Skip to content

Instantly share code, notes, and snippets.

@nicofarr
Created May 3, 2017 15:36
Show Gist options
  • Select an option

  • Save nicofarr/63c165635dde51c15b4536d07370aa48 to your computer and use it in GitHub Desktop.

Select an option

Save nicofarr/63c165635dde51c15b4536d07370aa48 to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"#Import the data and the msdl atlas\n",
"from nilearn import datasets\n",
"atlas = datasets.fetch_msdl_atlas()\n",
"atlas_filename = atlas['maps']\n",
"\n",
"# Load the labels\n",
"import numpy as np\n",
"csv_filename = atlas['labels']\n",
"labels = np.recfromcsv(csv_filename)\n",
"names = labels['name']"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"#Prepare the masker to extract the time series using the atlas \n",
"from nilearn.input_data import NiftiMapsMasker\n",
"masker = NiftiMapsMasker(maps_img=atlas_filename, standardize=True,\n",
" memory='nilearn_cache', verbose=5)\n",
"\n",
"#Fetch one subject's data\n",
"data = datasets.fetch_nyu_rest(n_subjects=1)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"First subject functional nifti images (4D) are at: /Users/nicolasfarrugia/nilearn_data/nyu_rest/session1/sub05676/func/lfo.nii.gz\n",
"[NiftiMapsMasker.fit_transform] loading regions from /Users/nicolasfarrugia/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii\n",
"[NiftiMapsMasker.fit_transform] loading images from /Users/nicolasfarrugia/nilearn_data/nyu_rest/session1/sub05676/func/lfo.nii.gz\n",
"[NiftiMapsMasker.fit_transform] resampling labels\n",
"________________________________________________________________________________\n",
"[Memory] Calling nilearn.image.resampling.resample_img...\n",
"resample_img(<nibabel.nifti1.Nifti1Image object at 0x114f08750>, target_shape=(64, 64, 39), target_affine=array([[ -3. , -0. , -0. , 99.614456],\n",
" [ -0. , 3. , -0. , -98.801201],\n",
" [ 0. , 0. , 2.999999, -24.503635],\n",
" [ 0. , 0. , 0. , 1. ]]), interpolation='continuous')\n",
"_____________________________________________________resample_img - 2.8s, 0.0min\n",
"[NiftiMapsMasker.fit_transform] extracting region signals\n",
"________________________________________________________________________________\n",
"[Memory] Calling nilearn.region.img_to_signals_maps...\n",
"img_to_signals_maps(<nibabel.nifti1.Nifti1Image object at 0x114f08950>, <nibabel.nifti1.Nifti1Image object at 0x114ec3a10>, mask_img=None)\n",
"______________________________________________img_to_signals_maps - 5.3s, 0.1min\n",
"[NiftiMapsMasker.fit_transform] cleaning extracted signals\n",
"________________________________________________________________________________\n",
"[Memory] Calling nilearn.signal.clean...\n",
"clean(array([[ 1508.38704 , ..., 2375.878705],\n",
" ..., \n",
" [ 1527.659758, ..., 2404.446137]]), standardize=True, detrend=False, confounds=None, low_pass=None, t_r=None, high_pass=None)\n",
"____________________________________________________________clean - 0.0s, 0.0min\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Library/Python/2.7/site-packages/nilearn-0.1.2-py2.7.egg/nilearn/_utils/cache_mixin.py:209: UserWarning: memory_level is currently set to 0 but a Memory object has been provided. Setting memory_level to 1.\n",
" warnings.warn(\"memory_level is currently set to 0 but \"\n"
]
}
],
"source": [
"# print basic information on the dataset\n",
"print('First subject functional nifti images (4D) are at: %s' %\n",
" data.func[0]) # 4D data\n",
"\n",
"# Extract the time series\n",
"time_series = masker.fit_transform(data.func[0])"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"GraphLassoCV(alphas=4, assume_centered=False, cv=None, enet_tol=0.0001,\n",
" max_iter=100, mode='cd', n_jobs=1, n_refinements=4, tol=0.0001,\n",
" verbose=False)"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Compute the sparse inverse covariance\n",
"from sklearn.covariance import GraphLassoCV\n",
"estimator = GraphLassoCV()\n",
"\n",
"estimator.fit(time_series)"
]
},
{
"cell_type": "code",
"execution_count": 193,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x1267f27d0>"
]
},
"execution_count": 193,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAn4AAAKNCAYAAAC+1mbXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11fe0fed0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Display the connectome matrix\n",
"%matplotlib inline\n",
"from matplotlib import pyplot as plt\n",
"\n",
"from nilearn import plotting\n",
"coords = np.vstack((labels['x'], labels['y'], labels['z'])).T\n",
"\n",
"# Display the covariance\n",
"plt.figure(figsize=(10, 10))\n",
"plt.imshow(estimator.covariance_, interpolation=\"nearest\",\n",
" vmax=1, vmin=-1, cmap=plt.cm.RdBu_r)\n",
"# And display the labels\n",
"x_ticks = plt.xticks(range(len(names)), names, rotation=90)\n",
"y_ticks = plt.yticks(range(len(names)), names)\n",
"plt.title('Covariance')\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 194,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x126d4f6d0>"
]
},
"execution_count": 194,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAn4AAAKNCAYAAAC+1mbXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x123de8790>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Display the sparse inverse covariance (we negate it to get partial\n",
"# correlations)\n",
"plt.figure(figsize=(10, 10))\n",
"plt.imshow(-estimator.precision_, interpolation=\"nearest\",\n",
" vmax=1, vmin=-1, cmap=plt.cm.RdBu_r)\n",
"# And display the labels\n",
"x_ticks = plt.xticks(range(len(names)), names, rotation=90)\n",
"y_ticks = plt.yticks(range(len(names)), names)\n",
"plt.title('Sparse inverse covariance')"
]
},
{
"cell_type": "code",
"execution_count": 318,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"### Now try with sliding windows\n",
"\n",
"fulltimewin = np.arange(time_series.shape[0])\n",
"\n",
"import sliding_window_1d as swin\n",
"\n",
"swins = swin.sliding_window_1d(a=fulltimewin,ws=30,ss=1)"
]
},
{
"cell_type": "code",
"execution_count": 319,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"GLASSO on time window 0\n",
"GLASSO on time window 1\n",
"GLASSO on time window 2\n",
"GLASSO on time window 3\n",
"GLASSO on time window 4\n",
"GLASSO on time window 5\n",
"GLASSO on time window 6\n",
"GLASSO on time window 7\n",
"GLASSO on time window 8\n",
"GLASSO on time window 9\n",
"GLASSO on time window 10\n",
"GLASSO on time window 11\n",
"GLASSO on time window 12\n",
"GLASSO on time window 13\n",
"GLASSO on time window 14\n",
"GLASSO on time window 15\n",
"GLASSO on time window 16\n",
"GLASSO on time window 17\n",
"GLASSO on time window 18\n",
"GLASSO on time window 19\n",
"GLASSO on time window 20\n",
"GLASSO on time window 21\n",
"GLASSO on time window 22\n",
"GLASSO on time window 23\n",
"GLASSO on time window 24\n",
"GLASSO on time window 25\n",
"GLASSO on time window 26\n",
"GLASSO on time window 27\n",
"GLASSO on time window 28\n",
"GLASSO on time window 29\n",
"GLASSO on time window 30\n",
"GLASSO on time window 31\n",
"GLASSO on time window 32\n",
"GLASSO on time window 33\n",
"GLASSO on time window 34\n",
"GLASSO on time window 35\n",
"GLASSO on time window 36\n",
"GLASSO on time window 37\n",
"GLASSO on time window 38\n",
"GLASSO on time window 39\n",
"GLASSO on time window 40\n",
"GLASSO on time window 41\n",
"GLASSO on time window 42\n",
"GLASSO on time window 43\n",
"GLASSO on time window 44\n",
"GLASSO on time window 45\n",
"GLASSO on time window 46\n",
"GLASSO on time window 47\n",
"GLASSO on time window 48\n",
"GLASSO on time window 49\n",
"GLASSO on time window 50\n",
"GLASSO on time window 51\n",
"GLASSO on time window 52\n",
"GLASSO on time window 53\n",
"GLASSO on time window 54\n",
"GLASSO on time window 55\n",
"GLASSO on time window 56\n",
"GLASSO on time window 57\n",
"GLASSO on time window 58\n",
"GLASSO on time window 59\n",
"GLASSO on time window 60\n",
"GLASSO on time window 61\n",
"GLASSO on time window 62\n",
"GLASSO on time window 63\n",
"GLASSO on time window 64\n",
"GLASSO on time window 65\n",
"GLASSO on time window 66\n",
"GLASSO on time window 67\n",
"GLASSO on time window 68\n",
"GLASSO on time window 69\n",
"GLASSO on time window 70\n",
"GLASSO on time window 71\n",
"GLASSO on time window 72\n",
"GLASSO on time window 73\n",
"GLASSO on time window 74\n",
"GLASSO on time window 75\n",
"GLASSO on time window 76\n",
"GLASSO on time window 77\n",
"GLASSO on time window 78\n",
"GLASSO on time window 79\n",
"GLASSO on time window 80\n",
"GLASSO on time window 81\n",
"GLASSO on time window 82\n",
"GLASSO on time window 83\n",
"GLASSO on time window 84\n",
"GLASSO on time window 85\n",
"GLASSO on time window 86\n",
"GLASSO on time window 87\n",
"GLASSO on time window 88\n",
"GLASSO on time window 89\n",
"GLASSO on time window 90\n",
"GLASSO on time window 91\n",
"GLASSO on time window 92\n",
"GLASSO on time window 93\n",
"GLASSO on time window 94\n",
"GLASSO on time window 95\n",
"GLASSO on time window 96\n",
"GLASSO on time window 97\n",
"GLASSO on time window 98\n",
"GLASSO on time window 99\n",
"GLASSO on time window 100\n",
"GLASSO on time window 101\n",
"GLASSO on time window 102\n",
"GLASSO on time window 103\n",
"GLASSO on time window 104\n",
"GLASSO on time window 105\n",
"GLASSO on time window 106\n",
"GLASSO on time window 107\n",
"GLASSO on time window 108\n",
"GLASSO on time window 109\n",
"GLASSO on time window 110\n",
"GLASSO on time window 111\n",
"GLASSO on time window 112\n",
"GLASSO on time window 113\n",
"GLASSO on time window 114\n",
"GLASSO on time window 115\n",
"GLASSO on time window 116\n",
"GLASSO on time window 117\n",
"GLASSO on time window 118\n",
"GLASSO on time window 119\n",
"GLASSO on time window 120\n",
"GLASSO on time window 121\n",
"GLASSO on time window 122\n",
"GLASSO on time window 123\n",
"GLASSO on time window 124\n",
"GLASSO on time window 125\n",
"GLASSO on time window 126\n",
"GLASSO on time window 127\n",
"GLASSO on time window 128\n",
"GLASSO on time window 129\n",
"GLASSO on time window 130\n",
"GLASSO on time window 131\n",
"GLASSO on time window 132\n",
"GLASSO on time window 133\n",
"GLASSO on time window 134\n",
"GLASSO on time window 135\n",
"GLASSO on time window 136\n",
"GLASSO on time window 137\n",
"GLASSO on time window 138\n",
"GLASSO on time window 139\n",
"GLASSO on time window 140\n",
"GLASSO on time window 141\n",
"GLASSO on time window 142\n",
"GLASSO on time window 143\n",
"GLASSO on time window 144\n",
"GLASSO on time window 145\n",
"GLASSO on time window 146\n",
"GLASSO on time window 147\n",
"GLASSO on time window 148\n",
"GLASSO on time window 149\n",
"GLASSO on time window 150\n",
"GLASSO on time window 151\n",
"GLASSO on time window 152\n",
"GLASSO on time window 153\n",
"GLASSO on time window 154\n",
"GLASSO on time window 155\n",
"GLASSO on time window 156\n",
"GLASSO on time window 157\n",
"GLASSO on time window 158\n",
"GLASSO on time window 159\n",
"GLASSO on time window 160\n",
"GLASSO on time window 161\n",
"GLASSO on time window 162\n",
"GLASSO on time window 163\n",
"GLASSO on time window 164\n",
"GLASSO on time window 165\n",
"GLASSO on time window 166\n"
]
}
],
"source": [
"#Loop on sliding windows \n",
"\n",
"estimator = GraphLassoCV()\n",
"\n",
"nfeat = time_series.shape[1] # how many features\n",
"\n",
"n_slwin = swins.shape[0] #how many sliding windows\n",
"\n",
"covariances_sl = np.ndarray((n_slwin,nfeat,nfeat),dtype=\"float64\")\n",
"\n",
"precision_sl = np.ndarray((n_slwin,nfeat,nfeat),dtype=\"float64\")\n",
"\n",
"for n, curwin in enumerate(swins):\n",
" cur_ts = time_series[curwin,:]\n",
" print \"GLASSO on time window %d\" % n\n",
" estimator.fit(cur_ts)\n",
" \n",
" covariances_sl[n] = estimator.covariance_\n",
" precision_sl[n] = estimator.precision_\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 320,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAdcAAAHmCAYAAAAhosTJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQdBmonENgiAIgjbz/wH+cr2rCd5BxwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1245eb750>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#just plot one of the sliding windows\n",
"n_ex = 23\n",
"curplot = covariances_sl[n_ex]\n",
"\n",
"plt.figure(figsize=(7, 7))\n",
"\n",
"plt.imshow(curplot, interpolation=\"nearest\",\n",
" vmax=1, vmin=-1, cmap=plt.cm.RdBu_r)\n",
"\n",
" # And display the labels\n",
"\n",
"x_ticks = plt.xticks(range(len(names)), names, rotation=90)\n",
"y_ticks = plt.yticks(range(len(names)), names)\n",
"plt.title('Window %d' % n_ex)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 321,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"KMeans(copy_x=True, init='k-means++', max_iter=300, n_clusters=8, n_init=10,\n",
" n_jobs=1, precompute_distances='auto', random_state=None, tol=0.0001,\n",
" verbose=0)"
]
},
"execution_count": 321,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# K-means clustering using each time point as a different observation (Method 1 : Naive method)\n",
"from sklearn.cluster import KMeans\n",
"nclust = 8\n",
"est = KMeans(n_clusters = nclust,verbose=0,n_init=10)\n",
"\n",
"est.fit(np.reshape(precision_sl,(n_slwin,nfeat*nfeat)))"
]
},
{
"cell_type": "code",
"execution_count": 322,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"KMeans(copy_x=True, init='k-means++', max_iter=300, n_clusters=8, n_init=10,\n",
" n_jobs=1, precompute_distances='auto', random_state=None, tol=0.0001,\n",
" verbose=0)"
]
},
"execution_count": 322,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# K-means clustering using N consecutive temporal observations (Method 2 : K-means + temporal windows)\n",
"from sklearn.cluster import KMeans\n",
"\n",
"nclust = 8 # Target number of clusters \n",
"n_group_ts = 5 # Number of consecutive temporal observations \n",
"n_windows = (n_slwin - np.remainder(n_slwin,n_group_ts)) # number of windows that will be grouped\n",
"n_obs = (n_windows) / n_group_ts #number of input observations for the k-means\n",
"\n",
"est_2 = KMeans(n_clusters = nclust,verbose=0,n_init=10)\n",
"\n",
"est_2.fit(np.reshape(precision_sl[:n_windows],(n_obs,n_group_ts*nfeat*nfeat)))"
]
},
{
"cell_type": "code",
"execution_count": 323,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"### Re-calculate the distance to centroids (Method 1) \n",
"from sklearn.neighbors import dist_metrics\n",
"dist = dist_metrics.EuclideanDistance.get_metric(\"euclidean\")\n",
"\n",
"dist_c0 = np.ndarray((n_slwin),dtype=\"float64\")\n",
"dist2clusters = np.ndarray((nclust,n_slwin),dtype=\"float64\")\n",
"\n",
"for n,curcov in enumerate(precision_sl):\n",
" for m,curcenter in enumerate(est.cluster_centers_):\n",
" dist2clusters[m,n] = dist.pairwise([np.ravel(curcenter)],[np.ravel(curcov)])\n"
]
},
{
"cell_type": "code",
"execution_count": 324,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAy0AAAFCCAYAAAD8LTKgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsnXecVcX5/z+zle2FhV16FVGKiApKWYgVjS0a/RlN7NHE\nFlEjBrEjamINsSSxREwiXxV7RULIotgQEUQR6VKWtr2w7c7vj7t35pnhnrPn1l2W5/168eLZvTPn\nzj33PKfsfObzCCklGIZhGIZhGIZhOioJ7T0AhmEYhmEYhmEYN/ihhWEYhmEYhmGYDg0/tDAMwzAM\nwzAM06HhhxaGYRiGYRiGYTo0/NDCMAzDMAzDMEyHhh9aGIZhGIZhGIbp0PBDSwdACPEHIcTfXF7f\nIIQ4Np5jYpjOBucZw8QHzjWGiT0HYp4dMA8tQojzhRBfCCGqhRBbhRDvCCHGR2G7dwgh5kSyDSnl\nfVLKKyIYwwNCiN1CiF1CiPsjGQvDREJnzTMhxGQhxEIhRIUQYn0k42CYaNCJc+0mIcRKIUSVEGKd\nEOKmSMbCMJHQifPs+tb8qhJClAohnhVCZEYynnhwQDy0CCFuAPAwgJkAugPoC+BxAKfF6f1FDLd9\nJYDTAYwAMBLAaUKIsB+AGCZcOnOeAagF8AwAvoFi2p1OnmsA8CsAuQBOBnCNEOLcGL8fw+xDJ8+z\nNwAcKaXMBjAUQD8At8bw/aKDlLJT/wOQDaAawFkubQSAWwCsBbALwFwAua2v9QPgA3AhgE0AdgKY\n3vraSQAaWv9VA/iq9ff/hf8g/wj+m52BAHrAf5DsAbAGwOXk/e8A8AL5+VcANraOZTqADQCOdRj7\nx9a2LgGwpL33O/87sP519jwjfY4DsL699zf/O3D/HSi5Rvo+BuCx9t7v/O/A+ncg5RmArgA+BHBd\ne+/3tv4dCDMtxwBIBfC6S5vr4J+tmAigJ4ByAE9YbcYDOAjA8QBuF0IcLKX8AMAsAP8npcySUh5O\n2v8SwOUAsgBshv9g3gygCMA5AGYJISaT9v4MEOLQ1ve+oHUsXQH0chn7MABfk5+/bv0dw8STzp5n\nDNNRONBybSKAVSG0Z5ho0OnzTAjxCyFEJfwPVDullH92a98ROBAeWroC2C2l9Lm0uRLArVLK7VLK\nJgB3A/i5ECKwfySAO6WUjVLKFfA/GBzWxvv+Q0q5uvV9iwCMAzBNStkkpfwawNPwP4HbnA3gLSnl\nx61jua31/Z3IBFBJfq5q/R3DxJPOnmcM01E4YHJNCHEX/H/Nfs5Le4aJIp0+z6SUL0opcwAMAXCo\nEOL6NsbW7iS19wDiwB4ABUKIBJeDrx+A14QQgdcFgCYAhaTNDhLXoe0Hgx9J3BNAmZSyjvxuE4Aj\ngvTrSftKKeuEEHtc3qcG/mnMADmtv2OYeNLZ84xhOgoHRK4JIa6B/6/OE1pvwhgmnhwQedbadl2r\nidM0AI966dNeHAgzLZ/Arxs806XNZgAnSynzW//lSSkzpJTbPWzf6UmW/n4bgHwhRAb5XV8AW4P0\n2w6gT+AHIUQ6/E/8TqyC+eQ+CjyVzsSfzp5nDNNR6PS5JoS4FMDN8OvxvYyZYaJNp88zi2T4H6o6\nNJ3+oUVKWQX/YqXHhRBnCCHShBBJQogpxB74r/DrBPsCgBCimxDidLIZNweHHQD6u7k8SCm3AFgC\n4D4hRKoQYiSAywC8EKT5KwBOFUKME0Ikwz/d6Pb+cwDcIIToKYToBeAG8FQ6E2c6e54JP6kAUgAk\ntG4/2WW8DBMTDoBcuwDAvQBOkFJuchknw8SMAyDPLhNCdGuND4XfUGCey3g7BJ3+oQUApJQPw38z\nPwP+BUebAVwNvcDqMfjdGea3LkpaAmAM3YS9SRK/DP+BsUcIsdShPQD8AsAA+J+c5wG4TUr53yBj\n/bZ1bC+2tt0DYIvLZ/srgLcArIRfL/mmlPLvTu0ZJlZ05jwDUAygHsDb8P81qw7ABy7tGSZmdPJc\nuwdAPoBAbYwqIYS9uJlhYk4nz7PxAFYKIaoAvArgeSnlIy7tOwRCSl57yjAMwzAMwzBMx+WAmGlh\nGIZhGIZhGGb/JaKHllZt32ohxBohxLRoDYphGBPONYaJPZxnDBN7OM+YcAlbHtbqQ70G/grR2wB8\nAeA8KeXq6A2PYRjONYaJPZxnDBN7OM+YSIhkpmUMgB+klJtaPdTnAjgjOsNiGIbAucYwsYfzjGFi\nD+cZEzaRFJfsBbMIzhaYrgkAACEEr/Q/gJFSuln+Md5oM9c4zw5sOM+iAl/TGFc4z6IC5xnTJk65\nFslDi2eOQA62YS92FB4CkVmEhKweAICqJY+rNluqdcHbE2/7UMXfPnoKAGDmzJmYMWMGLpy7Ur02\n57wRKs4ed7XxnundVI0dlL5xi+q/tqJR/X5ATorRp6FF50hm/U4Vv7w1CfOeehhn/+YGAMDZQ3W9\nnuP//ImKF1x3TPAdAKDnz/6E+rX/Rdrgn2DbK79Tv6/x6a8gM9l54qtFAvfeOxO33joDidZXWdGg\ni7XmpjpvI7AP3Dj1mS+Nn+dcMErFTzx4X9D+z6/wF3z9/stPsWbZp+ib0wUA8OTDD7i+FxNdAnn2\n85umYuy4CRg7fiIAoFdW8HIiwc4IbR0jLdZlJIFsRJD+tJ19vLZFsDHQ80P3DP157JShY2gmY0hy\nGYM91kD/BuvDpnr4INJh/IGx0XZurwW2EaxPSUkJSkpK1O9nzZrV5riY6NIDqeiJLhj4m8sw7Khj\nMOyocQCAUwfnBW0f7FgMfMf02O7tkKvB8HI+p+zZ26Lirl0Sg/a3z/9vXxas8DZQtrcFD90/Czfe\nMh3ZqYnGa265ZtPWZ9hUpfdNv+x9943Kk0ZdE0+mpAftH2wbbu9v59m9nGdxJ3BNqx52PFK6D0Fq\n4cEAgPXPXqja0PN0sHN04Du+Z9FG9bvbJvdX8daaZqN9r0zztlgdY8171e98SV2MNvRdE2p1EfrG\n9K6Yde9MTL/Vf4zR3HDMe6nv5wDg5dVlePWvD+OsK2/AuQP1+8rUTHjFy7minuzHNLIfk3atxd2P\nPIHbp14FAGj47F31WuKp16k4ufRbY3tNRYe2+f4jbnofAFC39RvUb/0GV504GIB7rkXy0LIV/sqc\nAXojeJVOrBh1Flq2f4Vf7ygHdpQD+A4AcNY/vlJt1n6rHxJuuGi045vOf/EdFSeeUqBi+gAEAPNW\n70EwBuemBP09AKSTI8qXVajiEYWN+CgzBSMKs/bpQx9Upjz5uYrfv9L8DAPHjMW2+jXoOWYskKjH\nkGme7x1JFH4tX7D7JvqgYl+YnFi+o17FowrTVPzGpeZFir7fi19txxfPLgMA3HPaIer3vxzRuq9G\nnAFcfIbqww8tUcNTrs3dsRl//tN9aHzwRSzGi1jc+vs/1nyn2tDv037gcIScRBt9ZssuDjfyCWH8\nPVKS/6U1phxyLJfW6pN9H5ebvNomPe6clNCVsD6X1+hDBx2nT/pf87U2qG4M/gcFn/XUQndjfbNE\ns8//Pz0nBaJJxcWYVFysfs8PLVHD8zVtwm+uxrlX3YgFI8dh+1PzECh/fWqdzrU68qRCv8eddf5z\ndG2TxM66FhRlRq9G6XvrKlR88qBc4zW360GA7z/7wfyFw0NLdmoiUpMEslMTQ3pICRC4P/K1xk5/\nD+iW7nyLklBXDtG0Fwl15WhM0w+LtIedZ04E+66Ki4tRTPKMH1qihuc823beA6he+RYuWPUNsOob\n9XtJHlrogwr9O9OCDf5cWFu+Fx+sr8D4AfnqtcQqXbD+nyvMB9tpE/oiGOVP3K7inb+aabyWRa4v\nPTL0H7UPuWIuKr/+Bi9sngsAWPXUeeo1mvfGHzWsh5Zzhubj+4I0nDM0Hz6h3+eZr0pVfPnhRUaf\nGnLty0hOCHpNBYBq0i7L4Y/mzQUD4UvPQ3PBQP+2T7xGvZZD2tGHFJuKBp/6A8LKnTXq91ecG5h4\n8P9/7ZheANxzLZI1LV8AGCyE6CeESAFwHoA3I9gewzDB4VxjmNjDecYwsYfzjAmbsB9apJQtAK4B\nMB/AKgBzpZTfObUXmUVOL3mC/sWjPfofecyEiPoDQFa/kRH1b+99kH/Q4RH1Z8IjlFwbOy6y47S9\nj7GOMIZI+0+cGPk+GD9xYsTbYEIjlDwbdpSzFNgrR4+P7DvuDMd5pNsoHh/Z9xCN8xUTGqHeO6Z0\nHxLR+w1vlW6GS6THSGrh0Ij6A0BxhNeDiM8VEb7/mAjvSygRrWmRUr4P4GAvbf3rWByPyzZp7xP0\nUeMiv4nI6n9YRP3bex/kD3GW7TGxxWuujR0/UcnCwqG9j7GOMIb27g8AE6JwQ8iEjtc8GxbhjRAA\nHDNhP39o6QC5PmlC+96QMuERyr1jYB1LuIwY077HSJeiKDy07OfXtLER/oGGEnadFs9vIISsr/Mv\nkqNrWACg71Xnq/j2Mq1XzHfR3i7YUKnit4cdreJH65wfiOgnTNmu36fJeoIfdOXLKl739AWO26Mk\n7V6v4vTTH1KxvcbmyNsWqHjNf15TcWnJX3R/F3Gw0xoUN9wW6NN9cl/JJhVPL+5ntHNaUN3WAkkA\nSEtPZ7eVOCGEkHWteUZkqgCAmzP1+iOaJ27rn+jx0TRX60vrfnaL0S6d6GDpshGnNR+Aqd91W9vu\ntHD9nbXlKj5ugKnb30oWNz77+WYV39u6wC/YeOgCxBYigt9V12K0G5Cjj3OyVMVYv1Nr7Xz6+VIS\n9Q6q2Gtuu3u63v90PClk4/Y6ocBQMzM4z+IJvabZXJ8ePNfcoOfYGzNC71/5uM7J/PO1IU1LXp9g\nzUOCGtxUkmsaPdgarfNNGMvHIoZq+N0MbSKBr2fxheaZfZc6NYw8o9sIp3/TS/erOPncWxzbOS1o\nd4Pm2ZoFjxmvFaTpuYWrX9OL3f96lvMakkjHAx8xJ0gw5zbWlGszqyF5en12s8ujRKjr3txyrR1O\nLwzDMAzDMAzDMN7hhxaGYRiGYRiGYTo0cZGH/bDDL+k65Z6FxmuL7j5exXfnD1fxQ7XBLVoBZ6lX\n2tlPOo6BSrUMi7dEc167zqclGh8frGsdvfbQHKPdE2fqqUU6LV1J5Fi9V71h9Nk2XBd8TSI6j4I0\n/Z72XFhb/uNqezvXqHhT+kAVF2boaT17es5pqvPQ69812n1/l16H4yNWftSnvMySuvxs9hIAwBd3\nnMTT6XGCysPc7HSpfMUtz6hkxc2+mLajx5ibBMz4saWRNHS2I99Vr4+xDCL/cJNUdmT2WDnjxY7W\nJrCL01m2EleobKXO0kTQ45Hm2szKVSq25UtO53knmSBg5tQPRK6RT64n9jG19IQTVHzkh7oWGrU0\nf31NBe2CM4do+WUL+RtnZYM+fv+70exD65hRFv9YreKJffYtHxCA1rmg1xxaJwMAmhP1NSht29cq\nbuylr1lUygKYcpaEml36fTK7OY7nuz0NAIDRffI4z+KIEEJWVNcCcL//cbqmJe+tNNrtErquScHK\nt1S8e8RpRrurX9H3lXN/qY8leq2rtjSRVH4vPpun4oajzjbapQjdb8lWLTE9prcem339pveY2Q7a\nS3vvzP5cO0hfe1QPFUth9qf9RIO2It4t9RKEXKsOU5cdWqJGbY6/LDUls0cUpaMt7Bo5b6/x5+T1\nEwaxPIxhGIZhGIZhmP0TfmhhGIZhGIZhGKZDExd52IArXgGwb6V7WsXTyUFl8lcfG31OOUhXNU39\nTLt9yWPOMdo5uYmc/NcvVPzelUc5jptOuQ/MNWUrTjOV1AHCdg/bXqunwXoQ86/KZj02u2o3lbL9\nd4Oegj99SD6cuOQlPbX53LnDHdtFk+dX7DB+vmhkIQB2W4knbk4rVL5Hp3ppnj1Q/a3Rh07Hi0Y9\n7ducbE751jcHzzM3tzuvZxx64NBcoFKZFBfZADXycnI2A8zpeDrtv67clKPQ6W4ndzR723sdnFvc\nZEVOjn02AVlRblYG51kcEULI6lp/TripE+k1aEbOMBW7uRWF4z5GcXME9AKVqgHAz579UsXPnD9K\nxT2I9Ng+5r0ciPFyHDvl70uNn9/99ZFhb4uvZ/GFXtNaXCTPTveOj1j5Q8/z9X+foeLMK8zq9l5Y\ntdu8Ngwr0FJFN+dMCs01mmf2MUql0d3SQs9pL1XvQ4F+dvq5balXr8y2K6pQh1tAy+zcci2iOi1C\niI0AKgH4ADRJKce492AYJhw41xgm9nCeMUzs4TxjwiWihxb4D7jJUsryNlsyDBMJnGsME3s4zxgm\n9nCeMWERkTxMCLEBwJFSyj0ubRwLcTnx+vdlKl50+HjjNTrlV/+PO1WcfvGdcOKvy7ar+IMVpSp+\n9eLDjXZ0an3Asdep2JZ6URlY2cf6NVqYrotsMPpI4rZFaXSQsACme0zJJu2EcdJAs6Ce1+lIJ15Y\nuVPFFx6SbbxGHVpW7tSSn4PJtKBTwSKeTo8ebeVaOHlGp6enZZmFqsKRplB2ksKMtHAi4OwsZh8o\nTg5mbnIs+hqdrqZT1bbUgP64u96c4qYUpbf9Nx572xSnzwCY+4S+Rrdnnx8CfbK4uGTUCPWatrPO\nuUioE1QCBkSea0u2aNefEYVawmhLQRZuqlLxsf3M87wTtHhyc4F2przuzdUq/vPpoVf8tvNk9Z7g\nkpNwtkfPKQn1poOULy0n5G0H4OtZ9Ag1zz5YbzrU0Xsg+h23kO93qpVnf6zRedbQEoZkihRcbBbm\ntSDJQa7mtZajG5HKw6hUe0eteV9q30t6wcntkJ4rAGBbui5U7lQ8OZx7x0gFbhLAh0KIL4QQv45w\nWwzDOMO5xjCxh/OMYWIP5xkTFpHKw8ZLKbcLIbrBfwB+J6X8KBoDYxjGgHONYWIP5xnDxB7OMyYs\nInpokVJub/1/lxDiNQBjAOxz4M2cqd0ZiouLUVxcHMnbMh2UkpISlJSUtPcwOiVeco3z7MAgkGe+\ntpsyIRLqNa22SeLo8RNxzISJcR0nE3v4ehY7Qs2zteV7MfyocRgxZlxcx8nEh1ByLew1LUKIdAAJ\nUsoaIUQGgPkA7pJSzrfayXOe/QwAMP/Fd4xt/PPR36r4uAFai0itSm25IdUp/ukfF6l4zbHXG+0O\nJbpYKoxbftrJKh510/nmxif9SoUv9db2zOduWWa2c6jifdO7ujL9JWP6Gl3K6ptUTKsBUz3yOFIV\n1cZ13QqpaLyzXrd001ePuXOhij+/89ig7wMAgmy7Ueovg+rrN1U10S5Kx3lQYQ5rgKOAl1xzW9NC\nv1OfR71tpNar9JiEiK6fKV17lm/Zuna0g41aG1Nb43BsYp1grX10COWa9sMOv46+KDPZ3AaJm33B\ntd82NNdmL3tSxS1DJ6uY2icDpr34t784Q8WHvviGiu1jjGrtnayaV+yqN36e+5WurD1pcIGKT8nT\n1e3fLjOr2588KHSd/CfjJqv46CWLVJyyUZcoaOprrkEVzfo6TK3Y6a6+c+EGo8+AAt1u0t/0PUOf\n2S8G7Q8ASbvWAgCS+43kPIsCoeTZ9Hf9VvzjB5hlHn5C1mQ5Wfrb66ZuztR59sdn9b3elQmnG+2c\nSkXQPH183cvGa5XdtKV5ORlPVYO55m1QXqqK6RrHMrJupXuaeYjRKvbzydqeuUu3OI75iaXbVHzV\nkT1VHDiWA2xK66/iArJe5shpH6h45YNTjD5OFsobKs37wHyyvSU/6vV0U8j5odbhvBYry+NCAK8J\nIWTrdv5lH3QMw0QFzjWGiT2cZwwTezjPmLAJ+6FFSrkBwKg2GzIMExGcawwTezjPGCb2cJ4xkRCR\n5bGnNyCylcSq7cZr1xZpWRKdbmveqOUotd+vMvokp2vZ1+8vfl7FtoSF2uDJZD0lV96i5Vx5iY1G\nH7QQS7sULdVKaqwxmu18+A8qrvztQyr+9NCxKh7/3edGnwE5powggO9dbZm8fpxpojFkw4cqrl72\nmYozL5putPuxXk/DVV52lt42mR8dMe9t833n/03FCSdeEXRsgGmX1/Ppm1Tc/VZiA91i7kfRuh+7\n5BbwdHqcMORh0pxybfy/+1WcfJ4+dhJIpXuZYla6pxhSsVozH52kX5HacLuR8OVbKvYdcZr1xvqz\nC6fP51GuJprNqsfUttx+LVgbAEgs/1HFLXl99O8rtxrtWnJ66R+ItSYSyN+VrDwLSFNZHhZf3KSY\nTrJKN7ll4upFKr529G8d2zlB5RpJRHOSVbbOaNfw2bv6PU+9DsF4e61ZNmPBSL2G4OHXp+r3OUZL\n0ux88mV2U7FXu1bjfEGO/61kN3upsG2TULPLfJ8kfS+QuPlrFTcPcV6TFLiMZrK1eFzxeu/42P/u\nU3H1V0tVLC+52+iTOk9fB2++9AUVP2LlmdMXPHeVPpYuzN1mvNbUdYCK65K1XNLJ0hcAtlRrOdWD\nhSNV/MQPc412dT0PU3Hif57R4zz+MsdtO1Fvaea6kPFR6Xhds7MldEKtdqn2ZXRVccrWr412vi5k\nyUfX/ir2kkCxtDxmGIZhGIZhGIaJKfzQwjAMwzAMwzBMhyYu8rDkUZcA2LeyPIVWmXdrt2p38Mq5\ndpXheafp7f34f9cE3ZZc8Izxc+2kS1RM3VmG/MZ0iljz1DkqXrBBy9CuekCvJVv3gGnNZ8g/IqTB\nmuKjzjTU/WVktzQV2y4qdx47AMGg3wNgfhfnzFmu4hd/pSWpthPNtPd/AAD8+azDeDo9TgghZE2t\nfyq90WceHw3EwSonVR/XXp3EqOTq+oxhxku/275CxVQCaVS9FaaDSr3UMhE6Pe3kJAKYeZ9DHGJ6\nZwWXXQLm9Dtt53bGo/tkU5UpxxqYk4Jg0O1VNTp/BrqPqWwGMKUz6yv1+zq9J6BlQd1zMjnP4oib\nPIzipfKzG14d/KibHqVrl9CrZ89bbRYoP3uoln9QyXUkleVjgZNk5ZKXvjHaOTlDeYFlmPFFCCHX\n7vS7Tv1zuSnHmjZBu7PS49/tmKfHwrPkOJhq3Tt6kWVGw/2R5tpZJM9ct0Wkk5XN+tqSkxLd+Qd6\nGbM3TSvfNxcMVPHOOvM8RN1rneTiTveyLA9jGIZhGIZhGGa/hR9aGIZhGIZhGIbp0PBDC8MwDMMw\nDMMwHZo217QIIZ4BcCqAHVLKka2/ywPwfwD6AdgI4FwpZaVDf5lzwu0AgMcfMC19qV6WrqXY9r/Z\nKs607NboaBOJxrbXxS8Y7c5+S6/FoBpFIu9Havkmo09Lfr9gH2EfG8hTB+epeHut1hgefMLvVFyz\nYKbRx5eeh3jgpkX0AtXTA6amvsVhDQTdBwCwrdq/jQkD2fI4FCLJNSGErHPQ2dOlIrQK715ia2jn\nmRN21dvHemirRppnm8l6kr7WuhOqY01MCG65CJjHL13TclC+XstmD5sebLQafRpZeLXXLpVMoGts\n1lWYuTA4N/j6Ero5e9P1ZB9T3XGZtQ4hn2ixKxuD97EJ5OqwHrmcZyEQjWualzUtTudLG1rt3ikP\n7TWbTrr7SM//X5aan2t0kbYKpx9BNOgyADI1Ex0VtzWaocJrWkIjXnl23j+11e7cXx7m0tIbTmvJ\naG65XXe8Qu+bijK0nXeHP8AcLPmnPGmW+Xj/t2NC3nRgH+dkRram5TkAJ1m/uwXAAinlwQAWAvjD\nPr0YhgkVzjWGiT2cZwwTezjPmKjT5kOLlPIjAOXWr88AEKjs+DyAM6M8LoY54OBcY5jYw3nGMLGH\n84yJBZ4sj4UQ/QC8Rab4yqSU+eR142err+MUn5eq2X9dZlZCvXJ0D92HVKW2K1FT6HTfA9XfqjjV\nsmKlU12jb9XV6Jfde4LRjE45r3z/URX3yyYyGKt6tUzU0pKvSZX5UYVp8MJVr+tpyifONKUC1D61\ngFin0n1qT5N/c3SVis/NvVTFS3/bx2hXmz9IxVRW8/KqnSq+/PAio88LK/2vXTG2P0+nh0i4ueZ1\nKj2W0DyjVYbb6wDwKrNyotk6NdrW3sGwZV95XYLnow2VElEJH/29/f4B+VvX7AzOsxCJ1TUtXjhJ\nWBLLf1RxS555Lmcig+VhodNZ8yyeeLlPjtf728RqPPGwPI5tsReGYQJwrjFM7OE8Y5jYw3nGhERS\n202CskMIUSil3CGEKAKw063xzJl6UXpxcTGKi4vDfFumI1NSUoKSkhJ8vbO2vYfSmfCca5xnBwaB\nPLNqcTKRwdc0xiCQZ0xU4Txj9iGUXPMqD+sP/xTfiNafHwBQJqV8QAgxDUCelPIWh75y5bYKAPu6\n7yRv1xVKywoOVfG5z36p4rRU87nq9nnTVdz/lXdUnJtqThpRaUcLsSWalqXf5xFrui+pcquKM06e\npWI3xxEquyr7WLez57Woe4zYq6VZSTvXqtiX1c3ok1Cv5aCNPbVL01tryox2Z/bSn49WA04kn6c6\no6fRJ51oTUSjnoLNP+Ueo92e+fpn8eXbetsD9Hjq8gcafRpauFJ3uISba0IIWVPr/x4TXPY4lRt9\ns1PLFHtmmbnZPU1vRAqdW7bz1q467STSh7iETXWZVqcVjBdtrFDxT/rnGu2otGrSnxaruOT3E1Vc\n0+RcgZ5CncRqrKr1qSQXKsjYkqwdmUKSOJvIzRrJ+cV+f+qI1kx+qLe0Z+mkn5OR2+56U3oW+ByH\n9sjhPAuRSK9pTrKVysd1l53n363ig/J0fi3ZUmP0yf39BSruM+c1FTeSXHOr9E0lLNN362sqrUgN\nAEOveUPFJ08ZquJHTj1YxbZT5uhnb1Jxr9sfUXFzaraK91jHZXqyPhTp6YJKNO27jm4nzlDx7vn6\nRnXBBm0sNb5vttEnjeRj0vpPVfwO9Geb/d91Rp+3LztCxdQBLbFa3zvf8Y2ZgD8f4Zekj+6Tx3kW\nIpHm2d4q/71O+RO3G69lFGlFWcI5urvh0uczXU2vzxyh4qO/0DfI5w0z77ucHPhonj1Ya17Tuqxb\nouIZm/UShruPNq9pCXU6v9JPf0jF9B7TrhJPr1bpskHFdMkBlYUCzk64m6pM90+6pIHmUEvfUSpe\nV2vmw4AvtFOvOP4yFa/YVW+0G1mQquLrM4apeNYT/0/FaRffafQJLJ04ZkDX8OVhQoh/A1gCYIgQ\nYrMQ4hJ3g7wmAAAgAElEQVQA9wM4QQjxPYDjWn9mGCYCONcYJvZwnjFM7OE8Y2JBm/IwKeX5Di8d\nH+WxMMwBDecaw8QezjOGiT2cZ0ws8CQPi+gNiGxlnwJb1GGLSFCoi9c+/I9MTY0/R8W+Rf8ymiWN\n1nnRkttLxZJse6pVsOu80doFa+D8BSouTDGn1OqEnvbK3rFSxU1FWnpGJVcAsKVZF+nqX6UdzATZ\n/7tef9Hoc9+0N1X8p23/UfH22WbhyqLrtQyh6T96/2z9iZau9Zz/iNFHnHWzipNatAtbYtlmo926\nLgNU/OG6PSq+8DC9r+zvNXXPegBAct/hPJ0eJ7w6rUTsRGJNubvmaituhfE8F8NzKGhln70i/kxu\nn0eSwYrgg6WSE8Cl8J40JWpUgie8jqcVdjWKLzTX3ltXYbx2an61inemmZLcACnWCTOL6AHriTSk\njkgfs1JMqVdapZaDbE/V7zOrYLiKbVkmVZ3sqieF7dL1Mbal2rzWDdizXMW1fY9ScWpTZMUlv9hu\nrnukhW4nZ2v5dFmaltrYDoBlD92g4upfP6Biw8XTI9VkX9/14VrjtbnPvQcA2PPOHzjP4ggtmPxD\nuenGOoTILSsa9He3tVq3O7ir6SibVqqlk8KnJY0NvZwLUtIvmyp6b8pwvqZ5ddtKqN6h+6RkkDgd\nBvRa4XA9SNq93vi5uWt/FdeQy0mztQ4y36fPV01dclQcuIcDAFGzx+hT0+dI3c6tai4hecdqFa9N\n0460TVZF6YDEPDfL2REzWu5hDMMwDMMwDMMwMYEfWhiGYRiGYRiG6dDwQwvDMAzDMAzDMB2auKxp\n2VPl16+mWyWdB12u16GsfEqv2aLt9lgVpqn1I9WPVyeYOkAn61NqA/zxT39pvDZ3WamKw6l+Si3f\nRnWpMl7zZRWqePGPWkc4slBrGW3NLtXZ0j1nfzZq50o1gnR7aytMTSi1n16+Q4/7sMI0o92IG95T\ncek3H+v4A72uxqlSOGvt44fbmhaqxaXfFc18y2XR8TuttxrSI5HqW2ne2natdI2LbTtOoUOg1e3T\nkpztgWmfDZVan98/R+vc7fom1NmY2sxuqGgw2g0rMDXSAej+9bmcTqn8t67Z2ap5M7Gl7E1spG35\ncCDvu2Y763+Z6BPtSt30kEnepddTNHcbHNF27bVkDxGbVo9SdE9rzqY8+bnx8/u/HeNt43GgtM5c\ng1dI1u+EmjB8PYsvNM+215rfY4+M0EsM0vukjGZ9Dya7ZAdrvg9Ja7WtcfPgccZr17tY/HuBXt/s\n+0DKp9v0WrCje2Y4tqNEvI7Vgloyu61pOWbmIhUvmTFZxS9+s0vF5w837aYDuOUaz7QwDMMwDMMw\nDNOh4YcWhmEYhmEYhmE6NHGRhzXs2ADAlEjZfDhI2yn2X6plSEf8dKrR7unNn6j47B+Xqdhtunv0\nrR+qeO1/X9fxgj8b7WgFYTrdN7NyldGu56RrVfzMM3ep+JxDClSctGej0aclQ1dwpdWE6bjdqnt3\nm3KHile/blaHpVN0mXTWlNqoWhbMzclaTken+zL37jba7U3X03cpCG7F2uwgLeLp9PjhJlkxpoeJ\nzTitqLvP9hx+b58tWhykZ/NWa5vE04Z0NfpQSddUj9PqTlPctqyNSr3KiUQtn0jU3M54lcQ+s96S\ncHVPD261THPY3m/UQrYXkXrZMjIvch2nfZ+VwXkWT4QQckuZX17iVql+6QknqPjID/U1aOEmUzpc\nTCq9i3f0NSnx1Os8jYdWul81+wzHdjdmBM+1178vU/GZB+cbfZJLtT3/uoyDVEyvTa+vNq8ZBen6\nOD9tiN4ePUDtfTCKyKSriVSmG8m573abFbfHpGiZiVMFcDtnaN4lNenzJbWZdboO8/UsvgghZMMu\nv7W3L8O8hlCZcvrSV1XsG3u2jq0vv5RIzPLTdN6medRK3rlwg4rvOHaA8RrdQjhSMTrUHy3b8YI0\nnQM+cr/utATCht7f1VrHdh5dbuFpa87XYls6npagfxZLdfkOHD5FbyvJlFwHlliM7dc1fHmYEOIZ\nIcQOIcQK8rs7hBBbhBDLWv9NcdsGwzBtw7nGMLGH84xhYg/nGRMLvDyqPQfgpCC/f1hKObr13/tR\nHhfDHIhwrjFM7OE8Y5jYw3nGRB1P8jAhRD8Ab0kpR7b+fAeAGinlQx76yn8u80/xjSjMMl6jVU2v\nel1Po80+Q0+vuc3cUfewg373nvHawzcdr+JTB+cF79+81/iZTlXRKeIZOcOMdnTK77s92mFo7Gm6\nQm/VR48ZfRqhp/hcK387kFt8vYpXv/+g8Vo2qZacRjQ6dNdtqjKnHGnVYFtiQ6H7nzqx0CrKD3y0\n2egzbUJf/1h4Oj1kws01Kg/zWpE3HFcRWzqRkqgPZnpclzlIs9ze13Y7onlGXVPGEtcUt3FT970s\nj1PpdNwVDaZz4cCc4HI6t/3o5LRC3WIA0zHGbd8Fe990zrOQifSaFk33sEiZ+vb3Kp52rK42Tc/R\nNk4SluxxVxvtqpY8rmIqMd6nancHpfhPi42fS34/Mext8fUsdCLNs+pa/zF3yJVzjdd++Nt5Kvbi\ncAeY92qHdE31MnyDhLpyFbekm/eUTgeF2zXtqDv+o+LP7zquzW11FKgLG3X6dVveECqxcg+7Rgix\nXAjxtBAiJ4LtMAzjDucaw8QezjOGiT2cZ0zYhG527ecJAHdLKaUQYiaAhwFc5tR43lMPAwA+ykzB\nkcdMwFHjwv9rB9Nx2fD1Z9j49edoWsTnoSjiOddmzvTXzpEAiouLUVxcHLdBMvGjpKQEJSUlrjNq\nTMiEdE0L5BrAudZZCeQZE1VCyrNZ9/rzrPLrb5BaOBRdiobGZ5RMXAkl18J6aJFS7iI//h3AW27t\nz/6NXzZly8OYzsWAw8ZiwGFjlTzs3lmz2nlE+z+h5NqMGTP8fWI8JqZ9CdwkB77nWZxnERPqNS2Q\na0znxX4Y5etZ5ISaZ9Nv9efZC5vnujVj9nNCyTWvDy0CRGonhCiSUgbKx58F4Bu3zmcP7er2MgDg\niTMPCfr7fTS2ix9R8c6H/6DiNU/Ndtw23QbV6NYJU9dIa8FTW+Mqy7aO6hSf+EEnE912Ytkmo09z\ndl8Vp/q0ttK2fHOi79Enq9jWKlMtYc64a4KOh65hAQC58B8q3jD6fBUf1MVc5/PMam0zeekobVm9\ns07r7gMPKUxUiCjXAhvw+kYB7HVNTmvJvOpU81zWYjiNz7aHjLTKcIuv7TY2XZL05+uX6vwZKG77\nO8VhR9pVj+naF7qOhdqJJ1mb6uja5w5OxHnWJpIcgCJ2JdEeOfVgT+2otTHNJ5pn9rWO0pHXsaza\nra9bwwr0NXXx1KOMdk5/0PG6LoIJmYjyLHDOW/XUeY5tUgQ90Tt/eYPyQl/HQqFrWnzpwddJ27hd\n077weE2j93fhrBOh13aP7s6uUItzWtHe69ioNbJXu2lKmw8tQoh/A5gMoKsQYjOAOwD8RAgxCoAP\nwEYAV4b8zgzDGHCuMUzs4TxjmNjDecbEgjYfWqSU5wf59XMxGAvDHNBwrjFM7OE8Y5jYw3nGxAJP\nlscRvYEQcvz9fmu3BdcdY7yWtHu9iity+quYTjM5VVsHgLUVurr3xnKzWu6w7toWtZFMR42Yoq2D\n618xH/Kbeo5U8cvf6Smw4d3NtTiH7V2t4qsO0tOW91SuUnFqojlV1mWltiP3HeZQT4lUKwcAkIrl\nSTvXqHhb5iCjWXqy3ilpRN6S1KCrDu9GhtGn62f/1j9M+pUK+1/4jNFu4/OXqFg0mdKxALZsgK1Y\n448QQv6woxIAkGNJs2g+7a7Xsr4uJJnsqV2nL43KMGyoLINajZbcaOZ9ZbN+r2yixfiM2BoDwNHE\n2phOqz9Uq6fVE2zJlIMkh55G9rp5fBPqLQtHJ/thalGcY0nK6PhoheZ/rtxhtLtopJZe7iLfUbc0\nZ4lawNK5e04m51kcEULI42b7j+/vP/vBeI1asVI51snEdj/VkkQEqkADwOZKnV8Nzfr465+bZvQ5\nokifc99eq2UrowozVdw7y5QEU5wk07ZF6617tHqne4IeZ8IPn6j4hz6TjD5O1uBuJJb/qOKWvD4h\n9//fyPEqnrTiYxXb8vLqhfepePUVF6n44DmvtfkebHkcX+g1rSjTPJbpfeCSLbr0xRE99DXDzjN6\nL1lao0tAfLa1ymg3ro82EuqRof+uT4+lmg9uN/r4sgoRDGprDABfEGtjJ/mz2GuOR3bJDrrt9qJ5\n3h9VLM66WcUDzn/SaLf5xd/qH3y6XAa9j5SpmbSLupb2ys+KieUxwzAMwzAMwzBMzOGHFoZhGIZh\nGIZhOjRxkYcFqgdPefJz47UlLzyv4u/m6wryh5z4OxXvWvwXo8+tH+jp+FGX/z8V3336dKNd6YpF\nKqbT34Ybj2wGZcUePWU4spuejnerEkyrbt+WM0zFtmsEdYCoa9KDmP6ulpo9/fNhRp97Fm1U8YzJ\n/VV8X4npTDa9uB+CMX3+WhXvrGowXvvjqdrvvJpYp1D5HGBOpz/+jZ6GverIniourTP347e7/N/3\nTw8p4un0OCGEkJU1/v1eWttkvLZih/7eju2fq2I6e25Ppe8hkqduq95V8eYhprSxe4aetvfquuPk\n1GOfiZzczW7M0NPqf6wx84yq3HYRh7vu6VpmZb8PbdeNtLPUYca26djo59ll5UIRkRfUE7nPe2vL\njHbnHFKg4u21ehu0v51IAReW/KwMzrM4Qq9pNobs6mPtaHnK08tUPP9n+Uafm5eRa8OZp6mYXkPc\ncmPbdF3mot8Vv1FxbV/TOStj57cqbio6NOj4qTQRAO7tOjzoeKicq9mSc9GxiWYtBWlO1PJRW9aZ\nRNw2P23QuTAmT49HtJjntcwTtESHXpMp+1y7yXfi5OhmS+T+vOdTAEBq1x6cZ3GE5pm9TCB/vP5e\nK8l3/9O/L1Xxu78+0uhDHU9nFejj+hEXFy+nL1s01Bg/Vwgt18x2uRA6bc/NKTNx9SIVtwyd7Lht\nCpUsU2yJM90nRUJ/Jl+alsjN/nyr4/tcO6aXit2cfuukvk9IJ9q+5NJvjT6B85KbFJNnWhiGYRiG\nYRiG6dDwQwvDMAzDMAzDMB2auMrDqIMAACCBSB8+m6diOfZs/ftm063omwodpyfrqa7B2Gm0k8l6\nus6Xqh0lWhKII1eD6dIgmog7SqOOm/N6G+0SK/R0WX2ulmbRWUF7ivmW3StV/PHmShWf00vvE5li\nOnwlVuvPVJc/UI/NmjTbWKldxwbn6s9HpzCbUkyXhm3EPaMvcZlxOxqSiCRgNbRbxiG+bUa7hL3+\nz5d40DE8nR4nhBCyzkGystehmJPXzHf7Auk2aDsqh8xwKTpFHbXc6kzR96GyrZszzTyjzmI7iVSL\nusBUW7qvdOK4R4s81lrtnJy8qHTNzk2nwmA+a+fb/YLh1IRdjeKLmzyMfq30O3Y6FgHgg/X6onbC\n2pdUnDRRy5+pXGOf8RC3oYYU7TRkq1Q2V+tzfr9UHVP3R1v2Qt196DXtgWot69hUZcq2huS17R7W\naEkvG1uC50niNx+quGX4CY7bcyqgl1hpSlumfaav67fv0oWh687WhaqdXAI5z+KLEELW17Yej9I8\nYErJbWG3NJ1PrrUKyTZStun7scZeh3kaD702pCZYJ3AiNaR51tfFwY/mLXUIs+8dby/TDn7J5ANm\nhVFo0g0q+USi3qfN2T2MdgnknpwWR7dNOcfevkDFX942TsW1CXrpRbpVMTmh2u+qmVo4IHx5mBCi\ntxBioRBilRBipRDiutbf5wkh5gshvhdCfCCEcD6rMgzjCucZw8QHzjWGiT2cZ0ws8PKo1gzgBinl\nMADHALhaCDEUwC0AFkgpDwawEMAfXLbBMIw7nGcMEx841xgm9nCeMVGnzYcWKWWplHJ5a1wD4DsA\nvQGcASBg//U8gDNjNUiG6exwnjFMfOBcY5jYw3nGxIKQ1rQIIfoDWARgOIAfpZR55LUyKWV+kD4y\n76S7AAADx4w1Xttbp9divHXL5KDvaet/F/9YreKJfbLs5kFx0t1vrTHX2PTKJGtsHHTCANBMxMqZ\nqz5QcdWhJ6q4xtLD318wQsXvXni3ilc+/nMVJ1nCdqrPpHZy2/4322iXRjT5ThW47fF8t1tre8eS\nyuO2iLCSiI9zknQ85u4SFV//8xFGn/OHd/OPizXAYRFunjnp7NdWBF/z5JQX++BQZT4ahDMGKZzX\nhlA75D4L5uvfj/NWZdvtbOjlQK63hL10b1FbaVv/66TFNizaHdpwnoVPuLm2tcx/HcpONdc/0O+I\n2o7SdRLXvbmadsHjE/X5Vybp/KRVtt3WmtBjKamxJmgbt/FQ6BoSAEAvbY1fl63Xdk7L0pbJNM8A\nb7nmZuFMqXdYjwcAdSQ50j/5t35h4gU6bmmEQWLb622c4DwLn3DzbM6XmwEA5ww1X24mZ1a69rDR\nPrESCsiaxBYP51XAPE6NtaHCshQm67ON49LauNMaR2prvKv/RKPP3fnanvnWPXp9i9MaSxu6hjNR\nmONJI+N7f51eW3fyIF0awV5PJBr1fYZxjrHaGfcKNA9JDlY0mH1yU/193HItKdgvgyGEyATwCoDf\nSSlrhBD20eF4tNSv/S8AYFv9GmT1G4ms/t4WPjH7F6u//ATff/kp1ndPb7sxE5RI8mzmzJkqLi4u\nRnFxcWwGybQrJSUlKCkpabsh40okufbQ/bMAAKlJAhMnFmMi51qng/MsOkSSZ6/+9WEAwPcFaSie\nOJGvaZ2UJR+VYMlHi9HF1UnBj6eHFiFEEvwH3QtSyjdaf71DCFEopdwhhCgCLPsuQtrgnwAAeloz\nLUznYugRx2DoEceomZZ7Z81q5xHtX0SaZzNmzIjHMJl2xn4g5TwLnUhz7cZb/MWM7ZkWpvPAeRY5\nkebZWVfeAGDfmRamczFuQjHGTShWMy1uueZJHiaEmANgt5TyBvK7BwCUSSkfEEJMA5AnpbwlSF9Z\nX9067WRNzVLJ07r//FnF3VKph6jnySBHlu/QUqjDc7QdXVLZRqPdwpYBKh7XW0vP7Ic/4WD5RquL\nLt5cYfT5w6MLVXzKHF3Jl1Y/fX7FDqPPRSMLEQy7avEbq3ep+Iqh2k6O2mS6VQY+54UVKq6sbjDa\n/frYQSo+r0jvx4yf3q+3ZVUjDijKcjJ5Oj0UIs2z6lr/tK1t1fvAovUqnnXiYBW7VXI3pJJEmvJj\nY6rRLp/YTTYRrVaOS1XgDZU6B3NSdbtkK9GIC6o6mQFmnrVY569/f71dj/V4Lde8p3KVisutasFU\nXllDdkq+Nf2+jVhZ9s4ObmX5zpo9xs9TBndVcckmfU6Y0Nc0zKkm79stXe/Tf6/U54TLDi8y+jRx\nnoVNtHLNlpbQnHqLHAtnDdXHgf1FvUdkGT8t1MeYL7Obp89C86F7uj5mpzz5udHu3GO0Pf+lo4Jf\nW9ZXmnKqATn6mv1DOZFzf6ePS5pngHlNKyXnlSJyXDvJQgBTtk3PQzZU7rabXBOp5fKgy/9l9Fnz\ndy0dS2rR1/Gv9ujzyKjCNKNPQo3/+pravR/nWYhEmmd7y/3PMz5L6vibV7Xl9lNnaami25dDrcVP\nXK9LbIhjLzIbOtxzOt33AcCn22pVPLybPn4yw7Alti359xK52b1dtVSM5tmskk1Gn+nFOte3kOtW\nj0zzutXoc5ZfBrCfEGiuUYnaki2mhJVem+lSDmPJgXWfEJDJpYw+JXx5mBBiPIALAKwUQnzV+hmm\nA3gAwEtCiEsBbAJwblvbYhgmOJxnDBMfONcYJvZwnjGxoM2HFinlxwCc5sCPj+5wGObAhPOMYeID\n5xrDxB7OMyYWhOQeFtYbCCF3VfqnjeypMuqyQF0Mqsj0EZVuAMDSbXoK6ugVz6s44RRT/uRE8uZl\nemyJZj7t6qZdsNzkLU5c/oqWoDx7UoHxWn16dxVTFyFa/ZRO9wHmFDqdPm+2vjI6q+fVFcMJN5ea\nC/6tZWT/On+k4zYC05EHFebwdHqc8FqlO6wvw8U9zGnbbg4q4YwnnD50mv22nGEqfsTKMwp1Iyut\ndZbMOWHnZjg56OQwYxPYx12zMzjP4ohbrrUHXo+XN9eUqfj0IbFbI+B2TdufYfew+ELz7OmvSo3X\nLidSWa/Xhkte0s5bz52rZVZUrgS43PvF0EUzHDpDnm0m0jUA6Jvll6+55Vr773mGYRiGYRiGYRgX\n+KGFYRiGYRiGYZgOTVzkYbGaSncqmudGYvmPKi77t+l6lXO1dsTyOuXuVDTHllk1p2iZ1T+JIxB1\nCKPTfYD3KT8vBeiogxqwr0OKwirGtblOb7AXcZ7wYKfN0+lxJJw8o5lvF2l0+n7ts8Veh+JvTo5G\ngOmwRFPL7UChReaol7tdNDWLbJBOPffJ0sfuVCvP7qvWTjQppDrr+gozFw7KC36OoWOw5az1zd7O\nI3QbCaQAmC2towTyPiuD8yyexPKatsvBmccNNzceSjgSSzfHpACllvMgdQmLl4Rl1W49zmEFwccJ\nOMtWqbPUSQNzEQy+nsWXjibDTCzTDl3CZzpQNhcMjMsYqEsYdQgL994xHLzcbwLAo59uUfH1R/d2\nbhgElocxDMMwDMMwDLPfwg8tDMMwDMMwDMN0aPihhWEYhmEYhmGYDk2ba1qEEL0BzAFQCMAH4G9S\nytlCiDsA/BrAztam06WU7wfp70mX2EA067RKZ1KCKWujuvmEr95Rse/wn7b5HgCQvE3b9t445Dzj\ntVvLtSVeVhiVTO9ZtFHFdw03tfZOmkcnW2MgPD0w1fYWkTUoXbt400e3uKxtqHdYv2AT+C5zs9iK\n1SvRyLOa2uB55lT1ln7X9lnASavqdU2LobNPsnJBaM07PYy8rmmpJjnT1dL90+3R9QEFpN1e6yD/\nQ5auqPxgrc6zbTXB7RjdxmZDM5pands96Genlb7zXfI2sI+LcjM5z0IgXte0xT9Wq5hWhN6foIe2\nl3WMbrSHReuacnNd2hCHdWle4DUtoRHNPLPXLtL1gbM/36ria8f0chzPE0u3qfiqI3uG+GkspDme\nSC2QvZ7zvdIeufbF9lrj56N6ZIS9Lbdca7vwANAM4AYp5XIhRCaAL4UQH7a+9rCU8uGwR8YwTADO\nM4aJD5xrDBN7OM+YqNPmQ4uUshRAaWtcI4T4DkDgcZb/6sAwUYDzjGHiA+caw8QezjMmFoRkeSyE\n6A9gEYDhAG4EcDGASgBLAdwopawM0kfJVuzpZWrDSy14aeXeVMtC9ERiR1j3zO0qzrjsbsdxX/W6\nnh57/Ew9bZZUtd1oV5mm7YcHnHaXipvqzI/V9+iTVfztTQN0u+5DdGzNHhZMuFrFVUtMq2Uv0Om+\nZ0cda7y2+b+zVfzJlioVT+ibreL568qNPkf21K/1zdaylwRicQkAb23U39Gpg/OCju27PQ3Gz4d0\nTQXA0+nhEm6eOUlWnOy7qTRxb4t5wFLbUoqthEpwkHdtqtLSqn7ZpqyK2o42kg36rHNRF5L7xAXY\nsDyut0rQpxFd28ZKPYa+2cGlXYAp1bopQ+fZyCWLjHYXHqbPD3ubrQRX72+er3YSO9iiDL1P7aSo\nJt8RlabSj+eUSJlseRw2keaam5yWQm2+7TaRyq7oEJYSiYYtz1i4SV8bju2XDS/QbTc5WJVXNpi5\nYMucg2FbtD43+ni9vY/09cyrTfORty1Q8dJ79LYSrWv8Ga/qyuqvXny4ii+cu1LFc84bEfQ9+HoW\nPpHmmassOYFIh4n79roy877EscxDGNhytQySEPSalmolt5Pc0k0eRq8NlaRdbwe5so3bvSO9F91C\nSgS4bTtv8o0qLl/0kGO7g66Yq+If/qaXYqyv1JLNgTnB5ZpRsTxund57BcDvpJQ1AJ4AMFBKOQr+\np2me6mOYCOE8Y5j4wLnGMLGH84yJJl7WtEAIkQT/QfeClPINAJBS7iJN/g7gLaf+9947E4D/Cam4\nuBjFxcXhjpfpwCz95CMs/eQjz0XRGJNI82zmzJkq5jzrvJSUlGDx4pL2HsZ+TbRyzQdg4kTOtc5I\nSUkJSko4zyIhWnkmwde0zkwoueZJHiaEmANgt5TyBvK7olbNIoQQUwEcJaU8P0jfmFU1pdV694pU\n4zV7Wi4AlZ4d/fJtxmvdb9VTZXvINFyTVS6cSmdo5e+nl+oKoDdP7Gf0oXISKmnJI1OBbtVFs8dp\nedmlyxcar1F3CKfpdNofAL794FEVe51mdOLTbaZrxNiefllCOk+nh0SkeVZR7f8ebOFSaY2eMx+Q\no7/rL0t1XvbKNqdp6TFO82xdrTk5S1OjP5nq3VGr37NXpvm3Eepwl5+mX6u3JFf9yJgqG3SeZaYk\nBv09YLqEVRFNTg2J66yp/VSSeAvW6fPDinGTjXb3VK7S70vODymJep+kJZuH+3ay77OJbCbTcidM\nTAieJm6n57J6/7YPKszhPAuR9rym0eMfAKpOn6Lio5cs0u/jcXsFJ85Q8WvPTFOx7VjmxaEosfxH\n8xfEJakyq4+K7eM3VHImXGv8fMkyLe+i17PnV+xQ8UUjC+EEvb4Z8usoujyxPCx04pFnTvc8H6yv\nMNr9NGu3iqvzB6nYzQmVQiXPOalm/lBJZLSdwKicmt7XepWVer139CoPu+Ql7bL73LnDVZxQbyr8\nfGk53gYYhIjcw4QQ4wFcAGClEOIr+I+R6QDOF0KMgv8eaSOAK8MeIcMc4HCeMUx84FxjmNjDecbE\nAi/uYR8DCPa4uI+vNsMw4cF5xjDxgXONYWIP5xkTCyKb42UYhmEYhmEYhokxIVkeh/UGQsjt5TUA\n3K0Qk3auUXEzsQ7ep3I00ahuqfFm/0YrYxf6Khzb1aTmq5jaryYIU1pnW7MGoDrftRVmJd4BRO//\n3HJtu3jZ4UUqtu0z6RoXak9r70dqaZf79rsqvvNYbcdM1+gAptZy5S5tazww11wb9Pm2GhUXpOt9\nnBQYxCAAACAASURBVN9FT9LZ+z6g/RxaxFr7eBHLtWPhQHOuWxfrECC68nAqbnu1QaVW3AEb7rag\nFsP2Gpvbcoap2KnKcIOVxE5r62yoJW6Kxz8lBd4rNyuD8yyOeM21hNo9KvZldHVsZxzPPuLZmuDJ\nJ8cgsVJXB2/JMauDu9mQO/GFi4VygK1k3Raw7xq2UPFazZt+nh6Z+vO45Y+TtbgXeE1LfKF5Vm2t\nQwz1uwPM47RnprP9vBfc1m94vT5R6Nro7unm5BTdnmH1HKlXOrzl2oIN5mf9SX/9WekQvNq/eyEq\nlscMwzAMwzAMwzDtAT+0MAzDMAzDMAzToYmLPCwwxWdLlLoSiRKdupvx7moVU0s1wJxG23XxmSpu\nefwlo93Qrrr6KZ1JpPNNLW8+CkrNlOtUTJxhIS2bxBxiIVf+sbZXdJsOo3s5kUwtNnbRU2225TG1\nxtxcqeMpg3KNdnct3KDiilNPUfHcEy5S8fY3bjH6pGxepuKmvqP12CzLy3W33azi/n95Ub/QouVv\nQ3/3ntHn7ZknAwBG9Mzl6fQ44VY9uMlBeuR1GptaHsukLp7G0+BSFZhC5Vhult/hEI4UhFY6rrDO\nV1QG6VXC4nU/ePkunKbfWbYSX4QQcnWp/xzeLd2UQqWHcRAnb/xCxRsLdJV2rzIrKt84qpe2Oc6x\ndFLUOtXrOMXeKhUnrP1MxTWH6Krz4chU7HPUHAdrY6959r/NepyT+maHPB4vcJ7FFyGELGu18Xc7\nxkSDlrDL1EzHdvRcnEQs5r0evknrP9XbGnC08VqkSi0qN6M5BwBvl+mcPtm69/MCtTK28XRNs2zD\nT3j8cxV/eA3ZDy3mkgjDXtxB6rrP8o/W/1kexjAMwzAMwzDMfgs/tDAMwzAMwzAM06FpUx4mhEgF\nUAIgpfXfG1LK6UKIPAD/B6Af/AWCzpVSVgbp7+i0Qh2xMslUttcZ9pVnn6riEfPe9tSHuqtsSOhu\nvNY3jMrwdCrvDyU7VXzfpCKjXXOKnrb0OpW4x6i6rTu5SV2Kzrhfxed9+LyK95lap1N+ZBrPdunI\n+PBJFSeccjVCgafTvRPLPItUgkXlYT5LHuZzcP9yk2Y1e3QMoy/RKsOZKVpWavf3MoYa6xin1ehb\nyAeqazLPjbarSwA6rf5QrbOEhY6tstEcQzY5/+1ycZKhBEaXznkWErHMNaOdV1llhI5h9R4dhb4s\n1WM+oijd07a9OqDFA5pngHlNozmd6VEKGqrLE1/PQiOmeUZyZk+j/kq6ulSgH3GTLg+z5L4TVZya\naB4vTu5zNJ8TK7YZrzUXDHR831BJrNpu/NyS3SNq2/aKmyzT6X5iH+dMoa9jCzZpF8LjB+SgLSKS\nh0kpGwD8REp5OICRAI5trXR6C4AFUsqDASwE8Ic2R8IwTFA4zxgmPnCuMUzs4TxjYoGnP0lIKQOP\nu6mtfcoBnAEg8Kf85wGcGaQrwzAe4TxjmPjAucYwsYfzjIk2ntzDhBAJAL4EMAjAU1LKm4UQ5VLK\nPNKmTEqZH6RvXIre3UkctACzsGI2cfsqLfmLilPe+JPRZ+Nx16v4oHQ9/bhxrykbo4W5qIRr2tva\n9eyps4cZfWrJ9HWfydequGqJdh9bvqPe6DOqUDugzVutp+kvufR2o92GhX9WMS0aSefW7Kn1xyq+\nVHHW5N+r+PG/3mG0+9nQAhXTaXe3ooCB/d20/DmeTg+BSPOsrjXPfFZKU+kEdRSizew+TioTW9aU\nlkRkV406F/LIcZhA3F0AoCFZSyW9FlKkx1tpbfAiYYBZfOuN1btV/PNDu6nY/miN5MOnEKlYnVVc\nkr5GncDo2G7MMPPsETK1vpsU3EyzdHpUokapI9+dLX0InC+OGdCV8yxEonVNS6grN17zpavungun\nikZ9fZQp3mRbTpQ9dIOK82982HgtsWyTHlt+P0/bo9dOeq2iTmR7rTzJd5HoeMFrEUwvzmKbLeck\nKgEP1RWR5WGhE2meNW1aASCI/CrCAsVeoZfFDZXaHevg8q+Ndk39j4rofWZ/rpctXDPGLApLC6pT\nJ9tofFTqPHh8f+1SRvevfe9Ir2l0DIt/rDbajeuttxfq9+KWa54EtFJKH4DDhRDZAD4QQkzGvm5l\nsfVOZphODucZw8QHzjWGiT2cZ0y0CWnVn5SySgjxLoAjAewQQhRKKXcIIYoA7HTqN3PmTBUXFxej\nuLg43PEyHZiSkhKUlJSgZftX7T2U/ZpI80wCmDiR86yzEsgzOuPEhEekuSaa9qJ4/DGYNGFcfAbM\nxI1AnjGRE26e3f3IEwD8M5jFEyfyNa2TEkqutfnQIoQoANAkpawUQqQBOAHAXQDeBHAxgAcAXATg\nDadtzJgxw9NgmP2bwAPpH9/1u1/4dixv5xHtP0Qzz2ypF9O5CORZQB72zGN/bOcR7V9EM9dseRjT\nebD/wHrvrFntOJr9j2jk2e1TrwIQXXcupuMRSq55sTweAf9iKQH/QqoXpJQPCiHyAbwEoA+ATfDb\n1lUE6a/0v/aajcPImo3ml7RVb/K5ZvV2ypg7F6r403FrVZxw4hWOfTbf8CsV9334BRU7VZi2X7P1\neHLhP1QsErV+t2zs+Sq2bVW3VWs95NE99Oc2qoa6QHW+9nh6EZ2uUem+zyj9Nk17jT6/yz1CxY/W\nrnIcD91FidW6anF5ql4jMO/bXUafXw/0f/aUokGsAfZINPIssKalssE89siyE2NdErVKTbHWVFD7\nwqzqLSpuzO1jtKPHObXtdbJCBgC6LGZnrT6u7eriKQ5CWLptt3Un9UR3n5vqbHmcTPpQa+Vqa/3O\nkLwUFTtVV7aXpkwlemCqBbYfLOm6GmpbS22bW8zhQLQ2K8rN5DwLgWjk2t4K/3qppmRzDQpd35G/\nc6WKG3sdpmL7ukOhh7xXu2FaqXtdgT6vu60Hoazara8Nu489znht0oqPVWxcEz/6l4rXDD/H6EPz\nhG57WIFeN3LkbQuMPmv+85oew0d67cwnW3RJgSN6mNXO6bnMaX2L/VC5rklvY9l2ve03lmsL25Qk\n8xr49M/961N5TUtoRCPPalrvC2tOvMZ4bQeZZR7WoO8Dlyfph5vBealGH3qOzWnUxwWtRg8Azfl9\nVSypBfmCZ/S2fnKpPVwFvW7RaxAAvE7WWZ77/XMqfrLPBSq+brSV6y36s+706XvHbmn63tN6G8OK\nOG/yjSo+86pLjHZPnzNcxVMe1+eR967Wle7ty/BUh1wT1tpVuj5vxe4GFR9aoD+Dve3A+p20DOdr\nWpszLVLKlQBGB/l9GYDj2+rPMEzbcJ4xTHzgXGOY2MN5xsQCj949DMMwDMMwDMMw7YMny+OI3sDF\n8nhWibZgnF4c3ILxhZXmGq1fjegetJ0bR9/9XxV/dstY/UKC+cz21R69L4Z01VPZqdYcFrW+G5yr\np8LdrBrpXj53jl7r8fKFo+AFt+q9K3Zp2d3IbmkIBrWuBICqj2er+PoMbc885nNzMdTZh2jL4wl3\na2neg5dpi79JfbODvidPp8cPtzyjKicni2H7LBDpl0blU3b+UJkJlVO5vSftU08kOBlW9Wu6jTfX\nlKn49CH7OGoGhe6HHXXmQvei9LZ9S3YRW2MAKCBT+HRa/a6KVUY7KnWhC+yLMvR72lPpAUlAVgbn\nWTyJl42/Vz5Yr5U1Jw3MbceRdAyoVOy50eYf9Cs/mm039wxfz+JLR8uzaBNLq+Z4QXPt+0fmGK+9\nd2X4NtBuucYzLQzDMAzDMAzDdGj4oYVhGIZhGIZhmA5NXORhx81eDAB449IjjNfolNih17+r4m8f\nPUX3bzZdr3ykci2dO7LlT8vfe0TFQxo3qzjnF9oBovLfppNCU/chemw12hGrKaOb0S6pQbuO9Lvi\nZRWXrdXOXZWkerA91hMf/0zFH16upVkyKQWUlgT9c1KLc/Veo+J5ja6sWpGpK6tS1wrAlNn9+xv9\nWT8fY/qgU2cxz9VYfX55S1pmNk+nxwnqHmY7U+0hkqVE8mcKWs0+3arQTjeRVKmPqdKUIqMdzWFa\nCbuCOJjlmoc1qonqKj3J2dUrh2jZnl+hnevSk/X7nDW0AE5UNujP7Val20l6aY8nMzn433gqif7O\nnuZPc/h8d+QOM9pRFxZaxZtW8LbP1I2t+oLcrAzOszgihJCrS/2OQ3auDcjR39eaci0jvv6VFSp+\n/5cHGX1u/0TLGO8eo92tLnpXH/PzHn3S6EOr05/6zJcqfvsyfY0tteSNhUTeOOlPi1W8eKqWcWQV\n3wgnat+bruKWTH1NHHTly0a7dU9fgGDQ/XFI4h7jtZasQv2DR0dNmif9E7VzUdaJt6v4kmWmS9mj\n1aSSeaI+MSUQZ0wfHQuB5WHxRQghm9cvBQA0FR1qvEbdsr7eoSVkRZn6O+23dzPtgh+StfPlwTXf\nqnhL3nCj3YXP63x6/7djVOxFhg+Yrpwt1gmCXkP6/kLndMWmb1Rc/rF575gIfd1YslV/1nG9TTc9\nyhfba1V8VI8MFdtOaU1dcvT7+HR+NkCfxz7fZrqCFXfXKTDlH/q6dfDUC4129JqGFr1t6ugnUzJo\nF8hU/2dieRjDMAzDMAzDMPst/NDCMAzDMAzDMEyHhh9aGIZhGIZhGIbp0LS5pkUIkQqgBEBK6783\npJTThRB3APg1gIAn8XQp5ftB+sutZdUA9tWVU8u3lCqtm2/J6RW0DWDq+5bv1FU2RxU6awwN+1Wh\nde6basyN//ROrX9d9uDJemzWo92zy7X+9dLDtLaXVgT1dTFtgKuI7n3+Oq1hPodYClONLmDq2d9e\nq3WApw7OM9ot3KTX2Az805W6/ykTVFx3wm+NPtQqtpHunwRzn1A7ZKpRpGuIaj682+gTqN7MGmDv\nRCPPIrGHdKuo6xWaqzR2WAoCwH1tlJttcgA3q2YnC3K3tSq0An2SVd4+UeifnT7TXpdy5ylke/bH\nodaRj5A8e3W11v6fPdSslBx4p3TOs5Bo71yzoeu1Lh6ir2OyS3Area/YR6LPg8Wq2Ftl/BzQmAPA\n9A/Xq3jWiYNVvM81mmy7jpxY6Lq5s/7xldHn1YsPVzHNwSy3kwdhQ6XOdbquiGrpAeD6rMNU7HQ9\nq7LWowbg61loxDLP6PXK6Vq1s860n08lDbtW6/UuzV37t/VR/Ehy3bDWXR0zc5GKP7m12LGdI+Q4\nPfJOs+zE0nu0bffiH6tVPLFPloof/XSL0ef6o3ur+KAr5qr4h7+d5zwGX3PQX7cI0+qf3oO7fT56\nTXPMtY8eMzsl+N/LLdfaLDwgpWwQQvxESlknhEgE8LEQYnzryw9LKR9uaxsMw7jDecYw8YFzjWFi\nD+cZEws8PQZKKQOPu6mtfQJ/9ue/OjBMlOA8Y5j4wLnGMLGH84yJNp4sj4UQCQC+BDAIwFNSyptb\np/guBlAJYCmAG6WUlUH6qim+M55dZrz2xqWjdbvm4Ja+y3fUG30OJVZzFffpaaar+/zaaDf3V7rS\nPJWD5H79por/nnS00eeWaX9R8e7371Rxqem6bFTGFo16+vLxFboy8bWDzKnJlpweKk6s3K7i897T\nsq85vxhp9Gkk8/lpLiVTvVrxUajF4xEParu9z+86zmhH35VO991Zrq2Qc1PNZ9+AJKBrNluxhkKk\neRawPK63tF5E1WQcRy5KJlM+QqaN11eb0qquaToXsm0dZeD9rWlnKsuksq2yvWbOUDkprTTfTPKC\nVowHzOOVSlN85DyXIMxDcm+z/kz0PeutHeSUg1SGkGXlAu2ztUbvhxbrvNuHSEGnkjx7qFZPq9tv\nHzivdcvJ5DwLkWhd09xIILb5vsxuju02XvMLFQ++7ioVNw+Z2OZ7AKYsmcq59mlHrlUyJT1om+8v\n/Jnx88FzXlPx3n/NVHGXC2bo7VplCWxL/mhhn64SyPu+slZbvNoySiec5CtOsDwsdKKVZ1TqC5jX\nDa+8t07fn00ZlOs8Zoff0+Pl8Q2vGa81Fg5VccIXr6tYHnWm84DIdbHOp687GT7znlcmkmtcolU/\nIEYs2KC/juMH5BivOd5vWlJMOla672ZVabtpu9SCl3IZbcrDAEBK6QNwuBAiG8B8IcQkAE8AuFtK\nKYUQMwE8DOCyYP1nzvSf7NZ+tR35Bx2O/CGjgzVj9nNKSkpQUlICa8kA45Fo5VmzDxg/cSImTCwO\n1ozZzwnkWaNdJITxTLRyDQCKi4tRXMy51tkI5BkTPtHKs4oGH8aMm4Cx4709yDP7FyrXZNs3j54e\nWgJIKauEEO8AOFJK+T/y0t8BvOXUb8YM/19lvrBmWpjOReDiHfgL9x/vn9XOI9o/iTTP7JkWpnMR\nyLPATMuf7r+vnUe0/xJprjGdF/th9N5ZfD0Ll0jzzJ5pYToXKtdaZ1ruve9+x7Ze3MMKADRJKSuF\nEGkAPgBwF4BVUsrS1jZTARwlpTw/SH81xUenlQAgJ1U/M/Ul0310TsirRMPN/ejpr0pV/Js+eoq8\nLn+g0YeaBbm5J1E5SGGSdjCjU+4/lJtTZRc89pGKV8+fp2Inp5JQ2EJcx3qnU4sYPT1nS4GoZG55\nqZYXTOprOtZQp4fN/52t4jvzgruKUXg63TvRzDMb+t07qQwbrT9wOCi9XGl2eB/7Lb2Mx94ezUe3\nMxbd9j+W67y//PAil17B37PRSpp9prKDsMeSuKWQD5iepHeq/bnnEZewMw/W8pYbM5wlLIGxZmVw\nnoVCNHOtrjn0Y8TGaz44kbRbu3qV5/RXsVfnLZr7bnlP5ZtURmlLuKmT5wfrtSTnpIFaknPh3JVG\nnznnjfA0Vifo9ui2qAwaADJP0k6X9NrrJhULfD+ZnGchEc08o+6pwL4OqsGw7x27kOQK50us+8ed\nKt511q3Gax9v1sf5BUO1q5ctlaRjSm/WkkYq63Q7p1SSZM3xeJFeX6nvRQfmRC4vc7ouu+VaaYle\nejE9+1AVh3Pv6GWmpQeA54UQAv6FVC9IKf8jhJgjhBgFwAdgI4ArXbbBMIw7nGcMEx841xgm9nCe\nMVHHi+XxSgD7LEKRUl4YkxExzAEI5xnDxAfONYaJPZxnTCzw5B4W0RsIIZ/6dAMA4JcjCo3X6FQ4\nlVW8vWa3ii8aafYxCsZlBJdCAcD2Wu3M0IM4DNGpcHsqnv5Mp8Ae+niz0W7ahL4IRmmdfs/e9Wax\nnznbM1R8/nBnJxknvtujZWiVDaYb09E99baHXvOGilf/5QzH7RkFMkcVOrZLqNWylUDRSBs6tQ4A\nz446FgDQtPw5nk6PE9Q9zN7hNMPD+jKoK4hH9xLq9tUtLdGxXcRjcyGcbVNFQYOLPMyrpKeigTgX\nEmcxt6KYTth5dleF38GvKJfdw+JJtItLRso9izaquLJO5+qDpwwx2lFJcKZH6VioDlvtxeWvaDfL\np38+zKVl29h59v0jcwAAi6ZO4jyLI0IIOfiqVwEAV5xrygevHaMLkFNXRlo023Y1dTr+7fO8l0LG\n6ypM+f/g3MhkV8ml2lGrqehQ4zWnawgtRk4LkYeL1+ulUzvqYggAMplI4xKCz4/YuTZokb/A+82T\nD3LMtTCU6wzDMAzDMAzDMPGDH1oYhmEYhmEYhunQxO2h5fsvP42of6R+6ZH23/D1ZxH1B4DVX34S\nUf+ln3zUdiMX2nsfMrGnvb/jaBwj7T2G9u4frW0wsaMjfMf7e/+OMAbOs45P3dZv2m7kQnsfI9E4\nxpZ8tH9/hmjmWUh1WsJlfN88fP3SciQK5zUWP5u9RMUlv9+3gFBJSQmKi4tNK9UWrWW8+cNNRvtz\nR2nN44L1ZXjzlfewKW8ozhxaoH6fV7nR6NNcoC2QqZXbtAl9MXPRHEybcM4+46L6vm93aZ1z3ySz\nwOv5w/tj5usrcP5FpxvranbWErtiS5dItZaHdE3FvOWf4FenHgeJVKMdXefz9syT9xkj4Lcubtn+\nFRJ7HA4AqH1f1xkwTFqt6uV0Hct/FpXgyHH+74bq+wNrWAJcunwhAOCvQUfCxJKSkhJMsgrd0RqE\n1NabWvomtr6wqKQE4yYWm5bfZB1LtVU5dBdZx1WUkayOkRpykNtrWqilI7UEDoT/KynBxOJiQy9L\n3zeJfIhgFuiBcwUdarMv+HsCQK2ldV682N+/rN7MhcR0fbqkumd6Dvh6Rz1eem8hsg8+CgAwIE/n\nKl0n12IVhqRjqm3yYcGi/2H0MRPQhdgkB9awBLgjNzLtPhM+gWPMDboO8ZCuqfu8HthG0q616ncN\nBYNV3Jb9caD/z0f0UL874TdPqdhe02KvY/HyGf68R/+x0S77FuifULPL+L0v0/uaTS9j8NI/3HUs\ngf50WUNgDUuAg6f6140vCneQTNisfHAKZs5caqxhsXl7jT7+rhzdY5/XA9+x0zouew2LbQEe6P81\nsfY+pMC0MqbYFeOdjnHDQpysY7Gtg3OzCrHsk49wynGTkbh6kfp936GTHcdg4yXP3E43tL+gBSAF\nWadJbJv36f+/RSieMM7/A1nfEljDEmDd5ONdxwiwPIxhGIZhGIZhmA4OP7QwDMMwDMMwDNOhiYvl\ncUzfgOnQsEVkfOA8O7DhPIsfnGsHLpxn8YPz7MDGKddi/tDCMAzDMAzDMAwTCSwPYxiGYRiGYRim\nQ8MPLQzDMAzDMAzDdGhi/tAihJgihFgthFgjhJgWRv+NQoivhRBfCSE+99jnGSHEDiHECvK7PCHE\nfCHE90KID4QQOSH2v0MIsUUIsaz13xSX/r2FEAuFEKuEECuFENeFMoYg/a8NZQxCiFQhxGet+2yV\nEGJWGPvAaRue9wMTPyLNs9ZthJRr+3ueOWwjrrnGebb/wde0/e+axnm2/8HXtPjnWWvbjp1rUsqY\n/YP/oWgtgH4AkgEsBzA0xG2sB5AXYp8JAEYBWEF+9wCAm1vjaQDuD7H/HQBu8Pj+RQBGtcaZAL4H\nMNTrGFz6hzKG9Nb/EwF8CmB8KPvAZRuex8D/4vMvGnnWup2Qcm1/z7M2thG3XOM823/+RSPXQs2z\n1j77da5xnvG/UP5FI89at3NAXdOikWetfTtsrsV6pmUMgB+klJuklE0A5gJwrjAZHIEQZ4SklB8B\nKLd+fQaA51vj5wGcGWL/wFi8vH+plHJ5a1wD4DsAvb2OwaF/oLqS1zEEKl2mwr//yr2+fxvb8DwG\nJm5EI8+AEHNtf88zl238//bOO86K6vz/n2cr21mWsgjSxYaICBaQBUsUjVGjMTGaGBNbvjH2/CxE\nxYJYEhVrYuwYE2PviqLiUkRRmiIISJOysMCyje17fn/cu+c8Z7gzO7du4Xm/Xrx47s45M+feO585\nM/d8znMSqjXRWYdC+rQO2qeJzjoU0qe1kc6Cddut1uL90NIHwI/s9UaYD9AvCsBHRLSAiC6Ooi09\nlVJbgcAXC6BnBPv4MxEtJqInvYYIOUQ0AIEn7/kAeoXbBlb/i3DaQERJRLQIQAmAWUqp78I9vss+\nfLdBSBix0BkQG611SJ059pFQrYnOOhTSp3XQPk101qGQPq2NdBas22611hEm4o9VSo0EcAqAy4jo\nmBjtN9xcz48BGKSUGoHAF3F/axWIKBvAKwCuDD71Oo/p2YYQ9X23QSnVrJQ6DIGn9HFENCHc4zv2\nUURE48Npg9DhiIfW2r3OXPaRMK2JzvY6pE8TnQmJYa/s06LRGdC+tRbvh5ZNAPqx132Df/ONUmpL\n8P9SAK8jMGwYCVuJqBcAEFEhgG1htqNUKdXyJT0BYLRXeSJKQeCkeV4p9Wa4bQhVP9w2BOtUAHgP\nwKhwjh9iH+8CGBVJG4S4E7XOgJhprUPpzG0fbaE10VmHQPq0Dt6nic46BNKntbHOgvXandbi/dCy\nAMAQIupPRGkAzgHwlt/KRJQZfGIEEWUBOBHAt36rw/bPvQXggmD8OwBvOit41Q9+SS2c6aMdTwP4\nTin1YGttIKIbiehfbvWJaC0RHee3DUTUvWXojYgyAPwEwCK344exj8URfA5C/IlKZ0BUWuvoOtP7\nAHAVER0XTjui1ZrorMMhfVoH7NNEZx0O6dPaQGfBfbZvran4Z4GYiEAGg1UAbgiz7kAEskYsAvCN\n3/oA/gNgM4A6ABsA/B7AxQDKATQDqAUwA4GhQ7/1pwNYGmzPGwj4+4BARoTpjvpjATSxti8Mfg7d\nAMwMfh4fAujqcnxn/ToEsjWEbEOwTioCk642ADgkeMxFAJYA+EuwjK/jB8u67cO1DfKv7f5Fo7Ng\n/bC11tF1FmIfdQBWBvfhbMe9AOoBVACoDP4/IFqtic463r9otBaJzoL1OrTWQtT37NMAjATwWVBr\nWwBMFZ3tXf+i0Vmw/l7Xp4WjMwRGUFr6sopg2SUeWmkXWqPgzjo1RHQNgOsAXIrAh10P4CQARUqp\nG6Lc92QAg5VS53uUIRXFB01EawFcqJT6xKPMXxF4oh2klOrnVk4Q4kVn1pmf4wtCoujkWitAYOTz\nSgRsLukA+iqlvo/0eIIQCZ1ZZyHKfgpgplLqzkiPlxDa+mk63v8A5CLwNHmmRxkCcAMCecFLEUiv\n1zW4rT8CT9jnA1iPgI9vUnDbSQg8ndYFj7Eo+PdPAUwBMAdANYBBAHojMJy2A4Ffcy9ix5+MgP+w\n5fVvAawLtmUSgLUAjvNo/0AAy4Lt2dDWn7n82/v+dXadIcSvYvJP/rXFv71Aa3cCeK6tP2f5t3f/\n6+w6c7yPAQAaAfRr68+9tX8dIXtYtByNwC81b3iUuQLAaQDGAdgHgZzSjznKjAWwH4ATANxCRPsr\npWYgMGz9P6VUjgpkS2jhNwAuApCDwDDhi8H/CwGcDWAqBTIytBBQANFBwWOfF2xLAVpP9fcQgBsR\nGLoUhLZgb9DZz4hoOwVWGv5jK2UFIV50dq0dBaCMiOZSYHXxN4loX4/yghAPOrvOOOcDKFZKbfBZ\nvs3YGx5aCgBsV0o1e5S5FMBflVJbVGAho9sB/IKIWj4fBeBWpVS9UmopAj69Q1s57rNKqRXB2gT7\nVgAAIABJREFU4xYCGAPgeqVUg1JqCYAnEThRnJwF4G2l1NxgW26GR2o5Ivo5gCSlVFiT1AQhxnRq\nnQH4H4ADAfQAcAkCnc+vWmmbIMSDzq61vsH9XA5gXwR+Of5vK20ThFjT2XXG+S2AZ3yWbVNS2roB\nCWAHgO5ElORx8vUH8DoRtWwnAA0ITFZqYSuLdwPIbuW4fGGkfQDsVGaVUCAwXHh4iHr78LpKqd1E\ntCPUAYgoE8A9AE5m7RaEtqDT6iy4fQV7+TkRPQjgFwg8zAhCIunUWgNQA+B1pdRCACCi2wBsJ6Ic\npVRlK20UhFjR2XUWaHBg7ZpeAF5trWx7YG8YafkcAd/gGR5lNgA4WSnVLfgvXymVpYI5vlvB7UmW\n/30zgG7BtHst9EPovONbEPh1CYB+MClwOcZ+CIhmNhFtQeCk24eINhORTMYXEkln1pnbceVHAqEt\n6OxaWxqiDZ0/Y5DQ3ujsOmvhfACvOR6M2i2d/qFFBRa3mQzgUSI6nYgyiCiFiCYS0d3BYo8j4BPs\nBwBE1IOITmO78bo52QpgABG5llFKbQQwD8BdRJRORMMBXAjg+RDFXwFwKhGNIaJUBIYb3fb9DQIn\n6QgEhhwvQmCl0UNhP60LQlzp5DoDEZ1GRF2D8REIZDby8joLQlzo7FpDwKbycyIaHix/M4A5Msoi\nJJK9QGcgoi4AfokOYg0D9oKHFgBQSt0P4BoANyGQwWEDgMtgbjoeRCA7w4dEVI7AScJXTvX61edl\nBE6MHUT0lUt5APg1Alm+NiMwInKzUurTEG39Lti2/wbL7gCw0eV9NSultrX8A7ATQLOyVx4VhITQ\nWXUW5BwAq4moAsCzAKYqpf7tUV4Q4kZn1lpwH5MQWEeiBIEMSue6lReEeNGZdRbkDABlSqnPWinX\nbtgr1mkRBEEQBEEQBKHjsleMtAiCIAiCIAiC0HGJ6qEl6O1bQUQriej6WDVKEAQb0ZogxB/RmSDE\nH9GZECkR28OCeahXAjgeAf/cAgDnOFKDCoIQJaI1QYg/ojNBiD+iMyEaohlpOQLAKqXU+uBCNi8C\nOD02zRIEgSFaE4T4IzoThPgjOhMiJprFJfvATqu7EXbWBAAAEclM/70YpZSsZRE9rWpNdLZ3IzqL\nCdKnCZ6IzmKC6ExoFTetRfPQ4ptL0R9fYReWjjjT+nvFvEd1fMVbZmTwodMO2GMfU6ZMwU033WT9\nrZGd0imtXEpC1ad6ey0dlZap46RKs4hpc06vkPXDYdvuJjxwz1Rcff0k9EprMMdM6eJ7H37aUNlg\nFm7NSbUH0vzU/+HSs63XQ//2kI5vv+9R3Hz9tQCA5sx8/ffyenux2Ly0wHEzMjMhJI4WndHkl6y/\nz75+nI75d5XFzo8W/bScI2c+u0hve+2Cw3S8o7bJ2veOGvN6aH5aVDppadpdd07BjX+9CWns9G1i\nWk/20Lpi74EXi/ZaEeo4LTh3x+u7tbumye6PM9jG+ubWPwMASApWyRSdJZzDkYdR6IqnRxxn/Z33\nafz72ra7Uce9swLdbst5cvPMH/S2O04YHPJ4/LoOBK7toc5Tr/PSSaj6pTW2vntkJOvYeS5H2ye6\ntYGzqcp8bn2y97xdaan/yfoK/bfj+ufq2K1vAgLXhKl3TsGkv96EZvbequrtz+CD1TsBABce0b+V\ndyPEGj/3jm7ffQst58iW6j01GIpddeac6ZoeWmdQ9nkFcjct+dHJxH98qeMP/m+P57eoteanPpdK\nmuPt8Po72T1Aty7m+lDn6KDSYe5zp9x1r6/2L99RBwAYuW++a5loHlo2IbAyZwt9EXqVTjzRKx/N\nVbU4fPFr2AddsA8CN+pJ1Tt0mQdDPKiEYje7+8hs7e4jBPxBpTnN7uz53vhNud/9qTT3m4fedZuR\n3VSJ3nWb0ZS5r2u5aElL8veZuHVug//5P6tcw0dPmjqpXUJ+Li0dQXFxMYqLi323VfCNL629NX4c\nKtctwf63/dLSGa5frss0sd7ZSz5rvy/VcepW84NCQS9bpxV1jot3mFBjrY4XbgtcDLdUNWBhSTWO\n2scsAsxv+L0urrVNCo0q8D9/ENjJbsZ6ZiYjWho82sAprTEdZWGmudx28Xjy+njtLqzZVYuP1+7C\nxMFd9d+rggedO7sY8+bMRrrX05sQCb77tK+zumBRdj4Oc/RpHP5AP232Wh3fM3E/q9zM+eZHZ7eH\nliYPmfF7hd2NpmC94yaioEvr532axznls2uJKYUeN5dobgzcPDY3oqjfnjerADD2hhnW62/vP1nH\n05dsxZKSakxfshWZ7Aecnw4NLCI+d3Yx5s6ZjUb7GUaInqjvHTnjXb57J5PeNf3YM78c5lruozU7\ndXz2gd1DlimttbXVI8PEyWVGz7Or8/FjRT3mbawCAIzpm623Ld5ao+M7zji4ldbHH/6w3s3jWjHg\nuCt0zB8e9yA5TYdun8H6isCDzRdzZ+PLeXPQNb31GSvRPLQsADCEiPoD2ILA4mu/DlUwufdhwBZg\nVHVZFIcT2jtFRUUoKirSr++cOrUNW9Op8KW1PhN+i02zgFHslyeh8zF2XBHGjitCbvBpaaroLFb4\n7tOSsnsjufdhGLVV+rTOSovOahoCN6jT/nZXG7eo0yD3joLFkWPH4cix49A/NxWA971jxBPxlVJN\nAP4M4EMAywC8qJRa7laesgsjPRQAWDfDHbE+AIw/es9hv0S2oa3rC5ERjtZyBgyP6ljt4RwZceTY\nqOofM25c64U8aA+fwbDRY6LehxAe4egs2v4MaPvzrK3rx6QNUWp9v5FHRVVfCJ+97d7x0Cj7s1i0\noa3rx+IzaCGqOS1KqQ8A7O+nbFJObwCu52WrtPWHHpOHljFHtmkb2rq+EDl+tZY74NCojtMezpER\nR0X70NLxdSIPLW2DX50F+rPoaOvzrK3rx6YN0T20DJWHljZhb7p3jPZHuFi0oa3rx+IzaCHidVp8\nH4BI1ewOzPvgc1gA4Ioex+h42m5zUrb43ADo4aJQXJV5YMj6fvGaDOubZuNZ/893ZgjztP0LrGIj\nL39VxyVLZ+nY0xPI4C0t3mDbf/x6Ov1w4qNfWK8/vMw8aCV/+5GOm4b9RMd7TMAKfo4ZmZmSbSVB\ncJ054Tq5Zee3Os5LN75V56k/f3O1jl8cMkrHfnVmzfVKdvw2wryu1oRGj8mMnGXbzTyYg7rbHucN\n7Npx3ywzwTlUco/WaHRcGvkcILc5YY55v64+4W27baO82zwbPxOrRWeJxa/WuFa8EkG8usL0i7NH\nhu4TPWF9UHKVmYs2qzzbKjZu35xWd5VSutp6nXn6Azr+cdbDOl5bVqfj/Axb3159drj4TSzAJ9zn\neU0yY/B+y8/8MNFZYvGrs/uqjU68vsanF5vkSkvHTNBxJPeOPFETEEjWpLfVlJu/Z+T52p/XPM37\n5v2IUFw7xt/caK/kTFxfv/73Eh2/+Bv3Hz+r2P6y2f6ciWKimXLppbVo1mkRBEEQBEEQBEGIO/LQ\nIgiCIAiCIAhCuyYh9rCLX1wIYM+0xnzshw/3lfzrRR1PP9cepjrqZmNR+uZikw70nWY7jeTkf5t1\nJubfcqyO+RDWxsoGXsUa1qYFb+hYjT4DbuSOuUzHO+caq1dFnW3/yGDDaJlNJtXdymoztL5ffppV\n55i7TPrgOdcbj/smx4hpqPz1gGNo3ZFXnFv1mrN76NiZ175rUn3IfVcjXcfvrrJtf/t1C6SqPXpg\ngQynJwgiUiW7AikFeVpjJ7d3M6keH2DD4slLPrDKbRh0vI4HlH6t488zDrHKFWQazQxJqdRxU5ax\nR6ZuW2nVaew5VMcpbFtFN1vDmcnmfdQro59KZrkqSLPfa1WTKVfO0jG7acSJ53owTEPl7NLB7SjO\nTz7JJSW6c8j/2qP7mHLMJuclnpb07wW5WaKzBEJEqqo68L3uqHG3+fm1L3PrGJcud3J4fbmrd5lr\n9AH163S8PW+IVW73bRfreJ+pT7GDGnvZhmr7DB5c9o2OK/qY9Zp4CvF/zl9v1XFL27xgi7GcHrHu\nPWubOtqsD5ayfY2OG7uxzLhJ7hpO2m2s2Twt/5ipn1nl5k4ar+NaJnZuDXdquOU7yc4Se1giISL1\n7vISAN4W+GuzQuvsvgK7rzpzzUId92A6TXbk8ubnQvMH/zTljv2NjtWXb9qNGHeeKVdusjc35fWB\nG7yvmbl2l45PHNTVKreEpUbO62I0MDDPnw2Tr6vyQ1mttW10b7OswDurjYZOHWI05Fy7qVfjdh2r\nVJPr+eTn7X7+7YuMrTxcq5jYwwRBEARBEARB6LDIQ4sgCIIgCIIgCO2ahGYPc8KzhF3/1nc6Lrzk\nHB07h9W5fanub5fruOdf7SxcbllH+FAZz54ERJbtgB/nkS/NsODlR9jDgtxG5jdjmBsry2zL1lBm\nK/ObbcWt3Iw1u6xypyat0nFD/8NZJfO8y98bYN6fZFtJHESkKoOWFWd2Ij4MzUfCr2b2lbsqvwOH\nD5EnV2wx+8r1l+qVuwy71NoLg3H7Ro2LRSNSPO1dMYRrcKjD1ukHZ5YxnwmPQiI6SyxEpNaUBjI4\n8pXuAeDOk4zFkeuQW8V6f2iv0n79McYC9c1Zp+r4kFff0fFuRyq7TLZz3qfxDHXcjgUAg/O7hCzH\neW6pnRVpWE+Tcey/CzfqeOpEY/GM5Nx9/we7nxm1jzlOjwzTNq+saxy3jKOf+cy0uZb5Pd1sN6Kz\nxOJ17+iGlyWTPn9Zx6qZWZ7GngM/8KxZubWl1jaePSxqmF0TgKctMlqSV8zScdMBE+J2nHDx0lpU\nnwYRrQNQDqAZQINSKrrVEwVBCIloTRDij+hMEOKP6EyIlGgf4ZoBTFBKlbVaUhCEaBCtCUL8EZ0J\nQvwRnQkREZU9jIjWAhillNrhUcbXEJ/b4jp8uA8AHixboOOGNLN4ltfQsRvJZXYGn6Z8f4v1RMLg\ni17Q8Q9PnudRMjR8Qb3CbHv4usBlqL+tkeH02NGa1vzqLIllCasedpKOb8w5yCoXyYJbq5hlysqE\n5zHc7WZtAezsfn1zXDKlOLLiWQtURrBwpRd+rSqJRnQWO2LZp3HumbNBx1tOPMnaFonWOH96w9R/\n7IwDXcsdN22ejj+5akzIMntktWML2PE7hbXlRuuD8sK3Ry5mGZEA4Nd3fqzj5Q+d6izeKluqzTWm\nd1b4v8XKIq6JJZY641nCrt1hst057x05kWiOLwjcu3ajta2pW38de/VpnYIY96uhiGf2MAXgIyJa\nQEQXt1paEIRIEa0JQvwRnQlC/BGdCRERrT1srFJqCxH1QOAEXK6UmhOLhgmCYCFaE4T4IzoThPgj\nOhMiIqqHFqXUluD/pUT0OoAjAOxx4k2ZMkXHRUVFKCoqiuawQjuluLgYxcXFrRcUwsaP1kRnewei\ns/ghfZrQgugsfojOBE44Wot4TgsRZQJIUkpVEVEWgA8B3KaU+tBRTvsSvdI2jvyrWen+08lmNe6u\nyvY0Xpk/WsfT3p+k47d6/9Qqd9rQbiHbzX2OD22zPyS+MrxX6lQ3/+ylr5m0sdNOt/2UaSzXbPra\n+Tp+rdGkjnS2eVOVOY7Xit58PlAjW1L5jMe/1PGHlx1p1VlaajzFw3tkwBU2H2FXg3ETdk1v3Vko\nHuDY4EdrRKROfmwuAGDt93Y6xn9cPlbHfXPSWOy+oi7XySOL/6XjxqHjrHJuXvDFPztZx4e/8LRV\nZ1taTx33XDdbx3X7T7DKuc0b4X74AV3TrW3T5prVuW89bqCOY5Famc+xyWNe5Ry2dHmT43Jax/7A\nr3de10K3K3Lpbntl4tqmgPD375UnOosB4fRpf3kr4J2fOd+eA/KXXxh//en7F+jYaw4U19qYbuZa\n/MuNC0MV34OSyZfquOaaR1zLdfnbn3Tce8oToQs12en0c8ddreNvPpim44EpVTouT82z6nA9uJGy\nzV49m3vjG3sMMX+u381iO4Wzn/7amY7/x1kP6zgvhXWcHmllW9rQpWt30VkMCEdnLanFJ727wtrH\nuKHmuz92oLlvGvTdGzq+8vhbXNvA7x0x/re+2s11OrXCXiKAX7+b3rhPx8lnXOtr3/w8vfuhv1rb\nVpVU6viBU/f3tT+/zP7R7Hvcvjkhy/B04gDQj6UUT640KdKdaZ/d7g14n5iSZMuppjGgyR552XFJ\nedwLwOtEpIL7ecF50gmCEBNEa4IQf0RnghB/RGdCxET80KKUWgtgRAzbIghCCERrghB/RGeCEH9E\nZ0I0RJXy2NcBPFbq5sNtj343XcebXnhWx90m2avHpxQ/b+qfPFXHV14w3Co38LH/hWwPT8t6UK09\nRN3Qe5iO0zYt0XF9n0ND7gsASnYb+9Td3Y01YNpHk61ys/sZ+9qEXLNKb/N3Jg2lOvpsq05StckG\n2JzFrAZr5lvlGgcdFbpxfKg/2U5LWf7oDTrOu+xuHdMXr1rl1JFnmd2xU6WSedIKVn3Mq6DpwPEA\ngIycrjKcniC4DTN1qz2UftnAn+v4kW+f0bHqbtI0Ole6T1lpbFt/HnGJjh/aYZ971GDsG3wf3LKY\n3lzLq0CldEFIPFIj8yHlHTdfpON9/2JbAJpzzRA11RsbmUoxNjKVlhn6+ACSdptlAxpn/cfedooZ\nwk/Zsc6Uy+/rur+UMpMas7FggGlbrb1Sd2O6Wak7hX2mvK2pm5dadVQw5Xtqv2GiswTilYqV92n3\nVpm0qt+fHXqlewB4qe9IHc/bac5ZnpY1qabcqtOcYSxZ3K7M6bfDPl9qFxs7dPJpV4Wss3qXbQ97\nZB/T9131B3OfOWTyHTpenzHAqsOtzG5p0Mvr7VTleWmhLWV+UhED7vaw5PJNVrmanD7mxUvm/iH1\nHGMXkpTH7QO/OptSvkzH2V++ZAo5V7r/LPS947TKJVaxpreNhTB9uLFW8/ss53nVlMfOK9aPkaNP\n431fVYPRQI4yfaRKdowlJIdOKe73HpUazb633HGlta3wtsd1XPbAX3Scf/XfdZyyfY1Vp7H7INdj\nuVHJ3yuzj6qZT1nlVGPAipZ15jVxS3ksCIIgCIIgCIIQV+ShRRAEQRAEQRCEdk1C7GF+VjWdsWaX\njk8a1NW13Fsrd+r4kGn/p+MHn7WHwv2seOpI4BPXVa6dWYVaiDCRUdxwZlupmPeoS8nWkeH0xEFE\nauPOQCaQAo9VeBdsMRl4RvfO8rVvbk25osC2IvrRmdMKpbrkupT0B8+8lekh2niuYM+Hu7M9siWx\nYuAOmA2VjowsHpncWkN0llj89ml+rU1ucAuMl874ef7/3v1ex16Zhtza9v4Pu6xyJw9mfXECVsKO\nlCoXPUp/1nHxq7OIMkMy6/xVOba1yk1r8exPOhLcQjqkq7Gu8akSANCnbouOm/L3DesYXlprX1ce\nQRAEQRAEQRAEB/LQIgiCIAiCIAhCu0YeWgRBEARBEARBaNe0mzktR93+qY4/v+VYUz/C47r5gXmq\nxXrHRJMeGWYuQL2LF93JmnLj7xuYZ/x9ySx1KmCvGpzbzFKapme77zyOcP9hYaZJsbeyzE55uX+O\nnZqyBZ667+aZP1jbbj1+MAAgO0s8wImCiNSSTQE/eqpjldmBeWa+BD9fB+WFTqUI2J73lArmTXWk\nRvbru/eD31Xivyk1aWGH98hAe8bNB809+ACQ22DmDTVn5ofcF//uAPP9idc+sRCR2lYeWBG+yXF5\n7JoeurPwOw+Lzx/jaY25zgBba/xc6pJiju88DE+N3Dsr9BJtS5m2AKAgw1w7eCrj9ja/xW2OTiRz\nWuoc9wXpwXkSorPEQkRqS1lAZx+t2WltO/vA7lHt22vV+lj2aX5Te7+8fLuOo31v8cZt/tjyHXVW\nuf5v36XjzAtuDbmv4dfNsF4vvfckAFHOaSGip4hoKxEtZX/LJ6IPieh7IppBRHle+xAEoXVEa4IQ\nf0RnghB/RGdCPPDzE8kzAE5y/O0GADOVUvsD+ATAjbFumCDshYjWBCH+iM4EIf6IzoSY48seRkT9\nAbytlBoefL0CwHil1FYiKgQwSyl1gEtdX/aweOI23OcYufO0gblBdVU69rJ6PfylWUH18iP6uJbr\nTMhwevhEqjW/Okuq3qHj5qwCHa9y2AL56tV+cdMZ1dvt8lqRnrN4q7GqjOgVvg3MryWH45Wmlg/1\n57KLBS+3s7bJqtOrfJWOG3qFvERGjegsfDpTn9b1nfd0fEvjRzpOOvGSsPfLbSpA+7eqhItf23co\nRGfhkwidNX/wTx0nTfyjr3alrJmvY77SvROus79Xmz4tc/MSq5zXivRu+L13bG+krlug44YBo+Ny\njHikPO6plNoKAEqpEgA9I22cIAieiNYEIf6IzgQh/ojOhKgIPRsvfDyHa6ZMmaLjoqIiFBUVxeiw\nQnuiuLgYxcXFbd2Mzo6r1kRneweis4QgfdpejugsIYjOhLC0Fqk9bDmACWyI71Ol1IEudfUQn5dN\nhCfsKK8zFotujtW9+XDdZZvMEJ3TzsKtHDxjg2VhqbSH+HgWlMomE+c4VrxO3fKtjjPO+oeOK+Y8\nqOMmsp8HS2tCZ+vin0nyro1WncaCASZOMu9v+pKtVrnzDjE/VnRprEYoNjZ0sV73yWLvib1vbskB\ngJE5tTpu/trYEGj0z3RcnZIT8pgFuVkynB4mkWrNayidn2PNTHNuq7UDwOKfnazjg95837WcG1xn\nj67+n7WN26Quet3Yp578xcGu++NZgHgGoEpHFq4cJruNVeY60tdrxXmXTEhnT19sFXvll4NMFfY5\nUrPRNs+qBzjsZuw4z31TapX73fBe5sXsF0w87jz3dgcR20r4xKpPcySaQrIy58LqCvN9837spg9W\nWnVuWTRNx+o6c273YP1EbaN9nv999nod7zr1FLOvnaZvWrmz1qpT12j08LNzzFQCrqeCE+wpBu81\nfKnjo+421pvmo8/WcY0j6x/PynnbR0bfD5y6v46d2fP2GX+5jsvmmvYs3mquXYcX2rZSng2tD1Xq\nOPuEm3T88r/vtOqcNKirjqm2wsSNJvPRgCvet+qMnzgSAPDiBUeIzsIkVjrzPAazWVUmmXNkd4N9\nXk7tPkzH3L7sOH2trHt821+yTDNvvftn4HS94l6z7/nmPu6qo/q6tpv3aZXFJpvZ7XNKrHKTjzTZ\nJGvTTd6CSKYznPrU19br984ZoGNuF/eE9WN1zebDen2FbS095+AeOnbL1ubMiNlyzeuZlx21PYxg\nW7ffAnBBMP4dgDd97kcQBG9Ea4IQf0RnghB/RGdCTPGT8vg/AOYBGEpEG4jo9wDuBvATIvoewPHB\n14IgRIFoTRDij+hMEOKP6EyIBwlZXLJ2V2DYqNmRNaiWDSNvY0O93MqRtutHq45KNfaL5Epjk6op\nHGaVK2NZfPLSzdB8mjLDUVfl2Bkf+JDhWyvNYkaj++Ra5fiw/Zb/9zsd7/u3Z+ALZifZ1Wj2VbDW\n9vQ1HTBBx16ZJrj9pzE1dGamZT//qfX64Nff1XEy+x0kZfsaq1xdgbHEVD12g45zLzPXGqdF4q7P\n1gEApp5ykAynJwjPofQmc86n7Fin4+ZsM3zb3MW2+CVXGfuStdhhoz2cq7oYbfDzMGX7ah1fNuRX\nVp0Hd5kh6tpkkxUs2bEoZkoza/euzaYJzDbJ3xsAIMnoKWmhOcebDjfD+amOc7wpt1DH/PpCjn1z\n6xcteMP8ffQZOq59YYpVZ8Mp1+n4QJjrlUqx7az8My6tN9crvuDtHlak4Mcl9rDEQkRqd1BrTptT\n1xrzHVOtsSw19hzqur+15Q067sK8Kfd+ahbt/dtP97fqJH30Lx3vKrpQx7d3C22BAWzLNF+Atpnd\nA2Sk2L9jpi0z2ch27He8jvkims7PgC8452aP3LLbrsPtc2msQ/qx0nw2T3yxwapz5v3GXrPfm8a6\n7HZ8wLayZSaxTH/suuF2R5QpOksoRKRqqgP3PaW19rfSq9FYkZoXz9Rx0ogTTP0G2x5ZmdtPxznV\npj9pynPP5prGpiBse9XYdm+94W2rHNcav047r9np9caSWJdm+k5u9XKef3xx5x3PPqBjbkmjRvu9\n8r6KW9zSFr9rlWs+zNwXumUW/f78n1t1vr7OXHt+U2eysCX3GWyVa+w2QMeVZNqTndq6wSse2cME\nQRAEQRAEQRASgjy0CIIgCIIgCILQrpGHFkEQBEEQBEEQ2jUJmdPS1qsHW7D5JNzHCriv6B0Jjy/c\nYr0++yCTlvjSl77R8cvnj4jqOJHitlq4M4VsH5aKkqfGXLDFpFYe3Tsr5DHEa584Yq2zHWxOWIEj\n7bgv2HwQamq0Nl3Z9XAdR6szJ3zFa35tS0+O7Wnopp9ddY45Dun+fhfiK5GHuwq56CyxcK1xnQDA\nd6VGg4f0NNfFVTtNKnnn9ZLPaRlabvqGhn4jfbVn/mZzLT5qH7Nv3p8BsdUa9+o//IWdqt8rzasb\nPNX+iF4ZHiVD89kGM1dgfD8zV+CxrzZb5f5v1D465oL5ZL2pf1x/ew5rC6KzxNLu7h09iOW9Y2fh\nvP8s1fEL5w4Pq67MaREEQRAEQRAEocMiDy2CIAiCIAiCILRrEmIPq9u6FoAjdSoAJJu0n24pRJ3w\nYemMzSYdXX0fO31xvctq39z+9OnaXVad04Z207HXcF9pjbEE9IJJRdycYVYr5av1AsD7q0w6ubMO\nMqlm83wua8rT1pXutvddkGFsbiXVxmrQj6WO5qv/AsAl75kh/cfPPEjHzrMhidWzUi2Te1rJ/34b\nSJd74RH9ZTg9QfCh9D3SHzKdpZSaVMSVBfvpuMZhC+yxbraOeeptv1z0yjIdP/rzg6xt3KrlpTOu\n9Z3MhuOVBphnTW5m2/y6w/j1odmx767NLO14l9AWEmd7OLwNzmJW85i1LnXrCh037BN6iF1sK4nF\nr21l8ySTirjLLSZN6C/++YVV7oXtJlV+zyMO1nHyaVfp2Nmf9M4y13xujRpRaK7Rzr4suNp8AAAg\nAElEQVSFa+2Wnd/qeNCJZoXq4lfvsuoc3rRWx49sNv33OcN66bhg3VyrztDHTKrn76adglCMnvyx\n9frTm47VMU+Jum230b0jGzN6lbFVzTea65rX/QOH94nJldt0vIRse9shWXUAgPSC3qKzBMJ1llzm\nWPrCSrVvrss8ffFOh3Uz74NpOk4+7UqzwTFNwA2+0v3lR9rnCL+2c5094OjTvttu+uaBXdN1zC3G\n3HoMAA2sI/J7v8jhluVsR/0uP8zTceOQMf52yFKX8/vAOkfnx/v5ZJa2uXm5OebuUWdadTIbAteO\nLt0KI7eHEdFTRLSViJayv00moo1EtDD4b2Jr+xEEwRvRmiDEH9GZIMQf0ZkQD/w8tj0D4KQQf79f\nKTUy+O+DGLdLEPZGRGuCEH9EZ4IQf0RnQszxZQ8jov4A3lZKDQ++ngygSil1n4+67TYDhNeQO8dv\nFhZr9V/HNj50FutMRpHQ5GKdcQ6pdoskc1QQsa2ET6RaIyJVXhXQ2cKSamsbzyjklvXKCR+hTlHu\nGff87M8x2g23w/rVGR/u9pudqyPhps0NbHVwwNg/RWfh0xH6NK/+hJM7xqwMX1L8iI6deuTX9tu7\nDdMx1xnfFwCUs4yRHfEEc74fngEzXERn4RMrnc3bWGVtG9M3O1QV/+1iFmq+ejwAlLO5BW52rHrb\nTe26ov3VHn0a7zvfWGGyR557kGMahU/7WnuD6pidOj287yte2cP+TESLiehJIsprvbggCBEiWhOE\n+CM6E4T4IzoTIibSR7jHANyulFJENAXA/QAudCs8ZcoUHRcVFaGoqCjCwwrtmeLiYhQXF7d1Mzob\nvrV2150BnW2pasCII8dixFFjE9dKIWF8MXc2vpw3J6JJmYIr0qcJFtKfxYWIdPZjRT0OPXIsRhwp\nfVpnJBytRWQP87stuF3sYRB7mOCPSLUm9rDOg9jD4k9H6NPEHhY9Yg9rW2KlM7GHdTziZQ/z+2kQ\n2DWLiAqVUiXBl2cC+DZkrTjAHzTcHjK8SN1imtqjcJhrOZ7W2HnzxG+uHtpu0rftkdKZ0WPcn3Uc\nzYUzVrg9N3k9pKSWfKfjhsKDXMsJURGx1lounPwhxUlmcuhboY2OG+K+LF02yF1n/MbIbVXrlOZ6\nqw5Pdc5v0L10xrf5fVBJqirVcXN2D4+SBq8bRb5twHkmhe36Fy5x3V/KSpM6unHoOF9tcNMmT2Eu\nRE38+7Rm94d9P/i9O+b9SZWVutzeA09tvIvpievsrGdftupUs/1lsJzD0f7uxlegB9xXofeL24N+\ne+hr93JiorNoH1KcOB9UOH5GsNPr7fOXp2DmaY399mnnDvPXP8WTBVvMj52je7vfQ/gl3AcVv7R6\nJSWi/wCYAKCAiDYAmAzgWCIaAaAZwDoAl8aldYKwFyFaE4T4IzoThPgjOhPiQasPLUqpc0P8+ZkQ\nfxMEIQpEa4IQf0RnghB/RGdCPPA1pyWqA/CVuuttH7BKMTaR3GPMCqV+fbQlbGX4wkz7+WtNubGk\nDO5i4pxjr9fxsjG2T3Lfvz+n46Sach3zle4BIGl3mY6v6G5WEZ1WvQyusJVD+Uq8Ki2T7Tgy72Ik\n82UW/+xkHY94+30dO1cq/vK243Xsd4XxFk9oYdds8QAnCCJSVdXB1YM9PnHuxfU7j9vr/HKzU3Ev\n+e63/59Vp7FggI65DZOvdO/Ea5VhThLz0X5bafR0cHd3O4CFy2q/TiqZbSYn1eODZKvbc1vci8tK\nrWLnHMzsAcxWRCx2szSI1z6xEJHasCOwcnOaQw8F5Wt0vKZLfx1/unanjrdX2XbJa480q8uvNovJ\nY9UO01/2yU3nVfD9dmPl+OPlJnvsto/MivbO68DSUmPfPOb0v+j4rKv+T8d5F5xt1Sm++iEdL7mO\nWYKbzfm/OqnQqjMwr3UbY41j9ewsZrdZXW+spYPyjGacq6Lf9715g1cnf6XjxlFn6Pikhz+36sz8\n82gdq09Mf0/H/tYUYjoFzJy8nCzRWSLh947cegzY9mM3a6AX3EaZ7XH95vMy+L3j9jm27ZD3pc4V\n7TncTs37tKMWmEnoVl/g4NSnvtbxOxce7lqOw+eyOe3/m6pM/3LgieYenNsqZ6zZZdU5aVDXkMc5\n5YmvrNfvXTxKx6vKzDVvv3xbX5yW60K3nKy4pDwWBEEQBEEQBEGIO/LQIgiCIAiCIAhCuyah9jAn\n//nWWCR+yYbE/rFgk44vP6KPVefS10wGq4zfnKVjZ5YG1yxAPKOL0/7hYgdxfkLW/pid5Kqsg3U8\nabudFKNnphmW85vV6OsS87n1fuhyHe8z9SnX9iW5pPLzm97ZmSKyaqZZj+CLcjOs5ye7hNhWEgfX\nmTMd46qd5pwozDbWjQKPTHF8OL7ngybzXdfbn7TKrS4z+x7eIwPRwFMZA3aWMLc0kk6rWA0bmi+p\nNhnRuM3ESST2yiaXy+aWKjsLW066+Yx5VppRN8+0yn1901E6rkwyllEv68L6isCxDijME50lEK8+\njV8/a140y0/MTztAx4cXZrrW+cPiT3TM+zRu4wCAPtnm+v3FeGPhHfPoDTpuGvYTqw7P/ljPsj/y\nDGFFt9r24KIHrgjZnpUedg+3E5GnrR2futHa1tDLfD5ry42GvKxmZ09frOOXzx8RssweKY/nPswa\n6qKt2S/Yr8edB0D6s0RDRGr8fbMAAHeccbC17dBe5v7j03XGvuRmXQLsc6Fy1t90bFn0Aby83KQf\nPvvA7qY9HmmS3eD3uICdJYxbhOePNus8Oe9lZ641UxX2KzBt7Z8b22ySvB/k/ZszdTq3dmaw/tKp\nteqnjdX00hXGAvvYGXYaaE7LdW5Iz1yxhwmCIAiCIAiC0DGRhxZBEARBEARBENo1bWoP4xkc6tmQ\nk9cCh9bQ1Pz/mQ1jz7HK8QxffNFHK9MEbDvK44u26vi0/c0wnucilswetq3G7Hxqd3vhygvWLtTx\nr+80Q/DLHzpVx+UOXw+3k1grlHsNULP2pK43mSYa+tuZJlaXG7vBkK5meJ9nZAOA3ew7WrfLDI/O\nZdlwbj+w1qqz6o7bAAAHPv2mDKcnCC+dWVZJtwXvlH3u7WIJjgqqTdaepm794Qcru1aSfU65LS7p\n5cxyu0o5Vxz+e7UZWn/lOzP87pWRxQ2nBYy/tDTIPrvdTfabIPaSD6XbiwA6bGAs45hin5XbxyO2\nlcTCM/UlOT71CnYN55nFbp6xSsd/O2WoVWdDhbFDqUnn63jAw8ym5JHJjj43C0KWjTSWaecirI8v\n3KLjS0f21jE/z9MqNvEqaMoz9my3DH7VPs9lN90DQGOzi0XTpT4ApJSuNvVZRkKvLJzcZtd/s8ks\nVjZwrI7dsgGKzhKLV5/G8dW/AXjsq806/tNhxvblPK/cuGPWOh3fNGGAtY2fFDx7WGZSk1XOT4bY\nqxx92tUlS3X8+6cX6Hj2OcYK57XYN9faih32vRrPqmllFp39vI43Hf5rqw63pvJMuHVp9gKxPKOa\nlTG3i/tCsi0Wta7RZA8jor5E9AkRLSOib4joiuDf84noQyL6nohmEFFea/sSBCE0ojNBSAyiNUGI\nP6IzIR74sYc1ArhGKXUwgKMBXEZEBwC4AcBMpdT+AD4BcGP8mikInR7RmSAkBtGaIMQf0ZkQc1p9\naFFKlSilFgfjKgDLAfQFcDqAltWZngNwRug9CILQGqIzQUgMojVBiD+iMyEehDWnhYgGAJgFYBiA\nH5VS+WzbTqVUtxB11PrtgWV+e9dttrYNvnG+jpc8+gsd9xpnUqz2OGiMVWflE+fpeN5Gs3zwmL45\nVrndjcag9+wi4+U9e5hJvVaYYT+z7awzn8UbK0zau/MO6WmV68Hax1cO5ThXcH124Egdf3blgzpe\ndNeJIes74enk0rLzrW0lM0xaYrdV6y99dZlV559nmRSCFXXuK6Zyv37KD+b7qhtsvhfuyQZMmkrx\nAEdGpDrbHfT/1joM49tYuusCtup8Roo5/53zSW79ZK2Obysy/ne/qR6dc2Q49cocl9vHvU4UvjJx\ndbJJd+lckfwvWa2vMuw1d4yvHpzv0EKzy6WSN8G5GDLfxlvqnNOSlmzawL3ApTWmPXnpdntayonO\nIidSrbl57fl1v0eWSUnaI9P4wDdW1lt1hqSa1e2TqnfouLHHEFPIqScKnQ6cnwTOeSP8nOPnPMe5\n6vxymP6Spzbmc8nm3/CYVWf+LceG3Ddn227b69+NXZe4ZnibnXNN3vjezKs8Sxnff9MBE1yP6/ZZ\nuS6RwBCdRU6sdXbfPHOeHj/YzE8Z0cs97f7V73yv4wdO3d9321tIqjGph6nBbldTrukjef/ipjMn\nbmmNAeCBwuE63vn0Szqefs4hvvbtxdFTZun4+T+bezo+z9kvvO8EvOemt4aX1nxnDyOibACvALgy\n+NTs7MLjO6NfEPYCRGeCkBhEa4IQf0RnQixpPZUBACJKQeCke14p9Wbwz1uJqJdSaisRFQLY5lb/\ngXumAgCymyox/ugjMH7MkVE2W2iPfDlvNr6cNwf56ZJJOxKi1dmUKYERt0YFHDNuHI4ZV+RWVOjA\nzC4uxpzZxZ7Z1gRvYqU1ACgqKkJRkWits1FcXIzi4uLWCwquiM4EP4SjNV/2MCKaDmC7Uuoa9rd7\nAOxUSt1DRNcDyFdK3RCirqqtCAzjOq0lflco5aSsMRYlVbCvjutz+9jl6o2dRKVnh95Zkz1Mf/YL\nZsXgJ88xQ3JeQ3w8lRs11ul4/0lfWOW6ZJnhtvEPXqljvvrpHqv3MutZwQlmrtrGGVOtclm1Zpi8\nOasgZDs3VtoWrq1stfB+eek6fvv77Va5EwebUdt+Sea9NrHjOO+dWlZeThk0SobTwyBanbkNpV/x\n1godX3+csZzw1IVe9hOePrw+w7Ym8tS/PNXjzhpjSeu38gOrTs0Ik+Y7heWMdd6EJ1WZlMXf1Br7\nZwaziXy5sRxuuK0y7LRw8ffAVwVOduSz/ZHZIAfmsG0sjSUf5geAA7qbaxn/hC/59yKr3FuXHqFj\nfrnZwHTbP9W2nDakB1JH5mSJbSVc4qW19ewcefLLDTq+44TBrm3h6cEr6kxs6dMDrrtm1p8/+bVt\nx/5LN2P5bBw6LuS++Gr0ADCArUjPUxufcNdnOj7q7j9ZdbjWJtw3R8ezrj1Gx59tqLDqDGWWGJ7y\n2MtictBV7+n4zckn6PhXfzdt+3Ty8VadSmaF7gfTb178kbHlPX5m6PSxYg8Ln3jpjNvDzjy4UMcD\n82K7SjyHu4p3P3Kdta3rFfeGvb9TnzJLUjx6trnf5GmNAaBvoen7uv3hlzrmOvNiaanpN4b3sO1z\n/J6zdPYjOk73+EXsndXmfuDUIeZ+oMbhR82I4lc1L621elUkorEAzgPwDREtQmAobxKAewC8RER/\nALAewC/d9yIIgheiM0FIDKI1QYg/ojMhHrT60KKUmgvA7eeOE1z+LghCGIjOBCExiNYEIf6IzoR4\nEFb2sIgO4HNV01VlxqrFs5Q4eWulGdI9fYdZWV4dfba/9tSbtpQp267mXEHYFx4rsPqBr37qd7jv\nuaVbrde/G97LpWTbIsPpiYOIVGVwle6dNXYWj56Z4Wfx4EO9mU1meNnLuumG8wrTFidEJDprK6yV\nidklaU25bWcdlBe4TorOEovfPi1R7GKWMq8+jNupvpt2Stza0xZa85P9K1pEZ4klnjpL27REx/V9\nDo3LMSKlxV7fgttq9+29T1s48SQdj/xgRsgyn6y3baLH9Q9YnmOSPUwQBEEQBEEQBKEtkIcWQRAE\nQRAEQRDaNe3GHpYoUrat1LHaaWdX8VqUKly8FrDjGRt4hjA+3Ae0jyE/t7b6QYbTE0d70xknZfsa\n63Vj90FxOxbXXRbLMsYzhEWqMz8WFKfuc5nuvYRQ6bGIXmuIzhJLPLXm1ybN4Yvm3c8WzYv5CcGz\nbSabtvEMYYCdJSxRFhaeIfGh0w5wLbeFLbTbO8vYuUfdPFPHX90RerqF6CyxtOc+jRprrde+F12O\nE+3x3vHS14zNzS0jnxtiDxMEQRAEQRAEocMiDy2CIAiCIAiCILRr5KFFEARBEARBEIR2TatzWoio\nL4DpAHohsKjzv5RSDxPRZAAXA9gWLDpJKfVBiPq+fInH3FWs4zk3FrmW21RlPKn7kll92m0l+D1w\n8eXGgq9LzPs8vDD81LBO2ntKu9YQD7B/EqWzhKHMHA1qcPh/I0ibzOGr1nut3OuXSHTGU0JHsvJv\nLNNAi87CI1FaW7ClWseje2fFoOU+YLoDRf+b5LyNVToe0zc7qn21RX+2ssxOEz7U5zyhUIjOwqPT\n9WkdiHhqzW//6yetNJ9jBph5Zl5a87OwSCOAa5RSi4koG8DXRPRRcNv9Sqn7fexDEARvRGeCkBhE\na4IQf0RnQsxp9aFFKVUCoCQYVxHRcgB9gpvlVwdBiAGiM0FIDKI1QYg/ojMhHoSV8piIBgCYBWAY\ngGsBXACgHMBXAK5VSpWHqOM6xGelEHVZWX7ZdttacnD36FLLNbKDptZXWdtUenbIcik+5bV50oU6\n7nnnU9a2bmNN6uDUzFwd75h5l6998+G+p0ccZ20rm2tSET/+tUnj/KfDC00hh1XA7xDfxH98qeMP\nLhmh43oyw+xpLi4EGU6PjFjrjMO+dvh1NSXtLtNxc2a+aznXlMDKTgPMz0WvVL/W/nzaXnbWNumY\npzz2ayPjOrun0l6ZmO/DTT/Ld9RZdQ4oSNexVwvcUrH6QXQWOfHUGn3+so7f6/kTHffOTrfKjaIf\ndbyj6xAd57ldWB1UMQ1VspTbzvNo9OSPdbzgtuN1zFelPrpvjlUnd7tJp1zb06QS3lFjdLZ8e7VV\nZ3y/XLSGM0Ur79PCTa0P+LfiPfzlJh1f0TRPx+Pn9dYxT9nMEZ1FTqx1xvuNBnYt7tYl2V97WMri\nSNIVNzpum/k94q4607au6f76Kt7uJse+ede1tLRGx8N7ZPhqq1+r2NFTZun485smuJZzvXdstq1e\nf3prlY4fP9ZcE5ry+qA1YpLyODi89wqAK5VSVQAeAzBIKTUCgadpGeoThCgRnQlCYhCtCUL8EZ0J\nscTXT3pElILASfe8UupNAFBKlbIiTwB4263+lClTdFxUVISiIveJ9kLHpbi4GMXFxa0XFEIiOhP8\nIDqLHtGa0Bqis+gRnQl+CEdrvuxhRDQdwHal1DXsb4VBzyKI6GoAo5VS54ao6zrE99kGMyw9pJvJ\nKFTNhv4KMuzhvgI2jJayZr6OGwcd1er7AICnF2/V8R9G9HItF41dIxTdT7xJxz++f4eOX1q2Tce/\nG+7eHr4y/R8Wf2Jt40N+JbtNuwsz3du9bbcZmuyZaT7TNeV2tpVBeSzbSpgWPhlOD4946SwSqyOn\n+T1j10g65TKPkoazpy/W8Svn2itU8+F4voK8XzsMxzmUnkSht/l933zo+/ocexVfP1lYNlY2WK/7\n5qSGLFfK7DUA0CPDn60hFKKz8ImX1tzg33fR9e9b21bdbPTR2GMIwoX3DaWzH9Hxcsd1eUg3Y0vL\nTg2ttaQa26XTnJGnY66NZCa00t2hMwD5bTNg92k9PzCJpLpmGv38adQ+rvs77z9LdfzCucNbPX4k\niM7CJxE6iyRLX8nkS3VceNvjvuqc+tTXOn5vZIm1rfmwn+o42v421lMiOE5bpp8+bcaaXdbrifuY\na4fq0roVNBKiyh5GRGMBnAfgGyJahIDVfBKAc4loBAKp7NYBuNR1J4IgeCI6E4TEIFoThPgjOhPi\ngZ/sYXMBhPoZcI+82oIgRIboTBASg2hNEOKP6EyIB9GvPiUIgiAIgiAIghBHwkp5HNEBYryqKbPA\nu6ba9YL7crs01Vjb+Erdfo/D95fG0r85zXjc55i2e4eOm7MKWmlxAK9UtdyneGvZMh3zdHvOFH2R\ntIHjlaq2pa3ZWeIBThS+deaSOth5fpRUmbkZbvMynPD5KV2bTTpxL98r1Va4lnNNocxwtpuX21Bh\n3sPAPPMeIl2NnuvsMrba735sle16R3ZnLg1+HGcbmtkfeDrZHKbhDIfwW46Vly06SyR+tZayfY2O\nG7sPilt7eN/A53RFckI45zQS24ubhspq7flZftPOcqYWr9fxtokTdezluZ+30Vxjju5rlivwet/c\nn3/SoK5htVHmtCQW38tlsDh5xSwdNx0wwaoz+8dKHY/b107t7Yekan/3TCmrTSrtxiFjXMttqjJz\nwfpku5ueeCriZe+ZNOqRpAZ3wvu0+6qN1nhX49VX+V02gfP7l77V8TO/HBayTExSHguCIAiCIAiC\nILQF8tAiCIIgCIIgCEK7JiH2sG3lgWHctCR7tMdtlWovW8hu5gfJjCCfHNWZIeXGtGxrG2/OBpa6\ntJ9Pe4y1ympymrWtXpnnw0hsbY99ZVa6P/Ognta2Lslmh7fmH6zjO8qNVSwjxT5oRV3o1VidNL3z\nkI6Tf/pns4FZi/gwPQCMCQ7Vy3B64iAitTs4lN7gYVGqYP6lrSyt99B8+3zl9r/8ig06LsvtZ5Xj\n1kBLtyw9Nn39jlWn+rDTdeyl4f7n/UvH3z57Eatjjum8hFg2ShU6RbeTGlaJq8R5fVpVZqwzj/Y5\nVMfXbDXpVvd1XCuS3SwFTbYNJ3XbSh039A49ZO6kJS37oB65orMEQkRq9baArbHQkd7XsmcxDTSS\nKec85aneWGCamUXZ7xf6dYmp3yPLnH/Ofsstzb1v2Dlb2Wzej9MeHAm8f+Opjf2u5r3vr0yq53Uv\n/tm1XGpNmY7n7DSfz5i+2aGKW0h/lliISJVXBc7tqnrbgvinV4zF6DdHmT7p1CH5vvZd9sBfdJx/\n9d/Dbhu3igH+LfY8PfPxZ12nY56qnMg+xTZUGN3x/sXt/tmJ10r3vL+8Nsuf1nYwO2iBx73j+ivP\n03H/B1/QcVKVWaZnbbNt0eyfG3h/Yg8TBEEQBEEQBKHDIg8tgiAIgiAIgiC0a9pN9jA/mYIA4MRH\nv9Dxh388zGxw2LFc2+PTHhYtqesWWK9r+4+O7jguWZ+ccFvPzXnGKuZn5VMAyDvmcut1xcw7dVyd\nYjJu+LHmyXB64oh1lj4LZnNRDpuV25drWSVTYreiL+CwgMHhhfPQRizh9tH7e5kVuP3qzJllLGuD\nuV7UDzDXCj/iEZ0lllhrjdslmrN7RLWvm2f+oOM7ThhsbdtZ27olOLnsR+t1U/6+UbUnljhX8354\ny0wdv7DR9P/nHOzvM/SbvakF0VliiWuf1s6wpj3M/be9cfxvE9wa/7bMeO0jKnsYEaUT0RdEtIiI\nlhHR1ODf84noQyL6nohmEFFeWK0SBEEjOhOExCBaE4T4IzoT4kGrDy1KqToAxyqlDgMwHMBxRDQW\nwA0AZiql9gfwCYAb49pSQejEiM4EITGI1gQh/ojOhHgQlj2MiDIBzAJwAYDXAIxXSm0lokIAs5RS\nB4SoE9Wid7GGDwnv+M3p1rbhb7xrmuCx6J0bW1g2pt6Z9nu46FUzPHbrSUN17HfhPi+cC+y1wB1c\nzqF1t+E6nmEGAKoazOt+uWYIni8o1iMjtNVAhtMjI9Y641Ykt8UOnbhl4fKyh7nZT2pfmGLVqf3F\nJB3npLlnAnNjI7Nmdcuw28MXeJ21rlzHJww0P+aVO7xZeawNy3fUhWwbAPRkmZncPsc9dFZpFqHc\nVmc+kx6O7E3RLNglOoucqLXGrJMAPLPUxQve75ScfaqOD3vvA6tc6haTccktQ920+Rut13NXbtfx\n6ycbO/UrO7vpeNI/5lt1vpt2ip9mu8KzUfKsXsnlm6xyl/c+QcfXl36jY66lXo7sbrxPTP72Ix03\nDftJq+0SnUVOPO8dS2tavxcBgPVsseHB9cYGGcnCr9+f/3Pr9f7TXw97H24LnfJ7VMCfdTGSYwLA\niey4bie2s097cNfXOuYLsjvxO+UjFFFnDyOiJCJaBKAEgRPsOwC9lFJbAUApVQKgp9c+BEHwRnQm\nCIlBtCYI8Ud0JsQaX49wSqlmAIcRUS6AGUQ0AfaDFEK81kyZYn5pLSoqQlFRUfgtFdo9xcXFKC4u\nbutmdFhEZ4IfRGfREzOtqWYUjRuHoqJxcWqp0FaIzqJH+jTBD+FoLaxxJ6VUBRG9B2AUgK1E1IsN\n8W1zq3fTTTeFcxihg+K8qNw5dWobtqbjIjoTvBCdxY6otea0hwmdBtFZ7JA+TfAiHK21OqeFiLoD\naFBKlRNRBoAZAG4DcCKAnUqpe4joegD5SqkbQtTXvkTnkbhhjad9bGJpH52mtqWlNTru/9JtOs67\n7G6rXMlu05kUZrJnMzZ3psnhjqtjRv6r3zJzPh77+UFWOe45X/yzk3U84u33dbx6l73i9YA8Mx9k\nyVbj0zy80N0T6Na28jrbk1+ojE9xe7LxKHqtdO83HV0VS6Gc7XPl45a2ds3JEg+wT2Khs6rqwHlV\nWmPfSKWxZboLksycDS8/Kk/BmFu+3vw9f4BVjq8AnrFthY7rexmLMl9JHgCG5hstNHnM5UhZOVvH\njYOP1HF5k9FzmqNSF/Z6E5v7wueOeV2HvHy4fJvfle6vyjlUx1xnfmcS8jY45661+PPFax8esdDa\nu8tLAABF/ez5jtXsepnfaOZUrW00czOc52zPzNC/HdY0mn1lOa69Vt+526zyXpFq5m59vaUKnAlb\nP9GxGn2GjrkGU756w6rDy/EHtOSVc3S8otcYq84Qpu8r3zLXhIdOM9cEvjI4AEz71KRq/ve5JoV4\nP7bS/d9u+ZVVZ/wAs/r5PT0O0fGtZct07JyX9sUm85n8UGb64csuNfcSg8fbc12fuyYwinZk/wLR\nWRjEQmebdlYCAAYcd4W1bfNnD+s4t5alDM/pZQop+z5JsbnS/Et03qsVsnlQ+ZvM/I2G/ofr+D/L\ndlh1zh3G0mxHMD+7hokww2NS4zurjdZPHZLvWo7fL3K6NFRarxvTzfVrV13olQRKthQAABN4SURB\nVO6p3p5XdGVX8znw+S3NjvsJ/i52sXtWfv1bu6sOnKkfrgQAvHbRUa5a8zPS0hvAc0RECMyBeV4p\n9XHQp/gSEf0BwHoAv/SxL0EQQiM6E4TEIFoThPgjOhNiTqsPLUqpbwCMDPH3nQBO2LOGIAjhIjoT\nhMQgWhOE+CM6E+JBWCmPIzrAXrSqqRc8HSwfufNK0ZcouFVswqK51rYz9u/mLO4bsa0kjnanMzZE\nnrzLTlWaqFW2+ar1/WKQWtwPzpThPVlqY66zBxyWzGhEIjpLLO1Na7ljLtNxxbxHo9qX01XiJ/32\nyL9+ZL1eeGfr6YMjaY+zLTw1LLfP3Zp/sI7vrbJ1lhbFagqis8TiV2d+l6dIqtyqY8tG5hNuucpY\n/I61rfnwn4W9Pzf4+wH8L7mRKLhdjFvFwl313ouoUx4LgiAIgiAIgiC0FfLQIgiCIAiCIAhCuyYh\n9rBvf/tTAMDgf/7P2nbiYwt0/PLFo3U8f6MZHuMrhe6x7y9e1XHO1Z9Y27569wEd82xFi7ea7GOj\nkrdYdcryBuiYZ8riq78Ddlau0ZM/1vH3H72m45UzH7Tq8AxmTy82w5R/GBH+MOWacjvbxSCWmYyT\nd8zlOl714TRrG7etvPH9Th3POmysVe6hbSZ3dm2myZDhNczeckZlynB6wiAitbMykJGni8NHUcos\nS88v3qzjy48yNi3n98mzh2U1mowj6xsyrHJcC1wzzy015/jvB9r75kPzflfNfXGZyRDz9xfNKvOz\nbjnOtc4vnvxKxx/83xGu5dzawFdaBoDuzMpJLEtYPRn9+Uywh6udqwxXLNJxY3IXHXvZc0RnbQMR\nqZJdgSxUY2+YYW379n6TTXLM1M90fNdvDtPxeEfGMW7vqn5/ko6zTnZP+8ltYHyVa77C9T++2mzV\n+dOofUIek+/rhIc+t+p8+eK/Q5bjlNfbWZryXDqHlSyLIO+TvfCyh/FsenwTr3Ndtq0zbmHh7c5L\nNlazGthW0mQK7D0vW3SWSIhI7aqsDrkthaWt/Bm7zr938aiwj8MzzQJAGbvuH1iQrmPeB/22oNSq\n01BoMsxyG1m6xwX8lCdMu+c884yOt8+xdVZVb9qTwToYryxjFjwte1JYq5yExK2/vMrRp02r+kbH\npXWmJJ8SsaXa/ux7BzO3iT1MEARBEARBEIQOizy0CIIgCIIgCILQrpGHFkEQBEEQBEEQ2jWtzmkh\nonQAxQDSgv/eVEpNIqLJAC4GsC1YdJJS6oMQ9VV9SWC124b5b1vbkk68xJRrrNVxykbjhWsYMNqq\n49efx/enUoxHnK8e3JBhryiaP9b4fCs/ucvU90g5Z62Szfa9uiHLKjco17R1Y5XxKPKVurnPGLA9\nxBP/8aWOvfz5Te88pOOUEy7Q8Q91XaxyfBVmPhchqcr2al7Rs0jH3A/M27r1j/a8nIzzbwn8L157\n38RCZ77SsEawWq+Xr5zrqTnTZYVexyrxL680c9bOPrC7rzZwqM6saq3Ss61tDnu9htvsKxvsQjns\n/Oce295Z9vWFfw5dSr41L+rMPLna/vb1ilmvLf8vvz4BwJW5Zs6Dm86qPrbnODSnB64xGdm5orMw\nSJTW/M7X4nMrMlLMueg1b5Cf57wcn4uWkWIf1dcJ0mx7zPk1YlO1Oeg+2UYbm1hqccDu09z09PCX\ndhr0y4/oo2M+R+fkQvN+XK8vAOZtNNeEMX2zXctx3/1DpXN0nP2TW3S8dfYjVp2W93fIPl1FZ2EQ\nE51VBs+FZPc5UF79E8dNj8llP1rlKt98SseZF9wacl/OVeLPfWW1jl84d7gpx/oqYM/+SrdhxSwd\nNx0wIWQZJwsnnqTjxy95wNr2zJFGkxctMJ/dY2fY80446688T8cPPLHQxH7T8zuuHVdlH6LjB8vM\n/PWcY6/Xce3Ll1h1mnJ6AgDSCge7as3P4pJ1RHSsUmo3ESUDmEtELbO171dK3d/aPgRB8EZ0JgiJ\nQbQmCPFHdCbEA18/tSqlWh4r04N1Wn5elV8dBCFGiM4EITGI1gQh/ojOhFjjK+UxESUB+BrAYAD/\nVEpdFxziuwBAOYCvAFyrlCoPUVfVbQ8MBTuHd5O/NSvpNh8wTseKDwU6LCy76swQdQ4bF3cOC7rZ\nwzD7BR2WL/2GV0HeZXebFx42mtSS73Rc28ukultYYtLzVdbb6VJPbDB2kube+5s4qwC+4BYbp62H\n2+RYu3c3mQ8lzfEBpbhcMpz2Gm494EPrExbN1XHNccdbdX69KZC+Vexh4RGtzsqrAv3Dx2t3WdtO\nHmzSoPq1rPBySWwoXKVl+novXGelo86xNvGUh/y8bkqyLQDWKcuGnquazEmZneSws7jYCNzsNOHA\nV7vnKcO9PlO3bV4rj3Od3VdthuaTHDvfHkzN2a8gR3QWJtFqrbI6oInpS7Za2847pKeO+aXUMz0p\nO7frX7pXx2nnTApVes/3wlcE5/p02Kf9rByuZj5lvaYTLtRxysrZOm4cavprvtI44G+1cfr8Zfu4\nR58dshy3ffXvaluc+637VMfPqkN1/Fv2HTjTMec3GDvrFT2O0bGf1bylPwufaHXWYsPk5wHgbQH0\nA7cI5/jMU9/0xn06rvnp1dY2brFPrjBLaTTl9nbd3yqWAvyBz37Q8T8m9rHKeU1P8ENyubFiNuX1\n8SjpD34P3jXdvG/nEgE9k4xt+sp8Y5uOVmu+kjYrpZoBHEZEuQA+JKLxAB4DcLtSShHRFAD3A7gw\nVP077gl82Sq1C4qKilBUVBSqmNDBWdGwGysad+OHKVPauikdkmh1dtedgc99za5aDBs9BsNGj0lQ\ny4VEUlxcjOLiYmv+ghAe0WptalBrS0qqsd/IozB05FEJarmQKFp0JkROtDqbEryX+LGiHoceORYj\njhwbqpjQwQlHa2GtNKOUqiCidwGMUkp9xjY9AeBtl2q4+fprAXhPpBM6PgekZuKA1Ez8+qabAAB3\nTnVfHE1wJ1Kd3fjXwOfuHGkROhctP/y0jLRMu/euVmoIbkSqtUlBrTlHWoTOg/MHVunPIidSnd0U\nvJdwjrQInYtwtOYne1h3AA1KqXIiygAwA8BtAJYppUqCZa4GMFopdW6I+r4yrfBfDTPdvEsO3Iap\nvOBD5M2OYbevthh71+jedvavcLlj1jrr9aTxA3TsllHICy97i5+hTufQnWXR8YBnL5r+zB06nnWY\n+cXjoe3zrDotD6cynO6fWOrMS9F+vwy/NrJoSd28VMcN+wx3Ledm93S+1+3sPK9pNLrol5OKaKlh\nni7fqxH7hOusbK7JGnhtlrGKuQ2ri87CIxZaa7FivrbczrZ4zsE9Qh5zbbnJ5jMgzz4X+RcXie54\nxsfmbHP8T9ZXWOVOzNym48YeQ0LvzJHpj9steT/D7TB/fO07q8rjZxrL9KibZ+r4qztO0PGE++ZY\ndWZdewyigeuHZ910vp/ccVeHLMctmU6dra8IfHcHFOaJzsIgUfeOfvG7Un200Bev6lgdeVbcjhML\nfv+Smbbw3CnG1smvI0783qu7adJLay1Eaw/rDeA5IiIEJlI9r5T6mIimE9EIBKy76wBc6mNfgiCE\nRnQmCIlBtCYI8Ud0JsQcPymPvwEwMsTfz49LiwRhL0R0JgiJQbQmCPFHdCbEA1/Zw6I6AJEq2RXw\nI+Y5fE18uO6tlTt0fOGFk3VsDfU64NnHmob9xNp280yTjeGOEwbrmA9teWXUitYek7p1hfV6ZRfT\nhoF50VlVlm23F6Y7uLuxy/hdZMsvNdNv1/EbN76u4/NWfaLjK7rbE76HFn8MALi2aIgMpycIIlJV\nwYxGVY7FE5268wPPlNVn1zIdOy1ca8qN/WJQXujMXV6ZsjgbHIvURWLp4jbK9Hpjj+GLq7q1Mx7w\nufJertekGpM8pykjT8e8Ch9WB4DjFgcy+P1qRF/RWQIhIrVpZyUAINVxMnN7biwtlnUOEXF7y6A/\nTNfxD0+b+0HnMXm/wfsMT1gWQIw7z71cG3PYjR/qeNFdJ+q4xnnxYbhZPJ06e3rEcQCAhsXPiM4S\nCLeHtVj0WuifG37fwE+FpI9NljyeIQ8Ahl83Q8dL7zULOPrp64D42og53P55XH97qoPXIslu8M/Y\n6/N1u47wYwJAf3bfUN/nUITCqbWq6a8AAF44f7Sr1iJM/ikIgiAIgiAIgpAY5KFFEARBEARBEIR2\nTcIeWubOji7febT50tu6PgB8OW9264Xi2IZo669oiF0mDyE+tPU5EgudfDE3Op3M7gSfgawP0b6Z\nNye6cxRo+/Osreu3hzaIzto/bf0dt3X99tCGtq7PCWudlkjJS0vCws/n4JTjJ1h/577c/bqZFMOh\n5rEUFxfvsShl04HjXY956/GDrdeh6t/12Trr9c0TBuj4v9+aNJLnDusRsj5gr7jL5w6suuM2q9zA\nR/6LF76eh1+dfBxSS0yKyIbCg+CXljY4/cjcq+k1j4W/B7f0f04HcMb5t+g4dUOSXoOFz5pomcPS\nwsqi473ehhAnkgiYM7sYE8a7L97aWrrClnOktsl8wyrN/ZxyentD6cSvrbdlDsv0r+bh7InHuZbz\n8t6mJQGfzynG8ROK0JBufL6DfFr4gdDvAbDny+yocfcM8/pu81icOmtON9e/7TVN+OCTz3DQ6LFW\navKWOSwtfDJCFlprK55/60NUFB6MEwZ1s/7Op2E1sy85lAZazhOqNz8GWSvaM0KlaG2pP37iHnOd\nQ3JIVp1pG7qEPM+d65WmeMxjcdNJOES7j5b6z10zLuT2ZLI/tw0VZl7CkK5puj6/prTMYWnhD4sD\n8zcfj7iVQqQs31GHV2d8igdjcI7wFPiZjeb7diqLz2Ph9Xtk+rtdzmyo1LFKznU9x/ncl50sVX93\nx3IU6ckUch/OeSwcrz7JDa95LLz+1A9X6r+/cK6Z4+o8ZlNTT1b/7ZDHb5nD0kL2+b/wbCMg9jBB\nEARBEARBENo58tAiCIIgCIIgCEK7JiEpj+N6AKFdIykiE4PobO9GdJY4RGt7L6KzxCE627tx01rc\nH1oEQRAEQRAEQRCiQexhgiAIgiAIgiC0a+ShRRAEQRAEQRCEdk3cH1qIaCIRrSCilUR0fQT11xHR\nEiJaRERf+qzzFBFtJaKl7G/5RPQhEX1PRDOIKC/M+pOJaCMRLQz+m+hRvy8RfUJEy4joGyK6Ipw2\nhKh/eThtIKJ0Ivoi+JktI6KpEXwGbvvw/TkIiSNanQX3EZbWOrrOXPaRUK2Jzjoe0qd1vD5NdNbx\nkD4t8ToLlm3fWlNKxe0fAg9FqwH0B5AKYDGAA8LcxxoA+WHWOQbACABL2d/uAXBdML4ewN1h1p8M\n4Bqfxy8EMCIYZwP4HsABftvgUT+cNmQG/08GMB/A2HA+A499+G6D/EvMv1joLLifsLTW0XXWyj4S\npjXRWcf5FwuthauzYJ0OrTXRmfwL518sdBbcz17Vp8VCZ8G67VZr8R5pOQLAKqXUeqVUA4AXAZwe\n5j4IYY4IKaXmAChz/Pl0AM8F4+cAnBFm/Za2+Dl+iVJqcTCuArAcQF+/bXCp3yfMNrSsWJaOwOdX\n5vf4rezDdxuEhBELnQFhaq2j68xjHwnVmuisQyF9Wgft00RnHQrp09pIZ8G67VZr8X5o6QPgR/Z6\nI8wH6BcF4CMiWkBEF0fRlp5Kqa1A4IsF0LOV8qH4MxEtJqInvYYIOUQ0AIEn7/kAeoXbBlb/i3Da\nQERJRLQIQAmAWUqp78I9vss+fLdBSBix0BkQG611SJ059pFQrYnOOhTSp3XQPk101qGQPq2NdBas\n22611hEm4o9VSo0EcAqAy4jomBjtN9xcz48BGKSUGoHAF3F/axWIKBvAKwCuDD71Oo/p2YYQ9X23\nQSnVrJQ6DIGn9HFENCHc4zv2UURE48Npg9DhiIfW2r3OXPaRMK2JzvY6pE8TnQmJYa/s06LRGdC+\ntRbvh5ZNAPqx132Df/ONUmpL8P9SAK8jMGwYCVuJqBcAEFEhgG1htqNUKdXyJT0BYLRXeSJKQeCk\neV4p9Wa4bQhVP9w2BOtUAHgPwKhwjh9iH+8CGBVJG4S4E7XOgJhprUPpzG0fbaE10VmHQPq0Dt6n\nic46BNKntbHOgvXandbi/dCyAMAQIupPRGkAzgHwlt/KRJQZfGIEEWUBOBHAt36rw/bPvQXggmD8\nOwBvOit41Q9+SS2c6aMdTwP4Tin1YIRt2KO+3zYQUfeWoTciygDwEwCLwjm+yz4WR/A5CPEnKp0B\nUWmto+ss5D4SpTXRWYdD+rQO2KeJzjoc0qe1gc6CZdu31lT8s0BMRCCDwSoAN4RZdyACWSMWAfjG\nb30A/wGwGUAdgA0Afg8gH8DMYFs+BNA1zPrTASwNtucNBPx9bvXHAmhibV8Y/By6+WmDR31fbQBw\nSLDOIgBLAPwl+Hdfx29lH74/B/mXuH/R6CxYP2ytdXSdtbKPhGhNdNbx/kWjtUh0FqzXobUmOpN/\n4f6LRmfB+ntdnxatzoL7aNdao+DOBEEQBEEQBEEQ2iUdYSK+IAiCIAiCIAh7MfLQIgiCIAiCIAhC\nu0YeWgRBEARBEARBaNfIQ4sgCIIgCIIgCO0aeWgRBEEQBEEQBKFdIw8tgiAIgiAIgiC0a+ShRRAE\nQRAEQRCEdo08tAiCIAiCIAiC0K75/z8nJqANlllAAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1241fa990>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAEKCAYAAAD+XoUoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nBbBetxcsS8aKAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1267cea50>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAXEAAAEKCAYAAADkYmWmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x12a4b9d90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# visualize the centroids for Method 1\n",
"plt.figure(figsize=(15, 5))\n",
"for n, centroid in enumerate(est.cluster_centers_):\n",
" \n",
" plt.subplot(2,4,n+1)\n",
" plt.imshow(np.reshape(centroid,(nfeat,nfeat)), interpolation=\"nearest\",vmax=1, vmin=-1, cmap=plt.cm.RdBu_r)\n",
"\n",
" # And display the labels\n",
"\n",
" #x_ticks = plt.xticks(range(len(names)), names, rotation=90)\n",
" #y_ticks = plt.yticks(range(len(names)), names)\n",
" plt.title('Centroid %d' % n)\n",
"\n",
"plt.show()\n",
"\n",
"# Plot the distance to centroids \n",
"plt.plot(dist2clusters.transpose())\n",
"plt.legend(labels=\"01234567\")\n",
"plt.title('Distance to centroids')\n",
"plt.show()\n",
"\n",
"#Plot the labels given by the results of the KMeans\n",
"plt.plot(est.labels_)\n",
"plt.legend(\"L\")\n",
"plt.title('Labels given by K-means (min distance)')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 325,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAABVMAAAa1CAYAAAAxKFrnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n9Hh5awAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x12889e890>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAW0AAAEKCAYAAADZ8ATAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nNjOrkf8P5EzAHrB3NYEAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x12917cf90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# visualize the centroids for Method 2\n",
"plt.figure(figsize=(25, 30))\n",
"k = 0\n",
"for n, centroid in enumerate(est_2.cluster_centers_):\n",
" curXcentroid = np.reshape(centroid,(n_group_ts,nfeat,nfeat))\n",
" for m in xrange(n_group_ts):\n",
" curcentroid = curXcentroid[m]\n",
" plt.subplot(8,n_group_ts,k+1)\n",
" plt.imshow(curcentroid, interpolation=\"nearest\",vmax=1, vmin=-1, cmap=plt.cm.RdBu_r)\n",
" k = k+1 \n",
" plt.title('Centroid %d Window %d' % (n,m))\n",
"\n",
"plt.show()\n",
"\n",
"# Plot the distance to centroids \n",
"#plt.plot(dist2clusters.transpose())\n",
"#plt.legend(labels=\"01234567\")\n",
"#plt.title('Distance to centroids')\n",
"#plt.show()\n",
"\n",
"#Plot the labels given by the results of the KMeans\n",
"plt.plot(est_2.labels_)\n",
"plt.legend(\"L\")\n",
"plt.title('Labels given by K-means (min distance)')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 326,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"### Try with dictionnary learning \n",
"from sklearn.decomposition import DictionaryLearning\n",
"\n",
"## Method 1-b : All consecutive windows, dictionnary learning \n",
"est_1b = DictionaryLearning(n_components = 8)\n",
"\n",
"components_1b = est_1b.fit_transform(np.reshape(precision_sl,(n_slwin,nfeat*nfeat)))"
]
},
{
"cell_type": "code",
"execution_count": 328,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"## Method 2-b : Grouped windows, dictionnary learning \n",
"est_2b = DictionaryLearning(n_components=8)\n",
"\n",
"components_2b = est_2b.fit_transform(np.reshape(precision_sl[:n_windows],(n_obs,n_group_ts*nfeat*nfeat)))"
]
},
{
"cell_type": "code",
"execution_count": 329,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAk0AAAE8CAYAAADdbIWhAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nBoMhAf8/muhzNPn3h3MAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x129176650>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAEKCAYAAAAW8vJGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nUZQg1DAoiqIoQfw/4bCd+dg6kmAAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x126aead90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# visualize Dictionnary Learning results with non-grouped windows (Method 1-B)\n",
"\n",
"plt.figure(figsize=(10, 5))\n",
"for n, components in enumerate(est_1b.components_):\n",
" \n",
" plt.subplot(2,4,n+1)\n",
" plt.imshow(np.reshape(components,(nfeat,nfeat)), interpolation=\"nearest\",vmax=0.1, vmin=-0.1, cmap=plt.cm.RdBu_r)\n",
"\n",
" \n",
" plt.title('Component %d' % n)\n",
"plt.show()\n",
"\n",
"# Plot the weigthings \n",
"plt.plot(components_1b)\n",
"plt.legend(ncol=2)\n",
"plt.legend(labels=\"01234567\")\n",
"plt.title('Weightings of Components')\n",
"plt.show()\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 330,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAABVMAAAa1CAYAAAAxKFrnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ndd+JP9ggxjX+S
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment