{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Processing EEG and MEG data in Python using mne-python\n", "=============================\n", "\n", "###Authors:\n", "* Mainak Jas (plotly figures)\n", "* Alexandre Gramfort and Denis Engemann (original tutorial)\n", "\n", "[MNE-Python](http://martinos.org/mne/stable/mne-python.html) is a software package for processing [MEG](http://en.wikipedia.org/wiki/Magnetoencephalography)/[EEG](http://en.wikipedia.org/wiki/Electroencephalography) data.\n", "\n", "The first step to get started, ensure that mne-python is installed on your computer:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import mne # If this line returns an error, uncomment the following line\n", "# !easy_install mne --upgrade" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us make the plots inline and import numpy to access the array manipulation routines" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# add plot inline in the page\n", "%matplotlib inline\n", "import numpy as np" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We set the log-level to 'WARNING' so the output is less verbose" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "mne.set_log_level('WARNING')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Access raw data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we import the MNE sample dataset. If you don't already have it, it will be downloaded automatically (but be patient as it is approximately 2GB large)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from mne.datasets import sample\n", "data_path = sample.data_path()\n", "\n", "raw_fname = data_path + '/MEG/sample/sample_audvis_filt-0-40_raw.fif'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Read data from file:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "raw = mne.io.Raw(raw_fname, preload=False)\n", "print(raw)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The data gets stored in the `Raw` object. If `preload` is `False`, only the header information is loaded into memory and the data is loaded on-demand, thus saving RAM.\n", "\n", "The `info` dictionary contains all measurement related information: the list of bad channels, channel locations, sampling frequency, subject information etc. The `info` dictionary is also available to the `Epochs` and `Evoked` objects." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "print(raw.info)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Look at the channels in raw:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['MEG 0113', 'MEG 0112', 'MEG 0111', 'MEG 0122', 'MEG 0123']\n" ] } ], "source": [ "print(raw.ch_names[:5])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The raw object returns a numpy array when sliced" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(376, 10)\n" ] } ], "source": [ "data, times = raw[:, :10]\n", "print(data.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Read and plot a segment of raw data" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(306, 2252)\n", "(2252,)\n", "(99.997504185773124, 114.98880501309083)\n" ] } ], "source": [ "start, stop = raw.time_as_index([100, 115]) # 100 s to 115 s data segment\n", "data, times = raw[:306, start:stop]\n", "print(data.shape)\n", "print(times.shape)\n", "print(times.min(), times.max())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "MNE-Python provides a set of helper functions to select the channels by type (see [here](http://imaging.mrc-cbu.cam.ac.uk/meg/VectorviewDescription#Magsgrads) for a brief overview of channel types in an MEG system). For example, to select only the magnetometer channels, we do this:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 2 5 8 11 14 17 20 23 26 29 32 35 38 41 44 47 50 53\n", " 56 59 62 65 68 71 74 77 80 83 86 89 92 95 98 101 104 107\n", " 110 113 116 119 122 125 128 131 134 137 140 143 146 149 152 155 158 161\n", " 164 167 170 173 176 179 182 185 188 191 194 197 200 203 206 209 212 215\n", " 218 221 224 227 230 233 236 239 242 245 248 251 254 257 260 263 266 269\n", " 272 275 278 281 284 287 290 293 296 299 302 305]\n" ] } ], "source": [ "picks = mne.pick_types(raw.info, meg='mag', exclude=[])\n", "print(picks)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similarly, `mne.mne.pick_channels_regexp` lets you pick channels using an arbitrary regular expression and `mne.pick_channels` allows you to pick channels by name. Bad channels are excluded from the selection by default.\n", "\n", "Now, we can use picks to select magnetometer data and plot it. The matplotlib graph can be converted into an interactive one using Plotly with just one line of code:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "picks = mne.pick_types(raw.info, meg='mag', exclude=[])\n", "data, times = raw[picks[:10], start:stop]\n", "\n", "import matplotlib.pyplot as plt\n", "import plotly.plotly as py\n", "\n", "plt.plot(times, data.T)\n", "plt.xlabel('time (s)')\n", "plt.ylabel('MEG data (T)')\n", "\n", "update = dict(layout=dict(showlegend=True), data=[dict(name=raw.info['ch_names'][p]) for p in picks[:10]])\n", "py.iplot_mpl(plt.gcf(), update=update)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But, we can also use MNE-Python's interactive data browser to get a better visualization:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Ro0bJhAkTwgJHgfYGc/z4cTnvvPPkk08+sR4sXd1Dhw6VyZMni4jIqVOnZN26dVq6N998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\nzrdUj2B91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EIIIYQQQgghhADATxOU3eZVi08cEUIIIYQQQgghhBAlfOKIEEIICZBK3f6e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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "raw.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us do the same using Plotly. First, we import the required classes" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from plotly import tools\n", "from plotly.graph_objs import Layout, YAxis, Scatter, Annotation, Annotations, Data, Figure, Marker, Font" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we get the data for the first 10 seconds in 20 gradiometer channels" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": true }, "outputs": [], "source": [ "picks = mne.pick_types(raw.info, meg='grad', exclude=[])\n", "start, stop = raw.time_as_index([0, 10])\n", "\n", "n_channels = 20\n", "data, times = raw[picks[:n_channels], start:stop]\n", "ch_names = [raw.info['ch_names'][p] for p in picks[:n_channels]]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we create the plotly graph by creating a separate subplot for each channel" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "step = 1. / n_channels\n", "kwargs = dict(domain=[1 - step, 1], showticklabels=False, zeroline=False, showgrid=False)\n", "\n", "# create objects for layout and traces\n", "layout = Layout(yaxis=YAxis(kwargs), showlegend=False)\n", "traces = [Scatter(x=times, y=data.T[:, 0])]\n", "\n", "# loop over the channels\n", "for ii in range(1, n_channels):\n", " kwargs.update(domain=[1 - (ii + 1) * step, 1 - ii * step])\n", " layout.update({'yaxis%d' % (ii + 1): YAxis(kwargs), 'showlegend': False})\n", " traces.append(Scatter(x=times, y=data.T[:, ii], yaxis='y%d' % (ii + 1)))\n", "\n", "# add channel names using Annotations\n", "annotations = Annotations([Annotation(x=-0.06, y=0, xref='paper', yref='y%d' % (ii + 1),\n", " text=ch_name, font=Font(size=9), showarrow=False)\n", " for ii, ch_name in enumerate(ch_names)])\n", "layout.update(annotations=annotations)\n", "\n", "# set the size of the figure and plot it\n", "layout.update(autosize=False, width=1000, height=600)\n", "fig = Figure(data=Data(traces), layout=layout)\n", "py.iplot(fig, filename='shared xaxis')" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "We can look at the list of bad channels from the ``info`` dictionary" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[u'MEG 2443', u'EEG 053']" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "raw.info['bads']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Save a segment of 150s of raw data (MEG only):" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [], "source": [ "picks = mne.pick_types(raw.info, meg=True, eeg=False, stim=True, exclude=[])\n", "raw.save('sample_audvis_meg_raw.fif', tmin=0., tmax=150., picks=picks, overwrite=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Filtering is as simple as providing the low and high cut-off frequencies. We can use the `n_jobs` parameter to filter the channels in parallel." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(13.0, 30.0)\n" ] } ], "source": [ "raw_beta = mne.io.Raw(raw_fname, preload=True) # reload data with preload for filtering\n", "\n", "# keep beta band\n", "raw_beta.filter(13.0, 30.0, method='iir', n_jobs=-1)\n", "\n", "# save the result\n", "raw_beta.save('sample_audvis_beta_raw.fif', overwrite=True)\n", "\n", "# check if the info dictionary got updated\n", "print(raw_beta.info['highpass'], raw_beta.info['lowpass'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Define and read epochs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First extract events. Events are typically extracted from the trigger channel, which in our case is `STI 014`. In the sample dataset, there are [5 possible event-ids](http://martinos.org/mne/stable/manual/sampledata.html#babdhifj): 1, 2, 3, 4, 5, and 32." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[6994 0 2]\n", " [7086 0 3]\n", " [7192 0 1]\n", " [7304 0 4]\n", " [7413 0 2]]\n" ] } ], "source": [ "events = mne.find_events(raw, stim_channel='STI 014')\n", "print(events[:5]) # events is a 2d array" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Events is a 2d array where the first column contains the sample index when the event occurred. The second column contains the value of the trigger channel immediately before the event occurred. The third column contains the event-id.\n", "\n", "Therefore, there are around 73 occurences of the event with event-id 2." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "73" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(events[events[:, 2] == 2])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And the total number of events in the dataset is 319" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "319" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(events)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can index the channel name to find it's position among all the available channels" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "312" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "raw.ch_names.index('STI 014')" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [], "source": [ "raw = mne.io.Raw(raw_fname, preload=True) # reload data with preload for filtering\n", "raw.filter(1, 40, method='iir')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us plot the trigger channel as an interactive plot:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d, t = raw[raw.ch_names.index('STI 014'), :]\n", "plt.plot(d[0,:1000])\n", "py.iplot_mpl(plt.gcf())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also plot the events using the `plot_events` function." ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "event_ids = ['aud_l', 'aud_r', 'vis_l', 'vis_r', 'smiley', 'button']\n", "fig = mne.viz.plot_events(events, raw.info['sfreq'], raw.first_samp, show=False)\n", "\n", "# convert plot to plotly\n", "update = dict(layout=dict(showlegend=True), data=[dict(name=e) for e in event_ids])\n", "py.iplot_mpl(plt.gcf(), update=update)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Define epochs parameters:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [], "source": [ "event_id = dict(aud_l=1, aud_r=2) # event trigger and conditions\n", "tmin = -0.2 # start of each epoch (200ms before the trigger)\n", "tmax = 0.5 # end of each epoch (500ms after the trigger)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "{'aud_l': 1, 'aud_r': 2}" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "event_id" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Mark two channels as bad:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['MEG 2443', 'EEG 053']\n" ] } ], "source": [ "raw.info['bads'] = ['MEG 2443', 'EEG 053']\n", "print(raw.info['bads'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The variable raw.info[‘bads’] is just a python list.\n", "\n", "Pick the good channels:" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [], "source": [ "picks = mne.pick_types(raw.info, meg=True, eeg=True, eog=True,\n", " stim=False, exclude='bads')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Alternatively one can restrict to magnetometers or gradiometers with:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [], "source": [ "mag_picks = mne.pick_types(raw.info, meg='mag', eog=True, exclude='bads')\n", "grad_picks = mne.pick_types(raw.info, meg='grad', eog=True, exclude='bads')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Define the baseline period for baseline correction:" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [], "source": [ "baseline = (None, 0) # means from the first instant to t = 0" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Define peak-to-peak rejection parameters for gradiometers, magnetometers and EOG. If the data in any channel exceeds these thresholds, the corresponding epoch will be rejected:" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false }, "outputs": [], "source": [ "reject = dict(grad=4000e-13, mag=4e-12, eog=150e-6)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we create epochs from the `raw` object. The epochs object allows storing data of fixed length around the events which are supplied to the `Epochs` constructor. " ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [], "source": [ "epochs = mne.Epochs(raw, events, event_id, tmin, tmax, proj=True,\n", " picks=picks, baseline=baseline, reject=reject)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let us compute what channels contribute to epochs rejection. The drop log stores the epochs dropped and the reason they were dropped. Refer to the MNE-Python documentation for further details:" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from mne.fixes import Counter\n", "\n", "# drop bad epochs\n", "epochs.drop_bad_epochs()\n", "drop_log = epochs.drop_log\n", "\n", "# calculate percentage of epochs dropped for each channel\n", "perc = 100 * np.mean([len(d) > 0 for d in drop_log if not any(r in ['IGNORED'] for r in d)])\n", "scores = Counter([ch for d in drop_log for ch in d if ch not in ['IGNORED']])\n", "ch_names = np.array(list(scores.keys()))\n", "counts = 100 * np.array(list(scores.values()), dtype=float) / len(drop_log)\n", "order = np.flipud(np.argsort(counts))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And now we can use Plotly to show the statistics:" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from plotly.graph_objs import Data, Layout, Bar, YAxis, Figure\n", "\n", "data = Data([\n", " Bar(\n", " x=ch_names[order],\n", " y=counts[order]\n", " )\n", "])\n", "layout = Layout(title='Drop log statistics', yaxis=YAxis(title='% of epochs rejected'))\n", "\n", "fig = Figure(data=data, layout=layout)\n", "py.iplot(fig)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And if you want to keep all the information about the data you can save your epochs in a fif file:" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [], "source": [ "epochs.save('sample-epo.fif')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Average the epochs to get [Event-related Potential](http://en.wikipedia.org/wiki/Event-related_potential)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [], "source": [ "evoked = epochs.average()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's visualize our event-related potential / field:" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The draw time for this plot will be slow for clients without much RAM.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/mainak/anaconda/lib/python2.7/site-packages/plotly-1.6.17-py2.7.egg/plotly/plotly/plotly.py:1261: UserWarning:\n", "\n", "Estimated Draw Time Slow\n", "\n" ] }, { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fig = evoked.plot(show=False) # butterfly plots\n", "update = dict(layout=dict(showlegend=False), data=[dict(name=raw.info['ch_names'][p]) for p in picks[:10]])\n", "py.iplot_mpl(fig, update=update)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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YtWsnK5YuITMzE5+h+HTSGxQUFuL2KdyGQVyFSlrHa29oWK12vXmX08kmzKqd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Sm7d+/waq2cx1jbkzq3Hir4eHsxfUIAC39dxW9rN/DaK60Y1L+UFrPSe6ecj7pEVraVatWq8vGg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\n/f/rPWjh8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Qn40mNavy4fdLSKgZT2LtGvy+/xivz/qcD99+Hat/kLGy1UVyjwt5UbWLvjLU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\nZUhNT6df717c3aUz+w4dITQ0lCf63U/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PS5by4cefgFEf9Nva9Rw+Go+QGlcyMjmXms7p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P5yHtSHkEjK9hFCXg8cNOjHBQsWDPb09Kzl6OjIdb2kEOvoQiAQVRQ0AJuzwOUaGBga4cCePVUW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\nEq2A0qJFixYtXyX/BzU61ApIzO+QAAAAAElFTkSuQmCC\n", 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LljDzy0/xRsXQ5bSzSUyrYQenKEXO5g28+fADM1bNm93veASdiIh6O7nxQdsv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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# topography plots\n", "evoked.plot_topomap(times=np.linspace(0.05, 0.15, 5), ch_type='mag');\n", "evoked.plot_topomap(times=np.linspace(0.05, 0.15, 5), ch_type='grad');\n", "evoked.plot_topomap(times=np.linspace(0.05, 0.15, 5), ch_type='eeg');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Get single epochs for one condition:\n", "\n", "Syntax is `epochs[condition]`" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(55, 365, 106)\n" ] } ], "source": [ "epochs_data = epochs['aud_l'].get_data()\n", "print(epochs_data.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "epochs_data is a 3D array of dimension (55 epochs, 365 channels, 106 time instants)." ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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YVW4mVr/gAKeaamu46r4/uzMJlSJCuqUJXyiKQiaimRTgIlUK2bbdeAMaqtsz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\nh8of6l57UxTZ61pa3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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "evokeds = [epochs[k].average() for k in event_id]\n", "from mne.viz import plot_topo\n", "layout = mne.find_layout(epochs.info)\n", "plot_topo(evokeds, layout=layout, color=['blue', 'orange']);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Compute noise covariance" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(364, 364)\n" ] } ], "source": [ "noise_cov = mne.compute_covariance(epochs, tmax=0.)\n", "print(noise_cov.data.shape)" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/mainak/anaconda/lib/python2.7/site-packages/matplotlib/figure.py:1644: UserWarning:\n", "\n", "This figure includes Axes that are not compatible with tight_layout, so its results might be incorrect.\n", "\n" ] }, { "data": { "image/png": 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RdV5bzVwuPFee3+3DKynLybwiZNpd1o5WQ9bld60S66oBKPQ39is/JXSsGpvP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lodso7AZziGzly1xUjOEXiEukcQRWRkd+LESo2hnMOe/hRtP2Su3CInRb+6pl9C4+Kek+tYus6N\nO/Kc22py/8wWL5vsZ0huBsL/w+KO3TkqHRjLWKzW2lw9mmVbyg+P5wQzpeb5WLrGdWNZvnhmnf6M\noz6LFzs0TZsA3gC8F/gZ+esXTMW/WlpjG7rG1lBGdVjmNxpqAxvvS7KUtFSrvVlts3tHgTPnpddG\ntY3vBYrxNTSRu6Q40jRNJRm1hke97CrmWKte5RkvuMTEL7YCB7HBx8ywob4kmz1jgRhYGY8zhnIJ\nbpTeNjOlJg/PbLHzCiFW1Z+2uaankPquq8f41GCaJcmwe9v1E/z+Rpfy2KvPsH9HHj+M8Ia7Nge2\nqSucXhBFDGYdJuTIxTa7glMMZzh7saSSrsCPsByDRLKLLcvITiXA8mpN2QiYloFu6FjS8CsdF8by\nM3pmdptCLqG0hip+pJI/09JJZh2VKI0MpC4BxILAqcXWBsmsrQq5TtvHckw1Fvlm4kVPJE7Nly/5\nkOZk1yHmLPcKFB2Tzm2xYNNSzwc9LLsU8UXsrc7j6jotElsG811MRszJ/cQJ4Us/0QN0jF08Y++M\naqv3mOL8YmBl3IUA+Nj3XwXAf/grARp8tsModJG1QU83Jv6y9XYDYmR0nKE3U93HrpUGO5+XWXfv\ndYyPH2fsvecQo4tjEGp/T+V/tzxW/EXuPb84lKZ+L4JY/hzTaXtxL3FnJwZnDvdc/5psecfZrtXT\nLepLf3sg3UFscPmkJb0WNL66WKGQsji/1cDQNSpNYVX9+HxZcN1TFgMZm4fmthmXdMw4FktNbFPI\nQZuytQ4wW2qSkfLNsVBUpS1e19A0TixWuGFngbtPtDkrlRrzKZv+jMa5DWG69KorBlmqurT9kFuv\nHKLth2w2PfISE1FM2fzJw3Nce+hdfNdOg8cqPu//wln+yy1T3HX7XoYyDv88W+b33nUDbT/g/rLO\nG67IkbJ07lt3ydqjvP12i9FcgtlSk6GsQyeIGM04HF+pKkdOzw/RNY0zG3U1gsgmTBalA+FQxqHm\nCTlszw8ZyyWouF0FyqQtrkM8NgKva9WdE7P1StOjVG+Ttg0lPpRJWEwPpjm30SBlGxQzNh95cI6j\nk3186fQ6NakvsVhqsV5d4XUHhnng7Ab5lM3UQIrPXKjw4MwWe4eyjGYdHpwvk7FNrh1PcHpDVJmF\nhEgyHl+uCfyEpbPZ/OZVAb/B+F3g58RVUPGCqPiX43K8WHG5I3E5LscLiJgh4PkheUfgIWKQX1xd\nxGMqx9QVpSqbMGnIzQvg3EZDzua7Ftgx8Gwg4wgzL9dnsdRU0s+npWfFkZ0FrhxMCz+JUpNdxTQt\nLzbcEvoUnm8oXMK6NO0Rmg46D5/fopCyeOfLdpKxRRJx8J7f4Y7D7+K2iQQffWSexfU6tx4Z5SMP\nztGfsblx7wCfeGSB33zbYW4e0rhntcM/n1rnpumiYp/0FbvYj/h9CtqmoGcKpcvgksd0rftcodUQ\nslEXLJZeml58/jEV1JAdoZhyWHMF/bLXLjym0Bm6JmW5Te66akwkQ3PbnF2rUXd95TTan3FwpA7H\n7kKSV986xUZTYEBSlk5NnottSNyHtGrfV0yxUm+rc3qxQ9O0NwHrURQd0zTt1c/3nBdKxY+NzOJK\nutP2cRtynGvo2IZOO+qaUgVh1B15egFBEOHJwivX1xVG8jsBhqmrYqnd6lzardA1hvqSeLKbsbhQ\n6YpTRaL1HnczmvU2uq6pscGmvC/ipLzm+srY8dBwhiCKeOirSwCsaxobFZeMLHxqrs/p2W0KcrSe\ntU025+axEqLrYCbS+LJcr+0fVIZ20DWWa/Yo/ZbkfQCCtdGS79Fzu+wWEONevxOoa9Vp+9RlJy+O\nuAAT7z1Q18uT1y4GZt5yZJT9wxk+L8f8qxVXFYLtVod6uaUKvlfsK/JPzY4q2CcG05w+t6UKzl7g\nabvl4zY6l4zov9G4nEhcjsvxAiJpG9Rdn3LTI5+0mOxL8eRShZft6lO0xSCM2DeUEe387SYr5RY3\nTPbjmDr3nF6n5vrcuGeArPR36JMLyLwE6w1lHRKmzjnpfugYOsWUTT5l89jFEr/wmr185swGv/Da\naWZKLUqtDvMlsYFO9KeoS1XIgYyNpevKgKqQsgS1s9lhaaNB/y1TrDU6vP8LZ7nj8Lv4L6Ml/uex\nkIn+JBVJYwWRGK1X27hNj9+65zyv2FdkbrPBeF8Sx9TZVUxTbnY4v9lgo+pyzc4+5TRq6BrtQCRd\n9YTJQMYmlzDJSTG2dhCSdUyCTEQuYVL3AvYW0+woJElZXcfS8UJCUUFjBVBAaFoUkoznHGalb8aR\n8TxhBNutDtODadpBSDsI+e3vPMC9F7c5PJwl75jsHcrwxgMjGBo8vFDm9r1FZsstap7PI4sVgijH\nUrXNVy5scmQ8z8xWk8VSk5fvGaATRJRbHQbTNp89tykkv/3wEmXHFzFuAt6sadobgASQ0zTto7xA\nKj7AP/7J7wCgaRDl9jF65AZAbNrxaMPvhM9JAGYubis8VirvYBi6chdenS2r51qOgaZ31RdTOQcn\naVGVbIOdOwu8Yl9R0X/vM3Uef1iI5CXSFs1KU7E2UvkMmq4pLEIU+qQzDlNDoqucTZg8LIUKgyhi\nspCktCQ6z15tG6+1j+K4uN8+dW6T5WeOYWcFtmdzo05jfQHTEYmFbtq4FYFFmt03BqBYG0EQ0jec\nVgmCaen4XsCWtDfoH06rzvDWSpW+kSw5STsdLqZZWa+rDd/vhHTavurQpnIJ1cEVHfiwa0fQ9Kj3\nsDSue+OVbDY91Q3eVUzzkDTrc5sd3IZHSnaA/+HYMotnt9TrOI5Js94mlNgVr4dmu/X0Fwmri+jm\nN98h1l5MLr+madGNv/7FS1r58Ru47moxdz3bowexuSRNUuSFuv1lO9RjMcAm1mLYXO6qIsZAnvgG\n7NVxd5Li4oxMitHIr73loHoszmZjO/DYOwOgvC6O3zcixgv5HtDOgPzg/+htYtzx5R7PiDnZfr3v\ntLgpYw8N6GpL+D2KenEUJDisV/411oP4yVv2AF0TF4C/PyYy79kF8dqxrwagLGzHpNTnaM+5v2qf\nmJGeXBYg116J3JpcGGpyjtir4xHfJ/EYI9WjVjolAVunpCZIr1rm4R3SB0WCTzd6XBLvODLCz968\nlyiKXtKygJqmRb/yuVOqEhrJOcz3qJnGo40YuR+7Xdqm0OgvpGyZaIQUUjYX1usKYxFX0UnbVO3/\nphdQaXrcvLfIZrPDmVVBX6y7PncdHuF995yn0uww0Z9UrxlX8RP9KWqusAF3pGIlwJUjOY4vlkna\nJtftFCJZjqlz20SCPzq2yY/vCfiVYz7HZrfZP5ZVipf9GYevnNngHTft4qqRHCfX63z2xCr7RrK0\n5fnmpB5DWVZdsfJmIWmx1fAU+2Iol1CdmsmBFM1OoKiWWcdkvdbmgvwupmyD0UKSxVKT6ZEs/UmL\npYpgWmQck3pbyPombYNDY3lcP+TiZp2BjMNQxmGl6pJJmKQsg7NrNd58cATH1Dm31VQyzNMjWSZy\nCTabHcIoopiy2ZFPMJKxWa61WWt4pCyD9XpbaVrESpauHzJZSLJQcZVA1g/fuPtf7V7WNO0W4N1R\nFN2padpvAltRFP2GpmnvAQpRFD0HI6FpWvSPp1bVv2/ZmeNvTop1akOaqwEMpm1cP2RWyr8fm93m\nrdeO80VZCZ86tY6maUzvE3iEH37VbooyKX5gfpuVissJCaKfnSlRXq8yOiWeu3x+Da9ZIWgLvEGy\nb5gv/sadAHx5dpu37i8qK/AZ12Gx6irZ69FCgkdPrrN4WiQeyUKfwkSszZcpLa0y977rAQizw1zw\nUvzFVxcB2DeU4aqRLJ86Kd7DicUKH39tCjT5/cmNsB2Jdf3e2TI1z+cOqT2UdXT+6ul1ViXwfqPq\nMjWU4a0SGH/PxRIpmTi9dqqfd3zsSVbkvuY2O4zsKrB3XEyi9gxlmC6mOSclqf/hoTmlCTQwkqWQ\ndZS20DUTea4ZzSoW0vX/6UNkh3eo9b1R2mTXod0ATE3kuW3/EI/NijX42JkNRoazquO0uVHn7bdM\nqRH6HfsGsQzxea/XPa4by7JSF9/fa3b0fcP38eWOxOW4HC8gKk2PK0ZyLJVbLJXF3L7c7HB4LEfb\nDzklcQAT/SkKSUvagQvRo4lcgmdWa9TdgJ19SZVUDGSE42XMdojR6n0p2FNME0bCAfPAWI5tSYH8\n9JkNXjbVT8ML2Kp7DOUcLF1nteqST9l818ERPnNmncG0TV/SYivjYBkatXbAbfsGWaq2+eSTy5w4\nvcFdt+/lo4/MM9Gf5FeO6fz6zhVuPanz5UcX+fS7b2am7PKu37qPyYND/Nk959lYqJIrJvnLH76R\nx5aq3DiRZ6PR4Q+/MsP5uW1uOjyiVAlNXQApAdWhyCUstuptWl5IWTqpen6oxhST/SmVhMQ24oYU\nf9poeOqxettXXRhD11iXyVLSFknYuhyRNL2AoZxDJmHxwNw25abw4BgtJJnoTzG32VBOjrZpsNXw\n+Ngj80rl8OhkHxtVl+mRLEnL4PRKlaRtMJRLsFX3+NCnT/Ezbz9MsyOSmH+DiDP99wN/rWnaf0Q6\nMf9bnMzl+H83XvREwu+El7TI4p+f7YYGl7pGAgqEBl0AZkx36VXhijsevvzzuDMB0KyIzLhRFdX9\n7HZX3SxWvYytdHvdNWP/jJhC0zs/iudMcSdismdG2JTvb79EIrd63ntXlKQ7T42vR/z/dg/gM64d\nVuRC2SvcNy1bxPUeZHUccSchPtZajzxtjJ4elKDLXmruelzdqrnpcz+3WM2utzXmPGs+3KtOFx8/\nnnm3ex77lxrF/GvGHVcOs1prs6eYZjznMF9xGck6NDuBxALY2KbOQMqmE4ZSbtqiLt/3eCHBdtNg\nspBkqeKScUyKKZuMbXBhu6msscMoYigtWArHV6sYmsZUf4rp/jR/cv9FJcd7za4+btrRx+PLFbKO\nwSsPjzKZt/nPf/sMv3rHFaw1PGZKTXKyKq+4TRKmzuHhDH//1UXuvHk3QxmHxfW6Utq79aTOr3zo\n3dzy2N3cu9wg71g889t3sPBz7yT6rx/kxHqDo6MZ2n5ExfV5x4cf4+q9A/z0q/dwsE/nb85WFfV1\nveryhgPDLFXbkrVikU+YUrzLZF8xzXaroxRAXzHZR7MjTJqSlqHkuudLTab6U3QkHqLc9Lh2hxih\nnJDdvoOjQvvhqaUKSdvkisEMT61USdkGO/NJHpspUap7VKsu73rNXgxd43EpS37VaI4vnlknmzCZ\nLqa5cWeB9/7DKV59eIS3HBjm9GaDYspiKC0SMsfQSVkGadvkE+++mS/PblNMWYzuHvhXvR+jKPoy\n8GX5c4kXQMWHS7uMuqbMTUV3rEdt1NC6EtH5lGDBDMhuZCw2FY9zOmGk7NRjl8lecLGVcNQ83kok\nade3CeVibdgJ1mS3cr3WZqXu05TjhovlBguVllrj1qttgiBUHefQD+mXY491TcOrbRNmBc5Uu/Ao\nid23KvntG3fk2WtUqO0VHYxCyiJcfgptp+hQR6bNQEV0eU0jQ9Y2lWCppQuF13g/qrtCL8aUFX3K\nMlQRoGkwmHOoSNqm1/IxbUN5sfhhJDRaeq5Px+3uAV6PB0w7CPHCCNMQH1JjYx7NMLASYt8KPFeN\nm0p1j5rnq46DpmlkEqYiFLgNYRQWd/Y3mx5ZmfSP5xJU2gHrje4e8o3G5Y7E5bgcLyA6Qaj8J5od\ni7xjstnskE90KVpBKOb9bSmd3QZGsg71tk8QCvraZrNDxjEV1RPE2MfzQwbTNqCxUmuz2fRoeQFJ\n22Cp6jKacdRCriSDOwHnpLrgSMah1vaZW66SMDUMDb50ep3pkSyvmuxnspDkvpkS+4cz3HXDDt44\nPcA/z5a59cgoKVs4YH750UVueexu9PMP88/Luzg4muU6c42d7/0ACx5cO5plMGXwvX95nJv3D2JK\n46zNpsd6Kq2AiFlJb6v1gE8NXaPZCRQXvi0TTMfUCWyTZiek4go3TscUlNnAEC4m4i4AACAASURB\nVJ2Muhf0XC9hlBWDK2OZa3Qhre+YOs1OoM6h2QmYHslyYrHCRH8ffUmR3MVW2dtuh+nhLF4QEkZi\nUf3ul+9keiDNfMVlKG2zWm+z2eyo9nUMLLXkewqiiPy/QF74XzPi8ahlaDyybKpuTswkAqH1s151\nFeNtZavJUtlV8s9uo0MYRizI0cfDc9vqXj67WqPlBZTkuDmRtmi3Oqqo0XSNTHEMryk6OIapc1zK\ndq+UW5zaqDMkx6ZhGCmDOBAstPpwVjH28sWUonhuVFy81j4ueGKMm9h9K67f1RPZanZYj1J86bzA\nFBi6xoNjr6JelsXdVg0/EBv0WkOooj6xInEelsFqra2cOIVAmslxiZGI6dwAJ9abLG+3FM7BtAWe\nIt7gK02P5ZqrRo6apmFLuqdu6ApADEJHKE5cAfomD5EZ6O8p5nKqwA3CiJWyqwo3yzFZrbgqcXSS\nwk+nJJO2s5sNcnLtOr9eZ+9Qhu1/AfPoRb/7ozC6JAsOe4RKACXMAWCYXd13QF1sQAHAsjID7a2I\n4w5BRx6rlwrpNaWnhMzEVmvdYybk68XHLvZ4dMR4hvjce+mmccR4iGZP1yE+Zuz70Wtg0/tlevbv\n1Pm2uu8rpnhelF2UdA/SV/mLFMU5b/SIacUdgbijEEXdjkRMN42/+P09WIc4ujTYboeo1/a399hw\naXbd+/rQ3TDijkTvZzPX43vyUo9H58uMF5K0OgEXt5ts1T1133TCkJVyS2xcPfiAThDx+HyZ/cMZ\nqq6ovvukV0XL88kkBM0zrnQ2Gh5JWd0kTF2xNnRNVBBxW73ti9HAFzY26M84ZBMm95zbJGkb/MTr\n9/PIYhXXD7ht/xCu302AbthZIIzgQ/ee5QOfOMHvvesGPvLgHABTQ2k+/e6buXe5wT8v7+K9U5vM\nD+7grX+3yHvvHONCqcH/+Phx+ocz/O53HcYPI/YPZrB0jUcXysxXXGa3mqTsru/FfLmlxhYxZmRR\nakrESPh4zLNSa5N1DGY26tJptLtAlnssxgEl/gVdw6EgjJSV+1q9raigFVtgKfaP5XhqvsznTq4x\nUkiSSVicWq4SjGQV5dTzQz72yDyrKzUSaYs3XjfBzHqd63f3k7VNHp0V8to7+pIslVv86N8+zb+/\ncSftIFQz75d6PHZRzNBTtsEjPT5Hq+Wu42m52WGp1FI0cq/tc3q5qrqzpmXgdwL176+cWldrWhRG\nl1DK831ifYrX+XTOwXJMOm3pMKxrfP7pLm7jc96a+j4M5RLqfoljoj+pZK97xaYySYvieFZhIoIw\nZK8UMAN4YG6bs6s1Lsp1cjCf4JHzW5ccO+4eT0mc2jmZ4MRKqjG+K+6mx9V9r7rqSrmF2/C6fhgZ\nhyiK1H4XY5lii2/D1JVoH4iCRW32qzUFmAYYmBjGcky1BodRpF6nLTFD8X4TBiHNnr3OMDVWyy5N\nubY/s1hR37ETc2XOrdb/Reqs3x5p9OW4HP/GYUtAXbxoGLom25RCPCneLE1dtITb0oa7t81bdztk\nbIOW52ObhvoidyWeNXRNwzKE46XQrJCS2o7JVt1jtJCk0vTIJlIUUpY6l0LKImkLtoPe06K2DE0Z\ncAVRhKVrZNM2+8ZztP2A/oxNS1boM2WXvGNxcDTL/OAOTF3ju68dxzE0tlsdDuwrcsfBYebKLdYb\nnrIaT0qr7Rjb0K57anNPSYv17nU0CCQjo/veu4DR2MEzvhbxc3r/i8Fn8TGSliHeo6KHCh0KR8qP\ngwDIBWHE9EhW0WcLKYuMY5KRI5eMY3L7oWE+H0bsKqYYSNvYEvjWCUOlyhu/1yM7C2w2heNpr6vm\n5bgc/6/F5UTiclyOFxDX7yjw1EqVfNJiPJcgiCJWa22pP6CTT9kMpG2G0jbNTsBqrY1t6hwayVJp\n+6qbEEZCLyK2De8EIacki2Mk62AZOtutDoYWyLauUIscTtuU6h7lZoe5zSZ7h7LsH8xw95l1DF3j\n1ulBEobOr3/2NL//9iOs1Nr81VcXBUp8IE3K0vnUiTWOTuR509WjvHNK5/6yzo17B1ivinN912/d\nxzO/fQfXmWu89e8W+e5rx7n1736Vif/8kzzAAB++o0jtr3+fO2vfAQhcTirn8MtvPYShQSVloesa\ndden6QUcHBGS0seWKqLzYpu0UhZtP2Qil6ATRqqjMJSxqbpCQjx2/0xZIqHoT1r0JYQoV6XVYSgt\n7MHXq20GMjaThSQdCdxMWgZDGRtD77qGDuUSPHhqHdM2eN3eIhdKTU4vV7l+sp+MbZBPFGh2AobS\nDm8qNhjN7OKWyQJPrTWY6kvylbltKq7PjTv7WK+3qXsBQ1mHf3+gwE9/9iIT/SkOjWS/zh300ohY\ngj9mnTwpNUriURDARH+KXcU0S7KVf36tzvVT/ZRkB8JtdgiCUOHUXn1wWHUc5zYb2KaunDMr202q\npZaiQzaqbaLQpVWVDK9cPwdv2gUIS4SJ/pTqlralhkhFvu6irgkXz57u63ddLaiaNdfnU+c22SdH\nGTfuyLPV7PCAdCb9kRsm8MOIxZpIatOWzt0zWyxJtUrH1JmWmLl1+XqTMnFMWQZfXa4oTNdW3WOi\nP8XLdomxyvmthuqQHRrJ8viFkrJIqNdaJNKWSjQzCZORHoG68y2fhmSD5AeEE2h3lJNgZ39KCQp+\n9Py9jOydUiyPdr3GyB5hAZFI22QTpupIXLuviKFrPClZjs2qK7pussuUsg2Fk7vj6BiLpabqHn8z\n8aInEm2387zqjitL4gZO9XjGx9zjGCD51ELXh+OIpBEO5p7bio8BmPH44RJwpwSuNCri4vfaj5+V\nras98uY7ONF1P9uSY4t4xNHqcfeLRw4xxXN/j8RrPNIYlx8SO57rnzOT7LZBn63U6faIniA7/w+c\nFXO9mD8NcESqXsZUocUeOuKWXABi/w232b3+MWg1NiMa6rme2Wdx4Vd6/Du25d/Fs7/e8UV84yvL\n3B7rdCUsJK9Zr5Lp2vq3HumuadqHgTcihHsOy9/1Ax8HdiFR7VEUleVjvwj8EBAAPxFF0Ree77gp\ny2AgbWPJinl2u0U+YVJxfQxNU2CqzWYH1w/oS1lYus5i1WU4I9Qfy36HYsrCl9bIzY6Y/adsg1xC\n4ASMIGRIMi7ObTUJQtiRdwgi0UKNbcNj6lacwKQsgx05h+F8AksXJljX7OpTGI71usfLd/UxlLH5\nwy+eY7M+yhuuyPGJRxZwmx6ZQpLJg0Ms/Nw72fneD/DeO8dwDI2J//yT/Ojut/Jjy8c54UUcvOvH\neV81xe996TxzdY9U1iFlGUwWHB6Yr5AydCEv7Au774rbUVTXWITK1DUhNBSEijorLMu7VX088bRN\nHccQuIethsCS6LpGR3aGVsotxuR3bUt2QsZzCTbrYhSUtAwev1hC1zVWZ7c5vlpTHaTHZkt855FR\n/u7JZfaP5QhSEecY5H3/+wFW3rSfN04XeWa9znguwXDG4aS8XzO2QaXt08ZiMJdgNPft4268Iy82\nx2Yn4IaxDAsSiB0zVQD6UhZ5x1LrgaFrjGQdDkoK4zHXp9P2Fa38+h0FNQbJJsxLJKDPXhT6FBm5\nKZfWGlRX5mnXRSLhZPqUt5KhaxwZ6wp2nlmvM1JIqnUoCCO2S00qciRaK7X4lBxDnJ7dZvmZY1z1\nk68EYK9RYT1KqTXeDyOS9/0FBw/eCMCSM807Dvax2pbaGUHE7uYFAD6hC8Dm0VGxL2QsndlyC68g\nRz2+AAUfkRLadc9XI5QjwxlG+pJq7FMvu5iWocYGhZTFWD6hEo8gCNXan+uPDf3EdR8tJNhfTEvs\nFJTOP4Gm60rvwattE/riXNOOSFDi7p/nh3zHgWFFuz9TdRktJNR6H1OqAd58RZEvz1VYkgnNn/ON\nx+WOxOX4vy3+HPgD4CM9v3teUyNN0w4AdwEHgHHgbk3T9kVR9JzU/OR6XYwc5KZ2fr3GjZP9CnOS\ntEV7fSU2WpPVjVK4tE3G8gkulJpkEyZp22Ch3CJpG2zVPeWMaeqakHuuumrkcHqjTiFhMVJIsH8s\nx/H5MgvbLcJIqGJWmh6WobFQaVFpdpgtt1iqtpnbagicgOuTT5jMb7coZmxuPSyqmJSl85tvO8xv\n3XOeO68a5c/uOU/0Xz/IggcXSg22Wx0eYIAfWz7O3A2vYv8TD7D33ffyIz/4cj7wtkP8yufO8raj\n4+Qdk6H7PsiZ1OuVFoahi/HOIxdLqvIptTqsV11hI932mdtudR1Pg5CSZHHEeIhswmSj6kqfkoil\nUhM/jCikLIVAXym7ZKRh1kq5haFrLOUTnF2tUUhZFGQn4x2vnqLU6vChr1zk2t191FyfhdWasBGf\nKVFzfYy9A/z4r3+SV7/hev78M6cJ3nAFn3xkgfe86UoKjsEf3X2O11w1ytVjOZ6ZqXDzrj6+/+ox\nvCDiixc2v6U38YsVA3LzaHYCvDBSox9AgQlrrs1r9qYV9iufskVHSCbLui68NOJZfn/C6j43Kdg5\nMajWtAw0TbvEg8ZwEhiu2AwDrwsItE2dqusrAOip5SqjhYTahONEJy5YfC9Q3hmFQhI72690Imp7\ni3zp/KbCRCzWOhw8eCO1u/8WgKHvfQ+fPFenJgvN0YxD/44rAKhvis+yJQWobENjodxSHZrFksAt\nNOTjpVZHMUtKLeFxE4tXddw2rXqbjZ7PIJ+yVUHn9WDkwjDCbXhUZOKwUnYlm0sCk3NFBid3KRzd\nVm1bMQ2nRzJKIRfgO4+Mcst4gk4o9JpS0rk2LnTPrdVoye9lOmwxX2kpcO03Ey96ImEYuuo0QNfZ\nLAZLZs0udTJXFD/HgLx6jwDTihQ5iltEE/3dv4udKOMbu/6sDwe6HYW5HiGr+Lzi7Pmqnd3uwSGJ\nBn6s9lwXz7jDEotN9VI8FbhSdiJ6qZFxxyPfY/BzTrYHVyX6vl7u7aaI11lYEp2Z+GYFKEgBmDh7\nnR7J8OzoOoR2F4vTy+J14oz4+cCW+Wch63ufr86t5z3HFUOvN0ccMfU0vn69wNveLs+3KqIo+oqm\naZPP+vXXMjV6C/BXURR1gFlN084DNwAPP/u44zmHZ1ZrjOYSDKVtbpoaoN726UtZOIZOpS2Q+/3D\nYlG9IFu804NpVmttaojOxZa87xOmwWSfEGU65wp9gwNjOTqBSEbqPWyClXKL7LBJNmGyM5/kvuYG\nAxmfvGOxWBKb55HxvGIyuNIkbKXskrI77CgkGck4fP7EGruKad5ycJircgH3rbvcPKTxin1FrhrJ\nsbFQ5cR6g2tHs/yPjx/nwL4iH76jyAkvYv8TD/DZvddxbvFhrv/1B/n88RVqJZG4/Nrr97P96v/E\n5PkSQRSxXHHx/ICkpfOa/UMcW6yIBCBhsZWwaHk++YTFWD7ilPTnyDgmczIR8GPsg7RlzyUshjJC\n1KvS9BiRa0HLEyOjWP2yJDegkayjrMH7kiIB0zWNW3cPUHeFBsXp5Rp7JvJi9FFMk7QNRjMO//OX\n3sJbdprw5p187HybO46OkTB0vCDkZVcUGcsnMDSNfMpm4t4PcPehH2Q47TDxbdSVuByX41sd/8dE\nQtO0BIKr7AA28Kkoin7x/9QqvhyX4yUYX8vUaIxLk4ZFRGfiOWFoAsi3IB0mE4bO42t19g9nsAyd\nmfU6/RmHI6M5AZSU6nyOIbQlZktNWp7PtTv6+OrCNutVl1ftKdIJQ3YV09imoHk5CZGMWf1SKjqI\nKIxYHBrO8PFHF7hqR0HgBHIJTEO75G9BJNUxP7yQspjoT7Ejn6A/abGrmOboRJ7jqzWu0epk7VHu\nWe0wt9ngZNohV0xydDTDYMqgfzjDHQeHqf3173Pwrh9n77vv5dziw/zW8PWkfumPufj0MkO7+rlw\nfouHF8t89L6L/OzrryBrm8xuNUnaQhejX3YLWl6ArqEAoroGQ2mbWdtUTI+cFPkqpCxGcg6OoVNO\nWPQnLYopm31DGZqdgL6ERU6CT18xneXoaE7Qbf0cGdvA0jVeuadIqdWh4nYYyNj8wT+ewrQM/unH\nXs5Di1VOLVd5+9FxMo7Jz90+zXpDGJtNf/QXeegd7+cV6TI37hhkrwF/dq7OXz6+wK++bppjK3VO\nbdSZGkjRfPlP8P4/eIjJiTzff/2O57lrXnpxXlbV260OT65qbMpkfrHUVBWpoWuc3KgzI03Kzq3W\n2dmfUqPm6rZgJhim6FA8uLCtGDUz63UGMjYn5eg6DISOUDxujcKI3OAIbkoUVbpp8bBUY1wstViV\nTB8QRVnLC9iSxYhu6jhJq6tjUUjwtusnAOmdsVFXiprxfRYbOKYtnSVnmqHvFYKfeqvCB++fVQXO\nQD7B8RVRPMbF6pOym9GfsJQHDqCE1J6WxV+vPsMTK4LdEo9+7dSlCWbLC1gqNVV3xXJMYu6Jrmto\nuqa6nIulJp4fsCHHQoP7X8aRQ8OcuSCuV7s1qQqzuU1hhhf/bd6xeGy9w+NylB+EEScWq6qQbLR9\nhvPi8/6ThMknHlngXxL/x0QiiiJX07RboyhqappmAvdrmvZKRIX3nFbx8x0jDCPMnqo8rlrjuVDv\nrD02L3GS4g3We2b0C5a4ADmZ+ffiBeK5TzzT60WJx3rwcQXdC9SJW2Qx5uFQD0Yixh7Ekty9dNP4\nWDF+4hK647PonL24i51yPtnLOY/bsl+Rx2j30D9BOoPGktV+t5o/K1ta8TlfOdqdLcYtyA25EPR2\nDyqSSjoTn29PpyHWKRiQXQpD735ucWdl5VmiVQCbkmb0fNTc3msD3Y4UPL9r6osdL8DU6Hkfq7R9\nrhjMCPbCYJpjKzV29qcYl6DBTMISYwa3Q1/S4rqdBVqdgLoXMNWfoub51F0BqBwtJGl5AXXPx9J1\ndhWSamRSaftM9acwNLhQamEZGpOFJMdXa1y3u5/ZrSa3HxwmbQuhqdftG1TGRiNZm3xigpMbdTK2\nwV1Hx3H9kDObDVYqLq/dN8hqrc3HH13gA0tV3n67xT+fWme8L8lnT6zylz98I20/4nv/8ji/+12H\nmSu3uLP2HbyvmuJHfvDlXP/rD5L6pT/mcyP38sRdP8VUv6jOP3d+ix+8ZYrtVodqW3QN1qtt/sM1\n4zy0UKbudlR34JGLJWxTZzTrMLvdou522Ki6vHa6KLQ56h45qWppGTotT9izr9fbPDyzRdsPGTo0\nQqUtZLfPrdWwDMHweErKxb/58ChfOLWG54e866ZJji2UefXRcUr1Nv/jSxfYXcww0Z/iI4/M87Zr\nxvn444sM5Rxu2jPAbwy/k+bfP02n7fML35nmgxcq3LF/iNum+vnd+y4yWkhydCzH3Wc3+MuH5/nT\nd15PJwh5ZLHyfLfNSy5i2/TxnMM1LNEcEQJNVwx1O5opyyAMI5WcGrpGMWVx+0GRf3+m4eEkTG6R\nQMc3XTFIRtpZP7JUE2BhuQbd/fACfidUZlkrMyXKa7MEnljTsqN7+PlbpgAhTX37VEEd60tzVept\nn08/tQKIrujp0xusz1xU5xpbgW/OzdNYX+DBv/g+AMLlp3hw7FU8Iq3P757Z4h0H+/jkObEmfvD+\nWX7tf7+HtNxHdr/hOvR58bqPv/InKLkd3rRHrK1GbY2VsZzyuJhZr7OrmOYN0/3qPOL18c7JJPef\ny3NSruNRtU0iZbNb4in2jWQ5NJzlGZmEnLtQoi6fmxvQyeYSHJXd8Ffu7ucVO3PY8lr+t1/+Yz67\ncBonLz6zTqNKTX5ug31Jvuf6HXzhlKiXfuj37+fKg8NKz2NtvsxP3nWEeMm984oisTvGQNLgx0a3\naI0Iy4fsz/INx9cdbURRFJP9bcAAtvnareLLcTleivG1TI2WgN5SckL+7jnxZ7/9fvpSFvW2z9mb\nXklh3zXiAFW368MQRixVxL8dU8f1Q2ptnyXpwmmbulJWtU2dma0mA2lb0TNjQOpCpUUniAiiCNeP\nOLPZoN72Gco5ykej4fnMbrdoeL5SJdxs2jw8W+KGXf3UPJ/HliqCEqkJeugzazVanYDrdvdzwjIY\nzSW4abqoFsHHlqpUXJ+b9w/ih5FCr//el87zgbcd4vPHV7j49DJP3PVTvPz0x3n6qu8jYxuEUcTL\nJgr805l12n5IPmWTSVg8vlzl3EaDfMomCCNmyy3yUgH05Hqd1VqbTMIik7A406PD0PACBPZVyF4v\nVV22Gh75lEUQRsxJzY6hXEIIYtU9/DBSj5/dauBIs7KZUpN8yma8IBDwD57fxDbFyGQgY3NczuE9\nP2Rmq8nGao2rDwxxfqnKvec2WCy1OL3ZYKnaVniXebkZb515gt/7jU9T9wJWqt2i53Jcjv/X4usm\nEpqm6cATwB7gj6MoOqFp2tdqFV+Oy/FSjE8D7wB+Q/7/kz2//1+apv0OYqQxDTz6fAd418/8Arqm\nsVx1efuhYc5sNrlvpsRr9xZpdgJmpXDOoZEsxZTNSl1IQ+8flG6gpSY11+fKwQylVodys8N1EkeT\nkQwOy9BZqLQYSgvp7e2WMLQaSFk8s1pTugwpS6hojmYdMnZKKGm6HepewJsPjfLAbIm+lM2+gTRu\nEHKxJAS0rpnIsyg3vFrDY7bUpNL0lIvnjRN53vHhxzAtg/2DGSFmVW0zV/f4lc+dpVZqMbSrn6n+\nBE9f9X1cNft5OHwbfzBf5mNfmeVHbp+mE4Y8eGGLxVKLH75xB46p8+DMFrYp5MHj1vP3XDXKyY0G\n//DUCoau8Y5rx1mueSxVXBKmgaGL9uxWXWAiiimbz55YJQgjbtjVL51Pm8o11dA0npgXWhH7BtI8\nMbvNStnl31+7g5onlEU7YchAxmYgY2PoGhtVl539Sc5IaeGRnMPOnQWhh5G2GZU0veG0g651O577\ni2keu1jCT07x397zQ9S8gL95epX7/9cfvUi377cudhe6mKjOg/czdVRU8NW2rwCTxZRN2u4qry6U\nW+wfzKh7p1Ft0251lJTzrmSAIeWl9xfHma+0KLuiAxGFEW61iiGZEPW1WTpunbZ02gzDgIGm+Nvp\ngUFy7gaaHLcMpwfpT1iq41x3fcHYaYh7yM72qfdiJTLCyVOacGk7D1Iv+6ozslR2WW3rClzpewHp\noTR/+okzAPzAeoNrfvo7ARjJCgq3URWdEFbOYelHFEYtpn+mIjkK6mEcGaV5FraabCyI8UNre41M\nIcGGTD6vHMvRl7RUJ7hRdfGaorjwO2larY4Cl47nEmSqi8qXQDdtnHxRSYS7lQ0lSLWrmGKqP6lA\nrk7SYlcxpTB05Y0GVw3niJvMo80FwoRkGzZh9aP/H0NvegvfbLyQjkQIXK1pWh74vKZptz7r8a/X\nKr5EIEeXFzyMJIixp+2ekohiO0YWV7oo0ngUEiuk1dzuFyK+8EoBLNNVCluOPSWkEmO5x+0yRtZa\njjiXlR5w5xWSFz4u6UW95xmrOm5KEGSvd0b8wcYUz15gZTzSiNUvQdghA0zL1lfvaCR+z/Hr9Cpi\nxvK08Xsd6XHcjKmdKfneg56RSLN2qaLoas8xY0BlbLzUq3QWI+9jIFwvwDRWUIvtcBvp7vWPAbMx\nsDXR81gvFfRbFZqm/RWiW1bUNG0B+FW+hqlRFEUnNU37a+AkYo70I9HXsMN1DJ0wgrQt8BGxL4Tr\nd2lvhq7RCSM6oegwWIYYOTQ7wXNspuNrq2v0/E1E77QniCLpNilAtbFuQmx4BQJ93wkjHEPHMYQC\nZj5pYehQl7iEWEq6E0bYho7nB5i2ITZgXVMOnBuNDlfvHaDm+li6OP9UziGVdXjb0XEqzQ4Xzm9h\naBoZ24DDt2Esn+Tg+CQ37RmQ59KlyCUMXcqDRwRhiKFpNCUTxZTjmHjebEs6a80VHZaEKcS14tlz\nbCveC/pteT5BqKtr5fkhfhhhGZpa9B1T/FzM2HRCcV4xK6TmCtreVt0Tm5SmsVVuMdGfxO0I06+W\nJ0CjWdtkpewyNZQmL8eRO3b3M5jQsPRvH/KbZCniBRGDIztl9wc1VosjbSeULw8IxUUlImbo6FLT\nASAybEI7BspHl6z3pmWgm3ZXdM1JEoUBntwMdd0gcsTa16lFRFaSyBZrbm0rwOgRzbVNAdw3E+L5\nummrUbmZSKObNkFOMJIi08bd6jovO6aOH0SMyrHtQD7B7jdcxw/I/aCwK485OglA1Q1wg5DQEXuA\nmS9S3wrU5u/5ITXXJzLFetcJ6+qxyEkDVXSzu+7HfwPi/m5L63kQOULsDRX6EWHQfazth0TpLsai\n10Pq2RGEQjY+/owsR+jWxN8DTdfohCEpQ+6/dpLIFNdCb9dIDvWhJVLPf/AXEC/4GxBFUUXTtH8E\nruVrt4qfE2v3f0zNxbO7jpCdvOqbPtnL8e0f2+eOUT5/DIBG5VvfDo6i6Hu/xkPPa2oURdH7gPd9\nvePWvUAlDY8sVVmquiQtg2MrVUVPdEydpaqr+NggqGECfBmRSZiCjy5ZFfOVlhJZStqGUoOcr4jk\nK/aKmK+0sGQpYegaW3WPbMJku9Vhpeoqnn/CNHh4ZoujOwp0gogLW8JmO2EaZB2T5apL2jaZ6E+p\n5/QV05yXuvt/+JUZfvrVe9hsejy6UCZpG/zyWw+RsgzyjsmvvX4/Dy+W+dz5LcIo4g/myxwcn+R1\newfQgS9IEFg+ZXNkp8kjS1XaQahwQPMVl12SFvvkSo3NZoeJ/hSeH/D4co31urBi9+RC6/oB+ZTN\nUtXF0ASwtNL0KLU6VN2OGplsSQvsONmdLbeUdPxTq3WaXiAYLZqmkmzPFyDXrYZwUB3I2Gw1PG49\nMsrUQIrrdvUxt91iMJdgqdomZXWYHslSSFk8sVxhMJfg52/dw2cuVLB0jZHn0bd5Kca8LM46YcSO\nyaPMLsh7LYpUR6Ilk9OYhhmEERdKTbVJ5YopEq2uyNJM1cfUBV7g5HqNdhAq4KZp62QHMiqRyI1M\nUF6YIZEfBKCw6yAXfZEYnNwok08UlDnhmc2SSO5khyJOXBzZiei4Xbyb68lhtwAAIABJREFU7zZw\nKxvKCnygsoQfpFXBM11Ms7t5QVE8j6/0oc/rqgthjk5SP/4YAJsFoUXhWiKRSPRPwlZLKdEOZISn\nS0Wy6oIwoi47Ha3sOGN9ZVo7Bb5i09TJD6QUszCQI8P4emQKCYUpM20dO2kpGueF7SYj2T6SMdOx\nXqKxYZMaENiURH5QFWNzm01ObtTVtYpCkXjFn0OnLUadsSqsNdmPLvOSKyKf9Pf9PIt+t8j7RuPr\nsTaKgB9FUVnTtCTwWuC/8bVbxc+J/uvvwuoBF8YAuxgt2+jhrsZgyzij7QXtxepfcZY811NJV5qX\nutH1diT6ZAUcg/62V7tZaiAPH4uHnFvt3phDclGKQZetHvpnjIyNOwW93Yq4oxBX4ueeB1gZdyGg\n20m4WlJPaz0Uz5jOGr9OL9iyVYvNdsTrxAJV0BXDOiAFZM710DIXLgjwUcxFrlvPpWAOZCQ/vIca\nGl/TuJLupbV+tXRpd6RXv/6MPL84mZw4dD0Th64X5z5fZuOh//2c138pRvyWso6hNv8Dw1m1yeUS\nwiGxJR38ihmbIISq28FK6KRt4aGRd0xanYCBlE3Z7ZCwdcpND0N3LrlucVIR/z9r69RdwWgQEtkC\nbBlbYE/2pRhK25xervHmQ6MsVV3KTQ/bTJB1DBxDZ7kiEgmxSYeMZhw6YcRG1WUsn+D83DYH+3TW\nU8KwSmy+MFlwGLrvg2y/+j/x0fsu8oO3TPGyiQIf+8osN+0RSUTjR/8djR/7Q5peIM9ZbFbzkp5q\nyIqo1/XX9QOCUCQNli78RUz5fuNrUJesi7rnU3c7KsFo+6JbIbQ2pN+MTKomB1K0PNEFMg0xwpgc\nSNEJIuY2G4wUkmxUXZpewFU7Cxyb3WYo5zBa0PjsQ/O86RW7OLFYYVr6cBwaESqif/fVJV6xr0gx\nZXM6rJN1DA4PZeiEEav1b56Dfzkux7d7fL2OxCjwFxInoQMfjaLoHk3TjvE8reLLcTn+b43v2DvA\nb355hvVqm997y5VM9iX54Y98lddeM87parfSvnYsz1LN5R+OrzCQsXnH9Tv5s4dmATFyeqLqsn8s\nR9ntsFsaGlVzPknLIJ8wBTai2VGt0qRlsNX0WCm3ODSep9kJuGpHga2GYDdMDWbYkonwUs3l1gND\nnNtqiAp+IE297VNqdRQldKPeZlAmiMelPPI1O/vYanrcdHiEvzlbRdc0ZcBVSVk8MF/hTOr1TJ4v\n8bOvv4LtVod/OrPOj9w+TbMT8IULJRo/9of8VOYMwYHb+PCTazw5v80tu/IcGEyzVG2LzbbWZueu\nPlKWzs58khsmcnzmzCbrtTbTAyk+9dQFbr1ikI1G1+Dohsl+HFMn75g8vVZjsdTk+vE8T6/VVUIe\n23sPZhxcP2AobZNPWcysN3jr4VFu2jMgxzwa10720fACJvtTypfkdYdG2Ki3Gcsl+IXvPkTV9Tk4\nkmW97jE9mGaz2eHuC5t8zw07WCi32JYV4yelsq2l65eocr6UIy7EhtIWG3qCpGTDPTS7rSy3b9lT\n5NxWQ5lWPTNXZmogxWceFRTBzaUaXttXzK1D43ksmQSfWKmyVfeUwRUIJtqSvNc6bofhfftUIek2\nPB6VhdLZ9bq05BZ/15CjpVibJ5MwyfYn8TuCtZAb2Ml+qXhc2z/I7L4x7p0VzB3TyLDWcJUB13rD\n4xP6sBKbStoGj7/yJxiRhllVN1CdiPFcgjObDZ7ZEEXQYNqh7FZ5TJqcbWwLsO+DC+I9bTQ8xRTs\nS1icOL2h1DdN22BrtdYtMF0fzw+YkSOVttuhIJkjuqHTrLrMyHsp9veJu5FH33oXI8NZSrKTW1qt\nMTAquib9GZtTK1U1ynj1tWMEYaTYjZmEyUq5pcbWjy9VCOS98LieYDwXsN745plHX4/++TRwzfP8\nvsTXaBU/OwxTVxLWgLI9jR3PemmEcbciVutq9yh1xTderARW7vm7uKuRlBVxy+tW/DFGYSAjKv5K\nj+Pks8fhscAUwGOygr55v2jB3bh3QD0Wdw225PN7OxJxxPiGWGgKuhTPGA8B3U5ERn7AvRTUeDNZ\nnN1+zvHb8hyWpWzvU0vdm2DvkLi54s0t7oQArMS8YnmteyW5YxrsjPy8erswcOn8bKSnq6JsbeX5\nFnpwITHXPJ5l9pobZfu6x3ipR6UdkElYrFfbVNqhcOU0dPVen1msMLdW59qxPDlHiCGNFJK4Qcie\noQwX1utUmh75lM3cptDmH84IkGDaNkkozIQwwcrITpZlaM+x3o5/7gShsu12ffn98AUWQddEuzqX\nEHgJXROqmYauqcXJliOZGNeQtE1lFhYbcOm6RsoQ44YgisjaJtW2mPN2wlD9bdMLCA7chjX7GGdW\nC2QSJtW2vJ+2mzRkpyJlGaw32uzMJ7EkZz4II/xQ4ExWa23loArQl7TYbnXAEdii3ns5Njdz/QDL\n1rEMDUM3sAxdmHD14FJaHaGYOZJ1cPUQXUNSTDUMTahlxqC59bqH44fkEyaGptGW34sw6gp+iWsn\nuioJE4LoUgfcl2rElt2OqXN4KMv9M6JDeWKxqr6bAxmHlXJLufMGQcjjc9tqnbOTprDHlhiz9Vpb\nXeuW3Px77awTKavr/plPYFqGaskns44aqQRh16k2PlbsJAuiQ5V0TBrJ7ucaY7biLlYMpsza5iXd\nr+eLkttRr+32gJPObDYwDU09VnalWZz8jmbSthqjARSS3XvSDUISKYtA7mFhEJJI2QobJkTWDAUg\nnbEMQnmtwiC8xA3b88NLigC30aFUcdWaHSthAixJ2fe4W75ebROEkepYlxqe6nDG1yt+P4MZhzOb\nDVWQfDPx7YMSuhyX498wvnhhi8VSk0MTeT78+CIz63X+3U27+PgDsxiGzq/eeYC+pMWHHpljbrPJ\nYM6h5QV85NF5ZlZqfP8rJ8k7Jp94cpk3HRklYxt8WVIRS/W2wgb0ZxwqTY9MwqQugYeeHwosQRBS\nbnZo2cI59P6ZLbVgr5g6hq4r0ayW3Lg9P8A2DTw/UJtwS/pWBD2LcLwgn1yrkU2YtP2QtgQh+qFI\nVpalVXicED0ox2T5lADTffjJNc6sFvjl1+zhseU6//0LZ0nZBj918xTNTsinT62xp08IZP3sJ55h\nMOfwrpfvYq3h8VN/+xS5pMWr9hYVXbbpBazX26zW2jy5WGZ3McPUQIp/PLUukydDWbebuks+aRFE\nEf90YpUDY3mmB9P89j3nVTFgmzpz22LWveRKxVWJbUnaBifXamqUtFHXSNni+MIKPVTHOL5Q5sBY\nnoubdSpNgbIfLXx7JMVv3Ceq+ZYfMr3yIA8W9gFi04oTh5rr87arxnhY6nI8NlPi5r1FTsvCqbLZ\nxG14ChT//VePqjn+w4Uk1bav7o1jZ5rUSk0KsjOwvbKGaSdpbi0DoOkGb7niNQA89P+z9+ZRkt13\nfejn7kutXd1dvXfP9OyLNJKs0WJZsmRZli0FL7EBB4J5BvJecGJDHuQ4Ns8JBwgQIATC4zwCBmMw\nEPACxrLlRbasbbSMZtNoRjPT0z29L9W11627L++P31K3JQWPBTIS6e85c6a7q+rWvbdu3d93+SwZ\nDbeO5xHQa/HZ1Q4Uyq4BwM3AGhukmjeyAXzmd+GGaGx0ce8uUvDJInByTeJdlR1FIrbGZK9Pb1j4\nZ7sKnJkRazmOiXh+04EdRLgzS45faKzgi+1hPmp2KGPlvgmSHHxjReAgzntGBPyS5aNdJe/rtqvo\nG5uAniHnarxk4NapPnxrhnSzOnWHi0oRCEDM8T137yvjprEcCrT4/rnfmIei7eZj/urcZZSGrgNA\n/J5unOrDYzOk45LVZdw0VYKhkq7JqfkG7tw/yGED+wd6oOG8JkKXRFRskoT8/Euumu8cr9yAfDu2\n43+jOLnQ4MyMR59fR93yIQoCZEWCpsmodH3MNgjNkoEpVVnEetNFkVZdrCVetX00qD5/3fJ4lUB8\nJmJuSc40F9jjGZpAZDWyH6zqiGLCPGAS0QQ7kFbhi2CkKjRJFF6CRTDptlt2r00riYRlYbkBl6cG\ntlY7c5UuxTlEOL3YgCQKOL5q4Y7JPC7NN1CzfMw3HczUulhvkhv0muWhTW293TCGqUhwqFuq5YWc\nWeH4EUxFwlrTQc3yMWAShcu65XHJ7Qw9LtuPkFUllAwFth9hwFQwnNVQb7lbqklTlYhLqCqRxCNO\nkNVklAwFfhhz8zUGoAUIO6RlB9BliZ9rUyEmV8t1B8t15+/lnLgd2/F6j1e9I2HmNaQtkBgNsETp\nldWU9wUbX5hFkukV+nvtdDZGYDTOtAKkJG1VydwyaniRs2dhoLdNti9M7TLt7bFEU6yTtGXH7HcB\nwDbJ9lmWnaZsMhAjaz+lvTPYPqefz8YkbKTxoZvG+WN/ea6y5X381KiH0TiZ+uepK73xBxtJ3LWX\nVGL5VItXo1UEO0eMygr0wJy1l6F4soqVtdkZ+h3g1G1+LEwBDuidY6YimgYUDr6ORhv/5f59+JsL\nZJ7/N8ZXcPbtH8WXz6/jP33fQXhhhCfmG/DDGB+6fScUUcTZCrle77l3Lza6Pi5Xu4jiBD98dALz\nTQfrHQ8/QmWVN7o+dInM2RdbDrIa6Qistl0MZlQUdNLeP7PcxL7hPBr02vrIHdNYbLnwwhhjeQ2i\nIODUWhs7igYUScBax4MuS9joeltGJ14YI5Ml4E9FJK17URBQ6/q47+AQOn6ERSr6xKzAvTCGoYgI\n4gQfuGEMz6628a9vmYAuiXh6pY0gTvDmqQLaXoxf+Pol/OLnG/jU3P+L9fd/Et+4tImcLuP+Q8N4\nhJpbfevNLazsPopPPHgRlhvi0fsCPKBM4OKmBYNqZUwUDRxfbOBdh0egySL+8KkFzK118IvvPoTF\nlotn5uswVBk3T/VBk0X8zZlVhHGCn71rFz7yubNYvlTDmV94I37vXAd6ahQxkFWxWHfg+CFu3zWA\nY1dqWKja+IEbxxFGCcdOKJTOe9N4EYok4Mx6B34Y4+fethf/6SsX8C9umsBHbt8JP0r4yOB7EYIg\nFAF8EsAhECXWDwKYwVXYFpRNci+wwxjWM49i8ChRM6xRt1SAgKbLGXXLfaOc1Xjl7DkhQtdCElNV\nRUOGHJBuRslQECc9ULbvRXDbm4gj0inwOw0kmYgrW8ZxhKJCFoiCJqOoiWCY8qxKxlTpCIMInkXO\ntawUtiTDURQjp1FWAh2jscdNRUJWETnNuKQrkDobwNoM2VZhgLAzwDARAoQG0bfwnn8K5sB7+T6w\nkbjYJV0XReqNoyWrijCI4NsUiO9YCIOYj3Ik6h7MIgp791h2H+VJryIip0pQfLI+JXEMSRY4VCDy\nnd56mtWQ1+QU4UBDOaNihFLyZ3QZfbrCX9tnKNDpuejTJGhCBEd95X2F7dHGdmzHVcRii1hdFwwF\nZ9/xUVw/ZOLPnw0wQnE5f1pZ4m6TALDUcFC3PLxlZwktN8RTl2vIUi8JgOjo3zLZhyCK0XZDtEFk\ni9mMvu0GGCvoUERCE51Z7+DmnSUCWOwz4IYxNro+WlSIKpWfodL1ockivChGywtRMojexRIFie0a\nyMBUJFzctFA0FRQ0gk0AgBWKN2raAUxV4lbgT1+p4+79ZZR0BU8uNTGzSdQjLS+EF8VYrDs4SBNe\nU5UwMZrH+vs/iduMOr4lkkRksmhgvGTCckMcH7oDpktuolldxjPFm+C1XPRnVGLznSRQRAEHhvPQ\nZBG6LKKc1ym2RMVax8P1E0WuKqqIAg6NF1CzfMzVHewZyqJgKHi0kvDjM1QJgxkiNrRnMIOWF6Lh\nBCiaKqJSgjBKIEsC3DCBKAmodH1kVQnzTQdBHMPyQth+hGdXWhgp6ojjBMepp0TjRdL4r3L8NoCv\nJEnyPmpdkAHwc7gK24L/6/PnAJBkv7j7gwipHs1CtYsbqDTzzj4T/+4Lz8NldNCOh9/59iwv9PIl\nA/JQFmUK9PvwF1/gjK3luoONlsvn/pouY3DHFC9cRg4chCSLCANiaSMIAn758RW+DydWC9wplJnX\nMWBiVpehGgrKU0TcysxrfNGN4gR9Qxn8xVlSfJmKiPWOxztFJ1ZbmG86WKLFouNHWBvNQxGvBQBY\ntQiokceabhuSKOCLbeqSO/BeHBnJo4+yCq9ULUz1Z/DxE3TEojZ4N/BhXcHBQ0NYLPb0i0pDWZQo\nRmKu0sVn2ku8IBve0QeX3hNEUYCqKzhLPU3Wmi6+UtR58TW8exqyInF248jBa3lR+u1zG3h2ro4W\n/R4P9hl4YbXNQa+eF+JPn1rk25oaMHmSVTCJSNtr2v3TsXwIKYESlpmxCytNaWQnlAFT0k6RrJJm\nFbhv96iaTOkrTij6NZXxMRQrO2nFFEiGnXSW1aW9PZgzJfvAV1KaB2+gVMthWlGvp46XARZBMZ3M\nwZP+Ro6z27vpsLkbu+BZFwIArqGgSVa51zu942LdDXY+054WbLFiYKEdqfktM7xhFyADTAG9jPjl\ngp0/lYppZVKgSXZhM+W/cuocM2+UEvfx6FFz04JXr/VY63j4xvkNHJks4mLVwlcvVLBnOIf/45PP\nQBAF/OEHj0KVBHz65ApO0e7E1ICJ33tqAd98Zhk/cd9+7Ogz8NvfvIyfuns3hg4O4YEL5LNep9W/\nKovI6gpx+9RlnFlsomgqaNoBpstZbHZ91Cyft+OPLzVRt8iYYYHO8w1VptgIAlJz/BDL9OZhUIOs\nphtwEzHHj2DpMrfv9uhYhmEDTq20oMkiBvM6Ti0zF1qi4XBsrkb1MYhB0krbw1zDxk/fMY35poNv\nXNrEt0QBP/fGIVRDBX98chV37CyhoCv4tW/OQJVF/OSbdmKp5eLXH5pB2wnw6+85jLMbHXT8CJWO\nh8PDOTy93MTMegf7R/PYOWDi955cQDlP7KUdn6iKslFSTpfx1Rc2sH80j+smRXzm+BKOTBY5sPTC\nhoVyXsN62yMeHm0POV3GSNHAWepECvRGG7WuD8slAmDTg0QP4dRSE9PlLE4ut7iPSP/LuOi+GkGF\nAW9PkuRHASBJkhBASxCEq7ItmKVg65WaClWRMJzqHmYoqO9Kw0az2at2JVlEpW7ze2eSJDBNFYfG\nCb382dk6NtvkPtn1QvhOwMXzkiSBnkmBLfMaPDfk287kNVygXemWHXC8CkDuY5YbwqH3qiCKEXgh\n33bghVin92zb9hEGMdYpfiCny1iu23whXah24RdjbgXecUOMFHuCTV4Yc4Dv8TniB8PuzQDQZ6oo\npKr9SsfDKerDVDCULcD02ygOBQDWazb2DGX5/X2l7qCVSjqNnLblHizJIk/YNlvuFsfnOE7geyFn\n3qiGwkHzgReiEyd8Xa13PBQyKnz6u++FsEQBKkvSmi7f56kB8p1Oe1R9t/H6uZNvx3b8I4apSJxN\nIQoCrhsjldPEaB7jwzlkVRG6LKCc0zBeMuAHZH6+d4gkg25IVPoatS4mC0TbYTCr8UQ1jBOU6O+O\nH6FpB9yfo2UHaNk+dFniOIU+QyEdA4p1MFQZKp3hM92GKE6obTYBbDp+SDUrBJ5ssIWQqESSJIK9\nFgBfoNn/LOEh/0t84WWqnl0/gh3EaLkhx5RUQwWDYR1eGCOryhBAbvQy7VRosohSVkUcxijqMspZ\nDTmVMF8Uyhix/QiKKEIUBA4kVSURNmUIdNyeHHIPmd7T42CgVMcP6Zgj4aM4L2SqmYRxwM4B27ZK\n2SJsAUgr6RqqxJO371HsBLApCMKnBEE4KQjCHwiCkMH/2uF2O7bjVY9XvSMR+tGWOXzbJ/Ot3dcT\nLEC6C7D6wiUAQKtKHrvzzp38sbkXUS2ddi9b9Fpk7tolQFg0xF61vHKOVMCb60TR7OM/cC1/rEIz\nztOLBF/weMpKtbqwCAB4kFb+xcEeJuBrNDP/lXeT+eJaSozmCjVleuIS2aelFC2TuXhWU39jPzOK\nJ8NDAL1OxH979yEAwMVaj7r6wDnSB2FtsMpibxzapu+zQbso+2gLEgA+dv9+AMRZEgAurvcwKkwV\nbZk66qWxHDO0e7NIH7uw2ussvP+2HQCAb54n97Ew7s2L33cj+SxrdAGcq/Q6SXfuGcTrJaq2j7cf\nHEKcEMzJUEZFywvwy/fvhyaL+JNTqxjIqjg4mMVtk304v2lhte3imnIOn/k3t+JTx5dwcr6B//i+\na/FXz63B8UO8de8g3DDGgKkiThL06QosP8JwToPlRxjL64iSBNdPFLHeITiHqYEM+jPk+QcGsxjO\naQiiBFlVgiaLWLc8aBJdCIMIuwYzHAfRdkO+IE8UDeR0AlTM6zKivI68rnAtC7ZY5lQZokAUOou6\nAlEgScx808GOogFJEIh4VRxjvUOAo3/7wgbWmw7uPzSMyaKBPz65Ci+M8XM39+PHv3QZI0Udd+8v\no2L5+MyzS7DcEB+4eRIH3prBgzNVFHQZWVXC4aESvnhuAx+4YQzXj+bx+4/Pw/EjfOzevXDDGN+e\nrcFUJRwZyaOgy/jzE8uw/Qj3Hx7GX59eRRQneN8NY6h0fVTo9cuE2/qzKtaaLvYPZXFqqYma5eMd\nh4fRckN0fXKeJkvk+8eo2aeXm1BlCdeOFXBstoajO0ooZ1S4UYzLKdOxVzlkEEr+v02S5LggCL+F\nF3Ue/i7bAtZpDbwIqiFzN2Cg13WM4gSBF3G8lyAKCLyQV8oCTUTZyCEMIjj0ekniBHGc8ApVpk6i\nrHPKxAlZV0HPqFtkz5mENEDGD1GccDE7RRIRSyKXEBBFgVNFyXuJnOFhuRJl21DcFwVBMzpkFCeY\nq/SUIP0w5t3SzYaDbEblnZAkSXClavGuk6FKJMlk3W6tl0i2KH2ZYRVKBR0Fs3evbNkBGl2fFxB+\nqHNJAwAo5TRumx6FMdqey8+VqslI4p5go2rIPUxeGEDRYo7f8JwAVS/koo5MftujnSHb9rdYFPhh\nzLsXryS2MRLbsR1XEQ03wNNzdeR0GYYqY6So48JqG49dqsIPY9yxbxBRDDw2X8dm28VC1UYpSySc\nHzq3gf0jORydLuHXvnIBP3bnNII4wVOLTcIVp/TPgqkip8t4YbUNWRSwnCUz4Jn1DlRZxNiBMmqW\nhzK9oT250OCVNOlGUB0WXaEy06SiZlLSPgV2Dec1NN0Ay7TNmx/OoWkHqFkeDFVG0VSwXLehyhIc\n6qhZabuo6QqKJrECL5gqzi23YPsRpgYyiOKEik1J2NVnwi5n8chsFeMlE3fsLCGryvjxL13GJ993\nCJebPn738SsYL5n44M2TCKIEf3BsHssVC7/83muw0vZgBxG+cHYd33/tCP7s9CqW6zY+eOsURFHA\nX59dw/RgFjdOFFHpejix0kIUJ7h7fxleGOPLz6/jPdeNIk6Av31uDW/ZX+Y3+roTIKfJFHOhYWaz\ni33DeZiKiNPLTUz1Z9Ch3ZSVpouiqeAsPc4bpvrgRzEem6ni6M4SZqtdPHJpE5IoYFfKhvtVjmUA\ny0mSHKe/fw7AxwCsX41tQev0ZwEAsiji8E23otNPCot00TBeMrDZclPjzwi5ktH73Y1Rp/oIADAy\nkOGLcM3ysYneyDWKYvjdgC/+LJFJg71vPEqKjUrbxa5yT067ZnnwwxgzNLEomArqqX2VNRmDVBm4\nLggI/QjT9HMg3aLe8jZeMlE0lR4IlEqkM9B4xw05CDKKEwzmdc58AoCp/gxPRm0/wlhRx/W7iCx4\nKavxMYHjh5hZ72CdFn0MIM90Iwqmgv6sylWDT83W+ahb0SS0nIAD0wuGgqwu99x5n1uHrilcQ8hu\ne3xEpGgSMgWd60roFGvEIpJiaIbCk5LBQm+kZV85g8aFE3CDV8482k4ktmM7riIUOh4AwGfzUZxg\ns+3BcQL0GQoUUcAKpSqyiqTjhnC7RHchp8qQaLs+LYTIKJyWG/A5LQB6IyPVTpEu6BIVjAoCZiAU\n8Va/JIqIYkJhTEvL9EYZTPinZ16VHgc4foxyXua/R3EMj1IiDVWG44ecSvliozyAANwqXQ8TBZ0L\n/FhuiIKuQAAB+F1u+thjhnyskFVlKn9NKt6WG6LjEzMtAFhuu0QOXJVgpcYOUZJsoVwyU6YgIrPu\ngOpDRHHCBbbYOMeTYijS1jFInICMgKg5FRPFYscbxUnP4ZG+hmEn0n97tYMmCkuCIOxNkuQSiDDg\nOfrvO9oWfPEPfwsASahu06v45fNkv1nyC5Br4z+8Yx9OUezC88stvPVAGX91fBkA6Z526g7vnv7i\nD18PjQrPPbPchuVHOEm7vKcv19BuOBiji+7cmSUIosR1JERFxb/+8K38tTeN5xHSz/70hkWAtxyf\nJWKz46FJu6J6RsU43YcoSVBbt/Aeyq6TJQFn1i0+Crx5qg/XDmXRpd+bsxsd3LenxB08E1nn3hlM\nsZLpRIjdGj5+ossxEb4b4vpdJfyXt+8BADxwucGVPe+dMnHrrxzjwodOcwPt+jjq1Grh5n0DuGvP\nIB6mOhJrVxoIacIyMFZAt+XiDVT35O59Zdw4mkOesin2/uWjGNqzm2MJGwsz2H3z9QCAa3b34/Y9\nA1xHIowT3LijhPOrpGP9/EIT77tlkndwrinn0Edxh7q8H7r8fmzS7d78N3/w4svmO8arnkgQqlDK\ncZPSfuwOOVlpsGUcUsGPJmmRO/7kS7bHQDuK3qsAQods/+Xc0fg2aTbJ0OlAr0WUNlBhYdWy9PVU\nATIFkGQqjfMUAZy+hzAQIpMm3QKWoceadvFMHz+wleLJwJXpkQYLplrJMuE0dZVtkwEwWTsPAL9B\nM+AQ2w7QU8BkC2Z6360XqZ5ZKXCnnpqTv/h17MJNty9ZXGm89Lheq/GmKUIBXO94+HelBZwsXI+a\n5eFX33UIXhjjMyeWYPsRPnDTJHKHh3F+00IQJdg3kMEd0yU8Md/AUtPBz7xtL86stdFxQ7yN0nOZ\n62JWlbDSdrF7IEOswZ0ABZ3QG6u2j3NrbewdyqHW9WH7Ee7bX8aB0FaYAAAgAElEQVSa5SGMEvQZ\nBLtxsdpFOUNMhWp2AFOR0PFDSIKAINY4/bM/o6KcJfbYXhRjR7+JphNgL31vhi0Yz+sQqQJlgY42\nRnIazlcsvP/ICGRRwGk6dpwsGJgsGPiZv34e7baLb725heNDd+DXvjmDnC7j7v1l/O7jV9BxQ/zR\nrnks7bkX/+ovTkMUBXztPg0Puofx+JU6+rNEP+PQSA5Pzjdw644+HB0v4nOnV3BhrYOPvm0v5psO\nTiw1UDRVTPebMBQJj12uIooT/ORtO/FLX7uIy3N1PPHxN+MPT61zJoAqkUSs1vYhiwKuHyvg/EYH\na00Hd+8rI4hiDGZUaJLIhZF27TEhigIubFpw/AgfvHkS//2RObz7ulHs68/ACSOcT43svgfxYQB/\nJgiCCmAWhP4pYdu2YDv+kWK7I7Ed23EVsdohrpNzFQsz+44CfogLqx0sTjtoeyEWqjacIIIdRPDC\nCIsNB2GcYLpkomqTMYKpSpg1FdQsD2tNF1WqHcLomyzpatOqnPHgK10PK00XU/0ZxEmC/owKL3RR\n6fqo2T6iOJWwUcqnEhApZzeMwaj4DTozLhhEDrrjE3nqnEZwEVGccBojqwKDmMxWFxoORgsJyhkV\n8w2ig3F+s4s4TlC1A7hhhJvG81BEAYN5DaWsipXdR2G6Ea/oK5bPW8lLe+7FuGxj30gOqixiPrcT\ns2ubiOKYt5n9MMZ4n4GGE2DAVHFwtICsriCnEp2NA8N5KJIAURAQRgkOjxUQJwk2LA+HxgswVAkn\n121kVQl1elxFXUHN9jFNTby8MEY5p8FQJURJAlEU4HoxT7hMRULV9hFQASw/jDHfcDBdzqJi+XAC\n4uHxHdSY/0EjSZIzAI6+zEPf0bbgL8+s8p+tqT48t7gAgKD8WYHjhzE+f3qVdygcJ8DX4gT1GinY\nZFVCJq9xltefnV7lM/+5ioWmHXDGg6xIyBZ1PsroG+6DKIvI9vUKmK9cInoMi3UbrRQrYZ0yLhgt\nMavLMBSJd0I0ozeqMBQJpaEMvnmF+GGYioT1jscLmMu1Liw/5NcBw0aw9n8QW/ya3+z6KBoKvrFC\nHlOkAgy1gQKt4CNNRimr4YHLpOvSdkPuDPzAlYRbNQCAmZtAtqjDoK+tWT5OrbQgUf+MXMlIYU8I\na4Od98fkKhZbDgoUV1LevQvZot7T5JH2ckzEzFoHXhhjiRadeUPB03M1zmqJohgPv1Dhx7hct/no\nh3Xe/j6sjVc9kXDbVcRhyjPDIZl7fY38z+grAPGXB3rgyfnlHiiRnTxGA831Z1Ovox+wTx1CwxQQ\ns0M+bKtGLrCHzm3wx1j7mbWTd0wU+WMMxMJ8POwUx5ZRPL9wivCf9wz3wIxsFsZAXcUU0OYS7Xgs\npToMrFPC516d1L7TfWDAynT3YG8/+XmQUmXTbV528TAg1UbK72ORAnnK9GKfTFFDR3PUgpc+tpbq\ncrCLmxnoOKmZKmuwsPO5ngLQdmi13aQtRjtFk2KA1NdDPDJXw0K1i3Jex68/fBmOH+HG6RL+64MX\nkSQJ/s09eyEKwJfOrmG57qBgKhgp6vjUUwu4stbBe2+dxICp4rPPLuP+IyO4aaqEJyh9klE1vTBG\nOa+jZRNxoB6FM+La/ot1B+W8hpwu4+svbHDlyzRbo0YlsQlbI+KdIlWm7f0oRq3r825WlE04Q8Gm\n4wPGgmjaAR8JvLDWxrwqw3IDZHUFX3pujXQtSiaiOMYDF6uwvBA/cesU3DDGJx68CAD4yTftJF2b\nZ5fwwZsnkVVl/Ku/OI19Izn8P2/djXUrwI/+0XHIioQP3b0ba5ZHVSNt3LlnEMeu1PDsQgN37ytj\nR5+BTx9fxNRABllVQssNUesSIN01I6R9/BcnlvH2g0M4OlHEf/7qRdx77TA/l02XHA8zBpuv2xjO\n6ygZCp6ldNsaBU/3U4wK80a5ZrwIQ5Xw1fMbuGPPAJ6+UucjmgO0df16id6Yi45mZJHT7Zt2gJGi\nzr/PEfUYYUDJKEwQhzEXN8rpMu/EMnyOQ393vBCiIPAubhwnQBhzWrwgkpEYAC5ExsJUQ/53oOc4\nzBbPOM3GCSKEfsxfLwoC/z6Q4yX+OKxb2rKJ1gp7vhfG3AqcLagjKUpvnV6TAPh3ko0z3DDmXdmc\nSnxEGEYkpuBTKXWuClR9lQU7HkkSIUriFlGpgiZzKWtGXGCJRxQlWyQSiqaCzTaVMvCIvH6Qcttm\n9xTyXHWLP0pe/87eJH9XbHcktmM7riLYrDWKY9QtHwWKWchmCJCx5QX85pXVt2o5GJRnbisRWl0f\ncZLwyihtopOmXlpuiFJW4xW65QbQ+k2YqkTdAGOePLKKn9BAJf6zH4b8b0VTRY3KcQ/ndUQquQmb\nqoQ83V/C2w8QqTIFbpL96dl1izBVCZttl2tHpEGdlQ7RtNjo+jAVCZYbIqvLWGq5RLzKJdgHyw+J\n+I4sYt0KsLuP3LDjOIHlR5CocRlAtANY8lrOqJy6KYkCspqMIE44JqTPkBFE5NgHTJWg+uMEutzD\nt+iyhCCOueiVqUrQZRFZarTGVEXZe+iyxBMsshYSfAyTy2bbDf8eN+Ht2I7Xe2wnEtuxHVcRP3Hz\nJE6tdbBhefjV3XWcyOzFZ8+s4lffdQhBFON/HJtHGCe84r5Y7cIOIhwczCJKEnzt0iY6ro2P37cf\nzyw1sdZ08M+vHYUmi2g4AXHZVCQstRzcNFmEE8To+CFyqgxDIXiHF9bbODCcx1qbyGJ/+PZpzDZs\nxHHCJYwvVLsYyWlQRAENN4AmiXx0Us5pfKTRb6oYzesIohiWHyGnkYrkth19sIMYa7RTVs4S9HcQ\nxXyRvWfPAC5Wu/jRN4xBlQRurrSn30QYAz/9uefgdDw8el+AZ4o34dcfmkEpq+IDN0/iD47Nw3JD\nfO0+DfO5nfjRPyLkg6/vPYMnDv0wvnBmFeMlE4Yq4capPjx8aRPvvGYEWU3G7x+bx+JmF5+4/wBm\n6l0cm6shqyvYM5iBJon4/GnStv/Zu3bjE19+ActLLTz+0Tfid57d4GJLXVp1sorwutE8Tq+2sd50\n8PaDQ3CCmGNMvJC4Uf7zI6PQZRHHV1rwwxgfv2cvfuPhy/j+68ewd8CEHyU4tdZ+8SXzmowP3EAU\nJS0/wnXRPFauJeqNDTvAJSrzPTWQwb17BrnM+5mlJu7ZX8ZnT5IO7PPnK7CaLkzaff3Bw8MwFJIQ\nn1yz0HJDHKdgy41qF62aza2yq4sEsGmtzwMAZM3A/XvJROb4qoWjo1k+JnqOmnOxzqgqS7i41kGN\ndrMzeQ2gpl2+G6K21sY90wTUKQjAuYrNX3t4OIdrh7Ko0y7vybU2vm+HAalOaP6JloGTI+emT1fg\nRjHuGaEYOquKh1Ous62OB8cPce8UGdM9cCVBjia+byl28VHLR32VdFvt2iri6QOc4ZLVFRwZzmGB\njomalS7HEOrmMIAQ45R2fMfOEm4YzkCmEtk/cel5YO9hzsyoXzmD0hDRIDs0UcA9+8pb6K637RnA\nBXpdnpmr4x2Hh3nx8aapIjda86MEwxkZm/TcfAzffbzqiUTQbW8BQbKxQ6dGUKuy2mutCxJVqKTP\nZ+hcoMc/frH1NwBo1FY2lMkHG4U90CQDd0b0fVdWel94ZnFt0BbWZErDIU99PhgP1095e7C23Dx1\nx0uDC5lz237a6kxbGTM/jbS6IwNCMjvwtK4Ga48xrYi0ehobaeTpebl5umdzfpneAJ6hLdq0L8kK\n/WKxVhxD7gKATtHBO/vIMeS03r6zedo6ff1c6rNhX3w2/07vJ6vY2EwwbTG+0uiNTl7r8dmz63jH\nPgKO/HNnJ4zQxdHJPkwXVTDobBSTTsNoTsO1w1mc3+yi5QW4q8/BQ6KArx9fwiduH8VnT3UhiWRB\nb3kEZMmAfXlqILUSeHjTZB9nMKy0PRyd7MNC08GOkonJgo7FlgNFJG3jlhtAkUSYClkAQSt3RRWR\n1wW6KIa4VO1gN6XItdwQm5aH3QMZzNdt7CiZVEwqQE4jFXfbJViNuhNgoekgr8t8ZrtKx3AVy4cu\ni/jic7PI6TLyhoKBnIYHlAl4LRdtJ0Cz4+HAWzNYrlgI/QgPuocxu7bJdQaeOPTDuGP9mzg7fBOu\no7LYY3niMDqW17HSdrHedKEqElpeiCNDeTx2qQpDlVHOqFBEEWtNYgT2wqZFHDnH8vjWko28LuPY\n5RrKeQ1vmOiDoYhYaXu4UrXQcALULY90ffwIVZuoh0qigImigSAmoFdTkTBXsZDVFbywacFUJVyq\ndZHVZLTcAIuvk2v5/p9/CABR/5UkAXqGjE0zeQ0HqUT2t89t4LNfu8TvuZm8hocemcf+a4jG1eGD\nZRyZLPLv9jt/41GuJswA7DK9l4iSiD2HhzhY++3vPIrLK22IIqGdHpgo4P7feoLvn6xInNIYRzEZ\nDdD2PFNIHpok91HPCXGJYiLCIEbfcA4/+menAQCDeQ2rDYcvus/O1jHcZ2CTJshu18fjM4XUmLmN\n0T5yPz93YRO6qeCXUlTVg4eGuGKl7UeYWe/g1l85BgAwsiq/V3/U8vHT7z0Mi94Dj1+pY7qc5fo5\njz6/jm8cX0IfHU3feMsEv/dHYQwjp+GxM8SR9NsnVhFFPZ+OyetvQBInyNAx58S+t/KR+1Nn1vH0\n2d7YXhCB5YrFAfe+F+G3v3QeKv1Mfz+IEFFQ/uBQFh3L26Ir8d3GVSUSgiBIAJ4F4S9/nyAIJVyF\nQcx2bMc/lbhuNI8HXqhgrKjDDWNck9Mx33TwxYsEKPaRO6ZhBxHmGw4emW/gG+c3ULd8fOjOafzH\n4zZUWcQH79mDj3x5Dj95207kVBHPrnbQ8UM8vdCF44c4Ml6EKABffn4dth/hySs1TJezeOoywVL8\nwI3jODnfQH7/IBefqlo+l/tlao0M88McO0eKBv/Z9iMcGhE5cNT2I0wUDczSn4umAkORMLdpQRIF\nLsJjU4pp0w5QpTfYlZaLDrU6l0UBd+0bxHrHw+27B2B5IS5uWujPqPj19xxGUZfx4EwVv/zea9By\nQzx+pY4ojvGhu3fD8iN84cwqzg7fhH97KINZX8Niy8FjCzZ+6A3jePhKDXMVC++6YQxxkuCx2Sr2\nDedwy65+rLVcnFptwwtj3LF/EH4Y44m5Gm7Z3Q8/jPHQxQr2DefQn1VhqDJma13sGcigYftQZQkX\nNkhyUM7rOLHY4BLwhiphttqFKou4UrUhiQIKpoqiqeDkcgtTAxk4foRHqJV7mrb7Wg6rSro2SRQh\niSNIGlmUjOIQLzhaNRue1eWYNUEU0FxbQm2CFEdTu/sxVTTw6GVSdTcrveJMNXVIktDDspUMTJcz\neO4KpWFOlwiVlp6voztK+NpDswBIQRh4EU9KZEWEmMJmCKIATZfRR3Fdm4G1BVOWLxlYo8J8rZwK\nz+nJaTuWD7frcznqwAtx3gmxuUQSEVFW4NAEpVW1ERV1bgXu2y3unQGQ4nC9ZnOKJ9Ar+uqrVVh+\nxG0JrNE8d7IFiAaGY/l8QZ8aMNGi37Gu5UEUBV6o2pYHq9bkFhAT+0dgNV2uyTE5lMUF5qXhBojC\nmJ/3wAvhdgNeeAuCAKfjcXGvbsvlBX4SJ6iuNDjW8JXE1XYkfgrAeQAMVfgfcBUGMQDxwZC0l7o8\nBl1y8YkpFUqzNEL+Rg+ovbnJH2N0T0Wn6mKpqp5laOyiYZ0GALByFIxIvyTswmH7BhC9cwAoZHrb\nPDRFgJcX6IlPdwoYQJQBRtNAzE3qJMo6DXuGe6DQAxQMNpzrgXgYKPM5qnCZdvFk2SRTrUxTPFmL\ninUi9qeAmCN0+wztvJICdx67SM7pAlXim04J6ZTp68bo+SynzgerQofpY2n9gOPz5JxeM07OWVrI\n5XkKmGU+HGmVN/dFlNLXclS6PsEWMCuVIEKUJNg/kEEQJThfsWAHZHY+nNNwZLKIS+sdxAnw7kPD\n+KszKzh2uYubp/tRtX0stsiXWJdFjPcZcIKIA7/2DOewXLdx044SNFnE/tE8zi23ePs0q8roNxRo\nEpNoJiA1icpH51MaFqWshryuIKsRkCSb7+e0Hp6Cva+pSjAUopCZ1RXyPwPYxQmx7jYV5HUZXbod\nleIPojjBJqWlrrRdbtUtCQLObnRQzmoo6DJW2h4ZrWRVdNwQa5YHSRAwXjJx3XAes76GnXkJdqAi\niBIuIFUwVbgpga0+XeGKskyq2nKJPkVWp5gUP0JWVyAKPdBoOZdBQSd4iKbtI6srsCjlmnmRdNyQ\ny5NrNElSZRFrTYe/F9OZKBgKYev4r1wVcDu24/Ue3zGREARhHMB9AP4zgP+b/vmqDGK2Yzv+qQSj\nAtoBkZhuuAGfoUcJkUmP4gQlAzAiEXldwUjR4AmHSkF7OU3CXMNG2w25vLUoCDAUQj+MkwQZVUY5\nr3OU+mBWw9SAiY4foZzXECcJ2l6EOCHgQUaXEwVSLUUxoEgCcnTBJI8JXOHSDhigUYbjRwhiUlFn\ndRmKJHADI0kUKIC0ZxE/nNco2JOADxkYkYVJkeEsQYmSBB2f7GtWJecviBK+SDsUTW5Qie/FlgM7\nUFHOKKg7AdfCYPsjiQLZV02G1PWJUZcmc+GikAJNVVnkiz1Axo+aLKKgy9AoewUgTAALPdGuPlPF\nWtNBVlc4ELVKjdIkUeD+IADp0rBk7PUSqkmKGUGU0FmbRXZoCgCRm2aFi6yI8EUJEu3OhH4EPT/A\nJf7PrbQRxQmepwJNcejz6lbMGEjiVFEnEWM0Rv+8UrVRNMl3AyCMB8a2EzI5hL4PIaSaHxpxWGWM\nD0EUIKs9fxczr/P2vCQLGBrIoLJMClTfCSGrIh9bWx0HVtNF4NLk09SRtD04jd44oMo6IaqEOIrh\ntqm4k2PB9yKuVlkq6PDdgOsdmbkJzp6wa6s4fqUOi462+zMq5lOFnCSJCNwIEb2GxkomH3/PVbok\nIaYFYxjE8DoNfm4P7jiIC0stDNOx+5HJIhZp4eq5AcIghpklxxAA6NRtaAbFZhR1OFavIxO6Fh/3\n19YkuO0qFL1XjH63cTUdif8G4N8DSPObrtogJokjJFEvW2etNBZBSqxKoRc56z4wfAN5Hp0j0b8l\ncc8DPtDIF4C1wPRMr0Wj0lYPe6xV7d30kpi1ucj+VVJ6+dy6lTlvpmhJjFLDuhRpCg77MtbqLxVb\nYttkWAKgV/3vpk6faXwBoyEx74y0eBWjWDI8xEiqy8FwD4ySlm67vkC7G4znrcq9/WQLAlvA0vgJ\nVrVSHNAWyutTl2v0OeJLjm+huvU85FKYEdV45a2073WYtFJnP4sC6MJEVBvTTIKcKqOgR3CzKkxF\nQp8hc2bFdJ+Jx+brhE2hSFDEBKJAcCYM4JfTJMSJAlOR+O8jRQOWF6KcJ6OVNcvjnwmjn4mCAEUk\nOAlJJMmJIgnQJBFxQq6DyFQRxDE0SeR4lShOMFI06GslRBJLTAT+mRJpcAmaRJQ5AaCgKQjimBiS\niT0FQtsnapsTRQOKKKBC+fyHh0r4wlkykz80kqPeB+T6uHGqD2N5FY8t2LwTceNoFp88sYqj40UE\nUYxjs+Q6e+OufpiKhJmNDrK6ggFThSIKXK765ukSzi630HFDvHnvIKIkoXRG0p1gWhmqLKGc1dC0\nA2y2XbxxVz+nswJA0VCgyyJG6HeUfR+H8zouVzoYKRooGQpsWeTjntd6qGavA1mYOMDvlXJKn8Gm\n83LWBlc1Gaqp8+cy2mU/lVmuDvZxoUBVkxEnCWR63URRjHqq87hQ7WKz4/GO7dSAif7xfroPIjJ5\nnXeURUlEEic8KWF00zrFOQReyNv8YRBhrWJhmHaSZVVC6Ee8ta9nFMiKBCfli6Sb6hYRwgJdoGvr\nHeimir6xCbrtGKWhLPZQYCfrqrbrRNo7Sy3lASCePoDpcpZ/F+ZrJHFiAMrNlotsMUIfvcYsN8DM\nOsXHOQEM1eAYkWxRhyTt4Pt3fr4BtxtgOeWJ4VI2mSAIMLMqP1eKJqMwkOH7FUUxjKzKz6FmDPDH\n8iUD3b7e1GAZ3338nYmEIAj/DEAlSZJTgiDc+XLP+bsMYrZjO/6phB1EOLPc5KDTnQMmzq+2sUp1\nOUxVguNHWBc8XKnbOLPY5Pz6b14ktgeHxgv4zW9dxv3XjqDjh7hYsXilz2SwmbcGALQc0o5fqHax\n1nTxQzdNYK3pYFd/BkEU4+JmT0RnHVuppGn+fPpn4vJpYKHtYJOOIMaKOpbrBAewSP9PSz+rMjFD\nUmURTV2B44cwVBk1y0fLJvLflhvgph0l9BkKKjTJOb7YwIHhPA4P56BIIr54bgPff+0Iltsunpxv\nYLzPwJ17BhFEMR6+tIljszX80BvGeSfikydW8VOHTfzKyRo22y7ee90ogijB41fq8KIY7zsyipma\njefW2tBkEd9//RgsP8IjM5t4855B2EGExy9XceuufhgqYaWstl0MZlQuLjVb7aI/q2LXYIZ7iLDz\n17QDGKrEbd6nqQ/E2eUmDo0VsNxw+IhwpPjS8e1rMViyECcJNF3mFaogpoy0TBWSJPIRrigKyPcZ\nfOFxOh4upbpQA6N5aLRQ41bfKZ8HO6UmvFyxEIUx98toOQEmJ8niT8ZWypbrNYoTNJh/hCLB8UJe\nrAmiAJ0WI75DMAK7x0jxJIsCOm7ICyaDdjJ6w3Jg51AWm3R864cxSlk2Bg+gZ1SeOCVxglJG3aLV\nU85rXPbaMHr7rJsq5irWloJwvGTw+8bkYAbrisRB+ZYbwqGJgapIBKxME1dFk7ckBx61Z2fg082W\nm0oMFGiGnHoukMS9MbwoCDzpAsAZNwCRGld1hW/3lcR36ki8EcA7BUG4D4AOIC8Iwp8C2LgagxgA\n6F78OsciqAO7YYxf84p3djte/zF3+mlcOfMMAODK5vdUVvjvFWN5nbbmY45HadgB7tzZD00W8bmz\nayiaCnYUDWQ1Gf2miqYbYEfRwOFyDn/z/BrmKhZ+/LYdeHS2hiiO8cad/YiSBJYXIk5IB8jyQ9w4\n1QcvitGnK4gTkKrZDdBwA0yXs5TtkeDakTxabgA7iGnLXkTF8pGjNwyb3qAUUYQbxgjiGE07QJwk\nGKaiVlFMRit7hnNQJRHTJROWH3HhphLFYmgyGdeUDIKdWGm7HOuz0nbRn1U5lXW942Gt6eBdh0eg\nySKeXibmZB+4YQx/dnoVOV3GrTv60HACHLtSQ8sO8M5rRjCW1/HwlRpymgxTkXB0vIhfOVnDR26d\nwLOrFj57agUdN8SHbt8JN4zxrdkaiqaCoxNFFDQZn39uFZYb4i37yvj6CxvwwxjvvHYEDXosOV3G\nRIEwMWwvghfG2D+Uxbm1DuYqFt68h3QvligWokQXqd0DRFF0jraoj+4o4fnVFnaXcyhnVYRRgqXW\n64O1sR3b8WrE35lIJEnycQAfBwBBEN4M4GeTJPkRQRB+DVdhEAMAQ3f8nxDEHjCvJ+9JMqduo6de\nyZCsZpm0uoKUn0O3RbJaxrl12j3QpE/Rxem2HQvWuhqnrfilFP2QZeOs3cXAkwC4Mco11EDlekqN\nAnrqlX9LM9S0cx4bk7CxxxYgJl04zXyvnXaQZtBMtfKuvT1rbbYQMDvw9PlgqpWM4llJvQ8baeyg\n7bMdqVHDDPVFsOk+z6X2fZHeKBlVaSTV9mPtXsbHL6XGEoz+ytQCiy8zsmAZ+/R1N2P6upsBEH74\n7371j1/y3NdqBHGCrh9yw6emHaDjh+j4RHLWchXs7s8QHEAcU8MooOEEkEQROV1G2w3h+CFV2iPq\ngIz6aQcRkbQWCDbBi2KKoSDSzk03QMkgVuPLDQd9ugI7iBEnCSRBQBwncMMIOU2CKAgcf6GI5POa\nrXWRowkHGVv5fOxRMhRsdv0tZleSKND3IPLZ5ayKAVNFxfJQ6/oYoGMSSRBg+SEB5GrEbpvJXOu0\nw2L7Ea4fzXOp8KPjRQyYKp5dIODirCZjpe1irmKhYKrEeCuKsdl28eyqhTdN5PDtWR1eaGPAVPHw\nlTrBnKgy4jhBywvRn9XQn9UwnNPQn1VRs4gwVssLebdHlgTMN1z0mQomigbymozxPgOGKqGcIcfj\nhTEfCTFcTBATrErbDTgYVZdFXk1m1KvFrf/jxtRUr/rfM5zFc5RaHqWqbcNQMDaY4UJgbhAho8lo\ntnv3oTR74A37B7lPD6PSsoq81fXh2j5MilVoN9homlzz3baH2+/YyV+b7uwwhdGFKlNmFbEZJxyk\nLasSdDoGCLwQYRBzF9YwTtCyfd5Zy+ryFuq540fYO5zj98qOG/LnWm4IQ5X4OIJZpq/QcUzLDlAw\nFdy8b4Dup89HtlldwaPPr/M1QZJEbLZcLi1QzpNrk73XuZU2P55MVkPH7elIMNVa1s346uPzkBUJ\noU9e26k7vGuimxKmhrL8M6uEMaFWM2XLIMLgYJZfr8MFnWNNojhBTpd5d7RHxr36+G6vfjbC+FVs\nG8Rsx2swBEH4IwD3g4zkrqF/+3kAPwHwzubHkyR5kD72MQA/BiAC8JEkSb7+ctt9eqGBlk3AfZ9c\nbvGbwWeOLyGKE26lfexKDZYbEmyDLqPSdrHWdDFeMjFeMvE/jy/hlt39sP0IJ5dbUGWRswZUmbQ2\nGTuAUS8rdARx884SFhoOJooGRoo6ji82KLBQwlqrxypqUk8NdrMyVLJdpmyZoT4RK00HkihgR8nE\nSsuF7Uc8AWAS2ZIgoNb1sVK30XFD7C1n8dRcDQVTwYPn1vmxW26Asxsd6LKEnQNZHJ1U8IdPLaCc\n17F/NA9FFPH7j8/jg7dOwfIjfO70Cg6OFnD3vjLKGRW/f2we600X77phjGMujs3W8N7rRvHZUyv4\n9qyOn3nTFBZaPj59Yhn9WRV37x5A1fYx27BhuSHu21eG5Yf40+NL+JGjE3DDGJ9+ehH3HhqCTVkc\nA6aKvK5wU64XKhbKWQ07xgp4bL6OqT4DS00HMgVfDuc0PP/sjPUAACAASURBVDpDrOLfuHsAhirh\nmxcquHt/GWdX26jQxfX1IpF9Ay2IOm6Iu3b38wLED3sKogVTwf7RPFYofqVm+RgvGTjHrb9DhEEE\nler3HJkoIkcXu/mGjZrl8e22nQBxmPAC0qcLLDNBFEQBh2iRd6UuYXd/hvvGMHVTtl+qLKJlB7xd\nL8U9OWmr6yPwQuwZYKMbYLXj8oRmuGhgtKBzfMNK3cbhoZ4DphfGqNAF3Q8jqLKEW6fIudJkEZ9p\nL6FF973R9dGfVXHXHlL0nVppcR+OI8M5fOP4ErdLD9wI2WKEdZrw9GdVHB4t4MwyxaptWFsKRD+I\nUKTF5cHRAiYLOsdCfe6BC1t8S+yOzzU18nkde4dznCWnajLKfQbHp1hNB9PlDD8fb9jRx7dbdwKM\nZDVuHvgn+O7jqhOJJEkeAfAI/bmOqzCI4a+N0wBHioylF2FarIqJP+khy7J6VEGH8oUZAJPRR9PB\nUKiC2BNnYrxaln3lUxlvlws2Uf+ITm+bDAmfFptiwarxEQrO2UjdxJOE/Oza1ObZ6R07uwCiFGhy\nhoKUWEafT4ERGRd53wj5oqVdPJl/BqO1pime3DuEdhH29Pc6EsyHnl1gftqpk1Yl7ItrpECahkrB\nmUVmktP7bNKiW0CPKgr0ujfMK6KQ6lb0pT7ff8D4FIDfwdbvQwLgN5Mk+c30EwVBOAjgBwEcBDAG\n4CFqz/ySYSFbMFRZxMKGhSjOYLxkYq5COmRsTLBQ7aJDKxpJFFCzfFhUa4FVGOz5y3Ubjt/zO+CU\nSbHHQCAS1DGyek8O2g4ifuNP03CjOEFWV7YkEUTqWqIS10x2OuE3a2bJzdgQxBOlZyXecgL4Ycwr\nPGJKFqdkuGO0bJ8DJ7O6gul+kwg4rXXghzF2DpgQKTVVFAVosogLawQouaPPgC6LWNzsQlUIAyWN\n6wgioo3hhTYWWj6miyoWql0UTaI+GNB96LghZ9AABBBrKhI22x7vqGjUeyBOEngRMeZSZZF0H1Ln\n0Q9jOHGCcl7bYg8uiYAiEVaKqUioWx4smnC9nLvtazEefoFMoeOY2NYz1H8YRNApXsDxIxy7VIVN\ngXxJnGCz4XBn4ihMeBIBAI/PVHm1X7N81C0fPl3s4zCGKAu86mYsCga0liQRp+jiV7e8LeexSTsK\ntRTOIYoTDkYUJZFf57IqQc8omKGYFfLd8zhAln1GTOnS8SM8v9HhuIf0NTdX6aKc1/CtmR6iIt3N\nKJoKSlmNW4FLosjpvwu1Lvr6M7y7HoUx+komx0REcYIzy02U2f2w30SX3lsEUUAho/Ik7NjlKk5T\nRhNAuuuqIXOdDdVQeFe9UbfxxKUq7zTHcYLNlsvPexQmOJOSFqhZfs/wTJVwjmJKXmm8Pvpx27Ed\nVxlJkjwmCMKOl3lIeJm/vQvAXyRJEgCYFwThMoCbADz14ie+7/oxrLRddLwQ77l2FKYi4gtn1/Ez\nb90DSQA++eQCcrqMdx8ZhSQAMzUbLSfAOw4MwQtjfONiBetNB287PITzq2007QDvPjIKgIw+oiRB\ngbpwjhZ0BFHCGRPxQAY1uogPZFVEMako33FoGA0nIH83VYgCoaEWNOKd0fEiAqqTRUiCAFX2OSYi\nq0pAvqdwmtVkWF6IN0z0IaIOmqokopwhSO+iqWA4p6FPV1A+PIyFpoObpogccd0h7p9HqSbKl1+o\noG55+MV3H8JQVsXvPbkAx4/wsXv34q/PrkESBXz0bXuRU2V8+vgiojjBJ+4/gJYX4rHZKh9tvHFX\nPx6/UseHbt+JAVPFp08sY6Haxf9432F84YVNXNi0UNQV7B3IQB/O4dhiA7Yf4b3XjeJTzyyiaQf4\n8F27sGZ5vPWsy0SlU5MJu2Aoq2G17eK5lRbeNN2PIE4wUtChSAJl5wh424EhBHGMuhPAckO84/Aw\njl2p4fY9A1BEEaIAVP8ezonbsR2v93jVEwm7tsopm0BPInv44HUAel0EAGicJ5KjzQy5IR26+3b+\nGMM6RCG5eYVOj6rptja3/G9t9CrdzRmSzW0uHQAAfP+7D/PHWLdhuUj2bylVfVTmlwAAJ46RbPF8\nrtfJeIhmkz/2jn3kmFKy3RbtqrDM98Jqz3mT4RrSamxLlNLGFNm0VMWeodX8x+4ncrJB1Hsf5uLJ\nJK+Z0BTQo3gyPATrQgDAx+7ZCwCcAldJUbNc6gjIQGXMqAroCVgtpCiyLH7qzbsAAF+h7ISTKdfW\nH7ye6Ncz74a1FP2q73tL//ywIAgfAFFo/RmqxDqKrUnDMkhn4iWxwjoSkoj5hg1FElHOa/DCCJos\nYWogw8GGWaqJYKgSanaA4ZwGQ5XRtAOUMxoWdQWGKsOiNt5BHHNMBGMSu2GEcpYgxT1aLZmKhFrX\nR5+p4PBwjgItiY01+R90ewnHcxi0ymeVvhfG6DN7hltNO8AEpZZKooAgJrgMVhnGCRCEMa8K85qM\nlhdyOXAAaFNNjbO0umVU0cWWi7WOh3JehyQSW/Np6j0y33TghTGmBjKQRAEz9S6ODOWxbziHPiqg\nZSoSvIhYoT98pY7+LFGW/MILm3jjZBEPzlRRs30M5zRESa+z89x6h/p1eJht2IQqut5BwVRwYDCL\nXSUTSy0Xyw0HuwYzlJ0hY93y0G+qWGu5MFUJ5RxxX1ymoyXmjDpPLZhXWi7yugI3jLag9F/LsTpH\nsGVJnGD21CLyg+ReKwgC75g2gxgh7R4BhD3g2j6n0JtZFXpG5WyMU8+t8+eqhowkBqd/KpqMTF7n\nXd9h2l1l+CtVFvHgMWJlrukynnZDrhvBtsFoqIIoQBAE3jkJ/Qir6737q5nX8aUnF/jvgiDw1152\nQkRRzEcriiZjZrbOuwFJ3FtjPDfAnCJx3YwojDC8o48LF/qhjlOzdazRCj9X6q0NzUoXN94ywTsQ\nYyUTlhvwtebcShv1DYtTTe89MsK7nTXLR9FUuCXClfku2lWbs2WuvXEMtaaD0RHyfnuGszhB96Fd\ntbG62OT7YjVdOB0fik7Wv0xeQ229w7vOq1caHKeiGfIWFdBXEtsdie343yH+PwC/QH/+RQD/FcCP\n/y+e+7JU5kqHgcjIInpwtICZ9Q5vnVpuAEcUsKFKmPcjrFH8gSqJeHy2yumDv/fIHO46WEal7WKx\n4fDWKgM8SaKwpf3Kfl+o2viXt0zihbU2Dg/lMN90uH0206gAyDyXqTgyCly69U72X8e5tQ4Ho00U\nDSxUuxgvmTi31tlCI620vZQDaIiaRf4v53Us1m04foiCqaJl+0Q3QhLghhKKuoJn5uu4fqJIxjqS\niG/P1nDjRBFeGOPEEqGGZqm41LG5Gh67VCWy15YHqetjZqOD9x0ZxbdmiQz13bsH4EYxLmxaeHCm\nivcfHsK5io2vX9pE0VRw755BVLoevnJ+A2/ZOwiraOCZ+Tpu2lFCibbUZxs2JEHAdMlEVpVwbLaG\nW6b7kVUlPHShglJWgx9GfEw1mNexUO0iihMcpYZQa00He4dyuLTRQaVN/D3K+a36OK/VMFPW2J4T\n8mKFWIP39EM0Q4FApz2iKCCT17h0cxTGcLs+B5ZLsrgFrCmIvcVfFAUkccITDUbxZJ/HWtPhttiy\nIiLwQrDejqYrEMReMhCFMSRZ5NuSVYmPW3RTxVBB5xiBwCUYDpMqG3fbLsdlAIAJwHJC+DYpmpI4\n4qP1YjmDOIy36AO5dsDHCL4TwO0GCKmCb1qvInS7WK1YXPY6q8uYWbc4yNGlWA6WwFTaLgeYRnGC\nph3wBT70I4S+z4vvayeLWDAVDszP6TJ2U22LC36Eds3myZ6RVRF4vc93bCSP2W6NH0/g9USx7I6P\nOAwgq6981LydSGzHP/lIkoTTkwVB+CSAL9FfVwBMpJ46Tv/2knj4T34HbkAss3dffwuk8TsB9MS7\n6tycTOBKjZIoIkoSlLIaWrYPyw2wfzSHNapL0MMl9LAORLeBVBEFQ0GUJMSYKq9BlwgAs89Q8MxS\nkyhDUqwCSxwkikGQUgqMRWp5zt7XVEg3hSHsx/Ianld7ao85XeYJUn+WKD2uNV0YqoTb9uQws9Hh\nHhtRLG7xElBE8rsbxjBUGXFCEqKa78NUJVS6Ht0nFYokoOWGCCi2w1BlDhpVKTNihgr65FQZVZuw\nSoq6gprt41zFxsFBE08uysjrCnFRFQSU8zqCmDBZSlkNe/pNnF/vIIoTjOV1XKnbmCzoGM/rOLXU\nxL6BDFpeiOGigbGijovrJJkK6ZhjrelgsWZjKKuh5YZQZYK/uHzyKayePwFRAPKvI3G17diOf+h4\n1RMJz6oj8nqjDQautFskE4w89yWPeR3SfnNSI4DoRWIZaYVMmXp59MCWPZBgHPh8PwBwcFw6WDWX\nFunQsqUt+8Syb6CnJnZ+lWS/g6lqhC0sjC6ZBg/N0f+ZChzQcxWNUjQdFqwdOEtbbIUUqLFMxVPY\njDs9cmAiLAx4k1aWYyMNhthN+2kEca+dDQCVFNgyrVoI9ACZAMDYvT054t5jLj1+RnFMywnPv4z6\n56sRgiCMJEmyRn99D4Cz9Oe/BfDngiD8JshIYw+AZ15uG//yw/8edkC0GIYy5DqZGsjgQDlLmA2W\nB0OVMWASNUtdlvhzJwsGTq200LJ9vGXvIB6fI5XBRNFAEJFRA0A+EzeMUSwrcEOiDWEHEfaWsxCH\nsjix0sJwXsO354h+wmBGRd0JqDS3AkUSsdp2MUYxFh0/hCSQxMJUJN7hsIMYu0omMlSpcr7p4PBo\nARXLw6GRHJXFJsqYO4oGRvNEFXKsqOP6kTwUSUDV8rk3S63rQ5VN2o2IOPvjZop6n6/biOIER0by\nOEE9Zab7CQCz1vUhiwL2DGZQzqg4tdrmstcDporn1to4OlFEHCeYbdjwwxh7BzIYzmn4+qVNPLko\n46duncCza108MV9HVpcxktex2HR45+AZWqUWTQUlXUHbVPH559chiwLuPTCEr13ahPn/s/fmUZJl\nd33n563xYo/cMyuz9sraunpf1S11t6RGkoUQQgiEDzIce/CAh/F2vGCYwTNjG2x8js8APsPx2Nhg\nMItgBNhYIAlJNL2q967u2rqWrKyqzMo9MvZ48db54y7xsrvB3TItq1H9zqlTmRkRN957cePd3/39\nvotrcd/eEaaKLl15nd6zd4RxCQi+Y+8Ii1Ksa6zkcnGzy/s+8H6KH3lEtILihC/98r/+c5uz71RU\nZMk9CuIdEtJpkuodOUAho5QbRwmuY2lweiKfqyoWYzNlLClAlRUzA8FCiMJYAyTbLZ9+P9T3jyCM\nmdwt2iuWYVB6nbCXKZlDIMSu0iTVAPE0HQIvozBmeaPLmGSARGG84z5bHTOojKa6ymCaBpUxkyiU\nLI8o3eFYmsRJxixsqKqpwslZjEtMkGGi2zFeYZo4SvS1Wljv0umHuPI4i/J6qzbCVmdIUc27goI5\nK9seaZLuaHU/v1CnP4h2XF+F/ZkeK2DZJvskzfR8P6RU87TUQJyk1CaKQ0LD64DusQQff71xoyJx\nI/5ChWEYv4HwgRk3DOMa8H8ADxuGcRuibXEZ+GGANE3PGIbxWwhDugj4X9I386lHgPQGcUKYDG2/\n4yTV0tQqcraJYxokqXjclowAxXCAYcvCMgwsOS6I3XwoRWKVNoRnm4RxSieIGSsKoOWI1G9wTFP6\nXiTD15iG1p5Q4cjqhKo4KD8NPxJ4iJxt6oQvTlIwkRoYqU4AAS0vbRpit24ZQ8YHIOSzXRPbFJgC\ndS1y0tirKpktOdsk71hEEosRqNeaQiJcmX2p11YlLkOZcnnTZeIUaSDm8PxKl73VHH8iEf7VMVFR\nCaIExzQgw8hQWBKlCaGwIb0gphfGGvchtDFiQGhRhEmi/ThcyRbwbAHGdCzoh984cV9JWf4M4oN/\nFfirQJG34Mjcl7gGtXHJSkarhVct1lmlw0E/3GHnbVmmLufH0rYexBEFmc1QmqSkSUrMUCUzTTOs\nIdn2UuHawyVJVdpUW8CxTIJkJxZFHbPYgCWMVocbuDhJtZ2Bao8oFoNhGpQrHn3FcogTzSTptXw5\n7vD8Xc/RY4yWczT7IV1ZPbNsM5O0ROTLOZ14iOpkXi/4bT8iCGNtEFkrOLr61/YjWQEU45q2iWUb\nWiW03RkQBbEumY6Wc6zKYxj0QwzD0NYJg76g6MaR2IT6uYA0SXcomaqwHQvjvxMr/I4nEvGgr3s8\nkKk6dOo7fodhJUGBM3uZSa76RkrcynaHmWssvTms5I2ApxABAEtCCS6s7zRQEWMOZUZVKGBNtq+m\n30/edFV1I1t1UL0/RXsczfYk5fNWM3f5jiOujapyZCsf6kN/bVXQUvdmHD73yMxdARazLp7KP0OJ\nTWUpngpcqSoRqjIBECbiuMYKbyzTqkqEJY8zW5FQ56WcIrMyp0pUK3wT+VWFBfjzjDRN//Kb/Pk/\n/BnP/2ngp/9b455ZE5gCyzQ4ebXB3vEiGy2f35PzKe9a9IOIV663NLiqJFsEC+sdJis55kYL/MKj\nC9x/eFzoLqy0duAXVKtDCfFsyV1DXdLY3n9kggsbXW6eqXCt2eeFa0Pb63UG2qxq63W+D2oB7PhC\nGGuk4HCl0dey2LfMVjm/1ibv2ryy3NSYB3VsW52AlUafemfAIKrwyrUG1YLDi1dFwjBR8dho+UyU\ncjiWQTXvMFv1+L2T17lpropri1bKr7+wxAePThLFKY9f3OTEbJWbZyqM5G0+9/J1Vho+Dx6doCPF\ngf7k/Abfc/ssn3vlOmOlHB89MkkvjHlK6md8eH6C7X7Ik4t1/iRJ+dF757jSDPilZ6/yqdtmafoh\nv/Pydf7STdOSRjigWcvTCxNmKznKOYsnF7a4a+8II57DF86ucXxXlYX1DnlXeHkc31XhD19ZpR/E\nfPKuWfwo4ZVrDe4/OMYry00avRDbNHZ8N9/JkIykvw4cS9N0YBjGZ4HvA27iLTgyH5M4j2YvZO94\nQfs8gPB6ALEwHpgoajpgx4+oFhxNMfe7AQM/IicXx7sOjmrRpGZP2NorcOFme0DUC3Slob7WwTQM\nuhkBve/MCFKNlnJ6x12XuidZsb2N9kAnA5Zt4kgaahTGDPoRR6WeRz+IdkhkW6ZBybNpyvteZxBx\n+74R3VIMokRXUhfkPVEBJl3b5NVrTY3l2Gr62K7FnVKs8MpmT1Pg50bzPH5yReNJOo0+tmNp2eu5\n0Ty12Yo+p1evNfXaNjtWYKXhayDqZCW3Q+7+j59dkmuWOKdrLZ/xCXHfHx0v6ucDNBp9ipWcpopG\nQcyeqZL+XKoFR1fPe0FM2bP1ffw53n7cqEjciBvxFuL4VJl6P6Tlh3xgfgI/TngpSrh1V4UkhScu\nbZJ3LeYniuQsk82eoETuKnucmC5zalUA837koQM8Kvnnt8xWcUyT5iAkTqCcE62N2apHL0woOEI0\naXctT5ymrLYHHJ0qca3ZZ73lc9tcTWIMEkbzwpBqrTOg5jk41pD+qZLFrZ7SqIDd1bw2peqFMTfN\nVFhtDzg+VSZMEpalhfh0OcfeWp4FSf+clBiNxXqPm2Y8khQafkjZs5mVyfPTi9sEkaBhAnzx3LoA\nSx6d5Cvn1nFtkw8cnsCxTL78mnjsE7fuohfGPH5xE9c2GUQ2Dx2e4POnV/nQsSlmKzk+e/I6cZLw\n8ZumeXWtwy8/d5UDkyVOTJdJUvjpP15gsuLxyVt28UfnxTX+5G27WG4NmBvJa0XS7V6AH8XUPIfv\nPDHDuc0uy02fz9y5m+Yg1LRbodyZ8kMP7MOPE7ZkEn3/wTFW2wMOTZa1QVov/IaxNloIc8eCYRgx\nAjd4Hfhxbjgy34j/QfHOVySCN69IKEGpN3tM/f9m1QAlkZ2ljb4+shiJ14+dHVOVd1SfLVuR0KIn\n5p8u0tFW8tSZ0qmKsvfGSztWGhrEvD4SLeAyLJGq41M7TCVaBbCrLLJWT/b1JjM9TTW+krzOIqoV\nxVPhIVQVAob4jqp8n0xVm54cX2XHjSxGQpbeqhmZ2NeHcowsum/8bN4NUXItmgMBitw3kmdZmljl\nbCExLYSgEvKOtaNfnHdMbcsdJw5hLECIlikkmEFePzMVnhgICqhjCSyDWvxA7BxUi8QyRdvAMiFM\n0HoGIF5rGqK9Ysr2gzoe1zJF2yVNcUxDS2nLtVO0YUJR2VCfq2OJpKKUswnjhGpO0DvHJWAyTBLK\nshrlWEKpsxfE7K56LNT7WuwnSVJd2do/UmBNVlriJGV3xeOslJDXwllyjgq79oS6/L71wphuMNwt\nb/VCTAMtTHV0PM9vvuhT8mzmKh6X6j2KrqVbMwMpsOXZFr4UqOoFMc1BSDuId1TpOkHE7mqeEtDy\nI2JT+K4sN32qns24rN6tZIyp3slI07RuGMa/Aq4CfeCLaZr+kWEYb8mR+VZpkNXohbxv3yj/ORHQ\nISHWJD7vkmdz01xVl9hXGn0OTJY0oPZ6NyCJEq1WedtcTeiSAIuNPo1eqFUxN9sDoiDR7Qu/K0rs\n/baoRtquy50Sa3Bpu8fBkYKer4sZ9hKI+VvvBDuqtkU574J+iN8LuGNOjDWIE5abPuclPXSy4jFT\n8/Q5LdV7vHf/qHZfHkQJlyQ935WtuA8emQSEq/FKw2dDthHiKKGad/Tjj9ubWoX2wf2jPPrCdV1N\nj8KEUs3TeAvXNjm+q8pTF4VF+eXFrq50pEmKKat3ACd2VdlXy+s2ye/9wXmK1ZyuXvfagV6zJio5\nju+qatye7VjMjBX0tVvvBpyYq+r79m2zVX2/X275HBgt0JLVil/i7ceNisSNuBFvIT5/elUrU/6d\nz73K0ZkyJc/hP7+yQhAlsrVk8vjFTfpBrN0GF6TD59xogbJn8/lTqxzbVSFOUr62WCfv2rqNoGSx\nFa98suJptkXetTg8VWa56TNZFoqLWYns9dawtdEPhPpkP4iwTFMnsGrcQ5MlkjTlwoZIyucniloi\n+5WVllbdFAkPbHYCzq+2KXs27z04zpfOrpGzTV5c3KbjR+wdFzesakEwL47vqjJecPhb/9+rzE+V\ndLn5d1++znfdtoswSflnX3yNm+aqfOT4FOMFl5/8/Flc2+S+Q2NShdPk1aUmD81P8KWza4yVXP7K\n3bspOBa/9OxV5kYLfODwBGGSclUuXp+6bRbPMvk/v3SBf/qRwyy1An7myxf4jltnOLfWwTINTkgw\n3kjewTENFrf7zFY87pmr8vS1BvtqeV6WDI/Jco7dVY9fefYqHT/ig8cn8WyT//TcNT595xxfPLvG\nSsMX48oF7J0OwzAOAn8H2Ac0gd82DOMz2ef8WY7M790jJbKDmPtm8qx0RKujF8ZcKoj5MFZyuWOm\nwlXZWrNMgztnq1pXZnmlxaAfMp4Xn+tduyrkM5upfjGnNzPnrjXpdQa4trg+7Q0BNG6vLQKiRX1i\n6tsAAcg+MVXk9SilpUw7OowT7WOULw8Bg1EY09nuc4fUqQiSlJxl6vbpntECR8eLWnU3iGIe2FOh\n1BKm2WnRY7osrk2SCo2Ue2bFWGXX4g9qnm4LtAYiSb1rl3j8arOvx71jukgcJ3S2BDxl0N7GsvZR\nKA2v5Z6qx8sy8Wpt9ogCcV1zeQfLHoJV99Xy3Ds7bFm3Vxaw7EOEvpQfXz7P5O73AAJrMT9W0G1w\n17OZny6zKs9/bb3DscmSbl88uLemYS3XOwUOV6CTfP3pwI1E4kbciLcQKw2fyUoO1zZZvrjFaNFl\nouJpcNOJOUtbfnckaAqEmVoQJRycNDWifSCBiP0g1rtoEKyXkudo0yAQOyUhke0IVLtn6x200njI\n2bGW4JYbdS1h3Q9C7QuSRXv7skpimUIIq+TZ9IJYVk4EHVOBMPOupU2v6lIyu1Zw9O4OxC52Yb1L\nybOZnygykndYOr9FNe9w2x6TOBHHlKSi6nFxoU7etbh7dw3TNFi61mRmtqKFnxTzQ8mBb3UCccyO\nJQWkBnRqeSxD6GwEUULTD8FzKHk2S62Am0ZMOn6EHyWMlVws02DbD1lvC5tz1eN3JPA1TlJag0iD\nY3O2yVYvZKaWp+OHjHgOpmkwWckx6jn6movP7Rt2K70LeCpN0y0AwzB+B3gPsPpWHJl/8Wd/BhCf\nf/iBe+jN3A1AexDpRCEvqzdq0ekHkXCp9ZVuQkIcD9kTliHkw8XPQw0SEMyKJEp3VGGTJN5RfXbk\njts0kEBl8TzH2lnptUzzDewJ9T1RFWRV+bAt0dJTGIjRvGA5qSrXRi2PaxpCiUqNJZ/rmCZl16Yq\nTcmcoLNDKt2QIOCKrAZXc7au4tpBhzRJdVVcnafC4eVdIbSmjjtJ0h1VeUMypmDIFLFjWQkJdmLK\nkiTWLBQlRKfCtUzNolMhKnviePpRQk5WO1/62hP85gtP0Y++fsDwOz770yTe0WpQP4f+Gy2k7fxO\n906/tfmm42XHEa/bCXSy7GGmqp6n6KKdRpaKKv5X6l9uxiNCqZxpoZGMcp0q6Q2Vz4aTsdXf2Y6p\nZoCLqvyVzzgFjpXEJFpQdKDkjR/m0sYbQZ1qodo/IhXU3oSCqlw8s8BIpVqp3iYLrFRfBpVdO5kv\njyo3qrGzFE8F4ByRr1fHBkO6qYps2TjbHvlmj3/wyDwXtrpsdANe/qcP8uj1gMcW6vzDDx1mEMX8\n/qlVAL7n9lkKjsVKZ0AYJ8yUc5iGwbPXGjR6IT947x4ev1xnqzPgI8en8GyTbUkBLrnidccmS4RJ\nStOPmC7nuH22ynp3wGK9x77RAg1fLOafuXs3q50BYZwyXc5pae7JoqsXQdMQn3WcppRytm5lQMp4\nySVnmQxisUBPVgRVtRfGNN0h9iLvCIGpkbxD0w/5ofv3sVDv8Vfu3E3ONnhltYNtGXzXzTMA/Kuv\nXKTe9Dn5T+7nsXVhbGaZBp+6Y5b/8soKcZLy5E88xIurPX7qC68RJylP/Nj9fPVajy+/tk7Jcyi4\nFg8dnuCJi5t8/JYZCo7Ff3zmKhutAX/z/Qe5tN3j/g1IOgAAIABJREFU2cU6o6Uch6fKOKbB77x8\nnbGSy/ffMcfPfPkCHT/iv3y0yM9fjajJudnwQwquxUrLpxc6jBdcFht9nrhc5465Kr0wZnctr9Vq\n24OYBw+MYhoGC9s9/CjhB+7cza+8cI17941yfKJIlMDJ1Td6/7xDcQ74ScMw8oCP8Dx6FujyFhyZ\n/8bf+3EAmn7IvdWAxUvvnu/gjXhn4p7738enPvIB6r5Y4372X/7ztz2G8aew3f5cwjCM1Lvnb7zp\nY2559E99XdQXC2B1z7E3PPZmicTrI5tIBBKLoRKJ6tR0Zizxv0okFAcZhgZibWl7+2aJhGJ9ZPUn\nlHyrUhx7s0SilxlL7QIUA2TrTbQVVIIzOTJkqtx3SBiTqUQiG5tyzD86vSbfY3izuFe+Thl6/VmJ\nRBZApqStVWJwfm0oTXv/fjGmSjxUrzE7lopsZv/F02v82g/cTZqmXz+B+RsQhmGkP/vEJRq9kH4Q\nM1nJMVF0Ob3S5uBEkSRNuSqTyn2SA3696dPsBRyZFroMp5abxEnKTC2vzbhUL3S9NRBtjaLAHFyt\n92n2Au7dP0oYp5xf77De8vk7Dx3k98+u8R3Hpnh+uclWL2CrI9oiZVlRUIJUrm3KdkeiWyRnr7fY\naA34hx86zHLL51eeukLJs/lXnzjO//PUFSEAtdpmfrqsdUkmKx7PX65jGQbTNU9XN6oFl7GSS8eP\n6AUxGy2f+w+KeVDvh/pzruZsrXWRl0ZacSqqMgJ3EuHZJi0/0oZ1r+ezK6yHAoaqxwuOxfxYgWeX\nmuRssYtUPiETRRc/SmgPIn705gr/7kyH2YpHnKasdwLeu3cE24TfPLnCx45NslDvs9kL6AwiZqse\nTT/isdc2eODwOFc2u1xY7fC9d89R78s5UMpxcqkhlTBFxePvPXjoGzKXDcP4h4hkIQFeRDjbloHf\nAvbwp9A/DcNI7/zJLwBCB2Hp3DV2H98DQK810Ltmr+DQafqadpimKV7B1WqMXtHFdkytgdNp+Lo8\nny/nSRO0vXWhksN2LHqSpTAzW+HBoxPsrop72ZfOrvHlL5wSz61W6W7X9fF6lRqGVNUEgSEo1Tx2\ny/t0reBwalFIRD94Ypq7dtf4kX/8WwB0N64ysu8EY3MCKrJ6cYH6xRfJVYT198TRe1k/8xSmXCvS\nJCaQTMLbv+vT+N2QtYVF+VjC9KEDevfv5mziOOH62fMATB46qNeH9fOn2HP7HfqYj+8b4czitl5P\ngr6wYFcb1X0HRrlF4laeX6jT7gx066a52aO9sqArES/8p7/LxXpfb9ySNOWL8h5//nKdzeU2o3Ld\n2bu3xumTq1TGxXW+56YpvvToZf3d6TWbejPf27pOfmQayxXHdP3X//rbnsff8NbG6xOArFiVJYWl\n1IebRMMFUAlLqUTCzFYdLAmMtJ03vIdKIBxJEY0zfhWJ9hMQf/N7O0tMMBTuiJzhoqoSCDU5suAf\nRc1RZd9BpopgSepq1rFR0UMVKKb/JuhvJUyVdSJVvT8FcssKSylKqKIRZV08VeKy/iagR11SzOgN\n6OOUSYYqXbYzwjEdWU9XbqXjGbET9ZiqRJQy1ZjXl96+mUO1IcqeTTlnc26tQ9mzOXmtgWUazNTy\nuLbJpY0u/SCi5DlUCy6XN3ust3wOTpbIuxZfu7jFTXNVCq7Flc0urm1Jh07hHGiZJkHG8yROUuod\ngX+4VO9x60yFF683+fwrK8yN5qkWXEmRE5bJ89NlFtY7uLbJ3GiBrU7AwnqHkmdzYLJEwbV4bbPD\nV86sc/u+ET596y4evbzNx2+a5skr29Q7AaeXmhzdVWGj5fPU2XVM0+AHHz6AaRj868+f5eHbZ5mt\necQJjJdcwjhl31iBThDr+WuZYuFfbQ+0hPd6e6AprnnH0m2SIEooujZPXdxirOTS6An67EzN08DU\nWsHRYNOyZ3Nhtc1oKceZjNdCnKTkXYvpSo5zax3hzeE5/LszHX74YMpWrsKPfu4U292AbhBpC/Wn\nrzXo+BHjJZcXF7f56IePcGa9w4NHJji30uKuvSPcMltloxsII7NSjoYfcmS6InVEoBd+49w/0zT9\nl8C/fN2f35Ij8/xBsYGzTAPbtZiUG4r1jMx1ueJRrHq6ddHvBOzZXeXSRbUYhvjdVG9wZg6M7Nho\nwU6BvX4n0EnK6kqbkwWH9Zq4P55b3GZqv9jcGSbky9P6OCzbxLJMTFsmNImo/q5uD9eMmqzEHp0q\nsdkLKE8JoVrDsiiNjWqQ4/ShAximycS+vQDccmKKP7x2jlx1XI/V3RD3rempMvWmj5M7JI/DwHYs\nfb9PE/ByDlPz4vFSzRuuAYdPkCapTgbOXWvid0N9/rZjaRdPgK1GnytyM9cfRERBrNeXYjWHZR/S\nx3ex3mdP1dOJxCvLTX0PrYwW6HcCHNmO+fRdc3yW4Vpz81yVp2peRvIA4lhgXGw3j1Oo6A3y1xNv\nKZEwDGMRQTuKgTBN03sMwxjlLQig3Igb8RcllOx0kqZ6wcvy3tVClnctYfcdxNp+uBfEREmq2z5K\nAjpnmxoEqdguQSTwAUdnXDqDiEiOP5J36IUxnm0xVnIlsDLSgMt+EEv8gEXetaWFeSh1JEyW6z1W\nGj6fuWs3jmny1XPrFByTm6fKxKnQ+W+1fOZGR3jlakMIarkWq4vb1Psh798/hi3ts/eMFoTBVyKS\nSyGCZWjAp8BkDK2fs8nzTmvu4c+TldyQ0SKvj0ocXNvUplkwrPTFSZqxsB7QD9DKnGrs2YrHVq7C\nxNYpmVQPE12VLCtTtFrB4Ugxwpwq8ejlOq5t4kkWiWcnWKbo5VumoU3VLMPY0Z/+Zo615hDX0q73\n9UIrxIrEYtjtiOqE0jewHZNmP9TPdeSOXEU4iIgjJTAlBJSGrDfxsx5LzwfxeK2WZ0Uqjzo5izhK\nNINNCUCpsZI42WEstdEe6Fb1F0+vMVPztG6C4xVJk6H+ULc1wLRdXUV57VKdXHV8x6azMCboyvWm\nj98LdAXGNA28gqs3nKZhMPAjfFnptV1LJ1J+N6BY8fSCPj1WYCmM9TlFgbjO6jh3zeS1BkmcpFJs\naqgtpICVIFrI691Ab+YmK56+jmrjqlgcTy5ssbHdZ0JWsbsZZggINolK2GyvRJokJNE7r2yZAg+n\naVrP/O0f8RYEUCw3v+PDMh2JXlUlpXiYyboFgewdti/eSKt8s3i9SJVbGGItbE98SDmZAe6oSKgv\nv7ygg/5wx69KU+qDyX5xVFa3JXdD0euU3AC25QTP4hrUTTArqT3EE0jp2swNSS1QFyS1rJORur6y\nqYSQxHllWwhq969kuvPuG108Xy95DUOKp8JDjGZonOqGq85hNEOVXZY3p1lJSc1lFo3FusRPyCpF\n3nn3VCGyoVgY/SBmuxcyWcrR9iP2juRxLJNnF+tYpsGR6TIFx+Lqdp+Ca1HxHA6MFnhxqclqo89H\njk/x1fMbNE2DQ5NlrUaZdy082yRnmfRKOeZGY6bLOfqezUjBoeTaPLlYZ7Kc43rT55bdNYGD6IrW\nRi3vAEWubfc5Ni12GtcafeZGC0wUXTzb4tkrdR44PM5yy+e+3VXaQcRjV7ap5mzCJKUfRPzQBw8x\nknf4wpk15qfLfOjQOCdX2/z7xy/T8SP+4H99D//0q5d46uImYyWXIEqYGy1wZbPLnftGmC7nuCLP\n3Y9iJoou59Y69IOIW2arugrhWiY1z6Hhh3i2RTcQFuaXtrpMlotUPYHnuN7y2V3NY1uG0HWIEzzb\n4thEiUvbPWYrHqOeSLCatTwFx2K55XNiusy2H9LwQyqezY9+TiQR//7j+3l0NeLcZpebJ4X52fGJ\nEr0wpjWI+LmPH+WnHrvCbM2j4Fj8/Qf389NfvcTCepfvv28P2/2Qi+stDk+VubjZ5cpmF8s0dgjC\n3Ygb8a0Wb6e18fp05ePcEEC5Ed9C4dmWlrY2DaEVonAle8eLAulviWRgpODS8kPKOYuqZ1P2bIIo\nJknh+K4KYZxq4SOl+aB0JRRYvS/xAI5p0pRKmaeWm8zU8sIBdLun5aQtw8CxDK1fEqfpDlbGIE6o\nFsQOujmIuCDbJufX2hyaLHFxvcNMLS8UMIOYafnzpbpwy7xz/wiWafD0Uov94yVcWRVRCel0LU83\niPFNwQYJooTxkksvFJgSzxZJfjlnM7AS4jRlS9JeFZI+75jMj4skImdbbPdDjbRf3BaW3Yqad3C0\ngGUYXK73aBVc3V7YlLgREI6tBddivROw3Q0Al0dXI26eLPLYQp0vNXxqBSGupdgqX7jUYEPuRGsF\nhyeuNpmoeExUPF5ealAruORdm3XZspmfLu9g3nyzx9IFQb80DYP18ycJBrcBQr9GtRBM02DQH9p5\nu3mbxkZXVwhqE0W8oktD4rquX1jRuj7lsQnZohCbkspInkLeob4lnntsT42Jise89IQouBa/8MQZ\n/drWxqo+1uLoJIZpUGHYRs2XbablLrsfxDRlJWS16bN3vEi3LgD6ceATDCq6ijDotAna22y1BaZi\n0N9H2G3hNzf02F5VKFXWV9skScrmwkU5Vp+Z47doCW03b9NrDdi+cgEAyzqsN6j1yyfZfeQR9kis\ngtLtUBoU7XqfXjvQY81Pl3ZoDo2Wc1yT86/XDmgtnyeRG+skfYBXlpvaaXZ3Nc9z0hZ+ealJtznQ\nrfhnTq+xenmL7TFxHB0/0p8XQK++ouECAJHfwSl8/RTmt1OR+LJUUvt/0zT9d8BbEkC5ETfiL0J0\n/IiBlNF1bYuDE0XOXW9putnCeoc4SSnO1eiFCRudAf0gpuI5tAd9TVF85so2/SDKaE8Mq0JBbONa\nJuvtAR0/pOY5hEnM5c0e5663+IkPH2arE/DxY5P8kbTWVnTSLYZl/muNPrYsAQ/kc3pBTMcPWWn4\nHBgr8MTCFkv1Ph0/4tuPT/Py1QZzowWev7Kt2y5LdfG+cZLS9iPOXW9z9nqLudGC1tRo++JcNlo+\n+0YLmAYs+8Ip9Gq9z/xEkVWpcTFWcvFsE8cy2GoFHBgrsCFLtb0gZrk1YLsX6LEBap5DbxAzUnA0\nwyRn21xrChGdPVWPz51aZaKUY7aSox8mNHohI3lHsGdaPu/dO6IFrM5tdnlsoc5PPLSPc1s+v/Ts\nVT55yy42ewGnVts8emGDakEkSC8ubrM+WqAfRCzV+3z7LTP0wpjOQLBpnrq0xexoQWNn3g3xnvsE\nhiCIEjYOjzEhF/wgStiSi53tWkxXPZ0kNnsh0zWPRcke87sBjfWuLt/f9/DRHe09yzQ05qvTDdiu\n97R51MuvbeDmbJ6WC2m/PeDW9x7XxxccHtNtgiRJcTPXNQpi4jjhynUBoBdtk6HF+NMXNtl7Qsht\nB/0IJ2fpVsj0wWmSaEqDHJMkpT1Z2tEqUdXksZkyfjdgdEokWbZjMeiHuiod9CNsx+LQvbeL16VD\nM7DRqYfotQack+DSq2sd/F6gqZxe0WFqT1XbH7xweVsD88uezWpzKHudyztM7n6PHvuLp9couJZu\nZzy3UNfW9vPTZZ6+sKnHipKUQ3tHdFVatUK1/PhWZce8iKNUCyCu/y5vO97q7H8gTdMVwzAmgD8y\nDONc9sE/SwDFtF3dzoBh+0G1O6IM2FIBKBVAMsu+UC6hinOb5d5ayc4xVTsDhowHxabIUjUD2WtS\nrQk/0zpQ2XhlXPKDM0CUqjJ3kUyGDBVZT8Zsm0TFitI9z/J9X6eKWcuwKNSEubrxRsdSxcRQgiPT\nmXbJqEzgi7Lt4daG76FaG6/3zoBhv1q1JqwMel79bUaCQzsZp0A1lmqJZCme2XOFTDuJnT4k74ZQ\nvd04EWyAasHRttcTFU+2PQKiJGVViki1/FA6g1raTlwt1EMn1QDXFrgKyzM0tbYXxgSxEJY6MFlk\npT1gspzjWtPXglFKNVJVARq9ULM2BMskEgBRz2a10acm2yT37htlvbXCTM3DMtBMDcsUNtxnr7eo\nFRzu3jfKc4t1rq22OThX5Xtun+VXnrnKWMllo+WL9s54kV4QayMxEDz2fhDRlLoMbT/SWhwAtqlo\nqMN5c3mzg2tbNOScdG1xToMoEU6pSaqrN0vbfUquxVzFwzYNXf0pubbw/DANcp5NL3SwzeHcvnmy\nzJcaPue2fG5xtqgWXI6O57ncMFnpDPjokUleXGnhWAb1zoD37Bvh86dWWVnvcHyixIV6l/X2gJJU\n97wg25v3HxqC9m7EjfhWi7eUSCgL5jRNNwzD+F3gHmDtrQigDC4/rlkV9sg+7Ok3UjpvxLdOnH7u\nKc48/zQAK61vjKzwn0eMl4S9dBAlHBovstULqBVcZqvCb+LU9aawEZfaDLWCAAoWXYvpco6Nrii5\n37NvlJeXGgRRzL4xUZ6vFRxt9x3GKUemy8TJUOr6+K4KOcvk6cVtbt5V4cvnN3BtiwOSKQFCg8Iy\nDVbbAyoSX5DFo5iGwfx0Gcs0WG75TBZdPnR8ioJj8bVrDfbW8vSDmFtnKmz7IfF0WchiuxafuGWG\n+ekyo3mHUs7mU3fMcvJ6iz2jecI4ZasbcOuemnTCFM6g6+0B7zs4znY/1AZFR6dKXNgQycrts1UG\nUaLbCrftqrDdDzm31tEg1MlSjkubXY5OlajkbM5KNspUKcfBiSJPXdripWsNPnxsis4g4smFLSYr\nHrfPVlmUyP7xgstvnlxh36iwOV+UydQvPXuVasHlJx+c4xdPblBwLL7t4Bj9UGhntIOIH/vAQZZb\nAZ+4dRfffdsunWBMlnOsdwLmRgvvOmzEHfuEemOjF3JfwdFtoDhJWbCHrLJb99R0u2a10eeoVGMF\nWBhEJGmqN2cPH53U46/Ksrza4Jzvh6RpqqWsNzoBfjckicWGJklSPvnefYBgoglBtlD+LlpP6hj7\nTkyj5WuQo2WZuiIx6If4vZDjh0VCV5f23ANlm110KeZs5qfF53Vls8fESF4bc8VJqnFnoyWXZcPg\nqFSuHC3lePT0GqEcy49CnJzFzZJKf2FlyBy6aXeVr51cZSDPYeALV06FtfMKwsBrW9L8W5s9zsnv\n8PRYgUE/ZFSCLycqOX0fAXj29BqV0YIGVi4vNZmXVNibZyoa7A2w0fK5Y++IZtAtbvd45MSU3hxe\nWNvJdspWK94R0y7DMAqAlaZp2zCMIvAh4P8C/gtvQQCldsf37Pj99XTMrPunEpbKlcRktzK79eR1\nzp5v5tGhIqt+pjQiVElrkBFIUs+T9h07aJxqInjyZjyaEVlStEpVCgwyu3M1hpp0WSCmqoZkKZ5q\npz8tqZOqFAVDX4pz14eOdSqU/e2CrFZkKxtqcilAZD5TEVKhKhpZjQklEKW+yFmKpxpLHUO26qAo\npUpjopQBfiqwqeqDH7vrfo7ddT8gJveTv/ELbzi2b8bY7AQ0eoHoNfZCqezYp9EL5BfYph9ErMpF\ns94ZaMlr5ebp2hbPLtY1O+PatvISEFLWedei7Nm6ajQ/VSaIE0kTNbl//xjr3QH37x/jmSvbXJBU\nU+Fs6Gh3zyBKcO2hPPBMLU/RtTm11KTs2XzgsOgFP3l+g9FSjkckoHKrM+CPXltnfqqsKaNVr8bn\nXr7OqYU6k+NF/sEj83z2+SVmah6vBRFbnYDJSo6XFrf50IlpLEMoQpZyNk9d3qJWcLWz4EvXGhyR\nQNAza20myzmmKx6ebfLy9Rb1zkCfRwcxH8dKQq9jbiTPpHQXvd7yxUJ4YIwj40W+eH4DyzS4a+8I\nJddmoS5AmI4pEoePHZvk6WuCUHZ8osRivccnb9nF0fE8v3hyg//5sMNz7TyPX9nmkQNjbPaEdfhv\nn1rjkYPj/MaLSzzz6hr/8Ufu5cxGl9Orbe7eXeOXn74CiBvxR24e6tN8M4eqGBVci6PjRR7LJPOq\namOZBkXX2uFxEb+usphmfh8vOPp+kKQp/TCm6SpKvilaFPawBfF6r43DcuG0TIP9IwVNmV+s9MTr\nZNUnTsTYyjk0i8XoNPr43YAPyKSmHYgKmPoulT2baalQqsb6vrt3c0CWb8M45Yz0ejm7Itp5d+0V\n61AlZwuNB3nOTi6hWPV437xIWgZS6RXg245M8syra/peH4UJhZKrwf57p0ocni7z5HmB5bh+tUFL\nigRatolhGLpqd3xXlfmxgmYE/cGXLtLPOPt2mwOevrCpz+fmXRVelW2fU1cauloJcPZakx94337a\nssX38PyEpvlfbfrMjxW0btDP8/bjrVQkpoDflboKNvBraZp+yTCM54HfMgzjf0LSP7+O978RN+Jd\nEcOEQeg/BDWPasHVi7VrW5qCqW5WlikW874ELxZcSxtPKYtu1U/Ou9AP0ABJyzToDCKNcbBMk81e\nQDeI2TZDfXNXPelh22XIxsm7tn5OSzp0urbJthSMqhaEAuZio0+SiteXPZsgTjSFtBfGHN1VoS1l\nu9e7InFQAEMlBz5ZybHRGVArOORdATC9stkjHhUiXDlpb15whMmZ8g9RVY7VRp+2H2kgmWUabLR8\nDk4Uta33Pmk09MqyqP4oQauCa9ELYkY8h6pn89Jyk3vmqliGwROX64wXhHCWcuksuBabvYDLDZOC\nY/FcO8+RMY+XVlpcbw/oDCK2ugF7R/Js9gKCKGHP7iqn1jokqUgSHdNgrORqMbH24N0Btry8OVS7\n3eoEmnoMsNEazs3Lmz0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cHGezF9AOIu5uX6YfVim5Lqert3JT8yT/28I4r1xt8Hc/eIjW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\n5+eCRlq690bde5EwDfYNTpOytII7OKwTD/3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EuC1P4N3AnbimZjYwNA8nrgkuZf6J5TnAJTml7ZSbvIaIMtvJoIKU0vhhLpLe\nRjCv3BlYhvDB6TqStge2BZYiOHq9MY90+5QihvKGJodrzOyN6E3ecd4u6SAaf/jMzE7IKJ25OxkA\n0wjfsIb+O50FKGyjwIHMxYdL2lPStcBDwIbAT4CVzOw7eQhnZlea2VcIO9nunEeafUwRSvZsbFwA\ncxsaz+Ysg1NOhgLDgSUb/Ia3E2HcyeBWYHVJUyXtE9da1nYyeBC42HcySE0pe0yTCQ/zNOCGRhOV\naZF0NqHnM8PM1kmcHw2cRFDSM83s2CZRHEEw+XTapwhz8a8B50uqPbsnCAtuHedpM/tRlhF2eyeD\nClLKimnlaLmSBa2sL9iQMCl6HPAUcAxwnZndk5EsVSU3c3FJHwX+YWaPABtJGg7QbH8mp5K8t2gB\nnEEpX8VUq5QkTW582d6TNpFW1heY2THAefHcgcCWwFKS3mdmv0mbprMAeQ7l7UlYavAfQkt1nJk9\nnVPaTm/wLICkv5rZFkUL4zSklAtsa3w48f9iwI7Ashmk3XB9QfKG6Jl6QO/Uda5S3Gy8KZeNgOP2\nkG7bpNspmdnXACStCWwD/E7SCOCvwDjg774mrvK8LOlwwnxQvRFElsYPTvuUcoEtAGZWP1l9kqR/\nAT/sMO1MFlq6e5m0fP4Z+PxFZvwJoJtOXCUtZGZvxUnmh4ATJC1BcN76ReBEYINupe/0BF8iuCSq\nGUE45aN8Q3k1JG3AvEpkCGEOKItJ9EzWF/gC29TkucD2ToJbmbnEoeFr4s+pOGY2EThG0n1mdm3R\n8jgNKW/FBPyCeRXTWwS3HF/MIO1M1hd4jyk1RWx74TgNkbQ38PtmlVJc77abmY3NVTAnSXnnmLJw\nxxHXF2wOLCtpKnCkmY2VVFtfMJSwgNbXF3SPPM3F81o82RYSMnOffQWzJMESdyKhh/00QV/eSRiV\nWQM4ozjxHMo4x5Ro0TTcDLCVFk031xf4UF5qZpPfUF7Z5w2WBNx0vUDM7FeSTgU+BmwafxA2Iv0V\ncGuLW1442VPKobxki+Yuwpqi0rVofCgvNXkO5WW+eDJjlsMrpsKJFc/f4s8pH+XbwdbMfkVY6Hoq\nsDChRfMxQmX2K2B9MzstDyGdTMhzHVPZF09msdzB6XEkrSrpTEm5+P7sQco5x+Qtmr5iNvnNMZV9\n8aRXTA5mNhn4sldMTSnfHFOv4HNMqcnTXLzsiyeXKzh9J0My8MXpNKaUc0w9gc8xpSbPOaayL570\nHlPBSPqxFcrAAAAgAElEQVRu4jD5ATSAFhsvbfniNLNpbWegGnjF5HSd3MzFe2DxpFdMxTOc8OF7\nP8Ht2VWEj+BngDtaiagDX5zLAEcD60o6xHtUC1C+OaaMWzRO8eTpXXxvyr140ofyCqY20iFpAsGQ\namY8PgrIojGTxhfn84StWQZE0niCY4EpVGvaoKU5psQ0wcj4a5uBekyZtWicUpCnVV7ZF096j6k8\nLA/MShzPiuc6JbM1UFk4GehRWhrKq00T1I4ltf0MBtr2YkyMvFstGidfcquYemDxpFdM5eFc4A5J\nlxE+gp8Dzskg3kx8cVacUs8xdatFkwlulZea2cDQnKzyyr7UwIfySoKZ/VTSOGAzwodwbzO7O4Oo\nM/HFWXFKXTF1q0WTCW6Vlxp34joP7zGVBEnnmdkewD8bnEsbh/vi7A55Dv/PRxonrt1q0QyIpDWA\nbxM+Iteb2VndTrPPKUzJ8kDS9oS1LEsRPkI3DnD7iHykclKwdvJA0kK0uFdXN31xVpzy9piyaNG0\nQzQ5/rqkIcBFgFdMnZGnd/HcMbMrgSvjTrnHAwNVTMPcw3ixSDoMOBRYXFLSb+Es4LfFSOXUUd6K\niQ5bNJ2sypa0HfANSuAstg/I01w8k6UGberOEQQDi4GYBSwGvJ5GDid7zOxo4GhJx5jZD4qWx2lI\n+Zy4SjostmTWkTSz9gNmEEzH0zIWGF0Xd21V9mhgLWAXSWtK2kPSiZJWADCzq81sG2Cv1rLlNCDP\nobzhBJPxDYCvAysQ1pV8jbDqPi2t6I4kHQtcZ2b3DBLvK8CwFuRwusefJC0JEN//EyStUrRQDlDG\nBbZZtWg6WJW9OfB5Qsv2pnbTd+aSp7n4GOh8qUErukNwPbMlsJSk95nZbwaI+lVCxflsWlmcrnE6\n8CFJHwIOIgzZn0swZnCKpdROXP8kaUkze0XSHsB6wC/N7LEO0k2zKvtm4ObBIorm4jXcbLwpZ6wI\n179b+uOiOSbajaUGDXXHzA4g+EtLwfcWh6sOlibNwHWmKTktLXjLzOZI+hxwqpmdKWnfLqfppKPU\nc0zdaNFkuSp7TFZx9Tf7T4b9J5nxY5jbe+k23VhqkIHuHD8Zjj/XjNs6j6t/abCSvxs6MzMaQuwO\nbBaHahfuQjpO65RvjinBW2Y2h/BROTVuINipx+jMVmVLGhNbds7AzN32oq6X2TXM7KfAPsCLwPOE\npQZHdxhtFrozGVizQzmcbNgZ+B+wr5k9TegRH1esSE6kfHNMCbrRoslsVbb3mFIzB1g4zwW2XVpq\nkIXuTAA2JhhXOAViZk8BJySOHyexfYVTKIXNMaWpDTtq0cRV2bcSNo2bKmkfM3sLqK3KfhC42Fdl\nd53czMUTdLrUoFu68wjwnhbDOE7VKO8cU6ctmm6vynZfeanJbQfbrBZPdk93Vt0Wfv0B+FT7UVSI\nvPwr5k2L3kKqSGEVk4p18twZkszMCim4XkPiEGAZMw4Jx90vuzIungyu+G1RYCawpNl8VoPOAHRL\nZyQtAaxkZg9nHXfK9EcAx5vZlxtcq+w3RmJl4O9m883pthC+/bLrW99pzgLMJn+XRKVcPGnGm8BT\nwMpFy1J1JH0WuJswNIuk9RS2QG8ljrMlTZd0f9350ZImSpok6ZABokjjLaSKlHqOCUlLSHp/t4Vx\nukoRTlxPB15LLDV4lPJMbD8KrFq0EA5jCGsYXwCIDqJbnf9ry7tMi95Cqkh5zcWzaNF0EzcXT03u\n5uJ0Z6lBVjyKG0CUgVlm9mLduTmtRGBmE4gVW4K5HkLMbBbBEfT2ZnaemX3HzKYBBxC8hewo6att\nyt/PlNf4gXktmpsgtGgkleaFdnPx1MwBhua8H1MpF0+GivmX/4MDW/HbV1m6bPzwgKTdgIUkrQYc\nSLDE7JQ03mVOBk4eLCJJ44Ep8VclQ6uWKqaEnoyMv7ZJUzHNMrMXpfnka6lF45SCIszFa2uM9jWz\npyWtTAkWT5rZGInVgZskvmHm+jwQXW7MHAAcDrwBXEgYmflJBvFm6V1mVFZx9RgtDf838BTS9jNI\nUzF1q0Xj5Evuc0xlXjxpxn8k3iIM5z1StDxVxcxeBQ4DDos96iXN7H8ZRJ2Zd5kKU945JkKL5gPM\na9G8DPxfN4VyukJf72DbJtOAdxQtRJWRdKGkpSQNA+4HHpR0cAZRz/UQImkRQu+9NHPjPUJ5KyYz\ne9XMDjOzDQljtD/PqEXj5EsR5uJl5xng7UULUXHWMrOXCQYy1xHmJlpyWeXeZbpGeY0f4kP/KuHD\ndiewtKRfmtnPuy1cGtzzQ2py8/yQpOjFk4PgFVPxLCRpYeZZbs5qdW6i295lKkxhoyxpEu24RdNN\nzGyMV0qpmAMMMbPxeVkyln2pAaFiWq5oISrObwjWbksCt0TnvC8VKI8zj/IO5TF/i+bquCYgFz9G\nkoZJulPStnmk1+fMIf+hvDF0vngycxJr37zHlIJurn0zs5PN7N1mtk1c8/YY8IlupOW0THmH8pjX\normP/Fs0BwMX55RWv1OEuXgplxrM2/qdlYF1i5Wm/HTDXFzSHmZ2nqTvMq+hW1MUI2HN6RRGeXtM\nnbZo2vVjJemThEnLZ9Km5QxIEePF8y01kHQK5Vpq4D2m4lgi/h2e+C2Z+N8pnvJtFJhhi2YscAqJ\n9SsJP1ZbEdYb3BnnHjYE1icswtwcGEbwc/W6pGutl12hF08RFVO3Fk9mhVdMBWFmv4l/xxQsitOc\nwpy4DjSUl2zRJCsE0cIck5lNiMN/Seb6sQKQVPNjdQxwXrzniHhtL+AZr5Q6Jndz8S4unswKr5gK\nRtJKBLdAm8ZTtwDfNjNfDFs85Ztj6nKLZlA/Vgk5zhkoorpJWTcbb8oP14RnPiD9ZkxeKZZ9qQGx\nYpKQWT4GPc4CjAXOB74Yj3eL5z5ZmEROjfLOMUlaSdLlkp6Jvz9KWrHDdLP0YzUm8RufVbz9x0/u\nh18/XCurnBIt+VIDXiMMVwwrWpYK83YzG2tms+Lvd8DyRQvlAAXOMaVJdCzBlccK8Xd1PNcJmfmx\n8m0vUjMHGJrztheFLTUYiDqdmQK8tzhpyk+Xdea5uEfSUEkLSdodeLZLaTmtUeqNArvRosnMj5X3\nlFIzm5wX2FLSxZN1OnM/bjI+IF3WmX0Jw3hPE3YV3gnYp0tpzUXSGpJOl3SJpP26nV6PUt6hPDps\n0bgfq9JQhHfxXlg8+Vdg66KFqCpxI7/tzOzt8bd99ELf7XQnmtnXgS8Bn+p2ej1K+YwfEuxLMPeu\nmYffSgstmm77sXJfeanJzVdejy2efADYu2ghqsYAi3UNwMx+nDKes4FtgRlmtk7i/GjgJIIl6plm\ndmyDsNsB3wDOaE36ylC+dUw1okn3dt0XpT18HURqZpPfDraZLDXIiWdxf3lF8CoL6sIwYD/C80hV\nMdHmOkkzm2ZmVwNXS7oSuKyDvPQr5VvHlFWLxikNuQ3l9djiSa+YCsDMjq/9L2kpwgak+wAXAb9o\nIZ621klK2hz4PLAYcFO7+ehzSjmUl1WLxikHuc8x9cjiyReA4RKLmvFG0cJUCUnLAt8hrF06F1jf\nzF7IIOpB10ma2c3AzSnlHE8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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = mne.viz.plot_cov(noise_cov, raw.info)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Inverse modeling: [dSPM](http://www.sciencedirect.com/science/article/pii/S0896627300811381) on evoked and raw data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Inverse modeling can be used to estimate the source activations which explain the sensor-space data.\n", "\n", "First, Import the required functions:" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from mne.forward import read_forward_solution\n", "from mne.minimum_norm import (make_inverse_operator, apply_inverse,\n", " write_inverse_operator)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Read the forward solution and compute the inverse operator" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The forward solution describes how the currents inside the brain will manifest in sensor-space. This is required for computing the inverse operator which describes the transformation from sensor-space data to source space:" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "collapsed": false }, "outputs": [], "source": [ "fname_fwd = data_path + '/MEG/sample/sample_audvis-meg-oct-6-fwd.fif'\n", "fwd = mne.read_forward_solution(fname_fwd, surf_ori=True)\n", "\n", "# Restrict forward solution as necessary for MEG\n", "fwd = mne.pick_types_forward(fwd, meg=True, eeg=False)\n", "\n", "# make an M/EEG, MEG-only, and EEG-only inverse operators\n", "info = evoked.info\n", "inverse_operator = make_inverse_operator(info, fwd, noise_cov,\n", " loose=0.2, depth=0.8)\n", "\n", "write_inverse_operator('sample_audvis-meg-oct-6-inv.fif',\n", " inverse_operator)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Compute inverse solution" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can use the inverse operator and apply to MEG data to get the inverse solution" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "method = \"dSPM\"\n", "snr = 3.\n", "lambda2 = 1. / snr ** 2\n", "stc = apply_inverse(evoked, inverse_operator, lambda2,\n", " method=method, pick_ori=None)\n", "print(stc)" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(7498, 106)" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stc.data.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Show the result:" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:traits.has_traits:DEPRECATED: traits.has_traits.wrapped_class, 'the 'implements' class advisor has been deprecated. Use the 'provides' class decorator.\n", "/home/mainak/.local/lib/python2.7/site-packages/pysurfer-0.5.dev-py2.7.egg/surfer/viz.py:1563: FutureWarning:\n", "\n", "comparison to `None` will result in an elementwise object comparison in the future.\n", "\n" ] }, { "data": { "text/plain": [ "((-7.0167092985348768e-15, 90.0, 518.46453857421875, array([ 0., 0., 0.])),\n", " -90.0)" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import surfer\n", "surfer.set_log_level('WARNING')\n", "\n", "subjects_dir = data_path + '/subjects'\n", "brain = stc.plot(surface='inflated', hemi='rh', subjects_dir=subjects_dir)\n", "brain.set_data_time_index(45)\n", "brain.scale_data_colormap(fmin=8, fmid=12, fmax=15, transparent=True)\n", "brain.show_view('lateral')" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/jpeg": 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KK9b+Dfw1j8R3La9rVq7aXbsBbRSKNl1ICck+qKR0xgk4ydrAgG18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"text/plain": [ "" ] }, "execution_count": 49, "metadata": { "image/jpeg": { "width": 600 } }, "output_type": "execute_result" } ], "source": [ "brain.save_image('dspm.jpg')\n", "brain.close()\n", "from IPython.display import Image\n", "Image(filename='dspm.jpg', width=600)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Time-frequency analysis" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from mne.time_frequency import tfr_morlet\n", "freqs = np.arange(6, 30, 3) # define frequencies of interest\n", "n_cycles = freqs / 4. # different number of cycle per frequency\n", "\n", "power = tfr_morlet(epochs, freqs=freqs, n_cycles=n_cycles, use_fft=False,\n", " return_itc=False, decim=3, n_jobs=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let''s look at the power plots" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/mainak/anaconda/lib/python2.7/site-packages/matplotlib/figure.py:387: UserWarning:\n", "\n", "matplotlib is currently using a non-GUI backend, so cannot show the figure\n", "\n" ] }, { "data": { "image/png": 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XaTOwVpuIMYLUF938y9VCg82oTNkCr1GxxQUANnuyTimfB9RRqaIyLwIx9xyr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VPyLL36Rp8lcdAkqnnQFCukfgvrR4z3brN9+z3G9ZrDdoGurtBeeRli8/fZlwNEZvq4CKSWmjLl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Cs/5afY9XJnGi/bSbYdSZWBKAt9vcCbhBZpZEufeOw5LO0rSmmwEfgOCATstB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\nu45sg/pmm2222XVkG9Q322yzza4j+/9wvCWylbAV0AAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Inspect power\n", "\n", "power.plot_topo(baseline=(-0.5, 0), tmin=0, tmax=0.4, mode='logratio', title='Average power');\n", "power.plot([82], baseline=(-0.5, 0), tmin=0, tmax=0.4, mode='logratio');" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.9" } }, "nbformat": 4, "nbformat_minor": 0 }