqVSSSp3tOajbKLZbAr7Sss6k8mEYDCItbU1aRB0u91YX1+Hw+EQQqPRaIhWmIQDn0XKPti4XavV0Gg0xKqOsgkytQRYBFkMyjr4RXLG6/XKcJharSZJAkEtvwjYjEbjJikEwSyPSx1CowJE4GpyQ9aWSRXZWAInANf8d+u/gatgn0BTBa0EeExMCOZ4nPTsVu3xrodLeG5VAMxr7fV6ZcooGwDz+bwwomSP+cX3U1lzyjZ4Pqh5Jjjn/1evJQGmeo2ZMPB11GSGn1Gd0Ml7hMy53W6XPgE+E8QPer1+k0Y+nU6jUCjI8RBM8/pyf+dawcRCZfd5nKpPOF9vK/5QEw9eB97DaiKlnkceB/d4auV9Pp9UCPhF9x+Xy4Xu7u5NWn51kA+fu2AwiFAohI6ODmkIXltbw1//9V8LCXUn42YZ7v/+XgDX28XdAtxf/epXcfbsWZnaRF0kO8/pj8mxo81mE729vTItrVqtigF9pVKB1+sV7RWwMcCCukOWbru6utBsNjExMYEXXngBy8vLWF9fR2dn5ybGmmUsAv92uw2fz4eBgQHxxozH4zLF7LHHHsP4+DgSiQSef/55AYAWi0Uy03a7LccAQLyiE4mE+K/6fD5hSqjR1Ov10njEUtb8/DwajYZMMcvlchgZGUEmk8HY2Bh0Oh3S6TQikQji8bjotlm21Ov1CAQCyGazsNvt8Pv9wh5dunRJvGHp00rWxmazyaLMDJoatlAoBJ1Oh/Pnz8tCzcWDbF1/fz/27NmDpaUlGV5BKyyW3Vj+YmmO0zQ5CMjv92Nubk48YFUHh2w2i1QqJVICbgLsWDcYDFhYWECz2UQkEhFbNpYZ7733XiwuLmJ1dRUnTpzA0aNH8dnPfhYdHR1YXl5GLpfD888/j9OnTyMQCGDPnj347ne/i49//OOoVCoYHBzEY489hmAweMefp1+WqFarm5I/jlKm9IMJ1eLiojynPPeapokM4T//8z/Fii8QCGBmZgZPPvkkbDYbCoUCJicncerUKZkI53K5ZKNm2fzee+8VB4ClpSW88sorqNfr6Ovrw969e+F2u7GysiLM0dzcHGKxmAAJbqZkv7gmEGRSEgdAtMBqAxtZRW7UbOAla22320WfnM1m5TzR7YKfhZuz6uFM4E1nEK47AGStslgs0qxGxhbYAAalUkk0xex5oS60s7NTjpMsNH9HZTBV4KPKOYDNgJK/S2kA34MgjOeaDCkBktoQqMov+HsE1DzfHGTD92s0GnINVPC0FVBeL1Qwrb6XCt4Jxgjo1PdS2XP1Z2TjCWS3ykYI6EnSkGmno44K2lX2HrjK8PPnvCf42gyj0SjXoFariZSj1WrJ59z6N28nVKDPz8Dj5TnjZ6XMRx0yxOus1294vdNpRh12w+B1Vb3H1R4IFWCr14efX93rWBXg93wt3p98LXXMu3rt3yzUpEcF5Wzq5LGRPFTPh3peKL1cX1/H3/3d3713JCU6ne5NfcA0TTt3C47ttsbdAtxPP/00Ll68iB07dqBWqyGRSAh4I3PkcDikXOl2u+F0OoWFCIVC0ljEaWYc08tmPTZutFot5PN5GWzRaDQ26akI9tjQUSqVJNMnIFSbXPi73CRZCuQYXrI7ev2GdzTH9jLrrNfriMViSKVS8j4sBbLxsd1uy+CHbDYrU9DYFAVAjqnRaCCTyYibATWD3GxZnl1dXUU6nYZOpxMw29nZKWwWkw6TyYTh4WF4vV5YLBbpwmejSavVwtLSEqrVKpxOJwKBAFqtFubm5lCr1Tb5p3Z0dMhI961JDbCxKHPIBsFCo9FAqVSS0cUE/hzcYDabsbS0BKPRKOVONmqpU9ToCcuNvKurC2azGaVSCW63G+l0Grt27RL7td/7vd9DNptFMBjEj3/8Y/h8PoRCIRw6dAjNZhPT09NIp9P4zne+A4vFgr179+Ls2bPweDz4wAc+ILZLHGb0frx1NBoNsdhLp9NoNptSaeru7kZ3d/em+4ke2aVSCfV6XRi7QqGAZ599FrOzs0gmk3C73RgcHITFYsHMzIwA5Gw2i6WlJeRyORgMBtEOv/7665vAHl0faEmn020MubnvvvvQ0dGBmZkZOe5yuYxqtbrJQo76XbPZLDIIgjjVr5nrGTdlakm7u7sxPDwMl8slwFjTNkao2+12VKtV8eOmDE5ljAnwWN3q7e2F0WhEIpEQD2yCfofDgXa7LdNnKb/gOqdKNjRNE29mSry4fpGV3cpIqpIDnt8bILE2gUNVosC/VV+HAJHHClwFj0x21FBlDyrYUT8nX4PHfatiq96asZVh3xoEhu/kvdT3fKtz/24P9bPw++0+01b3Dd4j6t+pyY7aMKr+jXr/GwwGIXvUIT28h1RpznbHpIJmJhF8/beTzG19TVbc+Dr8bEyMAIhWniRiu93Gv/zLv+Dzn//823q/WxHvFHD//E1eU9M07ZFbcXC3M+4W4P7nf/5nPPPMM9Dr9Xj44Yexe/dudHV1oVAoYH5+HleuXMHy8jIASHmXJTV2JdP0nl371Bkzy6xUKigWi0in0wKGCWbpLMISVUdHhzST8OalI0ij0ZBGGHaVq/cEbYuYIasPsqpLI+Cj1o8jXu12O2q1GnK5nAABNv9ls1lpEKXujiCSww6sViv6+vrQ19eHTCaDZDK5qZxcq9WEqTAajSiXyzJxkhsnAXdnZyeCwaC4DHBBSaVS8r6tVgsOhwOdnZ3StKKWqXluVP9bZtl0EkilUqKr0zRNStvUZhsMBhlso/rWNhoNeL1eydK7u7vhcrkwOjqKdrstbjcDAwOSpHBi26VLl2C1WmXBTqVS2L17tzTgcGT3U089hVOnTqGnpwf33HMPJiYm4PP5EIvFEAwG8cMf/lB0uO12G0tLS/iTP/kTLC8v46Mf/SjOnz+/aVz4+3E1KKvgwCYmbWTueK/Sh5mVGWDDUiuVSkmlgx648XgcL730EpaWluB0OvHYY4/h+PHjWF5exn/9139B0zb8hsPhMFKplJSP2WdAoMvkmesH2UkOkAEgSStdi4CrDCxwleGzWCxyv7IRC4C4+LTb7WsaoMhAMYkkEcA1g+O6VV3wdlIIbuIqoONawP9/I6BLBb03CtIISlSAzDVE7bVRX1+VzxCwEBypLPX7sRFbQTSA98/Ruyj4DKhyFTLm24H6rX+ryoD4GqpbiuoMw79Rk1M11OQCwKYEz2Aw4Lvf/S4+/elP38qPf0NxU5KS93LcLcD9la98BefPn0c+n5dRprwp1PIRS31cuKn/A7Cpq5c3KV+DN6embXSxc5Qwb3pmlQTEfD2y0wBEUkLPVQJwTixjNkpJDLvg1c5zPnwsu3HTow6bgxMoHyFTzs2V5TmW9wi+ySaxOYPni/6pqk0Tj4nlUTUh4DEyHA6HbJYsqamLhApI+PDy8/G8A1c9XVXdIxt/eAxclHg91LIty+/Hjh2TASV0cjEYDAgEAjAajXj4Db/SZDKJfD4Pl8slg4E4WtpgMKC7uxvz8/M4d+4cms2mMOVk0nO5nDS99vf3o1KpYMeOHfjCF74gUpSpqSmMjIzgF7/4BdbW1uB2u+F2uzEzM4M//dM/xalTp/BHf/RHiMfjmJubw/Hjx68Z9/urGtVqVfyZqUVut9viIOL1emXiJ/W2wMb99PLLL+P73/8+4vE4crmcDMegSwATvr6+PuzevVs0jpVKBRaLBcFgcJPUgz0LDOo/y+UyAGxq4DObzbBardKESPaav6c6X7CiQwmJ6r7A36emkgkGK2YE2/wCIL9DacNbxfVY27cbW5vetmPrbgSEE2DzHGwHCikLUwEKiQ+1oe12xdtJJt7toSY6NyPneD/uXjAhVfs2AEjirl7fd5pk0V3NarXiRz/6EY4cOXIrP8INxc1quDsB/AGAD77xoxcAfEt7F/tvM+4W4O7t7UUmk9lUwlMZDwJsbhyqHk51N1F/D7iaXRKAk11SNyy1NMdFXm3sUFmjrWXRrdrCrT+7XvDhoYaSUpXtHhqVBVI/v6rfUnVtd7JMqB4DExy1XMzjV0u0/BzbgQoAck4ItCgpYBWDiYTL5UK73ZYpj2QGadHFyWEskdPphI1cLpdLxnCzzG+z2eB2u1EsFjEwMLDJMmt9fR1Hjx6VUdVsBiWYY3d9u93Gb/zGbyCdTovP+pUrV5DNZvHggw9e01DzqxL0rg2HwyiVSqKtv3LlChqNBnw+n3jgtlotcQuamZlBMpmUiYW1Wk2cB+hH6/f7kc/nxZ7LZDIhFAqJXp+uO0zm19fXpVrF6aZMmvn8MCFU/f63JpzAxhpjMplEJ0rQTD9mJunqM3s9ALy1UQy4ykq92YbKNYuSD1aY3m45+lctVLLhTqyZW9e7m0mEtgt1Pf5lSRzejzsXX//61/EXf/EXd/x9bxZw/w8AnQD+8Y0ffQlAS9O0//mWHuUNhk6n+xiA/xuAAcD/0DTtf7/e794twE0W9maCC5naJPF+ae3uBUGzqp3c7nqw2QS46hPLIHuuNhWpJTVVa099Gv+e0hRKOahVL5fLkqDo9XqkUinR2gJXAT5HxlNrW6/XMTIyAqPRiFAoBLPZjHq9josXL0ryR/eABx98EH6/H4cOHcIXvvAF6HQ6nDt3Djqd7ldm5Hu9Xkc4HMaVK1cQi8WQy+Vksh7Hj2uaBp/PB6vVusk7l42SlA+xekMGudFowO/3w+fzodFo4PLly2K75Xa7cfToUfGSn52dRSKRAABhWOmiwUYquiCx6ZbNRJQwXY8lJhvLChClXWqyDlxNsJmQkhTYDvC9v2bdulAT/FsBQNWmxa3X+J3qqa93XCrpc71jeS/eKyqhxq/3E8N3R/z+7/8+vvWtb93x930zwH0j4w2PaJp2UPn+eZ1Od+HWHNrbC92GB/j/A+BxABEAp3U63Q81Tbt8N47nenErFg5uWjdSbn0/bn9QN781tm40aqlYHaCgNn1tF1youViTtSQraTAYhBVXJ7INDQ0hEAiILOe1115DtVqVDcxkMkkn+8jICObm5lAsFmXCpdfrRSQSQUdHhwwEqdfrGBgYQDweR6FQQLvdxuzsLOr1OpxOJx599FGZIDg9PY3du3ff6tN9R4N9DAsLC5ibmxMLPLPZjHw+Ly4y7XZbfs7BKZxC+vjjj6Ovrw/lchmrq6vIZDIIh8NYXV2Vc9tutxGNRqW5NxKJoNlsSic9J5aaTCb4fD7xG15YWBBbwEgkIjIrejgzYdtaiSET3Wq1kE6nt7331KSef0NXDkqGtmqkSQCwEqQ286kT+lSAeKtCZdb5/e2QGNwqOcZWDerbeU1WMVXXCOAq4Ka0kOdXTXTU371e8J5RtemqpE5tLKWMj++trmWqBE/V/HMNUl1GSCS02+1Nul/eL28Gyt9uqFVK9X5U42bBsXoOgGvPN88jZQ42m02mJ1ar1Wte7/24dfFurL7eCOBu6XS6EU3T5gFAp9PtAHC3UrijAOY0TVt441i+A+DTAN5VgPv9+NWJN9tA3w4QUBuv1DK/ulkBEOmApmnIZrOYn5+XDdNqtcLn88kmXKlU0Gw2EY/HYbPZsG/fPuzYsQPj4+M4deqUaN9tNpsMNaAEgtaJAGC322Xi4PPPPw+dTocDBw7gyJEjOHHiBKxW612xX3onQW/jQqGAeDyOmZkZTE1NYXV1VYaVUJpRKBTEDYOuQnTU4HRBj8eDTCaD73znOwLceX0cDgcCgQAajQZisZjY29FVgyPZl5aWcOnSJXEyIdDRNG2TBpsWnARv7IXYLlRrsDcLgicAm5J7TdOueQ21N4JB0Ldd3A4gTJnd24ntwPN2P1P7LN5K8qKCTCY1byarud4xM+HheG82klL6w54aVku2yn9UD3Ae9/VcKVQ2e6ttG68VQTd/jxWRrfp5VQfP91PBLW0a1cZW9s3w+VDjetdVtYXb7tzyb3k+3qy68mbXYKt8ZWviol7v6x3Pdj/j9aANKKtT2x3D9V7j/XhnEYvF7vYhXBM3Ari/CuDnOp1uARuDbwYB/M5tParrRxBAWPk+AuD+u3Qs78f78Y6CHsXcZNTGK1Wvz981mUwCtLjp0vtUZdYLhcKm0c8ED1arFblcDj/5yU/Q3d2NwcFBAFc9h+PxuGwmqVRKwGKhUEC9Xsdzzz0nGvNYLCZjqF0uFw4ePIizZ8/CbDa/K+0CNW3Dy311dRUvvvgiLl68iGazKQNFbDYbdu7ciaeeegpDQ0M4f/48JiYmJIHJZDJIpVKIRqNyrXhuw+GwWOHRnpNVhY6ODhSLRUxPTwtwpZPP5cuXRa5B4EJvdQL+bDa7aQT21s90N+Jm31cdAX4n5QNvFxxtF6oWnWypasNGJxjKjJicUSdPe0FWA+j9z2uvDnShCxNwtRlV066Oeedzr9q1bf1sbFznvcpzTpDNCoaqlweujpAn0GbzO5vR2EytaZp4wfv9fkQiEUxPT8vgNrUZlgnF1umXah/T9e6trY34/Azb3UMqM79d/83W67iV8VaTre1A++2Uitwpzf2deq93Q9Bi+N0UN+RSotPpjAB2YwNwT2madmP0yS0OnU73eQAfpX5cp9N9CcBRTdP+SPmd3wfw+wAQCoUO037vDh/nHX/P9+O9FZSA0Fdbnc7FZtg3ezbfyeJJZxWVeerp6RFwWKlUoNfrpeGO70EP9EajgeHhYTQaDTz55JP4zGc+g0wmI1M93y12gWtra0ilUkgmk0gmk9A0DWfOnMHS0pLIb7xer0wefP3113Hy5EksLCwIgKbTC5OjYrGIUqkkG7LqVMMqBIEJXSg4eEW9VmSw1T6Pt7rWv2xBVpfnSvW6JvgiiLwTwFwdEANcBVaqNeFbBaU2BOJ8xtisyuEcnCVAiQZlFerkPwCb5BZbQSBw9bxslWCoDfUEncDV9YbjvekcReaZLDp/l/c9GWn1/Vn1Yf8JALF35HwE+pmrGn/2qajHyOeAzfS6N5yyVHD7VveA2ripWtXx32oFQpXQqB7R/FIlger5vtHn880Y+bsZ6hqknqM3S3bebvDeV21Eef3vRnzjG9/An//5n9/x973ZpskLAL4D4LuUldyt0Ol0DwL4c03TPvrG918DAE3T/vt2v3+3mibfB9zvxzuJt6sbpY5364KmMlrb/Q0BgF6vlymG9XodhUJBAD/tEOv1OvR6PXbs2LHJfcZqtWJ4eBh/9md/JtZxHR0dePjhh2E2m2/6XLyTWFlZwfLyMiqVigyWicVi+N73vifyCyYUKysriEQiwuIDEPtLg8GAUqkklnyatjHOm4Nq6vU6UqmUMJiqd6wKkPh+6npwPebtlyH4OdUGMhXkAFflGG+2CfNvCcpYQeC1UN9nK7urvo/KEut0OkluVeCoMsAqKONrAFdlXSqDqkomVItRMtUqCKRGfrtzof6/60lwCFR5PHxfWr+y6sK1QP0ZE0fq7lWnIlU2QQab/SF83zRvgR8AACAASURBVLW1NWnIVZvFeay8Tltfi8BTZahVTS3BLc+lmrDYbDbxZme1jtNDt742ew62atmZwPFLBfr8O9qw8rNbLBb09vaip6dH/qZarSKTySCdTssgNtVuV+1/4LO93ch01S1sq3c75zhomrbp9a/Hzqt7hDqpk05h6hqkNjerx8LztfW+34pd1CR4q96fn2Xrcan/VZ8D/ldNvN7svr9eXK9vZGv84z/+I377t3/7bb32rYibBdyDAJ5646sN4F+xAb5XbvWBvlXodLoOADMAHgUQBXAawG9pmja53e+/D7jfj1/VuFEG3Gg0YmBgAGNjY8hkMohGo9KYaTQakclkUKvVpLTsdrtlYqamaTAajfjMZz6DgwcPolaroaenB48++qiAmzsR9XodFy5cwNraGvbu3QuPx4NYLIYf/OAHePXVV2VAFEeqA1fZTFovWiwWSSbYNEiPelrTcZiMqoHlpg1s1tur+t53sqm8V0JlEbmRcmPmpkhnnK16Zo5pJpMKQIAHgaPqWa2CVjWYPKoJKxNHvofJZBKQxYmfKkgi8KD8h69H9jsQCGB0dBQulwvNZlOaWNfX1+V16LteKBQ2zTJQzxVfl+dF1WGzokJwqoJLTsNlEkydtN1uR2dnpzgP6fUb02s5xpuNeepsBHWkuTo/QQWvtGKklMVisQig42wFJunValVAGf+Ov8eBS5qmwel0wu12yzUZHh6GzWaTngpKvZjMmkwmdHZ2olQqoaurC6FQSIB4JBJBPp8X2Yra+8K1h9N7XS4XXC6XNJCr0px4PC5TkdWkiudebTrnrIhgMIjh4WFYrVZUKhUsLi7i0qVLohmmlat6Tnj9AMgxNJtNkRMxSQAg11atfqrJhdFohNfr3eQkRZDPChpwNanhs8fPrQJhXl/+Da89zwOTIbUiw+NVyRv19zo6OmTImzrfg/dGuVzeNJ9kq7xSTQxUyRPva56HreuEeg71ej2+//3v4+GHH367S9pNx00B7i0vNArgvwH4oqZp17b83oHQ6XRPAvi/sGEL+P9qmvZX1/vduwW4+TDdilCzQy4EHGJDpoE34DspTW/t5OVCwxtf/RzqZqFqj4HNpvYq2FOTD5WBuBWhbrD8t9oA83ZLe1vBw9aM/b0Yqhf8Vj0kN2gueJ2dnXC73cLacYFjs1+pVBI2RqfTwePxQNM2Gqseeugh7Nq1Cw6HA+Pj4/jIRz6yaXjT7YpIJILJyUkMDw+jt7cXk5OTOHv2LE6ePImZmRkUCgVhixwOBwYGBpDP5xGPx4X1VEurHOLEvyEAeaspau/FIOhT2UE+3yqrpT4XrKqozXp01CHbx9dSNbpk2LaTXBBgcDMGIMw2dcRkOavVqri0kJmk8wVlEnq9Xjzog8EggI37JJlMotlswu12C8gmg1ur1dDZ2Qm/34+hoSGMjIygVqthcXERfr8fjUYD0WgUqVRKJA88dwRrKqPMY3E6nQgEAnC5XFhfX0cul0MikUAul5N+Cz6fBsPGFF6Cb56jarW6iTk3GAyo1+uoVCqSDNtsNjgcDkkuCIrZsEc2WQXFDocDvb29cDgcYlWpAh+z2YxWqyWNwryO3GsI/lkV4nPD71XQ7fF4UK1WZYIyWVZOHFWrDQTevNYc7BaPx6URnLIXnjNOZ+3p6dm0JzQaDWQyGRSLRWH66RLC+4iVAjLovH95vi0WC9xuNxwOB5xOJ3p7e2WQWC6XQ7vdxtDQEEZHR5HL5XDhwgXEYjEUi0X5fNyznU4nBgYG4PF4YLPZ0Gg0EI/HsbKygkQigVqtBofDIeePxwZA1mc+c0xgWFHk+sUBVuVyGclkElarFc1mE4lEAvV6XeY6MFljUstzQNDK/pXOzk50d3fL0Lx0Oo1sNgun04lSqYRcLodmswmPx4OhoSGEQiEAQDKZlCpgo9GQhI2frVgsbsIUdK/J5/PIZDLo6+uT/8/7k2C+s7MTmUwGrVZrUyLHe7Jer+Pb3/72XXHQumnArdPphgB8ARssdwvAv2qa9n/ewmO8LXG3APfDDz+MmZkZ2WR0Op2AF94MqmcuNyx1I1LLPLxGqm0XFyl1pPr6+rp48HKBVDNcNVTZwXaNKyqLpJbF+XtqdqsCNj7ABOq0mVLLnAT16msS2KjleZ47FUCrx6Xq0fjAqtn61tKW+rmpkVQXV/Xz8r98DQKPrQOL+EUQytfmsW197RuNrQOQ1I35VgcBCxddgiomdTqdDkNDQ8hkMtC0jSZElZ0zmUyo1+sYHBzEvn374Ha78ZGPfARPPPHEtlZctyLW1tZw4cIF1Go1jIyMYHp6Gs888wxyuRzOnDmDeDwuWmun0wmbzYZYLIZMJiPPg3rf/zJKPNQguF5fX9/UUMvrzeeM11u9f9Xnh4zvVgBNgOdyueDz+dDb2wuTySQNp+12G+l0Gu12W1htglaCOL1ej1AohL1798JkMqFQKMBut2N1dRWRSATxeBzr6+sYGBjA4cOHxYe+UqlIwzC9xgkA+Tw2Gg1YLBZ4vV5ZJ9k4azQasWvXLuzfv18qHXNzcwiHw/B4PDCZTALOeL8wGQAgIIrSKrPZjL6+PjgcDuTzeSSTSRlGZbFYYDAY4HQ64XQ60W63kUqloNfrkc1mEQ6HkUgkhBVtNBro6urCwMAA7Ha7ANK+vj6MjY1h3759MJlMqFarKJVKKJVKSKVSyOVyyOVyAsY1TUOhUEA+n4fZbIbFYkGj0UAikRCgpw4r42ck466udQTbZI+ZLHi9XtjtdqytrSGbzSIejyOfz29i0rlGMsmjpEKvvzoxWF1rVfkH7z9OJHY6neKkxOSJ1577gNoX02q1pDnZ6/WKZz6wAc6pY+e64Xa7YbPZ4Pf74XA4oNPpsLq6itnZWWQymU2NsmRimfRYrVZ5vsjK5/N5SbZYOQsEAggEArBarXA4HNLo53K54Pf74XQ6BTCnUiksLy/L9WPVTe2HqNVqqFarYiXqdDqxtraGfD6PtbU1SWSADSa+p6cHPT09knjxOeegtmg0itdeew0LCwvweDzw+/0iKczlchgeHobH48HCwgJOnz6NxcVFFAoFeQ2HwwG/34/e3l54vV4YjUaUy2VomoZQKASn04mjR4/C7XZjdnYWS0tLKJVKMnOAk3d5XEycW60W+vv7sXv3bvT396Onpwfd3d1wu91y7o8dO3ZHK62Mm5WUvIaNwTf/hg2gvXDrD/H2xN0C3H/5l3+JhYUF2Gw2YUk4VY7la05zU0c5U09qNBrhdDqF6dDpdMjlcnIjG41GYZnJdKh6ODZvcUEkg8FSUaPRENZCfVC3dstzsSYgY+MPsFnXyHuITIza+MOFsqurCzabTXSGarlVXdgJVtvttiweBHX8LMDGaHpugPTH5uuS/fJ6vXA4HOjs7JQSMH2lmaTodDop5VK3zI2bi7/KPKnsUalUElaIGyQBSKvVkoWNzXUulwu1Wk2uF7C54WdrCVqn25j6pyZLFotlk/vBjWhib0VYLBZJ8KxWK2q1mgAiAFL29nq92LNnD0wmE37zN38TTz311DXJ3s1GNBrF5OQk7HY70uk0Xn31VUQiEVy5cgWzs7PCzjFBpVWfGiqz/14Ig8EgCdB2/r1Mfsiw8hmm3IKuJ6puGLj67KlaTxIBLIHz2m/VBns8Htn8XS4Xurq6UK1WUSgUkEwmkcvlNlkXEkzw2W2327Ipd3V1oaenBxaLRXSzlUoFqVRqk4fz/v37cc8990hi73Q6xS8+HA4jnU4LMG21WlhZWUE6nd7klGE2m4Ug2L9/PwYGBpDNZsUfPRwOI5VKCbCjFtbhcCAYDGJgYAA9PT0y4CidTiMSiQiQp1sN18tqtSpNhGTfCYJJrPAepYaZBE13dzdarRaSySQGBgZw//334/jx4/B4PJuu/9raGiKRCCKRCMrlsoCnbDaLaDSKTCYDp9OJ7u5uJJNJTE5Oiic/QaPT6RQAxmvFZ4T3UTwel+SaoJ3MKNdrMsU6nQ7xeBzRaFTuvXq9LtdCr9fLeqhKX0ii8Jw7nU6EQiH09vYin89jZWUFO3fuFBaXTag8f5SolMtlWY/X1tZQKpXgcrkEXANAf38/du3ahUAgALPZLOC5VqvJOnfu3DmcPXsWpVIJPp9v0/V3uVwANvYeMr/ValX2Xtqsqv72RqMRiUQC0WgUkUgEdrsdPT09GBwcxOjoqEypJdvOpC2TySCbzQqLXa1WRebGe69er8v1Z8JAiQsrL9R5k51mw7zZbEZPTw88Hg9KpRLW1tbQ398Pr9eLRqOBiYkJAMDx48fR19eHbDaLEydOoLOzEy6XC3a7HSMjIwiFQigUCpiYmMDU1BSi0ShqtZrsb/39/XA6nYhGo1hZWUEul0MwGMSRI0ckcc3n8zh9+rS4P/G5PXToEA4fPgyn04lkMomVlRW5bsQGfJ/HH39cWPk7GTcLuPdomjZ1W47sNsfdAtx/8Ad/gDNnzkg2HgwG0d/fj/X1dUxNTSGZTG7SVDGz9Xq90Ol0WFlZEcsxbnCBQAA+nw9GoxHVahWVSkVKLXq9Hm63Wxa4TCaDcrmMRqMhQFAF0uqmS3aWZSYCT960BHJdXV1wuVyb9IXctFSNKzVlzO7NZrPo2Wg1pTaXkL1Q7afq9TocDgd6enowPDwsFnWrq6vipFGpVJBMJpHP52VBIchlFq92u5MRCQaDcLlcaLVasNvtcDqdAACbzQaTySQbqt/vB7Bhkzc/P4/p6WlhxABIokO/ZlX7yIWVOmC1NM+NlNcQuHbozda4UT32nQqdTicLXDabFRaHJT0yhjqdDk8++SS+/vWv3xKmu9Fo4MKFC5idnUW1WsXi4iISiQRmZmYwOTkp780NU2Xs3slnVFnfuwHOVSmHqrHceiys7AC4plGN3+t0OvT29iIYDEritHPnTvT09GB1dRUrKysolUpSjiYzpdPpEI1GYTabMTQ0hGaziWQyiXK5DL/fj/7+frhcLtn8COz53rxXKE3iehMMBvGhD30IJpMJ5XIZhw8fRiKRwE9+8hMsLi4KiFAldD6fD+Pj48I2ZzIZTE5OolgsIpvNAoAAnFarhVqtBr1ejyNHjuADH/gAgsEgSqUSTp48iUgkAovFIjIV/s3Kygra7TaOHz+O48ePS/OtyWRCJpPB8vIyZmdnEQ6HNxEgBNH8ok1nsVgUFp9sPM8zwZder5ekn4w8yRO73Q63242xsTGMjo5Cp9OhVCrB6/XC7XbDYrEgl8shHo8LcNbpdCgWi9DpdHA6nTCZTEgmkzh16hQuXLiASqWCvr4+SV58Ph98Pp/sP9tFJBLB5cuXEQwGsXv3biFqSOS0223ROet0OkxOTuL8+fOoVCoiu+AawXOu6n+5Vw4PDwugdTqdaDabWF1dxfz8vJBSKysrOHfuHLq6uhAIBGAwGODz+SRZGBgYQDAYhNPpRCKRkMmwXq9XEvFarYbZ2VmcO3cOiUQCXV1d2LFjB9xuNwCgWCziypUrcu/v2rULvb29MJvN4upSLBbleWy1WrBYLBgeHsbevXtlPwYgnzeTyWB1dVV6ZHp7e+HxeJBOp7GysoKlpSWUy2W5B9g0yv2NZB0JJVVmRbKLzy1nB/Daut1urK2tSSJMLNBsNmG322XIVqlUkueUspmuri7Z38PhMKanp+FyuYR9bzQa2LdvHw4dOiT3P/XptVoNc3NzOHHiBBYXFwWX6PV62O12WK1WrK+vY3l5Wfb97u5uBINBmEwm9Pf3o6+vD/F4XLBBT0+PTFh2Op0oFApYXFyEXq9HMBiE2WxGuVzGl7/8Zalg3Mm4WcDtBPANAB9840cvAvjfNE0r3NKjvA1xtwD31772Nbz44ouSuTcaDVlQeJNyEzEYDLDb7ZKdsTRI5pUbiKZtOCUEAgF4vV7U63WZYkd9FtlbLnKtVksaXrq7u+VhLZVKqFarCAQC2LlzJxwOB1qtFmw2m5SXfD4fFhcXMTk5icnJSSwuLkqjg81mk6ySwMZgMGB4eBjj4+MYHBwUZnZ5eRlXrlzB1NQUCoWCMA8s9dMRIpvNQtM0KXN1d3fL+6hAmlqu9fV1dHZ2wul0wmw2Y319XUC1z+eD3+8XvVutVsPS0hKWlpZE98XhElysyfCRVW42m7DZbAIcyKgVi0Ukk0kB9GTU7Xa7MAiNRgPLy8tYXl4Wlo9AHNjYoHt6etDX1ycZPhsRVXuutwoer6pZvNPSCJaEWZng+dLr9XC5XPB4PLjnnnvwV3/1VxgZGbnuhv5m0Wq1MD8/j2effRbxeFx0sxcuXMDU1BTy+bzIbt4pKGZJmOD07chMqLcl07cdOCdoVkE0q01vFTzHqrtER0cHnE6n6Ivz+bxo8llSZ9JsNBoxPDwszxo3K2qXyYxznbDb7bIh8xqur68Lc8av+fl5XLlyBZlMBs1mU16DDBV9zu12OwKBAMbGxrBr1y54PB5xk2HC/tJLL2F1dVU24Vwuh3w+L0xnR0cHhoeHAWwkXqurqygWiwAgoEEFx/Pz85tsLMnmlUol8Vh3u91ScuY5tFgs2LVrlzjU2O12GAwGFAoFYRYZBD2shqkOISQlWMlkVYzEArXEtJokOAoEAnK++f/z+TxWV1eRSCQkgSHj3NXVBa/XC7/fvwlQ5vN5LC0tCcPPBOvgwYPYu3evkCe8F1UrTLWheGlpCcvLy1hbW8PQ0BA6OzuFxOFaSReZbDaLubk5TExMoFarwWQyYWhoCMPDwwgEAnIvkNxRrQC53zUaDSSTSbH1LJfLsm9SBuJ0OrG+vo4XX3xRqrOxWAzlcln6Tbhmu91uqXRWKhUZ8NVut+F0OkXHnMlkBPCS0SfjzOmQ+XxefPEpYaFUiZXofD6PbDaLVqsl155yLu6vJKDy+bwQNureaDKZxDGJr8HEhAw1r30wGMSOHTskSVEbL8vlMubn5zE1NYXFxUW5t/v6+jY1HHLyML9YqQUgPQKcQkxd/srKClwul7zW9PQ03G43hoaG5LUJhAuFAoaGhrB792643W40Gg3kcjnUajUB1DqdTqYkk0xhFeKTn/wkrFYrrly5gmKxiHq9jr6+PqTTaWQyGVSrVbhcLpTLZaysrKDVasHn8+Eb3/gGfD7fDa3htzJuFnB/D8AlAP/4xo++BOCgpmmfuaVHeRvibgHuP/7jP8b58+dFB+ZwOIR14yLNKXUmk0kAMrWye/fuxcDAAJxOp5SjMpkM5ufncfr0aSwvL29qZlKzdm6SXq8XJpNJQAA7x3fu3CkLLh9ys9mMUCgEh8OBlZUVnDx5EmfOnIHFYsHIyAjGxsYwNDQEg8GAlZUVTExMSPmVOjZN0xCLxUQPqFobUdvJhjzq0eLxONbW1hAKhbBnzx5h1MrlsgBVVW9mNBqlzE2AqjLt1J0xMaFGktUEVgRSqZTYwuXzecm6ecxqd77ZbJZF2+PxSCWCQL9WqyGfz4u8hAsWQQKToXw+j1wuJ4MhVDcLAj1KV3gOKBMiSN0OiKs6c7Vp9O02jN4ufbher5eF/qtf/SoOHz6MgYGBGyr1tdsbI+X/4z/+A5OTk8JITkxMyOJ7s83JN6OzZwOQqjF9q/dSKzzXCxWAdHV1CZhjYqtWqHh/qw4X1DHz95mQsgpDNpyAkNpugltVt8t7jrpd3qfq3xBEAhBmrrOzUxpZBwYGEAqF0NfXh+7ubinTnzp1CvF4HNVqFQMDA/B6vUilUlhcXIROp5Okud1uCzvNDZnPoaZpGB0dxSOPPAKn04lXX30VP/jBD8QFY319HVarVXTNpVJJyutsnOvs7EQ4HBZQT3a8UCigUqmgXC4Lu8hmM6vVKiDV4/EIEKSuWHXCoGZdZRVVR5BarYZ4PC6gulQqyet6PB44nU5JZBKJBJaWluT+y+Vy0pxGnS6lFQTioVBIGpxV2aEK4Ng8yrWXw2sCgQCCwSC6u7s3JYvA1SmlzWYT+XxeqrJ79uzBwYMHEQqFNmm21YY2MuP8N9f6tbU1AdcejwdutxtdXV0wGAyb9kmy+/Pz8+jv70cwGES5XBYWd3V1FaVSCQBEeknJw8DAgFRqEokE0um07M3lcln2CgJeXju73S7Mrd/vl2opj5+vYTabkUwmsbS0hFgsJiQEkysmNty3uT8Fg0H4/X4B97lcDpqmSeWZDh3cMygLUZvZ+Rzy700mEwYHBzEwMACDwSCSF1ZWWAVXrw0TcUor+dq9vb249957sWfPHhgMBpw/f16coSqVCk6ePAmdTofu7m5p0BwfH8f+/fu3ZZpLpRKWlpYQjUalWjY7OwuDwYBQKISFhQX827/9m6xjlGGtra1JQsR7MJfLQa/XY/fu3ejr60OpVMJjjz12VyxqbxZwv65p2j1v9bN3Y9wtwP3Nb34TMzMz8Hq96Onpgd1ulzJKuVyWLtylpSVpQGAphmwMf58AldknM9319XV5aFjC7evrQ09PDxwOB+x2O3w+nzxsZrNZmimuXLmCer0uDY/hcBixWEym6YVCITzyyCPo7e1FKpVCOp2WxiTV9kfTtE0LJkEBmXU2kfB4WV5VNy0mFWQ7mHWTrXK73cjn81hYWEC5XIbT6RTpAkunlJkwqSELQWlDIBAAcNWvk8CaCxst4wjgyPCUSqVNn4+JhPrM8Lqx5Ec9LHB1mA2Z73a7LUCfnfKFQkFYEJa1bTYbQqEQKpUKEomElPaq1apo4NXSs9rgpgKiGx3vzWCCcLvCYDBgz549eOihh/Dkk0/i6NGjMohGDU3TcOnSJXzve9/DxMSENHBNTU1hfn5eWKi7EbxP3+o8cSNVN0gA1/jzqgyfyjaSPWTSyhI8QTarL3yGybpRqgVs3JscI897mBsQk2VN00Tv2dXVJaCaZeaOjg7EYjG0Wi0p37NKdOjQIRw9ehRjY2OIxWI4f/48Ll26hOnpaXg8HqnOpVIpeZYopSJLzwbLer2OZDKJbDaLoaEhDA0NSZMXN33a4ZFxCwQCwpyFw2GcP38ec3Nz6O/vx+OPP457770XmqbhueeeEx0ogXhvby/6+vrQ2dmJf/qnf4LD4cDu3bsxPT0tcj0CtZ6eHvl+x44d2LNnD2w2G/L5PFKplKw5Kmjhv9UGdybwKpvM+4TXhFWPeDwuDWJcIyjJ4DnNZrPo6uqCw+EQ0mRoaEjK8cViUaoRrJKojYgqECbQzufzovW22+3XWAuSSKCrTDwex/T0NNLpNMbHx6XhVW125H3JY9j6xYqM2+2Gx+N5y54PuoOwL+fs2bNwuVw4duyYNJcCQKVSQTQaRSwWk/1pYWEBtVoNPp8PoVBIqqiU/bAJlKx5NBpFo9EQaQ4rmZQUAhCGm6x1MpmUZsuOjg7ZY4xGI2q1mtznbrcbg4ODUgEAIPsTCSA2waZSKWQyGUl61HPHvYNJXKVSERkXX6NYLMrepdfrhcyh9ITnnqSSz+eTKnOtVkMmk8Hi4iKuXLmCZDKJ3t5ehEIhwQfj4+Ow2Wx47bXXkEgkcPToUezatUsqyfwiLuB62Gw2kU6nMTU1hZmZGVQqFVQqFQwODmLXrl2Ix+PS/Lm8vIxqtSq9CQ6HA5///OfFXnJ9fR0LCwtYWVmB3+/H+Pi47OV3Mm4WcL8K4Kuapp144/uHAPwfmqY9eMuP9BbH3QLc0WgUi4uLmJubw5UrV7CysmFZTnN9ahu5ofEhoV6KDzA9SVnqHB0dxfDwsDwIuVwOFosFAwMDcLvd8hq8aVlGTSaTwn4TUPKmZcc039fhcKBeryOTyUh3PjcRNmsS5NPmiUwXANlQVEcEvr7ZbEZvb6883Ha7XWynqPfmtLJCoYBcLicLVTAYFH0WAQ83CgBikQVAJCn0WWWjxt69ezE0NIR2uy1TCHO5nLBlbGBNpVIIh8PiaEE5j91ulwYyMpuFQgHZbFZKg/V6XVhDNqfQXqnRaIhOksexvr6O5557DuFwWPR73Oh53lh6JyOxVSO+3QbF8jVfaztGlQv13QoyTo8//jieeuopHDhwAC+//DKefvppvP766wIC1FHXdzNU9x913WSV5XoyFLXRGMCmigz7GthQTMcPp9OJarUq7BuTWJPJBK/XCwAC7HivqU3DZHHVno3BwUH4/X6prFEjTBkam17JiMdiMcTjcfj9fuzfvx+9vb2w2+3o6uoS3fTy8jIWFhakKlOtVvHII4/A7XYLI12r1ZBOpzEzM4O5uTk5l3xG8/k8Wq0W/H4/HnzwQXR1dSEajYpH88jIiCTrBoMBgUAA8/PziMfjcLvdyGazci6OHDmCJ554AiaTCQsLCzh79iy6u7sl+X/44YfhdrsFfP3DP/wDOjs7MTQ0BLvdjr6+PgQCAQGqdIjIZDIIh8OYmJjA9PQ0NE0T0K5a+VFWw7WeDdNknrmWMpHnWsz7R3WO4r8LhYKUzrlGeDwe9Pb2CgAbGRnB4OAgent7JeGnzCObzQqAUyt5ZNjZyMny/vWqTwSUiUQCi4uLct0PHTqEQ4cO3RVwA0DkJel0Gh6PB0ajUVhvfhYywSSewuEwisWiJHdvduxsyI1EIgCuSsi4b+fzeRSLRWHGuX/SmYauNLw3WPVmFYVEmt/vF2cS+p4zyWKiQ6KJwT2AFVZaTXIfolyViQKBLll37qH0xqaclbJMn893zbkpFou4fPkyYrGYyIwuXrwoWAbYSPZ37dolSRe/uKZRPkObQn4RgE9PT8u6E4lE8OSTT2JwcBDtdhvhcBjz8/M4e/Ys0uk0Pv7xjyMYDMr6TCnLr//6r0vV+07GzQLugwD+PwDON36UA/A/aZp28ZYe5W2IuwW4//3f/x2Tk5Oy8bHzPpvNIpVKbSqJcVEmQGI2mU6n0Wg0BGh2dXVtasKx2WwIBoMiVyEQ5gOu0+lQqVRQLBZhtVrR1dUlekACTW74BN1Wq1UyW5PJhHQ6LRu8w+FAs9mUBTybzaJcLgsLzbIfZSpra2sCLlmyYgKglswJclXQMu+L5gAAIABJREFUQq0bvzo6NkaPsxl0a8mRGwztqLixl0ol2Qiz2SxWVlZQLBbhdruxb98+7Ny5U8pS6qLDMjSBBxksv99/jVaO0W63kcvlEIvFJMteW1sTvTYtkBKJBCYnJ/HKK68IUz82Ngan04nZ2VnMzc1heXlZXBbYha82GXGhZuJD1pRyEiY7XGwtFgsWFhZgMpmQy+UAQM4Lk52tWvA3Wxdul/zkTgYZQzZ/ql651Ojz/LG6RNca4Or5I4gic6TKPAi6CJhVMExbL5vNhvHxcVitVrz++usANnST1PMbDAYZdEFHB957NpsNIyMj6OrqEhtEo9GIffv2SZNXs9lEJBKRhjvVE9flckmSS01wIpGQJmGv14uHHnoIRqNRHBXYsNhqtaRsXygUxIlAlWFRBkCXIZIGTMp/8YtfyETPVColz4vb7cbhw4dl/eNrjI6O4p577kGlUpFnZGFhAZVKBZcvX5YkholPs9nE+Pi4yM/2798vzYznz5/HwsIC7r//fnz6059GT0+PnHtqpmlrx/XJ7/ejp6cHPp9P2F2SI1v9r1V/cNXBY+sXXY5UH2p1LScYJsnCxIzrYTqdRjqdBnDVUYQyHp/P95Y9EwT5TArVYCLGwVGJRELY32azif3792NkZGTbv73T0W63cerUKWm0i0ajWF1dlUZ5NRFhlEolLCwsYHV1FX19fZJ0qeeMEgYmO8lkUlxxCOZZuclkMujs7ER/fz8GBwfR398Ph8MhzifXCyYyq6urUk3mOsEvNk5SgqrqvtlsqEqaqJF/J1GtVoWQymQysNvtm5IBnp9yuSyMNyUsx48fx759+3Dq1Ck4nU7s27cPxWJR7CfVKcBut1schbZGvV7H888/L83WbLJkv4PZbEY+n8crr7yCs2fPYv/+/ejr64PBYJDn9ODBg+8tW0CdTqcH8DlN076r0+kcAKBpWvH2HOatj7sFuNmNy8ZB3qAEKplMRrR6/GIHOx07tmanbKKg9Va5XL5mcaY0QW3QAiDaOHYsWywWYadCoZAsmuVyWaylmOUCVxeURqMhZSdVX7ddVKtVGS6iapAJitPpNFZXV7G+vi72SerACLIwHR0dwoh7vV7ppn6rqNVqmJmZwcTEBGZnZ9FutwWcU6PpdruFpSLjzhLj1o2q1WohHo9jeXkZ8XhcFjf6iuZyOWncYjLQ0dEhYIKlN5vNBp/PJ04qFosFzzzzjFxzMimxWAyFQgE2mw2ZTEacABwOB0ZHRyURYCMQNZGU5BB00B6x1WqJJlCVujARo+4bgPwtQaSqN+f/vxsNmm83qImndIL6ZVZb9Hq9sEL8vGx4YwLMUrg6HY66QVZUmDizpMt7zeVybXIM4nnjM8uE1GAwiHUdGyNZNqYcgFruYDCIwcFBjI+Po7OzE4lEAtlsFoFAAAMDA/jUpz4lVmXRaBSXL1/GsWPHrtFQsvrDjZVNarFYDMlkUsrfnPjX19eHnTt3YmRkBI1GAysrK7BarTh//jw0TYPL5cLw8DA+8IEPoNVqIRwOI5vNymecnZ1FIpGQsngul4PD4RC9LcFksVjE4OAgUqmUaKdpC2c0GpFKpTA1NQW3242RkRFUKhXMzs5ifHwcx48fh9/vF+can8+Her2OcDiMvr4+abxeWVmBx+PBE088AYfDIfIM1SnI5/OJRI/evlvXhHa7Lc+eKj1T/0swy3tE/SLjebMOPlybotGorLlMvgYGBkQ6wz2Be9LWPULdj1SrOK6L5XIZmUwGg4ODkui9m6LZbOLVV1+Fz+fDnj170G63kUgkEIlEkE6n4XK5NrHFrL7y/K2ursq+qu5bNptNtPTUdHMfazabAiC7u7tvmSvG2traNRVrVosoxeQXnWluR/Ae5zpBuSd7AAqFAs6dOwdN08TZy+12IxQK4ec//zn0ej0GBwfFb/xGJEOMRqOBV155RXqlHn74YZGZcUKwzWZDOBzGj3/8Y4yNjeHIkSNSIWff2Z2Om2W4X9I07YNv+kvv0rhbgPtmgm4AfPD5wBGQU79JfRaBFpsf1P/S7o/Aij6ejUYDAwMD6O/vl01e1fXR+5JJA5kabvwqq6OWP1kC5b8JbOkKoGbq/PdbZaAEKW8VmqbJFDcOjvD7/WKn2Gg0kE6nkUqlRENdKBTE59doNEoZmaOACbKooSUbTBcAdsQPDAxg37590vAIbPbXZknRYDCIxCcej+PMmTPYu3cvdu/ejUgkgna7jcOHD0PTNPziF7/ASy+9hHPnzonPMRe+YrEo3evd3d3I5XKi9eXULyZv/DmBs/q8c8OlZRfBBn9G4KcCblVvrgL0ux1sVqJ0oLe3F+VyWZhTdteTmWaSREcCynUI0nmvu1wu8RgHII4M1BXze05aAzY2nI6ODiwsLIh2mK46vA4Oh2OT9Rf7Izo7O+H1etHf34+dO3fKc7e6uop9+/bhc5/7HKxWKy5duoSJiQnEYjG4XC5YrVY8+uijYm0Wj8cxMTGBBx98cJOm9eLFizh//jySyaQ0V3u9XpRKJSwvL6OrqwtjY2PYuXMn/H4/TCYTstksFhcXMTMzg5MnTyKTyUCn0yGRSODee+/FwMAAarUadu7cKX75dDeZnp7GyZMnkUqlYLfbUS6XpekvkUig3W7j3nvvlcEb+/fvx89//nPMzc0Ja8X1K51O48yZMzhw4ACGh4cxMzODcDiMRx99VNjrqakppNNp7N27F7lcDufOncN9990Ho9GI6elpxONxjI2NoaenR5oi7Xa7WLTR7uxWbdR89u5U0MElGo0imUwCgFRbqFPe+gVAtLwkd8j0UjoUi8XQ39+P0dHRu8Ia3mg0Gg2cPHkSQ2+4ozAoXVKtaLf+m88fiTFWSajX5nX0er0CsPls/aoEmfy1tTVMT09L9cxisSAej2Nubg6pVAqBQACPPfYYwuEwxsbGNl2LtxNra2s4ceIEVldX8YlPfELIhK2xsrKCl156CXa7Hfv27XvHjli3Im4WcP83ADUA/wqgwp9rmpa9lQd5O+K9CLjfKlS999bmia3/JVgKh8PiU9nX1yfT1siAbve3ajMPg5k97bFUGzJVzqJ+z6aJWx1quTORSCCZTIo7CUcpX++Bo86LzHM2mxXmU6/XS0OjTqcTLZ3q/kHfaXaNswkmFAohEAhs6uIns1osFmGz2WSx9ng8yOVyeOaZZ7Bjxw7xIo1GoxgaGsLY2BiazSamp6fx2muvIZ/PY//+/dJ4y3IyfYynpqZk+AMZ7kqlIsMp2IxlsVjEAYXOByyPut1uJBIJABB9vcvlkol0AOSeo16OjaQMJhpbdc63Iwh4yVYDG8CBQy4oxyCrRctGlvG7u7vFk506fSZZLN2m02mxeqPOWXvDvjIUCklzIeVCBJW0vevo6JCyLEFPMBjE0NAQXn/9dRkSw8/yyCOP4MCBAwIGX3rpJZRKJQSDQXziE58QycTq6qp4xlutVuzduxfJZFLGjyeTSRw7dgxOpxO5XA4zMzNYWVlBIBDAfffdhz179qDVauHChQt45ZVXAADHjh3D2NiYMO68x5joXbp0SWQQBoMB4+PjwmYfOHAAfX194sGbz+cxMzMjkw1p1WcwGDA4OIhIJIJgMIjf/d3fRT6fh8FgwMjICE6ePImXX34ZtVpNxqybTCZEo1HMzs5i//79GB4eRjQaxcTEBB566CHs2rVLrMn0ej3uuecetFotvPbaa+J2MD09DZPJhHvuuQd9fX1yzVwu110ZjnEnol6vC+vNKpYKqPlF0oWyAHVKJSs1THzeC1Gr1XDixAmMjY0hGAzektfk+knN/a9y1Ot1nD17FgaD4RrtPjXWzz77LHQ6HZ544glcvnz5pq5FrVbDd7/7Xfj9fjzxxBPX/b2lpSVMTk7CarXCYDDg6NGj7y1JyRt/vLjNjzVN03bcioO7nfHLCLhvJDRtY3IZ5Qk+n09GsL7XQrWr4hcbJFnuJJP9TjdO2hQSuFOvyc2I5VlqM7dbdNlIUq1WhUFTg+wzQUw+n4fD4RDrqo9+9KPQ6TZ8XM+cOYNUKoXBwUEAwOzsLM6cOYNLly6JVaPJZILZbEYkEsEXv/hFmM1mXL58Ga1WCydOnBA9OktvnEDH6kKlUhEWPxqNolKpYHR0FB0dHTh16hT0ej26u7tx/PhxAXBDQ0OYmJiQRhSPx4NGo4FYLCbyoK2+0rda783O+p6eHrErY4OrykTb7XYB20z6WDL2+XzweDzStMONNBQKobu7W/yPAQi7yiYpn8+H0dFRdHV14dSpU+IZXSwWpfwai8VEXrK+vo6dO3cKa3r48GH09/fjxIkTmJmZkWRlx44d+PrXvw6bzYYXX3wRPT09+Pu//3tUq1Xs27cPO3bsEFu0ZDIJv98vQ7WOHj0Kv98Pm82GSqWCn/70p/B4PNK8Tc/98fFxcWGIRqO4dOkSjEYjDhw4IFIMgjNK2lg+Jpjt6urCyMgIPvjBD6Jer+OZZ55BX18fyuWyTGjU6a5OxuVrNRoNfPCDH8Tg4CBeeOEF+P1+fPGLX8TU1JRMOTxx4gQWFhaQyWTw4Q9/GC6XCzMzM4jFYiiVShgbG8NDDz2Eer2On/3sZ3jyyScxNjaGSqWCl19+WfydyXZxxHZXVxfuv/9+HDp06K40Ub1bgvc1JSP8N5lvp9MJt9stIPu9nIiUSiW8+uqruPfee++KF/Mva8RiMVy6dAnDw8PYuXPndZOPVquFZ555BleuXMGRI0dQLBZlnXonkclk8K1vfQu/9Vu/haGhoev+3vz8PFZWVqQZ9m4kRzcFuN/L8asAuOnFyW5nNlZSd0mG6N0WNL+nNlz9oiSGzV203VMnuZGdvdXBZIXgmwCtr68Pfr//LUvNyWQSly9fltL89Upg7XZbtOw///nP0Wq1cPToUZlymUgkcOnSJfT392P37t3Q6/WIRCJ4+umn8dJLL8Hn8yEYDMLj8WBtbQ1PPPEE6vU6hoeHYTab8e1vfxvPPfccYrEYrFarfCYCULvdDo/HA6vVKp+zt7cXBw4cwOTkJCYmJlCpVGRMe61Wwyc+8QkEg0HMzMygp6cH586dAwD09vbCYDDIMKbnn39eLO3YdEbdM/+tNhfyfABXGXJWRwjGKKs5duwY9uzZg/Pnz+Pll1/G4uIGH8DPNDg4iGAwKF7U7MJfXV2Fx+PB3r175VjpFsJhTZcvX8brr78uTgBer1eGYphMJhk9vrCwAE3TsGvXLoTDYfHzzeVycs+Wy2V4vV489dRTuHjxIur1Ou655x4YDAa8+OKLCIfDohXfv38/Pve5z8HtduOZZ54R7WK5XMZHPvIReL1ejI6OIpvNwmw2w+/3Y3FxEVarVRIJap5jsZgMuaKvNCVVqVRKeiM41pwJQ7VaRV9fnzQFk42fmJjAT37yExkQ4na7MTAwgGq1inPnzmFwcBD79u2T3oqVlRX87Gc/k4ZQJqe/9mu/hoWFBTz33HMIhUL4+Mc/jldffRXABjjKZDIIBoO4fPkyvvKVr8BsNuPixYsiV2k2mxgeHsb09DS+853vYPfu3Thy5AgWFxdx+vRpaX71er2iPR4cHBQW7nrP4a96sGpJK8pfpshmszh9+jTuv//+96//TUa9Xpc94eDBgzKR863i3LlzuHz5shgffOpTn7qGjLrReOGFFxCJRPDoo4+it7f3ur83MzOD1dVVHDt27JpG2TsRN8tw/y8Avq1pWv6N790AflPTtL+95Ud6i+O9DLhVecBWOydqt4vFooBr6ibZSPFu6BxnUN5AG0LaeLlcLtmU1WEM6ted1D9uF2trazIeOJ/Pw+/3C/i+3rHR25xOD3v27HlTZq3VauHcuXOYm5uTyYF0i2Fn9+7du8WiaX5+Hn/zN3+DqakpdHV1obu7GwcPHsTw8DA6OzvxsY99DJ2d/z97bx7cVnqee/5ALAQJLgDBBSDBfRd3SuIiSlbvq7vbVk8vbjt2VWIn48rUTU25Krem5h/XVFKZSly5lXKc3JvpuK9TcV/bSXfH7Xav1kYt3Pd9A0iQBEFiIQiCIPYzf8jni2RLvUputRtPFUrioUgcAALO+73f8/4eNfPz8/zVX/0Vm5ub+P1+MYipUChEh/jo0aMMDAzg9XpF0p1cOK2srAjLwvr6Onq9nj/4gz8gLy8Ph8PB6dOnGRgYYG1tDa/Xy97eHvX19XR2dvJ3f/d3YiJdxkDJpI3t7W3hl5ZtO7JvuqCg4AZ2vNypV6lUeL1epqenBQFGtmc0NDSQl5eHSqVienpaJOvJMwIyj1p+n/j9flQqlUiFlAkBLpcLnU5HTU0NBoNBoNhkFq2cCmo2m1GpVGxubopkUHnYV0ZJtrS0YLFYGBgYQKfTce+99+JwOBgeHhYEkuzsbAoLCwWFaHFxEQCdTsfq6ipPPPEEXq9XPD9ms1m8/nKBK/O6NRrNDcxy2dJ1fSqgvHC5fvZD7mrKHXjZ1x+JRBgbG8PpdNLQ0CA43BUVFahUKhEUU1VVhcPhYH19XeyUZGRk4PV68Xg8FBQUUF1dzezsLDs7O+Tl5dHU1ITb7aawsBCdTofRaKS5uZmf/OQnPPHEE2RmZrK0tERHR4eIU29ra8PtdvOv//qvFBYWUl1dzdTUFLu7u5w+fZqqqiri8TjT09PMzMzQ3d0tBkw/jcGppO4OybMMNxscTurDyW63Mzc3R1lZGdXV1R/pmixJkgjKkySJgYEBHn30UZqbmz/y+3J7e5uxsTFhG3u/brk8KP1ZHJq8WfDNmCRJbbfxHO+IPgsFt8zQ/M2b3Cn7TRbn9cdkFNDdVFzDtcWCHO5zPetbJpvIRJDPWkclHA6ztbWFw+HA7/dTUFBAYWEheXl5N/0QisVirKysYLPZyMnJoaioiIKCglu+Xuvr68zOzophua2tLbzea6MS8pCiHOedk5PD8PAwP/rRj7Db7ZhMJsrKykhJSaGnp4dHH32U9PR0/H4/3/3ud1leXhb0E5kZm5qayje+8Q02NjaYmpoSr4mMn1pZWRGWhng8js1mw2Aw0NXVhV6vJxaL8dBDD+F2uxkcHCQnJwebzSbsKTabDbVaLe5TTmuTO6KLi4tYrVb29vbQaDSCfywj5+QhJ9lDLc8HyAl6spVBXpQAAqOp1WrJy8tjZmaGUCgkAjlkjJzD4SAnJwe1Wo3b7Uan0wk/sM1mEwg0mWqxv79PS0sLDz/8MJubm5w9e5bl5WUODg7QaDT4fD4xgHf//fcLdm9HRwdf+MIX+OEPf4jVasVoNBIIBERnWJ7i397eJhaL0dnZyX/7b/+Nnp4e0tLSiMfjnD59WpBtJiYmqK+vp7y8XBTPKysr/PKXv0SSJBH2kJqaKmYF5LCo1dVVwZA2mUyC5y0Pz8mDYltbW1y4cEHsKKytrVFVVSW6zZOTk0xNTaHVakVQSjweF9SNpaUlJEkS3fmzZ8+iVqvJz8+ntraWlZUVMjIyBDc5JyeH119/XXiF9/f3aW9v5/DwkKmpKaqqqkhPT6e3txeTycS9997L5uYmsViMqqqqG1L1ZGav/NiSSsput7O0tERPT89dudt7t0oeso7FYrS0tJCVlfWxfo8kSUxOThIIBMjJyeHcuXOUl5fT1dX1kWyukiTxq1/9itraWmFVuRttsp+04J7kWpS79OuvlcCkJEkNt/1Mb7PuxoI7EomwsbEh0tcikQgZGRm/NchyMzTd3arr/ckejwefzyc6V0ajEYPBcFdPtn8cyfYJufN9fZf+N28pKSkCuebz+TAajQKRJHucZX5qIBBgeHgYg8FAU1OTQFvJN7nwhP+kg7zxxhucP38ek8mExWIhEonw0EMPiZAk2Z/+wx/+kIWFBQ4PD0WgTmlpKffccw/nz59Ho9FQWFjI8vKyoHXIPnCZb9vc3MzExIRALOr1eo4cOUJ+fj7nz58nPT1dhPpsbm6ysLBAa2urYL/LQ3iHh4di8QDXuhd+v18g9GT/rdzdlT2lRqMRv98vhgqj0SiFhYXU1NQILrm8WLHZbFRWVmI2m5mbmxNeZjlu2+VyoVKpaGpqIi8vT3Sr5W122TrS3NwsfPIvvfQSr776Knt7e2RlZXHkyBEWFhbY3t6muLiYqqoqlpeXUavVPProoygUCv7t3/5NWBxk/vI999zD2toaR48eFfz9J598kj//8z9nb2+Pp59+Gp/Px/33349CocDj8TAyMkJpaalAtF2fkFpQUMCjjz4q7FZyYRGPx1lbW2NlZYXMzEyqq6tvWYzKxfTQ0JBgLPf391NQUMD+/j7r6+tsbW3h8Xg4ffo0R44cwWg0Mj09jcFgYH19nb6+PqqqqnjqqadYX19neHiYoqIiUlNTxc6ITHZpbW3FYDDwxhtvsLu7S0tLC7u7uzQ3NxMIBBgYGODEiRMYjUZefvll9vb2qKiowG63YzAYyMvLE6z+nJwc+vr6qK6uxmKx/A4+AZL6LGlpaYnNzU1OnDhx1+EM7zZJkoTVamV5eVmE7X3SWkQuug8ODsjPz2diYoK0tDQqKirEZ/eH0fz8vAjJGh0dpauri+zs7A/+wd+hPmnB/TdAGfDfAQn434F1SZK+c5vP87brbiq43W43drtdDDwVFhaK5MLPSmENCESePHgjF9iZmZmiwJY7h58XyfYfeZv+N2/yYJxMjZGTJ+WI4by8PEF9kVnjTqeTUChEc3OzII0Eg0Fhb5HJKDLya2FhgfHxcVEgazQaHnjgATo6OohGo4LS8B//8R9sbW2JQI7rcWirq6vk5+eLwT+VSiXoGi6Xi7y8PP7sz/5MkG82NjZYXV1Fp9MJZNjs7Cwul4u6ujpqa2vRarVcuHBBDLDIz4HL5WJpaQm32y344rKlRB5YlRcrMg1la2uLhYUF4Q+W0ZbysGkkEsHr9bK/v48kSdTW1griTHFxMbu7u2xsbAjbVX19PRUV12a/S0pK0Ol0nDt3juXlZUKhEJWVlTz00EMYDAZeeeUV8dzp9Xo6OjrIysriwoULuFwuEUIFiFCHqakpnE7nDSmm8XickydPsrGxIQYW7XY7aWlpjI+Ps7CwwDe+8Q3S09MxGo1UVlYSjUaZnZ2lsbERg8GA3+/H6XSK95nf7+fkyZM37JxEo1FsNhs2m014wG91YQqHw8zNzTE9PY3X6yUzM5NYLCZmCDIzM7FYLBiNRhwOB/fffz96vV6gAisqKnjvvfdYXl7m8ccfp7y8nOXlZXZ3d8W2bjQaxePxAFBaWiq2lK9cucL09DRVVVVkZmbS2NiIx+Ph7Nmzgs8/ODgocH4Wi0UMwl3flBgdHUWpVNLS0nLH3udJfbY1NzeHy+Wiu7v7c3V9+ijyeDzCc93c3HxbbTiSJDExMSHyJ/x+P6mpqYTDYdra2j4UYjEYDHLp0iUefPBBMefU3d1NRkbGbTvPT6pPWnCnAH8C3A8ogHeBFyVJ+vSzlj9An3bBHQ6HWV9fx263i61ji8XymXizy9g9OZRHtrpcH4YgD97JIS9JfTQdHh6KRDTZOiEPvu7v74vgkaamJmprawVTXcaspaSkiORQh8PByMgIWq2W6elp1tbW2NnZITs7m6amJuBaV95qtbK4uCiCOVJSUigoKBDUF9mCsL6+zsHBgYhJnp+f5/DwkLa2Npqbm+nu7sbn8wEwPDyM3+/n8PCQgoICgeWTEYnyEOORI0cEblClUgnOr9VqZWlpCZ/PJzzdqampIgFU3jkByM7OprGxkaKiIuLxuAhT2d3dRaPRiAJcp9Ph8/kwGAxkZGSwsbFBenq6QMLJf5aVlYlhvR/84AdEo1Hy8/MFWUTmVrvdblJSUiguLqasrIyZmRnm5uYIh8NYLBZKSkqora0lFouxubnJ2toasViMcDhMLBbj8PCQ3NxcQRMJBoOcOXNGDLXW19fzz//8z9x33318+ctfZnx8nNOnT+NwODh//ryYGdBoNBiNRsrKygiFQkxOTnLy5EkR4+71enE6nWxsbGAymQQbW+bIy0PV8pC10+kUyFC4RoHJyclBkiQefPBBysvLMRgMHB4ecuXKFVpbW9Hr9UxOTor01R/96Eeo1Woee+wx8flw/S6F1WrF5XKh1+uFt1qSJIaGhhgdHeXg4ACTyUR+fr6IlC8qKuL48eMMDQ3x7rvvcs8993DixImbEifsdjtWq5VTp04l/dpJva9mZmbY3d2lq6srec36tSRJYnt7m+XlZSKRCNXV1RQXF9+x+xofHxfzM3K439zc3Ifupvf19VFaWkphYaGYlZIteHeDkpSS37E8Hg82mw23243ZbKakpORDT/X+LhWLxW5Isro+2SocDt9QWMs3mXGZ1J2VbNOx2WxcvnwZlUrF8ePHqa6uxmAw3PRD6cqVK8J+8Morr7C7u0taWpqwSsiDdrKfW5IkgsGgKLTlzrEcXiR3n3NzcwmHw+zu7oqo+oqKClE8y4EzcgR0KBQSeDiLxSKCYmTEnsViobCwEI1GI8IlZJuB2+3G4XCIgKZoNEpWVhY1NTXCCrG8vIzP5yMYDFJUVEReXh4VFRVkZ2fT19eHJEnodDrR1Xa5XOTk5KBUKjGbzWLANCcnh5WVFd566y3Onz+PTqcTRarM0nY4HDidTlJSUsjPz0elUrG4uIjL5SIej1NeXk5dXZ2w7vj9fhEgFY1GxaDjl770Jba2tpifn2dsbIzi4mLBdm9tbaW3t5f09HSee+45tre3SU9PJxQKYbPZaGhooLy8nIyMDJRKpQjKGRsbo76+nmg0isvlEoE0cpiPHKIlhzXJ0ecy6UcO1GpqaiIejxMKhTCZTHi9Xrq7u4UNLBKJcPnyZSorK0lNTWVqaorCwkK8Xi8//vGPqa6upqGhgczMTNHdlpnz586dw+Px0NbWRk9PDxqNhp2dHS5cuMDMzAwul4t77rmH7u5ujEYjKysrhMNhjh49yttvv81rr73G17/+dU6ePHnTbWe/309fXx89PT13VZfQmRGbAAAgAElEQVQrqbtXU1NT+P1+Ojs7P9dFt2z7ky2E1dXVmEymO77jnkgkGBwcRKVSsb+/L0hK4+PjKBQK2tra3rd4djgc2O12urq6ALBarayurtLT03NXWFc/VsGtUCh+JknSswqFYoprVpIbJElS8+09zduvT6vgttvtSJJEUVHRXfOGlmON9/b2xC0ajd40/VHupH6WrC6/z4rH48zMzDA8PEw8HsdsNlNZWXmDjQEQyXr33Xcf+/v7/O3f/i0+nw+tVksoFMLpdHJwcMDGxgYAWVlZTE5Okp+fTzAYJJFIUF9fTyKRYGVlhby8PJxOJ1VVVWxtbaFUKsnNzSUQCPDII48I7vHBwYEgq/j9fqLRqCiEgsEgFotFhATBNVxXOBwWnGd5WDMej2MwGATNxO/3izhlt9vNzs4OwWAQo9FIU1MT2dnZWK1WNBoNsViMxcVFiouLycvLE0W+nBCXk5NDW1sbJpNJUGRGRkZEJHYkEhF+8nA4zN7eHlarlWAwiE6nw2w2s7+/z+7uLqFQSCQk1tXVkZGRQSgUYnV1FUmSBEM9NzeXRCJBT08PwWCQmZkZYZt54YUXuHr1KnV1dbzyyiucO3cOk8lEXl4eu7u7HDlyBLfbTXV1tSja5RmBeDxOb28ver0epVIpnj85Vt5kMpGbmyuSAzMyMkSctfz/ZGxsjOzsbBoaGgRhxGg0imJb9rnG43H6+vrE4srn81FfX89bb73F2bNn6erqorm5mfr6etRqNcPDw2Ix8+KLLxIKhXj66acpKipiY2ODzc1NDg8PcbvdbG1t8dBDD9HZ2QmAzWZjaWmJwsJCRkdHGRoa4lvf+hbNzTe/1MRiMXp7e6mtrb1tASdJ/f5LtjYcHh7S0dHxuWsgxWIxsSuUkZFBVVUVubm5v/NzuHr1qggMa2trIzc3l5WVFVZWVkTK7M2USCR45513eOCBB4RbQJ6juRvsQh+34DZLkrSlUChKb/Z9SZLWbuM53hF9mh1ulUr1qZj5E4kEgUBAFNfyn3K8uEw2kRFhSX12FI1GsVqtzMzMCHtBenq6oJ9kZGRw9epVqqqqMJlM7O/v8/d///eiIFxcXCQ/P5+rV6+yvr5OdXU1CwsLIpZc7s42NjYKQkk4HCYnJ4fDw0N8Ph91dXUolUrRDZY7pvv7+4JAEgqFUKvVSJLEm2++KSwm+fn5ZGVlkZ+fT3p6OvF4HL/fL8JsZF749YxqOUAmLS0Ni8VCUVERSqWStbU1JEmioaEBj8fD4OAgBQUFoqA9ODjA6XSi0+koLS0VeDi/38/Kygo7OzscHBywsrLC7u6usNJkZ2czPT3N7u6u6Iir1WrsdrtIjgQ4duwYra2tmM1mHA4HExMTqFQqJEni+PHjbG1tiYHLrKwsEY09OTnJt7/9bSYnJzEYDNjtdl566SXq6+vp6upiZ2cHs9mM3W6ntLQUo9Eodhzkrvn09DRlZWWUlpaKhUlBQQEWi4Xc3Nz3HUDa2dlhbGyMlpYWTCYTa2trLC8vYzQa2dvbu6HYliSJkZERQcrJzc1lZ2eHf//3fycSifD4449z6tQpzGYzm5ubzMzM0NraSiwW4/vf/z5arZbHH3+cg4MD4vE4FosFvV7PpUuXWFtbo7GxkYcffhi4xs597733KCoqwmAw0Nvby2OPPcbRo0dv+ViSvu2kPq4kSWJsbIxIJEJHR8enjp/9XSgcDrO6usrq6ipGo5GqqqpPlU8eCoW4cuUKeXl5bG1tiV2qvb09BgcH3zedUk6RvZ7HPT09zd7eHl1dXZ/qIuq2WEoUCkUWINq1yWj3W0v2FaWmplJWVnbHeJByTLUcfCNTHtLT08nKyrqhuL4btlqSuj2KRCKsrKywuroqXtu9vT0ODw/FQOvJkyfJzMxke3ub8fFxMjIysNvt9PX1ieHCnJwcYRvxeDykpKSIXQ85yli2e8jpgXKkeUNDg0ikc7vdZGRkCDa8fL/5+flYLBb6+vqor69nbm6O7e1t9vb2CAQCwsst3+RBTpnPfj3aTqfTEYvF2NraEnxvlUolCkKz2YzBYECpVIqwnbKyMpqbm0UX3ufzsb6+LgZ+d3Z28Pl8VFZW0tbWhtVqZWJiQvikMzMzmZ+fZ3t7G41GQ0ZGBlqtljNnzvDwww+Tm5vL2bNnee+995AkSVzEpqam0Ol0dHZ2ijCe9fV1fD4f4XAYrVaL1+ulrq6OX/ziFxQXF9PQ0EBdXR1ra2tEo9GbXmwkSeLChQvCm6/X67FYLJhMpg+1k+ZwOJiamhI4LYfDwczMDAaDgYODgxuKbYDx8XHGxsbIy8sjGo1y6dIldnZ2aG5u5plnnhGJb/Pz8zgcDhobG1lcXOTHP/6xQAqWlJRQXFxMTk4OiUSCV199FZvNRn19PY888ghOp5OZmRkmJiZ48MEHKS0t5aWXXqKzs5NTp07d8rEsLS3hcDg4efLk565DmdTtkbygTCQSHDt27Pe26N7f38dqtbK1tUVhYSGVlZV3DZM8EAhw9epVsbN36tQp1Gq1SAptamq6aciN1WolEAjcsPsl+8MjkQjHjx//1F7PTzo0+SfA/wMc8p/WkmS0+wdIkiR2dnZYXV3F5/NhsVgoKyv7WP/RI5HIDYOL8t/j8bgorOVbZmZm8gL0OVE4HGZ5eZn19XUqKiqoqKggEAjw1ltvUV1djSRJ7O3tMTQ0hF6vJxwOY7PZmJycZHNzk5qaGsxmM4uLi5SXlzM1NcXh4SF6vZ7t7W0xtNnW1sb6+jqHh4eoVCrMZjPFxcUYjUYaGxspLi4WqD+/309aWppIEpQ91AMDA9x7772Ul5eTlZVFamoqbreb5eVlMVSnVquFrSktLQ29Xk9qaipKpZJgMIjH4xH2jrW1Nebm5lAqlRw/fpza2lrMZjMbGxvC263RaPB4PIINvb6+TmpqKl6vV3Din3jiCZRKJW+99RZ7e3si8TIQCAg7TlVVFampqRw7doxvfvObmM1m1tfX+ed//md6e3vJyMggJydH4PP0ej2tra3U1dVRVlbG4OAgKysrXL16lSeeeIJYLMYXv/hFfv7zn2Oz2Th27Bjl5eXCilZeXk51dfUNr/X+/j5vvvkmW1tbPProo5SVlX2kRbTdbmdhYYHOzk6ysrJwuVzCVhIOh39rK3ZgYIB33nlHpFru7e1hMpl46qmnaGu7FsEQi8XE0GN2djY2m41Lly5hMBh45plnqK2tveGz6PXXX2d6epr6+npqamrY2NggIyMDp9PJsWPHyMvL48UXX6SmpoZHHnnklo9lY2OD+fl5Tp48meQqJ/WJlEgkGBkZQaFQcPTo0d8rG6XL5RI5B3LU+d2IRJQTQfV6PYlEgs7OTlJSUvD7/fT399Pc3Pxb6ZT7+/sMDAzwwAMP3HA8kUgwPDyMSqWira3tsxftrlAoloBuSZLcd+Lk7qQ+bUqJrGAwyNraGuvr62RmZlJWVkZubi6xWOyG9MhoNCqOhcPhGwrr6wcXZW733TKVm9Snq8PDQ5HAdfToUdbW1ggEArS2XsurcjqdDA4OUlJSwmuvvcb09LS4yFRWVgLQ3t7O9vY2c3Nz1NTUsLm5KUJsEokEZWVlrKysiAHLrKwsjh07RiQSoa6ujry8PLKyskgkEszNzbG+vs4f/uEfEolESE9PFxH2LS0tKBQKXC4XSqWS1NRUUeh5PB7RRVapVCQSCfb399nZ2UGtVmMymdjY2GBhYQGFQkFZWRnPPPMMRUVFrK2tcfXqVfx+v+iqykEtMmPc5/MxNzeHx+MRSL65uTkmJycFulGlUonkSJnQkZGRwVe/+lXa2trY3NzkF7/4BRcuXGBra4vi4mIKCgooKSkRyMP29nbMZjN+vx+Xy8Xq6iqJRIKKigp0Oh0tLS1YrVZ++ctfcvz4cdRqNWVlZSwsLGAwGDh58qS4UAQCARYXF5mcnEStVnPmzJmP/L6Xd0O6urpElPvg4KDA/11fbEciEX72s59x7tw5MaRZWlpKVVUVp0+fFuiug4MD4dFXqVSkpaXxy1/+EqPRyLe+9a0bPKGJRIL33nuPoaEhzGazwKJWV1czMzNDVlYWlZWV/OhHPyIvL48zZ87c8rHIC4Xu7u4PhRFLKqkPUiKRYGhoCLVaTWtr62e60y0PQsoZAhUVFVgslrv+MTkcDqanp0UasNy59vl8DAwM0NbW9lvJku+9995NkYCJRILJyUnq6+s/lZ39T1pwvw2ckSQpeCdO7k7qbim4ZckpbqurqyLtTx5mulmSpFxYJ7s4SX2QJElidnYWp9NJS0sLw8PD3HvvveIDZ2BgQPCtv//97wsbRCwWIxAIUFFRgcFgEGEwFRUVXLhwQXDE1Wq1IIPIg46ybUKj0VBbW8ve3h5qtVoMu7z99tt0dnZSWFhIYWEhBwcH9Pf309jYKKgbcufa5XKJWPFEIoHL5cLhcIj48t3dXZxOJ6WlpbS2tpKens7JkyfZ2tri/PnzrK2tYTAYuOeee6ipqUGpVHLp0iXm5+epr6/nwoULjI2NYTAYhFd8amqKYDAoAopkS4rsT09LS6Ozs5Pu7m52d3cZGhpiYmKCWCzG0tKSwPwVFxcLpKPMiJaLSq/Xi91uZ2Zmhvvuu49YLEZJSQkvvfQSJpOJyspKcnNzWVxcJJFI8MADD5CZmSkKbZfLJTzyp0+f/sjF9vz8PFtbW3R3d6PVasUWrkajQalU0tXVhVqtJhaLMTIywr/8y7/gcDgoKSmhp6fnBguRUqkUiaOXLl0ShJVwOMz/+l//i6qqKr75zW/ecJGLxWJcvHiRS5cuoVKpaGlpEWE28vPf3NzMv//7v6NUKnnuueduuUMnD+LerQlzSX12FY/HGR0dJRqNcuzYsbuyE3wrSZLE7u4um5ubOBwOsrOzqaysvClC826W1WrFZrOJXT65GSQ3CNrb2294TBMTE2RlZVFeXv5pnfJN9UkL7jbgJWAACMvHJUn6L7fzJO+E7raCO6mk7rQ2NzeZnp4W3PeamhoAsT1333338e677/Liiy+yublJcXExwWCQzc1N2traUKvVOJ1ODg8PiUajOJ1OEYDjcrkIBoNIkkQ0GhXe6pMnT5Kens4LL7zA2toafX19JBIJmpubWVlZQaVSodVqaWlpITMzk7W1NYqKivB4PBgMBkpLSzGbzQQCATH/IAcByfzmI0eO0NzczO7uLna7naKiIq5evcrS0hKZmZk88MADtLe3k5KSgs1m48KFC6SkpFBRUcEPfvADNjc3KS8vZ2dnh8XFRaLRKLm5uaSmppKZmSn841lZWej1erKzsykpKQGuLZTlrdmUlBTm5uYoLy+nrKyMY8eOsbOzQzgc5rHHHhMBOikpKcRiMd599122trYoKChArVZz/PhxXnvtNWKxGK2trfh8PgoLCxkZGaGnpwej0cjq6ioul4uKigr0ev3HSlSTJEkMf3Z1daHRaAiFQly6dIlEIiEWSzLd5d1332VgYEB00WtqanA6nTQ3N2M2m0kkEiJJ0uPx0NDQQFtbG/39/bz33nu0tbXxla985YZO2uHhoSi24/E4Z86c4fjx4ygUClZWVlhfX+fYsWO8/fbbBAIBnn/++Vs2Fw4PD7l8+TKNjY039XQmldQnlSRJLCwssLm5yfHjxz92lPnvSnt7e2xubrK5uSlSgouKij7TMISZmRl2dnaIx+MUFxdTW1sLXNv9HB4e5tixYwIP63A42NjYoKOj49M85d/SJy24B4HLwBSQkI9LkvSj23mSd0LJgjupz6P8fj8XL15ka2uLP/zDPxQDdWNjY6Snp6NUKvne976HzWZDoVDQ3t7Or371KxHKkpqaSnFxMa+99hoZGRkiSdFqtZKenk5eXp4ovlNSUlCpVDQ0NFBaWsqXvvQlioqKsNlsvPPOO0QiEQoKCtDr9ezt7QEI+0JVVRV7e3t4PB5CoRBZWVmEQiFB1Kmvr6epqQmj0Ug0GmVxcZGxsTH29/dxOBzo9Xq6urro6OhArVZzcHDA4OAgCwsLVFZWsrm5yT/8wz8ItN/Ozg7RaBSLxUJ2djZutxuFQkEoFCIzM5OSkhJh2Wpra6O6uhqXy8X58+dJTU0lEAiwsbFBeXk5nZ2ddHZ20tvbi1qt5vHHH/+tif+VlRXGx8dxuVwiBt3lcjE1NUV5eTkmk4nU1FSuXr2KWq2mpKQElUpFcXExpaWlgn/d0tJCQUHBh379E4kE4+PjhEIhOjo6UKlUotPs9XopKSkREelzc3OMjo5itVo5fvw4zz33HE6n8wYe7ubmJqOjo2xtbVFUVERXVxdarZaf/vSnOBwOWltbeeSRR27wgO/u7vLzn/+clZUVUlNTefrpp6mvr0eSJDE829rayuXLl3G5XDz99NO3XFBEo1EuX75MaWmpSAZNKqk7JblpIZN87hbJQWAOh4PNzU2BHi4qKvq9sVfJg6xyBkNOTg6NjY0oFArcbjcjIyNihysSiXD27Fkefvjhu8oy80kL7quSJJ24I2d2h5UsuJP6vCoajfIv//IvGI1GHn30UVJTU0XHsauri+9973tcuXJFJFjK/GSTyYTVaqWoqIihoSEODg7Q6/VotdobLADxeJyDgwOBz8vMzESj0WAymXjkkUfIzs6msLCQlZUVrly5QmpqqghY8fl8pKamUlBQQHl5OZFIhP39fTweD5WVldTV1YmUSrfbzfDwMKOjo+zv76PT6SgsLKS4uJijR48KbN7s7Cy9vb3s7++j1Wp59dVXmZ6eRqVSkZOTIyLitVqtYIXLA5jHjh2juLiYUChEU1MTJ06cYHV1lZ/85Cfs7OxQX1+P2+3GZrNhsVh49tlnyc/P55133qGgoICHHnrot6weiUSCN954g52dHfLz89FqtdTX1/P666+Tl5dHXV0do6OjHB4eMjc3xx/8wR9QU1Mjik65yJQ76R9W15MXjh49ilKpJJFI0Nvbi81mo6WlhXg8zs7ODlarldHRUdRqNc8//zy5ubk4nU7q6+uxWCw4nU6mpqZwOBxkZGTQ0dFBcXExW1tb/Ou//iu5ubkUFRVx+vRp0ZmORCJMTU2JBZzf7+fUqVO0t7eLhcDh4SFNTU309fWxtbXFww8/fMuudSKRoK+vD4PBwJEjRz7emyGppD6ifD4fQ0NDlJWV/dYA8+9CciiZnDzs8/mEDdVkMlFUVPSpIv3upGRPvWx5TE9PF956GWva2dkpEKP19fW/c474++mTFtx/CawBv+BGS0kSC5hUUnextre3effdd0VRqdfrmZmZIZFIsLCwwPe+9z2OHj1KRkYGm5ub+P1+Wlpa2NnZ4fTp0/zsZz/Dbrezu7vLs88+S39/P6urq8TjcXJycsjPz8fn87G7u0s4HKatrU0ws1taWtDpdIKCIcegl5WVoVQq2draIhgM0tbWRltbG4WFheTl5XFwcCCSWoeGhnA6nWRnZ1NbW0tubi6RSEQws71eL2trawwMDODxeNBqtWxtbbG0tEQ4HKawsBCDwUAsFmNjY0Ocm9FoxGw2c+TIERoaGkS3pL29nd3dXd58803BiS4oKGBwcJDl5WUeffRRnn32WdbX17l8+TL19fWcPHnypkELq6urXLx4EZVKhV6vp7S0lJGRETY3NzEYDEiSRHZ2NsvLyzzzzDM3FJOJRIL+/n5hpfkokn3f3d3dYpFx6dIlpqam6OnpEV74wcFBwuEwDQ0NdHV14Xa7KSoqEl78mZkZNjc3USqVNDU1UV1djVqtZnl5mVdffZWmpiaUSiUnTpwQ6aRWq5WpqSlcLhdtbW2MjIxQW1vL6dOnicfjDA0NiUXZ9PQ0Xq9XpKfeTPLiISUl5VMjDiT1+VUoFGJoaEgMOt9J+pckSXi9Xra3t0VxLX92yAjQ7Ozsz5S3/JNIpo3AtedGzjdQKpVsb28zMTFBd3e36PTX19d/ymf8n/qkBbftJoeTWMCkkrrLJXObCwoKWF9fp62tDb1ez/nz5ykqKuKP//iPaW5uZm9vj+bmZmZmZmhoaMBms1FRUcHh4SHj4+PMz89TVVVFOBxmZWWF0tJSgXTb399HqVRyeHgoikg5wfDIkSNkZGQQi8Xw+Xxsb2/jcDhQqVSkpqYKHnZ9fT0Gg0FwxGVPdF5eHtnZ2cTjcWKxGFqt9gb8pez3lrvWKysruN1uEQoUjUaJRCICdVhTU0M0GkWv19PR0UFlZSXb29uic760tITb7SY/P1883v7+fiRJ4jvf+Q7t7e0MDQ0xOTlJZ2en8IzLwTRyTP3BwQGvvPIKHo8HSZJQq9VkZ2fjcDjIzMzk9OnTuN1uotEowWCQr3zlKzcUk2NjY8Tj8Y+MKdve3mZycpJTp06JjvOlS5cYGhri1KlTuN1uNjY2GBoa4siRI1gsFrKystDpdDQ1NZGSksLs7Cxra2skEgnKy8tpaGhAp9ORSCSYmJjgwoULovju6OhAr9ezubnJ/Pw8CoWCQCBAfX09fX19ZGRk8NRTTxGNRhkYGBCvpc/nAyAnJ4f29vZbPp7p6Wn8fj9dXV131ZZxUp8fxeNxJiYmODg44Pjx47cVYCAX2Q6Hg62tLbRaLSaTCYPB8Lkqrm+l64tulUpFMBiko6MDjUYj0KD19fWsrKzwhS984VM+2//UbQm++SwqWXAn9XmXPIBXWVnJ0NAQra2t7O/v43a7+Yu/+AvS09NRq9WcOnWKt956i/vvv190LMfHx/H7/czOzlJQUEBKSgpra2uUlpZSV1eH1WoVFgK1Wi3i4eGataC8vJzGxkYaGxvJyMjA7/ejUCjweDx4vV6USqXoZlssFoxGo+hg6/V6srKyyM3NxWg0kpWVJSgZAwMDXLx4kVAohFarZXd3l729PYLBIJFIhHg8jlarFcOQpaXXwnJTUlJ44YUXeOyxx4hEIgwODgpykFy4V1ZWEovFmJ+fZ3BwkMrKSs6cOYPL5WJ6elokcRYWFor0RwClUilue3t7jIyMUFpaSkpKCp2dnSwtLREMBgW/3Ov1cunSJf70T//0hq3h5eVltra2OHHixEfqqB0cHHD58uUbCB6XL1/m6tWrdHZ2Cm7t8vIyPT09GAwGjEYjTU1N5OXlsbCwgM1mEwjS1tZWsU0bDocZHBxkamqK9PR0qqqqaG1tJRQKMTs7i0KhID8/n9XVVUpKSrh48SI5OTk88cQTRKNRBgcH0el07O/vU1hYSCAQQKlUcvTo0VsW0gsLCyJ97tOOak4qqeXlZWw2G5WVlRQVFX1s3JwkSXg8Hra2tkSRbTabKSwsvGvCaO4myZx0gLS0NNxut5ghkXGnwWCQhx566K4J93u/gvuW8WQKheKkJEmX3+f7WUCJJEnTt+Eck0oqqTug4uJiFhYWaGhooLOzk8HBQRoaGtjf36eqqoqxsTFqa2tJJBKEQiGCwSBlZWVEo1Gee+45/vEf/xGVSoXBYBBJiW63m2AwyNe+9jX6+vooKChgYGCAI0eO4HA42N3dJTs7m7W1NUEFaWtrE9G9CoWCaDTK+vo6m5ubIjQlLy+Po0ePCnuJRqMRaapWqxW32834+DjhcFjEjDudTuLxOF6vVzC/S0pKMJlMhEIhFAoFGo2GBx54gK9//euo1Wo2Njbo7+8XCWyHh4dUV1dTWFhINBrl/Pnz+P1+vv3tb/Pggw8yPT2Nx+Ph+PHjtLe3k5+ff0OBfX3RKEkSP/nJT2hpaSEUClFRUYHX6xWPpbS0lLm5OdbW1uju7hbFdigUYn5+nsuXL1NZWUl/fz9paWlotVrS0tJu+LtGo7mh8x2LxRgaGqKurk4U2729vfT29lJZWcn09DTnz59HkiQef/xxcnJyqKmpoaqqivX1dc6dO4ckSaSkpFBXV0dVVZV4THt7e6JQj8fj9PT0UFhYyMzMDPv7+2IQcmZmBpPJxJtvvklTUxP33XcfPp+Pvr4+8TwdPXqUlZWV9y225d/l8Xh+K4wnqaQ+LVVVVZGTk4PdbmdxcRGDwSBSXj9oYSyjTz0eDzs7O2i1WgoLC+np6UkW2R8gOVtiZGREBJpdvnyZrq4uKisrCYfDXLlyhe3tbUGVupv1fnnATysUir8G3gZGABegBaqAe4FS4Dt3/AyTSiqpjy2lUklxcTE2m00U3QMDAxgMBoqLizl37hxpaWl4PB7UarWIb19ZWaG9vZ2GhgZSUlKELUOhUAgc1eTkJPfffz9Wq1Vsvebn55Oens7e3p6wpbjdbs6dO8fIyAhZWVnk5eWRmZlJdnY2JpMJs9mMTqdja2uLiYkJhoeHCYVCRCIRYT9RKpXEYjH8fj9er5dgMIharWZvbw+3201qaiq1tbVUVlYKKkd2djalpaV8+ctfprm5mUQiwcDAAFeuXGFrawu3201ubq6wTYyMjLC6ukpNTQ1f+9rXyMnJobe3l3A4TElJCceOHfvALeX19XVB7lhfX0en0+HxeAgGgxQUFIj0zmAwyJEjR5idncXlcuHz+djY2ODUqVNUVFQIK0woFCIQCOByucTXsVhMsPplX7VWqyU/P5/5+XlGRka4fPkyRqNRdOpLSkr42te+RkVFBSaTie3tbS5duoRCoUCSJPR6PU1NTTeESGxubjIyMoLNZiM1NZUXXngBr9crFgXHjh1jbW2N5eVlMjIyeOutt3jwwQdpb28XPneNRkNjYyNVVVWMjo6SkpIirDi/KTmaORgMcuLEiWSxndRdpZycHHJycojH4zidTtbX15mamsJkMlFcXExOTg4KhUJ85nk8HtxuN4lEAqPRSG5uLtXV1cki+yNKLrpHR0fxer1UV1dz+fJlQXOy2WxcvHiRr371q3e99eyWBbckSf+nQqEwAP8b8Axg5lq8+xzwP96v+/1BUigUzwDfBeqBDkmShq/73v8F/BEQB/6LJEnv/Pr4I8DfAUrgRUmS/t+Pe/9JJfV5Unl5ORcvXqS2tpbs7Gy6urro6+sTQ4hqtZrV1USRaF4AACAASURBVFUKCgrY29sjEokA1/B9oVCIkpIS0tPTycjIYGJiQnith4eH0el0lJeX8/zzz1NTU8OFCxcE1m9/f59wOIzFYiEcDgs29draGgqF4oaAp7S0NCKRCG63WxR9h4eHBAIBAoGAsG7I5wXXittYLEZVVRVdXV1kZGQQCAQElUSv1/PFL36R3NxclpeX+fGPfyw6JTk5OfT09NDQ0MDq6iqjo6PU1dVx9OhRcnJyCIVCIq2toaGB2traD+Wnlp/n5eVlGhsb2dnZEQSTqqoqent7RfjP0tIS+fn5NDY2MjMzQ2Njowh7eD8lEgmBzZqfnyc7O5vW1lb29va4cOECMzMzFBQUEIlEGB0d5emnn+arX/0qaWlpYhAsGAyi0WgEMcRisYjfL6P7JiYm2N7epqCggIcffljw3U+ePIlOp2N+fh6Hw0E8Hqe3t5dnn30WnU7Hm2++yfr6OqWlpZw4cYLMzEyGhoZQKpW3LLblreNEIkFXV9cdHVBLKqlPIqVSKXB8oVBIYASj0SgKhYJ4PC4K7Kqqqt9KQkzqo0teqI+NjeF0Ojl16hR2u50rV66Qnp7O+Pg44+Pj7zsTcjfo/TrcSJK0C/x/v77dTk0DZ4D/cf1BhUJxBHgeaAAKgV8pFIqaX3/7B8CDwAYwpFAoXpckafY2n1dSSf3eKS0tjfz8fOx2OxUVFWRlZXHixAnefPNNVCoV29vbABQWFmK32zk4OECSJBKJhPBNKxQKzpw5w7lz53A6najVaiKRCG+++Sb33nsvFouFL33pS9TU1NDb28v29rbgai8tLWE2m9FoNMTjcXJzc8nKykKSJHw+Hy6XC4VCIS5Wq6uroqutVCqF7SIajYqb2+0WyMP29nYcDgc7Ozvo9XrxmMrKyrh69SpDQ0MiXbG1tZVnnnmGjo4OxsbGuHTpEiUlJfzJn/wJc3NzgnWr1WpRKBR0dXV96MS2nZ0dESYkd+RNJhOLi4sYjUZ2d3e5evUqlZWVfOMb3xDd8snJSdLT0z90sS0veNbX15mcnKSuro6RkRGGhobw+XyYzWZCoRA7Ozv89V//NY2NjQBiuj89PZ1YLIbRaBRJk4AYaOzr62N7e5uUlBQqKyupqKgQlhV523ZyclJQFXZ2djhz5gwzMzPY7Xby8vJ4+OGHhXd+aGgIlUpFW1vbTYtt2RKj0Wje19edVFJ3m+S5j8rKSvb39wF+b5jYd5uuL7onJiZobGyktrZW5AS8++67uN1u7r333rt2d+x9C+47JUmS5oCbdYyeAn4iSVIYsCkUimVAjhFaliTJ+uuf+8mv/22y4E4qqQ+hiooKwdpWKBRkZmbyxS9+kb//+79nenqaI0eOkJOTw/T0ND6fD41Gg9vtFvi9UChEeno6Fovlhhh0SZJ4/fXXaW5uZnt7m5MnT/Lkk0/S398vbBAlJSUMDg6SnZ1NWloaPp8Pp9NJIpEgLy+PiooK4vG4YHoXFBSICHm5CM/MzEShULC4uMj29jZdXV18+ctfxu12i/TE1tZWtFot/f39NDU1MTc3x/j4OLFYjD/6oz/izJkz5ObmMjY2xj/8wz9gMBh48sknCQaDvPLKKxQUFFBfX08wGESlUtHZ2fmRqAR9fX1UV1eLi4FCoSAcDqNQKCgoKOA//uM/0Ol0PP300+L32u12PB4Pp06duuF3RSIR0d0PBAIcHBwQCAQIBoNotVpSUlKYn5+ntbWVQCAgtlrlbg/A3/zN35Cbmys45Xa7HY1Gw8HBASUlJWg0Gubm5sTv9vl82O12LBYLZWVl7O/vk5qaysHBwQ2s7ampKba3t1lZWSESiVBYWMhbb72F2WzmySefpKioSNBbBgcHUavVtLe333SHIBKJMDAwQFZWFs3NzUn0X1KfWSUL7TsvOZDLZrMxMDAg6FMPPfQQgUCAyclJNjc3OXr0KHV1dXcd6eVTKbjfR0VA/3Vfb/z6GMD6bxzvvNkvUCgUfwz8MfCZMNEnldTvQnq9nvT0dBwOB0VF195SOp2O559/nr/4i78QHehIJILD4aC9vR2n00lWVhaBQAC/3y8K30AgwPHjx1lcXESv12OxWDh//jz7+/tMTk5SXl5ObW0tBoMBm82GVqvlgQceYHZ2lszMTKqrqwmFQoTDYXw+n4g+P3HiBF6vl83NTeBaUmNGRgYajQaHw8Hh4SGHh4diAHNxcZFwOExNTQ2VlZVMTU3R399PWVkZMzMzRKNRnnzySb7+9a8Ti8WwWq389Kc/JRwOU19fT1paGnNzc3g8Hh588EHS0tJYW1ujpKSEmpqaj1T87e/vi+FUGUlYXV3N0NCQiIMPh8M0NzeLzyWfz8fc3Bw9PT2oVCokScJms7G0tIQkSWRkZKDT6cjIyMBisYivJUni8uXLnDp1Co/Hw8HBAXl5eYRCIUZGRsjMzOS//tf/KtCLIyMjbG9vs7e3h06nw2Aw4Pf7ycjIICsrC7PZjN/vZ2lpieeff55oNMrZs2fJz8+noaFB/H8BmJ+fZ3JyUrDOZfvOs88+i8lkEs/Z9dztWzG0Q6EQ/f39YqGTVFJJJfVBUigUVFRUUFpait1uZ3BwkGg0ilKp5Otf/zrnzp1jb29PJCzfTbpjZ6RQKH4F3CwX9f+WJOnnt/qxmxyTgJvtMd6UZyhJ0j8B/wTXsIAf4lSTSupzoYqKCpaWlm4ooLq7u8nJycHlcjE3N0dqaioej4esrCysVitZWVm43W4ODg4IhULk5uayurpKWloa9913n0gsfPDBB3E4HBwcHLCwsCCKcdkXnp+fzxNPPMHExARLS0tiyr+4uBiXy4Xdbuftt98mMzMTg8GA2WzGbDbj9XoFoSMej/PYY4+RlpZGb28ve3t7KJVK7HY77733HhqNho6ODnJzc4lGo9TV1WE0Gjl79iw2m02EuzQ3N2M2m4lGo3i9Xmpra9na2sJsNtPZ2UlWVtZHfm5HRkYoKCgQsfIlJSVsb28TCARISUkRPPJ77rkHhUJBJBJheHiY5uZmwTOfmJggJSVF0FxupdHRUUKhEBsbGyiVStLT0/F6vYyOjpKZmcl3vvMdlEolo6OjXL58Ga/Xi16vp7u7m8rKSlEkwzW/9sLCAhsbG3R3d+N0Onnrrbc4evQonZ2dwuft8/m4evUqr776KsFgkJKSEk6fPk1PT89vxc5HIhFGRkZITU29ZbEdDAbp6+ujtLSUqqqqj/x8J5VUUp9vKZVKysvLxeDkT3/6UzIyMmhoaGBxcZFIJHJbuem3Qx9YcCsUinSu0UhKJEn6lkKhqAZqJUl64/1+TpKkBz7G+WwAxdd9bQEcv/77rY4nlVRSH0IFBQXMzs7i8XgwGo3iWElJCS6Xi62tLWKxGF6vl3g8TjQaFfaFUCjE4eEheXl5SJLE/v4+ubm5fO1rX+ONN95gcHCQwsJCcnJySEtL41e/+hUOh4P9/X3y8vKYnZ3FbDZTUVGB2WzGZrMxPT1NamoqFouFRx55RBSeXq+Xw8NDNjY28Pv9wo9dVlbGyy+/zN7eHkajUUTAZ2VlkZKSQl5eHuvr6zidTvLz8/F6vayvr7O9vY3FYuHRRx+luLgYlUrFxYsXmZyc5MiRI5SVlVFUVPSxfX+RSISJiQkqKytxOBzodDpMJhNvvPEGGxsbfOUrX+Hll1+moaEBi8WCJEmMjo5SVFREQUEBS0tLWK1W4ZF+v8767Owsk5OTFBUVodVqCQQC2O12hoeHSUlJ4cSJE7z44otMTU0RCAQEa7u6uppwOMzCwgIqlUp48+VuelNTE+fPn6e/v5+enh7y8/MZHx/H5/MRiUS4ePEiw8PDtLW1iWRMOYb+enm9XkZGRiguLr7loOn+/j79/f1UV1d/pNj6pJJKKqnflDxr8oUvfIG0tDSsVquYwbnb9GE63C9xDQvY/euvN4B/A9634P6Yeh14WaFQ/C3XhiargUGudb6rFQpFObDJtcHKF+7A/SeV1O+tFAoFlZWVWK1WUXBnZmZSUlLC7u4uh4eH1NfXMz4+LgoxmTMdi8VEp1oedpTJIU899RRGo5H33nuP4eFhjEYjf/7nf87s7Cwvv/wyExMT1NfXE4vFCIVCAJhMJmER2d3d5ezZsyQSCcLhMMFgkHg8TkZGBlVVVUSjUZaXl9nY2KC+vp7jx48Lb/Lc3Byrq6totVqWlpbQaDTU1dVRXV0thh8feeQR8vPz8Xg8zM3N0d/fj1ar5YUXXsBsNn/i53V2dhaNRoPdbsdgMNDU1MTY2BjLy8s8+eSTgsH7zW9+E7gW6iJJEmazmUuXLqHVasXF4v20vLzMO++8Q1ZWFktLSxwcHHBwcIDVakWv1/Pss89is9mIxWJ0dnZSX19PU1OTGFaVEzvj8Th7e3uMjo5SUFBARUUFExMT9PX1cf/991NcXEwikUCv17O6usrPf/5zJEniL//yL+ns7LwpQUSSJFZWVrBarbS2tpKfn3/Tx+Dz+QQL/vqdlqSSSiqpTyKZzHTvvfeytbV11/m34cMV3JWSJD2nUCi+AiBJ0qHiEy4dFArFl4HvA3nALxUKxbgkSQ9LkjSjUCh+xrVhyBjwp5IkxX/9M/8H8A7XsIA/lCRp5pOcQ1JJfR5lsViYn58nEAgIT7DZbGZhYQGPx0NlZSXz8/M4nU6CwSAmk4lwOIxWq8Xj8WAwGASvW8YG6nQ6Tp48SUdHByMjI7z88st897vfpauri+9+97v09vbyxhtvCBKJRqMRzFqfz8fu7q6Ia8/MzESr1YrvRyIR0tLSqKurE8OBMtpP7tQXFBSg1+u57777aGpqEh1kgNLSUpaXl5mamiIrKwun00lra+ttQ8/F43HBub5y5QoPP/wwoVCI3t5ejhw5QktLC3/1V39Fe3s7JpOJnZ0d7HY7JpNJhAUVFxd/4P3MzMzwP//n/yQ/P5+MjAwqKipwu90MDw9TV1dHT08PU1NTRKNRiouLOXHixA2ov+u1sbGB1WrlxIkTFBcXc+HCBZaXl/mzP/szioqKcDgcjI6OijTPzs5OvvGNb9y0ow3XOvxjY2PEYjFOnTp1y4WDx+NheHiYlpYWTKabuQ2TSiqppD6e8vPzGR0dpaGhgcLCwk/7dG6qD1NwRxQKRRq/9kwrFIpKIPxJ7lSSpNeA127xvb8E/vImx98E3vwk95tUUp93KZVKysrKsFqtNDc3o1QqKSkpITMzk+3tbWKxGJIkodPpyMnJYWxsTNAq3G43FRUVpKSkEIlEUCgUouAG0Gg0dHd3c/z4cd544w36+vr4p3/6J0wmE88++6xIK1QqlQSDQfR6PV1dXcTjcebm5rDb7WRnZxONRrFarWg0GpRKJTqdTqAKZcrG4eEhlZWVmM1m8vLyKCsrIzs7m/Pnz7O2tobFYqGqqgq9Xk9lZSWBQIDZ2Vlqa2tpaGi4bduNq6urHB4e4nK50Ov1FBcX8/rrr1NeXk5HRwdLS0s4nU6+/e1vE4vF6O/vF538e+655wPjiPf397l8+TKvv/46p06doqSkhLS0NOx2OyMjIyI8aGRkRCRIdnV13TRcw+fzMT09jSRJdHV1/f/s3XdwnPd56Pvvu71gC7ANvRMgChsAFrBTnZZsWbZjFce2nNiOnXhucjNJ7rWTnJOZM5kznswZ++aee46d8diREiWusmN1WxYpNkEgQBIg0XtbYHexwGKxvb33DxLviGGnCFHl95nBcLHtffbFzPLZ3z6/58Fms/HSSy8xNDTE008/TTQa5cUXX2RwcJClpSX27Nmj/E2vlWyv1Y4XFxezcePGa7b08/v9nD17ltbWVmVkvCAIwp1itVqVgWE3+rbwbrmZhPu/cnHaZJkkSc8Be4Cn1zMoQRDWT2VlJUeOHFHaJlVWVqJWq7FYLAwODmK1WhkdHeWpp57iwoULzMzMkEwm8Xq9l608y7KslIi8k0aj4ROf+ARFRUWEQiG8Xi8XLlxQxo5HIhHS6TR9fX10dXVhtVqpqKigubmZUCiklDOsjYFXq9XKG6jf76e0tJQ/+qM/ora2FovFQjQapbe3l97eXgoLC/nDP/xD8vPzlalv58+fJxaLKUNt7hRZlnn77beprKzk2LFjPPzww/T19WE2m/F4PFRUVPDtb3+btrY2XC4XZ86cYX5+nsOHD9+wg1IkEmF4eJjh4WF6e3v57Gc/i9VqJZPJMDMzw9tvv43RaFSmT5aXl1NTU6N8iHqnZDLJwMAAgUCAjRs3UlpaSi6X46c//SkLCwvcc889nDx5Er/fj8/no66ujscff1xpO3itczY2NsbY2Bhbtmy5YuPkO639/Xfs2EF+fv6tn2hBEIQbkCQJl8tFIBB433aou2HCLcvybyVJOgPs4mIt9Z/Ksry47pEJgrAu9Ho9RUVFyhjztXHs+fn5jI+PU1VVxcrKClqtVtmQMjw8rIwJD4VCSJJEJBIhHo9f9RgqlYrt27fT2dmJ2+3mwQcfpKenh5WVFcLhMLFYjPr6eiKRCHNzc4yPj+PxeDCbzeh0OmV3uVqtVlrmmUwmHn30UXbt2oVKpSIcDnP27Fl8Ph9lZWU88cQTSmK+VlM8OjpKdXU1bW1td3ygysLCgjK0x2Qy4XA4mJ6exuFwsGHDBqamphgbG+NrX/sai4uLHD16lAcffPC6/xkkEgll3Ht+fj7T09M8+OCD2O12pVf2W2+9RSaTIRqNKlMfN23apAyaWZPL5ZiYmGB0dJSysjIOHTqERqMhlUrx7LPP4vV6qa6u5ty5c8TjcQwGA7//+7+P2+3mrbfeorm5+aq12KlUinPnzpFMJq9bQgIX+4wPDQ2xa9eu2+r+IgiCcLNcLhc+n++Dm3BLkrQ2K3P+0r/lkiTZgClZljPrFpkgCOumurqat956Sxk97PF4iEajLC8vo9PpWFpaIhqNolar0Wq1FBUVodVq2bx5MzabjVAoRFdXF+FwmHQ6jdPpxG63X9bpYy3pfvvttwkEAjz00EOX9WleXV0lHA6zurqqjEdeawlos9koKCjAbrdjNpsxGo3Kym0gEGBsbIzV1VWqqqpobm6+7LihUIienh50Op2SkK6HtVaAp0+f5p577lEGy2i1WiorK/nud7/Ljh07sNvt/OAHP6CxsZGmpqZrPt/aSnB5eTmtra388z//Mzt27MDj8eDz+Ugmk7z55pvKFM9HHnkEtVpNW1ubMo1zjc/no6+vj7y8vMvOweTkJN/73vdYXV2ltbUVo9FILpejvr5eGaJz6tQpGhsbr1oH6ff76enpoaSk5IYfYsbHx5Va8fX6GwiCIKxxuVz09fUhy/IHtkvJ/wJagF4urnA3X7rskCTpa7Is/2Yd4xMEYR1YLBZsNhuzs7OYzWbcbjdTU1Pkcjll9TgWiyHLMhqNBo1GQzweR6fTUV1drbSxW5sqODw8TDgcJpfLodVq0ev16HQ6dDodJpOJ/v5+ZmdnaWxsJD8/H4PBgM1mUxLFpqYmHnjggctilGWZZDJJMplkcXFRGWeey+WoqalRjr0mnU4zNDSE1+ulsbHxmpsG74Tl5WUmJyfxeDzkcjk8Hg/T09Po9XpqamoIBAKcP3+e73znO7z++uvIssz9999/1edKp9OcP3+eUCjEjh07kCSJH/zgB2zbto2ysjKmpqbIZrP8/Oc/Z35+ns2bN3PgwAGsViubNm0inU4zNzendC1ZXV0lm81etkKdTCZ59tlneeWVV9iwYQOPPfYYJpOJcDhMY2Mj5eXlTE5OMjw8TFtb2xVlJNlslr6+Pvx+Py0tLUqXm2sZHh5mdnaWPXv2vG/rKQVB+HAxGAzKNOP3Y/nazSTck8AfrnUFkSSpEfhL4L8BzwMi4RaED6C16Yxrw17WVrPhYoI2Nzen9MbW6/UsLS0Ri8XweDwMDg6SSCTQ6/XU19dTX18PXCxjSKVSpFIpksmk8u+mTZsYGhri17/+NUajkYKCAgwGg1I+snY5lUopUyhTqZSSvK/dp76+HrfbraxerK6uKrXHKysrFBcXc/DgwXVvCbVWq93d3c2uXbvw+XxK8l9ZWcn3v/99tm/fTjAYpLu7m69//etX7YoSCATo6enB7XbT3NzMxMQEzz77LDU1NcRiMV599VVCoRC//e1v0ev1NDU14XA4WFxcJJvNcuzYMcxms/LjdDqpqKjAbrejUqlYXV3lyJEjPPfcc0iSxFe/+lU2bdrE2NgYarVa2bh54cIFAoEAe/bsuWI1OhQKcebMGfLz8zlw4MB1+5XLskxfXx/BYJA9e/bccFOoIAjCnbRWx/1BTbg3vrMFnyzL/ZIkbZNlefz9uGQvCMLNcTqdSlK2lqBZrVYSiQQ6nY6BgQE+/vGPMzMzg0qlUjbouVwucrkcsVjsihpulUqlJMf/WXNzM5lMhtnZWSYmJpAkieLiYhwOB5lMhmQyeUUC/p9LFrLZrJJg+/1+4GL/1ZqaGpxO5x1p9XcjsViMvr4+HA4Hy8vLlJWVEY/HyWazFBcXEw6H6e7u5pvf/CYvvvgiH/vYx64o+Uin07z99tuMjIzgdruZnZ0lEAhw9OhRtm7dypYtW+jq6mJ8fJwLFy6wdetW7HY7RUVFtLW1UVVVhdlsvmpCG4/HmZycpKenh+PHjzM/P8/999/PU089xcTEBH19fTQ0NFBWVqbEAbB3797LkmlZlhkZGWFycpLm5uYbttrK5XL09PQQi8XYvXv3bQ8SEgRBuF0ul4vh4WHq6urudihXuJmEe0iSpP8N/PjS748Dw5Ik6YH0ukUmCMK6WxuEU1xcjFarxWKxsLy8jNlsZmZmBqvVqgy4yWazLC8vK9Mm19rz3Uq9nEajUaZGBgIBJiYmmJiYoKysTNn0l0wmCYVCSjnJO3/C4TB2ux23282uXbuuOwJ9vQwPDyNJEj09PbS1tbG6uoparUaSJMrLy/nFL35BY2Mj3d3dVFdXs3nzZuWx8/Pz9Pb2cubMGdxuN9u3b6ewsBCTycQvfvELmpqaaG9v52c/+xljY2NIksTv/d7vsbCwQFVVFYcPH76i3COdTrO4uMji4iKBQIBQKMTi4iKjo6Pk5eXxd3/3d1gsFk6ePInL5VK+AYjFYnR2duJwOGhubr7sbxiNRjl79iwajYb9+/ffcERyNpulu7tbaTn4XnzwEQRB+M8KCgqUvUXvtw/9N5NwPw38MfBnXKzhPgH8BReT7UPrFpkgCOuuuLiYgYEBjEYjdrudQCBAOBymvLyc4eFh0uk0er2eaDSKTqfD7/ezYcMGZFkmnU4rddY3SsiuxuVy4XK5iEajTE5OcurUKVQqFXq9XqkB1+v15OXl4XA40Ov12Gw2NJqbedtaH+l0mp6eHux2Ox0dHRw4cID8/Hx8Pp9Sq9zZ2cnBgwdJp9McOnQISZJIJpP09vYqo9Wfeuop5QNGPB7npZdeIpfLUVlZyXe+8x20Wi21tbWUl5dz7tw5ampqePTRR8nLyyObzbK0tKQk2NFolIKCAjQaDblcjuXlZWZnZ9m6dSv33Xcf4+PjzM/PX9YWcWlpia6uLjZs2EBVVZXy+mRZZmpqiqGhIerq6qisrLzhh6l0Ok1nZydGo5GtW7fe8W4wgiAIN2ttI/n78X3oZtoCxoH/cennP4vc8YgEQXjPqFQqqqqqGBoawu124/f7SaVSuFwuOjs7WV1dRavVKpsng8GgsrFvrQd3IpG4rYR7jdlspqmp6bodPN4vJiYmSCaTTExM0NjYiFqtVmrNy8vL+Y//+A+MRiMajYZt27ZhtVqZm5vj3LlzrK6uUlZWxo4dO5TkPBKJcPToURYWFnA4HPzsZz+jqKiI0tJSTCYTp06doqKigieffFLpzb3WpcTpdNLc3EwqlWJsbIzp6Wl8Ph+pVIpHHnkEm83G2bNnqa2tpaqqCpVKRTqdVtoVbtu27bK2f9FolHPnzgGwZ8+em/r2IJlM0tHRgcPhuKMDhQRBEG6Xy+W62yFc1c20BdwA/HegEVD+V5VluXod4xIE4T1SUVHB2bNnMRqNyqqAJEnKZjqTyUQ2m0WlUrG8vIzdbketVpNMJsnlclcdfvNhJMsyPT09GAwGpqeneeSRR5RvAmRZxmAwcOTIEfbs2YPb7aa8vJzTp0+zsLBANptl8+bNl01jDIfDHDt2jIGBATQaDV6vl/LyciorKwE4deoUdrud/fv3c+LECfR6PWVlZUobxPn5ec6fP080GmVlZQW/309FRQWNjY3Mzs4iSRL79+/HaDSSSCQYHx9nenoat9t9WatAWZYZHx9ndHT0ple14WIte0dHByUlJcqmWUEQBOHqbua72R9xcdrkd7hYQvIlLpaWCILwIaDVamloaODChQuoVCqMRiPhcBiHw8GZM2f4zGc+w+joKBqNhmg0qtwnHo+TyWQ+Mgn30tISwWCQQCBAaWkphYWFRCIRTCYTRqORl156CbVaTXl5OW63m5MnTyJJElqtVqnVfudzvfzyy0xOTiJJEvX19czNzeF0Okkmkxw7doxEIsG+ffvQaDRKJxlZlpmdnWVkZARZlslkMkxOTpLJZKipqUGtVhMIBGhqasLj8RAOhxkcHFSGAx04cOCyNn3hcJienh40Gg379u3DZDLd1LlYXV2lo6NDWT0XBEEQru9mEm6jLMu/kyRJkmV5Cvg7SZKOczEJFwThQ2CtLlur1WIwGEgmk7jdbmZmZpTkeu3feDxOQUEBKysrJBKJj0zCPTExQSwWY2pqin379rFhwwa6u7vR6XRoNBqOHDlCe3s7oVAIk8mEVqtFo9HQ2tp6WSI7OTnJ888/j0qlIpfL8fGPf5zBwUEkSWJ+fp7u7m40Gg3f+ta3qK6uVlabV1ZW6O3tJZfLodPp6OrqYnFxEY/Ho/TsLiwsxGAwEAgE6OjouOZwoFwux+joKBMTEzQ0NNzSZLZAIMDZs2fXvde5IAjCh8nNJNwJSZJUwIgkSd8A5oAr5/0KgvCBtdZPIvuGhAAAIABJREFUe2RkBLVaTTQaxWq1kslkWFxcVCYSrrUCXBuh+1FJuHO5HBcuXCAYDGK1WmlqaiIUCmG1WolEIrz22mvY7XbC4TA7d+4kGo3i8XhobGy8bPNOd3c3L7/8MpWVlczOzvKFL3yBmZkZhoaGSCaTyuP+4i/+QqmvTqfT9Pf3MzQ0RDabZXp6mvn5eWpqanjiiSeoq6tT+o77fD46OzvJZrPU1NRQWlp6xeahpaUlzp8/j9Fo5MCBA7dUfz86Osr4+DgtLS04nc47cGYFQRA+Gm4m4f4zwAT8H1wcdnMI+MJ6BiUIwntv69at/OpXv0KWZcLhME6nk2w2y+zsLHq9XumBHY/HKSws5MyZMyQSiSt6cX8YBQIBgsEgc3NztLW10dDQwKlTp7BYLKysrDAyMoLJZKK6uprV1VU2bdp0Rd/qs2fP8tJLL1FfX08oFOKzn/0suVyO5557jmw2S1VVFRqNhqeffhqr1YrX62VwcJCuri7C4bDS49zj8fCZz3zmstVvn8/H0NAQsixTV1dHYWHhFXXYS0tLDA0NEYvFlCmhNyuTyXDu3Dni8Tj79u0T0yMFQRBu0c0k3JWyLJ/mYkeSLwFIkvR7wNvrGZggCO8tj8dDSUkJIyMjxONxZZBMKpVSWs+trq4SjUaV4TfxeJxoNHq3Q193IyMj+Hw+1Go1e/fuJRQKYTQa8Xq9nDlzBkmSsNlsOByOq3b46O3t5aWXXqK8vByr1UpdXR1Go5G/+qu/QpZlpX3ftm3bmJiY4Pz583i9XkKhEAaDgaqqKoqLi2lqaqKkpETpc32rifaGDRuuuup9PZFIhNOnT1NQUEBLS8v7st2WIAjC+93NJNzfBH52E9cJgvABZrPZKCsr4/z588iyrPTBDofDZLNZstksuVyOYDCI2+0mk8kgSRLhcPhuh76uMpkMfX19BAIBysvLaWpqoqOjA5PJRH9/P8lkklgsRkNDAy0tLVck2+fPn+fll1/G6XTS1NREJBJBq9XyzW9+k1gsxgMPPEB3dzc1NTU0NDQQCASYnp4mHo/jdrupra2loaHhspH2N5NoB4NBhoeHbzvRBlhYWKCnp+eW67wFQRCEy10z4ZYk6TDwMaBEkqR/fMdNViCz3oEJgvDe0mq1OBwOXC4Xc3NzRKNRzGYzfr+fyspKlpeXkSQJn89He3s72WwWWZZJJBJkMpm7OpBmPfl8PiYnJ0mn0+zdu5fV1VXS6TR9fX2EQiF8Ph+VlZW0tLRc1olElmV6e3t5/fXXMZlMHDp0SJlS+cwzzzA2NsbDDz/M0tIS+/bt4/Dhw/z0pz9lbGyMiooKdu3aRX19PTabTXnOeDxOd3c32Wz2qon22gei0dFR4vE4GzZsoKSk5JYTbVmWGRoaYnZ2lp07d14xml4QBEG4Ndf7H9ILdAOfuPTvmlXg/1zPoARBuDs8Hg9FRUVMTk7i8/lwu91MTU2xd+9e5ubmyGQyLC0t4XA4gIsJ4NoQnLsxZv290N/fj9/vx2q10trayvj4OFqtlu7ubtRqNblcjh07dtDQ0KA8Zq1n94kTJ5BlmU9+8pP09vYyOjpKZ2cn8/Pz/PEf/zF6vR6VSkVJSYkygv3xxx+nvr7+ijrppaUlZSW8qqpKSbSz2SyBQID5+Xl8Ph9ms5nKykpKS0tvaxBNMpnk3LlzZLNZ9u3bh16vf3cnUBAEQbh2wi3Lcg/QI0nSv8qyLFa0BeEjwOPxYDabMZlMTExMcODAAc6fP09+fj6xWAxJkvD7/RgMBqVf99oq94cx4U6lUpw5c4ZIJEJ7eztGo5H5+XkmJiaIx+NotVoKCws5fPiwktzmcjnOnj3LuXPniEQiPP300/T09HDmzBkmJycB+NrXvobdbicSiTA0NMSvf/1rHnvsMR588MGrJrgzMzP09/cr0yHT6TR+v5/5+XkCgQB2u53CwkIaGhpue+pnLpdjcnKSkZERKioqqK+vF5MjBUEQ7pDrlZScB+RLl6+4XZblzesXliAId0NRURFqtRqXy8Xg4CBOp5N0Ok08HketVqPRaFhZWSGZTJKfn08kEvlQD7+Zm5tjfHwck8lEe3s7ExMTRCIRent7qays5OzZs3zrW99SktxcLkdXVxeDg4MsLCzwB3/wBwwMDPC73/1O6eaytqlyeHiYjo4ONm7cyLe//e3LxqyvkWWZgYEBZmZmqKurY3l5mfHxcZaXl3E4HBQVFbF582alLeDtCgQCXLhwAaPReNNj3QVBEISbd72SkkfesygEQXhfyM/Px2AwkJeXh1qtJhgMYjKZGBkZwW63MzMzw8rKCvF4HIfDwcLCAqlU6kPbGvDs2bMsLi7S2NhIbW0tP/nJT5iensZgMDAzM0NTUxMtLS3K/bu7uxkdHVV6bA8PD/PLX/5SKQ+prKwkk8lw8uRJJiYm+MIXvsBDDz10WY11NptlZWWFxcVFOjo6CIVCVFZWsrCwQH5+PpWVlbS1td2RmvlYLEZfXx+rq6vKdEpBEAThzrteScnU2mVJkjzA9ku/dsqy7F/vwARBeO8ZDAbMZjM2mw2r1cro6ChFRUUMDg7S3t7O2NgYS0tLSgeNycnJD+3wm3g8zqlTpzAYDOzdu5fJyUnGx8eVHuVjY2M88cQTyjeA4+Pj9Pf3s7CwwGc/+1lGRkb4xS9+QX5+PrIsY7VaWVlZIZfLsby8zN/+7d/S1NRENptlcXFR+QmHw2i1WmZmZigrK+OTn/wkFovljpZ3ZLNZRkZGmJqaorq6mtbWVtHuTxAEYR3dcIlEkqTPAv8AHAUk4P+VJOkvZVn++TrHJgjCXeByuQgEAuj1elKpFHa7naGhIYxGo5JoJhIJCgsLSSaTpNPpD2Uv7omJCaampnC5XGzfvp3nnntOSUoXFhZobW2lpqYGuLih8c033yQYDHL//fczPj7OSy+9hMPhwGazMT8/TzQaxe12k0wm+fKXv4xWq+XUqVPKxEqn08nGjRvJ5XKcO3eOQ4cOUVVVdUdfkyzLzM3NMTg4SEFBwS1PmhQEQRBuz818J/nXwPa1VW1JklzA64BIuAXhQ2ht5Xpt6M3ahsl0Oo3b7aanp4fFxUXcbjfZbBZJklhZWbnbYd9xR48eJZ1Os3XrVhYWFpicnMTpdJJKpbBYLOzdu1f5UPLKK68QiUTYuHEjXq+XY8eOYbFYqK2t5e233yaVSlFQUEA4HGbDhg3EYjFMJhO1tbUUFBQo5SFzc3NcuHCBlpYWXC7XHXstsiyzsLDA0NAQWq2WlpYWCgoK7tjzC4IgCNd3Mwm36j+VkAQB8d2jIHxIFRYWolKpMJvNLC0t0draysmTJwkGg1gsFgCGh4dpaWkhk8mgUqk+dAn36uoqp0+fJj8/n+3bt/PKK69QWFjI4OAgHo+HiooKqqqqkGWZ1157jaWlJUpKSpQR6BqNhra2Nl566SU0Gg2pVIpUKsWmTZt48sknrzoafa1DSHt7O1ar9Y69Fr/fz+DgIACNjY1X3ZwpCIIgrK+bSbhflSTpNeDfL/3+OPDy+oUkCMLdVFJSQjKZpKCggNnZWQoKCpAkidnZWSorKzEajfT39/Pwww+TTqeRZZloNIosyx+aNnJ9fX3Mz8/T2tpKJpNhfn6e4uJidDodeXl51NbW4nA4OHXqFMPDw9TX16NWqzl69CiSJHHvvffy4x//GLVarbRXrKur4/Dhw1dNtkdGRpienmbPnj2YTKY78hqCwSCDg4Ok02nq6+spKiq6I88rCIIg3LobJtyyLP+lJEmfAvZysYb7n2RZ/uW6RyYIwl1hs9lQq9VKqcPq6irl5eUMDg6ybds2jEYjIyMjWK1WdDodkUiEvLw8ksnkh6Ye+IUXXsBisbB161ZOnDhBSUkJExMT5OXlUVFRQXV1NUNDQxw9epS9e/eyvLysTJQ8cOAAP/nJT4hGo/h8Pr70pS9RXFxMU1PTVZPptcE6e/bsuSPnLxQKMTg4SCwWo66ujpKSkg/NByFBEIQPquv14f6fwL/JsnxKluXngeffu7AEQbhbJEnC4XAgSRJarRafz0dzczMjIyOsrKyQn59POBxmeXmZvLw8QqEQHo+HeDz+oUi4g8EgFy5coKioCJ1Ox+LiIhUVFayurlJZWYnFYkGlUvH8889zzz33MDAwwNDQEE6nk4qKCv7t3/4Nv9+PVqvlT/7kT6iurkaj0Vyxwrw2+j0cDrN79+533Us7k8kwODiI1+ulvr6esrIy0XlEEAThfeJ678YjwP+QJGlSkqRvS5K09b0KShCEu8vlcpGXl4dKpcLn81FUVKQMa7Hb7WQyGYaHh3E6nYRCIbLZ7IemNeDRo0eJx+OUlZXh9/txOByMjY1hs9koLS3Fbrfz/PPPs2vXLrq6ulhaWsJms+F2u3nxxRcJBoN4PB4+/elPs2PHDsLhME1NTZcdI5fL0d3dTSwWo729/V0n2wsLCxw5coRsNsuhQ4eoqKgQybYgCML7yDXfkWVZ/n9kWW4HDgBLwI8kSRqQJOm/SJJU955FKAjCe87j8aBWqzGZTPh8PpxOJ2azGZ/Ph1arBS5unHQ4HCQSCVKp1Ici4ZZlmVdffRWHw4HVaiUQCGC1WgkGg1RVVZFOp+nt7aW4uJjBwUEsFovSIvH48eNEo1GKiorYs2cPhw8fZmBggNbWVtRqtXKMTCZDZ2cnsiyzc+fOdzXAJpFI0NXVRX9/Py0tLWzZskX5+wiCIAjvHzdcApFleUqW5W/LsrwNeAp4DBhY98gEQbhrioqKSKVSeDwelpeX0Wq1mM1mcrkciUSCbDZLNpvFYDAQj8fJZDIfil7c4+PjjI+Po9frcbvdygAak8mEy+VidHSUbDarjLYPh8OUlJTwxhtvkM1m0Wq13HPPPdx///0MDAywceNGpbMLQDqdpqOjA4PBQFtb222vQsuyzNTUFG+++SZ5eXkcPHgQh8Nxp06DIAiCcIfd8N1ekiStJEkflyTpOeAVYBj49LpHJgjCXVNYWKgMalkbluLxeMjlckiSpCTXarWaZDKJXq9neXn5Lkf97v3qV79CrVZTXl6O3+/HYrGwuLhITU0NQ0NDLC4uUlZWht1uR5Ikcrkcx44dU1b/P/WpT1FTU6NsJK2oqFCee2VlhWPHjlFQUMCWLVtueyPj6uoqp06dYmZmht27d7Nx40ZRPiIIgvA+d813aUmS7pck6YfALPBVLrYCrJFl+XFZln/1bg4qSdI/SJI0KElSryRJv5Qkyf6O274pSdKoJElDkiQ9+I7rH7p03agkSf/3uzm+IAjXZzKZ0Ol0OBwOdDodCwsLlJeXk06nyc/PJ5lMEgqF0Gg0pNNp1Go1oVDobof9rmQyGY4fP45araapqYlEIoHf78dgMOD1erlw4QL3338/RUVFqFQqhoeHGRsbQ6/X4/V62bdvH4WFhXg8Hnw+H5s3b1aee3p6mo6ODhoaGmhsbLytZFuWZcbHxzl16hQlJSXs2bPnstVzQRAE4f3ressi3wLeAhpkWf64LMvPybJ8p74z/i3QLMvyZi6umH8TQJKkRuAJoAl4CPhfkiSpJUlSA/8fcBhoBJ68dF9BENbBWqeStY2Tfr+foqIiNBoNuVwOtVrN6OgoVVVVRCIRVCoVS0tLdzvsd6Wrqwuv10tdXR3hcBij0cjCwgLLy8t4vV4OHDjApk2bWFxcpL+/n0AgQDQaJZ1OU1BQQEtLC01NTQwNDdHS0oJWqyWXy9HT08PY2Bh79uyhuLj4tmJLJpN0dnYqiX1lZaVo9ScIgvABcs3dOrIsH1qvg8qy/Jt3/NoBfObS5UeBH8uynAQmJEkaBXZcum1UluVxAEmSfnzpvv3rFaMgfNR5PB4WFxcxGo3Mz8/jdrtRqVQkk0ny8vKYnp6msrKSZDKpDMBJpVLvuuPG3fLrX/8aSZLYvHkzKysrjIyMEAqFMBqNVFZW8uCDD9Lb28vc3BwjIyMYDAby8vIIBALs37+frVu3Mj09TVVVFfn5+cRiMbq6ujCbzezbt++2N0f6/X56enooKyujrq5OlI8IgiB8AL0f3rn/gIu14QAlwMw7bpu9dN21rr+CJElflSSpS5KkrkAgsA7hCsJHg9vtJpFIUFxcrPSVtlgsRKNRzGYz0WiUVCqFJEksLi5eVtv9QZPNZnnzzTcpLS0lkUgwOjrK0tISdrudiooKNmzYQCgUwuv10tHRgc1mQ5IkJEmiqKiI3bt3K/XstbW1+Hw+Tpw4QWlpKa2trbeVbOdyOfr6+ujt7aWlpUXUaguCIHyArdu7tyRJr0uSdOEqP4++4z5/DWSA59auuspTyde5/sorZfmfZFluk2W5zeVyvduXIQgfWWsbJz0eD5lMBp/PR3FxMUtLS0qpyblz53A6nczMzJDL5YjFYnc77NvyxhtvsLS0hMfjYWxsjFQqpWyOtFqt1NfX09XVRVdXF3a7Ha1Wq3wDcN9991FfX09/fz+bNm1ieHiY3t5e2traqK6uvq14VldXOX78OPF4nAMHDogOJIIgCB9wt98A9gZkWb7verdLkvRF4BHgXlmW15LnWaDsHXcrBbyXLl/rekEQ1sFaJ461ntwTExMUFxdz4cIF5bZQKERBQQFerxdZlolEInc77NvyL//yL2g0GoxGIxaLhYWFBWpra1lZWaG8vJz+/n4mJiaIRCK0traytLTE9PQ0W7du5dChQ4yMjGCxWBgcHARg//796PX624plamqKwcFBGhoaKC8vv5MvUxAEQbhL7sr3k5IkPQT8X8AnZFl+55LYr4EnJEnSS5JUBWwAOoHTwAZJkqokSdJxcWPlr9/ruAXhoyQvLw+1Wo3T6USn0zE/P09ZWRnpdBqLxaKUk+j1euLxOLIsEwwG73bYt6y3t5e33nqLkpISmpubGRoaoqmpiUAgQHNzM6urqwwNDTE6Oso999xDIBAgHo+Ty+X44he/SDwep6uri2AwSGFhIe3t7beVbK+1+5uenmbPnj0i2RYEQfgQWbcV7hv4n4Ae+O2lnfYdsix/TZblPkmSfsrFzZAZ4E9kWc4CSJL0DeA1QA38UJblvrsTuiB8NKhUKvLz8zEYDJhMJmZnZ7FarRiNRrRarTIAx+12MzAwQDweZ3Fx8W6HfdNyuRz9/f384Ac/wGw209TUxLlz50in09TU1BAOhzGZTLzxxhvMz8/T2tqKLMvK0JmvfvWr6HQ6nn32WcrKyjh48CBms/mW48hkMgwPDzMzM0N9fT0VFRWiA4kgCMKHzF1JuGVZrr3ObX8P/P1Vrn+Zi73ABUF4j7jdbvx+P6WlpUq5hNlsJpPJkE6niUaj1NTU8NprrxEOh/H5fHc54psTi8Xo7u4mHo/j9/ux2+3Y7XaOHz/Ol770Jbq7u9m9eze//e1vmZ+fZ+vWrWzZsoWjR48CsGnTJjweD7/61a8oKSnhk5/85G3FMT8/T19fHw6Hg4MHD952GYogCILw/ia2vAuCcE1FRUVEIhFcLheZTIaFhQXcbrcy9Mbn82Gz2dDpdGSzWaanp0mn03c77OtaWFjg+PHjlJSUIMsyCwsL5OXlMTw8TGFhIRqNBrPZzPDwMIODg2zdupWtW7fS1dWFVqslGAzS2NhIIBCgoKCA+++//5ZjiEajdHR0MDQ0xLZt29i2bZtItgVBED7E7lZJiSAIHwD5+fmoVCqcTicqlYqpqSkKCwuZmZnBYrGwtLREJpPBYrGQzWbxer2srq5SUFBwt0O/Qi6XY2BggPn5eXbs2EEikaCnp0cZXDM1NcWXv/xl/H4/Op2Ol156iaamJg4dOsTo6CiBQACfz8fu3btpa2tjfn4eh8NxS9MeM5kMY2NjTE5OUltbS1VVlWj1JwiC8BEg3ukFQbimtY2TJSUlqFQqfD4fZrOZbDaLxWIhEokQiUTQarWUlZWxurpKX9/7b3tFPB7n1KlTRKNRDhw4gN1uZ3BwkKmpKWRZxufzsWHDBkwmE1NTU3R3d2O1Wnn66acJBAKcPn0av99PYWEh3/jGN9BoNCwvL1NXV3fDY+dyOXw+H2fOnOH1118nEolw4MABampqRLItCILwESFWuAVBuKa8vDwkScJsNisJtl6vR5IkjEYjXq+XeDyORqMhmUxSV1fHK6+8wp49e943yeTCwgK9vb3U1NRQU1MDwMzMDJFIhNHRUdLpNJlMhra2NkKhEIODg2QyGR555BHMZjO9vb2Mjo5SXV3NV77yFXQ6HefPn6e5uRm1Wn3VY8qyzPLyMnNzc3i9XvLy8pQuKB/USZyCIAjC7RMJtyAI16TT6TCbzaTTadxuN4FAgEwmg1arJZfLIcsy4XAYs9nM7Owsu3bt4vjx47z99tu0t7ff1dhzuRyDg4N4vV62b99Ofn6+cv3Q0BCLi4uEQiFSqRQNDQ3E43FOnz6N0WhEpVLxuc99jmeeeYajR4+yY8cOqqqq2LRpE6Ojo1gsFjwezxXHXF1dZXZ2lrm5OTQaDSUlJezbtw+TyfRev3xBEAThfUQk3IIgXJfH42F6epri4mImJiaQZRmr1crS0hIGgwGfz4fdbicQCGC326mrq6Ojo4ONGzcqSe57LR6P093djU6nY//+/ZetKk9NTZGXl8e5c+fw+Xw0NTWRzWaRZZmlpSXS6TR//ud/zsmTJ3n11VepqamhrKyM3bt3k0wmmZiYYP/+/crzJRIJ5ubmmJ2dJZVKUVJSwo4dO7BarXfjpQuCIAjvQyLhFgThuhwOB5OTk9hsNrLZLHBx5VulUiFJEqurqzidTnw+n9Kj2+l0cuzYMR5++GE0mvf2bcbn89HT00NNTQ3V1dWX9bTOZDKMjIxQVFTE6dOnkWWZvLw88vLySKfTLC8vc99996HRaPj5z3+OVqvlvvvuIxKJ0NDQwNmzZ6mtrUWr1TIzM8Ps7CwrKysUFRXR3NxMQUGB6KEtCIIgXEEk3IIgXJfFYkGn0ynt/yKRCLIsYzAYiMfjSJJEKpUik8mQyWRYXV3l0KFDnDlzht7eXlpaWt6TON9ZQtLW1nbVTikTExM4nU5OnTrFzMwMHo+HTCbDli1bePXVVykuLsbpdHL+/HmCwSD79+8nGo3S2tpKKBRifn4etVrN8PAwTqeTyspK3G73NWu5BUEQBAFElxJBEG4gLy8PvV5PXl4eOp2OYDCIRqNBkiSSySQGg4HV1VUMBgOLi4vIsozD4SAvLw+/38/s7Oy6x7i8vMzx48eJRCLs37//qsl2KpVifHyciooKfv7zn5NKpSgsLKSsrIz6+nr6+vqoqqqiuLiYzs5OioqKqKurQ6vVUlVVxS9/+UtkWcblcnHvvfeyfft2ioqKRLItCIIg3JBY4RYE4brWEu61/tqzs7Ns3ryZlZUVkskkcLErx1rbQJVKRTwep6qqSmkTmJ+ff1tjz28klUoxMDCA3++nsbGRkpKSa953cnKSwsJCjh07Rn9/P06nk2w2y+OPP86//uu/YrVaqampYWxsjEwmQ3t7O6FQiKKiIl544QXsdjuPPvqoSLAFQRCEWyZWuAVBuC6j0ahMX7RarSQSCdxuN6lUCoBsNksulyOTyTA/P09+fj6BQICqqiqWl5eprq6mu7ubXC53x2KSZZnp6WmOHj2KWq3m4MGD1022c7mcUof+3e9+F61Wi9VqpampibKyMl577TUee+wxNBoNZ86cobKykvz8fGZnZ1ldXcVkMvHII4+IZFsQBEG4LSLhFgThutb6cBcWFirtANVqNdlsFoPBwMrKCk6nk0QiwczMDE6nk0AggNFoxO12o1KpMBqNXLhwgUwm867jCYfDnDp1iqmpKXbu3ElzczNarfa6j5mdnUWn0/HMM8+wuLiofIj4/Oc/z9/8zd9QUlJCaWkpvb292O12Kioq6OzspKysjKqqKhobG8nLy3vXsQuCIAgfTSLhFgThhvLy8nA4HEqyHQqFMJlM6HQ6QqEQxcXF5HI5gsEgBoOBYDAIQE1NDRMTE2zatIlUKsXvfvc7hoaGlFKUW5HJZOjr6+Ott96itLSUvXv3YrPZbuqxFy5coLOzE6/Xq6y079y5k4GBAYaGhvjUpz5FZ2cniUSCdDrN4uIiGzZsYPfu3QSDwZuaKCkIgiAI1yISbkEQbshqtaJSqXA6nUiSRCAQUPpMRyIRLBYLBoOBZDJJLBZjaWkJAJvNhslkIhgM0tbWxt69e0kmkxw5coTz588Ti8Wue9xEIsH09DRdXV28/vrrpNNpDh48SEVFxU2335uYmODVV1+lqKiIyclJ5fVUVFRw+vRpioqKSCaTJJNJZmZmqK+vp7GxkerqahYWFqivr7/hCrogCIIgXI/YNCkIwg3Z7XZGR0dpbm7m5MmTJJNJrFYruVyOVCpFOp3G6XTi9/sJhUKsrKyQy+VQqVTU1NQwNDRESUkJZrOZzZs3U19fz8TEBMePH8fpdFJbW4vNZiOXy7G8vIzf78fv9xOPx3G73RQWFrJp0yb0ev0txR0KhfjHf/xHWlpa0Gg0TE5OYrVaMRgMVFVVcfToUcrKypiZmcHn87FhwwYaGhqAi+0QV1ZWKC8vX49TKgiCIHyEiIRbEIQbslqtrKysUF9fj1qtJhwOU1ZWhslkIhQKkUgkKCsro6enh8nJSbRaLdFoFIvFgtvtpr+/n2AwiMPhAECv17Nx40Zqa2uZnp6ms7MTvV5PLBbDbDbjdrvZvHkzdrv9tgfJBINBvv/97+N2u3nggQf4+te/jsViIRgM8uSTT3L69Gklyff7/dhsNnbs2IFOpyOXyxEIBNi2bZsYZCMIgiC8a6KkRBCEG9Lr9ajVahwOB2azmdXVVXK5HPn5+WQyGZaXl6mvr0elUjE4OIjFYiEQCAAXN11WV1czPDyMLMuXPa9Go6G6upp7772XhoYGDh06xL59+6ivryc/P/+2k91AIMCPfvQjXC4XDz/8MC+88AJ+v59cLofdbmfLli2Bv2QMAAAgAElEQVRMTk6ysrJCJBKhpqYGi8WCyWRCrVaj1WrJz8/H6XS+63MnCIIgCCLhFgThpqxtUPR4PMRiMSRJIj8/n2w2SzAYxOVyUVBQwOTkpDIEZ01ZWRmSJNHT03NF0g2gUqlwuVy3XDJyNQsLC/zwhz+kpaWFwsJCZmdnGR0dJRQKIcsye/fu5bXXXkOSJGRZpqysjEQiQV1dHU6nk0gkQjQapbGx8V3HIgiCIAggEm5BEG6SzWYjHo9TWVlJLBZDr9ejUqlQq9WsrKwQi8VwOBykUilCodBlCbdKpWL79u1Eo1HOnz+/bjHOzc3xox/9iIMHD+J2uwkGgySTSbq6unC73QDU1tYyMDBAMplUVtJTqRQulwtZlsnlclRVVWEymdYtTkEQBOGjRSTcgiDcFJvNxsrKCo2NjUo/7Xg8jslkYmVlhaWlJSorK5XNie9MuAHUajU7d+4kHA7T19d3x+ObnJzk2Wef5cEHH6SlpYXXX3+dwsJCTpw4ofQMt1gsHD9+XCmNWashLy8vp6Kigrm5ObRaLRs2bLjj8QmCIAgfXSLhFgThpqwl3BUVFeh0OmVV22azEQwGyWQyOBwOjEYjkUhEacH3ThqNhp07dxIMBhkYGLgjcSWTSY4fP86///u/88gjj7Bt2zZ+85vfoFKp8Pv9hMNhLBaLsiq/sLDAfffdh9VqJRaLEY/HKSkpQZIk4vE4TU1NaDRiP7kgCIJw54iEWxCEm2I0GpFlGavVisvlYnJyEovFgl6vR5ZlMpkMmUwGjUZDIpFgcnLyquPctVotu3btwu/3MzQ0dNvxyLLM+Pg4L774IoODg3z+859n06ZNXLhwge7ubjweD5FIBLVajV6vx+fz4ff7+cpXvsK5c+fYsmULY2NjuFwu5XFFRUWUlpa+m9MkCIIgCFcQCbcgCDdtbeNkSUkJgUCA/Px8ZSiM0WhkcXERq9VKNBolFosxPT191efR6XTs2rULr9fL6OjoLccRDAZ58803GRkZQa1W84lPfILS0lJGRkY4efIkRqORzZs3s7i4iN/vVzZCbty4kY0bNxKNRtFoNKysrFBVVaW0OmxtbRVtAAVBEIQ7TiTcgiDcNJvNRiaTIT8/H7VajSRJqNVqVCoVPp+PoqIiZFkmkUhgMBjo7e295nPp9Xra29uZnp5mfHz8po6fSCQ4c+YMZ8+eVTZB7t69G4/Hw+TkJCdOnCAej/PYY4/R2dmJ2WwmHo/j9XrR6XR88Ytf5OjRo2zdupWuri4sFgu7du2io6ODpqYm8vPz78h5EgRBEIR3EoWKgiDcNJvNxtzcHGVlZajVauLxOFqtlkwmg9lsxmQykUgkSKfTaDQaBgcH+djHPnbNmmiDwUB7ezunTp0CwOFwkM1mlfKUd15OpVLMzs5SUVFBWVkZZ86coaWlBZfLRV9fHydOnMDj8eDxeJQPAF6vl2g0ysrKCg0NDTidTlZXVyktLcXr9bJ//360Wq0yDEcQBEEQ1oNY4RYE4aatbZwsKyvDYDCwtLSE3W4nmUwSiUTYtm0ber2eaDSKTqcjFAoxNzd33ec0Go20t7fj9Xo5d+4cAwMDjI+P4/V6CQaDRCIRMpkMOp2OvXv34nK5lGTb4XDQ0dHBG2+8wdatWykpKaG2tpYTJ05QWVlJR0cHOp2OVCrFpz/9aaanpzGZTPT392Mymdi/fz/Hjh1j586dGAyG9+gsCoIgCB81YoVbEISbZjKZSKfTuN1uDAYD6XQarVZLOp0mEolQWFhIVVUVExMThEIhpUVgRUXFDZ937969Nzz+4uIi3d3dtLa2Yrfb+c1vfsPw8DCHDx+mrKyMo0ePYjQaWV5exuv1YjQamZ+fx+l0Ul5ezvLyMi6Xi87OTtrb29HpdASDQdrb2+/UKRIEQRCEK4gVbkEQbpokSdhsNoxGI2azmWQyqQy/WVxcJBQKcc8996DRaJieniYajRKJRFheXn7Xxw4EAnR3d9PW1obFYuFnP/sZExMTPPnkk2zYsIGJiQncbjfnzp0DYGJiAo1GQzQaVR4zPz/PwsICGo2GQ4cOcfz4cfbu3SvaAAqCIAjrSiTcgiDcEpvNpox1T6fTxONxzGYzwWCQubk5mpqa8Hg8hMNhgsEgkiRdtSf3rRgbG+Ps2bNs374djUbDD3/4Q3K5HE8//TQul4tsNsv09DSpVIqJiQmsViuBQIBEIgHAtm3bsFgsZDIZzpw5Q21tLSaTiUgkQmtr6x04K4IgCIJwbSLhFgThlthsNhKJBC6Xi1wuRy6Xw2azsbS0xOzsLHa7nbKyMqxWK36/H5/Px8LCAqlU6paPlU6n6erqwuv1sm/fPmKxGP/0T/9EZWUlTzzxBEajEQCv14tWq6WzsxOTyYTf7yeRSJBKpbDZbOzZs4epqSlisRiJRIL777+ft99+mx07dqDX6+/0KRIEQRCEy4iEWxCEW2Kz2QiFQpSXlyPLMjqdDpvNRiAQIJlMksvlcLvd2Gw2VCoVPT096PV6Zmdnb+k44XCY48ePo9fr2bNnD4ODgzzzzDMcPHiQw4cPo1arlfuOjY0xPj5OJBLh3nvv5bXXXqOgoIBIJEJtbS0bN25keHiYoaEhSkpKyMvLI5fL0dzcfKdPjyAIgiBc4a4k3JIk/TdJknolSTonSdJvJEkqvnS9JEnSP0qSNHrp9pZ3POaLkiSNXPr54t2IWxAEyMvLI5FIUFxcrPThNhqN5HI5ZmZmCIfDlJeXk81mcTqdzM3NEQgEGB4eZnBwkGQyecNjzMzM8NZbb1FXV4dWq+V73/seR44c4amnnmL79u2X3Xd5eZmenh7C4TANDQ3KZZ1Ox+rqKk888QQrKyt4vV4CgQAPPfQQo6Oj1NXVYbVa1+s0CYIgCILibq1w/4Msy5tlWd4KvAj8l0vXHwY2XPr5KvC/ASRJKgD+K7AT2AH8V0mSxIQKQbgLJEnCYrFgtVoxmUzE43H0ej02m43BwUGCwSBVVVVoNBo0Go3SPWTHjh2k02mOHDlCT08PkUjkiufO5XL09PQwOjqK2+3mhRde4OWXX2bHjh382Z/9GVVVVVc85vjx43i9XqVN4GuvvYbVaiUWi2G1WnnggQe4cOECc3Nz2O12rFYrOp2Ourq69+J0CYIgCMLdSbhlWQ6/41czIF+6/CjwrHxRB2CXJKkIeBD4rSzLS7IsLwO/BR56T4MWBEFhs9kwGAwYDAZWVlaUNoHBYJDh4WFcLhd2u51sNotKpaKgoIDnn3+evLw8Nm/ejCzLHD16lFOnTrG4uAhALBbjxIkTjI+PMzAwwBtvvEFbWxt/+qd/SltbGyrVlW9Xi4uLvPDCCzz22GPEYjFmZmaUwTyTk5Ps2rULi8XCmTNnmJ6eZu/evaTTaex2Ox6P570+bYIgCMJH1F3rhSVJ0t8DXwBWgEOXri4BZt5xt9lL113rekEQ7gKbzcbi4iI2m41gMIjH40Gv17O0tMTY2BibN2+msLCQkZERZmdn+da3vsVPf/pTXnzxRWKxGLIso9FoiMfjPP/88xiNRpxOpzIwZ9++fbS1tV1Wp/2f5XI5vv/977Np0yYqKiro7+8nEAiQyWSQZZl0Os3nPvc5/H4/XV1dWK1WiouLMRqNVFRUIEnSe3jGBEEQhI+ydUu4JUl6HSi8yk1/Lcvyf8iy/NfAX0uS9E3gG1wsGbna/4Dyda6/2nG/ysVyFMrLy28ndEEQbsBmszE5OUlpaSn9/f1kMhmam5t55ZVX8Pl8/P/t3Xtwm9d55/HvAxIEQJAAAV5EkSBFirpEF0rUxbpZTpxYsdM4sdPEl2TaNL2m3SSbbmY7O22zm3TTzk52p7ud3rap602TZtdpO3Hi2OPI90hWY+tuibpQIiVRIk3wDt5JiKRw9g9CDGNLtmyTBG39PjMYAed9cfC875kXfHRw3nP6+vooLCykubmZsbEx8vLy+NjHPkYwGKS2tpZkMsnw8DDDw8MMDQ3R3NxMW1sbW7ZsmZ76783s3r2brq4uvvCFL7B3716CwSBPPvkk1dXVNDU1EYvFqK2tZf/+/bS2trJjxw4qKioYHBykoqJiHs6SiIjIlDlLuJ1zu25w10eAJ5lKuF8FZv4ljAHxdPntrynfc53PfQh4CGDz5s3XTMpF5J0JhUKMjIxQUVExvehNWVkZRUVFdHV1ce7cOXJzcwmFQvT09HD27Fl27drFz372M5qbm6mursbv91NUVARAbW3tW/r8kydP8tJLL3H33XczPj7OqVOn2LBhA11dXaxatYrh4WE+9KEPEYlEePTRRwkEAlRVVeHz+YjFYni93rk4LSIiIteUqVlKls94eQ9wJv38ceDX0rOVbAMGnHPtwNPAnWYWSd8seWe6TEQywOPxEAwGiUaj+Hw+uru7CQQCVFRUMDAwQGNj4/Q+ExMTXLhwgezsbLZs2cK5c+fo7Ox825/d09PD448/zvr161m9ejVPP/00q1at4sknn6SkpIS2tjb8fj+33XYbJ0+e5Pz585SUlLBlyxZ6enqueeOliIjIXMrULCXfNLOTZlbPVPL8++nynwAXgHPAPwBfAHDOJYA/BQ6lH99Il4lIhly9cTIYDNLf3092djbRaBSPx8PQ0BAjIyOkUilycnLo6uqiv7+f3NxcNm/ezLFjxxgcHHzzD3mN8fFxHnnkEerq6ohEInR1ddHT08PY2BiJRIK8vDz6+vpYtGgRdXV1PPnkk0xMTLBkyRKKioqIRCIEg8E5OBsiIiLXl5GbJp1zn7pOuQO+eJ1t3wa+PZdxiciNC4fDDA8P4/P56OvrIxgMEg6HSaVSVFVVcfbsWbKzs6dvrOzo6CASiRCJRKitreXgwYPs3LkTv99/Q5/nnONHP/oRhYWFlJeXMzg4yJkzUz+OpVIpJicnSSaThMNhKioqSCQSnD59mkAgwAc+8AHi8fhbHroiIiIyG7TSpIi8LVeT66tzXmdlZZGVlUUkEmF8fJxIJEJvby+5ubn09vbS2trK6OgoAGVlZSxZsoSDBw9y5cqVG/q8ffv20d7ezr333ktzczOJRILOzk5qa2tpamrCOcfk5CTZ2dmsWLGCixcvEo/HKSgooLa2Fo/HMz1mXEREZD4p4RaRtyUUCjE8PExVVRXJZJLR0VECgQDFxcW0tLRQW1vL0NAQAMPDw5SUlLB///7plSaXL19OKBTi6NGjTP249XoTExM0NjbyrW99iyNHjvDggw/S3t5OV1cXyWQSv99PSUkJLS0tXL58GZ/PR1ZWFvn5+fT09DAwMMCuXbvo6urS2G0REckYJdwi8rZkZ2fj9/tZtGgRWVlZdHR0kJubSzQapa2tjUAgQE1NDa2traRSKVKpFLFYjP379zMxMQHAunXrmJiYoKGhYbpe5xw9PT0cPXqUH/7whzz77LOsXbuWL3/5y5SWlrJnz57pRXBuvfVWXnrpJYaHh/H7/dOrSFZWVnLw4EECgQDvf//7GRgYIBaLZeQ8iYiIKOEWkbetoKCAYDBIfn4+58+fJxAIkJ+fTzKZBKC8vBznHCMjI5w6dYrq6mqKioo4cODA9CqUt9xyCx0dHZw7d46mpiZeeOEF6uvr6e3tJT8/nwceeICdO3eSlZXFiRMnpqcVDIVCeL1eLl26xPDwMIFAgMuXLxMMBiktLeXUqVOsX7+eVCpFZWXlNVeqFBERmQ/6CyQib1s4HJ5Osru6usjPz+fKlSsUFhbS1tZGMBikqKiIVCpFS0sL+/bto6qqiry8PA4dOkQqlcLr9bJ161ba2toYGxtj1apV5OTkkJ+fzx133EFxcTEwtfT7o48+Sk1NDTU1NYRCIc6dO8fFixcJBALk5eXR3t7OHXfcwXPPPcfExAR333038XicqqqqzJ4oERG5qSnhFpG3LRQK4fP58Pv9TE5OMjExweTkJGVlZVy6dAmv10skEiE3N5fu7m5aWlp46KGHGBkZobe3l5deegnnHMFgkA984AMUFxdz4sQJFi9ezNatW/H5fAAkEgkeffRRRkdHeeCBB+jo6CAUCnHmzBlGRkbIy8vD4/Hg8/nYuXMnu3fvpqysjLKyMhYtWnTDM6GIiIjMhYxMCygi7w3hcJiJiQlKSkro7Oykp6dnelz3oUOHWL58OeFwmGg0yuXLl/nMZz7D+fPnOXDgAMXFxRw9epT6+no2btxIVlYWQ0NDbN26lYKCAgCGhobYs2cPZ86cwePxcN9995GVlcXAwABXrlzhwoUL01MCxuNx1q5dy+nTp0kkEjzwwAP09PRwyy23ZPgsiYjIzU4Jt4i8bTk5OeTk5BCLxTh79iwXLlyguroaM2NoaIicnBw8Hg/l5eU0NjZy6NAhbr31VioqKjh48CB33HEHnZ2djI+PU1FRwYYNGzAz2traOHLkCCdOnGDlypV87GMfo7W1lbq6OpqbmyksLOTYsWPE4/HpYSler5dt27bx+OOPEwwGWbt2LYFAgHA4nOnTJCIiNzkNKRGRdyQcDpOXl0dZWRktLS14PB6uXLlCKBRicHCQK1euEAwGWbVqFc888wwHDhzA7/ezc+fO6QVzJicnGR0d5fTp0zzxxBPs3r2b8fFxfvd3f5d77rmHtrY26urq8Hq9tLS0kEqlaGpqor+/H7/fz/r16zEzCgsLOXHiBEuWLCEvL4+lS5dm+vSIiIgo4RaRdyYcDhMMBolEIoyOjmJmjI+PU15eTjweZ2JiAo/HQ1lZGcFgkEQiwd69exkbG2P79u1kZ2fjnKOvr4+uri6ysrK4/fbb+eQnP0lRURHHjx9n8eLFlJSU0NXVhc/n4+zZsxw5cgS/309VVRWDg4MsWrSIvXv34vf7WbNmDRMTE5SWlmb69IiIiCjhFpF3JhwOk5+fT05ODqlUiqGhIcbGxqioqKCjo4NUKsX4+DihUIjFixczNjZGaWkpBw4coLW1lY0bNxKLxejv7ycvL4877riDZcuW4fF4aG5unp65BODixYsMDw+zd+9eAoEAixYtorKykp6eHpYsWUJ9fT3BYJCqqqrpoS0iIiKZpjHcIvKOhMNhPB4P+fn5BAIBWlpaiMViFBUVMTg4yLJly7h8+TKTk5N4vV4WLVpEPB5n8+bNnDx5kkQiwbp161iyZMkvzCYyODhIY2MjO3fuxOPxMDo6SkNDA21tbVy5coX8/HzC4TCRSISBgQFGRkZIJpMUFRURCoWorKzM4FkRERH5OfVwi8g74vf78Xq9RKNRSktLefXVVzEzUqnU9HCRZDJJRUUF3d3dDAwMUF1dzZkzZ9ixYwdZWVns27ePiYkJrly5wujoKD09PTz77LMUFBQQj8c5deoUTzzxBAMDA4RCoelx4kVFRdMzozQ3NxMMBlm6dCkVFRV4vd5MnxoRERFAPdwiMgvC4TBFRUXTq0xevnyZ8fFxFi1aRH9/P8458vLyCIVCXLp0iR07dpBIJGhqamL9+vW0trayb98+YGrmk5aWFrxeLz6fj8nJSbKzs5mcnGTVqlU8//zzwNQql2VlZZw9e5bs7GxGR0dJpVKUl5frZkkREVlQlHCLyDsWDocZHR3F7/djZoyMjJCfn091dTXHjx8nPz+fzs5Odu7cyfe+9z3i8TgbNmzgxRdfJBqNUlFRQSwWm54S0OPx8P73v5/s7KmvqIaGhule8WQyOT1GPBKJcPHiRYqLi/F6veTm5rJmzRqCwWCGz4iIiMjPaUiJiLxjxcXFXL58mUgkQiAQoKuri9HRUcrKykgmk3g8HgYGBggGg0SjUf7t3/6NnJwcNm3axPHjx6dnNxkZGeHkyZNs2rRpOtlOJpNcunRpOhkHMLPpWUuGh4ene8DLy8tZtmxZJk+FiIjI6yjhFpF3rLCwkJycHHw+HyUlJXR0dDA+Po7P58Pn85FMJsnLy+PMmTNs376dpqYm2tvbiUQirFixgsOHDzM5OcnRo0enV6e86uzZszjnaG1tne7dLiwspLS0lLNnz5Kbm8vk5CSpVIr169dTXFycwTMhIiLyekq4RWRWLFmyhJycHMLhMOPj44yOjjI+Pj6dEPf29lJVVUUymaSkpIQXX3wRgOrqaoLBIHv27MHn8/3C+Ovh4WGOHTtGKpUimUySlZXFyMgIRUVF5OXlcfr0aQoLCxkcHCQSiWgZdxERWZCUcIvIrKioqMDMyM3NJScnh0QiQTKZpLKyktHRUZqbm1m8eDEej4eCggIuXrxIPB4HmO6Zrqur+4U69+zZg3MOv9/P5OQkAwMD5OXlUVRURFNTE6Ojo9PLx9fU1OhmSRERWZCUcIvIrMjJyZlOeK+uKDk2NkYsFpuepeTAgQNs2LAB5xw5OTkcPnyYiYkJsrOzWb9+PTk5OdP1NTQ0cPLkSVasWEFfXx9er5dEIkFBQQHFxcXU19dTVFREd3c3JSUlbNu2TQvdiIjIgqSEW0RmzapVqxgfH6ewsJC+vj4GBwcJhUL4fD7y8vI4fPgw+fn51NbW0tfXB0yN0X6t7u5udu/ezcaNG+nt7SUQCNDT0zM9RnxwcJCOjg5CoRDOOYqLi1m3bt18H66IiMgNUcItIrOmpKSEoqIifD4fAPF4HJ/PR05ODl1dXUSjUY4cOcKWLVumZy6Jx+MMDAxM15FIJHj++ecpKSlhcnISj8dDSUkJzc3N5ObmEo1GOXv2LCMjIwwPD7NkyRJqa2t/YZVKERGRhUQJt4jMqjVr1uDxePD7/XR3dzMyMkJFRQVdXV14vV5efvllPB4Pu3bt4ujRo8RiMerr63HOMTg4yMGDBwHwer0EAgHKy8s5dOgQHo+HaDTKxMQEXV1d5OfnMz4+zvLly1m9enWGj1pEROT6lHCLyKxatWoVzjny8/Pp6elhbGyM8vJyVq5cSTwep7W1lTNnzrBu3Try8vK4dOkSHo+HhoYGDhw4QEFBAd3d3VRWVuKcIxAIcPz4cWKxGJFIhPb2dnp7e0kmkyxdupRoNMrixYszfdgiIiLXpYRbRGbVokWLKC4unp7C7+o47lgshtfrJRKJ8P3vf59gMEhtbS2vvPIKsViM5uZmli1bxpEjR1i5ciWDg4Ns3LiRH/zgB5SUlDA+Pg5MLYTT19eHmbF161YWL16s4SQiIrKgKeEWkVnl9XpZvXr19Iwhra2thEIhRkdH8fl8OOeIx+Ps3r2btWvXkp2dzZkzZ9i1axdNTU3k5OQQCASoqamhsbGRCxcuAEzfaDk4OMjo6CixWIyqqir1bouIyIKnhFtEZl1NTQ2RSASfz8f58+fxer1UVFRw6623kpeXx8TEBD/+8Y9pbGwkNzeXZDLJwYMHOXLkCOvWrSM7O5uSkhIeffRRfD4fW7duJR6PY2Z0dnYyOTnJRz7yEUZGRpRwi4jIgqeEW0RmXWFhIUuWLCEQCNDR0cHQ0BCbNm2ir6+PiooK7r//fq5cuUJDQwPHjx+nra2NpqYm6urqGBgYoK6ujueee44LFy6wceNGcnJyGB4eZmJigvPnz1NeXs7GjRsJBALk5uZm+nBFRETekBJuEZl10WiUyspKzIzR0VH6+/vJzs5m27ZtXL58mcnJSZYvX04wGGT79u0cPXqURYsW4Zxj3bp1nD9/nqeeeor169ezZMkSjhw5QllZGSMjIwwMDPDRj36UyclJysrKMn2oIiIib0oJt4jMukAgQGFhIaWlpUxOTnLp0iUGBgYIhULcc889NDY2snz5clpaWli+fDmhUIhEIkEsFiMnJ4cf/ehH5OTkUFVVxfHjx8nKyuLSpUucOnWKSCTCXXfdRXt7u4aTiIjIu4ISbhGZE9FolFWrVmFmNDY20t/fD0B+fj533XUX/f395OXl8fLLL1NbW8v4+DgrVqzgkUcewTlHQUEBR44cIZFIsHLlSpYuXUpzczPbt2+noKAAn89HMBjM8FGKiIi8uexMByAi703RaJTy8nIKCgq4cOECHR0dlJWVUVxczIoVK2hrawOgsbERv9+Pc46vfe1rtLW10dbWRl5eHitWrCAvL4/jx4/T29uLc47777+f7u5u9W6LiMi7RkZ7uM3sD8zMmVlR+rWZ2V+Z2TkzqzezjTP2/ZyZNaUfn8tc1CJyI6LRKPn5+cRiMXp7e4nFYhw7doxTp07h8/koKSlh48aNFBQU0NPTQ1tbG/39/WzatIkNGzbwqU99ijvvvJPKykoqKytpaGhgxYoV1NbWEo/HlXCLiMi7RsYSbjOrAD4MtMwo/iVgefrxeeDv0vtGga8DW4EtwNfNLDKvAYvIWxIKhcjOzqampoYrV65w+vRpbr/9dpLJJPv27aOoqIjBwUG2bt1Kfn4+hYWFfOlLX6KtrQ3nHHl5eezfv5/W1lYaGxsxM3bt2oXH4yE7O5v8/PxMH6KIiMgNyWQP918A/wlwM8ruBf7JTdkPFJjZYuAu4FnnXMI51wc8C3xk3iMWkRtmZkSjUaqqqsjNzeWpp54iKyuLTZs2sWzZMhobG2lrayMcDrNy5UrWrVvHCy+8wKlTp1i9ejUjIyN4vV58Ph+Dg4OsWbOGnTt36mZJERF518lIwm1m9wBtzrnjr9lUDrTOeP1quux65deq+/NmdtjMDnd3d89i1CLyVkUiEcLhMGVlZdTX1/M3f/M3PPvss0xMTLBmzRqysrI4fPgwk5OTTExM8NOf/pQ777yT5cuX09jYSDgcJpVKUVJSQmFhIevXr6e9vV3TAYqIyLvKnN00aWbPAaXX2PRV4I+BO6/1tmuUuTcof32hcw8BDwFs3rz5mvuIyPyIRqPk5uZSVVXFuXPnAEgkEjz99NMUFRVNDxs5efIkZkZZWRlFRUWcPn16eiYSv99PPB7nN3/zN0kmk5gZoVAow0cmIiJy4+ash9s5t8s5t/a1D+ACUA0cN7OLQAw4amalTPVcV8yoJgbE36BcRBawSCSCc45ly5ZRWVnJT37yE06ePEk0GqWzs5PGxkYqKyuprq6mv7+fSCRCbQm4cHoAAA1uSURBVG0tg4OD5OfnE4lEaG5uZs2aNaxZs0bDSURE5F1p3qcFdM6dAEquvk4n3Zudcz1m9jjwJTP7Z6ZukBxwzrWb2dPAf5txo+SdwB/Nc+gi8hZlZ2cTDocpLS3lfe97H+3t7dTX1zMxMcFnP/tZ+vr6eOWVV9i/fz87d+7k9ttvZ9++fYyMjLB9+3ZOnTqF3+/nwx/+MGZGPB5n48aNb/7BIiIiC8hCm4f7J8BHgXPAKPAbAM65hJn9KXAovd83nHOJzIQoIm9FNBqlv7+f3t5eSkpKuO+++3jssccYHx/nwQcf5BOf+AShUIhUKkV3dzf19fXcf//9tLS00NXVxaZNm4jFYgwNDZFKpSgoKMj0IYmIiLwlGV9p0jlX5ZzrST93zrkvOudqnHO1zrnDM/b7tnNuWfrxj5mLWETeimg0itfrZenSpYTDYU6cOMHv/M7v0NTUxMMPP0x3d/f0SpN79+5ly5Yt9PT00N7ezrJly1i9ejUej0dzb4uIyLtWxhNuEXlvi0ajpFIpUqkUsViMpUuXcvjwYe6++25SqRTf+c536O3tJRKJkJWVRVlZGa+++irRaHR6WsGxsTEuXbpELBbL9OGIiIi8ZQttSImIvMf4/X58Ph91dXXU19dTUVFBMpkkkUgQi8VIpVI88cQT+Hw+qquraWhoIBKJEIlEqKmpwePxcPjw4ekechERkXcb9XCLyJyLRqMMDQ2xY8cORkdHp5d2Ly0tpbu7m61bt1JYWMjQ0BAFBQXT47Srq6s5ceIEgUCAZcuWZfgoRERE3h4l3CIy56LRKH19fXi9XrZt20ZhYSGHDx9mzZo13HbbbfzsZz8jEAgwNjZGLBYjEAhQUVFBZ2cniUSCurq6TB+CiIjI26aEW0TmXHFxMR0dHXR2dpKdnc2OHTsoKyvjscceY+3atdx///1cuHCB2267jcuXLzM+Pk5hYSENDQ3ccsstZGdr9JuIiLx7KeEWkTkXDAbZsmUL9fX1NDU14fF4+PjHP04ymeSZZ56hurqar3zlKwwPDxMMBolEIjQ0NLB+/Xry8vIyHb6IiMg7ooRbROZFJBLhtttuo7Ozk8OHp2b8/PjHP05bWxsvv/wy7e3tTExMMDw8zNDQELFYjNLS0gxHLSIi8s4p4RaReeP3+9mxYwc+n499+/YRDodZvnw5yWSSV155hVAoRCKRIBQKsXLlykyHKyIiMiuUcIvIvPJ4PKxbt46amhpeeuklCgsLMTO2bt3K+fPn8fl8bNy4ETPLdKgiIiKzQgm3iGREZWUlW7ZsIR6Pk0gkqK+vp7W1lV27duH1ejMdnoiIyKxRwi0iGXN1XHc4HGbfvn188IMfJBQKZTosERGRWaW5tkQko/x+P7t27aKmpoalS5dmOhwREZFZp4RbRDLO4/FQU1OT6TBERETmhIaUiIiIiIjMISXcIiIiIiJzSAm3iIiIiMgcUsItIiIiIjKHlHCLiIiIiMwhJdwiIiIiInNICbeIiIiIyBxSwi0iIiIiMoeUcIuIiIiIzCEl3CIiIiIic0gJt4iIiIjIHFLCLSIiIiIyh5Rwi4iIiIjMIXPOZTqGOWNm3cClDH18EdCToc+WN6a2WbjUNguT2mXhUtssXGqbhWuu2maJc674Whve0wl3JpnZYefc5kzHIa+ntlm41DYLk9pl4VLbLFxqm4UrE22jISUiIiIiInNICbeIiIiIyBxSwj13Hsp0AHJdapuFS22zMKldFi61zcKltlm45r1tNIZbRERERGQOqYdbRERERGQOKeGeJWZ2v5mdMrOUmV33zlcz+4iZnTWzc2b2h/MZ483KzKJm9qyZNaX/jVxnvytmdiz9eHy+47xZvNk1YGY+M/uX9PYDZlY1/1HenG6gbX7dzLpnXCe/nYk4bzZm9m0z6zKzk9fZbmb2V+l2qzezjfMd483qBtrmdjMbmHHNfG2+Y7xZmVmFmf3UzBrS+dnvX2Ofebt2lHDPnpPAJ4EXr7eDmWUBfwv8ErAa+IyZrZ6f8G5qfwg875xbDjyffn0tY865uvTjnvkL7+Zxg9fAbwF9zrllwF8A/31+o7w5vYXvp3+ZcZ08PK9B3ry+A3zkDbb/ErA8/fg88HfzEJNM+Q5v3DYA+2ZcM9+Yh5hkyiTwH51zq4BtwBev8Z02b9eOEu5Z4pxrcM6dfZPdtgDnnHMXnHPjwD8D9859dDe9e4Hvpp9/F/hEBmO52d3INTCzvX4A3GFmNo8x3qz0/bRAOedeBBJvsMu9wD+5KfuBAjNbPD/R3dxuoG0kQ5xz7c65o+nnQ0ADUP6a3ebt2lHCPb/KgdYZr1/l9Y0vs2+Rc64dpi5AoOQ6+/nN7LCZ7TczJeVz40augel9nHOTwABQOC/R3dxu9PvpU+mfXn9gZhXzE5q8Cf1tWdi2m9lxM9ttZmsyHczNKD00cQNw4DWb5u3ayZ6LSt+rzOw5oPQam77qnPvxjVRxjTJNEzML3qht3kI1lc65uJktBV4wsxPOufOzE6Gk3cg1oOskM27kvD8BfN85d9nMfo+pXyI+NOeRyZvRNbNwHWVque9hM/so8BhTwxdknphZHvAo8B+cc4Ov3XyNt8zJtaOE+y1wzu16h1W8CszsEYoB8XdYp/DGbWNmnWa22DnXnv6pqOs6dcTT/14wsz1M/W9YCffsupFr4Oo+r5pZNhBGP9nOhzdtG+dc74yX/4DG1y8U+tuyQM1M8JxzPzGz/21mRc65nkzGdbMwMy9Tyfb/c8798Bq7zNu1oyEl8+sQsNzMqs0sB/g0oNkw5t7jwOfSzz8HvO7XCDOLmJkv/bwIuBU4PW8R3jxu5BqY2V73AS84LRgwH960bV4ztvEepsZESuY9DvxaesaFbcDA1WF0kllmVnr1HhQz28JU3tX7xu+S2ZA+7/8HaHDO/a/r7DZv1456uGeJmf0y8NdAMfCkmR1zzt1lZmXAw865jzrnJs3sS8DTQBbwbefcqQyGfbP4JvCvZvZbQAtwP4BNTd/4e8653wZWAX9vZimmvhC/6ZxTwj3LrncNmNk3gMPOuceZ+oL8npmdY6pn+9OZi/jmcYNt82Uzu4epu/8TwK9nLOCbiJl9H7gdKDKzV4GvA14A59y3gJ8AHwXOAaPAb2Qm0pvPDbTNfcC/M7NJYAz4tDoQ5s2twGeBE2Z2LF32x0AlzP+1o5UmRURERETmkIaUiIiIiIjMISXcIiIiIiJzSAm3iIiIiMgcUsItIiIiIjKHlHCLiIiIiMwhJdwiIiIiInNICbeIyBwxs0IzO5Z+dJhZ24zXL83RZ24ws4ff4nseNrPV6ecX04s/YWbD6X/LzOwHsx/t22Nmf2Jmf5B+/udmpuXlRWRB08I3IiJzJL0Ueh1MJYnAsHPuz+f4Y/8Y+LO38ob04k9vtD3O1AIeC9FfM7XM/AuZDkRE5HrUwy0ikgEzeo9vN7O9ZvavZtZoZt80s18xs4NmdsLMatL7FZvZo2Z2KP249Rp15gPrnHPH06//xMy+a2bPpHuuP2lm/yNd71Nm5k3vtye98ur1Yq0ys5Pp52vSsR0zs3ozW54u/9UZ5X9vZlnp8o+Y2VEzO25mz6fLomb2WPr9+81s3Yx4v52O54KZfXlGDF81s7Nm9hyw8mq5c+4SUGhmpe+oQURE5pASbhGRzFsP/D5Qy9RSxCucc1uAh4F/n97nL4G/cM7dAnwqve21NgMnX1NWA9wN3Av8X+CnzrlappaZvvttxPp7wF865+rSn/eqma0CHgRuTZdfAX7FzIqZ6n3+lHNuPXB/uo7/CrzinFvHVI/8P82o/33AXcAW4Otm5jWzTcCngQ3AJ4FbXhPTUaaWcRYRWZA0pEREJPMOOefaAczsPPBMuvwE8MH0813AajO7+p6QmeU754Zm1LMY6H5N3budcxNmdgLIAp6aUXfV24j1ZeCrZhYDfuicazKzO4BNwKF0fAGgC9gGvOicawZwziXSdexk6j8NOOdeSI91D6e3PemcuwxcNrMuYBFwG/Aj59wogJk9/pqYuoCyt3EsIiLzQgm3iEjmXZ7xPDXjdYqff097gO3OubE3qGcM8F+rbudcyswmnHPuGnXfMOfcI2Z2gKne8afN7LcBA77rnPujmfua2T2Au0Y1do2yq/vNPBdXZsR4rXqu8jN17CIiC5KGlIiIvDs8A3zp6gszq7vGPg3AsrkMwsyWAhecc38FPA6sA54H7jOzkvQ+UTNbwlRv+AfMrPpqebqaF4FfSZfdDvQ45wbf4GNfBH7ZzALpceoff832Fbx+KI2IyIKhHm4RkXeHLwN/a2b1TH13v8jUeOppzrkzZha+xlCT2fQg8KtmNgF0AN9wziXM7D8Dz5iZB5gAvuic229mnwd+mC7vAj4M/Anwj+ljGQU+90Yf6Jw7amb/AhwDLgH7rm5L3/i5DDg8y8cpIjJr7Oe/LoqIyLudmX0FGHLOvaW5uN+tzOyXgY3Ouf+S6VhERK5HQ0pERN5b/o5fHAf9XpcN/M9MByEi8kbUwy0iIiIiMofUwy0iIiIiMoeUcIuIiIiIzCEl3CIiIiIic0gJt4iIiIjIHFLCLSIiIiIyh/4/9ld2PhigxbkAAAAASUVORK5CYII=n”, “text/plain”: [

“<Figure size 864x432 with 1 Axes>”

]

}, “metadata”: {

“needs_background”: “light”

}, “output_type”: “display_data”

}

], “source”: [

“plot_waveforms(cutouts, fs, pre, post, n=250)”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“From this waveform overlay it seems clear that the spikes we are seeing stem from (at least) two different neurons. In order to determine, which spikes stem from the same neuron, we need to analyze these cutouts further. “

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“## Feature Extractionn”, “n”, “We would expect that we should be able to distinguish the spikes from different neurons based on the shape of the spike waveform. So we now need a way to find a good representation of the waveform shape. “Good” means in this case that the result should be well separable, i.e. that similar waveforms are represented close to each other and far away from dissimilar waveforms. In addition, the representation should have as few dimensions as possible because the clustering step tends to work better if there aren’t too many dimensions involved.n”, “n”, “This is commonly called the Feature Extraction step.”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“We could try to manually design some features that seem useful. For example, we could take the minimum and maximum amplitude and try to work with those:”

]

}, {

“cell_type”: “code”, “execution_count”: 18, “metadata”: {}, “outputs”: [

{
“data”: {

“image/png”: 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n”, “text/plain”: [

“<Figure size 576x576 with 1 Axes>”

]

}, “metadata”: {

“needs_background”: “light”

}, “output_type”: “display_data”

}

], “source”: [

“min_amplitude = np.amin(cutouts, axis=1)n”, “max_amplitude = np.amax(cutouts, axis=1)n”, “n”, “_ = plt.figure(figsize=(8,8))n”, “_ = plt.plot(min_amplitude*1e6, max_amplitude*1e6,’.’)n”, “_ = plt.xlabel(‘Min. Amplitude (%s)’ % ureg.uV)n”, “_ = plt.ylabel(‘Max. Amplitude (%s)’ % ureg.uV)n”, “_ = plt.title(‘Min/Max Spike Amplitudes’)n”, “n”, “plt.show()”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“We can directly see some distinct clusters in this plot which might represent spikes from different neuronal sources, but a lot of spikes are closely bunched together in the lower right corner. Taking only the minimum and maximum amplitude might be a bit too simplistic, because for example judging from the cutout overlay plot, the maximum can happen before or after time point 0 and with similar values. Using the amplitude alone won’t differentiate between these different shapes. n”, “n”, “More sophisticated feature design could remedy this, but there are also more general feature extraction methods available that require less manual interaction. A widespread method for this is principal component analysis ([PCA](https://scikit-learn.org/stable/modules/generated/sklearn.decomposition.PCA.html)). It finds a linear transformation of the data into principal component space, thereby decorrelating the data. Because each principle component (PC) explains as much variance in the data as possible (while being orthogonal to all previous principal components), we can use the explained variance as a measure of the “importance” of each PC. This will help us decide, how many dimensions (= PCs) we need to keep.”

]

}, {

“cell_type”: “code”, “execution_count”: 19, “metadata”: {}, “outputs”: [

{
“data”: {
“text/plain”: [
“PCA(copy=True, iterated_power=’auto’, n_components=None, random_state=None,n”, ” svd_solver=’auto’, tol=0.0, whiten=False)”

]

}, “execution_count”: 19, “metadata”: {}, “output_type”: “execute_result”

}, {

“name”: “stdout”, “output_type”: “stream”, “text”: [

“[4.95861981e-01 1.86792909e-01 1.07960458e-01 4.92467665e-02n”, ” 3.92615578e-02 2.43178104e-02 1.54772580e-02 1.42838769e-02n”, ” 1.32672412e-02 9.07951432e-03 6.22540386e-03 5.76332370e-03n”, ” 5.09706162e-03 4.57872079e-03 3.37948805e-03 2.88224864e-03n”, ” 2.35134998e-03 2.00488981e-03 1.77034798e-03 1.47102577e-03n”, ” 1.18203490e-03 1.06396539e-03 9.34307355e-04 7.84827463e-04n”, ” 7.03255677e-04 6.52196920e-04 5.41354290e-04 4.90419984e-04n”, ” 4.14199911e-04 3.63004816e-04 3.04959856e-04 2.61099008e-04n”, ” 2.01444988e-04 1.66950952e-04 1.47071914e-04 1.26653755e-04n”, ” 1.01048377e-04 8.93055456e-05 7.27223316e-05 6.06567333e-05n”, ” 4.77039212e-05 3.97085398e-05 3.42875628e-05 2.63952644e-05n”, ” 2.20130932e-05 1.76933484e-05 1.45767003e-05 1.18268421e-05n”, ” 9.58967283e-06 7.92411460e-06 6.38193314e-06 4.95505369e-06n”, ” 4.30927163e-06 3.46774565e-06 2.74747862e-06 2.31670474e-06n”, ” 1.79492225e-06 1.49837614e-06 1.21960289e-06 9.88322222e-07n”, ” 8.03217275e-07 6.44498157e-07 5.51653989e-07 3.94522000e-07n”, ” 3.29783060e-07 2.69825823e-07 2.18465142e-07 1.66291769e-07n”, ” 1.33458366e-07 1.05186644e-07 8.99273536e-08 6.69644259e-08n”, ” 6.31986343e-08 3.59873090e-08 1.45556845e-08]n”

]

}

], “source”: [

“scaler = StandardScaler()n”, “scaled_cutouts = scaler.fit_transform(cutouts)n”, “n”, “pca = PCA()n”, “pca.fit(scaled_cutouts)n”, “print(pca.explained_variance_ratio_)”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“Thus, the first 2 PCs together explain 49.6 % + 18.7 % = 67.3 % of the variance in the data. This might be enough, so we will now project our cutouts on the first 2 PCs, giving us only 2 coefficients for each spike: The weight of the 1st and the 2nd PC. These coefficients are dimensionless.”

]

}, {

“cell_type”: “code”, “execution_count”: 20, “metadata”: {}, “outputs”: [

{
“data”: {

“image/png”: 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n”, “text/plain”: [

“<Figure size 576x576 with 1 Axes>”

]

}, “metadata”: {

“needs_background”: “light”

}, “output_type”: “display_data”

}

], “source”: [

“pca.n_components = 2n”, “transformed = pca.fit_transform(scaled_cutouts)n”, “n”, “_ = plt.figure(figsize=(8,8))n”, “_ = plt.plot(transformed[:,0], transformed[:,1],’.’)n”, “_ = plt.xlabel(‘Principal Component 1’)n”, “_ = plt.ylabel(‘Principal Component 2’)n”, “_ = plt.title(‘PC1 vs PC2’)n”, “n”, “plt.show()”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“Here we can see 4 quite well defined clusters in the dataset. Out of curiosity, we can also test what happens if we take the first 3 PCs instead of 2 (although this makes the visualization a bit more tricky):”

]

}, {

“cell_type”: “code”, “execution_count”: 21, “metadata”: {}, “outputs”: [

{
“data”: {

“image/png”: 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n”, “text/plain”: [

“<Figure size 1080x360 with 3 Axes>”

]

}, “metadata”: {

“needs_background”: “light”

}, “output_type”: “display_data”

}

], “source”: [

“pca.n_components = 3n”, “transformed_3d = pca.fit_transform(scaled_cutouts)n”, “n”, “_ = plt.figure(figsize=(15,5))n”, “_ = plt.subplot(1, 3, 1)n”, “_ = plt.plot(transformed_3d[:,0], transformed_3d[:,1],’.’)n”, “_ = plt.xlabel(‘Principal Component 1’)n”, “_ = plt.ylabel(‘Principal Component 2’)n”, “_ = plt.title(‘PC1 vs PC2’)n”, “_ = plt.subplot(1, 3, 2)n”, “_ = plt.plot(transformed_3d[:,0], transformed_3d[:,2],’.’)n”, “_ = plt.xlabel(‘Principal Component 1’)n”, “_ = plt.ylabel(‘Principal Component 3’)n”, “_ = plt.title(‘PC1 vs PC3’)n”, “_ = plt.subplot(1, 3, 3)n”, “_ = plt.plot(transformed_3d[:,1], transformed_3d[:,2],’.’)n”, “_ = plt.xlabel(‘Principal Component 2’)n”, “_ = plt.ylabel(‘Principal Component 3’)n”, “_ = plt.title(‘PC2 vs PC3’)n”, “plt.show()”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“## Clusteringn”, “n”, “Now to the final step: Finding clusters in the feature space and assigning each spike to its closest cluster. There are [many, many](https://scikit-learn.org/stable/modules/clustering.html) clustering algorithms out there, but we will use a very simple one: A Gaussian Mixture Model ([GMM](https://scikit-learn.org/stable/modules/generated/sklearn.mixture.GaussianMixture.html#sklearn.mixture.GaussianMixture)). Of course, GMMs have their drawbacks (number of clusters must be specified, many parameters to fit, don’t scale very well), but for our case they might be sufficient.n”, “n”, “Judging from our plot, 4 clusters might be sufficient as a description of the data. The initialization of a GMM can have a lot of influence on the output, so it is possible that you need to fit the GMM multiple times in order to find a good fit.”

]

}, {

“cell_type”: “code”, “execution_count”: 23, “metadata”: {}, “outputs”: [

{
“data”: {

“image/png”: 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”, “text/plain”: [

“<Figure size 576x576 with 1 Axes>”

]

}, “metadata”: {

“needs_background”: “light”

}, “output_type”: “display_data”

}

], “source”: [

“n_components = 4n”, “gmm = GaussianMixture(n_components=n_components, n_init=10)n”, “labels = gmm.fit_predict(transformed)n”, “n”, “_ = plt.figure(figsize=(8,8))n”, “for i in range(n_components):n”, ” idx = labels == in”, ” _ = plt.plot(transformed[idx,0], transformed[idx,1],’.’)n”, ” _ = plt.title(‘Cluster assignments by a GMM’)n”, ” _ = plt.xlabel(‘Principal Component 1’)n”, ” _ = plt.ylabel(‘Principal Component 2’)n”, ” _ = plt.axis(‘tight’)n”, “plt.show()”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“Once we’ve found a sensible clustering, we can now go back and check the waveforms in the different clusters”

]

}, {

“cell_type”: “code”, “execution_count”: 24, “metadata”: {}, “outputs”: [

{
“data”: {

“image/png”: 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n”, “text/plain”: [

“<Figure size 576x576 with 1 Axes>”

]

}, “metadata”: {

“needs_background”: “light”

}, “output_type”: “display_data”

}

], “source”: [

“_ = plt.figure(figsize=(8,8))n”, “for i in range(n_components):n”, ” idx = labels == in”, ” color = plt.rcParams[‘axes.prop_cycle’].by_key()[‘color’][i]n”, ” plot_waveforms(cutouts[idx,:], fs, pre, post, n=100, color=color, show=False)n”, “plt.show()”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“This concludes this short tutorial on neuronal data analysis with the McsPyDataTools package.”

]

}

], “metadata”: {

“kernelspec”: {
“display_name”: “Python 3”, “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”: “3.7.0”

}

}, “nbformat”: 4, “nbformat_minor”: 2

}