{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"input_collapsed": false
},
"source": [
"# FRETBursts - μs-ALEX smFRET burst analysis\n",
"\n",
"*This notebook is part of a [tutorial series](https://github.com/tritemio/FRETBursts_notebooks) for the [FRETBursts](http://tritemio.github.io/FRETBursts/) burst analysis software.*"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"> In this notebook, we present a typical [FRETBursts](http://tritemio.github.io/FRETBursts/) \n",
"> workflow for **μs-ALEX smFRET burst analysis**. \n",
"> Briefly, we show how to perform background estimation, burst search, burst selection, \n",
"> compute FRET histograms and ALEX histograms, do sub-population selection and finally, FRET efficiency fit.\n",
"\n",
"\n",
"
\n",
"
\n",
"If you are new to the notebook interface see \n",
"
First Steps\n",
"before continuing.\n",
"
\n",
"\n",
"Before running the notebook, you can click on menu *Cell* -> *All Output* -> *Clear* \n",
"to clear all previous output. This will avoid mixing output from current execution and \n",
"the previously saved one."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Loading the software"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We start by loading **`FRETBursts`**:"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" - Optimized (cython) burst search loaded.\n",
" - Optimized (cython) photon counting loaded.\n",
"--------------------------------------------------------------\n",
" You are running FRETBursts (version 0.6.4).\n",
"\n",
" If you use this software please cite the following paper:\n",
"\n",
" FRETBursts: An Open Source Toolkit for Analysis of Freely-Diffusing Single-Molecule FRET\n",
" Ingargiola et al. (2016). http://dx.doi.org/10.1371/journal.pone.0160716 \n",
"\n",
"--------------------------------------------------------------\n"
]
}
],
"source": [
"from fretbursts import *"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"Thanks in advance for remembering to cite FRETBursts in publications or presentations!\n",
"
\n",
"\n",
"Note that FRETBursts **version string** tells you the exact FRETBursts version (and revision) in use.\n",
"Storing the version in the notebook helps with reproducibility and \n",
"tracking software regressions.\n",
"\n",
"Next, we initialize the default plot style for the notebook \n",
"(under the hood it uses [seaborn](http://stanford.edu/~mwaskom/software/seaborn/)):"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"sns = init_notebook()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Note that the previous command has no output. Finally, we print the version of some dependencies:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'0.9.7'"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import lmfit; lmfit.__version__"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'0.7.3'"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import phconvert; phconvert.__version__"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Downloading the data file"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The full list of smFRET measurements used in the [FRETBursts tutorials](https://github.com/tritemio/FRETBursts_notebooks) \n",
"can be found on [Figshare](http://dx.doi.org/10.6084/m9.figshare.1456362).\n",
"\n",
"This is the file we will download:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"url = 'http://files.figshare.com/2182601/0023uLRpitc_NTP_20dT_0.5GndCl.hdf5'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"You can change the
url
variable above to download your own data file.\n",
"This is useful if you are executing FRETBursts online and you want to use\n",
"your own data file. See \n",
"
First Steps.\n",
"
\n",
"\n",
"Here, we download the data file and put it in a folder named `data`, \n",
"inside the notebook folder:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"URL: http://files.figshare.com/2182601/0023uLRpitc_NTP_20dT_0.5GndCl.hdf5\n",
"File: 0023uLRpitc_NTP_20dT_0.5GndCl.hdf5\n",
" \n",
"File already on disk: /Users/anto/src/FRETBursts/notebooks/data/0023uLRpitc_NTP_20dT_0.5GndCl.hdf5 \n",
"Delete it to re-download.\n"
]
}
],
"source": [
"download_file(url, save_dir='./data')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"> **NOTE**: If you modified the `url` variable providing an invalid URL\n",
"> the previous command will fail. In this case, edit the cell containing \n",
"> the `url` and re-try the download."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Selecting the data file"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Use one of the following 2 methods to select a data file."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Option 1: Paste the file-name"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here, we can directly define the file name to be loaded:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'./data/0023uLRpitc_NTP_20dT_0.5GndCl.hdf5'"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"filename = \"./data/0023uLRpitc_NTP_20dT_0.5GndCl.hdf5\"\n",
"filename"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now `filename` contains the path of the file you just selected. \n",
"Run again the previous cell to select a new file. In a following cell\n",
"we will check if the file actually exists."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"When running the notebook online and using your own data file,\n",
"make sure to modify the previous cell. \n",
"
\n",
"See\n",
"
First Steps.\n",
"
"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Option 2: Use an \"Open File\" dialog"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Alternatively, you can select a data file with an \"Open File\" windows.\n",
"Note that, since this only works in a local installation, the next commands\n",
"are commented (so nothing will happen when running the cell). \n",
"\n",
"If you want to try the File Dialog, you need to remove the `#` signs:"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"# filename = OpenFileDialog()\n",
"# filename"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Check that the data file exists"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's check that the file exists:"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Perfect, file found!\n"
]
}
],
"source": [
"import os\n",
"if os.path.isfile(filename):\n",
" print(\"Perfect, file found!\")\n",
"else:\n",
" print(\"Sorry, file:\\n%s not found\" % filename)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Load the selected file"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can finally load the data and store it in a variable called `d`:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"d = loader.photon_hdf5(filename)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If you don't get any message, the file is loaded successfully.\n",
"\n",
"We can also set the 3 correction coefficients: \n",
"\n",
"* leakage or bleed-through: `leakage`\n",
"* direct excitation: `dir_ex` (ALEX-only)\n",
"* gamma-factor `gamma`"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"d.leakage = 0.11\n",
"d.dir_ex = 0.04\n",
"d.gamma = 1."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"> **NOTE:** at any later moment, after burst search, a simple \n",
"> reassignment of these coefficient will update the burst \n",
"> data with the new correction values."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# μs-ALEX parameters\n",
"\n",
"At this point, timestamps and detectors numbers are contained in the `ph_times_t` and `det_t` attributes of `d`. Let's print them:"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"([array([ 146847, 188045, 294124, ..., 47999863658,\n",
" 47999877783, 47999955353])],\n",
" [array([0, 1, 1, ..., 1, 1, 0], dtype=uint32)])"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"d.ph_times_t, d.det_t"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We need to define some ALEX parameters: "
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"d.add(det_donor_accept = (0, 1), \n",
" alex_period = 4000,\n",
" offset = 700,\n",
" D_ON = (2180, 3900), \n",
" A_ON = (200, 1800))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here the parameters are:\n",
"\n",
"- `det_donor_accept`: donor and acceptor channels\n",
"- `alex_period`: length of excitation period (in timestamps units)\n",
"- `D_ON` and `A_ON`: donor and acceptor excitation windows\n",
"- `offset`: the offset between the start of alternation and start of timestamping \n",
" (see also [Definition of alternation periods](http://photon-hdf5.readthedocs.org/en/latest/phdata.html#definition-of-alternation-periods)).\n",
"\n",
"To check that the above parameters are correct, we need to plot the histogram of timestamps (modulo the alternation period) and superimpose the two excitation period definitions to it:"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAiYAAAELCAYAAADtFE0zAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYDAhIiIi0WAwISIiItH4f6ENFtQxk1RNAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"bpl.plot_alternation_hist(d)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If the previous alternation histogram looks correct, \n",
"the corresponding definitions of the excitation periods can be applied to the data using the following command:"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"# Total photons (after ALEX selection): 2,259,522\n",
"# D photons in D+A excitation periods: 721,537\n",
"# A photons in D+A excitation periods: 1,537,985\n",
"# D+A photons in D excitation period: 1,434,842\n",
"# D+A photons in A excitation period: 824,680\n",
"\n"
]
}
],
"source": [
"loader.alex_apply_period(d)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If the previous histogram does not look right, the parameters in the `d.add(...)` cell can be modified and checked by running the histogram plot cell until everything looks fine. Don't forget to apply the \n",
"parameters with `loader.usalex_apply_period(d)` as a last step.\n",
"\n",
"> **NOTE:** After applying the ALEX parameters a new array of \n",
"> timestamps containing only photons inside the excitation periods \n",
"> is created (name `d.ph_times_m`). To save memory, by default, \n",
"> the old timestamps array (`d.ph_times_t`) is deleted. Therefore, \n",
"> in the following, when we talk about all-photon selection we always \n",
"> refer to all photons inside both excitation periods."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Measurement infos"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The entire measurement data is now stored in the variable `d`. Printing it\n",
"will give a compact representation containing the file-name and additional parameters:"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"data_0023uLRpitc_NTP_20dT_0.5GndCl G1.000 Lk11.000 dir4.0"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"d"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To check the **measurement duration** (in seconds) run:"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"599.99943316249994"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"d.time_max"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Plotting basics\n",
"\n",
"In this section basic concepts of plotting with FRETBursts using the\n",
"timetrace plot as an example.\n",
"\n",
"To plot a timetrace of the measurement we use:"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAkEAAAE0CAYAAAArA+dCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\niIiISJX+P90cFZueDOujAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dplot(d, timetrace);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here, `dplot` is a generic wrapper (the same for all plots)\n",
"that takes care of setting up the figure, title and axis \n",
"(in the multispot case `dplot` creates multi-panel plot).\n",
"The second argument, `timetrace`, is the actual plot function. \n",
"All the eventual additional arguments passed to `dplot` are, \n",
"in turn, passed to the plot function (e.g. `timetrace`).\n",
"\n",
"If we look at the documentation for [`timetrace`](http://fretbursts.readthedocs.org/en/latest/plots.html#fretbursts.burst_plot.timetrace)\n",
"function we notice that it accepts a long list of arguments.\n",
"In python, when an argument is not specified, it will take the default\n",
"value specified in the function definition (see previus link).\n",
"\n",
"As an example, to change the bin size (i.e. duration) of the timetrace histogram,\n",
"we can look up in the [`timetrace` documentation](http://fretbursts.readthedocs.org/en/latest/plots.html#fretbursts.burst_plot.timetrace)\n",
"and find that the argument we need to modify is `binwidth`\n",
"(we can also see that the default value is `0.001` seconds).\n",
"We can then re-plot the timetrace using a bin of 0.5 ms:"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAkEAAAE0CAYAAAArA+dCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dplot(d, timetrace, binwidth=0.5e-3);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The timetrace is **computed** between `tmin` and `tmax` (by default 0 and 200s),\n",
"but as you can see is displayed only between 0 an 1 second, just because these\n",
"are the default x-axis limits. The axis limits can be changes by using the\n",
"standard matplotlib command `plt.xlim()`.\n",
"On the other hand, to change the range where the timetrace is **computed**,\n",
"we pass the additional arguments `tmin` and `tmax` as follows:"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAkUAAAE0CAYAAAAi6Ec4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nbIyf+/Q8r6EAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dplot(d, timetrace, binwidth=0.5e-3, tmin=50, tmax=150)\n",
"plt.xlim(51, 52);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"When using FRETBursts in a notebook, all plots are static by default.\n",
"This is because we use the so called `inline` backend of matplotlib.\n",
"If you want to manipulate figures interactively, you can switch\n",
"to the interactive `notebook` backend with:\n",
"\n",
"```\n",
"%matplotlib notebook\n",
"```\n",
"\n",
"to go back to inline use:\n",
"\n",
"\n",
"```\n",
"%matplotlib inline\n",
"```\n",
"\n",
"**NOTE**: Currently, the `notebook` backend is incompatible with the QT backend. \n",
"If in a session you activate the `notebook` backend, then switching to the QT backend requires \n",
"restarting the notebook. Conversely, you can switch between `inline` and `notebook` \n",
"or between `inline` and `qt4` backends in the same session wihtou issues.\n",
"\n",
"> ### See also:\n",
">\n",
"> - [bpl.timetrace](http://fretbursts.readthedocs.org/en/latest/plots.html#fretbursts.burst_plot.timetrace)\n",
"> function documentation\n",
"> - [bpl.ratetrace](http://fretbursts.readthedocs.org/en/latest/plots.html#fretbursts.burst_plot.ratetrace)\n",
"> function documentation\n",
"> - [Intensity timetrace and Rate-timetrace](#Intensity-timetrace-and-Rate-timetrace), a later section in this tutorial."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Background estimation\n",
"\n",
"As a first step of the analysis, we need to estimate the background. \n",
"The assumption is that the background is a Poisson process and therefore \n",
"the corresponding inter photon delays are exponentially distributed. Since the \n",
"background can change during the measurement, a new estimation is \n",
"computed every `time_s` seconds (this time is called the *background period*).\n",
"\n",
"The inter photon delay distribution contains \n",
"both single-molecule signal and background, the latter being the only one we are interested in\n",
"and the former being in general much shorter. Therefore, a threshold is needed\n",
"to discriminate between the exponential tail and the single-molecule peak.\n",
"\n",
"Choosing a threshold and fitting the exponential tail are two \n",
"different problems.\n",
"FRETBursts provides several ways to specify the minimum threshold \n",
"and different functions to fit the exponential tail.\n",
"\n",
"We will go over three different methods in increasing order of complexity (and recommendability)\n",
"\n",
"For more information see:\n",
"\n",
"- Documentation for [`Data.calc_bg()`](http://fretbursts.readthedocs.org/en/latest/data_class.html#fretbursts.burstlib.Data.calc_bg)\n",
"- Documentation for [`background` (e.g. `bg`) module](http://fretbursts.readthedocs.org/en/latest/background.html)\n",
"- Documentation for [`exp_fitting` module](http://fretbursts.readthedocs.org/en/latest/background.html#module-fretbursts.fit.exp_fitting)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Single threshold"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let start with a standard Maximum Likelihood (ML) \n",
"background fit with a minimum tail threshold of 500μs:"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" - Calculating BG rates ... "
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[DONE]\n"
]
}
],
"source": [
"d.calc_bg(bg.exp_fit, time_s=1000, tail_min_us=500)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can look at how the fit looks with:"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAjAAAAE0CAYAAAAyiAnkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nKeHIAEaSJEmSpIQjAxhJkiRJkhLO/wcF/9KxyfOK7AAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dplot(d, hist_bg, show_fit=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Note that the fits are not very good. This is understandable because \n",
"we used a single threshold for all the photon streams, each one\n",
"having a quite different background."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Multiple thresholds"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To improve the fit, we can try specifying a threshold for each channel.\n",
"This method is bit ad-hoc but it may work well when the \n",
"thresholds are properly choosen."
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" - Calculating BG rates ... "
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[DONE]\n"
]
}
],
"source": [
"d.calc_bg(bg.exp_fit, time_s=1000, tail_min_us=(800, 4000, 1500, 1000, 3000))"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAjAAAAE0CAYAAAAyiAnkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dplot(d, hist_bg, show_fit=True);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For ALEX measurements, the tuple passed to\n",
"`tail_min_us` in order to define the thresholds needs to contain \n",
"5 values corresponding the 5 distinct photon streams (the all-photon stream\n",
"+ the 4 base alternation streams).\n",
"The order of these 5 values need to match the order of photon streams in\n",
"the `Data.ph_streams` attribute:"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[Ph_sel(Dex='DAem', Aex='DAem'),\n",
" Ph_sel(Dex='Dem', Aex=None),\n",
" Ph_sel(Dex='Aem', Aex=None),\n",
" Ph_sel(Dex=None, Aex='Dem'),\n",
" Ph_sel(Dex=None, Aex='Aem')]"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"d.ph_streams"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Automatic threshold"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Finally, is possible to let FRETBursts infer the threshold automatically with:"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" - Calculating BG rates ... "
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[DONE]\n"
]
}
],
"source": [
"d.calc_bg(bg.exp_fit, time_s=1000, tail_min_us='auto', F_bg=1.7)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Which results in the following fit plot:"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAjAAAAE0CAYAAAAyiAnkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dplot(d, hist_bg, show_fit=True);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Under the hood, this method estimates the threshold \n",
"automatically according to this formula:\n",
"\n",
" threshold_auto = F_bg / coarse_background_rate\n",
"\n",
"where `F_bg` is the fit function input argument (by default 1.7)\n",
"and `coarse_background_rate` is an initial background estimation\n",
"performed with fixed threshold. This method is concemptually an\n",
"iterative method to compute the threshold that is stopped\n",
"after the second iteration (this is usually more than enough for\n",
"accurate estimates).\n",
"\n",
"Of the three methods here described, the latter is the recommended one \n",
"since it works well and without user intervention in \n",
"a wide range of experimental conditions."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Background timetrace\n",
"\n",
"It is a good practice to monitor background rates as a function of time.\n",
"Here, we compute background in adjacent 30s windows (called *background periods*)\n",
"and plot the estimated rates as a function of time."
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" - Calculating BG rates ... "
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[DONE]\n"
]
}
],
"source": [
"d.calc_bg(bg.exp_fit, time_s=30, tail_min_us='auto', F_bg=1.7)"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAi0AAAE0CAYAAADg2AO8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xd8FGX+wPHPbMumd0KRGiAgiCAqIIhKUY7ugQWleYDA\nwU9PhVMUhQMV9RSsp6dgR8B2ChygYPek2uihBCkJ6T3ZZMvM749NNlk2CZuykIXvG/Y1M8/MPvPM\ns1O+88yzG0XTNA0hhBBCiEZOd74LIIQQQgjhDQlahBBCCOEXJGgRQgghhF+QoEUIIYQQfkGCFiGE\nEEL4BQlahBBCCOEXDOe7AEI0Fps2bWLlypW899571S7z8ssv06lTJwYNGlTn9Xz88cesWLECh8NB\nnz59mD9/PkajEYvFwvz589m/fz+qqjJ37lzXen744QeWLVuGw+FAp9Nx//33c+2112K1Wnn88cfZ\ntWsXAP3792fu3Lno9foay5CQkMDWrVuJiopyS9++fTvTpk2jbdu2rrSioiLat2/PkiVLiIyMrDbP\ntLQ07r33XlavXs3Jkyd55plneOmll+pUR59++ikLFy7k448/pmPHjq706dOnc9NNN9G0aVOefvpp\nADIzM3E4HMTFxbmWOXr0KCtXriQuLg5FUXA4HERHR7NgwQK3batKdXUN8Nprr/HZZ5/hcDgYOXIk\ns2fPRlEUjzx69OjBunXrePvtt9m5cycAR48epUWLFpjNZgDWrFnjGq9KdfvJmf7v//6PgwcPEhQU\nBECvXr14+OGHAUhOTuall17i119/xWAwYLfbGTJkCLNnz64yr5oMHz6cRx99lF69egHwn//8h9Wr\nV1NSUoLNZqNnz57MnTuXsLAwXnrpJXJycnjsscdqtQ4hzkoTQmiapmkbN27Uxo8fX+My48eP1zZu\n3FjndSQmJmr9+/fXsrKyNIfDod13333a66+/rmmapj399NPa/PnzNU3TtOTkZK1v377a6dOntfz8\nfO3qq6/WDh06pGmaph04cEDr2bOnVlBQoL355pvarFmzNIfDodlsNu3WW2/V1q1bd9ZydOzYUcvK\nyvJI37ZtmzZs2DC3NLvdrs2cOVN79tlnvd7OqvKpjU8++UTr2rWrNnz4cK2kpMSVfvfdd2uffPKJ\n27Ivvvii9o9//OOsae+++652880317jemur622+/1UaNGqUVFRVpJSUl2p133qn997//rTKf7t27\naydPnnRLu+GGG7Tdu3fXvOFlatpPztS3b18tNTXVIz01NVXr27evtmbNGk1VVU3TNK2wsFCbPXu2\ntnjxYq/KUdmwYcO0bdu2aZqmaa+++qo2btw4LSMjQ9M0TbNardrChQu1cePGaZpWdf0L0RDk8ZC4\nqL3wwgsMGjSIsWPHsnnzZgCOHTvGXXfdxW233cYNN9zAzJkzKS0tZeXKlezdu5dnnnmGzZs3V7tc\nTb766isGDBhAVFQUOp2O2267jbVr1wKwZcsWbrnlFgCaN29Ov3792LhxIzabjQULFtChQwcA2rdv\nj6Zp5OTkcNddd7Fs2TJ0Oh25ubnk5+cTHh4OwIABA9izZ49r3WdOe6uwsJDs7GxXvhMmTGDhwoWM\nHTuWgQMH8uKLLwJw6tQpevTogcPhYP78+Zw4cYIpU6YA8M033zBq1ChGjBjBbbfdxsGDB8+63j59\n+hATE+NqUamvPn36cOzYsRqXqamuN2/ezPDhwwkKCiIgIIA///nPrs9u165djBo1itGjR/Poo4+i\nqmq9ylrTflLZyZMnKSoqYsGCBYwYMYJ58+aRm5sLwOuvv86NN97Irbfe6moNCg4O5tFHH6V169aA\ns0Vr5syZzJo1i+HDh3PzzTdz6NAhAI4cOcKtt97KiBEjuPfeeykuLgaguLiYf//73zz55JPExMQA\nYDQa+fvf/87tt9+O1Wqt17YLURMJWsRFa8uWLXz55Zd89tlnrF69msLCQgA+/PBDRo8ezZo1a/jy\nyy85deoU3377LXfeeSddu3bl73//O4MHD652uZqcPn2aZs2auaabNm1KWlpalfPi4uJITU0lKiqK\noUOHutJffPFF2rRpQ8uWLQHnBePZZ59l8ODBxMTEcOWVV9arXk6cOMGoUaMYPnw4ffr0YfLkyQwY\nMIBJkya5lklJSWHVqlX85z//YcOGDXzzzTeueXq9nscff5xWrVqxYsUKMjMzmTt3Lk899RTr1q1j\nypQpPPvss2cth6IoPP3002zcuNEt/7qw2+18/PHHrkcb1amprqv77KxWK/feey8PPfQQn332Gb16\n9aKkpKRe5a1pP6ksOzuba665hkWLFvHZZ58RFBTkejS0a9cu+vXr5/GeJk2aMGHCBNf0zp07efTR\nR1m/fj1XXHEFK1asAGDOnDnccsstrFu3jokTJ5KSkgJAUlISZrOZNm3auOUbGBjIyJEjMZlM9dp2\nIWoiQYu4aG3dupXBgwcTEhKCwWBgzJgxAMydO5eoqCjeeOMNFi5cSHp6uususzJvl6tMq+KvZuh0\nurPOA+eF9/HHH2fTpk0efUXmzJnDjh07aNGiBQsXLjzrttekVatWfP7556xfv545c+aQkZHBwIED\n3fpA3HbbbRiNRsLCwhgyZAg//vhjtfn98ssvdOjQgc6dOwNw4403snz5cq/K0qRJE5544gkefvhh\nMjIyarUdGzZsYNSoUYwaNYqRI0eSlZXF4sWLvXpvVXVd3edz6NAhDAYDffr0AZx9P4KDg2tV1jOd\nbV8od/nll/PKK6/QpEkT9Ho9s2fP5rvvvsNqtaJpmlt/m+XLl7vqo2/fvq4WmS5dutC0aVMALr30\nUvLy8sjJySExMZHRo0cD0LNnT1frk06nq3dLkhB1JR1xxUVLURS3i0N559X7778fh8PBn/70J66/\n/npOnz5d5UXE2+Uqa9asGenp6a7ptLQ01wWjWbNmZGRkEBsbC0B6ejqdOnUCIC8vj3vuuQdN01iz\nZo2rQ+zPP/9MVFQUbdu2xWg0cvPNN/P444+78q9cnro0248ZM4bff/+d+++/n08++QSDwXnKKB+W\nr6OqC2o5vV7vdvHUNI3ExETXtp3NgAEDGDJkCA8++KDbes9m6NChdeoIWl1dl38+5co/uzP3I6BW\n5axKTftJZbt27SIvL4+BAwcCuAIVvV5Pjx492LFjBzfccAMAU6dOZerUqYCzI3Z54FG5M3D5tpR/\nXpW3q3yb2rdvj91u5/jx467HTAClpaXMnj3bbf8ToqFJS4u4aF177bVs2rSJ/Px8VFXl888/B+DH\nH39k1qxZDB06FEVR+P3333E4HIDzAmy328+6XHUGDBjA119/TVZWluuiWP4NoYEDB7JmzRoAUlNT\n+eGHH7jhhhuwWq385S9/4ZJLLuHNN990+wbPtm3bWLJkCXa7HVVVWbdunesRSFRUFHv37gXgt99+\nq3VLRbkHHniA9PR03n//fVfa2rVrUVWVvLw8Nm7cyIABA9zeo9frsdlsgLM14OjRoxw+fBhw9teY\nO3durcrw0EMPkZ6eztatW+u0Dd6qqa4HDhzI2rVrKS4uxmq18umnnzJo0CA6duyIpml89913gHP7\n8vLy6lWOmvaTyoqKinj88cddrSYrVqzgpptuQq/XM3PmTDZu3Oj6thOAw+Fgw4YNQNUtN+UiIiLo\n0qULH330EQD79u1z9XUxmUxMmzaNhx9+mMzMTFe9Pfnkk1gsFte3uITwBWlpERet6667jsTERMaM\nGUNYWBidOnUiJyeH++67j1mzZhEeHk5gYCBXXXUVJ06cAOCGG27g6aefxmaz1bhcdTp16sSsWbOY\nNGkSNpuNyy+/nGnTpgHOr64uXLiQYcOG4XA4mDt3Lq1atWLt2rXs3bsXq9XqeoQF8MwzzzBt2jSe\nfPJJRo0ahU6n44orruCBBx4AnI+MFi5cyJo1a+jSpQtdunRxK0v53Xm5pUuXur42W1l4eDhz5sxh\nyZIlDB8+HICSkhLGjh1LUVERd9xxB3369OHUqVOu93To0AG9Xs/YsWP56KOPePbZZ3nwwQdxOByE\nhISwbNkybz8mAAICAnjuuedcHZV9ZdOmTdXW9YABAzh06BC33HILNpuNgQMHMnr0aBRF4ZVXXmHh\nwoUsXbqUzp07Ex0dXa9y1LSffPXVV6xevZo33niD6667jgkTJjBu3DhUVSUhIcH1CKxp06asWbOG\nl19+mRUrVqDX67FYLHTp0oUPP/yQiIiIGsuwdOlS5s2bx+rVq2nVqhXt2rVzzZsxYwaBgYGujtal\npaVcffXV/Otf/6rXdgtxNop2tvZsIYSoZMKECdx5550MGTLkfBdFCHGRkZYWIRrYHXfcQVFRUZXz\nVq5cSUhIyDkuUeNTWFjInXfeWeW84OBgPvjgA5+t+8knn2T79u1Vzps3bx69e/f22bork/1EiNqT\nlhYhhBBC+AXpiCuEEEIIvyBBixBCCCH8ggQtQgghhPALF0RH3IyMAp/kGxkZRE5Ozb9wKmomdVg/\nUn/1I/VXP1J/9SP1V3exsaFVpktLSw0MBv35LoLfkzqsH6m/+pH6qx+pv/qR+mt4ErQIIYQQwi9I\n0CKEEEIIvyBBixBCCCH8ggQtQgghhPALF8S3h4Q7VVX5+uvN7N79O926Xc6AAYNr/IuuQgghhD+Q\noOUCo6oqkyffwaZNG1xpQ4YM5e23P5DA5QIigakQ4mIkQcsF5uuvN7sFLACbNm3g6683M2jQTeep\nVKIhqarKpEl38MUXEpgKIS4ucoa7wHz11ZYq05csWcyuXTuQv4/p34qKipg//0G3gAUqAlMhhLiQ\nSdBygSgsLGDBgkd46603qpy/Z89uhg4dxIAB/XjnnTcpLPTNrwgL30hMPMi8eXPo1i2B5cv/XeUy\nzzyzhMTEg+e4ZEIIce4o2gVw6+2rn/GPjQ31Wd4NRdM01q79D48+Oo/U1NMAtGzZipMnT7iWufba\n6+nW7XJWr36frKwsAIKDQxg79jYmTfoLXbte5rPyNdY69Ic+IVarlR9+2MyLL77M1q3/c6V36JDA\n4cOJ1b7vuutuYNq0GQwadFOj26ZzzVf7nz/sPw2hsR6//kLqr+6q+xl/CVpq0Nh3uCNHDvPQQ3P4\n/vtvAOjR4wqefnop3bp15+uvN7Nnz24uu6yb64RaWlrK+vWf8847b7Jt20+ufK688momTfoLI0fe\nTGBgYIOWsTHWYWPvrHzy5Anee+9t3n//HTIzMwD3IPPSS7t4lL9fv/60a9eejz9eTXGx82+dtG3b\njqlTp3P77XcSGhp2XrblfPPF/tfY95+G1BiPX38i9Vd3ErTUQWPd4YqLi1m27J/8618vYrPZiIiI\nYP78f3DnnRPR6737WxcHDx7gnXdW8OGHqykoyAcgMjKS2267k0mT7iI+vkODlLWx1KHdbuePP46R\nmHiQDRvW8dFHqz2Wef/9D7nxxiHnoXTgcDj45pstvP32CjZv/sLV9+iyyy5j/Pi7GDv2VrfAo/xO\n/8zANDc3h5Ur3+PNN193tbaFhIQybtydTJkynXbt4s/L9p0vvtj/tmz5gjvuuMUjfeXKjxg8+MLq\n7N5Yjl9/JfVXdxK01EFj2+E0TWPjxv8yf/6DnDp1EoA775zI/Pn/IDo6uk55FhUV8dlnn/D22yv4\n/fdfXenXXnsdkyb9hSFDhmEymepc5nNdhzabjWPHkkhMPEBi4kEOHTpIYmIiR48exmq11vhes9lM\nv379ufrq3lx1VS+6d7+C4OBgn5Y3IyODVave49133+LEieMAmEwmhg8fxV13TWPYsEFkZhbWOl+7\n3c6mTRt4441XXY+WFEVh8OCbmDZtJv37X4+iKA26LY1RQ+5/drudr77azMKFj3D06BGP+Wazmcsu\nu5yOHRPo0CGBjh070qFDAi1btvLbFpjGdg70N1J/dSdBSx00ph3u2LEkHnnk72zZ8iUAXbt24+mn\nn+Oqq3o12Dp+++0X3nnnTT799CMsFgsAsbFNGD9+IuPHT6Zly1a1zrOudXi2PgNWq5WjR4+UBSUH\nOXQokcTEAxw9egS73V5lnpdc0pKOHRMwmwPZsGHdWctgMBjo2vUyrrqqF1df3Zurr+5Ns2bNa70t\nZ9I0je3bt/L228tZt+5zbDYbAK1atWHixLu4444JxMTEAA2zD+7Zs5vly1/j008/orS0FICEhE5M\nnTqDW265naCgoPptUCPWEPV36tRJVq58lw8+eI/Tp1Nq/X6z2Ux8fAdXENOxYwLt23ckPr49AQEB\nVb6nsfSZ8dXxe7E4X9eQC6H+JWipg8YQtJSUlPDSS8t48cWllJaWEhoaxrx585k8eSoGg29+Zicv\nL5ePPlrNO++86fo2iqIoDBp0I5MnT2HAgMEoiuLVQVGXOqyqz8Dll3dnwIBBHDp0iEOHDpKUdBSH\nw1Hl+1u1akNCQgIdO3YiIcH56tChIyEhodXmf9NNQ3n88af4+eed7NixjZ07d7Bv3x5UVXXL+5JL\nWnLVVVe7WmMuvbSr159DQUE+H364mnfffZMDB/YDoNPpGDz4JiZPnsINNwzyqMOG3AczMzN59903\neeut5aSlpQIQERHB+PGTueuuqXUKShu7utaf3W5n8+YveO+9t/jqq82ux3Xt2sUzfvwkfvjhe775\npuLnBW66aShPP/0cR44c5vDhRA4dSuTIkcMcOpToqusz6XQ6WrduU6llJoH27TvQvn0H7rlnpk/7\nzHh7UWuo4/d8lf98538+riEXQv2DBC11cr6Dli1bvmDevLkcP/4HALfccjuPPbaYuLi4c7L+ihaB\nFaxf/7nr8UqLFpcQFBTE4cOHXMtef/1Aliz5J1arlZISCyUlJVgsFgICFNLSsl3TJSUlrvklJRYs\nFs/p1NTTNX47BpxBVOvWbcqCks507JhAQkIn2rfv6NUjner6hFRWWFjAL7/8zM6d29mxYxu7du10\n9f8pFxQUTM+eV5a1xvSiZ8+rCA+PcDuow8LC2b9/H59++hHFxUVARQvWhAl3ccklLastpy/2QavV\nyvr1n/PGG6/y88+7AOcFdOjQEdx990x69eqDpml+cVE4m9rW38mTJ1i58h0++OB917fxTCYTw4aN\nYMKEu+jb91oURfFq/ymXl5fL4cOHOHz4UFkw4xweP/6HR1Bck+uvH0Dr1m0xGg0YjSaMRiMGgwGj\n0Vg2bsRkcg7d55nKhgYMBiN6vZ6nn36C7du3uvK+6qpe3HffXBwOBzabDZvNis1mw2zWk51dUDZt\nd6V7TjtfVquV5ORTbnmXu/ba62jTpq2rTCaTyVV257R7unPoOW0w6Fm8eAE//fSjK+9rrunHggWL\nUVUVh0PF4bDjcDiw2+2oqnPoTHecMU8tm1exrNVqY9Wq9zl0qOLnA66/fiCrVn3sdZ/Bcufj8fiq\nVe8zZ869HvMmTJhM167dKtW5sdL+4b5PmUymsv3J5Dbt3IcMzJw5jc2bN7ny9kVHdAlaaqH8hHT0\n6EHi4zud86a1kydPMH/+Q2zcuB6ATp068/TTS+nTp+85K8OZMjMzWbXqfd59901XEHWuXXNNP8aP\nn0RCQmfat+/Q4N90OhuHw0Fi4kFXELNz53b++OOY2zKKopCQ0InCwiJOnTrhkUffvtcyefIU/vSn\n4V71FfL1Se/nn3fyxhuvsXbtf1yP1bp27QbA3r27XcvV5aSkaZrrYuBwOFwXD5vNzuzZ0/n226/q\nlb83vKk/m83malX5+ustrlaV+Pj2TJhwF7feOs71uK4hlZSUkJR0tFLLzCEOHTpEYuKBah9xivPH\nbA4kIaET8fHxtGvXnvbtOxAf35527eKr/XaeL45fTdNIT0/j6NEjHDlymKNHj3D06GGOHDnM8eN/\nVNsC7WsffPBRg/7qugQtXqqqaW3AgEGsXPlRraPs2rJarbz66kssXfoMFouF4OAQ5s6dx7RpMzAa\njT5dt7dUVeWee/7Khx9+4DEvPDyCuLg4zOZAzGYzZnMg4eEh6HRGzGYzgYGBmM2BBAaay5YJrJRu\ndk3v3buHRYse9ci/oQ+KhpCWlsauXTtcgczu3b9V2+H3n/98nkmT/lKr/M/VnVpq6mnefns57777\nFpmZmVUu07x5cwICzFXeyToc6hl3tY5atSIA3H77nYwcOZpOnS6lRYtLGqSjcE31d+LEcVerSvkj\nnPJO0BMn3kWfPn3PS2flL7/cyPjxt3mkT506nfbtO7paOex2Z+uGc1i51aP6eXa7nWPHklwd+Str\n06YtHTp0dLvDDgsLxm7H1YLjbO0wVFrG6DbPYDCQmHiAl1563iP/6dNn0aGDs/xWq61saK1i2lZj\n+qlTJ12tYJXFxTWlefPm6PUG9Ho9BoMBnU6PwaA/Y9qAXq+rNK4ve48Og8HA77//ys6dO2r1mTVp\nElcpiKkIaHr27EpeXqnH8t60NBYWFnLs2FFXYFIRoByp9sdBFUUhOjrG9VMJld144xCaNm2O3e6s\nR+fQ5tpXKl4V+5ez3u1u7ykqKnL1w6ts3rxHue++ubWqt5pI0OKl6r7OaDYH0q5dPK1ataZ169a0\natWaVq3a0KpVa1q2bEVISEi91vv999/y0EMPcOTIYQBGjfozixY92SAdPxtadXVUVVDRWJ+J+0pJ\nSQkPPzyX999/x2NeXQ7qc928XFJSwsyZU/jvf8/eUdkbzgtCxQVDr9djtZa6OnpXJzQ0jE6dOtO5\ncxc6d77U9YqMjKrV+s+sP5vNxpdfbuLdd9/k22+/drWqtG/fgYkT7+KWW8bV+Zt4DcXX+7+/H7+1\nKX9D5v/aa29yySUtSUqqCCCSko6QlHTU1cH9THq9nlatWtO+fQfatWtPfHx72rZtxyuvvMC3337t\nWq5nzysZOfJmkpKSOHrUmXdNnb4jIiKIj3cGRuUBUnx8B9q2bUdAQIBf1385CVq8tHTpMzz11OO1\nfl90dLRbIFP+at26NS1atHT7lkDlKPuSS1qyefMmPv/8P4CzSfqpp57juutuaLBtami1OSnV99sH\n3vQZaGwa8qA+H/2qqiv/P//5PP36XVvFHWrF3az7Xa6uypaK6vK/6aY/UVRUxIED+1y/3HymuLim\nZQFMRTDToUOCxzegznzEGx/fgVWr3ueDD94jPT0NgICAAFerSu/e1zSqr4D7cv/39+PX10FRbfN3\nOBwkJ59yBTHlrSJJSUc5efJEnf/em8lkom3bdm4tN/Hxzo7aUVFRNe6v/lz/5SRo8VJNUXa7du04\nceI4x48f58SJ45w48QcnThzn5MkTNf4GiKIoNGvWnJYtW9GyZSt+/fVnj995MJvNPPDAg8yYMbva\nr0E2Jt4eFOe7M/P50JAH9YX47YOz5a9pGhkZGRw4sI8DB/Zx8OABDhzYR2LiQdev/VamKApt27aj\nc+cudOrUmU6dOvPOO2/y44/fV7n+jh0TmDBhMrfccjtRUee3VeV88ffj19c3NQ2Vf2iokZ07d5cF\nMc6A5vvvvyU5+ZTHsj169GTMmFtcwUnLlq183iWhrs7FTaUELV6qywlbVVXS0lI5ceKEK5Cp/EpO\nPnXW5/svvPAvxo0b32Db0Vg01pOerzXUQX2+f+ehMV0UVFXl+PE/OHBgPwcP7ncNjxw57FXnw759\nr+XBB+fTq1fvRtWq0phdrMdvQ6mq/s7V4xV/J0FLLZSfUJOSEmnXLqHeJ2ybzUZy8ilOnjzB8uX/\ndn0rqLKG7sTUWMhJr36k/s6utLSUI0cOl7XM7GfDhnVV/mLthXqM+ZLsf/VTVf35c5+9c6m6oMU3\nv07m53Q6HYMG3URs7NgGOWCNRiNt2rSlTZu2lJaWVBm0XHZZt3qvR4iLUUBAAF26dKVLl64A9Olz\nTZV3snKMicZAp9Px9tsf+G2fvfNNaukcGzBgMEOGDHVLGzJkKAMGDD5PJRLiwiLHmGjsym+M77tv\nLoMG3SQBSy1IS8s5JlG2EL5V+RhrqEe8QojGQfq01ECe59af1GH9SP3Vj9Rf/Uj91Y/UX91V16dF\nbj2EEEII4RckaBFCCCGEX5CgRQghhBB+QYIWIYQQQvgFCVqEEEII4RckaBFCCCGEX5CgRQghhBB+\n4ZwELbt27eKWW26hZ8+eDBo0iNWrV1e53Pr16xk4cCDdu3dn+vTpZGZmnoviCSGEEMIP+DxoycvL\n469//SsTJ05k586dvPDCCyxdupSffvrJbbmDBw+yYMECli5dyrZt24iJiWHevHm+Lp4QQggh/ITP\ng5aUlBSuu+46RowYgU6no0uXLvTq1YtffvnFbbl169YxcOBALr/8csxmM3PmzOGHH36Q1hYhhBBC\nAOcgaOncuTP//Oc/XdN5eXns2rWLTp06uS2XlJRE+/btXdORkZGEh4dz7NgxXxdRCCGEEH7gnP7B\nxIKCAmbMmEGXLl0YMGCA2zyLxYLZbHZLCwwMxGKxnDXfyMggDAZ9g5a1XHV//0B4T+qwfqT+6kfq\nr36k/upH6q9hnbOg5eTJk8yYMYOWLVvy/PPPe/zFVbPZTElJiVuaxWIhKCjorHnn5BQ3aFnLyR+7\nqj+pw/qR+qsfqb/6kfqrH6m/ujuvfzBx37593HrrrfTr149//etfHi0qAPHx8W6PgrKzs8nLyyM+\nPv5cFFEIIYQQjZzPg5bMzEymTp3KXXfdxbx58zxaWMoNHz6cL7/8kl27dlFaWsrSpUvp378/kZGR\nvi6iEEIIIfyAzx8Pffzxx2RnZ/Pqq6/y6quvutInTpxITk4OAIsWLaJz584sXryYRx55hIyMDK68\n8kqWLFni6+IJIYQQwk8omqZp57sQ9eWrZ4byPLL+pA7rR+qvfqT+6kfqr36k/uruvPZpEUIIIYSo\nLwlahBBCCOEXJGgRQgghhF+QoEUIIYQQfkGCFiGEEEL4BQlahBBCCOEXJGgRQgghhF+QoEUIIYQQ\nfkGCFiGEEEL4BQlahBBCCOEXJGgRQgghhF+QoEUIIYQQfkGCFiGEEEL4BQlahBBCCOEXJGgRQggh\nhF+QoEUIIYQQfkGCFiGEEEL4BQlahBBCCOEXJGgRQgghhF+QoEUIIYQQfkGCFiGEEEL4BQlahBBC\nCOEXJGhFZCfkAAAgAElEQVQRQgghhF+QoEUIIYQQfkGCFiGEEEL4BQlahBBCCOEXJGgRQgghhF+Q\noEUIIYQQfkGCFiGEEEL4BQlahBBCCOEXJGgRQgghhF+QoEUIIYQQfkGCFiGEEEL4BQlahBBCCOEX\nJGgRQgghhF+QoEUIIYQQfsHgzUKaprF161Z27NhBWloaiqLQrFkz+vTpQ8+ePVEUxdflFEIIIcRF\n7qxBy0cffcRrr71GUFAQXbt2JTY2FofDwYkTJ1i/fj0Oh4OZM2cyZsyYc1FeIYQQQlykagxapk2b\nRnx8PG+88Qbt2rWrcplDhw6xatUqNmzYwIoVK3xSSCGEEEKIGoOWxx57jJYtW9aYQceOHVmwYAEn\nT55s0IIJIYQQQlRWY0fcygFLUVERAA6Hgw0bNrB169ZqlxVCCCGEaGhefXto7dq19O/fH4Bnn32W\nJ554grlz5/L666/XamW7d++mX79+1c6fPn063bp1o0ePHq6XEEIIIQR4+e2h5cuX88orr2Cz2fjw\nww9ZsWIFsbGxjBs3jrvvvvus79c0jU8++YSnnnoKvV5f7XL79+9n5cqVXHbZZd5vgRBCCCEuCl61\ntKSmptK7d29+/vlnzGYz3bt3p0WLFhQWFnq1ktdee413332XGTNmVLtMVlYW2dnZdOzY0buSCyGE\nEOKi4lXQ0rRpUzZv3swHH3xA3759AedXodu0aePVSsaMGcPnn39eYwvK/v37CQ4OZvr06fTu3Zvb\nb7+dX3/91av8hRBCCHHh8+rx0EMPPcTDDz9MQEAAK1as4KeffuLZZ5/l5Zdf9molTZo0OesypaWl\ndO/enblz59K6dWs+/vhjpk2bxsaNG4mNja3xvZGRQRgM1T92qo/Y2FCf5HsxkTqsH6m/+pH6qx+p\nv/qR+mtYiqZpWm3fZLPZADAajbV63/bt27nnnnvYvn27V8uPGDGC6dOnM3z48BqXy8goqFU5vBUb\nG+qzvC8WUof1I/VXP1J/9SP1Vz9Sf3VXXbDnVUsLwJo1a1i/fj2ZmZk0a9aM0aNHM3LkyAYr4KZN\nm1BVlaFDh7rSSktLCQgIaLB1CCGEEMJ/eRW0LFu2jPXr1zNx4kSaNm1KcnIyzz//PJmZmfzlL39p\nkIIUFxfz3HPP0bFjR1q3bs0777xDSUmJqw+NEEIIIS5uXgUta9as4aOPPnL7AbkbbriBiRMn1ito\neeyxxwBYtGgRf/7zn8nIyGDq1Knk5uZy6aWX8sYbbxAUFFTn/IUQQghx4fAqaNHr9YSFhbmlNWnS\npMbfXKlKr1693PqzLFq0yG3+9OnTmT59eq3yFEIIIcTFwauvPE+ePJlZs2bx22+/kZ2dzcGDB5k7\ndy6DBw/myJEjrpcQQgghhK941dLy3HPPAXD77bd7zHvvvfcAUBSFAwcONGDRhBBCCCEqeBW0HDx4\n0NflEEIIIYSokVePh/Ly8pgzZw5Hjx4F4OWXX+bBBx/0+mf8hRBCCCHqy6ug5ZFHHgEgOjoagNGj\nR6NpGgsWLPBdyYQQQgghKvHq8dCOHTv43//+5/oF3EsuuYTFixfTv39/nxZOCCGEEKKcVy0tZrOZ\nlJQUt7T09HSCg4N9UighhBBCiDN51dJy6623Mm3aNCZMmEDTpk1JS0vjvffeq/LbREIIIYQQvuBV\n0DJr1iyio6PZsGEDmZmZxMXFcffddzNmzBhfl08IIYQQAvAyaCkqKmLcuHGMGzfOLf27777juuuu\n80nBhBBCCCEq8/oXcSt/vTknJ4cHHniAe++912cFE0IIIYSozKug5dJLL2XSpEnk5+fz+eef86c/\n/Ync3FzWrl3r6/IJIYQQQgBePh5atGgRTz31FIMGDcJkMvHoo48ybNgwX5dNCCGEEMKlxqCl8h9B\nHDt2LGlpaSQlJREfH++a1759e9+WUAghhBCCswQtw4cPR1EUNE1zSx89ejQgfyRRCCGEEOdOjUGL\n/KFEIYQQQjQWNXbEXbVqlVeZqKrKypUrG6RAQgghhBBVqTFoKS4uZvTo0axYsYJTp055zP/jjz94\n/fXXGTlyJBaLxWeFFEIIIYSo8fHQlClTuPHGG1m+fDkjRozAbDYTGxuLqqpkZGQAMHToUF5//XWa\nN29+TgoshBBCiIuTop3Zy7YaNpuNffv2kZqaik6no2nTpnTp0gW9Xu/rMp5VRkaBT/KNjQ31Wd4X\nC6nD+pH6qx+pv/qR+qsfqb+6i40NrTLdq99pATAajXTv3r3BCiSEEEIIURte/SKuEEIIIcT5JkGL\nEEIIIfyCBC1CCCGE8AteBy3Hjx9n2bJlzJs3j7y8PD755BNflksIIYQQwo1XQct3333HrbfeSnp6\nOl988QUlJSW88MIL/Pvf//Z1+YQQQgghAC+Dlueee46XX36ZJUuWoNfriYuL46233vL6F3OFEEII\nIerLq6Dl9OnTXHnllYDzjyQCtG3blqKiIt+VTAghhBCiEq+Clk6dOrFmzRq3tI0bN5KQkOCTQgkh\nhBBCnMmrH5ebP38+U6ZMYfXq1RQXFzNhwgSSkpJYvny5r8snhBBCCAF4GbQkJCTwxRdf8N1335GS\nkkJsbCzXX3894eHhvi6fEEIIIQTg5eOhv/3tbwQHBzN06FCmTp3KqFGjCA8PZ+rUqb4unxBCCCEE\nUENLS3JyMitXrgTgq6++4plnnnGbX1hYyJ49e3xbOiGEEEKIMtUGLS1atEDTNHJzc9E0jZycHLf5\nRqOR559/3ucFFEIIIYSAs/RpefDBBwFnn5bJkyefi/IIIYQQQlTJq464kydPZtu2baSlpaFpGgA2\nm42kpCRXYCOEEEII4UteBS0LFy5k3bp1hIeHY7fbMZlMJCcnM3jwYF+XTwghhBAC8PLbQxs3buTD\nDz/kmWeeoWfPnmzZsoX7778fvV7v6/IJIYQQQgBetrQAxMfHk5uby/79+wGYNGkSAwYM8FnBhBBC\nCCEq86qlpUWLFuzdu5eIiAiKiorIzs6mpKQEi8Xi6/IJIYQQQgBetrRMmTKFiRMnsn79esaMGcO4\nceMwGAz069fP1+UTQgghhAC8DFquv/561q1bR5MmTfjb3/5Ghw4dKCws5Oabb67Vynbv3s1f//pX\nfvzxxyrnr1+/nmXLlpGVlUWvXr144okniImJqdU6hLgYaKoKe39GO34EpXV76NoTRedVw6kQ4gJ3\nIZ8fvApahg0bxvr16zEYnIsPHz68VivRNI1PPvmEp556qtrOuwcPHmTBggW8+eabJCQksHjxYubN\nm8cbb7xRq3WJC3uHFaA6HGgv/gP27AJAA+jeG93s+fI5C9EAfH0O9WX+mqqivvw4/LbNOQ0X1PnB\nq6AlODiYtLQ0QkJC6rSS1157jY0bNzJjxoxqg5B169YxcOBALr/8cgDmzJlDnz59yMzMlNaWWrhQ\ndlh/D7xqW37NboOCPMjPg4JctPxcyM+jwFGMmppeNp3rXCY3G1SHewa/bUNddA9Kq3iIiIaoGJTI\nGIiMgagYCA5FURSflb+2/P3z9TV/rx9/Lr+vz6He5q85HGApBktR2asYiovQKo270i1FaMVl4zmZ\nkJ3hvtLftqG+/QK6Hr0hrgXENkMxGuu9LeeDV0FLy5YtGTt2LJ07dyYmJsbt5PfCCy+c9f1jxoxh\nxowZ7Nixo9plkpKS6NGjh2s6MjKS8PBwjh07JkGLFzTVAemn0f73letgcPltG+qbz6N07YESFQtR\nsRARjWLw+stj54zmcKDlZqMt/yck7nWmAXTpgfLXR1DMgbW6+Fa7Hl/f6by0CH537u8aQJsO0HcQ\nSkEe5OeiFTiDElcgUlxYZV5FtVnxiSS0E0kV5ag8z2hyBjCR0W7BjBIZXRHYhEag6HSN5qTdmPn7\nnbKUH7TSEufxl5cDeTloednO4bFDsPdn94V/24Y6fzqEhIFOB4rOOaxmXFEU0OnJDTKhWlVQlLJl\n9Gg5mbB7ZxX5zwSdUhGMlJbUs5bO8ONm1B83O8cVHUQ3gaYtUOJalA2bOwOa6FgUXeP9OROvrlpd\nu3ala9eudV5JkyZNzrqMxWLBbDa7pQUGBp6XbyiVHxCFmSfRYlo2qrsETVUhMw1STqAl/wHJJ9CS\nj8Ppk2C3Vf/Gn7ag/bSl4kKm6CAiEqJiKwKZ8vHosunQ8GoDhNqcNDRNg6KCSieHHMjPqZiuNE5h\nPmiaZyb7fkWbNRZNb4Cg4LJXCAQFowSWjQeHVKQHBqMEeaYrRlO1J1Vl1iModlvZnUsxlJS9LMVo\nFotrvPK8KtOLCsFhdy//H4fhj8NUsWVOOh2EhkNoBISFo4RFQGgEwc2aUKQPQgkNh7AICItAO34E\n7ZUnPLJQRo+HiCjIzoScTLScLOddV06WMyhKT4H0FLcyuJVHr3e+32R27k+V/bYN9cV/OAMehwM0\n1TlUHc59oWwcVa0YVk5zVJpXXOQs15n5r1iK0qmbcx0RURAZ7fzMGiBIbUiqzYb20iLXhU0D6NAF\n5c8TUFStYrsddnA4nHfMqgPs9rK6cKafuZyrPlNPVX3jsfxZlBZtwGgEgxEMhrKh0XnXrDdUmlfp\ndcY8TadHe20J/La9ovyXXYkycbZz/y8tBavzVRKoQ83IcUtze5Wla9ZS50XWWuo8jjNTPcv/xP3O\nC2NgMJiDILDipQQGOdOC3OcpRpNH/dcUFKFpzpuAvBzIy/Y815SfZ/JznMdrbaQmA8leLVp+XNUq\n7Eg945hTlLI6CXLWWWCws06CKsYJLDsXBgY5z4OBwWinktDef9Uz/+69nPtgegpkpDk/o8xUtMr7\nMTj3qybNIa55pYCmhTOgCY9EUZTz2pKmaFpVVwjf2L59O/fccw/bt2/3mDdjxgyuuOIK7r77blda\nr169eOWVV7jyyitrzNdud2AwNExkqKkquU8+Qun2is7CAb36EfHwEw16l2D9ZTu2o4cwxnfEdEUv\nj7w1TUPNTMd+/Bj2E8ewHU/CfuIPHCf/cN4hVEEXG4cuPAL7kUSPeQG9+6Po9Tgy03FkpKHmZFUd\nHFRmMqGPboI+tgm6mCboY+Oc49GxFH+6CuueX12LGtp3wjxwCFpuDmpOFmpONo6cbNRc5wu7vYYV\nVd4IHYopAK2kimBVr3ee2OvDaEIxmdCKqmjZUJSz10k9GDp0IuCKXugiItFHRKELj0AXEYkuPBIl\nJNTr/asu+6hqKUbNysSRlY6amYEjM8M5npWJIzMdNSsDNS+3QbazQZkC0EfHoIuKqWIY6xxGxaAE\nBLi9zdtjTCstQcvPRy3IQy1wDt2m851DrdJ0lfuO8A2DESUoCF2Q8yZECQpGs5ZiP3TAY1ElOMT5\niMTbY9hgRBcZhT4yCl1kNLqIKHSRUaj5uVg2fOaxeMhfZmFKuBRU1XnRrvTSyoNzTasUyKvO4N61\nvANUDduxI1g2VpH/XTMJ6Nnbua3BIc5W5Tpcc7w5P2g2G47UFOwpJ3GknMKefBJHyknsySdRszOr\nyxolMBBds0vQ8nJQsyqWa+hrZE0azfOB+Ph4jh075prOzs4mLy+P+Pj4s743J6eWEXMNtN07USt9\n2ACl238k7e//h9K0BQQEOO9EAyq/AlDK08yBZfMDKuYbTa67xTPvEgDocgXKTTdDyklIOY6WfAJS\njld/JxAeBS1aOe+6yofNW6EEBqGqKpyZf/fe2Kb+3bVDKYDObofcLMjOQMvKcD4Dzc5Ay86ArAzI\nyYCiQhynT+E4feqs9WY/cpDCIwerXyAoBMIjnZF6WKRrnPBIlPBIKE8LDYO9v6A9v8AjC93/PQad\nL3feqRcXOVsPLEVoxYXO1o3ydItzXCsucrbwlDe3FhWCzYpms1ZdRk1zPkYpv+srvxM0B6EEBjrT\nqko/Y3ntyIEqW0LUYeMo6XaV53pLgdKqHwTFxoaSkVHgWdRpD6Hr8zPa8aMoreOxde1JZtZZHiYF\nRELzSGie4DFLAXQ2K+Rkoe36Ee3jtzzff/1QlFbtQKd3tgzp9aDoUPR697Qz5jvTnE3j6HVoh/ej\nvfeKZ/49+6GYjGi52c7WodwsKLHgOJ2M43QyNbQjOlvTIqLLXlFwZD+kpVTMj24Crds795nCfCgs\ncA5rap2srahYaNKsbNsNzu3W651N7ZWmcU2XLafTV8zTG9DSUuCHLzzzv/o6lOhYsNmcrTM2G9ht\nzv5QdrtzW8pftkrjlefZbGCzVn1hNwc6j0NTQNl5LoCAkGCs6J1pprJzWvl4pZcSUDGuHT+K9sFr\nHtkrI8ZB0xbO47Fy66SlGM01XeSWjt2Glp+HIz/vrNWvFRU6bzzCIlznE6XSeYawM6bLWvFUQK2c\nj6pCSqrHObT4mj9hqeVFuarjV7viejhdRf59h1XkX6RCUa0eDruvw5vzgzkK2kVBu8tdSQqgK7E4\nW2RTkyEtGdJS0NKSITUZragAR9Jhj/WVbv+RjG++Ranq/FZHsbGhVaY3mqBl+PDhjB8/njFjxnDZ\nZZexdOlS+vfvT2Rk5Dkth3b8SNUzEnejJe6u/n01ZaroKg54cDZNVrbvF7R9v3i+LyQMLmmD0rwV\ntGiN0qI1NG+NElL1h+lclc7ZTLq3YoetqulOMRggJg5i4qiu8V0rsXgGM9kZaIf2Qkaq5xvadnTu\ntJUCkeh2LcmyG6ts5q2O1rUndO/tcVC7tiPc5DzplG+Lt/lqmjNo2fU/tOXPesxX/u8xZ0e1+urR\nB62a8jcURaeDblc16ElCMZqcF90hY9COHPAov278XxvmTqp5a7Q9P3vmP/Mhz9YQS7Gz43Fuplsw\no+VkudLJzXEGpEWFkHy86nVmpTtfZzIYncdZSKhzGByKUj4d7Bw6pyuW0Y4ccH576wy6ibMb5PPQ\nVBW1IM+zfu6e2zB9inbvRK3qpmDGQx7lj6wmaK5RfGe0/b95lF8ZdWft+53YrO6PXouL0A7+jrZu\ntceyytQ5KL2ucwbR9eDtObSx5l++jrqeHxRzILSKd3bqP4NWmI/2yTto3230nHf8aIOej6ot3/l8\nPPTYY48BsGjRIgA2bNjACy+8QEZGBldeeSVLliwhOjr6rPnW+qCqQXUHNDfdjNKkedkz3BLn89tK\nL9cz3fKXtQRKysa9uZuLboJyWU9nUNKitTNICYtosO1qSNWe9P72D4+dtrqWgrOuw/XMtOEP6ipb\nu3zWUbB+5a9r/dWXL+u/ofPXVNXZapKbBTlZqN9t8uwTAnDVtej6D3EPUkwBte4z40/7T3V5e1v+\ni/X4bSjn6/j1pdqc/+ujupaWWgUtp0+fpnxxs9lMVFRUw5Sunho0aPHBAaGpDmewU1qC9vsOtHde\n9FimoT9wXzoXJz1f8/VFuaE01vprzM7FSdVf9p/qeFv+xrr/+Uv9N9b6q49zFTTWKWhRVZVnnnmG\nmJgYpk6dSrdu3bDZbGiaRmhoKP/973+9+maQrzX0TlF+QARlnqI45pKL9i6hJv5+0vMXUn+1d6Ec\nY42B7H/1c6HW37kIGusUtLz++ut88cUXLF26lNatW3PVVVfx3XffoWka9913H/Hx8Tz44IMNWtC6\n8NVO4asdzl/uEhrChXrQnitSf3XjyxuPi4nsf/Uj9Vd31QUtNR7Fa9euZfHixbRu3RoARVEICgoi\nODiY2bNn8/XXXzd8SS8Cik6H0u0qdCNuR+l2lZxMhWhg5cdYyG0T5RgT4gJS45GcnJxMQkLF1yM7\ndOjgGu/WrRvp6VX0xhdCCCGE8IEag5aAgADn736UWblypWu8pKTE4xdshRBCCCF8pcagpVOnTmze\nvLnKeZs3b6Zbt24+KZQQQgghxJlqDFomTJjAE088wdatW93Sd+zYwVNPPcXkyZN9WTYhhBBCCJca\nfxF34MCBnDx5krvvvpvY2Fji4uLIyMggNTWVv//97/Tp0+dclVMIIYQQF7mz/oz/5MmTGTlyJN9/\n/z3p6elER0fTv39/YmNjz0X5hBBCCCEAL//2UFRUFKNHj/Z1WYQQQgghqnXWHy/YsmULL730Ert3\n76akpISZM2fSo0cPpkyZQmZm9X/CWgghhBCiIdUYtPz73//mscce4/Dhw9xzzz3cc889OBwOli1b\nRlBQEE888cS5KqcQQgghLnI1Ph5as2YNq1atonXr1hw4cIA///nP/Pjjj0RHR3PFFVdw4403nqty\nCiGEEOIiV2NLS05Ojusn/Dt37kxAQADR0dEAhIWFYbPZfF9CIYQQQgjOErQoiuI2bTKZ3KZr+FuL\nQgghhBANqsbHQ5qmcfToUVdwoqqq27QELUIIIYQ4V2oMWiwWC8OHD3cLToYNG+YaP7MlRgghhBDC\nV2oMWg4ePHiuyiGEEEIIUaOz/k6LEEIIIURjIEGLEEIIIfyCBC1CCCGE8AsStAghhBDCL0jQIoQQ\nQgi/IEGLEEIIIfyCBC1CCCGE8AsStAghhBDCL0jQIoQQQgi/IEGLEEIIIfyCBC1CCCGE8AsStAgh\nhBDCL0jQIoQQQgi/UONfeRZCCCEaG1VT2ZGxjcP5iXQIS+Dq2N7oFLkHvxhI0CIuSv5+0vP38oua\n+fvn68vyq5rKYz8/xE/pP7rSrmnSj0U9n/KrOhJ1I0HLBUhTNdIP5JB7qpCIS0Jo0jkSRac06Dr8\n+aTq7yc9VVN5bNdDpOzPJDa/Od+E/cD6Sz9j0ZUNV35ff77+vP+AXJSromkaRfYickqzeXbPU+zJ\n+c01r2N4J8a2uRUN5/apmopK2VBzoGpa2VDFgYpWvswZyzk0leTiU251A/BT+o+sSVpJ37hriQyI\nIsQQiqI07DlPNA6Kpmna+S5EfWVkFDRofuUnpBT7HzQ3tPGrE6qmamxfsZ+0vTmutLiukfSacmmt\nAxdN0yhVS7HYiym2F2NxFGOxWyi0FfLOkRUcyjvoWrZHdE8e7b6YMFOYW13FxoY2+OdTG6WOUnJK\ns8kuzSLHmk12aTZ7sn9nS8oXHsv+retchrQYikkfcB5KWrXy+nOodtJL0kkpSmZb0laUDZG0yG3r\nWu5o7D6KhiYTH94es96MWR+IWW8mQG8msNK4WW8m0BBIgM6M2WBGr+g91tmQF01N03BoDuyaHbtq\nx6HZsTqsPLPnCX7O3Fnv/M+mIfc/TdMotheTVZrJs3uWsDdnt2te+7AOjGo1Bg217AKsouK8yKpa\nxUXYgaPiYlx+sabigqxqKqnFKWzL+Mlj/cNajqRzRBcC9YEEGgIx6wNd44H6oLJhIHrd2e9FzxZ0\nOTQHhbYC9CF2/kg7TZ41l3xrHvm2fOe4LY98a/l4PvllQ4fmaJC6ri+DYiAiIJJIUxSRZwwr0p1p\n4aYIj+OgoYLS6vY/uSk4u9jY0CrTJWg5w7m4y2nIHUp1qJTm27DklVKSZyXtQDYntqZ7LGe41Iaj\neSlWcwmlJgvFxkKKTYUU6fModhRjcVicgYm92Dltt2BxWFCrOwlpCm0yE4jNb05GWAp/xCSCoqFT\n9IQbwwg3RRBuiqBJaAxmLYRwUzgRpgjCjRFl88IJN0UQYYqoMkioqY5sqq0iECnNIduaVTadXSk9\nmxxrNkX2olrXaYw5lmaBzWke1ML1ahbUnGZBzYkwRfrsDq7IVkRK8SlSclJITcsgNz0fa54Na5aK\noSCAsOJIwixRGFRjle9PDTvByegjZIWkkhmaSk5wBqqu5ouIUWfCrA9wC3Jsqo3jhcc8lm0XEk+Q\nMRi7aseu2XGUDZ3j7oGJa5laXMSamONoHtTCuV8ERBJRtn+EmyLLhs7pMFN4lcFWZd7eeGiahsVR\n7Np3XPuRNdu1D1WeV6qWer0954tRZ6oUzAQSaAhyBa6BhiDMOjO/Zv9MSnGy6z2RpiiaBjajwF5A\nvjWXAlsBGrW/NATqg9ApOorshR7z2oa0o11Ye3SKDh0651DRoVP06FAqxsvTy5bRK3oUxTlfj55T\nRSfZlPxfj/xbh7TBrtrJtebU6rhXUAg3hbsCmghjJAdz9xNwMsx1ftO3tTOm7W0YdAb0ih59+bDs\nZag0bVAM6HXO8ZjoMPJzSsumDRgUPQo6nt69mO0ZW11laMhrjL9dw6ojQYuXtqX/xMM753pckNuG\ntqVZUHOCjSEEGYIJMQQTbAgh2BhCsCG4LC2EYGNZuiGEQEOgxwd5ZtN+RlgKzS+N8WjaL7WXkpuf\nS3ZmHvk5BRTmWijJK6U0z46jUEUr0KErNmCwmFCo+0VURaXEVIzFWIjFVFT2co4XG4uwmUtQAx0o\nZhUlGPRBCjnWbHr8byDxGV1c+RyN3ccXPVdh06y1LoNZH1h2UXIGMmHGcPZl73E7aWQ3O01EQAQ5\n1mwKbN5/3gbFQFRAtPMuKyCaqIAoim3FfHv6a4/POMocRZ41t8YLbaA+iGZBzV2BTHPXeAviApti\n1DkDCofDwY/bt5F6PIOmrWPp16s36CCzJIPkglOcTksjKy2bgsxirDkOlDwDQUWhhFmiCLQF17hN\nDr0NvaPqwKUyTVGxhBdQEJ5LXlgm2aFpZIacJtuUjkUtodRRUqcLU23pFD2GshO7QTFgVW2UOCx1\nzk9BIaw8CK4qsDGG85/jH7Mvd6/rPe1C4+nbpL8zGLFmuwW5tQlEAnQBGHUmCu2e+2CHsI50CEtw\nvxgrOvSKDsV1AXa/MOspvyBXLHui4DhrT/7HI/9rmvQj3BSBxWHBYi8uG1pc0yVl0ypq3Sr2DKHG\nUCLNkQTrQwk3hhNmCies7IbEbdwYTpgpjDBjOCa9yXkO3TXHI78nr3yW3k2uqXe5vLkolzpKybFm\nk1uaQ05pTqUgNMcVjOaU5pBrzSHfmud+HGgKw3+d6HF+W9/jXVB8d7zoFQNGnbHKQKjytK6a+eVp\nedZc9ubs8cj/mib9aBHcEoNicB2Lep3eNa2vnO7K31A2X++ar0PH8kOvsTv7N7e8G7qlVIIWL713\n+C0y1ljddtik2P1s6LYSHYrzn6ZD0RTnq2xap+kABZ1WMV+HjkBdEEH6YIJ0QQQagnDYHLT6tQst\ncidnwIQAACAASURBVNu58s8KTiW3aTqBJSEYLQGYLUEEloRi0Lxo5kWlOKCQooB8CgPy0Gk62mZ2\n9lguucURQoKDMZWaMZQGoLcY0ZXoobQOO5kRsHkmG5pDTEwkdsWOHRs2bGByUGgtplQroZQSSrQS\nSjQLFrUYi1ZMsVqEXbGhKqrzpXPgwEGPE/2Iy2/pyvt0+HG2xW9G06mgKISYggkxhRJa9goLCCM0\nIIzwgHAiAiIIM4cTaY4g2BiCTq9DURQUHSg6BVVVWfPqOiKSm7ryz22exq1/HQ6oZFgySStOJbU4\nhbTiNNIsaaQXp5NuSaPEXoxS9llXfP5K2eetJyogihhjLC1/vpQm2RXlLzDnkheYRZglkpCSCHQ1\n/NqAqnfgCLViiFSIbBZCUEQwcXGxhMeGEhQdQObRPHa8fsDjfe0HNUen15OfUkTB6WKKskqoKiYx\nmPWENQsitFkQQU0DCIjTY4gFe4CNUkcJP2fu5I2Dr3kEdVMS7uayqMurPsmVn/yqmHdmy1R1Nwb3\ndLmPliGtybXmkGfNJdeaS16pc5hrzXGl59vyq627ugjQBVQKbKOIMkW7Hh1EmqLK5jmnA/VBbM/Y\nWmX5n7zqnw13UfbixqYqmqZhU62VAppit8DG4rDw7emv2Zr2P4/yD2s1glva3k6YMZxQYyh6naFO\nj9fOxZ1++U1B2vFM4lrH0K9Xb/T6mlvfwNkybSu2Yy22Y7PYsRXbKS2ykldQQGFhIUWFFlJOpBF+\nOtbjvX/E74PWNkoDiykNLKYkoBiH4mxlLH8E6tAcbtOKTqPUbnWlOTQ7xfZirGrtb+4au4YKSstJ\n0OKl7376H7lrGkeVlBotlJqLsQWVogbbIETFEKrDGKYnMCKA4IggwiKCCQtwnmRCjWHsz9nH9uX7\nPe4S+kzrSp+4vh7rUO0qpUU2rIU2SgvtZUMbVlea+9BabK/yQii8p6FhDy6FcBVzlJGwmBBi46Jo\n0jSG4OhAAsKMrgt9VRcNb/st2UsdFKQWk59SRP7piqG1sIqIEzCHmwhrHkxIUzN7fj9AcHaEa15+\n0wxGTBrkvOhUvinVnFtU9t81T9O0SuMVy4DzgvPF6u8JzYh25ZPbPI07/jYSY8DZW5Acqp08Wz55\n1hxnQFPqHOaVBTe/Z//G8YI/PC7K3aN7cF2zG1z9GcoDlUB9UK0e+TkcDt5b+imRp5q50nJapDJu\n1kgUFFSHhqZqaA4N1aGhqhqaQ0VTnRfN8nRNLRuWTztUVFVDtask/XCagpRiV/6hzYNo268ZOr1S\nFoAroFARjCtl0zoFpSwdt/GyZRXYm7uHvWuTuKTSjdMf0YlceVcC17To67YP1bVPUF2Dippomvb/\n7d15eExn+8Dx78xkFUuCRLSSlNYSa2JP7VtsISitl1J9aUVrL160tVZLa699q4pShNj3VvtrLSFt\nUfsWu5CIJLLNZGbO749hZExCSAbh/lzXXJnznDPPOXPnzJx7nvOc82BMN5KeZuDv5WeIOR1vnleo\nhAtetTzQpxpIv5eQ6FJMSUl6ih7dvQTFoMudVigAVOBU0MH0KPTwwxGngg6UKFWYxLQ0i/0rq6R9\nXLWvqVa0hinhMd5LgO49Hp42KPoMiZDBfIrWoOg5FX+CFRdCrTa3lVdbSrh4PTita3Eq12BxuvfB\n+jKc6r13Cjg65Qax2hir+v9b5mPef6tHroVXkpZsOrXjEqe3XrEqV6lVqO1UVl8Api+PB18c5i8Q\ntemkjaIyYlQppg56KiOpiVo0ydZfzHrvZN6oVZwCbvkpXMSVQq4FsXd68ou7cvIrLTsUo8K1f2L5\na9lpq3mlm5Wg0Ov5zV++ikHBJZ8jiQmppi/mDF/Spi9so7lcyfAlfuPiLfTW3XLQuIFb0UIoioJi\nNG3L/ecY7x0olHvl5gf3lnkw36AzYNRb7/ZqOxUaB43VF7354KDC9L9WYXlAMO0CKIAePYl3ErFP\ndbKqX1s2nlYdm+Bc2BGNXfb+F1kdNMxXiF1LxvV1lye6QiwtUUfijRTuXk8m8UYyiddTuBudgiE9\nF7/Qn5LaToW9kx12ThrsnDTYO5ueW5U5arB30mDnbGf6m2GZyMQIDiw+btVaWrNbeaoWqoFea8Cg\nM5r+ag3odQb0WiMGncFy3r1pyzIj2iQduiT9c4ySbWns1Wgc1GgcNTg624MaNI5q7Bw0aBw0aBzU\n2Dma/mrsNdg5qh+UO2hQO6g5u/MKcVEP9ltXn/y82fA1jOkKep0pjoZ7f/UZnj8oy2Q63ZjjH0wq\nNdg725ke+UwPh4zP89mRcieNqP+LtnqtezlX1GoVaQk60hJ0aLNI/h+m1qgsEhqHAvacPHoW54QH\nB+VEj1jafNgER2cHc+zvJ6hPytbHgKySrtxqabxPkpZsunk8jgMLTliV1/64PMUqFM5x/TeO3860\nab/mx74Ur1Akk1c8ufudpM4lnuGtgmVyvZOUYlQ4uPgk0cfizGWeFQtTs6ev1YHzaX6p2TpGtv4f\nZ9Va5/qeigZvW7d2PcqzuvpKMSokx6aReCOZqD9uEHs2wWoZBxc7HPI/aAXClK+Zn6O617vqfmHG\naZWpLwoqSI3XkhafSfO4ijzdiqfSqLBz1Jh+4GhUqDQq1OqH/mrUlvM1plYT83ONirs3Uki4at2R\ntJCXC4VeczEn4txP0JUHCbxFmaLA/aQ9w7yUO5nHX6VRoRhe7H+A2s70C8GYSYLt6p0f97KuOOTL\nOimxc9Q8NhHIbkumUW9Ee/fBRRBWj0Qd2kSdqXX6KajU3EsGTYmhOWm8/zxDmd29REfjYEo4o/64\nQcKVB/tQ4VIFqBBc0rz/3T9Vbt7/Mjzu76sPyrCIWaYtjSVu0G1whxy3pmWUVdLyTO7TcuLECUaN\nGsW5c+fw8fFh7Nix+Pn5WS3Xu3dv9u/fb/HG//nnn2exiWYevm54VixsdUD28HXLlfo9fQtTrKKb\n1QfC0zfnB8v71Co1tT3eztWsNyOVWkXNnr5P/Uv/cWwdI1v/j+vWqk3oXusPdVCtDrlSvy2o1Cry\neziT38MZjZ0606SlatcyuZLUZZU01vrIF/fSrqSnGdCnGUhP1Zv+pt3/a0Cf8Xmq/sGy98r1aXrS\nUzPvSK22U+HgYm9uKTC1FjxoKcg4bTooaMwtCnYZnt+5fJfDK85Zb39PX5vGx7elj23j39MXD183\nDOn3Wp10Rgq6OBETfRdDugHD/dYonWXL08OtIwnXk0mJTbOqv4CnM67eBdDY32upsb93oLVXPzjw\n3jsYa+wzTN87ENs5mBLCrLa/XAvvXImPSq2iVs/yj/1+U9upcXZzxNkt61skuLsX4MbVeNISHyQy\nVw7e5NbJeKtl7V3s0Nip77XwGVGMyr192kBOr1mLu3CXP6YdffyCWVFhTmYUBdzSi1vMdrtanNhT\nCbkS/8exedKi1WoJCQkhJCSETp06sWHDBvr06cPu3btxcbG8SuLEiRP89NNPVKpUydablaWMB+T0\n+HTsXe1z9YCc3Q/Ei06lVlGsQmGb7KS2jpGtky6NRkO3wR0szukH1crdXyG2ZOukLqv6i/kWRqU2\nnaKj4NPXH338NhGZtdT9N3eSigLF8hF9NO6Zx+dZ1K9Sq8wJmiNQ2L0ABusznY+UVVJRoW3JXIm/\nreMDufv9ZueoIb+7M/ndnQGwd9RkmrRUe+hHgVH/4NRZxgTRfLpSZ0okTX8N5mXjLiaSeC3Fqn6n\nQg44FrB/cEremOE0+/0+WBan1h8sgwJGgwKPaImLv5b8TJIWm58e+v333xk9ejS//fabuaxNmzb0\n6dOHVq1amctu375N/fr1+fvvv3F0fLKbe9mq+fx53xjtZSAxzJnnFb+c9Jl53vU/yenLnKwjr8bn\nSep/mv3vZYh/bsmqI70t45Pbp78t+hAaFW6eiCNyqXWfxtw6vX7fczs9FBUVxZtvvmlRVrJkSS5c\nuGBRduLECVxcXOjduzenTp3ijTfe4H//+x/+/v623kQhxENs2ZJm6/pt3Vp6fx15NT62rt/WLZn3\n12HL+NiSreOT2y1RKpUKlQbQmLbvtSpF8awYY9OWrkexedKSkpKCs7OzRZmTkxNpaZbnPLVaLX5+\nfgwdOhQfHx/CwsL46KOP2LZtG+7u1tfMCyFEVu4f1KSl7/nIy0nFs5CXk8ZnkZQ+is2TFmdnZ6sE\nJS0tjXz58lmUNW3alKZNm5qnu3TpwsqVK4mIiCAoKOiR63Bzy4ednW36C2TVRCWyT2KYMxK/nJH4\n5YzEL2eeV/w8iuWgY9gLUH9WbJ60lCpViuXLl1uURUVFWSUi27dvx2g0WvRz0Wq12erfcueOdaej\n3CC/0nJOYpgzEr+ckfjljMQvZyR+Ty+rZM/mwz4GBASg0+kIDQ0lPT2dsLAwYmNjqVu3rsVyKSkp\nTJgwgXPnzpGens6iRYtIS0ujTp0nu6+FEEIIIV5ONm9pcXBwYOHChYwZM4apU6fi4+PD3LlzyZcv\nH6NGjQJg3LhxdOjQgZiYGHr16kV8fDzly5dn4cKFVqeRhBBCCPFqkjviPoI07eWcxDBnJH45I/HL\nGYlfzkj8nt5zOz0khBBCCJEbJGkRQgghRJ4gSYsQQggh8gRJWoQQQgiRJzyTUZ7Fo332WX+OHjWN\nZq3T6VCpVNjb2wMQGNiSoUNHPvL1hw//zezZ07l06RJubm507foBbdu2ByA6Oppp0yZx9OgRHBzs\nadw4kE8+6W+uH0xDjY8cOYSAgDq0a9fRXD54cD8OH/4bjcaU22o0GrZv/y0337p4AuPHf8kvv+wi\nLGwTRYua7hK9desmJk4cb76fkaIovP56CTp27EybNu2yVe+ZM6eYNu07zp8/R/HixQkJ6UtAgOmW\nBHfu3GH69G85eDACZ2dnOnZ8jy5duptfu3r1ClasCCUlJYW6deszdOhIqztgCyFEbpGk5RGMRiO7\nd+/g6NEjVK5chcaNm6FW537j1JQpM83Pv/hiGCVLvknPnr2z9dqEhHiGD/+MoUNH0KhRU06fPsmg\nQX0pUcKLqlWrM3bs55Qt68v48ZNITExk+PDBLFu2xFz/jRvXmTx5IhER+wgIsLwnztmzp5k/fwml\nS5fNvTf7ElCMRjj2F8qlc6h83oKK1VDZYL/IKDExkX379tKoUVPWr19Lr14h5nmlS5dl8eJQwLTP\n/vXXIcaO/Ry9Xk/79h2zqhKA5OQkhg4dQJs27Zk5cx5nz55myJABzJw5j7feKs2ECaMBWLUqHJ0u\nnWHDBuLk5EyHDp3Yu/cPVqwIZebMeRQuXIQxY0Yye/YMhgwZbrtACCFeaXJ6KAtGo5H27dvTpUsn\nJk78ii5dOtGjRxeMRuMz3xaDwUCzZvU4duyo1bzo6Gjq1WtAkyaBqNVqfH0r4Ofnz7FjR9Fqtbi4\nuPDBBz1xcHCgaNGiNGvW3FyPVptGz57dKFOmLOXLV7SoNzY2hrt3E3njjVKP3T6j0cjixfMJDm5B\nixYNGTlyKImJiej1esqWLctPP/1IUFAzWrVqwsKFc7l/lX1ExH66d3+PFi0a8sEHndm1a3suRMu2\nFKMR46yvME4fjRIeinH6aIyzvjIlMja0ffsW/Pz86dChExs3hpOenp7pcmq1mho1avHppwNZvHi+\neX99//132blzm9XyR48eAaBnz97Y29tTvnxFGjduxrZtm0lNTSUiYj/9+g2mYMFCFC1alK5dP2Dz\n5g0A7NixlaCgYLy9fcifPz+9evVhx46tGAwGq/VotVqmT59MUFBTWrVqwtdfj0Wr1XLjxnWaNavH\n0qWLaNGiEcHBLVi9eqX5dTt3bqdz5/a0aNGIXr26c/DggRzHUgiRd71SLS1dunRk9+6dT/367du3\n4unpmq1lmzYNZMWKsKdeV0YajYZdu/7IdF7ZsuX4/PMx5unExAT+/fcIbdt2wNHRkcmTH7TiKIrC\nvn1/UqZMOQDs7OxZvnw1hQsXoU+fnhb1njlzGhcXF4YM6c/582fx8vKhb99BVKhgmdwAhIevYdeu\n7cyatYBixTyZMGE0M2ZMZsQI080D9+/fy4oVYSQkJDBw4Cd4ehanTZt2fP31GIYMGUG9eg05dOgA\nn3/+P+rUqf/MbyhomD4ajh56+goOH8DY69HjY5lVroFm4NgnXsWmTeH07v0plSpVwdXVlT17dhMY\n2DLL5WvVCmDChDFcvnyJN94oyfLlqzNdzmg04uDghEr1YLAztVrF1auXURQjiqLg6Oj00LwrAFy6\ndJH69Rua53l7+5CamkJMTAyenp4W61myZAHHjx9l6dKVODs7M2LEEJYuXUTbtu1JTU3l3LmzhIdv\n5dKliwwc+Ane3j74+VXlm2/GMnfuEsqV82XLlo1MmvQVYWGbLLZXCPHqkJaWl8jdu3cZOnQgFSpU\ntjrVYzQamTr1W65du0rXrh8ApmSocOEimdaVnq6jQoVKDBw4lHXrttKkSTOGDOnPnTtxVsvu3r2D\nTp3+g5eXNw4ODgwcOIz33+9hnt+nT38KFiyEl5c377zzHrt37wDAwcGRnTu38/ffkfj7V2f79j1y\nB+RM/PvvEZKSksz9TNq168jatZknIfcVLFgIMCWxj1KpUhVSUpJYvXol6enpnDx5nF9/3YVOpyNf\nPheqVq3OvHnfk5SUREzMLVatWoFOpwUgLS0VJ6cHCc3951ptmtV6du/eQffu/6VoUXdcXPLzxRdj\nCQoKNs8fMOAznJ2dKVfOl5YtgzLsIw5s3LiOY8eO0rx5K0lYhHjFvVItLU/S8rF79w66dOmUSR1r\naNq0eW5uVq64du0qw4YNxNv7DcaMmWDxxZ6amsq4cV9y+fJFZs1agKvr41uLGjRoTIMGjc3THTt2\nJjw8jH/++ZvGjZtaLBsXF4eHh4d52s3NDTc3N/R6PQAlSpQwz/Pw8OD27dsATJs2m8WL5zNq1HB0\nunTatevAxx9/ip3ds90tn6TlQzl6COP00Vbl6oFjUVWukZubZbZxYzgJCfG0b28aTNRg0JOQkMCp\nUyezfE18fDzAY//XBQsWZNKk6Xz//VSWLl1E+fIVCAxsSUxMDACjRo1n2rRv6dy5HR4exWjevJW5\npcXJyQmtVmuu6/5o7pl1xL1zJw5392LmaQ8P0/MbN67j4OCIu/uD/cfd3YNLl6JwcnJi5sz5/Pjj\nYj77rB92dnZ07tyNbt16PPI9CSFeXq9U0vIkGjduRtu2bdm4caO5rEWLVjRu3Ow5blXmTp48ztCh\nA2jVqg0hIf0sOgsnJMQzaFBfChYsyLx5P1CgQPaGSf/ll12o1SoaNXqQoOh0OhwcHKyWdXf3MB/k\nAK5evcKuXdvp1u1DAGJjYylUyHTwjI6+gYdHMXN/htGjv8JoNHLs2FFGjhyCr28Fi3W+cCpWA7/a\ncDhD3wq/2qZyG7h79y6//rqL6dPn8PrrD5K/GTOmsHbtKvz9M19vRMQ+ihQpipeXzyPr1+l02Nvb\nM3/+D+ay0aNHUKaMqfN1fHw8X3wxzpyIrF8fZp7n41OSy5cvmV93+fIl8ucvYL6yKaOiRd2Jjb0F\n+AJw6tQJjh07Sp069dHptCQmJlKwoGmo+5s3TftIcnISKSnJfP31d+j1eiIjDzJy5BD8/atRsWKl\nx4VOCPESktNDWVCr1YSHh7NixRpGjPiSFSvWsHTpCptcPZQTsbGxDB06gK5de/DJJwMstk9RFEaM\nGEKxYp5Mnjwz2wkLQEpKMtOnT+bSpYvo9XpCQ3/AYDBQo0ZNq2WbNWvBmjUruX79GlptGgsXzuX6\n9Wvm+YsWzSMlJYXLly+ybt0aWrRoDcCXXw5n61ZTc//9A9395OZFpVKrUff9wtSy0r476oFjUff9\nwmZXD23YsIESJbypXNmPIkWKmh9BQcH88stOc4vKfQaDgf379zJ//mw++qjPY0+lGI1G+vXrzf79\nezEYDPz++69EROw3/4++/34qP/64GKPRyLlzZwkNXUpw8DuA6XL8DRvWceHCeZKTk1i8eB7NmrXI\n9DMSGNiS0NClxMXdJikpiblzZxEX9+BU4/z5s9DpdJw4cYwdO7bSokVrUlPT+Oyz/kRE7MfOzo4i\nRYoCKnNyI4R49UhLyyOo1WqaNm3+3E8HGQwGWrRoyLRps6lYsbLFvE2bwomPj2fJkvksWTLfXN65\n8/tUq1aDo0cP4+DgSMuWjczzfH0rMHPmvEeus02bdty+HcugQZ9y924iZcv6MnnyTItOmRmXjY+/\nQ79+vUlJSaF27bcZOHCIeX6xYp507doRo9FA587dCAxsAcCECd8ya9Y0pk37DhcXFzp3fp+qVas/\nVYyeJZVaDZVr2Ox0UEarV6/OdP+rXr0mhQq5YjDoOXv2NM2a1QNMnatLlChB//6DLV73/vvv0r37\nh1add52cnBg/fiLffz+NUaNG4OPzBpMmTTOfrhk27HMmThxPixaNKFTIle7d/0uDBqZ9qW7d+ty4\ncZ1hwwaSlHSXgIC6fPrpgEzfR/fu/yU1NZUPP+yKwaCnYcOmfPjhR8TGmlronJ3z8c47QTg5OTFg\nwBD8/KoC8OWXY5k5cwq3bt3E1dWNwYOH4e396NYjIcTLS0Z5fgQZoTNn9Ho9DRvW5qefwvDxeeN5\nb06e9LLvgzduXKdTp7bs3Pl/NumE/bLHz9Ykfjkj8Xt6MsqzEEIIIfI0SVqEEEIIkSdInxZhM3Z2\ndpw+fVqaR0WWihd/jT//jHzemyGEyCOkpUUIIYQQeYIkLUIIIYTIEyRpEUIIIUSeIEmLEEIIIfIE\nSVqEEEIIkSfI1UMviLp1q+Po6IharUZRFFxcXKhTpz4hIf3Mty2fMGEMu3Ztx97eHjDdsbd06bJ8\n9NEnVKnil631TJ06iU2b1lsMShgaugZPT08uXoxi8uRvOHfuDC4u+XnvvS68+24XAO7cucP06d9y\n8GAEzs7OdOz4Hl26dM/lKIhHGT/+S375ZRdhYZusxvdJTk6iXbtWVKnix+TJM7NdZ3x8PEFBTS0G\nOQwMbMnQoSMB+P33PcyfP4uYmBhKlizF0KEjKV26jEUdv/++h9DQH1i0aFkO3p0QQjyeJC0vkIUL\nf6RUqbcAuHkzmilTJjJ06ADmzl1sHs+lY8fO9O07EACtNo0tWzbx2Wd9mT17EWXLlnvsOs6ePc2o\nUeMzHZRw3LgvCQxswfffz+fixSj69PkvZcqUw8+vKhMmmEY2XrUqHJ0unWHDBuLk5EyHDtYjYYvc\nl5iYyL59e2nUqCnr16+lV68Qi/k7d26ndu23OXToANeuXbUYXPFRzp49RcmSpQgNXW0178yZU3zz\nzTgmTZpKpUpVWLFiGV9+OZyff14HmO54vGrVTyxePJ+SJd/M+ZsUQojHkNNDj2BUjBy4tY/Qcz9w\n4NY+jIrxma27WDFPxoz5mqioC+zb92emyzg6OtGhQycaN27GsmWLAYiOjqZZs3pER0dbLX9/0LvS\npctmWt+VK5fR6/UYjab3qVZrsLd3IDU1lYiI/fTrN5iCBQtRtGhRunb9gM2bN2Raz82b0QwbNojA\nwAbUq1ePn39eDsDWrZsYMOATvvhiGE2b1uX9998lMvKg+XVz5sykbdvmBAU1Y/Dgfly7djX7AXuG\nFKPCzeNxnN5xmZvH41CMth8JY/v2Lfj5+dOhQyc2bgwnPT3dYv6mTeE0a9aCRo2asW6dZQLy3Xdf\n8913X2da75kzp7PcHzZsWEfbtu2oUsUftVpN587vM2bMBPP+MWXKRPbv38t773V97PaHh4fRqVMw\ngYENGDCgj/l/27FjG5YsWUCHDq1p3rwBkyZNQKvVAqYE++OPe9CiRUP+858OrFy5/LHrEUK83CRp\nyYJRMTJgzwBGRg7hhzMLGRk5hFF/DX+miUu+fPmoVKkKR48efuRytWoFcPToEQA8PT3ZtesPPD09\nrZa7evUyWq2W2bOnExTUlA8/7MLevX+Y53fv/l8WLpxL48Zv063bu7zzzrtUqFARRTGiKIrFYIlq\ntYqrV69kuj1ffjmcIkWKsnHjDpYvX86KFaEcPHgAgL/+Okj58pXYvv03unTpxsiRQ7lz5w6RkQf5\n9dddhIauYv36bXh4eLBkyYInjpmtKUaFg4tPcmDBCU5tvcyBBSc4uPikzROXTZvCad26LZUqVcHV\n1ZU9e3ab5508eZzY2FjefrsuwcEd2LJlE6mpqeb5Q4eONJ/uediZM6e5evUKXbq8Q3Bwc775Zhx3\n7969N+8Uzs756N8/hNatmzBkSH/y5ctnbvXr2bM3s2YtwMvL+5HbfuDAPhYsmMPYsRPYtu1Xypb1\nZfz4Ueb5v/yykzlzFrFy5TrOnj1t/r9Pm/YdjRo1Zfv235gw4TuWLl3I5cuXni6AQoiXwit1emjE\noc+IiNn/1K/fd+tPmm6rm61la7kH8E2NKU+9rvsKFizI3buJj10mMTHhsXUlJt7F378aXbp0x9e3\nAvv2/cmoUcNZsOBH3nzzLdRqFQMGDCEoKJgzZ04xfPhgypevSEBAHapWrc68ed8zZMgIUlNTWLVq\nBTqd1mod169f48SJY0ydOgsnJyfc3d2ZMWMurq5uxMbGUKKEN126dAOgVas2rF69kn37/qBECW/u\n3Ilj06b11K/fkGHDPjcfHG3twPzj3Dxx56lfH30sjo2D9mZr2WLl3ajdu8IT1f/vv0dISkoiIMC0\n77Vr15G1a1ebR2zeuHE9LVsGYWdnR7lyvnh5ebFjx1batXvnsXXnz5+fqlWr06VLd/T6dL76agyT\nJ3/N2LHfkJiYyPr1YUyaNI1Spd5i8eL5DB8+mGXLVmFnZ2fVryYru3fvoGXL1pQvXxGADz/8iEuX\noszzP/igJ56exQFT4jxjxmT69OmHg4MD+/b9gbe3D9Wq1WDbtj3PbJ8QQryYXqmkJS9KSIinWLFH\n91WJj4/H1dX1sXVVrFiJGTPmmqfr129ItWo12bfvD9LTdaxdu5p167bcW7Yybdq0Z/Pm9QQEESxz\nrgAAEOpJREFU1GHUqPFMm/YtnTu3w8OjGM2bt8q0pSUuLg5n53zkz5/fXFayZCnz84f7Wnh4eBAX\nd5vWrdsycuQYwsPXsGjRPDw9X6N//8G8/Xb2ksSX2caN4SQkxNO+fSsADAY9CQkJnDp1Em9vH3bv\n3oFGo2Hbts0ApKQks27d6mwlLQ+3wHz88Sd8+mkvjEYj9vYONGjQiHLlygPw0Ud9WLXqJy5fvmju\ne5UdcXFxvPlmafO0s7OzuU6A11/3Mj+/vz8AjBnzNQsWzGbKlInEx9+hSZNABg0aZpPRoIUQecMr\nlbQ8ScvHgVv7GBk5xKr86+qTqe3xdm5uVpZSUpL599+jj+0zEBGxHz+/ao+tLzLyIFevXrE4mOl0\nWhwcHLh5M9qqn4SdnR0ajWkXiY+P54svxpmvMlm/PowyZaz7Qri7u5OamkJSUpI5cdm1azsFCpiu\ngIqNjbFYPjr6Bk2aBHLzZjTe3j7MmrWAlJQU1q1bzahRw9mx43c0Gs1j31tOPEnLx83jcRxYcMK6\njo/LU6xC4dzcLADu3r3Lr7/uYvr0ORYJ34wZU1i7dhUVK1bG29uHb7+dZp6XlpZG9+7v8fffkVSt\nWj3Luo1GIwsWzCE4uAPFi78GmPYHe3t71Go13t4+6HQP9glFUe49nuw9uLu7Ext7yzydnJzEkiUL\nCQnpC1juE9HRN/DwKIaiKFy4cI7+/T9j2LDPOXfuLGPGjGTt2tV069bjyTZACPHSkLbWLNR0r01D\nr4YWZW971KWme+1nsv7r168xZsznlCvnS82ama8zLS2NNWt+5o8/fqN79/8+tk61Ws3s2dM5cuQf\nDAYDO3du58SJ4zRu3IxKlaqQnq5j6dJFGAwGzp07y8aN62jSJBCA77+fyo8/LjZ35g0NXUpwsPUv\n+WLFPKlSxZ9582ah1Wq5ePEis2ZNNyce58+fZdu2zej1ejZtWk9sbCwBAXU5ceIY//vfIK5du0q+\nfPnIn78ABQoUtHnC8qQ8fN3wrGiZnHhWLIyHr5tN1rdhwwZKlPCmcmU/ihQpan4EBQXzyy87WbFi\nGYGBLSzmvf56CerVa8jataseWbdarebYsaPMmzeL1NRUbt+OZf782bRs2QaAVq2C2L59MydOHEOv\n17Nw4Ry8vHwoVerJrhQKDGzJ9u1bOHPmFHq9nmXLfuDEiWPmS/eXL1/KnTtxxMbGsmzZElq0aI1K\npWLatG/56acf0ev1FC3qjkqlolChQk8XSCHES0GlKE/6u+nFY6tRhIsUdWHLiV2cSzzDWwXLUNO9\nNmqVbfK8jPdpUanUFCpUiPr1G9KrVx9z68bD92lxcnKmXDlfevbsbW5uj46Oplu3TuZ7rzxs8+b1\nLF/+I7GxMXh7+9Cv32D8/U2tNP/+e4TZs2cQFXUeV1c3/vOf92nXriMA165dZeLE8Zw+fYpChVx5\n//0PCA7ukOl7iY2NYcqUSRw58g8uLvno2vUD2rXryNatm/jpJ9Nl3YcOHaBECW8GDx5m7uuwaNE8\nNm1aT0pKMt7ebzBo0DAqVqyUu4HOBYpR4dbJO8RfS8b1dRc8fN1QqVU2WVfPnl1p2LCZVeuC0Wgk\nMLA+Op2Odeu2WPUviYjYz7BhA1m9egPLli0BrE8FAcTE3GLq1G85fPhvVCoVTZoE0q/fIBwcHADY\nsWMry5Yt4datW5QtW47//e8Lq463W7duYu3a1SxeHJrl+9i8eQPLl//InTu3qVSpCkOHjqRYMU86\ndmxDjRq1+euvgyQlJdG6dVt69/4UOzs7zp8/x5QpEzl//iz29vY0a9aSvn0HPlEi6+5eQEYZzwGJ\nX85I/J6eu3uBTMslaXkE2eFyLmMMs3NwE5Ze9n2wY8c2DBo0jDp16tmk/pc9frYm8csZid/Tyypp\nkdNDQgghhMgTJGkRQgghRJ7wSl09JJ6vVq3a0KpVm+e9GeIFEha26XlvghAiD5GWFiGEEELkCZK0\nCCGEECJPkKRFCCGEEHmCJC1CCCGEyBMkaRFCCCFEniBJixBCCCHyhGeStJw4cYKOHTvi5+dHcHAw\nhw8fznS5zZs306RJE/z8/OjduzexsbHPYvOEEEIIkQfYPGnRarWEhITQoUMHDh06RLdu3ejTpw/J\nyckWy506dYrRo0czdepUDhw4QNGiRRkxYoStN08IIYQQeYTNk5YDBw6gVqvp0qUL9vb2dOzYkaJF\ni/L7779bLLdp0yaaNGlClSpVcHJyYsiQIfzxxx/S2iKEEEII4BkkLVFRUbz5puVQ9iVLluTChQsW\nZRcuXOCtt94yT7u5uVGoUCGioqJsvYlCCCGEyANsnrSkpKTg7OxsUebk5ERaWppFWWpqKk5OThZl\nzs7OpKam2noThRBCCJEH2HzsIWdnZ6sEJS0tjXz58lmUZZXIPLxcZrIawjo32LLuV4XEMGckfjkj\n8csZiV/OSPxyl81bWkqVKmV1iicqKsriVBDAm2++abFcXFwcCQkJVqeWhBBCCPFqsnnSEhAQgE6n\nIzQ0lPT0dMLCwoiNjaVu3boWywUFBbFz504iIyPRarVMnTqV+vXr4+bmZutNFEIIIUQeoFIURbH1\nSk6dOsWYMWM4ffo0Pj4+jBkzBj8/P0aNGgXAuHHjANi6dSszZswgJiaG6tWr880331CkSBFbb54Q\nQggh8oBnkrQIIYQQQuSU3MZfCCGEEHmCJC1CCCGEyBMkaclEdsdKEnD06FGLTtUJCQl8+umnVKtW\njYYNG7JmzRrzPEVRmDJlCrVr16ZGjRp89dVXGAyG57HZz11kZCSdOnWiWrVqNG3alJ9//hmQ+GXX\n1q1badmyJf7+/rRu3Zrdu3cDEr8nFRsbS0BAAHv27AEkfk9i8eLFVKxYEX9/f/MjMjJSYmhrirCQ\nlpam1KtXT/npp58UnU6nrFmzRqldu7aSlJT0vDfthWI0GpU1a9Yo1apVU2rWrGku79evnzJkyBAl\nLS1NOXLkiFKzZk3ln3/+URRFUUJDQ5WgoCDl5s2byq1bt5T27dsrCxYseF5v4bmJj49XatSooWzc\nuFExGAzKsWPHlBo1aih79+6V+GXDhQsXlCpVqih//fWXoiiKsnfvXqVChQrK7du3JX5P6OOPP1bK\nlSun/Prrr4qiyOf3SQwePFhZtGiRVbnE0LakpeUh2R0r6VU3b948li1bRkhIiLksOTmZ3bt3079/\nfxwdHalcuTJBQUGsX78egA0bNvDBBx/g4eGBu7s7vXv3Jjw8/Hm9hefm+vXrNGjQgDZt2qBWq6lQ\noQK1atXi77//lvhlQ8mSJdm7dy9Vq1ZFr9cTGxuLi4sLDg4OEr8nsHLlSpydnSlevDggn98ndfLk\nSXx9fS3KJIa2J0nLQ7I7VtKr7p133mHDhg1UqlTJXHbp0iXs7Ozw8vIyl2WM3cPjS5UsWZKoqCiU\nV+wCNl9fX7777jvzdEJCApGRkQASv2xycXHhypUrVK5cmWHDhjFo0CAuX74s8cumqKgofvjhB8aM\nGWMuk89v9qWmphIVFcWyZcuoU6cOLVu2JCwsTGL4DEjS8pDsjpX0qvPw8EClUlmUpaSkWI0flTF2\nD48v5ezsjNFoRKfT2X6DX1B3794lJCTE3Noi8cu+4sWLc+TIEX744QcmTZrEr7/+KvHLBr1ez7Bh\nw/j8889xdXU1l8vnN/tiY2OpVq0a//nPf9izZw/jx49n4sSJ7NmzR2JoYzYfeyivye5YScKas7Mz\nWq3Woixj7JycnCzmp6amYmdnh6Oj4zPdzhfFlStXCAkJwcvLi+nTp3P+/HmJ3xOwszN9fQUEBBAY\nGMixY8ckftkwZ84cfH19adCggUW5fH6zz8vLi+XLl5unq1evTnBwsPmO7hlJDHOXtLQ8JLtjJQlr\nPj4+pKenc/36dXNZxtg9PL5UVFQUpUqVeubb+SI4fvw47777LnXr1mXOnDk4OTlJ/LLp999/p0eP\nHhZl6enpeHt7S/yyYevWrWzZsoXq1atTvXp1rl+/zuDBg/ntt98kftl0/PhxFixYYFGm1WopXry4\nxNDWnms34BeQVqtV6tatqyxbtszi6qHk5OTnvWkvpAMHDlhcPdS3b19l8ODBSkpKirnn/OHDhxVF\nUZRly5YpQUFByo0bN5SYmBilffv2ysKFC5/Xpj83MTExSu3atZX58+dbzZP4Pd6tW7eUatWqKeHh\n4YrBYFB+++03pWrVqsq5c+ckfk+hUaNG5quHJH7Zc+HCBaVSpUrKtm3bFIPBoOzbt0/x8/NTjh07\nJjG0MUlaMnHy5EnlvffeU/z8/JTg4GDz5WrC2sNJy507d5T+/fsrNWrUUBo0aKCsWbPGPE+v1ytT\np05V6tSpo9SsWVMZP368otfrn8dmP1dz585VypQpo/j5+Vk8pk6dKvHLpkOHDint27dX/P39lfbt\n2yv79+9XFEX2v6eRMWmR+GXfL7/8ogQFBSlVqlRRAgMDlW3btimKIjG0NRl7SAghhBB5gvRpEUII\nIUSeIEmLEEIIIfIESVqEEEIIkSdI0iKEEEKIPEGSFiGEEELkCZK0CCGEECJPkKRFCJFrevXqhb+/\nP/7+/pQvX56KFSuap0eNGkVkZCSNGze2+Xakp6fTtWtXYmJiHrlcSEgI58+ft/n2CCFyh9ynRQhh\nE/3796d06dL069fvma97/vz5pKen07dv30cud/LkScaPH8+KFSue0ZYJIXJCWlqEEM9MREQEtWrV\nAmDdunWEhIQwfPhw/P39CQwM5NChQ3z22Wf4+/vTunVrTp06ZX7tihUrCAwMpFatWnz66adZtqKk\npKSwdOlS3n33XQASExP55JNPqFmzJo0aNeLzzz83D1rn6+uLXq9n//79Nn7nQojcIEmLEOK52bNn\nD/Xr1+evv/6iSpUq9OjRg8DAQCIiIvD19WXOnDkAbNu2jQULFjB79mz+7//+Dy8vLwYNGpRpnbt3\n76ZUqVJ4eHgAsGTJEjQaDX/++Sfr16/n+PHjbNy40bx88+bNCQsLs/2bFULkmCQtQojn5vXXX6dV\nq1ao1Wpq1qzJa6+9RvPmzXFwcKB27drm0XLDwsLo0aMHpUuXxtHRkcGDB3PkyBGrEdkBIiMjqVy5\nsnna0dGR48ePs2XLFtLT01m3bh2dOnUyz69YsSIHDx60/ZsVQuSYJC1CiOfG1dXV/Fyj0VCgQAHz\ntFqtxmg0AnDjxg2mT59O9erVqV69Om+//TYqlcqc1GQUHR2Nu7u7efrjjz+mU6dOLFmyhHr16tG9\ne3cuXrxonu/u7k5sbCwGg8EG71AIkZskaRFCvPDc3d354osviIyMND/Cw8OpUaOG1bJqtdoiATl7\n9izBwcFs2rSJ3377jSJFijB+/HjzfKPRiEqlQqVSPZP3IoR4epK0CCFeeO3bt+eHH37g0qVLGI1G\nQkNDeffdd0lNTbVa1tPT06KT7urVqxk9ejRJSUm4ubnh5ORk0cJz69YtPDw8UKvl61CIF518SoUQ\nL7zg4GA6derERx99RPXq1dmwYQPz58+nUKFCVssGBARw5MgR8/SgQYNwcXGhSZMm1K5dm4SEBEaM\nGGGef+TIEQICAp7J+xBC5Izcp0UI8VJJTU2lSZMmhIeHU6xYsccu36FDB4YOHSqJixB5gLS0CCFe\nKs7OzvTo0YOVK1c+dtmjR4/i5OQkCYsQeYQkLUKIl06PHj2IiIh47G38v//+e8aNG/eMtkoIkVNy\nekgIIYQQeYK0tAghhBAiT5CkRQghhBB5giQtQgghhMgTJGkRQgghRJ4gSYsQQggh8gRJWoQQQgiR\nJ/w/uooLp4Or0lcAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dplot(d, timetrace_bg)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Getting the background rates\n",
"\n",
"The background rates are stored in `Data()` attribute\n",
"`bg`, a dict with photon streams (`Ph_sel` objects) as key. \n",
"Each item in the dict contains a list of fitted background rates \n",
"for each channel and period."
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{Ph_sel(Dex='DAem', Aex='DAem'): [array([ 2192.33771456, 2162.14083635, 2304.31199333, 2208.57734993,\n",
" 2216.88852285, 2255.68759074, 2202.02910176, 2298.45997825,\n",
" 2196.7975027 , 2199.98590374, 2159.05120194, 2252.82753492,\n",
" 2215.34278931, 2210.60163812, 2215.6184806 , 2210.1510978 ,\n",
" 2213.32385234, 2178.18199206, 2213.60242855, 2208.64479515])],\n",
" Ph_sel(Dex='Dem', Aex=None): [array([ 584.18970691, 570.58641253, 586.80564353, 598.45561342,\n",
" 579.68811571, 601.34029113, 569.74563784, 601.248969 ,\n",
" 591.47186394, 596.06342699, 576.64661876, 598.0513001 ,\n",
" 600.65952237, 589.70963389, 607.49394193, 610.00901454,\n",
" 589.13559128, 585.2150928 , 581.32356205, 576.791585 ])],\n",
" Ph_sel(Dex='Aem', Aex=None): [array([ 973.96356856, 963.80151895, 1003.656506 , 976.56430321,\n",
" 998.56747257, 983.73415654, 996.47590969, 1016.73812567,\n",
" 991.14920045, 994.47939727, 970.14966698, 987.63026179,\n",
" 991.74747802, 985.56352863, 994.77741329, 981.68939719,\n",
" 1003.74305566, 1001.2290634 , 1015.02463123, 980.3738204 ])],\n",
" Ph_sel(Dex=None, Aex='Dem'): [array([ 81.25392506, 77.34935176, 70.85741407, 73.75133485,\n",
" 76.24222792, 77.82545767, 73.1705312 , 78.46092124,\n",
" 70.92503618, 71.6808552 , 75.55277658, 77.84662415,\n",
" 74.29129798, 69.49896567, 74.36290656, 77.00695872,\n",
" 74.03801857, 72.81002019, 73.92609799, 74.57414299])],\n",
" Ph_sel(Dex=None, Aex='Aem'): [array([ 565.41275495, 567.69856299, 592.02680332, 572.78126164,\n",
" 568.49858848, 565.73474853, 567.51131955, 598.30138811,\n",
" 556.9935006 , 557.87730382, 544.68106085, 555.38189993,\n",
" 559.75536058, 557.55247497, 547.56454569, 557.25229028,\n",
" 572.92889217, 548.83714375, 538.59524696, 535.0871576 ])]}"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"d.bg"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can also get the average background for each channel:"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{Ph_sel(Dex='DAem', Aex='DAem'): [2215.7281152497922],\n",
" Ph_sel(Dex='Dem', Aex=None): [589.73157718553762],\n",
" Ph_sel(Dex='Aem', Aex=None): [990.55292377373189],\n",
" Ph_sel(Dex=None, Aex='Dem'): [74.771243227050803],\n",
" Ph_sel(Dex=None, Aex='Aem'): [561.52361523921024]}"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"d.bg_mean"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Burst analysis"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The first step of burst analysis is the burst search. \n",
"\n",
"We will use the sliding-window algorithm on all photons. Note \n",
"that \"all photons\", as mentioned before, means all photons selected in the \n",
"alternation histogram.\n",
"An important variation compared to the classical sliding-windows \n",
"is that the threshold-rate for burst start is computed as \n",
"a function of the background and changes when the background\n",
"changes during the measurement.\n",
"\n",
"To perform a burst search evaluating the photon rate with \n",
"10 photons (`m=10`), and selecting a minimum rate 6 times larger than \n",
"the background rate (F=6) calculated with all photons (default):"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" - Performing burst search (verbose=False) ..."
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[DONE]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" - Calculating burst periods ..."
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[DONE]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" - Counting D and A ph and calculating FRET ... \n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" - Applying background correction.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" - Applying leakage correction.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" - Applying direct excitation correction.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" [DONE Counting D/A]\n"
]
}
],
"source": [
"d.burst_search(L=10, m=10, F=6)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The previous command performs the burst search, corrects \n",
"the bursts sizes for background, spectral leakage and direct excitation,\n",
"and computes $\\gamma$-corrected FRET and Stoichiometry. \n",
"\n",
"See the \n",
"[`burst_search` documentation](http://fretbursts.readthedocs.org/en/latest/data_class.html#fretbursts.burstlib.Data.burst_search) for more details."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can plot the resulting FRET histogram using the following command:"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAi0AAAE0CAYAAADg2AO8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIpKE/wcBDbLNOrGmPAAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dplot(d, hist_fret);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"All pre-defined plots follow this pattern: \n",
"call the generic `dplot()` function, passing 2 parameters:\n",
"\n",
"- the measurement data (`d` in this case) \n",
"- the plot function (`hist_fret`)\n",
"\n",
"In some case we can add other optional parameters to tweak the plot.\n",
"\n",
"All plot functions start with `hist_` for histograms, \n",
"`scatter_` for scatter-plots or `timetrace_` for plots as a function \n",
"of measurement time. You can use autocompletion to find all \n",
"plot function or you can look in `bursts_plot.py` where \n",
"all plot functions are defined."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Instead of `hist_fret` we can use `hist_fret_kde` to add a [KDE](http://en.wikipedia.org/wiki/Kernel_density_estimation) overlay. Also, we can plot a **weighted histogram** by passing an additional parameter `weights`:"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" - Overwriting the old E_fitter object with the new weights.\n"
]
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAi0AAAE0CAYAAADg2AO8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIo+CTuvPAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAjQAAAE0CAYAAAA7Y6meAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCCHE6v0/3W6UWxDtVIoAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dplot(d, hist_fret, show_kde=True);\n",
"dplot(d, hist_fret, show_kde=True, weights='size');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can experiment with different weighting schema (for all \n",
"supported weights see `get_weigths()` function in `fret_fit.py`)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Burst selection"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"When we performed the burst search, we specified `L=10` without \n",
"explaining what this parameter means. *L* is traditionally the minimum size \n",
"(number of photons) for a burst: smaller bursts will be rejected. \n",
"By setting L=m (10 in this case) we are deciding to not discard \n",
"any burst (because the smallest detected burst has at least *m* counts). \n",
"\n",
"Selecting the bursts in a second step, by applying a minimum burst size criterion, \n",
"results in a more accurate and unbiased selection.\n",
"\n",
"For example, we can select bursts with more than 30 photons (after \n",
"background, gamma, leakage and direct excitation corrections)\n",
"and store the result in a new\n",
"`Data()` variable `ds`:"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [],
"source": [
"ds = d.select_bursts(select_bursts.size, th1=30)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"By defaults the burst size includes donor and acceptor photons \n",
"during donor excitation. To add acceptor photons during \n",
"acceptor excitation (`naa`), we add the parameter `add_naa=True`:"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
"ds = d.select_bursts(select_bursts.size, add_naa=True, th1=30)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Similar to plot functions, all selection functions \n",
"are defined in `select_bursts.py` and you can access them by typing \n",
"`select_bursts.` and using the TAB key for autocompletion. \n",
"\n",
"> **See also:** \n",
"> * [Burst selection](http://fretbursts.readthedocs.org/en/latest/burst_selection.html) in the documentation. \n",
"> In particular the function [`select_bursts.size`](http://fretbursts.readthedocs.org/en/latest/burst_selection.html#fretbursts.select_bursts.size) and [`Data.select_bursts`](http://fretbursts.readthedocs.org/en/latest/data_class.html#fretbursts.burstlib.Data.select_bursts).\n",
"\n",
"To replot the FRET histogram after selection (note that now \n",
"we are passing `ds` to the plot function):"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAi0AAAE0CAYAAADg2AO8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dplot(ds, hist_fret);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Note how the histogram exhibits much more clearly defined peaks after burst selection. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Histogram fitting and plotting style\n",
"\n",
"Under the hood the previous `hist_fret` plot creates a `MultiFitter` \n",
"object for $E$ values. This object, stored as `ds.E_fitter`, operates\n",
"on multi-channel data and computes the histogram, KDE and can fit \n",
"the histogram with a model ([lmfit.Model](http://lmfit.github.io/lmfit-py/model.html)).\n",
"\n",
"Now, just for illustration purposes, we fit the previous histogram with 3 Gaussians, using the already created `ds.E_fitter` object:"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [],
"source": [
"ds.E_fitter.fit_histogram(mfit.factory_three_gaussians(), verbose=False)"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAi0AAAE0CAYAAADg2AO8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ntAghhBAiLEjTIoQQQoiw8H8/SErXIKczoQAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dplot(ds, hist_fret, show_model=True);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The bin width can be changed with `binwidth` argument. Alternatively,\n",
"an arbitrary array of bin edges can be passed in `bins` \n",
"(overriding `binwidth`).\n",
"\n",
"We can customize the appearance of this plot (type \n",
"`hist_fret?` for the complete set of arguments). \n",
"\n",
"For example to change from a bar plot to a line-plot \n",
"we use the `hist_style` argument:"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAjQAAAE0CAYAAAA7Y6meAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dplot(ds, hist_fret, show_model=True, hist_style='line')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can customize the line-plot, bar-plot, the model \n",
"plot and the KDE plot by passing dictionaries with matplotlib \n",
"style. The name of the arguments are:\n",
"\n",
"- `hist_plot_style`: style for the histogram line-plot\n",
"- `hist_bar_style`: style for the histogram bar-plot\n",
"- `model_plot_style`: style for the model plot\n",
"- `kde_plot_style`: style for the KDE plot\n",
"\n",
"As an example:"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAi0AAAE0CAYAAADg2AO8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nBpuG/2tbAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dplot(ds, hist_fret, show_model=True, hist_style='bar', show_kde=True,\n",
" kde_plot_style = dict(linewidth=5, color='orange', alpha=0.6),\n",
" hist_plot_style = dict(linewidth=3, markersize=8, color='b', alpha=0.6))\n",
"plt.legend();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Other plots"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Similarly, we can plot the burst size using all photons \n",
"(type `hist_size?` to learn about all plot options):"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAjAAAAE0CAYAAAAyiAnkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dplot(ds, hist_size, add_naa=True);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Or plot the burst size histogram for the different components:"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAjAAAAE0CAYAAAAyiAnkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngSGEEELIgPP/OVykcf1iFI4AAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dplot(ds, hist_size_all);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"> **NOTE:** The previous plot may generate a benign warning \n",
"> due to the presence of zeroes when switching to log scale. Just ignore it."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A scatterplot of Size *vs* FRET is created by:"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(-1, 2)"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAkEAAAE0CAYAAAArA+dCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nHZ2f6Gx66koAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dplot(ds, scatter_fret_nd_na)\n",
"xlim(-1, 2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Study of different populations\n",
"\n",
"## Removing multi-mers"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can further select only bursts smaller than 300 photons \n",
"to get rid of multi-molecule events:"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [],
"source": [
"ds2 = ds.select_bursts(select_bursts.size, th2=300)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"and superimpose the two histograms before and after selection to see the difference:"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAjQAAAE0CAYAAAA7Y6meAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEEII0eL9P7a83TFYY+UKAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = dplot(ds2, hist_fret, hist_style='bar', show_kde=True, \n",
" hist_bar_style = dict(facecolor='r', alpha=0.5, \n",
" label='Hist. no large bursts'),\n",
" kde_plot_style = dict(lw=3, color='m', \n",
" label='KDE no large bursts'))\n",
"dplot(ds, hist_fret, ax=ax, hist_style='bar', show_kde=True,\n",
" hist_bar_style = dict(label='Hist. with large bursts'),\n",
" kde_plot_style = dict(lw=3, label='KDE with large bursts'))\n",
"plt.legend();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"> **NOTE:** It is not necessarily true that bursts with more that 300 photons \n",
"> represents multiple molecules. \n",
"> To asses the valididty of this assumption it can be useful to \n",
"> plot the peak count rates in each burst. See `hist_burst_phrate` \n",
"> for this kind of plot."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Fit and plot peak positions\n",
"\n",
"We can find the KDE peak position in a range (let say 0.2 ... 0.6):"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [],
"source": [
"ds.E_fitter.find_kde_max(np.r_[0:1:0.0002], xmin=0.2, xmax=0.6)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"and plot it with `show_kde_peak=True`, we also use `show_fit_value=True` to show a box with the fitted value:"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAi0AAAE0CAYAAADg2AO8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ntDpKQwGMN48AAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dplot(ds, hist_fret, hist_style='line', \n",
" show_fit_value=True, \n",
" show_kde=True, show_kde_peak=True);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Instead of using the KDE, we can use the peak position as fitted from a gaussian model. "
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [],
"source": [
"ds.E_fitter.fit_histogram(mfit.factory_three_gaussians(), verbose=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To select which peak to show we use `fit_from='p1_center'`:"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAjQAAAE0CAYAAAA7Y6meAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dplot(ds, hist_fret, hist_style='line', \n",
" show_fit_value=True, fit_from='p2_center', \n",
" show_model=True);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The string `'p2_center'` is the name of the parameter of the \n",
"gaussian fit that we want to show in the text box. To see all \n",
"the parameters of the model we look in:"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" p1_amplitude | \n",
" p1_center | \n",
" p1_sigma | \n",
" p2_amplitude | \n",
" p2_center | \n",
" p2_sigma | \n",
" p3_amplitude | \n",
" p3_center | \n",
" p3_sigma | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 0.284581 | \n",
" 0.476412 | \n",
" 0.11371 | \n",
" 0.525995 | \n",
" 0.184854 | \n",
" 0.198857 | \n",
" 0.219132 | \n",
" 0.842286 | \n",
" 0.108065 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" p1_amplitude p1_center p1_sigma p2_amplitude p2_center p2_sigma \\\n",
"0 0.284581 0.476412 0.11371 0.525995 0.184854 0.198857 \n",
"\n",
" p3_amplitude p3_center p3_sigma \n",
"0 0.219132 0.842286 0.108065 "
]
},
"execution_count": 51,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ds.E_fitter.params # <-- pandas DataFrame, one row per channel"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## ALEX plots"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can create a simple E-S scatter plot with `scatter_alex`:"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/anto/miniconda3/envs/fretbursts-dev/lib/python3.6/site-packages/matplotlib/cbook.py:2649: UserWarning: Saw kwargs ['mec', 'markeredgecolor'] which are all aliases for 'markeredgecolor'. Kept value from 'markeredgecolor'\n",
" seen=seen, canon=canonical, used=seen[-1]))\n",
"/Users/anto/miniconda3/envs/fretbursts-dev/lib/python3.6/site-packages/matplotlib/cbook.py:2649: UserWarning: Saw kwargs ['mew', 'markeredgewidth'] which are all aliases for 'markeredgewidth'. Kept value from 'markeredgewidth'\n",
" seen=seen, canon=canonical, used=seen[-1]))\n",
"/Users/anto/miniconda3/envs/fretbursts-dev/lib/python3.6/site-packages/matplotlib/cbook.py:2649: UserWarning: Saw kwargs ['ms', 'markersize'] which are all aliases for 'markersize'. Kept value from 'markersize'\n",
" seen=seen, canon=canonical, used=seen[-1]))\n"
]
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAVsAAAEYCAYAAADyA1UvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsnXmcHHWZ/99V1Vf1fc1Mzz2ZyUkSTheWRVEIyJU1YhCE\ngO4qCC7XCyXyEyOEcG18RU45Vg6VQwGJB6CgqCsrCkJQCCHknPvs+67u6q6u3x/jtBkyMzlJBql3\nXryYrvp21beeqv7U832e7yHouq5jYGBgYPC+Ih7sChgYGBh8GDDE1sDAwOAAYIitgYGBwQHAEFsD\nAwODA4AhtgYGBgYHAENsDQwMDA4Apj0p/MILL/D444/z6KOPTlnuu9/9LnPnzuWkk07a64o9/fTT\nPPTQQ2iaxrHHHsuKFSswm80oisKKFSvYuHEjlUqF5cuXV8/zxz/+kdtvvx1N0xBFka9+9at87GMf\nQ1VVbrrpJtatWwfA8ccfz/Lly5Ekaco6zJkzh1deeQW/3z9u+1/+8hcuuugiZsyYUd2Wy+WYOXMm\nt956Kz6fb9JjjoyMcOWVV/LEE0/Q19fHt7/9be6+++69stFPf/pTVq5cydNPP83s2bOr2y+++GJO\nOeUUQqEQq1evBiAajaJpGnV1ddUy27dv5/HHH6eurg5BENA0jUAgwPXXXz/u2iZiMlsD3H///fz8\n5z9H0zQ+9alPcdlllyEIwk7HOOKII3j22Wf5wQ9+wOuvvw7A9u3baWxsxGazAfDkk09W/56IyZ6T\n93L55ZezadMm7HY7AMcccwzXXnstAAMDA9x999387W9/w2QyUS6XOfXUU7nssssmPNZULF68mG99\n61scc8wxAPzsZz/jiSeeoFAoUCqVOOqoo1i+fDlut5u7776bRCLBddddN+nxfv7zn/P9738fgKGh\nIaxWa/V5/Na3vsVHPvKRSb/7uc99DkVRqp+7uro4++yzWbFiBY8++ij3338/wWAQAIfDwY9+9CMq\nlQpr1qzhpZdeQhRFWltbWbVq1U6/gf3Fddddx0knncTxxx/P6aefztq1a3nwwQd3aZc9ZbLrnUob\nRkZGuPbaa4lEIui6zoUXXsiSJUsA2Lx5MzfddBOZTAZRFFm1ahULFiyYuhL6HvD888/r559//i7L\nnX/++frzzz+/J4cex+bNm/Xjjz9ej8ViuqZp+lVXXaV/73vf03Vd11evXq2vWLFC13VdHxgY0I87\n7jh9aGhIT6fT+tFHH61v2bJF13Vdf/fdd/WjjjpKz2Qy+sMPP6xfeumluqZpeqlU0s8++2z92Wef\n3WU9Zs+ercdisZ22v/rqq/oZZ5wxblu5XNa/8pWv6GvWrNnt65zoOHvC2rVr9QULFuiLFy/WC4VC\ndfuXv/xlfe3atePK3nXXXfoNN9ywy22PPPKIfuaZZ0553qls/Yc//EFfsmSJnsvl9EKhoC9btkz/\n5S9/OeFxDj/8cL2vr2/cthNOOEFfv3791Bf+d6Z6Tt7Lcccdpw8PD++0fXh4WD/uuOP0J598Uq9U\nKrqu63o2m9Uvu+wy/cYbb9yteuzIGWecob/66qu6ruv6fffdp5977rl6JBLRdV3XVVXVV65cqZ97\n7rm6rk9s/6m45ppr9AcffHCP66Truv7b3/5WP+200/R0Oq3ruq5fddVV+jPPPLNTuaeeekr//Oc/\nrxeLRV3XR39vy5cv36tz7g6LFy/Ws9ms3t/fv9d22R0mu96ptOGaa67R77jjDl3XR5+Tww8/XA+H\nw3o+n9ePO+44/Q9/+IOu67r+4osv6qeccsou67BLz/bOO+/k2Wefxev10traWt3e1dXFqlWryOfz\nhMNh5s6dyx133MHTTz/Nhg0b+Pa3v40kScycOXPCclarddJz/u53v+PEE0+svk3POeccbrrpJi66\n6CJ++9vfsmbNGgAaGhr46Ec/yvPPP8+SJUu4/vrrmTVrFgAzZ85E13USiQT/+Z//yfnnn48oisTj\ncdLpNB6PB4ATTzyRO++8k4ULF074eXfJZrPE43GOPPJIAC644AI6OjrYsGEDiUSCJUuWcMUVV9Df\n38+///u/s27dOlasWMHIyAhf+tKXeOihh/jf//1f7rjjDiqVCna7nRtuuIG5c+dOed5jjz2WUqnE\n6tWr94sncOyxx3LbbbdNWaZUKk1q6xdffJHFixdXPcjPfOYzPPPMM5x++umsW7eOG2+8EUEQWLhw\nIZVKZZ/qOtVzsiN9fX3kcjmuv/56BgYGWLBgAddccw1er5fvfe97fPKTn+Tss8+ulnc4HHzrW9/i\n17/+NTDagnjxxRcRRZGenh7MZjOrV69m9uzZbNu2jWuvvRZFUWhvbyefzwOQz+f5n//5H372s59V\nvSmz2czXv/51XnzxRVRV3adrH+OKK66gp6dn3Lampibuueee6udkMsn111/Pfffdh8vlAuBvf/sb\nuVyOhx56iEAgwNe//nXmzJnDzJkz+frXv47FYgFgwYIF/OhHPwJGn+lly5Zx6qmn7vT5rrvu4sUX\nX8RsNuPz+bj11lupra2dtN7f/OY3eeONNwiHw5x33nnE43EEQeD222/HZDKxfft2li1bRiqVYt68\neVx//fU4nc5Jf6+yLPO1r31tp/N8/vOfZ+nSpZNe71TaoGkamUwGXddRFAWTyYQoivzpT3+iubmZ\nj3/84wAsWrSIpqamXd6rKcX2t7/9Lb/5zW/4+c9/js1m49JLL63ue+qpp/j0pz/NkiVLKJVKfOYz\nn+EPf/gDy5Yt44UXXmDZsmWcfPLJrF69esJyp5xyyqTnHRoaGlf5UCjEyMhIdV99fX11X11dHcPD\nw/j9fk4//fTq9rvuuou2tjaam5uB0Qd9zZo1PP744yxYsGDK5tfu0Nvby5IlS9A0jVgsRigU4rTT\nTuMLX/hCtczg4CA//vGPURSFs88+m4ULF1YFSpIkbrrpJm688UYeeughotEoy5cv59FHH2XevHn8\n5je/Yc2aNTz44INT1kMQBFavXs2SJUv42Mc+xgknnLDX11Qul3n66aerTeDJmMrWQ0NDHHvssdV9\nY/dOVVWuvPJK1qxZw7HHHstzzz3HU089tdd1hamfkx2Jx+P827/9G9dffz2BQIBbbrmFa6+9lnvv\nvZd169Zx5ZVX7vSd2tpaLrjggurn119/neeee45QKFS9Z6tXr+bqq69m2bJlfPazn+WNN95g2bJl\nAHR2dmKz2Whraxt3XFmW+dSnPrVP170jd9111y7LPPDAA3z84x+vClQ+n6e9vZ2LL76YI488kl/9\n6ldcdNFFPP/88xxxxBHV76VSKe69914+97nPTXn8oaEhfvjDH/LKK69gsVh4+OGHWb9+/ZRhxJtv\nvpmXXnqJ3/3ud6xatYpbb72Vj3zkI5x88sncfffd9Pb2snbtWnw+H8uXL+e+++5j+fLlkx5v5syZ\n/OIXv5hw31TX63A4JtWGr33ta5x33nm88MILJBIJrrnmGgKBAF1dXdTU1HDttdeyadMm3G73lHUb\nY8oE2SuvvMLJJ5+M0+nEZDKxdOnS6r7ly5fj9/t54IEHWLlyJeFwuPpW35HdLbcj+gQjiEVR3OU+\nGBWMm266iRdeeGGnWOjVV1/Na6+9RmNjIytXrpyyDruipaWFX/ziFzz33HNcffXVRCIRFi1aNC7G\nd84552A2m3G73Zx66qm8/PLLkx7vr3/9K7NmzWLevHkAfPKTn9yl0I5RW1vLzTffXI0v7Qm/+tWv\nWLJkCUuWLOFTn/oUsViMG2+8cbe+O5GtJ7s/W7ZswWQyVYV48eLFOByOParre9nVszDGYYcdxj33\n3ENtbS2SJHHZZZfx0ksvoaoquq6Piyc/+OCDVXscd9xxJJNJAObPn08oFALgkEMOIZVKkUgk2Lx5\nM5/+9KcBOOqoo6ovU1EU99lz3x2uuOKKan3H/tvRKSoWizz11FNccskl1W12u52HHnqo2go7/fTT\n8Xg8vP3229Uyvb29nH/++Rx55JHVF8h7GbN/XV0dc+fO5cwzz2T16tXMmzdvt/I1mzdvrj7vGzdu\nrP4NcPLJJ+P3+xEEgaVLl/LnP/95ymNt27ZtJzssWbKEtWvX7tb1TqQNV199NRdeeCEvv/wyv/zl\nL3nggQdYv3495XKZl156iXPOOYef/vSnnH/++Xz5y1/eZWtlSs9WEIRxD/SOCaWvfvWraJrGaaed\nxic+8QmGhoYmfPh3t9yO1NfXEw6Hq59HRkaqD3p9fT2RSISamhqAamgCRt/EV1xxBbqu8+STT1YT\nVW+88QZ+v58ZM2ZgNps588wzuemmm6rH37E+e9O8W7p0KW+99RZf/epXWbt2LSbTqFnH/j92jomE\nYAxJksb96HVdZ/PmzbsMI4xx4okncuqpp3LNNdeMO++uOP300/cq/DCZrcfuzxhj9+69zxKwR/Wc\niKmekx1Zt24dqVSKRYsWAVQFVpIkjjjiCF577bVqi+DCCy/kwgsvBEYTpGOCuWOSbuxaxu7Xjtc1\ndk0zZ86kXC7T09MzLvxWLBa57LLLxj1/+8KuPNv/+7//Y+7cudUWHowmBH//+9+P89x1Xa/W/dVX\nX+Wqq67iwgsv5Etf+tK44xUKhZ3+FkWRxx57jLfffptXXnmFW265hWOOOYYVK1ZMWq9vfvOb/PrX\nvyYQCPDjH/+Yrq4uLr30Uj7xiU9gMpnGac2OdRv7PMbY73Uqz3aq651MG+LxOG+88QY/+MEPAGhr\na+O4447j9ddfp7a2lvb2dg477DAATjrpJFasWEFfXx8dHR2TXvOUnu3HPvYxXnjhBdLpNJVKZdzF\nvPzyy1x66aWcfvrpCILAW2+9haZpwKhwlMvlXZabjBNPPJHf//73xGKx6o957E25aNEinnzySQCG\nh4f54x//yAknnICqqnzxi1+kqamJhx9+eFyPgFdffZVbb72VcrlMpVLh2WefrTaV/X4/GzZsAODN\nN9/cY89wjK997WuEw2Eee+yx6rZnnnmGSqVCKpXi+eef58QTTxz3HUmSKJVKwKj3tX37drZu3QqM\nxiN3p2myI//v//0/wuEwr7zyyl5dw+4yla0XLVrEM888Qz6fR1VVfvrTn3LSSScxe/ZsdF3npZde\nAkavL5VK7VM9pnpOdiSXy3HTTTdVvdSHHnqIU045BUmS+MpXvsLzzz9f7T0Bo7G6X/3qV8DEnvIY\nXq+X+fPn85Of/ASAd955hy1btgBgsVi46KKLuPbaa4lGo1W73XLLLSiKUu0V8n7z2muvjQvrwGgo\n44477mD9+vUAvPTSSyiKwqGHHspf//pXLrvsMlavXr2T0MKoeMNoHHz79u0AbNq0icWLF9PR0cHF\nF1/Mf/zHf7B58+Yp63XzzTfj9Xp57rnnWL16Nccddxy/+MUvuOqqqwD4/e9/TyqVQtM0nnzySY4/\n/nhg736vU13vZNrg8/kIhULVuH08Huf111/nsMMO4/jjj2dgYKBaj9dffx1BEHYZt53Stfj4xz/O\n5s2bWbp0KW63m7lz55JIJAC46qqruPTSS/F4PMiyzL/8y7/Q29sLwAknnMDq1asplUpTlpuMuXPn\ncumll/KFL3yBUqnEYYcdVk16XH755axcuZIzzjgDTdNYvnw5LS0tPPPMM2zYsAFVVceFO7797W9z\n0UUXccstt7BkyRJEUeTII4+sBtOvvvpqVq5cyZNPPsn8+fOZP3/+uLqMeUNj3HbbbdXkz454PB6u\nvvpqbr31VhYvXgyMvvnPOusscrkc5513Hsceeyz9/f3V78yaNQtJkjjrrLP4yU9+wpo1a7jmmmvQ\nNA2n08ntt98+pZ3ei9Vq5Tvf+Q6f/exn9+h7e8oLL7wwqa1PPPFEtmzZwmc/+1lKpRKLFi3i05/+\nNIIgcM8997By5Upuu+025s2bRyAQ2Kd6TPWc/O53v+OJJ56oxisvuOACzj33XCqVCnPmzKmGSkKh\nEE8++STf/e53eeihh5AkCUVRmD9/Pk899RRer3fKOtx222184xvf4IknnqClpYX29vbqvksuuQRZ\nlquiVSwWOfroo7n33nt3Os6Pf/xjNmzYwM0337xPNnkvPT09O3VJ8vv93HHHHVx33XWUSiWcTif3\n3HMPFouFu+++G13X+c53vsN3vvMdYHzCLRKJcNppp2G1Wqse+9y5cznttNNYunQpdrsdm81W9Wrv\nvPNOgJ3i4t3d3TQ3N2M2m1m3bh1HH330uP1jwp1OpznqqKP48pe/DOz69zoRU13vZNogCAL33Xcf\nN954I/feey+iKHLxxRdX47n33HMPN9xwA4qiVO02VdIfQNB31aY32Cvem7k1MJiKbDbLihUruOOO\nOw52VSZlb57p7u5uHnvssSlDCh8W9i1otg+cd9555HK5Cfc9/vjjOJ3OA1yj6Uc2m500OTHWKfv9\n4pZbbuEvf/nLhPu+8Y1v8K//+q/v27l35MPynGzatInLL7/8YFdjv9PV1bVTV7wPK9Pes12/fj3/\n9V//NWkm/6mnnuLBBx8kGo0yY8YMvvGNb+xzty4DAwOD/c20nRtB13WefvppvvjFL1aTSO/l1Vdf\n5bbbbuPOO+9k3bp1nH/++VxyySXVuLKBgYHBdGHaiu3999/PI488Mq5/4HsZHh7mS1/6EvPmzUMU\nRc4880wkSWLbtm0HsKYGBgYGu+agxWx3xdKlS7nkkkt47bXXJi0z1pl8jDfeeINcLjdlX7cxymUN\nk2nqiWgMDAwM9hfTVmynGlc9Edu2beOKK67giiuu2K0ZihKJqUexvd/U1LiIRDIHtQ4fZAz77T0H\n23Y1Na6Ddu6DybQNI+wJL7/8Mueeey7Lli2r9sczMDAwmE5MW892d1m7di0333wzq1atqg4mMDAw\nMJhufKDF9pVXXuGGG27g4YcfNrp7GRgYTGs+cGI7NmnKqlWreOCBByiVSjt1mr7zzjurY6kNDAwM\npgPTflDD+8XBTq4c7CTFBx3DfnvPwbadkSAzMDAwMHjfMMTWwMDA4ABgiK2BgYHBAcAQWwMDA4MD\ngCG2BgYGBgcAQ2wNDAwMDgCG2BoYGBgcAAyxNTAwMDgAGGJrYGBgcAAwxNbAwMDgAGCIrYGBgcEB\nwBBbAwMDgwOAIbYGBgYGBwBDbA0MDAwOAIbYGhgYGBwADLE1MDAwOAB84FZqOBBomkYsEkPNF7DY\nbQRqAkjS+7Ps+a7OdSDrsq91NTAwmBxDbCcgFolBXscr+8jn88QiMWpDUy+trmkakeEwIwPDCDrU\nNIWoDdVWxWhMqJRsnlg8RqS/n56tA+SKeSQV9IqAaBapawsxc+5s6hrrECWJSP8wZqw0NDZQzBer\ndZlI+MbqruYLmKxmdEArlvabMO6JXaabME+3+hh8+DDEdgLUfAGv7EMQBOyynVg2Rng4jJLNk8/n\nsMt2ZJcDr99LMp4km0yz6Z2NKGEFv9OP7LDz6tt/AquOy+NGFEQquoapYiGbyvCXl1+lGMlhrcgk\nonFkiw3BJBFPJ7B6LAweNohSzJFXcwhlAZfLg91rR5AkctkMHQva8QYDuE1uBAHSyQyiXcAd9JDs\nTzLSO0QiHqOxo4WPfuJ4yvnyOGHcHeGZqMx77ZLMJya14d68sN5Pplt9DD58GGI7ARa7jXw+j122\nk1dGBVYWZfScDgmo+HWQdLYMbUJSJbq2dtK3oRe31UNEDzOSGCabzyOJIoFgEFUt0tXXST6tYDNZ\nyEcV6mw1VDSdxECCLjVBo7MZoVwhFU/wZuR1LFgplcsImo7H7kV0mkCsYLVa+O0r28npeVqamnGa\n3ch2K5aAlUQmgVyWafQ0IcRFtsa34JQdNLW30PNmN7VNdQRDNSRicSopDbfPi6SVibGz8EwkTpLV\nTF9vLyISFTS8Tf5JbbgnwnwgmG71MfjwYYjtBARqAsQiMZL5BBa7Dbtmxy7bSUeS+L1+UoUU9poa\nBv7aT40cZGjLALJmQ80WiI7E2Lp9CzbJhkmX2KhsoMHRSFktY8uaSYlpNKXEIIOYKiYqikaFCvFU\nDBkbIFIulokWo1j+/k+LVahYNBxeJ7pZR1Zt5EpZwtkwFq8J3VXBLjpRUjnMioiqF6hkKuSlPJ3r\nOxnpGqG+oR5nyUXvhm6KBZV57fMoFAoUKWKSyjvZYCJxMlnNgICoQ0UQEKaw4XtfWBa77f26XbvF\ndKuPwYePaS+269ev57/+6794+eWXJ9z/3HPPcfvttxOLxTjmmGO4+eabCQaD+3ROSZLGeXphwuTz\neUw2C5FoFJUinZu3EYmE8fp9SJpEYjhJf66f+FCUUraMy+amlFXJZ/Pk1RxqtggliJUjlPQSGho1\n1FCggBsPZUpYsBAlirVopUwZCQkFBTNm0moaPQomh4TD6oAiFK0FesN9WAtWSoLKUGqIkewI/T0D\nNNe3kKzE0a0a3nwAl8nFiHWIslDGLJsZGBxA0iVSxSSzj5m7kw0mEic1X6C5pRlBENB1naQyuXf4\n3hfWWEz5YDHd6mPw4WPaiq2u66xdu5b//u//njSRsWnTJq6//noefvhh5syZw4033sg3vvENHnjg\ngb0652RJJ03TiESG0SoVspUMDsmJw+NEFu1s3rKRcr5ELp9HSINZsKDrFSp5jWJBoSJW6Ix34iq7\nyJElR44CBRQU8uQxYaIWmShJChTIkkVGRkWlRKlatxw5EpUEAxkTlowZARGTImGWzJhzZkbCI5S0\nEmqliKlkYjA1SG1jLZm4gENw0bull3ff2YC9yYVg1hGKJiRRJNRRj6ZpAKiqyvZNW8klstg8dnx+\nH0nlH+IUi8Sm9A6ncxLqvS9QA4MDzbTtZ3v//ffzyCOPcMkll0xa5tlnn2XRokUcdthh2Gw2rr76\nav74xz8SjUb36pw7xinJ68QisdFYZVGkvWUmoWA9WrmCy+4knUhTX1NPXskzMjJCNDVCwOvHarei\nFBWGsgPE1BgmVSJTTtNLD2nSBAkyi1nUUEORIhoaWbI4cWLBghMnDhyIiLhx48GDHz8CAjZs+PAS\nIoSNUe/XhQtzxYqaLWJRLfiLfuq0OoQM5DMK4aEIki6RHE6QSyrkMzlSnSn0iIaYFon3RXnntfWE\nh8Ns3bgZ4tDsaUFKiiTjiapHG4vE8Pq9YBdGPVq7sJN3OJH9DAwMRpm2nu3SpUu55JJLeO211yYt\n09nZyRFHHFH97PP58Hg8dHV17TKU4PPZMZnGe135VByf3/f3ZrKTxN+byWPbKiUFt9mG3+ViqLuX\ngb4BYvEwFbWCx+ZGAARNxyk7EREpy2WGEkOjgoiZChWsWPHhI0UKEybcuMmSJUUKJ07s2HHiREVF\nQqLy939OnNiw4cVLWSgTEAMkhAQBW4CSWKJYUMiXc/iFJkREZEmmkM8jCiLD/f20+dvQTBojkRFq\npBrkigWX4KS7v5uO+W14zFbe2trN7PrZUFFpa23g7c63mdM2A4e/hlw+hyiUmb+wY1KbTmS/mhrX\nbtztveP9PPY/O4btDjzTVmxra3fd5FMUBZttfFNWlmUURdnldxOJ/E7bskqZbCxcbSZjH00BjW3r\n7hzAE6ihZ2SIkaEExahGjbmelB6jJJQZToxQrlTwefxIdhOJdBzZIuNTfah6mRQJkiSpUEFFRUOj\nSJEaasiTr3q3OjplyliwUKFCihQqKlasVNBJ6Wk0rUyGLFkhi6qWKFLEjAVRF9HRyVSyyJodEyaS\n0RTvKptpqm8iFo5R1jWCrhoy6TwFW4nu7gHsni1kUwViYgrZWqKzuw/VVqag6BQLudEYbTyKaLZP\natOJ7BeJZHZ5L/aGmhrX+3bsf3YOtu0+rEI/bcMIu4PNZqNQKIzbpigKdvvkgjAVgZrATs3kHbeZ\n/RbsTgeyTcbldCL77CTTcZxOL20dMxCtJsqiBlYwWyy4/R5EUcQkmhABCYkMGcKEyZBBQEBFZZhh\nRESKFEmQIEIEAYEECaJEGWYYBYUiKoMMMMwQKSmFx+tmqDKEKWCipq0Wh8tOzBYnbk2gWks43A5q\nbXU017QimgU2DryD2WrD7LNQsWp0prfjlt04zA5SwwkamhvRPLAtsp3B5ADeWh+ZbAZd13crgz+R\n/Qz2HU3TCA+H6e/sJTwcrsbYDT5YTFvPdnfo6Oigq6ur+jkej5NKpejomLypOxWTJVHeOxggvHWE\nChqh2lo6N2+nP91NTHLR3NpMNB2hnNcIZ4bwuWoQkiL5nEKxXEQv6giImLFgwkSBIgIgIlJPPRoa\nSZKoqJQpkyOHGzcSEgIiZUrYsePHj8Vvpa6jnngpTo0viFbScLQ4yGQzxJIxXJKLOmctNXINfck+\ngu5azBYLs1pmkxYyoIJLdDJz3iwkq4RuEbCYrfgCfpwmBza/jE22kVQSaFJ5p4ThRIkwIwn1/mAM\nyPjn4AMttosXL+b8889n6dKlLFy4kNtuu43jjz8en8/3vpxvTEyUWTMYMYfpeaeLUFOIkXCFbE5B\nEAVaa2fglpwMZ0ZQzHnYPhoS0NExY8aLF1m2oZZV6sQQ0XIEVVNJkaZMmSRJSpTw4UNHp1FsRLfp\n2FSZYrmAT/QRF+Pkcjn6+nrR3CXqmxpoDjWSS2fIp/PU+WsJ2IIk02mGM8PkUKh3NyCYBFShiNvh\nRAxI+E0BHEEns+bNYTg5hC1oI5oIE/DXEAgEEEURTSrT1N4yzg7Gj//AYgzI+OfgAye21113HQCr\nVq1i3rx53HjjjXzzm98kEonwkY98hFtvvfV9r4PscmC1WJgzcw59Uh9uk5tkLslQ7wANMxsQTRIj\n6gjdXd1YZBuyakXTNIpSkYpJp84aYlgYYqQyQs6Upa5Sh98UQCnnSehxnLhw4x5NqgkVbJKMIEG+\nrIAEWTGHV/BRY65BMosU8gUEk4bJLCFVzDjsMtlcBr/fQ8RWptXdhqZqzJ+7gHc2rcdnC1A/o45Z\nbXPIFbJE02HkoMzs+XOrQiqK4qShg4l+/NO529cHHWNAxj8Hgq7r+sGuxMFgXxIEmqax5Z1NhLeH\nGdjcR9BeR66UoXeoB0EVmH3IbLq2baenqxdzzkRsOEIulwdNxybJWMwWSmYVTa8QzkZw5GVEUcQq\n2ugt9dC+bk1LAAAgAElEQVQsNWPHgSRJdOrbEU0iaOCwOtFNOsVKgbnB+bQ0tKA7dPrSfRx77L+x\nbcsWouEogUAQs1UioaRpmdWK3WwjHkuQKWRxe120d7TjtLtIqglC7Q00zmiuiuNkornj9kw2g1f2\n4XK6xiUSyevjkmPvp7d7sJM8B5L9/SI72Lb7sCbIPnCe7XRAkiRmz5+L2+th45YNZLszzJozC9fc\nQ+hKd9Md7yZbyDO/aT7ZaI50LI3dD2VrGTVXwmKzUeOrIZHIYM2Z8Tn8FNUCmqiBDnarnVJJpWQC\nk81KrVyD1W5G1cuYZAupXJxUKUFCdVBSVbJihs7BLkoVFbfbg6SKOFwuNDuI1gqiJFFfU095qBfZ\nbCUZSxLwB5ElB6GWhnGiOFncdcfQgaSZdorlDvUMGE3d9wkjFv7PgSG2e4kkSZgtFv7lyGNQk0VS\n8dHE1hELj6JcKtMn9GBSTcTScfAIeEJemlpaeXfjBvwuP6H6GorrewllQ9htdsrpEtlinhp7DZq1\ngqPsICNkcZgdCDJYZBuekg2bw05HWysbt26kN9+Hq8ZDm68VPathUkyklQyYRZRsmMMXHUUqn6CS\n08hlSzT6mujt7cHWbqci6LTObEMrjo5S25X3tGPowOV07RTLNZq6BgZTY4jtbrDjXLRjUyxa7TaG\negYolcrYHDJtHe28u3kDgboglUqFbCxD16ZOrA4LR/zrR4hlRpDKArNaZ2NDRpQr9GZ60UsaLt1F\ne10HG8Jv09zWilLJYqqYUIslvDYvQWsAvaSRy+ZJRJLUluuo8zYQaqpD8pipddfR1b0N2SZT0dOY\nLRIWv4OyUsZhcxDwBel/p49CUcHfGEAtq8STURrnNCHZRx+BXSW9diWm7517wOv3jk5LmcmRV/LY\n7Q5kp32/xXLHukMZMWKDDwqG2O4GY0I0NsViyVNmYOt2oiMR6oP1aHqZLT2bkOvsmC1mCkqBik0n\nocXxe/zIdivBYg3oAm3N7UTSYTq3baHZ14jFYiFbyNCd7aKhtYHW1lbMNhM2h425Qpl8KkdiIEEk\nlSSZi2G1WBmODWETLEjeBiKRMBlXikAoQMjbiD4IIW89gkvAIpixuWSsbhuaXMHuctHW0UY0E6Hi\nrCC5TNXuXLvKeO9qIpedJu8ZDkNep6LoEB+d6wJR3289F6IjUaNHxBQYCcvphyG2u8GYEI1Nsdg1\n1IVJEWkONoMkoOpFfCE/8w6fz/ZNWymlVGr8QeY0zcHvriEdT5JLZsgXFI6oP5LtvVsJuoPUuswU\nkyqiIuJ1+2hp7yAeH8Ev16DaS3gCPhAFUAVERUTLq0iiCcEsMqOug21927B77ciSjCw7GFGG8Df7\nCXqCBFvrKBVVUmqSjtkzyedyxKNxCiaFuvZ6gq3B6ooP4eEw8UiMDNnRFSHU4k6e657GDcdslowm\n8Hv9ZApp7LXB/RbLLeQL2GW7ESOeBKN73vTDENvdYKwJbbJZiCfi6IDZZkUQoL6hgeHUMPUto16q\n3e5A1+0MdvYRDNaQymawBx14BA9S0cRLf/0D2VIWt2Qn2h/BZrFhspoR3RIOj8zcjo9RypbQ3DqC\nXSAyHGYgPoBskgnU1mIuiQypIwxlBpFkifkdC8lYMhS1AmktQ2NbM2arBZMsItgtBO21JJUEvmY/\n9qATkygSaApS8/cf3tiPsrVxBoMDA3QPdlHf0rjPo7/GbGa2WYjH48i+/RvLtdltRGMZI0Y8CUbf\n3OnHB3q47oFibBiq4BDADzaPBcktUTJpvL3pLXJadnRGLCCTSTO4vZ9iXiUWTVDU8pQFlZJT45DD\nFzL7sDkE62qIZqJIZolkIoHFasXpduIIOrF6ZRSLQiadom+ol4baRvw+Hy6rHUyQUTNYzVZUUSOa\nivDnjS9jUiTywwVMGYlwd5iyuYw1aEO3QylfpGtbJ3pep6O5g1BNQ3W0F4z+KO2yHZPJRHNLC4Fg\nYNzaaftqM1EetZngEPbrEN5gXdAYGjwFFruNvJLf7aHWBu8/hme7G7y3CT3WzxZNZ+a8OVjtVpLx\nJLWhWkqKitliQc2qxOMRdKvOwqOPIJBI4XS56O/ro5xWccgONEWnsamZUHOIskejomkIJoGQrx7N\nUiH17lvo9go+vx+1olIOR8lb8lhFG1bRxPzG+WT0PO9s2IjNaeWkj51MppghNZCiECogFUWcog9V\nKaFWVBLOBD6/j56ermqyL5vO0pvuwef1gwTeJv9+ifdVbRba33fjPcc3mBBjsvTphyG2e4EkSbic\nLrw1vn+sWvD3ZppokjAJEArUIZYkFCGPSTLhC/pZv+5N7AWZ1mArXf3biOlJgjYbmXwGVSgxkhtm\naHgIn9uHw+nEYfUQ74nhNDmJWqLgAE/Fy8zamSQTCZRyEYfLjqSCWbQwODyIoudR8ypWl5Xmhlbs\nDgdur5tUNMFw/xA927qw2Cw4zS5IAyUQCgKZRBpX0IOAEe/7Z8B4GU0/jDDCXjJZM62uMURazaDq\nJXSrhj8YRMnmyWWzROJhymh4mvwcduRhyLUyBXcRk9OCqSQxv34+tZ5aPKIHq25DiWbpC/fRPdAJ\nuk6dJ0RDYyODxWEUk0o0Faa9aQaeeh+RQph3Nr+FWJSod4WoFDVisQj9/b3EYwl6I73k8zksso1a\nT4joSBS/108hp9De3oE/6Ke5pZlysVQNLQiCMNr7oWfAmHHKwGAfkVauXLnyYFfiYJDPq/v0fZts\nQykp5JQskt1MoGZ04hbZYadQVtAqGsHmGrAIRJNh7DYHoiBRSqroooZu1fA0+2mfMxNJA5vLwaz2\nOWSzGWSng87ubZgUiZZQC/FEinQliWrSsJtknPLo5OIRdRiT00rL3FYcsgtBF6mtr6W2vZ66lhAZ\nNUO5WMZit2C1WmnpaMXt8SBqkMvnqFQqYBEoF8uIVpGu7Z0MDQyQL+SxWmzYrDZ6e3rIJrJYKmZy\nqRwVsYLTvW/DLTVNIxqOkgjHKBSL2GQborhn732Hw7rP9/DDysG2ncNhPWjnPpgYcyO8D4zFPHOp\nDP29ffRv7cOMiVCogUqpwlB4kEP+dTa+uvrReROiOSyaBVEVSChx7HYHkUSUwkiO4d5h7KKDrJYl\nNKeewd5+dEXD7nQRaqsHSUeyW5AlG/lkFq/VSzQXxdvixyRLHH7okZhMJiIjEVLJJG0do70O8qUc\nRbUIFUCEXCaPU3PQ2jaDeCJOWkjS0tbKts1baXa34nI6ySt5UmKKw44+YsLr3d0Y71gf3H2ZR+Fg\nj+//IHOwbWfMjWAwIbsrJBOVi4UjkBLwVXwMdQ4iJUdoXNDCrEPmYLNYsVgszDt8PvFIjKHeQVLJ\nFJ5aLzaXHaW/QDqapKGuAVNJwiyaUEtF2ma34aq4aaxtoifajaXWRkXUkC023C43vV3dFFSVVrcb\nk8XMn176I27ZBWYBV4NnNHsvQ6UEFKgmxrLxDO0zOxBFkZpAkFw8g8Vuo6SUSOoJ7LIM6AgTvJr3\nNMa7P7olGSPIDD5oGDHbXbC7ixjuWE7LlNnyzia6N3YSH4kScAYINYSIx+P09ndjwUqdrw7yOsl4\nklBjPYcefThzD52HaDIRG4xgdznQnRUKsoq1UebQI45AsprQAc1aoTfag7vGjc/vY8Exh+HwO6hY\ndWw+mcOPPByXw0W5VKacLuMwO8lGssQGI+SVPF7ZRyVVxqZYQQFZt6GoBeLJOJVKhXgyjoYGeZ32\ntpkUCwW6R3pQhAI1TTt3L1DfM8BAzRd2NtAO7Gu3JE3TePetdxnaPEApW0bLlI3FJQ2mPYZnuwt2\n1wvbsVxBKVCKq4Rq6tm09V1SehqXx41fLqKKKs6gk0BtgEQiX50LdmzKRj2nYTfbycazuK0+TG4R\nj8dLT7gLl9+NpAvEhqOYHWasgg2P30ptqJZkLI5NlfE0uUiFU9hEG6lIgpmzZiKJJlqFViKlKKW4\nSsFfAFFAttopFUvIDpnGliZwQ1+iF4ffScjagF22YzaZSSeSDEeG8DZ6qnMe7OhR7ukkNPvaLSkW\niVGIFQh5QiiKQoECZsl4lA2mN8YTugt2V0h2LJdOpPD4vHh8HuKxGF1bumhqb6Zj3ixEp4TVbiUW\njtHdOYDZb0EaDqMmVHxmL0k1iZJXkEwCrbXNJLUUjpATr1ml2d2Koig4yiNkxByh5nq8NX4kSfr7\nyDWdYk7BFLQQSUZQdIV4Mo7T4qBSquD0OXH7vKQSSYKhIOGuESSrhFmwUN8yOthBLaiUFBWtUiEj\nZijmi9gkmbmHzMfhdNC9tZOAMzguZLCn4jlRt6Q9ifuq+QI+v4/EUA7ZKjOcGKa+tnHvbrCBwQHC\nENtdsLtCMq6cz4JVtmI2mznkiIU0zG3C5XRVZ8PavmkrxZyEy+/BJtuI9A/jdDvp7+slk8oQjkSY\nNXc2ukmgtW0GZqcJQQdJF6ioZWpDddiFLM0tLaMxWEB22tH0MuVKmf53u8llFJpbmkdXkEgP0Rhq\nZG7HIRTVIibdREpJodpUXD4PviYfOpDoT+DRPYBONp8jTozB7gEcogNL2Uohq9A/3EfD0Y3jPP39\n0adzT+K+FrsNq9mKbssxkhjG4rcYnfYNpj2G2O6C3RWSHcupqsr2TVsZGOzD4XPSNqudTCqDmi+Q\nJInd7qCjsYltW/tIx9PE4wl0p4Dd7SJXyFPMFIiVojTUN2CTbUh2EzVNIZL9cXKCgl7QqGurJ5PN\nkFEy9Hf2YrKaieVihLcPkxnI4DcHKAwWqGsNIfoF7K7R7mQOnxOP34elbMbe9vfeAJKAmi9g0kXs\n8ujKxMVCiYKq0FTfjBLNQUqgUCzgtDnp6+3F4XSSiMYpoKBpGrLLsU9Jqj1JmgVqAgiVIiaXRKiu\n0UiOTYIx89f0whDb94FkPEnAGaS5poW8kqd7ayde2UdJKRPrGyCnZZHUMuQFrFjwuwJ09WzHZ/cT\naq/nX048hqHIACbn6IoItspoQqlYKWLzWDCHLJhcJpL5xOjyNPLo8jSaWsZudxB0B/GKfiLxMJ25\nbVgaLcxqn4PL5qGiaESyw8yaMWecsFnsNjJCdlR80akIGoIODY2NvBvfiGyTUYUic+bPY/3GN6mo\no/vdeEenUZR2nj5xqh/7e/eZrObReW93I+4rSRI1oTpE885L1hsC8w+MkYDTC6M3wn5G0zSGewZI\nRBJEI1GsFiu5RJaCUkBQIOQJIesy0USUEiV0q45aKFLOlHFZnHhsHqKRCKHWRmSXY3Sawv4EsY1R\nyEOopoHa+hCtM9twOV24nK7qSK9kNMFATz+aBEOxQRRVQbRI6EVGY8I2L7JuI5VK79QbIFATwNfk\nIyWmSAtpvE1+appCFNUidY0hJFlCspro6+5F0AVaZ87ALtsREejv7CWXzaFkcuNsMVVPjvfu02G/\nTCyzu71HPgzsaS8Rg/cXw7Pdz8QiMcxYMZVNxPti9Gzrwuw1k4jGafQ3UigW8AUDVCwKxXSF+FCY\ncO8Is9pmUS6X2d61HawVNGuF3N9HbhUTRZprmwmnwxTzRUxSGVVV6e3uYVN4I/6aICarCZ87QDlQ\non9zH/FCjI722dR3NFAsqpQLJUqlEt3buhhOD2Oxmgk11OP0uqvCJkoSgWCgKr5jvSQGOvuIhCM0\nBBto7WhHMpsYHBigoCgURgoEagMU4gr4x3uW8UiM1sYZE67C27u5i4CvBpvVNrpPSVDfXj/Olnvj\npRpTC/4DY6mi6cW09Ww3btzIWWedxeGHH86SJUt48803Jyz3k5/8hEWLFnHUUUfxuc99jg0bNhzg\nmo5HzRdoaGwgU0xRKpawyDZaGtoooDCSHKZs1sjlssSjcRKxOIW8gtVhIxqOkE3mKGYK+DwBpKSI\nuWImOZQknoixZetmyuUSiVgMi93G9k1bceteGmqaSA0lWb/+TfKJLD67n6OOOYaWGTMINgeZPXcO\nbo+LuBLjTy//H9HBGIe0z8eNh+HBIdR8gVgkVh3VtaNHmIwnkVSJOY1zmVk3G589gCgIyDaZgcE+\nIskIpqAFyS4h++yjI9+Gw8R6oijhPLlYjr7e3nEe9JjnGfTWUogrxGKxCYVgTOiHNw1Qzmi73ZfW\nmFrwH4xNc2lMQzk9mJZiWywWueSSS/jMZz7D66+/zgUXXMBXvvIVcrnxzdRNmzaxZs0aHnzwQV5/\n/XVOPPFErrzyyoNU61EsdhtFtYjD7qCuoZb6xnq8Hi+NzU2E5jaSLWcQJZGGQAMN/gacXicCAsPD\nwwz092GzW1BVFb/Xj0O2U7HpKDkFV9CNWiyhoOD1e+nd2kN8MEpsJIbZbMYmWBFKAjIyRVWhtb2N\nnJqjs3cb8XwMs2yloKrUhWqRTCbEioAykq+Ka6R/eKcmp5ovICJhlx14PG5KhSLhoTBqukhHx2ya\nm1pxehw0zmjG7rIjO+2MDAwj6zacVjdmzcLmLZvY2r2FcHp0PbKh3gGsFiv+oB/ZZyeWiEwoBLFI\nDCWqYCqbGOkcYqh3cKcwxUQYAvMPxpK2Te0t+2WOYoN9Y1qGEV599VVEUeS8884D4KyzzuKHP/wh\nL730Eqeffnq1XE9PD5VKBU3T0HUdURSx2Q6uJ+P1e9ke3kr/cB8Oi4O59YeQV/LILge1odpqM7dS\nVoinR/uxqtkCjQ3N6FRwuJ2UBY14cnR1A5/fNzp5uNOFyWZBcAgk40m0QhktU8Lr9LG5czOB2UHM\nXgupZIqUkqKxvomZ7bMpKAXS2TQLOhYgFATKhTLlYplEJo6/NkClUiGfyRMeHEHUTFgsZgZ7B0HW\nqamvRdd08koOi81KWa6QL2apbaojEAig6zrdg13EstHR5FbFQTKawOl1kownEFVoqmnCJspQ1AnU\nBcnH8wwODNLcMirQLXUzJkzaqPkCOjqFdIFady19I33INfIu7W9MLWgwXZmWYtvV1UVHR8e4bTNm\nzKCzs3Pcto9+9KO0tbVxxhlnIEkSDoeDRx55ZLfO4fPZMZn2/5t+ZHCEWS2tLJw1h/7efjLFKM0z\nmgnWBZEkiUopSCldIlcoE8+OkFUTzDmqA7/Lj2yT2bR9E4FGLw6nA7vDjuwXcVldlAtlEvEENqsN\n2SJw6GGHkBxMkk1l8bY6aZvRyLwF8+jr7aO3v0zzzDqCtUEGewahVMQmixx9zOG89rfXKNjS1Nb7\naGtqo1woYqnoHHn4oQwODjLQ3U9rqBXZKbO5czPhaBhBFGia0UTznCY0NYhVFPD7HRSKBRYeMQeA\nSq6Cw+7ApGokEgnKehl3nZNgU5BSsUSFCsGgC693Dtv7tiPaSwSDrqpdxtA0jehIlEq5gF4eTc5l\ns1ma54QINgXHTWLyYZ3QZH9g2O7AMy3FNp/PI8vjvRibzUahMD6bWiwWmTlzJtdddx2zZ8/mgQce\n4LLLLuOXv/zlLj3cRCK/3+o7UVKoWCjgdAcoKwlEs514fPR8umilc6ALe8WEv6Yeq91FoVwhrRbp\nHxnBEnQiu32UiiUUVcdXV8/2TVtRogroIMQzZCtZUMBSsmC1O2mo91G2inQPDWLxOGhxziaf19i6\nuZfe7d2IZhGL3UUunaF+Tiuz588FRpvqvV2jiSqnxYHZ5MQsZnG6/GzbuoXE9gyhYAtOr53h4WG8\nzhJ1oTo2vfMu72zcTGNHMx1zZxHuH8Yr+ygWcjjdAaLZNKJJoqDpxONZ+nr6MFtNmG1ORoaHUQUV\n2V3G6rRW7TLGWOzYY6+lvxymc6CPlo42rHYriqpXZ6s62DNXfZA52Lb7sAr9tIzZyrK8k7AWCgXs\n9vH9Kr/73e8SCoVYuHAhVquVSy+9lFKpxJ///OcDWd1x3Y3MWBkcGJg0QTO2ysPsQ2ZTU1dDfWMD\n0VSEaDKM2W/B6x+NoZYzGsObBti+aSt2uwOv14tYFJHyEtHuKDo6WCGlppGcIrPnz63G5mpDo4s8\nppJJQi31lDWNv725jq7BLnKp7KigAbWhWlrmzMDhdCCKIhU0RJuJvJIjFklgtdhwe1z4PQEKmSIm\nXSSdSlPnrcNl9VCKjw7eGOsjq+s6RbVIfUsj8z9yKJJTJJPJ0NTWhNvr5e133gIE2hpmoGXKvPPm\n2/zh+d/x4k9fYMPf1qOq6rg10eYfugBvoxeTSxq37PoHkbFZyvZkEva9+Y7B9GVaerbt7e089thj\n47Z1dXWxePHicdsGBwfHecCCIIxbzPBAsWN3o4bGBroHu0gqierw3Ikmbsnlc+i6zuDAIBbdUh1w\nMJIbxm8PIBQg6Kphy7YtIOukhtN0BNpH50EQZaySjQVHLhxdkkcZHTK7o4ddUlTaOmaQiCdwm92o\nqAStAUjrJPvj1dhmoCZAeDhMZ+82ypUKzjoniWKCikfDbBExWSzEUzFsLitloUJFKZJP5LAKFuq8\nIYYTw+gBRpNSOwxpnmjpoMKWPA2NDSTio0v0bNuylVmh2VhKZba/up10IkX7nJnVwQ1FtUiotXGv\nY7DTaYDD3gwwMAYl/HMxLT3bY489FlVVefTRRymVSjz99NNEo1E++tGPjiv3iU98gqeffpp33nmH\ncrnM97//fTRN46ijjjqg9d2xu9GYZzfmZSbjyZ26VAVqAogOkaSSIJaMUOepqw44yCTSpBNJbFYb\nwyNDuGwuQu4Qki7QH+1DM2sIZpHBnn4iIxEy2Qwmq5nwcJh31q0n1hPFZXFXPeyiUqRcKCFbbHhc\nXpKxJFvf3cZbf/4rQwNDwKi3HappYHbbbEK+ehrbWzjtrMU0H9XGUGWAjJxl/r8dhq/JRxGFTDFN\nbShELp+lrJUZ2NYLQP3fhXFM0N7bDcvhczI4MAD5CuR0SpEifd09qOkiAYeffDi33wY3wPQa4LA3\nAwyMQQn/XExLz9ZisfDAAw+wcuVKbrvtNlpbW7nvvvuw2+1cd911AKxatYpzzjmHdDrN5ZdfTjqd\nZt68eTz44IM4nc4DWt+pJquZqJP9jsNNY9EYUmX0NmiaTkkr0TXYyaaNm6joGk01zUg2kTmHHsJA\nXx8ZLYcsy/jqAqSSSf4/e2/2Y0l+Vf9+Yp7OPOfJOWvo7up2t42xMWa4WLpCuhIIIcET78gW8A+A\n4IkHhMBC4hEhXiwekK6QdcVPQgJx4YevB0y7q7uquoacM0+eMc4c83QfTldS1V3Vc7sbXOsxMk6e\niDgRO/Z37b3XklIJHIFkFuO6Ho1Cnul4eplhCxkkRoKhmpyeHTObzygXyhS00mWG6y1dMidjPpwi\n6ypplAJQLBSpf6V5eT720KZYKbF0lvSmXTIyNDRypfxlMHs083r0usiaQl4ucvfgFnmtiIdLtVJj\nPliQqinDcMD2y7skQfSO4YYPi8/SgMOHGTB4NpTwPwvPbHE+YTzNAuZhkaLX6TI5nyBnIqPxiDiJ\naVfXOT885fT8nEI+T61aZRrPMMomSRCzvbmLpEjEQUzPvqCgF6jlG/zg+99l3B+Tq+S58dMv0thr\n0Wg1GPYGdE8v2L/zgHgasdZoU1trIJki+Vae6XzG4nCGpuj0h1082WWttk65WCaTBcobZURJujyP\nxXLB1JvgTJbUSg0qtQqiuMrUN/a23vU6OEsHf+wxXUyQUpFbb75B5qxEzz/35Veo7zZZW39ysH2U\nFmhv1shE7RO333kaPihF8WEojU+KBnlWIPt08JnMbP8n4b0kGuutBqIkEbo+lmChJCp5K0+lXCWK\nYyZTm263ixf4XK/XCQKfe3fvslZaIw0T5vM55nqOe3fvEo0imEJMxOG9fU57J8iJRK6WZ/vKLrPp\nFE9wqRVrhDMPPwyo7tWJegM0TWU+naFnGpPhBN3SyXQwJJ1+p0e1Vr3MEvO5PKGwMgycj6cAyJrM\nIlwpkD0pMDzMMnVNx8bGmZyx3t7kF9q/xOhsiKiJKIqK8C7X8lFaIJpHHHaOLqUrnxSI3n7tn8Sf\nf9jg9ePgU5/1DP/PwjN33U8Yoihi5SwK5eJl1R/+y+H00b8LsoQ3dyHKcD2Pk6MjtppbqKJG5EbY\n/SHFYpHXX7vJcjLHzOWQkfCTgNFgQDyKKJQKlIplbt19g6pc46Xdlzi7e87RwQF5pQAZjIMJsiWz\nTFySKObw/gFFo4SuG5RzZYazAe3GOnESrfjgcZ+MDGe2xMrl8AOfuTOjZJSRFJn5dEZ/2kXLdBIv\nxZ0tScSUfCF/6aTbO7ugc9whCiLiJGb9+hb5aoFBr0djvcX69gZxEtO/6CLrKrqhk2XZYy683sKh\naBURBIHI97G7U9qtdSIvwos8rJz1rtf+YYDMGwWcmcOt129y7/W7lxKVj/4+74XJwCZvFBAEAUVW\ncLwlhXLxqfuPBqPL737a8b4dH4cL8ZPwzF3308FnskD2k4pqvUppo8JcmEMFtJbGPFjQG3fxxg5E\nMDmekLoZ4kIkXPiMLkbcuv06xxdHnNpnBEsfMRRY9uaErs/Z8Rlze8b0ZEK1VKdqVinXKuTKeaYd\nm97NDuJConPRZTDpcjo4IV8sctI/ZpEu6U97VEt1dtq7gMBJ54hES/GXHpPhhMlojKqoDM/6GBgU\nlDzeyOPW928y6A0ul/IFo4jgw3w6B4TLDFbVVXzPZ2zb+GOPWqlxyf++vcDleu5lwW0ynqxeUB+y\n4NS/6DHdn7Ihb5D3cpzeOvpABbQPqsHwYYpdn6UC3zN8dDyjEX5MeCgo7kyWKwHvX/ipd+wjSRJr\n62uXnKVqqEz2J7gzh1kyZXw+5mdufIVmoU4cJLx+8ybrtXWUQKJe3GKezlgES7oXXdpXt3BnLpke\nM7PH5GpFkjRm7Iw5OjzED3yaYpPNK7uMpyMeTO5jJia5fB7TsLg467BkSblWoa42GXb6GLqBaZkI\ngD/1GfQGKCjE1ZjlxOP177+GpmnoioG5Zq00F4Y99rauMh1N2Nu7wiKY09pqc3C2z1qtzfb6ylr9\n8OSAa7vP/Rf/+1Yx69ECl5daYArYSxsndfDHq0Kebuio+Q9WcBoPbIpWEdMwMXSD08XZB6r2f1Ar\noJmV8xIAACAASURBVA9T7PosFfie4aPjGY3wY8L923dhDK1SC2/i4cYLcsXSu37GW7hEUUQcRrTX\nN/A9H1EUKbRKzJdL4oVPq7JO4PjUmjWsmkWpUMYLXF750hcYuQPCLCK2YprrLQ4PDwg9n7Vqi2ln\nzNJeEHkhQeARxgHXbjxP0SzhLz2ur1/HlE0W7oLMTWnV11hM50RyxHwyo6xUWcznOLbDcWcfy7BI\n/IQsEIjSkHyriKqpnJ2dQgqyquDMlmh5HURwnAWNWhNJkigUi0RpSLlcQVVVXM9FMhUkRSbyIhR5\nNTShWOpKXyIMWavUSWKBxWRGpERs7my95xJbN3S8yMPxlniRC7GAgszCmZPqKZX1Op7rva9l+9sp\nirdTHm//7KPfLZnKqv3vPY7XD4LHzl8ylfekHt4PntEInw6eBduPCU/j1x5uf/M/blHUi6iqSuAG\nnHdP0PO5d32gwyjCHTvsbu4RpSGSKZLqGbsv7HF8fkjBKNBqtMjilOGsz+aVbeIoQioqFPMF2rvr\ntNc3kEyZaBESZRFiIqJkGuEiZGKPyRSYejNq23WuPHeVxWiB73iUciVkU2E4GDAaDhnNbCRDIs5i\nxr0RYrQ6ZzEQ8ZYuC9uhP+8jaiCKAnrJRI5WwjYTe8p0OcZsWmg5DcVSMfIWoRMwn87pnV8gWhJG\n0WThzJm7M4RMQJREkDNc33ksQE0GNmv1BqKkUK5WyMSUUrX8nr9LGEUrqqZaprm+hps4dMYdEj1h\n96WrSKKI4AsfiFd9iPfiZJ/G3b8bPkyAfj94Fmw/HTyjET4mPK06bQ9tkkWMIRkc3j5EMkTyZpG1\nF9ae2Jv6KKr1KvZgyGg8pLxepb7XZBHOV+O+n3+OXGrhzF0iL8ZzAzr2OVevXudLV7/CYrFgMOox\nZ0oWJVy5egXHc7n16utIMxFd0Mnn80RGxHOvvECxVKRSr9LrdnHxcPEInYjBxQAjUhGylFP7mLXr\nbXa3rzI47mEvJwhCRipkqKnEmtKiYtRwJQfb7lOwcpTNKhu1TTrjDpIoQpZhD4bomk63c4GOQblW\nWb10JAkjb6Gi4bs+g04PuShTrJTpnXTonnZorreQNeVyAu+9luSXRTG1wNnhGW++eotSrUxzvcXz\nn7vBi5//3OW+54enH3rZ/l5L/oejt8PzHpkAzfUW9feQPXzWjfA/C8+C7ceEJz1sDy1yXNvDVHPI\nTYU7d99g73PX2bu2x/FxF/tsCPDY4MDD1qRSpUSpWmHo9ZgFU5q1Ftdbz69GkjWF6fmYSEooRkW2\nnt9BEMGwDHRdJ81SdhtX8RYOg3jI+dkZCLB/dh8rzWGZFuV8hcqVGjdeeZGpN2ERztl95QrtFzY5\nfvOAB/v3EQSBtfoGZBm9SY91tqg360iSxPzBHF8MqDWbHE4eMOwO8PZv0txr8eL2SyRZSuD6DC+6\ndKZdcr0c1VYNLdMRaiI5MUe+UqTRaKzGjt8KUJEXX1oI3T26y+xiSrvShkxgcj6htFFGtETs0QDX\ndTATkwGDJ7Zyha5PXi1wdP+A4dGQVEjJFfNMzieIbwtmH2WI4L0+aw9tpudjClnh8jze/v3P8D8b\nz4Ltx4QnPWwPLXJEzyenW/gFiZ/+ha8gyRLz6Rx/7FEuVLFPhnRPO6i6SskoU8qtsuODwQOquRp7\nW1cvXXBh1awfegEY4PgL6vUmhm4wn8zYH98nFEJkUaK6Vufo6IjzV09RAwUv9NBFkysbVynnKvSd\nLoNJj+G4T32jdTlq2+10aVSbLKpLRtM+gpRSKdUYZxNGwwGdk3Mm0zGiKqIpCsvJAtseU0wLPF99\nAd/3GZ7bTK0piqug6zrCQqBQyBOMfcI0YD6fYBRMJqMxlUqFi84FEQGiJjPc71PVq0zFKZqsEAYx\nprFakkdeSOgFJEnC0YMDBE9gY2eLhBibd64SVFPn4uSCYBqioqCoKpEfIlviYwWxJElIkoThcJV5\n1lp1xETi5MHRSqvBtDBy5lN7c9+rYOYtXWb2jDiLUHSVVEvonnY+VM/vZ0nz4RneP55xth8TnsSv\nzUYTauUaC3eO63jESkJ7q00oh5yfHjPojRgNRyiJgqkZRE6IpMjkcjlEQeTN23cwBJ0wisjlcni+\nQxhFb0kQFlFEhfF8giZoqLGCpmiMF1NajRY7W7sMO0POH5xgphZFrUSSxqg5jWqpQqVRw089Wptr\nvPS5l0n8+JJnPHpzn1xmkdNzuHOX49EpPj5OuqRQyCNmAoQCiqSw0dqiP+rRPb/A7o9JScjkFCdx\nyKl51lptBr0BURwhSRKyojDuj2lvriMi4QhL3MBFQmJzfYv5aIY9GqGICggwmg6Yzmd0jjt0zy6Y\nOVMkU2J6bjO4Z2OJBlEUoZk6mZi+o9dVN3R6FxeEcUQQBVSKFRxniVLUyNcLl7zqaDBC9AUatSa6\nqjOdT7Aki9ANiccxsqSgiMpTedz34mS75x28gYspm/hLn/PBGSSwnDj0ji5wQ4dqo/ZUTvZR7rnb\nuUBLNYpW8QNzy/CMs/208Cyz/ZjwJH5NNXUCN2D3+pXLzE0taVSTGoITout5FtMFzmCBbMmUqxVm\nkymVSoXXX7tJ/7hHOo6p1Ooslgsae8130BXFYoFZbw5Kxmw+Q0hgas9Y30iRMxFJUqhVq+joBJmH\nF3oYVQuMDLWgsn1l59Kd9+TkaKXJO56gWyYZAkbBJPViqps1WkobDY3jw0NalTUcHFRBpWiWkVWV\niqZSlap0L3oMRl122rucvXnMwlmCCIapcd4/AzFj+fqCcq1MbbdBqVyimqutBgQklb2dPfS8yfnR\nKfbAxlk4eCOfjStbGL7Ij77zKi9uXKdZajDujekPejiRy3Nffv6Jv0tre52kEuMsHc6PzsDM2NrY\neVcNi9OzJZv1LaajCZVShYU/x2zUnsjjvp9M0zRMlF2VUW9IZoIzXdIQmlipRablGR4Nsdeezt8/\nWhOwz2yCLKCQLzxrCftvhGfB9hPEw6Xlwp1T3a5dPoTnh6dUKhVmvofjOfhhhK7raKaGKqicdI6Y\nDMa8vPMKztJhPBqjyw4v1G9gD+3H6IrW9jqqqbH/o33M1MCQTSadIbe5TUZKoZJHFhQGowFBIWJ9\nY5M0zphHM4qbJTRDJ45jXv/Ra0xHU9yay3Iy5/tvnlIv1JB1hUa1SalcJklTlqdzjNhkejHFl1aG\njVvbW+h5Bd/yuNl/HUVWEWSJxWzG9GyKkELjWpMwiBjPx2yXNrHiHF7f5SLuEIYB6qZGPpcnJQFZ\noFavcfM/X2OjtEkg+uh5jW7Y50rrBuPxCCmTsEc2ZODHPoom8zSRj2q9io2NLmnc+OpLTwyGb6eB\nrHJu1W6mq4zHK4uip/G472d018hbGFJGq9XC9VwCPBIvxSiutJs1Xcdbuk8dJ370ZVAoF5mPp9Qa\ntWcCNf+N8CzYfoJ4WjVZ1hTs7hBnGmAUTURRJJJCpLzM9b3n6Z50cFseaqZSWCsgziT0mo4kSe/g\nBhv11f8vlgaU1Qq2PUTSDBI/pNyqEmsJQpzRarVprrdWAcnN8D2fyWjM6cUxhm5gD2yqapXR/ogo\nCREFEETIyKiVG7z+3ZtIpoSWKiiaiqHraFoRF4/5ckG91uRicMaXr36JuTdjKXjsP3hA6qQEno/Z\nNAmEiLVCi1KhysyeEhPxwvU9MlaSiokUU9qoIAC2YzOZ2RSsHGEWkwXg+i5e4LO2u06xUeT+4QHV\nRoO99evUGzU6+6eX1+jRYPp+qvoPr6u9WPmpaZqOvRyhaTpUQDAFMIUn6is8rTj69mLnOLE5ONtH\nyKDSqLLozRlMB8i6Qq6Uw3UdDNG4DNrD3uBSN2OxXCAlMvlcHt3Q8SvepWbyf2dR9Z8kPONsPwUs\nFktUQWTqOHiRQ2m9TL3dIvbDFScrCiRBjO8HLJYLUiNh49oWuUL+khu0Cjk812M2mmD3hpRLFUI3\nxJk4zGczCvUiuWKBfq+HLMkYeYP17Q1m9pTu8QVnd04Y92xGwyHdXpfu8QXjfZt4FuE4LkJJInIT\njvePGJ+PKBlF0iilN+4zesvpIRYT/CSkd9hhe3uH47NTEjFCreiYmklv3MPITKpSFW/mYntjrGKe\nvGWSRRmmZVFolCg3Kxh5nbXtdXzPJ/LDFa+KiuCBIit0Fh0oQGmtwosvv4RsCoRawvr2OvlCnmgW\nUiyXnsirvh+NgYfXNYwiTMEkb+RZjJf4vku1VUdWZCI/pHfRfQdf+vbhC8lU8Fzvsb5bPw4QRJG8\nkqdRayILCqmeIeZEJFOkttVERLjUfhAFkddvvsboeIQzW3HaPh5IoORUNne2yJcKl/fAB9FOeMbZ\nfjp4ltl+BHzYqnASRFy5eoVypUWWZRye7iMFIvm3MhpBg+p2naHUQxKky57MR7+zd9K5dMM9vnPM\ndDKlVW8xmY8RYoGcnuf+zXu4C4fq9SpTe8L99B6SKHJxcI4V5xAdkflsSphFJLMYYaHjKi6SLnF4\n+xArNskCKBsVLhYXTHwbf+EjSSqiA/rSol6rc739HDIyN16+wbg7ob7R5O6bd5gtZ5iahVG2cNIl\nlVKVVnuNLBPYnx1SE2vUpOaKa/YzpvMZgguqqDDoDmi1m3h5H2e6YHfrCj/zSz/LYrYgcH2a2zVS\nQ2HUG3J+dMb25i5JljAZTgjwHvstHu21vXirX3dta/2prWIlo4w9tDEyHVEQmZ6PAYHNrU3GpzZ+\nxX+ML13bXn9HJ0L3pPPEvttHldMSKX5MknLQG1xSGRedDsv+kqvNqwipgDv3UBT5Hfs/c3L474Nn\nwfYj4MPK7D1qi+N6LpmwKqCkacpiNufw5IDmWpP6Rotqvcp0PKV70kE1dZIkQQpENAycyYLRZMBO\neYdXD3+IHY+QTInnbjyPPbfp9M5oSQ0SJybxEm5/73Wuv/wcsqUyO59SUArM7QVWOY8XBFTzNWIl\nJNMlggc+L+y+wGg8YjofE8YB0SKioJQor5VJ9Qx/6dNNuriyy8yfYpQstLpKxz5Hzxtc27gKdobn\nLNCrOvWtJutX1wm9gC9Wv8j23g5nJ2eEoU97fYPXvvsqtXyVq89fJ3MSbv/oNl/82S/R2lxDyssY\nhnFpg5RGLkqscGXzKmqmMRoOaFfaSKikQnrpiGEPbU7vrUwtF+kCI9ORM+kx14xHX5jSW35qoeuj\noKAZGoEXIGa8xZeWmE2m1Ov1S770acXRJ/XdPty2WC5YeCtJSklTEIDAC1gs5kS9kNFghKTIxHFC\nEsb07S6mYF36kD08r1qpga7pzwpl/w3wjEb4CPigMnsPoRs6opIytMeX8+6xHzObzegf9iioBUpG\nieViwWQ2fmtZu1qODnpdGrUmYRgyG04Jlz5ZnBH7ETIKWZriRB6ZmDLpjamaNdIgYTaZY1RNJFFm\nPp3ieA6Jn+BFLkoqUayVIM3QGwZO6LBWaWEKJpmb0Xcu8GUfUzIpmyXKRplhPORkcIKwEMgS6PYv\nUDSRF557ie5Rh4wVv+l6LiN/hK97SJZCMVdgaA+pVCp4jsdsMMHzA+REZNKzGVwMmEzHCImAG7l4\nrouTLNl77upjWai3XCCjIwgCuqHzxu3XycKUVEpZ39rAD73LNjlFVPEnHvZkTN7II5sKxWKRuTOn\nd9FlfjZFETXETERQBARNZDIfk5HRaDaYL2akAhSKBZIsIZIjMjF9xwjto3QFovCOUWPTMvEij/ly\nxtHxIbOLGe7MZ9QdkIXQrDY5PzjDn3qUC2UIBTrdU6aDGXEWkisV0PM6vueDmyFLCv7EI85iEHnf\n2gnPaIRPB8+C7UfA24VC0MT3JWQiiiKNVgVZM7ByFsZbD2HvvIOQCqy3N9FUjSAOWS4XrLXalwF9\nPB+jqzq5XI6B3WeynHJxdoGOTiiGJEJKmPhUSzXyuSJOtmS2nDH3ZoTEeEMH3w+I4oDMEvAJ8EKP\nrt0hMhIwBPSKRl7Js5wveXByn7NJB8SMWr5JLK3Gdh+MHpC4Eev5TZRYYubNSL2MRqEFDiydBZqg\nkzMKVJtVFE3D833KVpnDBweMzkcU1SIH9/b50ff/k9APsQyT1MtwHAdZkihXK3zuxZeJghBRl3Df\nurau6+I5S04enGMPRhw+2MeZLSmZZWRk3Mij0CitpseMArqhE2cxvcEFZsGi3qxfavKGk5BWqUUS\nxMRZAlLG2mZ7RdsoAp7vYFZyGAUD13cu+dJStfyOftpH9RESP0bQRNY225f7iaL4Vt9vl9ObJ5TF\nMnktjz0cIgoiy8WCwf4AVdSo1eokcsJR55Barcru1T0qxQoTZ4ymqOSNAoZhEBFhT4cU18rvWzvh\nWbD9dPAs2H4EvH2QgSx730Imj97wD4szsq6SRClCDFEcEgkRal5FEZXLgK4XVg33nfMOsRiRiRn9\nTo98Lk+r2UJQRDZ2Nlnf26SUKyGaMmEWIgsyRqJjhRamZVBrNpg4MypKkcFxH2kmkLPytNprJFpG\n4qXEXoSzXLBd24JUZO5McBIHxZSoFupYaQ55LlEqlphMJkh5iVqhuuqwyAkcnR8wnU0plkrM7Rlq\nqK6OKRAYDPrY9ggztagYVZJ5zEJ0eOH6C/hiQL5YoFyusFjOGQwHHDx4gCEaVIpV7r9+l95Rh95p\nn6W9ZDKfUFGqTBcTRoMB9mLIxpVtJFki9mNUVSXJEiRLIkkipsspVtlCRECVNWI/xtAMxtMRxbWV\nTsOwN6B33sV3PKxCjkar8cQA+yjez0pnNBgxO58iBCJKICOKInNvSa9/QTSLEBIgFUiiiIUzR8mp\nPH/tBpVyhSSJCQnIVYoMzno4c4coDmnstGi1W0/MsJ/00n8WbD8dPONsPwLeztU9ScjkgxTR8sU8\n9xdv0jk4R88ZfP6rX2RtfY3peHpZfCGEdJkyu5gSzAOEnMgXv/hlfMchXypiD2zMcg4rb/HD17/P\nbDlDzak0d9awj/toORUtp4MuYE+GLBwNe2RTFEsMT/tce+E6oedTu9bkwewuzcYa61Yb2x/hxT6e\n4KFLGovpEk9McAKH+ekMpaogFRXG4RghFFBLOi/eeJnlzEFxJbyFh6TDv/3Lv2IaGrlGAcJVoSjN\nJcRhzPnyjMyCL7z4RfrdLvcP7qKnGpaRZ9Gb8+bgFgeVB8ixhJpJuAMPSQroLbpsX99BSCEIZZbT\nBcc3D1DyClYxh5dauJ5DNVcjn8tfjj4beYuEGB+f3qSHWlEvOdzJ+YRiVgQy7JMh9nBEEsYIGY+N\nNj+KR3naJ3GycRAxHtpYhRxRKcKzPY6P7xLKIRkpmqmRhilB7DPvzdh6YRthKfLdH3yHQrFMuVZk\n95WrbwmvC4gZpILwDiuhZxbon008y2w/RjxJf/TtLUAPs13L0lgsvMcykPOTM6zQ4oWrNzBVi0gK\nabXXLsdAdUPnR9/7T8aHYyanNoZg0ht2qTWquJGPH7rk1vK0d9e5c+sW0Txiq7WNv/DxIxfNMDk5\nO6E/7iIWZTIpI7hw2bF2YJmhGhoTf0yhWcbMmcQkDDt95s4Sd+GSiSnF9TLZQsDULTzHIVUzYitm\nba1NrpLHMnNEZsygd4GiqIRZQBan2AubLAQtVCiYRaxmjsGyz3AwYH1jE9lU0as61b0q5WYFVFhM\n5kTLiMlwiikYlM0ai8mcXr+LpZiUhNKK9/VmpGlKt9dBFVW8yCewPfqjAY16k3ytgCLJl21VD7PO\nRruJHwcgpJTWKmzubCFJEpOBTerE5I08iqLSG/VxhgvKapnu0QX3Xn+T0/NjJFEiiuPLzPHRlc7c\nXdkGFa1VFupOHORMoXfaw1kuqLaqnPdOkS2Vzc1NWtU2umFQrVc575+x99LVlXykkyLFCrViGVSB\n6lqVOIho1poUykUKxQKu7zyWQb9Xhv0ss/108Jm1xblz5w6/8Ru/wec//3l+7dd+jddee+2J+/3w\nhz/k13/91/nCF77Ar/7qr/Ld7373x3yk/4VqvQrmqkH/YQN897TDbDDBHtpoqvaY+MnbbU96Rx0q\npZVTQaVUwZksH/v/9tBG8ATCWUAuzZMsY6pWlf3jA1RTZe/Fa1zdvo6iqiRhwk5zl5pZY7O+xcAe\n4EcexVKJSqlG5MWQZniZzzxekhQy+sseg2kfGYVet8vcnYEGoRAwDkb0wz5u4EAJHHHOxvPbmOs5\nWhttlJyKIsqUayXyhQIblW1UX8WfRvQu+hjKqsgn5FRSOWU0HFMslQlyEf9574ccjO9x5cZVhr0h\nF8cdbv7gNfBWPGb3qMdsMCNUfLSKhk+ImTNJtQy5IGOWDSRdpNVeYzqfMjzrEtoh6ShmcNin91Yn\nx9ttbB6uTDb2th7LVFVTJ0gjOufnHB0cMuh1URSF0WCA5umIMwn7ps3h7UOSRbyS0XzbCsY0zFXW\nnqZMxzNO7h1hn40oKgUO7h7wxhuvY9ULfPX/+DkMyyD2QsbzER4e+XYeAWGlKeFFbG5vsnN1j2q1\nRvDWgMPB/X0GgwGL5eIdE2Qf1LLn7XgoB3l+eMqgN7jsgHiGj4bPJI0QBAFf//rX+frXv85v/uZv\n8u1vf5tvfOMb/NM//ROW9V8caL/f5xvf+AZ//Md/zC//8i/zD//wD/ze7/0e//7v/46u//hHGN9O\nKwx6A9RMRUEhc1MuvAuq2zWSJKF/0X+sdUdTNRzP4d6du9QbDRIhxarnLh9ib+FwtH+ILCmMXZum\n0WQWzCjlyyRKwhe+9FPIskyWZdhLG893Oe2doioKQRiCkFFrNkmNBDWTWSZLnPGSerNBMo+I0whR\nkqhaDQ7f3CeXy4MGV7aug5CRegmhGCJqErIqk7UqzIZzTNPAVHKEsUexWCOcR/S75zTLbWRDwpzL\nyPUSkipyfPsQPdVBNbDTEQtHY7O6TUkt4gRL7v3oLu1yG0HOUEcK/WUPzZdx4wUXY5em3Gb36lXk\nugIJzJ05mSqgolPfrhMFEdpUR3JUMi+j3mgQL1ddHi9/ABubar3KsNdn1p9jaDqVeo1USBkPJ+Rj\ng8xLubZ+DXtor9wzELg/GOIPvdU/EAQ8XNRNDd/zybwEKZaxj4b0Bl0azToFs8hiNuc7//K/0SWD\n8chmPBkinIlc3b1OkiR4jkMYBDT0Fq7nkAoJrudSMsoEWcB8PMWveFzfe/4dx/9BLHvejmc0xCeD\nzySN8J3vfId//dd/5c///M+RJIkbN27w7W9/m3q9zrVr1y73+9u//Vt0Xed3f/d3EQSB69ev83M/\n93PUarX3HC74cSyjJgObWrmOHwcEcUiIz/a1XeyhjZ7JBF5C/7DLeGQzGPSpVusolkK3f8E0HrPW\nbtPv9tBSbSUQPnDRZB1VV5k4Y6pbNdaf26TSruDOXJzpgul8RpD6FI0So+6AxXDGMlziOg6jixFK\nKCMjc/veLRRUXN9B1GTseEw5X6EsFtF8jcxNmM4mlMtlhBTSGAYXXcZDm+HIJlMTNGPVs6qhI2oC\nnufhxg6T7pjOUQdkgVKljBssmdlTFpMlqqUhZBmirFCS81TVOggCgiRyNjzhxSsvMRwO2djY4ubr\nr9IurKOZGoVWiVk8YecLe2ztbZMScdEdoKYSmqwjI1KsFsnlczi+Q61cJ8wCzJpFqV2mvbX+jsm7\nd5smC92Avd0rNNstKtUqnX6H3uiC3kWP9sYGQRSRaAmz2RQ/8cEFHZ10lqDKKrPpjMnCZjga0Gq3\n6fbOudjvEBLRrrVxoiVlq4w9HBHPI6RUpmWt4ds+7doaqqbS3Gqh5BUiJSIkoLpRh/St4qUfYuQt\nZF0iTpLHimGSJL2rAtl70QgftqXx/eInlUb4TGa2R0dHXLly5bFtu7u7HB4ePrbt9u3bNJtNfud3\nfocf/vCH7Ozs8Ad/8AeoqvrjPNyn4qHqV62+EgzBrCC9NetuVeoIiGiaxsyfM5/NVq63uRy5fJ4k\niqlYVU66R/iV1QjrzvYu5/0z2lc2UKoKO9f3MHImYRiy6K56QZMkpn/ep11po1UM8sUS05FNu7bG\nbLHEdkcM3AFxlGJJBioyqQyJH5Kv5NEjk4k3wY1dKpt1Dk8PGC4GpMuMilymaTRJjJTFxRTf8pF8\nkcZWg1sPjpnNZ1T0KnpiEqUh9+/cJSGhtdYidhMalRaimFFVqjwYP2AcB4iJzNruGqomU9ZqeI6H\nKqmcnB4SCzGd/jlqQSOee4i6iAAoscJmY5NRcU5OtWg2mtw9ucf943tsbeyw/dI2ztjFKJnUdxpU\nt+qPTd4paLTX2wRu8NSs7dFi10WngyHqfOkLX+a2fAs7HaEaKkWlQLleBQRSUpbzOZVcnZu3XiVJ\nEyIlxrQMDhcPaBRbmLsWnUGH7riLHwcYukmxXkYPNIK5j5KplEol4jBGzESW8yWtq+uX94wkSTie\nizRd0UzjyZhJOuaqcv1jzUI/ioj6Mzwdn8lg67ru5aTQQ+i6ju8/7n46m834t3/7N/7yL/+Sv/iL\nv+Dv/u7v+O3f/m3+8R//kWLx3d/E5bKJLH+ygsuVismoP8J3fWq1PLXmKuNOoxqO45A3VSpXNrFd\nG8Fdo3/Rp2DouN6UjXYbMYvY2VtnPB7TbJVxbIfnX7qCWTB53tql2W4CcLJ/wk69xXg05vz0HMlP\nqOULOLkiR/tH1Ko1qoUyjbUqZvEF9s/2CZoBs84MCwsv9miWGqgFEYgZnfVwPRd/tKRUKSEGdZbm\nkixNEMsgKzL+XCEex1TbTQ5PH6ApChoKncNTEKBklcipJmN7jFgG1ZCwBI15POfEPUZRVxNh/WWX\n8WjEzt4OW9treNoCz/Fw5AXt7RaLzgJLMGjmW1h1i8h2MCsNREGhkNNRMhHdlGg0SjSNMnvX9jh8\ncIhkZBQrRayyQq2aI41cKrpJVqqgZRpiFrG50WDiTajX86t2qbd+K93UufbcJpPRBN/1iTOX6zu7\nFHIFWrUqZ5MzrJxFs9yk2qhiD2yGwyEU4fTNfZIkoJ5buVkUq0Xunt9FKmbkG3l2S5v0u32yMqNf\nggAAIABJREFULGQ06JKv58GUENIUIUtYa9ZRcgqZFrK216ZSzSH4AnqxwvnpOfPhkGalSaYFtPdq\nCKPVeQiCQJblLs/n7Xj0/PqRe3kvfpD79hk+Gj6TwdYwjHcEVt/3MU3zsW2qqvKLv/iL/PzP/zwA\nv/Vbv8Vf//Vf8+qrr/K1r33tXb9jMnE/3oN+CkTFxCyujns8Xn1nJmqIVsDFbISaqZCAKqgs4wAr\niHDikExU6HVsctUCnpggBC6u5BGFIr4P1XyVXm+KPbTpnnZwRkuapRbzvk9Oq3Dn3n20TCPTZaaO\nQyJI5At5jg7vk2opZqXAze/fQpoIGHWLxlaDeTCnNx/h+j6GnieZxJxOuzy/fh0pHuMsl7jLEF/0\nmAzGhEmEPZky8kdsFNsUtTKKrtMf91hGDoIMFbFCOhEobZS4c34HoSBg6AYtvUVJLrHV3OV8ekoc\ngRZbbO3ucPhgn4IpY0oJ8my1Smm018EC3034zx+8Qa1a4Ic3f8Tp2QnlUoVCOc8v/fL/yXwRUCus\nkUYSVlKASGNy4dIbXrC3dRUvSFku5owORui5c9SyipYrXnrF+Z7PfDJDLatcf/F5zKKJKGss5j5J\nJLFYOsxmLoKi0ekOyUQVN4gJldXItVjR0IIc4/EcNVPYPzrGkRwq+TqlWoM7r99i5jpsljeZjae8\ncXiH/E6Bz33hFbqdC2aDcwp+jp3GFfqDCa9+53Va9TXypSJyJCHEOuECEGIm8xH9sU0W3aG9vk4Q\nBqRayu03Dt7RavhQR8E0TNIs5e6d43fNgJ90335ceNLL4CcBn8lgu7e3x7e+9a3Hth0dHfErv/Ir\nj23b3d3l9PT0sW1pmpJlT1M2/WxAkiTqrSaZqF0ubUHgyvNXCeYBV9avEYYhoRCSN4uUzApJEFGq\nruQHQ9dn2BswGgxJZwn5Qh7btbGzEVpJo6AXCHoerfYa+Y0i9964w6tv/Af5aoGf/tKXyFkF/tf/\n/f8wHtjs1nYxZZPxYkyxUWI8mPC5K58nEkLmJ1NmyxN8zyPMQhIr4SQ4Yhk4lIQC27ktsggW0Zw4\nTggIiIWISWwjphJ5vciVapuJP+Ho4pBmq8mNay/Sm/SwD0eYVRPPdtB1AzmQyZKU1269hus4FOQ8\n2zs7PJgEzJwpsRaRChnjwRjHc/BGMxbDBWtSm63yNotkwf7+A2rVOovugoveOTubO0SdiO3dXcaz\nMfXKgnKlzO3zN4jCmGZpDc3QGPYG9Ds9nN6ScB5SLBYZ2gPK1Qqt9TXqGy2m52M8x+fo+BBTM8jJ\neXzf46RzRGt7nSvb15iOp+TLBeb2nKPeEfF5QDFfJlYjjvtnBFnELJjjTl2C2CMcRis9innMdDrm\n+asvYF23gIw7B3coG2W2azuMLyY8uPOAgpFnEswoFAss3TnttQ1q5ToTe4ITLtHzJoNOHzEQ2djd\nRErkS6ugR2UgLdOiNx5/yk/BTx4+kwWydrvN3/zN36AoCjdu3ODv//7v+ed//mf+8A//EEVRLver\nVqt885vf5MaNG2xtbfGtb32L733ve/z+7//+e/K2n2afIayKBJ4XYeUsamur0dBEWM3d65ZGoVFi\n5+ruqtr91lTa4KyHP/dp1pp0jy84uL1PWSnjOwGKsRJN2b22x3Q5ZR7P0Uyds5NTwtOQ7dYumZPi\nBEssOUfvXoea3sDQTYy8we2jN6gX6wRLBy3REUQRXw7oLS+QZZVWqUV9s8ErX/4CSiqRTcEZL4nC\niCyfIVgio8kIUzKpFeuIioiaV1BzOrlSAS1vUG1WyVkWoR/gLl2SKMGPAhRZRc2pBMtVNb9Vb63c\nGQIXtaCi1FVm6ZzEjUmihGgZoyQSgifR0Br0pxekYcr9szfJmRaCCwW5wOhiiJiKmJZFvlQgFAOQ\nICbh+edfIF/Io6oqZ+enqJnK8KSHERjMJnOSJGXi2mzubWPlLBIx5eT0mPlgxtbaDqqoolkaetFA\nURWO7x4QzEJ0WSNeJNy6eZNiXKZYLmKqBsNpn6+88rNkfsZw1GfY61Ev1rHtEVpOYzlfkC8WaVab\nKIrKwf19NNlAFAVOzo45uHsfOVXICXm8ucN4PmGrtc16Yx1FUjg43YdFRjyKqReaeI6DYqogrKyC\nHu0Bz4gIhewDWel83Pf+TyI+k8FWkiS++tWv8ld/9Vf8yZ/8Caenp/zZn/0Zm5ub/NEf/RH/8i//\nwte+9jXq9Tovv/wy3/zmN/nTP/1Ter3e5X7vhR9XsH3a6OSTxnVLlRKVWpUojgldnzCK8BbOZTP+\ndDxjMZ4RxzHHDw5ZjpZIqUQaJCySBaXNMgkJERG1eo1YiPnR//cqW6UN1pptxCTj7oN7SJKC3R0h\nZgKRF3F48gAXj+38NsvZkrun93gwvMf61ga7u3tIqUBoRFSbVeIoZbKw8Uce4TQk9VIm/pjYSrnx\n8otkYkq5WCErCaxttWlstHAyh8D3EAQRVdLQLINcKUesJpz2jxlO+wR+iABomo5SlqkXGmiGRqVR\no9AusF7fwBRN3KHL3J6hyxrT2Yxup4cSKVRLVaIsIZUyPN9jMOpz+/AWC3vOhd2hVCkjqRJXX7yO\npMgkfnw5fOI4CzbXtzjrnOFOXIQE2psbeIFHrponX8jjuR7JLKJZahIsVkHbC1xSOcUUTCI3RokV\njg8PUCKZztkFL26/iCjA1JlyOjpBFVRCIiqlKqmSctY9o1ap0ai0MEomXuhSKVeJ4pCz3ilSKJJT\nLUZnQwq1EgoKsi8gCAKj7oD5ZE6lVmWxWDAZ2bQr60iRSBQEKPpK1zeVUwLHf0wYp1CzMHL596Wj\n8EngJzXYCtlnfc39CWE4XPxYvuchV6ap2qUPWWt7nedv7DyRC+t1ukzOJ8iZSCykRHKIEqvImcjd\nB/dQQpF2c4P/+N73KRQLXN2+xsAe4hd8/q/f/BUO7j7AH/kkacJyOucHP/wuV3LXMTSTTqfD7ckt\ndqs7tItrnHfOuX3/FpIssdZYI1wmFLDIl0rYyZDa1TpXtq6Tky06o3PSJKW6Vqd/1uP//V//RDyJ\nUDIVpaQiNmR2ru7Q0pqEywA39fHNgFaziZzIaLHO8dkh46nNIl5wY+8lnNmSaBRhT2wMQScwfDav\n7LBMFpiyiVrQeOVnv0AqpaiiyuSeTbPc5j/f+A+0okgQx3znf/87Za3C7tUd2ptb7N+9y05rj8FJ\nl9FsgqWZ1Jt1Sltlas/VufJT198hq/hQtnI6nvAf//yDldBPJUemZWSk7NzYQ1M1xEAidRJ816Mz\n6rBxYxPTMKnmaoyGI+zzEXZ3CKHAaDSkc9ZBRuL8/IxMFnj+6nOoms44GbF9dYfxaEIxzlNeq7B5\nbZvzxRmyrBD7IUmWUjTL9I47qJKKkIn4C49pZ0qURoSBRyQkVFo1UFPW9jYoaUXCacj5oINR1als\nVbi6ff2/RpRNgUarQaVicvfO8afmzvuTytl+JjPbHwd+XJntw57FiT1BjiQQRAxVBylBkJR37H9w\ndx810Bhc9Hnw2j1uv/k6pmUQeiGnh0fIqBTLJVzHJcxC/DhkuZgj5kTKtQqL7gIt0ZidTlBTBU23\nuHnnVQbdPqIpslXbolarocoaE2eKgcZL6y+jRQb3ju6QFwvU23V0w+C8d8a1a9cJxYhIiLDKFpmQ\ncnDnAf2LPhWxwkZuk0KuQCD7DAY9FtMFB519RrMh/sLDDRyMvEG4DGhoDZI0ZTi0mTtTDvYf4IcB\nQpyyUdrE90MW7pw4DNip7aEKGscnh/TsLv7MIxMF+v0LzKpJsZXHST2Kcpkba8/Tbmxy3Dsi3yxi\nmRbzyRxTNxFzMqZqsEiW1Nfq6EWDQrmIs1gy7A9xpgt0y0BQBMZjmySNqZYbTCYjZE9iZ+sKBDCY\n9hGRmE2mzLw5tb06tUYdezDCmS2p1qqcnZ2iFw1SPcWyDO4d3iULUogEPr/9Ct1xlzROUHM6V25c\nI1fLUd+s09xaI1MhV8mxs77L7u4VhExEUWWsYo4kSBGsldPwZDLFUE1KuQpqXkYVNQIppGwV6Y57\njEYDUDKMvEkcR5QLVXRDR1XVy35ZZz7DtYP3JZj0SeAnNbN9Fmw/YTzkytzpElJYeAuSKMX15+RL\n5XcoNR3e3qdzcEZmJ5TFEt7MIxMyapUGppJDjkQqrSpWIcfR+RENq0G9Vsc0LPp2D1VWObt3zMye\ns1jMUS2FLIQXrt2gVC5RqJRw3CVmweDB/j0KxSLVfA1v4XE0OsTQDPL5PGfnZ4xmI9IkRZAhyAIM\ndMYnNsPDEUHi4sw9nGBJmESMxkNySZ5WuUEyF5BcgZfXPo8797HDEXm1QDyPOTjdp6aVySV58mmB\nqT0mCRL8MMCq5hAVifbaOrVGk95ph+V8wVppHWQYdvskSYrrevQuOowubH7m81/BiRwmc5vA8vmZ\nn/8KxUKJTAAECDyPJEopVAsYOYv/n733iNE1Pct1ry/HP8eKq2rlzu1uDMKcs7e0BQOGDBgwhAn2\nBAmQQJgpQghhISSYMEaMGBwjbSFhJpY2B+PU251XqrUq/Tl8OYczKLt3t92OtNs+6nXP6ter+t7B\no1vP+4T7Dgsfd7Vl+miKGIhkToaz2dAedzEMg5s3bqNaKvOLKa1ml52DXeIg5rXXvkYWZWiWQbvX\nwg0cSudKPyHLczb+ilquMBSD8e6Y2WJKFdUcj65jlDrUNaIh0bcHGB0dtVZx4i37tw+xOjZ2z8ZZ\nO9RRSZbndPtdHl+cYMg6uq1jWiZaR+PWM3cJA59hp09VX4kXNVstDvavcfLgIfv7h/TbfbxLl8l8\nii5qiKqEKIvv6d2+Xwv4p7G08MPwlGw/Yfi4yPY74iRbb8N2s6Fn9VAEBUURmcxnpGFCkqYEfoCY\nCFi6zf033qVMa+xmg3avzXy1xNBNkjQiKmIKuaQ1bBGlIdf2rtHoNhjv7PDw5P7V+Jfrsj5bopgq\npmKSkaOrGqqs8+T0EbKu0DRaqA0NQZBZzubIkoRoyWRCxpsnbyKWIrutPWzZxvW2LKZzHj58xJN3\nHrO4nJH6GbUMc39OlqZkVc5YGnI+uWQ+n1AUJR27Q11XTKIZrUEbb+0gICGkIlVZodcafh5RCSUF\nOXpHp5Zq8jqnCAvSMEMzDQ53D8jFnDhJSPwIKZU46h6SpyVREDHeGYNas/fCIVEe89Yb32IRLAil\nCD/00EwFs2UiWCIUNVlQsHg8xRRMdvo7hGFITkqj22J5uaTOS9zIw9ANRERO7z8mcEIswcbZrimE\ngsLPuXFwiyqrUE2VvMrYGx+gKiqB47HYLnjp+U8RRAGL9ZyTyQmbeE0tlDQabaRCZjGds16sKesC\nQRKRchFD0CEHJ3TRDJXj4xtUdYXneCxmM1RZIQgDLicXOLlDWqTs7O7Q6XUpyCnTkvXjJWIElQSG\npeHEW0bXd9/Tu5WkGncdfkAw6Wlm+9PHU7L9KeM7za/BeIjjbpEFGdlUsC2Dzdxld7z3AQcG0zIJ\nkhBv4zAYjVAtlYk3RRdUDo+OkRWJ2qw5evY6ZtNEqWS6nS6OuyVXSsbjMXEcM9gdUcsVUkMlJyUI\nAi7OT7l0prRaLfaO93n+hRdYBvOrZowu0zZbaLVGkZdcM/exjAZ1XOFnAWWeU81LGmUDNVQIk5Ci\nzJFEmYP2IXIpE+UJJjrbdIte62RxxjbYYh81uXPzFrIg4zgbVs4Kz/OIs5DRYIioCriZh97UefXT\nr+BGLg+m97CbJrbRRDMU5qs5mqAwuZxQBTlBGjDojnm8fMzG27Bz5wBZlEkXEc8ePU9DbuI6W64f\n3+DVl36B8WCXhyf3Odw9pGW1mJ3N8dceeZGzdJdkVUYt1Jzdf8z8bEYpVIRCyNnZKV7gMrAHtOom\nUi2xmM1pjTo0rMZ7Ori1CuPBDrqhU9U10+kEVVCIkojET9G7GoPuCEEXkRAJ/YC+3aVR2QhI5HFK\nq9vGDTyWqyVh5rN345D1ZMnmYs38wYT1dMPpkzN0TQcBTN2i2W8S+SEX80uyIuPRwwdkXoEqqgyH\nQyq5ZnRzhxt3br73iuoNWqwc9z0d5h9VdPyjwlOy/YThxyXbH8Wh9QedEUURUZLQVZ1Wq4WzXqGa\nJrZtf8CBQVVVDNvArV2W3oJETjm8c3RlMRMEmG2T0dGY/aMD2t0OK2/Jo8cPiYnpDDqUaUGe5fiO\nT7PXRDFV7j+4j5ZpdNs9mnKTzXoDscDCXSDIArvjPRQ0lFLBz11UWUYsRcI8YLqZ0e43qfIKOZPY\n+A5NoUkqZKiaQktvIUgihqQT1gGyIVOpFRISkiIiKCKDwwGSJaMpGpZhYygmuZ5zEUyQconj/g0o\nQLEUXvrMp66G+JstXnj+RZDh1HmCn3tUUYWcyeROjuNt2cYbKir64wH7tw7JghR/6ZMHOUouE3gR\nTauBm7psthvmwYxnbj9Pq9Xicn7OYjtHtTTkSkI1NR596z5SLPPCMy+ROAl5kXP99k1WpyvSKMW2\nbNI6Q2qIjHavJgjWzhq1q9IfDUjDlPNHp8weTRE0Ec9zeXT2kE+9+gpH16+zN9pj7s6phRoBAVlQ\nKauaUszwApf7b95DlzT2dvbRTJ20SLi8uODe6+/QkTpYosnqbEktVjx3+wUaWgM/8UmcGH/hQ1nj\nbBxMw8CyLERJpDBLbr54iyS+st+ZXk6oi4KihOHuiEbz459KeEq2nzD8uGT7fsuT79dU+GFn3q93\nqtkyVDK+5zO7nCJbMoqlMrm8YDqbMOqOOTo+xtQsVps5PbPP/u4BeVZQqAWD0bclAQWBcW/MtYMj\n/I2Hs70SfFkv1vhJQMNo4C0d9rQ94igmXIaEvsfxzRts3A1utuXu7rPomsZsOmXqzdAknbquUSyZ\ny/ACapFahNzPWQULnNghySJyCgQE7IHNMlyxyGaomk6chDT0Bs1Gl6Zlo9kG7U6LWq9pqDY3Dm9y\n485NgijEcbZIikRQhtTUKLZCRU2732VnbwdVVxHa0LP7rE82ZG6CF4cURUZOye27t+lbA+bTCYvN\nArmQ0FCpo5pUjZF1GaEWGe/vIGkyq9WSkhJJETm8c0ycxlR5RbgNSDYJZVJit64szR13y82jmyiS\nwvn0HNGo2b91jd7BgLAMWMzmZGTsHu7R6Xd55623OHnj5GrKYp2iyAqSKtHp9KirCnfqsH/9AN3Q\nOV2eoQkanUYHx/MQK5F2q4ucSQRCSH/YJ3UTdnf2OX9wilwrZF5OvAlxA4dKqPB9n8V8RrNsYCom\nSqHS6raxGjZKS8PNtvSOhsiKhF7r5HFBsSloWCZFWn/sjbHv4CnZfsLw45Ltj6KE9MPOfKek0Oy0\nODze5d6DR8wfTaEGVVJJioRRd4xaKYSbiOX5AkMyWVzMsbo2KKCYCmEUUOYFSZribV1W5wvOHjzh\nyaPHFEGOhsbzt17Adz12d/fYOluquML1XVbrJS27RXevz+0XbuMGLoZqsFmvcR2XtMwQJJFaBUWT\n0TUNqzTRKp2lv2CTb0lJ6Rt9kCEhZZkuyeQMu7Qoi4I8zymqEkkUURQFo60yOtwhrCIERaBIS8Qc\nzqenVAHYikVTamI0dWoBQj1AU1QCz0Vuq4iyQL4tcC+2pJscWRAJcp80TSnFinF3jKTKKLqCtdPg\nyeUJTy5PKaUCQYGdo110W2e3t4egiRiWQW3UNKwmOjoX986QEoWyzhAQiMoQdKgVaJgN5vMFcRUR\nlTH6QCcXcrJtipCJ6JWBt3XwYp9wESBENfOTBSNzAKVAe9jCqz3iIqEQMlRdo7PTRWtotDotvMzD\n8z32Dve4dv2IltUiqRNEUaTRbFAD8/mU//2Nb2IrDaIyRBBlrI5NVEQkWcJufxdi2DgbnMhBs3WC\n3OPms7f41KdeYTvZICkyeZLRsTrUQoFhNT72xth38JRsf0x86Utf4t69e9y6dQvHcfjDP/xDvvCF\nL3B+fs5nPvOZn9nA9I+KH5dsP8yF4buzgu935rvLC4qqkIQBb3z1Tdpal73dfcRK5Oz8CcfHN8jy\nnIuHZyiFQstuUdcVGRl3nnuG7WaDLKqM+iPyOOdb33qN5DymcAs252uSJGanv8vWWWN1bPzAZ3g4\nYrleUMoluZDR7fUQRZgupyzdJUIhUNeglBK9QZdde5/YC8iDEj/x8B0fIa+RJImkSlAzlYE2oEoq\nBKFGlVWEGAbSAFttogsaQg05JUHuEUkxfbtHLUJr3OHx/IQojYiiq7Xc6XpCu9FBbEjcfekOoihy\nbe+YKAiZzC45PztDy3QUUeHe2X2eLE8Y6kN29F3CIETpqtx56S693asMsmG2kFIJVdLIy5zObpde\nu4soSBQUmKYFUk1e5awulzy8/wCpEpENmUa/SapmDK4PieKAycMJVm3Q0/p0xl0sy6KKSqRMxkg0\ndF2DAk7PThg1RxBB5IScz86wuhaKqrB7d5/RwYieOWBvvMd6sWK2nrLT3eXFl14mTROysqDVbHNy\n8pB5OEPWFSI/wpYbKJrKYr2k2WhgdRvs3djHHFr0Rz3a7Q7tXufbyyFL9q/t07QaXCwvsHWbqiox\nGzaB52M2LPytT2fQJM7yj70x9h08JdsfA//0T//En/3Zn/GLv/iLPPvss/zpn/4pFxcX/NEf/RFf\n/vKXOT8/55d+6Zd+Ctf96PDjku13mzt+WFPh+5357vLC5eSCrtliOXWQEpGqrpBVCa8IaLc62LbN\nw5OHCLVAq9+m1WvhVwFmyySIAw72ruxbFFnhW19/Da3SmC0WSJXEIljQ7LVIlQxBqvELn/agjTkw\nMQyTl176FKImcXL2iDTOuHt0B101mTkTxsMd6gJkVeT08WNMWUeqZTabDWVYkqTxVeaca3iRxyJc\nUIoFSqmiZDJVVmGLDbbpFltr0tAtOnobx3dJk+zK7DERuPfobfrmkO16S0/skXMlaJ7LFWmcsAk2\n9Hs9IjcmWaV4Kw/PXRNsQ+qgJI9zeo0uoiZTqAXreEln3KOiYuUsuHx4wdAcsNPeQZIl1smabbDm\nm//5dVInQ0ZitVzy+OQRm8mGOzu3USoFZBFjqHP3l55lb3hAFuQsnyxYLVcMRgNavTZ5loIk8uTd\nh4SrkNlqhmJJzFZzRr0xaZXxzr23mK/myKJKkIcYbR1FVpBVhW98/Ws4M4ciK6nqiv/1v77Mar3k\njYevs1mu8ROPvf4BnU73Sjy8zhEkgTu37iDIAu1Bh7TIeO7V5zEaJsg1snXVBO3sdrl99y5hFqLX\nBn2zj4rKNtnSGDeuyijegqLKiIqU3YO9n4ma1yeVbH8iIZp/+Id/4G//9m/59Kc/TRzH/Ou//it/\n//d/zy//8i9zfHzM7/zO7/B7v/d7H/Vdf6b4bheGH+dM7IdUcY2z2qLoKt7KRb+lI6tXne3CLTm6\ne8yt526DKuBHHkcvHOFNXRbeAlmTuPn8bfYP99/TyJUkiSiOqIQaQ9DZaY5ZTRZYZoMiL3Bzh6Ob\nr/ALh4dEccQmXFMWFW7k0NnrMNru0LO6ZEFKVVdkVclkfcnKWaHWCu39LlppkG5KarFErAUM2SQu\nI1JSrMJER6dMSnIzZ2QMmaUL8rhkI2xQZRVDNZAVhSLMmV1e0jAa5M0UcS1iDS16Wp/zzRmKriJ2\nRKo0QTQUmqXGV/7tP6jikqPRdTpim9efvE4epjTrFob0bdsXCbIio3PQIVoHOLMNetfAc10uVzXS\nWMbPXSbiJTd379CWuhiRxtf/36+xP9zDUhoUxYaz2RndXo8g9JErkTTOCIqA9cUKo7yqX3sbn9ws\nKMSC1XyFWEoURclyOcMvPK4/f5MkTVluFqiKxtHomO3FGpbQ7LZoW12+/J9fJjh1sUUbL3N4FDyk\np3QpyTEDDcVSIKlZ5QuEAoSGxPb0HM0yqKMKSZeJkpC6AV7qMtwfXTl/pDnt/RZVUGGJFpPzCXs7\nu0i2gqALxGnE7ed+hfVyzU3lNgf7Q84vFjgb56kDw8eIn4hsz8/P+fSnPw3A66+/jiAIvPrqqwBc\nu3aNzVNFoQ8giiPYcCX4vNlQUnJ+dk7X7CKPJLzMR7Ilxns772Uasqagltp7a7vyt3//bsuT28/f\nJXjscjm5xMtcdFPj6MYxs+Ullm0jCAKT80u2izVHd26QxDGz+QTRFnDXDi2ry1e/9RWa/SZ2t4E/\n8Zm7MzpGF0lLEKqaZrtNX+jiuf5VxJQ1VtuGRCDMA8I8YqWt6ey0KJOa58YvUJYVy8kcGxs1VyjC\nb7tSNFbotokTO6iKQiZk7BzsIxQCqqThLTYIhYi78dAEie12Tb8xwJINclFmf3zAWjOYeBcEccxo\nd4Au6JRRxbA5pMor2nYbf+rzcHUfFIEiqxjdGhLmAQ+fPGDzeElX6tA57FJYTeI6QFcNwjBA1yzC\nlc/bD97AjC1UUyVWUubZDHklcW33CLkSsSybZbGk1xnipz7hMmSeT3G2LmbbRHcUVG2Ml7pMHlyw\nWi148s5j2kIXVVERJIH54ynNQ5Mky5BKmSdvP+IzL/8K8/WCaTVl5a/o9Dr44elVvXWvz+3rd9i/\ndUCj3bgygPx2PJhliZO7nExPWKVLUAReOnyZIPTZPzh4T4D8u92fn+Ljw09EtpIkkWUZqqry1a9+\nlZdeeuk9la3NZvM9wt+fdJimRV3X+ImH0THR9asmSyVWdA/6XO/exM+8DzzpijTn4PDg26LQNU78\n4bboVVnyOHjEQXmIv3LoDQdslivKCt74xrfodDuc3Ttjd7yLN3Wwhg1kXSVPChIvwtl4iLLAznBM\nHhY8P34e8pqO1WNTrZAaEkEY0DTa1FVF4l7pLviZR6fdQ0okGkYLyZZod5rIbYOX7r7EN978KtuL\nDWmS0hU6SFWB5/m0rBZu4FFPaqq8YLaaISJxdHBEHBQs1guaZYuqKkmNikfTR3ipTynB8HDM1J1S\nigW9Xo+j45uYsk4iJJRhzluXb7Kzu0eSpuzc2KXMqytnh+Sq5lnFBe7Cw9RtNqstVv824gJwAAAg\nAElEQVRKOL2x3yTMA67fuUWjY5NT4Gy3NLo2Wq3T3e1z4V6g6xo7vV2CZQA+WJrFbD5BEmWG6oh4\nFpFnGdvJBtER6OhtRARUVC7evMCoDDRBQlDgdHFGs2UjlBJSKbPYLhGsmq+/81XCKqE8qxh0+8ia\niOaoXD++QVImKKJMnZeYhsk6WHN/sSTbZjQ7LYQYNEHl1vFtTk+e8JU3/p1nX3meW3fvAP/HgaGu\n7acODD8D/EQ129dee43JZMJ4POYv//Iv+Y3f+A1eeuklAP76r/+aVqvFr//6r3/Ud/1I8XFKLGZZ\nhiIqdPpdEEFtaIx3+1SlSKvVIoxCvMgl8iOmF5dEXkgYhYi1iKqqP9AWvdPvcnryGFEUScSUKi+h\nFul0OqRRwnQ+pyU2aJhNbMPm7ftvUeUlj995hBiKHN8+QqgF7j+4TxFkUEKtCaiiiqzIHBwdcO/+\nuyiZSBBGDM0RakujFCrW4YqGbWNoV9tZZstkOBpDDYWfoyQKemlS5xVe4hLWAVpXIyoD8jCnZ3YZ\nG7sUUQGqQC7krNdXjrK6ZFBUGct4xWg05Mb+DTx3S6XV6KaBoEItgt1rUukVXuqjCho9u0OUx5xP\nz+l1e/T7XdrNNieLE954/X8ThD67O/sMRgMu1ud0b3X5lf/+3xBFCVMw0JsGgePjBg51WRPkAY9n\nj1ElhYPxEXVWU9UVC2dGVERQw157j22wRpREbNWmYVvMFnOcYovVanDv9B3EUuDA3MdQbZbOkrJZ\ncXR8hO97iIhMwwl5XWDIBn2tz2qzxHM9ZpdTlhdL3rz3LZytw8Xkglsv3sZ1Hd596y1m96aIhcT8\ndMKbb75B5Vbs968x6gzxY49mr4WiquiGjqZrXE4uWC3nhHn8tGb7MeMnItvnnnuOv/iLv+Dv/u7v\nuHv3Lp///OeRJIlf/dVf5a233uKv/uqvaLfbP4XrfnT4OMn2wxpng2HnvS0eL3JpGx2KqCBdJ/ie\nTxEVrLwFsiGj2Cq9QQ93tf2e0bK8KBAzkUFzwLA3YOZM6Y57CBLcvnGHjbfheP86cRZTCiXvPH6b\nXXMXOVEQcjiZnKDpGlEZI4oyXr6l2Wky2Uzo9fo4kcfiYoYW6ZRZhSUYGA2Tpm2zTlaUZY2ODlRU\nNbj5hrW3pE4Fiqhku1oxCSdoksbYHCNLMrVWs9s7oCN3CdYBnu+Sxile5FKEJUHgk8YJMRH71w7R\nOgZIAptsg2maDO0hezu7vPXwbdbZipsv376avjCbuLmHIessV3Maqk2mFJxPL/AWDoPeGC3UyKMU\nJ9hi7FtXOgeOy8bbIFoSdsPi/sN7yKlC1+pwfnZBUsa89MIrKChs3A1n01MkS+blT73CdrshTWPC\nOmZ+McFsmQx6I2qlZradQVEhSzJNtUle5ZRSQdYo6N7oIMsyRVoSpSGj4RgBEblSKJKc2I+po5rC\nK/FcFz03aIsdCiVnmS0JtyHLd5c40y2byzWDxgB35UAm0Ot3icKQsiwZ9ofo6lX8JXGCKZjcunFM\nntQkRfp0GuFjxE9URjg6OuJLX/oS2+2Wbrf73u9/8Ad/wGc+85mfe6L9uPGdxtl3ygDT00uEqv+e\ntN3FyRkNo0G48RErgdK/cheYOzOMhvVeE+PDjPiyKGF3bxdn41BFFY1hE7NpMjudMD2doXU0NvGG\nRIiphAoEAb00ONw74L57nySK0Ad7HAz2qeSKII9I9QzroIFkSmiOQt8eQljRbfe4XF4gaiJFWSHK\nEmVREFcx9aZk3N1huDfm7bM3mV9OaNZNFFRkUUZWNSzbplYFvCzg3Yu3EVxolDYhMWIm4OIyFAZY\nhcWwMWZezHBDl2F3yNDuE8cxXuZgNiw2l2u6aockSDj9xmPCNODg6IC6MFmcLRg0hkRhzL0H71JX\nFcf7N8izEkM3WLlLbKmJO91y3D/iYPeQvJlz4Z0RFCZBFjDQhjy895Dt+YpQjbnsn4MqoCoyL/3S\np5hPptx//V329/b5z699Fa1WaA7aJG7KVtlCUdE1OiCL7Bs7uOEGXTURDIHRsElj0EAXDabbS/TS\nQBQEYi0h9FykQCaMI5RSQhZkCrGkpiYqAvrCgIffeoA6VugbA5b+nJP1Q/zQZff2IYogc7maICqg\naCqb7RbZVBFLAUmSfuSa7YeVrJ76kP3X8BPP2QqC8D212Vu3bqHr//+oA/0snBrePwIm1bDxPCzb\nem8+t6wqLs8u6HR71ECcRTjbDbJ+9Qw0LfN7MuQszymTglarhaTJoAkEKx+t0pBECdSaRIoYDsaM\n9ncIHZ8kTKASmK8m5HJJu9FmpI1Yrzf4oYPRtLl75xnOT8+ZTmb4S5eO3SUTM5bVkqqqsBUTHNAr\nDTmXERBI64S4CDl794z1ckPsXEksikgoqoxsKyREWLaNlMlETsA6XVOVJS29g6wqlEVFR+uQ5wUJ\nMat0xaA9IIlTQj/gW2+9xmK+oG01SdwMo9bY2d2nabQJKp/5YsJm7dC0G3hzlzoS6DYGFFmB424x\nZIOiyLEbDZbBildf/gVkRUZSZCI/5OVXX+Xh2w9xzjdoqUa5LYicCD/yODt/gj6wufvcM5T51YRG\nkib4C4fj/eu8+KmXmS4nPDk/IUoCrvdvkUYpTWym/hxVkRF0ePaZ5xBrkXazBRXMphM83yOvUtbu\nGkVTqIsSW2mQhDGiIKArBo3a5mJ5TlSHdOsuq8WC+XSBGzg0m2263Q5VU6B7rUNcxjT1FkcHx4RO\nQCqlJGnKyRsP8TYOj04es1gtCLYelQCmZX5glPFH2Zj8SfFJzWyfbpD9lPBhOgnvLwO0mhar9YZm\np/VemSErU6brS4JtQBB56LIBIkSbkLW7pigKlhczovgq8HVDvxr8n1zy+MkJWZFSFhWWamFoJrIk\n48c+SZZSpCWzJxPiOGK5naPZOpVeY2oGsqwwmVyQBil5WmKUGmmaspmtWZ7PECQRP/XI1JQwCxj3\nx/SbA0qvwk08yrjAzV2iLCJeJ5iZgSEYKKWKWZooioxbu2xTB8QKUZTRc5WO1CENUzpil6LI0FWN\nSTTBFht07BamaZIKCTuDHSqvpFwWdJQedV5RFDl5ldGzBlxuLvB9l8V2RVttUWcCSRKzWa4xZYPj\nvWOcbMPbkzdZegtMw0KuZfSmRlbmWG2bkwePyIT8SvfVD3hw/z7r6QbP32LKJnmS0dDbNO0rKcRH\nJw/RNJWm0qLOaraLLY7vsDyfoYsaTa3DfDIlTGO2wRpN1+m0uox6Y7zCR1Qktustjx4+RA4VRBEW\nizmlBLZpk5UZbuyQCulVPVvNSMQcdLh57SZRnLBYzbBFi15niKxJ+KWHKIn0Dwc0W03Crc/ldHKl\nSlYXiKmAv/aZn024eHzJ3mCfnt0j8H1QhA+Q6XdvQ3qBS5bnP1Ab5EfFU7L9hOGnTbbvzwySIOFy\nckHoBgRueBXUQvmeD5QoiuiGznw6w6gNTNvC8zzSMmPcGdNtdLk4OcPfePSNPnqt4/sBW3eNJV0R\nh1Zo2K0mQglnJ0/QC53AC9lcLplNZuTThLbWwcTgbHuBZZmMRmN6wx5nZ2f4jk9Da3BxcU7iZzx4\ncI/aqRAEATEXWQQzTK2BoipolY7rOSiaxMybYcomfuVdbYylPnUBWqWyTjYkYkIohIybY4oyR811\nijAjzzOc0CGvCmSunsoJCZVRUVFQ1CX62OTG7Vt4wZZ4HVMXYGsmSZmSCgnbyOV8e4ZtWOwM9oki\nH68KOBwdIiDg+R5Gy0TSJcIsYjQe0dcGaJmG0TCwuw220pZut0fBVUMvizPclYPruTQkG8dzrxp2\nmknDsFl5S8qkvPJPS67EahpqA7Sad++9g6zotPUWq+WSnIzDnSNCKeTw6AhJlVA1jYdP7iPUIkgF\n0yczCgo0QYVKIAtTxFSApMawLFRLpZQLdvb22BmPaeltBBFmm+mVaJClM+j2WbkbFElhf7zH6dtP\nOHn0kHFrl/3+PmEUMl1OmDy6RAll2lYTb+WT5BGdTpdaEpA16QOru9+9DelFLqZgfiSZ7lOy/YTh\np022788MPMcjckKOrh3jOFsePrmPH7h4ToAgChiWyXq5xr1w2OnsXtmgqCJxEHKwc0iSJiR5Qp7m\n7Ax3URSFJIm4OD9Hk3Q28xXD7pAwCVE0lYcnDymFkkePH9LRO2RBjKU2WG7nIAsIhUCv1edw9xqC\nIhKT4K89MjdBKVW2yzWu5xIsQ3pSHx2V5XaFVIqYik0UhqyDNctwRUmJLds0lAaGZEAJSq2QlAmy\nJFPWFR29gybqpFmKXMlkaYYbuUziCbqqY1kWuqqTkXGwf4CQSmR5Rp6lBHWM2tZYu2uyIKFjd5ht\nZri5w/XRTUI/pGm0aO90uHnjNufTM4a9EWmd0jvqIzckjK6J3tQRBAkllNE0nbIuCGofs2fw4qde\nJvJC6gTc7RZBgIwCN3Jx3S21BLIkU5TF1fTB8IDrxzeJioiqKji4eY0gDIjzEE0yaWst0iwl0wqa\ngwaapUMBxzeu464dFosFYlyzdh2kTCJcB1iZzdpZUWkVtVTjVz4NscFe94C6BKfcUhsCcR7iLn0M\nScfSLERJYrqcsljOUSQJIRdpai1UQaVhNa50gMuELE4IpwFiDJezC8qkotnuYGg6QRkwOBx/X9Ek\nyVSuthnN1kciOP6UbD9h+GmT7fszg8uzc7IyZzldsJjNCRyfF289j5gp+H4AikAWJSiSSpEUGJpB\nkPgIlkCeZmgNHUGCvMhQJJXVYsnJ2WPESmDQGpInOav1klquIalBFEjdlDSIaWgNvCBgs17RMJuY\nuoVuG1RWTRwleJGLKInsDHfQJJ3L8wt0TacSK6qgRKtUtrFDkReMzDFyLDHfzjB1i2F/RBpmVEWJ\nVEp4mYdTbTFVi1IskWWZjbRhf3hArYEXOGiVTlNq0RQbpFVKx+hgNxsobZVSrbClBkalk8YJsqJg\nNHQkXWHjrtFVnXW8ZhttabQbPL//AqIgIAgSw9GA9WKJqApUZUUsRBzdvc6zv/A8tVKzXC5RE4WG\n3mSymFKKJZ2dDoZgEbsRy+kSd+ZiySbu1mW2XXDUO6Ztd/EjF902WGUr0jQlL0sGnR5u7hMS4Qc+\ndVWynboIcUVaZYiKgNJTaFptNpsND6cPOJuesvE3HDYOaYktlqdzlqsFcqXgbh2CMmR3sMd+7xrb\n1ZoiL5ArCVlWqEyBpmlRFCWaoKGpCqVc47sutmGz3z4gDTKC1EeURPSOSb83QG8aVFKJ57iQ1mzW\nDmHoU5o1w+MBWtNA7eoc377+gbLA+0WTLNsiy7Ifqg3yo+Ip2X7C8FGR7ffTsH1/ZrDYLNg82SAF\nEu5ky3brYOo6CBKCCJIuoZo6UiVSULB21mg9nedfeRHZUqnF6srlddDi9OwxSZbSaDQ4GB0SZD5G\nw8QtXSRZhBqGrQFRFHP2+PRKf7bZ4uTsET4eUkfhxo3ryLrKerHECzxKoUJQwfd87j+4R1FWVEKF\nqmiEdUSt1pALVGpBGZfIyDS0FpVUIIsSWZpRlBWGYFCVFQ3NZnewgylaFHaJqVm4oUOSxuR1hl5p\nVGWJrhmUekWcRyRSTEaGIsgossaoOaRWrgwKRaCMK3a1HW7u3cZzXHRLpym3URSZhbxA7apERcgL\nd18mSWL8IMStt1hdmyzMmE1mOI7DNt+QklDJNYIucfvgDnmecn52hrf02dnZ43JyRhgFDHoDquIq\n07QMi0F3SMNqUEYlQR2iaDLXb9yAvCZ3C8QcbLlBXMf0j0Zcri4xCp2mYnOrcxtZUvBmW/IkJ0sy\n/NDjdH5GXxtQyBmCDIIlobVVHlw8QCwllEpCLRXW+Zq97i6mYlOn0LM6V2LpWYaGyo3xTYLKJ85C\nOjs9jm/eYBnNMXZMZEsm3+Z0lR5ZmFBJJVrD4JX/+xcZH+7QHLZoNH+wCeOPog3yo+Ip2f6c4e23\n3+Zzn/scf/7nf86//Mu/8MwzzzAej7/v+f/4j//g137t1/jt3/7t97bZfhA+KrL9sK6tbugfGJuJ\nvJBsk9JUG3i+SxHnDHp9yrT+9hNuRG/QIylSECraO10Ojg5RFOW97MJuNmi2msiSxPXjG1cd9EoA\nEWpZQDNUzJZFERcM2gM2qxVKKWNrNt7SQbN0jq9d5/rdG6zDNd/82teQC5mdzi65l/LmvTegEmgr\nLSwMgjKmliqaozYpKUkVUmYVpVzi5z5xGhHHKXGRkFYJQRLQVJrkRU5ByTJbomgqSRoj6wqSIKAp\nOlmSoUgKeV0giQJxEdM3egiSRNNsYbdsgiwkTmKC2EctNZIiRhYU4jIlTzNW/uLbd4jZ1i4v/49X\neObFZ8mLEm/j0qrbXN85oshKNtsNR/0jtudbrNxAkmXEUqLT6dKx2iwuZiy8Jakfo1smtm2SJBm9\nRo9bd+6y8hYIkkRZZxzv3mThLWgNmoR5yNH16wyGQ+I4It5GaKZOy25h9xuIxpXv163dO5ReRktv\nk4oJru8xmU0RqhrXcakk6God2nqbUq+QOwqWaqJUGn27h5/5JEVCKuY01BZVVVAJFRfuJZig6DpV\nWV7FgQVHz12ne9hldDRGackIosjk8SVINYvJnK7ZZedoRGunh5d80C7nB+G7M93/iqrfJ5Vsf6I5\n25820jTls5/9LJ/97Gf5zd/8Tb74xS/yuc99jn/7t3/Dsr736eK6Lp///Of5Wbiyv3/fXFM1npw9\nZnZ6iYLG7t4ukR9xeXqBjkZBQbvTplYgURPC0KWmpixLgB9JFOQ7s7adbodJfMncm9FvDTANG2/l\nMttOEOBKhMQWOX9wwsAYMm7tsvKWfOmf/yeqpqHVFrqgMrs/YeXNuTyfEBohL9x6EXEkks5zJs6E\nTqdFz+yy1Ja8/vA1muWVQaQf+azCBdesQ+REpMpqEiGhpTRJSPFzD1lQaCotGqXNulqxO9ojSzMC\nIaIoM+oChBJaRgfBFrEHJotgSZJGBFl45erQ0EGsKbKadrNJEsY0m216zQ5irVH2C5Chqmp0TeO1\nd97kaP8GzVGDfJZx7/67xPOY/dYBaR2ziuf0djuIukzsRJxePMYUTfS2ianobEIHURUIifif//L/\n4DguN5+9RW9nwMpd0el2kROZ8chEEWTOL04hFtg4LmkQIukSgiajNlQa3QaPLh+wOJsjZSJSS0YR\nNAS1ZuEsiOuElt2k0EvktkpDs1G6BqbeYJBD5qWM6h3yOsVWG6hNhSAL0TSNrt6hodmkco5y2KCu\nK3r9PreffYb9mwdkeYbzcEtfH6DbGltvQ9D0MZomw6M+WQFO8VTD5OPEz2Vm++///u98+ctf5gtf\n+AKSJPHss8/yxS9+kcFgwK1bt77n/J/8yZ/wyiuv8M1vfpPf/d3f/Vgz2w/UZi8ukZBQUNFrjbRI\nKfKCyI1oN9usnBWP5yc0+02u3zzCUJvsHOyiSdoP7O6+v1QhiAKVXJNkMY1BC7vRQBEUpFSk2+hS\nVhWpkDCbXzkumJaJO/e4XJ1iYZEnJc26hVKIeI7PvbN7CJ7MjjpCimWmy6ttL6EhYFgGIhJVViPF\nMlIqYAs2RZkjazJpFtMQGmilRpHnrIs1FTVqrVGKJZmY0bCakNekeYYhGmiGgWlejVIFYYAu6GRl\ndpWtbS7Jooy+1kMWZEbDIaploJkqhZCjd3WyPGexntPXe+zujlFtFS9zGdkjrg2PyJKczXLOYr1g\n8viSoijxHZc0jugMuti9FitviaVYtIwOoRewN9hH13WKuuDhxQMUS0PMILvI6MgtsqTAqz2klkid\nVlgdG71l4mcub997h8SNGfaHBFGA67q8dPtF2maH89kF7tYli1Pm6Zyz6RNUVA7bh+wqY/zEp2W2\nwBCQdAm/9ul1OuRJTh7lTLaX9EYdzK7J3uEBq2SBIAikSUqUx1CKWJqBZlqUUkZr2KSx1waxYj6b\nkTkpttakzAtm6yl+7tMZd2h1G8Rhyv7xwQ+NvZ8GPqmZ7c+lwvfjx4+5cePGB347Pj7m5OTke87+\n8z//M57n8Vu/9Vsf1/U+gN6gB6bAOlyzWM+oSwjDgLIqyaIEb+tw7cY1htfG9HevMo8XXn2J9XJN\nKiT0ej1MwySLku/7jfVyDVFN2+hQRzXO+v9kJKqh4W1dDM0gSROoIHcLBtYAWzMppZKd6zuYqoUT\neISpj6XatIwOfuRyOb9ArKBhtNF1jU22YZHMEZDotXrkVcZsOUWqRTTVALFGLCW0WEXOZZbZkrhM\n0NBQUZEyEcPQEYCls+JyecnaXRFlIdt4TVyHbDZryKCltLByCyd0WG2XbIMNfb2PUqkIicC7j95l\nsZlSFAXXrh9R1AXT6QS5kAicgK98/Su8885bbOcb3nntXV7/z9eQRQnRknjn9B2iNMUSmgTbkNce\nvMape45f+ZhtC72ts3QWtAddcrn4tvjMmtHOELkWeOudN5BqEZMGA6nHZrqh3xrymc/8XxyMDxAq\naMtd9rp7GJlOHddIhUxSJlxupihNlfVihZWZXB/d4HbzNlZlY6Qa88WUdbDFsi3slk1CDKaAlEq4\nT1xkT0GTFKyWhXKgcvjqEYWdIYoSY23MQWOfA2uPjt1GFXXSWcRO64AXDl8m3USYis3Nm7eJo5Tp\nySWxF5NvM/qdIc1um6AIGN/cZTAc/tDYe4qPDj+XZYQoir5nO03XdZLkg0ExmUz4m7/5G/7xH/+R\nPM9/rG90Oiay/NGsH47HbeaTOVoJeq1TliVTZ0qz26RpdGmbbZqNJnWV0GodI8syeRQSxzHdrkWS\nJuz2+wwGH96kiNwNnW6HqqqYT87wZ2v2XhigKRpiW0SsukQLB2RYzi4ZtoeM98bEbkylZOzt7rFN\nl7AFw1BQVZGL7TndQYc7xi2MSKOQEkRDYLc9xtIscj9mfT4nrVNs3UBUKnb0Ie8+eRelUOh3u0RC\nyMybUVQFBgY6OiIi22SDIAh0szYWFpImsYyXyKmEbuo0VZt1sUYtVQQJLMHE0i1ESUBIa8o8py5K\nlFqmZTbZ3R+ze2eX+Zcn3Nq9ge/7nJ6eIskSY2uEXdhEgUvhxyR5QnfcBbHmmraP53oI2ytXhmQb\ncM+ZMuqNsCQdc6BSBRWarXH/rftYHYv//qn/xvR8yrv529RShaBUPFme4Chr1tsZ502N/YN9Hr/u\nojQF0iBku93y8Mk9FE1BKgWMSmFxekkexmRKzMpNKcuSgd5HkRVETSTKQprtBlbXpCVfZ+2sOWjs\nsfW2yBXIisYrt18msRPEZo3qy/TbHW6NruO4DufTc5odm1FvxGa1oWHrNEydk6lD7geMRx1uvXjE\n+ck5l+sFx3evsXO8w3A85MnmCQeHQyzTIozCD429sixZzVckUYJu6vRH/afruv9F/FySrWEY30Os\nSZJgmuZ7f1dVxR//8R/z+7//+4xGIy4uLn6sb2y30Udy1+9gcr6iYbVxNg5ZlFAqEns3blCWJY/e\nfUC4Da62gvyruuagM+Cee8I33niDncM9eo0ey6X/of87iAuC9YIwCDl/MGPUH7OdhtR6iNyQ2Lm2\nz/3tu8SrGC+IEfwtSVyi6DKnk0tmsyWUCqWYMw+WTLMZRV1iDRvsWUe42y1vz9+hUEsG8gDRTQlm\nAYNxHzf1SfKQQqiQFJHcKtg7PEArdHrlgKzISKIEW7DJtJwki4mzGErYE/eoC1ikc2QUmkYLihoP\nn/+PvTdbsiw/qzx/e573mSef3SMiIyInZYqUVBRgQFHddcMD8DSYjAfgFqyxvoIX4L6s2yijoVpo\nSKVyiggPD5/dz7z32fPcF66IQspMIYQEslasCzc724+bbT/++drf/xvWKrOKKk9QUVEEnSptUDWN\ndeaxiBZIwp2C1s3ZDaIis0oC1mufgTFElVQGzoCmaEj9ArKU0s4ZOiZNKbC69Qi9iI+jj2nyhkE9\nomwqshcZoRAxjmUypaQQS0q5ZHu0T+BH+AufFycXhFGIbCvMNnOCMiSvc7pmn544wpsFrMNPWcU+\n508u2dV38bKAPCppYoFeq8dnnz9BMBsGwyHpNGez9gmTDdvDHSqlIRNKlpWHLppcTW+IlxEpGa39\nLvPNktOLcybdMe1ejywoyI83fOu9b/Jx8jEnV2eUdcEsWnId3PLx80+xZZN3nff53j/8kECOqDIJ\n/zYmyUoevPs2wcJHTESmsxXHx6cE1ZrVKqTTbTPe32boDL8Qe7PbGcQNpmGyWAYsluEvTWj8q5KK\n/7/j15Jsj46O+Ju/+ZufuPbixQv++I//+NXr29tbfvjDH/LZZ5/x7W9/m7quAfj93/99/vIv/5IP\nPvjg3/WeXzoo9AY94iSmZXaRJInlfEnP7rPV3eby/IInTz5lMtqlNT7krXffIcg3/2IQvxSIXl7M\ncQctNENF13Sul9fogg5nVxRJju3a9O0e0SLm8vQCfWzQ7fdIbiIib4NUKOwPDpjPp/jVhtvTG8Iw\noMprOpMeRZXjOA5qoWKWNmHkk9c5oRezv3fAcG9IbKU0ec1m7eEV/l19U5Ao8oKwCFiVKzQ0JCTK\nukREQkBAQsRUTQbmgE/Kj8mVDKEQyaqcVPQpwxJHdaik8u7zLDS23G1W0Zqnx0/pFwN6ag/ymtPF\nOWWZ01I7ZJuIF1cniKbAylrjWC62ajOQRpRiRi4UbPI7N9okTMnlHJTmTljdEYjjhN6wTxKnCIVI\nuA4olJyjB/dpyW021z6bjcd4MkYVNW7PrtjIAd94/z/xbPY5WZEjGSIdo01dN3SMDovFnDAOyYuC\ng8ERCjJaqRNrGS3NYdgZ4Hg2+SbHTWykSsRPfP7+4/+BKZlIgoSoiKwLj6aqKfyEq/Nryrri+fQE\nxVRQdZmB1iUMEoIk4OPzjzFVnZ2399G6Ok+Pn7AMlhRyQZqnzC9nSJWMJqgcTg6RBRNdMhDgSwVn\nXguN//Lxa0m2v/3bv02e5/z1X/81f/Inf8Lf/u3fslgs+N3f/d1X79na2uKjj73al8YAACAASURB\nVD569fry8pI/+qM/4u/+7u++dGLhV42fdlDoDXrA/5pWWM6XWKLF1miXltlCFEWyPPuCgPNLtaUk\niIiTGNO0MGzzlVD44mzBfD3nfHqBYIESKkRJjD/f8IOnP2DP3kVWJUREjp89oyt1MUSDPCixLY3Z\nfMakt8X18ylObLD0VhzYR7iVg2RpxHmA2bN5cf2c2WqGIWpYhoWiS9wubuioXcLCZx7O0XKNltLC\nF9esRQ9NUHErl47cIc9zlqwQBJAbGcMwqLSKp8kT0lbGfvuAclVRRjl1XSPl0t3CQ9sliwpkWUFx\nNZRSRhYl2lKblu6yjFfItkyyiUjLBCWTqfKKPCtZrRc07QplINHpd/AlHzGVCNINUiMRlgHdVpcg\n29Clj5Kp1GLJJx/9CMWUefMbbxFmMZ6/omX2kRIYbg14/vQ5mmayvFmgNjqOIBAtItxuizItkSuJ\nNE5pKR2WyRIygaE7QYwbAm+DM3HomkNOps9QWyq3/i0to02dNdiNQRBGTNQtgmiDjYW+ZTIebBFl\nMetoxVDtc/H8nJvpFXu7uzi6zfR6xlZ7l0SKuEyuMATjbu56lXB+egZBzZa7Q3IZYfQsHrzxkMXp\nDIB79+5xPZ8jIjG9umXS36JtdIjjmOV8yXA8/FKFudf4t+HXkmxVVeWv/uqv+Pa3v82f//mfs7+/\nz1/8xV9gmiZ/+qd/CsCf/dmf/Qff5U/iq/zHXgZtHqcoKAy2hkiCxGw9ozUavSLll3jZDKuTBlbc\njbOJzR0BJwmf/uBHxOsYs2Nij1ycIqUSSpJ1Qrj2kdxDxEZEQiZcRHSUNq1hm2W1YOUt6U56eAuf\nal2w139MlCV0rA6GoeH223wyu0WsJLAF+nUfqZYRRcj8gkYCp2vTdToIPXDVNl6yRk90VEnBUV3a\nShtdNoiUCLm688BSTIWsSJk1UxoHTMdmEwfQ1EiGhJxKFHZJRUlYhORqjqZrJEpEkAckScLsenbn\nGpFFtGwXjBq9Nom8kG7doa4rQiFis9lg2CaiJFCrFY1QkxgpJialVhMIIWthTXlR4VotRp0Riq4w\nv52iaxb33rhPd7eL03KY3ky5/PycUAyYzW6RJRVHtzEUi6qo8f0NWX23Fqy0VTRFZ346Y8feQq5V\nqqrgcnVFYqXs9w752pvv0a7b3Jq3hEHIopjfaUQka9zGoS5qVEVFqsW7rbfNlN2tffRSZz69ZR2t\n2a/3cSSX594JN80tbdWFCuRSwjRMiqrk//0f/8C33vpttvvbXF1eEi4DDj44RGlk5tMFa39NQYlM\nhdCAaZhfyGC/Knl4jV8cQvMfMZz6a4Cvqo/+svFKw/b8CrVR2dreJssz+rsOomJ+4f2XJ+e0jQ7X\nF1e01BZBtmG8t4WXrPn+//wuLa/FcDBiNp/ynbN/5I+++d/otro8efaUdbFi2Bty8vlzxEagERp6\nUp9N4qPqGvNqxt69fT75vz+i3FQIiUiipyxvp8iqTKvdRurLiKJM22rf2bgECqfzF/iJhz7QGdhj\ndjrb/F8f/ndGwpg0zSBtOPPP2dInrIIVEhKiLVFoJYomITYStmpBS2Tb3OJicY5ZmAReQJ3WxE2M\nYViElU9SZ6RFjOlaiJKM3Ejs9w6QBJmnN5+jNQr9Xh/JkLi5uUWLdJI0xhLuPsuUFLEnY9gmURRC\nBWZjYCsWHbfPQpxh7Zq8Nf4a08sbVFFl0/iYrkOuJBy99YCDd44A+Pjvf4R3vqLJoZIqNBR02cCP\nPLI6w+m1uXd0yP0PHuGt15w9PeHm+ob5Zwu27C1UQeI2mzHPpsiaSqfd5b133uf58VOidUQjwcnJ\nc+bzOVtMkBOFWAiZS3Na4zbtSYeRO+ZAPiSIfD48/gG9zoC33nyLZ9NjwnjD0f59Aj9gf7KHIAt0\nx32Ob5/xsPeQ1qCNt1mzEUP+4H/7Qy7OL5gtb2m3LdZ+TLfbRjFUenYfx3buvPJM4VduAvm6Zvsa\nvxK8zHhfZgpBvEH9cXd3tfpik07WFC7OL9gsPJbZgtHB+NUxLtkkbDs7iAjYjoMgSAi6SJAFaI6K\nEiu02x1s3WLte6RVxibwEDQJQzaxhg5pkeJsu4iWRJlVnL04BbOmb4+oyopyWtDqG8zObzE1C0d1\nEdsSnZ0Rh4N95tM5//iDf0RTdYI8IipCBAFs1WSWzUjIkAURWZBBERiY2yiKCJnAzdUNtmuiCMqP\nN98aup0Ba+8JZV7QSALdrIMs9mnbXcSJSMvpUEUlciRD2aBLJnKi0dJsrstrfGVDlqQoyMiSgq7o\nhF6ILZu8PXqbpzdPWcUesi1R2iWabuBKLTpmmxVLNr7PKlnhKm2aXCVbZZw+PaHMK4RYwKg01vOA\nWXbNwcEhTy4/QxcNHr79Jr1RD9VQaYqK7f0drKHF/ewR/+fZ/8HFizNsx2F7a4sttjBEi9n1lB9V\nH6LqKof792j1OrTNNt978l3CZQQNJHnEQB8xEbboqB3OTs7Y6GtG7hgQuZleo7ZkFEtHVCSUrkK3\n1yVOI4qmwJEdTNfmxeIEcSOy//iIw53Du97A0YjH33oToc5YXASYhkkQBnf+dlL5OoP9FeM12f47\n4afLDF81RtP8+Kvp2lycn7J5EbD3YI97Ow/Yur/N7NmUXOjghWvufe0eqZBQRAVxE5HXOQtvQSzE\nuLKDXEhceddsmg1H0iHKUqFxazRRJy5jbv0p7VabgTXg4eQhnz79DK1RKaICIZY4WT5nb3ePvYd7\n1CJ4iYehqPR6fTbhmlk6R9VU0k2KrbmsohW27OKYDrVQMfPm9HodlFrmxeaUPM5IhZSYmDzPsCwH\na6Rz0LvH4mpGmZfsuHsIcoOu6szLJXmVUSQZm9kGtVJQFBlVkjhfnOMoLSaGzQ1XBEnEo/EjREMi\nvn2O1miYosnYGiMj0zUGd35uTYDZt1nGK1RLYzqbIikS0SJkMBiyPJ5hFS2qqmB2PIVAZGQPubm9\nYiEvebz3NkgNvr/GalkE9Ybl53M2ywDEhtlsxn37HtZjk/OrSz755GPe2/o6aZOiFionp89xhy3a\nnR7vPfg689ktkqAybLcog4qNIqELGi3TpiW2IX/BtX+DUIrYkolu9cj9nNzLcfou0kZina6Y3NtG\nzHPWK593j95hvVoRiCGjwxH3Hj14NSWznC8xVOFV6cCx75qSO0d7/y7/B7/J+LXcIPv3wH+EU8M/\nh2VpX3oP/mLNqD+mqiraeht/4RMuAuarGe988B6b3MdPPOxdh/5wSOwlpFmKoZlkWQoBJFGCJVrE\nWULbbhFuNjwY30epVaqqYT6/oWt2qfICtdZZz5a4dpuz6Sl5khEnMXqjk+YRY3eLNM2I65i6bBg6\nA0RRoCv2MRqTYOUTFhFiLZCXOWZu0DLbaKgUUkFRFYRpzM3mGl0x8BMfL/Hw64DheEQplxTkrOM1\nkijeudGqKot0gTbSMXs2URyxWixpS12yJqGQSuI6om8NMVSdhgZf8RmNRtgtg6CIyOuCgoJKqsFq\n0AyFuEgwhxaDcZ+z2Rl+5KFbJjJ3mfjWeIt16qG3daRS5PbZFKEUuE1ucDsOURFjWRZhHKCqGoVQ\n4ac+y/MV0kJC8WU++acfUXolXuIjNQrT1TW24lBLkKUpoigy7k7wNktiIWGdrpEzGSu3iKOATRni\nus6dFkQYIUoiCFAnIEoSbb1NnCcMrAGWYdNutTHQ2D7Yod8dsAk3jIYj7K6LrErkZcbV+QXxPEaV\ntTuxoyajzJpfioLXLxr7v4l4Tbb/Qfgqsn25/hv6IRfPzkhXGR29y/xmhmRLvPfNr+P0Wiyu59w8\nuWZnvItYCQhAFRZMRltcTq9oyhLbabG6WVKWFXKhIlgCaR4jKzKBH5JsUnRBIZNLTmbPyPWSRm5I\nohixFmhbHYogYxWvsWUTPwk4ff6cy4tLfM9jkwY0RU2d11jYCJWAgkzR5MRiTCVWKLJM6sdsch9X\ncNEbnZbaQdNUGhOquCSNM3rukCxLWbMmM3LKTs1kMkbURDpmDyFtGFpDGlGkVApSLcGVW7iyS38w\nItcKMj0lTXPaTptxf0Qip1ROyfZoi53uHpOtCa1++86PC4nJcItWv00cJSRFDLqI3jWI4pBxb4ur\nq0tWszlBGlLVDaqs0pJabHyfnBzJlJidTakWJW+M3yCeJ3zy7EeomYqUioi5QNMVsFomT58/IQlj\n7MaibXdQbQ10AT/dcNS9z1Z3hKKoeLVHZ6dDLKdczS8Zjsa07TZRHpCRIqkiZZJzG81xbJvTy1Pi\nPCRvcrIiY76YoSk6cRwhiRKqoZHdprhWC1VUKClp9W1KkS8oeH2Vgt2vIvZ/E/GabH9J+NcG6leR\n7UspO99fcfzpMw77RyiChKrKrOMVVsvhxQ+P8V54VH7B6nZJTsnF2TmmYSHWAoePjlikK25X1ziO\ngyHpbBKPkJDcqui4bbI4owhz4iah3+2juTp7e3s0coWlWaiaTljEaLVKnhc4kouqyEiVxO3NLU7j\nohcqjuuSKilCAWVdEhGRCwW2Y1E1FYIMk9EOVmORZRmqpFI1JZQ1QeBTyzVGbbDV3sZ1bNSOzt6b\ne2zv7HDUO0JG5vjFMSIiqipTqw2ao+KMbNIgp6KhkWoavcE2LPbGe4gVpHKG1jKQbBnN0TE6NuPx\nGM/3sHUH2VSRUwmEGrvlMF3eIqkSsiFQmhXL2yVC0KDVKkmRElchZstEUSUW4RLLstnp7LC8mVNG\nBYauc3N5Q5qmWKZJlIU0EkyOthCaBimVsbAAgUZp6A/63H/8BlmRUWclgiSyzlbEUsqjw8cYjoHQ\nNGiCiq6alEJJJZZUQoVhW0RRgBesqakp8wbf8wi8kG6vi26aPD97huWayIpC2+kShRH9fp+lt2Tn\n/gTDdkjTlNvLG+bXU2oB4jBCSIVfie/YT8f+byJek+0vCbObKauLFXVUEvkRtVhj/wyN0K8i25da\nuIgCx59/TuInOP02kiJRmTVNUVGuS8RUIJmn+NGGxXpGYwrsbe9TCRVZk3Lv6w+wOg7j3oS0SVis\n1/ixh+NY7L6xT5LGKI2CqqiM+mMkTWZvax/LtMmqDNtymAa3ND8WtpFzmVW0wKxNaunOu2yRLRBk\nqNSKsi6oZejaHYbtEbXW3JFNawtD09FUg2W0RKxBrEVAAKlBkTUejh6y9BZYPQvZlemNBgz0Pr1W\nnyRJieuQKA9YrT3WwQqkhnfee4fAD0njlP64D4JA1+ljyBpEEt5yzU5/j8nOhI7VxWwZSIbE8+tj\nkiLFQCfxI5DgbHF69/AQdDrdLmJLIvUT1Ehnv7+PpuvUSsN2b4et7oTZdM7l7AKhaagkWAdr5vmM\n6+gSq+twuHXITm+X2IgYHI14cf4CNZehgVl8y/Xmmt64z8GbRwx3x5xePWd6c8vN7TV1VuF2XUzF\nopRKkipBAMI6puN22Onvopkau4M9JEmmY7VxNYe21rqbZzYNREVAFhQsw8I2HOI4RG9rxHmM2lV5\n9PYDTk8uefHD51SrCiGHPMsJooBRb/RLcWP4WXhNtr9h+LeS7U9nsldnV7g4OIYDRcMyXDLennzl\nz38V2cKdRq6YCgwGQ8IwIChCtI7G0dv3iKMYMRNYXS+RSpFMyJBMhcGgz2B3iNN1CMsQRVXvzCBv\nrrh6fkFb6PDW7mNM1SJKYsb7E4b9MXET3w3ej1yyOiH0I2RbolEFbjZX3J884PH9t7m9uWYVeOiy\nTuYlIAkoikIu5VRliaBIuIaLIIgkUUJRlggy+InP5fUFi9XszsZ845MXGbIh03V65E1GURVkUoqg\nCPS2+oRJiKIoDMfDO9W0Oubq4hq3dJAFGU3XiJuIg/0jZEWmICUVcrRaYbPyib0AL/Vx7RZetCLK\nI9aFx+SNCS23TeEXaLXGOvWRDZHzFxeoK5k6q4jjiFiI6XX7rK4WeJ7PIpozD6dEecRitsQQDSRF\nxpAsbMVmNBihd0323zli/3CfUioIhZjJu9sopkKyTnCrFsk6vnNDVmtM12R4f8T9Rw94evwMK7Vw\nhTZHnXsEQoSgCuiawXvvvcdqucZ2HNyuS7DxyaoC3TCopApFkEmTlDiJSYIEUROp44b+sI9hGzSG\nQKWWTO5t0xq10U2DPI756Lsfo8QS49YYKoFNFqAaCpqq/8prub+pZPt6GuEXxD9X4orjmGDt0+22\nf/zdBuHfML38cutMn+goqspyPWfv4eGrVcpFuWBDQFHliLaIq7hooo6ruTw5/ZwyL3GaFng1/vmK\ncJOgFwaBtqGQKkI7Qk5lmrxmMpywsTYUTYWmanT2u8RhDBrM51sERYQWr6EjIogim2wDisSz2yd0\nrS66a2Lj4EUesiER5iFts00oxOR1RrKIEVOBiIi20gajYcvZoawLoiLEskxEXSRJ73QSDsb73Poz\nFumKi3/878yup8RRhJbqtM0WhVgxW84Iiw3j3g6D7QEdq8vnJ58zPb8mq3N22rvsSneNP13V0bsG\nm3jDiydnmJqBJquUcY4halzcXLNZrXEzEzM2Waxn5FLJW/feotgr+PijH5ImKcgiVVyB3jAZTrgJ\nL2moSeuEtx6/i9QTGRwMWYQLVFnF26xot7tcPD9j7+EBL/6fY1IhZWAN6Bz1cPo2vuehtjXa7TY9\nvUvt1cReBMmcoihoD9t0x30EB8pVSrs/YsaMssgZtgbItcTx8hmmYONgoWgy17MLensD9MigNWoT\nbwJ2395n53CX2e0M73KF2LbZ3HrUkkNqpNA0ZHnCwc4hNTXPL44RGhjs3DVqXwvQ/HLwmmx/QeRx\niqO6r/bKq6YkrCOytKAWKgY7X+0q8bNQVRVBGDA7nUEDggBW335FtIPxEFGSmKwnpNMEtZJpEKlb\ncLu6ZXm9YNLeYnW+IM1SBp0Rm2WA2IhcnV1R6Q32PQcFhbiK2L63w4SGhTcnzwqyMKOpYPVigSva\nhEFM04IgDqijklFrF7/06do9HrgPWRVLFFFh7I5oYlgES+yWxf7WHs8/PUbIBPasfeI0IskSxJaE\nasvkTYGhGehdA1t20SKVnjvg5PgUzdZQapFwXdIX+iwykTyKOV+f0XP6kDUoLYUXnx5j77Uo6wJN\nVHj361/nk09/RKGXNE2NL2yQBAVRFOnT4/zjMxzdpqW0yOKcSqoQpYZoExLlEWpXQ0ShznO6W30W\nswXbW7v0hC4rzyMuYoLcJ2tyNNEARUC1dKIyYKu9g6RKvPn+23d/yB+LuKyul2zyDVbLJF+nOG2b\niTMmkmJG+2OG4yG7D3a5/t4Vpmny9OQpuZhx+OCQnZ19SrlEtlWMQkeXTXp2j8qqOLh/hCgKZP+U\nUuQlZmUw7E6Y+tfYsoNUC3z63Y8ROxKCLLGYzYm9mL454HC4fbeyPb3GFzZkWUr/aMhwPGQ5XzLp\nb71a0325vvuz1shfk/HPh9dlhF8QaZYxu5giFxISIoquIdkSdsfGGbQYjAa/UINsMVug1RqRHxDM\nAhRbZdAbkpbZKzsSy7YQBYHecEAhVNi2RXfYw/fWNCkk84jl2Rwv9dBMFafVYhFN8fMNTVOiyTqu\n5SLUAnVT0+/1SKsUwzHIo4xPP/wUuZLJo4K8STibnSEgohUqRV0iCgJVXWE6BlEWE5cJVVNhqhZh\nHWDqNoqtcX19gSmbmKJJTsF5eo7RM7h38AaT3W30gcGkv8X94X3CLCJOQrIkoygzFpsVQgBSJNBW\nOgR1hFgJrEsfx3Hpdbv0RiPyOkPSJb71jd+hKSt03cAL1pgdk7zKEHOI1zFJnFCLNa7dYuOHdK0O\nsqkgCiLr+ZqO3KFuahqrRh1pfPCfv0mT1+RhThZmtGSHpoDOpM1VcIHdtRndG+EOW1yFV3S2O4wP\nJwiiyOWzMxRRRVEVzp6/YHZxyyYJqOSapIkRXQllKPPBf/lPFPmd8Pym9Lle36BZKv/1v/3vHN1/\ngKgLCDqslkt2Wzt03C4lJStvydfee48sT+9ioZJ4tP8mtXBXcrE6NqZuogsabbNDS2+xul0hyRIO\nNrImIKs6iZJgd23SKkGRZARZIosSWtYXXXRf2j/lcU65KpElBUVUfqEm2usywmv8q9Ab9Lg9u4K6\nIUkTdN2gSHImb23/XE/6qqqY3c6+XG3J7hDZDlu9bfzcx7EdvHj9E9nF1cUlOgadQYfrq2tePHnB\n9cUlbt7CFk2iImLTBPT7fdRCYlhtcTi28G5WqJXGd//+O/S7PaKtmPl0hj4xkCSRXn+IOTCQFzKG\naKIIErlc0VZdhr0Bm8rn+PYEd+DSG/TwCp84DFBylUZsGPVHOB2XqNxgPbQpL2vWoQ9NjW7piIbE\nSl7x6MEjWnobqRA5e3FKVIZIpUgtV0TrjMVyxrAZEsQbFEljml5jyRZ1A2G0QfYFdFtnsr/FLLnB\nK9YEQsx8dUtapXT0NoIi42UedmNR5jLtdhtBgAdfu4e39tE1k2pTc3h4yPpyhayqqC2Vw4cP+Ozp\nJxx/+oTF9ZJkHbFt7SK0BDqDPlvjHf7zb/0utVCjiSr39QccPr7HMljQs/v0OgPCRcDzZ8dcPjmn\nrXTYvr/L6c0JoqPy1ttvYg1tok2AXmsohcLeYB/bdtgb7SMVErqm46UeRZVTliWr1MPtt9ESDUdo\nEecxWZYx3pmABqv1grpVsz3ZYW9yQOgFzJ5MyaIUb+nhdB3Utk5ZVzw9eUojK6iOitqoHHQOgQbv\ncgUGGNIXBWhelra8xZpuu0uQbjCH/ddqYP8KvM5sfwZ+1jiXKIoIskSyiXGVO2uaWgAU4ed60kcb\nn3iZ4RguaZhydX1JFqUE4d2Rv2kg8DZ3NuaigGQqJHHyKrsQI4miLjj5/DlnxycMrAGplxKtQ3rt\nHt1hH2tk0h620ToGN7NL/JkPdQOZQJyFtLQWiqbQa/cZbo/RJA3bsnHdFpEfUlLgFT5BtMFULRpV\noNJL7D2HB19/xCyYYTgmtdiQZglREHJ0eB/LcBg/HuMO2qznKzRJRbQkdsa77Ex2uX/wBoIs0N5p\nsX9wgD/3uT65RCgEHNPGkE1SL6aoSza5TygHOGaLntGnb/XZZBvqukKSNQa9AWbPALPhO9/5B8LL\niEeTx5RxAUrD4c4Ru8MDSqkmagKaVo2iaWg9g1ouWYYL7m8/xDRNRFXE2NY42jticbxAy1RMbIqy\nJJdy7InL4GDA3lsHSLrIYjknz3OsrsNwPOL2+obJeAtJkvj+D77L0+99hpgLuGqLsi5Z+Cv64zbv\n/943cFsuL548pylBLmUoGs5PzqmFGqtts/ZX3K6v6atDLNliennD+eyMRhN4+7feYbg3oqgK5qs5\nD954A71jML6/xXB/hKIoLNYL/OUa23VphJpCrjh8eMAm8nEck/H2DmVakoYpw+4QRVHJyhyjZaJY\n6qsZXKflcPzZU04+fY63WGPaJvEmRnN0EPmFmmi/qZnta7L9Gfgy59x/Hli6oXNzc43UiMimwmA0\nIEmjn2tcJgkDZHQEQWDjbYi9iK3xNmIj4iVraqnmwx99n9OnJ3jxivtvvkHkBTiGi7/y6DpdfN+j\nimukWMKRHM5fnLOO1qiWymRvQiVWHD64R78zoAgL1p6Hikat1Ai6QLffYzAe4Lot1JbKeGeL2/kt\nWZVzdXtFu92htzUgigJURcGwdPShwfDhhNFojJSJSImE2RgYik1LdfFjH0mXiNIQIRLodbuYmoVm\nqPRaXRRbQdc0DEtna3+Hq+klTdRwsLWHoZtE4Z31+7g1QtU0dFcjUzJcq3XnhSaJuG4bUYK21WIR\nrzAMg9n1jJvnt7i4BKsNK3/NPJqxu79Lq9Nik/ukQoasiCRhSl2WCKpMVieUYoloS7zx3kMEEYp1\nQTDz0DKDwi9omS66bNHptomLmNagzc31NfE6xnXbqJLK5eUFaKCpOh99+CGnH57SMloUcUlVVYia\nxHB7QLvbRTVVgtmGMqvwbtcUZY5YigwnY5IkRrJExve371yZvZwyKmkE8Pw17XGHMirxVh4bz0dU\nJXr9Prpl0N8dcnDvEFGTSJIIraVTCgWiI6N3VQbbQ2qx5oMP3keSNeqmZjVbYhoWRZlTCAXusM1w\nPHzlonv82VNYwe5wD2+5ZpUuccYuqqWiWOovtBDxm0q2v5YeZL8uyOP0J+TnftqrSZIkJnvbtIYd\neoPel+rT/jRelg8W0wUX5+eUZclm7eF2Wq921R3bYTmbs28c8Ltv/R6drMtH3/nBnVxjEiMqEs9P\njrm5vuX68pLVasXifEFLc+k7PWq1Zl2tscYuW9vbLG/n7A526fU7pGLKuvbYOtyh0Wuu19dc+pfU\nUsN6uWLuTZEbge2jHXq7AxbBjMlgQm97wO4b+9gjF73RePLh59xe3nK1vEHMFYS8wnE6FEqJpqvI\nlcKWNSGaRqzXS85vzoiFOzlHWZFpDbpIgkSySRBVmdF4G8kU8eoNdXMnilIIGYlUIKsqXalLR2xT\nJiXrfEl/1EfQRbRSJp7G1MuKXt1F8AWkXEQIG0adEVEV852T/8k0nNJr9TFyGzt3UDcabmwxqAdM\nnDG727v4iU9TQ6fTpa4hCRPKuiDdJCiSiCGb1OuCm88u6VYdxuaI6fk1FydnyKrC3tYBLy6e8+Sf\nPkNNFJRARhQVLtcXtLbbHL51n60H2zx/8QxFURgNxmRJwvd/8D0UR8WyLPbuHdAd9O50NERYX63o\nmwPmp7eUWUm6iFndzFmcTlneLPGvPG5ubhiNx1TZ/7KGyoscW7J5/53fuqtPqwqGYzHaHpNmKU3T\noBs63aM+vuizETa0d7pfEKKJ1iHddhdFUbh3dB/XbvH43bfYv3/AcDx8VTL759M5xHeSoK/xk3id\n2f4MpFlGGqb4vs/t1Q2VVNHt937iif1y4+unVx+/Ci+z5b3tbWbTFatggeKq2IZzJ5Ty4/nGF588\n52BwCECe5xy/eMbhoyNquWG1mFOVFVVeUsQVIg3+ZkNpFOy9ech4b8z4lv/l7QAAIABJREFUwRZ7\n9/ZZXM+5OL1gdb1gPNpmd2uXUi2orBJZUegNBuRNThRGrGcLFi/mGKqF67qkYYA/DzAxiLwNSRhz\nfH7Mw+2HaKWCGAt48Yqmqkgp2Blvkws5qq6ztbPFyYsT5JWEmIqIkoSvBFRaTVxGFELO+mrF5eUp\nNxc3fPT0Q3TdRGtrd/q3Zc7e3gFJkyCqMBlskzUZtVSzkTa8+egxldLgWC5RFtGx2mRBTlYlZHWG\n2taYHG7Rbffptnuolcrqag0JFHGGrCjoho5hGsiKiqarFE3JvccPsF2H9WbFKllQu5A2MZKu0rLb\nuJZLkRcUaUG6ztBlDcuxaW912N7Z4ezkBZmfMRRH6KqGF62QtmXe++b79CcDrLbNyekJ3sWaMirZ\n294jrmIUQ8HuOtzeXHNzdU1eZFi2TRiHfO+7/8T1xRVCLmHKGk0ukAsFu51dbMmiyWo2hc9gb/yq\n1CSVEk0B59enuHabTruLoRnUcoPTMZgvV4iGhGWZ6JpGa9BlMBq8itGXGWpWZGR+hq7prLwValdl\nMPqiBON6tsQx3J9rIeI3NbN9TbY/A7qhc3V9SbKKaXXa2Kb9airgJV5OB7w8dv1Lu+Qvg9K2DURR\nwQs9HNclSDaUTYFi3x3NptNbbo6vWUxnnDx7juHquE4bwzUwDIP93QMkQbxbwYyW2B2bwdaQR28+\nQrRkojTk8vk53nSN67ZYLZdYtok7aPPGuw/Jq5LD8SFtp8X16SXJMkYpNDpSlySI0WSVz54/YdwZ\nM7uYkqxTUikjSRLURqGsapRKppYbrI6DaAh093oIlkiYhiRJzNMXn2HVNm7LZcfdJRcyvvGtb4IF\n9brm+JNn1LcCTd2gVwbdcYfHbz9GUVQGrQGttovZM6ibijd23sAwLWRBxOxYGJqG2bVxu20QKrzQ\nI8gCZF1GtiXaox5C1aAJGmmWsLxcUno56/mSebAgbRJawzZFXqDpOqItkVcZy+sFsiVjdSzUts5w\nMiKsQjJynJ6N9uPjcezFdLsdwixEcETGu1sousLSX6EUCk1Tk9YptAV+6798k73HhzRizeXVOU7j\nUsclTQJe6fP2t75GWAacPDvGu/SwJYvpyZR5MKNIC4JLnyRIkSoR23Som4Yw3fDw6DGLzYKainWx\nZvtgh6vjc8RGIgg2lFGJnwTsbu+hORqtVoskjbj/+BBZM0ji5AvruS/J+uU11dbIhIyFN0ftqtx7\n9OBLG8AvNT1+noWI12T7G4afh2xFUSSLUibjbSzbQlXVf9MKY1VV3Fxds7ycoygSFxfXKILMeDBB\nERUUW2U4HiKKInVT8+L4OU8+/QxDNnjzvbdxTZdluKTd75KGKevlCn/mMdyfMNgdsEpXRHnI0l8y\n0EZYgoUl2MiuwmBrQJRFbB3toNsGZ2enuDgIucjt+Q15XtLSHORGBrMhzCIkU+Jo74jp6QxLtanV\nElMzWV0tqaiJsgTNVRE0CdGVOXhwSMt0KZIcBZUoirAsm063g6iIxELAcGfC7XRKOPPYnPq8032H\nmTdnuD3CGTh8/Vsf8OGPfoBuGQwPRqBI3NxeMV3OePb8c9IyY2//EEUVycSc4dEYRAHBEMjISOuM\n1qDN5fQSSRXoDgdEy5jbq2uoGlpGG83VEdsi0kAiF++O3puNhyXZjCdjNqsNi2iO67QpvQJXadGI\n9V05qW9QyzW1WtEadnjw9huUckVaJ5SUmI5J1VSUTUkuZRg9Hd01sEwL3TLw5x6H2/fImwJZUqiV\nArfXwtRNLp5fEV0GhMuQpoDvf/+7nHx6jNpoKI1Mx+pQKAXjxxMiMSItMrbH23T6XQohx1QtXKfF\n9OQGqZaQFBk/9EBp2D3YI81SJFNhOOoSx/mXZqNVUf7EtTRPOHhwhGpoyIJEUZZfWo/915zwXpPt\nbxh+3mmEl+RYVTVVU6HY6s/Vff2yhsFyvkSrNSRFJo1DbuZTHjx4iCRJXzh6nR+fcm9yH8dxGbfG\npFVGq+uSk7H/4JCr60uKpEQ0ZHx/zfMXz1BRaLtdVpdLFFEiTTLqvCIrM/YfHqJ2VAxHR7FV6rpC\nrO466lmR4kc+qqISVgGdrS5m32S0N2Z2PcWfrSiKiiSMSKIMvWuQlgle7PHB176BaRigNlyvrlgt\nV+i1zsODh8iixDSeEuQb1JbK6GAbSRAxNZObZzd3egvrNU1dc+Ndow1Ubqe36C2Te4f3CTY+Vy+u\neLDzgK3umOvrG1qyw72D++zv73Lmn9PutLFbLl976z2arEKJFZRGQcqgPegzHA65ujoHRcYxLKyu\ng94yePi1R6iWxu//zh/SHw45/uwZoRcgiiLpJuH26ppgEVCuCjRRQ0fDHXZwOy69wz7vf+MD2v02\n08WMINuwPdllf2cfVVJptJrVZolQCdjtNj2jj6ZqiI3IydkxwSyk3WmT1DGxGBOEATcX1xx/+BRl\nJUEicHV2QZM1WIKFntw1o4q8hIHAN/7wW7z7O+9TCSWNLKB1dDrdHqooMxgPmS8X5HnK6HDCG48f\nktYJki69IkHb1onj/EuzUUmRv3Dtp7PdL5ut/dec8H5Tyfb1nO3PwHK+pG10SLsp/tpDFVTu7T/4\n0vnYlzOwL6/XVYWYiT9hpPdyhtZ1XLpdCz9PyPIMSZK+YKp3t+7b0O53efHJUzarELkjsff2IZIk\n4dgOu4M9FvMFUiGyDpeM9BF4UIY5F5tLPvj6N/jhRz8g1iMGD4fce/QAVVUBSJOET09/xPn5GXIp\n89b77xBsfPxwTSgFdNwe9sDhox9+iNl38Fce61sPQRV4d/gOYR2xTJdkYs5gNMCt22xCj7PgDCmR\nWFwucOwWg+0BZsehqUtKu8AYmPStPp998jG+v0GWZRoJVuWKN+RHdDs9+oMBmqNiNzZOz4JSgFzC\nViwkReH86ox5fMP29h6PH7/N6WcnpEnK5dkFWmEgNTKj1pjT61PMjsHuo0NUVeLi2SWJF/Pw8DGy\nKLOpfM5OzlhPl6ynaxzFYRlNqSswHYvNLECsG6raQtFVqrKgO+yRCwVBviHJEnqjHiwELj8/v7M0\nGnS4vDhDyEWG/THeYk0obdAtlbqqUEuNtE54dvwEqStzsHvI8UdPWD9fstvdZ7q84vzqgqLKyesC\nx7DRXJXI22Dt2Gzd36G732c4HqIbxqtNtYvzc7KqYLVYkacpqq7itlymt1OAL8Tq7HZG6AfcXl0j\nIeH2W9zbefDKEfqfe4/dnF19wWn3p+P99SbZv4zXme3PwHq2pGW1sG2bTq9LI9YUZfmlT/mfHhO7\nnd4w6o2o6/quwXZ5RSOB2IioqkpDgair1HLD+ekLLq8uydMMQRQwLBNEAd/zuLg8I9gEuMM2aZqy\nni/JyxzNNKjzmtAPidcxZVHQNbvUYk1RV4gGhGlIp9Ph6NF9KAWefvo5/toDYDGb04RQpxV5VuDF\nKyRNQSpF3jh4zKS/xcbbICHTc3p3NtimhtzIDAdD1umK3qSPY5pMRtv4gY/l2FyenlOlJTfeNZmU\nM763xR/83h/w/rtfp6HBaTnosk7X7XG7vgVZoKpL7g3uI2syk/1t4jBGoKFRBPyNTzgLuTg/I4wj\nojzC7XdAqRjsjDAti0204eriDCoRIWrYBB5BFGPYOmEcIBoCe4+OuJ1fk9UZgiOw/WiH+WLG+nTF\n8nKJkNRoXZVgEyJrMltbO1RNxXqzpNIhLSP0vsl4uE2n36Flt4mTCEO3OPn4mOByw/XpJVfPryjj\nEqsyiVYxdVlx8tlzoixisZjTc/r0ugOSIOFHH35I5VXcnk6pswo/XiIpMlmSUYvgYGGpFuvKpz1q\n8e433uf+W2/g9Bwc1/mJo7vZtUmLmMSP6Y0HSLLEi8sTbMNmd3uPKi1fxerLGe8yLpEzmVbv7vdJ\nywzTMknihKoo+f/Ye5MYWbLsPPMzM7fZzefZY3zxxnyZWVkDWaRYorrVrabYgAABDQECtCC4IFHc\nEOCWC4LkgjtS0EZaEKQW2jQEaJFAowWIIiRCpFhkVbKqsjJfvjniRYR7+DyZu81DLzzd88WbKyU0\nisw8iwc8Cze7167de+655/znP5KcwTANgjB8obUb2xHhKmR8PmS2nD4XPH6ZfFEt2y+V7Utk40IY\ndYZESUySJshZZc2J8IKo67P+r9l8gqpozOdzvIm7DbDN3CmpmGAWNRw3YHjew5m6tAotDNHAtpfr\n2l31KtP5BHfscHTlOqOLPtE0JK8V0CQdX/Awi1nm8wlB6JM1cyyWC5zYQTBSSvX10TWbzRIJMcky\nJnUhE0h0T7ucHp+sixf2p0ROiD1ekdctLDlPsHJxPI/5fEaxWiKOIkzDxA08Go0ac3/Jzq1dcq08\ngRISiTFWJc+4M0SRFCwlh26YOPEKLady4+otgsBHL5hMlhPOOk+QDZlYiIjGIQ2lQd4sEMYBdmST\nzZmYBYuEmMD10Qyd0XiELGXYbe1SqObRayqWlGevvYeQiiziObt7e/SnfRIf3NhBEkSKpQppBu7f\n/QRJyPCNr3yTnJqnN7ugf9FHskXGvRFIIlbJotpuMLUnyDmVIPDQLI1GvUmsx8jFDPlygTRKmY4m\n9Id9Lk66RLMIFgmj/oh4FVJr1dFFg7k9w3FdrEKWKAjpj3oIkYAUigRTj9HZENmT8ZYBoiuQGjDx\n5+QrBWqVKpIsMo0W5OpZytUq137qOgdHh1ss99NHdytnETg+rUYby7IoFAosFnOOrlwFYDFbcNHp\nkNEU0jhEEXQW4xmFbAHHdyiVy6zcJUEYPmdMlKvlrVIXVJEkTTl/8ARnukJNNYpWkflsjqRn3sjF\n9qWy/QmTO3fu8Gu/9mv83u/9Hv/xP/5Hbt26RaPxPLnLv//3/57f+I3f4F/+y3/Jf/pP/4mjoyNa\nrdZrn/86ZbvhKMhIMvZ0TiiH7B7svXCXN7Pmc/4vvWQiqiK98w75YoFSpYSmaqRiws6VPYQ0xpuE\neLbP8KSPM3PwHBd7viAU1gs2cH0K+RLOfMn0fH3MNa0sWlbDDR2uvX2DSrOGklVZRQ5hJqC4W6LQ\nKGEoJnGUEPkRcRyRhAkkYMlZFFGh2+vSf9jnauUak8EIL1rn1OuazqK/IPID/MhDy+mIisRytiDS\nImIBYjVCLxjsv7XPz/6vP4dVyaGaCp1RB8/2CAOfjJSh2q6jZlV6gwtSKWU2nyIikEkzzC6mqLKO\n73hIGYlV6uNES/rLAX////hfKBYL2OMFaSIgpxmMZF32p1AuUt2rk69mscoFkEA2FdzAJWuYeK7H\n3JkjpnC0d42L83MER0SPNcpGGT/xqFSr3Ln/MeMnA9SBgiVmWazmjMQp+/t75Ft5MpkM3fkZjVqL\nWqvG7sEBq3hFq9BCCAQWFwtCQk4fPOH+vbs0snXy2TxJlCJnZYyiSWfSob3XplmrUypUKJSKDHs9\nxrMxq5WDoeos7AWlbJFETrD9FZEWUGvWyZl5MshU2hVylXU5+sObR0iy9NJI/7NzMJIiZFFmMVvg\nTh1ypTyKIBPGLpGfEifJc1mKLzImCuXiVqk7jovoCWQkmcHJAE1RQWKdUSYkbxQ8/qIq259In63v\n+3z729/m29/+Nv/sn/0z3n//fX7t136N//yf/zOm+dkk+853vsMf/MEf8G//7b/lxo0bvP/++3z7\n29/mT/7kTygWi69s4/zx6St9TU/7Vyu1CjN3iiRJ2yq5T/u0gOeu16qfAb5x0jVc6FO/bBzHdI7P\n8ScJvYsLxERiObZBTYlzCUqqMOwNsJc23shlOB0SSzGeEHClWqUzOKd2e411lCSJRrt5iTt3Uw49\nSRImowkPju9haiaCIxDFKdPFhKxhMkvGjN0hlf0aRpAlXymymM1wcdAtk712m659zm5jjySJOf3B\nGYmX8PZX3sUwdVLYFhLUswZHt67SDTqEgkcmo+DIDrpmEIURhXyeB/cHyChoqUb3wQUXow5m3qQg\nFzAlg51Gk9QSOD0+5tbRbQzVWCMDRiNWkyWquoaB2cGcazuHFK0GVtbi8aPHONMlF+MLluM51WYN\na9fkO3/1V7jjFfulfQIpwXcCrlavrt0hqoQcKOSsPJ7jEskJxXKBr/78N0iSBNEX0A2dZr6BXjBQ\nNIWTwSMWzoJRb4AYCiymCw7LhzjjFW7ogiygN3VsaUlGkNEaGq7gcDH2uXrlBrKosGwsWPRsarU6\nzsLhYtpD9ESWro2qqFTK+0RJzFAYINUl9pqHtA6aFEpFpvYYq5WjUCq8MG7w7Bw82lkXehydDSjm\nSyRxwnQ4RTRDXH/KxUkXz/NoZXZQCgpiLDEZjrFZ0mq3Xpiks6X/VDUm9TGdwRlHtetouoZk/ESq\nk58Y+Ym0bP/iL/6CP/uzP+P3f//3kSSJt956i/fff59qtcq1a9e2v/ve977HjRs3+IVf+AUEQeDW\nrVv80R/9ET/zMz9Du91+ZRveJHpl6Y+X4QZfFnV92fUXQWLGwzGCF5N6Is7cJUlj5t4Mo2SiFXSO\nrl+l0z2nbFXIKDLLpY1ZyVJqlelPumh1jbe/9u4LN4mn3R9JmqAZGvWDBoVGicGkz9nFKaulw3K+\nZOW5mJaJkTegKGLWDfzE4+qN69y6dQtNV1l6S3Z290hXCU7XoaSUUFSZarNGf9ijUW5sj5zzxZzW\nThs7XGE7C7JGlpyRRyZDIqbEQcywOyBdJvg9n2xsIukZOsNzFEtm59o+rd0dPvj+94jSGK2gI2cy\njKYTavU6GVli4cwxWib/5//1j5kuFpydn/LBd/4azdawEpO8UWAaTsmIEv7Yw1IsIi+k2q4zC8Z4\nus/OzT08xyf2AnTZwCjqCHmRK1+/ytHVq7iLFSSw8Gwce8VgMSQSQrLZHK1KE3fuMOiMKOXLWLpF\noqVkcgqFVp7UANM0KderXN29RrFaxA1cZs6U/esHSEoG1VTWNcMkn4kzJKfniaMIIzaxshZvX32b\nwaxPc79Fs9Xk6Po1FvM5s+WMOIiYTCZoaOTN/HYOb9AugeORUeU1Fne6QJIzZIs5VtMlUiCxnNgM\nej1mvTnXdm/QLDcQJRE/9jElk3Kxgm0vGC/HWJXccxCuleMwOOuxWqwQJIFsw0IzVWzXRkgFgiB4\no5JQX0T5idyKjo+POTo6unTt8PCQx48fX7r2T//pP730/w8++IDVavXcvS+SpyOrL5KXWbA/rjxb\nwhzW1sHB3i4P/TNEUyIjyXz97W8SLNawKj/wSaIYz/UIvYDdgz0W7pxqo8a+cfBSazyOY+5/fBdv\n6AIwG03RKhrXr9zc9uP/+b/fR490SsUiZqIzcSeUDiuU8iZ7+/tUWzVwYRHaJEJM87DFYjrHXtiY\nShYtVRB8keNHj8nuWji2w2I4Q5QlJuMpUlbk6OYRJ8oJWd1kubLBE5j35oRxwCKYMh8vyGo6+Vye\n08UJGVkhly+Q+jFPPnnMUesIKzGZnU+I5BhJThEiKOh52js7REbMYrpY8/pWWuiCjuzJDGZ93KXH\nImtDOaXYKCB6GQq5HA/7j7j+c29xcOuASqNCZ3iGdKEwnIwQYwGjncXIGnxy92PiNEJOFPab+6wW\nK2x/QZyJuXn1Le58+DHHxw9Z+g6WYiFoKa2dJqtkbd1m5SzvvfM1uufnZIQMbhhy7fo1urMOC39O\nb9SlqJS59d5t5vYcDLi99zZ//Z2/JjOU0GSNe3fuEvoheblA5ET89+/8N2qFOrv5faRU4NHjxwSF\nANvKImsKYiwwhm267NnpGZCyu7eH4zgkmZj+pM/qYomhmrRaLR7fe0Lg+5TLZXwvxJ7O2a3uIQgC\nu3t7zNzpdt4+jTyYL+akMWREaV2Wp1ZElCR0yVgzhTmfceB+KZflJ1LZOo6DruuXrmmahud5L7kD\nHj58yK//+q/z67/+65RKpde2kctp+IFHq1KhWn1xrbBGo/DC66+TOI4Z9Ud4jodmaFTqlUvKMQkr\neCuPGzcPaLZLzJwZhmngrBwM08C0TCKxBFNo11v0R31UTaRUzqIZGsWSwXQ03T6/WCkyHU3pHJ/j\nDubcunKLIAwQdIFMPnPpPZqNCu29NvbMZrfR5Nw/Z++gxag3oqAaVPN5bN9eR7s/ffb9j+7TPzvj\nylu7LO0l09UUq21y9dYB0iKl1Wjy4MEDKjmLnd06J49OENSQ9mGNcV/Cx0dSJcyiiVRMefiDhzhR\nBEpMzsjSajYo75TpTy/QTZ33vv41nJGD7dks0yX7+7ssL5ZIMiyTKTuVHc6OzyhVSlRKVfYOWjz+\n/mPiVYSpaKycBUpb5Mrtq9z78B6PLh5w+I0DfuGf/EPMyvoUEzs30ewMx9Exi2DBTqPO166+Q0rK\nJw8/oXvxBClNuHH7BvXWV3h09ojxoMtOtoa6J9Af9VGyAlIJBsMhu/VdNE1DSRWCYMnOboN7d++x\nd7BHuVwmwqVSKtPMl7GHNied+xTKBYplC6uo8Q/+t7/Hd//rd5nYQyQkvvHuV7EsC3QYd3sU81na\n7QqSKNEZnCB4IQdXW4wmIyRNJKtnKJbW8Cx3YZGQUKlY+L7Cn/6XPyWexUhRwuF+m6E9pNoqQRKg\nqJDTVCy1ir0YISKSkFDf/2xd9Lt9SpqBWapy/45LYadAvVknTVOm7tpY2bSdplmm7vSla+qLLD+R\nylbX9ecUq+d5GIbxwt//+Z//Ob/xG7/BL//yL/Orv/qrb9TGk153bbFaZYZD+9LfPi+GcHPf+fEp\n3tSlWCiBBP2dOc2nfKqpqCKaPo/OzlAMjUprZ42dfWqPCCORVEw57V1gL21SARJHZjS2uffJMeVs\nBUM3Lv3fnySkgcwndx/Sbu3Qv+jRuNm+9H5mucjp4wuiVbSuplqWOL8/WMO5LlakOsjZDGo2z2g4\n5uykv6Z9zKmcjDuUyiXylSrZssnF+Yj5YIE7/j5BEnHt9nUWtk8pW8fQ8yxsjwdPTjisHtJsrn2A\nsq5z+xtfpfe4y9nJE2Ii9naucOPGW0jnKoEQ0u9NsdQsStbERKZQKJAvugyOh4CALhVQ0wzn5wPc\nbEK1vcOf/5fvUNPrFGsV8mKZWTLnYj7EiQJWvsPgbMwHP/oR3/z7P8vd73/Mx3/9CeIi4bB1nYtB\nl97jIY8LpwREeKOYZm4fYZnh5EmXIBGwVz4ff3gXMzHJZ4vs7hxx3H+I1Six175Ku9Sm2+3gxi6x\nFKOoDgvBJRBhFrhIgo499ZBUmc5ZH9teokkWpXyTs3kPCYnWT+2Tndg4oyU+MYqXcPHkgly7zLS/\nxJ09pFgu4oUJhilz2rsgoykIforgRizHg/WcmNlAijmy+fD7P2B57vPW0dvcu3OHDz78ITe+fkQi\nZujbY8L5uvxNGsfMZwsyqUgkJAjZJbK2njfdsxEFvYjvrUgFhZPjLpK85rvFEAC2bW+uPbumnpYv\nqiL+ifTZLhYL3n//fX7pl35pe+1f/+t/zS/+4i8+5yL4D//hP/Cbv/mb/M7v/A7/4l/8izduI6Pq\nL810eR214stkc9/4bITqKcgZBV3WmNpj6jufKVtRFKk1SmRUfetre5aaLgiCLa9t9+QcLatTKpdQ\nFIWLTodmo7WNGJ+fnqJKGqPekMV4wXg6wg6WZJsWe4f7l96xUCriJg6RHCOXZRRNIZs1MQ0LVdV4\nfPwIpJTZdIqaqIRuRDKLqVSrFMoF7MCmVqmxt3vAx9//iN4nHQw5y3Q4JhRDCoUiGTLIWZVGq0ma\nSdFNAz/0GU4HuJ7D4eEVdg73qNar6PksrZ0WK3eJmMtQv9rADhY4nkN1p46YERAkkfbeDscnj4mj\nmCDyKJUKTObrEjXjyZgHD+9hpDrZnEVAQG/aQxEUChS43r5JXs3jpi6JGHP/e3cZfNzD77tMZzP8\nwMMqWMiCxsXFObqsI6sykiIxWAwwSgYls4wsK9h9m0qxgiiLlHYriBmRfKHI6GJAGqd0hucUd8vs\nXN+jtd/G1E3y+TwLe04irI/fneMOqqJydvKEXqdHIsX8vX/09zm6cZV8uUCz2SKREh6fPKLQLvDu\n198jo2foTDrIloxVsahV65SrFRDZUh1uYgNmyUTL6bjeim63y259DyFKqdUbDFd9Dt7Zo9iscfPd\nt6i16niuR+fhKTkrT6laJooj+t21Itd07RICJ05jwkxIKibbGIRhGj8WGdOXPtufIPnZn/1ZgiDg\n3/27f8c//+f/nPfff5/RaMS3vvWtS7/7y7/8S37nd36HP/7jP+Yb3/jG/7T2NxHXl/l1X2b5bu5D\nFNBVg9AP0U2dVHh5WxtqOkvJ0X3SpfekQ2O/TaFU4NHgAcEsoFgro6AwGAwIg4Cls+Ts9JRWu40f\n+MTEuFMHU7GYrabIOZV6q06hWnrOIlcUhVvv3t6+w8VpZ80QpaU8eHIfSRYxlSyP7zzCrbrohr5m\n5vcX7O7tsfKW7O6tfXvz0Qwt0cl4Elqic3Jywu71PRIxoVVq4bgOzb0WoiRxcdqhUC5SkxsE87Vv\neu/6Adm2RRREiJGIoWexrBzVRh0BiPwQQzVJ4pgPP/4BSZpgqgZmauHNPIKFjylnMUWdr1/5GvZq\nSW9ygaCJvP3OW3z0wR3KYolsdodACLBTm/s/vIuwELAUa73B2Qt23tpHzilM0jEnwyfIKBwdXaU/\n7iPqAqvpEg2d/cMDptMpDzr3uHr7BrV2fb0xLFbMx3O8lYOaVai365fqds2cKYWdEgJw/vCU1rU2\n53dOqSRVYjUmmiT8l//3T3j3q+8hqTIZK0P1sIZW1deRf00jyef4ys987bnnPj3/XuQnnS/mTB9O\niN2Y+XJO6ahMa69FvztlPBxvMx0rhRrL4ZLH9x8hBxmsukVsR4wZX45fWJ/FAJ6WL320r5efSGWr\nKAp/+Id/yG//9m/zB3/wB+zv7/Nv/s2/wTAMfuu3fguA3/3d3+UP//APCcOQX/mVX7l0/7/6V/+K\nn//5n//87RsajvN8aZCNPFtZdxMQ2NxXaVQYHPcRZIHVZIlW0Bi5BhevAAAgAElEQVT0Bi90R2wU\n9Hg4Rk81REEEJ2XGDCtrUag+BeF6dI+d9h7vvvUe/V6fJ51jGvttGu0Wgi/QeXTG7rU9BFPcBjle\nJpt3OGgd0u10WYU2xVYBU8kiBRLt6g6j/pC0kYIPenE9FmYxuy74pxvESUJWMalYJUzFIEhCGnvr\nSgW2s0AxNKqfQuA2BTIH/T5nnSdM7065/c13uH77JoqiMOgNiO0If+UzPO8hf8owNR6OefjRfaZn\nE64cXKV7do4tLsiKCsVCiUwq4i4cbl6/TWd8RlALCNOQr//cz5BKIg8/uMcwGqFbBtlyjpMfHVP0\nS2iaxs7BPp8M7qCVVBI5pVaoot82iFYB3/3or9CLBjvVXSqFGu7EAeD2u28zuzbFyloohspR6Rr/\n/U//G4Zp0mg3UVSVUW9Io9184YYsShLBzOd7//WvMBOTJIgpF6p073X5uW/+PL7vgyGwc6W5Varj\n5RjHWWHEBgPW8+hNlVu+VGRuzEiklEq5gpbXGT0ZsZr52Ni4icf1g+toqsZ0NGZ0MeCdt76Cpuv4\njk9Gil6qyL+UH0+ENE3/B4pu/+2V4dB+qYX6Op/tBse6DgikzNwpO1f2nqtA6q48dFHbWqAYwnbS\nlkoGd++c0HvSQUZFiEETVTBEKtU1rlcxtG3uu+M6XIy6HO1efa7dQW8ATopjO7hTB620dpE83d6z\n8qJ3UAyNi3sdGvkGK8dhshozmY9QTI18IU9zr0WpWt5iax89fEjnbzqUlAKhEFN9q8bOtR12ruw9\n196gN2D8ZIg7chE8SPQUo2xQ3q9Sa9Q4f3xKZMcIHoiixN989F0iIUKXdbJyDsXPEIQBGUsmiAO+\n9vfeoXOx9uF6Swev75Gv5ZktZgiawDtf/Qqz+Yzjs0e4C5eVuyKJYy7udilnKqy8FZ63onLUYOfq\nDoOzHteP3uL+/U9InJRqq0aYBmQ0ieZOG8dZ4SYexXoRwzBRdHVrfT+6+5Cdwi6WaeG4KxbCgsZ+\n+9K323yLIAj43p//Fd//0w9wBy45Pc90PqZxs8W3/vE/oN6oM16N0bPGdv7FcYzki88962Wy4T4Y\nnvcYdPscHhxRra3Z5P7yL/+Cn3rrPQIfHHfFk8kTbt28jaEbPL73kDCJKJtldFWnP1v7/F/W1ueN\nbXzps/2CieMEL/XNvo7BaIPBFQWRznmHlWMjZCQM08DKWessp3qNOIyoVxovZPXa5KdvcI39WQ/V\n0KjVa1sqvHK1zNJbbrkT3JVD6IVYlsXKWbFw5vgrD0EUSDIpibD2pym6suXFfZnv7EU44nK1zMye\nspjO0XI6KSmFQpFbN95CV3UEVSSXz23HprXbxolXRGJM7ahOa7eNYmmX/Nsb9jN36XDeOSNcheRL\nBaqVKkESIikCuWIez/cZnw8pZAt8cvcTtFBBT3VSB5zAQZM1ptMxC29Odi9Hc7+GaKjoOZ2MlsFO\nbUIhxGrmaBw08QIXxdK48fZN8uV10oTiK1SsGvZygVm2yJRlrn/jJoZlsLt3gLdwEFYCfuizcpcM\npj3wU4RIpHtyznA1omxVEH3onHRI/IRGtUnghQzHfearBYPJgEgIsccLVElF07UtNaeZy/Lwk/uM\nT0bUynW6Z11kf+3f3t3dI5YSrILFYjXHEAwMxWRw1uPR3ftkszl0Xb9E8/myUjSjwYjp2ZhsapJ6\ncPbojOXSxg8DnGBFs1QjjiGMIhItIVcrsHKXRFJMqVAmFhPGszFKSWH3YI80TbftrByHlb1kNppy\n0emiJuolvO+X6bovly+0st3wGSRJcil3/HWg7E2iwvn5KRLSc0QfG3kVofKmBpkkSeTyeTJ6hiAN\nuPfxJ0zmYwrlItmctcbaLgKqWoWcWmA6H68rHRBS0IvkzTyRFyGqIu29NtV6bZte+Sbv8HRQQ5Ik\n8sUC89Wc+WzKZD6hYBVZzWziJCGIfcIo2i5uM2uyc7CLWbbwPAcncDCzJrppbNvuX/SZno2J3YTA\n8SEjUM6XieNorRyr6w1N0zVmyynz2ZzhaMROZZckE+PZHk9OThAFASWnUtmrcvT2Na7dOmQyXhB6\nARlVJooiRr0ho94QQRDIV4pU61UkSWI6GOPOXLqnXXqPuyy9FXpJ452ff4+33nub+XzOcrJkMBwQ\nxTGJmHDt4Aae52OvbPxFwP7uAb3jC2RRZq+9z2w4I4xC6q06lmXRHXXI6zlESWJxNqV3csFqukQx\n1W2Kreu4LM5mFLQC04sJpmpQq9S58d4tvMQjkn3qV1oICWS1LI/uP8QZrnBdD03SiIR4m1b7IvKj\nzfybDsZETkxOzxH4IcuFjaCImJaBmtNQ1QwLe0kghNR2a9RbDXLFPKVKmSAJQEgoNEvsHuwhSdKl\ndgZnPbyFR71SZ3w+XCdNZLOvrc7wtHypbL9g8jSf57O546/boTeWb+SHL7Vc4dWEypKUMh+vtorY\ndm1EX6Ru1SnoRVbLFcgCgeNtF46qKEiySK6WR1XWFsXTOeyaqXP/47s8uXvMfDEnXyy89Fj3Mut9\n2BvgTTwMSWd40SdaRjRrLezZguFiQMksX1rcVs7CdVyyikW9XCd6ZtM5/uQh2dQkp+eQRZmJN0HM\nigT4lHeqVOtVRFFEFEVKlTKSnsG258RBhJnNspgucGOHcq1GZb/K9Zs36JyfcXL/EZ1PuhhalvNH\npwwfD8gnBeSFvPY1ypltpWPP9/nkBx/jdV3C5boEUGwkvP3TX1lXakhUFFlhtVyRMTOkxEzHUyI1\nQhN1dso7WAULz3MJw4j27g4rx8b1XZo7LTzfI04jrhxd5dGd++TDPHkrTxKnHA8eYlVyCAmMe0NM\nY12JOYh9LoYXqHkNzVRRSgo3vn6LeqtBEIYMznq4Q4dsJofvucxWM2bLCZX9+nbMXlaKxvN9nPkS\nwpTZaIpZzNI8WGejJUJC67COF4dY1RyVenVruc5HUyQ5Q61Vx8pZ2+un947JSDK6rrNarJBS4VPL\nOmExm1Msl15bneFp+aIq25/IANn/X7KJso7OBpRLVcrltTJ8WVbZs/K6QNqrAguVeoXReLmNKBvJ\nmkTF0NeTNXSDrS/MxsZxV4BAJCTbdmzbxnd8FtMZcklhfmeOOBPZLewxmUx4dPcBt969/cbjEccx\ndz/8BM3VyOdzWJkcdmAzD+ZoJR1pJF0qgLkZp1ehN1Jh8w9IUoZyrcxXfvqrL2x/M16F//1bPLr7\ngJM7j6nfbHItf4NMlMEXAvq9Hs5khbCKEBYC5+4pS9dGERVkUaZYLXJhdxGRtgU6C6UCK29Jd9Kj\nkiny1Xe/ziyeMrkYUqqWtxwYxXKRD374PaIoRs7IyJLKo9FdXNfhneZXsKoFVtGCqTdDyskIvsjd\n+3cwi1lKzSqO6xB4AYmQYOgG+XKBaX+yxUQ7E5eVsyTyI1bhisrNKs1Wi4wsU283qH46V8rVMhen\nHQRVYDIbUs03WEYL8q315rnZQDOqzNnp2RYbW9wpbu+P43jNKGc4VPJVcvkcZ6enBELA7kGd5v46\nnX3QG3Dvw0/AW1dzkOIMY9YB300QdRMgHDMmISb51M+vGiqKoGz9/Z83y/KLIl9oZXtJGT5DFvMq\n2QbCls46cBIb6Jb5Y022ZxXxoDfAGa+eU6pPL5xUgHq7sW3n/uAuwSwgV8qj6Rofffwh7x58ZW0l\nFkqcTU9/rPEYD8eIrkBescADPwzQDX3tm3UdcuS3SISnx+lVm0693WB6PiV0AyIhod5+nrntWdnA\n08q1KjgpqqLS7XQJ8UkFEBORrGoRqim2t2K+nFPIFQiTkMGwj2CJJMRIqkyvc8HdD+/g2wFZTadZ\naOJ6DtmqRSp81veMlOHex5/w+KOHXGkdIesq3tRl5/CQYinPxapL60abo9JViBKSZcxV/RpW1sJx\nHRIpAUVArSqcPjylmBSI7YR8Jb/doFrtFh/84LtIgUSuUCBbyFLer15KeNnMjeZem7gYcXb/CSvf\nRimotNptbGex/V366b9hEjObTXATF/FTQppmu0mz/Rmi4fzJKTIqB61DklXCxFtXv52dT9BWCqkL\nj7//iPJ+hfJ+BXiGdAYYTQe0r+4hwFrBvgQG9qW8WL7QynYjPy4PwmbHL5tldFF/bXT4TfvwIqUq\nSdJ24TwrG2jYBlGgKAqT2YRSocRkNsEsZV/a3rPICcMwmU2mNPfarAY2QioiaFA5/AwZsWGRmjlT\nJFVGiNeoBkmVEdT1AsyoMmn8GataqVpew52eili/sB+fblyG/tnGtf0u9hT0lLxRxHFWTPwx7UqN\nc7uHJ6yoHtSo7dTpPeniSz6t/R0KOyWSOOb0oxOc4yU58jz2h/yo+xG13Rq3D96l1q5RrpYZ9gb8\n+Z/9GekipWSUSOcpS2HO/sEBC9Hm7ffe2SI/NnL++BRLtz6z5t0pzf0atVYTd+QTJ+vAU66Z225Q\nfuAjiRL7rX1URePiosPH/R8i/PRaccZ+uB4/1orOcR0yJeUSouXpjSz2Q3b31tU6DFEjJNyWEX92\nProrl5CI7lmHVruC6ztrKBoSQiogBJBTLBbDOXp1nSr/9CZqWAZ79cMvIWD/A/KlsuXVx/0XyeuS\nHj5vH55VqhsIz8ugNc9alEdvX8eezTkZnxCnEQ2l+VJ872bDSNwUJqyVdargBz6FdonFdEZzt8X1\n25ctl8049ToXTM+nZFKRIAlJDbDMLKf3nqChU6yUkOKIGbNXju2mH+kqhSkkpRSkzxRGrVFjwGBL\ndKKkCqPCiFE0QihlaBf2ttbhV75x2T3xw7/+PqInoSkG0TLk5t5NQjnCOsjRuNrcjksKRPOQptVm\nPBvhJCvm/py8X6B22Fj7I1X50reQVPk5K388HJMuU376q9/E8z1SDQRTIFETHp09REghTiPieJ2h\nhydg6Xmm51M2xDFPk8jokkNSThCfwi0/vVlt3AjjzgBTtSi0Cs/Nx834KqmC1/fQaxqr8QqbJZIk\n0e/28GYOpmrhRC6V9trlAf/zyJi+lLV8qWw/h7zOV/t55FnMYqFU4NHdB4STgFyxgBRHW1/aRp5d\nDM1qk529nS3u9lUsTJsNYzaarjPEvAWtdpsnnWMylkSt0iAFLp50XohB/tF3f0hFrtBoteh1L5j3\nZ5hHJn7XR1QERrM+WCKZbOaVOObxaMxB65CFN6NUKDH35hjV6iWF8fTmZmUt9g722d2v0T0bvVIJ\nCClktAyCAIqhMHQGXL19fVvDayPD8x6lbBnRF6jn6tzt3WXn9i7F3RKyngFDQIi5lMgiqIAhPFer\nK1fM47ruGqc67dGor32jteI6LXbkjrg/+wRDMcgZBcr1CuP+iNDzMXQTIUoRMtIli3nnyvOnmjiO\nGQ1HjLoDXNeDRCCX5p+bj5uxMwwTraYztkfsXK/T70wpVyoo+yp3Zh8xice8/d67GFkTyVqrhS+T\nGf7nyhcajfB55U3KNr8MA7kR01S3fdhQI87PZ8iSgpSIXPQ6BNOARqFB7EdEaUwqXmbCfxmiYNQb\nEi5DFuMZcZIQEVEoXWYw2yAx4iTBntqoloaYEclWczR3W1tG/pfVWnMnDqInEMQB/U6Xle9BmkKU\n4oxWGIbJRz/8EEi5enT9EjTuaSjRar7EtpdkZJmz41Pc0CcIfIxSFitnXerrBrkhmwqHV3dfyW8B\nkAgQ+D6T1RQv9Ni9vU9rv41iqZei5r1uj7JVwQ0dJvMxck3mH/6Tf0S1XiOMIgLHY9gfUilUtsgT\nx1vR3G1dGnvP9yFMGU6GnDw5BgOu3LjKYjwjcAKSZYwiKPR7PYLMunjkyl4xOO4hiBI5I894PkI1\nVHL5/Esj/Jv50rvToVlsUalUSJQEN3TIN4sUSoUt34a9tBFTERCIgpB8owBCzMnJKflsgUqtwv6V\nA9AFrJK1xWc/ja3dzN8XXXuTmmPPrgnXtp+bj18E+VLZfg55k7LNryOzeVrZjgYjFmczGoUGkRcR\nETGfzigWS0RehK7qTGYj8s3SG0FrLs47RNOQQraAPVsQZkKq9csWymbDiJOQUA5RTAVRkyBdw4WG\n3T7lYuU5WNsGboQg4LkeTy5OEZGoV+tIgkSve4Eoi/iOj6KplHNlMqZMPp9/Yb02M5tlYo/wIg/X\nc1lO53RPuwSJT2Nnnfr7os1tU477VWKYBqIqUawUsJo5CrUiiqW+cHN0Vg5mziTXKnJ4+wphEHL8\nyUP8eUClWMFZONj2klw+h720twkljrO+Ph9NEUSB4WTAoj9H1XSSMGY2n5KQYI9shABCO6DZamFa\nJk6yYjFasNPeISNnWAZLtKJGsVWm2znHdm00XWO1XDEfTbcKbjwcMz+fkdcLBAsfURJJMym1wwaz\n8YQffeeHrIY2zXoLWZTXPndTIcyEOM4SyzDJmnn8mUeURogZEauy3mQ383k0GBHbEYETrAs62lOS\nJEF4wQb8prJZE/VyBTX3xYN/felGeI183pTEZ/26Y3tEL76g3+khpHDrK1cRZWPLG5Arrqvn6qpO\nb9rDLGbRdA0Pb81gVVLe2Gdm6AZJKWXurSFbov48E872iPgUOGDjfijoRWyWdDudNQH1C5AH5WoZ\nP/AxAo0r+1dBWGOCxaKIiES7vovruoiCiO/6L0Uv+IFPY7/Ncm5z8vFjwouIWr2Kd+FtoWuf9zj7\noncECIKA+x/fZTVdYhazHFy7cimIF8fxGgWBTibKcHz/EZqq0Vv0MMoGjruioBexdOsyUbfrMBtM\n2W/t46483NkKb+SipArnvVOiRcj1K7dQDQ3dNIhnA5pvtRFcqG3SYw/XbodGtfVpifLLROCbuZgr\n5kmXMQDdwTmt2zvMJ1PEmUhVrZK6KaePTrh66zqxFNHcbzMejjmdHqPrOqqeY8KYB8f3qDfrVHca\n67TgT+d24HiEboTgQiPfoD/p0fd623TxzxOrcJcO0SLiw16Pb7W/9fob/o7Jl5bta+Tz0i0+e/Rd\nOHO8iUc2zaKiEvguXhxtQfdiKhKlMZPZCOVTEpYXZfO8iQRhiCLIlMplBFFAzipv1OenLU5N13h8\n+pDFYk4kRbR225esTNdbYVVzVFs1VFmjUCyQ0WRaRzuolkrkh+QqeVI5JRQDstXPSqw8bamiipCm\n/M1ffpfuDy+4vXcbZ7YilmNkM0PrYOdSHzdH0eVsxr07D/jwez/gB3/xAb1uF0VTX5s5B3D/47sw\ngUahgTt1mblTDo4OtyeV+WiKpecIgoDpcEJkh+TzeVRDI1crIKQCkROxGM+YjWeoqkqhVEAURD76\n0Ydk/Ayz8Yw0SDjtnpFVLBx7RfdJl9PzYwr14rpKr5KS1S0iokvpsZv2BUFgNbNBEMkX8tsThmJo\nSIlILCa4gUNhr8j12zc5e/CERqGB73uspisuel0yhoJZWmO4cVJkUSFcunS6PYbdPr7rU85X8JYu\nsZhg5axtaaWTO8foGY2UFC1nEEQeqqK9MCPyTeTivMP48YiqXqZx6/UQwL9r8qVl+xr5vMiDZ4NX\nRmISON420pvib0H35WqZMWMyUkSj3n4lZd7naftNLeKnLc5+r0+91PjMYpusUQXP9utZur9qtUb1\nU0B84HhYRu6508DTxQk3RDy5TB6/6vOo+4j99i4XqwvM4sFzfdyiKIKUix928OYezVwTr+dzKpwg\nK8prx201XdLK7TCdTAncgOG0z/XbN7fPH4/G2KlNvdHg5OExmq6BIdIqrXGujrOCKZQKJYbekOls\nym66R7fTpVauI0kZxmcD0kCg2qgyeNxjYc/5xrWf5qR3TK97gdW0tqxm9mQOOhTLpee+QyQkQEqa\npltURBLHDKZ9hBRqVxvb72IWs0wmE9IUZsspSl5d38tlzOy412U8HBHFMVWliuAKaKZK77SLJEn0\nnnQQ4wylSolBb0CiJRSLRcS8xHAxwD1bs78d7Vy7NK6vOwUausFMmxMK4RvNx79r8oW2bF8XxIJX\n8xu8Sp716wZBwGq+gjAljAIkHWTLeC3xzZv08dnfPpt2ufn9i571dNADUYBMiuOtWDk2u+29Sz7b\nF6UDy7L8XN8372PmsqzsJcf3HjE475EIn/pRP/UJ4qSEToSWqsyWU6r5Gr7kMw8X6Ds63/i5bz5n\nzW+sb89ZMnkyJQ1SWpUWsZiQCDFW2cLMZV85ZvPFnP7jC7REIfADBE1Czxu4jvtpxlQF214yW07I\n1fM06k2KxeKWIEhIQJIzOL6DVbZIMjGSJrFybK4eXUdSJTzPw41WRGnI6aNT5DSDqRlU2w1UQ6a8\nU11D+84ukFHZbe+RBAlu6L6QCHzp2CxWc2bDCdEyZre9h64ZiKq4DSRmcxYPnzzgb/7quwiGxI23\nb9Fqt9ekPIZG6IYoioLnLCnWasRRjCnoDEZ9Li56/PBH3ydeRkwGMyRXQNIzqFmF5WKJbhmMO0Mm\nvQm1ch1iSDNs24bXnwKDMCQNYqqlEuX9Lx6M7AutbN/ERfAmyIM3EU3XSMSEwXzAYDogWzCQFOUS\nacuL5Nk+Lr0lruO+UJG87n1e9PeNgrH0HLEXIagizd0WQkYi9qJLm0znydml4/d0NXku8PZs3ydn\nk63rZD6bMZ1P8FfeNgAXRiGEKYqmsEpW2NGCym6FW199GzNrbqPqG7apYX/Iar4klzM5O+ngewGi\nIOJGHkpRobpXv/ROLxqHfLHAydkxvu+hFDWu3riGF7gEnk/gBCymc1R9zSh2eOMIL/Ivff8wirZu\nGlESydUK2zFLgoR8Ps94MiKn52nUW4x7Q2zHJpu1CJMAT/BYukvEQECKJXRBx/EdojDiotNB0ddB\nvA0ZkZWzCIIAQzCI3QQtVfEj/1LQcTve5yNiO4Flyni0troVS6W1296+h5rNIAkqiiJz/Pgx88mC\n5WCBM1gxGy4IlyE5y0JMJWxviZARUIIMk8EMxc2QLxS2FUgqzRqjwYjRxYAHd+4hRRJhFJHNZnG9\n1XNcIbGY4EQLWnutH3sN/W2XL7SyfRPWrzdBHryJiKJINmchyRmq+SpXDvaxp85rfcDPko2cPjkh\nXIQkq4jVfEUiJmQ/tS5eRkzy9LMMxWQynrCcL5nPJ0iZDHkj/9w9L9pkTu+f0Cg01n5XVaM/7qHo\n6kstyOlgTLKKsHQLWVboDftIkUiz0WY5X2HbC2r1GlN7uk42qFhcu3KDg/1DkiCh0z1HTVQCJ+DR\njx5ijxdcObzKarkikjzUskmQCRi7I/SGxtE716g1apd8ni8aB0mSMCyTcrlCo9lYZ3YZMov5nGgS\nUTSL2FObUA6pNevb779BArj2mt4yItqWpEnTlJW9pNe/YDwZsljNkCWVXr/H9Rs3kPMqqZLQtTtU\n6w0EPyX1E/qTIdEqpNe9QBZk0hScyZLZckqp8tnGvvl2/V6P+XDGarW2Np/2xx9/8pDJyZh2tk24\nCBj3R0RyRM7IYzsLWrttwijC0BUGkzEZLYMTOSRhTLRM2Mnv4E1dDF1nxQqrUWBqj9EijXapTefJ\nOZqsoecMVF3DE30kOQNOSuAEuAOHNORTRTzFquYuzW1RXFvh124efq419LddvtDK1vN9vKXH2aMn\nDI8HqIaGqZt4kf9jOf6fltcd+zcK0TRVwjB9JS3dJlAx6gyJkpgkXSugqlbF0i0IU8bLMY1Pc+Av\nOl3G50PiOCFO4+cCY57vMzjrIYcSGTIkAoQEyKL8nJvkRZvMfDHHnbrIssLJ8WP60z6GZFApVl5K\nMfm062Q8G1FvNdcuhqzJeDlGUiWsap6Dq4cErn+Jyeyi00HJqAguEKSkXopsKjRaDaySwc7hIUc3\nrvLWV9/m8PoRuXxuzW/hOPTP+izGM56cnBDEAZKcufQtZEWm0z3n/PSU8WyEoqisFksM08QPPFRL\nQzGVS3jQzckgb+bXY2au/cMbt4jgCdTLdRzbJfZiWpUWGSGD53sc3jri4MYhMTEH1X00SWfUGRH5\nEaaV5dHJIxb2nIJZoF5uYC9sJD2zHc/NtzMlkziMWAUOGKAbOrNPYWGz6QxntMKSsgReyHQ5RVFU\ndho7eK6H7SwwBINmpUropSiWRrVZZzFeILgpqqQRpD6rYEXlqMbNd24hqhKaqrFa2KiWztJdohVU\nRDNDZadK6AVYeo75ZEatWGe2mpIxFNzEwcxlt5A1WZG3pxRRTMlaL08l/7sqn89M+zsi5WqZmTtl\nNBxRqVUo6AV857PA1atkk0p7/vh0XdIlXsNwni6Zs8lTf1oUQ8NxnW3A41XZZ+PheM1ZWyhgT+bM\n3CnZnMVkPKF/3mMynpDEyaXfWqU889mMmTt9LjBWrpYJhICQEMEQqTfqeEuX3rDLo7OHJGryymDa\n0c1rUIKPT39EqqUc7V9FTzVmkxmGbjw3boVSgViNeXhxn0ejYwRTYDoaM+wPP61P1mbnyt42wPPs\n2JjFLIvpHF3VSYWUjCZvOQO0V4zbhqBlupiTeik5Nf/ct5hNZpSzFaqFGsJMYPiwjzd1cT2Hxl4L\nwzLQs5erOW8CnJtg6dPv+/TfMqm4rqxsiGhFg0ALEEwBDAGrmAME8qUCsRCDGJPJZnj75jtkRRND\nMOj1L8gV85eev/l2iRhT2q3w3k99lSRY1w/bzDVVVzGqWYbBiItVh0gKubJ7BX+xTjhZTZdrWGCS\n4NgOx3ceMrjoEUoB03TCJB2R2ytQe6dJZa/KzJ0iAIquUjqsYFZNyrfK1G80Ke9XqH5aCspe2thL\nmwf3HyCrMrlSDs3UkJ7q26O7D7brIlklL/12f5flC41GkCQJK2tx9a3rCC6XUixfF1kd9gZbbgBb\nWJLEMdVGjYvTDkai4xouhVLhEksTfIYUmLpTMIRXKrfA8bb0f5XamhAmjmMW/TmiauD5Ljkt/9xv\nq9X1Qnk2uLRhk9qk8p6dnqJJBrt7u+tyK9Iaj/syPoYNG5eVtSjoRUbDETjJVgFuNo6ni0kqqcJP\n/dTP0O10iONkDa2azlAEhetXbr5wbDbIhqOdazy6+4D+pPUBUWEAABQVSURBVEeuUcD1HBzRJW+U\nqNQrDIf2i8safUrQIgkd8koe2188hyTZROdP7h1TUAoEQkA2n+Ns/oSCW3ghiuNVadrPIQgkqFQr\nOFmHypXqFiGRxPGaBc0PyDYs8oU8GUkmo2ZY+Ta2vyTRUzRdQzI+W57PfjvHdUgFLil/IzRId8GP\nXPRUp5ptEGUizHwWH29bPy4JXdypQwYZaS5xuHNEo9JkOB0giCL5fA5ZVyjoRdS8yt2P73AxWLFz\nZZe3b76LoiiXvtn9wV1EBKzamklt5k7X/Xmqb6dnS3ar60KhpvH5To1/2+UL7UaA9fFMSsTnsI7b\nqrcvCbI8+Pg+0TgicRMCJ2AZ2GQUmWDmo6JCyEv9Vub/1969xUZRvn8A/+5suzszez50abs9UNoC\n/vwLLf5CKHK4KHphEBJtPJB4YSIpxhhvMEYJeIFilIQLbySiBkGNCDcEMIj5YdCbqiTw5x8BT90f\n5x722G1nZ3a7O/+LZZfd7rGHnU7b55Mo6e5099133z4z88zzvmM0oL7RBQ1TXTQHnK8SgoEmmfvV\na2Fx2cAa9LA6bGVXTWTmYkOjIzDqDAj6gvAPezE0NIQ7N29CGBagq9JDm2DyplTGBAFDtwYQk2IY\nDgwhwQJmlyV98TB1up0YHYceeojjEhLjCVRrtKh118HmsENmErA6bFmvOzF1odVqkwuK81XQaGWY\nXVYsbmuByWyC0cjihudO+jsSR0XcuXsb0piYnqIqQ05PRQaDrD5J9VdwOICEFAdrZKHTV4PhGbQ/\nsjxvfr7QxdJ4PI7R8CiGBu7BP+KHrc4OzmpARBzLuajKGXigWgNGp4Hd7QRv5TEyEkRCTsDqsCMw\nEkBcOw5H44OF1fO9v0bPQJRE+O9402mjUXEUNaYatLS0Qs9yMJmNsNc5EIkK0DtYtC5vhzguwecd\nhI7noZE1sPAWDA7eA28wYlQcxbK25ahbVA//HR+01VWISlGYqowwG82w2Rw544FhGEhjItx1DXC6\nauBwOiAzCbBGPms8jmvH0+mq8bgIs9NccNzPVwv6yBZ4UONara1CnetBjWup+tpQMASzaILJYoU/\n5MdIMIwaoQb1bjcC/gCkiAQxLiARj6eXGyx39llW2ybUy/oAQCuDr6lBeDSMYCSQs8xhsdrazDrZ\n8GgYkl8CxgFxSEREF0F1tAqsK5knFSGiWps7RDT3/1/NMLA5HLA12LJqW1N9F+EjkIUEpIiUtej0\nZBbvKVZvnPkdiRERMX8U1hobtPGq9NEV7ICG1+ScRaT6tsqugxgQwHIGRDQiahoKF9tntiXzzCc8\nGoaVs2FJU1vyDEFXeMnNfJ+nptaFP3+/DiEwhqbW5uRRbcYi4fl+d2hgCA6DAyIjps8UMo8mF9Uu\nwpWrlyHGIsma2OXt0N2vQXY6jPDeCgNAso5Yz0Ev68BEkv1oNplhtlkRCgTBshz00CVrxQvUmedb\nxDzVv76wN5n20bPwjXoRifNgWQYNaMh5nflOtTnbq1evoqenBx0dHdi6dSsuX76cd7vTp0+ju7sb\nHR0d6O3thdfrndT7pAZwZu4QKJ1btVjMACsjFA0BrAyLxQwdz0KKSnDWOGGrsYE1clk5tYn522IK\npTEcNY7kalORAIKRAKycDVbOBq3EgNFqcz5HMTzHg7UnV4KyuCyo0mhR43IhHA6D03MYCYTyBsVx\nKYbGpkbUL25AY1MjxqXsIvVU31ntVkQ0IiREYG2ww9ZgS95evUT6pFyZ39FIIASzzZpeGcxkNKG5\nvQUPrXgYzW2Ls/oks2/rm+rR/D8tiFVFEUOy9nrgzr2cXPxEmbn5mD8KMSLmzeWWI5XOal3aBpfL\nBZPRVPI1ooIIk9EEl8uF1qVtMBlN4EyGdH+kJqUsX/ovOIxOBP3B9O86FzkBXgOG0yDKRcHbeGh4\nBu7FjRgJhB7chcGmg4QIIhoRVru14E4ylSNPaJL/ynjwd8WZDMncuNkFh9EJzmTIqs1dSFQZbCVJ\nwo4dO/D000/jt99+w4svvohXXnkFY2NjWdtdv34d77zzDg4cOIC+vj44nU689dZbM9KGzKCWLzjU\nNrvBOQ1gHTw4pwG1ze6c3+F5Q8ELKqUUutCWuXNIBZWp/pFzpmRVQMOSJmiqGJisZsQ1CVSbdRgM\nDkBny78eQ6kdUaofwtEROJqdePjfK1DnrkOtu25SO4NSMvtbZ9NBz+uLHjmnLmr+fvEKfDe8MOnM\nYCQGI8EQ6pz1WNLUhvC9EAK3AyV3kJkXxMw2azpITXXJzXIunGZelE1dlMrcPrM/YpBQ73bnHRup\nMdTc3oJ/dT4Ce21yoXbexENnS97mRmuqwtKHl+Phf6+Ao9mJcHSk4E4ylSNvaG5AY1MT4hk733wX\nFYtd3JzPVJlG6OvrA8Mw2LZtGwCgp6cHX3zxBS5cuIAnn3wyvd2pU6fQ3d2NlStXAgB27tyJrq4u\neL1eOJ3OabWh1HTZVMCYeOSZc6ubKa57W8404emuq5s61dMkNIAGsOptkCQRDs6RvltCvqBYajqw\nUuug5jutLzZFObUD0yN52hz0B5P1wxkXbxhowcgoOT07s+9n4l5c5UyxztwBp1Ilce143vGn41lI\nggStVlt0bGS9b4Hb3JT6Lsu9cJh6zrloen+bc5Uqg63H40Fra2vWYy0tLejv7896rL+/H52dD1bn\nt9lssFgs8Hg8JYNtoTsYlKucgDKdle7LCaRTff2JKYqGlsZJ9YMaF5Uup02pHZjACVlVFKmr9DzH\nl51bLidIVar9qVRJFMnb5EQFEb5hX9Z4LndszMR3Wey98j23UO9ZpspgKwgCOI7LeoxlWYhi9mly\nJBIBy2b/MXAch0gkUvI9zFV6aBISamoXTb/BRdTWFl4kuaamcO7KbufhHfRCFEQ4nSY4FznzDtJi\nr1/I4N1B2FkeBnsNxoQxRfqhEor1Xz6JmBOJsQTa2htx6+YtMBoGzkYT2p1NCHgDEAURbSuT9xmL\nSbGi/Q5Mre+nI9V+A2/AmDAGdpwp+j1OdexNRbH3Urqf1EqVwZbjuJzAKooieD67yLxQAJ64XT7j\nMQbeW14w1aW3rYSaGhOGh8M5j+e7MMZotfD7hRl777u3vLByNkjiGGRZRtA/e/0wVYX6rxiZ0cMv\n+hD1+6GzGOC637ehkASmmofeqM/qe71RP6P9Xki5ayan2j/g90PHsxAlGWKVPOnvcSp9N5NmOtDP\nFaq8QLZkyRJ4PJ6sxzweD9ra2rIea21tzdrO7/cjFArlpCDyCYaCCI+GS151VlqpGWgzYTKz2OaT\nQpUnKenaap0Zvhte/H7xiiJjo9zvfGL79Zwet27ewt3/3k6WXumrK9pOMj2qDLZdXV2IRqM4evQo\nYrEYTpw4Aa/Xi3Xrsld337x5M86dO4eLFy9CkiQcOHAAGzZsgM1mK/DKD9y8+9902VSlgtpUFJsS\nOlNKVVrMtEJTm/M9f+/OvbJKryoh1fdBfxCczEIPTpGxMdXvPF/JVTlKfR+kMlQZbHU6HQ4dOoQz\nZ85g9erV+PLLL/Hxxx+D53ns2bMHe/bsAQA89NBD2Lt3L3bt2oWuri4MDQ3h/fffL+89tLpplU1V\nihJHnaWO8GZaqSO3zOeDt/1llV5NR6Fgk+r75Fi4v9aAAmNjKt95PB7H8O0BMNBCz+lR73anS65K\nBVPvoLfiZ08kl0aW5XJ3iPPKT//pg8PoTF/tB1941k8lTCZnq8art5Np5+3+m+mr6LIs3789d1PW\n8yadGQF/ADf/uQG9ToeHOh4GwzA526ZMJ++Ydav3jO9+4poO9W43pKhU8bExle98aGAIvhtecDIL\nQEZEI8LRnFyDodDnSxFCfiSE6oLfR6Ut1JytKi+QKaF1eTuC/uCUyrIqSY1lVflkHo2mbkRYqN2l\nyth0PIu7N+6Ak1mYdEaIkgifzweD0VD2UV6hYJXvuUI1zKm+T5UrhYURRcbGVL7zqCCi3l2PoD+I\nqCAiqomm21mqRpvlWXh94SnXZ5OpWbDBVlfGvapIYZO5N1upmk9HjQP3bt5BlayFpd4GiyzDFxiG\nwWUsK9AVC/yZz4XDYfw5dB1RMZq+x9jgwACimmhWkJ4LO7zUpAVHjQNCRICFtydXPIvHER4Nw3fL\nl17wXGfKDqbORU54faOqO9CY7xZssCXTM5nZa6WCV77lA4315rIDXrHAn/mcJEiIBqNY3NqCu3fu\n4v9+/1+4HLVYXN8CSZCKHp2rTaEdWGpdY2FcwK2/b0DSRsEZWHiu/g2z04LW5e3Qak2Kfs6JZxd2\nO6/K1FilUbAlUzKd2XEz/XrlThcdCQRhtltQVVWFxqZGjIlhNDY1QqPRQKvVlnXn5Onk1GcyH19o\nB5Za1zgaiaKpvhl//nMd2jEtTC4T4Af+uf4X3O7KV59kfs54PJ5eSFwQBHgHvVhUP/cm0UyXKqsR\niPrNdEXDdF6vWClb5nPVdl36jsKZ03QnUwUwnTpoJWuoUxUV49Fx1LpqMR4bh91qx1hgdMbfc6KJ\nn3P49kBWaZuoksofpdGRLZnziqUpii1W09ow+Yukk8lVz+Tvlit1hiAwEejkOFwNizAwNACLywJ/\n0A+DvfL3/pr4OWUN0mtPCBEBTidVIxAyr+ULypPNXU5npbWp/u5k0g8TKyrYEIt72rsIIwyzPZmz\nrbSJn3ORuxbQatI7tYW66teCrbOdzbnhwOzPT5/rZqv/Kp2zzbdN6rR8pmrCK913pT4n1dkSQkqa\nTllYOb+br4xNifTDTJoLpXOzgYItISqSL7CWk36YKzMPFzKqRiBERfKtk1DOwkFKVDqQ6aEjW0JU\npNCdDSZzF4e5kGpYiCjYEqIiU813Tvd+dKTyKI1AyDyg9BrFZPLoyJaQeYAqANSPjmwJIUQBFGwJ\nIUQBFGwJIUQBFGwJIUQBFGwJIUQBFGwJIUQBqg22hw8fxvr167Fq1Srs3LkTgiDk3W5kZARvvvkm\n1q5dizVr1uCNN95AKBRSuLWEEFKcKoPtjz/+iM8++wxHjhzBhQsXEAqF8OGHH+bddt++fRgbG8O5\nc+fwww8/IBwOY+/evQq3mBBCilNlsD158iR6enrQ0tICk8mE119/HSdPnkQ8Hs/ZNh6P49VXX4XR\naITJZMKzzz6LS5cuzUKrCSGksFmbQTY+Pp43NcAwDPr7+/H444+nH2tpaYEgCBgcHER9fX3W9vv3\n78/6+fz581i+fHllGk0IIVM0a8H2119/xUsvvZTzuNvthlarBcs+WEiD4zgAQCQSKfqan3/+Oc6e\nPYtjx46VfH81rBavhjbMZdR/U0d9p7xZC7Zr167FH3/8kfe5p556CpIkpX9OBVmDwZB3+3g8jn37\n9uHs2bM4fPgwWltbZ77BhBAyDapciKa1tRX9/f3pnz0eD8xmM1yu3IU2JEnCa6+9hoGBAXz77bdw\nu91KNpUQQsqiygtkW7ZswbFjx/DXX39hdHQUH330ETZv3gyGyW3unj174Pf78fXXX1OgJYSolmrv\nrnvkyBEcPnwYIyMj2LhxI95999107razsxOHDh1CY2MjNmzYAJ1Oh6qqBwfpNpsN58+fn62mE0JI\nDtUGW0IImU9UmUYghJD5hoItIYQogIJthVy9ehU9PT3o6OjA1q1bcfny5bzbnT59Gt3d3ejo6EBv\nby+8Xq/CLVWncvuvt7cXK1asQGdnZ/o/8sCVK1ewbt26gs/T+FOQTGacKIry+vXr5a+++kqORqPy\n8ePH5TVr1sijo6NZ2127dk1etWqVfPnyZTkSichvv/22/PLLL89Sq9Wj3P6TZVlet26dfOXKlVlo\npbolEgn5+PHj8qOPPiqvXr067zY0/pRFR7YV0NfXB4ZhsG3bNlRXV6OnpwdOpxMXLlzI2u7UqVPo\n7u7GypUrwbIsdu7ciZ9//nnBH12U238+nw9+vx9Lly6dpZaq18GDB3HkyBHs2LGj4DY0/pRFwbYC\nPB5Pziy2lpaWrIkaANDf34+2trb0zzabDRaLBR6PR5F2qlW5/Xf16lUYDAb09vZizZo1eP7552kR\novueeeYZnDx5Eo888kjBbWj8KYuCbQUIgpCuCU5hWRaiKGY9FolEstaAAJLrQJRaA2K+K7f/JElC\nR0cHdu3ahZ9++glbtmzB9u3bMTw8rGRzVcnlckGj0RTdhsafsijYVgDHcTmBQRRF8Dyf9VihADxx\nu4Wm3P7btGkTPvnkE7S3t0On02Hbtm2oq6vDL7/8omRz5ywaf8qiYFsBS5YsyTkV83g8WadsQHIN\niMzt/H4/QqHQgl9Ip9z+O3v2LL777rusxyRJgl6vr3gb5wMaf8qiYFsBXV1diEajOHr0KGKxGE6c\nOAGv15tTgrN582acO3cOFy9ehCRJOHDgADZs2ACbzTZLLVeHcvtPEAS89957+PvvvxGLxfDpp59C\nFEU89thjs9TyuYXGn8Jmuxxivrp27Zr83HPPyR0dHfLWrVvlS5cuybIsy7t375Z3796d3u7MmTPy\nE088IXd2dsrbt2+XvV7vbDVZVcrtv4MHD8obN26UV65cKb/wwgvy9evXZ6vJqtTX15dV+kXjb/bQ\n2giEEKIASiMQQogCKNgSQogCKNgSQogCKNgSQogCKNgSQogCKNgSQogCVHl3XUImWrZsGViWzbnp\n56ZNm7B///5ZahUh5aNgS+aM48eP03KKZM6iNAIhhCiAgi0hhCiApuuSOWHZsmUwGAw5OdsPPvgA\n3d3ds9QqQspHOVsyZ3zzzTeUsyVzFqURCCFEARRsCSFEAZSzJXNCoTpbl8uF77//fpZaRUj5KNgS\nQogCKI1ACCEKoGBLCCEKoGBLCCEKoGBLCCEKoGBLCCEKoGBLCCEKoGBLCCEKoGBLCCEK+H80AkfX\nSF769wAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dplot(ds, scatter_alex, figsize=(4,4), mew=1, ms=4, mec='black', color='purple');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can also plot the ALEX histogram with a scatterplot overlay using `hist2d_alex`:"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAW4AAAE0CAYAAAAMt9keAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsvXl8VPW9//+cLTOZZCbJBJIAAcIOFQXEq5fiCq7ILVVc\n6tbe1g0viA+t6LeKgoB66U+tu14V27rUDVp3rVpbWqsouICIhC0GwpJtksxk9uX8/nifM0syk40A\nQc/r8QjDnPnM53zOmXNen/d5fd6LQVEUBR06dOjQcdjAeKgHoEOHDh06ugeduHXo0KHjMINO3Dp0\n6NBxmEEnbh06dOg4zKATtw4dOnQcZtCJW4cOHToOM5j3t4N3332X559/nmeffbbDdg8//DBjx47l\n1FNP7fG+Vq5cyYoVK4jFYkyZMoWFCxdisVgIBAIsXLiQTZs2EY/HWbBgQWI///rXv/jd735HLBbD\naDRyww03cMIJJxAOh1m2bBnr1q0D4MQTT2TBggWYTKYOxzBmzBg++eQTXC5X2vZPP/2UK6+8kmHD\nhiW2+Xw+Ro4cyd13301RUVHWPmtra7nuuut48cUX2bVrF7/97W956KGHenSO/vznP7N48WJWrlzJ\n6NGjE9uvvvpqzjjjDMrKyli+fDkADQ0NxGIxSktLE222b9/O888/T2lpKQaDgVgsRnFxMYsWLUo7\ntkzIdq4BHn/8cV599VVisRg/+clPmDdvHgaDoV0fkyZN4o033uAPf/gDa9euBWD79u0MGjQIm80G\nwEsvvZT4fyZku07a4tprr2Xz5s3Y7XYAjjvuOG655RYAdu/ezUMPPcSXX36J2WwmGo1y5plnMm/e\nvIx9dYSZM2dy2223cdxxxwHwl7/8hRdffJFgMEgkEmHy5MksWLAAp9PJQw89RFNTE7fffnvW/l59\n9VV+//vfA7B3716sVmvierzttts45phjsn73Zz/7GYFAIPG+qqqKCy64gIULF/Lss8/y+OOP069f\nPwDy8vL405/+RDwe55577mH16tUYjUaGDh3KkiVL2t0DvYXbb7+dU089lRNPPJEZM2awatUqnnrq\nqU7PS3eR7Xg74oba2lpuueUW6uvrURSFK664glmzZgFQWVnJsmXL8Hq9GI1GlixZwvjx43ttvGlQ\n9hPvvPOOcumll3ba7tJLL1XeeeedHu+nsrJSOfHEE5XGxkYlFosp119/vfLEE08oiqIoy5cvVxYu\nXKgoiqLs3r1bmTp1qrJ3717F4/Eoxx57rLJlyxZFURTl22+/VSZPnqx4vV7l6aefVubOnavEYjEl\nEokoF1xwgfLGG290Oo7Ro0crjY2N7bavWbNGOfvss9O2RaNR5ZprrlHuueeeLh9npn66g1WrVinj\nx49XZs6cqQSDwcT2q666Slm1alVa2wcffFC54447Ot32zDPPKOecc06H++3oXP/jH/9QZs2apfh8\nPiUYDCqXXHKJ8tZbb2XsZ+LEicquXbvStp1yyinKhg0bOj5wFR1dJ20xdepUZd++fe2279u3T5k6\ndary0ksvKfF4XFEURWltbVXmzZunLF26tEvjSMXZZ5+trFmzRlEURXnssceUiy66SKmvr1cURVHC\n4bCyePFi5aKLLlIUJfP57wg333yz8tRTT3V7TIqiKB988IFy1llnKR6PR1EURbn++uuV119/vV27\nl19+Wfn5z3+uhEIhRVHkfluwYEGP9tkVzJw5U2ltbVVqamp6fF66gmzH2xE33Hzzzcr999+vKIpc\nJxMnTlTq6uoUv9+vTJ06VfnHP/6hKIqivP/++8oZZ5zRq+NNRY8s7gceeIA33niDwsJChg4dmthe\nVVXFkiVL8Pv91NXVMXbsWO6//35WrlzJxo0b+e1vf4vJZGLkyJEZ21mt1qz7/Nvf/sa0adMSs/yF\nF17IsmXLuPLKK/nggw+45557ABg4cCDHH38877zzDrNmzWLRokWMGjUKgJEjR6IoCk1NTfzyl7/k\n0ksvxWg04na78Xg8FBQUADBt2jQeeOABjjzyyIzvu4rW1lbcbjdHH300AJdddhkjRoxg48aNNDU1\nMWvWLObPn09NTQ3/9V//xbp161i4cCG1tbVcfvnlrFixgr///e/cf//9xONx7HY7d9xxB2PHju1w\nv1OmTCESibB8+fJesVCmTJnCfffd12GbSCSS9Vy///77zJw5M2HZnnvuubz++uvMmDGDdevWsXTp\nUgwGA0ceeSTxeHy/xtrRdZKKXbt24fP5WLRoEbt372b8+PHcfPPNFBYW8sQTT3D66adzwQUXJNrn\n5eVx22238de//hWQJ5v3338fo9FIdXU1FouF5cuXM3r0aLZt28Ytt9xCIBBg+PDh+P1+APx+P//3\nf//HX/7yl4SVZ7FYuOmmm3j//fcJh8P7dewa5s+fT3V1ddq28vJyHnnkkcT75uZmFi1axGOPPYbD\n4QDgyy+/xOfzsWLFCoqLi7npppsYM2YMI0eO5KabbiInJweA8ePH86c//QmQa/qSSy7hzDPPbPf+\nwQcf5P3338disVBUVMTdd99NSUlJ1nHfeuutfP7559TV1XHxxRfjdrsxGAz87ne/w2w2s337di65\n5BJaWloYN24cixYtIj8/P+v9mpuby69//et2+/n5z3/O7Nmzsx5vR9wQi8Xwer0oikIgEMBsNmM0\nGvn3v//N4MGDOemkkwCYPn065eXlPfr9uoJuE/cHH3zAe++9x6uvvorNZmPu3LmJz15++WV++tOf\nMmvWLCKRCOeeey7/+Mc/uOSSS3j33Xe55JJLOO2001i+fHnGdmeccUbW/e7duzftRJSVlVFbW5v4\nbMCAAYnPSktL2bdvHy6XixkzZiS2P/jgg1RUVDB48GBAbpp77rmH559/nvHjx3f4iNkV7Ny5k1mz\nZhGLxWhsbKSsrIyzzjqLX/ziF4k2e/bs4YUXXiAQCHDBBRdw5JFHJsjOZDKxbNkyli5dyooVK2ho\naGDBggU8++yzjBs3jvfee4977rmHp556qsNxGAwGli9fzqxZszjhhBM45ZRTenxM0WiUlStXJh7z\ns6Gjc713716mTJmS+Ez77cLhMNdddx333HMPU6ZM4c033+Tll1/u8Vih4+skFW63mx//+McsWrSI\n4uJi7rrrLm655RYeffRR1q1bx3XXXdfuOyUlJVx22WWJ92vXruXNN9+krKws8ZstX76cG2+8kUsu\nuYTzzz+fzz//nEsuuQSAHTt2YLPZqKioSOs3NzeXn/zkJ/t13Kl48MEHO23z5JNPctJJJyXIzu/3\nM3z4cK6++mqOPvpo3n77ba688kreeecdJk2alPheS0sLjz76KD/72c867H/v3r388Y9/5JNPPiEn\nJ4enn36aDRs2dCiV3nnnnaxevZq//e1vLFmyhLvvvptjjjmG0047jYceeoidO3eyatUqioqKWLBg\nAY899hgLFizI2t/IkSN57bXXMn7W0fHm5eVl5YZf//rXXHzxxbz77rs0NTVx8803U1xcTFVVFf37\n9+eWW25h8+bNOJ3ODse2v+j24uQnn3zCaaedRn5+PmazmdmzZyc+W7BgAS6XiyeffJLFixdTV1eX\nsDZS0dV2qVAyROYbjcZOPwMhn2XLlvHuu++2045vvPFGPvvsMwYNGsTixYs7HENnGDJkCK+99hpv\nvvkmN954I/X19UyfPj1NE73wwguxWCw4nU7OPPNMPvroo6z9ffHFF4waNYpx48YBcPrpp3dK2hpK\nSkq48847E3pcd/D2228za9YsZs2axU9+8hMaGxtZunRpl76b6Vxn+322bNmC2WxOkPrMmTPJy8vr\n1ljborNrQcOECRN45JFHKCkpwWQyMW/ePFavXk04HEZRlDT9/amnnkqcj6lTp9Lc3AzAEUccQVlZ\nGQA/+tGPaGlpoampicrKSn76058CMHny5MTEbDQa9/uJoiuYP39+YrzaX6qBFQqFePnll5kzZ05i\nm91uZ8WKFYmnwxkzZlBQUMDXX3+daLNz504uvfRSjj766MRk1Bba+S8tLWXs2LGcc845LF++nHHj\nxnVpfauysjJxvW/atCnxf4DTTjsNl8uFwWBg9uzZfPzxxx32tW3btnbnYdasWaxatapLx5uJG268\n8UauuOIKPvroI9566y2efPJJNmzYQDQaZfXq1Vx44YX8+c9/5tJLL+Wqq67qtaeotui2xW0wGNJu\njtTFvBtuuIFYLMZZZ53FySefzN69ezPeSF1tl4oBAwZQV1eXeF9bW5u4aQYMGEB9fT39+/cHSMgv\nIBbC/PnzURSFl156KbFI+Pnnn+NyuRg2bBgWi4VzzjmHZcuWJfpPHU9PTv7s2bNZv349N9xwA6tW\nrcJsllOtvWr7yEQqGkwmUxqBKIpCZWVlp1KJhmnTpnHmmWdy8803p+23M8yYMaNHEku2c639Phq0\n367ttQR0a5yZ0NF1kop169bR0tLC9OnTARJkbTKZmDRpEp999lniSeWKK67giiuuAGRxWiPf1AVS\n7Vi03yv1uLRjGjlyJNFolOrq6jSJMRQKMW/evLTrb3/QmcX9z3/+k7FjxyaePEEWYz/88MO0JwpF\nURJjX7NmDddffz1XXHEFl19+eVp/wWCw3f+NRiPPPfccX3/9NZ988gl33XUXxx13HAsXLsw6rltv\nvZW//vWvFBcX88ILL1BVVcXcuXM5+eSTMZvNaVyTOjbtvQbtfu3I4u7oeLNxg9vt5vPPP+cPf/gD\nABUVFUydOpW1a9dSUlLC8OHDmTBhAgCnnnoqCxcuZNeuXYwYMSLrMfcU3ba4TzjhBN599108Hg/x\neDztxHz00UfMnTuXGTNmYDAYWL9+PbFYDBASikajnbbLhmnTpvHhhx/S2NiYIAZtBp8+fTovvfQS\nAPv27eNf//oXp5xyCuFwmF/96leUl5fz9NNPp3l2rFmzhrvvvptoNEo8HueNN95IyAEul4uNGzcC\n8NVXX3XbYtXw61//mrq6Op577rnEttdff514PE5LSwvvvPMO06ZNS/uOyWQiEokAYhVu376drVu3\nAqLfdvfx6//9v/9HXV0dn3zySY+Ooavo6FxPnz6d119/Hb/fTzgc5s9//jOnnnoqo0ePRlEUVq9e\nDcjxtbS07Nc4OrpOUuHz+Vi2bFnCel6xYgVnnHEGJpOJa665hnfeeSfhBQOibb799ttAZgteQ2Fh\nIUcccQSvvPIKAN988w1btmwBICcnhyuvvJJbbrmFhoaGxHm76667CAQCCe+eA43PPvssTboCkWvu\nv/9+NmzYAMDq1asJBAIcddRRfPHFF8ybN4/ly5e3I22QiQBk3WD79u0AbN68mZkzZzJixAiuvvpq\n/vu//5vKysoOx3XnnXdSWFjIm2++yfLly5k6dSqvvfYa119/PQAffvghLS0txGIxXnrpJU488USg\nZ/drR8ebjRuKioooKytLrHO43W7Wrl3LhAkTOPHEE9m9e3diHGvXrsVgMBwwnbvb5s1JJ51EZWUl\ns2fPxul0MnbsWJqamgC4/vrrmTt3LgUFBeTm5vIf//Ef7Ny5E4BTTjmF5cuXE4lEOmyXDWPHjmXu\n3Ln84he/IBKJMGHChMSC07XXXsvixYs5++yzicViLFiwgCFDhvD666+zceNGwuFwmqTz29/+liuv\nvJK77rqLWbNmYTQaOfrooxMLGTfeeCOLFy/mpZde4ogjjuCII45IG4tmpWm47777EgtvqSgoKODG\nG2/k7rvvZubMmYBYJOeddx4+n4+LL76YKVOmUFNTk/jOqFGjMJlMnHfeebzyyivcc8893HzzzcRi\nMfLz8/nd737Xpd9Jg9Vq5d577+X888/v1ve6i3fffTfruZ42bRpbtmzh/PPPJxKJMH36dH76059i\nMBh45JFHWLx4Mffddx/jxo2juLh4v8bR0XXyt7/9jRdffDGh71522WVcdNFFxONxxowZk5CDysrK\neOmll3j44YdZsWIFJpOJQCDAEUccwcsvv0xhYWGHY7jvvvv4zW9+w4svvsiQIUMYPnx44rM5c+aQ\nm5ubIMBQKMSxxx7Lo48+2q6fF154gY0bN3LnnXfu1zlpi+rq6nZuai6Xi/vvv5/bb7+dSCRCfn4+\njzzyCDk5OTz00EMoisK9997LvffeC6QvdtbX13PWWWdhtVoTTxJjx47lrLPOYvbs2djtdmw2W8La\nfuCBBwDarSN89913DB48GIvFwrp16zj22GPTPtcmAY/Hw+TJk7nqqquAzu/XTOjoeLNxg8Fg4LHH\nHmPp0qU8+uijGI1Grr766oT+/cgjj3DHHXcQCAQS560jh4v9gUHpTKPQ0WtouwKvQ0dHaG1tZeHC\nhdx///2HeihZ0ZNr+rvvvuO5557rUDbR0TH2OwCnN3HxxRfj8/kyfvb888+Tn59/kEfU99Da2pp1\nYUgLIDhQuOuuu/j0008zfvab3/yG//zP/zxg+07FD+U62bx5M9dee+2hHkavo6qqqp17po7uoc9Y\n3Bs2bOB//ud/snpZvPzyyzz11FM0NDQwbNgwfvOb3+y3+54OHTp0HI445LlKFEVh5cqV/OpXv0os\nyrXFmjVruO+++3jggQdYt24dl156KXPmzElo6zp06NDxQ8IhJ+7HH3+cZ555Js2ntC327dvH5Zdf\nzrhx4zAajZxzzjmYTCa2bdt2EEeqQ4cOHX0Dh1zjnj17NnPmzOGzzz7L2kYLZtDw+eef4/P5Doh/\npA4dOnT0dRxy4u4od0EmbNu2jfnz5zN//vwuZSerrKxMCxDQoUPH4QstwOWHjkNO3N3BRx99xPXX\nX88vf/nLhA9nZxgzZswBHlXXsX79+sPmwjucxgr6eA8kDqex/lBw2BD3qlWruPPOO1myZEkimEWH\nDh06Dgyi3Wx/cKn0sCDuTz75hDvuuIOnn35adwHUoUPHQYBO3D2CluRoyZIlPPnkk0QikXZO+w88\n8EAiX4EOHTp09B66S9wHF32GuI877ri0qLwlS5Yk/v/0008fiiHp0KHjB4vuOjQc3GjdPkPcOnTo\n0NF3oFvcOnTo0HGYQSduHTp06DjMoBO3Dh06dBxm6Liwy6GGTtw6dOjQ0Q66xa1Dhw4dhxl04tah\nQ4eOwww6cevQoUPHYQaduHXo0KHjMINO3Dp06NBxmEEnbh06dOg4zKATtw4dOnQcZtCJW4cOHToO\nM+jErUOHDh2HGXTi1qFDh47DDDpx69ChQ8dhBp24dejQoeMwQ98mbuOhHoAOHTp09D1Eu/nXMVas\nWMH48eOZNGlS4m/dunW0tLQwd+5cJk+ezMknn8wrr7zSpdHpFrcOHTp0tEPvWtybNm3i+uuv5/LL\nL0/bPn/+fOx2Ox9//DGVlZVceeWVjBo1iokTJ3bYn25x69ChQ0c7xLr51zG+/fZbxo0bl7bN5/Px\nwQcfMH/+fKxWK0cddRQzZ87k1Vdf7bQ/nbgB/DXg/kJedejQoYNgN/+yIxAIUFVVxTPPPMPUqVM5\n66yzWLlyJdXV1ZjNZgYPHpxoO2zYMHbs2NHp6HSpBCBYBygQrAd7+cHZp79G9msryb7PrrQ5FOir\n49Kho9fQe1JJQ0MDkydP5qKLLuLBBx9kw4YNzJkzh1/+8pfYbLa0tjabjWCw8wrzOnGDEFCwHmz9\nu/c9fw00fy3/LzwyM4lpJKfEKGz6K3zxLFgKIB6HeCuYHDDoLAg1JPsB+U6wNjm21L6zEWfqdq2P\nA0GuPZno+jLZ9+Wx6ThE6D3iHjx4MM8991zi/THHHMOsWbNYt24doVAorW0wGMRut3fap07cIDdr\n2xs2GylrN3lgD7i/AuLgGCEkFtgLDWuElAtGy/eavwbPVgjUkN+6EQINkDcYYkHpK+aHhk+hcCxg\ngn1/E8KO+AADOIaB2QG73wSzU/qFJKFDknT2/R1aNki74mMyk353kYnUejLRHYqnmq6iL49NxyFC\n7xH3N998w7///W+uuuqqxLZQKMSAAQOIRCLs2bOHgQMHAlBVVcXIkSM77VMn7mwI1kHIDQbSb2jt\nJq/9p7xGfWApBM8bENwL5nyI+cC/E2reBJMVYiFQouSE94I5CK3bwFIEoXqI+oXEfTsgb5jsz78b\nws1C8JY88H8J8RAoCphsYrG7JkDYI+NxjIJ+x4LvO/B+B8Qh4oWio6D05MyTUFetzEyklmmi6ww9\nfao5GOjLY9NxiNB7xG2323n44YcZMmQIp59+Op9++ilvvfUWzz33HF6vl3vvvZdly5axdetW3nzz\nTZ544olO++wzi5MbNmzg+OOPz/r5m2++yfTp05k4cSJXX301DQ0NB3ZAthKwFkNOcfoNrcSgpRIs\ndsgpBOcY8HwLdf+Als3Q+p2Qpudbscr3vieWuMFI0DYMiEHYL5/l9ANzHigIeYfqIdwi7UMN0LIl\nhdzDQuj+nfLX/I3avglat4N3G1icYqFHA2CIC/nby5OTUMgtBOWvgdrVENyXtNo7Og8Y089BTxZz\n7eXgmtQ3Ldq+PDYdhwi958c9bNgw7r//fh555BGOPvpoFi9ezN13380RRxzB0qVLiUajnHTSScyf\nP58FCxYwYcKETkd3yC1uRVFYtWoV//u//4vJZMrYZvPmzSxatIinn36aMWPGsHTpUn7zm9/w5JNP\nHriBZbMqQw2qHm0C12RAEZL27RKrOBaCgWdAsAFaNkE8Co3rwNYfc7QQMEKsGeI2yC0UazmgWrVR\nH5hC8hqPgOIF326w9gfnaJkYom4hZns5+KplTEYbKFHw7xEr22yHQL1MMo1rof4TaeccLQSsau64\nv4IBnViZmc6DLi3o+N6jd/24p02bxrRp09ptLyws5IEHHuh2f4ecuB9//HHeeecd5syZk5WI33jj\nDaZPn56YiW688UamTJlCQ0MD/fr169mOu7LAl01SiHjktXGtvJrsYMwBS64Qbss3YM4Va9q7FWIx\niLRgNRSALU+INuYTyzywFwxm0boBUEQjJyLkGm4Qy99bCVEPmPIhrwTCjWKJ2/pDjgPq/gkt38Lu\nNyCvAvIrIMclpB3xyNPBwDNlF4G9MtHkDZZ9dxddlRb0RT8dhy36dsj7ISfu2bNnM2fOHD777LOs\nbXbs2MGkSZMS74uKiigoKKCqqqrnxJ3Namy7PfW9BotTSCnikTYGs2jO7vWQY4Hccmj+Cnw7hXwJ\nQCyAhVYIOsWiJgJhNxhyAAMoYdmPIQcIqzuKQ9gr+1KiYr0bDPI9JSpWfd4Q6PdjIeJQg7RRojIx\nmPIBVdqxFcKOArD1k3Y5DtViN4hkkroA27iWwuYPoDEMxf/R/tx1VePWLXMdhy104u4QJSUlnbYJ\nBALt/B1zc3MJBAKdfreysjKjX6Ql0oA52kTUXERk1/qM29nxHrbgVsBA0DYSc7QSc7QBh+cjRJhW\nCPmKsIT2YI3UYIrmEDQNwlKzFmv4O8xRLwpGDIne40SiXpKRVnEURcFAJLlNCULiG0bi5BAPejDF\ng8QVBcVcCBEfppiXuMFANBDG6zGQE+tHfngLisEA/maC8VKCsQYMgDGehzHgIeT7lLgpD2uwClBQ\nMBC2tRIzFRKyegjkjgUQ0iZO9ca/0VyYgyVSiznqJmp2EbGUdnrOOzvHBwrr1x/4ffQmDqfx9pWx\ndkX/7R3oxL3fyOSUHggEuuTvOGbMmJ7v2P0FUExica7271D3DeS2grUfFB8LY+bB10uhoQkCfhy5\nQbDlQ6sNgnlgtok3SLiZsBInx2AEJY4QvwWMJlAMqmVuREhbAUxgyoO8QRBpBWs5GIyQPxSCjSKz\nxP1QPJX8/BJoqgPjKLG2cwdgKzoKjHYI7YFIDGzlkFOkHth48G4XLTw3H4onQeF4+ShYB/2OpHrb\nRoaOn87Q4gnp58F1sG6c7mH9+vUH8abefxxO4z2cxtp70Il7vzFixAiqqqoS791uNy0tLYwYMeLA\n7jhVyw3WAUaRGGL95P/5FdLO7BQJQgEGngr1a8FQDbYyKBgDlnyI+gnXbybHHIJQk7gJ5hSJz3a0\nFQzqAqMxR6QX5xgoGCsLk3Wq62HRRJFGIs1gHypETlwWLW39AYNo5dZiIeLW70QHNxohfxj0/zHU\nfgSB3eJW6BwHVld6wA4K5A6iuXCwkHbb86BDxw8COnHvN2bOnMmll17K7NmzOfLII7nvvvs48cQT\nKSoq6vzL+4NULTewV1zvbIPAPgQcw8XyrXpePh9wugTXWEvAXgbxsSrZlYJ9EAT2EcoJkG/1Cvka\nreCvBoNJAmyUECg2MCiQP0Lc0/w7xfMjHhF3waavRN8umigk6hgpAT+5AyDSAkUD1YEr0Fot2zQL\n31ctE0vUI54n4WboP1X0bU2HTiFoS2STWNrawqKuUR8+0BeFewE6cfcIt99+OwBLlixh3LhxLF26\nlFtvvZX6+nqOOeYY7r777oM7IINJXZTcBc4JYBsgckNI9aO2ngpDZ0tb9zrZFvGL9RysAwNYog1g\nswvhxyPiC26JiJUdj0G0WeSR/OFiKUe8EPWK+x8x8AfA4pB95BQKYQ8+R8g2uE9u1JZvoXmDTAZF\nE0XSca+VYB0D4nFiMEG/42RyaFwri5fOUWkEbY5+BBR3vLCoE0TfhL4o3AvQibtLOO644/j0008T\n75csWZL2+YwZM5gxY8bBHlYSthIhbUs+uL+E/BYh0ZbNQrRG9VTu+ouEqxuscnYDu8VSN+fJ50pU\n5JZwE2ACgwUKxsl750nQ8BmYrRJsEwsJ8ecUQTwIxlzACK07xc3Q9CoM/ql4hNj6Q/NGCbKxDRTJ\nJKdQJdUKsDQDBig7RcYRrBPiNZhEzmkTixU1u2gXeNMWOkH0TejSVi+g81SthxJ9hrj7POzlIod4\nt4n1iiJyx4j/lm2OkUkii/ok9D2igCVH3eYnZioC+0DRnFt3Qdwnsok5T1z0Gr8UH+9QE+SPBGuR\nEH80BLZisbytxVD3kVjpJqvs27tdwuBbq8Sqjvig7CSRQwxGkUwshaLDQzrhZrnJI5bSzhcidYLo\nm9ClrV6AbnF/f1D8H/K3+01o2iBasbYNYMcfoPFz8aEeMgt8NULi0Vaw9ifgDlM08FhpW/0S5AwS\nS93aX7RUTYoUAAAgAElEQVRsJSIkbrJDPADGQbLw6Rgg+7AWw973RdYIt4B9MOIDHoeWryFQK5p6\n0VEi5Vj7S4Irx3AINQvRNm9ExG6DLGD25CZPlUhckzr+XCcQHYcldOL+/iF3oOjLbVO9+GrE+mxp\nAN8eCcQpPV6sUk8lpvovJeIxsFtylXi3wtALRYc25kiwTU5R0lsltE+I379bZA8lKkSZN0S+Yy0W\nSz3YIFa1Ix8wyHZb/yRperZCjlMdr/ifi1TTQ3QmkegSio7DHn2buPtMkqnDBv4aceHTJILUhEuu\nieL9UTAWXEeJdhysR7Nwg7mjRLMO7FG9OYzi7eEYDvmD5bXwR5A3VKxpBcgthVgAiMOed9T+jELO\nni3Sd+F4CWfPHykLqCG3almT1LANZjWpVAN4d8hE0DbBVFeTR2VKPNWdz3Xo6PPovSRTBwK6xd1d\nJAoVGMWadH9BwrocNFM8Ofb9XXRqx2g1KZWbRFBNv+OErPOGyWe2EsgdBCUni6te2Av9pyQJ37NZ\nMhT690BOf8nd3e84sdatRULCGNTEV0YJw7elpAFQYtI2HoNIk3iq2IeIlNKWWNPC+zuY0zuTV3SN\nVcdhj75tcevEnQkpVWswmNoknKoloQ9D5gU6g1HVlRtFplAXB0M5g6U/U64kobL+CIomiASi5SUp\nHAcYpc+IVxY584bIPlu/g2gL7PsAiiZLEinHCBmDZxvYXKKJK6pcArI/p2r5R1rETdDWP7M2nXYs\njQfnnB6Ifejauo79hk7chx80y9O7NUl6IDmsrUUSEZlaVCDxHfXVWiSLhzmF4BwpC4/OEVhrNwBj\nxRuk5GRJGFVwhOzL2l8I0/kjIdXgPtGh/TWSFjZvmOTf1sLijUY1B3eBvO//n6rr4L7kEwEkybhw\nvPx15AWSZin3MnFr59SzNSkh9YWSajqS0Ce+FHRe9/FQQifuTNDIzjGKhFabSsiFR6W3TyUMJSYe\nHM5RsoAZrJec1wYzMeM2SbMaj4jVmVchfWtRmZaCJKkWHgkYJKe3OVeq2xRNAu8W8TzRMvvlDRFC\n1ixof006ObeVLTqqi3kgb1jtnDpTzumB2oeurfcM+sSXAt3iPvyQVaM1CGm3/axtThMtoCXVGlei\n5ET2gD8mckVOUbqcobnspSLUKKXLYkFwHQ0lJ0jfthKo+1h8tsPN0LIxPTVrd2+6g3HDHgzdW9fW\n9w/6xJcCnbi/H2griWSyYhMarjl58Wuk2LAGS2QvhO2S7S/ile22MjVUfTNYC5Pk2fy1uA5aCqFM\n9eEO7pPFyahfvE8KJ8g271Zp790ukZQpebXxbJHKN7kDslvV+g2rA/SJLw06cX9/kM0y9ddIqLui\nCEkWjk8SvBb0Em4mbswTwrUUSIY/DEl/69ITpV1wX9IdL6dYFiBR1Eo2zVJdJ79CCidEvFItx18D\noVpZyEwdm+Yu6N0mVn1qQYhUEtdvWB062kAn7u8PslmmiVB3b/r7YL1oz81fQ04BMZNfXPlCDdKH\n5pmiZeGzlcj3mjdKm3CzWNwht5B209di0Ud84j0SbpEFzvyh4gfeVjt2jk6G42tugY5RyfE1b+zY\n00NfrNLxg4VO3N8fZLNMbSXisw0pBQnaELy1mHCOOUmQwXohdM9W8TxBLabg2YokuDFKrux4XI1y\nNIiGbVSLFCtRqP2njKffcaKHh9Q+tbGmhuO7vxAPmcRiqxYY1IGnh75YpeMHC524v//IROia37f7\nCwlPt5URtKUkdUIRS9pgSHqqaAubtR9BcLfk/i4YLfJKQuJQv2swQcWFJIjYs0UI3mBMEm2qxZz6\ntKCNV/NAyebpkfod3frW8YOCTtw/XATrRLMONUPpiUQsxnTSbN6YrFaTWOCsFx9t+yCRRJRYMl92\n7gDR0sNNauWasjauik2ii7ddGNUkm0yTS1tpZM87AFgiJrBPSH7u/kKOxbMZSk7sXfLWJwUdfQ56\nWtcfFvw1SbnC2k9IW/MWSQ0jz2al28tFBtn5iiw2tn4nIfAYpV/fTrHSnaPTox+DdRJFmaqbt/Vw\nyTTWVMIM1qlPAWCOtrk0bCVq+H1hx9JJT0hYl2R09DnoFvfhhe4QT6a2Gvm1bhc5o2hCIi9I23Jg\niwwGLAid56ivJvVv6FFgy5ONTTUQ8EJROThKIRaHbV/+f7S4SdSH71chr1EFYga57MIKxE3Qvwzm\nvf5ZUu/WoD0RtGwWrxZbScIbJmpuk6vEXi6Wdmdugz0hYd0dUUefg07chxe6QzyZ2mrk17xelTu8\nMEgs47blwIJAGChyQVm5EHdjDfjcsKsG8h3gVx1V7E5oaoXGFmj1QotbiDqu9hE3gqsU9tVCSzPY\nHODxwsix0gbvtiRxp+YNSX0iSJFTIvXr09t2tfZkT0i4N90RddlFR69AJ+7DC90hnrZtNdIoHC/a\nteaKp6JtOTCrCwqc4HRCfinYcsVKbnCD3w31bvleWQUYC6RcZXUleFTS1lS4OBCOw969EFPA7Zaa\nwnFg7z4YNhyIR2V8miSCIjJKaSdWdFvXwc4I8RD5hFsitaoOX5v8XXTi1tFj6MR9eKE7xNO2baoF\nnuqKp6JtObBcp1weEUX+Yn5Jp11YAQGPWNUAjR4pguPxQaFaFMfnEYIGIfAWD9hVK9vhgjynbNux\nA6Jxkp4p9vLMHibZkOoFk/p00ccsW3PUDRQjeQD0XOA69hc6cf9w0Im1nrAKVbJze6DAAc0+iNcJ\nNRoR6cPogKBKzEE3BCvB6QBHgVxSOQ6IqZ/HERJ3q1b2wArpy+4A3ODxQBqZdRS+r4bJ5/oBJrR3\nHczksXIgiLubE0PiaSbVQ0eHjh5DJ+4fDjqxXhNWoUp2dW5odMOQCmjyQFwR/TrfIa+piSUjbpFQ\nXK7k53kuyHdCqwea3eB0wYhxUNQPAgGRSVwuqHXTPv92NuJVw+St4ZQqOKmaeGoof7BePGBSJqNe\nQzcnhi4VN9aho8vo28Stly7rTbQt/dXmfdTsEiJS85HEEOu62SPadpMX6tywo1peg8hfRH0NI7p3\nVbVY13nOpGUdBxxOcBWDQQGrFbwecDiyjC1beTHnaDCYpOiDhtRc2qlk6pqUzIHSvLHzsmddLY3W\n0fh0HFh05zf6PkOJde/vIEO3uHsTba3E5q/FNTBYB/ZysQptsUSbQpcsTHo8sL06vSuX+pnRCMTF\nqm5SpRBttm1WpZZWb/K9uxFycqGhQazxmNpX27FkfTpQtflAy/rkto5yaWfTwLtyflKRyXtFD/I5\n+NB96gXxbrY3HZBRZIVO3L2BtLJcHQS8QJrEMGos+H3iCaJ5kIBcM3Yn5BXA8KHwXbW0aXCnd9Xo\nFokEoNAlFvfmb2V7DBhcIXTqdLB/SCVR7VhTt9vLRRvXIjw7O/ZM5+dAE4ZOSF2D7lMv6K4R/UMj\n7k2bNnH77bezbds2hg4dyh133MHEiRPbtXvllVd4/PHHaW5uZtSoUSxcuJDx48cfghFngEYKoUb1\nEV9F4ZHtbwKNNGpXoxjEBRAvDK0QLxCNwJs8UDYAGhqlzc5dSSOgyAVDVL/v3TViiec5Ib8A+g2A\nSKWQfLMH8hzQ7IUrj5yB3QEFRWC3w6598O0O6TMG/EtRpHOVmC2RhuSYU63VbASoVZPvbpHh7kx6\nmcajB/n0LvQUv4K+HfF+aDXuUCjEnDlzOPfcc1m7di2XXXYZ11xzDT6fL63d5s2bueeee3jqqadY\nu3Yt06ZN47rrrjtEo86ARI3HFLkAkjqw6pWRG/g2STrWImy50OKH3Hwh0FyHWM5DK+S62V0LkTjs\nqxMi1gJu8p1gz4fcPCHmAnWRsrg/+HyyLY5MAjuq5TWGRMqXqbw1MGV+STMWVGI2R5vabRNf7trM\nBJhJk25cC1XPy2s2pPqUZ8qnkgpNf23+Ov08dwWpv4UOHZ0h3s2/g4xDStxr1qzBaDRy8cUXY7FY\nOO+88+jXrx+rV69Oa1ddXU08HicWi6EoCkajEZvNdohGnQEaKRQeSdYFtVRL1VYCtgF4A5CfL14i\nEUV8sAuc4onsdEhG15q9EG0z+xuNkGuXaEmvVySSFo9ETbpboMWbJHltIhhcLu89fgmZ31MH/Vww\nqgL6u1I6Vwk4ai5qt00q9pSArVS2py5iZSJGrZBDw6fZF227swipnUPdV1vHgUasm39dRENDA1Om\nTOHvf/87AC0tLcydO5fJkydz8skn88orr3Spn0MqlVRVVTFixIi0bcOGDWPHjh1p244//ngqKio4\n++yzMZlM5OXl8cwzzxzMoXYNHT1m2kqArWlBL81ecOaBtxW2VovlG0cWHFu8QpVOB/i8bXaTDz4/\n+FqTlrjDAbt2J10Gh1WI3GJXPU9iiLvh19+Kx0oMIW3U/aVDyXxcqb7cXdGMtUIOloL0tp1lLcwG\nrZoQSvI86tBxIBA5MN3eeuutNDcna8vedttt2O12Pv74YyorK7nyyisZNWpURrk4FYeUuP1+P7m5\nuWnbbDYbwWAwbVsoFGLkyJHcfvvtjB49mieffJJ58+bx1ltvdWp5V1ZWtuuvt2GJ1GKOuomaXeI5\nkg25Y1m/tRFoBOCSFX/FHG0iai7i/I6+1wYO70eYYh5ipgJOd0xtv5vAt2jhPFFzUWIfbccm424C\nJcqWNS8SNbtUX3MFW7SJLWvcamALacdniWzCFtwKGAjaRhLZtb5Nn6nn4keyrW6bjGHXeiyRhuSY\nUr7bFeQGmuXYdv6bQO7YtM/Wr+9eX4cah9N4+8pYJ0w4SL76B0DjfuGFF8jNzWXAgAEA+Hw+Pvjg\nA/76179itVo56qijmDlzJq+++mrfJu7c3Nx2pBoMBrHb7WnbHn74YcrKyjjyyCMBmDt3Li+//DIf\nf/wx06ZN63AfY8aM6d1BZ4L7CyTc2thhEMimde/xo+H9EotqJxsMiYyAmmalZQeEZLbAYhcUOcUv\nu0W1qAscIpO423ijxBB5JN8hfuHaYmfb3CapGFkBj32+TvZok9D4HZs+ZvToUdC8CXzV4BoChf3l\n+NKOt01gTxfPBdD1RcbUdhyfHq6vYv369Qfvpu4FHE7jPZzG2mvoZd26qqqK3//+97z88suce+65\ngEjAZrOZwYOTMRPDhg3jvffe67S/Q6pxDx8+nKqqqrRtVVVVjBw5Mm3bnj17CIfDifcGgwGTyYTJ\ndJB9cFLRA51Ws2a1RbUwSbJ1uYRAi13tJ/uh5TB2FBxzNAwfDoXOzKStwa0G6QCMUPtMRdsfvTk1\nJF7VqoM21Wc70izx9f7dyePTPDRSCxtr6OhctA3uSJVMOkJbWUZfZNRxoNGLGnc0GuWmm27i1ltv\npbCwMLHd7/e3UwwyKQ6ZcEiJe8qUKYTDYZ599lkikQgrV66koaGB448/Pq3dySefzMqVK/nmm2+I\nRqP8/ve/JxaLMXny5EM0cnpEJm2zAxa7oKKCRCCOgiwitiVbA5CbKz/WAFXtcDjaW+epMAEup2wf\nPw5O+jEcNxFGV8iipJHkn1sLiU8Zv4SQT4J+/wnWEhhwavJzLVEVCtT9M528OzoXbYm6LclrFXj2\nvJPe5w8tirIn0Yt6xGPvoheJ+9FHH2XcuHGcdNJJadtzc3MJhUJp2zIpDplwSKWSnJwcnnzySRYv\nXsx9993H0KFDeeyxx7Db7dx+++0ALFmyhAsvvBCPx8O1116Lx+Nh3LhxPPXUU+Tn5x+6wffAL7ht\nPo03vn5bohm18mWaFZtCVDcdMZjWVqj+DhQFAj4JaW9NWbDUyNulugU2eWSR0usRycRhFzfBEYPh\ny2bo5xDf79Tv/nexgUKnWN9Nbljy1VfMMhjaHYNm2Re64EdjwOuDhhbYUp28hrWniFhK+xhQ6oIi\nB7yyaZdsTE12FdgrXiihRrUOZ1OyRNqB8C3uy5GUPQkW0gOMehe9KJW8/fbb1NfX8/bbbwPQ2trK\nDTfcwBVXXEEkEmHPnj0MHDgQyKw4ZMIhD8AZO3YsL774YrvtS5YsSfzfYDBw1VVXcdVVVx3MoXWM\nzsiku8SQxXPDAMRjsGGDWMqaTOJxtw/WKlRdCV0O0cKb1YyBZhOUlkDNLtHGC5xQVAA7ayTKEkRD\nNwHFDukb0i16EPLV3nvcUFkp/QW8MEh9amj0JL1WUknciEwmDW4yp8L1bk3WzYTOS6TtL/oy0fUk\nWEgPMOpd9OLi5Lvvvpv2ftq0adx2222ccsopbN68mXvvvZdly5axdetW3nzzTZ544olO+zzkxP29\nRVeIQYusbJthL6V9PMW6LlTJtdABrSq5FrtgoOqj7WsVn++gl0RJNIBdO+A71cNyaIUQe1Ee+Bzg\nVfvxe0SmMQCtqkxjaTNcrT+XWgCiyQN7VEt7aIVIPSXqpKERdoTkImvGe0EjHIsTws3Q7zgpinyg\nSagvE11PnjD0iMfexUEKqlm6dCmLFi3ipJNOwm63s2DBgi4tBOvEfaDQFWLQbjb3F6RVmVFiEkJu\nK+G7aiE+C5KMqtAhFnRFhZCtwwnOfAnI8eXB9kohdYv6HY1ALepr0AMBpyq7eJPk7HWDuRwc+WAc\nJNtGDYcBZVC7TwoyaCh2yms/h5RZiwMRNbw+4IU8krUwLer/U+UTIP2JxDUJ3IoQdmJ6aONL3tvQ\niU5HRziAIe8ffvhh4v+FhYU88MAD3e5DJ+4Dhe4QQ9sMe96taqmxXUycCN5mIWmPW0j5yKOErP1O\nqK0RIu7XT6IwnXnw9RcikTjVxFPNnmTaV4xC3s0eIetUq9oMGBWx7HMD3zJ6BAR9Eh5fsyNJqSFP\nsh5mHuqE4JZyazGg3CWBP00e2OdOWtsRUqSXtk8kqRNdd2SMTLlVeoLe1rz7soauo3P08VwlOnH3\nBbTVtx2jYO97YMlnyGCoUWDwANihWtMmhGBNipCv3y2W+JARsq3QIYT8o8kQN0D9XgmnV4DSUqlN\n2S9FbilSCT7YCr4WKCgAUAj5wRAHdx1oTktGIOCWmpYg2wtcybB7txtK1HSyFlWKiSCuj2lySdsn\nknZl4LooY7TNrdJTwmw7Wfhr1JwoiKTVXfLdHw29J8egTxS9i0OQf6Q70Im7L6EteXm30dQEFUOh\nqREGDRIr22gULTrogxzEwyPPDtEw2GyQYxLJ2AzkWCHsBItBSNNdCxY1L4oNscpHjgV/K3haRLMO\nuQCMVH2bXATtp+rafjUIKDVoqKJcwvCLHVKpx26E4lLYWyuLlrlOqPdIJZ5CFyINaXJQtvMA6elj\nNbQlKHUCSORW6Slhtp1Imr+Gxs8hxwm2su6T4f5o6LpXyaGHbnHr6BFyB4DBhNsjuUrK+oPTDm6j\n+HQHfFAxXCSTfIcqc8SlCnyB6iVpBqIBsb6DHtG166uT1+Tw4TBmPARC8t26GmkrF4VCDklLu1j1\nCbc5IOqW/xeqRYldDlDiYt3bAXscPHshRxHrOwyUqtZ3iVP6xrNV0sBmKz6cjYjablf/EqHzPSXM\nTNJWTgFg6Bn57o+GrnuVHHroxP0DRtvH7e4gWAfBfZSVQEMd1NfJj1Vgh8ZaId2CYrF8DYjMEfZD\nsFkKMPg9EM4TmSTXCWZFNOliF5SWq9GapRAJQJ4V9tYJOdsQMjZHG5h4NLTUQUMNxDzQX/U6MbhE\nnil2gr0ACnKlXWsNDHDBgEFgzoWdO8DdLOlqA6qFH9SiNNtW0+lI805FRwTVm3JB4ZFiaR+KZFa6\nV8mhhy6V/IARrJMAG1AXH7sRqGorgZbN1NZDawuEvGLZ1tbIQmBBPpgMQqR7d4AhJsTsc0PQBXYH\nNNWK5h1uFanEjATo9C+V8mZGI0RisG+XWNwmJEDG7wFTrJUcoyx2Rh3QUA1Rp1jkLrV6PB4oGAAE\npJ0fsDrBqkDMBzkxqUQfBfqrFnvGwsXa8XakeWvoiKB6Uy7oqOhDTyeGtJwrOvo0dIv7e4yObmR/\njRQdUOJCRkqU3MB28Bd3PSCn9ETczeKX7XWnu/l5WyEvD5proXaHbHO4oLRCiLchpYblsKPAmi/u\neg27wWYHqw3CAdj1tUgoUa+QfdArc40v72j8eyWIEdV7xOgBqwPCXsnhbXdCuBacpWLtFzlAMUK+\nXV6jBRBxgckJ1gIoGQDGyg6OV5NMelo1vrtyQXeJeH8nhrSQf71Od5+GbnF/j9HRjawRgq1M9VP+\nInvbbLCXs6M6SdZaBKIJmQ8a9pJwd44hEocBIWC/O70rgyIWut8NvgYwFUM0KBZ5wCuLii2qdp2H\nhOfXfS37KhkOAyZD1A/134LBDYUVqkwTA2+lELrNBHllEKgDcx7EPWoUpwcKB4DHB/1Tq85nIs1M\n3h1tfNszauLq+eqRJ4nmP98Zge+vjpz2/cbs7RrXSvi/c7QUb9Zx8KFb3N9jdHQjpyb9T2QQ3Jr9\nps9CZBpZa8St+WG0eKB8kJBx0CUSiccjyaeC3vS2DTVQMkiIfcRR0p+3HkKt0KQWcLCQ9BTRvqdZ\n1WUjwJILVhfkxqUmsMEjSQNjXlmQzDGAOR8sRug3ESJhkWL2qETfWAn55TCoHEkilXqOMniJtNO+\nUxczAWpXS4g8hv1bBGzeKCQZrJPyaaUnZu9vf3XktO93QNxa5SDvNp24DxV04v4eI9uNnKiEriSJ\nyDUpmfg/kxSQxdIsdolLnlbaLoZ4aTS4xXe6sABGpywi7qlOErCWm9vuBAwiieTmJQp/EfaJD3ee\nE8Ie8c/OIfkQr4XY4xcN3GgAk0+q8gSqIa66BeZVSHsTYIyJnm5xgmEQNH8LIcSixwm2fJKJtdrW\n6cyUUEo7f6mLmWrNTsItUHhU+/Pe1jrv6PcL1smZdX8FromZn4gyTaoH0m9aqxzk6DzZkI4DBF0q\n+QGio9qIzV8LcWk+yglJJbOl6XBIsijN8u7nknStAY9Y3WUDxA0vJ09c9UAWIIMescJd5eJTbbOD\nt0FkEZNBoh9NiiSGMiKeH0ob4rYbIa8UInuhYQfkuUQSyTWBvQKiHmlnU0Pg/TVqxaehYHOJNe50\nyFkwOSFiBMVLMhuivVyVBSol6CgVqcSokXWqh0ewThJRtT3vwX3g/lJdAO2CNW4rkXYD+mevMp9J\nEmuborY3SVx1BcVW0v3JKBP04JzuQ7e4f4DQSFgjJxWWSK1YUiDkla32orawiYEmb7q2ne+UKcHu\nEOuayqRk0qIWG1YQEve65f+WXAj5oLEG3NUSdJPnkAXJOGqxYtVdz4KQN4AlDspe8RIBMKqLo3lj\nIe4TCx4D4JFkWLmA0Qm4IWaV6vWlY8ClQGsdhBXweUg/L6EG6SjURjpII8YUqzz1My0feMmJsl2J\nCWmb8tpb49nQFfkjkyTW0xD9riC1v+A+mehDbij5cdf3kUrWenBO96ET9w8QWcjAHHWDY4RKKuNl\nYyohaDdb8zdgMIK1mAZ3ena9JjXRVEAldLdbLHItsjGuaiSazl1XI+HxRoNqbSOSSNSd1LZ9KiHb\nEKs63ymTTNgjh2EGLC7RqnOdYG6FnGFg8EOkHuJN4mmS45SJwKwATaCo3itmA+SOgUhIrH5q/yla\nMoh2bTDIamuqhNTuCUT9/76/Syk1swNy+4vV3bxRalGGCmQC9O5ob4339u/Z3RD97li9aZPCPtlm\nLaJbxSRSyVoPzuk+DlCx4N6CTtwHEVGzS26ewqPSPSE0aDdbpAVyJIRbs7a111q3kLVmGYeBEhcM\nHSuatVERmUQzGLxu8ftOXYA0Ia6DDqcE1kTd8j7PCQWDpA9761pwyj7iHrHwo25xCTQoYPKD4gNr\nP6luZlDbWcsBP8T9MvfkFon3StAt/TpdgLUwaU0aQP0HWr6Vc5BJ69b+r+3MaBJLW+tHk6ZsZepr\nycGzMLtitXfH6s02KXQU+t8WqWStB+d0H7rGrSMdHaQr1W62fsel6a3aNWRKeY0jpJ2DaMy+VvGf\nDvllD3lqytW22UC0cmV5qrado7bLU4Nr7Go0piWymzDCkVaHWNOGcjB4IV4DynYwlYASkIvI7IC4\nF0z5omNHW4Tgo3Vg7A+2XNHifY2w6byz8dRCPB8MedDqEwPHkCcVdb7dIO+15FRaWliHC0aNA2su\nVO2A7TuuBSTJ1by3XmTekWfhdst7uwPu3bTr0GT9y9Qmm9XblYXPTPvJ5jaZ+h2drHsOXSrRoUGK\nBRd362ZLnfhjKa8ul4Sc+9VFygIn+Pzi4udQvUFGTZTkU5590LgjaW2bALMRyseLhOIvApMaOWkw\nSoqOuKJgVMDQCtYRIpUYDRCrBqNDSN/sQLxVBoLSChQAPjDYwVADyj4wq+RusEHUIOTrrQZbDHw1\nEFe19gBgcEheFgcQRAhby+cdA/o5oXE3xBTYV53Mo+J3QyB3LH63bPOrPunYyzv3nz8QQTiZ2nSV\ngLu6j9SJwF8DO/8ss6xjdPcmFB2Z0ceJWw/fOohoWyy4y1XOVaTWJnU4RYueeDQMKBeC93ikAk6r\nRxYBS4fI9wpLki6Cmk+4PV9kjBwbFAyWz2154mkSa4K4uRDFC7YRkDMITAVCrOb+YCoC63+Aabj8\n36yIjp1TIpkHTXXyFGBpBtaAxScLpLb+YDVAfn/xTHE4weQV7TwPyDdAPvJ/7a/UBcMrRA6KeqT/\nsBesCElrf5BcXLWkbEOJieO5Es18UlODcLpSbFerB6pVLdLapxbr7U5x40xtu/J9e3lyQTtYJ6Qd\n8WZvD92+3n7QiHfz7yBDt7i7i/2wWtoWC273+Jyh79SJv59LrE6vB9weKB8AigFKSoVw3QrU7xbi\nKnBA7U4psGAxSti7p0Zyh2iJqZSQEKy/GZwVomFHGsQXO5w7nrxxYB0mkkesGQxN8n/zGDAUgtEM\nih8MtWAYD8ZcxHQGyBeLXEEWKeMBwCbtTXVgj6dILG61chmQVy4Tkpbbe2C5BPY4nbBlg2jlYekq\nrboPCJk7VL91j+qqiMEkgTupNkqaq2GbIhZtrdxsT0VtLflsHkKdoSsLn9muuVRXQcdo2aYteqci\nzcfXs9oAACAASURBVKUwi8ujjnT0cYtbJ+7u4kAlMvLXtI8G9NcwukJIqNEtATGa+96uavimUnJh\nD1IzCGq5srXUrFYDmONqaTM1WZSme/troFXVlG154PeJr3frFrGA4/bxOO2gtIg0EVwnBGotQXSM\nZog3gPFL1ZrPVfOa2JENLjA5AIdIJfEiiDaLxRxTjVSTQ/TwPGS90joEgkHpp3AAWCqFjM0KGPNh\n3FFy/HtqVCmE9PvLhshHcdREWJBZW85EsqlFmrvye7ft90B6bmQLzde2G8ww8MyUwC8yL3obzJkT\nfOloD524v2fogpXcI2SKBlRvQocD6t1SQd2l6sBxhMw9bggNh4GlEGyVhbkip/yFVQ+QkFey9rnK\noaxcyNJfIzlG7A41e2BMXq3O5MJnYLt83xCAeDOEd0hKV2u5yCZGL5gKwTQC0TjMQBVivLYAxYBJ\nquiY9oHJlrwfLIUQK5PtBjfk2CHaAFY7uPqLHj54LLS2yrgwQGE+RBRJZhVUPWFynapvOELcUY/4\nsHu8Hfw2mUg2m5WbzUrN5PXS1d/fX0Nu4NvOE45pYwjskR+TmOoiqPmz16onRnMtVQOQPJvF46az\nhVEd2aF7lXzP0M5Vq5cscC2CL9VV0FZCTK1Wo8FgSL+mCl1QUiYVbOIxta6k1laBpt0igSgV0H8g\nFA0W2SIH8G4Qn+7C4fKkbbZD6DsJpgkDSrO49Zkc4PgvkVbYBfG9YMmX7cZxgAsh7u/kEDAjHXiR\nwXqBGuAoMOVC7mSI2SXdq6W/LIxG/WDuB0o+2Asg0CRd+fbIcfi8kD9IPFPiarBQgVONylSta5cW\n3m8EsxM1F7oCLZvTc5B0x33vQFipXblmUp/AIp6UPC2qvq59llqdx1YipJ1T2LWFUR3ZoVvc33Nk\nsmZ6YoVn0Tq3VCc9QYpUoipQa0oWOUUa8PmkwEJtjfBlsUOiJEPu5OJd2AMRJ8QCgF/kBwsScFNy\nAuT0A9RKOAF1ojA5xVvENhIMVtXVLw7GYqBRqsEbcpFZIIBoHkVAA2J1u9VtPqAU6E8iLNPkBKMf\nwgawDxRvmOA2sBwF8ZBEbbZslyo6Ia/01eAW75YB5VBSLpNVLCaLlZZILZNOAIuarnbrBiDYAL6d\nkDe44wyA3XHfS23f0zD0zhKOQfoTmEPN06JZ1rWrZd/a01nq+DXf9u5cj7q3SXvoFvf3HJkIt7tW\neBfTeDZ5YNI4KWEW9MPu3bKb5hao2yX5um2o0dEuWZDMAQIqide7IVwj0ovRq3pfOMWXO6dQcotE\nd8riJIDiEX3bv0H0Z3MuGENAI5hiYGxGDb1EzOd69f0AaUMEGUAIGKS2M6ptG0RuscYhYhf/cDyg\nNIChPyhNYGiWhUtILkDaneIRY7GLbr+7Uo7NHHWTaxPpJGIVaxxbP7AVC8GF6iWsvmUTFPwonaS6\n476X2t67FZwdlF/LBnu5JBzr6Dttn8C0dsHaJKGXnJBcKA3ukycL56j2tTw7ux71kPj20C3ujrFp\n0yZuv/12tm3bxtChQ7njjjuYOHFiu3br1q3jzjvv5LvvvqO8vJxbbrmFKVOmHIIRdwGdaYptb9YO\n0nim3oINbjU/CDC4XBYtvT7JU9K2bWk5DKwQqaOpJRnWHlfTXmjudAaPaN6RsEQ+GpvVRFAAbkk8\nFa4GZafo3yYjWGNC/IYKhJwLEDmkH3JFtaCWykF0bqe6LYxIJlGgjATpW/xg3C1GengPxFplXHlq\n8WHtHrKpUojBkOKLPgZqK8XVsrlGMhI27pbgU6z9JKTeOUpyoni3yrm3ukhLQNVdDVhrr1nCmmtg\nsFa2t3wDBeOh7JTEPk4wGBIumRbgt199xSyDgTEVqgujmhd9SLnMdQ1qpSMt3cGACnnasjnB2yJ5\naerccvptLhg6Brx+uPnV59Mnk64cn66Bt4dO3NkRCoWYM2cOc+bM4fzzz+e1117jmmuu4YMPPiAv\nLy/Rrra2lmuuuYZly5Zx+umn89Zbb3Httdfy0UcfYbPZOtjDoUQHEZJtLZxO0niaEAu6SA2yGVAM\nu3aLv7bJIDe3wyF6tearDRJFmQME1Rwldhf0KxfSjtWAyS0Lg75/ibdIrE4sX/s4MDS+gGU4RHeA\ndThYx4OhEUw1YKkGkwWoQy7wAELeWtJwB0LUIMQdQrxNapCdtyJXngnRxiNgMoN1lBR4MAUk8tLk\nBedwKCyT4zb3l+CegB/qt0N+KUR8cuwRSynV/4Z6lzxBRL2kuwIqManabrJJLpPUBFTd1YDbttdc\nAzGAb5foSf6daeRpQXzSNXdOEBUprE5QuSYYMRYceaoslgd7KyWYyITI3HYHNNeIm6QWnFTgEldK\ndy0EYiQnk+4snusaeHvoUkl2rFmzBqPRyMUXXwzAeeedxx//+EdWr17NjBkzEu1ee+01fvzjH3PG\nGWcAMHPmTIYNG4bR2Efjh7I8eloitXKTt/VUSE3jmQp/DWMrpCDB4DJx2Wtqgg93ineJ3ys/oMsB\n3jaxF3U1EG8RQtAq4xSWS+Uas1rmJlYrGfxMAFtUy28smEeB4t9I7vEQzQdTqXiWmAepFmAhomNb\n1b8wYkXHEY27ERionQvZFyGS0TE5CJEXq98tAMZJv3Gb6NRWEyhOCQAK+cA5GEJBsJeANSwLlnU7\nkho3atchlegcTtLPc8smOb8xv0yQ+0tUmXzBC8eL9V33L1kQSLFgTQhp9yuAEQPkWrAhk63ihooK\niLdKcJLdBj41MdfuSmkTckPJEKiYIJ5E+2rE192s+r/HY7C3mvZS28GUQb5PWrlucWdHVVUVI0aM\nSNs2bNgwduzYkbbtm2++obS0lLlz57Ju3ToqKiq49db/n723D7Ljrs89P9193l9nzrxppJE0erEl\njBEEbBwTJw6BkLsJJFvZsCHJ5i4kkE1gN1WkElJFEscxt1KV2oQqFgJsqFDZhWWpXDaXcHO54aU2\nMQuOwcZBtrEjy5Y80kia1zPn/b2794/n9zt9ZjSSJbCxJc2vampm+vTp092n++nv7/k+3+f7ByQS\nCV6S4xJTz2HJuwWTUU/u7bydOys4wN4ZJeJyGTh7Vm6AtXJkHFU33Pbo2fBAXks5vZafhaQr3MqU\nBIaZGfWijKXNm2qqgPSy4AVdYilw58HpiLqIOeBNAgcRggeI106aHclrG+SQx6tH5IRlQ8Q4SlQW\nzPsTwGHgaa0TK4K/BIkZGFxQ02EvUCDbC4xePG2oEh9qC9E95gG5EkwetRLCEUVI4WbobUC8uH2R\nClwd8Fyq4KazAvv/e4bzHuN4OG181HdPQXkFYoMNUkSUVVBT5By0oLomM672MszugbaRPM7uA9+B\n2QPQqEvrvrSsfEO1HuUBNo3QF0W01e/8hRjXE1f+Eo+4nTAMLzOnf2HHRz/6UZ544gk+8pGPDJe9\n733vY3p6mt/93d8dLnv729/O8ePH+fCHP8wdd9zB3/7t3/LhD3+YL33pSxSLxct+xokTJ+h0Oi/Y\nMVzNiPeXiQ02GMTGDYiHgGv+v/RywgE4MQaxcVVfbrvdMoNYafh6uv0kEBIbbJDonQFCfLdAN3V4\nuL1k+wS51sMMvDGauR+mkzpMtvkIhAO8oInnV/G9Ar6bx4+NkW5/V5/XXSR0E7hhl3b6Vnw3ixc0\n8PwavfgePL9CsvssgZMm2TuFHxtn4JWojv035OtfAxy8/jKhlycMfbqpm/CCltnHLDhxuom9xPwq\nENJJ3RQdV+txMu3H8N083eQ8OJ6xEtCDMTZYxxtsEO8v08j9MO3MJUB6m2HPGbhRt6Ir+C7tZ0f7\ncfF3aSszY4MNALxBGT82vvnY2k9q//063cRecGLEBmtDq4RYf5lU52n6sUlw4/henkFsatO+br0W\nth7TdtfK8zVGz8nzvW07XvnKVz73Ss/H+HPn6tb/3R8sjL6oEXc6nb4IVDudDplMZtOyRCLBj/3Y\nj3HXXXcB8Cu/8iv89V//NY888givf/3rL/sZR44ceX53+vsYx48f55bb3qR/WotRT8qxW7SsswLh\neBSRZ+b4ScfZ1AdytC+kjbgPz0cJrn5dkV3KhYQvznp2Ttyp04DeY2IuMkDmdZDeD14JCt/4FInv\ngFsC8vDk577ELf/up2AOqUTsB1vHp8Padbr/oA0WEB0SQyFkjAizAqAKM8v/p7bXAZaR7nvcrJtA\nCU4XOC/6o7cL2k3wKoow/QL4e6CekdqltqJOPkEIez/7f7P4S7+kBGpWFrc/9k+/JouBK5XDhYc2\nnfsrHuf/K3R9SWR2/7st29XM69f27mUqL2njZAHe/tfv48n/9Y9orUHtvOx1Y4jv7tV1Gsbn5MzY\nrkveaVvY9VBCMm4KjdbKkZvih9a/jTgo1xz7RDT7G5bqj7x+BeP48eM/OMB8qYwdquTS4+DBg3z6\n05/etOz06dO8+c1v3rTswIEDnDlzZtOyIAh4EScL3//Y6m9hvTK2FHxcDrRtIrJWgwN7jNFT0SSy\ncgIDUEKLPMTrW6xhl8A5DCzKbMpzGYJotv4g/DgC4w5SgQwYSvl4EoHuLAJq6zUbR0BuvxprSJ8G\n5pEk0EeUyoz5vLzZrm1+Hhev7jVUUdk5C4WXST8epKHbVhFRLFQlpedBbLBOsgD1RZXPZ2eIjKVs\nRaEtxLHLtisd367Y5koolO0CtJGkX6UslUgKMUngMGhBLqtT7JmEatLRqcsUYHxGBUudunhuO2YO\nQn4XrC1JAmr91ZOjvL5VuqSmNx/T1SpIrrTK83obL3Gq5EXN7t155530ej0+9alP0e/3+dznPsfa\n2towsrbj537u5/j617/OP//zPxMEAZ/61KfodrvccccdL9KeP09j1AXuEo5wo1asoyBeKsGhef2u\nlZWcbNQkFxx9nqXyUibUF5TgSpTU3NcrmW31wC2C22HoMUIccq2HJO87iAC2TESizyLALaAIepd5\nzZqk9Mx61kjbNa9bznuAgr4JhGK2e7E14J7RQ8QBwqfUMi2RMcF7G9qnob8MnXNqWuwGkgPGQyVg\n514LY/sRUNvz3K2MNHDYklMYPfejLn92PJeD4NgroHCLuPPt3k80O7Idh2qFn+DCSRVEzR+D4rgS\nqjHkReO6Ko5yHSjugkOvg10Hta3xXearMrns8RIcPCrV0fDh43ibj9HuF1xsgnWJfd507Deao6B/\nlT8/4PGiRtyJRIJPfOIT3HvvvXzwgx9k//79fOxjHyOTyXDPPfcAcN9993HLLbfwsY99jD//8z/n\nve99LwcOHODjH//4JsngtTiOZvduuqFth5qtv11gwiS36sY1b/+czKNaBfi3spZP5GH5nAA6KKnF\nmevBgR+RL3f3GVUkxoqQOay2lw7gboBTBaZRFO1CL77H9DlDUfAURpqC5Hy7UASdIZL2Yf62YmVb\nUTlgRKNo/s+iyD1ntucj4K4wBPl4KDfDODB4BkLTPrF5Sqt6JalktG2XRAEyE5CZlMzu0f/p3/P0\nV/89sRKUXqZ6nI01WLsg0UcPOLsozxfr/z07r93rh3BqQZYCe+b0/CnmDUXTgEce3fxd+si98RVH\npa3fqMCzC9H3aCcl9qcfn6G8ALe+CgrjkHBgpQZjM6r8TGRU9u8m1TgiDGH25VCtwMYSFKeV5PSQ\naqjbhHSGKNIOfdPHMzS03EiTalvQU3ksOoBLdQy6kirP63HsUCWXH0ePHuWzn/3sRcvvu+++Tf/f\nddddF0Xi18OwdMcohWHB2mq3qzWBtoe6prvA7Ix+2/J0OxW3IFEtq3glMw9jeyGVVPl46xFwZlED\nBFS9SBldCbegKLoH9fyPMvvo/x5F0j0Ewil0UZsglRimTY75HY4sM+wPPfOe5sjfdr0GQsyceX0d\nPTyKklzHm5AK9NG9JaBmngklNS3u2qbFhJKRt6G3KuVJfg/sehV0KsYsK5RCxfEF7D30cKuNFPm0\na+p4XzMqjYmClg2MRcD0jCpXz5cE+CBQ94CpgtQ/+QycOxuB9lRJr3VrYoz2z0G+/nV2H4TsGMQS\nMuIigPoFyM2Ko09PwPqCuOxUCaob2rfzp+DCqWhi47qQyUCrjYq5bH/K2lNsag03OiqPSdeeKF6s\n/R4do1WeN9J4iVMlLzpwX5fjCmVlW9uK7TI3eKMGG2XZuHrIDc9zBdbLyyrnXllWFH3u3Ga+q2gi\n80FN0WqjJk44FkC/LXBvnpAmOw70zqnE3ZtFgDkOtCHfeNDY7SH6pIAx60fR8gTR65buSKML3lDL\nQwlgE4W0MSLj+ZpZrwLsR5F7ESU92whJ1yB+EIKnwZkB54LpmFM2JlINyE3Lk9wZrNGtqby/XIfp\nu7S8NAcXapCfgtSYlnXb0An0rKkvmr6aZpebZT0Erc93yxTIdOtwvg5F02ptIi8Zph0+kHChkIUL\ny3oY2BnThPkei3lIO5DNgefXGJ+Bladl/jXoQmGP8hONZQXMrbp06qsjvP1oNbtNK7gBbFyA8Vmi\ncvjEmHHpWtT/2XkB86gUMlFk6C54owHzc42diPsGHFehZx2NsA/PwXgO6gWj03Zl17q8DMWcqiRz\nObiwKBBotTZvq2i4zoQrjXNjWUKHC4+pTN2rQ7oE8TkFvJ1nVJnIJIqgN1D0PQ5uUIN9CFjHiLhp\ny4OnEdimEQLaYasnO0RRdw9RJHak0ZVnEpF4Ztuj2m5frzsJiB/WCQoa0D8X2be6oVYLHEj5Dfqm\nbL4wZ4qM4rB+UlF2d1WRud+C2SM6v42W8TRBPi5bvxdQ8s96fxdL0GmCZ61yiQA/jgB07UJk4GW3\n06oZK9q6EdrsAc+v0msLoJsZw21PgjMBS48LtFMFzahaZfX8rF7QMdgq2JShzpqmqnJjGUjNjtgC\nr6mHXK8CLGxWy4y9Qs6CV9uE+EYZO13eb8CxtR+gvRG2jFGaxHalIRQguWj63GkKvF3XOPOF4rjH\nClAsws1H4PQJAVHGTNUn9muKPT4DzQsQy6qrTC4jRz7HUBhhFXorak1GDWgBZ4Fb0d4kELc9ThRJ\nJxHA5on4bduC3kHReECUpLQHmSKKsmNsrpz0zfJzZnkBRelxYA28IorGTbMGF9G1vTKE5kHke3nS\nY5DYpaYLvWWon1eBjlOSlLDnqIAn6IhXzpSg0xAYVkaAu2RA0XbhsfmnyUIkP5weg5cfheUlePaU\neVaZ6Lxej55HIPBvG0VJHyifg1bmlTQ3YKwoME9P6PurL8P4Qci29N2nQkX2nZpK+S01livofbk8\nrCxopqCdH1GQjL1cJlvL9yu67q5JuggGuKdEmVQe0/9blU43MqDvRNw34Bj1fhhtcbVFxLOVKqk2\nYO+0SthjjkA4k1VkHYTQqEal7bUaHD6sKHx2j4kga4r2ut+FsSyErm720IH0pHkgBAJr15HGO1ZX\nWXssI503k0APfNsROK/dVxYMAasFbasisVOGDKJNygjEHQT+1qM7RFG2BW7LjdvGC9PohrGVlgOz\n/qSRKo6B8zJwpyF+CvqBgNSp6W1jtyof5/gQNGWW5SKuv1zWZmMlfTWpaei0IZOGtbNRhFwowb6j\nUG/oAVcvR7nWnols23U4fFS7f9NBKOXEPTfqsLjIsGnxeEkRfaum78c+w1o1AJdeHVJz6sfZb6uM\nPTum5GSvIQfEnuHKO2Xti29Od9dw8W0j8SxaL/LW4mZzKRzY9wtSm3SW9MSDSIJq/7e2t5dqHHE9\nVUVeyXieOe4vfvGLfPjDH2ZpaYndu3fz3ve+lze+8Y1Uq1Xe//738+CDD5LP53nPe97DW9/61ufc\n3g5wv9AjNT0stIn3t0I1zBpeu1lThN1qwa5JcaXNKpw4oYRksy7wsaNchpUVFdaM5p4cB2oVcdq9\nupQZoSds9IHKaeifkha4cFTl5Z0HjJDjdobg249PixKxwOsSdfK1VIdrNmprt10iF0CLMLYAB/O+\ncUSjWGVJD0XiSfN6x6y/Yj57AjiPtN27wTUI6xqDqfRhGLSh3/4uiYwSmtWHoWVcEywg5w9CchdU\nlmDtUZh4FRT2weoZRe6TJdERiYK2OzVtkr8lUSU+imptZFtZgslpJUOLORifgEJa39szJ7TOoaMq\nIEqEirgT6HMKBRjExmmUVTDVCvQAbpyDlSdMEnpOtM74Pph7jQzDzj8p8E6bfW3XtO8pjBQQLrZN\nGI3Ah0VfRMDcWVEkvv4ttSUq3Ly5iMiOG81B8HmMuE+fPs373/9+PvnJT/LqV7+aBx54gN/4jd/g\na1/7Gvfeey+ZTIYHHniAEydO8K53vYubbrppW4fU0bED3C/0GJl+xgZPX0SdjDZHqNSgVlA03GpI\n2eAiMN56HQUouisasykfycICNF2vGV61Z9qWnTmuaXdvQXgZ22UScNOof2RBRS8kgD6kOqcEpC4C\n06R5zSpGHIQwIVrP8gn2NVs16RDx3jEiKsVHkbmNwjNme3kkE7Rc9x70MFjU604ckhvyDndnwHcN\npeQVcFsC0oQvzxIMuDXLUDokpUk8DdVTUmF01yCV0u7tmlNPzQFql5Zw9FMyOvg4sOcgTJrCl3On\nYPWUIvQDL4O4o1lLZVXvcRxFzfkMrJ+N5IA5o9WODTaIo+Ko+JxmRpmiiomcwJz2GswcM5SIoauW\nT4jGCdB7euZB4tdgfA+KqjtLOrG1fzNdmKuiStK7L05EZuZEn1SOQ78h4L7UdXwjRNp2PI/AfeDA\nAb7xjW+QzWYZDAasra2RzWZJJBJ89atf5Utf+hLJZJJjx47x5je/mc9//vM7wP2SGCZaGcTGN005\nXdQcYSovk6CKSYSNFtscntcmCvnNEbeHSp3L5Uh2VjFgXatrBmx51fExmDyImvbWhaW+A05KxSyx\ngjjgeBEpOhzoJ2YidcgoIFvBubXfsO3WM+Z/W3QTJwJoK9HwzXod87etsIyhcvfqyDaLSCpoieED\nZr0K8Cx4HfCq0H81xG6G1qCCu65zkSzqWLo1cPNS1zgtiKUg8GB63rRkS5lnqNm0FypCHtQ0Cchm\nREXMz4uGOnAIUhnlCtZPqVoxW1DF48I5FTsNasZSFkkILyyawid7CmqqkiQcsGte/w9q4JiGzums\n8hIemi01z4j/DhwdQyGv4yruMXx/SRw6ZfAK5lpb/jpsPCI/cseD8WOw8ahcKEcpke6adrS7Bpl9\nDBUmO+N5p0qy2Sxnz57lp37qpwiCgHvvvZczZ84Qi8XYu3fvcL0DBw7w5S9/+Tm3twPc3++4Cr/j\n/tnjShaZKWeAzPA3zI09bWiTmuFEQcC+f87UvpQE1Jah8MyyMRNZAuCIJy0YSWAClUcncuBmIJjT\nzZ+YhN6aaJNESQU5Qxle2WzI+mZbqsRSMh6KwHOI6igQUR1p9L4NBMItBMg2grZdcWzFS4aI+l9D\nyVAXUSqWK2+iSNx+bhZx8QmIxyCsgBN0SQbiwuMzEGTAPQWtc4q+3bpmHwPz8d0N5QuSBXHRzUUB\nasOs44RQXhRvnCrCzKzoDDcQ6KeAuTlJ+wJHjRuq50Rl2HveRsMpouLRvnk9036MPTdBewna5yDM\n61gdV7K+1jJ0F/TTKUFuDpIhpMYl5cSB5jlF9zlEnTgufP3VtzF2s8DeiSvZ2atBpwOtjT9g7Ajc\n8ecf0A7Hi5GOu3jrZoXJSHu2dPuZG6/k/QVITs7OznL8+HEefvhh3v3ud/Prv/7rF/UTSKVSV2SK\ntwPclxpXmkW/2qSNnXIar+16TYUcPqJNigWYmxW3vV4WsFvJWi5/sWzNqgsyeU3Xc0XYvx+WnoVe\nKO+LdgOcOQi7kJ6GRFZKCsd0Xe+X1USBNgLOXcilr4aAc4poGoD5O0Uk82uhKylJ5LudN687Zru2\nDN9G5nGiikqrq7OeJXnEr28gMypL17jms/KI+04CRtvsBXWSOXAySuQGQJgzwX5hRD5YF8Xg13Ve\ne8DEnHIMdaN9H6DZSroEM3v0+toiNJdgtaoo3NroxkIpU2oLOjw7AcmZZGGrFjVDsA/afUch2TnJ\n7BGoOHD+sahDUWFeD6JUGGFHtqAEbBhCeo9hqdJ6uPTrugYA8KG5AANP6pnQgXAF+hXRLs0ylG42\n30m/AdktUba1GR5Vl9ROap0bJSlpxwtQgBOLCW7vvPNO3vSmN/H444/T7XY3rbOdyd524zm9Sr7y\nla/wxS9+EYBKpcJ73vMefuInfoL/8B/+A4PB4DnefQ2PK/VouITHyJVsP0TR70RJviOBKxVJvSUg\n9tH1s2Yq9zbqm+0RAqAwBrcek9cFLuzZr+gqmRFlUqtBrQonH4bqijFoClWZVzutbTglA3R1hh1t\nkp1TEX9tPUrsB/cQgLZH/o8joF0HTiBZ4ToCXKtKSZjt5RAVkjPbtYqUKRRN20TnJALpaQTUVjNp\nVS3zDMvqB/EZnBn1xky4EGtCoiW+P1kTEKY8Oe7li9oNxyy3ntiFPMPmyknkHZLJmt1LQ21Rni8D\nQ0EFDZlETe6Cm47pe0yhSsmDR2H/zXDsLth7UMszyKkxl4XYoMpgFRKBDsf+ZE3EnfW2XxZbgkyg\n2UR8AfJlyNUkVSwV1WUnXQFvDfzTkE3rWIt5PTT8FkpCzv0MTN0Fe//bbQzPiK7rwmWqKq/n8Tx6\nldx///28/e1v37Ss3++zb98++v0+58+fHy4/ffo0hw8ffs7duyxwf+5zn+MP//APaZlKjw984AMs\nLS1xzz33cPr0aT760Y8+5wdcs+NKATkzd7FpD2xr3DPsgNNahNBnn2l8UzRRc9+HR07IJyNflMSr\nh6LupxYM1TuvhJjFy3QGVtfk7tcL5I9Rq8HTT0Wc+YUFlUhfOAFBANUFKD+tSCxzDDKvMQWNVdQY\nIQaD+ISoCltgY0PJAO2IBWSbpFxHwL2Kds56krQRqCeJCnZyCJEKqLgnRwTmNtiwFI2NricRzz0P\nHEIg3zfvL4Dr15XI7BpG5V8hVYFEHVJlSCxAOoDcARj7IZg4CvEyhAvgL2o2UyyKNrHgHdRMWJJs\nWQAAIABJREFU8c66mhoMTFRcKqmfZz4n2iSdkrqnmNdzZ6wAYVOA7nRgelqHZQU5TgOa2VfTX4Dw\nVHQa8giUExdUoTk9r4dB3iwr+JA8BfGnoBgIpKeA8TIUavqZzKtSM9VUYtRdFsXi1DUDaJ8Dpn4E\nxl+lJGblMV2P7fNw/h/NCiPX9cTtN2bJ+/MI3LfccguPP/44n//85wmCgPvvv5/777+fX/zFX+QN\nb3gDf/EXf0G73ebRRx/lH/7hH3jLW97ynLt3Wark05/+NB/5yEe4/fbbabfbfPnLX+av/uqvuPPO\nOzlw4AC/9mu/xm//9m8/90m4Fsf3m0XfhkIZdsDprILj8ewFrVKtq4S6URc9Ml4wAos8LI9wpoWC\nsfXIC8w9FJ0f2Csfi1xBkflTT2labG1FhlXmZakSxvKK3nJHRZv4yNTIX9QUnJPQSx6IjKIgqpq0\nPiOhWZYmSkRaOsPqtkcTlpYWsZ1xrMFH2rzWH/mMARFou+ghkEQPAdstvk/Ef8cg8Ez4XgIWgBR4\ncUiPwaAAsZpJDKbANzOSDOCXwJuToqa+IlokZeSZ3piUJZ2WpHoJszvFghQg4/u1D34bwoZmLBbw\nc3uAntqQ9VZgz7xJRC5C6mWA45LoiDOPlcCzevEaxOakmAlc0SOuC95B8+FzylXElpV4dYpExVNZ\nCGvGMj2UHa5fjuqjAuR7Muy+1C3rHHZWTVn8fnEvO+N5pUqmpqb4+Mc/zp/+6Z9y3333MT8/z1/+\n5V9y6NAhPvCBD/DHf/zH3H333WQyGX7v937virzPLwvcZ8+e5fbb1cPu0UcfxXEcXvOa1wCwf/9+\nyqMyh52xeWyjex3ESlHhQ3KSgQHtVcNlWyXJSk1AXqtvdkZdrSkZVa1HD3k/gJV1KGYENtmsJNCF\nkiKvXi1KkoH4VsqyrvAbQAaCZfCb4BQYZj47qcP6YAOM9LTu8IK24N0yr9my97xZf2tV5MbI35bj\nhsjO1Va5jCpYbCLSarttIjNjttczr9vy5LrZnxxwO7AMThLiixDLQ38B/BPg7RWVkEXcvzsPAwcG\naYh7aueWKEA8p/MSCyAoR0lGapCZlcWs34CGrdC0p6FsDL3O6IGYz2imE4Tah2SoSs/xmyFchPhu\n8M6DZx4W7st0/I49P3uJKCRbnDRvXjsLLKGHWloJysRA5zIxJn7frWn/62VzLYy2WQNdo+ElGlbf\nqH7cz3Ny8rbbbuPv/u7vLlo+NjbGhz70oave3mWB2/M8er0eiUSCb33rW7zyla8c9nksl8uk0+nL\nvf3GHltvjsyc2jmlbMjq8vhClLQaHX0EJLbZjFWQrGwBeMxrQQiNNqSy6oaezSspCaajSlnJspJJ\nclE2FYd5GKwA5xRlukWGtq7Z5rdFXdQxTv9EplJ9TKv4kZ0eM4dlo+SASLzcRHyAdQK0FIutC4+Z\nn1EXQvs5ttzQNnGwoF8g0oY7xoa2hvbZNfs9az5zn+iJRFu2AYN1cLLgzEvN4bfMN9KBwhFTuVjX\n8sJeqJ4VbZU0Sc5+GRonYOJlkMxC39PrCfPgC4JIfui2RZukM9BdNBOOJfD8BslxiE1DrCdKhSRq\nsmz5/w6RL8y0OZaM+W2TxbvMOdttzukqkkx2JQ/MntZ30i9HDJe9Hof2rp0VSQW3NhqGG69i0o6X\neMn7ZTnu2267jU9+8pMsLi7yhS98gZ/8yZ8cvvbxj398GI3vjEuM7RKcI9z5qMzZUsd9DEeKKJH+\nyGu9kXXt79OLsHgezl6Qa50fSubmuDA9C64nvfHcUXGc6bxhI8oq9InlIq8S1xbBHINM8xGBcY+o\npZgdNtq2YGvL1kF8QhK1afc8kfimGGaTb3cePSQKRCJnj6hs3vLq9rct/rHgbXXkgX57QUMn5TzR\nw8BG+jH08DESuXgOEnOS+cXqwElxzcV94HYVYQ/OARWoPibDrpmjSlbm8wLpfEG8cedpPYsLBe1q\nccakBQJ1GBpckGQwk5dMM18S195LzBGrSgnkxIGbEAjPocYVdhbTNeepbo53Ud/V8CHYQ2ZgJTbn\nAWaApoqO0vWRhGuJzbmX50rCf6/J92t9BFf58wMel4243/e+9/HOd76TD33oQ7z2ta/lbW97GwBv\nfOMbabVafOYzn/mB7OQ1O7YrE97CnW/3na+ZQhpLidiIe8rQH7VaVIxjdeBH5rXcNQA6vUvVl4Gv\nqsBMTlWDa4syVyoWJIuLpVVUEj8HzlPAq4CWVA9Dh78kEeDapKEVRKcQ72w13gFQTMjWD7SNZ7t6\nwTOG2DYSdxi2P2SdiMu20kI7LJ8domjcSgi7CNBSqIHAONKCr5nldjqTBF6OaIUzqMNOH9wpCB/R\nQywxL/Op5Ax0HgPH0L8J4xuDiZobi5LneYgO8UI9m2I58dH9ZS2PYeiWrDxHaEJ+GrwcZGbAb3+X\n+AaR6dYaAu6S2fcOkRZ+mShJPEFkl5sx6/vmdSvFTJv3VoEKeE0xLX4JUkcxlZXmC6t8V5ruyUt0\nk7pR/bhf4hH3ZYF7fn6er3zlK2xsbFAqlYbLf+d3fofXve51jI2NveA7eE2P50hwPtM8u9k58Ll0\n49awCjfyoGgt8r+8fC+uK5Bum2bBHaMqqC6KAunXJQEclGHmR2BsAmJt8BpKfsWPAKcRuMWhVrib\n8fJXBAwZoojXctG2iUKSyHO7B+RjCvPGstBxYL2t/fR9GItDfwCNHvR8mA6jlmYQJS1jCJysMZUd\ntkuEjTRHzKjig7WIQ1ozv61N7bRZby+KyDe03461rX4N+Fnwk8bjZMN8TFnnKyypaW/3LLhlyZ+z\n+6B7RpRK5qi4cL8qDhvUgSh3RHSL6+h55ayoECqeBt8raN+WERhPo3MdIExdInr4bBAlcXchgM4S\nzVAsNWUNwfaYbVm5ZlZqlXAPtDNA/RQkp+Qa2N8wrZBil6xdGKqhbhRnQLj2Gyk4jrMJtAF++qd/\n+gXboRtqbG0WPNrQdrsbZLsIvrOiEnYfFhci5qIRQuWswKeCknOOsRstTEpt4Trgfxvir4a4Cxxj\nWHpeGX8z+zf+UFFsGgHFVpC1YF5DINE2cpKeA8sDadpwwIvBoK8NeYGqXxjAhhFRz/YEVlUibjvN\n5gIe2Fy9aaeoppSgkzyk16bN8vMoUTmHKIS0ObbXIrrBcMHeflVZOnPg9CDjyBYgLBmK3fLaC1G1\nf27KNGbeB2FGhS6kBexeSdyyXwOWTXS9pF3L7IJYC7xnoZfYZ0y4zT7ah2ELqWJ6RDOTjPl7is25\nBTs7wazTM8fZJ7LjTeicOFUpaYIOuta6a6bpwgYkJiKlyTZ89iY11I0C3NdyxL0zXuCxFYir/xY1\ntN3uBtkugk9NE4SRT7P1LfFGHAO7ZUkB8xg8XFMExjokyhBfAW5Gkdo5IqAc9RKJEXHRo7yzbXrQ\ndmRD6MdVkhnGoBWD0qQyon4d6qFkMIkM9HqQcqFispXjfUXtLRRRjroLjhpVWZomjiJVQyX4XkEA\nbd9XAp5BHHqNKEGaMMdq1TJtiPWh3wO3Cl4SUjmIHTUimKYklrYCM6yBZxOPWXCmpFzpPyzlRnpe\npy7Iy38k5kB8VtjodsSfeyeNwshDzZhtXqCOQLdA9ADLosRjeuTYrXXAKH3VI5qhWMVOCnUXQucj\n/h0Y7EIrddZUMTl2LLqm2hdUKVm4adMlNoiVuOF47h3g3hl2Chrvr21evhWIZ35MoG0bvl7J1DQz\nx8JCxCLEUXPbUg78PCyVI2/osQIkatB9Enp5Ja0ySOXALQg4JoB1JAGz0faoD0mKyDcEDHMTk44u\ncCUE90zZZ9eD5Sa0u1A2HQsyKXE5u1PQ7RjP1BDOheAPInC2PLYtd7fLrT7c0gNZ7VOif16AHyPq\npLMHUT8z6GFUH3ndOhUugPNd8B6HcBrCguGtsyoXT2a0jWTB1Brlwb2gw0zsBmc3hGXpwBOozJ5Q\nyU23CF4GvAlgA7wEuCvAfkh2T+lBUzPnvEFEgVjBeJWoutQ2rLC6+FEfdEsdWUMUzHZnUYLZB57V\nOomu2UZqarPlK5hqsCNs1Sz04zNQemVUVHa56/J6abhwrVMlO+Mqx3YX7tDWdePy77VAPtp8YVSy\ndYmbYaIE0wX5UXTLkdNdugB75xUlTszB5Iw0xINHpKZIFYTDdBk2LMAF9slLg1k2VzwmEWjbiC8D\npGJGmpKCchdSYwpF3QS0mlBdV8cCLw59k1XreUBBJHx/IJOQ0KKSH3HptoeljbYth22lNraLfBG8\ngekLViMSvtvXz5tN7zbL1xg2RVZTSPDWgZYB7qxmJfGqCmbiRoJp6abYnCYNrpUvToO3od/Bqopx\nXJPcdA0X7SbBO2ucAefB82uaXVigrWPcotBsYY1IN+8jnnsKk4glkmTah5xVzjhESV773pr5/XLw\nekhyFA7g9P8lG9eJ22H9IVh7UOXwu16vfWotwtI/MbH+XVjvCdg7S7KLnb4EnXe9yAd3Iu4bbGx3\n4Y7aul5qjILzSPOF4XLCyJJzSzJzvKB7t2QqKtsNmMhGeDc+B2MzkC0hesQ0rU0DziHz+XFEhu8C\nUpBrPhS5/tluN7apgmOWFWIwa4xE1kJoVGCjqcqUzJg8UsM4JGPg9yCdVuliuwcrFWhW5NKUSYs2\n6bYkoh41obK0yeiw9f4WeH1oZ27R/pfNMjtbuBmBnlWmDHR8nEJgOW7Wv1vPFrowOCEgDhbknOjO\nQ+iKnreycteFWFf74DSBMZl4EeocBjlgyRT8HAGaBsSHZf2OePbdqGLKM8eaMfsVN+takM4RKXBG\nfYnsg81y5OWRbYXmO60QFTMVUEa2V9XT6cKCNNy1pyAxLnC2123lMVj7F+L9Fqx9E/KHoP6Mfl8K\nmLfSf9dqBL4D3DfYsBfuVrrD2rpuHfbC7ixH7y390OYHgF1uBdSdVYZtqDorNGrygm7aXocB1C7A\nxM0y4vc6MFgWI+GuKNpOjEF8FwIEAzwUMNk38PqmtNBqta0niQE34igzV01CMgW9AYQmc9bvge8a\ntEsoPC3OqOqnsSbwbnWld3RC6MRh/5ii74ERUlu5XzDy2VYbaSsp7f91tJIFtzJR0U4BuIC2NzCv\nLxNJBW0zZMOlewkgaxwHMe8H3FsNYK+BuwROgJKcoAdEC5y22bcDUY7BPQWcMKXpbQTUgO/mospT\nz2zLJh5zKOq2ngVtom5EliKyf1sDLyuXHBDx97bTUIlI+14HNr6jBf2WKo7O/Cd9kBPbLAvsrEEY\n4Pgt2b/aVmipmUvz3Vvpv2s1At9pFnyDjcvQHfn61+H8+agxK0QXtp3z2htiNHLZVOVmlnWWhh+5\nXpYN6Z4S7JsHzwXHNzambTkH9puqkkwsyhcjaRNgFqx9xKlmgD64oR+Bm00OZhCYJoBOTAU25boA\nIDcljjtupAuxrCLu9JiyfVO3wvJj0iCmktrJ+rqAuhnAxkBAM5mRhm4iEF3QJIryR33AbTXnAHG3\nvTMCKJuUbaDttZDSJEQRbse8VkcAb6NZW+G5AV4X3Jz8QYJD2obr6Hw6WQT0AwTCywj8G+Zz40jK\nVwCeNcU1llu34G2HXd5DNEiCqCvQDKKlbKWpvVOtx4vNMdjzYKkSq0SxGvskEYAvmeWVJyA1KR/u\n1LQi78QUFG+5mPfOzNFu74WZ1+va29pB57nGtdrybIfjvkFHahqW/kkWfOEAHA/Pr5oo+WIaZduW\nUtveIEbYPPaK4Q0x9HouqIKvlIX1E1B+Bg6+HJrnVa3n1KRHTpUhXkcuexXz5gYCODMN78fNjTba\nrtyWvftI8hcDOj7kxqDdUWUPSaAlYGhWZI7ixqHTlXY7N60Swrgn0F45LR/WRhcySfmc7otBqaLP\n9M0+QqTxtvs04v3t+bUoGvUQKDaJaBfr9b1KpN6wYDmN1DQD9PBKmoh7F7hNbdMpo6rEKno4tIj8\nyrNmX9JmnQrwhDmnrzL7ZJKWlIjqzqsIyG8j6vDTI3oINInAd7RSNIgug2EzUcw6FrhHE5UF9IBx\nzLYddB2WClKQrJXlBTAKrq1Fc+0GeIHcQS8C9SsZ12rLsx2q5PLjiSee4J577uHpp59m//79/Mmf\n/Mll+639y7/8C+94xzv49re/TTab/QHu6ci40q43/Yq4xLVvwuQdeL6pW75MJeVlx+i0c8RK1ubs\nmjXYPwu9FkzPCahXvwvjOUjskpdJ/JRRizUQwNxM1DqsiTjfjJWAmeEQabiLQNeBflKyv0xG7lQx\ngLgE5aEHzXVJ/7Izxl2pKzSsl2HQU7nm2JzAPehB2FMZZ8xYA17oqvW5g0DPtFQbJuXaRIU6Pvhe\nUcdgqRNLDfgM6Q6miaR3ASrIsSfP0B2yDEQA35KfCW2z/LTZzpJZdx3lBGwUbasa7SigB4Y1yGoR\nzR4w57Jkfvrm3C+b/dtAyWKIdNw2CrQKEnfL9mBzVal1XGwTAXYS+PR/hWXon/kv1OtGuh/C+QU9\nS9aBd69/W1x265/1xsrj1yYAf6/jJQ7cz9lI4YUc3W6X3/zN3+Tnf/7neeihh/jVX/1Vfuu3fotm\ns7nt+raVfRiG277+Axvb+Tts479NfAwcRy2iHI9W5hgUX/693wDb+Ua0Fjk0L7lfpQwLJ5QjtGfI\n8Y2KLmXudV9FIhxAwOKhyHMfihyN1M4JehG/bBsFZzDA7kBzIJlfPAmZrDo01FfkJ1s9D/Ul+aeG\njsC7VdHfgRFaNzZMg82kEplJU1LYi8GJJpx1o7ZoVjM+miC1NIk9DelbjUcKEchlEShiluUQvbEb\ngWwCgaO1pR2wmYZp6lwwGh/0EBjXiexUQwTmTxElQq3ksGHWKZv9NtWcfmw8MsSynX6eRtG4R2Ta\nZVUjVgppI+xRYLGdiKy2e2C2s4Yezh0i2mjDfM5TkiwGNT1XHU/dd3a9Co68Dvlzp2Zh7BX43g1Y\nIf0S9yp5UYH7wQcfxHVdfvmXf5l4PM4v/MIvMDk5yf3337/t+vfee+9Lo2pzK4C2FlU+3FkSmFsQ\nLx6F3T8teZV9j01ajgL8lY7tmjZ0VhgrwM1HZPBfK8PqgjqMjxuTKRcZ/scnIXEzeLchqd8kAo8E\nAqxDDKPTXnJfZCZlQaON1BgrgdQgwUBSv5VFAXFtWWR7LKFEZLKoZomzr4XUBPh9SQf9vqbmIYrK\nY2klL/tAq6fiHd+DMCFAshGt5Xptmb01xYpDpv2YwM4aVxUQONuIdrREf9ocr2340GNzYi8PvAJ4\nA9KCj6MI/FtmvUPA64GfQg88UKhaQ2BpE4YB6gb0BBGFY4A50Tuj/XXM51u99jrRw9LKM+3MoT+y\n7djIax0inXrL/Pgjv0d7ftqk6rMqGOqWobWgryFARlsByCOh9EMw83q6yYM3XhPh57GRwgsxXlTg\nPn36NIcOHdq07MCBA5w6deqidb/whS9Qq9X4pV/6pR/U7l16bAXQzoopH65uLh12YhEv2FmRHNDx\nuKwb29WO1DS5rJR0hXxERxNA9QLgqxFu86TsTAHc/QgoHAQUViKXZlh23Uvu1x1sgbNh1m2Zv7s9\nPYQ6Tcn9CKSR69SgWxWZ7jgQ9hVNW0AP+1A6HHWzLe6B9DisnoMLF6DahLYvv9REalNUPQRe2wLN\nKEAoGN25pXMyCJxtItECuY8eVLPAYbO9ZSLaaAVFo4atIY9AsWvO160MC36G/iLWKxuilmqYdYqI\nvz6Gko32/JbMF5Qm8iqZRKXvs2YbNnls1SEWtG10Z4E7IHJwtBH1hjmmCfOZ4+hBZ2cJK/oaRt0m\nuzWpjspnBOJDX+5Rk6ntZpXX63iJA/eLynG3Wq2LPL2363J8/vx5PvShD/GZz3yGfv/qdDonTpy4\noq7J38+I99eIDeoMYhP0q+vm/w0GsXH6Z4+rCpGQGC5PnGLTa1e2/WX5RYQ+OB6DWEnVbGb8+P/2\npeE2Y/1Vkr0z+G6WQXxmmBgl9Gl3TxN2nqESnwQnhu9m8YIGvcQc2ca3SPTOE7gpqsU3kW59l6X5\n/5Fu6ib82Bjp9pO4gxqJjmnbMwjx/AYhIb3kPAExCr0HgDT+IE8YZvD7Wfx2i8Hqt0i1ThL3K/S9\ncVrdNL57Czgunl/H93KMV07j+kncoEMjvINeeBDfy5BtPExsUGYQG6eTukmug0kf38sR769CGBJ4\naVKdp1nfrdlYL7GfduYWBrEpkp2TxPtL9OOzdFOHmF76MKnuKXwvRePWH2d9QoGAPkO8SrbxLZKd\nk2oOk7oZCEn0ddy+V4AwIFf/BvHBKr3EHBtv+QU6qcOkOifxBhX82Did1GEKtf8Xz68T66/STR0A\nXHqJObzBBvH+Ck/9wadpZ25lYu3TZJr/Ssyv0U3uJdldxPeyBF6ORuY2vLCF59foxWe1HyG4QQM3\naBN4WZrZ11LP/8ima2as8kUSvTMk28/Qyh4j3l+nn5jBd+VE5QUNWulX0M7cSry/zPjI8ccGZZ56\n6ilwntGy+AzHj0fXMZwUmL8I40q6wzwvY0dVcumRTqcvAtWtXY6DIOD3f//3ee9738vMzAyLi1f3\ntD9y5Mjzsq/bjmGS8pbL89YtGfQ8cWqVW25709V/TvkRYAKqJ6BomreWogv4nY4z7JP4w68zVG8A\nyw/C3LwCwclZiF+QJ3euqlJtssgrw1YpAiRhIvtfWH31f8fUs/9PJC2zBRzWL7uD3thPwuSaEpTN\nvCLnsK0Kynwawgq0T4OzCjEXUi7F5Legsaps6cQecTrJDKyuQMwjmX0U9p9TdvXCspyZWkD3n6KE\nZJuor2UIq8WfZ2rt76IbziovHCIe0meT/jm7+DfMNP9G29lAnxEQqVjOmfXHiCpHT5pzcBgoQXbj\nJOMP/ZPyBC0U1dpL9NUogi6iCNjK+xrw1Ls/zc3/8/+g1/cSVafmHtqkmpkI/7POu6VFbKQ9GPkJ\n/g9RObY5c4Ai9ixQhVL4lWi21INwL2oovQD9B6E3Lwq+GULD0Wq/+o8fVkFOMuD4qgFMcx0PJarX\n89hJTl56HDx4kNOnT29atrXL8dLSEsePH+fee+/ltttu42d/9mcBuPvuu3n44Yd/oPt70bjSTvCZ\nOUhNKWr+XqaZw6Ief1tNrIf47b3zokycQB3dQVNgjJ47NgtBA7nPnSdy4AOGPSNNpWJg/UYcIn7V\nzqtjaOo/FsBkHPodaFUlFs/kVWuPb3jsALp1KUT8NsSSSmAOWuJyGmuiVSbmoTAl35NMFpo9aPRF\nw3ScSElhbEoZM79NxeAgMRMZYFlvFUurWE2zNWqymVtbyVhCXLV9mO0iqrR0EKq1USGP1YNbbryP\nKJMpBOau2bc5cz5dBNqWwzYUVcyvquHBHJH5le3+0yayyR0tXR8Q3bHByPatasUxxzOD0HfRfNcX\nzP4uAUbo5Ie6fP2SHBBd0/O0VoNeiBLqvTLUTsrWFbbPsWwd1wud8hJPTr6oEfedd95Jr9fjU5/6\nFG9729v4+7//e9bW1rjrrruG6+zevZtHH310+P/i4iJveMMbuP/++188OaAdlyouuIxfyfdUQZaZ\nM9ubAtyL3u+hxgj5gqrKz5+Q8ZH1gkoUVV9BS2ZIgG5uW8puim6GJdIJYyxkS6ttgY51nbOttcaA\nbghd4wToeCoZ9JELE4F8MZIZSf5cVyCPbySBRfHfDKC8AN2GAUsX2m3oNEwVpQeDgaLiFJG6wkag\nGDmgSR8Mgdnur72x7IPH/h8SqVUg0j4vIuC00rwpIpWJVYlUiSovLd8OAn77kzKvp9C5tLrxFCS6\np/UF2Sjc+q+Y808a8d72QQlRIjNGxP1b3tuCuH242RZnNfNdmxZo4dPgL0NzGZqngHlo1RRtV40F\ncL2MEurLX4PkGNmlh+D0auRrcrlxrVZKbh0v8Yj7RQXuRCLBJz7xCe69914++MEPsn//fj72sY+R\nyWS45557ALjvvvtezF28/LiUBntrJN5ZMSZK34c15nYPCfOAmCzp5ts3q2LGvUdg44QqJItzkJ9X\n1Xlq1pRgzyBQmCfyuLAeT0Y+1sq8UuBkAchWTXpouSmNZ6oPZ1vQGYCXg9I+aPeh1YKNCwLs9ATk\nJiT967cgtwti81CchfwEhB1obkjrTWC03V1zzvyo+s+WvVvLU2smFTdyQBu1jqpFraTRqjHsGHUh\ntAZWdRSV2sh1DEXXlrnLm/+LRJ4gZSLZYAbZqIZEkbMtpvHMvu3S39nmv+o7qBCZTYXmXBv6Z1il\nanXalvqxsj9bLVk1P1Y2aRso2O5E9kGS0PMyaOurCivQroG7RxTariL0Fs3p66yoOMeJ4QVf04fX\nn46A+1K1DNdqpeTWsQPclx9Hjx7ls5/97EXLLwXYc3NznDhx4oXere9vjF68IwqT52wBZW8Gk4Tc\ndFNs03yYymPQLbN7D2ycg24TxqeBNswdgeYJsRCxtDw4es+ofyIrqMehLUyxtqk2iu2jP7pEXdtH\neWKrEa4BjY4i4XxCHE1tVfZ6nQpgEqPJHIzvg0FHO9KpiE6Z3AMTu+D0N9WY0W9rG0kPqj3Tht2H\n2YHAbbT83QK4+T/ZfXZztL31bztGlQBWojdAAHrOLLdR8B6igpw2Am3rA5JAum0beccRVWJBNo0s\nZRcR0NttNYFJGMSMNrpptps061naxEbStgGy/X5sU2GIVD8rRDp1y3uX0QO6TMTd+xCOgzMu/5rE\nHLQfFVWS2gWlCRXi9OvmpBlVVCv9hGZBox3gLxVZX6uVklvHTnLyBhwXGe3YCGT98u+zN0PtpHyR\nR2+K9YfgzH9UqDT5Wi2rPw1hSNyB8QL0agrwpqZVRZ49KpbCX1d9THwR/LpUesOO4GkUZdrEnaFF\nJF0kAmybCLTT9AGRxWoaURuFnDjs8qpu9HhKN38yCxP79KGpHFTOqM/hwjfhvCeKpFuDhNmxQUel\n7/0+FPv67CICctuL0QKZAaRc85tRtL1dfdYoTRKida15FkQ0jJXOTZpllr4wz8sh7WExMUuIAAAg\nAElEQVRboe1FwGg9teNEEfcMiuKLZp0LDB96gzfNaL1xokpQS7nYqNu6BNpjtZ9vee662Tf78LAV\nrqPfWWC+59PAHggcCPeo8Y2Th8w8NF0V4XRaqpGq12B0dtjO3ArzW9Qc10tkfamxE3Hf4GMTiD8H\ncNuboWCUI6M3Re0pCEPomkRRZ0Ulyb0q64uGit1j2IS2tLiZHPRXIJWG7lOiTlxQ1eSiPoLTKOoz\nU3h8IAbjG/85uvltAswCiqUfLM2SCKGQglgc6k1IZ836OZg4LOOpVBoqi7D+lGgQL1DkPXCBHhQz\najVT9OT2/+wAen0Bnu1paQHTJkthCNyuX98cJfkjrzOy3/ZYAqIGBB0UmdoKSuvHYumPljlnTRQB\neyipuJvNBUJ5pAP3UZHOBoqgW+ihY02uKlDP/yiz5Y+K97aNH0YTxdZb2852QiLvkgERwNsHzfrI\nvjURqFvvkrp5vQFhDnoXZDEzKJpnsw9nH4F+Hlbr4rov8iXZSo1cL5H1pcYOcO+Mqxuh/JG33hSF\nmxUmxYsjVWwOjB2jXTaFf4UoII4b2iMWCryzBVm5uoGiKuc8kdf1LUiW1kU3fw7coKa7epmoYbAF\nEGvcZCv8UkDcUXv6wgzU+tDrKsxPFWB8jyxCF/+VIWoWSwJuv6d2PfGB+O8whGQPMj0B4gYCnlFr\nV8sBjyQaHfwIzO1NZ6kfS/GEIz+j4F+GYUf7UX7aPpxuIuKSbTOJGcSBg1qkJRFgTqPI2zrxtc37\nGkTJzyLEButs8gdPmHNfIWqEECfqdNMgMqGyMw8LzNaje8N8V3uIyuTtbGC//g6rEot0gU4JYnsg\n5WgmtrQQ2b1cNK6XpOOVjh2qZGdc8bjczTFx+/YZ/c4KpZKaAvdrkM1L8pfZJWo5NWH4zBBSJeDf\nEDjU0E1ufaotIDwLeKZBbIFIeWJ5Xsuvdkd+ZnpqgBAkYOG0StYdT8nIjTPKmLpGfNxvy7+7fEaR\ndzYGOR9adYh3RJM0gsiKNCDisiHipwcjfwfQLc2D//9pHRuxWjndKEdvI+0WEeDZY3cR4MbNOpNE\nFZg9ogeAlREm9XVhWpMxac6RjY5tiYKt1nQQiE9Cuv1dnf86kfuf9T8Piao5LT+9imZFCbOP1hkx\nZn5sgjRhPvcgURedKnAEwmdEjyTmzERi0fDZBZg5ArUTRlGy3bjeqZGtYyfi3hlXPC7VhGG7Yf1R\nkuPMzEFYUBMZz1AkfgMyh4EqpPeDU4ewBW4agjp4txAVetiE4ymG/h2Bk1I0B5HLnPXzsKBpFRm9\nEJIDqPVg4EDQl0lK4EO+BM0V8dypOExPSvPdqEo47LuQ8hRtdwdRpGiBCaJouTvy+VYOZ8C4kzoS\nAbzlh+1xjR6n1Ue3MclPRDe0iEymykTdd3JEnewttTLNcGZCh6ghsVW/dMznDMxnzCDqZEQ+mG08\nHOk1V806MaKmB0mzHyeI5ILTRFH3SSLeu0U0K7Jqkr753TD7FwL7JBN1QnmLx/PSbadmodGCdF7+\nJb69vka7LV3v1MjWsRNx74wrHqNNGCqPQ+sszL7p4kjbgnboQ686DNKmD4LTMo1UzkH1USjdrGmw\n1wR/AZxFCArgWa1viWEDAZZQVBcCOJEx/yj3O2KlOtSAD5DGLJOGeiBkSKchU1RD4JgL3XXYtVsg\nTajimrQDmUCt1C2PHUdAZJUutkrQgpd9aDgjPwPwgobA2CbuPPR/hyhhZw2ZVhCwF1DhTcOsUyWK\ngK0h1DpR9WjXLKsjoLVRdQ/RE1YXDhHgLxMlfa1axYUw7Gu5pVDq5lxmiO5KW81aN59jk6pNohlQ\n1pyvnDmWFfN62rwWmmOYgUEfmIBg3SgP5yBXh/IyBDlIF6FQMpMbExREmskbbOxE3NfxeKH66aWm\nofq4+N61b16sne0sR6ZW0z/KxiKM55WUTITCweaCWpQNplDl5ArwaERNu01TIxMSFWtsMNQstzKv\nhLP/MTJLsgZJNnLtIeAxHvsUfIj1YSIPgxSstcDpmIa2pg57dQGcviLyWEei4sEgUqsEZh+GpdxE\nUa7lpS0Hbflnk9Tz3WxUyeiYdWxU7pjjWjHbWCXSQi+aYztjzsEYkblUiJQge8w+2BmIjYhL5vit\nUVXBvN+CfYAokhWzTdtSrQChl40aGzfMfiXNftny9HNm39Jmf84SWbaeRg8PS4e0zfaTaOZ0Fpli\njWs9fx2ClPIbQWA6IuWk3PSr0nO3UeGrchfm+ho7xnMm1a/VvpKXGzvAfR0Po6Oms/L8XrCZOSi+\nAlpnlIy0o7Mi69jaM7qxkhOAiYccqF+AhA9u3eBaAXrLQAacBiTmgZr4cOeclns24lsgaslVh2bu\ndk3HS2xuYWYKXoY8sU2O5YGZLnRNlWMGoClHwFxS/t3OAMIuVFtQHEijPVqkYgHXJg5HfwYIlHpE\nUbf1oe4hTr058lqW6IHQM9tOE7nmeWb/z5tltmzcZndL5pz0dRhDTtvSLTkiV8AYAk2bjMyY/63X\n9wB4yKw7DsxCJ3kT1L6hB5XlvnNEbdUeJdJst/Ss6B+HYE3rh2kpL10f3DPgzJp9XR05jxcgzEOQ\nhH4K+usQ7IXYEUh1oHNWbgSBJwHQALiwaL6O1KxAOzPHJuBuLeq6h6gF3/WYuNyhSq7z4Tz3Klc1\nbPRSPCr1yGgyKDUN1X+DwiGon9KHVx4nUzC74UN1gaHhVKsm1iJoQOEV6usQbkDv6xDUtMlgTW0g\nnTUEKhbgQPdrGwGd7apiOWOr8hilImpA0NIG/ZgAO+9D0heVUusIrGdMQU0fgZQFW1tgYrlpG2lb\n9Yut3LRVk9aYKWki7tGbbX1ku6MSQFtUVDXrnTHLp81xlcxxnDPr7EJa7TYRz71htm/biS2anxaq\nRoVIFz5FlERsMuwp2crdDt/5m4i+mUEPAtsezrRTC5eh60OnLjVI8jYVnbo5aD+m0+lXVEDDGdMk\no6rzMngWnJK+v0EL2ovgZIDdECagF0CzqULWjQbUq/Jzr8P2bcosRdddV9bbAvX1mLjcibivo7F1\nSjjS9/F5G9t5eduRmYOZH9NndtZ1J/c2xJkaYUayBLmCCnC8QLk/Z5eq5cjJuK+fh8EChN9Wgmrg\nqd7F20C0QBVSnacVgVtVx6gOukvkE205VuvrkULJynwfuv2I4rCcrNVMW366P7LtNpGu2paB24i7\nQ0SnxIgeLoZ7TndORkoUqzqxvSdjRA+aPqIurD93AiUMbaWhfaA8Zd77SiLu+XEEvh6K1C03vapz\ny7jZpulF6Z+EQdUoEENNOOJ98E4iG9bvEnX1mUb0xiHz/0HoN6C7Ao2FiAXyxuVsGwC9pKphnQIE\nlvo6C+40kIfuk7I4cJCYp1GXSWN2HmJ58Jb0ldWbkto3FrfBq9ai7FxbE0S+8xuQmIiu++sxcbnT\n5f06GlunhC/EBftc0Yv9zNQUrHwNEmP4PlRMpD15TNPewiT011Q52W9DEId+T/15/SKEJfDLBmuP\nQq8JiQp4Z4F94A3KAu5JorL3LppHW9mblcOlibrHWHkaRKoGG5lbfbQ1Q7IPBQvM1p3QOvxbysTO\namIIQG2hik1SBuD6FYGgBWG7HzNEgL5CVOgyMMeRBR5GXPESkYOgBdQ8kdzP0hjjZjtrZht3m+Ub\neo/f1fkcAIMV6BujvFheNFa8L4/1cFzJZNYZJhCpgJ9VvqID1OtR7ZEPBCcgF6jwtP20dPmuC70K\nhGeN1G9SD4peTXI/dxXCjGGEKnLL9Rxwi1B+Glo+lM9q+7vmYbU2cr1VHiPZPQWVMVM/4IxQKNfv\nuNqA23vuVZ7XsQPcVzNCH+onIX/TC7P9Ua+SUU+SS42EuI1G3Yg8SpCeMSo9R4Gv31IRTu1Z8EJF\nVoM8eEege0LRGg0B/OCs6mXiG0alMa7XGEfT7wSRr0eWSNds/U1GkoVDamPUW8R6RY+69VlpXpUo\n8WZ5dNu1ZVTBYmkHC+YmSneDXsQ/2xLwqZHt1cyx2MKWHFGnmZtRQs9y5hn00Iqb7a+xuUN8iYj2\ntR3exyS1635bRk0940TbD9X8B8AtRwKT2KCsivY0sAJOW4qfcBYGp5U8rP6rHHBtA5w+UPkO8B1I\nl2DsKAwaEFShs2BaVb5M3+GgA21HDaRTs9peL69y9qSp9Fw9D5UKZOdgrAilvPbXzW+90MzJvlyg\nciUJymsoibkD3NfTcDwoHOEFk0fZiL5+Up9zuWTPUGPrUisruE0WYGMZUhlYNYZSft3c0HugdBD6\nDiT2QOsEkBcP7oeKCj1bfDELvcScAGuCSP0w6lK3TKQ4sbREjKiYxAK1BVkbQYMQyGqyewgErZoE\nFPWOEfHcVqdsVSYxs8wmC10YxCYiL+w24qhb5v8iOhb7MEmZz7N3WwKB96r2IRxAYH1DVoEsuBeA\nuvTwLKEHxEltx38F9Jc1g+nWoFmHwZgsdHttPUT7Jilsn0dOrEQjhLAeqQ2dBgyegc6ikoYNA9qO\n8cwe1JQLB0gUxE8nMlBfjE5dvA7+KTMhWDQd404IjPueqmuffVy8ebWuBLaXU6VtLCN991QGeeM4\nHiQnr6zn5KUSlKNgfQ0lMV/iuckd4L6q8UInYez289t4lWyNVkb2xQauPRecLLTaSjw16gILD1XE\n+Y7A20uDn9M0OjkH5AXwAUAZnGXw/HqkqLDRdgFFsatE5kt1ImVJGkWrtpmBjcgt2NriGmv4VCdq\nGmANr2zhS9N8nvUEbxH5fthEpv2cmmlubGmYcRRB1xE9Mom4+xYqT59H6LlhPicJrEFYFPfvo/3z\nW+BNoIdAWzMVp6xtOgPNVvxzktNhcKlTU4LPLcgTJD4LjYrOcct4xWRLUByUqXoQK4A7Bn4enLQ8\nsntGY95H70kVzHeTh459uNYUHffO6jtOl/TgrjagUhXwN8uahfkFyf28gmGmfDi3oO0ngSCvGUJt\nWT2bq02i4GGrq+WlHCwvdW+MgvU1lMR8vnOTDz/8MH/2Z3/GqVOnGB8f553vfCdve9vbqFarvP/9\n7+fBBx8kn8/znve8h7e+9a3Pub0d4L6aYaeKtsvH9zLl21qRdqXGPfYGqDwevaf0Q9BaZO8xfZHZ\nvHya0lMCCyevm9faVK8sQm5eQJMwNqOeA6Sk7Q3zihpjAXST8/R9iNeIOrwXENA1USJtDNEPtiGt\npQ0a2ubQMrXKsPCELJFCxUbnVk1SN9sMUZRvKyFTbG4qYDlYu500eH5F2zJAPozWZ4FX6Vg5T9QR\nJzC/v6N9CsvQH4cgKx+vYFFgGtsQsAYdKR29ee1z/FBk3eK3wZ2QNcvGok4PNZ3j0BXg189FophY\nASAknIHGBSgcFK8NEMyoGKZb0+eDznsyr4rXWElRdL+sh7GdNKQLyAMlA+snjCx8XmDdMNvaqJlq\nScOb94FKGRYN8KcK0FqGns+m4CHefyK63i81K7zUtTsK1tdQEvP5jLir1Srvfve7+aM/+iN+5md+\nhieffJJ3vOMd7Nu3j89+9rNkMhkeeOABTpw4wbve9S5uuukmXvWqV112mzvAPTqulIP7fqZ8m5os\nhNtvZ/0huQGOdhyxN8DoewDO/if23gK1dU1zu00V4LRDSci8km7qmAthACtnYGKvbELCUMv665qm\nB2ba7hlbz9Yp+Z0kMbKyJALlRYZRKGNERkZWpmc9TBwikA0RaK+Y9YrmtQQqcukT2cvOj2zPNiyw\nPRutQ6DtA2kKcnzPoJydBUyYdcbN+4oMnfk4ZV43mvGwKqe8YMpQHn4EjtTBy2t24hn/8tRB8PaA\nE4fOs/q7B4QToiJ6iOZIFWBQFxW1YSJlDwhrsHuwgT8D+X1RMjM1Ds2W1u+G0K4L5Js1yGWNC+wR\n6J/Q/tkaH4C+CxP7odeB3BHoNEWDxUJdC7W6MRV0BNpWPGMnROMF87cPpxfYVK0bG3xdJ2w0at5u\nVjg6truGLzVegtz38xlxnz9/nrvvvpu3vOUtALz85S/njjvu4JFHHuGrX/0qX/rSl0gmkxw7dow3\nv/nNfP7zn98B7qsaVwrI38+Ub+t7t9vO2oOqWuttRBf9aLS/pUnDj773tyRZGHuZtGKFm6L3lR/R\nMa0+AImSinbGblXkDvp767G2Fnnq0a9TfOxsdE7O/yP83h8qcn2ayNQIFNVW2MxtG0ncsP+jTUI6\nZt02Qp4Ns651xgsYOtkNwTxPVPloy+FHQbwBnt+IInsPlX87CLxtabmPlBvnkNwvAAoQvFoqm9CR\nbNKpgFc0ib9AABggICZUZG3Vhe2WKJXkHLjjshNIFKAwJ8Bv1EwrznnDf5dFdwxiJVUyJqHX+v/b\n+/LguKoz318vavWuVkuWLVveJG8Q4xUCBGNnnhneQCkswTMTyPLKCYtJajw1U7hSmSlMMCSZCRNX\n4KWGjE1IypB5BDuLKxCIQ0I8IbHBZrENXoWEkSxrabXU3ep9ue+P79y+t2/f7r7davVin1+Vyu7b\nt88999xzv/Od37cBo2eRjkqNBogiAQCnC7AzrnzDr34KNLrI2qh0FfW+Q8FZ3vfoecb9VPigsQWI\nejLnH/TqaVsn3qcbdF2V8RVVf9cXpzX7z1Jb8qo5uVCD3Hc5BfcVV1yBJ554Iv3Z5/Ph6NGjWLp0\nKYxGI+bOnZv+buHChThw4EDBNrnglkOrQC52y8c0ioa4B7CuzK4YokSDi148edRkBlh2IbEcmqUd\naFlLPmFK46l4TyYXBU7ExklYz/4bSdMRIXKX/rMwJiYkDWvifcBoQzQOGN9jLoOtoAx0OkgRf5Mg\n4bmQdXECEtWhA/kqm0HC9Dik4JUkSCMWCw68w85NQHI7HGS/uwDiwwHSmo0AzgIh6yoyFooFgoOg\nBeAi+80Mdh030pn/BIF5JFopSZcQBRIXAViIMmloI6Gqc5KWHGKFl6MXAJeFuh/yA5MXAFuKBLVl\nPtFNeoESehlTgFFH5+kdZFzUs2ena2ROOl7g4nmJ9pDXA06lSBtvsCFdSkx1fprbaJDbZwCjhyny\nCiAeOuoFJj+krVjTcqonKUKu7ZrboCZA4w0zAbeikEIhOJeQ0JZXzcmFGuS+p8s4GQgEsGXLlrTW\nvWfPnozvzWYzIpFIjl9L4IJbjnJw2GpgGoUxMa7t/Fl/hZxZAuXaic4AzLieTfqZQCMrJix/AeR+\n36z4a/rFlIfsi7zlxCnA2g5TLCy1EzgH6PSIGYDkLObhl6K0I3oXoNcB8AD6MIAUoBM1cjGPiR4k\n1G8BCdY2kND9CCTcAeATIFrDCin3taixR0CLg1gcQFYYAAJ9NiY85DnSSD7LqQCQ/JgEsIFV+9GL\nxtNWds1JIKUDdC4gFQMSQ0B0iIR4gqUCSAkk4CNM8MYDpDHH3yFBLWrH4TOAYylxxAY7YLACRhsQ\nGmEekoz6iIHx3MkJDA2SfO0/JdEWgCTA7czgaJtJCRYzgrKUVIQ4PyZOAPFxcvQOXQDabiSte/wY\nYJsD6I2K6kwqxsNC2SlzURvy47nSEKuhBrnv6Qic7O/vx5YtWzB37lx8//vfx4cffohoNJpxTiQS\ngdVqLdgWF9xqKPfWjb0QCWMzfc7H6RVyn1KjWpR0x9gRCk02NQGW2dJ1xKjL9G89lA9FSAHmVpJK\nOgA6A2KmuVKmQkEAwgPQLQESHhKM8V6KttRFgdQgKNX2WWrW0EHCC0kKt9enSGs1DgGGeYAwQaH3\nCAJ6M32nbyNPDF07SHNuB3AKUo7wGEh4i3m0Q5Cy5M0GDIlxSpwUApLjzNCaAoQLIE8ZN4sWbAJ0\nOkA3AxAmiR6BD0AHY3p6gMkTLHDODcBBuTz0TqI6RJ/soJfF+DgBq4u8eHzDxBEbBdLCjU4pe61f\n9AaBpM2FJqlq24RXKlspF9otzE87NETBNBkLspJOE8PRY2Pk3x8eBpqW0DNdcDcJb8+bQCpB5yrn\nk5DQ7raX6/sapDxKRbkF9wcffIB7770Xt912G77+9a9Dr9dj/vz5iMfjGBwcxOzZswEAfX19WLSo\n8C6FC241TMvWTZD+m2+CpxNJnSYn27g/M+BHqZ0o3bTMbRK/OH6caJRcln9zK6DT00vd2ELUjMMO\nNC1FJKKXxsK5BNDpERkD9A1ANASgHRBYhF/Mzwx4HUB0AEgcB8wLyJhnXU4GPD0A/UnA+DFp6EKQ\nfJiNTjrP5ASMdiA1DhgNgL4H0IkpSn2QcmMbQCXDWI6T5HwgkQQa4iPk/gjmWqdjrucOAC7K5REP\nkTDX2wH9CPUB7STMATLY6tuAVC9g6gQMs4DgEP3G0ATY2wH9MH2GnlLGCDpafAIeSjlw8QS54Bkd\nVKlt3MvSqrgBq5Mok4AXiJgXY3KS+tnophfRzhaHuJfGIxGkwKjxs5L/Ni2kSaLFwoP0nMeOkCCf\nOEGCvHUdMOcWEtoiVdFyDe3Q5IZtuXeSaAvR4raX6/sapDxKRTmpEo/Hg3vvvRebN2/G/fffnz5u\nt9uxceNGfO9738Pjjz+Oc+fO4aWXXsKuXbsKtskFtxxy4aeWZKdUKKmSfBPc3EZC2+QCohNUNFgt\n4EeptcsXA1MTCW3rbOS1/MtzrURGiHZhhqv46DE6RxT2Y0cQGiWNNjoEuK5hkeqTZIBrtBMtEXaQ\ndtnop3KTBiuAZYDnKBDpJbkrFmoRXdAsbZRMKaUDDA2U0VA4Scq/0ckELasCk3KScE/NoPOTUfK/\njje0UZoTL+OY3YB5DhOMMwGhFTDPA6LvEo0i+MnHGgIQvwDKUy2Q218SJOiTABrbSHDaWfShvZN4\nb6MV0FtpqBMx9lu2WASYR0oKpDmbnfQ36Se3vgkxiMZB+UhMDqJzUuyYHnS+IACes0BCdPuTF5O2\nzQfCQ7RCDB6QhLltAQ3onG71uaUwbKsmiipEXeT6Xu14DXqMaEE5Ne59+/bB6/Xi6aefxtNPP50+\n/qUvfQmPPfYYHnnkEWzYsAFWqxXbtm3DypWF7QlccMuhJfor3/Fc5ympknwvhrUDaGOUhhpnrezr\nxPukafnOUtWZ1muJHrG0S7/NGz4vAOGLzPNAR7RLaACOwBvA4KCUujPqQTBEW/d4CjBOkFCbGAN8\nrGSawQlEmwChEwinAF+YhFwiBETsQGIBBYIILIJQYBuKGIhecJhZ9lgXoFtLgjs2TEFFqYsAHBQ9\nCIFxz05AN5vlXzE2I+JgaUxYu9EAccRGK6CfRd4g+kVA+C9kPIwP06KgCwCpEdJ2U2xjlAwBprmA\nv58Nk57u12gngQ09oGuk+wmMAL5BpFMPiEiCtGyTE5ixAHCEgEEW1WhMeBEMAhYW+agH4GQcusNJ\ni4DVSrZZoxtwdwDwfcBcUnzSsx16DbDOod2SbR4NjqCgQ+RzK4PakCkPhew7pQpgtXeqDoR5OTXu\nLVu2YMuWLTm/f/LJJ4tukwtuObREf+Xj9HKdx16KeP8xbf3IcP0bUT9H7tcd9QLJSeInRK+DXJqV\nHKJxMuqlfX90PH1fhiSrKituq/3nYJgBpKxAeJLC6YNDlKBohGm5TQtowjvamcC2AIEIkUQJB2no\nlnbAd4Y44oQfcDhoMTCkgOQZwDaXqAax0otgBVLDJFCTLBJUB0DXBBhbAOgogtCQDMAXYJnyQBx3\n2A+42wHvRyS07TMp6VNsHEjJvDgAAG6iVSIsgjQ6Qby10QY4rwAaWihZV2ySvDwMNmCyl3YUI2fJ\nbzsOokQanFQSLO4lLXt2O/lXR4JUwW3GAsAYH0GDFQiGSbDH/FSs1wTqV0s7nW90ALYmwLkApFEn\nJ5naP0H2CYOJjJCNEWDWRnr+TQXSJSjnmFxQa5nr4mctglftnaoDLrzGs7pWX3CfPHkS27dvR09P\nD+bPn49HH31U1fn8xRdfxDPPPAOPx4OFCxfiG9/4Bq6++urydkZL9Fe+4/LPhbQKtYT0yu/F8lET\nHxAXLQ9mkL94E++TgbGxRX2rKxqfBl/Jvl7MC8QnKL+3o1Py5RUEKXVnZARwLkIkBfhGSVhHR8hF\nLaKTUplEGRUwOUxl1MI66tbFHuJvLTZgIsSSHTF/5kkvCTJrExC3UD5xawywzCMuPSwaPJ1SihNz\nB9OULRSsEtEBCdsaeLyA3cW8MIaJX46eoVqK0QAZ+YwAYADMK0hARlnmvsYOFokfIJrFuoTWwcnz\nlPM6HmJR/r3EqadYSc3kJAnqRtD9mFggS3OHJMDPnwEWrQVa5wFNUcAzApjigxi5CMxop8GbsxgI\nDBMv7vdSObGWmRQ45ZpPzkAInqfnFpugnZWPkfOBXsDeRQK8/SbkpceUyEeZyJGPZhHnq9p8V3un\nRBdTCOo7gxoAF9x5EI1G09uIv/3bv8X+/fvx4IMP4rXXXoPNZkufd/jwYezcuRM//vGPsXTpUuzf\nvx9btmzB7373OzQ3N5enM/kErVZOT/5ZbuzJJZRjYyQccxkpxfJRwY8A6DIDcvL1TXkvondI1Cvl\n8G5bDzS20nGjgwR1Ov5cIENWhreKDh9/QEJLMJCgCgYpkVEAzOXNi3Sx2aSdtEurg+JFxoapW3ZG\nByTAjHhOIKxnWQuDlMHQ7CL3u3iShK9lAcveygR+CnReIgxMjtAOwNYwk7wFUxRGDoGVhPQCDV5g\n5gKiTywOwDqL6BedBbAuABJjRH8YLKTo6wHYlpBWbY4CF//EwsANZJgMB6gfjczzIyT2GySsdaJ/\nOEiAB/2UDCoSBmwuIDkMJPUOxAVgaBhoncl2Km2A2QaMniH/bd9F2jHEQlTthpKcLZECcCzt9IzC\nF2hQGxwsf8gM7cJQKajVNHG1eVasFp3PJlODgrvWk0xVtQro4cOHodfrcc8996ChoQGbNm1Ca2sr\nDh48mHHe0NAQvvKVr+CKK66AXq/HnXfeCYPBgJ6envJ1RrkVnCrECLVc/HRaKPeywsAD2b83t5Mf\nrm0BWdlyBuSotK+8F3MbK3WmI8On6AfuXk2ErrOLfMFdVxFPICQo37eoEblXY4D7Nu8AACAASURB\nVHQCCLGAmwjIq2QS5JkXgOShFwLgmWTu2EGg/yIwmQQGvYA3QK51cJPm7FgMWLqAkWFg3AeMXAAC\n40CykXKDBEAceswJxJqAmBsITAIJG9EMviBw8QLdYhCUjyMqUOY7nZuGztZJfHjKQdkRY3rA2A40\nzgMSesoEGBdIQCYFErh6G/NyAWnZvvMktJOg4WhaQOlQQ5OA0UL8tpEZICf9wNAA8etNM+nfpEB5\nZIaHgAuDVBruo/NAby/Qc4YEeByAP0T+4jEWVxUOAxPDRC2h6RM0Z0Q/a4Ce35xucvmzzM5+7oXA\nnq2q4pCrLbXf5Jvvau0VOr/KSBb5V2lUVePu6+tDV1dXxrGFCxeit7c349gdd9yR8fntt99GMBjM\n+q0qtAbSlNuVSUUTbogPS+5c5nag5WrSgnXIv+0UA3K09k3tXpTUSmSING5zO0Xbidy46O/98XlJ\nwLN+mTsAqx0w2QGTmQyTegdRDg4nCc0A07gjKRLYdiflyggFWDyOk/41OOjfBjfgaCLt9cIR5pEy\nRKlR45MkuANeoIlRECkHEE0BjTpAZ6YFxMu8NKKgYJgk+7xwBWCxkwHQ28O0YgPQdAUJ8BTLf+L/\nCAh/TAprnHHcziFAbwLC41JwTNDPiiFASssS8pFxMeAlftrsoB2JSJmMjpC2fYalUvUHpP62LSAG\nDCng/AAwOAA0OSi/idsJjF2kdKuB80Q9paNpR/4CRAZoEBd9ObePv4hSjIEy/25L+ENgLEYLvTIr\noHJ+FWqvTqrmcKokD0KhECwWS8axQiGfPT092Lp1K7Zu3Qq3263hKhq3YxWYSMaEF0CLFAGXzg+B\n/NvOYvpW6CW1dgBDr7My8A5g5o2k2ilewqBtLfVJ1q8wyNPB3AwMXyAqYzQA2JwkQE0s7WgSwBjz\nNPEwX+ZmN9CygNYCu4Xyhn80ADjbAHsbXWbWNZTYf3CAfhsLANZOwDmLtOHIOC0AKQA2AUiFSVMW\nAzTFcpWiz7R9FuBsJr9x/TDgv0Cat98L2JtpwZk4TUGGAa8sHzmA/j8B1jaKWIyBrhlhbn6NbgpC\nTIEq1Ex4ybXR5KTdgcnJDLIC4PORZ4qHjYvTTVVmzJFziAGYNRMYuUhjN3SehLpYTL6ZZQRMgAyl\nVDgDQGSQfBNZzdGs5z1xgv7yFfPVMk+sHcDgK1QBx+Mhd1FlVkCti4L4ndLDqUY9TGqdKtEJgiAU\nPm168OMf/xh//vOf8cwzz6SPbd26FcuWLcNXv/rVrPPfeOMN/NM//RM2b96s+r0aPnr3lwglbZRv\nocpoiA/DmBhHwtictz9az1ODJXwKJDb0lEdZBS1j/w+G5CT0qSB8TTfnPVfZL1vwbdqq6xoQtK1B\nvGFmVn/psxcJozvdf7Ff1tAxJA1OJA0uBBw3oCE+DNf4r9AY7affm2YjqbeTe595MV0PKRiSkwhZ\nV7KERyT4DIkJJI0uRMyLM8ZJfi1jbAiGVBBR8yL4nX/FfksUW8LQBOiMWeOs7H9DfBjmyDkASF9L\nOc7i58ZILwypAJJ6B4L2a7Ken3gejVcLG8vsPij7Ie83hARM8YuAkIQhOYmk0YGYaT4CjhtgCZ8i\nQQsdoo2d1LfQ+2iM9SNqmouwdbnqPFG7Z2PCi8ZID9O0U4iaF2X1N998U7apdq6W+SqHFh/ncuCI\nrrgq4NdUWIxWVePu7OzE888/n3Gsr68P3d3ZwQM///nP8a1vfQs7duxQ/T4XFqy+c8r9LBeOHTuG\nK6++Of9JoQEgkgTMV2oz8siPCUlypBb9sXNpMGMxSgDU4MBMyxxJq5a1e+zYsayX5Ms6HZrdZHAM\nBKRUpUkAbjfRIn4//SuAXP38AaJQAMDlADo6yIAYDgKnjwMz3MC8DsBpBxw20oItFiAwCngHKYqy\npY1kh/cCs6GyYBVXO+C5SPzxdfvfw17mjWRzk8ZuNABLlgMtswDfCND37r8hHiDaJe4nY6o8IAjs\n/64FgHMOYGkBht8nbts+WwqyiQMIhQD/OHHbXqZxmx3AnCVktE2mgLcOS7Uk7G7amaT0tFP5P/t+\ni0eu+d8AG7tmFlU56QVmuYEWJx1L+IniGT8PPKQUDt53gNE3iN+xOgBXEhC6gKiLDTibA94kgGV0\nd2KyqFCLRF2Ixmu0SOeInyMunP3YhyUrblCfT2MxCghydgItCqGqbFN5TbV+1AhqvFZwdQX39ddf\nj1gshueeew6f+9znsH//fng8Hqxbty7jvEOHDuHRRx/Fs88+W34XwHKhXFu+Qttate+Vye2hz98H\nZQIgueshdDkDL0S+We/NbM7tBrqWAZNBoi5EmsSio22+1QH0ngeGvMBYgCiASZbMf7YT8PjJMBkK\nkGBvspMP8wir4tLbCzQxYRwM0DUtDip4kBCIU7aET8HqJiEa8QJjTCg32oHJEAX4jAeA2R2AzQ7o\n51BxgzjLPyJmg7W7AcscwP0Jcms0twHDZ1m1G4Hol1QQMJqBgfNSLcggo1GiBmBOJ6VhtbmpH3Y3\n0LkM8AcB7wTw4XnKuCcSghYn0TGNDqJUTIx6MjrIy2RimBVnUMLcBjiWsA+iN5CRMj8qz8tl81A7\nZ+wIMHqIOKGZn0Z4dCz3fNIZckf3auG1a5Tr5hx3HphMJuzevRvf/OY3sXPnTsyfPx9PP/00rFYr\ntm/fDgDYsWMHdu/ejXg8jvvuuy/j908++STWr18/tU5MVeCKvxd9rSMj2topEGWZkaGtUPkn8ViD\nE/CfKb6YsdzLxbUi+zsWoTlnATDhJ2HUwrREnx8Utm4HuhYB7xwHTp8H4AVcbjK2jQekwuwXvCTA\nRU132E9FaoPMxW6EfScmXRLFQVDBQcNLwtziBOx2ABAohFx2jt3NavyOAKMDZLic0UFBM61zAMcM\nSvJ0/h0S9rM6gY7l9Bh9I+SClzSQ0XP0OGnPzUHi5D0jUkF6B8vi5/MDPb1AKEViVOT825xUUsxs\nBcb6JW1OHJNRv7SYxUEL2fwOivj0DQNN7YB7FkigyhdcudCT52lXQotwlJ8zfJCEts7Ajo1lnqtM\nBTuV69Yoap3jrnoAzrJly/DCCy9kHd+xY0f6/88+++z0dWCq/qTi7+M+yXg0levK/a7VhHUurQUA\nfCdJAOuKfKxiLmfXirTByRI+RdtYWYRmGJIwErVEs4METVMzEI4BLa2Si9QIE9JApgbjdgMuRquI\nglzMjKdHZqY88bMyV/UPBCFjjHp7e/HQX34jFQGQL6Zi8Yh0vvFzwGQPEBmmXKxtN5KxuO+ndHz8\nfaB5BfkSuq5ERuEBlQX3iYU6qi7jIPrFw3YcPiaIR/3ksRINsfwu7B5EAX6RLVgiZTPoBZxO8gB1\nWAFHK6vT7Hkzd6rUcgpJMddN8wr17+VzV3QLLHcq5CqDa9y1Dq1ugIU05NZrcye5L3RdtbbVhHW+\nlyOf1qzlnuRJtSIjlN96+H/INZB5wEQZ3RABE9Yih+0FegeABR3ketfklrwogGztxc5c5WwOEloG\nSHmqRaEdB9DKtPpJP+BjC4AozAFIQti5GAnjRMYik15MG0VPDCZsdEa6p0a3NL7iM3MuASaOA+YW\ncn8xy3LFiGMVGZauIy5yTsq3PXKBxkZ0SUyx+wp5gZkdtDPo6KDFSm1cgHTReoz5ic8f6Gdp190g\nV8BKeGHIc92IyKdl56Pa6hRccNc6tGoqhTRkObS8XIWiLNXazbc7UGrNWpCrPXMblQJr7MxwSfzg\nPH1tANDvJQEkCtt3TpFBLhAko+RFGWWRVPw7wqgBf4DolBanRMHIhfiVzGhpdlJ7ovbtdoPC9wM9\ngKOLeTm4kRHQobaY5tu1hAYYX7ucChHIDbxywRRhVYREOioygnE/Ce5hr+TfLdZylAdpJFgQjqhp\ni0bJcb/k2y1iyEvHWt30W38YQNMybTvEqQp3NWVGXnRj9t9ktluK0lDj4FTJpYJiAnTyvVyFtOtS\n+1DKVjlXe9YOBG1rsvy4RYHDor8pIIb9O+SlJFEuBzARyBbW8hdh2Et/M9zA6mWAf5KMmkMyI6Ee\nJMBjAhARgPZOYN4s4OIQVd9B1EsqKRMW8QaZx4Q4HmpjpISYM0ZcBMwzSGDLvRxEwRToBSCkFwt6\nlsMwO4HhAeK6bU7A6wdGGcdvd5L23MOCa7yysXE6mXeMg86HbFzbmFB3OymAp8kNokqUi5HafCqW\n/lNLkVDMXCpFaahR/20RXOOuFUx1ohQzmfMJWLWXKlfbuV6ocvGJee4pq85gaACLFkhCidUSSCMF\nErxDCs1RFNjii9DmJnc8r5+iLb1BwGkFzg0QzWAACW89gDMDJNQCAWDlMjre0gacOgup+EPa7VFh\nQNOKyEjmItB2Y+7dDHQg7x3yk0ZkCICA1plSkM64n7xoYl4S2ilQutYz5yWKRMQ423n4AtKxJEjL\nvmIZhdMnWAg+jaOQWb5M7H+hKklaxkBMESzaAZTRkfLc7UqUojTwXCVTwuUjuMsxUYqJEsv1vRo/\nmKtN5QtVwQQ96fB82TUFkNYIAK2M3hjxZmrgs9ykJYoCXpmfuslJ4q+JGTWTAnC2XzLOyesu9nvJ\nUKcH4BgC5rUB4QhgdYKEti4jMas6CmVhFL12hBTx2srfym0AoucGdNJzjI4jBZb5cJL6ZgHj+Vna\n2jGmZbewsXG7ANfEb9DiAk73ZhpfAWa4DZJh8oOzwPkLwLw5wGcdi7MFpzzT3tgRSeCqFQIpZKcR\nbQPK6EigNOGcL199jVfL4Rp3rUDNza4aWoLyBRBLlflOk9Es3wtVKPVmuRAaoIjFyEowfwYgMowm\nJ2nGM5xSgM1FhRbZJNMy1TxKoAfmzgQ+HqbfqnHhBmRr6id6gZO9wNIFTNNXEy6s72nhEL4IDP6W\nhLKzS/25iZ8/fJYMkxEP0PlFds8qqQcAel6RUdL2AfSzfOF9F9S1bPFe3E76d/E8wJAcxzWfoBB/\nkSYROfwJP2UY/IiFygNsnJT+2WL/05VxzqiPiYhCdhpxYXIsRlkSQOXLV6+W2KqGwAV3rUDNza5c\nnPBUYG4jod3oKvxCFapWUki71ALRECckJGMTE4SjPtKAAaCV8bXKLaWHbf/HFdVgxPNSKaDvolRp\nRvm9+H+RhpFz5HGQ33eLA1nCxRJ6HzjzP5SrumUtAB3V3mxwUtpTMbd4rvsNDZLrYNwnfZerCIB4\nnP3/7eMSVdIMEtoily3aAMSxcTmAcx8D+mQEHi999nqJQhKNtB62y3CxRcCjWByzIPbHsVha6NXy\nXBeav8Vq1YUqQwnJTD6+xrVsOThVUmsodfJMlzHF2pFdfV3tHC0alMjXAqXvCkRDnK4hk++NjGKU\ncbGDsiAaJdR4bhFJZAp2IPcLojwuCnPR71vpz9wY+5iSZscD0oIjLCGj44zrc/s/i/drnUN++K3X\nSt8px50ZI9NcNxt7UWiLvusXmZF1BuPzPYxSEv8+PA9MNHejb+D/IhCg+2phFFIzE+QutqtpcpAh\nNy8KeSjJzxPvOXxRPcufHGzON8Q92cflBl2lC6Dc9VJO2ZRCt1QJXOOuNZQ6eaaTVy61T6oVeFj2\ntVK1GmaIC9qMWfzm4TGVRDo14h0QNc0DTONURFdccKwduQW2KHwiHhqrrs35+z92hGgX2zzazcjK\nw/02V4IhUYjKA3jYtc8efwPPnuyXrinfVVk76HrMRz3nPaihkGKSplXOFS5xxs5NF7mWHw+cA4ID\nSHuTFNOHOgAX3JcKanEyKgV+qVtdpReBtYj6mHL/Xi2eMaX2qUC7YetyYGkRmeMmTgBjlHmwoJEz\nNCBx5aELwKz/pW2s1eYMo2aMiYn8xj8xB0hkNJsOE+8byB7bQv0S++TMw2NnJC0bo2AsOfUietnY\n5gKOReqafZ1o1rnAqZJLBZWejOXKoZLv98VoX/kgz4CpFLzKSMNCUCbMKtbQVgxMLBJRzb4gx8QJ\nACkqVz//Lu0LlNqcYdSMIdmfLTTVvC6UhumMSjKK7wpB65ySUx3mNiSM49mLzNw7a0+RKSO4xs1R\nGGpuU1MNIdYi2IrRvnK97Er/Xvli0OiSfJ5dywsbs+QCq5Bnw1R3QK6rAPOsdH7pgu3Yu8gFMR9X\nrkWIqlFRyjYm3pfGQkbJZHDszKOlqHQNWhfRrLE9J7u+Iq7gEgXXuC83lEINKIV0OUKItQg2LS9f\nMVGgcsHiXExas6MTMM/M79GTy01MbF/sa7F9z4difp8r+KQUv2R2TWPiTLbnh5qWLR+PdPFefab2\nWwginQWBFistC7Ss3XSBAy3KhJbFudTnJrbhXlPa74sA17gvNxS7hVcT0qWEEKuiDFU5iokCTXOv\neqkKudx3XukeVugakRFWSLkfaL+5OCNdOaHqXaLQYJV+yaUEVol/Y0cA3xm2E5K3p9C2lch3TR0A\nU2uWkVRybywwb7UqE7naKQe1JbZRAXDBfblBLTKS+VY3xFWMYGpCuhzb0FJfFKULWL6+qHq1qPib\ni5q20j1MRK5rCEnKz2FuI9ezagluJdICRAdArx7UlcFFI1OgmttgTBwGAh7QplyXeY5acQL5ophr\ngcj1zHPtGOSGZddydUOqOBfMVyLDgyRXEJs8klNp0JwqJ55ue/rBqZJ6Q7lzmoi+1TrAmFAZ7uni\nCkt9UdRcwHKNiVavlmL7Il7PfxqwzAQSQfJe0PrbqQQhjR2hwB3nktwLhXg/6dJgKhSQ/J5VIjAT\nRjcla5EHOWkplqG2K8n3O0DbHMtlSBXngvz7XJRXmtoSsrn0csxza4f0bKcZXOOuN5TbX1vmW50w\nqpR3mi6U+qKwFy5hlBWFmOqYaOmLmuYYm6AAD1MeoyBDOrdKZFjyMQ58CMy9o7g++88CMQ9w8TxR\nPWq/Vd5PzoVJyP5e7nUDvZQfxdwGDP+RjLmOhcDMv8peFIFszl/edi5KR4thOU/WyoSxOfN7WR70\nDCh3Ilry8dQouOCuN5TbX1v2MsVHNfpGi6jGhGf9zfDjroQPu5rm2Hqd5uIUxoQXVJiWCQ01Vzkt\n4+lcQkLb2qH9t3m0VVUDo8zVLuMc6CjsPvix+iKptoDmWxQLLbiFtGj5XJC3paRylCHu8jzm8rzp\nhTyktDwfscLRNINTJbWCcmT2qzSK1XS13KPaOYV+p6bJlUJH5PtdPs1RA9KFFFzL6U/kQpV5RgqN\nZ8s1klG12N/KkWuxk2uxcj547AhIXAhUMk1NW9W6gObKFaJ2nvg8Glvzn6u89sT7QHSU/o1PUHUe\nvRFokyVKk6dgEN1C1XKoiNAyxhV6N3mV91rBdIasa4G8jqPW6+eKvCvkraAhjDnjnFI8YUrJiSLj\n+1WNdsUsAMroQSA7L4YSxbjsaTW6FdOG7Hi8/xjT6tnY+84ATVdSBR4xhaxI/Sg9VwrlY5cH0KgZ\ng+XnibSSbR7ladHqfhkZAQJngbGjgNEGGJ3ArA0qPP8I+b+r8d5yaPGaqSA4VVIrECfNVNK6TgWl\nLByFtuBqwqWQYCrG8JW3DfaCF8NjKn+nZUzU2pV7QzC6ISufhhqmspuSC9m8wkfbjscSOgV4k5JW\nrAyCiowAkSHSVCMewNwqLRjid/7TmRquCK2LjLkNEHTMqYVFq5pcWSmGs3Kzi7+FHjDYqBKy6yrA\n3J49H+S0ST4lJJfXTJXABXetQJwM01HUVKvQEiPQptKmkGSBLYuzf6PVewDI1KyKFWji+fIAGa3b\n3KyFqMCCUahdNWNqLpSaN0XmxqcpgZOGHU9j7GMAy3JrxeY2EqCOTiAqL4QM0kwDHxJvrHYtLYuM\neN68Oxnt4QFSSWYc7cz4Xdp+kBX2fofk7ZOuRJRjLAopIYXGtsL2Hs5x1xKmGpGYa/JofEnClmXF\n0QpqxjX/WZZ2VfHoipnY5aKNinnxlH0Uf1+ov2rtyr0h1IypWvqb7/q5QsQLLXBF7HiipnnIG9Jv\n7ZDS/TbKqs2nx08HmGdq56Tl9yW/Z/Ge5MZJRbsZhZi1hr1rHQtxZ2CekTs4SOtCVEZwjbuWMNWI\nxFyZ8PJpwaVCbeLnW3iKmdhqQUKlaDNaDYpqglBrgiS1dgsJ0EIlugrRNHK3NrGvU+G1Vc4JWxXF\njYtpT+5DXsxvlfesZvhUaTfeMBMwt6gvZkDuBTkfvy72MddzUB6vhGeTDLUuuCvoWFwDsHbkLpkk\nGnxCA7l/H/EAwY8kjU2EzkCZ7JRacLn7am4jHjFnQVuN5aaUbU+cAHynJE+M0AAcgTfIlSvfeOQb\nTznU/HuL6W+xUGrWav3Nd33xO9fyTKFWC7B2SAtPvmejBuU9K4VjvmeZy0db2Y78/1reqVzPQXlc\n61wrE1JF/mnF8ePHsW7duvRnn8+Hr33ta1i7di0+/elPY+/evZraqbrgPnnyJDZt2oRVq1bh9ttv\nx3vvvad63ksvvYSNGzdi1apVeOCBB+DxeFTPKxm5XnY5zK2AfUHhSTZdyDd5pzqxY17aNTDtyZD0\n0bF846HlxQQyBaHYx+l8EeXPI1cftY7lVJ6t8tpax6sQtMxVtb5ERqTdEVDcvSmfISDdi7wd+f+1\n9DPXc6iwoFYiWeRfIQiCgH379uHLX/4y4nHJ2fDhhx+G1WrFX/7yFzz11FP4j//4j5wyUI6qCu5o\nNIotW7bgs5/9LI4cOYIvfvGLePDBBxEMBjPOO336NB555BHs3LkThw8fRmtrK77xjW+UtzNaJrHr\nKsB5Zba7knySlevl1IJyXct1FblsicYucxuSBlfuOo0itAqQSr+E8uuVIuSyUGJiIzVOfcp9QWmL\nidq1i5m3ymeYS1svZdErdO1KvlMM5da4f/jDH2LPnj3YsmVL+lgwGMRrr72GrVu3orGxEStWrEB3\ndzd+9atfFWyvqoL78OHD0Ov1uOeee9DQ0IBNmzahtbUVBw8ezDjv17/+NTZu3IiVK1fCbDbjoYce\nwp/+9Kfyat1ahIuWc8rxcmqdqOUSBNYOcisT3bmsHQg4bqCq4oWMcZXYaUwFpfRRPv5qY1zsTkOe\nhKsc41XKQljo2sXOJS33UiyVluva5ZrnRaDcGvddd92F/fv346qrpMjP8+fPw2g0Yu7cueljCxcu\nRG9vb8H2qmqc7OvrQ1dXV8YxtY739vZi9WrJ0NHc3Iympib09fWhtbW1In3VjHIYUbQaGstpsNFi\nWCvHbyoNrX3MlWUvl5G4FMNqxuexEm6mCKh5f5RzLpXz2Re6doUNk0D5jZNtbW1Zx0KhEMxmc8Yx\ns9mMSCRSsL2qCu5QKASLxZJxTK3j4XA46wYtFgvC4fC097FolGNCTyXCj6M05BLWamNcBUFSNIp1\nn6vmXCp07Sr0rRJ+3BaLBdFoNONYJBKB1Wot+NuqCm6LxZIlpNU6nkuYa7nBD08cxGTKNfXOlgnH\njmlNNKUHaWXTrJnlgfa+1gam0t+GuAfGxDgSxmbEG/QoPP5Tfz7TOb4Z98N83BviwzAmvEgY3eTi\nVwRqZS6sXFlEQegpoBLugPPnz0c8Hsfg4CBmz54NgFiIRYsKpzCuquDu7OzE888/n3Gsr68P3d3d\nGce6urrQ19eX/uz1euHz+bJoFjV0zXEW9petEI4dO1axiVcQBXy3a6qvGsD7qwHed0AZFDX4kMtQ\nb2NbDlRCcNvtdmzcuBHf+9738Pjjj+PcuXN46aWXsGvXroK/rapx8vrrr0csFsNzzz2HeDyOffv2\nwePxZPg5AkB3dzcOHDiAo0ePIhqNYufOnVi/fj2amzWEOdfydlaJSlrPq2DwqXtUwbuhrH2oB2Ny\njWC6/LiVeOyxx5BIJLBhwwZs3boV27Zt07RIVlXjNplM2L17N775zW9i586dmD9/Pp5++mlYrVZs\n374dALBjxw5cccUVeOyxx/Cv//qvGB0dxdVXX43vfOc72i5STxxwJcN664GnrTWIz0dZK7IafSh5\njlSmZmO9Y7o07muvvRZvvvlm+rPL5cKTTz5ZdDtVD3lftmwZXnjhhazjO3bsyPh866234tZbby3t\nIvVSgaOSwrReDJu19OyKDdefzj6UMkemIvRr6TlUADzJVC2g2rm4taJehOlUUUzBB7XcGNWC+HzU\nUpRWug+loFpCvw5R67lKLg/BzWmB2kIxBR/UcmNMJ7QsKvW4wBa6r0LfX2bvUK0L7qrnKqkIqpz3\n4JJGKcYyLUYyOS0hz68x3bhUjbZTjU68zN6hShknS8XlIbg5pg+lCDqt6QWmmpmvlBwYl6rnRaH7\nulTvu0SUO+S93Lg8qBKO6cN0bqGn2nYhSiZXYQV5zcdLxRhXg9GJtQxeLJjj0sZ0vvBTbbuYHBhK\nIX+5GOPUuO1a8yCpQn9qnePmgpvj0kWxWqZcyE9F2y+HoKmUsFLzTc9V6alSqHLZMqD23QE5x83B\nAWTz7lMxxpXDwFkpI6nIbct906sN5b1XgX/nHDcHx+WGcvD+lXK/U/NNN8+oruuf8t6rwL9zqoSD\n43JDOQRNqW2USrGo5Q6vFmrAUMqpEg4OjsrhUvVDrzA4VcLBwTE9UNOuL7MIx+kCp0o4ODimB2re\nFjVAM1wKqHWqhAtuDo56RbVdFi9hcI2bg4NjejAV7fpyCTAqEVzj5uDgqD1wLjwvuMbNwcFRe+Bc\neF5wwc3BwcFRZ+BUCQcHB0edgWvcHBwcHHUGLrg5ODg46gycKuHg4OCoM3CNm4ODg6POwDVuDg4O\njjoD17g5ODg46gy1Lrirntb1Jz/5CW688UasWbMGDz30EEKhkOp5fr8fX//61/GpT30K1113HbZt\n2wafz1fh3nJwcFwOSBX5V2lUVXC//vrr+NGPfoQ9e/bg4MGD8Pl8+O53v6t67re//W0Eg0EcOHAA\nv/vd7xAIBPDYY49VuMccHByXA2JF/lUaVRXc+/fvx6ZNm7Bw4UI4HA784z/+I/bv349kMnujkkwm\n8bWvfQ12ux0OhwN/93d/h3fffbcKvebg4LjUUesa97Rz3IlEQpX+0Ov1a9jeHAAAB8RJREFU6O3t\nxV//9V+njy1cuBChUAjDw8OYPXt2xvlPPPFExuc//OEPWLZs2fR0moOD47JGrXPc0y6433rrLWze\nvDnr+Jw5c2AwGGA2m9PHLBYLACAcDudt89lnn8Wrr76Kn/3sZ+XtLAcHBwdq3x1QJwiCUK2Lf+Yz\nn8GDDz6IW2+9FQAQDAaxZs0aHDx4ELNmzco6P5lM4tvf/jZeffVV/Nd//ReWL19e6S5zcHBwVB1V\ndQfs6upCb29v+nNfXx+cTifa2tqyzo1Go/iHf/gHDA0N4cUXX8ScOXMq2VUODg6OmkFVjZO33XYb\nfvazn+HcuXOYnJzEU089he7ubuj12d3avn07vF4v/vu//5sLbQ4OjssaVaVKAGDPnj34yU9+Ar/f\njw0bNuDxxx9Pc92rV6/G7t27MXfuXKxfvx4mkwlGo7RJaG5uxh/+8IdqdZ2Dg4OjKqi64Obg4ODg\nKA5Vj5zk4ODg4CgOXHBzcHBw1Bm44J4iTp48iU2bNmHVqlW4/fbb8d5776me99JLL2Hjxo1YtWoV\nHnjgAXg8nqLbqFRfX3zxRdx8881Ys2YN7rrrLhw9ejT93Y9+9CMsX74cq1evTv/Jv69Gfx944AGs\nWLEio0/FtlGp/m7fvj2jn6tWrcLSpUvx61//GkBlxxcAjh8/jnXr1uX8vhbmLYcKBI6SEYlEhBtv\nvFH46U9/KsRiMWHv3r3CddddJ0xOTmacd+rUKWHNmjXCe++9J4TDYeFf/uVfhHvvvbeoNirV10OH\nDgnXXnutcPLkSSGZTAq/+MUvhLVr1wper1cQBEH453/+Z+GZZ54pa9+m0l9BEIR169YJx48fn1Ib\nleyvHN///veFL3zhC0IsFhMEoXLjm0qlhL179wpr164VPvnJT6qeUwvzlkMdXHBPAX/84x+FDRs2\nZBzr7u4WXn755Yxj3/3ud4Vt27alP3u9XmHp0qXC6Oio5jYq1ddf/vKXwq5duzKOffKTnxTeeust\nQRAE4ZZbbhH+/Oc/l7VvatDaX4/HI1x55ZVCJBIpuY1yoJRrnThxQli7dq0wODiYPlap8f3P//xP\n4TOf+Yywe/funIK7FuYthzo4VTIF9PX1oaurK+PYwoULM4KKAKC3txeLFi1Kf25ubkZTUxP6+vo0\nt1Gpvt5xxx2477770p/ffvttBINBdHV1IRwOo6+vD3v27MENN9yAW265Bfv27StrP4vt78mTJ2Gz\n2fDAAw/guuuuw+c+97l08rFKjW2p1/rOd76D+++/H+3t7QBQ0fG96667sH//flx11VU5z6mFecuh\nDl5IYQoIhUJpn3MRZrMZkUgk41g4HM7IyQJQXpZwOKy5jUr1VY6enh5s3boVW7duhdvtRn9/P9au\nXYu7774bTz31FI4fP44tW7ZgxowZ2LBhQ1X6G41GsWrVKmzbtg3z58/Hvn37cN999+GVV16p2NgW\n018Rb7/9Nnp6erBr1670MY/HU7HxVYtOVqIW5i2HOrjGPQVYLJasiRqJRGC1WjOO5RLmVqtVcxuV\n6quIN954A3fffTc+//nP4/777wcAzJ07F88//zw2bNgAk8mEq6++Grfffjt+//vfl7WvxfT3pptu\nwq5du7B48WKYTCbcc889aG9vx5tvvlmxsS2mvyJ+8Ytf4LbbboPNZksfq+T4akEtzFsOdXDBPQV0\ndnair68v41hfX1/G9hKgnCzy87xeL3w+H7q6ujS3Uam+AsDPf/5zbN26FY888gi++tWvpo9/8MEH\nGRoiQBqvyWQqa1+L6e+rr76K3/zmN1l9amxsrNjYFtNfEa+//jpuueWWjGOVHF8tqIV5y6EOLrin\ngOuvvx6xWAzPPfcc4vE49u3bB4/Hk+Ve1d3djQMHDuDo0aOIRqPYuXMn1q9fj+bmZs1tVKqvhw4d\nwqOPPopdu3ahu7s74zur1Yof/OAHePXVV5FKpXDo0CG8/PLLuPPOO8va12L6GwqF8K1vfQs9PT2I\nx+N45plnEIlEcMMNN1RsbIvpLwD09/fD7/dnZbes5PhqQS3MW44cqLZ1tN5x6tQp4e///u+FVatW\nCbfffrvw7rvvCoIgCA8//LDw8MMPp897+eWXhZtvvllYvXq1cN999wkej6dgG9Xo6+bNm4Vly5YJ\nq1atyvg7ePCgIAiC8Pvf/17o7u4WVq5cKdx8883CK6+8Mi191dpfQRCEH/7wh8KGDRuElStXCnff\nfbdw+vTpgm1Us7+HDh0SPvWpT6m2UcnxFQRBOHz4cIZXSS3OW45s8FwlHBwcHHUGTpVwcHBw1Bm4\n4Obg4OCoM3DBzcHBwVFn4IKbg4ODo87ABTcHBwdHnYELbg4ODo46A89VwlG3WLp0Kcxmc1Zx6Ztu\nuglPPPFElXrFwTH94IKbo66xd+9eLFmypNrd4OCoKDhVwsHBwVFn4IKbg4ODo87AQ9456hZLly6F\nzWbL4rj//d//HRs3bqxSrzg4ph+c4+aoa7zwwguc4+a47MCpEg4ODo46AxfcHBwcHHUGznFz1C1y\n+XG3tbXht7/9bZV6xcEx/eCCm4ODg6POwKkSDg4OjjoDF9wcHBwcdQYuuDk4ODjqDFxwc3BwcNQZ\nuODm4ODgqDNwwc3BwcFRZ+CCm4ODg6POwAU3BwcHR52BC24ODg6OOsP/ByQwvm6AlR8rAAAAAElF\nTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dplot(ds, hist2d_alex);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Finally we can also plot an ALEX histogram and marginals \n",
"(joint plots) as follow (for more options see: \n",
"[Example - usALEX histogram](Example - usALEX histogram.ipynb)):"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAd4AAAGyCAYAAABKqKXiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"alex_jointplot(ds);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To get rid of the large donor-only population, we can simply \n",
"select bursts with at least 10 photons in the acceptor channel \n",
"(during acceptor excitation). At the same time,\n",
"with a burst size selection using Dex photons we get rid\n",
"of the A-only population:"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAd4AAAGyCAYAAABKqKXiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ds = d.select_bursts(select_bursts.size, th1=20)\n",
"ds2 = ds.select_bursts(select_bursts.naa, th1=10)\n",
"alex_jointplot(ds2);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As you can see, we remained with only the FRET sub-populations.\n",
"\n",
"See next sections show how to select a region on the E/S \n",
"histogram to isolate a subpopulation."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Graphical selection of an E-S region\n",
"
\n",
"\n",
"The graphical selection of E-S regions requires a local FRETBursts installation.\n",
"Therefore the commands below are commented by default.\n",
"
\n",
"If you have a local installation and you want to try commands below,\n",
"please uncomment (i.e. remove the inital #
) from the lines\n",
"containing the %matplotlib
command.\n",
"
\n",
"\n",
"\n",
"To select bursts graphically, we need to open the ALEX histogram \n",
"in a new (QT) window, drag the mouse to define a selection and \n",
"have it printed here in the notebook.\n",
"\n",
"Here we describe how to do it in 3 steps.\n",
"\n",
"**Step 1** Switch the plot modality to QT (i.e. opens graphs in a separate window):"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [],
"source": [
"# Switches to open plot in external window\n",
"#%matplotlib qt"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Step 2** Plot the E-S histogram in an external windows. There you can\n",
"use the mouse to select a region:"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 57,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAW4AAAE0CAYAAAAMt9keAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# ALEX histogram with GUI selection enabled\n",
"dplot(ds, hist2d_alex, gui_sel=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The region selection is printed above.\n",
"\n",
"**Step 3** Restore the normal inline plotting (no more external windows)."
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [],
"source": [
"# Switch back to show plots inline in the notebook\n",
"#%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Selection bursts by E-S values"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To apply a selection based on E-S values, \n",
"we can paste the values obtained from the previous plot\n",
"(or we can type them in manually).\n",
"\n",
"The selection function used here is `select_bursts.ES`.\n",
"The same *E* and *S* boundaries can define either a rectangular \n",
"or an elliptical selection by using \n",
"respectively `rect=True` or `rect=False`. \n",
"Here we use the elliptical selection:"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [],
"source": [
"roi = dict(E1=-0.07, E2=1.17, S1=0.18, S2=0.70, rect=False)\n",
"d_fret_mix = ds.select_bursts(select_bursts.ES, **roi)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"By plotting the FRET histogram we can double check that \n",
"the selection has been applied:"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAd4AAAGyCAYAAABKqKXiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nWv2/tyOzAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"g = alex_jointplot(d_fret_mix)\n",
"bpl.plot_ES_selection(g.ax_joint, **roi);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we can further separate high- and low FRET sub-populations. "
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {},
"outputs": [],
"source": [
"roi_high_fret = dict(E1=0.65, E2=1.09, S1=-0.13, S2=0.96)\n",
"d_high_fret = d_fret_mix.select_bursts(select_bursts.ES, **roi_high_fret)\n",
"roi_low_fret = dict(E1=-0.19, E2=0.64, S1=-0.05, S2=0.92)\n",
"d_low_fret = d_fret_mix.select_bursts(select_bursts.ES, **roi_low_fret)"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAdoAAAGyCAYAAABDQwWYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAd4AAAGyCAYAAABKqKXiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"alex_jointplot(d_high_fret);\n",
"alex_jointplot(d_low_fret);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can for example compute the ratio of high- and low-fret bursts:"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([ 2.72277228])"
]
},
"execution_count": 63,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"d_low_fret.num_bursts / d_high_fret.num_bursts"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Burst Width analysis"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To plot a burst-width histogram, we use `hist_width` instead of `hist_fret`:"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 64,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAjUAAAE0CAYAAADUocKgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dplot(d_low_fret, hist_width)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To use a larger bin size, plots two sub-populations (in different color) and add a legend:"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAjYAAAE0CAYAAAA/lnmjAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = dplot(d_high_fret, hist_width, bins=(0, 10, 0.2))\n",
"dplot(d_low_fret, hist_width, bins=(0, 10, 0.2), ax=ax)\n",
"plt.legend(['High-FRET population', 'Low-FRET population']);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Finally, we compute the mean burst width for each subpopulation:"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Mean burst width: 2.7 ms (high-fret), 3.5 (low-fret)\n"
]
}
],
"source": [
"millisec = d.clk_p * 1e3\n",
"mean_b_width_low_fret = d_low_fret.mburst[0].width.mean() * millisec\n",
"mean_b_width_high_fret = d_high_fret.mburst[0].width.mean() * millisec\n",
"\n",
"print('Mean burst width: %.1f ms (high-fret), %.1f (low-fret)' % \n",
" (mean_b_width_high_fret, mean_b_width_low_fret))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# FRET fit: in-depth example\n",
"\n",
"We can fit a FRET distribution to any model. For example, \n",
"we will fit the FRET selection (2 FRET sub-populations) with 2 Gaussians. \n",
"The fitting model is a [`Model` object](http://lmfit.github.io/lmfit-py/model.html) \n",
"from the [`lmfit` library](http://lmfit.github.io/lmfit-py/).\n",
"\n",
"The first step, previously performed implicitely by the `hist_fret()`\n",
"plot function, is to create a [MultiFitter](http://fretbursts.readthedocs.org/en/latest/mfit.html#the-multifitter-class) \n",
"object for $E$ and/or $S$, by calling [bext.bursts_fitter()](http://fretbursts.readthedocs.org/en/latest/plugins.html?highlight=bursts_fitter#fretbursts.burstlib_ext.bursts_fitter). \n",
"With `MultiFitter` objects, we can compute histograms, \n",
"KDEs and fit the histogram in one single step, as in the following example:"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {},
"outputs": [],
"source": [
"E_fitter = bext.bursts_fitter(d_fret_mix, 'E', binwidth=0.03, bandwidth=0.03, \n",
" model=mfit.factory_two_gaussians())\n",
"S_fitter = bext.bursts_fitter(d_fret_mix, 'S', binwidth=0.03, bandwidth=0.03, \n",
" model=mfit.factory_gaussian())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"However if we want to modify the model (for example to add a \n",
"constrain) we need to perform the fit in a second step. \n",
"To skip the fitting, we simply avoid passing a `model`:"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {},
"outputs": [],
"source": [
"E_fitter = bext.bursts_fitter(d_fret_mix, 'E', binwidth=0.03, bandwidth=0.03)\n",
"S_fitter = bext.bursts_fitter(d_fret_mix, 'S', binwidth=0.03, bandwidth=0.03) "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we create a model and initialize the parameters \n",
"using [`mfit.factory_two_gaussians()`](http://fretbursts.readthedocs.org/en/latest/mfit.html#fretbursts.mfit.factory_two_gaussians) \n",
"(see [Model factory functions](http://fretbursts.readthedocs.org/en/latest/mfit.html#model-factory-functions) \n",
"for a list of pre-defined models in FRETBursts):"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {},
"outputs": [],
"source": [
"model = mfit.factory_two_gaussians(add_bridge=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can see the list of parameters, initial values and constraints:"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Name Value Min Max Vary Expr \n",
"br_amplitude 0.0001 0 inf True \n",
"br_center1 nan 0 inf True p1_center\n",
"br_center2 nan 0 inf True p2_center\n",
"br_sigma1 nan 0 inf True p1_sigma\n",
"br_sigma2 nan 0 inf True p2_sigma\n",
"p1_amplitude 1 0.01 inf True \n",
"p1_center 0.1 -1 2 True \n",
"p1_fwhm nan -inf inf True 2.3548200*p1_sigma\n",
"p1_height nan -inf inf True 0.3989423*p1_amplitude/max(1.e-15, p1_sigma)\n",
"p1_sigma 0.03 0.01 0.2 True \n",
"p2_amplitude 1 0.01 inf True \n",
"p2_center 0.9 -1 2 True \n",
"p2_fwhm nan -inf inf True 2.3548200*p2_sigma\n",
"p2_height nan -inf inf True 0.3989423*p2_amplitude/max(1.e-15, p2_sigma)\n",
"p2_sigma 0.03 0.01 0.2 True \n"
]
}
],
"source": [
"model.print_param_hints()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can change initial values and/or constrains (bounds):"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Name Value Min Max Vary Expr \n",
"br_amplitude 0.0001 0 inf True \n",
"br_center1 nan 0 inf True p1_center\n",
"br_center2 nan 0 inf True p2_center\n",
"br_sigma1 nan 0 inf True p1_sigma\n",
"br_sigma2 nan 0 inf True p2_sigma\n",
"p1_amplitude 1 0.01 inf True \n",
"p1_center 0.3 -0.1 0.6 True \n",
"p1_fwhm nan -inf inf True 2.3548200*p1_sigma\n",
"p1_height nan -inf inf True 0.3989423*p1_amplitude/max(1.e-15, p1_sigma)\n",
"p1_sigma 0.03 0.01 0.2 True \n",
"p2_amplitude 1 0.01 inf True \n",
"p2_center 0.85 0.5 1.1 True \n",
"p2_fwhm nan -inf inf True 2.3548200*p2_sigma\n",
"p2_height nan -inf inf True 0.3989423*p2_amplitude/max(1.e-15, p2_sigma)\n",
"p2_sigma 0.03 0.01 0.2 True \n"
]
}
],
"source": [
"model.set_param_hint('p1_center', value=0.3, min=-0.1, max=0.6)\n",
"model.set_param_hint('p2_center', value=0.85, min=0.5, max=1.1)\n",
"model.print_param_hints()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Finally, we fit the histogram with one \n",
"of the [supported minimization methods](http://lmfit.github.io/lmfit-py/fitting.html#fit-engines-label) \n",
"(the default is least-squares):"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {},
"outputs": [],
"source": [
"E_fitter.fit_histogram(model=model, verbose=False) # default method is 'leastsq'\n",
"#E_fitter.fit_histogram(model=model, method='nelder') # example using simplex method"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To plot the model with the fitted parameters on top of the FRET \n",
"histogram, we add `show_model=True` as seen before:"
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAi0AAAE0CAYAAADg2AO8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dplot(d_fret_mix, hist_fret, show_model=True);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The fitting results of `lmfit` models are stored in [lmfit.ModelResult](https://lmfit.github.io/lmfit-py/model.html#the-modelresult-class) objects. In FRETBursts, these objects are available in `MultiFitter.fit_res`:"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 74,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"E_fitter.fit_res[0]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here the `[0]` indicates CH=0. This index is used in multispot measurements, in which \n",
"there are several channels.\n",
"\n",
"The values of the fitted parameters are available in the `best_values` \n",
"dictionary:"
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {},
"outputs": [],
"source": [
"results = E_fitter.fit_res[0]"
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Name Value\n",
"br_amplitude 0.6976\n",
"br_center1 0.3503\n",
"br_center2 0.8443\n",
"br_sigma1 0.1109\n",
"br_sigma2 0.07184\n",
"p1_amplitude 0.6096\n",
"p1_center 0.3503\n",
"p1_fwhm 0.2611\n",
"p1_height 2.193\n",
"p1_sigma 0.1109\n",
"p2_amplitude 0.1932\n",
"p2_center 0.8443\n",
"p2_fwhm 0.1692\n",
"p2_height 1.073\n",
"p2_sigma 0.07184\n"
]
}
],
"source": [
"results.params.pretty_print(columns=['value'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can also print a complete report of fitted parameters \n",
"including reduced $\\chi^2$, error ranges \n",
"($\\pm 1 \\sigma$) and correlations:"
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[Model]]\n",
" ((Model(gaussian, prefix='p1_') + Model(gaussian, prefix='p2_')) + Model(bridge_function, prefix='br_'))\n",
"[[Fit Statistics]]\n",
" # function evals = 108\n",
" # data points = 46\n",
" # variables = 7\n",
" chi-square = 0.462\n",
" reduced chi-square = 0.012\n",
" Akaike info crit = -197.609\n",
" Bayesian info crit = -184.808\n",
"[[Variables]]\n",
" p1_sigma: 0.11088622 +/- 0.004612 (4.16%) (init= 0.03)\n",
" p1_center: 0.35032142 +/- 0.004699 (1.34%) (init= 0.3)\n",
" p1_amplitude: 0.60956585 +/- 0.022117 (3.63%) (init= 1)\n",
" p2_sigma: 0.07183926 +/- 0.009831 (13.69%) (init= 0.03)\n",
" p2_center: 0.84431339 +/- 0.011265 (1.33%) (init= 0.85)\n",
" p2_amplitude: 0.19323430 +/- 0.025210 (13.05%) (init= 1)\n",
" br_center1: 0.35032142 +/- 0.004699 (1.34%) == 'p1_center'\n",
" br_center2: 0.84431339 +/- 0.011265 (1.33%) == 'p2_center'\n",
" br_sigma1: 0.11088622 +/- 0.004612 (4.16%) == 'p1_sigma'\n",
" br_sigma2: 0.07183926 +/- 0.009831 (13.69%) == 'p2_sigma'\n",
" br_amplitude: 0.69755929 +/- 0.066433 (9.52%) (init= 0.0001)\n",
" p1_fwhm: 0.26111710 +/- 0.010861 (4.16%) == '2.3548200*p1_sigma'\n",
" p1_height: 2.19307313 +/- 0.051920 (2.37%) == '0.3989423*p1_amplitude/max(1.e-15, p1_sigma)'\n",
" p2_fwhm: 0.16916853 +/- 0.023152 (13.69%) == '2.3548200*p2_sigma'\n",
" p2_height: 1.07308088 +/- 0.062215 (5.80%) == '0.3989423*p2_amplitude/max(1.e-15, p2_sigma)'\n",
"[[Correlations]] (unreported correlations are < 0.500)\n",
" C(p2_sigma, p2_amplitude) = 0.907 \n",
" C(p1_sigma, p1_amplitude) = 0.824 \n",
" C(p2_center, p2_amplitude) = -0.794 \n",
" C(p2_sigma, p2_center) = -0.753 \n",
" C(p1_amplitude, br_amplitude) = -0.627 \n",
" C(p1_sigma, br_amplitude) = -0.594 \n",
" C(p1_center, br_amplitude) = -0.594 \n",
" C(p1_center, p1_amplitude) = 0.574 \n",
" C(p1_sigma, p1_center) = 0.554 \n",
" C(p2_amplitude, br_amplitude) = -0.541 \n",
" C(p2_center, br_amplitude) = 0.519 \n",
"\n"
]
}
],
"source": [
"print(results.fit_report(min_correl=0.5))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To customize the printed report, see [lmfit.fit_report()](https://lmfit.github.io/lmfit-py/fitting.html?highlight=fit_report#getting-and-printing-fit-reports) docs."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can also take a look at the initial parameters:"
]
},
{
"cell_type": "code",
"execution_count": 78,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Name Value Min Max Stderr Vary Expr Brute_Step\n",
"br_amplitude 0.0001 0 inf None True None None\n",
"br_center1 0.3 0 inf None False p1_center None\n",
"br_center2 0.85 0 inf None False p2_center None\n",
"br_sigma1 0.03 0 inf None False p1_sigma None\n",
"br_sigma2 0.03 0 inf None False p2_sigma None\n",
"p1_amplitude 1 0.01 inf None True None None\n",
"p1_center 0.3 -0.1 0.6 None True None None\n",
"p1_fwhm 0.07064 -inf inf None False 2.3548200*p1_sigma None\n",
"p1_height 13.3 -inf inf None False 0.3989423*p1_amplitude/max(1.e-15, p1_sigma) None\n",
"p1_sigma 0.03 0.01 0.2 None True None None\n",
"p2_amplitude 1 0.01 inf None True None None\n",
"p2_center 0.85 0.5 1.1 None True None None\n",
"p2_fwhm 0.07064 -inf inf None False 2.3548200*p2_sigma None\n",
"p2_height 13.3 -inf inf None False 0.3989423*p2_amplitude/max(1.e-15, p2_sigma) None\n",
"p2_sigma 0.03 0.01 0.2 None True None None\n"
]
}
],
"source": [
"results.init_params.pretty_print()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can compute more accurate confidence-intervals (note that \n",
"it can take several seconds, \n",
"see [lmfit docs](https://lmfit.github.io/lmfit-py/confidence.html) \n",
"for the method details):"
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" 99.73% 95.45% 68.27% _BEST_ 68.27% 95.45% 99.73%\n",
" p1_sigma : -0.01512 -0.01002 -0.00505 0.11089 +0.00537 +0.01135 +0.01839\n",
" p1_center : -0.01434 -0.00936 -0.00465 0.35032 +0.00483 +0.01011 +0.01623\n",
" p1_amplitude: -0.07129 -0.04676 -0.02334 0.60957 +0.02439 +0.05119 +0.08242\n",
" p2_sigma : -0.02821 -0.01804 -0.00901 0.07184 +0.00994 +0.02169 +0.03678\n",
" p2_center : -0.03882 -0.02368 -0.01137 0.84431 +0.01135 +0.02407 +0.03920\n",
" p2_amplitude: -0.08162 -0.05034 -0.02418 0.19323 +0.02486 +0.05243 +0.08601\n",
" br_amplitude: -0.30719 -0.16637 -0.07295 0.69756 +0.06334 +0.12273 +0.18183\n"
]
}
],
"source": [
"ci = results.conf_interval()\n",
"lmfit.report_ci(ci)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Finally, FRETBursts's \n",
"[MultiFitter object](http://fretbursts.readthedocs.org/en/latest/mfit.html#the-multifitter-class) \n",
"(e.g. `E_fitter`) stores the fitted parameters in `E_fitter.params` as pandas DataFrame:"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" br_amplitude | \n",
" br_center1 | \n",
" br_center2 | \n",
" br_sigma1 | \n",
" br_sigma2 | \n",
" p1_amplitude | \n",
" p1_center | \n",
" p1_sigma | \n",
" p2_amplitude | \n",
" p2_center | \n",
" p2_sigma | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 0.697559 | \n",
" 0.350321 | \n",
" 0.844313 | \n",
" 0.110886 | \n",
" 0.0718393 | \n",
" 0.609566 | \n",
" 0.350321 | \n",
" 0.110886 | \n",
" 0.193234 | \n",
" 0.844313 | \n",
" 0.0718393 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" br_amplitude br_center1 br_center2 br_sigma1 br_sigma2 p1_amplitude \\\n",
"0 0.697559 0.350321 0.844313 0.110886 0.0718393 0.609566 \n",
"\n",
" p1_center p1_sigma p2_amplitude p2_center p2_sigma \n",
"0 0.350321 0.110886 0.193234 0.844313 0.0718393 "
]
},
"execution_count": 80,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"E_fitter.params"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For more information on fitting see:\n",
"\n",
"- [FRETBursts: Fit Framework](http://fretbursts.readthedocs.org/en/latest/fit.html)\n",
"- [lmfit Documentation](http://cars9.uchicago.edu/software/python/lmfit/index.html)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Exporting Data\n",
"\n",
"To export data computed by FRETBursts, you need to find first where \n",
"the data is stored or, for data computed on fly, which function/method \n",
"is used to computed it. \n",
"\n",
"Most data computed by FRETBursts is stored in the `Data` object\n",
"(see the [Data docs](http://fretbursts.readthedocs.org/en/latest/data_class.html) for the list of attributes).\n",
"For example:\n",
"\n",
"- corrected burst counts are stored in `Data.nd`, `Data.na`, `Data.naa`\n",
"- timestamps are stored in `Data.ph_times_m`\n",
"\n",
"All these attributes are list of arrays, one per excitation spot. \n",
"This means that, even for single-spot data, we need to use indexing (`[0]`)\n",
"to obtain the array. For example:"
]
},
{
"cell_type": "code",
"execution_count": 81,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([ 29.98645277, 5.63922634, 7.55622029, ..., 8.57252534,\n",
" 7.4921999 , 2.47285575])"
]
},
"execution_count": 81,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"d.nd[0]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Any numpy array can be saved to disk with the method `.tofile()`. For example:"
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {},
"outputs": [],
"source": [
"d.nd[0].tofile('n_dd.csv', sep=',')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The background data is stored in `Data.bg` (and `Data.bg_mean`) attribute (see [Getting the background rates](#Getting-the-background-rates) in this notebook). This attribute is dict containing lists containing arrays (scalars) and ca be saved to disk similarly.\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Exporting burst data\n",
"\n",
"Part of burst data is stored in `Data` attributes (`mburst`, `nd`, `na`, `naa`)\n",
"and part is computed on fly (duration, raw counts, etc.).\n",
"\n",
"To put all burst data in a single \"table\" (a `pandas.DataFrame`), one row\n",
"per burst, we can use `bext.burst_data`:"
]
},
{
"cell_type": "code",
"execution_count": 83,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" E | \n",
" S | \n",
" na | \n",
" naa | \n",
" nd | \n",
" nda | \n",
" nt | \n",
" size_raw | \n",
" t_start | \n",
" t_stop | \n",
" width_ms | \n",
" spot | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" -0.074114 | \n",
" 0.932556 | \n",
" -2.069061 | \n",
" 2.019030 | \n",
" 29.986453 | \n",
" -0.140973 | \n",
" 29.936422 | \n",
" 37 | \n",
" 0.062756 | \n",
" 0.064491 | \n",
" 1.734962 | \n",
" 0 | \n",
"
\n",
" \n",
" 1 | \n",
" 0.974656 | \n",
" 0.409465 | \n",
" 19.959618 | \n",
" 29.534467 | \n",
" 0.519007 | \n",
" -0.066900 | \n",
" 50.013092 | \n",
" 53 | \n",
" 0.203880 | \n",
" 0.204703 | \n",
" 0.823350 | \n",
" 0 | \n",
"
\n",
" \n",
" 2 | \n",
" 0.869290 | \n",
" 0.580951 | \n",
" 19.186941 | \n",
" 15.920874 | \n",
" 2.885037 | \n",
" -0.155078 | \n",
" 37.992852 | \n",
" 43 | \n",
" 0.375110 | \n",
" 0.377019 | \n",
" 1.908562 | \n",
" 0 | \n",
"
\n",
" \n",
" 3 | \n",
" 0.725805 | \n",
" 0.338337 | \n",
" 21.165088 | \n",
" 57.028048 | \n",
" 7.995771 | \n",
" -0.139677 | \n",
" 86.188907 | \n",
" 93 | \n",
" 0.528828 | \n",
" 0.530547 | \n",
" 1.719013 | \n",
" 0 | \n",
"
\n",
" \n",
" 4 | \n",
" 0.154813 | \n",
" 0.860636 | \n",
" 3.844509 | \n",
" 4.021306 | \n",
" 20.988804 | \n",
" -0.140645 | \n",
" 28.854619 | \n",
" 35 | \n",
" 0.739682 | \n",
" 0.741413 | \n",
" 1.730937 | \n",
" 0 | \n",
"
\n",
" \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
"
\n",
" \n",
" 4228 | \n",
" 0.919657 | \n",
" 0.372120 | \n",
" 31.568967 | \n",
" 57.920036 | \n",
" 2.757925 | \n",
" 0.710119 | \n",
" 92.246927 | \n",
" 104 | \n",
" 599.544345 | \n",
" 599.548232 | \n",
" 3.887150 | \n",
" 0 | \n",
"
\n",
" \n",
" 4229 | \n",
" 0.731506 | \n",
" 0.408571 | \n",
" 37.938254 | \n",
" 75.074964 | \n",
" 13.924927 | \n",
" -0.268289 | \n",
" 126.938145 | \n",
" 139 | \n",
" 599.547832 | \n",
" 599.551430 | \n",
" 3.597612 | \n",
" 0 | \n",
"
\n",
" \n",
" 4230 | \n",
" 0.584826 | \n",
" 0.257657 | \n",
" 17.575953 | \n",
" 86.587450 | \n",
" 12.477357 | \n",
" -0.196865 | \n",
" 116.640760 | \n",
" 127 | \n",
" 599.570555 | \n",
" 599.573195 | \n",
" 2.639850 | \n",
" 0 | \n",
"
\n",
" \n",
" 4231 | \n",
" 0.798435 | \n",
" 0.342526 | \n",
" 29.794841 | \n",
" 71.628612 | \n",
" 7.521726 | \n",
" -0.191128 | \n",
" 108.945179 | \n",
" 118 | \n",
" 599.726445 | \n",
" 599.729008 | \n",
" 2.562925 | \n",
" 0 | \n",
"
\n",
" \n",
" 4232 | \n",
" 0.681133 | \n",
" 0.692098 | \n",
" 16.680868 | \n",
" 10.895119 | \n",
" 7.809005 | \n",
" -0.153985 | \n",
" 35.384991 | \n",
" 41 | \n",
" 599.767195 | \n",
" 599.769260 | \n",
" 2.064862 | \n",
" 0 | \n",
"
\n",
" \n",
"
\n",
"
4233 rows × 12 columns
\n",
"
"
],
"text/plain": [
" E S na naa nd nda \\\n",
"0 -0.074114 0.932556 -2.069061 2.019030 29.986453 -0.140973 \n",
"1 0.974656 0.409465 19.959618 29.534467 0.519007 -0.066900 \n",
"2 0.869290 0.580951 19.186941 15.920874 2.885037 -0.155078 \n",
"3 0.725805 0.338337 21.165088 57.028048 7.995771 -0.139677 \n",
"4 0.154813 0.860636 3.844509 4.021306 20.988804 -0.140645 \n",
"... ... ... ... ... ... ... \n",
"4228 0.919657 0.372120 31.568967 57.920036 2.757925 0.710119 \n",
"4229 0.731506 0.408571 37.938254 75.074964 13.924927 -0.268289 \n",
"4230 0.584826 0.257657 17.575953 86.587450 12.477357 -0.196865 \n",
"4231 0.798435 0.342526 29.794841 71.628612 7.521726 -0.191128 \n",
"4232 0.681133 0.692098 16.680868 10.895119 7.809005 -0.153985 \n",
"\n",
" nt size_raw t_start t_stop width_ms spot \n",
"0 29.936422 37 0.062756 0.064491 1.734962 0 \n",
"1 50.013092 53 0.203880 0.204703 0.823350 0 \n",
"2 37.992852 43 0.375110 0.377019 1.908562 0 \n",
"3 86.188907 93 0.528828 0.530547 1.719013 0 \n",
"4 28.854619 35 0.739682 0.741413 1.730937 0 \n",
"... ... ... ... ... ... ... \n",
"4228 92.246927 104 599.544345 599.548232 3.887150 0 \n",
"4229 126.938145 139 599.547832 599.551430 3.597612 0 \n",
"4230 116.640760 127 599.570555 599.573195 2.639850 0 \n",
"4231 108.945179 118 599.726445 599.729008 2.562925 0 \n",
"4232 35.384991 41 599.767195 599.769260 2.064862 0 \n",
"\n",
"[4233 rows x 12 columns]"
]
},
"execution_count": 83,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"bursts = bext.burst_data(ds)\n",
"bursts"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"> **NOTE**: For multi-spot data use the `ich` argument to get burst data\n",
"> for the different spots.\n",
"\n",
"This table (as any `pandas.DataFrame`) can be saved in a CSV text file with:"
]
},
{
"cell_type": "code",
"execution_count": 84,
"metadata": {},
"outputs": [],
"source": [
"bursts.to_csv('bursts.csv')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Intensity timetrace and Rate timetrace\n",
"\n",
"For an initial inspection of a data file, it is common to compute an intensity *timetrace* plot (or timetrace for short). \n",
"We also can compute a similar plot called *ratetrace*, which does not bin counts \n",
"but shows the instantaneous count rate. In both cases, it is convenient to scroll \n",
"along the plot interactively.\n",
"\n",
"In FRETBursts, the two *timetrace* and *ratetrace* plots support \n",
"interactive scrolling. We just need to switch from the inline backend \n",
"to QT, as we did before. \n",
"\n",
"
\n",
"\n",
"The graphical scrolling of timetraces requires a local FRETBursts installation.\n",
"Therefore the commands below are commented by default.\n",
"
\n",
"If you have a local installation and you want to try commands below,\n",
"please uncomment them by removing the inital #
.\n",
"
\n",
"\n",
"\n",
"Here are the corresponding commands:"
]
},
{
"cell_type": "code",
"execution_count": 85,
"metadata": {},
"outputs": [],
"source": [
"#%matplotlib qt"
]
},
{
"cell_type": "code",
"execution_count": 86,
"metadata": {},
"outputs": [],
"source": [
"#dplot(ds, ratetrace, scroll=True, bursts=True)"
]
},
{
"cell_type": "code",
"execution_count": 87,
"metadata": {},
"outputs": [],
"source": [
"#dplot(ds, timetrace, tmax=600, scroll=True, bursts=True)"
]
},
{
"cell_type": "code",
"execution_count": 88,
"metadata": {},
"outputs": [],
"source": [
"#%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Note that, to save memory, the previous plots stops will show the first 200 s\n",
"of measurement.\n",
"For both `timetrace` and `ratetrace`, you can extent (or reduce) the plotted \n",
"region passing the `tmin` and `tmax` arguments (values in seconds).\n",
"\n",
"> ### Related documentation:\n",
">\n",
"> - [bpl.timetrace](http://fretbursts.readthedocs.org/en/latest/plots.html#fretbursts.burst_plot.timetrace)\n",
"> - [bpl.ratetrace](http://fretbursts.readthedocs.org/en/latest/plots.html#fretbursts.burst_plot.ratetrace)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"
\n",
"\n",
"This ends of the tutorial.\n",
"
\n",
"\n",
"----\n",
"\n",
"*Please send feedback and/or question by opening a new [GitHub Issue](https://github.com/tritemio/FRETBursts/issues).*"
]
},
{
"cell_type": "code",
"execution_count": 89,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"**Executed:** Tue Jul 11 21:53:42 2017\n",
"\n",
"**Duration:** 37 seconds.\n",
"\n",
"**Autogenerated from:** [FRETBursts - us-ALEX smFRET burst analysis.ipynb](out/FRETBursts - us-ALEX smFRET burst analysis.ipynb)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [default]",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 1
}