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@jpivarski
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "eMtJkYNiWlVs"
},
"source": [
"# Mandelbrot on all accelerators"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This notebook demonstrates a single mathematical problem—computing the Mandelbrot set—on a variety of Python accelerators.\n",
"\n",
"The Mandelbrot problem was chosen because it is both good and bad for vectorization:\n",
"\n",
" * the value of each pixel can be computed independently, but\n",
" * the calculation of each pixel requires a different number of iterations—some pixels converge more quickly than others.\n",
"\n",
"Thus, we're faced with the choice of unnecessarily recomputing already-converged pixels or complex bookkeeping to avoid recomputation. Since computation is generally faster than memory transfers, unnecessary recomputation wins. Pure array-oriented interfaces that perform multiple passes over the data, creating intermediates (allocating memory and copying), are visibly worse than single-pass computation, with or without recomputation.\n",
"\n",
"It is a good illustration of the benefits and pitfalls of array-oriented performance. NumPy is better than Python `for` loops because the iteration is compiled over data that are dense in memory, but the last order of magnitude of performance comes from fusing all the steps to compute a pixel into a new array-oriented kernel, or by simply compiling the loop. This pattern is evident on both CPUs and GPUs."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"id": "UP4CQmMXWjrp"
},
"outputs": [],
"source": [
"import math\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "yWsSmkqs90EH"
},
"source": [
"## Python \"for\" loops: imperative"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The first test uses ordinary Python `for` loops, though the data are in NumPy arrays.\n",
"\n",
"To compute a Mandelbrot set, we make a grid representing the complex plane (`c`) and another grid that counts the number of iterations before the value of\n",
"\n",
"$$z \\to z^2 + c$$\n",
"\n",
"seems to diverge ($|z| > 2$). The number of iterations as a function of position in the complex plane is the familiar Mandelbrot image.\n",
"\n",
"Python is _very_ slow, owing to a lot of familiar reasons: numbers are all boxed objects, randomly distributed in memory (\"pointer chasing\"), they are untyped, requiring type-checks at every step in the loop, everything goes through a virtual machine that has a garbage collector, etc.\n",
"\n",
"We only run this Python implementation on a grid of 200×300 pixels, which is 100× fewer than all the other tests."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"id": "ovIbCa70t7OG"
},
"outputs": [],
"source": [
"def run_python(height, width):\n",
" y, x = np.ogrid[-1:0:height*1j, -1.5:0:width*1j]\n",
" c = x + y*1j\n",
" fractal = np.full(c.shape, 20, dtype=np.int32)\n",
" for h in range(height):\n",
" for w in range(width): # for each pixel (h, w)...\n",
" z = c[h, w]\n",
" for i in range(20): # iterate at most 20 times\n",
" z = z**2 + c[h, w] # applying z → z² + c\n",
" if abs(z) > 2: # if it diverges (|z| > 2)\n",
" fractal[h, w] = i # color the plane with the iteration number\n",
" break # we're done, no need to keep iterating\n",
" return fractal"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Notice the pixelation in the image: this is a low resolution run."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 594
},
"id": "0iBqqXiQuCFk",
"outputId": "f012f46c-821f-448c-96b3-8efbf3a29358",
"tags": []
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1080x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1, 1, figsize=(15, 10))\n",
"ax.imshow(run_python(200, 300)); # running on 100× fewer pixels than all other tests (low resolution)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "Rj_iWFmCuHuA",
"outputId": "f63a95fc-6505-4b18-9fa8-e2350fc58d90"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"249 ms ± 1.38 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
]
},
{
"data": {
"text/plain": [
"<TimeitResult : 249 ms ± 1.38 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%%timeit -o\n",
"run_python(200, 300) # running on 100× fewer pixels than all other tests"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"id": "GcMflNa9UEWu"
},
"outputs": [],
"source": [
"result_python = _"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "vRQqTOYW92pA"
},
"source": [
"## NumPy: array-oriented"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"NumPy is the first step for most numerical work in Python. Many Python users interact with NumPy through Pandas, which is considered a staple for Pythonic data analysis. Almost all data-crunching libraries in Python have array-oriented interfaces and interface with NumPy arrays as a first-class data type.\n",
"\n",
"The array-oriented interface is user-visible, and in some cases considered a _syntactic_ improvement over explicit `for` loops.\n",
"\n",
"Regardless of how you feel about it as a convenient syntax, the array-oriented interface requires some changes to the Mandelbrot calculation:\n",
"\n",
" * `z = z**2 + c` has no array subscripts (yay!)\n",
" * we can't `break` from the loop up to `20` when divergence is identified (boo!)\n",
" * so we have to do some additional bookkeeping to determine which pixels are just starting to diverge in a given iteration step (double-boo!)\n",
"\n",
"Algorithms that must \"iterate until converged\" (like this one) are generally bad for array-oriented interfaces because vectorization naturally wants to apply the same instructions on multiple data (SIMD), and stopping after convergence is different for different data. That's why the Mandelbrot calculation is a good example.\n",
"\n",
"Also, `np.absolute(z) > 2` is noticeably worse than `z.real**2 + z.imag**2 > 4` because of the extra calculation of a square root. We only didn't see this in the Python code because iterating through Python was by itself more expensive than calculating square roots. In fact, `abs(z) > 2` is faster in Python because it involves fewer virtual machine operations."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"id": "PeIQgus_wsTu"
},
"outputs": [],
"source": [
"def run_numpy(height, width):\n",
" y, x = np.ogrid[-1:0:height*1j, -1.5:0:width*1j]\n",
" c = x + y*1j\n",
" fractal = np.full(c.shape, 20, dtype=np.int32)\n",
" z = c\n",
" for i in range(20):\n",
" z = z**2 + c # applying z → z² + c\n",
" diverged = z.real**2 + z.imag**2 > 4 # |z| > 2 is \"divergence\"\n",
" diverging_now = diverged & (fractal == 20) # some are already done\n",
" fractal[diverging_now] = i # just set the new ones\n",
" z[diverged] = 2 # clamp diverged at 2\n",
" return fractal"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Notice the lack of pixelation in the image: this, like all the ones that follow, is a high resolution run."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 595
},
"id": "X3H7_xmUwsa7",
"outputId": "fe53cae1-cb37-49d6-b3e4-61fa945553aa"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1, 1, figsize=(15, 10))\n",
"plt.imshow(run_numpy(2000, 3000));"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "b21VhoudwsgM",
"outputId": "6b9d5d44-f7f6-4592-d363-10229c9dfc9a"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"934 ms ± 8.69 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
]
},
{
"data": {
"text/plain": [
"<TimeitResult : 934 ms ± 8.69 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%%timeit -o\n",
"run_numpy(2000, 3000)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"id": "kjKc5mgwUA9d"
},
"outputs": [],
"source": [
"result_numpy = _"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ZvWFo58V-Av_"
},
"source": [
"## pybind11: imperative in C++"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The traditional way to avoid all performance limitations is to rewrite the Python algorithm in C++. That's what most professional libraries do. However, it introduces a packaging and distribution problem because compilation environments aren't the same on all systems, a problem generally solved by distributed precompiled wheels in pip or conda.\n",
"\n",
"Here, we assume that this notebook is running on a system that has a working C++ (11) compiler.\n",
"\n",
"The C++ code below is a transliteration of the Python code above. It uses pybind11 to wrap the `run` function in a Python extension module."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "T959LNTV2wuT",
"outputId": "c837f848-77ff-4d04-e5d2-ad63b8e0bc60"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Writing run_pybind11.cpp\n"
]
}
],
"source": [
"%%writefile run_pybind11.cpp\n",
"#include <complex>\n",
"#include <pybind11/pybind11.h>\n",
"#include <pybind11/numpy.h>\n",
"\n",
"namespace py = pybind11;\n",
"\n",
"void run(\n",
" int height,\n",
" int width,\n",
" py::array_t<std::complex<double>> np_c,\n",
" py::array_t<int> np_fractal\n",
") {\n",
" std::complex<double>* c = static_cast<std::complex<double>*>(np_c.request().ptr);\n",
"\n",
" int* fractal = static_cast<int*>(np_fractal.request().ptr);\n",
" for (int h = 0; h < height; h++) {\n",
" for (int w = 0; w < width; w++) {\n",
" std::complex<double> ci = c[h + height*w];\n",
" std::complex<double> z = ci;\n",
" for (int i = 0; i < 20; i++) {\n",
" z = z * z + ci;\n",
" if (z.real()*z.real() + z.imag()*z.imag() > 4) {\n",
" fractal[h + height*w] = i;\n",
" break;\n",
" }\n",
" }\n",
" }\n",
" }\n",
"}\n",
"\n",
"PYBIND11_MODULE(run_pybind11, m) {\n",
" m.def(\"run\", &run, \"the inner loop\");\n",
"}"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The `pybind11` header-only library must be installed. That, and a `python -m pybind11 --includes` command to generate compiler arguments, are provided by the `pybind11` package on PyPI."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "jgCWHrRZ3BsF",
"outputId": "c87a80f5-9786-484a-ca36-b2aa9bd93b27"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Collecting pybind11\n",
" Using cached pybind11-2.9.2-py2.py3-none-any.whl (213 kB)\n",
"Installing collected packages: pybind11\n",
"Successfully installed pybind11-2.9.2\n"
]
}
],
"source": [
"!pip install pybind11"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This compilation command assumes that you have either `python-config` or `python3-config` to generate an appropriate `--extension-suffix`.\n",
"\n",
"The `-O3` and `-ffast-math` flags make a noticeable difference."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"id": "cB9llWDA2wyi"
},
"outputs": [],
"source": [
"%%bash\n",
"\n",
"export PYTHON_CONFIG=`which python-config python3-config | head -n1`\n",
"\n",
"c++ -Wall -shared -std=c++11 -fPIC -O3 -ffast-math `python -m pybind11 --includes` run_pybind11.cpp -o run_pybind11`$PYTHON_CONFIG --extension-suffix`"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The arrays must be owned by Python (NumPy arrays), so they must be created on the Python side and passed into the compiled function.\n",
"\n",
"It's probably possible to create Python-owned arrays with pybind11, but I didn't bother for this test."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"id": "l3aipBkR2w2Z"
},
"outputs": [],
"source": [
"import run_pybind11\n",
"\n",
"def run_c_plus_plus(height, width):\n",
" y, x = np.ogrid[-1:0:height*1j, -1.5:0:width*1j]\n",
" c = x + y*1j\n",
" fractal = np.full(c.shape, 20, dtype=np.int32)\n",
" run_pybind11.run(height, width, c, fractal)\n",
" return fractal"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 595
},
"id": "DyH_0CtH7R-7",
"outputId": "e41e8d02-8800-4f0e-bf40-dafea3c705be"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1, 1, figsize=(15, 10))\n",
"ax.imshow(run_c_plus_plus(2000, 3000));"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "flurr2kc7SDc",
"outputId": "19eb2d7c-fc6d-4bef-9fcc-d82b0a3d89e5"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"133 ms ± 1.08 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
]
},
{
"data": {
"text/plain": [
"<TimeitResult : 133 ms ± 1.08 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%%timeit -o\n",
"run_c_plus_plus(2000, 3000)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"id": "UZjXjcRRT8fQ"
},
"outputs": [],
"source": [
"result_c_plus_plus = _"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "rnnsRjrp-Hkz"
},
"source": [
"## Cython: imperative in a C++/Python hybrid"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Another classic way to avoid performance issues in Python is to write the code using Cython, a hybrid language between C++ and Python.\n",
"\n",
"It has the advantage that you can start with pure Python code and gradually speed it up by replacing Python-like statements with C++-like statements. In fact, Jupyter helps with this by letting you repeatedly run Cython code in a cell to hunt for bottlenecks. Passing a `-a` argument to `%%cython` shows a highlighted version of the code, in which more Python-like statements are more yellow. You can then focus on optimizing the hotspots and let the code that's only run once or a few times be Pythonic.\n",
"\n",
"Note: I spent a lot of time on this one, finding incremental improvements with decorators like `@cython.boundscheck` and `@cython.wraparound`. The biggest surprise came more than 3 years after [the initial work](https://github.com/jpivarski-talks/python-numpy-mini-course/blob/master/6-compilers.ipynb) on this function: replacing `z**2` with `z * z` accounted for the last factor of 30×, which finally brought this implementation in line with the pure C++ implementation. Cython must be using a complex-number library with a bad `z**2` implementation, probably based on `pow` and not realizing that `2` is a compile-time constant.\n",
"\n",
"(That line was _not_ yellow!)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"id": "bqywGCV7y5es"
},
"outputs": [],
"source": [
"%load_ext Cython"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"id": "bK7pk0nqy84E"
},
"outputs": [],
"source": [
"%%cython --cplus -c-O3 -c-ffast-math -c-DNPY_NO_DEPRECATED_API=NPY_1_7_API_VERSION\n",
"import cython\n",
"import numpy as np\n",
"cimport numpy as np\n",
"\n",
"@cython.boundscheck(False) # <--- turn off bounds-checking\n",
"@cython.wraparound(False) # <--- turn off negative index wrapping (e.g. -1 for last element)\n",
"def run_cython(int height, int width):\n",
" y, x = np.ogrid[-1:0:height*1j, -1.5:0:width*1j]\n",
" c = x + y*1j\n",
" fractal = np.zeros(c.shape, dtype=np.int32) + 20\n",
" cdef np.ndarray[np.complex128_t, ndim=2, mode=\"c\"] c_array = c\n",
" cdef np.ndarray[np.int32_t, ndim=2, mode=\"c\"] fractal_array = fractal\n",
" cdef np.complex128_t z\n",
" for h in range(height):\n",
" for w in range(width):\n",
" z = c_array[h, w]\n",
" for i in range(20):\n",
" z = z * z + c_array[h, w] # <--- z**2 → z * z is a 30× speedup\n",
" if z.real**2 + z.imag**2 > 4:\n",
" fractal_array[h, w] = i\n",
" break\n",
" return fractal"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 595
},
"id": "fQK6pc_Vy5lj",
"outputId": "25c2a277-b9bb-452c-830d-bfc25ba89302"
},
"outputs": [
{
"data": {
"image/png": 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/Mnu7yd977uN0ZjPwdcSgiZjUY2xETCDPC7qF49vTp/kH9in+zNTX+VDWZmYy56n8LXLx/Jq8m3ysT88kRGuJXhbT/+pZXAsBJDZibSBzJa8Wh/lQfpGXj73IrM9JxOOw/FDrOU64aT7aeJ35AP/H7Q/xlRv3cGO+SXsuI3ar17n0DVIsuwaloyiEmcmMv//2x3nt1mEmml165Ti2WycvMphtVn1JiNguS0SX8RHb29wEaBVeiqIoirIZjFQBGqkGEyh7Bx2SvDIh2WYP1gr4zBDdxoYer0fYqk4exMFvUf9JAALYqyndWbfgRGEieCF0HTHzWAfdTgqNPp0y4WbZ4po3PJ42+Imxi2SS8m86TU41Z+h5x9t+kpAEQmGq9MC4rPTQRlxekuUFhbf8+u0nePL47/InJ79GEeEe18CK4aks4+HkIpk0+XQn42pvnL639PuO0K8vWimLoisunpcpBHqOK68e5bI5gm0bOj0hm6vLDOOi4BqIwypUY+j6xPUTDFdChZeiKIqibBQtLVT2IDokeRVECOlof5ejgZBtv8QQqITOdnI5PFu/0x+U2fUr1y2W1YFEA7hIdIHYs3jAukC/7xhPu/yxqad5sE51bZpK6L8vvc6jp36DT08+zN+b/zidTookgZgEYhCiF2IQxEZcWtLIC7KkJLMlRiIvlWN8b37nIVoR3izbfCjv8erEq9zotbh2a3yhZ8306xd87eCZwfDjGtMztcha/JkplwouqMoJ7+jr6sU1e9VWQ4WXoiiKoqyHESRNIc+0tFDZU+iQ5NWJbnvztVbC56MTclG255oZDxsI2ltR4EmonJ9INTTYZ3XvVQD6ghSWkAUiliAREcNckfG5+Ue46d/mY/k0Y6ZSS6fcGF/uFXx97h4mG10iVWhHHBIuzgWypCBPSg7lHZwEzo/d4JOT3+DJtMMtH7ngDeds4JBt0osFv9E+xLc7Z3mi8SZ/Yvwl3uof5sUrx6rjLM2C62cKQYpl5zcQY/3FkkLb547hxxIjps/SEsNy42Eay1HhpSiKoihrobO5lL1MluqQ5FUIiR1pmaHPR1diCFvv71rcQCUcNnQ8aywiJRgRQjrUhxXBdA0xjQSxiIGLMxP8Fu+iebLH9zfmKKKnHfuMSUYunnHX5Xhzlk6R4Myiwkmd58mjb/ODU8/xnc4ZfnzyGf6gcz8fzF/jqSyjiCn/cv4or/aOczq9xY+1XicTx4X+EZ65fY6vT58lnPwDPth6hedOnuRr8/cspBPaniwRU7LM/ZIItsuqA52r/q6lj20mTGM5+i6iKIqiKKuhs7mUPUzMEkKut3orMuJQjVGlGA6z5f6uGlk2n2s1orkzPbFaV+r/VCV40VazuIa3J30hWoPvQZE6YhQ+0nyFIsKnOofohoRPNN/ikSTlTx36A14fO8w/ih/lemeMIhgy68ldwYTr8n2Ni3xf4yJHTIMH3esk4nixmOeZ7lk+N/MwM2XGxd4U39N4lRM28EL7JG9MH6LbT/ivb/wR3n3sMhfnJpG2w/TqkIy4eD5SCmYQlc/6oktCrFywIUy5/pDktdDfRkVRFEVZjpYWKnscDdNYm5CO0O2SOlBjxH8rtjsDbMP7WelzpeWmTqxK8Xy+gkjrC9EIRd9xrDHHxXKSX5m5j8u9STJTkJuCP9Sc5ok04Zy9zqtHXuKZmXvo+oQQhZP5LGeyW3Rj5B43BkBTUq77eX559gm+dOs+pvuNBafsX+Tv5RNjz3KxM8F8J6PoOUJh+eL1B5COxc2bhdLCBcG1zLlaT3QBS4TbAFts3e0CFV6KoiiKshQtLVT2OBqmsQ7GEEYU9w6jGZS8nMqF2r6Qkw1kQKx27HesG5b2ey0s54UYwfcsz147yf/Y/QQ973AmcChr82p2nHbjGpPSYMLkfKDxKtNlk4Dw3a2XeSS5wZQxTJiqdyuThOnQIRdLLiWz/ZzbnQalN/go/NKFJ7l6YpwQDf12SuwZ8ILpG2x3sZ/LDHq4Vmh0M721RZfEO/u4JMQVt7UZ9F1FURRFUQY4h7QaWlqo7Fk0TGN9Rul2hWT0JYYwgv4uWAiXYC1RKGs4ayusKyUYKwS3VHwRBTzMzDboFY48rdRPu0j4itzLx1ovcNrOMWUcH85Sxs0zFNHwYOKZNJXL9c1+l1eLo3wkv8LvdU7zRv8oTdNnupcz300pC0uMQns+55euP0XsWqRnMPVMMNuvRNdwUuFKqtP2WZjVtRqmvLO3y2xTdIEKL0VRFEXR0kJl/6BhGmsjMjq3S+pAjR34m7Hd/q6NEs3mZ32ZAsJKCiJCKAyFqX6YJSWdfsLF+Un+6c0PcTKb5sn8TT6Wz/N4kmLF0IsFl8o5rgXH78w/yovtk3wtvZdX5o/x1twUt9oNOp0U7w2xNNXg5VKQvsGUizO6loiunqyaOjiY0bUeK7lh4rdXZggqvBRFUZSDjpYWKvuEmKcaprEOo0wyLBt25HH0wNou1IiJW3m5hLq80K0gREJ1QYp+teE8Leh5y0tzx5kpG/RCQm6e56NZYDp0+N3OMV7onuLVzlEudSbplAnP9M7SLy2dXkq/5wg9W203VtuXnll0oyKYcqi8sL+66II7Z3SthIS4oruljpeiKIqibAdNLVT2CTFxhCx5pw9jdyNCyEajaEI62uj4YUbV34Ws42bJ1p0148Fb7hSeQQhBMCZS9B3WBqyJ9ErHfJlyq2hia+VTxMDlYpIL3cO83Z6i5x23Ow18ELr9pBJdHbdYLhhZKrqoHaw6edCUa4uujbpdK5UoStjawOQ7tr39TSiKoijKHsMIkmdIU/u5lL1PtIbYSPWubh1C5ohm+4ImOsHno+/rGhBGGXO/xqai2bqztmrIRIQYFndaFNUOAkJAMBK537WxYmhKQjtk3C4aFN7SKRJ8EPqlo+jXTteQ2JFiqeii7uWq5pWtLJjuOOYNRMGPwtlaDXW8FEVRlIOFlhYq+4hohNjMNExjPUaVZFhHx+8kK/ZP7QBbKjNcWLlOPVzpZTckvOLQAqkpOZPdWvj+eujTDilGAiKRvrf4YCqnK8iS7VDHwg8jfrHEUIKsmzi4VorhwjJhe3O61kM/G1EURVEODmmCjLVUdCn7gmiEmGdEp7dz6zGqJMNBdPxOuV2j3HYUVu9Bk20KvLrfanF7i1ZT9HfuNLMlH596kQ83XqFpKhesiHAquc1U0gGg9IZevxrCHEuz1L3ysvT7yJKywvVElQwSHtfBeFZ0zUYlxvQ3VVEURdn/aGmhsh/JUuKIepb2NSNyu6Lbmej4YXwywm3L6iIu2s2nGa61nyUCb+j/xkRSV3Isn+Oh7DIfzi2TpgHAedfkJ8Zf42eOfJ7clvhgCL46qLi8x8ovdb9MKQtiS+IapY/D29iAeFp1OyN6WvTdR1EURdnfGKlKCxu5RsUr+4aYJYRUnduN4LMRuF0CZWNnouMHbKfnaiXWCs4IG8lh2eCpRrNUJUn9vUgkTUqONeb5E0e/zGPJ/JLlqjj5wGfmH2W2yAhRFkoTl1zmuEx4cWdIhqwXfBFYNxxD4uoDktfqldsM+hurKIqi7F+cQ5o5WHUFlP1DdJaQa5jGRoiJJSbbv1A7Fh0/RHCjddNWE3HRbkzgreuIDQTX8LYExFU9W2lWkiUlh7I2hoBF8DFgZemGrxQT+LD0MbGBOPwCHw7ZqAcmL3wfZAOiap1zoXLENrLcdtBfWUVRFGX/YQTJUmSsqaJL2VdEZ4nNTO/gNkgYgdu1k9HxC8gGXahNbG81cRWS9R2caFhbhZjFbUQ7tJyJWBvIG32ypKCV9pkvUz49+zi/0znJjdBZWPS1Yo6v96a4XTSwJmAkIvU+xbAodMPyMsO1j30lNlxmuNopa6mhoiiKoqzAoLSw2dDSQmVfEY0QG6kmGG6QkDqC3d6t7k5Hxw/wyWj3EVYL6TAbSzOMZm1xtiDqhEWBZiK2UVaiy3nGsz6p8TgJ9ILDIyS1gunFgheKI3xx/iFu9ZsYiWRJiUuqWj+RCO5OtbTRfq6tsJY4iyIj6YlT4aUoiqLsH6ypUgtTHSSr7C8WYuM1wXBjGEPIt+l2131dO86o3S5W355PN9avtKY4EwguVq5a/S8CJvecO3aLj515jXMTtxhLe0xmHVquz/Fklg9kb3PINgHIJOGh5Aa94EiNx0ogdyV5WpBmBSIR40K17eVlhstcqTXTGzfIWv1dC/sZwUtBe7wURVGU/UGaVKmF6nIp+5EsJSZaNrtRRhGo4XOzZjLgqBi127VqSMca5Yd3rr96mWF0iyJkILxMXtJs9fjkqW/zJya+wU2f8Dvz7+Jm2aJp+nyk9RL3uOaS7RigaftkpuRw1saZQIiCSMTZQLeX0O9bZND/tZrbJZEosu3+rPXWj1ag3N5OVHgpiqIoexsjSJpWqYWKsg+JjYyQ6y3bRhlFoEZIDWHEgmhFdsLtSlcWiz7bmGuzZg+YgZDUbpeNYCMmL7GJJ3UlX7p1H39i4hs8lWWMm2/y+c55clMwbrpYSe/Y3PFkhnaW0g4pp/Jpjhye59uzp+kHy+nGNL/2/LuJnUW1uFI5YJTqvLYza0s2kHoY7NIcka2gv8WKoijK3sWaqp9LByIr+5SYOI2N3wzG4HO3LcEUDXelrwvAj3guWDSrDEbeTG+XW0WBGPB5XAzVSGvR5QJ5XpDYKiDjmd5JTthbnHdNkubrzAbLCRuApcLLCpx0t0kbJT4ajrkZfqBxk4uTz9CNlk/NPYYxkdJGpFj7GkUHbCF0Y8BGRFs0QjRxWwJPf5MVRVGUvYlzSEsHIiv7l5g4giYYbgqfWaLZhpAR8I27U9IZ7egHJq/qdm2kt0sgZCsvF5PK6Rr0U8UkQuZpjvUYy3tk1nOyNcPJfIbbvkk7XOWQTbjHja26uxM246HkOiG5wX3OkokDUu5zkX82d5wvT59fz4RaPD4biUZWFUXBrvNrtEExFZxg+1svN1ThpSiKouwtjCBJogORlX1NtIbY0Fldm2EUJYY+N9Wcq7tQYlhmo91HcCsLuWg34HZJVYoYlvd2mar0cBCmUW0vEtNAa7LLj933Ld7bfIMpO885N8NNn3PWdWiabN3jzSThXWmyMNvLx8DX+yVf7Z7nX19+ijduHqpU4EbCQOqSTdtbf9mV2Gh/WHBg+1vbB6jwUhRFUfYSg6h4TS1U9jHRGmIr19j4zTCCEsO71tdFJbq25cwtI5rK1bqDWlCt6XbJkLgaUJcsRheXpAZGU5UY4iKPHrvCB1uv8FBynYeTHCstSABWd7lWYiC6ni36/MbsU3x79jTX5sfw3hAD1aDmOt0w2tXLAqOLxGIV12twDqsIrI2WD0YjRLt+AuJq6OcoiqIoyt5Ao+KVA8BCbLyKrk3hc7ctIROd4LO719cV3GhLDH3Oiucf3DpJhvW6Pq0USbRVuWHZiFVp4dAg42ggZgFMxCSeF28c43964xP8o1sf4VbocN3Pc8u38THQDn2KuHF1YsUwZUqOJzMYIs56jInEWjEO0hPDGucS61LL1c5zVEOQfbr1DanjpSiKoux+0gRp5NrPpexrdFbX1giZI2y3xDAzI3WgViPaEacYSuV0hZWEuqlE1FrHUiUdRqIbiLS4sN0ly7qqvBABTERspCgct9oNnpFz/GrjPvrREaJwLr3BuOkyIT0eTjxNs5oaWso9bow/Pf46RbR0/aPMdTMIi8JLisptilZWdZyCi4gTzLKgjSgbrlpcl2C37nqp8FIURVF2L9rPpRwQFkSXzuraFNEaQra9azbo69ppooVylGmJteha0YFZq8SwXi+6uCAEF8oMlwsuQyW4hnq/xEUE8F6IUZjtZfzrK+/lRGOGCdflZjnG2fQGJ900k+YW960hvK76eWZDpClw2GY0Tcq/O/4Cj2YX+S/nfpy5UM/+MpX7Jh5CGrHdOwcpDwhZRMKdJYeD9UeBTwXX2XzIhgovRVEUZXdiDZLnWlqoHAzSREXXZjEG30y219eVCGHEke4rUodpjGo/0VRldaulIlZiaoXHXZ18aCIxgbIZqqh5E5FSkCCVWLOxLu+LS8WYiZikVjRRCPVXp0yYLXL69U4nXZup2Gatitnrfp7nixYXi0N0Y0IuBfenV/l690G+PX+mcryGzzkLSMdU/WxZHaSxgvaJdTqj7S79ebRAsfrxbIZghZCAKTYnvlR4KYqiKLsP55BmDlZvRJX9T8xTQkM/YNgUItuOjq/mdZm7IrqKxujCNAYlgiuWF1IlGC7vdRoItWjjYi/UuQ6NrCBPC544donPvvQgoetWHyQsIGlAlkUAmvr7rndktmTeZxTR0jI9jq7hdnVjpB0ybvsmV4pJbpVNfqX7FLf7Da63W4QgddxgfZ6mEoNSVqV+PpMqYXCFYIxgI2SyRJwt9KttPQ1+CT6tHLTNzPVS4aUoiqLsLtIEaTa0tFA5EKjo2hohc4R0Gx/MCPjcjixwYTVGWl4odWR8tkbcvVlWYjhcVlg/FhIoxz2Pn77Cf3buN/EI3+jcy1fHz9KxGWXXQbls+yYiacC6IZUhESMRZ6rHyrpe00chEc9pO0vTNFc9ncMmpWl63CzHuFG0uNob51a3SadMKL0hRkFsJA65VDENECwSKhFZNsAUdU/XMgEUXES8YAbrj1h4RRF8Cq678Q1q96aiKIqyOzCC5BnSaqroUg4EMXGETEXXZgmpI6QjCNNwOzuva5Siq9rWOtsz1TLRDK3TGBp8TF2CmEUw8PzFE/zdiz/ASTvHvel17pm6zf0nrtOY6GIaJSQBkoBkHtssl4ouIEk8xgQyVyVZpHWixYTrctJNc26dkJhMHJbAtG8wW+Z0y+p3oQjVeiEIxlUpigtIVXK44F5JdX5lI+IbsXL1HAsKJ6RxoX8vrpGKuFZa4loEJ5tKOVTHS1EURXnn0flcygEjJo7QzPQj8E0SrSHkdtf3dfl0czfkqzEoEQzriUSpRZdlcS7XkOCC+rF0EKIRCYXhVq/JbEj5RPMKsye/ynuyt/h/vPVJXrxxjKJw+NIsRLov7EoiLvFkSUkjKXESSKxnMukylbQ5msxx0t0mk7X/ns/FHheK0/TqvjBnPJAs2Z8AJvNLSyBNrGLt+4L4xajCaOtUxsEpBjBlFcLhOizMAVuxz2sbT5VPBYkb6/fSX3dFURTlncUaZHxMRZdyYFDRtUVGEKax431dUrlS2xJdg5LCHMpmFaCxnujyWS086lJDn8Yl5YYhrUWX1OJEQEzkPYcu8t4sMGka/Mnxt3kitfz507/DsbF5GlmfVrNH3uiTpCVJWpJmBXmjT54WNNOCsbTHeNrlwfFrnMqnOZ7OctTNUkTHrdBd8zTbwdONCU3TByC3JdaEhdLFAcZGTF4uSVbERGIeCFm4UzRJVVrpW4H80dv0j/qFCP+BMF3Oao9vFJ+uMy+tRh0vRVEU5Z1D+7mUA4aKri0igm9ub0gy7GxfV7R1cuFWjrGeMxVc5UxteBu16KrWqdL8wtAsriouPi4pzYtpBBtJspJDrs3vdsZ4X3aT47bFdOjwbO88k2mHbunoFo5EIomtcthFItZExrMeh7I2k0mXp8Yv8OPjz/Jc/xDX/AQt0yORkmSNC11EzxWfkIjnaDJHES0zZb6QkAgJxkRCHf9ubEQaJaE0xNJU/VxRIIkE5xfmfVUHGcFFGpNd/vj9X+P/2/sg5UyLpO5bixZk+ZwvU8/52mL/VxShzNfv91LhpSiKotx9jCxGxavoUg4I0VkVXVtBBN9KCHabfV35DvV1SV1auEq0+1rrRTMYXDy4+d/ENsyy8sK0CpSIrna87FIhEU2sRFfmsZknSTyfu/4AM2XOY8c+C4BFOJ9eYyy5j/kkI3clhbeEKJhagJ1qzvCxqZdohwyP8FB2mVO2yYlGlzfLW3SjZdJ4JtYI1hhwxM4BkIinmzqOuVk+7x7iG/3TJEm5pNRRoOozc6GqJqyVUpJ4ysIuPCYSaTR7/GeP/jYTtkvR+Si2nldme/W/dwxYlipSfxMJhcsZiK+1hL0KL0VRFOXuYgRpNiHRtyDl4BCtITZSFV1bwOdu26Jrp/q6qpTBDW53yNVaEFpbdPAGkfKD8jafQdmIhCwSj/T5+MMv8dmXHyT07MK+xQasixgTcIknsX5BUB021d/jMZPz8fw2X2le53a/CaXD1aEa1gQm0i6Pjl3mJ8ZfZNykTIc+CYKVJhZ4IBnDx4CVtZ+vRCynXZc+c0yZNt/TeINxMSRiuFaO8/rcYXxoEPOCXje5o8/MSMSlJY2sz793/5d5u3eIm/0Wr88dZr6fcrw1xwPpVT4z9y5s6qsYfQf0pbpmhjtSEKMDlgmyzRJFVh5aXaPveoqiKMrdQ+dzKQeQaA2xmRHXSXlT7iTkyfZi41ns6xol0VYu12qztIAFoVWFPtTJebJ9x61KJlyMjA8OymakPFxi8pKjh+f4D45/hovzk1y4NUWeFvyRe7/Na+0jtMuUN6YPA9BICibTDpkpea6wfLCeV+yJTLo2Z5u3udlvUgaDM4HUlCQSKKLlZoCjNuG4vbM3dz3RNeC4bTEmfQr6jEkTK4arfp45nzOZdii8ZRaQRqQsLd5X27U24JzHmUArLcil4K8e+xxFjPz89HsZs10+2foOAXis8TY/9NDz/OblpxZSDU2srqHpLbuuDozZ3FyuFVHhpSiKorzjpAnSyKt3NkU5IKjo2johT/DZ9j+kGfR1jSTW3VTu2aplhfXNfTT1IOO1hNlmGernGj4en0fsfXP8pXf/HmeSW5y009yfdPmeYy/zfOMk/WD5/rHv8J8fafMv5u7h95OHGU+6lMFiJDDp2hRDyRDt4GmaPoeTeQA6fnGHU0mbpulz0+f0XLFucuF6NJcNWL7sLU3T51DaYa7IEIl0ioTC+jtcrywpOdqY41IxRTdGTtkmf2rya7TEYMTyN699iF9943FmbzVxRd3fVbtawYHps2SmVxQhJLEaurxDqPBSFEVRdhYjSJJAI9d+LuVAoaJr64xOdI2or0uqdMGQrLytgaO1qWCMTew7uKqHKy57KQ3mVvnS8s/fej9/7MzX+EpxH//25DP8pcNfp3vI87nuCU67WcZMi080X+X+9CrvS7tc8yVvlBOMmy6nbR8YA8CKMGE6nEpvk5uCWZ/TC64SRMk8h+08MyHnYnmL+5LRptE+6Aw/Ov4tXsqO80+LDzDda+CyQIhCr3QLOim1nhPNWR4Zu8Ljjbc4ZjOsGE7ZJiWebqxqBudnc2TOIXVIxyBkpBLQtfgavp4JmGIErtcqqPBSFEVRdg6dz6UcUFR0bZ1Ria6R9HWtJbhkUWwFtzMfKkW7OMdrOcFVYRoA4VrOG3PH+F9ufB+tZo+5sxl/4ejv8UAyxr/TmgNaAJx1Y5x1ADljBu5LApDWXxVjknB/epUp36aZ97AELhRH6Mbq7/i46ZIOlMyIaZqUJ1KwXOFc4xZ97+iUSdXTlfQRiaTW866Jy/yxqad5yBUYETJp0IsFn+qM83r/GOfTa3zx+n2E+aSa5bUQrR+JUs3dCgmYkiW9XlGEkNau1xYTDtdChZeiKIqyM1iDtJraz6UcOFR0bZ1Ria5RzOvy6TqCKx1xKeEQA8EVLSuHNdQphgvfBqBrKCRlLgrfunWay4eaPJBAO/TpxZJEDGMmX3ffTZPyWNKl7W4yJgmZON6dXmQ6eC77jCJaxk2fY3ZnZMR1P8+z/dM0bMGxfI75MqUfLEYiqfE0bMGJZIZztschO7awnsFwuZjiN689ztX5Ma7dHEeKaoByrLVXrCP1oX6NpGCXjRvziSA+YlYatLxNVHgpiqIoo8c5ZKyppYXKgUNF19YZlehCtjevK7hKdK1UMhhNJXh8Iku3Pwp3ZJB46NYQXINjTKp4eKhFVwTxAj2DTyzd0jEbGlz3N/nluQeY9k0+1nqBD2bgY+Cqb9M0lqaktGOfBLuk32rM5IwN7W9SGkwaOGr6FPTIxW27v2sl2qHPG2VCNyRMuja94AhRyOr8d0NkKmmTmYLhkVlX/TyvFjm/e+tRLs1OMDOfV/O+YGGeGbWQipbF0sP6ei+f6+UzINaO2AhR4aUoiqKMFMkzyDMVXcqBQ0XX1hmZ6AJ8trW+rrUE10AUVeEWsjCweEF8hUoAiQfjqYTYemJsMNB42Syv9aj6k4ZTIYY2WQihZ7g+PcYz7fMcs7N8de48HZ8w63OK8W/zWNLl97tnmPUNpmyblukxZdq8K+0waRpr7nt5GMaoCQQ8lgnbJWCwRDJTMlPmGImM2R6Trs1T+Rvc46o5YT4Gnu4d4ben3831bgtfD1OOQcBGpBSijWAEwlJBG+vAEjd4zhYeF3weoTta8aXCS1EURRkNg6HI2c6+MSvKbkRF19YZpejaSl/XutHwUpWk+VQom1A2q8HE4uv0QgtlK+KzSH7dVOEMvhZigUqULRlkvPiFWdvZWulYhqPkqw1W+xkEE0pp6LcTvnL7Hp6ZPsf1TuVdXemM81b3EE+MvcVb/UNYAonxHHLznHTTHLMXmHyHX74NSZkyHQo7w2E7xwfyN7gdMl7pH6cbq/eW426G07aNleq8boUOF/rn6pTGiDUR5zyFC0RbiS7xUkXJB+6YpRdNJb6WlxzuhPhS4aUoiqJsH2uqEA0diqwcQFR0bRERfCMhJKO5bpvt66p6fGTNYIzBTXlwQjEOnXd3OHfiFm9dO0S8mmF6Qkwi4w/e5qOnX+PXv/wU6XWL6Y++TA3qIA+7jpXmgdLwzQtnyRt9EusRicz2Uub6GZc6E0wkXTJbkpqSIlhyKfBbrc0cIVYM97mcE3Wm+5hUw8UeS97kgjfc9E2apsfhod5hi3A+vU43JnR8gg+GVuq4VFr6fUPMAvRMHSUvi31eQ5cxJJV4XZ5yOBBfsQ+2YH0Xcx30HVJRFEXZHs4hrYbO51IOJCq6togIvpUQ7Iiu2yb7ulYNzhgiWijzKh4+2kqAiYFPnHyey4cmCQ8L37hxmmu3xvkPH/p9vjRzP9FGootU1W4yUvEV3LISw7WI4PuGniQU1pJlBc4E5vsJ1lTx7FNpBx+Fa3GcMdtjNuyO9NlELJOytOTxkG0yYQI91yURSzL080O2yfc35viu7FlebrzCb8w+wQdbr/D/ufQxvvnWGYquI9qIdwZTWCQsJhsOE9LaqVwW2BhF8BlEW6UdbidqXoWXoiiKsnXSBGk2tJ9LOZCo6NoixuCbbnSii433dUULZbZKH9fy5fLFmVwhrRws82bOp48/wvcdf4mPjb3AnzpS8KnZd/OR5itcKqaqY6mT8kIWGZX4GoR6bKgscbCMFyIQvKHbSckbfZwJdIqE1Hhu9xscztqUMTLtGxTR4mPAyu58PVsxNGXlUvZMEjKbMGk897ovcdQ2KE7+AX+7/UN0S8fhRpum6/PNLz+ADMfLDxEFfF49dyul5QdXlS2aYuuzvlR4KYqiKJvHCJKmGqKhHFhUdG2NaA2+mYx0yPBG+7p8Kvh0/f0uF13UfVzE6ob7jedP8vNXDvPpY4/wF+/7NP/J4a/wpd4hPnPloWpOlI2EVDBFLb6M3FHCtqnzc9V2VhVdQxHp1fHXVk4QohfERmIUut2EVqNP4Q1lNBCg6x2J8YQoPN8/xbh5g3udbCh2fjcwF7oUMTBmstoJs5xyVe/X/cl1/vQ9XyJE4cONV/krr/xkNaOrI0SzsriqylVXF19RBJ9WzqMpqzREsyyYYy22/NdCRM6JyO+KyHdE5FkR+Yv14/9XEXlbRL5ef31yaJ3/QkReFpEXROSHt7pvRVEU5R1kMBS5kavoUg4kKrq2RkgdvjVa0TXo61pvmaK5RdFFNbMryiC2XTB9IcxXMeePpZf5Qu8w//OFH+TqzBi4utQwjVVvkAWfRny+scTCJdSJe2uKrvr8lvx8aD9x6AcxGPqlJUYh1I/368nMiXi6IeHtcoIL5TZq6e4ib5VzfKnX4rc7p/itTotL5RwwEGOeJ9KcPzfxFj8x/iJv+0neujFVXaiBkF6FgfhacxkRfCKUDaFoQtmoI/7XyYjZjuNVAn8lxviMiIwDXxWR365/9ndijP/98MIi8hjwU8DjwGngUyLycIxxZ0ZfK4qiKKNHQzSUA050thJdOzQ4d18iQsgcId3eQOOVGPR1rbbdKgJ+YymHK4kuqOY8DZAhdyNzJQWGcdPFSJWkh4nELBCD1DHmYLtCIBKNLEk8XPU4amEwPKtrveNeGApsIwytE70sudsvS0uWlBTekprqFrxl+zRtn2TI4tnNJYcDpoPlQnGEK8Uk3ZDwev8YD6WXuekPcS65wYezwK+1x/ilGx/ncDJPknjKOLi+1fOx2vMQDfgGmB7rDlKORhZGAgzWXY0tv3PGGC8Bl+r/z4rId4Aza6zyY8Avxhh7wGsi8jLwQeCLWz0GRVEU5S6iIRrKAScmjtDMtlEvdAARweeOkI4mLn4Yn6/d17XR0kJYXXQN5mwt//7QqRlONWcIUThj5/jxE1/j+YlT/HL3PRQhhRiJeWTy8DzT003M1RTTr9aVCBJkQcRJWJwJtiAKNqpPDUQ3JLTSpUJtPb3ZdH3O5Tc5m97kiJ3jpJvlpGXXi65eLLgdMl7rHeNW0aTjU56dPcXvxkfIbcn7Jt5kNrzNV9v38ZVL52jPZ4SZBBMr0yvWQ5XXFMB1dD+mTjscwZDskXxkKSLngfcCXwI+Cvx5Eflp4CtUrtgtKlH2B0OrvcUqQk1Efhb4WYDcjK20iKIoinIXkSzV0kLlQKOiawvsQIjGgJCaNfu6ynztmPhhVhVd1IONB4cvlSgKeeAjp17nvzzxaSZNSiZNfnribf5BtBybmuN20iAEQzPv8Zcf/jS/efNxfr/zCLFtMf3K9YoSYQRaNLjFMsPolrpdwJ3fDx6WiDWBe5s3+enJr3HYZvVPLJns3v4uHwO9WPLlXs4X5h/iYneKXrDc7LUovKWMhl7peG3mML/o38/MfE6/nRL7BtOvn8j6eoWkjvxfQ1DFeoZbrMXXSn1fm2HbvwkiMgb8S+AvxRhngP8VeAB4isoR+x8Gi66w+oqnGmP8uRjjd8UYvyvdxU++oijKvsdIlVqooks5wKjo2jwhdZRjI4yLHyI6WbN8cFSiC6luzheWrR2p1sl5PjH1LP9q7l380vwpvtr3GIRPjr3AT557hmPj8xwZn+eBQzf4QP4mDzSvY8dKQiNUvV+NSEjZ9usp1CEPC05Zusy+ETDLZn5ZWy2TWM9Y0iMRz7XgqlTA+ms3c8m3+WKvwfO9U1zuT1BGQ7tMF0TXTDen3U+Y6eTcmm7Rm82IfQNeFlTHIHwkmrhQHrgewVWlhyFlwyMLVmJbjpeIJFSi65/EGP8VQIzxytDP/z7wq/W3bwHnhlY/C1zczv4VRVGUHWQQopHu7jdiRdlJYpYQ8lRF10bZwX6uavt1dPwqAR2bEV0hGbgZKy8f7VBYQl12Fi10Oyn/3Us/AsBU3uHfP/MFPpjd4h43xvsar/Pq4WMcSto8nF/msIEH8yt88PzrfOvqKebfnKi2nUSiAynruPnN5FnUgnAguoBqSPDy03ABGRpWJSaQOI81kYYrGHc9mqZPd71EiF1CET1XfMpt36IbE0I0+Cj0gyMgzPdTfBAKb+l1E8qerQQXVWnnSoQ0In71Xq9h4iDsxFV9X+u5ZSuxZeElIgL8A+A7Mca/PfT4qbr/C+DHgW/X//8V4BdE5G9ThWs8BHx5q/tXFEVRdhBrkFYT7N54Q1aUnSDmKaGhHzxsmB0sLRzgM7NqctyGRZeATwZzsVZZvk62W9hvCsHGKkThVsqV7hS2UdIfs3yne5rX8gvcl4zxWDLPJ6e+ybvTG5x1YxQx58dab/Noeon/qv/v8J2rLaQ9CASpBFhIQHwlwGStaHIZhG7EhZ4wgJCHO0sKbcQOOWBiAnleYE2gkRScaszwgYnX+HDjVR7cQ+mclkjL9MiloOV6zPuUEIWyTmz0wdDrVYmTA9F1B4P4/bjYx2U2MRg5WvAWgq9nu21COG/H8foo8O8B3xKRr9eP/XXgT4rIU1Qvm9eB/xAgxvisiPwz4DmqRMT/WBMNFUVRdiEaoqEoKro2SUgdIbc743It7GP1vi6fbkB01SV5PoOwViqlqcsPZXFwcXB1SZ+L1U22F3zH0U0Tvnb7HN879jz3JZ6jtsUPNTpYGaMd+nyqM8Ub/WN85uZDvH7jMKSBWBqkLwvHBNV2fS0oJdQOTaT6qv8UL4RuDNYxtdO1XHS5iM08IhGRiHWBNCmxJpA6z+G8zU8e+TLf3+iS7KGWnkQsZ12XTG5x2M7RjdXv561ek3598fqFI4bBBVvFyRwSXlAJajLZlPiCIQGW1kmVZb3+Gi+t7aQafm6VTf/6Guv8DeBvbHWfiqIoys6iIRrKQScagSwl5DoyYUPUqYUx2aHSwproBJ+vLLqCY+30woHgSllXnEVXCbNBpHv1/7iwn2qelxBrUeS94Z7mLZ5MZ7jq4YhpLCQC9mLJheIIn7n5EG/OHCIEQQRiEoAh8TV0nDAocVy7hi26WPV0DTYhgIlIEnCJx9iAtQFnA9ZUasLZQCvt03R9LpeTvFXe4r5kb4XYHbUtDpkq6v6c/TYXfcrf7f0gF+cm8MHgy5U/MIw2IkOyJZqlIivYSGxQhZ9ssoQwSj1yYCfj5BVFUZR9hBEkrUWXohxQopFqRleiJbYbIVpDaOxsaSGw2Ne1guiqHKzVS8qCq/uh1nK4BiV8bjA7qy5DHIp1j0nVDzRINqyETvWzi50J/pebH+Som+MjzZd4KnVYMUyYnJbp0S5TjMTq86y65yomoZrr1TObu8l3kZhEGMzrMhGxEeMCSeIXnK0lpyeR1HnG0j5WAs54nu2cpRtT/kjrRRIRmpLQNOnGD+QdZCBsj9smF31JxycLQ6EHA6MFquszKDeUuMTliuZO96jq4YqEZGPz1raCCi9FUZSDjoZoKArRGmIjVdG1EXY6QGMZPl+9r2uldMPF8kCIVgjDIRnLiIZqFtagrDCpxc1gk2YgyIaCLJJK8NjMY0zk0vwE/eB4cPwaD2WXgc7C9hPxHM3nCFFo9xP61lXbjoCNhIaHWA1bxkulywZCbGgocrS12HIRcaESW7UTZ52nmff5o+e/wSE3z6udYzxz8xw+mIXYeFcriKbrA9ALjqvFBF/onuaMu8Vh2+VekV2fajigFwu+0rP8yvQHF8oMlyNJIAZbXc9aMEspi+J5lZrAaCI+W5y3RlgaIz8QY3c4W4N0yZ0oNVQURVH2ARqioSiV6GrlxLVcEQW4iy5Xjc8MIVmjr2voORsWXMEJ/YmqBEz82gl00VQBC2UeK9HlqsAK6ZklQmghsj0NtegKJElJjFWS3mxxZ8XAueQGH5t6mXuO3eAXrn2IP+jcR1jixAASFwYfVyWMy1waABMxuSfLCxLn6RcOkYhzHmcCk40uY7bLfzD5Kr+R3OJm0eJSe2LBAQLIXMlY0sPWrpshMhtyZkKOR5gyHY7bvSG8iuh5qX+Gjk/oB4ezHlNaROLCOVsXKL1AUb1WY1ILL+rn0lV9WasRBwLNAkOXZRAUuVxghQR8M1Rlh6ugwktRFOWgkiZII9cQDeVAE52tygtVdK3NXXa5AEIihFXmdVU9W4viZTilMCRQNsG8f5ozk9Ncnh2n++wUtitLxddQSmB5T5f33/cmz145iQj82Ye/yP/27Mfoz6aLIikNmCRgTERMIMtKnAmk1mNNoOV6PJbewErVN2XF8NEs8F3p69wMfdplSpKW+NIQum5lIThUjjj4XpJA2uzzEw9/ncNungezy/zi1Q9xcX6SMhgyV3KiMcv3NF8kk5SP51c5fPz3+SfXv5sbvRYhCs4EclssbDYRT24KfG3beAz9uMls9HeQMZPzvvxNvtM5TYhCZj09EyqxVSx+kGgzj4dKfJnKORQvdSR/xJabfy3f4WjV/YOc6fAfvPuL/C//r/lV11XhpSiKctAwUiUXNhsaoqEcaHQw8sa42y4X1MIqX13kLfR11bOVfFJ9H5LKvQop9GYz/szjn+d/evUHmJ2oAi3uiP02UDYqwfFHjz3DXz1zhWt+nIeSG/zWsXfxajwCUTh+aJYPHXudTkh5fe4w19stYhRSVzKRdZlKOzRswXP9Ixw204yZyv2yYmhKSjsWHMnmSZ2nSDwxCrFn1+7vMhGTeYyNZGnJzaLFnzn0Rc66jO6xZ2id6PFS7yQvt09wLJ2lKSWQcsg2eZ90eaZ1iQv2MDNlg3KoLq5l+0y6DmO2i63r5nIpyPfY+8E5G0jEE6KQWI+zVXpjjODLSnwJ4DKPN5HYt8Q0IrUAH5SWmmLt/axFdFXvX3AQu47P3XiAo+63Vl1ehZeiKMpBwgiS55DtjSZqRdkpdDDyBrhLiYV37hd8w64ayx1tHZaxTHRFW4suW90MN8d7GAk8MHkD81Dk4htHSG65qrxMquWqfi0IheXvvvb9fPL0s/ylw9/im/0GE2mXqfEOPginx6b5s0c+z1kH/+9bT/D8/EnO5Lfp+IROSGmYPofdPDMhp4i3Fo61Fwu+0YfXi9PMl1kVdJF6YjAEEwn9esjvcF9XnU5oXKgMMFMlE746e4TPj5/npyeu88da1T4+kj3HC41XmAk5J4cqxrvRM2XbzCU5DVvQC44iWjJTMm67HE9myKXPcTfLETvPYdNn0jRG/lSOmunQ4ab3XPENnu3dz+2iiZFIjJFW2idGwUikTDxlaRmYeMYGvIv4jq3mdnWrdI2QRiTKmiWHKzIIbknjwnNGhE6ZYNdQ0yq8FEVRDgoaoqEoAMRGpnHx6xBSR8hsFa9/lxkMSV7V7apLDH2ygtNlwTciZTPSn875+Ysf4f927y9TnLT8n+UnuBCOVTfdQ0InJhGTeOZ7KUeTWRKx3Agt7m3e5Gg2z1yZ8p7xtxk3nqY0+HjreR7JL/H9jWu0g+cznXPc9k2mbJvzyXUmzGKv18Wyx9Odd/Hs/BmudaoSxMR6SmegtJi8rMZ1hTqNT6oUwmGcq1wpHw33JDeBxWS/Q7bJhy30YptMmgvrNCVhyrbpJ452SCmixRI57OaYsm2mTJt73QzjRrAIY6ZBIru717cXCy6WkTfKI7xdHOJSMQVUgSGz/ZzUeMayHvP9FPGRxC4mYmRJyQeOvcmn33iY9u0G0QtSDMR7xMjGY+RjLeyHh1jHes5bwxW8EbJV19W/OoqiKAcBayrRleiffeXgonHxG8AYfO4IyTtjBa41JBkW3a5BkEZVKlj12EQH/UOB/NwsZS/h3JFpUlPyenEUgNluBlkgCEMhCxHyQN4oOD42x62yRRE9H8lucmTqKzyS9LgWIve5HEMTK4YP5+DjDFYaTBr4Y2PXacc+173nqLXYoWTAEzblTHKLz/cfJCBYE/EBsrSkE4QYTO1qrXzHLxJJXDUM2RC54cf4cu8G707ikvj35WmEBZ6TdhofDS2TkEvB+eQ670qqn1Via2/N8JoOfW6GxsLg5EF/WtP16QdHr3SkxuPyLoW39LzFSKSZFDwycZW/eOx3udiZ5Jv9MxQREFvNUqudr+jAlLX7tfzpkMF8tXqYdv3Ywr+mEu8Xbk9xs2iteg76DqwoirLfcQ5pNTREQznQRGsq0eX092BFRAiprVyud6jXZ60hyQMGbldIFpML5X3TdK60MH1Dcnqev/Xkv+RC/wg/3HqBAqEpkelgaWV95vISbw3RV68Dk3iyRsGHzr7BXzzxKaBykw6ZykmCJodW0OkDxwkgEctkLcKWk4hlPmT0g8UQaSQFc70UawJ5XtDtJsSw+msySau5XIkNiER+6/bjnMtvca35Oh/JbtI0yYoR8E1JOWY79LGEaMil4JwraJrVRcFewFOdi5Wqv8sZj5XIVNqm7xx9bymjZTLtcDyf43R2G0Pk3Y0LnLIpP378a7xw/Tjem2ru12CWGvXAbBORBBhEyVOLc6lDNVZ4aYasSro09dDrsEaevAovRVGUfYxk9VDkPdY0rSijRJML1+adLCscEA2UjbVFcTSLvV2D5ML+VOT7z75Odk/Jb770Lu49cosjZp5X4wl+ee7d/MzEc3jgH0y/H2cCWV5QOoMxkROTs3zw6Btc6k7woYlXeTCJC6EYPoYl4gqq/qLr3tMUOGobBAIGs2qJ3lzo8lxhebl7AlOXDzZcQREMvcLhTKCRF/T6juDNkuh3MYE09aSuxNlAK+3jTKDjE24VTV7onibBcz65zcPJncIrEcs9rsG4macbI7kIh8ydcfd7iaZYpkwXgGNuhlnfYM5nzEsGGBq2IDUlViIt2+djEy/y42NXAXBYSoRvts9hpJqBFlNPjJbQ8EhhFl3Qoflp6xGyAEk9XsAGnAmrtSbWx6EoiqLsP4wgSaKiSznwaIjG6kRrCJkjurVdph1HwOe2dhVWP46QLN4Yh0Ro3+N5+F1v8YNTz5GbguyRgk9OfYO/f/XjvHD7OCdbM/zY2LfpRkMvOKayDt3SUXhDnpQ8PnWZv37si1zxoS4lTJkOHdrB82rZ5KFkntkQyQRO2Sbf6Dd4vneaIlpOumnOuFscsx0eSO4s2fMx8O1+wtOd++mFqgRuMGNqLO1jJdIpHNYEmnkfHyoHJgTBmFjdwEskS0qaSYGTsCAqeiGhiJbbocnt0F5RJEIlvo7bve1wDTNmcu51HQ6HOVKZ55y7zWd4BI9htswpgsUJtFyPSdep4/IXSzJnfCXanPW4xBMBXxrwQkwDMaEaYl2YhSHJKyL1kG0XK9HVKEnTklbep5X2yd3qMYkqvBRFUfYbmlyoKJV7kyaELFHRtRxj8Jm9+2mFq+AzQ3Rri65BityA4GDszAxjSY//+mt/hI/f9wp/7thn+W8v/CGee/skRiLzvZRfOvQEf27qWX5w4lmear3BZ6cf5WpvDCeB9469QVNSHq57/qZDh9/tHOOF7ilultX8KyORSdvhu5qv8rXOeabLKvlvumzSzRI817jH+SWul4+B18s2rxfn8LX/kRjPWNJjtp9jiLSSPpkr6ZaOfukQqSLmxcVq4of15K6aE2aIiESa9Q29kUDT9LFEpkwfK/tHXK3HpFks6TxkPJezixgJTNsmvXpycSYlp9NbfCy/sqS08ku9Q9zst5jIewC0yYhBCJ16ppoALhKdXxxkvcL4gYXB1i6SjfWYGuvwx+95hjd7h+n4hIu2s+rxq/BSFEXZT2iIhqJUIRp5Rsw0RGMJ78AQ5PVYL0xjYbmhlMNoq9lLva8d4lvJFDGBT7XfxewjGd9+7Qyxa/ESmQ2GSdvmjVJ4Mp3hkCn4vsbv8HzR4tX+cY65GQIBWHyd3PZNLnQPc7PfpOsdXV+V8X351nmark9mSwyRdtKlaXs8kFzFLCsu68WS26H64CsRj5GIk0DT9UmNp12mlNGQ4GnUYipEoQh2QeyZoXQHkchU1sFIJcImXJdJO8+j6RXudQf3A7ZELI+lt7ASuGCO0K+FVy59Hk6vcGgoHr8d+vRjk7P5LUIULrkJ0olpXr11mLnQuHOm2mCQ9Uof2tRDrScPzfNnH/wiiZT84bEXmA2Gl4qjfH6NbHp9Z1YURdkvWIO0mmD1ZlM5uGiIxgqIEBL7jvdxLSck64dpLCzrhvqffPWVzFbbiAaSuZSvXnukyhAyVdR3KAx/76WPM9n4EA9PXuXfPvw1Pp73+d4cPppdphdLMknxsbI1xiQjl4I324eY7Wd0igRfB180koKOS8hcyUTSJRQNbrkWx2wHK3eWGhbR0jQ95kNGbgparkdZNLC2xJnFmPMx1+f7Jr+DJfKF2Qe51h+jDNXfcCOREAVnPIkEnPFMJR3Opjd5Inubx9PdP3drpznrxhg3c9g68dFKYNx0aJqCEoutlVMmjo83bvBUdhU/Bb/fOc9T+Vv8t+6TfL1/hn4QYmHuTDNcTj3U2rrAZKOLkcBPT7xGs06IfDiZ4/++xutZhZeiKMp+wDlkrKn9XMqBJiaO2Eg1RGOIWAuuYHeXEI0GfL5B562O8l7yUIzYniCxCtqIAdLbUs3ycvVXhFsXJ5k/VM1V+nzyMO9Lv4ChT4GnKSnP9js83z/Bo+kVjtnAZ2ceYaaXM9tLl4RdzPVSfBQCQhkMR/M5uiFZKCUcpmlSjtk5+lhS8VgJ+Fj1cM2XGQhVuaHrcSSpnKsn0pxj7hk+O/coRbQ8nF/mpLvNl+YfZNo3sAQS4znk5vmh1gucd8079ntQGZOMB5MZmqZHNyZMSI+T1pPJYpiIFbMkefIed5VbwXN/8zovZMcJQfDWEnoWwgqvycFQ66QKz3CJp10kfPr6o0zZNo+nF3k4EZomRdaI11DhpSiKssfR5EJFgZin2s81REwsIbHvfHDGSgj4hl0xmnslwrJhyhKpnIkIpgeEangyAWwXyAViRKIQ0yqs4o+e/jpPNt5g3Di+3Mt5pnOeH2h9h//+0o9yqT3B/eM3eLB5lbfaU0x3cvyySHArkU4/qUY2JZF2WZX4fat3isPmEkeXhVicd00mzTyBechu8numx8tykrarhhkn4slNwYPZFR6pe8w+mgWOmWe44sd4Mp1jwuRYXuLZ3hmgKls87mYwsGKYxkHFiuGUbTJl+hSxqCP21+97+1LvCM/NnMLUCZK9YJBmSfRSDbSOstDPZdzStELnPD4I7TLlizMPMj+Wca97mSZrl36q8FIURdmrGEHSWnQpygFF+7mWsmuSCtfA56YaRrvB47vDwYxgPNSjuDBF/X3tdpkexFygjEhf+Ng9r/JIdpEPZQUvF5HfmHmCL107z78MTzHbzSgKx4XrU3xWHiB4s5A+OIyxgTQt6RSRzJWEKJxNb3EuucG4ufNm24pZIsaeyi4ulMMV0WIJ5KbgdHILH6ubeyuGh5OcB5OCRCpH693pLLfDLeZDRsv0mDLtTVzpg4MVw5is/1541c9zoUy4UB7m92YepVMmWBNJrMcnhrKwiI2wRpS8dR5nFlM3AkIufZrmzlj/5ajwUhRF2YsYqUI00vX/0CvKfiVaU5UWJiq6dltS4Wr4zFR9WZs4xrDC0yseGP7zV7tdkoJPq//7XLBd+NSz7+K50yf4uUf/Cf/o5kf4zKUHmZ5r4EtLKIVYmsXysjpQQVxY4nIEb+h1E2ImdJOSI3nge5ov8lSWbegc7nUpU+YS3+pPcMNX/UATpksuBQWLPV9WDMOne8g0eCy9wjXfWBgefFj7eLdEO/R5vmjxfO80b/aOcLU7DkDuSkpvSJMS72XNgdbVfLUqPMOaSNP1+eD4q3xP43WyFXr9lqPCS1EUZa+hyYWKov1cA/aI4II6wTDbnOiKhhUDQcRXfV5LthXB9FksPexSOUk3Ei5ymN88+zgfHX+JX3/tMfrtBPrVDCep3a1o6hS7ALG0eGOQNGBd5W7EKPT7lo5L6HvH236Sp+hu6DwySThuE96XznLBzzMbUiyRk7bHmKzer2XFcNYmNKVNACaNZdJoqMZWKPAUsUqO7PgEI1VMf+ZK+t7SL1kYaO3LO8WtmECeFwsz1lppnwfGrvOJ5qucdeuLLlDhpSiKsrdwDmk1qKK7FOVgov1c7CnBBRCd4DcpuqASXishAUwJfrnpH6vSQwRiBrYjRBMJHcu0b/APL36M9q0G9A2mvzTFTpBqXlgWqlKzIMSexUewSS2+gqHwlq53nLHTvFlWcfBnbHNDfVeHbJNEunRjh1wsY2b9G/amSReGACtbZ0wy7nfT3PYtXuLEwmy1uSJjPOvRNgmdfkIjKygTT1laQhBEItYGUlcNwbamEl2tpM/xdIZ2FNqhv6HnSIWXoijKXiFNkGZDQzSUA4v2c7HnBBdU4qlsmC1F2a/laJpiBeE19DOkKjt08wIYfv4r3w2AzDtk+WDchR2C6RpCXouvCLFv8SyKrxCEuX7Gz13/OCfSGR7Mr/DJ5gUO2Y0lDY6ZnI35I8oosWK4LxmjHa/wbXeW20VzYbZa1zsyW5JaT6dIMN6QWL90fRNJXVkNtpbAWNLj7d4hflMeq8tO1z8GFV6Koii7nUGIRp6p6FIOLNHZqrTwoM7n2oOCC9h0guFyVurvWth0AOMjYSVxVpcdDtZ384K8nVShHrYKrIuDmV+D1Yc2Y3q1+DKL4ivYiDGVRdb3ljfnD9HxCVYCt/M3OHSAPw/YSzTFcyKZph1SbhcNSglMpR1OpDMcdvN8/vYD3Oo26XlHWfd7JbYK1BgMts5cSWpKylA5qSuNFVgJFV6Koii7GSNInkOmZSbKwSVmCSFPD2RpYbSGkO5BwVVTNuymEgyXIKwt2AbiarWWpwi2D2WjEmm2U8/5CnFoswKmjqx31eBlpFpX+kLM48K2Ymkg9RgTsSZQBoOPQjdoyNFeYsoYxm2Xs+ktxm2Xbkhomj4fab3Ed+c9mqbHF6YfZLrImSuyOxIuM1cylbaxEjG1dXo7NGiHzrrlhiq8FEVRditGkGZTQzSUA8tCaWFiD5zo2tVzuDaIbxii26Lo4s75XSth/BquFyBl1QsWXC2+6jlfYTguPIAJQCnV4OW0incXL0QvC9Hi0Vf9Ps4EEhNwJtCwBU3T59VyksN2ToMv9gDdGDhmZ/BRGLcdEvE8lb3Ffc6SScoHGq9zqZiiGxLmfMbFziTduqY1twW5LbBSvSYGz/9saPBGOcvD67xf67u5oijKbkSTC5UDzkEtLdwPggvqBMNNxsYvZ0M9Yeu5XlT9XsEtLr+i+BpsqwCJgs9q8dU3xEbd6xOqgbp5WnC8Ocuj41cYt12Oull8NPTiao1jym6iaSwTprvQs3fEtHk4SUmkqhW910V+dPyb5OI5bDz/eOZJ3ugcpeMThscoH07mmbQdJm2bREp60VLiV9znAH1HVxRF2W1ocqFywDlwpYUitdgye15wQSW6fL7981gt0XA567pevvqKgx6suDhkOZo7B+VKCZZKfElgieuVJJ7/8L7f59H0Eu9OC675kpshZcr0OaRu155gTDLudW2uhQJL5JgNJLKYjDFpGry//raInvvTaxTB0Q4pvVrBJ+KZdB0OuXlyU5BLQdOUONZ+DajwUhRF2U2kCdLIVXQpB5IDl1pYC66Q2S0l/u1GQiIjEV2wceE1cKpWDeKIdfT80M8lgO2BzyGucKhSgrFCcBEphGgjmCpWvB8d706LKp3QwH0AaB/uXsGK4ZQb42is3KmB07USgcC46XAimaYbE0I0NE2PlukxbjtMmTYtKZg0BWddY92RAiq8FEVRdgNGkCSBRq7JhcqBJFpDbGYHo7TQVIEZIdlaxPpuJTrB56MJAVltcPJqmBIkxFXXqQYuLxVZ4sEUgk/vdL1gsURRvBDrRYrC8c8vvp9wSvjpidd0vtYeZi3BNcBgOOlmCRj60XLEzvFk2l/4WdOkFNEtcczWQoWXoijKO40mFyoHnANTWjgQXOneTChci+iEsmG2HBt/B5vdTu16+VXufyVUyyzfrimqWWF39HtBFbpRCiGJ4AXSqifIEHlPfkFF1wEgEcv9rsByG49w0nrGTOuOZTaKCi9FUZR3Emsq0ZVqHLFy8IhGIEsJ+f6+HdnrkfDrIuCzSnSN6vy24gSaskokXPEYYiW+7ihfrMM54molh7Vgk1JAwNrA+fEbPJZ0gSaXyjmaxmqa4T5mzOQ8WgdxrFdKuB77+y+doijKbsYapNUEe0D6WRRliOhsVVq4SiDCfiAO9W/tS8EFINuc1bUKaw1OXvVQQh2iscrdrawSOigeJNR9XHccSP1vrKLlT0zM8tdO/DYTpslVP89vt8/TMn1+oHGZMZNhkG3fnCu7j1E9pyq8FEVR3gk0uVA5oEQjkCaELNmfpYWDhMLU7G/BBYuiaxuzulZjw8EayxjM7FqRNdLepQBWEHv1uKaqPywImS15oTjCCwVcLk/y5dn7MUQuFod4KLvMSTvD46nbVPmZcnBQ4aUoinK3SROk2dAQDeXAEa2pZnMl+/Cm1BhCUpcU7qPAjFXZQdGFsOVesSpEY+Vyw9Ucr8HPlodvwND3EfDCK1eP8n/t/BGcCWSupOGqgbpFNHSjw+Rv8nCcV+F1gPFrKHwVXoqiKHcRyTPIMxVdyoEjJo7QzPafy7WPAzPWwmdmZ0QXdaLhFrcroe7l2qTuqcoUheiWlRsue7322wk3QwuXeLKkpJn1GUssRiKhYXg0vUXTjG3p2JW9Ty8WzK1RJ6vCS1EU5W6gyYXKAWW/zuaK1hAyty8GHm8WnxtCunPnvV3HUEpWLhtcxdUa/vmdx8JS9600eG+IUfC+UmVWIon13Jte54xtbuvYlb2Lj4EXCk9/tSZD9t/nToqiKLsPI0ijoaJLOXBEZ4mtfP+ILhFiYvHNFN9KqjlcKrpGzlaCNYZZq6SQlUd21TteviGWBm5IhAixrG6fgzd0+wmdIqEMhq/On+erfb/Vw1b2OIFIOyQYWf1Fpo6XoijKTqLJhcoBZCEmPnX74yPeocCMYPfDCW2NuyG6YOvBGgMqZ2uVWPm11lt2v1wlNQ5+OPS4X/zGl4bSG4pgmSlzis3WOCr7hkQs9yfzNKW/6jIqvBRFUXYK55BmrqJLOVBEZ6sADbcPBIpI3b91QAIz1uBuiq5tlxqu5WptguF0xGjjovgKcscs5hCFk9kM7057gM70Oqgcty0acnPVn6vwUhRF2Qk0uVA5YOyrmHhj8JklOnPgBRfcPdEF23e7BmwlYGN43zFZKrZisqzkcNn/YxSOJzOEGPExMBO6FEQOmVwTDpUFVHgpiqKMEiNIkkAjV9GlHBj2i8sVbR0HfwB7t1bjboouYDQDtSNr93Ktttrg5SsQ3JDoshHM0AZtXHC7nAtILb6+MnOe6bLJ/dlVxm2HlvQ5Zud5OElVfCmACi9FUZTRYQRJ00p0KcoBYL+4XDGxVQ/XAUwoXIu7Lbpg+8Ea26J+DQe3zP1Khx0usGmVwmFdFSkvErEmMFtkvNY5SjuknE1vcszNkkjJXOhySNMO9y0+BkqqUJWXi5L5qOEaiqIoO8sguTBN3ukjUZS7wp53uYYCM6JRwbWcd0J0jaK/a3v7jmDqssL6MEIeFt0uEzGZx5iwMMdLJJInJa6OUiyjYabMmbZNclNw8h05G+Vu8rZv8/Xecd7oH+P17hFulr+96rIqvBRFUbaLNZXoSvRPqrL/2fMuVy24QqaBGSsiUDbsjg1HXotR9Xdtdd9RFt2uaCMxC1CXHIoN2CSQpCWJ81hTCa0sKWkmBcBCjHjHp/j6ZKZMjwmjVRD7maYIN/0Y32mf4mJ7krZffXSM3iUoiqJsB+eQVgPMXrwDVZTNEZ0l5gkx2YP9Kqbq3wqJBmasyjsougCCe+eel5gABkIaCU3P6XtvcHu+QVlanPMcn5jD1WJrtpcBkLuSxHoMValhaqpys6T+t2l6nHVgRd8f9jNHbYvT7hY977jda+DD6q9jFV6KoihbJU2QRq6iS9n37GmXayC4Ug3MWJN3WHRVw4p3fh+scGqDMsPgILQ8Y8fm+VsP/wue7tzPv3rrvWSu5D869xmeyi5y2Tf53658Hzd7LQpfHbA1gam0g6nLDVu2R9P2OOmmSdiDH1Iom8LHwGPpLQLCbC8lRBVeiqIoI0WyVJMLlQPBXu3litZUoRkquNYlGvANWw8MfmeuVbgL+44yNBB5eN9J9bhvBn7gie/wM8c/x3vTksPmOa6fGOeJ5pt8JL/IKTdGInM8Nf4Ws82ci71JOj7BSsQQccYz4bqM2R73p1d5X9qlqWWG+5peLPjV+SP8/uwHeWX6KP3SEdXxUhRFGRFGkDyvQjT0Zk7Zx0QjkKWE1O0pl0sj4TdHdELZMJXj9A5er5GWGcrG+8WigehiJTpdpBccr/eP8r70Le51jp8+9Afc53ISGQPglG3wJye+ybhxfKOf8rtzj9ENi6FKiXiOJrM8lFxnzGiS4X5kkGKYSfW8v9o/xutzR+iWjrJc2+FU4aUoirJRBqIrW71xVlH2A3vR5VLBtXlCavCZvOOia9RlhnGVksKVHgtpvbwBKYTPv/AAL584ylOP/WOeSFMeNkv/3idiOeUqEfbetM/l/CIXisMU0ZKIp2n6TNl52tHRDn2aRt8v9hNF9LxWdrnmGxTRcMMf4bm508yX6Zq9XQNUeCmKomwETS5UDgB70eVSwbU1Qmrw+e6I0R95meEqQnK5CzZILxz8X4IQC8NMO+diOclJexMD5GIZW6FkMBPHo+kVujFZcL1yUzBl2niEgnJ056TsCqZDl8u+xev9o1wqDnGpP8mNXgsAayKmDmBZDb2DUBRFWQ9rkFYTrDZJK/uXmLjK5bLv/I34RlDBtUWkntGV7A7RBRCS0R7HqkOYl+1mwe2iFmARCEKvk/DfvvJJHpm6yuNjb/NQdpkPZTc4altL1rdieDhJ6cZLvF1OAdAyPSyRlKDBGvuYdsiYLhvMFjllMBgiifWkzq/ZhaDCS1EUZS2cQ8aa2s+l7FuiNbXgsnvC5VLBtXV2Q4jGcqpEwRFvc5W722FBNux2YZaFbghMd3IuJFNMJW3OJTdX3Vcilntdl1xuMB8dRbS0pOC0K2ma1qrrKXuTQ6bBQ26O54BecASE1Hg6wZC7km7hkHqe20qo8FIURVkFTS5U9jN7LSJeBdf22C0hGssZtfO2qpBb1vdVxeYvrrOwjI1YG3DWc651m/e3XufjjUt3uF3DHDINLF3mYw+AcWMZk8YoTkfZZVgxJPXrtagbE8eSHv1gIUArLVR4KYqibAojSFqLLkXZh+yl8AwVXNvHZ4aQVdduV11DgTDiO9E13TxZ/Hd4v9FSB3xEbLPkvuM3OJS3+Y+P/w7vSROsrO1cWTEcsk0OjeQMlN3ONV+9kBq2YLbMMRI4nLVplwnWhIVB2yuhwktRFGUYI1WIRpqsv6yi7DH2VHiGDj7ePruwn2sYP+rjWkPIDbtgg4HJABgILlZlh+MlP/Lwc/yV45/mom/ycCJY2e2/KMrdpmUCTdNj0nboJY7ZIidIZDL1nLSzPJd0Vl1XhZeiKMoAFV3KPiZmSfW128MzVHCNhOgEn5ld1c+1BKkGF4+SuEYsfRzq4xoWZz6LxCwSM0/W7HMym+a0y7jHgRWNglfuJAGsRA67OQJC0/TxGCyBQ8k8U0aFl6IoytpocqGyT4nOEvOEmOzy17YIIXMquEbAri0tHGLkbheVkFt1m0N9XANxFhLwkx5JPS4JZGlJES0Oq06XsirdCFN2nm5IOJ7M0LMJRbQ0TY9Hs0v84hqvaxVeiqIoziGtBhh9o1X2D3umrFCEkFhCZqtjVrZMNBCy3VtauMBOuF1m7W0OEg2r4cqRaKE8XPIXvvvTTPsGN/pjvNk+xCE3Tyf2GZOqx3c6dJgOnqZIFaKhguzAYwXGTReS23RDCrYSYu9LZxkzGXaNP7gqvBRFOdikCdJsaHKhsq/YK2WFsRZcwerN7HYJqcFnsutSC1fCp++A21W/xAYlhyGNYCPtkPKfH/kqRQz887kHyaWPGbpxvlhGLvpJLJH7kxnucWMjPW5l7zFpLC3pE8TQsn0SKTlt20yY5rrCXIWXoigHk0FyYZ6p6FL2DXulrDBaQ8gc0e1yZ2YPsGdcrppodiDJcB23K8rQnC6pouRDAkmrz1E3SyKWMZPzydaLBKBpKnE1HTq8UBzncjFJIh6AM7ZU1+uAM2ka3OvmuRkKimhoiuew3Vh56rZe+iLyOjALeKCMMX6XiBwG/ilwHngd+OMxxlv18v8F8Ofq5f+TGONvbmf/iqIoW8IIkueQaeO0sj/YM2WFxuAzjYYfFXvJ5Rrgs9ELRJ+tff7DgRvRVl9ypMdHz7/Gn554BR+r+WZnl7lZ3+mnPNc5w5zPMBLpxoRHku9wSl2vA89R22LSeAIBR7ZhMT6Kzxy+P8Z4fej7vwZ8Osb434nIX6u//6si8hjwU8DjwGngUyLycIzRj+AYFEVRNoYRpNmERA1/Ze8TjUDidn9ZoUiVVJjZPSMQdjPRgM9tPQR471zPkAhhxK/T4CC4tbe53GGLJvK9D77M3zzzb7gdIr80+zg/Pv4sJ2yDRCqV5mPgdmhytRhnuqiGId8sqnleH2i8yruTSNPoh3cHmeq1srnqgp248/gx4Pvq///vwO8Bf7V+/BdjjD3gNRF5Gfgg8MUdOAZFUZQ70eRCZR+xV4Ygh9RpcMaokDqxMN3diYUrEQ34EeuUaCq3a02EFV3glu3zN69+D0eSeX794uN8pvUQf/zE0/zxsWmK6Hmz7PBmcZaLnUm6PsEQ6bk+L5kTTNk2D7kLNFHhpWyO7QqvCPyWiETgf4sx/hxwIsZ4CSDGeElEjtfLngH+YGjdt+rH7kBEfhb4WYDcqJ2rKMoI0ORCZZ8QrSFmadXHtYtfzoM+rpDs4oPcQ+zFssJhRl5iKHWJ4TqCvppjtvQx0xd+7eknIYngAiYJXJ9pcbb5EB/Jf48Xikn+/uUf4uLcJH1vcSaQuZKudzRswePpRQ7Z5ujORTkwbFd4fTTGeLEWV78tIs+vsexKvxlxpQVrAfdzAJPu2IrLKIqibBTJUmjkGqKh7Gm0j+tgEhKpZpvt1kHIG8Cnoy8x9On6JYawcuiGeLDzlugi0RmCi/Qyy6+/+DjzZUbL9Xjl1lH6ZVUdYSTSKx2ttM+NXos3y0M8ns4ulCUqykbZlvCKMV6s/70qIr9EVTp4RURO1W7XKeBqvfhbwLmh1c8CF7ezf0VRlDUxgiSJii5lz7NX4uG1rHB0RCeV6NojaYWrEVwlvEa6zWSDc8BkabAGsPCRv+2DN0ApSCnEvqHoGz79nUexqacq5lrEukDpq088PjX9OB9vfJZJaVBErwJM2TBb/sxMRFoiMj74P/BvAd8GfgX4mXqxnwF+uf7/rwA/JSKZiNwHPAR8eav7VxRFWZNBcqHO6FL2MNFZwniD0Ex3teiK1uDHUnzDqejaJtEJvmEom3snIn41oq1KDEdJcOunGA7vf3mZoQwi3QKYniwIMQlgOobYsZRzCUU7wXtDjEKMQllY2t2UmW7Gxc4kLxSO3+sYPt1pMh06Iz1HZf+yHcfrBPBLUr3wHfALMcZ/IyJPA/9MRP4c8CbwkwAxxmdF5J8BzwEl8B9roqGiKDuCJhcqe5y90seFSNXHlWpZ4Xap3C1DrP9s7fnrKVCOuK9rEKax0W2u54qJB9sTfBYXGmJM1xDyUK3fccQkYNPqdjV4Q69wvDU7xd9660c5ns8x7roYnuUHGz2d76UAEFfupAK2IbxijK8CT67w+A3gB1dZ528Af2Or+1QURVkXTS5U9jDRGkgcIUt2t+ACYmLxuTpc20LAp6YaJL2He7juQKBoyEhfG9FA2Vg/TGMBs0KZIZWzJXHRCZMSLMvEV88QGpXYin1DGQSXlwCUpaVfWm50W4QodNKEL5qHyM1zHDNtzjnDmMm3e7rKHqSInpeLHjf96opfPw5WFGX/oMmFyh4lGoE0IaZuV5cUAhqeMQKiqVIKQ7J3UwpXZSdEl4Uy34TooipJXF5muBpSghEhpLX4iiB9Q8wq54tS8H2LTT0xQoxC4S3zRUbTFcz5jOe6ZzifXidwm0eToO7XAaSInuf6J5kP3VWXUeGlKMr+IE0Q7edS9hgLA5BTt+vncSFCSKyGZ2yRaKgT9GT/lBMuZwdEV0g2V144OI4NhW8MYQrACMFV4ktKISYCpiobi4UhJmEhonu4mCypG8f60WKIBOImx+oq+4GmSTmfXCesofhVeCmKsueRLK1CNBRlDxGdJeZJ1ce12zEGn+tMrk0j1EKrSieEfSi2BoxadMnmgjSGCa4SuituNlBZYXJnH47pLw3kkFKIab1chFAKxi4cHon1nMhmOJVOc8zNco+7xREbNeXwgHLVz3PZH6FQx0tRlH2JEaTRgHSTH20qyjvIguCyuzw4AyqXK61drv0qGEbMSs4W7GPBRd1/lY9WdPl0izH0AiHd4n4jmELw6bDrxULvV/QGETAmMJF1eXzyEv/R4c/RMkJTLIlYMmltcefKXsTHwNO9yEzI+fz8B/mD6/fR9/901eVVeCmKsjdR0aXsMfZMUmFNtKZKLFSXa02igWhl6Kt+fB8LrWGq/qvRpRdWEfRseeDyWm7XAImsmjsnJYirgzkiEATsouslEjk1PsvPnvkM97hb3JeMbek4lb1NET3Tocu3++N8avZxXm8f4UpnnJvtBlFLDRVF2VdocqGyh4hGIEsJqdsTgktdrlUYuB5WKlFgqjLChccP4LUKieDT0Z37lvq5htmo2xVg1SasWDtdpna9vBDtokwzJvKJY9/hDzXnsJJt7TiVPU079HmxiLxYnOY7nTO83Z3idr9Bp0jol464epq8Ci9FUfYYmlyo7BH2VFLhAO3lqlIG6+cr2Dp10NRO1tDTeBCF1gL1jK7gRuRymUow+WR72wvJ+m4XrNjetQTjK20GgB86pvq/l/pTPFv0eSLV2PiDyHToMxPH6IaEXqikVIhCGQwhrP0aVuGlKMreQZMLlT3AnhRcQEgdId9FLpdsPA58LaKVFf9mDM94iiJLZz6pwFqVkfZzCYS6tHDb2zPb6O1aztCsLwkQQ5VuKCYSgvDZyw8wX2b8xOGn+e68RyZa8n6QaBrLlOlyxM1xKJlnpmyQ2wKoHNG1UOGlKMruxwiSppBnKrqUXUs0ArYOztjt0fDD3I25XENlerF2kBbEjax80x0NSwTQdlDxNBp8KpWrNILrGU3dyzUK10wGJYrb39QCYTFKfqEhTCrh1Sscb7WneGXsOB/N3x7hTpW9wKRp8KDr86Cb4Zy7zXPJKW60xvjn3ffTK9yatykqvBRF2d0YQfIcslF9lKkoo2XPCi4gJhafu9HO5ZKlfVALbtKyXagY2jtEW5UWjsrl8knlTo2sN8xVXxtlo+WIC95F/R+phZhI5HRzmh9uvUwiGq5xEGma6p7kiRQeT25wI7zFl8bv48XyOLJGLasKL0VRdi9GkGYTEv1Tpew+9rLgQqQSXKNwuQazqgapfkNOlYqrvU00tcs1IlcquKoPa6uJhSuyhRLDjQivYcQL0S3eTKfOczq7zQmr8yMVsGKYNCkfm3qZexq3eMmVqy6rdzOKouxONLlQ2aXsacFFHRPfcAS79WNfMquqdrNUZO0foqkSC4MbwfMqQ2WFo+55FCjzzQup7ZCmnvcffYuH80uENeMRlYNEJgk/M/EGhgv8gmuvupwKL0VRdh+aXKjsUhaGHyd782ZrWwEatbMVErMwGFjF1v5ipIKLeiZXOqI+ruXU0fFxk7+KlSO7TqzhcgZJdQKTzQ7/6fFP80AyBiyGavgYKPE4LFb0vesg4rBc9W1uFqsP0VbhpSjKrkKyFBq5hmgou4oFwWX3xvDjO9hOgIaATw0hlT3pbK3lhkhk9Um6B4hoqyj3aEfocO2U4KoJrtrHptlgWubw7K7hfi8B+iu8qK76Ni8UExy2bR5PUhVfB4irfp7L3vJ8/wS/cOlH6ft/teqyKrwURdkdaHKhsgvZ84KLrZcWRgMhMwtDgnel4KpvoqNZTEocfD9grUAIiXGJ8DJ+sBJIiEis4sT3pTiTSmwFN4Io93p7d0NwQd0ntsXZxRtyyMzK4ix64f7J65x2wnf6bVIJPJCMcd3P8/vdM1wrJxg3Hcblde5LNHTjoPBS0eAfXv1eXrh9nJtzzWr8wCqo8FIU5Z1HkwuVXcZ+EFwAIXOEbJOlhbvZ4arnPg1CPKJZ4/iWP7yCeIoiS5bzS57rxR9IjEhYFGHGx1qcbfE83iGiqRMn3TrXbjPUz0lIdl5wwaLo2lJ0vGws/XA1cRaD8Mr0Uf6y/BC94Gi5Hj966Fu8XZzjhfZJADJTBSuMmzdoSrKQfqfsX3IpudSZYL6XUhZ2zRenCi9FUd5ZjCBjLQ3RUHYF+0VwIYJvJEQnm7q5Dongc7N7BNeQ0AobCfEYLF/Hi0eRBVdLAoivXK3NulgLkfj1nylfi7Il2w61SxZ2UQnjsus36rEBO5JSuAbbEl3U622gvyssG3+wsD8vXL05wUwnJ3Ul1kRenD7OeNojNSW5LUmM55l4nnbIuD+9ynvSW5xy6n7tJ4roSWTxnuWGr3q6Cm8Jwaz5u6/CS1GUdw7nkGauokt5x9k3goutlRZGAz63xBGFKmyLQYiHZeM9R7LY8xMSYf5cJNpIdl2wPcH2IQbAQajdK9OvSwu3IZAGjtliaeMKgiyC+Hr+Uxi67x+lMKsvUSUYBiJrxEKrJppFwbUT218RqUVXur0hydXw53UWMkv7u6rHBoOUheCFXjchpELqPNM+p+8tzaRgTgJTWQdD5JKboml6nE9uc2rrh6zsMl4r5ni1nOQ96QzHbSW4PpLP8umpi7x67QihWPvvrgovRVHeGdIEaeSaXKi8YyzEwmduXwguqAciN9yec7mqm/nKVdqsexLtYlR5tFA2IZ7p8uPv+jr/4qvfRXLNYXtCdgukXHSvQgNMGbG90ZcM3iHIkqXnNChdhJXdN6l7zBa3d6fIGcxLq1ycHX7uZJB4yMgSDzezb59V+94O1QiEDbhdK+1ncLoRojdEG+n3Erw3NLKCTr9aqZkU3O41MFmkCJZUPKf1g8V9gY+Budjj6d4ZXuye4vnePO/PX2c+pnyr+yifvfwAZWmJKrwURdlVGEGSBJo6eFJ5Z9jrc7hWRKTq50o3kVoo4LOql+uuCy5ZFFtbLoET8AsuSLX+IF483E5JxPPffO+/4teuP8Gl9gRXPnOGZA5MwYLQqcRexHbBrD7zdOQslC7CGmOgdkmppxt83f3jiRb8iOZ0bcTtqkpU4x2XftgBi37xh760dGBBfFmJNFzBXFklf3yscYExo2WGe53rfp5v98d5tncvL7RPcrtoMFdk/HZ8jE6ZcKvbYGY+J/Ttuk62Ci9FUe4eRpBGA9JtfnSpKFtgXwouqKLic0dIdnFp4UBo1a7UtoMdahfEDzlJ0dblhhl8+KkX+ej4i7wvvc4z+b186bXzuCwiXjBJXWZYUjkYIpQNsL2IHRJlB5kl7tbdKiccpp7RtaHSwA0Q7QbcLgMhXWWZ4WMIQgiCqcsPl4ivIiFzJX1vMRIZN+p27XV8DLxRJrzYP8lLnRPcLhpc745RBMtcP6VXOHqFq9yucv0XqwovRVHuDtZUyYUqupS7zL4VXFT9XL6ZbOrmOBooW3bF8rSFpMDB9gblcqsk+A0i14dZKBUcxLyvUCa3HSrReGdJYkipb9gjX3nzHi61J/iZc1/kQ+Ov8K/a71/oEZJQrx8q98uUQACfVe6X63IwxddQOuFI5nlt9RiSQf/Y6LbpNxDI4Qf9Y8vdLsNijxfU5Yay5DFfWgoXEIl0ioRW0udSd5J/MXsfPzb2Ckft6gN1ld2NFcM5V/B0FMpg6foEHwztIqkEVzAUfVe9JtaIkR+gwktRlJ3HGqTV1BAN5a4SjUCaEBO77wQXQEjrqPhtiq7K3dhqyd/dvTkf7uda8rgbGqgrUN7IeVsmad7b4+m5+5E04JuB6ATEYLu1gKt7hwYOWHBC2ahKD/daVPxWeUfCMpazE4Kr3q7PIJq1lXRVonpniSGwVHTVRG8gWfoCKQpLYj19b2kl0AuOS8UUB+RltK85blucT6/zfOcUXZ/QKRM6/YQYhW63+jf6jb1wVXgpirKzaIiGcpdZEFypI96lmOu7TciTzfVzsYLoEvCprB+WMIgkN1SJb4Nf5VjFsy9Eqe9khPoK/VwLDARUCiGJ9bFGjk3NcY+7ydPcTz7WwzcKHj91iW++dYbwWgPbFcTXrpyFUILrQkCIjcr5Er/y4ex5VojdfyeOYVAeOig/HTVVueT6oiskq4guICYrDYBbYTve4KMg3tAPljIaEvFkou99+4HvzWe5Wr7O89Mn6BRV5U63nxBD9fwO9/6thQovRVF2hkGIRiOHdzqeWjkQRGsgcftacCFS9XOlm3OPl4uuaKHM1wjVGL4xHzhhtXswd78HgdYbtnKGyqEBw2XlHI3SLYq2jolfKdzBQJlXpYNlI+LzSMgDZqLgz977BZ5IPb9pezx87BpHsnn+4slP8ffy7+e3bzxBSMxC0EY04BuR/JohmQPK2vnqLfaC7Qc25W5t5FdoI9dFFvc9EFuLJa0bWH8r1A6aX61na2iZNUXX8jLDAUGI3Lma9wZnAn1vKYPhwewKk0aDpPYD7VjwYvcU7SLFB6EMBl9u/gWswktRlNFjBEnTSnQpyg4TrSFmKTHZH5Hwq2IMvrm5+Vxwp+iqAihk4cZ7uK9lwf1ZXnY4JHDc0Q73H7/BqzP3kMwIyTxQLg4YDmmsBhWXi47Ypqlj0hfKz1YSiINjyqB3KJDdM8cTJy7zzbfOkGYlX5u7lx9ovsyPTnyDH534Bg+5gl+eP8/Xrp0ltjxlEpFmyfhEh17f8Rce/yx/53d/BN62C+dU5mD7Edtn74qvoWTCVXu3ZPG5XxBI9b9rMjyXbBWGtzOKoIz1iKZ2sdZyukzd07VaeeFgW8nWPkEovKUfHEW0+Fhtw4phOnQoYmDS5EsG8Cq7l3bo88Veg9+d/TDPzZyk76vnrd93xC28oFV4KYoyWowgzSYk+udF2Vmis8S6h2tfCy62FqIBVP1OdzhdprrprCPCy2YljkwxNFMqLq4fHISsKvXrPtzlw+cu8CNHvsXPvTfj4kvHiJct2TQMmlmiyEIJm8RKhImvhhUvEWFx6XFW6y4rP1tFJAyCMoKF7mnPT37kS/z45FcxEvjMoUd5+vZ5nPEkAu+v3cFboc+sb/CRk6/xYvM4r1w9ytkjt/mv7vtVAH5t+knw1bH7DFyozsmnQjSV+NozpYcrOZYrLLPtUr/107PvKoMewLV6uqKrPhxYKUhj6bYibGDu14rrRqFXOr7dOUsiHo9wxt1iPkxgJXDSznGfszRNuqXtK3ePS77PZ+fey+vtI8wWOYU3+GAIy3u6NvinWe+MFEUZHRqiodwFoqsTCvfJ0OP1CKkj5HZLfThlY2lPV9EwFC0IqRASKBvQ+NB1Or0Uvj6xKL5YekNe3dBGRCLH81nen1/gJ849gz0X+Tu/9yPYwuLasDxJYCDCcOBZeXDw8CDgVYXloERtIBTqdUIG0hN+9+JD/KlDf8DFcpI/M/lN/vTEN3ipHCMXwdY9Nkdti5+efJ586mVePlLy81PfzWyZ82Aywynb5EvtOTBx4ZzLHFynOsbBvC/TZ/dGzg8i+93AtVyjjHRQbrjdP9WrOFkLLthduk4DlyvauLqrJkNO2Hq/SgJxrTJFE1fchLWLvwAB4bmZk9wumrRcj++YMxx284zbDvMhY9xc5R4VXruOXizoxpKmpBiEbrTc6I9xu9+g8JYYBR/MHW6X2EAs1/+FUuGlKMpo0BANZQeJRhb7t4w5EIILqIYiZ1sTXT4zS+Z0+VQoxmDmfvATBdK1HH/oOvdM3OLrF87CWMR26vJDG+mf7/Huey/y7ddPIzfSKlgjCu9pvsU/m/4u/vVrT9AvHKYjVZpgqMIp1opxW3NwcO1AxKEyt4U+IHPnzb1PIdhqNteNm2P8rYs/wrXOGB85+ip/5cgzfG8OsBjj7WOgHTwXQ6Qpgf/LsS9zyffJRfiDHkzaNsnxDuF2C1sfZ0jB9BaPvUpBrHu/PO+8ANuo2KqJdfLjID0w2mobAxE8cPSWB6UM3LDhPq1q39VClTtZrzdUfihBloSwEEcYwjJ87m5twRVd9byt53INCGlYubdrwAo/ExOw9YmHCCEKXZ8wU2bM+5Rx16UYUrqz4cb6B6LcVeZCl+cKy+XyCN2YUETHs+0zXOxMUHhLMQjSWOGlYVzEb6AkWYWXoijbQ0M0lB1kieDah5Hwq1KHaMRkc8mFA0IihGwxPCOaathw75Bw4j2XGUv63DN2iz919Is80znPM2+eIzRDfTcOIYs0x3r86VNf5G/O/DC34jiYyMcffomn8jf5/119kpkbLWTOkfRkwY0qm/VsrILVBdgygRWHHCzYWB9QSFgyEDdOp3zh5ftJ84LAA3yo9QrH7CwADyaeSdOgxPOZzjm+1r6XMhje03qLKdvmajnBr1x5kp8+/QXOH73J6y+1Fm6eQlKHhwyVGEZTDVw2Pi7OAbtbAmzZddvwCABZjM73WRUkEu2Qu2nBtzymZ7AdwRQrW1jLn5tY9/SNP3Sbo2PzvPz6CexthxSCKSEOFJgb2kyUhSRMAksd0I2eux2Ivw0ILhc31q82OKd0/RJD4+48WFfP8QIwAkZiNe+pTGm6PrNlTogGKwEjgQvlFPe5WS033EXcDCUXy6NcLia5Xo4zXTa41J1kvsiASkyvhkis6pOLtd+nVHgpirJ1jFRDkTN941BGy0GIhF8VEXwjISRbE5rVgOGlgi0kQjSQzsCNL5/g8kTk5oNNfujQOEfdDH/4kW/zO82HmL3ZAi9I6vHe0A0JTx27yNfiGc5P3eTPn/g0X2g/xIvXjiEduyBIoo3VcxYWHZXBTfVw+EKonZKBW+Ez6J4ssXMW1wEpZTEVcaV736EkuoV7oIEo6BtKZ7kyO8b/fOEHOT92kwcbV8nHnmUyBYdlPmS8Nn+Eq+1xfv/yAxSlpdNL6HcT/vrFHydcz8jKxesWa8EyKDkcJthq9pmEWPWvlTvggq0gNqqh1Bv/nVjoe7JVOIp9cpr3nrjI4bTNrz/3OAgYG/mr7/0tvjD9AJ975l2YdpX4uGpP2yCcwkVCI/DBU2/wt07/Dj/j/h2+8cI9SNcQ+4LtyRIBXjlOcUk/2RJ3bMDQ62ZgEi2su5EywS0ILqhE17qBGjYidumTLBJJ3MoXayC8AOZ9SlZmZNJkxuVcDze03HAXkQC3fZMrxSRzPuNmv8VcLbqGMau4oTYN+HVi5VV4KYqyNTREQ9kBBoEZOHPwBBdsOblwGJ/bO242g61uZMVHshvVDx84dJ3/54s/TCMp+NjxV/hfn/gnXCiO8GrvONO+wbdun8ZK5P90/DP8vP0oP3XkDzht+/zG1cfpzqeLYRoWCCxxUKJQBS+s0vIQTdWfVYwHfvojn+daf5x/8+UnMR1BfOWI2I4suknDQRDDNz2DWHIbIQoxCDEKc/2My51xTme3OVb33bxSdvhW+yzTvQbz/ZS5TkZvPiUWpgrV6JpKKCw/Vrs4ZHnlcxG8AZKlYSID0blqoAgseZ7ikCAdhIwsfr+134WQVNd5IN58HjER/qszv0YqgSPpHH9o4ut8qf0gP9x6gevlOJ8be5AQEqKr5pxJKYvnYGqXrU4DjGnEjhcAtIPnPz/3G/wd82/xjQtniUB5Jcd2ZM1QkoGQisNiZiu9Z8vLDjdzyQRCFsCuo5oFTOrv2HSSlliz+ERbEzD1k+2DoQwWa0sA5nzGmOtx27co3ulSVWUBHwNXfMK1cpx2SLnZb1FEQ9ffeY/jTEBMWJjhNUAkIunawl3vmBRF2TzOIc1cQzSUkRCNgLXEzB2YwIyV2HJy4RAhkSV9XTDok6p6baryL8huCU9/+WEkwE2B/+O1Y3zq3CPcM3GLnz31Gf7/7P13lGxpetaJ/t7P7L3DpDveVp065au6ukrtjVpqqdWSgEaGCzIIhBcIuAzDGGCGOwyLYS5uYK0rGN0RTqPLIKQBOUCNQK5bjdpWd7XKd5kud6rOqWMy82RmuL2/77t/7B2Rke6ki8yT5vutddbJ2BGxY4fJyO/Zz/s+71G9wHdNGM6bFkeU4a+c/FU6Qfj19p10nUHUopvgTUAXZVjHRsruSgFQLrS9DXzm6t382Tt+k2uPNnjxxjFqSc5Y0uWFr55fd9E+CIioFsxKBYzyKAkoCbyz9hpTqhxrcdk18EEQCfQKTZ7rUnR5UB01iMAfLNqHnbqkem7rmCHDYSJ9xIehn1e+FotXbl1grWAo+bEvbHxlrLSu1/mluUc5baf5S0e/xISq8b70Va454YS9ybFjc1zNJ8qBsEHAeugqZPhMvoKQOi5eeJv3HH2N75v8AqdNk9MGGuf+A2+fbtIJlr/42z+Au5GgulKWn46avrulh4TbJl/CYCuXayP3Mx61TJwZ60iWuV1GLX2je16TVsKr8Jrca2Zdjauuxh3GoVgMgYnsPnlwPN0reLxzJ7NFnZm8hkcovF41Ml4kYIwn7618z7S59WcpCq9IJLI5jEEatRiiEdk2A8GV2cPVv7UKwWpczWxv4S0rSwz72wc/FkDl3tTfVBS1qmyvp7nmjnB9osn/0voEF8av8/3Hv8AHdDl/qBMW+OnZx/jsjYtcnW8gCrz14Mo8cW9AhYDLBN1hTfE1HPftLehjXVJd8FBymf/jzn/Hl0+PMaY6fL51D//wyEnc9QRxsrLsbbjksDrDLNaT1Xo00h6TaZsztVnutdewUscFz6Tq8c3jz3M2neH/uvmeSliAFKX4kkLWFFZBytI63dn82zIspHdsYPAwVXqfG6pg67uC4kG6in/65If5c4/+Jk1ZLKM6phv8kfFXeeXMMX5u4VGKQmOt448+8DmeWzjF45fPMXe97H8TE6iPdfjLFz7Jx2pdhpeTj6Up026Wz3enyBo92i0DlA72LcsXN/H8+mILtTV3KwhgQinWbhWiMYwJ6HSZwLKOLMkHvV1QLspTU6y7u663vJSfQMlljqouE0qYUrUowHYZFzxvFG2e653nhmvQ9YaeLz/PSsok1774SrWjm5fXpbbAuVVi5YFbDbeLwisSiWyMGKIRGRFBq8XAjMNYTriMkYguStG12gJ0OOlOOVBFwBspo9EVSBCcBCQXfNtwZWaMM81ZALqhKIUVoMTT8xotAaUdzmoCDnoKT7kfT4Cs3PewuxNU350KgzK6YrLgv33s1/hw7UXOGGFC1bhoZvln0x/kl197qCwdtGVJm+uXMYbF1MWgIaQerEes59jROb759It8bPwZPrtwD03dYS5YXPBoUbwzyXjQTvNZc5Of1d8weK0kF6RyA8sNgSCyYu0UTPlP1l9T3z5WEV1QHXv/YxBKXfxWb5L50GVCakC5AP1Uu85b3QmOjS+gJPCnL3ya311/neaR5/gXE+f5sec+SrdrUCrQyHo83z3D3fZpLpj6ksd70wn/8NWP0+1Y0GHgRjlNKaT7fXwbmU/cLydV/V5CFvsEdaiuXyUiPjBw6YIKi066bCBOfhgpRf3yEkObFKS2WCK6ADJbYNZJClEScKHsoXyzmKKlWlxXXc7rFid0PYqvXWLatbjs4Pn8FAs+pevtkuRJJb56r8p3Xis/EGIigTTN6XTsipLDWxGFVyQSWR8lSK0Gib3dRxLZxwSjwRp8Yg5tOeFythMXP0wpbGT9/QTQ3XLBqpzgQyUk0sXrRQIfmXqBb85m+PmFszRUl2+v3eAPjX+Vrrf8p96DKOXpWEdrtkYQTzBC0GUiHhKq0Ilhp2exDMxXA2xR8NOvvZcvT97J+yde5g+OvcyrxTgvLhyn6Mc2p56gpXKjpEzJU4FgA1Iv0MajlCfLct534jX+xonPk4rhoeTzXHYpp3QXLc0lL8HlYoKz4zeZW8jw3i4u0If604IBWdbTNQja2Asx8quxhuiCZb12Au+643X+4tHPUJcaLd+jrhK0KC7YGe6tv81CkdAwPY7rm4xXpZrjqs0jJ97iRDbHK/NHAXihfYIX0svcYVqDtqx538FWIl1U9X4lAWlL5VYFXHVjGRJHK45ZWHS0quMun0u5P3SVTb9a2kY/cGX5n6xBQ9mar+KS1wkdUIlbEqYgypOmBVavtO6M9tTtyprKRC3etqaXXn/TZYypNi2fcgWPlTbHdGP5LiIj5ppb4E2nuVyMMePqONQS0dUn0zkLvvyCNOKx2tOr5nUZ5allOd2ewW1ghhdE4RWJRNZDq1J0xRCNyBaI/Vtr4zOLS0fTJ+myje9HfOnuOKlCIKrgBd9w6HrBAyff5nc3nuXn5i/wy9ffiQ/CC5Ov8KOTT/PDk19CEZh3Ke9uvML/+vx3cnOujkjg1JGbvP7aMdScRuVS9jb1k+n6s7j6jpcpr7tyYxwXhLvq1wD4YNbl0rGvcr3zIRbms7IHy4QyMKH/BKzn7OlpfvSuT/Efrr2TNxcmqNseR5N55kNOXSXcYZrcYaDMKVvK765f4ZE7f46/UHw/L06fZnh+VR9vqkj85a5XlcS4lZLDHeVWokuxIpDkQ1MvMaYMz+Y5z3RP8231NzimG9xnG/yxycf5VPo2M66OHnJuLiZv8z+f+/fcZTJ+p+f4lblHeKh2iXelN7BSCoU8OH5x4Sy/OfMANzspSgLe+jL0xJauav94oR/6sTEVG1QpxO1kh8fOXeLN+QlqNme+l3BtemxJL45IwCYFD528zKX5Cabn6rii7NcJgfJ4+j1sy+eKKRDtER2WCi4JGOtWdbkAtAqMpd1BqEYfqx2mEl6KQMN0l1yfB8OCTxlXHW6GlDmfM6EcVmIP9U4x7ztccYobrk4rpLihGmA79GWgJVA3Oa0iGXy+ajYnd4sDlLXy1NKcwjqKQsdUw0gksg1iiEZkixza+VsbZJSiK5iVgRrroXplKIY4AQPFhOf3vetx3upM8F3HnuCqT/m/Ln2Aa62yhOx6p0HuDX9y6sv8scnHccCL+Th3TkxzLcn52Knn+cT4E/w38n28+toxQleXi+zhRe2QcxGSypEIZQrhg9mbpGKxovlE4w2unnqSn5j+RjpOSvEVBFTpPmjraCZd3pW+zvnT5RDajrfM+Rp2jRoyFzyewLN5zifnHgHgtWtTA7dlZehFwGtZLD8cwttKvK6RcrjrCBQ11kyQHPQ0wSCB8p8+/2G+fPoOjifzzOR1LhcT/MjE16irhNOmyR9oXmfav4EVha5KEd+dgK4E1oPWcXLycU7r+mAbwLN5zu+0znO9WycxDmMdIQiFLwUPQZXu5SYJSSAYD4nnxOQ8/+jOXxqcw/nlhTv5CfkmFrrJwIlIjOP85Ax/545f4Ln8GD/99gd4+uopFlppuWBWYckKeFgqLT86UR5rHUb7JcmFwxjtGUu7q5YYNu2i0BqzncHCPhtKG+kEyzilmvdAK/QGJaCR0eKCZ8YXzPj6qtenqiBRxVCfl2cybTPdKW+fKEfNFrR6iyd1RAJWO6wuP+9rxc1DFF6RSGQtEovUa7GfK7IpYv/WOmxzRtdquGTzQ5b7rpc3lBHZbcEoz989/+/4VPtO/uvnv58r1ycQCWjjsNrzaucIV53i4aSGC55neppHJt4kH9N8YvwJ7reev3jXr/I/3Pwe2jMZwUg5EyxXixVhVZkgVQma0o7MFLyeHwGmAbjmHF+dO0+zVi5Y857pJ8ojyjPR7HC2PsusT/mmrC+qOkAHKysXUy54nugVPN09w3PtM/zG5XuZXajRa9k1y9ygdJAGg37Xuu5293spKLJbiC6qmWr9n6vbLUzX+Fz3LsaabY7U2wB8IXuND2ZdUrFoUSvK3Yb7juoqWTH4txtyXs6PofE0bZfxpEvhNB3t6Yol95ZQdgtuWHwFM/R5kXJOUjs3/HbnJN/TmAfgI7VXuHJugkeyN/jPsw/z7M1T3DN2lR899ikumDp32w4fOv/L/CX1HTxx5SztrsUPORawutjSOmCMK6PDV3G4ysW2J9GO1BQrnC6Ahu2SqAItgTHToam71Wvpad7CNs3DRprfIluhwNEN4JaVX2g8VhwuKCZtmxu9BkVQaAkkqmAibXOzlxGCULM5AWj3VjrqUgVyrEUUXpFIZClKkCQpQzQikQ3Sn78VbCwnXJMdEF19t2srqBykcm98Wi4UPtM+z/99+T28dXmKUEUlu1RBs813HfkKmTi6IUeh+OZai/emXyQVQ10lPNtr8cnpR2jWuhSFwnuFUCa/deaTsrYxyCDcQGeOybE2P3Dui3yg9jK2StirC5zNZnirNk7hFNY4XNXzldqcH7rrC/yh8afJRAMaLeqWY5/mQ5fHO3fz6en7eHHmGDdbGb2uheLW70NQAZ/IqmWFQaphxJ3bJ776A5FvmZTYD6CAQaknAE4oeppubukWOXlQPNk5zz32ac6ZrfXytnxOJjkXsmvckV7ngRNv8W9uvJc3WpOcqc/y6dfvZmG6VoovpRYd0VWfWyW4hqLbxZb9fEfqbR5JLgNl794dps5fmHqOVCwPJZ/mc2NnOarneTBZFOEzvhQyjbSHSMB5Vf5zqnTiKEcRlP982buT5GgJA5dLVYtpJQEfpBxZsMYT0KoUn5nOseIZs4uiCyCVgkwWHa+k74JJHr8+d4Hh17guXWakjguKuurR8RYrjiPJAjN5jZ43aAlkOseknpt5Ru40TdvDKk8rtxSrJRuuQRRekUhkkTgUObIJlpQTKhUF163YAdEFpdu1HsoFVo587bs5AdUVggl8+vLd/NvpxzDGwZxB9RPheoprtsl/nn0HP91t8sdO/hbXXZOP195iSi8ubi9ay/lsmtnJGmdPzfDUzBkujF3n+45+gf/167+H169O4SuXQYAkzTlSa/FQdolHhoJ7juka/92xL/DPzAK/kD/KQs9idDkraTzpMu8yZn3gmN3YyaGmpHy8/jU+O3s3uVMUhcJ19ZJFf5DVg+68CUgiq5YV3k7xNTwY+Za3G0oz9GsETZyoz/FA4wrHzc1tHVNTpdxppjmi57nX5EzpOvec/DVmveYuo/mTvRpf6p0nb9tBgAleloawSJU+uLxUq19majxHs4UlXzWl8C633GGa3NGcJQ+O4SnMV33KsWSe6Vqdy36MXlGKo+WrYJFAzRa8//grXMiuM+cynpk/jQ+CUY4HGlfwCC+1jtN2lsKrwWe6T6LdwOWq6Zwx01nSN1RXPY7ZucFlKwV16ZYlbaqHFrAx1XBH0VKK3FZIScQxqVtcL5o0dYeWTwbi63gyT9cb2i6h6w2pcqS6YKFImM9TUsqQldxp8qFkQx0dr0gksi5aIY167OeKrEssJ9wkSuEyM3LRFRSb7u1auoNqYLCGxquG6asn0KrUI7ZKHwwmgBf81Yxf7DyGreW8NHuU042bHD3763ystrigTMXyQxNf4snaCT6UXeVTY6e5YK9xXPe4f+JtbizUBzNwjFnsh3i5d4L3p5cGi2crmjnnUOI5UZ9j1pS9LopyPtJsUeNznTuZUK+tKIdr+R45jrokg3ACLYpzpsajY6/z5cvnyvSx4RLDKt5+rflSLikLHfeE+KpCNLxdX3T1Z51BNffKhKUOmATGah1+5PSn+MZsAQC7jb4iK5r7KjGspXzgc6bJOcr3JdUFWZYTvMKpcnYcshg1f6vnoVKH1p4syZnp1vipmffx3eNf4bE0XfUuy4Mp3p1oJo9+hieaZ/jJSx9mulOjV+ihgIRAYgoyUzCVtvjWiWf4PfUO877DU81n+FrvJAAfr7/CmDL8au0Yvz77IAtFil8m2Y14arpHTedYcWjxKAJWHHXdpa566CpC00rBUTNPpnKOqjZZtWCvyyopKZGRoKrvmeOqy5Wg6ATLpGrhtGLOZ0yZBaaLBp3qlydVBWnV7JmpnBP2Jm/n47zZnWSmV6PjDB1l8VW/KhBLDSORyDokFqllcShy5JbEcsLNE7TC1e2SIbqjwqcbexPEg4SwqkCTKhrdtCjnZvXFnAZxgZBL6a4QYEGTO+GGanDn+DSXi0lcuLqk9+cu2+QOM4+WBt/VmEZh+LcLx5np1RjLuoMFiUigkeSkpmBMdeiEgrRarOfB8Xw+wWxRZyppY5SnVSQkquBousCJ5CYX7NWq1HCRa26Bl4uEGTdOIo7jeoEzOjCuMr7S87zVmyQvND5Xi26XroSlDahbDFDeiPhSeRW4sUNR88H0h09v7PbeLs638nZpqiEqYBLHt595jm+utUhHtNBfa/5UKoZvnnyeNxcmeKVbvs/BhNJ5dGuXHKIDKi1DOrI0J7UFRnm0eNJNTGLWorjPNsjkEr/ZvIGSKdqFHbhVRlXiSDumkjbnzQyQ0VQZH8jg3ekVPJ60Gk3wSHKZl7MTXMub5EGTB40VR6oK7kivM67a9KrGu4bq4RB89cb1giYRR6Zy6tJlXHU4ojsD0XVEmZhouINY0YyJYg7PSd1mLuR0gkaJp+G7XHdNMsmZ8xktVwp7LZ666nHSzvAd9csAfHLhTBkkkzdoO4sPi+6nXSOEBaLwikQON/1+riyNIRqRVRmUE1pdCq7IhtlJ0bXhuV2wmCy42rijSpRRCCqvEvt6/ccoRRehTD/0AZwWilzznUef4rsblyjQPNkte1UcwkVTDMoPrWimXYs5V+NYOk8RFFdVk57TJNoxlnSZTFo81T7HUT3PR7ICLQormjN6jkzlHE/mGDdl+MPF2lUmdYtH0ku8M8mApaWGcz7wen6UN/MpbhQNrDgerb/KvfY6P37lO3n6+imKfKnbFfRixLlLyhlna4kAl5TiVa8iroKU9/cadG9R0I6CoEuXK+gNuFz9+6hFsVUKMBbTJK1HZ44kLXj65mmuTH2eO7bY17VRtCh+aOwtvnbkNd68OU6nnZTx7FlBCIIvhDDcc6cCogPaeGxSkCU5tSRnKmtz/9gV/sTklzhtmms/4BpMKM2ZdIb5IqGlE1pFgvMKkUCmS2F/JptZcT9b9RP2uWDqfKj+Ar/dupeWL0VrXfU4Y6f5jvolmipl3ndxBKZUjXbo8WIu3AwpPiisFGRSMKl61AW0CBZFXdnBCYjIzjGuMvAd5vBMSoGiIJMesMANf4PXi3FmXIPO0O/FUT3PO5LrTKjyc/cd9UucMrPc9BlfWLibq70mPiiUeMwtTgpE4RWJHFaUIFkGaSxpiKwkaAWVuxXLCTfPToouYNNli+JXd0pkSJTpXrW4V4v30V1QheCygJSxhDhj+PXpB/iO+st8uTfJT7/9AaxyXKhd59vGnuLDQ/q8qVI+UPs65+11OsHyVPs8z8yfBsAqx5gpkyvUsujA4zpwV/o2b6qp8rKZ4xONN6oSwtV7u6zAjKtzrWgyX6TcLGq81DrOgkt4ZfYI7V7lcAyrl8oRglKEuVRuKb68DaAE1V097TDoMtpd3DYFWFX+6O3mBBdUs8YyBn1U3lauV+qRusMkDpsU1JKcwmu+2DmDyt7kpK7tmNPSDTm/0W7yRmeyfNxClyKY0v3UthSEw0g1nHaq3ubeiat859STvNw7zsXkKif06lHg6/FqIaQqZ9K2seKpm/IsQ6rKMIWT9ibnkuucWmU48jBaFA8mbWb8Ja670vXKJOfe5ArjKkOLWtL/2JSMe2yHG75MYqyLMKEyrGxePEa2T//9GQ+eAoepQnoAppTnuJrjspvjhs9wKDLJuWh6HNOL79eUrvPRmseFebS8wDOds8y7fqltdLwikcgwcShyZBXisOPRsNOiC6o0w0241LdYB5RR7wCV0CqWtfmIA9UVfBrQHcEbzQszx/lT3T9A1xnmewl1m3MsmeeI6gB1rrkFMtE0VcbDSY2HkxwXujycPM5vJRdReN7oHUWLZ8oscMHMo4cWoRMq4257lUnVAuCRZHpwpnktPNDyKbNFjRu9Oq2qAf5Gu07hygS7lU+ecrBvTwb9T2XZoKzZs+V1INTK26w2ZBmGBJivXr+ieg+WD+sdOg6kdMyCXiqAN4VUoRv9EsOkDKvwmef4+Wk+dOrrPD1zmnZuGU87TKUtnu2c4agu37udEF4t3+NreeA/zj7CjW6DRDuyJKcrgSLXS2LdoRRcxniatS4/cOfjPFp7lfPmJvfZBt1wnTw49Briez3Oa89JM8u8zWjqbrmoVjkfG3uaC2aeI8qgUNRVY9191SUZhIkkeCZUzkmdrFlu2VQZteoXca3bRHaX4WCW4W1Tus6UpnTsg6cuwpRavf9Ri+LR5BpH1QKXiilmXJ30Fg2fcdUViRw2jEEatdjPFRkQlCy6W3HY8bbYNdG1yfWx+DVqDUMlCKr9ScGg5HAYVfTFXim+rrx8jMv1AmU8JnH06h3uzt7morU80e3yRPcu7k0u8+Gh9bEWxd22yR3mLRTCF7tXuOwmmFQt6stEpBXN/TbnipqmLmyorGxMFJ1gmM1rzPTqdAtDu1iMevZeyldAhaXlhsYjuR44f0GBSwNiygHKq7lWZWlhwJvSIVursiioftnfkLu4mvBSi/vdKkGVostXYRU+qQJSModuFnz72ef468ef4JfGpjhlZrjumjzbOctJO8ud5ib1dYTtZnHB80rR4oX8KE92zjGXZ6hq0KxIIEtyXDUqoB/prrVHSxnp3k+8LANcSiGUyvZK8aZ0nfuSK8z5Gt3qQ37SzvKAXeCE3tzzt6K5aKsABkmB1YM+homCa38xpetMbeB250yTcwZa/hovFn7JcOzlROEViRwWlCDWlvO5Yj/XoScoAaViWMYI2Q3RBeDN5vd/K8drObrXT0tcto8CMKXIkK4QROONotfTzHnhMzP3cm96mV+7+TDX8wZXahMc109wt6ktWXD2XZV3JB0mirdpKM+UWlk6NuwQ3Io8OJ7Nc57pnuXV9jFmexndolze9Fz5WCEIvootF+sJbki5VmV4qqMGl6EKf9CVYPJSPm/fv1zdRpUOmfgyeONWeQ9BWFX7joJBeWEVw14GcQRC3aEbOXefvMaDtTdRCN/TmEGLohtmucNMc8YUmxYdG6Edelx2dWZcna63qGoWUlcZEuPoFRqt/GBO1jBjaY9EO77Uuov3p19eUra3Xc6YNjeTy8z50sG4217l6BpuxnrEfqzIMHWV8LD1g6CU1YjCKxI5DCgpSwuT+EfisBNnb+0MuyW6yoS6zZUZwq2TDVfgS9fLLWv/7K8l+gJEdRW+WjTnLcuX3jjP129+N1Z5Ul0wm9fIg14zCKGpMh5cp8V0Iw7Ba0WbJzoXeKl7kgWX0HFrfM9VSlIZj9NqaaS8DvhsSHwNnnR1NxXKuVOLSewDMaZcOX8qVAJM8nLbTqUbLj8+b8s+roFQlkp0jRW8976v8/DYW3zb2FN8IF36eqZieSTxaFnfqdkKVjSTqsuMbmPFMWlbFEHRcZZG6OFDumLwbH+OVqoLElVwzMyRymiXqkeU4ZSZYzK0GJOce2wanajIyFitfHGYKLwikYNO7OeKEMMydhKfGHymtz5PazOPZdaY9LsBxLPhEkUpgFuIIvFSJgL2hJCVpXu9tuU6DWppjlKerjMkquDGuIZinmM7EN7ggue6T3mjd5SWS3BBVgy0XTzoAKEsN9SZw7U1+FXEV1etLZr6bpiCkHhCFQqhZg26J0geQJdljaooX0dZq7xwO1Rz1gaR8UO4tEwvfP/9L/P/uePfcUI3cGF1EbuTgiMVy10mcFJfRxN4Us5R1z0auscrC0dQEmjllrxyH7XyZKYgUWUp4lTS5kP1l6irrfVzrUVNEk7pNr1QMBmj2yO7TFyJRSIHmTif61ATwzJ2nt0UXVD2WW2V4V6ujdx2rSTE8kCq2zkhFAImEAqFKzQ97UltYK6bcEWP80+uf4QL2TU+Uv8aF013JJHZ3ZAz53u8Wlie7NxBN5iB4FIScNXPiS5L2kQCSgVcVdUmEtA1t3KOlA74mgMnSCHI8kHLKpRiSwUwgVNnpvmv7/5V/scvfS/F9RTVlXIeWB5wCYilFHuOpaWKW006VFXfll4puACCLQNCgg48efk0Pzd1Hx+ovcw9NtDcYiDFdqirhDoJ35TNcVw/SyYOK55/duPDvDR/DKvKHq9hrHaM2w5HkgXsWoPVtoEWVYlRH52uyK4ThVckckCRNIn9XIeU6G7tDrstukqXY/NlhoO7b2YNG1YKr7XcMimEYMJATOS5JjFls1PPay53xtF4fj08yOXsEsf1HA/ZDs0tOhnzvsNVV3DF1XjbjTHr6rigUBLQVR/Rgi/L5/pBDiEIWntcsfgk+nOkvJdyqLIbipo3gWBCGfrQ3yZV9LwKSOI5fWKGbzn1Ah/JLvHIuUt8pXsH3luCCihV9nyF6n5BAYOADRkkHIpbLOEkDEy5RWetipVHVaLvFm99MNWg5+r+7fmUH//aN/Efp97Bnz3763xLbWdSCzdCXSU8lni0JLjgeWf9dQqvuNpr0vOGohJfiXIY5UiVw4rjy93zTKpXtzSzaz2i6IrcDqLwikQOGnE+16Ekulu7y66LLihF9HYeLqyRbLjm7Yd+rkrbhi8PfvQySKUr7ye4IKTaY6oesJtFjabpcrUYJ5OcGT9Lc4uf0TlfkCN0gqXlU2yVaGHFoQg0bZciaLqFwYgnswXtniUxjjzXhGUOi1IBlZb7CKF8LiKgjSN4wQ+l7kGZvHd0cp5/fP9Pl06SavI37/gl/knjI/zSk4/CtMWbUmzprjBs2pSiKiwK2iHjb7gff9PphqqKjh/0eQVCrmi3E9604/zm3IO8P/s8E7K1EIlR0Bc6WhSPpW8w4+ooCVzrNZc4sYrAkWQBLZ4Fn/J8Po6WOY6qWhRLkX1P/ARHIgcJrZB6PYquQ0TQipAlhEaGb6YxoXAXuB2iC7bndsEmHa/lj72stG21Mrfhz50AqSlQBBQBHwRVKbmG9Mi28Tzs0H17QZOqnEzlKAk0TBctgcmkRc2Ukc51m5OY0vlK0wK5ReKYUp40yzkyOc/f/IZf5Hsf+Cpnjs1wZHKBNMvJaj1qtR51m/NbrftQ1ZM+Z+Cj48+R1HuESgCVSYNVKMcG6M923rTo6odpDIVrAOCFItfkheaxxqtMVMl9eXBccwtMuxZ5cINtLoy+rG8tHrAp3z/2HB8df5YT6RwN3SNRBWOmw7F0Hiul46Xx9ILmuhNu+s6uHV8kslNExysSOSjEfq5DQ4yCv33cLtHVTzPc1i7WGNzr16s+k7J3qM+qw30FxJQLd6U99bRHw/Zo2G5ZOqYLJkyLU2aWB5MezW04LxMqoxXaKClnPulQDmG+lo8xbjoUQdN2lvGkTWZyWkWCD4IPZfmh1AK9nsE7NRjeKxLQxmNtgVGeE415zpppPn7sLV6f+hxXXYO/9+p30soTmkmXd029zsX0Ct1QUCfhmnP8f1//ZrwXQuoAXQaPVKJIs/ZA5m0hVZiGYkl54uBnJ+ROc7UYx4VptCiuuDaf75whD5ojep5TZo5MHHUJnNyBAJTV0KI4phs8mlzjUvY2b+fjdIaGx2nxTOg2Y7pNcquM/khknxGFVySy31GCJAlkaeznOuAErcoo+Djo+LZw20QXIygzrNhwpHy/t4gqPU8PuV3LVg5Blw6P0gFRnqPjCzx69E0aukvXG5QEzqbTvKv2Co/YFhOrzOzaDFY0p3WNBd9iRtXJgyYj53QyQ8snZCpnOq8z71JqOudI0sKI45WFo1xv1+nkBpP5QV9R9XQH86TGsy5/6PTneDTp0VR1pjR8Lb/Je468xludCb558jl+cOxKJVDquOCZ8QkuKKx1FCYQvCcoKRMSKcVXv+9rZKgy8r//+i8+mSGF7YU81zzfOsWPBc0ZO03Ln+DV7jE8QioF55LrnLXTHFUtJlW+q31giQgnzE00npZPyasPXV11OWLmOarnySSnoTzNLc7aikT2ElF4RSL7mTif68Az6N2qBFd0t24Pt1N0AfhRhKT00/Q2sqvKNQn93qH+Lix4M9xLVMaqi/Vo42jUunzoxNf56yc+yzO55ovti1hxfKD2Mu9MMmA0g3CtaC5aS84NEnGDMI2ztsdFc4Mrrslz3dO0fMr92Zu8K7nGv7z5KJ+9cZHpbp1OYdBO46unpqQUXjWbc7I+xxE9v+Tx7rMNfmjy8/x2+yLvzV7DyuLzeMu1+GL7fk7XZ9HieZ1JWjOlSPA1h+QKKaSctaUE3YPthvUFU74vqw5lXqabvFP81qW7ebpxmlQXjCcdGrpHw3QZNx1uuCbjukMmOY7u9g5sk1iEI3oehacTLD4o6qrLpG4xLl2O6JwJpWlKPfZ3RQ4EUXhFIvsVY5B6BjrOIDmIRHdr73C7RReUjtdOPH5QrDr02ZtKdKWLpWv9Qb2DMjYdyn4mE7C1nPFGh+ONeU4nswA8mkDCiziEizuw2kjFcqcpyOQGLW9wCGd0j9OmyX2h4B77PNec5T4r1FWTTzSf5Ovt4ygJzPUyPLIkgl4R0MqTqILPLtxLIs/xkawYLPjvsSlj6kWO66UDh4/rlO9oPM9j2WucM21+7Po38gtfeye9lgUnBOUJRpC8dC2dApWXg5Y3jerP7wprCugw5E72b9MrNDPtjEaS47yiSBS+uvKIWcAFxZjq0dyhYcprMa4yTukFEhwOYUz1uGjK91Zhd2y4cyRyu4jCKxLZh0halRbGfq4DRezd2nsErfDpbRZdamV5347SF1mmLJFztXKwMB4kyOLCvpplVRvv8O13Pccd6Q2ausMfHHt5EBX/SFJaOzvlVpSBEW26qsAijFdljFoU50yTc0OvW47iXDqNC4JRnpu9bMkMKa08k0m77BsTz6RqL1n4W9GcWyXWPBXLXdZylwVo8sHmi/xG817mtafINd6rQU68u2lRXYWTgBhQRdX7td5cr/78LrOGy9WnirsfXNTl6++qfraFnh0817rp0XZlENNZM809Ru26q6RFcadJqEsbgElltjxmIBLZD2z5q1xE7gd+ZmjTReB/AiaBPwVcrbb/DyGEX67u81eBPwE44C+EEH5lq48fiRxKYlT8gSS6W3uToBWubld1hHb3OHY7PbH815v0uKmC+y5c5ltPPM8/ffLDFO1q2aACyni0dRwbW+APH/lt3pEICoUdGtS7Gwv5iQ32/txvNXPNZ/mM3M9cknEzzXi7O0ansCS6IFEOqxxjpsMdyTXuspuvB2z5Hi90T3KiMU9mCppJFx+E0/WbfO/Rx/mrv/O9tK7XkU45N8ypUA5Z9tWQ5WX7C/35Xf2XcZ2PQrBL3S5lysv9EJEQhHZuSU1BzxuseE7aWd6dgpXb83clFcs5E8vlI4eDLQuvEMLzwGMAIqKBS8DPA38M+IchhL8/fHsReQj4AeBh4AzwqyJyXwghxtVEIhtBq7Kfy0aj+iAQ3a29zV4RXQDB7NwxrEg0FPBJ+e/YQ9f4U3d9ho83XuRnbj7KWLPNvGSLSYDKk2VljPu/nn4/f/TIb/NwsrkABBc87dCjExyZ6B11O1KxfEPS44j6KmPKc8Mbfn72XUwXdXrVkLKa6jFlWzyQvrVhQbec7x77Hc7bG3xx/i7+wNQXuWjLGPQFHzgxPs9rrQSPgVwNkg9RG4+dX4vSGV0Ui2L9IDo/hFJ0iQScFwqv6DnNkaTA7kjcYiQSWY1RreA+BrwUQnhV1i7H+G7gX4cQusDXReRF4H3AZ0d0DJHIwSVGxR8Yoru199lLogu2P79rU4+VlGmG3gSuvHaE1p0pFjiiF7jv6FVe1kdZ6JTOiNGexDiOZAtcyK6xEAwu+A27XLO+zZtFoBs0qQgNVZCHFlN6NAEcq1FXCQ8m5fGfDp6ZsWf49PwDgyjzTOWcsDeZ8xnd0CGVzTkxdZVwn0q421zn0fQS542iqRoAzEqb47V53kwm6HU1wXqCFqSrtjVjDShDTlK/6IjpgEoWz2srFVbML/NBUatiFj2eFakckUhk5IxKeP0A8NNDl/+8iPww8CXgvwkhTANngc8N3eaNatsKRORHgB8ByNTKeupI5NAQo+IPBDGZcP+w10TX8HymHUeVvV39Qbyqo/jxZz9C+nDOH2i+yHc0XuTfTL6D/3D5EbpFGRM/nnb4c2d/nW/Keij0qqIrDw4rmjw4PJ5ULNOuxTN5xoJP8SgyyRkLHZzq0VRu12ZJHVct7kqvMuNKsWfFkUkPTaDlc1K9tRI4LYoHk6UCsi4J3338CWa7NV5onyT0pHS6Mle6X/kW32ih7MHr93YJ6Mwt+dhoPeSESUBJINEF57MbfCC7RCpxrRWJ7AbbFl4ikgDfBfzVatOPA3+TslX0bwL/G/DHWf1Px6rtpCGEnwB+AmDCHF+v5TQSOZjEqPh9T9AKqlLC3e7TiWyevSa6ALzdYZU+9FT7oqs/vyuoctDwL1x+jDvOX+fjtTZ/ZPwZ3u6N8+JCmQ54Ip3jjJ5bEq8+zKxv82ohzHlhwWcDkXXTH2PG1fGocv6VFEzqFs7McjzsziypPDi0BI7rmwB0vC1DNXSLMdUhXzfxYnMohO9rvs3TR17j5SvHKHI1iPcPyWLyoRQb//wNkiX7oksHVOqWuFuiPGZIeCXGYcTTMD0+Wn+eO1YJDIlEIjvDKByv3wV8OYRwBaD/P4CI/BPg31cX3wDOD93vHPDmCB4/Ejl4aIU0G7G0cB8ycLdSQ9DR3dov7EXRBTsXIz/Yf//zWbldUCUoKkhPt/iue54kUzl9/8RRDkPuczadZi6sfnLIBc8bBbzQO8F112TeZcy5bDAkN1M5ddWjqTsQDDdcEy2eG/oazV34vbGimVRw1tykobp0gkUTmFRtJlROXUbXTzvvO/xK6wRXizE+f/0C2jgKoyEfeqIqENJAsJX4crJ6CaJUgssEGI6ONwG9XHRJIE2LwXBooz3NpDeIzb/sxumG+U2XVEYika0xim+VH2SozFBETocQ3qoufi/wVPXzLwH/SkT+AWW4xr3AF0bw+JHIwUEJYi3UslhauM8Y9G4lJrpb+4y9KroYcp9Gtr81nqM3ldulwOtAUQtcPDLDd018mW9ICqxotGgmVMZ7ay/zgVrgvCkHUaWigJULdy2KTBwzrs5bvUmu5w0WijKeXUlg3LTpaEvLJxwzcwB0fMKMN5zdRK/YdjiqakwoBzjy0CMPHiWCJaGuRpfy96Zz/Mbsg7w8f5SZdoYI6NThfCmwlqAqF4syFGNQ+9lHls3wEpDEoaxfull50rTA6lKMZbagbnMUgabtYsXz1fYdZPISH8y6UXxFIrvAtoSXiNSBjwN/emjz3xWRxygN9Ff614UQnhaRnwWeAQrgz8VEw0hkiBgVv++I7tb+Z8+KLspQjd3q7+oLPJ9Qzu2qed64McnPTb6HO49/ejC/yorm3YlUomj976ojSnGtGONqb4wFt3h7H4QbeYMJyvlNN4omJ+0sWjw+CPOhy4RsLVVwM2hR6OoXd5TCY953uOrKtMArrsavzL2X11pTtAs7SBcUQKUO39UrxVcfoRRaa1wn1peCq7qNSEBUwFpHYgqM9ljtyEyBqeyzmsnJdCmaO94y4+vkoRWFVySyC2xLeIUQWsDRZdv+8C1u/7eAv7Wdx4xEDiTGIPUMdEyV2g/E3q0Dgtq7ogtGX2YY1joxUDldQUN+f4t6vUunY/m++77M//PIF5hSS/u3+k5UN+QrFut5cEz7DlMqIw+OG95zLW8yk9cohg7AiEeJZy7PqKse3WBwVf+XFY8P+7u9e84XvFxM8Hp+lK93j/Na+wjdYnHJpbUnp0obrBX4nib0e75uRSXExJSphUp5jPEoFVDKoyWQJTlTWSlofZDF+H8pna666aElUNNloqGVYld66iKRyOhSDSORyFaIpYX7hqBkMQY+ulv7HxFc3exZ0QWjH5y8vGJtQCW8inrgnlNX+TPnP8XPXXsXv2f8CZ7Pa1x143xb7RpNlfFaMc8NZ5nxNXqhzjdmC0tK8q65Np9qny/LC/NJrveavNGapOPMQABAKQLqpkfTdpl3KVOqxaRe4JS+yYRy1FU60ud+O7jumsy5Gh1vcZXLpSQs+T8EQQCdOIL1eCcEJ+BXlh+KCogOKBXQxlFLc6xZLBxKtKNmcx6cuMyPHvsUL+THeL57mq/ePE8RFIkqHbhSdOWkqiBTpfOVBxcdr0hkF4jCKxK5XcTUwj3P8JBjjIru1kFBBFezeL2H1fOo+7u4tZALCvIpz8dOPMe3127w6Jlf5qpP+bG3vo0J2+ZD2a+ifI/Pdc7yxfmL3Og1uKt+jfdnX+GNYh6ASWUYU4YXuyd5au4M0506N3vpQHAZ5UmrkrcQhIU8xQdFqhxn0xk+lF3itK6jZf+LLl2dSFPi0VROlC4IQbC6fP5Ke1yx+CaLBLQJt1yZ9fu23nf6Nb516lnGVJun2uf5nbmzGPGM2w6//8gXeTCp82DS4mvJ75B7w/W8wbwrX++a7jFuOtRVjymzgAuKN53jLtmdGP9I5DAThVckcjvQCmnUY2nhHmXgbiWGoFR0tw4SfdG10zHt28Sb0Yv8NUsNq0jzxx55ma63fKGb8bM3vomXbh7jzZvjjNc6/FzzPn54/Ouc0HNcak9ypT3GpdYEAM/Nn6IIit93/HE+Ub9Kx1venJ9goWeXuFw9NO3c0EhyUlOgCLQLy0KR0NQdjqhkVwI1dgOLcNZM44Oiay03ixq51RRBUbM5uVMkSUHHqSWv0a3QxpEmBfW0x7naNN/XfBsrmg9kX+aF5rNcNC2uesNFA5ABcFIrHqpdYiap44JidmheWapyGqpLQ3VpeTOYtxaJRHaOKLwikd0msUi9FksL9xhxyPEhYJ+ILoCwy8JLFfCVp+/iK3IXP3fmUaavN6GnIPEY5bmSTzAfciZV4K3WONcX6vR6hleuHSlL37Tn9bmP8cUTX+fLN84z10lxw6WFgFal0zPfTXBBaNqyx6jjyqVINxTUNxDYsR9oqpSLpsUZ3ULXXufXzUW+PH8nqSq4Lg16ThOCkKQFva65pfgSCRjrSG1RphOagrrqDa4/oRuc0ABNTi+774Sq8c3Z2wDUleXFvOCl/ChzvobGc0TPownUVYGWg/HaRyJ7mSi8IpHdIpYW7kkGMfBWE8zeX5BHtsg+El1I6XiNOljjVvtTPai/ZnAZLFw7gjEQbMAbjZsSvmXsGaZUxm8XE9zspLRbKd4LYagXqTWf8vPXHyuT9ar+pcFTqtL2kqSMN+/kBqs8qS7oecML7ZP8O9XmOxuvckI3Rva8bxdWNKeHBhN/ovF1xlQHKwUtn/KvL7+Py34MKF+bXs8QvKx4zZT2JEmBqeZwJcZRMznX8ibP5jnvTNZ3qKb0YjjKw4nlnLleDbUuhdaY6nFcSezxikR2gSi8IpHdIJYW7imiu3XI2E+iiyoEY8SG15puV4UqQDmQdin6xEIoQBKYf32cv6i+n7/90M/xs2+/l5mZRhmB7qsQiKpUMfTnSwlgyphzpfrzqMrQiE47wSUFqS1Y6CXYWhkO0XaWa8U4drfy83eZY7rBJxrXScUy72/wxeZVOs4w0ykj803mcUHwXhFCWRChlR8MPoZSiDWSHpNJm1QVjEmxpWOZUDUumg6t0EYBdbHUVTaKpxmJRNYhCq9IZCeJqYV7ihgDfwjZZ6IL2JFjXbdnzIMUECyovBRi3gjiQLxi5vVJ/tHEx3jypXPQVUghiJOl8ecCPvGgA+QKXyhC4tDWL3movGcGrli3MKS6qEI2ctQB/p7sO0qt4GiaLk3bxQVFW1nauUGCgPKr3rcUXTlHswXeMfYmH2q8wJFtnMhrqozm+jeLRCIjJgqvSGSniAOR9wRxyPHhxqdmX4kuGP38rnKfq2+XoXW+7kEwleMWhgRYIUiuePazd6FtWNuRC6C6iqADIS13HLoaFwSduCU3zXNNYhydwjCewpFkgffWXiaTg78scSGQSsGE7dBxFkUgNQXdwtAtDD4wGLKsBIx21G3OVNriE8e+ysfrr1RljDs/YDoSiYyWg/8NF4ncDuJA5NtOdLciPrO4dH/9DgZVip+R7lPfor9r2LHyoLrgsqXXqx6IE5yHkFf70xDM6iJMnECuCEklvnKFUwFtFlVe8IrCK0wot72z/jrvSw9Hj9ERnXJPdplZV6PtLNddAyMeY3vUbI4Pgg+CquZ99YXZXY3rVQ9c9Koikf3K/joNGInsdZQgaYI0Yz/X7SAoIaQWP1bDN2v4zETRdUjZj6ILRj80GTYXTa/y8t9yxIHugPiy/FD1QLcF1ZPSNQvLbp8PDQEOEHpq+U0AcF4ovOK4vsm879ANqzz4ASMVy8drb/F9k1/g3ubbjCWdwXWKgBFPohxG/EB0TSYtlASe6E7evgOPRCLbJjpekcio0KosLYyphbtOMHoxmTAKrUPPfhVdUMbIj7rM0G/ypdDdynlbdj/x5XUuW1qOSCH4BLwJS9wvcUKowjXwZbiG6EX51e/zckHxC9Pv5pn6ZR5I3+Kbsjnq6mCXaE/pOo8pz3PZZa72xlASmM9TnF88H261o256ZDpHS0DjueGazPu3aMYwjEhkXxKFVyQyChKL1DJQ0UTeLYJWYHQltmLvVqRkP4uufoz8KAm66nPc1J3AdKCorUxDLN0uwaVhye1VF/CCT4bEVyEwdB4qeCmDNwBRHl31MAHc6NV5kZNkkvPBbGZzx7tP0aI4queZNC1yr8l0TjGkko1yaClfr0QVWOVY8ClP9SzvTHoHXpxGIgeRKLwike2gBEkSyNKYWrgLBCWgFKHq3YpiKzLMvhZdVGWGI/4aWU/IyeoherDc3RpCFaUz5/XS4kGVAyJ4W4ovCcsqEId2ZK0rBwNrhyJQeMWCS7hWjNENax3UwWLatVjw41jlmLQtZvL6QGgNowhM2jZN3UGLZyEkzPrZKLwikX1IXLZEIltFK6TZiFHxu0DQipAlhEaGH8sIaRRdkaX41Oxr0QWjd7tKB22dm6zWeNW/rih7uVZQOVyr3VflQ2IusNjnNfRgSnsSU6Ycprr831eirOUSfrtzkq/lC8z69q0Pfh8z69u8XBjyoKmrHqkqOJ7MMWY69LvhFIGazjmWzjOh20zoNnXVJZMcHf/mRCL7kuh4RSKbJc7m2hWiuxXZKMFq/D4XXQDejra/y98qzXCDqF5ZbuiXta6Kr3q4zDL1FUDlglNL+70QEB1Q2pOlOSKBWpKT6nIIcFIJMIfiUj6FwtMy05wzCxzTjW09h71KXjXRTZkFXFB0g2FcOjR1F4dC40lVwYRpMalbjKkOZ800x3WbCZXe5qOPRCJbIQqvSGQzKEFqtRigsYMErcqgjCQmEkbWJ1iNq5mRB1LsNsHsQJmhHc0OdbffK7Z0u+r1o+qXbhdXlRkObzeeJC2opT20KpP6arZMMLTakaiChu5hpRRgM67OCT1HfkBTDpuSMqa6WHFoPCftLJ1g6Q4p3LrqcsZO01BdjqoWdxpHXVkUNazs/xMNkchhJAqvSGSjGIM0ajFAYweIQ44jW+GgiC4oywxH+TyCBj+qExehFF/Fsnm9Esp4+aBXul70gzQkgApkzR7vPfcqTdPjtYWpQWmhUZ7JpFX1MHXJVD4QXwCZHMwvAy2K49pzWS+w4BPyYMgkrxIMPZO6xSPJZe4wNTweg0VLdLkikf1OFF6RyHooWYyJPwALvL3EwN2ymmAO5gIrsjMcJNEFo5/f5UbkdvWRouzfWlJyGMrtrGK+DII1BFTmuOPINH//3Ce57DT/P/1BFlxa9TCV/U1WHFo8U2YBjaeheoypHuMHODZ9SmWc0vMAzPkaHW/JVE5dukzqFqd1Ujlb0d2KRA4KUXhFIrdCq7K00MZflVExcLcqwRXdrchmOWiiy1tZMTNrOwS1A0EdlMIrmKUlhKuWFQ5jArV6j48cf5FUFA9ay0fHn+VSfoQP115iTDluOMtCsFx14+Xj4Dmq5zmjA/qAOl4AVjRHlEMxxw3Jcbp8rpnkXDQ96upg9rZFIoeZuJqMRFYjBmiMnNi7FRkFB010weiHJo+qt2s54kqHKwy5XhIoVdcqEYdBoDbe4X96x7/n47W3mFB1AN6fXof0+iA04w4DLni+lr9NKxg0gQmVM17d/iAzoRJyemTSwlOeh5pUiqkDGigSiRx2ovCKRJaj1WJpYWRbxN6tyCg5iKJr1EOTgx59meEwqlil3NCvDN4IAqhALe1xJZ/E1d4cXLdaSqEWxZ3GcMOX+fWTyhxot6tPXSWcFGHO99AIdWVJJf7tiUQOKlF4RSJ9+i5XlsYAjW0S3a3IqDmQogvwVo00zXAnRRdUrtcyoSWOlasJVTpgN66N8c/9Bznz4DT3Jm/zzmTtnq26Skil3NFhEF19UrGkOoqtSOQwcHi+2SKRW9EP0KjH1MKtEpQQrME3M3yzhq/ZKLoiI+Ggii4YbZph0DvT27X0QSqhNcRgYHIfNdTz5YT5hYy//9LH+cdvfwtfz+fJw7IdDKFFHSrRFYlEDhfx2y0SSSwy1oQ0ud1Hsi8JWhGyhNDI8M00BmZERspBFl1BlWEVo8Ilu/MaLRdehKUtXkvKDr3gCkWnZ7nSHufn597Ji3l3Nw4zEolE9hyx1DByeIkx8VsmJhNGdgWlcNnBFF0APh3dL443I5zbtQ7KgR9KMlyeqxEUS8snvZAlOR888jL3Z29yPo6OiEQih5QovCKHkzgMeUvE3q3IrqEURcOWIv8gIiMsM5Tdc7tWZdkg5eUDlZX1fM+53+EvHXkOhaDl4M7mikQikVsRhVfkcKEESZIyQOOAnkUfNUEJKEXIbEwmjOwOB110AS4ZXaiGS2TLr5XfyvwwTzkdebWHVIulhkEHUAFjC+ZcxqzvrJpoGIlEIoeFuISKHB6MQZqNOJtrgwQli71bY1ksKYzsDodAdMHoZneVw5JHcEAjYkl/lw6o1GGt44mZc/zi/N10Q37bji0SiURuN3vo6zoS2SGiy7UpgtGExEahFdl9Dono8okibMVpWgWXblPAjep3vKou7Pd3BRtQjYJ6o0sz6/KBI1/ndzdeJJXmiB4wEolE9h9ReEUONsYg9Qz0iFY5B5SgpOzdsjqWE0ZuD4dEdAF4Oxq3yyWy7UCN5YOPN8QqDzmY5SXlPzXV479/16/wVm+Sq70xfmjiS5w2UXRFIpHDTRRekYNJdLk2RDB6SHDF1ylymzhEoisYGYnbFRT47c7clW0IrzXeqqACwQayrMfD6Rv8obFX+FoemIxBRpFIJBKFV+QAEl2uWzKIgk9NdLcit51gdRkZfwhEF1ShGqPYz3ZLDKnmiG1hH0GGBiT3t/W/bgVC6jg/NcOjSY+6yngs3dZhRiKRyIEhCq/IwaE/lysOQl6VGAUf2Wsc5OHIqxGMEMzWxM4woygxhC0mGsLqjl11OEHg5JkZ/reL/4aaLFVcbxXz3PCaB2yKlnjGJxKJHD6i8IocDBKL1LI4l2sZgyj4GJYR2WMcNtEFpdu1bZdKj25m11ZLHm91PwmQaMevzD/M4+Ymv7fxGl/tNTlj5vit1j0AnDNfZ0JqW3vwSCQS2cdE4RXZ32iFpGl0uZYxCMtIDEGpKLgie4rDKLq8Ld2ubSFQpCN6zbbR33Wr+0khvP7ycf7RlY9y4thNvnD8dZ6dPYlVjvGkw4l0nsey13h3LD+MRCKHkCi8IvsTJYi1ZXhGdLkGBK2gcrdiOWFkL3IYRRdUEfLbfM5FuvVBySuOR7OlfQW9ivCSMlSjvAGorsKL4cqbk3zy+hgmcaRpznyWkumc53qneUdymVSWpoN0Q44LgbqKJ9IikcjBJAqvyP5Dq7KXK9lupNfBIIZlRPYLh1p0bTPrx1vBm9G9blty3wTcOppIPOBBdRQ+A++F3AvBC1oCj4xd4uP110ilseR+eXC8nOfMBctxNc85U8NKDEiKRCIHiyi8IvuHGBG/hKBk0d0yUW1F9jaHVXQh208gDHqEJYZUUfRb+OsfFKue2BlOOBRf9nmFAKqt8Jkn9DROBzo9S+4N9VUE1TXX5sneWVo+JZOcG8kV7rE9JlTsBYtEIgeHKLwi+wNjkCwFGz+ywWhCYsGoWE4Y2Rf4xOAzffhEF1V8/HaetkCRjfZ181tJVhTwycoYeejH0vcvAF6gKj1UHYWveXxXU6jAL7/5MB9qvMBHax6Aed/h+VzxeOc+ruVjaPFM6BZX3RjH9XUm4jmlSCRygIir2Mjeph8Rn9hD7XLFcsLIfsVndiT9TfuRoMAn23O7imz787qWIFsbvOzN2i7Z8jJKcdW26rBVR+El4HJFq2dR4pn1bTTCM7nmZ268nxt5A0VgzHboGMu96WWOxV6vSCRywIjCK7J3iRHxZViG0YTURncrsu/wmcWlh7dPx6fbc7tcOpp5XcN4s4VQDVW6Xbe6fhjxy64PID1FUDC/kPFrcw/zb/I6C0WKksDVTpMiKIx42s6iM8+kaseQjUgkcuCIwiuy99AKqdUOdVlhMBqswScmuluRfcmhF12JKiPkt+hWeQPOjvhkywbCMVa9T7p2hHxQQ4mG/bu4qs9ruPerEIIT8pblXz/3bupZD5GASMBqT83mJMrRLmwpxtwYLrTjoOVIJHKgOLwr28je45CHZ8RywsiBQASXGXxyeEVXWc63ddEVVOl2jRqXbN7t8smtgziCXr3va7jPq4+4Mg4/b1sWvKC0x1pHCI7cKRpJTs3k3OjW+c+zD9MLz/FttZnofEUikQNDXNpF9gbGIM0G1LJDJ7qCkrKUsJHhmynBRtEV2aeI4Gr2cIsuwKVbj48Pagf6uigF0mZ7u7xd3yFbK5Ze3Cobq20hV3ivcIWm005odRJyp1noWdqFxXnFle44X2ld4Jrvbe6gI5FIZA8THa/I7aU/k8uawye4tAJrCImJ/VuR/U9fdNnDfdbAW9l6oEY/en5EQ5KX7ndzSYbBgE/Xuc0qZYaDhwyUCYdLouaFUN3cdTUmK8qfC03HKaj1WOiBkkDHGVo+Yc4fbhEfiUQOFlF4RW4PShBrD6fDVcXBR2crclAIWuFrBq8P+Qda2FaCY7EDYRp90bWZ/fpk7ej4YYJZ+zYrAjagFGJ9nOC9oCrhFoLQ6Vh0LbDQS6jbhLrqcc8h7vWNRCIHj/iNFtldlCzO5NKH50xmUFK6W1bH/q3IgSJohavb0bs0+xCXbb3E0CWCNzvQ12U3EdJRzeraSADHVocwL+4AfK5Q6WJNYvCKXqERCbTyhK43uBDIceTBxV6vSCSy74nCK7J79MsKky0MkdmnBCVQuVvBRLUVOVgEq3GZiaKL7aUYelMKr5Efk1knBn4YVTljG1wVBLN2meGaLH+KhSKkbsnmotCktqBTGF5cOM5PJPdxRM8zrjt8c/Y2U7o+uK0LPqYeRiKRfUUUXpGd5xCmFcb+rchBxycGn+lDORh5Of0Uwq28FkHvTIKhN+CyjfV1BXPryPgVt9+i2xVUWCG+ghdkSMAFL4Qg5E4x3a3zhZm7GLMdjtoFekHz8dpb5ATmfMAKTCjNhKpt/mAikUjkNhCFV2Tn6PdxpcmhKSuM/VuRw4BPDT6Nogsoe6hqemuDkqXs6xr167hh0VWVFnq7fj/Xkv3bLbhdsPI7MZRCa3nsPJQ9X4VXzPRqKAn0vKHr7+ZG0eS4mUOLZ0y1OaXnsaYXyxAjkci+IAqvyM7Q7+M6BI3Rcf5W5NAQZ3StoB8dvxXxVGQjTjCUSnStl2Aoi2WIG3W5+gQNwawvulbrddvI/USVQ5X7OK/oOIMSz0xe5zV1lJZPmdAtZqROHgxWbnC3mFh2GIlE9jwHf1Uc2V20QtK07OM64GfDB4EZiYn9W5GDj1K4ekwuHMYnasvR8UU24gRDKUMx1usVC3r9ochr3lf1Rd0GbissdQGFKmN+KbJsm9Yr4xDn85RMF3gJtHzCrKthxVFXXa67JnXVZUzmOaHrUXxFIpE9TRRekdFwiPq4glZgdDn0OPZvRQ4DUXStIBjBbXHQ8agTDMMgGGPtffYFV+nObeFBpJzrtdESw6CX3i7Ylf1dCAzrJJGANSsnL4cg9LzGKkfPG1xQzLmMuuqSB03HW254jZU2x3Rjs88sEolEdo0ovCLbo9/HlaWgDvaiLGgFicUnJpYTRg4NwWpczcR+rmEEitrWvgS8ldElGPZLCxPWLFnctuCqHscl4PVGRdeyEkaBYFYZ7LWsrNBYh1bl7UQCRi3ex1cHr6phYN1gcCg0Hi2eTtC0gqMbclI5PMm5kUhkfxGFV2TrGIPUswMfnBEDMyKHlRiisQoCRRWmsdnXJegyTGMUBF2JoTVcrpEILqoEwwT8BvqzBvdZtrJY1e0CxC4KK5sUpLYYXE6MG4isYYwqHbH+dXXVRROw1cTmTiii8IpEInuWKLwim8cYJE3K4IwDvCALRhMyGwMzIocPkVJ0JSqKrmW4TJUzrDYrulTZ17VdgipTBcskwpX7G5Xg6u/LbaK8cPD4ZlFoBQXBruJ2mYCuXLC+6Oq7XyKBus2X3lx5FIFUleIsUzmZ9JhULZR4GlJtl7isiUQie5f4DRXZOIcgOCMmFEYOPUqVyYU2fviX47ItDkmWKsFwG9+b6wkuVFVyaEYguFS5H2/D5vYl4JOw5HJIVxFdOqCzUmjZpCAxbonoaiQ5RobcMO1IVEFN51hxZCrnpJ3llJllXHU4ojukAg1R0e2KRCJ7mii8IuujBMmywyG4MhsTCiOHlqAVrm5HG3F+QHDpFhMMZXux8RsRXIvXb+khljzWlgRXxSCeXvqX/dIZXQIYj04dWnvSNF/Sx6VVoJH0SPViyaFIYNx2SJVj0raoqx4X07d5f/Y6R7RGIygsaYyTj0Qi+4AovCJrcwiCM4ISqPq3ouCKHGZ8YvBZ7OdaDW8Fv8VBxy7ZWmx8WbJ3C8ElleCqxI7X1eys4a+xAH3jSFx5ecXjqPI+ZSDG1gTXYBDzcImhDTDcF6YCkni08SRpTiPrkWiHqpwuW/083NeVmoKm6dIwPU6mNzmdzHDc3OSx9E3uss0tHGgkEoncXtYVXiLyz4FPAG+HEN5RbTsC/AxwAXgF+L4QwnR13V8F/gTggL8QQviVavu7gZ8EasAvA/9VCGHjheOR3eMwCa7ExEj4yOEm9nPdEm8FV9vaa+MSwdlN3E+qaPhBj9YawRlm8TYuBVcLiyJrt/+qKnBpWOJ0BRMISaX4VECsR1mPUp5Grce33/EcE7rN2/kYd2dXAfjy3B20nR3abcAoR6ocd9Wu8Y3N5zmv52ko4aiq7fKTjEQikdGwEcfrJ4F/BPzU0La/AvxaCOFvi8hfqS7/ZRF5CPgB4GHgDPCrInJfCMEBPw78CPA5SuH1ncAnR/VEIiNASRmckaUHNqkwCq5IZIjYz3VLtiO6ypj3Dd5PSsfKJ9zaHes7S7YK66jB0fdfpm5z3podx3uhc6mJ6gkSls7SCgoIoApB/JADtlWhVkXZh35Z4rDoSv0SwSWUUfFZknOsucDvmXiCD6aOPDisaDyef6m6PD5/ga4rlyVKAuOmTdN0eah2iQ+nHi3R5YpEIvubdYVXCOHTInJh2ebvBj5a/fx/Ar8J/OVq+78OIXSBr4vIi8D7ROQVYDyE8FkAEfkp4HuIwmtv0BdcSZVUeADpz+AKVkfBFYlQzefKTOznWoPtiK5yoPEG7ifgbNVXtc73UjD9hMHysktKpyl3mp966KfQIvzE9Lv5F+0P4hYsUgh4yjJC66kdbfP9936Z//OJD8Bseb0EEFcKMfwGHDNZ7AMLeqngKo+xEl3WoxOPSECUx1pHagtqSc65xgz3mnmsNLFSnuDrBs9RM8+ZdIaOX3S9tHhO2JuMqTaewME8HRiJRA4TW11lnwwhvAUQQnhLRE5U289SOlp93qi25dXPy7evioj8CKU7RqbiGa4d4xAJrjj0OBJZJM7nujXbEV0bSjCsBFfpXK3zGMO9XP3QClsFYGhY6CS8XNR5NOmRB83FM9e4vlDnG05c4kuXz9Nqpdx96ip/9vxv8HDyNv/p5AO8mR+BlgYnZVR8Jbak74Ct1eg13AO27CYhCQTrkdRhs4IkKbC6TCvUKjCVtTnTmOVC7Tp22WujUJzSs9xMMt7Kp8iDRhGYMC3GVJuLZhYb3a5IJHIAGPVqe7Vv63CL7asSQvgJ4CcAJszx2Ac2aqLgikQOJ7G0cF1GIrpuIaa82UBJYR9Vulx+6Gu6HGhc/lkMJtBeSPl7r/8u/tadv8APTHyRP3fkCzzZG+f96QL/dOwBfvXqg/zoud/g99Q7uFDnz971Kf7fre9kQWowb0qXq18mODikTfzZFfCpBx1Q9YL7z17hZG2Ob5l8lkzl/NK1byBVBX/8xKe5aFrMeMXUsh4tK5oHkzZ3mld4uXibS8UUAJrAcXOT4/pg/p2KRCKHj61+m10RkdOV23UaeLva/gZwfuh254A3q+3nVtke2W20WoyGP4BEwRWJrE4sLVyfbYkubp1gWAomNhy2EQy4bKX51I+NDxp8zfOt932NO2o3OKk9x3QDgI/VHC4kfLzxLMfNHO9NrwMNtCg+Xn+Ns4/+NH/3te/k2a+dRdp6y31egxANAUk8zWaH//6O/8j70g51lTDr2xw9+VscVS3us0JdNTm9xr4mVI0JBUd0zhH1Fld9nQTHEd3BSrK1A4xEIpE9xlaF1y8BfwT429X/vzi0/V+JyD+gDNe4F/hCCMGJyJyIfAD4PPDDwI9t68gjm6MvuKw5kLO4ouCKRNYgphZuCJ8o3DaGHK+ZYFiFULh07ZTCFbdPyh6uFcdoSrEDpQC7cPcV/s7ZX8GKoi7ZkttqUTyc1HjAXkVLKci6IScVxXvSVvlQNYcPgvQEcRt/3kEHQhIWZ3TpgEocAfh8624+kj0PlGLqYzUHpBvedyqW+6zmTGjT8o660nEociQSOTBsJE7+pymDNI6JyBvAX6cUXD8rIn8CeA34AwAhhKdF5GeBZ4AC+HNVoiHAj7IYJ/9JYrDG7hAFVyRyeFEKVzd4HX85boXLtjgcuWLNBEOp4t4343JVMfErrlOLfV7BlOWGl65P8A+ufZDvnPgdvilbeR8oBVg35NxwXb7aO8oL3VOcsdNMd2oo43HGE5QQCkFyNZj7tdpzCTqU87mWDUVWaTmDS4Cv3DzPFxvP8YE1jmcjaFFMSOmARSKRyEFiI6mGP7jGVR9b4/Z/C/hbq2z/EvCOTR1dZGsM93AZHQVXJHLYEMEnOgZobIDtiq61EgyDKksFN9zLlVRpgavcPCjwaTXg2FRzs6yn6Fi+PH2e75r4Ci4IWlZ+GV5zC3y5O8lTnft5sX2CtztNprt1ZhdqCCAmEHoCJhCMI3hZGjPfTy5Uq9cjivWo6jolgZlujU/OvZMz5vPcYWIgRiQSiQwTO1YPEjE0IxKJxACNjSFQ1HQldrYoTtdIMOzP2Fq3n05VYRt2MSZ+OX3R5U0oQzlMKL/7dAAJvGvqdd6bri66APIQuOGaXMnHuZlnzPUy5ropIpVYsh5XCPjqWNcQWKtSlRj2MdpzJG3xvsZLTKgY/h6JRCLLOZir88NGFFyRSATwSRUTHwM0bknpRm1TdAFFujLBcF3R1R88bMqSwrWS24Maio3v/6+q+2dliqC2nivdcf5LV9GQHudNzokqYKPPCV3nkfRNnmqfo+c1XWconELrsqZQJCCJJ3Q3GbJRlRj2D19pTyPp8eGpF/nOWgsttVvePRKJRA4jB3OVfliIgisSiUDpcqWaYGOAxnoEIxQ1tW1x6hLBmw2ILlUNHdbg9eJlYOUAYqmu1+B1WVZY1BeTA0kdBEG0R5lAkuY8P3OCf8FHeNfYa3xr4zlOLDOatCjuMpp31N7gubmT5F5V2wNKe7xTaONxXgi9DX7JCqisGJQYigSSpOBMY5bf13wWHWduRSKRyKoczNX6QUcJYi1kKaiDqUai4IpENkC/lyuJLtdG6CcXbns/VlaGaUgV/65kpatVia2iEShqAd0RVLG229Xv+XJHcv7Eez/D79w8i5LAD5z4Aj/55od54doxRCAxBUoCudfUVZe7zOrlfXWVcG9yBSWLlpZIIE1zOu2EEASdOJwEQm8d50uHMkxjqCTRWEdqHK0i4dfbd/KJxhs0JV2z/DESiUQOK1F47Se0QoyJgisSicRers0gVYiG3XqIRp+gV4l6r9ILvZYq/GLI1dJVPHwa4K4Fvv/+J/iZp95NMZNgFhSSL+4jqCqx0JTpgbbR44ONF/jvjj4JwJzv8czUK8z2MjqFQUvgSNbiZHqTd2evUlerx7Y/3Wvzq/PvREkg0Y42ZTy7UZ6s1qPTsQSv0NYTTMDnilDIojKUsq9MjEcZP2zSYZOC1BZo5ek4w6dn72PG1flI/QUetkkUX5FIJDJEFF77Aa2QNC2HHh/QMqIouCKRDRITCzdFUOBquuqn2ubrJVVf17L9eF1Gxg+GHquhHi0T8BbcmOfjF1/grx3/Eh/70NN8uX2B//2z34qa02WEuyyWHgYFIfXUspxJ1SatBgi/4bvMu5ST9TkKrziaLvCDRz9PJjn3rRFZ3w05L+THuVE0MOJJdUEtyWn3FsVXLcvJC02Rl46ZThwkEIaE1/K9i/IkiSMxBQCJdoQgLBQpb+fjzPk49DgSiUSWE4XXXsYYJE0O7AwuqMpyEotPbRRckcg6BFsKrjiXa2P4RJVR7zIC0UWVYLhKmIZLS6cqb5TCq3smh0LQLYWrex5+8HVmOmXYhMfjgmJMdbBjXXKXIfniAOOgAyHzqFopaH6rdR9n9FOcNk0umDrvbrxC15d/ut/VfJUPZzlWNLB6maFBM6laFF6hxFM3vbK0UALt3OIDaOXRiccZR+EUzim8U4Pkw2GU9hjjsdoNrtcqYHWZbtjz5XGcN63Y6xWJRCLLiMJrr9EPzLD2UAiukBjCRubcRCKHmaqsMJjtl8odCgRcur35XMtxqaw6k6uMghfyBrTu7jF5fJ6/eO9v8R+vvoOnLp3m4TNX+Gt3/Hue7p7luLnJnC/4pel38dT06bJPKnXl+xoEdKA+0S5j2RstEuV4ev4sz2evcdp4tCgeSd+iE0q36gPZq9h1xI0WxUk9j1EeLYGm7VJUE5pTU+CD4LzCB0FJQCtPtzC0c4OvtvdRElYVYzWbY6rJy4lynLYzHFFxeRGJRCLLid+Me4V+YEaagD6480+i4IpENkEsK9w0wQguVaMpLazwpiwlXPFYVTkhVXDG73r0KX7k2Ke40zhmXZ0Lzev8t8d/k+M65RvS1zFoPtetc6NXxwdBa49JHYEytLDZ6PA3Hvol7rbXqYvjp2ffjVUF70jmgDIm/j7bIJNXWfCK03r9cj4XPK8XE4zpDjOqRs8bJpMW85LScRYfBKsciXacrs3yQ8c+y1fbd/Kfrz3ITKdGz2l6xdp/k+pJTs2UjWpWO1JVcDF5m6bKtvBKRyKRyMEmCq/bjVaLguuABmZAJbi0JtSSKLgikQ0QrC5drphWuDEEXKLwaVWyNyLRVZYSrr4vb8vH8Rp0W/iPn3+U/L2ak+lN7kiv88cmn+CEXupIOeBI0uJmmtFzmptB8F5IkoITzXnuttd5OKnRDTnf2nwGhzCxTMTcYZq44DcUXDEfusz4Keqqx1G7wExRp+sME0mHKdqkumDMdMhUzjfUX+XDqec9yQuM6Ta/cOUbaBeWntX0nCZ3GucFJWV5YmYKUl2WRIoExm2HVBe83DvB1+3z3GVjqWEkEokME4XX7UAJKI0k9kAHZsCQ4MoswRxcYRmJjIp+H1dQsaxwo+yEywWUYRrZ6u/DwO0CUKAcJDcUv/7ZR5ATHR44c4Wz9ga/p95Zcr97zTw/ePSzfLF+ka63/JcbdzPXSzHKczRb4MnuGe4yV6irhPemHk+oeriWshHR1fI93ijAB0VTd+h4i5IwmD+WqoL3N17ig9kMPgSUCFpq1CXhvL3OheZ1rnWb9Lym5wweoef0YugGpQBLlKNpu1jlaOguLZ/y1d4prFzmuE5Jxa51iJFIJHKoiMJrN+mXE/b7tw44wVQO124JrmpxFJSU4rZ/HEo2JG7F+cULPiB+qJch3GqwTSSyfYJW5TyuOAR54+yQy9WnSFeGafTxZtnjBVBdQXcgq3f50XO/wSPJNV4r4Kyu4wkohNOmyWkD70lfQKF4tPYan5m/j/uyt2j5Mg4+pwyq0KLWiMzYGK2Q0wmWSd2iEyzH7ByzrkbuDVYVnLEz3G+vM6FWOlPvSedpTH2exzsXeK17lNPJDA+ll/i1uYd5qzNOUYVoGNU/1kBD90hVgUO46TLeKGpo2pw2UXhFIpEIROG1OxyScsI+wVQOl9Y7k1Qo5WIoaAWqWhgpliyQtrYAW7rEkb7YCtXPnlKMhYAUpUjrX45EtkoUXFvDW8EnO+ByVbhEBs7QCqRMMRxQfQWoohRfrVbKBTPNT828h2Nmjh8e/zqf7da4185ysnKA+i7Qt9Tm+absceoqYdq1uOE9damN7Hlk4sgk55SZZcGnjKs2Y7rNBTPNSe2ZUvVV7zehanwggweTr/FqIdxjFKkYxtXjfMo8wMvtY/SqdEVFoGG6jJvS3dMEMpXT25ZsjEQikYNHFF47xSFJJxxmx2ZxKYU3lcgysmslWIPHEAjIirRmCWGpKHMe8QFxlRiLgixyK1QpuHwSBddmCAp8Wg5Dhp0RXUEPlRGudQxDvaoyZJbrLuRvZ/z+L/4IzgnvOf8639F4nl+c/jBzRcbZbIY/MfXZQf9TKpb+kKwpXWdcbax3ayNMqIw53yarpjRnOieTnDtNm9NmY/1XE6rGO4cyPN6beu63X+X/NvfwSucYedBYcagq7dCKo666jKsOmeSMxXTDSCQSGRC/EUfNIUknHCYogTQZneASIRhF0GpXhdZmCSJLRZktn/xAkLlQCTFfijHvb73DyOGgL7isisEZm6QfET+quVyrcou+rj5++UkYDxLKAcjiwc4q8qKBTwKfbd3NH577YRa6pXr5eu0ox+wcv7v5NCe1YkItdbdGJboArGhO6oRM2sz4LgCTynNMb91R06KY0nXuSy7jg3CjaJIHjUew4pgyC5yysxzR89xrcpprOGqRSCRyGInCaxQcorCMYYISsIaQ2u0nFVZiy1tN0Gv3VewHBoJs8Bw0EqqeMVc6Yn13LLpih4dYUrh1diw8YxXWE10rygyhcryr7aH8WXeq74FZw6XeMaReoI2nV2h+8c1HeXbiNN808TU+kL3KHaa2aoDGKKirhLpKOBbKXqxRPE435NQVjOkOVhyOct5XpnKOm5s8YK9xUpsouiKRSGQZUXhth2F3S6nDJbhGFA0/WIyag332P4iUr1W15lniijmPFFGIHVSC1XijouDaAsEILlEDobPTr99aQ5KXHJOUpYbLEcfgL6o4BmEbLgtILoSeIuhAnmsWegmXWpP8ZniAK40J3lN/mQfsAid0Y+TPqc8ohZ0LgYTAKTPDgk/pBEsijknV4qFkbkWEfiQSiURKovDaLMPuljWHIixjmGANITUEu40/4iKls5WoPVtGuNMsccWsikLsoBE/49siKPBJWVa4W6/dWkOSlxPU6gJQ3NJyQwmAA1UIzgTwQvCgk/J3OneatrPMuhotn5JKe9RPacdIxXBEt1gIOVoFxulgpeC4bjOh1h/qHIlEIoeVKLw2yiHs3RomGE1IbCm4tqo1q8Vof0ZRZJE1hVjhY2nifkIpvK1c3PgZ3zTDggt23uEaPK5ee0jyituu8f0nHvCsDOFxlOEZAkoHsiQn0VXZnyp7ot6T3mBC7ZzbNWq0KE7qFGgx4w2aQF0cY0rizK5IJBK5BVF43YrhZEKjD527BSMKzoiCa9MMhFhSruKWOGKFRxU+hnXsFYb7E010t7ZEfx7XTgdnrPHYRbrx9y2sdd4tlEOUna5EWBCQUP4skIx3+fjF53mtNUXhFU3b5e76VT5Uf4EpNbr4+N0iFcsdxnIy5NUWE0VXJBKJrEMUXquhFWLMoXW3YETBGVFwjYzljpgfCutQRUxNvC3EdMJtExSVQ3gbBFeFSzYR5rNGf9fg6gJYVmkXFMhkjz//jk/x/ePP8E+n38Xb+RgTps0PTnyJu+3+7oeKYisSiUQ2ThReffruVpKU7tYhPmsdrCkHIJutO3yhElxeL9uHUKYWLkn9A+UC+FD2RcRqunUZDuvwyWJqohSLPWKxLHEHqEoJg429W9vhdpUULsclsqG+rj6hKhlciyWx8q7qB9Ngk4JHsteZUAnfMfYkT3fPcNTMc1rHfqhIJBI5TBxu4XXIgzKWE4wuBZfeXh+Xy8ySBLf+We1gZEmZTv96CQHfX80EUEVAHKjcRxG2QZamJkYhNlKi2BoZe0VwQdXXlWzy8ddz5QIr+ryCCnQXEj558508lPwX3p02uMe+jkaoq2wrhx6JRCKRfcrhFF5alX1biT20pYTDjGoAcrC6FF1qSHBtIJlsyXVSLoYkBFyqUXkohVgRRcNmiEJsG0g1tNtEsTUqvJXq5Et5+Xa/nkGV87q2cr/1EF+KOvGAKmd7KeP5YPPFQVz88qHJANfcAnkIHNM7N9MrEolEIreXwyO8+qmE/aCMuJAqBVJiCYnZ3jyuVVwunyiKusLZyuWqnCxVzbdZ99iqniafgE+kFGBdXy5mIptmLSHW7xHDh8ObmtgXWlqVZbBG3bZ+owNFFZgx7HTvldfUbSJMY5gNCa/qV0h8WXLoM8+D566QSb7itvO+A8CXunVm/EnGVJv7meWc2d99X5FIJBJZnYMtvGIq4ZqMoo8LygHIrm6X9Gu5VNGd0rROKnQnYNplv4M3gviA6ZalhBvaf1/IWfBGo3oB3YsliNtltR6xJXPEfCgDO8IBFGNRaO0owQjeCN7evsCMW+GS9Yckr8VGhBf9k0PVr03tWIt/fPFnsQJ5WHSzPt2BT88/hguKPGjqqseZZJpTep5zWzq6SCQSiex1Dp7win1btyRoRUiT7c3jqvCJwWd6ycLKpaXTldeF+Ts8vu6ovWGpXQmoAsQLuRZ0N6B7G1/QDxywtOxF010fyw9HyPLURFgWYe+r8BPnqwCUfSLIKpFFX2ipSnDuQUGwr5EqndDIniknXA1vttDXNcwG7tp35SWU/440W/x2504+e/Me/srJX+OKKwM1/tPNd/Pl6fMATCZtztZm0OLJ0/g3KxKJRA4qB0N4KQEZGnAcxdYK+mWFPrXbFlyrlRZCKbp8Wp7tVgU0X1PM3RPoTXh0V6E7Zdyy+IBLBLsAphs25V4FKRd2QStUN6C7sfZwp1gixiqkL7ZC+XNf/IrzQ6mU/dvsgjDrf/6kTMocCCwB9GJM+F4UAfseoRJa5e/8XhezmxmSvCpSpRpu+AFB5cJbz5zgr732+9CNAqMcb7QmeeH6cQAS40hMQaIcbZegkvh9FolEIgeZ/Su8hsVWYkuxtYf/6N9OgjWEWrK9Pq4+IriGXRETH4zgq76JoMrSQt0OhJpDH+sxP5ZCEGqXDKonuBqYeaFx2WM6Gy89HDyeSOl+aY1pu1h6uEsMFtYCARlKbxsa9AwDp6yPuGULysCie7bmY5UCe7nLEIY+e333asmxRXaOahzEcCkh7IPXfpNDkldjvSj5VR/WgWkLLmhCS/OLc++CxCPao0ygYxz1rIeqz/Fg401OmVnqqgDSLR9nJBKJRPYu+094DQ83jmLrlgzi4e2IErKUwtXNytlclG7X8kWN7kH6ekL3lKDHchr1LnP1GqFlSI+0cb8zRt4o+y10XpUiurDhAI0gAiZQ1GPp4V5hiTAbHkprV35mZAOO2J5f0B8GKqdneNAx7K/3pkg3MSR5Lbbg6IkDPOiO4LKAaitCTwip4BT4VOgZxwNjV/iTEy/TCQV1WTti3oXyy1FLrOqIRCKR/cj+EF59sRUTCTfEqOLhl+xzlRCNPt7Kkvlcgx4HB9k1MC1LUbe0ajUa985y6uwcLz5/mkZRlSrVAojgNUAZwCG+3I/qC7E11uiD0kOl0N2A6sVSnf3Cflq4Hzr2q7O1Ci6pSiG3yYbLDIdvV/V5hSHxVVm5hMwRupqusZxNp4HVY+b7zPsOV1yBQxiTwAldjwIsEolE9hl7X3hphYw1o9jaICG15b9RlBX296kVrmHXXHT5ZKnbpVzAIUgVIW8Xyp8RmL/SZC7tYeb1QFAFJRRZwHRKsRaUDNLDyv1UIQ9+7Uj6oASXlceqOzH1MBLZNKv0bMH+FFt9vJXthWkMsaFEQ1hxEkq8EHRYdL4SSjWWK0LicV3Nv3z1fdgLjh+ZeHPF/lzw3PQdXigsc76BJlTR9C1Ox9j5SCQS2VfsfeElEkXXBghalX1coyorHNqvq68tuoZn9PQRVwZoBC2DWTamBV4LkgtGebwJ4Bf32RdfuguqWPYYg5CHKpI+lD1hqghLbhtE8BaCaHTHxZlfkcg6BFOW4Pn+7/EeD8jYDEFDFSA4GrZoLoljsRfSg+6WJ5Sg6lFUwvRcnc/PXuQPjr1MUy2WGnZDzpe6mue6F2n5lLrqctTMM6lazPgux4KLw5YjkUhkH7H3hVfkluxEWeFg3+s4XcCa83B0DoWqyg41gwUHAT566gX+1eUpwpW0PKvez2NQVSlOF9TKWaOLx1WVF/bnguneogAb9H01NLrjUXm0viKRPkFBMIqgK2dZHxyhtYQRhGksZ6Olhn61E1Fh6P6h7H91ClRX4XXAFZpUF7SCY9jD6oSCL7fv4a3eBEoCddUDoG67JOJRm037iEQikchtJQqvfcyohiCvirq10zU4BrP64kblAbEgTsBS9YyUC40nZsrxoEW9Sv3qMBg6GkRwaSBIKd7WKxksnbKlAqzvkLmaIqg4cDlyeFlNaMEBFVtDFNkIwjSGkQ2WGq6SfFiWVAtLIjw9ZbprGpBc4Z3wzsbrNMXyVjHPMV3jN9oZz3Qv8OTcOTyCEc+kbXHMznFCz3NM69jjFYlEIvuMKLz2IaMcgrwqIri6WX/hIqwoMxxGOegninsLLoVgArnThAA+DRS+XAyWpYPVIsULLgVUQPXYUMlgX4CpIgxmgw1HzsfSw8iBpx+IoQWqstyD0Ke1WVwqazrxW2XDUfKr3a7qT10u3KQAsUBP8B3DZ2bu5ZnWGW70Gnz7kaf41emHeLs9RgiCVp7xpAPAZHOBRxIbRVckEonsQ6Lw2kcEJWDNyMMzlrDGnK5Vj2edQ1BFQHy5CHQZFI2An8yZylok9RxnLGKAmqB6iyJOAuDBF4KylGmFxSoCrIq5XrKgESHXi/cZlB42dTlwObpfkYNA/7NvVOlq6SqQ5hAKrWFcIji7A899g71vQa3+vbjWSR9VCE4FpKv47a/djUkLlPY8cfksiSnQKiASyEyBD6XrBTFOPhKJRPYrUXjtE0Y+k2sNXLb6nK5Vj2kd8VeGbJQN7p1jnnCqy6Pn30QRuPvENZ6dOYvqGTwBXysXIapH6VYZKBqlWEuvC3a+FHJLHr86zOEFUZmAKBgjmE5Ad8Pgep+Wr6PKY+x8ZB8hfWEliyWDUWStwBtGlmC4nI0mGvo1/qKuNSC+v11ywXc0uRNU6nBFoCcGmxQkxlE4Re4VmS5INjttPhKJRCJ7hii89jg7GZ6xHJ8afLI5Ybfeok9CKEt/juU0Gl2++sydIPDed7zEux/6Oo8/fRHpqrIUx3hksoe8nSJOKI73OH7iJrNPHAMElQsqZ825XsGUDfWdo2Xk/NjLglVgOoulh8GUzpo3Gt2LQ5cje4TKwULJQFgNerKGfsWiyFqdoKDIdu4L8lYl1QNuVXrdn+e1/O2r5hUGDVJUCZNtQ0gcynp6XYv3ilrao5sbZro1nmmf5X77Fe6zWXS+IpFIZJ8RhdceZkfDM5Y/llb4dPRumjhIpwPqmRSXpKQWgg588am7+fA7v8bZC9e4fH2C8bEW7zj+FpO2za837mNhusaZ09O0ugleV2KJslesX4rYL98JVSljUOBqgfoDM3SensTVhuLsO2Hx9iIEW5ZpiSuDQFQeSxAjO0zfodJSlcjKkJtFdLC2SFBQ1HbwNdtgsEYpltfYxQa+W6Qov5cAQlfjnEKnDlcoetqQmIKu03x59jwe4c9MPc4x3dj484hEIpHIbScKrz1IUELI0p0Lz1iOyIYSDLeK7kFYANUDn5SJY9ITOs7QsD1+9/1Pca3b5KtXzpLagh+453FmixpN3eVfPfcefBLwRtBVhU0QQJciLBjoTXgm7r/B9PUxTFpQT3v0egKhfDzlhKK22PfVZ9gBc6kue9KKUJY0RhEW2SyyWH4blAwCGRYF1sq7RJG1TaRKMNzh13FDwutWf03D0CDlW9wGV/akAlAIDg1ZoNfTWO0onKZVJFzuTtAJ8UsqEolE9htReO0hdiU8YxVczY42enkZ/YHKqleWCqouuLri8ecvoOYNL504hruZVC6W8M+vfYiTJ2b5vWef4sKxG3xtJqXoCeIE5apQgUp4+TSgzrV414lLvJgdQ0ng9WuT5bzSUM4ZC6qs8XFpuXGtAc0uEcQGXKiCQRxI4cuz1XGNc/jol/9VBL04zH1YRHkjS+4zuH0UVTuL7EBs/Cr4jcw6k7X7uzaDFEIwQ182heBzhVjoFRqjfRmyoRzXnOVc/AseiUQi+4r4tb1HCFoRasmOh2csx6eGYHZ24SK+jIp3FgjlcOTaZcHMJ/gkEOZqKE35s4Iwk3DZTfHz7lG+78LjFEHx1sw4+UtjZfhGJbyChmLc8fvufYrfuHQv029OYGY0ugfJzaHnqEG7cvFUZILulTO/VmOJCAsB0OXZ6ko8igtIAHHRFdtzrPEx7pf2rbZ9yWUlS4XTUPnfYFsUU3uDSnSNOjZ+NTbS31WGnmzxAYZ1uxdCWLot5IpgPXmu8UmOksDHJ57ivp1Ib4xEIpHIjhKF122m73L5LNmdssLhx676unZjMal64HUYnJ1WPTAtcK4KEjClOPMWvA34tmZ2rsZJM8vfvfvf8Fde/n/w4lQNaetBEljQILWCPGg6PYtqKVQOuiNLU8SWva795LO1xFefwetS9XiUfRpDCYqOqmk+DAZAiw9L+jn2o0ALChixi7CdBfKG3N91Zsqtue8opPYlLtkd0QUb+1x5u8WdL4+fX+27wgvBCQFF4TR10+OR5Bp11dzig0YikUjkdhGF120kGF26XLsQnrECEXzNbGvhKZXo2Mg+xIPuQlFb3KZ7Q2eKi+qYdBn7XgBFT/Nc+wxn7TTffPwFXrlylEIHQq4QJ4SaozHW5UQyh/dSxtEXsiK6ebUz0S4pBV9/2PJGWP48F3s6lsXZL7nRrfe5PCJ/KwzixUfFDq1no8iJjIIdm9W1CrcKzBjcRm9AnC0rW+3jV7tfkBVpHCEIEPBBGLNdFDDr22RiSGWrqi8SiUQiu00UXreBoAQSi0/trrtcfbzVG57XtRbi1hcNwwsSVZQu02DWji/LDsveK8oyxKIstyEI3abht69e5MvT5/meU09w/5krXJkfo9W1PHjiChO2w+lsFisOV+iypLFX7Uqtrx+8EQpZjJsfBSvExToHsVNzhyKRg4hLZFd/Z8IG+ru8XV1ULdmPsGq0YTBhUyc6nFO8NHuMvyHfwblsmm8be4oPZxu/fyQSiURuL1F47TK31eXqo0YYHb+sH2E9dA+QMDhjrfKyKX1YoPUFlJ3WvPryCfR4jy/W7+Lbjj/LmTPTPNs+y/3ZW1xM3uafXf0mfvnyQyRpjuvWB5HxrFe+U+G1UGRl4qHEmcqRyJ5lt0UXbCAwQ62TZthnFccrmDXctFtkz4cgtHPLK/NHmO6V5QMXzRfom/yndT3O9opEIpE9TBReu8RecLn6uFSPJgksVMM/N/N8QllyGFQoezRCKcZctnRhIr7soVIdhRPLp16+hycnTvMHL3yR+7O3+MlLH+LK3Bgz15vIgkZ1FGln9YdcT1B5LYQamHYUX5HIXuR2iK6g1i8h3IjbBavsR8pe1hXhLasEuiCghmLonRe6hWGOjCdvnuEfhw9yzM4xpjo8kr3OBdPGhcCYMjRVtMMikUhkLxGF1y6wJ1yu/rFYTbCjOw5xATabihhAd4CsFF9SlCJr+ZnjvviSjsYlnnbPciG5xpcW7uK1G1N05lPUTQO+FG8bGVK65iFJNeurVw5UjtwGKlegL+TXCtXol7hKJfz3W3hJZHPcDtEFGygzVBuMkF8lat6v5XaZVT7MxiPVl1v//05hSE3BXC/jldZR2qmlabrMujqvJ9c4qucZUx3OmwVOxCHLkUgksmeIwmsH2UsuV59RpxiK33jAxvL76S6EWnlf1Q/aWDIHCcQJospAjbuPXEfh+eL1OylyTSiEQeuEX7UnvXwst3LbagQRihS0rJ94GBkBUs1I0jIIMVjyOVqrXHQoWEFCGDivypWiLLqWB4fbJbpKR+rWN/F2g4OVVenwDy5XozNWc7aCWfbhVQGdLG7TuvzZecEHQUmg4ww38gZGldddLcbQ1S/Bm0WgLp3ofEUikcgeIQqvHWIvuVx9fGq2HaixHPGbbPIavq+rkg6zyrnwQFWSM1jQ9NcrXmgXlk6wpKbAWEculiCg3OJQ21Esul1SznPSvf0XBb/nkTLUxJs1IuYrd8AlUNSrgdvVMGtVlP+G35P+3LUwcB+kHNbtFu8X2Z/cNtHF+mmG/QHuG8EnQxdUJbpW2+fy0kMBlbolbldfXIUgOK8GA5UBFooUax15MNx0GWOqjUPohIIYPB+JRCJ7g72jCg4IQQkhS/CNbE+JLkTwyeiHM293TpUqQFX7UMXwFdX+h4TU198+ym/P3csfPPV5Hjt9CbG+LM2pHn+1JncJW3NAnC2HLe9UtPphwxsoakKvoSjS1WcweQt5HfKG0Dkm5B+co3U2UNQEX70feb1a8N7ifQmqjBvPa4q8IYPRAZH9w+0UXeXj37rMcKO9XWVJ4VB/VrLGYG4bCHboi0oFVK1Y0tulh0oOAXK/9EPddqUSVENfeFk88xCJRCJ7irgcGSFBK0I9xdf2TmlhH5+MKFBjOWFtl2lF6dga9+9HwKtisVRwZTN6oMg1n750N5+bv5tvP/o0Wb1HSPzifVRYdYG91d4vr4W8LlsazBsBpFxA53WhyNTaA2+lDFcpMiFowaWQjwUeOf0m+YmcfGzRNQiqFGAuZUOiOIhUx6BKARc9/r2NgEtvr+haL1Qj6I0lGQYFPg0DgeZTCHqVQI0kEPrlhCogqUPXC9SQYBMJJLZYcj9dfbH1XTAlASsOK46G6jGp2tTFUY9zviKRSGTPsMfkwf4kKCGkFt+sEeweXKXvkNs12P0G5nndCuWqksWqV6ssHRvqiahm3QRXltfM5RkX7DU+eueLPHzvG7i0vG2QDUY7b4IgpXPid2lg64FgSHCVbtMtXjsp57j1xwssX/R+3zd8Cf/QPHMX/JL31tmNi68+5egARV4vHbToZu4xpBTfuzUceS1KN+sWJwnSDbhdUgmtIdHlh2d2Sely+ZovRZcJSFYKLm390opDCSRpgVZLz3D1L5vqzFfDdDliFrjDXudd6ZtcNAUndUJdJUQikUhkbxCF1zYZuFz1ZM++mjvmdlWIC2XIwVYJpfgilO5U6ZSVV3lbnQ0WUNbTzLrUdM4R3eJcOs3rM5P41A8W696wIwvqIq1KDyO3xNshwbWBwBVnWbLQDqpytwJ86cULXOs2+R8f/WWYyMkbLPkd24r4Kh9DKFIhr0UBtlcIqhRda7qiu3Uc6/RuBb1+xHx54gF8VSbo0+p7TFdiK/P4uiM0ClQzxzRyTFaUpYTLd6U8SVqQmGVulyr7vWomxyiHEc/ZdJrvaD7DN2Vz3GWbTOl6FF2RSCSyx4iFN9sgWIOvp3tWcAE77nbB9h2vpftaXNi4DOr3zOKcIgThXWfe4O7GVc4m0wB8bvouFlop6ICrB3RHIF+ZsLhW2uFm8aaKnI/DlldQBmKs424to0x3W7afBFwaKE72mDoyz2Njr/NLVx+DWYtPoKiD6paDt6ESbSGgu5s/5lKAgdgySEUV698nMnqCKvv/Rpm2ulVu2dtVuV23pC+67KLocpkvgzN0KEsJTUAnjgsnr/MDZ77Iv7r0PmbaGd3cUhTld51IQGuP0X6F0yUSaCQ9tHjqpkdN55xKb3JveoW7TS0OUI5EIpE9TBReWyBoRUgTQroHywqXsdNuF1SiZuvhhisIClwt4CYLHjj2No+Nv8HX28f46ORzfG/jLbQILe9539QrvHj1GG1t8DVHUArVVeje0L5ECGp0Qqk/bFl340IdqvdqjbCMWzIo2Rpyuwx0jwaS+27y5+//DPeml/nfL30LT754Dp2X/TFeC6SlaNNdIJSCT9zW349+35hyAd2LSYi7iTfl52cviC5vypMra17fD8ZYg75b66tZXN5CMebQ4zmNRodO1xICJImjmXX5U+c/zfc2bnB38u/5jfkHAfjUlXtZ6CU4v8YMOwk0kpxUFzRtlyNJi+PJHOeSG9xrr6KltvUXIBKJRCI7ThRemyQYTainaw533VPsgtsFlCWCbpVFyUZfoiVDc6E34UnvmOehk5f57uNPcFzf5AcnHueMSUmltEhSbfnGxtf4tYn7eVsCIvDA8Su8OnuEmWeOotsyMCKDAUYokoKUC3Wdh8MbOS9Vqd8WQxBWxMlXQsybwMnxOV7pHMVKweszk6ACPg24ohq27SFUM5R0t/zsubSaKbcNge214GuCKgKme0jf113kdicXLkFWuq/DrFuCqEqHvt+bGmx58ujUhev8w/t/ljOmzd+98jG63vA9Rx/n5e5JPpRdwkqTj9Y8H85+h1nf4WpvjJduHqPrDF2nKVz5/S0SsNqRmQIjnobtclfjOu9tvswd5gbHdZsLpj7KVyQSiUQiO0AUXhskKIE0wSdmb5cWDuHtzrtdfcoer6WPtVEXJPSFV/9/Bc1al+udBj/20rdwojHPnz37G9xll9aTzfg67zryOvMTKffU3+azNy6y0EnKgI5+ZHMoh/Tq6udR4qxUi//DVXq4lbLCYUqXbNk+k3K/uiO8/LVTPPjeK0zqFkcaLeppj+n5Ou236wSjkBmFysvFsMtAdwAElwZMh22/z94IuQbdA5VH9TVypOyZvJW7tNuUPVnruF1rXO1tOZurf32w4Kqkwpn5OpfdBO9O4X8+9euMqYRULK3sBVJZFEpWNMd0g49OPMsbrQ8CkOqC4a4vVX2wG7bL8Wye75l8nA+koEVDnNQViUQi+4J1hZeI/HPgE8DbIYR3VNv+HvB7gR7wEvDHQggzInIBeBZ4vrr750IIf6a6z7uBnwRqwC8D/1UI20lk2D2CVuUw5L2YWHgLQrJ7CnE75VmDFDEpF9NmXrj+taNcbTgk8eRHFeqspxty0qFo5G/MrnDBXKeH4v+48i088cp55EaCKRbT8aSo5jolW+sDWvfY+6WHh2CRHlQZnrHd1LnlqXHeVtsUpXtaCDXd44yd5k/f8SkeSK4w4zP+5td/L0ezBT7/O/eQvWUW+7wq8eURvAmD7dshyGL/l+nG8sNREXQpunbrhNBGWNfNMqw+hqBfLquHRJcpRRcK0GWf1phqoxCO6cbgrstDL1q+x6zvcaM4y9F0gWnqdJxhKNwVqx1NW4YLHbULzPka0N7y845EIpHI7rMRx+sngX8E/NTQtv8M/NUQQiEifwf4q8Bfrq57KYTw2Cr7+XHgR4DPUQqv7wQ+ubXD3j1Cast/+6G0cIig1e4ubkKZbLjZXo3hRU9/KKn40vkIpjzHO9/K+OlrH+ChM5/kuAaD5um8x7+dfR9fbx3lGydf5LWFKcK8wXQEQrkfb0EXi/tWxfYE4prPoVqkK82BLVHzVtYdKrsRli9yg14auw2gO4p/++Q3cO3+Ju8ae43P3LyPRxuv8/+6699xtRjni2N3ks9rdK8UaaoS2nZhqORwRO9zUGX6oc4DKj9czuaoGdVnaKSs0mu42vXLCbq63/DYC106X8jiCIxm1uW4XkBLtuYhzPsOLxfwQu8M14oxxkwHF4RmUPR8ebIvUQ4lHi2Bhu5hlUMRP4yRSCSy31hXeIUQPl05WcPb/tPQxc8Bv/9W+xCR08B4COGz1eWfAr6HPSy8ghJClu6LAI3V8Ine1QXOasmGt2pEL+8ERVYtetTSBbkUoNuKouaw1tF2lhve8Jn2CRZ8Sh40v/rW/cws1PjK5XN4L5g5jQy5Hf3oZ3HVIN00oDvb6wO6Fd4IuTpYCXlBlWWFIykLW7bI7ZcKrijhCsC85VPP3ccXx+9got7mzfYEd595m1NmhvGxNjM3LT5RhMShuoqgAvVLGjsvFFnAtEf7PjtbDl9Wefn+RjbOlgNYdoENlRiqldu8DUs+t+UJhMUB7sEEMJ75Tson5x7h4SPP3zJtcM4nzPkMK46m7rJQpHgJWLX0DIIRz7hpk0rBCT2PlvViFiORSCSylxhFj9cfB35m6PJdIvIV4Cbw10IIvwWcBd4Yus0b1bZVEZEfoXTHyMzYCA5xc+yrAI3VUIpg90Aj2q1evv4ivHLl3Go9FB5qkx1+14Vn+Pj4U2Ti+Nz83Tw7c4rLc2PMzdYIuQIvqAWNWVZiFqqGeV1V43gtkO2s+Oon5B2E4A2XyK2HyW52f3ZxkTsQXUMf0/4YgaADFELIFZ2OxTlF0/a47ppM6gUA9GSPibEWf/Ti53mte4SX5o/x7I170V1Q4f/P3p9HSZbd933g527vvdhyq6y9urp6b3Sj0c0GwAZBkABIgCCohaJES6IXWrbGlDi25bF95thj2daMdWZGPmfkZXQ8sqkjjSxTkiVbGpriYlHgAoAA2UBj6Qa6G43eqruqa19yjYi33Hvnj/siMjIzcqlcqrK67uecPFUZy4sXL5a83/f9/b6/vev3GsWL4Ng4HcsPt8uBdLlqnGHTcI91JYgjATDrbpeO9nh5MA6dWoyyvLhwiu+0v8sz6XiR1KgDg6yXtFWfrkuYSZaZK5tUIx+QRFZMmR6prJjRSyx7s678OhKJRCIHm10JLyHEXybkxf39+qKLwGnv/fW6p+tXhBBPMn4JvuGSyHv/S8AvAUxmx27b0tVLAYnBpeauCdAYhzPyQC50htQLmEGv0KDHZxxFoXlt8SizZokp9QoXepPc6DVZ7qb4QoV3USWQuRj7jnIapA4OGtwe8QUrDsnd2Pu1H304ozO7xomuQX+fV+Fy4cBbgXcCW0kqL3kqvUjpJfdP3eRa2uLHj79GR/X49s1TnL18CFULbVnVM9eyvRdfsFJ+KKs6fj5WfK3jILtcsFIquCFDd3b175uKrrrE0DcsplnSbvU51Ooihefdaponk0WMGF9BkYmKTJbg4IhZ4KZokcqKng1fjFJ4UhluM62Xacqc0mu6rk+qovCKRCKRu4UdCy8hxL9OCN348UFIhvc+B/L6/98QQrwJPEpwuE6N3P0UcGGnj70f3K0BGuM4KG7XuFLDMCx1xelCro5x9nJlseMV2EXD9y4c5UzrOqrtmc8bFJXC21poeZCF3NRcsyloB4OWCKcEvhnCNmTFvrlSw94vfXckH+7XYtnLlZLSsaKLIJC98qFHZkA9JkBph/OCV4qjPJde4sdnv8eNqsXTzXc5W8zyxtmj6GsGMdLbJ/PBwOv9E9lOh+ejCpDV3e1u7iV77ZTuNV6NlDhvgDMrDuxY0SXqkQh1TxciOF2+WfGBMxc52Zznzx3+Mn1veH75Ybou5aa7ypGRgI1RZmTBSX2TK7ZDy+e0ZE7fGUqvsQicl6SyJKtrqSdUn0yUyAN6jCORSCQynh0JLyHETxLCND7pve+OXH4YuOG9t0KIB4FHgLe89zeEEItCiI8BzwM/D/yN3e/+3uCNDqLrgJ6dvRVue6jGLbBOdFGXGK5xPqB2PnRYSdtKMqH7XLctWiZHijZC1QueWoBtNr95EF+uRtyPMIuLMDQ335/QjQGD5ENZcTADGvYx3ntlvtEGoqtewNqGX3kvDMIJjEebimaW00ly5myTGZXyC1NvMO8KXi8b/PKNjyF6Krx+A2FtQi8WbnDsR0T2Xj+/kfTD91Nv3044iImF61hT4jyW0ZNBa0WXqFMOjQ9Jh8qH96oM5YXNiT5/+f5f4wdTjxGKebdEJl5lRvY5JMcPN1ZC0pKCE3pxKKyMsBytJ8G/Vk4yZ1v0fXC2ptQyh+Qyh1UPwybDxyKRSCRy4NhOnPw/BD4FzAohzgN/hZBimAL/QoQzboPY+B8F/gshRAVY4C9672/Um/pFVuLkf5MDEKxxN87m2gpvbm+oxob7IVafUR4nusaVGHpNWIynI2lhXvC7lx7h4TOX+dNHX+BvFT/C0nIG0iOq8MJ5BWwSI+50WBzLYs3l9cJc2LBYl5Z9cS68EKHHSR8gAVYPQd4vd2IgupxaLboGP8gQvV21PT5ZcYy88pA4GhN9pttdJtM+H5t+mz/dPo9EIRH8TvcU//OlH+S77x0P4psV8TzqeoX9ENjM48vgTu3L61v39kkb0g/vJQHmVe1yHfQTVyJ8B221n6P9ps4E0RVOBNWhGjMFQvlQ6uzCdmViUdrRaeScLQ/zw9l1ACZlg4+k5aqZXeM4JBsY+hyWOanQpEKj6t6vjlzimp0HwIiVP1UtIdfF0kcikUjkYLOdVMOfG3Px397gtv8E+CcbXPcC8MFb2rt95P1UWjhECNxBKDOEVfbTONG1tsRwcDun/EpvhQCERyrPYj/lV688zX9832/w7Mw53rsxSSU0uEHJogcxvs9rgEvqqPE1i2IvxHBWj3Bh0Syrujxtr/uDDoAAGyQVerV/5WDDci4ZVoq2US9oNXjp65lgYBuORz94nqYuePGdU3gvwgK21effe+x3eCo9z7f7pzlpbgLwW70WT5hrPJ326Zz8Iv9l//Ocv5YirGA0AG7U9YKVYAyv9tfhdCoIkHuh/2uv5rrdFrYpukZPBvn6xMAwxTD10Kr4C89+macb7/Ji7zT/6O1n6fbDF9nsxDI/fvw1juk5uq4YiqLthF8oIZlW48XZpGwweUC+1iORSCSyO/Yi1fCu4/1UWjiK1wenzHC4H2Kl1GzIsNxn9PZQNX24bV1GOHA+hPB4L5DCo/Ccya7x+NErvNQ/iRiWDtahDBaEZ3j5qn2q90X1Nl54h2HLQSQMRJiwtWCre8r2goEAs+Y2uSQClhoFBQAArCxJREFUnAoL5X11Jgalg4PYeAFlC/JpH9Le3CDVsHYR2pbHJy/z0fbbHGss8vXLpwH4wKFLHNYLPJNoHjNnKb3jhnP887mn+D1Z8VTzHN/rneBHj77B33/zMNKuFt1rXa8BA4cziN59FGA6lG7KyqPK91cColeD53dw+7hWsU3RtfZkkEvD94XtWESjImmU/JnHvsknWq/xw5nkufRF3jl+iBevnyBRlp89+U1+YfJsHaARnahIJBKJrOeeEl7vx9LCUZw+OE9qIKpGI8QHuDqSe3A7ryGfcbi2RRQyFKlK8A2LTi1SOR6YucFPzL7ClCw4puc50Zznu+rEah0kCffdbL9EcF82E18rzyGIMADh/XAw7/DfPRJiA5dE+LrksfJ7U/IoRhbIcv8Xyb5euA4dkHrBm097Pvwjr/GB9iX+xcXHee+9GVRmOXZonn6peXd5mj8x9U3+k6Nf4P/BZ7Be8B8e/QIP6QZKSNoio+sK/kXvMN++foq5Xsav5k9hrcRbgV5SY1/Lta7XcD+HrqMP5aXl/s52c3pEXO9TKevtwOnbINz3mEF64Xb2ebTfNJTGelqPzPGLj36pPunj+PmJ95AIuq7gq/kMLZXz0OQ1Hmpe44cbb2DiXK1IJBKJbMI9I7zel6WFowiBv5PCa43TNnCgxs7BSYL7Esr7gstlTi7z7MnzvHDuPryTTE8u00oKlvKUVlLwwYkL/OsT7/BaqfmfLv4Qb1yfxZUSRC2ABo7XNnb1VsTXyn1CaR7120f40JMkHKsF2S7E2ErJY92z5FYW6tLWj7fBtgcLRqfESB/VbVogi1pgr5nXFEq0Qt/c899/gJMfmuNTx17n9+VD/KmT3+JnOy/zfH6M61WbKdljRib86MRrHNPzPKAzrtguMypFo/hSv8MvX/whbiw36fcSbK6gkIhcrisdHbCR67VyfT2Xy9QCrNr/EkThPKoMA8fvhjJEL0fF+90juGBNuetWt9V1f2nNoLfroZlrfLL5OscUTMgMVcfBGxQn1TyPNy7yeOMiP9t5m8kNwjMikUgkEhlwTwiv92tp4Sh3usxwXJjGYLHm69KzslPnfYuVuTc2CxHizgmenjjP1EM9zi7N8EeOfof7zHW+uPA4bZ3zgewC867gQjXDtV6LItcgPT5xiP4gYCP0eXmGD7Pp/t6q+Fp9f7EuMn+VGLMjomyHYsxLgR04h7WkFH78hu5IyddAcJn1i1tXl2siAAdiwTBtuny+8xKf7ryCEZbXqzY/0bhBKhZQtVPw+dYFMqG5ZnP+t6XHOKwX+Xh2gY6Eykl63QTX00FwlWJ4jDdiI9drlFUCrAo9gPsWsiJDCiKEMsQ9czf3khGn9G5yt4asLXfdxu1HAzW8DN8lwgm+9b0z/Ef+T/J3HvwnKLHyYTdC8UyqeMC8jfOeSbl5eEYkEolEIvA+F17v99LCUe50meE40ed16JGoGlBMOyYfu8HNd6ZRyxJ8PXg08Ry6/yafO/UqzzXf5Lnmm3Rm+3woUcy7Pg+Z60xKy4xM+ELvMP/46g+ynCd4LxDSh14h4xGlWNXntR3ra7fia/32RsRY/cnaczF2AHpqBqJ6nOACVg1LHqBywd9/7aNceaDDIbPMy4vH0cLxg1Nv82Ot7/GhJAOgLVKUkLxYtPn6wgPMlxn/k1Nc7bW4OtfGdTWiLxF2NL2FlZlLa/eldllVbxvPqy5BxFCXBq68ZvvBoAxxWGJq75wTFsTG7StL3TfE6uHs28Elq98/IXSm3lxPcWW5zTfzKZ5J55iWGaW3KCFIhYkuVyQSiURuifet8HrflxaOcqfLDGG1sBX1mf2mYPlU6N168tHzfGzmbb7cfJjCKc6enwUr0M2Knz79Ek1Z8EuXPkm3Svizx77GnFvg95ee4nx/mgca1/jF6W8BsFBmZElJLzf4Sg1dLwgOiFdhsTz4dysG4ksW66Pm94ItxdgelSnuO2K0PHSThfkgOGXN1cJBfrnJP1t8mrSdkyYVM60u35SneTy9yIeSnK4r+Fqecama5PcXHuX88hTzeUZearr9hHI5QZRrRNcgrEN6vBRjRcsgCnyjksRxhNJAVkTRPo8aGBxXEMMS04EI2/P3hVgpRXWKfU23vJ3cSj/X8D56zEiLQTlx/bm8/O4Mf2npz/LEsUs80LrOfdkN7jM3+EzzchRekUgkErkl3pfC614oLRzlTpcZwhjnY9DPNVHRmV3m5TdP8ta1Qzx74jxPdd7jxeYpGqqkpXP6zvAPX/8wRW4Q0vG3q09QOclCPyUzFTeLBucmXuSknmPC9FnUKY20pC/AGYnP1VB8eQfUAmzb+17vK9Rlafssfm5HmeKuEXX5qBqk2G1vcW7TDdwnTxDGuaRQBmclC8oyM9PlsFoEEhyO7xfHeGnpPt5aOsRymZCXml5uqEoVRNZGaZR1P5ca08/l61IyvQPhdDtHDQwfc1BialbKSwePNxCWg56/rbe18tkcOjni/SG0hmzQY7it+609STDyuRT1+0UUgnwx5bv2BBenJnhkqo3rSF7VN/lwausUw0gkEolEtuZ9J7x8anBZ8r4vLRzlTpcZrhURAHhI5j3i+wnV2wlp6rGXDF+59igTH+5zpnmduapJW+X80zeepjeXQSURleCNuQyRWXRasawcma64als8qOd5duJdUnmCs2KGm6KB1pbuUoqrxZdDIkuBdx6vxC2VEA5Eg+pz28XOtpwxt7LgH/av7cV+ipEF+SCYQ916ydk492Cwr4PdFIXEZwLvw8+zrbN8KAkL14ZIOKIXWLYJ1kl6teiylQobGPdcZZ2sAnjt8dX419yrut9rF67m6KgBaQcJlPsrwoCVYJcR7HZqae8BnB6E9dz68XDJ+u+t8DkYzKgguKsCfCWoSoWRjs/NvMwhtURTlsgYGx+JRCKRW+B9I7y8FPgsxaf32NnHA1Bm6JVY1VM1esZYd0EacKWgykB2JRe6k/zmW09CKRGJgyWNsCtlYqIU+FJQOoHKKi7OTfDfnv8s//Kx5/mjne/w052X+Hr/Pv7XKx/mgdZ1zvWm+e7l41gryZKS+XcmMZUMvT39W+vRcRp8s77f7Zi9tEbsDPAShBMrSXtrFvbChQuGQ4P9re2vVwxfM1f/f1cuiFxxDVft57r9Bu8F2ljaacHLvVPk7fMYoVBC8qC5RksV9CpDXtaia83jrHO9BKHPqw5rUb3xJYcuqd3EPXhdnRKgbr8IiwQGianO7Ox9O/YkAaychKiRFVhNbakKfvzYa/zZ9lUqLBKzKnAjEolEIpGteF8IL68kvpnecQFyJ/Bytei5E6w92zxYuMgqCBmZ1z1UOQgreenbD2B6YqXnpi5pC/0mYdUqqlCWZtFY5biy3OZXrz3DwkyDf33iHZqNc0wd73JCz/P13hlmki6Hk0Xe7h7iy1c6uJ5Eeo9LBLK4NfHl5Ujf136VHg4Wjir8fzRRzTY81UN9/JWU9JpE1fsxui+D8jF7QN7ydox7MMrKfCTPxMwyTx6+xJFskVmzyKKraNfXP6wlP9B+h29cO0VZrj+J4nUIUhn+PhqoUv/u0vq9tm5+VxCHuseevqZRhN1G6rLRnQqu0W2s7UOEMb2Jg3CV+r10tejg8KRinGqLRCKRSGRz7nrhda/1c63Fa3nH+zW8EmP3ISxaQugBPgiHdA5ULodlfcF58eBAlUBdzuWVD+JLCXwdoKCl5YheIBWG49pwXOdYn3Cfeouf7bzNa6XmL733c0BwPoQXOMLjq/wWHSExUnqYs2kc+a0wSPwbTU4bXleLrmLK8eMPf5+vpA9glzoIJ4Zn+NcKsIPA2hlIY28jCQI7c8y2l/nPTv4692vNZVswo1Ksd3ynKPlecYyvzj9clyKu3F/U90f6IL6qEfG1JkjFKY/Pxr/mg+O/0Wyv3TIqwlZCMvY3HfGeYBARn4zpJ71F1qYYjrLucg84ERx55XBrznJZ76LrFYlEIpFtc9cKLy8FJAaXmnuqn2st3tzpGPmNF93CgSrCENOVOwTHQfg6xW1Q4iZGtuU83oSAAQ+0W30+f/IVPtf5Did0D2gPN/dm1eOrvQdYtA1++9rj3Fxshjtpj01AIaAMQ5qFE4hbTKdzOizGhoJnJ4vnetHo9XjBNbiNzerZV1MlH2hd5HeLRxAJuDKIPy/3Rwzuig1SDAf4YUiHx2UO2ayQwvN8/wwPdt7jARNey9JbXspP8sLSA1zPWwBo7SiLQd3qoFlMhCAVL1f6b7SHUqx6Tb0Mr7ksRHjdRrAJ4Fh3+V6zEpKxko44dMMOcoLlAWJYUrhHA5w3LDHcBGEBJ1Da8ednv4QRCdY7zlZd5lzCBxMRHbBIJBKJbIu7Unjds/1ca5EHIM1wi/LOkALncXr13CXVB9+o3Yp6ASosUIKUAlf3C7lM8OihqzzdfJe+N8zIknnXY1I2sN7xveIwX557lDcXZrnZbVD2w1vaS48QApv4WnzVZYwKXN00P0gQ3CqsYpCKt8px2o7oGcy70hufYQ9PvBZdqcelIYnijd4R/pUnv87fm/9hhFWoYkVYDGYt6d4292O/GIiuzUoMB6mITUc602O60+U/e+Cf8ZGkIBUrwQRvlDmXq0mWq5S+1STKYrSlKlWY2QYI4/C5CmIrdZAH8eVrYbtWSHkBLglDtde6hC6ttdwtRMzvhkE6IvVg30FC4miCZaSmPgkznBW3V46+3PwkwYa7U78+VaH46xc+x6dmXmPeNngvn+bjndf5UHJjb/YvEolEIu977jrhdS/3c63FHYgywy0WRn7g1vjVItGD7ofhymsX7sKFUjAvQeSSdxam+StX/xgPzVzjjxz+Du8Wh/j5qec5rhIuVVOUXlI5iXUSofwwoS9sDGzikTL0eg1CGLxeWYUH90EMH3sQVDFwJQb/jgowXO2cjcS+D/qNkOt7tzY8PLIeMt1yYZHZsGTNkqPJAh9snOe+B69y7twh9HKCrFbfr2rcxhCQMbhtuAeDdMSjp2/wnzzyGyy6BvepJV4o2pzRS5zWwfFyCMzIE0l1RaItvlGQ5yF+XhqHrSQMnK7UQRGSMF3ikVasE6K+fv2dXl166Guxq/q3T3yt2q+6pBZW4uJF3Rc2GphyLzEImAmDufdQcMFKX9dWfzY2ut6DX9b84RsP8I3sPppZQSfLeap5PsbJRyKRSGTb3FXC617v51rLHT8OgtVO1kY3c8GdqRprxJcLosxmY5raXSgT08tw+a1ZfGp5aTnj/OIUraSgrfp8tvUKn21+n9wZLnYnmaOBlB6nQs/YIO0u7KfHy7DNdX0/IxHSw4VZLSgGokwMxJgF70PPkd3FemtQVmlTT3V/n1anT1lqPvfgq/Ss4bnWm9yvb/KB6UucuzCDSz2yEuu2YRt3SDxIhq7kRoSFtAcJV65O8P+b+TA/c+gb/N2557iUT/BHpl/ktO4C8LhJsa3vcbY/C0wi8TRMiXUClRUUlaIsFT61uJ4evq4+dXglkLnEph7VF2MFy6rSw4oVIZ3tc4jKNhjGxQ8G9w6E2Ehv2Pu1NHEotoZluPvznTZIQNwUsf57aNXVlcDnitILlqzEesH/duUZnsl+lQ+nQUXnvkSjYt9XJBKJRMZy1wgvnyX3fD/XKg5AjLzT209U3Eh8iSr8+DGLomFPTF9glcR2BTdEi7yp+Y2LH+TtqcP8kelv89Odl3k3n+FG9xHyvkEai7M6lBva+rHEwF3yyHJ96dlGDESZh7AwHrhYYqV/aNPZWmL1tgald155vArHQ2nHv/bw1/ho420Oq2WawvJ6Oc3z/TP87puPIhbM0F0aV053250bEfr2tnLzQplY/dPVfPF7j/K1zmmaaclUo8c30gd4Nn2eU7qNEhKDY9YsMZFMslBkNHR4ssuFITWeRFuKSlFIT9XXwfmq+/mcdIhcAh6Vr3e+oD5WqcdrMUw93K8Qld2wqRAbnecGd58YG5QRqnDiYc+drTEMAlV2i7Ah6McXksoJesBFPcG5aoZnkgXes12+mR/jufQSx3V7y+1FIpFI5N7jrhBerpnFfq41HIgYeXNrpY4D8WXT1T1fKl8pSRuLB9mXuIbFlZK80PRTzaVeh7mJFrNygR/pvMY3G/exuJwhkTjt8EasCC8YHi9nPF6DLOtI++0IMF3fT4HrVDx45gpvv3Ic3ZWIck254og7MXxOwq8WKrUIQEKVa37l/NM89fB5HtCK/27ug/zW5SeY6zUo51OkqxeriQ8BIWMcu9smvurH2rRnjfr11H6YRCgKiZeenkgpS4WSjlRUjG5m3qWksuREY55MlRRO03ES1xB0q4Tcalqm4MH2NX7v/MP0ewl2kMAiQEx47FyClzKI4roUdC1OeXxjtfu1JyEqGzFS+uo3KD9d5WqteT+uFWIwIsbqqHO5jV7F285AdK8dyn07+1LFeEd9x5urBD7xUAmqvmZeZvyDy8/x5cZNlmyKEp7r7TZ/sv0W06q5Nw8aiUQikfcNB194SRlF1xjudIz8ZmmGmyFc3duVjYgvv3HJ4coDMuztcVYihaepS55Nz6GE4Z3iMFJ42s2cXh5Ob1c2DGJeJb5guCC0iUeYzQXYUHDVceau4Zg+sshPHnuZ/+HyIWyVhv6xnJVyxW0cBzfSbyK046HJazxobnDegsJzcX6CXjcZzqwapCHazCNzsarfC26T+Kofw20jOn40xMCLWiCUMqQbGklpJc82z3JkZHF6Svc4rBdZshlNWVB6xbTu8lh2kWN6ji8sfpAH0it8KH2P890pzs7NYF14L/zg8Xf40cnv83//zufpXWvilcQNHaI15YeDgETl8WU9582u7uETFRsOr97s+AzTOcWK0Bhevo2P69DRqtMPNxKAa8WYJYgx/IiIq/8dnSe25yWLo89rRGQh9mgw9y73zWbb6OuqGS053pDR75JKUBWa71w8wdnmDJmuaCc5PWuYUl3+VHsBgCXXp+8tkzKL/WCRSCRyj3Pghddenal8v+HVHS4z3E2MfR2sYY3HprVLVAWnwY6UBK0P3RBI7cgaBT9w6D0ebFwlEY7SBwuopQuqhkTJsN081XR9M6TflWPeSGsEGKNukgx9QX6weFQenzoefugS/+f7/3eu2gmUtpQKXG25bHc2VIjHDm6QN56PnHmX/8PRL3FKGf77ucf5zctPUhQKb8VwnhkypPN5CMmHYsWtGR6v/RRf2xRdiIGoXNMzB4gylMd6J/Be8J3+KT7beH14/Snd5pONt8hESd8bzphrfCTtYoQiFYYnzAtYPJMy498++Tv8j+aHudLrcH/7Bn/1+Bf4av8oWVLSz2x4/FLiK4FwYxbTg9fUeMwNha4Heg/KD33dEzQUMG7jNfnQxRoMib6V7yyxUnbnEk856UiuK1R/JbxFlqx7rcfux8hYhnUPUw9FG01P3M2A56GgZOXx7nTQz1oGMfS7ZtQ0d4S5goP3dymptKKbJ1RW0q80pVN8Iz3DGfMCFsGlagYlHI+Y6zxqWnuwQ5FIJBK5WznwwisyBiHw2wi12E+8Hj80efsbCDO+YEV8yXIlKh3Wl7P5zPLo8SvMZkv8+0d+mxkpSUWCEoIZvcRD7assVA3ub1zHCEvXJfyj154lX0rxhazdgNpBkmtWnHVJXDKZUyykK/1Dg7PgElSz4lRrjkNqmf/m3GexVuIzC32Fww/nhG1+3AYR59ThEJa35w7xnZn7eDr5Pos2I680SnkqAFW7bT4cl6Ezk/oQKlGsXkzvR2CEVyt9UJsycIz0xg8qCoGvJIdaXZ5tnOXNqkfXaZ5KDEpITukGZXYegAd0hhErQ+BGS7c+kfU5N/09vpOc4kx2nVRI+s6QmgqVWKpS4o0DExbKYuT19MpD4nj4/ss8O3OO/+Urz4GQw569UZHjBaC28dx3gNMrItUbqE7k/JvPfJW/8+VPYm5IVD+Ia6vAOXY1PHvwWV31PN7H5osze9PXBQMnbOV3YcXK90d9EqEoQvkswHw/49tzp7icTzCTLNNWObNmkWWX0hHvxf6vSCQSuYeJwusu5M7P7hJ7thBdJb5cWPQOXa+RM/deeVTD8tGZd/hzU89zWGleLBJezk/xL7Xf4Eca73BMz3FMLXFKQ9dZ/rsbP0QzK3BWYo3ElcFFWrdwFSASS3uyx1949Pf5H77/CZbmG/hCrfQPpRaTVFgvKL1iNlvibDJDT+sgvgqJBSTrB/YOCIvBFdHlMgfKs9hNma+CqDhq5jnRnmcpTyhLhc0VPnGIvhwKr+H2dAgqkQWro+ZHAiMGZXQ7QtTiYDuzj4ZlemsO7lrX0gpcKWnpgnPlIX5r4SmMsJw69IfMqhZGqFWuQNcV3HAFHamYlI3h5akw/FznPR5PLmKEpSkSPtM8z69O3KCoFHO2hevX6YfS47VDaM/0oUU+f9+rnO0e4qnOexhh8ZnF5WGum5Xh/b2r47YV9bHyOvT9OQPVTMXR2QV+oHmWZ566j+/84cO1SxXE16B805lQlnsnIvDvFrza5nt2zP3G3Wfdd51lmHo6vI2TVFaipKOykm6ZcF22cAiWVUrpFUZYztmUI8rF1MNIJBK5R4nC6y7kTvd3ObP5Y9/qMFhVAtJjjVhxvUYWQV6BzxwmqXg0u8TvdB/mWtXhnf4hruUtblYtPtf+Lp/KSpRokPuS3+yd4K3lWVJTkScV3hukqvBe4OtyIW8lQjmUcSRpyanJeR5JLnFm+iZvexHCGyqJkJ40K8mSkoWiwYLL+AtHf4+F4vN8tziOXTLDWHOkHAZ3DAWeGDynurxQhxI3pA9zx7zgi1cf4cH0Cp9rvcaPtb7P/1P9JK/qo1zuTYVjYDzeAmtKJr30YZGp17tfOw6MqPuTtluqFYI/xjtda92CsGPw8nvHeWdumlZaMJX1+OeN0/zp9hVKb2nKBOsdua/4VqG5ameQOB5PrnJKGZoyKPNUGD6aOlQ9iFkh+PmjX8UeFfyXb36eC9cncWV4/YTyGGN5cvYSf3HmDzh8OKXrSi5Ywd+a/GGKRY1NQpmmUx6f1aWtg2O6R31Rvo7hd/V7wRlwJ/r8lY/+Ok+lwel7vHOZb2cPIguJS1anGA7mt8myPmlxAFIYDxRyF2Ea4+5TO+Gr2GDjVaVITVDEpZP0bSg7BJijSUf1cV5G0RWJRCL3MFF43YXcyf4uL4Pw2kz4bdWfvn6j4Sy+Ux5fO0aDGVnOgJuoMK2CE9PzlF7xD977QS4vdHBO0EgLlsqUSdXlA8nZ4QL5o9k53ugc5UbexHvBnJXYSiGERxqHUp4sKfmhE2c5350irzQnm/Oc1Av8q8f/gL9jP0F7NudEY55vXLuP0ipaScFD7ascUUs8agR/7MiLnFuY5GbZxlcS6hliogria22sfCgp86BGhjcLj5Se+Tzjn159lqvTE/z5ydf5z4//Jn+/+RF+eemjoVQSh68UXq93OwYDoYPDJdaVyg0DI2zdSzcuMGKQQKdXl3tu+dKNColxjHubeIEtFMsipV8Y8krzUvc+Hkku8Xz3EZ5rvkHpFS/nZ5i3jeBoyYLSa0gv8qhcqSEbXcROqyY/2cz5leU2DV3SauZYJ3FOIKXnzMwN/m8nfoOjqsHXcsG3+w/yxRuPkvcMYtDzpUOvlx/8noX9lSXDOPedED439eskB8fZh/lsynOfuY7C8zevforfP/cgXntcAjL3OBOGP4/iDMMI/Oh+1Qyc3h1+PY6730YplCuPuRIl6Uc+AkqEEyqFUxhp6VlD1yUsuIzS92PIRiQSidyjROF1tyHEHR2c7JJ9En21+KoaoWzOuSBUqiMlf/GjX+SB9ApTsss/n3+K925MUpXhrVuVioks54nsPV7IFS/np5hSy3yueYmfmfgWl/JJbqRNqgnJmzcP4ZxESkeiLQ9NXudPzXyd1qGCjizoe8WjJqH0V/jR2Tf46Ylvc66aYq5s0LeGZybO8/NT3+CwSim95WI5hRTQ7OQUuQ5uGtBp9ekXhv5cFhwJL+oF2prnLEAoj9aW0kqWypTL5QRLvuS0bjKrF5lo9VlWjrLQlMogrEaNK5dkpffLmbr8cERgDUQVGty4ZLttpu6N3n60XG7Dl3WtWwAgPL4SuETgS8WCy/j9yw/y2sJRAP5AP8hU0gNA4kllSUOVuETQT65sulult6GXJulz0zSobHi/NpOSw9kSHSno+oJv9h7nn199grevz4T+OeMRhcAZjxoZVD1IurPpICFwJYRjkCC40fEZuH1BJPmVQcH1MfMKfOJI05KO7POw8fz5w19iscz4w6UHcLlEOIH3IX1x7WN5eTAGQB8Ithv+ssn9xwqvrfSRHPOxFh6j1tepWi85Wx7mW+odnjAlbZmtu00kEolE3t9E4XWX4aW4cz1eYmu3C6gXpP6W91NWIKsQMy/LIBSOHb/Jr1/4IA1dcrixxFffeBDfV+BCT5iVcN5P85+6n0EKz1Ta44mJi3w8e4/7teYzUy9zRl/nim3zd8UnuJE30dLx5ORF/t1Dv89hlQKQigbWh96LDySO2alvcFw1Kf0Cn5t5mb4LEdEzMiEVhhs2Z1Yv0koKnIdEVzSSkuOtBT458zqvdo/zhTceoyrUSq/Y2sNpHFpbdN2U3zY5p5Ibw+unVJdHp6/S0jk/2HmbX7/6FN96+QHwcsMhwRDEjs0ITs+YRLyx5X/bZdD3ZTYQVWtuu6H74ASukijtcFZybb5Nv9R00oJeZbiRN2nqgrbJUSJBlp7SK84k17hfz9EW6diSrdJbHjJX+MyhV/mSfJQLy5MI4ekkOQ1V8kaZ8dFU8NOdl3m1e5x3bk6HY6IdVKoWYYwNSRm4YCuDjVfCWsINWEn6qwXbQPDabDCSoD5mMogukYUF+i9f/zi/OPtFHtGOv37fP+NvND/OP3z+Y+GGTiA1iGL8Pg1cHpVzz4qvXYkuVl6vdZerMSdMBgiQZkVgqdr1zUyFrlXy8F8Zbld6xaVqEsUcD5veqr7FSCQSibz/icLrLsObO1ei4syY07t7jCrCAkqWoJcFl9+YHSbSfb/hELkMLRcjayRbppwvZkiaBeWEZPbQEjMypB1+vnmTVKRcrG7yk4e+A8C1aoKPN1/ntXKSX1s6hhSeP9F+ne+VLVqi4MNpwikduuefSVOeTK7gCLH1ad1P9HrV5t38EMdaCzRNhhSeD0+/y7878zWMkPyS15jkoeCCaY+ro82HQ5aNQ6cVaVIhpaNhKj408R4/N/EGkzKES3yycY77jl3nsOrxv84/y/nFKUgdrgqx4aLceEgw1AIsDf1XoqrL5XYyx6kWUMPeu60E1/DxN7hsIE5KCTrsvLOSotIsAqWRNE3JchlEcdvkIGCubPBi7zSFVzxirnG/1sN+rwFNmfCxDH4gPYtF8oI6Q+kUUjgasuD7xVHu12c5rdv8xNR3eW3+CGeX0yCQ0hBiMnS9toxvrxfmG11fz4ATJ/p87pHv8dtvPUqZaxqtnOlWj2sL4XVupiVnlw/x9/Vz/Gj7e3y60efJ5nukMz3ypRS8Diclyo33KQjhMKbhXuv7Cv2Fu9vGuJLCDYe6D97/IvQOQu1ymYrUVDRNUO0NXQ4F14Tuo4TDCMuia7Dsu9ywSzSFjWWHkUgkcg8Rhdddxh2Lkd+u21UjbXCjbvlhHEjrcQjMMnBJ4dK6nG1J1eEUg0S/sF+iEri+otQaAXyi9RqXbcFvLH+AD2dnOaWXUMDPdS4DUPoLvF1Z/t7VH+ZKv03lFK90T1A4zZTusjz5Ek+YZWZVWBhLBEYYUhHEmPWOk6rL6fQ6V4sOHZ1zKrvJL858HYXgHy48zFeuP0wrK3BOhoCOxONrjSBFCOtopQWJsqS6YjrtMl81+G6R8pG0JBWG47rNcQ0XK8/Xbp5hYTkLLkrqcEiEDGWDAzG1yn0ZxYMwoWdIWLFqSO+G4qIWW17emtha9bAjImvI6HacGPZfAZSlwihLrzCUVtFJc5bLlERZEllROM2izbhUTZEIy2F1gybjM8Mv2xwjLCezOebKJlI4jqXztGRBR4avvU9kl5l58Ff593t/mhv5RNil1CH7EmdCCd+OkCuz2nzqaaQlvzD7RU6lN8lkiRSOH2t9j99ZfpwXF+/jYneCpi5QwjEh+wAs2oy/+OSXOawX+RtvfpobLx7ecp+8giq7t8SXS4Ljt1vGDYMfzPBbf9vggsnUhoBS4ckaBZ0sp5Pk9XD3go4JLmtH94d9igqH9QJXK7rSR+EViUQi9xJReN1NSHnHygydkbcWIb/TkidfhwXUaXyqDILCJXWfDKEMTJWiHnIbRJmoQkx5tzCcKw/x9+Y/wGsLR3i++QBtXfBHpr/NSTXP1/oPcEQv8M+uP8Pr84fpVxrrBO8tTjKR9TncWOLXeYZ+52U+3ehTest5WzIjYVJmGKFQQvKQaUPrNSyS3Bkeyy4wLTP+IFe8nR8GINMVVVrgE4EdOF1AMy34yROv0lQ535i/H4mnoUomdY9F1wCWhofj7XKJ/3XxaebyBkqtrKZ96kCEwdAr6Y9jSqVkuO3APVHXzao0vA2HAu/B22zc+8WPxs17cKVEpsEVcPVMJCE8lZUs5imdNGepTJlJQ4KE8wLnBXO2SSbmN3zsGak5Y66SiArTsDySXMJ5yVHVoy3DHKVZ1WIxzzDKYZolZV+DkPjE14J267lsqxiUYSYj5YTaoZSjQPKXZl4kFQaHIxUZH0rO8tvZOd4sjnJILWFExWMmx4gmn2u9xmGl+W9uPMPNxWZd3hmGaW8W8OEVVM19GqJ9kBAr8fq7JZxcWD/Xb91ohPq2yBCQI5VHKkeWljw0c41np87RtQkn05vkznCjCidulHCkomJaLwOQCEsmSoyAVMQ/wZFIJHIvEb/17yK82uXQ4p1yi24XhB6vndYlShtG5eDCGX6fhoVk6G+rHRgFoggLUZsSotat4OGZaxhR8dKNE1ye6/COnybLSkqn+EDrIv/0/DN0C0Neh3MIAUo6lHQs9EPJ4MlsjjNmDsj4VqH5Xn6aTJY8lb7Hk0YMe4s6UvBUdo6uS3nQ3EDS4JhaZlL1aJucwin6laayEi18ODNuKqazHj/QPMvHsqsoPDeqFqfT63w4O8t9uiQVK3Os3qkmuFZ2SFXF2sPvkxBhL8p6QPAavPH4zNKa6fGff/DX+G/f+nEu9GfxSiLr0kO/X87ImMXscNE6ihXD1ijvJM4LVK0GwzwkgxaOwmk6OrgJAE2ZYzdR922Z8fFskXeqBQ4rxxHVwnoHrAxhtt7RdwmZrmg0CoT02EphdYgdtIAUYuvgisG4gPokwLCUUnswnqLQ/LVzP8WnD32fH2l+n2fSFYvmR7OCH83OYYSq3Y+wfw+YNi8VfX713FMUcylShZ5JV38WNtufwRDt96342m2QxhrGlhlusG1vXBimnlWkWUkzLZjOevzk4Zf5NybOkfvgVs+7Pi/kM7xZHAEgqxW8Eo4p1WVS5hxW4/sUI5FIJPL+JQqvu4g7FSN/y24XO4iUH72vWwnnkNVK/8pwnlFFnRonQky68zgrKDPBkXSJv/raH+X69Ta+Lr2rCs035Cm+o49zY6GJd6uPoxAeIcOcJ60sh8wyXaf5rV6LLy0+TuUkDVWGyO+RBdoR1eKQdEAPaAQnTDf4TOe7XC9btHROUxdc6XawXoSyQlVxOFvitL7JtMz4TPsVFl3CfbrLad2GNaVzH0m7PHzo9/m19DH+kfsI3aUUP+rCKB+cQLd6bhipRWqH1o6Tk/Mc0/M4LyBxUMhQBlfHz+/H4nycE+HNGJXnBd4JRC3I1r5tikpRGVm/BgWZLJlSXY6oRZzf/E3WlhmPm5VhtWsXuRWWd4pZjjQXSVVF51C/dtQkr105Qn65iatLW0UpVs3TGsw6G7gl6wJLRHi+KrUYY6m8Yt426MgSWBFeo2VmcmQD1jvOVVMs9VJEGfbbK3DeI+rUys0YiC9Z7KJk8iAyGCS9h3+5/Nr36sDtWifGPGiPzCpOzc7x2NRlKqf45NT3+JHGWYxoD1/PWdXiufQmEseia9D3BiMqJmSfY2qBB81K6XIkEolE7h2i8LqLuCP9XTtwu6AWSd7vzKHzIz1itetl1yYv171NKidEbVsAza9/4+mV660YxrnPLZh64eQ2HJRaGUtZKr6UPsw35++jbw1SeNo6J1UVz+uHOKZe4iHd2HAxr4TkkOzyVOs8TZlzxlzjl69/nGt5KG+TwjNperxbTfOBZJ4PJYMn1h57KCyea9bwbOMsX8g+wHvJJJUT+GKNCFd1+ZOxHJpZ4uPH3ublueMcbSxyNF3gEb3Ex4+8za/e7GC7CuHFMH5+6OrsESE2ffXC1auwaF1/Y4JoHAivNdaD9wLrJJVTNFTJR5pv86C5wZSEiW0kwm3mKJyvcpoy54HWdZ6cPc9Ptd7BCMk1a/k3+v8a5xZT6CkoBD71412mDd7eLnPIZkWjmfNTZ17h8xMv8bBZ4Kha2ecrdplLVpEJi8Hz1f79HNNzPJ0s8MsLT/JG9yhFbhB1mIqvs21sEjzCbYmvNOyjLLjrEw+9qocj7+H5p9DHuMaZ1eMcsNBbifY0WgX/wQO/xeebi1yzPY6oJkqs//w2peGIWiKTJc5LpHBMiJwHjCMVe9CYFolEIpG7jii87hbuUH/XTtwuICzydl5tuGqRKCtwdnzPEASRF8qvBKJSdcrZmjPWLpTkeSnDAmpMWISzmqJUvOVmaTQKGklJoiy51kxnXa6VHa7aBo+azVd+Z3QT03yLGanpesuDjas4L1m2CYmsmDVLLLoG56srnNFqQ3Gw5Pr8bu8w3+rez5vLh7mZN0nTMN3XKomv00uEcggZnDupHNNZj39p+mv8e7NdWlJgvee4bvNnZp7nxoMtfm/hA4hefXBE6EnySuxNHLkY6XEaucyvvWwD5BirVAiPlpYfar/BpxtLq0oxd8OMlJxJrnHMzPPJ7AptmfFSYTlbHmUpT5DG4qowN0/kcnvDk0UI6FCdkp949FWmdJd/a+arPGDajIrredfj6/khzhWHuFZ1uFJ0uJJ3AGipgm9dOclSN8UumuFbNZRuhtdtu+Ir3LaOm9+iRPEg40wY1L0XvYertpus3+a6kwYD0SVApRYlHRfKaYzoclyPP2ECkArDrFqi40sKL0mEoymgLZob3icSiUQi72+i8LpLuCP9XTt0u4Z338Ak2NZ9R+eP1s6WbWy+8FI5hFW+R1gRBMWaEjDhQPRCgMK60jcPVIIq1/RqAVBIRa8MJUEf6rzHg7pL6RubJpEpIeuyQUi95ansHMf0PHO2Sd8bmrLAbKO+TyK5VE5yoT9FtzI4L8Jg1gyKQuPs6qMrlePw5BKPTV5mSuY8YNpY7+j5gnnX43+5+XG+eekUaIeXck3ZnMc2QOZi9bG/FUZmSo0ec7eB0F139zGiS0mPlg4tHderNpftJU7rvSnRmlZNPpHN0/WWCdmgwvKbix/i9689RF7qEBU+cOIaFm/rfrrRss4aLwHtwzwwE1LufnLqJT7TmCNds9DuuoLvFimv9U9wo2pxtWjzXneK0ip6leH6UpMiN9hKrn+M2gWGIL683J5gdhp84y5MPNzDEI21jAvV8Ga1ozYUXYBILbLuBz1fzJD7s1uWCx5WKVdtjhEOA8yqRuzrikQikXuYKLzuEu5Ef9eO3a4aYRkOm73l+641TWxIObTj08OHqAKQAodHWTE29ABAFAJsEGBrRYGvBM5J8kLTzAqsE9zsN7hUTPD1/AgtmfNUssARtbXzYoTiuXQZk/WZdwWvFB363vCIuc5pvfEi7GK1NJwVVnm5ygkyyqIzR+Ukru5jk9Iz2ejziw98kc823x3uW88X/PLCQ1wuJ3nh+ml6vQRRLyZFX67qCwt9QR5ZbiNQYi0ylC2uFV0+CSWQmzEQXEJ6lFytClJdIfFIPG/2w7E/2r6yZ/0xbZkNfajKB8XZLROUcuFpKB+Gddf/98rjPavPAIgRh0R6VGrxHv7uxR/m0uGX+Wzz+7XjFXq33q4sZ8vjzNsGpVcsVymlVTgEy4WhqsKHxluxsu2h68Uq5y24MwKZs6Uj5xVUjbrvaw9LS/cLr2ohvx9p62KMg7amt2tUdKE9SjuE9KSm4r3+FC8W8INbVAymwnBcKRw+xsZHIpFIJAqvu4Xb3t8lwKa7c9mk9dgd1hqO6xGTBTi1xULMg8zD2X1PvcCsxgswYQXkYn3poRN4K3AihDpo6bBOcHb5EL/ln+Lh5mUOydc4ss11VFuGPq4jykCyiEEwrTYuUbLeccEmvFUnogEk0qKlQwg/jFw3yg6FbSMpmcp6LLuU6frxXir6fLN/mt+7+RhXe20uz3dCD5UIYtNlYWbVKoFVLz4HgRKbDWge3n4Dcesyt6XoQq4ModV6tdWmlaNhyiA0paX0irfyI/y+XuARM89xtbnzeKtoFD/QPMv/7p9A1WWbUgtctf4YjU2PESAzOxSSi2VG7gwn9MrqfMH1ue6aKMIw3T4GKcLrWlZ6XY/bwI0c9Hk5FUYsjOKUxzdCUMpWgsrLuk9KsTelpfuBrMsjx/Ra7RVOheM2yujjrXLEVRDTQniaWcHJ9jyfm/4uHVECW58AUELu9PxTJBKJRN5nROF1N3AH+rtsKnfenzVgrxd12yw5FA5kKeo+mHC/gQBbN3y5Lj1cKxK8lXjlKUuNTgukgMpJFqqU+arJjFqdTrddtuOSASy6DOsl02aZ3GkWRIOuLsgTzXJhhgt0ITwNU9EwJVNJj882v48RbS5WS3xx+Ule7R7nZr9Jtxy5Tz0PbSC+RLEmjr52v3zicbAydHn1CK4ggOV6wTWYHbat8kLtg46RjmREeCXa0koKJJ62yVHCU/rgCr1XTqPwlH6Bo0oPhe1u6fmCP1h6mlRXdAtDklQ4K8MCvdriwyAGpWjhOUvpOZQt85nWq6tKDY2QJFgyWTKtlym9wghHUxf0q7CIV8rhRqaP+3p+F9SlcVKsE8ODoBSvQt/XVu6XMyvia9NB2rcTMZiDtrcBGmvxEly6wdwuUZ9EGBVdmUUqS5pW/Nip7/MXZr/Mo6bF6GiCSCQSiUS2QxRedwFOy9va3+Xl7nq7Buwq2XCjbdrgaK1LOVx7uwqEFqsTyzwrw5frgbQDASb7EtdYLxZsJfGJQKtqGDVeesWi279z2LmvyIQnkyWT9CiNpq1zWjpHCoeSTUqrkLXrpYWjZXJmkmVuuIQHgDkX9rNnDUJ4rJNobalKFeaBDcrXpMdnPvQvFWsCJEZLrrax317WkfHj0gvHoTwyCWLLmOAoKOlpmHJYYtjQJYlc6YeTeEqvWXAZhV9izlU0hNt130zuS57PW8yVTTomJ0803QJKbfGpwDq1UnK4FgEyq5C1cBfC00hK/qXDL/CwWS3O2zLjfr1ERxZ0ZI9DKgzLdgj61rCYJ5iR12kgkL3xiDI8vlMgNxBWo2MCZMWmgsrLuvSwCm7yjnv7dstAcJl9Kitc+1hjQjoGbpfXHp+EIA1hHKZRYowl0RWTjT7H0nke0lunaUYikUgkMo4ovO4CvLp9ogvAJXvgdtUIt/PF1Eb3lWUdWb5JlY/YKIZ+cH1F6AEzK2e6RS7xmR373DNdIYUnlRWZLLlqWwxsh7LuDdqrsjeH47AqgCssuIzH0wtMyT4Kz+81HuUP5h6iW7sjUngSGeaDNVTJuWqGDyY3edikfKT5Fm/1DpOosH9aOuTATVnr4igfAiRc7X5VYtspfl75ENW/VVnhKMqjGhWCEAqSmorUVLRrlwtCL9vA7QJIZUVH9bf/GLfA+SrnXHmSKdNlOU2ovMSoIAYXnYAG2FyBHQnWEIB2qMStCgYxSUWiLF9bfpAp9R0+kfVX9aQd122OA4/7koorfLxxji9n97M8mfJPLjzLtW6TJK2wVuLLUObojQMnEVbgjQ/7scHrM3S/tNiWoHK67h2zt1mA3U7BVWOT9SWGyPo7QBJEl3GYrOLZ0+c4ki7y7vIMfat5uHONn+68hNqjVM1IJBKJ3HtE4XXQEQKvb1+whtcCl+xdgqJw7CxgYxBHvwEqH6SSbXwbaUNAwbqF1shjhLIsgU192NcixM37EXcjS0pSVTGTdplNl5hUPTqyDyTkvuR8lXPdpYCjI0o60tESkmm1s1KkVBhSUXFK98hEn0mZYUSG9Y7XzU1ONua4lrdxIwpRC0dH9Vl2KTdsznHd5rm05MXmJZZtwpXlNkJ40rSk30sQ2uGrcarWB5fQEEIk6uMgXL3QF/Xco4FrNvj/yDHdkPr2wjikdkPR1W726aQFqQrOlhCepi5om3x415YqmNHLNGVOJktO6jmmpGNSJrt2u7quwCI4pufJGiUfaFygJXO+svgIAF+8+DBziw1EFvrrfC14hPLrNLo2ltRUaOl4c2mWb5oz/FD66lgxH3p/JKe14U+3r3DT9Xlt6hivqaMsFSlXPXQLFQTyIJI/D8LPmeD8boZTHp+FUtGtyg+D2zMiwMp9KkEUA0ed4QDq20VIRxwzRkLX+5Q4ZKui2cp56shF/vLJ3+Bxk/JyWfBP5j/MD7XeqEsMI5FIJBLZGVF4HXC8FHvmPm0HZ/b2wYT1sMfbBFb6vTYbqOqDs7WV8BMVKGrxVc9tGrg3WaPgj538LieSm5zQNylRPKhvcF8thq/anNfLQ1yqJgFoypzT+gYndI8Jv7MSOCMUx2vRNnr/K7ZL3x0Krk8Ki1VGbjVSeA4ni8zqRTqyx6QM0Y+pMPxM52WeyM7z13uf4/JSO0SzG4urZ4FhN3ltBMPjMIzdln4YNmBMKIkbDYTwjuHv3oZmMaHq0i3pw099W20s7UbOR4++C0BDFnV5ZNh/5wVaWiZ0n4eyK9yXXCcTJWf0PKd1AzNmaO1OSIVmRpZMpTdoinkaIoi5Tze+ytul5PXFI1RW0i9MeL5jTkoI6UiSUJIWSiYdS2VKvs0cdCMUR1SLn57+Jm+1jvBMeo5fuvZJvvDmo1R9E5wvWafs5RKHRziB2CpMY1A+p0Lfo6i2J8CcrkuFbShFFI4tT4aMpRboXq44a4MewtvJRqIrOOfh5IGcKPlXn/oan++8xP26N5zR9bCW/PzU85zWDXYc0xqJRCKRCFF4HXj8bezvckbsSW/XKNsqV9vptuvSqM0Gqwob3Bq/RdCDqECKMPtLlDL01AjPTLPHT3Ve4qnE1CKoZNBUn/uS18pJzhazWCQKh/WSK6LDpMxRu3Aqxwm2rodMlhwxCzRlwaTq4RAcMQsc0Qs0Rc4j5iZNuSJITuk2z/dbTCU9eplhuUjIkhLnBD4VuJ7e3mJ64FQZh9aWx49e4aeOfIe/8/bHmV9uUJVhQRqqLesNbvDtMhApqSk51Fzmj09/i6eT6xghuGwlv7b4IRbrGtGO6jOrF/lc6w0Oq5S+r5iUeyO4BighmR0TetIWKZbgwrXTMKnYaosdifGHEIYxSJyEMHtM1umTF/Ipfq17mA+n7/GQ2Xq/n0tLnk3exdbHsN3MWRZgjQrDnKu6EDOXOOORPoiprfAizP0SZnsCDGpHuXanhAfqgJWBE7bR/Qcu9NDRugNCa5SNRBeslCt77ZHSM6uX+GgqUCOivikTHpJbzLGIRCKRSGQbROF1wLmd87tcsvePtR8BG6PIkmH89EaPL6ut539BuJ3XhIWiFSjt+Pzxl7li23y5b3kiWWRaZtx0fQyCf9E7zqu9k5ReUXqFwtEOU5x5PLm6Z89xwIyUHFPzLNgMpRwz2jGlujyXXmJGpSy6go5cn7R4TM/RMX2qhiRVwSVLtGVuqUEJuEHv0lrq0kCZ2GFZnRCeRlryUPsqn2q+zrsnDvHCjdNcWJig30vWx6GPIFUQbYkOvVOtpCRTFX+w/DBPJNc5rlpMS8el5lu8WRwFIBEV95nrTEldl2DuwyTdMVyslvh6foRvdB/AIUh1VQ/Sdutmja0lURZJEO5LVcJL3dPM2Ra2+Tod4ZmUCUaosT2Bg+dovePHJ1/h9YXDABSVpiwV3oNzEtvTuCWNFx4pto6RH7ATATa4H6qW1HfLXw1R93RtILpCaWWdZKg9rpT8g3c/wrONt/lg0qMpkjh7KxKJRCJ7yt3yJ/TeRIjbNr/LpmFY8n4IpN0EbGyHreZ7iQqE2cZZd08oNZQeUQjKUvHl6w/zO/YxjLJ8fOYtPtF+jd9a+BhKOK4XbUovqZwa9ls1VEnuNReSKzTFAh2pyIRGo3bdizStmnxIFDTleS5UkxhRcVgtc0Q1UUKSqvGipCVKHmxc44rq0GiXzJpFjLD86sWneef6NJUMqYZhXlWY8yWURyq/KjQCQnBEJ8tZskHg/Sez3+D7ky/w1y58nteuHSEv9So3CIIjpJRDiZXtpaYi1cGqMcLSqY+NEpIzeh4jLArHYdVjSkJD3N4kucvW8FZxhJtlk0RW5GhaScFCf/MRAoNURghhJgC507xXTPNlHuKkucmU7HJY9ehIwaRMxopJJSSfbFzkdyeu8Ko/inWS050bnG7cJJMlX73+IK++fhJ6CpeEuWsDIbUddirA7hZCZPyYII0BAlwy0qsoPN5Krs+3+Mtv/EmeO3yWf2X6D/lQEoVXJBKJRPaOKLwOMLerzDA0lu9tieEoOw7Y2C4edB+q5nhxJVxdbriN1L3B4lM4gV02vHbhKNpYtLYsl4/z3cUTLJQZpVUI4UmUpa1ztLQo4elZw6V8guflQ1xPL3NYL3BYdunInMMq3bVj05QJj5mSjrgOQEuKLQXdrCp5OL3MY9lFPpJe4qhq8EaZ89vmcVqNnF6eUJVqGIe+EdpYjk0ucqZ9gz818wL36yAaZtUSWjimmj2W8hS7Uex6jZKepimReBJV8YnW95kYmcV1RjeZVT0yoUnvUIKcFB4jLJVXYcaWNTgEzaSkW2z8GrZGUhkH4SA9m5DKikWXcaXqgAYpHJIcKMJg7TF0ZMJjzUvkTnMqu8mfn/4ax1WT3Fe8sngckYUUSvKQQmplEFLDuWvb6Mt63wmw4Swwv+mJFrd2OLMArMBZxc1ugxtFiwfjX8dIJBKJ7DHxT8sBxt2mNEO3F8OSN2FHCzlxiy6Z23y+13ZCNmBkXz1gBbYId6pKxXt9w7WsRSstSJQl1RV5JSisYiLpk6kSJTyF0yzajKtVB0soWcxEl76v9qRULhWGo8qT+2qVYNmIU7pNp3kZ5z3Tqs3X8pLfXPgIfWtomArvBVZbykpRDVyvEUKJoGOm1eX/ePr3eCa9wBndRNXPZd4pWjonkZZ2mm8qvkKJYYEWoSeqpQvOlrM8kbw9HC6thGTyNjtca7lPOc4kV3mtewwlPFNJjxt5E1mXreWVXvUclQzPa5DM2DI5iazqwc/hc5w7Qyk1V6oORlRMyWLTfZBIHkwvI4Xjo423OKXbzLsev7l8govdCZR2VNrhhYdC1sEwrOpnHBqWTqwagD0QZcIBbrUAEzaULg6F212CV2H48oYu16rbraRxDk/IeHCVwDoZxgnEMsNIJBKJ7DFReB1UblOMvNd7H6ixFuE8tyOacbP5XsKGRegtNfk78KXESo/SDu8FeT9svFCWXmlIdEXTlCwUGTp1qHrh7byg9JpF2+C6KDmmumRi7z5uTZnQZPsN/5NyRchctR2uly0SaTHKAgYlwzwqbwRuzUFSMszZmkj7vFUc5kcaF4cuW+kt3+jfRyorWiaHMmWq0aNbGvqlXtXzNSpOhPBMJH0aquR8McOl7F2OHKB17rRq8lRyjW8liyxXKUZaZtIuS2Ua+txMSWkVlQvzvrR0Q6erk/Rp6mI4f2yAFIO5b5q+N5Rekm7yfjRC8XRyjUNymTO6AAxNkfBGfpR+pRHShdRJJ8IIBCWQxervjOHhl2OGYNcXhMCMukzRrqQg4sUwVv4gu2DDeHq9ucs1wBk2/DrylaSqJB3dR3Ibs+4jkUgkck8QhdcB5XbFyNt0/xcX+x2wMYoq6qb5NQ91K+WGK/cReO/xucKJ0PPkvaAoNDpzWAe9wlBaRSfN6VYJWlpMvUq19QvokMxIeduCIbbijL4JQFMX9CqDVo7KhveBEH6dYNDK0TQlzgtyZ1YtRy/bHl2X0lY500mPTFV0qwQjLU2j1okTJdyq8sxEVlgvOVvOcExdHbpedxrrHZdsyrReppsmzFVNtHAYaSmdolsZCqWpXDgaWjoSWZGpalh2OiCVQYxnaxqwjHC0t3D2Tuk2U7I/7HEzQvFHOy/yxeQRFpMMW6m6Nw/QHicdohSIahufNVmHSigP2ocRDYsKWQioAOGx6WphJvdjttdOWDUPbHuCC8AbNv8OcAJbKa7kHX69G/ooP5HdXHXiIhKJRCKRnRKF1wHFm/HzgvaS/QzUWMWgz+R25IS4ELZhx2QgCMut9Zr5lX9drhCNkMbnrByKCYDKSrqlwUhL20saOsdISyZKlHCc0Dd3PEx5r8l9yblqCiMsWloauiQ3mkU3PpFQK0cnzdHCkamST7S+z/TIIrT0cMzM1w6O4kbRGpbbaeGY0D3myibLdaykFg4p3FCYpLJCCcecbfK9soWheyCOVRhuXJGJklmzhJEW6yXOC1JZMaOXuVhMcjmfGJYShvutcbnwNFRJJkvSOnrQiIqWKDi8jf48gPaactJJWXK0schinlJVknwwZBnqWV8enwC2FmBeDB0rL+vb6DCPDeVJ2gU/cOo89zdv8I9f+Ch+WSFKgSoYliF67UGD8+GEhKhWXOTbKcQGQ9O9DiWVt+Jgj87s2vR2XvDylWP8N8uf4Uhzkf6Rr/MnWnO7DseJRCKRSCQKrwPKfqcZ7negxlqEv7X1mZc7F4SyrM+Er1knCbu9xx2LE9hcobMgKqxdEV4ARaUoTVB1LZ3TlAUd1eewWuCwzIGD4Xb1fcWcbXIkWQyzx4SncArnBcuFGYovITyJtjRNOezHmk56vFkc4YPJm8O5Vyd0iuMSU7LLg8kVui7ljTxEwZ9OrvGTrXf435fv58Xl08yVzWH6I0BH98lkSVv1cUhKr7hgBVL0DoTDcFgVdFQPCIOxLZJDaokT5ibPJn2+WWT87uITLNmUhSqjcKu/TiWemWSZpiyY1YsoguN3SC8xJXu0x0T/b5c/PvstLkxO85uXPsib5WGsUzDaVycAXQsswHtAAtoh6mHWUnmarT7/xZP/jE9kl3mjzPgnrWewlUB6iZUgc7Hqc+NF7RipgegK1w/KEfdciIkRsaVuXWyNbsclfuzne5UD5sHZ4GovqJTcKn5Df4hHki/Q94ozujgwrmwkEolE7j6i8DqISBlKDfeR/Q7UWMutJhvuauCqD+Jrnevlt+7z2jTQwwqcFUjl10WmDwRLS+d8oHGBJ9L3ADgkc6bkwTlT3nWWw3oBi6QpC+ZNgxmzzOtLRzCqHg7sBUZZpPBIPEo6JpI+qaq4WE5xw8FsfZxSYXjIGM7oCsciub/B83qBZZfy0fQKR1Sbh5IrLLoG13SHhSqj9IpUVrRVzqTu0pH9Vfs474JbeKdLMw1wWt9gTgYH7pha4MlE16ELGc+lJefKy7zRP0oqK0ofyioHz88IS1MF0dVRfVoypylyplSXWVVixM6E1wOmzQNmnnl3iTe6R3lvfpK+MLhC4a1YEWDSh8HXKvQonjl6nccmrvAHl+4Hwnv2wenrfDK7QioMv7bwDEo5rK4FigebeWQxfk6YH8Swy3CwhkJsMGx5NFkREJsIsuFnciC0JKEUcqdCaw3jTsQMGbN970QoIy01r88f5v/lf4KZpMsjjcv8ZOtVjIAZqde5kZFIJBKJbEYUXgcQZ/Y3Rt4lct8DNdZxq2fBd7lrsgwJZ6OLtsHCcMMV4KCkaqPH9uBKhVQVzgm8F8O5VEJ4tHAcSxf4XPMtjus21jugeaBKlJpS8ZiZ5xEzz4zUdL3lqpX8LX6ES/0Jlsp0GK4hhSdTYcixFKGHqfSK7+THMVzgAdMebjeU5oUepE9lJQtukYlasPxAUgHvcNVMMKOWuFBOM2ebSOFRhBo4IyxGWLLaXrF+65Kw/cYIwVHVY1LmJMJxWjdWJd1Z7zmsFlg0GYsuI3dmeHIhlSWTqsejySWkcDgv6xLDkklZku3BZ+8L3aOc707RSEq8h1KEHsTBu3uoZYSn0Sj49OHv85dmXuSVWUUmLL+28DRLNmXRO6ZVws9OvsDvTj7Cxb4OEfW1gHNJqBPeakjzUIjB2JMsw8/fOMTeCKyx+6W3V2IY9iO4gd4LylKj04JeabjcnaByiuUqZclmHDc3OWlu8nSywLRsHKjPeCQSiUQOLlF4HUC82cc/4oLbL7rY/Gz3ODY8O73tDYTyJ6/XXLZJyePa2T5jm/BtEFxrDclGPRB4vmrwfH6MP6YWDuRibFI2mBzZrTaw7JaY1l2KRJPI9RN4B31LA3G06DLO2TYtucyhMYtOJeSqPq2mTPhIWlL6a7Rlxnl9jleKaeZck74zJMIyo5Y4JHsYESriDkKU97RsoOgjhaAtxgvoKdVlRi9hrF0lNjqqxxlzjR9Iwn2WXJdlH0RmIsSqPrmdYL1j0WVoGfoOU1MhpacoNL4+KQBhFEAzKzjaWQSg9I4fTDPA8Nih7/Ldwg/DUp5MNE8fusDNpSa9nkaU9ZtcbF98bcZAmN1WJNj01kT84KvR1p915z2VlyyU4XhfKToYYXFIMlFyv+7uyYy+SCQSibz/icLroLHPZYaDQI3bjbC3mK6xB4dAlkFMrWKjdZ8Av/as+Cb7IIQful2NpKRlCto6DMw9W8zyfXOFh016IATEZlyzy7xSzqKEo6P75Fav6sMaoIUjlRVNWWC9ZNFlzLllUpFva+ZWKsxwYXpYpTxkbrLoluh7TUcWdKQlEwKDpC0PxnFbKyDXkgrNGd0j4QrvimkWXQOFo6N6dGSfR3SJEeH+06rJ9B7um8PzYHKFE415Li1PUNU9hzpzuNr1EsBMq8ufPPFtnsrO8XSytGruWyoMH06BeiyBRPCfHf0CDzSu8jdf+BQ+lysx8rX4Er6Onb8bEKFUcju3W/m/H4pDX5fdDoTpIMESoF/PrOh7Q+5h0RWkGwzCjkQikUhkQBReB4z9LDN0RtzWQI3dsGvHi5Vm/1Xlhpax7/q1bhcQemQ2QEpfz3OqaJmClgnx6ADOS96qZlDiOg/o7ECIiHFY75h3ntJrJlWP0itm0yVuFC2qkRdAC8dMsjwMwgj3DderHSjkVBiOK8+ssjQFmDs8LHmnKCE5olocko4HzHXOV9D3CiMch2XFtGpvvZEdYoTiRzNYnPoOZ5cPYX2LvNSh5FU6jHI0TMmZzg1+uvMyp3Ub2DwtUgnJnJP89pXHEcrhEofor/4gusQjvdhWUM0dRYQez+CybXXb0cnSq2++bqZdfXyVcDRljjnwByISiUQiB4kovA4SQuxfmaEIvV13g+gaNNjvmkFj/1ZPWdalVKNlhnKD+9VOl9GWVlLS0CUtk9M2eZjLpHKaMqfvEkovmXf9YQLgQcTUz7Epc2Y1zNsGJrX0rKHnEpLa5WqrnFmzkszXkjlTcn3U+XZpyu0Pfz7oKCGZFA2MLph3BUYIpuX+R+K/Wy3xen6GqaRLYRW5DgOrlXRI4UlVxfF0fsP7d11BiaUtUpSQ5L7kxfwkFxYmwntfheCMUdfLC3CpR/UFHNShygPRpbYRHb/mcy7WlBcL4VHSI2vB1dF9Zs0ij6SXOawWmJF9moJdl45GIpFI5N4gCq8DhJdi38oM71SJ4YBbGaK8l032wm0t4uw4DaDHu11Ce6RyHJ9Y4GRzHocgkRWprLgvu8FhvYjEcVgv0BSWO54QsQlKSI6rBjNqiTnbpClzUlmSO0Nfa5yXpLIkEyVGWJRwSBxTqst9eiHGaq+hKZPbJiitd7xVTtC1Kam0zKRdlqqUwoYPeaIsD7av8W/NfLV2u1ZTessbleOqbdP3oUTuW93H+f1rD9Hvm9DnJMCnDtFb/QHyIvRNqb44GMOUR7kF0QWsdrUFCL2iJoXwCCDTFUZazrRu8LMzX+c+tcQp3cDhkByMsthIJBKJ3B1E4XWA2K+hyXdTiSHsbobXWsQWZ+WdGb9IGxusoTwysWRpyY8f+R4/N/Eir5WTvFkc5bS5zg9lc9ywlkzApExQIkXf0sTm248RijN6KfRs2SCkptQyLZnziLmOwnOumqCoVXsIwuhyv37/OFZ3Iw6PERVNlSOFQ0vLVNLF1WcZWjrniFnc0JRyOEovea+c5s38KOd705xfnuJat7mS/Cl8cIMzhxwtOawdaZsdMPF1q6KLNZ9z4REjQkxIj1aWdpJzsjnPRzpv88OpQ4mBkD3Yn+1IJBKJHDyi8DooCIHbjzLDu6nEsOa2OXNyTKAGdaT82v4u5VGZRWtLIyn5xvz9/MnOi/xoVvBc+hapMBixOjHwbqEpBGf0TeZkl9JrpHAcU8s8pENi4aRc5LINTywToS8rFXF+0Z3ECMXTSZ9l9x5Xigmu+g6VlyhhaaiSKd2lqXImN3DQU2E4qpZ4GejahPkyo3AqpCGKEKIx/Fwojzd+JeUQDp742oHoAmBUT5qVWBkhPElSMZHl/PGjL/JUdo4PJjnqLu1HjEQikcjBIAqvA4LX+5NmeKdLDHfCnvR3bbTtkWNhkzFljQJ84lb9jnaoxCGlI01CpNtCkfH35p7jj098iwe1oy3vsoM8QiYUHVnRFF1KBB3hOaJW4tNnVYumKFjyJSCYfB/1Z93NtGXGfXqe48k8UnjK+s09iP0/rBcxm4w0OKXbfDR7l2vVBO/1poYR9Ep5Kkc4+WDDZeEzIQ+m+Koj4zfsy9wAr0ZOsAiQI+XF2lgyU3G8ucAfbb/GKd0GouiKRCKRyO7YcokrhPg7QogrQojvjlz2fxVCvCeE+Hb981Mj1/1fhBBvCCFeE0J8buTyDwshvlNf9/8W4i6yYG4Dzuz9wv1uKzEE9i5YYwv8BiWGLnXhMgFoj8wqdGqR0pGkFUquiLIL/Sm+uPw43yw69bDku5O2zOgISSbghFIc1+11M6uaMuGIanFEteK8ogOC9Y6u18zoJY4nc8zoZTqqz6TuctTM05I51+zmqXsfSJp8vPk6x7N5mqYITo+pEMIj9er3tE8cLlvzPh8RX1v/Ndl7vIGqceuiK9x3RClqNxwPoY0lNRUNU+IQvFXtXzplJBKJRO4ttvOn8u8CPznm8v/ae/9M/fMbAEKIJ4A/CzxZ3+f/I8Sw8/hvAr8APFL/jNvmvYmUeL3H4qguMbzb8JI9df7cqJ4diDoBTq+f2eUyB8YhEodsVOisQqqVxViig9ulpCNTJZWX9J1h2aW4O15rtTumVZPjur3jlMLI7WfJ5yg8HdkjEyWzepHjZo4ZFaL/myKn79WWJwV+IHX8+4e/xHMzZ8lMOLlgkiok/I0puXUNt+6zMxBf/nbVUEhwKdhBGumtii4JqBG3y4RjJJUjMRVGW1Jd0VIFc7Z5V59YiUQikcjBYcuVuff+S8CNbW7vp4H/2Xufe+/fBt4AflAIcRyY8N7/gffeA38P+BM73Of3Hfsxu8tmocTwrnK7WCOUdsu4BZkIi8OBq+ZlcLn8dIHslKhmhUosUq4uO0rNytTYpilp6pKWKnii8R6PJ1eRBzi9MPL+RCGYlCVTqksmy5XLhWNGLZEIixGOis1drzBXrcn96TWOtxZopwVZUqJUOAmx7q0tPS5za4IpavGVelzC/oV5ihCIYzO//uTJLeDTESGlPFKGtNIsLUm0pZUUdEyfz818h8805tY5wJFIJBKJ7ITdnJ/8d4QQPw+8APyH3vubwEngD0duc76+rKz/v/bysQghfoHgjpElk7vYxbsAIXDJ3pYZukTizAErMdx2ytjePWRwz9b8Xrtd3oQfUkvWLviZh1/kdy4+ykI3oyrrnRCeJFlxuoTwTGQ5z86coykLHkiv8BONGzRljFWP3H7aMsPSQ4klFI4516T0mqbIyWTJhMjJxPacWCUkz2Vn+U7zFB2Ts1imvKcnuT7XpnICX6wRHtLjUw/l+r4vZ8LJDVkKRMXe9H4J8Lr+7O6grHCUVeE5AmRiEXJFdE01ekwmPe5v3uCj6Xs0ZSw1jEQikcjesFPh9TeBv0r4k/pXgb8O/JuM/3O40QjbDf8ce+9/CfglgInWibu7hmsLnFF7WloXSn4OmOgiCJ4t90nssfBSY36X4BoeWhXKOJqtPqen5vjJyZewSF6eP07lJDd6TawTGBV6P4x0NHTJmc51/pXpP6QjKoyAVOz/oNxIZCMmZUjSnJF9Ltsucy5B4WnKatuia8AJLfhjU9/mfr1ASwr+0cIT/J3ih1jyAis8vlCrv7XrIBqvBKKQ6wYt28QjDIhSIC23PnC5/j4IPz4E4ezya83LNeE5tduVZSWdLOcjh9/lieYFlmzG/ck1TukYqBGJRCKRvWNHwst7f3nwfyHE3wJ+rf71PHDfyE1PARfqy0+Nufyex+9lH5YAmx3QdL1tLJjcXpZG1iVJo3gVHuPIA9f51848z1u9wzzXeZOPZ+9xXDWZmHqeN1uHmVLL/O1LP8r1/oqTZZRlwvRpq5xFl/ChLPZCRQ4ObZnREI6brkfXr6ijTIhth6FMygY/klUo0abrCuZtg2ZaUFSKAoNTHlfKkHToRj6nyuMzO9b98gJ84nHUQ9StCALNr5+xN1r+G06S7I3YGt2+T0dKJ2u3SxvL6ak5Pj7zFv/q1Dc4rcPzBzAiJnhGIpFIZO/YkfASQhz33l+sf/0ZYJB4+KvAPxBC/FfACUKIxte891YIsSiE+BjwPPDzwN/Y3a7f/Xi1txHyNpWhf+mAuV2wvcCMvWzM92pMmaEMyWtXrk7wwswZPj31KhfKaa6ZK5zSkicTzZPJTS7aHk90LnLOTHM9byGFp6ULOrrP5ya/wxOmD0SnK3KwUEIyq1rkvqTvKwyKVNzah2rQy7TkS66VbRK10t9YFhopPR7wTuAriR8RYT5xeC0QuVwtquqPfvhMrnbhRk25VaMd9vgrbCi6Rh+/drvajZx/59Tv8NlGbzgcuRlHJkQikUhkH9jyr7IQ4h8CnwJmhRDngb8CfEoI8Qyh8OQs8BcAvPcvCyH+MfAKUAH/tvd+0Nn9i4SExAbwm/XPPY1L9Z6JpIMeHb9lRLwAt1fCS4QZXaseXw3KHcEva37v1Uf5w/YZmlnOxVNTnJj9CpMyIRWGk6rJH5/4Nq3Jit9YepKLxSSprHgsu8gnsmWaMoquyMElFWbXkf+TMuF0eoO3klkW+impqZDSk+canERID0n4aveAtwJXSagkPrN4K5CFXF9QvnZY+W34uhorugSo1A4j5P/F/JM8nXyJ4zr2c0UikUhk/xDeH+wWqonWCf+xJ37hTu/GnuOVxLbMngglL6Fq7W2v2F5TNQRObbx/Tofb7AUhZnr1ZbYBTnlsFub3uMwhMotOK04cmucTR97kF2b+gNNrFl7vVktcsilztskTyc16kGok8v7npu3y/53/IL/y3tMs5eED5b2gqBRVpfAj5YZSueH1Zc/gSwkORCkR1Z0bruy1Dz1da75aROJCeqlytJt9ZptdPjb7Nv/BoReYlLGvKxKJRCI75wc/d44XXuyPXdTerqkrkTXspdtlM7V/8c17xKaO15h+rB0/jhrf27WqxMmD7EscYLXj+nKTd3vTdISk9BYjVvrkTus2pzVYn6NEm5u2y1XnyYQnE4JDshGjpiPvS1KhsQhmG0tI0aJfaZwXGG3xXoQBw15gvUAJz4n2PJ859Cr/4zsf49K1SVxf4YXDmzsgwAS4xIEe84DSI2u3TimH94LlMuFCf4o8zuuKRCKRyD4ShdcdwKu9G5hss4Pb1zUgxLhvvH9+r9IMJdh0ffmSM2NKmjyIXOK0wjcFj7cu81qZ8o3+GT7WeJMTqlhXdnSxWuLr+RFu2HD5CX2Tj6bzTKtQejgYshqFWOT9QiYq2iYHYLlMh5dPZ13+3NGvcKXq8HIv5Cb9h7NfoS0Mv9N5nBuLLUoBtq/AitD/ZQArEJVA2H36vhoILrXBjC8R3K61VxVWkTuF9X7dyZdIJBKJRPaKKLzuAHvldh30vq4BfpMSQxgIo10+BwlVNj5CftWg1xGEA/qKolC805/hv1r4CRaKjC+nj/DZmVf4qdYbfKeY5pBaZtknPN99mq5NcQiMsPSd4ZheBLoseof1oATMyiQ250fuepoy4ZH0Eq/pYyjhaeoSIy2PNK/wWHaRH8rmmJQ53fYFrrmCI6rNFbuMxJOYiqpUqMxieyoEcAhA+1D+52rxZUG43TthXoXtbii4BmiH0utdLesE1/pt/vubz/EDzXf4fPPmrvvkIpFIJBJZSxRet5m9crvCvC554EUXbBGasRehGhuILgCXbN7AL0pBuZDyu289gjGWRFvm+g2+ldzPost4cfE+rBcY4ZB1I76rN3hJTXKjavNgeoWmzJmQfY6qJSal3fgBI5G7hK4rKHyT+xvXuFmG0QpHkgX+5YmXOaJahJykINBO1ycajqgWPzT1Fm8vzNDrhctkanF9vVpcSR/Kfw14D/gVIYYX66LmRxmWLSsfTqrILcTWyGOqZPyGvRd0y4RXF49xs2ySiZe4X9/kQbP7oJJIJBKJRAZE4XWb2RO3S4BtHPy+LgiLpK1CNXYVCrKJ6BoXXz2Wqg4EcJIiNyxLxxfzh3ipeYJUV8h6xaiko21yMlWihGfZJrzTnwFg1iwyJwosgvv08s6fTyRyQEiFpiVzZtQyHdmnKXN+rHmWI2rzgJk/M/EKX+48zI2FVkg3VB6fWHy+QfmeAMSKEINajG3ETr4uRBCAYouh0t0qYa5s8NsLT/BQdoVzyRUeT25yXDVi+WEkEolEdk0UXrcRl+g9cbtsJut49IOvvDYtM9xlqIYzIcFwrKMlxvd7Cbt+XpiwYSaRVR6lHd5J+r2E606QJSUNU5HqChzM5w0KrZlIeijhKZwOg2ZVjpKO67ZN6Rd3/qQikQOCw3NCLUIC1ktO6oVtpXr+TvcU1/sttLYUNthTyjgqK6Ha5nfWHn+1icQix5QcK7XigAnhKa2icoqeTbhRtZlSXS7ZLpOyYFLEtMNIJBKJ7I4ovG4XQuCT3ZcG2lTizMHv6xpgNxFWTm3uhm2IDHHxm4k2m2zT7RrgwRcSr/zwrHhZ6GHqWa/UJNrSNCW9yiBFcL9UfduuTenIPgBzzjEhXQzZiNzVSAQd6Tgj5gE4pdMNb9t1BZdtwSvlLL899wTOCxJtKUuFd7X4Si3WqeHA5duGcSizeVqhEB4tw22qupYx9xqLJMHRFLFnMxKJRCK7Jwqv24RLFE7tbiHujMCld4/oCqV+G+yrCP1Xt0TdD+aSzePpnQ7ze24ZJ7CFRKf1YFgvKAqNzgq8F+SlprKKdppDmZIoS0OV4a71KfqWzCkRVFgUUXhF7l6UkBxVDXJfkgqzaandZVvwxd6DvNw9ydV+Gyk8UjqSxFLkAu8FQvjx/V77+iQ8Kh3fcynEykkWNXKSxnmBFI6mLHg8ucgHEhnLDCORSCSyJ8SV4e1ASly6uz/cd1OYxgCbbN7bdStul9dQNQgDkDd513q5daDGpou+SmKrlQdwVmLdyu/WCRb6KYVTLJUpduSBOqrHlOzSET425EfeFxihaMtsS+ExoxRGWHKn0SPhMomu0Gbld6k8YgMhtOcoj2pUm1YtDhxro+ywl1NLx4Tu81h2kQ8lKn6WI5FIJLJnROF1G7Cp2p1guovCNAb4zcoIb6G3y6sgtuwGARrrtptuXmI4Ni1t9FMwKDkc/OrFKuE1uKxXGkqrcF5ihOXR7CJPJRd5wvQ5Us/1ikTuFSZlg49l7zBtumSqQgvHwOxOzWrxpbRDbJAuuGcYt6XoksoNHS9Tlxkq6Zg0PT7TeZlPN65GpysSiUQie0osNdxnXKLxZhf6VkDVUHdNmMaAzdwua7Z2u7yq53vpLdyrAXWYhttgZtdwu2NeinVCzQlcJYfzftyYnpTSSioffh5Ir/LZxsXhIOVI5F7ktG7wUHqZ60WbbmVYKFKs0wjhyZKSPlCVQcioxIbk+GKPz/0JEMahkq1dtUGwhlYOo8Lt2ybnkFnmYbPApNw6SCQSiUQikVshCq/9pC4x3I1gspmsxcfdI7qcERsKKy83d7tuWXANHxPcdvu6xJr/j3HIfClhE+E1cMIKqzisF1j0jgkfAzUi9y5GKD7WeIcJ1edbyf10q4TrtoV1YmPxJTy+UHvT86U8coP0wrUI6dC18ErqMsOGLpk0fdoqZ94pTu3BLkUikUgkMkoUXvuITdWuZlTdbQmGQHCeNgrNEINgjDHPp04qvFXBBbXoMjsQXRAGsI57PLcSCDBOeAnhUXV50leWHuVceYifar3KiTr5LfaFRO5FHjUtHjVLPGa+ztvdQ5ROsdDPVomvXHiqUuG9QBmHUx6XK7A7/J6THmEc0rhtV2Nr7VAylBqmuqKhS6bTLlOmy6nkOg/oWGIYiUQikb0nCq99YrclhjaVd1WC4YAq23ifnQJr1g7WGginzUMzNsIZcInftlhb+xh+I8HmwTsQCtS4+T/SI+sI6uUq5aKY4jf4AI+nF8hEyTG1REcKUiFpizQ6YZF7iquuyZTpsWAaSOHplYa80lgHWVJSSE+Ra7wXSOkRjQpvBa6o4+a3Oo9SO9XCOKTevuCC4HYZHUoLE21p6JKJpMdsssRD2RWeyc7TlNlOn3okEolEIhsShdd+ICUu23mJ4d0WGz/AJhuXGA56sEbxqh5yvJOTy4MByWr7omttWaFXfmyZ4fB6L4CVyOnhZoSnaUqUcCQyJLkB3KxanJOHOKwXsEhOskRfWHLR44hq3eITjETuXk6qJaZNl7kkDB2WeBqmpLSKfhX6vqR05LnBWYkAhPLIRoX3AmcF3op19reQ4TMr1frP5XYQwpNl5dDtapqSw9kSz3be5Wc6L9MSkrbceF5ZJBKJRCK7IQqvvUYIbFPvWDR5LbDZ3eeOOL1FoEa6usTQJduIfd+AQWT8tnu6BvdbU8bok03uLxj2igya8CEs3DppQaqq0BsiHJWXlF5hvMV6ydVqAqMti8Iwo0oK77Gx/ytyD3FGN/lAdoGrRQclPIlKWCpTlHCkqsIh6JYGJXyYj1eXHkJdxqv9nv91EsKTpNVwUHKiLR2T83Ozf8gnsmWaMUwjEolEIvtMFF57jM30jgcley2oGnJXfWF3guBcbTKzy4yUGIoQDe92+M4bumSbOFVjEXUfWL0bPtnc7UJ6ED404Q+jpj2tJIguITxtnQ/nALkRRWe9ZNE1mFLdcD+IoityzzGlutyfXedG1cIlgrbKcQiuF21aOueoWeALVx/n8lKbQmmKQuPs/nxOBqIr0dXw96YpyXTJDdtGie6+PG4kEolEIqNE4bWHuHQXfV2Cu1N0yc37ugZCCdiV6PIyOFbO3EJp4QjOrLhd3ni82XyOkKgb9Y2xSOlItKVpSnQ9CKxt8lWDYgEyWQ7/bxEoPBKYVY1b3+FI5C7nsFrk/uQap5IbHNNzPGLmmZGatyo4oSyZULybz9CrDAv9MLi4tIqiUHi3dwJMKkealsMTKACZqYaf5W917+fx5BLPxArDSCQSiewzUXjtEV7tIjpeQNW8uwYkQ11euFkv2qAPS4haWO6gn0uExwnhGzvLnPZmxe3y2uO3GN4qEofSDqUtWVIOSwuhPlOuC5q6GLpdWjiaqqCt+sNttGTOjCw4qhpxCGvknkMJyX26pCPPMyNhVrWAUMr3oTr19Kbt0pThs9VJBQv9lERXGGUpraIs1a4cMCEdxlgSbVf1gykZ3C4hPFo45soGV2wbKDfeWCQSiUQie0AUXnuBlNim2ZHo8hLsXTggeVuiK6kHJdeiK/RlsSIwPQgXftammHkZRJpXOxdcsJJ6iKidrs1ElwCRWJRxCOmYaPU51l4M2/EiCCxdoKUdii6JZyZZ5ohZoCVzJI4p1eWMvslp3YwlhpF7liOqxZFNzjlMyIxnWu/w3YUTWC9JTUVehuCNRIeywMpJqkphrcTXIx42QwiPVA6tw1DkcQEcraRAjnzhVE7xSn6SI+o1nkx0PFESiUQikX0jCq/dMgjT2EmJoLhLRZcRYebWJvs8GrZhMyg7wW1ioHtE+BmNdxeDyr09GKY6HMRcz+nySV1euGp4cv1AMqSlCe1CtLV0tBoFHzt6lj869W26PqXvDN9YPkPpFZULC7NUlkzoPj/QPMuEDG6XERVTMucBraLoikQ2ocIyZ1tkqiSvNE1TUlmFHZmbp6VD1ydLrAtyyW1QhiilQ4nN0w5TUw3d6wEOwZVigq/JB+j7czxmukyr5u6fYCQSiUQia4jCazcIgW2ZnYVp1OWFd5XoElClAqc3319nVvq6XAL5jKf5wZv0C0PR13A9XSXAvPL4zNE+vMzyhQ6yL2o3TAxvJ0aMKjHGtBoIuNAL5sPvI9sWiUOqFeElRly0wbMJaWqOLCmZbPSZKxu0ZM5PZCXX7DKFV7xbzCLxKOFoqz4nzU1+rHGDVBhuuj597+kISVNuNEU6EoksuT4v5E3eK6ZJZHCmNI6GKVnKx392BgPLkZuXCm9Eoi3tpBh7nUWyZDPerWZoysu0pY3OVyQSiUT2nCi8dsFOEwzvxvLCLUsLa4apg0KArAWYh4WFBv+nZ3+Hd/MZfuV7T1P1dXCcrEAYx4cffJdnJ8/xt+Y+gUMjChHcKljngI07ob2qAql20nziEK2KB09c4+pSi37fjG3aF9KhlMeYEDWtVShT6lvDomsAObOqxQ83ztKSBcsuwSFpypwHzTUaIkEJyRHVirHxkcg2OFc5zpazWC8x0tLUBctlSqorCqsoqr0VPYNEUjnGTpd4jLB0XRB8pZfIu63hNhKJRCJ3BVF47RDbMLhkB4uDu6y80Mt6MPIWLtfgtlW28rxC7Hvdx3U55StzD/Efn/hN2k/mdF3CqeQmv3bpKXKr+fSh13h+/gFUarGVBCsRdiWCftXjbLIrXnm88aA8IrW0On3+zMkX6LqEby6c5luXTlHVizopQ2mhroepDmiaEoknkZZjaoHSh76P07oBXKDvFU1hyQQ05eqSwii6IpGtOaZA4lDCIfE0dUnhNKVVtJIC67JVJYe7QUlPO82HKYYDtHRI4ValkybCclQVKBEd60gkEonsPVF47YDdiK67prxQBME1nL+1BV7WqYV1r9sgGGOA6guef+Uhfv7qn+Px2Sv87JEX+FTjAp9svYbBcUILui7h6+Z+fEPgnEb01Pb6vQZphXpkNpdxISRDeK6UE/xHh17mH+tFLncnmM+zDc+op6YaNuWnsuJ3lj/AjHqJ07qNEYqHTDu6WpHILmnLlIeSK9ywbS7JCRyCCdPnhmuicbTTnIV+umWYxlYMRFeyZvQDMBRiqazqf0seNNc4peMg5UgkEonsD1F43SI7FV13S3nhwOG6lf1cK7og9HZ5MUgtFHjhUXOaxarDNxYz3luaZPH+r/LnJi6ghOT75TLzVZPJVo8FkVFIjxUg+iPO15rHRNViS/jVrpj0qLohf6bZ4xOt72OE4qn0PQ5lywAsy4ReqVct7AY9IEo4ptIeqaqYtw2+mR+jKS7XkdjR1YpEdosRio+ljpZ4jSvFBBfzSbS0zKRdbuRNEmmZyHYnvhJtaSXFOqdreL2qUMLTUCVGWA7rRaZkNfa2kUgkEonsBVF4bRchgujawYDkAy+6BDgtwrwsdWv7N050IVe7XaICFEgLvi9xGBbaGUZUXLRdpqQmEyGwYirr0UlzHpu4wstzxzh7fhZfSHAjZYdrhdbap1M7XVI5nBd8u3+aH8neoiUqzjSvI4Wnk2iWypTcaqyTKOlIpCXVFU1dkIwswC6Vk3xXdnkiWeRILb4ikcjuUEIyq0qOJ/OUXnGjaKGUXye+louE6hbmeSnpaZiSVFdje7rCbRyZKklkRSZLZs0ih/UCnXhSJRKJRCL7SBRe22EX6YVeC6qGDOVwB0h0hTlZAjeYlbWTGWSq7ulaE6Xv9Oo+LGGDVvL1vC6Zh9k8X1l4hD9cfJg/P/slPpy2+YnOdyid4qHsCh/O3uE/Xf4TpK2C0mhcocCKrUsPjUOakGDYzAqk8Ly8dJKz7e9yXCV8qvMq3zX38VbvMGnzBmey67zWPcaNookUHincyGBki6l/5lyTObdIKnpMysYtH6tIJLKelpDM6CVKr0hlxZJNWRYhEnUgvnTWJ680/UpjN5jlJYRHSU+mq00F14C2yVHC01Y5k6rHMT3PI+Y6E/GzHYlEIpF9JAqvLfCqHo68gzldB0l0rRJacr1YulUGkfHrnpeohySPXuRAVCLMyvLgPfQXU75y/kFOTs7z1eYjfMC8zhOm4vDMH3BCKf7R4hlyq0mSClspZFbhvcBVAl/VDphf/bjCOFRi0caSJWW9GHP0rOGfLX2QP9P5Lj/e0DyXvcwfZFM0Zc6zSZ9/JHNe6Z5grmziaitNCzdclAEUtYVniBHTkcheMSEzHjJXUDhSWbJkM/rasFBlaGm5kbcoraKhg4PlvMA6SVXP9BKEkAwlXThxso2m0FRXZKpEC8chs8zTjXd4NllkQjZiGXEkEolE9pUovDbBG4XNdjYc2SUyxK/vUuDcEiI4TWGGVRBZw2j1vRJ+YhAtv8E2BTBm7SJL8BpwYjhIuSgUH5y6wGPpBRyOadVkutY1Z5KrtHRBJ8spCo2tVBBSxoNxeC+CgzbYvvJoY4eR8ABaORq6xEhL7gxdH8qbJkWDzzZ6ODyllxzWC5xMmzRUyUKVATBtukzrZZoyByATJTOSOJ8rEtlDlJA8bJaZUefJaqf5kk1piYovdx/m6wsPcLNo0K0SpAcpPFo50h2e/0h1xVTSRQlPS+c8mF7hE1mfVMSByZFIJBLZf6LwGocQuEThUrUjwWJTidvGzKtb26fwz8qgYDH8v1Mrt9lXZ02ATUL4xkY4NT7uXTgQViBsHfVuHO1mzkfbb/MTzRLIhre13rHsmjzSucKZtuJ7yVHO3ZzCjvR5CLESBz/bXuZM5wZvzs9SWEVpJUp6prMeU0mPhip5uvEuR9XK210JiSI0+T9irtF1KUfNPEZUTMg+Cy7D1Qc4kyUPmevDcI1IJLJ3zKoWsyNC6rQGMJyrrvFmcgSHIFMVC2VGaXfuOI+KroGjbZF0XUmqzK6fRyQSiUQiWxGF11qkDIORdxCigahFV7JD0bWRYyVYEV53qGTR18OQt5rn5Td5R4kqCDCfOJ68/yI/NvsaZ8w1vtRXHJI9HjdpEERC8snGdY6oFzihe/x38hPkVtMrzaoYeCE8raTkh2bf5s9Of43/ms9yMw9nrk+3bvBg4yrzVZNZs8hj5jptOT4m+piCMr2I84JTumJSZrxR3uSGy1B4OrLghNpOrn0kEtkrjqkF2ion1xrImJHL9K2hWyW3JMCUdLRNTqbKYf/mhO6hhKPvDJcsQ6c9EolEIpH9JAqvEXZTWoiAqqHwepviSNTuUO1cBbF153vBxrFRiMY6xOo0w3VXu/CjWhWPdS7TVn3+2rmfYrlK+PTh73O9/RoKxw+mnknZ4GMZzDvFrFnkaHORm/0mVSKxTgbRZQomTJ/jyTwnlOVz09/lG8tnAPjhzut8unGVV4uEpixpbbLvbZlyvyhoCoOpG/sfNimXbRc3vE1suo9EbicWgaqdqeUqBQGZKslUSeUUhVMUTlM5ifMroRtCeKQIA9AzXQ4TSgeiq6FKGqqsH0NywXY44ZZiaE4kEolE9p0ovCCkFmYab+TO0v22GRfvVYhrd5oDK7JWIcCawUyurffVb2ESCl87XldT/mn/WWRiUdohpOdX+h/i25On+NjU2zydvIIRQcG1Rcqf7LzI09m7/MrND9OzhoYq+fHJV+h7gxEVj5orTMsGf6p9jRPmJmeLWe7TN2iLlI9lErYIxDBCMSka6y47rpr0fIERarg/kUhk/7lpu1y10zRlQd8ZOqbPfNkYiielKlJVYX0BgPNBfAHokWHJg9sPkHimdBcAIywKx7JLOV8tkZmSVMSSw0gkEonsH/e88NqVywU4I7DZxsmFXq3MyDrwQmuE7ZYWrr3PprNOfRimLHPwSuFKidMOmVnmFpq8KzyPtq8gkXRdQSo0SkgeMm2OqkWSma+x4DKeTK5wXCVDMTRwqRTwXFryhHkHIyRK7C4IQwlJW2Rb3zASiewpy95hEbRVn0Wb0VY5PWso1kSmDoWYsOM2swqJZzZdQtb3GU1AXPaavq+i8IpEIpHIvnLvCq+6l8vrnYdgbBiiUQ8ktmb3se23nUFqYXLr+75ZmeFg217UJYelQFQCrwXOCmhWlFbygcYFvtCb4ru9+3gwvcLnmu/RlikNkfDDWcmSW6ItGxs6UKkwsVE+ErnLmZEJU7LLJaaY0ctcq9pMmR7X8vZw5MOtMBBdZoxAUyIUFMdREZFIJBLZb+494bXLxMKwDbCZxJk1okuANQJn7i53a4BXQXDdiss1RGxdahhCQvzKQGVRz/eyCucE3SzlKwuP8ObCLIVTHMru4/CJBV7Pj9FRfZZdypLNeDi9xI81bpAKE0sAI5H3IU2ZcL9e4r0qzNGbVArrJVOmy43y1tJFNxJdmSxRwpGJkkxYTHS7IpFIJLLP3DvCayC4ErUrF2qjfi5nRHCJ7kLBNYiJ35Vg3GB+11g8YQCy9MPfZV/Sv97gt8rHUSrExF83Tf5a8VPDM9KZqmibnDfMES5V7/Kp5us8amLEeyTyfmRKak7rG7zHNBDCNqDJrFhirmxSbXWmhxCkMaW7w/LCAUo4mjKvRVfJYVlhYllxJBKJRPaZe0J4eRMcLqd2EBE/wmAo8mg/l1dQ3e5ByXtFnaxo092XRG7Z37XmNtKCrePyh7uTS+yywTcqpPRUpeKdviHLSlppQV9ZepWhcIo39RGeTM/zqAlzv5TY3WsbiUQOFg2RcL/uIoWjJXNa9TDz+arJ4WSRJZvSs8k6ASbxdXJhQVonGq4lFRVGWKZUl2Oqy6yKiYaRSCQS2X/ev8JLCJxR+ESGyPbdOFEbzOeyicAmona/Rm5ex6YfWGrB5ZKQsrgXbNnfxeoZX6ICYdYfN18JXF9BZpHS452k3zcIIJcOJRN6lWE2XeaY6vJ2CTdcwoO6Ylo19+S5RCKRO48SkuO6zYwq6bqbLPrrfE8t8Up+kptViwnRZ0L3Kdd8+Yzr41p7/YxeIpMl9+k5TuuNe0YjkUgkEtlL3n/CS0qckbsuKRwwtrRQQJUJqkyMDaEQPvQxySr8cIBm7+6qj2uz7W5lOK3tAfMgrMALv9r1KgVeCVxP49MQN++dJC80jbTEOljKE95cmOVv648zbZaZUctcN9f5ZKMbU8kikfcZg8CcUHB4kznXxAjLzapF35kthdYoRlhmzWLtdi1zShNFVyQSiURuG+8b4eWVDCWFyc5mcY1jbGmhhKohyCck3RMesyRQfZAlQ4HlhcDrkA4onEflobTujgmwgcNl2HLW2I6QWzteYUj06gMgLOvegcKJcJg8+FxhPSjjsJWi1I5Eh9KhhSLl+0tHOJQuc392g2NmjkVXxETDSOR9TCYEh9RSEFzGsmQzFm22zvVaixKOVFTM6BCykcmSjuxT+oNcmhCJRCKR9xt3t/Day3LCVdsdn1roZe10pQLbgPJ0TlFKkgsGsywwS8Cav+NeCqoGqPL/396dB1eWnvd9/z7v+57lLlgbvXfPPhzOQs4MlyElkqIoUaI2x5JiJZLj0ColJVuRK05V/oizVJRK/nFSZTuRnUglRypaZUuKyoqWyKY2R9HGRRxSnCFnhrNwpmd6m97QQAO4yznnfd/8cc4FLtAAep8Gup9PVVcDF/eee3Bx5g5+/Tzv80ZM8Q63IDYbIEd381oKN3M167vCJlfaarvh+O9M44M3IsTC4qnDV1FYEusRicQoDHxC3yecLSd4wM0zY3SdhlJ3MkNdteqYgtI7pmyPrh0wDAm9kDII6//hxUogEU/XDsilXL1tj10mxTOIUdeIKqWUesfsvuAlQnSmDlw3sAfXVkIiddVsQ2VoFLqCE0IKREjeymi/5yL77lvm5OIUg+emcCtNdSuMrfWKzZh5G7HFLW4/bFr6QlJXud6JoR+bhapx0UB0m3/D4qWuhI2fZlz/8Vr4gtJbUlchEglN2rMEFkN2Q9+DUmrnswgdKRiYPishpYwOSz2hsN0M3/Bj41Xtxn8JA6ZtbzWEab1LKaXUO2l3/DOfCCF1+FZC1U2p2gkhuXkthfVz1FUu3zIEt3mlKxpZDWSmBDsQFk5OsidfYTBI8K1I1YUqB59D1a7/+NaozU+atWFNWLlZpy/N2q0MyjaUbcEn79CkxavZv8ttXRHbdHnGxozWhK8QhKqqnywx9a9MmfHMJD0GUVsMlbrTGREmTEluSqZtb9P7WMLqn40mbJ8J01873i07U6WUUupyO7/iZYRqIr2l+2NFJ/js8ioXsDpIYxRiRm1x4sEWQFKPLn7m3jf5or8PeSsHBDNspvSZJpg4CKGpdhkhODBVxJTXsf5L6iBTV5LeucrWZqLdfn1XXX3b+psT37xOV1rfHiEUlmADMQqJ9UymAw7lC9yTnudedwkr3ev7JpRSu0JbUtrSZ4/pE6JhYBOW/JVbjEf7du2xy9jmzTYRTyqibYZKKaXeMTs+eEW5+e2EqwR8agiZrD7XRuv26GqGVIyYIUjP8ievP8QPPPJ17jt4gdeXDmB7BpsIbkXWKjpSV7mCA/ImtA1ldQDHqD3RbDGgaxTgVoOcbH6+77QrtRmGZOtq14gEIdqrSJ6B1fbCPfkKP7H/z3hPepEJ42hJG98slNdfpJS6MyVi2W9bpDLA08MjWCJLIcdvUXpPpGLa9pg0g3W3t6Ui0/cKpZRS76AdH7xulW2rXA2fyrZj1yVAfs5Q9Vp81j7G00dOcPCpV/jq24cZ9FPK0pCcTDGl1OFDYl2pctCbrchPJ6QLYErBN///v/rByDuAWb8310bRbr22a9xoHdwVWy+jEINQBcMHp49x2F1izrYwCMtxyKkqEhCOuPpfxnVMtFJ3nkQs+2yHTPpY6gpWxwy5FPJ1wzVS8bSbjZfthpaCXEo6JtAWHcijlFLqnXP3Ba+xKtd2FaN6v6sNX48gca0rUGKzV1ch+Dc6fPHiQzz92Bv890/8Lm8Wc3zm5Q/Tn3SYQupJfYCf8GSzfY5OLXN64QBSST1uvmzaEHfRau9tq1lSb9B8pWoXbLHOaxveG/7ozKO8snKA7599jks+rxfZNyMjX7U9HknOMm0C+2xbK2BK3YGmTAvr6srXQsjrgRlX8W8tRgKzdkBbRP9xRiml1DvqrgpeW00svIzULYabfsmz+j/3aIAIdlh/bHqG548foYqWnzj052RJRbFnSLWUgBfIAu956ATft/dr/Obpp5EAIY3NZL86qEjVtCHu9ADWTE7cSj1V8SaPbpSINHuBLZcpby3P8JnBRzjSXqDjhrRNwVyyhI+G4zIkTS7SjwVdyW/ueSildoSuydlrlsllhXmfX3HIjpHAAbtCLpEp3X5CKaXUO+zuCF4CPjOE9OrWi203EXCz6ox4sMN6zHy1lHDs4gzmUOA7j7zCjOvxJ+ce5sTCFIemL/Fdcy/xK8ef4fibcySxGZJhmwETArHZd0uqugp2rdWgd8p21a5otx+ocUVbFahsRACRyKB0pNZDBWeHXTo+pWVLymg5ks4TMHiElqTXfx5KqR1vyqSUoWC/7TOIQ5ZiQhktZdMHbSSQ4smlYsKUJAITYrTapZRS6h13xwevkBp8Jlc9jCJeoZIjASTG+lhj2cKUTeVrouSjh9+gjI4fn/0ciQQOpRfJj5S0zZD/+Zvfw6nTM0hhVtc0RQuUY+cwHsA89cbLOyiARbf1axRNPdb+aloMr4mASZrhGc1kw0HlSFPPwCfktqTvE+bpMGEHJFJxxCbaZqjUHa5tUvJYMiDSkUCHIT6ubxowwGgP+QSYNFoFV0op9c67Y4NXNOBz2+whdfUpwF+hKjbaFHlUpZK4FjJMIfjC8PlT9/GF0/fyrj3nmEtX+PTcnxOi4WdPf5JzC10oDVLVe4JJRT3Rb0OQA1YHcUS7gwLYdsFKIGTUGyJfLwE2Pl5AMo8xETEBK/XXi8pSOIsNa79i9X1CL6Qcsku0Tfv6z0MptWt0JWEQi9XPrWy+3MsAc7al/yCjlFLqtrjzgtdoeEZ69VWukWjZdorhiCnXj5VffeoA9nzKwsAinYrni4SD05f4Suc+AN5cmiEEg5Sm3pfKxXriYdNmKFvklfEARhgbxHGTl1BdkdSbQ286tVnqTaOvZ13XeIi7bKy8AC5g3ajaFZHmhYpRKL0ls9Xq3U3zohyvpthrF5iznWs+H6XU7tI2KbME5kO15X1yEWZMri2GSimlbps76p/9ohOqtq0nFppr3//LJ1d3f/F1u+Flz2+bSYcDQ1x2VJUhsxUPpGf5js4rzOR9jKzvgRm17G03ln31+M16MJ9D1Woe+05t5SVNpWuz31luIHTB2r5ksGH8fFPpclld5hOJJMn6X6wi1K9po2VL2qZgIbR5uWxx3q9c1zkppXaXrsnZbzNykdX/sRnqwDVrHPtsR0OXUkqp2+qOCF7RgG8ZqvZVTCzc5hhXU+2COlyt7j0Vxh+/dh9T1C/tDx74Kh9v9bjXpfytg1+g2xmshSWpq151pY1rClGXBbBb+ZM0Y8+z8TzMjYUuGAtb422GJmLyarXSBWBdwJn14x4FSI3HSqRjC/aky3TtYHVh/VKILIf1G6cqpe5MmSTssx0O2jYHbYuDts0+26Gra7qUUkrtALs+ePnMUHUsIakrXNcTuqAeNX/VYr02a91Nbv3aplHL3J8vPMRSKHizKni+d5QqGGLLr7XUST1SPtq4afviFU9lPICl3NyfqNRhq2pvXum6OaFrrXUxJrFOUjZiWx4zdlwxgXRDtUsk0kpKJtM+c+kye9Jl5txyvZ8PkEuFFRjE270wTin1TrLN1EJdy6WUUmon2bVrvKITfHb9Fa51ZH216moYD566+hVMMz5d6sAVXSS2PdZGzvQmebls8cLwCF+5eBQA26rwQGyGbCBCSJoBGp7rWrs1miYY0qYVsrqBdWCjlsZ069bC4JrAeCMvvay9bghEF8BFbF6tK/6JCbTyEjtW7RKJdNKS/a0lPjnzIlYig5CQSIWVyNHkAnttQQJMGB0pr5RSSimlbq9dF7yigZCZ1QrXzRDcdRxrVLDya3tahQR8K0AacK2KbmvIoc4iiXgWfb1ZZ+Y8AxOgVRGcIZaGGISQC2CRINgh1xeYWBvEgYMQmxA2+jNqj9yM1K/tqO1x08DF6PW/OZsjh2RDtSuJuHytqiUSMTaQpdVq6LIm4qynnZRMpX3uac3zXe1jTJmUN6uKYbTM2pKDtkUi3Rs+R6WUUkoppW6GKwYvEfkl4AeAszHGJ5rb/i/gkeYu08BCjPEpEbkPeAl4ufnaF2KMf7d5zPuBzwAt4N8Cfz/GTSZUbHkiEJJr25Pravlt9u3a9pRiPQY+pJFyKrDn/osMSkcrLTnQXeLvHP7/eHdynoM2ZSF/ixfbhwBw1nNxqQ3OY7uBvRMrTGd9nj92GDmZgQhm2ASlGzAewlbnT4TLpydGAcz2e29FM9q/6warXKPTSDZUCXNPa3KAc/V6rTwtSUzAR8FKxEg9zdCZgJVA2xVMpQOMRE75lIMu5dE0pYyeRLIbP0GllFJKKaVuoqupeH0G+GfAL49uiDH+h6OPReQfAYtj9/9mjPGpTY7zc8BPAl+gDl7fA3z2ak4yJEJIb1Jb4QbRQjTXfkyJrFaPigMljzxwmu/Z/wJ73RKJVDzfu4dnVx5gKW8xbXt8orXMYM+XeXNiL3vdJX79zAdYKTM+tvc1Ptp5hX+z+CTPVUfx7WZUugFTClLdeACDsVBlr62YNtpQOrqbE7gwoxbGsRbDNNKaGvBTj/4Z56suy1XGI+23Afi9c4+zUq4FqcR6JpMBznhSU9E2BSeraR5w55mxbZ1appRSSimldqQrBq8Y4582lazLiIgA/wHwHdsdQ0QOApMxxs83n/8y8INcTfBqJhbe7MA1crWTDDeKTWgASM4lvNI7wpsXZploD1gZpJSlxdrIVKfPu2bOcvTg7/Op9iK0F1kKBdOHeszaZb42OMo/PvHdvHp2L3iph2xkAEKUiCQgoQlgfn3gu1VGLYejgSE3JXA168LiqGLWHDNkdWsmwF8sPMiP7/8Lvi1fIhHLG9WAMCe82t/PycE0TgJG6g2UDZE9yQqzbplUPP4d39RMKaWUUkqpq3eja7w+BpyJMb46dtv9IvJXwCXgv4sx/hlwGDgxdp8TzW2bEpGfpK6Okbamb1noup6hGuOiCERwK4JUhrDU5UK7U4cJA2Ua8F6Y3Dvkm+UeXi0N06bHE2nBd7X6/MUw4fcvPM7xhWnKwq3tZSUQsogZCvimOtQUcupR9vXzSjOsT8aG9l1TdUzWKmGjsIVp1m+Nwhfr13tJM0J/dSL+NgMDo4wfd33gAgh5ABsxiaeqDN+8OMe/lG/h4cO/y4NJlwddi3unjvFsfpw/WnqCXkgJUUjEc19+nn3uErmUvC+b142SlVJKKaXUjnajwevHgF8d+/w0cE+M8UKzpuu3RORxNt+hassSRYzxF4BfAOjOHL1lpYxwA62LcWxKsakgWiG4iFsRfGXrvakGhrIwfP3iQV5YOEBqPA9PnmNh+gU+np/l2d4TLJcZgyJpEtXaiPnx8DUebqKsjaof/fTWrdkaK0+NQtI6sv7cRw8erfMKDqopj50o8YsJUpp1YW7dD+NqfzIbX2JpQpeJYCJiIzEY+kXCQtHiy8PDPJgsYsVgMTydFiSTz/HVwb0ATNsVPpafZMqkBAJdo6FLKaWUUkrtbNcdvETEAT8MvH90W4xxCAybj78sIt8E3kVd4Toy9vAjwKnrfe6b5XrbDGHD1L8IpqAetGEjtgBvmnVafcObb+4lmRiSZRX3TVzgkeQsM7bN35h8ntf7e3n93J56uZOL60JKPUHw8vB12bmsm70+tpcYrFbKtjU+Hj6N5Hv6/Pi7v8A/f/6j+GUHRTP2fpPHXato6+dY2yh57TBlaZlMBrw7PcMbZcUR1yIRS9ukPJ169ppXCMB+62hJW/foUUoppZRSu8aN/Ob6SeAbMcbVFkIR2StSTzcQkQeAh4HXY4yngSUR+XCzLuzTwG/fwHPfONl6ZPq1PHZUDZIAdgCmEghgClmrCJV1FWw4dCyWLc6FNmX0LDU7JndaQ4wNmNTXlbIxUcDnkXCdkxevpN6AORLSpr0wCbSygidbb7F39hKmUxHzsL5Kdj2kXs8VR5Wu0c12rZwWg/DW0gz/29uf5OfnP8qfDuophT4GErHcn3R5MOnSNbmGLqWUUkoptatczTj5XwW+HZgTkRPAz8QYfxH4Uda3GQJ8G/A/ikhFvb/w340xzjdf+ynWxsl/lqucaHir3FCb4Xi73ro2P7DDeg2WJ2KsrI1M94LNIhcHbb7Sv48n05c4Vs0AsLezQuo8w9KxGIQ4zNba+0ZDKNIICKa8rlPeVEhGx6VpQYzgIv1hyrO9+/lP7/sLft5/G4supzQpLLtrnrAYDeBivTnyJi2HsmE/sF6R8NbKDOeGXSyBc9Vxpm2Po26BXDz7raNr8uv+npVSSimllLodrmaq4Y9tcfuPb3LbbwC/scX9nwWeuMbzu2VupM2w3jB5i8eP2g4RkFhXxpqhElOdPu+dOckPT3ydrrT51myeZOYrvN7Zx1vDPby/c4xfPPlRXuofhp5dH3LkJoYvgZBC2NDaiAGTepzzPJSd4Xs7pzhzzxQnhjOcH3b40qv3Qc9BJdsGsGioh2m4CNtttCwRGat+IZEYhWHlMES+unCEharNbLLClOtxKFngvuQcz2Rex8YrpZRSSqld5UaHa+xON9hmeDWTEEfhKzrwEnnqvuP86IG/ZMm3+NXFpzmSzvNDndN8ojXgo/kbnPCv8IvzH+HcShfbrvBQr60qx1oWb0L4irZZy2W4rAIVk0CSeqZaAy6FFm1J+c9nn+OLww7/9MQnSdslRRSohBhG4xDrCt/qwA+Jl1e2tmLj+txn6k2SC29puRIfDOeHHXwUQhQskTJaZs0xHkoyDV9KKaWUUmrXuCuD1420GQZ39Rsum5J6JHwS6VUp//rsBzi2OIsPwnv3nmbJ5xxIFvn+9iK9EHljZQ8iEWMCsVURcEQHeEEqQbzcUPhabS3c5PSjjbT29PmWI8eYTVf49varGFoA/PHSY5zrdxCJuLzCF5ZYmtVAGLeram33+rj1ZTPXfF56QxUNTgKFdxTBcWY4CcCU7bEYMgKBq5scopRSSiml1O13dwav620zFPDphpuaKfCbbjIc6/DlziW8XBwGF5AkYJLA5/v38cb0Hj609xgfzz/Hfhu4tz1Pr0pZXG5hYiRmnji0dQuei8QgSFkHsJBGohVsweUj4zeehm3aI+3WoSu2As55Hu+e4js6L/GupB7R/vVhwkLZJrVrYxVt6vGwLnxds2aM/IiYQNI8x6jd0CUFAcHHOnBeKDvsS3Nm7YBMdIS8UkoppZTaPe6+0XA30Gbok02qXZFtw4f4pvLVM8jAEvsO33dUpWNpmDIMjkEMzNqM/2zPn/HpQ59jdnIFYwPWBRivCplIzAKh5YlpJCaRqhUJ2drmx+PfY0jA5/XUwi1DV1IfU1JPWTp+6+ST/O7SkwxjXU57NC34tqlv8Pj024wXCW3qkWSTgRlXSdKw7qFp6pGxUfiFtwSEwq/9sIrgWPY5uUTKuM18faWUUkoppXaYuy54XW+bYTT1QIprJbEeNW9KQQrB9A2y7PArDmsij7VP8b9e+Ci/vTLHrLXss0sc7i4y1e2TtwrSdgnJhpKWQEwDoe0JrYDPA75VhzDfjvhWXB0RH0cDNGTD45NIaAViGsBGTBLwlaEMhuODGV4u62AzZVq8KznLpOvTyop14cimHkn9tYcvF+tQ2UjSitRV6+7iQ72uy8j6VOuj4UuDQ7xQVJyullcDolJKKaWUUjvZXddqeL1thiHdIrA1wWrbfa6iYKq1vbgkgPQs585M8c/Kj+NM4KWpA+w78gc8li7xQ/v+is/a9/DW0gwrLiHkBUvLLfxwtHlY3aZnbN3nODXR4+LFLrHn6o2OQ/2co8wSR5MD7ajdcH31S5K6+hSjkJjA+yfe5FDT9rccBvy/K4/xyvI+2mlJUTmKoSM2vZU2CQQTCUML4SpeWxOx2Vq1ythAllRb3t2ZtYCWmgorgaWQ87afpG3msaFgn71Fm5wppZRSSil1k9xdwes62wyDA59sEyq2W+c0WgMWQLystfxFkGXLsmljU8+rw5T/qfwBHpk6y/fPfJV/eOR3+f2Vh/jLpfv5xNQ3+LW3n+G1C3N4bwhBiLEeRnFw+hI/ePA5/s9Xv5VlyQkDtzb0op7BsT1TV7uA1WpWL6QshcicBYPhUHKRIjgyV5ElJcYEhsOE4Ou0aWxEWh5fGKi2WPclgAvYNKw+j3WeVlauq6KtOzWJOKlDmiEynfRJxOOjYcG3GbhFsi0eq5RSSiml1E5yVwWv62kzjAZ8tv19tv3df+zpTAljS5bqIRkDi28O8PbiBL0yYegd7zn0e/zYxFt8qvMar1dd2q5gojVgWNY/MmcDRyYW+G+P/hsskV/JPkCvl0FerYWvK32rsn6tlXUBH4U/n3+IQ8lF7k8WScRiJJCaiqE4UueJUXCtIUXlKEtL8KaeeJh5QhKIXoje1JU3A2Ii4gKmqbyJRNKsIrF+y9BlTcQQSa0nM57ppEduSrp2UL+WEpg1FVOme4VvUimllFJKqdvv7gpe21WtNtNsNHzF8fFXmio4ChweTCXrNy6OEAuLB0px9GzK60t7+H+WH+WvdV/iHtdlKfQ43FogsxXnBl3KZp+r7557kYcSzz+dfxor9R5YxrI2DfFKxSC7ttbK2ECaVAiwXGYs+RbL4QyJWM5Vk0wlA3pVSu6q1fCXujo8VcFQVRbvBStSv14b1qVJM/7RuUDiPNZs/6K1kxJrAh1bMJuukIinawfkUpJIxT67xH7busI3qJRSSiml1M5w1wSvaCDYawteV2wxbFxLt5sp12/APGo/jIWlAsrE0i8Tvrh4Px9svc49Do46w3dNfp2OGXKymuGLSw8yk/T4WPs1/qi3n+cvHQYgy0uGg6SuXAXZfty7XVtrZWwgz+qg40zASORrvSM8nL3NB9KCaduj44ZMp31CFFLnKaq6dCcSSawnsXUlzEchhLodclTNEgHbHHerCte4VlqS2YrZrMc9rXnadsiEGTBt66rXrF3mqF0mEa12KaWUUkqp3eGuCV7XWu2K9sothiMStt7LK5oNtzcTDkPSVL1GhZ+m8lUkjnTCc0/rInvMEEjompzvbpf4CKfdSd6dnuEBByD85qVDVKFea5VYDzkMhw6bgpc60K0LX8Jq6BKJWOfJ0mq1AiUSSY2nCI7Xi328L32Lj7XeZMnnfKm6n9msR4zCed9eHbCxemiJuOaYqavIXcV7Zk5xojfNhUEHHww+CqW3dTDc8HhrIq2kJHMVLVfyvsm3+KGJ55k2Bk/klLeEKEyZkmlz1w3kVEoppZRSu9jdEbxkfZXpau7vs+sbO7/RZmHMlBBd87XxO0TwQ8t03ucTEy/yteIAK/E8jycpVgxWDEdclyPN3U9XywxCsm5z48R6TB4pSodIJLhI8EKsTL3WyoZ6GIYJpKlft85KJOJMoO0KfBQmzIBELPe4nE91XmYp5JwtJplO+4jsYWHQohwN2BBw1pM11S9D5FBnkb85+3n+OH2Mz88/QL+qpw+GpB4VH5oQZiSuVduIZK5ib75MGS2DaJixbQDmLM3+XY5ErnMzNqWUUkoppW6DuyJ4BSdXH6IEqvwa2xJHmyhvVvHaLB9EkFKIaaxH0QeB0ch3L7wxP8v/Un0ve/IV7mtf4CMTr/C+9DwH3frWuterNm1TMOGGdbWLOthYE2hlBT4xVN4QgqknHALGRJzzq2vCxiU20HEFma3Yk6zwofwUWdPOd8hlfKz9Cr4tHLI9fjH5Fr6+eIh+lTAaz2HGSmszeY8PTB7jkaSiM/E8ZbR87sID+GAwxHp/LoHUrIVGawLdZEhuSzpuSC+knPFdHh1bRKeBSymllFJK7UZ3SfC6yjsK+PQ69vrabtnSFh1xpoKYbFIRMxCCMN9vExAyW/FicpgJM2CfDVhZO+CsGfBY6ySzbhmAF/1++sXanlap83TzIan1PDl7khO9ac72Jii8pfRmXaufs4HZVo9D7UWmXY97sgssBrtaXcsk4YNZHYBeKQ25KdmTrTBMHAPvqMJaIGq7gmem3+BvTrzMlGmTJyVPtE5wvDPDhWGHgU8I489t6qmJbVcAYCWSmQofDcfKOV6yx3ggSchE9+tSSimllFK70x0fvIK7+uqVT8CnN95euErGNi/eKIJUddVrNHYdQJopgz4Ii4OcezqRo8k8h+0y0F53iHclOQ8liwzjecrouFi0uOjalN6ua93b377Ej8z8JV9rHeV3/XspvaWKBh8MIUo9PTAp+NTeF3my9Sbnqkmm7Qr3bgigVgzDWPJmNUNmSlq2JCAkY1UrQ2Q2XaFtCkxTZfQxcqHqsidZoQp2NWCtP/ba6+QkkIjHSqCIjuPVFCVLPJKg4UsppZRSSu1Kd37wusqhGsHVo+NvpniF+Q/iWV8tsxHj1trqYhTmsmU+3jp+WZshNEEoFDxXpCz6FjNpvxmMYVcrSrmt+L7Zr/FMFpkw3+T5zlFO9aaompNzEshdyVTSp22GfEvmKdPzWBEyyS97TofFEJiyfQ5ki7zZ37PuWNNJj7YtOJzM05W16SSJVBipQ9n5YvtphB03bB7jsQR6MWMpDDnje8yZSNvc5B+UUkoppZRSt9gdHbyuttoVHPj85gzTGBft5sM1RkbTEOtPwKQeoV6HJRLpZkPmiw5/2LuPj7WOcY9rr2s19DFwwpe8Xc3RNgUdN6SKhsxWwFr1adr2SMQSYsVsskKZW4ZjrYFWIpNuQC9kvFIWvDvJ1j3PRgfcEr2YMWn6dO2As8UkZbS0bUHbFMy4FSbMYPX+Z3xBxxRMuR6LVZuppM9iufkeXKmp6NohVupwB7ASMqaNo4wwHwoNXkoppZRSate5c4OXgM9uX+iCLQZrbEGSetqgsYE8qeikBXvyFYwEeiGj3GxyB5BLpIyWrh1wMF0kRGGlylarS/uTS0ybHmDxCHPJEmW0nB92V4ditGzJlOuTmZJzvsO9rkd3k2rXyKypyNMz5BKZkJN8bjjLyXIWAEtgwvbZY/pAXfGyUle8Zu1K83ld1Vsq89VzgFHFrL8autqmrnyVsT73+vhKKaWUUkrtPnds8PLplScZRnPzxsZvduwt13dt1FS7srzk4NQlEuPJbT284pmJN/hg6xj3u/yyKpQVw0Hb4oH0LK8WB+ikQ46k81gC56pJMlPSMUP22j7QZdYU7HVLJOJpm4JLVR2u9qVLzLgVUqmYNn1asnVFqX7O9urHAA+4eRI8875LbkrucxfYOzYIpC3CtO0x77vM2hVyqVbPoRdSQhQS8bRsSW5KZtwKuZSrz2kI5FKSCExptUsppZRSSu1Cd2TwiubKkwyjgaoF0dyE0LXFGPnt2gzXMZEH95/nO/a9zCe6L7Lg2/RiRiIVH8ouMGc7Wz40EcsTiacjJxhEy1FX0hbL14vzDGLCA8klDjdB6R7XZj49zbFyjgNukcPuIoOYcMHXa646ZsgRV2Fl+52jNwbAAxZSucjDyUX225RMknXHmLMdHmOFed9jwbdpmyFtM6R0Fo+hjJYQDZkpV9d1jZu0AyZMwZxJtc1QKaWUUkrtSnde8BKo8u2rXdHWe3XdlNDVPOfG8BWv4pWNpglnNlJFw5LP2WOGHLVDEhFOectiiEwZj0G2XHfVNilHXB9LoGvqkPZEOmAQB8zZtUEWVgwPuIoJc5qEyD2uzTAOeK3qEaIwYcrr2idr0uRkUpGJ2/Ic52yH92Vv82o5xUrISMWTS8m97hKJwMvlFAu+wyAmdWthNFgJTJgBe+0lHnBo6FJKKaWUUrvWHRe8fCrbBqpbsaZrNUCNf34VbYbRUQe2KBw/N8P55Q7zZYe+T5hwA4xEplyf75x4gY4UPJpsHT6mzPphFV2Ts9nswBnbpmv8asBqS8pDrmA+FKufXysr5qoeNyGG+9wig2bN1gHr2dcEw8WwjCXiEXw0BAyGwKQZcMT16ZrtJyEqpZRSSim1k91RwSskgt9mfPytnF64/jyu3GYYLQQXibYOaCEYer2MPz3+INPtPp2kYCIdMO/a/OvygzzWPsUgHufDWdh24uDV2FjVapuUTOpL4UaPvZ2uySgZMEFgyqTrxtXf7yywwkp0lNGSS0UunrZ4ZrXSpZRSSimldrk7JngFB9VWUwylCV23YpCGwNhk9rra5a5Q7RIIaaw3WHYRIgQvWBcpCsuKTSm8Zegds/kKmfEs+jYeQ8Dfksl+tzJwjSRi2bfFerW2SdlvV+jFIT7WkxCh3ld6FAqVUkoppZTare6I32jr6YRbhy6f1i2It+q5GcssV6x2SRMATf0xTcUrlgZcIAZDFQziI5d8RohC25UcTC7yZNrHkDGMJZkkt+T7uZ2mTM7A99etl5s2W68bU0oppZRSarfY9cGrnk64xTANqYdoBHdrQhesD1pXqnZFV1e6YjOMIyZxLWQEIQTBmEgIsrph1UqRMD9sM2kHnPGBl3zECDzsesw00wrvFIlY9tsWi2FAANpi6Zqt9xNTSimllFJqt9jVwSskgk83bx+86ZMLNxHt+umFId282hVtE9DsWtCqQ9rY2PQIsTKQekJYq/DEKPSrhM9efA/PZfcw61aYsH1OVT0+lL3NrM3uqOpXInbb8flKKaWUUkrtRrs2ePlsi0Eat3I914bnqZ+j/jQ4VgdljEQ3dvvGcfNZuPw2X98QwuXnvVi2SCQQEBKpWKDNm1WLkj5zJuqodaWUUkoppXawXRe8oq2HaGxWyYqmrjptN9nwZvHZ2jTDaCBkay2EwdUth6vruDaeZxphs3HzQYiAGfuaNRFnAobIik+h6NK1A9pmiG8OHjZsOKyUUkoppZTaWXZN8Ipmm3HxzWTBemjFLQ5dUoe7kIydVzY6vyZwbbKh8khMIzHZPigZU39dJNJJC6wEjNRhbMWn9HxGJy1IxDMhRtdBKaWUUkoptcPt/OAldVthcFus5TJ14LqVAzRWrT7X2nOHDHwW1w3N2MoVQ5eN9aBDGxCJTGQFma1IrcfI2uMS8TycnuVeF5kyd9aADaWUUkoppe5EOz54RbN56+CowlRPFXwHqlyj5zJj55VD1QmEvN6LS7zAJh2E0TRrujZrLxx/GhcwNpA5TzcbkhqPSKTrhtim4tWyJVOuxyHrmTI6hEIppZRSSqndYMcHr8sI+NUQJHWFSeohF3FsuycJIKOcE9k0EF3peUbrtcYDF6xVuqp2ZO6x8/SLhKWFdj0UozBI1QSw0QbJVwhcACQB6wKd1pDZVg9r6vbCbjIksxVOAi1bsC9dYtr2eK3MmTKeRG7FdspKKaWUUkqpm2nXBK/VCpeD6JrWQzs24GKzpV+bBC/jx77u199/NAwjSnNcufy40YLPY30uWWB5kPET7/o8n7v4AC+f30fqKiayguNnZ+rx8EEgNCe4Wf4yEUkCNgnkrYJPHH6VR9pvYwmcryaYrzpY6hA2YQfMuBUSqfAIF0OffTp6XSmllFJKqR1vVwQvnzeVJyeUXai6EVMIprw8PI1bDU1j4clfZ4Fo3fAMU2+EDLCy0OK3Tj7Jz77r1/jy3L1YCbzUP8R8r0W/l9WPHR1jNCY+rp2TmIiRSJpVTLUGzJcdnsnf4D1pwjfKIV8eHGXed0nEk0sJQC4l02bIIEZ8DFgZK8cppZRSSimldpwdH7yiAZ8KIa03RB7OBeYePc/5F+ewfcGUgi249lbCq7Wu3bB+ktFGyRKE6IVzl7r8q4sf5mf2fZ6FUPHs0v1M5kPK0lGVdjX3yYaWQ5GIdYE0qXDWk7mKi8M2F0KbQMHjaYt73QmeK1IWQpsyOtoy5KhbpGMCbRENXUoppZRSSu0COz54wVjFKwWC8OjsGf7icAd/ol236kXBFDf3OaOp2wrHAxcABoJrNkSOgBesDcwXHc75iiOuxSenX2ChbDHXWuHV83OUpV0tv4mJiEScC1hT/wFIbMBJoAiWP19+hDJ+k+9s9eianA9kJfP+PLkYJk0O5ASiru9SSimllFJql9jxwSuatfHtULcWfuH4fTyw/zwvLx4m9gzRgIt16+ENadZ0rduPa4Ow4RWTSpjrrvDx6W/wXHGAvfY8n2yd54FDv8fr5Rw/7z/OfL9NWa2FJJHLy3O5q+q/bcmFssOzvfvJ5RWeSJeYsx0OumTd/TVyKaWUUkoptXvs+OB12b5YBgaLGR995JsAvPzKYWIihERIF00dvq6h7XB1oIZtQpVsHrhG5xJH1a4xpy5M8XP+4+xp9Xh97mU+PfU1Hk9afKOwzGY9fDQMK8dKkRA3OXiWVCS2Hh3fdiUhGspo+Waxj0QqLD1mrO7XpZRSSiml1G6184PXOIFoIwTh+GCGv3bgeU5dmsSZQOo8516ZI7kkmELqcfIb9ioebXAcBWhaCaPZJmhtEN0mUw5NxFeG+Usdisry1sQsiyEyY+DbW6eweyO/euYZliUjsZ6VIqX0ZjWAZUlFOynJbMVkMsBIoGxm13sMb1fT3OtOMXNjr5xSSimllFLqNtpdwYumQmUjL108wH8093n+q0f/gPmqy68dfz8hD1SVwbi6JXGTjr6rDlmXkbG1XWO3YSMxCsEbllZyTvWn+OWFD/F0+02+vx15KjvF85Oneas/S98nTKWWXpWuBS9XkduS3NZ9klYiViKZVFgCKyHVtkKllFJKKaV2uV0VvKKJhImK6bllJrMBAIOQ8Bsnn+bM/GTdJmghZBFTCtzomq/x57brN1EGiEkTxJox8TEYXj6/j8Vhi1PdaXJ5lg9lQ75z4gWetQ9wbLCHKlpmkxWebr/JF5YfZKFsU204cMsUTNj6++vc7KkhSimllFJKqXfc7glezTqsQ0fm+e6D3+BgusADbpmv9HOq0ASX5q96BH3EmGba4Y2OmhcIyfpqVzQQXd3LGMeOH6KwUqYcX5nmd8zTvNV9ix/pvsaT0y/wXNHi1eEBHkzP8oGsx7lqghNmlktVTt+nAEy6PoezBabsCpN2wAG7SAm6X5dSSimllFK72K4JXtFAsHDq2Bz/cv4ZZqZWCPcLPzzxdZ6dvI9zi128CyB2dYPi0Gx2bIcC4YpPsaXg1le7ooGYhcsHfzSGlaOVlMwXbV7uHeBc+1XelbT5lszznuR12iZhECMHkkUAei7DI1gij+Un2WuXWIkpuZTsMcP6HIjacqiUUkoppdQutTuCl4DP6oqXFELVdyxImy8v3cfH26/yYOccx6ZmmbdtBisOKWX1cdGAz2M9cKO69qeOdqylkLHQNb63V9NqKBIxEvFB6JcJVWq4VLX46vAQh+wZuiZfnU5YRs8Bu8iCb5OIJ5GKPW6ZJ9MLHHRdlsOAXvT4CImI7tmllFJKKaXULrYrgpfPm2mGJiJeiENDbAmvLu7l5dl9/OjUl3hv6zh/sPA4f3DpcVhyaxMNmymGPosYuba9vkbrxUbVrugiMd260iWmDl5QV72K4MhMxXzVZSmcpDtWNeuanKezkgnzJseraXIpmTZ95mxr9evda3ydlFJKKaWUUjvTjg9edYthHX5GEwlNYXCJ55MHvsEhd5FpE/jC8oM8f+EQNq/wlcDQINVYQhIIaSQ66uqXv8Lzuub+ZvTYAG6LxWJN9cvasLo5cohgiDzUPsN78uNMmMtf6kwS3pUYJswFfIQJIySSXetLpJRSSimllNrhdnzwGtk4UbAqLS8uHWTK9jk68UJ9m7cIIJknAjERpBTEy+q6r1HroXjBVM1eX6PqmGmCnmsqbM2GyTGJ61sLNxATEYkkbi3NGYHUVnxr+1WeSCKJJJs+NhHLfpsxiBVdDV1KKaWUUkrdkXZP8LKsrbMS8IXlubcP0atSPtR+jY9NvMzX2odYuNTGJAFf1UktZrGeOhgEqdZCWHQR3yybkkh9W1PdigZwcbW9cVsmYpKASzzWrE3wyFxFajx/tPQEp1oneTg5x7uSdNO1WpkkZFsEM6WUUkoppdTutzuClzQVqEZMAwKUhWPgHSmBe9xFuskQl3iq0mJSTxi41UoXtg5SEVaHYRBAotTVMYmQxDqFCTQ3bj+KXkDSgLWBLKkndzgbaCcl3XSIkcDFqs3JcoYiWvbbU8zZzi14gZRSSimllFI72a7YGCqOxcNoIzQhLEbh7HKXX1/4IEkzTaPbqsOX2a5aZZqvjYZldCrcdMHTjxzj6NELJJ0C266w7QrJfP18wtpQDamPIZknySq67QGdrGCqNWAqH9BOCqbTPgBlrCtcg5AwfwMj7ZVSSimllFK7166oeAUXV6teMVtLL6NBFq8s7+PkxCT78mVOr0ySp4YBEIIQ+m7rqpWL2MzX67PSiocnzvHk1El+p3iCS0ttkIhNIiShPkQUgheMrdd0pVnJ4/vfxklgoWgRopDbim5SV7usRCwBS2DSDvBRWA4Duia/1S+ZUkoppZRSagfZ+cGrWXMVbSSmcazqFLGuDmFFcAQMH5l8lVO9Kd4qEvK0RCQyhMvDl4lIEjBJ3bIoEjk8s8i/N/UVjroeF8oOf+IfYlg4gjej00BswCURawOp80y1Bjw+cZq/MfVlvjS4l2eX7mcYHFUzCcRJ4HC2wAPpWaZtj1wCu6TIqJRSSimllLqJdnzwiqPJgtn6/bPERlwzRXB/vsTDyQU+mi8y2JfwK+UzrBQpzgYS5+m7hKpw9YANGxAbVwOXmEielWS24u1qmkO2xzA4Zjs9LtmMENYHpVGVLUsqMluv67rXCe3W6yz4NufLCUIz934uWeaT3Rd5yNXHsJLpEA2llFJKKaXuQjs+eGG4LHQhYJ0nsZ5WWpKZipVmIVgvZBzuLHApaVEEy8HWJZzxPHvmKMNyfeixJmBNoJWWhCh0zJD9NuVofpFjS3uYyAqWhikxyrrHORvopgXW1MMzvlLkfCQLfKz9Cl8bHmEQEoxE9rlLTEhF2+hWyEoppZRSSt3Ndn7wklh3541aBQVsp2R6ok8nLZjJegSEEIWWJHyq+yLnqy6LaYsp1+fT01/kD1ce4fWlOZaGgaJaP87dmlhPIUyGvFXuocwXSMSzJ19hoWgBrAtfzgYmsiEtVzKZDEjE83qxj3cnb/BokpDIWxwrZwE47BbomPWhTSmllFJKKXX32fnBy0RsuyIGVitd9+69yL9/8Ct8o3+QKlgOZIvM2RIrGXuN8N7WcZZCznuyE0wZ4Xw1QccVACyRrYYvkchkPmAq7TPhhgCUMTDjVphIBjjjGSQJ7SSjDPVjMlvRdgW5LbESyUzdbrgQYF+S8ngSeDRZ4mIYMIiRtuz8l1gppZRSSil1a+34VGBMJMsLROrWwNR5Mlvx7uw039F5hS8N7iGXklTqytKMbfO97fMsx5Ipk/JXwxwfDXuyFXJX0nIl/SrBSlidQJgYz2y6wuFknimT8/78GGW0PL98hJYtOdRa5IPdNzhRzPLmYA99X7csTrgB+5NL5FKy347WcRkssM928DFgRYdpKKWUUkopdbfb8cHLmUA7K/FBEIl0syGTyYAv9e/nb00+xw90TmARumZtY+K2SWmTUkbPICbMJUtcrNoEhJYtmegM+OTUC5yrJnljuJdEPB/vfoNnsgGJpDyVCofsS+RSsujbTNken2q/xcvJOYw8TM9ntO2QD7W/iSUwYQrakl527hq6lFJKKaWUUrALgldiPQcnLuHEYySS24qOG5JLxbngeK/bek+sRCwPJZe4FHL2ukvMV13mqy6zbpnH07OY9CxfsvVGx4fcEu0mvFkxtI3lqfwtLvgO++wyUybnqOvxWH6SJd/ivuQ8788gEChj/VxKKaWUUkoptZkdH7wm7ID3T7/FhzrfpIiW14t9PJadpGOGq2Pat3PQtvnW/By5WHrxFK+XOROm4KBNScQybU6TiCHZULGaMi2eSgMwBBKsGA7aFvtbSwziRQASaQFWR8QrpZRSSimltrXjg9ecLfjp2S+Ri8VgGObnmTR1lctu0t63kRXDnK0rWV1gjwlYaa1+fca2t33suLqqpUFLKaWUUkopdW0kxnjle91GIrIEvHy7z0PtWHPA+dt9EmrH0utDbUevD7UVvTbUdvT6UNu5N8a4d7Mv7PiKF/ByjPEDt/sk1M4kIs/q9aG2oteH2o5eH2orem2o7ej1oa6Xjt1TSimllFJKqVtMg5dSSimllFJK3WK7IXj9wu0+AbWj6fWhtqPXh9qOXh9qK3ptqO3o9aGuy44frqGUUkoppZRSu91uqHgppZRSSiml1K6mwUsppZRSSimlbrEdG7xE5HtE5GUReU1E/sHtPh91e4jIMRH5moh8VUSebW6bFZE/FJFXm79nxu7/XzfXzMsi8qnbd+bqVhCRXxKRsyLy9bHbrvl6EJH3N9fVayLysyIi7/T3om6+La6P/0FETjbvIV8Vke8b+5peH3cJETkqIn8sIi+JyAsi8veb2/X9Q213fej7h7qpdmTwEhEL/O/A9wKPAT8mIo/d3rNSt9EnYoxPje2Z8Q+AfxdjfBj4d83nNNfIjwKPA98D/B/NtaTuHJ+h/tmOu57r4eeAnwQebv5sPKbanT7D5j/Lf9K8hzwVY/y3oNfHXagC/ssY46PAh4Gfbq4Bff9QsPX1Afr+oW6iHRm8gGeA12KMr8cYC+DXgL9+m89J7Rx/HfgXzcf/AvjBsdt/LcY4jDG+AbxGfS2pO0SM8U+B+Q03X9P1ICIHgckY4+djPV3ol8ceo3axLa6Prej1cReJMZ6OMX6l+XgJeAk4jL5/KLa9Prai14e6Ljs1eB0Gjo99foLt/wNQd64I/IGIfFlEfrK5bX+M8TTUb5bAvuZ2vW7uTtd6PRxuPt54u7pz/T0Reb5pRRy1kun1cZcSkfuAp4Evou8faoMN1wfo+4e6iXZq8NqsH1bn3t+dPhJjfB912+lPi8i3bXNfvW7UuK2uB71O7i4/BzwIPAWcBv5Rc7teH3chEekCvwH8FzHGS9vddZPb9Pq4w21yfej7h7qpdmrwOgEcHfv8CHDqNp2Luo1ijKeav88Cv0ndOnimKefT/H22ubteN3ena70eTjQfb7xd3YFijGdijD7GGIB/zlr7sV4fdxkRSah/qf5XMcb/u7lZ3z8UsPn1oe8f6mbbqcHrS8DDInK/iKTUCxh/5zafk3qHiUhHRCZGHwPfDXyd+lr4283d/jbw283HvwP8qIhkInI/9aLWv3xnz1rdBtd0PTTtREsi8uFm2tSnxx6j7jCjX6obP0T9HgJ6fdxVmp/lLwIvxRj/8diX9P1DbXl96PuHutnc7T6BzcQYKxH5e8DvAxb4pRjjC7f5tNQ7bz/wm80kVgf8Sozx90TkS8Cvi8h/ArwF/AhAjPEFEfl14EXqCUU/HWP0t+fU1a0gIr8KfDswJyIngJ8B/iHXfj38FPUEvBbw2eaP2uW2uD6+XUSeom73OQb8HdDr4y70EeA/Br4mIl9tbvtv0PcPVdvq+vgxff9QN5PUQ1eUUkoppZRSSt0qO7XVUCmllFJKKaXuGBq8lFJKKaWUUuoW0+CllFJKKaWUUreYBi+llFJKKaWUusU0eCmllFJKKaXULabBSymllFJKKaVuMQ1eSimllFJKKXWL/f+Gr3c384t29QAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 1080x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1, 1, figsize=(15, 10))\n",
"ax.imshow(run_cython(2000, 3000));"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "wLFS-QNIy5qu",
"outputId": "b1fcaee3-18ca-4aa7-fe79-9ebd7d6ce2df"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"127 ms ± 892 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
]
},
{
"data": {
"text/plain": [
"<TimeitResult : 127 ms ± 892 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)>"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%%timeit -o\n",
"run_cython(2000, 3000)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"id": "jUnB9FkyT4cu"
},
"outputs": [],
"source": [
"result_cython = _"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "1UVUboc8-Mko"
},
"source": [
"## Numba: imperative in a compiled subset of Python"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Whereas both pybind11 and Cython require a working C++ compiler (Cython hides it better, but the C++ compilation is still an external process), Numba is a JIT compiler that includes all compilation machinery (LLVM) in its package dependencies. Thus, you can `pip install numba` on a system without any compiler at all and Numba will compile your code for you.\n",
"\n",
"Moreover, the code that Numba compiles is a strict subset of the Python language, not C++ and not a hybrid language. It is a _subset_ of Python because Python, as a language, was not designed for statically typed compilation. (PyPy is JIT-compiled but not statically typed, and therefore doesn't come close to Numba's performance.) A list of [supported Python language features](https://numba.pydata.org/numba-doc/dev/reference/pysupported.html) and [supported NumPy library features](https://numba.pydata.org/numba-doc/dev/reference/numpysupported.html) are maintained by the Numba developers, and data types from libraries unknown to Numba are not supported.\n",
"\n",
"Compiling a function with `@nb.njit` (\"n\" for no-Python mode) reveals unsupported features in your function as error messages. You have to be willing to start small and build up your function gradually (like hunting for yellow lines with Cython), to be sure to only include supported features. But when you do, it reads like pure Python code and runs as fast as any compiled code.\n",
"\n",
"This particular function is the same as the original Python function with one exception: `abs(z) > 2` → `z.real**2 + z.imag**2 > 4`."
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"id": "ytmnnVbcue1G"
},
"outputs": [],
"source": [
"import numba as nb\n",
"\n",
"def run_numba(height, width):\n",
" y, x = np.ogrid[-1:0:height*1j, -1.5:0:width*1j]\n",
" return numba_inner_loop(height, width, x, y)\n",
"\n",
"@nb.njit(fastmath=True) # <--- like -ffast-math in the C++ compiler\n",
"def numba_inner_loop(height, width, x, y):\n",
" c = x + y*1j\n",
" fractal = np.full(c.shape, 20, dtype=np.int32)\n",
" for h in range(height):\n",
" for w in range(width):\n",
" z = c[h, w]\n",
" for i in range(20):\n",
" z = z**2 + c[h, w]\n",
" if z.real**2 + z.imag**2 > 4: # <--- only difference from pure Python\n",
" fractal[h, w] = i\n",
" break\n",
" return fractal"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"id": "iothJq-ZvNkY"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1, 1, figsize=(15, 10))\n",
"plt.imshow(run_numba(2000, 3000));"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"id": "VspqbUdkvN3u"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"117 ms ± 1.02 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
]
},
{
"data": {
"text/plain": [
"<TimeitResult : 117 ms ± 1.02 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)>"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%%timeit -o\n",
"run_numba(2000, 3000)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"result_numba = _"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ExPm4T3--3CM",
"tags": []
},
"source": [
"## Numba vectorize: imperative per pixel, array-oriented in the large"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Switching from pure Python to Numba is generally easier than switching from NumPy to Numba because Numba operates best on imperative code (`for` loops), not array-oriented code.\n",
"\n",
"Some of NumPy's array-oriented features are not supported by Numba, but maybe more importantly, an array-oriented style that creates many or large intermediate arrays can't be faster when compiled. This is because it has already gained the advantage over pure Python by putting loops in compiled code, but it can't go the rest of the way by fusing operations into a single pass over all the data without allocating and copying data into intermediate arrays.\n",
"\n",
"However, we can get the best of both by fusing operations over local data, a single pixel in the Mandelbrot calculation, into a function that can be used in an array-oriented way. This has exactly the same performance as the fully imperative implementation, but it is packaged in a way that could be used in Pandas, for instance."
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"id": "tFXL6xYE_c75"
},
"outputs": [],
"source": [
"@nb.vectorize(fastmath=True)\n",
"def fractal_ufunc(ci):\n",
" z = ci\n",
" for i in range(20):\n",
" z = z**2 + ci\n",
" if z.real**2 + z.imag**2 > 4:\n",
" return i\n",
" return 20\n",
"\n",
"def run_numba_custom_ufunc(height, width):\n",
" y, x = np.ogrid[-1:0:height*1j, -1.5:0:width*1j]\n",
" c = x + y*1j\n",
" return fractal_ufunc(c.astype(np.complex64))"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"id": "MwZFL_wl_c76"
},
"outputs": [
{
"data": {
"image/png": 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/Mnu7yd977uN0ZjPwdcSgiZjUY2xETCDPC7qF49vTp/kH9in+zNTX+VDWZmYy56n8LXLx/Jq8m3ysT88kRGuJXhbT/+pZXAsBJDZibSBzJa8Wh/lQfpGXj73IrM9JxOOw/FDrOU64aT7aeJ35AP/H7Q/xlRv3cGO+SXsuI3ar17n0DVIsuwaloyiEmcmMv//2x3nt1mEmml165Ti2WycvMphtVn1JiNguS0SX8RHb29wEaBVeiqIoirIZjFQBGqkGEyh7Bx2SvDIh2WYP1gr4zBDdxoYer0fYqk4exMFvUf9JAALYqyndWbfgRGEieCF0HTHzWAfdTgqNPp0y4WbZ4po3PJ42+Imxi2SS8m86TU41Z+h5x9t+kpAEQmGq9MC4rPTQRlxekuUFhbf8+u0nePL47/InJ79GEeEe18CK4aks4+HkIpk0+XQn42pvnL639PuO0K8vWimLoisunpcpBHqOK68e5bI5gm0bOj0hm6vLDOOi4BqIwypUY+j6xPUTDFdChZeiKIqibBQtLVT2IDokeRVECOlof5ejgZBtv8QQqITOdnI5PFu/0x+U2fUr1y2W1YFEA7hIdIHYs3jAukC/7xhPu/yxqad5sE51bZpK6L8vvc6jp36DT08+zN+b/zidTookgZgEYhCiF2IQxEZcWtLIC7KkJLMlRiIvlWN8b37nIVoR3izbfCjv8erEq9zotbh2a3yhZ8306xd87eCZwfDjGtMztcha/JkplwouqMoJ7+jr6sU1e9VWQ4WXoiiKoqyHESRNIc+0tFDZU+iQ5NWJbnvztVbC56MTclG255oZDxsI2ltR4EmonJ9INTTYZ3XvVQD6ghSWkAUiliAREcNckfG5+Ue46d/mY/k0Y6ZSS6fcGF/uFXx97h4mG10iVWhHHBIuzgWypCBPSg7lHZwEzo/d4JOT3+DJtMMtH7ngDeds4JBt0osFv9E+xLc7Z3mi8SZ/Yvwl3uof5sUrx6rjLM2C62cKQYpl5zcQY/3FkkLb547hxxIjps/SEsNy42Eay1HhpSiKoihrobO5lL1MluqQ5FUIiR1pmaHPR1diCFvv71rcQCUcNnQ8aywiJRgRQjrUhxXBdA0xjQSxiIGLMxP8Fu+iebLH9zfmKKKnHfuMSUYunnHX5Xhzlk6R4Myiwkmd58mjb/ODU8/xnc4ZfnzyGf6gcz8fzF/jqSyjiCn/cv4or/aOczq9xY+1XicTx4X+EZ65fY6vT58lnPwDPth6hedOnuRr8/cspBPaniwRU7LM/ZIItsuqA52r/q6lj20mTGM5+i6iKIqiKKuhs7mUPUzMEkKut3orMuJQjVGlGA6z5f6uGlk2n2s1orkzPbFaV+r/VCV40VazuIa3J30hWoPvQZE6YhQ+0nyFIsKnOofohoRPNN/ikSTlTx36A14fO8w/ih/lemeMIhgy68ldwYTr8n2Ni3xf4yJHTIMH3esk4nixmOeZ7lk+N/MwM2XGxd4U39N4lRM28EL7JG9MH6LbT/ivb/wR3n3sMhfnJpG2w/TqkIy4eD5SCmYQlc/6oktCrFywIUy5/pDktdDfRkVRFEVZjpYWKnscDdNYm5CO0O2SOlBjxH8rtjsDbMP7WelzpeWmTqxK8Xy+gkjrC9EIRd9xrDHHxXKSX5m5j8u9STJTkJuCP9Sc5ok04Zy9zqtHXuKZmXvo+oQQhZP5LGeyW3Rj5B43BkBTUq77eX559gm+dOs+pvuNBafsX+Tv5RNjz3KxM8F8J6PoOUJh+eL1B5COxc2bhdLCBcG1zLlaT3QBS4TbAFts3e0CFV6KoiiKshQtLVT2OBqmsQ7GEEYU9w6jGZS8nMqF2r6Qkw1kQKx27HesG5b2ey0s54UYwfcsz147yf/Y/QQ973AmcChr82p2nHbjGpPSYMLkfKDxKtNlk4Dw3a2XeSS5wZQxTJiqdyuThOnQIRdLLiWz/ZzbnQalN/go/NKFJ7l6YpwQDf12SuwZ8ILpG2x3sZ/LDHq4Vmh0M721RZfEO/u4JMQVt7UZ9F1FURRFUQY4h7QaWlqo7Fk0TGN9Rul2hWT0JYYwgv4uWAiXYC1RKGs4ayusKyUYKwS3VHwRBTzMzDboFY48rdRPu0j4itzLx1ovcNrOMWUcH85Sxs0zFNHwYOKZNJXL9c1+l1eLo3wkv8LvdU7zRv8oTdNnupcz300pC0uMQns+55euP0XsWqRnMPVMMNuvRNdwUuFKqtP2WZjVtRqmvLO3y2xTdIEKL0VRFEXR0kJl/6BhGmsjMjq3S+pAjR34m7Hd/q6NEs3mZ32ZAsJKCiJCKAyFqX6YJSWdfsLF+Un+6c0PcTKb5sn8TT6Wz/N4kmLF0IsFl8o5rgXH78w/yovtk3wtvZdX5o/x1twUt9oNOp0U7w2xNNXg5VKQvsGUizO6loiunqyaOjiY0bUeK7lh4rdXZggqvBRFUZSDjpYWKvuEmKcaprEOo0wyLBt25HH0wNou1IiJW3m5hLq80K0gREJ1QYp+teE8Leh5y0tzx5kpG/RCQm6e56NZYDp0+N3OMV7onuLVzlEudSbplAnP9M7SLy2dXkq/5wg9W203VtuXnll0oyKYcqi8sL+66II7Z3SthIS4oruljpeiKIqibAdNLVT2CTFxhCx5pw9jdyNCyEajaEI62uj4YUbV34Ws42bJ1p0148Fb7hSeQQhBMCZS9B3WBqyJ9ErHfJlyq2hia+VTxMDlYpIL3cO83Z6i5x23Ow18ELr9pBJdHbdYLhhZKrqoHaw6edCUa4uujbpdK5UoStjawOQ7tr39TSiKoijKHsMIkmdIU/u5lL1PtIbYSPWubh1C5ohm+4ImOsHno+/rGhBGGXO/xqai2bqztmrIRIQYFndaFNUOAkJAMBK537WxYmhKQjtk3C4aFN7SKRJ8EPqlo+jXTteQ2JFiqeii7uWq5pWtLJjuOOYNRMGPwtlaDXW8FEVRlIOFlhYq+4hohNjMNExjPUaVZFhHx+8kK/ZP7QBbKjNcWLlOPVzpZTckvOLQAqkpOZPdWvj+eujTDilGAiKRvrf4YCqnK8iS7VDHwg8jfrHEUIKsmzi4VorhwjJhe3O61kM/G1EURVEODmmCjLVUdCn7gmiEmGdEp7dz6zGqJMNBdPxOuV2j3HYUVu9Bk20KvLrfanF7i1ZT9HfuNLMlH596kQ83XqFpKhesiHAquc1U0gGg9IZevxrCHEuz1L3ysvT7yJKywvVElQwSHtfBeFZ0zUYlxvQ3VVEURdn/aGmhsh/JUuKIepb2NSNyu6Lbmej4YXwywm3L6iIu2s2nGa61nyUCb+j/xkRSV3Isn+Oh7DIfzi2TpgHAedfkJ8Zf42eOfJ7clvhgCL46qLi8x8ovdb9MKQtiS+IapY/D29iAeFp1OyN6WvTdR1EURdnfGKlKCxu5RsUr+4aYJYRUnduN4LMRuF0CZWNnouMHbKfnaiXWCs4IG8lh2eCpRrNUJUn9vUgkTUqONeb5E0e/zGPJ/JLlqjj5wGfmH2W2yAhRFkoTl1zmuEx4cWdIhqwXfBFYNxxD4uoDktfqldsM+hurKIqi7F+cQ5o5WHUFlP1DdJaQa5jGRoiJJSbbv1A7Fh0/RHCjddNWE3HRbkzgreuIDQTX8LYExFU9W2lWkiUlh7I2hoBF8DFgZemGrxQT+LD0MbGBOPwCHw7ZqAcmL3wfZAOiap1zoXLENrLcdtBfWUVRFGX/YQTJUmSsqaJL2VdEZ4nNTO/gNkgYgdu1k9HxC8gGXahNbG81cRWS9R2caFhbhZjFbUQ7tJyJWBvIG32ypKCV9pkvUz49+zi/0znJjdBZWPS1Yo6v96a4XTSwJmAkIvU+xbAodMPyMsO1j30lNlxmuNopa6mhoiiKoqzAoLSw2dDSQmVfEY0QG6kmGG6QkDqC3d6t7k5Hxw/wyWj3EVYL6TAbSzOMZm1xtiDqhEWBZiK2UVaiy3nGsz6p8TgJ9ILDIyS1gunFgheKI3xx/iFu9ZsYiWRJiUuqWj+RCO5OtbTRfq6tsJY4iyIj6YlT4aUoiqLsH6ypUgtTHSSr7C8WYuM1wXBjGEPIt+l2131dO86o3S5W355PN9avtKY4EwguVq5a/S8CJvecO3aLj515jXMTtxhLe0xmHVquz/Fklg9kb3PINgHIJOGh5Aa94EiNx0ogdyV5WpBmBSIR40K17eVlhstcqTXTGzfIWv1dC/sZwUtBe7wURVGU/UGaVKmF6nIp+5EsJSZaNrtRRhGo4XOzZjLgqBi127VqSMca5Yd3rr96mWF0iyJkILxMXtJs9fjkqW/zJya+wU2f8Dvz7+Jm2aJp+nyk9RL3uOaS7RigaftkpuRw1saZQIiCSMTZQLeX0O9bZND/tZrbJZEosu3+rPXWj1ag3N5OVHgpiqIoexsjSJpWqYWKsg+JjYyQ6y3bRhlFoEZIDWHEgmhFdsLtSlcWiz7bmGuzZg+YgZDUbpeNYCMmL7GJJ3UlX7p1H39i4hs8lWWMm2/y+c55clMwbrpYSe/Y3PFkhnaW0g4pp/Jpjhye59uzp+kHy+nGNL/2/LuJnUW1uFI5YJTqvLYza0s2kHoY7NIcka2gv8WKoijK3sWaqp9LByIr+5SYOI2N3wzG4HO3LcEUDXelrwvAj3guWDSrDEbeTG+XW0WBGPB5XAzVSGvR5QJ5XpDYKiDjmd5JTthbnHdNkubrzAbLCRuApcLLCpx0t0kbJT4ajrkZfqBxk4uTz9CNlk/NPYYxkdJGpFj7GkUHbCF0Y8BGRFs0QjRxWwJPf5MVRVGUvYlzSEsHIiv7l5g4giYYbgqfWaLZhpAR8I27U9IZ7egHJq/qdm2kt0sgZCsvF5PK6Rr0U8UkQuZpjvUYy3tk1nOyNcPJfIbbvkk7XOWQTbjHja26uxM246HkOiG5wX3OkokDUu5zkX82d5wvT59fz4RaPD4biUZWFUXBrvNrtEExFZxg+1svN1ThpSiKouwtjCBJogORlX1NtIbY0Fldm2EUJYY+N9Wcq7tQYlhmo91HcCsLuWg34HZJVYoYlvd2mar0cBCmUW0vEtNAa7LLj933Ld7bfIMpO885N8NNn3PWdWiabN3jzSThXWmyMNvLx8DX+yVf7Z7nX19+ijduHqpU4EbCQOqSTdtbf9mV2Gh/WHBg+1vbB6jwUhRFUfYSg6h4TS1U9jHRGmIr19j4zTCCEsO71tdFJbq25cwtI5rK1bqDWlCt6XbJkLgaUJcsRheXpAZGU5UY4iKPHrvCB1uv8FBynYeTHCstSABWd7lWYiC6ni36/MbsU3x79jTX5sfw3hAD1aDmOt0w2tXLAqOLxGIV12twDqsIrI2WD0YjRLt+AuJq6OcoiqIoyt5Ao+KVA8BCbLyKrk3hc7ctIROd4LO719cV3GhLDH3Oiucf3DpJhvW6Pq0USbRVuWHZiFVp4dAg42ggZgFMxCSeF28c43964xP8o1sf4VbocN3Pc8u38THQDn2KuHF1YsUwZUqOJzMYIs56jInEWjEO0hPDGucS61LL1c5zVEOQfbr1DanjpSiKoux+0gRp5NrPpexrdFbX1giZI2y3xDAzI3WgViPaEacYSuV0hZWEuqlE1FrHUiUdRqIbiLS4sN0ly7qqvBABTERspCgct9oNnpFz/GrjPvrREaJwLr3BuOkyIT0eTjxNs5oaWso9bow/Pf46RbR0/aPMdTMIi8JLisptilZWdZyCi4gTzLKgjSgbrlpcl2C37nqp8FIURVF2L9rPpRwQFkSXzuraFNEaQra9azbo69ppooVylGmJteha0YFZq8SwXi+6uCAEF8oMlwsuQyW4hnq/xEUE8F6IUZjtZfzrK+/lRGOGCdflZjnG2fQGJ900k+YW960hvK76eWZDpClw2GY0Tcq/O/4Cj2YX+S/nfpy5UM/+MpX7Jh5CGrHdOwcpDwhZRMKdJYeD9UeBTwXX2XzIhgovRVEUZXdiDZLnWlqoHAzSREXXZjEG30y219eVCGHEke4rUodpjGo/0VRldaulIlZiaoXHXZ18aCIxgbIZqqh5E5FSkCCVWLOxLu+LS8WYiZikVjRRCPVXp0yYLXL69U4nXZup2Gatitnrfp7nixYXi0N0Y0IuBfenV/l690G+PX+mcryGzzkLSMdU/WxZHaSxgvaJdTqj7S79ebRAsfrxbIZghZCAKTYnvlR4KYqiKLsP55BmDlZvRJX9T8xTQkM/YNgUItuOjq/mdZm7IrqKxujCNAYlgiuWF1IlGC7vdRoItWjjYi/UuQ6NrCBPC544donPvvQgoetWHyQsIGlAlkUAmvr7rndktmTeZxTR0jI9jq7hdnVjpB0ybvsmV4pJbpVNfqX7FLf7Da63W4QgddxgfZ6mEoNSVqV+PpMqYXCFYIxgI2SyRJwt9KttPQ1+CT6tHLTNzPVS4aUoiqLsLtIEaTa0tFA5EKjo2hohc4R0Gx/MCPjcjixwYTVGWl4odWR8tkbcvVlWYjhcVlg/FhIoxz2Pn77Cf3buN/EI3+jcy1fHz9KxGWXXQbls+yYiacC6IZUhESMRZ6rHyrpe00chEc9pO0vTNFc9ncMmpWl63CzHuFG0uNob51a3SadMKL0hRkFsJA65VDENECwSKhFZNsAUdU/XMgEUXES8YAbrj1h4RRF8Cq678Q1q96aiKIqyOzCC5BnSaqroUg4EMXGETEXXZgmpI6QjCNNwOzuva5Siq9rWOtsz1TLRDK3TGBp8TF2CmEUw8PzFE/zdiz/ASTvHvel17pm6zf0nrtOY6GIaJSQBkoBkHtssl4ouIEk8xgQyVyVZpHWixYTrctJNc26dkJhMHJbAtG8wW+Z0y+p3oQjVeiEIxlUpigtIVXK44F5JdX5lI+IbsXL1HAsKJ6RxoX8vrpGKuFZa4loEJ5tKOVTHS1EURXnn0flcygEjJo7QzPQj8E0SrSHkdtf3dfl0czfkqzEoEQzriUSpRZdlcS7XkOCC+rF0EKIRCYXhVq/JbEj5RPMKsye/ynuyt/h/vPVJXrxxjKJw+NIsRLov7EoiLvFkSUkjKXESSKxnMukylbQ5msxx0t0mk7X/ns/FHheK0/TqvjBnPJAs2Z8AJvNLSyBNrGLt+4L4xajCaOtUxsEpBjBlFcLhOizMAVuxz2sbT5VPBYkb6/fSX3dFURTlncUaZHxMRZdyYFDRtUVGEKax431dUrlS2xJdg5LCHMpmFaCxnujyWS086lJDn8Yl5YYhrUWX1OJEQEzkPYcu8t4sMGka/Mnxt3kitfz507/DsbF5GlmfVrNH3uiTpCVJWpJmBXmjT54WNNOCsbTHeNrlwfFrnMqnOZ7OctTNUkTHrdBd8zTbwdONCU3TByC3JdaEhdLFAcZGTF4uSVbERGIeCFm4UzRJVVrpW4H80dv0j/qFCP+BMF3Oao9vFJ+uMy+tRh0vRVEU5Z1D+7mUA4aKri0igm9ub0gy7GxfV7R1cuFWjrGeMxVc5UxteBu16KrWqdL8wtAsriouPi4pzYtpBBtJspJDrs3vdsZ4X3aT47bFdOjwbO88k2mHbunoFo5EIomtcthFItZExrMeh7I2k0mXp8Yv8OPjz/Jc/xDX/AQt0yORkmSNC11EzxWfkIjnaDJHES0zZb6QkAgJxkRCHf9ubEQaJaE0xNJU/VxRIIkE5xfmfVUHGcFFGpNd/vj9X+P/2/sg5UyLpO5bixZk+ZwvU8/52mL/VxShzNfv91LhpSiKotx9jCxGxavoUg4I0VkVXVtBBN9KCHabfV35DvV1SV1auEq0+1rrRTMYXDy4+d/ENsyy8sK0CpSIrna87FIhEU2sRFfmsZknSTyfu/4AM2XOY8c+C4BFOJ9eYyy5j/kkI3clhbeEKJhagJ1qzvCxqZdohwyP8FB2mVO2yYlGlzfLW3SjZdJ4JtYI1hhwxM4BkIinmzqOuVk+7x7iG/3TJEm5pNRRoOozc6GqJqyVUpJ4ysIuPCYSaTR7/GeP/jYTtkvR+Si2nldme/W/dwxYlipSfxMJhcsZiK+1hL0KL0VRFOXuYgRpNiHRtyDl4BCtITZSFV1bwOdu26Jrp/q6qpTBDW53yNVaEFpbdPAGkfKD8jafQdmIhCwSj/T5+MMv8dmXHyT07MK+xQasixgTcIknsX5BUB021d/jMZPz8fw2X2le53a/CaXD1aEa1gQm0i6Pjl3mJ8ZfZNykTIc+CYKVJhZ4IBnDx4CVtZ+vRCynXZc+c0yZNt/TeINxMSRiuFaO8/rcYXxoEPOCXje5o8/MSMSlJY2sz793/5d5u3eIm/0Wr88dZr6fcrw1xwPpVT4z9y5s6qsYfQf0pbpmhjtSEKMDlgmyzRJFVh5aXaPveoqiKMrdQ+dzKQeQaA2xmRHXSXlT7iTkyfZi41ns6xol0VYu12qztIAFoVWFPtTJebJ9x61KJlyMjA8OymakPFxi8pKjh+f4D45/hovzk1y4NUWeFvyRe7/Na+0jtMuUN6YPA9BICibTDpkpea6wfLCeV+yJTLo2Z5u3udlvUgaDM4HUlCQSKKLlZoCjNuG4vbM3dz3RNeC4bTEmfQr6jEkTK4arfp45nzOZdii8ZRaQRqQsLd5X27U24JzHmUArLcil4K8e+xxFjPz89HsZs10+2foOAXis8TY/9NDz/OblpxZSDU2srqHpLbuuDozZ3FyuFVHhpSiKorzjpAnSyKt3NkU5IKjo2johT/DZ9j+kGfR1jSTW3VTu2aplhfXNfTT1IOO1hNlmGernGj4en0fsfXP8pXf/HmeSW5y009yfdPmeYy/zfOMk/WD5/rHv8J8fafMv5u7h95OHGU+6lMFiJDDp2hRDyRDt4GmaPoeTeQA6fnGHU0mbpulz0+f0XLFucuF6NJcNWL7sLU3T51DaYa7IEIl0ioTC+jtcrywpOdqY41IxRTdGTtkmf2rya7TEYMTyN699iF9943FmbzVxRd3fVbtawYHps2SmVxQhJLEaurxDqPBSFEVRdhYjSJJAI9d+LuVAoaJr64xOdI2or0uqdMGQrLytgaO1qWCMTew7uKqHKy57KQ3mVvnS8s/fej9/7MzX+EpxH//25DP8pcNfp3vI87nuCU67WcZMi080X+X+9CrvS7tc8yVvlBOMmy6nbR8YA8CKMGE6nEpvk5uCWZ/TC64SRMk8h+08MyHnYnmL+5LRptE+6Aw/Ov4tXsqO80+LDzDda+CyQIhCr3QLOim1nhPNWR4Zu8Ljjbc4ZjOsGE7ZJiWebqxqBudnc2TOIXVIxyBkpBLQtfgavp4JmGIErtcqqPBSFEVRdg6dz6UcUFR0bZ1Ria6R9HWtJbhkUWwFtzMfKkW7OMdrOcFVYRoA4VrOG3PH+F9ufB+tZo+5sxl/4ejv8UAyxr/TmgNaAJx1Y5x1ADljBu5LApDWXxVjknB/epUp36aZ97AELhRH6Mbq7/i46ZIOlMyIaZqUJ1KwXOFc4xZ97+iUSdXTlfQRiaTW866Jy/yxqad5yBUYETJp0IsFn+qM83r/GOfTa3zx+n2E+aSa5bUQrR+JUs3dCgmYkiW9XlGEkNau1xYTDtdChZeiKIqyM1iDtJraz6UcOFR0bZ1Ria5RzOvy6TqCKx1xKeEQA8EVLSuHNdQphgvfBqBrKCRlLgrfunWay4eaPJBAO/TpxZJEDGMmX3ffTZPyWNKl7W4yJgmZON6dXmQ6eC77jCJaxk2fY3ZnZMR1P8+z/dM0bMGxfI75MqUfLEYiqfE0bMGJZIZztschO7awnsFwuZjiN689ztX5Ma7dHEeKaoByrLVXrCP1oX6NpGCXjRvziSA+YlYatLxNVHgpiqIoo8c5ZKyppYXKgUNF19YZlehCtjevK7hKdK1UMhhNJXh8Iku3Pwp3ZJB46NYQXINjTKp4eKhFVwTxAj2DTyzd0jEbGlz3N/nluQeY9k0+1nqBD2bgY+Cqb9M0lqaktGOfBLuk32rM5IwN7W9SGkwaOGr6FPTIxW27v2sl2qHPG2VCNyRMuja94AhRyOr8d0NkKmmTmYLhkVlX/TyvFjm/e+tRLs1OMDOfV/O+YGGeGbWQipbF0sP6ei+f6+UzINaO2AhR4aUoiqKMFMkzyDMVXcqBQ0XX1hmZ6AJ8trW+rrUE10AUVeEWsjCweEF8hUoAiQfjqYTYemJsMNB42Syv9aj6k4ZTIYY2WQihZ7g+PcYz7fMcs7N8de48HZ8w63OK8W/zWNLl97tnmPUNpmyblukxZdq8K+0waRpr7nt5GMaoCQQ8lgnbJWCwRDJTMlPmGImM2R6Trs1T+Rvc46o5YT4Gnu4d4ben3831bgtfD1OOQcBGpBSijWAEwlJBG+vAEjd4zhYeF3weoTta8aXCS1EURRkNg6HI2c6+MSvKbkRF19YZpejaSl/XutHwUpWk+VQom1A2q8HE4uv0QgtlK+KzSH7dVOEMvhZigUqULRlkvPiFWdvZWulYhqPkqw1W+xkEE0pp6LcTvnL7Hp6ZPsf1TuVdXemM81b3EE+MvcVb/UNYAonxHHLznHTTHLMXmHyHX74NSZkyHQo7w2E7xwfyN7gdMl7pH6cbq/eW426G07aNleq8boUOF/rn6pTGiDUR5zyFC0RbiS7xUkXJB+6YpRdNJb6WlxzuhPhS4aUoiqJsH2uqEA0diqwcQFR0bRERfCMhJKO5bpvt66p6fGTNYIzBTXlwQjEOnXd3OHfiFm9dO0S8mmF6Qkwi4w/e5qOnX+PXv/wU6XWL6Y++TA3qIA+7jpXmgdLwzQtnyRt9EusRicz2Uub6GZc6E0wkXTJbkpqSIlhyKfBbrc0cIVYM97mcE3Wm+5hUw8UeS97kgjfc9E2apsfhod5hi3A+vU43JnR8gg+GVuq4VFr6fUPMAvRMHSUvi31eQ5cxJJV4XZ5yOBBfsQ+2YH0Xcx30HVJRFEXZHs4hrYbO51IOJCq6togIvpUQ7Iiu2yb7ulYNzhgiWijzKh4+2kqAiYFPnHyey4cmCQ8L37hxmmu3xvkPH/p9vjRzP9FGootU1W4yUvEV3LISw7WI4PuGniQU1pJlBc4E5vsJ1lTx7FNpBx+Fa3GcMdtjNuyO9NlELJOytOTxkG0yYQI91yURSzL080O2yfc35viu7FlebrzCb8w+wQdbr/D/ufQxvvnWGYquI9qIdwZTWCQsJhsOE9LaqVwW2BhF8BlEW6UdbidqXoWXoiiKsnXSBGk2tJ9LOZCo6NoixuCbbnSii433dUULZbZKH9fy5fLFmVwhrRws82bOp48/wvcdf4mPjb3AnzpS8KnZd/OR5itcKqaqY6mT8kIWGZX4GoR6bKgscbCMFyIQvKHbSckbfZwJdIqE1Hhu9xscztqUMTLtGxTR4mPAyu58PVsxNGXlUvZMEjKbMGk897ovcdQ2KE7+AX+7/UN0S8fhRpum6/PNLz+ADMfLDxEFfF49dyul5QdXlS2aYuuzvlR4KYqiKJvHCJKmGqKhHFhUdG2NaA2+mYx0yPBG+7p8Kvh0/f0uF13UfVzE6ob7jedP8vNXDvPpY4/wF+/7NP/J4a/wpd4hPnPloWpOlI2EVDBFLb6M3FHCtqnzc9V2VhVdQxHp1fHXVk4QohfERmIUut2EVqNP4Q1lNBCg6x2J8YQoPN8/xbh5g3udbCh2fjcwF7oUMTBmstoJs5xyVe/X/cl1/vQ9XyJE4cONV/krr/xkNaOrI0SzsriqylVXF19RBJ9WzqMpqzREsyyYYy22/NdCRM6JyO+KyHdE5FkR+Yv14/9XEXlbRL5ef31yaJ3/QkReFpEXROSHt7pvRVEU5R1kMBS5kavoUg4kKrq2RkgdvjVa0TXo61pvmaK5RdFFNbMryiC2XTB9IcxXMeePpZf5Qu8w//OFH+TqzBi4utQwjVVvkAWfRny+scTCJdSJe2uKrvr8lvx8aD9x6AcxGPqlJUYh1I/368nMiXi6IeHtcoIL5TZq6e4ib5VzfKnX4rc7p/itTotL5RwwEGOeJ9KcPzfxFj8x/iJv+0neujFVXaiBkF6FgfhacxkRfCKUDaFoQtmoI/7XyYjZjuNVAn8lxviMiIwDXxWR365/9ndijP/98MIi8hjwU8DjwGngUyLycIxxZ0ZfK4qiKKNHQzSUA050thJdOzQ4d18iQsgcId3eQOOVGPR1rbbdKgJ+YymHK4kuqOY8DZAhdyNzJQWGcdPFSJWkh4nELBCD1DHmYLtCIBKNLEk8XPU4amEwPKtrveNeGApsIwytE70sudsvS0uWlBTekprqFrxl+zRtn2TI4tnNJYcDpoPlQnGEK8Uk3ZDwev8YD6WXuekPcS65wYezwK+1x/ilGx/ncDJPknjKOLi+1fOx2vMQDfgGmB7rDlKORhZGAgzWXY0tv3PGGC8Bl+r/z4rId4Aza6zyY8Avxhh7wGsi8jLwQeCLWz0GRVEU5S6iIRrKAScmjtDMtlEvdAARweeOkI4mLn4Yn6/d17XR0kJYXXQN5mwt//7QqRlONWcIUThj5/jxE1/j+YlT/HL3PRQhhRiJeWTy8DzT003M1RTTr9aVCBJkQcRJWJwJtiAKNqpPDUQ3JLTSpUJtPb3ZdH3O5Tc5m97kiJ3jpJvlpGXXi65eLLgdMl7rHeNW0aTjU56dPcXvxkfIbcn7Jt5kNrzNV9v38ZVL52jPZ4SZBBMr0yvWQ5XXFMB1dD+mTjscwZDskXxkKSLngfcCXwI+Cvx5Eflp4CtUrtgtKlH2B0OrvcUqQk1Efhb4WYDcjK20iKIoinIXkSzV0kLlQKOiawvsQIjGgJCaNfu6ynztmPhhVhVd1IONB4cvlSgKeeAjp17nvzzxaSZNSiZNfnribf5BtBybmuN20iAEQzPv8Zcf/jS/efNxfr/zCLFtMf3K9YoSYQRaNLjFMsPolrpdwJ3fDx6WiDWBe5s3+enJr3HYZvVPLJns3v4uHwO9WPLlXs4X5h/iYneKXrDc7LUovKWMhl7peG3mML/o38/MfE6/nRL7BtOvn8j6eoWkjvxfQ1DFeoZbrMXXSn1fm2HbvwkiMgb8S+AvxRhngP8VeAB4isoR+x8Gi66w+oqnGmP8uRjjd8UYvyvdxU++oijKvsdIlVqooks5wKjo2jwhdZRjI4yLHyI6WbN8cFSiC6luzheWrR2p1sl5PjH1LP9q7l380vwpvtr3GIRPjr3AT557hmPj8xwZn+eBQzf4QP4mDzSvY8dKQiNUvV+NSEjZ9usp1CEPC05Zusy+ETDLZn5ZWy2TWM9Y0iMRz7XgqlTA+ms3c8m3+WKvwfO9U1zuT1BGQ7tMF0TXTDen3U+Y6eTcmm7Rm82IfQNeFlTHIHwkmrhQHrgewVWlhyFlwyMLVmJbjpeIJFSi65/EGP8VQIzxytDP/z7wq/W3bwHnhlY/C1zczv4VRVGUHWQQopHu7jdiRdlJYpYQ8lRF10bZwX6uavt1dPwqAR2bEV0hGbgZKy8f7VBYQl12Fi10Oyn/3Us/AsBU3uHfP/MFPpjd4h43xvsar/Pq4WMcSto8nF/msIEH8yt88PzrfOvqKebfnKi2nUSiAynruPnN5FnUgnAguoBqSPDy03ABGRpWJSaQOI81kYYrGHc9mqZPd71EiF1CET1XfMpt36IbE0I0+Cj0gyMgzPdTfBAKb+l1E8qerQQXVWnnSoQ0In71Xq9h4iDsxFV9X+u5ZSuxZeElIgL8A+A7Mca/PfT4qbr/C+DHgW/X//8V4BdE5G9ThWs8BHx5q/tXFEVRdhBrkFYT7N54Q1aUnSDmKaGhHzxsmB0sLRzgM7NqctyGRZeATwZzsVZZvk62W9hvCsHGKkThVsqV7hS2UdIfs3yne5rX8gvcl4zxWDLPJ6e+ybvTG5x1YxQx58dab/Noeon/qv/v8J2rLaQ9CASpBFhIQHwlwGStaHIZhG7EhZ4wgJCHO0sKbcQOOWBiAnleYE2gkRScaszwgYnX+HDjVR7cQ+mclkjL9MiloOV6zPuUEIWyTmz0wdDrVYmTA9F1B4P4/bjYx2U2MRg5WvAWgq9nu21COG/H8foo8O8B3xKRr9eP/XXgT4rIU1Qvm9eB/xAgxvisiPwz4DmqRMT/WBMNFUVRdiEaoqEoKro2SUgdIbc743It7GP1vi6fbkB01SV5PoOwViqlqcsPZXFwcXB1SZ+L1U22F3zH0U0Tvnb7HN879jz3JZ6jtsUPNTpYGaMd+nyqM8Ub/WN85uZDvH7jMKSBWBqkLwvHBNV2fS0oJdQOTaT6qv8UL4RuDNYxtdO1XHS5iM08IhGRiHWBNCmxJpA6z+G8zU8e+TLf3+iS7KGWnkQsZ12XTG5x2M7RjdXv561ek3598fqFI4bBBVvFyRwSXlAJajLZlPiCIQGW1kmVZb3+Gi+t7aQafm6VTf/6Guv8DeBvbHWfiqIoys6iIRrKQScagSwl5DoyYUPUqYUx2aHSwproBJ+vLLqCY+30woHgSllXnEVXCbNBpHv1/7iwn2qelxBrUeS94Z7mLZ5MZ7jq4YhpLCQC9mLJheIIn7n5EG/OHCIEQQRiEoAh8TV0nDAocVy7hi26WPV0DTYhgIlIEnCJx9iAtQFnA9ZUasLZQCvt03R9LpeTvFXe4r5kb4XYHbUtDpkq6v6c/TYXfcrf7f0gF+cm8MHgy5U/MIw2IkOyJZqlIivYSGxQhZ9ssoQwSj1yYCfj5BVFUZR9hBEkrUWXohxQopFqRleiJbYbIVpDaOxsaSGw2Ne1guiqHKzVS8qCq/uh1nK4BiV8bjA7qy5DHIp1j0nVDzRINqyETvWzi50J/pebH+Som+MjzZd4KnVYMUyYnJbp0S5TjMTq86y65yomoZrr1TObu8l3kZhEGMzrMhGxEeMCSeIXnK0lpyeR1HnG0j5WAs54nu2cpRtT/kjrRRIRmpLQNOnGD+QdZCBsj9smF31JxycLQ6EHA6MFquszKDeUuMTliuZO96jq4YqEZGPz1raCCi9FUZSDjoZoKArRGmIjVdG1EXY6QGMZPl+9r2uldMPF8kCIVgjDIRnLiIZqFtagrDCpxc1gk2YgyIaCLJJK8NjMY0zk0vwE/eB4cPwaD2WXgc7C9hPxHM3nCFFo9xP61lXbjoCNhIaHWA1bxkulywZCbGgocrS12HIRcaESW7UTZ52nmff5o+e/wSE3z6udYzxz8xw+mIXYeFcriKbrA9ALjqvFBF/onuaMu8Vh2+VekV2fajigFwu+0rP8yvQHF8oMlyNJIAZbXc9aMEspi+J5lZrAaCI+W5y3RlgaIz8QY3c4W4N0yZ0oNVQURVH2ARqioSiV6GrlxLVcEQW4iy5Xjc8MIVmjr2voORsWXMEJ/YmqBEz82gl00VQBC2UeK9HlqsAK6ZklQmghsj0NtegKJElJjFWS3mxxZ8XAueQGH5t6mXuO3eAXrn2IP+jcR1jixAASFwYfVyWMy1waABMxuSfLCxLn6RcOkYhzHmcCk40uY7bLfzD5Kr+R3OJm0eJSe2LBAQLIXMlY0sPWrpshMhtyZkKOR5gyHY7bvSG8iuh5qX+Gjk/oB4ezHlNaROLCOVsXKL1AUb1WY1ILL+rn0lV9WasRBwLNAkOXZRAUuVxghQR8M1Rlh6ugwktRFOWgkiZII9cQDeVAE52tygtVdK3NXXa5AEIihFXmdVU9W4viZTilMCRQNsG8f5ozk9Ncnh2n++wUtitLxddQSmB5T5f33/cmz145iQj82Ye/yP/27Mfoz6aLIikNmCRgTERMIMtKnAmk1mNNoOV6PJbewErVN2XF8NEs8F3p69wMfdplSpKW+NIQum5lIThUjjj4XpJA2uzzEw9/ncNungezy/zi1Q9xcX6SMhgyV3KiMcv3NF8kk5SP51c5fPz3+SfXv5sbvRYhCs4EclssbDYRT24KfG3beAz9uMls9HeQMZPzvvxNvtM5TYhCZj09EyqxVSx+kGgzj4dKfJnKORQvdSR/xJabfy3f4WjV/YOc6fAfvPuL/C//r/lV11XhpSiKctAwUiUXNhsaoqEcaHQw8sa42y4X1MIqX13kLfR11bOVfFJ9H5LKvQop9GYz/szjn+d/evUHmJ2oAi3uiP02UDYqwfFHjz3DXz1zhWt+nIeSG/zWsXfxajwCUTh+aJYPHXudTkh5fe4w19stYhRSVzKRdZlKOzRswXP9Ixw204yZyv2yYmhKSjsWHMnmSZ2nSDwxCrFn1+7vMhGTeYyNZGnJzaLFnzn0Rc66jO6xZ2id6PFS7yQvt09wLJ2lKSWQcsg2eZ90eaZ1iQv2MDNlg3KoLq5l+0y6DmO2i63r5nIpyPfY+8E5G0jEE6KQWI+zVXpjjODLSnwJ4DKPN5HYt8Q0IrUAH5SWmmLt/axFdFXvX3AQu47P3XiAo+63Vl1ehZeiKMpBwgiS55DtjSZqRdkpdDDyBrhLiYV37hd8w64ayx1tHZaxTHRFW4suW90MN8d7GAk8MHkD81Dk4htHSG65qrxMquWqfi0IheXvvvb9fPL0s/ylw9/im/0GE2mXqfEOPginx6b5s0c+z1kH/+9bT/D8/EnO5Lfp+IROSGmYPofdPDMhp4i3Fo61Fwu+0YfXi9PMl1kVdJF6YjAEEwn9esjvcF9XnU5oXKgMMFMlE746e4TPj5/npyeu88da1T4+kj3HC41XmAk5J4cqxrvRM2XbzCU5DVvQC44iWjJTMm67HE9myKXPcTfLETvPYdNn0jRG/lSOmunQ4ab3XPENnu3dz+2iiZFIjJFW2idGwUikTDxlaRmYeMYGvIv4jq3mdnWrdI2QRiTKmiWHKzIIbknjwnNGhE6ZYNdQ0yq8FEVRDgoaoqEoAMRGpnHx6xBSR8hsFa9/lxkMSV7V7apLDH2ygtNlwTciZTPSn875+Ysf4f927y9TnLT8n+UnuBCOVTfdQ0InJhGTeOZ7KUeTWRKx3Agt7m3e5Gg2z1yZ8p7xtxk3nqY0+HjreR7JL/H9jWu0g+cznXPc9k2mbJvzyXUmzGKv18Wyx9Odd/Hs/BmudaoSxMR6SmegtJi8rMZ1hTqNT6oUwmGcq1wpHw33JDeBxWS/Q7bJhy30YptMmgvrNCVhyrbpJ452SCmixRI57OaYsm2mTJt73QzjRrAIY6ZBIru717cXCy6WkTfKI7xdHOJSMQVUgSGz/ZzUeMayHvP9FPGRxC4mYmRJyQeOvcmn33iY9u0G0QtSDMR7xMjGY+RjLeyHh1jHes5bwxW8EbJV19W/OoqiKAcBayrRleiffeXgonHxG8AYfO4IyTtjBa41JBkW3a5BkEZVKlj12EQH/UOB/NwsZS/h3JFpUlPyenEUgNluBlkgCEMhCxHyQN4oOD42x62yRRE9H8lucmTqKzyS9LgWIve5HEMTK4YP5+DjDFYaTBr4Y2PXacc+173nqLXYoWTAEzblTHKLz/cfJCBYE/EBsrSkE4QYTO1qrXzHLxJJXDUM2RC54cf4cu8G707ikvj35WmEBZ6TdhofDS2TkEvB+eQ670qqn1Via2/N8JoOfW6GxsLg5EF/WtP16QdHr3SkxuPyLoW39LzFSKSZFDwycZW/eOx3udiZ5Jv9MxQREFvNUqudr+jAlLX7tfzpkMF8tXqYdv3Ywr+mEu8Xbk9xs2iteg76DqwoirLfcQ5pNTREQznQRGsq0eX092BFRAiprVyud6jXZ60hyQMGbldIFpML5X3TdK60MH1Dcnqev/Xkv+RC/wg/3HqBAqEpkelgaWV95vISbw3RV68Dk3iyRsGHzr7BXzzxKaBykw6ZykmCJodW0OkDxwkgEctkLcKWk4hlPmT0g8UQaSQFc70UawJ5XtDtJsSw+msySau5XIkNiER+6/bjnMtvca35Oh/JbtI0yYoR8E1JOWY79LGEaMil4JwraJrVRcFewFOdi5Wqv8sZj5XIVNqm7xx9bymjZTLtcDyf43R2G0Pk3Y0LnLIpP378a7xw/Tjem2ru12CWGvXAbBORBBhEyVOLc6lDNVZ4aYasSro09dDrsEaevAovRVGUfYxk9VDkPdY0rSijRJML1+adLCscEA2UjbVFcTSLvV2D5ML+VOT7z75Odk/Jb770Lu49cosjZp5X4wl+ee7d/MzEc3jgH0y/H2cCWV5QOoMxkROTs3zw6Btc6k7woYlXeTCJC6EYPoYl4gqq/qLr3tMUOGobBAIGs2qJ3lzo8lxhebl7AlOXDzZcQREMvcLhTKCRF/T6juDNkuh3MYE09aSuxNlAK+3jTKDjE24VTV7onibBcz65zcPJncIrEcs9rsG4macbI7kIh8ydcfd7iaZYpkwXgGNuhlnfYM5nzEsGGBq2IDUlViIt2+djEy/y42NXAXBYSoRvts9hpJqBFlNPjJbQ8EhhFl3Qoflp6xGyAEk9XsAGnAmrtSbWx6EoiqLsP4wgSaKiSznwaIjG6kRrCJkjurVdph1HwOe2dhVWP46QLN4Yh0Ro3+N5+F1v8YNTz5GbguyRgk9OfYO/f/XjvHD7OCdbM/zY2LfpRkMvOKayDt3SUXhDnpQ8PnWZv37si1zxoS4lTJkOHdrB82rZ5KFkntkQyQRO2Sbf6Dd4vneaIlpOumnOuFscsx0eSO4s2fMx8O1+wtOd++mFqgRuMGNqLO1jJdIpHNYEmnkfHyoHJgTBmFjdwEskS0qaSYGTsCAqeiGhiJbbocnt0F5RJEIlvo7bve1wDTNmcu51HQ6HOVKZ55y7zWd4BI9htswpgsUJtFyPSdep4/IXSzJnfCXanPW4xBMBXxrwQkwDMaEaYl2YhSHJKyL1kG0XK9HVKEnTklbep5X2yd3qMYkqvBRFUfYbmlyoKJV7kyaELFHRtRxj8Jm9+2mFq+AzQ3Rri65BityA4GDszAxjSY//+mt/hI/f9wp/7thn+W8v/CGee/skRiLzvZRfOvQEf27qWX5w4lmear3BZ6cf5WpvDCeB9469QVNSHq57/qZDh9/tHOOF7ilultX8KyORSdvhu5qv8rXOeabLKvlvumzSzRI817jH+SWul4+B18s2rxfn8LX/kRjPWNJjtp9jiLSSPpkr6ZaOfukQqSLmxcVq4of15K6aE2aIiESa9Q29kUDT9LFEpkwfK/tHXK3HpFks6TxkPJezixgJTNsmvXpycSYlp9NbfCy/sqS08ku9Q9zst5jIewC0yYhBCJ16ppoALhKdXxxkvcL4gYXB1i6SjfWYGuvwx+95hjd7h+n4hIu2s+rxq/BSFEXZT2iIhqJUIRp5Rsw0RGMJ78AQ5PVYL0xjYbmhlMNoq9lLva8d4lvJFDGBT7XfxewjGd9+7Qyxa/ESmQ2GSdvmjVJ4Mp3hkCn4vsbv8HzR4tX+cY65GQIBWHyd3PZNLnQPc7PfpOsdXV+V8X351nmark9mSwyRdtKlaXs8kFzFLCsu68WS26H64CsRj5GIk0DT9UmNp12mlNGQ4GnUYipEoQh2QeyZoXQHkchU1sFIJcImXJdJO8+j6RXudQf3A7ZELI+lt7ASuGCO0K+FVy59Hk6vcGgoHr8d+vRjk7P5LUIULrkJ0olpXr11mLnQuHOm2mCQ9Uof2tRDrScPzfNnH/wiiZT84bEXmA2Gl4qjfH6NbHp9Z1YURdkvWIO0mmD1ZlM5uGiIxgqIEBL7jvdxLSck64dpLCzrhvqffPWVzFbbiAaSuZSvXnukyhAyVdR3KAx/76WPM9n4EA9PXuXfPvw1Pp73+d4cPppdphdLMknxsbI1xiQjl4I324eY7Wd0igRfB180koKOS8hcyUTSJRQNbrkWx2wHK3eWGhbR0jQ95kNGbgparkdZNLC2xJnFmPMx1+f7Jr+DJfKF2Qe51h+jDNXfcCOREAVnPIkEnPFMJR3Opjd5Inubx9PdP3drpznrxhg3c9g68dFKYNx0aJqCEoutlVMmjo83bvBUdhU/Bb/fOc9T+Vv8t+6TfL1/hn4QYmHuTDNcTj3U2rrAZKOLkcBPT7xGs06IfDiZ4/++xutZhZeiKMp+wDlkrKn9XMqBJiaO2Eg1RGOIWAuuYHeXEI0GfL5B562O8l7yUIzYniCxCtqIAdLbUs3ycvVXhFsXJ5k/VM1V+nzyMO9Lv4ChT4GnKSnP9js83z/Bo+kVjtnAZ2ceYaaXM9tLl4RdzPVSfBQCQhkMR/M5uiFZKCUcpmlSjtk5+lhS8VgJ+Fj1cM2XGQhVuaHrcSSpnKsn0pxj7hk+O/coRbQ8nF/mpLvNl+YfZNo3sAQS4znk5vmh1gucd8079ntQGZOMB5MZmqZHNyZMSI+T1pPJYpiIFbMkefIed5VbwXN/8zovZMcJQfDWEnoWwgqvycFQ66QKz3CJp10kfPr6o0zZNo+nF3k4EZomRdaI11DhpSiKssfR5EJFgZin2s81REwsIbHvfHDGSgj4hl0xmnslwrJhyhKpnIkIpgeEangyAWwXyAViRKIQ0yqs4o+e/jpPNt5g3Di+3Mt5pnOeH2h9h//+0o9yqT3B/eM3eLB5lbfaU0x3cvyySHArkU4/qUY2JZF2WZX4fat3isPmEkeXhVicd00mzTyBechu8numx8tykrarhhkn4slNwYPZFR6pe8w+mgWOmWe44sd4Mp1jwuRYXuLZ3hmgKls87mYwsGKYxkHFiuGUbTJl+hSxqCP21+97+1LvCM/NnMLUCZK9YJBmSfRSDbSOstDPZdzStELnPD4I7TLlizMPMj+Wca97mSZrl36q8FIURdmrGEHSWnQpygFF+7mWsmuSCtfA56YaRrvB47vDwYxgPNSjuDBF/X3tdpkexFygjEhf+Ng9r/JIdpEPZQUvF5HfmHmCL107z78MTzHbzSgKx4XrU3xWHiB4s5A+OIyxgTQt6RSRzJWEKJxNb3EuucG4ufNm24pZIsaeyi4ulMMV0WIJ5KbgdHILH6ubeyuGh5OcB5OCRCpH693pLLfDLeZDRsv0mDLtTVzpg4MVw5is/1541c9zoUy4UB7m92YepVMmWBNJrMcnhrKwiI2wRpS8dR5nFlM3AkIufZrmzlj/5ajwUhRF2YsYqUI00vX/0CvKfiVaU5UWJiq6dltS4Wr4zFR9WZs4xrDC0yseGP7zV7tdkoJPq//7XLBd+NSz7+K50yf4uUf/Cf/o5kf4zKUHmZ5r4EtLKIVYmsXysjpQQVxY4nIEb+h1E2ImdJOSI3nge5ov8lSWbegc7nUpU+YS3+pPcMNX/UATpksuBQWLPV9WDMOne8g0eCy9wjXfWBgefFj7eLdEO/R5vmjxfO80b/aOcLU7DkDuSkpvSJMS72XNgdbVfLUqPMOaSNP1+eD4q3xP43WyFXr9lqPCS1EUZa+hyYWKov1cA/aI4II6wTDbnOiKhhUDQcRXfV5LthXB9FksPexSOUk3Ei5ymN88+zgfHX+JX3/tMfrtBPrVDCep3a1o6hS7ALG0eGOQNGBd5W7EKPT7lo5L6HvH236Sp+hu6DwySThuE96XznLBzzMbUiyRk7bHmKzer2XFcNYmNKVNACaNZdJoqMZWKPAUsUqO7PgEI1VMf+ZK+t7SL1kYaO3LO8WtmECeFwsz1lppnwfGrvOJ5qucdeuLLlDhpSiKsrdwDmk1qKK7FOVgov1c7CnBBRCd4DcpuqASXishAUwJfrnpH6vSQwRiBrYjRBMJHcu0b/APL36M9q0G9A2mvzTFTpBqXlgWqlKzIMSexUewSS2+gqHwlq53nLHTvFlWcfBnbHNDfVeHbJNEunRjh1wsY2b9G/amSReGACtbZ0wy7nfT3PYtXuLEwmy1uSJjPOvRNgmdfkIjKygTT1laQhBEItYGUlcNwbamEl2tpM/xdIZ2FNqhv6HnSIWXoijKXiFNkGZDQzSUA4v2c7HnBBdU4qlsmC1F2a/laJpiBeE19DOkKjt08wIYfv4r3w2AzDtk+WDchR2C6RpCXouvCLFv8SyKrxCEuX7Gz13/OCfSGR7Mr/DJ5gUO2Y0lDY6ZnI35I8oosWK4LxmjHa/wbXeW20VzYbZa1zsyW5JaT6dIMN6QWL90fRNJXVkNtpbAWNLj7d4hflMeq8tO1z8GFV6Koii7nUGIRp6p6FIOLNHZqrTwoM7n2oOCC9h0guFyVurvWth0AOMjYSVxVpcdDtZ384K8nVShHrYKrIuDmV+D1Yc2Y3q1+DKL4ivYiDGVRdb3ljfnD9HxCVYCt/M3OHSAPw/YSzTFcyKZph1SbhcNSglMpR1OpDMcdvN8/vYD3Oo26XlHWfd7JbYK1BgMts5cSWpKylA5qSuNFVgJFV6Koii7GSNInkOmZSbKwSVmCSFPD2RpYbSGkO5BwVVTNuymEgyXIKwt2AbiarWWpwi2D2WjEmm2U8/5CnFoswKmjqx31eBlpFpX+kLM48K2Ymkg9RgTsSZQBoOPQjdoyNFeYsoYxm2Xs+ktxm2Xbkhomj4fab3Ed+c9mqbHF6YfZLrImSuyOxIuM1cylbaxEjG1dXo7NGiHzrrlhiq8FEVRditGkGZTQzSUA8tCaWFiD5zo2tVzuDaIbxii26Lo4s75XSth/BquFyBl1QsWXC2+6jlfYTguPIAJQCnV4OW0incXL0QvC9Hi0Vf9Ps4EEhNwJtCwBU3T59VyksN2ToMv9gDdGDhmZ/BRGLcdEvE8lb3Ffc6SScoHGq9zqZiiGxLmfMbFziTduqY1twW5LbBSvSYGz/9saPBGOcvD67xf67u5oijKbkSTC5UDzkEtLdwPggvqBMNNxsYvZ0M9Yeu5XlT9XsEtLr+i+BpsqwCJgs9q8dU3xEbd6xOqgbp5WnC8Ocuj41cYt12Oull8NPTiao1jym6iaSwTprvQs3fEtHk4SUmkqhW910V+dPyb5OI5bDz/eOZJ3ugcpeMThscoH07mmbQdJm2bREp60VLiV9znAH1HVxRF2W1ocqFywDlwpYUitdgye15wQSW6fL7981gt0XA567pevvqKgx6suDhkOZo7B+VKCZZKfElgieuVJJ7/8L7f59H0Eu9OC675kpshZcr0OaRu155gTDLudW2uhQJL5JgNJLKYjDFpGry//raInvvTaxTB0Q4pvVrBJ+KZdB0OuXlyU5BLQdOUONZ+DajwUhRF2U2kCdLIVXQpB5IDl1pYC66Q2S0l/u1GQiIjEV2wceE1cKpWDeKIdfT80M8lgO2BzyGucKhSgrFCcBEphGgjmCpWvB8d706LKp3QwH0AaB/uXsGK4ZQb42is3KmB07USgcC46XAimaYbE0I0NE2PlukxbjtMmTYtKZg0BWddY92RAiq8FEVRdgNGkCSBRq7JhcqBJFpDbGYHo7TQVIEZIdlaxPpuJTrB56MJAVltcPJqmBIkxFXXqQYuLxVZ4sEUgk/vdL1gsURRvBDrRYrC8c8vvp9wSvjpidd0vtYeZi3BNcBgOOlmCRj60XLEzvFk2l/4WdOkFNEtcczWQoWXoijKO40mFyoHnANTWjgQXOneTChci+iEsmG2HBt/B5vdTu16+VXufyVUyyzfrimqWWF39HtBFbpRCiGJ4AXSqifIEHlPfkFF1wEgEcv9rsByG49w0nrGTOuOZTaKCi9FUZR3Emsq0ZVqHLFy8IhGIEsJ+f6+HdnrkfDrIuCzSnSN6vy24gSaskokXPEYYiW+7ihfrMM54molh7Vgk1JAwNrA+fEbPJZ0gSaXyjmaxmqa4T5mzOQ8WgdxrFdKuB77+y+doijKbsYapNUEe0D6WRRliOhsVVq4SiDCfiAO9W/tS8EFINuc1bUKaw1OXvVQQh2iscrdrawSOigeJNR9XHccSP1vrKLlT0zM8tdO/DYTpslVP89vt8/TMn1+oHGZMZNhkG3fnCu7j1E9pyq8FEVR3gk0uVA5oEQjkCaELNmfpYWDhMLU7G/BBYuiaxuzulZjw8EayxjM7FqRNdLepQBWEHv1uKaqPywImS15oTjCCwVcLk/y5dn7MUQuFod4KLvMSTvD46nbVPmZcnBQ4aUoinK3SROk2dAQDeXAEa2pZnMl+/Cm1BhCUpcU7qPAjFXZQdGFsOVesSpEY+Vyw9Ucr8HPlodvwND3EfDCK1eP8n/t/BGcCWSupOGqgbpFNHSjw+Rv8nCcV+F1gPFrKHwVXoqiKHcRyTPIMxVdyoEjJo7QzPafy7WPAzPWwmdmZ0QXdaLhFrcroe7l2qTuqcoUheiWlRsue7322wk3QwuXeLKkpJn1GUssRiKhYXg0vUXTjG3p2JW9Ty8WzK1RJ6vCS1EU5W6gyYXKAWW/zuaK1hAyty8GHm8WnxtCunPnvV3HUEpWLhtcxdUa/vmdx8JS9600eG+IUfC+UmVWIon13Jte54xtbuvYlb2Lj4EXCk9/tSZD9t/nToqiKLsPI0ijoaJLOXBEZ4mtfP+ILhFiYvHNFN9KqjlcKrpGzlaCNYZZq6SQlUd21TteviGWBm5IhAixrG6fgzd0+wmdIqEMhq/On+erfb/Vw1b2OIFIOyQYWf1Fpo6XoijKTqLJhcoBZCEmPnX74yPeocCMYPfDCW2NuyG6YOvBGgMqZ2uVWPm11lt2v1wlNQ5+OPS4X/zGl4bSG4pgmSlzis3WOCr7hkQs9yfzNKW/6jIqvBRFUXYK55BmrqJLOVBEZ6sADbcPBIpI3b91QAIz1uBuiq5tlxqu5WptguF0xGjjovgKcscs5hCFk9kM7057gM70Oqgcty0acnPVn6vwUhRF2Qk0uVA5YOyrmHhj8JklOnPgBRfcPdEF23e7BmwlYGN43zFZKrZisqzkcNn/YxSOJzOEGPExMBO6FEQOmVwTDpUFVHgpiqKMEiNIkkAjV9GlHBj2i8sVbR0HfwB7t1bjboouYDQDtSNr93Ktttrg5SsQ3JDoshHM0AZtXHC7nAtILb6+MnOe6bLJ/dlVxm2HlvQ5Zud5OElVfCmACi9FUZTRYQRJ00p0KcoBYL+4XDGxVQ/XAUwoXIu7Lbpg+8Ea26J+DQe3zP1Khx0usGmVwmFdFSkvErEmMFtkvNY5SjuknE1vcszNkkjJXOhySNMO9y0+BkqqUJWXi5L5qOEaiqIoO8sguTBN3ukjUZS7wp53uYYCM6JRwbWcd0J0jaK/a3v7jmDqssL6MEIeFt0uEzGZx5iwMMdLJJInJa6OUiyjYabMmbZNclNw8h05G+Vu8rZv8/Xecd7oH+P17hFulr+96rIqvBRFUbaLNZXoSvRPqrL/2fMuVy24QqaBGSsiUDbsjg1HXotR9Xdtdd9RFt2uaCMxC1CXHIoN2CSQpCWJ81hTCa0sKWkmBcBCjHjHp/j6ZKZMjwmjVRD7maYIN/0Y32mf4mJ7krZffXSM3iUoiqJsB+eQVgPMXrwDVZTNEZ0l5gkx2YP9Kqbq3wqJBmasyjsougCCe+eel5gABkIaCU3P6XtvcHu+QVlanPMcn5jD1WJrtpcBkLuSxHoMValhaqpys6T+t2l6nHVgRd8f9jNHbYvT7hY977jda+DD6q9jFV6KoihbJU2QRq6iS9n37GmXayC4Ug3MWJN3WHRVw4p3fh+scGqDMsPgILQ8Y8fm+VsP/wue7tzPv3rrvWSu5D869xmeyi5y2Tf53658Hzd7LQpfHbA1gam0g6nLDVu2R9P2OOmmSdiDH1Iom8LHwGPpLQLCbC8lRBVeiqIoI0WyVJMLlQPBXu3litZUoRkquNYlGvANWw8MfmeuVbgL+44yNBB5eN9J9bhvBn7gie/wM8c/x3vTksPmOa6fGOeJ5pt8JL/IKTdGInM8Nf4Ws82ci71JOj7BSsQQccYz4bqM2R73p1d5X9qlqWWG+5peLPjV+SP8/uwHeWX6KP3SEdXxUhRFGRFGkDyvQjT0Zk7Zx0QjkKWE1O0pl0sj4TdHdELZMJXj9A5er5GWGcrG+8WigehiJTpdpBccr/eP8r70Le51jp8+9Afc53ISGQPglG3wJye+ybhxfKOf8rtzj9ENi6FKiXiOJrM8lFxnzGiS4X5kkGKYSfW8v9o/xutzR+iWjrJc2+FU4aUoirJRBqIrW71xVlH2A3vR5VLBtXlCavCZvOOia9RlhnGVksKVHgtpvbwBKYTPv/AAL584ylOP/WOeSFMeNkv/3idiOeUqEfbetM/l/CIXisMU0ZKIp2n6TNl52tHRDn2aRt8v9hNF9LxWdrnmGxTRcMMf4bm508yX6Zq9XQNUeCmKomwETS5UDgB70eVSwbU1Qmrw+e6I0R95meEqQnK5CzZILxz8X4IQC8NMO+diOclJexMD5GIZW6FkMBPHo+kVujFZcL1yUzBl2niEgnJ056TsCqZDl8u+xev9o1wqDnGpP8mNXgsAayKmDmBZDb2DUBRFWQ9rkFYTrDZJK/uXmLjK5bLv/I34RlDBtUWkntGV7A7RBRCS0R7HqkOYl+1mwe2iFmARCEKvk/DfvvJJHpm6yuNjb/NQdpkPZTc4altL1rdieDhJ6cZLvF1OAdAyPSyRlKDBGvuYdsiYLhvMFjllMBgiifWkzq/ZhaDCS1EUZS2cQ8aa2s+l7FuiNbXgsnvC5VLBtXV2Q4jGcqpEwRFvc5W722FBNux2YZaFbghMd3IuJFNMJW3OJTdX3Vcilntdl1xuMB8dRbS0pOC0K2ma1qrrKXuTQ6bBQ26O54BecASE1Hg6wZC7km7hkHqe20qo8FIURVkFTS5U9jN7LSJeBdf22C0hGssZtfO2qpBb1vdVxeYvrrOwjI1YG3DWc651m/e3XufjjUt3uF3DHDINLF3mYw+AcWMZk8YoTkfZZVgxJPXrtagbE8eSHv1gIUArLVR4KYqibAojSFqLLkXZh+yl8AwVXNvHZ4aQVdduV11DgTDiO9E13TxZ/Hd4v9FSB3xEbLPkvuM3OJS3+Y+P/w7vSROsrO1cWTEcsk0OjeQMlN3ONV+9kBq2YLbMMRI4nLVplwnWhIVB2yuhwktRFGUYI1WIRpqsv6yi7DH2VHiGDj7ePruwn2sYP+rjWkPIDbtgg4HJABgILlZlh+MlP/Lwc/yV45/mom/ycCJY2e2/KMrdpmUCTdNj0nboJY7ZIidIZDL1nLSzPJd0Vl1XhZeiKMoAFV3KPiZmSfW128MzVHCNhOgEn5ld1c+1BKkGF4+SuEYsfRzq4xoWZz6LxCwSM0/W7HMym+a0y7jHgRWNglfuJAGsRA67OQJC0/TxGCyBQ8k8U0aFl6IoytpocqGyT4nOEvOEmOzy17YIIXMquEbAri0tHGLkbheVkFt1m0N9XANxFhLwkx5JPS4JZGlJES0Oq06XsirdCFN2nm5IOJ7M0LMJRbQ0TY9Hs0v84hqvaxVeiqIoziGtBhh9o1X2D3umrFCEkFhCZqtjVrZMNBCy3VtauMBOuF1m7W0OEg2r4cqRaKE8XPIXvvvTTPsGN/pjvNk+xCE3Tyf2GZOqx3c6dJgOnqZIFaKhguzAYwXGTReS23RDCrYSYu9LZxkzGXaNP7gqvBRFOdikCdJsaHKhsq/YK2WFsRZcwerN7HYJqcFnsutSC1fCp++A21W/xAYlhyGNYCPtkPKfH/kqRQz887kHyaWPGbpxvlhGLvpJLJH7kxnucWMjPW5l7zFpLC3pE8TQsn0SKTlt20yY5rrCXIWXoigHk0FyYZ6p6FL2DXulrDBaQ8gc0e1yZ2YPsGdcrppodiDJcB23K8rQnC6pouRDAkmrz1E3SyKWMZPzydaLBKBpKnE1HTq8UBzncjFJIh6AM7ZU1+uAM2ka3OvmuRkKimhoiuew3Vh56rZe+iLyOjALeKCMMX6XiBwG/ilwHngd+OMxxlv18v8F8Ofq5f+TGONvbmf/iqIoW8IIkueQaeO0sj/YM2WFxuAzjYYfFXvJ5Rrgs9ELRJ+tff7DgRvRVl9ypMdHz7/Gn554BR+r+WZnl7lZ3+mnPNc5w5zPMBLpxoRHku9wSl2vA89R22LSeAIBR7ZhMT6Kzxy+P8Z4fej7vwZ8Osb434nIX6u//6si8hjwU8DjwGngUyLycIzRj+AYFEVRNoYRpNmERA1/Ze8TjUDidn9ZoUiVVJjZPSMQdjPRgM9tPQR471zPkAhhxK/T4CC4tbe53GGLJvK9D77M3zzzb7gdIr80+zg/Pv4sJ2yDRCqV5mPgdmhytRhnuqiGId8sqnleH2i8yruTSNPoh3cHmeq1srnqgp248/gx4Pvq///vwO8Bf7V+/BdjjD3gNRF5Gfgg8MUdOAZFUZQ70eRCZR+xV4Ygh9RpcMaokDqxMN3diYUrEQ34EeuUaCq3a02EFV3glu3zN69+D0eSeX794uN8pvUQf/zE0/zxsWmK6Hmz7PBmcZaLnUm6PsEQ6bk+L5kTTNk2D7kLNFHhpWyO7QqvCPyWiETgf4sx/hxwIsZ4CSDGeElEjtfLngH+YGjdt+rH7kBEfhb4WYDcqJ2rKMoI0ORCZZ8QrSFmadXHtYtfzoM+rpDs4oPcQ+zFssJhRl5iKHWJ4TqCvppjtvQx0xd+7eknIYngAiYJXJ9pcbb5EB/Jf48Xikn+/uUf4uLcJH1vcSaQuZKudzRswePpRQ7Z5ujORTkwbFd4fTTGeLEWV78tIs+vsexKvxlxpQVrAfdzAJPu2IrLKIqibBTJUmjkGqKh7Gm0j+tgEhKpZpvt1kHIG8Cnoy8x9On6JYawcuiGeLDzlugi0RmCi/Qyy6+/+DjzZUbL9Xjl1lH6ZVUdYSTSKx2ttM+NXos3y0M8ns4ulCUqykbZlvCKMV6s/70qIr9EVTp4RURO1W7XKeBqvfhbwLmh1c8CF7ezf0VRlDUxgiSJii5lz7NX4uG1rHB0RCeV6NojaYWrEVwlvEa6zWSDc8BkabAGsPCRv+2DN0ApSCnEvqHoGz79nUexqacq5lrEukDpq088PjX9OB9vfJZJaVBErwJM2TBb/sxMRFoiMj74P/BvAd8GfgX4mXqxnwF+uf7/rwA/JSKZiNwHPAR8eav7VxRFWZNBcqHO6FL2MNFZwniD0Ex3teiK1uDHUnzDqejaJtEJvmEom3snIn41oq1KDEdJcOunGA7vf3mZoQwi3QKYniwIMQlgOobYsZRzCUU7wXtDjEKMQllY2t2UmW7Gxc4kLxSO3+sYPt1pMh06Iz1HZf+yHcfrBPBLUr3wHfALMcZ/IyJPA/9MRP4c8CbwkwAxxmdF5J8BzwEl8B9roqGiKDuCJhcqe5y90seFSNXHlWpZ4Xap3C1DrP9s7fnrKVCOuK9rEKax0W2u54qJB9sTfBYXGmJM1xDyUK3fccQkYNPqdjV4Q69wvDU7xd9660c5ns8x7roYnuUHGz2d76UAEFfupAK2IbxijK8CT67w+A3gB1dZ528Af2Or+1QURVkXTS5U9jDRGkgcIUt2t+ACYmLxuTpc20LAp6YaJL2He7juQKBoyEhfG9FA2Vg/TGMBs0KZIZWzJXHRCZMSLMvEV88QGpXYin1DGQSXlwCUpaVfWm50W4QodNKEL5qHyM1zHDNtzjnDmMm3e7rKHqSInpeLHjf96opfPw5WFGX/oMmFyh4lGoE0IaZuV5cUAhqeMQKiqVIKQ7J3UwpXZSdEl4Uy34TooipJXF5muBpSghEhpLX4iiB9Q8wq54tS8H2LTT0xQoxC4S3zRUbTFcz5jOe6ZzifXidwm0eToO7XAaSInuf6J5kP3VWXUeGlKMr+IE0Q7edS9hgLA5BTt+vncSFCSKyGZ2yRaKgT9GT/lBMuZwdEV0g2V144OI4NhW8MYQrACMFV4ktKISYCpiobi4UhJmEhonu4mCypG8f60WKIBOImx+oq+4GmSTmfXCesofhVeCmKsueRLK1CNBRlDxGdJeZJ1ce12zEGn+tMrk0j1EKrSieEfSi2BoxadMnmgjSGCa4SuituNlBZYXJnH47pLw3kkFKIab1chFAKxi4cHon1nMhmOJVOc8zNco+7xREbNeXwgHLVz3PZH6FQx0tRlH2JEaTRgHSTH20qyjvIguCyuzw4AyqXK61drv0qGEbMSs4W7GPBRd1/lY9WdPl0izH0AiHd4n4jmELw6bDrxULvV/QGETAmMJF1eXzyEv/R4c/RMkJTLIlYMmltcefKXsTHwNO9yEzI+fz8B/mD6/fR9/901eVVeCmKsjdR0aXsMfZMUmFNtKZKLFSXa02igWhl6Kt+fB8LrWGq/qvRpRdWEfRseeDyWm7XAImsmjsnJYirgzkiEATsouslEjk1PsvPnvkM97hb3JeMbek4lb1NET3Tocu3++N8avZxXm8f4UpnnJvtBlFLDRVF2VdocqGyh4hGIEsJqdsTgktdrlUYuB5WKlFgqjLChccP4LUKieDT0Z37lvq5htmo2xVg1SasWDtdpna9vBDtokwzJvKJY9/hDzXnsJJt7TiVPU079HmxiLxYnOY7nTO83Z3idr9Bp0jol464epq8Ci9FUfYYmlyo7BH2VFLhAO3lqlIG6+cr2Dp10NRO1tDTeBCF1gL1jK7gRuRymUow+WR72wvJ+m4XrNjetQTjK20GgB86pvq/l/pTPFv0eSLV2PiDyHToMxPH6IaEXqikVIhCGQwhrP0aVuGlKMreQZMLlT3AnhRcQEgdId9FLpdsPA58LaKVFf9mDM94iiJLZz6pwFqVkfZzCYS6tHDb2zPb6O1aztCsLwkQQ5VuKCYSgvDZyw8wX2b8xOGn+e68RyZa8n6QaBrLlOlyxM1xKJlnpmyQ2wKoHNG1UOGlKMruxwiSppBnKrqUXUs0ArYOztjt0fDD3I25XENlerF2kBbEjax80x0NSwTQdlDxNBp8KpWrNILrGU3dyzUK10wGJYrb39QCYTFKfqEhTCrh1Sscb7WneGXsOB/N3x7hTpW9wKRp8KDr86Cb4Zy7zXPJKW60xvjn3ffTK9yatykqvBRF2d0YQfIcslF9lKkoo2XPCi4gJhafu9HO5ZKlfVALbtKyXagY2jtEW5UWjsrl8knlTo2sN8xVXxtlo+WIC95F/R+phZhI5HRzmh9uvUwiGq5xEGma6p7kiRQeT25wI7zFl8bv48XyOLJGLasKL0VRdi9GkGYTEv1Tpew+9rLgQqQSXKNwuQazqgapfkNOlYqrvU00tcs1IlcquKoPa6uJhSuyhRLDjQivYcQL0S3eTKfOczq7zQmr8yMVsGKYNCkfm3qZexq3eMmVqy6rdzOKouxONLlQ2aXsacFFHRPfcAS79WNfMquqdrNUZO0foqkSC4MbwfMqQ2WFo+55FCjzzQup7ZCmnvcffYuH80uENeMRlYNEJgk/M/EGhgv8gmuvupwKL0VRdh+aXKjsUhaGHyd782ZrWwEatbMVErMwGFjF1v5ipIKLeiZXOqI+ruXU0fFxk7+KlSO7TqzhcgZJdQKTzQ7/6fFP80AyBiyGavgYKPE4LFb0vesg4rBc9W1uFqsP0VbhpSjKrkKyFBq5hmgou4oFwWX3xvDjO9hOgIaATw0hlT3pbK3lhkhk9Um6B4hoqyj3aEfocO2U4KoJrtrHptlgWubw7K7hfi8B+iu8qK76Ni8UExy2bR5PUhVfB4irfp7L3vJ8/wS/cOlH6ft/teqyKrwURdkdaHKhsgvZ84KLrZcWRgMhMwtDgnel4KpvoqNZTEocfD9grUAIiXGJ8DJ+sBJIiEis4sT3pTiTSmwFN4Io93p7d0NwQd0ntsXZxRtyyMzK4ix64f7J65x2wnf6bVIJPJCMcd3P8/vdM1wrJxg3Hcblde5LNHTjoPBS0eAfXv1eXrh9nJtzzWr8wCqo8FIU5Z1HkwuVXcZ+EFwAIXOEbJOlhbvZ4arnPg1CPKJZ4/iWP7yCeIoiS5bzS57rxR9IjEhYFGHGx1qcbfE83iGiqRMn3TrXbjPUz0lIdl5wwaLo2lJ0vGws/XA1cRaD8Mr0Uf6y/BC94Gi5Hj966Fu8XZzjhfZJADJTBSuMmzdoSrKQfqfsX3IpudSZYL6XUhZ2zRenCi9FUd5ZjCBjLQ3RUHYF+0VwIYJvJEQnm7q5Dongc7N7BNeQ0AobCfEYLF/Hi0eRBVdLAoivXK3NulgLkfj1nylfi7Il2w61SxZ2UQnjsus36rEBO5JSuAbbEl3U622gvyssG3+wsD8vXL05wUwnJ3Ul1kRenD7OeNojNSW5LUmM55l4nnbIuD+9ynvSW5xy6n7tJ4roSWTxnuWGr3q6Cm8Jwaz5u6/CS1GUdw7nkGauokt5x9k3goutlRZGAz63xBGFKmyLQYiHZeM9R7LY8xMSYf5cJNpIdl2wPcH2IQbAQajdK9OvSwu3IZAGjtliaeMKgiyC+Hr+Uxi67x+lMKsvUSUYBiJrxEKrJppFwbUT218RqUVXur0hydXw53UWMkv7u6rHBoOUheCFXjchpELqPNM+p+8tzaRgTgJTWQdD5JKboml6nE9uc2rrh6zsMl4r5ni1nOQ96QzHbSW4PpLP8umpi7x67QihWPvvrgovRVHeGdIEaeSaXKi8YyzEwmduXwguqAciN9yec7mqm/nKVdqsexLtYlR5tFA2IZ7p8uPv+jr/4qvfRXLNYXtCdgukXHSvQgNMGbG90ZcM3iHIkqXnNChdhJXdN6l7zBa3d6fIGcxLq1ycHX7uZJB4yMgSDzezb59V+94O1QiEDbhdK+1ncLoRojdEG+n3Erw3NLKCTr9aqZkU3O41MFmkCJZUPKf1g8V9gY+Budjj6d4ZXuye4vnePO/PX2c+pnyr+yifvfwAZWmJKrwURdlVGEGSBJo6eFJ5Z9jrc7hWRKTq50o3kVoo4LOql+uuCy5ZFFtbLoET8AsuSLX+IF483E5JxPPffO+/4teuP8Gl9gRXPnOGZA5MwYLQqcRexHbBrD7zdOQslC7CGmOgdkmppxt83f3jiRb8iOZ0bcTtqkpU4x2XftgBi37xh760dGBBfFmJNFzBXFklf3yscYExo2WGe53rfp5v98d5tncvL7RPcrtoMFdk/HZ8jE6ZcKvbYGY+J/Ttuk62Ci9FUe4eRpBGA9JtfnSpKFtgXwouqKLic0dIdnFp4UBo1a7UtoMdahfEDzlJ0dblhhl8+KkX+ej4i7wvvc4z+b186bXzuCwiXjBJXWZYUjkYIpQNsL2IHRJlB5kl7tbdKiccpp7RtaHSwA0Q7QbcLgMhXWWZ4WMIQgiCqcsPl4ivIiFzJX1vMRIZN+p27XV8DLxRJrzYP8lLnRPcLhpc745RBMtcP6VXOHqFq9yucv0XqwovRVHuDtZUyYUqupS7zL4VXFT9XL6ZbOrmOBooW3bF8rSFpMDB9gblcqsk+A0i14dZKBUcxLyvUCa3HSrReGdJYkipb9gjX3nzHi61J/iZc1/kQ+Ov8K/a71/oEZJQrx8q98uUQACfVe6X63IwxddQOuFI5nlt9RiSQf/Y6LbpNxDI4Qf9Y8vdLsNijxfU5Yay5DFfWgoXEIl0ioRW0udSd5J/MXsfPzb2Ckft6gN1ld2NFcM5V/B0FMpg6foEHwztIqkEVzAUfVe9JtaIkR+gwktRlJ3HGqTV1BAN5a4SjUCaEBO77wQXQEjrqPhtiq7K3dhqyd/dvTkf7uda8rgbGqgrUN7IeVsmad7b4+m5+5E04JuB6ATEYLu1gKt7hwYOWHBC2ahKD/daVPxWeUfCMpazE4Kr3q7PIJq1lXRVonpniSGwVHTVRG8gWfoCKQpLYj19b2kl0AuOS8UUB+RltK85blucT6/zfOcUXZ/QKRM6/YQYhW63+jf6jb1wVXgpirKzaIiGcpdZEFypI96lmOu7TciTzfVzsYLoEvCprB+WMIgkN1SJb4Nf5VjFsy9Eqe9khPoK/VwLDARUCiGJ9bFGjk3NcY+7ydPcTz7WwzcKHj91iW++dYbwWgPbFcTXrpyFUILrQkCIjcr5Er/y4ex5VojdfyeOYVAeOig/HTVVueT6oiskq4guICYrDYBbYTve4KMg3tAPljIaEvFkou99+4HvzWe5Wr7O89Mn6BRV5U63nxBD9fwO9/6thQovRVF2hkGIRiOHdzqeWjkQRGsgcftacCFS9XOlm3OPl4uuaKHM1wjVGL4xHzhhtXswd78HgdYbtnKGyqEBw2XlHI3SLYq2jolfKdzBQJlXpYNlI+LzSMgDZqLgz977BZ5IPb9pezx87BpHsnn+4slP8ffy7+e3bzxBSMxC0EY04BuR/JohmQPK2vnqLfaC7Qc25W5t5FdoI9dFFvc9EFuLJa0bWH8r1A6aX61na2iZNUXX8jLDAUGI3Lma9wZnAn1vKYPhwewKk0aDpPYD7VjwYvcU7SLFB6EMBl9u/gWswktRlNFjBEnTSnQpyg4TrSFmKTHZH5Hwq2IMvrm5+Vxwp+iqAihk4cZ7uK9lwf1ZXnY4JHDc0Q73H7/BqzP3kMwIyTxQLg4YDmmsBhWXi47Ypqlj0hfKz1YSiINjyqB3KJDdM8cTJy7zzbfOkGYlX5u7lx9ovsyPTnyDH534Bg+5gl+eP8/Xrp0ltjxlEpFmyfhEh17f8Rce/yx/53d/BN62C+dU5mD7Edtn74qvoWTCVXu3ZPG5XxBI9b9rMjyXbBWGtzOKoIz1iKZ2sdZyukzd07VaeeFgW8nWPkEovKUfHEW0+Fhtw4phOnQoYmDS5EsG8Cq7l3bo88Veg9+d/TDPzZyk76vnrd93xC28oFV4KYoyWowgzSYk+udF2Vmis8S6h2tfCy62FqIBVP1OdzhdprrprCPCy2YljkwxNFMqLq4fHISsKvXrPtzlw+cu8CNHvsXPvTfj4kvHiJct2TQMmlmiyEIJm8RKhImvhhUvEWFx6XFW6y4rP1tFJAyCMoKF7mnPT37kS/z45FcxEvjMoUd5+vZ5nPEkAu+v3cFboc+sb/CRk6/xYvM4r1w9ytkjt/mv7vtVAH5t+knw1bH7DFyozsmnQjSV+NozpYcrOZYrLLPtUr/107PvKoMewLV6uqKrPhxYKUhj6bYibGDu14rrRqFXOr7dOUsiHo9wxt1iPkxgJXDSznGfszRNuqXtK3ePS77PZ+fey+vtI8wWOYU3+GAIy3u6NvinWe+MFEUZHRqiodwFoqsTCvfJ0OP1CKkj5HZLfThlY2lPV9EwFC0IqRASKBvQ+NB1Or0Uvj6xKL5YekNe3dBGRCLH81nen1/gJ849gz0X+Tu/9yPYwuLasDxJYCDCcOBZeXDw8CDgVYXloERtIBTqdUIG0hN+9+JD/KlDf8DFcpI/M/lN/vTEN3ipHCMXwdY9Nkdti5+efJ586mVePlLy81PfzWyZ82Aywynb5EvtOTBx4ZzLHFynOsbBvC/TZ/dGzg8i+93AtVyjjHRQbrjdP9WrOFkLLthduk4DlyvauLqrJkNO2Hq/SgJxrTJFE1fchLWLvwAB4bmZk9wumrRcj++YMxx284zbDvMhY9xc5R4VXruOXizoxpKmpBiEbrTc6I9xu9+g8JYYBR/MHW6X2EAs1/+FUuGlKMpo0BANZQeJRhb7t4w5EIILqIYiZ1sTXT4zS+Z0+VQoxmDmfvATBdK1HH/oOvdM3OLrF87CWMR26vJDG+mf7/Huey/y7ddPIzfSKlgjCu9pvsU/m/4u/vVrT9AvHKYjVZpgqMIp1opxW3NwcO1AxKEyt4U+IHPnzb1PIdhqNteNm2P8rYs/wrXOGB85+ip/5cgzfG8OsBjj7WOgHTwXQ6Qpgf/LsS9zyffJRfiDHkzaNsnxDuF2C1sfZ0jB9BaPvUpBrHu/PO+8ANuo2KqJdfLjID0w2mobAxE8cPSWB6UM3LDhPq1q39VClTtZrzdUfihBloSwEEcYwjJ87m5twRVd9byt53INCGlYubdrwAo/ExOw9YmHCCEKXZ8wU2bM+5Rx16UYUrqz4cb6B6LcVeZCl+cKy+XyCN2YUETHs+0zXOxMUHhLMQjSWOGlYVzEb6AkWYWXoijbQ0M0lB1kieDah5Hwq1KHaMRkc8mFA0IihGwxPCOaathw75Bw4j2XGUv63DN2iz919Is80znPM2+eIzRDfTcOIYs0x3r86VNf5G/O/DC34jiYyMcffomn8jf5/119kpkbLWTOkfRkwY0qm/VsrILVBdgygRWHHCzYWB9QSFgyEDdOp3zh5ftJ84LAA3yo9QrH7CwADyaeSdOgxPOZzjm+1r6XMhje03qLKdvmajnBr1x5kp8+/QXOH73J6y+1Fm6eQlKHhwyVGEZTDVw2Pi7OAbtbAmzZddvwCABZjM73WRUkEu2Qu2nBtzymZ7AdwRQrW1jLn5tY9/SNP3Sbo2PzvPz6CexthxSCKSEOFJgb2kyUhSRMAksd0I2eux2Ivw0ILhc31q82OKd0/RJD4+48WFfP8QIwAkZiNe+pTGm6PrNlTogGKwEjgQvlFPe5WS033EXcDCUXy6NcLia5Xo4zXTa41J1kvsiASkyvhkis6pOLtd+nVHgpirJ1jFRDkTN941BGy0GIhF8VEXwjISRbE5rVgOGlgi0kQjSQzsCNL5/g8kTk5oNNfujQOEfdDH/4kW/zO82HmL3ZAi9I6vHe0A0JTx27yNfiGc5P3eTPn/g0X2g/xIvXjiEduyBIoo3VcxYWHZXBTfVw+EKonZKBW+Ez6J4ssXMW1wEpZTEVcaV736EkuoV7oIEo6BtKZ7kyO8b/fOEHOT92kwcbV8nHnmUyBYdlPmS8Nn+Eq+1xfv/yAxSlpdNL6HcT/vrFHydcz8jKxesWa8EyKDkcJthq9pmEWPWvlTvggq0gNqqh1Bv/nVjoe7JVOIp9cpr3nrjI4bTNrz/3OAgYG/mr7/0tvjD9AJ975l2YdpX4uGpP2yCcwkVCI/DBU2/wt07/Dj/j/h2+8cI9SNcQ+4LtyRIBXjlOcUk/2RJ3bMDQ62ZgEi2su5EywS0ILqhE17qBGjYidumTLBJJ3MoXayC8AOZ9SlZmZNJkxuVcDze03HAXkQC3fZMrxSRzPuNmv8VcLbqGMau4oTYN+HVi5VV4KYqyNTREQ9kBBoEZOHPwBBdsOblwGJ/bO242g61uZMVHshvVDx84dJ3/54s/TCMp+NjxV/hfn/gnXCiO8GrvONO+wbdun8ZK5P90/DP8vP0oP3XkDzht+/zG1cfpzqeLYRoWCCxxUKJQBS+s0vIQTdWfVYwHfvojn+daf5x/8+UnMR1BfOWI2I4suknDQRDDNz2DWHIbIQoxCDEKc/2My51xTme3OVb33bxSdvhW+yzTvQbz/ZS5TkZvPiUWpgrV6JpKKCw/Vrs4ZHnlcxG8AZKlYSID0blqoAgseZ7ikCAdhIwsfr+134WQVNd5IN58HjER/qszv0YqgSPpHH9o4ut8qf0gP9x6gevlOJ8be5AQEqKr5pxJKYvnYGqXrU4DjGnEjhcAtIPnPz/3G/wd82/xjQtniUB5Jcd2ZM1QkoGQisNiZiu9Z8vLDjdzyQRCFsCuo5oFTOrv2HSSlliz+ERbEzD1k+2DoQwWa0sA5nzGmOtx27co3ulSVWUBHwNXfMK1cpx2SLnZb1FEQ9ffeY/jTEBMWJjhNUAkIunawl3vmBRF2TzOIc1cQzSUkRCNgLXEzB2YwIyV2HJy4RAhkSV9XTDok6p6baryL8huCU9/+WEkwE2B/+O1Y3zq3CPcM3GLnz31Gf7/7P13lGxpetaJ/t7P7L3DpDveVp065au6ukrtjVpqqdWSkBoZLsggEAiBQMBlGMYAM9xhWAxzcQNrXcHojnAaXQYhDcgBagRy3WrUttqofJfpcqfqnDomM09mhtv7+777x94RGelOusg8ab7fWmedjB0RO3aYjPye/bzv8x7VC3zXhOG8aXFEGf7KyV+nE4TfbN9J1xlELboJ3gR0UYZ1bKTsrhQA5ULb28Cnrt7Nn73jt7n2aIMXbhyjluSMJV2e/8r5dRftg4CIasGsVMAoj5KAksDba68ypcqxFpddAx8EkUCv0OS5LkWXB9VRgwj8waJ92KlLque2jhkyHCbSR3wY+nnla7F45dYF1gqGkh/7wsZXxkrrep1fmXuU03aav3T0C0yoGu9JX+GaE07Ymxw7NsfVfKIcCBsErIeuQobP5CsIqePihbd419FX+b7Jz3HaNDltoHHuP/DW6SadYPmLv/sDuBsJqitl+emo6btbeki4bfIlDLZyuTZyP+NRy8SZsY5kmdtl1NI3uuc1aSW8Cq/JvWbW1bjqatxhHIrFEJjI7pMHx1O9gsc7dzJb1JnJa3iEwutVI+NFAsZ48t7K90ybW3+WovCKRCKbwxikUYshGpFtMxBcmT1c/VurEKzG1cz2Ft6yssSwv33wYwFU7k39DUVRq8r2eppr7gjXJ5r8L62PcWH8Ot9//HO8T5fzhzphgZ+dfYxP37jI1fkGosBbD67ME/cGVAi4TNAd1hRfw3Hf3oI+1iXVBQ8ll/k/7vx3fPH0GGOqw2db9/APj5zEXU8QJyvL3oZLDqszzGI9Wa1HI+0xmbY5U5vlXnsNK3Vc8EyqHt84/hxn0xn+r5vvqoQFSFGKLylkTWEVpCyt053Nvy3DQnrHBgYPU6X3uaEKtr4rKB6kq/inT3yQP/fob9OUxTKqY7rBHxt/hZfPHOMXFh6lKDTWOv74A5/h2YVTPH75HHPXy/43MYH6WIe/fOHjfKTWZXg5+ViaMu1m+Wx3iqzRo90yQOlg37J8cRPPry+2UFtzt4IAJpRi7VYhGsOYgE6XCSzryJJ80NsF5aI8NcW6u+t6y4v5CZRc5qjqMqGEKVWLAmyXccHzetHm2d55brgGXW/o+fLzrKRMcu2Lr1Q7unl5XWoLnFslVh641XC7KLwikcjGiCEakRERtFoMzDiM5YTLGInoohRdqy1Ah5PulANVBLyRMhpdgQTBSUBywbcNV2bGONOcBaAbilJYAUo8Pa/RElDa4awm4KCn8JT78QTIyn0PuztB9d2pMCijKyYL/tvHfoMP1l7gjBEmVI2LZpZ/Nv1+fvXVh8rSQVuWtLl+GWNYTF0MGkLqwXrEeo4dneMbT7/AR8af5tML99DUHeaCxQWPFsXbk4wH7TSfNjf5ef11g9dKckEqN7DcEAgiK9ZOwZT/ZP019e1jFdEF1bH3Pwah1MVv9iaZD10mpAaUC9BPtOu82Z3g2PgCSgJ/+sIn+Y76azSPPMu/mDjPTzz7Ybpdg1KBRtbjue4Z7rZPccHUlzzeG074h698lG7Hgg4DN8ppSiHd7+PbyHzifjmp6vcSstgnqEN1/SoR8YGBSxdUWHTSZQNx8sNIKeqXlxjapCC1xRLRBZDZArNOUoiSgAtlD+UbxRQt1eK66nJetzih61F87RLTrsVlB8/lp1jwKV1vlyRPKvHVe1W+81r5gRATCaRpTqdjV5Qc3ooovCKRyPooQWo1SOztPpLIPiYYDdbgE3NoywmXs524+GFKYSPr7yeA7pYLVuUEHyohkS5eLxL40NTzfGM2wy8unKWhunxr7QZ/ZPwrdL3lP/UeRClPxzpaszWCeIIRgi4T8ZBQhU4MOz2LZWC+GmCLgp999d18cfJO3jvxEn947CVeKcZ5YeE4RT+2OfUELZUbJWVKngoEG5B6gTYepTxZlvOeE6/yN058llQMDyWf5bJLOaW7aGkueQkuFxOcHb/J3EKG93ZxgT7UnxYMyLKerkHQxl6IkV+NNUQXLOu1E3jHHa/xF49+irrUaPkedZWgRXHBznBv/S0WioSG6XFc32S8KtUcV20eOfEmJ7I5Xp4/CsDz7RM8n17mDtMatGXN+w62EumiqvcrCUhbKrcq4Koby5A4WnHMwqKjVR13+VzK/aGrbPrV0jb6gSvL/2QNGsrWfBWXvE7ogErckjAFUZ40LbB6pXVntKduV9ZUJmrxtjW99PqbLmNMtWn5lCt4rLQ5phvLdxEZMdfcAm84zeVijBlXx6GWiK4+mc5Z8OUXpBGP1Z5eNa/LKE8ty+n2DG4DM7wgCq9IJLIeWpWiK4ZoRLZA7N9aG59ZXDqaPkmXbXw/4kt3x0kVAlEFL/iGQ9cLHjj5Ft/ReIZfmL/Ar15/Oz4Iz0++zI9PPsUPT34BRWDepbyz8TL/63Pfzs25OiKBU0du8tqrx1BzGpVL2dvUT6brz+LqO16mvO7KjXFcEO6qXwPg/VmXS8e+wvXOB1iYz8oeLBPKwIT+E7Ces6en+fG7PsF/uPZ23liYoG57HE3mmQ85dZVwh2lyh4Eyp2wp31G/wiN3/gJ/ofh+Xpg+zfD8qj7eVJH4y12vKolxKyWHO8qtRJdiRSDJB6ZeZEwZnslznu6e5lvqr3NMN7jPNviRycf5RPoWM66OHnJuLiZv8T+f+/fcZTJ+r+f4tblHeKh2iXekN7BSCoU8OH554Sy/PfMANzspSgLe+jL0xJauav94oR/6sTEVG1QpxO1kh8fOXeKN+QlqNme+l3BtemxJL45IwCYFD528zKX5Cabn6rii7NcJgfJ4+j1sy+eKKRDtER2WCi4JGOtWdbkAtAqMpd1BqEYfqx2mEl6KQMN0l1yfB8OCTxlXHW6GlDmfM6EcVmIP9U4x7ztccYobrk4rpLihGmA79GWgJVA3Oa0iGXy+ajYnd4sDlLXy1NKcwjqKQsdUw0gksg1iiEZkixza+VsbZJSiK5iVgRrroXplKIY4AQPFhOcPvONx3uxM8F3HvsxVn/J/XXof11plCdn1ToPcG/7k1Bf5kcnHccAL+Th3TkxzLcn5yKnn+Nj4l/lv5Pt45dVjhK4uF9nDi9oh5yIklSMRyhTCB7M3SMViRfOxxutcPfUEPzX99XSclOIrCKjSfdDW0Uy6vCN9jfOnyyG0HW+Z8zXsGjVkLng8gWfynI/PPQLAq9emBm7LytCLgNeyWH44hLeVeF0j5XDXEShqrJkgOehpgkEC5T997oN88fQdHE/mmcnrXC4m+LGJr1JXCadNkz/UvM60fx0rCl2VIr4zAV0JrAet4+Tk45zW9cE2gGfynN9rned6t05iHMY6QhAKXwoegirdy00SkkAwHhLPicl5/tGdvzI4h/OrC3fyU/INLHSTgRORGMf5yRn+zh2/xLP5MX72rffx1NVTLLTScsGswpIV8LBUWn50ojzWOoz2S5ILhzHaM5Z2Vy0xbNpFoTVmO4OFfTaUNtIJlnFKNe+BVugNSkAjo8UFz4wvmPH1Va9PVUGiiqE+L89k2ma6U94+UY6aLWj1Fk/qiASsdlhdft7XipuHKLwikchaJBap12I/V2RTxP6tddjmjK7VcMnmhyz3XS9vKCOy24JRnr97/t/xifad/NfPfT9Xrk8gEtDGYbXnlc4RrjrFw0kNFzxP9zSPTLxBPqb52PiXud96/uJdv87/cPN7aM9kBCPlTLBcLVaEVWWCVCVoSjsyU/BafgSYBuCac3xl7jzNWrlgzXumnyiPKM9Es8PZ+iyzPuUbsr6o6gAdrKxcTLng+XKv4KnuGZ5tn+G3Lt/L7EKNXsuuWeYGpYM0GPS71nW3u99LQZHdQnRRzVTr/1zdbmG6xme6dzHWbHOk3gbgc9mrvD/rkopFi1pR7jbcd1RXyYrBv92Q81J+DI2nabuMJ10Kp+loT1csubeEsltww+IrmKHPi5Rzktq54Xc7J/mexjwAH6q9zJVzEzySvc5/nn2YZ26e4p6xq/z4sU9wwdS523b4wPlf5S+pb+PLV87S7lr8kGMBq4strQPGuDI6fBWHq1xsexLtSE2xwukCaNguiSrQEhgzHZq6W72WnuYtbNM8bKT5LbIVChzdAG5Z+YXGY8XhgmLStrnRa1AEhZZAogom0jY3exkhCDWbE4B2b6WjLlUgx1pE4RWJRJaiBEmSMkQjEtkg/flbwcZywjXZAdHVd7u2gspBKvfGp+VC4VPt8/zfl9/Fm5enCFVUsksVNNt815EvkYmjG3IUim+stXh3+nlSMdRVwjO9Fh+ffoRmrUtRKLxXCGXyW2c+KWsbgwzCDXTmmBxr8wPnPs/7ai9hq4S9usDZbIY3a+MUTmGNw1U9X6nN+aG7PscfGX+KTDSg0aJuOfZpPnR5vHM3n5y+jxdmjnGzldHrWihu/T4EFfCJrFpWGKQaRty5feKrPxD5lkmJ/QAKGJR6AuCEoqfp5pZukZMHxROd89xjn+Kc2Vovb8vnZJJzIbvGHel1HjjxJv/mxrt5vTXJmfosn3ztbhama6X4UmrREV31uVWCayi6XWzZz3ek3uaR5DJQ9u7dYer8halnScXyUPJJPjN2lqN6ngeTRRE+40sh00h7iAScV+U/p0onjnIUQfnPl707SY6WMHC5VLWYVhLwQcqRBWs8Aa1K8ZnpHCueMbsougBSKchk0fFK+i6Y5PHrcxcYfo3r0mVG6rigqKseHW+x4jiSLDCT1+h5g5ZApnNM6rmZZ+RO07Q9rPK0ckuxWrLhGkThFYlEFolDkSObYEk5oVJRcN2KHRBdULpd66FcYOXI176bE1BdIZjAJy/fzb+dfgxjHMwZVD8Rrqe4Zpv859m38bPdJj9y8ne47pp8tPYmU3pxcXvRWs5n08xO1jh7aoYnZ85wYew633f0c/yvX/tOXrs6ha9cBgGSNOdIrcVD2SUeGQruOaZr/HfHPsc/Mwv8Uv4oCz2L0eWspPGky7zLmPWBY3ZjJ4eakvLR+lf59Ozd5E5RFArX1UsW/UFWD7rzJiCJrFpWeDvF1/Bg5FvebijN0K8RNHGiPscDjSscNze3dUxNlXKnmeaInudekzOl69xz8jeY9Zq7jOZP9mp8oXeevG0HASZ4WRrCIlX64PJSrX6ZqfEczRaWfNWUwrvccodpckdzljw4hqcwX/Upx5J5pmt1LvsxekUpjpavgkUCNVvw3uMvcyG7zpzLeHr+ND4IRjkeaFzBI7zYOk7bWQqvBp/pPol2A5erpnPGTGdJ31Bd9Thm5waXrRTUpVuWtKkeWsDGVMMdRUspclshJRHHpG5xvWjS1B1aPhmIr+PJPF1vaLuErjekypHqgoUiYT5PSSlDVnKnyYeSDXV0vCKRyLpohTTqsZ8rsi6xnHCTKIXLzMhFV1Bsurdr6Q6qgcEaGq8Ypq+eQKtSj9gqfTCYAF7wVzN+ufMYtpbz4uxRTjducvTsb/KR2uKCMhXLD018gSdqJ/hAdpVPjJ3mgr3Gcd3j/om3uLFQH8zAMWaxH+Kl3gnem14aLJ6taOacQ4nnRH2OWVP2uijK+UizRY3PdO5kQr26ohyu5XvkOOqSDMIJtCjOmRqPjr3GFy+fK9PHhksMq3j7teZLuaQsdNwT4qsK0fB2fdHVn3UG1dwrE5Y6YBIYq3X4sdOf4OuzBQDsNvqKrGjuq8SwlvKBz5km5yjfl1QXZFlO8AqnytlxyGLU/K2eh0odWnuyJGemW+NnZt7Dd49/icfSdNW7LA+meGeimTz6Kb7cPMNPX/og050avUIPBSQEElOQmYKptMU3TzzNd9Y7zPsOTzaf5qu9kwB8tP4yY8rw67Vj/ObsgywUKX6ZZDfiqekeNZ1jxaHFowhYcdR1l7rqoasITSsFR808mco5qtpk1YK9LqukpERGgqq+Z46rLleCohMsk6qF04o5nzFlFpguGnSqX55UFaRVs2emck7Ym7yVj/NGd5KZXo2OM3SUxVf9qkAsNYxEIuuQWKSWxaHIkVsSywk3T9AKV7dLhuiOCp9u7E0QDxLCqgJNqmh006Kcm9UXcxrEBUIupbtCgAVN7oQbqsGd49NcLiZx4eqS3p+7bJM7zDxaGnxXYxqF4d8uHGemV2Ms6w4WJCKBRpKTmoIx1aETCtJqsZ4Hx3P5BLNFnamkjVGeVpGQqIKj6QInkptcsFerUsNFrrkFXioSZtw4iTiO6wXO6MC4yvhSz/Nmb5K80PhcLbpduhKWNqBuMUB5I+JL5VXgxg5FzQfTHz69sdt7uzjfytulqYaogEkc33rmWb6x1iId0UJ/rflTqRi+cfI53liY4OVu+T4HE0rn0a1dcogOqLQM6cjSnNQWGOXR4kk3MYlZi+I+2yCTS/x28wZKpmgXduBWGVWJI+2YStqcNzNARlNlvC+Dd6ZX8HjSajTBI8llXspOcC1vkgdNHjRWHKkquCO9zrhq06sa7xqqh0Pw1RvXC5pEHJnKqUuXcdXhiO4MRNcRZWKi4Q5iRTMmijk8J3WbuZDTCRolnobvct01ySRnzme0XCnstXjqqsdJO8O31S8D8PGFM2WQTN6g7Sw+LLqfdo0QFojCKxI53PT7ubI0hmhEVmVQTmh1KbgiG2YnRdeG53bBYrLgauOOKlFGIai8Suzr9R+jFF2EMv3QB3BaKHLNtx99ku9uXKJA80S37FVxCBdNMSg/tKKZdi3mXI1j6TxFUFxVTXpOk2jHWNJlMmnxZPscR/U8H8oKtCisaM7oOTKVczyZY9yU4Q8Xa1eZ1C0eSS/x9iQDlpYazvnAa/lR3sinuFE0sOJ4tP4K99rr/OSVb+ep66co8qVuV9CLEecuKWecrSUCXFKKV72KuApS3t9r0L1FQTsKgi5drqA34HL176MWxVYpwFhMk7QenTmStOCpm6e5MvVZ7thiX9dG0aL4obE3+eqRV3nj5jiddlLGs2cFIQi+EMJwz50KiA5o47FJQZbk1JKcqazN/WNX+NHJL3DaNNd+wDWYUJoz6QzzRUJLJ7SKBOcVIoFMl8L+TDaz4n626ifsc8HU+UD9eX63dS8tX4rWuupxxk7zbfVLNFXKvO/iCEypGu3Q44VcuBlSfFBYKcikYFL1qAtoESyKurKDExCRnWNcZeA7zOGZlAJFQSY9YIEb/gavFePMuAadod+Lo3qetyXXmVDl5+7b6pc4ZWa56TM+t3A3V3tNfFAo8ZhbnBSIwisSOawoQbIM0ljSEFlJ0AoqdyuWE26enRRdwKbLFsWv7pTIkCjTvWpxrxbvo7ugCsFlASljCXHG8JvTD/Bt9Zf4Ym+Sn33rfVjluFC7zreMPckHh/R5U6W8r/Y1ztvrdILlyfZ5np4/DYBVjjFTJleoZdGBx3XgrvQt3lBT5WUzx8car1clhKv3dlmBGVfnWtFkvki5WdR4sXWcBZfw8uwR2r3K4RhWL5UjBKUIc6ncUnx5G0AJqrt62mHQZbS7uG0KsKr80dvNCS6oZo1lDPqovK1cr9QjdYdJHDYpqCU5hdd8vnMGlb3BSV3bMaelG3J+q93k9c5k+biFLkUwpfupbSkIh5FqOO1Uvc29E1f59qkneKl3nIvJVU7o1aPA1+OVQkhVzqRtY8VTN+VZhlSVYQon7U3OJdc5tcpw5GG0KB5M2sz4S1x3peuVSc69yRXGVYYWtaT/sSkZ99gON3yZxFgXYUJlWNm8eIxsn/77Mx48BQ5ThfQATCnPcTXHZTfHDZ/hUGSSc9H0OKYX368pXefDNY8L82h5nqc7Z5l3/VLb6HhFIpFh4lDkyCrEYcejYadFF1RphptwqW+xDiij3gEqoVUsa/MRB6or+DSgO4I3mudnjvOnun+IrjPM9xLqNudYMs8R1QHqXHMLZKJpqoyHkxoPJzkudHk4eZzfSS6i8LzeO4oWz5RZ4IKZRw8tQidUxt32KpOqBcAjyfTgTPNaeKDlU2aLGjd6dVpVA/yNdp3ClQl2K5885WDfngz6n8qyQVmzZ8vrQKiVt1ltyDIMCTBfvX5F9R4sH9Y7dBxI6ZgFvVQAbwqpQjf6JYZJGVbhM8/x89N84NTXeGrmNO3cMp52mEpbPNM5w1Fdvnc7IbxavsdX88B/nH2EG90GiXZkSU5XAkWul8S6Qym4jPE0a11+4M7HebT2CufNTe6zDbrhOnlw6DXE93qc156TZpZ5m9HU3XJRrXI+MvYUF8w8R5RBoairxrr7qksyCBNJ8EyonJM6WbPcsqkyatUv4lq3iewuw8Esw9umdJ0pTenYB09dhCm1ev+jFsWjyTWOqgUuFVPMuDrpLRo+46orEjlsGIM0arGfKzIgKFl0t+Kw422xa6Jrk+tj8WvUGoZKEFT7k4JByeEwquiLvVJ8XXnpGJfrBcp4TOLo1Tvcnb3FRWv5crfLl7t3cW9ymQ8OrY+1KO62Te4wb6IQPt+9wmU3waRqUV8mIq1o7rc5V9Q0dWFDZWVjougEw2xeY6ZXp1sY2sVi1LP3Ur4CKiwtNzQeyfXA+QsKXBoQUw5QXs21KksLA96UDtlalUVB9cv+htzF1YSXWtzvVgmqFF2+CqvwSRWQkjl0s+Bbzz7LXz/+ZX5lbIpTZobrrskznbOctLPcaW5SX0fYbhYXPC8XLZ7Pj/JE5xxzeYaqBs2KBLIkx1WjAvqR7lp7tJSR7v3EyzLApRRCqWyvFG9K17kvucKcr9GtPuQn7SwP2AVO6M09fyuai7YKYJAUWD3oY5gouPYXU7rO1AZud840OWeg5a/xQuGXDMdeThRekchhQQlibTmfK/ZzHXqCElAqhmWMkN0QXQDebH7/t3K8lqN7/bTEZfsoAFOKDOkKQTTeKHo9zZwXPjVzL/eml/mNmw9zPW9wpTbBcf1l7ja1JQvOvqvytqTDRPEWDeWZUitLx4YdgluRB8czec7T3bO80j7GbC+jW5TLm54rHysEwVex5WI9wQ0p16oMT3XU4DJU4Q+6Ekxeyuft+5er26jSIRNfBm/cKu8hCKtq31EwKC+sYtjLII5AqDt0I+fuk9d4sPYGCuF7GjNoUXTDLHeYac6YYtOiYyO0Q4/Lrs6Mq9P1FlXNQuoqQ2IcvUKjlR/MyRpmLO2RaMcXWnfx3vSLS8r2tssZ0+Zmcpk5XzoYd9urHF3DzViP2I8VGaauEh62fhCUshpReEUihwElZWlhEv9IHHbi7K2dYbdEV5lQt7kyQ7h1suEKfOl6uWXtn/21RF+AqK7CV4vmvGX5wuvn+drN78YqT6oLZvMaedBrBiE0VcaD67SYbsQheLVo8+XOBV7snmTBJXTcGt9zlZJUxuO0WhoprwM+GxJfgydd3U2Fcu7UYhL7QIwpV86fCpUAk7zctlPphsuPz9uyj2sglKUSXWMF777vazw89ibfMvYk70uXvp6pWB5JPFrWd2q2ghXNpOoyo9tYcUzaFkVQdJylEXr4kK4YPNufo5XqgkQVHDNzpDLapeoRZThl5pgMLcYk5x6bRicqMjJWK18cJgqvSOSgE/u5IsSwjJ3EJwaf6a3P09rMY5k1Jv1uAPFsuERRCuAWoki8lImAPSFkZeler225ToNamqOUp+sMiSq4Ma6hmOfYDoQ3uOC57lNe7x2l5RJckBUDbRcPOkAoyw115nBtDX4V8dVVa4umvhumICSeUIVCqFmD7gmSB9BlWaMqytdR1iov3A7VnLVBZPwQLi3TC997/0v8f+74d5zQDVxYXcTupOBIxXKXCZzU19EEnpBz1HWPhu7x8sIRlARauSWv3EetPJkpSFRZijiVtPlA/UXqamv9XGtRk4RTuk0vFEzG6PbILhNXYpHIQSbO5zrUxLCMnWc3RReUfVZbZbiXayO3XSsJsTyQ6nZOCIWACYRC4QpNT3tSG5jrJlzR4/yT6x/iQnaND9W/ykXTHUlkdjfkzPkerxSWJzp30A1mILiUBFz1c6LLkjaRgFIBV1W1iQR0za2cI6UDvubACVIIsnzQsgql2FIBTODUmWn+67t/nf/xC99LcT1FdaWcB5YHXAJiKcWeY2mp4laTDlXVt6VXCi6AYMuAkKADT1w+zS9M3cf7ai9xjw00txhIsR3qKqFOwjdkcxzXz5CJw4rnn934IC/OH8OqssdrGKsd47bDkWQBu9ZgtW2gRVVi1EenK7LrROEViRxQJE1iP9chJbpbu8Nui67S5dh8meHg7ptZw4aVwmstt0wKIZgwEBN5rklM2ezU85rLnXE0nt8MD3I5u8RxPcdDtkNzi07GvO9w1RVccTXecmPMujouKJQEdNVHtODL8rl+kEMIgtYeVyw+if4cKe+lHKrshqLmTSCYUIY+9LdJFT2vApJ4Tp+Y4ZtOPc+Hsks8cu4SX+regfeWoAJKlT1fobpfUMAgYEMGCYfiFks4CQNTbtFZq2LlUZXou8VbH0w16Lm6f3s+5Se/+g38x6m38WfP/ibfVNuZ1MKNUFcJjyUeLQkueN5ef43CK672mvS8oajEV6IcRjlS5bDi+GL3PJPqlS3N7FqPKLoit4MovCKRg0acz3Uoie7W7rLrogtKEb2dhwtrJBuuefuhn6vStuHLgx+9DFLpyvsJLgip9piqB+xmUaNpulwtxskkZ8bP0tziZ3TOF+QInWBp+RRbJVpYcSgCTdulCJpuYTDiyWxBu2dJjCPPNWGZw6JUQKXlPkIon4sIaOMIXvBDqXtQJu8dnZznH9//s6WTpJr8zTt+hX/S+BC/8sSjMG3xphRbuisMmzalqAqLgnbI+Bvux990uqGqouMHfV6BkCva7YQ37Di/Pfcg780+y4RsLURiFPSFjhbFY+nrzLg6SgLXes0lTqwicCRZQItnwac8l4+jZY6jqhbFUmTfEz/BkchBQiukXo+i6xARtCJkCaGR4ZtpTCjcBW6H6ILtuV2wScdr+WMvK21brcxt+HMnQGoKFAFFwAdBVUquIT2ybTwPO3TfXtCkKidTOUoCDdNFS2AyaVEzZaRz3eYkpnS+0rRAbpE4ppQnzXKOTM7zN7/ul/neB77CmWMzHJlcIM1yslqPWq1H3eb8Tus+VPWkzxn48PizJPUeoRJAZdJgFcqxAfqznTctuvphGkPhGgB4ocg1eaF5rPEKE1VyXx4c19wC065FHtxgmwujL+tbiwdsyvePPcuHx5/hRDpHQ/dIVMGY6XAsncdK6XhpPL2gue6Em76za8cXiewU0fGKRA4KsZ/r0BCj4G8ft0t09dMMt7WLNQb3+vWqz6TsHeqz6nBfATHlwl1pTz3t0bA9GrZblo7pggnT4pSZ5cGkR3MbzsuEymiFNkrKmU86lEOYr+VjjJsORdC0nWU8aZOZnFaR4IPgQ1l+KLVAr2fwTg2G94oEtPFYW2CU50RjnrNmmo8ee5PXpj7DVdfg773y7bTyhGbS5R1Tr3ExvUI3FNRJuOYc/9/XvhHvhZA6QJfBI5Uo0qw9kHlbSBWmoVhSnjj42Qm501wtxnFhGi2KK67NZztnyIPmiJ7nlJkjE0ddAid3IABlNbQojukGjybXuJS9xVv5OJ2h4XFaPBO6zZhuk9wqoz8S2WdE4RWJ7HeUIEkCWRr7uQ44QasyCj4OOr4t3DbRxQjKDCs2HCnf7y2iSs/TQ27XspVD0KXDo3RAlOfo+AKPHn2Dhu7S9QYlgbPpNO+ovcwjtsXEKjO7NoMVzWldY8G3mFF18qDJyDmdzNDyCZnKmc7rzLuUms45krQw4nh54SjX23U6ucFkftBXVD3dwTyp8azLHzn9GR5NejRVnSkNX81v8q4jr/JmZ4JvnHyWHxy7UgmUOi54ZnyCCwprHYUJBO8JSsqERErx1e/7GhmqjPzvv/6LT2ZIYXshzzXPtU7xE0Fzxk7T8id4pXsMj5BKwbnkOmftNEdVi0mV72ofWCLCCXMTjaflU/LqQ1dXXY6YeY7qeTLJaShPc4uztiKRvUQUXpHIfibO5zrwDHq3KsEV3a3bw+0UXQB+FCEp/TS9jeyqck1Cv3eovwsL3gz3EpWx6mI92jgatS4fOPE1/vqJT/N0rvl8+yJWHO+rvcTbkwwYzSBcK5qL1pJzg0TcIEzjrO1x0dzgimvybPc0LZ9yf/YG70iu8S9vPsqnb1xkulunUxi00/jqqSkphVfN5pysz3FEzy95vPtsgx+a/Cy/277Iu7NXsbL4PN50LT7fvp/T9Vm0eF5jktZMKRJ8zSG5QgopZ20pQfdgu2F9wZTvy6pDmZfpJu8Uv3Ppbp5qnCbVBeNJh4bu0TBdxk2HG67JuO6QSY6ju70D2yQW4YieR+HpBIsPirrqMqlbjEuXIzpnQmmaUo/9XZEDQRRekch+xRiknoGOM0gOItHd2jvcbtEFpeO1E48fFKsOffamEl3pYulaf1DvoIxNh7KfyQRsLWe80eF4Y57TySwAjyaQ8AIO4eIOrDZSsdxpCjK5QcsbHMIZ3eO0aXJfKLjHPsc1Z7nPCnXV5GPNJ/ha+zhKAnO9DI8siaBXBLTyJKrg0wv3ksizfCgrBgv+e2zKmHqB43rpwOHjOuXbGs/xWPYq50ybn7j+9fzSV99Or2XBCUF5ghEkL11Lp0Dl5aDlTaP687vCmgI6DLmT/dv0Cs1MO6OR5DivKBKFr648YhZwQTGmejR3aJjyWoyrjFN6gQSHQxhTPS6a8r1V2B0b7hyJ3C6i8IpE9iGSVqWFsZ/rQBF7t/YeQSt8eptFl1pZ3rej9EWWKUvkXK0cLIwHCbK4sK9mWdXGO3zrXc9yR3qDpu7wh8deGkTFP5KU1s5OuRVlYESbriqwCONVGaMWxTnT5NzQ65ajOJdO44JglOdmL1syQ0orz2TSLvvGxDOp2ksW/lY051aJNU/Fcpe13GUBmry/+QK/1byXee0pco33apAT725aVFfhJCAGVFH1fq0316s/v8us4XL1qeLuBxd1+fq7qp9toWcHz7VuerRdGcR01kxzj1G77ippUdxpEurSBmBSmS2PGYhE9gNb/ioXkfuBnxvadBH4n4BJ4E8BV6vt/0MI4Ver+/xV4EcBB/yFEMKvbfXxI5FDSYyKP5BEd2tvErTC1e2qjtDuHsdupyeW/3qTHjdVcN+Fy3zzief4p098kKJdLRtUQBmPto5jYwv80SO/y9sSQaGwQ4N6d2MhP7HB3p/7rWau+QyfkvuZSzJuphlvdcfoFJZEFyTKYZVjzHS4I7nGXXbz9YAt3+P57klONObJTEEz6eKDcLp+k+89+jh/9fe+l9b1OtIp54Y5Fcohy74asrxsf6E/v6v/Mq7zUQh2qdulTHm5HyISgtDOLakp6HmDFc9JO8s7U7Bye/6upGI5Z2K5fORwsGXhFUJ4DngMQEQ0cAn4ReBHgH8YQvj7w7cXkYeAHwAeBs4Avy4i94UQYlxNJLIRtCr7uWw0qg8C0d3a2+wV0QUQzM4dw4pEQwGflP+OPXSNP3XXp/ho4wV+7uajjDXbzEu2mASoPFlWxrj/6+n38seP/C4PJ5sLQHDB0w49OsGRid5RtyMVy9clPY6orzCmPDe84Rdn38F0UadXDSmrqR5TtsUD6ZsbFnTL+e6x3+O8vcHn5+/iD019nou2jEFf8IET4/O82krwGMjVIPkQtfHY+bUondFFsSjWD6LzQyhFl0jAeaHwip7THEkK7I7ELUYikdUY1QruI8CLIYRXZO1yjO8G/nUIoQt8TUReAN4DfHpExxCJHFxiVPyBIbpbe5+9JLpg+/O7NvVYSZlm6E3gyqtHaN2ZYoEjeoH7jl7lJX2UhU7pjBjtSYzjSLbAhewaC8Hggt+wyzXr27xRBLpBk4rQUAV5aDGlRxPAsRp1lfBgUh7/6eCZGXuaT84/MIgyz1TOCXuTOZ/RDR1S2ZwTU1cJ96mEu811Hk0vcd4omqoBwKy0OV6b541kgl5XE6wnaEG6alsz1oAy5CT1i46YDqhk8by2UmHF/DIfFLUqZtHjWZHKEYlERs6ohNcPAD87dPnPi8gPA18A/psQwjRwFvjM0G1er7atQER+DPgxgEytrKeORA4NMSr+QBCTCfcPe010Dc9n2nFU2dvVH8SrOoqffOZDpA/n/KHmC3xb4wX+zeTb+A+XH6FblDHx42mHP3f2N/mGrIdCryq68uCwosmDw+NJxTLtWjydZyz4FI8ik5yx0MGpHk3ldm2W1HHV4q70KjOuFHtWHJn00ARaPifVWyuB06J4MFkqIOuS8N3Hv8xst8bz7ZOEnpROV+ZK9yvf4hstlD14/d4uAZ25JR8brYecMAkoCSS64Hx2g/dll0glrrUikd1g28JLRBLgu4C/Wm36SeBvUraK/k3gfwP+BKv/6Vi1nTSE8FPATwFMmOPrtZxGIgeTGBW/7wlaQVVKuNt9OpHNs9dEF4C3O6zSh55qX3T153cFVQ4a/qXLj3HH+et8tNbmj40/zVu9cV5YKNMBT6RznNFzS+LVh5n1bV4phDkvLPhsILJu+mPMuDoeVc6/koJJ3cKZWY6H3ZkllQeHlsBxfROAjrdlqIZuMaY65OsmXmwOhfB9zbd46sirvHTlGEWuBvH+IVlMPpRi45+/QbJkX3TpgErdEndLlMcMCa/EOIx4GqbHh+vPcccqgSGRSGRnGIXj9fuAL4YQrgD0/wcQkX8C/Pvq4uvA+aH7nQPeGMHjRyIHD62QZiOWFu5DBu5Wagg6ulv7hb0oumDnYuQH++9/Piu3C6oERQXp6Rbfdc8TZCqn7584ymHIfc6m08yF1U8OueB5vYDneye47prMu4w5lw2G5GYqp656NHUHguGGa6LFc0Nfo7kLvzdWNJMKzpqbNFSXTrBoApOqzYTKqcvo+mnnfYdfa53gajHGZ69fQBtHYTTkQ09UBUIaCLYSX05WL0GUSnCZAMPR8Sagl4suCaRpMRgObbSnmfQGsfmX3TjdML/pkspIJLI1RvGt8oMMlRmKyOkQwpvVxe8Fnqx+/hXgX4nIP6AM17gX+NwIHj8SOTgoQayFWhZLC/cZg96txER3a5+xV0UXQ+7TyPa3xnP0pnK7FHgdKGqBi0dm+K6JL/J1SYEVjRbNhMp4d+0l3lcLnDflIKpUFLBy4a5FkYljxtV5szfJ9bzBQlHGsysJjJs2HW1p+YRjZg6Ajk+Y8Yazm+gV2w5HVY0J5QBHHnrkwaNEsCTU1ehS/t5wjt+afZCX5o8y084QAZ06nC8F1hJU5WJRhmIMaj/7yLIZXgKSOJT1SzcrT5oWWF2KscwW1G2OItC0Xax4vtK+g0xe5P1ZN4qvSGQX2JbwEpE68FHgTw9t/rsi8hilgf5y/7oQwlMi8vPA00AB/LmYaBiJDBGj4vcd0d3a/+xZ0UUZqrFb/V19gecTyrldNc/rNyb5hcl3cefxTw7mV1nRvDORShSt/111RCmuFWNc7Y2x4BZv74NwI28wQTm/6UbR5KSdRYvHB2E+dJmQraUKbgYtCl394o5SeMz7DlddmRZ4xdX4tbl382prinZhB+mCAqjU4bt6pfjqI5RCa43rxPpScFW3EQmICljrSEyB0R6rHZkpMJV9VjM5mS5Fc8dbZnydPLSi8IpEdoFtCa8QQgs4umzbH73F7f8W8Le285iRyIHEGKSegY6pUvuB2Lt1QFB7V3TB6MsMw1onBiqnK2jI729Rr3fpdCzfd98X+X8e+RxTamn/Vt+J6oZ8xWI9D45p32FKZeTBccN7ruVNZvIaxdABGPEo8czlGXXVoxsMrur/suLxYX+3d8/5gpeKCV7Lj/K17nFebR+hWywuubT25FRpg7UC39OEfs/XraiEmJgytVApjzEepQJKebQEsiRnKisFrQ+yGP8vpdNVNz20BGq6TDS0UuxKT10kEhldqmEkEtkKsbRw3xCULMbAR3dr/yOCq5s9K7pg9IOTl1esDaiEV1EP3HPqKn/m/Cf4hWvv4DvHv8xzeY2rbpxvqV2jqTJeLea54SwzvkYv1Pn6bGFJSd411+YT7fNleWE+yfVek9dbk3ScGQgAKEVA3fRo2i7zLmVKtZjUC5zSN5lQjrpKR/rcbwfXXZM5V6PjLa5yuZSEJf+HIAigE0ewHu+E4AT8yvJDUQHRAaUC2jhqaY41i4VDiXbUbM6DE5f58WOf4Pn8GM91T/OVm+cpgiJRpQNXiq6cVBVkqnS+8uCi4xWJ7AJReEUit4uYWrjnGR5yjFHR3TooiOBqFq/3sHoedX8XtxZyQUE+5fnIiWf51toNHj3zq1z1KT/x5rcwYdt8IPt1lO/xmc5ZPj9/kRu9BnfVr/He7Eu8XswDMKkMY8rwQvckT86dYbpT52YvHQguozxpVfIWgrCQp/igSJXjbDrDB7JLnNZ1tOx/0aWrE2lKPJrKidIFIQhWl89faY8rFt9kkYA24ZYrs37f1ntOv8o3Tz3DmGrzZPs8vzd3FiOecdvhDx75PA8mdR5MWnw1+T1yb7ieN5h35etd0z3GTYe66jFlFnBB8YZz3CW7E+MfiRxmovCKRG4HWiGNeiwt3KMM3K3EEJSK7tZBoi+6djqmfZt4M3qRv2apYRVp/tgjL9H1ls91M37+xjfw4s1jvHFznPFah19o3scPj3+NE3qOS+1JrrTHuNSaAODZ+VMUQfEHjj/Ox+pX6XjLG/MTLPTsEperh6adGxpJTmoKFIF2YVkoEpq6wxGV7Eqgxm5gEc6aaXxQdK3lZlEjt5oiKGo2J3eKJCnoOLXkNboV2jjSpKCe9jhXm+b7mm9hRfO+7Is833yGi6bFVW+4aAAyAE5qxUO1S8wkdVxQzA7NK0tVTkN1aaguLW8G89YikcjOEYVXJLLbJBap12Jp4R4jDjk+BOwT0QUQdll4qQK+9NRdfEnu4hfOPMr09Sb0FCQeozxX8gnmQ86kCrzZGuf6Qp1ez/DytSNl6Zv2vDb3ET5/4mt88cZ55jopbri0ENCqdHrmuwkuCE1b9hh1XLkU6YaC+gYCO/YDTZVy0bQ4o1vo2mv8prnIF+fvJFUF16VBz2lCEJK0oNc1txRfIgFjHaktynRCU1BXvcH1J3SDExqgyell951QNb4xewuAurK8kBe8mB9lztfQeI7oeTSBuirQcjBe+0hkLxOFVySyW8TSwj3JIAbeaoLZ+wvyyBbZR6ILKR2vUQdr3Gp/qgf1Vw0ug4VrRzAGgg14o3FTwjeNPc2UyvjdYoKbnZR2K8V7IQz1IrXmU37x+mNlsl7VvzR4SlXaXpKU8ead3GCVJ9UFPW94vn2Sf6fafHvjFU7oxsie9+3Ciub00GDijzW+xpjqYKWg5VP+9eX3cNmPAeVr0+sZgpcVr5nSniQpMNUcrsQ4aibnWt7kmTzn7cn6DtWUXgxHeTixnDPXq6HWpdAaUz2OK4k9XpHILhCFVySyG8TSwj1FdLcOGftJdFGFYIzY8FrT7apQBSgH0i5Fn1gIBUgC86+N8xfV9/O3H/oFfv6tdzMz0ygj0H0VAlGVKob+fCkBTBlzrlR/HlUZGtFpJ7ikILUFC70EWyvDIdrOcq0Yx+5Wfv4uc0w3+FjjOqlY5v0NPt+8SscZZjplZL7JPC4I3itCKAsitPKDwcdQCrFG0mMyaZOqgjEptnQsE6rGRdOhFdoooC6WuspG8TQjkcg6ROEViewkMbVwTxFj4A8h+0x0ATtyrOv2jHmQAoIFlZdCzBtBHIhXzLw2yT+a+AhPvHgOugopBHGyNP5cwCcedIBc4QtFSBza+iUPlffMwBXrFoZUF1XIRo46wN+TfUepFRxN06Vpu7igaCtLOzdIEFB+1fuWoivnaLbA28be4AON5zmyjRN5TZXRXP9mkUhkxEThFYnsFHEg8p4gDjk+3PjU7CvRBaOf31Xuc/XtMrTO1z0IpnLcwpAAKwTJFc98+i60DWs7cgFUVxF0IKTljkNX44KgE7fkpnmuSYyjUxjGUziSLPDu2ktkcvCXJS4EUimYsB06zqIIpKagWxi6hcEHBkOWlYDRjrrNmUpbfOzYV/ho/eWqjHHnB0xHIpHRcvC/4SKR20EciHzbie5WxGcWl+6v38GgSvEz0n3qW/R3DTtWHlQXXLb0etUDcYLzEPJqfxqCWV2EiRPIFSGpxFeucCqgzaLKC15ReIUJ5ba311/jPenh6DE6olPuyS4z62q0neW6a2DEY2yPms3xQfBBUNW8r74wu6txveqBi15VJLJf2V+nASORvY4SJE2QZuznuh0EJYTU4sdq+GYNn5koug4p+1F0weiHJsPmoulVXv5bjjjQHRBflh+qHui2oHpSumZh2e3zoSHAAUJPLb8JAM4LhVcc1zeZ9x26YZUHP2CkYvlo7U2+b/Jz3Nt8i7GkM7hOETDiSZTDiB+IrsmkhZLAl7uTt+/AI5HItomOVyQyKrQqSwtjauGuE4xeTCaMQuvQs19FF5Qx8qMuM/SbfCl0t3Lelt1PfHmdy5aWI1IIPgFvwhL3S5wQqnANfBmuIXpRfvX7vFxQ/NL0O3m6fpkH0jf5hmyOujrYJdpTus5jyvNsdpmrvTGUBObzFOcXz4db7aibHpnO0RLQeG64JvP+TZoxDCMS2ZdE4RWJjILEIrUMVDSRd4ugFRhdia3YuxUp2c+iqx8jP0qCrvocN3UnMB0oaivTEEu3S3BpWHJ71QW84JMh8VUIDJ2HCl7K4A1AlEdXPUwAN3p1XuAkmeS8P5vZ3PHuU7Qojup5Jk2L3GsynVMMqWSjHFrK1ytRBVY5FnzKkz3L25PegRenkchBJAqvSGQ7KEGSBLI0phbuAkEJKEWoerei2IoMs69FF1WZ4Yi/RtYTcrJ6iB4sd7eGUEXpzHm9tHhQ5YAI3pbiS8KyCsShHVnrysHA2qEIFF6x4BKuFWN0w1oHdbCYdi0W/DhWOSZti5m8PhBawygCk7ZNU3fQ4lkICbN+NgqvSGQfEpctkchW0QppNmJU/C4QtCJkCaGR4ccyQhpFV2QpPjX7WnTB6N2u0kFb5yarNV71ryvKXq4VVA7XavdV+ZCYCyz2eQ09mNKexJQph6ku//eVKGu5hN/tnOSr+QKzvn3rg9/HzPo2LxWGPGjqqkeqCo4nc4yZDv1uOEWgpnOOpfNM6DYTuk1ddckkR8e/OZHIviQ6XpHIZomzuXaF6G5FNkqwGr/PRReAt6Pt7/K3SjPcIKpXlhv6Za2r4qseLrNMfQVQueDU0n4vBEQHlPZkaY5IoJbkpLocApxUAsyhuJRPofC0zDTnzALHdGNbz2GvkldNdFNmARcU3WAYlw5N3cWh0HhSVTBhWkzqFmOqw1kzzXHdZkKlt/noI5HIVojCKxLZDEqQWi0GaOwgQasyKCOJiYSR9QlW42pm5IEUu00wO1BmaEezQ93t94ot3a56/aj6pdvFVWWGw9uNJ0kLamkPrcqkvpotEwytdiSqoKF7WCkF2Iyrc0LPkR/QlMOmpIypLlYcGs9JO0snWLpDCreuupyx0zRUl6OqxZ3GUVcWRQ0r+/9EQyRyGInCKxLZKMYgjVoM0NgB4pDjyFY4KKILyjLDUT6PoMGP6sRFKMVXsWxer4QyXj7ola4X/SANCaACWbPHu8+9QtP0eHVhalBaaJRnMmlVPUxdMpUPxBdAJgfzy0CL4rj2XNYLLPiEPBgyyasEQ8+kbvFIcpk7TA2Px2DREl2uSGS/E4VXJLIeShZj4g/AAm8vMXC3rCaYg7nAiuwMB0l0wejnd7kRuV19pCj7t5aUHIZyO6uYL4NgDQGVOe44Ms3fP/dxLjvN/0+/nwWXVj1MZX+TFYcWz5RZQONpqB5jqsf4AY5Nn1IZp/Q8AHO+RsdbMpVTly6TusVpnVTOVnS3IpGDQhRekcit0KosLbTxV2VUDNytSnBFdyuyWQ6a6PJWVszM2g5B7UBQB6XwCmZpCeGqZYXDmECt3uNDx18gFcWD1vLh8We4lB/hg7UXGVOOG86yECxX3Xj5OHiO6nnO6IA+oI4XgBXNEeVQzHFDcpwun2smORdNj7o6mL1tkchhJq4mI5HViAEaIyf2bkVGwUETXTD6ocmj6u1ajrjS4QpDrpcEStW1SsRhEKiNd/if3vbv+WjtTSZUHYD3ptchvT4IzbjDgAuer+Zv0QoGTWBC5YxXtz/ITKiEnB6ZtPCU56EmlWLqgAaKRCKHnSi8IpHlaLVYWhjZFrF3KzJKDqLoGvXQ5KBHX2Y4jCpWKTf0K4M3ggAqUEt7XMkncbU3BtetllKoRXGnMdzwZX79pDIH2u3qU1cJJ0WY8z00Ql1ZUol/eyKRg0oUXpFIn77LlaUxQGObRHcrMmoOpOgCvFUjTTPcSdEFleu1TGiJY+VqQpUO2I1rY/xz/37OPDjNvclbvD1Zu2errhJSKXd0GERXn1QsqY5iKxI5DByeb7ZI5Fb0AzTqMbVwqwQlBGvwzQzfrOFrNoquyEg4qKILRptmGPTO9HYtfZBKaA0xGJjcRw31fDlhfiHj77/4Uf7xW9/E1/J58rBsB0NoUYdKdEUikcNF/HaLRBKLjDUhTW73kexLglaELCE0MnwzjYEZkZFykEVXUGVYxahwye68RsuFF2Fpi9eSskMvuELR6VmutMf5xbm380Le3Y3DjEQikT1HLDWMHF5iTPyWicmEkV1BKVx2MEUXgE9H94vjzQjndq2DcuCHkgyX52oExdLySS9kSc77j7zE/dkbnI+jIyKRyCElCq/I4SQOQ94SsXcrsmsoRdGwpcg/iMgIywxl99yuVVk2SHn5QGVlPd9z7vf4S0eeRSFoObizuSKRSORWROEVOVwoQZKkDNA4oGfRR01QAkoRMhuTCSO7w0EXXYBLRheq4RLZ8mvltzI/zFNOR17tIdViqWHQAVTA2II5lzHrO6smGkYikchhIS6hIocHY5BmI87m2iBByWLv1lgWSwoju8MhEF0wutld5bDkERzQiFjS36UDKnVY6/jyzDl+ef5uuiG/bccWiUQit5s99HUdiewQ0eXaFMFoQmKj0IrsPodEdPlEEbbiNK2CS7cp4Eb1O15VF/b7u4INqEZBvdGlmXV535Gv8R2NF0ilOaIHjEQikf1HFF6Rg40xSD0DPaJVzgElKCl7t6yO5YSR28MhEV0A3o7G7XKJbDtQY/ng4w2xykMOZnlJ+U9N9fjv3/FrvNmb5GpvjB+a+AKnTRRdkUjkcBOFV+RgEl2uDRGMHhJc8XWK3CYOkegKRkbidgUFfrszd2UbwmuNtyqoQLCBLOvxcPo6f2TsZb6aByZjkFEkEolE4RU5gESX65YMouBTE92tyG0nWF1Gxh8C0QVVqMYo9rPdEkOqOWJb2EeQoQHJ/W39r1uBkDrOT83waNKjrjIeS7d1mJFIJHJgiMIrcnDoz+WKg5BXJUbBR/YaB3k48moEIwSzNbEzzChKDGGLiYawumNXHU4QOHlmhv/t4r+hJksV15vFPDe85gGboiWe8YlEIoePKLwiB4PEIrUszuVaxiAKPoZlRPYYh010Qel2bdul0qOb2bXVksdb3U8CJNrxa/MP87i5ye9vvMpXek3OmDl+p3UPAOfM15iQ2tYePBKJRPYxUXhF9jdaIWkaXa5lDMIyEkNQKgquyJ7iMIoub0u3a1sIFOmIXrNt9Hfd6n5SCK+9dJx/dOXDnDh2k88df41nZk9ilWM86XAineex7FXeGcsPI5HIISQKr8j+RAlibRmeEV2uAUErqNytWE4Y2YscRtEFVYT8Np9zkW59UPKK49FsaV9BryK8pAzVKG8AqqvwYrjyxiQfvz6GSRxpmjOfpWQ659nead6WXCaVpekg3ZDjQqCu4om0SCRyMInCK7L/0Krs5Uq2G+l1MIhhGZH9wqEWXdvM+vFW8GZ0r9uW3DcBt44mEg94UB2Fz8B7IfdC8IKWwCNjl/ho/VVSaSy5Xx4cL+U5c8FyXM1zztSwEgOSIpHIwSIKr8j+IUbELyEoWXS3TFRbkb3NYRVdyPYTCIMeYYkhVRT9Fv76B8WqJ3aGEw7Fl31eIYBqK3zmCT2N04FOz5J7Q30VQXXNtXmid5aWT8kk50ZyhXtsjwkVe8EikcjBIQqvyP7AGCRLwcaPbDCakFgwKpYTRvYFPjH4TB8+0UUVH7+dpy1QZKN93fxWkhUFfLIyRh76sfT9C4AXqEoPVUfhax7f1RQq8KtvPMwHGs/z4ZoHYN53eC5XPN65j2v5GFo8E7rFVTfGcX2diXhOKRKJHCDiKjayt+lHxCf2ULtcsZwwsl/xmR1Jf9N+JCjwyfbcriLb/ryuJcjWBi97s7ZLtryMUly1rTps1VF4Cbhc0epZlHhmfRuN8HSu+bkb7+VG3kARGLMdOsZyb3qZY7HXKxKJHDCi8IrsXWJEfBmWYTQhtdHdiuw7fGZx6eHt0/Hp9twul45mXtcw3mwhVEOVbtetrh9G/LLrA0hPERTML2T8xtzD/Ju8zkKRoiRwtdOkCAojnraz6MwzqdoxZCMSiRw4ovCK7D20Qmq1Q11WGIwGa/CJie5WZF9y6EVXosoI+S26Vd6AsyM+2bKBcIxV75OuHSEf1FCiYf8ururzGu79KoTghLxl+dfPvpN61kMkIBKw2lOzOYlytAtbijE3hgvtOGg5EokcKA7vyjay9zjk4RmxnDByIBDBZQafHF7RVZbzbV10BVW6XaPGJZt3u3xy6yCOoFfv+xru8+ojrozDz9uWBS8o7bHWEYIjd4pGklMzOTe6df7z7MP0wrN8S20mOl+RSOTAEJd2kb2BMUizAbXs0ImuoKQsJWxk+GZKsFF0RfYpIriaPdyiC3Dp1uPjg9qBvi5KgbTZ3i5v13fI1oqlF7fKxmpbyBXeK1yh6bQTWp2E3GkWepZ2YXFecaU7zpdaF7jme5s76EgkEtnDRMcrcnvpz+Sy5vAJLq3AGkJiYv9WZP/TF132cJ818Fa2HqjRj54f0ZDkpfvdXJJhMODTdW6zSpnh4CEDZcLhkqh5IVQ3d12NyYry50LTcQpqPRZ6oCTQcYaWT5jzh1vERyKRg0UUXpHbgxLE2sPpcFVx8NHZihwUglb4msHrQ/6BFraV4FjsQJhGX3RtZr8+WTs6fphg1r7NioANKIVYHyd4L6hKuIUgdDoWXQss9BLqNqGuetxziHt9I5HIwSN+o0V2FyWLM7n04TmTGZSU7pbVsX8rcqAIWuHqdvQuzT7EZVsvMXSJ4M0O9HXZTYR0VLO6NhLAsdUhzIs7AJ8rVLpYkxi8oldoRAKtPKHrDS4Echx5cLHXKxKJ7Hui8IrsHv2ywmQLQ2T2KUEJVO5WMFFtRQ4WwWpcZqLoYnspht6Uwmvkx2TWiYEfRlXO2AZXBcGsXWa4JsufYqEIqVuyuSg0qS3oFIYXFo7zU8l9HNHzjOsO35i9xZSuD27rgo+ph5FIZF8RhVdk5zmEaYWxfyty0PGJwWf6UA5GXk4/hXArr0XQO5Ng6A24bGN9XcHcOjJ+xe236HYFFVaIr+AFGRJwwQshCLlTTHfrfG7mLsZsh6N2gV7QfLT2JjmBOR+wAhNKM6Fqmz+YSCQSuQ1E4RXZOfp9XGlyaMoKY/9W5DDgU4NPo+gCyh6qmt7aoGQp+7pG/TpuWHRVpYXert/PtWT/dgtuF6z8Tgyl0FoeOw9lz1fhFTO9GkoCPW/o+ru5UTQ5bubQ4hlTbU7peazpxTLESCSyL4jCK7Iz9Pu4DkFjdJy/FTk0xBldK+hHx29FPBXZiBMMpRJd6yUYymIZ4kZdrj5BQzDri67Vet02cj9R5VDlPs4rOs6gxDOT13lVHaXlUyZ0ixmpkweDlRvcLSaWHUYikT3PwV8VR3YXrZA0Lfu4DvjZ8EFgRmJi/1bk4KMUrh6TC4fxidpydHyRjTjBUMpQjPV6xYJefyjymvdVfVG3gdsKS11AocqYX4os26b1yjjE+Twl0wVeAi2fMOtqWHHUVZfrrklddRmTeU7oehRfkUhkTxOFV2Q0HKI+rqAVGF0OPY79W5HDQBRdKwhGcFscdDzqBMMwCMZYe599wVW6c1t4ECnnem20xDDopbcLdmV/FwLDOkkkYM3KycshCD2vscrR8wYXFHMuo6665EHT8ZYbXmOlzTHd2Owzi0QikV0jCq/I9uj3cWUpqIO9KAtaQWLxiYnlhJFDQ7AaVzOxn2sYgaK2tS8Bb2V0CYb90sKENUsWty24qsdxCXi9UdG1rIRRIJhVBnstKys01qFVeTuRgFGL9/HVwatqGFg3GBwKjUeLpxM0reDohpxUDk9ybiQS2V9E4RXZOsYg9ezAB2fEwIzIYSWGaKyCQFGFaWz2dQm6DNMYBUFXYmgNl2skgosqwTABv4H+rMF9lq0sVnW7ALGLwsomBaktBpcT4wYiaxijSkesf11dddEEbDWxuROKKLwikcieJQqvyOYxBkmTMjjjAC/IgtGEzMbAjMjhQ6QUXYmKomsZLlPlDKvNii5V9nVtl6DKVMEyiXDl/kYluPr7cpsoLxw8vlkUWkFBsKu4XSagKxesL7r67pdIoG7zpTdXHkUgVaU4y1ROJj0mVQslnoZU2yUuayKRyN4lfkNFNs4hCM6ICYWRQ49SZXKhjR/+5bhsi0OSpUow3Mb35nqCC1WVHJoRCC5V7sfbsLl9CfgkLLkc0lVElw7orBRaNilIjFsiuhpJjpEhN0w7ElVQ0zlWHJnKOWlnOWVmGVcdjugOqUBDVHS7IpHIniYKr8j6KEGy7HAIrszGhMLIoSVohavb0UacHxBcusUEQ9lebPxGBNfi9Vt6iCWPtSXBVTGIp5f+Zb90RpcAxqNTh9aeNM2X9HFpFWgkPVK9WHIoEhi3HVLlmLQt6qrHxfQt3pu9xhGt0QgKSxrj5CORyD4gCq/I2hyC4IygBKr+rSi4IocZnxh8Fvu5VsNbwW9x0LFLthYbX5bs3UJwSSW4KrHjdTU7a/hrLEDfOBJXXl7xOKq8TxmIsTXBNRjEPFxiaAMM94WpgCQebTxJmtPIeiTaoSqny1Y/D/d1paagabo0TI+T6U1OJzMcNzd5LH2Du2xzCwcaiUQit5d1hZeI/HPgY8BbIYS3VduOAD8HXABeBr4vhDBdXfdXgR8FHPAXQgi/Vm1/J/DTQA34VeC/CiFsvHA8snscJsGVmBgJHzncxH6uW+Kt4Gpbe21cIji7iftJFQ0/6NFaIzjDLN7GpeBqYVFk7fZfVQUuDUucrmACIakUnwqI9SjrUcrTqPX41jueZUK3eSsf4+7sKgBfnLuDtrNDuw0Y5UiV467aNb6++Rzn9TwNJRxVtV1+kpFIJDIaNuJ4/TTwj4CfGdr2V4DfCCH8bRH5K9XlvywiDwE/ADwMnAF+XUTuCyE44CeBHwM+Qym8vh34+KieSGQEKCmDM7L0wCYVRsEViQwR+7luyXZEVxnzvsH7SelY+YRbu2N9Z8lWYR01OPrey9Rtzpuz43gvdC41UT1BwtJZWkEBAVQhiB9ywLYq1Koo+9AvSxwWXalfIriEMio+S3KONRf4zokv8/7UkQeHFY3H8y9Vl8fnL9B15bJESWDctGmaLg/VLvHB1KMlulyRSGR/s67wCiF8UkQuLNv83cCHq5//T+C3gb9cbf/XIYQu8DUReQF4j4i8DIyHED4NICI/A3wPUXjtDfqCK6mSCg8g/RlcweoouCIRqvlcmYn9XGuwHdFVDjTewP0EnK36qtb5XgqmnzBYXnZJ6TTlTvMzD/0MWoSfmn4n/6L9ftyCRQoBT1lGaD21o22+/94v8n9++X0wW14vAcSVQgy/AcdMFvvAgl4quMpjrESX9ejEIxIQ5bHWkdqCWpJzrjHDvWYeK02slCf4usFz1MxzJp2h4xddLy2eE/YmY6qNJ3AwTwdGIpHDxFZX2SdDCG8ChBDeFJET1fazlI5Wn9erbXn18/LtqyIiP0bpjpGpeIZrxzhEgisOPY5EFonzuW7NdkTXhhIMK8FVOlfrPMZwL1c/tMJWARgaFjoJLxV1Hk165EFz8cw1ri/U+boTl/jC5fO0Wil3n7rKnz3/WzycvMV/OvkAb+RHoKXBSRkVX4kt6TtgazV6DfeALbtJSALBeiR12KwgSQqsLtMKtQpMZW3ONGa5ULuOXfbaKBSn9Cw3k4w38ynyoFEEJkyLMdXmopnFRrcrEokcAEa92l7t2zrcYvuqhBB+CvgpgAlzPPaBjZoouCKRw0ksLVyXkYiuW4gpbzZQUthHlS6XH/qaLgcal38Wgwm0F1L+3mu/j7915y/xAxOf588d+RxP9MZ5b7rAPx17gF+/+iA/fu63+M56Bxfq/Nm7PsH/u/XtLEgN5k3pcvXLBAeHtIk/uwI+9aADql5w/9krnKzN8U2Tz5CpnF+59nWkquBPnPgkF02LGa+YWtajZUXzYNLmTvMyLxVvcamYAkATOG5uclwfzL9TkUjk8LHVb7MrInK6crtOA29V218Hzg/d7hzwRrX93CrbI7uNVovR8AeQKLgikdWJpYXrsy3Rxa0TDEvBxIbDNoIBl600n/qx8UGDr3m++b6vckftBie155huAPCRmsOFhI82nuG4mePd6XWggRbFR+uvcvbRn+XvvvrtPPPVs0hbb7nPaxCiISCJp9ns8N/f8R95T9qhrhJmfZujJ3+Ho6rFfVaoqyan19jXhKoxoeCIzjmi3uSqr5PgOKI7WEm2doCRSCSyx9iq8PoV4I8Bf7v6/5eHtv8rEfkHlOEa9wKfCyE4EZkTkfcBnwV+GPiJbR15ZHP0BZc1B3IWVxRckcgaxNTCDeEThdvGkOM1EwyrEAqXrp1SuOL2SdnDteIYTSl2oBRgF+6+wt85+2tYUdQlW3JbLYqHkxoP2KtoKQVZN+SkonhX2iofqubwQZCeIG7jzzvoQEjC4owuHVCJIwCfbd3Nh7LngFJMfaTmgHTD+07Fcp/VnAltWt5RVzoORY5EIgeGjcTJ/yxlkMYxEXkd+OuUguvnReRHgVeBPwQQQnhKRH4eeBoogD9XJRoC/DiLcfIfJwZr7A5RcEUihxelcHWD1/GX41a4bIvDkSvWTDCUKu59My5XFRO/4jq12OcVTFlueOn6BP/g2vv59onf4xuylfeBUoB1Q84N1+UrvaM83z3FGTvNdKeGMh5nPEEJoRAkV4O5X6s9l6BDOZ9r2VBklZYzuAT40s3zfL7xLO9b43g2ghbFhJQOWCQSiRwkNpJq+INrXPWRNW7/t4C/tcr2LwBv29TRRbbGcA+X0VFwRSKHDRF8omOAxgbYruhaK8EwqLJUcMO9XEmVFrjKzYMCn1YDjk01N8t6io7li9Pn+a6JL+GCoGXll+E1t8AXu5M82bmfF9oneKvTZLpbZ3ahhgBiAqEnYALBOIKXpTHz/eRCtXo9oliPqq5TEpjp1vj43Ns5Yz7LHSYGYkQikcgwsWP1IBFDMyKRSAzQ2BgCRU1XYmeL4nSNBMP+jK11++lUFbZhF2Pil9MXXd6EMpTDhPK7TweQwDumXuPd6eqiCyAPgRuuyZV8nJt5xlwvY66bIlKJJetxhYCvjnUNgbUqVYlhH6M9R9IW72m8yISK4e+RSCSynIO5Oj9sRMEViUQAn1Qx8TFA45aUbtQ2RRdQpCsTDNcVXf3Bw6YsKVwruT2oodj4/v+qun9Wpghq67nSHee/dBUN6XHe5JyoAjb6nNB1Hknf4Mn2OXpe03WGwim0LmsKRQKSeEJ3kyEbVYlh//CV9jSSHh+ceoFvr7XQUrvl3SORSOQwcjBX6YeFKLgikQiULleqCTYGaKxHMEJRU9sWpy4RvNmA6FLV0GENXi9eBlYOIJbqeg1el2WFRX0xOZDUQRBEe5QJJGnOczMn+Bd8iHeMvco3N57lxDKjSYviLqN5W+11np07Se5VtT2gtMc7hTYe54XQ2+CXrIDKikGJoUggSQrONGb5A81n0HHmViQSiazKwVytH3SUINZCloI6mGokCq5IZAP0e7mS6HJthH5y4bb3Y2VlmIZU8e9KVrpaldgqGoGiFtAdQRVru139ni93JOdH3/0pfu/mWZQEfuDE5/jpNz7I89eOIQKJKVASyL2mrrrcZVYv76urhHuTKyhZtLREAmma02knhCDoxOEkEHrrOF86lGEaQyWJxjpS42gVCb/ZvpOPNV6nKema5Y+RSCRyWInCaz+hFWJMFFyRSCT2cm0GqUI07NZDNPoEvUrUe5Ve6LVU4RdDrpau4uHTAHct8P33f5mfe/KdFDMJZkEh+eI+gqoSC02ZHmgbPd7feJ7/7ugTAMz5Hk9PvcxsL6NTGLQEjmQtTqY3eWf2CnW1emz7U702vz7/dpQEEu1oU8azG+XJaj06HUvwCm09wQR8rgiFLCpDKfvKxHiU8cMmHTYpSG2BVp6OM3xy9j5mXJ0P1Z/nYZtE8RWJRCJDROG1H9AKSdNy6PEBLSOKgisS2SAxsXBTBAWupqt+qm2+XlL1dS3bj9dlZPxg6LEa6tEyAW/BjXk+evF5/trxL/CRDzzFF9sX+N8//c2oOV1GuMti6WFQEFJPLcuZVG3SaoDw677LvEs5WZ+j8Iqj6QI/ePSzZJJz3xqR9d2Q83x+nBtFAyOeVBfUkpx2b1F81bKcvNAUeemY6cRBAmFIeC3fuyhPkjgSUwCQaEcIwkKR8lY+zpyPQ48jkUhkOVF47WWMQdLkwM7ggqosJ7H41EbBFYmsQ7Cl4IpzuTaGT1QZ9S4jEF1UCYarhGm4tHSq8kYpvLpncigE3VK4uufhB19jplOGTXg8LijGVAc71iV3GZIvDjAOOhAyj6qVguZ3WvdxRj/JadPkgqnzzsbLdH35p/sdzVf4YJZjRQOrlxkaNJOqReEVSjx10ytLCyXQzi0+gFYenXiccRRO4ZzCOzVIPhxGaY8xHqvd4HqtAlaX6YY9Xx7HedOKvV6RSCSyjCi89hr9wAxrD4XgCokhbGTOTSRymKnKCoPZfqncoUDApdubz7Ucl8qqM7nKKHghb0Dr7h6Tx+f5i/f+Dv/x6tt48tJpHj5zhb92x7/nqe5ZjpubzPmCX5l+B09Ony77pFJXvq9BQAfqE+0ylr3RIlGOp+bP8lz2KqeNR4vikfRNOqF0q96XvYJdR9xoUZzU8xjl0RJo2i5FNaE5NQU+CM4rfBCUBLTydAtDOzf4ansfJWFVMVazOaaavJwox2k7wxEVlxeRSCSynPjNuFfoB2akCeiDO/8kCq5IZBPEssJNE4zgUjWa0sIKb8pSwhWPVZUTUgVn/L5Hn+THjn2CO41j1tW50LzOf3v8tzmuU74ufQ2D5jPdOjd6dXwQtPaY1BEoQwubjQ5/46Ff4W57nbo4fnb2nVhV8LZkDihj4u+zDTJ5hQWvOK3XL+dzwfNaMcGY7jCjavS8YTJpMS8pHWfxQbDKkWjH6dosP3Ts03ylfSf/+dqDzHRq9JymV6z9N6me5NRM2ahmtSNVBReTt2iqbAuvdCQSiRxsovC63Wi1KLgOaGAGVIJLa0ItiYIrEtkAwerS5YpphRtDwCUKn1YleyMSXWUp4er78rZ8HK9Bt4X/+NlHyd+tOZne5I70Oj8y+WVO6KWOlAOOJC1uphk9p7kZBO+FJCk40Zznbnudh5Ma3ZDzzc2ncQgTy0TMHaaJC35DwRXzocuMn6Kuehy1C8wUdbrOMJF0mKJNqgvGTIdM5Xxd/RU+mHrelTzPmG7zS1e+jnZh6VlNz2lyp3FeUFKWJ2amINVlSaRIYNx2SHXBS70TfM0+x102lhpGIpHIMFF43Q6UgNJIYg90YAYMCa7MEszBFZaRyKjo93EFFcsKN8pOuFxAGaaRrf4+DNwuAAXKQXJD8ZuffgQ50eGBM1c4a2/wnfXOkvvda+b5waOf5vP1i3S95b/cuJu5XopRnqPZAk90z3CXuUJdJbw79XhC1cO1lI2Irpbv8XoBPiiaukPHW5SEwfyxVBW8t/Ei789m8CGgRNBSoy4J5+11LjSvc63bpOc1PWfwCD2nF0M3KAVYohxN28UqR0N3afmUr/ROYeUyx3VKKnatQ4xEIpFDRRReu0m/nLDfv3XACaZyuHZLcFWLo6CkFLf941CyIXErzi9e8AHxQ70M4VaDbSKR7RO0KudxxSHIG2eHXK4+RboyTKOPN8seL4DqCroDWb3Lj5/7LR5JrvFqAWd1HU9AIZw2TU4beFf6PArFo7VX+dT8fdyXvUnLl3HwOWVQhRa1RmTGxmiFnE6wTOoWnWA5ZueYdTVyb7Cq4Iyd4X57nQm10pl6VzpPY+qzPN65wKvdo5xOZngovcRvzD3Mm51xiipEw6j+sQYaukeqChzCTZfxelFD0+a0icIrEolEIAqv3eGQlBP2CaZyuLTemaRCKRdDQStQ1cJIsWSBtLUF2NIljvTFVqh+9pRiLASkKEVa/3IkslWi4Noa3go+2QGXq8IlMnCGViBliuGA6itAFaX4arVSLphpfmbmXRwzc/zw+Nf4dLfGvXaWk5UD1HeBvqk2zzdkj1NXCdOuxQ3vqUttZM8jE0cmOafMLAs+ZVy1GdNtLphpTmrPlKqver8JVeN9GTyYfJVXCuEeo0jFMK4e5xPmAV5qH6NXpSsqAg3TZdyU7p4mkKmc3rZkYyQSiRw8ovDaKQ5JOuEwOzaLSym8qUSWkV0rwRo8hkBAVqQ1SwhLRZnziA+Iq8RYFGSRW6FKweWTKLg2Q1Dg03IYMuyM6Ap6qIxwrWMY6lWVIbNcdyF/K+MPfv7HcE541/nX+LbGc/zy9AeZKzLOZjP86NSnB/1PqVj6Q7KmdJ1xtbHerY0woTLmfJusmtKc6ZxMcu40bU6bjfVfTagabx/K8Hh36rnffoX/29zDy51j5EFjxaGqtEMrjrrqMq46ZJIzFtMNI5FIZED8Rhw1hySdcJigBNJkdIJLhGAUQatdFVqbJYgsFWW2fPIDQeZCJcR8Kca8v/UOI4eDvuCyKgZnbJJ+RPyo5nKtyi36uvr45SdhPEgoByCLBzuryIsGPgl8unU3f3Tuh1nolurla7WjHLNzfEfzKU5qxYRa6m6NSnQBWNGc1AmZtJnxXQAmleeY3rqjpkUxpevcl1zGB+FG0SQPGo9gxTFlFjhlZzmi57nX5DTXcNQikUjkMBKF1yg4RGEZwwQlYA0htdtPKqzElreaoNfuq9gPDATZ4DloJFQ9Y650xPruWHTFDg+xpHDr7Fh4xiqsJ7pWlBlC5XhX20P5s+5U3wOzhku9Y0i9QBtPr9D88huP8szEab5h4qu8L3uFO0xt1QCNUVBXCXWVcCyUvVijeJxuyKkrGNMdrDgc5byvTOUcNzd5wF7jpDZRdEUikcgyovDaDsPullKHS3CNKBp+sBg1B/vsfxApX6tqzbPEFXMeKaIQO6gEq/FGRcG1BYIRXKIGQmenX7+1hiQvOSYpSw2XI47BX1RxDMI2XBaQXAg9RdCBPNcs9BIutSb57fAAVxoTvKv+Eg/YBU7oxsifU59RCjsXAgmBU2aGBZ/SCZZEHJOqxUPJ3IoI/UgkEomUROG1WYbdLWsORVjGMMEaQmoIdht/xEVKZytRe7aMcKdZ4opZFYXYQSN+xrdFUOCTsqxwt167tYYkLyeo1QWguKXlhhIAB6oQnAngheBBJ+XvdO40bWeZdTVaPiWV9qif0o6RiuGIbrEQcrQKjNPBSsFx3WZCrT/UORKJRA4rUXhtlEPYuzVMMJqQ2FJwbVVrVovR/oyiyCJrCrHCx9LE/YRSeFu5uPEzvmmGBRfsvMM1eFy99pDkFbdd4/tPPOBZGcLjKMMzBJQOZElOoquyP1X2RL0rvcGE2jm3a9RoUZzUKdBixhs0gbo4xpTEmV2RSCRyC6LwuhXDyYRGHzp3C0YUnBEF16YZCLGkXMUtccQKjyp8DOvYKwz3J5robm2J/jyunQ7OWOOxi3Tj71tY67xbKIcoO12JsCAgofxZIBnv8tGLz/Fqa4rCK5q2y931q3yg/jxTanTx8btFKpY7jOVkyKstJoquSCQSWYcovFZDK8SYQ+tuwYiCM6LgGhnLHTE/FNahipiaeFuI6YTbJigqh/A2CK4Kl2wizGeN/q7B1QWwrNIuKJDJHn/+bZ/g+8ef5p9Ov4O38jEmTJsfnPgCd9v93Q8VxVYkEolsnCi8+vTdrSQp3a1DfNY6WFMOQDZbd/hCJbi8XrYPoUwtXJL6B8oF8KHsi4jVdOsyHNbhk8XURCkWe8RiWeIOUJUSBht7t7bD7SopXI5LZEN9XX1CVTK4Fkti5V3VD6bBJgWPZK8xoRK+bewJnuqe4aiZ57SO/VCRSCRymDjcwuuQB2UsJxhdCi69vT4ul5klCW79s9rByJIynf71EgK+v5oJoIqAOFC5jyJsgyxNTYxCbKREsTUy9orggqqvK9nk46/nygVW9HkFFeguJHz85tt5KPkvvDNtcI99DY1QV9lWDj0SiUQi+5TDKby0Kvu2EntoSwmHGdUA5GB1KbrUkODaQDLZkuukXAxJCLhUo/JQCrEiiobNEIXYNpBqaLeJYmtUeCvVyZfy8u1+PYMq53Vt5X7rIb4UdeIBVc72Usbz/uYLg7j45UOTAa65BfIQOKZ3bqZXJBKJRG4vh0d49VMJ+0EZcSFVCqTEEhKzvXlcq7hcPlEUdYWzlctVOVmqmm+z7rFVPU0+AZ9IKcC6vlzMRDbNWkKs3yOGD4c3NbEvtLQqy2CNum39RgeKKjBj2OneK6+p20SYxjAbEl7Vr5D4suTQZ54Hz10hk3zFbed9B4AvdOvM+JOMqTb3M8s5s7/7viKRSCSyOgdbeMVUwjUZRR8XlAOQXd0u6ddyqaI7pWmdVOhOwLTLfgdvBPEB0y1LCTe0/76Qs+CNRvUCuhdLELfLaj1iS+aI+VAGdoQDKMai0NpRghG8Eby9fYEZt8Il6w9JXouNCC/6J4eqX5vasRb/+OLPYwXysOhmfbIDn5x/DBcUedDUVY8zyTSn9DzntnR0kUgkEtnrHDzhFfu2bknQipAm25vHVeETg8/0koWVS0unK68L83d4fN1Re91SuxJQBYgXci3obkD3Nr6gHzhgadmLprs+lh+OkOWpibAswt5X4SfOVwEo+0SQVSKLvtBSleDcg4JgXyNVOqGRPVNOuBrebKGva5gN3LXvykso/x1ptvjdzp18+uY9/JWTv8EVVwZq/Keb7+SL0+cBmEzanK3NoMWTp/FvViQSiRxUDobwUgIyNOA4iq0V9MsKfWq3LbhWKy2EUnT5tDzbrQpovqqYuyfQm/DorkJ3yrhl8QGXCHYBTDdsyr0KUi7sglaobkB3Y+3hTrFEjFVIX2yF8ue++BXnh1Ip+7fZBWHW//xJmZQ5EFgC6MWY8L0oAvY9QiW0yt/5vS5mNzMkeVWkSjXc8AOCyoU3nz7BX3v1D6AbBUY5Xm9N8vz14wAkxpGYgkQ52i5BJfH7LBKJRA4y+1d4DYutxJZiaw//0b+dBGsItWR7fVx9RHANuyImPhjBV30TQZWlhbodCDWHPtZjfiyFINQuGVRPcDUw80Ljssd0Nl56OHg8kdL90hrTdrH0cJcYLKwFAjKU3jY06BkGTlkfccsWlIFF92zNxyoF9nKXIQx99vru1ZJji+wc1TiI4VJC2Aev/SaHJK/GelHyqz6sA9MWXNCEluaX594BiUe0R5lAxzjqWQ9Vn+PBxhucMrPUVQGkWz7OSCQSiexd9p/wGh5uHMXWLRnEw9sRJWQphaublbO5KN2u5Ysa3YP0tYTuKUGP5TTqXebqNULLkB5p435vjLxR9lvovCpFdGHDARpBBEygqMfSw73CEmE2PJTWrvzMyAYcsT2/oD8MVE7P8KBj2F/vTZFuYkjyWmzB0RMHeNAdwWUB1VaEnhBSwSnwqdAzjgfGrvAnJ16iEwrqsnbEvAvll6OWWNURiUQi+5H9Ibz6YismEm6IUcXDL9nnKiEafbyVJfO5Bj0ODrJrYFqWom5p1Wo07p3l1Nk5XnjuNI2iKlWqBRDBa4AygEN8uR/VF2JrrNEHpYdKobsB1YulOvuF/bRwP3TsV2drFVxSlUJukw2XGQ7frurzCkPiq7JyCZkjdDVdYzmbTgOrx8z3mfcdrrgChzAmgRO6HgVYJBKJ7DP2vvDSChlrRrG1QUJqy3+jKCvs71MrXMOuuejyyVK3S7mAQ5AqQt4ulD8jMH+lyVzaw8zrgaAKSiiygOmUYi0oGaSHlfupQh782pH0QQkuK49Vd2LqYSSyaVbp2YL9Kbb6eCvbC9MYYkOJhrDiJJR4Ieiw6HwllGosV4TE47qaf/nKe7AXHD828caK/bnguek7PF9Y5nwDTaii6VucjrHzkUgksq/Y+8JLJIquDRC0Kvu4RlVWOLRfV19bdA3P6OkjrgzQCFoGs2xMC7wWJBeM8ngTwC/usy++dBdUsewxBiEPVSR9KHvCVBGW3DaI4C0E0eiOizO/IpF1CKYswfP93+M9HpCxGYKGKkBwNGzRXBLHYi+kB90tTyhB1aOohOm5Op+dvcgfHnuJplosNeyGnC90Nc92L9LyKXXV5aiZZ1K1mPFdjgUXhy1HIpHIPmLvC6/ILdmJssLBvtdxuoA15+HoHApVlR1qBgsOAnz41PP8q8tThCtpeVa9n8egqlKcLqiVs0YXj6sqL+zPBdO9RQE26PtqaHTHo/JofUUifYKCYBRBV86yPjhCawkjCNNYzkZLDf1qJ6LC0P1D2f/qFKiuwuuAKzSpLmgFx7CH1QkFX2zfw5u9CZQE6qoHQN12ScSjNpv2EYlEIpHbShRe+5hRDUFeFXVrp2twDGb1xY3KA2JBnICl6hkpFxr92TVFvUr96jAYOhpEcGkgSCne1isZLJ2ypQKs75C5miKoOHA5cnhZTWjBARVbQxTZCMI0hpENlhquknxYllQLSyI8PWW6axqQXOGd8PbGazTF8mYxzzFd47faGU93L/DE3Dk8ghHPpG1xzM5xQs9zTOvY4xWJRCL7jCi89iGjHIK8KiK4ull/4SKsKDMcRjnoJ4p7Cy6FYALOK0IAnwYKXy4Gy9LBapHiBZcCKqB6bKhksC/AVBEGs8GGI+dj6WHkwNMPxNACVVnuQejT2iwulTWd+K2y4Sj51W5X9acuF25SgFigJ/iO4VMz9/J06ww3eg2+9ciT/Pr0Q7zVHiMEQSvPeNIBYLK5wCOJjaIrEolE9iFReO0jghKwZuThGUtYY07XqsezziGoIiC+XAS6DIpGwE/mTGUtknqOMxYxQE1QvUURJwHw4AtBWcq0wmIVAVbFXC9Z0IiQ68X7DEoPm7ocuBzdr8hBoP/ZN6p0tXQVSHMIhdYwLhGc3YHnvsHet6BW/15c66SPKgSnAtJV/O5X78akBUp7vnz5LIkp0CogEshMgQ+l6wUxTj4SiUT2K1F47RNGPpNrDVy2+pyuVY9pHfFXhmyUDe6dY55wqsuj599AEbj7xDWemTmL6hk8AV8rFyGqR+lWGSgapVhLrwt2vhRySx6/OszhBVGZgCgYI5hOQHfD4Hqflq+jymPsfGQfIX1hJYslg1FkrcAbRpZguJyNJhr6Nf6irjUgvr9dcsF3NLkTVOpwRaAnBpsUJMZROEXuFZkuSDY7bT4SiUQie4YovPY4OxmesRyfGnyyOWG33qJPQihLf47lNBpdvvL0nSDw7re9yDsf+hqPP3UR6aqyFMd4ZLKHvJUiTiiO9zh+4iazXz4GCCoXVM6ac72CKRvqO0fLyPmxlwSrwHQWSw+DKZ01bzS6F4cuR/YIlYOFkoGwGvRkDf2KRZG1OkFBke3cF+StSqoH3Kr0uj/Pa/nbV80rDBqkqBIm24aQOJT19LoW7xW1tEc3N8x0azzdPsv99kvcZ7PofEUikcg+IwqvPcyOhmcsfyyt8Ono3TRxkE4H1NMpLklJLQQd+PyTd/PBt3+Vsxeucfn6BONjLd52/E0mbZvfbNzHwnSNM6enaXUTvK7EEmWvWL8UsV++E6pSxqDA1QL1B2boPDWJqw3F2XfC4u1FCLYs0xJXBoGoPJYgRnaYvkOlpSqRlSE3i+hgbZGgoKjt4Gu2wWCNUiyvsYsNfLdIUX4vAYSuxjmFTh2uUPS0ITEFXaf54ux5PMKfmXqcY7qx8ecRiUQikdtOFF57kKCEkKU7F56xHJENJRhuFd2DsACqBz4pE8ekJ3ScoWF7fMf9T3Kt2+QrV86S2oIfuOdxZosaTd3lXz37LnwS8EbQVYVNEECXIiwY6E14Ju6/wfT1MUxaUE979HoCoXw85YSittj31WfYAXOpLnvSilCWNEYRFtksslh+G5QMAhkWBdbKu0SRtU2kSjDc4ddxQ8LrVn9Nw9Ag5VvcBlf2pAJQCA4NWaDX01jtKJymVSRc7k7QCfFLKhKJRPYbUXjtIXYlPGMVXM2ONnp5Gf2ByqpXlgqqLri64vHnLqDmDS+eOIa7mVQulvDPr32Akydm+f1nn+TCsRt8dSal6AniBOWqUIFKePk0oM61eMeJS7yQHUNJ4LVrk+W80lDOGQuqrPFxablxrQHNLhHEBlyogkEcSOHLs9VxjXP46Jf/VQS9OMx9WER5I0vuM7h9FFU7i+xAbPwq+I3MOpO1+7s2gxRCMENfNoXgc4VY6BUao30ZsqEc15zlXPwLHolEIvuK+LW9RwhaEWrJjodnLMenhmB2duEivoyKdxYI5XDk2mXBzCf4JBDmaihN+bOCMJNw2U3xi+5Rvu/C4xRB8ebMOPmLY2X4RiW8goZi3PEH7n2S37p0L9NvTGBmNLoHyc2h56hBu3LxVGSC7pUzv1ZjiQgLAdDl2epKPIoLSABx0RXbc6zxMe6X9q22fcllJUuF01D532BbFFN7g0p0jTo2fjU20t9Vhp5s8QGGdbsXQli6LeSKYD15rvFJjpLARyee5L6dSG+MRCKRyI4Shddtpu9y+SzZnbLC4ceu+rp2YzGpeuB1GJydVj0wLXCuChIwpTjzFrwN+LZmdq7GSTPL37373/BXXvp/8MJUDWnrQRJY0CC1gjxoOj2LailUDrojS1PElr2u/eSztcRXn8HrUvV4lH0aQwmKjqppPgwGQIsPS/o59qNACwoYsYuwnQXyhtzfdWbKrbnvKKT2JS7ZHdEFG/tcebvFnS+Pn1/tu8ILwQkBReE0ddPjkeQaddXc4oNGIpFI5HYRhddtJBhduly7EJ6xAhF8zWxr4SmV6NjIPsSD7kJRW9yme0NniovqmHQZ+14ARU/zbPsMZ+0033j8eV6+cpRCB0KuECeEmqMx1uVEMof3UsbRF7Iiunm1M9EuKQVff9jyRlj+PBd7OpbF2S+50a33uTwifysM4sVHxQ6tZ6PIiYyCHZvVtQq3CswY3EZvQJwtK1vt41e7X5AVaRwhCBDwQRizXRQw69tkYkhlq6ovEolEIrtNFF63gaAEEotP7a67XH281Rue17UW4tYXDcMLElWULtNg1o4vyw7L3ivKMsSiLLchCN2m4XevXuSL0+f5nlNf5v4zV7gyP0ara3nwxBUmbIfT2SxWHK7QZUljr9qVWl8/eCMUshg3PwpWiIt1DmKn5g5FIgcRl8iu/s6EDfR3ebu6qFqyH2HVaMNgwqZOdDineHH2GH9Dvo1z2TTfMvYkH8w2fv9IJBKJ3F6i8NplbqvL1UeNMDp+WT/CeugeIGFwxlrlZVP6sEDrCyg7rXnlpRPo8R6fr9/Ftxx/hjNnpnmmfZb7sze5mLzFP7v6Dfzq5YdI0hzXrQ8i41mvfKfCa6HIysRDiTOVI5E9y26LLthAYIZaJ82wzyqOVzBruGm3yJ4PQWjnlpfnjzDdK8sHLprP0Tf5T+t6nO0ViUQie5govHaJveBy9XGpHk0SWKiGf27m+YSy5DCoUPZohFKMuWzpwkR82UOlOgonlk+8dA9PTJzmD1/4PPdnb/LTlz7AlbkxZq43kQWN6ijSzuoPuZ6g8loINTDtKL4ikb3I7RBdQa1fQrgRtwtW2Y+UvawrwltWCXRBQA3F0DsvdAvDHBlP3DzDPw7v55idY0x1eCR7jQumjQuBMWVoqmiHRSKRyF4iCq9dYE+4XP1jsZpgR3cc4gJsNhUxgO4AWSm+pChF1vIzx33xJR2NSzztnuVCco0vLNzFqzem6MynqJsGfCneNjKkdM1DkmrWV68cqBy5DVSuQF/IrxWq0S9xlUr477fwksjmuB2iCzZQZqg2GCG/StS8X8vtMqt8mI1Hqi+3/v+dwpCagrlexsuto7RTS9N0mXV1XkuucVTPM6Y6nDcLnIhDliORSGTPEIXXDrKXXK4+o04xFL/xgI3l99NdCLXyvqoftLFkDhKIE0SVgRp3H7mOwvP563dS5JpQCIPWCb9qT3r5WG7lttUIIhQpaFk/8TAyAqSakaRlEGKw5HO0VrnoULCChDBwXpUrRVl0LQ8Ot0t0lY7UrW/i7QYHK6vS4R9crkZnrOZsBbPsw6sCOlncpnX5s/OCD4KSQMcZbuQNjCqvu1qMoatfgjeKQF060fmKRCKRPUIUXjvEXnK5+vjUbDtQYzniN9nkNXxfVyUdZpVz4YGqJGewoOmvV7zQLiydYElNgbGOXCxBQLnFobajWHS7pJznpHv7Lwp+zyNlqIk3a0TMV+6AS6CoVwO3q2HWqij/Db8n/blrYeA+SDms2y3eL7I/uW2ii/XTDPsD3DeCT4YuqEp0rbbP5aWHAip1S9yuvrgKQXBeDQYqAywUKdY68mC46TLGVBuH0AkFMXg+EolE9gZ7RxUcEIISQpbgG9meEl2I4JPRD2fe7pwqVYCq9qGK4Suq/Q8Jqa+9dZTfnbuXP3zqszx2+hJifVmaUz3+ak3uErbmgDhbDlveqWj1w4Y3UNSEXkNRpKvPYPIW8jrkDaFzTMjfP0frbKCoCb56P/J6teC9xfsSVBk3ntcUeUMGowMi+4fbKbrKx791meFGe7vKksKh/qxkjcHcNhDs0BeVCqhasaS3Sw+VHALkfumHuu1KJaiGvvCyeOYhEolE9hRxOTJCglaEeoqv7Z3Swj4+GVGgxnLC2i7TitKxNe7fj4BXxWKp4Mpm9ECRaz556W4+M38333r0KbJ6j5D4xfuosOoCe6u9X14LeV22NJg3Aki5gM7rQpGptQfeShmuUmRC0IJLIR8LPHL6DfITOfnYomsQVCnAXMqGRHEQqY5BlQIuevx7GwGX3l7RtV6oRtAbSzIMCnwaBgLNpxD0KoEaSSD0ywlVQFKHrheoIcEmEkhsseR+uvpi67tgSgJWHFYcDdVjUrWpi6Me53xFIpHInmGPyYP9SVBCSC2+WSPYPbhK3yG3a7D7DczzuhXKVSWLVa9WWTo21BNRzboJriyvmcszLthrfPjOF3j43tdxaXnbIBuMdt4EQUrnxO/SwNYDwZDgKt2mW7x2Us5x648XWL7o/b6v+wL+oXnmLvgl762zGxdffcrRAYq8Xjpo0c3cY0gpvndrOPJalG7WLU4SpBtwu6QSWkOiyw/P7JLS5fI1X4ouE5CsFFza+qUVhxJI0gKtlp7h6l821ZmvhulyxCxwh73OO9I3uGgKTuqEukqIRCKRyN4gCq9tMnC56smefTV3zO2qEBfKkIOtEkrxRSjdqdIpK6/ytjobLKCsp5l1qemcI7rFuXSa12Ym8akfLNa9YUcW1EValR5Gbom3Q4JrA4ErzrJkoR1U5W4F+MILF7jWbfI/PvqrMJGTN1jyO7YV8VU+hlCkQl6LAmyvEFQputZ0RXfrONbp3Qp6/Yj58sQD+KpM0KfV95iuxFbm8XVHaBSoZo5p5JisKEsJl+9KeZK0IDHL3C5V9nvVTI5RDiOes+k039Z8mm/I5rjLNpnS9Si6IpFIZI8RC2+2QbAGX0/3rOACdtztgu07Xkv3tbiwcRnU75nFOUUIwjvOvM7djaucTaYB+Mz0XSy0UtABVw/ojkC+MmFxrbTDzeJNFTkfhy2voAzEWMfdWkaZ7rZsPwm4NFCc7DF1ZJ7Hxl7jV64+BrMWn0BRB9UtB29DJdpCQHc3f8ylAAOxZZCKKta/T2T0BFX2/40ybXWr3LK3q3K7bklfdNlF0eUyXwZn6FCWEpqAThwXTl7nB858nn916T3MtDO6uaUoyu86kYDWHqP9CqdLJNBIemjx1E2Pms45ld7k3vQKd5taHKAciUQie5govLZA0IqQJoR0D5YVLmOn3S6oRM3Www1XEBS4WsBNFjxw7C0eG3+dr7WP8eHJZ/nexptoEVre856pl3nh6jHa2uBrjqAUqqvQvaF9iRDU6IRSf9iy7saFOlTv1RphGbdkULI15HYZ6B4NJPfd5M/f/ynuTS/zv1/6Jp544Rw6L/tjvBZIS9Gmu0AoBZ+4rb8f/b4x5QK6F5MQdxNvys/PXhBd3pQnV9a8vh+MsQZ9t9ZXs7i8hWLMocdzGo0Ona4lBEgSRzPr8qfOf5Lvbdzg7uTf81vzDwLwiSv3stBLcH6NGXYSaCQ5qS5o2i5HkhbHkznOJTe4115FS23rL0AkEolEdpwovDZJMJpQT9cc7rqn2AW3CyhLBN0qi5KNvkRLhuZCb8KT3jHPQycv893Hv8xxfZMfnHicMyYlldIiSbXl6xtf5Tcm7uctCYjAA8ev8MrsEWaePopuy8CIDAYYoUgKUi7UdR4Ob+S8VKV+WwxBWBEnXwkxbwInx+d4uXMUKwWvzUyCCvg04Ipq2LaHUM1Q0t3ys+fSaqbcNgS214KvCaoImO4hfV93kdudXLgEWem+DrNuCaIqHfp+b2qw5cmjUxeu8w/v/3nOmDZ/98pH6HrD9xx9nJe6J/lAdgkrTT5c83ww+z1mfYervTFevHmMrjN0naZw5fe3SMBqR2YKjHgatstdjeu8u/kSd5gbHNdtLpj6KF+RSCQSiewAUXhtkKAE0gSfmL1dWjiEtzvvdvUpe7yWPtZGXZDQF179/xU0a12udxr8xIvfxInGPH/27G9xl11aTzbj67zjyGvMT6TcU3+LT9+4yEInKQM6+pHNoRzSq6ufR4mzUi3+D1fp4VbKCocpXbJl+0zK/eqO8NJXT/Hgu68wqVscabSopz2m5+u036oTjEJmFCovF8MuA90BEFwaMB22/T57I+QadA9UHtXXyJGyZ/JW7tJuU/ZkreN2rXG1t+Vsrv71wYKrkgpn5utcdhO8M4X/+dRvMqYSUrG0sudJZVEoWdEc0w0+PPEMr7feD0CqC4a7vlT1wW7YLsezeb5n8nHel4IWDXFSVyQSiewL1hVeIvLPgY8Bb4UQ3lZt+3vA7wd6wIvAj4QQZkTkAvAM8Fx198+EEP5MdZ93Aj8N1IBfBf6rELaTyLB7BK3KYch7MbHwFoRk9xTidsqzBiliUi6mzbxw/atHudpwSOLJjyrUWU835KRD0chfn13hgrlOD8X/ceWb+PLL55EbCaZYTMeToprrlGytD2jdY++XHh6CRXpQZXjGdlPnlqfGeVttU5TuaSHUdI8zdpo/fccneCC5wozP+Jtf+/0czRb47O/dQ/amWezzqsSXR/AmDLZvhyCL/V+mG8sPR0XQpejarRNCG2FdN8uw+hiCfrmsHhJdphRdKECXfVpjqo1COKYbg7suD71o+R6zvseN4ixH0wWmqdNxhqFwV6x2NG0ZLnTULjDna0B7y887EolEIrvPRhyvnwb+EfAzQ9v+M/BXQwiFiPwd4K8Cf7m67sUQwmOr7OcngR8DPkMpvL4d+PjWDnv3CKkt/+2H0sIhgla7u7gJZbLhZns1hhc9/aGk4kvnI5jyHO98K+Nnr72Ph858nOMaDJqn8h7/dvY9fK11lK+ffIFXF6YI8wbTEQjlfrwFXSzuWxXbE4hrPodqka40B7ZEzVtZd6jsRli+yA16aew2gO4o/u0TX8e1+5u8Y+xVPnXzPh5tvMb/665/x9VinM+P3Uk+r9G9UqSpSmjbhaGSwxG9z0GV6Yc6D6j8cDmbo2ZUn6GRskqv4WrXLyfo6n7DYy906XwhiyMwmlmX43oBLdmahzDvO7xUwPO9M1wrxhgzHVwQmkHR8+XJvkQ5lHi0BBq6h1UORfwwRiKRyH5jXeEVQvhk5WQNb/tPQxc/A/zBW+1DRE4D4yGET1eXfwb4Hvaw8ApKCFm6LwI0VsMnelcXOKslG96qEb28ExRZtehRSxfkUoBuK4qaw1pH21lueMOn2idY8Cl50Pz6m/czs1DjS5fP4b1g5jQy5Hb0o5/FVYN004DubK8P6FZ4I+TqYCXkBVWWFY6kLGzZIrdfKriihCsA85ZPPHsfnx+/g4l6mzfaE9x95i1OmRnGx9rM3LT4RBESh+oqggrUL2nsvFBkAdMe7fvsbDl8WeXl+xvZOFsOYNkFNlRiqFZu8zYs+dyWJxAWB7gHE8B45jspH597hIePPHfLtME5nzDnM6w4mrrLQpHiJWDV0jMIRjzjpk0qBSf0PFrWi1mMRCKRyF5iFD1efwL4uaHLd4nIl4CbwF8LIfwOcBZ4feg2r1fbVkVEfozSHSMzYyM4xM2xrwI0VkMpgt0DjWi3evn6i/DKlXOr9VB4qE12+H0Xnuaj40+SieMz83fzzMwpLs+NMTdbI+QKvKAWNGZZiVmoGuZ1VY3jtUC2s+Krn5B3EII3XCK3Hia72f3ZxUXuQHQNfUz7YwSCDlAIIVd0OhbnFE3b47prMqkXANCTPSbGWvzxi5/l1e4RXpw/xjM37kV3QYXR9XsN8/9n78+jJMvu+z7wc7f3Xmy5VdZeXV29N7rR6EYDYIMgSAAkQBDUQlGiFnqhZWtMiWNbHttnjj2WbY2tMzPyOSNbHh2PbOpII8uUZMmWDkVxkShwAUCAbKCxdAPdjd6ru/Y914h4y713/rgvIiMzI5eqzKzK6rqfc/JUZSwvXrxY8n7f9/f7/rwIjo3Tsfxwu+xLl6vGGTYN91hXgjgSALPuduloj5cH49CpxSjLiwsn+G77ezyTjhdJjTowyHpJW/XpuoSZZJm5skk18gFJZMWU6ZHKihm9xLI368qvI5FIJLK/2ZHwEkL8JUJe3N+vL7oAnPTeX6t7un5ZCPEk45fgGy6JvPe/CPwiwGR25LYtXb0UkBhcau6aAI1xOCP35UJnSL2AGfQKDXp8xlEUmtcWDzNrlphSr3C+N8n1XpPlboovVHgXVQKZi7HvKKdB6uCgwe0RX7DikNyNvV970YczOrNrnOga9Pd5FS4XDrwVeCewlaTykqfSC5Recv/UDa6mLX7s6Gt0VI/v3DjB6UsHULXQllU9cy3bffEFK+WHsqrj52PF1zr2s8sFK6WCGzJ0Z1f/vqnoqksMfcNimiXtVp8DrS5SeN6rpnkyWcSI8RUUmajIZAkODpkFbogWqazo2fDFKIUnleE203qZpswpvabr+qQqCq9IJBK5W7hl4SWE+LcIoRs/NgjJ8N7nQF7//5tCiLeARwkO14mRu58Azt/qY+8Fd2uAxjj2i9s1rtQwDEtdcbqQq2OcvVxZ7HgFdtHw/fOHOdW6hmp75vMGRaXwthZaHmQhNzXXbArawaAlwimBb4awDVmxZ67UsPdL3x3Jh3u1WPZypaR0rOgiCGSvfOiRGVCPCVDa4bzgleIwz6UX+bHZ73O9avF08z1OF7O8efow+qpBjPT2yXww8HrvRLbT4fmoAmR1d7ubu8luO6W7jVcjJc4b4MyKAztWdIl6JELd04UITpdvVnzg1AWON+f5swe/Qt8bnl9+mK5LueGucGgkYGOUGVlwXN/gsu3Q8jktmdN3htJrLALnJaksyepa6gnVJxMlcp8e40gkEomM55aElxDiJwhhGp/y3ndHLj8IXPfeWyHEg8AjwNve++tCiEUhxMeB54GfA/7Gznd/d/BGB9G1T8/O3gy3PVTjJlgnuqhLDNc4H1A7HzqspG0lmdB9rtkWLZMjRRuh6gVPLcA2m988iC9XI+5HmMVFGJqb703oxoBB8qGs2J8BDXsY770y32gD0VUvYG3Dr7wXBuEExqNNRTPL6SQ5c7bJjEr5+ak3mXcFb5QNfun6xxE9FV6/gbA2oRcLNzj2IyJ7t5/fSPrh+6m371bYj4mF61hT4jyW0ZNBa0WXqFMOjQ9Jh8qH96oM5YXNiT5/6f5f5QdSjxGKebdEJl5lRvY5IMcPN1ZC0pKCY3pxKKyMsByuJ8G/Vk4yZ1v0fXC2ptQyB+QyB1UPwybDxyKRSCSy79hOnPw/BD4NzAohzgJ/mZBimAL/SoQzboPY+B8B/hshRAVY4C9476/Xm/oFVuLkf4N9EKxxN87m2gpvbm+oxob7IVafUR4nusaVGHpNWIynI2lhXvA7Fx/h4VOX+FOHX+BvFT/M0nIG0iOq8MJ5BWwSI+50WBzLYs3l9cJc2LBYl5Y9cS68EKHHSe8jAVYPQd4rd2IgupxaLboGP8gQvV21PT5ZcYy88pA4GhN9pttdJtM+H59+hz/VPotEIRH8dvcE/9vFH+B7544G8c2KeB51vcJ+CGzm8WVwp/bk9a17+6QN6Yf3kgDzqna59vuJKxG+g7baz9F+U2eC6AongupQjZkCoXwodXZhuzKxKO3oNHJOlwf5oewaAJOywUfTctXMrnEckA0MfQ7KnFRoUqFRde9XRy5x1c4DYMTKn6qWkOti6SORSCSyv9lOquHPjrn4b29w238C/JMNrnsB+OBN7d0e8n4qLRwiBG4/lBnCKvtpnOhaW2I4uJ1TfqW3QgDCI5VnsZ/yK5ef5j+779d5duYM565PUgkNblCy6EGM7/Ma4JI6anzNotgLMZzVI1xYNMuqLk/b7f6gfSDABkmFXu1dOdiwnEuGlaJt1AtaDV76eiYY2Ibj0Q+epakLXnz3BN6LsIBt9fkPH/ttnkrP8p3+SY6bGwD8Zq/FE+YqT6d9Ose/xH/b/wJnr6YIKxgNgBt1vWAlGMOrvXU4nQoC5F7o/9qtuW63hW2KrtGTQb4+MTBMMUw9tCr+/LNf4enGe7zYO8k/eudZuv3wRTY7scyPHX2NI3qOriuGomg74RdKSKbVeHE2KRtM7pOv9UgkEonsjN1INbzreD+VFo7i9f4pMxzuh1gpNRsyLPcZvT1UTR9uW5cRDpwPITzeC6TwKDynsqs8fvgyL/WPI4alg3UogwXhGV6+ap/qfVG9jRfeYdhyEAkDESZsLdjqnrLdYCDArLlNLokAp8JCtPp2ogAArCtJREFUeU+diUHp4CA2XkDZgnzah7Q3N0g1rF2EtuXxyUt8rP0ORxqLfOPSSQA+cOAiB/UCzySax8xpSu+47hz/cu4pfldWPNU8w/d7x/iRw2/y9986iLSrRfda12vAwOEMoncPBZgOpZuy8qjy/ZWA6NXg+e3fPq5VbFN0rT0Z5NLwfWE7FtGoSBolf/qxb/HJ1mv8UCZ5Ln2Rd48e4MVrx0iU5WeOf4ufnzxdB2hEJyoSiUQi67mnhNf7sbRwFKf3z5MaiKrRCPEBro7kHtzOa8hnHK5tEYUMRaoSfMOiU4tUjgdmrvPjs68wJQuO6HmONef5njq2WgdJwn032y8R3JfNxNfKcwgiDEB4PxzMO/x3l4TYwCURvi55rPzulDyKkQWy3PtFsq8XrkMHpF7w5tOej/zwa3ygfZF/deFxzp2bQWWWIwfm6Zea95an+WNT3+I/P/xF/p98FusF/8nhL/KQbqCEpC0yuq7gX/UO8p1rJ5jrZfxK/hTWSrwV6CU19rVc63oN93PoOvpQXlru7Ww3p0fE9R6Vst4OnL4Nwn2XGaQXbmefR/tNQ2msp/XIHL/w6Jfrkz6On5s4h0TQdQVfy2doqZyHJq/yUPMqP9R4ExPnakUikUhkE+4Z4fW+LC0cRQj8nRRea5y2gQM1dg5OEtyXUN4XXC5zfJlnj5/lhTP34Z1kenKZVlKwlKe0koIPTpzn35p4l9dKzf964Qd589osrpQgagE0cLy2sas3I75W7hNK86jfPsKHniThWC3IdiDGVkoe654lt7JQl7Z+vA22PVgwOiVG+qhu0wJZ1AJ7zbymUKIV+uaef/0Bjn9ojk8feYPfkw/xJ45/m5/pvMzz+RGuVW2mZI8ZmfAjE69xRM/zgM64bLvMqBSN4sv9Dr904Qe5vtyk30uwuYJCInK5rnR0wEau18r19VwuUwuwau9LEIXzqDIMHL8byhC9HBXvd4/ggjXlrlvdVtf9pTWD3q6HZq7yqeYbHFEwITNUHQdvUBxX8zzeuMDjjQv8TOcdJjcIz4hEIpFIZMA9Ibzer6WFo9zpMsNxYRqDxZqvS8/KTp33LVbm3tgsRIg7J3h64ixTD/U4vTTDHzr8Xe4z1/jSwuO0dc4HsvPMu4Lz1QxXey2KXIP0+MQh+oOAjdDn5Rk+zKb7e7Pia/X9xbrI/FVizI6IslsUY14K7MA5rCWl8OM3dEdKvgaCy6xf3Lq6XBMBOBALhmnT5Qudl/hM5xWMsLxRtfnxxnVSsYCqnYIvtM6TCc1Vm/PPlh7joF7kE9l5OhIqJ+l1E1xPB8FViuEx3oiNXK9RVgmwKvQA7lnIigwpiBDKEHfN3dxNRpzSu8ndGrK23HUbtx8N1PAyfJcIJ/j290/xn/o/zt958J+gxMqH3QjFM6niAfMOznsm5ebhGZFIJBKJwPtceL3fSwtHudNlhuNEn9ehR6JqQDHtmHzsOjfenUYtS/D14NHEc+D+G3z+xKs813yL55pv0Znt86FEMe/6PGSuMSktMzLhi72D/OMrP8BynuC9QEgfeoWMR5RiVZ/XdqyvnYqv9dsbEWP1J2vXxdg+6KkZiOpxggtYNSx5gMoFf/+1j3H5gQ4HzDIvLx5FC8cPTL3Dj7a+z4eSDIC2SFFC8mLR5hsLDzBfZvyvTnGl1+LKXBvX1Yi+RNjR9BZWZi6t3ZfaZVW9bTyvugQRQ10auPKa7QWDMsRhiam9c05YEBu3ryx1zxCrh7NvB5esfv+E0Jl6cz3F5eU238qneCadY1pmlN6ihCAVJrpckUgkErkp3rfC631fWjjKnS4zhNXCVtRn9puC5ROhd+vJR8/y8Zl3+ErzYQqnOH12FqxANyt+6uRLNGXBL178FN0q4c8c+TpzboHfW3qKs/1pHmhc5Remvw3AQpmRJSW93OArNXS9IDggXoXF8uDfrRiIL1msj5rfDbYUY7tUprjniNHy0E0W5oPglDVXCwf5pSb/fPFp0nZOmlTMtLp8S57k8fQCH0pyuq7g63nGxWqS31t4lLPLU8znGXmp6fYTyuUEUa4RXYOwDunxUowVLYMo8I1KEscRSgNZEUV7PGpgcFxBDEtMByJs198XYqUU1Sn2NN3ydnIz/VzD++gxIy0G5cT15/LSezP8xaU/wxNHLvJA6xr3Zde5z1zns81LUXhFIpFI5KZ4Xwqve6G0cJQ7XWYIY5yPQT/XREVndpmX3zrO21cP8OyxszzVOceLzRM0VElL5/Sd4R++8RGK3CCk429Xn6RykoV+SmYqbhQNzky8yHE9x4Tps6hTGmlJX4AzEp+rofjyDqgF2Lb3vd5XqMvS9lj83I4yxR0j6vJRNUix297i3KYbuE+eIIxzSaEMzkoWlGVmpstBtQgkOByvF0d4aek+3l46wHKZkJeaXm6oShVE1kZplHU/lxrTz+XrUjJ9C8Lpdo4aGD7moMTUrJSXDh5vICwHPX9bb2vlszl0csT7Q2gN2aDHcFv3W3uSYORzKer3iygE+WLK9+wxLkxN8MhUG9eRvKpv8JHU1imGkUgkEolszftOePnU4LLkfV9aOMqdLjNcKyIA8JDMe8TrCdU7CWnqsRcNX736KBMf6XOqeY25qklb5fzTN5+mN5dBJRGV4M25DJFZdFqxrByZrrhiWzyo53l24j1SeYzTYoYbooHWlu5SiqvFl0MiS4F3Hq/ETZUQDkSD6nPbxc62nDG3suAf9q/txn6KkQX5IJhD3XzJ2Tj3YLCvg90UhcRnAu/Dz7Ot03woCQvXhkg4pBdYtgnWSXq16LKVChsY91xlnawCeO3x1fjX3Ku632sHruboqAFpBwmUeyvCgJVglxHsdmpp7wGcHoT13PzxcMn6763wORjMqCC4qwJ8JahKhZGOz8+8zAG1RFOWyBgbH4lEIpGb4H0jvLwU+CzFp/fY2cd9UGbolVjVUzV6xlh3QRpwpaDKQHYl57uT/MbbT0IpEYmDJY2wK2ViohT4UlA6gcoqLsxN8D+c/Rz/2pHn+cOd7/JTnZf4Rv8+/o/LH+GB1jXO9Kb53qWjWCvJkpL5dycxlQy9Pf2b69FxGnyzvt/tmL20RuwM8BKEEytJe2sW9sKFC4ZDg/3N7a9XDF8zV/9/Ry6IXHENV+3nuv0G7wXaWNppwcu9E+TtsxihUELyoLlKSxX0KkNe1qJrzeOsc70Eoc+rDmtRvfElhy6p3cRdeF2dEqBuvwiLBAajC251ltjYkwSwchKiRlZgNbWlKvixI6/xZ9pXqLBIzKrAjUgkEolEtuJ9Iby8kvhmescFyJ3Ay9Wi506w9mzzYOEiq7AwknndQ5WDsJKXvvMApidWem7qkrbQbxJWraIKZWkWjVWOy8ttfuXqMyzMNPi3Jt6l2TjD1NEux/Q83+idYibpcjBZ5J3uAb5yuYPrSaT3uEQgi5sTX16O9H3tVelhHbXvVPj/aKKabXiqh/r4yynpVYmq92N0XwblY3afvOXtGPdglJX5SJ6JmWWePHiRQ9kis2aRRVfRrq9/WEs+3H6Xb149QVmuP4nidQhSGf4+GqhS/+7S+r22bn5XEIe6x66+plGE3UbqslFndnCiYE2K4SjrehMH4Sr1e+lK0cHhScU41RaJRCKRyObc9cLrXuvnWovX8o73a3glxu5DWLSE0AN8EA7pHKhcDsv6gvPiwYEqgbqcyysfxJcS+DpAQUvLIb1AKgxHteGozrE+4T71Nj/TeYfXSs1fPPezQHA+hBc4wuOr/CYdITFSepizaRz5zTBI/BtNThteV4uuYsrxYw+/zlfTB7BLHYQTw5loawXYfmDtDKSxt5EEgZ05ZtvL/JfHf437teaSLZhRKdY7vluUfL84wtfmH65LEVfuL+r7I30QX9WI+FoTpOKUx2fjX/PB8d9ottdOGRVhKyEZe5uOeE8wiIhPxvST3iRrUwxHWXe5B5wIjrxyuDVnuax30fWKRCKRyLa5a4WXlwISg0vNPdXPtRZv7nSM/MaLbuFAFWGI6codguMgfJ3iNihxEyPbch5vQsCAB9qtPl84/gqf73yXY7oHtIebe6vq8bXeAyzaBr919XFuLDbDnbTHJqAQUIYhzcIJxE2m0zkdFmNDwXMri+d60ej1eME1uI3N6tlXUyUfaF3gd4pHEAm4Mog/L/dGDO6IDVIMB/hhSIfHZQ7ZrJDC83z/FA92zvGACa9l6S0v5cd5YekBruUtALR2lMWgbnXQLCZCkIqXK/032kMpVr2mXobXXBYivG4j2ARwrLt8t1kJyVhJRxy6Yfs5wXIfMTjhsFsDnDcsMdwEYQEnUNrx52a/jBEJ1jtOV13mXMIHExEdsEgkEolsi7tSeN2z/VxrkfsgzXCL8s6QAudxevXcJdUH36jdinoBKixQgpQCV/cLuUzw6IErPN18j743zMiSeddjUjaw3vH94iBfmXuUtxZmudFtUPbDW9pLjxACm/hafNVljApc3TQ/SBDcKqxikIq3ynHajugZzLvSG59hD0+8Fl2px6UhieLN3iH+9Se/wd+b/yGEVahiRVgMZi3p3jb3Y68YiK7NSgwHqYhNRzrTY7rT5b984J/z0aQgFSvBBG+WOZeqSZarlL7VJMpitKUqVZjZBgjj8LkKYit1kAfx5Wthu1ZIeQEuCUO117qELq213E1EzO+EQToi9WDfQULiaIJlpKY+CTOcFbdbjr7c/CTBhrtTvz5Vofhr5z/Pp2deY942OJdP84nOG3woub47+xeJRCKR9z13nfC6l/u51uL2RZnhFgsjP3Br/GqR6EH3w3DltQt34UIpmJcgcsm7C9P85St/hIdmrvKHDn6X94oD/NzU8xxVCRerKUovqZzEOolQfpjQFzYGNvFIGXq9BiEMXq+swoP7IIaPPQiqGLgSg39HBRiuds5GYt8H/UbI9b1bGx4eWQ+ZbrmwyGxYsmbJ4WSBDzbOct+DVzhz5gB6OUFWq+9XNW5jCMgY3Dbcg0E64uGT1/nPHvkXLLuU+9QSLxRtTuklTurgeDkEZuSJpLoi0RbfKMjzED8vjcNWEgZOV+qgCEmYLvFIK9YJUV+//k6vLj30tdhV/dsnvlbtV11SCytx8aLuCxsNTLmXGATMhMHcuyi4YKWva6s/Gxtd78Eva/7gzQf4ZnYfzaygk+U81Twb4+QjkUgksm3uKuF1r/dzreWOHwfBaidro5u54M5UjTXiywVRZrMxTe0ulInpZbj09iw+tby0nHF2cYpWUtBWfT7XeoXPNV8nd4YL3UnmaCClx6nQMzZIuwv76fEybHNd389IhPRwYVYLioEoEwMxZsH70HNkd7DeGpRV2tRT3d+n1elTlprPP/gqPWt4rvUW9+sbfGD6ImfOz+BSj6zEum3Yxh0SD5KhK7kRYSHtQcLlKxP8s5kP89MHvsnfnXuOi/kEf2j6RU7qLgCPmxTb+j6n+7PAJBJPw5RYJ1BZQVEpylLhU4vr6eHr6lOHVwKZS2zqUX0xVrCsKj2sWBHS2R6HqGyDYVz8YHDvQIiN9Ia9X0sTh2JrWIa7N99pzmyjxFCs/x5adXUl8Lmi9IIlK7Fe8M8uP8Mz2a/wkTSo6NyXaFTs+4pEIpHIWO4a4eWz5J7v51rFPoiRd3r7iYobiS9RhR8/ZlE07InpC6yS2K7gumiRNzW/fuGDvDN1kD80/R1+qvMy7+UzXO8+Qt43SGNxVodyQ1s/lhi4Sx5Zri8924iBKPMQFsYDF0us9A9tOltLrN7WoPTOK49X4Xgo7fg3H/46H2u8w0G1TFNY3iineb5/it9561HEghm6S+PK6W67cyNC395Wbl4oE6t/upovff9Rvt45STMtmWr0+Gb6AM+mz3NCt1FCYnDMmiUmkkkWioyGDk92uTCkxpNoS1EpCump+jo4X3U/n5MOkUvAo/L1zhfUxyr1eC2GqYd7FaKyEzYVYqPz3ODuE2ODMkIVTjzsurM1hkGgyk4RNgT9+EJSOUEPuKAnOFPN8EyywDnb5Vv5EZ5LL3JUt7fcXiQSiUTuPe4K4eWaWeznWsO+iJE3N1fqOBBfNl3d86XylZK0sXiQfYlrWFwpyQtNP9Vc7HWYm2gxKxf44c5rfKtxH4vLGRKJ0w5vxIrwguHxcsbjNciyjrTfjgDT9f0UuE7Fg6cu884rR9FdiSjXlCuOuBPD5yT8aqFSiwAkVLnml88+zVMPn+UBrfgf5z7Ib156grleg3I+Rbp6sZr4EBAyxrG7beKrfqxNe9aoX0/th0mEopB46emJlLJUKOlIRcXoZuZdSipLjjXmyVRJ4TQdJ3ENQbdKyK2mZQoebF/ld88+TL+XYAcJLALEhMfOJXgpgyiuS0HX4pTHN1a7X7sSorIRI6WvfoPy01Wu1pr341ohBiNirI46l9voVbztDET32qHct7MvVYx31G95c5XAJx4qQdXXzMuMf3DpOb7SuMGSTVHCc63d5o+332ZaNXfnQSORSCTyvmH/Cy8po+gaw52Okd8szXAzhKt7u7IR8eU3LjlceUCGvT3OSqTwNHXJs+kZlDC8WxxECk+7mdPLw+ntyoZBzKvEFwwXhDbxCLO5ABsKrjrO3DUc04cW+YkjL/M/XzqArdLQP5azUq64jePgRvpNhHY8NHmVB811zlpQeC7MT9DrJsOZVYM0RJt5ZC5W9XvBbRJf9WO4bUTHj4YYeFELhFKGdEMjKa3k2eZpDo0sTk/oHgf1Iks2oykLSq+Y1l0eyy5wRM/xxcUP8kB6mQ+l5zjbneL03AzWhffCDxx9lx+ZfJ3/x3e/QO9qE68kbugQrSk/HAQkKo8v6zlvdnUPn6jYcHj1ZsdnmM4pVoTG8PJtfFyHjladfriRAFwrxixBjOFHRFz97+g8sV0vWRx9XiMiC7FLg7l3uG8220ZfV81oyfGGjH6XVIKq0Hz3wjFON2fIdEU7yelZw5Tq8ifaCwAsuT59b5mUWewHi0QikXucfS+8dutM5fsNr+5wmeFOYuzrYA1rPDatXaIqOA12pCRofeiGQGpH1ij48IFzPNi4QiIcpQ8WUEsXVA2JkmG7earp+mZIvyvHvJHWCDBG3SQZ+oL8YPGoPD51PPzQRf6v9/8LrtgJlLaUClxtuWx3NlSIxw5ukDeej556j//T4S9zQhn+p7nH+Y1LT1IUCm/FcJ4ZMqTzeQjJh2LFrRker70UX9sUXYiBqFzTMweIMpTHeifwXvDd/gk+13hjeP0J3eZTjbfJREnfG06Zq3w07WKEIhWGJ8wLWDyTMuPfO/7b/C/mh7jc63B/+zp/5egX+Vr/MFlS0s9sePxS4iuBcGMW04PX1HjMdYWuB3oPyg993RM0FDBu4zX50MUaDIm+me8ssVJ25xJPOelIrilUfyW8RZase63H7sfIWIZ1D1MPRRtNT9zJgOehoGTl8e500M9aBjH0O2bUNHeEuYKD93cpqbSimydUVtKvNKVTfDM9xSnzAhbBxWoGJRyPmGs8alq7sEORSCQSuVvZ98IrMgYh8NsItdhLvB4/NHn7GwgzvmBFfMlyJSod1pez+czy6NHLzGZL/EeHfosZKUlFghKCGb3EQ+0rLFQN7m9cwwhL1yX8o9eeJV9K8YWs3YDaQZJrVpx1SVwymVMspCv9Q4Oz4BJUs+JEa44Dapm/fuZzWCvxmYW+wuGHc8I2P26DiHPqcAjLO3MH+O7MfTydvM6izcgrjVKeCkDVbpsPx2XozKQ+hEoUqxfTexEY4dVKH9SmDBwjvfGDikLgK8mBVpdnG6d5q+rRdZqnEoMSkhO6QZmdBeABnWHEyhC40dKtT2Z9zkx/n+8mJziVXSMVkr4zpKZCJZaqlHjjwISFshh5Pb3ykDgevv8Sz86c4X//6nMg5LBnb1TkeAGobTz3W8DpFZHqDVTHcv6dZ77G3/nKpzDXJaofxLVV4Bw7Gp49+Kyueh7vY/PFmd3p64KBE7byu7Bi5fujPolQFKF8FmC+n/GduRNcyieYSZZpq5xZs8iyS+mIc7H/KxKJRO5hovC6C7nzs7vEri1EV4kvFxa9Q9dr5My9Vx7VsHxs5l3+7NTzHFSaF4uEl/MT/Mn2m/xw412O6DmOqCVOaOg6y/94/QdpZgXOSqyRuDK4SOsWrgJEYmlP9vjzj/4e//Prn2RpvoEv1Er/UGoxSYX1gtIrZrMlTicz9LQO4quQWECyfmDvgLAYXBFdLnOgPIvdlPkqiIrDZp5j7XmW8oSyVNhc4ROH6Muh8BpuT4egElmwOmp+JDBiUEZ3S4haHGxn9tGwTG/NwV3rWlqBKyUtXXCmPMBvLjyFEZYTB/6AWdXCCLXKFei6guuuoCMVk7IxvDwVhp/tnOPx5AJGWJoi4bPNs/zKxHWKSjFnW7h+nX4oPV47hPZMH1jkC/e9yunuAZ7qnMMIi88sLg9z3awM7+8dHbetqI+V16HvzxmoZioOzy7w4eZpnnnqPr77Bw/XLlUQX4PyTWdCWe6diMC/W/Bqm+/ZMfcbd59133WWYerp8DZOUlmJko7KSrplwjXZwiFYVimlVxhhOWNTDikXUw8jkUjkHiUKr7uQO93f5czmj32zw2BVCUiPNWLF9RpZBHkFPnOYpOLR7CK/3X2Yq1WHd/sHuJq3uFG1+Hz7e3w6K1GiQe5LfqN3jLeXZ0lNRZ5UeG+QqsJ7ga/LhbyVCOVQxpGkJScm53kkucip6Ru840UIb6gkQnrSrCRLShaKBgsu488f/l0Wii/wveIodskMY82RchjcMRR4YvCc6vJCHUrckD7MHfOCL115hAfTy3y+9Ro/2nqd/5f6CV7Vh7nUmwrHwHi8BdaUTHrpwyJTr3e/bjkwou5P2m6pVgj+GO90rXULwo7By+eO8u7cNK20YCrr8S8bJ/lT7cuU3tKUCdY7cl/x7UJzxc4gcTyeXOGEMjRlUOapMHwsdah6ELNC8HOHv4Y9LPhv3/oC569N4srw+gnlMcby5OxF/sLM73PwYErXlZy3gr81+UMUixqbhDJNpzw+q0tbB8d0l/qifB3D7+r3gjPgjvX5yx/7NZ5Kg9P3eOcS38keRBYSl6xOMRzMb5NlfdJiH6Qw7ivkDsI0xt2ndsJXscHGq0qRmqCISyfp21B2CDBHk47q47yMoisSiUTuYaLwugu5k/1dXgbhtZnw26o/ff1Gw1l8pzy+dowGM7KcATdRYVoFx6bnKb3iH5z7AS4tdHBO0EgLlsqUSdXlA8np4QL5Y9kZ3uwc5nrexHvBnJXYSiGERxqHUp4sKfnBY6c5250irzTHm/Mc1wv8G0d/n79jP0l7NudYY55vXr2P0ipaScFD7SscUks8agR/5NCLnFmY5EbZxlcS6hliogria22sfCgp86BGhjcLj5Se+Tzjn155livTE/y5yTf4r47+Bn+/+VF+aeljoVQSh68UXq93OwYDoYPDJdaVyg0DI2zdSzcuMGKQQKdXl3tu+dKNColxjHubeIEtFMsipV8Y8krzUvc+Hkku8nz3EZ5rvknpFS/np5i3jeBoyYLSa0gv8KhcqSEbXcROqyY/0cz55eU2DV3SauZYJ3FOIKXn1Mx1/utjv85h1eDrueA7/Qf50vVHyXsGMej50qHXyw9+z8L+ypJhnPutED439eskB8fZh/lsynOfuYbC8zevfJrfO/MgXntcAjL3OBOGP4/iDMMI/Oh+1Qyc3lv8ehx3v41SKFcecyVK0o98BJQIJ1QKpzDS0rOGrktYcBml78eQjUgkErlHicLrbkOIOzo42SV7JPpq8VU1Qtmcc0GoVIdK/sLHvsQD6WWmZJd/Of8U565PUpXhrVuVioks54nsHC/kipfzE0ypZT7fvMhPT3ybi/kk19Mm1YTkrRsHcE4ipSPRlocmr/EnZr5B60BBRxb0veJRk1D6y/zI7Jv81MR3OFNNMVc26FvDMxNn+bmpb3JQpZTecqGcQgpodnKKXAc3Dei0+vQLQ38uC46EF/UCbc1zFiCUR2tLaSVLZcqlcoIlX3JSN5nVi0y0+iwrR1loSmUQVqPGlUuy0vvlTF1+OCKwBqIKDW5cst02U/dGbz9aLrfhy7rWLQAQHl8JXCLwpWLBZfzepQd5beEwAL+vH2Qq6QEg8aSypKFKXCLoJ5c33a3S29BLk/S5YRpUNrxfm0nJwWyJjhR0fcG3eo/zL688wTvXZkL/nPGIQuCMR40Mqh4k3dl0kBC4EsIxSBDc6PgM3L4gkvzKoOD6mHkFPnGkaUlH9nnYeP7cwS+zWGb8wdIDuFwinMD7kL649rG83B8DoPcF2w1/2eT+Y4XXVvpIjvlYC49R6+tUrZecLg/ybfUuT5iStszW3SYSiUQi72+i8LrL8FLcuR4vsbXbBdQLUn/T+ykrkFWImZdlEApHjt7g185/kIYuOdhY4mtvPojvK3ChJ8xKOOun+S/cTyOFZyrt8cTEBT6RneN+rfns1Muc0te4bNv8XfFJrudNtHQ8OXmB/+DA73FQpQCkooH1offiA4ljduqbHFVNSr/A52depu9CRPSMTEiF4brNmdWLtJIC5yHRFY2k5GhrgU/NvMGr3aN88c3HqAq10iu29nAah9YWXTflt03OieT68Pop1eXR6Su0dM4PdN7h1648xbdffgC83HBIMASxYzOC0zMmEW9s+d92GfR9mQ1E1Zrbbug+OIGrJEo7nJVcnW/TLzWdtKBXGa7nTZq6oG1ylEiQpaf0ilPJVe7Xc7RFOrZkq/SWh8xlPnvgVb4sH+X88iRCeDpJTkOVvFlmfCwV/FTnZV7tHuXdG9PhmGgHlapFGGNDUgYu2Mpg45WwlnADVpL+asE2ELw2G4wkqI+ZDKJLZGGB/kvXPsEvzH6JR7Tjr933z/kbzU/wD5//eLihE0gNohi/TwOXR+Xcs+JrR6KLlddr3eVqzAmTAQKkWRFYqnZ9M1Oha5U8/FeG25VecbGaRDHHw6a3qm8xEolEIu9/ovC6y/DmzpWoODPm9O4uo4qwgJIl6GXBpTdnh4l0rzccIpeh5WJkjWTLlLPFDEmzoJyQzB5YYkaGtMMvNG+QipQL1Q1+4sB3AbhaTfCJ5hu8Vk7yq0tHkMLzx9pv8P2yRUsUfCRNOKFD9/wzacqTyWUcIbY+rfuJ3qjavJcf4EhrgabJkMLzken3+A9mvo4Rkl/0GpM8FFww7XF1tPlwyLJx6LQiTSqkdDRMxYcmzvGzE28yKUO4xKcaZ7jvyDUOqh7/x/yznF2cgtThqhAbLsqNhwRDLcDS0H8lqrpc7lbmONUCath7t5XgGj7+BpcNxEkpQYedd1ZSVJpFoDSSpilZLoMobpscBMyVDV7snaTwikfMVe7XetjvNaApEz6ewYfT01gkL6hTlE4hhaMhC14vDnO/Ps1J3ebHp77Ha/OHOL2cBoGUhhCToeu1ZXx7vTDf6Pp6Bpw41ufzj3yf33r7Ucpc02jlTLd6XF0Ir3MzLTm9fIC/r5/jR9rf5zONPk82z5HO9MiXUvA6nJQoN96nIITDmIZ7re8r9BfubBvjSgo3HOo+eP+L0DsItctlKlJT0TRBtTd0ORRcE7qPEg4jLIuuwbLvct0u0RQ2lh1GIpHIPUQUXncZdyxGfrtuV420wY266YdxIK3HITDLwEWFS+tytiVVh1MMEv3CfolK4PqKUmsE8MnWa1yyBb++/AE+kp3mhF5CAT/buQRA6c/zTmX5e1d+iMv9NpVTvNI9RuE0U7rL8uRLPGGWmVVhYSwRGGFIRRBj1juOqy4n02tcKTp0dM6J7Aa/MPMNFIJ/uPAwX732MK2swDkZAjoSj681ghQhrKOVFiTKkuqK6bTLfNXge0XKR9OSVBiO6jZHNVyoPF+/cYqF5Sy4KKnDIREylA0OxNQq92UUD8KEniFhxaohvRuKi1pseXlzYmvVw46IrCGj23Fi2H8FUJYKoyy9wlBaRSfNWS5TEmVJZEXhNIs242I1RSIsB9V1mozPDL9kc4ywHM/mmCubSOE4ks7TkgUdGb72PpldYubBX+E/6v0prucTYZdSh+xLnAklfLeEXJnV5lNPIy35+dkvcSK9QSZLpHD8aOv7/Pby47y4eB8XuhM0dYESjgnZB2DRZvyFJ7/CQb3I33jrM1x/8eCW++QVVNm9Jb5cEhy/nTJuGPxght/62wYXTKY2BJQKT9Yo6GQ5nSSvh7sXdExwWTu6P+xTVDisF7ha0ZU+Cq9IJBK5l4jC625CyjtWZuiMvLkI+VstefJ1WECdxqfKIChcUvfJEMrAVCnqIbdBlIkqxJR3C8OZ8gB/b/4DvLZwiOebD9DWBX9o+jscV/N8vf8Ah/QC//zaM7wxf5B+pbFOcG5xkomsz8HGEr/GM/Q7L/OZRp/SW87akhkJkzLDCIUSkodMG1qvYZHkzvBYdp5pmfH7ueKd/CAAma6o0gKfCOzA6QKaacFPHHuVpsr55vz9SDwNVTKpeyy6BrA0PBzvlEv8H4tPM5c3UGplNe1TByIMhl5JfxxTKiXDbQfuibpmVqXhbTgUeBfeZuPeL340bt6DKyUyDa6Aq2ciCeGprGQxT+mkOUtlykwaEiScFzgvmLNNMjG/4WPPSM0pc4VEVJiG5ZHkIs5LDqsebRnmKM2qFot5hlEO0ywp+xqExCe+FrRbz2VbxaAMMxkpJ9QOpRwFkr848yKpMDgcqcj4UHKa38rO8FZxmANqCSMqHjM5RjT5fOs1DirNX7/+DDcWm3V5ZximvVnAh1dQNfdoiPZ+QqzE6++UcHJh/Vy/daMR6tsiQ0COVB6pHFla8tDMVZ6dOkPXJhxPb5A7w/UqnLhRwpGKimm9DEAiLJkoMQJSEf8ERyKRyL1E/Na/i/Bqh0OLb5WbdLsg9Hjdal2itGFUDi6c4fdpWEiG/rbagVEgirAQtSkhat0KHp65ihEVL10/xqW5Du/6abKspHSKD7Qu8E/PPkO3MOR1OIcQoKRDScdCP5QMHs/mOGXmgIxvF5rv5yfJZMlT6TmeNGLYW9SRgqeyM3RdyoPmOpIGR9Qyk6pH2+QUTtGvNJWVaOHDmXFTMZ31+HDzNB/PrqDwXK9anEyv8ZHsNPfpklSszLF6t5rgatkhVRVrD79PQoS9KOsBwWvwxuMzS2umx3/1wV/lf3j7xzjfn8UriaxLD/1eOSNjFrPDResoVgxbo7yTOC9QtRoM85AMWjgKp+no4CYANGWO3UTdt2XGJ7JF3q0WOKgch1QL6x2wMoTZekffJWS6otEoENJjK4XVIXbQAlKIrYMrBuMC6pMAw1JK7cF4ikLzV8/8JJ858Do/3HydZ9IVi+ZHsoIfyc5ghKrdj7B/D5g2LxV9fuXMUxRzKVKFnklXfxY225/BEO33rfjaaZDGGsaWGW6wbW9cGKaeVaRZSTMtmM56/MTBl/m3J86Q++BWz7s+L+QzvFUcAiCrFbwSjinVZVLmHFTj+xQjkUgk8v4lCq+7iDsVI3/Tbhe3ECk/el+3Es4hq5X+leE8o4o6NU6EmHTncVZQZoJD6RJ/5bU/zLVrbXxdelcVmm/KE3xXH+X6QhPvVh9HITxChjlPWlkOmGW6TvObvRZfXnycykkaqgyR3yMLtEOqxQHpgB7QCE6YbvDZzve4VrZo6ZymLrjc7WC9CGWFquJgtsRJfYNpmfHZ9issuoT7dJeTug1rSuc+mnZ5+MDv8avpY/wj91G6Syl+1IVRPjiBbvXcMFKL1A6tHccn5zmi53FeQOKgkKEMro6f34vF+TgnwpsxKs8LvBOIWpCtfdsUlaIysn4NCjJZMqW6HFKLOL/5m6wtMx43K8Nq1y5yKyzvFrMcai6SqorOgX7tqEleu3yI/FITV5e2ilKsmqc1mHU2cEvWBZaI8HxVajHGUnnFvG3QkSWwIrxGy8zkyAasd5yppljqpYgy7LdX4LxH1KmVmzEQX7LYQcnkfmQwSHoX/3L5te/Vgdu1Tox50B6ZVZyYneOxqUtUTvGpqe/zw43TGNEevp6zqsVz6Q0kjkXXoO8NRlRMyD5H1AIPmpXS5UgkEoncO0ThdRdxR/q7bsHtglokeX9rDp0f6RGrXS+7Nnm57m1SOSFq2wJofu2bT69cb8Uwzn1uwdQLJ7fhoNTKWMpS8eX0Yb41fx99a5DC09Y5qap4Xj/EEfUSD+nGhot5JSQHZJenWmdpypxT5iq/dO0TXM1DeZsUnknT471qmg8k83woGTyx9thDYfFctYZnG6f5YvYBziWTVE7gizUiXNXlT8ZyYGaJTxx5h5fnjnK4scjhdIFH9BKfOPQOv3Kjg+0qhBfD+Pmhq7NLhNj01QtXr8Kidf2NCaJxILzWWA/eC6yTVE7RUCUfbb7Dg+Y6UxImtpEIt5mjcLbKacqcB1rXeHL2LD/ZehcjJFet5d/u/5ucWUyhp6AQ+NSPd5k2eHu7zCGbFY1mzk+eeoUvTLzEw2aBw2plny/bZS5aRSYsBs/X+vdzRM/xdLLALy08yZvdwxS5QdRhKr7OtrFJ8Ai3Jb7SsI+y4K5PPPSqHo68i+efQh/jGmdWj3PAQm8l2tNoFfzHD/wmX2guctX2OKSaKLH+89uUhkNqiUyWOC+RwjEhch4wjlTsQmNaJBKJRO46ovC6W7hD/V234nYBYZF369WGqxaJsgJnx/cMQRB5ofxKICpVp5ytOWPtQkmelzIsoMaERTirKUrF226WRqOgkZQkypJrzXTW5WrZ4Ypt8KjZfOV3SjcxzbeZkZqutzzYuILzkmWbkMiKWbPEomtwtrrMKa02FAdLrs/v9A7y7e79vLV8kBt5kzQN032tkvg6vUQoh5DBuZPKMZ31+JPTX+c/nO3SkgLrPUd1mz898zzXH2zxuwsfQPTqgyNCT5JXYnfiyMVIj9PIZX7tZRsgx1ilQni0tPxg+00+01haVYq5E2ak5FRylSNmnk9ll2nLjJcKy+nyMEt5gjQWV4W5eSKX2xueLEJAh+qU/PijrzKlu/y7M1/jAdNmVFzPux7fyA9wpjjA1arD5aLD5bwDQEsVfPvycZa6KXbRDN+qoXQzvG7bFV/htnXc/BYlivsZZ8Kg7t3oPVy13WT9NtedNBiILgEqtSjpOF9OY0SXo3r8CROAVBhm1RIdX1J4SSIcTQFt0dzwPpFIJBJ5fxOF113CHenvukW3a3j3DUyCbd13dP5o7WzZxuYLL5VDWOV7hBVBUKwpARMORC8EKKwrffNAJahyTa8WAIVU9MpQEvShzjke1F1K39g0iUwJWZcNQuotT2VnOKLnmbNN+t7QlAVmG/V9EsnFcpLz/Sm6lcF5EQazZlAUGmdXH12pHAcnl3hs8hJTMucB08Z6R88XzLse//uNT/CtiydAO7yUa8rmPLYBMherj/3NMDJTavSYuw2E7rq7jxFdSnq0dGjpuFa1uWQvclLvTonWtGryyWyerrdMyAYVlt9Y/BC/d/Uh8lKHqPCBE9eweFv3042WddZ4CWgf5oGZkHL3E1Mv8dnGHOmahXbXFXyvSHmtf4zrVYsrRZtz3SlKq+hVhmtLTYrcYCu5/jFqFxiC+PJye4LZafCNuzDxcBdDNNYyLlTDm9WO2lB0ASK1yLof9GwxQ+5Pb1kueFClXLE5RjgMMKsasa8rEolE7mGi8LpLuBP9XbfsdtUIy3DY7E3fd61pYkPKoR2fHj5EFYAUODzKirGhBwCiEGCDAFsrCnwlcE6SF5pmVmCd4Ea/wcVigm/kh2jJnKeSBQ6prZ0XIxTPpcuYrM+8K3il6ND3hkfMNU7qjRdhF6ql4aywystVTpBRFp05KidxdR+blJ7JRp9feOBLfK753nDfer7glxYe4lI5yQvXTtLrJYh6MSn6clVfWOgL8shyG4ESa5GhbHGt6PJJKIHcjIHgEtKj5GpVkOoKiUfieasfjv3h9uVd649py2zoQ1U+KM5umaCUC09D+TCsu/6/Vx7vWX0GQIw4JNKjUov38Hcv/BAXD77M55qv145X6N16p7KcLo8ybxuUXrFcpZRW4RAsF4aqCh8ab8XKtoeuF6uct+DOCGTOlo6cV1A16r6vXSwt3Su8qoX8XqStizEO2prerlHRhfYo7RDSk5qKc/0pXizgB7aoGEyF4ahSOHyMjY9EIpFIFF53C7e9v0uATXfmsknrsbdYaziuR0wW4NQWCzEPMg9n9z31ArMaL8CEFZCL9aWHTuCtwIkQ6qClwzrB6eUD/KZ/ioeblzggX+PQNtdRbRn6uA4pA8kiBsG02rhEyXrHeZvwdp2IBpBIi5YOIfwwct0oOxS2jaRkKuux7FKm68d7qejzrf5JfvfGY1zptbk03wk9VCKITZeFmVWrBFa9+BwESmw2oHl4+w3ErcvclqILuTKEVuvVVptWjoYpg9CUltIr3s4P8Xt6gUfMPEfV5s7jzaJRfLh5mn/hn0DVZZtSC1y1/hiNTY8RIDM7FJKLZUbuDMf0yup8wfW55poowjDdPgYpwutaVnpdj9vAjRz0eTkVRiyM4pTHN0JQylaCysu6T0qxO6Wle4GsyyPH9FrtFk6F4zbK6OOtcsRVENNCeJpZwfH2PJ+f/h4dUQJbnwBQQt7q+adIJBKJvM+Iwutu4A70d9lU3np/1oDdXtRts+RQOJClqPtgwv0GAmzd8OW69HCtSPBW4pWnLDU6LZACKidZqFLmqyYzanU63XbZjksGsOgyrJdMm2Vyp1kQDbq6IE80y4UZLtCF8DRMRcOUTCU9Ptd8HSPaXKiW+NLyk7zaPcqNfpNuOXKfeh7aQHyJYk0cfe1++cTjYGXo8uoRXEEAy/WCazA7bFvlhdoHHSMdyYjwSrSllRRIPG2To4Sn9MEVOldOo/CUfoHDSg+F7U7p+YLfX3qaVFd0C0OSVDgrwwK92uLDIAalaOE5S+k5kC3z2darq0oNjZAkWDJZMq2XKb3CCEdTF/SrsIhXyuFGpo/7en4X1KVxUqwTw4OgFK9C39dW7pczK+Jr00HatxMxmIO2uwEaa/ESXLrB3C5Rn0QYFV2ZRSpLmlb86InX+fOzX+FR02J0NEEkEolEItshCq+7AKflbe3v8nJnvV0DdpRsuNE2bXC01qUcrr1dBUKL1YllnpXhy/VA2oEAk32Ja6wXC7aS+ESgVTWMGi+9YtHt3Tns3FdkwpPJkkl6lEbT1jktnSOFQ8kmpVXI2vXSwtEyOTPJMtddwgPAnAv72bMGITzWSbS2VKUK88AG5WvS4zMf+peKNQESoyVX29hvL+vI+HHpheNQHpkEsWVMcBSU9DRMOSwxbOiSRK70w0k8pdcsuIzCLzHnKhrC7bhvJvclz+ct5somHZOTJ5puAaW2+FRgnVopOVyLAJlVyFq4C+FpJCV/8uALPGxWi/O2zLhfL9GRBR3Z44AKw7Idgr41LOYJZuR1GghkbzyiDI/vFMgNhNXomABZsamg8rIuPayCm3zLvX07ZSC4zB6VFa59rDEhHQO3y2uPT0KQhjAO0ygxxpLoislGnyPpPA/prdM0I5FIJBIZRxRedwFe3T7RBeCSXXC7aoS79cXURveVZR1ZvkmVj9gohn5wfUXoATMrZ7pFLvGZHfvcM10hhSeVFZksuWJbDGyHsu4N2q2yN4fjoCqAyyy4jMfT80zJPgrP7zYe5ffnHqJbuyNSeBIZ5oM1VMmZaoYPJjd42KR8tPk2b/cOkqiwf1o65MBNWeviKB8CJFztflVi2yl+XvkQ1b9VWeEoyqMaFYIQCpKaitRUtGuXC0Iv28DtAkhlRUf1t/8YN8HZKudMeZwp02U5Tai8xKggBhedgAbYXIEdCdYQgHaoxK0KBjFJRaIsX19+kCn1XT6Z9Vf1pB3VbY4Cj/uSist8onGGr2T3szyZ8k/OP8vVbpMkrbBW4stQ5uiNAycRVuCND/uxweszdL+02JagcrruHbO3WYDdTsFVY5P1JYbI+jtAEkSXcZis4tmTZziULvLe8gx9q3m4c5Wf6ryE2qVUzUgkEonce0Thtd8RAq9vX7CG1wKX7F6ConDcWsDGII5+A1Q+SCXb+DbShoCCdQutkccIZVkCm/qwr0WIm/cj7kaWlKSqYibtMpsuMal6dGQfSMh9ydkq55pLAUdHlHSkoyUk0+rWSpFSYUhFxQndIxN9JmWGERnWO94wNzjemONq3saNKEQtHB3VZ9mlXLc5R3Wb59KSF5sXWbYJl5fbCOFJ05J+L0Foh6/GqVofXEJDCJGoj4Nw9UJf1HOPBq7Z4P8jx3RD6tsL45DaDUVXu9mnkxakKjhbQniauqBt8uFdW6pgRi/TlDmZLDmu55iSjkmZ7Njt6roCi+CInidrlHygcZ6WzPnq4iMAfOnCw8wtNhBZ6K/zteARyq/T6NpYUlOhpeOtpVm+ZU7xg+mrY8V86P2RnNSGP9W+zA3X57WpI7ymDrNUpFzx0C1UEMiDSP48CD9ngvO7GU55fBZKRbcqPwxuz4gAK/eoBFEMHHWGA6hvFyEdccwYCV3vU+KQrYpmK+epQxf4S8d/ncdNystlwT+Z/wg/2HqzLjGMRCKRSOTWiMJrn+Ol2DX3aTs4s7sPJqyHXd4msNLvtdlAVR+cra2En6hAUYuvem7TwL3JGgV/5Pj3OJbc4Ji+QYniQX2d+2oxfMXmvFEe4GI1CUBT5pzU1zmme0z4WyuBM0JxtBZto/e/bLv03YHg+qSwWGXkViOF52CyyKxepCN7TMoQ/ZgKw093XuaJ7Cx/rfd5Li21QzS7sbh6Fhh2k9dGMDwOw9ht6YdhA8aEkrjRQAjvGP7ubWgWE6ou3ZI+/NS31cbSbuR87PB7ADRkUZdHhv13XqClZUL3eSi7zH3JNTJRckrPc1I3MGOG1t4KqdDMyJKp9DpNMU9DBDH3mcbXeKeUvLF4iMpK+oUJz3fMSQkhHUkSStJCyaRjqUzJt5mDboTikGrxU9Pf4u3WIZ5Jz/CLVz/FF996lKpvgvMl65S9XOLwCCcQW4VpDMrnVOh7FNX2BJjTdamwDaWIwrHlyZCx1ALdyxVnbdBDeDvZSHQF5zycPJATJf/GU1/nC52XuF/3hjO6HtaSn5t6npO6wS3HtEYikUgkQhRe+x5/G/u7nBG70ts1yrbK1W5123Vp1GaDVYUNbo3fIuhBVCBFmP0lShl6aoRnptnjJzsv8VRiahFUMmiqz33Ja+Ukp4tZLBKFw3rJZdFhUuaoHTiV4wRb10MmSw6ZBZqyYFL1cAgOmQUO6QWaIucRc4OmXBEkJ3Sb5/stppIevcywXCRkSYlzAp8KXE9vbzE9cKqMQ2vL44cv85OHvsvfeecTzC83qMqwIA3VlvUGN/h2GYiU1JQcaC7zR6e/zdPJNYwQXLKSX138EIt1jWhH9ZnVi3y+9SYHVUrfV0zK3RFcA5SQzI4JPWmLFEtw4dppmFRstcWOxPhDCMMYJE5CmD0m6/TJ8/kUv9o9yEfSczxktt7v59KSZ5P3sPUxbDdzlgVYo8Iw56ouxMwlznikD2JqK7wIc7+E2Z4Ag9pRrt0p4YE6YGXghG10/4ELPXS07oDQGmUj0QUr5cpee6T0zOolPpYK1Iiob8qEh+QWcywikUgkEtkGUXjtc27n/C6X7P5j7UXAxiiyZBg/vdHjy2rr+V8Qbuc1YaFoBUo7vnD0ZS7bNl/pW55IFpmWGTdcH4PgX/WO8mrvOKVXlF6hcLTDFGceT67s2nMcMCMlR9Q8CzZDKceMdkypLs+lF5lRKYuuoCPXJy0e0XN0TJ+qIUlVcMkSbZlbalACbtC7tJa6NFAmdlhWJ4SnkZY81L7Cp5tv8N6xA7xw/STnFybo95L1cegjSBVEW6JD71QrKclUxe8vP8wTyTWOqhbT0nGx+TZvFYcBSETFfeYaU1LXJZh7MEl3DBeqJb6RH+Kb3QdwCFJd1YO03bpZY2tJlEUShPtSlfBS9yRztoVtvkFHeCZlghFqbE/g4Dla7/ixyVd4Y+EgAEWlKUuF9+CcxPY0bknjhUeKrWPkB9yKABvcD1VL6rvlr4aoe7o2EF2htLJOMtQeV0r+wXsf5dnGO3ww6dEUSZy9FYlEIpFd5W75E3pvIsRtm99l0zAseS8E0k4CNrbDVvO9RAXCbOOsuyeUGkqPKARlqfjKtYf5bfsYRlk+MfM2n2y/xm8ufBwlHNeKNqWXVE4N+60aqiT3mvPJZZpigY5UZEKjUTvuRZpWTT4kCpryLOerSYyoOKiWOaSaKCFJ1XhR0hIlDzaucll1aLRLZs0iRlh+5cLTvHttmkqGVMMwryrM+RLKI5VfFRoBITiik+Us2SDw/vPZb/L65Av81fNf4LWrh8hLvcoNguAIKeVQYmV7qalIdbBqjLB06mOjhOSUnscIi8JxUPWYktAQtzdJ7pI1vF0c4kbZJJEVOZpWUrDQ33yEwCCVEUKYCUDuNOeKab7CQxw3N5iSXQ6qHh0pmJTJWDGphORTjQv8zsRlXvWHsU5ysnOdk40bZLLka9ce5NU3jkNP4ZIwd20gpLbDrQqwu4UQGT8mSGOAAJeM9CoKj7eSa/Mt/tKbf5znDp7mX5/+Az6UROEViUQikd0jCq99zO0qMwyN5btbYjjKLQdsbBcPug9Vc7y4Eq4uN9xG6t5g8SmcwC4bXjt/GG0sWluWy8f53uIxFsqM0iqE8CTK0tY5WlqU8PSs4WI+wfPyIa6llzioFzgou3RkzkGV7tixacqEx0xJR1wDoCXFloJuVpU8nF7isewCH00vclg1eLPM+S3zOK1GTi9PqEo1jEPfCG0sRyYXOdW+zp+YeYH7dRANs2oJLRxTzR5LeYrdKHa9RklP05RIPImq+GTrdSZGZnGd0k1mVY9MaNI7lCAnhccIS+VVmLFlDQ5BMynpFhu/hq2RVMZBOEjPJqSyYtFlXK46oEEKhyQHijBYewwdmfBY8yK505zIbvDnpr/OUdUk9xWvLB5FZCGFkjykkFoZhNRw7to2+rLedwJsOAvMb3qixa0dziwAK3BWcaPb4HrR4sH41zESiUQiu0z807KPcbcpzdDtxrDkTbilhZy4SZfMbT7fazshGzCyrx6wAluEO1Wl4lzfcDVr0UoLEmVJdUVeCQqrmEj6ZKpECU/hNIs240rVwRJKFjPRpe+rXSmVS4XhsPLkvlolWDbihG7TaV7Cec+0avP1vOQ3Fj5K3xoapsJ7gdWWslJUA9drhFAi6Jhpdfk/n/xdnknPc0o3UfVzmXeKls5JpKWd5puKr1BiWKBF6Ilq6YLT5SxPJO8Mh0srIZm8zQ7XWu5TjlPJFV7rHkEJz1TS43reRNZla3mlVz1HJcPzGiQztkxOIqt68HP4HOfOUErN5aqDERVTsth0HySSB9NLSOH4WONtTug2867Hbywf40J3AqUdlXZ44aGQdTAMq/oZh4alE6sGYA9EmXCAWy3AhA2li0PhdpfgVRi+vKHLtep2K2mcwxMyHlwlsE6GcQKxzDASiUQiu0wUXvuV2xQj7/XuB2qsRTjP7Yhm3Gy+l7BhEXpTTf4OfCmx0qO0w3tB3g8bL5SlVxoSXdE0JQtFhk4dql54Oy8ovWbRNrgmSo6oLpnYvY9bUyY02X7D/6RcETJXbIdrZYtEWoyygEHJMI/KG4Fbc5CUDHO2JtI+bxcH+eHGhaHLVnrLN/v3kcqKlsmhTJlq9OiWhn6pV/V8jYoTITwTSZ+GKjlbzHAxe49D+2idO62aPJVc5dvJIstVipGWmbTLUpmGPjdTUlpF5cK8Ly3d0OnqJH2auhjOHxsgxWDum6bvDaWXpJu8H41QPJ1c5YBc5pQuAENTJLyZH6ZfaYR0IXXSiTACQQlksfo7Y3j45Zgh2PUFITCjLlO0KymIeDGMld/PLtgwnl5v7nINcIYNv458JakqSUf3kdzGrPtIJBKJ3BNE4bVPuV0x8jbd+8XFXgdsjKKKuml+zUPdTLnhyn0E3nt8rnAi9Dx5LygKjc4c1kGvMJRW0UlzulWClhZTr1Jt/QI6JDNS3rZgiK04pW8A0NQFvcqglaOy4X0ghF8nGLRyNE2J84LcmVXL0Uu2R9eltFXOdNIjUxXdKsFIS9OodeJECbeqPDORFdZLTpczHFFXhq7XncZ6x0WbMq2X6aYJc1UTLRxGWkqn6FaGQmkqF46Glo5EVmSqGpadDkhlEOPZmgYsIxztLZy9E7rNlOwPe9yMUPzhzot8KXmExSTDVqruzQO0x0mHKAWi2sZnTdahEsqD9mFEw6JCFgIqQHhsulqYyb2Y7XUrrJoHtj3BBeANm38HOIGtFJfzDr/WDX2Un8xurDpxEYlEIpHIrRKF1z7Fm/HzgnaTvQzUWMWgz+R25IS4ELZhx2QgCMvN9Zr5lX9drhCNkMbnrByKCYDKSrqlwUhL20saOsdISyZKlHAc0zdueZjybpP7kjPVFEZYtLQ0dEluNItufCKhVo5OmqOFI1Mln2y9zvTIIrT0cMTM1w6O4nrRGpbbaeGY0D3myibLdaykFg4p3FCYpLJCCcecbfL9soWhuy+OVRhuXJGJklmzhJEW6yXOC1JZMaOXuVBMcimfGJYShvutcbnwNFRJJkvSOnrQiIqWKDi4jf48gPaactJJWXK4schinlJVknwwZBnqWV8enwC2FmBeDB0rL+vb6DCPDeVJ2gUfPnGW+5vX+ccvfAy/rBClQBUMyxC99qDB+XBCQlQrLvLtFGKDoeleh5LKm3GwR2d2bXo7L3j58hH++vJnOdRcpH/oG/yx1tyOw3EikUgkEonCa5+y12mGex2osRbhb2595uWtC0JZ1mfC16yThN3e447FCWyu0FkQFdauCC+AolKUJqi6ls5pyoKO6nNQLXBQ5sD+cLv6vmLONjmULIbZY8JTOIXzguXCDMWXEJ5EW5qmHPZjTSc93ioO8cHkreHcq2M6xXGRKdnlweQyXZfyZh6i4E8mV/mJ1rv8i+X7eXH5JHNlc5j+CNDRfTJZ0lZ9HJLSK85bgRS9feEwHFQFHdUDwmBsi+SAWuKYucGzSZ9vFRm/s/gESzZlocoo3OqvU4lnJlmmKQtm9SKK4Pgd0EtMyR7tMdH/2+WPzn6b85PT/MbFD/JWeRDrFIz21QlA1wIL8B6QgHaIepi1VJ5mq89/8+Q/55PZJd4sM/5J6xlsJZBeYiXIXKz63HhRO0ZqILrC9YNyxF0XYmJEbKmbF1uj23GJH/v5XuWAeXA2uNoLKiW3il/XH+KR5Iv0veKULvaNKxuJRCKRu48ovPYjUoZSwz1krwM11nKzyYY7Grjqg/ha53r5rfu8Ng30sAJnBVL5dZHpA8HS0jkfaJznifQcAAdkzpTcP2fKu85yUC9gkTRlwbxpMGOWeWPpEEbVw4G9wCiLFB6JR0nHRNInVRUXyimuO5itj1MqDA8Zwyld4Vgk99d5Xi+w7FI+ll7mkGrzUHKZRdfgqu6wUGWUXpHKirbKmdRdOrK/ah/nXXAL73RppgFO6uvMyeDAHVELPJnoOnQh47m05Ex5iTf7h0llRelDWeXg+RlhaaogujqqT0vmNEXOlOoyq0qMuDXh9YBp84CZZ95d5M3uYc7NT9IXBlcovBUrAkz6MPhahR7FU4ev8djEZX7/4v1AeM8+OH2NT2WXSYXhVxeeQSmH1bVA8WAzjyzGzwnzgxh2GQ7WUIgNhi2PJisCYhNBNvxMDoSWJJRC3qrQWsO4EzFDxmzfOxHKSEvNG/MH+X/7H2cm6fJI4xI/0XoVI2BG6nVuZCQSiUQimxGF1z7Emb2NkXeJ3PNAjXXc7FnwHe6aLEPC2eiibbAw3HAFOCip2uixPbhSIVWFcwLvxXAulRAeLRxH0gU+33ybo7qN9Q5o7qsSpaZUPGbmecTMMyM1XW+5YiV/ix/mYn+CpTIdhmtI4clUGHIsRehhKr3iu/lRDOd5wLSH2w2leaEH6dNZyYJbZKIWLB9OKuBdrpgJZtQS58tp5mwTKTyKUANnhMUIS1bbK9ZvXRK21xghOKx6TMqcRDhO6saqpDvrPQfVAosmY9Fl5M4MTy6ksmRS9Xg0uYgUDudlXWJYMilLsl347H2xe5iz3SkaSYn3UIrQgzh4dw+1jPA0GgWfOfg6f3HmRV6ZVWTC8qsLT7NkUxa9Y1ol/MzkC/zO5CNc6OsQUV8LOJeEOuGthjQPhRiMPcky/PyNQ+yOwBq7X3p7JYZhP4Ib6L2gLDU6LeiVhkvdCSqnWK5SlmzGUXOD4+YGTycLTMvGvvqMRyKRSGT/EoXXPsSbPfwjLrj9oovNz3aPY8Oz09veQCh/8nrNZZuUPK6d7TO2Cd8GwbXWkGzUA4HnqwbP50f4I2phXy7GJmWDyZHdagPLbolp3aVINIlcP4F30Lc0EEeLLuOMbdOSyxwYs+hUQq7q02rKhI+mJaW/SltmnNVneKWYZs416TtDIiwzaokDsocRoSJuP0R5T8sGij5SCNpivICeUl1m9BLG2lVio6N6nDJX+XAS7rPkuiz7IDITIVb1yd0K1jsWXYaWoe8wNRVSeopC4+uTAhBGATSzgsOdRQBK7/iBNAMMjx34Ht8r/DAs5clE8/SB89xYatLrK0RZPyGxffG1GQNhdluRYNObE/GDr0Zbf9ad91ReslCG43256GCExSHJRMn9ursrM/oikUgk8v4nCq/9xh6XGQ4CNW43wt5kusYuHAJZBjG1io3WfQL82rPim+yDEH7odjWSkpYpaOswMPd0Mcvr5jIPm3RfCIjNuGqXeaWcRQlHR/fJrV7VhzVAC0cqK5qywHrJosuYc8ukIt/WzK1UmOHC9KBKecjcYNEt0feajizoSEsmBAZJW+6P47ZWQK4lFZpTukfCZd4T0yy6BgpHR/XoyD6P6BIjwv2nVZPpXdw3h+fB5DLHGvNcXJ6gqnsOdeZwteslgJlWlz9+7Ds8lZ3h6WRp1dy3VBg+kgL1WAKJ4L88/EUeaFzhb77waXxfrcTI1+JL+Dp2/m5AhFLJ7dxu5f9+KA59XXY7EKaDBEuAfj2zou8NuYdFV5BuMAg7EolEIpEBUXjtM/ayzNAZcVsDNXbCjh0vVpr9V5UbWsa+69e6XUDokdkAKX09z6miZQpaJsSjAzgvebuaQYlrPKCzfSEixmG9Y955Sq+ZVD1Kr5hNl7hetKhGXgAtHDPJ8jAII9w3XK9uQSGnwnBUeWaVpSnA3OFhybeKEpJDqsUB6XjAXONsBX2vMMJxUFZMq/bWG7lFjFD8SAaLU9/l9PIBrG+RlzqUvEqHUY6GKTnVuc5PdV7mpG4Dm6dFKiGZc5Lfuvw4Qjlc4hD91R9El3ikF9sKqrmjiNDjGVy2rW47Oll69c3XzbSrj68SjqbMMfv+QEQikUhkPxGF135CiL0rMxSht+tuEF2DBvsdM2js3+opy7qUarTMUG5wv9rpMtrSSkoauqRlctomD3OZVE5T5vRdQukl864/TADcj5j6OTZlzqyGedvApJaeNfRcQlK7XG2VM2tWkvlaMmdKro863y5Nuf3hz/sdJSSTooHRBfOuwAjBtNz7SPz3qiXeyE8xlXQprCLXYWC1kg4pPKmqOJrOb3j/risosbRFihKS3Je8mB/n/MJEeO+rEJwx6np5AS71qL6A/TpUeSC61Dai49d8zsWa8mIhPEp6ZC24OrrPrFnkkfQSB9UCM7JPU7Dj0tFIJBKJ3BtE4bWP8FLsWZnhnSoxHHAzQ5R3s8leuK1FnB2nAfR4t0toj1SOoxMLHG/O4xAksiKVFfdl1zmoF5E4DuoFmsJyxxMiNkEJyVHVYEYtMWebNGVOKktyZ+hrjfOSVJZkosQIixIOiWNKdblPL8RY7TU0ZXLbBKX1jrfLCbo2JZWWmbTLUpVS2PAhT5TlwfZV/t2Zr9Vu12pKb3mzclyxbfo+lMh9u/s4v3f1Ifp9E/qcBPjUIXqrP0BehL4p1Rf7Y5jyKDchuoDVrrYAoVfUpBAeAWS6wkjLqdZ1fmbmG9ynljihGzgckv1RFhuJRCKRu4MovPYRezU0+W4qMYSdzfBai9jirLwz4xdpY4M1lEcmliwt+bFD3+dnJ17ktXKSt4rDnDTX+MFsjuvWkgmYlAlKpOibmth8+zFCcUovhZ4tG4TUlFqmJXMeMddQeM5UExS1ag9BGF3u1+8fx+puxOExoqKpcqRwaGmZSrq4+ixDS+ccMosbmlIOR+kl58pp3soPc7Y3zdnlKa52myvJn8IHNzhzyNGSw9qRttk+E183K7pY8zkXHjEixIT0aGVpJznHm/N8tPMOP5Q6lBgI2f392Y5EIpHI/iMKr/2CELi9KDO8m0oMa26bMyfHBGpQR8qv7e9SHpVZtLY0kpJvzt/PH++8yI9kBc+lb5MKgxGrEwPvFppCcErfYE52Kb1GCscRtcxDOiQWTspFLtnwxDIR+rJSEecX3UmMUDyd9Fl257hcTHDFd6i8RAlLQ5VM6S5NlTO5gYOeCsNhtcTLQNcmzJcZhVMhDVGEEI3h50J5vPGIcvWA5n0lvm5BdAEwqifNSqyMEJ4kqZjIcv7o4Rd5KjvDB5McdZf2I0YikUhkfxCF1z7B671JM7zTJYa3wq70d2207ZFjYZMxZY0CfOJW/Y52qMQhpSNNQqTbQpHx9+ae449OfJsHtaMt77KDPEImFB1Z0RRdSgQd4TmkVuLTZ1WLpihY8iUgmHwf9WfdzbRlxn16nqPJPFJ4yvrNPYj9P6gXMZuMNDih23wse4+r1QTnelPDCHqlPJUjnHyw4bLwmZD7U3zVkfEb9mVugFcjJ1gEyJHyYm0smak42lzgD7df44RuA1F0RSKRSGRnbLnEFUL8HSHEZSHE90Yu+78LIc4JIb5T//zkyHX/NyHEm0KI14QQnx+5/CNCiO/W1/1/hLiLLJjbgDO7v3C/20oMgd0L1tgCv0GJoUtduEwA2iOzCp1apHQkaYWSK6LsfH+KLy0/zreKTj0s+e6kLTM6QpIJOKYUR3V73cyqpkw4pFocUq04r2ifYL2j6zUzeomjyRwzepmO6jOpuxw287RkzlW7eereB5Imn2i+wdFsnqYpgtNjKoTwSL36Pe0Th8vWvM9HxNfWf012H2+gaty86Ar3HVGK2g3HQ2hjSU1Fw5Q4BG9Xe5dOGYlEIpF7i+38qfy7wE+Mufy/994/U//8OoAQ4gngzwBP1vf5/wox7Dz+m8DPA4/UP+O2eW8iJV7vsjiqSwzvNrxkV50/N6pnB6JOgNPrZ3a5zIFxiMQhGxU6q5BqZTGW6OB2KenIVEnlJX1nWHYp7o7XWu2MadXkqG7fckph5Paz5HMUno7skYmSWb3IUTPHjArR/02R0/dqy5MCH04d/9HBL/PczGkyE04umKQKCX9jSm5dw6377AzEl79dNRQSXAp2kEZ6s6JLAmrE7TLhGEnlSEyF0ZZUV7RUwZxt3tUnViKRSCSyf9hyZe69/zJwfZvb+yngf/Pe5977d4A3gR8QQhwFJrz3v++998DfA/7YLe7z+469mN1ls1BieFe5XawRSjtl3IJMhMXhwFXzMrhcfrpAdkpUs0IlFilXlx2lZmVqbNOUNHVJSxU80TjH48kV5D5OL4y8P1EIJmXJlOqSyXLlcuGYUUskwmKEo2Jz1yvMVWtyf3qVo60F2mlBlpQoFU5CrHtrS4/L3Jpgilp8pR6XsHdhniIE4tjMrz95chP4dERIKY+UIa00S0sSbWklBR3T5/Mz3+Wzjbl1DnAkEolEIrfCTs5P/vtCiJ8DXgD+E+/9DeA48AcjtzlbX1bW/197+ViEED9PcMfIkskd7OJdgBC4ZHfLDF0icWaflRhuO2Vs9x4yuGdrfq/dLm/CD6klaxf89MMv8tsXHmWhm1GV9U4IT5KsOF1CeCaynGdnztCUBQ+kl/nxxnWaMsaqR24/bZlh6aHEEgrHnGtSek1T5GSyZELkZGJ7TqwSkuey03y3eYKOyVksU87pSa7NtamcwBdrhIf0+NRDub7vy5lwckOWAlGxO71fAryuP7u3UFY4yqrwHAEysQi5IrqmGj0mkx73N6/zsfQcTRlLDSORSCSyO9yq8PqbwF8h/En9K8BfA/4dxv853GiE7YZ/jr33vwj8IsBE69jdXcO1Bc6oXS2tCyU/+0x0EQTPlvskdll4qTG/S3AND60KZRzNVp+TU3P8xORLWCQvzx+lcpLrvSbWCYwKvR9GOhq65FTnGv/69B/QERVGQCr2flBuJLIRkzIkac7IPpdslzmXoPA0ZbVt0TXgmBb8kanvcL9eoCUF/2jhCf5O8YMseYEVHl+o1d/adRCNVwJRyHWDlm3iEQZEKZCWmx+4XH8fhB8fgnB2+LXm5ZrwnNrtyrKSTpbz0YPv8UTzPEs24/7kKid0DNSIRCKRyO5xS8LLe39p8H8hxN8CfrX+9Sxw38hNTwDn68tPjLn8nsfvZh+WAJvt03S9bSyY3G6WRtYlSaN4FR7j0APX+DdPPc/bvYM813mLT2TnOKqaTEw9z1utg0ypZf72xR/hWn/FyTLKMmH6tFXOokv4UBZ7oSL7h7bMaAjHDdej61fUUSbEtsNQJmWDH84qlGjTdQXztkEzLSgqRYHBKY8rZUg6dCOfU+XxmR3rfnkBPvE46iHqVgSB5tfP2Bst/w0nSXZHbI1u36cjpZO126WN5eTUHJ+YeZt/Y+qbnNTh+QMYERM8I5FIJLJ73JLwEkIc9d5fqH/9aWCQePgrwD8QQvx3wDFCiMbXvfdWCLEohPg48Dzwc8Df2Nmu3/14tbsR8jaVoX9pn7ldsL3AjN1szPdqTJmhDMlrl69M8MLMKT4z9Srny2mumsuc0JInE82TyQ0u2B5PdC5wxkxzLW8hhaelCzq6z+cnv8sTpg9Epyuyv1BCMqta5L6k7ysMilTc3Idq0Mu05Euulm0StdLfWBYaKT0e8E7gK4kfEWE+cXgtELlcLarqj374TK524UZNuVWjHXb5K2woukYfv3a72o2cf//Eb/O5Rm84HLkZRyZEIpFIZA/Y8q+yEOIfAp8GZoUQZ4G/DHxaCPEMofDkNPDnAbz3Lwsh/jHwClAB/573ftDZ/QuEhMQG8Bv1zz2NS/WuiaT9Hh2/ZUS8ALdbwkuEGV2rHl8Nyh3BL2t+99VH+YP2KZpZzoUTUxyb/SqTMiEVhuOqyR+d+A6tyYpfX3qSC8Ukqax4LLvAJ7NlmjKKrsj+JRVmx5H/kzLhZHqdt5NZFvopqamQ0pPnGpxESA9J+Gr3gLcCV0moJD6zeCuQhVxfUL52WPlt+LoaK7oEqNQOI+T/1fyTPJ18maM69nNFIpFIZO8Q3u/vFqqJ1jH/8Sd+/k7vxq7jlcS2zK4IJS+hau1ur9huUzUETm28f06H2+wGIWZ69WW2AU55bBbm97jMITKLTiuOHZjnk4fe4udnfp+TaxZe71VLXLQpc7bJE8mNepBqJPL+54bt8v+b/yC/fO5plvLwgfJeUFSKqlL4kXJDqdzw+rJn8KUEB6KUiOrODVf22oeerjVfLSJxIb1UOdrNPrPNLh+ffYf/+MALTMrY1xWJRCKRW+cHPn+GF17sj13U3q6pK5E17KbbZTO1d/HNu8SmjteYfqxbfhw1vrdrVYmTB9mXOMBqx7XlJu/1pukISektRqz0yZ3UbU5qsD5HiTY3bJcrzpMJTyYEB2QjRk1H3pekQmMRzDaWkKJFv9I4LzDa4r0IA4a9wHqBEp5j7Xk+e+BV/pd3P87Fq5O4vsILhzd3QIAJcIkDPeYBpUfWbp1SDu8Fy2XC+f4UeZzXFYlEIpE9JAqvO4BXuzcw2Wb7t69rQIhx33j//G6lGUqw6fryJWfGlDR5ELnEaYVvCh5vXeK1MuWb/VN8vPEWx1SxruzoQrXEN/JDXLfh8mP6Bh9L55lWofRwMGQ1CrHI+4VMVLRNDsBymQ4vn866/NnDX+Vy1eHlXshN+k9mv0pbGH678zjXF1uUAmxfgRWh/8sAViAqgbB79H01EFxqgxlfIrhda68qrCJ3Cuv9upMvkUgkEonsFlF43QF2y+3a731dA/wmJYYwEEY7fA4Sqmx8hPyqQa8jCAf0FUWheLc/w3+38OMsFBlfSR/hczOv8JOtN/luMc0BtcyyT3i++zRdm+IQGGHpO8MRvQh0WfQO60EJmJVJbM6P3PU0ZcIj6UVe00dQwtPUJUZaHmle5rHsAj+YzTEpc7rt81x1BYdUm8t2GYknMRVVqVCZxfZUCOAQgPah/M/V4suCcDt3wrwK291QcA3QDqXXu1rWCa722/xPN57jw813+ULzxo775CKRSCQSWUsUXreZ3XK7wrwuue9FF2wRmrEboRobiC4Al2zewC9KQbmQ8jtvP4IxlkRb5voNvp3cz6LLeHHxPqwXGOGQdSO+qzd4UU1yvWrzYHqZpsyZkH0OqyUmpd34ASORu4SuKyh8k/sbV7lRhtEKh5IF/rWJlzmkWoScpCDQTtYnGg6pFj849TbvLMzQ64XLZGpxfb1aXEkfyn8NeA/4FSGGF+ui5kcZli0rH06qyC3E1shjqmT8hr0XdMuEVxePcKNskomXuF/f4EGz86CSSCQSiUQGROF1m9kVt0uAbez/vi4Ii6StQjV2FAqyiegaF189lqoOBHCSIjcsS8eX8od4qXmMVFfIesWopKNtcjJVooRn2Sa8258BYNYsMicKLIL79PKtP59IZJ+QCk1L5syoZTqyT1Pm/GjzNIfU5gEzf3riFb7SeZjrC62Qbqg8PrH4fIPyPQGIFSEGtRjbiFv5uhBBAIothkp3q4S5ssFvLTzBQ9llziSXeTy5wVHViOWHkUgkEtkxUXjdRlyid8Xtspms49H3v/LatMxwh6EazoQEw7GOlhjf7yXs+nlhwoaZRFZ5lHZ4J+n3Eq45QZaUNExFqitwMJ83KLRmIumhhKdwOgyaVTlKOq7ZNqVfvPUnFYnsExyeY2oRErBeclwvbCvV87e7J7jWb6G1pbDBnlLGUVkJ1Ta/s3b5q00kFjmm5FipFQdMCE9pFZVT9GzC9arNlOpy0XaZlAWTIqYdRiKRSGRnROF1uxACn+y8NNCmEmf2f1/XALuJsHJqczdsQ2SIi99MtNlkm27XAA++kHjlh2fFy0IPU896pSbRlqYp6VUGKYL7perbdm1KR/YBmHOOCeliyEbkrkYi6EjHKTEPwAmdbnjbriu4ZAteKWf5rbkncF6QaEtZKryrxVdqsU4NBy7fNoxDmc3TCoXwaBluU9W1jLnXWCQJjqaIPZuRSCQS2TlReN0mXKJwamcLcWcELr17RFco9dtgX0Xov7op6n4wl2weT+90mN9z0ziBLSQ6rQfDekFRaHRW4L0gLzWVVbTTHMqURFkaqgx3rU/Rt2ROiaDCoojCK3L3ooTksGqQ+5JUmE1L7S7Zgi/1HuTl7nGu9NtI4ZHSkSSWIhd4LxDCj+/32tMn4VHp+J5LIVZOsqiRkzTOC6RwNGXB48kFPpDIWGYYiUQikV0hrgxvB1Li0p394b6bwjQG2GTz3q6bcbu8hqpBGIC8ybvWy60DNTZd9FUSW608gLMS61Z+t06w0E8pnGKpTLEjD9RRPaZkl47wsSE/8r7ACEVbZlsKjxmlMMKSO40eCZdJdIU2K79L5REbCKFdR3lUo9q0anHgWBtlh72cWjomdJ/Hsgt8KFHxsxyJRCKRXSMKr9uATdXOBNNdFKYxwG9WRngTvV1eBbFlNwjQWLfddPMSw7FpaaOfgkHJ4eBXL1YJr8FlvdJQWoXzEiMsj2YXeCq5wBOmz6F6rlckcq8wKRt8PHuXadMlUxVaOAZmd2pWiy+lHWKDdMFdw7gtRZdUbuh4mbrMUEnHpOnx2c7LfKZxJTpdkUgkEtlVYqnhHuMSjTc70LcCqoa6a8I0BmzmdlmztdvlVT3fS2/hXg2owzTcBjO7htsd81KsE2pO4Co5nPfjxvSklFZS+fDzQHqFzzUuDAcpRyL3Iid1g4fSS1wr2nQrw0KRYp1GCE+WlPSBqgxCRiU2JMcXu3zuT4AwDpVs7aoNgjW0chgVbt82OQfMMg+bBSbl1kEikUgkEoncDFF47SV1ieFOBJPNZC0+7h7R5YzYUFh5ubnbddOCa/iY4Lbb1yXW/H+MQ+ZLCZsIr4ETVljFQb3AondM+BioEbl3MULx8ca7TKg+307up1slXLMtrBMbiy/h8YXanZ4v5ZEbpBeuRUiHroVXUpcZNnTJpOnTVjnzTnFiF3YpEolEIpFRovDaQ2yqdjSj6m5LMASC87RRaIYYBGOMeT51UuHNCi6oRZe5BdEFYQDruMdzK4EA44SXEB5Vlyd9delRzpQH+MnWqxyrk99iX0jkXuRR0+JRs8Rj5hu80z1A6RQL/WyV+MqFpyoV3guUcTjlcbkCe4vfc9IjjEMat+1qbK0dSoZSw1RXNHTJdNplynQ5kVzjAR1LDCORSCSy+0ThtUfstMTQpvKuSjAcUGUb77NTYM3awVoD4bR5aMZGOAMu8dsWa2sfw28k2Dx4B0KBGjf/R3pkHUG9XKVcEFP8Oh/g8fQ8mSg5opboSEEqJG2RRicsck9xxTWZMj0WTAMpPL3SkFca6yBLSgrpKXKN9wIpPaJR4a3AFXXc/FbnUWqnWhiH1NsXXBDcLqNDaWGiLQ1dMpH0mE2WeCi7zDPZWZoyu9WnHolEIpHIhkThtRdIictuvcTwbouNH2CTjUsMBz1Yo3hVDzm+lZPLgwHJavuia21ZoVd+bJnh8HovgJXI6eFmhKdpSpRwJDIkuQHcqFqckQc4qBewSI6zRF9YctHjkGrd5BOMRO5ejqslpk2XuSQMHZZ4GqaktIp+Ffq+pHTkucFZiQCE8shGhfcCZwXeinX2t5DhMyvV+s/ldhDCk2Xl0O1qmpKD2RLPdt7jpzsv0xKSttx4XlkkEolEIjshCq/dRghsU9+yaPJaYLO7zx1xeotAjXR1iaFLthH7vgGDyPht93QN7remjNEnm9xfMOwVGTThQ1i4ddKCVFWhN0Q4Ki8pvcJ4i/WSK9UERlsWhWFGlRTeY2P/V+Qe4pRu8oHsPFeKDkp4EpWwVKYo4UhVhUPQLQ1K+DAfry49hLqMV/td/+skhCdJq+Gg5ERbOibnZ2f/gE9myzRjmEYkEolE9pgovHYZm+lbHpTstaBqyB31hd0JgnO1ycwuM1JiKEI0vLvFd97QJdvEqRqLqPvA6t3wyeZuF9KD8KEJfxg17WklQXQJ4WnrfDgHyI0oOusli67BlOqG+0EUXZF7jinV5f7sGterFi4RtFWOQ3CtaNPSOYfNAl+88jiXltoUSlMUGmf35nMyEF2Jroa/N01Jpkuu2zZKdPfkcSORSCQSGSUKr13EpTvo6xLcnaJLbt7XNRBKwI5El5fBsXLmJkoLR3Bmxe3yxuPN5nOERN2ob4xFSkeiLU1ToutBYG2TrxoUC5DJcvh/i0DhkcCsatz8DkcidzkH1SL3J1c5kVzniJ7jETPPjNS8XcExZcmE4r18hl5lWOiHwcWlVRSFwrvdE2BSOdK0HJ5AAchMNfwsf7t7P48nF3kmVhhGIpFIZI+JwmuX8GoH0fECqubdNSAZ6vLCzXrRBn1YQtTC8hb6uUR4nBC+cWuZ096suF1ee/wWw1tF4lDaobQlS8phaSHUZ8p1QVMXQ7dLC0dTFbRVf7iNlsyZkQWHVSMOYY3ccyghuU+XdORZZiTMqhYQSvk+VKee3rBdmjJ8tjqpYKGfkugKoyylVZSl2pEDJqTDGEui7ap+MCWD2yWERwvHXNngsm0D5cYbi0QikUhkF4jCazeQEts0tyS6vAR7Fw5I3pboSupBybXoCn1ZrAhMD8KFn7UpZl4GkebVrQsuWEk9RNRO12aiS4BILMo4hHRMtPocaS+G7XgRBJYu0NIORZfEM5Msc8gs0JI5EseU6nJK3+CkbsYSw8g9yyHV4tAm5xwmZMYzrXf53sIxrJekpiIvQ/BGokNZYOUkVaWwVuLrEQ+bIYRHKofWYSjyuACOVlIgR75wKqd4JT/OIfUaTyY6niiJRCKRyJ4RhddOGYRp3EqJoLhLRZcRYebWJvs8GrZhMyg7wW1ioHtE+BmNdxeDyr1dGKY6HMRcz+nySV1euGp4cv1AMqSlCe1CtLV0tBoFHz98mj889R26PqXvDN9cPkXpFZULC7NUlkzoPh9unmZCBrfLiIopmfOAVlF0RSKbUGGZsy0yVZJXmqYpqazCjszN09Kh65Ml1gW55DYoQ5TSocTmaYepqYbu9QCH4HIxwdflA/T9GR4zXaZVc+dPMBKJRCKRNUThtROEwLbMrYVp1OWFd5XoElClAqc3319nVvq6XAL5jKf5wRv0C0PR13AtXSXAvPL4zNE+uMzy+Q6yL2o3TAxvJ0aMKjHGtBoIuNAL5sPvI9sWiUOqFeElRly0wbMJaWqOLCmZbPSZKxu0ZM6PZyVX7TKFV7xXzCLxKOFoqz7HzQ1+tHGdVBhuuD597+kISVNuNEU6EoksuT4v5E3OFdMkMjhTGkfDlCzl4z87g4HlyM1LhTci0ZZ2Uoy9ziJZshnvVTM05SXa0kbnKxKJRCK7ThReO+BWEwzvxvLCLUsLa4apg0KArAWYh4WFBv+XZ3+b9/IZfvn7T1P1dXCcrEAYx0cefI9nJ8/wt+Y+iUMjChHcKljngI07ob2qAql20nziEK2KB49d5cpSi37fjG3aF9KhlMeYEDWtVShT6lvDomsAObOqxQ81TtOSBcsuwSFpypwHzVUaIkEJySHVirHxkcg2OFM5TpezWC8x0tLUBctlSqorCqsoqt0VPYNEUjnGTpd4jLB0XRB8pZfIu63hNhKJRCJ3BVF43SK2YXDJLSwO7rLyQi/rwchbuFyD21bZyvMKse91H9ellK/OPcR/duw3aD+Z03UJJ5Ib/OrFp8it5jMHXuP5+QdQqcVWEqxE2JUI+lWPs8mueOXxxoPyiNTS6vT508dfoOsSvrVwkm9fPEFVL+qkDKWFuh6mOqBpSiSeRFqOqAVKH/o+TuoGcJ6+VzSFJRPQlKtLCqPoikS25ogCiUMJh8TT1CWF05RW0UoKrMtWlRzuBCU97TQfphgO0NIhhVuVTpoIy2FVoER0rCORSCSy+0ThdQvsRHTdNeWFIgiu4fytLfCyTi2se90GwRgDVF/w/CsP8XNX/iyPz17mZw69wKcb5/lU6zUMjmNa0HUJ3zD34xsC5zSip7bX7zVIK9Qjs7mMCyEZwnO5nOA/PfAy/1gvcqk7wXyebXhGPTXVsCk/lRW/vfwBZtRLnNRtjFA8ZNrR1YpEdkhbpjyUXOa6bXNRTuAQTJg+110TjaOd5iz00y3DNLZiILqSNaMfgKEQS2VV/1vyoLnKCR0HKUcikUhkb4jC6ya5VdF1t5QXDhyum9nPtaILQm+XF4PUQoEXHjWnWaw6fHMx49zSJIv3f40/O3EeJSSvl8vMV00mWz0WREYhPVaA6I84X2seE1WLLeFXu2LSo+qG/Jlmj0+2XscIxVPpOQ5kywAsy4ReqVct7AY9IEo4ptIeqaqYtw2+lR+hKS7VkdjR1YpEdooRio+njpZ4jcvFBBfySbS0zKRdrudNEmmZyHYmvhJtaSXFOqdreL2qUMLTUCVGWA7qRaZkNfa2kUgkEonsBlF4bRchgui6hQHJ+150CXBahHlZ6ub2b5zoQq52u0QFKJAWfF/iMCy0M4youGC7TElNJkJgxVTWo5PmPDZxmZfnjnD67Cy+kOBGyg7XCq21T6d2uqRyOC/4Tv8kP5y9TUtUnGpeQwpPJ9EslSm51VgnUdKRSEuqK5q6IBlZgF0sJ/me7PJEssihWnxFIpGdoYRkVpUcTeYpveJ60UIpv058LRcJ1U3M81LS0zAlqa7G9nSF2zgyVZLIikyWzJpFDuoFOvGkSiQSiUT2kCi8tsMO0gu9FlQNGcrh9pHoCnOyBG4wK+tWZpCpuqdrTZS+06v7sIQNWsnX87pkHmbzfHXhEf5g8WH+3OyX+Uja5sc736V0ioeyy3wke5f/YvmPkbYKSqNxhQIrti49NA5pQoJhMyuQwvPy0nFOt7/HUZXw6c6rfM/cx9u9g6TN65zKrvFa9wjXiyZSeKRwI4ORLab+mXNN5twiqegxKRs3fawikch6WkIyo5covSKVFUs2ZVmESNSB+NJZn7zS9CuN3WCWlxAeJT2ZrjYVXAPaJkcJT1vlTKoeR/Q8j5hrTMTPdiQSiUT2kCi8tsCrejjyLczp2k+ia5XQkuvF0s0yiIxf97xEPSR59CIHohJhVpYH76G/mPLVsw9yfHKerzUf4QPmDZ4wFQdnfp9jSvGPFk+RW02SVNhKIbMK7wWuEviqdsD86scVxqESizaWLCnrxZijZw3/fOmD/OnO9/ixhua57GV+P5uiKXOeTfr8I5nzSvcYc2UTV1tpWrjhogygqC08Q4yYjkR2iwmZ8ZC5jMKRypIlm9HXhoUqQ0vL9bxFaRUNHRws5wXWSap6ppcghGQo6cKJk200haa6IlMlWjgOmGWebrzLs8kiE7IRy4gjkUgksqdE4bUJ3ihsdmvDkV0iQ/z6DgXOTSGC0xRmWAWRNYxW3y3hJwbR8htsUwBj1i6yBK8BJ4aDlItC8cGp8zyWnsfhmFZNpmtdcyq5QksXdLKcotDYSgUhZTwYh/ciOGiD7SuPNnYYCQ+glaOhS4y05M7Q9aG8aVI0+Fyjh8NTeslBvcDxtElDlSxUGQDTpsu0XqYpcwAyUTIjifO5IpFdRAnJw2aZGXWWrHaaL9qUlqj4SvdhvrHwADeKBt0qQXqQwqOVI73F8x+prphKuijhaemcB9PLfDLrk4o4MDkSiUQie08UXuMQApcoXKpuSbDYVOK2MfPq5vYp/LMyKFgM/+/Uym321FkTYJMQvrERTo2PexcOhBUIW0e9G0e7mfOx9jv8eLMEsuFtrXcsuyaPdC5zqq34fnKYMzemsCN9HkKsxMHPtpc51bnOW/OzFFZRWomSnumsx1TSo6FKnm68x2G18nZXQqIITf6PmKt0XcphM48RFROyz4LLcPUBzmTJQ+baMFwjEonsHrOqxeyIkDqpAQxnqqu8lRzCIchUxUKZUdpbd5xHRdfA0bZIuq4kVWbHzyMSiUQika2IwmstUobByLcQooGoRVdyi6JrI8dKsCK87lDJoq+HIW81z8tv8o4SVRBgPnE8ef8FfnT2NU6Zq3y5rzggezxu0iCIhORTjWscUi9wTPf4H+Unya2mV5pVMfBCeFpJyQ/OvsOfmf46/z2f40YezlyfbF3nwcYV5qsms2aRx8w12nJ8TPQRBWV6AecFJ3TFpMx4s7zBdZeh8HRkwTG1nVz7SCSyWxxRC7RVTq41kDEjl+lbQ7dKbkqAKelom5xMlcP+zQndQwlH3xkuWoZOeyQSiUQie0kUXiPspLQQAVVD4fU2xZGo3aHauQpi6873go1joxCNdYjVaYbrrnbhR7UqHutcoq36/NUzP8lylfCZg69zrf0aCscPpJ5J2eDjGcw7xaxZ5HBzkRv9JlUisU4G0WUKJkyfo8k8x5Tl89Pf45vLpwD4oc4bfKZxhVeLhKYsaW2y722Zcr8oaAqDqRv7HzYpl2wXN7xNbLqPRG4nFoGqnanlKgUBmSrJVEnlFIVTFE5TOYnzK6EbQnikCAPQM10OE0oHoquhShqqrB9Dct52OOaWYmhOJBKJRPacKLwgpBZmGm/kraX7bTMu3qsQ1+40+1ZkrUKANYOZXFvvq9/CJBS+dryupPzT/rPIxKK0Q0jPL/c/xHcmT/DxqXd4OnkFI4KCa4uUP955kaez9/jlGx+hZw0NVfJjk6/Q9wYjKh41l5mWDf5E+yrHzA1OF7Pcp6/TFikfzyRsEYhhhGJSNNZddlQ16fkCI9RwfyKRyN5zw3a5YqdpyoK+M3RMn/myMRRPSlWkqsL6AgDng/gC0CPDkge3HyDxTOkuAEZYFI5ll3K2WiIzJamIJYeRSCQS2TvueeG1I5cLcEZgs42TC71amZG174XWCNstLVx7n01nnfowTFnm4JXClRKnHTKzzC00eU94Hm1fRiLpuoJUaJSQPGTaHFaLJDNfZ8FlPJlc5qhKhmJo4FIp4Lm05AnzLkZIlNhZEIYSkrbItr5hJBLZVZa9wyJoqz6LNqOtcnrWUKyJTB0KMWHHbWYVEs9suoSs7zOagLjsNX1fReEViUQikT3l3hVedS+X17cegrFhiEY9kNiance233YGqYXJze/7ZmWGg217UZcclgJRCbwWOCugWVFayQca5/lib4rv9e7jwfQyn2+eoy1TGiLhh7KSJbdEWzY2dKBSYWKjfCRylzMjE6Zkl4tMMaOXuVq1mTI9rubt4ciHm2EguswYgaZEKCiOoyIikUgkstfce8Jrh4mFYRtgM4kza0SXAGsEztxd7tYAr4LguhmXa4jYutQwhIT4lYHKop7vZRXOCbpZylcXHuGthVkKpziQ3cfBYwu8kR+ho/osu5Qlm/FwepEfbVwnFSaWAEYi70OaMuF+vcS5KszRm1QK6yVTpsv18ubSRTcSXZksUcKRiZJMWEx0uyKRSCSyx9w7wmsguBK1Ixdqo34uZ0Rwie5CwTWIid+RYNxgftdYPGEAsvTD32Vf0r/W4DfLx1EqxMRfM03+avGTwzPSmapom5w3zSEuVu/x6eYbPGpixHsk8n5kSmpO6uucYxoIYRvQZFYsMVc2qbY600MI0pjS3WF54QAlHE2Z16Kr5KCsMLGsOBKJRCJ7zD0hvLwJDpdTtxARP8JgKPJoP5dXUN3uQcm7RZ2saNOdl0Ru2d+15jbSgq3j8oe7k0vsssE3KqT0VKXi3b4hy0paaUFfWXqVoXCKt/QhnkzP8qgJc7+U2NlrG4lE9hcNkXC/7iKFoyVzWvUw8/mqycFkkSWb0rPJOgEm8XVyYUFaJxquJRUVRlimVJcjqsusiomGkUgkEtl73r/CSwicUfhEhsj2nThRG8znsonAJqJ2v0ZuXsem71tqweWSkLK4G2zZ38XqGV+iAmHWHzdfCVxfQWaR0uOdpN83CCCXDiUTepVhNl3miOryTgnXXcKDumJaNXfluUQikTuPEpKjus2MKum6Gyz6a3xfLfFKfpwbVYsJ0WdC9ynXfPmM6+Nae/2MXiKTJffpOU7qjXtGI5FIJBLZTd5/wktKnJE7LikcMLa0UECVCapMjA2hED70Mckq/LCPZu/uqI9rs+1uZTit7QHzIKzAC7/a9SoFXglcT+PTEDfvnSQvNI20xDpYyhPeWpjlb+tPMG2WmVHLXDPX+FSjG1PJIpH3GYPAnFBweIM518QIy42qRd+ZLYXWKEZYZs1i7XYtc0ITRVckEolEbhvvG+HllQwlhcmtzeIax9jSQglVQ5BPSLrHPGZJoPogS4YCywuB1yEdUDiPykNp3R0TYAOHy7DlrLFbQm7teIUh0asPgLCsewcKJ8Jh8uBzhfWgjMNWilI7Eh1KhxaKlNeXDnEgXeb+7DpHzByLroiJhpHI+5hMCA6opSC4jGXJZizabJ3rtRYlHKmomNEhZCOTJR3Zp/T7uTQhEolEIu837m7htZvlhKu2Oz610Mva6UoFtgHlyZyilCTnDWZZYJaANX/HvRRUDVCl//+3d+fBlaXnfd+/z/u+Z7kL1kbv3bMPh7OQM8NlSImkKEqUqM2xpFiJ5Di0SknJVuSKU5U/4iwVpZJ/nFTZTmQnUsmRilbZkqKyoiWyqc1RtHERhxRnyJnhLJzpmd6mNzTQAO5yznnfN3+cc4ELNIDep4Hu51PV1cDFveceXJy5g18/z/u8mOIdbkFsNkCO7ua1FG7matZ3hU2utNV2w/HfmcYHb0SIhcVTh6+isCTWIxKJURj4hL5POFtO8ICbZ8boOg2l7mSGumrVMQWld0zZHl07YBgSeiFlENb/w4uVQCKerh2QS7l62x67TIpnEKOuEVVKKfWO2X3BS4ToTB24bmAPrq2EROqq2YbK0Ch0BSeEFIiQvJXRfs9F9t23zMnFKQbPTeFWmupWGFvrFZsx8zZii1vcfti09IWkrnK9E0M/NgtV46KB6Db/hsVLXQkbP824/uO18AWlt6SuQiQSmrRnCSyG7Ia+B6XUzmcROlIwMH1WQkoZHZZ6QmG7Gb7hx8ar2o3/EgZM295qCNN6l1JKqXfS7vhnPhFC6vCthKqbUrUTQnLzWgrr56irXL5lCG7zSlc0shrITAl2ICycnGRPvsJgkOBbkaoLVQ4+h6pd//GtUZufNGvDmrBys05fmrVbGZRtKNuCT96hSYtXs3+X27oitunyjI0ZrQlfIQhVVT9ZYupfmTLjmUl6DKK2GCp1pzMiTJiS3JRM296m97GE1T8bTdg+E6a/drxbdqZKKaXU5XZ+xcsI1UR6S/fHik7w2eVVLmB1kMYoxIza4sSDLYCkHl38zL1v8kV/H/JWDghm2EzpM00wcRBCU+0yQnBgqogpr2P9l9RBpq4kvXOVrc1Eu/36rrr6tvU3J755na60vj1CKCzBBmIUEuuZTAccyhe4Jz3Pve4SVrrX900opXaFtqS0pc8e0ydEw8AmLPkrtxiP9u3aY5exzZttIp5URNsMlVJKvWN2fPCKcvPbCVcJ+NQQMll9ro3W7dHVDKkYMUOQnuVPXn+IH3jk69x38AKvLx3A9gw2EdyKrFV0pK5yBQfkTWgbyuoAjlF7otliQNcowK0GOdn8fN9pV2ozDMnW1a4RCUK0V5E8A6vthXvyFX5i/5/xnvQiE8bRkja+WSivv0gpdWdKxLLftkhlgKeHR7BElkKO36L0nkjFtO0xaQbrbm9LRabvFUoppd5BOz543SrbVrkaPpVtx65LgPycoeq1+Kx9jKePnODgU6/w1bcPM+inlKUhOZliSqnDh8S6UuWgN1uRn05IF8CUgm/+/3/1g5F3ALN+b66Not16bde40Tq4K7ZeRiEGoQqGD04f47C7xJxtYRCW45BTVSQgHHH1v4zrmGil7jyJWPbZDpn0sdQVrI4Zcink64ZrpOJpNxsv2w0tBbmUdEygLTqQRyml1Dvn7gteY1Wu7SpG9X5XG74eQeJaV6DEZq+uQvBvdPjixYd4+rE3+O+f+F3eLOb4zMsfpj/pMIXUk/oAP+HJZvscnVrm9MIBpJJ63HzZtCHuotXe21azpN6g+UrVLthindc2vDf80ZlHeWXlAN8/+xyXfF4vsm9GRr5qezySnGXaBPbZtlbAlLoDTZkW1tWVr4WQ1wMzruLfWowEZu2Atoj+44xSSql31F0VvLaaWHgZqVsMN/2SZ/V/7tEAEeyw/tj0DM8fP0IVLT9x6M/Jkopiz5BqKQEvkAXe89AJvm/v1/jN008jAUIam8l+dVCRqmlD3OkBrJmcuJV6quJNHt0oEWn2AlsuU95anuEzg49wpL1Axw1pm4K5ZAkfDcdlSJpcpB8LupLf3PNQSu0IXZOz1yyTywrzPr/ikB0jgQN2hVwiU7r9hFJKqXfY3RG8BHxmCOnVrRfbbiLgZtUZ8WCH9Zj5ainh2MUZzKHAdx55hRnX40/OPcyJhSkOTV/iu+Ze4leOP8PxN+dIYjMkwzYDJgRis++WVHUV7FqrQe+U7apd0W4/UOOKtipQ2YgAIpFB6UithwrODrt0fErLlpTRciSdJ2DwCC1Jr/88lFI73pRJKUPBfttnEIcsxYQyWsqmD9pIIMWTS8WEKUkEJsRotUsppdQ77o4PXiE1+EyuehhFvEIlRwJIjPWxxrKFKZvK10TJRw+/QRkdPz77ORIJHEovkh8paZsh//M3v4dTp2eQwqyuaYoWKMfOYTyAeeqNl3dQAItu69comnqs/dW0GF4TAZM0wzOayYaDypGmnoFPyG1J3yfM02HCDkik4ohNtM1QqTtc26TksWRApCOBDkN8XN80YIDRHvIJMGm0Cq6UUuqdd8cGr2jA57bZQ+rqU4C/QlVstCnyqEolcS1kmELwheHzp+7jC6fv5V17zjGXrvDpuT8nRMPPnv4k5xa6UBqkqvcEk4p6ot+GIAesDuKIdgcFsO2ClUDIqDdEvl4CbHy8gGQeYyJiAlbqrxeVpXAWG9Z+xer7hF5IOWSXaJv29Z+HUmrX6ErCIBarn1vZfLmXAeZsS/9BRiml1G1x5wWv0fCM9OqrXCPRsu0UwxFTrh8rv/rUAez5lIWBRToVzxcJB6cv8ZXOfQC8uTRDCAYpTb0vlYv1xMOmzVC2yCvjAYwwNojjJi+huiKpN4fedGqz1JtGX8+6rvEQd9lYeQFcwLpRtSsizQsVo1B6S2ar1bub5kU5Xk2x1y4wZzvXfD5Kqd2lbVJmCcyHasv75CLMmFxbDJVSSt02d9Q/+0UnVG1bTyw0177/l0+u7v7i63bDy57fNpMOB4a47KgqQ2YrHkjP8h2dV5jJ+xhZ3wMzatnbbiz76vGb9WA+h6rVPPad2spLmkrXZr+z3EDogrV9yWDD+Pmm0uWyuswnEkmS9b9YRahf00bLlrRNwUJo83LZ4rxfua5zUkrtLl2Ts99m5CKr/2Mz1IFr1jj22Y6GLqWUUrfVHRG8ogHfMlTtq5hYuM0xrqbaBXW4Wt17Kow/fu0+pqhf2h888FU+3upxr0v5Wwe/QLczWAtLUle96kob1xSiLgtgt/InacaeZ+N5mBsLXTAWtsbbDE3E5NVqpQvAuoAz68c9CpAaj5VIxxbsSZfp2sHqwvqlEFkO6zdOVUrdmTJJ2Gc7HLRtDtoWB22bfbZDV9d0KaWU2gF2ffDymaHqWEJSV7iuJ3RBPWr+qsV6bda6m9z6tU2jlrk/X3iIpVDwZlXwfO8oVTDEll9rqZN6pHy0cdP2xSueyngAS7m5P1Gpw1bV3rzSdXNC11rrYkxinaRsxLY8Zuy4YgLphmqXSKSVlEymfebSZfaky8y55Xo/HyCXCiswiLd7YZxS6p1km6mFupZLKaXUTrJr13hFJ/js+itc68j6atXVMB48dfUrmGZ8utSBK7pIbHusjZzpTfJy2eKF4RG+cvEoALZV4YHYDNlAhJA0AzQ817V2azRNMKRNK2R1A+vARi2N6dathcE1gfFGXnpZe90QiC6Ai9i8Wlf8ExNo5SV2rNolEumkJftbS3xy5kWsRAYhIZEKK5GjyQX22oIEmDA6Ul4ppZRSSt1euy54RQMhM6sVrpshuOs41qhg5df2tAoJ+FaANOBaFd3WkEOdRRLxLPp6s87MeQYmQKsiOEMsDTEIIRfAIkGwQ64vMLE2iAMHITYhbPRn1B65Galf21Hb46aBi9Hrf3M2Rw7JhmpXEnH5WlVLJGJsIEur1dBlTcRZTzspmUr73NOa57vax5gyKW9WFcNombUlB22LRLo3fI5KKaWUUkrdDFcMXiLyS8APAGdjjE80t/1fwCPNXaaBhRjjUyJyH/AS8HLztS/EGP9u85j3A58BWsC/Bf5+jJtMqNjyRCAk17Yn19Xy2+zbte0pxXoMfEgj5VRgz/0XGZSOVlpyoLvE3zn8//Hu5DwHbcpC/hYvtg8B4Kzn4lIbnMd2A3snVpjO+jx/7DByMgMRzLAJSjdgPIStzp8Il09PjAKY7ffeima0f9cNVrlGp5FsqBLmntbkAOfq9Vp5WpKYgI+ClYiRepqhMwErgbYrmEoHGImc8ikHXcqjaUoZPYlkN36CSimllFJK3URXU/H6DPDPgF8e3RBj/A9HH4vIPwIWx+7/zRjjU5sc5+eAnwS+QB28vgf47NWcZEiEkN6ktsINooVorv2YElmtHhUHSh554DTfs/8F9rolEql4vncPz648wFLeYtr2+ERrmcGeL/PmxF72ukv8+pkPsFJmfGzva3y08wr/ZvFJnquO4tvNqHQDphSkuvEABmOhyl5bMW20oXR0NydwYUYtjGMthmmkNTXgpx79M85XXZarjEfabwPwe+ceZ6VcC1KJ9UwmA5zxpKaibQpOVtM84M4zY9s6tUwppZRSSu1IVwxeMcY/bSpZlxERAf4D4Du2O4aIHAQmY4yfbz7/ZeAHuZrg1UwsvNmBa+RqJxluFJvQAJCcS3ild4Q3L8wy0R6wMkgpS4u1kalOn3fNnOXowd/nU+1FaC+yFAqmD/WYtct8bXCUf3ziu3n17F7wUg/ZyACEKBFJQEITwPz6wHerjFoORwNDbkrgataFxVHFrDlmyOrWTIC/WHiQH9//F3xbvkQiljeqAWFOeLW/n5ODaZwEjNQbKBsie5IVZt0yqXj8O76pmVJKKaWUUlfvRtd4fQw4E2N8dey2+0Xkr4BLwH8XY/wz4DBwYuw+J5rbNiUiP0ldHSNtTd+y0HU9QzXGRRGI4FYEqQxhqcuFdqcOEwbKNOC9MLl3yDfLPbxaGqZNjyfSgu9q9fmLYcLvX3ic4wvTlIVb28tKIGQRMxTwTXWoKeTUo+zr55VmWJ+MDe27puqYrFXCRmEL06zfGoUv1q/3kmaE/upE/G0GBkYZP+76wAUQ8gA2YhJPVRm+eXGOfynfwsOHf5cHky4Puhb3Th3j2fw4f7T0BL2QEqKQiOe+/Dz73CVyKXlfNq8bJSullFJKqR3tRoPXjwG/Ovb5aeCeGOOFZk3Xb4nI42y+Q9WWJYoY4y8AvwDQnTl6y0oZ4QZaF+PYlGJTQbRCcBG3IvjK1ntTDQxlYfj6xYO8sHCA1HgenjzHwvQLfDw/y7O9J1guMwZF0iSqtRHz4+FrPNxEWRtVP/rprVuzNVaeGoWkdWT9uY8ePFrnFRxUUx47UeIXE6Q068Lcuh/G1f5kNr7E0oQuE8FExEZiMPSLhIWixZeHh3kwWcSKwWJ4Oi1IJp/jq4N7AZi2K3wsP8mUSQkEukZDl1JKKaWU2tmuO3iJiAN+GHj/6LYY4xAYNh9/WUS+CbyLusJ1ZOzhR4BT1/vcN8v1thnChql/EUxBPWjDRmwB3jTrtPqGN9/cSzIxJMsq7pu4wCPJWWZsm78x+Tyv9/fy+rk99XInF9eFlHqC4OXh67JzWTd7fWwvMVitlG1rfDx8Gsn39Pnxd3+Bf/78R/HLDopm7P0mj7tW0dbPsbZR8tphytIymQx4d3qGN8qKI65FIpa2SXk69ew1rxCA/dbRkrbu0aOUUkoppXaNG/nN9ZPAN2KMqy2EIrJXpJ5uICIPAA8Dr8cYTwNLIvLhZl3Yp4HfvoHnvnGy9cj0a3nsqBokAewATCUQwBSyVhEq6yrYcOhYLFucC23K6FlqdkzutIYYGzCprytlY6KAzyPhOicvXkm9AXMkpE17YRJoZQVPtt5i7+wlTKci5mF9lex6SL2eK44qXaOb7Vo5LQbhraUZ/re3P8nPz3+UPx3UUwp9DCRiuT/p8mDSpWtyDV1KKaWUUmpXuZpx8r8KfDswJyIngJ+JMf4i8KOsbzME+DbgfxSRinp/4b8bY5xvvvZTrI2T/yxXOdHwVrmhNsPxdr11bX5gh/UaLE/EWFkbme4Fm0UuDtp8pX8fT6YvcayaAWBvZ4XUeYalYzEIcZittfeNhlCkERBMeV2nvKmQjI5L04IYwUX6w5Rne/fzn973F/y8/zYWXU5pUlh21zxhMRrAxXpz5E1aDmXDfmC9IuGtlRnODbtYAueq40zbHkfdArl49ltH1+TX/T0rpZRSSil1O1zNVMMf2+L2H9/ktt8AfmOL+z8LPHGN53fL3EibYb1h8haPH7UdIiCxrow1QyWmOn3eO3OSH574Ol1p863ZPMnMV3i9s4+3hnt4f+cYv3jyo7zUPww9uz7kyE0MXwIhhbChtREDJvU453koO8P3dk5x5p4pTgxnOD/s8KVX74Oeg0q2DWDRUA/TcBG222hZIjJW/UIiMQrDymGIfHXhCAtVm9lkhSnX41CywH3JOZ7JvI6NV0oppZRSu8qNDtfYnW6wzfBqJiGOwld04CXy1H3H+dEDf8mSb/Gri09zJJ3nhzqn+URrwEfzNzjhX+EX5z/CuZUutl3hoV5bVY61LN6E8BVts5bLcFkFKiaBJPVMtQZcCi3akvKfzz7HF4cd/umJT5K2S4ooUAkxjMYh1hW+1YEfEi+vbG3FxvW5z9SbJBfe0nIlPhjODzv4KIQoWCJltMyaYzyUZBq+lFJKKaXUrnFXBq8baTMM7uo3XDYl9Uj4JNKrUv712Q9wbHEWH4T37j3Nks85kCzy/e1FeiHyxsoeRCLGBGKrIuCIDvCCVIJ4uaHwtdpauMnpRxtp7enzLUeOMZuu8O3tVzG0APjjpcc41+8gEnF5hS8ssTSrgTBuV9Xa7vVx68tmrvm89IYqGpwECu8oguPMcBKAKdtjMWQEAlc3OUQppZRSSqnb7+4MXtfbZijg0w03NVPgN91kONbhy51LeLk4DC4gScAkgc/37+ON6T18aO8xPp5/jv02cG97nl6VsrjcwsRIzDxxaOsWPBeJQZCyDmAhjUQr2ILLR8ZvPA3btEfarUNXbAWc8zzePcV3dF7iXUk9ov3rw4SFsk1q18Yq2tTjYV34umbNGPkRMYGkeY5Ru6FLCgKCj3XgvFB22JfmzNoBmegIeaWUUkoptXvcfaPhbqDN0CebVLsi24YP8U3lq2eQgSX2Hb7vqErH0jBlGByDGJi1Gf/Znj/j04c+x+zkCsYGrAswXhUykZgFQssT00hMIlUrErK1zY/Hv8eQgM/rqYVbhq6kPqaknrJ0/NbJJ/ndpScZxrqc9mha8G1T3+Dx6bcZLxLa1CPJJgMzrpKkYd1D09QjY6PwC28JCIVf+2EVwbHsc3KJlHGb+fpKKaWUUkrtMHdd8LreNsNo6oEU10piPWrelIIUgukbZNnhVxzWRB5rn+J/vfBRfntljllr2WeXONxdZKrbJ28VpO0Skg0lLYGYBkLbE1oBnwd8qw5hvh3xrbg6Ij6OBmjIhscnkdAKxDSAjZgk4CtDGQzHBzO8XNbBZsq0eFdylknXp5UV68KRTT2S+msPXy7WobKRpBWpq9bdxYd6XZeR9anWR8OXBod4oag4XS2vBkSllFJKKaV2sruu1fB62wxDukVga4LVtvtcRcFUa3txSQDpWc6dmeKflR/HmcBLUwfYd+QPeCxd4of2/RWfte/hraUZVlxCyAuWllv44WjzsLpNz9i6z3FqosfFi11iz9UbHYf6OUeZJY4mB9pRu+H66pckdfUpRiExgfdPvMmhpu1vOQz4f1ce45XlfbTTkqJyFENHbHorbRIIJhKGFsJVvLYmYrO1apWxgSyptry7M2sBLTUVVgJLIedtP0nbzGNDwT57izY5U0oppZRS6ia5u4LXdbYZBgc+2SZUbLfOabQGLIB4WWv5iyDLlmXTxqaeV4cp/1P5AzwydZbvn/kq//DI7/L7Kw/xl0v384mpb/Brbz/Daxfm8N4QghBjPYzi4PQlfvDgc/yfr34ry5ITBm5t6EU9g2N7pq52AavVrF5IWQqROQsGw6HkIkVwZK4iS0qMCQyHCcHXadPYiLQ8vjBQbbHuSwAXsGlYfR7rPK2sXFdFW3dqEnFShzRDZDrpk4jHR8OCbzNwi2RbPFYppZRSSqmd5K4KXtfTZhgN+Gz7+2z7u//Y05kSxpYs1UMyBhbfHODtxQl6ZcLQO95z6Pf4sYm3+FTnNV6vurRdwURrwLCsf2TOBo5MLPDfHv03WCK/kn2AXi+DvFoLX1f6VmX9WivrAj4Kfz7/EIeSi9yfLJKIxUggNRVDcaTOE6PgWkOKylGWluBNPfEw84QkEL0QvakrbwbERMQFTFN5E4mkWUVi/Zahy5qIIZJaT2Y800mP3JR07aB+LSUwayqmTPcK36RSSimllFK3390VvLarWm2m2Wj4iuPjrzRVcBQ4PJhK1m9cHCEWFg+U4ujZlNeX9vD/LD/KX+u+xD2uy1Locbi1QGYrzg26lM0+V9899yIPJZ5/Ov80Vuo9sIxlbRrilYpBdm2tlbGBNKkQYLnMWPItlsMZErGcqyaZSgb0qpTcVavhL3V1eKqCoaos3gtWpH69NqxLk2b8o3OBxHms2f5Faycl1gQ6tmA2XSERT9cOyKUkkYp9don9tnWFb1AppZRSSqmd4a4JXtFAsNcWvK7YYti4lm43U67fgHnUfhgLSwWUiaVfJnxx8X4+2HqdexwcdYbvmvw6HTPkZDXDF5ceZCbp8bH2a/xRbz/PXzoMQJaXDAdJXbkKsv24d7u21srYQJ7VQceZgJHI13pHeDh7mw+kBdO2R8cNmU77hCikzlNUdelOJJJYT2LrSpiPQgh1O+SomiUCtjnuVhWuca20JLMVs1mPe1rztO2QCTNg2tZVr1m7zFG7TCJa7VJKKaWUUrvDXRO8rrXaFe2VWwxHJGy9l1c0G25vJhyGpKl6jQo/TeWrSBzphOee1kX2mCGQ0DU5390u8RFOu5O8Oz3DAw5A+M1Lh6hCvdYqsR5yGA4dNgUvdaBbF76E1dAlErHOk6XVagVKJJIaTxEcrxf7eF/6Fh9rvcmSz/lSdT+zWY8YhfO+vTpgY/XQEnHNMVNXkbuK98yc4kRvmguDDj4YfBRKb+tguOHx1kRaSUnmKlqu5H2Tb/FDE88zbQyeyClvCVGYMiXT5q4byKmUUkoppXaxuyN4yfoq09Xc32fXN3Z+o83CmCkhuuZr43eI4IeW6bzPJyZe5GvFAVbieR5PUqwYrBiOuC5HmrufrpYZhGTd5saJ9Zg8UpQOkUhwkeCFWJl6rZUN9TAME0hTv26dlUjEmUDbFfgoTJgBiVjucTmf6rzMUsg5W0wynfYR2cPCoEU5GrAh4Kwna6pfhsihziJ/c/bz/HH6GJ+ff4B+VU8fDEk9Kj40IcxIXKu2Eclcxd58mTJaBtEwY9sAzFma/bsciVznZmxKKaWUUkrdBndF8ApOrj5ECVT5NbYljjZR3qzitVk+iCClENNYj6IPAqOR7154Y36W/6X6XvbkK9zXvsBHJl7hfel5Drr1rXWvV23apmDCDetqF3WwsSbQygp8Yqi8IQRTTzgEjIk451fXhI1LbKDjCjJbsSdZ4UP5KbKmne+Qy/hY+xV8Wzhke/xi8i18ffEQ/SphNJ7DjJXWZvIeH5g8xiNJRWfiecpo+dyFB/DBYIj1/lwCqVkLjdYEusmQ3JZ03JBeSDnjuzw6tohOA5dSSimllNqN7pLgdZV3FPDpdez1td2ypS064kwFMdmkImYgBGG+3yYgZLbixeQwE2bAPhuwsnbAWTPgsdZJZt0yAC/6/fSLtT2tUufp5kNS63ly9iQnetOc7U1QeEvpzbpWP2cDs60eh9qLTLse92QXWAx2tbqWScIHszoAvVIaclOyJ1thmDgG3lGFtUDUdgXPTL/B35x4mSnTJk9Knmid4HhnhgvDDgOfEMaf29RTE9uuAMBKJDMVPhqOlXO8ZI/xQJKQie7XpZRSSimldqc7PngFd/XVK5+AT2+8vXCVjG1evFEEqeqq12jsOoA0UwZ9EBYHOfd0IkeTeQ7bZaC97hDvSnIeShYZxvOU0XGxaHHRtSm9Xde6t799iR+Z+Uu+1jrK7/r3UnpLFQ0+GEKUenpgUvCpvS/yZOtNzlWTTNsV7t0QQK0YhrHkzWqGzJS0bElASMaqVobIbLpC2xSYpsroY+RC1WVPskIV7GrAWn/stdfJSSARj5VAER3HqylKlngkQcOXUkoppZTale784HWVQzWCq0fH30zxCvMfxLO+WmYjxq211cUozGXLfLx1/LI2Q2iCUCh4rkhZ9C1m0n4zGMOuVpRyW/F9s1/jmSwyYb7J852jnOpNUTUn5ySQu5KppE/bDPmWzFOm57EiZJJf9pwOiyEwZfscyBZ5s79n3bGmkx5tW3A4macra9NJEqkwUoey88X20wg7btg8xmMJ9GLGUhhyxveYM5G2uck/KKWUUkoppW6xOzp4XW21Kzjw+c0ZpjEu2s2Ha4yMpiHWn4BJPUK9Dksk0s2GzBcd/rB3Hx9rHeMe117Xauhj4IQvebuao20KOm5IFQ2ZrYC16tO07ZGIJcSK2WSFMrcMx1oDrUQm3YBeyHilLHh3kq17no0OuCV6MWPS9OnaAWeLScpoaduCtimYcStMmMHq/c/4go4pmHI9Fqs2U0mfxXLzPbhSU9G1Q6zU4Q5gJWRMG0cZYT4UGryUUkoppdSuc+cGLwGf3b7QBVsM1tiCJPW0QWMDeVLRSQv25CsYCfRCRrnZ5A4gl0gZLV074GC6SIjCSpWtVpf2J5eYNj3A4hHmkiXKaDk/7K4OxWjZkinXJzMl53yHe12P7ibVrpFZU5GnZ8glMiEn+dxwlpPlLACWwITts8f0gbriZaWueM3alebzuqq3VOar5wCjill/NXS1TV35KmN97vXxlVJKKaWU2n3u2ODl0ytPMozm5o2N3+zYW67v2qipdmV5ycGpSyTGk9t6eMUzE2/wwdYx7nf5ZVUoK4aDtsUD6VleLQ7QSYccSeexBM5Vk2SmpGOG7LV9oMusKdjrlkjE0zYFl6o6XO1Ll5hxK6RSMW36tGTrilL9nO3VjwEecPMkeOZ9l9yU3OcusHdsEEhbhGnbY953mbUr5FKtnkMvpIQoJOJp2ZLclMy4FXIpV5/TEMilJBGY0mqXUkoppZTahe7I4BXNlScZRgNVC6K5CaFrizHy27UZrmMiD+4/z3fse5lPdF9kwbfpxYxEKj6UXWDOdrZ8aCKWJxJPR04wiJajrqQtlq8X5xnEhAeSSxxugtI9rs18eppj5RwH3CKH3UUGMeGCr9dcdcyQI67CyvY7R28MgAcspHKRh5OL7LcpmSTrjjFnOzzGCvO+x4Jv0zZD2mZI6SweQxktIRoyU66u6xo3aQdMmII5k2qboVJKKaWU2pXuvOAlUOXbV7uirffquimhq3nOjeErXsUrG00TzmykioYln7PHDDlqhyQinPKWxRCZMh6DbLnuqm1Sjrg+lkDX1CHtiXTAIA6Ys2uDLKwYHnAVE+Y0CZF7XJthHPBa1SNEYcKU17VP1qTJyaQiE7flOc7ZDu/L3ubVcoqVkJGKJ5eSe90lEoGXyykWfIdBTOrWwmiwEpgwA/baSzzg0NCllFJKKaV2rTsuePlUtg1Ut2JN12qAGv/8KtoMo6MObFE4fm6G88sd5ssOfZ8w4QYYiUy5Pt858QIdKXg02Tp8TJn1wyq6Jmez2YEztk3X+NWA1ZaUh1zBfChWP79WVsxVPW5CDPe5RQbNmq0D1rOvCYaLYRlLxCP4aAgYDIFJM+CI69M1209CVEoppZRSaie7o4JXSAS/zfj4Wzm9cP15XLnNMFoILhJtHdBCMPR6GX96/EGm2306ScFEOmDetfnX5Qd5rH2KQTzOh7Ow7cTBq7GxqtU2KZnUl8KNHns7XZNRMmCCwJRJ142rv99ZYIWV6CijJZeKXDxt8cxqpUsppZRSSu1yd0zwCg6qraYYShO6bsUgDYGxyex1tctdodolENJYb7DsIkQIXrAuUhSWFZtSeMvQO2bzFTLjWfRtPIaAvyWT/W5l4BpJxLJvi/VqbZOy367Qi0N8rCchQr2v9CgUKqWUUkoptVvdEb/R1tMJtw5dPq1bEG/VczOWWa5Y7ZImAJr6Y5qKVywNuEAMhioYxEcu+YwQhbYrOZhc5Mm0jyFjGEsySW7J93M7TZmcge+vWy83bbZeN6aUUkoppdRuseuDVz2dcIthGlIP0Qju1oQuWB+0rlTtiq6udMVmGEdM4lrICEIIgjGREGR1w6qVImF+2GbSDjjjAy/5iBF42PWYaaYV3ikSsey3LRbDgAC0xdI1W+8nppRSSiml1G6xq4NXSASfbt4+eNMnF24i2vXTC0O6ebUr2iag2bWgVYe0sbHpEWJlIPWEsFbhiVHoVwmfvfgensvuYdatMGH7nKp6fCh7m1mb3VHVr0TstuPzlVJKKaWU2o12bfDy2RaDNG7leq4Nz1M/R/1pcKwOyhiJbuz2jePms3D5bb6+IYTLz3uxbJFIICAkUrFAmzerFiV95kzUUetKKaWUUkrtYLsueEVbD9HYrJIVTV112m6y4c3is7VphtFAyNZaCIOrWw5X13FtPM80wmbj5oMQATP2NWsizgQMkRWfQtGlawe0zRDfHDxs2HBYKaWUUkoptbPsmuAVzTbj4pvJgvXQilscuqQOdyEZO69sdH5N4NpkQ+WRmEZisn1QMqb+ukikkxZYCRipw9iKT+n5jE5akIhnQoyug1JKKaWUUmqH2/nBS+q2wuC2WMtl6sB1KwdorFp9rrXnDhn4LK4bmrGVK4YuG+tBhzYgEpnICjJbkVqPkbXHJeJ5OD3LvS4yZe6sARtKKaWUUkrdiXZ88Ipm89bBUYWpnir4DlS5Rs9lxs4rh6oTCHm9F5d4gU06CKNp1nRt1l44/jQuYGwgc55uNiQ1HpFI1w2xTcWrZUumXI9D1jNldAiFUkoppZRSu8GOD16XEfCrIUjqCpPUQy7i2HZPEkBGOSeyaSC60vOM1muNBy5Yq3RV7cjcY+fpFwlLC+16KEZhkKoJYKMNkq8QuABIAtYFOq0hs60e1tTthd1kSGYrnARatmBfusS07fFamTNlPInciu2UlVJKKaWUUjfTrgleqxUuB9E1rYd2bMDFZku/Nglexo993a+//2gYRpTmuHL5caMFn8f6XLLA8iDjJ971eT538QFePr+P1FVMZAXHz87U4+GDQGhOcLP8ZSKSBGwSyFsFnzj8Ko+038YSOF9NMF91sNQhbMIOmHErJFLhES6GPvt09LpSSimllFI73q4IXj5vKk9OKLtQdSOmEEx5eXgatxqaxsKTv84C0brhGabeCBlgZaHFb518kp9916/x5bl7sRJ4qX+I+V6Lfi+rHzs6xmhMfFw7JzERI5E0q5hqDZgvOzyTv8F70oRvlEO+PDjKvO+SiCeXEoBcSqbNkEGM+BiwMlaOU0oppZRSSu04Oz54RQM+FUJab4g8nAvMPXqe8y/OYfuCKQVbcO2thFdrXbth/SSjjZIlCNEL5y51+VcXP8zP7Ps8C6Hi2aX7mcyHlKWjKu1q7pMNLYciEesCaVLhrCdzFReHbS6ENoGCx9MW97oTPFekLIQ2ZXS0ZchRt0jHBNoiGrqUUkoppZTaBXZ88IKxilcKBOHR2TP8xeEO/kS7btWLgilu7nNGU7cVjgcuAAwE12yIHAEvWBuYLzqc8xVHXItPTr/AQtlirrXCq+fnKEu7Wn4TExGJOBewpv4DkNiAk0ARLH++/Ahl/Cbf2erRNTkfyErm/XlyMUyaHMgJRF3fpZRSSiml1C6x44NXNGvj26FuLfzC8ft4YP95Xl48TOwZogEX69bDG9Ks6Vq3H9cGYcMrJpUw113h49Pf4LniAHvteT7ZOs8Dh36P18s5ft5/nPl+m7JaC0kil5fnclfVf9uSC2WHZ3v3k8srPJEuMWc7HHTJuvtr5FJKKaWUUmr32PHB67J9sQwMFjM++sg3AXj5lcPERAiJkC6aOnxdQ9vh6kAN24Qq2Txwjc4ljqpdY05dmOLn/MfZ0+rx+tzLfHrqazyetPhGYZnNevhoGFaOlSIhbnLwLKlIbD06vu1KQjSU0fLNYh+JVFh6zFjdr0sppZRSSqndaucHr3EC0UYIwvHBDH/twPOcujSJM4HUec69MkdySTCF1OPkN+xVPNrgOArQtBJGs03Q2iC6TaYcmoivDPOXOhSV5a2JWRZDZMbAt7dOYfdGfvXMMyxLRmI9K0VK6c1qAMuSinZSktmKyWSAkUDZzK73GN6uprnXnWLmxl45pZRSSiml1G20u4IXTYXKRl66eID/aO7z/FeP/gHzVZdfO/5+Qh6oKoNxdUviJh19Vx2yLiNja7vGbsNGYhSCNyyt5JzqT/HLCx/i6fabfH878lR2iucnT/NWf5a+T5hKLb0qXQteriK3Jbmt+yStRKxEMqmwBFZCqm2FSimllFJK7XK7KnhFEwkTFdNzy0xmAwAGIeE3Tj7NmfnJuk3QQsgiphS40TVf489t12+iDBCTJog1Y+JjMLx8fh+LwxanutPk8iwfyoZ858QLPGsf4NhgD1W0zCYrPN1+ky8sP8hC2abacOCWKZiw9ffXudlTQ5RSSimllFLvuN0TvJp1WIeOzPPdB7/BwXSBB9wyX+nnVKEJLs1f9Qj6iDHNtMMbHTUvEJL11a5oILq6lzGOHT9EYaVMOb4yze+Yp3mr+xY/0n2NJ6df4LmixavDAzyYnuUDWY9z1QQnzCyXqpy+TwGYdH0OZwtM2RUm7YADdpESdL8upZRSSimldrFdE7yigWDh1LE5/uX8M8xMrRDuF3544us8O3kf5xa7eBdA7OoGxaHZ7NgOBcIVn2JLwa2vdkUDMQuXD/5oDCtHKymZL9q83DvAufarvCtp8y2Z5z3J67RNwiBGDiSLAPRchkewRB7LT7LXLrESU3Ip2WOG9TkQteVQKaWUUkqpXWp3BC8Bn9UVLymEqu9YkDZfXrqPj7df5cHOOY5NzTJv2wxWHFLK6uOiAZ/HeuBGde1PHe1YSyFjoWt8b6+m1VAkYiTig9AvE6rUcKlq8dXhIQ7ZM3RNvjqdsIyeA3aRBd8mEU8iFXvcMk+mFzjouiyHAb3o8RESEd2zSymllFJKqV1sVwQvnzfTDE1EvBCHhtgSXl3cy8uz+/jRqS/x3tZx/mDhcf7g0uOw5NYmGjZTDH0WMXJte32N1ouNql3RRWK6daVLTB28oK56FcGRmYr5qstSOEl3rGrWNTlPZyUT5k2OV9PkUjJt+szZ1urXu9f4OimllFJKKaV2ph0fvOoWwzr8jCYSmsLgEs8nD3yDQ+4i0ybwheUHef7CIWxe4SuBoUGqsYQkENJIdNTVL3+F53XN/c3osQHcFovFmuqXtWF1c+QQwRB5qH2G9+THmTCXv9SZJLwrMUyYC/gIE0ZIJLvWl0gppZRSSim1w+344DWycaJgVVpeXDrIlO1zdOKF+jZvEUAyTwRiIkgpiJfVdV+j1kPxgqmavb5G1THTBD3XVNiaDZNjEte3Fm4gJiISSdxamjMCqa341varPJFEEkk2fWwilv02YxAruhq6lFJKKaWUuiPtnuBlWVtnJeALy3NvH6JXpXyo/Rofm3iZr7UPsXCpjUkCvqqTWsxiPXUwCFKthbDoIr5ZNiWR+ramuhUN4OJqe+O2TMQkAZd4rFmb4JG5itR4/mjpCU61TvJwco53Jemma7UySci2CGZKKaWUUkqp3W93BC9pKlCNmAYEKAvHwDtSAve4i3STIS7xVKXFpJ4wcKuVLmwdpCKsDsMggESpq2MSIYl1ChNobtx+FL2ApAFrA1lST+5wNtBOSrrpECOBi1Wbk+UMRbTst6eYs51b8AIppZRSSimldrJdsTFUHIuH0UZoQliMwtnlLr++8EGSZppGt1WHL7Ndtco0XxsNy+hUuOmCpx85xtGjF0g6BbZdYdsVkvn6+YS1oRpSH0MyT5JVdNsDOlnBVGvAVD6gnRRMp30AylhXuAYhYf4GRtorpZRSSimldq9dUfEKLq5WvWK2ll5GgyxeWd7HyYlJ9uXLnF6ZJE8NAyAEIfTd1lUrF7GZr9dnpRUPT5zjyamT/E7xBJeW2iARm0RIQn2IKAQvGFuv6Uqzksf3v42TwELRIkQhtxXdpK52WYlYApbApB3go7AcBnRNfqtfMqWUUkoppdQOsvODV7PmKtpITONY1SliXR3CiuAIGD4y+SqnelO8VSTkaYlIZAiXhy8TkSRgkrplUSRyeGaRf2/qKxx1PS6UHf7EP8SwcARvRqeB2IBLItYGUueZag14fOI0f2Pqy3xpcC/PLt3PMDiqZhKIk8DhbIEH0rNM2x65BHZJkVEppZRSSil1E+344BVHkwWz9ftniY24Zorg/nyJh5MLfDRfZLAv4VfKZ1gpUpwNJM7TdwlV4eoBGzYgNq4GLjGRPCvJbMXb1TSHbI9hcMx2elyyGSGsD0qjKluWVGS2Xtd1rxParddZ8G3OlxOEZu79XLLMJ7sv8pCrj2El0yEaSimllFJK3YV2fPDCcFnoQsA6T2I9rbQkMxUrzUKwXsg43FngUtKiCJaDrUs443n2zFGG5frQY03AmkArLQlR6Jgh+23K0fwix5b2MJEVLA1TYpR1j3M20E0LrKmHZ3ylyPlIFvhY+xW+NjzCICQYiexzl5iQirbRrZCVUkoppZS6m+384CWx7s4btQoK2E7J9ESfTlowk/UICCEKLUn4VPdFzlddFtMWU67Pp6e/yB+uPMLrS3MsDQNFtX6cuzWxnkKYDHmr3EOZL5CIZ0++wkLRAlgXvpwNTGRDWq5kMhmQiOf1Yh/vTt7g0SQhkbc4Vs4CcNgt0DHrQ5tSSimllFLq7rPzg5eJ2HZFDKxWuu7de5F//+BX+Eb/IFWwHMgWmbMlVjL2GuG9reMshZz3ZCeYMsL5aoKOKwBYIlsNXyKRyXzAVNpnwg0BKGNgxq0wkQxwxjNIEtpJRhnqx2S2ou0KcltiJZKZut1wIcC+JOXxJPBossTFMGAQI23Z+S+xUkoppZRS6tba8anAmEiWF4jUrYGp82S24t3Zab6j8wpfGtxDLiWp1JWlGdvme9vnWY4lUyblr4Y5Phr2ZCvkrqTlSvpVgpWwOoEwMZ7ZdIXDyTxTJuf9+THKaHl++QgtW3KotcgHu29wopjlzcEe+r5uWZxwA/Ynl8ilZL8dreMyWGCf7eBjwIoO01BKKaWUUuput+ODlzOBdlbigyAS6WZDJpMBX+rfz9+afI4f6JzAInTN2sbEbZPSJqWMnkFMmEuWuFi1CQgtWzLRGfDJqRc4V03yxnAviXg+3v0Gz2QDEkl5KhUO2ZfIpWTRt5myPT7VfouXk3MYeZiez2jbIR9qfxNLYMIUtCW97Nw1dCmllFJKKaVgFwSvxHoOTlzCicdIJLcVHTckl4pzwfFet/WeWIlYHkoucSnk7HWXmK+6zFddZt0yj6dnMelZvmTrjY4PuSXaTXizYmgby1P5W1zwHfbZZaZMzlHX47H8JEu+xX3Jed6fQSBQxvq5lFJKKaWUUmozOz54TdgB759+iw91vkkRLa8X+3gsO0nHDFfHtG/noG3zrfk5crH04ileL3MmTMFBm5KIZdqcJhFDsqFiNWVaPJUGYAgkWDEctC32t5YYxIsAJNICrI6IV0oppZRSSm1rxwevOVvw07NfIheLwTDMzzNp6iqX3aS9byMrhjlbV7K6wB4TsNJa/fqMbW/72HF1VUuDllJKKaWUUuraSIzxyve6jURkCXj5dp+H2rHmgPO3+yTUjqXXh9qOXh9qK3ptqO3o9aG2c2+Mce9mX9jxFS/g5RjjB273SaidSUSe1etDbUWvD7UdvT7UVvTaUNvR60NdLx27p5RSSimllFK3mAYvpZRSSimllLrFdkPw+oXbfQJqR9PrQ21Hrw+1Hb0+1Fb02lDb0etDXZcdP1xDKaWUUkoppXa73VDxUkoppZRSSqldTYOXUkoppZRSSt1iOzZ4icj3iMjLIvKaiPyD230+6vYQkWMi8jUR+aqIPNvcNisifygirzZ/z4zd/79urpmXReRTt+/M1a0gIr8kImdF5Otjt13z9SAi72+uq9dE5GdFRN7p70XdfFtcH/+DiJxs3kO+KiLfN/Y1vT7uEiJyVET+WEReEpEXROTvN7fr+4fa7vrQ9w91U+3I4CUiFvjfge8FHgN+TEQeu71npW6jT8QYnxrbM+MfAP8uxvgw8O+az2mukR8FHge+B/g/mmtJ3Tk+Q/2zHXc918PPAT8JPNz82XhMtTt9hs1/lv+keQ95Ksb4b0Gvj7tQBfyXMcZHgQ8DP91cA/r+oWDr6wP0/UPdRDsyeAHPAK/FGF+PMRbArwF//Tafk9o5/jrwL5qP/wXwg2O3/1qMcRhjfAN4jfpaUneIGOOfAvMbbr6m60FEDgKTMcbPx3q60C+PPUbtYltcH1vR6+MuEmM8HWP8SvPxEvAScBh9/1Bse31sRa8PdV12avA6DBwf+/wE2/8HoO5cEfgDEfmyiPxkc9v+GONpqN8sgX3N7Xrd3J2u9Xo43Hy88XZ15/p7IvJ804o4aiXT6+MuJSL3AU8DX0TfP9QGG64P0PcPdRPt1OC1WT+szr2/O30kxvg+6rbTnxaRb9vmvnrdqHFbXQ96ndxdfg54EHgKOA38o+Z2vT7uQiLSBX4D+C9ijJe2u+smt+n1cYfb5PrQ9w91U+3U4HUCODr2+RHg1G06F3UbxRhPNX+fBX6TunXwTFPOp/n7bHN3vW7uTtd6PZxoPt54u7oDxRjPxBh9jDEA/5y19mO9Pu4yIpJQ/1L9r2KM/3dzs75/KGDz60PfP9TNtlOD15eAh0XkfhFJqRcw/s5tPif1DhORjohMjD4Gvhv4OvW18Lebu/1t4Lebj38H+FERyUTkfupFrX/5zp61ug2u6Xpo2omWROTDzbSpT489Rt1hRr9UN36I+j0E9Pq4qzQ/y18EXoox/uOxL+n7h9ry+tD3D3Wzudt9ApuJMVYi8veA3wcs8Esxxhdu82mpd95+4DebSawO+JUY4++JyJeAXxeR/wR4C/gRgBjjCyLy68CL1BOKfjrG6G/PqatbQUR+Ffh2YE5ETgA/A/xDrv16+CnqCXgt4LPNH7XLbXF9fLuIPEXd7nMM+Dug18dd6CPAfwx8TUS+2tz236DvH6q21fXxY/r+oW4mqYeuKKWUUkoppZS6VXZqq6FSSimllFJK3TE0eCmllFJKKaXULabBSymllFJKKaVuMQ1eSimllFJKKXWLafBSSimllFJKqVtMg5dSSimllFJK3WIavJRSSimllFLqFvv/AWA7dzkoa1cKAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 1080x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1, 1, figsize=(15, 10))\n",
"plt.imshow(run_numba_custom_ufunc(2000, 3000));"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"id": "O30FHcCJ_c76"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"121 ms ± 1.39 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
]
},
{
"data": {
"text/plain": [
"<TimeitResult : 121 ms ± 1.39 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)>"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%%timeit -o\n",
"run_numba_custom_ufunc(2000, 3000)"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"id": "Dv7YiTtUTwes"
},
"outputs": [],
"source": [
"result_numba_custom_ufunc = _"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "qT8aDM6F-QPZ"
},
"source": [
"## CuPy: array-oriented on a GPU"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we move to different hardware, from CPUs to GPUs. GPUs can be much faster than CPUs, but they can _only_ be used in a vectorized way.\n",
"\n",
"I distinguish between \"array-oriented\" and \"vectorized\" as follows:\n",
"\n",
" * **Array-oriented:** a user interface in which the basic data types are arrays and each operation is performed on whole arrays. Without a compiler that can analyze a whole program and fuse operations on the same data, each operation is a separate pass over the data, creating (allocating and copying into) intermediate arrays for the partial results. This can be a convenient interface because it lets you examine intermediate results as distributions and it beats pure Python for performance, but not single-pass computations without intermediates.\n",
" * **Vectorized:** a hardware feature in which each machine code instruction is executed on multiple data values at the same time. CPUs have this feature in a small way (small vectors on SSE and AVX registers) and GPUs have this feature in a large way (warps of 32 or 64 bound threads).\n",
"\n",
"An array-oriented interface lends itself to vectorized hardware because both involve single instructions acting on multiple data (SIMD). In NumPy, for instance, the \"single instruction\" is a NumPy function call that acts on every element of an array. Oddly enough, CUDA, the most popular framework for programming GPUs, presents an imperative/non-array-oriented interface to vectorized hardware. Users of CUDA have to keep in mind that `if` statements and `for` loops over variable-length lists have performance penalties.\n",
"\n",
"The CuPy library implements NumPy's interface entirely on a GPU, allowing NumPy users to switch to GPUs with minimal changes to their code. For instance, the number of bytes per floating point number is more important than it is on CPUs.\n",
"\n",
"Just as Numba lets you accelerate some pure Python code as-is, CuPy lets you accelerate some NumPy code as-is."
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"id": "Db2odRklXtgI"
},
"outputs": [],
"source": [
"import cupy as cp\n",
"\n",
"def run_cupy(height, width):\n",
" y, x = cp.ogrid[-1:0:height*1j, -1.5:0:width*1j]\n",
" c = (x + y*1j).astype(np.complex64) # <--- only change from NumPy: 32-bit floats (complex64)\n",
" fractal = cp.full(c.shape, 20, dtype=np.int32)\n",
" z = c\n",
" for i in range(20):\n",
" z = z**2 + c\n",
" diverged = z.real**2 + z.imag**2 > 4\n",
" diverging_now = diverged & (fractal == 20)\n",
" fractal[diverging_now] = i\n",
" z[diverged] = 2\n",
" return fractal.get() # <--- and this: need to explicitly copy back from GPU"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"id": "M3aFYBhcZ90c"
},
"outputs": [
{
"data": {
"image/png": 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@jpivarski
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The development of this notebook was discussed on google/jax#11078.

@asafhaddad
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This is wonderful, thanks for sharing!

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