Skip to content

Instantly share code, notes, and snippets.

@kahartma
Created February 23, 2017 08:44
Show Gist options
  • Save kahartma/fa6d72849da6d0e25f8e5e8d1101287d to your computer and use it in GitHub Desktop.
Save kahartma/fa6d72849da6d0e25f8e5e8d1101287d to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"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": "2.7.12"
},
"name": ""
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"Filter analysis of Convolutional Layers"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This notebook investigates features were learned by filters in the convolutional layers in a conv. network. Especially we are interested in the features learned by filters that show a higher average activity for inputs of a certain class. In this case the network was trained on 128 electrode EEG data to discriminate between 4 classes (right hand, left hand, rest, right foot).\n",
"\n",
"To find the fiters of interest the data it was trained on (1720 trials / 430 per class) was run through the network and the average activity over all units in a filter over all inputs for a certain class was recorded. The mean activity of the filters regarding a single class was then compared with the average activity for the remaining classes to find the on average most active filters for a certain class.\n",
"\n",
"The 200 trials that invoked the highest response in a unit of a filter (top 46% of class trials) were determined and the signal window that was responsible for activity in that unit (receptive field of the unit on the total input) was recorded. Several features are then extracted from those windows and their distribution is compared to a baseline of (randomly) sampled control inputs also belonging to one of the 4 classes.\n",
"\n",
"The deeper the layer in the convolutional network, the bigger the receptive field of its units and more complex characteristic features are expected."
]
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"import os\n",
"cl = 0\n",
"if \"EEGCLASS\" in os.environ:\n",
" cl = int(os.environ['EEGCLASS'])-1\n",
"n_class_inputs = 50\n",
"max_baseline_inputs = 2000 # Number of signal windows used for baseline\n",
"wins_per_input = 1\n",
"freq_bands = [[0,4],[4,7],[7,14],[15,30],[30,100]]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import numpy as np\n",
"import scipy\n",
"import random\n",
"\n",
"from braindecode.veganlasagne.layer_util import print_layers\n",
"import braindecode.paper.plot\n",
"\n",
"import os\n",
"from numpy.random import RandomState\n",
"\n",
"%load_ext autoreload\n",
"%autoreload 2"
],
"language": "python",
"metadata": {
"scrolled": true
},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from matplotlib import pyplot as plt\n",
"import seaborn as sns"
],
"language": "python",
"metadata": {
"scrolled": true
},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import convvisual.receptive_field.receptive_field as receptive_field\n",
"import convvisual.analysis.analysis as analysis\n",
"import convvisual.analysis.utils as utils\n",
"import convvisual.analysis.plot as plot"
],
"language": "python",
"metadata": {
"scrolled": true
},
"outputs": [
{
"output_type": "stream",
"stream": "stderr",
"text": [
"/home/hartmank/braindecode/vienv/local/lib/python2.7/site-packages/sklearn/cross_validation.py:44: DeprecationWarning: This module was deprecated in version 0.18 in favor of the model_selection module into which all the refactored classes and functions are moved. Also note that the interface of the new CV iterators are different from that of this module. This module will be removed in 0.20.\n",
" \"This module will be removed in 0.20.\", DeprecationWarning)\n"
]
}
],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"modelpath = '/home/hartmank/braindecode/data/models/'\n",
"modelname = 'paper/ours/cnt/deep4/car/22'\n",
"savepath = '/home/hartmank/data/convvisual/RF_data/'"
],
"language": "python",
"metadata": {
"scrolled": true
},
"outputs": [],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"rng = RandomState(98787)"
],
"language": "python",
"metadata": {
"scrolled": true
},
"outputs": [],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"RF_Data = receptive_field.load_ExtractorData(os.path.join(savepath,modelname,'ClassAnalysis_FilterDiff_nUnits200_nFilters5'))\n",
"n_chans = RF_Data.n_chans\n",
"sampling_rate = RF_Data.sampling_rate\n",
"sensor_names = RF_Data.sensor_names"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stderr",
"text": [
"/home/hartmank/braindecode/vienv/local/lib/python2.7/site-packages/theano/sandbox/cuda/type.py:597: UserWarning: config.experimental.unpickle_gpu_on_cpu is set to True. Unpickling CudaNdarray as numpy.ndarray\n",
" warnings.warn(\"config.experimental.unpickle_gpu_on_cpu is set to True. Unpickling CudaNdarray as numpy.ndarray\")\n"
]
}
],
"prompt_number": 7
},
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"Layer 03"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Analysis of filters in Layer 03"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"RF_Result = receptive_field.load_ClassData(os.path.join(savepath,modelname,'ClassAnalysis_FilterDiff_nUnits200_nFilters5'),3,cl)"
],
"language": "python",
"metadata": {
"scrolled": true
},
"outputs": [],
"prompt_number": 8
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Filter activation\n",
"Mean activation for each filter in the Layer over all units and inputs of a specific class minus the mean activitaction for the remaining classes.\n",
"\n",
"Activation matrix of size $Filters \\times Units \\times Inputs \\xrightarrow[]{average} Filters$\n",
"\n",
"Max filters are the filters with the highest difference of average activation."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot.plot_max_filters(RF_Result)"
],
"language": "python",
"metadata": {
"scrolled": true
},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Max filters: [13 20 22 18 2]\n"
]
},
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAArgAAAH9CAYAAADxvQ9tAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIiIiIpIVFrhEREREJCsscImIiIhIVv4PBz+CsAQXVjgAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x2b5c7bd32150>"
]
}
],
"prompt_number": 9
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<b>Filter to look at</b> (index in Max filters)"
]
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"filt = 0"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 10
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"X_RF_cropped = utils.get_RF(RF_Result,filt,1)[:n_class_inputs]\n",
"X_baseline = utils.cut_baseline(RF_Data.inputs,wins_per_input,X_RF_cropped.shape)[:max_baseline_inputs]\n",
"\n",
"frequencies = scipy.fftpack.fftfreq(X_baseline.shape[2], 1./sampling_rate)\n",
"frequencies = frequencies[:frequencies.shape[0]/2].astype(str)\n",
"\n",
"sensor_names_one_chan = ['N/A' for entry in sensor_names]\n",
"feat_mean_diff,feat_p,index_labels,features_class,features_base = utils.extract_features_and_diff(X_RF_cropped,X_baseline,sampling_rate)\n",
"sort_mean_diff = feat_mean_diff.argsort()[::-1]\n",
"labels = utils.make_labels_from_index_labels(index_labels.tolist(),\n",
" {'FFT':[sensor_names_one_chan,frequencies],\n",
" 'FFTc':[sensor_names_one_chan,frequencies],\n",
" 'Phase':[sensor_names_one_chan,frequencies[1:]],\n",
" 'Phasec':[sensor_names_one_chan,frequencies[1:]],\n",
" 'Mean':[sensor_names_one_chan],\n",
" 'Meanc':[sensor_names_one_chan],\n",
" 'Power':[sensor_names_one_chan]})"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 11
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Receptive field starting sample\n",
"Sample at which the receptive field started in the original input. \n",
"The original input window has a length of 4 seconds containing 1000 samples (250 Hz). \n",
"Interesting to see if the maximizing signal windows for that filter are evenly distributed over the whole trial or e.g. accumulate in the middle of the trial."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot.plot_RF_starts(RF_Data,RF_Result,X_baseline.shape[2],filt)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAq4AAAH9CAYAAADbDf7CAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nD0Ab52O0wtu7AAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x2b5d3741ffd0>"
]
}
],
"prompt_number": 12
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Channels of the Receptive Field\n",
"In Layer 03 the receptive field is still channel specific. Therefore it could be interesting to see from which channel the most maximizing signal windows originate"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot.plot_channels(RF_Result,sensor_names,filt,n_chans)"
],
"language": "python",
"metadata": {
"scrolled": true
},
"outputs": [
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAA1QAAANoCAYAAADH2auLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text": [
"<matplotlib.figure.Figure at 0x2b5d37663650>"
]
}
],
"prompt_number": 13
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Most differentiating Features\n",
"Features that are most distinct between the maximizing signal windows and baseline windows of the same size that were randomly sampled from inputs of the 3 other classes, but <b>starting at the same time samples during the trials</b> as the maximizing windows. This is done to get a better baseline for filters that appear to be time specific.\n",
"\n",
"There are no channel specific features in L03, because the features are extracted for the one channel in the receptive field.\n",
"\n",
"<b>Score is calculated by</b> the Kolmogorov\u2013Smirnov test\n",
"https://en.wikipedia.org/wiki/Kolmogorov%E2%80%93Smirnov_test \n",
"<b>0</b>: Complete overlap of distributions <b>1</b>: No overlap\n",
"\n",
"Labels show type of feature and corresponding Hz or Channel name\n",
"<b>Power</b>: Total variance of signal\n",
"<b>FFT</b>: Frequency Amplitude in Channel \n",
"<b>FFTc</b>: Change of Frequency Amplitude in Channel between first and second half of input window \n",
"<b>Phase</b>: Phase of frequency in Channel \n",
"<b>Phasec</b>: Change of Phase \n",
"<b>Mean</b>: Mean of signal amplitude over complete RF \n",
"<b>Meanc</b>: Change of mean from first to second half of input window "
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot.print_features(feat_mean_diff,feat_p,labels,sort_mean_diff[:20])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Score 0.997000 p 0.000000 : Power N/A\n",
"Score 0.992500 p 0.000000 : FFT N/A 100.0\n",
"Score 0.992000 p 0.000000 : FFT N/A 75.0\n",
"Score 0.989500 p 0.000000 : FFT N/A 50.0\n",
"Score 0.944000 p 0.000000 : FFT N/A 25.0\n",
"Score 0.805000 p 0.000000 : Meanc N/A\n",
"Score 0.736000 p 0.000000 : FFTc N/A 25.0\n",
"Score 0.658000 p 0.000000 : Phase N/A 25.0\n",
"Score 0.629000 p 0.000000 : Phase N/A 75.0\n",
"Score 0.493000 p 0.000000 : Phase N/A 100.0\n",
"Score 0.492500 p 0.000000 : Phase N/A 50.0\n",
"Score 0.303000 p 0.000181 : Phasec N/A 25.0\n",
"Score 0.180500 p 0.073518 : Mean N/A\n",
"Score 0.104000 p 0.643201 : FFT N/A 0.0\n",
"Score 0.101500 p 0.673214 : FFTc N/A 0.0\n"
]
}
],
"prompt_number": 14
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##### Feature distributions\n",
"Distributions of the 5 highest scoring features for maximizing and baseline signal windows.\n",
"Blue shows the maximizing and green the baseline windows"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"print features_class.shape,features_base.shape\n",
"plot.subplots_4_features(features_class,features_base,labels,sort_mean_diff[:4])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"(50, 15) (2000, 15)\n"
]
},
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAVIAAAEJCAYAAADGnK/bAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x2b5d37663a90>"
]
},
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAVoAAAEJCAYAAADVS+8vAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text": [
"<matplotlib.figure.Figure at 0x2b5d35340990>"
]
},
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAVoAAAEJCAYAAADVS+8vAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCFoAMIygBQDDCFoAMOwHRpP1UG8wHJwAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x2b5d37d50fd0>"
]
},
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAVoAAAEJCAYAAADVS+8vAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIv6INyxf7IMAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x2b5d37f3ee10>"
]
}
],
"prompt_number": 15
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<b>Plots to investigate a specific feature</b>"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot.plot_dist_comparison(features_class,features_base,labels,sort_mean_diff[5])"
],
"language": "python",
"metadata": {
"scrolled": true
},
"outputs": [
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAqwAAAHxCAYAAACoOu6EAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAAPYQAAD2EBqD+naQAAIABJREFUeJzs3Xt4XOV97v17zVEzo7PlMzghBsd2bJMDxhTsbeIEYrJL\nDX4h2wLaxITGhcQ7LsWFNwlv03Znl9YmARIOISRVaJNQJyWhLWQTF+2QcAzgBh9kMDG2wbJlWRqN\nZM15Zq33j9GMpNgGj6WZtWb0/VxXroxm1qx5Rg+ybv3mt57HsCzLEgAAAOBQLrsHAAAAALwTAisA\nAAAcjcAKAAAARyOwAgAAwNEIrAAAAHA0AisAAAAcjcAKAAAARyOwAgAAwNEIrAAAAHA0AisAAAAc\nrejA2tnZqXXr1mnJkiVasWKFNm/efNJjY7GYbrnlFs2dO1f79u0b9VgkEtGtt96qpUuX6oILLtD6\n9evV1dVV/DsAAABAVSs6sK5fv17Tpk1Te3u72tratHXrVrW1tR13XHd3t1avXi2v1yvDMI57/Lbb\nblM4HNbjjz+uJ598UqlUSl/60pdO600AAACgehUVWHfs2KE9e/Zo48aNCoVCmjVrltauXastW7Yc\nd2w4HNatt96qL3zhC7Is67jHp0+frltvvVUNDQ1qaGhQa2urXnnlldN/JwAAAKhKnmIO7ujo0MyZ\nM1VbW1u4b/78+dq3b5+i0ahCoVDh/rlz52ru3Lnq7Ow84bn+6q/+atTXhw4d0uTJk4sZDgAAACaA\noiqskUhE9fX1o+5rbGwsPHa6Dh48qHvuuUc33XTTaZ8DAAAA1WnMqwTkP+4/UZ/qqdi7d6/++I//\nWKtXr9bq1atP67UBAABQvYpqCWhublZfX9+o+/r7+2UYhpqamop+8e3bt+tzn/ucPvvZz+pP//RP\ni36+YRgaGIgrmzWLfi5Kx+12qb4+wNw4FPPjXMyNczE3zsb8OFd+bsaqqMC6YMECHTp0SJFIpNAK\nsH37ds2ePVuBwMkHc6Lq6/79+7Vu3TrddtttuuKKK4oc9rBs1lQmw3+cTsTcOBvz41zMjXMxN87G\n/FSvoloC5s2bp0WLFunOO+/U4OCg9u7dq7a2Nl1zzTWSpMsuu0zbtm0b9RzLsk740f3f/M3f6FOf\n+tSYwioAAACqX1EVVkm6++67dfvtt2vp0qWqra1Va2urWltbJeWqprFYTJJ0//336/7775eUq7Cu\nWrVKhmHoxhtv1BVXXKHnnntOL7/8sv7xH/9RhmHIsiwZhqHvfve7Ou+888bxLQIAAKCSGVaFX7nU\n1xel/O8wHo9LTU0h5sahmB/nYm6ci7lxNubHufJzM1ZjXiUAAAAAKCUCKwAAAByNwAoAAABHI7AC\nAADA0QisAAAAcDQCKwAAAByNwAoAAABHK3rjAAAAACcwTVPhcFgej6FMJqZIJKpMprTLyzc3N8vl\not5XbgRWAABQkcLhsH7xwmuqr29UIOBTPJ6SaZYusA4O9uvSC+aqpaWlZK+BEyOwAgCAilVb26CG\nxmYFg375/EllSxhYT8f69eu0YMEirVv3+ZK+zrZtLysUqtX73z+3pK9jF2raAAAAFe6RR36g3bt3\n2T2MkiGwAgAAlFhX12EtW7ZYL730oq6//lpdcsky3Xjj9erq6pIkfe97D2rDhpv0/e9/V3/4hx/X\nypUf1Xe/++3C89evX6dvf/vewtdvvbVfy5YtVldXl2677WY9//wzuvvuzdqw4aayv7dyILACAACU\nyU9+8og2b75Hjz76hOLxhH74w+8XHuvo2KVsNquf/ez/aNOmu/TII/+sZ5751UnPZRiGJOmOO76u\nadOm68///C911133lfw92IHACgAAUCZXXnm1mpsnqa6uTueff4EOHNhfeMzlcukzn7lBHo9HCxee\nq/PPv0DPPffrUz63ZTmrf3c8EVgBAADKZPr0GYXbNTU1SiaTha9nzjxj1JJZ06ZNV09PT1nH51QE\nVgAAgDLJf4x/IqaZHfW1ZVk62eHZrDmew3I8AisAAIADHDlyRKY5HES7uro0efJUSZLP51cymSg8\n1tn5dtnHZyfWYQUAABVrcLBfLpehVLI8GwdI00t2/kwmox/84GG1tl6nXbt26qWXXtDf/u3fS5LO\nPPNMvfzyb3Ts2DGlUkk99tijo57r9/vV2XlQ0eigQqHako3RLgRWAABQkZqbm3XpBXPl8RhqbAyV\nYWvW6Wpubi7qGSNbAN6pHUCS3ve+2cpmM7riipXKZLK69tpP64ILLpQktbb+sfbseV2rV39SM2ee\nqc9//ot68cXnC8+9/PIr9NBDD+jll1/U9773g6LGWAkMq8IvKevriyqTmVh9HE7n8bjU1BRibhyK\n+XEu5sa5mBtnq4b5+d73HtRvfvOCHnjge3YPZVzl52as6GEFAACAoxFYAQAA4Gj0sAIAANjs+us/\np+uv/5zdw3AsKqwAAABwNAIrAAAAHI3ACgAAAEcjsAIAAMDRCKwAAABwNFYJAAAAFck0TYXDYXk8\nhjKZWBl2usrtruVyOb/e973vPagXX3xe3/72P+rJJ5/QQw99Wz/+8WN2D+u0EVgBAEBFCofDat/z\nS9U11ivY51MsnpKZLd1OV9Fjg1ox52K1tLSc8nOuuupy9fQcldvtlmEYCoVq9eEPn6fPf35DUec5\nHfmtYD/xiU/qE5/4ZElfq9QIrAAAoGKF6mrV0NyoUNAnb6y0gfV0GIahm2++VX/0R1dKknp7e/Q3\nf/P/adOmr+nv//4bNo+ucji/pg0AAFDBLGu4TWHSpBYtX/5RvfXWAUlSf39EX/nKrbr88kt12WUr\ntHHjF9XdfaRw/D//c5uuuupyXXLJMl177VX6xS9+XnjsjTf26ItfvEkrV35Ul19+qe6++05ls9nj\nXv+JJ/5dq1Z9QpLU1XVYy5Yt1ksvvajrr79Wl1yyTDfeeL26uroKxz/11FatXXuNLrlkmf7H/7hC\n//ZvPx3370mxCKwAAABl0tl5UE8++YQuvfQySdJ9992jRCKun/zk3/XTnz4hSbrnnq9LknbseFU/\n+cm/6L77HtLWrb/Whg23aPPmOxSJRJRMJnTLLf9T55+/RI8//p/6zne+r//6r1f0wx/+03GvmWsN\nMEbd95OfPKLNm+/Ro48+oXg8oR/+8PuSpNde69Add/ytPv/5DfrFL36lL3/5q/rWt+7Szp07Svhd\neXcEVgAAgBK6665N+tjHLtKKFReqtXW1gsGgrrzyaknSxo1f0v/6X/8gv9+vmpoaLV26XK+/vluS\nNDg4KJfLJb/fL0lavPgC/eIXT6uxsVHPPfeMJOnaaz8tt9utadOmq7X1Oj355OOnNKYrr7xazc2T\nVFdXp/PPv0AHDuyXlKvGXnTRMp133vkyDEOLFn1QK1Z8XE8++cQ4f1eKQw8rUAXyV8q+k0q5shUA\nqs2f//lfFnpYo9FB/fjHj2jt2mv0/e8/op6eo/rWt+7S7t27lEollc1m1dDQKEk677zzdc45c3TV\nVZfrvPPO15IlF2rlyv+umpoadXYeVF9fWB/72EWF17EsyefzndKYpk+fUbhdU1OjZDIpSers7NTL\nL7+oX//6l4VzSpaWLPmDsX8jxoDAClSB/JWyobraEz5+Ole2AgDGx8ge1lCoVp/5zA16/PF/13/+\n55P60Y/+Seee+yH9y7/8VPX1DfqP/3hM3/nO/ZIkr9erv//7b2jv3t/pmWee1qOPbtEjj/xA3/ve\nP8nvr9FZZ83W97//o9MaU34Fgd/n9/t15ZVXa8OGW07rvKVCYAWqRP5KWQBAZYhGB3XkSJeuumqN\n6usbJEmvv/5a4fFMJqNUKqnZs8/W7Nln67rrPqNrr71aL730G82ceYYOHepUIpFQTU2NJGlgoF8e\nj1fBYPAdX/dkYVWSZs48Q6+91jHqvqNHuzVpUoutn9Lx+SAAAECZpFIp/cu//EADAxFdfPHHVFMT\n0K5d25VKpbR16//R7373umKxqOLxuH70o3/WLbd8UUePdkuS9u/fp8HBAZ1xxpk6//wL1NjYpG99\n6y7FYlH19vbo9ttv0wMPfPNdxzCy4vv7Lr98lXbseFU///l/KJPJ6I03XtfnPvcZPf10+7h9D04H\nFVYAAFCxoscG5XK7lI6XZ+MATS/+eXfdtUn33HOnJMnn82vOnLm6885v6cwzZ+mWW/5f3XvvXfrO\ndx7Qxz9+qf73/96sm266QWvWXKl//df/0JEjXVq79lolkwlNnTpNN974PzV79tmSpDvuuFPf+MY/\naNWqlQoGQ1q27GJ9/vMb3nU871RhnTXrvfrqV7+mhx56QHfeeYdaWibrmmv+RB/96MeLf+PjyLDe\nKWZXgL6+qDIZZy0SPNF5PC41NYWYmzLq6enRi4dfPmlLQH84oiXTz1NLSwvz42DMjXMxN840cmvW\nxsYQW7M6UP5nZ8znGYexAAAAlJ3L5Rr1h7jHE+QPiirFnwgAAABwNAIrAAAAHI3ACgAAAEejhxWY\n4NglCwDgdARWYIJjlywAgNMRWAGwSxYAwNH4jA8AAACORmAFAACAoxFYAQAA4GgEVqDKWZalpJmy\nexgAAJw2LroCqtwLXa9o/8BbihpxXTvpavF3KgCg0vCbC6hi6WxaBwbeliS90POK2nb9SGkzY/Oo\nAAAoDoEVqGJHYkdlySp8/Ur3q/rWtu8qlo7bOCoAAIpDYAWq2KFolyTJa3g1p262JOm18Bv6avvX\n1Z8csHNoAACcMgIrUKUsy9Lh6BFJUouvWWvee6X+YPpiSdL+yEH9cPejdg4PAIBTRmAFqtRA6phi\nmdxH/1N8zXIbLl079ypdNPN8SdL2ox0aTEftHCIAAKeEwApUqUND1VVJavFNkiQZhqEVs5ZKkkzL\n1KvdO20ZGwAAxSCwAlXq8FD/arO/UX6Xr3D/zNrpmlk/TVLuIiwAAJyOwApUobSZ0dF4ryRpeu3U\nUY8ZhqELz/yIJGlP317aAgAAjld0YO3s7NS6deu0ZMkSrVixQps3bz7psbFYTLfccovmzp2rffv2\njXpsYGBAGzZs0EUXXaRly5bpK1/5ilIpduMBxkN37KhMy5QkTQ9NO+7xC2edJ0myZKmjf09ZxwYA\nQLGKDqzr16/XtGnT1N7erra2Nm3dulVtbW3HHdfd3a3Vq1fL6/XKMIzjHv/yl7+sRCKhJ554Qo8+\n+qj27t2rTZs2ndabADBaYTkrl1eTapqOe3xm/TSdUTdDkrSzf3dZxwYAQLGKCqw7duzQnj17tHHj\nRoVCIc2aNUtr167Vli1bjjs2HA7r1ltv1Re+8AVZljXqsd7eXj311FP6i7/4CzU0NGjy5Mm66aab\n9OijjyqbzY7tHQET3MjlrKaHpshlnPjH/Lyp50qS3ooeVCKbLNv4AAAoVlGBtaOjQzNnzlRtbW3h\nvvnz52vfvn2KRkf3wc2dO1cf/ehHT3ie3bt3y+1265xzzinc94EPfEDRaFRvvvlmMUMC8HuOpQcV\nTcckSdNDU0963HnTPihJsiQdTnaXY2gAAJwWTzEHRyIR1dfXj7qvsbGx8FgoFDrl89TV1Y26r6Gh\nQZLU19dXzJDkdnPdmNPk54S5KR+Px5DL7ZLL7VJXbDh8zqybXrjf4zHk8bgK8zKtbrLeU3+GDgwc\n1OFUtz58kvka+VyUFj87zsXcOBvz41zjNSdFBdYTyX/cf6I+1dNR7Hnq6wPj8roYf8xN+WQyMQX7\nfAoFfTpyMBdYJwWa1DL0h2A67lNjY0hNTcN/VNbXB/Tfzlqif3r1oCLpfpnulOr8tced+0TPRWnx\ns+NczI2zMT/Vq6jA2tzcfFwFtL+/X4ZhqKnp+As73uk8AwMDsiyrEFAjkUjhsWIMDMSVzZpFPQel\n5Xa7VF8fYG7KKBKJKhZPyR1N6PCxXP/q1OAURWO5lTdi8ZQikag8nuCo+ZnfMK9wjt1H9ukDLe8/\n7twjn4vS4mfHuZgbZ2N+nCs/N2NVVGBdsGCBDh06pEgkUmgF2L59u2bPnq1A4OSD+f2q6bx5uV+S\nr732WuH29u3b1dDQoLPOOquoN5DNmspk+I/TiZib8slkLJlZU7FkTNmh5ayafA0yh/7hNrOmMhlr\n1Hxks6bqPfU6MzhTb8c69Vb/25rXdM5x5z7Rc1Fa/Ow4F3PjbMxP9SqqsWDevHlatGiR7rzzTg0O\nDmrv3r1qa2vTNddcI0m67LLLtG3btlHPsSzruFUCmpqa9IlPfEJ33XWX+vr61NXVpfvuu09XX321\nXC76T4DTFcskCrcDnlP7i3ZO/WxJUl+yv7B2KwAATlJ0Orz77rt15MgRLV26VJ/+9Kd15ZVXqrW1\nVZK0f/9+xWK5q5Pvv/9+LVq0SJ/85CdlGIZWrVqlc889Vw888IAk6a//+q9VW1urj33sY4XHNmzY\nMI5vDZh44pl44XbAW1O4bZqmwuFe9fT0qKfnqI4ePaqenqPq6emRP5X7oMWSpVg6ftw5AQCwm2H9\nfvmzwvT1RSn/O4zH41JTU4i5KaOenh69ePhlHTF69Ur3q5KkT52zSm6XW5L09ptvKZFIaMq0KXK5\nXQoGfIrFUzKzpt7sfFOv+fZLki4+46LjlsLqD0e0ZPp5amlpKet7moj42XEu5sbZmB/nys/NmM8z\nDmMB4BCxoQqr3+0rhNW8UF1IDc2NcrldCgV98sZygbWpr0nK7JckDaaiEosBAAAchoZRoIrEh3pY\nT7V/VZLchls+eSXlNh0AAMBpCKxAFcn3sAY9Ne9y5Gg1Lr8kaTAdfZcjAQAoPwIrUEXyLQHFVFgl\nKWDkAu5gisAKAHAeAitQReLpfEtAcRXWgGsosKYHj1uGDgAAuxFYgSqRMTPKWBlJp1NhzbUEZC1z\n1NJYAAA4AYEVqBIJM1m4HSwysNYYwxXZY/SxAgAchsAKVImRgfV0WwIk+lgBAM5DYAWqxOjAWlyF\n1Wt45HP5JLG0FQDAeQisQJXIB1aX4ZLf7Sv6+bW+3I4BVFgBAE5DYAWqRDKbkpRrBzAMo+jn13mH\nAisVVgCAwxBYgSqRr7AW2w6QV+urlZS76IqlrQAATkJgBapEPrAWu8tVXu1QhTVjZpTMJt/laAAA\nyofAClSJ5BgrrHXe2sJtlrYCADgJgRWoAqZlKmkO97CejvxFVxIXXgEAnIXAClSBaCYmS7m+09Ot\nsNa4/fIYHklceAUAcBYCK1AFBtLHCreL3eUqzzCMQpX1GBVWAICDEFiBKjBysf/TbQmQWNoKAOBM\nBFagCgyMCqynV2GVRi9tBQCAUxBYgSowkMm1BPhcXnlc7tM+T35pq1Q2pdTQRgQAANiNwApUgXxL\nwFiqq5JU52NpKwCA8xBYgSowHFhPv39VGq6wSixtBQBwDgIrUAXyqwSMtcIa9ATkMnL/LHDhFQDA\nKQisQBXIV1iD3rFVWA3DKFRZj6UIrAAAZyCwAhUumU0pMcZtWUcaXtqKlgAAgDMQWIEK15/sL9w+\n3U0DRsovbUUPKwDAKQisQIWLJAcKt8d60ZU0fOFVPJtQxsyM+XwAAIwVgRWocJERFdbxaAkIeofP\nkcgkx3w+AADGisAKVLj+oQqrIUM1bv+Yz+d3DZ8jmSWwAgDsR2AFKly+wup3+WQYxpjP5/f4CreT\n7HYFAHAAAitQ4fIV1hrX2KurUi745hFYAQBOQGAFKlz+oiv/OAVWr5vACgBwFgIrUOHyLQHj0b8q\nSS7DkG+oypoy6WEFANiPwApUMNMy1Z8a35YASfIPVVmTGSqsAAD7EViBCjaYjsq0TEnjG1h9+cBq\nElgBAPYjsAIVrD95rHB75MVSY5WvsKboYQUAOACBFahgg+nBwu1SBFYuugIAOAGBFahg0VS0cNvn\n8o7bef1DF3CxcQAAwAkIrEAFG8zECre9xvgFVt+ICqtlWeN2XgAATgeBFahg+QprjcsvlzF+P875\nlgDTMpWVOW7nBQDgdBBYgQo2mM5VWIOewLie1z9i84C0mR7XcwMAUCwCK1DBoulchbWUgTVFYAUA\n2IzAClSwwaHAGnCPb2D1jQysFoEVAGAvAitQwQZLVmEd3oQgzeYBAACbEViBChbN97CWtMKaGddz\nAwBQLAIrUKEsyxpRYQ2O67ndhktel0cSF10BAOxHYAUqVMpMK2Pmqp/jXWGVhqusXHQFALAbgRWo\nUIMjdrkKjXMPqzS8UgAXXQEA7EZgBSpUfkkrafwvupKGL7yiJQAAYDcCK1ChBkcGVvf49rBKks9F\nhRUA4AwEVqBCjQysAU/NuJ8/3xJAhRUAYDcCK1Ch8ktaSeO/cYA0ooeVwAoAsBmBFahQIzcNcBvj\n/6OcD6xZZQurEQAAYAcCK1Ch8hXWWm+oJOcfudtVLBsvyWsAAHAqCKxAhcpXWEMlCqwjd7uKZQis\nAAD7EFiBChUdWoe11jf+KwRIwy0BkhSnwgoAsBGBFahQpa6w+qmwAgAcgsAKVKj8xgGl6mH10cMK\nAHAIAitQgSzL0uDQRVchb2laAjwut9yGW5IUyyRK8hoAAJwKAitQgRLZpLJWVlLpKqzScFtALBt7\nlyMBACidogNrZ2en1q1bpyVLlmjFihXavHnzSY99+OGHtXLlSi1evFjXXXeddu3aVXisr69PGzdu\n1NKlS7VkyRJ95jOfUUdHx+m9C2CCiY7Y5apUPazS8EoBcSqsAAAbFR1Y169fr2nTpqm9vV1tbW3a\nunWr2trajjuuvb1d9957rzZt2qRnn31Wy5cv17p165RI5H7xffWrX1U4HNYTTzyhZ555Rueee64+\n97nPybKsMb8poNqN3OWqtBXWXB8rPawAADsVFVh37NihPXv2aOPGjQqFQpo1a5bWrl2rLVu2HHfs\nli1btHr1ai1cuFA+n0833HCDDMNQe3u7JKmjo0OXXHKJ6uvr5fV6tWrVKvX29qq7u3t83hlQxQZH\nVFhrS9TDKo1oCWCVAACAjYoKrB0dHZo5c6Zqa2sL982fP1/79u1TNBoddezOnTs1f/78wteGYWje\nvHnasWOHJOniiy/W448/rqNHjyoWi+mnP/2p5s2bp6lTp47l/QATwmBqREuAr/Q9rKzDCgCwk6eY\ngyORiOrr60fd19jYWHgsFAq947ENDQ2KRCKSpL/8y7/UunXrtGzZMhmGoRkzZuihhx4q+g243Vw3\n5jT5OWFuSidu5gKkIUP1NSFlogm53C65TvI9d7mNof+55DKM3H2GIbldox77fTWe4ZYAj4f5LDV+\ndpyLuXE25se5xmtOigqsJ5LvOTWGfgmeyrFSrofVMAw9/fTTqq2t1cMPP6zrr79eTzzxhAKBwCm/\nfn39qR+L8mJuSifzdkqSVOsPaVJzncxsQsE+n0JB3wmPD9T45PZ6Rj0eCHhP+lheXSDXbpDIJlXf\nUCO3yz3ebwUnwM+OczE3zsb8VK+iAmtzc7P6+vpG3dff3y/DMNTU1HRKx86ZM0fxeFyPPvqoHnnk\nkUILwI033qi2tjY9++yz+vjHP37KYxoYiCubNYt5Gygxt9ul+voAc1NCPcdyn1SEPEH19UUViUQV\ni6fkjaVOeHw8kZI7m1U0lpLLMBQIeBWPp2Va1qjHjmMOB9SD3UdV768ryftBDj87zsXcOBvz41z5\nuRmrogLrggULdOjQIUUikUIrwPbt2zV79uzjqqILFizQrl27dMUVV0iSTNNUR0eHPvWpT8k0TVmW\npUwmUzjesiyl0+mi30A2ayqT4T9OJ2Juxo9pmgqHw4WvewZyt32WV11d3QqHe5XNZmWe5B9qM2vJ\ncFm5x4c+njGt3NejHvs9PsNbuN2fGFTQXbp+WQzjZ8e5mBtnY36qV1GNBfPmzdOiRYt05513anBw\nUHv37lVbW5uuueYaSdLKlSu1bds2SVJra6see+wxvfrqq0okErrvvvvk9/u1fPlyhUIhLVmyRPff\nf796e3uVSqX0wAMPyOv1avHixeP/LoEKFw6H1b7nl3rx8Mt68fDLOhLPraaRzCT14uGX9eu9zyoW\nHf/F/fPrsEqjl9ICAKCciu5hvfvuu3X77bdr6dKlqq2tVWtrq1pbWyVJBw4cUCyW+6W2bNky3Xzz\nzdqwYYPC4bAWLlyoBx98UD5f7hfgN77xDd1xxx1atWqV0um05syZo4ceekgNDQ3j+PaA6hGqq1VD\nc+6TjWx/roIQCoTU0NyogchASV7TPyKwjlxKCwCAcio6sE6dOlUPPvjgCR/bvXv3qK/XrFmjNWvW\nnPDY5uZm/cM//EOxLw9AUjKblDS8sH+p+EdVWAmsAAB7sP4DUGEsy1Iym7tAamSgLAWP4ZGh3Aog\ntAQAAOxCYAUqTNpMy1JuibhSV1gNw5DPlbvwipYAAIBdCKxAhclXV6XSV1glyTu0UgAVVgCAXQis\nQIUZHVhLW2GVVKiw0sMKALALgRWoMPkLrqTyVFh9VFgBADYjsAIVpuwtAS4CKwDAXgRWoMLkA6sh\noxAmS4mLrgAAdiOwAhUm3xLgc/tkGEbJXy9/0VUsHZdpseUhAKD8CKxAhUmVaQ3WvHyF1ZKleCZR\nltcEAGAkAitQYcq1y1Ve/qIribYAAIA9CKxAhSnXLld5I/tkWdoKAGAHAitQYcoeWEdUWGPpeFle\nEwCAkQisQIUpf4XVU7gdyxBYAQDlR2AFKohlWUqVuYfVa4wIrFRYAQA2ILACFSRlpmUN3S5XhdVl\nuAorBcQybB4AACg/AitQQUZvy1qeCqskBdw1kmgJAADYg8AKVJByb8uaF3AHJNESAACwB4EVqCB2\nVVhrhl6LCisAwA4EVqCCjKyw+spaYR1qCaDCCgCwAYEVqCDJTK7C6pIxarmpUqsZCqxxKqwAABsQ\nWIEKUliD1eOXYRhle10uugIA2InAClSQRJnXYM2rKbQEsKwVAKD8CKxABRneNKB8/avScIU1ZaaV\nMTNlfW0AAAisQAVJFLZlLW+FNTDi9WgLAACUG4EVqCD5Za1qyt0S4Kkp3GalAABAuRFYgQqSzOQr\nrPa0BEhUWAEA5UdgBSpE1soqY+X6R/0eey66krjwCgBQfgRWoEKkzHThdvl7WKmwAgDsQ2AFKsTI\nwFpT5pZblam7AAAgAElEQVSAGi66AgDYiMAKVIiUNbwta7krrG7DXeibjXPRFQCgzAisQIWwsyVA\nkoKeoCQqrACA8iOwAhViZGD1lbklQJKC3oAklrUCAJQfgRWoEPmWAJ/bJ5dhlP31g56hwEqFFQBQ\nZgRWoELkK6zl3jQgbziwsqwVAKC8CKxAhcgH1nJvGpAXoCUAAGATAitQIVJmfpcruyusBFYAQHkR\nWIEKkbLsrbCySgAAwC4EVqBC2N7DOtQSkMqmlDWztowBADAxEViBCmBaptL5CqvH3pYAiSorAKC8\nCKxABYhlhwOibS0B3hGBNc1KAQCA8iGwAhVgZEXT7ouuJCqsAIDyIrACFWDk2qcEVgDARENgBSpA\ndERArLGtJSBYuM1arACAciKwAhUgmqXCCgCYuAisQAXItwR4DI/cLrctY3C73PINVXepsAIAyonA\nClSAfEXT77GnHSBveLcrVgkAAJQPgRWoANGhgGjXpgF5bM8KALADgRWoAPl1WO1agzUvvxZrnJYA\nAEAZEViBCpCvsNp1wVVe0JNbKYAKKwCgnAisQAUo9LDaHlhpCQAAlB+BFXA4y7IUyzqkwjrUEsAq\nAQCAciKwAg6XyCaUtUxJrBIAAJiYCKyAwx1LRQu37V4lIDBUYU1mU8qaWVvHAgCYOAisgMNF08OB\n1faWAHa7AgDYgMAKONzgqMDqjJYAicAKACgfAivgcCNbAmyvsHqDhdtceAUAKBcCK+Bwg+lBSZIh\nQ16Xx9axUGEFANiBwAo4XL4lwOfyyjAMW8eSX9ZKkuJpVgoAAJQHgRVwuMGhlgCfYW//qkSFFQBg\nDwIr4HAjK6x287g8hXEQWAEA5VJ0YO3s7NS6deu0ZMkSrVixQps3bz7psQ8//LBWrlypxYsX67rr\nrtOuXbtGPf7UU0/pk5/8pM4991ytWrVKzz33XPHvAKhyhQqrAwKrNHzhFRddAQDKpejAun79ek2b\nNk3t7e1qa2vT1q1b1dbWdtxx7e3tuvfee7Vp0yY9++yzWr58udatW6dEIiFJ2r17t770pS/py1/+\nsl566SV9+tOf1je/+U1lsyxGDow0XGG1vyVAGrnbFYEVAFAeRQXWHTt2aM+ePdq4caNCoZBmzZql\ntWvXasuWLccdu2XLFq1evVoLFy6Uz+fTDTfcIMMw1N7eLilXff2jP/ojXXTRRfL5fFq9erV+9KMf\nye12j887A6pEfpUAn+GMCmuAwAoAKLOiAmtHR4dmzpyp2trawn3z58/Xvn37FI1GRx27c+dOzZ8/\nv/C1YRiaN2+eduzYIUnatm2bGhsb9Sd/8ic677zztGbNGnV0dIzlvQBVJ51NK5lNSXJSS8BQYGWV\nAABAmRS1qGMkElF9ff2o+xobGwuPhUKhdzy2oaFBkUhEktTV1aWf/vSn+uY3v6lZs2Zp8+bN+rM/\n+zNt3bpVfv+pL47udnPdmNPk54S5GbuBEVVMv8cv10m+py63MfS/d3/cNbQ0lsswJLfrFJ7rksdj\nyOPJPV7ry/WwxrOJwn0YH/zsOBdz42zMj3ON15yMeRVyy7Ik6ZTWh8wfm799xRVXaN68eZKkjRs3\n6sc//rFeeeUVXXjhhaf8+vX1gXc/CLZgbsYu0hcu3K6vCSoUPHEfa6DGJ7fXU9TjgYD3lJ6bjvvU\n2BhSU1PuD9Km2twfoolsonAfxhc/O87F3Dgb81O9igqszc3N6uvrG3Vff3+/DMNQU1PTKR07Z84c\nSVJLS8uo1oJgMKjGxkYdPXq0qDcwMBBXNmsW9RyUltvtUn19gLkZB4d6hn8erIyhaCx1wuPiiZTc\n2ewpPe4yDAUCXsXjaZmW9a7PHYwm9OabbykSybX9JI/ljjuWGNQbb+xXc/MkuVxUNcYDPzvOxdw4\nG/PjXPm5GauiAuuCBQt06NAhRSKRQivA9u3bNXv2bAUCgeOO3bVrl6644gpJkmma6ujo0Kc+9SlJ\n0tlnn63XXnutcHwsFlMkEtHMmTOLegPZrKlMhv84nYi5GbtI4ljhtsfyyDzJP8Rm1pLhsk7t8aGP\nZ0wr9/W7PXegb0BPH35BU6JTJEmH40ckSUkzpSd3tetj7/+oWlpaTvs94nj87DgXc+NszE/1Kqos\nMm/ePC1atEh33nmnBgcHtXfvXrW1temaa66RJK1cuVLbtm2TJLW2tuqxxx7Tq6++qkQiofvuu09+\nv1/Lly+XJK1Zs0Y///nP9cwzzyiRSOjrX/+6zjjjDH34wx8e57cIVK78klaG7F0lIFQXUkNzoxqa\nG1Vf21C431d76v3mAACcrqJ7WO+++27dfvvtWrp0qWpra9Xa2qrW1lZJ0oEDBxSL5a4cXrZsmW6+\n+WZt2LBB4XBYCxcu1IMPPiifL9cnt2LFCt122226/fbbFQ6HtWjRIn3nO9/ho0VghPymAQF34JT6\nxMvB5x4OzmkzY+NIAAATRdGBderUqXrwwQdP+Nju3btHfb1mzRqtWbPmpOcaGXYBHG8glWsJCHmC\nNo9kmM89fHFW2iKwAgBKj3Im4GD9qQFJUp239l2OLJ+R68GmrbSNIwEATBQEVsDBBpK5CmutxznL\nR42qsNISAAAoAwIr4GBUWAEAILACjpU1s4WLrpxUYXW73PIYufb3lElgBQCUHoEVcKjBdFSWcrvD\nOanCKkl+T64tgMAKACgHAivgUPl2AEmqc1CFVZJq3Ln1V1PWiXfHAgBgPBFYAYfKX3AlSbVOq7Dm\nA6tJYAUAlB6BFXAoJ1dY84E1SUsAAKAMCKyAQ+UrrD63rxAQnaLGk6+wElgBAKVHYAUcqn9ol6sG\nX53NIzlePkCnrbRMy7J5NACAakdgBRxqIJlrCaj31ds8kuPVDG0eYMlSIpuweTQAgGpHYAUcqlBh\n9Tu3wipJ0UzMxpEAACYCAivgUP1DFdYGJ1ZYPcOBNZYlsAIASovACjiQZVk6NlRhrafCCgCY4Ais\ngANFMzFlrKwkZ1ZYCawAgHIisAIONHLTgHoHrhLgcbnlMTySpGgmbvNoAADVjsAKONDITQOc2BIg\nSX5PbqUAKqwAgFIjsAIONLLC6sSWAEmqGWoLiBFYAQAlRmAFHChfYXUbboW8QZtHc2L5PtYoqwQA\nAEqMwAo4UL7CWu+rk2EYNo/mxPyFCis9rACA0iKwAg6Ur7A6tX9VGl6LlR5WAECpEVgBBxrI73Ll\n0P5VSfIPbc8ay8RkWqbNowEAVDMCK+BAhZYAJ1dYh1oCTFmKZxI2jwYAUM0IrIAD5VsCGhy4Bmve\nyM0DjqUGbRwJAKDaEVgBh0lkkkpmU5Ic3hLgGQ6sg+mojSMBAFQ7AivgMAMVsGmANNwSIEmDVFgB\nACVEYAUcpr8CNg2Qhi+6kqRjVFgBACVEYAUcplIqrB6XR265JVFhBQCUFoEVcJj+oSWtDBmq89ba\nPJp35nN5JVFhBQCUFoEVcJj8kla1vpDcLrfNo3lnPleuLYAKKwCglAisgMMML2nl3P7VPCqsAIBy\nILACDlMJmwbk+YxcYKXCCgAoJQIr4DCVVGH151sCqLACAEqIwAo4TKHC6uBdrvJ8IwKraZk2jwYA\nUK08dg8AQI5pmuru6VY0E5MkudMu9fT0SJLC4V5Zsuwc3gnle1hNy1Q8k1DIG7R5RACAakRgBRwi\nHA7rF288Vfj68GCXXky/LEnqOnhIdU0Namxusmt4J5TvYZVyfawEVgBAKRBYAQdxBTxSMnd7UuMk\nNQQaJUkDkYF3eJZ98i0BUm6lgKk2jgUAUL3oYQUcJGmmCrcD7hobR3Jq/K7RFVYAAEqBwAo4SNJM\nFm4HPM4PrL9fYQUAoBQIrICD5CusXpfX8btcSZLbcMtbWIuVwAoAKA0CK+Ag+QprJVRX80Ke3IVW\nx9K0BAAASoPACjhIYqjCWlmBNSCJHlYAQOkQWAEHSWQTkqTgUAisBMGhCiu7XQEASoXACjhIfKgl\nIOitnMAaIrACAEqMwAo4RDKbVMbKSBquWlaCQg8rLQEAgBIhsAIO0Z8+VrhdSRXWoHuohzUdlWU5\nb/tYAEDlY6crwCH608O7WYUqsMJqWqbimbiCVbI9q2maCofDZX1Nj8dQJhNTJBJVJmOpublZLhd1\nBQAgsAIO0Z8aUWGtoIuuRobrY6nBqgms4XBYv3jhNdXWNpTtNV0uQ4GAT/F4SgMDEV16wVy1tLSU\n7fUBwKkIrIBDDAxVWL0ur7xu77sc7RyjAms6qqk2jmW81dY2qL6xuWyv53YZCgb98vmTMk3aKwAg\nj8+aAIfI97BWUnVVGn2BGCsFAABKgcAKOES+hzVUQRdcScMbB0hsHgAAKA0CK+AQ/alcYK2kJa0k\nyefyyefKtTAcS1FhBQCMPwIr4ACWZWkgnatOVtKSVnm1vlpJ0rE0FVYAwPgjsAIOMJiOVuSmAXkN\nvnpJUiTZb/NIAADViMAKOEBfIlK4XWk9rJLUXNMoSQon+mweCQCgGhFYAQfoSw4H1kqssDbXNEki\nsAIASoPACjhAeESFNeCpsXEkpycfWKPpmJLZlM2jAQBUGwIr4AD5Cqvf5ZPb5bZ5NMXLtwRIVFkB\nAOOPwAo4QCSRu1ipxuW3eSSnJ19hlQisAIDxR2AFHCDfEhBwVV47gERgBQCUVtGBtbOzU+vWrdOS\nJUu0YsUKbd68+aTHPvzww1q5cqUWL16s6667Trt27TrhcU899ZTmzp2rl156qdjhAFUh3xJQ467M\nwFrj8SvkzV0sNrIfFwCA8VB0YF2/fr2mTZum9vZ2tbW1aevWrWprazvuuPb2dt17773atGmTnn32\nWS1fvlzr1q1TIpEYdVw8Htff/d3fKRisvCujgfGQNbPqT+Z2uarUlgCJlQIAAKVTVGDdsWOH9uzZ\no40bNyoUCmnWrFlau3attmzZctyxW7Zs0erVq7Vw4UL5fD7dcMMNMgxD7e3to4775je/qQsvvFBN\nTU3HnQOYCPpTA7JkSZICFVphlQisAIDSKSqwdnR0aObMmaqtrS3cN3/+fO3bt0/R6Og9xHfu3Kn5\n8+cXvjYMQ/PmzdOOHTsK973++uv6t3/7N918882yLOt03wNQ0foSw7tDBSq6wprfPICWAADA+PIU\nc3AkElF9ff2o+xobGwuPhUKhdzy2oaFBkcjwL7OvfvWr2rBhQ+Ecp8Pt5roxp8nPCXNzavrTw4E1\n6A3KdYLvm8ttDP3vxN/TYh53GUbuPsOQ3K4xndvldsnjMeTxuNQSbM69n+SA5DLlcRX1z4vjeDyG\nXC5DbpdRttd0uVyF/3e5jML3Fvbj3zVnY36ca7zmZMy/UfKVUcN493/UR1ZRt2zZIsuydNVVV43p\n9evrK28by4mCuTk1ia6YJMltuNUUqlUo6DvumECNT26v54SPne7jgYB3zOdOx31qbAypqSmk90Sn\nS69Llixl/SlNrm145zfucJlMTIGAT8Fg+aveNTVeBQLD31s4B/+uORvzU72KCqzNzc3q6xvdn9bf\n3y/DMI7rQT3ZsXPmzFFfX5/uuecePfTQQ6c57GEDA3Fls+aYz4Px43a7VF8fYG5OUWdftySp3lur\neCItX+z4naLiiZTc2ayiJ3is2MddhqFAwKt4PC3TssZ07lg8pUgkKo8nKH92+BfFvq5O+SdV9oWU\nkUhU8XhKPn+ybK/pcrlUU+NVIpFWfMT3Fvbj3zVnY36cKz83Y1VUYF2wYIEOHTqkSCRS+Bh/+/bt\nmj17tgKBwHHH7tq1S1dccYUkyTRNdXR06Oqrr9bTTz+tSCSitWvXFqquAwMDuummm7Rq1Sp95Stf\nOeUxZbOmMhn+43Qi5ubU9MZzf9jVe+tkZk2ZJ/jH1sxaMlzWCR8r+vGhj2dMyxp6vdM/t5k1lclY\nymRM1XuHK6pHo2Gd3VDZc5/JWDJNS1mznP31ue+ZaZoyTavwvYVz8O+aszE/1auoxoJ58+Zp0aJF\nuvPOOzU4OKi9e/eqra1N11xzjSRp5cqV2rZtmySptbVVjz32mF599VUlEgndd9998vv9uvjii3XZ\nZZfpqaee0s9+9jM99thjeuyxxzRlyhR97Wtf0xe/+MXxf5eAg0WGLlJq8Na/y5HOFvIE5XPn2gZY\nKQAAMJ6K7mG9++67dfvtt2vp0qWqra1Va2urWltbJUkHDhxQLJbrx1u2bJluvvlmbdiwQeFwWAsX\nLtSDDz4ony/3C23q1Kmjzut2u9XU1KS6urqxviegooSHNg2o91b2f/uGYai5pkld0SOsFAAAGFdF\nB9apU6fqwQcfPOFju3fvHvX1mjVrtGbNmlM671NPPVXsUICKl8qmFE3n/shr8NXLSmVtHtHYNNc0\nDgVWKqwAgPHD+g+AjfqSw0taNVR4hVWSJtXklrYisAIAxhOBFbBR34iPziu9h1Ua3jygL9kv0+LC\nBwDA+CCwAjaqvsCaW94ua2U1kDpm82gAANWCwArYKH/Blc/tU427crdlzcsHVom2AADA+CGwAjbK\nL2nV7G88pd3inC7fEiANry8LAMBYEVgBG+UvumoaEfQqWb2vTh7DLYkKKwBg/BBYARvl1ytt8je8\ny5GVwWW41DgUvgmsAIDxUvQ6rADGh2VZhVDXPLQcVKUxTVPhcO+o++rcIfWoV13HutXT06Pm5ma5\nXPxtDAA4fQRWwCYDqUGlzbQkaVKg6V2OdqbBgUE92/2ipiSnFO5LZ3LvqSt2RO17fqkVcy5WS0uL\nXUMEAFQBAitgk95EuHC7JdAspW0czBiE6kJqaB7uwW00G3UwcVhxM6lgbcjGkVW2E1Wvy43qOACn\nILACNumNDwfWSTXNSqdTNo5m/IS8QUm5tVjTVoWmcAeIDvbrV789oilT7PnvYnCwX5deMJfqOABH\nILACNukZCqxel0f1vjr1yt5q2njJB1ZJimcTNo6k8gVD9apvrMz+ZgAYT3zWA9gk3xLQXNNcFWuw\n5oU8IwKrSWAFAIwdgRWwSb4loFIvuDqZoDegfPymwgoAGA8EVsAm+QprS4UuaXUyLsOlgCcgiQor\nAGB8EFgBG2TNbGGXq0mB6gqskhQc6mOlwgoAGA8EVsAGfcl+mZYpKbdCQLWpHQqs0Wzc5pEAAKoB\nqwQANhi1pFWV9bBKUr2vXpIUzcaUtbI2j6by9Q8m1dOf0GA8rWg8o8FEWtF4WslUVj6vW36fWzU+\nt/xetwJ+tyY3BjR9UkheDzUJANWBwArYYNSmAVVYYW3w10mSLFnqTfZpqqbaPKLKYlmW+uOWegZT\n+s2b+zQQPflarKmMqcH476932yeXIU1pDuqMlpBmTg6pPuSrqtUoAEwsBFbABvkKa8BTU+j3rCYN\nQxVWSTqaqI71Zcshlszov37Xqz1v9SmWOL4y7XEbCtV4FQp4VRvwqMbnUSqdVSKVVXLo/6PxtFIZ\nU6YldfXG1NUb08uvH1VLQ43OPXuSZrSECK4AKg6BFbBBz1CFtRr7VyUp5A3JbbiVtbLqTvbYPRzH\niycz2rUvrNffiihrWoX7DUOa0RLSrCm1mjm5VgG/+13DpmlZ6u1PqPNoVJ1HB9U7kJQk9fQn9NQr\nnUPBtUUzWoIEVwAVg8AK2KA33iepOlcIkCSXYajeV6u+ZL+OJgisJ5NIZbTzzbD2vB1RJjscVGdN\nrVW9J6aWBr9mzTqjqHO6DEOTGwOa3BjQB89pUTyZ0b7DA9q1L6x4MjsUXA9qcmONPjRnsqY1V1+F\nH0D1IbACNugtVFir74KrvAZ/vfqS/eomsB7Hsizt7RzQS691K50xC/e/Z1qd/mDhdAW8Lr21/3cy\n3GOvgAb8Hs1/b7PmnNmoPW9HtPPNsBKprI5GEvrFb97W/Pc26UNzJsvtotoKwLkIrECZmKapcDis\ntJnWQOqYJKkm61dPTy7QhcO9smS90ykqSr6PtTfZp4yZkcfFPzdS7uP/53cd0cHuwcJ9s6bWatHs\nSZrcGFAw6Fcslhz31/W4XaOC6469YSXTWXXs71NXOKZli2aoodY37q8LAOOB3yBAmYTDYbXv+aWs\nwHAlq3uwWy+mX5YkdR08pLqmBjU2V0fVtcGfC6ymTHXHejSjdprNI7LfW0eO6YVdR5RI5S6oqgt6\ntXThdE1uCpRtDPng+t5p9Xp2x2Ed7o0pPJDU48/v1+J5U3T2zAZ6WwE4DoEVKKNQXa2ivoSUa2HV\nlOYphWA3EBmwcWTjb+RKAYejRyZ0YE1nTP2m44j2Hhqe4/fPatRH3j9ZHrc9a6UGazz6+HlnqGN/\nn/5rz1Flspae33lEh3piumjhxJ0rAM5EYAXKbDAdLdwOeUM2jqS0Qt6g3HIpK1OHo0fsHo5tYomM\n/u+2g4Wr9YN+jy5cOE0zWuyfe8Mw9IGzmjWtOahfv3pIA7G0DnQdUyKZ0XmzuRgLgHOwDQpQZtF0\nTJJU4/bL43LbPJrSMQxDIU8ulHVN0MAaOZbUz184UAir75lWp8uXvtcRYXWkSQ01+u8XvlfvmVor\nSTrSF9czHf0ajGdsHhkA5BBYgTLLV1hrq7i6mlfnzr3HiVhhPdQT1c9ffEvRRC70LZw9Sf/t3Ony\ne535R4rX49KyD87QOWc0SJL6Yxnd9x+/U09/3OaRAQCBFSi7fGCt5naAvNqhCmt3vEcZc+JU6353\nsF9PvXJQ6Ywpw5D+YME0feicFsdfzOQyDF3wgalacFZufeCe/pT+7p+36VBP9F2eCQClRWAFyizf\nElBbhVuy/r7aoQqraeVWCpgIdu4L67mdXbKsXNXyYx85o1C1rASGYejD75+sD8zKzV3fsaTu+ME2\ndRJaAdiIwAqUUdpMK22mJU2MCmudZ/g9Ho522TiS8ujYH9a2149KkkI1Hq1cMstx/aqn6pwZQf0/\nS2fKMKTBeFrf2PJb9R0b//VhAeBUsEoAUEaxbKJwOzQBKqwBV428hldpK131fayvv9Wnl18bDquf\nWDJLtQGvzaM6faZpau4U6aqlZ+jHvz6o8EBSm374im68fLYCvvL04TY3N8vloq4CgMAKlFXMHL6A\nZSJcdGUYhibXTNKheFdVB9Y3Dkb0Yke3pNz6ppeef2ZFh1VJig7261e/PaIpU6Zr7hlBvXYwpq6+\nhL75sz36g7kNJd/KdXCwX5deMFctLS0lfR0AlYHACpRRfKjCashQ0Fu+3Y3sNKWmpaoD697Ofj2/\nM/feAn63Ll18puqC1bHFaTBUr/rGZi1uaFJWR/TGwX71DKS14+2kli2a7viLyABUDz5rAcools1V\nWIPegFzGxPjxm+yfJEk6Gu9VuspWCjjQdUzP7cj15tb43Lpk8ZmqD1VHWB3JMAwtmT9VZ0zOfSqw\n//AxvTLUqwsA5TAxfmMCDhE3cxXWiXDBVd6UmtxHurmVAqon5ByNxPXr7YdlSfJ5Xbpk8RlqrPXb\nPayScbkM/bcPzlBLQ40kqWN/n/a8FbF5VAAmCgIrUEb5CutEWNIqb3LNcA9itbQFHIul9H+3dco0\nLbldhj5+3hlqqquxe1gl53G7tOIjM1UXzPXn/mZ3NxsLACgLAitQJpZlFXpYJ1KFtcFbL5879zF5\nNQTWVDqr9lc6lUhlJUnLzp2uloaJ0Y8sSTU+jz76oZnyuA2ZlqVf/tchJVLV1eoBwHkIrECZHMsM\nypQpaWKsEJDnMgxND06VVPmB1TQtPf3bQ+qPpiRJH3n/ZM2aWmfzqMqvsc6vP/jANElSLJHRr189\nLNOybB4VgGpGYAXKpDcZLtyu89XaOJLymx7KB9bK3TzAsiy92HFEh3tzO5Wdc0aD5r+3yeZR2ees\nGfWaO6tRknS4N6btv+u1eUQAqhmBFSiTnmRf4Xadd2IF1hm1uWrc0VivEpnK3C2pY3+f3jjYL0ma\nPimoJfOnTvhlnT4yd4omN+Z6d7fv7dXB7kGbRwSgWhFYgTIJDwVWv9svn7uyF5Uv1qy6MyRJliwd\nHDxk82iKd7g3WthytaHWp+UfnCFXiRfOrwTuoZUDaoZ2vnpmx2Edi6VsHhWAakRgBcok3xJQP8Ha\nASTpzLoZMpQLeG8NvG3zaIoTjaf161eHlq/yuLTiwzPl85Zna9JKEKrxatm502VISqXNXD+rST8r\ngPHFTldAmfSmchXWU+1fPXykWwODuSWDjhw8LI/XrWMnuRq7mMddhiGf36tUMi3Tsk76XK/Hpfe9\n58xTfXvvqMZTo6nByeqKdevAsYPjcs5yyJqWnvntocKKAEvPnV41u1iNp+mTQjr3nBb99o0e9fQn\ntOPNXp17NluqAhg/BFagDLJmVn2p3CLrp9q/OhhLyPA1SJIM76DkcxW+/n1FPe4yJJ9HUkaGaZ30\nufFY3wnPVQzTNBUO5y7GmerLBdZ9fQfU09MjSWpubpbL5dwPenYeGFRPf24pskWzJ+mMyROvOn6q\nFryvWZ1HozoaiWv73l7NaAlpcuPEWe4LQGk59zcFUEXCiYiyVm5Jq4m0QsDgwKCePfCiXjz8stLp\nXG9jb6pPz3S+oPY9v1Q4HH6XM9jnlTf6tO9ILqzObAnp3LMn2TwiZ3MZhpYumiav2yXLkp7Zfljp\njGn3sABUCQIrUAbd8eEtSSdSYJWkUF1IDc2NmjFpRuG+bNBSqM6534e3jhzTvz6Ta12oDXi1dNH0\nCb8iwKmoC/p0/vwpkqRjsbReeq3b5hEBqBYEVqAMumM9hdu1E2xJq7wmf4PykS+cGHu7QanEEhnd\n99OdymQtuQxp+QdnyO/jIqtT9b4Z9XrPtNxmCr872K+3jhyzeUQAqgGBFSiDfGCtcfnlcU3M8ONx\neVTvq5fk3MBqWZYefvI1dUdyF7ude1atJjXU2DyqymIYhi6YP1VBf+4Sied3HlEswdatAMaGwAqU\nQXcs1xIQcgdtHom9mmtyO0OFExGbR3Jiv3r1kH6zO/cx9kfOadJ7pnDR0Onw+9y6aFFus4hkOqvn\nd3bJYutWAGNAYAXK4Gg8V2Gd6IF1Uk1uK8/BdFQpM23zaEY72D2oH/7nG5Kkac1BXXHhjHd5Bt7J\n9FPlCZEAACAASURBVEmhwta1nT1R7e0csHlEACoZgRUosXQ2XagoTvTAmq+wSlJ/xjm9jclUVvc/\ntlPpjCmP26U/W/UB+dkcYMw+eE6L6oO5Xd1eeq1bsYSz/kgBUDkIrECJHY33ylLu49CQe2J/xNzo\nbyjseNWfcU7F7Qdb9+hwb0yS1PqxszVrap3NI6oOHrdLFy6cLklKZ0w9v+sIrQEATguBFSix7vjw\nCgETvcLqdrnV6M9deNWfdkaF9fmdXXpmx2FJ0nnvn6yLPzTT5hFVlylNgeHWgKNRvXnIOX+oAKgc\nBFagxI4OrRDgkksBN1ec59sCnFBh7QrH9PAvXpcktTTU6DOXzWW91RL44Dktqsu3BuzuZtUAAEUj\nsAIlll8hoMnXIJfBj1w+sCbMpAYzUdvGkc6YeuCxnUqmsnK7DP3ZqgUK1nhtG08187hdumhhbtWA\nVMbUC7tYNQBAcfjtCZTYkaEK6yR/07scOTE0D60UIEmHY0dsG8dPfrlXbx0ZlCStXv4+vW9GvW1j\nmQimNAU17z25n4GDR6Pad9j+CjuAykFgBUosv6TVJH+zzSNxhgb/cKW5M95lyxhe/V2Ptr78tiRp\nwVnN+sT5s2wZx0TzoTnDrQG/2d2teJLWAACnhsAKlFA8k9BAKndxERXWHLfhUqO/QZJ0yIbA2ncs\nqe8+vluSVB/y6bN/OF8u+lbLwuN26cIFQ60BabOwSQMAvJuiA2tnZ6fWrVunJUuWaMWKFdq8efNJ\nj3344Ye1cuVKLV68WNddd5127dpVeCyZTOprX/uali9frvPPP1+f/exn9cYbb5zeuwAcKn/BlSRN\n8lFhzcu3BRyKlTewmqal7/z7Lg3Gc+uB3vCH89QQ8pV1DBPd1Oag3j8rN/8Huo7prSPOWC0CgLMV\nHVjXr1+vadOmqb29XW1tbdq6dava2tqOO669vV333nuvNm3apGeffVbLly/XunXrlEgkJEmbNm3S\ntm3btGXLFv3qV7/S9OnT9YUvfGHMbwhwkpFLWlFhHZa/8OpYZlB9Zdym9fEXDui1t3Kvd9mSWVpw\n1qSyvTaGfWhOi4I1HknSix1HlExnbR4RAKcrKrDu2LFDe/bs0caNGxUKhTRr1iytXbtWW7ZsOe7Y\nLVu2aPXq1Vq4cKF8Pp9uuOEGGYah9vZ2SVJdXZ1uvfX/b+++49yqzoSP/+69qiPNjKbbHvc644ox\nxgXTTA0YYjuhGJaETkhfQjZk6bsOIbsLvKSxS8KGsIEkEJpNCAQwmGIwGNwL7mV6kTQa9XLP+4ds\nmYnHZewZS+N5vv7oo9E9tzzSta4eHZ3yIyoqKnA4HHz9619n9+7dNDc3d88zEyIH7BshwKpbybfK\nYPT7lDn3J4pb/NuPyzG31Ph5+b0dAAzrX8C8M4Yfl+OKA9ksBtPHVQAQiaX49HO57gshDq1LCeuG\nDRuorKzE7XZnlo0dO5YdO3YQCnUcnmbdunWMHTs281jTNKqrq1m7di0A3/ve9zj11FMz5XV1ddjt\ndgoLC4/qiQiRi5r2Ngkoc5ZIO8kvyLe6sevpn+I3+7b1+PHaw3H+++X1mErhsBnc8uVxWAxpwp9N\nA8vcmZEZtta0Ud+avSHOhBC5z9KVlf1+PwUFHYd+8Xg8mTKXy3XIdQsLC/H7D/z5r62tjQceeIAb\nbrgBm61r7ckM+dDJOfvOiZyb/SME9HOVYbFo6IaOfpDXRTe0vbd0ua5pmHo6ydX09Jc+Te886e1K\n+b7EOb3/g2+r6fvi7RjXoWLuSnmJrZi6aANb/NuwWHru/4qpFP/76kZ87TEAbpwzlgGlrsNsRfp8\n6RrGQV7TnqDreuZe09LHPp7H/6LjcfxpY8upawkRjaf4cF0jc08fhtWy7zXQsFi0Hv2/0RVyXctt\ncn5yV3edky4lrJ3ZN/jzkcwO09lA0U1NTdx0002MGzfuqNqwFhT07bnZc1lfPzdKqUzCOrhkAB6P\nizyfDVde51/KnA4bhtWSKbfbraQs6beozWqgWyzYbJ2/ZY+m3GI1DrmtnkzH8o9xHSrmrpQPcJdR\nF22gJeIlaYtS5uqZ9qTPL9nC6q2tAFx82jAuOO3ImgIkk2GcTht5efYeietQHA4rTqcNw2LNyvGB\n43L8vDw7Z0yu5O/LdxOMJFi73cusk9JT48ZjNjweF0VFh/9ycTz19etarpPzc+LqUsJaXFyMz+fr\nsKytrQ1N0ygqKjqidUePHp15vHv3bq699lpmz57NnXfeeVRTIgYCEVIps8vbiZ5jGDoFBc4+f27a\n40FCiQgABXohfn+IcCSONRzvdP1INI6RShHaWx6LJTDN9DiV8UQKA4jHOx+3sivluqZhsRokEylM\npQ66bSKeJBSOHxDXoWLuSnk++9v0frxjLTMrp3a6j2OxeY+fp15ND2E1tF8+804fis93ZD89+/0h\nIpE4Nnus2+M6GF3XcTisRKMJIpE4hgXC4eN3/C86XscfUOxkULmbPU1BVm9tYWCZi/IiJ5FIHL8/\nhMWS16PHP1JyXcttcn5y175zc6y6lLCOHz+euro6/H5/pinAmjVrGDFiBE6n84B1169fz9y5cwEw\nTZMNGzZw2WWXAeDz+bjhhhu47LLLuPXWW4/6CaRSJsmk/OfMRX393NQG9s/iVGovJZlUmCkT8yAX\nUzOl0HSVKTeVQpnpXyWUma6x3ff4H3Wl3Nz768y+/R9sW2Xui7djXIeKuSvlDuwUWvNpS7SzqXUr\np1ZM6XQfR6s9HOdXL6zFVAqn3eAbXx6HjnbE/yeTSYVpKlIHeU17xt5zb5oolT728T3+fsfz+NPG\nltPgDZNImry/pp45pw3BNBXJpMq5a0hfv67lOjk/J64uNSyorq5m4sSJPPTQQwSDQbZt28aTTz7J\nVVddBcCFF17IZ599BsCCBQt4+eWXWb16NdFolF//+tfY7XbOOussAB566CEmTZp0TMmqELlsT3tt\n5u8B7n5ZjCQ3aZrGUHd6hqnNvm3dOre8qRRP/HV/u9Vrv1RNeVFu1NSJA+U5rEwZUwZAWyjOmm3e\nLEckhMg1XW4J++ijj9LY2MisWbP4+te/zrx581iwYAEAu3btIhwOA3D66adz22238f3vf59p06bx\n0Ucf8fjjj2c6Vb3wwgu8/vrrTJw4kUmTJmXuFy1a1I1PT4jsqWmvA9IjBDgtjixHk5uGudIJqy/m\npyXSfUnKX5ftZM22dLvV2SdXMrWqvNv2LXrGqIGF9CtOf6lYt72VtpBM2yqE2K/Lna4qKip4/PHH\nOy3buHFjh8dXXnklV155ZafrbtiwoauHFqJX2RNM17AOzK/MciS5a9jeGlaAzf6tlOUde8erVVtb\neGnveKtDKvK5YvbIY96n6HmapjFjfAWLP9hJMqX4bHs750/NTnMIIUTukfEfhOgBCTNJfSjdhnWg\ne0CWo8ldHlshJY70lLXdMR5rfWuI3yxejwLy86x8e/4ErBbjmPcrjo/8PBuTR+1rGpDk3bUyoYAQ\nIk0SViF6QH2oAVOlG/4PypeE9VBGFaWHmdri235M7VjD0SS/eH4tkVgKXdP45tzxlBRKU4zeZswQ\nD2We9Hl747NGmVBACAFIwipEj9jXfhVgoFuaBBzKaM8IANriAZr2jlvbVaZS/PaVDTR4023oF5w7\nijGDiw6zlchFuqYxY3w/dA2SKcXvXt2EmaWREoQQuUMSViF6wJ69CWuBLZ9Ce/5h1u7bRheNyPx9\ntM0CFr2/g1Vb08nurAn9mX2yfEnozTxuO2MGpjtgba1t440Ve7IckRAi2yRhFaIH1ATTCetAaQ5w\nWEUOD2XOdGerLUeRsK7Y1MSiD3YCMHxAAddcMPqoJiERuWVU/zwqS9Pjez+/dLs0DRCij5OEVYhu\nZJomTc3N1Owdg7XEKKKlpYWWlha83lYU8tNmZ/bVsm72d2081k27fDy+eD0AhS4b35onnaxOFLqu\nccWZg7AYGsmUyW9f2UjKlAHhheirJGEVoht5vV5e/fw14mYCgGA0yPL6FSyvX8F72z4gHApnOcLc\ntK8da3s8mBld4XB2N7bzixfWkEwp7FaD7351IkX5PTfvvTj++hU5mHt6ulPejvoAry3fneWIhBDZ\nIgmrEN0sYd9fC1RZMoDCYg+FxR7y3O4sRpXbRhePRCP9M/7KpjWHXb/JH+GRZ1cTiaUwdI1vz5/A\nsP4FPR2myIILTx3MiAHpc/vSezuoaQpmOSIhRDZIwipENwsk2wGw6hbcVleWo+kdCmz5jClKD/D/\ncePKQzYLCITiPPznVbSF4gDcMKeaccOKj0uc4vjTdY3rL67GatFJmYrf/nUDyZQ0DRCir5GEVYhu\nFkima4A89kLp/NMFp/Y7GYCWSCs7Ap3/9BuJJXnkudU0+SIAXHnOKKaP7XfcYhTZ0b/ExVfOTDcb\n2d0Y5JVlO7MbkBDiuJOEVYhupJTK1LAW2T1ZjqZ3mVQ2HptuBeCThs8OKA9HEzzy3Gp2NaRf3y9N\nH8z5Uwcd1xhF9px7ykBGD0q/p/764S521AeyHJEQ4niShFWIbtSeDBJX6Q5XRQ5JWLvCYbEzsWwc\nAJ82rSZpJjNlbcEYP3tmJVtr2gA4bUI/vnrmiE73I05MupZuGmC3GqRMxeOL1hONJw+/oRDihCAJ\nqxDdqD6yv4d7kb0wi5HkPtM08XpbM8N+tbS0UOVMt2MNJcJ8tOMTTNOk2R/hp3/4jD17O9ucPbmS\n675ULc0t+qByj5OrzhsFQKMvwjNvbslyREKI48WS7QCEOJE0RJoA0DWdQrv0Wj+UYCDIB03LKY+V\nZ5aZysSmWYmrBG/uWYonNYgn/r6TtmC6g9WcmUOZd/owSVb7sFkT+rNuu5dPNjXx/pp6xg8r5tTq\nimyHJYToYVLDKkQ3qt+bsBbaCtA1eXsdjivflRn2q7DYQ1FJMUM9gwFoMf089rdNmWT1ytkjmX/G\ncElW+zhN0/jahWMoKUiPufv71z6npS2S5aiEED1NPlGF6EYN0XSTgCKHNAc4WkPz0x2pFCZxV126\n7eJF1Zx/6uAsRyZyhcth5aZLxqFp6ZEjfrN4A6Yps8gJcSKThFWIbhJORPDF052CZISAoxOOKD7+\nwIkZSY9fay2r41vzxjNrYv8sRyZyzehBHubMGArAlpo2XvlwZzbDEUL0MElYhegmNcG6zN8yQkDX\n1dSmeOmVCPX1ilTLAAC0fC9DBktTe9G5S2cNZURluq34ovd3sqXGn+WIhBA9RRJWIbrJFv92ADQ0\nPDJCwBGLRBTLlsf5+5IY0Wh62Yji/eOrLqv7OEuRiVxn6Do3XzIOh83AVIrHXlqXmQFNCHFikYRV\niG6yrmUDAMXWQqy61AoeTiKpsXm7g+dejLBpc3o8TYcDzj/HzmkneyizpqdbfbfmQ2IpSUJE58o8\nTq6/qBoAfzDO/7y8jpQpU7cKcaKRhFWIbuCL+tndXgtAua0sy9HktkRCsXptgvdXFLF9t5NkKr18\n2BCDuXOcDBxgADA8bwgAoWRYalnFIZ1SVc6Fezvlbdrt5/ml27MckRCiu0k1kBDdYF3rxszf5faS\nLEaSm5JJRW1dip27U+yuSZFIwL7vy4MqdU4+yUZJccfvz8VWD5XOftRGGnhr97ucUTkDQzeOf/Ci\nV/jKWcPZ2RBg024/ry3fzfD+BZxSVX74DYUQvYLUsArRDdbsbQ5QZi/BZeRlOZrsS6UUXp9JfbOd\nVRtcPPNchLeWxtm2Y1+yCkUFcaZNDnDebMcBySqkx9ucVT4NAF/Mz6dNq4/nUxC9jKHr3PLl8Xjc\nNgCeeHUj9a2hLEclhOguUsMqxDGKJmNs9m4FYEzByCxHA0pBPA6RsEY0ohGJaAR8pSjNoKHBgmmC\naUIqZUHTFKnkAHRdUVdnQdfBMMCwKDSVTyQcJ9zuxGLRaAsnMAwNwwBdh1QKmhscmOg0+RIkEopA\nu8LfZhJoVygFkN8hNocDhg62MHyoQTzYgsV26BrTqoJRlDtLaYq08ObupUytmCwTB4iDKnTZ+Obc\nCfzsmc+IxVP88oW13P31U3DY5KNOiN5O3sVCHKNNvi0kVbohZlXBSOoC9cf1+KkUhMMOIv48amos\nhEMapvmPSV1+p9uCBqRnDIocMFlQHo2NSSA9JirbEp1s795731lZmt1mMnyYjaGDDSrKdXQ9Hdue\nw1R+maaJ3+djWvHJLK79O7XBej7a+Qmj8odn1ikuLkbX5Ycisd/IgYVcec4onn5jM/WtYX6zeAPf\nmjch8/9OCNE7ScIqxDFa25xuDpBvdVOZ1/+4JKyxKDQ36fi8OoE2DaUOPrC+1arQtTi6oXA4bRgW\nsFo1lDJRJoSDEdA1bDbn3ppXSCUhmTTRsBBPKNKdrg/2ga+wWDSsFnC5dIo8Gp5CHY9HJ9JWj8ut\nUTm4ssvPMRgI8kHTckoqSrBpNuIqzt9q3sTrORmAUHuQ2aPPorS0tMv7Fie22SdXsr2ujQ/XN7Jy\nSwt/XrKVBeeOynZYQohjIAmrEMfAVGamw9W40ip0redq+0wTWpo0GuoN/D6Nf0wgNc2k0AP5BQpn\nnsLpTN8sVmjcU4dh0ymt6I+ma9hsFuJxE2UqGvc0Z8q+KBH2MW7MMPZs341uMehXOQDThGQKzJTC\nMDQa9uzBajcOmpDuiZlo2tF3lHLluyguKaGKUaxpWU9rwk/SaVLiLD7qfYoTn6ZpXPulKprbomyt\naeONFXsoL3JyzpSB2Q5NCHGU5Lc0IY7BjrbdBBPp37Ynlo7tkWNEI9DcUsy2rQPZtMGK36ezL1nN\nzzcZNDhF5YB6Ro3ew/hJSYYMS1FeYZJfkE5Wu4OmgWFoWK0aToeGy6XjcKTbsx6PJqWjPMOwaOnv\n1+tbN/X8AUWvZ7UYfGf+BMqLnAA88+ZmVm1pyXJUQoijJQmrEMdg7d7RASy6hari0d2670hEZ/Mm\ngxXLrfjbCkml0jWVdrti0JAUp0yLM2lKkiHDU+Q5o5zITTltho1RRem2q7WhBloi3ixHJHqD/Dwb\n/3zZJNxOK0rBfy9ax86GQLbDEkIchRP4I06I7meaJi0tLZnbysY1AAx3DabdF8DrbUWhjukYgYDJ\nux/EWPFpEU0NBunaVEV+fohxExOcMj3BkGEpHM5jfz69SXXx6MwMYvuGERPicCqK8/jOVyZgMXTi\nCZNHn1tDa1s022EJIbpI2rAK0QVer5clm9/Ble8mlAzTEkvX9NmUleX1K2ioqSO/qBBPcVGX9x1P\naGzfnkdNQ3TvkFAamqYo72fitNbhcJkUFR+8c9WJzm7YqCoaxdrWjTSGm2i1+rIdkuhBpmni9bZ2\ny76KHHD5GQN55u3dtIXi/Mczn/KNi4eTn3foNjMyCoUQuUMSViG6yJXvprDYQ21rY2bZiIrh5Fmc\nBPxd/7nRNBWbNidZ8VkRyVT6w1HXobw8wsChBg4HNO5JIj+IwJiikXzu30Y8FWdzaDtfUsdWmy1y\nVyjYxrurGikvj3fbPscNdrF+d4jmthj/78XNzBrrwW7t/H0VDLZx/vQqGYVCiBwhCasQRyFlptjs\n2wZAqbOEPMvR/T5f35Dio0/i+PyKfQnpiGEGUyZbqW9qQVkKuivkE4LVsDK2eDSrmtfhS7axpX07\nZWVl2Q5L9JA8VwEFnu4bEWKKpxjd0sza7V7aIyk+2hzk/KmDsB9mAgshRPZJlY0QR2Fb204iqXQ7\nuLFH0dkqElW8816Mv70R25usQr4rybTJAc6cZcftkrfmwYzyjMBpOABY0vAepjKzHJHoTU4aVcrY\noekmO772GG+uqCGeSGU5KiHE4cinohBdlFImG7yfA1Bs9zDA1e+It1UKtu9I8uKiCNt3pj8k7XaY\nOc3GtEl+igrlg/NwLLrBuJIxANRHm1jVvC7LEYneRNM0powpo2qIB4DWQJQ3V9SQSMoXHyFymSSs\nQnRRTbSOSDJduzqutOqI57aPxnRWrnPxzvtxorH0stEjDb76ZSdVoy3HZTzTE8VwzzCcerqW9aWt\nfyWalF7f4shpmsbUqnJGDyoEoKUtypsr9hCLyxdGIXKVJKxCdEHSTLEtvAsAj72QStfhe+0rpdi8\nNcmHKz00tdoAcLs1LjzXzqwZdux2yVS7ytB0qlwjAGiN+nhx61+zHJHobTRNY9rYCkZUptuJN/uj\nvPbxbkKRRJYjE0J0RhJWIbpglW8dUTNdPTq+5PC1q+Gw4s23Y7z/YXzvCACKsVUW5s1xMKC/dPQ4\nFv3s5YwtTDcNeL9uORtaP89yRKK30TSNGeP7MWZwunlAWzDO35bvxt8ey3JkQoh/JAmrEEcoZaZ4\nr+kjAAptBQx0Dzjk+jt2JXlxcYQ9tem2cXnOJNMmtzN9qg2rVWpVj5WmacypPI98qxuApzf9hXAi\nkuWoRG+jaxqnVpczeVR6+KpwNMlry3fTGpCaViFyiSSsQhyh5Q2f4k+0ATC+tPqgtauJhMY778V4\n+904sb1DSI6tsjBdOlV1K9M0iQUiXDzgPAD8sTb+sO7ZzCxkpimdaMSR0TSNCSNKmDm+H5oG8aTJ\nBxv9rNvZlu3QhBB7yTisQhyBcCLMou2vAeA2XAw6SO1qq8/K+q35mc4bLpfG6TNsDOhvsGf7cQu3\nTwgGgnzQtJzyfuVU2vtRG2tgtW89lpSOO+5k9uizZNB30SUjBxbisBksXVVHylQ89eYu/BGNS08b\nlu3QhOjzJGEV4gi8tO1vtMeDAFS7Rx5Qu5pIKD75LMGmzYWZZaNGGEw7xYbNJj//Hw2FIhwOEwwG\nOy0Ph0MYVguGzcL44mpaG31EzRhr2jcywTbmmKf19HpbUabMpNXXDCx3c/6pg3hrxR7iScWiD3ay\nvT7AN+dNoKjrMy73Sulpcb1ZjUGmxRX/SBJWIQ5ji287H9QtB2CCp5oya0mH8qbmFO9+ECfQnk5u\nbFaT02c6GDJY3l7HIhIOs7PRT0jL67S8uTmIYTEy5eVqGLvZREIlWRndSGJzEQPcR18z1lC3G3dh\nCYWUHH5lcUIp8zg5a0IRm2qi7G4Os267l3t+u5y7rp9Gscua7fB6nNfr5e8fbcLtLjz8yj1ApsUV\nnZFPVCEOIWEm+ePnzwOQZ3Fy4YDZrG/eCEAqpVi1NsGadUn2TWlfVhxjfFWEIYPd2Qr5hGKz2XE6\nXZ2W2e15GDY9U+7EhSVpYXt8PUoz2Zi3nDJ3JSWWI5/Y4YvaA76jjlv0fnl2g2/MGc4bq328/Vkt\nLW1RfviL9/jahWOYOa7fEY+/3Fu53YXdOi2uEMdK6tuFOIS/71xCY7gZgPkj5+C2pJOjllaTRX+L\nsnptOlm1WuH0mTYmVbVjt8nPyNlSZClnuG08KI0kCd5tf5HWZH22wxK9lMXQueb8MdxwcTVWi04i\nafLEKxv55QtraQvK0FdCHE+SsApxEA2hRl7f9TYAoz0jmN7/FJIpk/WfGyz+WxSfL52Y9qvQmTfH\nwagRMltVLiiylDEgNRwNjaSKszTwIjXxrdkOS/Rip03oz73XTaV/afoL68otLdz12+V8tL4BpeQL\nqhDHgySsQnQiaSb5w8bnSKkUFt3Cgqr57Gps5+cvbWXTVgOlwGKBGada+dJ5dtxueSvlknxVxEna\nmWjopEjwYfCvrAt/KMmFOGqDK/L5+W1ncd7UQQCEokkeX7xBaluFOE6kDasQX7Cvd+zf6t5iR2A3\nAKeVTOfVt+t5f10L+zqN96/QmTXDRn6+JKq5qlwbxFnur/Bh8K9EVZiN0Y/xp5qZ5roAq27Pdnii\nF3LYLVxzwRhOHlXK/766kWZ/lJVbWti8x8/c04dz5kkDsBhyTRCiJ8g7S4gv8Hq9/Gnj83zU8ikA\n+aqYpW/l8e7adLKq6yZjR4W48Dy7JKu9QKl1AOcWLqDYSHe8qk/s4K3Anwmn2rMcmejNxgwu4t+u\nn8Y5Jw8E0rWtT7+xmXv/92PWbGuRmnwheoB84grxBU3RFjYndgKgJx00rTyJSDT9NhlUqTNzsp/B\nlfETvodwb6dMk/aAj4DfSyIQZ4o5m0pGANBu+ni77TlCyUCWoxS9md1mcPX5o7nj6pMZUpEPQH1r\nmP/33Boe/vMqapo7Hz9YCHF0JGEVYq9oMsqfdr5EihTK1Ah/fhIkbbjyNM4508a5Z9txOmS6z94g\nHAyxrX0tO2Mb2RnbyO74ZlwJD6WpynQ57SwNPE/UDGU5UtHbjR7k4e5rT+GGi6vxuG0ArN/p497/\n/Zj/fnkduxulNl+I7iBtWIUA4skEj3z0e1rj6dldErurIexh/FgLkydasVqlRrW3cbjzcBcWdFiW\nTyHWhI36xA5CBFja/iJn5X8Fu+7MUpTiRKBrGqdN6M8pY8r52/JdvLZ8N/Gkyccbm/h4YxPjhxdz\n8fQhjB7kkV9nhDhKkrCKPu+TrXv4w+ZnSDrSU3kmW/pTpg1h2kV2SorlR4gTTX/LUGLRCF6jgUCq\nlXfbX+TM/PnYdEe2QxO9nN1mMPf04ZwxaQCvfbybd1fXEU+YrNvuZd12LyMqC5h98kCmjC7DZjWy\nHa4QvYokrKJPUkqxYZePFz9eSW3+UnRHFAAjVM7E4jGMneno8zUhSimCwSDhcAjDaiEYPLBN3qHK\nDld+uG0jkQj0QN8VTdMoSfbHkcqjzrYdf6qZd/0vcYp2DrqWTiLcBZ7uP7DoM4oLHFx17mgumTmU\ntz6t4a1PawhFk2yrDbCtdgN/sFuYNraC0yf2Z2i//D5/rRHiSEjCKvoUpRSrt7ay+KOt7I5uwTp0\nA7qRAmC0/WQuH3c2nzWtlA8QIBqLsmF7A4HWIIbFIKTlHbBOc/PByw5Xfrhtd9Z5cebnH9uTOIhI\nMEwynqSwvIw2oxkfjSxPvU6/1FCiwRDVTO2R44q+JT/PxtzTh3PhtMEsXVXHks9qaPZHicSSvLOy\nlndW1lJZ5mJqVTknjSxlULm7z117lFKkTEUyZZJKpb+hRmIp2kIJDHsMXQOb1cBuNdD1vvXaFI5Q\nbAAAHYlJREFUiI4kYRUnnH1jqUZTMaKpKHEzQTgRY2Otl1X1OwhZG9H7+7Hp6Yujjs5lo+ZzxqBT\naWlpyXL0ucXucGK3xzBsOk6n68Bye95Byw5XfrhtbVbbsQV/GE63i4Hu4WyLraXNbCWgt+Ky5VNA\naY8eV/Q9DpuFC04dzHlTB7Flj5/31tSzYlMT8aRJbXOI2uYdvPTeDory7UwaWcqkESVUDS7Cbutd\nzQaUUsQSKSKxFOFokkhs7y2eJBZPEUuYxBIp4okUsUSKVCqdrHbm9ZXeA5ZZLTp2q4HDZuByWinI\ns1HgSt978u1UVhTgtGp4XHYK3Tb0Ppb8n+gkYRUnDKUUjeEmlu36hI8bP6VdddIDvAS++BGQb3Fz\nxZAvM8hZSUtLC15vK6onfocWOUnTdIbZx/F59DMiKkh9cidKPuNED9E1jTGDixgzuIirzxvNJ5ua\n+HBdA1tq2jCVwtcey9S8ahoMKnMzorKQ4QMKGFlZSHmRM6s1sImkSSiaIBRJpu+jScKR9P2+x+ZB\nEtDuOn4iaRKMJGhpix5yXYuhUZzvoMzjoKI4j4riPPrvvS8pcEhtbS8kCavo9RKpBO/XLefd2mU0\nhQ9TQ6o07Ml8inQ7Q4oH4rEWUheopy5QD0BDTR35RYV4iouOQ+QiFxiahZH2SWyKrSChYjQYu+iv\nhuGk85pfIbqD027hjEkDOGPSAIKRBOt2tLJ6aytrt7USjiVRCnY3BdndFOTtlbVAulNXRZGTfsV5\nVBTlUVHspLTQSX6eFbfTistp7XKtYjJlEoomCUYShCIJgpEEtQ1eNuwJYe6JE44lCUcThKNJ4smu\nD+un6xpOm4Hdlv5Z325N/22zGlgMDYuuYxgaFkPH2JtEhkNBxgz2kJ9fgFKK+N6a2Wg8mb6PpQhG\nEgTCcQKhOIFwgvZwnC/O15BMKZr8EZr8Edbv9HWIyWLo9C/Jo7LURf9SF5V7b2UepySyOUwSVtEr\nmaZJU0sTn3nX8m7Th7Qn93fcUQrMoAfTV44ZdaEpg4pSG8MH2xjaP5/GXfUYVoMB/SoP2G/AL4PJ\n90U23c5I+yQ+j36KqaVYqd5msHUMA82x2Q5N9AFup5XpY/sxfWw/kimT7XUBttW2sbW2jW11AQKh\nOACxeIrdjUF2N3beUVHTwOWwkuewYOgaxt5k0NA1NG1/DeW+WzoJTB113FaLjsthweW04nJYyHOk\n7512C3n29L3Nqne5VjjgTzBxmIfS0iNvnqPrGlgMtu3y0ugN0xqI0tIWpckXodEXxhuIZdZNpkz2\nNAXZ09TxdbRZdPqXuhhY6qKyzM3AsvS9x23rc22Lc5EkrKLXaYm08t6OD1la/xEJLZ5ZbgYLSTYN\nIuUvg6Qdt0tj9CgLo0dYyMuTi404tDzdzUj7JLZF15DSkuy2f04w1U656odV69n2tELsYzF0Rg/y\nMHpQeqQKpRStbVG21QWobw3R4A3T6I3Q4AsT+4dkUykI7q0lPVZWQ8PltGaSz7wvJKYuh5U8pwWb\nJXfa2Oq6RlGhE32Qh2H9Cw4ojyVS6eTVG6auNURdS/rW4A2T3NvZK5402dXQzq6GjpM9uBwWBuxN\nYvfVxg4odZGfZ5VE9jjqcsJaW1vLv/3bv7Fq1SpcLhcXXXQRt99+e6frPvXUUzzzzDO0trYyZswY\nfvzjHzNu3DgA4vE4CxcuZOnSpSQSCaZOncr999+PxyPDyYj94qk4bbF2vJE2VtZ9zlrvOvyp5nTh\n3uuEGSogUTsS01+G26VTUh6if78A1WMr5GIiuiTf8DAkWU2LtZYAXrxGHW+1/YlJeadTZh2IRbNm\nO0TRx2iaRqnHSamn4+QWSin8wTj+YIxgJP2TeDCcoD2SIBJLkjLTHZrSHZtMlErXiNosOhaLjs1i\nYLPo5DksuJ37mxS4nVaS0XY+2dRIgac4S8+6+9mtBoPK3Qwqd3dYnjJNmnyRdOe3lhA1zUFqm0M0\n+sKZJgahaJItNW1sqWnrsO2+RLZ/iYv+Jen2sRVFTso8TiyGjOHd3bqcsH7nO99hwoQJLFmyhNbW\nVm666SZKS0u59tprO6y3ZMkSfvWrX/Hb3/6WMWPG8Pvf/55bbrmFN998E4fDwcMPP8zGjRt59tln\ncTqd3HXXXfz4xz/mscce667nJnqBYCJEQ6iJxnATvqgfX7SNlrCP1oifYLKdhIofdNtUu4dkw1A8\nWj8qKy0Mm2lQUqxTs6MZw2pIsiqOihU7p2oXsDr+Hs3WGtpNH+8HF6FjUGLpT7llIGbMJEGcpIqn\n70mQIkGSJCkSWA07HkspHqMMj1FGoaUESzfW0iqlSKgYcRXbex8lpZId1tHQsWpWrJo9fdPtWJAa\noROFpmkU5dspyrd3+75bWvrOlMWGru9NOF2c8oXl8USK+tYwtS3BTDJb2xyk9QtNCw6WyOqaRqnH\nQfneLxqlhQ5KCx2UeZyUFDhw53W9rbHoYsK6du1aNm/ezFNPPYXL5cLlcnHdddfx1FNPHZCwPvvs\ns8yfP58JEyYAcOONN/LUU0+xZMkSLrzwQp5//nn+8z//k4qKCgC+//3vc/HFF9Pc3ExZWVn3PDvR\nY5RSBGLt7GraTVsiQCQVxVQmJgpNUzicViKROE6HC0PXMVGE4iEC8SD+aDu+SBst0RZi6tA9PTse\nE8z2IhyRSgZZBuIqTDDy3AIcDnnji+5laBZGxiaRr0rYbd9IUsUxSdGcrKE5WXP4HaTAm2rIPNTQ\nKKSUEq0/g1yjKbH2R9cOXQOjUES1IHXx7QRSrbSn/LTHvUQIESGE4ig6wGBgJw8HTuzkkYcbl+bB\nTSHlBYOwGd2f/AjRG9msBkP65TOkX8exoCOxJHWtIepb9jctqG8N0dIWzdTImkrR5IvQ5It0um9D\n3/9loyjfjsdtp8Bl2z9Ml8tGvtOG22k9qjbAJ6ouJawbNmygsrISt3t/lfrYsWPZsWMHoVAIl2t/\nr9p169Zx8cUXZx5rmkZ1dTVr166lurqa9vZ2qqurM+XDhw/H4XCwfv16zjrrrGN4St1LKUXCTBBP\nJYimYoSTYcKJCKFEmEgyQtxMkEgliJsJYokYOjpW3YJVt2IzrOl7PX3vcrjSDd/NFCkzSVKlSKQS\nxFIxoskY/qCfpEqhazoGOrpmYNENHLqdMk8pbpsLpyUPu2HFZtiw7t0vKJJ795cyU0RTsUx8wXgI\nb8BHUiVJmEmSZhITE6tmyWxflO/BYXVgN+zYDRs2w0rKNImn4kSSMdojEXyxNlqjXrwxH/6Yl7ZE\n4IAanWN+rZMWVNyx/5awY1V2XDYbhU4rpW4HZQOt2O3QULOT/IJCHI7Cbo1BCGWatAd8hNoD5Osl\nnN3vMtq0ZlpUPV4a8KsW0BQ6OoZmwcCKoRnoGBiahXgoRpIEpj1Fcm8ba4XCTzN+1cy24BosWHEZ\nhTh1N3m6G4eWR0IliKkwEV87kVSYkKsNpSnovH/NUTFJEaGdCF9oo7evZ3UbuPQC8o0i8vUiUpYU\nTq0AZ9KOXXNg050nfJMIpRQpkqRUgnbTz4Z6P9Z2O5FklCQJDDu0hULEkgkcDgc2iy19fTes2A07\nLouTPGseeRYneVYnNt2G3bBh6LnT1lMcG6fdwogBhYwY0PGzJ5E0afanO3g1eiM0eMM0+yO0tkVp\nDUQ7jDebMhUtbdHDDs0F6eR2f6c2C06bBYfNwGHfe2+zYLfqmckVbJb031aLjsXQsRo6Fkt6FAaL\noaPrGhY93RHPMHR0Lf23rqfztHQHvdxMkLuUsPr9fgoKOjZm3tfm1O/3d0hYO1u3sLAQv9+P3+9H\n0zQKCzue8IKCAny+jsNPHI7RDe1E4qk4j616kpr2etTeWkKl0klg3Dz2xuvdojbbARw7lbSgkjZU\nwgZJG2Y0DxV1YSRcOHCR77SS74Z8lyJGM+7iFJUDKzrdl6brRMIh2tsO7NUfCYcxrHqnZYcrP5Zt\nu3vf4UAQc29+EIuE0RMGofbOt+1Kua5pxC0GyWQKU6mDbhtpDxIKxQn6AgdtYhHwtR6y+cWhyg+3\nbag9gBG10trU0Gn5sez7UOXehib2xLeg6aDpFupSWzJlVhxYWx24CvLxlHTeg9nb0ITd6qSwpIQU\nKeJGlJgeJmIJEdPDoEGSBG2pFtpShxiG7YuhKSCuYTGtOCx5WEwrFmVFVwa60tExCDT50K0G+Zl+\nAApTMzG1FCYm7e1+sCmsLhtJLUlKS5DQ4yhtf01tyAwQMgM0sAsc6WXrAx/sD0lpaOho7L1X6b96\ngmlPgaaht/RMW0CFAk2x75+J2eG1AKB57+0Y7avI0LV0bZmOjkU3OL1iGtPLTj72A3SzQMBLJBzI\n2hBPkXAAi2UAFsuRn/t9uUB35ARHw2LRGdwvn8H9DpydzzQV3vYYLf4IrYEo3kAMX3sUX3sMbyCG\nPxgjEIp3OolCylTpobtCB28e191KChz8y9WT6V/SPUP7ddc5OeZRAtTeOvAjyciVOvSAwkqpLmf2\nBQXOw690WC7uO/efu2E/QnSjM7MdgBCibxrKtGnZjuHodE9O0P1KStyMynYQvVyX0t7i4uIDakDb\n2trSjb+Lio5o3eLiYoqLi1FKHVAeCAQO2I8QQgghhOjbupSwjh8/nrq6Ovx+f2bZmjVrGDFiBE6n\n84B1169fn3lsmiYbNmzgpJNOYtCgQRQWFnYo37x5M4lEItNJSwghhBBCCOhiwlpdXc3EiRN56KGH\nCAaDbNu2jSeffJKrrroKgAsvvJDPPvsMgAULFvDyyy+zevVqotEov/71r7Hb7Zx55pnous7ll1/O\nY489RkNDAz6fj4cffpjzzz+f4uITZ9w3IYQQQghx7LrchvXRRx/l7rvvZtasWbjdbhYsWMCCBQsA\n2LVrF+FwGIDTTz+d2267je9///t4vV4mTJjA448/js2WHovwu9/9LuFwmC9/+cukUinOPvts7r33\n3m58akIIIYQQ4kSgqcP1hBJCCCGEECKLZO4wIYQQQgiR0yRhFUIIIYQQOU0SViGEEEIIkdMkYRVC\nCCGEEDlNElYhhBBCCJHTJGEVQgghhBA5rVcnrL///e+pqqqirq4us2zTpk1cc801nHLKKVxwwQX8\n7ne/y2KEfYvf7+dHP/oRs2bNYvr06XznO9+hoaEhU15bW8stt9zCtGnTmD17Nv/1X/+VxWj7Hnn9\nc0tdXR3f/va3mTZtGrNmzeLHP/4xwWAQgI0bN8p1LEc88MADVFVVZR5/+OGHXHbZZUyZMoVLLrmE\nxYsXZzG6vuuxxx5j1qxZTJ48meuvv57a2lpAzk+2bdq0ia9//etMnTqVWbNm8cMf/hCfzwd0w7lR\nvVRjY6M688wzVVVVlaqtrVVKKRWNRtUZZ5yhfvWrX6lIJKLWr1+vpk2bpt54440sR9s33HLLLerG\nG29Ufr9f+f1+dfPNN6trr702Uz5v3jx1zz33qGAwqHbt2qXOP/989bvf/S57Afcx8vrnlksuuUT9\n67/+q4pEIqqhoUF95StfUXfddZdcx3LIhg0b1KmnnqqqqqqUUunPnZNOOkm98MILKhaLqWXLlqlJ\nkyapdevWZTnSvuUPf/iDuuiii9TOnTtVMBhUCxcuVAsXLlRNTU1yfrIolUqpWbNmqUceeUQlEgnl\n9/vV9ddfr773ve91y7nptTWsP/nJTzIzbO3z9ttvk0wmufXWW3E4HIwdO5bLLruMP//5z1mKsm/p\n378/P/rRjygsLKSwsJAFCxZkpupdu3Ytmzdv5oc//CEul4vBgwdz3XXX8eyzz2Y56r5BXv/c0t7e\nzoQJE/jBD36Aw+GgoqKCefPm8cknn/DOO+/IdSwHKKW47777uP766zPLFi9ezLBhw5g3bx42m40Z\nM2Ywe/ZsnnvuuSxG2vf87ne/45//+Z8ZMmQILpeLO++8kzvvvFPOT5Y1NTXR3NzMpZdeisViobCw\nkPPOO4+NGzd2y7nplQnru+++y+bNm7n++utRX5ioa8OGDYwZMwZN0zLLxo4dy9q1a7MRZp9z7733\nMnLkyMzjuro6ysrKgPS5qaysxO12Z8rHjh3Ljh07CIVCxz3WvkZe/9ySn5/PT37yE4qLizPL6uvr\nqaioYP369XIdywF//OMfsdvtzJkzJ7Nsw4YNjBs3rsN6cm6Or8bGRmpqavD7/Vx88cVMmzaN733v\ne3i9XtavXy/nJ4sqKioYO3Yszz77LOFwmNbWVl5//XXOOuusbjk3vS5hjcVi/Pu//zv33HMPVqu1\nQ5nf76egoKDDMo/HQ1tb2/EMUQA1NTX8/Oc/55vf/CZw8HOzr0z0LHn9c9vatWt5+umn+cY3viHX\nsRzQ0tLCL3/5S+67774Oyzs7N4WFhZk2eqLnNTY2AvD666/z+9//nkWLFtHQ0MDdd98t5yfLNE3j\n0Ucf5c0332TKlCnMmjUL0zS57bbbuuXc5FzCumjRIqqqqqiurs7c9j1+6aWX+PWvf83EiROZMWPG\nEe1PKdWhpkIcvcOdm322bdvGNddcw/z585k/f/5B97evdlzOT3bI658bPv30U2688UZuv/32g17X\n5Dp2fD344IN89atfZfjw4Ue0vpyb42ffdeumm26itLSUiooKvvOd77BkyZKDbiPn5/iIx+Pceuut\nXHTRRaxYsYJ3332X/Px8br/99oNu05VzY+mOILvTpZdeyqWXXtpp2fbt2/mP//gPXn755U7Li4qK\n2LVrV4dlfr8/U5Mkjs2hzs0+a9as4eabb+aGG27gpptuyiwvLi4+4JtUW1sbmqZRVFTUI/GK/eT1\nz01vv/02P/zhD7nnnnsy7y25jmXXhx9+yMqVK1m4cCFAh2ZnRUVFB7yP/H5/h6YdomeVlpYC6WY1\n+1RWVqKUIplMyvnJog8//JDa2lpuu+02AFwuF9/+9reZO3cuZ5xxxjGfm5yrYT2UV199lWAwyKWX\nXsr06dOZPn06APPmzeOJJ55gwoQJbNq0CdM0M9usXbuWiRMnZivkPmXnzp3ccsst3HHHHR2SVYDx\n48dTV1fX4efnNWvWMGLECJxO5/EOtc+R1z/3fPbZZ9xxxx384he/6PBFUK5j2bVo0SK8Xi9nnXUW\n06dP5ytf+QpKKWbMmMHo0aNZt25dh/XXrl3LpEmTshRt39OvXz/cbjcbN27MLKupqcFqtXLmmWfK\n+cki0zQzt33i8TiapjFz5sxjPzfdPq5BDwoGg6qhoaHDbcyYMWr16tUqGAyqWCymZs+erX7xi1+o\nSCSiVq1apaZOnaqWLl2a7dD7hOuuu049/PDDBy2/4oor1F133aXa29vV1q1b1TnnnKOeeeaZ4xhh\n3yavf+5IJpPqoosuUs8+++wBZXIdy65AINDhM2bVqlVqzJgxqrGxUdXV1akpU6ao5557TsViMfXO\nO++ok046SW3evDnbYfcpP/3pT9V5552ndu3apVpaWtSVV16p7rzzTtXa2irnJ4t8Pp+aPn26euSR\nR1QkElFer1fdeuut6pprrumWc6Mp9YXfO3qh6upq3nrrLQYMGADA1q1bueeee1i3bh2lpaXccsst\nXHHFFVmO8sTX0NDA2WefnekIp2lapt3dE088wSmnnEJjYyN33303H3/8MW63mwULFvCtb30ry5H3\nHfL6544VK1ZwzTXXYLPZMu+TffevvfYaoVBIrmM5ora2lnPPPTdTo7dixQoWLlzI9u3bqays5Ac/\n+AHnnntulqPsW+LxOD/72c945ZVXSCaTXHDBBdx99904nU45P1m2YcMGHnzwQT7//HOsVivTpk3j\njjvuoKys7JjPTa9PWIUQQgghxImtV7VhFUIIIYQQfY8krEIIIYQQIqdJwiqEEEIIIXKaJKxCCCGE\nECKnScIqhBBCCCFymiSsQgghhBAip0nCKoQQQgghcpokrEIIIYQQIqdJwiqEEEIIIXKaJKxCCNHH\nmKbJ1KlTWbNmTbZDEUKIIyIJqxCiz7rmmmuoqqritdde67T84Ycfpqqqil/+8pfHObKuueOOO6iq\nquLll18+oOzFF19k9uzZHZatXLkSXdeZMGFCh+UPPfRQr3i+Qoi+RxJWIUSfVlFRwXPPPXfActM0\neemllygrK8tCVF2jaRolJSX89Kc/xev1dlr+RR988AEzZszosDwej/OXv/yFuXPn8uc//5lUKtXj\ncQshxJGShFUI0aedeeaZLF++nJqamg7Lly5ditvtZtiwYR2Wb968mZtvvpmZM2cyefJkrr32WjZs\n2JApj0Qi3HfffcycOZOTTjqJ888/nyeffDJT/vHHH1NVVcWaNWu4+uqrmTx5Muecc06H2tFUKsWj\njz7K2WefzZQpU7jyyiv55JNPDvk8zjjjDCZNmsT9999/2Of83nvvMWvWrA7LFi1ahGEY3HXXXUSj\nUV5//fXD7kcIIY4XSViFEH1aeXk5M2bM4C9/+UuH5X/5y1+YP38+SqnMMq/Xy9e+9jXGjBnDkiVL\nWLZsGdXV1Vx33XX4/X4g/bP6smXLeOmll1i1ahV33nknDz74IO+//36H/T/66KM8+OCDfPrpp5x3\n3nncc889BAIBAH7+85/zyiuv8MQTT/DJJ59w/vnnc/PNN1NfX3/I53L//ffz/vvv8+abbx50Hb/f\nz/r16w9IWJ9++mnmzZuH2+1mzpw5/OEPfzj8iyeEEMeJJKxCiD7viiuu4Pnnn8c0TQCam5tZtmwZ\n8+fP77De4sWL0XWdH/zgBzgcDpxOJ7fffjumafL2228D6fakL7zwAuXl5UC6Bre0tJRVq1Z12Nc1\n11zDoEGD0HWdOXPmEI/H2blzJwB/+tOf+Kd/+ieGDx+Orutce+21LFy4EF0/9CW7X79+3Hbbbdx3\n3320t7d3us6yZcsYNmwY/fr1yyz75JNP+Pzzz7n88sszr8fKlSvZtGnTEb6CQgjRsyRhFUL0eWef\nfTaapvHOO+8A6Y5Kp59+OsXFxR3W27FjBz6fj0mTJmVukydPJhKJZJoU1NfX86//+q+cdtppTJo0\niYkTJ9La2ko8Hs/sR9M0Bg0alHmcl5eHUopYLIbP56OtrY2BAwdmynVd5+KLL6aiouKwz+Xqq69m\n6NCh/PSnP+20/L333uO0007rsOz//u//mDZtWiamqqoqxo8fL7WsQoicYcl2AEIIkW2GYfDVr36V\nZ599ltmzZ/PCCy9w9913H7Cew+Fg5MiRLF68uNP9KKW48cYbKS8v509/+lMmATzrrLMOWPdgtaWG\nYWT2dbQWLlzI3LlzmTNnzgFlH3zwAQsXLsw8bmxsZMmSJRiGwdSpUzPLY7EYW7du5V/+5V8oKCg4\n6liEEKI7SA2rEEIAl19+OcuWLePtt98mHo8fUAsJMGzYMPbs2XPAz+179uwBoLW1lV27dnH11Vdn\nktX6+noaGxuPOI6CggKKiorYtm1bh+VPPfUUW7duPaJ9DB06lG9+85vcddddhMPhzPJNmzbh9/uZ\nNm1aZtnTTz+Nx+Ph1Vdf5eWXX87cFi9ejMViOaBtrxBCZIMkrEIIQbr958yZM3nggQe47LLLOl3n\nkksuwe12c9999+H1eonH4zz55JNccskl1NbWUlxcTH5+Pp9++impVIrPP/+c+++/n8GDB1NXV5fZ\nz+FqT6+66iqefvpp1q9fTyqV4o9//COPPPIITqfziJ/PDTfcgMfj4Te/+U1m2fvvv8+UKVOw2+1A\neiir5557jiuvvJLKykoGDBiQuQ0ZMoS5c+fyzDPPHPExhRCip0jCKoTos/5xfNIrr7ySurq6Dp2t\nvrhOXl4ev/3tb/H7/ZxzzjmceuqpvPHGGzzxxBNUVlai6zo/+9nPWLp0Kaeccgr33nsv3/3ud/na\n177GW2+9xY9+9KNOj/uPy7797W9z+eWXc8sttzB16lReeukl/ud//ofKysojfm6GYfDAAw/Q0tKS\n2fcHH3zQoeb4lVdeob29nSuuuKLTfVx11VXU1dVl2vYKIUS2aOpYGkoJIYQQQgjRw6SGVQghhBBC\n5DRJWIUQQgghRE6ThFUIIYQQQuQ0SViFEEIIIUROk4RVCCGEEELkNElYhRBCCCFETpOEVQghhBBC\n5DRJWIUQQgghRE6ThFUIIYQQQuQ0SViFEEIIIUROk4RVCCGEEELktP8PLqMRgCAGzr8AAAAASUVO\nRK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x2b5d38141c90>"
]
}
],
"prompt_number": 16
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Average signal window\n",
"Average of the 20 maximizing signal windows and baseline windows. \n",
"The red curve is the average with 1 std confidence interval. Blue dots are the original values at that time sample."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"print index_labels[sort_mean_diff[:10]]"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"[['Power', [0]] ['FFT', [0, 4]] ['FFT', [0, 3]] ['FFT', [0, 2]]\n",
" ['FFT', [0, 1]] ['Meanc', [0]] ['FFTc', [0, 1]] ['Phase', [0, 0]]\n",
" ['Phase', [0, 2]] ['Phase', [0, 3]]]\n"
]
}
],
"prompt_number": 17
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"print X_baseline.shape"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"(2000, 1, 10)\n"
]
}
],
"prompt_number": 18
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot.plot_channel_avg(X_RF_cropped,0,'Maximizing input windows')\n",
"plot.plot_channel_avg(X_baseline,0,'Baseline input windows')"
],
"language": "python",
"metadata": {
"scrolled": true
},
"outputs": [
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAsEAAAH9CAYAAAD74aE/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text": [
"<matplotlib.figure.Figure at 0x2b5d38286b90>"
]
},
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAroAAAH9CAYAAAD1SN9QAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x2b5d38294250>"
]
}
],
"prompt_number": 19
},
{
"cell_type": "code",
"collapsed": true,
"input": [],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 20
},
{
"cell_type": "code",
"collapsed": true,
"input": [],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 20
},
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"Layer 04"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Analysis of filters in Layer 04"
]
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"del RF_Result"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 20
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"RF_Result = receptive_field.load_ClassData(os.path.join(savepath,modelname,'ClassAnalysis_FilterDiff_nUnits200_nFilters5'),4,cl)"
],
"language": "python",
"metadata": {
"scrolled": true
},
"outputs": [],
"prompt_number": 21
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Filter activation"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot.plot_max_filters(RF_Result)"
],
"language": "python",
"metadata": {
"scrolled": true
},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Max filters: [24 12 20 13 14]\n"
]
},
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAApEAAAH9CAYAAABC9Sd3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCCGEqOz/AGEgPDY2s5jAAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x2b5d37d5b610>"
]
}
],
"prompt_number": 22
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<b>Filter to look at</b> (index in Max filters)"
]
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"filt = 0"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 23
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"X_RF_cropped = utils.get_RF(RF_Result,filt,128)[:n_class_inputs]\n",
"X_baseline = utils.cut_baseline(RF_Data.inputs,wins_per_input,X_RF_cropped.shape)[:max_baseline_inputs]\n",
"\n",
"frequencies = scipy.fftpack.fftfreq(X_baseline.shape[2], 1./sampling_rate)\n",
"frequencies = frequencies[:frequencies.shape[0]/2]\n",
"\n",
"feat_mean_diff,feat_p,index_labels,features_class,features_base = utils.extract_features_and_diff(X_RF_cropped,X_baseline,sampling_rate)\n",
"sort_mean_diff = feat_mean_diff.argsort()[::-1]\n",
"labels = utils.make_labels_from_index_labels(index_labels.tolist(),\n",
" {'FFT':[sensor_names,frequencies],\n",
" 'FFTc':[sensor_names,frequencies],\n",
" 'Phase':[sensor_names,frequencies[1:]],\n",
" 'Phasec':[sensor_names,frequencies[1:]],\n",
" 'Mean':[sensor_names],\n",
" 'Meanc':[sensor_names],\n",
" 'Power':[sensor_names]})"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 24
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"FFT_bands_diff,Phase_bands_class,(FFT_KS_bands,Phase_KS_bands) = utils.get_FFT_Phase_band_means_KS_diff(X_baseline,X_RF_cropped,sampling_rate,frequencies,freq_bands)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stderr",
"text": [
"/home/hartmank/braindecode/vienv/local/lib/python2.7/site-packages/numpy/core/_methods.py:59: RuntimeWarning: Mean of empty slice.\n",
" warnings.warn(\"Mean of empty slice.\", RuntimeWarning)\n"
]
}
],
"prompt_number": 25
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Receptive field starting sample"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot.plot_RF_starts(RF_Data,RF_Result,X_baseline.shape[2],filt)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAqYAAAH9CAYAAADI2r42AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAAPYQAAD2EBqD+naQAAIABJREFUeJzs3XdUU/f/P/DnDSEQpoKKglat2oIiiuDGRW3rqKJWtFq3\nFle1Vm1FWicOtFr33jiquLXOavuxde9BhdaiUsUBGgEZAiH5/cGPfI1gvTcmEM3zcQ5HuXnf+37d\ne8m9z9wVQavVakFEREREVMxkxV0AERERERHAYEpEREREZoLBlIiIiIjMAoMpEREREZkFBlMiIiIi\nMgsMpkRERERkFhhMiYiIiMgsMJgSERERkVlgMCUiIiIis8BgSm+My5cvY+TIkQgMDETNmjVRp04d\nBAcHIyoqqkjrGDt2LAICAoq0z1f55Zdf0Lx5c9SsWROXLl0SNc6OHTvg6emJe/fumaQmT0/PAj81\natRAixYtEB4ejtTU1Fe2z//x8vLCw4cPjVLXwoUL4eXlhezs7NeeVuPGjTF27FgjVGVcgYGBGDVq\nVHGXYXI7d+6Ep6cnbt26VSz9vw3LuTjnISEhAZ6entiyZUux9E/mSV7cBRCJcebMGfTr1w9t27bF\nvHnzUKZMGTx+/Bg7duzA+PHjkZmZid69ewMAtm/fjl27dmH9+vVG6btHjx7o3LkzOnToAAD47rvv\nkJOTY5RpG8vcuXPh7OyMjRs3onTp0oW2mT9/Pu7fv4/p06cDAARBgCAIJq2rZ8+eGDRokO73zMxM\nXL58GREREbh69SqioqL0anix/fNcXV2NUlP//v3RrVs3KBSK156WqZefobZv3w5ra+viLqNIGLIO\nWrRogZkzZ6Ju3bqv1XdxL2djzEdxzwPRixhM6Y2wefNmuLm5YebMmbphbm5uqF69OrKysvDnn3/q\nhl++fNlogUGtViM6OhqdO3fWDXNwcDDKtI0pJSUFTZo0gYeHx0vbXL58GW5ubkVYFaBUKgsEyvLl\nywMAvvnmG5w5cwYNGjT4z/amqEmpVJq0j+JWsmTJ4i7BbD18+BD37983yrSKczkbaz74t0Lmhqfy\n6Y3w7NkzaDQaqNXqAq+Fh4frAmvPnj2xdetWnD17Fl5eXti1axcA4OrVq+jfvz/8/PxQq1YttG3b\ntsDpo8DAQEydOhVhYWHw9fXFhg0b4O3tjaysLISGhsLLywsAEBoaqncqPzAwENOmTcOmTZvQsmVL\n+Pr6Ijg4GFevXtWb/qJFi9CkSRPUqlULffr0QXx8PGrWrImFCxf+57z/9ttv6Nq1K2rVqgVfX198\n/vnnOHXqFID/OxX2+PFj7Ny5E15eXjh37lyBaQQGBuLkyZOFtlGpVBg2bBh8fX3h7++P8PBwveWc\nlpaG8PBwfPzxx/Dx8cGHH36IFStW/GfNr+Ll5QWtVosHDx681nTmzJmDxo0bFxjm6emJY8eO6Ybl\nL6cTJ05gwYIF8PT01J3K79mzJ4YOHYpDhw6hbdu2qF27Ntq1a4fff/9db7pbtmxBYGAgfHx80KlT\nJ5w5c6ZAPWlpaZgwYQKaNGkCb29vNG/eHFOnTsWzZ88AAN26dcPXX3+tN85nn32GGjVqID09XTds\n+/bt8Pb2RkZGBmJjYxESEoKGDRvq/nY3bNjwn8vl+dOz+fO+f/9+hIeHo1GjRqhbty6GDh0KlUr1\nn9NJSkrCqFGjUL9+ffj7+6Nv376Ijo7Wa7Ny5Uq0atUK3t7eqF+/PoYPH45///1X9/qCBQvg6+uL\na9euoXPnzqhVqxZatWqFkydPIjY2Fp999hl8fX3Rtm1bvWUaGhqKVq1a4fTp0wgKCoKPjw9atmyp\ne0+/zO+//46ePXuifv368PPzQ0hICOLi4gAAZ8+eRbNmzSAIAnr27IkPPvhAN97u3bvRpUsX+Pn5\noX79+hg5cuQrLx8xZDkHBgZi/PjxWL9+PVq0aAEfHx907twZ165d05v3Fy8Xev6093/Nx4u2bNmC\ndu3awdfXF/Xq1UP//v1x/fr1QucBAOLi4tCjRw/UqlULzZo1w8qVK7Fs2TJ4enrq2oh9z+zZswed\nOnWCj48P/P390b1790K3T0TPYzClN0LTpk3x4MEDdO/eHYcPH0ZaWlqh7RYtWoTq1avD19cXJ06c\nQJs2bZCeno5+/fpBoVBg69atOHDgALp3744JEybgf//7n974v//+OxwcHLB371507twZGzduhFar\nxffff48TJ04AKPzU4fHjx3H16lUsW7YMkZGRSElJQWhoqO71LVu2YMGCBQgODsbu3bvRsWNHfP31\n14UG7eedPHkSQ4YMgZeXF7Zv346oqCiUKVMGX3zxBWJiYuDu7o4TJ06gZMmSaNOmDU6cOAFfX98C\n09m+fTtcXFwKtNFqtZgxYwbatWuHPXv2oH///ti4cSN2796tG/fLL7/E/v37MXLkSOzbtw8hISFY\nuHAhFi9e/J+1/5d//vkHgiDA3d3d4GkAQEBAAFQqFW7evKkbdubMGbi7u+vtAE+dOgVbW1vUrVu3\n0EsYbty4gZ07d2L27NnYunUrlEolvv32W2RlZenGnzBhApo3b47du3cjNDQUc+bM0QuTADBw4ED8\n73//w6RJk3Dw4EGEhoZiz549+PbbbwHkXZP6fF0ZGRmIjo6Gm5sbLly4oBt+9uxZ+Pn5wc7ODoMG\nDYKjoyM2bNiAAwcOoHfv3oiIiMCBAwckLaslS5agfPny2LJlC2bMmIFjx45h/vz5L22fk5ODfv36\n4e7du1ixYgW2bt0KZ2dn9O/fH4mJiQCAefPmYf78+ejRowf279+PxYsXIz4+Hn369EFmZiaAvPdL\nbm4u5s6di3HjxmHbtm2wsbFBWFgYpk2bhtGjR2Pr1q2Qy+X4/vvvdf0LgoCkpCQsWbIEkydPxs6d\nO+Hv74+xY8cW+NCX79y5cxg0aBDc3NywadMmREZGIjs7Gz179kRycjLq1KmD2bNnA8i71njbtm0A\n8kLpmDFjUKdOHezcuROLFy/GzZs30a9fv1e+Rw1ZzsePH8e1a9ewcuVKbNy4ERqNBoMGDdJbZv/l\nZfPxolOnTmHSpEno378/9u/fjw0bNsDJyQn9+vXT/W0/LycnB1988QWSkpKwatUqLF++HBcuXMCO\nHTskv2fOnz+PMWPGoEWLFjh48CC2bduGSpUqYeDAgUhKShK3MMkiMZjSG6Fbt24YNmwYbty4ga++\n+gr16tXDp59+ijlz5uD27du6dk5OTrC2toa1tTVcXFygUChga2uLHTt2YObMmXj33Xfh7u6Ozz//\nHKVKlcIff/yh1096ejrGjh2L8uXLw9bWVneay8HBAS4uLi+tLy0tDVOmTEGVKlVQs2ZNBAUF4dat\nW7rgsmvXLnh7e2P48OGoVKkSgoKC0KlTJ2i12v+c71WrVqFq1aqYOHEiqlatimrVqmHmzJmwt7fH\npk2bIAgCXF1dIZPJYGNjAxcXF8jlBa/QKVmy5EvbtGnTBh999BEqVKiAQYMGwc7ODleuXAEAXLly\nBadPn8aYMWPw8ccfo0KFCggODkbXrl2xevVqydfaajQaXL58GbNnz4aXlxfq1asnafwX+fr6QqlU\n4vz58wDy1l90dDS6deumd/TtzJkzqFu37kuvK3348CFmzJgBT09PVKtWDd27d0dKSgri4+MB5AX7\nMmXKYNy4cahcuTLq1aunu7Y536VLl3DhwgWEhYUhMDAQ5cuXR6tWrTBo0CD88ssvePjwIQICAvD4\n8WPd3+z58+fh4eGBxo0b4+zZs3r1NmnSBCqVCg8ePEDLli1RpUoVuLu7o0uXLti2bZvkZVelShX0\n7dsXFSpUQGBgIPz8/F4a8ADg119/xT///IPJkyfDx8cHlStXxqRJkxAQEIA7d+4gJycHkZGRCA4O\nRo8ePfDOO+/Az88P06ZNw71793DkyBHdtHJycjBgwADUqlUL1apVQ4cOHfDw4UN07doV/v7+qFq1\nKjp06IC7d+/qfejMyMjA6NGjUatWLVSpUgUTJkyAQqHA3r17C6152bJlKF++PGbNmoUqVaqgRo0a\nmD17NtLS0hAVFQW5XA4nJycAgLOzs+79vWzZMtSrVw+hoaG6+YiIiEBcXBwOHTpk9OWcnp6ut734\n9ttv8fjxY92H31d52Xy86M8//4SdnR3at2+PcuXK4b333sP06dOxfPlyyGQFd/9nz57F/fv3ERYW\nBn9/f7z//vuYN28eMjIyCrR91XvG29sbP//8M4YMGQJ3d3dUqlQJ/fv3R0ZGBi5evChqPskyMZjS\nG2Po0KH4448/MHv2bHTt2hXPnj3D8uXL0aZNG2zatOml41lZWeHevXv45ptv0KJFC9SpUwe+vr5Q\nqVRITk7Wa+vl5WXQ9anVq1fXC3v5ITb/zvM7d+6gZs2aeuM0b978ldONjo5GnTp19IZZW1vD29tb\n77paQwmCgNq1a+v9XqJECV2gvnr1KgRBQKNGjfTGa9CgAdLS0nQ7oZdZs2YNfH19dT8+Pj7o1asX\natasiZUrV76yff7Py05VyuVy1KtXT3cU8ty5cyhXrhzatWuH69ev63ao+UHvZd555x04Ozvrfn9x\n/f3zzz8F/jaqV68OW1tb3e/R0dEQBAF+fn560/b19YVWq8X169fh4+MDR0dHXb2nT5+Gv78//Pz8\ndMH09u3bePDgAQICAuDi4oLatWtj4sSJmDNnDs6dOwe1Wg1PT0/J1+LWqlVL73cXF5cCT0Z43rVr\n12BtbY33339fN8zZ2RmzZ8+Gn58fbt68ifT09ALzW716ddjY2OidLs4f/vx0AOidHs4f9vTpU90w\nhUKh975RKpWoXLkyEhISXlrz89csA3k3zVWtWvWl75e0tDTcvHmzwCUhnp6ecHZ2lvw+E7Ocvb29\n9T4k1ahRAwBw9+5dSX29SuPGjZGbm4suXbpg8+bNuH37NmxtbeHj41PoDU937twBAL1lrlAoCiwb\n4NXvGVtbW1y8eBE9evRA48aN4evri86dO0MQhALbXaLn8eYneqM4ODigTZs2aNOmDQAgJiYGo0eP\nRkREBFq1alXoUc3o6Gj0798f9evXx/Tp01G2bFlYWVmhR48eBdrmH4WQyt7eXu/3/ACTf0Q0OTm5\nQJv/OgKbLy0tDY6OjgWGOzg4GG0n9ny4Kqx/rVaLVq1a6R3d1Wq1ulOtVatWfen4n376Kfr376/7\n/ccff8T58+cxadKkQm8ie7F9vsKO7uRr0qSJLuTmHxktW7Ys3NzccPHiRXh4eCAxMfE/g+mr1l96\nejrs7OwKjPf8TVT5R/peXF/585meng6ZTIYGDRrg/PnzCA4OxunTp9GrVy/4+/vj+++/R2ZmJk6f\nPo1SpUrpQtuaNWsQGRmJAwcOYPny5XBwcEDnzp0xcuRISXdTv1i/IAj/ecQ+NTW1wHJ5Xv78vrge\nBUGAnZ1dgcscnl9W+cu3sGHP11TY34idnZ1eeH2xpp07dxY4opqTk/PSG97y61y0aBGWLl2q91pW\nVpbk085ilvOL25n8cV42X4by8vJCVFQUVq9ejQULFujOvOQ/du9F+YHxxfVe2BHZV71n1q5di4iI\nCPTo0QNhYWEoUaIEHjx4gJ49expl3ujtxWBKb4T8G1VePBXr5eWFkSNH4ssvv8TNmzcLDXv79u2D\nTCbDokWLdDsnrVaLlJQU0xf+/1lbW+tugMkn5qiBo6NjoTurtLQ0g0O0FE5OThAEAZGRkXpHR/K9\n7NFUz49foUIF3e9hYWFo3bo1ZsyYgfDw8Fe2F6Nx48aYMmUK7t69i9OnT+seG+bv74+zZ8/C3d0d\n7u7uqFy5sqTpPk+pVOqdtgfy/oaeD1/56+Pp06ewsbHRDc9ff/mBNSAgAEuXLkVqaipiY2PRoEED\nlC1bFqVLl8aFCxdw9uxZvRtflEolBg4ciIEDB+LRo0fYu3cv5s6dC3t7e3z55ZcGz9OruLq6/mdQ\nyp/fF6/3zl8uhX2gkqqwU8jp6em6JzsUVlOTJk0wbNiwAq+97DKO/Dr79OmD4ODgAq8X9oHkdb0Y\n2vN//6/3dGHLQoxq1arpHhEXHR2N5cuXY9iwYThw4ADeeecdvbb5yygzM1Pvb9iQI5x79uxB7dq1\n9a4bfvTokSGzQBaGp/LJ7D169Aj+/v4Fjmbkyz/99PyjkJ4/QpGTkwMbGxu9Iyb79u3Ds2fPXnmN\nZ2HTM0SlSpUKXGd28ODBV45Xq1atAtdjZWVlITo6Gj4+Pq9Vkxi1a9eGVqtFYmIiKlSooPtxdHSE\nra3tfx5tLUzp0qUxfPhwbNu2Te+aytdRqVIleHh44MiRI/jrr79Qv359AHnB9MyZMzh37txrfyFC\nlSpVEB0drfd3cOXKFb2H9Pv4+ECr1Ra46/j8+fOwsrLSna4NCAjAvXv3sGPHDri7u6Ns2bIAAD8/\nP129+Ud3Hz58iP379+umVapUKfTt2xeNGzcucKrc2N577z3k5ubq/f09e/YMPXv2xOHDh1G5cmW9\nyxLyXbt2DdnZ2Ub5+3z27Jne+yYjIwO3bt1ClSpVCm1fq1Yt/PPPP3p/qxUqVEBOTg5KlSqla6fV\nanXr0s7ODtWqVcOtW7cKjJeVlSXqzIZUL/7t5N+Rnz9fTk5OSElJgUaj0bUp7DF4z89HYS5evKi3\n/Ly9vTFlyhTk5ubi77//LtC+YsWK0Gq1euNkZmYWuBZfjJycnALLbufOna88Uk/EYEpmr1SpUvj8\n88+xbNkyRERE4MqVK7h37x7++usvrFixAnPnzkWHDh10R9qcnJxw+/ZtREdH48GDB6hduzbS09Ox\nbt06JCQkYOfOnfjpp59Qu3Zt3Lhx46XXqwH/d93b2bNnERsbW+idrGK0bt0a165dw6pVq/Dvv/9i\nz549OHz48CuvZx0wYABu3ryJSZMm4ebNm4iJicHXX3+N7OzsQi9F+C9OTk64fv06YmNj8fjxYwCv\nDtw1atRAQEAAwsPDcfToUSQkJODs2bMYMGAABg8eLKn/fD169ICnpyfGjRtnlG9fAoBGjRph3bp1\ncHd3R7ly5QDkBdM///wT58+f/8/T+C/z/LIJCgrC48ePMX36dNy+fRtnzpzB9OnT9U4116xZEw0a\nNNDdiX3nzh3s3r0by5YtQ8eOHXXByN3dHRUrVsS6dev0bmDy9/fHvn378PjxY901vU+fPsXo0aPx\n448/Ii4uDg8ePMCRI0dw4cKF175x7FU++OADVK5cGePHj0d0dDRu3ryJcePG4a+//kKtWrUgl8vR\nt29fbNu2DZs2bcKdO3dw6tQpjB07FlWrVi30VLFUtra2+OGHH3Dx4kX8888/mDhxInJzcxEUFFRo\n+y+++AJ///03Jk2ahL/++gvx8fFYvny53qOM8t/Tx48fR0xMDABg0KBBOHr0KBYuXIi4uDjExcVh\nxowZ6Nixo66NMeU/leDGjRu4evUqZs2ahbJly+rWu4+PD9RqNRYvXow7d+7gyJEj2Llzp940CpuP\nF/32228YMmQIfvnlF9y7dw+3bt3CkiVLoFQqC1zzDgANGzZEiRIl8OOPP+LKlSv466+/MHr0aNHP\nOn3+PePr64vTp0/j1KlTiI+Px6xZswDkXfN/5coVPHnyRNQ0yfLwVD69EcaMGQNvb29s27YN+/fv\nh0qlglKpRNWqVTF27Fh06dJF17Zv37749ttv8fnnn+Prr79Gnz59dKewFixYgPr162Pu3Lk4f/48\nxo0bh759++Lw4cOF9uvq6orPP/8c27dvx2+//aZ7jNLzgVLMzVIDBgzAo0ePsHz5cixZsgR169bV\nXRf7/CmzF9WtWxeLFy/GokWL0KlTJ8hkMtSuXRuRkZEFTk2/qo6QkBBMnz4d3bp1Q0RExEvHeXHY\nwoULMWfOHISHh+PRo0dwdnZGy5YtCzyPs7DpFDZ9mUyGiRMnolu3bliwYIHuGYqv801UAQEB2Lp1\nKzp16qQb9u6778LJyQmPHz9Gw4YNJU/z+VqaN2+OsWPHYs2aNdi8eTOqVKmCsWPHYuLEiXrtFi1a\nhB9++AHfffcdkpOT4ebmhl69emHo0KF6027SpAk2btyoO7oL5AXTSZMmoWbNmrogULVqVSxduhRL\nlizBpk2bkJubCw8PDwwYMAB9+vQRVXthv79qOJB3Wjf/OsH+/ftDo9GgRo0aWLdune7sxJAhQ2Br\na4t169Zh2rRpcHJyQtOmTTF69Gi9618NXa/29vYYMmQIJk2ahFu3bsHNzQ0zZsx46RFTPz8/rFix\nAgsXLsRnn30GjUaD9957D3PnzkWLFi0A5H2AaNmyJdauXYsdO3bgjz/+QNu2bSGTybBixQosX74c\nVlZWqFmzJlavXq1309aLDF3OdevWhY+Pj+7yDE9PTyxZskR3LXWbNm1w5coVbN68GatWrUKdOnUQ\nHh6OTz75RDeNwubjxX5GjBgBKysrzJw5E4mJibCzs4OXlxdWrFihW4fPj2NnZ4elS5di8uTJ6Nmz\nJ8qWLYsBAwbg9u3bes+mFbM8RowYgUePHmHYsGGwsbFB+/btMWHCBCiVSmzevBmCIGDo0KFm++1p\nVHwELY+pE5mcRqOBSqXSO50YExODjh07Yt68efj444+LsToi8zN27Fj88ccfOH78eHGXYlSBgYHw\n9fXVPYfU3KSlpUEmk+ldWztkyBDcuXPnpY/pIjImsziVf+3aNfTu3Rv+/v5o1qwZVq9eXdwlERnV\n9u3bERAQgMjISCQkJODq1asIDw9HuXLl0LRp0+Iuj4hId5lE7969cfXqVdy9exebNm3CsWPH9M5K\nEZlSsZ/KT01NRUhICLp06YLly5fjzp07GDhwIDw8PHgUid4awcHByMzMRFRUFObMmQMHBwfUrl0b\n06ZNe+u/t53IUG/jaV5znicrKyusWbMGP/zwg+6bqMqXL4/Q0FDJ17QTGarYT+UfO3YMw4cP133T\nDABs2rQJv/76a6EP4CYiIiKit5NZnMp/8fERTk5OiI2NLcaKiIiIiKioFXsw9fX1ha2tLebOnYtn\nz57h33//xU8//cSvLCMiIiKyMMV+jamTkxMWLVqEGTNmYOPGjahatSo+/fRTSd9PnP/1iKaQlJSE\n3b9eg4NjwW+9eZm0pykICqz5ym/FKco+iIiIiMxdsQdTIO/Zc1FRUbrfDx8+rPctPq+iUqVDJjNN\nME1OToeVXAmFTcHvbH4Zq8xsJCenQy4X91V2RdHH28LKSgYnJyVSUzORm6t59Qj0VuB6tzxc55aH\n6/ztV7Kk/SvbFHswzc7Oxv79+/Hhhx/C3j6v4OPHj8PX11f0NDQaLTQa09zDpVbnTTtXwvQ1Gi3U\nai3UanFvrKLo422Tm6ux2Hm3ZFzvlofr3PJwnVu2Yr/G1NraGgsXLsTSpUuRm5uL48ePY+/evf/5\nrSZERERE9PYp9mAqCALmzZuHEydOwN/fH1OnTsWsWbPg6elZ3KURERERUREq9lP5AFCjRg3s2LGj\nuMsgIiIiomJU7EdMiYiIiIgABlMiIiIiMhMMpkRERERkFhhMiYiIiMgsMJgSERERkVlgMCUiIiIi\ns8BgSkRERERmgcGUiIiIiMwCgykRERERmQUGUyIiIiIyCwymRERERGQWGEyJiIiIyCwwmBIRERGR\nWWAwJSIiIiKzwGBKRERERGaBwZSIiIiIzAKDKRERERGZBQZTIiIiIjILDKZEREREZBYYTImIiIjI\nLDCYEhEREZFZYDAlIiIiIrPAYEpEREREZoHBlIiIiIjMAoMpEREREZkFBlMiIiIiMgsMpkRERERk\nFhhMiYiIiMgsMJgSERERkVlgMCUiIiIis8BgSkRERERmgcGUiIiIiMwCgykRERERmQUGUyIiIiIy\nCwymRERERGQWGEyJiIiIyCyYRTCNjY1F7969UbduXQQEBOCbb76BSqUq7rKIiIiIqAgVezDVaDT4\n4osv4Ovri1OnTmHfvn1QqVSYPHlycZdGREREREWo2INpYmIikpKS0L59e8jlcjg7O+PDDz9ETExM\ncZdGREREREWo2IOpm5sbqlevjqioKGRkZODx48c4dOgQWrRoUdylEREREVERkhd3AYIgYN68eejb\nty/WrVsHAKhXrx5GjhwpehoymQCZTDBJfXJ53rStJExfJhMglwuQy8Xl/qLo421hZSXT+5csA9e7\n5eE6Ny2NRgOV6rGkcVxcXCGTmW59FNU6N8d5p/9T7ME0OzsbgwcPRps2bTBw4EBkZGRg4sSJGDVq\nFBYsWCBqGi4u9hAE0wRTtToDSqUCdnY2osfJzlKgRAl7lCxpbzZ9vG2cnJTFXQIVA653y8N1bhpJ\nSUk4dvEmHBydRbVPe5qCoEB7uLqWNnFlpl/n5jzvZAbB9NSpU0hISNAdIbW3t8ewYcPQoUMHpKam\nwsnJ6ZXTUKnSTXbENDk5HZmZ2VDYZIkeJzMzG8nJ6ZDL7cymj7eFlZUMTk5KpKZmIjdXU9zlUBHh\nerc8XOemlZycDiu5EgobB1HtrYpgn1NU69wc591SiDmYVuzBVKPR6H7yD5NnZ2dLOgKq0Wih0WhN\nUp9anTftXAnT12i0UKu1UKvFvbGKoo+3TW6uxmLn3ZJxvVsernPTkLrfKcp9jqnXuTnPO5nBzU++\nvr6ws7PD/Pnz8ezZMzx58gRLly5F3bp1RR0tJSIiIqK3Q7EH0xIlSmDVqlW4ePEimjVrhnbt2kGp\nVGL27NnFXRoRERERFaFiP5UPANWrV0dkZGRxl0FERERExajYj5gSEREREQEMpkRERERkJhhMiYiI\niMgsMJgSERERkVlgMCUiIiIis8BgSkRERERmgcGUiIiIiMwCgykRERERmQUGUyIiIiIyCwymRERE\nRGQWGEyJiIiIyCwwmBIRERGRWTAomG7fvh09e/bEBx98AADIzs7GihUrjFoYEREREVkWycF0/fr1\nmDp1Kt577z0kJSUBAJ48eYKNGzdi+fLlRi+QiIiIiCyD5GC6YcMGLF68GOPGjYMgCAAANzc3LFiw\nAJs3bzZ6gURERERkGSQH0wcPHqB+/foFhteoUUN3BJWIiIiISCrJwbRMmTL4999/CwyPjo6Gs7Oz\nUYoiIiK0L309AAAgAElEQVQiIssjOZi2bNkSI0aMwLFjx6DVavHnn39iy5YtGDZsGNq2bWuKGomI\niIjIAsiljvD1119j3LhxGDx4MDQaDT799FPI5XJ06dIFI0eONEWNRERERGQBJAdThUKBGTNmICws\nDPHx8bCxscE777wDpVJpivqIiIiIyEKICqa3bt0qdLijoyOAvBui8lWuXNkIZRERERGRpREVTFu3\nbq17NNTLaLVaCIKAmJgYoxRGRERERJZFVDCNjIw0dR1EREREZOFEBdN69eoVOjw5ORkymQxOTk5G\nLYqIiIiILI/km5/S0tIwefJk/PLLL3j27BkAwM7ODq1bt0ZYWBjs7OyMXiQRERERvf0kB9MxY8bg\nxo0bGD58OCpUqACtVov4+Hhs2bIFYWFhmDt3rinqJCIiIqK3nORgevz4cezduxfvvPOO3vCWLVui\nY8eORiuMiIiIiCyL5G9+sre3R7ly5QoMd3d357NMiYiIiMhgkoNpUFAQ1q9fX2D45s2b0alTJ6MU\nRURERESWR/Kp/NTUVGzbtg1RUVGoVq0a1Go1bt++jcTERDRr1gyjRo3StZ09e7ZRiyUiIiKit5fk\nYPrvv//C09MTQN7jogCgVKlSKFWqFJKSkoxbHRERERFZDMnBtLDT+EREREREr0tyMAWAlJQUxMfH\nIysrS2+4IAjw9/c3SmFEREREZFkkB9MNGzZgxowZUKvV0Gq1eq8JgoCYmBijFUdERERElkNyMF26\ndCmGDBmCjz76CLa2tqaoiYiIiIgskORgmp2djYEDB0Imk/ykKSIiIiKil5KcLtu0aYP//e9/JiiF\niIiIiCyZ5COmw4YNQ9euXbFmzRp4eHhAEAS916dPny5peufPn0e/fv30pqPRaKBWq3m9KhEREZEF\nkRxMv/32WyQlJaFkyZJISEh47QL8/f1x9epVvWHLli3D33///drTJiIiIqI3h+Rgev78eezZswcV\nK1Y0RT24d+8e1q5di127dplk+kRERERkniRfY+ru7o5SpUqZohYAwPz589G5c2e4ubmZrA8iIiIi\nMj+Sj5iOGzcOERER6Nu3b6HXmCoUCoOLuXv3Ln755RccPnxY0nhXrkVDkAmvbgigtKsLKpT3ED1t\nuVyATCbASuT082iRmqqCXC5unNRUFQQBJu0DAFxcXN/4pylYWcn0/iXLwPVueSx5nWs0GqhUjyWN\nI3X7LnXfJpMJkMsFyOWmWx+CACQlJeHp00zk5mpEj2eO814U6/BtJTmYDh8+HBkZGdi2bVuhr7/O\nDUsbN27ERx99BFdXV0njZdmUgQBxf2D3HyXCp+Z7oqetVmdAqVTAzs5G9DiPEjNx+roKYg/63k+I\nh1MJV5P2kfY0BUGB9nB1LS26D3Pm5KQs7hKoGHC9Wx5LXOdJSUk4dvEmHBydRbU3ZPsudd+WnaVA\niRL2KFnSXnQfUiUlJWH3r9dEzzdgvvNeFOvwbSU5mH733XemqAMAcOjQIYwdO1byeM8y1RDEHjjM\nzMKTJ+mip52cnI7MzGwobLJe3Ti/i8xsWMmVUNg4iGovs7JFZmYOMjJM14dVZjaSk9Mhl9uJ7sMc\nWVnJ4OSkRGqqtE/U9Gbjerc8lrzOk5PTTb59l7pvyyyCfcjTp5lwcHSGrdIJGo24dW6u814U6/BN\nJCbcSw6mHTt2fOlr8+bNkzo5ndjYWNy/fx+NGjWSPK5GqwW0r24HAIIGUKvFb+TUai00Gi1yNSI7\nAKDV5rUXO47U9oaMo9FooVZrJc27OcvN1bw180Licb1bHktc51L3O4Zs34uiD6nyP4BoNJo3ft7N\ncfm+KSQHUwCIi4vDtWvXkJX1f5827t27h3Xr1uGrr74yqJDr16+jRIkSsLc33WkCIiIiIjJfkoPp\n3r17MWbMGGg0GgiCAK0279OAs7MzevXqZXAhjx49Mund/kRERERk3iTf/rVs2TJMmDABV69ehbW1\nNa5fv46NGzeiTp066NKli8GFhISEYO/evQaPT0RERERvNslHTBMSEtClSxfdY6JkMhn8/Pwgk8kw\nfvx4rF692uhFEhEREdHbT/IRU4VCgbS0NACAnZ0dEhMTAQA+Pj64fPmycasjIiIiIoshOZgGBAQg\nJCQEGRkZ8PHxwfTp03Ht2jVERkbC0dHRFDUSERERkQWQHEzDwsLg7OwMuVyOESNG4OTJkwgODsbs\n2bPx5ZdfmqJGIiIiIrIAkq8xdXV1xdKlSwEA1atXx9GjRxEXFwcPDw/eVU9EREREBjPoS1mPHz+u\n+398fDx+/vlnHDlyxGhFEREREZHlMehxUaGhoQAAlUqFPn36IDY2FitXrsTChQuNXiARERERWQbJ\nwXTr1q1YtmwZgLyH7VeoUAHr16/HypUrsWfPHqMXSERERESWQXIwffz4MWrUqAEAOHHiBFq1agUA\nqFSpEpKSkoxbHRERERFZDMnB1NHRESqVCmlpaTh37hwaNWoEIO+0vkKhMHqBRERERGQZJN+V37Jl\nS/Tt2xdWVlaoWLEivL29kZWVhalTp6J+/fqmqJGIiIiILIDkYBoaGoq1a9ciNTUVPXr0AABoNBo8\nefIEERERRi+QiIiIiCyD5GCqUCgQEhKiN0ypVGL16tVGK4qIiIiILI9BzzElIiIiIjI2BlMiIiIi\nMgsMpkRERERkFiQH0/j4+EKHZ2dn48KFC69dEBERERFZJsnBtH379oUOz8rKwhdffPHaBRERERGR\nZRJ9V/6hQ4dw6NAh5OTkYNSoUQVeT0hIgLW1tVGLIyIiIiLLITqYvvvuuyhTpgy0Wi0SExMLvO7s\n7IypU6catTgiIiIishyig2m1atUQGhqKBw8eYO7cuYW2SUlJMVphRERERGRZJF9j+rJQmpaWho8+\n+ui1CyIiIiIiyyT5m59UKhWmTp2Ky5cvIysrSzc8LS0NLi4uRi2OiIiIiCyH5COmU6ZMwY0bN9C2\nbVs8efIEwcHBqFatGjw9PREZGWmKGomIiIjIAkgOpqdPn8aqVaswcuRIyOVyfPXVV1izZg0aNmyI\nI0eOmKJGIiIiIrIAkoNpeno6SpcuDQAQBAFqtRoA0KtXL6xbt8641RERERGRxZAcTN955x0cOHAA\nAODm5oYTJ04AALRaLe/KJyIiIiKDSb75acCAARg5ciQaNGiAdu3a4euvv0bdunURFxcHX19fU9RI\nRERERBZAcjANCgpClSpVULJkSQwdOhQymQwXL15Es2bNMHjwYFPUSEREREQWQHIwBQBvb28AedeY\nDhkyxKgFEREREZFlknyNKRERERGRKTCYEhEREZFZYDAlIiIiIrPAYEpEREREZkHyzU+7du166Wsy\nmQzlypVDzZo1YWtr+1qFEREREZFlkRxMx40bB7VaDa1WqzdcEATdsHLlymHp0qV4//33jVMlERER\nEb31JJ/KX7duHerUqYPFixfjzJkzOHfuHJYtW4b69esjKioKhw4dQp06dTBz5kxJ012yZAkCAgLg\n6+uLfv36ISEhQWppRERERPQGkxxMw8PDMXXqVAQGBsLZ2RmOjo5o1qwZJk6ciIiICFSsWBETJ07E\n9evXRU9z48aN+Pnnn7Fx40YcP34cVapUwdq1a6WWRkRERERvMMmn8m/evImyZcsWGF6uXDnExMQA\nABQKBXJyckRPc82aNQgNDUXFihUBAN99953UsoiIiIjoDSf5iGn58uUxbdo0PHnyRDfs6dOnmDVr\nFlxdXaHRaDBz5kzR15c+fPgQd+/eRXJyMtq2bYv69etj+PDhUKlUUksjIiIiojeY5COm3333HUaM\nGIGtW7fC3t4e1tbWSElJgUKhQEREBADg4MGDWLRokajpPXz4EABw6NAhrFu3Drm5uRg+fDjGjx+P\nhQsXipqGTBAgCCJnQAbI5eLzuFwuQCYTYCUT20HejWBWEsaR2t6QcWQyAXK5IGnezZGVlUzvX7IM\nXO+Wx1zXuUajgUr1WNI4Li6ukMlMt98xZPteFH1Ilb+u85aVxmR1WeryfVNIDqaNGjXCsWPH8Ntv\nv+Hhw4fQaDQoU6YMmjZtCmdnZwDAb7/9BoVCIWp6+Xfyf/HFFyhVqhQAYNiwYQgJCUF2drao6djZ\nKyBA5Mq3skXJkvai2gKAWp0BpVIBOzsb0eMolQpYya1FjyO1vSHjZGcpUKKEvaR5N2dOTsriLoGK\nAde75TG3dZ6UlIRjF2/CwdFZVPu0pykICrSHq2tp0X1I3e8Ysn0vij6kUqszAAC2ttaixzHXeTfH\n5fumkBxMAUCpVKJNmzYvfV1sKAWgC6OOjo66YR4eHtBqtVCpVIVez/qijPRs8UdMM5/hyZN00fUl\nJ6cjMzMbCpss0eNkZmbDSg5kZIgbR2p7Q/tITk6HXG4nug9zZGUlg5OTEqmpmcjNFfeJmt58XO+W\nx1zXeXJyOqzkSihsHES1tzJg2yt1v2PI9r0o+pDq6dNMAMCzZznQaMStc3Odd3NcvuZATPCWHEzv\n3LmD2bNn48aNG3j27FmB148ePSppemXLloWDgwNiYmLg5eUFALh79y7kcjnKlCkjahoarRbQvrod\nAAgaQK0Wv5FTq7XQaLTI1YjsAHlHgXMljCO1vSHjaDRaqNVaSfNuznJzNW/NvJB4XO+Wx9zWudR9\ngiHb3relD6nyP4BoNJo3ft7Ncfm+KSQH07CwMCQmJiIgIAB2dq+f7K2srNC5c2csXboU/v7+sLe3\nx+LFixEUFCTpmhwiIiIierNJDqbR0dE4evQoXFxcjFbEyJEjkZOTg+DgYKjVanz88cd8ZBQRERGR\nhZEcTF1dXY1ypPR5CoUC48aNw7hx44w6XSIiIiJ6c0g+Vz5w4EAsXLhQdzc9EREREZExSD5i+vvv\nv+PixYvYsWMHypcvX+A60M2bNxutOCIiIiKyHJKDqYODA5o2bWqKWoiIiIjIgkkOptOnTzdFHURE\nRERk4UQF023btqFz584AgC1btry0nSAI6NKli3EqIyIiIiKLIiqYTp48WRdMJ0yY8NJ2DKZERERE\nZChRwfTq1au6/8fGxpqsGCIiIiKyXJIfF9WzZ89Chz99+hTt27d/7YKIiIiIyDKJvvnpzp07iI+P\nx+XLl3HixIkCzzG9efMmbt++bez6iIiIiMhCiA6mly5dwvTp06FWq9G/f/9C2wQFBRmtMCIiIiKy\nLKKDafv27dGuXTv4+Pjg4MGDBV5XKpVwcXExanFEREREZDkkPcdUEAQMGjQIHh4epqqHiIiIiCyU\n5JufIiMjkZGRYYpaiIiIiMiCSQ6mo0ePRnh4OGJjY5Geno7s7Gy9HyIiIiIiQ0j+StKZM2ciOzsb\nu3btKvT1mJiY1y6KiIiIiCyP5GAaFhZmijqIiIiIyMJJDqYdO3Z86Wvz5s17rWKIiIiIyHJJDqYA\nEBcXh2vXriErK0s37N69e1i3bh2++uoroxVHRERERJZDcjDdu3cvxowZA41GA0EQdN8A5ezsjF69\nehm9QCIiIiKyDJLvyl+2bBkmTJiAq1evwtraGtevX8fGjRtRp04ddOnSxRQ1EhEREZEFkHzENCEh\nAV26dIEgCAAAmUwGPz8/yGQyjB8/HqtXrzZ6kURERET09pN8xFShUCAtLQ0AYGdnh8TERACAj48P\nLl++bNzqiIiIiMhiSA6mAQEBCAkJQUZGBnx8fDB9+nRcu3YNkZGRcHR0NEWNRERERGQBJAfTsWPH\nwtnZGXK5HCNGjMDJkycRHByM2bNnY+jQoaaokYiIiIgsgORrTEuVKoWlS5cCAKpXr46jR48iLi4O\n7u7uKFmypNELJCIiIiLLIPmI6QcffKD3u4ODA2rVqgUbGxs0adLEaIURERERkWURfcT0zz//RHR0\nNB4+fIioqCjd80vz3b59G5mZmUYvkIiIiIgsg+hgmpSUhC1btiA3Nxfjx48v8LpSqUTv3r2NWhwR\nERERWQ7RwbR58+Zo3rw5AgICcPz4cVPWREREREQWSPI1psePH0dqaqru9/T0dBw5cgRxcXFGLYyI\niIiILIvkYHrkyBG0aNECAJCdnY3g4GB88803CAoKwv79+41eIBERERFZBsnBdPHixbprTA8ePIj0\n9HT88ccfWL58OVauXGn0AomIiIjIMkgOprdv30a7du0AAMeOHUPbtm3h4OCAhg0b4t9//zV6gURE\nRERkGSQHU4VCAbVaDY1GgzNnzqBx48YAgKysrAKPkCIiIiIiEkvyNz/VqVMHEyZMgLW1NbRaLerV\nqwcA2Lx5M9577z2jF0hERERElkHyEdPvvvsOjx49QmxsLGbNmgVra2uoVCosWrQIo0ePNkWNRERE\nRGQBJB8x9fDwwIoVK/SGubi44Pfff4dSqTSoCE9PTygUCgiCAK1WC0EQEBwcjO+//96g6RERERHR\nm0dyMH0ZQ0MpAAiCgEOHDqFcuXLGKoeIiIiI3jCST+Wbglar5Y1TRERERBbOLIIpAMyaNQstWrRA\nvXr1MH78eGRkZBR3SURERERUhMwimNauXRuNGzfG4cOHsXnzZly+fBmTJ08u7rKIiIiIqAgZdI3p\n8ePHERAQAAD4888/sWvXLlSpUgWfffaZQUVs3rxZ9/93330Xo0ePxpAhQxAeHg5ra+tXji8TBAiC\nyM5kgFwuPo/L5QJkMgFWMrEd5F0zayVhHKntDRlHJhMglwuS5l2j0UCleiy6PQC4uLhCJjPd5x1B\nAJKSkvD0aSZyczVmUxeZlpWVTO9fevuZ6zqXuk8wZNsrfb+jRWqqCnK5+H1IaqoKggCz2ockJz8B\ntNr/v60Wt30viuVrrn1IZcg+HSj6/afkYLps2TKsX78ex48fh0qlQp8+feDp6YnffvsNjx49wpdf\nfvnaRXl4eCA3NxcqlQpubm6vbG9nr4AAkSvfyhYlS9qLrkWtzoBSqYCdnY3ocZRKBazk1qLHkdre\nkHGysxQoUcJe0rwnJSXh2MWbcHB0FtU+7WkKggLt4epaWnQfUiUlJWH3r9dE11RUdVHRcHIy/CZL\nejOZ2zqXuk8wZNsrtY9HiZk4fV0FEbtLnfsJ8XAq4WpW+5D8mkq4lBLdR1EsX3PtQyqp6wMonv2n\n5GC6detWLFu2DACwd+9eVKhQAevXr8ft27cREhIiOZjGxMRgz549GDNmjG5YXFwcFAoFypQpI2oa\nGenZ4o+YZj7DkyfpoutLTk5HZmY2FDZZosfJzMyGlRzIyBA3jtT2hvaRnJwOudxOdB/Jyemwkiuh\nsHEQ1d7KgD6kevo0Ew6OzrBVOkGjEfeJuijqItOyspLByUmJ1FRpR8rpzWWu61zqPsHQba/UPqRs\nq4G8gzSZmTlmtQ+RW+dN+9mzHNHb96JavubYh1RS1wdg/P2nmOAtOZg+fvwYNWrUAACcOHECrVq1\nAgBUqlQJSUlJUicHFxcXbNmyBS4uLujduzcSEhIwf/58dO3aFYLItKnRagGRN/ULGkCtFr+RU6u1\n0Gi0yNWIf2qAVpvXXuw4UtsbMo5Go4VarTXpvBvSh1T5OyiNRmNWdVHRyM3VcD1aGHNb50WxXZTa\nx9uzDyma7bs5rsOi2E8ZkmeKY/8p+aIBR0dHqFQqpKWl4dy5c2jUqBEAQKVSQaFQSC7Azc0Ny5cv\nx9GjR9GgQQN0794dTZs2xTfffCN5WkRERET05pJ8xLRly5bo27cvrKysULFiRXh7eyMrKwtTp05F\n/fr1DSrC399f7wYoIiIiIrI8koNpaGgo1q5di9TUVPTo0QNA3mH3J0+eICIiwugFEhEREZFlkBxM\nFQoFQkJC9IYplUqsXr3aaEURERERkeURFUzHjh0reoLTp083uBgiIiIislyigunNmzf1fv/7778h\nl8tRoUIFaLVaxMfHAwB8fX2NXyERERERWQRRwXTLli26/69duxY+Pj745ptvdHfhZ2Rk4IcffkDF\nihVNUyURERERvfUkPy5q3bp1GDlypN6joezs7DBq1CisWbPGqMURERERkeWQHExTU1ORkZFRYHhW\nVhaePn1qlKKIiIiIyPJIvivfz88PgwYNQkhICMqXLw9BEHDnzh2sWrWK15gSERERkcEkB9MpU6Yg\nNDQUw4YN031lqFarRY0aNTBlyhSjF0hERERElkFyMC1TpgxWr16NJ0+e4P79+8jKykK5cuVQtmxZ\nU9RHRERERBZCVDC9detWocOVSiWUSiUyMzN1bSpXrmy86oiIiIjIYogKpq1bt9adtn8ZrVYLQRAQ\nExNjlMKIiIiIyLKICqaRkZGmroOIiIiILJyoYFqvXr1Ch6vVasjlki9TJSIiIiIqQPJzTLVaLebP\nn4/AwEDUqVMHAJCZmYmJEyciJyfH6AUSERERkWWQHEznz5+P7du3o0ePHrphGRkZuHTpEubOnWvU\n4oiIiIjIckgOprt378aSJUvQr18/3Q1Rrq6umDNnDnbv3m30AomIiIjIMkgOpiqVCtWrVy8wvGLF\nikhJSTFKUURERERkeSQHU3d3d90jobRarW74yZMnUbp0aeNVRkREREQWRfIt9e3bt8fQoUPRv39/\naLVaHD58GNHR0fjpp5/Qt29fU9RIRERERBZAcjAdOHAgsrOzMX/+fOTk5GD48OEoVaoUBg0axGBK\nRERERAaTHEwFQcDw4cMxbNgwqFQq2NjYwMHBwRS1EREREZEFERVMT506hYYNGwIAjh8//p9tAwIC\nXr8qIiIiIrI4ooLpwIEDcfXqVQDAgAEDIAiC3o1P+QRB0N0YRUREREQkhahgevDgQd3/jx49arJi\niIiIiMhyiQqm3bp1w7FjxwAAXbt2feXpfCIiIiIiqUQF05ycHEybNg1VqlRBcnIyoqKiCj2VD+QF\nVyIiIiIiqUQF0y+//BLz5s1DSkoKBEHA+PHjC20nCAKDKREREREZRFQw7d69O7p37w4A8PHx0d0I\nRURERERkLJK/kvT5G6GIiIiIiIxFcjB1d3c3RR1EREREZOEkB1MiIiIiIlNgMCUiIiIis8BgSkRE\nRERmwaBgevPmTSxcuBChoaG6YZcuXTJaUURERERkeSQH01OnTiEoKAiHDh3Cvn37AAB37txBr169\n+HWlRERERGQwycF0zpw5GD16NPbu3QtBEAAAFSpUQEREBBYtWmT0AomIiIjIMkgOpn///Te6desG\nALpgCgCtWrVCXFzcaxUzbdo0eHp6vtY0iIiIiOjNJDmYOjo64tmzZwWGJyYmQqFQGFxITEwMdu/e\nrRd2iYiIiMhySA6mderUwbRp05CWlqYbduvWLYwZMwYNGzY0qAitVouJEyeiX79+Bo1PRERERG8+\nycF07NixuHTpEurXr4+srCz4+vqiTZs2SE5O1rtLX4qffvoJNjY2+OSTTwwan4iIiIjefHKpI5Qt\nWxY///wzjh07hlu3bsHW1haVK1dG48aNDToN/+jRIyxcuBAbNmyQPG4+mSBATNcajQZPnyYjOfmx\n6GmnpqogCICVTPy8CYIAK5kgehyp7Q0bR4vUVBXkcvF9SJ936X0AgIuLK2QycZ+RrKzy2uW114ga\nRyYTIJcLkMvf7Mf2ajQaqFTi/3bzSVm+5ip/vef/awqGLF9zXLbmOh9S6xIEIDs7DenpWcjNFfde\nB6TNiyHLSup20ZDtj1wuQGZm+5CimI/89Wbq7bv0usyzD6mk1lRUdb1IcjAdM2YMPv30U7Rs2dIo\nBURERKBz58549913kZCQYNA07OwVEPDqBZ385DH+vpsCZUnxG6L7CfFwKuEKOzsb0eMolQpYya1F\njyO1vSHjPErMxOnrKri5ie5C8rwb0kfa0xQEBdrD1bW0qPZqdQYAwNbWWnQf2VkKlChhj5Il7cUX\nZoaSkpJw7OJNODg6ix5H6vI1d05OSpNNW+ryNddla67zIbWu+wnxkMmt4ebmLroPqfNiyHtK6nbR\nkO2PWp0BpVJhVvuQopgPG5u8SGLq7bvUusy1D6mk1lRUdb1IcjCNj49Hr1694OHhgY4dO6Jjx47w\n8PAwqPNTp07h0qVLmDJlCoC8a00NkZGeLeqIaWZmNmRyWyhsHERPW2Zli8zMHGRkZIkeJzMzG1Zy\niB5HanvD+1CadN4N6cMqMxvJyemQy+1EtX/6NBMA8OxZDjQacZ+oMyX2Ya6Sk9NNvnzNlZWVDE5O\nSqSmZko6eiaF1OVrrsvWXOdDal1yazvY2Sthq3QS/V6XOi+GvKcM2S5KXb7JyenIzMyGwsa89iGm\nno+sLDXs5NYm374bsnzNsQ+ppNZkirrEBFzJwXTz5s24c+cOfv75Z+zbtw+LFy+Gv78/OnXqhI8/\n/hhKpfgjGnv27IFKpULz5s0B5AVTrVaLhg0bYty4cWjTpo2o6Wi0WkBEptVotIAGyNWID8BarRa5\nGq1Jx7HkPjQaLdRqLdRqcRuh/FCi0WhE9yO1D3OlVmuhMfHyNXe5uRqTzYvU5Wuuy9Zc50N6XaZ/\nrxvynpK6nTNk+Uqtqyi270UxH0Wxzg2ryzz7kOpN2YdIDqZA3gP1Bw8ejMGDByM2Nhb79+/H0qVL\nER4ejgsXLoieTlhYGEaMGKH7/cGDB+jatSt2794NZ2fxp1aIiIiI6M1nUDDNp9VqkZKSgtTUVGRl\nZcHaWvx1IUDeM1EdHR11v6vVagiCgDJlyrxOWURERET0BjIomF64cAEHDhzAwYMHkZKSgqZNmyIs\nLEx3St5QHh4eiImJea1pEBEREdGbSXIwbdasGRITE+Ht7Y3Bgwejbdu2KFGihClqIyIiIiILIjmY\ndujQAR06dEDlypVNUQ8RERERWShRwfTUqVO6rxutW7cuEhISXvrM0YCAAONVR0REREQWQ1QwHThw\nIK5evQoAGDBgAARBKPSZo4Ig8BpRIiIiIjKIqGB68OBB3f+PHj1qsmKIiIiIyHKJ+vJTd/f/+0q4\nBQsWwMPDo8CPs7MzwsPDTVYoEREREb3dRN/8lJycjCdPnmD//v0YNGhQgVP5cXFxOHHihNELJCIi\nIi+qWsAAACAASURBVCLLIDqY7tu3D9OmTYNGo0Hr1q0LvK7VatGoUSOjFkdERERElkN0MP3888/R\nrl07NGrUCKtXry7wulKphJeXl1GLIyIiIiLLIek5pk5OTti+fTvef/99U9VDRERERBZK8gP23333\nXcybNw+HDx/G/fv3IZPJUK5cObRp0wYhISGwsrIyRZ1ERERE9JaTHEwnTZqEI0eO4JNPPkH58uUB\nAPHx8Vi7di0SExMxYcIEoxdJRERERG8/ycH0wIEDWLduHby9vfWGd+zYEX379mUwJSIiIiKDiHqO\n6fOsrKwKvcmpevXqPI1PRERERAaTHEw/+OADvW+Cynf06FF8+OGHRimKiIiIiCyP5FP5bm5umDx5\nMnbs2IFq1apBrVbj9u3buHLlCjp16oQff/xR13bkyJFGLZaIiIiI3l6Sg+mePXtgb2+PW7du4dat\nW7rhjo6O+OWXX3S/C4LAYEpEREREokkOpr/++qsp6iAiIiIiCyf5GlMAUKvVOHv2LLZv364blpGR\nYbSiiIiIiMjySA6md+7cQevWrdGrVy/do6ESEhLQsmVL/PPPP0YvkIiIiIgsg+RgOn36dNSqVQsn\nT56ETJY3uru7O4KCgjBjxgyjF0hERERElkHyNabnzp3DkSNH4OzsDEEQAOTd6DR06FA0bdrU6AUS\nERERkWWQfMRUJpPB3t6+wHCtVgutVmuUooiIiIjI8kgOpu+99x5++uknvWFarRaLFy+Gp6en0Qoj\nIiIiIssi+VT+8OHDMWDAAOzevRtqtRqDBg1CbGwskpOTsXz5clPUSEREREQWQHIwrVu3Lnbs2IGo\nqCiULFkS1tbWaN++Pbp164Zy5cqZokYiIiIisgCSgykAVKlSBaNGjYJCoQAApKWlwcHBwaiFERER\nEZFlkXyN6b1799C+fXu9b4CKiorCJ598goSEBKMWR0RERESWQ3IwnTZtGipXrow6derohrVv3x7e\n/6+9O4+Por7/OP6ezeYOVyBQQwtYFTESwHLbiBQFlSIWL6QVW1HqgbZFtHJqVEDSarEFrbZYRbRc\nhbZAK8il1AoVFAjhKEUqVmK4cmDIJstmv78/kPyMQZlZsrtD9vV8PHiEzM53vp+Z78zse2dnNx07\naurUqfVaHAAAAGKH47fyN23apDVr1iglJaVmWosWLTRp0iT169evXosDAABA7HB8xdQYo+PHj9eZ\nfuzYMVVXV9dLUQAAAIg9joNpnz599PDDD2vXrl0qLy/Xp59+qs2bN2vMmDHq27dvGEoEAABALHD8\nVv64ceM0atQofe9736v5k6SS1K1bNz366KP1WhwAAABih+Ngmp6errlz52rXrl3at2+f4uLi1K5d\nO51//vnhqA8AAAAxIqTvMZWkRo0aqUmTJurVq1d91gMAAIAY5fge0+LiYt1666264oordOedd0qS\nDh06pEGDBqmoqKjeCwQAAEBscBxMp02bpvj4eC1cuFAez4nmjRo10oUXXqhp06aFVMSuXbv0ox/9\nSN26dVNOTo5Gjx6tw4cPh7QsAAAAnJ0cB9N169Zp2rRpys7OrvnwU1JSkiZOnKi3337bcQF+v193\n3HGHevXqpfXr12vp0qU6fPiwHnvsMcfLAgAAwNnLcTA9fvy4WrZsWWd6UlLSKb/f9HQqKys1evRo\n/fjHP1Z8fLyaNWumAQMGaPfu3Y6XBQAAgLOX42B63nnnafny5XWmz58/X9/85jcdF9C4cWPdeOON\nNbcF7N27V3/+8581aNAgx8sCAADA2cvxp/JHjhypMWPGaPny5aqurtYTTzyh7du3Kz8/X88880zI\nhRQWFmrAgAEKBoO6+eabdd9999lu67Esfe4rVb98Po8leaQ4j42ZP2NZluI8VljbxHIfktHRo8Xy\neu21KS0tkYz57IVMMCx9SFJ6evOaF0t2BINBFRcfsT1/KH14vZY8Drevx2PJ67Xk9Tp+DeoqcXGe\nWj9PJ5TxOHq0WJZl//zg1m3rdD+J1Ho4r8vzuZ/hOdadjrnk/DwXyvZ1uq0icX4P5Tzq/JhyPuaR\n2L6RWPdQ+pCcPY+cLc8hjoNp//799cILL+i1115TmzZttHnzZp177rkaP368OnXqFHIhmZmZKigo\n0EcffaRJkybpwQcf1NNPP22rbUpqgiydfkP7qxKUmBCvlJRE23UlJycozhveNrHcx+GDPm3YUaxW\nrezN/8n+fWrctLmaprcIWx/ln5bpun6pat48w3Yfhw4d0lvv71VaoyZh6yMQqFBycoKj7euvSlDT\npqlq1izVdhs3a9w42dZ8TsdD+v99y+72deu2dbqfRGo9nNaVmHji6SkpKd52H6GeT8J5Xgxl+zrd\nVpE4vzvdtpLz7RvKmEdi+0Zi3UPpw+nzyNnyHOI4mBYUFKh3797q3bt3OOpRmzZtNHr0aN1yyy2a\nOHGimjVrdto2Fcf8tq6Y+nx+VfmPq6KiynY9Pp9fcV6FtQ19JCshMc3W/N74FElSZeVxBYP2XlE7\n7SPO51dp6TF5vSm25pek0tJjEenD5/MrIdHZ9nXajxvFxXnUuHGyjh71qbr69OPudDwkyROXJJ/P\n/vnBrdvW6X4SqfVwWldVVUAp3viwHutOx/z/+3B2Xgz3sR6583t4j6lQxzwy2zf85xOnfTh9HnHD\nc4idgOs4mN52223auHGj4uLiQirqizZs2KDc3Nxa961aliXLshQfb+9VU9AYydiYL2ikoFQdtDHz\nZ4wxqg6asLahD/ttTp6sgsFg2OoKBo0CAaNAwO7bh1IgYBR0WR+h9uNm1dVBW+sSyraKxH4SCZHY\nFyNTV/iP9cics8J/rMfy+T2Wt6/TdT9bnkMc3zQwcOBAvfzyyzLG/op9lY4dO6q8vFxPPfWUKisr\nVVxcrJkzZ6pbt25KS7P/ygEAAABnN8dXTEtKSrR27Vr9/ve/V2ZmphISEmo9Pm/ePEfLS0tL00sv\nvaTHH39cvXv3VkpKinr16qUpU6Y4LQ0AAABnMcfBtHHjxurTp0+9FnHBBRdozpw59bpMAAAAnF0c\nB9Mnn3wyHHUAAAAgxrnrC/gAAAAQswimAAAAcAWCKQAAAFzBVjDds2dPzf93794dtmIAAAAQu2wF\n0xtvvFHV1dWSpJtuuimsBQEAACA22fpUfsuWLXXzzTerXbt2On78uMaMGfOl89r9+/YAAADA59kK\npr/4xS/04osv6tChQ5KkgwcPhrUoAAAAxB5bwbRLly6aMWOGJOnqq6/my/ABAABQ7xx/wf7y5csl\nSUVFRfrf//4ny7LUtm1bZWRk1HtxAAAAiB2Og2lJSYlGjx6tf/3rXzLGSJIsy1K/fv301FNPKTk5\nud6LBAAAQMPn+HtMp06dqqNHj2rmzJlasWKFXn/9dT3zzDP6+OOP9etf/zocNQIAACAGOL5i+vbb\nb2vRokXKzMysmXbuueeqQ4cOuuOOOzR27Nh6LRAAAACxwfEVU7/fr5YtW9aZ/vWvf10lJSX1UhQA\nAABij+Ng2q5dO73++ut1pv/tb3/TN77xjXopCgAAALHH8Vv5d999t37yk5/oL3/5i9q3by9J+ve/\n/60NGzZo6tSp9V4gAAAAYoPjK6b9+/fX7NmzlZqaqvXr1+vNN99UYmKinn/+eX3ve98LR40AAACI\nAY6vmEpSjx491KNHj/quBQAAADHM8RVTAAAAIBwIpgAAAHAFgikAAABcgWAKAAAAV3AcTHv16hWO\nOgAAABDjQvqC/X/961/hqAUAAAAxzPHXReXk5Gjs2LHKyspSmzZtFB8fX+vxBx54oN6KAwAAQOxw\nHEwXL14sy7K0c+dO7dy5s9ZjlmURTAEAABASx8F0zZo14agDAAAAMS6kT+UHAgG9++67WrRoUc20\nioqKeisKAAAAscdxMP3f//6na665RrfddpseffRRSdL+/ft15ZVXas+ePfVeIAAAAGKD42D65JNP\nqnPnznrnnXfk8ZxonpmZqeuuu055eXn1XiAAAABig+N7TDdu3KhVq1apSZMmsixL0okPPY0aNUp9\n+vSp9wIBAAAQGxxfMfV4PEpNTa0z3RgjY0y9FAUAAIDY4ziYtm/fXnPnzq01zRij5557Th06dKi3\nwgAAABBbHL+V/5Of/ER33nmn/vrXvyoQCOjuu+/Wrl27VFpaqt/97nfhqBEAAAAxwHEw7d69uxYv\nXqz58+erWbNmio+P1+DBgzVs2DCdc8454agRAAAAMcBxMJWk8847T+PHj6/vWgAAABDDHAdTv9+v\nGTNm6I033tAnn3yixMREnXPOORo0aJBGjBghr9d51i0sLNTUqVO1ceNGxcfH67LLLtOECROUlpbm\neFkAAAA4OzlOkZMnT9Ybb7yhQYMGqV27djLG6IMPPtCLL76ogwcPauLEiY6LuPvuu5Wdna233npL\nZWVlGjVqlPLy8vTEE084XhYAAADOTo6D6erVq/XSSy/poosuqjX9+uuv17333us4mH766afKzs7W\nmDFjlJSUpKSkJA0ZMkRz5sxxWhoAAADOYo6DaSAQ0Pnnn19nelZWlqqqqhwX0KhRI02ZMqXWtMLC\nQrVq1crxsgAAAHD2cvw9pldffbVef/31OtNXr16tAQMGnHFB27Zt02uvvaZ77rnnjJcFAACAs4et\nK6a/+tWvav6fkpKiyZMna/HixerQoYMsy9KePXu0detWDRs27IyKee+993TvvffqoYceUq9evWy3\n81iWPvvrqF89n8eSPFKcx8bMn7EsS3EeK6xt6MN+G4/H87mfwTDVZXT0aLG8XvvrcfRosSzLyb4V\niT5O7PNeryWv195r0GAwqOLiI7aXf7KNZJ04vsIwvyRZluT3l+vYsSpVV59+3EPZVpHYTyKxrSKx\nL0airkgc65E4Z0XiWI/l83ssb1+n6x7KeTGU7Zue3rxmLENhK5guW7as1u9paWn66KOP9NFHH9Wa\ntmzZMo0ePTqkQtauXauHHnpIjzzyiAYPHuyobUpqgiydfqP5qxKUmBCvlJRE28tOTk5QnDe8bejD\nfpvExBO7bFJSfNj6OHzQpw07iuXkbpJP9u9T46bNXdWHdGKfb9o0Vc2a1f0zwqdy6NAhvfX+XqU1\nauKoLo83Xq1aZYZl/lD7cLqtIrWfRGJbRWJfDHddkTjWI3HOisSxHsvn91jevk7XPZTzotM+yj8t\n03X9UtW8eYbtPr7IVjBds2ZNyB3Y8f7772vs2LGaMWOGevfu7bh9xTG/rSumPp9fVf7jqqiwfy+s\nz+dXnFdhbUMf9ttUVQWU4o1XZeXxz67a1H8fJ+ZPVkKi/a8r88Qlyeezv29Foo+T/ZSWHpPXm2Jr\n/tLSYyHVFReXYLuN0/klyRufopTUZCUlN7Y17qFuq0jsJ+HeVpHaF8NdV+SO9UicFyNxPonl83ss\nb1/76x76edF+H3Gnec6xc5EkpC/Yl6Ti4mJVVlbWmZ6Zaf8VtCRVV1dr0qRJevDBB0MKpZIUNEYy\nNuYLGikoVQdtzPwZY4yqgyasbejDfpuTJ6tgMBi2uhrKtpJO7POBgFEgYO8kHwgYBV247k7HvaGM\nYUPpI5Q2HOux10ckxjyUNvThZAydPeeciuNgumLFCuXm5qq0tLTWdGOMLMvSzp07HS1v8+bN2rt3\nryZPnqwnnnhClmXVLGv58uX8mVMAAIAY4TiY5uXlqX///rriiiuUnJx8xgV069bNcZgFAABAw+M4\nmJaVlSk3N/eMPnEFAAAAfJHjdHnZZZcpPz8/HLUAAAAghjm+YvrII4/ohz/8oTp27KjMzExZX/g4\n/H333VdvxQEAACB2OA6mU6ZM0X/+8x8dOXJESUlJtR6zLItgCgAAgJA4DqarV6/Wq6++qm7duoWj\nHgAAAMQox/eYpqenq1OnTuGoBQAAADHMcTAdPXq0pk+fLp/PF456AAAAEKMcv5U/a9Ys7d+/X6+8\n8oqaNm1a58NPb7/9dr0VBwAAgNjhOJj2798/HHUAAAAgxjkOpnzqHgAAAOHgOJjOnDnzKx8nuAIA\nACAUjoPpvHnzav1eXV2tkpISNWrUSJmZmQRTAAAAhMRxMD3Vh5tKS0uVl5enK664ol6KAgAAQOxx\n/HVRp9K0aVONHz9eTz31VH0sDgAAADGoXoKpdOLPkRYVFdXX4gAAABBjHL+VP3/+/DrTKisrtWrV\nKrVr164+agIAAEAMchxMH3300TrTEhMTdd555yk3N7c+agIAAEAMchxMd+3aFY46AAAAEOPq7R5T\nAAAA4EzYvmI6fPhwWZb1lfNYlqXZs2efcVEAAACIPbaDac+ePb/0sWAwqMWLF+vAgQP1UhQAAABi\nj+1g+mV/0WnPnj0aP368JOn555+vn6oAAAAQc0K+x7S6ulrPPvusbrjhBmVlZWnZsmW6/PLL67M2\nAAAAxBDHn8qXpIKCAo0fP15VVVWaNWuWunfvXt91AQAAIMY4umLq9/v1i1/8QsOGDVNOTo6WLFlC\nKAUAAEC9sH3FdOPGjZo4caKSk5M1b948XXzxxeGsCwAAADHGdjC97bbblJ6ermuuuUZr167V2rVr\nTznfl31ICgAAAPgqtoNpt27dJEnvvffel85zuu85BQAAAL6M7WA6Z86ccNYBAACAGMefJAUAAIAr\nEEwBAADgCgRTAAAAuALBFAAAAK5AMAUAAIArEEwBAADgCgRTAAAAuALBFAAAAK7gimD6j3/8Q9/+\n9rc1ZsyYaJcCAACAKLH9l5/CZdasWVq0aJHatWsX7VIAAAAQRVG/YpqUlKSFCxeqTZs20S4FAAAA\nURT1K6a33nprtEsAAACAC0Q9mNYHj2XJsmzM57EkjxTnsTHzZyzLUpzHCmsb+rDfxuPxfO5nMCx9\nNJRtJZ3Y571eS16vvTdHvF5LHheuu9Nxbyhj2FD6CKUNx3rs9RGJMQ+lDX04GUNnzzmn0iCCaUpq\ngiydfqP5qxKUmBCvlJRE28tOTk5QnDe8bejDfpvExBO7bFJSfNj6aCjbSjqxzzdtmqpmzVJtzR8I\nVCg5OcF16+503BvKGDaUPkJpw7Eee31EYsxDaUMf9ts4fc45lQYRTCuO+W1dMfX5/KryH1dFRZXt\nZft8fsV5FdY29GG/TVVVQCneeFVWHlcwaO8VtRvXIxJ9nGxTWnpMXm+KrflLS4/J5/MrIdFd6+50\n3BvKGDaUPkJpw7Eee31EYsxDaUMfzvr4quccO4G1QQTToDGSsTFf0EhBqTpoY+bPGGNUHTRhbUMf\n9tucPFkFg8Gw1dVQtpV0Yp8PBIwCAXsn+UDAKOjCdXc67g1lDBtKH6G04ViPvT4iMeahtKEPJ2Po\n7DnnVKL+qXwAAABAcsEV006dOsmyLAUCAUnSypUrZVmWtm7dGuXKAAAAEElRD6b5+fnRLgEAAAAu\nwFv5AAAAcAWCKQAAAFyBYAoAAABXIJgCAADAFQimAAAAcAWCKQAAAFyBYAoAAABXIJgCAADAFQim\nAAAAcAWCKQAAAFyBYAoAAABXIJgCAADAFQimAAAAcAWCKQAAAFyBYAoAAABXIJgCAADAFQimAAAA\ncAWCKQAAAFyBYAoAAABXIJgCAADAFQimAAAAcAWCKQAAAFyBYAoAAABXIJgCAADAFQimAAAAcAWC\nKQAAAFyBYAoAAABXIJgCAADAFQimAAAAcAWCKQAAAFyBYAoAAABXIJgCAADAFQimAAAAcAWCKQAA\nAFyBYAoAAABXIJgCAADAFVwRTPfv36+77rpLPXv2VL9+/fTUU09FuyQAAABEmDfaBUjS/fffr+zs\nbK1Zs0ZHjhzRyJEj1aJFC/3oRz+KdmkAAACIkKhfMd22bZt2796thx56SKmpqWrTpo1uv/12LViw\nINqlAQAAIIKiHkx37Nih1q1bKy0trWZaVlaW/vvf/+rYsWNRrAwAAACRFPW38ktLS9W4ceNa05o2\nbVrzWGpq6mmX4bEsWdbp+/J4LFVWlqv8aInt+nwVnyouLiGsbejDSR/lklUtrzdJwWAwTH00jG11\nos1RHT2aKK/XxgEi6ejRYvkqjsrjsTd/KHWFth7Oxr2hjGFD6SO0ujjWY6+P8I95aHXRh/0+jsrr\nzZTXG/p1T8sYY0JuXQ9eeOEFrVq1SgsXLqyZtm/fPl199dVavXq1MjMzo1gdAAAAIiXqb+Wnp6er\npKR2Ei8rK5NlWWrWrFmUqgIAAECkRT2YduzYUYWFhSotLa2Zlp+fr/POO0/JyclRrAwAAACRFPVg\netFFF6lTp056+umnVV5erg8++EAvv/yyvv/970e7NAAAAERQ1O8xlaQDBw5o0qRJevfdd5WWlqZh\nw4Zp1KhR0S4LAAAAEeSKYAoAAABE/a18AAAAQCKYAgAAwCUIpgAAAHAFgikAAABcgWAKAAAAVyCY\nAgAAwBUIpnCNwsJC3XffferZs6dycnI0btw4lZeXS5J27typ4cOHq1u3brrqqqv00ksv1Wr797//\nXYMHD9a3vvUt3XDDDfrnP/8ZjVXAGZg6dao6dOhQ8/v69et10003qWvXrrr22mu1dOnSWvO/8sor\nuvrqq9W9e3fdeuut2r59e6RLxhn47W9/q5ycHF1yySUaMWKE9u/fL4lxb6h27dqlH/7wh+revbty\ncnL00EMP1fw5csYctRjAJa699lozfvx44/P5TFFRkbnhhhvMxIkTTWVlpenTp4959tlnjc/nM9u3\nbzc9e/Y0K1euNMYYs2PHDpOdnW3WrVtnqqqqzJIlS0yXLl1MUVFRlNcIdu3YscP06NHDdOjQwRhj\nzIEDB0yXLl3M4sWLTVVVlXnnnXdM586dTUFBgTHGmNWrV5sePXqY/Px8U1VVZX73u9+Zb3/728bn\n80VzNWDTq6++agYOHGg+/PBDU15ebiZPnmwmT55sDh48yLg3QNXV1SYnJ8dMnz7dHD9+3JSWlpoR\nI0aYn/70p4w56uCKKVzh008/VXZ2tsaMGaOkpCS1atVKQ4YM0caNG/Xmm28qEAjonnvuUVJSkrKy\nsnTTTTdp/vz5kqQ//elP6tu3ry677DIlJCTo2muvVfv27bVkyZIorxXsMMYoNzdXI0aMqJm2dOlS\nnXvuuRoyZIgSEhLUu3dv9evXTwsXLpQkLViwQNdff72ys7OVkJCgO++8U5Zlac2aNdFaDTjw0ksv\nafTo0Wrbtq1SU1M1YcIETZgwgXFvoA4ePKhDhw5p8ODB8nq9atKkifr376+dO3cy5qiDYApXaNSo\nkaZMmaL09PSaaZ988olatWql7du368ILL5RlWTWPZWVladu2bZKk7du3Kysrq9byPv843G3u3LlK\nTEzUoEGDaqbt2LFDF198ca35Pj+mBQUFtcbcsixddNFFjPlZ4MCBA/r4449VWlqq7373u+rZs6d+\n+tOfqri4WNu3b2fcG6BWrVopKytLCxYsUEVFhY4cOaIVK1aob9++jDnqIJjClbZt26bXXntNd999\nt0pLS9W4ceNajzdt2lRlZWWSpJKSkjqPN2nSpOb+JbjX4cOHNXPmTOXm5taafqox//yYftnjpaWl\nYa0XZ+7AgQOSpBUrVmj27NlasmSJioqKNGnSJMa9gbIsS7/+9a+1atUqde3aVTk5OQoGg3rggQcY\nc9RBMIXrvPfee7rzzjv14IMPqnfv3qecxxhT6wqq08fhDtOmTdONN96ob37zm7bmP92Yw/1OjtPI\nkSPVokULtWrVSvfff/9XvjXLuJ/d/H6/7rnnHg0cOFCbNm3SunXr1KhRIz344INf2oYxj10EU7jK\n2rVrddddd2nChAn6wQ9+IElq1qxZnaufpaWlatq0qSQpPT29zuNlZWW1bguA+6xfv16bN2/Wvffe\nK6n2k82XjfnJMWXMz14tWrSQdOL2nZNat24tY4wCgQDj3gCtX79e+/fv1wMPPKDU1FRlZGTovvvu\n08qVKxUXF8eYoxaCKVzj/fff19ixYzVjxgwNHjy4Znp2drZ27dqlYDBYM23btm3q1KmTJKljx451\nvj5k27Zt6ty5c2QKR0iWLFmi4uJi9e3bV7169dINN9wgY4x69+6t9u3bq6CgoNb8nx/TL455MBjU\njh07GPOzwNe+9jWlpaVp586dNdM+/vhjxcfH6/LLL2fcG6BgMFjz7yS/3y/LsnTppZcy5qgtWl8H\nAHxeIBAwAwcONAsWLKjzWFVVlenXr5+ZMWOG8fl8ZsuWLaZ79+7mrbfeMsYYs3v3btO5c2fz5ptv\nmqqqKrNw4ULTtWtXc/jw4UivBhw4evSoKSoqqvm3ZcsWc+GFF5oDBw6YwsJC07VrV7Nw4UJTVVVl\n3nzzTdOlSxeze/duY4wx69atM927dzdbtmwxPp/PzJgxw3znO98xVVVVUV4r2PHkk0+a/v37m337\n9pnDhw+bW265xUyYMMEcOXKEcW+ASkpKTK9evcz06dONz+czxcXF5p577jHDhw9nzFGHZQw3ayD6\nNm3apOHDhyshIaHm/tCTP5cvX65jx47pkUceUUFBgVq0aKG77rpLQ4cOrWm/atUq/fKXv9Qnn3yi\n888/XxMmTFDXrl2juEZwav/+/bryyitrrqRt2rRJkydP1t69e9W6dWuNGTNGV155Zc388+bN0wsv\nvKDi4mJlZ2crNzdX559/frTKhwN+v195eXlatmyZAoGArrrqKk2aNEnJycmMewO1Y8cOTZs2Tf/+\n978VHx+vnj17auzYscrIyGDMUQvBFAAAAK7APaYAAABwBYIpAAAAXIFgCgAAAFcgmAIAAMAVCKYA\nAABwBYIpAAAAXIFgCgAAAFcgmAIAAMAVCKYAAABwBYIpAJxl3n33XXXo0EH//e9/o10KANQrgikA\nnIIxRn/4wx90/fXXq0ePHurUqZO+853vKDc3VyUlJdEuT5ZlnfEySkpKNGLEiJrfp06dqnffffeM\nlwsAoSKYAsAp5OXl6eWXX9a4ceP09ttva+vWrXr++eeVn5+vH//4x9Eur17k5+crOzu75veCJWI8\njQAABX1JREFUggJdfPHFUawIQKwjmALAKaxbt079+vVT9+7dlZCQIMuydOGFF2r69OkaOXKkAoGA\nJOnIkSMaM2aMevbsqUsuuUSDBg3S0qVLa5bz5z//Wd26ddM777yja665Rp07d9Ydd9yhI0eOKDc3\nVz169FBOTo5effXVmjbDhw/XhAkTlJeXp0svvVSdO3fWqFGjVF5efspa/X6/8vLy1L9/f3Xu3FlX\nXXWV5syZc9p13Lp1qzp16iRJCgQCqqysVGpq6plsNgA4IwRTADiF9u3ba+XKlVq7dq2qq6trprdt\n21YDBgyQ1+uVJE2YMEGFhYVatWqV3n//fQ0fPlwPP/ywPvjgg5o2FRUVev311/WnP/1JS5Ys0aZN\nmzR06FD16dNHGzZs0A9+8APl5eWprKysps0bb7yhjIwMvfXWW1q6dKn+85//6PHHHz9lrZMmTdKG\nDRs0a9YsbdmyRY899pimT5+uRYsWnXL+6dOna+jQoZozZ46effZZDR06VEOGDFFRUZFuueUW5efn\n18cmBADHCKYAcAqPPPKILrnkEo0aNUo9evTQHXfcoZkzZ2rXrl215vvNb36jF198UY0aNZJlWRoy\nZIiCwaC2bdtWM48xRrfffrtSU1PVtm1btW/fXuecc4769esnj8ejAQMGKBAIaN++fTVtmjdvrhEj\nRig+Pl5t2rTRsGHDtHLlyjp1lpWVaenSpfrZz36mtm3byrIs9erVS0OGDNFf/vKXU67b6NGj9cc/\n/lFf//rXtXjxYs2fP1/XX3+9fv7zn2vevHk1V1EBINK80S4AANwoPT1dM2fO1KFDh7Rx40Zt2bJF\nK1as0MyZM3XdddcpLy9PkrRnzx4988wzys/PV0VFhaQTH0yqqqqqtbzWrVvX/D8pKanO78aYWm0u\nuOCCWu2/8Y1vqLKyUqWlpbWm79u3T8FgUPfff3+tD0QZY5SRkfGl67d582ZdcsklNb//85//1JQp\nU067XQAgnAimAPAVMjIyNHDgQA0cOFDSiXtGx40bp+uuu06dOnXS7bffrksvvVRLlixRy5YtFQwG\nlZWVVWc5X/wU/ek+VX/yHtaTjDGSJI+n9htdiYmJkqS5c+fa+uBSeXm5Lr30UgWDQVmWpUWLFskY\no0AgoP79+ysjI0OrV68+7XIAIBx4Kx8AvqCwsFCPPfaYioqK6jzWt29fSVJxcbE++OADlZWVacSI\nEWrZsqWkE1ci68OHH35Y6/d9+/YpJSVFjRs3rjW9TZs28nq9KigoqDX9wIED8vv9dZablpam/Px8\nXXnllVq6dKm2bt2qZcuW6YorrlB+fj6hFEBUEUwB4AsyMjK0YcMG/exnP9PWrVvl9/tljNG+ffv0\nxBNPqHnz5rrsssvUunVreb1ebdq0SdXV1dq8ebNmzZqlJk2aqLCw8IxqOHjwoF555RX5/X59+OGH\nmj9/vq655pqax09eQU1OTtbNN9+s5557Tvn5+TX3tw4dOlSzZ8/+0uXv3btX7dq1k3Ti0/mdO3c+\no3oBoD7wVj4AfEF8fLzmzp2rF154QePGjdPBgwd1/PhxNW/eXL1799aCBQvUpEkTSdKjjz6qmTNn\nasaMGerSpYsef/xxLViwQLNnz5bH41GbNm1s9WlZVq239y+//HIdPHhQffv2lc/n0+WXX67x48fX\nmv+khx9+WPHx8br33ntVVlamjIwMff/739fIkSNP2VdxcbHS09Nrft+2bZsGDBjgaBsBQDhY5uTL\nbgCAKwwfPlwtW7bU008/He1SACCieCsfAAAArkAwBQAAgCvwVj4AAABcgSumAAAAcAWCKQAAAFyB\nYAoAAABXIJgCAADAFQimAAAAcAWCKQAAAFyBYAoAAABXIJgCAADAFf4POqxQo2Prn48AAAAASUVO\nRK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x2b5d3816a450>"
]
}
],
"prompt_number": 26
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Most differentiating Features"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot.print_features(feat_mean_diff,feat_p,labels,sort_mean_diff[:20])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Score 0.749832 p 0.000000 : Meanc CPz\n",
"Score 0.744581 p 0.000000 : Meanc CCP2h\n",
"Score 0.740112 p 0.000000 : Meanc CP1\n",
"Score 0.739777 p 0.000000 : Meanc CCP1h\n",
"Score 0.737430 p 0.000000 : Meanc CPP1h\n",
"Score 0.733631 p 0.000000 : Meanc Cz\n",
"Score 0.704134 p 0.000000 : Power CPz\n",
"Score 0.693966 p 0.000000 : Power CCP1h\n",
"Score 0.693408 p 0.000000 : FFT CPz 25.0\n",
"Score 0.692626 p 0.000000 : FFT CCP1h 75.0\n",
"Score 0.681117 p 0.000000 : FFT CPz 50.0\n",
"Score 0.675754 p 0.000000 : FFT Cz 75.0\n",
"Score 0.673743 p 0.000000 : Power CCP2h\n",
"Score 0.669832 p 0.000000 : FFT CPz 75.0\n",
"Score 0.669609 p 0.000000 : Power Cz\n",
"Score 0.664358 p 0.000000 : FFT CCP1h 25.0\n",
"Score 0.660894 p 0.000000 : Meanc CP4\n",
"Score 0.660112 p 0.000000 : FFT CCP2h 25.0\n",
"Score 0.653184 p 0.000000 : Phase CPP2h 25.0\n",
"Score 0.651397 p 0.000000 : FFT Cz 50.0\n"
]
}
],
"prompt_number": 27
},
{
"cell_type": "heading",
"level": 5,
"metadata": {},
"source": [
"Feature distributions"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"print features_class.shape,features_base.shape\n",
"plot.subplots_4_features(features_class,features_base,labels,sort_mean_diff[:4])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"(50, 1920) (1790, 1920)\n"
]
},
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAVoAAAEJCAYAAADVS+8vAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text": [
"<matplotlib.figure.Figure at 0x2b5d3a63a490>"
]
},
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAVoAAAEJCAYAAADVS+8vAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text": [
"<matplotlib.figure.Figure at 0x2b5d3a8619d0>"
]
},
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAVIAAAEJCAYAAADGnK/bAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\niZQQQrREiZQQQrT0PyX8keMXt4tXAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x2b5d3aa51e10>"
]
},
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAVoAAAEJCAYAAADVS+8vAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nG5OJVpIkycZkopUkSbIxmWglSZJs7H8BDjCEdDaaQOYAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x2b5d3ac91cd0>"
]
}
],
"prompt_number": 28
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<b>Plots to investigate a specific feature</b>"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot.plot_dist_comparison(features_class,features_base,labels,sort_mean_diff[5])"
],
"language": "python",
"metadata": {
"scrolled": true
},
"outputs": [
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAqwAAAHxCAYAAACoOu6EAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nabT/AShlstPQJrT8AAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x2b5d3ac19390>"
]
}
],
"prompt_number": 29
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Average signal window"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"print index_labels[sort_mean_diff[:10]]"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"[['Meanc', [75]] ['Meanc', [67]] ['Meanc', [74]] ['Meanc', [66]]\n",
" ['Meanc', [84]] ['Meanc', [57]] ['Power', [75]] ['Power', [66]]\n",
" ['FFT', [75, 1]] ['FFT', [66, 3]]]\n"
]
}
],
"prompt_number": 30
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ch = index_labels[sort_mean_diff[:10]][0][1][0]\n",
"plot.plot_channel_avg(X_RF_cropped,ch,'Maximizing input windows')\n",
"plot.plot_channel_avg(X_baseline,ch,'Baseline input windows')"
],
"language": "python",
"metadata": {
"scrolled": true
},
"outputs": [
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAroAAAH9CAYAAAD1SN9QAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text": [
"<matplotlib.figure.Figure at 0x2b5cb8624c50>"
]
},
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAroAAAH9CAYAAAD1SN9QAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIiIiXklBV0RERES80v8BxK0C1Chjlz0AAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x2b5cb8624550>"
]
}
],
"prompt_number": 31
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### FFT Topology Plots\n",
"1. Band Power difference<br>\n",
"Difference of band power between class and baseline inputs\n",
"2. Band Power KS Score<br>\n",
"Mean KS score of bands in electrodes"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot.plot_scalp_grid_bands_mean(FFT_bands_diff,sensor_names,freq_bands)\n",
"plot.plot_scalp_grid_bands_mean(FFT_KS_bands,sensor_names,freq_bands,vmin=0.2,vmax=0.8,scale_per_row=False)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAxoAAAC6CAYAAAAptDshAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nMjPVTd4AAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x2b5d37fa1050>"
]
},
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAxoAAAC6CAYAAAAptDshAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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
View raw

(Sorry about that, but we can’t show files that are this big right now.)

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment