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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Voltage analysis\n",
"\n",
"Three nights were observed with different VI+ settings:\n",
"\n",
"<table>\n",
"<tr>\n",
"<th>Actions</th>\n",
"<th>Night</th>\n",
"<th>VI+</th>\n",
"</tr>\n",
"<tr>\n",
"<td>104357, 104358</td>\n",
"<td>20150609</td>\n",
"<td>122</td>\n",
"</tr>\n",
"<tr>\n",
"<td>104400, 104401</td>\n",
"<td>20150610</td>\n",
"<td>223</td>\n",
"</tr>\n",
"<tr>\n",
"<td>104439, 104440</td>\n",
"<td>20160611</td>\n",
"<td>168</td>\n",
"</tr>\n",
"</table>\n",
"\n",
"The data are located in the `data` subdirectory, labeled as the voltages. They are the full photometry output files which should contain all metadata required. We look at the NG2000 field to start with as other cameras have observed this field.\n",
"\n",
"We first compare FRMS diagrams, plotting the fractional for each voltage setting - the input catalogue used is the same so the stars are the same - and hope that night-to-night effects are minimal.\n",
"\n",
"<div id=\"toc\"></div>\n",
"\n",
"Todo:\n",
"\n",
"* Compare with other cameras\n",
" * sky background behaviour should be the same camera to camera so can look for differences which indicate camera behaviour\n",
" * eyeball individual objects\n",
" * objects which start to behave well with 223\n",
" * objects which remain \"saturated\" in 223\n",
"\n",
"### **[Skip to analysis](#Analysis)**\n",
"\n",
"## Fractional rms comparison"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"%load_ext autoreload\n",
"\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from astropy.io import fits\n",
"from itertools import combinations\n",
"from collections import namedtuple\n",
"from contextlib import contextmanager\n",
"from itertools import *\n",
"import seaborn as sns\n",
"\n",
"sns.set(context='poster', style='white')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Ensure the data files are linked. The `Makefile` in the current directory performs this step."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Overwriting Makefile\n"
]
}
],
"source": [
"%%file Makefile\n",
"TOCJS := $(shell ipython locate)/nbextensions/toc.js\n",
"TOCCSS := $(shell ipython locate)/nbextensions/toc.css\n",
" \n",
"all: data custom\n",
"\n",
"data: data/122.fits data/168.fits data/223.fits\n",
" \n",
"custom: $(TOCJS) $(TOCCSS)\n",
"\n",
"data/122.fits: /ngts/pipedev/ParanalOutput/running-the-pipeline/20150609-ng2000-802/AperturePhot/output/20150609-ng2000-802/20150609-ng2000-802_image_NG2000-4500/output.fits\n",
"\tcd data && ln -sv $< $(notdir $@)\n",
"\n",
"data/168.fits: /ngts/pipedev/ParanalOutput/running-the-pipeline/20150611-ng2000-802/AperturePhot/output/20150611-ng2000-802/20150611-ng2000-802_image_NG2000-4500/output.fits\n",
"\tcd data && ln -sv $< $(notdir $@)\n",
"\n",
"data/223.fits: /ngts/pipedev/ParanalOutput/running-the-pipeline/20150610-ng2000-802/AperturePhot/output/20150610-ng2000-802/20150610-ng2000-802_image_NG2000-4500/output.fits\n",
"\tcd data && ln -sv $< $(notdir $@)\n",
"\n",
"$(TOCJS):\n",
"\tcurl -L https://rawgithub.com/minrk/ipython_extensions/master/nbextensions/toc.js > $@\n",
" \n",
"$(TOCCSS):\n",
"\tcurl -L https://rawgithub.com/minrk/ipython_extensions/master/nbextensions/toc.css > $@"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"make: Nothing to be done for `all'.\r\n"
]
}
],
"source": [
"!make"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Some helper functions and classes"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"@contextmanager\n",
"def subplots(*args, **kwargs):\n",
" grid = kwargs.pop('grid', True)\n",
" grid_which = kwargs.pop('grid_which', 'major')\n",
" \n",
" fig, axes = plt.subplots(*args, **kwargs)\n",
" try:\n",
" axes = axes.flatten()\n",
" except AttributeError:\n",
" pass\n",
" \n",
" yield (fig, axes)\n",
" \n",
" try:\n",
" for ax in axes:\n",
" ax.grid(grid, which=grid_which)\n",
" except TypeError:\n",
" axes.grid(grid, which=grid_which)\n",
" \n",
" fig.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def rms(d, *args, **kwargs):\n",
" return np.sqrt(np.average(d ** 2, *args, **kwargs))"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"class Lightcurve(namedtuple('Lightcurve', ['mjd', 'flux'])):\n",
" pass"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"class FRMS(object):\n",
" '''\n",
" Class to encapsulate the FRMS computation. Cache the statistics as they usually are\n",
" called more than once.\n",
" '''\n",
"\n",
" def __init__(self, flux, detmag, mjd, sky, bias, voltage):\n",
" self.flux = flux\n",
" self.detmag = detmag\n",
" self.mjd = mjd\n",
" self.sky = sky\n",
" self.bias = bias\n",
" self.voltage = voltage\n",
" self._med_flux = None\n",
" self._med_detmag = None\n",
" self._frms = None\n",
" self._frms_detmag = None\n",
"\n",
" self.med_sky = np.median(self.sky)\n",
" self.rms_sky = rms(self.sky)\n",
" self.med_bias = np.median(self.bias)\n",
" self.rms_bias = rms(self.bias)\n",
"\n",
" def shape(self):\n",
" return self.flux.shape\n",
"\n",
" def __str__(self):\n",
" return 'FRMS VI+{voltage}'.format(voltage=self.voltage)\n",
" \n",
" def _choose_lightcurves_from_ind(self, ind):\n",
" for lc in self.flux[ind]:\n",
" yield Lightcurve(self.mjd, lc)\n",
"\n",
" def _choose_lightcurves_ind(self, flux_lims, frms_lims, random=False):\n",
" flux_ind = (self.med_flux >= min(flux_lims)) & (self.med_flux <= max(flux_lims))\n",
" frms_ind = (self.frms >= min(frms_lims)) & (self.frms <= max(frms_lims))\n",
" combined_ind = flux_ind & frms_ind\n",
" assert combined_ind.any(), 'Cannot find any apertures within the limits specified'\n",
" ind = np.where(combined_ind)[0]\n",
" \n",
" if random:\n",
" np.random.shuffle(ind)\n",
" \n",
" return ind\n",
"\n",
" \n",
" def choose_lightcurves(self, flux_lims, frms_lims, random=False):\n",
" ind = self._choose_lightcurves_ind(flux_lims, frms_lims, random=random)\n",
" return self._choose_lightcurves_from_ind(ind)\n",
"\n",
" @classmethod\n",
" def from_file(cls, filename, voltage):\n",
" with fits.open(filename) as infile:\n",
" imagelist = infile['imagelist'].data\n",
" flux = infile['flux'].data\n",
" detmag = infile['casudet'].data - 25.\n",
"\n",
" return cls(flux, detmag, imagelist['tmid'], imagelist['skylevel'], imagelist['biasover'],\n",
" voltage)\n",
"\n",
" @property\n",
" def med_flux(self):\n",
" '''\n",
" The median flux per lightcurve\n",
" '''\n",
" if self._med_flux is None:\n",
" self._med_flux = np.median(self.flux, axis=1)\n",
" return self._med_flux\n",
" \n",
" @property\n",
" def med_detmag(self):\n",
" '''\n",
" The median detrended mags per lightcurve\n",
" '''\n",
" if self._med_detmag is None:\n",
" self._med_detmag = np.median(self.detmag, axis=1)\n",
" return self._med_detmag\n",
"\n",
"\n",
" @property\n",
" def frms(self):\n",
" '''\n",
" Fractional rms: std / median(flux)\n",
" '''\n",
" if self._frms is None:\n",
" std = np.std(self.flux, axis=1)\n",
" self._frms = std / self.med_flux\n",
" return self._frms\n",
"\n",
" \n",
" @property\n",
" def frms_detmag(self):\n",
" '''\n",
" Fractional rms: std / median(flux)\n",
" '''\n",
" if self._frms_detmag is None:\n",
" self._frms_detmag = np.std(self.detmag, axis=1)\n",
" return self._frms_detmag\n",
" \n",
"\n",
" @property\n",
" def extra_counts(self):\n",
" return np.median(self.sky + self.bias)\n",
"\n",
" def extra_counts_over(self, other):\n",
" return self.extra_counts - other.extra_counts"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"class Table(object):\n",
" '''\n",
" Helper class for printing nice tables\n",
" '''\n",
"\n",
" def __init__(self, headings, data):\n",
" self.headings = headings\n",
" self.data = data\n",
"\n",
" def _repr_html_(self):\n",
" out = []\n",
" out.append('<table><tr>')\n",
" for entry in self.headings:\n",
" out.append('<th>{}</th>'.format(str(entry)))\n",
" for row in self.data:\n",
" out.append('<tr>')\n",
" for entry in self.headings:\n",
" out.append('<td>{}</td>'.format(row[entry]))\n",
" out.append('</tr>')\n",
" out.append('</tr></table>')\n",
" return ''.join(out)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Load all data into classes, and store the voltage results in a list for access later."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"frms_122 = FRMS.from_file('data/122.fits', 122)\n",
"frms_223 = FRMS.from_file('data/223.fits', 223)\n",
"frms_168 = FRMS.from_file('data/168.fits', 168)\n",
"assert frms_122.shape()[0] == frms_223.shape()[0] == frms_168.shape()[0]"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"datasets = [frms_122, frms_168, frms_223]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Choose the flux values from voltage VI+168 as a reference flux, and plot all values against this, so we are only comparing the noise values."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"ref_flux = frms_168.med_flux"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To get nicer interleaved plotting, pre-compute some z-order values."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"zorder_options = np.arange(len(datasets)) + 10\n",
"zorder_array = []\n",
"for _ in range(datasets[0].frms.size):\n",
" zorder_values = np.random.choice(zorder_options, size=len(datasets), replace=False)\n",
" zorder_array.append(zorder_values)\n",
"zorder_array = np.array(zorder_array).T"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Store the colours. Reverse the array to get the colours as RGB."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"colours = sns.color_palette(n_colors=len(datasets))[::-1]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Analysis"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now plot the frms values for each voltage against the reference flux"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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b6gsAAAAMJwTKFNbR6TYDTzz4B8dwqnKBwlisx+H/WjhB15jmeryuztxmJJKt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\nf1T3n8/TJPcIOcu+0ec4syt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93Xyuo7MjYOUg331Y3/nwt2aFs9Xl0vrCg32qDeGu+ezu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\nYBZWs4X5JY6oic9BQOv9uKm8BsrhLst6LBwmeGwJJiXMPa1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6FJUCb4SqF7uT5qyvcNCZ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YAmIg02G1c8vIHZGTOZlzsX40AVbfZ82uz5PJ17U1J945Jdf2XVvm6AaAR1YoJmrGY9E+WpSClt\n1jxayOLBR3akPea5R1eT8f+z9/bxUdVn/vd7zsxkZkImZMgDD4kJIjAQLbZbKrBotG3Q0EVpawmu\nEu0u7rIVbrarG373ixv3t/dK8+oStV1+6tZ7pasGrYR2W5EtFLC1KIW4dLtFBQcRSEgI5oEJmTzM\nZB7O/ceZOTOTx8kTSeB6v155eeY8fM/3DJP4/cx1XZ8rrZPktM4+o5PlGwv0n4lQsyjmRoIgCIIg\nXAuIoBTGHfPyYtp0DKtXZZRQhx3fycUUH3Rr8UxV1eoq2xyE2hyonXaaLA5euuFeXslZTpfRTJfR\nTJPFgd9opiK7iPe+YOc7lQ14Az58roWonXbUTrs+hve/vgqhaBb55dSprK3JIqNZJehJI9iRqgu7\nTxp7muo8/LPvUpsS1AyFgvRqcDMpLw+AR2cXs7WwlI7q3s152qurcVxqY0ZTgNUHWwb9fpVvLCA5\nrRMlxY0697ejGllrsAV7bPcmtnY9+UC/qa6xRITleKA3w6JYc6P1T+wcl2ZCgiAIgiAIiSCCUhh3\nRCJM2b4msrrcIzNoyITPN4V/nvPnVDfe3qfxj8GgcsmW1mO/32ygPtPMj76VSXqLv5crgVB8ZHFK\n62d4XC4e+lUjxQfdZMY8S6A9hdX7PTz86w62Fpay5VA53oBPP57Vaey13q69uprL//BPtL7wIgDr\njCfJ7mwgu7OBR5rf0VNnY5nhUXp1YB0okjdnyQUgJoo7SjjvatBTgp13NfTpJDuRiU0njqUiu4ga\n7Am1nRGEiYZE4QVBEK4PRFAK45LyjQU8lvwpf3lh74hFKQFU1Uwo7PLanaSgn6KGYzx04RAZPjeo\nKqZQAOMkTQj6Ti5CVQw0p5mx5FehpLgpubhX63cZ9KMalMhNyMVDyYVfAtCQlIY5FKDkV41Mb/Qz\npVml+KCbaZc7cVxq4+jqh1i8+0N9HmZ/iG+7onWAsfWTIa8XuroI1FzQTXgeSznHYynnWLLrNT11\nNhLJBC2q2Zeg6S+SFxvBHY6oHGhRubWwlM/d0cjn7mgctGnNlkPlE7IuMVI7arTZxnoqgjAqXItf\nDAmCIAi9I4JSGLdEFt1JhtAwRlH72O5JyGDg13ca+N0dAR698BZ/d/YnPHDxIMGYtNZYYWXJr8Jg\n81BStz8u+tg9+tmlmPErWips8UE3y/6rDVNyW/S+Xi+OS2089J/NTG/0s/rQFSrv1tJ+txwqZ/fd\nDvqjN5OcBdvKUKxWFKv1qrqxdifRRWWs4I38u9udzn7nPtHNbhZsK+P5Z9aMab2nRJAEQRAEQRgu\nIiiFcc2CbWX87JlvDtH9tTsGQCXJEiP+lIC+GZzUyeV0LbX1hVUZWNQAOd5GTIGoEA112OMCpr9e\nOBm/wcgDFw+RRLQWsAY7tdZMPktysDNnudY7MslBfbqZXUV2dhXZuZSZhGK16tdkXAlSfNCNz6hy\nuvksD//su5xuPkttSpDXlmfRPHm6ls6alIQp94Z+xVbEyCfk9fYrGPoTFLEpscBVTckcSSfZ8c5Y\n1XtKBEkYTRL9YkgQBEGY+IigFMY1pdsPU7r9MG8+vZJ5eQ5sFuPAF8XRXYka6PKl6RFHi7k1vF9F\n9SXrEUi/WeGFVRkAOEJRUxsl2aMHINObQxQdc2NWg5jVAI+feY2kYLS+cmfOct6aerte4/jTr5up\nvCcabdy1LE3rk2m1Ync6eX32N/j3G/+MnTnLe6SYfmZK498yl1GRU8SUf/oHKu92DDsqN5CgOLFp\nMyW1+wH6bCESOe/o6od6HWMkFpV9id7ezG4Gc70gCKPL9fTFkCAIwvWMCEph3NK9F2L5xgIqy1aM\nwMhRkenzp2KxXNb2hYx6Wqvv5CLaPlnCa8sdXJlkAiWAkuLGOu+Yfm1SKIi9NTpWQ1Iayi3HMdg8\n+r4miwOjzYZyy+8JRA1gAVh14DKOS22EvF7+pWMONdj5zJiui92pdd9kbvosLF0ZdJ1arF/30plK\nLnRc4nTzWfaue2RUhFys2LzjeOWA54W83j6F6XAWlQOJ3r5qQxO9/nrmeo8gyRcNgiAIgjAyiKAU\nJhxvPTOCvSpDJny++BrFUEe0ZvLCp8vp8jkgZCLUYcf74VIymkNMb/RTfFBLnd2Ru4IduSvYeU8W\nXRfmoXba48YrqH0PcyiaWmv2a9dbggYqlzmoXOYg1COSCucufcrWwlJKPwiS5W/BZjFSvrGAO/ec\nYdWBy7ogHaqQ60tQlG4/zAsdN+mvZ05L1VNfLflVE65esSK7iIrsorGexrjkeo0gyRcNgiAIgjBy\niKAUxi39tbV46xktBXZkHGBjxJwSiEmDJb4VSMhEyJtK7ZkiVh7yULnMwQv5RTQmTaExaQr+8zf3\neYfig26mN/rJcMP/OpHO2pos3l/zReozzdRnmmn9vAvF1qq3z1BS3GTPOMLR1Q/xQtuNNJjT6PQF\nWf/ETtIbOpjRFCDrynDMijS6C4pIVLjOkkFFdpFu6lO+sQBLflUPE5yIKI2k7Y60OBluFK0ip4g6\nWxZ1tiwqckRUCoIgCIIgjDSmgU8RhLGjP7OS8o0FugAaGVSUZA9K/vsoHy0i1J5GVGyq+rZqUHgh\nvwgl8338jQYIt49UfTYsX/g1Xa4vaa+DJtROOztzlvPwhV9y128DfGP3v+p3q4yJ9ClKgJturALg\nM4ufjBbNoIcY057uOGbN0bcHEluR2sfBmr/Eth/pi9GOcF2PEbTRZqifh2uFBdvK9MikfL5Gj+v9\ncyYIgnC9IBFKYUJTvrFghBxgAQyE2hx0vn8PoW5pqwZVBaIRwYApelODwU92ZwOz8vZhMIaw5GvC\nMJL6mhT0M8PXhCPYHjfm1sJSctqMmP0hDJPaqE0JEuz08tjuJh54txO708mSXa/xWMo5PeX1+WfW\nYMq9oYfLa2w/xu61YbG1qOuf2Nnj2J6HN+j7IlHhXDw8lnIu7h59meBEjJPGI+UbC0j7/HHSPn+8\n10XtUPtYTuT6u9jPQ/HmveP23260uV7Tfa8W3WvgBUEQhGuXa15QOp3OJ51Op8vpdAadTucIFt8J\n44U3n145gqISNIMeE7HRSdWgAIpuzjNp7lFCf7yNUJsDVTXTaEvHaIuJJsZk4qb7W+hSTNz1H2/0\nECLPrn2OqT5zjxlMysvTF7tbTX+qp7yWbj9MRc5yKnKW63VgO3Ib9FTUx3ds6LM2LGn+MdzO/9GP\nlW4/zMIjr5N+pT7u/PKNBTz/zJpeF9vdTXDG+6Jxy6FyfElN+JKaegjHofaxvJbq7zp9wXH7bycI\ngiAIwsTgmheUwAGgCDjMQJ3thQlLpK3I8On/I6Ike7DkV5HREiS9JWq004WRC+e+pDvEGkAXn96v\nfMiXf74rTogcXf2QHh1bdUCrrzRdmcRdv1XBYKC9uloXfZ2+aH/L6kutVDd4qW7wxhnn9EZkjEiU\nzmhvITC5ncplI/E+XftM5Chkf0Si0MbkNn1fzZWLYzgj4Vqkvxp4QRAE4drimheULperyuVynRvr\neQijz8ilv6rdtsODKgFS5hzF7NdSX9fU7Y871+edpLvDhkIm3RnWd1Jr+VFzpU4/N+T1cutPjnO6\n+Sxv3GHDd3IRK99uI6urBVSVkNfLP5nmcLqhWr/GZjGSNy01OrWQNo+I4U9Om5Fn1z6nm+TEtvLI\nmx69zmiLGu0cX/ogzZOnJ2x6011kjfdFY3+9Kvs71l8U8lpot1G+sYBb7ryoG0DNWXJhrKckXIOU\nbywYl38XBEEQhJFFTHmEa4o3n17JvU+8OYwRuivS6Gsl2UP76SWoBmgD/uVmlZIz+3gjexlZPjdN\naSZ8vin6+dYvHgSg4/fLKN1+mOBtdu79ZRtJAQbkBzev0McyJrcxJ/MGfWH2nb97FdXno6Ruv35+\n8UE3dqcTiBqOeFwu/fjWwlK2HCrnk6M3YJw8I5reuq0MSGzBFzvmiU2bdTE13AXjaJuj9Nensr9j\n/TFRhWQsWwtL2UK5vi0IgiAIgjAUxlxQOp3OHOB/AQuBWwErMNPlctX0cu4NwA+AQrSV/iHguy6X\nS75eF3Tm5TlG0Pk1gorZr8YJRh+wM/duVFX7Nfq7j/byg5tXoBoMKPnHMRi1VFXrl/ZT55mEweLn\nR9/KJP1KAHNYVOa0Gfl2jQNSzlEx70GmvvMC5qBfM/2JuMcq/jjRtvGvv0TrCy8SCkchK5c5QDHw\nL49FRU7l3Q46nNNZdSD6PvhOLqKjxc3HLW5e6LyRkrr97F33CMdW3TJmgqIvkTrWXOsuoFH3TRGS\ngiAIgiAMj/GQ8jobWAU0o9U59orT6UwGfg3MBR4GSoA5wG/Cx3A6nSVOp/MP4Z/vjPrMhXFJJA3T\nZjGS6RspYWmgq8veY6+qmkAJUjdpCq/kLCfYmRo+L5oKazBAILUdv1lBVQw0ObTek0ablWfXPqe7\nTZbU7scc9AOwpnafno5od1b1uG/qY+tYsus1fnbfdK2XZbpJN5aJmM3UpgR54w5bv+YxnQFvwqY0\nw031HIyj6vondrL+iZ2DvsdIcq26gI53IyVBEARBECYW40FQ/tblck1zuVwrgJ/2c95fATcCX3e5\nXHtcLtce4D4gD1gH4HK5Klwu1xfCP//a7XoDPfMZhWuU8o0FVJat4LvJp0kKi7ThEolEhl9FN0NG\nCJmot2YSULTaSd/JJQC6SU9v+IJdvQqsiuwiXktbBUDKnKN8Z1dDn4KwKS06p9gazehxo74dW+/4\nWMo5GixpqB09RXJ3YtuCDFVk9eWo2ptIXf/ETmqwU4N9zEWlIAhDZ6hteQRBEISJxZgLSpfLlajz\n6n3AUZfLdTbm2vPAEaDPdiBOp/MfnU7nBWAR8JLT6axxOp0zhjFlYQKxYFsZ/zvpv0EdqsFv79cp\nKS0oKW5QYgoiY7aTQn58JxdFTXr+eBuGkIohpJLRHGJ6o587fxPig3czWf3UG5RuP8yCbWVU3PA1\n6mxZBAxmQm0O3dAnlpfOVPLSmUoAcidn6/sj21sLS7GaLAD4zQo/u296XL1j+cYCzl9qJcvXQnaH\nm+I3g32mvMZGs0oqnhyVxeFQRGpE5I7nHphDZbSfaayMlERcXF8MtS2PIAiCMPEY8xrKQXAz8PNe\n9p8EvtXXRS6X6x+BfxyJCZw5cwaPxzMSQwlXEfNflGB46fQQe8YYABWUYLg3JYCKJT+ahhobgQy1\npWEwBPR6Sp9+hQE1bEGrAnf+Fv49915ogw5g4Yev85j5JzSlLYLO6N1VA7xQnMWWPynh1KlTvHSm\nkgsdlwB44q3/l0dnF/NSZyU1/z2HFms6p7JPAZCZ5OBCQDvPkJXJqVOn4p4qFHaIBTApph7HI3R2\napNJmn8MX1ILp5ub9PsOhoeyV/BSZ6W+3df9ADY8+kW2/3//her387DhA06d+mLc8ef31FDd4I2/\n5p9/xfr7cgc1p/FI7LON5jP95bJMgH7/HRIl8hnpb6zePrfCtU1nZ0fc9kh81hK778CfR0G4Wsjn\nURhv+Hy+gU8aAmMeoRwEDqC3grjL4WOC0Ce5WdZhXG3Q0lpjXnceL9RfRcRlqM0BGFBVMxXZRWTP\nOKLXQRpvjQrQpFCAqV1u1tTuI8On/fd3dwRomgLK56owKAEMqooxpQXjgvfxm+B7H/4rz++poea/\n5+jj1F/u4vk9NfhOLsbbOonqBi/P79G8rB6dXcwNydO4IXlar4t35//zf9Fon0qjfSrTHUm0vvBi\nr0++/r5c8rKsWMzD/1Px6OzihIXEtwP/TcmFXxKouRA3t+f31HDpcs8/hsFLnw17foIgjBwD/Q0S\nBEEQrh0mUoRyzJk9ezY5OTljPQ1hCDw3f35cGuGwXWBDJj0yGeqnDjEiNk2BEF1dqWR0ahHuymUO\n7vxtgEcvvEVDUhqR8l7fyUWoIVO44jda8uv58E+40uYFJmH9+A7MMz9i5S+bgZ/zs5tW6Oc1drl5\nre4EWwtLeWb+/+5zXqXbD8NtD1BSux+Py0VFdhHGl37P88+s6XHuc/PnA/dQUlYz9y0AACAASURB\nVPEkXaYWbLZk5s+fn9j7NERO2JKJ5AK8mrSQ5IONAHr0TjNcaiEY/vb3OynnmD//4VGd09Ug9nM6\nUfr3Rb557+8z8cz8/62nPUqLkuuH/v4GjRaJfB4F4Wohn0dhvPHZZ6PzBfxEilC66T0SOQUtSikI\n/RKpHyzfWIDNYhz4gjh6+jmF2tK0qGRIM+JBCYASQJnkxpJfRfFBN2a/lloaMCmon9zMxYu3a66s\nmWYOfdUMQFZXC9985wo5bUaspmgk1ehJwRDqmag71ZpO8UE3Od5GcryNrKndz7w8B8lpnahzfztg\nzVJsXeSLwXwqsouos2VRg73P2r3S7Yfp8AVQlcBVqYmKmPW8Pvsb1GDn42o31Zda9eN501J5/pk1\nPJZyjsdSzl1TbqzXajP44gNuig+MdDsfQRAEQRDGmokUofwIuKWX/flodZSCkDCVZSso3ryXTl9Q\nM+wxDN8AWEn26BHJesxU3JPJlJYAn2UqmkGPT/s+xHdyEZb8KkIhlYp7MgGVy+kKc9PzSEr6CO+Z\nm7QBb3AR/GARyq3vY8mvwnD6TnInz+Avl2XyoylAeDyjDZ5dWxA2wRjcnJPzcjlb3aS/jhVtEU5s\n2swdl1o5W2DX5/+Jyap1gx1FFmwrI3n7YQhHk/OmperHIoLragrJ4UTYJlJPy9GIJI7XfqOCIAiC\nIAyfiRSh3AMsdjqdN0Z2OJ3OmcCfho8JwqCoLFvBvDwHihI23hk0ERGqRh1eVVVvFVJ/aTH1F5fS\nebyQUNtk/SqzX8XsD9GaCpfTDVxOVwh1pPDJ0Rvo8AWw5FfpwrTLn4r6wWLmps8id7JmTvzSmUrq\nU1U90lmbEmTLoXK2FpYyN30Wc9NnsbWwlOLNeynevLfHrLu7fM7Ky9CPZfpa4lqURIRA+pV6Hjns\noevD2wm1OehosfXrRHpi0+a4n6HSfa6JRO9GwyV1sI6VsXOIvIfd+4GOpUNtX/8uo+nMWZFdREV2\n0YiOKQiCIAjC2DMuIpROpzPi0hqxc/ya0+lsAhpcLldkxfVvwAbgTafTuSW87ymgBujdUUQQ+iC2\nTk2PVKIy5FalIROhNgedv18W4wYLsfYxBjWEORQEtHYexB2DpJkfEfCB9yOtVYjamaKNO/NjPjg8\nj1C7FqmzuudgmHep12lsLSyldPthVu5/k0i2bPHmveRNS+WS4yB501PZWlgaJ8rKNxZoKa3VNTx4\n5ud4iEaR2qur9fNmTktlTuYNA9afxkajYvcNNSqVSPpnb/WxpdsP93ntaNYpRlKKI9slCZxzNVNc\nxyJaWJFTRF34eStynEgTCUEQBEG4dhgvEcrK8M86tFX9C+HX/xg5weVydQBfAU4DFcBO4FPgK+Fj\ngpAQsTWEpdsPx6RSDjXtNea6UN+1marBQJfRjM83RTf0UYNGVM9kZnS48SU1EbjgRG1PQ21PQ7F2\nkDT/GEZ7i6Y4I+N0pBD0pKEGjRhCJqwmC58cvUGPeH1c7WaKNyr6fF1Bzibvw5fU1GfkqXxjAeuM\n8ZnjJzZt5rl7U7iYYeJihomnF3WMag/DoUYzY/89e0vZ7e/8RCOE3aO/gyFSD2p3Osd9qudwnlMQ\nBEEQhOuTcRGhdLlcCQlbl8t1gX56TgrC2BObBhuMi1bGCk+zX2V6o5+2j2/jSio05feM+hmMKskW\nEz40t1jfyUWYAiqGJIsWSzUGUYErJ75IqM3Gxy1uFGOQNbUHyPE2UpFdhN+UhCclHZPVTSB8/5or\ndb3OfMG2srhav8j27runABCxCxpISMZeG7uvNyKCLuI2C8OLmvVWZzlSJCqwIhHf2Dl0f57ezrla\ndP937s5oCMmxfF5BEARBEEYXg6oOrd379US4VvPc22+/LW1DrhFiF7ex6YcjSy8ptEoAi7mVv/to\nr+6uGtmf/CcHmdYcoO7iUgB8fk0c5dx4gNZUyGgJcvsfPOzMWY7pBpcWuUQzydF6YIKS4uahT94j\nO5wea3c6OX+plbdv81KfqbnKWroyqCh5KqEnOLFpM9s+70axWJha902gd0EwFCOX2Pc9Fw8Pnvm5\nPufBCsrBihURNyOH2OIL4wn5PArjCfk8CuONd955h3Xr1gHc6HK5zo/UuCIoE0AE5bVP6fbDVF9q\nJW9aKuUbC1j599EaxBFDCZB66wEe/WkLu2YU0pjkoMtojh5OcTMp+0Myu1qovXg7Xb5ol5w1tftQ\nlAC7v27WBWTS/GMkW0ysfq+G/7AW0Jxm1M18Vh24jM1kZcWLr+g1c8//2Y34FDNdpxZjsxj1Z02E\nWPEXe23p9sPUXLmIOve3AMxNn6W3hhhIFMaOOS/PwR3HKwG479XnEppTogxVPE4U0TnW85QFkzCe\nkM+jMJ6Qz6Mw3hgtQTkuUl4FYazpvhi3JBnDRj0jRFhMAjyXvzwqFtUQGKIZ3wF7G/WKmUAjuqOP\nweahcpmDwOkvYVUPYsmv4m/eaMZwPsRbX5uG41Iba/kl7mkpVC5wcO8v6/n1bXbaM1JYEbm91YrD\n9Xlq0Fp/dPqCfFztZvVTb7DryQf0+3cX1r3VGEaujZoZ2VDCrVA6qqvxuOoBOLr6IZbseq3Pt6T7\n+P+WuQyAd0fQpGao5jdjaZozGCbKPAVBEARBuHYZL6Y8gjCuqCxbgc1ixGbp22RnsLT+8W7aPllC\nIBqUJKPrCgaDX0uFza/CHNTCopb8KpIsbgw2D9bPHcFob8E253d86+BlvlPZgCUUJCmg8o099fpY\n6S0B/r4qmfe+YKc5zYw34OPxHRvwuFyEvF7WGU8yL88R90zegFdPV42Ik1jB+HG1m4VHXueO45U9\nro3FarIyN30W33ZFaxhDXi9Hvv4tjq5+qM/3JLZFylgxlu07BEEQBEEQJjoSoRSEPqgsW6Fv/8WG\nl2lKSgPDUJxgVd2cJ9TmQElx630r3VNAbTeDCt7/+iqODjdJYYEVyDnK5SmK3iFzqq+FGU0BQr3c\noSK7CKPNxjpO9nI0SiSCtfqpN/AGvGExN6vP89fU7iPH2whezThnwbayHvWn2vZK7YJCLTIZ8nrD\nj67ySvpdvLJhBz96bq2eIjtnyQUATjefBWBuPsxjUdwch0tkbvPyHH2O21eEbygmMonUkY50eqqY\n3QiCIAiCMNZIDWUCSA2lAPDX61+i3po5hCu7mfMogaj7a+x2GIvlMtkzjugmOqhg8kwi9Q9OSur2\nU2vNINPXgkEJ8uNvzCf1f5x6Kuu8PAcltft52dlKcl4exQfctFdXMykvj+/ZFwDoKa4RARRpYRIR\nJ7Epr7sf+BtmdDYC4DeamTJ7VkKGOSc2bcZz+jQVM+7RjYdslmgasZLiZvKC/8Eb0PJ6R7pNRff6\nzP76USZy3kBsOVQeFcd9PMtI3Wu8ITVCwnhCPo/CeEI+j8J4Q2ooBWGMWeH5H14x3xVnpJMY3cRk\nNyyWy/h8aUQy0H3+VJrSYlJLDZDqb6POlsU/37QG1aiS5Pwvuk4tZp7bwXnbOeiMnr5gWxnPEt/A\n/qkkJ94WG4BeN7m1sHTAGrz3//RBFh55nUyfG0vQj8flSqitR+R4xYYdfZ6TOzlb305ETEYEcKKm\nP4kgET5BEARBEIThIYJSEBLkvlef4xcbXqbR6Bj45L4IxdcgKskesjOPUN1wO8F2h74PwOwP4Tdr\nItPtAJQAasgEIeg6tQj7F/ZRrxgwTAXl5CKSgoZo6mk31FA0Udbe3KGLM8JpphFi0za3HCrHkg/H\neZA7jldiuVLPYImkuQJxrrBzljQOKiIZGwHckeun+KC7X2E7GKE4EkIy8n5FtmOJ7C/fWCriVRAE\nQRCEaw5JeU0ASXkVYtHcTSORxqHUVAKooASxLTykC0ffyUWgguVmrYZyeqOfENCQbkJVDHQeL4xL\nj1VS3JhnfoSS3AaAyWNn1kwtJTciamLrGX+ctxxzQMWSX6Wn085Nn6WnvN750Q46A1523z0Fq8mi\np6NaTRZevf+HnNi0GRiZyGBf9CfKIoJyeqMmKBWrtV8X2YG4GuIukVTYiY6kdAnjCfk8CuMJ+TwK\n443RSnkVl1dBGCSaA6yJoYtJtGtDJnwfLSKjRasrtORX6WIS4FK6ifqLS/GeWgyAbeGhcMqs9iVQ\nqMOO7+Rigp40gp40AiYDp5vPcrr5LKt3PcaWQ+VMysujcpmD5//sxh7R0QjlGwsoqd2P41IbM5oC\nrDpwOe64N+Bjy6FyFmwr61NMnti0WRecibDlUHlMlDS6LzL/7se2FpYyN30WOW1Gig9qKa+T8vIS\nvl93Iqm+H1e7xeFVEARBEARhGIigFIQhUFm2AkXXk0OP8oc67dRn9J557v14MT7fFELtDnwfLcIQ\nUsPpsOEbh0zaz4dfJPO/Z5HhjQpBFZXTzWd5cXYT9Zlm2utuocEyhTpbFoFzd0XFWbgeMRabycqr\n9/8QQ4xgPl3b1OczRGo1I/WVA7HlUDkfvJvJB+9m8vDPvttDPPbF1sJSnl37HHanE7vTSUVO0bgX\ngxEhfK1GJwVBEARBEERQCsIQefPpleHejCaGKiqVZE+vrUh8JxcR6rDrr80BlazLPQ19IljyqzAH\nVMz++KYipq4Q6S3+uH3JebkUH3Bz/576OJOdiFBb8eIrnNi0We+JCaAmtVO6/XCPSGTp9sOcv9Q6\nqGf+5OgNhNocmG5w4Q344iKSVpNlQPG1YFsZFTlFw4owlm8sYF6e46q4rW4tLBUxKQiCIAjCNYuY\n8gjCMIiYv0ScUgdLqC1NE49taQDYbvtV+HXY+EcJoNg8rHIdI8vl5hdffo86/1J8/lQMtjbU9jQy\n5x6iPl2riZze6AclRMBkwNQVovigm9eWT8GSX4Xv5CKsJivlG1dyYtN+fQ7t1dVAtDYyEnFMz3Xo\ntZahDjsd1TV4zrj0c3RRl7mMv+IgM6elJlRfmTt5Bgs/fB2l2cPu5akA1Fyp02s2E6HmykXAlvD5\nvSHGOIIgCIIgCMNHIpSCMKYYwuLRABjofP+euMgkaNHJtzMWkhTQIpc+fyqETKjtaSiT3FhC0chl\nU5qRixdvp9U2FaPNSsUNXyN04jamN/qxO6uYs+QCoIlHxWqlcpmDN+6w9UhV/cHNK6i7uJScNiOW\nrgxmdSxnnfGkfvxlZyuXHAf11+8uLO4zBbV7vWRJ7X5yvI3McHt5+NcdzE2fFddCpD9ObNrM4zs2\noM79LUqKm+S0ThGGgiAIgiAIY4hEKAVhmJRvLAg7vwbDe1SGZdgT4+RKyITPN4V6Kzx7459rPTBj\nslpDnXbqLi7FknaM1LYQF+uXYpr5Mb6kFj49s4iQRYt0JtUvxZj5Pqebz/Lwz75L7uRsOu52UJ+i\nzfllWyvGsBissS9g1Yfv8Js7odY4mcqSpzixabMeyaxcpl3nO3kTiq2VuVmaOU5sP0tLftRcKOJy\nuuVQOVsLS6m5Ukds45VIOmhfDq8RIpHTYK4DUsxY8quYkz4r4bdVWnYIgiAIgiCMPBKhFIQRQHN+\njbioGkAJMvi6ShUlpaXPo/7Yr3+UgPYTFpxtnyyhKUlLm83s6pl+a4iZSqRusSktOmBjkkOvSbz/\nw9+w516Vy+kGsLXy+I4NeFwuvf0IoKflhjpT6aiuibvXJcdB3a215kpdj7kcW3ULFzNMXMwwcWzV\nLXFjRlqY9EfxQTc5bcZBGd1MRFfXwTrnCoJwdejNpVoQBOF6RgSlIIwQcaIyZESLUg5OVGqRvd6v\nUZLbSAr6UWyt2BYeCju+hm/XlkbX+Zsxz/yIrlOL8P7XVzGoWq9KJcVN9owjZLj9caY9GS0BLF0Z\nWLoymOZepu9/58sKfnPvfxoCZoVvvnMlTqA22IJxJjd501P1Y7mTs5mbPgtLV4YuFrcWlvLHP1/I\nH/98oS4IYwXf+id29nrvWOOgZ9c+N6GNbgYSi4N1zhUE4erQX3sjQRCE6xVJeRWEEaSybAWl2w9T\nfak1nAI7mNRXrYayr2tUA5gWHUIJu8Ja8qvoPF4YTpE1aO1FTi6mMckEKgTbHSgpWrSytn4pj3+4\nF9DqIwHu/2gvtVat/tJmqaRmzu0ATJk9i6ZwmqrVZOHZtT/khGszNVfqePUryaw6cJm8rPc433g7\n6S0Bvtn4LvBITCppQVz6aun2w7RUu2lBiw6WbyzoVwwGOzs5sWkzlXc79DEiJGL60xsR86TIdl9c\njbTYiFiMbA/1mQRBuPp0VFdDSsy2IAiCIBFKQRhpyjcWkDctdeATeyVWTKo9tlXFENdlJDZK2Ruh\nDjuhNgdd3in84OYVVGQX4fNNwefTXmf63OR4G0m/Us+3zv+cYM7v+fyPP2F6c4CcNiOv3v9DQBNy\nkfTU3XdPYdkHftZW72ft+X04LrX1iKINtlVG+cYCcvGQ3dlASd1+Xna2DikK0Ftbk1iR2JdQ3HKo\nnNVPvTFu0mJjo7EiOAVh/PBtVyrTG/1Mb/TzbddQ/84LgiBcW0iEUhBGgUhELBqpHC6aG6zv5CIs\n+VUYQirejxcDYJzkRmlNQUn2YLjlOF2uLxHqsOtiM9KCRO0W+PSbDewuSmXNvsva8Q47xQfcTO9w\nU/wr7ZwTrs2Uf86Ivb2JvznroOZKB6DVQXZUV3P/nnoAXgzmkxyOPkK8wc5A0cGIAHz+mTJt2+kk\nOc8B4ShponSP/EXamgB6ZLQ3IilsvkAmw21FkggLtmnPWXOljn13O1jQz3mCIIwvFmwrY234b5b8\njgqCIGiIoBSEUSIiYPQ+lUowXFuZKJEazKgSDHXYMftD+E4uJuSLeKWqmJLdZLQECB35Apb579Gc\nZiJg1q6L1C7mZB7hG6da+MH8lWAKYsmvorEjjYsZraiddiqm38ua2n36vZomG/mXW6+AKYQvCf7J\nNIcM441Y8quobz4LKfDa8ix8JxfTgB3CkT1LflUPZ9e+xFxf6Z8LGNj1daSx5FdhOH0nuZNnjLoT\nbOXdDk43uyEcgZ3I9aBC34iz8LWJCElBEIR4JOVVEEYZ3bDmhgyUwXYTUbpFN0Mm2j5ZovWi1DHg\n802hzpZFvTWTi2eKWL+7kemNmgmPQQWzX6X4oBvVoDLd7cV0g4ugJw3/+ZvZmbOc13K+BsDOnOVc\ntGbQNNnIa3+WDibNxMd3cpF+j7qLS/U7f2ZKo8Gcpr/u7vgaITYVNRFDmhObNifs+hqhe5porFFQ\nfwv6rYWlzE2fxdz0Wex68gFZ/AsjwkR0FhYEQRCEoWBQ1cG2Nrj+cDqdM4Fzb7/9Njk5OWM9HWEC\nE9+vMhFifz8NMfv6V6aRWsSK7CLqbFkATPc20FLw33ynsoFdU4sAuJg8BVXVEhVsFiOW+VW0nrkJ\nU0DlgUv72X33FCDaJiQydvIX/0hjkoOW/1kIQJa/BXOgi5K6/YDWq7Lu4lKm+sysM57Uo5CK1cor\n6XcB8FjKOT39E6KpoB6XK27eAwnC7pyYIOloVzsCO1qcOnUKgPnz54/xTMYXemYCg/8MC0NHPo/C\neEI+j8J445133mHdunUAN7pcrvMjNa5EKAXhKlJZtmKQUUoDPcVjbwOoxIpPFQj1clZ6ix/Q0jub\n0ky6mAQI0UjrmZt0E59dU4uY0qzq5xtsrWQGGvmq7xCNSQ5KPwiS3dlAdmcDf1nzli4mIRrRrMHO\n9q7Z+v6Xpn5Zi3LasvT9C7aVJST+1j+xs8+WIhEmUruNwRoXCROLRCPkgiAIgjDREUEpCFeZN59e\nGe1XmTADqdAY4akEsOZX8dNlDjx/ehyL5bLWv1KFuw+pVH41g/pMM35zdEyDIUD2jCM9Rv3ybyHo\nSSPoScOsBmn709/rUUuAkrr9lNTtR7FY+pyZJz2ZixkmLmaYaHJEBWxTWs8S7kja6mMp5+IW4+uf\n2EkNdmqwDygqR4uBUnUFoTv9OQsLgiAIwrWCmPIIwhhQWbZiCOmv3VExGAKoBkO4F2WUpjQjfrP2\nfZHfbCBkNFNny2Jf1hJsoWOAgiW/iq6PFqEatAhk45U0Zma+x9mO5RhUlb/9aC8XrZnw4RfJ7HLz\nWMppyrsyAKgoeQqITy89uvohQj4fisXCYynnqMhxAlC+cSVbDl0A4HM08sG72hxvub2x16eKRCuH\n0jK8ewrtSCG9IwVBEARBEHpHBKUgjBGVZSvi6qwGjwFVNaNMchPqsEdFZchI++klPdqEAPgNJmyA\n2R9icluQhoCqRyrTu1poO70YzCZU4LXsIkrq9rOmbh+/ytRalESEZISIsDqxaTMhrxeASXl5milO\nzHmxqZ1bGHzt4PPPrNEjk88/s6bfcytytPrQoQjSvqi5UocjZruvVh+CIAiCIAjXGyIoBWEM6dFa\nZAiEOuzhrYhZj4FguyPmDBUlRRu77YvHaTeaAWhMSsXnm8KaT/dhOB3gyFJoSrVAZ/z4XYoW3Xyh\nQ+FH3e4dca8s6WVesaYzsVHDwQjJ2OsGEpKR+STSe3KwHFt1Cwt2hCOUq5ysGJFRBWFiMlGMrwRB\nEISrg9RQCsI4oHxjweBbikQImcLRyb4GMBDqsGvGOkoguju5DfsX9vG7OwK8+WdG6jPNWD73Oww2\nDwBfbv49F60ZVC5zkDT/GMZudZKxbREqcoriWnasfuoNPng3k9PNZ9m77hHdKOfo6ocSrkOMNdg5\nuvqhQb8tfbUwGQq+k4uomHEvFTPujWtlMlZ1lVLPKSTKgy9t4sGXNo3YeBPJ+EoQBEG4OoigFIRx\nwptPrxy6qNRRQQmEI5JR11eDqmL2h8AQa8QDAbMhbNAT/VOQMvMEigEUAxy924zR3oLR3oI65wh7\nHt7Q612rL7VSkVPEgm1lrH9iJx0tNkJtjh59JENe76AXopXLHLxxhy2ha8o3FpCLh+zOBh488/NB\nL3hLtx9OuGfgWC2sZUEvJMqDL20iYPcQsHtGTFSerm3qdVsQBEG4fhFBKQjjiDefXslbz6wcxghR\nwaiktGAw+EkK+pnR4cZ3crHWzuPkIuit/2xAYXqjn/VvfcrfnnmdGZ2NBDu9+mFzwE/6lXpdVEbE\nWxJBOn1BPq52s/6JnQQ7ozmzVpOV3MnZKFYritU6qCdZsK2MynumUJ9ppj7TzMvO1rjjfYm/NbX7\nAKjILhrU/fprRD9QC4j26upB3UsQJiq753+FWmsmtdZMds//ylhPR5iASIaFIFx7SA2lIIxD5uU5\nhm7WEzISatNqKC2Wy/gMqdQZs8CH9gOETiwiYNLE57Rpx2hOM2Fut1J88BIAP19mp75uKRknA2Qs\nqIKQkeKD2ny6Al2Atigw3diA4eJS8EVbiSxvO8g+lgHw59UH8Pi1jpg/u286AN92pSbsxmqfO5fz\n72YCkHxH1BW2r1rJE5s288xNhfjC8/me3c4uorWesWIwVjRG02Pt9EV3Iak723q9hLzeq+b+OlpO\ntgCP79C+LHh27XMjOq4wNrz+6DY9Mvn6o9tGZMxdTz7A6qei24IwGMQxe/SQ2mZhLJEIpSCMQ+Jq\nKpXBtBaJjzz6fI4eLUUAurrsBNsdBNsdNNUuwmAMEpjczgurMnhhVQY1Dbfj802hzpaF98OlLPtN\ngIakND5LcrBr1lJObNrM+Yaz1GeaUW59H6uthXl5Dp5/Zg0GRdH7U0aoXOagNiVIbUqQpxd16IuK\nT8991m9fSd/JRYTaHL2mzyZKb5HH2H0fV7upwU6ws5NcPINqRD8pL29IcxouC7aVjYqY/LRmIZ98\n/GVWbXllRMe+lpho0ZXXH902YmIywq4nHxAxKQjjCCmFEMYaEZSCME558+lw6mvISHeh2DcG4s15\nYrdVjJPcWCyXSUry9Hq136zgNysxzrFwxWQnq6uFNL+H1+7JJHPG7/C4XKS7/aw6cBkA510Nugi7\n7+U3cE9LodlhxjFrDnanE6Mtmu7qDfjYMVOLNmZ1tVBQ+17CdYsR+kpBXbCtjH8IfILV1kJyWueg\nF73rjCcH5QxbkVPE67O/oZsRjTSDqekcLhfOfUmLbIdMeDvTrtp9h8PVfH9AFm2CMFwWbCuLM3AT\nBOHaQASlIIxj3npmJTaLkb4dXBNHSWlh0tyjZM84gnLr+ygpbpKsl/nbj/Zqhj0xGG1RwZnZpaWW\n/qIwFaO9haZ0hcplWkqtzWRlbvqsHq1Acidnk+7266lNz659Dqsp6hLb3TG2L0fW/moXyzcW9Cr+\nFmwrY/fWR3Qx2dsYsfvm5TnIxcNjKecSWuBEREwkylmDXe99mSiJCKH+ajpHg5lZN476PUaSq/3+\ngBjSCMJIMBoZFtc7FTlFem3zYP9/JAgjgdRQCsI4p7JM63pYvHkvnb7BpL9CbGQz1GGn9Q/LaZvU\nAo3aa4O5FQXIaAlSn6l9v9R5vBCDqpLd2YBPMVN88VCPUY02K3ank6XbysjdtJkTBwauhcloCVCb\nEn2tWK1cClmpnF7INLx9XtdXxDC2z2V/+3urn+z+esuhcipxsKDfJ4iv3dSE/uCJHWPPwxuYOS11\nXCyuyjcWULr9MNWXWsmbljpiPTyvJXbP/wrf/PAdAP5j/l18a2ynIwiCAEDNlYt8nLMcgOQrF8d4\nNsL1iEQoBWGMSTRtr7JsRYwDbKIpsKCnwYZ7VYbaHXpqo883hX++aQ21Z4qY3uin83ghhEyoqpmL\nyQ6KGo/xg5sepC7Zwe3vgeqZjMlj59m1z1GRU8Sehzf0mgLYW1pTgy0qhusmBVmy6zUO5X6ZLqOZ\nGuz6e5BIjdqWQ+Wcbj7L6eazuoDsbX9EvC088nqfLU/6Gmsg8qal9uv8OhBraveRfqW+z/TJ2Chq\nSe3+q5JiWb6xgMqyFZRvLBj3tYIDOe+OBruefID/uOUu/uOWu6SG8DrmaqdaC8JAzFlyASXFjZLi\nZs6SC2M9HeE6RASlIIwhQ0nb2/boXAwYSExUDpwqqxoUuoxmzp0vwhDXTsTAzuwiDIYAu268nVez\n78V7agmeU0v56/UvsfzXz5PSGnVePX+ptefgYboLNdWg7UvOy43b31+N+a4VagAAIABJREFU2lAX\ncWtq95HjbST9Sv2AAqnmSl2/orK7iCnfWIAlv2pQQjQyhiHGbOmTxr5Tfktq91+Vur1YAXli02Ze\naLuRF9puHPei8mpHUse7Ic2WQ+WD+jwKg2MsUq0FYSC2FpbyuTsa+dwdjT2ydgThaiCCUhDGkNja\nwb7qCHsjN8vK4Ooqu4vPnmJUNRi4ceZ+DAY/KAFU1QQGA6pqosvniDtXUVUqZxRSOaMQn8FErTWT\nTl9AjwLGCsPHd2zgdPNZuoyQ7vZjCkTrNYOTKnUDHUt+FaA5wlYuc9BeXa2Lme6LuK2FpcxNn9Wj\nfrP7/vKNBdgs0cz+l52tbDlU3mf0zRvwDRipjBUxQ4lunti0mZLa/bz1tWlczDBxMcPEL74ycvWL\nQ4ksnti0me/P7uL7s7s4sWkz27tmU2fLos6Wxfau2SM2NyGekY4CbzlUzgfvZvLBu5kiKgXhOmNr\nYamISWHMEEEpCGPIOuNJsjsbyO5sYJ3xZMLXrb8vd+CT4oh3e+3xWglgW3iIpjQjM2YdxGLuO9qY\nFPLTmOTQBUdFuG4jEgXcu+6RuPPvelczL1l14DJJAQiYtD875xvOUpsSxPC5Y6hzf8sH72byD8nz\nuP0PHm7/g4c37rANKSrX/X+q9736HHank5/dN53alCCnm8+yI7dhWBG/oQqBWKFd+kGQPXfNZc9d\nc6koearPawbjijhUF9Lvzw0QmNxOYHI7358bwJOerB+L3e6Px3ds0PtYRuaSyByu14jaaESBPzl6\ng95m55OjN4zImEI8Y5FqPRjGe6q6IAjXJmLKIwhjyIJtZTw2xGbEbz2zkpV//yahwZRTAt0jm0pK\nCylzjoJfaxtyOR2U9Pex/PE2fF4HGOLPN9qsujnQmtp9GACrxUTEV+c/rHfgSTLzuLWakNfLrsLJ\ncVHJ3oj0mwR421JISd1+vvK+JmpfdraSnFfFPLQ+lOUbC/TIIGiCZKBvZRdsKyP5UDmEr4lla2Fp\nD0HT13hbDpWzePeHOC61AVCMk+/Z79Su6ScNMpIaV9Jtf39Csvv8RxOjxUIAj779+pMPsPqpN4DE\nmtf/6L3/Q32q9kF8fMcGvu1KTah5+WD/HROhLxOm8cb2rtl8ZksPbxt5aQTGzGgJUBOzLYwO4/Wz\nFflCKbI9Hsy+riVODPH/1YJwPSCCUhDGmOH8z+nNp1cO0f01ggoq+E4uZsaMI1wKO72qQSPqrNNw\nanH4vBAWSwv2VgMGH3RaHKyp3cfv7tAWrW2nF6I6Pg9AoykTOuGVjLtY1nkIv1kbc/fdU1j1Cz+/\nuROmzNZSUiMRrbOGnskS/2lfxmczzVhSqqD5LCmfTkExGIChLeZihWPx793gzNLf+0SETET83Brw\nEkkAfjGYT0eLDdCETG8LzVhX14q8Il1UjsaiZMG2siEteipKnqKk4kl9GxITkhH8gei3Gl7/UD+L\nwyf2ve7r32O84ElPhpaY7RFgnfEkL7Rp6dPrUs6NyJjC+EDEzNgiYl0Q+kcEpSBMcPKmpeqL6MGj\nub76gPPni7iR/TSmmQiYgxjtLdi/sI/UVqj7tIhUDzRaNCmV6XNTedNiAmFPnpA5LLGUAISDkY1m\nB9NqA6w6cJndd09BDSq8OuNe1vxmHwdOZlF68jDPbnyOveseYUngP9mXsowkv0pJ3X5eyVlOvTUT\n2rXopSmg0miaAsC69S/x4vOlemrtihd7isFHv/tjAF764V/G7deFY2Hv70Zfi7YTmzaz+Eodp7+S\nzO67p/DwrzvInZxNck4uDPK97z52X+1PhspQFzqJRkt7Q2n9OlPUnwMwKfAgC7YVJLQAjhX511vt\nz65BRoETYTgZD8L4JVExM9QvlARBEIaLQVUHnS933eF0OmcC595++21ycnLGejrCdc6pU6cAmD9/\nvr4vNs3v3id+weAMe6IYJ2niSI253JJfxZTmEOqHC7loywLAHPLjV8zaCUog3JIElEluFE8KgfCx\n7M4GCr2H+PlX0vjWmwEm+9uonFFI459oaY6OD+fwF+f+E4AuEySFs/SenvUgASU8ZoobU0ClyztF\nH/OR5ncIebUc2+61hY9+98d8ZtRSCacGm5m2ohmIFyy9LbpiF22xY8bud09L4diqW+LGSiTFsq9z\nYlM+uxsMTRQin8cfH9S+XRjrqOBESXkVRofe/j5OdPr62yRcXYYi1q/Fz6MwsXnnnXdYt24dwI0u\nl+v8SI0rEUpBuAaIXTy/9czXhywqg+1pPa7znVyEZ85RHqvbT0V2EQCNSVHXVyVZq71DBcvNVQRP\n3AZh8feZZQo/SVrF47t/op/f+nkXRns7AG03n4RwZp5iULA753D+Uitmm4WALwhKkNTZnzLNvYwr\nLheKCiV1+8FqTeh53JMUWrvV6MUuzo6ufohJeXkJLxByJ2ezopvoS0S4JHJOzZW6hOYwXhkvAm68\nzEMQRoqRjjxKFHNoyPslCH0jLq+CcA3y1jNfH+KVPUVoqMOO36xQucyhiTmgyxiNTlryq7DkV2EA\nUn73RbJyj6CkuEEJEFBMdBnNuhCtXObAEBGggCPUEsmQxeTXtu579TnypqWGb26k6/zNXHIcpN6a\nxZebf0/z5Oks2fVan86nL/3wL5kabGZqsJn5X26kO6drm6LP5vXqjqgLtpXxs/um87P7plN5t0NP\nxezLZbW7q2kidHdg3FpYitVkAbSWJdej26kgCAOzYFvZiInJWCfo68UV9np5TkEYKyRCKQjXKDaL\ncXhmPQAYIGSi83gh520eym8FU0AFn3Y0u/0yHn+I9tNLCLY7aDSBpXopllur4pxbGywOfvi5+zBk\nHgPA99EiTEEV1R3gtWx0odob3oAXNamJtM8fZ+/nM8mbnsp99P9tcWztZET0bV1dqpm2TP8z1tTu\nI9PnxqJGnTC3HCqnNiX8fnWLana/1+M7NujnPr5jA8+ufa7/t5P4tLX1T+wkOS+X8o0F5E7O1tNe\nBUEQrhbt1dV66cC1bDQjhjqCMPpIhFIQhF4wEBetDJkItTsItjvwmw0oKW6Mk9yU1O3nsd1NTG3y\n66dmtASY3uhn+tRjoARQjEH8ihlvZxq+k4s0odnuoMs7JaaXZRGK1ar/j76kdj+5eEhO68SSX6XN\nKNmDL6mJ081nE47kndi0mfv31HP/nnr2PByNJu7MWc4PbnqQH+fdN6SapFgn00vWwYn2iuwiarDz\ncbWb0u2H2VpYiuH0nRhO3znhaihLtx/m+T01A58oCMK4IDbjYlJeXsLXXa/9YgVBSAwRlIJwjVJZ\ntgKbxaj/jBShDjuW/CpUA/zg5hUAPFy3n+neRgwGP8u8h1h6xED9pSXces9Z5uZk6NeqQRNqsOdc\nLjqs/J+vTtfTkjwuF6Yb3yF7xnvMTZ/F3PRZ5E7O1s+vrm8d9Lw7fVo08q8aD6LYtOsbzGlU5Gjp\nuFsLS/V7RX76EnieSdFnCpjoc6EVuwiLLOSMNpt+vKO6hvVP7KSjxUZHi003lJkIRFp0VDd4RVQK\nwgQikj7bVzp/dyLmYYP5Mm88kehzCoIwdCTlVRCuYSrLVsT15ouiMlQnWEImOt+/BzDgQxOVGS0B\nFFWl9JOfcCndzE+/bsLCMU7XppIHTPdqtYxfrT3OazfE9OxQNJGn+pJpr7uFJ5OMPNV1isplDuoz\nzUCQuUQdWksqnqTDF6Dl1EJK3fF9BnszmliwrYw9D2+g0xdgZ85y/up4JW/f5oXGaFSx5spFPbU1\n0Qhh3vRUTjc39XvOlkPl3PqT49o20dTZ59HEWEd1DQ+e+blWX2qzJ3RfQRCEkeR6EVjXy3MKwlgh\nEUpBuI4YuUhlVIz6/Kl66upr2UXMaPaz6sBlAKa2N7Py7X/BNv8Ylycb+U36F0lK8sQPFTJpKbVt\nDkKdqbwYzOerx9v0MSJsOVRO1/mb6Tq1GNCiexER2d1oIvaa9x/O4/jSB5mX52Bm2OzHkl+lpe3a\nr/Ct8z/n1p8cH9Q375FoptVk6TOSuXj3h8xoCjCjKcDi3R/GHSvfWMA640lAqx/NxcO8PMeEcigt\n31jAvDwHeVlW1t+XO9bTEQRhEAzGpCY2e2OipeULgnB1kAilIFzjlG8siOvN13vEcjDERjfj+9jq\n7USCJqY2+nngoJtdyxxUN95OyOegzgYWLmOcpPWWVH2T6eo2erCzk7cXpgDw8K87WPFiKXvXPcJX\nm9q4Ne04P535DTJaAphufIcdwNo+FkVxPR7zI1HOAtZu2szLtlaS72hk8e4PcTRpUVLDjz+Bwl6H\n6pWBFla5k7PxXHLp291ZsK2MB1/aBMDrj65J/MbjhBObNlMCmP+iZKynIgjCIBiKSY0ISUEQ+kMi\nlIJwHVC+sUCPfpVvLBjZSGUoOlZGlxufYuTV9GK+cchD02Rjj8Rav9lA0s1VZM84wjQ6UAxa5HRq\nsJnszgYs+VXUZ5qpzzRz4HNmTmzajONSG0kBmNEUoKR2H6abfquf87KzdcAamY7qan17wbYynl37\nHFsLS+OEXjCoDFjDOJhWIQPNqaTiSQJ2DwG7h5KKJxMac7wQGxFufeHFsZ6OIAiCIAhjiAhKQbgO\nqSxbwbw8xxCv7i4RtddJQT8P1+3HEgryd5++TqNFG7/4oJuZme9hsVzWfsKurXUXl1KDnZAKedNS\nmbaima/6DhEyxI/cHiMGAdJbAhCKRkaTw06FEZOJ0u2HdffUnDYj0xv93L+nnsd3bIhLa42kezVP\nnk6tNZOdOcv7fepIq5DalOCgROVo1+6Mhvvi3nWPsHfdIyM6piAI4wMxqREEYaSRlFdBuE6JRCxX\n/v2bsfpsyGR2RdNoK2douaNr6vbjU4wUH3QDewkBP52hCU1fS4C6sOGpx+Xi67+u4t9nfg3P5WSm\n8jaKqlJ80M0kpxPQhOWkvDzaq6spPuimcpmDRoeRmit1+n1j03lLtx/m27WpeFz1mslPShDCLoXF\nB9x6ytevZn+DRksa86alJlzD2GALsnfdI+ROztYXZL2ZAvVHRclTemSyouSphK7pTmxab8RYaLjs\nXfcIe423ay/WPcKKF1+Jux/A1m1l+vNKyqsgTDxESAqCMJKIoBSE65w3n15J8ea9dPoG108R0F1a\nATx/epw3rji4WHc7XT5NNP7z3AdJMnvIbPFTUrefSzYHX/+Nm6QAwH7N4RTNmKYiu4jPjOnQAtbJ\nJZTU7gdnlj5+pGfapLw8zl06Q6PDSMCkEAj4dKFzydEK1Qv1axaEhY/R1gpoz9dRXU17tSZI6y4u\nxeezQwLP/uza53h8xwYabEFWvn0ZR1MAz6WoCdBANUmxdawRIkJysGJ0NPmF7U7t3wH4RfBOVoT3\n9xCv4bmeOnVqLKYpCGNOb7/TvTGefr+7o39JJDWSgiAMA0l5FQSByrIVKEPpIhIy6i6tbZ8s4bMM\nMwFz7HETXT4HdbYsXslZzi9WGKm8O5pqe0/jMcw3V1G5rGf6bWTxFanVi/y0V1dTebeDgCn656vm\nSh2nm8/iS2oi7fPH4xxTIzWTc9NnkdNm5P499YS8Xm7/gwe/eXAP/eza55iZNWtQ10A0cvpxtbtH\nnWZfDrWJuDCOhvuiY9bsXrcFQYjS3+90LH39fo8HJnp/SUEQxg8iKAVBALRIZbSuMtEc2KggC7Wl\n0Xm8kFCHvdfrG9JN+M0KzWlmXlvuwGcw8fo3bHyWoZnrJOVXxbXPOLFpM57Tp3uM88adyfjN0T9d\nVpMlzlwnb3rvqatbC0tZdaAXd1slQHJaZ8LprsUH3Lz3BTtNk40oVmuvDcIHY8nfG4NZhA6mf2aE\n/uouI+1AurcxGWnxOtz3SBAEQRCE8YGkvAqCoBNpK3I2eR9droVhB9dEo3gGLVqpE9NeRAmQdHMV\nvpOLALgy5yg/uOlBLN4jGCZpfSk/S7exa4PWPuPo6ocIeb1xo1feMwWjxYI9L4/6cOql1WTh1ft/\nCCSWujUpL09PTX0tezmhtoiA9g/4dN3Fz69vS2VtTTQlN7aWsnv6a/fWLbEsiKlHvBopcb3VXXaf\nW1/ieqSioENpWyAI44n+fqdjudq/34Nha2HpuEx5HY9zEgShf0RQCoIQR/nGAoo3t5LkPELXqUUj\nMqaS7MF3cpEu4Fr/eDc5N/2SVXtaeLPQDsDaGgf8Oazd+Arm9LsoqduvX//CqsxwemqQzLOfMHfW\nHDqqq/m2K5kTVdpirThycj+9JGMXd0mBDDrDdZW5k2f0O/8TmzazI7cBgGUf+Ln9D5rYrTH5oRdB\nFKkNfYxz+r6BFp19zXO0F6HdjYwSjdQKwvVOor8r401IxjLeRNtoGI0JgjD6SMqrIAg9qCxbwayO\n5SQenYwQm+oajU5a8qswxB4KmWisXYxFjZr6vOxs5Vub/50Gcxp1tixdlAF8/TfRVNXPzi+hfo+D\n+/fU96ivHChFNHKsIqdINyGyWYxxC8NIKmak/QjAj2a59b6Xv1pgZkZTgBlNARyX2nrc83v2BdTZ\nsqizZfE9+4KE37nujFbLkdGouxws0rZAEARBEK4dJEIpCEKvRETWvU+8ObyBQkYtOtkZqa3UhGao\nw66188iMuPgEtSikr+cQ+1KW4TtpwqBC0OegwaxFAWOjmBHaq6vjUtEirTlKPwjqaZYdwXxAi4zm\nTUvVr13/xE6CnTcCUBcTtfM4MoAmbZbGqOtQxExobc2g35UxJVZIJpq6N9KMJyEpKXaCMD4Yr2m4\ngiD0j0QoBUHol7eeWTmIs3uLaBq0VNeQKe64kuzpcaYlvwqL5TLZnVp66Ss5RbySU0SjKZNQmwOl\nNSXuVpX3TCHUbYyQ18vCI6/zcbWbVa9vwJfUhC+pie/PDcTc5xhKihslxY0lvwqA1U+9QQ126mxZ\nNCbFu85WlDyFpSsDS1cGL/zNv6JYrboYrs80xznX7nryAZLTOklO62TXkw8k9raFGYpRzUiY25Rv\nLLhuU11Hw+kyNrotCMLgGIrRmCAIY4tEKAVBGJB5eQ69zm74qCgpLSj570MjTG/0owLNaUZ8JxeT\n0aIJvzqbZniTFIwa5mR1RedQUrefJo+xz2/Fsm/ax2VjvMBVrFYm5eWRnOfAklIV3juLLYfK8QYy\nAZt2Xko787K0SGVEaEV6RkKkJ2ZDj3tGBMmuJwe/GBrIqKa3KOKJTZv5/uwuAP5vMbcZF0hNqiAI\ngnC9IRFKQRAGJLaVhM1iHMSV/bcfuZRuovigm9UH3aT8biE+35QeEcLMLjcWy2Uslsv6vgcuHuox\nlt9o0OvyjMYQllA0IklQIdN7mTfu0ARjb3WEa2r3kd3ZQHZnA6vPHuk3ardgWxlra7LIaTPqYzy+\nY8OIRbraq6vjXu95eIMedY2NfH1/boDA5HYCk9vjIrBCT9Y/sZP1T+zssX80akqT5h8jaf6xERlL\nECJIqx0hEeRzIowFEqEUBCEhuourlX//JiE1pjVIr/SdAtt5vBDbwkO8sCqDjJYgTWfiRSRAyGDA\nnF+Fkvn/s/fu4XHUZ57vp6pvakktq3UxtiUkMGBhmdjJ4CA7OCYEydgTc0mIZS42ZJfJeAY43oSs\nObOsOefsweNnFy3JDAcyk814NiADRg6TBDyxsU24BGLLMSQYLGMDtiUky6glte59rzp/VFd1dasl\ntaTWzf59nkePS91Vv/p1dav9+9b7vt/XRqChwohaPnnFnTgcXTjKD3P7G10AvPMVFxZnD+25VgrK\n7FS/0kpdlZugDbqzrUat5i+cPfyY+PqcbZVbeHnXXUZNZnNGYVx0Sa/DNEcpFz+xnR9Ht4898iiR\nEj9ka+do6m4BkkcVh6JulZslHdboa3GSFY04HnvkUfK7WwEt6nreVQho41kcDsL0GtsXIw/veAiA\nH9//9JD7PPijnTRFa2Yf/NFOnnlyQ9zz6Uyvc5TXY+nQPpOOy+rR3yuBYDxMZKudmVqzON3asUyH\n6yhaMgmmChGhFAgEY2JBiZvRu8CaUKwEGioI2WTOelYQ1M1uoq6wG1v2cVfLfkJykvteskogkEff\nJ8t5vmgNL12yGo89l+bsCP5wgObsCDv/0s2KP/XSkWsjbJUINFQQaKggs7R00HBbD9agqAoB2UJz\nRiE7i9cYz932fz1Lz6dXELC3G8IyGdUHvNhCWkWnPxxg/eO7+LjROyiqOBSNrT3sXpXH7lV5SZ+v\nq3LTmS8RsLcbC5c53ioivblEenOZ460a8RyTjbmWMLGucGPtY8Nez1R4eMdDNGdHaM6OGMIyGW3O\nSNJtgeBiZyJqiPVxRxpvPJE0XTjpLttTHZWbqOs4HvobG0WkUjBpCEEpEEwzZoqhh54Gmw6UAZex\nLWf20p5roa7KTZsjj5veDjPXE8IWUpGkMMhhUCzGcZF+tyYum74cN2ZHro292VXIPVlGD0ylz02g\nYXBvzWW7P+J1RyV1c6uwWBSuLnVTs3kl6x/fhdKfO+RxOnobjEsCtrjHNzTvZUPz3pSugS4O8zpU\nbjqSYdxZ1se2ODOSHhc8sYzgiWUpnWMy0WsJP270Uv3onjhxvbH2McMsabyiUr9RMBxl32gzTJjK\nvjG49jWdTIe2LAB7Nt3Hnk33Tdn5LwZSEU3pYia12klFXCUKwvHQ39iYtrHGip6Vkrg92eifEzkj\nA8Xvn9JrIri4ECmvAsE0YqYZeujzM887dbT6St/RyqgDrPZYxtWH6ft4OX1A+y2HuP/lHgINVQSc\n0cidmrwuU/W5iPTmYsnsZcHsUo7/++V4rDb4uBDZ2WPsd6pp8Dz3ZlfREk2JPChX8EDzPgalKqqS\nkfK69WANja09zPFWGddAT4HVF1DVvcfo9XsAWJhsvAS09h3a9q3Pxe+bOLYuVKaq5cdEMpq0MUt/\nNUqf19geim2VW9jK5KWjTXXq4J5N97HHskL7ZdN9rP3Zs1M6nwsRXTTp25PxnqdTSOoiY9sT26dF\nquZo0csBdPQ0z6miZFaR8XkomVU0pXPRr81UXxPBxYWIUAoEgnEz1mhlrJ2IjsTA+1VGNLHvk+X8\nrDqP9tz4fQCQwziXHsTh6ETO8pJx7QHCn5exYHYpJ892IC96zziioCfWXERRNQFsTpHKLC0xTUox\n7uqaW4D85v/Voj36QjJgb+d05t5B0eRULe+TRTeGMwI69sijVO/3Gsemcsx4o93jSSMzGznVbV9r\nbNdsXhnXhsVclzqRaWMXUyuCXztvoMU5mxbnbH7tvGGqpyOYZiRGB1P52xjNd0EqUfp0RFwXP7Hd\n+Jnq6O10yUzQmQ7XRHBxIalD3O0XxCgrK7sMOPP6669TXFw81dMRXOCMFHE6ceIEAAsXLpy0OaXK\nlqfe5lSTF2U8XytyOCYy5TByZi/KgAtJVbGFMWotHY5Oiua9S3uuhZBNuzemRixkRNwE7O0AWEMq\nOT1QsOAKTv1uIb6AVj8nSSHmDXjZ2LLP+A93y1NvM9DYxN2f/oq6KndciumP7386TuDod6IjvbnM\nH1gz6L1KXHgl/odujm6ksgDRF4B678tUjjNHjXUhNxrMd7iHW5Sk8/M42usCozM+ulgY73s/k5nM\n78epiOylw4gm1b/tse4viDGd/78WXJy8+eabbNq0CeDykydPnk3XuCLlVSCYZszkxZ+egjn2npWq\nUR8JgGLVopjaMxQG24xo5Q+P74Hj8NN1BXEj+AIhZLu2HbZJdOZDzxefsuCb8MmhSxnosaEqNlqc\ns6ktWs3a7ndYTOy6P7zjMK3ZESBm3rLhhb8lGJ2Wfhe6sbWHOQOaEY45PfnYI4+yo0Sr07u/abax\n+Ep1ITjUIrWuyk177mhatsw8tlVuGfUifSb/vUwUF2Iq9HRE/4xOlttouhw861a5GSiby/dO5ghx\nKBAI0oJIeRUIBGmlZvPKUfaqNCMxnHNse66VQCiHQCiHuipNaD6wux1rSEWNWPC/V4X60VLU3llI\npjBp/6nlfPjWHBzlh5Eze43HgzaJ576ZydaDNUZ6aHx6rUZixDXQUMEcbxWN53sGObn+oqyH1kIb\nrYU2flGm1W4mSzFLlh41VMpn3So3Zz0r6PtkORlWR0rRO3PK6VhExVSlTF1MqakTyXCp0IL0od9A\n2lHSNiPMT/TvmObsCHWrUitTGMt3wXApspNpZiQQCCYHISgFAkHa0Wvm0oocJhDK0dJhFStnzq42\nnvqrX3rxv1eFpCo8fOZF5vnbUWVNmBoOrwM5dP3pWtSIFeQwkrOHvq9pdZafHLqUjxu9nM7ciz8c\n0AY1iUiLUmAIwEBDhSEi9RRaM+a2JMlalOgkE04DjY3GdlN3i7Ho+uTQpSaX2mVxkZHhFrHjFRV6\nfZJAIEjOL8p6OOtZwVnPCuMG0kQxnLBLpcZx68GaMTuQjua7YDgH1+nYXkMgEIwfISgFAsGEULN5\nJa8+edsYopWpFWBaIxCQtGiiQw1z2eWvkn31uygJI0imX9RAJqrPBYoVyRJBjViQTt1Ayax5g8bP\nsDmM7dK5OVTv9/Ktn/+ZgcamQfs6HRY2Nu8bFH2s3u81UtNGusN/7JFHifj82EIK9gh0H/syH/6+\nkK0HayjoChv76dvptN2fKkSkQjDTaTm3wrjZ03JuxbjHG0kYJhN2qXwX6ELOHw6knOUgEAgEqSIE\npUAgmFDqtq/l1SdvQx46kzWBIXZUrFq6qhxGkkL86PSL2FVNXNVVufmi0EZ4Vj+/rHKz7oCXuZ4Q\ncz0htnzwKvYMrQehOd0VtD6WJbPmGemh8wfWGGLwuTv+geI+C8V9Fqr3e+k9eRLF7+fuT39FCb1G\nOunVpW62hv8wKKVVP6b35En2bLqPulXuuIVg4sJRT5UN2WT6Po71zfzk0KVssjRQ5GujyNfGJktD\n0sszWnE21WJurJGKqW5gLhDoHHvk0bibPcluTI12vMm4SVQyq2hCxeRwN9CS3XCbCMT3hEAwuQhT\nHoFAMCn85n/eNk7DHlD6cnFe9xoAT2TeggSUzn4nzqzGk2tFBqrjjvuvAAAgAElEQVQPxM7z8Eev\nUlflxmPPpe/UMqTMPrKvOsS3f6vy5/9Yz9aD9dRs1hdYMXOdO062AtBLa9w8NjTvZfmTzxu/H3tk\n37DzHuix8eHvC1l/aBcvPXZnUnONzNJSiDqcOmwZDESPLZk1j8WP3ckDCcYf5j5sdavccT3x9PYi\ni4foMTcVPfTSQbpMSQSC8aJ/Fu/mJC9c+W0yS0umrGbV/F0w1N/EWAyvRkPi+Yf729xWuWVC/5bF\n94RAMPmICKVAIJg09Ehg6tHKRCR8RyvxHa1E6XcT6dfMakI22TDhCdskw7DHzDfeUuk9+XXmzT+I\nY1E9IZvMv31LZsmLR1ny4tEho2R1Ve5B4yl+f9zdb/2O/AtXfpvaYq22s+ZLFloy3TRnFFI77xaU\nPjcDXc4h+0Juq9xi9GZ86bE7KaEXh6OTSFadcQ69vYneR/MXZT3UrXLH1UV9Zdf7RpTj4R0PTdt6\npenWt00gGCubLA1TboCUSo3jRBleXQjp95ONiKAKLjREhFIgEEwqNZtXUv3onqSGNimhxH9tKQMu\nAPwnloEEjvJ62nMt1FW5aWzTaprmzTlE1RthfvjZC/zmcheg9XLM6YZ57VrKmnP3RxzbH7vLvviJ\n7fynn36f1nztfHU353HnWwMofn/SadUWr6ap0QuNXl659yFut3Tx3IJKo+2JmWQRhS1PvU1X41IA\nHvzzTqyXv4lcaKMZeHjHQ2SWlmptT7qcAGyV/gL1Ywm5qZd7W97nxdmrACjo+q1xnkggANmDv+aT\nRSumos3EaBe3+nU7e76HXxevZnpJZMHFRCpRQcHQTOT1m6z3ZqznEBFUwYWIEJQCgWDSKZ2TM67U\n10R8RysNoek7WgnXHuCsZwVKvybmWr5Yzps3vANo4lP54DoA1K4wtUWwsWUf7i/66T0f/5+8a8EC\nWqOpoa4FC1j+wBb2bLoPgOuHWARsaN5Lvt8DwL0cpLZ4DVcVXmo8r5n37BvVIqLNGSHYcZpAuBDQ\nBCUZfvC5UPrcPO+6g1BAE8l1pbexoXkvit9P9WudvHzrXDJLS5MIx5iYM6cim3tqThajWZjVFq/m\n44gm3KdirgKBzkwVQulmrPOeyNeYOHa6032FKBQI4hEprwKBYNIx90jUXWAlZy+pOrzGoVjio5aK\nFd97VSh9ubGH+nJpz7XQWmjjrGcFgUAegUAe55yzaXHOprZoNWFrLA+3v7GRPZvuo+qfj1DcZzHS\nMrcerOHnc27k53Nu5MH/9dc8vOOhQa/JnM57VWEJv378HkP0DDQ2DZkaZr4mzzy5gfCZb6B8cB3F\nfRYumz0f0KKvDkcnGQsPIVliZiBmJ9vM0hKCkaDx+zeP9MaJSb3lyYM/2pnS5Z1o8x6RLgcbax9j\nY+1jUz0NwTRgprbqGcp9djr8TU+3ViVT1eNXIJhIhKAUCARTgt4jUXeBzVBykZx9YxgpSUGmYo1/\nXI6l15qFpo4KKKqCou/j97PHsoIXZ6/ijldaDZObj965BOulJ8m66jCeWRaasyM8+L/+Om6s54rW\n0JxRSMesuYC2qNKFXBMuaotWMxT6Ndny1Ns04SIQyMPSX02goYJIby6R3lwuCdi4VOrDUV6PnO3F\n4ejk4TMvGs6zG5v3YQ1pryQgWaktXpP0XBGfz1jsmcWsOeJnXojd+/IPhpz3ZDLUXEeLXos61Wys\nfYyAvZ2AvV2IyhnAdBFJY2Ey5z6eG0Uz4RqPVxTO1BsHAsFQCEEpEAimBaVzcrQekYAm8cYQrUyK\nipzZS6BhGbaQEicuUVWKfG3c27IPezj2hVhbtJoWU/Syv7ERAPtlx7G4uuj/ZBmBhgoAzjcu57uP\n/m8Orb+Hpu5zAOwsXsNrhcuMBZW5d2XIah/TIiR4YhnBE8vILC3B0l9NpDcX66Unubf5PVxlZTzz\n5IZBAsvjcKP6sg3hFMmqw+HopMjXxsaWeGdaXcwOhT8cmJC7+2NZmI0015HY8tTbnM7cy+nMvVMu\nKiOBQNJtwfRjqqLp6RBYMyUTYCLmOV4DsKGuvxCFAkEMISgFAsG0oGbzSmSLLvYkhuxHmTKq1nsy\nuwulz62luTYsw7n0IIZYlSQ89phpTjJHVzPFkX4CDbEekf4/3kTQr6XP/o+yKtQFbyFne8nM9cX1\ni9xkacDpsFAQ8LLqi0OGE+xQJEbhkkXldIH5+6XVcYsaXaB1zJrLy1esxReI8HGjl421j9GcHUFe\nckSLbmZkpOQKaTfp74GosB4Lwy2Kh1uYPfijnSmn56ZKS+YeLK4uLK4uWjL3pHXs0fJ3p6xYu7Ow\ndmfxd6eErYEgnpkiBBPRv4fkjIypngowdofbmXr9BYLJRghKgUAwbchwBZM8OsZIpTzYRTYQytEi\ni6bnghYb/+Oqu6irctNaaKO10GbUKjocndzTso+s0lL+5qEdDLy3BFsoNh9Vkkzb2r+O8noCkSB/\n71ocF3nb0LyPv/r8VYr9Hr5+tG7E6ZujcFsP1uAorzd+Hyntc/ET27n1uacpnZOTdGxFgn+45paU\nonOP/NmN8sF1KB9cx/dOJh9vJI498ig7StrYUdI2qkXZgz/aSRMumnClVVTOkQaSbk8Fi5/Yzt99\naufvPrWLaMc0ZybXvqVz7qOJmCp+/yAxNly6+Uy+xgLBxYwQlAKBYNrw0mN3kpnrw5IZq6W0L6zX\nDHvU0QhLFRSrFkkccGGI0uhjWo2lSRiqNk43rjHSWNtzLchLjiAvOcIvq9z8tP9yWhwFtDhnU9AV\nxo4mSO1lR7W5yWEc5fXYQgrB4xVEemcx0OXk712LjUXRZSZxd9kQQi8ZWw/WDOqVmSgwh6Jm80q+\n7znAfa3/TuncHAq7I8z1hLhzv5fvfPQmH0edUoejtni1YWI0UmR1KH5R1mOI9V+U9aR8XMBkLmTe\nHi8/vv9pivssFPdZ+PH9T6dt3LEy2tS5h3c8FGcIJZg8xpvmONr01XQKrHSkaI43Ymc2BhtOVA41\nz8murxQCVyBIDSEoBQLBtOKlx+7k14/fw9WlWupp8MQyVJ+LgmDXKEYxpcsmGvToe0hhMGx4MMRm\n5IMK8rpiEcyWc9fjscXSYIMWK5lf/hP2hYeNuaFYUT9cxgO721EGso19/cGQIQIXP7EdJAkkybDZ\nT2VhtGz3R8xrDzOvPcyy3R8ldSwcaqw9m+4jv7uVuf0dLHnxKNX7vVQfSF+7lkSGijxklpYm3R6J\nOWs7KAx7KAx7mLO2Iy1z1Pnx/U9PCzE5Wh7e8RDN2RGasyNCVE4QezbdZ7QHSifJxFgq3wMTUas3\n0e7NkH4xNlXpp6JWUiAYGSEoBQLBtMSc1nl1qZt2hxurEh75wDiGjmrOG/Biyeoe9HgwkMvX34U5\nnhDKB9cRCOQRtNiwR0LM87XRveQUAXs7FlcXRVfs5YefvcAPP3sB5n9E3c15XKr6Aa0NiuOaPxjC\n79D6e7Qoq6ry7u3fNRZGh9bfM+zirmRWUdLtdfs7Wbb7o6SLrK0Ha7j35R/gC/uN/Qu6wob7q5yR\nwdHr707JKTVVV9XhIg9jNcXYVrmFebd4mXeLN23942Y6/lAk6bYgPezZdB/u8324z/dNiKg0k6pA\nGktUbrhjxtNGI5lIHE19tP59kvvlozjK60d1boFAMH0RglIgEExbEt08w7I12rcy1fTXoY19Wgts\n2BdprTeQY0J1ns/D79wVBBsqUAdcxuOFQS/3tuyjMBiL8DmUMA5V+6l+t4nWfCuO8sNcXepmVtnJ\nuPN5nLHFf8j0zav4/Sx58WjSxd2Wp96mtnh13AJuW+UW7v3dAPPaw7jP9xkOtDr6YtEfDrB7VR7n\nCqycK7DSnhszfMkqLR2VU+p4XVVh7KYYYz3uQiUreBd5HSp5HSpZwbumejoXJLVFq4dt7zNWxhKx\nG0tUbqIjeWaROJZzOcrrCdjbRy1oRfqpQDB9EYJSIBBMe8xRsrrta3E6xu+GqfTnEmio0BxPM3sB\nFUlV+KLAZrQMCVps2s7RGkmAe17zkN8VYq4nZKSP1hat5kBGJQD+UICazSuZ460i3xsm3xsm0FDB\nkQ3XGuLu4AMVWvprlIKuwZFXc8Svtng1davcxuLLHKnMKi0dcpGVYXXwwV1LjR9XWRkvXPntMddC\nDke6+kMKhqdm80pc4btxhe8W13kCeGvR/cbf/1uL7k/7+GYxNlUCabxtNKaSdKefTkbqr0BwMSCp\nozK6uDgpKyu7DDjz+uuvU1xcPNXTEVzknDhxAoCFCxdO8UymlupH9+ALpCPlTyU+kpn4OyCHyVmy\nn4KuCNUHvAStYI32rdR7VgLMDnlY3X+AV/9yLrftaWdOpw+AoFUm/4qraOpu4fC6a9hWucW4sw/g\nnZNtPK6jC0qAzFwf6oK3AFiQP59AQwVL330BgD1rCymdmxN3rL5ASlwsmsdMl/ATn0fBdGK8n8eJ\n+BsZL3rkbzRCaizHjHW8sZwr2XeUnipfs3ll2uc/1BxOdZwGSIu4TjZn8f0omG68+eabbNq0CeDy\nkydPnk3XuCJCKRAIZiR129caxj3jIzEtNnmabN8ny2kttFFX5cZuCiia+1h6rPkUdIW55betqHLY\nSJ2zhxV6T57Efb6P6v3aYnXxE9vxzsnGOyebtT97Nm4xc+yRR7nh+A5yv3yUq0vdXLX8c9bt72Td\n/k5jn53Fa6ircidNHUslTbTxfE9KbUMEgouJ8UTaJ8qBdCxRuXRG8kZKa61b5aZu1ei+ixO/o8wZ\nGQ/+aOeM6/0o+lUKLnaEoBQIBBco6ci+ULX6yqgDrO/IzbScux7QvjwViKupVCWZly5Zzbz2ML/N\nrjJS58z1WL0nT/Lu7d9l68Eafj7nRn4+58Y4MXho/T3sKGnjwJds3PrmKRzl9VTv9xpOr9X7vcai\nN3MUqb+6eLy61I3TYcEXiKTUNmQiSbYAr350D9WP7pmiGQkEY6sZnq6CYqSUzvGmfI7H4Geqmcmp\nvwLBdEMISoFAMGPRhZWcLKgopyMdVgLFEvd7IJDHE0tuoa7KzS+r3DjK67FHQsYeHrub2qLVtNtm\nGY+1ZbhxlZXFhlFV/uJ/faz1yexzc35PPqAtSmtvyDZ6Nv7uupgpUCI1m1ey5UOtr+RcT8iIfCbD\nfPcfoNTUB3OgsWnMC+AtT73NM680jenYZAtwPY3ZF4gIUSkQjJORxF6qYnAyaj3NkeFnntwwabWl\n1fu9w353poowDBJc7Izf2UIgEAimED2SYI60fdzo1fpPyhGTIExSG5kKxhimYyVoLbQZv0ba+qA/\nF4CgRTP1sUZChKO37HKDvTylXMl/IOb8KqmwoXkvAHVzKw1R1WV1Af0AeOx5ZDdUUFsMSxu1dNej\nxasxL/2MvpJlWh3nUPWTZmo2r2TLU28z0NjE3Z/+il40gTfcQihxXHOt2TOvNPG0qBGaMlJ5zwUT\ni95bVt+eDgw0NkK2aZux11YOtf+2yi1p+/yZo8KTcQ3Ndewjff+lwnR53wWCqUAISoFAcEGQTFja\ny/5I+PNYZFDpG02dTzRlNk5MqsjZXQCGQ2ygoQKlf/C4EQsUDbThsbvpzpEoLK7n+QUFtDUvo6Ar\nTMgqYQurbGzZR3XrQX5WvIJnntyA+0c7iVzxDgAtn13Px3hxOix8XLwGgKtN56hb5ab3sjzufGuA\n2uLVnK99jIC9HYB7X/4Bl7R8x7g2ZsML/d9jjzxK7zBXwBy10M0rth6sSYtwqS1ePUgk121fa0Qm\n67avHfc5LgbMxiLpem8EY2O6CYrvncxhR0mbtt3kHiSgtj2xfUxiMFGUis+cQCAQglIgEFzQ6O0+\n/McrRnlksmimhNKXazwXaKhAGUielqqqVlqy8rRIacBN6xfLAFACblqc0Z1s8JNFa5k77104oy3U\nbvb0kP+pB4DmjL3sLF5DYUATsW3OCI7yUxx7ZB+/KOuhOTsC+VZ2fd3J137/AnVVbix2beiBHpsR\nQdzy1NtsbN4XPWl8FGCoiIVZqGRYHYNeny5SfT4fD95aMuRVHI6dyUSyEJKCC5jJjGIufmI795vO\nlyy1fbRiMN1RvalkOkaVBYKZihCUAoFgWpEYSRstutA51eQleGIZGdceQLJEyFhUj+9opSbwxkVM\naJrF5eCUWinuXMqAK9rvMp6QTeKLQhtzeZPeA15m2WKl7ZIcRs72Yr3kXVBUqv/UCy/CmZDKDefh\n+W/lx40VPLGMzKUHUeUwobOLjMe/frSO3u5WAPZsuo/D664h0KAJ7JoUFlLmvpfmBWjN5pWGLb6Z\n0aTd6tuCsZHOlEPBxJKKGEu3wDGPIwTUYNJ5HcS1FVzMCFMegUAwbTCbx4zHfbRm80p+8z9v4+pS\nNxmRWDqqc+lB5Gwv6XGAhUEC0kAdvB0Vl3K2F4ejM2rkE9uvPddCXZWbtlkyQSt4cq388nYbjvJ6\nwlaJbx7p4Z2vuHjnKy4KuiMUdEe457edFPdZuL9pNkevv5urS928dNf/hyNYQM6VnxkmF7IzJmTD\nfh/nXnWPeJ3NDojmx0bCbPTx8I6Hht13LG6agsGk0iZGMP1Jp1PsUO6t420nkk7zmfE6zE4npqvL\nr0AwWQhBKRAILlhqNq+kduPjLMifb6RtOsrrsS+sT8PoQ4tSS1YXcpYXOcs7yG02+6pDFHSFCVps\naCm0bgLHKwjZZFoLbfz6xlx+faObwq4wxX0WgieW09zyNWqL13DWs8LohalNQeV7J3NY/MR2Q5xt\neeptuv68lK4/LzWuwUsrStj5l252/qWbN76agz00vKDWF3q6SBlrW4CIzy8WVwJBlMlyAp3oVh5j\n6TuZyExuNyIQCAYjBKVAIJg2jKep+HBsq9zCc3f8A45gAZHeXIInlpmeHWu0cmjHWFXSnlZ8rlja\nqxzWoo0WifbchLRb01C6sKyrctP02bVEemdpojOQp/3bUEHQBucKrPzuuhxSIRII0JFroyPXRnuu\nBUd5PSX0Jr3O413oVe/3xlqZHEjdjn+opvBbnnp7SntlCgTpZLgI4UxoPTGRQnAmRyxnwnsnEEwk\nQlAKBIJpxUSmQc7xVhli0umwRMVrHulLgdVQ+nI1R1lTDaVeP6nKEvKSIyCHhx0jIFsI2QaLVntE\n4lvvh3jjq3ncdCQDYJAQu7dlL9/3HDCu4xxpwHhOF6yO8sNJr/Mnhy416ishQSCm0K+t99Qpqg94\nNTEpSSktroZKF0tXCrRAMFMYb0oqxKerT9dU6MQ5XggRy3S8dwLBTEUISoFAcNFgjoDWbV9riNcl\naz5BE5XpFZYaqlY3GW0xYhZrOolOsbaQgk2N4CivR872YsnS6i7n+drI7wyyx7KCG494eXali85T\nnxpCbMtTb7P03ReY5/OQ391qiLMf3/80xX0WbKZU14jPz6H198Sd95V7H+I7H72J0udGOnWDsRgd\nat6JHHvkUVBj53AtWJD6ZUoYR6TKCgRjZ6LqatMpVkXt78QisjsEk4lweRUIBBcVyaJy2yq3sP7Q\nLga6nLEH5Ui0B+X4UQZc+I7cjJ7bqm3HkCIykqKiyrGIpBzVZXrbE4COD64jEMgD4IB0Ew/t3cc/\nLL4FgC3H9kDx6rhxf9p3OZYf7eSZJzfwvZM59J48adRfVh/wohBzmzz2yKPkR51gNzTv5Wjp3YDW\nL7Il2n6ktrgMPXagL1T+Y1Vh0tcsZ2SMeLf+2BAtDXQnzO80NrKzeA2ZpSUpR62F06JgOjLdHI31\nKKCedTDS34vZSThdIjBxTN3Ea9v6occXjsapoWd36NvT5XMnuHAREUqBQCAASmbNi38gUUyqo4le\nJmsfkugIG/tdlWQG3q8axfjQYXPzj4tuIdLvJtLvpmbxWgYam3i7eAUhyUJt0WpanLNpwsXfPLQD\ngOdvLgAYsbbR6bCysXkfxx55lIHGJuwLD2NfeJiBxiYgPhX1mVe0x7YerKFulZsnr7iLJ6+4i+Uv\nPT/sORLTXJOliyl+P3d/+itTD83hEU6LgunIdEvd1tNLl7x4NKW/l4lIR00c89gjj3LHK63c8Urr\nkHO5ENJiBYILFSEoBQKBgPh0WKdjcGTSqkaSHJVGFCu+o5X4jlbSd2o57bmmOagqtpDCD4/vibYb\ngaDFRsQXS5VVgcgV7yBf/ia2xLkqCv98WSft+TK3v+ElZIGAZKXNnkvdKjdbD9bEmUpcNifHWGha\nr3gLi6sLi6sLR/lhABrP98QN/y+f1nGq4zQfvDafkGQjJNn4zsO/HPQSU0llXfzEdl648tvUXvqX\n1FW5Y462AsFFynhSwKcqfTzd5z32yKMs2/1R2sa70KnZvJLvew7E1dILBBOJpI7qrvvFSVlZ2WXA\nmddff53i4uKpno7gIkdvJL9w4cIpnsnFgTl1CFWlINhFuyM3+uzQTq/jJmraI2f2GmmvtpBCoGGZ\nkfYqZ3mNKWRfdYiQTbtHqDusPlu8GlmFjS37qKtyc/sbXuxRL6CAZOU3lS5aC20AFPdZ+N7JmGvs\njpI2ADrybASj2nZB/nwCDRXG9bATYdtfLeRfPq3j84Hz+I5WGkZE9kiI/9v+vhF1NDd1150Q92y6\nD4C1P3vWOK/5euu1p6Op15quKa/TLeXxQmW6fj+O9f1P9neT6mf82COPGn/H9zfNNh5f/MT2caW8\njmXOqYw51Osyj+edk83hddfMmJTXqfo8pvoeCC4+3nzzTTZt2gRw+cmTJ8+ma1xRQykQCASpIkm0\nO3NwLn1tUB1k2okKM71ViKO8npBNRl5yBPl4BUhafaWkqFzSEUbqgtbC+KSTu87v41++XQC/lAYJ\nTCRoycxDRnOfjfj89J5spa7KHRWRmtDM7wrRkWsjw+owak3tCz8AYP2BTr74L7uovnQer942n0+W\nvs7A0ZtAsSBl9tL/WWPSl3b2fA9///gu1G9mAnDY1PNyvKSj2Tqkt0ZL1DMJ0vWem4WCnio+FL8o\n66E1W/s73iF7qH6t0zhum35cZSyaONxYo/17qC3S6rkf4EzKY6byt1syq4i1M0RMCgQXEyLlVSAQ\nCIahZvNKZHMgUrHw3V+HsSoTkQKbPGNEd4HV3VYzFh42opbWiMr6aJuOuZ4Qc0z9H+1hyOmPULfK\nzY8vv4vWjNm0OGfzbPEanvnWfFTFwiXRliAAz69x01oYi0gGGirwNF7Puv2dqNE5OMoPGymwb94Y\n4VeVObxQ1se3fv5nCrrD0fYoEoFAHjuL1xi95fSU2o5Zc/l5YRUDXU7DOXagMSY8zanH3z//Bvf+\nbiBu4ZlKrzp9n9H2tZuoGi299jQdpKtXn3DSnRmMp79hZmmpsW1xOJLuMxF1x7XFWv12i3M2tQlG\nYWNB9HgcPeKaCSYbEaEUCASCEVhQ4jYiTBubf0uRv5NLAp20OPU0MpX0pL8mjhEdN1pfqUctB96v\nMvpa+vpy+fHlYR4+8yLVB7wE5FjtZV2Vm45cG4GGCpRoxBHgi3wrfF4GQNvV2uvSHWatYYW/rWvn\nHxetRQm4CQAHMirp+vNstnjfpqS8iFMdpwFod8fG3PV1uPvfO/jJIpVA9LGQ38+5V9105FpZf2gX\nuBaDC+jSnrdHJOZ6QtxxoI0HG3Yabq41m1dqC93zfUAsErP1YA1LXjwKwFZiososOO99+Qf4w9oM\n1u3vNPadqhS5Y488yt2fnqS2aDUWp5Oazbcl3S9RJCabry549e2xvqbRRLlGQqTyTjzm92c0Ka96\nf0fQnFOPnZw+6eCjTU2fDnOeaYhrJphMhKAUCASCEajZvNJYOGf2+eG8lja6o2Qt7bOsSJYISl8u\nw4vK0YpONdq6JPo1bXadVawofTGzmqDFxv+46i4uv2wfSvQsTW0rUNvAUVhPPCpKf2yu/o+XxbUm\nCVtlflnlpqAhTEu0i4qswsNnamnvdFDWXMp/X6wStiV/LT88voefLFoLwJqmQ/xrya3QBwPR5+Vs\nLxnOALN9FvBZCDRUUFsELbgg6oK5sXkf/Y2D02WX7f4Id3u0tnTX+7xUpdWy6uJq68GaODE5L7qv\nc/dHUDnMpY4StwCPirXRpMAOJ642tuzDVVaW9DizUDQ/Nt3rxGZaKu+F0nJiNELB/FqTHTcagZoq\n5u/LZJ+JdN7QmAzETROBYGSEoBQIBIIUiC0mVrJn0334ex147HkQCKPqos9IWU2PWY+c2WsSjsOP\nqapWw2An0FCB0u82th3l9fj/eBOqaiGx0kEZcBFoqMC+sB4peorz+VasXztK0R+WAtGaS+B15zd4\nyWpFth3RZqSozOkIE5Ct3P665vxaV+VGLtSe332Zmw2v7409ntmLGnAyr99LoKFCi/A6XZoBkaKd\n+2zbGWOx6cnIQ3Y42LvKTd3BGqpnFdF7XnvOYbEbr2EgQXyu299JQVcsJVkxueEmkigyEtNrU40I\nDiWuki3YUxE2nZ+eGiSCkwnesVC3ys2SDu0z+8EqN4vHPNLMITG6PdmicrqaRUF65pT4ubxQxNdo\nbpoI4Sm4mBGCUiAQCEaJ7kpa/9TbNJ7vwRfQxYumyGRLBCUiEycCzdHGlISnFN0txcimHDHEo15z\nqZ9K+eA6VNWW5CDViHZmv1NB9sJ3aMuzosoSIVmi92tHKeiK8FK5m6AuAAMgR2sfASh8h+oDndij\nNaXmdicFwS6K/V7qqtxYXFqeq5TZB/3gsZvagSgxkasqCnVVbjz2XAKyDTmzl+DvCwFo/FIPaxu1\n7aOL7qa4r46Iz88dB9o4dlIzGtmz6T4jihmQrHgcbo4ureZW4he9Ww/W0NTdYkQ0hxKMep0nX/fE\nPZ5M2N3bUQfAkdJNcfuaF+zJRGr1fi87SrQ61pAVbGGtV+ieP90X54AbN58UIq7DsXuV5hS8YBxj\njBSJmk4s2/0RexzaRVu7+51xX7/RMNMicqNltKnYExEVnWpmWrReIEg3QlAKBALBGNEXDVsShaWz\nBwZcJgFJfMqqHEGrjRzc79KMlpo6ErHUWKXPHVdrCdHonBOcFckAACAASURBVM3UNzLajqSoX6sv\n1OtAvXmQo2omP6FoPWXfqeX0Rd1klVwrenGkYnptjeoKbMqrgBaF1FuX2EIK66PmQIm051qRs/vB\np70+SQXH0gPak34nrVk2oB8L0WhrNEpr++NlvHGDB4/dzfwB+N7JHHaU+KmrcnN/1PemxBTF7Msp\n5OjSamo2r4xb9JrrLIdDO7c3uj0fKhlSiN5wfAdurx+AG47vAGILykTxqdd2fnDXfGMf3UipPddK\nQVc46XzStWhNV6QTpr+Q1NmbXaWlVQN7qWLtFM9nupBq646RSLzxMtKNhpkiJM03TRzl9Ww9WD/j\nU6YFgolAuLwKBALBKNny1NvGIgO0RUfd9rVcXeomM9eHo7weObMXydlL8mjkUGIy0eV1DKmzieMq\nVgKhHJDDyNlenEsP4lx6kJasPFqy8jSBKYexL6qntdBGQVcESVEJHNfSZvW2JUXz3qXI10aRr41C\nf0ygRnwu/ueSWzhXYI0zBAJNYALc/oYXyfTSQjaJoMX0QHY3kiWi/WT1DfnSPI5cWr9YhsXVhaO8\nnrpVmitta6GNulXauepWufHOycZVVsatzz0dt6Bdt7+Tdfs78QVCxmP2iNaDM5VFoi5KUxGjicfo\nzrHV+73Maw8zrz0c1wPwhSu/zQtXfpvbnn2J1qx8WrPyB0UnzW6x43WO1R2DLxYyS0uSbk8G6XLc\n3LPpPvZsui9tTr+Jn82xOr7qN3307wr9xsfH0ZromU7N5pU4yuuHdYA2u1PPlJssAkE6EYJSIBAI\nRsFwi6WazSt56bE7WZA/ny993UPG/OPI2V2mPfRooiX+sWEZSVRK8ZHQZChWLYIZTYU1opimH9+R\nm/EdraS1QEt5NZ9W6cul5dz1OMrrWf/FPjrcEg5HZ7T20YrS72bXnNVIlghzPSFsIYWQTeasZwU/\nWbSWl24qAHXo1ykleYmSou0fl74bjcIGGio4c/4zTjW3xx2jL5Cf+2Ymdavcca0xzELuu7+JEOnN\nJa9D5Y5fBbnjlVZjP/NifbhFohqRUQayjfrNtT97Fu+cbKPx+oYX/paHdzw0/PsSZctTb9OEiyZc\n3Paff8Ozc7/Fs3O/NejztcnSYIj6TZaGlMYe6nxTteDferCGe1/+QVrbsqTCVC/4Fz+xfdxi0n2+\nD/f5Ppa8eDTtrW0Amrpbkm6Ph8bzPSPvdIGgO1QLBBcjQlAKBAJBmtlWuYVtlVso7VuD9dKT0Ugl\nJI9M6mpqJGGZKsMIUKP9SLLoaLQ9yXtVgJbepafH6n0lTzeu4Z++W4gtrBIMxhvdhK0SHblanWZB\nV8SIWgQCebR+sRxVloyomC2kcFnhO9gzOpGzvTjK65EU1RCRoKXeDvkyBlyEbBJ5A93MjfbR1KN9\n+jkGGhuNaMuGF/6WTzpjDdbfujFMYdDLxtc8zA7GBL85YvPyX93Fnk33xS0Sq/d7UT64Dv+HX8P/\n3ioCH62g6bNrDTG69mfPcnjdNZzqOE3QAs3ZEQYaG5FO3YB06ga2VW4ZMVqlJHnZ5sbzD2Sf4b6O\nN4e8NiOxsfYxGrP3sqFZ+xmJdApAc4R3IgTRSIgFfzzbKrewIH8+C/Lns61yC4fXXcO5AivnCqwc\nXnfNsMcOd+OlZvNKnA7tO8YXiFwQUcrEawXp6wkrEFwISOowd40FGmVlZZcBZ15//XWKi4unejqC\ni5wTJ04AsHDhwimeycXLaIxIzPtWP7qHQDACcgQlMnz95NAkmvSMx1k2meGPFkXV+1ya25MMd37n\nda8BWu3kA7vb+cmitQQCmvGLnO2NG8vh0GoIQ1YtEqoMuJCdvdjCKmGrRNaCQzywu526KjeKBM2f\nriYsW7EqYcKyzRgz+yptP9CaqXsy8gmiXdcSeon4fJwvsGFfpLVFqd7fyevXuTh3bgUAlxW+o6V9\nyjL//PT9hhNoQVcYe1RLe+dkG6mnD/5oJ03ROryCgJfVnsO8kX8tD2SfYfET27njR/+GvPAIkqs7\ndnU+XIY/WiuamevjquWfG6mm5s/PxtrHCITC+I4v066nw0Ld9rVGGmJdlRuLM4PvncwxDF7kjAyW\nv/R80nc2GRtrHyNg165X4NjXmOv1G3NPRmI7E/NieixsPVjDh78vRBlwYbf3sPDG9rjx1j++C4CX\nHrtzzOeYrt+P6ahZ3bPpPgBD7E1ELV8q8zR/Lob6TJjrfS/ENNBUrgEM/Xm8UFrYCGYeb775Jps2\nbQK4/OTJk2fTNa4w5REIBIJRMprFkXnfuu1rjYWIFsHT+0EmE2lDCcRkj4+1TYk5OirFHtP7XEbr\nKzUXVjnhmPgxfEcrcS49SN8ny/nJIpUfHt/Dc0WrOZeVF5+2ClpNpxIz+QFQ+t3arwHo+2Q5O//y\nHar3e6PC7kVqby7k3OmquEBuyCZTV6WlwLZkaOZCc/0e7mw5wD8uWI/idEF/rHVKXZWbwIllhrA9\n078a1akJ1Nv+82/4wWdHsSvJDXFAM8whGtB0KCGK/R5Wdxxh8U9/zh0/+jdNzJ5Yjr38EJaMXuZ2\nBznvcIBPO8Yf9muCqi/eWGfrwRpN6Nkh98tHmeOtMsxABiLlWKvaoi1hIpzqOM1cogZIVshK4hqq\nGweVzCoa0rlW8efQ4szhv0XyeXnIV5xezCZHQX8e3r02w211/eO7GOhyGtvjEZUTxVhFwGhdUIc8\nb/TGxkQaCqVL4MwkB+DJZryfB4FgOiJSXgUCgWAS0WvuHOX1uBb+IfrocIJQZfh02HT0vBxiDL3G\ncshzxM/LnOb636/cwDlnQXytZtQYaCSUARfnWr5Ou8sBaOKp9YtlqGr0HqgcxlFerwnJc9fHHds5\ny8JvKl1c0t8RN17wxHLyu8Jx5kCqqXgzz++NE5Nhm2zUQ979/N/wtz/7Pt89+yskKcRcv8fozTkr\nOLhGLNiwHN/7qzh7biXqgreQs71Gaq+Zpu5zADS2xo+hL8Y/bvTShAtPRp7x3Es35fPja9Zy1rOC\ndreNX5TFjj32yKPs2XRfXFrpwzseMlJyazc+jrXXhWqKjgexDJmSuK1yC9KpGwger6C4z8J1zzXy\nyr2p1YWmwvmM2PX2h/3GdiASTNs5UiGV1MVEA5t0YK7xnczzjpdk6Z/JuJBTjFO9BgLBxYIQlAKB\nQDCJfO9kjlH35z4RaynvdFiwE8FOtKWIgUQsijkUavy2HlkctM9I4jR6rPHvSOfSfrdHQswv3ZsQ\niTRHNaOPZPYOElX6nOQsTXTFjH5y2TVvFT9dV8DZthVxY8uZvZoLbVS8KhIU+dpwODqRlxyhtdBm\nqgHVem1GemcROLGMiC+Wsnrv53uxKZrja0+OJlxri1bzbPEaXpyzmt9d5+JUx+lofaiVX30zl43e\n3dxnqj20K2Fe+d6dRFx9g66NimSktzrK6wmeWI4kyYbAVBe8xdaDNeT8uYxIby5qxEIkoIVtv360\nzqhxLBpYy4L8+dgjEPj4OoL+PMOcKLO0FNDEyY6SNg58yWa0JQFo+uxaftp3OQ/+aKf28+pnXD7n\nrbj392zbGUOsmMXVlqfeZqDLSaTfTfefriW/u5X87tZRiUqzaKrZvBI5q8u4sWBZdNQ4n6O83rgu\n16z4IuXxx8tkCLZk4mOsjqrTBb1O/GJmrNdAiFHBhYgQlAKBQDCJLH5iO/c3zeb+ptk88+QGw8yi\nbvtaXn7yO8wvLRjiSAlrknRMqxLGFve4lrJqDyVrQZKqY2zUPEhvNXLdaxjCL7srGmXU02QlQtZo\nHzrDbTaZaFWNqGK8K602huJzGe1WdMI2Lf1V6XfH99YccKH0zzJ+b83Mw7aonrlF7xqPhSQr9rKj\nSM5YG5JuKdcYx6GEeD2vAjV6SYIBN6cb19DinE1rRiHn7Hk0fXZt3CsIW2V+9c3BvUF/PauSSO8s\nEq+v6nMZ7RRC9TcR6Z0V3Y84Yb3J0oBDCSFZIoRdvTy84yHyu1sp9nsovuK3nHcfwLt3Lj0fL0P1\nZcdOEIm1O/lFWY/RQuV31+WgDGSj9M0iEMijxTnbcJGtLVpN9QEvmX9xwBBw1a2/ZcmLR7n35R/E\niavxtiZJJpq+tLIN59KD2uu3aCm8Td0thvDOvuqQYbCUSGK7nvGw/vFdRs1mKmyr3MK9vxvg3t8N\njFlEAClFQs37DCVGZ6IIFcQQglxwoSEEpUAgEEwy5hYCiWlhZofERK68vDDuOVmCO88diEvj1AnJ\nFiRVSTJKqimyktFqxHfkZgzh1+fW9KIcMfZUVSstzsKE4xOjoRK+o5WD6injzqio0bHDSVNEDRQr\nif99fVFgQ1YheLyC4PEKHEoYi6uLjC+9C3IYSQpRGIwJFY/dTYtzNmHJlvQUqiQTCOQROF4R1/Ik\nbJXZtcrNuQIrLZluWjLddMyKtyOwR0IU+dqYHYhFCmXTW6EMuAg0VJBh1VJ6Fz+xnTmWwSmfdVVu\nOvJlej69giZcqP0xQYwc5j99tMeIFuqRSoCObDtyZh9ydjf2hYfj5taRZ+flW+eiyhKO8no2NO81\n2qnctleLDAYaKvjk0KVGmxJ7JER3DsbrPXJvKaOhrsptpOZW7/caEXo9khpoWGYIb9cfliYdw9zq\nZN3WZ1NuyZIMvV5zoMvJJ4cuJXhiOcETy4dd4B975FGjbcdwYm6o9NnESGgyt9+hoqVm8THTI5uT\nRTodWNN5I0MguFARglIgEAimEVueehtfQBNrToeFq0vdxr81m1dSOifH+H1BiWYu8/CZFweJR1WS\nUSV52P6Pwz6nk6SGUvG5cC49SLzDbLI03QTxmrRdCYCKnNnLwPtVg6KRjvJ6pCyvlhKbpUdG49Gj\nmo1tK4j0u4n0u2ls05xc9Yioqtpoccaiv0GLaS56JHbpwVjaremlJAr2zlkW8jtVVMVK7bxbQAJ7\nRqcxTumX3sRxzRG6c2Li8uEzL2LR5x81Peo+9mVOdZzm3pd/QGZpKdZeF9ZeF+75VxE0adRkItxh\n68Ghhsnv1npoBhoqjN6agYZlRsQv1HQ1yGEKwx7sGZ04v/InzVzIGDy2rQ64CNXfhNLnZqDLSW3x\naixOJ0GLjUAgj+cXrOCXt9uMHoUjLbTrVrn5p/WzaS200ZwdMcyC9NYuTmsGC/LnUzJrnnGMxekc\nsV9j0KLSnB0Zl6jUGeixGZHjkSKWtUWrqS1aPeTzo02fTbU35WgikqkKqQtZJKUzjXkqe7YKBDMJ\n4fIqEAgEk0yq7oe6sKzbvtY4Trfi14/fAjiP1nGp1G+0tIhDSoxImhxdJVNLjwFXQirqMChWgscr\nkLO6NAGYMnpK7WAX28T2JLaQihqxoAy4mDfnMK1fLIsKq6EjrGbdZw2r2EIKvjgxZjpWVpCd3XFG\nt7aQgu2qQ4RssiHIAPwfLyPj6sP4P9ZaeswtfAeHEuGN/GuxKmHcnSqusnejTqzweX82/jM3aq/V\nAgHZRu3NhUTOJJ9///tL+CCYA8oCAD4+3cnx0ruQPwXpXG9CKrF2fNgaG6epuwWKIXhiGYGAF8WR\nA2CKLENPlgXL4iP447SyxC/n38J3Bt4E4LX8ZXER26buc5SUlkD0M2cNa1fYHw7EubLqbrVmDCdL\nk25v6m7hwzk3Gu/1c451lDbkJDiC3jbo+miPr2T947sIhPxYLzuOMpCNYZ+bhN13/g0A63b986Dn\nXnrszjjxONA18ue+tng1LdHrUFtcRjKZogttM2Zn2JFcYpPto0ck9e3FT2w3xGUyd99U3EPN3yPm\n9y5RtA4ndoeaQ7oQbTUEgpmFiFAKBALBJDLSHe/hUl6TUbN5Jbc+9zTN0tCppENHIjWx4Sivj0Xn\nkpjuJIsKqhI4FtUPY94zHOZ2Jebftcccjk4eaNjHnE4/8/wezp2u1ETIEIJXa78SHSaa3lrQFabv\n1PK4FFFzLahz6UGyFhzW6jH73Cj9Wrplfpcm4h3l9VowMZqKOfB+lbEdaKjgJ4vWaimzshWPPY9A\nQwVzPSFsIQVFsWI1XZZ2h5uWM6vi5m9VQlxW+A7KB5rJjvm5QCiHsGTTIoN+U82mOc1Ygp+uK+Bc\ngZVdN2SysXkfzr/YT7szuYDO6Y+QyGxPkNl5B3l5zSyOXn83Trvp+sphHOWHjab1l0Q6KJ4bq1E1\nO7HqbrUwfITM3+uI+z2rp52l777A+sd3sbF5HwONTUNGgbYerEFd8BbWy48TOruI0NlFeOxu43zm\n83703/6ReT4P83wedt/5N0nn9F97j/Ffe4/x0mN3kuHsIsPZlXKrkqbuc4PG23qwBn9YM1SyR2Li\nUI+U7dl0H9X7vSMKpKFq68xpw6lGNkeDOZV2pJTadKXdDhUlHW+EMZ2mN/rn/0LspSkQpBMhKAUC\ngWCaUbd9bdJFzHCLG7P5DHIEp8NCCb2U0MvVl+XFPWcWgYO0ppwoPEwus1H3WHN9oxQ3gBrbLynJ\njIISkQjZJHZ8N5cmzwrONq5BVc11jonn047xHbnZEJ1aeutsFF+8M6zvaKXxenxHbiZwtDJOyJ3L\ndA8d/zSl67Zk5Wm9NE20ObSoW8gmY3F1obpi5kKac635JoFKxAJf+70VV48Ut5/k7Inb10qEIl+b\n5mJri28vErLJvHR9KUEL/P1XOgmc+uqgaUuSlnK7uu0w1a918t1fh8nrUJnrCSGj1Z7i7KG14EUc\n5YeRou+xc+lBSmYVAdrn7nbfW1Qf8EbrXFXmX3qEwrCHwrCHq5Z/DsQLgcX/etIQ2DoOi53LLnkX\nh6OT2YFO/urzVyn2e9j0/r/x077LacI1Ymph8LPFhrDvObXAOJ/+8y+f1kFGL3VVbuqq3JDZNUic\nmAXRofX38IMPX+EHH74yrDjS//Yyc32oC94aJHYGGhuNVN78zlDcWOv2d+I+3zcmAbb4ie2D0oaH\nEu162nOkNzcuwj7Ua5lKkTTWVNJUU3XTaXpzIbc/EQjShUh5FQgEgkkk1YbfQz031OPX3HCOD3+v\nGeM4yuvj7s5vPViD1HS5JswUK1KW18iEtV56kkhvLqGmqzXTFyBZSioqhviyhVT8f6xEVS3ERxuj\n24NqJTV3WFSt/lKKyFF31aHvafZ8sCr1FFwYPN8ocrY3Jprj5iURtMQb8qiqTYs0ltfTWmDFsahe\nE6F6HakulJPMKyTbaDl3PXLhEQDsi+oJHo+5yMan9EqokszzV61A9bnQr48y4EL16UJVBTnCnCv3\nYQ9B9QEvtaymxRl/XlWxaOJBBaXfjX3hYUJny7H5sghbIG+gjy8ceewruJ77m/YAndzzmnblf7Jo\nLSGPZs4TtEBzdgRb2VGCJ5ahfHAd27b/ByCW3vj8GreR9nt+wWEePKu1NfHuzobKpJcfAGtYIbc3\ngvRJGdWfNgB74lKxpUE3MTTMaY96xO8Th42BaKZrht0Wd3sh0FDBp8AX3+ogGG0Hs7N4NTTEu+qe\nam5nbnTbHwhhj253fnp6yNegtTaBosZGmqOP6T1ltXMvQ4mmnAc8FZB9hm2VW1j/+C5ecw3wH9r/\nHYCfXdmOexTN7LcerCGYkDasR0KTpbUGT2jvDyP4JunfI8Z3kSmVVmeoKOhwabfpYKj04KFSdWci\nqZY9CAQzBSEoBQKBYJKZiEXEtsot3Nv9A2OxaWbZ7o9ot+TS4pwNgNrvxhZ1/7Scvh6AkNwVO0CO\nDK7bMwmAgD8XpOESXOJTWJ1f3actuKP1lvaMqLtnKCcq8uL3N4vXQZjmJjn7UAeyYnNJEHxyZm+0\nNtSCmqK7bUtWHnLbChyF9YOiPLr5T2K9p86svgh9iooqa/0nzWe0Z3QSCrhi0VbFgupzYXd4CduS\n1LDKEWRnLx252v51VW42HthHbdFqVKB94WkivbkETyzTUpUlkJy9hD8vI+NLf0BCIvThctoj2lw9\n9jxqi1azsWWfISYDgTwIgO9oZdRkCeb5Paxo3ssb+ddyaP09ZJWW0nvyJG6grWktSkAbr//kMuqq\n3qH6gJe91zo4HBUAWhQY9tzx+7jPYrtbpuCqN2n3WCjojuBasIBPPE3k9fhpdzlY3XGEffnXAbCx\nuZ6tB+vj6gFBE3A/+OjPPJv/DQAesJzhnzpVul3Q/8ky433p/egvcJSbbwagubj+P/cOes/Mn4ue\n7ALjfAONjXzvZA6Ln9geV5tYjIW5Hk2sfq8p9jnINNWaepz5LH7i+0YfzwGLk/99+bewLfwDHbMs\neKLRzWSiMlFoNLb2YCheXw4lxQXGXBJJ9WaVfp7G8z1GnfaWp96mZhTiMFUhOVQt5EhzvZBrJy8k\nYSwQ6IiUV4FAILhAeO6Of0haO1Qyq4iNLfso8rVRENAWMqETFVhOX48vEMEXiJCh5CI5e5GcvdjL\njsbcTuUkrUeSiElJCuNwdCJJofgn5Ai+96pQ+mO1gIGAWxMzSRxkgbhU1RiqkYopZ3uRnL1adM8S\ni1FJzl5kZ6+xb0ykJUZbVW2e5tTcaKonihWl3621OOkb3P/SmIvpdYM2nv+6PxpiUunT3Gb19Myg\n343d3juoTjUUzEbuyU4Q0KoxD7OofS7qMHpvyz4e3HOa8OdlIIfJ7wprOjza9zLQUIESkZAs8ZG/\nc5ludq3SUkFDNtM1UawEjms1oHce8PJGvtZ/81xWOM5oRjUbHEnQWmjjmepCPLMsnOo4zQevzdde\nh2Kl60/xPTwBLBEo6Nbm1NTdgiKHsIdV5nn9XMIAG1v2sbFln7F/9h+uJfsP19LU3cKpjtM0Z0fY\n9XWnsd8/X9ZJR55E2Bb//kpIqB8ui7+mSuxzbG4fY7EqdMyaS8esudz63NOGeGzOjrCjpI1D6++J\nG9tjd9N36uvcdCQjTlSZa5+DWAalZfbmZ+KVY38Dja1a+rI5fTVZGugcb5WRxlra860R6wNTSc/U\nz6OLyYlipFrI0aSSag7B50becQguZFdbgWA6IASlQCAQXECYa4f0RVRt8WqaMwq5seM9ehw5lNDL\nK0/eTumc+DrADCWXDCUXy+nrUSPWqDhIbhBkVcJYFXMtpo2CrjD/5ydaCxNJigm0QaJu2G4lMSdY\nOctrauOhPR5oqCDrqsOaiIK4+ak+VzQKKg0x9+iJJQk1wf02sT4x6euOtvswvxZV1V6bqtro+2S5\nJuaS9tqUCATyEpxqVVTVRlhOrBGNja8MuLjEEyLQUME552xanLOpLVrNr6pcmuuqYsVjLYwT4baQ\nCv5MHOX1cQJWVW00ta2gPdeipYAm1LoGGir48eV30RI9z3OXruG5b2ZyvtDOv5beaqQIW5WQkUIa\ntkhG7aDdFqsbneMN4D+uPR44XkHk2HUEGpYZbTcGeuPTjbNKS+P6Mnr3zsVjLcRjLaT//S/H7Ruy\nSLjKyrRGrFFir0elOHMOs33xNavWsGqkaba7YuZA7S4Htz73NLc+9zSgCb11+zvJ7wrR2LaCZ/O/\nQfV+Lwvy5yMpVgYCYdpsufy8sGqQQEn8ezLXKm5s3kvo+DL8H15PpDeXOd6qlMxnajavJNJ4DZHG\nawzxlc76QHNLoumKfp38YT8bmveyoXnvqI6fbq0/pkMNq0CQboSgFAgEggsQ8yKq8XwPO4vXsLN4\nDdbcIM88uQGIj6rokUpfIIKrryNa26ejcnWpG7MSvCTQyX8+/QLFSnfcedtnWZgT6MB29VEjRXQQ\ng1qZJN0pdjaTuFP6csn5w7U4FFMkVI4gSWGskRFMf8y1eobQ1QgEcpO259Cjj4l9PpOhO8aiWLEp\nIeb6PViV+IhtnImRaT6SFMLh6GSez5MwqJVz51bE9Y5sz7XyRYEtrnWInKlFP+UsLz88vod5A15s\nISUqtGLnUQZcFHRFmOsJkbNkv3ZMNGW2xTk7rq5UbxPyUlUufYUxEWZx9jLHE0L54Dp871UaUVgJ\n1TAQklUVVY/Q9rsJ+vNozSikxTmbZ4vX8MtV+exelce5AiveOdmGc6ke9Wtzxuac3xWmoENhridE\n9QEv7Rl5LH5iOz/9m38y3HT1fqMg0djmJ+LzUeRri0bMNTH/s0g5AIe/8tecc2dwzp3B4a/8ddzl\nXnfAyztfcXHunNbTtMU5m6eCV9J98hSqHMbi6sIeTRdPJJlQqNm8Ekd5PTuybiFosaH6XITPlicV\nEvrxGc4uIll1AGysfQz7Ne9gv+Ydqv/1vyQ9LwwdgUt8XN/W51m3fe2EiZp0uq0CbGjeS7HfQ7Hf\nw8bmfSMfMI0RRj+CCw0hKAUCgeACp3RODpm5PgqDnWS198VFQxKjKgC3df3RWIzbM7y8+uTtAMiW\nwaLqm1/8nsKwhyJfGxtb9hG0SXR85TNsajgWIdPTSQeRrEWJ6be+3EERQZBocc7WBFY0IqVF+qyE\nJVtUQCRpdRJNlx3agTZ2DpsSjntcVW2okmxEZO0O7+DUXogTvrKzl/ua9/J/nNltpAIX+drip5TZ\niz2jE3tGJxlffR15yREyyusp8rVhj8TGD4ZcyEuO4HB0Yo+ECAZdBBoqcJTXI0khbErIeMmXzX6H\nn64r4PNPV9P75ypNVJqir5LDx4qjPq5/VyKnRzPkMRvWmAkFXPiOVhJoqMAy930KAl4cjk7kJUdo\n9KwwpS1HX77PNShtNRkds6zg1Ob00vWlPJe/Lu75jbWPIX3pMHK2lwxnFw9lnUb5aClf+72V5oxC\n6pdpN0S2HqzBmuEYND5oottRXo/dHrupkVlaAmjRzJ2lVagBJ8uO/VP8e+IcfBNEDinI5hsBkkpm\nrm9IUZj4+CeHLo3r74klYtRQJgquSFYd0pcO05wd4eEdD8WNE1EYUjQmi8AlPm7+XZ/rRJOOaKp+\nnZzWjDEdP1xEUKTCCgTpQQhKgUAguABJXES5Ogbw2PPwWAs5vyc/6X76z63PPU3mtR+Q8dXXsSyu\nZ/3ju/i40YsSsSBbom1HrnmP2psLef6qFfR97T1uChzkXIGV3avysMggS7EelxnXHsT5FweMaJjD\n0clcvwdJMkfo4lNoUdWESGa8QAwGc2KptCZRo5UNlrxmfgAAIABJREFU6q1OYsfqpjNxqayqipTV\nFUupjTI7kKwfJ+SGtBpTIE6oxJCMtioAtUWr+Wn5akI2iYyvvk57rjWuBYqkwoPH9xG2SIZwa8+1\nUN16gNkLDsSZDAUaKlCjzrSqakPp0+o8VdVGSLah9GuRwLOeFQy8X0Uoul/Pn9YQtkqGQFV9Lp7L\nX0ftvLU0f7aGS6KtPbKvOjRIbOuuwEqfm/6zX6Ld4WbuvHdJRKsj1Zxu//XStYb5z1y/h4KAF3tE\nE9OzQ1qbkf+/vXuPj6q+8z/+mkzuECBAuEYCqHwBK73oVqxKtQUXWqptbdFVQa325xYttdrYrtW6\nXSndhdW6tHbrVlsVvNFqLcUVBW94oxa3lSr4FQFBkEsIiQRyT+b3x/fMycxkkkyGSSYk7+fjwSPD\nmTPnfM+ZM8n5zOf7/XyDH28JYIfWusIw4Zv60qXrqA1W8PVnDnLprqcwZ+9nyuJFzO+/nXXFZ7Lh\njItZsmBaRDfIOjcGtTHifc1wX2bsKcryA/HhTeVRwcQl777M6OoKRpTVs+rqywAXoNY01nL+s4cY\nOXy9G5MbbOLiPWuZs6aCkWUNDD/QwKSSIQnPWQkwZuAod57yqqKm3AH87sJtiRxD6VdwTdCOvYfi\nPj5a6QjCFk4vZfbd90d1i+5MO+IF+j2tK6zIsUxVXkVEeqnIG6icYHbcx7HrheWXlND/T15Fz6Et\nyycUD2Xf6Mc52OgCsP5Fb9BcPZgVn3c39M1VBYyvnkX1jp3snfQ20DKVwejj3dinz73UyHOFp3nj\nD11A8v0tD7Fs9Ey/Em1UMJnR6Cq2RlRXDb82LBBoYERNJXtzhhAro79XwbY5FFUlNru5EZqaqY9Z\nf3feUKICUm//5f0ChI4UuPWjgq+WLrLhbr51dYPdFB917l/dptPIiirm00Dpm3/ijpO+5Fe/dQV1\npvKri14n0BwiY1/LMYdCAerrBpGIpgwi4uEATUcKCfU7BLVZ/rKwM1/KpLi2zBXqOXVtyxjQmOq7\ngcwQgz6xgX1NQxhc/hEHGkLUBxrIyj4M4y3g3uf9OW7O0wdGz+Qyb6xbCCgfGOSZovMoO/nvfO2J\nBl46w32jPWdNBbtyn2IdZwKwt3ANc54tY9QBd37NMxUw3VUVvSvmOOs2nUZz1cBWRaKCeVUMPdTE\nniHufR496hXmrK1k443vMWXxIhecN29tdd6m/u4tCr39nvMiLC8uwJQU8mTxfGozHgBg3+4v8/Nr\nZif0PoSFK5ru2BuE8a+QUz+UhdNL41b7zC8pIXv/NobVBLnjyl9QunSd//nJywm2mRWNVzG1ZMQA\nf/vhnggZwSZyC+pZsuB8f73YYKq9zGW6K5SGu0Snux0iEk0ZShGRPuCu2y9lDFWMocofQ9mePSuH\n+UVR+pfVMbGk0B9vGZ7wHmB47hDqN51G7RszqH1jBo3vTPVujMdQv3kq9Ztbsi+7t85i99ZZrB56\nRtS+htRWsWz0TA4MyowowhMWIttsYOTw9f74vNiiHIFAA6OqK2gMZDKq7oC/PLupgVE1+xlb9DIj\nyxoYXEFEt1fXfbe+1uu26Xefhdg/jRn5Va57aZxutFHZTS8zFk9WQ4jvvr2KoXUVDK2r4PtbHo67\nXl3dYGo2TGdEeSPZJW8T6FfpKtoeGdTSvlCI7JwKcs1fyAi40abZORV+9ivnUy+0GvOZFWokWPCR\n/x4GvGq4y4tnsSu3iM+8lElT1SAyj7PeOY18D5rJnvQaddkHIO8QH37ouru67GgmwYJKv+JsWGNm\ngBUzvIqymfDgF4dQ9g+v0PTuJJ4rPI2L1lQwZ00FK2YU8uJnQ1wd3ARAycgBDK2MzpRGVkL1z5NX\nSTdexeER5Q3UvfVpBpeHaH7z0948nSGqrI2aa/GRGYUsn1nE7Lvv5+a1S/jfT+b7z2UE8LP7ewvX\nsK8oi31FWTSNf4ULb3sk7nvXniULpnHprtVc8HQFlX87NW5GLJx1rQ+6L3TCr4sc79je9mODqsjX\nAn4vg9rG2riVZRPJ1kVWWj2aqqs9gYrjiKSOMpQiIn1EIoFkWKi5dZfPmrom3tlRwUROY4Krb8Il\no2dzy8tb/HVysl3A0tLFzsvcBZugOUhzyM2JOLypnNF1B/gwbxAH8wfQ3BSEOsjIqiDv1LXU/v0M\nqM0lK/sw9Zuncs6upyiudWPzynIHM4YqPmzOpTEjiyG1h/3M5sSSQore20J2YzNzd69mV24RvOT+\n1C0vnkV29noCOdWEagZQH2wJRgKhEAQaI7qktmQdsxpCjCxr4Bz7Cr89YRrN9f1aspxNDf7E8xn5\nVdAcYmzRy+xuOMOfmiOrIcR33l7F/cWzOJAzCAiw7B+LAJjz4npWHD+Ven9OTlwX13dOpy53YEt7\nIrO0gQABQoS2GdzbFKCosoEDgzJp2vhpLv7wWUYcXM6y0TP5MH8wgZxq5mx7hd9/OYvczBya3vgE\njUEI9K+k+XAhy4tnucztZrf/nJyDDDzcxP6sIu//lQypbPDnxMxqbozK6vrBHS64D/Q7TM2JG6jK\ncuv/9xz33tRtPo3mukJ257l5MHMmr6chy70HKyYUMgWY80wFVV482RDM4icFU6h9qZacyX/2xx26\nKSSOA/IiWhFRSCmQQfknt1D3/pmE6grYnQd3jPsniuormP3Ry8xlNfee1ci+Ite+eY9587cWwl1f\nL2LAIShovNgPMkpGDuDdcvdFRVF9BXu8gCx2bGB78ypuvPEmhny0B3DFZTaUXNwqs3jz2vhfRsRu\nb85Nq9w5ayfAjH1tZJDYXF3AltdyYXqHL2/lxNM/4O8vFXmPyzpYO3Viz21n5txsjwJJkdRQhlJE\nRKKULl1HWU4hRQ0HKGo4wL1LL2u1TmSxjdsuP5G8nCB5OUH/Jje22E8gp4bIGLVw/AkUTDgRc1wR\ngZyaVtvPL3mTSz5YS31dIdlNDW5uxECAjNxcvvzor7k6uIkMb3sHcgqjXntd7taowjDLi2eyvNhN\nVzFnTQUjKupa7S/Q73DrZd7cmt99exXnr61iTfFnufGtJ8huiJ7TMCfnoJ8dHFIRYs6aCkaPesUv\neDN61Cs8OHome3KLgADZORUcHBLg4JAAr57VyPVv/4lLdz4Tte8Pc4ZEjbfMyK/yq64ChAJQ19By\njsuy3dye9bWDeTr/swCuQM6up7j4vVd4cILrUpq57mTq6wr9ADA3r5JsmiiY8Ko/xnV0zDjJhqwA\nh/oFKT7s/hVVthQMCtUURA03zcqpYuTw9dRHjA0ccaB1AaOGrIAfTLbl/lEzqa7M8+fWhJYsXmjC\ni+QPqiHvpPXkTH6NcDAZyGjk0D9sI1DwEYFgS6azPpjlplwpntXuPhuz3PsSmWleOL2U4sNBRpY1\nMPfpsrjTVkRm+q65YXlUJjRWXk5mVGAUOR1ITv1Qv0tsPHNuWuVXYw4HlokIZ+PcFzuZVFfm+V1F\nY8dQh48nnoXTSzn5rDJOPqssZVOXdKStsY6R5y5eFjtVunLbIr2FAkoREWkle9J6Dp+xgcNnbODm\ntUs67B62YtHsqIxJ5A1s/qAaTiw6zn8u3O0ysuKkX7DHu5HPys0lI6+KeeUrGBGsZX7/7ZzxxO85\n/dEHXXtODkZNcRHe7pIF05iyeBGPnTeSB2cNc9k3r0jPvN1u2oHLdj3F6Jr9rmCM11UU8AO4gJft\nCoUyachyXTfLcwvILxlDgTHcmv1/fvfh+f2386PGLRw/ZgNDK2DX1i/wYWEuZ75RTehIf4aUh/jy\n2ugCPq26zsaRm9O6A1FR8Xpycg6Sk3MwoigRkNHIwIjpWzJCUBdwFVGXnXA264rPJFjVn8Y/f568\nzJaqqNlNAcYOG8f4kqGMyKht2VFGgNysloqazdUFNGRl0FRXx9efqYhq07C6g9z45p/8arUjarOo\n2zTVzbl5uJDav3yeC5+p4LuPHyJr7NsE8g4R7NfyPmc3wYQh4wF34z5l8SLKB45kV24R5RFTpQQC\nGa0CmKHDn4N+lWT0/4jRx7v5CXP6t3xZkDP5zwTyqqLO95iBo5iyeBFX7hxG8eEgE4aM54EL7vTn\nmQzbsSe6iM3ldgBz1rhjH/ZRc7vBVIX5G/eO2c/1917rByJTFi/yC8qE57yMVbp0HZV/O7XNLrGd\nEa9gzZIF05hQPLTVuuHALPy57qjrayrnweysvYVrWgV3icznmayu3HZXUwVb6U4KKEVEJMqSBdMI\n5rfcUL+/f5u/vDNdxJYsmMYfF3+VR2+5qNVYsB17D5E9aT3Zk9ZzYtFxDDhhKwNO2OpnaC58eSfP\n5p/Ns/ln87mPnmTFuS5zEr7Bq8s+4M8HmN3UwPCmcj+gvXntEnb1b+JAIVFzBuZktwQMc3evZmbZ\nehrrCxk5fD1ZDS1BR7A5et7GXR+eyfNnZ7FkwTSWFc9kWfFM8kvGkF8yxi8ScsHKPVzy1H6u3LWK\nR0dN5+VT8rnuj9sIvXUKdxx/MXzsjagM4MiyBoZWNHD+s4doBp4fcgqja/aTm1dJ/qAaViyazcSS\nQrJpIjevktzMXMp2nU7Gx193XWkjgp/8AQ2MOu8gQ+sq/OlbynJcV9aMQIC95NMQyKIhkMVe8v1g\neOywcX7wsGvrTH8+yezGudx1+6Vkh+fQ9KrMlmUOpLm2lsvKX2B0rRvP+o0PVnFgYJDglNcJTnmd\nwll7OBSRnA6Fslg2eib7yKfurTPJGruJ7JO8Lw0amvnWo/uZ+ru3om7az3vgF2w442L6j93on7Px\nx70OtEwhMe+5ajLrWzLFOc2NFNeWccmWl7nl05eSWVVA5kf9+P7f/8DC4OutvgyZsngRwSNz/Mzn\nwumljCn7ul9RdUTFjKhrecriRWTk5rJs9EweHnZuqwzkkgXTGPSJDeSd8gyNA4+wpyiLXf2b+PjD\nG/wqspHzbHZGZGCwYtHsVr0BIDqL1l710tgvhpINOo42WOlshdaJJYUM+sQG6rIP+NdJujOHPTlg\nUwVb6W4KKEVEpJXimoA/pcGwmmDHL0hAOCAtXbqOpvGvECyoJFhQyd7CNSybexsjKmb4GZrHs89h\nd94wducN48l+n/dvIqt37PC3FwiEGFpXwZw9a6kakh93n/k5meTlBP3pUAqMoT7DZe+WF89iwphC\nvrA+k+++vcov+nNF+fOu619GIzRnUl9XyIGdX0yogMn4kiJ+1LiFK3cO46ETvkJZnqs6W5Zd6HeB\nbciEz71+iLPXwd2f+iqLT5jHOeVvwMfeIHDyekITXvSzwpNmbSUjJ4fqyjzqawtbTzGR0cSYgaNY\nOL2U0V8uY3rlXygfOJKHJ5xFMP8wT9x2CYPqWrKXg+o+4q7bL/XH0166y2X2muqia91uvPEmf4oU\ngFBTJgP+Zvz/z93VMt9kc9T0LlBy/IboAj3ZQR46/nyyJ633q+ACDK1soi1LFkzjB+9mMrboZfqN\nfou6TS1TZiycXsqYgaNbpvIoa/Czh2EPXbWYH7yX7U8xEftlSOwN98Ybb2LurtWMr57F+OpZrb44\n2XjjTdxf9Dn/mry7aXLU8zevXeKKFkXM1TqksoFRBxop3Hs4bhfY2IDED0pPWh+1TridF972CDev\nXdKqN0Bns2iRn8N413H489LWl0dHG6wk8/olC6ZRMrLlm4qdH+32jxloNZ9nqsSbKzTZYxDpzRRQ\niohIK8Ejc/yMVfDInG7ZZ+RceeUR4yIjuz5ebgcwsqyBkWUNXPpMOTPL1rO8eJY/1x9E3wQum3sb\nKxbNjspMnfOHR9lwxsX+TfNYb7zn3N2ruWjvsy1dEpuju51WvbuFWNU7dvrdNMsHjmTK4kUsK57J\nwszPsJMC6gmSEXBTajRVDWLIwRBnvwj3DL+QxyZN59FbLiIvJ8jy4lmUZUePBQ0HCtWHWrr2ZjcF\nOH7MhpYqrM1BKra9B7iCNhOKh/L6vBJysoN+N+Pv5G/xg+Xv5Lccw2ffvpfi2jKKa8uYV/YIY6jy\nz8l95pBfVAggUFvA/P7bKTCGfl4FUoCM3FxePeUacuqH+jfdd1z5C8aNfYqcnIOMrtkPQH3wI4IF\nlQSCTYSagjRVDeIzL2XSEMhkzMDRTBgyntyI7rjh96px+9lU2bPYSUHUjXs4YzhnTQUXramgIZBJ\nQzAL88NvR63TVkYw8lo7+N52qqylylrm7lodN5isshaaW4LF/JIxcbcLkJuZw4Qh4/ni/7WMHd35\n0e6odeIFJH5Q2q+SbflP+cvDmfzaxlr+/lJRh1Vmk61eGm5TTV3bgX46RX6uIytNh5/rqm646ezi\nmyxVsJXupiqvIiLSrVx2BHZkPEVOVibL5t4GRM+bN2FMS3CVM/ldwMsQTIcrb7yJIzt20Fzrxv19\ns2wN590ePS6trRvAeJUhpyxexMp51wLEHd+WEYCbG1/ll83j/GXZTQ0U1Vdwdf/t7ka8yHWRXO4V\nTYmUkx2kZMQAtm3+BzKo5rHJmVCZSXVlJqVL17Fi0WzO/94faXxnKpNmvgu44PA+c4i6nae1VJSl\nid8tvAy4jFVXX8aqoCu0M7vpZTbe+J4LeoApHxRysjfPYimwZPEi5nsZsnCAtXLetRRUufMXntrj\nn7dtgl2b2HjjavLPLYGdLcfQHIJlxTP987YxYnunAxB903rVjmFU2VWuu2twCFRDzYbprrjQcZb6\nzVMJhP6XrFAjVdby6f1ZvDur0M+yhd+//JIxXPrKQwBsKLk4ah+nP/ogG71rIau2Fprg0C/vZsD8\nq1u9h7Eir7XzK//S4frgvnB46ISvkF8yptVNerj6bPgxANNh1dWX8XjuWZQPymR9nMqwHcmZ/GeC\n5W4e1UbcXKXVRM+9GG/fiQQRsZVSO5MtPJoKq0fz+sjz1+p8d6NUVZntSj21XdI7BUKhjosD9HXG\nmLHA9meffZbi4uJ0N0f6uM2bNwMwadKkNLdEertEbphSfT3G22d4WbiQy8LppX7WaNnomQTz8hKa\nEiVyMvTIb+7bWx5uy8Ybb+KXh8dR9inXxW7E5pO4OriJKYsXRb1+WEMl+7MGRe13Ykkh1Tt2spMC\nwAWG9QQZWldBRkaAqv5D/CA0LyfogtfDLnj9sN9gQl5AObpmP/P7b28JCi+/CIDz7nukJYsG1AeC\nZIfc9soHjmwVJK+cd60/hcUj5xayb6jLgBYfDnLBSre8wBhWnFvIWy+Ooqm6f6tzE3bVdb8B4J47\nv+Evu3ntEnbsOcTsVWWsLpraqgpv2Lzdf2JUjTtve4dk8ug/DgaI6l4YeVzh7quxItfJHHMcA+Zf\n3ep6jBd8RH6JsDEm4I63j/aeb8uFtz1CdaWb3iR/UA2P3nJR1HNA1LLwuRtRMcObSmSJ362zfvPp\nNFUNBOK/F6nQ04OkY43+XktP88ILL3D11VcDjLPWvp+q7SpDKSIicXXVTWV7N62xyyKDtYzyopb5\nCBcv4poblrPbC9IiMzap0jJ1hKscm3/vtQT7u0CtcNYepkxf5Lc5fExzd/3ZDwaDeXl+NuuaG5b7\n2x1BNbUNTez3Aq2smlrIcEFd/6oy7s6ezO48d1x4vSyzmxrcmEXjxjFuvPEmhlQ0+I+nLF7Exhtv\nYtuOMopqD/r7GhszfUushkDLbcDeUD53fdG1/Qfv4WeE23q/rrruNy776D2+585vtARA2fD8Z2Hu\nM0+xYtR0yrIL/aq8WaEGhtVW8PKZcOZf3f4fHT4T3oQxx7/BwgvbzzhFBnelS9dB8Uzmes9lXTG3\n1fqRQVk4+xk5L2T4/MVuO1IyxXSuuWE5jbSM7Y3sln3z2iWEJoTb9IEf6MZm26Kyj/86L+UBX+zx\ndmcgqeBVpPfQGEoREek2qSxm0d44tnjaGlcUb3m8Qif5EWMH4207PGVJMC/Pz5qGt3fX7Zf61VXv\nuv1ScrNaCh0Nra/wxzh+seYZ8kvGkD1pfVRRnKL6CjJyc9sNbKYsXkRGTss4xIZgVtz1z3vgF5QP\nHMmHeUWc8yIMLg/RVDWIxowgjQOP0DjwCEtObmlfZ6v7hh3YdRorRk1n7u7VXL/9YX+M5jeO/AmA\nuk2n8ewphTw46jzq6gZTVze41XjdyOk2wkHzLw+P45eHx3HNDcv9a2lZ8cykgr5I4UxnlbXtziOZ\niGtuWO6Poc2m6agyipFj+MKFnVIhlccbq6MKrB39HujJFVRFpDUFlCIi0mNFBnsnn1UW1R0ymcIT\nbQVHiQRNbVV8jFS6dB07KWhVRAaIqq4aGWD+z13fZEb9c8yof44L7nnYjZsrqCT35FfIzav0pwKJ\nLIYTG2iFhYPF8oEjOfvxtou3nPfAL8jJzqS4toy5T5dx0doKcrI612npnju/wfCmcoY3lftdXsPn\nKPR3Nxfl7rxhLDvuCxQY4wfYL550pV8tdffWWX6XWogulhN5rOFjvLtpsv/avcSv7Btr4fRS5j1X\nzbznqv33Lfb8lS5d16pya7JKl66LatsIquOOuWyremhbgVRXz4mY6DQcHQV7ke2c99h1nW5HT6ug\nuvHGm1IecIv0NhpDmQCNoZSeRGMypCdJ5no8Vrq6JVP0o63xmJ3db+R0CHOecdtrLwOXTFvjjU+c\nu+wWAL9QUrLaOw+Rz4VlBFzhn3jrt7fdsPD68a7HjsZhRm5zDFX+2NhkRG4rmyZGUJ3Q+N7Y18Y7\nB7HXRSqK0YQDpRXnFia07USu78h2tre9tn4PzIkobJXoZ6irfqckMoa3Pfp7LT2NxlCKiEiv0NMD\nybBkbthTUf2xVdXO6e2vH2+MYCLCXUjDj+HoA8mw9s5DWxVFT22jmmui202F/JIxTFmQWADYkfEl\nQ1PaxriVZI9S+H1fkcKM58Lppcx77DpqG+sA2LGnddYZ4r9/pUvXRRWoSjSYDAe5XTGWWkQ61qsD\nSmPMIGA5cCJQA+wD5ltrt6a1YSIi0mul4oa2MwFD9Y4d0D/icScc7bjD9rR3HuLO9VhbBsCkXauJ\nnYYk0e3Gs6x4JqfucIWKNhTPJDZ0SiRITTSQO5qAN5HXHk0g2d4xJBqsJnp8D1xwJ3OX3UJ1XSOV\nm0+ltKLzgV5JBwWlukO8L11EpLVeHVACIeAOa+1zAMaYbwP3AOektVUiItKjxLuZ7o4byVRk2y63\nA7h3zH73eGfrKTrSOV/f0XrsCpctvOC3yztYs33Li2cBMLGN59s7/53NAB/Ne9lV2bVEjiHR6yPR\nNo6omNGqa3Mi2+7sZ6Krs9YKJEU61quL8lhrPwoHk57XgLFpao6IiPRA8YqddGUFzLDI4iPX3LA8\n6f1MWbyIK3cO48qdw1rd/HZ1IZdUiVdk6LErLmXEwRpGHKzxA8tkJFO8SY5esuc9marCyVYiTkSi\nxYpE+rLenqGMdR3wRLobISIiR+9YKe6TiKaaGqp226g5ETujN2RR0tX9tiNdMXaxu7V1DF39GTrW\nP5vJjk8W6WvSHlAaY4qB7wOnAh8HcoGx1tqdcdY9DvgZrkRBAFgLXGet/SCB/dyKy05elbLGi4hI\nWqSyEEe8m+3uGDsV7qpXvWMnF+9e3SX7OJaDoQt+uzxlXV6P1rF27uKJPYbOfIbm3LQKgBWLZndd\nA0XkmJX2gBI4Afg6sAFYB5wbbyVjTD7wHK64zjxv8ULgeWPMFGtttTFmLnC999z/WGv/23vtzcBM\n4FxrbW2XHYmIiByT4gUM3ZH1C9/Eb7xx01Hts71M07EcDKU7kJToaTzm3LTqmAgqU5V5PZa/kBHp\nTj0hoHzRWjsCwBhzFW0ElMA3gXHABGvtNm/9jcAW4GrgZ9baZcCyyBd5mclZuGCyqmsOQUREulNX\nF+LobkcTvGrahK7Xm661sN72GQpL9edBgaRIx9JelMdaG0pw1fOA18LBpPfa94FXgPPjvcAYcxJw\nKzAYeNEY81djzOtH12IREekJurIQh0hYZPGkePNnHitKl65r1f54n6HYIjQrFs0mLydIXk4wbnYy\n3nZFpG/pCRnKRJ0E/CHO8k3A1+K9wFr7NikMmt977z2qqpTklPSqqakBYPPmzWluiYiux57gGzOK\nuGtljf+4L78XXXE9hrcZfpyu83vLfVsAuO3yEzv92rtW7mTHfjfi59r/eJprzhsTd7173lvBB9V7\nAbjhTz/mqhPmAPDjuccDrc9rotvtTj3p86Dfj9LT1NXVdcl2j6WAshCIN6HRQe85ERGRPqkn3Mj3\nVtecN4a7Vu70H6fDLfdtoa4x5D9OJqjsS/R5EOlex1JAmXYnnHACxcXF6W6G9HHhbzonTZqU5paI\n9K3rsTeON+ttuup6/EWar++M4FZobPIeZ3T6+H4xaVJC1+/tk27tVBGaRLfbGyRznH3p96McG/bt\n29cl2z2WAsoK4mciB+OylCIiIl3iWC5809XTn0jXW7Fo9lFP3ZHoNdvZIjTH0mchWcfy51+kOxxL\nAeXbwMfiLJ+MG0cpIiIiETbeeBNV1vqPFVQeu46F6TpEpG9Ke5XXTlgJTDXGjAsvMMaMBT7jPSci\nItIlliyYxsSSQiaWFCo7IdLH6PMv0r4ekaE0xoSrtJ7i/fyCMeYAsN9aG65F/WvgWuCPxpibvWW3\nATuBu7utsSIi0icdizeSUxYvYuW8awE4Q9lJkaQdi59/ke7SIwJKYEXE4xDwS+/xC8DnAKy11caY\nzwE/A5YBAWAtcJ21trr7mioiInJsKF26jneKZgDwksZ+ifQZnSmuJHK0ekRAaa1NqOuttfYD2phz\nUkRE5FjVVyplivRWPekzfPPaJbxbvs1/rKBSutqxNIZSRESk1wlXkHxnR4V/U5oqGvsl0vW68jMs\ncizoERlKERER6RoKJEX6loXTS9XlVbqVAkoREZE0WrJgWo/qLicindMTP8MKJKU7KaAUERFJs55y\nEyoiydFnWPoyjaEUERERERGRpCigFBERERERkaQooBQRERER6QVKl65TpVnpdgooRURERESOcZq+\nRNJFAaWIiIiIiIgkRQGliIiIiMgxbsmCaUwU5tcGAAASmUlEQVQsKWRiSaGqzkq30rQhIiIiIiK9\ngAJJSQdlKEVERERERCQpCihFREREREQkKQooRUREREREJCkKKEVERERERCQpCihFREREREQkKQoo\nRUREREREJCkKKEVERERERCQpCihFREREREQkKQooRUREREREJCkKKEVERERERCQpCihFREREREQk\nKQooRUREREREJCkKKEVERERERCQpCihFREREREQkKQooRUREREREJCkKKEVERERERCQpCihFRERE\nREQkKQooRUREREREJCkKKEWkW5QuXUfp0nXpboaIiIiIpJACShHpcqVL1/HOjgre2VGhoFJERESk\nF1FAKSIiIiIiIklRQCkiXW7JgmlMLClkYkkhSxZMS3dzRERERCRFMtPdABHpGxRIioiIiPQ+ylCK\niIiIiIhIUhRQioiIiIiISFIUUIqIiIiIiEhSFFCKiIiIiIhIUhRQioiIiIiISFIUUIqIiIiIiEhS\nFFCKiIiIiIhIUjQPZWKCAHv37k13O0TYt28fAAUFBWluiYiuR+lZdD1KT6LrUXqaAwcOhB8GU7ld\nBZSJGQlwySWXpLsdIiIiIiIiR2MksDVVG1NAmZi/AGcBe4CmNLdFRERERESks4K4YPIvqdxoIBQK\npXJ7IiIiIiIi0keoKI+IiIiIiIgkRQGliIiIiIiIJEUBpYiIiIiIiCRFAaWIiIiIiIgkRQGliIiI\niIiIJEUBpYiIiIiIiCRFAaWIiIiIiIgkRQGliIiIiIiIJEUBpYiIiIiIiCQlM90N6A2MMYOA5cCJ\nQA2wD5hvrd2a1oZJn2WMeRSYCDQDTcAt1tqn0tsq6euMMVcA9wJfttauTHd7pG8yxrwAjAE+8hY9\nZq1dmL4WSV9mjMkGFgNfAGqB7dba89PbKumLjDFBYEPEoixgMjDFWvtWe69VQJkaIeAOa+1zAMaY\nbwP3AOektVXSl/0/a+1HAMaYTwDrjDEDrbWhNLdL+ihjzFjgKuC1NDdFJARcpy81pIdYBGRaaycA\nGGOGpbk90kdZa5uAT4b/b4y5CPh+R8EkKKBMCe/G/bmIRa8B16epOSLhazJsEFCuYFLSxRiTAfwa\n+DZwe5qbIwIQSHcDRIwx+cA3gdHhZdba/elrkUiUb+ISZB1SQNk1rgOeSHcjpG8zxtwBnA8MAb6U\n5uZI33Y98LK19v+MMeluiwjAYmPMbYAFfmitfTfdDZI+6QSgAvgXY8wMoB74qbX2yfQ2S/o6Y8zx\nwFTgq4ms32cDSmNMMfB94FTg40AuMNZauzPOuscBPwOm477VXIvrLvNBnHVvBcbiunaJJKQrrkdr\n7fXA9caYfwQeNcYYa21V1x6J9AapvB6NMR/D/UGaFvEyZYckYV3w+3FexPV5BfCMMWa8tba5a49E\neoMUX4+ZuPG8W6y1PzTuG7d1xpip1trtXX80cqzrqngGuBL4fUyPtzb15SqvJwBfB8qBdW2t5HVH\neA6YAMwD5uKK7zzvPRe57s3ATGCWtba2i9otvVPKr8cwa+3TwBFvPZFEpPJ6PBP3JdsWY8x23Dee\n/2OMmd9lrZfeJqW/HyNvnqy1vwX6427qRRKRyutxJ25M73IAa60F3iRiHJtIB7oingl66yTU3RX6\ncIYSeNFaOwLAGHMVcG4b630TGAdMsNZu89bfCGwBrsZF+uHM5CzgXGWBJAkpux6NMbnAyPC3m8aY\n04EBuK5dIolI2fVorf0V8KvwC4wxz3vLVRBFEpXK3485QIG19oD3/BeARiDeN/Qi8aTy9+MBY8zT\nuPvHPxljRgInA3/v4mOQ3iOl8Yzni8Bha+1LiTaiz2YoO1Gg5DzgtfDJ9177PvAKbnwaxpiTgFuB\nwcCLxpi/GmNeT22LpTdL5fUI5AMPGmP+boz5K/BT4CvW2iMpbLL0Yim+HkWOSoqvx4HAamPMRmPM\n34DvAbO96oYiHeqC34/fAr7j3dyvBq631m5JUXOll+uiv9dX0onsJPTtDGWiTgL+EGf5JuBrANba\nt+nDwbl0q0Sux4PAZ7qzUdJndXg9xrLWajol6SqJ/H7cjxtrJNLVEvr9aK3dgRvTJtKVEv57ncw8\nqAqCOlaIq8AV66D3nEh30vUoPYmuR+lJdD1KT6LrUXqSLr0eFVCKiIiIiIhIUhRQdqyC+JH7YFxU\nL9KddD1KT6LrUXoSXY/Sk+h6lJ6kS69HBZQdexv4WJzlk3H9jkW6k65H6Ul0PUpPoutRehJdj9KT\ndOn1qICyYyuBqcaYceEFxpixuKInKnsv3U3Xo/Qkuh6lJ9H1KD2JrkfpSbr0egyEQolWm+19jDHh\nqkafx83BMh84AOy31q7z1snHTTJbA9zsrX8b0A+YYq2t7tZGS6+l61F6El2P0pPoepSeRNej9CQ9\n4Xrs6wFlc8R/Q0DAe/yCtfZzEesdh5vwc4a3zlrgOmvtzu5qq/R+uh6lJ9H1KD2JrkfpSXQ9Sk/S\nE67HPh1QioiIiIiISPI0hlJERERERESSooBSREREREREkqKAUkRERERERJKigFJERERERESSooBS\nREREREREkqKAUkRERERERJKigFJERERERESSooBSREREREREkpKZ7gaIiEjvYox5ASix1o6LWPY+\nsN1ae06amoUx5nhgKXA6MAj4MfAi8BxwhbX2/jS1qx/wn8B5wAhgXTrPk4iISGcooBQR6UWMMWfj\nAiSAhdbaH3Wwzo+ttT/ugqaE4vw/dll3ux+YiAsky4CNwFDvuXS27V+Aq4F/B94G9qaxLQkxxvwn\ncD0w3Vr7XBvrZAN7gH3W2snGmLHANuB2a21pF7bt08Bc4BTgE0Au8CVr7ZPtvGYc8CPgXGAIcAB4\nHfhna+3+iPUGA98DvgoUA0eAzcB/WWv/0CUHJCLSwymgFBHpnWpxN9WtAkrgcu/5XLovkJrQjftq\nxRiTi8tMLrXW/lfE8rPT1aYInwfetNbelO6GdMJvcAHlZbR8ORHrS0AhLlCO1NXXwReAfwY24b40\n+HR7+zTGnAY8A+wAfo4L6IcDU4ECYL+3XhbwAjAJd/x/AQYA84DHjDHXWmt/2SVHJCLSgymgFBHp\nnf4IXGiMOcda+3x4oTGmP3AB8ARwUXc1xlrb0F37asMwIABUprkd8QzHBTMdMsb0s9Ye6eL2dMha\nu8kYswH4qjFmfhttuhxoBJZ1ZtsRmcxkuyH/Evh3a22tMeZyXEDZ1r7ygEeAl4HzrLVN7Wz3NOBj\nwB3W2u9FbONuYCfwTW/fIiJ9igJKEZHe6WXgVFwG6fmI5V8D8nA3+XEDSmPMPwHfBk7GBWF/BX5i\nrV0ds14+8BPgYqA/sAHXHTDeNt8nZgylMWY+LridhOtmuAf4A3CLtfZwxHpn441zxP3d+h4wDvgA\n+Km19jftnQhjzH24LBLArcaYW73HY9tY/19xmd2x1tqdMc81A/dba6/w/n8nsICYLpXGmNnASuBO\na+31beznclymC2Cst22Ay621D4T3BTwK/Cvu/VjhnQeMMd/CZeJOxGWcX8Kdu40R+xiLC85+DLwD\n3AycALwP/NBa+7gx5hPAElxGrhr4lbU2fI7a81vgLuDrwH0xxzYMmAk8ba1NtgtvUpnMyC6qCbgI\nKAFmW2ubvGu6oY0vQGq8n1HHY609Yow5jOv+KiLS56jKq4hI73U/cIFX9CXsclxwtjPeC4wxPwEe\nxN00/wsuAMkBnjTGxAagjwLfwQWsN+DG/z0NjI6z6XhjKK/HBYX/iQvKXsIFsivbOJ5vAT/ABS+l\nQB1wjzHmzDbWD/sV8F3v8ePApd6/Ax28ri2Rx3Ejrlvlb4wxwwGMMSNxwdbfgO+3s50Xcd2SD+DG\n4YXbtS5inX/AZdBewJ2j//X2cTsumKv09vFz4DPAq8aYU+LsazbuPD/krR8EVhhjLsR19/wbLlB/\nE7jFGDMvzjZiPYx7Dy6P89yl3j7uS2A76TQTOAQMNsb8DTgM1Bhj1hljTo1c0Vr7BrAKKDXGfNUY\nc5wxZrIx5i5clvmn3d14EZGeQBlKEZHeKQQ8gMtMfQ243ys8chYuWxeIfYEx5lO4IPKH1tqfRiz/\nOfAqcIcx5ndeJmcm8EXgLmvttyPW3YSrpPp+zOZb7Q/4mLW2NuL/dxtjtgD/aoyZaq1dH7P+KGBy\nOHtpjPmdt59rcBnZuKy1640xe4GfARuttQ9FtLetlyXEWlvvZXQ3AA8YY2bhznsecHF7XX2ttduB\n7V4Qvy+yXREmAZ+11vrHZ4yZiAuQ1wCzrLXN3vKHcMHtfwGxQfYEYKK1do+37lrgLVxQONtaGw5U\n78V1v/2WdxztHXulMeaPwNeNMWOtte9HPH0ZcBDX9bonm4C7F3oKl/39MS77fTPwgjHm09baTRHr\nfwUXyP8+Ylk57n2I7AkgItJnKEMpItJLed01X6Alg3QZUAU81sZLLgGagYeNMUPD/3CFVf4XN6XF\nyd6653s/b4/Zxt3ePhJpXy2AMSZojBnk7esF7+lT47zkvsiusF5XSgscn8j+uoq1djMuQzsDl2X9\nPHCDtfadFGz+r5HBpCd87heHg0mvHRb33n7GO5eRnggHk966m3CZuZ3hYNJb3ogrNnNigu37Le7L\ngsvCC4wxn8RdJw8nMnbWGFMY53oDKIhc7v2L98XE0SgA8oHHrbXfsNb+wVp7By5wzKd1Uat7gauA\n/8ZVer0C2A48YYw5K8VtExE5JiigFBHp3e4HpnnZyXnA72OygpEm4f4ubMNVtoz8dysu6zncW3cc\nUBeTlQoX39mWSMOMMf9ojHkVN27voLefF7ynB8V5yfY4yypw4y/Tylr7K2AtrpLsKmvt3Sna9Htx\nloXn99wU57lNMeuEvR9n3UriFwOqBAYn0jhclvRDWsaoQktweV+C2/gr0dfaG97yn9P6OjwuwW0m\nKjwu8r7IhdbaF3HdsT8bXmaMOR93nP9urb3GWvuEVzRoGm4amntT3DYRkWOCuryKiPRujwG/AH6N\nK0JzXzvrZgANuGkX2iqI8mYqGmWMmQo8iRt3eR0usKnFze13H/G/8GyrAmeqs1Zxj90YE2zrBcaY\nUcCnvP9OMMbkW2urU9CWVGwD2j537VU17ZC1ttkY8wDwA2PMNOA1XJGmt7wxh4m4GDeFTdgIYDmw\nGDe+M9K+o2lvHLuBk4g/9+ce3DyWYWd7PyO7u+JVk30KuMYYMzIyEywi0hcooBQR6cW8CpSP4bJG\nW+N0n4z0Lm5i962xmcc4tgPnGmPGeWMBAX8y+/G4cWXtuRAXNM621n4Q8fpzO3hddzjo/SwkunjR\n+Hgre90w78cFRd8B7vT+/b8uat9W7+dJuKAn0mTvZ0JZ4hS5D1cs6TLcORtK67kn22StfTXy/15l\nWoBN1tq25rhMlT/jrvnjaJ3xLcabg9KT5f2Md++U2c5zIiK9mrq8ioj0fv+Jm3ZiQQfrLfd+/jTe\nWLVwFVNPuNjKDTGrXY0bl9aRcGbMz/oZYzLibC8d3vV+fj5m+XVtrH+Dt+73rLU/xxX/ucoY85Uu\nat9KXBb1e945A8AYMwE3Dcsr1tqOAvqOJDxlh7X2XVxm8mvAfFyWe3m7L+o5HsaNG/7nyIXGmC/h\nikA9FbH4de/nZTHrDgTOwxVW+gARkT5G36SJiPRy1tq3cV1LO1rvdWPMQlyFS2OMeRzXFXA0bo7C\nk3FZG6y1q71ufvONMUW4KTBOxmUet9Lx35cncJVKn/Qmhg8Cc2jJAnVGqru8rgG2AAuNMUNw3SLP\nxXXFjOLN4fgTYKU3jhJcpdzPAb82xvzZWvthKhtnrbXGmJ/hpl15znufhuCCuXpclvRodfac/hb4\nH1xholWdnAsypYwxJbjpWAA+6f28yKtiDLDUWnsIwFr7jjcFS6kx5klcN+wS3PQ1e3FVX8MewX15\ncI3XxflZYACuSM8Iui4jLSLSoylDKSLS+yQ1ITyAtfZHwJdxXVZvwI2/vBw332BpzOpfw00Rcjaw\nBFfUZwawK04bov7vdb39J6AR1z3yelyWq635D9s6pnjzW3ZWbNuacZVUX8UFvf+GmytyZuR6xpg8\n3LyOZcA3Il7fgBsXmIebSqSj4KzT7bfWfg8XQBYC/4ELgF4FzrDW/l+Cm0nlOX0UV+AmRPrnnhyH\ne8/+DVetNYSbF/PfcAFiVMEna+33cVPPjAHuwFVufQw4LfLLAGttPa4Az3/hAtU7gZtw1/tXrbUq\nyiMifVIgFDrav8MiIiIiIiLSFylDKSIiIiIiIklRQCkiIiIiIiJJUUApIiIiIiIiSVFAKSIiIiIi\nIklRQCkiIiIiIiJJUUApIiIiIiIiSVFAKSIiIiIiIklRQCkiIiIiIiJJUUApIiIiIiIiSVFAKSIi\nIiIiIkn5/zoMvk/3AIgEAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc6a6b47d30>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"markersize = 7\n",
"xlabel = 'Median flux from VI+ 168'\n",
"with subplots() as (fig, axis):\n",
" for dataset, zorder_values, colour in zip(datasets, zorder_array, colours):\n",
" for i, z in enumerate(zorder_options):\n",
" ind = zorder_values == z\n",
" if i == 0:\n",
" axis.loglog(ref_flux[ind], dataset.frms[ind], '.', label=dataset.voltage, zorder=z, color=colour,\n",
" ms=markersize)\n",
" else:\n",
" axis.loglog(ref_flux[ind], dataset.frms[ind], '.', zorder=z, color=colour,\n",
" ms=markersize)\n",
"\n",
" axis.legend(loc='best')\n",
" axis.set(xlabel=xlabel, ylabel='FRMS', xlim=(1E2, 1E7), ylim=(5E-3, 1E1))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This is very confusing to look at. It is possible the VI+223 saturated stars are more well behaved. We note that saturation occurs at roughly slightly over 1E5 counts."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Saturation level\n",
"\n",
"Let's look at the point of saturation for the three voltages in more detail."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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mutv7uUFjkJ7jNaE9yNp/rFufzn033JSYTPa6nfZj8vC117P2ta9h7eazmd5y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\nJvvu/1kHSce0l1rAtMQ96yjN0Ghu3E1dahGr0j9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SJElSx8bGx8fLjqHvpZQWAHetWbOG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haydmitVEvEdpf2pZSm5SyvDHdUfh9VN/1tDeY/vTLvOyLio2Qd/bw5pfSbXYrvcrLS03dU9hkA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\nSUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc6936b38d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with subplots(len(datasets), 1, sharex=True, sharey=True, grid_which='both') as (fig, axes):\n",
" for (dataset, axis, colour) in zip(datasets, axes, colours):\n",
" axis.loglog(ref_flux, dataset.frms, '.', color=colour)\n",
" axis.set(xlim=(5E4, 3E6), ylim=(5E-3, 1E-1), ylabel=dataset)\n",
" axes[-1].set(xlabel=xlabel)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Clearly increasing the VI+ setting improves the saturated star behaviour, for almost the entire range! The saturation point essentially matches with VI+ setting. We now plot the same data but split horizontally instead of vertically to look at the noise levels for the bright unsaturated stars."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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og1Xbti5pa9zS7kMkAAAAQPFIGAtw8eiI3yEgJJp7urV6107FGhoUa2jQ6l071di22e+w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eyuqV55i9f21GL61i2YvnWLYQ4jKQo+On/B9znvtJ/D775eEdd67QLKbhKDotmI/vFPzh19fMJK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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc6936a1e48>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with subplots(1, len(datasets), sharex=True, sharey=True, grid_which='both') as (fig, axes):\n",
" for (dataset, axis, colour) in zip(datasets, axes, colours):\n",
" axis.loglog(ref_flux, dataset.frms, '.', color=colour)\n",
" axis.set(xlim=(1E4, 3E6), ylim=(8E-3, 6E-2), xlabel=xlabel, ylabel=dataset)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I would say the noise behaviour from VI+122 is lower. Perhaps we have a compromise between noise level and saturation level. We select stars where the flux in 168 is between $4\\times 10^4$ and $1 \\times 10^5$ counts and print the median values."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<table><tr><th>Voltage</th><th>Median frms</th><tr><td>122</td><td>14.1250797721592</td></tr><tr><td>168</td><td>14.577841245234545</td></tr><tr><td>223</td><td>14.045149827422005</td></tr></tr></table>"
],
"text/plain": [
"<__main__.Table at 0x7fc691c66278>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"bright_end = (ref_flux >= 4E4) & (ref_flux <= 1E5)\n",
"Table(headings=['Voltage', 'Median frms'], data=[\n",
" {'Voltage': dataset.voltage,\n",
" 'Median frms': np.median(dataset.frms[bright_end]) * 1000.}\n",
" for dataset in datasets])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This table suggests that the bulk noise level for 223 is *lowest*. Now this flux is dominated by extinction, so perhaps we need to look at detrended flux?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Viewing the bias level and sky background level\n",
"\n",
"Finally we must assess the bias level and sky background level for the three nights to ensure that this change in saturation is not due to this."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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kSRPq1avH8ePH6dmzJzqdjmLFiqW6b44cOfjoo4+4du0at27dSvM43377Le+8\n8w6fffYZNWrUYPTo0QwZMgSAokWLZrr+qe2b2r0xn9TH3t6ex48fG9/Pnj2bRo0aERoaSuvWralX\nrx7z5s17ruMJW7VqRd++ffnhhx+oW7cuLVu2pESJEtSrV894fgkJCUyePJnPPvuMXLlyER8fT3x8\nPMnJyTx58oR79+6RlJSU6jG+/vpratWqRcWKFY37PnnyhOTkZO7du2dyDYQQQois4NyuDbXXrab2\nutUSRL7GpGvrC8DwC2jo4lq6c8ds+aUsVqwYderUYcuWLfTv359t27bRsGFD8ubN+9yPHRYWxoQJ\nE+jTpw++vr6p5vvtt9/48ssvadq0qcWYxczIbBBRoEABHB0dWbVqldXthiCtaNGiVpfaSG8dwazS\ntGlTmjRpwvnz57G3t6d06dIEBARQqlQpSpQokSXHKF68OMuXL+fmzZvExcVRpkwZTp8+DfBMrcVZ\n3aJWqFAhxo0bx7hx47hw4QKbNm0iKCiIQoUK0aVLlyw9Vkpffvklvr6+XL58mcKFC1OoUCGaN29u\nvDZ37tzhzp07zJw5k5kzZ5rsGx4eTnh4OPPmzePDDz+0Wv65c+e4evWq1aVaqlevTs+ePW1eA1YI\nIYQQIj0SSL4gnNu1eSGe6LRp04ahQ4cyY8YM7t69a/PakZmxc+dOvvrqKzp06MCIESNSzXf06FH6\n9etH3bp1mTZtWpYcO7PBSr169QgNDSU+Pp7atWunmq9KlSps2rSJ48ePU7FiRUAbpxgeHv6vdT20\ns7MzTkh0/fp1tm/fzqeffprmPklJSYSHh1OqVCmKFCmSoeMULVqUokWLotPpWLp0Ke+88w41a9Z8\n5vo/D+XKlWPw4MGsWbPmmSYEyqjcuXPz3nvvAbBv3z7Onz/Pt99+C2gPHZYtW2byedDpdAwZMgRF\nUfDz8+Pdd99NtexZs2aZzAKs0+lYuHAhJ0+eZO7cuRQvXvw5nZUQQgghXmcSSAoTjRs3Jk+ePCxd\nupQiRYrg5eVlsj0sLIzRo0ezdOnSdBerP3z4MLdv3zZ2jfzrr7/InTs38M8kJ3/88YfxC3ObNm1M\nJiZxcHCgQoUKgNbq4uvrS8GCBenTp49xwhiDSpUqGf8dFBTEvHnz2LNnD6VKlUqzjpltkaxRowYt\nWrTgyy+/pFevXnh4eJAjRw6uXLnC/v37GTZsGOXKlcPHx4eFCxcyYMAAhgwZQqFChVi9ejUJCQkW\nxw4ODmanmqsCAAAgAElEQVT+/Pns2rUr3XGS+/bt4+HDh5w5cwaAQ4cOERsbi5OTk3FymaSkJKZO\nnUqNGjV48803OXv2LAsWLOC9994zWV7if//7Hz///DMNGjSgWLFi3Lp1i5UrV3L69GmLiYx69uzJ\ntWvXTNauXLVqFY6OjsaJejZt2sTRo0dZsmSJyb4bN25k9OjRLF++PN3PTlYxXON79+7Rq1cvvL29\ncXFxwd7ent27dxMXF2cc15ra+Vnz6NEj4zIx58+fB2DHjh3odDqcnZ1xd3cH4PTp0+zbt8/4Of7z\nzz9ZvHgxn3/+ufEz6+DgYHWCHQcHBwoXLmxxrSpUqECbNm2YNGkSgPEBRUobN27EwcHhX7vOQggh\nhHj9SCApTDg6OtK8eXPWr19Py5YtLSZL0el0GQ6+goKCjMuE2NnZsXLlSlauXGmcbAa0AOjJkyec\nPn3aonvhW2+9xe7duwFt4p/4+Hju3btHjx49TPLZ2dkZu1ICPHjwAEdHR4uxdObMJ5xJj3ne6dOn\ns3z5cjZs2EBISAgODg689dZbeHl5GVvx7O3tWbx4MRMnTiQwMBAnJydatWpFw4YNGT9+vMUxkpOT\nM3R9AwMDjcuE2NnZERwcDJheMzs7Oy5dusTWrVuJj4+nZMmSdOjQAT8/P5PlJUqXLs2tW7eYPHky\ncXFxODk5GSemSRlkGer39OlTkzSdTsf333/P1atXcXJyombNmqxdu9Zi+RbDMhvpjQ+19b4Y9kkr\n3dHRETc3N9atW8eVK1fIkSMHb7/9NjNmzDBZ7sPa+Vlz69YtBg0aZHKcL7/8EtBa9Q2tjfb29uzf\nv59FixaRmJjIO++8w4QJE56ppT85OdliDVBzmbmGQgghhBC2sJOFqy0pilIOOL97926cnZ2zuzrC\nRp07d6ZChQqMGzcuu6siUhg6dCj3799nwYIF2V0VIYQQQohXXkxMjGGOBRdVVS9kdfnSIileKQ8f\nPkRV1XSXrRD/voiICObMmZPd1RBCCCHEM4jZsCnbJ4gULwYJJMUrxcnJiaNHj2Z3NYQV+/bty+4q\nCCGEEOIZxGzYxMVlK4zvDf+WYPL1JOtICiGEEEIIIdJlaIlML028HiSQFEIIIYQQQghhEwkkhRBC\nCCGEEOnK5+6WoTTxepBAUgghhBBCCJGu+BMnM5QmXg8SSAohhBBCCCGEsIkEkkIIIYQQQoh0le7c\nMUNp4vUgy38IIYQQQggh0mVY5kPWkRQggaQQQgghhBAig5zbtZHgUQDStVUA/fr1o0aNGiQmJlrd\nfv/+fSpVqoS/v79N5c6cOZM+ffpQs2ZNXF1d2bRpU6p5r1+/jr+/P56ennh4ePDhhx8yc+ZMkzwP\nHjxg1qxZfPTRR1SsWJEGDRowcuRIrly5YlO9XgQbN27E1dWVq1ev2rxvQkICU6ZMoXv37lSpUgVX\nV1cOHz5sNW9MTAwjRoygQYMGVKxYkY8++ojZs2fz8OFDk3w//PADfn5+eHp64urqSnBwcIbrM336\ndFq1akX16tWpWLEizZs3Z968eTx69Mjmc3tZnDlzhnHjxtG2bVvc3d1xdXVNNW9ERAS9e/emdu3a\nVKlShbZt27JhwwaTPAcPHmTo0KF8+OGHVKxYkSZNmjB+/Hhu376dofrcvn0bf39/ateuTcWKFenY\nsSO//PLLM52jEEIIYU3Mhk381qELv3XoQsyG1L/biVeftEgK2rZty549e9i7dy9Nmza12L5jxw4e\nPXpEmza2PX1asWIFFSpUoGHDhoSFhWFnZ2c1X0xMDF26dKFMmTKMGTOGIkWKEBMTw6VLl0zy+fv7\ns2/fPgYOHIi7uztXr15l7ty59OrVi82bN/PGG2/YVL+X1Z07d9i4cSNubm54enry008/Wb22CQkJ\n9OrVC4BBgwZRqlQpIiMjCQoK4uLFi8yaNcuYd926deTNm5fGjRuzZs0am+qTkJBA+/btcXFxwcHB\ngSNHjhASEsKpU6eYN2/eM53ri+rUqVPs378fDw8PHBwcOH78eKr5evfuTZUqVZg0aRJOTk6Eh4fz\n1VdfkZiYSJcuXQD473//y/379+nbty/lypXj/PnzBAUF8csvv7Bly5Y0P9uJiYn07NmTuLg4RowY\nQZEiRVi3bh1+fn4sXryYGjVqPJdrIIQQ4vUTs2ETF5etML43/FtaKF9PEkgK6tevT4ECBQgLC7Ma\nSIaFhVGqVCmbv5AeOXIEgEuXLhEWFpZqvoCAAEqWLMmyZcvImTMnANWqVTPJ8/DhQ3bu3Mnnn39O\nnz59jOmFCxfm888/5+jRo9StW9em+r2snJ2dOXToEKC1ZP30009W8x05coSYmBgWLVpkvDY1atQg\nLi6OxYsX8/jxYxwdHQHYtm0bAE+fPrU5kAwICDB5X6tWLR49esTChQuJi4sjf/78NpVnTWJiIg4O\nDs9cTlZp3bo1Pj4+AMyaNYtjx45ZzRceHg5ASEgITk5OANSuXZszZ86wefNmYyAZEBBAoUKFjPtV\nq1YNFxcXunXrRnh4OO3atUu1LuHh4URHR7N8+XKqV68OgJeXF97e3kybNo1169Y9+wkLIYQQ/DM2\n0jxNAsnXk3RtfUGEnd5B1/UD6bp+IGGnd/yrx7a3t6dly5bs37+fu3fvmmy7evUqERERtG7dOtPl\n63S6VLddunSJX3/9lW7duhmDSGuSk5PR6XTkyZPHJD1v3rzG7bYaNWoU9evXJzIykk6dOlGxYkWa\nNWvG3r17AVi4cCENGzakWrVq9O/f36KbYVJSEgsWLKBZs2Z4eHjg5eXFlClTLLoIX758mS+++IJK\nlSpRu3ZtJk2alGo34qxkuCaGa2SQN29edDqd1fuS1r2yhSF4TOuepiYoKAhXV1eio6P59NNPqVy5\nMoMHDwbA1dWV2bNnExoaSoMGDahcuTK+vr7cvn2bGzdu8J///IeqVavSsGFDvv/+e5Nyb968yciR\nI/Hy8sLDwwNPT0/8/Pwy3H00pdRa1809ffqUXLlykTt3bpP0N9980+RapwwiDdzd3QG4ceNGmsc4\nfvw4Tk5OxiDSoG7duvz111/p7i+EEEIIkRkSSL4Awk7vYFVkGE+ePuHJ0yesigz714NJHx8fkpKS\n2Lp1q0n6li1b0Ol0xtYXw9i+P/74I0uOa2i1dHR0pHfv3nh4eFCjRg1GjhxpEtS++eabdOjQgWXL\nlnHo0CESEhKIjo5m6tSpvP/++9SuXTtTx79//z7+/v506tSJ4OBgChcuzMCBA5k4cSJHjhxh/Pjx\n+Pv78/vvvzNhwgSTfYcPH05ISAje3t4sXLgQX19f1q9fz7Bhw4x5EhMT6d27N1FRUQQEBDB58mRi\nYmKYP3++RV0MAVRmxk1aU6dOHd577z2mTZvGuXPnSEhI4LfffmPZsmV07tzZIrh5VklJSSQkJHDw\n4EGWLFlCmzZtLAJ/W/Tr14+aNWsSEhJi7KILsHnzZiIiIggMDGTMmDFEREQwfPhw+vXrh5ubG8HB\nwXh5eTFjxgz27dtn3G/EiBEcP36ckSNH8sMPPzBmzBhKlChhMl60e/fuNGrUKNN1Nte+fXty5szJ\n119/zY0bN4iPj2ft2rUcOnSInj17prmvYdzrO++8k2a+HDlyWA3YDS240dHRmay9EEIIYUqW/xAp\nSdfWF8C6k1utpvm8/9G/Vgd3d3feffddNm/eTNeuXY3pmzdvplKlSpQtWxbQvrTmypUrwy0y6TG0\nlowePRofHx/8/Py4ePEiM2bM4OzZs6xfv954rMDAQJ4+fWryBbxixYosWrSIXLky91FOSEggMDDQ\n2JW2WLFitG7dmoMHD7Jt2zbjsaOjo1mxYgU6nQ47OzsiIiIIDw9n6tSpeHt7A1qXxfz58zN8+HCi\noqJwdXUlLCyMmJgY1q5dywcffABAvXr1aNWqlUVLUVZfW3t7e5YuXYqfnx8tWrQwpnfs2JGxY8dm\nyTEMzpw5Y7wOAC1atODrr79+pjJ79OhB9+7dLdIdHR357rvvyJFDew4WHR3NkiVLGDRoEH5+foDW\nhXfXrl1s376d+vXrA3Ds2DGGDh1Ky5YtjWU1a9bMpOycOXNib2//TPVO6e2332bRokX069ePlStX\nApArVy4CAwP5+OOPU93v/v37fPPNN7z77rs0btw43WPcv3+fc+fOmQSdR48eBSAuLi4LzkQIIYSQ\n5T+EKQkkhZGPjw/Tp0/nwoULlCtXjsjISM6fP09gYKBJHkPrZFYwdL+sWbOmMbipWbMmefLkYciQ\nIRw4cIB69eoB2jiyHTt2MGrUKONkO/PmzePzzz9nxYoVxjFotnjjjTdMxmO6uLgAWmteyoDOxcWF\npKQkbty4QfHixTlw4AD29vY0bdqUpKQkYz7DWMSIiAhcXV05evQopUqVMgaRoHWLbNasmcXMqP37\n96d///42n0NqHjx4wGeffcaDBw+YNm0aJUuWJDIyknnz5pEjRw7Gjx+fZccqV64cGzZs4OHDhxw5\ncoQFCxYwcuRIpk+fnukymzRpYjW9bt26xiAS/rlnnp6exrScOXNSpkwZrl+/bkzz8PAgNDSU5ORk\natasSfny5S2C9iVLlmS6vtacOXMGX19f3N3d6d69O46OjuzatYuAgAAcHBxo1aqVxT5JSUkMHTqU\nmzdvsnr1apNztaZVq1YEBQUxatQoJk2aRJEiRVi7di1//vknkPFuuEIIIURGyPIfwkACyRdAB7cW\nrIoMs0j7t3l7ezNz5kzCwsIYNGgQYWFhODo6ptly8qwKFCgAYDFRjuF9VFQU9erVIyoqirVr1zJp\n0iSTiUcMS1qsW7eOHj162Hz8fPnymbw3dAc0Tze0UhnGNsbGxvLkyRMqVapkUaadnZ2xW+7Nmzcp\nXLiwRR5raVlt3bp1nDp1ip07d1K6dGlAm8Qlb968jB07ls6dO6e5bIUtHBwccHNzMx6jaNGi+Pv7\n0717dypWrJipMosWLWo1PbV7Yz6pj729PY8fPza+nz17NsHBwYSGhvLNN99QtGhROnfuTL9+/Z5b\nsDVnzhzy5ctHSEiIsdW8Vq1a3L17l0mTJlkEksnJyYwcOZLff/+dBQsWUL58+XSPkTdvXmMgaWgV\nLlu2LAMGDGDOnDmpXkchhBBCiGchgeQLwNCF1dDFtYNbi3+1W6tBsWLFqFOnDlu2bKF///5s27aN\nhg0bWkzWkpXee++9DOU7e/Ys8M8EJAZly5YlX758/P3335k6fmYnlylQoACOjo6sWrXK6vZixYoB\nWjB07tw5i+2xsbGZOq4tzp07R/78+Y1BpIGHhwcAf//9d5YFkuYMQeWlS5cyHUhmdXBXqFAhxo0b\nx7hx47hw4QKbNm0iKCiIQoUKGWdPzWpnz55FURSLrtceHh7873//IzY21uShQkBAANu3b2fu3LnU\nqlUrw8epVq0au3bt4tKlSzx9+hQXFxcWLlyIk5OTxe+MEEIIkVkxGzZJt1ZhJJPtvCB83v+Ile3n\nsrL93GwJIg3atGnD1atXmTFjBnfv3rV57UhbVapUiSJFinDgwAGTdMN7Q9BTvHhxAP766y+TfOfP\nnyc+Pt643VaZDVbq1avH48ePiY+Px83NzeLH0ApUpUoVrl27ZrLOYHJyMuHh4c+9y2Hx4sWJi4uz\nWI/TUJfMXrOMMEzGVKZMmed2jGdRrlw5Bg8eTP78+Y0PKZ6HEiVKEBUVxZMnT0zSIyMjyZ07t0kr\n6uTJk1m/fj3ffvstH374YaaOV6ZMGVxcXEhISGDdunV4e3tn+aRKQgghXk+GNSSTExNJTkzk4rIV\nxGzYlN3VEtlIWiSFicaNG5MnTx6WLl1KkSJF8PLyMtkeFhbG6NGjWbp0qcVyA+YOHz7M7du3uXXr\nFqAFgYYvtYZJTnLmzMmwYcMYNWoUAQEBNGnShIsXLzJnzhxq1qxpnI21WrVqVKhQgcmTJxMXF4eb\nmxvXrl1j/vz55MuXzyTgDQoKYt68eezZs4dSpUqlWcfMtkjWqFGDFi1a8OWXX9KrVy88PDzIkSMH\nV65cYf/+/QwbNoxy5crh4+PDwoULGTBgAEOGDKFQoUKsXr2ahIQEi2MHBwczf/58du3aRcmSJdM8\n/r59+3j48CFnzpwB4NChQ8TGxuLk5GScXKZt27b88MMPfP755/Tt25cSJUpw4sQJ5s+fj7u7O1Wr\nVjWW99dff3HlyhXjmNWzZ8+yfft2ABo0aGC8bz179uTatWvGtSujoqKYOnUqzZs3x9nZmcTERP74\n4w+WL19O/fr1TVojN27cyOjRo03WO3zeDNf43r179OrVC29vb1xcXLC3t2f37t3ExcWZdKs2P7/U\nPHr0yLhMzPnz5wHYsWMHOp0OZ2dnYytg9+7dGTBgAH5+fnzyySc4OjqyZ88etm7dSu/evY0tlQsX\nLmTJkiW0a9eOsmXLmqxLWbhwYZNW5QoVKtCmTRsmTZpkTJsxYwbu7u4UKFCAS5cuERoaioODA0OH\nDn2GqyeEEEL8Q9aQFOYkkBQmHB0dad68OevXr6dly5YWE32ktv6gNUFBQcaWKTs7O1auXMnKlSuN\nk80Y+Pj4YGdnR2hoKBs3bqRAgQJ4e3ubfAm2s7NjyZIlzJ8/n7Vr1/J///d/FCxYkCpVqjBw4EBK\nlChhzPvgwQMcHR0txtKZs7Ozs6lV0Dzv9OnTWb58ORs2bCAkJAQHBwfeeustvLy8KFKkCKCN01u8\neDETJ04kMDAQJycnWrVqRcOGDa1OdmNYLzM9gYGBxmVC7OzsjBP3vPXWW+zevRuAkiVLsm7dOubO\nncvs2bO5c+cOJUuWpFOnTvTt29ekvFWrVrFp0yZjedu3b2f79u3Y2dmxe/duY0CenJzM06dPjfsV\nLVqUggULEhISwq1bt8idOzdlypRh5MiRdOjQweQYhmU20hsfaut9MeyTVrqjoyNubm6sW7eOK1eu\nkCNHDt5++21mzJhhstyH+fml5tatWwwaNMjkOF9++SWgtep/++23gPZgZtGiRSxYsIAxY8bw+PFj\nypYtS0BAAJ06dTLuf+DAAezs7NiwYQMbNmwwOVbK8gx1NF83NTY2lm+++cbYVbZJkyYMHDgw3d8B\nIYQQQojMssuqBchfJYqilAPO7969G2dn5+yujrBR586dqVChAuPGjcvuqogUhg4dyv3791mwYEF2\nV0UIIYQQNjJ0bU2pbI9u0iL5AouJiTEMl3FRVfVCVpcvLZLilfLw4UNUVWXWrFnZXRVhJiIigjlz\n5mR3NYQQQgiRCbKGpDAngaR4pTg5ORkXYhcvln379mV3FYQQQgjxDGQNSZGSBJJCCCGEEEKIdD3r\n8h9hp3dk+3J3IutIICmEEEIIIYRIk/kYScO/MxpMhp3ewarIMON7w78lmHx5yTqSQgghhBBCiDSl\ntvxHRhlaItNLEy8PCSSFEEIIIYQQQthEAkkhhBBCCCFEmkp37pihtNR0cGuRoTTx8pAxkkIIIYQQ\nQog0PevyH4axkDLZzqtDAkkhhBBCCCFEup51+Q+f9z+S4PEVIoGkEEIIIYQQIl3PuvyHeLVIICno\n168fERER/PLLLzg4OFhsv3//Pp6enjRv3pxvv/02Q2VGRkayZs0a/vzzT65fv07BggWpWrUqgwYN\nwtnZ2Zjv/PnzrFixgt9++41r167x5ptv4uHhwZdffomrq6tJmf7+/hw/fpzr16+TnJxMmTJl6NCh\nA5988gk5crxcw303btzI6NGj2bNnD6VKlbJp34SEBIKDgzlx4gQnT57kwYMHLFu2jBo1aljkjYmJ\nYe7cuRw+fJg7d+5QokQJmjdvjq+vL05OToBt9yA1u3btIjg4mL///psiRYrQoUMHfH19X7r7klFn\nzpxhxYoVnDhxgjNnzpCUlERUVJTVvBEREcybN4+oqCgeP35MuXLl6Nq1K+3atbPIe+zYMYKCgoiM\njCQpKQlnZ2f69u3Lxx9/nGZ9bt++zbRp09i7dy8PHjxAURQGDhyIp6dnlpyvEEII8azLf4hXjwSS\ngrZt27Jnzx727t1L06ZNLbbv2LGDR48e0aZNxv9QhIeH8/fff9OjRw/Kly/P9evX+e6772jXrh2b\nN2+mRIkSAPz6668cOnSIdu3a4e7uzr179wgNDaVTp06sWrUKNzc3Y5mPHz+me/fulClTBjs7Ow4c\nOMCkSZO4dOkSo0ePfvYL8ZK4c+cOGzduxM3NDU9PT3766Sfs7Ows8iUkJNCrVy8ABg0aRKlSpYiM\njCQoKIiLFy8ya9YswLZ7YM2BAwcYOHAg7du3Z/To0Zw6dYqZM2eSkJDAsGHDsvz8XwSnTp1i//79\neHh44ODgwPHjx1PN17t3b6pUqcKkSZNwcnIiPDycr776isTERLp06WLMu3fvXgYMGECrVq2YMWMG\n9vb2nD17lsTExDTrkpiYSM+ePYmLi2PEiBEUKVKEdevW4efnx+LFi60+YBBCCCFsldryH7YEkmGn\nd8gYyVeJTqeTH7Of8uXLlytfvrzu8uXLutdBYmKirmbNmrq+ffta3d6tWzddw4YNbSozNjbWIu3K\nlSs6V1dX3Zw5c4xpt2/ftsh37949XfXq1XUjRoxI9zhDhgzRValSxaa6vQg2bNigUxRFd+XKlWcq\n59dff9UpiqI7fPiwxbb9+/frFEXR/fLLLybp06dP11WoUEH36NEjnU737PegdevWum7dupmkBQcH\n69zc3HQ3b9605XRS9fjx4ywpJ6skJycb/z1z5kydoihW802fPl3n7u6ue/DggUl6p06ddJ06dTK+\nv3fvnq5WrVq6b775xua6hIWFWf0MtGrVSte+fXubyxNCCCGsOdi+s+4X77YmPwfbd87w/ptObdd1\nWONn8rPp1PbnWGNx+fJlXfny5XXly5cvp3sOMdOr2e/sJbR+TzTtRv5Iu5E/sn5P9L96bHt7e1q2\nbMn+/fu5e/euybarV68SERFB69atbSqzUKFCFmmlSpWiUKFC3Lhxw5hWsGBBi3x58uShbNmyJvlS\nkz9/fnLlylzD+qhRo6hfvz6RkZF06tSJihUr0qxZM/bu3QvAwoULadiwIdWqVaN///7cvn3bZP+k\npCQWLFhAs2bN8PDwwMvLiylTpli0IF2+fJkvvviCSpUqUbt2bSZNmpRuK1NWSE5OBiBv3rwm6Xnz\n5jX+AYBnuwfXrl0jKioKb29vk/TWrVuTlJTE/v37ba53UFAQrq6uREdH8+mnn1K5cmUGDx4MgKur\nK7NnzyY0NJQGDRpQuXJlfH19uX37Njdu3OA///kPVatWpWHDhnz//fcm5d68eZORI0fi5eWFh4cH\nnp6e+Pn5WdzXjLDWAmzN06dPyZUrF7lz5zZJf/PNN43XH2D79u3cuXOHPn362FyX48eP4+TkRPXq\n1U3S69aty19//ZWh3yMhhBAiPc+6/IehJTK9NPHykEDyBbB+TzRLt54iMSmZxKRklm499a8Hkz4+\nPiQlJbF1q+kv9JYtW9DpdPj4+ADa2D5XV1f++OMPm49x7tw5YmNjeeedd9LMd/fuXaKjo1PNl5SU\nRHx8PDt27CAsLIzu3bvbXBeD+/fv4+/vT6dOnQgODqZw4cIMHDiQiRMncuTIEcaPH4+/vz+///47\nEyZMMNl3+PDhhISE4O3tzcKFC/H19WX9+vUm3TkTExPp3bs3UVFRBAQEMHnyZGJiYpg/f75FXQwB\n1NWrVzN9PinVqVOH9957j2nTpnHu3DkSEhL47bffWLZsGZ07d7YIblJK7x4YREdrn9Py5cubpDs7\nO+Pk5MS5c+cyXf9+/fpRs2ZNQkJCjF10ATZv3kxERASBgYGMGTOGiIgIhg8fTr9+/XBzcyM4OBgv\nLy9mzJjBvn37jPuNGDGC48ePM3LkSH744QfGjBlDiRIlePjwoTFP9+7dadSoUabrbK59+/bkzJmT\nr7/+mhs3bhAfH8/atWs5dOgQPXv2NOb7888/yZ8/P1FRUbRq1Qo3NzcaNGhAcHCw8YFAanLkyEHO\nnDkt0g3jnQ33SAghhHhWdvr/b+xy5qRsj24yPvI1J2MkXwCrd1hO0rF6RxTtG733r9XB3d2dd999\nl82bN9O1a1dj+ubNm6lUqRJly5YFtC+tuXLlynCLjEFSUhIBAQEULlyY9u3bp5l34sSJ2NnZmXzR\nNvj555/p27ev8X2fPn0YMGCATXVJKSEhgcDAQKpVqwZAsWLFaN26NQcPHmTbtm3G84yOjmbFihXo\ndDrs7OyIiIggPDycqVOnGlvjateuTf78+Rk+fDhRUVG4uroSFhZGTEwMa9eu5YMPPgCgXr16tGrV\nyqKlKLPXNjX29vYsXboUPz8/WrT4Z8Hfjh07Mnbs2DT3TesepBQXFwdAvnz5LLbly5fPuD0zevTo\nYfUhgaOjI999951xIp/o6GiWLFnCoEGD8PPzA6BGjRrs2rWL7du3U79+fUCbyGbo0KG0bNnSWFaz\nZs1Mys6ZMyf29vaZrrO5t99+m0WLFtGvXz9WrlwJQK5cuQgMDDSZQOfGjRs8evSIYcOG0b9/f9zc\n3Pj111+ZP38+9+7dw9/fP81j3L9/n3PnzpkE/kePHgV4pnsghBBCgOVEO7qnT20uo4NbC1ZFhlmk\niZeXtEgKIx8fHyIjI7lw4QKgzbx6/vx5k0l2fHx8OHHihDHwyqgJEyZw7Ngxpk2bZtHVMqUFCxaw\ndetWxo4dS+nSpS22V69enQ0bNrBkyRJ8fX1ZtmyZcdKYzHjjjTdMzsXFxQXQWvNSBnQuLi4kJSUZ\ng78DBw5gb29P06ZNSUpKMv7UrVsX0GbqBO3LfKlSpYxBJGjdIps1a2bStRGgf//+nDhxgpIlS2b6\nfFJ68OABn332GfHx8UybNo0VK1YwYsQItm7dSmBgYKr7pXcPMsr8/GzVpEkTq+l169Y1mQ3WcM9S\nzlCaM2dOypQpw/Xr141pHh4ehIaGsmzZMlRVtVq/JUuWsGPHjmeqd0pnzpzB19eX999/nwULFrBk\nyXeQ1AMAACAASURBVBI6d+5MQEAAP/74ozGfTqfj8ePH9O/fn169elG9enUGDRpEhw4dWLlyJffv\n30/1GK1ataJgwYKMGjWKM2fOcPv2bUJCQvjzzz+BjHfDFUIIIVKT2kQ7tvB5/yM++cAH+5z22Oe0\n55MPfGSynZectEi+ALp85MrSracs0v5t3t7ezJw5k7CwMAYNGkRYWBiOjo7pLj2QnunTp7Nu3Tqm\nTJlCnTp1Us23evVqZs2axeDBg2nbtq3VPHny5DHOIlqrVi3s7e357rvv6Nq1K8WKFbO5buYtaYbu\ngObphlYqw9jG2NhYnjx5QqVKlSzKtLOzM441vXnzJoULF7bIYy0tq61bt45Tp06xc+dOY0BYrVo1\n8ubNy9ixY+ncubPF8h4ZuQcpGa5TfHy8xbZ79+6RP3/+TNe/aNGiaR7TwHBvzI9lb2/P48ePje9n\nz55NcHAwoaGhfPPNNxQtWpTOnTvTr1+/5xZszZkzh3z58hESEmIcy1urVi3u3r3LpEmTaNWqFQAF\nChQAMD6IMKhbty5r1qzh3LlzVKxY0eox8ubNS1BQEKNGjTK2jpctW5YBAwYwZ86cVK+jEEII8W/z\nef8jCR5fIRJIvgAMXVgNXVy7fOT6r3ZrNShWrBh16tRhy5Yt9O/fn23bttGwYcM0WxDTM3/+fEJD\nQxk7dqzFhCwphYWFMWHCBPr06YOvr2+Gy3dzcyM5OZmYmJhMBZKZbTUrUKAAjo6OrFq1yup2Q12K\nFi1qdZxgbGxspo5ri3PnzpE/f36LVkUPDw8A/v77b5NAMjP34L33tM/pmTNnTAKdmJgYHj58yLvv\nvpvp+md1cFeoUCHGjRvHuHHjuHDhAps2bSIoKIhChQqZLMORlc6ePYuiKBYTQnl4ePC///2P2NhY\nChcu/EzXCbQHBLt27eLSpUs8ffoUFxcXFi5ciJOTE+7u7s9UthBCCFG6c0eTrq2GNPF6y7ZAUlGU\n9kA3oApQBLgEbAS+UVX1vlneWsB4oCZgD/wNTFJV9b8p8uQGJurLzA8cA0aqqnrguZ9MFmjf6L1s\nCR7NtWnThqFDhzJjxgzu3r1r09qR5pYtW8acOXMYMmSIybhLczt37uSrr76iQ4cOjBgxwqZjHD58\nmBw5cmS6C2Zmg5V69eoRGhpKfHw8tWvXTjVflSpV2LRpE8ePHzcGWsnJyYSHhz/3LofFixcnLi6O\nS5cuUaZMGWO6Yc3D4sWLG9Myew9KlSqFq6srP/74Ix06dDCmb9myBXt7e+rVq5cFZ5L1ypUrx+DB\ng1mzZg1nz559bscpUaIEUVFRPHnyxGTsZWRkJLlz5za2ojZp0oS5c+dy4MABY3AOWhfq3LlzW0xm\nlBrDfU5ISGDdunV4e3unOamSEEIIkRGGSXUM3VlLd+6YqYl2ZB3JV0t2tkgOBWKAUfrXymjBYkNF\nUeqoqqoDUBSlBVqAuRLoAiQCboCjWXmLgI+BYWiB5gBgh6IotVVVtb5auLDQuHFj8uTJw9KlSylS\npAheXl4m28PCwhg9ejRLly61WG4gpa1bt/LNN9/g5eVFzZo1Ofb/7N19fFTlmT/+z8wkAaoodQE1\nBJEu8Q4JYon2gbq7tqn9oqJCmoBEImBd2tKtdlu7q21ZMZbah63fn6t2rWvdCgYRyZggG/2m1nS1\nq9RWA0WScBssBYdUAR/RFZPMzO+PmTPOw33OnDNzZubMmc/79coLcs6ZkzsPhLnmuu7r2rUrdm7i\nxImxpiB/+MMf8K1vfQtCCDQ2NiZcV1FRgdraWgCRYe2PPPIIGhoacNppp+G9997D008/ja1bt+KK\nK65IKN+788478bOf/Qy9vb2orKw0/HwzzUh+8pOfxMKFC/GNb3wDq1atwtlnnw2v14tDhw7h6aef\nxre//W2ceeaZWLx4Mf7jP/4DX//61/Gtb30Lp5xyCjZv3oz33nsv5WPfdddduPvuu/HrX/867T7J\np556Cu+//z5eeuklAMBzzz2H119/HRMmTIg1l/niF7+IX/7yl1i9ejXWrFmD0047DXv27MHdd9+N\nOXPm4NxzzwVg/nsAACtXrsRf/vIX/OpXv4od++Y3v4mvfvWruOmmm7Bw4UIMDg7i5z//OVasWJFQ\nwvvII4/gu9/9Lh544AHDnx07aV/jY8eOYdWqVbj88ssxc+ZMlJeX48knn8Tbb7+dUE6q+vxUjh8/\nHhsTs3//fgBAT08PwuEwqqqqYlnAq666Cl//+tfx1a9+FVdeeSXGjRuH3t5edHd34+qrr45lKqur\nq9HY2Ig77rgDoVAItbW1ePbZZ9HR0YGvfe1rmDBhQuxj19bWorGxET/4wQ9ix2677TbMmTMHkyZN\nwsGDB/GLX/wCFRUVuP7667P/IhIRESESTGbTpbVrsCeh2Y72dwaTxauQgeSlUsr4+r6nhRBvANgA\n4LMAfiOEmAjglwB+JqX8Vty1vfE3EkKcg0iQebWUckP02NMA+gHcAsDaEMQSNm7cOFx88cXo6OjA\npZdemtDUBEDC/EEj//M//wOPx4Pf/va3+O1vE5PCn/zkJ7Fx40YAkQBodHQUg4ODKeWF06ZNw5NP\nPgkgkmkJh8O4/fbb8frrr+Okk07CmWeeiZ/85CcJHUmBSJOZcePGKTuJxvN4PJaygsnX/vSnP8UD\nDzwAv9+Pn//856ioqMC0adPwt3/7t5g8eTKAyD69//zP/8T3v/99tLW1YcKECbjsssvwuc99Djff\nfHPKxwiFQqa+vm1tbbExIR6PB3fddReAxK/Z6aefjq1bt+KOO+7A7bffjjfffBOnn346rrjiioTO\nt2a/B9r6gkmd2i644ALccccduOuuu9DZ2YkpU6bgq1/9asLHABAbs5Fuf6jV74v2GKPj48aNQ11d\nHbZu3YpDhw7B6/XiYx/7GG677baEcR+qz0/l6NGj+Md//MeEj/ONb3wDQCSr/8Mf/hBA5IWZ++67\nD/fccw/Wrl2LDz74ADNmzMC6detwxRVXJNzzlltuwamnnor29nYcPXoUVVVV+M53vpPSuTYUCqWM\nBHn99ddx6623xkplv/CFL+C6665L+2+AiIgoX/TmSDKQLF6ebDsr2kkIMRuR4O8qKeUmIcSXAPwC\nwHQp5SGDx/0LgLUATpZSHo87fjMiGc+JUspRC+s4E8D+J598ElVVVRl9LlQ4y5YtQ21tLW666aZC\nL4XiXH/99Xj33Xdxzz33FHopRERElGfLO67DaDDx6Xi5rxybmu8o0IrcLxAI4POf/zwAzJRS/tnu\n+ztt/McF0T8Ho3/+DYA3AJwjhHhRCDEqhDgohLhJCBG/9joAf4oPIqMGAFQAyK6TBRWN999/H1JK\nrF69utBLoSTPP/98SpaSiIiISoNqZiTnSBY3x3RtFUJMQ6QM9QkpZV/0cCWAjyCyP/IWAC8A+AKA\nfwEwCYBW7noKgDcVt30j7jyVgAkTJsQGsZOzPPXUU4VeAhERERWIVsLKZjvu4YhAUghxIoBtiDTS\nuTrulBfAeADflVLeHj32tBDirwD8gxBinZTyWH5XS0RERERUWgL+zqy7tnKOpLsUvLRVCDEBwHYA\nZwJYIKUcjjutNeN5IulhTyAyBkRrJ/km1FlH7dgbinNERERERJRGwN+JAxvbERoZQWhkBAc2tiPg\n7yz0sqjAChpICiHKAXQgMkvyEillf9Ile0zeqh/AzOgsyXi1iGQ5czcojoiIiIjIxbRMZLpjRroG\ne7C84zos77gOXYM9di2NCqhggWS0Wc4mREZ9LJZS/l5xmTZs5qKk4xcBeB/Ai9H3H0UkQ7k07v5l\nAK4A0GOlYysREREREdlHmyE5GhzFaHAUD+7uYjDpAoXcI/kzAM0AfgDgfSHEp+POvSKlPCSl7BdC\n3A/glmjguRPAhQCuAXCLlPJ/AUBKuUsIsQXA7dEs558BrAEwA5H5kkRERERElIHpy5biwMb2lGNm\ncYakOxUykLwIQBjA96Jv8W5GpEsrAHwFwCEA1wI4FcB+AN+UUt6Z9JirEQlK1yPS0XUXgIuklLty\nsXgiIiIiIqJSVbBAUko50+R1o4iM+/iXNNcdB3B99I2IiIiIiGygt0fSbOfWJXUL8eDurpRjVNwc\nMf6DiIiIiIjciTMk3YmBZB519A5hc89eAEDLgho0N1QXeEVERERERMay3SMJcIakGzGQzJOO3iFs\n6B6Iva/9ncEkERERETmZVsKqlbhOX7bUdFmrpmuwhxlJl2EgmQfJQaRmc89eBpJERERE5HhVTY2W\ng0eNNv5Do/2dwWRxK9gcyVKhF0QSEREREZUCvfEfVNyYkcwxbU+kSsuCmjyuhIiIiIjIuoC/M6uy\nVnInZiQLiGWtRERERORkAX8nDmxsR2hkBKGRERzY2I6Av9PSPVSjPjj+o/gxkMyxObMm657r6B3K\n40qIiIiIiKzRmyFpxeLZC3Dl3MUo95Wj3FeOK+cu5v5IF2Bpaw509A5h42MDCIeNr2OzHSIiIiIq\nBRz/4T7MSNpMa66TLogkIiIiInI61bxIqzMkyZ2YkbSZUXOdZEZlr0REREREhWbHDEmAcyTdiIGk\nzYIh86nIPfuO5nAlRERERESFxzmS7sTSVpuFWNNKRERERC5hR9dWzpF0JwaSNrMSR7K0lYiIiIic\nzI6ureRODCRtZHWcR9/ewxwBQkRERESuxjmS7sRA0kZWGu1o2h8fzMFKiIiIiIiyZ0fXVs6RdCc2\n2ykwK815iIiIiIjyya6urZwj6T4MJG00Z9Zk9O09bOkxPq8nR6shIiIiIspeVVNjRsGjhqM/3ImB\npI0yGefRevHsHKyEiIiIiKjwOPrDvRhIGnh8x5/x/57fCQBoWVCD5oZqy/fweT2xrGPLghoAH+6l\nzPSeRERERETFQG/0BwPJ4sdA0oC/dwjlHzkFALChewAADAM/VWnrOWdNQdvq+QnHGDwSERERUbEI\n+Duz3iNJ7sOurRZowaQeVWlrJuWuREREREROEPB34sDGdoRGRhAaGcGBje0I+DtNP56jP9yLgaRF\n6+7doXvOTAfWjt4hNN2wHU03bOcMSSIiIiJyNC0Tme6YHo7+cC+Wtlqk15W1o3dIGUhq+yK1a+Kz\nmmbKZYmIiIiIihlHf7gTM5I20RroxPN5PQlBouoa1TEiIiIiIieYvmypqWNUehhIWuTRGftopqyV\niIiIiKjYeHy+2J8zVrSy2Q4BYCBp2TwxNePHxpe5Gh0jIiIiIio0rdFOOBgEgNifVnUN9mB5x3VY\n3nEdugZ77FwiFRADSYv69h5WNskJhdNnJJsbqrFyYS0qyryoKPNi5cJa7o8kIiIiIkfKttEOEAki\nH9zdhdHgKEaDo3hwdxeDSZdgs50MbO7ZmxAArrt3B0zEkQAiwSSDRyIiIiIqBVv7u5XH2Hyn+DEj\nmaWO3iHdTq4+r3pDJUeAEBEREZHTsdEOGWEgmYE5sybH/h4/ziOZav+jNgJkZCyEkbEQNnQPMJgk\nIiIiIsepamrEjBWt8FZUwFtRkVGjnSV1C00do+LDQDIDe/YdBQB85Ue/NrxOVcLKESBEREREVCoW\nz16AK+cuRrmvHOW+clw5dzHLWl2CeyQz1NE7hOEj7+me1ytrJSIiIiIqBlrXVo32dytZya7Bntg+\nySV1CxlEuggzkhmY/NEJaH980PCa1otnK49zBAgRERERFYNsu7ayY6u7MSOZAaNMJADDsR7aca2c\ntWVBDbu4EhEREZErdPQOxZ7neipfgve0xPPs2OoeDCRtZmY2JEeAEBEREZHTTV+2NKG0VTumR2sq\nGXNwFspCQZRX7s/VEqmAWNqaRn3NVNPXejzqBjtERERERMWmqqkRk+rnxd6fVD/PcH+kqoHk2KFZ\nCe+zY6t7MJA00NRQjbbV85XBpEfRS6fcZ+7LyTmSREREROR0AX8n3urbGXv/rb6dCPg7Ld3D5/Wx\nY6tLMZA0cPH8MwEAbavnY+XCWlSUeVFR5kV9zVSEw6nXm2mawzmSRERERFQMrDbbUT0Xbr2oFpua\n78Cm5jsYRLoMA8kM/PGlIynHfF6PqbJWzpEkIiIiIjdqbqhOqOSrr5nKbV8uxmY7JqRsHFbg3Egi\nIiIicpNMmu307T0ce79v72G0PdSNl8oiIz84R9JdmJE0wUzG0OwsSM6RJCIiIqJi4fH5Yn/OWNFq\nudnO889/wDmSLsVAMs+aG6oT9luaGRdCRERERJRPAX8nDmxsRzgYBIDYn9na2t9ty32o8BhImjBn\n1uS011jZ59jcUA3/jy+D/8eXMYgkIiIiIsex2mgHUFfZlU3bZ9uayFm4R9KEPfuOFnoJRERERESO\npiVItATL3Hle9Hv2J1zDOZLuwUDSJlb2OXb0DsX+gbUsqGFWkoiIiIgcxWqjHU1zQ3XCc9uuwbJY\nOSub7bgLA0kTWhbUpO3aalZyB1jt7wwmiYiIiMhtFs9ewODRpbhH0oTmhuq04z3M7pHkHEkiIiIi\ncrpM9kgCkaRJ0w3b0XTDdnT0DqFrsAfLO67D8o7r2LHVZZiRNOmcs6YkzMUhIiIiIqIPqSrvyqok\nyitHAQAP7u4CAGYoXYIZSZPSNdzhHEkiIiIicgvVfsh0eyRVVXZjh2YlvM/xH+7BjKQN6mummt7j\nqF3X/vgggqFw2pJZIiIiIiIip2FG0iSjrGEm40GCoXDszw3dA+joHcp4bUREREREdsrVHEmO/3AP\nBpImNTdUw6OTPNSCQrPYcIeIiIiInCwcDFp+THNDNVYurEVFmRcVZV6sXFiLlRedg3JfOcp95bhy\n7mLuj3QRlrbaIBS2FkgSERERETlVwN+pDCQzmSMJVDN4dClmJC3QixetxpGqtP/IWAiL/+lRlrgS\nERERUUGpSlg9Ph+qmhot3YejP9yNGUkLfF6PsozVasMc7VWajY8NJASh2n7J+GuIiIiIiPIpk7JW\nIDL+Q9uuNXeeF/2e/4qd4+gP92FG0oLWi2dbOp6OXiZz42MD6hNERERERA6kzZAcGQthZCyE5/8w\nhtHhmQnXcPSHuzCQtEDbQKxlIH1eD1YurM0oe2gULHLLJREREREVEzMzJMldWNpqUeoGYus6eofS\nBosdvUMsbyUiIiIi1+DoD3dhRrIAzIz64DgQIiIiIioEj89n6lg8VTPJ884bx9EfLsZAkoiIiIiI\nYk6aU5dyLN3oD9UMyXPOYfGjm/G7WwAtC2pi3VmNriEiIiIiyqeAvxNv9e1MODapfp6p0R/xW8C6\nBntinVoBdm11I2YkC6C5odryyBAiIiIiolxTzZB8Z0+/5fuoOrSya6u7MJAskHQjQ7hHkoiIiIiI\nnIqBZIHE15ETERERETmBai9kuv2Rmo7eITTdsB1NN2zHWWOpJazs2uouBdsjKYRoBtAKoB7AZAAH\nATwC4FYp5bs6j/k5gC8D2CSlvCrp3HgA34/e82QAuwDcIKX8bc4+iSxpdeTaANd43CNJRERERMUi\n+fns838I4bxPXIqXynoARIJI7o90l0Kmw64HMArgRgAXAbgbwBoATwghUjYQCiHOB7AcwDsAVFMY\n7wPw9wDWAlgI4C8AeoQQ5+Rk9TZqbqhGfc3U2Pv1NVM5Q5KIiIiI8k61R1J1LJlqW9bOvjFb1kTO\nVMiurZdKKV+Pe/9pIcQbADYA+CyA32gnhBDlAO4BsB7AV5NvFA0WWwBcLaXcED32NIB+ALcAWJSj\nz8EWHb1D6Nt7OPZ+397D6OgdYjBJRERERHkVDgZtu1cwFMRocBQAu7a6UcEykklBpOb56J+VScf/\nCYAHwG3RP5Ndjkh2c0vc/YMAHgKwIBqIOpbqFRw22yEiIiKifAr4O5WBpJk9kqptWWXT9iW8z66t\n7uK0Ti8XRP8c1A4IIWYB+B6Ar0kp9fLjdQD+JKU8nnR8AEAFgFl2L5SIiIiIyC0C/k4c2Niectzj\n85meIak1kqwo82LcGftQXrk/F0slhyhkaWsCIcQ0RMpQn5BS9sWduhuAX0r5VPR91f7IUwC8qTj+\nRtx5x2pZUJPSbGfOrMkFWg0RERERlRK9IBKIBJJmaY0kAaBrsAcP7k7MSLJrq7s4IiMphDgRwDYA\nIwCujjveCuBcRBrzuFZysx3gw32SRERERES5dHDTZt1zJ82py/i+Xk8k1PB5vLhy7mLuj3SZggeS\nQogJALYDOBPAAinlcPT4iQD+L4CfABgVQkwSQkwC4ANQIYQ4WQihZVTfhDrrqB17Q3HOUfbsO5py\njPskiYiIiCjXjBrsvP3H3ZbvF8lGdiEUDgEAgtE/yV0KGkhGm+B0IDJL8hIpZX/c6cnRt1sRCQS1\ntyoASxEJHi+JXtsPYGZ0lmS8WkSynPtAREREREQpjMpXrXRx7egdQtMN23Hffe9hdHhmwjk22nGf\nggWSQggvgE2IjPpYLKX8fdIlfwHwueh57e1zAF4D8ET0/Wei1z4KoByRAFO7fxmAKwD0SClHc/JJ\n2EjV6Up1jIiIiIjITiefM1f3nNk9kh29Q9jQPYCRsRAQ9mEsIFKCSXKXQjbb+RmAZgA/APC+EOLT\ncedekVIeAvBU8oOEEB8AeE1K+bR2TEq5SwixBcDt0SznnwGsATADkfmSRERERESk8NbOXbrnzlhu\n7qm0akvW2KFZsc6tbLTjPoUsbb0IkQ6s3wPwbNLbNQaPU3VtBSJNen4JYD2A/wIwDcBFUkr9fxkO\nwlmSRERERJRvL6y5Fgirn17PWNFqavQHlaaCZSSllBnluvUeF50heT1c3uGViIiIiMgOAX8njg8P\nK89ZDSJV4+zKpn3YpmRrfze7trpMwbu2UoRqbiRnSRIRERFRrrzy0MO656xmIpsbqrFyYS0qyryA\nJ4iyKhkrayV3KuQeSYqjGv/xx5eOFGAlRERERFQKdDuyejwZ3a+5oRrNDdXR8R+JQST3SLoPM5IO\nFgyF0dE7VOhlEBEREZEL6QWSM65anueVUDFiIOkQeqM+2HCHiIiIiMwK+DuxY0kLdixpQcDfaXid\nnmwb7KhmRnKOpPuwtNUhmhuq0f74IIIhvaa0RERERET6+tvW462+nbH3D2xsB6AODPX2R5qdG5ms\no3colgDxVM6A97R9aR5BxY4ZSQc556wpKcfYcIeIiIiI0gn4OxOCSM2BBzZZuo/ZuZHxOnqHsKF7\nACNjIYyMhfDBwVkYHU4ctMA9ku7DQNJBVA13VMeIiIiIiOLpdmANh/Fc66qUwyfNqUs5Nr6yMqOy\nVtVWrLFDswAAPo8XV85dzNEfLsRA0kFUZa0sdSUiIiIiIwF/J0IjI7rnx44dQ3/b+oTrVdnLkaP2\nJzCC4ZDt9yRnYCDpcKEwA0kiIiIiUnthzbWxvZBGtMAx4O80db0VqqaRZdM+3CPJRjvuxEDSQXze\n1Jk94TA4AoSIiIiIUvS3rcfx4WHT1wf8nTi4abPueVW5qxnNDdVYubAWFWVewBNEWZVEeeX+9A+k\nosZA0kE4AoSIiIiIzFKVpxo58MAm3dmRAPDOnv6M19LcUA3/jy/DNdeckBJEstGOOzGQdJDmhmpl\nVpKIiIiISkN/23o8s6gJzyxqStjXaIs8bJlaPHsBPn5abez9j59Wy0Y7LsVA0mE4AoSIiIioNL2w\n5tqELONbfTt1g8mAv9P2jz992dKMH9vRO4SmG7Zj8T9vwx/63o8d3/XqALoGe+xYHjkMA0mH+eNL\nR1KO7ZSHC7ASIiIiIsqXgL9Tud9Rr3xVd9xHhmasaM1o9AeQOEcyGATGAiJhjiSb7bgTA0mHUY37\nYMMdIiIiInczaoKjykoa7XW06vxt/oyDSMB4jiS5FwNJh9HbI7mhe4DBJBEREZFLGQWGVpvqAMCk\n+nkYX1mZ/kJP7vtzsNmOOzGQdJjWi2frnmMwSURERFSadixpMX3tpPp5qFu3FufefWfaaz3e7MMB\nozmSbLbjXgwkHaa5odrwhaH2xwfztxgiIiIiyjkzjXNCIyN4ZlFT7NpwKJRyjcfnw/nb/Khbtzbu\noHHG0ePzWVusQvwcSZ8PCXMk2WzHvcoKvQBKVe7zYmQs9ZcDoN5DqenoHUL744MIhsLweT1ovXg2\nmhuqc7VMIiIiIrKBlcY5Bza24+09/cpRHsqgMM3Ij2w6tcZrbqhGc0M1lndch9HgaMK5rf3dzEq6\nEDOSDqQqD4inKm/VumVpgWYwFGYpLBEREVERCI2Opr8ojt6eSVVQaJRxzKZTKxEDSQdKl0VUdcZS\nHTM6TkRERESFF/B3ps0amqUKCs9Ynrq3clL9vKw7teqpm5L6PJbNdtyJpa0O5fHo/04ZDYZw2fXb\nAAD1NVPRtnp+HldGRERERHY5sLE9p/fXgkWtfHb6sqU5CSA7eofQ/v8GEAxNQ9m092N7JNlsx70Y\nSDrUiktqsaF7QHkuPsDs23sYV970GObMmoy+vYdTrp0za3KulkhEREREWTBssmOUVVBdblDCWtXU\nmNMSVm2LVYQPYwEBACiv3I/+I9xm5VYsbXWo+O5X6cb7HHtvFDtlahAJAHv2Hc3B6oiIiIgoWwce\n2KR7zltejhkrWk3fS1XCmi+qrVRjh2YVYCWUTwwkHay5oRotC2pMvRhlU2k9EREREeVBur2RWgmq\n2WDSqU1zuD/SvRhIOly2zXLSdYAlIiIiovwzGvkR3021qqkx7SzIQlM93yybto/7I12OgaSL+bwe\nzpEkIiIicqBwMKg8rhrJMeOq5Yb3MtofmQ/aliyfD4AniLIqifLK/dj16gC6BnsKujbKHQaSDpdN\nRvGcs6bYuBIiIiIiyimPR1mimq5stZD7IzXNDdU44ZNPYsInnoh1bAWArf3dBVwV5RIDSRfr23sY\nHb3slEVERETkNKosore8PKN7FXp/ZEfvEJpu2I53fvdZjA7PLOhaKH8YSDpctnsks308EREREdnv\npDl1po5p9MpXC13Wqo3+GBkLAeHI6I/4YLJuCrdZuRUDSSIiIiKiPHtnT7+pYxq98tVCl7WmBHCb\nnQAAIABJREFUG/3BOZLuxUDS4bLtusqurURERETOo9dsR482CkTLQHp8PmVjHqJ8KSv0AshYc0M1\nNnQPWH5cRZkXLQtq2LWViIiIyGEC/k5lIDl92VLDx1U1NToucGxZUJPyXLVs2r7Y3zlH0r0YSLqQ\nzxuZNaSVGjCYJCIiInIO1QxJj8/nuCDRDO155uaevQiGQ/BWvoSy0/fD5/HiirMv5xxJF7MUSAoh\nvFLKUNz7EwGsBHAKgK1SykGb10cA6mumom/vYdPXB0NhBENhAIi9QsRgkoiIiMi5Ct00JxvNDdUo\nO/1PeHB3V+xYMBwyeAS5gek9kkKI/wDQH/d+GYD/AXAHgJsBvCCE+LjdCySgbfV81NdMjb3v8SDh\n/XTYuZWIiIjIOVQlrOnKWp2so3cI9933Ht7/wxcSOrZyhqS7WclI/h2Arrj3mwCcDeBrAHYBeAjA\ndwEU778CB2tbPT/l2GXXbyvASoiIiIiIIrTxH0AkozoWEACA8sr9BVwV5YOVrq2VAP4U9/6lAPZI\nKX8upfwdgHsApEY7VHDs3EpERETkHKo9kqpjxcBo/AdnSLqblUAynHT9ZwE8Gff+YQDm6y0pa6ry\n1vqaqQnH62umcn8kERERkYOERkdTjlkdB1IMOEPS3awEki8DuAgAhBCfATANiYFkFYA37VsapZO8\nd7K+ZirO/uvJCY15+vYeRkcv/xETEREROUHA3wmEw4Vehm1UlW/x4z/IvazskfwZgHuFEHsQCRr/\nDOCJuPN/A+BF+5ZGZiTvnWy6YXvKNZt79jIrSUREROQABza2K48Xa9fW5oZqvPjyUfTtfQ0A4D3p\naGx/JEtb3c10RlJKeR+ALwEYAvAIgAVSyg8AQAgxGcBfAdiSi0USERERERW7gL9T91yxdm3t6B2K\nVsN5AHgQemdKrHMrS1vdzdIcSSnl/QDuVxw/CqDeniVRNloW1MRmR8YfIyIiIqLCMmqoU9XUmMeV\n2Eev2Q67trqflTmS+4UQlxucv1QI8Se981Q47Y8PoumG7dwrSURERFRAeg11JtXPy/NK8mNJ3cJC\nL4FyyEqznRkATjQ4fyKAM7NaDWVN9apQMBTGyFgIG7oHGEwSERERFUg4FFIer1u3Ns8rsc+cWZNT\njmnNdhbPXpDv5VAeWQkk06kC8K6N96McYDBJREREVCAu6tYKxO+P/JD3pCMor9yPcl95gVZF+WK4\nR1IIsQjAorhDXxZCXKi49BQAFwL4nY1rowyo9kgm086zkysRERFRfryw5lrl8WLt1gqoK+FCx04B\nwLLWUpCu2c48AKvi3v+76FuydwHsAPAP9iyLMqUFh2aCSQaSRERERLm3Y0kLQiMjynNnLG/J82ry\ng2Wt7mcYSEopbwZwMwAIIUIArpJSbsr9sigbzQ3VaQNJIFKOwGCSiIiIKHdeWHOtbhAJFG+3VkBd\nCaftjyT3s7JH8mMA9IffkGOsu3eHqetU5QhEREREpS7g78SOJS3YsaTFcPajGceHh21alfOUnf4n\neE86AiAMIBzbH+n12NmGhZzK9BxJKeWfc7gOslHypmciIiIiMifg78SBje2x97W/Z5I5TBeEFvvY\nj/Zf7UHonVmx90PvTMHo8EysvOicAq6K8sV0IAkAQoi/QWQf5F8D+CsAnrjTHgBhKeXH7Fse5dLk\nj04o9BKIiIiIHCU+iIw/9vaefstjOl556GHdc+MrK4t67AcAfPDKzJRjY4dmcX9kiTCddxZCfAnA\n0wAaAYwD8AqAg3FvB6JvVGAeT/prAGD4yHumy2CJiIiI3M4og/hW304817rK8LHJ5bDhYFB57YwV\nrTj37juzWitRoVnJSH4HwACAC6WUr+ZoPWSDFZfUpmx89njUo4v69h5m0x0iIiIqaQF/J1556GHD\npjgAMHbsGPrb1qdkElXlsG/v6VcHkh5PUTfY0XQN9qBs2j6MBUTC8XHT9xdoRZRvVnbCTgdwD4NI\n52tuqMbKhbWoKPOiosyLlQtr4TVIU7LpDhEREZUqLQhMF0Rq3urbmXJMVQ6rug6A+pX9IrS1v1t5\n/OxTa/K8EioUKxnJ/QA+kquFkL2aG6oTsoybe/YiGHLHLy4iIiIiuxx4wPpku2e/uBRnLG9BVVOj\n5a6uHp/P8sdzqrFDs1KO7d4ZApYVYDGUd1Yykj8F8PdCiBNztRjKnZYF+q8OzZk1OY8rISIiInKQ\nDDKE4WAQBza2I+DvxMFNmy099ozlLZY/nhPVTeG2qFJnJSM5BuB1AANCiPsRyVCmFH5LKTfaszSy\nk5adTN47CQB/fOlIvpdDREREVPQOPLDJWiDqkv2RANB/ZAjeiRMQemdKwnGj5AW5i5VA8pdxf9fr\nVRwGwEDSoZobqtH++GBKiWswFGbDHSIiIiopyQ1yVCbVz9Pf6whYzmbOuGq5peud7HhgekoQ6Tv5\nCJ9PlhArgWRDzlZBBbehe4D/8ImIiKgkmAkiZ6xoRVVTI/rb1hsHkyZp93OLkcBfpxwLvnNKAVZC\nhWI6kJRS/ncO10F54vN6dJvuMCtJREREpeCVhx42PH/+Nn/s73Xr1uKZRU0Zf6zxlZWcGUmuZKXZ\nDrmAUd06x4AQERFRKVDOdzQwY0Wr5evP3+bH+dv8rg0iz6h5J+XYeeeNK8BKqFBMZySFEOsQ2QNp\nSEp5S1YropxqbqjGE78/gOEj7xV6KUREREQFEQ6FdM9Nqp+XckwrSU1XDpt8vVt1DfZg+NhhAB9N\nOF439azCLIgKwsoeyXUmr2Mg6XD33HghrrzpMRx7bzThOMeAEBERUUnQaZIzqX4e6tape0pWNTXa\numeymG3t78bYoc+mHN/cs5fbpEqIlUDyY4pjvujxbwCYDGCl2ZsJIZoBtAKojz72IIBHANwqpXw3\nes2FAL4E4NMATgMwDOBXANZJKY8k3W88gO9H73kygF0AbpBS/tb8p1g6PvggtaRjz76jBVgJERER\nUf4E/J3K4x6fTzeIjKddo9ewR5XRJHIjK812/qxz6mUhxK8B/AbA3wP4J5O3vB5AAMCN0T/nAbgZ\nwOeEEJ+RUoYBfBmRoHA9gCEAZwFoA7BACDFXShlfn3kfgEsAfBvAnwB8HUCPEGK+lPKPZj/PUqFq\nuKPXhIeIiIjILfQa7ZyxvMXSfWLlrnGzJI0ymm5SN6Uaf5i2D2MBkXCcMyRLi5WMpC4pZVgI4Qfw\nHZgPJC+VUr4e9/7TQog3AGwA8FlEAtOvSSnj02S/FUK8BOApAEsRnW0phDgHQAuAq6WUG6LHngbQ\nj0ip7aJMPzciIiIicjePz5fRvkat3LXU9B8ZQnllZIvU2KFZAIBx0/ejuYFPuUuJnV1bTwJgenhM\nUhCpeT76Z2X0GlWtZcI1UZcDGAWwJe7+QQAPIZK9LDe7rlLh83psuU9H7xCabtiOphu2o6N3yJZ7\nEhEREeXKSXPqUo6dfM7cAqyk+JVX7seETzyBCZ94AuOmHSj0cijPss5ICiFOBvB5REpVd2V5uwui\nfw5avKYOwJ+klMeTrh0AUAFgVpp7lpyWBTXY0D2QcCwYCqOjdwgvvnwUfXsPAwDqa6aibfV85T3W\n3bsjdh2A2P24yZqIiIic6p09/aaOkb66KdXY9epAyjEqLVbGf4QQGf+hl8p6E8C3Ml2IEGIaImWo\nT0gp+3SumQjgdkQCxK64U6dEP36yN+LOU5zmhmq0Pz6Ysi9y42MDCY3M+vYexrp7d6QEkx29QwlB\npIbduoiIiMjJVDMkrc6VLHUvvpY6e7z/CCvTSo2VjORGxbEwIsHaSwA2SylTJ5OaIIQ4EcA2ACMA\nrta5pgzAZgCnAzhfSqk/AIgypuqGrRcwqrBhDxERETmZ0QxJSq9rsAfBcAijwzNj+yPLpu1D+fRA\ngVdG+Wala+uqXCxACDEBwHYAZwK4QEo5rLjGi0gTngYAC6WUe5IueRPAGYrba5nINxTnKAsMGImI\niKjYBPydylfNPT5fAVZTnLb2d0eCyLiOrWMBgbNOT917Su5mZ7Mdy6JNcDoQmSV5iZRSr0D954h0\naV0mpfyN4nw/gJnRWZLxahHJcu6zacmuYrbhTuWUE3K8EiIiIqLc0xv9MX3Z0jyvpLiNBVK3Me18\ngeXBpcZSsx0hhA+R0tPFAGZGD/8Jkf2Kv7RSbhrNMm5CZNTHpVLK3+tcdxuAawCskFI+qnO7RxGZ\nQbkU0RLcaCnsFQB6pJSjZtdVSubMmqwsW0322uv/m3LM5/Uos5IhVW0sERERlZyAvxMHN22O7T/0\n+Hw4Y3mL48ZlZDr6o1TVTanGDkXLFFarlR7TGUkhxEcA/DeA/wBwIYBx0bf/A+BeAP8dLVM162cA\nmgH8XwDvCyE+Hfc2LfoxbwDwTUTmRe5LuuZj2o2klLsQGf1xuxDiGiHE5xEZ/TEDwDoLayope/ap\npquk0rq5xtMbOBsOg2NAiIiISlzA34kDG9sTmtiEg0Ec2NgeKS8tEI7+yF6kqU5q0GjXaDkqHlZK\nW28CcD6A9QAmSylnSSlnAfgrRLqt/g2sBW0XIfJT+D0Azya9XZN0zZcA7Ei6Zm3S/a5GJOBcD+C/\nAEwDcFE0yKQstT9ufnqKXiMeIiIiKg0HNrZndC7X3v7j7pRjHP1hXVlVatKg9eLZBVgJFZKV0tal\nADZJKW+KPyilfBfAzUKIv45ec6OZm0kpZ5q45nNmFxedIXl99I1MUM2S1JNcrsBgkYiIiFTMZByf\na12FT7Xfn/vFxAn4OznmwwZ1U6rxh1feL/QyyAGsZCSnAfgfg/PPRq+hImF13qPZktU5syZnshwi\nItfpb1uPZxY14ZlFTehvW1/o5RDlxYEHNqW9ZuzYMTzXukr3fMDfiR1LWrBjSYttpbBstGOP/iND\nsbEf8ZhkKD1WAsmjAM42OF8bvYaKiJWOrPHlrXp7JAHzey+JiNysv2093urbGXv/rb6dDCbJ9fTG\na6joBZMvrLkWBza2IzQygtDIiG37KpXZSI+HjXYsCoWY1aUIK4HkfwH4ihDiquQTQohWAF+JXkNF\n5J4bLzR9bXJ5q96manbtIiJCQhBpdIzITfSyfnrGjh1LCBL729bj+HDKSHHL9zXL4y3oJLyi0zXY\ng2A4hLJpqZP1jJIM5E5W9kj+C4DPA9gghFgPQMtfzwZQBeDl6DXkUp5o3NjRO5R2b2VH71CsxKFl\nQY3lMloiIrcK+DuZASHXymQP4isPPRz7N8EXW5xt8+5tAIDyyv0AECtxXXnJ2XyuV4JMvwwjpTwM\n4DwAPwbwvwAuiL4dA/AjAOdFryGXM1MDv6F7ACNjIYyMhbChe4AjQYio5IyvrFQez1VmhcgJwiH1\nSHGPz6f/GBPBp2psB+VfOG7sR3nlfkz4xBOY8IknGESWKCsZSUgp3wLwnegbuUR9zVT07U3/GoDZ\nGZGq0taNjw1klKHs6B1C++ODCIbC8Hk9aL14Nn9ZEVFRGDmq3i/OrpHkajr7I89Y3qI79kMLPo32\nQarGdtjBKMClRF2DPYVeAjmMpUCS3Klt9Xx85Ue/xvCR99Jeu7lnL+bMmmwq8IwXDgMjY5H/KLSy\n2OSAMLkc9sWXjyZ8nGAorPtYIqJCCvg7Y5nG6cuWsnSVSpJeIOjx+WL/JpTBZDT4NMrWh4PBrMrC\n9UZ/sGOreVtefDT299HhmbGy1jNq3inUkqjATJe2CiH+WQixQ+ecRwjxrBCCMxyL1D03XoiVC2tR\nUeZFRZkXKxfWxvZExguGwrZ0ZY3vAAt8uO8yvhxWL1hNfiwRUSEF/J0pHSb729bzCSqVHL1A8Izl\nLQCAqqZG3QygmRmPZsaK6Dm4aXPqQXZstSQYjiQERodnYiwggLAPCPtwcPCj3MJUoqy0qroSwO9V\nJ6SUYQC/A7DcjkVRYTQ3VMP/48vg//FlaG6ohlcVSdokufx142PGzXuMHktEVEiqJ6hv9e3E23v6\nC7AaImeJz0YCHwaVyUztHTY5VkT5UFWQmsX9SpEHkeeFnCFJGiuB5F8DMHq2LwGk/mSR6+SivbOV\n3+U5jG+JiCzTy6Kw+ySVGlVDnJPPmZvwflVTo/I/8nAwaGq/YsbzJFVPHviEwrSuwZ6ERjtEgLVA\nMgzgowbnTwHAHcsuFwqH0dxQjfqaqVnfSyuDsFoOkctMKRGRFZk8qdX2ehG5yQtrrlW+ePKOIjOv\nN7vRTGfW5AqAgL8TO5a0YMeSFsv/rjhD0ryt/d2xv3OGJGms/AvaA6BJCJHyGCGED8AXo9eQS/i8\nilcMw8C6e3dYbrajsqF7AE03bOeeRyIqWpmO8uAIEHKT51pX4fjwsPKc2S7F4VDIVGfW+Bdi+tvW\nK/cnJwv4O5WlT+zYal4o9OH3sbxyPzzj3kUkxxRG5ZQT2ASxRFkJJH8G4FwAjwghaqMNdjxCiDoA\nHdFzd+dikVQYeq8u2RFEakbGQpb3PAZDYW7qJiIicoCAvxNjx45lf6Nw2HTQ+cpDDyPg71RmQN/q\n25mSmdRr0sOGWOZpjXYA4IO95yL8wYkAPAA8GD7yHtbdq+zHSS5nOpCUUm4C8P8BuByRzOP70bcX\nASwC8G9SyvtzsEYqkOaGasduH2AWk4icINMh6XwCS26hNxtSo8r6ZZsJDI2OqruwRsVn/Pvb1us2\nYmDHVnOu6fx2wvuhdyanXGNnkoGKh6XicCnl9QDOB3AXgN9E3+4A8Bkp5TftXx4Vmtn9iBXl+d1n\nwM6tROQEqv1fRKVCVUaaTPWiSdYvpKTJXmrnnmtdxaZXWeoa7MGxkfRzxqk0lVl9gJRyBwDmrynG\n5/XA/6PL8JUf/RrDRyK/bCaeUI5j743m9OOuu3cH2lbPz+nHICLKhVceepjZEAfqb1sfCzwm1c9D\n3bq1BV6Rs6UL0masaFX+nFc1NabNZGYjHAphx5IWhEZGdK/h/khztrz4aML7o8MzAaQmGexowkjF\nx3IgSZRMa8pzz40XJhzv6B1C++ODOcsesoyCiArtpDl1zHgUsYC/UzegeatvJ15Ycy3OvfvOPK+q\nOBh1SPX4fPjMI8YNpTw+X9o9kR6fD+NOPVW3kY+ucNgwiAT051lSovi9kYB6hqTHA76wX6LY95gM\nqTq3JtNrytPcUI2uf70c229bhIoy/qgRkfuY6TKpwj2ShWcURGqODw9zVIsOoz2KZoI0MxlBj8+X\nk0B+fGUlKwJsVO7jc7xSxe88GbJrLlCu5guxeysRFUp/23p1RiVpb/mk+nmYVD8v4X0+iS0sbWyE\nGRzVoqaXTTT7823mxRTtmvh/P9kqmziRWWaTugZ7Uo5xhiTFYyBJhpobqtNmJTf37DV1n8opJ2S0\nhpULa3Vr7818bCIiu8XvpUs246rlOH+bP/Z2clL5q2o8AeWP0fdOJTSa2/3+xcjo59fsvtKqpsaU\nF12U11i4ZzqT6ufhU+3323KvUpC8P5IoGQNJypt7brzQ1Gbs+pqp2H7bothbc0M12lbPN1VmS0SU\na3rz6zTJ2RhVRsuoLJByy/KeVp3REaVM7+fXagMbjzd/T0O9FRVsnmRR8v7I0eGZGAuclXIdX9Qv\nXYb/goUQXxZCnJavxZAzhdL8JzpnVuo8IT1tq+fHAkS9FyL37DuqPN568eyUYyynIKJ8syMIDAeD\nzEoWQKZfc36vEumVtVptYGMUeCaXs2bbZZX7kq3zej4MEyJBpICqYytHspWudC8F/TuAQ0KI3wkh\nviOEqM3HoshZ0r0Yqxf4ZXvfZM0N1QkZzfqaqWhuqM7oYxMRZcqo06RqL5feE1juvcu/TF8EYAbZ\nHKt7f42Cu+TsYbZdVrkv2bplZ18e+7sqE0mULpA8FcDVAA4B+B6APUKIISHET4UQfyuEYK1hCch3\nSalelrGjdyhh5Eff3sNstkNEeaeXGSmbOFFZOlfV1MiZdQXW37YezyxqMnwRYMaKVpy/za88l25M\nRSnRy85m8jNe1dSI8ZWVKcdVL8gYBYKT6ufBW1FheJ6sGzj8EgD92ZEabj0qXYaBpJTydSnlRill\nE4DJAC4D8BsAywE8BeA1IcT9QohGIcRHcr9cKgRVSWm8TMtLVfslK6ecoJtlVNXgsy6fiPJt3Kmn\nphwrmzjRsInHyefMTTl20pw6O5dFOl5Yc23afZHnb/OnzVj1t623c1lFSy+TnumLJefefWdKV2O9\nvYwzVrSmHNOun791s25Qyr2R1nUN9mDXqwMA1LMj43GbUekqM3uhlPI4gG4A3dFM5KcALIq+rQDw\ngRDi1wC2AeiUUr6eg/VSATQ3VGPjYwPKUlSf15NxeWnb6vlYd++OWJaxvmYqB9oSkaMF/J3K4eih\nDz4wfNw7e/pTjmU6g5LM0/t+xUsOgDw+nzIDablJTxYC/s5YwDZ92VJHlWXqZWez2YNoqdMroPu1\n4VgP+2zt7/7wnbB+xtHjAbcZlTDTgWQ8KWUYwO+ib98RQszCh0Hl3QAqAdxi1yKp8LweD4KKSDLb\ncgYrgWPLghps6B5IOUZElC927pXTGu44KUhwGzPfr+S9d2csb9GdMZmP71fyeBJtLU75OQmHQsrj\n+VpfVVOjY74WBKy4hO1TSpktfZellPuklLdJKf8OwOkAuCu9RFjp2Jqt5oZqrFxYi4oyLyrKvFi5\nsJavghFRXgT8ndixpCXjbIzeeTZxya10exvLJk5MCUqMghS9ANMueqNlcv1xLeE4lJJQNyX98ys+\nD6OMMpJGpJRHAWTWxpOKTqYdWzPV3FCd8kuro3cotleyZUENf6kRka0C/s60T+TTZUiqmhqV92AT\nl8IZX1mpWwo5Y0VrQbKSRj9nTshe29loh5ztxdeMe1Bks7WJ3MP2QJLcyef1OGJOUHLQ+OLLRxM6\nuWqlr/zlRkR2SZc1NP0k2uNhNiePjIKezzxiPHpFL/AHIvvzchHQpZtVeXDT5oIHknqNdrIdzUHO\n0jXYg2A4roTZEwaSfnWxUysBNpW2kvvp7UXM5x7Fjt4hbOgewMhYCCNjIWzoHkgIIjXtjw/mbU1E\n5H7psoZmn0R7vOr/cjnsPjey7S6qNzIiNDqa8ZqMpMt6OyF7rVyDx1PwAJfsteXFRxPe9058I+Ua\n9qgggIEkmaTtT9RegfJ5PXmvjTc76sMJmVMicgczQZ7ZJ9F6AYyj9r+5SLbdRXU7ieYgq/xc66r0\nF3mcmQHSe4GEild8NnJ0eCZC70xJOF9fM5WVXwSApa1kgWp/olN19A4VzVqJyLkOPLDJ8LyVQefT\nly0taDdQt0joaurxYMZVy81/7WzKnmX6/Qr4O3Fw02ZHZBftwv2R7qaaIZnv/hjkXHwZiYqGlTIK\ns9lLIiJDBtmn8ZWVlgadGwUeemWYlCh5NAbCYRzY2G66PNhq9kzvhYLkfbMBfyee/eJSPLOoCc9+\ncalyPVrTpoyDyHC4oGXQAX+ncu3ZzI8k5+ka7Cn0EqiI6GYkhRArkbK1Nj0p5casVkSkQ8swakFi\nMBRmGSsR5YzRk/ZJ9fMsBZHxj1ONd3BThiqXVF87QN2IRm/eoRV169bimUVNKcfjv18vrLkWx4eH\nE86pZj/aUcJcyIY7qhc7PD4fM+kus7W/O+F978Q3Ukpb8zn6jZzNqLT1lxncLwyAgSTlTHwwaRRE\nchM4EWVLL0toNRMZTy8woewkB+IBf6cym2x3GWZ/2/qEIDLegQc2xYKs/rb1tny8Qr7gwBc7SlPo\n2Ckpx1jaShqjQLIhb6sgMknr3EpElGt6T5z1Zg+a5a2oQGhkJOEY95mZZHKEit6LAJmUYXp8PuXP\nQsDfqZshBRArRa1qajS+TmFS/Ty8/cfdKR+XPyeUa3VTqrHrVT7PInN0A0kp5X/ncR1Eppjd+7i5\nZy+b7RBRVpSlkTZ0zjxpTl1KYHHSnLqs71sKZly13FTDIjvHVJyxvEX5MdPNF9WusfwxPR7UrVub\nuh8UwMnnzLV2LxupAmoGtu7Tf2Qo4f2yafswFhAJx1j1RZqMmu0IISaJiI/YvSAiIiJHUGW+bBj9\n8M6eflPHyJp0DYsyHVOhFwiaKfUMB4OWG+TMuGo5APXPxNt/3G3pXnZSvdjBF0DcJxRiCTOZZ+m3\nqhDib4UQfwDwBoABAJ+OHj9VCPGsEOLiHKyRKMbsq2B8tYyIsqH35D9XGRjuP0tP63qqJzQ6mrsP\nnkUm2kzmEoiUPM9Y0WqYwcwkMLULXwApDaGkF8tU4z/YGZ80pgNJIcSnADwBYAqA/wQQ+60qpXwN\nwBiAq+xeIFG85oZqrFxYa3gNB+USUTaMApYzlrdkfX/VPr1CBgjFIu2IlLgnwHZ0bI2XaTYTMPci\ngcfnw/ytiWWwevs5CzUqhi92uF/XYA/CyQMbwtmX85N7WfnN2AbgAIA5AG5UnH8KwCftWBRROkYv\nDvftPYyO3iH9C4iIdKTLetkx6qCqqVGZ2eQsSWNmA5lcdGzN9V5A1QsUej8nmepvW49nFjXhmUVN\nlrvIcoZkaUge/TE6PBOqUIFVX6SxEkjOB/ALKeW7OudfAVCZ/ZKI9GldW9NtU2LZBRFlwiiItPNJ\nfak0KQn4O7FjSQt2LGnJOuOaLss4vjLyFESvlDSboMf2gMnjgbeiIm05q6q5Tib7Ep9rXZXQuOet\nvp14Yc21ph/PGZKlIXl/pKqs1ef1sOqLYozGf6iuPWZw/qOIlLcS5QwDRCLKlXRZGjvKWjXpOrfG\nD7kfX1mZ9ciRQkjO7h7Y2I639/RnNINTL8sY7/jwsG7mDMgum1zV1IhDndswdszoaVDke6U3VzKe\nt7wc87em3ztpx77E/rb1ynUfHx5OmWmqF9SyrLU0mGkl5vOy1JU+ZCUj+RIiWUk9FwEoXDsxojgs\nuyAiq9LN+rMz+2IUIDzXuiohGDk+PGwpe+QUBx7YlHLsrb6dGWUmzZb96ja2sWFsy6fa70fZxIm6\n5yfVz8O5d9+JSfXz0n5csxlOVQBnNaizMsPywMZ27tUtYck/rd6Jb6RcM2fW5Pwshoq3Y5L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IO7uxKa5ux6dSAWTOrNjgSAlrmLlMf1muwAsPW5EbmPpc0MUsqDUspFAP4KkaDyMwBOlVIulFIe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\nxKhWK3PxdWMtDQR9gWG6vX3MbL7nNm7SyNBQvCdZIpXJVAz6oo71+Om99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epZuSXwuvnW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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc691bc9b00>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with subplots(grid=False) as (fig, axis):\n",
" for (dataset, colour) in zip(datasets, colours):\n",
" label = 'V: {voltage}, med: {median:.1f}, rms: {rms:.1f}'.format(\n",
" voltage=dataset.voltage,\n",
" median=dataset.med_sky,\n",
" rms=dataset.rms_sky)\n",
" axis.plot(dataset.mjd - dataset.mjd.min(), dataset.sky, '.', color=colour, label=label)\n",
" axis.axhline(dataset.med_sky, color=colour, ls=':')\n",
" axis.legend(loc='best')\n",
" axis.set(xlabel=r'$\\Delta$ JD', ylabel='Sky level / counts', title='Sky background behaviour')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The sky levels for 168 and 223 are similar. The sky level for 122 is a bit higher. Overall they are pretty similar, I don't think this will affect the saturation level too much."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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qdsV2pFrIkkmcdN28kvc1ZB382A7aMp/V+8tW9NhsZamT8vbMIkvVaq2bfClt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\nZEqQzlTqvdhoo4044YQTGDp0KC+88EK7tuGSSy5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VK1Zw+vRp9u3bR3h4OCVKlKBZs2bO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\nOT5o7Ubr/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cnq7wWeAm73vW+RZPLHCNzmq2t3bqbslClaBZZUp/oQEREREREZKLpxHsnz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\nSUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc691b467b8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with subplots(grid=False) as (fig, axis):\n",
" for (dataset, colour) in zip(datasets, colours):\n",
" label = 'V: {voltage}, med: {median:.1f}, rms: {rms:.1f}'.format(\n",
" voltage=dataset.voltage,\n",
" median=dataset.med_bias,\n",
" rms=dataset.rms_bias)\n",
" axis.plot(dataset.mjd - dataset.mjd.min(), dataset.bias, '.', color=colour, label=label)\n",
" axis.axhline(dataset.med_bias, color=colour, ls=':')\n",
" axis.legend(loc='best')\n",
" axis.set(xlabel=r'$\\Delta$ JD', ylabel='Bias level / counts', title='Overscan behaviour')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This difference is larger, but certainly not large - only ~20 counts in total. We now compare the extra counts in each voltage setting:"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<table><tr><th>Voltage</th><th>Extra counts</th><th>Extra over 168</th><tr><td>122</td><td>1473.0963134765625</td><td>13.8101806640625</td></tr><tr><td>168</td><td>1459.2861328125</td><td>0.0</td></tr><tr><td>223</td><td>1481.40966796875</td><td>22.12353515625</td></tr></tr></table>"
],
"text/plain": [
"<__main__.Table at 0x7fc634fd0128>"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data = [{ 'Voltage': dataset.voltage, 'Extra counts': dataset.extra_counts,\n",
" 'Extra over 168': dataset.extra_counts_over(frms_168) }\n",
" for dataset in datasets ]\n",
"Table(headings=['Voltage', 'Extra counts', 'Extra over 168'], data=data)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If anything, VI+223 has *more* extra counts than the other two, yet shows better saturation behaviour."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Direct frms comparison\n",
"\n",
"Since the previous plots were so confusing, lets compare the FRMS values from two voltages and take the ratio."
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"frms_combinations = [(frms_122, frms_168), (frms_168, frms_223), (frms_122, frms_223)]"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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RxeSjWutFvkEp9WUA3wTwUwAeTnSUTdKsi2lYe2FCMco2l6Xr5JkZE5/Ix3t0YhQXZjJ1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\nAVuk011T/anbAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc6937e9908>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with subplots(len(datasets), 1, sharex=True, sharey=True) as (fig, axes):\n",
" for (top, bottom), ax in zip(frms_combinations, axes):\n",
" ratio = top.frms / bottom.frms\n",
" ax.semilogx(ref_flux, ratio, '.', ms=3)\n",
" ax.set(xlabel='Median flux from VI+ 168', ylabel='{}/{}'.format(top.voltage, bottom.voltage),\n",
" xlim=(1E2, 1E7), ylim=(0.5, 1.5))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We see that the noise level for 223 appears the best."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Flux level comparison\n",
"\n",
"Now we look at the median flux values, essentially throughput. This one may not be so easy as night to night differences may play in but nonetheless..."
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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K9D72XDCvJPwJH6PZ0M32rRurssvuP3yCG+/Yw+dv8kqrihCV11DJRutmf3Vf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\n00MAsYBMm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umztXprhSXWMaYqo3WzDbu45D+DLF44pyD2cWDPcCbXPDBzRkNB5mSfoCpc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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc691c7def0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with subplots(len(datasets), 1, sharex=True, sharey=True) as (fig, axes):\n",
" for (top, bottom), ax in zip(frms_combinations, axes):\n",
" ax.semilogx(ref_flux, top.med_flux / bottom.med_flux, '.', ms=3)\n",
" ax.axhline(1., color='k')\n",
"\n",
" ax.set(xlabel='Median flux from VI+ 168', ylabel='Flux {} / flux {}'.format(top.voltage, bottom.voltage),\n",
" xlim=(1E2, 1E7), ylim=(0.8, 1.2))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Faint stars\n",
"\n",
"Judging by the [direct frms comparison](#Direct-frms-comparison) the best setting for faint stars is 223 again."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Detrended flux analysis\n",
"\n",
"We now study the bright stars and saturated stars using the FRMS as computed from the post-CASU-detrended magnitudes."
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"ref_detmag = frms_168.med_detmag\n",
"xmaglabel = r'$m_I$ VI+168'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"First plot the full frms plots"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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R1/VeAE3TFgGXAF8YJxsEQRAE4RSjeJUkTZEURbHy7tzz+T9s+7e/8CuqY28/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\nBDjjmqvoShKT5rGa91D0lf2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Qt/oy+d0QBGFcKbjPpCAIk4FChVe67dQ0fxeX5DL/booh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PH+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\npCRJkiSpmsmkJEmSJKmayaQkSZIkqdoPGO8BCc/YLSMAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc693a7e7b8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with subplots(len(datasets), 1, sharex=True, sharey=True) as (fig, axes):\n",
" for (dataset, axis, colour) in zip(datasets, axes, colours):\n",
" axis.semilogy(ref_detmag, dataset.frms_detmag, '.', color=colour, ms=5)\n",
" axis.set(ylabel=dataset)\n",
" axes[-1].set(xlabel=xmaglabel)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We really see the advantage of incresing the voltage level. The saturation level decreases dramatically! Again we zoom in on the bright stars."
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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/QjJux7gMWdy26raKe9RsoZjyHlK3xLX866Hzzq1/qYwSt2U6oi7c42i06E4c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\nJEmSJKkyk0lJkiRJUmX/H/nmy2Ur5UUdAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc691d3fdd8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with subplots(len(datasets), 1, sharex=True, sharey=True, grid_which='both') as (fig, axes):\n",
" for (dataset, axis, colour) in zip(datasets, axes, colours):\n",
" axis.semilogy(ref_detmag, dataset.frms_detmag, '.', color=colour)\n",
" axis.set(xlim=(-17, -11), ylim=(1E-3, 3E-2), ylabel=dataset)\n",
" axes[-1].set(xlabel=xmaglabel)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Detrended bright star analysis\n",
"\n",
"We compare the bright star frms levels."
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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87voJmPdGXremCecPHMT5Awe5TzIH0Wuk9t57UNt8Z1HnLHaP6szQMJQf/KjgNRBReXhm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\nRc5lPe0wegAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc693800128>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with subplots(1, len(datasets), sharex=True, sharey=True, grid_which='both') as (fig, axes):\n",
" for (dataset, axis, colour) in zip(datasets, axes, colours):\n",
" axis.semilogy(ref_detmag, dataset.frms_detmag, '.', color=colour)\n",
" axis.set(xlim=(-17, -10), ylim=(1E-3, 3E-2), xlabel=xmaglabel, ylabel=dataset)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<table><tr><th>Voltage</th><th>Median frms</th><tr><td>122</td><td>5.062027834355831</td></tr><tr><td>168</td><td>4.949487745761871</td></tr><tr><td>223</td><td>5.317804869264364</td></tr></tr></table>"
],
"text/plain": [
"<__main__.Table at 0x7fc6939d1ba8>"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"brightmag_ind = (ref_detmag < -11.5) & (ref_detmag > -12.5)\n",
"Table(headings=['Voltage', 'Median frms'], data=[\n",
" {'Voltage': dataset.voltage,\n",
" 'Median frms': np.median(dataset.frms_detmag[brightmag_ind]) * 1000.}\n",
" for dataset in datasets])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Conclusions\n",
"\n",
"It seems that the ideal setting is VI+223 based on the raw flux and detrended flux.\n",
"\n",
"# Individual lightcurves\n",
"\n",
"Let's look at a few cases:\n",
"\n",
"* objects which are well behaved in two voltages (including VI+223)\n",
" * to see how similar the nights are in general\n",
"* objects where they are saturated in VI+168 and not in VI+223\n",
"* objects which remain saturated in VI+223\n",
"\n",
"### Well behaved lightcurves"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"n_lightcurves = 5"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def plot_chosen_lightcurves(flux_lims, frms_lims, random=True):\n",
" \n",
" '''\n",
" Pick objects from the flux limits given and the flux in `frms_122`.\n",
" \n",
" Plot one object per panel in the three different voltages/nights.\n",
" \n",
" Normalise each object by its median flux to remove constant offsets between the nights/voltages.\n",
" '''\n",
"\n",
" ind = frms_122._choose_lightcurves_ind(flux_lims=flux_lims, frms_lims=frms_lims, random=True)\n",
" print('Chosen {} lightcurves'.format(ind.size))\n",
" \n",
" with subplots(n_lightcurves, 1, sharex=True) as (fig, axes):\n",
" for dataset, colour in zip(datasets, colours):\n",
" for (lc, axis) in zip(dataset._choose_lightcurves_from_ind(ind), axes):\n",
" mjd0 = int(lc.mjd.min())\n",
" axis.plot(lc.mjd - mjd0, lc.flux / np.median(lc.flux), '.', ms=5, color=colour)\n",
" \n",
" return ind"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Chosen 1007 lightcurves\n"
]
},
{
"data": {
"text/plain": [
"array([ 8189, 11062, 11184, ..., 6859, 7685, 3678])"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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75AV77WPceYQJQtAnMy91Hmp2VrDl7j/TKyxTYjnpsdrTGOb6P3+Ck7D5avifXPOLS7ij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\npD7IRACnsohY+VTenB
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