Created
April 9, 2016 01:19
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Song Visualizations (messy!)
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"# import matplotlib.gridspec as gridspec\n", | |
"# import matplotlib.pyplot as plt\n", | |
"# from matplotlib.patches import Arc, Polygon\n", | |
"# %matplotlib inline\n", | |
"# import seaborn\n", | |
"# seaborn.set(style='ticks')\n", | |
"# import numpy as np\n", | |
"# import toolz as tz\n", | |
"# from random import sample\n", | |
"# import IPython.display\n", | |
"# from scipy.ndimage.filters import gaussian_filter\n", | |
"# from scipy.spatial.distance import pdist, squareform, euclidean, hamming\n", | |
"# from scipy.cluster.hierarchy import dendrogram, linkage, fcluster\n", | |
"\n", | |
"# Original data creation (i'll probably leave out the creation of harmonic vs percussive stuff.)\n", | |
"# y, sr = librosa.load(audio_path) # 3s\n", | |
"# S = librosa.feature.melspectrogram(y, sr=sr, n_mels=128) # <1s\n", | |
"# log_S = librosa.logamplitude(S, ref_power=np.max) # <1s\n", | |
"# y_harmonic, y_percussive = librosa.effects.hpss(y) # 13s\n", | |
"# C = librosa.feature.chroma_cqt(y=y_harmonic, sr=sr) # 5s\n", | |
"# tempo, beats = librosa.beat.beat_track(y=y_percussive, sr=sr) # <1s\n", | |
"# C_sync = librosa.feature.sync(C, beats) # <1s\n", | |
"# S_harmonic = librosa.feature.melspectrogram(y_harmonic, sr=sr, n_mels=128) # <1s\n", | |
"# S_percussive = librosa.feature.melspectrogram(y_percussive, sr=sr, n_mels=128) # <1s\n", | |
"# log_S_harmonic = librosa.logamplitude(S_harmonic, ref_power=np.max) # <1s\n", | |
"# log_S_percussive = librosa.logamplitude(S_percussive, ref_power=np.max) # <1s" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"# To Install: \n", | |
"\n", | |
"# pip install librosa\n", | |
"# sudo apt-get install libsamplerate0-dev\n", | |
"# sudo pip install git+https://github.com/gregorias/samplerate.git\n", | |
"# see https://github.com/bmcfee/librosa/issues/67\n", | |
"# Maybe ?sudo apt-get install libav-tools\n", | |
"# !! helped fix backend problem : pip install audioread --upgrade" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"/home/bioage/anaconda/lib/python2.7/site-packages/librosa/core/audio.py:37: UserWarning: Could not import scikits.samplerate. Falling back to scipy.signal\n", | |
" warnings.warn('Could not import scikits.samplerate. '\n", | |
":0: FutureWarning: IPython widgets are experimental and may change in the future.\n" | |
] | |
} | |
], | |
"source": [ | |
"import librosa\n", | |
"import numpy as np\n", | |
"execfile('/home/bioage/utils/utils.py')\n", | |
"%matplotlib inline\n", | |
"from scipy.ndimage.filters import gaussian_filter\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"audio_path = \"/home/bioage/music/RUSH/My Favorite Headache/Working At Perfekt.mp3\"" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Around 20s to compute everything. Most expensive operation is harmonic/percussive separation. Probably can drop this if you want. Chrome is next expensive. Could parallelize maybe. yeah. " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"# y, sr = librosa.load(audio_path) # 3s" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"y, sr = librosa.load(audio_path) # 3s\n", | |
"S = librosa.feature.melspectrogram(y, sr=sr, n_mels=128) # <1s\n", | |
"log_S = librosa.logamplitude(S, ref_power=np.max) # <1s\n", | |
"C = librosa.feature.chroma_cqt(y=y, sr=sr) # 5s\n", | |
"tempo, beats = librosa.beat.beat_track(y=y, sr=sr) # <1s\n", | |
"C_sync = librosa.feature.sync(C, beats) # <1s" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"y, sr = librosa.load(audio_path) # 3s\n", | |
"S = librosa.feature.melspectrogram(y, sr=sr, n_mels=128) # <1s\n", | |
"log_S = librosa.logamplitude(S, ref_power=np.max) # <1s\n", | |
"y_harmonic, y_percussive = librosa.effects.hpss(y) # 13s\n", | |
"C = librosa.feature.chroma_cqt(y=y_harmonic, sr=sr) # 5s\n", | |
"tempo, beats = librosa.beat.beat_track(y=y_percussive, sr=sr) # <1s\n", | |
"C_sync = librosa.feature.sync(C, beats) # <1s\n", | |
"S_harmonic = librosa.feature.melspectrogram(y_harmonic, sr=sr, n_mels=128) # <1s\n", | |
"S_percussive = librosa.feature.melspectrogram(y_percussive, sr=sr, n_mels=128) # <1s\n", | |
"log_S_harmonic = librosa.logamplitude(S_harmonic, ref_power=np.max) # <1s\n", | |
"log_S_percussive = librosa.logamplitude(S_percussive, ref_power=np.max) # <1s" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"C_distances = squareform(pdist(C.T))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"beat_distances = np.triu(squareform(pdist(C_sync.T)))\n", | |
"beat_distances_ = squareform(pdist(C_sync.T))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"log_S_sync = librosa.feature.sync(log_S, beats)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"# Key finding" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"major = np.array([0,2,4,5,7,9,11])\n", | |
"offsets = range(12)\n", | |
"keys = np.array([major + offset for offset in offsets]) % 12" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 19, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"def get_fraction(beat, notes):\n", | |
" return beat[notes].sum() / beat.sum()\n", | |
"\n", | |
"def get_fractions(beat, keys):\n", | |
" return np.array([get_fraction(beat, key) for key in keys])\n", | |
"\n", | |
"def get_all_fractions(beats, keys):\n", | |
" return np.apply_along_axis(lambda x: get_fractions(x, keys), 0, beats)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 20, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"fractions = get_all_fractions(C_sync, keys)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 27, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x7fc580780b10>" | |
] | |
}, | |
"execution_count": 27, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
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iZN5SaM89y+5pEbUeTbqwU/Lnb5czj8emzgAAWqoD2Onl3N3Tybl8xVLGcn9Y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\n3LCE/t0o61imlGKy7kQMYSf3s/c9S+NuXsoYDic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+bDnX31Th8BurGRp/PNUFACj2xzWo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\nIiIiIiKywP4HjJ3tErKsqnYAAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7fc5a0051750>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"figsize(15,6)\n", | |
"plt.imshow(fractions, aspect = 5, cmap = 'Spectral_r', interpolation = 'nearest')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 131, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"def plotscale(xmax, y, minutes):\n", | |
" normed_tick_locations = np.arange(0, minutes,0.5) / float(minutes)\n", | |
" tick_locations = normed_tick_locations * xmax\n", | |
" \n", | |
" raw_tick_labels = np.arange(0, minutes,0.5)\n", | |
" tick_labels = []\n", | |
" for i, x in enumerate(raw_tick_labels):\n", | |
" if i % 2 == 0:\n", | |
" tick_labels.append(str(int(x)) + \" min.\")\n", | |
" else:\n", | |
" tick_labels.append(\"\")\n", | |
" plt.gca().get_yaxis().set_visible(False)\n", | |
" plt.gca().set_frame_on(False)\n", | |
" plt.gca().get_xaxis().tick_bottom() \n", | |
" plt.xticks(tick_locations, tick_labels)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 132, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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O78dk7g9Q7qbcS89ZZR4q4lyhtBLMKTnjrNGbl38AKGuQN8z/QXppRik+tyvtwj0taMq0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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f132b5f7f90>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"figsize(15,3)\n", | |
"import matplotlib as mpl\n", | |
"mpl.rcParams['agg.path.chunksize'] = 10000\n", | |
"plt.plot(y,'k')\n", | |
"# plt.plot(y,'k.', alpha = 0.05)\n", | |
"plt.axis([0,len(y),-1.2, 1.2])\n", | |
"\n", | |
"\n", | |
"# ax1.axes.get_yaxis().set_visible(False)\n", | |
"\n", | |
"plotscale(len(y), 0, 5.01)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 138, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"[<matplotlib.lines.Line2D at 0x7f132b6ee7d0>]" | |
] | |
}, | |
"execution_count": 138, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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ECSxfPhaA2bMB2t1fa/D++7DeeuXheRQA667rzErfbbfazi9CTRdar/DsScvi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\n50c/qnzORhs5/8uW1dYq8Vc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fcIAzCOX5wsmbq66Kt7paPYuIr7tu/pOuGrEIepaY/PnS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\n/1SGAAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f12f2483750>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.plot(S.sum(0))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 160, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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7+S8kd0xcExP8t0Z8E+1RCXC1eQF5N13nUh+7P33jkJdmDmZNplvXd2IkwMlD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\nRU5ErkJggg==\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f132b62b9d0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"figsize(15,3)\n", | |
"x = S.sum(0)\n", | |
"plt.plot(x + 2000, 'k')\n", | |
"plt.xlim(0,len(x))\n", | |
"# plt.axis([0,len(x),0, 11])\n", | |
"# plt.axis('off')\n", | |
"\n", | |
"# figsize(15,3)\n", | |
"n = S.shape[1]\n", | |
"# for s in np.linspace(10,50,30):\n", | |
"x = gaussian_filter(S.sum(0),30) - 1000\n", | |
"# plt.plot(x, 'k', linewidth = 1, alpha = 0.1)\n", | |
"plt.plot(x, 'k', linewidth = 1)\n", | |
"\n", | |
"# plt.axis([0,n,0, 11])\n", | |
"# plt.axis('off')\n", | |
"plotscale(n, 0, 5.01)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 244, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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gwoULNampqTEkSW5vaGg4YmRk1Kmuro43b954lJeX7zcxMYGamhpcXV0b8T6x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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f12d071ec50>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"figsize(15,2)\n", | |
"for i in np.arange(0,128,10):\n", | |
" plt.plot(gaussian_filter(np.flipud(log_S)[i,:], 30),'w', alpha = 1, linewidth = 2)\n", | |
" plt.plot(gaussian_filter(np.flipud(log_S)[i,:], 30),'k', alpha = 1, linewidth = 1)\n", | |
" plotscale(log_S.shape[1], 0, 5.01) \n", | |
" " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 242, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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o2bMnpKSkYGJiAnt7+wp5eXm4ubnloube66rXYm3X4KgJEybg4sWLyY15vWVlZf1pYmIC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\nYDAYDAaDwWAw6gn/D0q5ndTSBrzkAAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f12d0b36ed0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"figsize(15,2)\n", | |
"for i in [0,90]:\n", | |
" plt.plot(gaussian_filter(np.flipud(log_S)[i,:], 30),'w', alpha = 1, linewidth = 2)\n", | |
" plt.plot(gaussian_filter(np.flipud(log_S)[i,:], 30),'k', alpha = 1, linewidth = 1)\n", | |
" plotscale(log_S.shape[1], 0, 5.01) " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 258, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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lommaHVLhBCQ6wAjgz0XTUSGto72TdvHJfsE61dPDF5ltfCGpm3DrC95tid9L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\ngg==\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f12d02a8e90>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"figsize(15,2)\n", | |
"# for i in range(log_S.shape[0]):\n", | |
"# plt.plot(gaussian_filter(np.flipud(log_S)[i,:], 30),'k', alpha = 0.15)\n", | |
"# plotscale(log_S.shape[1], 0, 5.01) \n", | |
" \n", | |
"for i in [0,90,124]:\n", | |
" plt.plot(gaussian_filter(np.flipud(log_S)[i,:], 30),'k', alpha = 1, linewidth = 1)\n", | |
"# plt.plot(gaussian_filter(np.flipud(log_S)[i,:], 30),'k', alpha = 1, linewidth = 1)\n", | |
" plotscale(log_S.shape[1], 0, 5.01) " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 209, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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VXmrtkZQuOdWMbcpsT6yVcTwwvGjUwGIhyuOIm7bViZLIjejW/LAqRYHScmQH\nYstlbAvZxTqeB5bIuUHLSl+BCMSyJppvRIy8lnU2cUPjxAWzYe78z71jQZQ00jUW2Nydie4c5LG2\nnbtzjDt7ppGzLnPnLHd2J+Zdnkhc1KbXedrjzCoEVEaloETZFKvRxPf/N2J0stVqq6x1x5PkHwcz\nA5UqRYFY7fywiofI7mDIvJF2503gBfJTgbMsCXxQSWtLGRF7EZkIe9WOyKWf12NWul3FpWSkaCVr\nM2tUqNLWd4hzQ9ZI1Bg6H7dTgGEW85tqjSAC39pU9CnAOrWdVum8viCRjleZX/cM5UceKoHYbRTP\nkxpKzEmszPt8HFg6pTbmSt/xpkSl1zElAutOI2LpWpc3xygvEMsLlIbS+bxOeo2sDJMViYV4a6/F\nhYFY7YPp+XnXm9piNRW188rqBmLpvX4AzOXOl4jj95Mea7KW8TuiOurcwIHu7OJR/fm5jPf5mEiX\nfwHYxZ3JRFXcoyBz7m3ReaPbLOZ7fi614XM5qalded1VUnr/UnlZPClt9EzieN8l4/iVAa7fB2LJ\nz4ibgO8TvdY9Kp1I9yOG3J3ur4OU9z4PujPKvVOva5ZG0hO3IHpm/0KdxSWr7EfsPz+ot326wH6a\nuIm5luJS/QcBZ7kzjQg8TyiTHlZlaXoxEEvpWIvSeQ5aZiCWbo6Wo3NP6wdEsZisSlR5NxAvAoNq\ncu8HE/v2vfkfpaMU3O/pzvY9fVFw57buBlsl38fdudhj7lg9jRbsqAQMZXv2KzfUNwObWusXkK6t\nstYdRXNqsgKxV4ne/axFczuNiCV5I71Zcysr7iHmp5WVF5zeTRRoqA24lybOb7U3mdcTVRuzqgKu\nTfbN8IMZrw8RwN9d/UA6L9xP9mfL/P7S6MKbdD5fjSDS1apHOEqlJ6ZRs3WJ/fpxohJiXkdTh5FA\nj2kBD1M8twrib/J2up49T/1Oj1XI/hvmBTF5HVpFgdj0jMcLA7GMx58lAtHaypx57YH8YDLvPboU\niMHM+xXceTkjlbvINcBniXm4H9bbOKWXfyVlJuHOdHd+lzXiRhfm8qbpDuuUvF/5JnCZR6XWh+mB\nJRZSh/KdRMGcB4nFzO+zmC+8qRn7mfEH4rq9OJGO2BMFlKSfGRCBWLrZ3As4siaVqiff403iZL1F\n2RSvXtZIILYZkTLwFFGCuEyJ4x2J+T+foH761ubAMx7lsHMDsdSDujsxqkgKxi6jsQmtWVWsuuJf\nwAoZF9PPuj88AAAV3UlEQVRliHkdtReiZ8geEVsKeD0jrRXioj804/G8kQAnbsSqR8XWJdKt6hXY\nGMgeo+SIWApy5yB6cuuOiKX9YwNgchpteYwWLk6a0psWp2eOgUpq53Syb3Q7BWJpH+30fafOmBGQ\nWdWzaESsdiS5otM8MYuJ8HmjKpmBWGrv5URvebV1gftrRzvSteRqairIpQ6XNci+Ge40kp32s/nI\nHu24k+xiJHmBLMT3UbvQdXVaYkXZ0eH1iSDuP+k7KBoVWw9mLhdRUaYTY2x6XYiUzM3qbL8qZM5h\nzQvEGh0Ry0o5h/xraWaQlPaR14hzf7WsOW4VRSNiWYHYzKUIbFY10lKBWFelDryJGWmFPaErRZX2\nIfa7woqmaQ7ofswqZvU3KJ3JU2QCMNGdzYlz7mJE6uNoYs7wpkRq5nB3PuveKYVVBBgggRhE2pR7\n74xUVb3Hh0Upg02W14uXZSxwa2r7TeRX4ALAjOHEqNA9xAjjXnVefw/iZgeiR3nznFGDCcAt3rGw\nyUnABLPSaQs9UjEupa/OoPMaSssRPZ61ngOWy+idK7qZnE4DgVhSe9PaaFriQNTIiNiazCooMQ0Y\nasXrKI0gKvtVbk5uICa/12XGslazGG96rKG1nmpsSBSYqNtj3YBO1fbS8TuSznOiILu89kpEB0bt\nHFhoMDUx6TAilkZrZgDX5fSQF82bu5yqRcqTrLTEiolEJdxqywNveVq0vUZWSnGlEEjW9eJO4riu\nVRSIZc3jGkHnz1w2ENuMCI4qcueu0TGgqsgbBay2adV7/J2CQCwF2MPIDmQ6BTGpg6RTJkIyncZG\nxPLS/Fci/1qT9R4zF6POkBeIrUJ+amJljthQYmSxNwKkZindWVbl80T20QF1tvsa8NeqFPaeCsT2\nIIqbVDI03nbnhpRtspE7X3Tnwjb/u0gTDJhAbAB6nBJrxqQe9JWYddNRNxAjUjCvTikGFxM3MZnp\nWGmews6kAilpHsETZN9o7E8sOzBT2v7HZOeVZym6ODYqqyLX8mQEYukG8106ryVW1As6nZpALP09\nZqfzBPCK2pvWMXSe8C8dPQasXDKFZWaKj0cFsseYtXh1lsr8sIpSgZgZOxPH6N2VtL80qnI98E+r\nXy48z9bMWp+np2TdvI8Ens4ZiZ1G58C3uqperUeIctzVlWcXIkYm825iHiTmm34i/V1/TiwzMoTs\ngKEoXXMqUbSjekRpPTqnXVbcQKzLVz3yuWZ6nby21gYl65OfTnwXsGHGaHxR+tkdlAvEHqJ4IfmK\nLYl9sSJzRCx1JIyic2dQ4YhY+ptVB3t/J9J68+5JhgMvefb87qwgZnngZY81sGo9Q+fzbmUNsaz1\nDYtSE/PO7VmjbkXVTPOK4qxF9n41nZhjPA/x96wdkWw3r5Cf0txJOmeuR8wTXtxylhFKAfzXgdOr\nHv4HsFAqrNYlaS77QpRbY0+kkAKx/us+YN2Mi3mtnYEbfFbZ25uBzeo8b1diyB2P0suPEuvndGDG\nokSgdqV7h0U1O6UnmrEuse7bDRnvdwawgVnx2kFpXsPKRA54T8iaQLwC2b2mkD3CVXTx7XRDQNz0\nP1Iwsjqzdz3dzGRN+JeOXqNzuec8tfN86qUn1n7/dwIjUkW1TGn05hyiout0Zi1AvQvwH6Ikf+Zi\n9EXS8Tazl7YHZY0obkDO4rFkj4jl3iymm+vn6BjsrQH8M+84SOerO4m5p/sQI9enkL9WUl5aWyU9\n8bek9MT0ved+vpR6diDwe7OZI11rkx+IPQvMWzPXdQs6jyJVXn8GMX905n6XnjsP2aPxEPvpAjZr\nYV4jAqTawO0+IojMveE1YyniHFM9IvYgccNbG1x8CvhHxkjnA0RwnXfMrUwck08AuPMiEQTlBYlF\n+1tWILYKOX9vYg5xZV3DilWBaTn723PAktWdjSlgHEn+KGuHc3v6vgeRHehBRlGcVLBlCTKuH2nE\n+0nic44iv5OjLVRlIIws+ZQNiOvkW0QRkdoR6ortgeeq59WnDuTujopNAC7Pme8m0hAFYv2UO68T\nF5zcm8g0J+s4Yn2nyvNeIi4imWkiFksArE7HgOlCavK0U4/+FOJi0WERXrLniR0AnJN1Yks3ascB\np9e5OV2XWFOqR6pikj2Buqgi3XQ6B1b1RsRqb2xWJz/9CCLIHFGVquNkz2uQpMGL/AZ0HAl5kJye\n/bQvjqUqEEs36bcTN9pZz5kHuAI4LVUSOxw43GLB0+OIEstnEzdgeTcXM9/fjM3NuNiMacQN4889\ne23B7sgaEduQ/BvjrBGxjQq2h84jvWXmvBxHVHE7EdgjBWeXANtWBxpptGNh8jtQINITP5v+PisD\n//GCtR891kr6JnB9SiUdR8fApXpbp2MHyrLEZ51U0J7LiEJFa6Wb/vWJgCcvMP0I+AVwUtovlyVG\n1p+u2e4DIushr/IjRJB5RfVoZ3r9K4kb0GqfIVI1a9vzNrFu1Y/M2Dqls1fbEbiu5vNMJD/NfRNq\nCptUeZ5Y8686zTc3EEuf5d90TDuvXvi6dvsP0ntUj4oNJ+b+5mUuTKfjuX018gM9iDmpC9d8hvWI\nNOm8OecPEPvF+uSP3raTO8hPf61VPZo6kfzlD75GHBe1/kp0QhcyY7gZXzZjjcpobfpvb3R4yQCl\nQKx/u4rihTJPA/7uzrU1j59PnMCyfBu4sKba3hVE6tfxZsyXhu1vBr7tzqEZhSomE/OphsPMHthd\niHWo8lwCzElUbcqzG1HZqac8RucS2VnpPhXT6RyIrUr+vICs7dcgu6ABAB7ryTxGTObfCbimD81L\n7Mtup85F3owViHLf1YFw0YjYCCKdqXae1DXAl2o7DcwYRdwwPUxKlUlB02XETciHwF9Sb/dXiFGx\nHTLauaTFIqmPE2WR7yVGqRdx79pyBHU8TgT/1Z+nsnZalieAZVNHT6V09OrkjAAltYHYxtSpBJoC\n2WWAYR7LlFQ6oK4hSmdXVEaZc4soeaxR93eiMND2UL8apzsTibURbyVGJYo+343AV834HrEv/jin\ngE/F6cDLxDn8j8R5r95agacRBSJOITIUbsk5N/wION6scypcGvHanyjrX+t84MDKnMnUebADcf7P\ncgRxj3EIcJcZv7aocrcp8A2qOgCTc4n5wJvVpKkOJm6a/5z1Junv+gwdA6XVKK4cOp2OgVLReR06\nZ0eMojgdsDbboWjOYfVnqE6XG08EzXluJr7/jYh9t91dD+xaMhNgLLMCsbuJRbc7dLSl/XsUMWJW\n62pgjcoIcpbU6XwnMXJ2FfBvMz5PpO2+RZuPQkof4mmWof71v3/gS4O/DH4k+BfBfwh+KPjc4DuD\nPw0+f8bz5gN/Fnz7qscWBL8Y/GHwhTOesxz4leDvgL8Fvkedth0Lfhv4OPCbwU8q8XnGgL8CvnrG\n7zYCnwE+tAe/v8XSZ5kj/TwY/G3weXO2PxD85zXf4zuV52dsPyf4e+CzVz12P/gmddp1FPg14E+C\nb9bq/awd/oFvBT654Pfzgf8a/Kc1j88P/gb4EjWPDwK/DPzkjNeaK/0d/w7+bfBtwU9O++6EjO3n\nTcfl0JrH1wd/EXzv9PMi4OeAvwl+PvhocGvCd2fgT4GPTD+PAP83+GwFz7kZfG/w08Bfqj4ucrYf\nB/4C+LXpPPIm+JAutne99L0tkX4+APxXJZ63ZDonvgu+QQPvtw/4TnW2WRT8OvCfgo8q+3cDnwP8\nvPR9LFVi+0XA/5nOK+PqtPll8O1qHr8C/PiC510E/kfwJcAvAD+75OdYAPz74I+A3wf+tZztdkjn\ntQ/SuffOdBxdWef1/wq+Q9XPU8HXL9j+N+D7VP18Q/XzM7Y/C/yQqp/PBj+yYPsR4I9V/XwZ+Jfq\nfIZrKvtROuamgW9U52/t4H8su6/25X/gs4HfAf4H8KULtpsD/L/gC1U9djr4iTXbnQp+asHr7J/2\nx83Se88OPhL8E+n7/wv4t6u2X4+4//kf+M6t/r70r//8M3d1pvdnZqxGpD8NJibFjyJSGQYD23v0\nKmc9byOiJ/aPxLyE/Yl5YUd5Qan0lFphXic9MM1BO45IUbwZON5LVHozYwIxCvAn4GOi13EEYMDX\n3bN7TbvKjJuB+Ym0rwuBY91ZP2fb7VMbtk0/bwb8wD2/nLkZzwJj3ZmeUqheIEY2ctf3qkpvm+bO\nEV38aANKSuV8hCgaM5no3d6UKDsMkX54C7C311S+M+OnRI/280R640LAAkQP946esTZMOg7GEylV\no4g015Pdeb7Bdq9CpNE8QqQDXgF8p7aNvc2Ms4hFkf8JbEdUITuhYPudiHPHz4kRwIs9RnPztjdi\nOYy3iTTCl925shvtPZaoqrY9UVltonsUDKrzvIWBxd17bB22HmGGuZcb+U7nh2Xcc0fiK9ttQmQa\nXEtcIzYh5i6OyDt/p9GpU4lU9PuAHbwX1g1M6V8LEqPRyxLzjHOvKWacQVTl/GFKS50OLOyRVpi1\n/YnEdeo76Vr0BrCC56QamnEwsKo7X08/Pw7s7jlrepoxL1FoplJx9VngU+6589Yq55ln3PmxGZsD\nZwFrFP3d06jNG0XX5HaSzpvfIVJX18/6m5sxFjjDnVFVj60L/AFY2Z330us8C4x2z17KI51z9iZG\nZ5cnRm9fJs4/d6XHRvms+fOVeeiLNXoeFymiQGwASkUv3nDvtMZM7XZLEDn7iwO/d+8bRSEsqh1t\nCzPTOR4lLmA9PnE2XdQ3INITDgIO9ZxlEFJK5kT3SGc047vAYHeOLHj9W4kb60np5vVg97pVK6UL\nUqrKMcSN3XQiRexZYhL9Q+68kvO8OYmb+veJQGQG8A5RrrzXT6AWFQS3J9a1Kjxme7ENiwPfJYoN\nTAcuyrvJrXrObL1xTJZlxkHE/LGPgBV7I2Bod6kgxJlEutWcwK7u2XPdap5XOjBsBjN2B/Z0Z0cz\nvgls6N5pPlv19nsDm7mzV0oZvtQ9v8qwGdsQ5/7xKYX5bmBI0f5txqtEuu1iRFrlsDpB1cHAKu4c\nYMa1wB/cO6Vv9nspQLoY+K975ykSZlxMFPL5Yc3j1wA3u3O6GfsTC093KiKW856LAB+586ZFMaVd\niWt57jxRkZ6iQEykhHRxWBeY4jlzTVIv6CvAAu58aMYUIrDKnTuSLio3ufMbMy4C7nHn7F74CCID\njkVZ6/+5FxbqGPBS5sR/3Xmu1W3pitRpOI0Y5b4J2No9fw6PGVsAJ7gzNo2OfcKdwwq2X4HouFkG\nOJII7Per06bbiM6L0cAS7hxYZ/uxRIXgg4iR+5WrR2MGkpQdch/wIpHt8ipR/XZDYC5itOw/Nc9Z\niZjT9WOikM627v2iiIn0c7O3ugEi7SD1ZOZOtk7bvJNSDVdLgdti1C8t/xSwUkr52R44qifaKyLg\nXliAQZJWjbT2FHdeNuP3RKXNQ4qCsOQBYO002r07NVV/M0wnRs6XJ0bHDyrRrJuJNN5diBGWeu4g\nrhlXAd8YqEEYgDtvpXTD0cB7RFbOEkRBr39kjca784QZWxGphl9TECbtQiNiIj0ojXDdRqQzPuvO\nd+tsPx44gbjAfKZsKoWIiMyS5pUt4p67Vlft9g8Qlfq2Btaql2ppxmXEvLXhxDy6wrRbi2UNHgX+\n5F6/VHp6ztrEnOfL+1Lqp4j0HgViIj3IjN2ItY3mJCZ3v15n+7mJIhCzAbu4F64tJCIiPcCMLwMX\nEGmM15XYfh1i7ahvlNk+PWcpYMZAHt0SkWIKxER6UKrOdwyxhs/tJZ+zBbCUO5f0auNERGQmMwbl\nzfkVEWkGBWIiIiIiIiJNNlurGyAiIiIiIjLQKBATERERERFpMgViIiIiIiIiTaZATEREREREpMkU\niImIiIiIiDSZAjEREREREZEmUyAmIiIiIiLSZArEREREREREmqzXAjEzG9dbr92f6XtrnL6zxuk7\n6xp9b43Td9Y4fWddo++tcfrOGqfvrHH6zvL15ojYuF587f5sXKsb0IbGtboBbWhcqxvQpsa1ugFt\naFyrG9CGxrW6AW1qXKsb0IbGtboBbWhcqxvQhsa1ugF9lVITRUREREREmkyBmIiIiIiISJP1ZiA2\nqRdfuz+b1OoGtKFJrW5AG5rU6ga0qUmtbkAbmtTqBrShSa1uQJua1OoGtKFJrW5AG5rU6ga0oUmt\nbkBfZe7e6jaIiIiIiIgMKEpNFBERERERaTIFYiIiIiIiIk1WNxAzs63NbJqZPWFmR3XnzczsGjOb\nvzuvIf2XmV1gZi+b2UM98Fra16QTM1vWzG4xs4fN7J9mdnA3X0/7mWQys8FmNtnMHjCzR8zslG6+\nnvY1KWRmg8xsipld3c3X0b4mmcxsuplNTfvZPd18Le1n1JkjZmaDgMeATwEvAPcCE9z90eY0TwYS\nM9sUeBu4yN3XaHV7pP8xsyWBJd39ATP7BHA/sLPOadIbzGwed3/XzGYHbgcOd/fbW90u6Z/M7FBg\nXWA+d9+x1e2R/sfMngbWdffXW92W/qLeiNgGwJPuPt3dPwAuB3aq3cjMfmNmPzezu8zsX2Y2zswu\nTL2Av67abrqZLWxmQ83sUTM7N/VKX2dmg3v2o0m7cffbgDeKttG+Jt3h7i+5+wPp/98GHgWWqt1O\n+5n0BHd/N/3vnMAgoNPNi/Y16QlmtgywLfArwHK20b4mPSFz/5r5S+1nDakXiC0NPFf18/PpsVoO\nLOjuY4BDgD8DPwJGAmuY2ZpV21WsCJzt7qsDbwK7Nd58GYC0r0mPMLOhwDrA5Ixfaz+TbjOz2czs\nAeBl4BZ3fyRjM+1r0hN+AhwBfFywjfY16S4HbjSz+8xsv4JttJ+VVC8Qa6S2fSUn+Z/AS+7+sEfe\n48PA0Iztn3b3qen/78/ZRiSL9jXplpSWeCXwjTQylkX7mXSLu3/s7msDywBjzWxczqba16TLzGx7\n4BV3n0Kd0Qq0r0n3bOzu6wDbAAekKSVZtJ+VVC8QewFYturnZYlRsSzvp/9+DLxX9fjHwOwZ21dv\n81HONiJZtK9Jl5nZHMDvgUvc/Y8Fm2o/kx7h7m8B1wDr5WyifU26YyNgxzR/57fAFmZ2Uc622tek\ny9z9xfTfV4GriClMWbSflVQvELsPWCnlb84JfJYYYhQRaTtmZsD5wCPufkar2yP9l5ktamYLpv+f\nGxgPTGltq6Q/cvdvufuy7r4C8DngZnf/YqvbJf2Lmc1jZvOl/58X2BLodpXrga4wEHP3D4EDgeuA\nR4ArCqqLec7/57581s9mtr+Z7V/i+dLPmNlvgTuBlc3sOTP7cs6m2tekqzYG9gQ2tyi/O8XMts7Z\nVvuZdMcQ4OY0R2wycLW735SzrfY16UlF+5D2NemqJYDbqs5pf3H363O21X5WUmH5ehEREREREel5\ndRd0FhERERERkZ6lQExERERERKTJFIiJiIiIiIg0mQIxERERERGRJlMgJiIiIiIi0mQKxERERERE\nRJpMgZiIiIiIiEiTKRATERERERFpsv8HWT/eszuAkDMAAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f12d0154090>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"def f(i):\n", | |
" figsize(15,2)\n", | |
" plt.plot(gaussian_filter((np.abs(np.flipud(log_S)) ** 1)[i,:], 20))\n", | |
" plotscale(log_S.shape[1], 0, 5.01)\n", | |
"interact(f, i = widgets.IntSlider(min = 0, max = log_S.shape[0] - 1), value = 0)\n", | |
"\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 197, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<function __main__.f>" | |
] | |
}, | |
"execution_count": 197, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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NKJY5LAMRzVNknIVKS6i45CXEFTIZYy5bJEsws1LBqYg+T99D1WrGJomROELG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G1h3jD8+wfyX27leFgUcuC8WMlnjvj9GZPlCnU+t4xHREGYJjm4uQyznKto6b2q+Rjw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\nQTv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IPYP1T1dMy9PCyVUzc2nhL3MRAEwnDqdvX+h7mRiV32wKLvdYmJx2QzA43SdI5r2M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\n09PT09PT09PT0/Ml4f8H98qHpwYuSQYAAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f12f1eb1f90>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"def f(x):\n", | |
" figsize(15,6)\n", | |
" plt.imshow(np.abs(np.flipud(log_S))[-20:,:] ** x,aspect = 50, cmap = 'Spectral')\n", | |
" plotscale(n, 0, 5.01)\n", | |
"interact(f, x = widgets.FloatSlider(min = 0, max = 4, step = 0.05, value = 1))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 190, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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BEudeHIhTWCCuDMYEA6ToiTbdfVZrloiDiXYyWy2dz1CniGBzliaPiRpS5hzN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48JJlYHuFbWKw151rXg/cfk9MZf//bA+28zQlC9yEk9VGvBm22axSjQMjfNrWJx+9dfdk5FHgl/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8fKQP8Zs3A6KJWFigyiKGLGAl2UrjYLBcTnhXAf/lBPzaGAyTxrb2aCcx2hsJ3M4o5fCBRTBD\nzzmh1cuI4BT6OkNe0F+5WU0wWUBeUVe+2w/45eclbrYTrksWrYvSI2pO2xarCe/vOyxqDx8B3PVY\nrUecrhYK9B2MPT1FixW/nrJyuFsGKDXgeMhR5hF17vFVGtvlwsFHAmKyLKCtHIcPmgXU249XBtk6\nassfW42bJclYRi77/S1li1oHbGoPbzzcaNC1ESowomJ3088UTx00lqsRy9WE5wduK60NuMkVDrWD\nlYsCXuFm6XFtDOrFhOaaMe8F/L7GUaIaJKoieSt+930DD74/SjE/sSo8gorYrlhY7eqAr8cM929a\ntFKUFwIxSRlMWvGZi2Bx8OZ9O1PVHg4Z7vcjNpsRTw8VcpMy5IC7ty2mgR6Df3jv8I+P3Ggk+VoI\nLC5W2wGHpwplHvAi8ROb3TBvvBEVEd+KJNJh4Ba1bbKZuLe/6VEVAVAB//N/aPG//ClD25m5kXOj\nnr1s06SwrD1WWUSbsThcLQZ8fiwY/OyBY6dxt51w6jRWywl3VcQfGzYphUi37rbcBJS5FE06YrEf\ncJKg5jzj55dlAW2vUSw9bmoi9I9ZxD+8m/CPhcO2iPjaAf/9XUSEgtVsrBvZamYlvSpNTzXDzX1H\nA7kN879DUJNDVIQ5jNMAAzYfw6Q4PBO1BBToN7habDYDDk2JZUW6npXtCSKwqh1eHits9z1MpOxO\nAdiUAV8/ExjigkJdORwAHA4Fbm4GICjc7kecDgQ0DJ4+mPV2xGY50YcYKCs79wr/0/uIT99e4TzP\n4egnAS2RTHq/H/B26/BiI5qMg6JS6KopN/JuO+FBpNpFHtFNCnVF4uz3e4en84hmUix4RIKtgJm+\nzO2Ingt9J9s7/vw4zBq8mQvCaTRoJsx5qIlSmWX0cBoN3N11lI55wcALPdF7zWm8ZKkRGEKPt9YA\nxA9Y5QF97XB64RlUL7nxS37y04HZrbs6oAtxHsTOeV5pOyke6OXC4fGhmn0uxrAZvbSERfWtneNy\nChsRDQdEVclzqSwCs+EUib7DaLDfjWhai7tFQPQj6cgF8AAAIABJREFUjqPCajlhECDNrgqAFxJj\nZDbf+mbCw8miqjhgMprN2qYKaDJmgE2Tws1tR+uCV5jkrPhhP+Hni0adRzweCafa1wGNo2LlOAK7\n9YSuG3Gz4P1wBpvxlGVVL5h5ts4GjKWROAGPOg8YSoeuNSgtASW7lZul41Pg2RijYpxFUCJzxeyf\ntpb498JweLnaTGgaO+eJzZlmJmJTRSgQJHW/m9BOClZk0MOFG20Xge2GnmFrA8pdwKaIODQG+xUD\n179ZAD++xLnZqRYTcx1Lhzdrjz7S92WzgFGGmEXpscwDut5gWQZMMWKzG9nEGGC3GTEuFbZbyquL\nwmNTRNxUDHYHIv50UdBBw7tkK/E4N3ZGyvedwaJ2yDKPZRHx6YH5aqUAsQancLOe4CNwOWd497bF\nubESU8Wzc7UeUWoFX/Ce9Y5y603tMSKKTN7gw36CFphdtXC4CmX49qZPLgusxEeWF54cABm4ctgi\nP1sBuwAEhe32PVrx3ud5wGo1MZZhNOIRNlBBY7MbCDaqPbzm5+wmA8BBg816kqYWGtjmQO95FxwG\nSidrO8/5kWugsPQNNg64r4B2AqyOaI3HIqPMsjDA0gAPrUJtIz53gIv8/cmHGuR/ZwZQOmAMlBKv\nlozOWlUe/ydz79FkSXZn+Z0rXD4dIiNVFUShxaCbRtKmzbjjJ+aKe5rRZksOzaan2WgA3UCJVCGe\ndnklF+e6J3rB3cAGaYYFqrIyI+K53/sX5/wORIQWQD/wnl3VHteeA7b1kvCoriE80DuJQjL4fXdr\nYYzEzase3TVDtKBH1Sn4QqAvcmgToLKICAV9D3TnDJkIGCsNv1UQNiJqgWZbEHJSebxYIEoBU2qM\npYaMEfXFoFsXCLmA1wLSRWz2PY73FXZPPZQLCEoAEMhH99+uQfpv8OvP1sBNl8Grty36NsOydohg\nLpH0ESqj98cMKSRXRrTXHGXlcHNPmRLAkGSIaVoYvz6IaX0OcIpYJONs30XcvyI4Q6mIKreAFxgT\nbWkKEFyuCSIgOUhhs3J4ufIlD07MZsvFitS4ZR7TxI+NpRA0sBeVQHMpsF6R2jQYAk6mDeL3zzlu\nvzVYLBx04eEsceXXa8r7SVNxIOW4JHmZGXQi81CCJyLmmAPb0/cT/J9KZRRC4Kr/eKW8crm2uF4z\nNhvJE6F0oP9ERwyen9Ni4VCoiG7kJsSmCVOWET+7vjE49gxa3pYsdA4xvaAWkIGbubPLcHfTMyQ5\n+R+q2uPv3hj87sKXflkG9MYDjtLHOm0CDiNgnUAXgVUdcLMb8dwJWPAAKEqH9ZKy1rJMhvb085Ay\nYrFyuJ4zmIqHiJDAm4eBhbAmtGIwpOO93VqcGj5zP3s94Omq4LyEGTze31q0nr6dLBsgIvDUa+zu\nBlQLh9OhxG5tARVgHCECf/fG47dnIK8s6jzgPPDZRwRu1xafDzl2iYgaU/Nyt3Z4TqHh642FcWxW\nb5ceSw3sbgfcVhEvguGqL08Vysrjzcbhx4vE7R0Jfe93Dm2nib9O2+V3twYil8iziO3NiG++aXBp\nNX79yuLThVK7EAXebDxaB7y7tfh8lTi8xDTdFVgvHbqRU+FF8o5eTyyIYpLRWSPZoHrBAhs80IVg\nHtoyUTEnEEJZ2dRkSdRLA6kYtrtYWpyPBVZrg9FI6EsOLYDWMJfQOYHt2uLjDwtOQFNWFwDsO05h\nF0uXhisMsR8SbENnAVUR0E247uSBzfMwU22zIiS/qJgRyXnhZ+/hOCo4q/DxItNQI6Af5IyBV4px\nJaslwRta8FxZ5RHSK9SVx7ri8MMahWoVcIqkz9UaWKSNnpa8eO+XHg4S6zzCxzhflL3zcE5gXQU0\nBmkbxUlpIQEPMB4kAgrAUrP4PIx8Lvq05bJpK3m7tjD+Ty6DFEHiHT2hKm1t7m9HdFZgqbnp2+UR\nxzP9hSr5bopEaF0kqep2a9Bc87RxtFCpgdisLZYps60oPIYgcLMxsIFQHZfO10UW5+BfMyqsSv91\n6vuaspb+Sl/TYsEQ2qLwKDVw7hXerwMuRsAFemfebzwGG1JEisft2mGVJaN+7WewwKYO8A8dnpOE\nONMRd1sCab55PeA6shheLCw6IxKGXuCbncf3KiQycPp5qgDn+Z7c3IwYRt5XIfnJpsymvPBztuYU\nzl6UbObqhU2TcpHiGvj313lAAD0obypK/kfL0N3WMY80pud92q5P8JMIFkMyAWpIhEyeyDRoCkHg\nbuPw2H9VgZSlx/mccxMn4xxwPoVv5wV/32LFu9X7r9lwrRGoS48qczi19CvlOaMAIigvVZLE3F/e\nWTwPgNIGuxwwC49CAdYHBEgsyoBaA2HB+BbjgV9uCJ+IG4eLoa9KKz4/v7r1+MdPOYvNFFFysxtJ\nei55jktBQM7rCuhHj9Mlw2AFBhWxVZSc/eNe4O3diFIBAYALAasbQx9Xr4GkmJkI0pP8bV0FDI6B\n5pARPgDb2kMWBANlks8TwDtg6DRqDZwFN4zrjUGmIwYv0HRyVjwozYiD3kisNwZ9rzikyQEPj7ZX\nqBXhICEmCqyMWG8HKEEgilZm9tvyeQ6QqSY5G8wRI1nygQrwn/39W4M/XL5K7J5abp6WK4Nvbh1+\nukjcLwK+XEjHLkuHhQbe3o84G4FMxpku/esbyvxOhhuf2yLi9vWIlx4wTmKMZB8sVpRhrzeWUnVE\ntJ3Cem3gIyOOFllEHJM/W1BWKaKYPfmTAitGgfuVx+2SNNLb2wGXJsPPHgx+/6lgTbEkpGUihfaG\ntVJZekRLIJwHcF8CVyvw6m4ERMSy5KC2KGnDqPKA3pDEvd6N/y5uZIoMscn3Nm2xhAC2CweZC0Qv\ncLe2eOqotqhLl4K8AQFC49a5h+Hrg0qzacsk4MJXuEuh2ODZAGgNDI7/PySVRqsiPLidUwK4LQAb\nYoqm4J+1KvjfJXset9MpyumuHnEeBRAEpKYfOoiIXRnx0rOGvaki8lzgKUmNs8xDiIyKuY3Bm4rw\nmM3WoLkybH25tsgyj+NLhbxgDT956kQ2RUMwciAvPQZNe5IQgIOCOkfSyfuIfPS47EpoS8/b5baG\nDIByAf1NiaKxaFcFisFBuYhmU6BsLXRiLPyl/fqzSSinicWYwlRfjqTGWCMhQ0RVexyPOT1HY1of\nAwyJTOj+67nAtdUEJziJRU5Z0DqZ6LMsQCUpUoRIYYssFkPgi/f2rzuMRuLpifkmRZK9tdcMueDf\n27cZno85hkQ76w3lgVPg8NDruSGbNh1tk+F4JPa6vWYoC0+qX6+wvRngHQ2vp2OJ35+BbqAR9XIq\nEAInZdP2bZLXTY0ckHJBIqMYdBbQDTwIpYj41X+4wjmGUAsksEMKcV0uvh46bZNhTJCB251J/iQW\nD30KXiwKj5X6Skm7thpFzss+JEnJoVHoeoVVweJACWC3mPx7EpeW/+5m7aAFi8f9yJd+vbL40jB4\nMgI4dURFf3op0Dvgr+5ZeLcOODUaIgKbjBfOMo8MAPbAdsFtYl467OqvGSMTKc/ZFM5a8pBWMuLS\nagxthkurZ4lOVnhc+q8glEujYaycZaGXgX6LixHYHwscWoVh0MiT/MMm2MQkgfBe4vNVous1tI5o\njYD8k2lbO3BgcL5mOF8ztClkdXSUVlxOBS5nhjGPg8arksbuvsswOBq7rZFzIWYjs3TGNIggGc3N\nwBtnJUbHoUZIspwuyWz+cOb3PQwSVWVhAulSIX6NbpiGHCHFNSwr5sbc7Qx0HrBYGjSjwKHRuJzz\nGaRwumb0rnjAOonHs4YWlBZpyeJoubJYLhySxYr+SSBJviQuZwbbOifw7T39hJfkwems4BQtvb9m\nILb8nz8WCBG4e9XjzbsWdzcjNrsRReXnXMh2lHNOmTWSAfQZvRv1wmGzG3E60OeBSd4UBLJUgF9b\n5jj97/+8hE30raqIWK3MDJtwNuVaDRKdA7Tis/6HzwV2K8ftjqIs9fOFZ+JoJBoL1Gl6OklanhqF\nVUls87nj+PTY85nb1QF18h/UGamzAsDLwIrg3dbhnw7AsVW4WuB5AA4D8JujQD9KdAO3fdZKDB7I\ndfJbpp9L12jsnyo0Bw7QssLDpoykw/DVq2tGhaoIyEs3R3EMPZvgsqQvSqmA1og5f8oaxc8zxtnD\nRb8iSYz7NnmJPLOyXPLwVgtuXtpB4dST5NcOkrAFz83CtdW4NgQvjb3Ct6uIH1vmH8YInAeBtk9y\nwvSzbh1N+lfLgu7SagxOYFWGBCCSuI4CmWCBfr5kiI4SrKJ0+MNRJdmYRjaR6CIg/2RbvVs6SqIi\nUKXmVqk4h+xCYN6ejOkuWOURWvIOuFl6FFmAktx4CbDQziVmxUnvKWOr84DHY4Zas0HrE2hjBvMU\n/itpMTXKy8pDKWBThSSZ/iqD/HBVsI5e3eBFIs0K3G7snCOZ64hh4EAgLzyC46BPSSSYFP+5FALL\nMhDkkho66/m1VVmKzwFmf7WLLEKvFmgMt6qdkXi1CKh0xOCYiRURsVSCvy/BG4BE7mVNjONAH+wq\nAzId8LIvmXeZc+tTKOBLxwn7z1fAt5uA+xuDlyvz0r70wGPLM+gX24CXgVCiQn2NDFiuGLlTFD4N\nGClFPB8LtEbMlOHBCaxz4OOJ+YbOScJK0pljRkq3TaD0sr3mAARha07g8UBv4Ji25hKUXFIyzu/h\n01nj2nO7dzb8Oq8JDDYOimHJgT+rS6vRGYmnfYGnRmEcJfYtPd5nQ9hHjJRrtg1z/zId8NzxvOkT\nkn6KqVA64jJIlHnk5+b4dYQIuCBwajQulwyXhlRNYyQyCXxsgcce+NgILDM++5O0fVEQzrZYOMQo\n8Dc/69D2zHF9ORTkGzg+N63hOXzuJTojsN0YwlQM0Z9V5ZBr1qeXnudMBFDljGexHnMkzi9/fkVj\nCElpUq5f11GSKZ1Cl3xbH0/cMP/6tYGAwF0dZ1psTLJtZyegC8+0Kdsupp/RaOSckzvRrn3k+zAY\nyfBtxbro7cZjnQGLPGJZRJTpOZSgVF6CDRnAwV/nU1yK5n1/MnyvtARc4Da8VECdUWb5yxXwqzWl\nkj9bAoeR/+1x4HndOA7oXUjDB50a+TRoNGnI5CPfv4eS/844CReRBuqUME90ae95ptkAWkI8z+E6\n5yBRSQ5a66XFZjeiWpASnqd8TaUCFiuDxYq5m8sVFVZKAqVyUCIAA1BfRujXgIgR+eBRdBan2wr5\n4FAdDJQN8JmEyySKzqH/2wKHtwtctyW6FX+oXvM+8+q/v6Tyz9bA5YXHdke8szUS+8cqQS+AoAT6\nhAFWWcS7X7QpmJnTjemg0ZnHy3OJMiHStQSQHuQpPyjLSa6SSJjs7Yi+o0j3csrTRUiT9qKmTCkE\nYl6r0s8TmcOhoO9FcO6uEsLVpumlSi/hemPQdxlsyr3pW+b1tAMvIGMUytqhXjgslgYm/fNxIM2u\nazO4ZLhlmPDXjCKVjN4yUQOZ50VNubX82pyXWFd+pk7mBUOoY+ClXBQpYyP9XTHwAo5OYhgYXuud\nAMLXD//1ggXhkIq49pphsSTmPATg6aWEtRLLBN8YPbCu00YhHTbtKFEk303TK7xcNYaBEqAfLzy8\nFhpoWp2035QsvK5ZHB0bSiSKLKIZeHiZFAUhwLV/lybUMcEOsjRVDoFT7TzBIrxnwfnlscT+peQF\nEniwj73Gl1M2a7V//MRoiyxJ5r6cNUIU2HcCj48l+vTfSghcToxYOF3YaMhEjfvQkCh6PecIUeDd\nZnqu2NgIwSHB6VDOIZ8RLDIEgDY1mJdTgcMg8HjRuJ5zDE5gNGzA8vScn0ZeekMq9n48kprVNJp+\nFxlxGugjvLb0IZyvGZSMeGwF85KMwnLp8ONjgeMpx3NP0psUbBwjeLEjClRFwOD4zk3+NpE8L7uE\ndg+BtNYAULqkAk7nHKdLlsysfM4hgN3CY722swdKJvqm1hzYTIHJSqQtWcJc+yCQL/1M46QfQ+B6\nKTAONDw7K4kUTxumGXow0s8w+Xm6lrTZCZQkE/1WyojbVz2qhUsSST97KmJk5lvTaPQDg+p9opXG\nSCkwQM/U5FO4Xmg87weFS6fw3DBu43omeXYwcs5WW+Z8B7tWY3/OcE3+qWvLS/3SagydxqaIaEYW\n09uVhRkUOkcvyWgklhnfsfOxgI0s3FoHXDqVojL03DS3AwvUqcDgNj95PTr6PZWKOCYP2MUIXC4Z\nni+UwlvP4lWpmAh+/PuyIsxBsxMZtR1ZoJzPOWFUI5vYiVwqBHBoJdZLSnkPlwwi+TqzLLDQ7BXa\nXmP0Avsz/aW9T5CV6fNJ6OrRCzz3wPlQoCwC2hQ4zagaD+cFRi/QWsBa/gxjJI0Nf+K5sV7g6cL7\n5ONTiRICXWr4nFHzub4nt4RB2LlPmzP6SYuKcic2KJO3Nsyh3YuKd9608VPpM5ASpD+CCHznJGWH\nil/raAUyFXHoBZ73BUZDIJRMNEEpwwzXWVQEA/jA4cwU1D35cFZpg2oS+GcGa0VSJ4vKI0vvXZFo\nnc7I+TNSKiAv6ZvsOg4BASQwV8Qyp7y1SURaJb+eFYMlfXQauo4e6FOTuu95tj6fOdh5vYgYPXDs\nFC7nHOdLhjfLgP3I3zs4Afsn5DtA4LFlsQzB4ZI1Eu0lZy5jAMq0bTejxFMP/PUmYFdGWKvQDBL7\nTuJfnjWsFTgPEjYIHBuFwSQfaEK/AwLVwmKxMnND6yyL/2mzHwOfMWskB8COzWcMYibdTr5vnUit\n10sGYyROCWBlk+ViHDQHHU6iaTgcVCLi3En0o8LQZTwXrJiHUNczzyRuEDFnb3WJfjxB3WSSjZpB\nzQRxk2jY643BD1dGEV163tXLMqCqLbwXeDxpRE+69JT3FYPA2XBIe3wpMY4SnaX8/3kAibFWoncc\n5j61AqdTQT9VomUqyVilMg0HphDuEAWu5wKljuhHhfAnXrl50yUjqpreyFrz3jn0Ek8NCZdtk+Fm\n7TCk95/0VDaXqyUHVHVFr2DbafzV23EeCn7cU27pHT3CTZ/8qE5Aap6zVCMINIkYfT5S9ulTnNXk\nc5RpSzjVu1Pu2ODZLPVOYJG8bAD9a5ucjXSlOXAXgsTJKwUwHH44NmEyDeqnjdo65/9UasReVV+b\nchu+Kmou6cyTaZNXKqBz9FjXmmTPwyDwctGoK8+62wsMVuJqRLpDKTVvHHkWeRZQV8woFmlzeBwE\ndO5RlawTtkt6N/Pc4+GhQ1VbxMgM48XSUi6NCJ3R1rJY0j60uRnnGiO7C0AGhEzA5sxg9VrC5RLa\nBayOA4IUqBqDondYHQdkJiA3HvltwFhruEzCK1bMc8j3X4An7s8moZSSOuLmQgmfcyQ9Kh0ABTx+\nLrHcWZL9VtTgj71CXxOUYEZmUHUN18ltp3H1Eqd9gZ/VZwA8/L2TadIY0XWMH7ieC5KgPmj80C2w\nfU15lxBAmUJRpYx4OubzywqwyZpS4icpkfeUQwAsHNuWE9cihS32XQYf6KU5JxlXDCIFRQtARJxO\nBfpez169ieQ2aaC9FylDTeHudsQJgLvk6PsUVZAKrMkE/8OHGvV24AWfICTT9NcaBTsy5kDnNDM3\nlxzjENBcmMdGv0VAbyWsE/jhoNHFmLDlRFcPo8JmbTHKCDPQ8/DxkGNZWxxHAXg2zTIdQserhogC\nkMT3S0nt+n5fMEdGRGwLAJGeKSEoJfnts0ZzyXH2Ag+3BloAPx1ybJYO0PQXSAF8PjKjygeBL1FA\nJ2P02Ct0DZssCyA2vIS8F/A9Gx+p+PNZVwGPSFOtnlCM5pqjWnRYlwQ4jIPGfWlwHZlP4pMU+NQQ\nYlAv7AxZKHKP4ynHq9sRxng8f6lxdzdglWEujESKW5gkeVGl5h1AcAL1kkZ7awny+fEl57TVyjm6\nIgaBMo/QK4dCCdzdjjxcE51xv89Rp2c0RhqcSdDzyAtuKzMduUkYA6D5zH985Fb67TcNfWqB9LH7\n131C3AucLbd/oyPprL3mCLsRRUl0fhpGsQFtdMoWSxe3kRBKzkWkGTTerQcUhYexHFRck/d1gpIo\nzdDXP74wT+t6KVCWDlnGS/d6zrG5SfKnlYGzCqdjgbzweP5SoVpaHPcFZWgFQ5inWA+VJGtSxUQU\n0zNVdr0dGYsxKNQLw2drZOjyRAyDJtr52HI44q1M0hxAJR9XWZMCdj7nBN/oiKdDjqL0+PGqEuBI\n/rvQ30uvgIqB9l3Hd+PcaEgAVeVxaFV6piWeGoWAyHwsy/fdeNI6PzmP68CtLr9mFiaX3JBUabg1\nbloNM2oMfYTWI8aBhSPN9Cx2RCRAZfIeVrVDlUXEihlBU8HqUhMWgsDN2uLQSZSlS4GzlJF6z4aJ\nmXFUMwy9wmKNuXF2Rqamg3RbpQKKW3rKrucCZWUJ9PFifmamEHPvJRaVQ6mBAA7D/ngWuA782sqC\n8QNtQqMvEohg9EChBJZJWiclPXqf9wU9erdDuh/ELDdclAESwMERDOKcQAgKx44ZWPWSkRQTLfnQ\nE5h0bvh+ccvNv1+mYd2YwDA6CwiRpNI2bVA+n5Oc8Wac6areSXSpmRo7jSC5weosQ3iPPYtCqmC4\nLavziC9fKpS1Rb72M6iktxN4wKGuHJ4+L5gnNpNfGSNQFA4m+c+eznoOJN9sTILtAGOrsNmOGHsN\nJE/iMCh62iNw7GSyByhGEWTpe7Ac4HSG58TVAt2g4R2Jk2Ov0VyY7fnpEjCGiGMaIpz6Eqc7i9Zy\neKB1xDhIrOqA68jYFik5+PzSeYwJRR8BDKPEeZQz/v58KvCbrMfPVmCD1mt8TtYFM1Ka/y8jPfrG\nKLwkCMw0wJEqQjki+BkfErHdGJR5QJ1FnFrevY0DkBRDdlSwgYOz6dxcFvxspOBAYExD5HFQiU4a\n561TTGCrSYEhJdUSx4bkaiUjXnr+XZg2qYrhzSGdXVke8Ppdh1JNQBYBgL8nKwL6lvWO0hxkB/B9\n6VOto9PPYIKsWcPhk9JxBtSFKHBTRpwKj+XK4u7GwAfeV8+dwNNLySZpaeFDQBQT1C7FNXQK46hR\nlg7/8jlHiEBiAWEc+e4NlkqIQ5+lGB6PbmB9BgBZanyKdD8qSQXDsdHYP5cYnYAPQNtmCAH4vCeZ\n1FoOV26XHs8AzscCf3gWMANm72rXavwXG3A5FuhGh66ljM8aiaHj0DrG6bzDPKznrcHPsKzd7JcV\nMuI8UhY6pIGtFkAUEccxonMAnIIXAZ2L6I3AqzLiS4Imjp5NX4zAy0hZpIuY1S8Xwwbxp0YwFy5+\n/WcXSyhQJoAPo8Lt0uMwEFgypOHK6COMZ6M4RVd4n7a81iPoAJPsYj9e2fRmGd9JJSLKIqAbFVTy\nb1pDaNulU7hZW3S9Rq8C7tYB52OBsnIIVmGwEpczs0JhM5hWwUOi2thkSQKiAcIe6EQO3wrkiBBj\nhB48XK5gfg/U7YiqsagvBiIC3TpPEkmBqrFzcLf/XcR236HsHLKRD1xmCEtR7r9/rMCfbQM3EfCm\nKchEOPNeIBQC9w89vWQy4sP3SxxfSm5yrhm9QpENU720iIHkyTzlOg2dnv0Z40ifQJEQwe2VxMFq\nYVF0NFC/eehxez9gGNkMTKG7L08ViynNi3hqCBlkGmbiEBBp/iw8iwdPOtQmeZiQNNWLjFMeTt6Y\nBfard0SdaxUS8YsT/6EjmbOqXcKaf41NyPOAxcoiJA9BjDwM89xDqYCPn2p4L1GkQNymyZJ8IaDp\nFH5+47Bcm5n+N5HM1tsRm62hjyltf5yV+HTMcLlQhywFgSHNhc0tRJzpYV2jkWseQN2gcEqflff8\nuTZthsup4CQ5TSWJT85R5mH2Uok0DS2yiH97SbkrUeDv3xjclvR3HM/ZTLtq/yRHB2Bo69jzguo6\ngl7CIIAoUDYsEqdnUMhk+o3ANeHXlWYjPGHLgychME9BvybJhaaIhwnHP3mE+P0l+ml6lmKkx6Dt\nNb40qbCXEVJ/zevKc06odfJeuQTqmTwni5XF5ZLNf29nuTEpSo+q8PjVmxF3ZUwTSYHlymGTKIeT\nvMpNxFIv8GrFA2fCoueKX8uidmgTUKcsE1E0fX1F6WeK1jBoXK8Zas3BRfBIlywJbIdTjus4yUJI\ntTTj18lnVTPsfblwc15hiICxAuOosSiYGWVT2OskIXZWUoqRfubNNYMApW99n+hmabv2iwd6C9sm\n43YxgVyqRCmbCpLFil/zhC42Zoo/+Eo10ylygwRTPm9TITzTD2veSpN0WyeDOwCYIObpZqHiTKgF\nSPByqVCdICveU1bcdQrtQELjJK3L8oD9OZtlnwB9oM0gsSgohZ4aqwhuZ6SM2Kf35uZ2QJUoYesM\n+JtXFtsFSYg2bfXbJudmvp+ysuR8CZqSxdJmQ9hSkTLbNhuD+y1/VlnauE+UysYC2zpguTaoSo/F\nymBX0rNYFGEOFK4124I850aiGxMlV1JWXlT0u/J5pnRpwrYDwOnACz3PPWrFbWJVeqyWhhtiAKMX\n2GQ8s7uBRbJJAJN1BqwLbliqLGK54HtS5KS6XU8Fukajb4nAXyfiYVU72BjxdsHMOKVi8jBTHham\nQl5weCkTRXRSVRBGEhB8IjQbysmvrU60PTF//kJQ0jwNiyboVJt8ToVmsXFq9Fyg6pQVqnTE0LNo\n1Jo/b502QnmiW04QFMrPFam7yWE+Rc7wHhbohpQ5GjCrJ2Kk99SmOJQQgNO+ZKGvkuc156DQOcoD\nxzQ0m/IpE+wNVR7QdRrWcxDaOr77XXo388InQqzAx7OihDj9bLOcqpBKTzh9PsPbMqDMA/KMg93g\n2dCrBFnh8zqByWRqnpjH+F9fFH56LPGzGwKqFkXEsvJ4s2IjFxxhF1pyuxSSJNWnr//wXLEpHzRu\nbkZUecCqTk2zAK69wmpNudfUIns/1R8CdzuDUvF+LCqXICZh9kpRWpmhKDhwdKlhykuPTcbtSN9m\nqGqLuvLYlYSRScmGGZE2iDwNWcs88HP0X59DWAQUAAAgAElEQVS/GJnHVlVuVgFJST/6tiT9NQRg\nWVPGuckxP6tmVKR7WjlnZ1alx5uaTdnubkD0Aos8ol5YvHRf7QjBC/SezWuR1FjT+xLT8zcN3QAO\nb8ZB4eZ2YH6p5c8ieFpYTKJH32y4RFjmEXXGd2u6aybI1uGU45RUNmZUMEZhu3SQkpvbXCEpoxR+\nes4Z3ZAUQjrFFFRp8x5T7SLA2rde8LOmNyvi5q4npVSlXLfKzX/2RKOkZ5Y/C2MFTPq5LDS3aueB\n8LjRU64fItA6KgR6z63boZfwkb/nsWdm5b4XaBwbvINhw/bYCfx0VvjYAr0FTp3E1fH3dlbMQLWT\n4eatcwIItFI8njW35gMHsJdLhi7VAX1PZdAUe3Q1abgVgbbRaK7ZDIPr7ESe9eh6DgMO+2K+3x6f\nKvjU4FojcXoumLd4Jul42iabg0R7yNBfNdBF2EYSeOL4v5tPLWyhIX1EuykQlEBQAt2rAoeHBQ4P\nNS43Bdp1jtWPA/LB/zsCZZACXsm/CCrln20DN+WX3T70WG9H3K0lvOKk8JD8aDq9hO9f97gMEsu1\nYQNQOjy8GrBcWhpQ84DzKcP91qJvaVaUSbYjAGzWbOD++t2Ao6FOOMs9XMbU9ukSWEhOGm5f9RgH\njW3t8ebGobUC+zZAIOK4V3jYWoZWF372RuVJmhfBZupuZ7DTAh8vlmhcK3FTAP3aoTF8CPsI/C/f\n9fi/PmrSeKLEeZDYlhFiY3FuFRZLi9OhQAikeQ0pE2lq1t5vgZ+OGlmW4gd0wPZmmL0Kq42DlhGt\nDni4H9BbgX/4dkArPL4tgd9d2eRMkoNrzuk2InBfB/w0YYgVqZObjcH9xsKakUVYBtzuRnqqArDM\nIrxJcrOlQ1FGiI3BbhHwKIEsCry9txgs0FmB/H5A2yssC0qDdkuP+4QnXmfAuHTYlmyMXlXAcw/8\n+o3BP3/J8HYZkYOAg7udwV5EbJceoyOZLgReOnmZ/E55hNdsejeJchUEowuq2uLUaDb7WUTfMYrh\n/oGZH8t0qN8uPR574HUVYdcWFpyQrxceUjKf5nbpcewijBVYrQ1yAbxdRsT1gLMReOkZD7BcG7xZ\nBuiVwbmTuHpi9Ivc474CntcGxkiUOmKM+AqOKd0MkpAq4Gbh0fQK0ki82VJCYgYNV3vkEthuDB4W\nEep+gFQ0cg/ggTuBO4pUMC3yiEpHHEESl56KIcHmZ701KCTwau1w6iVsqpunwHaAEp7l2mKz4BRd\naWKaNyuHtRIYfcCxD8hSgXG3sTCWzZNLf16W+RmNv1xQCuFuh5S7k+O7Vxb/9CnHze2Apy81Vhkb\nwt2txNsbi1EQmPH39w7PrcFLyvlblwHu1QCfAD2T5HKKIFnXHpcu4G5n8cVJfPO+xbnJGCoaBF7d\nDYT7GAI//ubO4dppPLYk/InS43Qq8Op2hI/A4chpsFIMeD54gVd1xLoYYdPE+2FnkSUk9mLhYB0/\nx95IvCqBc0mP68/WAfuBk803W4/PAhAqoCwBGSJuVg5nw6KgLDyUBF7VAW0kBOHdzuGSRxgT8IvX\nI25LQNwTrvTzVcSmsPjh4vF41qjziEsesKk8RuvmmAZ6RTW8IML9fM0o33UCWnk0TmCTsxmavu/g\nOWibfLTOCRR5xOm5xN2iw7JkOLB3kjKrCNzcDrNXqFBA0B6jkXhYBqyKATdLRyR87WCtwXe3DkJF\nHHuBsDPICsKmIijHOV3yBIKIuK8iXtcBzz19SIDAMos4J6z350OOt7d8b2MEzqPAtohYFB65Atzd\nACCiqhzqIqBIA5KFBsZEX9MqQhYByzU9e99sPK6tT5EkHOgoxS2rcxK7rYUvPbSMgMYcfu0Sutur\nAGcY7yIALMqAQrPInNDzUgWECGxqfh+ljtBrnmeHhMTXaQOoJ5S84oDRBKBaOCzyQBlWHtGCWPJi\nY+FFRNNLvH7VI2pGYtzVAY0RGAdGztR5RCMjtguH3kq8Wjt0o8AYGN0xwb2qmth/rSJckjHp1DzU\ntUPXa9wWpNfpLODVIuLccFs09BpvaiCOHudR4mHl0Xr6cerKYwzMt2oXDsucf/a2iKgUYOqAwQvc\n5R6VBnQdcVMafARhCpUGXi89PsFg8IRwhYLKlYdS4LEY4QB8akkR/Nu3IwAOYsYA/HLl8b8NwK/v\nPAod8W9nStaXGXDWlA92TTbf01JGXJsMr7cWrfvaLNQpluhm6TD23E7uNgR0GCtJqC0DRGqGtktH\nEmLyB2Y577uy9FhoQN0OGK1ACKxBAOBQewyVgwnA+1XEunBYRgPrLDpJCrKLmIeJbL74PC5KSntL\nhRT+bSlBrIj+74zEbR2wzQhOahzw8xWjCjLFgPb10mExalyURZmGBrWmLH6RgGIPFdAMAd+ugNGM\n8xk9BkEqpbaweURrFNZLh8FyAGIMg7VLHXGzsmgNhwkKERoe24qyXK0jIiy0ini3CojBExql6c2v\nNBCDh0q+NS8o85UQOPcSo+V28WZtcek4fJQyIi8cNkuHSgNVAYySDfYlfX1FAm0tKo+rDqgqhy5q\nlJVPUThsbrQKuH/TQWcBq4XDy0uZaLOBxPHEAiAJPWBbsW6TgtTVIeN5AQCLLKLzgHNAlZEcab1A\nbzmYsunc6nhEosx4JrSOYd5PSR1inYQXETk4mHm3c9j3AmWWrCwSyEqeQ/uBQ9Cm13jz4FAWAcdj\ngWXtJsUyhzOjSgRiboGjIFilmGm/njCh1KgfGhYJEcDTMUeeBywrj33K5qsWFnmKBFptDK6fcmDB\nu2C1Nmi1RiwF3DVAlUC58+hOGdwZGI1Gv8igfiUQS4XuoQR+IxDvJfJfRlx/x+ayChYuk1gaj6iY\njfqnGzcRv8pb/3v++rPGCExmUCkjbm8GnBqF7cbgX3+7QXPJocsIBOC7Xzb44flPpFRWor4dsao8\njBdoDUmP22S0FmLaeoGEysCV8Zu7EeYqIBItMt5QBnc8U0b17fsBHxv62PIbg4eVx6uSwI0+TpsU\n+oEGmybplUPo6O8ZB9L+isLAjBL1wiMv6JXLeo1NDnyW/KLq2sF6ARsi3m0dWgfU2iM3zOWAsHg+\n5PPmYRwVopcIoKmzKC2EFLhZe5wDtxBac6J0/9DRYH/O8KtfXiEBPO0LYpg18PunDIvK4X/9mcXn\nP2Q4HQtOowZOfU3PibSWlHy5JFkqs4iwNAieOS1SE/1b1X4O3h0dfXFKBWyWHs2gsF25eZq3W7Dp\nKxT12kXhITMCUb70aYOTBdwoHqaZDlguHR4qYD/wUHm7AP5YO9yVEVJ4fDhRFqp0gl6kye2U1SQA\niAIIo0DQnOJsb7iZOezLees3yX7q0swSCm7EIq6W0/7dbsS+F9hVEdedwamjQ3izshg94NoMdRHw\nclWIWmAcJbKlxbYmFCRo4DqK+Vla1x6VAlQOtEc9F1eVYkNijcKqMgAoCcrTpLRecPInJVDmAV+O\nBS6O6Plpu+c90KbJfK0jyU2OwJc/vmT4Yr/6UNZLFoM3awbTPqq0/Zr+zuRFAyiPyXOHQfBQ7NM0\nXirKY6+XHNXC4X5HiId3Eu93FlZEvF4kWYWmD/DlMceyDPMgZHBsFMvK43DJoDMOSUIq6vtekQyY\nirMYBcpUECrFie0v3vZ46gXytJWpazdv75ZFwP6M+dyZM9/S5btYctIn0+F/u/QIj1/Pk7u7Ac+n\nDNdzgU3l8ev7iOc+AFdOtsdU+MWIFGEiIRUb8yzJAQdPQENVO4w9ZSKPVzVvVrMsQEBglQrxovDw\nkPjVnYM90ZclhUjPbeS2KHh4q1BllOJ6LxFCxG4b0DQCtzvGkxQF36ebHHhfe7RWYfTA506gUmze\nd2vHn1165yfJuDGkbApQauYsA8a3N8yLU5KAjsHz/TeWMBzv8jmTsnOUUgl4NNcMp15gXXocnwib\nWS8drMcchpwnv0OMQGsldluH0pOOJgDsVhbWkhjnI2DA6bKz9IW1DliUHk+tRpV8rrmkGf8fn7it\nXVZulrpmuceXxxpvbw1uVyxwJXh/ZIpn4mpt0RvBYYbmduGYtiit5TuRyYiY5D/DoFGk53OSAk/K\nBMATEpAywkIEhlGhXhpKV5sM1asBl5748KkoYMSLByS3ucbzLMgLDxfpoyLplYO9TBNusx8UytKj\nrrm5sVZCIMAneeyyCLj0GlUdIK3AqgjIUsB8N5Jue+kVQiSB2EQW7nnOoq2sHJZ1QOFZqGoZ8dQo\nSBVw/3qEMdz6LXLi8nPNSqczElXt6Id1AncVZWBVbVGk87zIqYzQkrTTfVvg7dpjPwJDOUIAGFqN\nq+HvVQUBKtM2aVdTfvntgrKtdRGhFP0ybdpcb3OgWVvEnkPZICJuS+Af7iz+z88anef2r6otLoaf\n/btlTPARynP/astG8WgCtmXA6IHGpageFedtTFE6tL2C2lk2A4lwvdl6fD7kuL/x2BcOmYgIWUCI\nAlVO+u+iCLN8Ps8D5YxZwG43ou0IJltUHndVhNcCodXoWoWLBe4KDpgfG26SwtJjkwPLNwMGB3xo\nCIVpBioLRiuTpBWQBnizCnhMkvxCBwbSTzLOAOwbhW0VsMz5GZ5aiVzy64fgubrMIorKInYCZc3z\nUIDQpF0BHITHd2t+Xn97E/G7A2EeEUCVe6zyCBMBXTs8HWrs3nVoDzmqis+IdxJeR7zaWnz/kmN0\nAu9WHiENJQbHGuQ8EprjYvJDe0oFy/Sc5VnArqYVwKazQEugtMDHLxWH0JKNJwBUSaFyt3XY5hNo\nJ0AL4HxQCdzDKJw6efIj0vYy8ymah4sMayVev29xveToBv58QzKpmUEh0xEmivT7JUQVUCS0/yqP\niVyMeTA+OOL6l4VNeH++ez4QUNImaSRERO+AUoPRGpG++t2WsVZSR6yrdM5ERhRM0QFKkuqrBOYN\neIyk/U6D4O3WoB8lyjIA8KSb5x5VSXqzLgL6XmO9solO7fjZCw5TKKFnp1fVbg70lpIqiLxwc05t\nvbAYBg7mzchlRLELydNKhcP9mw4/DWv0lpv4oc7wy4cThnUOcQCaTQH1BqiFTfVkhLb0yWnroYZ/\n36nJkFbNfwG//mwNXJ77OT9k/1yhbzK4ICBeAGkD1jfMY9J5wA8fapxaTvXpUQk4XTL6bVTAZklj\n8POZ8rK8CLOWPsuZ3+Qj8P0+I31poESh3Hhsb5mr8vJU4XBrOD3NAkSQ2F80LhcBJwk6WK0MVpsR\njyedpJUJqx65bs4Lj/aaYXc34Nor/OujghVsrm52Bo89cLhm6JJm3DuJ3z0TWtK59PKriLsy4kPL\niegEdtEqYL8vsd4y86sKlO38/kuB3ggMXYZq4VLYZ0xkM8EgzEhJ2qcnifu7Af/5pwJlluM/OYtu\niHiz44T1kMAiw6BhrcLgGR9wCSxGr32AB3BqWZgqHQAHDCGi6ThFUZrYZSGBT/scJgBbRJw8fYrW\nCVwaIDqFQfhZ3hFh8ftR4NgrXLKAuvDoXcSp0bi2wH/4zuAfXyQEIl7XETYI/PYz/WWQwNM+5/d7\n+RpuSkx2gBkUL48zgx0Fks8uTXQnc35ZOTSXnB6sFCzqR4FRAh+zgMsxxwcBIPP46epxbDkpOx0K\n3KztHNTbWjbzm9WAw6HAYxHw4hTaTuPhNTd6UkY0lxy//8TtiIs0jE8ylbP1s7zky6CYWbYvMQ4K\nEBHNOUe9sFAq4PlK8ITOPQ/KJB9smgxV7Rj8GoE2gWvOo0XXaixXFmaUMDlhFadRom9yFPcGMQrs\nn0qEwC3i1ABVGfOGrgPN/lJGSoAzSgbXa5sIYQqPXYbdzYiqtsiyiHOj8Ic0uQyaaPbVyuLcKSwX\nHFR0RiY5lJ8JflO4shKRcBYV8DRwOvz4aYGi9Hi6spHue43vP5cwgluB/9dEvF85hLsRzxePMT3L\ni6UlUj+BTSaZ2fGq0Xca58KjazK4Lqagbcoy98ccl3N6RrzAP79IPF/0bLz++3uPh2rE//1jkaQc\nHCxoHXAyvNy6kYV632Vor5Q0CkmQDX2WCp9OwN3W4iXyZ5JlAR9awXfUCnRjwudXHu8XHv/0LHG6\nZNisgFXNbVUIAt+7iCFGbJcOlQK2i4DvG4H/548l/of/eMHZcFjzr485i/qcg4vrKHA45SizYZa9\nOiuBQFkcBswgBq0iyjwBMXJe6lnGgr5PPtPLqWCBubbomgwmU1gsOKVuDIuQtqFktdxZPA8albLY\nP1cQGLBLcRQfLwp5ohduM0a5eCfxTx9KLNcjDucMo+M2b7k2qBS/nt2aG81cR5wtcBpFIv9qaAmc\nDZ/ZsnIoa8uBDW18fC46iUVBuuHhTOBQlgc4FVFIbgqPLd/N08D/djCSUI4g8NgBzSVD12bY3Q7o\nA33Z46CRFR6HU47d2uJ0zjgITMRXKSOO1wzDoNCmjcibO4OPz/m8kR91hEhAC+ZmerSjBETA6Vhg\nuRmR5SyU+nQWjiMlgW2T4f3DgJeekrBTokdOgxSTvFD0xkQ87QuolC313HKKT5pygV3ynrYD4Vpd\nH/GwofRr6Onxm4iaXYLLTAM/oSKEECkcPOJlgr7kEfsRyX8osFwZPA+UhDlLUnIEcL5q+NQgHFqF\nLIu4nHPKU9XAhtADoxPYjxGPF419KnCbRALua4/fHwjY8gGo70e0TuAfVh4/tQKnTgKKU/5MR3xs\nBB6jwmn0WOfAb55KvKoifneRjDcIDDj+ry8Sfa9QJ3T8BMgiAdThy0VDa5+UL3KGc4XIewRrkkH7\nkXLAsvJzdlcIAqdOUUKugP6aQeiArsmwWjjsO4HDgbYRIbnZ+O2JpOTLmXfmdd3hpRc4nXOMVkAU\nDjEEDMkrrrzAOmON07cZ+toQ+BKB65XU2L5jNp4WPFOvFiz2JbdEJ4PZo+esRHVrcbURxzProSwP\nOJoB1gicokDrI5YZt5v/8qLQdxm6TqOqHN5vHS4W9I1KDtaP5wxm0BgzvjPGJMLyRSJGKog6m2BI\nDT1j25XDOo/oQ8QfnjPo3GOZRxhL2rbK6WUavMDxQCmfGdiI64w5sk3KnytLhxNSzqMAPn2pYLYG\nWlBiWCWYmpQkUQ+9Rp8C0vnZ8K6QIqJrCZsLQeDwXEFnzM2L8StMKkRgf86YT5psA09RYLt2aEZB\nb2nt0I8SIga0XYbFwiZPtYSIfMcjMDdxxibA1EBp690tIWRdktmYJE8MQeBqgNOxRLkakSk2cNee\n8K7BytRUkUp7s7Y4txoiqbQuiVD99m2HyzVjVEoecG3oC71cs5lKOXEgsszD+2QfcaQVmmtG1Vv8\nCttpr4TFGSMBJ3B9ySHLiOtjDgONq8ix2oxoPuVwgTLHww8l/BGQLkCGiM2hx/GlxOrHAdlZIL7R\nyD46tLlGPjiEWwnxRI9bkAIiTk3bX96vP5sHDpgyytgJv7yUMKPC83MFCIG7hwHb3QghgB8+1Oia\nLOXmcHPRdxken0tYI7GpAm53ZqYO5mkdKyS16QKUhx0umqTAieqTBby6G1OmjsTLVaEfqK19PuT4\ncsjx4aTx8bmYNc/LtZkv9Ql17azE1SRyj5Oz4fz7n2oYQzhLP0rsh0QHS3AEm3C/PzwVeNoX+PRc\nomlZTFea0kSdBV7myU9TpmDQ6cU/XTNcLwVM8qY4y6y4KQz52mRoe+rDx4HYZ2clPn2q8X/8Zolr\nq/HzVwbvbiyq2kLpiGrpsMxoUi5SKLCSEedLhuNLibbJ+bkNCj5GZDLOX9P0ghkz4eoj2kHOxElj\nFI5XjU8vvDwmYMiE7e4ajWurcbpmczTD8Vjgp4vE50OGQ8eDbFNEHA3QO8JCJrx712YYEw48RBYM\nQkZgAKIQcLnEem1xvRT01aSJ+DgobFYEkGSa26eh56HTNRkuF0InBiugopgz8qbv9+WYw6aNi/FE\nARdTE33N8HLROLcKdwVmM3qMwLlROFw0ukGm54f+q/NIwMSvHxw2JWUnAkh+GfoitGQjeD7leLdz\n+PmNwyanXOV+5bCpuEHpO41mUKnhYmEwbaqnCIKbgtIRGyM+nNWcNzN01PFbI9G1GlVBec44Jmrh\nqOiPSO/Bu4eeqHcn8Xws4AJzvj4cMrSDxMdDhs/7Av2YfHg3BgCLRa3DPBCZfhFfz4P6eChTdAef\nFZ2M3jR78xnNsoCfngucLxmann/fqxL4H98ZvLofmMOWhdlXaY3CuvIo8pACd9X8vfSdxoePCxZW\ngrEAp3MOm+APnRX4/UHhqZV43hd42ucwnsGtq8pjt7XMYlrS9zDBYqj512gvJI8Zo1CV9L7xmeTn\nMlp+X94LOC/wx6NCN/JSGwd+LrVgLMEpDSTa4auPV+uAxyOpcj4A//He4Rcbmvk/7jM89gpnI/Bv\nHys8H3M0ll7PzjDWYug1WkNs+RTpENIZY53Eu63Dm53Fu2XEt7cWb9YemzzO8IGJruqDgACfQyUo\n8bldeLy+H/DrG0JPmNvJQiSXQJPIds5KwiR6iTwL2J8ytFbgeYhY5cA5QaOejkSYny85ghfJjyWw\nKzhpv6sDHhachBsPPPciQWQC8mnDU3q8roCf31m8W3AQ8r4GXtVxBgbZMFHauBHoR4XHlsTQw4me\n389X/oHDoOiTswomeV4IruJ7O0W6TOAmbyX9WJFSIZEUANcL4176TiOCxbQ1KlGLNY5H3iVVbbHM\nWWCFwKn34arhAp+xIVFB78qIV0uPNhVHUqQ/b1C49oq+NEsvyqVTODbcepd5wNNjjeZC7/rogS4V\nj12XMd8wNTjnhmf4Qn8ld5qR0B6dBVx7hc7wbA8AViX/TiGAu7VF49J0P+WRFqWHD4ytyFIhmOUB\nXxqJD48lTqcCj59qKMXnYjpHL4lq2jii/U0AvrSsDZpO4dyRaJ2lDeKH5xxdpxhp0Sr4ADz2Av/p\n32qce5IlN1XA2zXjZj7sM/z2IPFvJ4H/8rHAd7uATy3wseNG4/u9xrXhHLwuqB5SOs5+wdslh27b\nMmJVRCzKJGGtPBqbpOnxKwjifCxQ5fStFiljjWh5nu8vL2V69pKnOSkBxoEN9K74Sh7sOw1nSbnc\n9wJPZ43HRJQeE84+S836QgO7nEObL1eF9pLh0AscTzm6Jp8pwksNfLOhcmAiGm4rDp+s+Qp9Og4C\n15HP2PVSME7BJrJhwt43VuKlk/jPP7K+GdN5IAUb+Lbn56QzP5OlvefAMcvorfyyzxOwBPhy0jiN\nwP6S4XjOcOwkXq888uThnnztIQKnRCEVMqKzHD6fzjme9wVOlwznS4b7NaEibZOhbTVzUVM9c7xq\nfNjn+HBW2LcSjxcO22RiMXgr0fY61S0y1W1UT4y9ZgxEHvD8WJG4noY13gv0vea2XUdYI+alg3Uk\nfgrJZspYic5INI7DpRA5cJvAL9N2buIIxMD7psqSRzYCp6tGk4jHSnBr57yAjbwnAGCwEk2KbWk6\nTW9/UnSp9PsZPh9QVVRrOMefVZO2aVNzGie/bjbd7Tx4pYqJxEuVXfBfva/NlXdcWTLf9XxkxmXb\napxPBSX0pxLWirQ9dzANhxNmUDg8lggjdeg2V1ieBpg/CuS/M9g+d1A3gDgGqBM9ctgJRIlEnRR/\nEV63/79ff7YGTsiI775p8eaO08EJ2V0vHFAQ71wlc+7/9F2Lh3cdnJO4uR3w6m5AUTri+JcWX55K\nHPclbtb236HjheBDLgQvEa0Dvn014v3DwBc1SJxPBbLc4/W7FkJG3FSkOU00unppMXTMPDodCwxd\nhu3a4u6WpD0zMvfHR74Id/c9TbE1v6cpfLtvMygJLBNG+uHWpPgDhj1XC5dM1gr/ehY4nDN4L3G/\nJehhHJNscTJnJ7BFUXjc3Q7Y3Q7YVtyAXc45tCY5ryoTmCBd+HnyFZUppmDoNP74uYQJ3CBstyOq\n2mFXeySoDl5vHN7vfJqS0yAsVcD7jcfbNSULSgfcLz2yhLD+bhvwcMOMumFgI7RYEFixWDiUlYeS\nEQ9bfk9FFrCqmQUWgyCKHcD//Mbim/sRPzUsMpRi41briPV6JIHPC3z3MGK1Nri773Gz8LjZGazW\nhCvsbgdkRcDirUX94FJzy0JDihRaK3np3d6MWFdhhuRs1oZN2aCwuRm4ZW0zZq74KfQT8wWW5QE+\nJGBOzwKxqh0zB9/0SWrLJnS7HbFcWwjJy3wiv+mMRe1qbfD+zuDV3UDpV+GxWCVARMptClFgvbLY\n1B67mjKOFR9X6HQhQLAAck4k0E+k/yRJIt/djTy484Cbm5HPkSKkJ0Qxf+aA4EGdDPkxAndLj82C\nz3pRUqe/LDkV/au3A8mllhSwogizSdsahd5yQ7xNclCdxfnnKBMZ8uFVP8sknBNJdh3wsidJ9u9+\n3kMnSccEitneDFiuDRYr0uB+85il3Bv6NooieYckJZ91wQmt99xerzdsKu/uBkDw4tjVAQ9bh812\nxM0d/VnLJJkqKkcSZ6/xx4vAvx4F6sojk5ROrheOF7fgpuHbrYfWPm0t6SF5syZtVEoGWC8W9Ito\nAWSK/s9Kx1mKaEZ6A6rS4/tzit2wEg9rj1IyU+x2SfmpMRJ3JbN5nnuBXRGxXFv81Eo0RuBuEWZo\nik4SmG3Fz6pMHkgAWKwM8kS0FQUbIeOIZldJbta0GtuCz4IU9CPYUWG5Mfzswa3DzcZCakp+bPLL\nuZSNOcz0OIXF2mC98DBWYrtImH+NGfyTJQlsUTnkWZzhSMu1RV16Ng6eMSObir7I0Ql8PiuSLEtK\nqhZZxG5lkauIOkXJTFETJgA/3wZsi69erTJ95tmE2g/i/2PuTX4tu9Irv7Wb09/+9RHBIINkksxG\nqSallFwowDBQgwI88sSogf8Y+e8xPPLEcxsu26pSSiplZiWTIhmMiPfiNbc9/Tm78WDte6NGNjxI\nSA8gIhl8+d6995yz9/6+b63fwnxCmmYSeUxif5pQWiPgQYx1nFrSJhM2DZLEYlIYJJlB3TODbzId\nT4eg41otlcdkNmA5HWEckE8GKOVwOW2aw9cAACAASURBVCPkyjqBvtOYpCS5pQG+FEUOHvRHfrrw\nuJhanE8spgWhGVL6kCnGaywEJ6x5zL1rEnsMliHteeKwOmspPY558FXKY5o6TKeU6KbBi0O4BgOF\np4VBMeX7ILhCB/8u97HVxOIiY/FyOaOXUQnKE3cHNvIi5ZFoFqDzCEgThxerEbX1Jyy7AA+fr5a8\nJ6YBrjNNmOdmvYCW/kS1jMNzv1oOpKgq7uFHJUkXpu6/XXOtopWBURyLmNPBYzN33Ur85Go8UXfr\nkSHqo/eYhXVZB2/jMXxdKh/OJ2wQQDqkiYUAQVTzmHuAFMdrw8U8Ti0uUmaZHSOFCMtiU/l4fVTY\nlxl2PJyaMBcZ4TFXF11oLrFBV0xG+igdFTt5TG9wrHmPeLAZ51xYowVwtuQ5JssNidMeWE7ohSsy\ni7PCIdXAPPZYTD9MlU9xJME/GicMzM4Th3lKoNttI9COAm2gPkYxJ1zWMzc3Dee8q9WA88WIF5ds\n+DdVhMsp14HPn3W4nptTo2KeUI1w3A83DWXhixmtB50NFM3IYp56CE9ZoNION4sRF+cd4TJeoGw5\nMTs/6whJyuzJ03pz1aIoeNYT4BrXNJocgcxhvuwhpEeajSeZ4fHPNOPn6f0Hr2SW2lMj/wjxu16M\nSBP647KMapZp5JFGDldzXoOLwuE89ZhOqEDwHphkFkm49/IQT1PXGlnMbFEdCLbW8bmbhPsgCg3T\nLCYk6ZPrDloCH00pSZwUPJMvpyMucz7bRerQ9BJ5ZpHFDjqsz8VkxCQCVvMBZ8GqsJrTN7+cjXgx\npxRVB8/fcW0/El2dYwNtsezQ1ixI56sOAM8ls0WPtOD5qH6r4bSAHwRE73F4E8PnEiIB9MjNRngg\nvzCwmUQziSEHj3KRYkwU9J1BP48xpApZPSJ9OyAaHJpZgu7nCZppjC6PUM+SU5SA0RL+iK//Z/z6\ng0kohQA+velhHDW07/cK13ODfS9x2DFeYHnWwXuBzz9qMe4EtusEzy47mkuNxEM9osgtftgm6FuN\nF1ctGkMJ2ml6s4sxhPyQYmLw2ZlFOQKLUeLNdwqbXYyrmxGrsx5lqTHPDe53UYCoWFzPDJpqwGI2\nou5IPDs76zjt2ccnzLWUfOivzntUvcRZxkPS2XxEEjuUVUS6mfYoixGXyxHDVsOMEc5XHUYrMJMS\ntaUk8XEfYb50WOYGZU/zcxRzchBFvOmcFVjOBywKi9YwoyMNVCiIEYuzHmlmUDc6QALY2csye5oy\nKOXxdhMB+UCqI9jdlOJDIXA5Z8hpFjsMQ4fPLgfcVRIfLy1DQEfg5dmIy4nDYwdU0uOLc4vXJeDh\nUJdcnOaZQySYK3KXcDG+Ljw2tSRa3/MQlcfMsnIAvjo38NoxJHg+IE8s7hr6XGYx8NAJXGTA53OL\nXjg8m7DrWI5Etw+njVdjMhlgQ2c6Se0p/01ph/Nlj+02xp9+XqM1wYtXjLCO9K9jQdH3ClWpEae8\nR4/IeqXdiSjlPCWtOjrqsi2eHiR+cmHwuw3Ny3UVYTYfsT9EsIYSMngPqUI2jaDH5rePGnUvcL3k\nNMc7TheAoK8X7OTfHRSGNsJ8PiCSDttG4ekxxWwx4Nl5jw6kyUWRO0kcmpoTg0nmcN+I4APyWBUW\n96UMHjEeDDx46NSKB3WtCRc4LxjkbTHCDBKbfYSrC9Jjn60G3LU8HMxXA31fM4JEDi07y10ncbMa\n4UN3zIViWAogTQ0u5yZkcvHw8KObHr/9IUOeOIxG4ePLHm+2Cp2ht7VvNa6uWijhESlg6z3e7ohh\nf2wF5i+aIO2QpwPO/TrBbM4D8bOFwagsmk5ilTs8TUZO3mOPTaVOIA9jJJapx+CYu4XpgE2fMYgY\nPMgeSXgqHMZzRf3853MLKwWsYaH42QWlhPNA/RyNRxY7ZJpm9CZ1+GhGD6gH5SKTyYhF7pDGHqaT\nADxWM4uz3OEwAosQ4LotRqQpCWlva4XBATcTD+97NAa4zDzOlj1K7+CsRGuBi5zXtXEeFzkDd/OC\nRUXXcFraNhqbXuDpKcFT5PDpTYfHWmHzlOCPXgVPWfBkda0+ZVM5MHy9Ww24u8/QrhoMg8R0ak++\nMOuONDY+h5F2EIM6UVInkcdjK1CO/Gw/uuzxcNBINYukScLJc+9ZfBkPXGUebyqBSHv4gR3nOLFI\nUgIjIgEUCfDYCex3MdJsRG8kqsbjcZPg3/60wSTQGvuB13YI02vnmPk3m3TYNwo6PDNHomjbaJhw\n8OABjwfXNuQXzVJ/ytxaLIZT/IAP2ZXT3GKvjoAjh3XLIiOPCW1SAthbjyHkLlkHzFOPbStPcICL\n5YCrDDCeDTCCMUaUjULT8ftEMZ5yUIuCkuiXc4cRHvOYPpnieYd1rTB6H8LJLfLEYXD0h1gvMI08\nrucGrWHX/nLiYMH1RgWSchI7wEg2DDVBH0nsME94cJ8oAhFkaGI0VqKIHGowL3Qae1ymHroDuvnA\nyIJLAq+uM4/fOIk8tZg+awmTUEAdIAOXucPgAcQGu1bgYsbiIVHAbD7AO+C88Mgjj72h12o6G3CV\ne7zecKqYa051YzHAK4/eAD++HvHQ8b8pwYiIjxZshGrh4Ty9Z83AxmmajXg60Fbw5oEh8bPpiElm\nsSs1rjODKHY4T4HXnQhkbeY4RlcDp4chX1JkXDfjxJ78vM7zeghBT+px8rJMgB8OAsv5iHSQUAC0\nAhaTEbsNJ3haW5wlHneO99o0IqUwC3EFkynjJ/7yZY+/uVdoQNpz74DHUkPH9Lj+8uWA9y3wLAea\nBYmSSewwTQjAUaFYTpIPSql1xwiHx/bDtKguIxbcYSJL8rbDMnOYpMycTaY9/u5Ngv0uwZfPetRV\njK8+qzE44LAn2OQsAaYR/ftlrbFuJJZThyhMeAE2fI6RCEOIZ3q2HPFsZvHUA9uWeW2HjntmUYxo\nOs38w3Auu5gbjI7y8GGgxHVfajwPMCcdhwii3GCVW2zxQYUiY+5LvtMnyaIx3BN15JGmBnUdoTMC\neVhrjBMYjcBZygnmWULYWu/YbChTi8EIWKNwOScAyiFM4CJCy4qE/uA+FJGJ8jibGyQS8EzaQhz8\nq1IAqwCCej71+OZBYV6Q8lvEHvMEaCYGCrxW07DODr3CdErQWhF56JmB8QHEpI9sBGCRA+vxQ3Zv\nFjuoicGhotzWO6o0zi5bFIH2fqRKH/89zQzqfYSqjaEiD9MLSCVQv9fAuQe8QNzRy+YFG5TlIUJ5\nliFuDdop6dbi0cE+lxiNQtqMkLcOUWcxJAr2C4X+XsEpARMpxO0IZQET0bMXHSlv/0xff7AJ3CSz\n+KfbFG8eEsQ5J2cydFOPU41DGaOtNX71TYH1Ayly+zLC3WMCKPrSjGXXPUktdo1CUxHtLMOUSmqH\n8xm790J43FUSj6U6SeeGXqIqIzzeZxh6he9vMyymI8Ncg5QgSQlRSEMHuW40qlpju04DPpn6dCE9\nHh4y7LcJZqF7ZoKW3QWZ17Gre7dmILYVHuun7OSrGS39ONsgKX3/mOLxPqceOvydVPQCMd/IYl8r\nbLcJ89cgIKVDF7LCmoZeiyw3yE7eGBYacWKBEAy53YUQ4kZj95CeUL0QwO1e4fVB4sdLh8l0wOA9\nIDxe7xT2AzuNBh5vNsymimOH70vgqZHBvMqu0WgDkcwDP79gZ++pZTdvDAet/mhWDTffb3cSP6wj\nvk5HXO39XuNhncB6bvovJuxgKsXFfdNRKnOcpHYtD9WHfYxyF6NtolMgaR8mqMupRdfxum4qjaFn\nt2q/Y0YXIxzY9YPg4pHFPhBBXZBbcrInRIggkPTWWcvpphAsfvLMhjBUHyQD4hS0fsSiP88pY/j6\n+xxVLzGP+TlWZYTqEDOkVLJjvNnFeNpFeL+JsK4kvn5iOPQR7S0ibhaUmkgUsUfX6bDhO9ytYwDs\nxLWdwu2eEuMktSdyXNfymZnEDmm4d7LEYt1x+lzEnOgNg8LjNoZSDk8dN4hxVNjuYoyWskkVOqnH\nA+39OsFg2K06YsidE5jkBFNI6fHLK0vwTMQCaj4bMYwC//BtwUO/5+duRon7uxybdYp+lDCOHbmv\nb1PUVcSpcjgQHErNXCgLHMqIUJnMQodDZ9kyrzBJLNaVwt0TDwe7bQqlPCY6RB50+pTrNIRJ93YX\n4/Y2R98qSITOe5AhnaUEQMym7FgOzuP1U8SJhAKS4HloBt7vxgms+0AEC4Vhmlm0nURrEEhkAkk+\n4oenGL0ldOOhVKf78qEV+E9riW0PvNsrXE3c6ft+2OpTfMVEM0tolXDNag0lxfMFoRpHf7aUHrtN\nEsKXeag9TsUeSoWmjNl57lVAQkc47FKMjp33ZgwB0hER2ccMJCAE1Ao2E5wVaELI9+M+go4dMk1J\nsfNAeYhxVtggM6X3zoTpcN3w/mo7iY8KTvskPkwyVjkbYvue+OrHvcbmoLE9RDg0fIaaMfwsAzwr\nCG2SitEp3vMFm4EH6adtjLbVyJTHutSnsG8diihnKSOjLE2EKT+zNasyPsnVjj+3qeiZM8EjWZeU\niULQP5kkFm8fE+QFJ/wetAl4x0m5GRl5M4wSu1rhm53EthO42/DniDD96EMUBgKuXmtO3YTwOIw4\nTengCZ6SoRMfK65f++AF5heJdkcAVCzpBzQjG4gA4KwMmYP8fYc+oM4PESqDk/y/tTzoJooTguN0\nozYhHzGQjF+dcaoVpRblIPDZfDwpb4Tmfb4fCDJJFQBFBYLSpNcdGolu5J5BqaaA1BbThAWl9Yw5\ncKER01lg09PH56THNOKz87dvYvz+QaMew30xclonBKASh8EKDIYSOB07CMliTEp6C7ebBFWjMYs4\n2X7sCEyRwMl+4KxAeYhgPPfRn94MbDTasIeEPEiAzYYmeAW7lnLZaqQc0hiB9S5G11N2R2qtPxWA\ny4lBObBZ2A0ShfZYxEDT8r5WmpLTLDz3ZqCUtrfA4zbCvtKoO8ViRYRQ8FHwvQQvmAkkZRckdjcF\n8y1XCRtQhyAhPU7oZos+eI+BPA0wu4TFW2Mok2XUgMTtjjLEb98neKxkYAIA73aMoThOnPteoaw1\n6lqH4HaB3ohT1NA0YbEyzy3e1xJNL08wvWPA9qGiR/XQKBSRx3Q24GETnzy3WvNaOy/QdAqbktm2\nfc8A8/OMsJToaJPJGatzjMKS0p+sPVk+woQ4hWoQIYQ9YtRMzdfcByDMoZPQgv7DbpDIY5LEBwec\nJWz0DBboxhDZ4oFqFHCCU3PvmQO569kEqFv6KFNFr3htOPH+bidxM7OntWv0wH0toAWw3sUfoHLH\n5qz0cMJj05Lmud7TYtJbFrwPTylu92xMTCcjZaohRoTqigFC8j3evS2Cwom/o99xzX96T9uVUIAv\nSOiVCZDMLbwMTY3SwSkBL5jdhq8dVu9qWC2gR4vZukVbxJjue8jWEYCnBKTz8BJYva+h/2HEbNsh\nq0ZM9h2U5X0Vje70v/85v/5gBZz1hFzUjh3ettV4d59iu0mAgd3Iwy7BfNnju9sUCAG3aczDY2MB\nqSnZywsaz7e7mLp+ywdQKqLxP78Y8ZOVx0cTHvKy2ONup6EkOzptE50w2WUvIcLYehwUxlBMOng8\nmzBrpW316eGlF0UEPbJCO3AjncfANDewQUedpBZNL/C+5Ga/r+mpgySQRSqa643jA2gMvT+bbYJq\nH5/kXgAJZN4RD//FHHg544a7bWhM3zyyiLRGkhSZWpxdtsiLEcYJpBGnNkeZqRA0fJf7BF0I6d61\nEpUBzhPAS48i8kiUx3nusA8SnRHs5iaKoZK7EfjRnFO1zgJnGQ9ZN0uD88zDw+MsLMyLROAqY4fo\ny3NSKgvNkf1VwUV9GgF3rUAWOx5UHbuHVaORxJYkOunxcsJFfBYBd5XAUx0mOSFsuA+d7mORNEkt\nzlY9Xl13mM56fLZkUTKZDnhoJLOxFj2WE4PrFfPyzCgDHdGQ8DUZ8PK6C6AUizSzJ1pSFqSAFxMi\n/19NPb541qO3wHlGUqeQHodDdJLUXMwMLhcjVquO1MaCIs+mJmZ/P3BzSjPKT73npvViRpmKcwLz\nxYBF7rBMHV4uDV48b7CaGZSNwuXE4uOLAbPZgER9yDoSguGYf3FpcZYGgIHloaOYDsxHiy2mMy6k\n05jG/D+7cLjIQjByWExZkPIgFseOBD9BL1I/SiwTj0g5dCM795xOROhHEWSngQylmDt0nvmTN2+V\nAL+8Nicfz6ZkAfr2McZk1iPXwMcLTg2GQaIdJF5OPBaLPuTt8D0rCXjH56sNeZHT6YhJavHybMRV\nDvx06fHjhcdfXo24uugQpwY2NDqOHddhlIjC54dAwDpmoX2YvETsvgo2E1Tofp+lxNH/7Mzhi6XD\nD48JDgF1nSt+zzx1py7pTe5Rj8BFCpynjNF4NfUw4oPH5WY1YBUDs8ximbBwNsJjXlC6IoXHLmT6\nxNrj07DhHkbAS4fPFg7nE4uPJx7PJ8As8rieuDCVFSeJrA6H/jQzWE4srs47XF92qA1wWVh8dNnh\nUDMWRYIH4slsxM11i8l0gADXnH6QuDnr8V0ZaGWK94RSHo1hsTOfWCym5hRGrJTDF9c9pjHXrN6y\nMO4ccDEfcZayOIRkJ7zcx6GAEHjf8n6YRsDLqUcewuel5ATVAZCBDhgnBq9WFl9eGCwLi7PzDq+m\nhgd5z9f74mzEIkwh8ozy9zzlIejLucckoZ9zddHi7LJFopk9mGYf/Dqr3CFWAV+/MLhcmJPf8Qi2\nGUeJbqBcKEkpi0xD5qcWgFcW65rbtLMMY4egDOrFzJ1kR15y/U0VaYy94eGPBWXwEIcCS4VDnpIe\nh4Ed/btaYD8C77cR7kM+6qsZC4EuZKXNIj7vcfALXmU8PHICEp/8N8yQpGw20owAOIz0ShWayo9t\nw2bD4cBi04fGnxTcc25y7pVXOfBq5nE5IRq+s4CCxyThnmVcoOtJPjvn6Yf1xISOahrx/osl8MWc\njaVCsziZR6R5Jtpj2wksCotNH4jJADojEEngKgXe1SxuM833/PmSSplpxLXcWIEhFFpcizyuw2Rn\nddahmIxYTRhHMSssLIBpYWkZCOTQ5x9VsIafjfcCn5xRppckjpK9xGI+pWR1cLwPFnPKHIsJ95GI\ntTrqloVN1fJaFBHw6TVtAkUEPOzZpFbK4zAKXGZcl4CQCaqAbw8sZuLUIo7ZVLxcsCH/1fWAh46f\n6+CAp12EsiIMpLNAGnucFZS6mlHi4wkhbhcZ8K+ekZSY5QarVY/rmxaL+XCSZ75cWPz0wuFHc4ef\nrwy+mIeCMhR7632EyXSg90vQX6iEwGEM09hG4dncoOsU9qU++eeco7JHa5Kgn08dfrTwuMqAZRJk\nzbEPAL4P92Ue7C3WU3VQdhIXmUckgJu5QRZIiYcyOmV/Hj3kmeKavMgp6VbSn2A+3gPTOaFiZiSt\nMQlxJ1pRwpvG7gQn8p4FlhCAgT+dsY6e2CThvmw9ITSpokR0kdvw9/5ksZjFJEZbeFgnkEUeqSYM\nCIpkbpLePbLM4nkBfLXw+Kjgzz5Pgaupw0/OOV29SIEXqxHLhIVh1UtAcJ1aZi5QOz1mOanXsxiI\nI884kk6efJvMp+Q95xzXMBF8hemUa7F1zFyczmnjmS8HOCuwWPYY0zC1TgGbS/i5gInoZVSDQ7Hr\n0ecRhAfGGwU9OIgeyBcjDssMzSRGM40h4OFugai3UNZDWn+iBKsARPnn/vqDFXBpCDo1RnIUuuQH\nXUwHCA3YMWTgXLS4vGmQZga7dYqq0fDBX1QURPG3tWY3P/gTjuN1IbhRbHpuSlYQ7Qzp2E0InWRj\n2CUVAphMBxwCNOGnz3tkkcdnZwa/uLZ4NiW+feiJ2xeCUQiRZic5ii3GQeFi1eM3jzQ8++C9KybU\nx/eWXek44d8lCRfEI73rfMLu/GLVncydcZj6LM56RJE9dUshuEFBcjrU1B8WoqNR2oWi5avrHv/9\nnx5wNjW4LnjY/PJ6IOrdhW57zVBFeB5oVgk3Vic8LDzSgIFNIg/jBNpBIAkd1hOG33IEXnYSBh7e\nSpxPOH0aLQMilQA2gTLW9RJeUVplHDuSvfeYTwwqA1S1wn/7WYNY0T/owUOadeyYRspj0wncNewk\nVQ0DdpuQKzUMPKh3rQrQFMqevPAQwQQrlcOmlfjXn/bQkcUIEtFcmFwK8eF+6jt98mq+WlGvneYj\nLuaE2wjp0Q+UQnjB+3HwgFXc+I9UtzgmZdKDHX0jPDPVgu77ruF9cvOiBiQnlVLSc3UsKD3YpUaQ\nY2QZCw2rHKy2EIqTrraJ0FlggEfb6hON6ygD09phGpEcNhqBf/PxgI+XhoREe0Se8/6Iwz3sQXJq\n3SkMFtjVOvjXBJIg/enD4SaK6alLNYvzP75w+NNri/Mp/Rqz2YAk4sEpThgOLQR/TzPwUParJ4mX\nE3cymvcGQIgQGAcF44E/Ojf4y096/A+/2OHjqx5/cjHip9cjzhYDCW01CY77bcqubwgcdo7kxklm\n8dAGjLQC/uqmx4vleAIiLZb9Sb6spMe2k/hs6fCzS4M/eT7ilx8PmEzoczr6o8wgsa81+k4j1XxP\nbyqFbcdnqw3T2aJgcWRCYT6Cm1xjeCiuQzj5F3PKjRrDzWywnBoiYlNLxPbkHxLS419/1CON3QnZ\nvtlHlB9H3GTheQgd4HCTe7RW4LOZwXYQcNLx8AwGpLvg9RLhmurUcD1VDttOII88ZGwxmxhKUv+L\niTSkR5aP0ILS5CF4jDe9QBJAF5PZwKlUKJalphf06PERygGKyHQpOAXR2mHTcA1pLJtb1gGHmoHf\njx3XwLe1wLZnCPCXC4ebuUXZsPmmhOc65o+h2sAgLK6nFlawa1wOEg8tJ6HO8Z7UEaWaecZ7wng2\n6nor4IN8VoCvMVUfwtSd45+HWkFLrpVZPiLWDnnyQeqWJIwYcJbXPs3MyXsEAVSdIg7b8hrFMQkr\nWjtAfYD1NFWEYRRYpFzHZ7nFbpPCWkqWsoTjNU7+PLqWvuK+5883jpO9ba1QpBbz6QiEz99aeaIh\nloNAVWk0YUJmHXAIkIUkRAYtJgbTiSHBGAACeMc4Hnw3tTzl0DkAfU+/XJQwhsNarinb/iiP5QRs\nsOE1HGL8ektaXRXeh5aUyPaOz5b3VHzsywhtL2BFADo5Su9X8xG1IdyjMizgIH2AKRCVX/cShQYm\nscP7AycfL1YjBifgwMnj8yllY5PIYzSMRxDwJ/CVEHxeBvDZ4PrOvXKZuRNBdXBsQpxPWYRN5wM6\nC2SpwabnfWWMgFS83saxGHeezQwIDwGGfltPKWQSu1NMRz8KNK3GoRMYJa9LZz+wpKTyKDQlb1I7\nXM55ga1nBq0UbGqlGRUT8THDUFE+mmmeCXbbBGVJP1vbEzTW2eCR1g4PLRVFowPqkZLBz87HQBLn\nObHpJXLNa5jHDr0V2A8SuRaoR67TxXQIUB96q60TSAM2/2pq8dmM3rDPlsxgOzbZpKJK6Dg9LjQn\nVBJcq3Xwjblw1ukCsKMPapYipiwUAD67HKCVRxEBf3Zp8dWZxST4B2XwFF8vB3rqwz3Z9BLTnA0e\nF6bwR/XX0ZOeJ9z/Ae7Vda2xyrnfxOHeOWa6Xece3280IyaC31gInt32gcXXWr6vLGLxWTVUWYxO\n4CLlZzaNuCYfPfbHHGUAeDhouFC1dJbn6du9wmAENp3AvDBwITMwV9xn64Hnf609pOZZNEscdrVC\n7wRUahjbIj1GC3jlYEYVCN18Vo/S9SimN7+pCMuarEYW4fMBSoWhx5rXKwkeXGk9fAOM4Pn88uMG\n/kzCaok+03BSYPLxiP5nCQavsb3MYVcSppcYEwXpPPpU0+8WHhLpHKQNG+q/oK8/WAHXdJJd8FrD\nOeBPrg1+fD3gp9cj8plBlDg8u2nwcFvgqxcdzmchiwoeu12MsozwxYKLY57ZcPjjFERrDzPIEyXw\n7TpCOQL3lcQPtznevs+YFii5KSrpOZ5PLS7nBlUZ4xcve/zkasSzHPjF9Yg/PR/xamrwamlxvuox\nmTFS4PKspwbZ08Q5nfdw0uOp52F1mTk8m1L2dBio/W9qjZvliPlsQJ44XFw2GEeJSeLxF5f0w3z2\nokVWjJjNCeNIM4OiICUSANJgmP2bbzP8+oeMnosg5ZvMRsQxP5M0pp/CSs/FMHROnuXAn98MeLmw\nyAoa5ydTyjHSwiCPSGd7s9UwVuDtTsN4UqwuUk7snPT4bOZwUwCr0Jl7U3Fy13tmwEQRu2SD44Lz\n9ilGP1L61RigHxRerzU6S0mK0A5PtcSXZ9TdGwd8NLHQEvhi6fGiYDHVdQrvDwqfz5hD9rYSeDho\nTII5uR9JpHy6z5lP1ylKmg4sXsoyRtlzMnIYgc0uwjR1eD6zqAdutseDUZLSVCwAeM+u1ydTj1mE\nkNMH5DEPa8V0hAMPT/fb6FSI7DuB+72GB8lqKsgQj7TDqmOnXUcOz5YG1QhMJwZfPevxyZTTTx2y\nZo7B6t4L+g2Ex81FTxprytfRhWmfB72ZQgL7RuFwiFEFeagMEIOLxYjWCDwrgOvC4Y/ORpwXXDTL\nfXx6jWlmQ/EG/MNdhHUHbA8sDr1gzpxSIcNmkDhLcfr+P3lmsEyAPzs3+LOLAV8uLP7yesRy2WMS\ngj/jxEJH3DxNCGF+PGjsAlnxnw4S0wAyOGakXV816DuNZcjc+fHFiH/1EU3Q08jhKge+urBYnbch\njoPZUnFqg4ST3frHfYSnTuBdKfGr1xn+00bgf/k+wd//Zo55TmhAf8w01PxcJzHw85XFp3OPVwuL\nV0uDVdjkVIBOyCDVslbgMPDQ+49biV0r8RA8Cp+uDNKIU+Q8ENj2jTxNMG8rcZKVzWKHPHT422CK\n/2xJ6ePggLcPCZQIBw7p8WrKMPdVwmmCC/fGIkxmzjIeTutRINXA73cC72qJ70vg9ilBpj1mkccq\nD2CK9DiBHjELHs9ZwjUmVcCuYtODlAAAIABJREFU0riZWqof9IcG0qGMUCQ8DFyteswKg4sU7Nou\n+XnOAgV2HvOAEEsP6wk4ulmNKAKa/V0tsApxBX2ncXeXY3TAY6lwlTvcFHxPL8+Y1eU9pyAvCosu\nECjzyJ+msIMViCQPZ/PCYD4bkSr+Huc9zguHXz0pPLRsPlkr8PY2w2CYJZYoHrSEondQSU4w89Sy\nM2wkC8SB22kUWWS5wSRlgYrgWXXhemQZgThZSmhRnlmkqcEi9pgmnFIpRRlSdYgxiz2yhAe/2YQN\nJy08dj0prqvZiDT2JA3uIhZt+YgXU3b9LzMgyyyyYsQ042T+eeGxWoxoehEAHmyQ/ezS4pMzQndu\nK4EsIxSlqTWs9/hk4VAaYFMr/LAhmXIeA9PpiLOJJVgnZqE6S8N9E1MC31rGO/QW+GTmwwRmxGVG\nqmsfmqGDA97sWFzelhIfTwc8m9BbO3QKb2qJRQKkkcNl7gGIE8mxtUBtWMirsC6OVqC1zPOqR+AX\n1waj58R6P3DKNw0NZ/rY+bm2R+JsyqnbeUE1TaE5IVwmlKXvB4Gq1lDaYxgV5XOdOlEbBwdkEeOP\nylYhklSy1Ia+pvVTyhijiJPEm+WI1gCzjH4/FbzZfQhEtt7Dg7mOWnlAstBW0uOLOe/hlxOP8/mI\n0QrMA9Dm7jHF0zaG0h5lL3EzN3h52bOQcUAsKSf882tmCO4qRQlfGWGV0bd7kbI5FEXulL+37nk+\nSjODm4sOTROxKSMpmVSaU/39IPEs4wRsN0hMNPDVytFSsk5RliRqFxq4bwR+fR/hV+9i/Ie7CH9z\np3FoqdCaz0ZcXvQQwuN81cMYyvo+Xzh8sfT4aGJwPXF4njs8W3FamOWGNhkFlGHi3VnmY75rgKcO\n+Hat8bCJ4fFfgOSswPl8gAs+0X6QmKceLxds+P50afHxxOBPzgxerZhRFkUhrzcoZ+4qgaZXuHuf\noawox2fBRgklPE7TuLIkkdZ7EjyrMmZDOCEsznlg3wvct9x3OxwbJQHYpgjDqkMjfdtILGJ+7ywi\nZOuTCaCEx2Mgd+8CIfvYmG8HCeH5s9oRp4neY2ik7y0n1lJ4vF5HeFcJfP19gbeVwP1BwYCN+0kg\nv/6wIw152yiUPSMhOiNw+5Tg/n2BXa0wn7Egm05GWEPVwDQA5rwD6jrCdDaiLhnNc3XdQCqPptRw\nLVAeIlw8azEOErq3wADEmYVRCs+vO6xuOvQTjWaWwJ4pXFy3WHzVI04t9tcZZs8HQAJtEXFaN0/Q\nFRG6gsHfVkmYSP6LI1L+wSAmdRO0+mWMYjriTcWNQgXM+eq8x2zCC/LDfQrrPRZnpL9VZYyxl7gt\ne2agaIvVeXcikFkrkBUGTw8ZhkEyc+NsRFlrtC0LvVhTbpUXI6QAJhMDY3mgEsLjfGLxd+81rHJI\npMRtLfDxhKb/xho8NZzkNEEX7H14eOfMBrFG4MnTHNvUCm0nYWOLRcGH8v4pgfFArdnJNkZQevac\nGS/TyGI/+gDP+IC6v54xNNNZIEkdBjg0Lc3hSWzx6ecH5pd4oCoJcDFG4j9/V2Dz3sPlA9pBIhEC\nSnT45i7B1XmP55nA77YselYXHaEQ8NhsUuaHSI9/2Ei8L6l1H0ceOA4D5W8P2+T0kFdVhDw32DcS\nSeJw1wgcGk7EvKc2+1sjIDQ7v9tdAhk5JLHDzy8sfr1hWLESnE78T9+kKHua4wcHPF+OuNtpzFOH\ndccCruwktrsYP/q4RpnaUyh3U2t4Bwylgo8EvAX2h4gEqqfs5K1p6gi/ujV4dW7wT4/MwavKGGPL\nXLtiQqBJ20QYB4nR9fihEmgH+hRqI1BXEQrQK9l3CsvlgH4Ih/X7DPNVR/2+Zgd0klvc3jHnpS6j\nk3xCzUZ0nlkuVU45SzOw2WENO4vMNqTXbr2LcbEcTvIl6+k7sMLDgQfouqW3zjuaj287dfJjrrcx\nvpt0OE+Be+Hx222EbzcKfS/R9zRaR5FFktJw7MECfVtT7ngY2PnsG41ixuyY7TqFNCPy2YCu0Xg2\n6fDrHZAoiSrgjX95bbHM6FERApgvOyDIFPPE4WkfQQHY72PEfsR3LQNq6UFg13qSOewTglRG6/Gm\nlvh2n+ChA/7vR43XG40vzg3mswGbdQotOUXvO30KS/XC46ywaEFv6a7UeFwK/LCLsGsUruGRahb9\nZuD64QDsB4O/W0tsy4ih2iBt7dWNxW3l8bay6BqNcZRYnnd46gEdPAJaezztYkQSqHODZhBIU4tW\nAtuaE+NiOiASLLpSxQPl368V3h0UrAzdY0fM+b5S2JcRqlqjsT02rcSLqUM5Eh/fjpRons8MqlHg\n/3zQmEaUuE0SdvvLkQClv30XY/D0ZikJNCMnnn2n6XvzQTFgGpRlBBnktXc1GyLz2KBrIhwKi8M+\nOXVNu1FAZR5CUZITSx7Wjv63/T5GW0dIFadJdU8/zzQl9ZbBuwJ3dzn8swbThBPus7Oe+Y0p187O\neCwL+qF6Q3nNXSVwnfFQ9l3Jv28ajbqM8Py6w+DZbe4tp6tSAO8OIcReUsIaOa41XatRlRHiJMHF\niw516Hgf9jEwMXhMDK5z4LFhQ6ZtOKWg4oTB0VUZ4yx3+GatsZwY3D8mSKP2RIS0VvB+MzJIpjze\ntxFuzntCKDwQa07Y60GeVBrDKODAaZhxIsiGBgwBqND1CruOcq888mh7Hlq7gPxuB4Y2T4IFYN9y\n6ppmFuMg8L4VeP+QIJ/3aFr+fw4tMfwWnGys95y+rTcxdMw8zyQUE80g0RmuW4g8P4frjtEAnuqK\nSFKiGAUITmWA0dIvqDRVJ0p7pBLwMWNsBhe8PCkbFt+uI4zOA8IiDt5ohyAdM5xo5aHpyBwpjVqx\nefrQCWaYZfxZ5wlw1/DM4gYWIr+8sXjdBF9q5E65gSp45HYD88Nuco+/3xAeBgDrQ4wmKIYWZz36\niUU3SCjJ4rQsI4hLCy0EvGfTqOvo03639bCSMvQxPJ/Wk+47jnwvw6CAMsaL84FoeOFRHeh/a5oI\nSrA5uO7oLTVO4GxGhsB2naJrNfLJyByt1KDqJJo6Rj+MtEnUEnLF6xclDhG4d5WdxKHSuM6YpZvF\n7tRIcp770tmqx0dzh3WQ06aaPs84tdCa68/tQUEKi7tK4NXcI9cAQLhRIjlRm0RAO0hoaVG2GjLQ\nQq2RcMHDdz43eH2bYdAeOjHY1hLXmcP3pcBtpVEagXqUeDnziEWPynmMjkXYbmSxtBmAzS5GcUFK\n82bPhux8gZN1QgjKXMdWYNdT8vfx1ON3TwqHSmMZd/j9XuAvLjyuc+BpajB4Uikrw8lQ1dFOUx0i\nFFPC5IrJiK7VaCqNro0gQU+aE4AJKiIdVFb7XqDcx8hyg7cHifUuhlv2JE1Gjs9cpzD2nIDbcD12\nrUTXaewHXjPneZbprEWmgaeWNoa3W4U44R6glUfbSdzMEJ4dRjSUIzAYoEiBIWFcSxEBh4ifUZSP\nVJZYIBYCdR0hT4+RAtwTbZCH25gESgNOpKeZw2YXM5YmwFogFJpKowr2ozznGbp6jIAeuL/LAQ94\nC6gLwBtyJYyRwNLDNQK2lYg6g3e3Ofb3MdJq5JR9YK5lW2uk7wf4G1qLUAN5OaB7HsM1AmkzImkM\n9OiCZFIgDLD/xXypv/7rv/6D/OD/+fe/+WszKnStwsuPamxq4rzfPaTYrVP81z8vMU89onzE7UOK\nFzcdnHDM+eqYn2Gkg7ESP71wuAp5HkIy1HM6IxVLSQ9rFH52M8LAY7OPAQisznp4AP/VJwPJcpLI\n9LPU43EXox4F/uF3M4jYMivpPsW7UuHn1yOsF2itZ3dPAFAO5wXlRg/3OQCCVTyAWUp5Xt9q/Ohq\nxBgkBsfrfOwia+0QJRZShwI2oWRhmnj6iSy70kVu0Yfw6y/PHOaZQ68cqkMMqelt+8WNwTzzaGCh\nFDuDj9sElRHQYSRfdwoP+wjbQ4S/fNXj47lF74EssXi5MshibqD7kYe1JLUwwmNbalhws3l6SLFc\njni9VegM0LUa8zCheFZ4WPB9vG8pk+qtwKzgNK3saUyVAVgwKwwSBfw3zwc89Qqvph7/VAp4CDw2\nzCGSElj3XFRKA/y7Lxv8aq1xv+Y1rcoYP3new0mHOuSoVGUc0LwWxkrIGJguhqCd5udI6U0CnQ9I\nE4d1qVmcV8yQcU7iejVivU3CNCpC74C3DymGkPs3nbNA8KB84n6TICsYlO0A7HcJsswiTojVXeUO\nkB6bbYIsN9htUuQTSpOcAPpeoixjvH1XYN8GiVgVASAhavOYYTrvGZIb/umNxDRz+N0POafA6wQ+\ndAqzIBs1RuFsPuJhnYbCMSZdU3h46fBPbzOkhcXrjUbfRpASOL9sGTgcE0/844VDHAGz2GNvgDzi\nc7DZJPijlx3OphZdkDkUscfTNsGuF2ilw25gE+Cp0vho7vDRxKEzEhaU5iaRR9nQ2N8NbAAYSylQ\n3VIqaZ3AX70wmKYeP6wZ63GVs2PdGIF///UEnRHYdBJPB40/vjGcBipmRC4SoPM8/DsnkU9G/NW1\nRa4Feu8xgpClbmBu1c9uGIA6KgcZc4pQdQpWetxuYhx6gbtHNhlWU4vPZh615fM7KSysdMhjavx7\nI3lNFKeWdcsg7aqMoWKHJPJY70kHFZJEyMuch2wtKW15X/H+Ocp6d61E0ylEKYldKpC7rnPgPPX4\n7U6i7iU9hSnQWI+HVmIWh+lwo+Al8GLC6dz7XYTpxKBqNH56bfDdWmO7S9DWNOsrSd/dZNHj/q5g\n5IcQGCwLuKwwuF8n0InBfpsiyShVTlNKZW6fEuz3CdZ7hsv+7iHCoVboexa76XRA20tmZY4KkB77\nKoL1QNkwy3O56igxbTR+8RG9q0KwgbStFepWo2z1Samw2cf44SlGGw76zSAx9hpDTxlUlFo0HWWd\nda2xrxiI/HzqcbuJMBgWkk/7iBOnXsJ7ibgYMRiB3TqlT8UDUWLwV5cG3xy4xtVVDJlYGA9UhxhZ\nMcKDWXvXixFNoDJ2RmKRUiKKQJ00gVAbxQ4yIsTr0zOLbx74OuLjJMt7zFKPXRXhbGqwKyNcLwxk\nFGA1RmAS0++kYt4fLngoYwnsesrYstgjjzipev02x2I+QitO5GYJi9q6U5hOLFYpmzijkXi+GtGM\nwNMhwiJ32FTcCybp0XMjcKg1LDyE4noolaeUT1NZsekJRVgkwTqgKL8bPFA2CqvM49AofDr3cPAh\nK0xgPUh8v1UoEo92FFgVDt8/xjgc2BzOw+TqMiWRz4GNg1kEnKU8fOaRhwrPzG/eRygyi09mOJER\nAUrTrOS07c8uLL4tqQiIJP/pLRsPWZgQNRaQQuC7tcYnS8vcu12C5VmH3TZlHlWAKpUHetCzwuBy\nYnHbAk+lxn6XMts2sdjuEk6NO4lPVhav1zHuDxrQDl+sHGobMj4FkBUGbZjIHQ4JbCCfdtLBwePN\nUwLn6cFSMf1466eMsRoZG2tlkGMeDjGc8JReZw7fryMCO3J7CuHuRzZ148xgU/E58ghyOwk8Vgps\nQ3hUncLlcsTTLoaHQLWPMV/1uMo9vn2KsK40WgtMUofvDhLv7jP0HZt33gssJgZXOXBR+KBw4PTc\nBNnhzy4c8sijcR5pzGY8JLBpSfl+PERYb7gW/JuXPSwkzjNOCbMAmnqsFCFaAD4LHrhvH2NICcwm\nbGT+6MJgUThsWoHP5gRFZTE9rb9/TyCNyEa82UZ4d9D4ybnBXctBwCAtitTBwCNLSMseR4XZosdh\nlyBOSLPe7xJMQ6zIEPYjaxn5sJqPqBsG2DdVhMuLjnLlKDwfkvf9PHjZ8tQhVsC+VrgsuBdkIfKk\ns5StppHHplH4fOmwHwSucyrXZplDHvE8vUopvX5sBK4nDpOYn5kUfGaVoK/ukwnwviMgTEc8q2bh\n+bPgfd+2CgD9fdunjLl7dfBJthpZTiuHhz9lt3ov8OJ8wP1jBh3TznJ+1SI5TiGFQNNHkAoQEPjo\niwOSIE2fLwbML3pEuUM/KIhIoNpH8EpgtAouk7BOoRs0/AMQHwyu/ryFcxLlOoZNFG6+bOCEwFgp\nVKsk5AsrjInC7iLHmCj0GWdfQ6JhVQj79v/f8sr/7t/98f/4/7OU+n/9+sN54DIDawTOr1o8PqZY\nP2ZY7zn+tI1A6ThdmUxJWBrhTt1IG0I6Tcij2gwemw5YVwp1R2NueYhPumYPjvHrgebHY9aN1h7b\nkcWAEuwablqJYjrg3VMcSGspyk7hUGuse+DrvcC254PxWLET7sGb0lii0KXyOOwTNI3GvpMn/e7g\nqdU/epOOWHpOAhTqKsbXjxrfPUZ4XQEPrcDe8FBlLY0PR7w6ADz1wEMt4YPuNoodNpsEjx3wEDxm\nwyDR2KNB3aNtOHUAPLbbmGSmmsWV8RytHxy7mq/3ip6NkCf08JRiv03Q95JAg8jjtmTY69BrFsse\nGOGxGQS2lcLtQWFXKXSOm9uhjLDdxxh6hTYcsLpOoQnEt95K7Afg5cRgGrGjvNukWKQe374p0A78\nDKwViKVEO5CIRcNqj28eKBEkjYsofgAYjKKXpKL8YRzkyShsjMRsRt/VN+8yAOyQjQPf5zhINCNx\n+NN5z066Z16WAOUph5KbUZoZRIoyTykodT0SNB/vMyjBg5OxAof6iBUn4lgpvq4yFHvlngG9rREB\n58+pHH06DmUZIw649aZVqBqFbU958jBIpMWI/Sbh9ZZHQpfAJkAPZKCqxYnFvoxQG2CxGNg9DvRC\nUunorZGSPpH3jcC299gazwJQUJaRphYH61A5H8A/wL4l/fJ2E2G/jVF1EnUdYf2Q4TfbcL1HoDPA\ntoxQtrwu05SNiyzIRfueE8TDjlOw9y1x02UVoRsI0Nn0nBAcDpSVrDfMbfx6z8kYtEWhgU0jUR1i\nVAeGr49G4puDwNuaa8QxUDzSLJIeOuC+43OnlEM9CvoNJNeRcaABer9jcPnfPolTWHQfuujtQGmx\nA32kZfCrdg2nv7ttQty+w2nCpaTHu1LifcP1a90zjLipIzyVXJN2ZYQoyKqdFSimA3alRttLfLeT\n+A9PEk+P2Ski5Ie9xHqT4P59hu3AYidLHN4/pPh6y1ykOHZoO4aaP7QksNUlM0WG7gNdcTTcUJV2\n6HvKEa2R+P2bHAClXUmQCR/9CvdbbsbW0t/3thJ4v2GhRmUBUfhHv5gZ6H3xYNd96Ek8LCJgcIwn\n4bGNkQK39xnqTmG9YWJxJj+EWpeGh4Cm4QRkMu+hlEM/0kviQdlpktAfJ4I3rmxIqZtFvDZFTAqo\nVB7whI4QasA1wnngJjcks478HI/00GOQsbP0G0nl0fSkMpqRUr8q+EnjmL9jHOXJlB+nBmXwr2xr\nBQN6xapaox44cfOSh7zOezSt4vojKHUaBioVqjKiPLnW2AwB7DNKFime0qpsSoryGKTkleXhynsS\nP12AF7R1hB4BLx5T6ljuqTAxnpPXstKoW5I9q0MU/MgCbadRNgrGkYDbDpLZnp4FUW09yk4iT7me\nbjcpo2pGgada4VBF+PVdgvUmwVNofHy3jk57/76McBgEHmuJ+xa4a4GHSmHwwHePMW5rFpbbktf/\n908M3h4CuXLdgVIy0Ct69G0tE0JkasMp01PHordsQkOmUdi3Ct/sOM17u9PoLfcH77nGjAMlcDoQ\nsaOY643xwA/rCPd3OVUXlrL/I/Si61WIWwF2ncD9+xx/dGbQtIrUV+Hxu/88R9+Hey8zp2zcwXs8\nVpz4HLO0TPAP9j3PBc4yL2235QS4mA6nYPRNqbFtGckUB4jGENbmYSBoIo4JYNpUfJ0EadB28biL\noZVj0dCrkPPlQ84of9bDQ/Aoe+D7hxjlIYZzAod9gsMuxmMHHIzHU8f71IBNvyO9vHYOux6IEhZI\nh4Gk5hGcrOw2bCCZUWHdKdw2LD4awynqfqQKSwk+L4cReFvzHjCjxGYXAwB2xqNyDk1PG0akPNab\nBP/x60nYpyWqkVLHt9sI35UCh1YG+JDDrpUhOoAAvOOe1LWUUXrP53IYJGYTDiS6EGZurTzReffb\nBADPALPEQ4ap1/4QoR1Ii3VWIg0+t2GkEsGCTdvHhmcMY0MUj+FZuG4V3pSCa5f06K3H/WMKC0+l\nmiQcadfzWnmwCRNJNoXeNdyDrWd+opLA5hCx2B8ogT428KtDgqaKUFURqjJC35Og7B39mX1PX3Af\nop+akcUf2Q/8/sMuhhcCMgWGIPu0owg0X32atDcV4WKu4z4Wr0egAvToENUWWTUAFTDZdIh6i7rk\n1FyPDnFnUFUR6ipC3Bn0iYbVEk4x0NtogT5VcFJAOMCR0/LPBjT5g0ko09idcm7qQ4yh17C+R1YQ\nCfqbr6coZgMe73LMzzvcP2TEhUr/IWxT8ZDwds1JQdMSyxoFf9HmKcWrz1sAlDTc3uWYTAdu1Jqb\n6//+H1d4/skBr19PMJn3iBKmxTeVw9lli90mRR/kZnFi8Y/vEnrSFPD2LsPlTY1hkCzMgpfOhUNv\n1ytIHeRxmcGmFSirKNCECFs5Iu4nMT0M7FBplO9IukxS0iIXyx7GCpS1hgrIWTiBh20cvEMsTOs6\nwr//uyVuXpY47GOGpzp2c1kEUp/eW400BEy/XcdwboAXIPq80fjJT3boRoFpbkiGqyJ2qmPqvo9f\nSYC/RLFF32lk2qMfBDalQp5aQkVajXnRonHU809mA7LCnDal2bzH5cTioRH4394rbGuNw2DwycTj\n9YYS2MEBKqE0cZw5LAuL//VNRLOvQNgUPcpewBoeUEh+otymbyVmix77IeZ7CJQ37wSiEPjb1hHp\ncJcUkCdnhIPMFj1micfqosUYzLBSORTTkVO2EM3gHb0w7yvSoiap5SQuH1HMBty/KyBAD9y2ogwr\nKwzgcaJkSgkoZfHp3KF6VqNtKKuwVpwkwt4JFCF4NEkcrGWXKoocnuXAt+Bmm+UjiumAuuI9UpfM\nEowjBojOJgZPyp+aJE873i9vH2NK2DzjA+qaC9bqvMW2Ezy0tPQUdo3GWerx7Ybf98aQlCklDfVx\nQk9NFMKIj8ZiHTl8+z7B63cKV9fMZmtbhWJKf1Az0vfSdBo/vTT4v77JT53o6hDjtpQYjcDmIUWS\nGrSGeOl3dzlW5y2SxNL3OEr8sNF42gt89ybDyz8+4O4+QxRbnM17NHWEPHJ4aAXqEL1wPAjIcN9/\nO0qkqUExNSj3CYrpSPLjwuCgPWwvMZkN9DIaoOoFhJPYbIlQTlIDOwjYzCKPPCrDAi6ObSB8EtE/\nnzD8WgAnTLUKAcNvAur/bGIxmw3Y7WNCaDoFFVmSt4xEmhHGcqg1+h5Y7yNcrHo87WJsEoddpREl\nFiZk5jCLjF6ExnLTJi2QhNRqIPJ/Nh/QtiT7xrFD3x8jMD5Eo7R1hHHkgU9HnJDkkxFtq/matwmm\nxYihIyGuOsSUzARZsHPsri4SjycjMQ2y1zRjE6WYGdzf5bi6arFpiMUWwuFdxdfR9+oUBD+OEsv5\niEXqsO8VpgUDog+HCEOnGfQ8G0J+J7OtbMR1u0gd1k6g6zT+8Qd1es8ySLrfbSN0raKUOXStlfbQ\nwkErj9EL/B/3MTbhoCzACc/a47T280+PHx4SNB2LxTj+f6h7k2ZL0vzM6/f6PBw/4z13ijmnqqyS\nKqWSZGo1JpB1qxsWYGya76OPwIfA2ILBBjDTigah7katakqlyozMjIiMiDue+Rw/Pr0Di7/fW2ww\na8woZMQmzTLC7j2Du7//4Xl+j+V+F+AFlraMaVLzCLJSCuIe+b9pZWi43UujUoWWJxOZ9MepXC9B\naGk6KcSOVQA49rXAdOqjNPpN4zMYdIQejHPD1V0i8KjGoyxFhbDZSrH6eq+oe8IyCHp733t2s0HL\nehcyHnRo5yQfywkFNIwM2238OAhUnoShn401pYGjEzz+1dFwOISPURSda/hiarna+WS9R/bYKakB\noG/4pAAu+8Y/zeX+qfsczzA0vXfUkUVij2iMYl/6fDoxfFCWbS3+NGsla/PgGQZDaWKXjfye+5uY\nILCMC82yl0v/7VIa4JurjKcv97Q9ZKgzim0tJFCRgclrWR98gZ0VLfUx7AeLCpRlkjiOqaY8hIS+\n47pSNK3EGyWpZlC0aO2RDdpHr/9pKvWG6/1Av1hJpbjdxsxOKpGbhhY/dHitSNG09vrzWbLEDvuI\n6azCGo99LZmwuhNZ3X3VxzD1PumHWsVBD5JSZJHEFQWhpamDnpYoIIzZsONQhmSxJVByj9dVQLmX\n5+tdaqQWc6AzzWqRchtWpLmEfR/LEE91j2HzdU+BHk9qtIO7o4frhwODWHzGu01MEBm++SjPuLaV\ne61pFVXlEyZCso0T8wgn+x9/nQkw5VnFYhtydt7xcSO/y/aDtMbAh2Ukz6NFwm4fkiSGu5Wcdcu7\nlFkh95EfGraHlLxomU0rdrvwcRj17z7GfQ6jZb2KmZ407LYRw4GwDcLI0rUiSw5C28OBBFg3TC37\n2LC4S9Fa6lEhN7s+G9jSdh6D0HBXimd8cZ8yP62oEqlRFKJ8epAl32wC2dD315SCx9zcve6JlU42\n5mUr20BrFbebUIB9WnHYCwH5/c5jkEim6iZwxJEoGo7HgPFUM+zjHw6lj+97j5L3ru1lnKsIv7c1\nNbUMAptaPPgPS46gzzL0fcfqPumfZY503XKzyHGpQq0t0bFjqDXNMCQrG4kgQIYvre+jWovSlunm\nQJOFBK0h3zYU24Y2DvCNxfiK+NjhOWj+tYcZSIM3f78nvLIU5khUa+KqI9+3KCsEynzXoBwo6/CN\nI+wMyoL699i+/Tb+/PYgJpVPGEkxdjzKgbrfRRTDBhVBuQ+o6oDNOuLFeU2SCkTi7ipD92HdRssE\nIgjtY45adRSE9XYtEo2H6bO2fVBiLxsbRLJ5aVqP7TrhWMmD6HyoH/+d6emUSSobL6Uch2Mg03Oj\n2KxiQFFXIfu2zwsqQw4PJi3JAAAgAElEQVT7iMnoN/j5NJODJQkd27XozF9Mu8cJrrMSo2C0Ik3s\nI+bc9y3GeJT7SIIbj4HIrvYhcWT56kQK+gfQhGy1JA9k3zfFw0Jz2MU9SMF7JKaFkRRpD9TOb94N\nKDtFuZccvV3dNyU9SS4ILb932TI7qYkTw3adiOYcHrdIDxTKsp+IaNvLL2N5/7rP1AMphPzAPurz\nSyuTm3erkM0y4boMiHyZyAEstmJS7VrBsX8xcRy0aL9PBobPL2vZxB3ks8kHHccypDzIxOohW8lr\nHUUqMhHfc+LvigS6ECeaKDHkqWE4ajmftqRZx7TQbEq5XgeDjiTVPJl2PD9tGKaCGfc8IYdOcsM4\nsYzHLWkgm880dKSpZjhumcayvR3mmsGoZTJuhHA4q5mOJJ7gZFYTefCT845XlxU/mmuSSPyaZ2cV\neS5NdT7oGEWOaU8nmww71i0MRw1hYJlnjulQACwPIa9p1jFJLS9POuapY3pScV4Yfn6hGeQah2TO\nZIOOMJL8r2MZEPgyMUY5tpVH14nnz/N7DPg+wlOOfCCNTFMHXA4Ng0iGDYNhy3igaRvv0XuqfMeh\n67d0SvwQaSBbSG2UZKL58PnE8KefV8SJeYwfsL0voq4D9tuYSit2x4DlbYK1ctikmdDujINlH9tx\nU/V+1SqgayVcuurkwGv6yXYQWjzk/T0cKkrB8j4R+lmPkH4+kOFA1/oMRyLLXWxCkakcpNhpavEH\nKQW7MnikexktGV0P26nJpKGsfAlNhcfg+FEk2Oa6kYl52SkmqUX38t/8/0I2e9isn2TSIOhOtp0a\nx3DUcqz9R0/e83kjtDILb74vHp8do8wwTi1//Ey8jIPIiY+2p5D6gUjNrfEYFR1JJtd14DuyQfeY\nOemcIOKTTIAH07FM8bNMiuqLSSexMAHM5kcmw5bhuOHk7EjiC4Hx2dAymTYkqSEfdAwiRxg6RqOW\nk8wxiR3DyLJtYTwwZLlmNGnwPLnfotAyjOHTieXF2PDpyDIedTw7rzidNYS+5Lmd9lEhUSwNNtBL\nyTR+2jGftBS55qgBJWS0YtTiBxIXMIods1nN6UnDxUlD6ju+3nrS3KWa4aRmVUlDOBi2/aBGiuKq\nz7lSSgpjr6fNxf3rPx1qToZy/14OZQjXWdCdFHFd49FqRd3TDcMehpPnHYPYMSk0x1LO15NCS/h4\nogkiy7OZeF8qLf680bhlGEEeiXzr7iaXmBzTy2ObgNG4YTRuaDvFeSaxF5/ONVEoG+ntNn5sXuoq\noK59PCXRGmFomQ4MFyM5t04zy3woePVDv8mOE6E8OyXPhuoY0DSKeSKWhZNxy2ov13AYSW7Wk7NK\nsiD7eIafnWuGg47qKIMniYsQ+WXTSFblWQZ5Ktei6z21FiiPIb4ngxsfye7yQhlEWiQfy/N6emdi\n8EPbKxXkPn4y1tStx6hHoU9jUSYEgUhFV/epqIy0NCBRbBjH/dCmv+cv0wdlhFwLw1zIruL71bL1\ndaKo+JOXLc/PGr5dhEwLw2DQEqea6UnFMDNc5jKQHg00s1lD4MHToeX5rCPPOz6dyuuMez+XH0hz\n55S8r1luOBlYioGckyfThmIk9MRpIsN062QgMCoE/e8HcsZbIzTRzookfThpeiiYyImzRJ6jo3Ej\nA5UQzoaar55KfM11KQODYigkoigyJJnG6z+rupENjLGKIpN6IsuETO76629aaIa5DA+dk7onzTu5\nhrViVfocyoCPOw888dxlkcRPla16rN0eqIt+IN/NbiNfmtRpjtYK7TRJ5Tni+9I057l+zHcMYoPu\nJDv3WIbkoZwtT3J4Pms5uzwwGrecnB0pCgFgPdSfosIxbFcxcWwoRg2jHpiVpIbNKma9TIlkdkDd\nSNi6o/fE959v0r+WQSD0WtPTUR+UKCiH7nyJsjIihdSdbNjKQwgIEXacivcyCA2bWmTVxsnza70N\nWWwEVtc1PuUuYrGMef8hf8xM9X3H7VXOdp1w2IUoT2S/xzKkaxXbHqbTNjIA85T4po3x8ENHfQwY\nFFJD205h96DXCioZFHWxD7nC1xZXOsK9xq8s2inU0dEpHx35+MbiPIX1pdWJao1VSFYc0CQBwcYw\nuG9QVv5ttNFk+5ags7SxjzLu0QcXNYawNQTaotxDtMA/TPMGv8UNXBA6/vynspde1dIdW2CpLWkh\n06L5rOZ81nCziimGQnv8L/5QJnCv97ICnifw3R7C2OCQ3JDxsKNtpOAejVumqcX34c9/98BJZlie\nGkoc31mFrjyqo89oUsv0NXKUOwFK/OmnLb9ci1Tkycjwfi067JPCUHWKYtRy2IUY3XvnsPyTHx+F\nahY5nuUti0ZW81fXmeRlKcfnz47c7oXC1LYe/+KPdxy1Y9EIwefVWcP7lXj9vB4DbHoq3wPSPvCE\nAnQ2bfnqk5arUjFOHf/dreW4DnFWkWUiq/jRecu/+nVB13n8waUWOVEH1XjPm6WEd8/nFZ7nmMzq\nfrrmeDkzLGr4yUi2e62FVyPHInJ89VIy5f5+D5/PO24rSGctpxmcJ+I7uK4cP5t1LGqYJvCjkaWc\nVrJSdxDmmlls+JfXihe548ZzPC0c4fTIuxKeK8U/etGSvuxYdY53R8fvXjY8H8DfLqQxupi1/MGp\nFC3vc8ffeTX/+NLw13eik75eByiPR+lV9NJQVh6zk0o2A5nm3fsBzip+9vmer98HRL5jUwWcpJqw\nMBy0Io0ttx8zTs+PzKOWp4VjGlv+5bXH4i7FGI/zJyVVB/MUskBek+eJp2MQavL0gLYSgnksJXvw\nj368R9HKxNiDOBKZRakN95WgqJc1xIEU9ctFws9eHlFeTdsKQepoHPvQcqx9pqnm03nHQQss5WYn\nhc351OAVhrb3vBys434TPAbwhh6cpIK9XjlF6Lt+k2LBwem8YbsLGE40ie8YDw27wvL5EMIQ/uhF\nw1+/Sdj1Po2fPa/4sJcia1B0PCksHpCPHN+sLa+Gjr9f+IKfjixtvxEdJJbaKIpY/Dk/nWuc83g5\nNvxwFPnhkl5Koj0GRcdoUlNEDmstUWL5/ecNkQfXteN0aNg0it066GV/AqKxPSwijCxPBg3XpeLL\n045lK/S4eQrOdawXsoH//NM90UjzfU8fNFoxCOGk0Hw1N+yt5dlgzy/eZo9ZgZ6CzSYmjmTSOMxE\ndvXp0LG/qHk1drwLK4rIsW4Nkwh2Gl6dtoS++HWMk6ylf/5py/sjvFkGfPmkI3tZ8aIQien/cuMx\nH1sCNHhCRUyyjk/HllC13HWO//hJy98uI2aXtYAvjHha8qAjSyxxaBnG8v9/NIJ5avh+JsCMDz0B\nc3JSC5DDk3zC8uhjtOKwCzk9qam0bOqOx4D6GHCaOT5oy3jSMEsc3lnNKHYsQpEPffXpgWEI9UBy\nk4phx74HBYA0ND+aGdaNbE8APn1+oEgE4rCo4TSFN1cpX708UmoZNk1i2OaaqlOsGsfnQ5G9VRrS\n0PLTCfyrG4/LHNx5hbHwYip5c5tW/AqfnTdkoaM2ch9/OAhcY5o4RlHHXku49K7yeTY3XO8UxcAQ\ne/Cn5x1/dRcynhk+7B2jRLbQx1RzMWvEzxyIr+Zppmkc/GrdkQew1RKYHA06OicY8m0Ln0wNuw6e\nTDv+8Zlh3zScp45prPirD76g9zMpFlsrGHqLSEJfnrYsG8WfPNFk4YF55ii1o7TixSxCweWPUkH1\nZwHMxx2nQ4mc2XSOn59Y/vq2JQwtV+uQV7OOUQS1FV+TH1i+HMPIb/lk7Hgbi4ohCBzLRvLBrlah\nNHZWgoUH/efy6Ynm5dDx935NHDiKU0Pl5Posio6894+mAbwxik9nho8l/MHc8c3G8meXLX/pi/dn\nEMDLoeWbtc8nz0pmiUj6TzNQWC5SuM0aBoFjlsA4hjJv+H6r5HOfyndrrHiHfO0Yjgz3vuNl4bg6\nwjSS3/PzueNJesQo6GLx2aIcaWB6siu8LODzoeHNTqSRl3nFrnN4SoFy3K0i3u884lQgUXkkA7Ek\ncLz4ZIfuFEUkMQC+11E2Ar0oO8gzzZezjndHn3lhaKzrgSCOINAE/ZkyTS33peSfJp4U5Y2W4cV1\nqYgjwzSG6NWezooapG5kQHBohbSahjCYdpI9WXmUdUDnNK+eVPLd7sSbN0llUOwry0+e1CSReAdD\nXxq6wbBlOGrpOsVlBm+0sAui/jUsGscshS/nhtY6nmYdxsH5RPzhtRO/ZKUdnwwMCsMolnyyf2lq\nng8dw3PDTkMwr+gQO8hFVjNL5Hrdt5I3poYNV6XAlE4HlnXtuMwto8jju1AzTx2HzlFE8ElhyH3L\nr1YCU/p4aISOmGtOBiVPh45aQ2cd5xclfzCXkPdl7TB5x6IS6fVDfmWWdxx6K8ookuDy06zj+ij3\nn3aOZdDyo5+sJI7Ic0wHhp/+bEVrPOJYM4kdm1lNFluiyEiEhJNQ8Dh0mFRqZcnLNCS+MAmeD2To\nleeSqdf0csaTgaG2jqaPytBGETqJGckDaE4q8sRykslQdBxDmhluKui68DFe4OS06qXWEEQyDB+n\nlrudz34bMzkRT73qm8W2kSY46of7Rab58DEnyzQ3VzmffrGhqn3Wi5ThuJFBIaJIqCufsz88srjL\nSbIG0ynKTcj4tCFIG85/WnFzL0uT5uDz6tMt65uEYthQbkIJXb/OCEPLh30i0S2hIx8Z7kZDnn66\n5/5jRr3xefnzHZubhNX3OV3f/P3+P9ny+uuCctvXI4sapxT7ccL84542DRisxc+Uld1vq536v/3z\nW9vA6U6M21liSRMjfpdYDsumx5xv96HIFpayTSsPIaPcUmRWwrZ9RxZJcVGVAfVR1tV4cnA0vY8n\neEDvx4Y8gtNCLmCAZKBF/hLIBPvQweIuZb+PGKaWKBRZTNBrtHfbSDTAWqbQni/TxU7k4KSx5ct5\nR23kQAl910+ObY+hl4Dd5SomCCW7Y5gaMZiGlv0hJI3co8ymrgKska1FFEkjpbXHYhnzi5VIIi6G\nmjiWTCLPd4SZ4Jkf1utRaDFapIooJ5Ifz5H2N4wxHscq4FgFHPYxdR0wTx1H7X7jC+kzUf78SSOT\n78QxSi2x11PTrML5kneUhoKRDTyZ4DslzanvCZ0q8EVfjieIcGeFdvcQQJtElm0nemqlHMPUPk7c\n0j4f6MOdgDGUb/GVotKKNJCA3jR0ZJGV8NNBRxiaRwlPEMsGIe7RxcPEMZrUaO3R4h7zmbTus5cC\noSsdtRxAOPEw/ucv5EHeNLLmryvJK3qA0wS9tjtOZLAQ+GJW1k4onX7ve7BO/s4i7x/kOr+rQQOf\nD6V46SyPWYe+komaMeIH9IDTgeHlRBqEaeIYRo5AyXeDg86JfFEp2eh8813BeiP+i8bKd3uWCf76\nYl5TNyL7iELZaoehefQbHVqYJI5xYh8jANLIMpvVFKOWtI+76IxiuwtZLROyQArycT+1HcQytdbG\n4+4+Ydv7YuqezFW2gvYOffFofrtVfDKS15+kmunAPEp6XB+wvFqJ1CmNxDCNkuvLU66nBlqq1mNQ\ntIzGDVEfiLrXYrQeJe5xUOEBn4wcxailGLWEPXDB77OW4tiwacTUPej9OUFkKUaNbMsr2YKbTghg\nD9fHKBa5ZhBIHEDUS8GtkmdF3Uux00CCiGsjxW4WOaJeThQo+bwHEcS+Ig3Ff5H0OWCNleywKJB7\n1FMQByLP9gJLFglV0+99QmFoUIElChxtL48+dIowkDBua9VjFtlDfIXpBNiSZprxRDZws8ySJ1KI\nhn3RLcVEjxTvo0nm05ZOK2a5YMdjH2n6aslBepCvGifwljSAWdxL6GL53O53AjaaxuD1QAuASeoY\nJ/JZNI0v1Mqj/IyfTjRhb+y3ViasSWTF2+TJwOAiFTpjGjq+GMnvivtoh48HyZ7MQqG/eb3nNw9h\nnNlHgMSzgWYYyvVzkhueDORZOBsK1GOQiGyuiB2TTDyyzwt5Lk9i+f6mqRTfremDh7UEvJ9lDodH\nEVtOMnmfaWq4zBzj1DLrQ9wTX2IjfCUB2VEgssthKsHuWdjHoASO00Ry8y5S8cmBSOOfjQwXhSUO\nxN/2amyZx6IeEH6wDINiX95rHsjvSnx4NrLMB5anhZzR00TO2NgXGWPSX1sPQcCJL8/V0Jdw5zR4\n2L5biohHSl7deBSRnKmxL/dfFgi1VnkSCVJqRdOKMicOLXkIm0Z8sL7n+HJqMU62Cq2RrYTXP1cf\nJHt+H7dzlsCukW1R7P8GEhL6AquIQ7nn8ORnayvnn4c0xm2fg+b7cn+PM8MgtQxS86iqqBqPPDYM\nU8swkjM3SywvR7LBsU5+hlUywLo4remshC+XnUdtxOcUeRD3Usksso/3curL7098GS6CyEzDfuhn\nrBJqYNL7OpUiDARYVcTSUFadIgr6PK8+pH4cyXPoNJMzfL+LqAw8Gck270khzypPSdzTdh3zYt6S\n9uqmaSJ12sOGKwsELHOaylY79uHzsdQ1aSJZankkddRZRt/syrU1CB0v+2vwfCDDqFlmHyXps9Q9\nAnJOM2lInxRyJr8cW6YxnOdONl2e1DxZKGCTuwpeDDRpqJhmsvX9ZGI4HXdMEsdpbjlJhI4Z+3Be\n2Mf7IA+khhkljrNMnhlVLeqJsgyZjzRRf12lfV2W9Z/JMHKcDYXQGfkS/TQdaopMk8fy84PAcpZb\n0qxjPq/x+2fiOJb3O03luj7NBIR30j9vQWBgoS9E0cM+khxSozgpDB5yzcwTqUuSQIaVQZ/fWBn5\nbFaV+JH9/nkdh1ILZplmMOyYTGvOh5pRIltcr99WP5wlfiDbTuVJje6sQvU1dzFqGI5a4kSivpQS\ndUwYyrNWWBg+XgxhalChY/70iJc5rCfqBwYOL4VsojG+R5QZXKwIUouXgosVXuYwoUcdhDRxQB0I\n1EQnPmTyXxP4BJnDJB46FGBJF/rkY0uX+dRpSB2FWE/RpIHkyQUK46vfeAz+Af781iiU/9UvXv/F\nsoFf/ZDhZS13B591JavY9SKlGLacX1R8/3aA5wuBpzqGvL6N+HbpY0PDsfU5OtFH+7037rALyQYd\nt1c5ni/TpB/eDyDULBvFt4uA17eRhNACSaaxVrYUWa5xvoQLAnx3F+Jnmt0uZHMIKIoOvz8U7u4y\n8UaEls0mZjBuOBxCvvmQ8YfPGn6xkiDD21XMv/iiZutEDx/GhuubjGMZyqQsdNxW8GHrU1qYD2Ra\nhoLDNhbqDiLZaSqBnbR1QJJ1VFbMu98sQ97cJCwaR3mUMO40E9rkoGjRnmO1irHG44ihwvLuLuJm\nFRGn+tEU2/bYbufg2WnDpoW7Tch9JQWD78EXI83fLgO+2Xp8v/WYpY7XtyGDzLDeiwx138E39yG6\nJ3Z9KAVr/2+/z7jaeXiRYdnA1TrkzSqg6TzB+ALvbxOBxASWQQhfL32+XYR0vhGErYG3GyH5pbEU\ngO9L+PVdwN1RpCWtc9ztfBbrmPIQcjxE7LYRxzKk7bH4y0XKapFy2lPglncJXmR4ftpyv444HkIW\n64i37zMcEhxujWxvVquELy8r/vW9z/0uwBi/12ZbqirkaCST6mYT0rQ+Wlk2ZcB+HxLGhn0pk5+6\nDrhbR2z3EbfXGelAvE11FUBPIbyrxXTfWcXyPqNrJfbg+irj4qJiWXncbSKB6fQI69uj5MN9uIsZ\nFZryKLLYu/uE9Sbm6azlZh0xPalZLVO0g3Wj2BkpWo6dYr1Mhei6TlDKyTVeiCdhuY7Zasfy6PH6\nNuLoGb67jcgy/XivrkvxWColjWcbGMpOcXNUaOD9IhJwhBGPoe+7Hs1s6bQYl8PQsDx6LFp4e5Ow\nboVG2HUeXigNWnWUXJwwk8NBcv0U398LCn+9C4kS8ThFkaUYdVRHkU+aHs6T55r1JuJ0rLk6eNyv\nIrauH9g0HmliMDhuFwl+aLm/yXDOIxm03O0Cvr+J2dQeyx6E4HmOtgke/aJp3glNLtUoFItaUTsJ\nI/64jDB+T6irfKKHpq2HI4Se0Og+Hjx2xmE6HxVa3q197lrHzVExDOG7dUCN5eNKJMSNlfvgl28z\nziYd//tViBc4vrkP+FBKQ79rFIuDz+1tRhjL1kAp2fiUWvHuNkZFhrY3Ya2XCYd9+JjzV0wbVotU\nUNAWAaok0iAcKx8baW5uMjbrmOv7hEorVKwFCnIIKa3DKMfVOiCIrExYBxrlW2oNjROo0L4TiWDb\n9TLZQ4DuA8V32nE4hhxaxeYQ4jzH9x8ygTJpDxVIU3BzhINW/PpjynigQTk+rkM+fBgwHTfsG49j\n51FbuLpL+XCbMJ10vDsorjeCvL5bJhxrn9tVzP1tRtf5ZJmAe65vU9abmNU+ZOUcp6mE5d5UcLP3\n2dUenYHFOuLY+Kz3AYujx1UN79YBrbIcOgE/hIFjWYu8624bogPL7ujRONmUXR8V728T2kDz9XUs\nz5TGE4CGkgyvzsGm9jDKic/rGLCxjrvS4+6oWLeS1aZ60vD9XUYTGG7uY87Hmpudz90uIIktH3Ye\n10cJMX97F+M8y3ofYnzDrlMs9gGNstxW8HET0CKqgQ8HeR5vWhkIrFYxcd7Rdh7bfYQKLbsyYLEN\nORjH3cGnwfFuFXB0UnxvWikS7/c+Ryxl5XNRWO4ayY+yyvFm77FuPBywbqXZXewC6lbiXW63AZ9M\nLbtWlCeekhD7VSOAsL2WRsv3pHn+eJcwyDXnqfx9HsL1KuKopNn3+ozAb5Y+W80jcOX9xmfVKPZG\nCvcHyMn/cRugPcvVfUyF5f3HnNv7hKrzqGqBKviR5VgFbI4BQQ+CcQru1xHDzHC1lfOjrn2cgh/P\nLH/zNiXLNd9dJWjP0tgexuPEA22swirHh0WMMYrlOmZSaBaNKIKWi0wiAxrx1b/+bsjyTkjKs5HY\nBhbLhMUmAs9xc5/wZNpxs/PBQY1kxy2PAkrS2uPZaUPVD8C0he9XAatGMUwcKtFYHO9+KATaknWs\ndgHbjUSTqL4w/+Gg+De/LkiLltYqXq98ru9Sjp7QVWe5bJl/OMD1zuf10qd07hEmc1cpVo3UCQ+U\nThCoxraFD3uP21LxoVTsGsVdqXi38Xm3DNk6w13dg0yQ6yXy4Zud4lcLn6utz+IoxNZl6bNvPO53\nIQvtuN55NFaa5A8lvN0pFpXH+9sEIpEa7g4hg1zqj2LUsl7HdKHm/c6jso6rZcSmUXy8TXCB4cNV\nRpppqkbey90ioWpkY6YCy2YfYgPD9ceBBID7Vu75RpH4Ujt2Vpq2bSeKjrdbj8t+s54GEngfp0Ji\nn6eOXSeD09ZKrmccybB6XSuaTmBzy2XMrgwgkOarLANU4KiqgJuPOWFsSBKhD+8rnx8+ZviR+Nva\n1mezjKmrkNV9wn4bU+6Fwqo8x/119ph5q3VvHThEElexjdltY5qj1MKugsMqpF376IVH7YUErzVu\nAcc44ur9gOadx+aQ4O0cqzLD/15j30F1CCiXIXavyK9q8nXL+GNFctey72LOX+9orjzydw1RpVns\nMub/esdg2VBsGsaLineLnPxXFbO3JSfXBwbblmJTM7styQ4d+b4TWWVn+fdp4f5/Q6H0PMftXYqf\ndDzJYJYbZrnhSR8sHSdGwgFvUuqjENuyQYdWEnZ5mYs+O1Q8Bg03tWBWiz4A1RpFngtKOU0Np7nl\n5j7BhYbPhiJFzIuOyycHwcaXIanv8H3p8r1EcxI7ioEmii0nqfhzPAVRaHrik0yRAiUTKhUa/vu3\nAbFHj0y2jGJL5fpplG+xFtb9VvFk2qBiQ1n7nOWWf/ZUwr2rBypaaB4DI51TFEPZcMxHmmnqOB9p\n4kxTTGuyVAtwY9z2RaTPoo81+Kdf7finP9uTZxKgm+SabNiSpuZRRvfQuJa7iNr02HLtUdYey0am\npf/D+5jWyjSzbBSTCDojSPLRQKZJkQ/TQnOWwrOBfUQ4G8+ikUlV3YlO3Ys1s0mLdo7Md7RaMRlo\nikgOwSI1pIOOWSwHaeKD9SyzQjMKRW6w7yRHZF8GhKFovatjKBu+VMzMvu8ec1uMlsO+6zzSsJ8I\neTIFQ4mnyVpFEAnsIcvlWooS8+iP/C//csa/+rsRs1GH0YrzpwccMkl0ntDf4sSQZR3rdUJ5CFiv\nYkIldLlnQ5nkaaPQWgz4u23M/a2gdOPY8M3fTfirv5rz+uuRbHA82T4dK1+8B0j2YF37tNrj+i7h\nw03KzW3KcplwOAYMetmG7jyCWHwCVduTxYxo/Pd70ai/eTsQfHMsEKCuz1AcTRuCwLJdx2QBPJu3\nFKnlfGhwoeHjfcz5pGN7CPju9Qjr5Lt9++2IQWqIY8k6igMYxn3wsxNju/doTJaNCb4j7wE3vi+y\nt6pR4Mu1Mxp2KCU+haz3o4jfyvKfftZwdllKflrWMkhFUug58RwcyxBjYLuKafrcK9VP0ufzmtbC\n08LiBZbId1zt/f51eSyXcnDWx/CROFj3Rvd80shwJ9ZUx5A0NdSVLzRJJ01/koiPaZxI0zKO5FAd\nDTvmiWxc8sTIlrKXi4X9diPPNfNCc5I4xrlBW3lejno8+qqFYSpbnzDRdFYm46NIwD/zBMp++pqk\nmtNMNmGB7xik4s/JY8Ow/3mVUYJBPwaiLFAwLESy4Pc+nNFUIBjOSYbYdhOzXCRcf8yFqGg8mh5a\nYYzCPdB6nfgC28bn9i7lei9ZVEqJyqHRitSXrCNtFXXrgS+Fe1X77LYRq41Q6drWY70LGY4bggcK\nZOfRGsXtVS7Pak82qjfrkH/zfUaad/zN24RV7XGsfNariCKWrULTSJbV4i4B3/JX36Z88/WQ7S7k\n+i6VkGQj912cagLfEoaG67uEbNCiPClAv7mLGceOrzeKsvH4eJVzWhj2h5D1KmG3jSiPAX6saZ1I\n2YpQvm9tFattSFkLsKoshbJapIYkcBwaIf1NJiITHg5bPhs5dvuQ6485TSsU1lHkuBzIxswpSFLJ\n+jNOrvHAFwKd769CnV8AACAASURBVMnU3TloOkVWiDzpcmSIMsOmle3iKJbtRla07DYxcdKxqTwi\nXzxeh8pnnoDX+0W3neIiF2BPp4W4m+UCS2obiQ+qKp9ZoQkig6DFHCeJhKnPYmm0PlyndFoRpYYi\nAJyiiIS0e6h8sgASX3Gayj01jeBm7zEdd1JEhhY/EvlYEYos8jJznKUyXHw2EAT6MBbi6CCAvGg5\nTR3PBlKrfDqUc+G896bNItkijjPDIBRvVeYj22PPUff49ZtS0VjokL83jh62FhDEhkHRsVvHMpxX\ncNiHaKOojeSP3e0CHtwzbSf3kqdkc7JqYL2K+Zu30nDd3mQ0rUJrvyc7B1yOpGHq+mHGfh/y7VKG\nLXUVSBNWBey3EZuDbCz3+0i8dr7k3q03cT9Ms3ihNPNhZB9hJsqXmIrfgNTk9a6OHn/zesBmF3Ks\nfG4OikEfoYNyDIqWRSlgDZSjKkM2jeKu9Pj6zQCjLNeriF9eh9zephgLr78VsubnI9lUP8thmBmB\nigHnqXzGv/j7Ea1WHCofLzTc7UIuc3g+kEY78KURd8pS1+L3OrYebc8eKAV5gKPfeqfgoRgmls1O\nvF33R/WbAO1OQCcSz+G4zGSTWERS/2XDliJy3C+lkc5Csfo8SPqXB5/VOuJqIfC1778dyqbXc6xX\nMXc3GWFk2e5DtFXc34hCrLXgeUL2bnpA0fYoZ5IH7FoZCH02lGb6WS5NadvHTeRhv0FPBYKVhY5p\nLLXdy4G890MZ0hnF7UGowye5wdEPWPs4krp/zibhA3ym36wjrIOyDLAKyr0ojwaFhHLnRcdw0pLl\nWlQuoX30kkax4d23Q9Yf5Kwue3iQtYquJ70Hy54ErXyaMOAYh5RXIW0Q0HgBm3VMs/fh6LCtIqw0\n3r3FaxymVcSbjnCrsUh2ZtAZnEX0HB1gIF5o/MbSxT7B2qBqR1xrokqDcwTXGjqIK03YGHxthWbZ\nGDzj8Hsv3D+UD+63toH7r//d138BikHRsm4UTwaO1olX6s1NwmxecTkyxOOafChfbpwK0hNgW3uc\njzQHLWbMn1x0eFnHfNoyjEElmjA2LG4zdOcxmTTcb0OCSEAXOu7YH+TCfzLtmBWGygh55yHP6/OL\nhpc9kerLmaU20CnLaQrPJ4Zs1KIRk+08c3y8j2nqgPIYEKSaxIdBaqlNwC9/SBgXmmEMZYfkViSG\nL08s335MGBQd28rnP3lZ87/eRfzhhSErWmykeXHaEkQGL7QMUylmGi1PyrtdKFkt25jOCFClPIT8\n/o/3JHlHlHdY4D971fBnlwJxmMQS2PvJyHFoFePcMJt0vJwY5pOWy4sKp+DDfUSWa6oywAamR1EL\nhfB2LTELs9QRxBJ4er0JUaHlm7cDgrTjp1Mhef0HZ4a/vve4u0sZFC27RlDlp7nl0Cp220j8foHk\nl+zLkGEuvonrvYAmPq4ifjo3NAZBqB9C1oeAef+9LVYxRntUVcDBSv6bsZIxs98KZrfb+uiNYvq0\nYTJp0NrjRxctRWI4nddEiUw+n06F/LUvA07Pj1yODBcjOVCyvCNJDK8uK8JBK2he5Xg279iWklvy\nbGTYlAGfzIXGl2WaKDbs9xGfXTQQShD0sVPMT2spbK3Hk7OKRnu8fFKRRw4XWIbThuG4Yzhs2a4T\nzi6PvDhrUEnHs5FkQKWZ5mJgMYGY3Q/HgCcXFdlQvns8x+VUo3p5zdOJZln6/M55x/UmZDRuOZu1\nWCWAl6+mcFCGQz/NLYat5HMlBj8y3G8i9j2E6NgHzQ6Kjrv7BJzi1bMjaU8gnY1blivJNxr2spiz\nFL48MRz8jicTQ5oashCSQSehu51HUwePob67XcSL04bWSSHTtgEWx3lhiHpCm1LwZ89a0tDjj880\nB6P4bAQXQ9kgfbxJSVNNmhtMT/E6OavwA0etldC9fMPRSKC07jHnD8SvLy9bNpUnkIwe2JHGhjCy\nvBiIPGaeOvbOcl5YXKw56wEys4FcV+UxFCCFk83bk5GY+e9rxbYMWG8jXk0lTPi7+5BOOd5cpSjf\nsq8F9//ZyHHU4hu+WUc4zzGKpQltDCy3EdazApPwLV+cGN7sRWK6N3B3nxCmWmR/oWwsOiN//3tz\nkWHtO8X1bYpD8XTWsWs8FncZxbilawRkUh99fu+LUqInZg1+IBCMr541vO8jWJ5NNa1n2a4T8oHm\nTz9tKDV4kSHLNONxy+XAYX3xa3Wtj0JxOjKsK8XLkaXxjcgTPfm+84Fms414flGB15PyvAfZjoS+\naud4clkJICIVeWWaWF5MDdPMcsRwmjsaHONZw/lA5EheYCXXaNJwOta0OJ5f1ISJIUos04Hmy7lQ\n3oyRoddnpx2nhaGyMC40JyPNWWH4xb3PYpEQhI668okH7WMUR16IR3s2aRmGsg262wYca5/fOdMY\nX8A6F2NN3ed/Nm0AnsC6BpmhCCVoFyW+nkkmg80vLloGmWEYSfRF66SBCvoGQnmiYthsQ348N+xa\nyRbU2qMoZDu2a0RZUVuRlRon26ldJw3ItDBkkWN7CCTDyiiu3g94etogcQ5yPnSeYXMIJLcqlQ1v\n0/icjzWEMjiYJrA8BEwG0vw0Bg69J8ZXsDqE/PSiZRDKIGHXKO5bkfAnsdxXM3m88+19yKqS7cRZ\nLjLVq00ICq4PHq/GojB4sxd59odSsagUOy3X/zCSrdxno94PgRS7748wyiwfNj7Pho7bGm6XMcaz\njGL40RiujvCqgF+/TzkZd0wTeFE4FrVH2Sk2+5A8M7z/YSBNwj7E92F2duSLi5bGSVNUHiL+8FnL\n24WoNYqB4cUANtbxR5eGtbECswFs3GGsx3za8jsXHQSW1joGqZWMPySLMogNRaYJEg0KLgeO1rO8\nuqyYDQ3aF8DNchvhrGI0bXg5thjfMps1nExash7GMkp6j2ntMc4si7VkozVNwNNnJReZXC+7Ws7i\n6bzmcqgxTijHngenJ43kJUZy33oeTCYtSeDYH2UoPjttKFKB7VjHY8xInFjiVHNbyXe1qTyJpugk\ncskC97cZLy7F/ybZtB1Vv2UNPBkw/9GZ42nu+H7jUWSWcWZIE4EYxb40INc7H+WLQqqzUBrFzVXe\n8xgkgugyd7jQstvJfbnbhyy1SK9/MnGMIsXvnhjSQHFTw7OZFlBQZjgdCJQljRxX1znVMSAfaLar\nmNG0QXlw+zHn4tlBwECe47CL2G8jpvOK2cDw+tthny+rCULL5azldh2RxqKCOCnkWbHrRHY6CmWx\nEHoyIE8DkaJuagm2V8CiltiKUQQ2NBiLWJU8+PFY5KVJXweVx4DLkaFTlkkCKtJkg444Fp7EMJSa\nOYplMeP7jsNOhhajSSOD6D64fHZaCZ03FGq6c4p8rBlPGrbrhOm8FvhMKwTfrvZ4/jt7vBDqY8D8\nScX5yxJ/onj2swNtF1DvAxh7aOXz4g92LMqMzguwvsfgK8Pej5m/qoifOqLPHYs8xzzxCeeO7GeW\nu2KAKh3D/9DQFQEbm3D9asRxGKO/itgUKY0fPGbAbU4ygs5QjmPKYUSdhaT/D7xv/29v4H5rEJPZ\nac277wp8P2Y0abjIIGtlSpxlHWHkeDqALDCsW9Hy35d+nydk2O9DzrKa2IdDLY2EpQ/+NOIDyoKO\nF1PNohYt+74Uv0dFwLGW7cL19zl/8mnFKHJ4qiMJ4D3wyZOKaQwXmaXsPE5TmdodOp/TFLR1jBy0\nTvTCn4/AuIqPm4D3b4a8fFpynsrr1r2v5Wkuh5CZt+I16CcVUWxoWo/5qOPjIeJZJgb3zkLjHM8H\n0gglvgQxDgYdx2OAh5hhnVWPCOAHr9csEQ9Na2UV/m8XEanfcFvFvNnDiwE8zSVLpVGOeSJm3UMn\nr/FDCcOio+opn9ooUl8mNJEHd61H6ku447N+W/D6VpDjo1lF03r8eFzxlx8jfjZz/Jt7+KEnYSpl\nKTx4msPX72OKUcsnE8O+gyQSoMEkhicZ/Hohk67NOub5lzWx7/HdQvDVr6ay5WsMfPQdhzKkGDUc\nypDT8yOR7/h4lUlxMmo5xBH7TUicaCaZpRm3pD5UvVdvX0mxU+Qy6czyTqaFIUSeoyikkU5DCbUN\nA9ebvi0K8Ut5nhxw43EjE1clmTpt6PjYZ8v4nhRt03Er/oPQMogaisj1CH7JC5yOxXtlrGIcwyIX\nyp/X+xeNE3N4grxe5YmGP0k1ReQ4aCleHZLDEwfg++JHCkJL4EOadZwUMmwIJ3Jddk48HkJhla2l\n7gQ1nPgiAz6WEu2QJIY4MWyOIqsxxuMik+tuO6+YJfDegy8mMp0dRg96f3g5/M1UqtKSJSeGa8s0\nrbleixwwDC1nqRwcrXXsNlIIzxJIA4tzNRe5BM8C+Mi0dRI7Vo0UZw/wH9liduw2MU0POno2NEBF\nqxXDPm+vyDR3y4Qk0WjtcZo51ic1RQirsKPpFLEPQ18OOgA/gM+nhnkKHnKI60hoesOBRnk9EUxB\nmnfynhQY51guJGftLIPYg/95mfA0KZnPK+rGByX+yUHgyHzxrFgn/szTFEIlg6EPqg8AnzYMQ8gj\nUEfHae64LwV7va88fndqGUeO0iiM7Wi0YlHDJ0PHqqXP/xPVwIuhpesaZoV+zA7MC580kGs+jyxN\nagg9x0kKFycyLDt04ok6jBsh/GaWtwfFeQr3jWMUir/mJIHvlyJr9XyNNopJbpjEsEktq4PPZGDI\nQ7lG7oqW0INnhePdTjyA4/jh84FtYvidmeX6CC8KuD7K/48D2ZZ0hesbIMskE2T2s1yCzJe1ACQ6\nCy8uNNsW4n6TVJk+Ay7raFufJO04T2HdiJ9tnsh1UJu+SPykYt0CquIshXetkNaaSjy2vifDNAuU\ngSONNa8Kh0IR+6bfKLTUVqANkxj0qCVQ8ry1VjKajBOPUTboeviObKPe7xUvBo7XrWRWzoYyFPth\nr4hTw4/Hljd7n9PMMYolBJjY8vb7IefFls0u5NVJx9HINRn78uw/SRz7FmYjuYbXjdBGbytYrWN+\ndNEwHbWMIjhNNR92PlkkofWTQgrYfSs+tvNMzoVBID+7NpBnQua7rWA8bYTS2J+VN5nmi6EUpIES\niflXM831MeCHTFMeAqz1KEIjkSpLGUq9HIgapLUem0ZkelUlsSGe5zibdEwieVg+yeXsfXuQ95xY\n+Z4WB/EhdRaYNSz3AcOx5tlA87EM8BTMTmpeFTCLYJoYrFO8X4otYZBanrw4EPuO69uUpvZ5fmnk\n3NVgM2mwhqFkunqeYxg6riu57rMARrFYCw4dnBWGMjXME/hs7NguFGlmmMQO7QzWiv8NpHEd54Zd\n1asGMs1Z3nvR0eKLcnB6UZImhmUNP59b1o1i0cj9UXbyWn5+YgEZng+HHZ4vA9PId8xiCUfX1hBG\nR8ax45MhXB8d29IxyOX7d058mI1vKBvxB56lYJ2my6TZz0P4s0vNf/udx2Tcst5EFIVmmsh1onuA\nziDT1FXAbh9wNukENBfDLHa8DwW2oxC1TqDksx6EFmMFwjFPBEpTmz4PuPfevhgIxM3rBwerVcTk\npGK3SUizjqaO+flpSeg5nmUNiwY+m0ucQBrAJLbkgcgYZ7HjpNA8yyEL4UY5nmTwZi9n5fnTA9t1\nTJp3nF4eCWPZivmBZdxHBlkLg6HEr0SRDF8unx+YF7IyvNuKfWM+7rhZSF39o7GcE5EHl5kAwj7z\n5Fmf+KKGSgO4rwy+ku/uvpJr8PlAgC6vdzKcqLXjVWFIfJ9ZLM/IQ9JxlskzYdWIksRPDZ3rr2MP\n0rHl3/0QCx2zChhPa374fsjvf7FnP9B8/XrEYNiSxLLBi6KOoidMPsRUABTDhjgRWr1z0AQe83lN\nEFmWdwnGKE6mLYNCczmw7GcVu3VEPuoIG8PpScvivmPrImzqMTnb0Rqf0bQhjKycYzrot4RCaS2b\nkO6tz2ReoQJ4czsin3Yc45D5fI+KHUuT4pSQL62niJqErs+HC1rN9O5IG/l41hHoB0rC/zd/fmsb\nuP/mu1/+RbmPxNtVB/yw9/j+PmLvad68KfhHPzrydt9Pg+8TZoVmuQs4HqIeWe+z0pa3Nwmfn7fs\nugftsxT8y1ImJElvAPU8wZXLHxmvrZcJP/n9FRb41b3fG6BlmxMmmm8+plwZzb6Df3sVEUUykYw9\nKZzfHQQXvtlGjAYyLb1ZxOK9yzreL2JsaFi2cPUx5/Sk4e1BHhJvrjJUpLnZBY8bovUm4mRkejEJ\nfL8XeMbNUXHQivU+pO2z3pxT/PFTzW0N+31ImogUzjnFP/+9HZWBN71X7GoR834T8D/9qiDKNPeb\niA+bgI+tNITPC4fvS+F+X8N1qchDkRU4xaOf5+3HjB2ypQCRK9nA8OubUHw9jc+wl3gddjFh4vi7\ne58wgLcHxdVt2vs5Bdqw6hzrlfgdp4k0IY2VYmNZiX9j1yqJJNA+a0/z8SAZRE3/u/YdvN8KGhon\n0gQFnA5lu3E4BmyWCVkuGGbrFEmmublLqauApyctv7wJWe9CfnhXAL1/7DYlLzr225j7fcDrDxll\nGXDzYcD+ELG3juUu4NDLVBvHI5Z+1cgW59B6vHlXkI0aPlynLO5STs6PrEufv//lFOdJVs/9bQYO\n1mXAZi3Sx7NJx9uPGdfXOZttxGTaUNY+9zcZKtHcXeeYQHT1378t0KGma3zSxPLxfcHu6FMexSt0\nLENUYPn4IccPxBh9twu42fmslynOMyx2IYfap9WKIrbsOvj61xORK2aazSohyTRFJtSwuvVZ95vq\n6UBze58SxYafvCppLVwdfiNfc8qRxZavbyOuD4qrg8frpc/l0FL1gBhPiTfBAnWf5dV0HtNcgnzv\njh7rMqDR8O77IT/9tMQ4+Pv3KWEsJLJRrPjf7hS/uAvZaMffLXxe34d8eWLosoY000xzS4dgoH3f\nMRx2DCLJQHNOsTsIHXQ07DiUAetFyn/0Zcm+g1+/y7ldxYzHrUB/OsW2kefW1cHjh3XAH10YLnND\n5zy0haujYrENaf5P6t6sV7LrTNN71tpz7JjjjHmYI8kkKYmUKJWqJNXQbVRVo1GeC+0LG4avDNt/\nwPf6L/aFf4BhGAZswG6jh1KVStUaKU45nDnmiB17Xmv54tuZgi/sNgy3gcqrBEES50TsvdY3vO/z\n1pphvyX2xYsQe1JEfn0Xsc0Cjo4qytJjYQyXmSbqtTgUUeDIDj5hZJkvYm5quN361EaJrNZ3hIHl\nN2vF9U7yrAQqI5Pkv30Rk6Qt00h+x3fHlq9vY+qg5cVO8/I+wlh5n+72Hmtn+eoqocwlMzAILEY7\nFquIsosmWC8T0n7D7Sbg6qW8D1XpYZzitpRspjIP8EJDbUVC6pyi0IbGwheve9ze9NhkAdtWNs2r\nVURV+YJoT1r2teb1xmezCyhLnyRtWeTiE6kqj0Ol8X3L3SKmdSLJXqwiCKUBPO45NrVMmeelNElZ\nI56k1sEXC5/dNmKzD8E3HIxI6C5z+PImJu1JUfubuc9xarnKIW80hXG8vk5FFlz4eL2GX7zoUTSK\nShu+uonZ1YofPpDBY2HkXD1O5HsLO6+fH1pGw4Z9A3erULZUseWLrWyF7pYx94Viuw/YbmLStOHy\nLmHQocHfhA5XraYXOFalIorF53WTKXadSmJZis+zrsWHt60UVeGzuE9o4ob5OmRfyXt3v4xEUtxr\nBHBReWxzD6vhty9SrLZc3vQ4KMljPdSa261P3kmoZn3Dchfgwpb9QfxzIO+/sYrtLqSsNdtSkeei\n1ni99XAo9o2E3FdWvh+t5PsahI5dDS8z9TZkvOdJE+VrKUCPYviX94r5KsJ128Qay00p3u8nsxZf\nw+dbRdGKvHO/k8xPpSFJWvJKsywV95nHywy+3mpaJRuEyBP/lO87FqXibufxZw8tn280mxauck3W\nwnUmNorSyD12edAcJ/DVVpP2W9pGUVaaYc9yKEVmbLQlszIgvblOZdAUtawOUuMULRjlaJ3iJle0\nVvH1rZzFn301YH6fkDtH41nuM81uH5LVEq8zGLSsMo9N7rNexWI9SC33Bwk/vlyJ97Duwq73+1Cy\nWZ0iiQ2+Urw6SFh40G1gpXFWvDwodrlsxapSQGtWOfl9WrjfSyRL3sGw9q38Pc99doVmmlgyo6ga\nxe2VnCGjUc3d1md+32O9jphMak5jxa9WHkWXDeb5lidDx7yUpmRfKwIf8lJ8uVnh86P3CtaNnL1V\nI8PPfreFylp4ufZ4XcJvFj6nnZ/OIVL0TQ27WnyTR6n4+WsLm4OP7wvcpqk98izgW+9meAp+9irm\nwUT804NOZbKt4a9ufV7l8DevI/Atu1IzjmWgd5PLUH6ZazaFNPh5FgKykVIdfGVx08NpuJg1zFdR\nl5MoKhQQsFqvZ1hnHjeXfcbjmqID2AXd8HBXyxmU1YrPtiK/bR18NvdZNuJdrYz4i/fWUlQe81xT\nO/EAZp23UAPLSvOrtWLTiHIk8WXQsu38pfN1wK70aIH7nce2EfjOIZdAes+XZr8qhWOR5T7bTchm\nmYjyzUi9t92IosoYLZE7/ZbNMmFxl7DdSIaeChXrVcx6GeFtHMdPC26uexS5z/VCfMrRdUN46pid\nFrx+NRDv9qihN2xEirqIyMuA5X3Cdhcxv0rYL0W/fXedsr8MGXyjZbOOubnsEx5a0lOJH1m9jil3\nPsm+ISobgtqQZhXptpa/7yqGqwrfWDzj/h+Fef9/vYH7N9bA/Td/+9sft41kPGxXEftdyHYdEfYa\n8izkLz85YJzmJ78eigcOR5wYSXB3Qt9zCLXmB49lenbWg48mDo1i0m3kfvlln1eXPfxB1XluOvpd\nlwb/+09Lng3EkPtiHnI/j6kqX7xfmWiOs4PPdhOTe0IdOuvBRWooWk2JTHJaZfnFb4f0ujXxIRMc\nttUyUc1znz97r6K1ir/+zRCt3NtA8Wwf0h80EhRZKQor+uRhKFTAwJMNot8Rta7uYnbrmP/i+2te\nZQH7BvbbiP6wYb8N+Xe/kTMIFH/7OqZFvHBBlycShpai9CS0uvJ4MGn5aCxbh6PY0Q8Uw456aJRj\nuwtZ3veYHRcc9gFV5aMU9FPD7XWfMK05HALwBCihPNdl/8Cylc/6t0tfLrXC5/gkl9BKX17qILRs\nljH3e4+Tccu61FgrQZqnfcuq0G/BLbuDj1OiUy8OAftKM0olc2V/8BlNKppGtrQElpvrlN0moqk9\nDpmEfh/2AdPjkiKXMMrnpw0vVj6tUSglRfHZg5z1KuLoqCROLGHc0jQiE1SaLljY46PzBi9u2WUB\nRyclVeExHkixsN2JxzHtN8SRgG7yQ8DDi5xh7LhbxQxGFWnPsNnEkoumoCwla+nbp4Yv50IzNEYx\nPSqpGi3B30BdepIVFVr52VLJeCorj9lRQVWJJzSMRAYT+Y7dPuTJg4JeAAcnhXDca0mSlkG/pehA\nH3vTTeK2cmnOTgrqLnPneNKwrRT7reSs1ZXHyciw2suF8ufPGk4SxRdbxfWrAXG/YdgzfHHZ4+K4\nZLmRYM5sH/L8rOLdIbw7tKwqKQBCTyRRWStkwkiD8SzXrweUuc9gXJMfAv7o/ZIHqXi+Pn+Zko5q\nlqXCU/DrX49xvvjb6trjk1PDO31YN0JRmySdhOisJKs0r24S9jshWGa7kDgRWedymRBFLX/xQclx\nAv/0NwNQkmHZHzZsVjG+J/66qvTk3Bm29HyFcYrjBAY+5FhO+rIhij0Z4JQW7u8SilwalNFEgrKL\nXGTecWApK8m8ublKu2wtJX7H7gz0A9vJ95wUf1qa0HePGua55uvXKU2jMU5xvQx5etQQe7Ds/EP9\n1PDq5QDnFFUXbt1Y2aIORzVpvyFNHF9f9uQd20WYVmTa88se41lFXfmSnZi2nE0a9rnHq69GnL+T\n4fuw3YTUlcdwXGOUFDfrbUB/2IisJhFfSdpvJcMxbhkMZIM8SiyFAZzCD4WSud2GPD6u2ZfSwM3n\nCf1h8zbsVfuSnbUsNOuDxyCxbCpYlZqvXvfIWgWBoW4kXzM/iC+jqDwIDK9vE3nWPSvPj3PMcwmV\nfTiUGI7awLDbtuvAUreKODZoD5b3CX5o+I+eH/i7lY91MF9FEBq2u5C765R00JCmIqUdxY5JtxlR\nDu7uBAZRFj7poGG9lLVe0mu5v015dl6StfIcvDe1oB2bgxS4n54aQg9udnLeHvYhu03EP/6g4q4W\n6u2ue2+Pj0u2pdxxKChKvyscHeNhy+VNj6OZyIVDH06mEinyxWdjrFN864GoA67uEqaTiqr2OB8a\n+qn4oA+VFvmn79jkHruOMusHlvltSn9Yc3eTEgSWT84b0I6vX6V887zhxX1I4xnKRvPpkRAdI4+3\nxN3Xe0XoSzP3eqf5zdznbh6/pdqVeYAfGVarmDAyPBgZfnUvzfPtTiTfusvpSpKWIHAsu6b67iol\ny0LZdOwDtsZROQHDKO04dO/fjy5qPs8URe5zqBX38wTPtzwdOT6/C7Ge5dUqoMKy3AY0teQ+Xl+K\nL+z2qi8+fSeArPu7HptVxIN3craVwlnN/DaVbKw84HzYsik0L74eMTkqeNB3uEgKS893fPtBw1dL\nId0O+iLltU6ora9e9xkOa+JEzqC60fQ7uuVmE+GAutZoLdCI/lC2H/e54uomJQgt9zuf1U6krq92\nMgCPNPiRZb2MGAxrHIpWWVa5RvuOqhS0eusZkWnb7t5I5TNPfMdqK01jGBkejCXyxTkFTuTbVwfF\nsgvDbiqP3TbivrEstiHbUrIVD4cA37cs5ynDcc2//6wi0B7/8rM+eR5IRqJnucuk/itrj7vbHlrD\nD98x3OR03i+pt+aVbLavdwIbEviG1wE0xN5zyAJ++KziYd/xKoevbmNOxw1f3sS40HC1lHMvy+VM\nn+99lOd4NBQa5LtD+PltwLOpDFN7iSGMjWQgWqlF0kHD4r7HaFph/d9RyaPI0DTCe1jOe13IuYdz\nmtmkojaiXlWXBwAAIABJREFUyGoazWob0ijHdu/TegJbyrp7vuxqrPu9x4OByG5PExn+paHQXCdR\nRwL2xEv7ho2Q+HDomuMvbmLi2LDdSy5sFBsw8p59eCJbx3kjsDA6qFkvbRkMG6rSk0xNz9Efyp3z\nZknzzuM9g2HDcp5w8c6BpF+TpC3GaJ483eOHhuV9IoPGseW9Jxkt0ghvVhHpoCUPAp4+3/BwKguW\n0aRiNK04OiqxTrNbh2hPuAj1nYc/cOhAFjVl4WM8zQffWhOELdtVDD3F0+cbotiwy2L8nqVNNHkQ\nUic+xvNoYo+iH+K3Ft0FfHtWyJjqX9PD/b1p4P6Hy7/78d1Nj9FEJuNN7fPk/Q3Xr4YC+QgrLnce\nr38xIBwYylzoZ84p+sOG8ayi6DZRV4Xjs7sQFbbsaln5X+3lAh+Nao6PS3qh+KuCQEz1YYejvdwE\nXNdCtGss9NIWaxSDUSWh0Z6Y9q1VtI3mbhvQ67V8sZMLyiLNzjTpJCyjlqvbhDgxXJyWGODqUg7r\nHYavFtLtnzzIMa1mu46IEzEAvwmcLi28Wvnc7D1KZTk0cF8qNgcfpyUQ9PQs5y+f9vlyb2Tb4Yn8\nbn7b48o1/PIuFHx8LTKx/TaSSbhyjMcN+31I23iywTlAZhzrSvHLpeb1yifqaIDZwWcwqt8SAt9Q\nBf3QSHRBIlh1pRyHfchoUrFa9JhOK+JIcO6NQ7xa/Yay9PADh1KKOLJsN5F4FI9KosAxCOTC73VS\ni0NnLF4tEmZHJX5o8Dos8nDYkHiCuK2wKKs4HrddyKmAQQajikMWMBzX7G5DBrOGODHgBMgwGrR8\nfdUDBR88PjBfh7x7JiStsvTZrSOMFVlikQdvQ7GjyPLnz0p+vvDZrmPqWsy363WMF0ljZTpPorGI\n7CEyTGYVnhK6k9Z0hWRAr98ymdasFzHatzRhyz7z+dNP9qwqOBq2zNcRnidxEhIEbSgKn80iQXsW\n5SSH65sTuDlo6spnMKzJDiFJYiQmovBolOXl1wNOTnPWyxilHU8nlhxLPxKztA7s2+0rQF17TGYl\ncWgJfUj7LUd98bgIHEUujB2GX61kCj4cNlirWXfQiQdTIae++XdLr2VVS3H9IlMcSo9YKb64jcQr\npi2jQBGElqzw8LtAbGc1Xy4CXuVSsFUWRqlhk+sOICOByZ52DPstX6w9jnuOn33do1GWOHTc3Mcc\njxtWe5/3zytmkxrlO6KeBGP7vmSdDcc1r0vHda6YL6OumZUhhjWKODFYK9P0uvGgV/MqE3T96wzu\nCsV6K9/9LILLveK0B7993ZMA7MAynkr+lfa7368rvFJfcN7384TpcSFo5n7LfhcyGrTc3qTMphX7\nWoK8p+OaopQia19LwK5pNRfnBVaJjPJ//OdTHj/ORLLdlwZJdVPlKJICPD8EbyMWTnuWAkuRB7zz\nTobniw9LeTCZVvSHNWUhZ2IUWzZb8bn0B+Jp2e0lqqLIA2YjaSB3hUeSyEa8bjRp2khOTylZfd96\nUNM6uFz7HHYR/VFN7EPRvWO9WL7zd0cO26vZrGM5q333NiT75rqPaeQZ/HACnx611GFLVklgdFV7\nb4cSp6cF70xaKiuT/CRpqUqfk4FhVyuKQ4C1mm+fGS4zJT6xbUhVSS6oc5DnAW0jhFutFH/ysORv\nFgG364A8CziZNNzeC9n16LiQoVStIbQy/d6G+KGlbeWOU9DJfUWi3E9bXnw5YnKWo3CUlfjP7vdS\nWAaR4XLrsakEEtI0HmcnJfP7hKOjkttdN9hyvAUglYVPf9CSpi2HTL7zQd9wfZXieRa6YecbFH9u\nJDNqdlJwn2kubxMp2JJW7oDAkhu5D7fbEOXEn942sn2uGk0QiCfy6KgkCA2L+x7xqGJbyaZWxS14\nkk83ix2vDrCsBBKR+PBq7XMxtNzsPQkT9uB+ExL3GvnclES3RLHceQ/PC+a55tnEkLVgULw/M9xs\nAs6nDfvcJwktjVFMhg1W8XZIPBu2vDOSQt5ZTRpJ/MA745anA8vnWwFaLe57jGclaWx5uQiJ4pZD\nKTRRz3fssgBrFEfDliCtqSqfd59vWdz3SBLzFt4wGDT0hw3nqWO59xnPSvJDgLWKCsd6mbDfRDx9\ndGAYymblH31UcldbvnNsebnTrFYxxsH3zw2v9zLovrnpkfZlwPfezHDUc2xruauaLkszCKzcBYif\nKB22+J18PwwNjyYtk75hVSqmiaMy4l2rjdCZ417LYR/y6KiRjW6nEOj3G056jqKRZzyM5F70AlHh\nbDbh221RHBnmy5hPH5fiI4zgdaa4vUmxRt4taxQXJxVJbBin4kHebCIh/lrNyXHJZebx5R6Wq4h0\n0Ejkyz6QCCDfyfa3axorZfnyKqH0Ww6tLAXOYrjcaWwrZ/rF2LDO/I5qLsNulGzRXuYS62SsIk0M\nZ+OW+VYazumkItuHHDIhPi8XCa+3Husa0siyt47LRdhFWHnSoOUBxijSYYNpNetlzPMPtnz52YjT\ns4LVIuH4NCfti49WKcfsqKAsfYLI8vF513wvI6ajBoti1jdMUvuWvqq1472p5XIZEsQtVatpkDiB\nqgNvzSLxR9/nIlHPWpjvAvCknqusSEE3NUwGLaud1OdJT85Oz3NUtYZAzurFLuB4YLi5SyiL4O3v\nV5U+2U6yY02r36o+1suEuu7gJaFhvwvJdiH5wWe3kZrskAVkuxBzD17qWKxj7i5T9psQf2fIqwBX\nKja7mE3ms11JDXx31SPPQtbLiOS+Jg8iwlVLcmhwlSJZ1OQ2YniTk+waVjplcdfDLaF/WzJ3fZb3\nCYNXBa7UxKuG8aKgvxUyZVAb0n3DeFkQVgav27z965o3+HvUwP23P/vtj9tWisLDXnD2AGUREAaW\n65cpTin6s4aq9AkjQy9tubtO3265/MDS1FKo7rcht4uYu53Pw6OaVzdJl7Ol8HzHLHa8uEppjVzg\nYWxkRboLGY5r8lKznKecHJcsFrGAERCZIMhEQ2lHWfrkGBabkJtFzJOjhpc3Cf1+w74WfHNZegxH\nAsGY9Q1Z6TO/S3j8oBSjsJPDra5kElJV8vuVRUBRCAhjs5KtwGYXst5EZPtQZGxpw3qRECUtsV/z\nT280168GTI9KrFVsVgk3r/sYoxlPKw57OazevAwPLnL2+6DzskgRen+bcqjkAr656bFZxcyOSmqn\naGqPupKfKekojGGHg40iw3nfstgGNI1HVficzCrWm5B0KFlPrYOmk2L6HizmCc6qbovgsFY2blrD\nrG8EkHKfEIaWXmTZFpq29lBK8Z0npWRmOYhiwYMPA2miSyskLudZ0cO/AZc0mtVcCHKHTBr+99/b\nE6UNN69TJkclWelxe9Xng8c5tbZyWS46Q4uTgjBNBYozHckl/+FZw6dHLT9deOw2sv18Q6hUSjHs\nN2/NxU3XmE9npUAUWpF2viFLSkMrm72y9Dg9KxiGQgP8r79b0fiOz9eKxW2PuvaFJFV7kkunxPj+\njz7JGKWSVRR5sHeW0bjC9yRw2Avs22fhfNySt/D0qMX4BlB8c2Y56UzOOyvS4/VeGtYwEglWEHTE\nsUByECujKIqA81HLq+seWgvm/820tG01H56J1M45xcm44XoeS6j1WKb2h0bx8i4GJdPEQc/IZdJt\nz8YhLArN0aQWKWEoNEyhzGpevU4FKBEY6jJgPo+xVuOsYruJMU6Bcvz2OuawD3hyUfCzX47Z7yJa\nJc2w1Y59LfJqZyU6IYwNVeWT7ULubqXIDLrLu648QNDGni8EtSIPiCJDr1/TWMUXn4/JconISBLJ\nzaoseJ7Ik6/uo44o150znTpg3BfzdpZ7THqWg3VkWUAvlWejyAPJrQwtRSHDlTBwVLVH08pzFkXi\nQQi0FBz40vA7bTEK0I5sGzEaNtwtZPs7m1aUWUiUGNbLmOmkZjlPCNIG5cHirkfY0crmtz3qSvON\nD3acDSx+WjNKDSexwFWOZiXZQc7x5VJAHp4nU/DnY8fJUIr0xyNHHFtmCexb+b7f0Mju9h5l5ZPt\nQ2lmurPeOVnDhIHIv++3PjiZVislsIN+vyFOWp6eiQ+1MfCjs5qer3l1UKAFd+0pOR8GY8mxO9SK\n6aBlkAjl9v0x3JWOOLJCA/ZEfrfbCkgg7bco7TgfGbJK/Ee9yPGXzyv+xX3IopINx2Ef8t6Dkk2p\nMK1H2jPsdiF1IwPCxTyhKuQOKHKfqpANkec7TOt1lFwHdL+nlk3frhIVyW4b8uSdnPtFwmhcyzOl\n5L+/vU45IM+tcyK3ejBtuV9FWKNkCObDLpMz3FjFaCLPelOLR2y/D9mXmpOBISs1YWRIe5abqx7T\no5L9LqSpPcpKU3Vbkjfbzdms5O4mRfuWuhKq4vI+Ft9JZCnykLKWZiA/SLxPFDp2m5DjgeF6FXA6\nMHx93RM6bNJJ4w8B/cSQN3K/1x3kwvMcOPn9lRYVSRgI+MchwJ7AlwbEKFHK6C6j7GTSULYylCkO\nAUm/Eflnd94q/01D6/jFyuNuHgttr9ssprFjtRGrRVX4nE0btrknm+vus765TimKgCgxtI3HNx7n\nTHsWFxieHTeiLFLQagFU5ZX3NpcuCMR/+ufvCSVzVcN/8CRnWfv87UrRdDE3ab+hxnFoRBJ+2Id8\n+Czj9j7h3ZPf+e/ny4jZcUlViv/0zcA6ig3jfsskgsaTZ2caC5XzYITmuTx49GO5B0TqJjXSB0eG\nzDq+NXNk2vB8LFVr5MFy75OmRiJEskCanr4U/B+/U/HtmXy//+HTAud8KqN4vZfC3jmFs6rLdXW0\nHVhnsxfJ+3DUsNtFoB2ffzWQoaKWxuhoWuOFVgZaHQU124WcHVe8uEnIs5Ai9/FjI1l7wO065Hjc\nvLXHLLfhW9XOG8XCZhkRJb/ziGe5RxgbNruQbBe9rWn9Lutzv43ER54YXs8jitxns4o5OS0pcp/7\nm5Qwsuw62MvsqGRx38MpRxg6iaB63X97B8XdoOlN87zfRHz4sOSX1wKFqxrNaNjiK9jkHnEguXnb\nfch40HK7CbBdV+GcWGDy0mN/EAll2W0Ds0aIuG2rKCqhUe52Ehlze9vjyVHDttTcXcvPLwMkzW4d\n89mvxgzPD1x+PaRGYDebZSxSfytS3u08xDgBkVVFgDGaYu7jxZK73B/U7HfS6K7uE7Rcv6yuY/zc\nEDYG1pYyCkmua8LKkLznqDOPoDYEa0MzV7gdHHRIfNdS7TxUDnHVEh1a0n1FXLYU/ZDp7YH9NObk\nMsP5CnVn0ZnFRB6jeYneWo5fZIxWJUHZMpkX9LKGJG8JakOct0Rl+/+qL/p708D99y9//mPBuism\nI/GUNFVAEhvJ97kKGZ9XPLzIWdwlJGnLxVnJch0yGdeAbNEm05o4lUn/0WmONZooaWWSmra0tUge\ner2W908a1oUmDMU3YpFJ5/FRxWodEyctcWJwyrFexiIn6DccnZSY2qNtpTh6k8tXlT4qrbm9Sjk6\nKskLj68/HzOdVnznopEk+8Dx7KhhXWritEH5ligyzG97TKYiUcn2EdNJTRRaxpOaWWJZ7STJ3nRT\n/s0yZjKr6A9alBKIxa8XAdopfvhexeXKE3TwxYH1KibptcSxwffE+LrbRCJ3Oy1oOtLPIQvfbpSs\n1QRxK96I2uPRRYGvoZcY5vOYyaTmvbHDeIajvqVVktV23snYrBJJysnQUHah0WksIayNVfzgTIzU\nrYPnZ0JKi0LX/Zwi+Xh/CL9/YrkxhnHP8e4A7ipwRnN6UvKjU0NpNH9y3pI1Gl+LF+Q8cTwdOjJl\nOB4Y+j0DvuH2KqUqgg4c4IMGu1L0jmvJAWs9jqcVZSOXROtbPjwWQqNtNXFimI1rdruQ2bgRLG2r\nqQufR9OWUCu+Pui3IJokFqpUr2vGVZcHVlc+zmqenVddtopcqsNhTRgZ2kbTS8RTU9dyOvmR5ZD7\nfHqW89U+4MUyQKEIA5FEZvuQ41kFSCDohxcVeStSkKbLNtpnIt0Rn5ej6Yhf40HLfB1ifCPSs9Kn\nnwqwYV0LRtcYRdNqev2aJLHQeUuGA5EwRL5IZtO04TgVrX2v37Dvmtnzac1uH+LFQg0MY0Or5BJL\n+5KHtt+F/6fgXBDipdJyOd+87tMf1nxyYvnD85atFu/N/W2P6awk6iTVAGfHFUU3zMkPQVfIKU5P\nSlbLGN1tmYaTmpdfDRmMBKxxMq1ZbkL2q5iPL2oKo4iSlvemlm2lqRstJNFUqJN1ITKRIg8YT+Vc\niGNDEMgE83has899mlpT5AF16RP4jt0u5OGsIfLgR6eGlTKcj1t2hWY2bki7QPRxJLJqL5TA7coo\n6laC7uPQMhyIJHXWkwiO0BefF9oxTmWTcNYXquPzieXfe7fk60zTj8SDcTxu8JXiowdCQAz7NWcD\nyzemjv/quzteH3zOj2q+ObOUQUPTeKQdIOTy5YBDFuAHjvbgcfJOjlOCNU86SdtyG/Bw2nK/DpmO\nBILU1Jper4srCMUjJFEkcJo4vs7kHN7vA44mDdtCnj1PQZxItIKvYZgaitLn3aP27bu/P4jscruK\nSRPDRfccxFGH0AcWFXwybbnOA64LAVy1zvHuWc2+VvT7LeudDLVGsaMxMIrEO71vYJ/7PJ9JTlvg\nwWItMsTxuMYYzVFq2RQeZ0PDttB8emLwtOKLtQyeko5CuzsE0qR2UBetHeezmiBpGQ5rfJTEaAwa\nDvsQv5v4ex1tMwje/N2RbUORvDZCJ3WB4e66j1KQRCIBLkuPtpLnVSlQVhEGcvftMp/RuKYXdp7F\nwsfzJBx3Nm7IDrI5nExqfN/ijNAUlZLisZ+2TCc1aU/OrdGkIu2J5y1OGjwtROcoFErueNSIr9Mo\nop6hrWV7WVW+wFyGsslMey1Vo7qYAyhrUaRI2LaAmgIl2w5qj9I6/stvFbwoJTIojizffyAE0V4i\n0Q0/eGD47DZE+46jnsiEn44tuxYmfYOv4b3TmtiTYO4osjw6arjf+hin+Ghq2ZYy+D0fGfIWrq9T\nxpOa50eGZ0ctynP8Z+8X/CZXPB0bpn3xsv/eqcPr1eio7TatEWXuvR1aT94AKpR4MPeVZhxJg3Ke\nSP7c0wclRS0FblNLTfLpUcOy9DjrWT7b+gJKCmGXe6SDlhev+gz7LcfDlnRUk1WKwz7k4XFNP4S7\ng5zxSsHRuJbGYRvS7zdEiZHmsYWs8ElDxySSoOZtDfO9L+fZtKE0XV7aViwDuRJVyIOBeO28DmzS\nD0SN8GDc0iqBRGgtXvW7RcSDWcOTvuEy13w0bvmbueDoF5XEGkWJYTIriUJB/496lk2hmfYsQU/O\ng8CXuijo1C+PTit5zvuGuoW62/DLPW2IQotF4G+9fkscW/JSfubNLmQ6lH9WNIo0lVyzyaimbrVQ\nFkey3YtDURiYRtN0MuQoNjL8VQ7bykDR8y1RbIgjS5n7OKQRHE0rtHZvAR9FETCaCNl3u44oS5/T\n8wNl4VOW3ltK4/FRjdbSYGstMuvJoOV+ExB2FMd+T85iBySRZZt7bDcxvUFNmLQUWUhxCEjTllFq\nqI3Idz1Nd35rAl8Gi6PUsNp2d7aSLWoUWIy2TBLxElojS5Ne2tAfNDStRxwZ8bdZGZLaDnZ2cn4g\n2wekQ4kNU0po3J7npHFC/LtKi/qrbcRSEL+J6SkApRi+17IzEU4p2qFP43ngQVtqRo9aqtinioVq\nPXtYsXUxbaAJakv4IWxdLIRgAxpH1Q+wWt63w7cSDmGI31jCZ45VkjJYVlQ9n2wSEectdeyxn8Uc\nRhGt7xHUXeabFr8iSnV/fwu3/b/88/emgfufb//ux3nh873HFX/8oOWvX8X8+bcyPr5o+NnXCVXr\nY5Fcmh+8n6OShnUmWPM//ajg4dgwSSzTCNa1XEBhZNisYpQvMo3+oOab5w1hLCb+P7uomDeKk77l\nou/YK0MYGgyKyxcDHj3b82zg2DaO/BBQ5j4ff7jjNIH3jyXgsTgETCc16C5HrCdo9qfHDVFgCQcV\n/877lkeDlqPUMYuk+LorHUkoiPRRv+XivODhpCUzcoD84FnJxcjyIJWD8nIeEXdZIc7K1HM4bPB8\nWYc/GTo+ObZ888jwn75/zKtyT+sbTDfVwAnx7I+e1Sgtkgxjfyc/OB9YvFQQ7MaItjqOW/KDIJve\nOS/4cCSF1nBU82TgOO/B7580XKRS4DgFFz3Hd2YGqxT9xPDBGG5rx911n08f1nxnZpn1YBpJu/x0\nYnk+kub505nlJFF8NDU87ju+2in+ybMe+7bhQWp5b9hyedB8fGx51Ie7jqD1w7OCyoQ8HRjSQPPH\nZyXLyufJEL45MUSepnQO50tD1R803WpeSJXPP9jTTwzffVSRBuCHkmf2/YuWrFY8Hlmmw5ZpaviL\nJw3/aunxdGqYDVvWuebRScU0gqtcMQ7BBi2D2PJ0LICMNIA/OLdEPjwei/b72xcNGrnIPjmxpMOa\nYWrAt0yGDe9Opfm9WgZ852nB946gVIYX++DtRu3xrOHBtOG9sSPu1/Qjx/sTy6KWi3DfyOH4i9uA\nJLLss5AnJzXvjoTGd5nDk1lD34f7vc+z44Zl5vPRhRC0hoEANj4aiQRTtjkWY+DBRJq+33/Y8N1j\nywcjyzR1xIFkxpyNxLO334U0jUfQa/jmWcOhhTBpqSqPb562JIOad0aCIa+UeM7yTGR21irSnuH6\nOuXhUU08qnEK/visJfYsf3JeEXgBlwWcdijq1TJhdlzyaChywNsb8Ws9fron7dd898Rx31iyXcT6\nPuajZwcOjbzHJ+c5ZQee+b0nFf/xezVnPcemUXxr0sFeGtkcWCsbjD98UrPDoDzH0aTm4/OGi0nL\nxbRBpZJmlRcehywkigxV6ZEOGjwP/u13a3qe4genDT+Ze3z3SBDU357Ch2ODVor3R46znsJY+PZM\nyLCXe8WjWcMnx45RCB+OHc8G3QBKwfOREBQHAQwioYx+98gxjhwfTx3LyuMbE8vLg+KTGXxjahiH\nkLeKxwOZjr83bPlgcMy+LUgDuWamkRT8pwnUnsGPWybTitGkojdq+d5Fy6qCj6fi6ztNwIWGaQxb\n43g0cIRJixcbHk5aprHjKBbz/i7XTBKH1wVHXaTw26uEjx+VDDuj//cuWqZ9w6RveH9qGYcw6gkJ\nddhJ+o76hlHiOBo3zFLL949Exne/94gjx7OB0Od6geLLnWYaScP7rNsMFNp0cS+GaeIorQSnK0+a\n1kEgcqenA2nmng1gjQycvnfi2BnL8xFkTvIn8Rz9QPN8VLNrPdLEMEnFg3lzECl2GFl833E8ajnq\ncpd+cCaACR1KAfrguGI0aDgeGE6HhklPMgAf9CWPbTapsb6h32/45KJmXSvG05KTccOfPxa5YC+2\n/IP3StatJe23/Ohhw7Ox+EAzZTjtO3qenOVB0nI+btGRoWhl8DgYyrs+iC3vHRlebTwujmpqHKHv\n+IvHhlmseDZrccrhe453hpZWOb7bvRdJ6PigC9FunOLRyGBDw4NpwyAEP2mZDRsap/jug5Y/ODH8\n4j7kYtKKj3ob0ossf/TQEPiOda344zOLr6S4e28E3zlqeH0I+OGp/DyBlu/tW1PLxlhmsWS0PRo6\nJiE8HzkCLSTXQQDfOXK8k1omkeS3ncSKJwPLvHX83qlQiP/zbxUoT/NkIAnbR+OGj6aOp0PDaeI4\nTuBB2mJdwD98UBJqn0kEx4nlokenBIB4UBMmhvG0YjRueNqX+u7Q0WSjwPF0IO9TGsDZqKW08Gws\n30OUNtztfI77jqtc8XRoeZF5rArFWerITNfs+oZHE8MfnFge9GHbOk5nNZ9MBcTyfCyfST+RnNbn\nI6jimvdnBufJs3y392gbj3/8tEEpgSPNYrjKFMeTmsLARxOY9iyzSc2hhfOBJTPwnWOJiACJhoo8\n2SqOQ/Egl87x7ljyKF8vIj6+qJlEjspoPpo0/C9XIdsWIl+yMoPY0PfFM/pwJM3CoVb8J89r7krN\ned/x7VPTZcuKhHad+XxwXmORZ/yobzC+4aOZJYkNpz3Hi7uYoKMT+0EXNN1tE88HlsdDx4dTxyez\nlrMUfv+k5VdbkcMa5XBOsV1HfO9pwWzUMOsb6MK03z9qOepbRgNppO9Wv4OULO56vPM4Iz8EDIY1\nee4zmYnCaDwtQUnO4BefD/n0ewuiwHF12X/LV+gPGz44bjgdWHLnSBLDZCg+r/eOWnatYzpsGYXC\nTDia1vSCbiOdSIZw1mguxi0n44Z+5FgVil7oOBsajvtyj8w3Id84a0gDATLllQwcH08Mi4Pm9x4Y\ner409tNhy7Ojlr21DHqWi6HFxQ3ffdDCQGiRR8cFfuDeWqf6w4bprER74k8r84APnu/QoeFHH2a4\n9E1mXE0QWt5558DFSYkKLUXtoxP40adrDlaGv8/e31EZkUBXjcc//MGSYFRirYYIPv5oS9hvSHqG\nXRvxg+8tWR8C3FCxJ8Z7DBxrSudTzQI++c6CcGAoopDnH2yJRy23mz75eUR75FF4IauTlPIkpJqE\nZL2Y7SzBM5ZsFGE9RRX75H1RknjG/d9KKf/exAgs1iK72FeKq51MJpe5prGiKQ4Cw3BUk+ce8bEl\n8RwrJ534/KAxFnLnKI1jvxfZVtkFAj+cNSwXsqZdFGKeNYHlq01I1SpWjeJRX0K5s33IcFIxmVXE\nWg5NY+Ulmx6VrHPNYq94NJApaNN47DLJ6wAJYQ4CoentKpH7/ZOnM/67L2+FzNjArpWJ/eNpy3wj\n5tOLnqzqrRH/yrJU2FbhtGPdCDI2DC0mMpKFYqSoayqPSht2pSLUjrLxuD5s32ac3N+L/HN6VKC9\n34WM1rUWTbuDrNaAparFnN82AgRASebQ/j6hMhIlYJ0EFh9aKWiOYsNf3QfcZApr4eoArQ24OkBh\nxZOQ5x7WCVns5c6nsJbfrD2GoXy3tRH9/kvnyeQw8CiN0NO+2q9YFD2+f2KEYtXAbaaY9ByfrTQX\nfceKDE5RAAAgAElEQVS28llXULQegYJ56bEsFakP203AohZ6VFn5WKNoPduBT3xQQqaKffmMx5Hj\nix3styHVacuvriK+96iCLn7hLhNjuLFdXpZR7ApNz7NklWYYy+foAseqEkmJ1bCuYFE6Br5iXTkS\npZmX8KAvxcyuEgkiFnaNItKWni+TtbpVFK0E7NYKGg2BcuwrRRI47g+KVS6blqyRLW1eK5SFTSN0\nVclREQPy8qAx1hH74v+02pHtA8q2IAgNh1pRtpKxFmrLshDPSXbwoAva7gc1hyygMLAsNJ5W3B0U\n20agI2XrhOqmYDiusBYGvmKlHff7AM+zbCrFrlRUrUM5RZn71KVHf1gTxYZ8KaGhIM3FqGsoP9v6\ntA7+NG470ptsmqrSpz+o3w64NtuQttFMj3OMkYnrbdaS7USuogsxkIOiabRsJwfiNVzmjkk0xdg1\ny1JRGsd5r6WfKOa1xhgByvgPW3CKcRd4vCoVmi6qoZV30DpRByRpw+JW5Lu92PDl1mNVwvJIsTp4\nXB0MN5km0Y5B4LMohZJaVB6L1nBSKea5bD53tUQtrEqwKJwJWFQW5+C+kGdzVwvxL/XhKtMMI8NP\n7jXXmcI5ze7gcd9ryRuP2kLkOaG64vjMBjR2yab2ucnB14qqhRbYVr/znxV5gNb27c/kjKaoYVk4\nihoiLdEDo0Qm+ANfsTaK+1zxbCg+Y2NFWn2bQ6wVBvkAo0iexcCTzyFrJOdJe5ZIy/kQ+bJN6gcw\nbCULqu9LPqVknCkhP1YevrVsKpFG/nrlo52cOw8Hjp7veLnTtEbulEkIVwdFpMF2krAnfcdnm07+\nVSoa67jKIdKKopGGrufBODI0xiNvoOc7lhX8dBGxrcFDqG89X+4bz3PkmcCbFg3UxuCjufZh1zhi\n7cicIlbd9+zs2xw3ax033Ta16jYfh9wnT1s265DJpCZSil0lYfCvD/JZ70sPm/sMHpS83sm53Fro\nacWLjebBwGJaRaskH6oykB/E5zm9qKitYi3LfupGJOWhB7cdPc9HnpXGOe5yRdkovjmp+F+vQyyS\nNeoc9LR8dr6Tcy8OHZGSs8e0mn1pudM+bYeI3zUQxgLbWJeKxHfgJBpkVUFtNYPA8bNFyFWmGPhC\nvXNWsWugMR43G593+pID5jq6pVaKV3t5vqax4y7Xbz1dvoJ1pQi1xzRybCqJEGhMyrqyrGvNtlbU\n1rEuYZ7Lhqoy0NqETQWXWYBSjspqtHLc5R6rShEqqGqRAu7WkchPG8e2hqzwqENHbqSmMVZxmzsm\noSL2HKtSlCxFpcSb3mj2teIy89kUMlwKtcMPjBT7qxiOM3a1ZlODdvLO7RpIPbjeaywOXzlWtWI4\nsZjWI6tgnSvGY4GDtQ7uco0BDq00s9YoDrXmpGfZlPI8ZJUAcoJZi1aSK7bINYPY0hh5psoWPKfw\ntURdOAdFKz+7sbKtWpbgqZirZci7pxU4Re0UVaWYb0MenpYESBj7PIO7XGiX1gpUo2zAGRnw3GxD\n+qeGykgwuafkbN5WkLVCSA5C8SCKOVQxHDR4HXhu33Rh5cizNC9A4RMFll3h0XY0bufkfBhGUtMd\n9Rxl68iNDI9wsKkVfmDeAtrCyOIpqSlniWO/kztp3DestwLR24fiLddWU7/xjteaqvAII4nHalpN\ndvBEqdXl2G2UYxg5NoWHxnB8VuCUextvsi19onFNlvnM4pq80tQ4mlYTB4bSiJLn1VYThrJx3peS\nDzkYNFS1xnZy3m2lcM4RKsWqBN35/T1Vs3ASZbU8dGdWZdFOUZUe41nDIROLRt1o2lZRFpLde6hE\nAp34UNUSZSTUaFElFfrN4FeUNoudR1NojNNoV2BqTZV5BJFlsffYrwLaQtOUmu3Bo1z7FFWAqRXr\nvQYHba6J84Z2L++sK2VBsV0GVBuf9qDY7X2qlcgyzV5hfEVUGyLk/LJK0Ts0WA1+LZyFsDQ4rfCM\nfRvq/f/nn39zEJOvf/njwaTi9V3MX/+2z/So5MvLHosK7m96BL7FC0RLfrkVKlhVirb2xU3My/sI\n6xsaI9lG+SEgHdQopTgZtlzNhUCVVx6LZYQJW/7ZZwMONeSVx+1es7jrsVqINLGuPMpGs7VCAsr2\nQsJZLWMWL3u83kRcnBfsdiFhaBmnhvkiJu5yKfrDms0mpGk1/9YT+Jt5yf/+VczrVcihhTwLOJ7U\nvLrp0VQe9zufTSVFqO+LHODzr/vsK81k2LCYJ7SNRunfmaqVEngHCm5WAZsG/u5lwk/WDXcHD6cd\nL78Y4QeO47Oc5X2PrTLsDOzWMXnh8fGTgpt1QP22AG46bbdIXZSG7TJieFTitBRcl1cp03FN6jsc\nir+61/zyRcrdNqANDL+6DilbmVplLRRZSBAYKm34+YsebdTIGt83fPaqx7JxrGt4sfKZ54rP7yIu\nN/Lzvyo8fn0X0k/gKLH888uIFzcJ42HDb16kLAvFnz4t+Hrn89O5x7tjx89XHpe5IHn/t1/2sZFA\nZzbLGNN6bNfiyagOPknf0DpFVni8WknO0fVe8+rFAD0qyXOf603A1Trg0MJPXyaCYI7Fz1DXHlUt\nlK2f/WKMS2tevxgQJi27UgYClVG8Wvs4z3G1Ep35b171uFtEfPNCoiQ+f5Vye59QGzHjltaxKTW3\nVym1thyU4aurHvd7n5crn+Nxy5eXKY12vLiNuXzZJxxUVM5xc9Pjbu8L7a3z1kWRSD7WhcfPPxuy\nsYaryz6b3KNSltcvBwwnFYddyCaXC+DLV32m04ovb2N8XyQdu03M8WnBfBkRhpZ3pi1/dRnyaqe4\n2gRkleZqr7kv4eb1gP5Qtp1Kw1cLn2EXXhtEEto+nyc4LVAS3T3LUSwQI4dETIynFU0rmOrId7zc\naq53Hj+ZB/z2OmE+TzrYiMYh08zhtMQPLJsOCuT5jtUy5n4nfhNnFTUe6aRiOU9IekY2f6EAhF5e\npfzh03v+p6uYF/OQubHcH3xe3cfsNhFnFweyXcjnc6FEer6ltYrlzudu67PY++R5ANpijaCzqw59\n/fTxge3B5+Uy4G4bsFeO18uQVeu4v09YVo4XG48Ky7pR/LOfzDg5K6gsvF6LyVv5hpuDZpv75M7y\n089TgrQhrzxi3/H5PGC1C2g7WMlPX0dkzvGvbkNutj7LVjJ1cgefXUfcZJogMnx+HzLsGf7FFz2+\nzJU0KL4MTtaVEiR4rjlsQ4nG2Ies5pJh5Q8rXr5OebEM2FWa23VApR1ox9UiRAWWq3UgRv6DeHNa\nCzdbn/Vagsav5hGNcyxyTVX4ZLWm9Q1VpcG3fP4yxXqWnZX/l+c7VoVm10qW2+1BMd8FbHJNmliW\npeJq49PWHvebkNmo4adfpdwX8GoVsi80KjC8zhQv7mM264heKlKwxSbkkPtsNgKCUIHh1SrACyy/\nvZPv/dDC1y/7NK3iJtNsS03uHDeLiMU2YDRomRfw9dqjcnC3DlivYnqDhqubFJCNS3EIxOwfGl5d\npnw1D1kVMhDJCo+XNwnzrU+lHFddM7jOPW7vJXZlXWiWi4T5TUrlGcLAsV2HrDOfn1/GZLqlsfDL\nq0iGdK1m8X9Q9yY9libZmd5jZt98Z589PCIyhsqszMqqrLnE5tDFJruJpnrXLWghaCFBW/0FAfwb\n2vRSK+1aAgTNrSYakkiRVWSxipUZOUSER/jsd/xmG7Q4Xwa1EEQIIBftQCAzkREefu81s8/OOe/7\nvN7xiy9HLCt5npzfx6zXKesebm4zlruIqjXEiSeKAzcXAtp5tYO3a4HM3N5lpKlnmntebzW3beDn\n5ym324gst1zepaQRtGj+7GXG0czys1cZZae5uslY9XB5mVP1itY4Xp+LL30+tvzVy4Kv1gLfyQuH\nCZqXX03Ixz1v1oZdCFSt4a6XS3WkZZr7p5cxm9Jw1QUs8Nl1wrIynK8i2kHuebnT5Elg3cNXW8X1\nOmJXRZA4XlzHtNpzUSnO14a7UkuIcySf98NR4H+5CPzsbcxdH7gvNQ+ngc/Xis8vMnbacb3TXLVS\nbP3FMqIf4jw2neZff5VQdoplJaTaqopY3uSYKOATS+8VX3054WoX0SGX+p+9zIlSUTUkqeNyZ1ju\nDC+/mpKPRJL71W3CVRf46k3BbN5ztRWkf5p4zl+Pme43lBY+uze8fFNIfIr3vLiLePEm52obYWPL\nZhdx7zyXVzkv3+YoLXltVSsQjatK83plCInjcicF1+XbEfm45+VNwqqD84uCrjPM5i2bKuLlWvOL\nz8dks5abRmKczleG62XCqpOmzfVOc7s1QiHXlp2Hr9aGy1r2cFFYLlYxL99Ilutuk+C1Z9WIhNGY\nwC/uDG0I3JSG12vN+VVOWRtKi1BFdxqtoEOK0cYp3t5JrE6kBXizWokfeTpynIzkLGpaQxJ74iF5\n6hf3ioud4cXSYLQ8p1ZL2Qvea2onE8bSSRNgkgXuaima7xtF1ci+0kYkulEcmBZOvLdOSOSbVUrQ\ngfvbgij2ZJnj5jxnXSU8OKmpWgmpb6qIYmxxOnD+diTwkcZw+WZEMe04v8qpWlFWWa8wKmCdSCG3\ntWF5m3O017HcRXQh8OtP52RjkW3rSNQB5xspNPemlst1xJdfTahrw9F+y6vXI2k6Z463y4j7RnN1\nn1LXEXfbmKaKKcuYzTbm9i7jy7c5hwctb96OWA9ewr4TNsF03tI1Ea++mFFuY+Z7Yg/JcsflTnPx\nSmwUb4aIp+065fYqF+9qFTAucPFFQX+n6YNhs0so30aka4ufal59McJ9rgi3ASq4eluQ/LJjSU7c\neu5fpFQ2ZnTRMr2vSZeW0WVLMIoHn69ZXaaYLyy+Vlzdjxn9rKbYdRyfbylWHQDz25qDtzsOL3bM\n7up38JKstkTWi/yyczJ9+1vqon9nJJSf7n72R50H3xv2B33vaCxG9PUq5fRByWw0wBKaSLDyRzUq\naIrUo2PBRU/G4gmbFp489cwLx4NRYNUqcIbjg5b9ec80hdu1jKtTrdCxYzTtyAuRw1SVYF61FuJf\n6xT7s57p2PLsgy2bbcxsJgHa7581KCUylrOpJ2hPnnlOZ47GKl63Fb+4EyljXvRs1qmYnMeWGFhu\nElxvMJEniWXEnqeeJLdoLUS95Srl5KBlNrbEKE6Pa9IksD+1HBaBrVV8sO/IJ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KbUwUAt8+axlNW95e5ewf7NhuYj486zg6aLjdibdzPu35q7/cw0Uxk1lH8DIRXb9K8Rri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UA6Vp79zEnRpYDXS82Xx5Zzx5Wz1BeHlkfnhu+nhldLxV88afHZocEbOFwaDpeidRllkS9PxLTi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\nE7iSkpKSkpKSkpKSkpIPCf8/Pu2UyzmfPPwAAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f12d0740cd0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"def f(x):\n", | |
" figsize(15,6)\n", | |
" plt.imshow(np.abs(np.flipud(log_S)) ** x,aspect = 15, cmap = 'Spectral')\n", | |
" plotscale(n, 0, 5.01)\n", | |
"interact(f, x = widgets.FloatSlider(min = 0, max = 4, step = 0.05, value = 1))\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 287, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<function __main__.f>" | |
] | |
}, | |
"execution_count": 287, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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x/Vp+VoS4Ey5R1cSMc4QskEJDtzP+vKlv4BRFURRFURRFUY4I1cApiqIoiqIo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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f12adee8090>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"def f(x):\n", | |
" figsize(15,6)\n", | |
" y = np.apply_along_axis(lambda xi: gaussian_filter(xi, 10), 1, C ** 0.0001)\n", | |
" plt.imshow(y,aspect = 150, cmap = 'Spectral', interpolation = 'nearest')\n", | |
" plotscale(C.shape[1], 0, 5.01)\n", | |
"\n", | |
"interact(f, x = widgets.FloatSlider(min = 0, max = 20, step = 1, value = 1))\n", | |
"\n", | |
" " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 28, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x7fc580734410>" | |
] | |
}, | |
"execution_count": 28, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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iZN5SaM89y+5pEbUeTbqwU/Lnb5czj8emzgAAWqoD2Onl3N3Tybl8xVLGcn9Y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\n3LCE/t0o61imlGKy7kQMYSf3s/c9S+NuXsoYDic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+bDnX31Th8BurGRp/PNUFACj2xzWo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\nIiIiIiKywP4HjJ3tErKsqnYAAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7fc580740890>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"figsize(15,6)\n", | |
"plt.imshow(fractions, aspect = 5, cmap = 'Spectral_r', interpolation = 'nearest')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 298, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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aY5SS83Kazeb4+WyPUw7Kvx8XR5EtSoUhJlcp/qIyzHNMR7eXrw+XMj0Ju7MH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