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BL Python tutorial
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{
"cells": [
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"source": [
"# Python for SETI\n",
"\n",
"**Breakthrough Listen: Summer 2017 interns meeting**\n",
"\n",
"*Danny Price, UC Berkeley*\n",
"\n",
"[dancpr@berkeley.edu]()"
]
},
{
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"metadata": {},
"source": [
"## Introduction\n",
"\n",
"Python is a nice language to write, mainly because it's relatively easy to read code you've already written. By itself, it kinda sucks though; it's only when you start using external libraries that it gets good for data science.\n",
"\n",
"In this tutorial, we will take a bit of a scatter-gun approach to making you familiar with Python. There is a *lot* to take in here, so don't be overwhelmed! This is a sampling to give a flavor of what can be done.\n",
"\n",
"### A note on style\n",
"\n",
"The first thing to do with Python is to just write 'quick & dirty' code to get the job done, particularly if you're just starting out. When working in a collaborative environment, it's good to a) document your code, and b) follow some conventions to make it easier to read.\n",
"\n",
"Python has a style guide called [PEP8](https://www.python.org/dev/peps/pep-0008/) that lays down the basic 'rules' of writing Python code that people can read. Some of it is pedantic. Don't read this until you are comfortable with Python.\n",
"\n",
"For Breakthrough Listen, we will make a few extra judgement calls:\n",
"\n",
"* We will use [Google style docstrings](http://sphinxcontrib-napoleon.readthedocs.io/en/latest/example_google.html)\n",
"* We will use spaces, not tabs.\n",
"* We will line up equal signs in blocks of code, even though PEP8 says not to:\n",
"\n",
"```\n",
"a = 1 + 1\n",
"dog = a + 17 / 1\n",
"chi_squared = chi(x)**2\n",
"```\n",
"\n",
"### A note on editors\n",
"\n",
"When working with Jupyter notebooks, you generally just type things straight in to the notebook. When making python packages and projects, [you'll need an editor](https://xkcd.com/1823/). On Mac, I use [Textmate](http://macromates.com), but most people seem to use [Sublime Text](http://www.sublimetext.com/2). For bigger projects, it's worth checking out [PyCharm](https://www.jetbrains.com/pycharm/). On Linux, I generally use `vim`, which runs in the terminal, but many people use `emacs`. This is a source of heated debate, even bigger than [spaces vs. tabs](https://www.youtube.com/watch?v=SsoOG6ZeyUI).\n",
"\n",
"**Nb:** Your editor should be auto-converting tabs into spaces. If it isn't, you need to do some configuration. Don't just wear out your space bar.\n",
"\n",
"\n",
"### Jupyter notebooks\n",
"\n",
"Jupyter notebooks are just Python scripts that also allow you to add notes and display the output of computations in one notebook-like file. This tutorial is itself a Juptyer notebook, and you can run all the code snippets herein by pressing shift + enter. Other useful commands:\n",
"\n",
"* Ctrl + M, then A: add a new cell above\n",
"* Ctrl + M, then B: add a new cell below\n",
"* Ctrl + M, then M: convert cell to markdown (notes)\n",
"* Ctrl + M, then L: add line numbers to cell\n",
"* Ctrl + M, then X: cut a cell to clipboard\n",
"* Ctrl + M, then O: hide/show output of a cell\n",
"\n",
"If you haven't used [Markdown](https://help.github.com/categories/writing-on-github/) before, it's a simple way of formatting notes. There are lots of tutorials a short google away.\n",
"\n",
"### Importing stuff\n",
"\n",
"Now, let's get started. The first thing on the agenda is importing the things we'll be using:\n",
"\n",
"* Numpy - numerical Python library \n",
"* Matplotlib - plotting library\n",
"* Blimpy - Breakthrough Listen I/O Methods for Python\n",
"* AstroPy - Astronomical methods in Python\n",
"* PyEphem - Ephemeris library for Python\n",
"\n",
"And a few other things for good measure:\n",
"\n",
"* Hickle - easy writing things to HDF5 file\n",
"* h5py - writing to HDF5\n",
"* pandas - Python data analysis library"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
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"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/lib/python2.7/site-packages/matplotlib/__init__.py:872: UserWarning: axes.color_cycle is deprecated and replaced with axes.prop_cycle; please use the latter.\n",
" warnings.warn(self.msg_depr % (key, alt_key))\n"
]
}
],
"source": [
"import numpy as np\n",
"import pylab as plt\n",
"import astropy as ap\n",
"import blimpy as bp\n",
"import ephem\n",
"import hickle as hkl\n",
"import h5py # very useful, but too much to cover today\n",
"import pandas as pd # very useful, but too much to cover today"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Another tiny bit of setup: to use matplotlib in Jupyter, we set it to display 'inline':"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And check that it's working:"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x112baa990>]"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
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fpVHEp9boBvCG6qK2sRInmEN2ZdiN8KzibKyuTSiuEJxYymPg3BocV0Vgvdml2e6zVMoe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\nwpGyZ8V6t8sAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1126a8190>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"x = np.arange(0, 100, 1)\n",
"y = np.sin(x / np.pi)\n",
"plt.plot(x, y)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Random useful Python\n",
"\n",
"This section is really just random notes on how to do things:\n",
"\n",
"Loops and lists:"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[(0, 'cat'), (1, 'dog')]\n"
]
}
],
"source": [
"mammals = []\n",
"animals = [m\"cat\", \"dog\", \"bird\", \"fish\"]\n",
"for ii, animal in enumerate(animals):\n",
" if animal in (\"cat\", \"dog\"):\n",
" mammals.append((ii, animal))\n",
"\n",
"print mammals"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Tab completion (press tab):"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"a = np."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Print strings:"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The quick brown fox jumped 0.02 m over 1 lazy dog\n"
]
}
],
"source": [
"q = 'quick'\n",
"b = 1.0\n",
"d = 0.02\n",
"\n",
"print \"The %s brown fox jumped %2.2f m over %d lazy dog\" % (q, d, b)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Reversing an array:"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1 2 3 4 5 6 7 8]\n"
]
}
],
"source": [
"a = np.array([8,7,6,5,4,3,2,1])\n",
"print a[::-1]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Views - float to complex"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[ 1.+2.j 3.+4.j 5.+6.j 7.+8.j]\n"
]
}
],
"source": [
"a = np.array([1,2,3,4,5,6,7,8], dtype='float32')\n",
"b = a.view('complex64') # This is incredibly fast as it doesn't change the data!\n",
"print b"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Numpy\n",
"\n",
"Numpy is the most important library for doing science in Python. The `scipy` library is of course super useful, but is basically just an extension of `numpy`. \n",
"\n",
"There is a longer tutorial [here](https://github.com/kuleshov/cs228-material/blob/master/tutorials/python/cs228-python-tutorial.ipynb).\n",
"\n",
"The first thing to learn is how to make and use an array:"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1 2 3 4 5 6 7 8]\n",
"[1 2 3 4 5 6 7 8]\n"
]
}
],
"source": [
"a = np.array([1,2,3,4,5,6,7,8])\n",
"b = [1,2,3,4,5,6,7,8]\n",
"b = np.array(b)\n",
"\n",
"print a\n",
"print b"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"An array is basically a grid of numbers, each one having the same datatype (integer, float etc):"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1 2 3 4 5]\n",
"[ 1. 2. 3. 4. 5.]\n",
"[ 1.+0.j 2.+0.j 3.+0.j 4.+0.j 5.+0.j]\n"
]
}
],
"source": [
"a_int = np.array([1,2,3,4,5], dtype='int32')\n",
"a_float = np.array([1,2,3,4,5], dtype='float64')\n",
"a_cplx = np.array([1,2,3,4,5], dtype='complex128')\n",
"\n",
"print a_int\n",
"print a_float\n",
"print a_cplxm"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can make N-dimensional arrays (`ndarrays`) easily too:"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(100, 100) float32\n",
"(10, 10, 10) float64\n"
]
}
],
"source": [
"a = np.zeros(shape=(100, 100), dtype='float32')\n",
"b = np.random.random((10, 10, 10))\n",
"\n",
"print a.shape, a.dtype\n",
"print b.shape, b.dtype"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And we can do math on them easily:"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[ 0.00000000e+00 1.97485525e-01 7.42724433e-01 ..., 1.27679615e+04\n",
" 1.27867361e+04 1.28055200e+04]\n",
"[ 2.87547634e-02 1.02923660e+00 1.61468900e+00 ..., 6.71874911e+05\n",
" 6.83133107e+05 6.94579952e+05]\n"
]
}
],
"source": [
"a = np.arange(0, 1024, 1) # generate range from 0 to 1024, increments of 1\n",
"b = np.linspace(0, 17, 1024) # generate linear spacing 0 to 17, 1024 points\n",
"\n",
"c = (a - b) / (a + b + 1) * (a * np.sqrt(b)) * np.pi\n",
"print c\n",
"\n",
"def strange_transform(a, b):\n",
" \"\"\" Apply a weird transform to data \"\"\"\n",
" tform = np.log2(a+1) + np.exp(b) / np.std(a) * np.median(b)\n",
" return tform\n",
"\n",
"z = strange_transform(a, b)\n",
"print z"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### ufuncs\n",
"\n",
"Numpy arrays are important as they allow you to write *vectorized* code that is easy to read. The fancy term Numpy uses for functions that operate on numpy arrays are [ufuncs](https://docs.scipy.org/doc/numpy/reference/ufuncs.html) -- universal functions.\n",
"\n",
"With Numpy, you should try to avoid loops where possible (it's not always possible). A good tip is to look out for the `axis` keyword and to preferentially use functions from Numpy:"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"44976.4491626\n",
"(90, 10)\n",
"(100, 10)\n",
"(100, 90)\n"
]
}
],
"source": [
"r = np.random.random((100, 90, 10))\n",
"\n",
"r_sum = np.sum(r)\n",
"r_sum_over_axis0 = np.sum(r, axis=0)\n",
"r_avg_over_axis1 = np.mean(r, axis=1)\n",
"r_std_over_axis2 = np.std(r, axis=2)\n",
"\n",
"print r_sum\n",
"print r_sum_over_axis0.shape\n",
"print r_avg_over_axis1.shape\n",
"print r_std_over_axis2.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Indexing"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0\n",
"10\n",
"[0 1]\n",
"[ 0 2 4 ..., 8186 8188 8190]\n",
"[ 1 3 5 ..., 8187 8189 8191]\n",
"[1 3 5 7 9]\n"
]
}
],
"source": [
"a = np.arange(0, 8192, 1, dtype='int32')\n",
"print a[0]\n",
"print a[10]\n",
"print a[0:2] # equal to a[:2]\n",
"print a[0::2] # equal to a[::2]\n",
"print a[1::2]\n",
"print a[1:10:2]"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(7, 9)\n",
"(7,)\n",
"(2, 3, 4, 6)\n"
]
}
],
"source": [
"b = np.random.random((7, 8, 9))\n",
"print b[:, 0, :].shape\n",
"print b[:, 0, 1].shape\n",
"\n",
"c = np.random.random((2,3,4,5,6))\n",
"print c[..., 0, :].shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Fancy indexing\n",
"\n",
"You can do some neat tricks:"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[ 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15]\n",
"[ 0 1 2 0 4 5 0 7 8 0 10 11 0 13 14 0]\n"
]
}
],
"source": [
"a = np.arange(0, 8192, 1, dtype='int32')\n",
"print a[:16]\n",
"a[::3] = 0 # Set every third value to zero\n",
"print a[:16]"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[ 19 1 2 ..., 509 510 511]\n",
" [ 19 513 514 ..., 1021 1022 1023]\n",
" [ 19 1025 1026 ..., 1533 1534 1535]\n",
" ..., \n",
" [ 19 6657 6658 ..., 7165 7166 7167]\n",
" [ 19 7169 7170 ..., 7677 7678 7679]\n",
" [ 19 7681 7682 ..., 8189 8190 8191]]\n"
]
}
],
"source": [
"b = np.arange(0, 8192, dtype='int32').reshape((16, 512))\n",
"b[:, 0] = 19\n",
"print b"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Also some fun with boolean masks"
]
},
{
"cell_type": "code",
"execution_count": 90,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[False False False False False False False False False True True True\n",
" True True True True True True True True True True True True\n",
" True True True True True True True True True True True True\n",
" True True True True True True False False False False False False\n",
" False False False False False False False False False False False False\n",
" False False False False False False False False False False False False\n",
" False False False False False False False False False False False False\n",
" False False False False False False False False False False False False\n",
" False False False False]\n"
]
}
],
"source": [
"t = np.arange(0, 100)\n",
"a = np.sin(t / 100. * 2 * np.pi)\n",
"\n",
"print a > 0.5"
]
},
{
"cell_type": "code",
"execution_count": 93,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x11387ca50>]"
]
},
"execution_count": 93,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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kHyeHT3sdjshNvd39PjOxMPdXbaKmaNWSvY+SlUia8Vk+np39DfW1DlVXkr6m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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11387cd10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"tt = t[np.abs(a) > 0.5]\n",
"aa = a[np.abs(a) > 0.5]\n",
"\n",
"plt.plot(tt, aa, 'o')\n",
"plt.plot(t, a)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Matplotlib\n",
"\n",
"This, aka `pylab`, is a plotting library. Best shown with some examples:"
]
},
{
"cell_type": "code",
"execution_count": 97,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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Ox4krKiURh8yfUkzxiAyqGzs5flFbD6WS9ZFdPR6aW06mz+twmviiUhJxiMft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\nIiJxQ6UkIiJx4/8BbKhA0E1aXe4AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x113d77410>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"t = np.linspace(0, 6.2, 1024)\n",
"a = np.sin(t)\n",
"\n",
"plt.plot(t, a)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 101,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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TQAGrBPpZa73NPU9EROKL3+/nX7PWAtClICss52y2JWaMWQI8AcwBelprzyYw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\nWipiIiIStVTEREQkav1/Z0f9eV7YHQ0AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1141a62d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(t, a, label='sine wave', ls='dashed')\n",
"plt.legend()\n",
"plt.xlabel(\"Time [s]\")\n",
"plt.ylabel(\"Amplitude [mV]\")\n",
"plt.xlim(0, 2 * np.pi)\n",
"plt.ylim(-1.1, 1.1)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 108,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x113e19d90>"
]
},
"execution_count": 108,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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pblqtFnt7ezx9+pTJyUntnIQu7Ha7GRwc5Pbt20pWSKfTpFIpQqEQbreby5cv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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11355de90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"b = np.random.random((100, 1024)) * np.sin(np.linspace(0, 12, 1024))\n",
"plt.imshow(b)"
]
},
{
"cell_type": "code",
"execution_count": 111,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x113d35b90>"
]
},
"execution_count": 111,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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ODN7DQDc0VjNTBR+s9tkaFtzMlkTWkkYdqy4hk11o7pTQuZin6y1ib/iXpzfY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SY7yTLSbIkfRbLwMohUYJcd6ZUnDFN8oQjDjJga3P5AWsNaeBfBRvFQzhJUjLjtFNMI4zta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\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EuS15fjNj3afs5zUknr3xhkTEv9N7Qd8kVGVPqh06dfEEp0KUbrfyVu+C10oEWxe5LUJo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\nuBRrslhjjTXWWONS/H+tgyQ+iv5dmQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x113fc3e90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(b, \n",
" aspect='auto', cmap='viridis',\n",
" extent=(0, 1, -7, 7))\n",
"plt.colorbar()"
]
},
{
"cell_type": "code",
"execution_count": 112,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from scipy import misc\n",
"f = misc.face()"
]
},
{
"cell_type": "code",
"execution_count": 114,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x1152f8490>"
]
},
"execution_count": 114,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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A+Pg4Ozt72LaDJMm89sbrXH/+ed7/4BbTc7M89vgTxMhIssYX/sYXKRbGWFhaJpWycByb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\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svsQYh7VhDp2mBc5J6rLBGkfTNAgE1liybsbHv/Wb+KaPf5gHj98myTznl49Is3BqaZ0j\nLToIG1HXDU40oAxxDkYbOqOMrB8hEk8+SOlv9Dg9veDRoweYxqJ8QuRzGhKyNGF7ewOhwqmv6Oes\nlhWxToh0gvXh65TIdZHXYTyjofWWxhjiNMV4j3SghFiHXot1hp7ACYmPJOhQ/KUk+BpkjBQRQgRl\njjAKxfp5EmEjDwpQCUiNiEAlbv17qCMiVvgIWhWcvFZ+LSRcCE2S5gw6PTppilmuoKpRErI4wA2V\nsCSJglSB9hApZKoDhLEDOg1KvlhBu1pyenDI0eMDbOvRKqIoCmSaILRGCImSEuUjUp3ROBc4VGmB\nlBGz2YLJdEq1rMmilH7Ro0gLbo0+9hdXdRMWLO/aoj3WNmFMJwTOO5arkuPTC84ePqCb91k0EnLB\naGOH8XCLtnLEWczuzjOoqGVRTiibc7T2vPLBF6naGVEMMpnxye++RdsKLo4sTx9d4BaSPOuQFwkv\nvPACr37p1QB3SjPiKAIVpF9t46BsuLK7jbENeRrTyQsG/Q5prtGxxuMwraHbzdFaIFG4ZUusYkg9\npllxOZuxMiXbow5ZRyGFQBhBOW/AWjbGO/zWb71KpDO0SFEohI/CIlP2+d3PfoG//eL3YpSk8S2r\nckERdzHWkaYFTVm+x9Ko/QrjGxLRx5UQ+w5x3OA7knSnz93HD/ngcx9AqojYtzjn8EKGQu0cUima\ntubGzT3+4Dd/j34y5u//w09x953H/Iuf/CUSFZPJDpELWbWdrqauq1DAnaNpDWq9hIuiiKqqQgBE\nnAJgWov1LgRWqzyMw2KNd55Yx1hjKJ1FSsVqVdLpdIkizfzsFOtaoiTBYpjML8m7fVrjWFnHlat7\nvPnWHV547gUinSCiFqgYDzeRynN2fsLZ2TH7+y8CcHx4Rr/fp65qFssp/UHG6UnNcrlgPB5jjKFt\nG4oi5+6DQ3Z3d7l27RonJyfEccxqMQOpuH79BjpOmC0WmBaU1HS7QyIdhcD1NiwcT05OaduGREcM\nhyO89zx9+pQsy/iBH/gBvHcslwviOObk9JQ7b7/N48dPUFKSZil7V3fY3NokSxOiTNK0JcdH7zCd\nnzEcORazKb1BPyy+XdCAyyQCLUAJLI628TjZIJQh6UqSomBDdrGtZbzd4cYLm8zOlsg2oikt2Jas\n6PDWW2/hhKM/GkLjkU7hWodVoXtXqgg7BUcYe1gPzAn4sBAEniY5zldYa4OP8D2Gy9f2jF/bTbig\n1ELgnAtzcBw6CuE6QsRYb9AiwiuBdwJDeL9SQupDToOQHuMMToISobmw1lL7wL9J4oQ0ivHOo0VE\ntzNCSYXVJuDHpxVFpyCJI9JYIOM4NClKgvBYIXHGYZsWrSRFLyFKLHmc492KgwfnPLnTMN7eZTDe\nouj00UmKBdrGYtdfetsGw1leFHRFgQDKsmR6OSFSCp7781XW91Xo9/f3/xXwEWC1fumfAO8A/wzo\nA68D/9Ht27fL/f39LvAvgeeBBfDDt2/fvvt+Po6SOqTLKIWOIrAO50NH27gGnSQ8eHhIWdYkomZV\nK5RLaIoKnCGOFVoKLi8u8KJiOO6SRHsslufgS7I0J04VXjW0taGuDEUxxtoVWVqwWi3pdGMePnzA\n22+/E6RdMgQBNHW7VgF4Ui3oD3L6vQ6iakOyvBToOJgkdBQhFiuGox5SgXSeNI45fnTK3NYY55k3\nNcPtDeJuRJR4IhlDqzFl4G7EURfXeM6OLhE+WSPu1tw7JXj4+JR/70d+CN3ro9WMslrSSSwXF+dI\nlXB2cMy1WyPmyzMwDf28y6C/hThV1JeSJO9AprAuRvdSThdTtrevkBpL1VZopQCPlILWByZOqiXf\n+LGX+P3PfZ7Wluw8M+S/+u9/jF/5uV/nC5+9TT/qI1WCMQLjoDHhqC20xniHwKB0BErRekvrVmu2\nSYRwDq9ciMzTEd5Z6rJmtjrHK0VjLZelYjAY8vbD+5wvxnSLDjoS9Pp9hsNNiq7EtiV5L6Xb69Md\ndLh39z7LxRyfe7TS9EeDYDKyDThD2xqODg8ZDEY8fnhC2wTFTLlaBEy0FGTrwIrFbMpymWCq0wAA\nIABJREFUPoeiwFobbojeo7VmNBpx//SIbn/AwcEBaV6QZxlPnz5lPN6gU3QxxjKbzdnYvMJiOePa\ntWsIAcvlgiyT3L9/nyiKUUoxm81pjcE5x3JVk2UdPv4t38aHXloQx5bJ9CKMKSJNksTcffgmw2GX\nxfISRM1ieUaSaIxpiOIQSdjt5pT1MizotQj/34REKocnhMR7aVFxjI4hixXd4YB+v8/RgykICQ2U\n9YzzyRF1a3n0+ClXNjcYbgwR2pPmMVESEeWCOIqhbQKaQApQC5yF2hgMKhTgtKBtG5qmCWo3pTDW\n4sU6dNu7teIoMF6UVGtVXDBaeR+MUVJqtIqxSLyUOOlQCjwuYAtsOCxYF0ZMXoQGRvgwMgnDVREw\nyLZGSx1OEEIHyaeL0CqEipgVmGULqqLTyUk7GVES4XA0QuCkWc/sw0grziSNLYkUdPsajETLhuX8\nlPOzI+K0oD/YYDDeICHsnLQIdcdai1qPUbWOSfo59t9BKfl+O/qPAn/p9u3bk3df2N/ffxX4R7dv\n3/7t/f39fwL818B/Cfy3wBdv3779N/b3978T+CngL7+fDyLWxgnvg/zKNJYkThDS452jrltmkyWj\n3eusLqf4piaSK86OnmBNSW84YDgak+YRSlvm83MkBbFKiLSmrueUqyp88+McIVKE6PDCM9tMyylN\nO6c/zPnyq18OBVrKtRQsLJlWZUlP9FHaorRj9+oV7r/xgG6uQQh0rIliRRRrtjqbZEWwS6dJzoO3\n7tOhS+sNlfUs65rrz91AxiATT1O25DolUhG2bVEZeGNJZUpTh+7LmgZFjI5iNIpf+8Uv8Tf+9ncz\naScoBdP5GdvDWyRpzPnJCbbVWB/S7StR8/D0HnmxgVsqMjfAI5lHhmJryNHjM3SS0u91qEVNrMNs\nVQqJsQ4hJK11dPKCGzef4ejpGQ5FZ1Tw/X/zE7z84ed4cu8ILVMivUld12HO2LY0TYNW4YczzVK8\nC6HU0KKkDDcxHwqxSlOSJCZPEwbdLt1+lyQN44BIJwgRVBlxnCJVjBYe2xiwimpZ884bB1xOJ3z0\nY9/L5z772+xuXmFyETr/rStXmJ6c4ZqMyYUJCptOhzROyNOMrc0eRZ7z9HFDrDSr2YpIRSwWMyId\nsbOzzWg45PTslPF4zDvvvMOzzz5LmqZMJhOyLCwa+/0BVdNQdLu8+IHnqasm3IClZnNzC2ctpmlR\nScyqXFHXFZsbV6jKhvPz87WsrkLHESqOWM3naO/Y7G3zB1/6IkqWZFnKfDGj08mJoojRoE+WJVyg\nqFaGtpZU5ZK82+H46JA4T7EmxZYlxre4VpCkOc4rUCAiFQq9V4GnLmwYmbYwnU6YzS4RJiHOU565\ndZ1o4FgtS+qlwTrF0+Mztjc3eOuNtxj2B3R7XcYbI0bjEb5xOCxuDRBLtcZJibGWxjsirdcLWs+7\ncu9Q5P06WSnM3jUagQDnkcKjpMdFFmktuLXHxiuQBq3B2RYhA17CyrAAxjuUkMQyyC2DpDLcBJQS\nIBWNd+vGxAcXL55OlJN2OkRCg4V6VdKgWa1aZrNztBZsXdkkz1JELPHaYGy7Rlx4nIDaB5KmVS2N\nrxCNJE07qFhxOX3MyelDusUWeVGQZzmRjvBr/8GyrnFeYLxASPU+y/bXHn9mod/f3x8Bm8C/3N/f\nvw78G+CfA73bt2//9vqyfwZ8hlDofxD4ToDbt29/Zn9/f3t/f3/v9u3bT/6sjxVkZG6tGwZrbYDx\ni4bWtNRNw9HJKVEyJu0rmAdmS6oV89kpq2ZC1UxJsoQkA5QjS3po5RG+xZma2fSC5aLBmpw4HtMb\nOK7uFVjbkuUxy+Uld++9zWiwSxzHQQ7lPcaasAxRLmAWhGN7a5u7X3mEaQlSMhGM3lKHxBgdBx1v\nU1Vc37vG5NEULyGKY6QO23idCrCr9cxRU1eBRhhFEmtsKOwimEukUuAEpvF0+xv86r/9Xf7K938X\ncS+hrJc413J8fMy1a9fZ3rxKtVwRd3KqtsIKGGwXtAeexWVF0Y6JogwRL3HGM9za5PDwkI3hN5Am\nKW3ZBF23B7RYm3SgKhuubF/lta/c5Zmbm5ydn7C7M+L5l7a4cq3g1Ve/wvn0HDzoviQWko6UeFei\ntEbJwJA3bQsuxxqDEmEm713D0lcsqobjeU18qbC2BQTeC1QgXq1leAqd9EiURBvYHm1zZbzD/nO7\nDCY5T5++w9WdIaNuRr+/gdWSZTUH6Tg9O8SpIatyiRCSKN5Ca01Vzel0MjyW5aJkNluwtbFJVc7J\n0pTp5QRvHUWWc7lahCCMddedJAnFeMx0vgyzcyFp25a6LjHWMN4YsFyUeN/SNCEq7vDwKdevX0dH\nirpe8uyzz2KtZTqdhhND45BeUq3BZdvbWzhnWcyntKbGmJblMlAf3377Hltbm2xtj5FC0S02mEwu\n6I+GZFmK9ZbJxSXNasFo3CcvUuqmZT5dYLwlKzKEEjgsaEOUKKyHWEY0dY0SCqWCcCDpxlzt7OCM\npZm3TErF6eEpedHnyuY1qkXF2ZMTHt15GKBfVzbp9Apk1xMlMUK3yESHEG2h8Y6gumqagE0gmKfC\naVquO3oQVrznmoVQH7wy4CWaGCWDOsbTgHFr3r3HtQYXN8E1bAVKBEe5x+LX2nkALzSo8Hl575Fr\neahfu3PLcsV0WdNJCjZGm5TSUC0XeNfgbcvifLFeSgcnfdpJidMYazRqvWiubcmyqlAYYimpViui\ncob0CbGOEcbh65azyRFSBqNV1k0p0gyrNLW1Yaz653y8n45+G/gV4D8GauAXgBZ4+nXXHAB76z9f\n/RNvO1y/7c8u9LIhUgnKR/hGkKmMXEkqL1k2hsvLBWZuw5ytNXSynLqy/O7nj/nIh/Z58dkdqvMF\nh7MDrK3oD3s4+YhOp4fWKdPJinv3HnLvq5fs3dzh2//qDXb2xlwuj4kLGAyGfObXvsy1nRewlaOI\nJVGUUq4scQTDjREyaml9Q2VnFAOQaYOSBmdjGqfwrSQ2kkymoDVGxOhWYSrL1Btqp5hOJmxtbVDE\nEkFDg0BqT90s8UqgowLhPEgHuQANwnogwluInKEpJ5jKcP/1R7z4iS2UWdDYGXlvxNllzag75tHB\nCVf7A4Rp0VaSFANM0bA6WGAXY8RWStyUmAjaxBH1Ct64/TY3d/fQxDjpAYf2jo4qaK2jpaY76vPK\nN38zP/W//Su++69+D0dHEzq9hK3tER/79m/k0b17vPHmKVm8sw51qMmSPla6wOywjkw4iKBtwTVA\nFCOcJKlKGi+QMqGtLN6nNKXDNg5nPfP5HGOC/jqPDZ28S6QSHn/1EcP+nGd2DTeuX2dvb4+379zh\n7jt30dk5g+GITqdHrzekLTIuTi/J4pTjg0OGvSEayOIu8/mCW89ep7RTtvY28caRFjmraoEThsvZ\nhJ2rexxPLugXHWzdBMCYNVRLy8bmLhCKx3Q6JR/3uFheYJuWSMWsFiU6gaKbs73zDRwfH9PtdhEK\nLi8v2dzewgs4Ozvh8OgIrSPa1mCM5fHjJyRJyrSuuVgt6A96LOuKRGWUwnG2mmPOBd46HvzBlxnm\nAr2Zk5NgzQJXT7FRy/n5IcfH4bS8t3cNnaYcn55TLhuaxhEnMS6WiFixbAzzC0NLTKM1N3YLKjPH\nUKI1ZENBdzNlPN6kLRtu9secHJ5RLQZ02wEYhakk83qJPXKUVclgo0taxKR5hO9pWikpegNaH37e\n8lzTmCVSCYSQa6WRxlqxLuTh9BeW1C1eeVrX0jqFkgkJBbWoMK4OXbuV+FquA7qDlNN4G5oy/y5j\nJzDgvTHhFKDEGp8sQBgcFq8jVKyobMWDs3dIiNne3iJNe6xWK6p6hRVhsSscTE/OaJuGTq9gvDEi\n76VcLhqE16AVzrdkPYm3LViPU9C2T2guJbLM6EQbFGVEdVHSiCW6X5D0O6g0fh9l+48//sxCf/v2\n7beAv/Xu8/39/f8R+Ed/yqXvKqX+tNuN+1Ne+388lIjf+9VWDb/3+d/l1o1trr1wHe8ETx6fgI2o\nqwrRekSccfj0gNm04rO/+TpvvfmUzVGPrWGHftGnY0ao3HH2ZMJ0suLw4AhjIp7du85L33iTTr/m\ndPKAKO0TJXBydEy5qOikfVChg5RCI0TLxmYPZIMtK0zbIGywmydKo5SgrmpMa0jSCJQkLlKUDIoX\n17RYazHYYBTRMBgWKOVpnQn8DgHWtYAlzxO89YHit4Y8aS3DQdIJfOuIRIRM4Fd/+dd56RN/DylS\nhGhZrRZ0sh6OmL2r15G+wjuF0gnzqqRqGt65c4eNm2OKjQLtNV5YiBQ2VpgVVLMVRaeDVILKtpTG\nEsXpeklraRrLjZs3+dSnfoj/46f+Dd/7vZ+glo4Tc8zVnR2yFz+ElE/4yf/ll1idewrdQ0tLYw3G\nG6T0KBGs/FEU0cl64BRtY/Guoeh0cdaBCNKzyIbI2ywvyOSQtgnz8XQ0RtQxad4jzxRF1MG6mItJ\nRZTMMTai299msDHmypXd9UxdMJ9NUD4Kmb1pQGjsXdtlNRecnR+znE9YLlfsDre5c/8+12/eoCiK\n9ex8hXOOXq/Hk4eP0FqTeseqrkhkwvn5+ZpzknH9+nUePnrEzZs3mc/na/19hhOKtm2Zz+ckSfLe\ncnFvb4/Ly5Av+u7ierVaIaVkuVxydnYGQFNWICxNWaJ1gvCWNBNAQ9OWDPtDjOlxdnFMdecuu1ev\nMu4NiFWOXh7TKoPTQdp4fnrBbFGSZznSWq70+pjWcnkxpYkk0kb4FpQPCIg0zmg0KK3CXN85Wtdi\nfE1n3GHQHZD0BM3cM50uWC1b6mVLp9/DLR3HZ6ecTc6DiirR5FlKt9dj52rMztUdKrvErCripIPw\nDqU83q7dsDI4Z72UGCwqVginsNYhpUUKg5QCu07dEiJIM6USYb+wfrxHAxBfe/7urkUquaZEvntB\n2FMZJB63dnhbojwl1pLj6RF6pUA4up0O3SRFS839+w/wxrM5HhPFMRcncx7cf0zeTdjc2SLLclpb\nsyqntNSgArM/j2EwHpGYDqpJmZ5dEBeb5NGIyayhKitkPgsb0D/H4/2Mbj4K7Ny+ffsX1i+9+x3b\n+brLdvhax/5k/fzpn/K2/9eHRCPR4ARNbdh//gPsXe+zqFc4J7h35zHlzKO1RbSCuoXl0lPVgW96\ncDFhsVzRSW/x4nM3OHr8iNe/eh/vNNWyYbVc8vzzt7h5q6A/1Mi4REYpNYYsTrj79l18LbDSEGdh\nRuh8i3UVSVqQFoqYFBKPb2E82sTYFusMbQVFWZPkGiczRBZ+aGRjkY2gbhom5Qydd+j2c7JCgzak\nKnQqrpEs5yWtadjYHHBw7wJjQCq/LlAWBGucgMZaS2scX33jHocPJoyvDalNjWlrrF1QVookAucE\nQmS0VuAFRGnKSy99CIynmTbEnQTnGrw0JFnoqicXSzySXreDcII0yajqllhnZHFOXddYD6989CPc\nu/M2n/70b/AD3/8JpEs4eHzEeK/Drf0h//i/+RH+9U9+hjtfOSeNNkllhLchYcgJQz9zKKmxtUeh\nyeMkhMpYi7GWZI1LiGKBM4bWObzxxHFCpDTzyZJuHrAYaZJRugUqilktzxAkhCiHmAePHnFwdMj3\nf+/38cbrr5NGkmoFVdmSphn379/j1q0bCC+5vLxka9Tn/OQEsypJo5jVasVo1GO5DOzwtg0BGru7\nu0ynUwbjEQ8eP+KZq89gbcgHjaKQl3vr1i2qtd+gLMMIpugN1uO5UMjzPGe5mnFw94DxeMhwOKQs\nl6RZysVkQl3XLJfLkMOrFLPLFXWzwIxakiQnywraukJEITavait0oom7fXyssdLxB1/6EnnkePHW\nMwx7OSqNmCxmyFiRjTZoTE1bL5nbeVBODTv0O30evf0UbyVSCDp5zmw2R3bC/w2EQMuE+eycpm1I\n05Tp6hKVhsNoLynoOMlq2WBah3CenRtXaI3DtJZyVVIuGprVksMnb7F77ZL5/ILdvS0GW306RYJO\nJcasArM+U1hniZTC4bDOoaV+b/bufIWgxRPww5r1/ke697r2d4u6lPI9gxaEnUBQ5cj3Epze7eiF\nAONBynAS0FKAFLSqgcxjhSGKFNNmypOnJ8Rxxs1nbpElXWbTJdJLut2c4WgThGN+MeO8nDEaDtgY\nBTPlslwyncyYaPAsSRVE2pDdKOgnW2i/yV484t7T2xgu3085/RO19c9+xMBP7O/vd/b392Pgx4D/\nFVjt7+9/+/qavwd8ev3nX1g/Z39//5PA/Pbt2wfv55MREJx/HsBz68YNjG9pnWG1qjk9meLaGNsC\nXnNydMnF+RQVBSWKl46amtfuvcE//emf4vff/jL9K5tYJVmZJd/8HS/x3Ac3Gd8s6O4MMDqYfmQk\nqBrLg/tP2dnYQwvB7t6QxiyYzc/REcSpIMs0USJxeKbzFXmnR9YtaH2YX7dNS1PXRFmESjVSgasM\nonbUVUPSSaiahm4vR8QWFTlkBFKBdTWtLTk/PyFJFefn5+tOPhQNKWUg78l3F5ngjCeLMl77wzso\n0UHKGE9LXV1SmwZvJYuLilh1sE7TSMFoe8yVnS1e/cIXka2CRoa5oGvDiCjS2CLjbLGk0xuiowTv\nFVpp8CBFjNQ5oKjamu/5we/hlW96gV/+1c+C0FgDjx8dorUi7hr+7n/2fXzLX7vK2eyANIVUK7pR\nTkcXOGMRzhNLEY6vbYX2gkzHZEqhvEX5ljTTpL0EYnDasWwXrNolSknKesVsfsl0dkaSKxye+XLB\nslwxnc+YLRagNKdn53zuc59jd+cKuzvbXFyesFxNA8M8yTBt8G/gWh4+fkjd1Dx48pDTi7PgEM4y\n+v0+xljKsgzffxdShFh3gyGcRfPcc88RxzFCCOq6xjn33r+Z/rrFY13XKKVYrVZMJhOSJOG1115j\ntVpx5coV+v0B29vb7O/v89GPfpTxeMzp6SnLhWG1tJwcT7h/7zGX5zMWlzV15bE2gM4aW5PlGTqC\nZbMk7mouywW/9bt/wFdeu83jR8coIrQLQRxKtsQFqI5DjRQ2scwWM1aNDco3rck7OXVruTyfcfjw\niPKy4vLJJeXU0U82aUrNYuJxbU6kU4puh6yj6W/m9LYLeldjelcz4oEg6Uf0NvuMr4xJOilKKw4P\nTri6e5O33rjPL//s5/iF/+szfOE33+Dy0JCyhW4StEkRjUS0a/28z5AiLOml8iDaIKQAtNdIHzrx\ngFEIp6R3BRbvqqbeqz8idPDv3gy+/hot1HuigZAn4Wm9xYkQ1m2FR8WKK9f36G+OeXh8wNHklGLU\noTsaIKOI5aqiMY7NjV1Gow20kJSTmuVxSWGGfOsHv4uPPf9JYtunbSSVdEztgntntzma3GEyfUBb\nz5ldlO+nnP6xx/sZ3Xx+f3//fwK+QLAi/J+3b9/+6f39/deBf7q/v98D7gM/vP4r/xj4yf39/deA\nCvg77/eTEcIhhcO7JjCYMXg8bdtydnbBxemEwvbBGTCS07MLIHS93rqgoZVAHtPfHlI6w5fvvMpH\nXvoIz7+8w2hDMhi0FLsFk3pF4zxZb8xg3OOPXn2D8WAbTcR4PGR3b8TB4QNaU5FmGmvNekaoidOE\nqQkLzqSTY1aGRGcYY1BCMhj2kUmQj+ElnTTn8dEhJgtb/DiL0Bpa1yCsWC8cWcOfgvvx/PycJFE0\nlcG7UFSECnF+WqoAQYojhJL81m98nm/7vlcQQiMkmGZF0zaIKA1LVCMRSRRmzNMJmdFkScblyQWj\nGwOkl+sORyC0pFLhfc/rmjzv0qzmpHFE20BTGaq2wQlDFEvSPOZbvv1b0SriZ3/+03znJ76TTmeD\nu29fsvvMCJmW/OB/8HFuPvMyP/2TP8fLtz7G+fE0jCREim09Ko4RoqW1gmbekuUJ3mtYL+Zt5Rn2\n+8hUsVisMK2jbQ2ll0RrC70TmovLGfkg3BSNC2Hmy+USXWj6/QFFp+Dw8CnVYsHLr3yIpmk4OT5j\nOBxzfjbFtwvauuXo+Igbt26RDXssW8PR0REbGwNWqxVnZ2fcuvksKtE8fvyYl156CaU129vbRFFE\nkiRUVUWSJCyXS3qDEfP5nH6//x6YbLYMnfn5+TlSSnZ2dhgMBmv2DmsHrGI0GiGmE3Z2dtje3uba\ntWt86lOf4vjgmH/7iz/LnbtvoqWmqSwX5yWTacmqrBhv9wPOWkukVlTtHBt5kn7G9ugaQjreun0H\nIR3PXL/G8x+4BipGZYqlqZjXjsYJFnWFcWAIEsS0mzNfrehkOcNuh/nFhOnJBTobcFEviZIMHWc4\nkWHdMrBntEOu05N0PyW3Kb2yy/RsxWJW46qGfpHRHfYwtaNqWkajTTb6mxhjOH064Z03P48QkPRg\n/xtu8oGXXiRKFaZqcVriCUXee4dzFkeNdjoE+EhJrcx7Bf3dGy58vUb/a0ydcFARf6ybF0IgLO8p\nxJQUaAlOvCvKFMG8JQRWR3jp6W4M8UIyr+eYShIpRT7orVHrnjjTCGfoxjmijolczuGbF/Rthw8/\n+2FKveSsPGNlViyKFmvPmNclOs2pF/8fyStv3779E8BP/InX3gC+9U+5dgr8zT/3ZwJEKkH6mLap\n0VGM0ZZFU2Kd5uLJiuoSigKcNwgfMV96vEhRHrRy6Ax0poiLYIGenE/YGN+km6aMhpKbH9pBdyUL\nVeOWhkQmZHGCc4Z6WnJ16xrSSvKBRnc8nU3P0ckl/W6GNccYn4NQzJ4Y0uEW1jniIsWuaoSAVjiW\npiEvCpSD2MfUM8uJm1F2ICXDMCVJoCVQAr2FRPWRylL5kjTrsahaHj09x6sYEYflmtAe2UaAwHqH\nigR4h7Bw8fSS+YFheH0bQ0XFlNiVNLag6I1xrQvsdiUg9hBLrt16hqRJcE7gZcABeCEQUqNyizAt\n9w8e8cIzt8iThLI2CKWwTUumEhAd2qpFxpLnbr7AydMjer2Mr7zxe3z4w9+BSgRP751y6/o1iljx\n3Edi/v5//u/zP/x3/5rnrnyQJBli2xkSReIDqbB1LSLVeOHXiUkhVs5JyXI9Gojygma5RIiI3EPT\n1FgvsCpmVXvKwyVJFmLvhNbkRZeNXg9nDLZqsF7SVo5f/+wv8x3f9u30+znLxYqTw0fUzSxo55Um\nlorLkyP+b+re5Mmy7L7v+5xz7rnjG3POrKmru6sndqMxiGwQIEiQhgaKsqwIh00pZCtkhcJhhzfy\nyhFeIRyhP8A7hxyyw5I8hSYrZNkAQRIEIAokpkYD6LG6qroqq3LOl2+84xm8OK+L8BI74G1qUYvM\nevXevef+ft/v55NqTVUuWM2viOOYPIEigzztgxQh9rZQRFZhHCRaY7uGNE1ZrRY40dKYEhWPiNF4\nLyjyjKurKzbGA8pySVXOKPKU+/c+oDfo01rLk6MjfvnP/QptZajmNbY1KA/1csVsfsZv//Zv84Xq\nN/j6H32TBw8egE9IooT5ZU0sOi4un7B7Y8itZ25SVTUDnWOEJhslXFxekGwVCAGHszMef/cJaRyB\ncBzs77CzuYEBZrMK24DtHEWaoZ1nOOhTzlYcPTnDrFqkT+k6hRGEcZJbMeiP8K5iOr8iyj3PvXgd\n3XNYoZHakUaWPC8o54LFFOrSYNuKrCjAG17+pTu88957CAXjnRHDzWDpWi2n/Pj793n7e/dJE8n1\n6/tcf+0W+we7YD2drUNKTnhEDJ3sQjPcRyjvQjsX1qHJkLHXKsYTbsCda4giBTYCL0NJVymEVRjt\n0CLsKryxeK3RIkJJjfQRmC4EKoxHq4hojVtHRci+QVhH1ywRnSbJC4pim67pWNWGIipAJeR9zeXh\nlMdvHrG3vc1oOOKgOOCwfggClvMJ24Ocm7du/MzX1p8rBMKD8g++LJ2kqWryPMN5S2VL6tLzo+/f\nRfshXSkR3lAuOybnC5RQCDxxotBpRDFMSJKY5aRmftXyN//aX2K8oemPBHrgiAaClQk0ubJe0R/2\nWJZLpqclvpXYzrG1N6C3FeOE4YP3PmJjY4ONnT7FsI93houTKU5qhnsbLBdLJicTtIqDdKSf8eyd\n28SJplp0pDZnXpesTI0gIo4jRpsFXnboSBKJiMRCvSqpK0ORDqjqlq/+y28TRxlYjfAhVilZ053W\nr3ASETRdh4wdr7x+h86VGFPhXYzroBdndFVJLAVtFEYwWZTiK0NMjE0MWkdYYYHAGQKBdoLl1Yxq\nNmdYDOjaDik1cZxhrcd2Ye7pI3DOszEec3Z6xsZog2/98Td56aUXkVLR1k1wDMQxeR7xq5/9JF/7\n2h8GEYiXSBTehYahj8SaReLDn84jlSKOE4zpmM0WxLFG64DzFWsi4dPyEh5nW4w1rFaLgEzAsJjN\nMV1Hf9DHWIsxHU4IVssS03ZEkWY6mSIiWFUVm1tbzOZz7PrxPUtTlsslEAxPWZYFKBeWqqnY291l\nMZ+xOR6EDkSk0UmG8SGbXRQFprNIGa2LLxrvPYvFnKurSYgJegt4Hj56yPUb1yl6BZeXIaY6m09Q\nKkhTjOkYDPtcXU3J8pxPvv4pvvDrX+Bgf5fFYo7WMVkWni7rxYKH9z6iWTXEMmHYG7JarNAyYMBT\nHVOkvVCt720ifUKz9EzOSq7OKmwVYesIOsWNveuMBxv4Oue9Nx8wu2wRtk9Xa0zj0CJlVGyRRj2U\n12RqTLOSPHfrVWLZZ3rWrLEACVqGp/A41eRFTJJKEJbONnRdzebOmK41oXilI7RWJIkmLzKG/QGm\na/FeMrmc8eHdR7z/9vs8+PAhcZQx7m8iZIw3IshMYo0UYY4ulUBGocHqZWjUWmvwzuOx4alAGKRU\na5BauC0491OsHmvRUYQMIleEUB9DNpGRwKvQBZJSEq29GugUFSVINM7LIIovOyKVsL25ixISbwyj\n4YDBxhChJLPZjMnFhPv3PsJ1jlG2wdZgjx9+9102hgfcuP3aLy7r5kH5B1/GCdqNwldiAAAgAElE\nQVSqodfrYWzHsqtoVvBHX/kON3bukKuCpmo4O57Q1haBR2pPr5fQG+SkRcxqueTs8SV3nnmRnXFJ\nNnCs/Dly7Fj6GXXXMVvOaG3H3sE+h4ePoFbEJHRtzcEz2/ikYbTd5/137rO1scVoK6c/7FH0cnwX\n5AjFVp9IR/z4zXfopX0cltt3brF3bRshHb7SqEYxq+e4yNHVjqQXB+RBZIP13Th0Z+jqjuW0ZGO8\nx8nxJX/y9fdoG4/wIYXkfDDuQBjjfPxy3qN1zMXknC/8xq9iqGhdS1lW5CojXi85BZZWh7mxForI\ngFh1dNqRFuEm5Tx4Gx7z6tWKjf6QpqzwjWVrY4uuM6zqmrY1pElGlqYYYWibllFvxOTkkizJGI0G\n/PGffJsXXniBtu1o6o40TxFRTTGAT7/xCb72jT8msjJ0XIjCiGDNJ5JSrOfYoS1tbGhLj8djnHMs\nV4tQoIkiuq5dkxAN4LGmwXqL1hFZklCuliQ6QUrJYDAAIbiaz2hbw87WNqYzRJFiPBrSdC3LxYLB\nmvuttQYXOPEfz2vjOCaOY6wzpL2co+NjDg52Wc4X9GJNmsQsy5KqM8RJjtaCWKccHj5htVoxHm9S\nliVFUeCcxXtHUYR26Pn5Oc/cfoblckmSpkQ6Yntri6Zp2NzcoGkCz9yYjmpVYYyh7QxVWREryUsv\nvsRrv/QJTGeZXEzRImJ/9wbj4RbD3iblosO2EImEROUM8jFboz0imaFlgbIFud6mmkkSucEz1+7w\n8p3XeeG5X2JQjFjOKs4eTVA+ZTzYRscFSdpnlA5QNmFyMadaNPTTPq++8iov3HkZUzuOHh5xdT4l\nSyOUFUQRIA1CB05UlmuKIqNXpESJoFzNSbMe1rTEqQ4kykQ9XahubGwxHm8jhKYtK6SL8J3g8UfH\n/OSt9/nwg4+oVzWDYkiepkQiMJc+tm85XLhQe7fu7WgipRDSrXn56ulCVkoZTvkfl6eiaH0DCI39\nkMxb3xhwdN49/TlKhdRYFvUoVMbB9j6xixC1R4kEawRV2VCXFUkSY71j1izQmabIQ9RXiohcpUzO\nZ3z/Oz/iC5//LYreBjsHz/3ism6897C+iIUvr8U6wfRqyeRiiVg84lde/1UWlzPOj+ekSUqkJVkh\nyAfQ62tWpePiZEoSwwt3Boz2odiAje19Ju0VDk+SZdRdmD/XbU29bCiSPkJYhvsjhFqnUFSMjhR4\nR6IjsjQBYdnb36ZpFOVyTpzF9Ac9VquSpBexs7ONigQ6Do98ZVmiFERSEklPnqUkcYzQDuHCMlJJ\nh0JQrxriTc3h3SOED1HKqmzolCdNE/y6Cv3TfHIpJF4ozo8mnB5O2H6ux6K+wroK6zqqtsbYliSP\nkM4jI4EVDhXBbDklKnJcZUn7Ca4LMguhICvCglJEMZvb20Re4Du7FjpHrFYrXGdx2pIS40vL5z79\nOX7/K1/l2v41vFT8o3/yL/gP/v3fIur1ubg4ZbSRE+USNez4e//d3+Af/v1/gWkstpUIEqQXWN/h\n+Zgv7tac/cBdn88XJElMkgSJSdc2RFGopXtvsdaTxBodJyRxgneOVMdMJhP6/T6T6RQdxzgBcZzS\ndRYPTCYTbl6/Flj5kcZYT1nVrMqKOFI4G8xIxphAvpSSumqQXrC9vUNZNgyHYyKtefjwIcPNbYok\nRslQMIsHOdvb23zwwYeMhptP45JpmpKmu+H3KwbcX33Ew4+esLW9hY4yirzg3Xfe4fbt2zw5ekSv\nF7wDSoQT48ZojNKas7Mz+sXw6eL3znMv88uf+SxSQFmWWGM5fPyIq+mUJA0n/tFoQJ5nQRhelTx4\n8IBBf0wkYw5eeY3tjS3SJEiArHM8evSQ5dwgiCh6PYSSXNvc4uDaAXEr+cY3v8m1vX2kCsiAew9+\nzOHhEXfuPMenPvk8l5OCt957k91rY1RpUD1H0kvwiWBQ9Mh7EZ02FHEfpWJQGR+8u8B2NUQQK0Ws\ne5jUYFqDNYbt/TE7G0NWdcV0OqUzmtYaIqt4dPcxH/zkPip27F/f4s6rz/HMs7cQNmTujetQGiKl\n8Sic9SihQMo1PTSgrUNbmDV6IYxznPfhqcADlqdoY7GOQishESI8/eVpDlWLieDy+Iybu9e4s32D\nx8dnIQxSlaBhWlt8vQryIh3T+patZ/ZYzZc0VU1lWm7+0jP806/8M774hS/x6s94bf25OtF/uPi9\nL9vOIRykaRLaaNbw/tsPefDeKZkcMj2dsru1w3Qypala8l5KXijyvkcoePxowWpW8/rre7z8yojh\ngWKwP2LRVbhYIeIEpTSNMRzcuEm3ckzO5uSRRgnQCSRDgdUV17a3OXl0gWlaNjcKijxFZxGDdEyi\nc1bU5P0BD95/xOXJlNFmj0/98utEiQAMPb+BdIpJOcFFUM5bNvc2QBmENAhrkE4irGByuUDTY5Ds\n8P1v/4iToxkChXchzWNME5p6P5X9BUAIjAkjhqKf8PInn6fslpi2RKsUiEArKtuQSBUSShhSJVle\nTbl+8xZ1V2JFu5ZchGZg5y1CRpjOML+ccXNvH+dh1Xa0ziFdWDA5Y1AWlBEUUcrB5h7f/cmbjDY3\nuHV7n6997es8+9x1sjim7jwqyXEafFLz+c9+jm998/sII4nI1qes9umNTIiQkf64Ma1URNeFRWfX\nNlgbIoofJyTC2xHasxGaPM0psh5ZkTMcDjk9P2dVrkjzDKwK1fu2WwurPZ3zKKWp6wapFHle8N47\n77CztUkcxxhj2NjY4OTkhO3taxgPaZrTNoZ+3kdIRZykYXwjPMIbqi5QJpumY2d7l7IsESLcxLSO\nMKZb27U8EGGMZ2tzh9l8gVzPgLO8YDTapGk6losSpRzHR8esyhWbm1scHBwEs5II/lVrPctFSdM6\nlquGq+mCwWCTnZ3r7O3cYn/vGbJshHcRcdxja+c6zz7/MmkywBrJYlERxxnGOBarFWfnZ9RNx2JZ\nIZIMIWKiKEXJGNt50lhw+/YtHIb5as50do6MBZ1pyXoJh4/ucuPWDkU/YTzu0+tnzOYL6tLgWkdb\nGugk26MDEpWzWlbsXt+haSvG4yFZGhMnmiwb0etljEY94kThfR0w/d6xubVBkqdUVUmzKrGdQwkP\nXtCUHffuHvKDP32bh/cf09WGjf4mRT+nsxZvAkvHAUpIUIGJL6V4yrqSPgjOZbTeAcjQdBVCBiSB\nICTicGE5KxRF3sM7D3FMJzwtlvPLS6wx7G3tIGxAJau0QBZ9nErp6jmTyRVlXSITiS5imtxQ+hU+\nduxd2+WjJx/xuU//zi/u6Obx4htfblY1aZwgY0FplggR8ea332F23KHalNVkwbgfc7C3y3w+IU4c\n/aEmLmKOj2ZU54bIOz7z688wuq3Z2B1SCUGnE6I0xTqLERnj4QaFjDl/dEgRazTrSFYENmpJhzFi\n2OPiakFZCna2bpMkPXS/v15K1riyI40SFuWKe+8f8trLL3L9xS3yIkE3CbEfsvIty84QRRkex8Y4\nRylPrGOkVSQyRrdw8vCSWMXkWcb/+//8W1bLMHPGuYB77RzeRngXIbwKUmIhQlncWOJIsagWfO7X\nf3WNGGjo2po4VmRxSlcaoizCR4ooyYIAZD7j8sERSTFAFgVWegQWszY9BHKlIEoiPvroHuONTSKV\n0rZhcWu9pR/HUBl8F044461N5udTfNOSJhGjvR3+2Ve/wUvXbpMnBfVyxTDpkRAjsjlf+p1f44//\n5EdARCE3sVLQGIux4WfjDEI62rZ6mk5yzoGQeCfCaKhpGQyGZFmOARARy6oBLRDaszsY0ZYte1v7\nYEB6j1QWaztkrDCASjI2xlvM5lN0rDGmJS8STo8ec3F+yq2bt5EqQcd5qMpngBMIr0h1Gp7c0hjj\nPe/e/YDGGBZlibEW50K23rowDhIWVBRxPrlie3uXkyenCBwPHx9y/dYzWDxtVTIYFFzNJjx+ckiv\n36NpGy4uLzi4dpOt7T36gwEez/b2NoPBBpPJlDhJ2d7ZxXnoFVvcuPEMTd1yNZ1yenpCFEGR9+nl\nQ2Id03UVV5dnXF1c8OThId5a/HocVNYdZ+fnXFxeUZY1bdfirSXLUoqiYDgccueFF5A6ojIdMtX0\nxn3m5ZKj40fsXtvi9PwJTy4O+fDRPU6OH/L2++/y4NERpha4RThknR5NOD2a8M5PPuDB/UNOji/o\n9zZ4/90PaaouyNiFpJf1uHXrOpWpQAnGOxu8/Ppr7NzYRaaKg1v7fPYLb/DGZz/Fcy8/w6uf+SVe\nevV5+hsZRT9jNB7hDFydXfHe2x9w98fvMj2dUsQFucrRLkZ2GmkdaaSIfAgxaCFDGEKBjkAKS9Di\nSIRwCGWwvgUF2qdEQqOjeD2+iYhlhPASJWLiLGNhai6qFTUSVEQcKVKh6CcxqAId53QIHp+f00lJ\nmhToJKd1llZ2qNzxK3f+8i/u6EbqiKqqyNI0LKiApjI8eXKM95qqrFnN53zt9x7xpb/wG9y4tcdi\nNSeJU+ZXDbOThiKN+exnX2dvN2VjWCDleoYmwok/lhFRVBCr4NuczuZsj3aIo5jVdIlygo3BmNas\nAEeWpZRJR1XV7O4OSeIEZR1eG/Ii8LXHGyOG45xrNw9I0qASM8ZyevGYWV0iZFgAxUmEiyCKFeCI\nI422oclXVR1ZopnPSy7PF0AKWD5eviolcd6GcYn7mPnBelatsc5y+NERZ6eXjPZzdKK5Ws5IkxhP\nnygKkpIiC/NmpGI0HCFVmA8LG4MKFQZjwqhCa42SMa5sGI03eeutH/PJT79BJDqIAia2bg15FmOb\nFtYZ91/7jS/wv/yv/zPb17fYGI/50hc/x9f/6Jv8R//xf4htO87OTxmN+qheQdms+Hv/7d/gv//7\n/4TVArRM0JEM5S4i1Hoejhd4pzBdiJiGdm30VCh/NZmhlEJphZQRWglc17GcN5xYERjm8QoiSW3a\n0B3wMJQS58Pct98P71MUKYyRNE3D9u4+H92/x/nlGTqS6Kjj9rO3qWyQcpfVks5ZiqLg6uqKtm2D\n7q+qKIri6RNAvx92BIvFimEx4PHxEcPNMR9++CHP336Ww0cfsbu7CwSa57RpqOua0SiIzWezGVJK\ndnZ2UDImSQIewFrDh3fvc/PmLV555RW891xdXTEej1EqZjDIefmVl3lNvYrHI4XlyeMT/u0ff5PT\n02NefuUO83koZbV1x3K5QhHeE1S4PDRNg5SSoihIEs1iEYQrRVEEpn+/F+bY0lO3FUmSPqWSTudT\n4lgjtUfrlK3BkCQP8LfOC1SakCU9EGFcEjojiqpsGQ7GGNuhlMY5yXw+5ez8dD0u7VNVFffv3w3u\n5F5G1xmOjx8TiwgdR+R5gZCS3d19RsMdlNJsjfe4desG5XJKbZaU1ZIsy2nalihJ2d/fZ7E64+Hh\nPZSGJE3RsSIuErRUtGWLUjFZFly41tuAKZbgujWtFREOlHX494y3NkjTHtOrFaaxpGmO1hEChxWG\n1kGio3WJLsILQ6EK4uway+WCs4tT+v0em1tbXF1dEVLuP9vr5+pE/+Hsa1+uq4rxeEznDVVXcnG8\n4N9+/fvEbFAtLYvpgkgOma+mvPLqbdq2YjbpePvNJ7z+ymt86bc+xe6BYGM3ZmOjR1z0aLyBWGK9\nCY/KMqPfK6iXFZenVyRxWLBGMqLop4x3RzSio7/Z4/zoknph6GUFUSRAeLTSJHGKsZbOGryC2WLO\nrVsHbO4PiOOYZm6wrsUKR+taurYhTWNkLwo6NOFIpSayClsrjp5cUuQD6gq+9pU3UVEaZoAe/Loi\n75zDmHCqDeMM8D7YiJTSWAzDzR7P33mW2s6p6xVZloRxjNC0tqUY9FFKkciIdlWRqZhpuSAbZLjI\ng/T4NR3POU8SaWzbkaiYyfmEpmzY292jcx1t1+ABIR0qhlYYjAIZxSDg4cNHjMdjRoMRaZLxB3/4\nB3z+85+lKlfMZ1OK3jaWBh/V/PoXf5XvfP97TI7PibSnSGO0UEgnMc7jRWgsWusIwmwN3gekdaRJ\n0yyMcJ6OesCYmi/9e1/k7Xc/wDgQkUYoFUiKplur7CTjcZAvdyb4YoWStF1D3dRIpUJyQ3XcurXL\niy/cIlaex8ePaVtHWvTxQlCZljTST+f4QXruKMsKIQTD4QgQHB4+RgrBzu4ui9VqneRwpGlMbzCg\n7SxluQqfzyoUp05PTknihPOzM7I04+L8imsH16iqmr3dfWIdczW9Io5TrHXM5wuqqqJtS7quoWla\n2qbj/ffv8q1vfoPp9IqNjTGj8ZDZbMpkcsnl5SXT6YSmqdFRhPNhUaykZDQa0u8NAnXTBojbxwgH\n7z3eCtquBQHGdqxWSyLtWZYLFssgtk/zBB9FKK3XyIKAIrfK4iR4CXGaICJFkmYkSQFCECcxeV6s\nZ5ae/rAf0lQizMmjWCMlzBczmrZGBcEtq6qkblqqqqZqW8rKcv36bXrFAB0l3Lt/n4uLE8q64mqy\npDGCuvI8fnzKyZMThFOUK4u3mq5SXJ5MWU5b2pWjl4w5P5ry0b37tCuLrUBZjfYJWdoDK8FKsqSH\nlgnlvMZ1cOvas5jG0VR1wJ6oQO4USmGcByUDMVR4HBapFCpS9IbxOoSwIs/7jEZjXtp54xf3RF/V\nNUrrtRy6o2lCusa2oZwgZUzVdPQz6A9znPM89+zzfPtbX+Fv/vW/xqifkvcrop4my2K0ShBaIV2Y\nnzkrUCpDRxFKKJ4cHdMfjkjyPm5paLsVSdIHsT4B4kjTBOcWtK3BWg9GgAuKMuvDGCHWgv5YM97q\ng3AYYylXFZ1tsCoYm6yxDHq9ECGMwsW7MxbvJFVpyNKc8XjEn773E5RUOAvehQ/3x1xqrRVKxWvI\nlVkTL0Nk0naglOat7/6Y3/zzv45HEycpZd2gvCVPY9p2SV01pElC1xqSOOHh3ftkg4K2qhFa4YTD\nfsy+FxJrA4/Gdh3PvvAsX/1Xv8fO1h5JllL5Cpl6HB2tFJRlh5IC29U89+LLfPe7P6CerRhvDTm4\nucOqus0/+Af/mP/iP/9PmVxcMD27ZLQzQMawXEz4r/6bv8HJT845fHjEO2/eZX7e0E82kV6g1pHE\nj/G1ocEITdOuiy5+rZmLcG7NJzE129sbLBcLkiSnWpVorWm7huXsijTN6A+HGGuI44SyqiiKFBVF\n9AcD6lrx8MFH7G4P2d4MY4MHHx1y+uSM0f4eTVczXR6RFjmjjQ26rmMymbCzs8NoNOLu3bvkRZ80\nTZlMJhwcXGM0GtE27friP+D9oyNG/QF3797ltU9+iijOuHd/QteA9I7Hh4/ZGI1JswwlJU3dMBoO\nqKuSWGsePXzAwcEBo40xp6enLJdLnHPs7e0zuTrj0aNHLJclEJ4yb9y4hVSe1WrOxcUZi8WK6XQK\nONI0pSxXXFycEMcJRX+Ic4LFYoFAoZRCJ+HkmWUZRVEwGAywnaeuK1bVlMZUGFNzfHbC3v4OxaBA\nxZ5IC4ROgk0JgVJBz+d0hBeB/vnxrkVIsf59EhbLOca0gUMTyXDzjSTeGrquo65C+S7goYeBDLsG\nl3WdwRL0jTt7I6azKU8en1Aul2gtSDIRGq8qYrmqMV0JCLQUNF2LcR2elL29TVaLlum8JE0TquUJ\neE8aj6gXHl9bZmdX4GHRXj1dtsdxTFEU7Gxto3XG7KRmNB7TVIbe3gDhLdJJrDEB1Gg9XWdpTYdU\nYfEbJSmIcJCiNUymk9BS/xlfP18X+rahl+Uh4eCDL/XxR8chitSBs8G7OdwWbO8M+eFbb/Pp1z/N\nf/33/jYP7r1H2t8hKiLSYkyS6eCXsQ2ODofC+rC5j9ccktlsxrPXXqCXjZk3MwotUIlGRoo4yoO0\nQUdIKYLNfVnSG+QYY9cuy4i6qogyyfa1Mb1RGso+zqN1QuNKPAovJHXdoHWC9S1KCoz1WCFw6zp2\nnERI5bi4PAtFobUKQa1BTmqNbhU+XPxZ/7134KQIjdlIc/jRMeWsId0Z0nYVs8sLci2pSk9jGlar\nMFKIVUTR67N/cIBKIy7ml/QHI4xzCBH9VA3cEknJvJqyv7HDi3ee5U+/9W2++Nt/Ce8Up9MnpFoy\nvZoxGt8gUwlGgfYRX/i13+Abf/gVdrfG9EcJz925RSQF/9P/+L/zd//O32K1OOfqeMJ494BIKTp3\nxcYtQUXEp4vnMYuYh+8d89FHF+RqhIoCDEypCGMblE/XyaOPT/qQxhFJlmBtS2c1dTmnLSs0imqx\nxHYdaRavF6QtSmsWq5KutQxGYz68d4/XXnsNazV1U3J1ecJv/trrJIniW3/8bVK9iY63mVcEK5jw\nNFXF7PIUOdimqipWq9VTl4Ffu27TNOfo6Anb27tcnp4HyTiOPM9JkoSXXnyJ73znOzx35yUG/T6r\n9cjjajLhxo0bvP/++zz//PPoSHNxcYHz7bo9O+Ti4oTt3RtkaUGsAxv/7PSCw8eHCBE+u95btnc2\nGRQb3Lv/Ho+fPOLRo4d4p+j1esRxRtfWIfKJxdoW4Q3OgI5SpBDMr+aImKf/ro87BYN+D6VARAap\nDJdnx3Smo+jnzCuJjiUygjiJ0FKRCIVQEq8VrQ/ewViGz5yKFcZYDC3OO3QaIcTHvKfweVws5k+F\n4XHSZ2NzhzRN1+NMiVwjJ6q2Da1vpZnPJyiVEKcxeb4B3tDZNtAWLSG1RcdgMKBXZAhpsThOTye8\nf+9DBlm2TmVFtF1LXdfhO6cikgiccXR1S+1XT/HCwghoFVdncwQl54+DvCVS0NkSGSuu3zhg92CX\nNM/IihynHCoSOO+xgO06ZCSRUUI+iEiyJgD/fsbXz9WFXhlB0h/S+RbrHV2d8OjRAmyG9JK2WaHz\niI1xHyVhNV8ynZxhmgsObg6J8prB5j7jrQ2STOBFS6mPiKTDGU1kPP24IZUR02mN9wbjrlhMa3zp\nGO3usbO/SyNnKF8TkVKvZjTNHKWvYVBUrSCKBV1XU9uGlTH01YDd7T2i2DPQKZdHS9qlwaYeSYsg\nIYqK8CGOBK6tUMaQa4114DuFMEsiv8OD989J4oS2CeVqYJ3hDhc0hCNJ4jUH3SOERRiPcNCWhg7P\n/XcO+cTuM5SkeBT7125ydVrhu4hqWcKGJVI5adZnwjmpzIlMQ+J6GDnDC4VbNwORAqUEURrjHNzY\nvcH7f/oNFo8u2dgoKK2jNyiI0NimQboZdb+HVYLRtT2cTvjaV/+Q3/mrv00Tr9i9vcF8WfLP/+nX\n+N2/9VdYHB8yXZyytbtPVUra/ozrr+1RXi5YHdVs9m7yF//Cn+PD+w+4ee15/t033+TqvKQzDpE5\n6hpMa8h0gvQuJIIsSBFx7do1siwiij2T+Tm9YkxdVyitAkHSNixXC5wTXNo5g8FmMI0t5ySpYHOc\n8Lu/+1f53nd+wA/ffJfXP/EZ4pFk2UyxbcpyeQZ4er3eOgsfGO5l1WHNikF/k2W1xFjL2fk9hsMh\nbecYFAXLxZx+v0+sVODt9As+/+tf4PjxE6Q1jHp9lNbs7B1wePiIVz/xCY6fPEHIUMxZLBfcvHGD\nq+mUoujRdg2z+RXeW65f32O5XHD9xpjFvOLRwyfMFzOEd9x750e888F7HNy4zs7WJqv5BULEXF1N\n8R30spx4HCKgwoOWiiLN2N/eZXdnh3RUcH4x40+/+z0WiylSNhx3h6HnsDmmsy0qFQx6CidXpCng\nOzaKHuhwYza2Q0eaNBEUakhnLE27wjhD0RvStR7hHLgOnEEquR6bQhal7B1sBSRDkuAo0Crwg1bL\nJabtsCoYpvJeShL3kCLF+QbvIUkS0jRlPp9DE4xW4UmmJDYdzjjOJifINQc/0qCikCDy3mMqExrp\nQhLFYQTbUSKiCD3IyPUIcCAsznWUTbu20Il10c+tuxo5idR8ePceP/nxT4LNSinGm1v0ijHj0QZb\nm0PG4zAlEEqiVILS+brc+DNeW3+eZvRvn3z1y0VvANJSNnOmVyu+9Qc/RPkY3ymml1OyIuHTr73O\nD773Fr/0yssUvYThOGVjs0fSC7XjNE/J+jF1t6KlpHWWqlREZGRxSpGnPD48w5mOfi9HOY2tPFs7\n26S9DBFbnKgQkWA1Lzl9fM6gP0ZKRV5kaB2BdFhnabuQEOkPcvq9glhpltMKZwWtbJESItXHGsFg\nWOCjFr1eCqdRjjcaM/WUzRVSpPz+732PqpI49/837MCfsTmUip628QSsYWMifFhiQX804NnXbtJR\n05iGycUU10Gaa6p6Rb/XR6uIftbH25qmNnRti8wVNlrLuX3Y9EZCIr0nQmJLxyAeI1rF//Uv/28+\n+8tv0IiK+WLJ1tYWsY6ZXF7iIkWkI4q84Nkb1/ned/+Uk8MTDm4eEKURo/EG9+5/xI9+fJdPfPI1\nmramKlf0h306DG3XoLXG1A7lYs5OjxkOM3a2t/ijP/x9/u5/9reoyisuLlfESbqWkkjqukZEQTGH\nDwarF164xdGTc6yDtjE4D8ZaRKTWc+wG01m88VhTcfP6Phfnx8QaJI5//W/+DfcfHYOMqVvLcDym\ns4ZIx7Rtw+XlBQ8e3KeqyrX5SFJVVTAWxQF01nUdkdK0bYvWMW3TUFUVV1dX7O7uMp/PyYqcpqxQ\nUnJ+cU5RFJSrkrTIw7igKknimMnVJdZaer0eDx8+pGkahsMRsdLEUShsrZYLLi8uqKs5x0fHDAcD\nijzlnXfeoqs6esMgJW/bGtu1OBugX1mWkxY90iwjPFA7los5dVXS1CWPHz/i8PCQO88/z29+6YvE\nieDho7sMthL2DjZJiwiVOoYbPQbjnMGwR5Jqbt64Hk7feUwUR+vvUc5iWTEYDhhvDrnz4nMc3Nzh\n8uqEqlsgtaJqS6xvsbS0rqFq5nS25vT8iLPzY56cHHJ6ecbJ+RNOzg9ZrK6Q2tG2NU23oq5XLBYz\nqnqJ6Wqk9HSmZrWakSSKzpS07YqymiOVQ0qH9y1OhF2YcxYpg+0uUhDHEa6IuUAAACAASURBVEqB\n810AzvNnuGbrgsS961qs7bC2WWftLU3Xra8VQaAUpzFt1zGZXLFclug4JYpihFA0bUdbdyxmcz74\n4H3e+fGPefcn7/HBex/y8P4jPnj/HvWq5Tc+9Vd+ceOV757+/pfzoo91JXW34vTkgu/9uw+JVU45\na2jqhmeeuUW3DP8RKgIdG27d3mewmROnmqLokWYJVtRY0bCoGqxRZPE21/fuYDpLkWruvv+IOA5i\n70T1yOOCrd1dikGG1AbnV7S+Q3nNw/tPKPIQqxRC0OsV6DgOuW5jaJqK0bhPlqbgJNPJAufARiGX\nPZs2xHHGcJTioxalZCD01zGJL5CNwouOyWTJ7331xwgSrP0p8836Av8Un8rHikP/dIjjbBBO60Qz\nXy34ld/8ZTrfYHxDZwwISRbHXM2nDAZ9Ep0SqZhIwuXpOb08x4iOVriPp0JA+FLarqOIBzx5cAqN\noEgHKKk5Ojnhzqt3sMKvzTrQmRa0JE5icJbRaEBbVchOYoQj6eWgJcPNPu++fchsuuCZm89gTE1j\nV4y3dzDW0hhDrzfkD77+RxRpn2dvPc/x8TGvvvIy9z58nxvX9vjhm++CEHgpEVKS5BrnzHqBbUgz\nwYsvPcvbb99lc2uHPAveVuMsCIUnwPCsNbTtinpxQVPNeeWlOzjTUa1qVrXB+IjTswnGe6TSFL0h\nF+fnVFUV0ipty3Q6pZzN2NzcoLMdjW0ZbY4oZwvwnqauGQyGAZIFa4ua4PLykizLuP/gAZsbG5Rl\nye7uLs57hsMhP3zrLQaDPjs7Ozx6+JA7LzzPZDJhNgspo2vXriGlJI1i2rbm6PEhEkG/XxAraKqS\nex++x/0P36dcLmgayPIeXgRfbBpngYcvFVlWMByPyfIevX7BYJBz+/Yz7O/vcXJ6QpolxEnEg4d3\nWVaXvP6Zl6nMjNpfIdKOzi+xYolVZUAGaItxFY1pSIqCfJAy3hqTZCl5r8+vvPE58mHCsppx7/A9\nzieH+KhGF0AWoXKP1y0qE0S5QBcSYkfS06SDmHyYkA01uvDEBUSZR0QNUjviXBKljqyv8bKFqGNZ\nX9G6JVU7Z15e0NoFjZvT2AVlO6XqpjR2iVQRkZbIyJOkEUU/x7iGztaIyCOUR6iwizO2CUxmIZBK\n4UUbbk6uZTI9Y1UGbIdS4YZhXbdu3wYdpjGW5XKF9yE915mOumlomgZBiOEO0gGu9bSdJVrLa37n\ni7/7i7uMVSoKb4Zv6bqW+/cP8V7SteHN6Pf7jMYDLh6esrE5YGsn59qtDXQejO/eCFhVzJdz4oHA\nJY75osS0jpfuvMbsak6cSqpZjbARsYzRUYF0Gb1+TpJkCCFRUoC36zKGR0kAS9fVLJewt7eLlJpI\na3q9jrKaBw9llNGsGqq6oZf3MUojUHRtw3CQYGzI2rbeoL2mSPts6B0OT4+RKkYph7MgZIQQ4ZT1\ncRMWeHqx77ou8DjWdD3fObyXRDqcHo+OTrk6m9PbjVAClu2KOItxNsV0htliSb8YsWxqNvMMqRSD\nIufh5AlR1kdiQOgQsfOB2AkRg40RsUxoXM17999he2sX130GbyWX0yv6gz4tHletMIZQIjKOl159\nlTfn3wckq0VDMc7pjRO+8KXP8X/+o68w6hW8+skXKdtLFosVg+Emzk/pWsvv/PW/zDv/7kP+wT/6\n37C159lrt/nzX/wSt2/eZrkQ/OCduyyrsJyVBGywJCKNI/rDsNSbTqdEcYEUKWmaYsuSrjPkWY9y\nNaNpV6yaJcXmiGefu8FsdsXh4xOiJGdn9xZH52+T5CnGGS6vrkICyDXrPL9jOOqHi+/8knfe/RE3\nn71N5Fq+//3vcOfW81ycT9je3qaqVoBg0BswHA5ZrVbs7+9zeXnJ7tZ2aLFay3Q6pT8YoKKIN954\ng8ePDynLkjt37mBsS1EU9Pt92rbFWkuSJDw5eoz3ltFoxGw+5cnRI7p2xWKxYLGcMrm6wBpH05SU\nXYeKU7a3NhkM+6RpzHy1AgKJd7VaMegXPP/MM4xGIw4PD9nZ2+X+/Qdczk6Je5K7Zz/k62/9G3Z2\nN4kKT0ONpcWv2e9SJYjY0jRLWqFo2padwSa9jS2uHk145sbzpIOIb7/1FlkRYVSNUC1W1EgvwXeh\nhBS7p85VvEXGoaTkfPg5TrVBcyglcaSRAugsSnkECuuWRNKidYpMLNFaKOScxTqLUvHTp+bQxO6I\nlMOYoB5EdiyradAOKs+qaWnb4J9VZAFFjqRtbfAlJyER5L1ntNXH2gA0c4Q2rhCCum2BEF1OspQk\nC1If6x394QglPKvVCr3+3RbLOhBa1zFs1C/4jF7HAk+HMS1d53j00QlJnCG6sPwZj0c0TUWWQpI5\ntvd66MSR9RJkHNNVDmsF441NVmLO+eSEOM3IEFTzKQKLig0XT+b0siFSOWKds7rq6I8jVBSgY0Yo\nEq2orWU0GoaMsPDkRUya5NR1TV70UJFkOITOlCQ6RgmNUI7NrW1WqxXerVEFDtIkx/sVkhiEQuuY\nalFyVZ9yNZmRDXPK1QxrAngpQK7+7FT/0x/Gj5uiAUAGSLHOmQMyQgr44K0P+Pxf+AQuSfF5R7mc\nksmcXtFnMpmuYUodptAkSZivKycQTiG8wTu3zu4Hh+eyLRGZIOlpsp7i9Tde5Ec/+AmnJ0ds3Nji\nqpnTWMHG7jWa5ZymBesVZW3Y3rvBYO8ey+WKLOmFkVme42XNf/K3f4t//o9/j53dTcb7ObPzKySS\nQX/I5eU5lpZnP3GdVz/xCj/67rt84yt/wtv/wz/ks595g/FQc3L6mNFoD9dZbOepmhbhBW2q109g\nrBVyiizNQqJICOarmqbpKIoeJ2cP+NQnX+Tzv/wG3/6T7/LB3Ue8/pnP4VvDUHm2xxtUqxldV9PW\nS64uHP1+QrcWnw8GAwaDHlNbc3x+jJMh9TKbLzh7dMLm5iZt07C1tYUUEZIw3hmNRrRtSxzHnB2f\nsLG9hVCSSGsWywWRjnHG0isKtA4+4bopA1757IzNzU2Ojo7W+X/JYrFidX6KdR0Xk0uWyznT6SVX\n00smkymRSkJWvq3IegMWyylaeDY2hmxsbtJ2lq4LMuvz80vaVU2v12MwHDLa2uealczuTcm3FNf2\nR2RDzbycIaPwZGmNBDRJnqNFTOtqROZC5yEOftejs0dUZsE7d3/ABw/eQiSCZVsiMxF4TiJBKBDC\nrpvDNiRQvEeK4ITtum4NDgtwMiEg0hIIeyulJYgIIUWQx7s27HQ0yAg8BifCKbxzJripP17kakBW\nKBW8D533qCQgOYwxJLGgp3MAXC1RkV9HfSVt654ykZwNy+qua7GdIEkSVKTWisIIJROE17BuSSdp\ngrWWq9kMJT1JpOhstxabr01XOsIQxOg/6+vn6kKfxhnOd9Smpm0cJ0/mSN/DdhbTtGyNx5yeHzOM\nLcPRgDiDbJAQ5xltC13nGY02AgytLYlUKE5sDDZRwtOaFTrOmE5mpEkfFQskCq0gy1OSLOSllXQo\no1hcXaEKtc7ssl7O/NlFOKj+5NONv0fQ1JamszjkWhgeoWPQcYTWCW7NKcFBL82pLiukMMRRzMnR\nGcaAjkK+Gwgey5/CHXxMrAyv9UVfBMCSscF3GWvNW995i1/94qvrAgdgbQB4JZrLiwneOYwz4BU6\ny1lMZ1jjoPOhOOUdSoYZYxQppDd4IXn33tu88Mxt0lHM5sGYNM0wrWV/+xqHx8dML5dkQD7cREcp\nWivKqubl11/lX/2Lf80LwwFSaKS0xLkgdgl/8S99jn/6f/xr/s5/+TfJMsn8ckqsU8bDMVU1o3X/\nH3VvGmTpeZ7nXe/yrWftZXp6ZhozwGBpAMRCghRJLaREWbIsMbIoS2XJihfFSlyJEpVdyo+UYrtk\nJ0oqP5IqR2WVVGVFseVyLFku29EWa+UiarFEgiQIEmgMgNl7ej37+dZ3yY/3dINUVBFZiavor2pq\nMDUN9EGf7zzf8z7PfV93wXJ5xM4TG/yXz/4Nfvof/nN+83c/xo/88H9Klud85Lc/QZ730XF4H9ra\n0rQt6xtbFGUZGoeqBVsxXB+wsbGOf3DMaHxMuZzzZ7/5Azz+6EP85E/8NGvrF4jTDvfuHzAYXsS5\nERtrQ27dasmTBNvWNB6WytLrBU/C3Tt3yLOctJugY01Tl9y9dYsszWiN4NbtGQ8//DDOWwb9NZom\nGNKqqibP52it6Q8HWGNIopSmqSmqiod2dhidnNLtdrh75zaXLm0Hff9yThZr5tMxZVnw5huvsSiX\ntG2LMS1VVYQ0KhQHhw8wpmGxXBJFNc4ZfF3SWsvGxiZSCqrWsv/gmOFgQFM3dNKMadVysH8Qmp80\nJs9zyqJE5J61SwOMnnM6HyPj0GkmcU6c9cizDtPZBJ0pyqalsRUqUWR5Hx3HTKZjvPIkqUBpSVEt\n8MoFX4Mz51iILFZsDteZzafBOyLArZAGkYrOJYaR1uFBDkAwRYbQb48XdhUj+NbnyEsXGnUtQ5od\nQbHmvEcQdj2O0Oh4wgNA4ENWgwxkV7wPsuZM4n1LY5doFSMUqFihRQg36Ue9sA8TGcVySdOEU2BV\nN5RFRdsusCZ8DzNr0VGMkBFOeYzxxDqjsQ1CBMmwbxocAfvx5V5fUYVemA5WjrBKUFZQTBsGQtMu\nC9bzLlQtsRV0OwmDYUra12T9Lq2JiEVOnDpOpxN83GBkTd7VuNqDSrC6IU7B+yRAqNIOic6JRYoV\nC5JEY8US3BIvSpyFROtgckqh9RVKr4G0WMIMTroIJRVKKnSiEU4yPp2jdAQywSuP8AoZNXhqvNN4\n7VBSkIiIxCdYaVCqwLZw++Y+aaJAtggRY609l7JJceaQDVr3My05BOaGP0OBtY5YaG69do/5tMZ3\nCWMhaWl9AJBhPIv5jM7FDGOArMPo3iG9Ts50UZFEwb7trQlBJh5c2yKwZN2MoqnYuLLFzXv3mJUL\nulrS0wOevvYUr+7tcXljQGkFmYypbUNpW7rdIc8+/wJv3HiNR5+4Rlkt0J0MlQuuP3mF8ehp/uH/\n8n/wt/7OX0biOX7wgO0rF0OxrAtEbtF4Hpy+wX/2w3+J48MZf/DJj/NDf+0HmBze5+b+kloqsiRF\nigA5i5KYLM9RwlEtDTZqmKspSsa88/nnuHX382i1zuaww2/9+ke5sHY1aJejlMnoBGsNyaVtisqf\nUyelFFRNQdwNLBhrDFsbG8wmU4x04VTnPc4Y5rMZjXdB207LIw8/yrKYkcUhhKSqKqqqAwi6/Zxu\nt4uKFVmaoqTg+OABOzuXeeWVzxPHEQeH+2Gebkqq2ZRlGXwBWrSksaLfzc7vl+l0ynK+4OKFi0zG\nU7TQtG1JYUHgKJYLrHV0ewOWteXS9hbLZUkeRYweHKGlYmtjk7qtaEXDohlRu4qNazm1XmJEjcNC\n61BpjJAqBOJUBZEw4YG9KNBJjEfSthYjLHGUICOBpaVqK7xqAYfSIThIyqCC8d6zKGouXb7G8fFR\nkML6OmCGvVzhgQXOtygZ9h3OhhxcKSM8HrsC3XkvUTIUXyEFUp9xbVRAYcvAqW/bNoSGr06AWmqk\nC0BC4x1SaMqyZTabc+nSDloYPGq1fA0pYzbW5/uXtm0ZFSfIMkJHAhl5YqlI8g7D9U6YFHiIo4Sm\nbGjblrptqJoFRbGg8RUIjXPqixR4tv7ya+tXVKGXUoWu0koO749RLkerhOXslJ2tK5ycHpN3Irrr\nOXmvg47CUTSVjqYsWMwXtFFF1lHoVJJ0Y6Z3LJs729y++zIbl7qc7N8n1l3iKMd7wXS6QDtJFAM4\npNSgIpI0RlWAdAjpWRQL1tdsuMGcwJgQ9K0jGeaDSGgMsQiJN1Y4TFOTZ8FWH6VxAHbJ0GG0pmU+\nnzKfLUjSDOcd48l01TXI81GNEKBXhil4a4RzvqglOASFEkgEzoeHgG09d964w1Pvvsa8cqAbjKmB\nmChKODkes74eOqYkTWitYW1tncPju8TDLBR6HxJ1vAw5rcVyiooVVVuRdjIGG31ORgesb27w5hs3\neeGF93D96pOU5SEbUQdfNozrgibXyLrhyWef5dbNm+zf3efyziaVKdBKITPBO7/mWfaPD/iJH/8F\nfvCHvg9nThmP9tncukKa9yiYg2/ob+cU9Qmq0/Kub/gqZu2Sr//G93Pvn/0q/W5OZQSNb2nrBukV\n0+mUommIEomINKUx5A6WixFP7j5Jt5fx8z//87TGMehdYL6YI5QKxqqmYTyZAoLNzS1Go1HQyKMx\nraOwJd1OzunxEYPhkKYuUFqDkrSuWS19w7x3f/8ui8WMp556GmcEvV6P1lQcHEzodHorFvtbgeFR\nFDEY9PnwRz7ClcuXyLIs8OtHI6ZH+1hrqZqa2XyOF+BVTNOEJCVrbXBL5ykpkotpB+kMVTHDRQrn\nYLEMdM5iHrC4BwctvayDbxIildC2DaPJCSoXWFXTyAoxIPxZB9cmrSZSIb83UhFKCtr2zMgXkaZd\nnLToJCZSGVEa4YKxG9M6QoFPcd4iRFC4hIVmGFGWjeH+wXFgxkQZUWtWKIsIgz/Pd1VSAQqkQgiF\n8yVnkYDGhH1WpNKwfPceZwRKK2yzApDJwJf3IpArjW8CEtyvEqaQeBG4NMONHlmnC1JgrF2NUEFq\nhfA67PgQoYArHcJ0VGjYkiSi1+uxXNYYa2hsjUQhnUMlEh1HJEKTm4iNC2thVEX4WdR1Hd7zqqKq\nqi+/tv5/K83//16OJvBcrOfwwYiN/kUikYGR1EWNUp68GxMPEqJegooSbO2Yn45xdcPOzkUu7gxI\n+4LeMKdtWh65+gRKaryAWEcc3j8kjjvkeSd08bY9n3unaY6USeBz6wylNcY51tbXaUxL2dQh4FVp\nqrbFCU/rDI0J2Z+2bmiWJXVTIyNNrBPqsqLf7+AxCC1w3mKdQSiBw5PmaQCEWU/dtIQEqbcwxMBK\nFfFWuDG8pdoQ8uwXCAVSCZxwRFpy45U3yONeMECpsP9o24ZO3mcymWKMARwykug8papqqnmFswLv\nJKb1eK/wTtNaH4pHFGGlxwiDTAXzYozUFqng5c++RLlcYGy40XtJwpXNiyQiQaIQUvOer/k6lkWJ\naxyRi7AmzEB1bvkzf+49rA36/NK//mW0TvFOcrh/SBINiJM1nMqpnCfOU/qDHq1s+ei/+zhPPvck\nV69e5P6dVxgMI65c2UQJx/raGmuDDbq9Hp6WRTliUY545dWXqJs51nhOjgu+7YPfy2OPPw8qwqEo\n65YoSWnbmvl8jvWCum4DTVJoYhVjasN0PMW0BqkijHOkSY8oylAqQmqJk5aynFM3S5T2zBdjPve5\nlzgdHXLv/m1OTw8pqwVv3nyN8XjMcrmkKAqOj4+Zz+d85qWXuHzlCuPJGGstTVXR1jXT6ZTZbLaS\nhzYrBUcCXtDt9MjzDp28i9QRKk6IkpjJbM5oPGE2HuNNyyNXH+KbPvCNXH/4KsVswnx8ynh0xKKa\nMWumTKoRSzdhWh9RyikuK1D9BqFtmKFLSZb0iURGonokKmfQG5JnXTYvXMYYSTdfo5MNyHSX9e4F\nlIiIZU5Ml83+FXY2rpGoDpHK0CoNIz0UvrG88/FneP/z7+Xa8DJdl+KnBu1zhI0QTofUKBlm49YK\nTCvAR1gTGiVjoGk8SmWkyYA07rKxtk2kcrRMkSTEUY4UMQJNU1u8l3gnEVYjfIy34d5HJegoxXuJ\nWWEzztKnEOBXp+2QYSVX4+AYVicJrRVKg7E1o/EJdV1ibBsYOcrTrpywaZ6glCRJErIVD0dHgih2\nJClkuWR9o8PF7eGXXVu/ouSVt5cf/XuVmeG84Xd+8xO0s4xy1NCWDVpCr5ewsdVjcKVPmoeUH1dZ\nzKJFS0XcV/hOhdMVnazD4d1jdh99B6/dvIVMHVEa8eDeKZuDHfrDlCRTnBwdkSUpw/UBeadPkuSh\ncApBSYt3gvms4u6dIzqdAYPhOkrHSKlCurwKCIAsTRBG0x9sMDcNtfSkUjGeTOj1e6gYhPY46RGS\nEEPWCBbHS+IkptPv8yu/+nFmM7DuLIdShlnhH8u2PEushzC8ceJsYbv6QQqPtxaU5avf/27iTsz+\n0T7SG5RMiHTK8fExFy9ukkWa7qDH6PCIRMUsyhKRZwipEKvTiZASKYIGWWkfrOHCo7SimC24dOkS\naZrwsY9+hN3HH8UYvzIlwXy6JLaaTifDWI+OY46Pj5hOx6wN1vACrAppTUoLrl56iM+9fIPpeM4j\njzyOtTXWtqRZyrIuwFm0hY3+gDjqEglNnmS84x3Pcuv2Ho8+eZ3JaExdVmil6OY5d+/cwRnDZLpP\nkta87+veTb/X4+DBiDgeIlTOw48+hrGOumkD4CpSKCURStFaG5JBPdRFifQgdfAyrK+vI1ZHfy9i\ndBLT6WbUdYHAsSxmLIsFVR1Szeqm4ujwmNlswngyYrGcIwXc3z+kruvVwzdw5IUULIsFFzY3OT06\nRgnBbDLl9OQw3AsinOAWyyWbFy4RRTF1HYxBRVHivA+M/9YhVcDv0raYtmUxXzKZjHn8sSf4mhfe\nwa03bnDr9hssmymlX1DYKTZuSIeSuAsydRgq3GqZnUY51Ir17haaAG+L44TxZM7DVx9j//AYrTRa\natI4I40zbO0ppy0XN67y6EOP4SvL6fQ0ICysR3hwJiQ4TQ5POXhwRFtbLqxf5PL2DsZCHOfY1hGr\nFO0VOuoiRUKkUpwVOBuw3lolJFF4iEgShJOUywpjAS8DGFAohJcBa62SsCgXGkmEXKliIp2hVbLa\nWWkSHZPEEd7Z8HmTDh2He0HKCK2T8Ln0/pxhL71cLWgdkY6RIvBtEAJrPIhV0ppfYQxFDCIKdUhJ\nkOF+kzqw/qXWfNtX/dX/cOWV1lZ437BYzhiPThFVQrlsUFKTJglpkpDlCVEaAnjb1rEYTXniymMk\nSYLRDUSGbienWTTY0mOcwynIOh2qpsV6RZYnrG0McL7AupplMaMqW8TqDfYYpGxJ4oxl29DvrdO2\njuUiLFPkCrBljCH2UXiSa8WyKoPBxLc0WtFTMU1Vhbm692gZJm1KSWxr8a0lSjTGGhajMbNZiZR5\nKCpCYK1FrfS5Z9cfDzMOx0ePx6NXqgQIv/W7fW69eZvtx7dI8xxfzmnbljTReBckXFvdHienpyQr\nt2AaxRRFiRcCHWm0EEg01jZBsSIdcaxZLsuQ/hNL6qagk/XodSNu3nqF6488z7ypaIRn2B2yM7zM\njekdojiibCve/q538rsf/U0W44LBVo/CLUnSmFY0bGxp3v/+d/GLv/gxLm4/xLu/5glmi0OapmGw\npiimNbIoePGTr2DqIR/46vdzd/8O73jbs3zrn/8zHJ1M+OT4HmnWY2NtSF03OGt45m3P8N6v+266\nA8mbb97nV3/pd1hfuwascSEZonXK829/ByrS3HzzDapqGfgrK0Kmc9DPe0gvMU2LiKIV6TJQEuMk\nwosU05ahuM+X1OUs5BHXZYhVbJqwSLOhcyvLkrIsmU6ntK2maRrm8zlra2v0+33qtibtZAjveeL6\no9y7cxtnw8jw9PSU3qCPtZblcsmNGze4fPky+/v75HlOlmVEPmA2ZKLIuxk6EYwW89VDpKZpDJ/6\n1Is8cXmbD33bB/ml3/plxs2EtSt9Bht9EAbrSoyoadsywOtUikCznCz5pq//VqgkWWfIeHbIH774\nuzx07SqHhyOk0CyLio31kNZVFTVr+RrvfPptrPUu8treHsW8pp/2mFVTMCHOLyz+BS7RtI2lamua\n8YjqwQMiJGkSMxhsMuh3GY1OmDUrTIdWtCvZo/cKa+SKCx+t8hoMXsDacJ1FUeC8W1FQJUkSn4+8\nnHXEOtA1vRTEq1Q2YUxQ+niBawzSenwkMLVdCScE/UEfQcCrtG2L1joA7nxEVS2wrsWYENnpVp9f\nJUUIyTGBcyOUAqWC+k5JlBaoVS2QUqDkFyfMfanXV1RH//L8X/+9oi65f/uEz/7BTdwyppgYEiVZ\n76f0N1N6l3vEkUUD7aIl1x18K2k86HVPNKwQKub+rTmXNh+m1ksqdZ98CJPDBfVUcmF9jd5mjMgN\nf/jJ30cIx9ZgwNpgE0SMVDFOaFrjmVdjFmbJG6/f5+JwA1xMmmbkeYyOBB6HBFRtiVXGxDtMJMl1\nDE3EaLJgc/sCaIOMPNJbJBrRaNwEdBlBVDNZLvnYxz9NU8fgTFggKRU6Xu+x/ox+s+LQrxKPgJC9\nKlZTOBHm9lomXLyyjswcTz7zKNa3gaJZl2Ra4ayjtZJsbZ0kztA6Yf/4mAsbm5wcH4X0oUjSCofF\noITAO0dZlVRNSW2WdLoJzcLiY0+SJ9jW8nsf+wMuXdxCpTlGRszLBXEuWcsGnJwcoaQnTWKKomA0\nWhJHKZ0kRfiWKHK08Yy8k7LWW+OXf/F3uP7oDp28Q1014XXKmKqB2sLR/ox/8c9/m2/4um9Bi4zt\ni1d4897r/PkPfSuvv/FZrF3wZ7/pfTz//JNcvHSBj374d/nZn/0XfPKTn6asMlofIdKY9QsbZLEm\n1jFXLl1CCEmxcrfiHfbM/u4teTfFK0eSrSF1Spym9IcdHC2YAsmc7/zQB/i2b3k/jz96lVdeu81s\nNg8GmPMPbJD4CWkpyhmL5Zhldcx4csDJ6QOqOoxkRuMT2rrBW8FiXlFWFQ+ODxlPFqSdHuN5QYMg\nznrgPWVZYb2ntQ4dZ/S63RU22eEd9LoDrj/9ArtPPceV7cuMRgfcvvs6r+/foPBLnn770xyNDsg6\nGShPYZcrZ6jFOo9FrAJVBJqYQW9A3dSsD/p89qUXkRJ2rlyjLjzvf9c3sbV2kdPDExKZcuXiDo9d\nfhRbWz7/yudwVDgaympBohO8FSgikihHeL1SwUjwFucboghUlNAfDDAOFvMS5xSuLNFCIKzB2yYk\nQhlPFqdgQaLAOWoEDkndNHhnCVP9BOE0eI0SMcWixjQe37Ro6UljJtt8aAAAIABJREFUiTAW6UDF\nAQntnFmB1zy6JajWVEpMDJWlbgy2tSHbQkls2+JMG3JrTRvUQk4Sq4Q0yoNxkQgpYrSM0JEFaZDa\nIpQPmnypAtRPClhhtf/cC3/pP9yOPlDbYu7fPaKpDfVkhhB90ixBJpokT0J3rDRNKxFeEuuENIuJ\nBhLZCfTLsgjJOI8/3GFhp3jhiKOUxWxMv7tJnCSUdUmawtb2BTqyT1lJjImJki6x1ggTk8UlwkK3\n0yWKYrwTWAdl1dDzXYS1eGfIsohUxIyO5yFfRgVmeqQhzUArG5Y5zgdXnPckOkYkAqctVijm83kw\nSwkRkqUgdPRKnY9qznAHZ5S/M2qjsW91+WfL2jxRpLHi3s3bNMV7yETCUkW0tFRNyOQ9OTnhscev\nMR4fs5xM0NIhsDRNExa7zoVjroXWebqdNdbXN3hwcIuyaahKyLs9iqLGDWF9YwOvPL/567/Bf/QX\nvxdvLEmWsnfnJk88ssvGpW2OTw+Q1vOOp9/Ob9z7LaanE9JogIwlSmjybIB1imvXEr75m9/Jz/7j\n/5Mf/KHvJutGFIsZi8WSWKf0uhnXH++ys3WVH/9f/2e+8avfz1//K3+F3ceeYHRywvd+z3eRxgl/\n9O9+j498+GVGp3M2Ni5z7aFnmM1mLEvHdDYl6Y55cHAfLSyD3nXqumZzYwtjHLfv3gI8USR4+NpV\ner0ee3uvkSQ5KtLESUwahdHR6OSIZx4f8Be/5/v51Iuf4r/6L34IvGZhJd4HH0XgEzmqtgryR6XQ\nOmASnLWBAmoc+w/eYDzZJ0pSurM+9/fvMuiusbG2jnWW8XiMLmKSJAnyPCGD/G5l8hNKkmUZIo7o\nDHqMJxOE8EyXC+blbZR3KAwbW5scTQ9ZasdhfcLsxoTORkaaKRpbo6RH4kFrhFQ0BIktUtLtd7l7\ndAfh4dbNmzSm4plnnufkdMLjjz/J2qDP4cEdYqVRQlAuSl46+QymddRtg4wkKrIo67nz5k2SLCXN\nEybjMV4IoiwO8XzCh2g/YVCRYnayDCMQGZFlGVmyTtUuaW256oIcWuiQGoWiLUP2sEwUeI8zfmUu\nTIiysIdz3lPXNTrKKMoybC69wNQGraLAl28rrPEYEz6TSoVYUWQUksmEwjqLEzVK6QBAE+Ekbw0E\nKbQGr9AqwlqBDXUbrQXCWxwOzkKFVJBrC0LcIXB+/0Qq/rJr61dUoQ9b74jT0zlKpGiZYHBEuSId\nxMQ9jYokcdpF1R7XVtRtFTbh2xFNusAScXqy5OL2Nq2qaNqKNE0xradtHL0oZGaquMJSsX5hneWp\nwTpFUVnW1vtByigFkYmJVYqXMOwPaAxcffgas/mck+MJm5sdslySxhHKJmSJY1wWRHEE1lIuFyHz\n0rd4B1qkOFERiQhfOqplRSY7JEnGdDonihRLB2dS+f+nWSp09e58Phu+MHRd4TjnnENrTaeboHVA\nMU+OJ3SGA/Ikp1INBs+gl1PcucvpyTF5ErMxHOKqmpOjA4QTOOuxbVhSSyVBCibjgjyPSJMBnXxA\n21ZE65JiXtCUht5gQN7PSW2H1155lcefeY7pfIYXnr07b6DjCCUhEYr19XWefnKXV155mWKRcGXn\nAkW1CO7FWNLvex574hJePMs/+6e/wN/84R/AlpZut4OtDAYHWJwzfO/3fAdu6Xj1859D5IJYRYzH\nYyKtmMynOK+4evVxZjNDmvbo9bs4P2ZSzNnfv4P3hkEn48UXX+TZZ5/l4sUQm3h0fMqbt95gY63L\nk088zMGDffq9Ho1TNE3AqXZ7febzU973te/iOz74An/7R36UybhgY32bk+OA/22a5nxpevbQVio8\nzI21uLpGJ5IsDbNgT0tta9paMS9OSfSApqkoygVaa1Ss6XY7ISe1bfHeoyNFnoWgDSkds9mErurR\n7XYZiD63bt0iyzJiLHGsqIs582KCTmHr8hp5L0crhSnLMA60FmcM3kXIKHCPhAUnwr0wHs3odjJ6\nvQ7GG7Y2LzEZzfGt57WXPsfhrbs4F3ZnZVGynB8RpYLFfMnFy5epmiXGtrS2Yf2hSyilKOuCTm+N\nLEkZdPrUdclisViFc0OSDsnihDhO0XKFrY5jDk8eUJRFkF4qBTbMs41xaB2H5bgK83sVBbd6XRvc\nCkVijAUnkT4iiyRCeoRo0Sq8z961EIUcBEGCswFVHkXhl/EO07RIp1BaIrzANmDxOBtGqs4Hqq2S\noVmUQhJFCUJ4sCY4ehHnJiolNNb7IP9cndaVU8QqfstX82VcX1GFvrWeclFyfDDFNoKmrMnSBJ15\nVNeic0cUg28bXOnxVcvazia9nS7LeIFMI5oqoqpiHn3qKlVzDE14bJra0Ms7xB4UMtzswhLnMdOT\nhtY1VPWSoliQZWlwVPqEWEW0rqaTd2nmIePx4euP8ebeDSajkOs56GbY2tE2BuFDAY6UQukew37g\nZqd5em52ssaT64jT6SlR2iFWivl8GaRcQuExK8xBGM/olSmkde2qQKywrfhz09aZa/aM154NExrf\nkHU63L7zgGc3tkmiFOehsS11U5PEitHphHz7Ep1Oj0Xd0u0MsFFLuSyJdQfJaizkIY4TqqomzTKM\nrRAiQgpBrBNM48A3XLhygeNbMz6/9yrXHtsNsK62Wi2aAitGqpij8YyNjQ3yXp/FsmI2r0k7XYwz\nKFmTZA1D73jo6oDx+CL/6hd+hQ9+57fgzDIUVztHF4bruw/T1QNG+2OOZod84IWv59/+21/nueee\n4/j4hH73Atcf1RwdzoiSmNY6hsNN8rxLvX+Lo/Exh0eCm1nOc888x+07rzNfLonjlIsXLxAlCZ9+\n8ffYffRhTg/v0bQtXiXEMeRpzOHBLb7rL3wTD13d4m//yI+xXIIxKQfHhywWS+rV7FetOEnWhjQi\npMCLAMXSWoNqqNriPKMUwHiDw1O1C9pRy1QnRCqgmoUQdPIc4Rxta2isIdIR/eGQKE4pSsWiOOaJ\nJ57A1DO2Nrrs7+8jhMWamqZZEqeCyw+vU7CgnU+ZVxWDbg9roa4rVBwWhL72mNXyMe10cDZkGbiZ\n5eDgiAsb2/gKHty9R54nGFNxcP8+nW7C1tYaO1eucHQ4Ymdnm0uXr/BHf/QJyqrCyYbal5gzF7j0\ntNJinKdeGLwP37NtA4++NnMKWWGbUfiZOYGMI4TyRLpDawJMUDqYzQq6nT7OCgQS7RKUkCgVNPZZ\nEmNbR1vZgAJ3IQAmUjHWNqs4TgM2OM6lCV11qMceJR2eBGNC1jBOEekI3wAqwhPc68Y4arMan/kW\nrWNABESDKII8VOngg5EC6VVgNzmFDNYvtA+nerRY5VB8+bX1Syr0u7u73w78KJADv763t/e3dnd3\nnwH+ETAAXgb+2t7eXrm7u9sD/inwOLAAvm9vb++NL+X7WB/eoOmsoG0t3kq0dujE0RnEyMSCCsHW\nxtVUVcHaWpelXFJHhoSIk9MiyKyAopyiVI8oSpiPpnQ6GboMna91QRLY6eU8cFOcaLDUtKZAtZ44\ngVjH5GmH1tTknQ6zowleKI6OjhmsrTE+uY/wmqosYBlhWxe6IueQWvPmrUMuXu6HGaT3tE2DigVp\nHMPSo5WiqhrSXsRoNEKI1ZiGEBPoVwlKZwVca31u14YV+2al2QXOi71SCplKGt/QX1/jlddeZ/eZ\n57HGkHc6TGczrDV085zFrKQeWjppn5IFZd2QZimTYoHuZbAybVkXPnhRpII6xNaBNxJrYp1SL0t0\nrHjo2g43b7xInvb55Cc+wXve+16EAGdMsG8rTSPDg0oLWFtf5+D4gAdHpzx09QqN8YjEkiSOKIIN\nn/G2p57i5c/f4OWXXuVdX/VOaC39i30WZsrBvbscH3yGZmloW8f1q1d55qm38T/+2P/E93//32Bz\n4wpx1sPYO0ynniQeUtUtVy7vMNwacmv/Frdv3+b1119nuZixs7PDlZ2rQYo4W3A6nvHoo48xOj2k\nXM7wK+NMUc5xpuD7vu9DrK1JfuZn/gGRWmNZnHLn7iGjWYEjhNWcFe6z9xPpzwt6iM6TeElwPju/\nMgN5vDMorVEEd2bbLmhNCFyRCBbLCuE8WqrzUI7R7eOAEpAShefGqy8TRdH5feFUzaDfJc80KMO8\nHJFpReQlw/7K6WxdMJ7FgtgJMhWRxEmYb0dd+v0+CsXx0QmXt3d47MldbGNJrObatW3yXLA/Kjg5\nOWQ5XzBZ4Rc+8QefQIhPsX3pMqYyzJYTlG7x0pHEMRaL9hFONMythVUjo3RgWTlX42xBEmd4G4qe\nqyu8cKvgDkfZ1GjviOOY+XRBXTf0ej3yzhCpJFVR0doG6w1KhgAiFJjagA+eETRY485jDLEEfw0g\nVUAQRCoYmbwIwUJKS0xZ40SK8JqAKjaBWS+j4KYX4YFiWk/lFviOotcd4H04IWgVg5AoIREoBB7l\nPd6Al2LlfDbnn/8v5/pTC/3u7u4jwE8CXwUcAb+9u7v7QeDHgB/a29v7+O7u7t8H/i7w3wL/HfDJ\nvb29D+3u7n4A+Fnga7+UF5NKw3w0RrYS3UIsNMM0ppclSOUhkvjI09YTFksYXryM62nQNVJ4hI9Y\njGquXNjG1A7vh9hoQT/qMq9bnEvwUURtCtbjjIVZkiQan5QIbViUp6y5HqkUOBdhpSWJOyRmxmZP\nca+YML1zxM71hzC6ZFkaOplmPco5NYZlFlPLEm8gokdd3KA/vIJKFEoLWJmZZNuS0CFWGVFSUeuS\n0WKCUw5kifARitC5s0JPSyFBrALDvUesVAOI0LEEHGboCpQSyERiVND8VrMZUWNp4z5SuqAFVjFJ\nPmBydECxnFOXJShFLaBvBCfLGjdUtN4jopYLW1th2edW+FYRgfBkOsK7hlaVOBy9/jppDIm2jI7u\nU02n9DtDSg2tN7imxHmD8FBJyWBnh/2To8BgGU3o7nQply0q7RAJ6MgFHV3xre97H2ky4HJ2mePi\nDkejO3Q2Njl5UCLW19Bdi29bXrt3l/e9+71893d+B9gFv/SLP8fOo0/wvve/m9/4jY/inCDpbHIw\nmXLx4gXe/fbLbPa3ePnllzk+eEBbVhSLBXm3i1KCR69d4vTgLgcPHoT0n0VB1ukyGb/C3/lv/iau\nrvjff+oX0PE2x7MJh6enjKaj1QJUImEl4QuyWC01IjYgJUJLKloEkkSneOfQWuJd8HzURqKjDGwL\npiZLFK41NCaY6KSQdAfBkCdtQ+/ikF6/y3CtS6/fIYk75FlOnndo6paiLJnMJjhfI7BB6ucj6nqx\nOmkIqqoJc3jhyaKIumpoS0NdSZTuIkzoVGdNxc72dU5PR7z8e59GK8Xl7YtEZQSN4nKWs/v0VaQU\nRIkkTcLCESA6RzcrqnZKY+oQv1lVLJYLyqqiWOEQ2tbgXFAWNa4N8k48kQ7yQ+sajDEYY1lWhtwn\ntFiW4yXL+YLhcECnK5FNRd2EZXWkNdIJClNQNw1SSrI0I8szyrJEercyKCra1TK7kAlKOfIkp3Ue\n57PwfimPaA3OO4SVRFKiLCA8bQuYCO9VYFBpiVeGrCOoKksa93BGUTc1cZyGFC8R/DHeuaCwWQUZ\nOasQUQ66xWK+1Pp+fn0pHf13Aj+3t7f3AGB3d/d7gBjo7+3tfXz1NT8NfJhQ6L8d+ADA3t7eh3d3\ndy/u7u7u7O3t3ftTv5PPuHvzEFtLqqJlIx+icomMJUiF9JK2NFAJ2gZ6ww5CG4Q2ZDpmejpFipa4\nYyndmLk5Ya3TwXvP0dEx1y9t0Szcii8t8a0Lsztv8NJR1TPqtqC1GVpplMzRKsej6Q/7OFkzrxuy\n3oDKQr+7hrKaallTtxaZZcHIJCWT0QSpFUkWgwgoXJwnkRLfGhbTKd42JFnEslkAljiLAzUPvQoV\neWscY23QmZ/FCoYjn/oiqdWZYzaKotA5irBkKqYL7ty+x5W3XUKV4WRQFAWdtIv1YQ7ftC2D4ZBl\nVRHHCdE8wtQtcpX8s1wuKKuSJElWr8dzNn+OxVl35YjSmH6/R10HzsiNGzd4+/MvBFWFjGhah2ka\nsjjBacn2pQu4puJzn3oRawxRITClwraW/rDL9Sceodppef2Nu+y9/go//U9+hr/+n/9VuusDynrG\nY09e45WXbqJ0im08v/Y7v8b6Rpedh7exVcPmsIs3Hi01T15/gtt3ZzStJet3aeolTSR55pnneOaZ\n5/iFf/lz3D8+4nQ2ZW24xsb6OtJ7ti/t8LGPvMjb3/4MZfUGh6dv8vf/+/+ayckxP/VT/xtXHtrl\ndFpy//59jo+PQ7D9F2Clzzv5s/eJaCWVkyjhQmi9cDjXhg5eSBItghnLtnSzjF4np5OmDAcDOqkO\nCVUmvL9lWTFZCiaLJUejE+rXary3LKtQxKzxq1m1RMcKYwLOwrZ2ZeoJYC5HwGpbzwqlG5guwSUd\njHm4AB978qmnuPH7n+B0dAor9Ze3BrxFAIuqRCqBlKCUIE40nWzI+vpG6KzLkvliQWuLFbpXvCU8\nsJYYSZqkrG+sk6UpcRLSodI0CfLRPF9x7dXqFGKQIgSYp1lClqZIEbhPpmkgzTDGUFQlddNgnWVe\nzaiaEufDfVxXVYiQLFuEgvliRqJS6qamkypw0FcJXoI10LQmGJ5sTWOCcS5yKVYG5LAixq/USqZu\nkA2sDTZRQpJnnrps0HFMKnrEIqabdGntjKpeseyFXxlIHVIIVBScuv++EqYeA+rd3d3/C7gE/BLw\nK8D9L/iafWBn9c9X/tjfPVj93Z9a6NtScfJgCXWMbUp0LzCpVRpi+5rSIaQhcilr632iXFH7BUIJ\nMJLT/RO6wz5GzWh9gdcl1mpqJ9jc3AZWQDEBdVPjvD2PChTSgDK0do71XSw50kcoMgQxSZ6S9iIW\n1RKhFZKIJMrIopRUSeK8ZeHC01c6R1PVSK3CbNMa0lgitSR2EuktVV1SFHM2NzYYVzUOSJIUFYUR\nBMjzMc2ZJlc4serY30IinF1fWFSiKEIlEU4aIhWjdcxnPvVZHn3+KmkUEykdCJxxhzhOmS2WjCcz\nrj10lThJKYuQR2raFhEJrCIsu6TEmPBa/Er944VjFTGLcxZjDL1Bj+pwRJIn3H9wj4cfuU6Ur+Hk\nKvtXCLyRoCT79w9YH6yzMRzy4N59VGl5z1e/myRTHBzd487d/XCzi5bNiwPe9d7n+NVf+1W+47u+\nncoGyuDla1vcevMBTgg2r1zg1Tdf5X0vvJs3795ifXPIY0+9nVc//wptZXjkoct85rO3QLfk+ZCm\nqunkfby3fPt3fjcf/chH2L93l+bwiLooGI9O2dy4wEZ3naZpeeSRdf7j/+QHsFXDz/zjf8Jg4zIn\nk5KDozHHx4cY0wTN9qrQ+xUMTyhWc/qA4/bOIlYnM4kjiTKiTodOlrO+vs5oNGJ7e5t+f0hRLJlN\nxjwYj9l79VUWTXgYCyRK6VCcLedBGaGxsAgVdhJSKywC7yVl1a6CajTWrNj4XlCuqJVKB+yuwK+W\noAETEAxBgjzLeeihh3jpczdo28AzUKv/R+tBENyiOu2FnZT0eCnwMmJZC8a3DzjL/gVASqQMzcOZ\n+1oIRSsVhXHMmynOjbDWoRVv8Z9c2H14mi9uhpQKaGAI+4ymCQtXDEkSr0ZmoWtWcYQTniROkEqS\nZzlJmrCzs0OSRHR1n163w+aFTbq9nKYtg85f6rDQdZaiXrCo5jTWUDcWGgsYymqJUoo0SkI6m43w\n1tMuFzgUrfPIKF5JbR3LYko1nyPPgIYq/LyDMc8hUbja07b1eejJl3N9KYVeA98AvI8wc/9FoPgT\nvu7su/9JA6Qv6ZVNxgXLccliXJKlKVEqIG0hFljn6UddbFGytt7HoiBq8ZFDyIhqaZnPlqxfWsOK\noHSJhCRJNZODCVLmVGVDJxkQx1HIxXRBsiWEB2VJckntFngavHCr47YminN0nJL1MpazMU25wMmW\nuqkolEfECV6pVeiGIJIRJyd3UZlGxhrUSr2yYtekeUKlliS5JsoVs9ECoSUqEsRZQr00yC9QaJwh\nVEOR/WLz1NnvZ4VFypW0TgUThxIK4RSvff4G5XwRJI86ovYtznvSPGc0nnDt0k7gdxhLW5UMBwP2\nT0ekscIqH3Is8XgvkPJshgyNbYiTlDzPWdZLvPdsX7rIeDTFNI60k/HmzTd48m0vUFc1ItZIpbGm\noWkliRCU04LHHnqY569f59mnn+PWvTt8+qXPY1VDNtBEOiIRKbNmwbVHd7h5901efflVnnhml/Hp\nlJ2HL3F6OmU2LanmLaPJlPFiAZHmaD7hsVigUolUktHsATKqePbpt/GpT99g0L/C3bv77D65S9ka\n/sKHvpvf+92P8Yd/+PuMZga5nDGanPLQxS0M9/nL3/9BPvfyH/AzP/Vv2Hn4GaaLkFMwn45oTY11\nhjjR5w9elFw9lANZMTQVljSK6XRSti5ssDYMSq/lcsnh0RHHpyMWywV37h/gvQz/Dn6lBpG4ZEgF\nKBmFkYsVKNfAatR3jsxwQf8vz8Peg4Qv4K0VHhUIpUIgRJB7OR9olFIqrDuT2DqUitjc2CKJc27c\neBMtJFmcIAAvDN67wHWRgijWCPMF7m3vqSuHEHVQCGl97gFx1q0wxPb8dQspaYLAGLm6r5VSNDi8\nXJ1ihQAd0OIAZgX5a31gZnmghdAkSoVugy9CCEkUxyFwxmk8krIKn5umcTAtOTz6HM45jA0PbSEE\nbVPjXYvH4pxEqxivQn3JOzGDtSEb6xfp9zVJqtnaXGd9fQOBDkocBMvFnKqs8M7SGnG+izOmRUch\ntxafgguMHq+COav1ntZ7IhmRxzlS/vtR3RwAv7W3t3cKsLu7+2+AdxG6+7PrEm917PdWf77/J/zd\n/+t1fHiMljGmatgabBKlApEC2q+Ws4JEpVTFHJEk9IYXaFODJSQAqThBJYooVtTLhlTkJEnEeDzh\n4mCIB9I0ZTgcUNpT2rYmSjpA+BAgG4wpKduCWBukVkglieMEawX94QZHr4/B1nS7KdVS0R12WU5n\n1EYTRTGVD9mP8/mc9e4Gk9mYOPWoLECnVNrBAGVbkg1yfCwpikU44upw9GyLClP48w/KW0Azf94N\nnRcSQrrUOeVShv+GE+6crNnWhuOjKQ/2H7B1ZYuiDRKuqq5Isoz56YSmaRmNJyzKEt80xK3BG4Nt\nWhpv0IkEa8NyClYEQVajHUcUBcmoMYZOtwOSMCaoHYtiyfHhIcOtTdDBDeidQzQCLxybmwMe23mC\nNz7/Mv/gJ36cC9vbPLx7nZPyCCsaYgkknsGFAXdu3uMD738fv/Irv8bO9SeQKmY0nfDEk4/zR3/0\nGbwRPHhwxOlkhohThtuXOBwfkHQ1i/E8EDw78Oqrn+XBvUMWfdjYkty9e5/Hrj/C6eiUr/3ar+PC\n9hYf+/iHMU3DbDHhkwc3+Ec/+D/Q6UT86N/9SZ5523uYFxLrI8ryhMX0+NwUVVXV+bJV8BaNMc9z\n+v0+aRrm9bPJlLu37nJvpZs23tHpdPBSMFvWWHQIf/dgnEWpVdF3NUroYLoKnnmcFoBanQI1Tkg0\nAYcghQldqAjKp/CVEnGmHnFBf493CGcRPhR+b0ArTd7psHVhm6OjI47LU5wN8lYtBVoKGhcW80iP\n8Z56uST2Cd6vgGBn6A5lz7EeAodzFiHBmVD8pfR4b8BCQiBIKhmolN5anHJhLv4Fy0hhvpABFaTA\ndqUU8y5E/DVNTUNo3JTwGGFxxuKkCSYkH9g9whIAaSvnu0MhlAY8UZoi5RlzKrCglFQ419AsDdNq\nwewgLHqFdFgXQuzLZQumJU1jOv0OeTfh0pVt+r0NBr01ti5thXhC1+IwLKuGsqowbTCpnfGsvAGU\nYHo6RXxpffMXXV9Kof9l4Gd3d3cHhI7+Wwhd/bt2d3fft7e3939T96Yxlp3pfd/v3c52l9qr92Y3\n9yHFGc5wtsizyLImkiJFEmApRhzEQQQljuEYQb74m50EShBbCex8CAwYchI5/uTYcALLcZRoPLJm\nhspwNAvJIdlsdrM39lJVXbeq7nq2d8mH99yqJke2hgEcMAe4YPflrdun7j3ned/n//yXbwC/SoRz\nlq//VeDXn3nmmZ8AplevXr3/o5zMZHdB6gy+qlGbgpB6lNJY6QjaM6kP2NJDqpBw8fIWpZkglEI7\nzexgwsb2JnkRuerWO7K8h26H1DMPA4HCo7WPDoTGEZA0IaC8Q/gaKQt0poEGIaNLIT4j9QXDfp/+\nYI0dMWY+bUgTRZJYKu2w/RUWszmtnxOalkZKFtUhW8UAa6Y44UlCn2ExoHKWTAxx7pC5P2KgFZku\n0Dql8ROSImG4XvDQjqIYRhlkK2kaS5pET5BlQVdC4YNDyaiG9CIglMX042A2yEiJLOcNqc+5f/2A\n1dVtVFBkqcS6KcPBGRa2YuYatpSk1xtEe1lpsPMKk6V4k1HbuPtDQutjz6+VRIscR1TPtj5aE5dZ\njs56UEUqmPCS3ffuc3pzCztvMEkSFZUm5fnnX2BWLXj5tddp/JxkfcAiOCa1Y2Vtm/3J7SgqMgpn\nHae3NyhnLZ9/6bN87+Vv8ie++Ccom7j72TpzisN6l1u797l55zoXz5/h7IVVrl57h8++8CWqSUtu\npjz3qZf4rb/7v+KCYNHcZlbPQTsyM+TiY2dJ0rgQLSYTXn/ru+zs7PM3//pfJoTAn/6l/4S1jdPc\nezAmyyp6vYLD0R5l1caMKx9xbqVUdKFMNb1eDykldV0zGo0i3t1pI6yNRV95CUgODhadyZ5GhM6Z\nVERnUhEkwUUaoJfxZl86m+oQC1LSiegEASlyUFF3ETxEU93oxRJzUR3Wgnc1keEiaJqqOzdFmvVY\nX1+jrmveePPVeJMqUELirO061K4bgPeloS3CSTE63qh0eH3eL+gP+/hgI7VSOIpetA6oyhh7KVKB\nTuPCduzIHWyk+wbAhjgnstFSBHw09hOW0AqyJKcsHUIbhNA0/E0eAAAgAElEQVRo1/nSy0BlWyCg\ngsQ3HbPNRi8bL0CqhoDAaEXTXcNeB6yVqESDtjgxR4UCDwhhaJEE70hkDCVBRtArH0QnW4SgkYp2\n7hlf3SGRI3CBuilpbSSTJGnKuYtn2N7e5tlnn8UYQ5qmjI/uM56Mmdczgi//X5T5H6HQX7169dvP\nPPPMXwO+2b3+q8D/BLwC/OYzzzwzBG4Cf7b7kb8K/A/PPPPMD4AK+HM/6sns7u7ivWdjewtldNxR\n63BsEJQlOSFIeoMsiji6IICDg0OaZkFebKONoPVxZ9A0JRMXCFgUPlKnhEOo2AriTwaYQXYmYgTq\npoEixEm6FN2Nqyl6BVIJxuMjNjb7xB1UoCzLiB1277GYL6jrGqWjf4dSgHBIHc3MZIgD0VOnTxFM\ny5377yFlYFBkHJWeJFUkWUq1qOLuSksSFCHYyEfvbhwp487F+UizFMfwgAZZoaSgqUvK+QSlNa99\n/we8+PlPYElRjaauo3dPkqTMZrNjvrLU0UOn6PVoI/j7vu/pZNAYPXaUiiZRWZZHcVVTsbGxwtHO\nIa2MgQ0aONrbpz8ckBWGZ596Gq3ge2++waxckA9T1lZPk927Rdt6Hu7vcWFwDhkyfN1CGkikIOnn\nTEY7rK33uH7nXSaTCSYrGO3v88STj/PKrfusba1yNDnk6d5lah99Yaq65LnnPsZrr36P1954jVNn\nt7h56y6ucdTWU/T65MmQvJCsrg1ZGa7xMz/zc1x8bIuPPfvneOLyef7iX/hLbJ89j9Ir+GBpmgbv\nHaPRqBNERU686XxwlrOU0Wh0DL/Fz+1klxutdCO1L9rtnkBxAeIA9APH8r2W/izv6+66Yuu9x/kO\nHunezxFQnQZj+Topo8020M0PYmHVRmNtw4MH9zrb47bbXaqOE96dnxCRHkg4hvQg0hCPr5fuvQUK\nCFSLCqUkea8g6X4/CQz7OcH56F1vG6QW5HlGquL7e5FE6+AgwXls6wm+Bhk/vyQxEQpxGc56NlfX\neHBvj9HefkyqIxb7paYhSZLoQaUlw2GOSSINclZHfL21FRVl9LtReWdP3uJbG22Ou89QG9N9DxLr\nThgxywG8F3F+4r1HhoBWkgoPWiKTHokoECLQWsu9nX32RmPeuHKNqqyw1rK11ef0mdNsbm5w+eJF\niiz7UUvq8fEj8eivXr36W8BvfeDpN4Ef/yNeOwZ++UOfCTAeT2na6BWNiSuhD1FpZoSBbtA43Cjw\nXRulVcLt2+/QHxQMVzLatqKyJUIG0kwyO5jQK1KE9Hgf6OUJ/WGOUMCUyF1eGoHpqAAMcVpFCC5O\nu6VGBEmRZxRFzu7uLo9dOo2UqvOMDigVMUpjDK+//Ua8kNKAMQFlBFoLvGuRvpO7h5iFWdU1N2/d\nZG39NPfv7UTqpBL0V/tY7/BNwLcOowxNE0Oclze3EAJElNgHAUI6vI/hBZlypCZhfHiIbVq0NNy5\nvUtTedJ+RqJT5m5KW9Vsrq1z7949BkWPp554munhiOl0ynAwYH82xkhF8JF+B2CdjSKTzqyttS56\n8mdxN6OaOZurQw7vPSRPCqrG4do5wjZ8/qWX0GnGH37nOxw0C3qDIarfx0nBwbzmsccvc/XqNcqy\nopw3bK9fYHJ4Jy6YUtHaks2tFbwLfPozL/HyH7zML/zSL1M1R5TllHOXznBtOmVSTtg73GX79CZr\nq32aZsFjl8/z1X/2T5lOA5/67KfJ+xnvXLvN4dFDrLVkSUqSOGx7ln6/x+HBPudPb/Pi8z/Gf/QX\n/xKN7zFcPY/1GmWPIqNpMaequl1wp3XwPkJYIQRa1xzPWk7spk/cSI+LdPf3RwtwCKFTP7//eJRp\ntSysx75HnZ8OgBThAwU5HHuyA8eiPCciLLS0voYo9XfuxGZjycUPcKzaDt25hOCPf+5Y4/EIWUB1\n/7bWKn4uBGbT+LkNVvvRQiTVrK71KcsFUmpsiCln8/mMvF90mgN50h1ogUkVeNN1Ji0tLvLiCzAo\nFosJZy6ssrlRcO3Kne7zUbhug+hcZLU0zYKympAXhsGwx8dffIYHuzvs7NznuRefQgi4cX2XajFH\neomRKTQC29EcnXNkWUbTNNGL/uSbwjlwIjKp4sC4xTuPMgGJom7ccUpWojOElNhujpH2M5IQmJQ1\n0xv3uXVrl4N/+nt4Z/kL//6vf4jK+hFTxgbfUZaMxuJRqcYLET0ffEChSNIcmTqEDgQUo4MJvoXN\nc+udu56mmjZoYDAYcOfaPUxICT4w7A3xNuBCi9GegEfoSB0LRPOwVElcgLppyE0acURhUMrgQ/xC\nF4tFl2Wp0SqN3GfbAHG3tVgs2NjYiF4kvkUFg/fdjkqc7Nisd9S2obGBDV2QCEPwNXVbY6UhyTOq\ntkTpuINZpkydBIRHHNjhwfmY+COiWVaWZYjWUU1LRJC0Fsq65frVW3z6Sy8QVGA2mdBUNVmWUc7m\nXd6mZrAy5HBvn16/z/2DfaS1+FagtTk+d2XiUMwHYqJSrF945xHWs7GyymuHB/RSy+XzT/CzX/4p\nNra2+O6rr3NvZw8vBH6YM28s2qQoH3d8/eEGa5szDkYHjHZH9LOCzKySZh5BhXUOJVvK6YI06XHu\n7HkePNih6A8ZTw4YbgzRhUImghvv3WD74jqLxYz7O/cIeC49cZmbt/a48s7reCH5qa98mX/wv/xj\n5osRN2+/TZp1u/JkC2TFT3/lZ/mH/+Dv88LHv8D9nSPGk5KVrMdo/4i6jgEQGxsbWGspl3TGjl5p\nrf2hHbn3/rjQLr9L73206F1GQ3afMSLqJ5avX75vhDPCyWIPnWLy5O9xkTixsqZbPCRx0VluFmL+\naugWp1hEtY4uqDGGr4OPZCQTRGaNOD6fDzopLhcotcSWfSzwQkTHVkF8zvuY5TDaOyDPE9Y3e6yu\nrJAlOa20sFQQE2iaiiRJMJkmSQytayOSg0WEHJkEZJf2FcGdGIySDVO8s5B6vvgTn+PKlavs7DyM\n6lfrY0RoxygKQJjHcPDRy3usrK/y9FPPIozk5s0bnD93nn6Rc/3adQ5HD7G1R8o8Cv+UZjqO55p2\ncZbGmGN7CmEyjJY4L6OZmpL41iKdRLju3hUCGwLOKJIkOmYaY7A2Wot75/Ae1jbPxkL5IY+PVqEX\n0aBfqK4Aa9FFg0kUkbud9wYIXSNMnLSPj6YMBiukaRLDe7MCOrwyzwsmB1POba+TmwKjchJT4EVs\nDa2PUIgXgOrCgZVCoWhsSyLbiD8q0ZlPGbIsYTquWCwqhhsxTq6pm+Obs7WWpm5YP79O0zTkRYpS\nCUqmaJFB6zsRRmy7EYJF2dK2niLrR6tmEUORdarJipR21iK8QGt13IYvd25Cyhh4LGJG5uUnL3Lm\n/DqlKAnWMdqbIHyCs5Je2uPa1Rv82GeepakajEqoqoZex/9f1CX3d3cox0fY7iJt24bUe/CSpmkx\nJmAS3VnuxtZ02Vl0vD2KYkBzcMi//sUv8plPfJphscprV2/wt//H36Q3XOfy08+gdUJLXFSxASmj\nP9C8dJw6e5HR/gF1XTM5nLB1ao3R0QOcKElSCSqhWNXs3Ttge3uLK1eu8ONf+AJZqxFa8MTTj3Pj\nrauUbU3dVmgjcbblu69+j4+/+AJPPCvZebDLq6++wR9+52X+y//qr/LX/uv/lp37d+hlOXmSsr9/\nm1/9tT/DG2/+gMbmSL1Gknvs/iFOxaFpzGct8a0/pho2zcmCb4whiJPCfgKrPAJrLKmG4WSXv3wt\nnSJ5WTyXn7X37vjfetQy4dGAmh+6t0JMZCK8/7n4c7GILK+rWLwDstNtnKSa+WPV7rKDgZOC/+gC\n5lCPdDLiuEs5hvt0Z8SGpCodD+7vMxgMybM+oVygUoELMaGrdY6mrQgL6A8HpLnB4/BobFOhlUQ6\n8F5056LwDnQiEMogjObhZIeLT59l7fQqV65cJ2gIrsWoBCl1TLYLkuAVGsF4r2I+uYXDcvrsKTYG\nfQ4mD7n85Gmeff4St27fY7rbMJ/PCaGOHS9Q1+J9cJrWGoFDipSqrvFt/M5W1ofMmqiBSJKMLMsw\nOiU00WeohmM9jPSxLgUJDh+jSj/k8ZEq9MrnlG6CTUEXURLchhplM1aSIVp6QtrQZBVGFwSb0sw1\na8MNRGIQiUT4HBrDymbCw9F7WAtaKhazGf2tPiFx5FpQqW7gpDStaHE+0tVkiNB/1ZakxQpBNogg\nULJPUIp0qLn74AFtNUI3ZxHWQNvgtKKyLXqRIJoBMhuiehlFkrIiUrQFGSTSS7TP6eVbZL2Mg8mI\nZrGIeaFmjmsiy2QhclprY/B5a2lFg/GW0EJw0VY1eEkIGiEdMvOcv3SGM+cG2HDE+qDgyruHtK5H\nQKJ0bMWvX30XVweCUoheQjud4n1Or59hm5rJ0QijE6zxuLCgLzzCeYLMor+3BiscQkkaIciDQgmQ\nvo2em8Gxna5y6tnHyLRiPJnxG//dfw8rA/qnz4KAa1ff4osv/Un2mjktQOpj4r3Q2EWglwbOba2z\nt3OXBzstxUpOr7/G7miOSeOwvcViUs32+hqzyZjZdALS0EwbLj3+OLfv3KGaOg7nNWl/gxAC9288\n4GOPPcfo6D6f+dzH2T/aYfP0Br/xN/46v/ILf4Y/+L9f4a0rP0DLGX/+P/w1jLO88YOrbJ15ksNp\nyeMXz7Ox2uOdd97GNY7ecJVF24BQ9JKCsg1Rv0Ec9gWnCCqaS8fiqE52u4/sviMc4REiDmTjgqAi\n157QBVUHXIiGddZHaCQEgbeBRGtcsI8U5A6T7xhgkZ64xOE9YFECrPWoIPDoRwapoksWA+0FqO7c\nExkXAx1ily1FpHragAyR/w4qqoGFAelo2nhOvo1sGxW62YCUeBsh034vix2xSJkdNKyspSiRYROB\nVDVIj7KK1ga8q2BcsTZcQ+XQyppCJzS2QgiL1gYZDE2Z4lxLax1GCTKtYDWltQtk3vLlr3yW1197\nm4PdOUEE2nm0yw4h0rilkQTXYhsLSnHvwZjRwylawVNPXyZ4uHj+MfQ5yY2bbzOeTVmUAdfkSOHR\nQuEtaCPwbkFoNDIVbKwNmM/ncUcvHJ/8/Cc4d/40rW+ZlWP29na5cetdDvenOCuRZKyvbWCyIdiW\npFEYr/H2/+87+hCoqhKlDEJ2Ag4pEFisq+mv9AjSdq2oYnwwRvjAYNBDyLhSHh0dQQhkWc7O7h7g\ncb4hSEPbNkgZebYQsya9cxF/ZCkAIqpYnST4qE6LHPiIYerUMFjpI5MYH9e2NQRBcGCU4WD/iOAd\nta0YiiLS4wRIE02YdBuYz2b0iyGEQF1W2DoGI7vGMz2aY+0CoaNVsBCSjTSl8YF5GQejRqsuecrR\n2gozMFx8/Awb2z1sKDFaMD1asLe7j2sygg0QPFmacbB3xOHhmJWzGQt7MjAsioLRaMTKygq9Xo+q\nnnM4npBlBaVzhMbhjMQ2UdIuhESFTg0pgeBo24Z+v8ApxZ2HO0wPRvyzr/4+G9tnuLO3Rz/fJssz\ndqb3mUyPwMQiVNU1Jk0RIhampqnY2j7N4cFDXIDpdM7W1mpkEFUleU8jhGV1dZXpdMqp06fY23vI\n5pmz1CEygp544gmuXr3KweiINDM005b9+QH56pAff+EZ3njz+5w6d4a3r7zLT/7Ul7m7c4ef+FM/\nxdF4n0V5xEsvfZzf/Nt/D6HWOZi8i5QapTTbW6eRwjDau8fDowP6RY9J08YbPIAQCc6H4x1yZ4N1\nXNSXO/VHMfrlLv/RXXEcePooqpISbTSia9mFED+E3Ut5Agud7Lij71KSJNhux2m6TqNsqmObVCli\nitGjFF0h4jksd6d1XXcYvuz+vbggGWM6BaynrtvIUAkWLeQxvn88PLbu+NyFgCRJSLKUJNGEEO2x\ntza2+P5rr5Ku9umvZYgkELTHpCp6xTs4GB/QJ8P04uBbahGDcYgaFqNMFOtaD87hgwAZE+ZMZpiW\nEx5/6hIXz3uuvfVOdIkMliDBC4V0seMIeKRQONvidEIA3r5+DesqTp85xaVTZ3j+hedBBq6+c5Pd\nnQlt4/EyRBKrUiBisPdiXjGflccdWEbKq6+8yu/89j6PP36Wlz73ST7+zCf4xCc+hjZRBDeeTHnw\n4AF3Hxzy4O4DDmcNq701siz90LX1I1XoBRLvLUmi8aHCBegxIJECYzxelIi8h04GeKcYH8zo9we0\nriRTguAsi/mMXi9HeMPOvYNoZKZkjO8zEpOojnET2yEhJFla4D3dF06XFRsivi41SIFUYIxC9xJM\nP8MUGU4AQuKCi97VieHenfvx4s0MuvN0d0FgA6ggsXXNfDKhZwoIksPRGOUTQuu5dOECT154nnIB\nk8mU+WLBbDKNrJcACI0LAmcFO7t7HB49JBjPpWdP0V9NCbomSxKEC7z+nbfBxnBhRPTmFkRW0a2b\nN/n0hY+TZwVtr0dZlvT6A3Z3H1JVFU1dkWU5zaJic7DG+GiE1BkKCTqAdchuEfS+RqUptm0ZPXzI\nuTMvMJ5VvLfzgMvnz7J96QLlombYG9IsKgyefpFz9Z23eeaTn+RoMUelSTcLAWdbMhNorGdtY5uD\n0SGz6Zy8X5AmPWZlResEUiUI52mbljzLcG2Lq6Ih28H4iMcuX+LGjZt4wPqGvYMRw3yN129fZ4sS\nkRouP/0kd+89IDcZWxvb1IuGoFv+5t/4df6z/+Kv0FYDzpxb4+zFU/T7feq6pG0tajuPKV1SIgK4\nxjGfzUnSLlPU+Uj9CxL3ATx1ib1/MCksdMNH7x+xpXY+0iQ7QyupO7GQjPYTJziMPy7uy/eNcI/v\nVMwnC8oSMnTOdTLGyETxH3iN98vBqqBp2s5uw6I7SGZp6xDcknmlSFOBbV03AziBF4/v7xAQKnYq\nAHmviPeac2ilmEyO4kBcJvipZ1zPyFcz0pUMlCTLFG1dIYKjLOdR8NTrk+YmprYhcA5MGq2YXQNt\nDT5ETxyhNUpJjFHR/ld6PvOFF7j65nX2HhwhQtJFCYJt4/0aQsT7m9YhvEdrEFJxOJ4wHR1SFJqL\nl8/xiU89x3xWcuPOA/Z2HmJrqMsmzimaTijXdWxtG3BHC4yCc+tbaG/45//H77N/MOHTX3qOlz77\nIpiSmgnr5wq2Lg/418wzKGGoF5Zb79760LX1I1Xoo+AkXlxLPE+3kqKfRuvQNMXruFCXs4q29Gxc\nWMdnC4JsEcHQthXeJtgmUE0968MMhKJpLFqnSKFiVqSQEGS3UzM01oPUKBMl1EiFdW204I1VGmM0\nAU9/OEApSVXV2MpGaERoQgsHuyM2zm0iM4HykCUJiTbI0pNh0CJQaUNm4g3UtB0nXUvm8wP+r9/5\nXbw1kMUJvHcuDsdCoJm1VGUTbZexXLh0irMXt1F9qF1JkWSIYHj1O6/RTCTB6+h8F4jpQNKQJSnv\n3brDi59/nsSkGBO927OOMeOcYzGfo9OEpvGkawW+2UG5AD4QWofUkrYqyfOcldUV2rolCMnWmbPs\nH01I+mv0NjcY1zVrZ7aZXL2BMobR3j7Z2S3SwnD9+rs89dzzKAKtszjvEGmKCgEfBI0XDNY24oI3\nrxjUnbgGTV07tImNRJZHJeEg7+GaFpkqprMxm5ubbGxuMpnM0LnGSUc27HF3b4fTzz5BGxpEohhu\n9NFo9vd3EG2fv/Kf/2X2dnZpK8tXf+/r/OzPnaG/tkpdlwwGQ4bDFXq9PlI55rMYTGNbh9KG2XwG\nPn6GsvMTh/cPYH8Yb/cdY6Yb3grVfQ820mU7ub9JDEHEn7cdTPOoeE6IDqNXEtmpR4WU0b+mw9Jj\nnKU6nicglqTc9ztsvr/gx8VieXjncd3OXArZDWkl1nqkFJgkdojBR/VrmqYni1pHX06zDGV0FDNZ\nF0VRIXqwEwS9rKBcOGwtmIwqTGVZ3VjB5AlJT+FCJyhynnJRIxXkRYbwdAtbpDsnuUHpOD8JVnVd\nlsUYidISaSTWNzz58Sc5faninTdvUM4rghPIYKIYUEBrmy4BSuJdQNL5EAVB08K1a7fRt+7y+FNP\n8okXP8b46Bx337vL6OER5ayOxAPv8S4AsSuKYTGO2XzOvK7o9/s89tg677x2n1defovzl0/z87/4\nFXSiaNyIsplG6C5NufRj5z50bf3wfpf/Co+mrTtPixRnFcGlFGqAIdqk9vp9VJojdcHOg4cM+2sU\nWYEPDUE4Fos5eEeWpRzsT1AqR4oYGixFgtYZWudRkHHMPojUsfkiqhmdDzHpRUQZchx8xVxKYzRZ\nltLPc1SAJEhWe0NCG0M6FuOSxbSMHGQsUoSowCsb+qToSUums2j9GwLWNxyOjuJgyHjWT69w6sJ6\nTJ5y0JQtUmiqylLVFiskIksIqWT93Brr51ch9WADvbSgnDZ862uv0k4M0uaRyuljlwKC4CJD4P69\nHebzBXQWuss2PM/ziCGKiLk2NtDWDh0kSccsaqs5mQ6c2V5hbZAxndcsGgcmpxGamY3irazXZ97W\nrK+vU5Ul6aCHyVLGswleQSkadu/fJUsMwdtu6EjkQmtFZT1BKIqiIAQ4GI1pLBiTE4JCoE+ye5uW\nXpbTVjXWW5z3VFXF1ukzsXBqQMcd84MHD6IfdmrYOzpApwIna85e3saqXc5f2uZwVJKadZ559mP8\n7tf+d1599Q+Zzcccjfe5dfsG0+k4Fv3+kDztMRyuUfSG9AeDyKn2nqqJDKEl7fHR49Gd9TFn/ngX\nHh5RQsuu8J50AHFQGh8xfSk+ls/FqDuLECHyt7tHkALR0Rv/ZZmjj7J2ojeUjqy07uFsjCV0NuYv\nhE5mEdOyJFpLkkQfD4WX2L8QAqQgzTKSLEVISWuXMGyXoZD1mBxNSJOEEBy+ATsOTHcW3H9nl/po\nESP6Uk066KFS01kXtMzni44bn5ImeVxgcOhMkA0U/WwlRvZ5ifAC0f0O0hisgnRY8JM//WWeePpi\nHKAT/39TNXgXO3bXRKV4cB7feuo6UNeK4AqcL3j7rff49rdeoalmfOZTz/GlL3yKp546x2CYoI0n\nSQVKx8QyDFBoyA1OwcFixsF0TL/X42NPPI2fef7Wb/w9/v7f+sfUe4YVeZqeXCO0gqZuPnRt/Ujt\n6Bd1i0kiDKCNJgmavs4p0pzeQHa+4pJ2GpgcLrj4zGW8aJFEnn3dVti2okgMi7bElZJk1RBsIMlz\nvFdAigwNUgakiq1xkQ0Z7+4jSGIUG4G2aTGmxAcTZdWhQspAajQhNUSRiKKqWoRUpDrj1t27eMAY\nTU/3UMaQSE1qU/pqQFUfEgx4Z3AShBFMZnOcDJB4JgcH5EPJoMpZ7AcaL7CLCAF47wlaILTnsUun\n6a+l6NRT5Cna57z7zg3G4zl5skJV2eiXbT3CR+qoUpEul2pFXmj2du9xOtsmzVOkVrTWMlxZYTQ6\nYGtjM1LztGQ0PyTPBeV8h8H6CufOnofgGY8PozRfFyCIZlRSIpXGB0mWFOxM32Ntc5O8n9GGhtWt\nHqO9HdJGkfdTblx7mzMXzpB2rJO2qtF5DkFgVEZVVqyvb3M4vkm1mLO63qNtLY6GhhAj2ADX5fWa\nFlzt0VIxmY7p9/ukiaEWDp1Ksr4GpagWC0QvQ+cZw801rvzgTba95t/+d36Fb/7BN9jbm/HcSy/g\nkmsELfjBm6+ymE/4iS/9JNuba1x/912UkRRpzpkLZ3EPBEEr8jzFe0u1KKl9g7UtILDOvk/UJKTq\ndnePSPc77NYL3+H1Sznokpkj8MS5jBTRvVpwUpgRsvOMCZ06KQZJx/+e+CaBOF78ZXyH48ejrJn4\n3LILOTn3WPBPOgBrLdosh8rxnKUU0btFRMvlaLamKLKMPC86NlEn9gqC4ALWe1QSrUNWV4fs3NtF\n6B5KJlFL0jjeu36fwbjgzOPbJHmKTg11E2dDXjjs3LGiFEluEG3AaEHTNlgcvcKgG09ro+7Eu4BQ\nmrb1CK1QBiaLfZ55/jJnT53l9VffYD6pkQQkBqyPG0YTDel0DtbH4XPbSrBxLihxXL9+i5s3bnL6\n1Gmef+E5Xvpkxu2bd/jud19HEjtlUPilqEyb2NV4T9VMqUczBr0+X/zsSxzuj/hH//NvU9qWz335\nk/zYS8+9zwn1Rz0+UoW+dR2hFY8OIQ63mpZ+sYk3DcokCAmzA0cvy0kKqNyEzr+JYGMhTrVmPl6Q\nJ31SpZBWIIWi319FmTw6BgqQwmPbliJfwTb7aJGQJoa2buJu3C2wITILWuGxjSPNMnzlUCqltTHH\nVao4aNq5u8dwdcjKYMiK6pMITdIIUpvRNp5MZOAUie4hEoMX8+hr4QUOF83YTENSKORGzmS8YDFr\nsdYjpCfvJVx+4nHyXCKkZ9hbYXfngLdffR1fQ5Jm5Cs5WaEIC4ttLEJIhI9RZdpA0kvIMsFof5eL\nj5+lERKT5TSVZTAY0tS7tCH+Xk407E33ObPWI+sbtk/H3fl4WlLZZWpW9AdZKmRDcFR1je7EK/PF\ngtXNFXYOpwzSAiGhKlvyJOXenduU8ynBJFErIRULVyKdQguJrVuMiriqDJ5yPifrKUTQWFfiddIN\ntBv6w5zD3X2G+QYqVZRVTb8Ysrq2zt5oj1PnT3Pn9m3SZIWDw0O2++dpLaxuniFNb/Picy+wf3DE\n3Jb4fovpw+bZAePFCiYxvHfnFn/37/wmf/JPfYW1jQ0e7LzHyMN4PqM/GJKmOb5p2d48w8H+ATE+\nMnSKUOLmpcPLW3tCY1zu5H0QxxQ97zqoR0UlaRRYeXywKBW9WZaw0HK3vIR8OO4OFFLEbpTg47kQ\nFxkhos8NyGh52/m9nLCDloV9if2/v/FfdiRLDH4prIpmbt2LpEPpbmFoPSbRDPrDmL0coGkswll8\na3FxgksrHKPRQ04/9yzYGDIkRDdbso5F3TJfHDA9KnnsyfNsbK2jMktjZyjjsLZmNj9EuYRempMq\nRZr0qFyNq2t0KhA6ek45748/byOjg6jUknkzI1st+Krg4lwAACAASURBVOJPfY533rrC1TfvIhWo\noHFWgNMEA2VoEVohWovWHWTkAi0CY/pIKbl7/4A7d7/BhXObfObTn+PC5cu8/voVbt+6SxAqeuGr\naDDnfEAlGh1agveUVc2d9+4wHA75/Gc/z4OHD/jON17j61/9PucurPHf/McfrrZ+pKCb5YUf98qC\nRMYEnrsP7lAMU7yqCVQcHu4z6OekKRDaKORoHK4O9LM15rOWmzdv0+v1EUJSLSyD3gYr/U0U+hi6\n0UESXKDfG2JdG+WlIeKN3nvm5RHWVlhnaRuHbcFoHW8qB9ILCq2hrjFBxOCMLGd7dZ2VtGBoM1Z9\nSrM7owg5JqQ4Z6mrOU05I7Q1tqxAqHijC4HUCqHibj8fpvQ3Eoo1wYUnNrn09ClMDv3egHZuePmr\nr/HaH1zHLRS0itAGqukMFQJr631MEu2XhXQIadFJIO8naK3Y3xvRVA5BQp4OKMumg7EyjsYHtLZE\nastgkLK2NiRLe9y8c59rt+9FlkmaYRHHOzyQkaHgPHVd0VobfVKakuFwiG+jyrnorXB4OMXIDKsF\n7+3epb/Sjwk9BDwtXtgYBp1pps2Cte1NglDRJzwYUhMtpJsWgtQkeULWS1hZ73Pn5nskJsM7WJQN\nvf4KiZKsrq5EnxIpuP7O2yAcqSkQoYdAkhUt33n128zshOGpHqNqh2xLcfHpbZ569gKf/vSPcerU\nJl//va9x4/oN2umc8f6IXpZzeHDA3bt3Wczn2Lal3+uDP8HGl/a5j0I0SwvqpWLW+4glL2Gb+Jz7\nI++Rf9m9s4SDgEfwe3H85w9CN0tnyEftFOJ5njB8/kXHyUA5/h5NbXHOH0OFcf4VPX+yLEHrFCE0\nSiUYnQAS6xxVVR0/Dg8PSUwUJ4YQ4r1nmzi/C6BFAq3h3o193ru+jy8Da/01tDDkWQ8ZJLZuqMqS\nxlmk1qRpSt6Ltikej0lNBx9FnU7roPXggsIjaWXDzI751J94kV/6sz9NupFQURG0xYqW1kffmxh4\nEmM/lw9nNW2jaWpBagb0ig2mpeN/+ye/wyvf/w6Xn7nIz/7ST/Lk8+cZbKSYDJTyGCEQtnMilQk6\nyfHasLCO67dvMhys8m/96V/mxY89wXxv8uEKKx+xQt96F6fhCEQIKATz6YzN7Q2SniLJNYtFRVXW\nrK+uEnwM5XVtYD6pES6hl65xdLCgP1ijrGsSHfH+ld4m+AQZUpTooUNGqlJwntbV3UWu8S62m1VV\nUtcVTdMQOszXumibmmqDrR14Qa9fkGWa6eGYsq7I8hyFQLlAPZowuvmA0yubDIoBwmjqtqEYZJgU\nwFFVZfTab10XWiKomxInWrysMIXn8tNnWdnss74+xDeWb738fV79w7epJwJpM4RXaGHwjUcBInj2\n9vbQRlIUeWeMFRisJiRpvOnLeUlbOmzrUSo5to41RrE/eoB1C/LCcOr0NrNpybUrtyhnDlROZaG2\nAeti/m0Iy91p3Bl6b4HIommahsGgj5aSqi5JijxqFtAUK32uXruKqyu0FHjf4toWJeNN1FqHSXOE\n1AilqStHXVq8VWANZR2OB+izakI+TDjYj2ZwTdNS1jVpntEvejS2YePUFkh499o1puNpzD11nn/j\nZ3+GItMczSaM52Nm9ZjhVk5vS7F6JmHljGb74gorWzlpT/PGW9/n4PAwit1mM7Y2NtlYXcMYE3Nb\nh8NYzK07xqgfZdk8Wsyja+MJi2VZWB8d2i5fuyzWj9r/LheL5c8vH48+v3ztox5J7xM3PfL8clF4\n1CF1uRAt3+eDNM4Qop2A63xq2rbFO7qOJqprW9uwWMxpmhrn7PFiEjqVrnPx56qqIssyCD5y4ZuK\ntq3j3AFJqjJSmaEazdH9Mdd+cJ39uwf0kwFGGPrFgEQbmqbhYHzEeDKJmDoeZaIA0RNIMsNwbUDe\nS9BJFCI65yOLTlq8bNk9eoBPLT/9iz/J859+ijIsIGmxocWHk0LfNM3xn+vKQTdDImiCV1iX0Bus\n44Lke699j+++9m02tgd84Uuf4cJj26xv9FlZSVHKkqRJ7AKVQBuNJyATwf29+3zjm19nc32Tn/+5\nf/ND19aPFHSz9NKItk+CIs1YzaISzhIIXjAdt2TJgO3Ns0wWOzgLrvVkpo8OEkXO+PAhSiWkaYq3\nnuAUqR6iiEwWLVMSpuQ6w4eKVAeci3iqUgkhROOmtonugkLHTErX1ti6IdE53kt0mvDmzbcp8pw7\n791BJoZ82I9KW6Cfxwv24GCfqg3M7RTVF1FIkibMxzPmZYmQOU3bYtKMrEhxTMlUFMKsrg3p9/qM\njxZ8+/df6+h8CVqkMYM1EUDbhTDENJs8TbBHEyaLGVnWY3Njm0U5Q6UBnWlMophXDbNpySA3+NAi\nJcxmY1bXengl6A8SjJFceesaspSsb5xitmjRSdIJdWJhiBz6GD1XVVUsXJ3vum0ceZ6i8awMUo6m\nJd4Lhit9mqakNyi4c/02k/0D1k6fZXx0gPIKpCcRGUmeMhjkjEY7DAarHB4e0tSeQS+ndhVOOqwH\nlRps27Cy1ufc2VOMj0aoXsaimtEfDCiylNlcsr65xmLSsH9/H1yUygsxp1xUfP3rX+edK9d57hMf\nYzqdkhcFG1t9jsyESfWQyx97itNntvnm732Xew/2uT8esaEkykqSsqSfF+yNj6hcy2wyZn1llb2H\nVaTgdsdJ4Xy/Mvb9A9D3HyEsh+k/fJzANpE988FFZfnnRw/XDYiXNM/j1/yLN+5/7HvG13RmZ55I\naAi+ozF2NzSepp1hXR0Vn1KjdKQwKq9wPu6MXWtJsxQhA3XbsKgcUkiMkWiTkqokMrO8QzhPPWm4\n9sZ19h5mXHr6AoNsiAsakyYxXD14ytmcJM+iJYmA/iBBSYPHIrXB2kBVxg7K+YAJEtX56kxnRyzK\nBU89f46nn7vMb/+jr+LaQOuiAVzTNO9bWFWSsFgsHgk5EUhv4uDcO1KdI5znzo1bpEnCYxcfY/Dc\nCm++eYVsqJjPPL5sESFaM0sho6+XEahUc2fvHnf27v3Q5//HHR+pQg9EX2gEidb084LhYECaJqAk\nZdlSLjynN7YZH02xWFrnsW2glwocUC5a+r0VmjbK1AkNWZoRvIzqNwVKaozIEEFgXYPO1bGMW9D5\naTSS4GMMG61FyIAPDTiHSTS2DLS0OC2xMnDr7nvk/V5MremEV41vGKSGjY1thOnRVo6aOUFHm9hF\nU+EIZFnk8TdtFKUUecGF7XOA5+bNm1x96ya2FeQypa0CTRMpdyiB9TVKui443COMxrpo4eq9pKkt\n++UBZ86cIitiHJnqLsqjgzHD0wPAo42IWoNEkA/7HB4dECzk2YDR7piNVYkOKoqvjAYXTZkCjwpo\n6HQDMSxh0MtYtAsSCaurQ/bHhyRJbMt9Y5GpwEjFe7dusrK2RT8vorWCSFAyIZEJ5byhnDfkRUae\n9djdvc+gl+EttApa4VFCYBLJ0fSI4aDgaDpmbWiYz2vAkxhDnmfkxYDJSskuIxbzhu1Tw9i5NYLf\n/9q3uLM/wmSGC09d4MGDuzRrm1y4fIGsr7h75QY//smv0B9s8Htfe5k//O4VxGTM1sYmD/cecv7s\neTY3N9nZuc98PkdrSVEUzKoSONkJd1f5yfX+CJXx0b+fmIVJ/qgq/EFIZRn+rdQJffJ9A+BHIBzo\nMOXu+xLqj2/sjz2O/qhBYIjXTtQCRGqoltEfSoiADzHrVQQXaaPCE5SNHaBY2gQ7nHW4405Adhh6\nnHNIKUlNhlIC11adOZglxk7B4eiIyatHPPH0E2ycWcEG0IlBhJh72tgGoSRZ2kMpE1XlBNpygdaK\nXj/FWk9bW7y14D1JnsTOJATG5YieGfAf/Pl/l+9+6y2+8c9ficErYmk33cUp2pY0TREibruMN2gS\npBJoH60LlARFZPC89eYPaL3j4y++SK/f4+0377IYT7BlTTlfILwnSB9nMirmDB/PYz7E8ZGCbkyT\noVxO8ClaZWRSUicNoZCYNKVaeJpJQCiJE4GjxYS6mmNci2/meFUjpaKfniM0GcI5lBow6K8RgkSK\nDCl61K4iqAQnCqwzCAxOKMazBpMOweckpk+roLY1vq6Rlaegj68NwgnyXNK0c5K0YOfhmGlZY3oF\nZAk2DZS6ZtFTuJUeD8p7vLf/Jug52iwHN5J27qmnFt35YKf9DCU1ich55Ruv8q3ff53DnRppU5TX\nVLXHASYBpT0Chxaa0EBkOwQynRIqC0GjSHF1wPsWKytEphF5jlcpdRuYzhccjhYooZDK0isCQpR8\n+5tvMD8EHVbwPsHlkjxPSZAkLqp7JdHKeGm7a2O+AsEbvIDGB2ofUP0eB1VFtjakV6xia8jzApkq\nglBkvZzR/i6+OuJUAqEBV0a6ZF1XzBZjyDUiNeSZIVWK+bxiUXlkU1O2Na2RNMIhtUPljocHO5iQ\nop2hndQ4qUlTw2xywMbakGI44OH9I0IJaVBsrmygU8Xq4CLvvrnDwzv7ZDLh6PAht2/fIM0THn/+\nAv/ny/8QiiO+8nOf4hd+8SdYWSs4OpyA8ty6e5XGlwyHBYN+gQ8WmRi0AYRjGS8YQsDjIoVPRCM6\nFyxSyfdx149tC1S0t1aazjPlxPN9CecsB6bWWpxrkYrOhiHSLI8XkiAJzhNc5O477+hqbQwP7P5f\ncNFk7VG8/9Gu44N+OkpGsz4tVcxFNhm9tEcvy0mTpIOCOKa5tqGhbBe0oQJalLQkaVwYs17Kom0Z\nbK0QNBR5TpqnpL0CTKANliZA5aAOisY7XBBgE+w85drrD/jO197EzTSbg/M4K3DSIbSg9ZZJOWbR\nzgjG4nUg6/cIWuKlQBiFzmOer3OSpgQZUmTQuDZlWrZcu3uVF75wiX/vP/05VrcyQmeR7FtLaGqk\n04S2xTUlrq6wZc28nLGoSypnsUHSBEUdNGm+yantJ1kbnOf73/4Br3zz2zxxaYMvfPF5Nk8Z1tcS\nVlZyEjOMthIovNME96/Ipvj/q0OgkWgUCUXaQ0iF7GtUEdNqRg8estrbJEsyyukh9bRCUKIzh5QF\nqUjxraWta+pFCb6I71UMOzvdmuCI/h1OIkVK8HEwa4xhMpkwPpoivSLRQ/q9BbPplN7mBiBobUAp\nQZZlHB1M8W2ktE1Hc1wNvaKP1FCHmlpCsJK5aEhTxXBtiNCKvZ1dpJKodEjVtgSpEDJFSU2RJwRx\nwO7OHkZnHMvnUUgREDIOupx9tHUOx9a4ujNBms0meBdQIUJOKMFgpYftICijAm29wDULJpNdxpOW\nfi9nNq3wHgb9TZraYzNPb2gYDDPevXmNSxefYFo3BGFwJiBcIFQBTOTgt76ls/yPbbwLSKHQOkH7\n6Nni2sik0EYTfKDfH/Bgd4/dvYcgJCvDIaOjCVYFat/gpSM1hvnRnPViyCTNmY0PyYsUJ2JMnLUO\npSX9fJXR4X2kMCzKOVpr6roky3uYFYMxMybjkvVTffbu30a/dJms3+funbsMB+uMjmYkScrVN9+l\ndQ2XnnwMV3vmRzMeP/8Y5hMv8tq3XyPTBYUe8PjFLe7fHVPNamwTuH3nDhvDAaurKwQRg9LrZh6d\nTruO54eu+a6AiiCOoZRjbF18gELJEi8/sVU4xvQ707ET3D50bqePvOYDTpqPmpgdn8cH5gkfPD5Y\n+JfHo0Zey4WgqqrjrFznomkYHZ1UCDr17NLuQbBMHD08HJGmybF1L1J1DJ864v/d+TrnwEQCw1Jt\n7NqAW3j+4He+zcWnzvHi554DOWcaSoQAjaKeL2hnNSubKwQpyDND3XTwZ3AorZHSd4PlJWRlEJ3y\n9u57DxkOB/zKr/08V167zu/+k1dYzQps5UiEjfTVNiBs1C6g/x/m3jRWsu267/vt6Qw13ann7jfx\nkWwOojiJEqnQkoAolmiNkAVZliPGIyQFDuLYkREEsBAYCALkQ74kARxAgQ0rQQLEVhIolCHHlizL\npihRlMhH8vHdN3T36+l237mmM+0pH/apurebg94LYIAbKPTpqlPnVp06Z+211/oPqQfhgscYQVZm\nZIWhsh2TvODK5Utsjkq6tuILf/BFilzy0Q9+J8P3Dnj55a+hF4Gl6OjagPAmEcve5vi2yui9c6gA\nmZCMBgN0kUMhkFrQVpZ6VnFhe4fYdZzsH9LOKl688Q62NjcRIpJlGbPZLOF4tU460dmQza1thDEJ\nm680UmQQc8p8kxgyQhAMh0NmsylFXrCzfZXx8CqZHDPIN5mfLlEymUm4PsvJdYZRBiMy7ty6z/bW\nJQaDAVmh0KVKEq+5Ig4UcZyxoKMVDjPImWxvM68rDqczFk3Sj6/bFusTgSQrC2R/cScM/VlDLS2f\n0w8t5Zl/q5TirPYKyW6tb3hlhWa4MUAXChcb6m5OOZQo7ejaE4alQUuDtZqmFWxuXGA+r1Aq+dSW\npWaxmGNdh28b8Bbv7Foad5VVxpjYnQqBCAJrfYLHaYWKyQ1puVikRmWMJFkahc4LHj8+YHoyI5Op\nMlR3C7xwbGwOaOslly9eIC8HjMYbzE6m+KYmib5Kul7PpHEWo3M2NjZYLBZIKWiaCpPl1J0jSIUZ\n5Fx74Rp3bn+NuplibceXXnqJj37s49x98z7egm0Eu1+9zeMHRwQrONg/5PadOxwcPEJJhzae7/3E\nd/LsMxvsXFAMRppyUAKBk9Nj2rbh6pVL+OD6c3QWIM8zT+EsWPtw1rhdB/q+gbrWeH8C+sjXPb/S\n0flGTVtg3fQ8z6iVMnkwrD7Lqjzj+1LQaqy2z3/21f/P/51VQzmtLs6+k9YarTSi15gSUfSlU4sP\nPtkQBkcUgbZryPJUQtXapHq6Z33MVQNUCIEn4Hq5bLzAtx5XSbQtePT6Ib/3mX/D7EFFLkYUYogO\nGaNsRGkyjvYPWcznCRmUGYrcUJZZT/oyGKOSC5bv+lq8TuXfIDg9mfP63uu884Mv8Df/7qcZXSjo\nhMP7FuctwUdC79/btjY9mjaVh6xnWTU0rWU6nXJ4dIQSmos7V3jx+fcwHlzgi196hc99/vM8+/wz\nfOyj38nWeIhdLGiXC6T/ehLenza+rQJ9pgWZhmGuyTKBzgTl0EAILGcVWVbSOsfJ0T3axSn/3ke/\nGxMNw8EGtvMoIenaFqM1G+MJSii6rqbtOuqmxVkQITH9lMjRarjO6ouiSIa8EYLXGDXm0s67KdRF\n2ip1+4dFQVHkqb59OsW1loMH+xwfn2IGOfkwQ2mJJqlLoiWdFHRa0Bmo8JgiJxsOkFlG50HoPNH5\nTaQcZmSF7EXDevw0CR4Jvs/45BM3/FndVKy9Sa21ve+nQCpBVhiEimgJCIfUgYvXtolZskQcDoZI\nmZEXQ5TOMJnC2Y627XqMdIZQgqauKXpxLaVkMm/pA1LXtghSMDdCY5ROZJgYMTrHd45nrlxDnwsY\nuicKCa24v/cQESOZc2wPS6Lv8Lbh4NEDLl6ccDI74NHRAflogjIFSiXxsF4XoNfzhlRG8hwcHKRe\ni2tpXYXJDEIaglQMN8dce+4Ci+YUJxzzpuHyjecwSiKjJNMjFCUv/cnL3HuwRxSaRVVRDHOeffEZ\ndi7vcHj6kBsvbnLjxQlmbKHoGAxSzXY2O6UcFNRNRVmWOOe+pXzw6jdcwS7X45tAG88f63zQXUkV\nPK17c/6xCspPwjTjE8ez1q7F7lbHe5rhe36CX+2zctd6+vjrffqSkOvsulxEX8KKJC8EZSQ6MwyH\nA1hPSKlPscrmn5CU0GliWUubRIMQBhULcj+AuuALv/8qX/23t7HHChNKbBsQSrC1uU0mC6rZEi0U\nhcnTo8zIMtM/dNKpkRHnOrx360my6yS3793juDriL/3Cz/LJT3030XTkwwwbLZ23NL7GWt9PepGu\nTcgi3wV862mriqZZcjKfs390StM6inKb8cZVxlvX+fIrt/ncH36ed918Nz/5Uz/GO198lg9/6P3f\n8Lr4VuPbKtAL6SBaRgNDZgQqkxgl6Zqaw8f7SKmYNxVVdcLFnU26ZYMMkqay+BDZ2trCOocxGdvb\n27Rtk+q6RYaLga7zyJiRLM00UuRIoYlBMBgM+mwnLSmDN4zyy2xv3KDIJkipKYsSYzTS6GRD5uHR\n3mMG5QCRK4QWSbPelGQUBBFoY4eVgQ6PF575coGLns45fIh0zvV2iRadJSJUwr8HEI4Yezp7dAmN\nJM80TlZL4IS6oBee6m+CkOCpzlqG4yFKC1SMjAclOxe2GG+OIBOcnpzirCfPCsqyxAeL1qB0sk0j\nCpxLDePDgwO0kIkGHs/w3yuYoBDJGNu1Nuni9M25oihRUiRjiTyHPrClBFQhteF0Ok/WcG3LpCgo\njKbINc1iwZtvvoaLLVZEKue4fPUGPsg1Ztu7gAvJjSnPS6RSHBwc9JIaHu87BsMCUxSYLMdHyebO\nBq3vWDRL8tGI0dY273j+BZwNBA9KFYDi5Zd3eXS4T+stp/MZO5d32LmyzYNHd8kGkQ9/z3u48twW\nMevQ2jAaDpBScrC/j7WWoih6c/lz4l7n0DLrIBziE5nxtyqfnD/Gahv6ss5aPuE8m/VMc+f8qmG9\nz7k/swrY8alyzgpyef7vnw/057H45yGYq33T7xDpOtdbBSb5kfVXFCDEasJL17U2en2drbgtq2D/\nxLlZ3wMCej5K4spkuFZjG83j26f869/6A179yh28i9gQcB7yfMhgsMFy0VDXLUVRUpYl5aBgOEzO\nVmVZUBQahMcHi7UdQoBRG8RgODw54uVbX+HdH34nf/Vv/DyXrm5TjkrQ4GKX7gmXvrNzHms9bd1i\nq7Y3rGlYtA3z1tJ0ntYLUANczDHDLYrhmP2jI1rb8r4P3OTaMxf/tFD6dePbK9ALT5ErBmVykxG5\nZC4ElVfcefMR9XLGYnmXD773Oi88e42TmWXz4gss65rBKOPOm4/YHFylVDkXL24jpCGKHGcUlIo2\ndqBJ8Eo9SMgAIfGuoygMfukSMiDzCArG5hkujF9kqC5Tnzp0lEgvwDm8bZFa8ehwhhlsoPOMqBSd\nkFTO0QJN54iuRsearmnorMLFAdE4KrdguVyyMx4idESYgNJJjllJgxLJQMXHiI+CKFOtMsZUqxfS\nIpVDKo/HJ02TdbYkQQSc8MQMhhsZJvMMxiMUGd2p5Yufe5nDewsChmXr8ITkaVsKXNBkxYjTxYLa\nW2SREbcLmiFU2lF3LarLkE2G8Bq8xnWpIah1hpOKIAxaFwhyjChxcgRKsbFpsH6G0JZadjTR9mgR\nw/7JjOPZjMODA/II0XaMLmzjZUEMimEmGOaQD0u6KBFzx1AUmKiRPqJj6mUM5QA/jfgGYi5o2hpi\nYGNcMB7laOnZurLJqFAcP5qyffWdNLFj+/I16sbjGoFvJEYPoDPcffkhBw9PkFnOy7ffYOpa3vmB\nd9MCMjN837//IT703Vc4jm9ii4ob73iWadUxWyQz8CSFcEZO6k2bIMSz7ZV2Tf+AkKQgZLmGTiIM\nQhZrx6gokkcw8kxOWMqzFVMUhkhSXFQC8KnWHEJCbqxWhynSn2noJB5EfGICWZO9SEblwXlcr/uS\njqV6iKVI4mEi4KPFhYYQPS6yxpqvAnbXdfg6EK0k2B6iKQXFsGBWndL6BTZWeDtHuAXe2ST/4FxC\n3MSAcgJBkt0gGgwZRkqkEngEwQvykDEKW+TtmIdfPeSl336F5k1H6Ubk5Niqoiw0Whnms5rOeqJK\nVoWjQjCUjswkK0MpJVEKAgIRWrQEo5Lp0d37t1mKA37opz/JJz/1YbypKUxauYoQ6dqG1nW0tiU4\ni+ssXRVwjSJ0AtdalnbGMszpZIdUhqubN/jgBz6Gd4avvvomv/8nX+RLr3/tbcfWb69AjyHTJUpm\n2C7gQ2SzGHN6cMDh/gOqxRHPXN7m6KjjpZduMRhsYV1AqsR+q5YzNjZGDEY5WaGQWdLGVjIyKAzT\n2RGtXa5ZdxKdXF1ixBTJAvDk9ATnPUVpKPIh4+EFJqNrKHbw7RgZhwzzbZQcUS0txydTBkXBINMM\nyhwpI1FBF1qMUmiZ7AZHwxGRZCTuvMd5y9HxMSEkiz6lFEWRskGtFdPjJc3S90tRCdH31HhS1hJX\nN2BPa1cJ+xvol8JKEJRH5pEr17e5fG0rkc2ahtPTKctl22daka5uibE3TQ6J8DQajaiqROaCSG4y\n8jyj7RIprGlqlJRIJwitRfqI8IJM9oJWUtB2LU3TMF3MyQpJxHFh5wJt1UJILFVEkpCQSvH4YJ88\nG9G2HqU03kVcFxlPNsiyjKbtWCxr6rqmHI4JKmfROtoANio6ocjyjK2NTbTS7D3Yw8iMrk208tPT\nKUoZjDHkuWE0GHJ4eMz1q9fp2pab73qBw8cHYD2xddCCCYZu4Xnj1bvcvnOPrYsXuP3wDrO2Yrg9\nYelr1LDgQx//KD/4qU9y6/4tTB5Zzk+QbiXodZYNP53pnh/nGa1Pl3pS9kyvU/P12b4UyepPAMF7\nROxLOJxdJyF+/aohHftp6QOe2Of8Zz//2vmV3PnS0OrfVc/o/GvnSy8xRtyqgSwUSmgMJiHJ+oy/\n7VJgdCGtIlM23UtLCFLSIwLg12XO80zgdb8iRpTUxChpFo4/+Oyf8Nl/8YfMH9VslJcYlztIbfD0\nq5KQ/JcRHqTvDd9T3V7rxBtZnTd6ZdgQBLfv7/Ha3Ttce8cNfulv/TVe+MCzROPQpUjv6wJx4fFt\nwFmPtQ7nPHXdsFxWtE3EtwHbNAxLg1SW1+++hlMerzyDzRFHs5O3HVu/rQJ9aQaU2QBjMpRRDMdD\nfNVy9/ZtykLz3LPXmZQDXn/jiI2tGzz7jndRtTXLZonWinq5pK6XZJkmLzXlMMNFi8CipSeKBidq\nvLc9EsKQ9brwOoOHj+6RFwU+OhZVcnwJQXD18rt49voHGRXPkskx81OPEiOODhcgU7mlLDRKBLQC\nrQNKRYTzhM7jWk/bJnXGrZ0tIh7rOqazOSFKNyaerAAAIABJREFUlEwkpHTxe/Lc0FSWpvbUC0d0\niVsgRZIZUEr3D5MCsZQ9ndsjdcr06thx4foGP/xj30c5Vjx8fJe6anpfUEGWqeQwhKKuaqILECJF\nPqDtKoqyoGsdRmd0XUtuJHlmWFQLhIp0XYvwHhEiupeXxcU+EU3St0Ilw4yiLMgHGS5YxuMxRV4i\nokQZjdQKKRXloGQ6naZltbU41zEscmSA4GBe1UhtEFKmPoLJyIohLgqi0ESpcTEZy3sfePb6szy8\n95CBLmmaLmG6UX2zUCHwNHViB89OK2zneO/7X6TtAtPTE6KL2NrjW0GuxvhWsffwmK+9+hpbF3e4\n/fAeVgS8EhwvTpm1S97zwRf5j//2p5naQ4JsCS55yq68fp+ulz+dMa/2ORtPmpMA68bu17FiRZIo\n6yM68VwQfprwlI5z1vSNPBn4hUg2gat9V03V881fYF2PpxdbW6tmhif9a1dSDiEmwbXYb0dYN1vz\nrKQwQwb5iFwNCS6xp4OPIAUuhHSt6CS9LFS/ohFpJYRITNpIOCvliNS3UEr1PhSplo/XFGLCYr/h\ndz/zWT7/Oy9xuFdhxJDRcJNc5dg2rT7ysqAcDsjzvCdAyYRkE379vVY683lWUo426QLs3nqdvekj\nvv+HP8lP/eyPEHWLEB1lptARogt0nVs/gk9oOtcE7LLjytYOhZE83LvHrD6ldjUqNwgjKTfGbzu2\nflsFeqMFk8mQoswohxkoR11XHBzu857veC/XbjzL/buHVJXmXe/+AK1zLNs5lpZIREZDcAKT5Qil\n2NzeorUVUniksAhaGjsDEYBkw6d1nqBZWDrXMp3PQUDnG5A1VT3HO9ByjHcFrhX4DnwnuXv/fmqg\nDiVBhSRBqgImepS3lFlGaYYomeN8wIbk8WpDx7JdMJvPQJhUs7RJD6UclGSZRkkQQRCsoqsTVDPV\n+VIW4H1EcCZmJaTAZIbO1gyGmg994t188OPv5WD2gMPTRxSDFZJHnZkzd8kzt1rWdK1FRoVRhtCj\nRUBRVTXOWYosSzeKkaAkXVtDiDig8x4fwAEBQSD2olupXhpiRMgM52GysYExGoJDaZ1u+tR8ACF4\n484tRuNByoiFRxFw1uH6CcBHaJ3Des/mxoSmrpFCYLsu6eUSGY8nXNi5SGEGLOcNMUbquiXGyHy+\nJEa4fOUC9bKiLIZcvniNTOeUk5wPfOQ5lm3FbLbEdtB2nrptQRTUy8Dh3pT7t/e4cuUKt27fwgdH\nOSgYDErKUcbl53f4xV/+awwuDQiDMxz6+Ubp0+ObEZuEOMPWn3/tfM18hcgSnOHhU1rQH/d8lv5U\nsD///PnmfugFv1aTyapRfP6zrNA1WmuUFmgje/y+TyJgSvVZcJKTllIilOyDtUKZxF7Ni4LBYECe\nlxSmREWDChrfhTVZKcSI0BKpZf8+g1CyJ3olIELsy1ExnK2IlNLnMvo6WW4S0qq1iyhvyGLJ3psn\n/M5v/j4v/cGrdNOYJoJsDGiWVUdAUpZDJpMR5SCnKAxZJtfyFclkRuFdYtZnZkBWDtg/OuK1O7fZ\nvDDib/zSX+b9H7lJ5U4ZbBmkYd1877puLaMQnGdUFJwcHLH78is4l2RhbGtx1hO9Qom37xn7bRXo\ns0wxGGRI5ckLSVEqHjx8gMo1+XCA0CXHxy0f++5PcOHSZeq2omrm5INUKpAYimJEng3SjzMY0dkm\nlT1cDcLhY9sv/ZIehVYmXRyZoBwULKsl9Gy+zp3iQ71W3rNdQETJbLrAWsvp6SnF0KBLyWhjyMbO\nBorI0Bg285wyL5IrPJoyL/s6a6pftm3N6azp9dXTzbVcLjE6qQBmRiJI5SVnBSLmaJX3ddW0hHcu\n4LxL9XkACZOtMR/9nu/i0vVN9g7v4GnRplfI82npLaVGrP4fExoiZftJ3tgHCzGytbVNVdVEApcv\nXUIrhTaGpmnIsiw5LgFRSbyEIOSa8p8AMCKZuAhBiBKtc5SSbIwHOFenzEykLFwIQV4WPNy7z7Ka\n0tkldTWlLAzOOyKR1qaJTgiByTOMFowGBd4m1yHRG3J47/nay1/jwuY2+NSgnc5mSKnZmGwihcS2\nDdVyyXg0QUtDmQ+wyvKzn/5ZLl67hI0RoTK64KlsS+cDkpxq2vH47gGvvvYKk8mEvb2HNE1NjJ6T\n01OqULNf7fN3/v5/wnMfeI6VGciKufp0SeZ88P76cRaYz2fU32j/8yuFJzL9c8YkZ+W+JyebpyeQ\np7P+p/eVUpJl2TqYG2PIsiQ5kgTMktxAlmXr/ZRKAIbV/kWRmv+j0SgF+ayAAK7xiCDwNtB1Ftdr\n4Uid5AS0Tg5RWaZTKSQqiDpd/KvteEbsWuv2GEekBTxSClRvdSiVJnQCYTNuv3yf3/q/fptbr9+n\nWlqIOUrldF1kNp2BAK0VxmjyIpX/8jyZ98ReyE34SPQRETV5PoZouPXma9x/eJuPf/Kj/OhP/zBq\nEvHSYkwv7hbFOokrBxlawvJ0hhKKetliG5egyEGCTwKGb3f8qcj7mzdv/gLwi7CWoXkO+A3gvwV+\nFdgAvgL8R7u7u/XNmzfHwK8B7wIWwM/t7u6+8VY+zNXRDsOiICqPE5Fl3XJ8/5gXrl7nwmZJvTxF\nCcONyzeoqxM69qnDI7QS2CYitGFQGET0Cf89GrEMFqcCli7p1fgZyAqlMlwQxCjx0ZIJgxkIurZC\nh0ij5jxaWrwxoDTKBbxYolEMZMHD6QEIhS6GCK2xbsYk22Y0nuAax3xeUQ4doRyishxXO+gM2xc2\nOXF3mM3m1LNIzAJWtii5iVQFpoyoXBAzT3QCYQPRQUeNLhOcMAaFjBJwKAlt7DB54Ll3X2X70ibz\n5Ql3vriHVC03nr+MMAVLp4EucVZUYFLmhKVFmxy0om46NnYyQuyQQ2jCjDKXVLMThqOLCYbqItI1\nOCouXLxC3VQoMSRqhcMxKgZgHV1QaCNRwlM3SxAW5SWYjJP2mPGVIXf3Tyi8RInUzxB5RucyjNXM\nTiJmPKJtAuOJpsATgiTIiDCAt1TdEu8yTDGhreZEGWgFhG7JC889TyY8r355l6tX3oEMc7qqJd/e\nxETLMzvb6Njx6KTl0tZVct/Sxo7aWmQR+amf+Q/433/t1wnRUpgBgZZuuURRUJQ51dRz59Y+w7Lk\n+o3LHB484Pln340elix9R+tarD/gb/7dn+N3f/Pz/NN//P+SRwM+KZ86Jfrsm2RPFwUdEdmjpp4Y\n4qzO77wnBpUm9pAEuISSeCKKM9htAJQuUbFNuHUE3oHwqq9nn2WTMcZU+hMyra5W4mmQrP9IQTHE\n0G/7Plin4EToQMtecTZNBJlSCJM0jzAB6x3BRcamTIYbyFSeVRqjelNuH2hty8LN8cZTdxbhk7G4\n0iYlC0KmungvixCJSN0iokI6BUElAmLPRPaiRkideB1ulDJ6kwKqMhlRSgIWrUXi8ESJ8Irdz95j\n/40lL7zvBldf2CbmHToolss5WSYoipKm8QykofMWQcBKj3MNTU++1ChUTKuNwXCbxjpeef01Ll7c\n5Cf+/J/lC3/0Rb721TcwpkS7HBVzRJBcmEx48817aK3QJqC0ILQZQQlibDF5YqK/3fGnvmN3d/d/\n2t3d/fDu7u5HgJ8BToD/AvhfgF/e3d19H/A14O/1b/n7wBd2d3ff3+/3j9/qhykGJUEGoolgBMen\np5wuD7lwaZvhYMKt1+/yzDMvYEpYNlPqdknXWcpyQN01DIaDJAIUUz18RTqq6+Ua/5qyGU1SmMuQ\nIkOQoUyCJiwWS3wvEbt0D5h3d1m4ezw6epW9wzdQMlAMCx4fPiaKkAKalmzvXKRznvl8idGGqxcu\nMxoMGeQFwTm2t7fZ3NwkkHoEJ4dHgCSQjLlXN5mPSdhN52YNMxPEVL5oJcQMKTVRBTwtjVtw9dkd\nvvt7PsRoMOTgwRGvvvQ6j+6fsrW9k+rl0SFi1ze9VvBMQ9u2qTncoyCMyXA+omWGd4LBYMx0tqQs\nkp/s9vY2TdOsM9O2belsl1AQITXKOmvT9/JJhM6Y1ExWJrGIu84yGg0J1uJ9RMoM0dO7QWK942Q2\nxXYePCzmS5QMeFfhfY21VVpxEOl8IgglHXyBFgqtJGWZcenSDpPNIf/2s79Lnpe0bZKRPTw+4tad\nW0iVM1/McTGg8j7TVpDlmmU948d+8s9x994DonNJ2toK7NJjK48KhsW0ZfeV29y7+5CtzS12d19G\nGUVuNFopMqU4nc34+A98jE/9+U9C7hlvpma7ikn/PCFjBK5vSq/Gt87ynxyRVQM0rBuUrDXszzL3\nVTb/NP9ipZG/eqz+789l/uddolY17/MEOe9831dxCWgQU/N3tbLwPqwb0qtsviiKdG3IiPMtdbNg\n2czxoaVzTSIade26eeu9x1tL17TJZDyAQhK8Ivj+XAmPVGc2i09LRaRSjsLo1FhdnYcnmtsxkinN\ncrrgpT/8Kp/77T9mdr8l6ySb+QahjVRVjclztBFIFTCZIstUr78fn5CCTqWnFm0E29vbHB+dcvvW\nA77ru76bH/uJT5ENFF2oQFsu3djm4PAxznU0TUvTpPvT2hbnGkJwVPWCrqveakhdj7c7NfyPwK+Q\n7srJ7u7uv+mf/1XSJADwY8A/Atjd3f0d4PLNmzdvvJWDD0Ylx/NTnA6oMuN0OiefaDZ2NpMBRwsv\nvvMmy/oAnVumiwOEAh8EJ8dTRqMBEX/uh01erEnXIyk0xugJniS3IEyPpc/XwauqK9quIwqo7ZyD\n+WPmdoocRkajnKJUTGcHHE33yYYaZSLDQY5UkMRQPcFaFtMpZZ4jIoyGI6qq4uGjPbyoicFyejTF\nqAwklKMhQgis9+gsw+QZKpOgEvZutVy2TSCG/oKSDeOtjPd96EWu3timcw17D/Z49StvsDyyFIVh\nOJoQBfhoIXoQEaXTxa+Uom0s1gW8izTW0lpLlmVsjneQKAJJj2YxXdC1LZCCUFEUHB8fJ3VQ63DW\nYp2jc6mMtFo6xwhaZ4BAqIjSmjwvGY9GjEdFjwpReHe25Ba5QgiNQmMbR9s0aBkQsUPgUvblO6QS\nuB6XLYVOGXI/oZycHnH5ygWE8DTtHJ9SXKqmRmnJYFhwfDxl3jZY5alCS+1a6rZGF4r9k8dkBfzl\nv/JTPLh3j2ZWob0htgJbe7AwKbexleDu7T0ePHzE1etXef2NXRQwMDlapgl5Gef84I//AL/0y3+d\no+oQG2uMBik8LlhIPvXfcHyzQC96WYNVnXzNcOXrewCr10Lw/WTwJJHqSf37sCZ3nSe2nZ8gPGcW\nhUIn1rN3Ceded5bWeWxfWmxb29evz8o9q7r96oFMjmF1t8T5BqQjREtdN+tEbfUddBRIH5MpiXPg\nPGuLw55BrHrNoCQsls5RKh8lAINel5ByBE+ei5V6rrMd0kpUnVE/CnzhX36Vr3z2y7CQbBWXyMWA\nat5wenpKnudorZAqfb+VtaM2Eh/sWgwxxOQ49o533GQyvsAff/GLbF3Y4j/8+b/Az/zFn8SxYDp/\nRNc16B7ZkyYNT1staeoa7zpECHj79q0E33Kgv3nz5p8BLu3u7v6vwHXgvFbmQ2AVzJ9+be/ca99y\nTLY2kLlgsD1gWs/Z29/n0o2rhKh44/X73Lz5fkwmCHKGY0bnlmRFliCWMumpD8oSpVNt2PvUHrSu\n7S9q2//bJQXFmN5HlASS2l3dtUSgs5ZlCyeLipirJKbkElvzdLpPbReoEjq7oO3mhNjShYagHME3\nbI1yFqczurZl//FjhBBcvXoVGxu6xnL8eIGMGXk57OWFwQXfy/xKJptDgki4ZiWSPn8k0NklniVX\nbmzwnu98gbyQDIuCh/cesr93AuSIWLC1MSFKCDLpnShSXbMsC6ztqKqGxSJl81EKOuuxnaOxDhk8\n1rZ00aKNYjGfYruOsiwpimKdveVZxmI6J/T1UOsc6VZJfYR086nkf+trlEnZlG06drYmWJv0R0w/\nGUQcUUse7T+mqSzRQtdZonfkMqkZ2pU+kFAJnokky3JEVDRVgxIZbeOYTDaw1lJVFctlzXA4ZL5c\ncnh0hMkNre04XZ5ya+813niwS+eW1K6isRXFwPDm3Te4dGHCxz72fg4ODrl37z7zeU3wUNc17bxB\nxoz5acfXXr7F/uNjdi7scP/NOwx0hgyCvBggVWRmT7l+8xL/9X//K/gsEKUn4FFGru/AlYvT1wuG\nreqxZw3YpxE0Wvd9FRGQCoRMV9STzFXW2i3p752hbp4mRqUs9Cy4r5IgpdI5D0QCEZNnRAFEma4w\nnaFNTpRpdaakSmgxqRM3pF9BZFm2Xhm0raVq2tR7URLrPWU5oKoqYgzr8pJSCpQ854ObbP2ST61a\nrzJWkM+V4ckq2EuZGrXeR5xLDNWVnMKK9bs6J2lFIpFRI2qBbjRvvvKI/+Mf/gYv//EdZFdyY+c5\nJpMN2rZX5kRhdMbGxgZlWfbnTeK8A0SPJvM0Tcu733WT97/n/bz0hS/yeG+PYWn4K5/+WQQNzrfk\neWpwxwgCCUHhOs/sdEm9bGnbf7cSCL8I/Hff4n3hLbz2Lcfjx48Ybo5wKnA8m2JdpJxs0DnAK65d\nuYbzNTLrmC2PaLoFJ6enqbkoFV3X0DQ1XdfifCpVrJqGiQQCzneEeE7ZT6Z6n9KavCzIsgxkWlKX\no5J5O+Px9B57J2/gmXKw/4B5NcXSIXWkHGRMJoOUmYiaupmyWBxSLY4TpV9pNjbOgk4UEdfB0X6N\nlgOULjBZhnPJai4rEyGmGOaYTKQeUwwJxqgdk7HiQx95F1dubDGYJBjq53/vTzh6PEOpAh8U0SRi\nECKkhicGETRFkeG9o67rRFbxSUxKyHSjnM7nZFkO0dLZmrzQbGyPmc5O8D7phU8mk3VW5p1PdeY+\ngx9Nxj1UL6GBQjiTb03CU2cooZ3tzdQPULHPehIG2opA07Uc7Z8wLEd4a2mbDqMzgouIIAl+VRFO\nmixdZxOUTkick2hVQNRMxluMxxvcefMuQiratgUZ8cFxf+8uMg9UfsbB6UMqO6d2DcfzE65cv8jx\n6T73H9ziz/zAJ3jHu64z3BxTDAvyMsdhqZZzfOvJsxFdA1/56hscHx8xKEte2319DePMhEYbwUl9\niJwE/pt/8CuUW2OCTh6wEpFqw2/lBvkWY0WyStf5Cu4YnsjcV9DMVVD8Rmifc0d8ooR0Hqa5wsfX\ndb1utq5e9zFgezhmQgTJ9fbTDNvlcsmybug6j/OQuNwG6zxdF3u+Qw5A27ZPGJ1HKXAxJJw7q2ze\nIEWxLvWsWLRp2/WPJEWwImxZa9eWgv2JIOjUB4kxImJE+ki0JVps8qXPvcKv/9pv8Ee/+8d4JzC6\nRKuCGCUxJghnlmmMUclgJXhi0MSY4Mz379/jzbu3efb6s3zoOz7I0aNDDh8+Rkf4T3/pl/ie7/ko\nBwcHhBDIMpPOmTAoMoITdE2gWdq3fX28pUB/8+ZNDfwg8E/7p+4D187tcrV/bvXa1W/y2rccsbQU\npSK0jsPHB1y6dJFLxRbL/SXXLj1DVhjU0NIox9y1tB4mkwlHR/do5vuURpCVgahqYmyxXYUuM5Z1\nhbUdHk8bLV52BOnwwSVHKyHJTEauRyhZosUIJUbkcQjBMWv2cOKUPIf95SELX5GPNJ1fIo1lOJJs\nTkpUEAxHEzojWWaRMDScNEsOT6cYoyhzgfU1x0eO6UkkzwyDTJGLiPYNmZeERtDGOUJHmjYSYmqW\niqLj+s2S5z9wkShhoHZ46fff5EufvY2rJKUaEp1FCYsIFfkFjach+NSEFpnEBIFbeqrTDttIRMgx\nnUc5ixQOETpUiGAGmCJjPnuMyRzLdonIC05PazYHlyjkBJONaKWkyAzdYk5mIyePj/A2EGJDjB6i\nQJAjxRBhRyipyYuCzsFwa4CUFuerhIWW4BAgFmxMNO3imO3BiGbeYkVH6xds5CWiiQgHCNXLKXiC\ndzgLhIImZERTcvveXW688BytDzx+dIhE4ruKdrFgIA1z2xAzhcg1tbcczpcslg0HB8dc2rmM1Jq9\n+Qn3Tx7yFz794+xcUeisAhpKlczhl7WlbjxKZzRNxStfeh3vNReuXubRwR5SBZQYkGUTiuEGy3aG\nLhr+8//qF7jxrh10EYjCpvWciiADQjqUsGg8AofKU8M1igjCElgiY0goCueRUSC9QAmd5KYRiBiS\nHlEPtQgejMmBXn7YOkQkIU+EXG+n9yaIpl67XkmUFr0sh2fVCLDOrTHxRQZCR5wQRJGhYpHKpBq8\nDKBA4nv8u+x5KjOW9YymbXAueTTLGJkMB0l+IZeo3IDRBK3wUhFigVB5WqVmAW88uECOYCQ1Y5Ml\n4qIaIZxMnsldh+paOnuKC0s8HctuTuVntG4KsVuvCCSOGBu0l0Qb0DojqJj+jjLkMiN3hrwZ8PLn\n7vJ//8N/xuEbx8S5Z6xGFDFHIijzAilgPCoZlBleOjwWLywml5zMj3jp5S8z3rzARz76cVQoufXV\n+9x7ZZ8XX3wX/+Xf/ltMtKZaLomZphOBTnhUoZBZxPPvrnTzAeC13d3dJcDu7u49YNmXcwD+KvCZ\nfvv/6f/PzZs3fwCY7+7uPnwrf0QIQ93YHu88ZbIxxJico6Njtne2WdYLPImuP5vP0So51SymCzY3\ntoBEs27qBvrG0iAvaJY1eA8hZcYxpnpl7GV8k8JcTZ4bnLNrSVXrPGU5JHTJGHyxqNh79AhjkrlI\nWZap9icVTdNQliWxJ5vYkISMsjynLHOcszRtQ9taTk5ndK3F6JJAolS33tI4Sz4a4GNkc2cLr0CX\noPLAe7/zJpcu3yDTIx4+OOT3fvdztLUHL3uoZCKj+OAZjAfkhQERkpGHMWntjmQxX9I0SXag65qU\nCfUZVlXXayr9cDik67onsL51VbExnhCsYzAY0DUtxmicdczmyaT9fKPuPDwvxCRcZUyBEJIsz5lM\nxv1rZxK3VkQckZPpFCkERZbTVS2u9WhpICpiVFStpWlqtNbYPsNMeP6OrquZbG7w/PMvQBDMZkvq\npiYGQde2KK14+GCfrc1tpAIXWqrqGJNFltUpyMDG5iZCaB49OuDho8d8/BOfYL6ckWUaodMqqGk6\nFrMK2waG5SYewR9+/vPMZ1OGpeHhg1sMxyVET2GSVlLTtFAK/s7f+8/44Ce+g6Adwji0lMgeIhiF\nwQtJ/CZCaKvs+bz14DfC2z8JuTyDTn4zy8JvluGvSi2rksjqGKttozWZ1mRKksnUkD4PwTzfN3DO\n0TQNVVUlcS9vn+gPXL9+nbZuyJREIZAxQQONkkiZJp5kfJ6a+FJIJKonE8rEDg5zoCLGBoejiy5l\n3EHiPXiXSHhalWhVpoy55yzICEILMPR2no42dNi84tQd0JolranosoqoCz7zW/+az/zWv+LWmw/J\nB1sMBmPm8yVSaEBRFEOKzCAlBG8JMelXOe95ZXeXvb09PvTRD/Nn/9ynuH3vDruvvUrVtvzcp3+e\n7/uB7+c9738/H/zYB3nvB9/LxWsX8Mqz7BZvJZw+Md6qsPGLwN2nnvuLwK/evHlzAtwGfq5//leA\n//nmzZtfBhrg02/1w3gEm5MJB9M9tFZsboyp58l1abI5ROWCZTtn6Spaa3vhIkU1bxhd3yBGQdN0\nbGwbLB3W+qSAJ85MFYRKqJx0wpNujI8WqSJlWfD4qKLrOoLs0SLCYOsKlRtOjk8py5Jl11IOB5hh\njlQSHwJlMcbHgOs6Njc2GRYlQiisCyyqCrO5gVARH+H4ZJHQJtLgfKDFI/MEoSqLAZ2ziFxghjDK\nNc9ev4HJwHVw59Y9ZicLCDnVwuEtGAkgiQiiimxeGCF10sgpywFFlhOip60th4dTgtN0zvfJWU+8\n8Y62TXrfKxOI6ckhdV2T5zlHR0dc3rqw1moxQiFD7J2FPEWZVD2d7xCERIriDPEQegCeVFAOB9i2\nZnNzg9PTPSAxeyHQ2I7cGLwCoRS5SsqRKh9RzRuKcsysqwkBpHD4Puv00ZMpgxSOplvi8QyHIzJp\nOF5OWU6XqEwxqyqqpkpBelkh8/T569DilktCrFk0c3YuXeLOm/tIKbh7/yEf+chH+NGf+BF+51/+\nNpPJZp8FGprW0swtZRYwGzlds+CVV17m3e9+jvEw5/7DO1y9dgPnPUYYGh9opeXYnfDTf/1nyIcF\n/+ozn2Wi8iSz6+lJZr4n9qWRgu4KXfKkYFkIASXPAv7Zy6smY8Q7hzGGure+O4/LX0kQPy2JvHpt\n5ZgkhOilAc4gmsYYshhAKqSLGKEpswJhFEEGdN878z79tqEN1HXdT8yOGFIOkhBhga2tTR4/3mOY\nl1RVS16MsM4Sgk8GImvWq0YI2ffaepQQHk9ExI4Qkr4OQhGCIhLWFodCpskiMyatJLTExZYQAw6P\nizVGW7JywIWdLba2NuiGDduTTZQgCSQGj5IZra3ofM3BdJ/FV5M1587OFm0vT51lEamTBLLMBU1V\nE7zH4ui8p1nuc+f2XUb5CDXMUAr++OUvp1LyeMTFrRHOpFXHs9kNPnDu93o74y0F+t3d3X8C/JOn\nnnsZ+N5vsO8U+Om3/UlISz2hJaezKaPhhEwXTI8WjEcbCAmoQBCeZdNie8lTmWvaOhEKZKbIswIh\nFFpmVG6JyTKatk0XlUzZtvcdMdo+A3bE4AheMhwOaZppgnKFQBQyyQ/4DKzk1q032RgNwDm0MeRl\nwcbmsDcqUMxmS0ajEVFqbBQM8xyvBAOgsw2uq/HacnJygtQ6BWbhUbogoGmqGjMy+M4yKATPvbDF\npdE1VMw5Oj7l1qv3wSfyFEhCByLKXgck+W6iI1uXR0S5JAaBEgYBONsymy45PpqDN2iZpJAjcb0c\n11rTNg35eEieFz2iQDMYDDidzrh28QrOOYo85/Gjx8kfN3gg0d5llFjbUmYFXdeRZdm6PhyEp20j\nMk9NysVsxtWrV3j9jbsU+QjnFMIKcpPp9wFYAAAgAElEQVTeM97c4Pf/6A/JSkk2NnSuw0jDwd4j\nys0JEY9TLd5KZOyDnFKIEEBLhpMh+/sP2NkaUx9YDvePuXBtwsb2JkFEtBFELD4kCr33nlC3CBXZ\nO9zj4rWrvHnvACkVVdey+9pr3Lh+jfd/6H288rWvUWZjjB6gtKaqK+YnSwZKMByOODo85hVe50Mf\n/g6EDOw/fsDF7QvEmKC4gzKjqjoWfsFP/KWfZDwa8pn/7V9QFgMMSbJBiNCThXuooBS92mdiGq/v\nmT7Qix7u9DRSR0pJcIGmadEqkXu89080L1f7PRnke4s8nzTgtT6nXw/r2ncIgSCTTEFeZOSyIBMq\nBWWVZDmAJJ0d2nXmvpJAiJzJMFRVxTvf+SL//J//M8rBEB9anHfp3g+JxKiVSs3gEFDKEGRSiI3C\no2VG6xOAwAtwgV7YzCPkIk2ghOSqpSRSZygN+TBnZ3OLre1tRpMRk+0RLnZYl4J/8JGoPbNuH4Wk\ndRa0xpgMmXsKBeXGBCVzCjmibVIC1LUt88WM4XCYuAdK4a1LKyPZT9pSkI+GWCIOj1Q5+eYm5agg\nAFFETJF+q8alCZK3X6L/9nKYwliickxnM565egOtSubzQ97x/HMEEu29cnParksXmIvJO7YDJTO6\nzjIeT4A+oHcep6C2LU6SZmEjU6Mq9g0rUnaP02Rm2GPDK3SREUIkOBAWolN0rUNtGZrpFN0zATe3\nt8kNeOcTS67IUVpjQ+qwL11qiGZaEkTA+oqD433yIkcaEDokNqqNGCFRieNPOZBsbw1x1ZLHe0fc\nv3vSLwcBJATwIUDwaTkrDC5UySxcB2QmyMkxssS7SPSW/f0jnINM5utTbrvUBDY9BK6ztq/NivWS\nfTJRnJ48xHvP/fv3eObaDebVEonAetfj41tyo/Eeuq7r9f3dmg7fo+xAKJQ2CKWQRIzRPV0/NcW1\nj2glGI3H/NEffZ5Pfv/HkaXAYtEy8OruV/nE936Sxre0KqAAH0GiKMshpZHUi1MuXLnE7VfeYGu7\n5GA64OHDx1x+ZpuizDidTclzgZQOHz3OR4zISBkwdMGhc8XG5oBm6dEm52Q2JSsV7/uOm8yWJxw+\nPEooElUyyDPaqkZNJYUes7V9hdnyhJdeuc173/s80Vn27t/j+jPPrfXpc62pXWBaz/mhH/8hrl+5\nzj/4H/4RhZLJhUglid4sTyulEM+04c+zPlcjNWNXqJ0e9y5hpaHkvcdosc7mzwf41fZqUjnPwI1h\n1chNwTXLs6+TC/Yq4kL63ZCsJ6IVeme1be3KxelsokqJQgp6xmg62/KjP/oj/J+//pu03id4rgiI\nGDEotBEE4ZNkiV/gpcIgkwtVDpPxiKih1AqpDMNiyNZowmR7yHA4ZDhO4oJKG5TyaA0+dAilaBrw\nAZRpWFRLlosTmtZSN4lNnwlJ6yJbOxfxQhBFgdY9sUwogpdEL1Fa4TpHpkt2NguE1GuBUBEVigwl\nRYKCEwkEtNF0tqPMxohM0cq4/h1VDx0Wor+H/n+Mb6tAP97YYFk1OBcZj7dolh7lBJNRgcw6onI9\ntjo130qTMTuesjEeIZEYWTAoSmzsENEho0crTesbnOhwwiODSdrlwhGkIETookT6/6+9Nw/WLD/r\n+z6/7Szvctfu28vM9KzSO9JIIyQkYWIkJGRB4RhXXIlNjGM7Nk6RBKecoookrkpwFidFypXK8gd2\nyriMjUi5IHEMBgTEgBACYbFoG43mRaNZNdPb7bu92znnt+WP59zbDYVBo0LSqOd9qqZm7p3bt9+z\nPedZvksnpt9dQwoBnYQJqoKYFejkaFa9ZrwBVw3ISTGfnWC3K06aFcZamrY3kAiJeXfM9tYFqbho\nKWvNyeGKk4OAdSO0bbFuTM4eZ8e0nWIwNCQti5+4SLz8+Zuc7EcKXZJ1FuNla6UVDUEghlpjioLU\nJs5fGDHcSMSypMgGmxPZZw5nSxaHAYdBpQBKU7gBKTlUNpRWC4Q0BlSWxVxdDVktV4zqDRbLp1k2\nDSYqHnQlF3cusWzmHKkOhcGvWnZ2d1gZSQKq05RFKazKEBkMLN63oByuGpB0gaVhYzxkceLRqkCb\nRIolSWmWoWHz/BadTxhdsEwdhU7UpePoxnUGoyGKTHZK1EuLkvliTpM1RgU6v8SYxN6F83x6+hyr\nfUM3i5zbHNEsW5p2QUwjkhLlxBjFP9U6h/ei/jkeVaSwFMiptcwWS27s3+R97303v/SvPsLN/SNI\nCo2lrIfMFyuZozmLKzeZnSSenz7Po48+gi4Utw6vc+me+0kxoEJisxyxSi1HzSFv/qbH+Fvb/zH/\nx//8D6ioaVcy416tVj1s0WGdIxGIQQZhGNk3xRwFgqsga0TTBkk+ZCW7i2zoYsaaBD6I+FsQMpPu\nRelS39xZa8g5gcp3EK0sdV1TGovDsFQrfPKEFLBRodEk78llic+h11OSF2kK4gCVTJAlfRRWbzIi\nUayzQSsR1Xt88hgf+LEPiL5NqWnpyDliC8P29phze9tcunyOwbiUZ9EOKY2V4zeGNngWaUFRlGwM\nx3Rtx/zoBBMhhAVXbxyiCks2mnog3ZVSfYJ2FYV1DIYbmFox2K5QTqDapaoZ1iNxmELTdYHlrGOx\nmNF1whfogsfn0L+UAwRF4YRL430QVjuaEDVJRayzIgRIJiRNMdykckOKQuNTI5wFHUipJ6mdihN8\nCdn+VZXojXE888zz4vxiS05unbA5HgtW1kGXhd3YrFpSTBTDgsOjQ/aGW8QQKQqZu4WukdaIjMoJ\n71t88IIDVIJXT0QSAgdLaHLKDAY1kAneiy9riqQQcbbkmWdekErde4wVzHBRFuxsbxJYUg3FYiwD\nIUrFMB6PWM1lYTgeVxweHbGYLTk5btisdzBOo5SldI42inKkLLg0VVnzhRdvsjrJGFVBzqQQcEZD\nTsIRyFGMUxS9FVvH1u4uRWmIRYENibTqiA3c2p9BEjy+MT1GN2sW8wajHY1fgIUueJFD1qbXAWpw\ntmBYD2nalmE5pPWe0LVoVC9mllEpcePay6iditrWxGjwvsdXm0zwkRQjTdMwHFTYoiIujzh3fovl\nyXW0EihZVqYXOsvsXdjjuede5K33vYWFn+FD5OLle/jUxz/Ne775vbR+KXo6JFbLVZ/8KorK4n2g\naRt2ty9SFJqTo8Bq1lC5PU6O59T1QO6huqRrJTFFTkXn4GQ+Y3t3k2bVEZBdQOc9L129yuWL53jv\n+7+Zn/npX2B20mBtSVaa0pWs5i05n7B9foeyKjm4eYPPmWd442Ovo21XzGa32Nm5hF20PP/iS2xu\nbZN0YtnNeeSNV/jvfvC/5H/7u3+fDsWqaXGlJqRM6CJKR6HGWydOZoU8/IlE6jXvT+0EZSyg++QC\niUjnW8qqwlhzJoamte7fDqIjU5aO8XjMfH7MarXqYbSZaJERBoiPg/bEnOh8kH1NL5sQoxASE5HU\nj1RS/wbRUV48KiVikgW8LR05y77gja9/I7N2zjMvPssjb3oD2xf3GG2PsUYTvWfeHNB2DaHIHK6O\nKVJBjCvMmUxDRhUWVWjm8wWHtw4gKx574xtpZjNuHtxiMBiAMyStMDrjY0b3BZSOS5aryI39JVlF\ntFMYpylLMSsKoSGn5oyQVRaa8ejC2RhJa0NSRoqI0Mh0YNXRNS3BN0KGLCrhjhROrEiLgpgTg80B\nbeowp3wKZYhkstI9AZEzaPKXIoHwqkr08/mcg4MD7rv3MjkIw7QebnIqs3NyMiNm6NrQ0+c18/mc\ny1u75HybGWesIdBijCEoRdt6VquWGCKBjmRFYjQpRYgdkPCdZ2O4QwiRZrWkHo3JOdJ5jykHvPjS\nywzHJT7LUtGVlrIu0bZE+U609MuiZwGKyNJyuSJHQZ4cHJwQs+fkaIlKDo0TkaKsKHVJF5cMS0f2\nHpMNXfC4wrLU4bbKUBajCjJYbQBpe7PORNVRDh17ly6gCzk2MoQ2MTvquHVjSY6OnDWYU0RFL1vQ\nrUgqkJNUZTEotM64oiKEI1zh2BxvcuvWIbvbOzz38guMi4qqLNBLh1IwGDhOVgecXL/FztYeo3oD\nY8D7XpJWm57wFAg+UhQFR4dLLl88x4uffxmlBQffpkTIYLJiOBrx3DMviGStKmh9YO/iBT7yS79B\nTg6VE7lnR6JExjnmxHLZMCg0l++5wvJ4hdHiBXpr/5CynBBCYmNji6RkQdn1jkGZTO7x08cnx7z+\nnoe4cW2fSlW0QbaG1jh+8+Of4K1ve4xvetc7+dUPfYy2EaRWoQX9EVeR2f6M3d1dynrMtav7hNDx\n5re+gcOja9y8cYuHH5lwbmeLxaphNB6SledkMWfv8i7f91//p/zQ//LDXHtxxmi8SYqW0GZygrbx\ndCSUVthCltvKGAp7W8DrVD541bbEGIRxqmSX0nmP0oYY5N8pqZ4xLrj1wWiItqqfDwtbOwM2Odqu\nI5IwheklhgsAQuzhniRS12C0jGBS9mh7OrMQf1hSgiQIrJAz1diye36Xjc0hO3u7fPgTv8bXf8vb\n8TpwGG4yOz6g8x2FMYzGBbbUdLHD1TXByM7DZEn01mjaFMhdED5MHy9fe5FcW/JQ9HyMAacVBJH9\nzunUqjPjCo0tR7SdB2UobAlJk5PDVSURTwgt89mKnBJarQDR6rHW0aWM0gGdA8PBgMINGJw3xJTJ\nWhRotRFYq8mWxWxBXVRAxqlMNJLbhGwmSCLFqt+rnArOfY1X9LPlAmMM53d3Wc4WxNYz2KuwVkuV\nCZA1s9mCwWBASrlHP2gyibJ0eN+SUqQNDT60qKqULqARv8eyENJQ2zboQliiSitUtqTUSwO0Pewr\neozWZDTHJzO2L5ynaQKmKLG9lnrTdThTo7IhdOpsrqmUdBOxywwGZY9sgcObJ4QO3EaFNcJYjTFR\nVVVveVfTtq0sCa38LmM0ISVcUYj+Tda0qxaMRhtLNBFMSz2w6MqhXAGtVOrdasmNq8fETrDWpwYW\np3T422gKmbda6wheZue6N1xPKbI5HvPs88/TRE9uM8v5MTvjLQpj8DlSD4c0YcaG0/1oSYg1p56e\npxVJCJGuCygMhR1C0uzubjGbCXxS6UhIAZM0WUEbPNn3aAuXaIIgnqZPTXnkzffRZCHDGGsxhcFY\ng28ywSu0VhweHzAYjGiWS1KSFrptWqrBgIWf0TStsE8ttJ2MGoyzhOApa7nOGLGJ7ELobQvh8889\ny9vf9Hbe+dav4+OfeIqDkzkWkcdOMbI8WVCYgrG1jIfnOTo85rNPPs1b3voGFvOWg1s32Nw4T10X\ntEGsDo9Dy8FyHzcu+L7/9j/jx3/sJ/jkxz7DeLBLiBGVLC4bYmgwWmO0I4RenvlMG13sHJVSGFcw\nHI4EQ58ys5MFqUsCD05R/ICtxvV7q7I2GCumOCl3nK4AtJGiIAOLbo7LDus0kHGFJaeuf1kIYStF\njy3k66wCKYlVpdu1XDh3js3hiHowIGlN096GQq/SEqUUy5WgoZRVFLVjOBpilXydsqIejshZ3KhM\nBhUzOktB4YoCUsZajXEiF2KtpXHgBkMMitwbsyREGQRO9xjSaXjAGtFfSlG6HZMNi1kDSKK2xpK0\nEMFyAmPLXo5bTEhQitl8iVEFzTKie8hpTKKtVLm6765luXzP5T0O54e0OUKXaBYN2gjyTxvTL+Z7\nJU6+TKibr1QcHR2xvb2NsZauOcEZx2BQSWW7OhRh/iQLmtFoxGKxpCwL8UO1cjPKYhKsMiQfsUa0\nquezlVSTRUdEZpSZ1EPRMjFkyqIUjY6uJedIUVhGwyEvfeEaWWmq0ZB2vqQoK5wTHDFZE5MmteLU\nozQYkzGGPkkbhsMhq2ZFjB2HBwsKU6MwlLagKgdkY0X3xCmwCuUcmd7YwXhyVtgeYZDIQg034kyV\ns6aqDLbIPPzYQ2A1UVvKIsMqcvPGEUf7c0g1t/n2t+Fzp7ZxuV/mZSLLZUM9kHNR1zWr1YrhYMR8\nuWTRNShXsVE5lqsTqs0tUog0XYfOlnE1IhlHioqsNDEqdFCgBeaaIsznCxG0CkNiTtTFkKWey0hJ\ny/w55UTbdVy5coXZ8Qmb54asUkPqEpcuX+Cll17iwddfIGkkUfX3UEyRqh4R24ayqsFoNjY22b+x\npOtaUsosFks2RpuCWAoe54ygWlTChw5nLdZpDo8PGY+HHBwtULrAuIJIotA1Tat55ukXuP/SAyyX\nns+98AIHt26hotgp5pQ5Oj7Eq4Kdc7s4u8n1qyd82jzN4296hOV8wUHIbG7v4DIcHc+oBzUxBBbz\nBWWh+dN//v1cuLjFT/6zj7CzuU3oZLeiojzoxhhhQt+BtjnlL8QoS+Zu2chS1zoG9ZCti4IAaZqO\nrvMsFku6bilaMpWni1IoKSO+v8YYUu6IZLRxjLfqnj+iepr+abFlhBRY1wwGA7TKGJuohg7vPdpW\ntKxQGXY2NgkxsvIttauwxtJ0LaPxNsaVgMLHJckgRViM2KwwlVj2JUTXPqWMKYwkehAiV460WfZY\nSkMk4gqFiZC7SOyVOkOOGJ1xRtjaWo17tF1EnEE0RHGvUhlyWKF7k/IcMjkrul4oUWspEkGE+9CR\nnBS2rNBZY1XVGwMllM1CYBuV1MWAkDNFYThYHDPcHrFBJi5bzMaIZbNi2XY0kTNphy81XlWJfjGf\nc/HhhwmNh5gZlBVlVbJYLvDas1yuUK4geI+zBQc3r1O4AmukKi7KkhBlyZG7UySBvBFzFv2aDT3s\nMcTi+xiC3BRNk9HWUNUlXef7RVRiY2OT6dHTDIdCQkq+PJMpyDqjjBgrGGsgS/WjFTKL1BqD6Gx4\n72naJdeu7mNtKaJKum8djYakaXyHS0UPvcyMxiNuqlXfqWW0k+9nn3CF612yNPWw4NK92ww3BkLY\nwkCCxcmSo4NjQhClvx40B9CTZ6TqRiWsMQQlxh1d5wWN42QMlXQgKeEZzBdzhoMKDMyOTxhvb6EV\nBB8Y1GN8DGSjSRm0cf1IzQI9pE7aCdqm4eiwYXNU9+bZxxhTonUg9TNJHwJb29vcuH6dnfMPAbJb\nuXjpPNeeu87xwTGbF8/hNcT+eul+xp+zoK1E83xICB6tLTFA5wN1PaCLDU0WjDcJQT9lKKyltgPa\nzlPVNfpkJZC8rGSc1bUo47hx84iH7jW86fE30amIcnDj2g1SyBjjgMx8vqCqBgxHQwb1FtdePsKo\nz/DWt3w9B4czTg4P2Dm3i09ajGCIjDc36EJmuFHz/m9/D5qCD/7krzB0WwR/CjxXxN6UQhl1dl1R\n9G2+JSWD7wTil2PCaMPBreu4wjIcDAlBlFM3t3ZxhaOuCtpuRUoyFi3cUHZGQNPKCwClWSwXlMbR\nrlq0Utw6mMkWt5ddiDEIM9cJPNAa8YswqSK0LbENJKAe1diB4mS+5Hu+57v57Y8/wfMvfIGqHuLD\nEluV1HXBoCjZGo8oh4rBYMBoNMKWfepyBqcNTilOFguiyuiqEM/Y7Jm3c7p2SdeJ1LI2hrKuQWlQ\ngd6+p98jyJzd6CQdU4nwb1ISpnAva56iLPCLsurvZ+lulDIEouiwmp6ImMS3VvYmmpyFY+JDIqYV\n5aAm68RsdcJxc8TYlRQZSlfgdGZcOypT9ailKByEs7Lmi49XVaLfKkZsuCGzozkqWEabIxZ5RjYw\n7zqStvhZC11HDp6DgwM26poYkXnfxhAKTZdbgol45dHZEdOAqh6KJkoakZTFR48pQBmLUSOsWdDl\nGaZWLBovyTIkZssVtw4P2D6fcQbagSWXBl05XNFLrZKFdKXFfUkZQUA4XZC8YtW1uKLAn3hmc4+q\ntmiUprYVthhjtMLWAaWOCHGFUYkmdLhhAWVEmQhYgdB1Ht0laeu0QRUKtwHn79kFlXDRorzCJM3B\n/oLZLCIi7qFf7ih0zmiVRS1SZip0WYTeyqzI4YSQCrStUBi6dsloNGQ0HjC/dcLl7fN0JrN16SIm\nOGoy82bJeGeb1c1j3MWabDVBR1LnKXNB6jqsEytAHYGQGY0G2BJ2z23ywksvSdVsM9ErvJJlcFkZ\nPv/UTR5+3euJSkzU69GApCL7x3P27r0H35yQi4jPitAVlK5gvFETVy2Fq7h8cY+PxY8x3HiA43lH\nNRyxWngqN6RbyY4mZjBeY7LGaUdVjQnZsbW5wex3n5HK2znRLHGOkBrU2PDhT32U9777m3nwkftk\nIdpFjg7nGJzsa7JheesEEyM1A4pixPVrK57gKd78hgfZv3WdGYnN7XOsfGLmAz52qKiIGbxO/Mlv\nfQcbW0P+nw/8HEWxBV66TVSWsYrWpDMcvVgXGm3QNATV4pQmIybu0ctuyGvhXRx3R9jKYt1t1mtK\nwgRfzW+edb31qQ5UTDQ5oAuNMxqjFHawSU5BWKUKdE6UpoKUKcsCqw2+aTmadcTOEmLAOYNOJbor\neODcPdTtgE/84m+xs3MfNxZzMbxPC1xhsFZhjJDJBFjR0radkOaMQmnpoEfjIQ89dIWHHn2IC5cv\nMtraoUoarysa3ZJypqpr5quljBYJNDGTkoxiROYBimDQNpGTgDcymViKqJ4mYHJGqYgxYgGq0MSY\ncEZjsz/jIYCYt0e1BCVKnxqD05ZSieBZqzxt57FGFFu7zrLwnq6TMfZgMKDScwajAbq2bG6OaLvm\nFefWV1Wir0djlHHErKjqGlUKoiTGjpgCxmiuHR1SbQxYtEsa37F3/hy6KEAbnKugfzsrROToTjq+\ns5a2bSlczzKkt0cjEnptC2sdy8WSECLOGF6+fhVtAuONoUDFYsL1C6+cxby4dA44dfLp27v+7w3R\no7W4MnWdZ7lYMSwLnLW9LEHC2hptLErX4pOqRea1rmQP4bQmJoVRsOwkCYTOUwxrBkPHI4/eT8wd\npEBVaJE+WK44PjhG4QBLDAnsbeakUgqNsPyyVv2ySISiKn1bmlZrc9vibDDg+rV92q6jGAzxIZK0\nVGzOGI6OjrC93EIKQewNnSOlRFVWjDc3WCwWolqZFZUtILRUtmBzNGC2jNTWEFsZG4TUQikWhCFr\nuiAQunPnzrF7zyXmizld12G0keUZmqw9nc8sMmxVY2oz5PrJF6jLkp3xJiYqwrIjbwgLed4cE3sU\nCEFRFI5Mr7XfNWwONgg+0zWeja0BXRbT6MI4Yt9x/PpHP8q73vUu8JkQIylmjo8XkA3OahofiEeR\noDObu1vgKp7/wjUUHd/2vnfzmSeeJHWenb0LpOxY+CBmLkEcwKxTvO0b38Z44xz/5B/9OMpklHay\npO9RLH0byRl7Fs6Stuzv+qqVLOqlK89wWPVLXVFMvVMOIYRISjIKEuw8dF3AVYrN8Zg2dIJKixGd\nRTsno3GmoCxrNosSrRVtI51A1pZyYLCljHJC7Ag5MT884K/8pX+fT33id6iqAauupelakU9WpyYo\n6gw91DaJGDVG1Thn+g4W6VyOA0988lme/J2nab0nAkUFW9vbXH54j4uX97iwd45zm0OUAaUDnY/M\nm7ZfasturYuBdhVofEdR1LhC7mHbm55IQ5V7UptU8yh56Thz2+Yv07ONc0HWoLQTFVnnxCeilwx3\nykAIqCRm6UrBcFj3+5YlncocrY6Fc9IT015pvLoS/XhE00WsrkToyClyTvjsRcVRgysMysB8OaMo\nnczIrKUoa8qywlmLLmE+P+FUqe/Uxo0+wWWiXCzRXiSlgLXidGO06efpAafg5GgfpTtcNRQ3+EIu\npFJCKDI9kcFoKw9UBjjVAE8YAyE2FIUTWGjIFAN31kpbrRgNRoTQEcIMqy1FIbKzzlmKQjS4jTPE\nVohiGou2li6teODeS7gyy2fTEMOSnBJH+4cc7c8glpANxiAMRuhb1djr2PTKgv1HzzmdsSFDCOj+\nnPnOY7UR5cvgWSwXqEHFslsRjJzJmBJocF1AOZFKOGVOtq2n3T+QF65yKCWdxmo5Y+fSFrs7mxzN\nXkbnAtMzdrUyrNqOvYuXBBK5VRN9YLZa4MYFhy9f5+j4mPMXz3N8MMfZStiYOdF0npvLQ7aqMZub\n8k9VFNza3ye08axdd64kehlZieqmpSgqQkoYazmZn2CtpVt62qLDbYigmaYgaE0XPNVoyG9/8uO8\n++3fgHGW5bKhqCpu7R/RpUhVFKTomR3NBHa7O0SVI55/4Rof/shv8PWPP8ZTn32WuiwYbmxjtOOk\n7fr71dL4SNKeN7/9Dfy18jv5lz/205wczmThbBwqGVQPURSzmtNkLcqhtxmwAlowRmOtEku+siCQ\nzrRpzghNCpRKPUpFMRiUsheLc1rfkMjiT6s0FtNLXSfmbYPSBcpJ9Vo4LZo2PYP6zH/WZ9q2Ye/c\nOWpX8vM//yGMkW48Zt0DGpQs2k3vLJWzoO16OGdMGrSMQ8gl0UuOyGgwDqUyPmSOjgPLT9zg6U9c\nE7Zr6jAms3dpl3uv3MfDr3uUrb1tRhsDThZHNHpGKjPDQpa7bdvS+JZZ15BIFM5irMGagLEFymhc\nWciCOvY7kiRESJGsyLKkV6pH8dzekYUUUGR5idxBHjt9gRij8b1OVRvAaE03e+XU2FdVot/e3uX4\nxgljN0JZJytxLZZlMQu5o/Mt5zd3eWF/n/FgiMnSbtdFjZgpG1ICawox0FYKo/WZSTGItolsy3XP\nHIwiJpU0m1vbvPzCsSTtGDg5PsDYSD1wKCtJSvcyvWLDBtKm3SHnCn23kEFncvZYo9jfv0XpKoKP\nDGtDYQXZ4jtP6UqidxRFReUsq2bFaLRFWWlM0pAz81V/gbMCo9g5v8O5vS0ivpcB0CiVWC3m3Lx6\nhG8zZAMqkZRH9XIIqWfTAuiYsRkcWhbdyB/puo4iVSitKcuKyjjGw9EZpNVWm/gY8TGIM5XvZEZe\nFHSrBmdqoZ4r1WvIB4wTLfLUdMSuQyuLdgUniwVF7Ygq4IoBcbUiofuRUmZnZ4vFyTGbm+dpUybG\nFZvbNVefa5kvl9iDIzY3dpgt5wZPQs8AABeASURBVGQKbmsniwDUuLbsXDiPqyuObt7g6OiYnSsX\nCCFRFBWNX0HWGFuiTUHMWTozBV1Y8uAD9/LjP/pTvPdPvRc3LFDWYFQvDOakQo0+8qknP8WbHnuc\nBw7u5+rVmyTg6vUbOG3kuqfIyfECa6CsHYPROZ6avoBOhnd8w9v4zBOf5ZIpMLaiVk5EsJT4j/ou\ncxIW3Hf/Fd7z7X+SJz75FJ974jl01ihtoE+MkkBus2dPu8xTXwBj1BmaBkTszGqpFE8F7ES0TKOt\nZ2M4ZDCs8b5luTpGOYPRjuQ9TheUxmKLmtZ7ZqtDkTJoV8w9lFUlLwRj0TYR/LJnwkKIkZP5gr/4\n7/27/PqvfZTCOHzKJJX7allo/zEgBDF1W8hNJBMSEOS57fV85Pg1+dQ0hR5dhiXlihiCwKCNonCG\n2a3M785u8NlPXWfZLol5RT2qmDz6IK97/cPsXTrPcFCxYMEyzYhFQVGJuciqaehix/xkRhsTRV0x\nGI7ZHG1IZ+S9+Nwqg1IQlXSLRmlcNqgYCTkTUeIpHAKmdLioe+Zx20NExSwoxYzBkGPG6VduDv6q\nSvTRB7ZHW8RZh3VKiBK9DK1xSjTUSTitmJ+ccGHvIoVxJJ+oipKc6KF9jtyks5tW3+Fif7aITfFM\nTCkTIWu89z1F/RYxRuazGcvlnI3doickBaqy4FT/9Uz1D4F9pR4KeaYeGHM/X5QH7+Dg4KxFVn35\nb608pKfG3apHuixWhxiTKCuF8v0YyHeCENCGYlBy+cplfPZYJYbfOUe6tuPW/k0O90XTRitNQnQc\nlCro98QCp1SK3EWyj2QdMeY2FaNtWwa9WJZzjuXJXAygXcFsNmO8IyJuAKSEVgp/OtOMwnL0PghZ\nJ4MtDdYU+E6kdcuypl15slF02TPaGqOLXibXatougjZYpdFGcXJ9nweu7BFSJHRL6qHg38mKxWJB\nOahlcZwFs5wIGMREQruKc5f2yEaxaBqO5nOKoqRp5gy2SmxbYJzC5EGPQRf8snR9gcFwhCLzuac+\nx4Nvfj2jvRGFLVBKlvmqT5Dz+YyDg1vc/8AVlksZP2StuXntBioJiS76xOJohmJMVY/Z3LnIE09+\nHl1r3vC6R7n+hZtsbu9RFxUxZwKJHHVfP4sC5tve+RbOnbtAoYd86refwihD0S/XpeCQLiz0kgMp\nycLwFJ5nrabq1U21FgnkO92mTuUItjbGxOjp/ALTG5znTskYIpoza76crJjaFyWLVozSq6LGaEvj\nO8hiZJ9SommaXu+m48EHrnD/lfv5kR/+Uen+FPIckSSp5SxzeC2dN/0sXJteVgGRZhAtIPpCT2FD\n4BRrrrOh0IpFsUQ7hAiJIWbhXGgvx13aAhS0syVP/c6zfO7TzzBfzcEk7r3vHA8+eplHJg8zdGMx\njakVTdaMt0bYqiYpLcY2+/tyTyjVG5+XGKdlp6INml4WOsoLOBlL6kdxKQUKI6RMlKLzovWjMWf6\ndiZpQvfKZYpfVYneLmFQWa6urrE9HlFslCzUMR5JZKtGqM1+VeBUhVEBqztIFg2y3U/99CRqVBJv\nVRx02dIohXJHDNnGh0ClNQ6F8kBaUThHVQtcy6wUn3/2Gtll7KjAFSNCs6JhwXC8waBny2lthDqe\nI+OyxlnDMqwEdaJ6ewzT0TWe+bFD5RHaeVThUUVF0ppoMiYn2kWLYQdFRexGmI0xEXDGEBYafC0v\nqjoxPl9iXCBnJyOWYonyEdUa5tcSvu0Zf7mTTkYNhDNDQvXVMkqxWrWi506LdpqoNNp0chLbgLMW\nVQJ9Et7c2ODkeEGVHawSnZ0Tl0ZMxpXGa42JhtBmylHRi1EltBqwmi3QOlGXoleitBWF0Qj12GEV\nhJQp6Ak7MZCjIhfgc6btX046Bc5vblBUiiYek1NF2zYUtmTedRSFghxkrpwMtxZz6qGjROEwHN1s\nBDGiS6wfUCXhVTCSsxOD+ItCxugaXdQ88NAlXnj6Ohcv38P2uMLWmaSNOG6lxHy1pFNjPvm7n+Wd\nb3mcr3vs9Xzyt55Ea0E9X7t2g8JmysIQg2ZxshS9pNoyOn8v//rTT9BZzf1X7uXG4XX26vsoZcpL\nq2TGnbJhsVigiVy8dJFvfM87uXjfJX72X/4cxlUoD5UtyUGJAxMD0VZRGUwmJY+2UNZ9ZaoyPigo\nVT9x1GRtiFGjrFhpksXmMXQKsDjEPUvHJI2T1sQQqVzBRjHsCwdYWM+oLDEIJFIlRV6c4FtPyIqs\nAt/8b72dD33ol0RoTGuUdhScKp1KRyJJ83TPZgFF8KlnidoeGnk7h6QkTPezka3VeAOFt3S+kSWw\nyijlRSfJe8pCzkVMQDa0gA4aZzcoi4LmuOSpX36R3/65z7KKLZs7I97y1jfw8OMPce7COVKSuT7J\nUm6U1NUOpatYzRtuXd+HNGQwknucQpEqQ6NFgz9JNQE50w8WMNaiUkKdjdEC2hRoCjIBW32No26S\nsiy6jqQyqWd7xuiBRAi5l1G1HB8f46xDa4u1jnbZ4qyQiVAyNpHWrofzpUT0gZwLUohgZQREzlIF\nxtP5sox3rNGkGJkvZzgnWHqFQOtiP7Lx3qN1hCDU66oq8bFjvmhwlcMYhw+ewkmrHGPm6PAEl0eY\naDFJYXKC2AE11XBA9DXWyt5B6UBZWUH1dIbloiUFjyKzMdpkPKzI0Qs23QR8L9d6dPOQW4dzUpKK\n9M7I+XbFdrpDCAG6DqicjLJwfRuczxZ5WsnLzCpDYTSrlSxBh6MB2mg26zHWOZrZMb7tyMmgIrSt\nEt2UlJgvFhgNVmdC7ufIGum2FCwXDRubGxwcBlxhaLxH9ieJznds724JCiIrEprlquHChQssl0uK\nouTk5IQ3vektfO65ZzHKEnqPVGscIXvq4ZCSkhACx0crmmbFxuYIpTPaJDY2KxYx93LWClQ6mxEv\nV0seef0j7F9d8snf+STD7Xew47bZPbfLwvdoDjckNoHReMyTTz7BN7z17Tzw0CVOnvocFy+cR2O4\nceMqyYDVNb7zHB/M2Nje4NzeOYabE576zOchaR584H5efPnzXLnnPiwGnTPRWFLI5EKRvUZpzQMP\n3Y8rHLb4dn7l//sVYvaEKJ1bTGIKb6x0ltEHlBa/MesMzgnZSqks0NoYiF4IYSCzYMOQtvO0rUcj\nYnQxtr2Ym+kdyjyuLs68AxbG0IZATMKD6LqOtus4Pj6mbb3sXgzce+E8F8/t8n/90/9bnsHfw/a8\nnehPZ/q5n1PfuXf7/YJsp98/dcH6PXr9mh6HfkpqhNwzWk/VOWPIOOtkbp41RluGxRAi+GRI0TIq\nB8RO8Zsf/V0++qufIuHZu3SOt73j63j0ja/H1LKkb1ctFnjw/ivs7txLWVW8dP0az730IoHEcOQo\nS33G4M2nQoxkYhJ1UWU12oqOfk5yzbWzfU58ZfGqSvTK1hzeuslwPMI4RdYdofXEFM6qv8oWzFZL\nyrIWzHRWxJgpCteTfywoWb52vhGKfDwdMeQe5+vxvuurhH6uj8aHxGBQ0zQrgm9ZtEuMVdT9WEhr\nqSCsLdja2gLg5OREcNdVQUyRejQQ42rv+zGAJ5No247FvMXkLbQyWG2Eum0UyhpSzgxGQ9D0OP1I\n1zWMx0Nm+2LgrQ2UpWNne0xZGnLqyEoEkpwuaOct+zfmxFaIkvm0cqeXoSWfHbPWcsP4LkO2aApp\nizE9TljkIbrO9nrvhhwjhXOoGJjPlhR1jYqReTdnNBxRaMM8BFRKUp2E3kwjZrQRmzWBecrLQytZ\nePou0oaOre0trt94AWsrhLcogyQfA9YYDm7ss7mzgc8Z5TSXL1/m6ad/lwsXLtI2geeff55hNaRt\nl9SDitlSvAWySxijGPZ+vCl6jo9P2N7ZpOtWbG1tMF8cUbiKruu9UnuoIFpxMj/h3vsuodQnGVQj\nnvrU5/gT7/pG9m/eZLS9iTUabQpMBb6d4aqSz3zuMzxy/8O8Ub+OZ595ifPndzAG9vevE1WiKIQB\nPTuaU7iKakOxvXGJF5+7TlVW3HffHs8/9zkeuTLBlQXLLrLKGWMKfI8AaVPHpSuXsZXj3NYmP/GB\n/xdnLdEjnWYQo+kcMjEIedCVpZinqCx2dykwny368YhwTk5ljbsVvfmMYTCoIBtC8OQsXraCzNWn\nElICLrCCEV+s5mQl2vPz+byXJi7Q2mNyy5/909/Gr3341wXG3Bt8o2XsFEL3eySTT60LjXE9wOH2\nS+G0aLnT3/ZO68PTyHeoaEqfrUXfppclkD8rwnuqB2cMihqbDShNcgW1doSQMNlhjWHLygtCN5lP\n/Mqn+cjP/jq5gHvuu8zjb3szjzz6EDlEbr70DMZZuhDY2x5gyoLFckG7aDm4cYAxhs3NTay1pD53\nxZxQiKVp1FAYe2YQZN0rT9uvqkS/f+2Q7fEGpAVGRbSKxHRb2rRpGuqxyO7GFNG6kouQZaFxSnIS\n6JSY82oUxogUbukcOXpC7uhUK9WFlpdFxp6Rp7Y3xsxnx2QVKQpH0ZtsoBVGF6JaOZ/3s0xDFEEX\n2SekSKUcOieyNIekFFnMFzRNZFwoWXw5RzaOmAxN11IoR+paFo200V0biTFTVQMO/aHovReKwdaA\nbDPJSGfiU4fuMhbH4Y0Vi/2A8TWRBBgygkqIqUfQ9G2tQp2y5rHG0tEC/YOQDafVtFT0Dldk/HKF\nM1AVjvl8zmhnV5JcVrisZBivEklLNZmSJYcoL4/Gs3fuIkkFZosDvO8olO1NIxBRsNr1hLN8hhxJ\nKRN1YlTWHN3YZ3dnWxgByrC7u8sTT6z6yk9x/fp17rvnAWLb0VmhooeUiaoX/iKTYsJauH5tn4sX\nL1HVIhKmlHRxzlh87OlHvU66jx3GwKCqiMnhG8/zzzzHw2+4n7ZbYMshCnCVwyeLUo5V1/Dc9Rvc\nu3ORC3srrl29xYXz5wldw3zREGJiUEuHcbR/iy29I4JjyvDkk89gneae+6/wwgvP8KY3vIXKQRPg\nZLmiNR2tV1hTQLbs7F1Ad5nv/d7v4YM/9XM88/kXCaml7nXZq40BoRN5CevqPnl2xCRSw9q4M2p9\nioJs8R2ETq6dUabfubRIRWzISRFzZjCoMNZCymglpLPFaklLoDkSD+fUF1ilKzDZ8+CVyxTO8Bsf\n+xRa1+R0pst4VpGf7r/urNpPn88YhVimRRfgLNHf6YV7p5xzzrnvQMTeUqwVizOy1GnCh9xDSkWD\nKuZMFxpyFpjkKRHN9sgmrQT2qZPDYRgVFqxmfqPlIx/8DX7hn/8C1aDk4Tfex+Nvewu7ezuoQjFb\nnVApTVmP2N0QZ7zj42PmqxN89Iw2N9DOUo+GdMFTmlKKthBRvUTzK41XVaJPTWZ0fkTMntI05NCy\nWMzAOnShSQmappM3X1CUZUXqq3XXL8f6gReCF5aXhOkFr06j8y0miwKmONuIGXAXE0VRsr2zw83r\n13BVgTEa58SPMzsrZgXG9Rh90WAZjYbkXpJVGS0erRl88DiXKUvH4dERwWdiGcFpuhRxSdFFQ5WF\nlZvCbZs3aypyMr0kw4rhqEKZguHWiGQSHYnSaXwK2BZm8yW3vnCMn0OZK7Je9mw80XxRxkAK/dJK\ntvigsFYRkxdzB3LvvGXP9HDkgYGEpqprfOGoqoLj2YxzOeNjImZNaDuKypFj18s0nFLxM+SATnDz\npevYSpFVR8qBWVhQ2RHj8SaHsxVKw+bmmJPjRX8Ne2hgFpTDbR0hkYlVhYxWVqsVvoO29Vy+cJEv\nXPW03QqsKGKGFGljYulXXLx4kZw/zcGtE7QqCD4CGmflYfKnFT39SwbxOU0kLl3c49nnbpJ04snP\nPsH2hYpzF3fQFLiqYpk91XiD5XyFKcYcN4GLoePhRx4iRsX+zQMuXbrMbDHj6tWrkixQdE1gMWvQ\nqsAUJaXb4jNPPotScO+VSzz55Kd59JHHiBlqrZnnBuUK0U5Hk5Phyv0P0s0bvuX972Pv4mf4+V/4\nRVRykC0+eFFzTZm2FW11gRkLi9VkQwyiaurbII5QPp0lyuGwRmtN0wSkEo5YbdCnBKsQWLYdphfe\nM2fQ4tt8E4CRLbE68773vIsPfejDlINNcjT0gGeySv1I9LbW/p2J3xj7e0zO5SV1W/flFE56J4/g\n7B5K4feg8rouog1oAyDIMKVEoM0YR9aGLnb4cKcpi0KpIGJtSuO1dDEhBbRyoCxOlZASLpdsbWwT\nfeCFJ0549jO/xOFsn8Fmyde9481M3vooxVjGNl3XURrL9t4FtFbMmxVHJyfs37xJWVVUpWM83pJ1\ndIbEHWbmX2SoO00A1rGOdaxjHXdfvHJh43WsYx3rWMfXVKwT/TrWsY513OWxTvTrWMc61nGXxzrR\nr2Md61jHXR7rRL+OdaxjHXd5rBP9OtaxjnXc5bFO9OtYxzrWcZfHOtGvYx3rWMddHq8KZuxkMvnz\nwN8BHPCB6XT6P3yVP9KXJSaTyfcBfw2hff4m8D3Ao8A/BDaBJ4C/Op1OV5PJZAz8KPA6YA5813Q6\n/fxX5YN/GWIymfw9YHc6nf71yWTyJl4j52AymXwHcq8PgF+YTqf/+Wvp+AEmk8l/CHw/Imj0wel0\n+l+8Fs7BZDLZAD4C/JnpdPrCZDJ5DPhh/uhj/kvT6fTp/nf8T8Cf63/l90+n05/+Yv7ur3pFP5lM\nLgB/D3g38Ebg3ZPJ5P1f3U/1xx+TyeQdwF8F3jGdTh9HXrJ/E7mg3z+dTt8IfBb4b/o/8t8Dvz2d\nTh8D/ivgn37lP/WXJyaTyfuQc3Ear4lzMJlMHgT+PvAdwJuBt04mk3+b18jxA0wmkwHwvyLP+1uQ\n5/193OXnYDKZ/Akkyb/+jm9/gC/umP9J/zv+HeDrkTz5XuB/n0wmm1/M3/9VT/TA+4FfnE6nB9Pp\nNCIX8ju/yp/pyxGHwN+cTqenzr6fAh4HNqbT6Uf67/0w8Bf6//4O4EcAptPpLwMXJpPJvV+5j/vl\niclksgP8XeB/7L++l9fOOfhzwD+bTqdX+3v9O4FP89o5fpButgGGQIFISXru/nPwHwH/CfAyfMn3\n/Z9BJh55Op1eA365/9k/Ml4Nif4e4KU7vn4Z+Fq8kH9oTKfTp6fT6a8CTCaTPaSaf4p/87H//vNy\nlbvjvPwD4G8DR/3Xf9j1v9vOwSOAmUwmH5xMJp8Avhe4zGvn+JlOpyvgB5F7/0XgeaDjLj8H0+n0\nu6fT6a/BmfD+K7nvXwbu+wO+/0Wfi1dDov+DPsMrl2f7GonJZPIA8EvA/wn86h/wI6fHftedl8lk\n8jeAF6bT6Yfu+PYfdpx32zmwwLcB/wHwDcA7kRb898fdevxMJpNvQqrb+5CXXAS+9Q/40bv2HPTx\nSu57hZynL/lcvBoS/ReQC34al/rv3XUxmUy+DpnT/dB0Ov1B/vBj/0L/9R/0/75W4y8A3zqZTD6O\nzCH/LPDd/JuP8247B9eQMeWt6XTaAv8CqfJfK8cP8I3Az/bnwCPz5/fw2joH8KU9+1/yuXg1JPp/\nBXzLZDI5P5lMHPCXgZ/5Kn+mP/aYTCbngQ8ic/ofAphOpy8Ci8lk8q7+x/46t4/9p/uvmUwm7wFm\n0+n05a/oh/5jjul0+q3T6fTx6XT6VuAHgJ+aTqd/A1i+Rs7BTwPvn0wmm5PJxCDV/a/x2jl+ELTZ\nt00mk+FkMlHIjPnDvLbOwZf67P8M8Jcnk4npQSzfguTPPzK+6vDK6XR6dTKZfD/wi8hy5l9Mp9Of\n/Cp/rC9H/C1gDPzAZDL5O8hS6meAvwj8cA+9ehb4rv7nfwD4R5PJ5NPI8uqvfOU/8lcsvgv4h3f7\nOZhOpx+bTCY/iHR1FnlI/zHwr3kNHD/AdDr90GQy+RHgt5DZ/G8hM/uf4LVxDu40AHlFz/50Ov3n\nk8nk64FPIkX6355Opze+mL90bTyyjnWsYx13ebwaRjfrWMc61rGOL2OsE/061rGOddzlsU7061jH\nOtZxl8c60a9jHetYx10e60S/jnWsYx13eawT/TrWsY513OWxTvTrWMc61nGXxzrRr2Md61jHXR7/\nPx0/oGbkwRFbAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x113c4c710>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(f) # this is why they call it 'imshow'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The `rcParams` dictionary sets how things display globally. If you change values in this dict before you plot you can customize it easily."
]
},
{
"cell_type": "code",
"execution_count": 115,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"agg.path.chunksize: 0\n",
"animation.avconv_args: []\n",
"animation.avconv_path: avconv\n",
"animation.bitrate: -1\n",
"animation.codec: mpeg4\n",
"animation.convert_args: []\n",
"animation.convert_path: convert\n",
"animation.ffmpeg_args: []\n",
"animation.ffmpeg_path: ffmpeg\n",
"animation.frame_format: png\n",
"animation.html: none\n",
"animation.mencoder_args: []\n",
"animation.mencoder_path: mencoder\n",
"animation.writer: ffmpeg\n",
"axes.axisbelow: True\n",
"axes.edgecolor: white\n",
"axes.facecolor: #EAEAF2\n",
"axes.formatter.limits: [-7, 7]\n",
"axes.formatter.use_locale: False\n",
"axes.formatter.use_mathtext: False\n",
"axes.formatter.useoffset: True\n",
"axes.grid: False\n",
"axes.grid.axis: both\n",
"axes.grid.which: major\n",
"axes.hold: True\n",
"axes.labelcolor: .15\n",
"axes.labelpad: 5.0\n",
"axes.labelsize: 11.0\n",
"axes.labelweight: normal\n",
"axes.linewidth: 0.0\n",
"axes.prop_cycle: cycler(u'color', [(0.2980392156862745, 0.4470588235294118, 0.6901960784313725), (0.3333333333333333, 0.6588235294117647, 0.40784313725490196), (0.7686274509803922, 0.3058823529411765, 0.3215686274509804), (0.5058823529411764, 0.4470588235294118, 0.6980392156862745), (0.8, 0.7254901960784313, 0.4549019607843137), (0.39215686274509803, 0.7098039215686275, 0.803921568627451)])\n",
"axes.spines.bottom: True\n",
"axes.spines.left: True\n",
"axes.spines.right: True\n",
"axes.spines.top: True\n",
"axes.titlesize: 12.0\n",
"axes.titleweight: normal\n",
"axes.unicode_minus: True\n",
"axes.xmargin: 0.0\n",
"axes.ymargin: 0.0\n",
"axes3d.grid: True\n",
"backend: module://ipykernel.pylab.backend_inline\n",
"backend.qt4: PyQt4\n",
"backend.qt5: PyQt5\n",
"backend_fallback: True\n",
"boxplot.bootstrap: None\n",
"boxplot.boxprops.color: b\n",
"boxplot.boxprops.linestyle: -\n",
"boxplot.boxprops.linewidth: 1.0\n",
"boxplot.capprops.color: k\n",
"boxplot.capprops.linestyle: -\n",
"boxplot.capprops.linewidth: 1.0\n",
"boxplot.flierprops.color: b\n",
"boxplot.flierprops.linestyle: none\n",
"boxplot.flierprops.linewidth: 1.0\n",
"boxplot.flierprops.marker: +\n",
"boxplot.flierprops.markeredgecolor: k\n",
"boxplot.flierprops.markerfacecolor: b\n",
"boxplot.flierprops.markersize: 6.0\n",
"boxplot.meanline: False\n",
"boxplot.meanprops.color: r\n",
"boxplot.meanprops.linestyle: -\n",
"boxplot.meanprops.linewidth: 1.0\n",
"boxplot.medianprops.color: r\n",
"boxplot.medianprops.linestyle: -\n",
"boxplot.medianprops.linewidth: 1.0\n",
"boxplot.notch: False\n",
"boxplot.patchartist: False\n",
"boxplot.showbox: True\n",
"boxplot.showcaps: True\n",
"boxplot.showfliers: True\n",
"boxplot.showmeans: False\n",
"boxplot.vertical: True\n",
"boxplot.whiskerprops.color: b\n",
"boxplot.whiskerprops.linestyle: --\n",
"boxplot.whiskerprops.linewidth: 1.0\n",
"boxplot.whiskers: 1.5\n",
"contour.corner_mask: True\n",
"contour.negative_linestyle: dashed\n",
"datapath: /usr/local/lib/python2.7/site-packages/matplotlib/mpl-data\n",
"docstring.hardcopy: False\n",
"errorbar.capsize: 3.0\n",
"examples.directory: \n",
"figure.autolayout: False\n",
"figure.dpi: 80.0\n",
"figure.edgecolor: (1, 1, 1, 0)\n",
"figure.facecolor: (1, 1, 1, 0)\n",
"figure.figsize: [6.0, 4.0]\n",
"figure.frameon: True\n",
"figure.max_open_warning: 20\n",
"figure.subplot.bottom: 0.125\n",
"figure.subplot.hspace: 0.2\n",
"figure.subplot.left: 0.125\n",
"figure.subplot.right: 0.9\n",
"figure.subplot.top: 0.9\n",
"figure.subplot.wspace: 0.2\n",
"figure.titlesize: medium\n",
"figure.titleweight: normal\n",
"font.cursive: [u'Apple Chancery', u'Textile', u'Zapf Chancery', u'Sand', u'Script MT', u'Felipa', u'cursive']\n",
"font.family: [u'sans-serif']\n",
"font.fantasy: [u'Comic Sans MS', u'Chicago', u'Charcoal', u'ImpactWestern', u'Humor Sans', u'fantasy']\n",
"font.monospace: [u'Bitstream Vera Sans Mono', u'DejaVu Sans Mono', u'Andale Mono', u'Nimbus Mono L', u'Courier New', u'Courier', u'Fixed', u'Terminal', u'monospace']\n",
"font.sans-serif: [u'Arial', u'Liberation Sans', u'Bitstream Vera Sans', u'sans-serif']\n",
"font.serif: [u'Bitstream Vera Serif', u'DejaVu Serif', u'New Century Schoolbook', u'Century Schoolbook L', u'Utopia', u'ITC Bookman', u'Bookman', u'Nimbus Roman No9 L', u'Times New Roman', u'Times', u'Palatino', u'Charter', u'serif']\n",
"font.size: 10.0\n",
"font.stretch: normal\n",
"font.style: normal\n",
"font.variant: normal\n",
"font.weight: normal\n",
"grid.alpha: 1.0\n",
"grid.color: white\n",
"grid.linestyle: -\n",
"grid.linewidth: 1.0\n",
"image.aspect: equal\n",
"image.cmap: Greys\n",
"image.composite_image: True\n",
"image.interpolation: bilinear\n",
"image.lut: 256\n",
"image.origin: upper\n",
"image.resample: False\n",
"interactive: True\n",
"keymap.all_axes: [u'a']\n",
"keymap.back: [u'left', u'c', u'backspace']\n",
"keymap.forward: [u'right', u'v']\n",
"keymap.fullscreen: [u'f', u'ctrl+f']\n",
"keymap.grid: [u'g']\n",
"keymap.home: [u'h', u'r', u'home']\n",
"keymap.pan: [u'p']\n",
"keymap.quit: [u'ctrl+w', u'cmd+w']\n",
"keymap.save: [u's', u'ctrl+s']\n",
"keymap.xscale: [u'k', u'L']\n",
"keymap.yscale: [u'l']\n",
"keymap.zoom: [u'o']\n",
"legend.borderaxespad: 0.5\n",
"legend.borderpad: 0.4\n",
"legend.columnspacing: 2.0\n",
"legend.edgecolor: inherit\n",
"legend.facecolor: inherit\n",
"legend.fancybox: False\n",
"legend.fontsize: 10.0\n",
"legend.framealpha: None\n",
"legend.frameon: False\n",
"legend.handleheight: 0.7\n",
"legend.handlelength: 2.0\n",
"legend.handletextpad: 0.8\n",
"legend.isaxes: True\n",
"legend.labelspacing: 0.5\n",
"legend.loc: upper right\n",
"legend.markerscale: 1.0\n",
"legend.numpoints: 1\n",
"legend.scatterpoints: 1\n",
"legend.shadow: False\n",
"lines.antialiased: True\n",
"lines.color: b\n",
"lines.dash_capstyle: butt\n",
"lines.dash_joinstyle: round\n",
"lines.linestyle: -\n",
"lines.linewidth: 1.75\n",
"lines.marker: None\n",
"lines.markeredgewidth: 0.0\n",
"lines.markersize: 7.0\n",
"lines.solid_capstyle: round\n",
"lines.solid_joinstyle: round\n",
"markers.fillstyle: full\n",
"mathtext.bf: serif:bold\n",
"mathtext.cal: cursive\n",
"mathtext.default: it\n",
"mathtext.fallback_to_cm: True\n",
"mathtext.fontset: cm\n",
"mathtext.it: serif:italic\n",
"mathtext.rm: serif\n",
"mathtext.sf: sans\\-serif\n",
"mathtext.tt: monospace\n",
"nbagg.transparent: True\n",
"patch.antialiased: True\n",
"patch.edgecolor: k\n",
"patch.facecolor: (0.2980392156862745, 0.4470588235294118, 0.6901960784313725)\n",
"patch.linewidth: 0.3\n",
"path.effects: []\n",
"path.simplify: True\n",
"path.simplify_threshold: 0.111111111111\n",
"path.sketch: None\n",
"path.snap: True\n",
"pdf.compression: 6\n",
"pdf.fonttype: 3\n",
"pdf.inheritcolor: False\n",
"pdf.use14corefonts: False\n",
"pgf.debug: False\n",
"pgf.preamble: []\n",
"pgf.rcfonts: True\n",
"pgf.texsystem: xelatex\n",
"plugins.directory: .matplotlib_plugins\n",
"polaraxes.grid: True\n",
"ps.distiller.res: 6000\n",
"ps.fonttype: 3\n",
"ps.papersize: letter\n",
"ps.useafm: False\n",
"ps.usedistiller: False\n",
"savefig.bbox: None\n",
"savefig.directory: ~\n",
"savefig.dpi: 72.0\n",
"savefig.edgecolor: w\n",
"savefig.facecolor: w\n",
"savefig.format: png\n",
"savefig.frameon: True\n",
"savefig.jpeg_quality: 95\n",
"savefig.orientation: portrait\n",
"savefig.pad_inches: 0.1\n",
"savefig.transparent: False\n",
"svg.fonttype: path\n",
"svg.image_inline: True\n",
"svg.image_noscale: False\n",
"text.antialiased: True\n",
"text.color: .15\n",
"text.dvipnghack: None\n",
"text.hinting: auto\n",
"text.hinting_factor: 8\n",
"text.latex.preamble: []\n",
"text.latex.preview: False\n",
"text.latex.unicode: False\n",
"text.usetex: False\n",
"timezone: UTC\n",
"tk.window_focus: False\n",
"toolbar: toolbar2\n",
"verbose.fileo: sys.stdout\n",
"verbose.level: silent\n",
"webagg.open_in_browser: True\n",
"webagg.port: 8988\n",
"webagg.port_retries: 50\n",
"xtick.color: .15\n",
"xtick.direction: out\n",
"xtick.labelsize: 10.0\n",
"xtick.major.pad: 7.0\n",
"xtick.major.size: 0.0\n",
"xtick.major.width: 1.0\n",
"xtick.minor.pad: 4.0\n",
"xtick.minor.size: 0.0\n",
"xtick.minor.visible: False\n",
"xtick.minor.width: 0.5\n",
"ytick.color: .15\n",
"ytick.direction: out\n",
"ytick.labelsize: 10.0\n",
"ytick.major.pad: 7.0\n",
"ytick.major.size: 0.0\n",
"ytick.major.width: 1.0\n",
"ytick.minor.pad: 4.0\n",
"ytick.minor.size: 0.0\n",
"ytick.minor.visible: False\n",
"ytick.minor.width: 0.5\n"
]
}
],
"source": [
"print plt.rcParams"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"plt.rcParams['font.size'] = 12 # Make font a bit bigger\n",
"plt.rcParams['image.cmap'] = 'viridis' # Change default colormap"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Astropy\n",
"\n",
"Astropy is an astronomy package for Python with some useful conversion utilities.\n",
"http://docs.astropy.org/en/stable/getting_started.html\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 132,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1.0 m\n",
"100.0 cm\n",
"1.0 m / s\n",
"0.01 Jy / W\n",
"1e-26 kg / s2\n",
"1.0\n",
"Jy\n"
]
}
],
"source": [
"from astropy import units as u\n",
"\n",
"a = 1 * u.meter\n",
"print a\n",
"print a.to('cm')\n",
"\n",
"b = 1 * u.second\n",
"print a / b\n",
"\n",
"c = 1 * u.Jy\n",
"print c / 100 / u.W\n",
"print c.decompose()\n",
"print c.value\n",
"print c.unit"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Date and time\n",
"\n",
"Date and time are a bit crazy in python. I always find myself on this [Salty Crane cheatsheet](https://www.saltycrane.com/blog/2008/11/python-datetime-time-conversions/). There are some useful time conversions in astropy though:"
]
},
{
"cell_type": "code",
"execution_count": 141,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2017-06-06 06:40:46.059549\n",
"2017-06-06 13:40:46.059589\n",
"1496756446.06\n",
"57910.2783109\n",
"2457910.77831\n",
"1496731246.06\n"
]
}
],
"source": [
"from astropy.time import Time\n",
"import datetime, time\n",
"\n",
"now = datetime.datetime.now()\n",
"now_utc = datetime.datetime.utcnow()\n",
"now_unix = time.time()\n",
"\n",
"print now\n",
"print now_utc\n",
"print now_unix\n",
"\n",
"t = Time(now)\n",
"print t.mjd # Modified Julian Date\n",
"print t.jd # Julian date\n",
"print t.unix # Unix time, since Jan 1 1970"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Angles\n",
"\n",
"Angles are a bit easier in astropy too:"
]
},
{
"cell_type": "code",
"execution_count": 153,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"120d00m00s\n",
"8h00m00s\n",
"2.0944rad\n",
"12h30m00s\n",
"12d00m01.1234s\n"
]
}
],
"source": [
"from astropy.coordinates import Angle\n",
"\n",
"a = Angle(120, unit='deg')\n",
"print a\n",
"print a.to(\"hourangle\")\n",
"print a.to(\"rad\")\n",
"\n",
"\n",
"a2 = Angle(\"12h30m\")\n",
"print a2\n",
"\n",
"a3 = Angle(\"12:00:01.1234\", unit=\"deg\")\n",
"print a3"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## PyEphem\n",
"\n",
"[PyEphem](http://rhodesmill.org/pyephem/quick.html) is used for doing ephemeris calculations (where things are on the sky).\n",
"\n",
"It is unfortunate that the `ephem` and `astropy` module uses a different `Angle` class."
]
},
{
"cell_type": "code",
"execution_count": 164,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"16:48:21.78\n",
"RA DEC of Arcturues from Parkes: 14:16:28.38 19:06:00.1\n",
"Next transit: 2017/6/7 11:19:14\n",
"ALT AZ from Parkes: 37:55:18.7 360:00:00.0\n"
]
}
],
"source": [
"import ephem\n",
"pks = ephem.Observer()\n",
"pks.long = \"148:15:48.636s\"\n",
"pks.lat = \"-32:59:54.263s\"\n",
"pks.date = datetime.datetime.utcnow()\n",
" \n",
"print pks.sidereal_time()\n",
"\n",
"a = ephem.star('Arcturus')\n",
"a.compute(pks)\n",
"\n",
"print \"RA DEC of Arcturues from Parkes: \", a.ra, a.dec\n",
"print \"ALT AZ from Parkes: \", a.alt, a.az\n",
"print \"Next transit: \", pks.next_transit(a)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Example with TLE data\n",
"\n",
"TLE is a \"two-line element set\" that contains all the info about a satellite. Humorosly, a TLE is three lines long."
]
},
{
"cell_type": "code",
"execution_count": 169,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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Hlbh2AQXAUKwmvt8SkerOztVXE1e7/OIanlydS2FZPf5+NhZNT2XJRcMIDNDRl1LdkXu0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\nHEZGKAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x115e52c10>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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keW1YSf1sN+bAVldDzM87PSdV2vdNDByZn7fJwmPR2uS6BmnnEIaZ3WiYFwE4\nZePvPM97LYBnAYgBfMH3/T/zPO8uAM4HMAfgxwCe6fs+bT87APZcTqzbjX9HUZSfBkEifWsR46+G\nuciFrc4w8gfD4Dqw1dX1VUiqsp/rgrhUZDcHjmwF0RQunCwUpd/NghdRNnpeceeKNSeLsizXOVhM\nqtm70TBhmjo6nVhqqvdWSXxetXSGrjSuRe00IayqKlhYcLC8TDM2cBwjq6rqpEbD+m/xM8/zTgXw\nPgD3AxAA+DsAFwJ4E4Czfd+/wvO8PwWg+75/LunEB8Cei8R0Xb2o25UnMIBb7CQJfUq04xhgDEMR\nmJhwtFkTsahaykRkQmw57EUiAzGwljdmK3VTOCchTkBi8G6/mwVjwIEDDRw61AWw3sFCEKBpqj0i\nZL3nKuv+yHHk9brdBGlaoNm0EMeD9UduV4XkmrUIrZaNsqRLZ8IwhWFo5GhKTLlyXZMU6UdRqjeb\n1ucB3K3vx3cHcLnv+10A8DzvawDOBtDyff+K3mM+DuDfAMxIDAA6ndjTNOVkypdZ0xSYpoalJVpf\nq5gcNExLiGgl4hfK5oQjQ2Si7WVYi+JBwN8/3lfJk9ZFLyLNkeeFFMGIKAyoUGxxTTPGoOvcwYLb\nI5koirKeTL6bub40zbGyEmJuzoaqKjt+BjvJKNK0QKcTo9Wyh7J46nTi2lyAciMOghSLi27t6SaD\nqgKKovr9Tie+V7Npfa/34/8C8F7P894JIATweAAZgOv7lt4A4LbSJyuBPZXY13X1o1GUkmTXrmsO\nNWuw2bQQRdlQuaZWy64nUm+HnZT9jLHaGXSUU8g3gksRDCwuupib45bKQZDi0KEuVlcjhGG6axFS\nVVVI0wJhmGJ1NcKhQ10EQdprirewuOjCcYxdmVIEoOcDF9Tv9WZaKxkdmPjcWy17qHMKw5Rcrayq\nClGUkpP8UZQqhqF+SPzf9/2vA7gAwDcAXA7gW9g8MNrVO+yeIbFuNzYA3JtyF+MGfip56Khl6b0L\nmL6NFF+cQWUdWxGZMMArinJox4OtILyp+F1bQbeb4NChbp0nmkSuqqp4hMTPJUC3G/e88B3Mzdkw\njNG3FAlffCGQ7ScyipBVaPWGkUyI77Bt06qeYZj23D8Of7/+4R8uxZlnPg3PeMbp+PCH3w8AuPba\nn+OFL3w2zjzzqXj96/8EWZbftdOJWwDgeZ4L4O9937+b7/sPAY/GfgWgv5J5NIBfk052QOwZElNV\n5e1RlDrJXPVrAAAgAElEQVSUta5rkNtsGONTcIaRU1iWDtPUpAWHG4lMmC2maT60vGMzmKaGhQW+\njc2yAocOBWi35RLc40Ka8pkFhw51kWUFGg3elbBV/+IwEOYAIvqlKvEBoN2OoevqUOfZ6SRwXWMY\nJT4cZ300FscxPvCB9+JDH/oYLrjgc/jhD3+AK6/8Ls477014yUtejgsv/CLucIdjceGFF1qapryn\nt+w4AJd6nqd5njcH4LngVcnQ8zxRyXwOgK+STnRA7BkSY4ydQdnKcUdQ3i9IQaNhIsvoORhNU9Bo\n8GQqZdvVT2SLiy6SJB9KpLsZDIOTF99yZzh0SLQmTX/luqr4RSnaqbhObrSTigDUHvsLCw6ZwPj5\n8pF93L+OdvkJrzf6tjCrizMCjAGmaSCKYmRZhrIsoWkagiDAiSeeBAB4zGMejy984XNgjD0eAHzf\n/xGAzwC4CsC3Abzf9/1vATgDwLs8z/sxgHuBVyt3DXsisR8EycOLorwNZe0wUdiwxQCAbzvEVBoq\nuFUzQ1lWUNXR9ftxgrWgqmwof/ZpQZLkSJK8dl8tS161HZVmTlRhFUVUT2kkn+clgiBBq2WTv1vd\nboLFRbc2g5QFj8aMOso2TQtPf/qz8PSnPxm2beOkk+4BTdNx5JG3qtccccSROHjwZiRJfmRRlGe4\nrvlZ3/ffBeBd/c/t+/7V4LKLsWBPRGKqqryDIh/QNGWoKMx1TYQhvRjgukYdKVDBh+7y+ZfLy8HA\nk8Z3Pjez3poeOhTseQLrRxxnWFoKaiV+o2HuOHl7J4gt5PJyWM97HKaBPIoyFEVJjqaqqkIYpnBd\n2vo4zqCqrLYnuuqqH+LSS/8eF1/8VVxyydegKCq+971vH7aOMYY0zaGqyq5JJmQx9ZFYtxsvMsbu\nQlnrOAbimBaFcR0UvXFWGPMNM+mIi1/tdeLaYZX9YuCImMI0DaPRdgvChoa7eLjkCVEbc2BhmNZy\nGepYP0BIJniKgBJNRVEK2+b51o03+Usu+RK+/OUvgTGGqqpw44034v73PwVnnPEMvOtdb0MQdPHS\nl74UD3/4I5BlBa6++v/hvve9P+bm5gEAp532aHzucxfi0KGD9XMeOnQQRx55FAAgz8s7dbvx7RsN\n61e0Vz86TH0kpqrq++M4k77dqCpveqW2ewhRId1s0UYQpEOOmOduCP1J/EGMFbeC65r1sN1BLZX3\nOsqy6huGa0tHPlsl8bvdBEVRYm6OVGuqz00M6aVGikGQbBqNPeEJT8YnP/lZfOITn8Fb3/pONJtN\nvOhFZ+O8895YJ+qvvfZXUBR+wz3++BPwne98G1HEX+c3v/kfOPHEu8M0LVx11Q8AAF/96ldwv/tx\n6/0kyXRNUz9AfvEjxNRHYozhUZTtnG3rSBKahsk0NTDGyFss1zVrTQ4VfAvENhXXyir7FYXV+qRx\nCGOnETzaCdBq2VhYcAYavLJTFVL0NApPOQriOKvNOSkFmyTJa8uerb6v733vu/C8570IZVmsS9Q/\n9KGPwFe/+g847bRH4x73OBmPetRj8LznnQVN03H88XfGmWc+Cw9+8EPx53/+dgRBF0cffVu85S1v\nA1DPEn1QECTMdc2JVoCmmsSCIHl2UZTSpoeMcVkDVV3vOCbCkFYBVFUG29aH2kaKcWnbPcegRMb9\n+q1dqWruNZRlhZWVsM4HbuegO6iMYnU1rqUd1JtepxNjcdGt82SyELmxzY5/1VU/wPLyMh7+8NNw\n9dU/PixRf+65n8ATnvB4dLsMp5/+dJx++tPXrT/uuDviox/9xKbHTZK8pevKHwN4z6YPGBOmejup\naerrKQl9y9J7k6PlvxA8CgPimKaNcl0LcUz7MgI8tG82rYEkGTttLdf8+tOJEZiiMGia0psXyZPI\nYnr4KJ1VZRAEyba++DI6sFFIJrjLBV1JnyR85uZmr+WSS76E008/o3euh38nf/nLXyLLCpLVT5rm\n0DT15fJnPFpMbSTWbkeOrmu/Q1lrWTq5Iug4BnmtYfALdWmJVgwQcyaDYHBJxlYRmWgM3+iUsVtQ\nVaUmJ1Vd+8P7JIVjBX9so8FzQMLdQjhYiBtPlo3OIHIrJEmOoljrjxSFE4qQNc9LdLtcMrG8TOui\nCMO01rdRxMWbRWN5nuPKK7+Lc855PQDgyCNvhYMHb65/LxL1UZSh0TBJ3/uiKG/b6cRHNJvWwZ0f\nvTuYWhLTNPXsNM2kbw/8Dq+QHB0MQ4WiDJcL42aLpOVoNCzkeSmdS9tIZEVRwTS1Xc1/MYZ6cK1h\n8Og1ywrkeVlHokVRrbughT11v91yv4OF0OWJRLWYOr5brU55ziu08/NOTapUIWscZ73KL80loqp4\nhNhomFhaOvy7e8UV/45PfvJ8JEmMe93rPnj5y1+Fa6/9Od71Lp6vuuMdfw8f+MBfrqtUXnvtz3HM\nMbeDbfN86FFH3RqWZeOqq36AE0+8e52o56RpkjRnSZIrpqm9BsCfSL/oEWFqSUxV2R8GgXwEYVk6\nkoRGQrZtkKuZIhynEqAgg+VlmvhREBm/mzOyb9ROMAzeMmMYGvK8RJrmWF2l+7NVVYU8r5DnJZK+\nHa+m8eqybRs9r7QccZyPvAVK5MkWFlwAFZaW6P2o3S6XTGwmeRgE3LzQOGw3cMMN1+M973knzj//\nU1hYWMDLX/5i/Od/XoHzz/8wXvGKc3DiiSfhb/7mr/HP//x1nHrqQ+pjX3/9r3HUUbded4y3vOXt\ntcSiP1GfJBksS5cmsd5W9PGYIIlNrSliFKXtbjdpyq47cKBBuqiEadyhQwHpS7y46G5rsbMdRjXA\n13UNmKZemwwOM4B1IyxrbYpPHGe97Zjce0wdFKIoDJal1zmfKOL6r1F9ddemCjFk2XAFkGEH14rB\nyUtL3fr1ff7zF+LgwYP4oz96BQC+DcyyHC972Qtx0UVfBgDcdNONOOecV+Cyyy4b8vvflX5fXdeM\ni6JsTmq021RGYkGQPDXPC2kCM00NZUlL6Nu2jjjOSQRmWXrPOob2GfL+zOEG+Nq2Xldky7IaShC7\n8Xkdx0BRcE3TuIwX+1GWXGAqjAHFeLswTIeSsQDrc2CMoee1X5HzosLvrNm0sLoqnxsV+UDLMurX\n9utf/xqGoeNVr3oZDh06iPvf/xTc974POKzS+L//ex2SJINtG9KSD5GTNE35Kmua5pZhqM8D8FGp\nhSPCVFYnVVV5EUVZTQ3jhSQjjunFAOrUI13nk5c6Hfrd3zS13szKqJeHogtiBQxDw+KiC8viVs0r\nK+FECGwjhGFhux3BNPk5mibtXrwxiS+EsbZtDOUyIWyC6BOGEjjO2vGLosB3v/ttvOlNb8XHPnYB\nrrnmavzgB1ceto4xhijKap2jLJIkI72XWVZAUZRnSi8cEaYyEquqSrrNSCSag0A+p2SadEnGKKKw\nMKRPXlqTZETrzp9idQ3wrVujwZO8w25vdxNZVmBlJaxdXwXZDrqF26oKWRQl2u0Ic3M28rwgfSd4\nkj7dMkn/5jefi5/9zIdl8RvMs5/9fNz2trerc1XHHntHfOADfwnb1hFFGQ4cOIB73vNedUvQKac8\nCD/5yX9v2hJUFLy6a1ny3SpJktfDdmW3wlVVeVILRoipi8S63eTEPC9vtfMj10MkminJ7GGEisNI\nMkQxgFpMEJIM7rB6eOQqG5FxPzEXVQUsLU1H5LUTkoSPpiuKsk6q74SdZBSiV7XVskkRDcDzhmVZ\nbToGzvd/gr/+6wvwiU98Bp/4xGdwyikPWtcOdIc7HItLLvlKbXx4v/s9AN/73nfQ7XZ7Udm3cNe7\nnrhlS1AcZ6RIsiwrZFlBiiCzrFgIguRU6YUjwNRFYpqmvJbioGqaNH2NqvKyOqWiKT5s2haWT6Gm\nNpgDvD8zz4ttSXTQiIw65WcaIGYrilwU355v/joH1YFFUQZN490OlNwWwM9pbs6uCQ0A2u1VrKws\n47zz3oSbbroRD3rQQ/DoRz/uMN+ul73sRXjSk54A09Rwwgl3wZlnPgsveclzURQFTj753nj0ox+H\nE064y6YtQdxrjL9O2UgyTXOYpkbIixVoNLQ/BvAvUgtHgKkjMcbwAEpVh28l5Vt9TFMn65B4MYAe\nweV5QRai2rbes4bZefu8HZFxqx+uI6JW1KYFacqH4TabVt1W1P96ZIWsYjAHNdoWU58cx6grnktL\nS7j3ve+D17zmXBiGjnPOeSU0TTssSX/zzb+tI6okyfGoRz0Wj3rUY9c9/3YtQZyMdOS5XEAgtpSM\nQeqaqKoKjOGeUgcbEaZqO9luR4tFUUlPGjYMtR4ZJgt+15GPPBSFezFRSIwx3l9J9exX1TXL7EG/\naJttLVV1vV//XiYwAZGcL4qytpMGaEp8gBPZMANJwjCtZzQAwB3ucCze+tY/Q7PZhGlaePKTT8eV\nV373sHXCgIA7E8sfm5qkF9cRZUtZFOWtOp349tILh8RUkZimKS/KskJ64gO1VUO0xlDW2rZOnvRj\n23qtbqeg2bQRRZl0FNdPZHNzPFpJkmxX/PonjU4nRhxnmJ/n0SdViZ/ng00Y+tCH3o93vONPAawf\nrnHuuecgjtM6v/WTn1yDb37zP+p1op9xsyR9VaF2qpVFmha9DgT5ASppmpNILE0LpqrK2dILh8RU\nkZiqKo/IMnlC0XUaiVElGQAvBlAS8ozxzoBhJi8xRp+8xPNHMXRd6/lZDaezmmaEYVpHFd0uvQIc\nhmn9uW2GK6/8Li6//LL6/xuHa3zmM5+FbfPPLc8zfPCD70UYhsiyDJdc8iU87nFP3DJJH0W0JD2w\nlt+SX1fUzfoyyLICqsoeJL1wSExbTuwOst8z4T9PyS1x00T5i9gwVFQVSMe0LHoujDH0tpH0YoDw\nFhPC0VEIYrc7Fo92Wd3sDazJUoqCb112axsrzAaDIEWrZfV6SaktRbxayTsF1p6j3V7F+ed/BM94\nxnPw85//FL/97U2HJenPPvuFOOuss2DbOu5yl7vhiU98Cl7wgmeiKAo8+MEPxamnPhzHHnvHTZP0\nfDBxSbrhivyW7A2P6774Zyeboqmq3R2UuxmmisTKsjpCdo1hqMjzUjoxLyxiaBGcTo7gbFsnt7U4\nDlf2U4TAwJrddZrmtdp9VMp+QLjpqj1rbxWMreVY1qZ+c4EvYwyKotSDT8TryjLadOuN2JgD43bS\nDtllgk88z3vmhWvv1bvf/Wd44QtfiptuuhEAcPPNN286XCOKOJGGYUrx7SKRWJrmaLUsEhlxqYWK\nKJJbV5bVYhAkquuau2+d0sPUbCe73eTELCukvX6pW0muKyvI/vs0SQYP0alSkGGKAQDPpRVFVZPo\nKJT9fJulY2HBwcKCU38eKyshDh7sYmkpwOpqhHY7ri/+TifG6mqE5eUABw92sbzMNWm6rmBujj+P\n2H7RXufhObAgSJBlxVBDVrrdBJal1b5hl156CY466ta4xz1Orh+zmWcXY3ynUFUg5ZqShJajAtbI\nSBZDbCkNAA+SXjgEpiYSU1X2lDSlzZWkEIquq6SIRtfVnvMCTd1Pl2SYQ5ktOo6xqSSDquxnbM2z\nTGjVqNEpt+0p6/fGNDVYll7PwZSZgbldFVJIJihbLECYF2ZwHAPtdoyvf/2fsLR0CM9+9hlot9uI\n4wiKomw5XCOKsrogJANha0QpYKVpDl2XV+/nebGu9UlmnWGoT8IY9WJTQ2KMsQfIuyIwKAo1H6Zi\ndVU+H0YtBohhpd2ufFuUorCh5l9qmgrHMXpbqcN/L0tkvCncRJ7z1p9RzXUUEPMjNU2B45g4cMCt\nG8C3wyAyinY7wvy8izTdfMLQRz7yQXzzm/8BRWF49KMfh9NPf/o6366TTroH3vnOt0NVFbzvfR+q\n111++WX4wQ++j9e+9o145jP/8DDPLoAr6V3XgKrKz6xM04wk6E7TgjTWLcuK+vqSyVmWZQXG2Fj1\nYlOznQQgrS/RdbWXb5Fbx3U3jGxfTa2EZllBSmI7jkEeegLwizsIkm2juEG2lqqqYH7egWUZaLcj\nrK5GIyewfuQ572MUPZLz886WFtCD6sCEG8dmE4a+9a0rcPXVP8KnP/0FnH/+p/B3f3cRrrvuV+uq\njQsLi/j+9/9r03YigTe/+W34yEc+iLPOehquuea/8bznvQgA6h5b05SPcKhbSpGPpEgt8rwkbSkB\nHENZRMXURGJlWUn3S2qagiyjbUHzXD56E+RHifwoFicAjzYtiz54ZG3y0s7H3i4i443WfH7AMHk5\nCoQDq+MYmJ930OnE66JhWSHrVhOG7nvfB+De974vGGNYXl5CWRawLOuwauPb3vYmfO5zn0UQrEUp\np532GJx22mMA7Jykp3QA8JsFJyPZ726WFaTvfJYV0DRVeudRluWR40zuT0Uk1u3GdyuK0pVdR/lA\nAZBHvxsGbZ2ohNKGnmhkz3lVVWDbupSYdbOIzHEMNBoWOp1o7ATWDzEvs9Gw6i3SMEp8y9IPi+xU\nVcX5538EZ531NNzznvfCb3/728OqjVdf/WOkaUEUoea17EQW1CQ9JzH5Sz3PC9LwkzwvjarCA6UX\nEjEVJKYoyhMpF6muK2MlMTr5ab3qFMVhwyAXAxoNkzQGrJ/IFhed2myRKu0YJbKswPJyAMPgjhtU\nJf52E4ae//wX47LL/gk33XQjrrzyO4f9nrcEpSQSqyqepzIMmgqfKkKlrMvzkrQNLYoSqsoeL72Q\niKnYTqoqe4hsbkXojOTX8QiFRn4awpDSZE7Lo+m6CkWhuWTwyUMq2SWjqvid2LJ4NW2aBu6WZYU8\nL3pFlq1vDp///IX4h3+4FIwxHH/8CXjNa87Fddf9sk7SH3/8CXjve/8ChsEr1b/4xbWoqhLHHfe7\nME0LD3zgQ+D712xabRSELtbKQLivygqts6wgjXXL85KUpC+KEoxBel2el1AU9gDpEyViKiIxxtgd\nZO+kmiYv4OPrhikGgJTIpso5hmmLchx+kVB96G1brweXDKMj2w2ILeTycghdVzdNsl9zzdW4/PKv\n4vzzP4W//dvPoygKXHzxReuS9EcffRv82799A47DieFXv/oF/uIv3ok8z5GmKf793/8V97nP/bZs\nCeJN1vIRFc81KYcVFnbCMEn6oihJW0PqOoDdhrCIhKmIxMqysmXXUFTIAHoeS7StJHUdb7GhVUIp\nSnpNU4aKwnRdheuadZsORUe2W9iYA1tdjTA/79STl9Ye18If//E5ME1OUHe84+/h5z//2WFJ+nPO\neQUe/OAHQddVPOhBp+KnP/XxrGedAVVVceqpD8ODH/xQ3P72x27p2zU3J63P7g1yqUg3N2qSXmwN\nZY/Ht4YKAFmzgWpsd72pILGqopEYJSrixYDxkh9VVAvQ+jNt20CS0KYBMcbQalnodOL6faIKYkeN\nzZL4RVGi04nRbFrr/NCOOeZ2OOaY2wEAlpeXcPHFF+EJT3gyrr/+1/XzieEa3GWCO4u84AUvwQte\n8JJ1x92q2sjb3SrSllKIUGXXcTKiJempeTFVVQHI5WUp1zQVE99OBkHCyrKSvp1Rt5P0CI5GfsMU\nA6hDT0xTXqEtsNXkpVG0KA2D7aqQYsBuo3H4ef3mNzfgZS97ER73uCfhxBPvftjvxXANPgCYMlyD\npt8aLtlO2xZSfMn4dlL+fSnLyux2Y+mJZRRMnMSqqjquLCvp81AURiYxChlR1427EiqGntCqvWpt\nW7MZKEQmclbNplV7cjUaFhzHGPgiFgR2/fU34xnPOB033sibra+99n9q367Xv/71h00Y+tnPfLzk\nJc/DE5/4VJx11rNw5JG3wsGDN9e/F0l64S1vWRQyyskVQ2pERSEjHlFRSKyCotDID2AnSC8kYOIk\nxhi7S1nSSEVWwS4qNLIXuKIwMAbSOkB+HWNCyEstBtCiMNflk5e2e18HU/bziUkHDjTQbK65KIjX\nI6KCZtPCEUc00GiYW15ggsCuuOK7ePGLn4v//d/r6t/1D9c48shb4Wtf+8daP7a8vIxXv/pleOUr\nz8GTnvRUAMBRR90almWPPEmvqkr9WQ+KsuSuHrLEIj4b6jr58yyl1wCC/CA9tYyCiefEGGN3lu0j\nE95UsuSgqgwUwhy2EioL3k5VkUha11WSU6thaFAUNrSyX4xPS5L8sEnUjPEorL9qKgS5CwtO3Q0g\nfte/hfzKVy7Gq171Wpx33psBYFPfrle84iV45CMfAdPU8MUvfg5hGOKCC87HJz/5MTDGcN/7PgBv\necvb69Fomw3XkJUTcClK2TMikG/spny3xJZSdl1ZVr2b/+A3x37yk+uhLMGYdrzUCRIxDSR2J1l5\nBScj+ay1oigkU7zhKqHU/ButoyDPaSaDQpIxKDYSGR9x5qCqSiwvBwO/z0VRottNagvohQUXq6tR\n7bohcmCve92bxJEBbO7bddNNNyIIEjiOsWmCXmCzJL0wuTQM+Uk/XNkuT2LUdcPktyhRFYX8+OAQ\ndqz0wQiYgu0kjqFEHLQtKG2doshvXYFhSGy8nQiqqkDTFOmLt39rubDgIk0zrKxEpBuFGPARxxkW\nFpwdlfhb+XYlSQ5FUUj5pnEn26nrqFs8QUaUdbJFj97HdmvpgxEwDSQm7eZKmVDM19HIiOfRqJHf\nOCuhGigzCsT2jyrJEJExdSJQP0SuU1G2F4NulaQHeH6L0hJEJzFakp5HRuNLtg9DfpR1AOYpi2Qx\ncRIDMCe7gE5iw6wbX+RHqYROqhjQatlIknwkyv5+JX4cZ2i1tpYabZ+kpw3IEN7yshesICPZaIUT\n//hIZdzrQLi2KZgGEpPWkjDGSM3UfBtKy4mNK/ITx5Jvw6K1U4mLliLIFfMU+SSh4XRkG3VgQZDU\n1tfrsXYxveUtb9/Ut4sTOSNLCmSjqqqqm56l1vHkN5NuPypL+WPxdTQy6uW3pNcxhob0IgImntgH\nIK3s5SQmfyBFoZEfJRITx5IlMXrUR9u6CocNCvonWwN0Zf9WQlZhXsgnDPGfffGLX65/f+yxx23p\n20UddFEURU+hLveeiC0wMPjxqgq9ISZynx0lR8WPR19H2b5WFcaiip54JFZV8udAJSM+mp0awcmt\noW5dqZVXbnk8viKCaWo9W5nhlP3bK/ELFEVF0m+Jyp8sioK6xRtGTyW/De0fgTcoqgpDkJj0MmBM\n/DJwJOZ5XgvAFQAe4/v+dZ7nnQzgo73nuA7Amb7vtz3PawL4NIDfA9AFcIbv+//jed6dAHwWvEZ+\nhu/7P+s9tfS7Ok4yWvvM5SuotKiPvnWldjBQ/Mq2y6MNGpENYmjIRagU2UNJagcqS5olMzW/JcbJ\nUdbx62DwNfQIjkx+Ay3yPO+pAN4MQAdwoe/753me9+cAHgXgMt/3X7vd+oGY0vO8+4AT2J36fvwB\nAK/3ff8kAD8F8Orez98K4Pu+7/8+gNcC+FTv548G8AYAb+n9GwBQVfItRwBtO8k/B9mF/HOQPR51\ny0snP3okRhPkbu+RtlNENqgjK2+UHqf1DLXyN+4tHoVYKun8Gz8Webjxjm+k53lHAXg3gP8D4AQA\np3ie93AAxwN4AIDfH/ogPTwfwIsB3ND3sw6AVu/fNgDhFvhYABcAgO/7/wrgKM/zjgFwIYAXAHgO\neKQmQIrEaJAnFnrUB8gTJged/GjrKHk7xnb2VtuKyBqNwS2li4LenjP9pLIWUY1jHZ2LaNfcgKmi\nhwH4F9/3l3zfL8C54XQAFwO4DMCXdnqCgeJt3/efCwCe5/W/lD8F8DXP894HTmD/X+/ntwVwfd/j\nfgPgGN/3vw3gSZs8PWnfTCcW2TU0xpQN9fvXUbaTVNKkkJ9MtbZ/aykawGUtpUW+qZBI3Ynnlo1s\nqaRCj3Iox6KDStCEWAMAWBAkzHXN7V7lRr64AcBtfd+/AL1gaCeQqpO9vNdFAB7s+/73Pc97JTiD\nPgabk9J2t2zp95WxtT/ykPuyCTKSP0dWr5dfJ39BUI639sZT3hO5Ne12iIWFRu/fkdQxNU2tJ7bL\nQlUhRX6KwqUZsu+/rqswTR2MyfWtWpaOLGPSOT8+bEQuFSBek+xr0zQFuq5Kr+vZshsAtpsuI8sX\nh4EqsTgewA2+73+/9/+/Bs+FAcCvARyNNXY9uvezTWGaumrbW8/w2wq6rqFJcCtaXKRJV444gmaN\nRF1HGXhKcRkFxvvaqqoifQaOY2w763ErCOKUxTjfE13XSOu2EwNvh3G+NkVhO91Cfg2sm4y0LV9s\nBiqJ+QCO8TzP833fB/B4AILQvgqe9zrP87wHAej4vn/D5k8DJEmWBUEiVUMXKnFZlfniYgOrq6HU\n3UtRGBYWXBw61JU6lmlqsCwdq6tyFtFiTqTsXML5eQdhmEoPJDlwoLHOEXUQyL4nwo6n3Y6wuNhA\nnhe1I+sgWFx00W7LDepljOHAgQYOHuwMvAYQ1twWVlbkpq3btgFVVdDtykVirZaNNM2lI7FxfpcN\nQ4Ntk77LlW0bO30h/xnAn3qedySAFQBnAfiwzHFkSawCgJ6U4hkAPt/Lk90M4Nm9x7wRwN94nvcj\nADGAZ+zwnKVsXkA8npJP4AJDucdT8kZcyiG/TuQf5I9X9a2XO55s3kj0kQ7SUyoIbGWFbyEBniNr\ntXiObCdBLC8iMOkhyYrCoz757wgjrRNbbMp3UniL7fbxxnnd9LDjh+b7/m88z3sNgH8BYAC4xPf9\nL++wbB2kSMz3/eP6/v3PAA7z+/V9fxXAUwZ/VkaYBTbOio5IEMt+iPRzpJb4aWLLktSryZulNRTF\n1hHERhmFeD9klP18KMb4OhioImW67Gd864Y5FhEDHc33/S9hgCrkVpi4Yp8x+ZLacOVskqUIZKsz\n1HMcril4fN7raZpv6xSxkw5sUGU/d9iQF+MOR2Lja/YfToozHgH2EOLysdRe9yiJ0cvZ49Ly0G1P\n6Oso5Edtz4njrPYh24hBhaw7EZmqKiTHVIBuZzTOZn/qOvEdHp/mkRbBQbLKSMXESQw8byaF4RpZ\nxzn4akEAACAASURBVGMmVxS0/jZqREUdOU/10KoqIIrSwyYMDUpg/c+zFZE1GiaiKCORg2HQDCKp\nRpbD2DzJetXRnY3H20XC2LbSipFhGkhMrlQCnjSnbtWo68blwyQshGVPszc6Xm4RhOqeNlU6DFMo\nCqvtcmQJTGAzIrMsHaqqIAzlrwOu82Jkl1uKHo3S9qWqoogwHqcT6jqqALuq5K9tCqaBxFZlF1TV\neB0qx7nFqyqRp5IjFWH7Q4mq0rQgmQgCXLjquibm5mwSgQn0E9ncnI1Gw0SnE5Mih57IUnqdpimo\nKvkLVlVp68a5BQXofnr0YgfalEWymDiJVRWWZNeM26GSPnuPnmwfp0d8HGekmYsAj+TEccMwG6ZZ\nGFUFhGHSq0gWZJ8zy9JJzhzUGQX0Qc60pn1qs/8wtu7Ez1U6QKFg4iQG4Hpa3mh8yW86+VEHpI6X\nxLKsQFWBFI01m3zMWbsdo9EwSZ0GAq5roNm0eyJYRnKINQz++ilOtdQZBdTpVKpKG+lH96qjz5gg\nRmK/pSySxcRJrKqqn1NN4WQxTGREnbpMyTVRK4bCtoZSuQ3DVLqtpz8HlqbcZ1/XFSwuulKDOixL\nx+KiC13XsLIS1jMrKVbXjmMONDtzMxiGSiK/4aZaUSuotKld4yLNnnHpL6UPRsDESawsq2soJAaM\nc5oxfSQXhfzEiHt5WUdFNgOM4wyMsYGjsc2S+GVZYWUlQrebwLJ0HHFEA62WBdvWYRhq/R7qugrb\n1tFqWThwoAHb1hEECVZW1tpoZB1iAU5Cqsqk5meurdVQFBV52DEtgqMVEejyEXkyog6q7lVCfalF\nREzcY7+qqh+Pa6Bn/wh4mQ9FPJbnMGTac0owRpmeXKEoeJJeNjJI0xymqZO0VWGYwnXNHdfuVIVM\n0xxpmkNVFZimBl1XYVl6HT27romiqJBlBcIw3PKClFH2i+eV7TkV4MUAWh5NfF4yYIyRIqNBvdw2\nWweAVEEdYlbrj6UXEjDxSKyq4KuqIr3hpkyXWVtHjapog1Vpeaocuk6LqAxDJUWccZyhLMtt81oy\nMoqiKBGGKdrtGMvLIZaXeVP1ykqIdjtCFKVkY8WNcByjp12TJyIRgcaxPPFTiwGieEHxcqNOsafb\nnlOOx1BV1X9LLyRg4iTWbFq5ojC59ngMS0bTXzGkyh7KskKaFqThsQDQ6SSwbX3Tc6bqwIbFTkSm\naUpv8pK0bhoAYFl84hNlK0mVcwxXCaXq38ZnX64oStZsWjfv/MjhMXESAwDGxkdi9PwWrdJIjajS\nNK8N+mQRxymZxIqiRLeboNWy1kVzkyIwga2IjDGGVstGEOwc1W0F2zZIkgxV5Z/PeEmMlg+jy0DI\nxYBw50eNBtNCYtK3UHokRiUj6rawgKrKT5UG6JOs07RAVVVkIovjDEmS16Z7kyYwgc2IrNWykGUF\nKZkPrMlKKDlEw9B777XcOjGtnSYDGYb8xhfBMcbG0nIETAmJAdWNlDabcW4n87wAY/KRUVXR82JJ\nsr1TxHagSCb6wad6VzhwwJ0KAhPoJ7IDB1wwxgY2V9wMjmOQWpsAvg2lOGxwC6OS1G6kKIxY0aRV\nQqmRGICDlEUUTAWJlWX175RpNtQpOFVF6xWk57eoEVUOxkAmwKqq6r5GCngiWDQNT57ABLhBHz83\nSuVMgN8gGCmhr2kKFEUhRXDD5NHyvCQVA3g7mzxpMkapaCooy/K7UouGwFSQWFFUl1CjI12nJtvH\nl6RPkpyk3QL41o5KRN1uAscxScJgsYVcWuLW1fPzDqkaPGpwi2U+S2B5uUsSxAJ8S+e6BoKAFsXZ\ntkGKwgCuSaOQH7WjQFRCaevIdkaXSi8kYipIjDH8h6Yp0jH9uO1n0rSo21pkUBQliqIkRWNRlMEw\nNFJOLcsKZFmORkOuFWhjDqzd5or8+XmX3Cg+ChiGioUFB2laYHU1QlnKC2IFXNdEnpekvBRjPJqi\nyDkMQ0VVVSRyoHYUDFMJJW5di7KsLpdeSMRUkJjrmpWiKNLlWGp7DpXEqHkxgB6NCcnEMNGYYWgD\nH3urJH4QpOh0eH/kxsrlboMxhmbTQrNpo9tNEARr9zuKsl+MV6Pm0mzbIEsyqFHYMPmwcVdCFYUd\nbDYtacUBFVNBYj1cv/ND1kO058giz8uhyIgSjYh1tL7GBJZlkNaWZYVuN0azufO2chAl/tJSiKoC\nFhZcuC7tnAYFYzzxvrjogjFgaSnYlABkiIwx/jqDICEPKbZtY4jOAJrdtmnSKqHDFQNo5McY+430\noiEwNSRWVdV3KT2UVA+tLKNtDalJ+qIokeclqdqY5yXyvABlPifACTRNi20v8MEtpSt0OjFWV0No\nmorFxQZc1yTdELaCqipwXROLiw3ouop2O0K7HQ9ldS3QbNrI84KkCwMAyzJQFCXp4rYsDWVZkqIb\najHAMLTapUQGIjiQjTZ7N8ofyR1tOEwNiZVldfH4HR9oFUMxfVkWUUQXoYZhCts2yJNnOp0YisI2\nbSmi6MDyvMTqatQjDp5sn5934DgG6aYiVPfz8w4WFpyevU+E1dVoYMLYicgch8+GpG4jeWSoDyHJ\nMEh5NEVh0DRaJXTcujJdV1AU5VekFw6BiTeA9+Ebuq4maZpLZaF5RKUhktyBp2lB8r6qqrVoTHZL\nkSQ5Gg2L9MUSSXrXNdDt0i6idjvC/LyLoijrSGRYIWue8yG43S7q3Jtt67XzQZ6XKMuyTxaBHhnz\nvjxNU3oSAJ7740LbjDqYYsumcdPUYNsGVlZC8nM7Dr0YoGlKj4goW0kRTVFmDWhYXZUXz9NnFKhF\nWVZflV44BKaGxFzXrOI4WwIfYz4wqGRUFCXKsiJVfJIk74kk5fMi3EVVJ31But0Ei4suoigjJZWL\nosLqaoj5eQdlWcE0tZEJWasKvansPFoQLTmqqtYdCyKIFKSV5yWSJK+rt6PCRiKLogzNpoXV1Yh8\nHFXlswSWl2ndNMJtlmq3TW1Op1ZCdV1DGMq/VlVVll1XH1tSH5ii7SQAMCaf3BdkNE79lthSUooK\nUZTCNDWywyyfMER3T83zEu12hFbLgq7vnhK/KHhkFUUput0EnU5cb+O63RjdboIoSpGm+UgJTEAQ\nmapyz/5OJybbXQNAo2Ehjmk3D0VhsCydtJXk3zPa2DrDoM8aAOTtfgCAMXaT9KIhMVUkVhTVN6hJ\n+nEq6atqLaKSRVlWiOMMjkMjoiBIoaoKObcG8EoXN4hUSMWNvQJd12rrmmH0bfymo6yTdsjAcYw6\n4pQFHx6ck240wxUDaORXluV3pBcOiSkjsfLDuq5Kf1ppSouoRNWGPlxDJ1tBmyZNwAqg1mtRojmR\nA1te5knzRsMiVz2nGZal1zmxlZWArOxXFIZGw0K3S5u8JKIwqiSDOvSEOwMzUv6OKqrl7rjlR6UX\nDompIrFm07pW0xTpxtE0zXu9bONziuCyhxKmSYvGRF6NAu7akKHZtKXWbUziZ1mB1dUQtq0fNgR3\nL4MPLOFJ/DTNSYJYgWbTQpJkpIsa4EUM6pbZNLkkg7INpurRGGPQNJUUwamqstxoWN+TXjgkporE\nAKCq8F+y0U1VrVUpZZEkGYmIgOH6GrmAVSfrq4Ig6fX/DbYt3aoKmeclVlZCaJqChQVnpHqvcUNR\nGObnHei6iuXl9bbXFCITkgzqNlIUA4KAFoXZNi0KAzgB0vJoaq+iTMqTXk1ZNCym7htbFOVfUvVb\n1IhKVOpkEccZFEUhbUeLokIUZUMl6dvtCJal70jeO8ko+IAPHrUsLDhD5dsmBcvSsbDgIssKLC+H\nm16EMkRmGCocx8DqakSWZLiuSS4GcEmGSiIxkeekRXDUPJqKoij/WnrhCDB1JOa65tcMQ5Ueupkk\nYlwZzVueeuFGEd23KwwTaJpCdrgoCq6ebzatLSMoGR1YEKRYXY1q0Sml+jpuqKqC+XkbjmOg04l2\njJoGITJFYfX8S2rlVNdV6LpGjsLE6DkKgVLzaIyJ3k6SR1oA4DPSC0eAqfyWMsZ+KrumLHmOh9bX\nmEHXacM1oiiFpqmkroGq4sQxTDSWpjmiKMXcnH3Y+VOErFlWYGkp6LlWOPVw3GkDT7ibWFhwkGVl\n75yHV/YzxjA359TutlQ0GibCMCFVFfmNTSUVAxhjMAyNGMFpyPOSNBhEUdi1rmtOxHRuKkmsLKvP\n0J1QqU4ROSm/xSfspHBdWjTGJwxVQ03ODkOut5qbs+tq6bBK/DBMsbTEpxMtLrq9aujkvy6CvHhT\nOMPyckDKWW1FZHNzvLeSmgcDUEfm1CG+jmP0ojD5z822uZCaktMScg5ZaJqCqqr+XnrhiDD5b+Um\nKMvyI4ahSje4JUkOTaNGVBksi0ZEUcQjOer2q9OJYdv6UNu3bjdBUVRoteyReeKXJd+uLi+HYIz3\nR7ZaNnn7OwwMQ0WrZdXktbIS9rZ79Ne3kcjm5uy6wZ0KVVV6W1vac6iq0mujo0syKGsZY9B1lbSV\nNAwty/PyPdILR4SpJLFGw0pVVblOdh3vv6P50vO7F81loqp4kp4aTRVFiSBIpCUTG9FuR/XAWp6Q\nHk10XxS8P3JpKUCeF2g0TBw40ECjYcIwaPZCg8Aw1N6xXDQaFvKcbxs7nZg82WgjBJHpOm/BareH\n65hptSyEIX3ykusadXQuC5FKochBxNg6ynE1Tbm+2bTa0gtHhKkkMQAoy+oySmQybJJ+GMmEyGXQ\njs23D8NsK5tNq9Z/tVr2yMmlLKt6m7m6yhupXdfAgQMNzM/bcF2zVrfLQkQgrmtibs7GEUc0au1a\nu80JNAxTaul/SzAGtFp8C1kUFZpNul5ODPClCluHLQbYtjFUBEcbW6egLKt/JR10RGDTMMFmM3Q6\n8dGqqvw6CBLpK2Jx0SX3yi0uuuh2E1KZ2bJ0OI5R55JkwS1t+LnLHn/jFrLV4hVLbuO8u5+xorDe\nBaj2ihxK7WIhBrOIc+B5lwyMMTDGatM+YM03Lc+LnnPq7p93q8W3kKurERgD5uYclGVZu18MCl1X\nMTdnY3k5JFc0FxZ4QYGSS9N1vt0+dEj+u6dpCubmHBw61JVe6zgGyrLymk1Luhg3KkwtiQFAmuY3\nrK5GUq4WAH9j+dZAPi9h2zpMU8fKCs2tYJgvIsArRM2mhZWVwS+GrXJgjYbZ21rGJG+oYcDJSalJ\nijGed3FdE0EQoyzXJk8JshsnNE1Bq2UjTYt1k8MpRCZuPt1uTK5oWpYO2zawvEy7Ac7N2ciyghQF\nNpsWyrIiFTPm5uyDhqEdKb1whJja7SQA5Hn5ccr2LI7pwzWiKIOqMpKAFRhuwhDAJRNxnA6sKt8u\nic/96FP8/+2deZwkZZnnf2/cZ9bVTdMIdCMNgYAKaCuMg3K4rNiDMuzqjjjK6ozX6C6Oo6Ojs46r\ns+rMxx113GU8QPFExmuUyxMHQVERERSaoJuzaTm668jMiMy4Y/54483Mqq6uroyIzM6sju/n05/u\nqso4sjrzl8/7vM/zeyYn1aEP+EiSFFEUZ8+Hijpb6rTbITwvRBBEufMwRZBlAZOTWuawsVio8lT2\n12oqfD9/SUbRyUusxCdvQp9a/fR/rCjyiOPk6r4PLJmRFrE4Tt4vy2LfH03dkom8RahB7txUGNI3\nbpHaL9eluZ8DvYlWswvpeWHW6C3DNJWBeuKPA4YhwzAUNBrt/UbL/QgZy6HlNaoEik1eosfTXFie\nRRUrycizdJdloR2G8V/3f9VyGWkRM00lAnBrnqiGlkzkTfDTaCxvkr7fCUPL0Wh44Hl+v2LaTxkF\na8Vhy55xqMQvG57v9obOzx+4MHY1QsasuIvsaEpSsclLLA85/JIMgBDym1pNzZd3KZGRfzVHUfw/\nFUXo+yOKjdTKu9vouvmjsTRd/YShlc5Rr7egKMI+EWWeOrAkocnrdjvE5KQGXZcPmahM1yVMTWnw\n/aivjY6VhIzlsIpsnBBCzRbzTl4CaBTXauWLwhRF7NiC94ssi2kcJ2/r/6rlM/IiZhjKdkHg789z\nLBuukQe63UxyR3O+T/M9ppl/WcmER9OkTk6raCFrux1gfp65VugHpXB1WEgSj+lpHaIoYH6+lSvp\nvZyQSZIAw5BRr+ffiQTQqX0r4lTBcSR3FFZk9Jwo8g/ruvzzXAeXzMiLGAAkSfrxvM6taYrcSW3X\n9QvNVmw2/WxQa36hYHbSpkkrysuoxI9jOqmIFtjKnfOuFWjJgArTVNFqBX3t9C5Hr5BNTqqZ2WK7\nUMGtJPGQJGGfjYV+oDu9+XJxrEg5b5tRkqSfzXXhATAWr1xNky5TFHEuz7Gtlp97WRgEEaIoyW0l\nTVtYfBiGksuFlUEnHVEL7rw9dcvh+xHm5lyEYdwZqjHOYsbzNFqanNQQRTHm5pzcUc5SWI8sG2WW\nNwkPdF0yHMfLvYzM6rNy74jqev4oTFHERpqmH8x18AAYp1fsD/I6t6Ypci8LHceHquY3L2QlBrVa\n/pYi5iTRaHjQdblUvy9WYT435yKOU0xOapiYUMfKe58Vmk5N0SlOc3MuXDdfnmh/yDKt36NJfJLL\n6ppRtCSD4wg0TcodxdFJ9CSXwNOaP3KLrsvDLTxcgZEudu2l2fTW8zy323X9vt/BskzbWfJW0uu6\n3JkMlJeJCbXTUN0PS3NggkDfsK2Wn7ugdiUIoUNe2YaI54W5e/mWO/e6dSb27m0WFhiOI5BlEYrC\n8kJhqVFqL4oiQtdlNBp0kG+Ryn7DkCEIfO5iaoC+luI4yV3WMTWldWr1+kXTpDhJ0i2mqTyU6+ID\nYGwiMdNU9vA8d2+e3T42LSZvBOO6Pjiu2IShRsODKPJ97ZYul8SPIuaLLxWqRdsfbNlEoxkfgkCT\n45OTKhRFPKjeYmzoxsSEiulpveO5NTvrZjt05QsY8+uv11udNra8nv2KIkKWhUIlGUUnLxWJwggB\nBIF/YJQEDBgjEQOAMIz+Kn/JRNEkPV3K5X0Tp2mKRqOdRXUHXqqttAvZ9cXnMw+xwQiL70doNNqY\nnXXhedT+e3pax9SUDl2Xc3dFrBaOI52m8KkpDdPTesc+eXbWRb3eLmRcuBI02lKX9esH+hcyQeBg\nGDIajfx5MELY5CW/kGV2XgFUFAlRFP+vfFceHGOznGT4fnR/s9l+ap7b7hre5UtoMmPAer3YJ6lh\nKKjX931jMPopo6DJeL7QdOt+IITOc5Qk2vCduRh0XCDYNO84TpCm6aI323LLSdZTSaeFc53J4cwX\nLo6TrAsiRhhGpea59gfbIKD23yt77K9maUkttDW4rl9oo6FWU5CmyF0Yq2kSJEnIvZSt1dRHZVk4\nKtfBA2TsRMxx/OcBuKndDvrOPAsCfTHNzbm5Pg0JAaamdLRaQaEXo6pK0DRx2YEWeerANE2Cpklw\n3cHkyQ4EM4TsChHHEsAdIWPPhQ6zTTrixR6TJIsFkDlaDPvlqSgiDENGux2s+sNuJSFjE5g8L8y9\nGwh087rz861cy2bWrVGvt3OZASiKmHIc+SNdl6/v++ABM3YiBgC+H97RbHqn5Ll1w5A7O315KMNy\nBUBnObaw0H1RFilkFQRqxRJF1MBwFP5fmVDRJSd1spic1DrPmblYjMCtghD2++dz2TgtJ2Ts+YZh\nXKi3kgkQ21jIA+vxzBvF1WrKvbIsPi3XwQNmrHJijDCML1ZVKdfHmusGneVQzmuj3V69y8T+78NH\nFMUdX/yilfhRFGc2LimmprSRqMRPU+Zm0fUJA5D9m3mNHeSbBC08nZrSARDMz7dyCcVyObJaTUUc\np4UEjJ3H98PcAiaKtLA2by5MVcU4DJNLch08BMZSxAxD2c7z3K158tlpSn2Tiky8ZjVIRXcHWcQ0\nPa2XUomfpnQXlFXi12r7TkCq6EJNEZVOZX+jUfz3z4RsZkYHgMJ216xQu4gQsslLeVMogsDfbhjy\nL3PfwIAZSxEDgCiKX6FpUq5XSHfCUL6+SoC+OGVZKOzTRV9Y5QoNrcSn+bbpaT13E/xahg3bTVNg\nbs4trbK/Cym8pJckAYoiFhLCopOXVFXyoyi+OPcNDIGxFTHDUB7jOO77eSMNOmFIyt1mkyQpGg2v\nswzMAzuWDuBIMDlZXrkEc9Ko1+mUcFaecKgjSQKmpjSoqoRGo11q/rCbF0sxN+f0XUfWC89zME0F\nzWb+koyik5c4joDnuVsMQ8llwDAsxjKxz2g2PV0Q+McdxzPyHM/cIebn81dPqyqtbu9312i5HBhL\nLNfr++5aFoXtbrHldJHev7yUWbHfL6LId+r8iu4uLwfHkU4lfW9iP09lP9sFL7qjyTYV8ubCDENu\nRVFytGkqs7lvYgiMbSQGAKapuEB6dZ7p20B3Kg0LufPQbgdZA/XqeyP3l8Snu2IRpqa00huxWbO3\n54UwTdokfShEZpJErahpcjwayNKRle6E4WKxylvZz6YvFREwVZVACMktYNmwl+tHXcCAMY/EAKDZ\n9ARZFubq9baZ53jm+LmwsP/i09UwOal15jOuxGp2IVmtUrOZf/DEgWCTmQAqxJ4XDjw6GlYkRvs/\nxY6X3CCfHxvsslIvaz8RmWnSKVVFeiuZqBZ5TddqqhsE0XrTVIrtTAyBsY7EAGphHUXx/87b18gG\n1xad01ivtyEI+7eTBlZfRtH1xVcKRYkr4Xkh5ubcjpX2zIwB01TGyr1iKaLIwzQVzMwYkGURrutj\nbs7NGsPLv56qSp281UqJ89VGZGXYXQPIRDX/AF9FERDHycfHQcCANRCJMXw/2t5seifkfT55XSZ6\n4Xland1qBfu8qPPUgfE812mVogno3Le2qmspigBZFkEI4HlRZxpRWQwiEhMEftEuse9T66NBtmAx\nW2lR7K/da6WIjDllFDVwLOqSQWsW1QdlWXhq7psYMmtGxBzH28jz3A7H8fU8x9OqaA2uWyzpywaR\n9vbJFSlkzV5UEAQu90DgfmFutFQYCMIwQhDQKU5FNhzKEDE2qLc7iIV6xHte/mLQfmDzKlkCP8//\n51IhW00/7Wpg55mfz9dWBwCGIbfjODnZMJQHct/IkFkzIgYArVbwN2EYfTDvzltZLUV0GjN17pQk\noZRCVpYna7WCQgnffhEEriMYmS1xNqG7W4W/2qfVr4hlhZYQBNoQLoq0KZyON4s6zrvDQlWlbD5k\nsR7VXiHzvAi1moJ6PX9LEcBWATqazXbunefsw+sjqiq9I/eNHATWlIgBgO+Hv2s2vZPyPi1adiFi\nYcEttORhgpgkae6m3aUwdwVq65O/figvXVHhIYpUWKiLRbLIwSJJevsi0859EgJMTxuYm3OQpt2+\nSvZ3VpfUcbPgOC5rBs8nmmVB7aRpwr2otz6D9VXSc3oIgmIbOFNTGoIgfzkFANRqyk5ZFo8rdCMH\ngTUnYo7jbeQ4znZdP9duJYBOkr+I5Y5pKhBFDhzHlb7LaBjUotp1g9yTbsqCECxyr+h1sOiKFPYp\n4u11t2CCt9TJgtr5HKQnlqGqIjRNRhBEcJzy8pKSJGR2P8mi2rI81GoKCCGFXq+6LrWSBM80DHln\n7pMcJNaciAFAqxW8Owyj/5M3rGafkkEQ5fIe682BsRxKUS+ppQgC3xkH12x6Q11W5eVgFrv2CzUx\npOLgOOXmInv9+tmQljxW1wBdOSiKiPn5/CuHcV1GMtakiAGA74d3N5v+iXmfH8sxOE5/UdRySXyW\n7G+3y89nMS8xzwvhuvkdP4fBOIgYIYCmyVBVcSD5RxbZ9drq5K3sZzVqRXY0MweV+2VZ3JLrBCPA\n2NeJ7Y8giM81DDnfZBAAcZx25j2udubl/nYhmZ00S86XCZtUxHEcpqeNgdWVHQqoqoiGF2P3Xif3\nsN2V0HUZmrbYrx/IV9lPI3wFzWYxR19dl70wjM/LfYIRYM2KmGkqjydJ+vdFhnuEIa3PqtXUA45s\nO1AZRRxTIWM7l2VCm9HbaDTaWeGqXupYt7UOa5DftcfFpR+9Ce/8/z+F55fbmlSrKZAkYVm/fqA/\nIeN52qfpOMV6YLPaun8ep3KK5VizIgYAmiZ9WJL4u4r0Ifp+hHY7wMTE/r25VlsHliQpFhZaWYOv\nVrrXVxjGWFhoodmkszKnpysxWwlZ7jpaOI6Hy//ttwCAMEpQlj0Ss6fmOIKFhZUb+1cjZLTRXIPn\nRYVyrDzPQZbFnaoqvTP3SUaENS1iAOD70XN0Xd5TpKWo1QoQBBEmJrR9dtn6LWSlL1SaD5ma0la9\nVO2HIIgwP9+C61Ixm5nRoWnSwKYijRM05yVhepr+TtrtEPPzLn67cy/ue7QOADhsUoVYQgO+INC+\n3CiK+3x9LC9kbAJTEWcKhq7Lc0EQnVroJCPCmhexWk31gyA6wzAUp8h5HIfaSVPPL/q9IpX4juPD\ndWmENyjTQt+nYsZmXs7M6Flbypr/b98Hnqcj02ZmDIgiD8fxMD/f6kQz1936cOexJx0zXfh6iiJm\nE46Cvl1Z9ydkExOrMxk4EIYht8IwOss0i70nRoW178UCwDCU+13Xf7WqSl9tt4PcmW+aH1M6L6ai\nlfieFyKKYtRqKkRROOB4sLyEYYx6vQ2e56CqYsdxw/NC+H6xVqJRhhDS6QcVBK4j6ksT4Q03wO8e\nnOt8feLm/CK2tK8yb2kGE7KJCQ21mgKOI50i5yIoihilafoXhqH8ttCJRohD5iNZ1+Vv8Tz5mCTx\nhd6xjYYHjiOQZQH1erFWIoDuXHYHfOgDWV4y4jiB4/jYu9dBqxVAkugw3IkJtTMZetwhhOa6JiZU\nzMzokCQB7XaA2VkHzaa37E7eV2/c0fm3wBOcuHkq17Xp8lEHx+UfONILEzJRFArPOwU6o/Wu0DT5\n84VONGIcEpEYQ1WldxJCtsZxenbebWnTpG0/QZCgVlNRr7cKR09swIeiiJiYUNFuh4VzHgfC9yP4\nftQRZGorwx20vsQidPs7aUsUjTKjVVk7z9Y93Lb9yc7XJ2yagprDLHIQsz9ZDiyKYhBCh5rkh5Bn\nIwAAFrRJREFUjcQ4jkBRxF8oivjGUm5uhDikRAwA4jg5V9el+5tN/5h+o6ilObBajTqk1uvtUpZk\nzInBNBVMTWlDqcRPkhTtdoh2O1zkEDExoYE5RPT2Lo4CgsBlUQVtCieEOm1Q+6D+ekp/8KtdiHse\n/2zrsL7uhXnhE4LCxgG9EEI6vbeNRrtTEJtHyOgSV340COI/XIu71YeciOm6nDqO92zTlO9vNLzJ\n1R63XBKfDQphLpplCBmrJ9M0CZOT2lCiMkaSpJ0IDaDLD/aH7W6yGZKLexwHk1PjeZL1YnIdJwtB\n4JCmaUdUi1jwuF6Im+78ffd6HMGpx61b9fEs+iq7sp/59bNByMC+ObJ+hMw0lUYYxqebpjIYm+CD\nzCEnYgBgGMqc4/jnmabyk2bTO2CJ9Eq7kM2mB12XMTWlZSPiy/kkbrUC+H4E01QwPa1nhY3DfQ2G\nYbxIIDiOdKIfUeShKGKnCJg1by9t6GZN3r2wwb69E8J7G8ZZEzmAjkjGcdKZZ1DWRsS/37Ebfk+x\n6EnHTMNcRceDKPIwDJpWKDP6ArpGmLThfPGHVx4hMww5iKLkIsNQdpd2kyPGISliAGAY8m2u679V\n1+XLXNff7wbHasooXNdHkiSYmNAK+TkthUVliiLCNGWEoQjX9QYW+RyIJEk7+bJeeoWn11pHELqO\nFr0w7/t9Ba9r48MsfQZFEMb4wW276P3IAtp+hNNP3LDiMRxHYBgyRFEovaEf6PrQrdRj24+QaZqU\npineq+vyj0q90RHjkBUxANB1+VOtVrBZ06S/brWCfYSsnzqwdjtEHKeZGWK5L3BaChFmEZ+eNXsH\npc1LLAoVngMLN2sAL2MzpCg33/UYGq0Qh02p2DPfhirzOO349cs+trcpnM0mKPt3389wmNUImaqK\nKceRf1FV6R9KvdER5JApsdgfmib9DceR/6eq4qJXZZ5C1iCIsLDQgq5LpTd6pyktkJ2fb2XN3qwK\nv9TLHBJEcYLv/uIRAMCkLiEFsPWEDZCWKW9RVQnT0wYEgcP8fAuO45cuYIYhQ9cl1OvtVTumrFTZ\nryhiyvPclaoqvbnUGx1RDnkRAwBVlS7lee4KRaFCVqQSn9Z9tSAIfKdnrkyogR5r9uYxPW1kMwZL\nvcya5hf3PIHZhodNG0zsqdMo5gWnHLHoMaxdS5YFNBrtvgaCrBa2AymKfK66suWETJYFCAL/r6oq\nvbbUmx1hKhHLUFXpdYLAXTU5qRauxGeN3nGcYHJyMP2RtNmbipksCx0bnrVQsDpIkiTFtVmL0abD\nDcw3fWzaYOKYjbVOXyUVLxHNpoeFheJFq8vB+irZ5kDe/F+vkE1OqpAk4RpVFf+k5NsdaQ7pnNhS\nVFV6ZRBER3te+IdlLBmazW4B66AGfDDnClYGwQwSaY5uPIpVh8kvtz+BJ+ZaOHK9gdksCjv7tKd0\nLL/DMEajMdipUqpKx7OVVRibpnRAsKqKdyiK+JISbnGsqCKxJUiScKYgcF9gS8uieF7Y2WFcyc6n\nKKw/cn6ezhucmtI67UQVlCRJcc3PHgIAbD1hPe5+aB6GKmLbmU8FIdQqp+jUoZWgVfcqVFXCwkKr\ntMp+WRYgScK3RFE4rZQTjhmViC2DqkqXCAL36aXJ/ryw/sgkof2RrE5qELD+yNlZB0EQQdOoc8Oh\n6l7Ryy+2P4HHZls46jADrawM5pxnHQmn6Q+8O4LmL2kXxPy8W9q1FEVMRZH/iqKIF5VywjHk0H5V\nr4CqSm/kee6jui6V8mpLU7q8dBxa5c9aVQYFXWJQryzaOEzN9Kam6K7mgZxq1xLUAFDo5MLOP2Mz\nbrz9UXCE4MynbxxoqUrW8gPTpKU3dOBuOefWNCkVBO5yVZVeWc4Zx5NqrbECqir9VasVNA1Dfo/j\n+KX8rnw/Qhi6WX/kcCrxoyiG48RwHFotzxxNWZtREERDmZ49THqnhPM8wQ0/exCP7XVx9AYDv9/T\nRBglOOOkDZiZWJ2nfR4kiVb2x3FSaCr3cui6HBOCT6iq9JelnXRMWRMiZlnW2wC8BkAK4DYAbwBw\nNoAPAeAB7AXwWtu2d1mWdXz2mPuzw5+wbfv87Ptfyc5xsW3bOwBA06T3ua5/t2kqVzqOp5XxKZok\nKer1dmd0VxjSFpNh+Hqxivtmk77J2MQcjiMIw7gjaOPiYMFgTeGiSN0s0jSF71MHVLfl4+of3gcA\nePHpm/DF79kAgPOfu2kg90IIreyXpMFU9pum0o7j5C80Tb6Sfc+yrA8DuABAAuCztm1/tOdnnwPw\nY9u2v5B93dd7YNQZexGzLGsrgEsAbLVt27Ms6/MA3gbgrQDOtG37fsuy/hzAJwBcCOA5oP/JSz/B\ntgH4W1DR2wbgY+wHui5/zXG8O01TucVx/PVliQ2NglwYBq3Eb7XKs3FZDUEQZy1SPniegyRREdA0\nGYQgEzMqaGX2LBaF9XB2hYtHmtKIk84K9RftzN74692Ya/g47sgJzNY9uF6EZxw7gyMPM0q/N0Wh\nO49hGJUefRFCYJrybBgm5xqGfCf7vmVZLwZwOoCTAcgA7rEs61oALoBPAjgHwI97TtX3e2CUGXsR\nAzAP4C22bbPei7sAHAHgUtu22SfNHQDelP17K4BTLcv6VXbspbZt3wPgSwA+Bfop9PqlFzEM5b5m\n09uk6/Iv2+3g5LIilTRN0Wx6WVMx3eZ3HH/oyzvaYJ10RJTnmd0N1/EaS1Msca9IOj2OZQscIWQf\nFws2YZwQdNw0fJ9GsfsrJ2l5Ia7NdiQveN5mfPo799B//8HmUu9XEOj/HyGk1P5ZBs9z0HXpviCI\nt5qm0uj9mW3b11uW9T3btlPLsjaAipAL4FUA/g10JdJLrvfAqDL2Imbb9k4AOwHAsqzDALwFwCW2\nbf8k+x4H4H0AvpUd4gK43LbtL1iWdT6Ab1uWdYJt23sArLjDY5pKG8DTAXw9CKI/9v2otOx4GMaY\nn29BVUXUat1hEAer1osJVC88v1hMJEnoNH+nabeRmzV1MweL7hKc/kPTaEsWc7FY6mbB/k6SroNF\nHCcdo8Z+fifX3fowXC/CKVvW4ZEnHDjtECc/dRrHPmWijF8TeJ5A12lT+CCGIwOAJAmpLAvflWXx\nxbK8vB+YbduxZVkfAF2FXG3b9u8B/AMAWJZ15pKH534PjCJrZgK4ZVmbAVwL4Eu2bX84+54C4Mug\nIfZLbdve5+PRsqw7ALzKtu3f9XO9Vit4O5B+wHWD0jPDhBBomtRpOG61gpFZyu0P5mCx1FaH7sCS\nzk6sqkpot4NM2LpC1+tmUVZkt3ehjXd/5hdIkhTvftWz8LGv3QmnHeI9r34Wjj2imIhxHP0/UhRx\noA35mib5hJAPa5r0vtU83rIsFfR9cJVt25dn31uUE1vmmFzvgVFhTeyzW5Z1CoBbAFzWI2CTAH4E\nwEGPgFmW9XbLsvSew3kAfW8Papr0kTTFebWaUi+7gDVNU7iuj/l5F4QQTE/TKUWDKpQtgyRJM2tr\nusRj4uu6AVzXz6Y7UX8s1/WzPzRyabfDLD9I829lCfbXb7ofUZzgBacegd/s3AunHeIZx84UEjBC\naOQ1Pd310h9EUzjNfylNABceSMAsyzrRsqyTAcC27TaAbwB4xgqPL+U9MCqMvYhZlrUewA2gebHL\nsu8R0OXjz23bvmRJBPZCAP89e9w5ADjbtu/Nc21dl28Ogvh401R2D6I/Mo5pvow6V4yHmI0K9+1a\nwC+3PwlVFnD2KU/B9297BATAfz3r2Fzn4zgqXjMzOniew8ICHYU3iOU+9RVTngjD+CRdl7+7ikOe\nBuBfLMsSLMuSAfwxgJ+s8PjS3gOjwNjnxABcCsAE8F7Lsv4ONPHSAnAGgKksVAaAx23bPh/AGwF8\n1rKsN4LmBv5bkYubpvJko9E+WlHEG0SRf+FyvmRFoc4VHnie6wx+9f0IrVZQ9UcuQ5KkuOqHtDrg\npc/bjBvv2I0gTPC8px+OI9f3tyPJfueyLHSslgZZfqJpUsLz3E89Lzy3VlNXtVVt2/Y3LMs6FcCd\noBHV1bZtf73nIUvDxDcA+FxZ74GDzZrJiY0CrutfIAjcla7rTw/SfbU3HxOGMdrtcOjW1Xlgpoh7\n9zYHaor473fsxhe+Z2PjjIbXXXAiPvD5X4HnOHzo9aevurhVkgSoqghR5LOG+mCgjrqZa2w9ipI3\n6Lp89cAutAZZC5HYyKDr8jWO423UNPnaMIzP8bxwIEMkkyTt5JiYIyggw/NCeF448psAg8Rph/jm\nTx4AAFz8wuPxrzfuRJoCL3ru0QcUsGysGdhEoHY7zNqEBvv7lGUhkSThliCIX5TtgFf0QSViJWMY\nSgDgvDhOXmqayuWu668blKiw/sh2O4Qk0cEd09M6wpBOAQqC6KDbQA+br/14J5x2iGdZ6+EFEe59\nZAFTpoxtp++/Ol+WBSgKjbqCIB7aUJYszzaXJMlbFEW8ai2OUxsGlYgNCF2Xv+043g26Ll8XRfHZ\n7fZgojIGq74nhEBRBGiaBNNUEARsHuPoLzeLsuPRBdx812OQRR4XPf+p+KeraVH7y846FrK0+Ncv\nSTxkWYQsC30N2y0LRRETUeR/Gobx+aapuEO56BqlErEBkkVl/8l1k5fUasrnWq1getA9iWnaHYbL\n3Bt0XUatRgWNlTKstVxoGCW48ga6wXbhmcfg5rsew2zDw/FHTeK5J24AId3md1EUst7KsPSRawci\nq7xfiKLkTYoifrWKvopTidgQ0HX5O47jbVRV6bo0Tc9xXZ8bhobEcdJxlGWCxlqIaD8kFbS14GBx\nw88fxmOzLWzaYMI6ehJ///nbwXMEb7jwZExN6RAELqtji+C6wxUuoDMxKeU48lPfj/5zraa2hnoD\na5hKxIYEi8ocx3uBaapXBkG0uWx3g5XoFTRCSI+DhQiOI4iiuDMsNwyTsYrUHt3j4JqfPQSOELz+\nwpNx5XXbkaQpXn7OcTj68FrpQ3f7RZYFyLK4Kwzj12ma9L0q+iqXSsSGjGEoNwE4JoriV9Rqykfa\n7fCIYUdCdCkVdcaD8Xx3sreuyxAEHnGcdBwsWL/iqNSk0cZw2pxOCPDFL9+HOElx0VlbcM9Dc9jx\n6AIOn9Zw7qlHoNk88JTsQSGKPFRVfCKOk/fIsnBFZRU+GKrf6kFC1+WrAFwVx+k7FEV8R7sdrD9Y\nHl60yboraoSgY3UjCDRiY9bWzLWCilqKJEkW9TsWjeAIATiO6+nF5MDz3b+ZIy0V2QRfv3EHduyi\nonXy5kl88Iu3gxDgz7Y9DaIw0L2U/ZIVyM4mSfrPsiy+/6DcxCFEVew6AriuTziO/F9CyGtbrWBi\nVCKepTDHCvqHCQu3yH1isXvFYgeLNKXJ9TCMANDWqa6TRdfNorcRvFc0kyRZ1Fu560kH77/yNiRp\nine98jRc9cMdeOjxJs5/7tF42dlbhv774XkOqio2AHw5SdL/oevy+Ccbx4BKxEYIx/EknuevIAQX\ntVqBNqpithJdF4uuOAFMrADTVNFstpFkT61X7Jh4rYYwivH+z/8Ku/e42HYGrQG77taHsXFGw/te\ns3WoUVgmXm1CyHVhGL+6KlgdLmPfAL6WMAwlUFXxVUEQHaFp0g21mhIMorF8kLCoibnBMjvs3hwc\n8/XvtcJmEddq+cZND2D3HuqZbx01ietvfRgCT/CGl5w0NAETBA6mqQSaJt0YRclRiiK+rBKw4VOJ\n2AhSq6l1RRFf7PvRlCwLl5mmsqdKCnf57QOz+P5tuyAJHF5x7nG44vrtSAG87KwtOHqDOfDrZ3MJ\n9iqKeHkQROsURTzXNJXZgV+4YlkqERthajW1parSmxVFPIznuZfXasrvNE0K2RLtUGS+6ePya6nF\n9MvP2YJrfvYQ6k6AZxw7gxc++8iBXZcQAlWVItNU7hEE7k8VRVyvqtLrajW1ObCLVqyKSsTGBF2X\nvybL4tPTND3GMORvGoY8L0njtdQsSpKk+Mw1d6PZor2Rcw0f9zw0j5magj//oxMxCHHPZh/UDUP+\nDpBuURTxJF2Xv1z6hSpyU61RxgzDUHYD+C8AkKa4VFGkt0ZRvMn3IzKOGwH98K2bH8C9jyxg3YSC\nZx67Dp+9fjsEnsObLzoZhlpeASnPE8iymAoCvyuOk8uSJP1HXZdSoCpSHUUqERtjNE36OICPh2F0\nkqZJ/0gIeU4YxjO+H5K1Zsdzx449uO7WhyHwHLadsQlf+gGdHfmn5x2PzYfXCp+f4whkWUhFkZ9L\nU/w6iuJ3ybLw68Inrhg4lYitAQxDuRt0TiDCMDpe06R3EUKeH8fJ0UEQieM2CHcpv9/r4jPX0DzY\ntjM24du3PIggTHDe1qPw/Gcekfu8WT9pxPPcLgC3RFH8IVkWt9OfVlHXuFCJ2BrDMJT7ALwWABzH\nM2VZ/EtVJRelabolDGN93BwsnHaIT3zjLnhBjK0nHIbb7T1YcAKcsmUdXt5nQSshgCgKEEW+xXHk\ngTRNvx1FyUd0XVygj6iEaxypil0PEVzXJwD+RBC4NwHk6XGcTLKG72G9Bvq1p47iBP909W9w7yML\n2LTBBAjw8ONNbDrcxDsvPhWKtPJnMCEEokiHAPM8XwfSe6Io+SSAL1fV9GuHSsQOUZpN7zCOIxfy\nPLcNwPFpmm6I42QyihISRfFAHGH7EbEkTXH5tffg53c/gZouYUKXsOtJBxtnNLzrlafB1KR9jsn6\nPVNB4BYIIU8C2BnHyfVJkn7TNJXHy39GFaNAJWIVHZpNbwPPk4s4jnsRgOMBbEySZKLrYlGswXu1\nIpamdFrRD29/FBwh0BQBTjvEugkF737Vs7BuUu3p4eTqAJ4AsCNJ0u8lSfJ1w1Aey32TFWNHJWIV\nK5JFbNs4jpxGCDmWEByWpqilaaqlKbQ0TY0kScXeKd6sF3LpDun+RIw2j6NT53X1j3bgulsfhihw\nmDTkZMKQos0ba62Lz7MeMjXp8TRNH0yS9NdJkl5bRVgVlYhVFMZxvI0AOZHj8DRCyBZCyDGEYAJ0\n40ikfxMeSAVB4DdGUbwbQAg6IzECEKYpmlGcPHT7vU/U9y54D0oi97MLnr9l+0F8WhVjQiViFRUV\nY03VdlRRUTHWVCJWUVEx1lQiVlFRMdZUIlZRUTHWVCJWUVEx1lQiVlFRMdZUIlZRUTHWVC4WFaVg\nWdbbALwGQArgNgCfBPDp7GsAWAcgtW17k2VZJoAvAjgOgAPgYtu277cs63gAX8mOudi27R1DfhoV\nY0gViVUUxrKsrQAuAbDVtu1ngFbp/4Ft26fatn0agDMAzAL4s+yQ9wO43bbtkwC8C8AXsu9vA/C3\nAN6X/bui4oBUkVhFGcwDeItt21729Z0Aju75+dtBReuH2dcXADgbAGzb/rFlWRssyzoSwJcAfAo0\nEnv9UO68YuypRKyiMLZt7wSwEwAsyzoMwFtAIzNYlqVnX5/ac8hTAOzu+foxAEfatv1zABcN454r\n1g7VcrKiNCzL2gzgRgCfsm37J9m3LwZwg23bvW4Ty40lGm8P7YqDRiViFaVgWdYpAG4BcJlt2x/u\n+dGFoMn6Xh4FsLHn643Z9yoq+qYSsYrCWJa1HsANoHmxy5b8+DkAbl7yveuQzQGwLOssAE3btn8/\n6PusWJtUObGKMrgUgAngvZZl/R1oYv46AB8HENq27S95/HsBXGFZ1m8BeABePcybrVhbVH5iFRUV\nY021nKyoqBhrKhGrqKgYayoRq6ioGGsqEauoqBhrKhGrqKgYayoRq6ioGGsqEauoqBhrKhGrqKgY\na/4D5NVj5PMLFJoAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x116167090>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Load Satellite TLE data.\n",
"# From https://celestrak.com/NORAD/elements/ \n",
"# This is a randomly selected new satellite\n",
"l1 = 'INMARSAT 5-F4' \n",
"l2 = '1 42698U 17025A 17153.79683994 -.00000258 00000-0 00000-0 0 9992'\n",
"l3 = '2 42698 0.2035 275.1565 1832507 323.1423 23.0934 1.00255703 178 '\n",
"biif1 = ephem.readtle(l1,l2,l3)\n",
"\n",
"# Make some datetimes\n",
"midnight = datetime.datetime.replace(datetime.datetime.now(), hour=0)\n",
"dt = [midnight + datetime.timedelta(minutes=20*x) for x in range(0, 24*3)]\n",
"\n",
"# Compute satellite locations at each datetime\n",
"sat_alt, sat_az = [], []\n",
"for date in dt:\n",
" pks.date = date\n",
" biif1.compute(pks)\n",
" sat_alt.append(np.rad2deg(biif1.alt))\n",
" sat_az.append(np.rad2deg(biif1.az))\n",
" \n",
"# Plot satellite tracks\n",
"plt.subplot(211)\n",
"plt.plot(dt, sat_alt)\n",
"plt.ylabel(\"Altitude (deg)\")\n",
"plt.xticks(rotation=25)\n",
"plt.subplot(212)\n",
"plt.plot(dt, sat_az)\n",
"plt.ylabel(\"Azimuth (deg)\")\n",
"plt.xticks(rotation=25)\n",
"plt.show()\n",
"\n",
"# Plot satellite track in polar coordinates\n",
"plt.polar(np.deg2rad(sat_az), 90-np.array(sat_alt))\n",
"plt.ylim(0,90)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Hickle to file\n",
"\n",
"Hickle is a little utility to write stuff to HDF5 files for future use. I wrote it so you should use it!"
]
},
{
"cell_type": "code",
"execution_count": 177,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'a': array([1, 2, 3, 4, 5]),\n",
" 'b': [1, 2, 3, 4],\n",
" 'c': (1, 2, 3, 4),\n",
" 'd': 1.0,\n",
" 'data': {'x': [12, 3, 4], 'y': [1, 2, 1]}}\n"
]
}
],
"source": [
"import hickle as hkl\n",
"from pprint import pprint\n",
"\n",
"aa = {'a': np.array([1,2,3,4,5]),\n",
" 'b': [1,2,3,4],\n",
" 'c': (1,2,3,4),\n",
" 'data': {'x': [12,3,4], 'y': [1,2,1]},\n",
" 'd': 1.0}\n",
"\n",
"hkl.dump(aa, 'test.hkl')\n",
"\n",
"bb = hkl.load('test.hkl')\n",
"\n",
"pprint(bb)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.9"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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