{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Licking Bout Epoc Filtering\n",
"\n",
"This example looks at fiber photometry data in the VTA where subjects are provided sucrose water after a fasting period. \n",
"Lick events are captured as TTL pulses. \n",
"Objective is to combine many consecutive licking events into a single event based on time difference and lick count thresholds. \n",
"New lick bout events can then be used for clear peri-event filtering.\n",
"\n",
"## Housekeeping\n",
"\n",
"Import the tdt package and other python packages we care about."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# Jupyter magic\n",
"%matplotlib inline\n",
"\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt # standard Python plotting library\n",
"\n",
"# import the tdt library\n",
"import tdt"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Importing the Data\n",
"This example uses our [example data sets](https://www.tdt.com/files/examples/TDTExampleData.zip). To import your own data, replace `BLOCK_PATH` with the full path to your own data block.\n",
"\n",
"In Synapse, you can find the block path in the database. Go to Menu --> History. Find your block, then Right-Click --> Copy path to clipboard."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"tags": []
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": "demo data ready\nFound Synapse note file: data/VTA4-190125-100559\\Notes.txt\nread from t=0s to t=785.44s\n"
}
],
"source": [
"tdt.download_demo_data()\n",
"BLOCKPATH = 'data/VTA4-190125-100559'\n",
"data = tdt.read_block(BLOCKPATH)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Basic plotting and artifact removal"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"#Jupyter has a bug that requires import of matplotlib outside of cell with matplotlib inline magic to properly apply rcParams\n",
"\n",
"import matplotlib\n",
"matplotlib.rcParams['font.size'] = 18 # set font size for all figures\n",
"\n",
"# Make some variables up here to so if they change in new recordings you won't have to change everything downstream\n",
"GCAMP = '_480G' # GCaMP channel\n",
"ISOS = '_405G' # Isosbestic channel\n",
"LICK = 'Ler_'"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "",
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\n"
},
"metadata": {
"needs_background": "light"
}
}
],
"source": [
"# Make a time array based on the number of samples and sample freq of \n",
"# the demodulated streams\n",
"time = np.linspace(1,len(data.streams[GCAMP].data), len(data.streams[GCAMP].data))/data.streams[GCAMP].fs\n",
"\n",
"# Plot both unprocessed demodulated stream \n",
"fig1 = plt.figure(figsize=(10,6))\n",
"ax0 = fig1.add_subplot(111)\n",
"\n",
"# Plotting the traces\n",
"p1, = ax0.plot(time, data.streams[GCAMP].data, linewidth=2, color='green', label='GCaMP')\n",
"p2, = ax0.plot(time, data.streams[ISOS].data, linewidth=2, color='blueviolet', label='ISOS')\n",
"\n",
"ax0.set_ylabel('mV')\n",
"ax0.set_xlabel('Seconds')\n",
"ax0.set_title('Raw Demodulated Responsed')\n",
"ax0.legend(handles=[p1,p2], loc='upper right')\n",
"fig1.tight_layout()\n",
"\n",
"# Jupyter for some reason (sometimes) shows the figure without be called, \n",
"# Likely when plt.figure() is called\n",
"# otherwise you would call fig in a line by itself like:\n",
"# fig"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Artifact Removal"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "",
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\n"
},
"metadata": {
"needs_background": "light"
}
}
],
"source": [
"# There is often a large artifact on the onset of LEDs turning on\n",
"# Remove data below a set time t\n",
"t = 8\n",
"inds = np.where(time>t)\n",
"ind = inds[0][0]\n",
"time = time[ind:] # go from ind to final index\n",
"data.streams[GCAMP].data = data.streams[GCAMP].data[ind:]\n",
"data.streams[ISOS].data = data.streams[ISOS].data[ind:]\n",
"\n",
"# Plot again at new time range\n",
"fig2 = plt.figure(figsize=(10, 6))\n",
"ax1 = fig2.add_subplot(111)\n",
"\n",
"# Plotting the traces\n",
"p1, = ax1.plot(time,data.streams[GCAMP].data, linewidth=2, color='green', label='GCaMP')\n",
"p2, = ax1.plot(time,data.streams[ISOS].data, linewidth=2, color='blueviolet', label='ISOS')\n",
"\n",
"ax1.set_ylabel('mV')\n",
"ax1.set_xlabel('Seconds')\n",
"ax1.set_title('Raw Demodulated Responsed with Artifact Removed')\n",
"ax1.legend(handles=[p1,p2],loc='upper right')\n",
"fig2.tight_layout()\n",
"# fig"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Downsample Data Doing Local Averaging"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"# Average around every Nth point and downsample Nx\n",
"N = 10 # Average every 10 samples into 1 value\n",
"F405 = []\n",
"F465 = []\n",
"\n",
"for i in range(0, len(data.streams[GCAMP].data), N):\n",
" F465.append(np.mean(data.streams[GCAMP].data[i:i+N-1])) # This is the moving window mean\n",
"data.streams[GCAMP].data = F465\n",
"\n",
"for i in range(0, len(data.streams[ISOS].data), N):\n",
" F405.append(np.mean(data.streams[ISOS].data[i:i+N-1]))\n",
"data.streams[ISOS].data = F405\n",
"\n",
"#decimate time array to match length of demodulated stream\n",
"time = time[::N] # go from beginning to end of array in steps on N\n",
"time = time[:len(data.streams[GCAMP].data)]\n",
"\n",
"# Detrending and dFF\n",
"# Full trace dFF according to Lerner et al. 2015\n",
"# http://dx.doi.org/10.1016/j.cell.2015.07.014\n",
"# dFF using 405 fit as baseline\n",
"\n",
"x = np.array(data.streams[ISOS].data)\n",
"y = np.array(data.streams[GCAMP].data)\n",
"bls = np.polyfit(x, y, 1)\n",
"Y_fit_all = np.multiply(bls[0], x) + bls[1]\n",
"Y_dF_all = y - Y_fit_all\n",
"\n",
"dFF = np.multiply(100, np.divide(Y_dF_all, Y_fit_all))\n",
"std_dFF = np.std(dFF)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Turn Licking Events into Lick Bouts"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"# First make a continous time series of Licking TTL events (epocs) and plot\n",
"LICK_on = data.epocs[LICK].onset\n",
"LICK_off = data.epocs[LICK].offset\n",
"# Add the first and last time stamps to make tails on the TTL stream\n",
"LICK_x = np.append(np.append(time[0], np.reshape(np.kron([LICK_on, LICK_off],\n",
" np.array([[1], [1]])).T, [1,-1])[0]), time[-1])\n",
"sz = len(LICK_on)\n",
"d = data.epocs[LICK].data\n",
"# Add zeros to beginning and end of 0,1 value array to match len of LICK_x\n",
"LICK_y = np.append(np.append(0,np.reshape(np.vstack([np.zeros(sz),\n",
" d, d, np.zeros(sz)]).T, [1, -1])[0]),0)\n",
"\n",
"y_scale = 10 #adjust according to data needs\n",
"y_shift = -20 #scale and shift are just for asthetics"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "",
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\n"
},
"metadata": {
"needs_background": "light"
}
}
],
"source": [
"# First subplot in a series: dFF with lick epocs\n",
"fig3 = plt.figure(figsize=(20,12))\n",
"ax2 = fig3.add_subplot(311)\n",
"\n",
"p1, = ax2.plot(time, dFF, linewidth=2, color='green', label='GCaMP')\n",
"p2, = ax2.plot(LICK_x, y_scale*LICK_y+y_shift, linewidth=2, color='dodgerblue', label='Lick Event')\n",
"ax2.set_ylabel(r'$\\Delta$F/F')\n",
"ax2.set_xlabel('Seconds')\n",
"ax2.set_title('dFF with Lick Epocs')\n",
"ax2.legend(handles=[p1,p2], loc='upper right')\n",
"fig3.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Lick Bout Logic\n",
"Now combine lick epocs that happen in close succession to make a single on/off event (a lick BOUT). Top view logic: if difference between consecutive lick onsets is below a certain time threshold and there was more than one lick in a row, then consider it as one bout, otherwise it is its own bout. Also, make sure a minimum number of licks was reached to call it a bout."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"LICK_EVENT = 'LICK_EVENT'\n",
"\n",
"LICK_DICT = {\n",
" \"name\":LICK_EVENT,\n",
" \"onset\":[],\n",
" \"offset\":[],\n",
" \"type_str\":data.epocs[LICK].type_str,\n",
" \"data\":[]\n",
" }\n",
"# pass StructType our new dictionary to make keys and values\n",
"data.epocs.LICK_EVENT = tdt.StructType(LICK_DICT)\n",
"\n",
"lick_on_diff = np.diff(data.epocs[LICK].onset)\n",
"BOUT_TIME_THRESHOLD = 10\n",
"lick_diff_ind = np.where(lick_on_diff >= BOUT_TIME_THRESHOLD)[0]\n",
"#for some reason np.where returns a 2D array, hence the [0]\n",
"\n",
"# Make an onset/ offset array based on threshold indicies\n",
"diff_ind = 0\n",
"for ind in lick_diff_ind: \n",
" # BOUT onset is thresholded onset index of lick epoc event\n",
" data.epocs[LICK_EVENT].onset.append(data.epocs[LICK].onset[diff_ind])\n",
" # BOUT offset is thresholded offset of lick event before next onset\n",
" data.epocs[LICK_EVENT].offset.append(data.epocs[LICK].offset[ind])\n",
" # set the values for data, arbitrary 1\n",
" data.epocs[LICK_EVENT].data.append(1)\n",
" diff_ind = ind + 1\n",
"\n",
"# special case for last event to handle lick event offset indexing\n",
"data.epocs[LICK_EVENT].onset.append(data.epocs[LICK].onset[lick_diff_ind[-1]+1])\n",
"data.epocs[LICK_EVENT].offset.append(data.epocs[LICK].offset[-1])\n",
"data.epocs[LICK_EVENT].data.append(1)\n",
"\n",
"# Now determine if it was a 'real' lick bout by thresholding by some\n",
"# user-set number of licks in a row\n",
"MIN_LICK_THRESH = 4 #four licks or more make a bout\n",
"licks_array = []\n",
"\n",
"# Find number of licks in licks_array between onset and offset of \n",
"# our new lick BOUT LICK_EVENT\n",
"for on, off in zip(data.epocs[LICK_EVENT].onset,data.epocs[LICK_EVENT].offset):\n",
" licks_array.append(\n",
" len(np.where((data.epocs[LICK].onset >= on) & (data.epocs[LICK].onset <= off))[0]))\n",
"\n",
"# Remove onsets, offsets, and data of thrown out events\n",
"licks_array = np.array(licks_array)\n",
"inds = np.where(licks_array",
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\n"
},
"metadata": {},
"execution_count": 10
}
],
"source": [
"ax3 = fig3.add_subplot(312)\n",
"p1, = ax3.plot(time, dFF, linewidth=2, color='green', label='GCaMP')\n",
"p2, = ax3.plot(LICK_EVENT_x, y_scale*LICK_EVENT_y+y_shift, linewidth=2, color='dodgerblue', label='Lick Bout')\n",
"ax3.set_ylabel(r'$\\Delta$F/F')\n",
"ax3.set_xlabel('Seconds')\n",
"ax3.set_title('dFF with Lick Bouts')\n",
"ax3.legend(handles=[p1, p2], loc='upper right')\n",
"fig3.tight_layout()\n",
"fig3"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Make nice area fills instead of epocs for asthetics"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": "",
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\n"
},
"metadata": {},
"execution_count": 11
}
],
"source": [
"ax4 = fig3.add_subplot(313)\n",
"p1, = ax4.plot(time, dFF,linewidth=2, color='green', label='GCaMP')\n",
"for on, off in zip(data.epocs[LICK_EVENT].onset, data.epocs[LICK_EVENT].offset):\n",
" ax4.axvspan(on, off, alpha=0.25, color='dodgerblue')\n",
"ax4.set_ylabel(r'$\\Delta$F/F')\n",
"ax4.set_xlabel('Seconds')\n",
"ax4.set_title('dFF with Lick Bouts')\n",
"fig3.tight_layout()\n",
"fig3"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Time Filter Around Lick Bout Epocs\n",
"\n",
"Note that we are using dFF of the full time series, not peri-event dFF where f0 is taken from a pre-event basaeline period."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"PRE_TIME = 5 # five seconds before event onset\n",
"POST_TIME = 10 # ten seconds after\n",
"fs = data.streams[GCAMP].fs/N #recall we downsampled by N = 10 earlier\n",
"\n",
"# time span for peri-event filtering, PRE and POST, in samples\n",
"TRANGE = [-PRE_TIME*np.floor(fs), POST_TIME*np.floor(fs)]\n",
"\n",
"dFF_snips = []\n",
"array_ind = []\n",
"pre_stim = []\n",
"post_stim = []\n",
"\n",
"for on in data.epocs[LICK_EVENT].onset:\n",
" # If the bout cannot include pre-time seconds before event, make zero\n",
" if on < PRE_TIME:\n",
" dFF_snips.append(np.zeros(TRANGE[1]-TRANGE[0]))\n",
" else: \n",
" # find first time index after bout onset\n",
" array_ind.append(np.where(time > on)[0][0])\n",
" # find index corresponding to pre and post stim durations\n",
" pre_stim.append(array_ind[-1] + TRANGE[0])\n",
" post_stim.append(array_ind[-1] + TRANGE[1])\n",
" dFF_snips.append(dFF[int(pre_stim[-1]):int(post_stim[-1])])\n",
" \n",
"# Make all snippets the same size based on min snippet length\n",
"min1 = np.min([np.size(x) for x in dFF_snips])\n",
"dFF_snips = [x[1:min1] for x in dFF_snips]\n",
"\n",
"mean_dFF_snips = np.mean(dFF_snips, axis=0)\n",
"std_dFF_snips = np.std(mean_dFF_snips, axis=0)\n",
"\n",
"peri_time = np.linspace(1, len(mean_dFF_snips), len(mean_dFF_snips))/fs - PRE_TIME"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Make a Peri-Event Stimulus Plot and Heat Map"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "",
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EEKisrFQVFhYG5+bmFhoMhrvsCUV2NzMM0+gQQiQJIYgFIuMKSqVyWmxsbFhsbGyBRqNhgcgwDiAiaDQaQ2xsbEFsbGyYUqm0t3gDi0SGYRimeaBQKIaGhYWV+HoeDNOUCAsLK1EoFEPtbWtRMYlRUVEiKSnJ19NgPMjv2X9WAWkdH+PDmTBM8+XYsWN5Qgh7K+I0KoQQ4Wq12u4a7wzD2EetVhuEEFH2trUokZiUlISjR4/6ehqMB3nkuTerXr/+zGwfzoRhmi9EdMHXc3AWdjEzjGvU9j/D7maGYRiGYRimBiwSGYZhGIZhmBqwSGQYhmEYpopdu3YFE1GvpUuXRtbW5gpz586NJ6Je6enpamf6E1GvUaNGJbkzlqu4Orf6MGrUqCQi6uXu/kuXLo0kol67du0K9uS8HMEikWEYhmGaGLJoW7hwYayv59ISkMWZM4++ffum+Hq+nqJFJa4wDMMwDOM6Q4cOLSkrK/tBrVa7tQLH4sWLsxctWpSj1Wqb5AoegwcPLnn77bczrdteffXVVpmZmVrb9latWhkdHWfDhg0XTCZTk0kEY5HIMAzDMEytKJVKBAQEuC3wVCoVVCpVkxSIANC1a9fKrl27Fli3rV69OjozMxMzZ84scLQfAJjNZpSUlChCQ0PNGo2mSV0DdjczDMMwTDMgPT1dTUS95s6dG//hhx+GXnPNNV00Gk3P6OjoHtOnT080GAw19lm3bl1Yly5dumo0mp5xcXE95syZE28wGGrURLGNSfzhhx+0RNTrgQceSLQ3l2HDhrVTqVQ9s7Oz/QDHcX9Hjx7V3njjjZ38/f3TQkNDrx0+fHi7ixcv1jBg1RYTaS/O76uvvgoYNWpUUlJS0jX+/v5pgYGBaT179uy8Zs2asDouY72wnueLL74Y3aFDh25arbbnc889F+dorj/++KN23LhxbTp27NgtMDAwzd/fP61bt25dlixZYrd2oS06nY7mzp0bL59rcHDwtcnJyV2nT59u971xBbYkMgzDMEwz4vPPPw9dvXp19IQJE66MHz8+b9euXWHvvvtubHh4uPGll166JPdbs2ZN2KRJkzrEx8dXPvLII9l+fn5iw4YNUXv37g2ta4yePXtWXHPNNbrt27dHrlix4g8/vz/lREFBgWLfvn1hAwYMKIqPj3foev3111/VgwYN6lxZWUmTJk263Lp168pPP/00bMiQIZ3qew02b94cfvbsWe2dd95Z0LZt28r8/Hy/jz76KHLixIkddDpd5owZM2q1/tWXd955J7awsNBv3LhxV+Li4gxt2rSpdNT3888/D/7uu++ChwwZUtiuXbvKsrIyxfbt28PnzZvXNi8vz+/FF1+85GhfAJg0aVKbTZs2RY0cOTL/uuuuKzOZTMjIyNAeOnSo3sktLBIZppFSVlaGwMBAX0+DYZgmxtmzZ7XHjx//OSUlpRIAHn300SspKSnd/v3vf8fIItFoNGL+/PmtQ0NDjUeOHPlFjqN75JFH8rp3797VmXHuu+++vCeffLLNli1bQu+9994iuf2DDz6IqKioUEyYMCG/tv0fffTRhOLiYuUnn3xyZtiwYSUA8Pjjj1/529/+1uGXX34JcPf8AeDFF1/MCQkJuWjd9sQTT1zu3r1711deeaWVt0ViTk6O+vTp0z8lJCQ4FMkyM2bMyH/ssceuWLctXLgw9/rrr09ZtmxZ3LPPPptbm5t6z5494QMGDCjaunVrlgemXg0WiQzTCBFC4KuvvsLtt9/OK0gwjIfIzMyM1Ol0Gl/PQyYgIEDfrl27WoWUOwwZMqRQFogAoFAo0K9fv+I1a9bEFBUVKUJDQ80HDx4MuHTpknratGm51okWkZGRpokTJ1556aWXEuoaZ8qUKQXPPPNM67Vr10Zai8QNGzZEhoaGmqzbbDGZTPjyyy/DunXrppMFojzX+fPnX9q3b1+93MIhISFm+XVJSYmirKyMhBDUv3//4g0bNkQXFBQoIiIizLUdoz6MGjUq3xmBaDtXnU5HxcXFCiEE3XLLLUVHjhwJOnHihLZv377ljvYPCgoyZWRk+B85ckTbp0+fCk/MX4ZFIsM0QioqKhAeHo7y8nIEBNTrBzXDMBa8IcgaI+3atdPbtkVGRpoAIDc31y80NLQyIyNDAwCdO3euISq6devmlNCIjY013XTTTUX79u0Ly8/PV0ZGRprS09PVx44dCxo3btyV2jKZL1686KfT6RQdO3asMVZaWlq9hc7Fixf95s2bl7B3796wgoKCGlonPz/fLyIiwqELuL4kJyc7fQ5FRUWKRx99NH7nzp3hly5dqlGrMT8/X1nb/osXL/59xowZ7fr27dstMTFR369fv5Jhw4YVjR07tlCprHXXOuHEFYZphJSVlSEyMhIVFR79UcgwTAugNmEghJCfCQCIqIaQk/s4w4QJE/L1ej198MEH4QCwatWqSCEEJk+enFfbfrWNb4/a+hmNxmruFrPZjEGDBiVv2bIl8u67785/7733zm/evDlj27ZtZ4YNG1Yg9/EmAQEBTg8wcuTI9qtWrYq9+eabi5YvX565adOmjG3btp2ZOnVqLgCYTKZa3Unjxo0rPHfu3Mm33347s3///iWHDh0KGT9+fIe//OUvKRUVFfVyRbElkWEaIRUVFQgODoa9bESGYZj6Ilu6fvnlF3/bbadPn9Y6e5zRo0cXPfzww8YNGzZEzp07N2/Tpk2R7dq1q7j55pt1te2XkJBgCAgIMGdkZNQY/8cff6wxfnR0tAkA7FkFf/vtt2ohBN99951/enq6/5w5c3Jef/31bOttq1atinb23BqCvLw85f79+0NHjBiRv2HDht+st+3duzfE2ePExsaaZs6cWTBz5swCs9mMWbNmJaxYsSJuw4YNYVOmTLnq7vzYksgwjRCDwYCAgABUVnrNG8IwTAvmxhtv1MXGxho2btwYmZOTUyW8CgoKFB988IHTQkqj0Yjhw4cX/PDDD0ErVqyIuHDhgmbMmDF1uvX9/Pxwyy23FP78888BO3furMrCNZvNWLx4cZxt/5SUFL1SqRRfffVVtYzdzz//PPDEiRPVMvz8/PwEUNMieuTIEe3evXu9WgLHVZRKpd25XrhwQfXhhx/WWQLHaDQiLy+vmulYoVAgLS1NB9Ttqq4LtiQyTCPEYDAgMDAQBQVeTcBjGKaF4ufnhxdffPH3qVOntu/Tp0+X8ePHX/Hz8xPr16+PCgsLM+bk5Di9jvHUqVPzV69eHfPoo4+2USgUmDp1qlOxny+99FL2/v37Q++5556OkydPvpyYmFj56aef2o0hDA0NNd999935H3/8cdSwYcPaDRgwoCQjI0O7cePGqOTk5PL09PQqi2RaWlpFx44dK5YvXx6n0+kUKSkpFWfOnNGuX78+ulOnTuWnT59uNIHe4eHh5v79+xfv2LEj8r777hO9e/cuu3Dhgnrt2rXRCQkJlYWFhbXqtMLCQmViYmLqoEGDClNTU3UxMTGGzMxMzZo1a6JDQkJMo0ePdpg85AwsEhmmESKEgEqlgtHoVHIcwzCMy0yePPmqQqE49+KLL8YvWbIkPiIiwnjvvffm3XTTTaV33XWX07UKb7jhBl2nTp3KMzIy/K+//vriDh06OBUn061bN/0XX3yR/sgjjyT+5z//iVGr1WLgwIFFH3/8cWZiYmKqbf+VK1f+DgCfffZZ+L59+8K6du2q27RpU8aKFSuirUWin58f/vvf/2bMnj07cdOmTZEVFRWKjh07VrzzzjuZx48fD2hMIhEANm7cmDlnzpyEffv2hW7ZsiWybdu2FQsWLLioUqnE7Nmzk2rbNygoyDx16tTcAwcOhBw+fDhEp9MpoqOjDYMHDy5auHBhTlJSUr1ilsiVANWmTu/evcXRo0d9PQ3Ggzzy3JtVr19/ZrYPZ+JZ0tPTkZKSUvXMML6EiI4JIXr7eh51ceLEiazU1NRaEyYYhqnJiRMnolJTU5Ns2zkmkWEYhmEYhqkBi0SGcZHi4mJfT4FhGIZhvA6LRIZxgfLychw7doyzjhmGYZhmD4tEhnGB4uJitG/fHnl5HPbEMAzDNG9YJDKMC5SWliI+Ph4lJSV1d2YYhmGYJgyLRIZxAaPRCJVK5etpMAzDMIzXYZHIMI0YInJpHVWGYRiG8RQsEhnGDdRqNfR6vdfH8fPz4/WbGYZhGJ/AIpFh3CA4OLhB4hJ51RWGYRjGV7BIZBg3CAoKQmlpqVeObTabQUQAJEsii0SGYRjGF7BIZBg30Gg0XnM3m81mKJVKAJIlkd3NDMMwjC9gkcgwbiBb+ryByWSCQiH9a7ZUS2J5eTmXGWIYhvExLBIZxkmEEF4VhzLWlsSWmrjyxx9/4LfffvP1NBiGYVo0LBIZxknMZnOVhQ/wXoaztSWxpSaumM1m+Pn5+XoaDNNo2bVrVzAR9SKiXhMmTGhjr8/Fixf9VCpVTyLq1bdv35SGnqO7LF26NFI+NyLqpVAoegUHB1/bs2fPzkuXLo309fxaEnwXZhgnMZlMVRY+4M8MZ41G49Fx2JIoIdeIbAjrLcM0VTQajdixY0dEeXn57/7+/tWKqr777ruRQggolcomWWx10qRJl/v06VNmNpvp999/V61bty569uzZSdnZ2aqXXnrpkq/n1xJgSyLDOIkjkejNcZRKJcxms8fHaApoNBpUVFT4ehoM06gZMmTI1eLiYuX69evDbLdt2LAhauDAgUVqtbpJisQBAwaUzpw5s+DBBx/MX7x48aXDhw//6u/vb3777bfjWqKHxRewSGQYJ7EVid7KcLZ2N7dktFoti0SGqYO0tDRdSkpK+Zo1a6Ks27/66quAs2fPaidNmpTvaN8DBw4EDBkypEN4eHiqWq3umZSUdM38+fPjbL0XX331VcCoUaOSkpKSrvH3908LDAxM69mzZ+c1a9bUEKajRo1KIqJe+fn5yvvvv79NREREqkaj6dmzZ8/OX375ZWB9zjUpKcnQvn37itLSUmV2dnY1T+ipU6c0I0aMaBcdHd1DpVL1TEhI6D59+vTE4uLiajfTs2fPqkaPHp0UHx/fXa1W94yIiEhNS0vr/NZbb1W5sWVX/tKlSyNfeOGFmKSkpGs0Gk3PpKSka1544YUYe3PbvXt3UL9+/ToFBwdfq9Vqe3bt2rXL66+/HmXbr2/fvikJCQnds7KyVMOGDWsXEhJyrb+/f9oNN9zQ6eTJk9XcUjqdjubOnRsvX/fg4OBrk5OTu06fPj3R9rjbt28P7t+/f6fg4OBrNRpNz+Tk5K4vv/xytKvX2BZ2NzOMk9iKRBlPu0TNZnOLXh9avp7+/v4oLS1FeHi4r6fEMI2a+++/P+/ZZ59tfe7cOVWHDh0MAPDee+9FRUREGMeMGVM4ffr0Gvt8/PHHoePHj+/Qpk0b/YwZM3IjIiKM3377bdCrr76acPLkyYDdu3efl/tu3rw5/OzZs9o777yzoG3btpX5+fl+H330UeTEiRM76HS6zBkzZhTYHv+WW27pFBkZaZw3b152fn6+37vvvht71113dcrMzDwZHh7ulntEr9dTTk6OWqFQICoqyiS3Hzx4MOC2225LDg4ONo0fPz4vISGh8sSJEwH/+c9/Yr7//vugb7/9Nl2j0QiDwYAhQ4YkX758WT1hwoTLycnJ+qKiIuWpU6f8Dx06FPTQQw9VE9QrV66MuXLlimrChAlXgoODTZs3b4586qmnWhcUFCiXLFmSI/fbsGFD6IQJEzpGRkYapk+fnhscHGzasmVLxNy5c9ueP39e89Zbb120Pq5Op1MMGDAgJS0trWzBggUXMzMzNe+//37MiBEjOp45c+ZnOR570qRJbTZt2hQ1cuTI/Ouuu67MZDIhIyNDe+jQoWDr47366qtRjz32WNvU1NSyOXPm5AQGBpq/+OKLkPnz57c5d+6cZuXKlX+4c70BFokM4zT2RGJAQAB0Oh0CA+v1A7nGOFqt1mPHa2rI11mj0aCgoMZ3D8O4BT1HvXw9B3uIZ8Sx+h7j73//e/7zzz+f+N5770W+9NJLl0pLS2nnzp0RY8eOzbP3g1On09GsWbOSevToUfbNN9+kW/XJe+6553TPPvts6127dgXfcccdJQDw4osv5oSEhFQTOk888W9J/qwAACAASURBVMTl7t27d33llVda2ROJ3bt3161bt66qREG3bt0qpk6d2n7VqlURjz76aJ4z51VcXKzIycnxM5vNOH/+vPpf//pXXEFBgd/QoUOvBgQEVLnQH3jggaSoqCjDDz/88Iu1AB08eHDxxIkTO6xcuTLi4Ycfzv/hhx/8s7KytAsWLPhj0aJFuXWNn5WVpT158uRPsvCeP3/+lT59+nR+8803W82cOTOvQ4cOBqPRiHnz5rXx9/c3fffdd78kJSVV9e3Xr1/KO++8Ezdt2rS87t27V7mdCgsL/WbNmnXJeg7R0dGGRYsWJe7YsSNk1KhRxQCwZ8+e8AEDBhRt3bo1y9EcL1y4oFqwYEGb22+/vWDnzp2Zcvvjjz9+ZfLkya1XrVoV+/DDD1/p1q2bW24v9mkxjJPYE4kREREeFzK2WdQtDaPRCD8/P6hUKlRWVvp6OgzT6ImLizMNGjSo8KOPPooCgLVr14aXlpYqp0+fbleMbd++PSQ/P99v/PjxeXl5eX45OTlVjxEjRhQBwGeffRYi9w8JCakSXiUlJYpLly4pS0tLFf379y8+f/68tqCgoMYNa/78+dVE2G233VYMABkZGU7/Ap4zZ05SfHx8amJiYuqAAQO67NmzJ3zMmDF5H374YZbc5/vvv/c/c+aM/6hRowoqKioU1ucyePDgUn9/f/Pnn38eAgDh4eEmADhw4EDIxYsX6zSSDR8+PF8WiACg1WrFgw8+mGsymWjz5s1hgGTFzMnJUd977715skCU+z7yyCOXzGYzNm3aVM0tr1Ao8OSTT162bvvrX/9aAgDp6elVLuegoCBTRkaG/5EjRxxes3Xr1oVXVlbSAw88kGd97jk5OX7Dhw8vNJvN2L17d7Cj/euCLYkM4yQmkwlqtbpaW2BgIP74w21LvsNx7Lm1Wwry+SsUCgjRJOPtmUaIJyx2jZlJkybljxkzJnzPnj1Ba9asierevXtZr1697Ab1nj59WgtIImzOnDl2j3f58uUqfXDx4kW/efPmJezduzesoKCghm7Iz8/3i4iIqPaLrkuXLtUsV3FxcSYAsLe/I+bMmZMzcODAkoqKCsV3330XuHz58rjc3FyVRqOpujGcPHlSCwBLliyJX7JkSby94+Tl5akAIDk5ufKhhx7Kefvtt1u1adMmtXPnzrobb7yxZOzYsQUDBw7U2e7XpUuXGtevR48e5QBw/vx5DQCcPXtWA0iWUtu+aWlp1frKREdHG6wtoQAQExNjBKRrKbctXrz49xkzZrTr27dvt8TERH2/fv1Khg0bVjR27NhC+Tvil19+0QLAiBEjku2dOwDk5ua6Hb/EIpFhnMReQok3yrO09MQV2ZLIMIzzjBo1qigmJsbw3HPPtfruu++CFy9efMFRXyEEAcDTTz/9R8+ePWuIIwBo3bq1AZA8G4MGDUo+f/68dvLkyZf79OlTFh4eblIqleL999+P2rlzZ4S9CgyO/odd+eHXo0eP8hEjRpQAwJgxY4q6dOlSPn369PZz586Nf+eddy5aH+/vf/977m233VZk7ziRkZFV8YtLly7NnjFjRt62bdvCDh8+HPThhx9GrVy5MnbGjBmXli9fXs2lbu/+bjt/d37I1laSSH5vAGDcuHGFQ4YMOblly5bQAwcOBB88eDBk48aNUW+88UbpoUOHzmi1WiGPv2zZssyEhAS79dKSk5PdzrDkOzHDOIl1/UJrtFotysvL4e/v79VxWgot3ZLKMO7g5+eH0aNH57/99ttxWq3WPGXKlKuO+iYnJ1cAQGBgoFkWYY747rvv/NPT0/3nzJmT8/rrr2dbb1u1alW9s2ddYdq0aVdXrVpVumrVqtjZs2dfSUlJqZQtlkqlUtR1LjJdu3at7Nq162UAl3U6HQ0cODB5xYoVcU899VRuQkJCVW0d2eJqzalTp/wBoH379noASElJ0QPAzz//XKPviRMntNZ93SE2NtY0c+bMgpkzZxaYzWbMmjUrYcWKFXEbNmwImzJlytVOnTrpASA6Otro7Pm7Qss1VzCMizgSL+Hh4SgsLPToONaWxMrKSq+U2mmssCWRYdxj9uzZVx555JGcV1555Tdr65ktI0eOLI6IiDC++eabcbm5uTVuaqWlpXT16lUFAPj5+QmgpsXsyJEj2r1799YogeNtnn766WyDwUALFy5sBQD9+vXTderUqXzdunXRp0+fVtv2NxgMkM8xPz9fqdfrq5kHAwICRKdOncoBIC8vr9q12LFjR+S5c+eqXLUVFRW0bNmyWKVSiVGjRhUCQP/+/XWtWrWq3LhxY9Rvv/1WdePS6/X02muvxRERRo8e7fIXhNForDEfhUKBtLQ0nXwuADB+/PgCtVotnn/++YTS0tIaps/8/HxleXm52y4vn9+JiSgCwJMARgBIBFAC4CcAC4UQB636pQBYDGAgADWAHwA8I4T4ssEnzTRLhBA4fvw40tLS7G53JBKDgoJw5coVj87DWiQWFBQgJycHSUlJHhujMWM0Glt0djfDuEunTp0qX3vttey6+oWEhJjffffdzPvvv79j586drxkzZkxex44d9YWFhcr09HTtZ599Fr5hw4Zzd9xxR0laWlpFx44dK5YvXx6n0+kUKSkpFWfOnNGuX78+ulOnTuWnT58OaIhzkxk2bFhJz549S7ds2RJ5+vTpnK5du1auXr06c+jQoSm9e/fuds899+R169atXKfTKc6ePav97LPPwp5++umLDz/8cP6nn34aPHv27LZDhw69mpKSUhEUFGQ+duxYwMaNG6N79OhRlpqaWu3XeFJSUsX111/fZeLEiVeCg4NNmzZtivzpp58CZs+endOxY0cDIFlwX3311d8mTJjQsW/fvl3Hjx9/JTg42LR169aIEydOBD744IOXrDObnaWwsFCZmJiYOmjQoMLU1FRdTEyMITMzU7NmzZrokJAQ0+jRo4sAoEOHDoaXX375wty5c5NSUlKuufvuu/Pbtm1beeXKFb+ffvrJf9++fWHHjx//OSUlxa0sQJ+KRCJqC2A/gCAA/wZwBkAogB4AEqz6dQDwNQAjgJcBFAH4O4A9RDRUCLGvYWfONEf0ej0KCgocikFH7UqlEiaTwx/t9cbf3x9lZWVeO35jw2QysSWRYbzMqFGjitu0aXN60aJFrbZs2RJ59epVv5CQEFObNm3006dPz+3Tp48OkETQf//734zZs2cnbtq0KbKiokLRsWPHinfeeSfz+PHjAQ0tEgHgySefzLn77rs7LVy4MH7z5s1Z/fr1Kz9y5MjpZ599Nu7zzz8PW79+fXRgYKA5ISFBf8899+TLmdV9+vTR3XrrrVe/+eab4B07dkSaTCa0atWq8sEHH8x5+umna5TEmT59+uXi4mLle++9F5OTk6Nu1apV5T//+c/fn3766WqZyffdd19RaGho+gsvvNBq+fLlcQaDgdq3b1+xZMmSC3PnznWq3I8tQUFB5qlTp+YeOHAg5PDhwyE6nU4RHR1tGDx4cNHChQtzrDOpZ8+end+lS5eKV155JW7t2rXRJSUlyvDwcGO7du0qHnvssWw5vtQdyJfZg0R0EEASgL5CiJxa+m0EMApALyHEcUtbEICfAVQA6CycOJHevXuLo0ePemLqTCPhkeferHr9+jOz63Wsq1evIjMzE8nJyQgKCqqxPT09HSkpKXb3rW2bq9ge69ixY1CpVOjRo4dHjt/YycrKQqtWraDRaJCRkYH27dtzjKKPIaJjQojevp5HXZw4cSIrNTXVrS9lhpHZtWtX8LBhw5LffPPNrIcfftjhijXNiRMnTkSlpqYm2bb7LCaRiAYAuAHAy0KIHCJSEVGNXyREFAjgTgD7ZYEIAEKIUgCrACQD6NNA02aaAOXl5W7tp9frER4e7vb+3sLPzw+2y2Q1Z6xjElUqFXiNVoZhGN/gy8SV2yzPvxHRTgDlAMqI6AwRjbPq1wOABsA3do7xreWZRSJTxTfffIPS0lKX99Pr9QgNDXVLJHqr8LPJZIJGo2lRItE6caelCWSGYZjGhC9FouxPew9ABICJAKYCqASwlogmW7bLxTEvoiZyW4KdbUwLxGg0IiIiAkVFdstl1UplZSWCgoLcEiX+/v5esUAaDAZotVrYq0PWnJHrk7ElkWEYxnf4MjpcXiamBMDNQohKACCibQDOA/gXEX0AQHZB28sOkiucOwycJaJpAKYBQJs2bTwwbaYxU1paiujoaLcEm9lsdluUyGs4h4aGurxvbRgMBqhUqha78ghbEhmGaWjuuOOOEiGa9wo9zuJLS6L8Lf6hLBABQAhxFcAnAOIgWRvlavAa1ESuk2G3YrzleO8KIXoLIXpHRzdo3U/GB+j1egQGBrqdbezuCiresiQajUaoVCqoVCr8+OOPLSrLGWBLIsMwjC/xpUiUF7y9ZGebnOkcDkCu+WTPpSy32XNFMy2QysrKGusrNwQqlcorFi/ZkhgeHo4OHTrg6lWHiyg0S9iSyDAM4zt8KRK/tzwn2tkmt10GcAqSq/l6O/2uszxzXRsGgO9EojfWcAb+zPT18/ODRqNpcZZEPz8/tiQyDMP4CF+KxO2Q4hHHWWoeAgCIqBWk1VcyhBBnLaVudgK4iYhSrfoFAXgAQAb+FJxMC8doNDarmnpmsxkKhQJKpbLFJa8A7G5mGIbxJT5LXBFCXCWieQBWAviWiN6HtNzePyzPD1p1fwLAIAB7ieh1AMWQVlxJAHC7M4W0mZZDfa163rIKuoO8yktLtagRUYtN2mEYhvE1Pl37SgjxLhHlAXgMwPMAzJDqId4nhDhs1e8sEfUH8BKAx/Hn2s238pJ8jD0UCkWVFa4pI9cMVCqVLVIkMgzDML7D5wukCiG2AtjqRL9fAAz3/oyY5oBc3Fqr1dbd2QYhBIQQLlsUicjjwtRsNldZEuWMbXfmxjAMwzCu0rTNLAzjgPrEstmL/3PG5anRaOq96ortOLaWRI7RYxiGYRoKFolMs6Q+MXxKpbJGnUXZolcbGo0Ger29mu/OY28cIqqyJKrVaq8s/9dYaA4hAgzTmNi1a1cwEfVaunRppKv7Ll26NJKIeu3atSu47t5Mc4TvxkyzxFWRaO3Ctbev9XrCjlCr1fUWiY7GsbYkNue6gXKiDsMwtSOLv4ULF8b6ei6OSE9PVxNRL+uHSqXqGR8f3/3WW29t/+WXXwY21FzWrl0bNnfu3Pi6e9Zk9+7dQUOHDm0fExPTQ6VS9YyIiEgdOHBgx7Vr14Z5ep6e4J///GeMOz8K7OHzmESG8RTWrlqVSuVSTUFrcWIvScQZS6JarYZO53DxH6dwNE5LsSTKdSEZhvEMQ4cOLSkrK/tBrVb7rExAv379iu+///58ANDr9YozZ85o1q9fH/3Xv/417PPPP//15ptvrt+N0wm2b98etnXr1sjXXnstu+7ef/LQQw8lLFu2LC4+Pr5y7Nixee3atdNfunRJtWXLlsgJEyZ02Lp1a/6mTZuyGtN9a+XKlbEJCQmVDz/8cH59j9V4zoph6om1wHLVkmgtTqyTRGScsXCp1ep6W/mcsSQ254LabElkGM+iVCoREBDg0zpSHTp00M+cObPAuu2GG24oHTduXMc1a9ZENoRIdIfXX389atmyZXHXX3998Z49e84FBwdXBas///zzl+69996kbdu2Rc6bN6/yjTfecEl8NhXY3cw0G0wmE0pKSlBRUeGySLQWJ47czXWJF0+4gh1ZEhUKBYQQHhGijRm2JDKMZ3EUk2g2m7FkyZKoHj16dA4ICEgLCAhIS05O7jpnzpw6XbLz58+PI6JeEydObG37g9pZWrdubQAAexbO1157Lapr165dtFptz+Dg4Gv79+/fac+ePUHWfWRXtj0X8ty5c+OJqFd6eroaAPr27ZuydevWSACwdn3X5pKtqKigf/3rX/EBAQHmzZs3Z1oLREC6369bt+5Cq1atKleuXBmbnZ1ddePq27dvSkJCQvesrCzVsGHD2oWEhFzr7++fdsMNN3Q6efKkxvo4Op2O5s6dG5+UlHSNv79/WnBw8LXJycldp0+fXmM1uu3btwf379+/U3Bw8LUajaZncnJy15dffjnaug8R9crOzlYfOXIkyPpc5WvhKnw3ZpoNRqMR5eXlyM7ORlJSUr1Eom1soTMi0ROFn+sap7nHJNpbMae51LxkmMbEyJEj233yyScRPXr0KJs9e3ZOWFiY6ddff9Xu3Lkz3JFVzGQyYeLEiW3Wr18f/cQTT1z817/+dcmZsfR6PeXk5PjJr3/66SftU089laDVas1Tpkyp5hL9xz/+kbBixYq47t27lz3xxBN/lJSUKNeuXRt9++23J69fv/7cvffeW+TquT7xxBM5L7zwQqtjx44Fvf3225ly+0033VTqaJ/PP/88KC8vT3XnnXcWxMfH2/0yCQgIEKNGjSpYtmxZ3JYtW0IfeuihqnPR6XSKAQMGpKSlpZUtWLDgYmZmpub999+PGTFiRMczZ878LP8YnjRpUptNmzZFjRw5Mv+6664rM5lMyMjI0B46dKhastCrr74a9dhjj7VNTU0tmzNnTk5gYKD5iy++CJk/f36bc+fOaVauXPkHALz99tuZCxYsaB0eHm6cN29ejrx/q1at3MrkZJHINBv0ej20Wi0qKyurhIWzWFuw7GU3N5QbtC4x1NxXIDGZTNBoqv3Qrno/WCQy9eGR597s5es5OOL1Z2Yfa8jxVq1aFf7JJ59EDB8+vGDLli2Z1vc2R5bB0tJSGjlyZPv9+/eHvvXWW1kPPvig0/FuGzdujNq4cWOUdVtsbKzhk08+OfOXv/ylXG47ceKEZuXKlXE9e/YsPXz48BmtVisA4MEHH8zr3r17t7lz57YZNWrUKVe9DSNHjixet25dxLFjx4Js3d6OOHnypD8ApKWl1eoK79WrVxkAnDp1yt+6vbCw0G/WrFmXFi1alCu3RUdHGxYtWpS4Y8eOkFGjRhUDwJ49e8IHDBhQtHXr1ixHY1y4cEG1YMGCNrfffnvBzp07q0Tu448/fmXy5MmtV61aFfvwww9f6datm37mzJkFL7zwQkJUVJTR2XOtDb7rMs2G0tJSBAYGulVo2hPuZk/Q0mPy7J1/S12SkGG8xYcffhgBAG+99dbvtv9v9u4/+fn5yoEDByZ//fXXIR999NFZVwQiAAwaNKhw27ZtZ7Zt23bm448/zli0aNHvKpXKfM8993Q8fPhwlbjatGlTmBACc+fOvSQLRABISkoyjB49Oj87O1v99ddfB7h6vu5QXFysAIDQ0NBa/elhYWEmS/9qF06hUODJJ5+8bN3217/+tQQA0tPTq34JBwUFmTIyMvyPHDnicOWHdevWhVdWVtIDDzyQl5OT42f9GD58eKHZbMbu3bu9UqaILYlMs6G8vBz+/v4oLy932dpmNBqrLFi+Fokqlcrr4zRW7MUk2rPsMgzjPllZWdro6GhD69atnfr1NWvWrHY6nU6xe/fu9L/97W8OXbSOiI+PN4wYMaLEqql49OjRhd27d79m5syZbU+cOPErAGRmZmoA4Nprr62wPcY111xTDgBnzpzRDBgwwOuJLiEhIWYAKCoqqvXGL28PCQmpdpOKjo422CYMxcTEGAEgPz+/6ia3ePHi32fMmNGub9++3RITE/X9+vUrGTZsWNHYsWML5e+cX375RQsAI0aMSHY0j9zcXK98cbBIZJoNer0eYWFhMJvNLpeJsRaBCoXCp+7mlmxJtBeTyJZExhM0tEu3MePqj+g77rijYPPmzVH//Oc/W/Xv3/9sUFBQvWNekpOTK9u1a1dx8uTJwOLiYkVISIjZlXnV5jHyxP2iR48e5QDw448/1mq5PHbsWAAAdO/evdy6XalUOjwZIUTV5MeNG1c4ZMiQk1u2bAk9cOBA8MGDB0M2btwY9cYbb5QeOnTojFarFfJ1WbZsWWZCQoLdoPTk5OT6Fel1AItEptmg1+vh7+8Pk8nkclFra3Fi7+bTUIkTLT32zmQy2bUkskhkGM/Rvn37ii+++CLs999/93PGmjhu3LiCW265pXjmzJnthgwZ0mnv3r1nbbN93cFoNBIAFBUVKUJCQswdOnTQA8Dx48e13bp1q3YTP336tBb4UwxFR0cbAaCgoKDGr2rZImmNq2FIgwcPLo2MjDTu27cvLCcnx89e4odOp6MtW7ZEajQacdddd7mcUCMTGxtrmjlzZsHMmTMLzGYzZs2albBixYq4DRs2hE2ZMuVqp06dqs7ZxiLrdVrutxHT7JBdte4UnLYnTmy3O2PhczVhxpaWbkm0J8bt1a1kGMZ97rvvvgIAmD17dqK9JUjtMW3atKvvvfde5tGjR4NuueWWTkVFRfXSD8eOHdNmZWVpYmJiqtzed999dyER4bXXXovT6/VVqu7ChQuqjRs3RsXHx1f269dPBwDh4eHmqKgow+HDh0Os53z69Gn1vn37aqyEEhgYaAKA3Nxcp26w/v7+4vHHH7+o0+kU99xzT7vS0tJqKtNoNGLixIlts7Oz1TNmzLiUkJDg8i9Zo9GIvLy8GrGMcrJMfn6+EgDGjx9foFarxfPPP59gOw+5X3l5eVV7YGCgqbCw0CNfJGxJZJoNQggolUpoNBoUFbn2o64uEeisSFSpVKioqEB+fj5at27t0hxcGaclwTGJDOOY/fv3hzz22GM1BFtUVJTxscceu2JvnylTplzdunXr1W3btkX27t1bO3To0MLw8HDjmTNntPv37w/NyMj42d5+kydPvqpSqcSUKVPa33zzzcn79u07ExERUeev4nPnzmneeeedCAAwGAx07tw5zdq1a6NNJhM9++yzf8j9UlNT9dOnT7+0YsWKuL/85S8pd911V4FcAken0ynee++9TOsf81OmTLn88ssvJwwcOLDTsGHDCrOzs1Vr1qyJ7tixY8VPP/1UzU183XXXla1ZswZTp05tO3To0EKVSiUGDBhQ1rlzZ4cWhXnz5uWdO3dOs2LFiriUlJRr7rnnnvykpCR5xZWIjIwM/+HDhxe8+uqrbhXSLiwsVCYmJqYOGjSoMDU1VRcTE2PIzMzUrFmzJjokJMQ0evToIgDo0KGD4eWXX74wd+7cpJSUlGvuvvvu/LZt21ZeuXLF76effvLft29f2PHjx39OSUmpBICePXuWbdy4MWr27NnxXbp0qVAoFGLMmDFFcpylK7BIZJoNQggoFAq3LInWazfXduy6UKvVKCgoQGZmJhITE112cTjj1pbL4LiTxd0U4ZhEhnHMwYMHQw4ePBhi256UlFThSCQCwI4dO86//PLL0WvXro16/fXXWykUCiQkJOjvvPPOWsumjBs3rtDPz+/cxIkTO9x8883JX3zxRUZUVFStv+K+/vrrkK+//joEkO5fwcHBpu7du5f93//9X+7IkSOLrfsuX778YseOHfWrVq2KeeGFFxJVKpXo0aNH6erVq3NuvfXWakkzixYtulRUVOS3ZcuWiO+//z64Q4cO5cuWLcs6evRooK1InDZtWsGPP/4YsGPHjojdu3eHm81mvPnmm1mdO3euNVN7+fLlF2+//fbit956K2bdunVRhYWFfkFBQabu3bvrnnrqqewJEyYU1rZ/bQQFBZmnTp2ae+DAgZDDhw+H6HQ6RXR0tGHw4MFFCxcuzElKSqqKP5w9e3Z+ly5dKl555ZW4tWvXRpeUlCjDw8ON7dq1q3jsscey5eLkALBkyZKLV69e9Vu9enVMSUmJUgiBgQMHngoJCXF5TVdqzjXXbOndu7c4evSor6fBeJBHnnuz6vXoIX1w/fXXAwDOnDkDAEhJSXHqOOnp6dX62v595swZJCc7TCyrIi8vD3l5eTAajejUqVONmn/OzCM5OblKCGZkZFSNK287f/482rRp0yyzoG2vOwBUVlbijz/+QPv27X00K4aIjgkhevt6HnVx4sSJrNTU1Dxfz4NhmhonTpyISk1NTbJt55hEpllBRNUsbJ76EeTscVQqFXQ6HaKjo91eY1mev63rWalUwmw2Q6VSedWyVlBQgOzsxrMMKcckMgzD+AYWiUyzxRfiQq1Ww2g0IiAgABUVNUp9uYSt61nO8vXz8/Pq0nyXL19GcXFx3R0biPomAzEMwzDuwSKRabZ4snSKs/F/KpUKZrMZarXa5TI8tthaEmXR601Lohzr2FLiHRmGYRjHsEhkmg22wsYXlkTZJaxWq+tt7bOtmShn+XrTklhRUQGtVguVSuVy8g/DMAzTvGCR6APMZjPKy8vr7si4hL36evWxuFnHITobkygLVTnxpD7Y1kyULaPetCQWFRUhNDQUAQEB0Om8vvIVwzAM04hhkegDLl++jFOnTvl6Gs0OTy7nJlsEfYmtJVG2jHrTklhSUoLg4GBoNBq2JDIMw7RwWCT6gNLSUgQHB/tchDQ3bC2JCoWiXiLR2lXtbIyeJ0tK+cKSKI/piZhKV2npSxIynqEllXVjGE9Q2/8M35F9gMlkQkhIiNslUhj72FrdiMitmERZgLkjxEwmUzWXc31wlLiiUCi8Hmup0Wh8IhJrWxqRYeqCiK5WVlY2vwKiDONFKisrVUR01d42Fok+IjAwkEWih7EWZXKhaWeEnu3qJRcuXMCVK1eq7eusdcLaGlZfi4ajxBVvZR4bDIYqUeqLpB+DwcAikakXZrN5d2FhYbCv58EwTYnCwsJgs9m82942Fok+IjAwkBMDPIytJdFsNjslEm0tdnItQndEkidFnCN3s7coKSlBSEiN1b0aDLYkMvXFZDK9m5ubW5ibmxuh1+tV7HpmGPsIIaDX61W5ubkRubm5hSaT6V17/fiO7CNUKpVXCyK3RGwtiUIIp4SeLAqtsY1ndFb4yYLTE/GmjhJXvEVxcTHi4uK8dvy6MBgMzXKpQabh6NWrV9axY8fuysnJmZabmztUCBHl6zkxTGOFiK6azeaPTCbTu7169cqy14dF1NgsPgAAIABJREFUItNskIWcLDb0er1TYs3WkghIVjtZxJvNZpdEolxjUF4pxN1kDFtLordXHtHr9dXWmm7ogtpGoxFqtdrhdtuwAIaxh+XL7knLg2GYesDu5gaGMzi9h3xdDx48CIPB4LSl1tqSKLuntFpt1bJ69kSkI0wmEzQaTVV8nSvuYVsx6sq4nsIb6147i5y5bY/GUJKIYRimpcFqpYGxdql5ouAy8ydEhPLycsTExKCsrMxpgWYtxuS4OOs6ga6KRDmUwNV6hraWw/pYIZsitbmb61sYnWEYhnGdlvMN1EgwGAxVLjWtVssrr3gQIkJpaSlatWqFiooKtyyJlZWVUKvV8Pf3ryoB46pI1Gq1qKysdLmeoe04DSkSjUZjjXNs6B8x8rW3h7eTdhiGYZiasEhsYKytJZzh7Hn0ej20Wi2IyGn3pLVAkt8ff3//KpHpqkiU12121frlyjieFnA6nQ4BAQHV2hraeldbzKEvSvIwDMO0dFgkNjC2IpFrJXqWiooKaLVal/axLr0ivz9qtbpaUW1nS7PIlkR3RKIr43h6aT6dTofAwMAaYzQW653tCjgMwzCM92GR2MBYCwGNRlOVHMF4BneSPaz3kd3EKpWqyhLpriXR1TJHrhST9vTSfBUVFdUym+UxGkuZpsYkWBmGYVoKLBIbGOvsZk5c8Sy2rkpnr621cJdjRq2P5aolUe7rjiXR2TqBnhZw9pJGGlIk1lVmiEUiwzBMw8MisYGxtUoFBwcjOzvbhzNqPlgneVhbAuvCWrjbE0uuWBKtk01cFTauWhI9KeBsM6u9MUZtFBUV1braC7ubGYZhGh4WiQ2M7ZdxQkIClEolsrKyfDepZoK1SFSr1S6JCtmKZU8QumJJtMZVYeNLS6KvxpC5evUqwsPDHW7n7GaGYZiGh0ViA2OvmHZsbGxVuRXGfeyJRE+sUtJQRa19mbjiqzFkKisra8RE2s6lMVoS//jjDxQVFfl6GgzDMF6BRWIDI4RoUQWSGxLr66rRaKrEXX0tUA0lEp0ZRy7t4+nEFXs0xBgydS2311jdzSUlJbh06ZKvp8EwDOMVGpVaIaIAIsokIkFEy+xsTyGi7UR0lYjKiOggEd3ii7l6Gnan1R8iqhIbsiXRE9e1Ma0ZLFvUGsLK11CJVXJGeWOYiyu4Eh7AMAzTFGlUIhHAPwFE2dtARB0AfA3gegAvA3gUQBCAPUQ0uMFm6CW0Wi27nD2A7K5Vq9VVVltfWKBki5+nxaUsehuLaPUEZWVlNWo0NgXkebtSuJ1hGKYp0WhEIhH1BDAHwDMOurwIIAzA34QQLwoh3gFwI4BsAG9TE//W5JqJ9Ud2wwKSmJIti/WxJLprvZJrJXqaxup2rQ9NXSQGBQVxUXyGYZoljUIkEpESwHsAPgOw1c72QAB3AtgvhDgutwshSgGsApAMoE/DzNY7aDQatiTWE2uRCEgxikKIWkVibSJQqVSisrLSrbl4KzPYGwkc3rB4uoK9JQGbAvLqPv7+/ry8JsMwzZJGIRIBPAKgM4AHHWzvAUAD4Bs72761PDdpkajVatmSWE/MZnO17GA5kaU2kWidLGKbOKJWq922EKlUKlRWVjpliSwpKUF6ejrUanWdfb0Ru2qvNmRD0lSTuazX+eb/XYZhmiOuF3/zMETUDsBzAP4phMgioiQ73eItzxftbJPbEhwcfxqAaQDQpk2bes3VmzSmJdCaKkKIaiJRqVRCCFGr5c1aINmKJa1Wi/LycrfmolarnbYMX7x4EW3btq02tiNx6Y2EFV+LxKYMEbEXgGGYZktj+Pm+HEAmgNdq6SP7ouzdiSts+lRDCPGuEKK3EKJ3dHS0+7P0Mk08pLJRIISoZgl0xt1cm0isT5yoLPqdqdNIRPD3968mcO2tgAI0P0tiY8tYdofGmHnNMAzjCXwqEoloHIC/ApghhKjNPCIH/Nirtqu16cO0UOy5m00mU50iUXbz2pZikUMA3BHwsru5rqX5HIkLe0XXAe8krlhfA1u8lbkrn7der4dWq62jN8MwDOMLfCYSiUgDyXr4KYBLRNSRiDoCaGvpEmppC4OUwQzYdynLbfZc0UwLwtaSqFarYTQaXXI3W4uloKAglJSUOBUrKI8vC0rZkliXSCwvL4e/v3+NdkeWROvjeWI1GaB2S6I3wiDy8vLw448/AgBKS0ubZGazOxiNxqrzZhiGaQr40pLoDyAawO0AMqwe+y3bx1n+fgDAKUiu5uvtHOc6y/NRL86VaQLYWhI1Gk2d2cnW1kNbsaRWq1FeXu505q114ossFusSiY6Wo3O0+oq1aFOr1W5nX1vT0CKxoKAAwcHBqKysRGlpKYKDgz16/MbK1atXUVFRwTUVGYZpMtSZuEJEfQGcFUIUeHjsMgCj7bRHA3gHUjmcfwM4KYQoJaKdAO4iolQhxAnL3IIgicgMAN97eH5ME8M2S1Zemq+2eDtrgWTrbpYzVyMiIpwa356wq0skOhJojtzNcpwl8GdyTH3dtQ0tEoUQiI6OxtWrV6HX65221Mqu78aYCS2HNtS2rGJRURESEhJQWlqKkJCQBpwdwzCMeziT3fwNgPEANgBVwuxdAIuEEKfdHdgSg7jZtt0qu/mcEMJ6+xMABgHYS0SvAygG8HdI7ubbRTOIHJeTEqytYYzz2MYOykvz1Yb19ba99gqFAuHh4U6/H45EYm0iy2Aw2BV5zqzj7Kms2tqEl7ey7kNCQnDu3DkAzidtyTUiG4NItL3dyFZre6EDMiaTCaGhodDpdCwSGYZpEjhzt7W9g2sAjAEQ5/npOEYIcRZAf0h1ER8H8Coka+StQog9DTkXb+Ep92FLxR2RaLufo9fO4ElLoqOYRGsaovSKSqXyypricgKOK9e4Ma1vLq+fLeNsySNeWYlhmKZEozNZCSGyUFOYytt+ATC8QSfkQepylcnWiKa4+kRjwF2R6CmMRmM1YUdEUCqVdVoSHbmb6ypL01Ai0ZOWROvkHq1Wi/DwcKf39cZqM+5ia3V2Jv7VlX4MwzCNgUYnEpszdbnKXCnAzNTEViT6+fk1aJKArSVRo9HAbDbXueKLvc+EyWSym9BiTUOIJk+LRDnjGwDatWvn0r6NyZJoTySWlpbWuR/XVGQYpinh++CeFkRdLkR2N3uWhi5Qbk8k1lWCB7A/T2fczQ2Bp+syGo1Gtwt3NyZLorXYBfgHHsMwzRNnLYm3EZEcgxgAQAAYTUTX2ukrhBCve2R2zYy6khHYFdW0sScS9Xq9W5YjZxJXmiL1ScxSKpWN5v/DNiaxMQlYhmEYT+Hs3fo+y8Oa6Q76CgAsEu1Ql7u5MbnTmhMmkwkZGRno1KmT18exFnZarRYlJSVuH8vRZ8WZciuNlfqIRD8/P7fX0vY0BoPBpSLgTfX9YhimZePM3fpmr8+ihVCXC5HXb/Y8RISysjK71jzrNuuECnextS7VJ7Gkts+KHCfoCdHR0HUHa1sCsC7qyhRvSFwVu7Y1OD3xeWMYhvE2dd7lhBD/a4iJtATYmtDwyFa3oKCgGl/M1vFxtRWUdvYL3fb9NZlMKC8vrzMBxZljWSOLRK1WW1WH0d04v/rs6w5Go9HtZfi8sW61u7gjEuXPgSx2G/K6MwzDuEOdJgQi+p2I3iKiQUTECqceNJZCwC0JWVjI9ekuX76MP/74A0Dtq63IuGK9shV22dnZKChwb6Gi2oSpdYKTv79/vVywvhCJ9YlJbEhL4qlTpxy+f+6IRNmCqlarvVKgnGEYxtM4o1g+ATACwOcArhDRWiIaSURczM9F2JLoXexdW7VaDSEEVCpV1QofCoUCeXl51YShozWUXSkmbSvsKioqqsb3JNZu7JYkEhUKRYOWNFIqlcjPz7e7zVU3va1IbCwJOAzDMLVR511OCDFLCNEawHUAVgLoDWALgDwi2kFEk4go0svzbBY0lrImzRV711ar1VYJC4PBgJiYGLRq1QpXrlypJpAcrSFc17J6dVFbnUF3fzRYi8SAgIB6iURHFlRr5DWTPUF9fih5K4bPbDbj+PHj1eJHDQZDVZ1LZ6nNHc4ikWGYpojTP4WFEN8LIZ4QQnQB0BXA85CW5vs3gEtE9BURPUxEbb001yaPM1+QjSnuqqlhz0IVGBgIs9mM0tLSqpVsiAgKhaLaF7f1a2vquyydVqt1KAjcteJZi4z61udzZg5ardZjNQAbY8JGXl4eYv6fvTcPkiS967u/T2bWmXV2VZ/Tc8/O7KXdnbW0ssQKIXFYEq+l13rjfY0Rxq8FCBxgwsYGQ4iQMCArAuww+BUCK1DAK2G9iEBYDvwC5hXoXuFdsasd7czszPTM9Fnd1V13VWZl5fW8f2Q/T2dmZV19zWiUn4iN2a7KysrKzKr85u/4/mZmeBkCAHQ6HaRSqYnWE4lExjrWw5YLCQkJuZ/YV4EcpfRVSumHKaWvB3AKwL8EYMGZp3yHEPIiIeRth7idDwTj1CSGUYb9EyTAmUjUNM3zfCKRgKqqI9PN+40kshRzKpUa6JW4X5F4kPnSQdswqts4Ho/fN9YzR0Gz2cTc3JznOHc6HaTT6YnWM6zW0C2Ow+94SEjItwoH7qKglG5QSj9CKf0eADMA/imAZQCPH3TdDxrjpJvDyQ37JyiSmEwmYds2KKWeCK0syx6ROKjGbL+RRFZ7l81mB05dOUh93mHhnxwSRDweh6Zpx7RFxw879u4bAlVVkUgkeHf8OIz73T3sUYchISEhR8U43c3PEEKmxlkZpbRBKf0EpfTdlNJ/f/DNe7AYJ90cTl3ZP0H7lkVv/JE8WZY90cVut4vl5eW+1+83Ndjr9RCLxZBMJkEpDRSa49QDHjWU0pHR7UQicWgi8X5LNbspFAqebmZCyESp9nG/u/fzPggJCQlxM04k8WsAeOqYEJIihHyKEPLo0W3Wg4lt2yMvEGEqav8ERcSYOPMLoVgs5okQqaoamFLd7/FgIpE1PwSJxMPyyjvqOtaDNu+4OexO78Mkm82i0Wh4Hpvk+N/P391yuXysneEhISEPBuOIRL+qiQH4AThNKyETMo5IDNPN+yMokqjrOgRB6Nvv/r8ppahWq30X+f1GfZhIJISAEBIosg5qP8MEVzKZhKqq+17PKB7kyJe7VlAQBF6WwG4qBqWGg/bJ/ZxGbjQaoUdrSEjIxIS/GvcZ99PosW81giKJTCSOimDZto1IJIKNjY1D2RZ3I8xRiER3GvSoReJhcr8JTn9NZiQSQa1W400rk0QHCSEDxz/eb587JCQkZBxCkXifEV5M9s+gSOIonz/LsmBZFhYXF/c9IcWPW3xIkhQYHT7I3GS3MDwOkXhY004Omm4+bENtf1f71NQUbt26hakppww7KDo4TtmIm+M2LA8JCQk5LEKRGPLAEBRJ7PV6EARhaBqw3W6DEIJisTjUwmQS3J3skiRNZCEzznu5heFBfPfGFTvpdBrtdntf78E4iChmHGZ9JNBvop7NZlEsFvljQSJx0q50TdMC7ZX2I5i73e7EIvl+rgMNCQm5vxn3l+4dhBBWg5gEQAH874SQpwKWpZTS/3goWxcSMgFBgsc0TS7WWESRCRVCCCzLQrvdRiQSGThhg6Ucgy7045BMJtHpdMZefhyrpEQigVKpBOBg0edxBUQ2m8XW1hby+Txu376NXC6HQmGyQUuHYfnDvAj3eyz86LoOWZb534Ig4OLFi56//efEfuY2+7eXNRtNuj9eeeUVLC4uYn5+fuzX9Ho9xOPxid4nJCQkBBhfJP7g7n9ufnzAshRAKBJD7gvcIkgQBHzpS1/CM888g3g8ztPA7XabR478QhLYi6INEybDUpCZTGaiWsdxrJIOI+06yYg8dw2kYRjY2dnxiMRx6u4OQyQednOIruvI5/MTvWY/kcRcLud5jN14TLo/UqnURDccADzThkJCQkImYZxfqLcc+VaEhBwhoiiCEIJut4vp6Wns7Oxgbm6O+9ppmsZrxkRRRK/XQyKR4K9Pp9MolUooFosD32NYVCiXy+Hu3btjb687+jmMRqOBzc1NHlWatEFiP7VybHyhW6hRSvHiiy9iZmYGJ0+eHPjawxKJh2kzM2hm9zBGWRf5j0NQJJGJRL94u3btGmZnZwOjtJZlIRKJTGx31Gg0cPp0OC01JCRkckb+YlNKvzjJCgkhh5MH+jaGTXkYN8oTssf6+jpSqZQnciOKIiKRCNrtNs6cOYN2u81TloZhQNd1ZDIZAHv1g26ROI5J8rDjlUwmJ7qwj5OGZFNc6vU65ufnEYvFJk4rTioSCSHodDqQZRntdpuLvmaziYWFBTQajaFC9TAaOCKRCBRFOdA63IxjJu5n2ChDNqHH/TmDptoM6pomhKBarQaKRCbQJx2ReFh+nCEhId9+HFrjCiHk7xBCPgqgdFjr/Hblfjblvd9pt9sol8uexyRJ4hEoJggMw0A8Hoeu6570ciQS2decYrdIXF9fR7PZ9Lz/JM0D40QS6/U6crkcF7X76XCeVLSl02nUajUkk0lP2rPdbiOTyUCW5aH77rBE4r32IhwmuoaJv1HLsUjhoHOFeW9Owjjz4kNCQkIGcaBfD0LIFCHkpwkhLwN4HsBPAMiNeFnICMLRfPuDXbwty+Ij9mzbRjQa5fObmY2LruuIx+MwDMMTTUomk4GRqlEzfNnFuNVq8eVarRaA4MaSYRG3cSKJjUYDMzMzPJJ3HCKRTSRJJpOebmdN05BIJJDL5fomlrg57ppE27aHbs9+GfY52M1IvV7H0tLSwHUEiUQWKRyEOzU+7k1HvV7ndj4hISEhk7IvkUgI+XuEkE8D2ADwGwDOAPh9AJ86tC37NuZbyRz5fqLdbiOdTkNVVWxvb3MxwdK9kUgEzWYTkiRxYcNEIrvoD5pTnM1mPdFBP0zYbW5u4uTJk0in09jc3By4vFug+f0HxxFTtm0jl8vBNE3emDBpBHRSkZhIJKDrOkRRRCKR4O/HIrGpVGqoTc5hRBLHMUZnrK6uYnV1dV+RYTd+k+xhx4eJv+3tbUiS1Ndk0mw20Wq1AsUum+U9aMwiiySylPY41Gq1iRtzQkJCQhhji0RCyFlCyC8TQlYA/BmAdwP4AoD3AJillP4IgG8eyVZ+myHL8sQdjCF7ItG2bczOzqJUKiEajSIWi0GSJEiShFarBVmWoSgKYrEYv9iyCI1/pjNjVJSMpZtZhJCJGSYu/FNX3ILp+eefR71e58+NG3GTJAm2bfMo5qTdzkyUjIs78hkk1kYJuKDavKNE0zQ89NBDfeUHk+KfgjSs/tSdBVhcXMTy8jK/KXn11VfRaDSwtrYWeKxYJDGRSATeJDKROMnoznHslEJCQkIGMVIkEkJ+kBDyVwBuAfhFAA0APwfgJKX07ZTS/4dS2h96Cdk3oige6lSJbxdYdFCSJCQSCaytrUGSJESjUb5PbdvmUTcWzRFFkdd6DRKJo+pELcsCIcTjf+cWlpFIxCMEmUCjlCKXy6FarfLnRkXc3HVmg0bBjcN+GxqGvd+w7dlPk8h+YftoUGSYbc843eD+qN+w17nPE0mSIAgCZmZmcPv2bZw/fx6nT5/G4uJioHBlIlGW5UCRyAQfa1IaRdj8FhISclDG+cX+AwBvAPCbAJ6mlD5JKf0PlNKto920B4twfuvRw/YxqwuTZdkjEimlXCCyJhY2ts8dSRyUyht2/CzLQq/XQyqV4hEzZrcDOD6DbpHIhGC320UqlfII01EisdPpIJVKAXA8GHu93r6E4qTnJJtv7U7f+v0hD2Myy2HAmnkYQftn3EjqJHWQoih6ln300UcRi8UQj8f5e2UyGV6v6t8eFkkcliIfVyS2Wi3etR8SEhKyH8YRiTqAOIB3Avj7hJDQcGsfTNpleNgzar+dYB2/ly9f5nYl2WwWpmkikUigXq9z0WAYBgRB4CKRpXCDGObRZ1kWut0u0uk0j9C5I8KZTMZT08iEoFvwMUaJN5ZWB4CZmRl0u13+OSb10JsE9vncUS5N0zy2O/l8/tDmXx8EFlUGvEbgbsadojOJ2wAzY3eLz0aj4akLZMfWL1zZOeFPJ3e7XY9o9PtUDqLRaPSZeIeEhIRMwjiqZQ7ATwNoA/i3AO4QQr5ACHkvISR9pFv3ADFp6iesS9w/boHNLryZTIanhIG9CzSlFJZleSauuJ93w7p7g7AsC5qmQZZlT00ha0JKp9OetCerL2MicVCzQhCKovBRcswDcr/NK5Ogqiqy2Szv/o7FYmg2mx5PSVZPd5TzgpkQG0a32+XiNZvNBkbuxjHSZk1Nk9juuM8nwDle/hsBFnH2v5cgCH03CCsrK7xbHxg/snmQUZIhISEhwBgikVLaoJR+hFL6NIDXAvgdAK8B8LsAtgghnyKEvI0QEppxDWHSAvL9jN8K6Rd3rPPWXStXKBQ8KWVKqefYCIIQeBHOZDIDU6lMgLIGFSYSi8UidnZ2EI/HPcKGiVcW6XTfFIyTAnYvs7CwgPX19YH2PYeFqqrI5XJc7CYSCbRarb6pITMzM0M7uw/KOBZR7ghnOp0emN4dJaLu3LmD9fX1A4nEoLR2sVgcW0yz84oxyQ1FSEhIyEGYSNhRSl+klP4kgAUAPwTgbwD8QwD/L4B1AP/HoW/hA8Kk6eZQJE4O80gM6qBlF2pd17lINE0z8CItSVKgCBlmPeKOUrobQlh0LxaLQRAEj4gbVMs3aRSuUChAURTE4/EjtU7yp5bj8Th/XzfFYhHtdhuVSuVItmOcmjz3TZkkSUMtZYZhmmZfZ/oomDenG7/wj8fjoJSOvd5JrH9CQkJCDot9Rf8opT1K6acopd8N4DyADwEwAFw+zI17kBjHINlNeFGYnHg8PjCtr+s68vk82u02BEGAIAjY2tpCIpHou4Cz+c2T4BaGfgsb1kyTSqU8aUM343pjBtnIsHWXy+UjN2F37ys21jBof1+8eBGqqvIu3sM8l8dt3BjFuL6Nk9Z6+iOJgxh2nrGUOpu+E41Gw8a3kJCQY+fAKWJK6TKl9ANwDLXfAeAzB13ng0g4HuvoYZ3JTES5hUmv10Mmk4FhGLBtG7IsY2lpqa9WDNifSNR1nTeT+IVcNpuFqqqQZRm1Wo1vlzsN6fZVHCYGghpdWHd2t9sdu9npoKKNUjrQLoht06lTp3gTy7B5x5OyH5EoimJfFHjUvmb7aNIbNveNSq/XG2jBk06nB9a4smYbVn86rKEqCH/XeUhISMh+ODTVQh3+glIappwD2I9n2VF3qz5oMNHCmjncosAwDMiyDFEUUalUUCwWkUqlAoVLPB4f2gAyyE6FiUR/1LhQKPDUaz6fx5UrV2DbNprNZp9FiaZpQ1Og7qYVP6dOnQqsvQtivx6JwJ6AGUeEsDrJ/cwdHvb+kzboDLKdGQbbR/F4nJ9L49YQsuXW1tbQbDYDBV6hUOAi2r9eZoPDml4EQRh7ygqwvznPISEhIX7C0NYxsZ/JB6lU6kgbER40otEoT8/5o01MxEWjUWxsbCCRSCCVSgUKnWE+dYM6S03T5LV5/ghVJBLhRt7nzp2DpmnodDrY2trqs0ZptVqB0U2G29rFD+usHodJR+S5o55sYs04ka2FhQWUSiWoqjpwuydlVGQvaGLNqLGKQbDuZza+ERivbIR5JbKaw3Q6HWgLJMsyP0f963WLxGQyyWsjx8VfPxoSEhKyH0KReEzsJ5I4qCszJBjWuGLChBgRoSgK3+esmUAURaiqimQyOTBS644c+RlmMzPsIn7q1Ck0Gg0kk0lcvHgRly9fRjab9ZwT6XQaGxsbQw2QB51HbHRcLBYb65yZVCSydDmwFx1UVXXkOlhEt91uDxW/h4nb/oaxnxS129yanQ/jjExkPp0sUsy8Of1Eo1FYlgXbtvl7MZhIZDeXvV5voprmYTcTISEhIeMSisRjYj8icdxmhhAHQghM08ROdwdtq41Op+MRC6x2T9M0GIbBPf/8x4WlrYMiZYPm6o4ikUhAEAQ0m03k83lIkoRTp055lpmenoYsy/tKAzNRMTU1hVKpNHJ5vygZBRPW7L00TYOiKGOtg1ni7De9PSndbjdQIImiiGaziWazic3NzZGlHGwfuW8axpk/HY1G0el0sL29jampKUSj0cBzSZIkyLKMlZWVvuPht7nx1xiOGscYRhJDQkIOg3sqEgkhFwkhv0wI+RtCyA4hpE0I+QYh5P2EkL7CK0LIJULIZwkhdUKIQgj5MiHkrfdi2ydlvzWJYYdzMJTSQIuVVquFrtmFStXAiBKbl9xut3lDiT8CyBpgXnjhhb73CEpFsxF/fkqlkmfZXC6H9fX1gZ9JkiRcunRp8IceAhOvsiwPbJRws59IIhOJTKAwkTjqHJ2amsLly4drfDBsItGgKNq5c+fQbrehqio3Al9dXR24/cxHkY10BMZrwGGRP3ajMWx5dq51Op2+5YK2iz02ylB73JGDISEhIcO415HE9wL4lwBuA/hlAD8L4AaAXwXwHCGE/9ITQs4DeA7OHOlf2102BeB/EEK+55i3e2L2IxJDBtNsNnHt2jXPY6qqorxThtbUYFADalftK94nhOC7v/u7uQDo9Xp9x4WlATOZTF+a0H9x3t7eRqvVChQC1WrVE9WLxWKQJAkrKyuHXmvKxGsikYBlWSOjZJOKxKDzV9d1JJPJkWlcQsihp5qH1Y0Oav4RRRGLi4uYn59HIpHAwsICZFnG3bt3A9fjju4xS5pxxVcymcTi4iKPPA6bEnPmzBlsbW31rddvpeMeLzhsRCQj7G4OCQk5KPdaJP4xgEVK6Xsopf8XpfR3KKX/EI7v4hMAfsS17IcB5AD8PUrphymlHwXwJgAlAL9F7vNfxP2KxEHGzveKZrN5X3Rc12o1XLhwwfNYuVxGMpOEbTipuZ7R64sksto9wLmIuhsGTNvEjrIDwDleqVSq78J+8+ZN3gDRbDZRKpWwsbHBzZGXl5d14qgDAAAgAElEQVSh6zoMw/A0PADORZ75GY6TEvYz7BxigjeRSCASiQTWwLmZVCT6YXY9h+VZOCnDxlay8XbDYDcJhUIBlmUFfsfc+5tN4RkVSWSRvtOnTyOdTvP9zFL0QbC6Tf96DcPwiGu3MB53NF9ISEjIQbinIpFS+nVKaVDL4ad3/30cAHZTz+8E8AVK6Tdcr+/AGQ94EcDrjnhzD8QoT7ZBDJo7e6+4efPmvgTOYWMYBnK5nOcxXddhUQtSQoKpmTBMJ4rjTtuxCy2LxLhH8q0117DaXMWOugNK6UAxwC7OlUoFjz76KDqdDkRR5E0njUYDtVoNU1NTnmPOhCTrdJ4Ud/r8+vXrnuPA3keSJEiSNLKT96CR7VOnTuH06dOIxWJjpbcPm4NOJHJbxBSLxcDuYzdMJPZ6Pdy+fXtgitovvtnfg+qLWe1h0O+DZVkeWyf3OkKRGBISchzc60jiIBZ3/y3v/vsEgBiArwUs+ze7/97XInG/ZDKZia07jgpN0zA9PX3f2PIERYsM20A8E0ev3YNFLd7MwsyImel0Pp9HvV7nzxuWgVrXEQrljnPa+S/arHmA1eQxux22XKfTwdTUFGRZ5ulDdwNCPB5Hu93edwSP1dqxjtegmwdCSKBx9EEIatZIJpNIJpOIx+NHIhJN00S1Wh34/LARiePgTiWPcyPGGp4URUG32x2Y6vY3oLhFYtD3hkVEWbOLGzYOkNnghJHEkJCQ4+a+E4mEEBHABwCYAD61+/DC7r8bAS9hj5044k27JzDvv/uBRqOBXC5339Q6+fcLIQSWbUGMirB0p2nAtE0eNVpZWcHq6ipUVeXmyiydX9f20rO6pcOmTqTPnZ5mzRvxeJwL91KphGw2y2c3s2ku7XYbX/va1zzGz7FYDKqqciueScsIWCSx1Wohk8l4Oly73e6RzfoeZuAdi8WOpBxia2traMRuEEHLK4rSt43uSOI4DWKJRAKdTge6ruP06dOoVCr46le/2ifUNjY2PDcBbkPuIDHNZnYHWRclEgnUajXU63Xk83nPDccwkTiOTU9ISEjIONx3IhHAbwD4uwA+QCm9sftYcvffoOInzbeMB0LI+wghXyeEfH1nZ+dwt/TbDCZOgMOdxbtf/LWRkVhkb7soAAI0ug1ef6brOqamprjtDYvIGYaBhuYdj2baJiilHpHXbreRTqeRTqdRr9dhWRYURcHc3Bw3i2aiwDRNzM3NAQAXByxqWSgUYNv2xBE4ZmvS6XSQTqc9kaX19XVomsbXOU5jw7gME4nDuowP+p4LCwsjo9b+8zCo1vLu3btYWVnxPDapkJJlGd1uF4ZhYHp6GrVaDSdOnMDW1hZfpt1uY2try3Ne+qPNQetVFAWSJPWdD2zfNhqNvm5tJhKDxvqNmtoTEhISMi73lUgkhPwKgJ8C8DFK6YddT7FinqBfvrhvGQ+U0o9RSl9LKX3t9PT04W3sMXLY6cP90Gq10Gg0IAjCkaUYJ8W/T6TY3kVfnpERz8Sx097xRI1mZmY8tWGUUlBQtHttz7ooKHRd9zQcsLnJMzMzqNVqqNVqOHfuHDfYTqVSfDa0DRvTs9MwTdOzryzLQrFYHDrTdxBM1DJB6q7Ls20bMzMzWFtbAyGE10YeBm77m+Nk1Ci9oPPQ7w9IKeUm68PwG6v7xWcqleKCXBAE9Ho9zM/Po91uY319HbquY2NjI1DYDou8s2jwoNKGCxcuBNoiiaKIra0tvPjii32NQ71ef8NWSEhIyH64b0QiIeSXAPwigN8D8BO+p1mFflBKmT0WlIp+INjP3NnDZmtri6e37rVIZIX8felmae9CK0ZFiDERTaWJarvKo0vu6Rnz8/PQdSe1bFveaBgVKLe2YeKAibRMJoNer4dsNst9Alk3tGmaULsqTJio9CqwLKuvfi0ajTrd1/vsCmbdu/5miHw+zw3Eo9HowHNm0ijwfkZKHgajmlNYqtaN30ib/T3KfJpF9Bj+MXnuEXrs+Vgshnq9jkwmg5s3byIWi/Fo8SRIktQnYln0VhTFPsHHOst7vR6KxSK2t7c9z4dG2iEhIYfFfSESCSEfBPBBAJ8A8KO0/9f8m3BSzW8IePnf3f3360e3hfeW/cydPWxYZMO27aF2HkeF+5RgkUH/hZWK3tNGjIiwDRuVdgUbLcemxh2xSafTTi2hRGB2Tf4+lFIQkaC8Xcb6+nqfmCOEIJ1O87nLTBSw1LWiKRAiAlpKCz2j15eObTQaBxKJDGY/Y1kWj/Ay8WIYxsDoGUuJ3++MqhUMEol+I+1ut8vrSIftb78gZXObGUzIuZulmFiXZRmPP/44zp49y2tTgxiUEVhcXES1WkW9XseNG06FDSsp8MOOua7rIIQgEon0dU2HIjEkJOSwuOcikRDyAQC/BOCTAP4ppbSvwGnX6uZPAXwXIeRJ12tTAH4UwC0Azx/LBt8D7pUXnRtd13k0xV2ndxxQSvH5z3+ei55BItGAAcM28Hvf+D189tXPgogElmEBFNhubKNDHREgiiI0TeNRJsMyoCtO/V5nq4POVgdEIKCgPA3pH4vmNjpm/99qtWAYBnRbhyAJsA0bPdN73ERRxM2bN6Hr+oGPqburmtUoRiIRT21iEH4BdBgcZo3quOsK6nB2lxYA4Kl5d6QwaP2yLHvEFqtj9a87nU7z1zcaDT7a0c0gkThszObJkydx/vx5mKbJm5CC6kBZacPOzk7fNBhG2LgSEhJyWNzTXxJCyE8C+LcAVgF8DsAP+n5gy5TS/2/3/38BwHcD+EtCyH8E0ALwY3DSzd8fEH184Niv1+JhYBgGCoUCNE1DLpc7VvuNZrOJqakptNtt5HI5bhrtvzjrlo5P3/40Pn7z4wCA2eQsXhN7DQDA1EwoMQU9s4dcLucYb+/aiiiKAqErOClnuhtNtJx9PTMzg9u3b/N6RIZlWTxaY5om4vE4KpWKE0VMCLB7NizdQk/qIRnZq+eLRCIQBAGSJPVFwYYxbGZwu93m3a+xWAzdbheSJPHIlf91k0SaxpkwEo1GA0XVoPWJojg0fe2PdE5y3vuXZZ9VEARsb2+jUCgEGmL7ZyUHfR5CCK85TCaTqFarmJ6eRqfT4Q1dw7aZCTz/skzYplIpNBoNbG9vD0zxJ5NJ1Ot1lMtlpNNpyLKMWq12T38bQkJCHlzudSSReRueAvB/w4kmuv97P1uQUroE4Dvg+CL+PIB/D0AB8DZK6f84xm2+J9zrukRmXt3tdo/lYuTu/u10OlhcXOQp90GRRM3Q8Gdrf8b//tNbfwpqOfcOtmFDiAioqBXMzc2hUqk464sCsVQMlm5BrahIFBJOFNC0YVMb2WwWmqbxzmb39jHxxbzxkskkWp0Wopko30c9y1vHxiyNIpEI71wdB5ZGDRIDTLQAe1Es0zQD07HAXgp2HIZ1NjNGpXIppbh9+zZWVlbw6quvYnl5eej63NHAUfWv/oYTP0xsudczTvdvULQ1Ho8jn8/zLn9VVZHP5/tuVpho9sPma/thgjQej8O2baiqOjCaykShYRiIxWLIZDKglA6MUIaEhIQchHs9ceX/pJSSIf99l2/565TSd1FKc5TSJKX0WUrp5+7R5h8r09PTfQXqxwWbEpJMJo+tFnFzcxOvvPIKAOeins/n+XsPEokrzRVsdjf53y+UXvBcbAkhqHarSKfTPN1sCRbi2TgszVmXFJMgxSVQm8KG47MIgKf/dGvv4s9qDVn37+z8LGiMQpT2IkCUUhiWwRsN3OKkUCigXq9jaWlppI0M80j0mzUHdceycYCDbizck1tGMY5IHDV1ZX19HYVCAcViEY8//vjIKLR7Pw1L0QLjT15x7x9/c0sQgyKjtm2j0+kgl8t5TNrdsJpdv9Dzi0f2PPu8bBstyxq4fYQQPPLII8jn8yCEIJlMglJ63xjch4SEPFjc60hiyJiw+qt7kVVnBfvHOeWh0+nw9LZ/hNyg1NrN6k0AwBsW34Dp5DTqWh1323c9yxiWgWav6UQBBUCHDiEiQEpIeL7zPH7zf/4mVpQVvp/behuJRALr6+u4uXITr2y/As3UPDO1u90u0uk0dpQdUJsCBM5/AARJgAULhmFA0zSIoghBEHhTxpkzZzA/P4+rV68O3bdM2PgjXLFYrK8ub3p6mkdig8TbOLON3e87Kuo4KpLIRJUsyxAEYWSn8SQi0S2E/XWjgxgkfN2NJf5zjjUEdTodUEo9XfIM9plYza4/Zez+3PV6HV/72te4RZJbtDM7pUGw7ngWjZYkaWi9ZUhISMh+CUXiMXBY9UKFQgGVSuUQtmgyDMPgF/fjJJ/PT9TVvVRbAgBcmLqA1y68FgDwcvVlAAAR9ra91HampEgpCUQgIALB1xtfx8/99c/hk1c+iff95fuwrW2DEIK6Wkc6ncapU6ewXXVqxTZaGx7zY03TkJSTKCvOOD/btCFIzleLSAS6rXsEmyRJPHVsmiZkWcalS5fw6quvDhRETDj5I1z+ekM2zSUajXqMnveLbdsjBeWwxqogQTqqEcudDnYbhgfhFpGjIoTMnDrIcNu/Lj/tdptHfgkhfRFEZoPEjq2maYHvIwgCNE3DxsYGnnjiCayvr3sE6alTpzA7OztWZJBFJt3Te75VOtdDQkK+NQhF4jHApi4clOnpaZTL5WM31jYMo2/7j2rShptUKjVRc8ft2m0AwPn8eVyeuwwAeLn2MqhNISX2xJRmaqhoFVTbVRDREY+fuPMJ/rxiKPijjT8CEQmqrSrUrgo7akNKSei1emhoDZjYM8k2TRN1ow7LdlLWTCQKkiOse1aPm2czIcGic0wsRaNRPProo1hdXUW9vjcikMHElj9lbZqmJ7LIRBXzUdQ0rU/MHITV1VWsra15HvM3fbgJStumUilUq1UsLy8Hbo9bXI2ywXHfuIwy/XaLwKAbnlQqNVCcNZtNzMzMYGtrCzMzM7w5yL1eFhFk4i1IJJ46dQp3797FxYsXkUql+uoPE4kETp48OTR6ypqJ2Pu4BWtofxMSEnKYhCLxGDgsSwo2geHmzZvHmlbSNK2viD8ajR65LY/fZHiYGAGA23VHJF6YuoCn558GAFypX4HW0hBL+zpVowSmZkIQBdyu38aN1g1kIhl84n91xOIXdr4AnejQFR3NbhPVThXRdBR624nYtPQWFM0RFDa1sa3u1YsykShGHWFt2Rbaapt7F7IuZFan6P58ly5dQqlUwiD86WaWwmYwT818Ps+nhLiF9jj1eAz/OUYpRbfbhaqqIyeYMIJSu8lkEqurq0gmkyiXy4GvmyRqTQiBZVl9zUV+ZFkeWr+YTCYHikTWOPTMM88gl8uh0+nw48DqIplIZWnlIJEYj8fxyCOP8NfOzMz0fbcIIUM/P9unTCSm02keSfTfRISEhIQchFAkHgOHmQKKx+OYn5/vm0V7lKiq2hedYKnPo8BtWuyu6xrVILHWciJcZ3JncDp7GlOJKdR7dVSTVU+6GQAicgSmZoKIBF9c+SIA4NnZZ/FI8RFcTF+Eaql4ufky9I4OW7Rh6AYIIRBjIgzNaUSpdqtYqa1AM71NCjySGHGiYNSmaClO3RwhBNFolEfIgoy64/H4wK5nv/CwLMsj2FgHbaFQwObmJs6ePYtbt27x53d2dlAsFgfuQzf+JhkmwhYWFrC5uTnklXsE+f0pioJYLIbp6elDGR2Yz+dRr9f7tjdotF6lUhnoERk0+cSNW7ypqsqPg1skugX4oLS2m2KxiHPnzvU9Pmz2tqIoSKVS/EaNiURKaRhJDAkJOVRCkXgMHLa5bT6fh2VZx9bR2O12+YWeRfOO0uDbPTWDeRACjkDudDoDL7wWtVBMFBGXnMkqrz/xegDAl3e+3LesGBEdMScK+PKq8/x3nvlOdGtdPDP1DADgufXnoCs64vk4t9JJTCXQrXadNDUF1svrIFGvANV1HZ++8Wl8bv1zsE3He1Ht7aUPWQMKgMB9uLGx4bkJ8IsdJlTK5TIKhULf89lsFjdu3ECtVnM6uC0L9XodlFJ0Op2x7W/8TSvMtHuQtc6gdfgjlzs7O5BlmU+3GRUVHzW7fGpqCjs7O32P+xtHJElCLBbD3Nzc0Pfzl4cENcS4b2RYU5k/ijfM23IUTPgGwcQoq31k9a3dbhd37twJ7XBCQkIOjVAkHgNHMQHhzJkzfbVhR4WmaVwsMHF4lOlmt0ULpZSLQiYSh0VKFuQF/v/vuPAOAMB/vflfsaP0iwhKKWpaDa9sv4KoEMUbz78RAPB02klVv9x8GbZpQ4pLfHkiEMdoe7eWUe/ovEmF8fFrH8dvvPAb+MCXPoA/u+v4NuqWzu10mKmyu+GAYRgG5ubmoCgKFF1BRa2gp/f6hLFt26hUKpidne3fBwsLuHTpEk6cOAFFUZDNZp3u7Js3cfLkyYH7zo8/KuVOHfs73SVJGtid7RZY7hrFpaUlKIoyUnCO6nAWRRFTU1N9n80fWQSAhx56aGS63V/b6DdSd8MELh/n6PqsQabd4zLMF5XVp7rtjyRJwu3bt5HNZlGtVvf1niEhISF+QpF4DByFSGRWKsfRxKLrOr+wMpF4XJFE90U3FotBVVVezxdUtzWfmuf//8yJZ/Bw7mHsqDv44c/+MK7uXPUsSwjBV1e/CgC4PH0ZMcSQLCRxIX0BcSGO9e466vpeNKez6Yzsi6ac2kSjayCSiHibJ0wV/235v/G//+jOH3Eh0dScTm3WXBK0/ZqmIZVKQZIkXC9dx0pjBVdLVwFf8HRzcxOLi4sD96EoiigWi3zCx+zsLE6cONE37WMYfpHo7nQuFoueTnv32LthbG5uYn5+nq8vGo16RGJQ1I6J6mHMzs72pbXHSff6EUURtVoN2WyWP9ZsNj1/M9xjAYvFIgqFQt/77/d7L4riRI1hxWKRlyqEhISEHBahSDwGjmqW6vT09LFEDWzb5hdbVhc4qn7rIPjNnpk/JJtLHI/HB16AF9J7kURREPHvXvvvcHnuMnbUHfz4f/9xfLP8Tf68EBHwleWvAADeeOKNsHQLtmkjFovhsfxjAIBrnWswFGPP/3B3bF8876S0hcjeV4jaFH++/udQTAVPzDyBfDyP5c4ybrdug9oUuqWjbbUhSuLAqBsXZhFAbe5au6hdbPe2sdbcixy3Wq1A4eImk8nAsiw+hnDchhXGsBnP/khXkKl1kOBzR+kIIUilUh6bo6DGi1GRxEGMM1LQTzabRalU8kQS/ZFFJvrdN0rFYhHT09N8Gfb9GNePchD+VHzQPqWU4uTJk57v6L2e9R4SEvJgEIrEY+AgEYVhZLPZQyn8H4Xb626UcfJh4K4lE0URq6urWF5eBiGE1ygOKtB3i0QAyMfy+Og7Poq3X3g7NFPDh7/y4b0LrwQ8v/U8AOA7Tn8HzJ4JXXHMtZ8sPgkA+Gb7m1B2FOiKjkQhgUgyAkM1EEs70cxutcuNsw3DwGfufgYA8MNP/jC+8/R3AgBeqLwAajup6h56WG4sD/zsrIZPpzos3RHhlm5BjInYVrZR79b7jJ4HdX0TQhCLxdBsNnH+/Pl9dcUP6rL1i58gIecXV+7GDja/OpvNes6noOM6rIljGO50b6fTwdWrV0d+/mKxiKeeeqrvc7v/ZkJ2mBgLmgg0KUHRWX/qmzUquY26WYd7SEhIyEEJReIxcFSRxFEeckfBoLm0RwVLu7ExZ5RSiKI4UCSeyJ7AVGIKcnQv9RgRI/jFN/0iCokCbtZu4uWyY7B9vXkdHaODU5lTOF04DatnOSJREHB51vFZfKX1CizDghSXnM7kdBRm1wQRCARRgG3tGWd/cfmL2FQ3sZBcwJtOvQmvW3BGk79YeRG2bYPaFEJEQL1bh2qoEEWx7/j1ej1QkcIWbB61pBaFIAqgNkXP7uH29m1PanXYfOOpqSnU63VnbODsLNbX1w9wNLwQQnhKNOhcZI0ujM3NTSwsOCKeidx0Ot0nEv0Rz/2auLsjiRsbGygWi4ENLv73cgvbYdFQt0hkxuiMoEk4k5LL5fqaV+r1OnK5HP+7UCigVqvxbY1EIhM1FoWEhIQMIxSJx8AkY9AmZZQtTBB+2xQAuHr1KlZXV/uWDeqsPU5hyurgmNhhBIkJAFjILGAhvYAZecbzeEyK4Z2X3gkA+ONrfwwAeK78HADgDSffwD+XbdiglOI1C69BRIhgWVmGHtdhGzZqrRr+dutvYdqmI/gkAbZpc3udP7z+hwCAd595N0RB5CLxm/VvQrd02KbNvRNbvRYESegbtWjbNtp6G0JEgBAVYKh7aWnLsCBIArar2xDje5HEYSJxbm6Op4WnpqbQbrcD/Q8VRQk8rqzuMEgsjapDdEe9KKWBFjXRaNQR0Lvv7Z624mfS887fODI9Pd0nukbV/bVarb46Ttb1zb57lFJcu3YNV69e5TdQhxVJDIrOus/7ZDLJ0/zMDsddKxkSEhJyEEKR+C1OoVCYuC7x1q1buHnzJv+71+vxWbT+jko2ku+4cAsBtyHx9PQ0dnZ2YNs2bty4gVar1ScmBCLgdO40YlIMmVjGEQAuXfPuh98NgQj4q7t/hYpawec3Pw8AeMvCWwAA8rSMWCYGUOcC/fjM46CgeKn0EvScjvf89/fgn/3ZP8MvvfJL0DoaoumokxKmwLWda3h552XIERlvP/l2AEAhWcC5zDn0rB6u1697oo4QgO3uNihoX31iQ2tAjIgQIyI37wZ2/RcjAsyeibq1J3aG3ShEo1GPWMnlcp5j3G638corr6BSqeDuXe+ca9u2ceXKFbTb7cDJKf66REEQPO/lTou32+0+scWWdY84DOpIBsZvjPGvnzV3sUYv9/mlKAq+/OUv9wnFSqWy12wU0LTCSgJYh3epVML8/DwuXryIjY0NAM5+HybUKKW4cePG0GX8opx9DvfjKysraLVa0HUdlmWFjSshISGHSigSv8XZT2qJGTqzVFmj0UA+n8fZs2exurrquWhqmjaw+P8oooq6rmNnZwfNZhOapoEQgkjE6SBmnn8LCwuQZblPvM7EZ5CJOUJEUzXUbtS4VQ0AzKfn8eypZ2HYBn7mL38G5W4Zc/IcLiUuAQDEqOOdSERnnjMb7XelfgW//+rvo6Y7ab0X6i/gT175E0RTUaTmUrBMC7/70u8CAN514V1IRvbSlU/P7trp1F8G6N6FX4yKMC0TzV7TI/AopVAMxTHitikM1YAYc4SWbeyKTOp0Ubd7znEfFkkEHPHGIlzT09OeruTV1VU89thjOH36NAzD8IgWRVHw5JNPolwuB0b4/JGuYbYtm5ubHn9CwzD4uROJRNDpdPj0laD08n7r7AghntpI93m/vb2Nhx56yHOTpSgK1tfX+dSbIJ9HJn7ZdjabTUxNTXn8L/3i3A8TvKPS/27hvb6+ztP1DE3TIMsyNjY2QAjx3HAcdylKSEjIg0coEg/A9vY2/vqv/3qkPcdRMmm9FotGLCws8KiHe5zY2bNnPVFG94xaP0dRn1gul1EsFrGxscHFryzLMAwDTzzxhGc7/cwl5rhAq1QqmJqZAjW9F8r3PvVeAE7kDwDe9fC7gN1ruVEzENWjEETna8FG+/1V+a/w2RufBQHBP3nonwAAPnbjY9jubkOelnGjdgNfWvkS4mIc73nsPRAkJ2JlaiaeXtgdD9i4AtvaE99STHJSsKaO7dbeSD/NctKXYkSEbdhIn0gjkXdEim3aECN7aeZS2xEyo9KLmUyGCzC3v+HOzg4KhQIX2ydOnODiyLZt6LqOqakpbhTtj1L553e7hVytVuN1k0zk+Od/s3M3Go2iWq1iaWlpYNd3UPf0uLhFYj6f581euq5jdnbW0/xVqVRw6dIlNJvNsUQWG4vn/kzsdcO+m7VaDSdPnhxZKsL2qWVZ6Ha7nqYVZgMVjUa5dRIT7aNuHEJCQkLGIRSJ+8QwDKyvryOfzx/riLwg4vH42EK10Wggl8t5oh7uFJ8syx5bEmZ344ZdCI/CULtarWJ6ehqJRAJbW1uQJAnpdBqKonDT4EHvOZeYQ1xyhEyv10M2k4VleKM5j888jh//Oz8OgQh4fOpx/ODjP+h8zpaGXq2H6alpZONOevGJ2ScQE2NoGA2YtonvOfE9+Mfn/jHeNPcmqJaKX/7iL0M1VHz0+kcBAP/gzD9APpaHIAnQOzpa6y08PeOIxOut6+iZrjnNu1FLACg3y+iZPZimCc1yLuxEIKA2hRSTeM2jZVgAAY+OdvQO6t3+qRz+JopiscibGwAnvavrOsrlsseM2y3EFEXhEVxCyNBaQQbrfNd1HZubmzhx4gQArzdiEOl0GrVaDZcuXRoobPbbvAJ4RaI/2un3I2QNUYVCAcvLywNNtBmdTsfz2ViXd6/X6xPFbliE0p+i91MoFLC+vo7r16/jzJkzgeuQZRmLi4t46KGHuEgMm1dCQkIOg1Ak7pOlpSUkk0mcOXNm6I/xUdnfuJmkLpGJRGDPPgPwXoTn5+exve1Et3q9Xt/2s2jUYfmxWZaF69evw7IsR9xlszhx4gTi8TgEQeBmyszUmwkJ/8V1NjaLhJRAqVTCzs4OItgzuqaUornWBLUpfuzpH8NfvPsv8Dvf+zuQozIiyQjULRVPPvEkOp0OCpmC0+UaSeJHLv8IACAtpfFDJ38IvVYP7zvxPqQjaTxfeh7f+8nvxZXaFUwlpvCPzv8jpxNZchpOMosZxHtxnEufg27ruNnZi9AKkuBMbiEEpm5iqbaE1eoqTGFIwwEFrJ6FSGIv/b/aXEXX8N4grKys4OrVPeNwfwfxzMwMXnrpJZw6dapPfDGhWCqVuDk0a44YJRLZfr516xYuXrzI1x1Uj+iGRYr9Y/T87Nc83m2qPY5JNSEEMzMzaLVaQ8Ut4ERc3d8PFvkLurlyw6KAmUxm6O+HKIp49NFHcenSpb60N4vusnpNd83lQSKvISEhIYxQJO6DarXKi9lzuRy3aAfFyDgAACAASURBVAnCbwNyFExyQXDb8czNzWFra6tvGfeFNCjlxhol9iMSNzc3+/bV9vY20uk01tbW+EU3Go3i4sWLAPaiM91uF+l0mr/en5qcjc5ChIhGowFRFGH0HHFAKeW2NVrDeW2CJCBKjiCJJCOgBkUmk4EgCIjFYry28b2X34s//N/+EH/wfX+A8yfPAwCmk9P4rTf/Fk5nTqNn9UBA8Atv/AWkI2nH0zAigloUUlyCbdp4Mu94Lr7QeKF/hxCAWhSaqWGrvuUx5w7C6Bp8TCAAmLaJ65XrqKgVrDXXYFgGTz2yUgDWlMTIZDJ43eteFyjcFhYWUCqVoCgKj6JlMhlomhbYwOT3MKxWq2g2m/wcG2RVBOzV2yWTSViWFdiM5CaXy+3b/y/IgNq9HX7hSAjBk08+2Sda3a9jwtn92lQqBUVRhopEd53jOLWWkiQF1gUzv8ag7380Gh2Yug8JCQkZl1Ak7oNyuYzp6WlevJ5MJgf6r7VarSMXieOm4vyCb5gxNqUUlmV5RrH5X7cfkVitVvtmTrdaLZw4cQLdbjcwysPMorvdLmRZ5oLHH1Waj89jbW0NJ0+e5NGvXC4Hs2ui1+4hNZuC0XUunLaxZ0djaiYi0Qh/716vh2xsr6P1wtQFzM/OQ1d1gDpRwPPF8/jYmz+GD7/1w/j493wcz84/y9frFnpiVMR35L8DAPCF8hdg2d7op/vYWYa1t022ic/c/Qx+83/+Ju7U7/Bl/OsHdrvALQPlThnXK9dh2qan9o4QAkEQPKJhUMe6JEmwbRupVIoLE7fg9ONvXjEMA4uLi/wY+xtW2PYC4FHheDzOU+SxWGyguAnyDRzEsHpCWZbRaDT455tkootpmvx129vbyOfznn3DBOewWt5arYapqSkA+6sd7HQ6sG2bT8Q5yulHISEh396EInFCFEWBLMuo1+s8HReLxQZG8oZFUg4Td+p4EKqq9s23HWT62263+YQK/8WOiUNJkiZK/7HC+0EXtLNnz3qMjFmTjfv17uf9YmIxvcinjKRSKWiahhPFEzC6hmMfs2s/Qyn1/G11LRTyTg2aJElOxDLmFfaCJECMiCACgRgTYfZMRO0ovvf89+KR2Udgas5+YJNVktEk0rE0YukYHk48jIXUAsrdMv586c/3Vkq8YsY29hpTfv25X8dHrn0En7zySfzAZ34Av/3134ZpO+8RdFPAPBt1U0e1W0U0GfVEqKLR6NjR5ocffhiyLPelaLeVbWy0Nvh2AF5rmlqtBl3Xoes6ut0uer1eYHcwS/+yWlr2eWzbHhpZi0QiY4sht5jzk81mUalU+HbJsoxOpzPWGD332EBd15FKpQLrgdlnZN8Pm9pYb63jTv0Oqo0qj9JOWmtJKcX169exsbERaEvkj+yGHc4hISEHIRSJY7K9vY0XX3wR6+vrmJ+f99T2ZTIZZ1LGgB/kgxTdj4u7LvHKlSuBViT1eh35fN7zWLFYDLzIJRIJNBoNxGKxvostE4mTfi4mUt0dtoAjpJ977jlEIhGPiPULDHdtGfvbzWJhEWfOnIGmaUgmk6CUIp/JQ4bMO5almMTH3TGiJIpYLIZkMonTp08DAOJSHKLgTTUmi0mIMRGxTIz7F1JKIcZEWL29dVKdYqGwgJOZkxBjIggIfvTyjwIAPvyVD+PFzRf5tlCLgsI5b5jAvFW9hc9c/wwiQgRvPf1WUErx8Zc+jp/86k9iVek3PAecOdS2YTsWPhLB3eZdmNaemItGoxM1MrB9rVs6at0aVEPFWnMNW50t3Kre4hFR983J6uoq8vk8dnZ2cO7cOSwtLfVFEYE9oZVIJLitkSRJMAyDi0RFV6CZwRG2cbuOmVF3UN1lq9XiNxzuFPGo+dZ9s6WjCPRvpJR6msNWGisod8qod+uodWuodWue5UfVSTKazSYWFxehKEpglN8t2o9jhGZISMiDTSgSx6TRaOCRRx5BpVLhFx/2A53NZkEIuafdhOziYFkWIpEItzxhhtRbW1vY2trqiySyZdzous5FVq/X67vQsAgiW++4FyJ2Ec7n8560oaIouHTpEsrlsuei1+12EYlE8LWvfY1vp/uC7xeJUSHKX8eaXizLAtUpLp68CEmQICUktDfbe6bWAKKS87qFhQVPpNLtdwg4FjSReATUprB0C/FcHFpd4yPzGAkrgVw2h0QkgSgcS523nXob3n7q7ehZPfzUn/8Uvl76OsTY7lg+nz74k1f/BADwznPvxIee/RD+8//ynzGfmsfN1k2878vvw/Mbz/ftWzEqwjIsHo3ULZ37KAKOEJrk/NR1HSutFXyz/E3cqd2BaZqwTEcYqoaKuw3HeJtFGdlEFVmWueh77LHHeFrVDWu4YOlmdpzZWLme3sPN6k28Wnm1TyiOa6rNRvINGvNnGAZ/nJ3PQVHPoG1nljMdu4M1dQ2lWok/b1kW6vU6MpkMv5lqaA0uCpkP50pzBarhiGsmUsdhe3sb09PTfR6l7Fx3H+dJj3lISEiIn1AkjkmxWOQ//pVKxRNNiMfjkCTJY1IMYKz01WHh7iTN5/P8wv3qq6/i7t27WFpaQr1e7xNWbNqKW+ixlPrrX/963ogQRKlUQi6XG9sCiKXes9msx6uOEMJn0Lr3K0tZzs/PwzCMPqPgruaNgEriXrPE+vo6bNtGvV6HpmmYLcziTOYM1KoKQRAgzzhi2bZsJKNJz3FiKTs54hXUtmlDSko8tSwlJBiqwWdKM0RT5GKTtikicgRm18TPP/PzeNeFd0G3dLz/r9+Ppt3kr2UeipRSfGnlSwCAt597OyzDwtPzT+MP/v4f4K1zb0XP6uHffO7fYLmx7Nk25qto6RavWVRNFZ2ek2L21xWyc2NQPVxTa6JtOALD6llOc03dWVZraFi/s4671bv8c+u6DtM0kcvlkEqlhnbbs6Ynf/0eW1dbb8OmNizbwt36Xc++zefzHjufQbBIIrth8OPvSgb6R94FwSKJ9VYduuCcu6quotatwbZtXL9+HQsLC0gkEojFYlC7Klabe9FfXdERlaOglGK95RhpDzMhd8PqhJktlPt4sqgscwIAnK72sMM5JCTkIIQicUza7TY0TcNjjz2GtbU1z+QD5t/nL+4PqgE8SpLJJJrNJm8EuHHjBk6cOIF8Po+5uTmcPHkSt27d8rymXq8jm832RfZkWebzZwcJXSb6bNseK13GOqvd3dOlUgn5fB6EEFiW5RGJrKaN1QkykchqvZSuN/oSjUSxvb0NRVEQi8VAKUW1WkU0GoWiKNha28LMyRlPFFEyJKTklGcUHOsWDYokihERoE5HtLLtTEZprbWcSCIBkvEkBCLs7TMTSEwloLd1RKIR/MxTP4On559GtVvFB7/0QdjUqY1kDTVXS1dRVsqYTk7jsbnH+CxpoSXg5x75OXzX6e9CW2/jX/3lv4JhuRpRIgIsw0K31uUiVoyKWK84QoTZzDBarRZkWcby8rJndjIA9MweFGNv32pNDfF8HL1mD7Zpw+gaSBaTWF1Zxe36bZi2iY2dDSi6grJZxvT8dOAccL6+noam2USpXUJbb+NW+RZUW3Um0GhNaLbGPSRVQ0W1uyc43SIoiJWVFayvr3tEYpDwi0QiUFUVmqlhvbUO0zbHqh9m86ArrYqngWi5voybd26iMFeAKqpYKi9hXVnHSnXFc5wM1UAk6ZRMtHttdPTOyOgo+664RwTm83mPwGfrcEfa3Wb3uq6H9YkhISETE4rEMTl9+jTOnTsHQRBw+fLlvoJxd/E9Q1EUT/ryqJmZmeHp8Ha7jVwuh0wmg2azCcMwcOHCBTQaDX6xoJRie3sbrVbLk5Zi5sMsyjXMTkMQhL708Tiw9FitVuO1nSxVzmDvzwQ6a1pgHaGa7o2CRcQIVlZWUK/XIcsyt245d+4cbt++jXw+j/n8PARJ4Cbbgu5Y3gSJxFTUa6TMm10IEM/FYVs2IskILMOCpVuwLRsz+Rm+fLfbRVpOIyo7M56luATao/jQWz6EfDyP50vP4xN3PgEiEJiqCSISfO7G5wAAbz79ZkgRCZZhobPZAQiQWcjgV97yKzidPY2V5gpPSwO75x91OqSZ4JTiEmqtGgzLQDweh2VZfB9ub29jfn4eoiji1Vdf9dw8bHW2AJeesHoWYqkYbMuG1tSQyCccM3DLRqPbQLVXxWp51Yn+iRaqdnWokNtp7WBT2cRmexOdXgd6T4dFLTS1JpZqS4gkIzDUvfNts7051hQTZkXF6gtZWjhIJMbjcWzsbODazjWUO2VU1SpMyxwZ+Wfb0Wg3eCd6RI5AqSjYam6hpJfQoR2oqgrVVmHo3ui31vSesyuNFVDQgQKuXC7jypUruHPnDtbW1niNZzwe9zSNjerQvnXrVigSQ0JCJiYUiYdEKpVy0lAusRQ0ymwQlFKsra0d6IecRRDv3r2L2dlZfsGzLItHO+PxOE8FlkolpNPpPgsNSikEQUCv14MgCEMNf2OxGGRZ7ku1j2JqagrLy8uIRqN8H7HmBTeWZUGxFHTNLu+qZak19wQTZ8OdukJWN1YoFJBMJlEoFPDUU09hZmYG+XgesVQMhrIrpKjEhTCDrT8iRhCT9m4GqEkxlZrikSBCCGLpGOL5OCzdgqVYmMnP8HVtbm5iYX4BqfheJyu1KablaXzorR+CQAT8lzv/BZ/f+DyMrgGrZ+G5ynMAgDeferMzdcWifJa0FJOQiCTwz5/55wCA333xd3ldG7Db+LJrd0Op49NoaAaq3Sqfgc2EBEtbLiws8GNrWRZ6Zs8TuQPgCNyEBBDHLoj5NMbSTgOPFJd44w4hBAY1YFAjMDrW1JqOt6RL7FGbeuo6I8kIF7oAoFu6Z5tYOYA/et1sNpHL5bgRNjuvKaHQLW+U3yQmNqt74hMS0FAbGIe23nYi7LvNULFMDCBAanb3OO9Oy/EL2m69C0ES0K3vCWjN1HCjegOdXqf/fIbTMf7kk09ibm4Ojz/+OP9O27YNm+59fnfU0D0JKRaLoVQqTXwTFxISEgKEIvHQYNEwt1hyj7sbRalUgqqqY09OGUQ6ncZjjz2Gubk5Xo/kLtKXZRnb29uwbZunpv31TQwmEoNGfAmCgGg0ClmWoWnaxOKWzQxOp9N8H4mi2NcEo+oqNKIBAtDROtAtHfF4HEpX8aTxACedLcsyT58mEok+ISEKIhamF2CoBpKRJCRB6rMScV/cmak2AMiijAvTFzCVn3IiXbsfOZ6Ng9oUhWIBiqJwk2p2k5CKpiDGRE8U6ZkTz+Cnn/lpAMCvv/zr2OpuoaSVcKd5B7Ik44ncE85n0kxn/RblouTNp9+M18y8BnWtjk9f/TRfJ7UdQSlGRac2UXSmuuwoO1wIdzodT+0dKymYnZ3F1tYW1lr9Nyq25XhKitLeKEEAiKaj0Du6091tejvG7aiNpbUlz2OUUmy0NzyPCZLg7Eey915su91sdbb4duXzeZRKJbzwwgueucudTgepVAq5XA6apjklDNTCtZ1reGX7Fay31tHRO7hbvYuW4a0BFKMiunoXVXXv+2faZmCHtX8UIiEEyUKSj08MglIKvaUjOZXk5QCM6lYVO9s7+Mb6N7DSWPGIP0EQuBcrIQQ2dayIrmxeQdfuYqmy1NfQ5f6+njx5EoIgoFgsHlt9dEhIyIND+KtxSCQSCU/9D4BAi4ogKKVoNBq4ePHi2CKxWq3ipZdeGuhTyFLErDGAeToyf7qrV69icXERgCNwdV3vi+Jpmsa7Tv0NDiw6yWqhRs1x9gsPQgjOnj3Lx/sB4LWHbP2CIEDVVIgREWLEESJLtSVABCrNSp8wYV3ZhBCoqtOgEjTXej49D1EQMZ+a568bJOaZqbYoiEhKToPL6cJpLmIodcQbEQhOL5zmdWOdTofXo6aiKQgRAYZigAiEN6m85zXvwZtPvBmqqeLXrv4anus4UcQ3nXoTsLsrbcv2TFhh++4nXvsTAIBPXvkkmlqTbwsRCCJJp1GG7xdLR12rIxKJoNPpeGY2MysnQRBQqpT4uvwQQiDGRY99EBMmrB6SzZQGgGgyikq9gvXWOrpGlwtE/whBlrYmhEAQBY+VEPtM3XoXmqGhoTmCMJPJoFwu46mnnkKptNdZ7K4pZKUKLa0Fw3Kai8qdMm5UbqBcL0OKSXw59hmoRbHaXEVVraLWreHazjVc27nWt81sOyah1+qBiATRVLQvwmhqJpLTSagVFRW1gtu127Cp3Wff09E7uLZzDWvNNfS0HqS4hJ3aTp/wdjfCiKKIfD5/LF6tISEhDx6hSDwkmCXF2bNncePGDdTrdXQ6HSwtLeHmzZtDGzsqlUqgrcUwKpUKHn74YSwvLw9djhWzM8GSyWSQyWRw6tQpHvFKJBIQBAGdTodbhwB7F91BtU4sAqdpGorF4lCB2+cvt4tlWYHzehVFQSweg27oTrRJBMyeiXanjWuVa1B0pe9izUS5JElotVpYWlqCrut8DjVDEiTMpeeA3l5DRyQSQbVa9URMKaXIxDKISTHMpeb4BTsZSSIVTYFIBLbhHFc5IaNarfI07tbWFp/7m46mEYlHQCQCIhKe6iaE4F9f/tfIR/K4UruC3/7b3wYAfN+F7+PrHcQzC8/gdQuvQ6vXwq9++Vdh2ibfPikuedK1gFPXxwzG3WKq0WjgxKkTuHrnKlRL5ZFCs2fyEYYMMSp6rH4AIJqKOp/HBqTonpiNyBFQi2KzuYlrO9fw0tZLKHfKoDaF1tD4uoXoXtTQ3cBDROKYg3d09Fo96B3dqZWEI3zYdBb31B82+3lnZweqqqJcLQdGAi3dmWzj9rcURCdFb1Mby41l3K3f5eJypbnCv5c9s+cxEx8ESzkDjtBnIlGICPyzAXu2TvFsHKbqrLfVa+H6znWsV9dBJacL+trONdyo3OApadu0EU1FoSs6yp0yOnqHr89fQ3wcU59CQkIeTEKROCGmafLpDGwiCUOWZdRqNUQiTgOFIAg4c+YMFhYWcPfu3YHrZCIRQGDkKwh3OnVYBK/dbiMa3YteMFuMbDbraQZgzS6ssxlwRGA8HoeiKNAt3XNxJIR4Ih1BKWk3k06e6XQ6UGwFIE6Uh1DnfZi4oKDYVDY9rxEEAY1Gg/vDnTx5EpZlBYrcfD6Pra0tZDIZWJaF1dVVtNttrK873cCsLpEQgkeKj2Au5TWFns5Oo5gpwugayMQyyGfyXCQzb0o+sUQQkc6kIUZEmJoJvbMbabZsyLaMf/HQvwDZzbc+UnwEz556du+NyK63ni+VSQjB+9/0fiQjSXx++fP4/k99Pz740gfxle2vOKnb3dOSRS41U0Mk7Qhht2Do6l0sd5bR1buIZWPQmk5nsdkzQUHRKXstVPw3MdF0FHpbB7Upr9UEHEFJBMI/K3tdt9F1XqPoPILIo3mSwFOxrC7RUAxkFjPQ2zpUQ+V+g+z8W1hYwOam9zxgY+9u3bkFIhCoFRXKzl59pNE1nC7wroleZ090DWqKUXQFW50tmKbpCGnL9kRNgxBjIgzNgK7qaG+2kZpLgYA4taGuxhzbdMYsChGBR5gBp1ZxrbKGmllDuVPui2ZahsXN2AHgbv0upKjEI/6WZeH28m1st7exur2KijVZzXBISEgIEIrEiVlbW8PNmzdRKpWQSqWwtbXFn1tcXORp1EuXLkFRFNy+fRt37tyBYRiBIoqJCXaBmpqaGllk7o72nT17FktLS4ERSFEUUa1WuW0GAE/kxS1kWFODWySyKEdVraLWq+EbpW/gTv0O1J7K51aP03UKjC8SWWSy3WmjpbcAsid0BEnYS6NSYLPbLxLZuERN05DP5zE9PY1ut9u3f9gcYEVRUKvVkM1mcebMGW7P47Yl8U9eARwD9Xw8j7yQx/mp83yKzNzcHCqVCorFomf56ew0LN1CVI7C7DmfQdlWIM/IePbUs/jId34EP/vGn8VvveO3IJDdhqNdIaBWVI8AYyxmFvGf3vafsJhZRLVbxf/P3ptHWVaX19+fM955rnmuaqqbppsGGkRC1ABiHJIIMqiYEJcxqDH+HIiapQQMSmxNVIhTYozRaMAYB8AZQUUmmYemh6ruru6ueby37jyc8f3jW+dU3R5Q8v5838Vad7NYsKpu3XvuUHX22c+z935g6QFu3H0jn3n4M/5e20a1bKmxRDqT9uObKkaFXC2H5VgEYgEc08GqrxOnRqH54sO1RMzPRjXR+wy4jousy01f90bsG2GUDLSwRqQ9QnW5im3YSLJQWNWQ6itsHpHyTC0eZoozGJZQsIvFoh/I7R/j2phZDahUK1WMiiFG2pbj37dRMoh0RNDjun/RYRv2cxK/udIce+b2YEqmr0Q+F9SASnW5ih7WibRH/LpF77kZFUGerbqFGlCRJPEabNxXtBs2SuDEj+ORS/91tQ1WzBXmc/PkajnmV+ZZqC2w78A+SrUSrtxyNrfQQgvPHy2S+DxhGAadnZ2srq4yMDDQtDgvSRKdnZ1+5Vh7eztbtmxh27ZtSJLE9PT0cfe3cT8MfrMiByLb0Guy0DSN3t5eP+9u4w5kJBKhWCw2EZaNZG5jhpwXtuzF33goNAo0rAZqQIwwV2ur7JncQzKV9I/VI3bef08EjyTOzMw8Zyacd5/FWhHLtHwFzbWF49qLrnEdl5nqTNPPOo7D9PQ0sVjMH7ul02mRqXjMY3rO19XVVdrb25sqFovF4m9swYjFYlQqFRQUn9SNjIz4485jSWI6kgYXgqkgjuVQWRZrAJIsEeuJscndxBu2vcE3ysiajFExCMQDNIoN9OiJdybP7DqT219/O9+58jtcc8o1qJLKN/d8k089+yksUziRPVJq2iaGZlCulCk1Suyb3eeTED2mUy/UkWSJymIFPaKjhTS/MvBA9gCfeeYz3LT3Jn762E+biKK3M7lxDxLECHejOuaRSTWg+qNrqybeY0VTRMi07TaZbjx4FwqmbbJvbh/BWJBsTii3iqL449VSqYQe0Ck5olUn1hMjEA8QSoeordYwq2IvVNEVgvEguFCaL1Ev1JvI6IlQawh38m9DEhVdkPNAPIDdsHli5gk+/PiH+Yvv/wX//Ot/Jrecw6wKR7v3+oXbwpQW1n/3N/aLHwvXFvunXmc3ABrMZmdFALkiyLXXxNNCCy208L9BiyQ+D3hqVDqd9keRiqI0xcecCIqi+OPh5cIy4yvjzJfmaVgNiqUiZcqMr4yTr+d/q73EjaG6sO6szuVyTQaMSCTimzlO9Fw81bBiVCCA3z/tEc26VadqiFGtElB8laNarLLqrvrtF8lkkkKhQCaTOWkUjreTWCwW2b9/f9OI3HEcnnzySSRJEqaE3CIVs+KbITyzhKyLE6LrusiqzFS1ObC5VqsRCARYXl72vybLMqFQ6IT7krZt+2N+Dx5JPNaIc+x7srGOzvteW1sbBw8eJBqNHqesBtWgX/+XGEhQz9exGhbV5ao4mQeUpmgUNaii1BVGukfoOa3nOZ2zkiQxlBziyv4ruWnnTQTVID+Z/gn/9ti/ia7qDWYQS7XYPbWbA9kD1Et1n3xKkkS0K+q7i4OJIE7Q4YnpJ/j8xOf5s9v/jO9PfZ8Hsw9y/e7r+e/H/3v9tVgjTI7pNJFHLSLUT+/9axQaKLriK2ChTIhGSbzGnitbVmXyK3m+ve/b3D1zt6+IqiHVJ6HlUpmSXGI6N81EboJEKsHi4qKoo1xaZNVZRVJFbqT3uqkB0ZRTzVZFnM8aIu0RQU4t9zeSKa/y0COJB7MH+fa+b/u7ks1vytprE1AYWxrjXXe9i18v/prdi7u5df+tXD9+PYsLi00NOYFoAFxhctn43p4M3ujaUyUVXcFqWL4b3ayaBFNBrLrVykhsoYUW/ldokcTnAU8N03Ud27ZZriyTzCT9nuTFxUV/n/BYZ6Ku6yRSCcYOj1E2ysyV5tg9v5ul6hJzpTnKRpnDq4epGJXfSDw3EjkPAwMDzM7ONplDPHJ6HGFZC6OuVqtImsTB3EHmG/NUGpX1sOXKEqt1MfZWdLFfVV2ukjuco16sU2gUyJk5ERgdi1EoFH6j+uYdd61W48iR9bq1bDaLqqnkyjmOFI+wXFpu2sUzKyayLqOHdVzH9eNgpmvHK7NeL68X1g0iZPzYEb5XB2jbdtMJdOMu4kZ4bTHHIplM+mpyMBhk06ZN9Pf3n/D597b14jQc1IBKMBFsMjdE2iPU83X/hB+NRpFNma5kF0ORIXpiPb9xpO86Lud2ncs/XfxPSEh8be/XOLB6oFn120C2jlXEPDXPsR1+OftLLrnjEt7/1Pv54ewPAXht/2t508ibAPjMM5/h7om7xePaYgwdyoSadhi1sFijKM4WqSxVmsgMCOLmxfZ4qqEe1bnpsZv45IOf5OPPfJxdz+zCdd2m7EQvq9GsmRwdO8p0fZrphWnqUp25/BwNs4GiKf6423VdqititK1H9abnHIgHMMqGGHUfQ3KPhafsOabDE0tPcPUdV/PJBz/JVd+9irGVsabbWnULWZUxMPjoYx/FdEwuHriYW155C52hTvbl93HDUzdgGua6S1yVUQMqRtk4znh0Mmzcb/Tux6yaYn3AcoRSGVJZOrL0W7UitdBCCy1sRIskPg94Cl6pVMKSLKYKU8wZc6zmV7Esi1wu5+8HevVdtm1TqVRIJpMcXT6KZa1f1TeKDRHEuwbXdTmSP0I8EW8aY2/EyWryPGK5sbEkm836pNFyLBbLiyyWF5GCEtnVLKV6iYnCBLZjC5WlUmW5tMy+5X1MrU75Jx1JkWisNtBjOlpQI5wJY1ZNFsoL1Jwatm0fR4pPhEqlgqqqRKNRHMfxdyuXlpeohWqUq2IM6lquOJG7ICFh1kxkVUaPis5bs2ZiOiYz9eZxcz6fJxKJoKoqmqb5hLWtrY1qtdpEBhcXF0mn0+TzeUqlEk8//fQJCbWHE8XkBAIBYrFYk3s6Ho8fdx+eatuR6SDlptAVAenZzAAAIABJREFUfd3hKgvyoUU0FF3xFcbORCeWZTE2NsbszCxSRWJLZgu6IkjcRtXRewwXFy2kcU7mHN64/Y04OHzywU825e55x3YyMqQGVMYL49z40I0UG0UGQ4NcfsrlfPWCr/Ku0Xfx7pe8m7cMvwUXl+vvvZ6HZx4W748mY1QNCIhdSxDjZi9P0qpbIipIkprIjBbRKNfKfsXiY8XHuH/pfgAUSeGe2Xv4n33/45MzcfA0GWWK80Uq9Qp5M4+LGFcrAcV3S5fmSqhBleRQktJcqel3TpLXlHtpfcR/MtimLY7DdfjHh/4Ry7FIBBJ+TeJGt71HEv/5kX9msjzJQGyAv3vJ33F+7/l87iWfoy3Uxu7cbn40+aPjHifaHaW2WvPXBJ4LGy80APSI2LP0XhuzZqKFNKyG9Rt/P1tooYUWjsXx0kgLJ0WpVKK9vZ39E/uxVZvyYplIR4SaWSOXy5HJZNB1ndnZWRKJBLquc+TIEUqlEpnBDMVi0W+pCMQDYhyUbDZzNKwGJa0Eq/jZhhvh5dqdCOFwmGKx6P/c0tISsViMhtXgQPaA3zrh2A7V5Squ4xJzhNPVrJhIioRhGdTMmjghaiK3zigZqGHhpHRdl3AmTHmhjB7RMcMmuw/tJhlMsry87EfpRKPR446vVCpRM2vE03Ecw2FpaQlVVck38r5BxTs+Naj6421JkUTESlAs+Btlg5nSDJbbfBJNp9MEg0EMw0BRFMrlMvF4HEVRUFWVUqlEPB7HdV2mpqY4++yzmZiYwLIsRkZGmmJrYN1BK8vyCUmil4foxbGcDEtLS0xNTbF9+3Zs0+aU9Ck8Mv0IoUwIs2JiVAyCCfE5iHZFKc4UObx4mFKpxFlnnUU4HGb//v10dXUxmhnl8T2PY1kWZmC9B9hTXQOxANVslbef/XZ+evCn7F7czb2L9/LHHX/smycCiQCrR1aJdEREL3Ni/TPYKDX48tSXMR2TP+79Y97R9w7xGc/VkEKi9eUN/W+golT4n0P/w7U/u5arh66m7JT58SM/pmpVuWz0Mt7eeDuKovi1hY7joEji8fcs7eG7+75LvpjH1V0emXkEJHj9ttdz79F7AXjnqe+kI9rB3z/+93zxsS/y8uGXE2D9NTZrptibbNfITeSQZIlGoUEwEfTHtbIqlMRwe9gfq2c2ZzArJpXFCvG+OD+Z+An3HLiHrdGtXHX6VdRX6wRiJ3kv18bXjy0/xtH8UbqiXfzPFf/DO3/8TvYs7eFDP/8QLxl4CXcfvpu5wpyoGjQKaLLG9WddTyQUwayZ9KR6eM+57+H6X13PNye/yRXmFYS0terANR4XTocpzBSecy/Rg6IrPhkMJAKUF8vIqkwgHqA0Lwhyx0jHc95HCy200MKJ0FISnwccx6FsllkprqBFNOqrdZF/FpE4dPQQyWSSZDJJsVik0WhQN+vUrBrB9iBT81PgCoNAo9gQMRqydMKr+4JZIFvJnnCPKJfLkUqlTnh8iqI0xb00Gg1UXWV8ebyplkxW1gwgGx7aNm3RqGEItcYxHd94oIU1XMtdJ7VrDlfPRVqqlFg2lnnqmadYWlpi3759TcflPY/l/DIr5RVyco58Lc/yyjJLxSWkkLQ+yrPX8+Ncx/VHhH7GnCxhVk325/Yf9/w9V7Zt2wQCgabRd09PD4cPHwbg6NGjhMNhgsGgr7ymUilfvfX2ETf24Z6IJHp1hV7Dx8mQz+c544wz/HidoBokHogTjAsTi+cA1iM6Vt0ioAVQZLEqMD4+zsGDB1FVVYy8UYlrcaJd0aYcQ8cUZNYzMrhZlz8f/HMAvjnxTX/3z3ucWE8Mo2RgVs2mnuRHFh5hz+oeYmqMt57yVvSojh7RwcXfndNCGm8/9e28buR1GLbBVya+wreOfIuSWcJ2bb594Nv89+J/E+mMEOuN+TuOZsXkYOUgb/3+W/nBwR9w/+L9PDD9gKjxc0xuffZWZkuzDMYGuaT/El7a9lLO6ziPilnha09/Tby3lnBDW3ULNaQiqzLp0bQfa1Mv1mmUGpRmS36/tiRJ66NuTRGkvCPIx+75GDfcewP3zd3Hlw58ic/v+TyW8Zv39+6eFWP2S7dcSlgLs+uiXSQCCR6be4ybH76ZPUt7yDVyFIwCuqzz/h3vZ1N00/pxB1VeOfpKRqIjLDWW+PdH/92/b2930mpYRNoEOT8WnvJZL9RFEHcm7N/OM0NZdcsfrcd742gBraUkttBCC88bLSXxt4TlWBQbRcq5st9soQZVzIpJoDtAtpJltjJLO+0EU0H2TuzFtEySg0kaUkO4Ktf+SCsBhdJsiUhn5KSPVzNrHMgeYFN6E6q85h61rJPuxoEgsV4kiK7rOK5DRa5gFsymERtAMBlsiuVwbRFh4hEWb6HeqlvEe+PYhk01V0WSJX93rp6vE0qFiHREyB3KgQSmbqK6alOUjmVZIEO+nPebNUpGyR8jJwYSwlEb1TGrpt+84Toue1f3suuhXRQbRa7YdgVvTL4RyZLYm9t73PP3dh693MeNbTQ9PT0sLCzw9NNPk06nfaKt67o/ZvZG9p55xYvB8Zzfx6qj3u1VVT1hraF3TI7jiPfDcYS5YnGR7rZuqoEqdqdN/ugaOY3pFCYLdHZ0IpsymqYhyzKZTIb5+Xmy2awY2UsqATlAmbJ/7JZh+REusZ4YuHBl+kq+fuTrHMof4tfTv+bl6Zc3HZusyb4qrIU1bMfmK+NfAeDPtv8ZPcM9VBYrYq/Pcf2LikhnhMJkgXdvfTdnDZzFD5/5Id3t3Vy65VIW5xb50BMf4itPfYWzu8/mRb0vIt4Xp7xQJtgZ5DN3fQbbtbmw/0JeufmV2K7NiDvCzOoMX535KkE1yIde8iG0iti1e/uOt/PwPQ/zvbHv8fr+16OVNfF7VzV9hU2WZUKpEC4u0a4oFSpEu6Igid+1x8cep6bUeOn2l6KgUHJKfOCeD/DE/BPoss7rRl7H9w5/j++Mf4chZYjLui47qZu8YlR4cPFBAF59yqsB0eDzldd+hS898SUkSeLCwQvZJG1Cj+pElAghNUR9dT1qR9FFfNS7tryLa5+4lv/c958UnSIXDF3AzvROrJqFYzmE0qHjcipBqMZlp8y+w/vYkthC30ifb6jx1OTKUoVYr8jmfC7TUwsttNDCc6FFEn9LTGYnqTk1AvUAalAsuXt/fL09q5Xyih/2a9lWU5+rJEl+Q0e4LSwWygMnf/nVkMpqfpX99n76Yn2sLqxiGAYjIyP+bSqGUMoi+jrZ7OnpYWpmiopTwVAN6kt1cMEoi/DiWHdMjKKOGamZNZNEf4LsQeECtk0bWRfKnUeII23CXOFYDsnhJIXJAqGUGJOFUiGR81azqMk15ubnGD1lFIBqrUrRLh5fzaeICA9JEntVekynulwV99MQhHjX3l0s1oUx6Bu7v0GuJ8dfD/81T+eePuHr5o3jQ6FQk9NalmXOPvtsxsbGyOfzbNu2TbyGa3uSXhzO1NQUvb29zMzM0NfX5xteju133ggvk7FYLPotNv57tEYyXdelv7+fyclJcrkcO3fuFGHTtkFBKVDNVv0TvVEx6Gzv9EfdXkD78vIytm2TTqcp5ot+d3IgJmJWFF2oj44p3K3BQJDLhy7n3w/+O/898d9ctOMi/0Kllq0R64017Sj+ZOwnHCgcIK2nedOZb/IJhqd6u6Z4/7zPrWM7vGrkVZxdP5vO00WM05bYFv689Of854H/5LpfXMc3XvcNOqOdIMH3Dn2PsewYnaFObnz5jYQ14bovzZXo0Ds4d+hcIu3is1ysFXEch9P6TuNlXS/jvoX7+K+J/+KvN/010c6or34WZ0X9nGuLz49VFWRZkiVs0+Y/Dv4Htx2+DYDBsUFeM/IavnvouyxVl2gLtfHRnR/l1MSpjKRH2PXoLj479lk2pzezc+tOZouzjGfHeenAS9EUoTj/8vAvqdt1zug8g954r/8+DyWH2PXyXf7rUl2uEkqGqBfEfmBpoURuIuevTDRKDTarm3nP2e/hs098ltvHbuf2sdvpjnbzodM/xGZ1M6FMyO/h9sw2R1aP8F9P/xc/PfJTGnaDiBrh0/qnOavzLGrZGlpEQ4towkQ0X8asip3MulLHSf92NaEttNBCCx5eUH8xJEmSJUl6nyRJY5Ik1SVJmpYk6dOSJJ1ckvu/hFq5hhbWaJREZp3dWA/ftU0bNaw2jf/UoNqkRqghFUVVfEXx2D7eY6FHdRqlBrV6jad2P0VJK5HuT2PLNrlajv3L+xlbGWNsZYyD2YOYtjhplp0yC6UFlueXfWKnBlSi3VFi3bGm5gkPfn5dUBXj3LqJa7uYFdOPMQGaMtdUXThTHcehlq0RyoQIpUPYho1lWMzmZ5kpzpCtZjk4fxBLsXwnK4h9MUVThOq1Bm+8LcnC7Xr/4v0s1hfpi/TxuVd+joAS4EdzP+KGfTcwU5shrjYTMi+b0nVd2traqNfrTcRUkiS2bt3Kjh07/CrAcrlMOp1menqa0dFRZmdn/VozXdd9hdCyrBPWB4ZCIUqlEpFIhP379zM9Pd30mEtLS2QyGR599FGq1aofnaMoIl9xU3oTgWhAxJfULfSQTiQUoVqt0t7e7u9XZjIZlpaWUBSFnp4eVEWlM9OJUVoPZVaCCiv7V8gfzfsK1BWnX0FYDfNU9imenX4WaFazQDh8d0/u5lOPfgqANw+/2d+Rc10Xo2yghETHsmUIdTaYDGKUDYrTxaZQZz2i85bT38LOtp3k6jne9sO38eODP+b+4v1+7eAHf/+DPkH0EG4LN0W/6BEdCXHx8KbeNyEh8f2J7zOzOkNluYLrusL4FQsQ64n5ppLqSlWMx4F98/v45uFvApAJZZgsT/Ivu/+FpeoSp3ecztdf93VOy5yGGlS5bMdlvKb/NRiOwXWPX8dNv7qJy799OR+854P8zc/+RjjlJfjpoZ8C6yriieCNlGVN9mNzHNPxHccgTGtaSOOSzkv4+h99nTdveTMDiQHmy/O87+H3cdfyXdRyNYKJIPV8napZ5QuPfYE3fveN3HnoThp2g65IFxWrwvvufh9T5Skc28GoiLByRVMIpoJi5N8TI9OfaRHEFlpo4XnjhfZX42bgM8A+4P8A3wbeDfxAkqTf6XOpV+qoIRXbWFcAvbDael4s/1s1y3ffemTHQyAWwDbspv0vD1bDoparNX1P0RT/pBfrjWEpFtOFafYv7+fI6hGq5vruYbFR5NmlZ1ksLzKZnyTSGRFKoSvIaSAuzDKyKvvO0KbHr1n+6FnRFeo5QXbNqumfcD1IynqOox7VqS4J17CiKciKTGIwIfbcaibz+XmO5o9SqYp6Pcuw/NdIC2tiPHbMnpRjOSgBEbT83anvAnDF8BX83sDv8Q8X/QMyMo+vPg7AH3b9YdPPGobB4OAgrusSDAb9uJ3ngm3b9Pf3Mzs7SyqV8mNxNuK5WmV6e3vJ5/MYhkEkEiEajbJ3714KhYJ/TMVikc2bN7O0tMTmzZtJJBI4jsP4+DjTR6dpi7WJCwwJNm0V7S2GYXD48GGWlpYYHBxkdnbWH1d7pDFkrRM5x3So5+tEu6Ikh5M0Cg0apQaZdIY/GfgTAL7x7DcAqGarhNLrP/v9qe/zjl+8g7JZ5ve7fp8/Hv5j8bloWBglAz2mi4sC16VwtCA+78kgWlgj2BY8bpwZTUe57rTr2JLcwmxplhvuvYEb7ruBul3n1ZtezR8M/8H6a+usrW6sta344dtrbuNGocFwbJhXDL8Cy7G47chtwjBVM/1jA5HJ2Cg2sBqW2KF1XW5+7GZcXN6w+Q1890++y/vOeB8X91zMB87/AF/+ky/TEekg2hkVir8k8Z7t72E0PspyfZk7Dtzh11A+NPMQt+6+lZJb4rGFx1AkhYtHLj7pZ8rbl/TbaFzXD1K3Ddv/26CGVIyKwdaerbx55M186/Jv8aen/ym2a3Pz2M3c+OiNfHXPV/ngQx/kFd94BV99+qs4rsMf9f0RXzn/K9z5xju5ePhialaND979QWzNxqpZfii4WV03Nh3NH+XphROr7y200EILJ8MLZtwsSdI2BDH8nuu6l2/4+hHgs8Abgdt+V4/v2A6SK/bpqtkqjWKDYFq4Qo2yQSgdwrWFulFfrR8XzCur8gljR2zTpjRb8mNQZFX2R0vhzPEh2CeD67pNUSfeY3lk04v+CMQDNEqNJkdrvVD3FUMtrFHL1VAjKtji51eqKzw+9zi9sV426Zv8vcVIZ4TViVXSm9IUZ4roUZ1gMkggEcCsm5QXysT74n6LhmM4RPoiVJYqhNvC65EmTU8EFFXh2dVnGSuNkQgk+MNeQQYvGLqAG8+7kdv23sZgcJCrh6/mlzPrndjHRtjouk65XD5hmLh3e+92oVDIN9w8+uijfrd1Op1mz549J1VhFEXxDSxeCPe2bduYmJigVquhKAr5fJ5NmzZRqVTI5/Ok02kOHTpEJpMhFosxNTVFUA8SaA/QHmlHj+ncf//9bN68mUKhgG3b7Nixg4ceesg/jnQ6zcGDB+ls6yRfyQtV13QIDa816HRHKS+USZ+S5rLBy/jOke/wq7lfcXTpKBk3Iz6Prsstj9zCrc/eCsBrB1/LO099p2g7cVxKcyVCmRCyKlPL1XAtFz2+NuJOiNG7UTBO2D6SiqS4+cU3c+fknYzVxpgvz3Nm55m8+8XvBsTFgG2KHTpZW9sjjepUlivEumLYDVtEt6ypclcPX809R+/h7qW7+YvqX5BW0mKsLImwdUVT0FM6q4dXsQ2bX87+kt253aSCKd5+7ttx8y5XnX0Vr5p4FaFMiOpclUhnc11eLBXjpjNv4vaV26mUKlx1zlUsVBa49mfX8q9P/iuTQ5PYrs35veeTDJ44YQDW6vTS4n4lWfJ3BV1HkEVvl7eWq4mLNtdFj+o4VYe/3v7XdFgdfHbss/xi7hf8Yu4X/v2e2Xkm79r5LnrLveICVVa44Q9uYHxpnCOFI3z2yc/yV4N/BUDZKPO9g9/jYOMg4yvjHM4f5uKRi7n76rtPetwttNBCC8fiBUMSgasQq/O3HPP1LwOfAP6M3yFJBCgvlQmlxBK6Htex6zauLpoaZEUW0SITq8R6YuQmctTyNULJUPOdyGtO4rWTUy0nqr70uI4aVP2F8+frRNxoLDhu92/N8eg6rsilmy83kUSrZhHpEBP7YDIoVM2SMLs8vvQ47//5+6lbQl3si/Rx9cjVXN5/OYqqiOxCRAOKVyPnBTIbZeGera3W0C3hUA5EAxhFwz85HgtJlrAtm/86/F8AXHnalYTU9dfw5cMvZ6e8E8dw0OVmlfNY93E0GiWfz9PRceL4j3K57P9MJBJh8+bNGIbBE088Qa1Wo1KpkM1mkSSJ+fl5RkZG/BpDD6VSiXK5zHnnncf09DTVapVGo8Epp5zCk08+SWdnJ4VCgbGxMU455RT27t3Li170IsbHx9m8eTMAo6OjWGMWfZk+QlrIb3LRdZ2Ojg4OHz5MZ2cnmUyGXE7svMqyIHmn9J7CU/ufEiPsDYTHMy8YZYOeTA+v6HsFP53+KV9+4st87A8/hu3Y7HpgF3eM34Eqq9zwshu4uOdisS5Qs6iuVAnEAqL72bCFUm6IlYFAVARQy6rsXyBthJdTGLJCXDV6FeG28HExLpWlCo7lEEytG6gi7RHyk3mcNkfs7raHyR/No4U1egO9vKLrFdw1fxdfevpLXHf6df6FkG2ujc/XauoWlxf59K8/DcA7X/RO4qE4xVzRz0S06pZPouO96ysLWlgjpaV49xnvFhddlsPmwc1csuUS7hy/kzsP3wnAJadecsLP00Z4UU1aWKO2WhMK/WodSRG5n6FUSNQDBhQRiZUIUJotgQSXnnopZ3WcxUO5hyhbZYaSQ5ydOpv+3n5K8yUacgMtrOFYDmEtzId3fJh3PfwufjD9A3LVHAOrA/zg4A8oG+uml7AaZjAxiO3YJ+wib6GFFlo4EV5I4+YXAQ7w6MYvuq5bB55e+/7vDN5IzxslaUGxIG43bNbqbdcr9WRBdjxHowctrKEGmncXrboYj4XTYYyiOFkc+3O/DRxrnSQ4piNqyTbA221qGoF5P7uWSwj46g4SjOfGfYK4vWM7HZEOZioz7Hp2F196/EvAWnhvTiiRoVSIer5OIBHAMcQxVJYrIv6kbK4rpO1hqivVpsf3dhUlReLJ2Sd5IvsEISXEG7e9sWmcqQQUv53j2AaJjRmHIEK0i0VhbDiR+zifzxMMBv0gcEmSCAQCftbj2NgY/f39bN++nba2Np588smmkHPbtjl69CiZjNj3SqVShMNhv6M7FAr5XdWnnnoqqVTKH0d3dXU1RfTIkkwsIPYzs9ksyWSShYUFhoeHWVpaYmlpidHRURRF8c008XicWq1GXI+jOioDPQP+fQBEO6NUlioE4gGuGrkKXda5a+Yuvrnvm1z3i+u4Y/wOAkqAT//hp3nN6GtoFBq+ocmxHOEOXusgDmVCaCENXNCimr8PaDUsjLJBvbD+mfXG0YFYAEmRmr638TOmx3SMiuETSEVXRKTSQqlphcExBZl8Q9cb0CSNX8z+gs/t/xx783uxDIvKUoV6vk7+aJ5AIsCnnvoUK7UVtqe289rNrxWf06hQQJGEqu+timxsNpEk0SHtNZZ4bS3Xnnct57SfA8BFPRdx4fCFx32WjoXrutRyNYyyQaPQ8JtRZFVGURVfIY12RNd7vNeUUUmS6Iv08Rcv+gv+8pS/5NLtl5IgIUbxLuAKQu3F3mxJbuHGc24koAR4MPsg39z7TcpGmTMyZ/Ch8z/E1y/9Og+99SH+/bX/3iKILbTQwvPCC0lJ7AFWXNdtnOB7s8D5kiTprus2sQFJkt4GvA1Edd3/Ft3D3UwcmPBDa73F9OpK1ScxRsUglApRWaqgBoWxwzsZAMhhmRt/fiOPLz/OaZ2ncUH/BSTKCR42HubXM79mc2Qz1110HXJNJmAFfmOI7kZ44dcgdpFUXcWR10mUp2iECPknLD0ijBnfnvw2bs7lytOvJFALIGsyxUaRm/bcRN2q85pTXsPfX/D3OK7Dtx75Fp/d+1m+/NSX6Yx2csnmS8geypJpy4C0vu8mKcJdatUskoNJaqs1n7gqmuJnvdmmTWWx4pPEilXhlj1CLL6893IiRLD09SgbWZWFoUFyca1mJTIUCjVFBMXjcRzHYXZ2loWFBQYHB2lra/NvX61WUVWVWq3WpBCm02k0TaNarfrO5FAoRCAQYG5ujkgkgqZpHDp0iO7ubj8jMRaLMT8/L94DUxiUkskko6Oj/pg4lUqRyWQIBAIcOnSIU089FWgO7p6ammJ4eBhZlpmbm6O3t5fe3l5kWSYajTI/P08qlaK9vZ3JyUk/Q3Gofwhd15ksTJKtZtEiYlzr4tIX7uOtw2/lXyb+hZsfvhmAiBbh5lfezM7unf6Fg+uKPMzkUJLKcsW/8PB6gs2qKWoS10iWa7lEu6M08g2sgPise0q5rMrHEUQQ6nkoE0KSJGq5WtNaRSAeoF6oUy/VifXECMQDVJYr2IZNV6iLa0+7lk/u/SR3TN7BHZN3MPDMAK8fej2Xnn4pjWKDf9n9L9y/eD9hNcx1O6/zSVEgHqA4UxSv85p5JNwWpjRbQusTlX+ew76RF39igqkg2fEsicEE/3TuPyG1SbgrLvJzrD87lrjgMatCifdGzd6+pSzJSKrkh4F7r5frun69oWMKMuiN/UFcdFZXqj6x9kxk3u/R+e3n85WXfoWfr/yccqHMRZsu4tTIqdiGTbI9SUA9edh7Cy200MLJ8EIiiWHgRAQRoL7hNk0k0XXdfwP+DeCcc875f9Vyr0d1sW8o2zy79Cz3zd7HoDbIhV0X4jou9XydWHeM2mrNJ4aemQDg849/nrtm7gLg/qn7uX/q/qb7ny3Nkvtxji++9ouUF5tHYc8Fq2EJh7UuHtOsmahBFTXU/PZ6IdpqUKW+WkcJKdzwixu4Z/oeAO48dCe7du5Ct3U+uuejzDfmOSV2Ch86/0Pi5OZKXDJ8CcFEkF0P7mLXA7vojHQy6o76YcZm1RQu1Y2jbwmh4CjrJ9dgKkgtWyN/NI8ckPn51M95bM9jPD73OAWjQE+wh9cPvd4f2W2EZwRQgserIhsJnyzLxONxjhw5wnnnncf4+DiZTKZplC9JEtVq1c90BNGkAvid3JZl+YaRRCLB4cOHicVixONxLMvy8xM9lba/v5/x8XHa29t91W91dZVEIkFnZyezs7OMjIwQiURYXV0llUr5mYzBYJBGo0EymfRJYn9/P/Pz8wwNDflEMZfLkU6nsaz1ujUvomcoOYTjOsxMzqDoCvnDeXDhsk2XoYZUfjTzI7piXbzn3PewKb0JwI/SMStC7fJMTt77GFSDdCe7manOUKqXUHSF7KGsIPeu2E8tzhQJZ8L+Z99/naV1g4o3xvVV72MaRQKJAKW5ElpQo5atie9rMo1ig3BbmAuUC2jf3s6D1oM8MPUAU5UpPrX3U/xw5ockogkemX0ERVL429P+lr5kX9P77JmuZEX2Hd5aRKNeWAvFlyUi7RFKsyVs0/bd/ZUlQZYjWoQyx+cWboR3EWmUDUF+JbGmEs1EqS5W6e3spWJUKDfK/t6iHtHJH82LkX7d8lVc73fHscX6gV2zce31OkJFV3yXtG3adGldvPO8d1KYKgjznOOgR0VAOyeOfWyhhRZaeE68kEhiFThZt1Rww21+ZwjEApQXyhyoHuA9v34PpiNGVbsLu/lA5AP+XpSiKTiWiLzwmh5+8sxPuG3vbSiSwvXnXE+ulOO++fvIWTnO7T6X84bP4xMPfoJn8s9wyyO3cE3vNRRmCmKfS5ZPaA4AQRDL82UcxyHRJ8iN67jYDbFH5tgOruPyxNIT/GzsZ7gNl8H0IHEzzl2P3cVjS48RkAN0R7s5WjzKOx58BxISlmvRHezmI2d8hOq49qYBAAAgAElEQVR0FSsiHNBaWOPyrsuZXJjktonb+Nuf/y03n3szW+tbiffGqWar/ljbsRxCqRDF+aIfa+PDgUhXhFq2xqd2f4q75u/yv3V6x+m8t+e9hENhGoWGn8UIQiWVFLFf6ZHijajVagSD6/uWkiQRjUaZnp6mr6+PmZkZ+vv7/WgZx3Eol8v09PT4P5NOp5mcnMRxHEzT9O8znU4zPz9PIpHAtm16eno4dOhQkzqpaRqaprG6ukp3d7dPKkOhEPPz8wSDQZaXl0kmk/T19bF3715isRiJRIJ8Ps/CwgLxeNxXHgcHB5mZmfEd14lEAk3TmJ+fJ51OE4vFmJiYOC6epy/ax6wzS3I4Se5QjtRIivJCmStHr+TSvkuJ98abxvhGySDaHWX18Kq/nypJEiE7RCwTY7R9FFmSWVaXUWWVpeKSUIQVoTxqIY1op6gUTA6tmzq0kObvpwbiATHSPibY3TZtais18VnXxK5lOpNmdWkVJaqQHEiyeniVeF8cWZXZznYuOPUCapUaP97/Y/51z78yVhiDAoQ1oSD+Xvvv0Sg1mvYlVV2lYTcIt4cpzZWI98UJJoMUJgvCqZ0MUs1VfdOOrMrEe+OsHln1ye1GQqsrOm3hNhYri9iOeH+smkUwFaRRaqzf1oVtw9uYMCaIhCNIa//44eTtERplcay2aZM/kifeF6eyWEELaxSmCoTbw9RWBGn2qjy9Y08OJbEMC7NmUl8Vo36rYWEbNtHOKLVcjUQ8cdzvSgsttNDCb8ILiSTOAadJkhQ4wci5FzGKPnHtxf8lOLZD1sxy/ZPXYzomZ2TOYP/qfn4y/xNGj4xy9flX+zuJjuGI/cJinT379/CJpz4BwF9t+yvO1c7FSTm8Kv0q2re2+yfrTCjDNT+4hm+Pf5ttHds4t3auUAEcSA4n/TGta7v+CaiWrRHvj5OfzAvjiBLwx1Teye7WyVv5j7H/WH8is+v/G1EifPxFH+ecrefwkZ9+hHvmhar4svaX8X82/R8y8YyvFOUO5kgNi6aSt+14Gyv2Cj87+jOuffRaPvz7H+Z883wxJgvIGFkDWRERJo4jiOpSbon/PPyfRKIRLu27lGg4yh3zd3DX/F0E5ABvGXoLf3DGHzAYHqQ4XcQx1hywSjOZ8cnNCbw9tVqtyagSCAR8I4gkSZRKJWzbZnl5mUQiQbVapV6vNwVla5qGZVkkk0nGx8dJJpNEo1Ff5RseHvZv6423TdPk6NGjpFIpnn32WXp6ejhy5AjDw8M0Gg1/ZNxoNDBN0+/3Hh0dZf/+/YTDYX8kvnHXMhKJ0NnZyb59+9i7dy+qqqJpGplMhpWVFXp6epienkZVVRqNhv88VpZX2NS/iXlzXhg6ZBktrFHNiuuo0kKJeI9Qqr39VE9FVAMquqLTHm6HMoyeOuqPWD1iTR3CqTD1klDhwpkwiq4QSoeoLFeIdgp11esSdkzh3m+UGsT71hVyRRPtQ4n+BOWFsjA+BXVGekZ4ZvkZzLJJVRJjVtd2/dFtYbqA3bC5bOdlnN9+Pg9UHkBC4oKhC0hpKfJH80Q6IlSzVX+cbVQNtIgmTDGZsLi4sh0cS8QHhTIhrKrlh5QnBhK+GcY27KbVEYBN6U3kl/MMRAc4Wjkq1D5T7Cg3SiKORw2oBAIBsotZIhGRf6lpGm2hNuyQzWptVZiDsoJkyors95jrUd0PWQ9EA+hhnfJieV1JXLsYlVWZ+mKd5ECS0lwJPa4LVdsSqqk3Xm+hhRZaeL54IZHEx4A/BM4F/DmtJElB4Ezgvt/lgxsNg8XJRW549gayjSw70ju45cJbuGfsHv5hzz/whf1fYMemHWxPbReuT9ngnmfv4cHZB/nVyq+oWBUuGr6IK0au8EdoVt1qUnO2Jrfyrq3v4pZ9t7DrwV3843n/yIv7X4xVt8RSfjyAawtFw6v085bwtaCGVbMwqyahtHBgl+ZL3LZwG/8x9h/IksyVfVcSV+MsuAssGUv0Or28rvt1dIQ6UF2V9w29j2s2XUO0O4o8JxPuCFPL1oh0RjDLYoRdL9SJtEcIJ8O8f9v7qdfr3LdwH9fdex3b2rZxzfZrONU51e9ZdhwHTCgaRa59+lrm6nMAfG/f97hk0yV8deKrALz39PdyUfoiooEo9dU6alAllA5RnC5SywqVyXVd0d275tZ2Gsef/Or1epOSaFkWjuMwPDzM3r17GRgYYGpqimq1Snd3N8Fg8IS9y5Ik0dnZSaVSYWFhAVVV2bp1q08INU3zDS8Ahw4dYmhoiImJCXbs2IEsy2SzWYrFIkNDQ/79BgIB+vv7mZqaYn5+nr6+PrZv345pmpimSUdHh298mZmZoVAosHXrVs466ywWFxdJp9Ps27ePF7/4xezdu5dUKkWtVvNzGPv7+wHhut68eTPV1SqlWEkYWBIBKmaFYDqIYzr+CNgoCfLkuXBlVaY30stibpFQONQU/zMwMMDu3buJx+L09PWwZ2wPjuVQzVb9fm9Zl31SLitibK0EFMoLZaJd0eZxvyKBLV4XqVcifzTPUP8QqVSKvr4+5ufnifZGsSxhULEbNq7kirHwXIlqtkpUj3Ll4JVN759ruwTiAarLVYyKIXqxa5avqMqqTLgtjKRKLO1ZEor3bNE31NTzdarZqtgPXDPw1PN1X2WNBWLkl/OUSiVWVlboHOxkviz2UcuLIj2gMFUgEAqgyRqNRsM3pXifB9M1Wa2t+l93XRerYYmInpUq8b44elSnNFdae7FoukB0LNGs46mWkiyJ8Xmu7mdFVpbEvu/y0WU2pze3ArVbaKGF54UXEkn8FvBh4L1sIInANYhdxFt/Vw/sui4/3PtDPvHYJ1isLdIT7OFj534MxVG4sPdCxkpjfHfyu/zNz/6GN57yRg7mD/LA/AMYzrqweWbnmXzkZR/BXhaKgWM6qLqKbdngCKdudbnKm857E+PFcX4y8xPe//D7ubZ6LVe+6EqMsuHX3iUGEuLEIUG0K4pRMbANm8RAgkapgRpQqdQqfG3qa3zn0HeQJZm/O+fvePXmVwtlThKtKpWFCkpQQUKilq2h6ioZPUNICVELi7YHqyrGWGZFGDGshiUW8FUZDY2P/d7HuH3idr42/jX2ruzlvfe+lz8d+FPefu7baeQbhJNhKksVbjlyC3P1OfrCfWiyxpHyEb70rHBIv7rn1bw883LMmklpviTGyN4eoy5j1kyshohlcS1BbJAB+wRvFs2h1x6hs22bkZER31jS09NDvV4nEok0OZY9JJNiZFqr1YjFYgwPDzM5OUlHRwfLy8v09PSwsrLiO6jD4TChUIjOzk5WVlbI5XJs3779hBmN3tfK5bJ/vLou1B9vR7HRaFCr1ejr62N2dpb+/n7hZI7HsW0bx3EYGRlh7969OI5DV1cXY2NjPjlzXVfE88yW/b5tx3EId4Yxy6b/tVA6JOJsdJlQOkSj0CAWjIEhXruNqimImKH+/n5mZmZoT7UTlII4ukN7rJ1UOMXc7Bx2QOzzeY1DXpi7oitCFVMD9Mf7kSWZZ44+QyqVYmvHVqYL08gJmZEBUT2ZSqWYmZmhM7JGwFww6ybBRJDSvBgX1wt1P6B94/uu6ApmxRSj5dnSuoNaU0j0J3Adl+JskUQ8QVtbG7ZkU7fqOK4gvMFUEFmRRQuRImr0jJJBrFe4x8NOmJWVlfUd0akckViEUCbE/JF59IBOb08vxWKRsivWQQzDYGhoiL179+K6LgMDA2TCGd9kZJTF77EWFp3djeLaaH5tp7NRbPj5lCDyTSOdYocyNbLWRR4R1ZZaWPN/Bgki8UiLILbQQgvPGy+Yvxqu6z4LfAG4TJKk70mS9JeSJH0a0cDyK36HGYlvvuPNvO++97FYW2RTYhM3bb+JqBTFqlngwlv63sI5qXMoNAp8ae+X+MXsLzAdk23t23jr6W/li+d9kS9c/AXCatgfX7mOCCbOH8lTWihRmhEnPVmRueHiG3jd0OswHZNPPv1JPvyjD5O385Tny9iWcDTm63l+dvhn3PnEnczPzWObNrZpE4gHuH3P7fz5A3/Odw59B1VW+fhFH+fCjgv99pV6vo5ZMQkkhfvSNm0cy1nPO1wbtSmaWOw3KyZ23SbcHsa1XArTBcqLZSIdEUKpEJf0X8IP3/RD3nH2O5CRuXXqVj796KfRk2Jp/s6VO3l45WFiWoybTruJz5/9ed42/DZOT53Om7a/iffueC9qUBVmBgff/VlZquA6oh4wfzhPoyxGeK4jjlNTted83zwTS29vL7Ozs4TDYSzLYnBw0FfgFEXx3dAbkU6nyefzTYHbtm0TjUb9WJ1sNks6nWZhYYG+PmGSSKVSHDx4kKGhoZOGeG+8v43tLqlUyt959FTGRCJBqVTyW2RqtRqpVIrp6WnC4TBdXV2kUikURfFNMaVSiUKhQC6XY8e2HYQjYV9ZCyVCqEFVRNdUDb+S0W7YfrtOd6ybYrGILMtNqqyHYrFIf38/e/bsoVFv0JHqwCyZzM7M0tbWhtyQsSvrz0sNCQXaG+uOpkdJBBME5SCKpAhV1nYYTA4S0ZrJjK7ryDURHK1FBPEJJUOYFdOvFgymg1SX19eRXddFCSrCJZ2v+5mIGyHJEqdtPY3lyWWCWpC2WBuSKz53iq4QjAdFoHdYI5gIEkqGxPpEvoFruxwdPwrAtm3bMAyDLVu2kJ3JolkapmFy2mmn+bWOqipGzsViEdu2qVQqnH766czOztIT7SGoirggo2yITvegKlZVCqJWUo/oNMoNjLIhQrdth9JcyY/AQRLGI6NsUF4oi2YoyybaFSU9mibSHqGarx4XGdVCCy208JvwQlISQaiIRxGRNn8ErACfA25wXfd39hfwJQMv4Y6xO7h64Gpet+l1yLIgUuF0GGPVQA/qfOTUj3Bf4T6eLjxNX6SPy3ZeRnesG9cVikVlroKVsAjExJ6irMoUpgrgiGYVsyb6kiVVQtM03rPjPYwmRrnl2Vv42dzP+OX8L/n9zO9zRscZHD1wlLvm76LuiDFpRInw7rPfzY7pHXxx4ou+a3pLYgsfeNkHOLPrTIqzgtjgrjkwIxpWda2HNxVEQiKcDmMbtr/7BesNLG2ntok2jJ4YK+MrqAGVwozYC9OjOkE1yJ8O/SlDkSGuv/967py6k4PVgwyFhvjptOi7/eDpH6Q33YsW0nht/bVcMXwF8b44Rsnw3atem42sil0q27CJBCOkU2kWs4uEe8Lkj+QF4dWbDRDe+Lder/vmjp6eHoLBIJOTk756Mz09zfDwsG9KicePd5FrmhgRbhxHd3R0sLKygiRJVCoVf//P62JeWVlhcXGRvr6+46r9joVHsrLZrL9D2dbWxoEDB1hdXW1yaWcyGbLZLD09PczMzNDV1cXhw4cZGhoim836ZLStrY2ZmRkOHjzoB38//vjjdG/qplKqUF+tExgQKwuyIuPariBvtkOsWyhkuqITD8SZrkz7j7+yssLs7CzRaJTh4WEcx2l6LYLBIAsLC5imKWoRHRfN0XxFszhdFPE5FROn4qCdKsh9NpslGhXj5wMHDrBp06YmIlMul4lGo6zmVuns62T/5H4/x9BzStuGTTQTpbJY8R3LXnVmOCP6oBuLDcLBMMVGkWq2SqQtwkBiAKWh+NmYbW1tTE9PC6NTV1So1o7rG0CshnAdV1YqlGZLZFIZYWZZiy165plnSCaTfvh6KpUinU77ZqdGo0EikWBhYYHR0VHm5uYYHh7m0IFDbNmyhcX8IpNMYmD4imgwEfTVxNXDq0TaI7i22DNOdaeoy3WchkNqUwqrJo4v3hfHKBv+7qkkSQSTQRSnlY/YQgstPH+8oEii67o28Om1f/8/w1/u/EvObD+T0myJcCZMvVAnGA9i1MR4KNIVQVZkLlIu4lUDr0JWZGKxmDCPuC7x3jiFqQLV5Srxgbg4edouqaGUHz6tx9YqydZO1pGOCJenLmfnyE6+8OsvcP/C/dy7ci/3rtzrH9eOxA5QYXd2N7se3eV/PapEee/O9/LyrpcTToexGhaKrlCaK2HVxf/bdZHfFkqF/KiRSGfE7072UF4Uy/1IoAZVP7C4ulIVETSucKc6joNZNblo00WopspHH/8o+1b2sQ9RdXfNqdfwsoGXUc1WCUREBqTVsKisVETwtibqy2RVxm7YomLQhZHtI8yNzbGyssLwwDDz+XnRG6xqtCXWXcWAX4t36NCh9RPtmhLW3t7OysoK7e3t1Ot1XyEsFAr+Ht+x6OvrY2xsjFhMvCepVIqxsTG/Em/btm3kcjlSqRSO47C0tMS2bduwbZtDhw6dkHx60DSNtrY2Dh8+TDweJxgMks1m/fo+bxQNgpzu37+ftrY2DMMgHo/jui65XI5qtcrg4KA/pu7r66NSqdDW1sa+ffs466yzmDg8QTgVppavCWNDTAdJxDN57R+KLtYOEsEElmVRq9UYGBjAdV0WFxcZGRlhfHycmZkZn+xYlkU6nWZmZoZMJoNlWZTLZdLpNLOzswyEBpjKTWEbNm1b2mjkGyhlhSNHjrBp0ybm5+fp7u5mZWUF13U5cOAAruuyZ88etm7dSr1eJ51Oi/ggVaxSxHtFzaMaUmmUGv6YOZQRNXfRzmiTwSTTliEaizI5OUl/Vz+2ahMxImRCGX799K/p7e31jUwdHR3U7Bq1Qg09oiNbMuWpMoFMQNT/mTaqpnL2751NR7yDWq3G2NgYuVyOeDzO1q1befjhh+nr62NxcZGuri5M0ySZTDIxMcHOnTs5ePAgmUyGiYkJHMdhYGCAA+MHxO5szaEt1YaruBi26KX2RuVGWYzrraLF6dtOp5qr0ralDSWgMLYyhhxZV1+1qIY933yRkuxKtsbNLbTQwvPGC4ok/v8FWZKJulGstCVGP4UGsZ4Y5YUyWqfIz5MkCcd0/ABhs2b6rkjXdrEMCyWoUJoRJ+lIRwRFV8RYKV8nnBGjaLNmUsvWfBLTqXby4VM+zEzvDE9Xn2bP8h4yoQyvGngVI9ERJEXiV8Vf8eUnvky2keWc5DlcM3gN207fBkBlseKrK6FUSCzj2w6NUoPMqRkaqw3UkCpaWtZOtl4jTGG6IJSWqAgiDqVDBFNBP+i3nhdkyyk75I/kCbeFMSoG5w+fz7eS3+Kh8kNMrkzy4tiLOWfrOeKELksUpguoYVWEeRfEPpyqqoRSIVzXpVFo+MaV/rZ+lH7Fr8Wb/tU0ruSiBoWBZCPy+TzVapUtW7agaVpTq0xbWxv79++nvb2d9vZ2lpaWAGFsObbOz0M8Hufcc8/l0KFD5PN5ksmkOM5QiFqthqZprKysMDo6yuLiot/44sXReCrTydDf308+n2d+ft4fS46MjDA1NeW7l9va2sT7EgpRrVZpb28nm83S2dnJ+Pg4oVDIV69s26atrU2od8UiyWQSTdOQkOhKdTGRnSCYDGKURJVeo9jANsQagSIrdAe7qZt1JicnCQQCRKNR/xgWFxc544wzWF1dZd++faRSKd9R3dXVRVtbG0tLS1SrVXp6eigUCswfnqdRbTC8ZRhXdxkdGf1/2rvzIMnT9KDv3zfvOysrs86s+67q7uk5enpmVxtCEiwblgwiEH8YYTCEhGzLAiRsjK3AlmSHbIFCLIcxBBaBJCwBEiBLAgKwAlasd7dne3Zm+qgjq7qquq6srisrK+/K6/Ufv/y9U1fP9PTOTPd0PZ+Ijur+5S8z38qj88n3fZ/nYXl+mb29PZPpXSgU6O7uZmdnB7fbzejoKNVqlQcPHgDW3tHDw0PeuvWWVRIpZ2VHO71O8tt50/bSzvS12+4FEtbsatxlzcKOjY2xvr5OOBzmKH/E1ze/Tq1WY2pqinQ6zeHhIR6Ph7ArjLPmhAZUdMXqhBMIk36QJj4Rp3JQoT3YDljF2x0Oh3kdOhwOyuUyb7zxBqlUiq6uLkqlkvkS4fF4SCaTpNNpRkdHmZ2dZWJignK5THt7u3X9UpmX4i+xlFniuG69D/JbeeKjcRqHDW6+chO328385ryp7TkSG2HpYMm8rppV6/+hZqOJcqiP3OJTCCFsEiQ+oXKhjDv8/h44u25asCtoZT12Ba1v/K0SLYGOgLVcetxANzWhsLUk5o15TXkQsOrIlQ/KVItVdENbS6kBl5m5cNStDg297l76Ovr43uj3Wl0Y6q0+x5UGX0p+iS92f5HSQQmH08qa1k2rrZndFs0b8aK1Np1XHG4H9ZK1ROWLWvuv7OU6T8jDwdIBuqmJ9EWol62ZmdxmDnfITTARNBv6i4+KhPpC5DZyhJNh8pt5HB4H4WiYL4W+RDVSRaFMnUeX12XNTh43qVEzHSrCPWErQ1MpvBEv9UqdYChI0BOk2WzidrspFos0Gg3C4TA3btxgbW3t9HNULlulXtzW83S2aHYwGKRQKBCPx5mdncXj8VzYP/qskZER0um0WVK9f/8+bW1tZhm6Xq+ztrZGPB6nWCxaLdnKZd59911TaNsOLBOJBMfHx+RyOcbGxggGgybL2lYqlZiammJhYYFgMIjf76e/v5/FxUWmp6eZm5vjypUr+Hw+isWiSZiZm5sjFArh9XrZ2NhgenoagO7ubrK5rPXY+N3ohhWIOz1Oawb3oMHLV1/mYO8At9vN6uoqbrebWq3Gzs4OMzMzZDIZ3G431WqV4eFhUwvytddeY21tzQSkOzs7rK+vm0428Vicid4J87sNDQ2RSqW4d+8ePp+PnZ0dnE4nhUKBcDiM0+nE7/cTDAbZ29vD4XBw7do1UqkUA0MD3N26S/nA6thSr9RNcoz9XqqX62Y5PeQKsb2xzZUrV9jZ2WFiYoJwOEy1WmV/f59KpYLL5SKZTLK9vW1md+s7dZxOJ4OTgywsLLDzYAdf1Cr+3tvXy2JqEafTSaVSYWdnh66uLnZ3d3n77bfNHteenh62t7dN0OzxeCgWi2bfqf06SaVSDA8Ps7+/T7PZtMoYubzMdMxwVDniUB2yvLvMG+NvsLe3x7vvvsv4+LiZ3QaIeCMkAgn2S/vW67FSt/rIrxzi8rkIJAK4fR+8f1cIIS4i6w9PqFFvnCqkWy1Yy0EOl9Vb1uV1Ee4Ng4Jwd9gKuo4bBDuCRJIRfBEf/nY/zVrTyizeLZpC26GekFW7rSOAJ+KxPsyDbqv2nNtaGg52Bokmo1Z5GpdVS62cKeNwOSjsWPXlaqUawe6g1ae51f85kAiAxizHuQNWnThv2Kpfp7XG3+43hYwL2wVrT6DTQXQgamW+Kge1vRoD0wO09beZpbxasYav3Ud+K49yKTJLGZRLEemNUC1WrazrSuNURmajbu0Xc3ld1vVjPlxel5XMo7W1XzLgJtwbxtf0sbW1hdaazs5Ovv71rxOJRMjlclQqlVOlZcAKrrq6uh77HNoJLEpZ+z4zmcy58/f391lcXKRQsB6b/f19Hjx4YD7UZ2ZmCIfDjI+Pc/fuXYrFIktLSyQSCYaHh4nFYsRiMV566SVTW7Gnp4ednR1qtRrLy8tks1mGh4eZn5+nvb2d/f19c/924W6lFBMTEzx48IBGo4HL5SIajXJwcEA8HmdnZwev10u9Xqe7u9uU7FlZWaFWq5HP51lZWQGsAtylQolkT5LyYflUxqyr6aKWq3Hvzj0ODw9ZXl4mHA7j9Xp57733GBgYMAEcQLFYZGBggN3dXfP72YLBIJVKhcnJSbLZLJVKxWRHZzIZVlZWaDab+P1+Dg8P2d/fZ3BwkOHhYV5++eVTt5VIJCiXyzQaDep1a++s3+unv6P//eQlh4PjwrFp/Wcne5jH8lGZyclJHA4HpVIJp9PJysoKKysrrK6uUq1WWVlZoVwuU6/XqVarJBIJstksmUyGvb09yuUyL730Eq9cfwVvwEvMG2NmZobx8XGq1SqhUIhsNsv4+DjFYtHMJtvL5Fpb41RKsbe3Z15z2WyWvr4+s3cxmUxSKBTw+/1WcKwctPnaSC+n6ersotlssrCwQLPZ5N69e6cKuAP0R/uJeK3tDfVKHergbDoZTA6iDhSeorRcEUJ8dBIkPiF7xslewrE7R5xdymkfazezePbsmM3fbi2nHq0d4Ql7KGfKVmmMQpVmo0n5sGyyNptVq7NCsMvKIPYEPVaSQa1JfCKOy+OyllzLNRq1BpmlDKHuEIfLh6bGW2m/RHYtS6PRsJIHgm7Ta9oft7I1/e1WD12nx4luaPwJP2gIJ8O4/W7aetroDnUTCUaY7pnmaudVwt6w1Te2oYn2R4lPxPH4raxLmlbtOzspolqsWh/qrccvv5nHE/LgDrqJDkSpZCtWl4m1LIcrh2bmNdYR48rEFYrFolmOc7lcdHZ2MjU1xd27d1ldXT312Hs8HlO65iIulwuPx0M+n8ftdjM1NWXO11qbgGFkZISDgwPm5+dpNpuMjY0xOTlJd3c3W1tbBINBM6P5yiuv4HK5GB4exuVyEQwGCYVCOBwOJicnicfjZLNZXn31Va5evcrNmzdxOp04HA7GxsbY2toil8uZxyedTp9ath4fHyeVSqG1pre3l4ODAyuYrtXIZDL09vZSLltZrolEgr29Pfb393n11VdxuVxmb2MgEKAz3Imj7iC/nUc5FBPXJ+jt6iWRSBCJRFhfX7fKI9VqvPbaa0xNTbGxscGjR4/o7u42j6Ndsuell1469/7o6Oggm80yMTFBNBqlUqmwsLBgyvnU63Xq9TqJRIJms4nL5UJrjdfrpVp9v2TU0dERIyMjLC0tsbW1RTKZBKA71E2iJ2HtjW3zUtwtUq/UOc5bS+eVowrH+WNq6Rqjw6NmK0GlUmFlZYX+/n48Hg/Xr19nenqa7u5uMpkMr75q9a++c+cOMzMzpiam/XgU9gvcnLrJ/s4+qVSKxcVF8vk8wWCQSCTC4aFV77BQKJikpd7eXvL5PEtLS9TrdZaWlqjVaqyvr6O1JhqNksvlaDabbG9v09/fTyKRYGlpiUwmw1tvvalZugcAACAASURBVGWKsC8sLBCNRrlx44bZE9tsNimXy1YmunIw1j7GUNsQIVcICtDX28dx7phgIMjDhw9NsC2EEE9KgsQn5Pa4qZVqNI6tDwCNlWWY28yZIKheqZPfylPcK56aPbMppXB5W31tW6Vw9mb3TM/jWrFGbDRGsCuIK+CifFC2ltTCHjwhD+GeMOGeMJXDCm1DbcTH49YyrsbUW/RFfcSn4lb2KlZ3Fn+btf8sn86bPtKVwwqx0Ri14vv7+oKdQerlOuFk2IxztH2U0eFR3G43CwsLLC0s0enqpHZYw+W3PkTdfjex0RiJqQT1Sp3cZg6n22mWpBvHDfLpPM160wpqj63yHIF4AH+7n+hAq51gw5rVdLgduItuM7szOjrK4eEhHR0dpkZhNBo1PZZtgUDgQ/dfDQ4Osra2RqVSORVQrq+vE41G6e/vx+VyMTg4yMzMDJ2dnWZfYSwWo1KpEIlESKVSBAIBGg2r7uTZtni2UCjEwMDAqcvtgt5+v5/BwUGOjo5YXFzk3XffNf2bbT6fj+7ubjY2Nrhz545ZSq/X6+TzedbX19nc3GR7e9skccTjcZNpvL6+DlhJOJsbm7x29TW6+7oZHxlnMDqI3++3WjpGo7S1teHz+czvFAwG8fl8FAoFU0Tc5XJRKpXw+/3msW5razPlgqrVKltbW7S1tdFoNJifn2doaIhkMonH46GzsxOv10uj0aC/vx+Hw8Hc3By7u7s4HA4TyORyOTo6OojH42bGrtFo4FAOZnpnuPrSVTq7O6FpldjJb+WpFa0kHK/Pi9/tZ2tri1QqxcLCAoVCgcnJSY6Ojqy9h62Z0UAgwMDAAH6/n3A4bAL7eDxu9hPu7e0RDAZZXl6mVCqZx8ntdjMyMsL4+LjZozk5Ocnc3Nypmpb26yMej5tSRtFolI2NDZLJJOvr69Trdfr7+9nf36dQKJBKpejt7TWz0+l0mrGxMVwul5mtTqVS7OzskM1mWV5eBqDd304xW2R4ePjU7fl8PklcEUJ8ZLIn8QnVajWyj7KmlIfT4zS1BA8fHpJZyVjdGZrWspfdJeQkrTXuupu2eBuHG4c43A6iiSjTU9NEvBG2slssP1i2Aki3w5SCaRtqo7hnlfgAK2nEDuLcPjeN4wZOt5NgV5DCdgGHw0F0KMpByirSW85aiTBOl5ODxQOUUxFIBHC6nDQbTdp97QS9QbZyWzjj7wcz3YFufA4fpVKJXC7HzMwMkUiEO3fuEPVEyeiMOVcphdvnxhv1Wnswu0Psp/bNvz1BD7tzuzicDpOt6Y14rW4d+1YNN4fHQbNqdUeJ++OmzEsoFKJarRIOh+no6AAw7exOOjlT8rikEYfDwZUrV04dOzg4AKxSMx9mdHSUjY0N6vU6AwMDrK6uPjY7+nHsAGt3d5eOjg7Gx8cpFApm/KVS6VSNxfb2dlZWVujr68PtdrO+vs7R0RFtbW2Ew2GKxSLVapWvfOUrAITDYbMcbS9nJxIJQqEQO+kdJgcmTYBnB6AbGxs4HA6SyaRZqi4Wi7hcLg4PD6nX6+zv79Pe3k46nWZgYMCMLx6Ps7q6Sj6fx+v14nA4SKVSVKtV2tvbTwW9W1tbZoatVCrR2dlpMs+LxSJ37twxCTM+n8+axSsUeOuttwgGrRqKExMTdEe6yWxmeOPmG9y5fwdfzIcn5EEXNYVigVgyRiaTweVy0d5uJZrYgfTg4OCFz8vQ0JAJavP5PB6Ph5mZGW7fvk0sFiOXy5HP58lkMmxtbXH9+nUTbG5ubuL3W4Gpy+Xi9u3b+P1+xsbGWFxc5OrVq6Y3tx0kl0olkskkd+/e5caNG6yvrzMwMEA0GqVYLJrZWztIzWQyBINBent7mZ2dNY+bUopqtcqtW7fw+/0m4CwUCiSTSRPwS5AohPioJEh8Ql6/F5fXmt1z+V20J9vxlD0UD4tWkkmlgTvotjKUSzWqhSr+uBUMNKoNSgclGsUGumot6X7+c583yRhbW1tUQhV2t3aJhqPkijl8bT7TVqxeadVAS54uqdKoNUCBJ+ShVqpxnDvGHbRmmhxOK+GlVrTa6XliHpxuJ6WDEgqFy2ct87m1m8xqhnqkzmj/KKvZVet4zk1qIcWiWsTtdhMKhUilUkSjUZxOa2l6qHuIffZPJX+EukJk17OUM2Wrll1d4/A4yO9YpTzaR9txup1Ui1WO1o7AYWWmep3WfrIbr98gHLI+eCcnJ61ONKUS29vbXL161dyPy+VibGwM+PfmWDgcJpVKvf/4NBpMTk6em+U7OdtYKpXY3d1lamrqiV4HTqeToaEhXC4X6+vrNBoNU0/woxgeHmZ3d9eMN5PJ8MYbbwAwNzfHxMSE6cJydHR0au9jJBIxBZr7+vo4Ojrivffew+l0EovF6O3tBWBnZ4dSqWSW7CuVCsVikZ2dHaLRKFprSqUSBwcHRCIRM6uZTCa5f/8+XV1dFAoFBgcHmZ2dxel0Mj09zaNHj05lhNvLsoCpUbm3t8fo6KgpleNyuahWqxQKBfr6+shkMjQaDTP72dHRYepEjo6O4nBYZaRWVlZwOp14PB6Ojo4IBAJmLL29vbS3tdPb0Ut7dzuba5vsPdpjZGSEo6MjgsEgo6OjHBwccHh4SE9Pz7nZ55NcLhddXV0cHh6a5d/FxUXT4Safz5tyRCe/sID1WotEIq3XJExMTHD37l2Oj4/N72Inu+zv79PZ2Uk8Huf27ds4HA5T4qijowOfz0cmkyGVShGPx3n06JHZG/rw4UOOj48ZGRnh7t27Jgve6/XidDpNpx+AtbU1pqenKZfL5vkUQoiPQoLEJ9SsN/GErEQVNIz3jBPxW/Xq3lt9j53KDg6ng0ifVQdxP7VPZjmD2+/G4XLgdDmpV61v+FtbWxwcHODz+djc3KRWq3FwcEAwGOTK9BVmd2bZX9sn0hch1BMis5QhPnF+lqu0XyKQsLKoc5s58tt5q/biUYV6pY4v4qN+XCfUGcKt3YwNjrFwbwGXx0XzoImj6eDK+BWWl5ep1Wo8mHtglih3Dne4evUqzWaTbDbL2NgYDx5YhX8Bbt26RSKRYCQ6wsPcQxrN1iyny4En6CG/nccT8RBMBEFZY40Nx8wMqB2kutwudEVDE1595VXW19YJhUJmn50dIExOTp5bSj4bnNnBka1SqZiM4IvUajVWVlaYmZn5yGVCkskk+/v7p2bUPgo70cT+4C6VSszNzdHR0YFSirfffptwOEx/f7+pd1ir1UziCFhBwOLiIplMhng8Tm9vL6VSyZTr6erqYmNjg46ODkqlEo1Gg0AgQLFY5Pj4GLfbTV9fHz09PTQaDdNycG1tjddff51CoUBXVxder5elpSWmpqbY3Nw0eyZPGhsbM8H8zMwMBwcHLC0tEYlEWFpaYnh42NwGYGosZjIZPB4Pfr+f3d1dGo2G1a85FGJxcZGhoSHS6TTFYpF4PE5XVxfpdJqJiQk2NjZMcfFH64/IHmTp6uoygVo+nyeVStFoNEz3msep1Wo8ePDg1Czs0dGRqeP4zW9+09yn3++n0WhQrVZNsHx8fGxmLMF63V67do1bt25x8+ZNANPxB6zySnZAHAwG2dnZMc9rKGTVdbQz3LXW9PT0kM/nmZ+f5+WXX2ZhYYGenh4qlQpvvvkmCwsLHB8fA1YpqHK5TGdnJ81mk5WVFdrb202wLoQQT0r+x3hCsa4Y+tjahzgxOsGjjUdEJqyA0FF00DbQhsv7/oxKfCLOQerAdIVQNcXQ0JApe2KXvrhy5QpKKVKpFA6Hg6XFJdzKTagrxNHGEQ6Xg3BvmNJB6VTpnGbDKjbtdLf64UasbOXiXtFKcslWQEPbcBsU4NrENbxeL7FI7NQH4e7uLkNDQ2xtbeH3+83m+jfeeMPUYYtGoywtLZkOGkopotGotfT5YJ2xiTHSxTT54zxg7W10B90U0gWrdM5GDk/YQ71cZ6R3hHqzzuL8ItGBKPVCnXZnO+Nj4zgcDrxeq1TPyT1vT8vn89HW1sbu7q7pamIev2aTVCrFxMTEUy3D2bNfH5dAIMDMzIxZ1s/lcmxubjI/P8/IyIgpzF0ul03QNTAwwOzsLCMjI8RiMdxuN7FYjLm5ObPfsq+vz/R3vnbtGkopSqUSy8vLTE1Nmef0wYMHfOtb38Lj8XDlyhVry8KJoMrj8bCxsUGpVDItCE9qNpssLy8zMzMDWEvQDx8+JBgMsru7y61btwgEAiwtLZFMJvH7/fj9fu7fv08ikaBUKjE0NMTx8TG1Ws3cT7PZ5MqVK8zPz5ukj+7ubr7xjW/Q3t6OUsrUP5ycnDz1RSEcDjM9Pc39+/fZ3d2lr6/vwtdUoVBgdXWVrq4ucrkc8XickZERtNbMzs5y48YNbt++zebmJs1mk3g8jtPpZHFx0ewR7e/vN7OVtnw+z8jIyKlZ11qtRl9fn1mat1+XdoF3pay6hgMDA9y+fZvJyUmWl5fZ3d3l8PCQZDJpZoTtQNReTs5ms/T39+N0OgkGg8Tjcebn5xkfH7+wvaIQQnwYCRKfkNPlpFls0hZoozfWy8Ojh2aPUjgYZqBnwCzVAridbnqHevE5fBSOCjj9TkZGRgDrg/vhw4emdIm9JDU+Pg5YsxLzqXkU1lK1L+kjv52nUbP2HgKn9jyWs9asWyAesPq4Fq0ery6fi1gkZpWh8b6fSNPb23tu1i0ej7OxsYHX62VoaOhU4GRv6rdnqews3kQiQTAYZGtzi4mxCUq1EmvZNUq1EvVynUBngNymlb0Z7YviyDqIOCPsZfaYHJ7k2H1MR1cHIU/o1H19nHp6epibmzPZ0YCpTzc0NPTYQtrPgr1cDFYyyEWZ2n19fZTLZZaXl80M2cnz7MSVs4W4C4WCCZACgYApy2O/Bu1sY3um+Kzh4WEODw9PBYj2rF+5XDZLoCeX9q9du8b9+/eJxWJMTk7SaDTY399ndnaWtrY2tNYMDQ2Zjit27cmFhQWuXLli9uRtbm4yODhIKBTi/v37pNNpvvM7v9MsI9sFuS+aKdzb26NYLJol3ampqVOv7Vwux/z8PJFIhGazyeDg4Kk6m8lkksPDQ65evcrq6iqhUMgk1MzNzTE8PEyj0WBjY8PM5NnS6TS1Wg2/32+eV7ts0cjICGtraxSLRYLBoKm12NnZaWZk+/r6zN7HpSWrWHZ/fz937tyxejq3tiPU63VyuRz1ep3R0VGWl5dNvcuzNTiFEOKjkCDxCQXdQRIkiPVa/9kPDg5y755VW66rqwt3w81MxwyZcoagO0jUZ+35euutt/D5fAwNnw68xsbGuH//Pq+++iorKyuMjo6ay7xeL4n2BPVanabfyggOdgQp7BSstmRaWwGjx+o6Uc23kkAaVt/besnKiB4cGKQ31MvyvpX5eHx8/NigyJ69eJxkMsni4qKZlbKDBXvGr1Qq4XA48BV9qIAid5wj2BFEYQUmsVCM4eQwKysr+P1+ejt7H3tfH7fR0VGz7KyUYm1tja6uLlPo+rPG7/c/NpgDTGFtO8u5VquZzHB79jORSDA7O0ssFuPhw4d4PB4mJiYee5tKqVPLqQDLy8t0d3fT09NzYXa3vYw8OjpqAtRYLGa+DIE1M3pwcIDH4+FrX/saLpeLgYEBE9jY3WPs19v169dZXFw0GcHj4+MEg0GWlpZ49dVXT73HtNbs7u4SiUQYHR1lbm6O2dlZpqamzL7J1dVVhoaGHrtfLxaLcXR0ZOpT+v1+U6NwYmLClCeamprinXfeIZ1O09vbS7FYJJ/Pc/36dZaXl4lGozgcVi1Qu+ZmT08P6+vrjI2NEYvF+Na3vsX+/j7hcJi+vj6CwSADAwOk02kikQhut5tUKkUulzNL3pWK1SGn0WgwMTHB9vY2Y2NjLC8vE4lETHAqhBBPQ4LEJ1TYK1DIFRjqHwLe/9BMJBJ0d3ebLhi94feDn729Pfr7+02Nt5O6urpYX1/n3r17dHZ24na7WV5eNjMq2WyWnu4eHA4H6b00zk4n7oDbKhasIRQLEWwEyRVzdE520tANqqUqhe0CgWCAwZ5BBqIDHB4empkmu7/v01BKMTk5yfi4tSy8vb1tMlVjsRiLi4ume0gqlSIYCFIr16iVayT6EwxGB03dv0+b1+ulp6eH+XmrldnJjNcXkb3fcXt72+wndbvdJnC0A6lEIsE777zDa6+9durLg51MZXdWsY8tLi4Si8UYHBykXC7jcrk+sD81YFogXhSE2bUpr127htPppNlsmmBydnbWbIs4e92xsTGy2ax5Dnt6etjd3TU9oW1bW1vEYjHTenFwcJBHjx4xPz+P3++nVqud2hf6OGeLttvcbrfJlFdK8dJLL3H//n2cTidra2sMDQ3h9/sZGBhgY2PDZFX39vayvr7O4OAgtVoNrTUPHz4kEAic2zuZTqfJ5/OmTE9Xl1VYe2JiguXlZd5++208Hg9Xr14lEAgwNzdHMpk0+zKFEOLbITURnlA2mzVJBbZ8Pk9PjxXIDQwMmA4XjUaDra0ts4foIkopswzX1dXFo0ePiEajDAwM0Gg0mJmZIZlMksvlUHVF23EbybYkjqIDd9nNTO8Mu6u7vPn6m4y1jeEoOqhla7SF2pgZm6GQszqGHBwcmA/TXC73oR/qH8YOMHp6eqjX68zPz1OpVEy7M7fbbS1PO8OEq2GuTF5hOjGN2/ls24LZM1iRSOTCPXUvGrtjiV2f0F46TafTgPWFIZPJ0NbWduo1vbu7SzqdNpm9Wmu01qyurnL9+nUikQhzc3MsLS09tpTMSfF4nL29PXM72WyWZtOa8U6n03R1dZlZSLsziVKKkZERZmdnqVQq50oTORyOU0G+vT+0UqmQy+WA9+tI5nI5s7UiFouZkjD2LPLTJh6dvG/78bPbCdp9oO3l8kgkQqlUolQq4Xa7aW9vN+/NeDzO3bt38Xq9dHR0cP/+fVKpFNvb29y/f5/1dSuRa2VlhVKpxObmJn19faYm4+c//3lu3rxpSibZHYkA85gLIcTTUpfpP5EbN27ot99++6mua29in5mZweFwcHh4yMLCgvkP3+PxmBIXSik6Ozs/sPsHWEGm3Z7Lnom86H7tLhp29mk6ncbn8zExMUGz2eTw8PDUniy7nEYmk6HZbJpkgoWFhScu9fI06vW6aet2ds/jJ+UnfuZvmr9/+af+wqdyn59lc3NzeL1Wp6Dh4WGOj49ZXV1lYmKCSqXC5uamWcrOZDKmg0hbW9tTz0IfHByYUjyhUMi0PPR4PKdm/r4dWmvu3bvH8fExL7/8MsvLy6aX9tmZQLvmY0dHx2OLoD+tbDZLLpejv7//VPBdLpe5ffs2r7/+On6/1XnJ7sTicDjweDwEg0GzP7lUKpk9okopms0m8/PzeL3eD5wlbDQazM3NmWVyh8NBKBT6yLU8z1JKfUtrfePbuhEhxGeOBIkfQaFQ4NGjR0QiEebn53nzzTdNQkilUmFnZ4dKpUK1Wn3ijMLZ2Vkz0zMwMPDYPYPz8/Oml+/w8DCPHj2iVCoRDofPzVZWKhWWl5fp6OhgeXmZ6elpswfrcUtnn1USJH40zWaT4+PjUwlCR0dH7O7umhm8k/v6tra2cLvd57LDP6qtrS0ikYgpPm1n8n6cms0mm5ubbGxsMDo6yt7ensnUfh40Go1zQelFx/b29kwy0dPeT7FYJBwOo5Qy/1cMDw8/9WMuQaIQl5MEiU+oWCyyvb1NtVoln8/zyiuvPDags/u0Pq4+30nNZtPsS8xmrTpv7e3t5HI5Hj58SFtbGwMDA+TzeR49ekStVjP7IT9oL1W5XCadTjM4OMjW1hbFYvHCwtKfdRIkirPK5bLZy/hxZ8t/VuVyOdNT/GlIkCjE5SSJK08om80yODhItVr90B7BLpeLQCDwxHsA7cSK7u5uVldX2dvbw+FwcO3aNR48eGD2/K2srOD1es/VXruInVUKPNHeMSFeFH6//4WbMf92fbt7kYUQl9PzsQ7zGZBMJnG73QSDwSdasunv72dzc/NDzztZlsRe7hsYGGB8fNzsG1tdXaVer+Pz+ZiamnquavsJIYQQ4sUkQeInxO5YcXh4+NhztNbs7++fK8dyconMLjNy9+5dmREUQgghxKdGlps/Qb29vczPz6OUoq2tjWq1ysbGhunf2mw2TUmOD5JMJh9bSkcIIYQQ4pMgQeInSCnF9PQ0q6ur7Ozs4HA46O/vN/2Jn5esSyGEEEKIsyRI/ITZ+wwvOi6EEEII8bySqSwhhBBCCHGOBIlCCCGEEOIcCRKFEEIIIcQ5EiQKIYQQQohzJEgUQgghhBDnSJAohBBCCCHOkSBRCCGEEEKcI0GiEEIIIYQ4R4JEIYQQQghxjgSJQgghhBDiHKW1ftZj+NQopfaAtae8egLY/xiHIz4+8tw8n+R5eT49zfMyqLXu+CQGI4R4fl2qIPHboZR6W2t941mPQ5wnz83zSZ6X55M8L0KIJyXLzUIIIYQQ4hwJEoUQQgghxDkSJD65v/+sByAeS56b55M8L88neV6EEE9E9iQKIYQQQohzZCZRCCGEEEKcI0GiEEIIIYQ4R4LEp6SUeqiU0o/5k3jW43uRKaUcSqmfUEotKKUqSqkNpdQvKKWCz3psl90HvCcKz3psl4FS6n9USv2GUmql9bg//JDzJ5VS/49S6lApVVRKfVUp9T2f0nCFEM8517MewGfcAvCzFxzPf9oDuWS+DPx54DeBXwCmW/9+RSn1B7TWzWc5OMFXOZ8cUXsWA7mE/jcgA7wDtH3QiUqpUeDrQB34a8AR8GeBf6uU+k+01r/7CY9VCPGck8SVp9T6hv5Qa/1dz3gol4pS6gpwD/hNrfUPnDj+54C/BfwJrfWvPavxXXZKKQ38stb6Tz/rsVxGSqkRrfVK6+/3gZDWeugx5/468APAa1rr91rHQsAsUAGmtHxACHGpyXLzt0kp5VJKRZ71OC6RPw4o4G+cOf5/ASXgP//URyTOUUp5WgGH+BTZAeKHaW3N+MPAV+wAsXX9AvCLwATw+icySCHEZ4YEid+eN7ACkyOlVFYp9ctKqd5nPagX3OtAE/jmyYNa6wrwHvLB9jz4Y1jvi7xSalcp9beVUtFnPShxykuAF/jGBZfdav2U95IQl5zsSXx6s1jfuBewHsfvAn4Y+P1KqZta6/QzHNuLrBfY11ofX3DZFvB5pZRHa139lMclLN8EfgN4AESA7wV+DPh9SqnPt2aqxLNnf5nduuAy+1jyUxqLEOI5damDRKVUG/DjH+Eqf0trnQHQWn/fmcv+iVLqPwK/CvwM1gZw8fELABcFiGDto7LPkSDxGdBav3Hm0K8ope5iJXj9BS5O9BKfvkDr50XvpcqZc4QQl9SlDhKxsv9+6iOc/39jZQ5eSGv9a0qpnwXOBpDi41MCOh9zme/EOeL58fNY77PvQ4LE54X9HvFecJm8j4QQwCUPErXWD7GSID5OD4Hv+JhvU7wvDcwopbwXLDknsZaiZRbxOaK1riml0oDUD31+2NthLlpSto9dtBQthLhEJHHl4zcG7DzrQbzAbmO9bm+ePKiU8gEvA28/i0GJx2s9N33I++J5cg9rqflzF1z2ZuunvJeEuOQkSHwKSqn2xxz/b7A+DH/n0x3RpfJPAc35vaR/FmsP1a9+6iMSACil4o+56H/FWrWQ98VzopVA9DvAdymlrtvHW2WLfhhY4kwFASHE5SPFtJ+CUurHgR8C/g3W8rKd3fxHgGXgc1rrvWc1vhedUupvY2XM/ibwr3m/48rXgO+RjivPhlLqy1izUP8BWAdCWNnN3w28BXy31rr87Eb44lNK/UlgsPXPPwd4sLoSAaxprf/RiXPHsALBGlYXoxzWl61rwPdprf/tpzVuIcTzSYLEp6CU+g7gL2Mtb3Zg7WtcBX4L+DmtdfYZDu+Fp5RyYs0k/ggwBOxjzTD+z1Ji5dlRSn0/8KPAVSAONLBmpH4d+OutWpbiE6SU+grw+x5z8e+d7RCllJoGfq51HQ9WO7+flpZ8QgiQIFEIIYQQQlxA9iQKIYQQQohzJEgUQgghhBDnSJAohBBCCCHOkSBRCCGEEEKcI0GiEEIIIYQ4R4JEIYQQQghxjgSJQgghhBDiHAkShbgElFJDSimtlPrpZz0WIYQQnw0SJIpLSyk1opT6+0qpBaVUSSl1qJSaU0r9slLqu5/1+IQQQohnyfWsByDEs6CUugH8Hlbf2l8BZgE/MAH8ISCP1YNYCCGEuJQkSBSX1U8BAeAVrfV7Jy9QSv0Y0P1MRiWEEEI8J2S5WVxW48DB2QARQGvd1FqnTx5TSv0BpdS/U0pllVIVpdRdpdR/ddENK6VeUUr9hlJqRyl1rJTaUEr9Y6XU6Jnzflgp9Y5SqqyUOmrd/hcuuD2tlPolpdTnlFK/p5QqKqX2lVK/qJQKXXD+F5RSX2vd7o5S6v8ALjpPKaV+vPW75JVSOaVUSin1D5RS7g9/CIUQQrzIZCZRXFbLwKRS6o9qrf/FB52olPoR4O8Bt4CfBYrAF4G/q5Qa1Vr/pRPn/qfAP2+d84vAA6xZyS8BV1v3i1LqrwL/PfBN4CeBMPAjwH9QSn2/1vpfnxnGy8C/BP4h8GvAdwE/BDRb17Pv/w3gd7GWy/8qkAX+M6wl9bP+CvC/AL/T+v0awDDwhwEv1lK8EEKIS0pprZ/1GIT41CmlPoe1J9ENLAH/H3Ab+IrWev7EeT3AKvAvtNY/eOY2/ibwY8CE1npZKRUA1gCNtYy9deZ8h9a6qZSaBOaBrwPfo7Wuti7vBeawArtRrXWjdVy3bvPzWutbJ27vXwF/EIhprQutY18HbgBXtdaLrWOe1u/3OvAzWuufbh1/B/BprWee/pEUQgjxopLlZnEpaa2/AbwG/DIQBf4M8H8Cc0qpryqlRlqn/jGsWbV/oJRKnPyDNQPnAH5/69wvAQngF84GiK37bLb++v2AAv6a4mJ+MQAAAyJJREFUHSC2Lk8DvwQMAq+cufo3TgaILf8eazVgCEAp1Ql8DvgtO0Bs3W4V+PIFD8MRkLxoiVsIIYSQIFFcWlrre1rrP6217sIKtP4L4KvAF4Dfas3ATbdO/11g78yf/7d1WVfr53jr57sfctfDrZ+zF1x2v/Vz5MzxlQvOPWj9jJ+5zsIF585dcOwngQrwVaXUllLqV5VSP9j6vYUQQlxysidRCEBrvQb8ilLqH2EFit8B3MSa8QP4U8D2Y65uB3D2uR+2h0N9yOUXaTzB7X3Q/Z+7T631N1rJNF8Cvrv15weBv6KU+oLWOvMU4xRCCPGCkCBRiBO01lop9RZWkJjE2q8IsK+1/t0PuXqq9fMV3p9lvMhy6+eVE3+32fsDL5o5/DD2bU1fcNlFx2jtZfznrT8opX4U+DtYSTE//xRjEEII8YKQ5WZxKSmlvqiUOvclSSnlx0oGAWuJ9teBY+BnWpedPT+qlPK2/vnvgH3gv20lvJw9157N+22s2b6/dLLUTOs6fwYr+eXDlqzP0VrvYmVgf79SauLE7XqAn7hgPIkLbuad1s/2j3r/QgghXiwykyguqy8DcaXUbwP3gBLQj7XcOgH8itb6HoBS6r/GKmcz31qOXgM6gGvAH8Ga/XuotS4ppX4I+GfAfaWUXQKnA2tJ969jJZWklFI/j1UC5z8qpf4p75fACQF/ws5sfgp/EfgK8DWl1N/h/RI4F73X55VSt4C3gDTQ0xpDFfgnT3n/QgghXhASJIrL6i9iZRl/AfgBoA0r2/cuVn3BX7JP1Fr/Q6XUIvDfAf9l69x9rOXl/wl4dOLc325lC/8k1pJtGNjBKkFz78R5f1kp9QD4UeDnsAKzt4Af1Fp/9Wl/qdY+wy+2bvN/AHLAbwB/9+T9t/wC8L3An8fK8LZnIv93rfWdpx2DEEKIF4PUSRRCCCGEEOfInkQhhBBCCHGOBIlCCCGEEOIcCRKFEEIIIcQ5EiQKIYQQQohzJEgUQgghhBDnSJAohBBCCCHOkSBRCCGEEEKcI0GiEEIIIYQ4R4JEIYQQQghxjgSJQgghhBDinP8fDCHsuNDp82QAAAAASUVORK5CYII=\n"
},
"metadata": {
"needs_background": "light"
}
}
],
"source": [
"fig4 = plt.figure(figsize=(6,10))\n",
"ax5 = fig4.add_subplot(211)\n",
"\n",
"for snip in dFF_snips:\n",
" p1, = ax5.plot(peri_time, snip, linewidth=.5, color=[.7, .7, .7], label='Individual Trials')\n",
"p2, = ax5.plot(peri_time, mean_dFF_snips, linewidth=2, color='green', label='Mean Response')\n",
"\n",
"# Plotting standard error bands\n",
"p3 = ax5.fill_between(peri_time, mean_dFF_snips+std_dFF_snips, \n",
" mean_dFF_snips-std_dFF_snips, facecolor='green', alpha=0.2)\n",
"p4 = ax5.axvline(x=0, linewidth=3, color='slategray', label='Lick Bout Onset')\n",
"\n",
"ax5.axis('tight')\n",
"ax5.set_xlabel('Seconds')\n",
"ax5.set_ylabel(r'$\\Delta$F/F')\n",
"ax5.set_title('Peri-Event Trial Responses')\n",
"ax5.legend(handles=[p1, p2, p4], bbox_to_anchor=(1.1, 1.05));"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": "",
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\n"
},
"metadata": {},
"execution_count": 14
}
],
"source": [
"ax6 = fig4.add_subplot(212)\n",
"cs = ax6.imshow(dFF_snips, cmap=plt.cm.Greys,\n",
" interpolation='none', extent=[-PRE_TIME,POST_TIME,len(dFF_snips),0],)\n",
"ax6.set_ylabel('Trial Number')\n",
"ax6.set_yticks(np.arange(.5, len(dFF_snips), 2))\n",
"ax6.set_yticklabels(np.arange(0, len(dFF_snips), 2))\n",
"fig4.colorbar(cs)\n",
"fig4"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.8-final"
}
},
"nbformat": 4,
"nbformat_minor": 4
}