{ "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": { "image/png": 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\n", 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" ] }, "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": [ "" ] }, "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", 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" ] }, "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": [ "" ] }, "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 \n", "#include \n", "#include \n", "\n", "namespace py = pybind11;\n", "\n", "void run(\n", " int height,\n", " int width,\n", " py::array_t> np_c,\n", " py::array_t np_fractal\n", ") {\n", " std::complex* c = static_cast*>(np_c.request().ptr);\n", "\n", " int* fractal = static_cast(np_fractal.request().ptr);\n", " for (int h = 0; h < height; h++) {\n", " for (int w = 0; w < width; w++) {\n", " std::complex ci = c[h + height*w];\n", " std::complex 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", 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" ] }, "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": [ "" ] }, "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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\n", 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" ] }, "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": [ "" ] }, "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", 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" ] }, "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": [ "" ] }, "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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\n", 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" ] }, "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": [ "" ] }, "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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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(15, 10))\n", "ax.imshow(run_cupy(2000, 3000));" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "id": "TtS-nHxgYNFk" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "53.8 ms ± 128 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%timeit -o\n", "run_cupy(2000, 3000)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "id": "cP-hZQZgTrKd" }, "outputs": [], "source": [ "result_cupy = _" ] }, { "cell_type": "markdown", "metadata": { "id": "SM80T44--Vyv" }, "source": [ "## CuPy with a custom kernel: imperative per pixel, array-oriented in the large" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For exactly the same reason that Numba is faster than NumPy, it's faster to fuse all of the operations on local data (one pixel) with JIT-compilation. CuPy comes with a CUDA JIT-compiler to let you write arbitrary CUDA.\n", "\n", "Although CUDA looks like imperative C++, the loop up to `20` is deceptive: if one CUDA thread `break`s out of the loop earlier than another in the same CUDA warp, that CUDA thread has to idle while the other threads finish up. If it were a \"thread\" in the CPU sense, it would move on to the next datum in the dataset. Experienced CUDA programmers expect this and work around it.\n", "\n", "For this algorithm, however, it's unavoidable: \"iterate until converged\" is not friendly toward array-oriented programming." ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "id": "NW_AOBcrbhSg" }, "outputs": [], "source": [ "cupy_custom_kernel = cp.RawKernel(\"\"\"\n", "#include \n", "\n", "extern \"C\" __global__\n", "void cupy_custom_kernel(int height, int width, int* fractal) {\n", " int x = blockIdx.x * blockDim.x + threadIdx.x;\n", " int y = blockIdx.y * blockDim.y + threadIdx.y;\n", "\n", " complex j(0.0, 1.0);\n", " complex z, c;\n", " z = c = complex(-1.5 + y*1.0/(height + 1)) - j + complex(x*1.5)*j/complex(width + 1);\n", "\n", " fractal[y + x*width] = 20;\n", " for (int i = 0; i < 20; i++) {\n", " z = z * z + c;\n", " if (z.real()*z.real() + z.imag()*z.imag() > 4) {\n", " fractal[y + x*width] = i;\n", " break;\n", " }\n", " }\n", "}\n", "\"\"\", \"cupy_custom_kernel\")\n", "\n", "def run_cupy_custom_kernel(height, width):\n", " fractal = cp.empty((height, width), dtype=np.int32)\n", " griddim = (math.ceil(height / 32), math.ceil(width / 32))\n", " blockdim = (32, 32)\n", " cupy_custom_kernel(griddim, blockdim, (height, width, fractal))\n", " return fractal.get()" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "id": "MOXu5RyVlHIE" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(15, 10))\n", "ax.imshow(run_cupy_custom_kernel(2000, 3000));" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "id": "KkbHnbPExuFd" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3.46 ms ± 8.02 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%timeit -o\n", "run_cupy_custom_kernel(2000, 3000)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "id": "MGDC-B91Tjvt" }, "outputs": [], "source": [ "result_cupy_custom_kernel = _" ] }, { "cell_type": "markdown", "metadata": { "id": "oW1Gxuqm-k0H" }, "source": [ "## Numba-CUDA: imperative per pixel, array-oriented in the large" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Numba can be compiled to CUDA, too, and it has the same interface as CuPy except that custom GPU kernels are written in a subset of Python.\n", "\n", "One thing that's much harder in compiled Python than in CUDA C++ is to control the numeric types. To get high performance, I had to explicitly cast every part of the `z`, `c` initialization to 32-bit floats (`complex64`). It now sprawls over 6 lines, but it was necessary to get the last factor of 2×." ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "id": "zQGGZ_opZBQr" }, "outputs": [], "source": [ "import numba.cuda\n", "\n", "@nb.cuda.jit(fastmath=True)\n", "def one_pixel_numba_cuda(height, width, fractal):\n", " x, y = nb.cuda.grid(2) # <--- 2-dimensional CUDA grid\n", " z = c = (\n", " np.complex64(-1.5)\n", " + np.complex64(y)/np.complex64(height + 1)\n", " - np.complex64(1j)\n", " + np.complex64(x)*np.complex64(1.5j)/np.complex64(width + 1)\n", " )\n", " fractal[x, y] = 20\n", " for i in range(20):\n", " z = z * z + c # <--- complex z**2 is much worse than z * z here\n", " if z.real**2 + z.imag**2 > 4: # <--- but real-valued **2 is fine\n", " fractal[x, y] = i\n", " break\n", "\n", "def run_numba_cuda(height, width):\n", " fractal = cp.empty((height, width), dtype=np.int32)\n", " griddim = (math.ceil(height / 32), math.ceil(width / 32))\n", " blockdim = (32, 32)\n", " one_pixel_numba_cuda[griddim, blockdim](height, width, fractal)\n", " return fractal.get()" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "id": "uWh1yPQDlvEr" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(15, 10))\n", "ax.imshow(run_numba_cuda(2000, 3000));" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "id": "W5ZKXRrnamMU" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3.12 ms ± 87.2 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%timeit -o\n", "run_numba_cuda(2000, 3000)" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "id": "j2Sj06tUSk9z" }, "outputs": [], "source": [ "result_numba_cuda = _" ] }, { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "## JAX: array-oriented with automatic fusion into JIT-compiled routines" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "JAX differs from all of the above in that it JIT-compiles array-oriented code into fused operations. It allows you to keep a fully array-oriented style but get the performance benefits of a single pass over the data.\n", "\n", "It does this by passing a \"tracer\" object through your Python code, collecting a log of operations to perform, and then compiling those operations.\n", "\n", "The benefit is that JAX's XLA compiler is exceptionally good at optimizing array-oriented code of known array dimensions. The disadvantage is that there are more constraints:\n", "\n", " * the tracer object can only pass through one sequence of Python code, so there can't be any `if` statements or `for` loop ranges that depend on array values (see [control flow](https://jax.readthedocs.io/en/latest/notebooks/Common_Gotchas_in_JAX.html#control-flow)), and\n", " * the data model requires all arrays to be immutable, so values can't be assigned into existing arrays (see [pure functions](https://jax.readthedocs.io/en/latest/notebooks/Common_Gotchas_in_JAX.html#pure-functions)).\n", "\n", "Thus, the JAX version of the Mandelbrot calculation is very similar to the NumPy one, with `np` → `jax.numpy` and\n", "\n", "```python\n", "fractal[diverging_now] = i\n", "```\n", "\n", "replaced with\n", "\n", "```python\n", "fractal = jax.numpy.where(diverging_now, i, fractal)\n", "```\n", "\n", "Notice, though, that JAX runs at full speed even if I say things like `jax.numpy.absolute(z) > 2`. Its compiler is _smart_!\n", "\n", "It's hard to keep JAX from using all your CPU cores, so I ran this notebook with\n", "\n", "```bash\n", "taskset -c 0 jupyter lab\n", "```\n", "\n", "to bind it to exactly one core (the one numbered `0`). The following assertion will fail and you would get misleading results if you don't run this notebook under the same conditions." ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "import jax\n", "\n", "assert len(jax.devices(\"cpu\")) == 1\n", "assert len(jax.devices(\"gpu\")) == 1" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "def run_jax_kernel(c, fractal):\n", " z = c\n", " for i in range(20):\n", " z = z**2 + c\n", " diverged = jax.numpy.absolute(z) > 2\n", " diverging_now = diverged & (fractal == 20)\n", " fractal = jax.numpy.where(diverging_now, i, fractal) # <--- use a ternary operator (\"where\") instead of masked-assignment\n", " return fractal\n", "\n", "run_jax_cpu_kernel = jax.jit(run_jax_kernel, backend=\"cpu\")\n", "run_jax_gpu_kernel = jax.jit(run_jax_kernel, backend=\"gpu\")\n", "\n", "def run_jax_cpu(height, width):\n", " y, x = jax.numpy.ogrid[-1:0:height*1j, -1.5:0:width*1j]\n", " c = x + y*1j\n", " fractal = jax.numpy.full(c.shape, 20, dtype=np.int32)\n", " return np.asarray(run_jax_cpu_kernel(c, fractal).block_until_ready())\n", "\n", "def run_jax_gpu(height, width):\n", " y, x = jax.numpy.ogrid[-1:0:height*1j, -1.5:0:width*1j]\n", " c = x + y*1j\n", " fractal = jax.numpy.full(c.shape, 20, dtype=np.int32)\n", " return np.asarray(run_jax_gpu_kernel(c, fractal).block_until_ready())" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "id": "uWh1yPQDlvEr" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(15, 10))\n", "ax.imshow(run_jax_cpu(2000, 3000));" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "id": "W5ZKXRrnamMU" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "84.1 ms ± 969 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%timeit -o\n", "run_jax_cpu(2000, 3000)" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "id": "j2Sj06tUSk9z" }, "outputs": [], "source": [ "result_jax_cpu = _" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "image/png": 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7q8k/e/YjdGYz8HXEoImY1GNsREwgzwu6heMb06f5F/ZJ/vTUV/hA1mZmMufJ/E1y8fyKvJN8rE/PJERriV4W0//qWVwLASQ2Ym0gcyWvFIf5QH6Bl469wKzPScTjsHxv61lOuGk+1HiN+QD/x60P8MXrd3F9vkl7LiN2q9e59A1SLLsGpaMohJnJjJ9+6yO8evMwE80uvXIc262TFxnMNqu+JERslyWiy/iI7W1uArQKL0VRFEXZDEaqAI1UgwmUvYMOSV6ZkGyzB2sFfGaIbmNDj9cjbFUnD+Lgt6j/JAAB7JWU7qxbcKIwEbwQuo6YeayDbieFRp9OmXCjbHHVGx5LG/zI2AUySfnPnSanmjP0vOMtP0lIAqEwVXpgXFZ6aCMuL8nygsJbfvXW4zxx/Lf545Nfpohwl2tgxfBklvFQcoFMmnyik3GlN07fW/p9R+jXF62URdEVF8/LFAI9x+VXjnLJHMG2DZ2ekM3VZYZxUXANxGEVqjF0feL6CYYrocJLURRFUTaKlhYqexAdkrwKIoR0tL/L0UDItl9iCFRCZzu5HJ6t3+kPyuz6lesWy+pAogFcJLpA7Fk8YF2g33eMp11+eOopHqhTXZumEvrvSa/xyKlf4xOTD/HP5j9Cp5MiSSAmgRiE6IUYBLERl5Y08oIsKclsiZHIi+UY35HffohWhDfKNh/Ie7wy8QrXey2u3hxf6Fkz/foFXzt4ZjD8uMb0TC2yFn9myqWCC6pywtv6unpxzV611VDhpSiKoijrYQRJU8gzLS1U9hQ6JHl1otvefK2V8PnohFyU7blmxsMGgvZWFHgSKucnUg0N9lndexWAviCFJWSBiCVIRMQwV2R8ev5hbvi3+HA+zZip1NIpN8YXegVfmbuLyUaXSBXaEYeEi3OBLCnIk5JDeQcngXvGrvOxya/yRNrhpo+c94ZzNnDINunFgl9rH+IbnbM83niDPzb+Im/2D/PC5WPVcZZmwfUzhSDFsvMbiLH+Ykmh7XPb8GOJEdNnaYlhufEwjeWo8FIURVGUtdDZXMpeJkt1SPIqhMSOtMzQ56MrMYSt93ctbqASDhs6njUWkRKMCCEd6sOKYLqGmEaCWMTAhZkJfoN30DzZ47sacxTR0459xiQjF8+463K8OUunSHBmUeGkzvPE0bf4nqln+WbnDD80+TS/17mP9+ev8mSWUcSU/zh/lFd6xzmd3uQHW6+RieN8/whP3zrHV6bPEk7+Hu9vvcyzJ0/y5fm7FtIJbU+WiClZ5n5JBNtl1YHOVX/X0sc2E6axHH0XURRFUZTV0Nlcyh4mZgkh11u9FRlxqMaoUgyH2XJ/V40sm8+1GtHcnp5YrSv1f6oSvGirWVzD25O+EK3B96BIHTEKH2y+TBHh451DdEPCR5tv8nCS8icO/R6vjR3mX8UPca0zRhEMmfXkrmDCdfnOxgW+s3GBI6bBA+41EnG8UMzzdPcsn555iJky40Jvim9vvMIJG3i+fZLXpw/R7Sf8D9f/IO88dokLc5NI22F6dUhGXDwfKQUziMpnfdElIVYu2BCmXH9I8lrob6OiKIqiLEdLC5U9joZprE1IR+h2SR2oMeK/FdudAbbh/az0udJyUydWpXg+X0Gk9YVohKLvONaY40I5yS/N3Mul3iSZKchNwe9vTvN4mnDOXuOVIy/y9MxddH1CiMLJfJYz2U26MXKXGwOgKSnX/Dy/OPs4n795L9P9xoJT9h/yd/PRsWe40JlgvpNR9ByhsHzu2v1Ix+LmzUJp4YLgWuZcrSe6gCXCbYAttu52gQovRVEURVmKlhYqexwN01gHYwgjinuH0QxKXk7lQm1fyMkGMiBWO/bb1g1L+70WlvNCjOB7lmeunuT/2f0oPe9wJnAoa/NKdpx24yqT0mDC5Lyv8QrTZZOA8G2tl3g4uc6UMUyYqncrk4Tp0CEXSy4ls/2cW50GpTf4KPzC+Se4cmKcEA39dkrsGfCC6Rtsd7Gfywx6uFZodDO9tUWXxNv7uCTEFbe1GfRdRVEURVEGOIe0GlpaqOxZNExjfUbpdoVk9CWGMIL+LlgIl2AtUShrOGsrrCslGCsEt1R8EQU8zMw26BWOPK3UT7tI+KLczYdbz3PazjFlHN+apYybpymi4YHEM2kql+tr/S6vFEf5YH6Z3+mc5vX+UZqmz3QvZ76bUhaWGIX2fM4vXHuS2LVIz2DqmWC2X4mu4aTClVSn7bMwq2s1THl7b5fZpugCFV6KoiiKoqWFyv5BwzTWRmR0bpfUgRo78Ddju/1dGyWazc/6MgWElRREhFAYClP9MEtKOv2EC/OT/NsbH+BkNs0T+Rt8OJ/nsSTFiqEXCy6Wc1wNjt+af4QX2if5cno3L88f4825KW62G3Q6Kd4bYmmqwculIH2DKRdndC0RXT1ZNXVwMKNrPVZyw8Rvr8wQVHgpiqIoBx0tLVT2CTFPNUxjHUaZZFg27Mjj6IG1XagRE7fycgl1eaFbQYiE6oIU/WrDeVrQ85YX544zUzbohYTcPMeHssB06PDbnWM83z3FK52jXOxM0ikTnu6dpV9aOr2Ufs8Rerbabqy2Lz2z6EZFMOVQeWF/ddEFt8/oWgkJcUV3Sx0vRVEURdkOmlqo7BNi4ghZ8nYfxu5GhJCNRtGEdLTR8cOMqr8LWcfNkq07a8aDt9wuPIMQgmBMpOg7rA1YE+mVjvky5WbRxNbKp4iBS8Uk57uHeas9Rc87bnUa+CB0+0klujpusVwwslR0UTtYdfKgKdcWXRt1u1YqUZSwtYHJt217+5tQFEVRlD2GESTPkKb2cyl7n2gNsZHqXd06hMwRzfYFTXSCz0ff1zUgjDLmfo1NRbN1Z23VkIkIMSzutCiqHQSEgGAkcp9rY8XQlIR2yLhVNCi8pVMk+CD0S0fRr52uIbEjxVLRRd3LVc0rW1kw3XbMG4iCH4WztRrqeCmKoigHCy0tVPYR0QixmWmYxnqMKsmwjo7fSVbsn9oBtlRmuLBynXq40stuSHjFoQVSU3Imu7nw/bXQpx1SjAREIn1v8cFUTleQJduhjoUfRvxiiaEEWTdxcK0Uw4VlwvbmdK2HfjaiKIqiHBzSBBlrqehS9gXRCDHPiE5v59ZjVEmGg+j4nXK7RrntKKzegybbFHh1v9Xi9hatpuhv32lmSz4y9QLf2niZpqlcsCLCqeQWU0kHgNIbev1qCHMszVL3ysvS7yNLygrXE1UySHhcB+NZ0TUblRjT31RFURRl/6Olhcp+JEuJI+pZ2teMyO2Kbmei44fxyQi3LauLuGg3n2a41n6WCLyh/xsTSV3JsXyOB7NLfGtumTQNAO5xTX5k/FV+4shnyG2JD4bgq4OKy3us/FL3y5SyILYkrlH6OLyNDYinVbczoqdF330URVGU/Y2RqrSwkWtUvLJviFlCSNW53Qg+G4HbJVA2diY6fsB2eq5WYq3gjLCRHJYNnmo0S1WS1N+LRNKk5Fhjnj929As8mswvWa6Kkw98cv4RZouMEGWhNHHJZY7LhBe3h2TIesEXgXXDMSSuPiB5rV65zaC/sYqiKMr+xTmkmYNVV0DZP0RnCbmGaWyEmFhisv0LtWPR8UMEN1o3bTURF+3GBN66jthAcA1vS0Bc1bOVZiVZUnIoa2MIWAQfA1aWbvhyMYEPSx8TG4jDL/DhkI16YPLC90E2IKrWORcqR2wjy20H/ZVVFEVR9h9GkCxFxpoqupR9RXSW2Mz0Dm6DhBG4XTsZHb+AbNCF2sT2VhNXIVnfwYmGtVWIWdxGtEPLmYi1gbzRJ0sKWmmf+TLlE7OP8Vudk1wPnYVFXy3m+EpviltFA2sCRiJS71MMi0I3LC8zXPvYV2LDZYarnbKWGiqKoijKCgxKC5sNLS1U9hXRCLGRaoLhBgmpI9jt3erudHT8AJ+Mdh9htZAOs7E0w2jWFmcLok5YFGgmYhtlJbqcZzzrkxqPk0AvODxCUiuYXix4vjjC5+Yf5Ga/iZFIlpS4pKr1E4ngbldLG+3n2gpribMoMpKeOBVeiqIoyv7Bmiq1MNVBssr+YiE2XhMMN4YxhHybbnfd17XjjNrtYvXt+XRj/UprijOB4GLlqtX/ImByz7ljN/nwmVc5N3GTsbTHZNah5focT2Z5X/YWh2wTgEwSHkyu0wuO1HisBHJXkqcFaVYgEjEuVNteXma4zJVaM71xg6zV37WwnxG8FLTHS1EURdkfpEmVWqgul7IfyVJiomWzG2UUgRo+N2smA46KUbtdq4Z0rFF+ePv6q5cZRrcoQgbCy+QlzVaPj536Bn9s4qvc8Am/Nf8ObpQtmqbPB1svcpdrLtmOAZq2T2ZKDmdtnAmEKIhEnA10ewn9vkUG/V+ruV0SiSLb7s9ab/1oBcrt7USFl6IoirK3MYKkaZVaqCj7kNjICLnesm2UUQRqhNQQRiyIVmQn3K50ZbHos425Nmv2gBkISe122Qg2YvISm3hSV/L5m/fyxya+ypNZxrj5Gp/p3ENuCsZNFyvpbZs7nszQzlLaIeVUPs2Rw/N8Y/Y0/WA53ZjmV557J7GzqBZXKgeMUp3XdmZtyQZSD4NdmiOyFfS3WFEURdm7WFP1c+lAZGWfEhOnsfGbwRh87rYlmKLhjvR1AfgRzwWLZpXByJvp7XKrKBADPo+LoRppLbpcIM8LElsFZDzdO8kJe5N7XJOk+RqzwXLCBmCp8LICJ90t0kaJj4ZjbobvbtzgwuTTdKPl43OPYkyktBEp1r5G0QFbCN0YsBHRFo0QTdyWwNPfZEVRFGVv4hzS0oHIyv4lJo6gCYabwmeWaLYhZAR8486UdEY7+oHJq7pdG+ntEgjZysvFpHK6Bv1UMYmQeZpjPcbyHpn1nGzNcDKf4ZZv0g5XOGQT7nJjq+7uhM14MLlGSK5zr7Nk4oCUe13k380d5wvT96xnQi0en41EI6uKomDX+TXaoJgKTrD9rZcbqvBSFEVR9hZGkCTRgcjKviZaQ2zorK7NMIoSQ5+bas7VHSgxLLPR7iO4lYVctBtwu6QqRQzLe7tMVXo4CNOotheJaaA12eUH7/06726+zpSd55yb4YbPOes6NE227vFmkvCONFmY7eVj4Cv9ki917+E/XXqS128cqlTgRsJA6pJN21t/2ZXYaH9YcGD7W9sHqPBSFEVR9hKDqHhNLVT2MdEaYivX2PjNMIISwzvW10UlurblzC0jmsrVuo1aUK3pdsmQuBpQlyxGF5ekBkZTlRjiIo8cu8z7Wy/zYHKNh5IcKy1IAFZ3uVZiILqeKfr82uyTfGP2NFfnx/DeEAPVoOY63TDa1csCo4vEYhXXa3AOqwisjZYPRiNEu34C4mro5yiKoijK3kCj4pUDwEJsvIquTeFzty0hE53gszvX1xXcaEsMfc6K5x/cOkmG9bo+rRRJtFW5YdmIVWnh0CDjaCBmAUzEJJ4Xrh/jf339o/yrmx/kZuhwzc9z07fxMdAOfYq4cXVixTBlSo4nMxgiznqMicRaMQ7SE8Ma5xLrUsvVznNUQ5B9uvUNqeOlKIqi7H7SBGnk2s+l7Gt0VtfWCJkjbLfEMDMjdaBWI9oRpxhK5XSFlYS6qUTUWsdSJR1GohuItLiw3SXLuqq8EAFMRGykKBw32w2elnP8cuNe+tERonAuvc646TIhPR5KPE2zmhpayl1ujD85/hpFtHT9I8x1MwiLwkuKym2KVlZ1nIKLiBPMsqCNKBuuWlyXYLfueqnwUhRFUXYv2s+lHBAWRJfO6toU0RpCtr1rNujr2mmihXKUaYm16FrRgVmrxLBeL7q4IAQXygyXCy5DJbiGer/ERQTwXohRmO1l/KfL7+ZEY4YJ1+VGOcbZ9Don3TST5ib3riG8rvh5ZkOkKXDYZjRNyn8x/jyPZBf47+Z+iLlQz/4ylfsmHkIasd3bBykPCFlEwu0lh4P1R4FPBdfZfMiGCi9FURRld2INkudaWqgcDNJERddmMQbfTLbX15UIYcSR7itSh2mMaj/RVGV1q6UiVmJqhcddnXxoIjGBshmqqHkTkVKQIJVYs7Eu74tLxZiJmKRWNFEI9VenTJgtcvr1Tiddm6nYZq2K2Wt+nueKFheKQ3RjQi4F96VX+Er3Ab4xf6ZyvIbPOQtIx1T9bFkdpLGC9ol1OqPtLv15tECx+vFshmCFkIApNie+VHgpiqIouw/nkGYOVm9Elf1PzFNCQz9g2BQi246Or+Z1mTsiuorG6MI0BiWCK5YXUiUYLu91Ggi1aONiL9S5Do2sIE8LHj92kU+9+ACh61YfJCwgaUCWRQCa+vuud2S2ZN5nFNHSMj2OruF2dWOkHTJu+SaXi0lulk1+qfskt/oNrrVbhCB13GB9nqYSg1JWpX4+kyphcIVgjGAjZLJEnC30q209DX4JPq0ctM3M9VLhpSiKouwu0gRpNrS0UDkQqOjaGiFzhHQbH8wI+NyOLHBhNUZaXih1ZHy2Rty9WVZiOFxWWD8WEijHPY+dvsx/c+7X8Qhf7dzNl8bP0rEZZddBuWz7JiJpwLohlSERIxFnqsfKul7TRyERz2k7S9M0Vz2dwyalaXrcKMe4XrS40hvnZrdJp0wovSFGQWwkDrlUMQ0QLBIqEVk2wBR1T9cyARRcRLxgBuuPWHhFEXwKrrvxDWr3pqIoirI7MILkGdJqquhSDgQxcYRMRddmCakjpCMI03A7O69rlKKr2tY62zPVMtEMrdMYGnxMXYKYRTDw3IUT/NML381JO8fd6TXumrrFfSeu0ZjoYholJAGSgGQe2yyXii4gSTzGBDJXJVmkdaLFhOty0k1zbp2QmEwclsC0bzBb5nTL6nehCNV6IQjGVSmKC0hVcrjgXkl1fmUj4huxcvUcCwonpHGhfy+ukYq4VlriWgQnm0o5VMdLURRFefvR+VzKASMmjtDM9CPwTRKtIeR21/d1+XRzN+SrMSgRDOuJRKlFl2VxLteQ4IL6sXQQohEJheFmr8lsSPlo8zKzJ7/Eu7I3+b+/+TFeuH6MonD40ixEui/sSiIu8WRJSSMpcRJIrGcy6TKVtDmazHHS3SKTtf+ez8Ue54vT9Oq+MGc8kCzZnwAm80tLIE2sYu37gvjFqMJo61TGwSkGMGUVwuE6LMwBW7HPaxtPlU8FiRvr99Jfd0VRFOXtxRpkfExFl3JgUNG1RUYQprHjfV1SuVLbEl2DksIcymYVoLGe6PJZLTzqUkOfxiXlhiGtRZfU4kRATORdhy7w7iwwaRr88fG3eDy1/MXTv8WxsXkaWZ9Ws0fe6JOkJUlakmYFeaNPnhY004KxtMd42uWB8aucyqc5ns5y1M1SRMfN0F3zNNvB040JTdMHILcl1oSF0sUBxkZMXi5JVsREYh4IWbhdNElVWulbgfyRW/SP+oUI/4EwXc5qj28Un64zL61GHS9FURTl7UP7uZQDhoquLSKCb25vSDLsbF9XtHVy4VaOsZ4zFVzlTG14G7Xoqtap0vzC0CyuKi4+LinNi2kEG0mykkOuzW93xnhPdoPjtsV06PBM7x4m0w7d0tEtHIlEElvlsItErImMZz0OZW0mky5Pjp/nh8af4dn+Ia76CVqmRyIlyRoXuoieyz4hEc/RZI4iWmbKfCEhERKMiYQ6/t3YiDRKQmmIpan6uaJAEgnOL8z7qg4ygos0Jrv80fu+zP+3937KmRZJ3bcWLcjyOV+mnvO1xf6vKEKZr9/vpcJLURRFufMYWYyKV9GlHBCisyq6toIIvpUQ7Db7uvId6uuSurRwlWj3tdaLZjC4eHDzv4ltmGXlhWkVKBFd7XjZpUIimliJrsxjM0+SeD597X5mypxHj30KAItwT3qVseRe5pOM3JUU3hKiYGoBdqo5w4enXqQdMjzCg9klTtkmJxpd3ihv0o2WSeOZWCNYY8AROwdAIp5u6jjmZvmMe5Cv9k+TJOWSUkeBqs/MhaqasFZKSeIpC7vwmEik0ezx3zzym0zYLkXnQ9h6Xpnt1f/eNmBZqkj9TSQULmcgvtYS9iq8FEVRlDuLEaTZhETfgpSDQ7SG2EhVdG0Bn7tti66d6uuqUgY3uN0hV2tBaG3RwRtEyg/K23wGZSMSskg80ucjD73Ip156gNCzC/sWG7AuYkzAJZ7E+gVBddhUf4/HTM5H8lt8sXmNW/0mlA5Xh2pYE5hIuzwydokfGX+BcZMyHfokCFaaWOD+ZAwfA1bWfr4SsZx2XfrMMWXafHvjdcbFkIjhajnOa3OH8aFBzAt63eS2PjMjEZeWNLI+f+q+L/BW7xA3+i1emzvMfD/leGuO+9MrfHLuHdjUVzH6DuhLdc0Mt6UgRgcsE2SbJYqsPLS6Rt/1FEVRlDuHzudSDiDRGmIzI66T8qbcTsiT7cXGs9jXNUqirVyu1WZpAQtCqwp9qJPzZPuOW5VMuBgZHxyUzUh5uMTkJUcPz/Hnjn+SC/OTnL85RZ4W/MG7v8Gr7SO0y5TXpw8D0EgKJtMOmSl5trC8v55X7IlMujZnm7e40W9SBoMzgdSUJBIoouVGgKM24bi9vTd3PdE14LhtMSZ9CvqMSRMrhit+njmfM5l2KLxlFpBGpCwt3lfbtTbgnMeZQCstyKXgbx77NEWM/Mz0uxmzXT7W+iYBeLTxFt/74HP8+qUnF1INTayuoektu64OjNncXK4VUeGlKIqivO2kCdLIq3c2RTkgqOjaOiFP8Nn2P6QZ9HWNJNbdVO7ZqmWF9c19NPUg47WE2WYZ6ucaPh6fR+y9c/zVd/4OZ5KbnLTT3Jd0+fZjL/Fc4yT9YPmusW/yN460+Q9zd/G7yUOMJ13KYDESmHRtiqFkiHbwNE2fw8k8AB2/uMOppE3T9Lnhc3quWDe5cD2aywYsX/KWpulzKO0wV2SIRDpFQmH9ba5XlpQcbcxxsZiiGyOnbJM/MfllWmIwYvl7Vz/AL7/+GLM3m7ii7u+qXa3gwPRZMtMrihCSWA1d3iFUeCmKoig7ixEkSaCRaz+XcqBQ0bV1Rie6RtTXJVW6YEhW3tbA0dpUMMYm9h1c1cMVl72UBnOrfGn592++lx8+82W+WNzLH5p8mr96+Ct0D3k+3T3BaTfLmGnx0eYr3Jde4T1pl6u+5PVygnHT5bTtA2MAWBEmTIdT6S1yUzDrc3rBVYIomeewnWcm5Fwob3JvMto02gec4QfGv86L2XH+bfE+pnsNXBYIUeiVbkEnpdZzojnLw2OXeazxJsdshhXDKdukxNONVc3g/GyOzDmkDukYhIxUAroWX8PXMwFTjMD1WgUVXoqiKMrOofO5lAOKiq6tMyrRNZK+rrUElyyKreB25kOlaBfneC0nuCpMAyBczXl97hj/5Pp30mr2mDub8ZeO/g73J2P84dYc0ALgrBvjrAPIGTNwbxKAtP6qGJOE+9IrTPk2zbyHJXC+OEI3Vn/Hx02XdKBkRkzTpDyeguUy5xo36XtHp0yqnq6kj0gktZ53TFzih6ee4kFXYETIpEEvFny8M85r/WPck17lc9fuJcwn1SyvhWj9SJRq7lZIwJQs6fWKIoS0dr22mHC4Fiq8FEVRlJ3BGqTV1H4u5cChomvrjEp0jWJel0/XEVzpiEsJhxgIrmhZOayhTjFc+DYAXUMhKXNR+PrN01w61OT+BNqhTy+WJGIYM/m6+26alEeTLm13gzFJyMTxzvQC08FzyWcU0TJu+hyzOyMjrvl5numfpmELjuVzzJcp/WAxEkmNJzMlR5NZztkeh+zYwnoGw6Viil+/+hhX5se4emMcKaoByrHWXrGO1If6NZKCXTZuzCeC+IhZadDyNlHhpSiKoowe55CxppYWKgcOFV1bZ1SiC9nevK7gKtG1UslgNJXg8Yks3f4o3JFB4qFbQ3ANjjGp4uGhFl0RxAv0DD6xdEvHbGhwzd/gF+fuZ9o3+XDred6fgY+BK75N01iaktKOfRLskn6rMZMzNrS/SWkwaeCo6VPQIxe37f6ulWiHPq+XCd2QMOna9IIjRCGr898NkcPpPE3TZ3hk1hU/zytFzm/ffISLsxPMzOfVvC9YmGdGLaSiZbH0sL7ey+d6+QyItSM2QlR4KYqiKCNF8gzyTEWXcuBQ0bV1Ria6AJ9tra9rLcE1EEVVuIUsDCxeEF+hEkDiwXgqIbaeGBsMNF42y2s9qv6k4VSIoU0WQugZrk2P8XT7Ho7ZWb40dw8dnzDrc4rxb/Bo0uV3u2eY9Q2mbJuW6TFl2rwj7TBpGmvue3kYxqgJBDyWCdslYLBEMlMyU+YYiYzZHpOuzZP569zlqjlhPgae6h3hN6ffybVuC18PU45BwEakFKKNYATCUkEb68ASN3jOFh4XfB6hO1rxpcJLURRFGQ2DocjZzr4xK8puREXX1hml6NpKX9e60fBSlaT5VCibUDarwcTi6/RCC2Ur4rNIfs1U4Qy+FmKBSpQtGWS8+IVZ29la6ViGo+SrDVb7GQQTSmnotxO+eOsunp4+x7VO5V1d7ozzZvcQj4+9yZv9Q1gCifEccvOcdNMcs+eZfJtfvg1JmTIdCjvDYTvH+/LXuRUyXu4fpxur95bjbobTto2V6rxuhg7n++fqlMaINRHnPIULRFuJLvFSRckHbpulF00lvpaXHO6E+FLhpSiKomwfa6oQDR2KrBxAVHRtERF8IyEko7lum+3rqnp8ZM1gjMFNeXBCMQ6dd3Y4d+Imb149RLySYXpCTCLjD9ziQ6df5Ve/8CTpNYvpj75MDeogD7uOleaB0vC182fJG30S6xGJzPZS5voZFzsTTCRdMluSmpIiWHIp8FutzRwhVgz3upwTdab7mFTDxR5N3uC8N9zwTZqmx+Gh3mGLcE96jW5M6PgEHwyt1HGxtPT7hpgF6Jk6Sl4W+7yGLmNIKvG6POVwIL5iH2zB+i7mOug7pKIoirI9nENaDZ3PpRxIVHRtERF8KyHYEV23TfZ1rRqcMUS0UOZVPHy0lQATAx89+RyXDk0SHhK+ev00V2+O8+cf/F0+P3Mf0Uaii1TVbjJS8RXcshLDtYjg+4aeJBTWkmUFzgTm+wnWVPHsU2kHH4WrcZwx22M27I702UQsk7K05PGQbTJhAj3XJRFLMvTzQ7bJdzXm+JbsGV5qvMyvzT7O+1sv8/+5+GG+9uYZiq4j2oh3BlNYJCwmGw4T0tqpXBbYGEXwGURbpR1uJ2pehZeiKIqyddIEaTa0n0s5kKjo2iLG4JtudKKLjfd1RQtltkof1/Ll8sWZXCGtHCzzRs4njj/Mdx5/kQ+PPc+fOFLw8dl38sHmy1wspqpjqZPyQhYZlfgahHpsqCxxsIwXIhC8odtJyRt9nAl0ioTUeG71GxzO2pQxMu0bFNHiY8DK7nw9WzE0ZeVS9kwSMpswaTx3u89z1DYoTv4e/7D9vXRLx+FGm6br87Uv3I8Mx8sPEQV8Xj13K6XlB1eVLZpi67O+VHgpiqIom8cIkqYaoqEcWFR0bY1oDb6ZjHTI8Eb7unwq+HT9/S4XXdR9XMTqhvv1507yM5cP84ljD/NX7v0Ef/nwF/l87xCfvPxgNSfKRkIqmKIWX0ZuK2Hb1Pm5ajuriq6hiPTq+GsrJwjRC2IjMQrdbkKr0afwhjIaCND1jsR4QhSe659i3LzO3U42FDu/G5gLXYoYGDNZ7YRZTrmq9+u+5Bp/8q7PE6LwrY1X+Osv/2g1o6sjRLOyuKrKVVcXX1EEn1bOoymrNESzLJhjLbb810JEzonIb4vIN0XkGRH5K/Xj/6OIvCUiX6m/Pja0zn8rIi+JyPMi8n1b3beiKIryNjIYitzIVXQpBxIVXVsjpA7fGq3oGvR1rbdM0dyi6KKa2RVlENsumL4Q5quY80fTS3y2d5h/fP57uDIzBq4uNUxj1RtkwacRn28ssXAJdeLemqKrPr8lPx/aTxz6QQyGfmmJUQj14/16MnMinm5IeKuc4Hy5jVq6O8ib5Ryf77X4zc4pfqPT4mI5BwzEmOfxNOfPTrzJj4y/wFt+kjevT1UXaiCkV2EgvtZcRgSfCGVDKJpQNuqI/3UyYrbjeJXAX48xPi0i48CXROQ365/9oxjjPxheWEQeBX4MeAw4DXxcRB6KMe7M6GtFURRl9GiIhnLAic5WomuHBufuS0QImSOk2xtovBKDvq7VtltFwG8s5XAl0QXVnKcBMuRuZK6kwDBuuhipkvQwkZgFYpA6xhxsVwhEopEliYerHkctDIZnda133AtDgW2EoXWilyV3+2VpyZKSwltSU92Ct2yfpu2TDFk8u7nkcMB0sJwvjnC5mKQbEl7rH+PB9BI3/CHOJdf51izwK+0xfuH6RziczJMknjIOrm/1fKz2PEQDvgGmx7qDlKORhZEAg3VXY8vvnDHGi8DF+v+zIvJN4Mwaq/wg8HMxxh7wqoi8BLwf+NxWj0FRFEW5g2iIhnLAiYkjNLNt1AsdQETwuSOko4mLH8bna/d1bbS0EFYXXYM5W8u/P3RqhlPNGUIUztg5fujEl3lu4hS/2H0XRUghRmIemTw8z/R0E3MlxfSrdSWCBFkQcRIWZ4ItiIKN6lMD0Q0JrXSpUFtPbzZdn3P5Dc6mNzhi5zjpZjlp2fWiqxcLboWMV3vHuFk06fiUZ2ZP8dvxYXJb8p6JN5gNb/Gl9r188eI52vMZYSbBxMr0ivVQ5TUFcB3dj6nTDkcwJHskH1mKyD3Au4HPAx8C/qKI/DjwRSpX7CaVKPu9odXeZBWhJiI/CfwkQG7GVlpEURRFuYNIlmppoXKgUdG1BXYgRGNASM2afV1lvnZM/DCrii7qwcaDw5dKFIU88MFTr/HfnfgEkyYlkyY/PvEW/yJajk3NcStpEIKhmff4aw99gl+/8Ri/23mY2LaYfuV6RYkwAi0a3GKZYXRL3S7g9u8HD0vEmsDdzRv8+OSXOWyz+ieWTHZvf5ePgV4s+UIv57PzD3KhO0UvWG70WhTeUkZDr3S8OnOYn/PvZWY+p99OiX2D6ddPZH29QlJH/q8hqGI9wy3W4mulvq/NsO3fBBEZA/4j8FdjjDPA/wbcDzxJ5Yj9L4NFV1h9xVONMf5UjPFbYozfku7iJ19RFGXfY6RKLVTRpRxgVHRtnpA6yrERxsUPEZ2sWT44KtGFVDfnC8vWjlTr5DwfnXqGn597B78wf4ov9T0G4WNjz/Oj557m2Pg8R8bnuf/Qdd6Xv8H9zWvYsZLQCFXvVyMSUrb9egp1yMOCU5Yus28EzLKZX9ZWyyTWM5b0SMRzNbgqFbD+2s1c9G0+12vwXO8Ul/oTlNHQLtMF0TXTzWn3E2Y6OTenW/RmM2LfgJcF1TEIH4kmLpQHrkdwVelhSNnwyIKV2JbjJSIJlej6NzHGnweIMV4e+vlPA79cf/smcG5o9bPAhe3sX1EURdlBBiEa6e5+I1aUnSRmCSFPVXRtlB3s56q2X0fHrxLQsRnRFZKBm7Hy8tEOhSXUZWfRQreT8j+/+P0ATOUd/sszn+X92U3ucmO8p/Earxw+xqGkzUP5JQ4beCC/zPvveY2vXznF/BsT1baTSHQgZR03v5k8i1oQDkQXUA0JXn4aLiBDw6rEBBLnsSbScAXjrkfT9OmulwixSyii57JPueVbdGNCiAYfhX5wBIT5fooPQuEtvW5C2bOV4KIq7VyJkEbEr97rNUwchJ24qu9rPbdsJbYsvEREgH8BfDPG+A+HHj9V938B/BDwjfr/vwT8rIj8Q6pwjQeBL2x1/4qiKMoOYg3SaoLdG2/IirITxDwlNPSDhw2zg6WFA3xmVk2O27DoEvDJYC7WKsvXyXYL+00h2FiFKNxMudydwjZK+mOWb3ZP82p+nnuTMR5N5vnY1Nd4Z3qds26MIub8YOstHkkv8t/3/zDfvNJC2oNAkEqAhQTEVwJM1ooml0HoRlzoCQMIebi9pNBG7JADJiaQ5wXWBBpJwanGDO+beJVvbbzCA3sondMSaZkeuRS0XI95nxKiUNaJjT4Yer0qcXIgum5jEL8fF/u4zCYGI0cL3kLw9Wy3TQjn7TheHwL+FPB1EflK/djfBv64iDxJ9bJ5DfjzADHGZ0Tk3wHPUiUi/gVNNFQURdmFaIiGoqjo2iQhdYTc7ozLtbCP1fu6fLoB0VWX5PkMwlqplKYuP5TFwcXB1SV9LlY32V7wHUc3TfjyrXN8x9hz3Jt4jtoW39voYGWMdujz8c4Ur/eP8ckbD/La9cOQBmJpkL4sHBNU2/W1oJRQOzSR6qv+U7wQujFYx9RO13LR5SI284hERCLWBdKkxJpA6jyH8zY/euQLfFejS7KHWnoSsZx1XTK5yWE7RzdWv583e0369cXrF44YBhdsFSdzSHhBJajJZFPiC4YEWFonVZb1+mu8tLaTavjpVTb9q2us83eAv7PVfSqKoig7i4ZoKAedaASylJDryIQNUacWxmSHSgtrohN8vrLoCo610wsHgitlXXEWXSXMBpHu1f/jwn6qeV5CrEWR94a7mjd5Ip3hiocjprGQCNiLJeeLI3zyxoO8MXOIEAQRiEkAhsTX0HHCoMRx7Rq26GLV0zXYhAAmIknAJR5jA9YGnA1YU6kJZwOttE/T9blUTvJmeZN7k70VYnfUtjhkqqj7c/YbXPAp/7T3PVyYm8AHgy9X/sAw2ogMyZZoloqsYCOxQRV+sskSwij1yIGdjJNXFEVR9hFGkLQWXYpyQIlGqhldiZbYboRoDaGxs6WFwGJf1wqiq3KwVi8pC67uh1rL4RqU8LnB7Ky6DHEo1j0mVT/QINmwEjrVzy50JvgnN97PUTfHB5sv8mTqsGKYMDkt06NdphiJ1edZdc9VTEI116tnNneT7yIxiTCY12UiYiPGBZLELzhbS05PIqnzjKV9rASc8TzTOUs3pvzB1gskIjQloWnSjR/I28hA2B63TS74ko5PFoZCDwZGC1TXZ1BuKHGJyxXN7e5R1cMVCcnG5q1tBRVeiqIoBx0N0VAUojXERqqiayPsdIDGMny+el/XSumGi+WBEK0QhkMylhEN1SysQVlhUoubwSbNQJANBVkkleCxmceYyMX5CfrB8cD4VR7MLgGdhe0n4jmazxGi0O4n9K2rth0BGwkND7EatoyXSpcNhNjQUORoa7HlIuJCJbZqJ846TzPv80fu+SqH3DyvdI7x9I1z+GAWYuNdrSCarg9ALziuFBN8tnuaM+4mh22Xu0V2farhgF4s+GLP8kvT718oM1yOJIEYbHU9a8EspSyK51VqAqOJ+Gxx3hphaYz8QIzd5mwN0iV3otRQURRF2QdoiIaiVKKrlRPXckUU4A66XDU+M4Rkjb6uoedsWHAFJ/QnqhIw8Wsn0EVTBSyUeaxEl6sCK6Rnlgihhcj2NNSiK5AkJTFWSXqzxe0VA+eS63x46iXuOnadn736AX6vcy9hiRMDSFwYfFyVMC5zaQBMxOSeLC9InKdfOEQiznmcCUw2uozZLn9u8hV+LbnJjaLFxfbEggMEkLmSsaSHrV03Q2Q25MyEHI8wZToct3tDeBXR82L/DB2f0A8OZz2mtIjEhXO2LlB6gaJ6rcakFl7Uz6Wr+rJWIw4EmgWGLssgKHK5wAoJ+Gaoyg5XQYWXoijKQSVNkEauIRrKgSY6W5UXquhamzvscgGERAirzOuqerYWxctwSmFIoGyCee80ZyanuTQ7TveZKWxXloqvoZTA8q4u7733DZ65fBIR+DMPfY5//syH6c+miyIpDZgkYExETCDLSpwJpNZjTaDlejyaXsdK1TdlxfChLPAt6WvcCH3aZUqSlvjSELpuZSE4VI44+F6SQNrs8yMPfYXDbp4Hskv83JUPcGF+kjIYMldyojHLtzdfIJOUj+RXOHz8d/k3176N670WIQrOBHJbLGw2EU9uCnxt23gM/bjJbPS3kTGT8578Db7ZOU2IQmY9PRMqsVUsfpBoM4+HSnyZyjkUL3Ukf8SWm38t3+Zo1f2DnOnw5975Of7J/2t+1XVVeCmKohw0jFTJhc2GhmgoBxodjLwx7rTLBbWwylcXeQt9XfVsJZ9U34ekcq9CCr3ZjD/92Gf4X1/5bmYnqkCL22K/DZSNSnD8kWNP8zfPXOaqH+fB5Dq/cewdvBKPQBSOH5rlA8deoxNSXps7zLV2ixiF1JVMZF2m0g4NW/Bs/wiHzTRjpnK/rBiaktKOBUeyeVLnKRJPjELs2bX7u0zEZB5jI1lacqNo8acPfY6zLqN77GlaJ3q82DvJS+0THEtnaUoJpByyTd4jXZ5uXeS8PcxM2aAcqotr2T6TrsOY7WLrurlcCvI99n5wzgYS8YQoJNbjbJXeGCP4shJfArjM400k9i0xjUgtwAelpaZYez9rEV3V+xccxK7j09fv56j7jVWXV+GlKIpykDCC5Dlke6OJWlF2Ch2MvAHuUGLh7fsF37CrxnJHW4dlLBNd0daiy1Y3w83xHkYC909exzwYufD6EZKbriovk2q5ql8LQmH5p69+Fx87/Qx/9fDX+Vq/wUTaZWq8Q4zC6bFp/syRz3DWwf/75uM8N3+SM/ktOj6hE1Iaps9hN89MyCnizYVj7cWCr/bhteI082VWBV2knhgMwURCvx7yO9zXVacTGhcqA8xUyYSvzB7hM+P38OMT1/jhVrWPD2bP8nzjZWZCzsmhivFu9EzZNnNJTsMW9IKjiJbMlIzbLseTGXLpc9zNcsTOc9j0mTSNkT+Vo2Y6dLjhPZd9g2d693GraGIkEmOklfaJUTASKRNPWVoGJp6xAe8ivmOruV3dKl0jpBGJsmbJ4YoMglvSuPCcEaFTJtg11LQKL0VRlIOChmgoCgCxkWlc/DqE1BEyW8Xr32EGQ5JXdbvqEkOfrOB0WfCNSNmM9KdzfubCB/m/3v2LFCct/2f5Ec6HY9VN95DQiUnEJJ75XsrRZJZELNdDi7ubNziazTNXprxr/C3GjacpDT7Seo6H84t8V+Mq7eD5ZOcct3yTKdvmnuQaE2ax1+tC2eOpzjt4Zv4MVztVCWJiPaUzUFpMXlbjukKdxidVCuEwzlWulI+Gu5IbwGKy3yHb5Fst9GKbTJoL6zQlYcq26SeOdkgposUSOezmmLJtpkybu90M40awCGOmQSK7u9e3FwsulJHXyyO8VRziYjEFVIEhs/2c1HjGsh7z/RTxkcQuJmJkScn7jr3BJ15/iPatBtELUgzEe8TIxmPkYy3sh4dYx3rOW8MVvB6yVdfVvzqKoigHAWsq0ZXon33l4KJx8RvAGHzuCMnbYwWuNSQZFt2uQZBGVSpY9dhEB/1DgfzcLGUv4dyRaVJT8lpxFIDZbgZZIAhDIQsR8kDeKDg+NsfNskURPR/MbnBk6os8nPS4GiL3uhxDEyuGb83BxxmsNJg08MNj12jHPte856i12KFkwBM25Uxyk8/0HyAgWBPxAbK0pBOEGEztaq18xy8SSVw1DNkQue7H+ELvOu9M4pL49+VphAWek3YaHw0tk5BLwT3JNd6RVD+rxNbemuE1HfrcCI2FwcmD/rSm69MPjl7pSI3H5V0Kb+l5i5FIMyl4eOIKf+XYb3OhM8nX+mcoIiC2mqVWO1/RgSlr92v50yGD+Wr1MO36sYV/TSXez9+a4kbRWvUc9B1YURRlv+Mc0mpoiIZyoInWVKLL6e/BiogQUlu5XG9Tr89aQ5IHDNyukCwmF8p7pulcbmH6huT0PH//if/I+f4Rvq/1PAVCUyLTwdLK+szlJd4aoq9eBybxZI2CD5x9nb9y4uNA5SYdMpWTBE0OraDTB44TQCKWyVqELScRy3zI6AeLIdJICuZ6KdYE8ryg202IYfXXZJJWc7kSGxCJ/MatxziX3+Rq8zU+mN2gaZIVI+CbknLMduhjCdGQS8E5V9A0q4uCvYCnOhcrVX+XMx4rkam0Td85+t5SRstk2uF4Psfp7BaGyDsb5zllU37o+Jd5/tpxvDfV3K/BLDXqgdkmIgkwiJKnFudSh2qs8NIMWZV0aeqh12GNPHkVXoqiKPsYyeqhyHusaVpRRokmF67N21lWOCAaKBtri+JoFnu7BsmF/anId519jeyukl9/8R3cfeQmR8w8r8QT/OLcO/mJiWfxwL+Yfi/OBLK8oHQGYyInJmd5/9HXudid4AMTr/BAEhdCMXwMS8QVVP1F17ynKXDUNggEDGbVEr250OXZwvJS9wSmLh9suIIiGHqFw5lAIy/o9R3BmyXR72ICaepJXYmzgVbax5lAxyfcLJo83z1Nguee5BYPJbcLr0Qsd7kG42aebozkIhwyt8fd7yWaYpkyXQCOuRlmfYM5nzEvGWBo2ILUlFiJtGyfD0+8wA+NXQHAYSkRvtY+h5FqBlpMPTFaQsMjhVl0QYfmp61HyAIk9XgBG3AmrNaaWB+HoiiKsv8wgiSJii7lwKMhGqsTrSFkjujWdpl2HAGf29pVWP04QrJ4YxwSoX2X56F3vMn3TD1Lbgqyhws+NvVVfvrKR3j+1nFOtmb4wbFv0I2GXnBMZR26paPwhjwpeWzqEn/72Oe47ENdSpgyHTq0g+eVssmDyTyzIZIJnLJNvtpv8FzvNEW0nHTTnHE3OWY73J/cXrLnY+Ab/YSnOvfRC1UJ3GDG1Fjax0qkUzisCTTzPj5UDkwIgjGxuoGXSJaUNJMCJ2FBVPRCQhEtt0KTW6G9okiESnwdt3vb4RpmzOTc7TocDnOkMs85d4tP8jAew2yZUwSLE2i5HpOuU8flL5ZkzvhKtDnrcYknAr404IWYBmJCNcS6MAtDkldE6iHbLlaiq1GSpiWtvE8r7ZO71WMSVXgpiqLsNzS5UFEq9yZNCFmioms5xuAze+fTClfBZ4bo1hZdgxS5AcHB2JkZxpIe/8OX/yAfufdl/uyxT/F3z/9+nn3rJEYi872UXzj0OH926hm+Z+IZnmy9zqemH+FKbwwngXePvU5TUh6qe/6mQ4ff7hzj+e4pbpTV/CsjkUnb4Vuar/Dlzj1Ml1Xy33TZpJsleK5yl/NLXC8fA6+VbV4rzuFr/yMxnrGkx2w/xxBpJX0yV9ItHf3SIVJFzIuL1cQP68ldNSfMEBGJNOsbeiOBpuljiUyZPlb2j7haj0mzWNJ5yHguZRcwEpi2TXr15OJMSk6nN/lwfnlJaeXne4e40W8xkfcAaJMRgxA69Uw1AVwkOr84yHqF8QMLg61dJBvrMTXW4Y/e9TRv9A7T8QkXbGfV41fhpSiKsp/QEA1FqUI08oyYaYjGEt6GIcjrsV6YxsJyQymH0Vazl3pfPsTXkyliAh9vv4PZhzO+8eoZYtfiJTIbDJO2zeul8EQ6wyFT8J2N3+K5osUr/eMcczMEArD4Ornlm5zvHuZGv0nXO7q+KuP7ws17aLo+mS0xRNpJl6btcX9yBbOsuKwXS26F6oOvRDxGIk4CTdcnNZ52mVJGQ4KnUYupEIUi2AWxZ4bSHUQiU1kHI5UIm3BdJu08j6SXudsd3A/YErE8mt7ESuC8OUK/Fl659HkovcyhoXj8dujTj03O5jcJUbjoJkgnpnnl5mHmQuP2mWqDQdYrfWhTD7WePDTPn3ngcyRS8gfGnmc2GF4sjvKZNbLp9Z1ZURRlv2AN0mqC1ZtN5eCiIRorIEJI7Nvex7WckKwfprGwrBvqf/LVVzJbbSMaSOZSvnT14SpDyFRR36Ew/LMXP8Jk4wM8NHmFP3T4y3wk7/MdOXwou0QvlmSS4mNla4xJRi4Fb7QPMdvP6BQJvg6+aCQFHZeQuZKJpEsoGtx0LY7ZDlZuLzUsoqVpesyHjNwUtFyPsmhgbYkzizHnY67Pd05+E0vks7MPcLU/Rhmqv+FGIiEKzngSCTjjmUo6nE1v8Hj2Fo+lu3/u1k5z1o0xbuawdeKjlcC46dA0BSUWWyunTBwfaVznyewKfgp+t3MPT+Zv8nfdx/hK/wz9IMTC3J5muJx6qLV1gclGFyOBH594lWadEPlQMsf/bY3XswovRVGU/YBzyFhT+7mUA01MHLGRaojGELEWXMHuLiEaDfh8g85bHeW95KEYsT1BYhW0EQOkt6Sa5eXqrwg3L0wyf6iaq/SZ5CHek34WQ58CT1NSnul3eK5/gkfSyxyzgU/NPMxML2e2ly4Ju5jrpfgoBIQyGI7mc3RDslBKOEzTpByzc/SxpOKxEvCx6uGaLzMQqnJD1+NIUjlXj6c5x9zTfGruEYpoeSi/xEl3i8/PP8C0b2AJJMZzyM3zva3nucc1b9vvQWVMMh5IZmiaHt2YMCE9TlpPJothIlbMkuTJu9wVbgbPfc1rPJ8dJwTBW0voWQgrvCYHQ62TKjzDJZ52kfCJa48wZds8ll7goURomhRZI15DhZeiKMoeR5MLFQVinmo/1xAxsYTEvv3BGSsh4Bt2xWjulQjLhilLpHImIpgeEKrhyQSwXSAXiBGJQkyrsIo/cvorPNF4nXHj+EIv5+nOPXx365v8g4s/wMX2BPeNX+eB5hXebE8x3cnxyyLBrUQ6/aQa2ZRE2mVV4vf13ikOm4scXRZicY9rMmnmCcxDdoPfMT1ekpO0XTXMOBFPbgoeyC7zcN1j9qEscMw8zWU/xhPpHBMmx/Iiz/TOAFXZ4nE3g4EVwzQOKlYMp2yTKdOniEUdsb9+39vne0d4duYUpk6Q7AWDNEuil2qgdZSFfi7jlqYVOufxQWiXKZ+beYD5sYy73Us0Wbv0U4WXoijKXsUIktaiS1EOKNrPtZRdk1S4Bj431TDaDR7fbQ5mBOOhHsWFKerva7fL9CDmAmVE+sKH73qFh7MLfCAreKmI/NrM43z+6j38x/Aks92MonCcvzbFp+R+gjcL6YPDGBtI05JOEclcSYjC2fQm55LrjJvbb7atmCVi7MnswkI5XBEtlkBuCk4nN/Gxurm3YngoyXkgKUikcrTemc5yK9xkPmS0TI8p097ElT44WDGMyfrvhVf8POfLhPPlYX5n5hE6ZYI1kcR6fGIoC4vYCGtEyVvncWYxdSMg5NKnaW6P9V+OCi9FUZS9iJEqRCNd/w+9ouxXojVVaWGiomu3JRWuhs9M1Ze1iWMMKzy94oHhP3+12yUp+LT6v88F24WPP/MOnj19gp965N/wr258kE9efIDpuQa+tIRSiKVZLC+rAxXEhSUuR/CGXjchZkI3KTmSB769+QJPZtmGzuFulzJlLvL1/gTXfdUPNGG65FJQsNjzZcUwfLqHTINH08tc9Y2F4cGHtY93S7RDn+eKFs/1TvNG7whXuuMA5K6k9IY0KfFe1hxoXc1Xq8IzrIk0XZ/3j7/CtzdeI1uh1285KrwURVH2GppcqCjazzVgjwguqBMMs82JrmhYMRBEfNXntWRbEUyfxdLDLpWTdD3hAof59bOP8aHxF/nVVx+l306gX81wktrdiqZOsQsQS4s3BkkD1lXuRoxCv2/puIS+d7zlJ3mS7obOI5OE4zbhPeks5/08syHFEjlpe4zJ6v1aVgxnbUJT2gRg0lgmjYZqbIUCTxGr5MiOTzBSxfRnrqTvLf2ShYHWvrxd3IoJ5HmxMGOtlfa5f+waH22+wlm3vugCFV6Koih7C+eQVoMquktRDibaz8WeElwA0Ql+k6ILKuG1EhLAlOCXm/6xKj1EIGZgO0I0kdCxTPsG//LCh2nfbEDfYPpLU+wEqeaFZaEqNQtC7Fl8BJvU4isYCm/pescZO80bZRUHf8Y2N9R3dcg2SaRLN3bIxTJm1r9hb5p0YQiwsnXGJOM+N80t3+JFTizMVpsrMsazHm2T0OknNLKCMvGUpSUEQSRibSB11RBsayrR1Ur6HE9naEehHfobeo5UeCmKouwV0gRpNjREQzmwaD8Xe05wQSWeyobZUpT9Wo6mKVYQXkM/Q6qyQzcvgOFnvvhtAMi8Q5YPxl3YIZiuIeS1+IoQ+xbPovgKQZjrZ/zUtY9wIp3hgfwyH2ue55DdWNLgmMnZmD+ijBIrhnuTMdrxMt9wZ7lVNBdmq3W9I7MlqfV0igTjDYn1S9c3kdSV1WBrCYwlPd7qHeLX5dG67HT9Y1DhpSiKstsZhGjkmYou5cASna1KCw/qfK49KLiATScYLmel/q6FTQcwPhJWEmd12eFgfTcvyFtJFephq8C6OJj5NVh9aDOmV4svsyi+go0YU1lkfW95Y/4QHZ9gJXArf51DB/jzgL1EUzwnkmnaIeVW0aCUwFTa4UQ6w2E3z2du3c/NbpOed5R1v1diq0CNwWDrzJWkpqQMlZO60liBlVDhpSiKspsxguQ5ZFpmohxcYpYQ8vRAlhZGawjpHhRcNWXDbirBcAnC2oJtIK5Wa3mKYPtQNiqRZjv1nK8QhzYrYOrIelcNXkaqdaUvxDwubCuWBlKPMRFrAmUw+Ch0g4Yc7SWmjGHcdjmb3mTcdumGhKbp88HWi3xb3qNpenx2+gGmi5y5Irst4TJzJVNpGysRU1unt0KDduisW26owktRFGW3YgRpNjVEQzmwLJQWJvbAia5dPYdrg/iGIbotii5un9+1Esav4XoBUla9YMHV4que8xWG48IDmACUUg1eTqt4d/FC9LIQLR591e/jTCAxAWcCDVvQNH1eKSc5bOc0+GIP0I2BY3YGH4Vx2yERz5PZm9zrLJmkvK/xGheLKbohYc5nXOhM0q1rWnNbkNsCK9VrYvD8z4YGr5ezPLTO+7W+myuKouxGNLlQOeAc1NLC/SC4oE4w3GRs/HI21BO2nutF1e8V3OLyK4qvwbYKkCj4rBZffUNs1L0+oRqom6cFx5uzPDJ+mXHb5aibxUdDL67WOKbsJprGMmG6Cz17R0ybh5KURKpa0btd5AfGv0YunsPG869nnuD1zlE6PmF4jPLhZJ5J22HStkmkpBctJX7FfQ7Qd3RFUZTdhiYXKgecA1daKFKLLbPnBRdUosvn2z+P1RINl7Ou6+WrrzjowYqLQ5ajuX1QrpRgqcSXBJa4Xkni+fP3/i6PpBd5Z1pw1ZfcCClTps8hdbv2BGOScbdrczUUWCLHbCCRxWSMSdPgvfW3RfTcl16lCI52SOnVCj4Rz6TrcMjNk5uCXAqapsSx9mtAhZeiKMpuIk2QRq6iSzmQHLjUwlpwhcxuKfFvNxISGYnogo0Lr4FTtWoQR6yj54d+LgFsD3wOcYVDlRKMFYKLSCFEG8FUseL96HhnWlTphAbuBUD7cPcKVgyn3BhHY+VODZyulQgExk2HE8k03ZgQoqFperRMj3HbYcq0aUnBpCk46xrrjhRQ4aUoirIbMIIkCTRyTS5UDiTRGmIzOxilhaYKzAjJ1iLWdyvRCT4fTQjIaoOTV8OUICGuuk41cHmpyBIPphB8ervrBYsliuKFWC9SFI5/f+G9hFPCj0+8qvO19jBrCa4BBsNJN0vA0I+WI3aOJ9L+ws+aJqWIboljthYqvBRFUd5uNLlQOeAcmNLCgeBK92ZC4VpEJ5QNs+XY+NvY7HZq18uvcv8roVpm+XZNUc0Ku63fC6rQjVIISQQvkFY9QYbIu/LzKroOAIlY7nMFllt4hJPWM2Zaty2zUVR4KYqivJ1YU4muVOOIlYNHNAJZSsj39+3IXo+EXxcBn1Wia1TntxUn0JRVIuGKxxAr8XVb+WIdzhFXKzmsBZuUAgLWBu4Zv86jSRdocrGco2msphnuY8ZMziN1EMd6pYTrsb//0imKouxmrEFaTbAHpJ9FUYaIzlalhasEIuwH4lD/1r4UXACyzVldq7DW4ORVDyXUIRqr3N3KKqGD4kFC3cd124HU/8YqWv7ExCx/68RvMmGaXPHz/Gb7Hlqmz3c3LjFmMgyy7ZtzZfcxqudUhZeiKMrbgSYXKgeUaATShJAl+7O0cJBQmJr9LbhgUXRtY1bXamw4WGMZg5ldK7JG2rsUwApirx7XVPWHBSGzJc8XR3i+gEvlSb4wex+GyIXiEA9mlzhpZ3gsdZsqP1MODiq8FEVR7jRpgjQbGqKhHDiiNdVsrmQf3pQaQ0jqksJ9FJixKjsouhC23CtWhWisXG64muM1+Nny8A0Y+j4CXnj5ylH+x84fxJlA5koarhqoW0RDNzpM/gYPxXkVXgcYv4bCV+GlKIpyB5E8gzxT0aUcOGLiCM1s/7lc+zgwYy18ZnZGdFEnGm5xuxLqXq5N6p6qTFGIblm54bLXa7+dcCO0cIknS0qaWZ+xxGIkEhqGR9KbNM3Ylo5d2fv0YsHcGnWyKrwURVHuBJpcqBxQ9utsrmgNIXP7YuDxZvG5IaQ7d97bdQylZOWywVVcreGf334sLHXfSoP3hhgF7ytVZiWSWM/d6TXO2Oa2jl3Zu/gYeL7w9FdrMmT/fe6kKIqy+zCCNBoqupQDR3SW2Mr3j+gSISYW30zxraSaw6Wia+RsJVhjmLVKCll5ZFe94+UbYmnghkSIEMvq9jl4Q7ef0CkSymD40vw9fKnvt3rYyh4nEGmHBCOrv8jU8VIURdlJNLlQOYAsxMSnbn98xDsUmBHsfjihrXEnRBdsPVhjQOVsrRIrv9Z6y+6Xq6TGwQ+HHveL3/jSUHpDESwzZU6x2RpHZd+QiOW+ZJ6m9FddRoWXoijKTuEc0sxVdCkHiuhsFaDh9oFAEan7tw5IYMYa3EnRte1Sw7VcrU0wnI4YbVwUX0Fum8UconAym+GdaQ/QmV4HleO2RUNurPpzFV6Koig7gSYXKgeMfRUTbww+s0RnDrzggjsnumD7bteArQRsDO87JkvFVkyWlRwu+3+MwlE3R4gRHwMzoUtB5JDJNeFQWUCFl6IoyigxgiQJNHIVXcqBYb+4XNHWcfAHsHdrNe6k6AJGM1A7snYv12qrDV6+AsENiS4bwQxt0MYFt8u5gNTi6+nZu5j1OfdlVxi3HVrS55id56EkVfGlACq8FEVRRocRJE0r0aUoB4D94nLFxFY9XAcwoXAt7rTogu0Ha2yL+jUc3DL3Kx12uMCmVQqHdVWkvEjEmsBskfFq5yjtkHI2vcExN0siJXOhyyFNO9y3+BgoqUJVXipK5qOGayiKouwsg+TCNHm7j0RR7gh73uUaCsyIRgXXct4O0TWK/q7t7TuCqcsK68MIeVh0u0zEZB5jwsIcL5FInpS4OkqxjIaZMmfaNslNwcm35WyUO8lbvs1Xesd5vX+M17pHuFH+5qrLqvBSFEXZLtZUoivRP6nK/mfPu1y14AqZBmasiEDZsDs2HHktRtXftdV9R1l0u6KNxCxAXXIoNmCTQJKWJM5jTSW0sqSkmRQACzHiHZ/i65OZMj0mjFZB7GeaItzwY3yzfYoL7UnafvXRMXqXoCiKsh2cQ1oNMHvxDlRRNkd0lpgnxGQP9quYqn8rJBqYsSpvo+gCCO7te15iAhgIaSQ0Pafvvs6t+QZlaXHOc3xiDleLrdleBkDuShLrMVSlhqmpys2S+t+m6XHWgRV9f9jPHLUtTrub9LzjVq+BD6u/jlV4KYqibJU0QRq5ii5l37OnXa6B4Eo1MGNN3mbRVQ0r3vl9sMKpDcoMg4PQ8owdm+fvP/QfeKpzHz//5rvJXMl/de6TPJld4JJv8s8vfyc3ei0KXx2wNYGptIOpyw1btkfT9jjppknYgx9SKJvCx8Cj6U0CwmwvJUQVXoqiKCNFslSTC5UDwV7t5YrWVKEZKrjWJRrwDVsPDH57rlW4A/uOMjQQeXjfSfW4bwa++/Fv8hPHP82705LD5lmunRjn8eYbfDC/wCk3RiJzPDn+JrPNnAu9STo+wUrEEHHGM+G6jNke96VXeE/apallhvuaXiz45fkj/O7s+3l5+ij90hHV8VIURRkRRpA8r0I09GZO2cdEI5ClhNTtKZdLI+E3R3RC2TCV4/Q2Xq+RlhnKxvvFooHoYiU6XaQXHK/1j/Ke9E3udo4fP/R73OtyEhkD4JRt8Mcnvsa4cXy1n/Lbc4/SDYuhSol4jiazPJhcY8xokuF+ZJBimEn1vL/SP8Zrc0folo6yXNvhVOGlKIqyUQaiK1u9cVZR9gN70eVSwbV5QmrwmbztomvUZYZxlZLClR4Lab28ASmEzzx/Py+dOMqTj/5rHk9THjJL/94nYjnlKhH27rTPpfwC54vDFNGSiKdp+kzZedrR0Q59mkbfL/YTRfS8Wna56hsU0XDdH+HZudPMl+mavV0DVHgpiqJsBE0uVA4Ae9HlUsG1NUJq8PnuiNEfeZnhKkJyuQs2SC8c/F+CEAvDTDvnQjnJSXsDA+RiGVuhZDATxyPpZboxWXC9clMwZdp4hIJydOek7AqmQ5dLvsVr/aNcLA5xsT/J9V4LAGsipg5gWQ29g1AURVkPa5BWE6w2SSv7l5i4yuWyb/+N+EZQwbVFpJ7RlewO0QUQktEex6pDmJftZsHtohZgEQhCr5Pwd1/+GA9PXeGxsbd4MLvEB7LrHLWtJetbMTyUpHTjRd4qpwBomR6WSErQYI19TDtkTJcNZoucMhgMkcR6UufX7EJQ4aUoirIWziFjTe3nUvYt0ZpacNk94XKp4No6uyFEYzlVouCIt7nK3e2wIBt2uzDLQjcEpjs555MpppI255Ibq+4rEcvdrksu15mPjiJaWlJw2pU0TWvV9ZS9ySHT4EE3x7NALzgCQmo8nWDIXUm3cEg9z20lVHgpiqKsgiYXKvuZvRYRr4Jre+yWEI3ljNp5W1XILev7qmLzF9dZWMZGrA046znXusV7W6/xkcbF29yuYQ6ZBpYu87EHwLixjEljFKej7DKsGJL69VrUjYljSY9+sBCglRYqvBRFUTaFESStRZei7EP2UniGCq7t4zNDyKprt6uuoUAY8Z3omm6eLP47vN9oqQM+IrZZcu/x6xzK2/yF47/Fu9IEK2s7V1YMh2yTQyM5A2W3c9VXL6SGLZgtc4wEDmdt2mWCNWFh0PZKqPBSFEUZxkgVopEm6y+rKHuMPRWeoYOPt88u7Ocaxo/6uNYQcsMu2GBgMgAGgotV2eF4yfc/9Cx//fgnuOCbPJQIVnb7L4pyp2mZQNP0mLQdeoljtsgJEplMPSftLM8mnVXXVeGlKIoyQEWXso+JWVJ97fbwDBVcIyE6wWdmV/VzLUGqwcWjJK4RSx+H+riGxZnPIjGLxMyTNfuczKY57TLucmBFo+CV20kAK5HDbo6A0DR9PAZL4FAyz5RR4aUoirI2mlyo7FOis8Q8ISa7/LUtQsicCq4RsGtLC4cYudtFJeRW3eZQH9dAnIUE/KRHUo9LAllaUkSLw6rTpaxKN8KUnacbEo4nM/RsQhEtTdPjkewiP7fG61qFl6IoinNIqwFG32iV/cOeKSsUISSWkNnqmJUtEw2EbPeWFi6wE26XWXubg0TDarhyJFooD5f8pW/7BNO+wfX+GG+0D3HIzdOJfcak6vGdDh2mg6cpUoVoqCA78FiBcdOF5BbdkIKthNh70lnGTIZd4w+uCi9FUQ42aYI0G5pcqOwr9kpZYawFV7B6M7tdQmrwmey61MKV8Onb4HbVL7FByWFII9hIO6T8jSNfooiBfz/3ALn0MUM3zhfKyAU/iSVyXzLDXW5spMet7D0mjaUlfYIYWrZPIiWnbZsJ01xXmKvwUhTlYDJILswzFV3KvmGvlBVGawiZI7pd7szsAfaMy1UTzQ4kGa7jdkUZmtMlVZR8SCBp9TnqZknEMmZyPtZ6gQA0TSWupkOH54vjXComScQDcMaW6nodcCZNg7vdPDdCQRENTfEcthsrT93WS19EXgNmAQ+UMcZvEZHDwL8F7gFeA/5ojPFmvfx/C/zZevm/HGP89e3sX1EUZUsYQfIcMm2cVvYHe6as0Bh8ptHwo2IvuVwDfDZ6geiztc9/OHAj2upLjvT40D2v8icnXsbHar7Z2WVu1jf7Kc92zjDnM4xEujHh4eSbnFLX68Bz1LaYNJ5AwJFtWIyP4jOH74oxXhv6/m8Bn4gx/s8i8rfq7/+miDwK/BjwGHAa+LiIPBRj9CM4BkVRlI1hBGk2IVHDX9n7RCOQuN1fVihSJRVmds8IhN1MNOBzWw8B3jvXMyRCGPHrNDgIbu1tLnfYool8xwMv8ffO/GduhcgvzD7GD40/wwnbIJFKpfkYuBWaXCnGmS6qYcg3imqe1/sar/DOJNI0+uHdQaZ6rWyuumAn7jx+EPjO+v//O/A7wN+sH/+5GGMPeFVEXgLeD3xuB45BURTldjS5UNlH7JUhyCF1GpwxKqROLEx3d2LhSkQDfsQ6JZrK7VoTYUUXuGX7/L0r386RZJ5fvfAYn2w9yB898RR/dGyaInreKDu8UZzlQmeSrk8wRHquz4vmBFO2zYPuPE1UeCmbY7vCKwK/ISIR+Ocxxp8CTsQYLwLEGC+KyPF62TPA7w2t+2b92G2IyE8CPwmQG7VzFUUZAZpcqOwTojXELK36uHbxy3nQxxWSXXyQe4i9WFY4zMhLDKUuMVxH0FdzzJY+ZvrCrzz1BCQRXMAkgWszLc42H+SD+e/wfDHJT1/6Xi7MTdL3FmcCmSvpekfDFjyWXuCQbY7uXJQDw3aF14dijBdqcfWbIvLcGsuu9JsRV1qwFnA/BTDpjq24jKIoykaRLIVGriEayp5G+7gOJiGRarbZbh2EvAF8OvoSQ5+uX2IIK4duiAc7b4kuEp0huEgvs/zqC48xX2a0XI+Xbx6lX1bVEUYivdLRSvtc77V4ozzEY+nsQlmiomyUbQmvGOOF+t8rIvILVKWDl0XkVO12nQKu1Iu/CZwbWv0scGE7+1cURVkTI0iSqOhS9jx7JR5eywpHR3RSia49kla4GsFVwmuk20w2OAdMlgZrAAsf+ds+eAOUgpRC7BuKvuET33wEm3qqYq5FrAuUvvrE4+PTj/GRxqeYlAZF9CrAlA2z5c/MRKQlIuOD/wO/D/gG8EvAT9SL/QTwi/X/fwn4MRHJRORe4EHgC1vdv6IoypoMkgt1Rpeyh4nOEsYbhGa6q0VXtAY/luIbTkXXNolO8A1D2dw7EfGrEW1VYjhKgls/xXB4/8vLDGUQ6RbA9GRBiEkA0zHEjqWcSyjaCd4bYhRiFMrC0u6mzHQzLnQmeb5w/E7H8IlOk+nQGek5KvuX7TheJ4BfkOqF74CfjTH+ZxF5Cvh3IvJngTeAHwWIMT4jIv8OeBYogb+giYaKouwImlyo7HH2Sh8XIlUfV6plhdulcrcMsf6zteevp0A54r6uQZjGRre5nismHmxP8FlcaIgxXUPIQ7V+xxGTgE2r29XgDb3C8ebsFH//zR/geD7HuOtieIbvafR0vpcCQFy5kwrYhvCKMb4CPLHC49eB71llnb8D/J2t7lNRFGVdNLlQ2cNEayBxhCzZ3YILiInF5+pwbQsBn5pqkPQe7uG6DYGiISN9bUQDZWP9MI0FzAplhlTOlsRFJ0xKsCwTXz1DaFRiK/YNZRBcXgJQlpZ+abnebRGi0EkTPmceJDfPcsy0OecMYybf7ukqe5Aiel4qetzwqyt+/ThYUZT9gyYXKnuUaATShJi6XV1SCGh4xgiIpkopDMneTSlclZ0QXRbKfBOii6okcXmZ4WpICUaEkNbiK4L0DTGrnC9KwfctNvXECDEKhbfMFxlNVzDnM57tnuGe9BqBWzySBHW/DiBF9DzbP8l86K66jAovRVH2B2mCaD+XssdYGICcul0/jwsRQmI1PGOLREOdoCf7p5xwOTsgukKyufLCwXFsKHxjCFMARgiuEl9SCjERMFXZWCwMMQkLEd3DxWRJ3TjWjxZDJBA3OVZX2Q80Tco9yTXCGopfhZeiKHseydIqRENR9hDRWWKeVH1cux1j8LnO5No0Qi20qnRC2Idia8CoRZdsLkhjmOAqobviZgOVFSa39+GY/tJADimFmNbLRQilYOzC4ZFYz4lshlPpNMfcLHe5mxyxUVMODyhX/DyX/BEKdbwURdmXGEEaDUg3+dGmoryNLAguu8uDM6ByudLa5dqvgmHErORswT4WXNT9V/loRZdPtxhDLxDSLe43gikEnw67Xiz0fkVvEAFjAhNZl8cmL/JfHf40LSM0xZKIJZPWFneu7EV8DDzVi8yEnM/Mv5/fu3Yvff9vV11ehZeiKHsTFV3KHmPPJBXWRGuqxEJ1udYkGohWhr7qx/ex0Bqm6r8aXXphFUHPlgcur+V2DZDIqrlzUoK4OpgjAkHALrpeIpFT47P85JlPcpe7yb3J2JaOU9nbFNEzHbp8oz/Ox2cf47X2ES53xrnRbhC11FBRlH2FJhcqe4hoBLKUkLo9IbjU5VqFgethpRIFpiojXHj8AF6rkAg+Hd25b6mfa5iNul0BVm3CirXTZWrXywvRLso0YyIfPfZNfn9zDivZ1o5T2dO0Q58XisgLxWm+2TnDW90pbvUbdIqEfumIq6fJq/BSFGWPocmFyh5hTyUVDtBeriplsH6+gq1TB03tZA09jQdRaC1Qz+gKbkQul6kEk0+2t72QrO92wYrtXUswvtJmAPihY6r/e7E/xTNFn8dTjY0/iEyHPjNxjG5I6IVKSoUolMEQwtqvYRVeiqLsHTS5UNkD7EnBBYTUEfJd5HLJxuPA1yJaWfFvxvCMpyiydOaTCqxVGWk/l0CoSwu3vT2zjd6u5QzN+pIAMVTphmIiIQifunQ/82XGjxx+im/Le2SiJe8HiaaxTJkuR9wch5J5ZsoGuS2AyhFdCxVeiqLsfowgaQp5pqJL2bVEI2Dr4IzdHg0/zJ2YyzVUphdrB2lB3MjKN93RsEQAbQcVT6PBp1K5SiO4ntHUvVyjcM1kUKK4/U0tEBaj5BcawqQSXr3C8WZ7ipfHjvOh/K0R7lTZC0yaBg+4Pg+4Gc65WzybnOJ6a4x/330vvcKteZuiwktRlN2NESTPIRvVR5mKMlr2rOACYmLxuRvtXC5Z2ge14CYt24WKob1DtFVp4ahcLp9U7tTIesNc9bVRNlqOuOBd1P+RWoiJRE43p/m+1kskouEaB5Gmqe5JHk/hseQ618ObfH78Xl4ojyNr1LKq8FIUZfdiBGk2IdE/VcruYy8LLkQqwTUKl2swq2qQ6jfkVKm42ttEU7tcI3Klgqv6sLaaWLgiWygx3IjwGka8EN3izXTqPKezW5ywOj9SASuGSZPy4amXuKtxkxddueqyejejKMruRJMLlV3KnhZc1DHxDUewWz/2JbOqajdLRdb+IZoqsTC4ETyvMlRWOOqeR4Ey37yQ2g5p6nnv0Td5KL9IWDMeUTlIZJLwExOvYzjPz7r2qsup8FIUZfehyYXKLmVh+HGyN2+2thWgUTtbITELg4FVbO0vRiq4qGdypSPq41pOHR0fN/mrWDmy68QaLmeQVCcw2ezwXx//BPcnY8BiqIaPgRKPw2JF37sOIg7LFd/mRrH6EG0VXoqi7CokS6GRa4iGsqtYEFx2bww/vo3tBGgI+NQQUtmTztZabohEVp+ke4CItopyj3aEDtdOCa6a4Kp9bJoNpmUOz+4a7vcSoL/Ci+qKb/N8McFh2+axJFXxdYC44ue55C3P9U/wsxd/gL7/+VWXVeGlKMruQJMLlV3InhdcbL20MBoImVkYErwrBVd9Ex3NYlLi4PsBawVCSIxLhJfxg5VAQkRiFSe+L8WZVGIruBFEudfbuxOCC+o+sS3OLt6QQ2ZWFmfRC/dNXuO0E77Zb5NK4P5kjGt+nt/tnuFqOcG46TAur3FvoqEbB4UXiwb/8sp38Pyt49yYa1bjB1ZBhZeiKG8/mlyo7DL2g+ACCJkjZJssLdzNDlc992kQ4hHNGse3/OEVxFMUWbKcX/JcL/5AYkTCoggzPtbibIvn8TYRTZ046da5dpuhfk5CsvOCCxZF15ai42Vj6YeribMYhJenj/LX5HvpBUfL9fiBQ1/nreIcz7dPApCZKlhh3LxOU5KF9Dtl/5JLycXOBPO9lLKwa744VXgpivL2YgQZa2mIhrIr2C+CCxF8IyE62dTNdUgEn5vdI7iGhFbYSIjHYPk6XjyKLLhaEkB85Wpt1sVaiMSv/0z5WpQt2XaoXbKwi0oYl12/UY8N2JGUwjXYluiiXm8D/V1h2fiDhf154cqNCWY6OakrsSbywvRxxtMeqSnJbUliPE/He2iHjPvSK7wrvckpp+7XfqKInkQW71mu+6qnq/CWEMyav/sqvBRFeftwDmnmKrqUt519I7jYWmlhNOBzSxxRqMK2GIR4WDbecySLPT8hEebPRaKNZNcE2xNsH2IAHITavTL9urRwGwJp4JgtljauIMgiiK/nP4Wh+/5RCrP6ElWCYSCyRiy0aqJZFFw7sf0VkVp0pdsbklwNf15nIbO0v6t6bDBIWQhe6HUTQiqkzjPtc/re0kwK5iQwlXUwRC66KZqmxz3JLU5t/ZCVXcarxRyvlJO8K53huK0E1wfzWT4xdYFXrh4hFGv/3VXhpSjK20OaII1ckwuVt42FWPjM7QvBBfVA5Ibbcy5XdTNfuUqbdU+iXYwqjxbKJsQzXX7oHV/hP3zpW0iuOmxPyG6ClIvuVWiAKSO2N/qSwdsEWbL0nAali7Cy+yZ1j9ni9m4XOYN5aZWLs8PPnQwSDxlZ4uFm9u2zat/boRqBsAG3a6X9DE43QvSGaCP9XoL3hkZW0OlXKzWTglu9BiaLFMGSiue0frC4L/AxMBd7PNU7wwvdUzzXm+e9+WvMx5Svdx/hU5fupywtUYWXoii7CiNIkkBTB08qbw97fQ7XiohU/VzpJlILBXxW9XLdccEli2JryyVwAn7BBanWH8SLh1spiXj+p+/4eX7l2uNcbE9w+ZNnSObAFCwInUrsRWwXzOozT0fOQukirDEGapeUerrB150/nmjBj2hO10bcrqpENd526YcdsOgXf+hLSwcWxJeVSMMVzJVV8seHG+cZM1pmuNe55uf5Rn+cZ3p383z7JLeKBnNFxm/GR+mUCTe7DWbmc0Lfrutkq/BSFOXOYQRpNCDd5keXirIF9qXggioqPneEZBeXFg6EVu1KbTvYoXZB/JCTFG1dbpjBtz75Ah8af4H3pNd4Or+bz796Dy6LiBdMUpcZllQOhghlA2wvYodE2UFmibt1p8oJh6lndG2oNHADRLsBt8tASFdZZvgYghCCYOrywyXiq0jIXEnfW4xExo26XXsdHwOvlwkv9E/yYucEt4oG17pjFMEy10/pFY5e4Sq3q1z/xarCS1GUO4M1VXKhii7lDrNvBRdVP5dvJpu6OY4GypZdsTxtISlwsL1BudwqCX6DyPVhFkoFBzHvK5TJbYdKNN5ekhhS6hv2yBffuIuL7Ql+4tzn+MD4y/x8+70LPUIS6vVD5X6ZEgjgs8r9cl0OpvgaSiccyTyvrR5DMugfG902/QYCOfygf2y522VY7PGCutxQljzmS0vhAiKRTpHQSvpc7E7yH2bv5QfHXuaoXX2grrK7sWI45wqeikIZLF2f4IOhXSSV4AqGou+q18QaMfIDVHgpirLzWIO0mhqiodxRohFIE2Ji953gAghpHRW/TdFVuRtbLfm7szfnw/1cSx53QwN1BcrrOW/JJM27ezw1dx+SBnwzEJ2AGGy3FnB179DAAQtOKBtV6eFei4rfKm9LWMZydkJw1dv1GUSztpKuSlRvLzEEloqumugNJEtfIEVhSayn7y2tBHrBcbGY4oC8jPY1x22Le9JrPNc5RdcndMqETj8hRqHbrf6NfmMvXBVeiqLsLBqiodxhFgRX6oh3KOb6ThPyZHP9XKwgugR8KuuHJQwiyQ1V4tvgVzlW8ewLUeo7GaG+Qj/XAgMBlUJIYn2skWNTc9zlbvAU95GP9fCNgsdOXeRrb54hvNrAdgXxtStnIZTguhAQYqNyvsSvfDh7nhVi99+OYxiUhw7KT0dNVS65vugKySqiC4jJSgPgVtiON/goiDf0g6WMhkQ8meh7337gO/JZrpSv8dz0CTpFVbnT7SfEUD2/w71/a6HCS1GUnWEQotHI4e2Op1YOBNEaSNy+FlyIVP1c6ebc4+WiK1oo8zVCNYZvzAdOWO0ezN3nQaD1uq2coXJowHBZOUejdIuirWPiVwp3MFDmVelg2Yj4PBLygJko+DN3f5bHU8+v2x4PHbvKkWyev3Ly4/yz/Lv4zeuPExKzELQRDfhGJL9qSOaAsna+eou9YPuBTblbG/kV2sh1kcV9D8TWYknrBtbfCrWD5lfr2RpaZk3RtbzMcEAQIrev5r3BmUDfW8pgeCC7zKTRIKn9QDsWvNA9RbtI8UEog8GXm38Bq/BSFGX0GEHStBJdirLDRGuIWUpM9kck/KoYg29ubj4X3C66qgAKWbjxHu5rWXB/lpcdDgkcd7TDfcev88rMXSQzQjIPlIsDhkMaq0HF5aIjtmnqmPSF8rOVBOLgmDLoHQpkd83x+IlLfO3NM6RZyZfn7ua7my/xAxNf5QcmvsqDruAX5+/hy1fPElueMolIs2R8okOv7/hLj32Kf/Tb3w9v2YVzKnOw/Yjts3fF11Ay4aq9W7L43C8IpPrfNRmeS7YKw9sZRVDGekRTu1hrOV2m7ularbxwsK1ka58gFN7SD44iWnystmHFMB06FDEwafIlA3iV3Us79Plcr8Fvz34rz86cpO+r563fd8QtvKBVeCmKMlqMIM0mJPrnRdlZorPEuodrXwsuthaiAVT9Trc5Xaa66awjwstmJY5MMTRTKi6uHxyErCr16z7U5VvPnef7j3ydn3p3xoUXjxEvWbJpGDSzRJGFEjaJlQgTXw0rXiLC4tLjrNZdVn62ikgYBGUEC93Tnh/94Of5ockvYSTwyUOP8NSte3DGkwi8t3YHb4Y+s77BB0++ygvN47x85Shnj9ziv7/3lwH4leknwFfH7jNwoTonnwrRVOJrz5QeruRYrrDMtkv91k/PvqMMegDX6umKrvpwYKUgjaXbirCBuV8rrhuFXun4RucsiXg8whl3k/kwgZXASTvHvc7SNOmWtq/cOS76Pp+aezevtY8wW+QU3uCDISzv6drgn2a9M1IUZXRoiIZyB4iuTijcJ0OP1yOkjpDbLfXhlI2lPV1Fw1C0IKRCSKBsQOMD1+j0UvjKxKL4YukNeXVDGxGJHM9neW9+nh859zT2XOQf/c73YwuLa8PyJIGBCMOBZ+XBwcODgFcVloMStYFQqNcJGUhP+O0LD/InDv0eF8pJ/vTk1/iTE1/lxXKMXARb99gctS1+fPI58qmXeOlIyc9MfRuzZc4DyQynbJPPt+fAxIVzLnNwneoYB/O+TJ/dGzk/iOx3A9dyjTLSQbnhdv9Ur+JkLbhgd+g6DVyuaOPqrpoMOWHr/SoJxLXKFE1ccRPWLv4CBIRnZ05yq2jScj2+ac5w2M0zbjvMh4xxc4W7VHjtOnqxoBtLmpJiELrRcr0/xq1+g8JbYhR8MLe5XWIDsVz/F0qFl6Ioo0FDNJQdJBpZ7N8y5kAILqAaipxtTXT5zCyZ0+VToRiDmfvATxRI13L8wWvcNXGTr5w/C2MR26nLD22kf0+Pd959gW+8dhq5nlbBGlF4V/NN/t30t/CfXn2cfuEwHanSBEMVTrFWjNuag4NrByIOlbkt9AGZ22/ufQrBVrO5rt8Y4+9f+H6udsb44NFX+OtHnuY7coDFGG8fA+3guRAiTQn8X459gYu+Ty7C7/Vg0rZJjncIt1rY+jhDCqa3eOxVCmLd++V5+wXYRsVWTayTHwfpgdFW2xiI4IGjtzwoZeCGDfdpVfuuFqrcyXq9ofJDCbIkhIU4whCW4XN3awuu6KrnbT2Xa0BIw8q9XQNW+JmYgK1PPEQIUej6hJkyY96njLsuxZDSnQ3X1z8Q5Y4yF7o8W1gulUfoxoQiOp5pn+FCZ4LCW4pBkMYKLw3jIn4DJckqvBRF2R4aoqHsIEsE1z6MhF+VOkQjJptLLhwQEiFki+EZ0VTDhnuHhBPvusRY0ueusZv8iaOf4+nOPTz9xjlCM9R34xCySHOsx5889Tn+3sz3cTOOg4l85KEXeTJ/g//flSeYud5C5hxJTxbcqLJZz8YqWF2ALRNYccjBgo31AYWEJQNx43TKZ1+6jzQvCNzPB1ovc8zOAvBA4pk0DUo8n+yc48vtuymD4V2tN5myba6UE/zS5Sf48dOf5Z6jN3jtxdbCzVNI6vCQoRLDaKqBy8bHxTlgd0qALbtuGx4BIIvR+T6rgkSiHXI3LfiWx/QMtiOYYmULa/lzE+uevvEHb3F0bJ6XXjuBveWQQjAlxIECc0ObibKQhElgqQO60XO3A/G3AcHl4sb61QbnlK5fYmjc7Qfr6jleAEbASKzmPZUpTddntswJ0WAlYCRwvpziXjer5Ya7iBuh5EJ5lEvFJNfKcabLBhe7k8wXGVCJ6dUQiVV9crH2+5QKL0VRto6Raihypm8cymg5CJHwqyKCbySEZGtCsxowvFSwhUSIBtIZuP6FE1yaiNx4oMn3HhrnqJvhDzz8DX6r+SCzN1rgBUk93hu6IeHJYxf4cjzDPVM3+IsnPsFn2w/ywtVjSMcuCJJoY/WchUVHZXBTPRy+EGqnZOBW+Ay6J0vsnMV1QEpZTEVc6d53KIlu4R5oIAr6htJZLs+O8Y/Pfw/3jN3ggcYV8rFnmEzBYZkPGa/OH+FKe5zfvXQ/RWnp9BL63YS/feGHCNcysnLxusVasAxKDocJtpp9JiFW/WvlDrhgK4iNaij1xn8nFvqebBWOYp+Y5t0nLnA4bfOrzz4GAsZG/ua7f4PPTt/Pp59+B6ZdJT6u2tM2CKdwkdAIvP/U6/z907/FT7g/zFefvwvpGmJfsD1ZIsArxyku6Sdb4o4NGHrdDEyihXU3Uia4BcEFlehaN1DDRsQufZJFIolb+WINhBfAvE/JyoxMmsy4nGvhupYb7iIS4JZvcrmYZM5n3Oi3mKtF1zBmFTfUpgG/Tqy8Ci9FUbaGhmgoO8AgMANnDp7ggi0nFw7jc3vbzWaw1Y2s+Eh2vfrh/Yeu8f944ftoJAUfPv4y/9vj/4bzxRFe6R1n2jf4+q3TWIn8n45/kp+xH+LHjvwep22fX7vyGN35dDFMwwKBJQ5KFKrghVVaHqKp+rOK8cCPf/AzXO2P85+/8ASmI4ivHBHbkUU3aTgIYvimZxBLbiNEIQYhRmGun3GpM87p7BbH6r6bl8sOX2+fZbrXYL6fMtfJ6M2nxMJUoRpdUwmF5cdqF4csr3wugjdAsjRMZCA6Vw0UgSXPUxwSpIOQkcXvt/a7EJLqOg/Em88jJsJ/f+ZXSCVwJJ3j9098hc+3H+D7Ws9zrRzn02MPEEJCdNWcMyll8RxM7bLVaYAxjdjxAoB28PyNc7/GPzK/j6+eP0sEyss5tiNrhpIMhFQcFjNb6T1bXna4mUsmELIAdh3VLGBSf9umk7TEmsUn2pqAqZ9sHwxlsFhbAjDnM8Zcj1u+RfF2l6oqC/gYuOwTrpbjtEPKjX6LIhq6/vZ7HGcCYsLCDK8BIhFJ1xbuesekKMrmcQ5p5hqioYyEaASsJWbuwARmrMSWkwuHCIks6euCQZ9U1WtTlX9BdlN46gsPIQFuCPwfrx7j4+ce5q6Jm/9/9v47SrY0PetEf+9n9t5h0h1vq06d8lVdXaX2Ri211GpJSI0MF2QQCIRAIOAyDGOAGe4wLIa5uIG1rmB0RziNLoOQBuQANQK5bjVqW21Uvst0uVN1Th2TmSczw+39fd/9Y++IjHQnXWSeNN9vrbNOxo6IHTtMRn7Pft73efmx05/gqF7guyYM502LI8rwV07+Op0g/Gb7TrrOIGrRTfAmoIsyrGMjZXelACgX2t4GPnX1bv7sHb/NtUcbvHDjGLUkZyzp8vxXzq+7aB8ERFQLZqUCRnmUBJQE3l57lSlVjrW47Br4IIgEeoUmz3UpujyojhpE4A8W7cNOXVI9t3XMkOEwkT7iw9DPK1+LxSu3LrBWMJT82Bc2vjJWWtfr/Mrco5y20/ylo19gQtV4T/oK15xwwt7k2LE5ruYT5UDYIGA9dBUyfCZfQUgdFy+8xbuOvsr3TX6O06bJaQONc/+Bt0436QTLX/zdH8DdSFBdKctPR03f3dJDwm2TL2Gwlcu1kfsZj1omzox1JMvcLqOWvtE9r0kr4VV4Te41s67GVVfjDuNQLIbARHafPDie6hU83rmT2aLOTF7DIxRerxoZLxIwxpP3Vr5n2tz6sxSFVyQS2RzGII1aDNGIbJuB4Mrs4erfWoVgNa5mtrfwlpUlhv3tgx8LoHJv6m8oilpVttfTXHNHuD7R5H9pfYwL49f5/uOf4326nD/UCQv87OxjfPrGRa7ONxAF3npwZZ64N6BCwGWC7rCm+BqO+/YW9LEuqS54KLnM/3Hnv+OLp8cYUx0+27qHf3jkJO56gjhZWfY2XHJYnWEW68lqPRppj8m0zZnaLPfaa1ip44JnUvX4xvHnOJvO8H/dfFclLECKUnxJIWsKqyBlaZ3ubP5tGRbSOzYweJgqvc8NVbD1XUHxIF3FP33ig/y5R3+bpiyWUR3TDf7Y+Cu8fOYYv7DwKEWhsdbxxx/4DM8unOLxy+eYu172v4kJ1Mc6/OULH+cjtS7Dy8nH0pRpN8tnu1NkjR7tlgFKB/uW5YubeH59sYXamrsVBDChFGu3CtEYxgR0ukxgWUeW5IPeLigX5akp1t1d11tezE+g5DJHVZcJJUypWhRgu4wLnteLNs/2znPDNeh6Q8+Xn2clZZJrX3yl2tHNy+tSW+DcKrHywK2G20XhFYlENkYM0YiMiKDVYmDGYSwnXMZIRBel6FptATqcdKccqCLgjZTR6AokCE4Ckgu+bbgyM8aZ5iwA3VCUwgpQ4ul5jZaA0g5nNQEHPYWn3I8nQFbue9jdCarvToVBGV0xWfDfPvYbfLD2AmeMMKFqXDSz/LPp9/Orrz5Ulg7asqTN9csYw2LqYtAQUg/WI9Zz7Ogc33j6BT4y/jSfXriHpu4wFywueLQo3p5kPGin+bS5yc/rrxu8VpILUrmB5YZAEFmxdgqm/Cfrr6lvH6uILqiOvf8xCKUufrM3yXzoMiE1oFyAfqJd583uBMfGF1AS+NMXPsl31F+jeeRZ/sXEeX7i2Q/T7RqUCjSyHs91z3C3fYoLpr7k8d5wwj985aN0OxZ0GLhRTlMK6X4f30bmE/fLSVW/l5DFPkEdqutXiYgPDFy6oMKiky4biJMfRkpRv7zE0CYFqS2WiC6AzBaYdZJClARcKHso3yimaKkW11WX87rFCV2P4muXmHYtLjt4Lj/Fgk/perskeVKJr96r8p3Xyg+EmEggTXM6Hbui5PBWROEViUTWRwlSq0Fib/eRRPYxwWiwBp+YQ1tOuJztxMUPUwobWX8/AXS3XLAqJ/hQCYl08XqRwIemnucbsxl+ceEsDdXlW2s3+CPjX6HrLf+p9yBKeTrW0ZqtEcQTjBB0mYiHhCp0YtjpWSwD89UAWxT87Kvv5ouTd/LeiZf4w2Mv8UoxzgsLxyn6sc2pJ2ip3CgpU/JUINiA1Au08SjlybKc95x4lb9x4rOkYngo+SyXXcop3UVLc8lLcLmY4Oz4TeYWMry3iwv0of60YECW9XQNgjb2Qoz8aqwhumBZr53AO+54jb949FPUpUbL96irBC2KC3aGe+tvsVAkNEyP4/om41Wp5rhq88iJNzmRzfHy/FEAnm+f4Pn0MneY1qAta953sJVIF1W9X0lA2lK5VQFX3ViGxNGKYxYWHa3quMvnUu4PXWXTr5a20Q9cWf4na9BQtuaruOR1QgdU4paEKYjypGmB1SutO6M9dbuypjJRi7et6aXX33QZY6pNy6dcwWOlzTHdWL6LyIi55hZ4w2kuF2PMuDoOtUR09cl0zoIvvyCNeKz29Kp5XUZ5allOt2dwG5jhBVF4RSKR9dCqFF0xRCOyBWL/1tr4zOLS0fRJumzj+xFfujtOqhCIKnjBNxy6XvDAybf4jsYz/ML8BX71+tvxQXh+8mV+fPIpfnjyCygC8y7lnY2X+V+f+3ZuztURCZw6cpPXXj2GmtOoXMrepn4yXX8WV9/xMuV1V26M44JwV/0aAO/Pulw69hWudz7AwnxW9mCZUAYm9J+A9Zw9Pc2P3/UJ/sO1t/PGwgR12+NoMs98yKmrhDtMkzsMlDllS/mO+hUeufMX+AvF9/PC9GmG51f18aaKxF/uelVJjFspOdxRbiW6FCsCST4w9SJjyvBMnvN09zTfUn+dY7rBfbbBj0w+zifSt5hxdfSQc3MxeYv/+dy/5y6T8Xs9x6/NPcJDtUu8I72BlVIo5MHxywtn+e2ZB7jZSVES8NaXoSe2dFX7xwv90I+NqdigSiFuJzs8du4Sb8xPULM5872Ea9NjS3pxRAI2KXjo5GUuzU8wPVfHFWW/TgiUx9PvYVs+V0yBaI/osFRwScBYt6rLBaBVYCztDkI1+ljtMJXwUgQaprvk+jwYFnzKuOpwM6TM+ZwJ5bASe6h3innf4YpT3HB1WiHFDdUA26EvAy2BuslpFcng81WzOblbHKCslaeW5hTWURQ6phpGIpFtEEM0Ilvk0M7f2iCjFF3BrAzUWA/VK0MxxAkYKCY8f+Adj/NmZ4LvOvZlrvqU/+vS+7jWKkvIrnca5N7wJ6e+yI9MPo4DXsjHuXNimmtJzkdOPcfHxr/MfyPfxyuvHiN0dbnIHl7UDjkXIakciVCmED6YvUEqFiuajzVe5+qpJ/ip6a+n46QUX0FAle6Dto5m0uUd6WucP10Ooe14y5yvYdeoIXPB4wk8k+d8fO4RAF69NjVwW1aGXgS8lsXywyG8rcTrGimHu45AUWPNBMlBTxMMEij/6XMf5Iun7+B4Ms9MXudyMcGPTXyVuko4bZr8oeZ1pv3rWFHoqhTxnQnoSmA9aB0nJx/ntK4PtgE8k+f8Xus817t1EuMw1hGCUPhS8BBU6V5ukpAEgvGQeE5MzvOP7vyVwTmcX124k5+Sb2ChmwyciMQ4zk/O8Hfu+CWezY/xs2+9j6eunmKhlZYLZhWWrICHpdLyoxPlsdZhtF+SXDiM0Z6xtLtqiWHTLgqtMdsZLOyzobSRTrCMU6p5D7RCb1ACGhktLnhmfMGMr696faoKElUM9Xl5JtM2053y9oly1GxBq7d4UkckYLXD6vLzvlbcPEThFYlE1iKxSL0W+7kimyL2b63DNmd0rYZLNj9kue96eUMZkd0WjPL83fP/jk+07+S/fu77uXJ9ApGANg6rPa90jnDVKR5OarjgebqneWTiDfIxzcfGv8z91vMX7/p1/oeb30N7JiMYKWeC5WqxIqwqE6QqQVPakZmC1/IjwDQA15zjK3PnadbKBWveM/1EeUR5JpodztZnmfUp35D1RVUH6GBl5WLKBc+XewVPdc/wbPsMv3X5XmYXavRads0yNygdpMGg37Wuu939XgqK7Baii2qmWv/n6nYL0zU+072LsWabI/U2AJ/LXuX9WZdULFrUinK34b6jukpWDP7thpyX8mNoPE3bZTzpUjhNR3u6Ysm9JZTdghsWX8EMfV6knJPUzg2/2znJ9zTmAfhQ7WWunJvgkex1/vPswzxz8xT3jF3lx499ggumzt22wwfO/yp/SX0bX75ylnbX4occC1hdbGkdMMaV0eGrOFzlYtuTaEdqihVOF0DDdklUgZbAmOnQ1N3qtfQ0b2Gb5mEjzW+RrVDg6AZwy8ovNB4rDhcUk7bNjV6DIii0BBJVMJG2udnLCEGo2ZwAtHsrHXWpAjnWIgqvSCSyFCVIkpQhGpHIBunP3wo2lhOuyQ6Irr7btRVUDlK5Nz4tFwqfap/n/778Lt68PEWoopJdqqDZ5ruOfIlMHN2Qo1B8Y63Fu9PPk4qhrhKe6bX4+PQjNGtdikLhvUIok98680lZ2xhkEG6gM8fkWJsfOPd53ld7CVsl7NUFzmYzvFkbp3AKaxyu6vlKbc4P3fU5/sj4U2SiAY0WdcuxT/Ohy+Odu/nk9H28MHOMm62MXtdCcev3IaiAT2TVssIg1TDizu0TX/2ByLdMSuwHUMCg1BMAJxQ9TTe3dIucPCie6JznHvsU58zWenlbPieTnAvZNe5Ir/PAiTf5NzfezeutSc7UZ/nka3ezMF0rxZdSi47oqs+tElxD0e1iy36+I/U2jySXgbJ37w5T5y9MPUsqloeST/KZsbMc1fM8mCyK8BlfCplG2kMk4Lwq/zlVOnGUowjKf77s3UlytISBy6WqxbSSgA9SjixY4wloVYrPTOdY8YzZRdEFkEpBJouOV9J3wSSPX5+7wPBrXJcuM1LHBUVd9eh4ixXHkWSBmbxGzxu0BDKdY1LPzTwjd5qm7WGVp5VbitWSDdcgCq9IJLJIHIoc2QRLygmVioLrVuyA6ILS7VoP5QIrR7723ZyA6grBBD55+W7+7fRjGONgzqD6iXA9xTXb5D/Pvo2f7Tb5kZO/w3XX5KO1N5nSi4vbi9ZyPptmdrLG2VMzPDlzhgtj1/m+o5/jf/3ad/La1Sl85TIIkKQ5R2otHsou8chQcM8xXeO/O/Y5/plZ4JfyR1noWYwuZyWNJ13mXcasDxyzGzs51JSUj9a/yqdn7yZ3iqJQuK5esugPsnrQnTcBSWTVssLbKb6GByPf8nZDaYZ+jaCJE/U5Hmhc4bi5ua1jaqqUO800R/Q895qcKV3nnpO/wazX3GU0f7JX4wu98+RtOwgwwcvSEBap0geXl2r1y0yN52i2sOSrphTe5ZY7TJM7mrPkwTE8hfmqTzmWzDNdq3PZj9ErSnG0fBUsEqjZgvcef5kL2XXmXMbT86fxQTDK8UDjCh7hxdZx2s5SeDX4TPdJtBu4XDWdM2Y6S/qG6qrHMTs3uGyloC7dsqRN9dACNqYa7ihaSpHbCimJOCZ1i+tFk6bu0PLJQHwdT+bpekPbJXS9IVWOVBcsFAnzeUpKGbKSO00+lGyoo+MViUTWRSukUY/9XJF1ieWEm0QpXGZGLrqCYtO9XUt3UA0M1tB4xTB99QRalXrEVumDwQTwgr+a8cudx7C1nBdnj3K6cZOjZ3+Tj9QWF5SpWH5o4gs8UTvBB7KrfGLsNBfsNY7rHvdPvMWNhfpgBo4xi/0QL/VO8N700mDxbEUz5xxKPCfqc8yastdFUc5Hmi1qfKZzJxPq1RXlcC3fI8dRl2QQTqBFcc7UeHTsNb54+VyZPjZcYljF2681X8olZaHjnhBfVYiGt+uLrv6sM6jmXpmw1AGTwFitw4+d/gRfny0AYLfRV2RFc18lhrWUD3zONDlH+b6kuiDLcoJXOFXOjkMWo+Zv9TxU6tDakyU5M90aPzPzHr57/Es8lqar3mV5MMU7E83k0U/x5eYZfvrSB5nu1OgVeiggIZCYgswUTKUtvnniab6z3mHed3iy+TRf7Z0E4KP1lxlThl+vHeM3Zx9koUjxyyS7EU9N96jpHCsOLR5FwIqjrrvUVQ9dRWhaKThq5slUzlHVJqsW7HVZJSUlMhJU9T1zXHW5EhSdYJlULZxWzPmMKbPAdNGgU/3ypKogrZo9M5Vzwt7krXycN7qTzPRqdJyhoyy+6lcFYqlhJBJZh8QitSwORY7cklhOuHmCVri6XTJEd1T4dGNvgniQEFYVaFJFo5sW5dysvpjTIC4QcindFQIsaHIn3FAN7hyf5nIxiQtXl/T+3GWb3GHm0dLguxrTKAz/duE4M70aY1l3sCARCTSSnNQUjKkOnVCQVov1PDieyyeYLepMJW2M8rSKhEQVHE0XOJHc5IK9WpUaLnLNLfBSkTDjxknEcVwvcEYHxlXGl3qeN3uT5IXG52rR7dKVsLQBdYsByhsRXyqvAjd2KGo+mP7w6Y3d3tvF+VbeLk01RAVM4vjWM8/yjbUW6YgW+mvNn0rF8I2Tz/HGwgQvd8v3OZhQOo9u7ZJDdEClZUhHluaktsAojxZPuolJzFoU99kGmVzit5s3UDJFu7ADt8qoShxpx1TS5ryZATKaKuN9GbwzvYLHk1ajCR5JLvNSdoJreZM8aPKgseJIVcEd6XXGVZte1XjXUD0cgq/euF7QJOLIVE5duoyrDkd0ZyC6jigTEw13ECuaMVHM4Tmp28yFnE7QKPE0fJfrrkkmOXM+o+VKYa/FU1c9TtoZvq1+GYCPL5wpg2TyBm1n8WHR/bRrhLBAFF6RyOGm38+VpTFEI7Iqg3JCq0vBFdkwOym6Njy3CxaTBVcbd1SJMgpB5VViX6//GKXoIpTphz6A00KRa7796JN8d+MSBZonumWvikO4aIpB+aEVzbRrMedqHEvnKYLiqmrSc5pEO8aSLpNJiyfb5ziq5/lQVqBFYUVzRs+RqZzjyRzjpgx/uFi7yqRu8Uh6ibcnGbC01HDOB17Lj/JGPsWNooEVx6P1V7jXXucnr3w7T10/RZEvdbuCXow4d0k542wtEeCSUrzqVcRVkPL+XoPuLQraURB06XIFvQGXq38ftSi2SgHGYpqk9ejMkaQFT908zZWpz3LHFvu6NooWxQ+NvclXj7zKGzfH6bSTMp49KwhB8IUQhnvuVEB0QBuPTQqyJKeW5Exlbe4fu8KPTn6B06a59gOuwYTSnElnmC8SWjqhVSQ4rxAJZLoU9meymRX3s1U/YZ8Lps4H6s/zu617aflStNZVjzN2mm+rX6KpUuZ9F0dgStVohx4v5MLNkOKDwkpBJgWTqkddQItgUdSVHZyAiOwc4yoD32EOz6QUKAoy6QEL3PA3eK0YZ8Y16Az9XhzV87wtuc6EKj9331a/xCkzy02f8bmFu7naa+KDQonH3OKkQBRekchhRQmSZZDGkobISoJWULlbsZxw8+yk6AI2XbYofnWnRIZEme5Vi3u1eB/dBVUILgtIGUuIM4bfnH6Ab6u/xBd7k/zsW+/DKseF2nW+ZexJPjikz5sq5X21r3HeXqcTLE+2z/P0/GkArHKMmTK5Qi2LDjyuA3elb/GGmiovmzk+1ni9KiFcvbfLCsy4OteKJvNFys2ixout4yy4hJdnj9DuVQ7HsHqpHCEoRZhL5Zbiy9sASlDd1dMOgy6j3cVtU4BV5Y/ebk5wQTVrLGPQR+Vt5XqlHqk7TOKwSUEtySm85vOdM6jsDU7q2o45Ld2Q81vtJq93JsvHLXQpgindT21LQTiMVMNpp+pt7p24yrdPPcFLveNcTK5yQq8eBb4erxRCqnImbRsrnropzzKkqgxTOGlvci65zqlVhiMPo0XxYNJmxl/iuitdr0xy7k2uMK4ytKgl/Y9NybjHdrjhyyTGuggTKsPK5sVjZPv035/x4ClwmCqkB2BKeY6rOS67OW74DIcik5yLpscxvfh+Tek6H655XJhHy/M83TnLvOuX2kbHKxKJDBOHIkdWIQ47Hg07LbqgSjPchEt9i3VAGfUOUAmtYlmbjzhQXcGnAd0RvNE8P3OcP9X9Q3SdYb6XULc5x5J5jqgOUOeaWyATTVNlPJzUeDjJcaHLw8nj/E5yEYXn9d5RtHimzAIXzDx6aBE6oTLutleZVC0AHkmmB2ea18IDLZ8yW9S40avTqhrgb7TrFK5MsFv55CkH+/Zk0P9Ulg3Kmj1bXgdCrbzNakOWYUiA+er1K6r3YPmw3qHjQErHLOilAnhTSBW60S8xTMqwCp95jp+f5gOnvsZTM6dp55bxtMNU2uKZzhmO6vK92wnh1fI9vpoH/uPsI9zoNki0I0tyuhIocr0k1h1KwWWMp1nr8gN3Ps6jtVc4b25yn23QDdfJg0OvIb7X47z2nDSzzNuMpu6Wi2qV85Gxp7hg5jmiDApFXTXW3VddkkGYSIJnQuWc1Mma5ZZNlVGrfhHXuk1kdxkOZhneNqXrTGlKxz546iJMqdX7H7UoHk2ucVQtcKmYYsbVSW/R8BlXXZHIYcMYpFGL/VyRAUHJorsVhx1vi10TXZtcH4tfo9YwVIKg2p8UDEoOh1FFX+yV4uvKS8e4XC9QxmMSR6/e4e7sLS5ay5e7Xb7cvYt7k8t8cGh9rEVxt21yh3kThfD57hUuuwkmVYv6MhFpRXO/zbmipqkLGyorGxNFJxhm8xozvTrdwtAuFqOevZfyFVBhabmh8UiuB85fUODSgJhygPJqrlVZWhjwpnTI1qosCqpf9jfkLq4mvNTifrdKUKXo8lVYhU+qgJTMoZsF33r2Wf768S/zK2NTnDIzXHdNnumc5aSd5U5zk/o6wnazuOB5uWjxfH6UJzrnmMszVDVoViSQJTmuGhXQj3TX2qOljHTvJ16WAS6lEEple6V4U7rOfckV5nyNbvUhP2lnecAucEJv7vlb0Vy0VQCDpMDqQR/DRMG1v5jSdaY2cLtzpsk5Ay1/jRcKv2Q49nKi8IpEDgtKEGvL+Vyxn+vQE5SAUjEsY4TshugC8Gbz+7+V47Uc3eunJS7bRwGYUmRIVwii8UbR62nmvPCpmXu5N73Mb9x8mOt5gyu1CY7rL3O3qS1ZcPZdlbclHSaKt2goz5RaWTo27BDcijw4nslznu6e5ZX2MWZ7Gd2iXN70XPlYIQi+ii0X6wluSLlWZXiqowaXoQp/0JVg8lI+b9+/XN1GlQ6Z+DJ441Z5D0FYVfuOgkF5YRXDXgZxBELdoRs5d5+8xoO1N1AI39OYQYuiG2a5w0xzxhSbFh0boR16XHZ1ZlydrreoahZSVxkS4+gVGq38YE7WMGNpj0Q7vtC6i/emX1xStrddzpg2N5PLzPnSwbjbXuXoGm7GesR+rMgwdZXwsPWDoJTViMIrEjkMKClLC5P4R+KwE2dv7Qy7JbrKhLrNlRnCrZMNV+BL18sta//sryX6AkR1Fb5aNOctyxdeP8/Xbn43VnlSXTCb18iDXjMIoakyHlynxXQjDsGrRZsvdy7wYvckCy6h49b4nquUpDIep9XSSHkd8NmQ+Bo86epuKpRzpxaT2AdiTLly/lSoBJjk5badSjdcfnzeln1cA6EslegaK3j3fV/j4bE3+ZaxJ3lfuvT1TMXySOLRsr5TsxWsaCZVlxndxopj0rYogqLjLI3Qw4d0xeDZ/hytVBckquCYmSOV0S5VjyjDKTPHZGgxJjn32DQ6UZGRsVr54jBReEUiB53YzxUhhmXsJD4x+ExvfZ7WZh7LrDHpdwOIZ8MlilIAtxBF4qVMBOwJIStL93pty3Ua1NIcpTxdZ0hUwY1xDcU8x3YgvMEFz3Wf8nrvKC2X4IKsGGi7eNABQlluqDOHa2vwq4ivrlpbNPXdMAUh8YQqFELNGnRPkDyALssaVVG+jrJWeeF2qOasDSLjh3BpmV743vtf4v9zx7/jhG7gwuoidicFRyqWu0zgpL6OJvCEnKOuezR0j5cXjqAk0MoteeU+auXJTEGiylLEqaTNB+ovUldb6+dai5oknNJteqFgMka3R3aZuBKLRA4ycT7XoSaGZew8uym6oOyz2irDvVwbue1aSYjlgVS3c0IoBEwgFApXaHrak9rAXDfhih7nn1z/EBeya3yo/lUumu5IIrO7IWfO93ilsDzRuYNuMAPBpSTgqp8TXZa0iQSUCriqqk0koGtu5RwpHfA1B06QQpDlg5ZVKMWWCmACp85M81/f/ev8j1/4XorrKaor5TywPOASEEsp9hxLSxW3mnSoqr4tvVJwAQRbBoQEHXji8ml+Yeo+3ld7iXtsoLnFQIrtUFcJdRK+IZvjuH6GTBxWPP/sxgd5cf4YVpU9XsNY7Ri3HY4kC9i1BqttAy2qEqM+Ol2RXScKr0jkgCJpEvu5DinR3doddlt0lS7H5ssMB3ffzBo2rBRea7llUgjBhIGYyHNNYspmp57XXO6Mo/H8ZniQy9kljus5HrIdmlt0MuZ9h6uu4Iqr8ZYbY9bVcUGhJKCrPqIFX5bP9YMcQhC09rhi8Un050h5L+VQZTcUNW8CwYQy9KG/TaroeRWQxHP6xAzfdOp5PpRd4pFzl/hS9w68twQVUKrs+QrV/YICBgEbMkg4FLdYwkkYmHKLzloVK4+qRN8t3vpgqkHP1f3b8yk/+dVv4D9OvY0/e/Y3+abazqQWboS6Sngs8WhJcMHz9vprFF5xtdek5w1FJb4S5TDKkSqHFccXu+eZVK9saWbXekTRFbkdROEViRw04nyuQ0l0t3aXXRddUIro7TxcWCPZcM3bD/1clbYNXx786GWQSlfeT3BBSLXHVD1gN4saTdPlajFOJjkzfpbmFj+jc74gR+gES8un2CrRwopDEWjaLkXQdAuDEU9mC9o9S2Icea4JyxwWpQIqLfcRQvlcREAbR/CCH0rdgzJ57+jkPP/4/p8tnSTV5G/e8Sv8k8aH+JUnHoVpizel2NJdYdi0KUVVWBS0Q8bfcD/+ptMNVRUdP+jzCoRc0W4nvGHH+e25B3lv9lkmZGshEqOgL3S0KB5LX2fG1VESuNZrLnFiFYEjyQJaPAs+5bl8HC1zHFW1KJYi+574CY5EDhJaIfV6FF2HiKAVIUsIjQzfTGNC4S5wO0QXbM/tgk06Xssfe1lp22plbsOfOwFSU6AIKAI+CKpScg3pkW3jedih+/aCJlU5mcpREmiYLloCk0mLmikjnes2JzGl85WmBXKLxDGlPGmWc2Rynr/5db/M9z7wFc4cm+HI5AJplpPVetRqPeo253da96GqJ33OwIfHnyWp9wiVACqTBqtQjg3Qn+28adHVD9MYCtcAwAtFrskLzWONV5iokvvy4LjmFph2LfLgBttcGH1Z31o8YFO+f+xZPjz+DCfSORq6R6IKxkyHY+k8VkrHS+PpBc11J9z0nV07vkhkp4iOVyRyUIj9XIeGGAV/+7hdoqufZritXawxuNevV30mZe9Qn1WH+wqIKRfuSnvqaY+G7dGw3bJ0TBdMmBanzCwPJj2a23BeJlRGK7RRUs580qEcwnwtH2PcdCiCpu0s40mbzOS0igQfBB/K8kOpBXo9g3dqMLxXJKCNx9oCozwnGvOcNdN89NibvDb1Ga66Bn/vlW+nlSc0ky7vmHqNi+kVuqGgTsI15/j/vvaNeC+E1AG6DB6pRJFm7YHM20KqMA3FkvLEwc9OyJ3majGOC9NoUVxxbT7bOUMeNEf0PKfMHJk46hI4uQMBKKuhRXFMN3g0ucal7C3eysfpDA2P0+KZ0G3GdJvkVhn9kcg+IwqvSGS/owRJEsjS2M91wAlalVHwcdDxbeG2iS5GUGZYseFI+X5vEVV6nh5yu5atHIIuHR6lA6I8R8cXePToGzR0l643KAmcTad5R+1lHrEtJlaZ2bUZrGhO6xoLvsWMqpMHTUbO6WSGlk/IVM50XmfepdR0zpGkhRHHywtHud6u08kNJvODvqLq6Q7mSY1nXf7I6c/waNKjqepMafhqfpN3HXmVNzsTfOPks/zg2JVKoNRxwTPjE1xQWOsoTCB4T1BSJiRSiq9+39fIUGXkf//1X3wyQwrbC3muea51ip8ImjN2mpY/wSvdY3iEVArOJdc5a6c5qlpMqnxX+8ASEU6Ym2g8LZ+SVx+6uupyxMxzVM+TSU5DeZpbnLUViewlovCKRPYzcT7XgWfQu1UJruhu3R5up+gC8KMISemn6W1kV5VrEvq9Q/1dWPBmuJeojFUX69HG0ah1+cCJr/HXT3yap3PN59sXseJ4X+0l3p5kwGgG4VrRXLSWnBsk4gZhGmdtj4vmBldck2e7p2n5lPuzN3hHco1/efNRPn3jItPdOp3CoJ3GV09NSSm8ajbnZH2OI3p+yePdZxv80ORn+d32Rd6dvYqVxefxpmvx+fb9nK7PosXzGpO0ZkqR4GsOyRVSSDlrSwm6B9sN6wumfF9WHcq8TDd5p/idS3fzVOM0qS4YTzo0dI+G6TJuOtxwTcZ1h0xyHN3tHdgmsQhH9DwKTydYfFDUVZdJ3WJcuhzRORNK05R67O+KHAii8IpE9ivGIPUMdJxBchCJ7tbe4XaLLigdr514/KBYdeizN5XoShdL1/qDegdlbDqU/UwmYGs5440OxxvznE5mAXg0gYQXcAgXd2C1kYrlTlOQyQ1a3uAQzugep02T+0LBPfY5rjnLfVaoqyYfaz7B19rHURKY62V4ZEkEvSKglSdRBZ9euJdEnuVDWTFY8N9jU8bUCxzXSwcOH9cp39Z4jseyVzln2vzE9a/nl776dnotC04IyhOMIHnpWjoFKi8HLW8a1Z/fFdYU0GHInezfpldoZtoZjSTHeUWRKHx15RGzgAuKMdWjuUPDlNdiXGWc0gskOBzCmOpx0ZTvrcLu2HDnSOR2EYVXJLIPkbQqLYz9XAeK2Lu19wha4dPbLLrUyvK+HaUvskxZIudq5WBhPEiQxYV9NcuqNt7hW+96ljvSGzR1hz889tIgKv6RpLR2dsqtKAMj2nRVgUUYr8oYtSjOmSbnhl63HMW5dBoXBKM8N3vZkhlSWnkmk3bZNyaeSdVesvC3ojm3Sqx5Kpa7rOUuC9Dk/c0X+K3mvcxrT5FrvFeDnHh306K6CicBMaCKqvdrvble/fldZg2Xq08Vdz+4qMvX31X9bAs9O3iuddOj7cogprNmmnuM2nVXSYviTpNQlzYAk8psecxAJLIf2PJXuYjcD/zc0KaLwP8ETAJ/Crhabf8fQgi/Wt3nrwI/CjjgL4QQfm2rjx+JHEpiVPyBJLpbe5OgFa5uV3WEdvc4djs9sfzXm/S4qYL7Llzmm088xz994oMU7WrZoALKeLR1HBtb4I8e+V3elggKhR0a1LsbC/mJDfb+3G81c81n+JTcz1yScTPNeKs7RqewJLogUQ6rHGOmwx3JNe6ym68HbPkez3dPcqIxT2YKmkkXH4TT9Zt879HH+au/9720rteRTjk3zKlQDln21ZDlZfsL/fld/ZdxnY9CsEvdLmXKy/0QkRCEdm5JTUHPG6x4TtpZ3pmCldvzdyUVyzkTy+Ujh4MtC68QwnPAYwAiooFLwC8CPwL8wxDC3x++vYg8BPwA8DBwBvh1EbkvhBDjaiKRjaBV2c9lo1F9EIju1t5mr4gugGB27hhWJBoK+KT8d+yha/ypuz7FRxsv8HM3H2Ws2WZessUkQOXJsjLG/V9Pv5c/fuR3eTjZXACCC5526NEJjkz0jrodqVi+LulxRH2FMeW54Q2/OPsOpos6vWpIWU31mLItHkjf3LCgW853j/0e5+0NPj9/F39o6vNctGUM+oIPnBif59VWgsdArgbJh6iNx86vRemMLopFsX4QnR9CKbpEAs4LhVf0nOZIUmB3JG4xEomsxqhWcB8BXgwhvCJrl2N8N/CvQwhd4Gsi8gLwHuDTIzqGSOTgEqPiDwzR3dr77CXRBduf37Wpx0rKNENvAldePULrzhQLHNEL3Hf0Ki/poyx0SmfEaE9iHEeyBS5k11gIBhf8hl2uWd/mjSLQDZpUhIYqyEOLKT2aAI7VqKuEB5Py+E8Hz8zY03xy/oFBlHmmck7Ym8z5jG7okMrmnJi6SrhPJdxtrvNoeonzRtFUDQBmpc3x2jxvJBP0uppgPUEL0lXbmrEGlCEnqV90xHRAJYvntZUKK+aX+aCoVTGLHs+KVI5IJDJyRiW8fgD42aHLf15Efhj4AvDfhBCmgbPAZ4Zu83q1bQUi8mPAjwFkamU9dSRyaIhR8QeCmEy4f9hromt4PtOOo8rerv4gXtVR/OQzHyJ9OOcPNV/g2xov8G8m38Z/uPwI3aKMiR9PO/y5s7/JN2Q9FHpV0ZUHhxVNHhweTyqWadfi6Txjwad4FJnkjIUOTvVoKrdrs6SOqxZ3pVeZcaXYs+LIpIcm0PI5qd5aCZwWxYPJUgFZl4TvPv5lZrs1nm+fJPSkdLoyV7pf+RbfaKHswev3dgnozC352Gg95IRJQEkg0QXnsxu8L7tEKnGtFYnsBtsWXiKSAN8F/NVq008Cf5OyVfRvAv8b8CdY/U/Hqu2kIYSfAn4KYMIcX6/lNBI5mMSo+H1P0AqqUsLd7tOJbJ69JroAvN1hlT70VPuiqz+/K6hy0PAvXX6MO85f56O1Nn9s/Gne6o3zwkKZDngineOMnlsSrz7MrG/zSiHMeWHBZwORddMfY8bV8ahy/pUUTOoWzsxyPOzOLKk8OLQEjuubAHS8LUM1dIsx1SFfN/FicyiE72u+xVNHXuWlK8cocjWI9w/JYvKhFBv//A2SJfuiSwdU6pa4W6I8Zkh4JcZhxNMwPT5cf447VgkMiUQiO8MoHK/fB3wxhHAFoP8/gIj8E+DfVxdfB84P3e8c8MYIHj8SOXhohTQbsbRwHzJwt1JD0NHd2i/sRdEFOxcjP9h///NZuV1QJSgqSE+3+K57niBTOX3/xFEOQ+5zNp1mLqx+csgFz+sFPN87wXXXZN5lzLlsMCQ3Uzl11aOpOxAMN1wTLZ4b+hrNXfi9saKZVHDW3KShunSCRROYVG0mVE5dRtdPO+87/FrrBFeLMT57/QLaOAqjIR96oioQ0kCwlfhysnoJolSCywQYjo43Ab1cdEkgTYvBcGijPc2kN4jNv+zG6Yb5TZdURiKRrTGKb5UfZKjMUEROhxDerC5+L/Bk9fOvAP9KRP4BZbjGvcDnRvD4kcjBQQliLdSyWFq4zxj0biUmulv7jL0quhhyn0a2vzWeozeV26XA60BRC1w8MsN3TXyRr0sKrGi0aCZUxrtrL/G+WuC8KQdRpaKAlQt3LYpMHDOuzpu9Sa7nDRaKMp5dSWDctOloS8snHDNzAHR8wow3nN1Er9h2OKpqTCgHOPLQIw8eJYIloa5Gl/L3hnP81uyDvDR/lJl2hgjo1OF8KbCWoCoXizIUY1D72UeWzfASkMShrF+6WXnStMDqUoxltqBucxSBpu1ixfOV9h1k8iLvz7pRfEUiu8C2hJeI1IGPAn96aPPfFZHHKA30l/vXhRCeEpGfB54GCuDPxUTDSGSIGBW/74ju1v5nz4ouylCN3erv6gs8n1DO7ap5Xr8xyS9Mvos7j39yML/KiuadiVSiaP3vqiNKca0Y42pvjAW3eHsfhBt5gwnK+U03iiYn7SxaPD4I86HLhGwtVXAzaFHo6hd3lMJj3ne46sq0wCuuxq/NvZtXW1O0CztIFxRApQ7f1SvFVx+hFFprXCfWl4Kruo1IQFTAWkdiCoz2WO3ITIGp7LOaycl0KZo73jLj6+ShFYVXJLILbEt4hRBawNFl2/7oLW7/t4C/tZ3HjEQOJMYg9Qx0TJXaD8TerQOC2ruiC0ZfZhjWOjFQOV1BQ35/i3q9S6dj+b77vsj/88jnmFJL+7f6TlQ35CsW63lwTPsOUyojD44b3nMtbzKT1yiGDsCIR4lnLs+oqx7dYHBV/5cVjw/7u717zhe8VEzwWn6Ur3WP82r7CN1iccmltSenShusFfieJvR7vm5FJcTElKmFSnmM8SgVUMqjJZAlOVNZKWh9kMX4fymdrrrpoSVQ02WioZViV3rqIpHI6FINI5HIVoilhfuGoGQxBj66W/sfEVzd7FnRBaMfnLy8Ym1AJbyKeuCeU1f5M+c/wS9cewffOf5lnstrXHXjfEvtGk2V8Woxzw1nmfE1eqHO12cLS0ryrrk2n2ifL8sL80mu95q83pqk48xAAEApAuqmR9N2mXcpU6rFpF7glL7JhHLUVTrS5347uO6azLkaHW9xlculJCz5PwRBAJ04gvV4JwQn4FeWH4oKiA4oFdDGUUtzrFksHEq0o2ZzHpy4zI8f+wTP58d4rnuar9w8TxEUiSoduFJ05aSqIFOl85UHFx2vSGQXiMIrErldxNTCPc/wkGOMiu7WQUEEV7N4vYfV86j7u7i1kAsK8inPR048y7fWbvDomV/lqk/5iTe/hQnb5gPZr6N8j890zvL5+Yvc6DW4q36N92Zf4vViHoBJZRhThhe6J3ly7gzTnTo3e+lAcBnlSauStxCEhTzFB0WqHGfTGT6QXeK0rqNl/4suXZ1IU+LRVE6ULghBsLp8/kp7XLH4JosEtAm3XJn1+7bec/pVvnnqGcZUmyfb5/m9ubMY8YzbDn/wyOd5MKnzYNLiq8nvkXvD9bzBvCtf75ruMW461FWPKbOAC4o3nOMu2Z0Y/0jkMBOFVyRyO9AKadRjaeEeZeBuJYagVHS3DhJ90bXTMe3bxJvRi/w1Sw2rSPPHHnmJrrd8rpvx8ze+gRdvHuONm+OM1zr8QvM+fnj8a5zQc1xqT3KlPcal1gQAz86fogiKP3D8cT5Wv0rHW96Yn2ChZ5e4XD007dzQSHJSU6AItAvLQpHQ1B2OqGRXAjV2A4tw1kzjg6JrLTeLGrnVFEFRszm5UyRJQcepJa/RrdDGkSYF9bTHudo039d8Cyua92Vf5PnmM1w0La56w0UDkAFwUiseql1iJqnjgmJ2aF5ZqnIaqktDdWl5M5i3FolEdo4ovCKR3SaxSL0WSwv3GHHI8SFgn4gugLDLwksV8KWn7uJLche/cOZRpq83oacg8RjluZJPMB9yJlXgzdY41xfq9HqGl68dKUvftOe1uY/w+RNf44s3zjPXSXHDpYWAVqXTM99NcEFo2rLHqOPKpUg3FNQ3ENixH2iqlIumxRndQtde4zfNRb44fyepKrguDXpOE4KQpAW9rrml+BIJGOtIbVGmE5qCuuoNrj+hG5zQAE1OL7vvhKrxjdlbANSV5YW84MX8KHO+hsZzRM+jCdRVgZaD8dpHInuZKLwikd0ilhbuSQYx8FYTzN5fkEe2yD4SXUjpeI06WONW+1M9qL9qcBksXDuCMRBswBuNmxK+aexpplTG7xYT3OyktFsp3gthqBepNZ/yi9cfK5P1qv6lwVOq0vaSpIw37+QGqzypLuh5w/Ptk/w71ebbG69wQjdG9rxvF1Y0p4cGE3+s8TXGVAcrBS2f8q8vv4fLfgwoX5tezxC8rHjNlPYkSYGp5nAlxlEzOdfyJs/kOW9P1neopvRiOMrDieWcuV4NtS6F1pjqcVxJ7PGKRHaBKLwikd0glhbuKaK7dcjYT6KLKgRjxIbXmm5XhSpAOZB2KfrEQihAEph/bZy/qL6fv/3QL/Dzb72bmZlGGYHuqxCIqlQx9OdLCWDKmHOl+vOoytCITjvBJQWpLVjoJdhaGQ7RdpZrxTh2t/Lzd5ljusHHGtdJxTLvb/D55lU6zjDTKSPzTeZxQfBeEUJZEKGVHww+hlKINZIek0mbVBWMSbGlY5lQNS6aDq3QRgF1sdRVNoqnGYlE1iEKr0hkJ4mphXuKGAN/CNlnogvYkWNdt2fMgxQQLKi8FGLeCOJAvGLmtUn+0cRHeOLFc9BVSCGIk6Xx5wI+8aAD5ApfKELi0NYveai8ZwauWLcwpLqoQjZy1AH+nuw7Sq3gaJouTdvFBUVbWdq5QYKA8qvetxRdOUezBd429gYfaDzPkW2cyGuqjOb6N4tEIiMmCq9IZKeIA5H3BHHI8eHGp2ZfiS4Y/fyucp+rb5ehdb7uQTCV4xaGBFghSK545tN3oW1Y25ELoLqKoAMhLXccuhoXBJ24JTfNc01iHJ3CMJ7CkWSBd9deIpODvyxxIZBKwYTt0HEWRSA1Bd3C0C0MPjAYsqwEjHbUbc5U2uJjx77CR+svV2WMOz9gOhKJjJaD/w0XidwO4kDk2050tyI+s7h0f/0OBlWKn5HuU9+iv2vYsfKguuCypderHogTnIeQV/vTEMzqIkycQK4ISSW+coVTAW0WVV7wisIrTCi3vb3+Gu9JD0eP0RGdck92mVlXo+0s110DIx5je9Rsjg+CD4Kq5n31hdldjetVD1z0qiKR/cr+Og0Yiex1lCBpgjRjP9ftICghpBY/VsM3a/jMRNF1SNmPogtGPzQZNhdNr/Ly33LEge6A+LL8UPVAtwXVk9I1C8tunw8NAQ4Qemr5TQBwXii84ri+ybzv0A2rPPgBIxXLR2tv8n2Tn+Pe5luMJZ3BdYqAEU+iHEb8QHRNJi2UBL7cnbx9Bx6JRLZNdLwikVGhVVlaGFMLd51g9GIyYRRah579KrqgjJEfdZmh3+RLobuV87bsfuLL61y2tByRQvAJeBOWuF/ihFCFa+DLcA3Ri/Kr3+flguKXpt/J0/XLPJC+yTdkc9TVwS7RntJ1HlOeZ7PLXO2NoSQwn6c4v3g+3GpH3fTIdI6WgMZzwzWZ92/SjGEYkci+JAqvSGQUJBapZaCiibxbBK3A6Epsxd6tSMl+Fl39GPlREnTV57ipO4HpQFFbmYZYul2CS8OS26su4AWfDImvQmDoPFTwUgZvAKI8uuphArjRq/MCJ8kk5/3ZzOaOd5+iRXFUzzNpWuRek+mcYkglG+XQUr5eiSqwyrHgU57sWd6e9A68OI1EDiJReEUi20EJkiSQpTG1cBcISkApQtW7FcVWZJh9LbqoygxH/DWynpCT1UP0YLm7NYQqSmfO66XFgyoHRPC2FF8SllUgDu3IWlcOBtYORaDwigWXcK0YoxvWOqiDxbRrseDHscoxaVvM5PWB0BpGEZi0bZq6gxbPQkiY9bNReEUi+5C4bIlEtopWSLMRo+J3gaAVIUsIjQw/lhHSKLoiS/Gp2deiC0bvdpUO2jo3Wa3xqn9dUfZyraByuFa7r8qHxFxgsc9r6MGU9iSmTDlMdfm/r0RZyyX8buckX80XmPXtWx/8PmbWt3mpMORBU1c9UlVwPJljzHTod8MpAjWdcyydZ0K3mdBt6qpLJjk6/s2JRPYl0fGKRDZLnM21K0R3K7JRgtX4fS66ALwdbX+Xv1Wa4QZRvbLc0C9rXRVf9XCZZeorgMoFp5b2eyEgOqC0J0tzRAK1JCfV5RDgpBJgDsWlfAqFp2WmOWcWOKYb23oOe5W8aqKbMgu4oOgGw7h0aOouDoXGk6qCCdNiUrcYUx3OmmmO6zYTKr3NRx+JRLZCFF6RyGZQgtRqMUBjBwlalUEZSUwkjKxPsBpXMyMPpNhtgtmBMkM7mh3qbr9XbOl21etH1S/dLq4qMxzebjxJWlBLe2hVJvXVbJlgaLUjUQUN3cNKKcBmXJ0Teo78gKYcNiVlTHWx4tB4TtpZOsHSHVK4ddXljJ2mobocVS3uNI66sihqWNn/JxoikcNIFF6RyEYxBmnUYoDGDhCHHEe2wkERXVCWGY7yeQQNflQnLkIpvopl83ollPHyQa90vegHaUgAFciaPd597hWapserC1OD0kKjPJNJq+ph6pKpfCC+ADI5mF8GWhTHteeyXmDBJ+TBkEleJRh6JnWLR5LL3GFqeDwGi5bockUi+50ovCKR9VCyGBN/ABZ4e4mBu2U1wRzMBVZkZzhIogtGP7/Ljcjt6iNF2b+1pOQwlNtZxXwZBGsIqMxxx5Fp/v65j3PZaf5/+v0suLTqYSr7m6w4tHimzAIaT0P1GFM9xg9wbPqUyjil5wGY8zU63pKpnLp0mdQtTuukcraiuxWJHBSi8IpEboVWZWmhjb8qo2LgblWCK7pbkc1y0ESXt7JiZtZ2CGoHgjoohVcwS0sIVy0rHMYEavUeHzr+AqkoHrSWD48/w6X8CB+svciYctxwloVguerGy8fBc1TPc0YH9AF1vACsaI4oh2KOG5LjdPlcM8m5aHrU1cHsbYtEDjNxNRmJrEYM0Bg5sXcrMgoOmuiC0Q9NHlVv13LElQ5XGHK9JFCqrlUiDoNAbbzD//S2f89Ha28yoeoAvDe9Dun1QWjGHQZc8Hw1f4tWMGgCEypnvLr9QWZCJeT0yKSFpzwPNakUUwc0UCQSOexE4RWJLEerxdLCyLaIvVuRUXIQRdeohyYHPfoyw2FUsUq5oV8ZvBEEUIFa2uNKPomrvTG4brWUQi2KO43hhi/z6yeVOdBuV5+6SjgpwpzvoRHqypJK/NsTiRxUovCKRPr0Xa4sjQEa2yS6W5FRcyBFF+CtGmma4U6KLqhcr2VCSxwrVxOqdMBuXBvjn/v3c+bBae5N3uLtydo9W3WVkEq5o8MguvqkYkl1FFuRyGHg8HyzRSK3oh+gUY+phVslKCFYg29m+GYNX7NRdEVGwkEVXTDaNMOgd6a3a+mDVEJriMHA5D5qqOfLCfMLGX//xY/yj9/6Jr6Wz5OHZTsYQos6VKIrEokcLuK3WySSWGSsCWlyu49kXxK0ImQJoZHhm2kMzIiMlIMsuoIqwypGhUt25zVaLrwIS1u8lpQdesEVik7PcqU9zi/OvZ0X8u5uHGYkEonsOWKpYeTwEmPit0xMJozsCkrhsoMpugB8OrpfHG9GOLdrHZQDP5RkuDxXIyiWlk96IUty3n/kJe7P3uB8HB0RiUQOKVF4RQ4ncRjyloi9W5FdQymKhi1F/kFERlhmKLvndq3KskHKywcqK+v5nnO/x1868iwKQcvBnc0ViUQityIKr8jhQgmSJGWAxgE9iz5qghJQipDZmEwY2R0OuugCXDK6UA2XyJZfK7+V+WGecjryag+pFksNgw6gAsYWzLmMWd9ZNdEwEolEDgtxCRU5PBiDNBtxNtcGCUoWe7fGslhSGNkdDoHogtHN7iqHJY/ggEbEkv4uHVCpw1rHl2fO8cvzd9MN+W07tkgkErnd7KGv60hkh4gu16YIRhMSG4VWZPc5JKLLJ4qwFadpFVy6TQE3qt/xqrqw398VbEA1CuqNLs2sy/uOfI3vaLxAKs0RPWAkEonsP6LwihxsjEHqGegRrXIOKEFJ2btldSwnjNweDonoAvB2NG6XS2TbgRrLBx9viFUecjDLS8p/aqrHf/+OX+PN3iRXe2P80MQXOG2i6IpEIoebKLwiB5Pocm2IYPSQ4IqvU+Q2cYhEVzAyErcrKPDbnbkr2xBea7xVQQWCDWRZj4fT1/kjYy/z1TwwGYOMIpFIJAqvyAEkuly3ZBAFn5robkVuO8HqMjL+EIguqEI1RrGf7ZYYUs0R28I+ggwNSO5v63/dCoTUcX5qhkeTHnWV8Vi6rcOMRCKRA0MUXpGDQ38uVxyEvCoxCj6y1zjIw5FXIxghmK2JnWFGUWIIW0w0hNUdu+pwgsDJMzP8bxf/DTVZqrjeLOa54TUP2BQt8YxPJBI5fEThFTkYJBapZXEu1zIGUfAxLCOyxzhsogtKt2vbLpUe3cyurZY83up+EiDRjl+bf5jHzU1+f+NVvtJrcsbM8TutewA4Z77GhNS29uCRSCSyj4nCK7K/0QpJ0+hyLWMQlpEYglJRcEX2FIdRdHlbul3bQqBIR/SabaO/61b3k0J47aXj/KMrH+bEsZt87vhrPDN7Eqsc40mHE+k8j2Wv8s5YfhiJRA4hUXhF9idKEGvL8Izocg0IWkHlbsVywshe5DCKLqgi5Lf5nIt064OSVxyPZkv7CnoV4SVlqEZ5A1BdhRfDlTcm+fj1MUziSNOc+Swl0znP9k7ztuQyqSxNB+mGHBcCdRVPpEUikYNJFF6R/YdWZS9Xst1Ir4NBDMuI7BcOtejaZtaPt4I3o3vdtuS+Cbh1NJF4wIPqKHwG3gu5F4IXtAQeGbvER+uvkkpjyf3y4Hgpz5kLluNqnnOmhpUYkBSJRA4WUXhF9g8xIn4JQcmiu2Wi2orsbQ6r6EK2n0AY9AhLDKmi6Lfw1z8oVj2xM5xwKL7s8woBVFvhM0/oaZwOdHqW3Bvqqwiqa67NE72ztHxKJjk3kivcY3tMqNgLFolEDg5ReEX2B8YgWQo2fmSD0YTEglGxnDCyL/CJwWf68Ikuqvj47TxtgSIb7evmt5KsKOCTlTHy0I+l718AvEBVeqg6Cl/z+K6mUIFffeNhPtB4ng/XPADzvsNzueLxzn1cy8fQ4pnQLa66MY7r60zEc0qRSOQAEVexkb1NPyI+sYfa5YrlhJH9is/sSPqb9iNBgU+253YV2fbndS1BtjZ42Zu1XbLlZZTiqm3VYauOwkvA5YpWz6LEM+vbaISnc83P3XgvN/IGisCY7dAxlnvTyxyLvV6RSOSAEYVXZO8SI+LLsAyjCamN7lZk3+Ezi0sPb5+OT7fndrl0NPO6hvFmC6EaqnS7bnX9MOKXXR9AeoqgYH4h4zfmHubf5HUWihQlgaudJkVQGPG0nUVnnknVjiEbkUjkwBGFV2TvoRVSqx3qssJgNFiDT0x0tyL7kkMvuhJVRshv0a3yBpwd8cmWDYRjrHqfdO0I+aCGEg37d3FVn9dw71chBCfkLcu/fvad1LMeIgGRgNWems1JlKNd2FKMuTFcaMdBy5FI5EBxeFe2kb3HIQ/PiOWEkQOBCC4z+OTwiq6ynG/roiuo0u0aNS7ZvNvlk1sHcQS9et/XcJ9XH3FlHH7etix4QWmPtY4QHLlTNJKcmsm50a3zn2cfphee5VtqM9H5ikQiB4a4tIvsDYxBmg2oZYdOdAUlZSlhI8M3U4KNoiuyTxHB1ezhFl2AS7ceHx/UDvR1UQqkzfZ2ebu+Q7ZWLL24VTZW20Ku8F7hCk2nndDqJOROs9CztAuL84or3XG+1LrANd/b3EFHIpHIHiY6XpHbS38mlzWHT3BpBdYQEhP7tyL7n77osof7rIG3svVAjX70/IiGJC/d7+aSDIMBn65zm1XKDAcPGSgTDpdEzQuhurnrakxWlD8Xmo5TUOux0AMlgY4ztHzCnD/cIj4SiRwsovCK3B6UINYeToerioOPzlbkoBC0wtcMXh/yD7SwrQTHYgfCNPqiazP79cna0fHDBLP2bVYEbEApxPo4wXtBVcItBKHTsehaYKGXULcJddXjnkPc6xuJRA4e8RstsrsoWZzJpQ/PmcygpHS3rI79W5EDRdAKV7ejd2n2IS7beomhSwRvdqCvy24ipKOa1bWRAI6tDmFe3AH4XKHSxZrE4BW9QiMSaOUJXW9wIZDjyIOLvV6RSGTfE4VXZPfolxUmWxgis08JSqByt4KJaitysAhW4zITRRfbSzH0phReIz8ms04M/DCqcsY2uCoIZu0ywzVZ/hQLRUjdks1FoUltQacwvLBwnJ9K7uOInmdcd/jG7C2mdH1wWxd8TD2MRCL7iii8IjvPIUwrjP1bkYOOTww+04dyMPJy+imEW3ktgt6ZBENvwGUb6+sK5taR8Stuv0W3K6iwQnwFL8iQgAteCEHInWK6W+dzM3cxZjsctQv0guajtTfJCcz5gBWYUJoJVdv8wUQikchtIAqvyM7R7+NKk0NTVhj7tyKHAZ8afBpFF1D2UNX01gYlS9nXNerXccOiqyot9Hb9fq4l+7dbcLtg5XdiKIXW8th5KHu+Cq+Y6dVQEuh5Q9ffzY2iyXEzhxbPmGpzSs9jTS+WIUYikX1BFF6RnaHfx3UIGqPj/K3IoSHO6FpBPzp+K+KpyEacYCiV6FovwVAWyxA36nL1CRqCWV90rdbrtpH7iSqHKvdxXtFxBiWembzOq+ooLZ8yoVvMSJ08GKzc4G4xsewwEonseQ7+qjiyu2iFpGnZx3XAz4YPAjMSE/u3IgcfpXD1mFw4jE/UlqPji2zECYZShmKs1ysW9PpDkde8r+qLug3cVljqAgpVxvxSZNk2rVfGIc7nKZku8BJo+YRZV8OKo666XHdN6qrLmMxzQtej+IpEInuaKLwio+EQ9XEFrcDocuhx7N+KHAai6FpBMILb4qDjUScYhkEwxtr77Auu0p3bwoNIOddroyWGQS+9XbAr+7sQGNZJIgFrVk5eDkHoeY1Vjp43uKCYcxl11SUPmo633PAaK22O6cZmn1kkEonsGlF4RbZHv48rS0Ed7EVZ0AoSi09MLCeMHBqC1biaif1cwwgUta19CXgro0sw7JcWJqxZsrhtwVU9jkvA642KrmUljALBrDLYa1lZobEOrcrbiQSMWryPrw5eVcPAusHgUGg8WjydoGkFRzfkpHJ4knMjkcj+IgqvyNYxBqlnBz44IwZmRA4rMURjFQSKKkxjs69L0GWYxigIuhJDa7hcIxFcVAmGCfgN9GcN7rNsZbGq2wWIXRRWNilIbTG4nBg3EFnDGFU6Yv3r6qqLJmCric2dUEThFYlE9ixReEU2jzFImpTBGQd4QRaMJmQ2BmZEDh8ipehKVBRdy3CZKmdYbVZ0qbKva7sEVaYKlkmEK/c3KsHV35fbRHnh4PHNotAKCoJdxe0yAV25YH3R1Xe/RAJ1my+9ufIoAqkqxVmmcjLpMalaKPE0pNoucVkTiUT2LvEbKrJxDkFwRkwojBx6lCqTC2388C/HZVsckixVguE2vjfXE1yoquTQjEBwqXI/3obN7UvAJ2HJ5ZCuIrp0QGel0LJJQWLcEtHVSHKMDLlh2pGogprOseLIVM5JO8spM8u46nBEd0gFGqKi2xWJRPY0UXhF1kcJkmWHQ3BlNiYURg4tQStc3Y424vyA4NItJhjK9mLjNyK4Fq/f0kMseawtCa6KQTy99C/7pTO6BDAenTq09qRpvqSPS6tAI+mR6sWSQ5HAuO2QKsekbVFXPS6mb/He7DWOaI1GUFjSGCcfiUT2AVF4RdbmEARnBCVQ9W9FwRU5zPjE4LPYz7Ua3gp+i4OOXbK12PiyZO8WgksqwVWJHa+r2VnDX2MB+saRuPLyisdR5X3KQIytCa7BIObhEkMbYLgvTAUk8WjjSdKcRtYj0Q5VOV22+nm4rys1BU3TpWF6nExvcjqZ4bi5yWPpG9xlm1s40EgkErm9rCu8ROSfAx8D3gohvK3adgT4OeAC8DLwfSGE6eq6vwr8KOCAvxBC+LVq+zuBnwZqwK8C/1UIYeOF45Hd4zAJrsTESPjI4Sb2c90SbwVX29pr4xLB2U3cT6po+EGP1hrBGWbxNi4FVwuLImu3/6oqcGlY4nQFEwhJpfhUQKxHWY9Snkatx7fe8SwTus1b+Rh3Z1cB+OLcHbSdHdptwChHqhx31a7x9c3nOK/naSjhqKrt8pOMRCKR0bARx+ungX8E/MzQtr8C/EYI4W+LyF+pLv9lEXkI+AHgYeAM8Osicl8IwQE/CfwY8BlK4fXtwMdH9UQiI0BJGZyRpQc2qTAKrkhkiNjPdUu2I7rKmPcN3k9Kx8on3Nod6ztLtgrrqMHR916mbnPenB3He6FzqYnqCRKWztIKCgigCkH8kAO2VaFWRdmHflnisOhK/RLBJZRR8VmSc6y5wHdOfJn3p448OKxoPJ5/qbo8Pn+BriuXJUoC46ZN03R5qHaJD6YeLdHlikQi+5t1hVcI4ZMicmHZ5u8GPlz9/H8Cvw385Wr7vw4hdIGvicgLwHtE5GVgPITwaQAR+Rnge4jCa2/QF1xJlVR4AOnP4ApWR8EViVDN58pM7Odag+2IrnKg8QbuJ+Bs1Ve1zvdSMP2EwfKyS0qnKXean3noZ9Ai/NT0O/kX7ffjFixSCHjKMkLrqR1t8/33fpH/88vvg9nyegkgrhRi+A04ZrLYBxb0UsFVHmMluqxHJx6RgCiPtY7UFtSSnHONGe4181hpYqU8wdcNnqNmnjPpDB2/6Hpp8ZywNxlTbTyBg3k6MBKJHCa2uso+GUJ4EyCE8KaInKi2n6V0tPq8Xm3Lq5+Xb18VEfkxSneMTMUzXDvGIRJccehxJLJInM91a7YjujaUYFgJrtK5Wucxhnu5+qEVtgrA0LDQSXipqPNo0iMPmotnrnF9oc7XnbjEFy6fp9VKufvUVf7s+d/i4eQt/tPJB3gjPwItDU7KqPhKbEnfAVur0Wu4B2zZTUISCNYjqcNmBUlSYHWZVqhVYCprc6Yxy4Xadeyy10ahOKVnuZlkvJlPkQeNIjBhWoypNhfNLDa6XZFI5AAw6tX2at/W4RbbVyWE8FPATwFMmOOxD2zURMEViRxOYmnhuoxEdN1CTHmzgZLCPqp0ufzQ13Q50Lj8sxhMoL2Q8vde+338rTt/iR+Y+Dx/7sjneKI3znvTBf7p2AP8+tUH+fFzv8V31ju4UOfP3vUJ/t+tb2dBajBvSperXyY4OKRN/NkV8KkHHVD1gvvPXuFkbY5vmnyGTOX8yrWvI1UFf+LEJ7loWsx4xdSyHi0rmgeTNneal3mpeItLxRQAmsBxc5Pj+mD+nYpEIoePrX6bXRGR05XbdRp4q9r+OnB+6HbngDeq7edW2R7ZbbRajIY/gETBFYmsTiwtXJ9tiS5unWBYCiY2HLYRDLhspfnUj40PGnzN8833fZU7ajc4qT3HdAOAj9QcLiR8tPEMx80c706vAw20KD5af5Wzj/4sf/fVb+eZr55F2nrLfV6DEA0BSTzNZof//o7/yHvSDnWVMOvbHD35OxxVLe6zQl01Ob3GviZUjQkFR3TOEfUmV32dBMcR3cFKsrUDjEQikT3GVoXXrwB/DPjb1f+/PLT9X4nIP6AM17gX+FwIwYnInIi8D/gs8MPAT2zryCOboy+4rDmQs7ii4IpE1iCmFm4InyjcNoYcr5lgWIVQuHTtlMIVt0/KHq4Vx2hKsQOlALtw9xX+ztlfw4qiLtmS22pRPJzUeMBeRUspyLohJxXFu9JW+VA1hw+C9ARxG3/eQQdCEhZndOmAShwB+Gzrbj6UPQeUYuojNQekG953Kpb7rOZMaNPyjrrScShyJBI5MGwkTv5nKYM0jonI68BfpxRcPy8iPwq8CvwhgBDCUyLy88DTQAH8uSrREODHWYyT/zgxWGN3iIIrEjm8KIWrG7yOvxy3wmVbHI5csWaCoVRx75txuaqY+BXXqcU+r2DKcsNL1yf4B9fez7dP/B7fkK28D5QCrBtybrguX+kd5fnuKc7YaaY7NZTxOOMJSgiFILkazP1a7bkEHcr5XMuGIqu0nMElwJdunufzjWd53xrHsxG0KCakdMAikUjkILGRVMMfXOOqj6xx+78F/K1Vtn8BeNumji6yNYZ7uIyOgisSOWyI4BMdAzQ2wHZF11oJhkGVpYIb7uVKqrTAVW4eFPi0GnBsqrlZ1lN0LF+cPs93TXwJFwQtK78Mr7kFvtid5MnO/bzQPsFbnSbT3TqzCzUEEBMIPQETCMYRvCyNme8nF6rV6xHFelR1nZLATLfGx+fezhnzWe4wMRAjEolEhokdqweJGJoRiURigMbGEChquhI7WxSnayQY9mdsrdtPp6qwDbsYE7+cvujyJpShHCaU3306gATeMfUa705XF10AeQjccE2u5OPczDPmehlz3RSRSixZjysEfHWsawisValKDPsY7TmStnhP40UmVAx/j0QikeUczNX5YSMKrkgkAvikiomPARq3pHSjtim6gCJdmWC4rujqDx42ZUnhWsntQQ3Fxvf/V9X9szJFUFvPle44/6WraEiP8ybnRBWw0eeErvNI+gZPts/R85quMxROoXVZUygSkMQTupsM2ahKDPuHr7SnkfT44NQLfHuthZbaLe8eiUQih5GDuUo/LETBFYlEoHS5Uk2wMUBjPYIRipratjh1ieDNBkSXqoYOa/B68TKwcgCxVNdr8LosKyzqi8mBpA6CINqjTCBJc56bOcG/4EO8Y+xVvrnxLCeWGU1aFHcZzdtqr/Ps3Elyr6rtAaU93im08TgvhN4Gv2QFVFYMSgxFAklScKYxyx9oPoOOM7cikUhkVQ7mav2gowSxFrIU1MFUI1FwRSIboN/LlUSXayP0kwu3vR8rK8M0pIp/V7LS1arEVtEIFLWA7giqWNvt6vd8uSM5P/ruT/F7N8+iJPADJz7HT7/xQZ6/dgwRSEyBkkDuNXXV5S6zenlfXSXcm1xByaKlJRJI05xOOyEEQScOJ4HQW8f50qEM0xgqSTTWkRpHq0j4zfadfKzxOk1J1yx/jEQikcNKFF77Ca0QY6LgikQisZdrM0gVomG3HqLRJ+hVot6r9EKvpQq/GHK1dBUPnwa4a4Hvv//L/NyT76SYSTALCskX9xFUlVhoyvRA2+jx/sbz/HdHnwBgzvd4euplZnsZncKgJXAka3Eyvck7s1eoq9Vj25/qtfn1+bejJJBoR5synt0oT1br0elYgldo6wkm4HNFKGRRGUrZVybGo4wfNumwSUFqC7TydJzhk7P3MePqfKj+PA/bJIqvSCQSGSIKr/2AVkialkOPD2gZURRckcgGiYmFmyIocDVd9VNt8/WSqq9r2X68LiPjB0OP1VCPlgl4C27M89GLz/PXjn+Bj3zgKb7YvsD//ulvRs3pMsJdFksPg4KQempZzqRqk1YDhF/3XeZdysn6HIVXHE0X+MGjnyWTnPvWiKzvhpzn8+PcKBoY8aS6oJbktHuL4quW5eSFpshLx0wnDhIIQ8Jr+d5FeZLEkZgCgEQ7QhAWipS38nHmfBx6HIlEIsuJwmsvYwySJgd2BhdUZTmJxac2Cq5IZB2CLQVXnMu1MXyiyqh3GYHookowXCVMw6WlU5U3SuHVPZNDIeiWwtU9Dz/4GjOdMmzC43FBMaY62LEuucuQfHGAcdCBkHlUrRQ0v9O6jzP6SU6bJhdMnXc2Xqbryz/d72i+wgezHCsaWL3M0KCZVC0Kr1DiqZteWVoogXZu8QG08ujE44yjcArnFN6pQfLhMEp7jPFY7QbXaxWwukw37PnyOM6bVuz1ikQikWVE4bXX6AdmWHsoBFdIDGEjc24ikcNMVVYYzPZL5Q4FAi7d3nyu5bhUVp3JVUbBC3kDWnf3mDw+z1+893f4j1ffxpOXTvPwmSv8tTv+PU91z3Lc3GTOF/zK9Dt4cvp02SeVuvJ9DQI6UJ9ol7HsjRaJcjw1f5bnslc5bTxaFI+kb9IJpVv1vuwV7DriRovipJ7HKI+WQNN2KaoJzakp8EFwXuGDoCSgladbGNq5wVfb+ygJq4qxms0x1eTlRDlO2xmOqLi8iEQikeXEb8a9Qj8wI01AH9z5J1FwRSKbIJYVbppgBJeq0ZQWVnhTlhKueKyqnJAqOOP3PfokP3bsE9xpHLOuzoXmdf7b47/NcZ3ydelrGDSf6da50avjg6C1x6SOQBla2Gx0+BsP/Qp32+vUxfGzs+/EqoK3JXNAGRN/n22QySsseMVpvX45nwue14oJxnSHGVWj5w2TSYt5Sek4iw+CVY5EO07XZvmhY5/mK+07+c/XHmSmU6PnNL1i7b9J9SSnZspGNasdqSq4mLxFU2VbeKUjkUjkYBOF1+1Gq0XBdUADM6ASXFoTakkUXJHIBghWly5XTCvcGAIuUfi0KtkbkegqSwlX35e35eN4Dbot/MfPPkr+bs3J9CZ3pNf5kckvc0IvdaQccCRpcTPN6DnNzSB4LyRJwYnmPHfb6zyc1OiGnG9uPo1DmFgmYu4wTVzwGwqumA9dZvwUddXjqF1gpqjTdYaJpMMUbVJdMGY6ZCrn6+qv8MHU867kecZ0m1+68nW0C0vPanpOkzuN84KSsjwxMwWpLksiRQLjtkOqC17qneBr9jnusrHUMBKJRIaJwut2oASURhJ7oAMzYEhwZZZgDq6wjERGRb+PK6hYVrhRdsLlAsowjWz192HgdgEoUA6SG4rf/PQjyIkOD5y5wll7g++sd5bc714zzw8e/TSfr1+k6y3/5cbdzPVSjPIczRZ4onuGu8wV6irh3anHE6oerqVsRHS1fI/XC/BB0dQdOt6iJAzmj6Wq4L2NF3l/NoMPASWClhp1SThvr3OheZ1r3SY9r+k5g0foOb0YukEpwBLlaNouVjkaukvLp3yldworlzmuU1Kxax1iJBKJHCqi8NpN+uWE/f6tA04wlcO1W4KrWhwFJaW47R+Hkg2JW3F+8YIPiB/qZQi3GmwTiWyfoFU5jysOQd44O+Ry9SnSlWEafbxZ9ngBVFfQHcjqXX783G/xSHKNVws4q+t4AgrhtGly2sC70udRKB6tvcqn5u/jvuxNWr6Mg88pgyq0qDUiMzZGK+R0gmVSt+gEyzE7x6yrkXuDVQVn7Az32+tMqJXO1LvSeRpTn+XxzgVe7R7ldDLDQ+klfmPuYd7sjFNUIRpG9Y810NA9UlXgEG66jNeLGpo2p00UXpFIJAJReO0Oh6ScsE8wlcOl9c4kFUq5GApagaoWRoolC6StLcCWLnGkL7ZC9bOnFGMhIEUp0vqXI5GtEgXX1vBW8MkOuFwVLpGBM7QCKVMMB1RfAaooxVerlXLBTPMzM+/imJnjh8e/xqe7Ne61s5ysHKC+C/RNtXm+IXucukqYdi1ueE9daiN7Hpk4Msk5ZWZZ8Cnjqs2YbnPBTHNSe6ZUfdX7Taga78vgweSrvFII9xhFKoZx9TifMA/wUvsYvSpdURFomC7jpnT3NIFM5fS2JRsjkUjk4BGF105xSNIJh9mxWVxK4U0lsozsWgnW4DEEArIirVlCWCrKnEd8QFwlxqIgi9wKVQoun0TBtRmCAp+Ww5BhZ0RX0ENlhGsdw1CvqgyZ5boL+VsZf/DzP4ZzwrvOv8a3NZ7jl6c/yFyRcTab4UenPj3of0rF0h+SNaXrjKuN9W5thAmVMefbZNWU5kznZJJzp2lz2mys/2pC1Xj7UIbHu1PP/fYr/N/mHl7uHCMPGisOVaUdWnHUVZdx1SGTnLGYbhiJRCID4jfiqDkk6YTDBCWQJqMTXCIEowha7arQ2ixBZKkos+WTHwgyFyoh5ksx5v2tdxg5HPQFl1UxOGOT9CPiRzWXa1Vu0dfVxy8/CeNBQjkAWTzYWUVeNPBJ4NOtu/mjcz/MQrdUL1+rHeWYneM7mk9xUism1FJ3a1SiC8CK5qROyKTNjO8CMKk8x/TWHTUtiild577kMj4IN4omedB4BCuOKbPAKTvLET3PvSanuYajFolEIoeRKLxGwSEKyxgmKAFrCKndflJhJba81QS9dl/FfmAgyAbPQSOh6hlzpSPWd8eiK3Z4iCWFW2fHwjNWYT3RtaLMECrHu9oeyp91p/oemDVc6h1D6gXaeHqF5pffeJRnJk7zDRNf5X3ZK9xhaqsGaIyCukqoq4RjoezFGsXjdENOXcGY7mDF4SjnfWUq57i5yQP2Gie1iaIrEolElhGF13YYdreUOlyCa0TR8IPFqDnYZ/+DSPlaVWueJa6Y80gRhdhBJViNNyoKri0QjOASNRA6O/36rTUkeckxSVlquBxxDP6iimMQtuGygORC6CmCDuS5ZqGXcKk1yW+HB7jSmOBd9Zd4wC5wQjdG/pz6jFLYuRBICJwyMyz4lE6wJOKYVC0eSuZWROhHIpFIpCQKr80y7G5ZcyjCMoYJ1hBSQ7Db+CMuUjpbidqzZYQ7zRJXzKooxA4a8TO+LYICn5Rlhbv12q01JHk5Qa0uAMUtLTeUADhQheBMAC8EDzopf6dzp2k7y6yr0fIpqbRH/ZR2jFQMR3SLhZCjVWCcDlYKjus2E2r9oc6RSCRyWInCa6Mcwt6tYYLRhMSWgmurWrNajPZnFEUWWVOIFT6WJu4nlMLbysWNn/FNMyy4YOcdrsHj6rWHJK+47Rrff+IBz8oQHkcZniGgdCBLchJdlf2psifqXekNJtTOuV2jRovipE6BFjPeoAnUxTGmJM7sikQikVsQhdetGE4mNPrQuVswouCMKLg2zUCIJeUqbokjVnhU4WNYx15huD/RRHdrS/Tnce10cMYaj12kG3/fwlrn3UI5RNnpSoQFAQnlzwLJeJePXnyOV1tTFF7RtF3url/lA/XnmVKji4/fLVKx3GEsJ0NebTFRdEUikcg6ROG1GlohxhxadwtGFJwRBdfIWO6I+aGwDlXE1MTbQkwn3DZBUTmEt0FwVbhkE2E+a/R3Da4ugGWVdkGBTPb482/7BN8//jT/dPodvJWPMWHa/ODEF7jb7u9+qCi2IpFIZONE4dWn724lSeluHeKz1sGacgCy2brDFyrB5fWyfQhlauGS1D9QLoAPZV9ErKZbl+GwDp8spiZKsdgjFssSd4CqlDDY2Lu1HW5XSeFyXCIb6uvqE6qSwbVYEivvqn4wDTYpeCR7jQmV8G1jT/BU9wxHzTyndeyHikQikcPE4RZehzwoYznB6FJw6e31cbnMLElw65/VDkaWlOn0r5cQ8P3VTABVBMSByn0UYRtkaWpiFGIjJYqtkbFXBBdUfV3JJh9/PVcusKLPK6hAdyHh4zffzkPJf+GdaYN77GtohLrKtnLokUgkEtmnHE7hpVXZt5XYQ1tKOMyoBiAHq0vRpYYE1waSyZZcJ+ViSELApRqVh1KIFVE0bIYoxLaBVEO7TRRbo8JbqU6+lJdv9+sZVDmvayv3Ww/xpagTD6hytpcynvc3XxjExS8fmgxwzS2Qh8AxvXMzvSKRSCRyezk8wqufStgPyogLqVIgJZaQmO3N41rF5fKJoqgrnK1crsrJUtV8m3WPrepp8gn4REoB1vXlYiayadYSYv0eMXw4vKmJfaGlVVkGa9Rt6zc6UFSBGcNO9155Td0mwjSG2ZDwqn6FxJclhz7zPHjuCpnkK2477zsAfKFbZ8afZEy1uZ9Zzpn93fcViUQikdU52MIrphKuySj6uKAcgOzqdkm/lksV3SlN66RCdwKmXfY7eCOID5huWUq4of33hZwFbzSqF9C9WIK4XVbrEVsyR8yHMrAjHEAxFoXWjhKM4I3g7e0LzLgVLll/SPJabER40T85VP3a1I61+McXfx4rkIdFN+uTHfjk/GO4oMiDpq56nEmmOaXnObelo4tEIpHIXufgCa/Yt3VLglaENNnePK4Knxh8ppcsrFxaOl15XZi/w+PrjtrrltqVgCpAvJBrQXcDurfxBf3AAUvLXjTd9bH8cIQsT02EZRH2vgo/cb4KQNkngqwSWfSFlqoE5x4UBPsaqdIJjeyZcsLV8GYLfV3DbOCufVdeQvnvSLPF73bu5NM37+GvnPwNrrgyUOM/3XwnX5w+D8Bk0uZsbQYtnjyNf7MikUjkoHIwhJcSkKEBx1FsraBfVuhTu23BtVppIZSiy6fl2W5VQPNVxdw9gd6ER3cVulPGLYsPuESwC2C6YVPuVZByYRe0QnUDuhtrD3eKJWKsQvpiK5Q/98WvOD+UStm/zS4Is/7nT8qkzIHAEkAvxoTvRRGw7xEqoVX+zu91MbuZIcmrIlWq4YYfEFQuvPn0Cf7aq38A3SgwyvF6a5Lnrx8HIDGOxBQkytF2CSqJ32eRSCRykNm/wmtYbCW2FFt7+I/+7SRYQ6gl2+vj6iOCa9gVMfHBCL7qmwiqLC3U7UCoOfSxHvNjKQShdsmgeoKrgZkXGpc9prPx0sPB44mU7pfWmLaLpYe7xGBhLRCQofS2oUHPMHDK+ohbtqAMLLpnaz5WKbCXuwxh6LPXd6+WHFtk56jGQQyXEsI+eO03OSR5NdaLkl/1YR2YtuCCJrQ0vzz3Dkg8oj3KBDrGUc96qPocDzbe4JSZpa4KIN3ycUYikUhk77L/hNfwcOMotm7JIB7ejighSylc3ayczUXpdi1f1OgepK8ldE8JeiynUe8yV68RWob0SBv3e2PkjbLfQudVKaILGw7QCCJgAkU9lh7uFZYIs+GhtHblZ0Y24Ijt+QX9YaByeoYHHcP+em+KdBNDktdiC46eOMCD7gguC6i2IvSEkApOgU+FnnE8MHaFPznxEp1QUJe1I+ZdKL8ctcSqjkgkEtmP7A/h1RdbMZFwQ4wqHn7JPlcJ0ejjrSyZzzXocXCQXQPTshR1S6tWo3HvLKfOzvHCc6dpFFWpUi2ACF4DlAEc4sv9qL4QW2ONPig9VArdDaheLNXZL+ynhfuhY786W6vgkqoUcptsuMxw+HZVn1cYEl+VlUvIHKGr6RrL2XQaWD1mvs+873DFFTiEMQmc0PUowCKRSGSfsfeFl1bIWDOKrQ0SUlv+G0VZYX+fWuEads1Fl0+Wul3KBRyCVBHydqH8GYH5K03m0h5mXg8EVVBCkQVMpxRrQckgPazcTxXy4NeOpA9KcFl5rLoTUw8jkU2zSs8W7E+x1cdb2V6YxhAbSjSEFSehxAtBh0XnK6FUY7kiJB7X1fzLV96DveD4sYk3VuzPBc9N3+H5wjLnG2hCFU3f4nSMnY9EIpF9xd4XXiJRdG2AoFXZxzWqssKh/br62qJreEZPH3FlgEbQMphlY1rgtSC5YJTHmwB+cZ998aW7oIpljzEIeagi6UPZE6aKsOS2QQRvIYhGd1yc+RWJrEMwZQme7/8e7/GAjM0QNFQBgqNhi+aSOBZ7IT3obnlCCaoeRSVMz9X57OxF/vDYSzTVYqlhN+R8oat5tnuRlk+pqy5HzTyTqsWM73IsuDhsORKJRPYRe194RW7JTpQVDva9jtMFrDkPR+dQqKrsUDNYcBDgw6ee519dniJcScuz6v08BlWV4nRBrZw1unhcVXlhfy6Y7i0KsEHfV0OjOx6VR+srEukTFASjCLpylvXBEVpLGEGYxnI2WmroVzsRFYbuH8r+V6dAdRVeB1yhSXVBKziGPaxOKPhi+x7e7E2gJFBXPQDqtksiHrXZtI9IJBKJ3Fai8NrHjGoI8qqoWztdg2Mwqy9uVB4QC+IELFXPSLnQ6M+uKepV6leHwdDRIIJLA0FK8bZeyWDplC0VYH2HzNUUQcWBy5HDy2pCCw6o2BqiyEYQpjGMbLDUcJXkw7KkWlgS4ekp013TgOQK74S3N16jKZY3i3mO6Rq/1c54unuBJ+bO4RGMeCZti2N2jhN6nmNaxx6vSCQS2WdE4bUPGeUQ5FURwdXN+gsXYUWZ4TDKQT9R3FtwKQQTcF4RAvg0UPhyMViWDlaLFC+4FFAB1WNDJYN9AaaKMJgNNhw5H0sPIweefiCGFqjKcg9Cn9Zmcams6cRvlQ1Hya92u6o/dblwkwLEAj3BdwyfmrmXp1tnuNFr8K1HnuTXpx/irfYYIQhaecaTDgCTzQUeSWwUXZFIJLIPicJrHxGUgDUjD89YwhpzulY9nnUOQRUB8eUi0GVQNAJ+Mmcqa5HUc5yxiAFqguotijgJgAdfCMpSphUWqwiwKuZ6yYJGhFwv3mdQetjU5cDl6H5FDgL9z75Rpaulq0CaQyi0hnGJ4OwOPPcN9r4Ftfr34lonfVQhOBWQruJ3v3o3Ji1Q2vPly2dJTIFWAZFAZgp8KF0viHHykUgksl+JwmufMPKZXGvgstXndK16TOuIvzJko2xw7xzzhFNdHj3/BorA3Seu8czMWVTP4An4WrkIUT1Kt8pA0SjFWnpdsPOlkFvy+NVhDi+IygREwRjBdAK6GwbX+7R8HVUeY+cj+wjpCytZLBmMImsF3jCyBMPlbDTR0K/xF3WtAfH97ZILvqPJnaBShysCPTHYpCAxjsIpcq/IdEGy2WnzkUgkEtkzROG1x9nJ8Izl+NTgk80Ju/UWfRJCWfpzLKfR6PKVp+8EgXe/7UXe+dDXePypi0hXlaU4xiOTPeStFHFCcbzH8RM3mf3yMUBQuaBy1pzrFUzZUN85WkbOj70kWAWms1h6GEzprHmj0b04dDmyR6gcLJQMhNWgJ2voVyyKrNUJCops574gb1VSPeBWpdf9eV7L375qXmHQIEWVMNk2hMShrKfXtXivqKU9urlhplvj6fZZ7rdf4j6bRecrEolE9hlReO1hdjQ8Y/ljaYVPR++miYN0OqCeTnFJSmoh6MDnn7ybD779q5y9cI3L1ycYH2vxtuNvMmnb/GbjPhama5w5PU2rm+B1JZYoe8X6pYj98p1QlTIGBa4WqD8wQ+epSVxtKM6+ExZvL0KwZZmWuDIIROWxBDGyw/QdKi1ViawMuVlEB2uLBAVFbQdfsw0Ga5RieY1dbOC7RYryewkgdDXOKXTqcIWipw2JKeg6zRdnz+MR/szU4xzTjY0/j0gkEoncdqLw2oMEJYQs3bnwjOWIbCjBcKvoHoQFUD3wSZk4Jj2h4wwN2+M77n+Sa90mX7lyltQW/MA9jzNb1GjqLv/q2Xfhk4A3gq4qbIIAuhRhwUBvwjNx/w2mr49h0oJ62qPXEwjl4yknFLXFvq8+ww6YS3XZk1aEsqQxirDIZpHF8tugZBDIsCiwVt4liqxtIlWC4Q6/jhsSXrf6axqGBinf4ja4sicVgEJwaMgCvZ7GakfhNK0i4XJ3gk6IX1KRSCSy34jCaw+xK+EZq+BqdrTRy8voD1RWvbJUUHXB1RWPP3cBNW948cQx3M2kcrGEf37tA5w8McvvP/skF47d4KszKUVPECcoV4UKVMLLpwF1rsU7TlzihewYSgKvXZss55WGcs5YUGWNj0vLjWsNaHaJIDbgQhUM4kAKX56tjmucw0e//K8i6MVh7sMiyhtZcp/B7aOo2llkB2LjV8FvZNaZrN3ftRmkEIIZ+rIpBJ8rxEKv0Bjty5AN5bjmLOfiX/BIJBLZV8Sv7T1C0IpQS3Y8PGM5PjUEs7MLF/FlVLyzQCiHI9cuC2Y+wSeBMFdDacqfFYSZhMtuil90j/J9Fx6nCIo3Z8bJXxwrwzcq4RU0FOOOP3Dvk/zWpXuZfmMCM6PRPUhuDj1HDdqVi6ciE3SvnPm1GktEWAiALs9WV+JRXEACiIuu2J7iFh/hfmnfatuXXFayVDgNlf8NtkUxtTeoRNeoY+NXYyP9XWXoyRYfYFi3eyGEpdtCrgjWk+can+QoCXx04knu24n0xkgkEonsKFF43Wb6LpfPkt0pKxx+7KqvazcWk6oHXofB2WnVA9MC56ogAVOKM2/B24Bva2bnapw0s/zdu/8Nf+Wl/wcvTNWQth4kgQUNUivIg6bTs6iWQuWgO7I0RWzZ69pPPltLfPUZvC5Vj0fZpzGUoOiomubDYAC0+LCkn2M/CrSggBG7CNtZIG/E/V0eQrHhfUchtS9xye6ILtiY8PJ2iztfHj+/2neFF4ITAorCaeqmxyPJNeqqucUHjUQikcjtIgqv20gwunS5diE8YwUi+JrZ1sJTKtGxkX2IB92Fora4TfeGzhQX1THpMva9AIqe5tn2Gc7aab7x+PO8fOUohQ6EXCFOCDVHY6zLiWQO76WMoy9kRXTzameiXVIKvv6w5Y2w/Hku9nQsi7NfcqNb73N5RP5WGMSLj4odWs9GkRMZBTs2q2sVbhWYMbiN3oA4W1a22sevdr8gK9I4QhAg4IMwZrsoYNa3ycSQylZVXyQSiUR2myi8bgNBCSQWn9pdd7n6eKs3PK9rLcStLxqGFySqKF2mwawdX5Ydlr1XlGWIRVluQxC6TcPvXr3IF6fP8z2nvsz9Z65wZX6MVtfy4IkrTNgOp7NZrDhcocuSxl61K7W+fvBGKGQxbn4UrBAX6xzETs0dikQOIi6RXf2dCRvo7/J2dVG1ZD/CqtGGwYRNnehwTvHi7DH+hnwb57JpvmXsST6Ybfz+kUgkErm9ROG1y9xWl6uPGmF0/LJ+hPXQPUDC4Iy1ysum9GGB1hdQdlrzyksn0OM9Pl+/i285/gxnzkzzTPss92dvcjF5i3929Rv41csPkaQ5rlsfRMazXvlOhddCkZWJhxJnKkcie5bdFl2wgcAMtU6aYZ9VHK9g1nDTbpE9H4LQzi0vzx9huleWD1w0n6Nv8p/W9TjbKxKJRPYwUXjtEnvB5erjUj2aJLBQDf/czPMJZclhUKHs0QilGHPZ0oWJ+LKHSnUUTiyfeOkenpg4zR++8Hnuz97kpy99gCtzY8xcbyILGtVRpJ3VH3I9QeW1EGpg2lF8RSJ7kdshuoJav4RwI24XrLIfKXtZV4S3rBLogoAaiqF3XugWhjkynrh5hn8c3s8xO8eY6vBI9hoXTBsXAmPK0FTRDotEIpG9RBReu8CecLn6x2I1wY7uOMQF2GwqYgDdAbJSfElRiqzlZ4774ks6Gpd42j3LheQaX1i4i1dvTNGZT1E3DfhSvG1kSOmahyTVrK9eOVA5chuoXIG+kF8rVKNf4iqV8N9v4SWRzXE7RBdsoMxQbTBCfpWoeb+W22VW+TAbj1Rfbv3/O4UhNQVzvYyXW0dpp5am6TLr6ryWXOOonmdMdThvFjgRhyxHIpHIniEKrx1kL7lcfUadYih+4wEby++nuxBq5X1VP2hjyRwkECeIKgM17j5yHYXn89fvpMg1oRAGrRN+1Z708rHcym2rEUQoUtCyfuJhZARINSNJyyDEYMnnaK1y0aFgBQlh4LwqV4qy6FoeHG6X6CodqVvfxNsNDlZWpcM/uFyNzljN2Qpm2YdXBXSyuE3r8mfnBR8EJYGOM9zIGxhVXne1GENXvwRvFIG6dKLzFYlEInuEKLx2iL3kcvXxqdl2oMZyxG+yyWv4vq5KOswq58IDVUnOYEHTX694oV1YOsGSmgJjHblYgoByi0NtR7Hodkk5z0n39l8U/J5HylATb9aImK/cAZdAUa8GblfDrFVR/ht+T/pz18LAfZByWLdbvF9kf3LbRBfrpxn2B7hvBJ8MXVCV6Fptn8tLDwVU6pa4XX1xFYLgvBoMVAZYKFKsdeTBcNNljKk2DqETCmLwfCQSiewN9o4qOCAEJYQswTeyPSW6EMEnox/OvN05VaoAVe1DFcNXVPsfElJfe+sovzt3L3/41Gd57PQlxPqyNKd6/NWa3CVszQFxthy2vFPR6ocNb6CoCb2GokhXn8HkLeR1yBtC55iQv3+O1tlAURN89X7k9WrBe6uByaqMG89rirwhg9EBkf3D7RRd5ePfusxwo71dZUnhUH9WssZgbhsIduiLSgVUrVjS26WHSg4Bcr/0Q912pRJUQ194WTzzEIlEInuKuBwZIUErQj3F1/ZOaWEfn4woUGM5YW2XaUXp2Br370fAq2KxVHBlM3qgyDWfvHQ3n5m/m289+hRZvUdI/OJ9VFh1gb3V3i+vhbwuGxqgGlkFKRfQeV0oMrX2wFspw1WKTAhacCnkY4FHTr9BfiInH1t0DYIqBZhL2ZAoDiLVMahSwEWPf28j4NLbK7rWC9UIemNJhkGBT8NAoPkUgl4lUCMJhH45oQpI6tD1AjUk2EQCiS2W3E9XX2x9F0xJwIrDiqOhekyqNnVx1OOcr0gkEtkz7DF5sD8JSgipxTdrBLsHV+k75HYNdr+BeV63QrmqZLHq1SpLx4Z6IqpZN8GV5TVzecYFe40P3/kCD9/7Oi4tbxtkg9HOmyBI6Zz4XRrYeiAYElyl23SL107KOW798QLLF73f93VfwD80z9wFv+S9dXbj4qtPOTpAkddLBy26mXsMKcX3bg1HXovSzbrFSYJ0A26XVEJrSHT54ZldUrpcvuZL0WUCkpWCS1u/tOJQAklaoNXSM1z9y6Y689UwXY6YBe6w13lH+gYXTcFJnVBXCZFIJBLZG0ThtU0GLlc92bOv5o65XRXiQhlysFVCKb4IpTtVOmXlVd5WZ4MFlPU0sy41nXNEtziXTvPazCQ+9YPFujfsyIK6SKvSw8gt8XZIcG0gcMVZliy0g6rcrQBfeOEC17pN/sdHfxUmcvIGS37HtiK+yscQilTIa1GA7RWCKkXXmq7obh3HOr1bQa8fMV+eeABflQn6tPoe05XYyjy+7giNAtXMMY0ckxVlKeHyXSlPkhYkZpnbpcp+r5rJMcphxHM2nebbmk/zDdkcd9kmU7oeRVckEonsMWLhzTYI1uDr6Z4VXMCOu12wfcdr6b4WFzYug/o9szinCEF4x5nXubtxlbPJNACfmb6LhVYKOuDqAd0RyFcmLK6VdrhZvKki5+Ow5RWUgRjruFvLKNPdlu0nAZcGipM9po7M89jYa/zK1cdg1uITKOqguuXgbahEWwjo7uaPuRRgILYMUlHF+veJjJ6gyv6/UaatbpVb9nZVbtct6Ysuuyi6XObL4AwdylJCE9CJ48LJ6/zAmc/zry69h5l2Rje3FEX5XScS0NpjtF/hdIkEGkkPLZ666VHTOafSm9ybXuFuU4sDlCORSGQPE4XXFghaEdKEkO7BssJl7LTbBZWo2Xq44QqCAlcLuMmCB469xWPjr/O19jE+PPks39t4Ey1Cy3veM/UyL1w9RlsbfM0RlEJ1Fbo3tC8RghqdUOoPW9bduFCH6r1aIyzjlgxKtobcLgPdo4Hkvpv8+fs/xb3pZf73S9/EEy+cQ+dlf4zXAmkp2nQXCKXgE7f196PfN6ZcQPdiEuJu4k35+dkLosub8uTKmtf3gzHWoO/W+moWl7dQjDn0eE6j0aHTtYQASeJoZl3+1PlP8r2NG9yd/Ht+a/5BAD5x5V4WegnOrzHDTgKNJCfVBU3b5UjS4ngyx7nkBvfaq2ipbf0FiEQikciOE4XXJglGE+rpmsNd9xS74HYBZYmgW2VRstGXaMnQXOhNeNI75nno5GW++/iXOa5v8oMTj3PGpKRSWiSptnx946v8xsT9vCUBEXjg+BVemT3CzNNH0W0ZGJHBACMUSUHKhbrOw+GNnJeq1G+LIQgr4uQrIeZN4OT4HC93jmKl4LWZSVABnwZcUQ3b9hCqGUq6W372XFrNlNuGwPZa8DVBFQHTPaTv6y5yu5MLlyAr3ddh1i1BVKVD3+9NDbY8eXTqwnX+4f0/zxnT5u9e+Qhdb/ieo4/zUvckH8guYaXJh2ueD2a/x6zvcLU3xos3j9F1hq7TFK78/hYJWO3ITIERT8N2uatxnXc3X+IOc4Pjus0FUx/lKxKJRCKRHSAKrw0SlECa4BOzt0sLh/B2592uPmWP19LH2qgLEvrCq/+/gmaty/VOg5948Zs40Zjnz579Le6yS+vJZnyddxx5jfmJlHvqb/HpGxdZ6CRlQEc/sjmUQ3p19fMocVaqxf/hKj3cSlnhMKVLtmyfSblf3RFe+uopHnz3FSZ1iyONFvW0x/R8nfZbdYJRyIxC5eVi2GWgOwCCSwOmw7bfZ2+EXIPugcqj+ho5UvZM3spd2m3Knqx13K41rva2nM3Vvz5YcFVS4cx8nctugnem8D+f+k3GVEIqllb2PKksCiUrmmO6wYcnnuH11vsBSHXBcNeXqj7YDdvleDbP90w+zvtS0KIhTuqKRCKRfcG6wktE/jnwMeCtEMLbqm1/D/j9QA94EfiREMKMiFwAngGeq+7+mRDCn6nu807gp4Ea8KvAfxXCdhIZdo+gVTkMeS8mFt6CkOyeQtxOedYgRUzKxbSZF65/9ShXGw5JPPlRhTrr6YacdCga+euzK1ww1+mh+D+ufBNffvk8ciPBFIvpeFJUc52SrfUBrXvs/dLDQ7BID6oMz9hu6tzy1Dhvq22K0j0thJruccZO86fv+AQPJFeY8Rl/82u/n6PZAp/9vXvI3jSLfV6V+PII3oTB9u0QZLH/y3Rj+eGoCLoUXbt1QmgjrOtmGVYfQ9Avl9VDosuUogsF6LJPa0y1UQjHdGNw1+WhFy3fY9b3uFGc5Wi6wDR1Os4wFO6K1Y6mLcOFjtoF5nwNaG/5eUcikUhk99mI4/XTwD8CfmZo238G/moIoRCRvwP8VeAvV9e9GEJ4bJX9/CTwY8BnKIXXtwMf39ph7x4hteW//VBaOETQancXN6FMNtxsr8bwoqc/lFR86XwEU57jnW9l/Oy19/HQmY9zXINB81Te49/OvoevtY7y9ZMv8OrCFGHeYDoCodyPt6CLxX2rYnsCcc3nUC3SlebAlqh5K+sOld0Iyxe5QS+N3QbQHcW/feLruHZ/k3eMvcqnbt7Ho43X+H/d9e+4Wozz+bE7yec1uleKNFUJbbswVHI4ovc5qDL9UOcBlR8uZ3PUjOozNFJW6TVc7frlBF3db3jshS6dL2RxBEYz63JcL6AlW/MQ5n2Hlwp4vneGa8UYY6aDC0IzKHq+PNmXKIcSj5ZAQ/ewyqGIH8ZIJBLZb6wrvEIIn6ycrOFt/2no4meAP3irfYjIaWA8hPDp6vLPAN/DHhZeQQkhS/dFgMZq+ETv6gJntWTDWzWil3eCIqsWPWrpglwK0G1FUXNY62g7yw1v+FT7BAs+JQ+aX3/zfmYWanzp8jm8F8ycRobcjn70s7hqkG4a0J3t9QHdCm+EXB2shLygyrLCkZSFLVvk9ksFV5RwBWDe8oln7+Pz43cwUW/zRnuCu8+8xSkzw/hYm5mbFp8oQuJQXUVQgfoljZ0Xiixg2qN9n50thy+rvHx/IxtnywEsu8CGSgzVym3ehiWf2/IEwuIA92ACGM98J+Xjc4/w8JHnbpk2OOcT5nyGFUdTd1koUrwErFp6BsGIZ9y0SaXghJ5Hy3oxi5FIJBLZS4yix+tPAD83dPkuEfkScBP4ayGE3wHOAq8P3eb1atuqiMiPUbpjZGZsBIe4OfZVgMZqKEWwe6AR7VYvX38RXrlybrUeCg+1yQ6/78LTfHT8STJxfGb+bp6ZOcXluTHmZmuEXIEX1ILGLCsxC1XDvK6qcbwWyHZWfPUT8g5C8IZL5NbDZDe7P7u4yB2IrqGPaX+MQNABCiHkik7H4pyiaXtcd00m9QIAerLHxFiLP37xs7zaPcKL88d45sa96C6o8P9n78+jJMvu+z7wc7f3Xmy5VdZeXV29N7rR6GYDYIMgSAAkQBDUQlGiJdELLVtjShzb8tg+c+yxbGvGOjMjnzPyMjoe2dSRRpYpyZItDU1xsShwAUCAbKCxdAPdjUZv1V3VtS+5RsRb7r3zx30RGZkZuVQuVVld93NOnqqM5cWLF0ve7/v+ft/f3vV7jeJFcGycjuWH2+VAulw1zrBpuMe6EsSRAJh1t0tHe7w8GIdOLUZZXlw4xXfa3+WZdLxIatSBQdZL2qpP1yXMJMvMlU2qkQ9IIiumTI9UVszoJZa9WVd+HYlEIpGDza6ElxDiLxPy4v5+fdFF4LT3/nrd0/UrQognGb8E33BJ5L3/JeCXACazY7dt6eqlgMTgUnPXBGiMwxl5IBc6Q+oFzKBXaNDjM46i0Ly2eJRZs8SUeoULvUlu9Josd1N8ocK7qBLIXIx9RzkNUgcHDW6P+IIVh+Ru7P3ajz6c0Zld40TXoL/Pq3C5cOCtwDuBrSSVlzyVXqT0kvunbnItbfHjx1+jo3p8++Ypzl4+hKqFtqzqmWvZ3osvWCk/lFUdPx8rvtZxkF0uWCkV3JChO7v6901FV11i6BsW0yxpt/ocanWRwvNuNc2TySJGjK+gyERFJktwcMQscFO0SGVFz4YvRik8qQy3mdbLNGVO6TVd1ydVUXhFIpHI3cKOhZcQ4l8nhG78+CAkw3ufA3n9/28IId4EHiU4XKdG7n4KuLDTx94P7tYAjXEcFLdrXKlhGJa64nQhV8c4e7my2PEK7KLhexeOcqZ1HdX2zOcNikrhbS20PMhCbmqu2RS0g0FLhFMC3wxhG7Ji31ypYe+XvjuSD/drsezlSknpWNFFEMhe+dAjM6AeE6C0w3nBK8VRnksv8eOz3+NG1eLp5rucLWZ54+xR9DWDGOntk/lg4PX+iWynw/NRBcjq7nY395K9dkr3Gq9GSpw3wJkVB3as6BL1SIS6pwsRnC7frPjAmYucbM7z5w5/mb43PL/8MF2XctNd5chIwMYoM7LgpL7JFduh5XNaMqfvDKXXWATOS1JZktW11BOqTyZK5AE9xpFIJBIZz46ElxDiJwlhGp/03ndHLj8M3PDeWyHEg8AjwFve+xtCiEUhxMeA54GfB/7G7nd/b/BGB9F1QM/O3gq3PVTjFlgnuqhLDNc4H1A7HzqspG0lmdB9rtsWLZMjRRuh6gVPLcA2m988iC9XI+5HmMVFGJqb70/oxoBB8qGsOJgBDfsY770y32gD0VUvYG3Dr7wXBuEExqNNRTPL6SQ5c7bJjEr5hak3mHcFr5cNfvnGxxA9FV6/gbA2oRcLNzj2IyJ7r5/fSPrh+6m3byccxMTCdawpcR7L6MmgtaJL1CmHxoekQ+XDe1WG8sLmRJ+/fP+v8YOpxwjFvFsiE68yI/sckuOHGyshaUnBCb04FFZGWI7Wk+BfKyeZsy36PjhbU2qZQ3KZw6qHYZPhY5FIJBI5cGwnTv4fAp8CZoUQ54G/QkgxTIF/IcIZt0Fs/I8C/4UQogIs8Be99zfqTf0iK3Hyv8kBCNa4G2dzbYU3tzdUY8P9EKvPKI8TXeNKDL0mLMbTkbQwL/jdS4/w8JnL/OmjL/C3ih9haTkD6RFVeOG8AjaJEXc6LI5lsebyemEubFisS8u+OBdeiNDjpA+QAKuHIO+XOzEQXU6tFl2DH2SI3q7aHp+sOEZeeUgcjYk+0+0uk2mfj02/zZ9un0eikAh+p3uK//nSD/Ld944H8c2KeB51vcJ+CGzm8WVwp/bl9a17+6QN6Yf3kgDzqna5DvqJKxG+g7baz9F+U2eC6AongupQjZkCoXwodXZhuzKxKO3oNHLOlof54ew6AJOywUfSctXMrnEckg0MfQ7LnFRoUqFRde9XRy5xzc4DYMTKn6qWkOti6SORSCRysNlOquHPjbn4b29w238C/JMNrnsB+OAt7d0+8n4qLRwiBO4glBnCKvtpnOhaW2I4uJ1TfqW3QgDCI5VnsZ/yq1ee5j++7zd4duYc792YpBIa3KBk0YMY3+c1wCV11PiaRbEXYjirR7iwaJZVXZ621/1BB0CADZIKvdq/crBhOZcMK0XbqBe0Grz09UwwsA3Hox88T1MXvPjOKbwXYQHb6vPvPfY7PJWe59v905w0NwH4rV6LJ8w1nk77dE5+kf+y/3nOX0sRVjAaADfqesFKMIZX++twOhUEyL3Q/7VXc91uC9sUXaMng3x9YmCYYph6aFX8hWe/zNONd3mxd5p/9PazdPvhi2x2YpkfP/4ax/QcXVcMRdF2wi+UkEyr8eJsUjaYPCBf65FIJBLZHXuRanjX8X4qLRzF64NTZjjcD7FSajZkWO4zenuomj7cti4jHDgfQni8F0jhUXjOZNd4/OgVXuqfRAxLB+tQBgvCM7x81T7V+6J6Gy+8w7DlIBIGIkzYWrDVPWV7wUCAWXObXBIBToWFc1F5cAAArC1JREFU8r46E4PSwUFsvICyBfm0D2lvbpBqWLsIbcvjk5f5aPttjjUW+frl0wB84NAlDusFnkk0j5mzlN5xwzn++dxT/J6seKp5ju/1TvCjR9/g7795GGlXi+61rteAgcMZRO8+CjAdSjdl5VHl+ysB0avB8zu4fVyr2KboWnsyyKXh+8J2LKJRkTRK/sxj3+QTrdf44UzyXPoi7xw/xIvXT5Aoy8+e/Ca/MHm2DtCITlQkEolE1nNPCa/3Y2nhKE4fnCc1EFWjEeIDXB3JPbid15DPOFzbIgoZilQl+IZFpxapHA/M3OAnZl9hShYc0/OcaM7zXXVitQ6ShPtutl8iuC+bia+V5xBEGIDwfjiYd/jvHgmxgUsifF3yWPm9KXkUIwtkuf+LZF8vXIcOSL3gzac9H/6R1/hA+xL/4uLjvPfeDCqzHDs0T7/UvLs8zZ+Y+ib/ydEv8P/gM1gv+A+PfoGHdAMlJG2R0XUF/6J3mG9fP8VcL+NX86ewVuKtQC+psa/lWtdruJ9D19GH8tJyf2e7OT0irveplPV24PRtEO57zCC9cDv7PNpvGkpjPa1H5vjFR79Un/Rx/PzEe0gEXVfw1XyGlsp5aPIaDzWv8cONNzBxrlYkEolENuGeEV7vy9LCUYTA30nhtcZpGzhQY+fgJMF9CeV9weUyJ5d59uR5Xjh3H95JpieXaSUFS3lKKyn44MQF/vWJd3it1PxPF3+IN67P4koJohZAA8drG7t6K+Jr5T6hNI/67SN86EkSjtWCbBdibKXkse5ZcisLdWnrx9tg24MFo1NipI/qNi2QRS2w18xrCiVaoW/u+e8/wMkPzfGpY6/z+/Ih/tTJb/GznZd5Pj/G9arNlOwxIxN+dOI1jul5HtAZV2yXGZWiUXyp3+GXL/4QN5ab9HsJNldQSEQu15WODtjI9Vq5vp7LZWoBVu1/CaJwHlWGgeN3Qxmil6Pi/e4RXLCm3HWr2+q6v7Rm0Nv10Mw1Ptl8nWMKJmSGquPgDYqTap7HGxd5vHGRn+28zeQG4RmRSCQSiQy4J4TX+7W0cJQ7XWY4LkxjsFjzdelZ2anzvsXK3BubhQhx5wRPT5xn6qEeZ5dm+CNHv8N95jpfXHicts75QHaBeVdwoZrhWq9FkWuQHp84RH8QsBH6vDzDh9l0f29VfK2+v1gXmb9KjNkRUbZDMealwA6cw1pSCj9+Q3ek5GsguMz6xa2ryzURgAOxYJg2XT7feYlPd17BCMvrVZufaNwgFQuo2in4fOsCmdBcszn/29JjHNaLfDy7QEdC5SS9boLr6SC4SjE8xhuxkes1yioBVoUewH0LWZEhBRFCGeKeuZt7yYhTeje5W0PWlrtu4/ajgRpehu8S4QTf+t4Z/iP/J/k7D/4TlFj5sBuheCZVPGDexnnPpNw8PCMSiUQiEXifC6/3e2nhKHe6zHCc6PM69EhUDSimHZOP3eDmO9OoZQm+HjyaeA7df5PPnXqV55pv8lzzTTqzfT6UKOZdn4fMdSalZUYmfKF3mH989QdZzhO8FwjpQ6+Q8YhSrOrz2o71tVvxtX57I2Ks/mTtuRg7AD01A1E9TnABq4YlD1C54O+/9lGuPNDhkFnm5cXjaOH4wam3+bHW9/hQkgHQFilKSF4s2nx94QHmy4z/ySmu9lpcnWvjuhrRlwg7mt7CysyltftSu6yqt43nVZcgYqhLA1des/1gUIY4LDG1d84JC2Lj9pWl7hti9XD27eCS1e+fEDpTb66nuLLc5pv5FM+kc0zLjNJblBCkwkSXKxKJRCK3xPtWeL3vSwtHudNlhrBa2Ir6zH5TsHwq9G49+eh5PjbzNl9uPkzhFGfPz4IV6GbFT59+iaYs+KVLn6RbJfzZY19jzi3w+0tPcb4/zQONa/zi9LcAWCgzsqSklxt8pYauFwQHxKuwWB78uxUD8SWL9VHze8GWYmyPyhT3HTFaHrrJwnwQnLLmauEgv9zkny0+TdrOSZOKmVaXb8rTPJ5e5ENJTtcVfC3PuFRN8vsLj3J+eYr5PCMvNd1+QrmcIMo1omsQ1iE9XoqxomUQBb5RSeI4QmkgK6Jon0cNDI4riGGJ6UCE7fn7QqyUojrFvqZb3k5upZ9reB89ZqTFoJy4/lxefneGv7T0Z3ni2CUeaF3nvuwG95kbfKZ5OQqvSCQSidwS70vhdS+UFo5yp8sMYYzzMejnmqjozC7z8psneevaIZ49cZ6nOu/xYvMUDVXS0jl9Z/iHr3+YIjcI6fjb1SeonGShn5KZiptFg3MTL3JSzzFh+izqlEZa0hfgjMTnaii+vANqAbbtfa/3FeqytH0WP7ejTHHXiLp8VA1S7La3OLfpBu6TJwjjXFIog7OSBWWZmelyWC0CCQ7H94tjvLR0H28tHWK5TMhLTS83VKUKImujNMq6n0uN6efydSmZ3oFwup2jBoaPOSgxNSvlpYPHGwjLQc/f1tta+WwOnRzx/hBaQzboMdzW/daeJBj5XIr6/SIKQb6Y8l17gotTEzwy1cZ1JK/qm3w4tXWKYSQSiUQiW/O+E14+Nbgsed+XFo5yp8sM14oIADwk8x7x/YTq7YQ09dhLhq9ce5SJD/c507zOXNWkrXL+6RtP05vLoJKISvDGXIbILDqtWFaOTFdctS0e1PM8O/EuqTzBWTHDTdFAa0t3KcXV4sshkaXAO49X4pZKCAeiQfW57WJnW86YW1nwD/vX9mI/xciCfBDMoW695GycezDY18FuikLiM4H34efZ1lk+lISFa0MkHNELLNsE6yS9WnTZSoUNjHuusk5WAbz2+Gr8a+5V3e+1C1dzdNSAtIMEyv0VYcBKsMsIdju1tPcATg/Cem79eLhk/fdW+BwMZlQQ3FUBvhJUpcJIx+dmXuaQWqIpS2SMjY9EIpHILfC+EV5eCnyW4tN77OzjASgz9Eqs6qkaPWOsuyANuFJQZSC7kgvdSX7zrSehlIjEwZJG2JUyMVEKfCkonUBlFRfnJvhvz3+Wf/nY8/zRznf46c5LfL1/H//rlQ/zQOs653rTfPfycayVZEnJ/DuTmEqG3p7+rfXoOA2+Wd/vdsxeWiN2BngJwomVpL01C3vhwgXDocH+1vbXK4avmav/vysXRK64hqv2c91+g/cCbSzttODl3iny9nmMUCghedBco6UKepUhL2vRteZx1rlegtDnVYe1qN74kkOX1G7iHryuTglQt1+ERQKD0QU7nSU29iQBrJyEqJEVWE1tqQp+/Nhr/Nn2VSosErMqcCMSiUQika14XwgvryS+md5xAXIn8HK16LkTrD3bPFi4yCosjGRe91DlIKzkpW8/gOmJlZ6buqQt9JuEVauoQlmaRWOV48pym1+99gwLMw3+9Yl3aDbOMXW8ywk9z9d7Z5hJuhxOFnm7e4gvX+ngehLpPS4RyOLWxJeXI31f+1V6WEftOxX+P5qoZhue6qE+/kpKek2i6v0Y3ZdB+Zg9IG95O8Y9GGVlPpJnYmaZJw9f4ki2yKxZZNFVtOvrH9aSH2i/wzeunaIs159E8ToEqQx/Hw1UqX93af1eWze/K4hD3WNPX9Mowm4jddmoM7s4UbAmxXCUdb2Jg3CV+r10tejg8KRinGqLRCKRSGRz7nrhda/1c63Fa3nH+zW8EmP3ISxaQugBPgiHdA5ULodlfcF58eBAlUBdzuWVD+JLCXwdoKCl5YheIBWG49pwXOdYn3Cfeouf7bzNa6XmL733c0BwPoQXOMLjq/wWHSExUnqYs2kc+a0wSPwbTU4bXleLrmLK8eMPf5+vpA9glzoIJ4Yz0dYKsIPA2hlIY28jCQI7c8y2l/nPTv4692vNZVswo1Ksd3ynKPlecYyvzj9clyKu3F/U90f6IL6qEfG1JkjFKY/Pxr/mg+O/0Wyv3TIqwlZCMvY3HfGeYBARn4zpJ71F1qYYjrLucg84ERx55XBrznJZ76LrFYlEIpFtc9cKLy8FJAaXmnuqn2st3tzpGPmNF93CgSrCENOVOwTHQfg6xW1Q4iZGtuU83oSAAQ+0W30+f/IVPtf5Did0D2gPN/dm1eOrvQdYtA1++9rj3Fxshjtpj01AIaAMQ5qFE4hbTKdzOizGhoJnJ4vnetHo9XjBNbiNzerZV1MlH2hd5HeLRxAJuDKIPy/3Rwzuig1SDAf4YUiHx2UO2ayQwvN8/wwPdt7jARNey9JbXspP8sLSA1zPWwBo7SiLQd3qoFlMhCAVL1f6b7SHUqx6Tb0Mr7ksRHjdRrAJ4Fh3+V6zEpKxko44dMMOcoLlAWJwwmGvBjhvWGK4CcICTqC048/PfgkjEqx3nK26zLmEDyYiOmCRSCQS2RZ3pfC6Z/u51iIPQJrhFuWdIQXO4/TquUuqD75RuxX1AlRYoAQpBa7uF3KZ4NFDV3m6+S59b5iRJfOux6RsYL3je8Vhvjz3KG8uzHKz26Dsh7e0lx4hBDbxtfiqyxgVuLppfpAguFVYxSAVb5XjtB3RM5h3pTc+wx6eeC26Uo9LQxLFG70j/CtPfp2/N//DCKtQxYqwGMxa0r1t7sd+MRBdm5UYDlIRm450psd0p8t/9sA/4yNJQSpWggneKHMuV5MsVyl9q0mUxWhLVaowsw0QxuFzFcRW6iAP4svXwnatkPICXBKGaq91CV1aa7lbiJjfDYN0ROrBvoOExNEEy0hNfRJmOCturxx9uflJgg13p359qkLx1y98jk/NvMa8bfBePs3HO6/zoeTG3uxfJBKJRN733HXC617u51qLOxBlhlssjPzArfGrRaIH3Q/Dldcu3IULpWBegsgl7yxM81eu/jEemrnGHzn8Hd4tDvHzU89zXCVcqqYovaRyEuskQvlhQl/YGNjEI2Xo9RqEMHi9sgoP7oMYPvYgqGLgSgz+HRVguNo5G4l9H/QbIdf3bm14eGQ9ZLrlwiKzYcmaJUeTBT7YOM99D17l3LlD6OUEWa2+X9W4jSEgY3DbcA8G6YhHT9/gP3nkN1h0De5TS7xQtDmjlzitg+PlEJiRJ5LqikRbfKMgz0P8vDQOW0kYOF2pgyIkYbrEI61YJ0R9/fo7vbr00NdiV/Vvn/hatV91SS2sxMWLui9sNDDlXmIQMBMGc++h4IKVvq6t/mxsdL0Hv6z5wzce4BvZfTSzgk6W81TzfIyTj0Qikci2uauE173ez7WWO34cBKudrI1u5oI7UzXWiC8XRJnNxjS1u1Amppfh8luz+NTy0nLG+cUpWklBW/X5bOsVPtv8PrkzXOxOMkcDKT1OhZ6xQdpd2E+Pl2Gb6/p+RiKkhwuzWlAMRJkYiDEL3oeeI7uL9dagrNKmnur+Pq1On7LUfO7BV+lZw3OtN7lf3+QD05c4d2EGl3pkJdZtwzbukHiQDF3JjQgLaQ8Srlyd4P8382F+5tA3+Ltzz3Epn+CPTL/Iad0F4HGTYlvf42x/FphE4mmYEusEKisoKkVZKnxqcT09fF196vBKIHOJTT2qL8YKllWlhxUrQjrb5xCVbTCMix8M7h0IsZHesPdraeJQbA3LcPfnO82ZbZQYivXfQ6uurgQ+V5ResGQl1gv+tyvP8Ez2q3w4DSo69yUaFfu+IpFIJDKWu0Z4+Sy55/u5VnEAYuSd3n6i4kbiS1Thx49ZFA17YvoCqyS2K7ghWuRNzW9c/CBvTx3mj0x/m5/uvMy7+Qw3uo+Q9w3SWJzVodzQ1o8lBu6SR5brS882YiDKPISF8cDFEiv9Q5vO1hKrtzUovfPK41U4Hko7/rWHv8ZHG29zWC3TFJbXy2me75/hd998FLFghu7SuHK62+7ciNC3t5WbF8rE6p+u5ovfe5SvdU7TTEumGj2+kT7As+nznNJtlJAYHLNmiYlkkoUio6HDk10uDKnxJNpSVIpCeqq+Ds5X3c/npEPkEvCofL3zBfWxSj1ei2Hq4X6FqOyGTYXY6Dw3uPvE2KCMUIUTD3vubI1hEKiyW4QNQT++kFRO0AMu6gnOVTM8kyzwnu3yzfwYz6WXOK7bW24vEolEIvced4Xwcs0s9nOt4UDEyJtbK3UciC+bru75UvlKSdpYPMi+xDUsrpTkhaafai71OsxNtJiVC/xI5zW+2biPxeUMicRphzdiRXjB8Hg54/EaZFlH2m9HgOn6fgpcp+LBM1d4+5Xj6K5ElGvKFUfcieFzEn61UKlFABKqXPMr55/mqYfP84BW/HdzH+S3Lj/BXK9BOZ8iXb1YTXwICBnj2N028VU/1qY9a9Svp/bDJEJRSLz09ERKWSqUdKSiYnQz8y4llSUnGvNkqqRwmo6TuIagWyXkVtMyBQ+2r/F75x+m30uwgwQWAWLCY+cSvJRBFNeloGtxyuMbq92vPQlR2YiR0le/QfnpKldrzftxrRCDETFWR53LbfQq3nYGonvtUO7b2ZcqxjvqO95cJfCJh0pQ9TXzMuMfXH6OLzdusmRTlPBcb7f5k+23mFbNvXnQSCQSibxvOPjCS8oousZwp2PkN0sz3Azh6t6ubER8+Y1LDlcekGFvj7MSKTxNXfJseg4lDO8Uh5HC027m9PJweruyYRDzKvEFwwWhTTzCbC7AhoKrjjN3Dcf0kUV+8tjL/A+XD2GrNPSP5ayUK27jOLiRfhOhHQ9NXuNBc4PzFhSei/MT9LrJcGbVIA3RZh6Zi1X9XnCbxFf9GG4b0fGjIQZe1AKhlCHd0EhKK3m2eZYjI4vTU7rHYb3Iks1oyoLSK6Z1l8eyixzTc3xh8YM8kF7hQ+l7nO9OcXZuBuvCe+EHj7/Dj05+n//7dz5P71oTryRu6BCtKT8cBCQqjy/rOW92dQ+fqNhwePVmx2eYzilWhMbw8m18XIeOVp1+uJEAXCvGLEGM4UdEXP3v6DyxPS9ZHH1eIyILsUeDuXe5bzbbRl9XzWjJ8YaMfpdUgqrQfOfiCc42Z8h0RTvJ6VnDlOryp9oLACy5Pn1vmZRZ7AeLRCKRe5wDL7z26kzl+w2v7nCZ4W5i7OtgDWs8Nq1doio4DXakJGh96IZAakfWKPiBQ+/xYOMqiXCUPlhALV1QNSRKhu3mqabrmyH9rhzzRlojwBh1k2ToC/KDxaPy+NTx8EOX+D/f/79z1U6gtKVU4GrLZbuzoUI8dnCDvPF85My7/B+OfolTyvDfzz3Ob15+kqJQeCuG88yQIZ3PQ0g+FCtuzfB47af42qboQgxE5ZqeOUCUoTzWO4H3gu/0T/HZxuvD60/pNp9svEUmSvrecMZc4yNpFyMUqTA8YV7A4pmUGf/2yd/hfzQ/zJVeh/vbN/irx7/AV/tHyZKSfmbD45cSXwmEG7OYHrymxmNuKHQ90HtQfujrnqChgHEbr8mHLtZgSPStfGeJlbI7l3jKSUdyXaH6K+EtsmTdaz12P0bGMqx7mHoo2mh64m4GPA8FJSuPd6eDftYyiKHfNaOmuSPMFRy8v0tJpRXdPKGykn6lKZ3iG+kZzpgXsAguVTMo4XjEXOdR09qDHYpEIpHI3cqBF16RMQiB30aoxX7i9fihydvfQJjxBSviS5YrUemwvpzNZ5ZHj19hNlvi3z/y28xISSoSlBDM6CUeal9loWpwf+M6Rli6LuEfvfYs+VKKL2TtBtQOklyz4qxL4pLJnGIhXekfGpwFl6CaFadacxxSy/w35z6LtRKfWegrHH44J2zz4zaIOKcOh7C8PXeI78zcx9PJ91m0GXmlUcpTAajabfPhuAydmdSHUIli9WJ6PwIjvFrpg9qUgWOkN35QUQh8JTnU6vJs4yxvVj26TvNUYlBCcko3KLPzADygM4xYGQI3Wrr1iazPuenv8Z3kFGey66RC0neG1FSoxFKVEm8cmLBQFiOvp1ceEsfD91/m2Zlz/C9feQ6EHPbsjYocLwC1jee+A5xeEaneQHUi59985qv8nS9/EnNDovpBXFsFzrGr4dmDz+qq5/E+Nl+c2Zu+Lhg4YSu/CytWvj/qkwhFEcpnAeb7Gd+eO8XlfIKZZJm2ypk1iyy7lI54L/Z/RSKRyD1MFF53IXd+dpfYs4XoKvHlwqJ36HqNnLn3yqMalo/OvMOfm3qew0rzYpHwcn6Kf6n9Bj/SeIdjeo5jaolTGrrO8t/d+CGaWYGzEmskrgwu0rqFqwCRWNqTPf7Co7/P//D9T7A038AXaqV/KLWYpMJ6QekVs9kSZ5MZeloH8VVILCBZP7B3QFgMrogulzlQnsVuynwVRMVRM8+J9jxLeUJZKmyu8IlD9OVQeA23p0NQiSxYHTU/EhgxKKPbEaIWB9uZfTQs01tzcNe6llbgSklLF5wrD/FbC09hhOXUoT9kVrUwQq1yBbqu4IYr6EjFpGwML0+F4ec67/F4chEjLE2R8JnmeX514gZFpZizLVy/Tj+UHq8dQnumDy3y+fte5Wz3EE913sMIi88sLg9z3awM7+9dHbetqI+V16HvzxmoZiqOzi7wA82zPPPUfXznDx+uXaogvgblm86Estw7EYF/t+DVNt+zY+437j7rvussw9TT4W2cpLISJR2VlXTLhOuyhUOwrFJKrzDCcs6mHFEuph5GIpHIPUoUXnchd7q/y5nNH/tWh8GqEpAea8SK6zWyCPIKfOYwScWj2SV+p/sw16oO7/QPcS1vcbNq8bn2d/lUVqJEg9yX/GbvBG8tz5Kaijyp8N4gVYX3Al+XC3krEcqhjCNJS05NzvNIcokz0zd524sQ3lBJhPSkWUmWlCwUDRZcxl84+nssFJ/nu8Vx7JIZxpoj5TC4YyjwxOA51eWFOpS4IX2YO+YFX7z6CA+mV/hc6zV+rPV9/p/qJ3lVH+VybyocA+PxFlhTMumlD4tMvd792nFgRN2ftN1SrRD8Md7pWusWhB2Dl987zjtz07TSgqmsxz9vnOZPt69QektTJljvyH3FtwrNVTuDxPF4cpVTytCUQZmnwvDR1KHqQcwKwc8f/Sr2qOC/fPPzXLg+iSvD6yeUxxjLk7OX+Iszf8DhwyldV3LBCv7W5A9TLGpsEso0nfL4rC5tHRzTPeqL8nUMv6vfC86AO9Hnr3z013kqDU7f453LfDt7EFlIXLI6xXAwv02W9UmLA5DCeKCQuwjTGHef2glfxQYbrypFaoIiLp2kb0PZIcAcTTqqj/Myiq5IJBK5h4nC6y7kTvZ3eRmE12bCb6v+9PUbDWfxnfL42jEazMhyBtxEhWkVnJiep/SKf/DeD3J5oYNzgkZasFSmTKouH0jODhfIH83O8UbnKDfyJt4L5qzEVgohPNI4lPJkSckPnTjL+e4UeaU52ZznpF7gXz3+B/wd+wnaszknGvN849p9lFbRSgoeal/liFriUSP4Y0de5NzCJDfLNr6SUM8QE1UQX2tj5UNJmQc1MrxZeKT0zOcZ//Tqs1ydnuDPT77Of378N/n7zY/wy0sfDaWSOHyl8Hq92zEYCB0cLrGuVG4YGGHrXrpxgRGDBDq9utxzy5duVEiMY9zbxAtsoVgWKf3CkFeal7r38Uhyiee7j/Bc8w1Kr3g5P8O8bQRHSxaUXkN6kUflSg3Z6CJ2WjX5yWbOryy3aeiSVjPHOolzAik9Z2Zu8H878RscVQ2+lgu+3X+QL954lLxnEIOeLx16vfzg9yzsrywZxrnvhPC5qV8nOTjOPsxnU577zHUUnr959VP8/rkH8drjEpC5x5kw/HkUZxhG4Ef3q2bg9O7w63Hc/TZKoVx5zJUoST/yEVAinFApnMJIS88aui5hwWWUvh9DNiKRSOQeJQqvuw0h7ujgZJfsk+irxVfVCGVzzgWhUh0p+Ysf/SIPpFeYkl3++fxTvHdjkqoMb92qVExkOU9k7/FCrng5P8WUWuZzzUv8zMS3uJRPciNtUk1I3rx5COckUjoSbXlo8jp/aubrtA4VdGRB3yseNQmlv8KPzr7BT098m3PVFHNlg741PDNxnp+f+gaHVUrpLRfLKaSAZienyHVw04BOq0+/MPTnsuBIeFEv0NY8ZwFCebS2lFayVKZcLidY8iWndZNZvchEq8+ycpSFplQGYTVqXLkkK71fztTlhyMCayCq0ODGJdttM3Vv9Paj5XIbvqxr3QIA4fGVwCUCXyoWXMbvX36Q1xaOAvAH+kGmkh4AEk8qSxqqxCWCfnJl090qvQ29NEmfm6ZBZcP7tZmUHM6W6EhB1xd8s/c4//zqE7x9fSb0zxmPKATOeNTIoOpB0p1NBwmBKyEcgwTBjY7PwO0LIsmvDAquj5lX4BNHmpZ0ZJ+HjefPH/4Si2XGHy49gMslwgm8D+mLax/Ly4MxAPpAsN3wl03uP1Z4baWP5JiPtfAYtb5O1XrJ2fIw31Lv8IQpacts3W0ikUgk8v4mCq+7DC/FnevxElu7XUC9IPW3vJ+yAlmFmHlZBqFw7PhNfv3CB2noksONJb76xoP4vgIXesKshPN+mv/U/QxSeKbSHk9MXOTj2XvcrzWfmXqZM/o6V2ybvys+wY28iZaOJycv8u8e+n0OqxSAVDSwPvRefCBxzE59g+OqSekX+NzMy/RdiIiekQmpMNywObN6kVZS4DwkuqKRlBxvLfDJmdd5tXucL7zxGFWhVnrF1h5O49Daouum/LbJOZXcGF4/pbo8On2Vls75wc7b/PrVp/jWyw+AlxsOCYYgdmxGcHrGJOKNLf/bLoO+L7OBqFpz2w3dBydwlURph7OSa/Nt+qWmkxb0KsONvElTF7RNjhIJsvSUXnEmucb9eo62SMeWbJXe8pC5wmcOvcqX5KNcWJ5ECE8nyWmokjfKjI+mgp/uvMyr3eO8c3M6HBPtoFK1CGNsSMrABVsZbLwS1hJuwErSXy3YBoLXZoORBPUxk0F0iSws0H/5+sf5xdkv8oh2/PX7/hl/o/lx/uHzHws3dAKpQRTj92ng8qice1Z87Up0sfJ6rbtcjTlhMkCANCsCS9Wub2YqdK2Sh//KcLvSKy5VkyjmeNj0VvUtRiKRSOT9TxRedxne3LkSFWfGnN7dY1QRFlCyBL0suPzG7DCR7vsNh8hlaLkYWSPZMuV8MUPSLCgnJLOHlpiRIe3w882bpCLlYnWTnzz0HQCuVRN8vPk6r5WT/NrSMaTw/In263yvbNESBR9OE07p0D3/TJryZHIFR4itT+t+oterNu/mhzjWWqBpMqTwfHj6Xf7dma9hhOSXvMYkDwUXTHtcHW0+HLJsHDqtSJMKKR0NU/Ghiff4uYk3mJQhXOKTjXPcd+w6h1WP/3X+Wc4vTkHqcFWIDRflxkOCoRZgaei/ElVdLreTOU61gBr23m0luIaPv8FlA3FSStBh552VFJVmESiNpGlKlssgitsmBwFzZYMXe6cpvOIRc437tR72ew1oyoSPZfAD6VkskhfUGUqnkMLRkAXfL45yvz7Lad3mJ6a+y2vzRzi7nAaBlIYQk6HrtWV8e70w3+j6egacONHnc498j99+61HKXNNo5Uy3elxbCK9zMy05u3yIv6+f40fb3+PTjT5PNt8jnemRL6XgdTgpUW68T0EIhzEN91rfV+gv3N02xpUUbjjUffD+F6F3EGqXy1SkpqJpgmpv6HIouCZ0HyUcRlgWXYNl3+WGXaIpbCw7jEQikXuIKLzuMu5YjPx23a4aaYMbdcsP40Baj0NgloFLCpfW5WxLqg6nGCT6hf0SlcD1FaXWCOATrde4bAt+Y/kDfDg7yym9hAJ+rnMZgNJf4O3K8veu/jBX+m0qp3ile4LCaaZ0l+XJl3jCLDOrwsJYIjDCkIogxqx3nFRdTqfXuVp06OicU9lNfnHm6ygE/3DhYb5y/WFaWYFzMgR0JB5fawQpQlhHKy1IlCXVFdNpl/mqwXeLlI+kJakwHNdtjmu4WHm+dvMMC8tZcFFSh0MiZCgbHIipVe7LKB6ECT1DwopVQ3o3FBe12PLy1sTWqocdEVlDRrfjxLD/CqAsFUZZeoWhtIpOmrNcpiTKksiKwmkWbcalaopEWA6rGzQZnxl+2eYYYTmZzTFXNpHCcSydpyULOjJ87X0iu8zMg7/Kv9/709zIJ8IupQ7ZlzgTSvh2hFyZ1eZTTyMt+YXZL3IqvUkmS6Rw/Fjre/zO8uO8uHgfF7sTNHWBEo4J2Qdg0Wb8xSe/zGG9yN9489PcePHwlvvkFVTZvSW+XBIcv90ybhj8YIbf+tsGF0ymNgSUCk/WKOhkOZ0kr4e7F3RMcFk7uj/sU1Q4rBe4WtGVPgqvSCQSuZeIwutuQso7VmbojLy1CPmdljz5OiygTuNTZRAULqn7ZAhlYKoU9ZDbIMpEFWLKu4XhXHmIvzf/AV5bOMLzzQdo64I/Mv1tTqp5vtZ/gCN6gX92/Rlenz9Mv9JYJ3hvcZKJrM/hxhK/zjP0Oy/z6Uaf0lvO25IZCZMywwiFEpKHTBtar2GR5M7wWHaBaZnxB7ni7fwwAJmuqNICnwjswOkCmmnBT554labK+cb8/Ug8DVUyqXssugawNDwcb5dL/K+LTzOXN1BqZTXtUwciDIZeSX8cUyolw20H7om6blal4W04FHgP3mbj3i9+NG7egyslMg2ugKtnIgnhqaxkMU/ppDlLZcpMGhIknBc4L5izTTIxv+Fjz0jNGXOVRFSYhuWR5BLOS46qHm0Z5ijNqhaLeYZRDtMsKfsahMQnvha0W89lW8WgDDMZKSfUDqUcBZK/NPMiqTA4HKnI+FBylt/OzvFmcZRDagkjKh4zOUY0+VzrNQ4rzX9z4xluLjbr8s4wTHuzgA+voGru0xDtg4RYidffLeHkwvq5futGI9S3RYaAHKk8UjmytOShmWs8O3WOrk04md4kd4YbVThxo4QjFRXTehmARFgyUWIEpCL+CY5EIpF7ifitfxfh1S6HFu+UW3S7IPR47bQuUdowKgcXzvD7NCwkQ39b7cAoEEVYiNqUELVuBQ/PXMOIipdunODyXId3/DRZVlI6xQdaF/mn55+hWxjyOpxDCFDSoaRjoR9KBk9mc5wxc0DGtwrN9/LTZLLkqfQ9njRi2FvUkYKnsnN0XcqD5gaSBsfUMpOqR9vkFE7RrzSVlWjhw5lxUzGd9fiB5lk+ll1F4blRtTidXufD2Vnu0yWpWJlj9U41wbWyQ6oq1h5+n4QIe1HWA4LX4I3HZ5bWTI///IO/xn/71o9zoT+LVxJZlx76/XJGxixmh4vWUawYtkZ5J3FeoGo1GOYhGbRwFE7T0cFNAGjKHLuJum/LjI9ni7xTLXBYOY6oFtY7YGUIs/WOvkvIdEWjUSCkx1YKq0PsoAWkEFsHVwzGBdQnAYallNqD8RSF5q+d+yk+fej7/Ejz+zyTrlg0P5oV/Gh2DiNU7X6E/XvAtHmp6POr556imEuRKvRMuvqzsNn+DIZov2/F126DNNYwtsxwg21748Iw9awizUqaacF01uMnD7/MvzFxjtwHt3re9Xkhn+HN4ggAWa3glXBMqS6TMuewGt+nGIlEIpH3L1F43UXcqRj5W3a72EGk/Oh93Uo4h6xW+leG84wq6tQ4EWLSncdZQZkJjqRL/NXX/ijXr7fxdeldVWi+IU/xHX2cGwtNvFt9HIXwCBnmPGllOWSW6TrNb/VafGnxcSonaagyRH6PLNCOqBaHpAN6QCM4YbrBZzrf5XrZoqVzmrrgSreD9SKUFaqKw9kSp/VNpmXGZ9qvsOgS7tNdTus2rCmd+0ja5eFDv8+vpY/xj9xH6C6l+FEXRvngBLrVc8NILVI7tHacnJznmJ7HeQGJg0KGMrg6fn4/FufjnAhvxqg8L/BOIGpBtvZtU1SKysj6NSjIZMmU6nJELeL85m+ytsx43KwMq127yK2wvFPMcqS5SKoqOof6taMmee3KEfLLTVxd2ipKsWqe1mDW2cAtWRdYIsLzVanFGEvlFfO2QUeWwIrwGi0zkyMbsN5xrppiqZciyrDfXoHzHlGnVm7GQHzJYhclkweRwSDpPfzL5de+Vwdu1zox5kF7ZFZxanaOx6YuUznFJ6e+x480zmJEe/h6zqoWz6U3kTgWXYO+NxhRMSH7HFMLPGhWSpcjkUgkcu8QhdddxB3p79qB2wW1SPJ+Zw6dH+kRq10vuzZ5ue5tUjkhatsCaH79G0+vXG/FMM59bsHUCye34aDUyljKUvGl9GG+OX8ffWuQwtPWOamqeF4/xDH1Eg/pxoaLeSUkh2SXp1rnacqcM+Yav3z941zLQ3mbFJ5J0+PdapoPJPN8KBk8sfbYQ2HxXLOGZxtn+UL2Ad5LJqmcwBdrRLiqy5+M5dDMEh8/9jYvzx3naGORo+kCj+glPn7kbX71ZgfbVQgvhvHzQ1dnjwix6asXrl6FRev6GxNE40B4rbEevBdYJ6mcoqFKPtJ8mwfNDaYkTGwjEW4zR+F8ldOUOQ+0rvPk7Hl+qvUORkiuWcu/0f/XOLeYQk9BIfCpH+8ybfD2dplDNisazZyfOvMKn594iYfNAkfVyj5fsctcsopMWAyer/bv55ie4+lkgV9eeJI3ukcpcoOow1R8nW1jk+ARbkt8pWEfZcFdn3joVT0ceQ/PP4U+xjXOrB7ngIXeSrSn0Sr4Dx74LT7fXOSa7XFENVFi/ee3KQ1H1BKZLHFeIoVjQuQ8YByp2IPGtEgkEoncdUThdbdwh/q7duJ2AWGRt/Nqw1WLRFmBs+N7hiCIvFB+JRCVqlPO1pyxdqEkz0sZFlBjwiKc1RSl4i03S6NR0EhKEmXJtWY663Kt7HDVNnjUbL7yO6ObmOZbzEhN11sebFzFecmyTUhkxaxZYtE1OF9d4YxWG4qDJdfnd3uH+Vb3ft5cPszNvEmahum+Vkl8nV4ilEPI4NxJ5ZjOevxL01/j35vt0pIC6z3HdZs/M/M8Nx5s8XsLH0D06oMjQk+SV2Jv4sjFSI/TyGV+7WUbIMdYpUJ4tLT8UPsNPt1YWlWKuRtmpORMco1jZp5PZldoy4yXCsvZ8ihLeYI0FleFuXkil9sbnixCQIfqlPzEo68ypbv8WzNf5QHTZlRcz7seX88Pca44xLWqw5Wiw5W8A0BLFXzrykmWuil20QzfqqF0M7xu2xVf4bZ13PwWJYoHGWfCoO696D1ctd1k/TbXnTQYiC4BKrUo6bhQTmNEl+N6/AkTgFQYZtUSHV9SeEkiHE0BbdHc8D6RSCQSeX8Thdddwh3p79qh2zW8+wYmwbbuOzp/tHa2bGPzhZfKIazyPcKKICjWlIAJB6IXAhTWlb55oBJUuaZXC4BCKnplKAn6UOc9HtRdSt/YNIlMCVmXDULqLU9l5zim55mzTfre0JQFZhv1fRLJpXKSC/0pupXBeREGs2ZQFBpnVx9dqRyHJ5d4bPIyUzLnAdPGekfPF8y7Hv/LzY/zzUunQDu8lGvK5jy2ATIXq4/9rTAyU2r0mLsNhO66u48RXUp6tHRo6bhetblsL3Fa702J1rRq8olsnq63TMgGFZbfXPwQv3/tIfJSh6jwgRPXsHhb99ONlnXWeAloH+aBmZBy95NTL/GZxhzpmoV21xV8t0h5rX+CG1WLq0Wb97pTlFbRqwzXl5oUucFWcv1j1C4wBPHl5fYEs9PgG3dh4uEehmisZVyohjerHbWh6AJEapF1P+j5Yobcn92yXPCwSrlqc4xwGGBWNWJfVyQSidzDROF1l3An+rt27HbVCMtw2Owt33etaWJDyqEdnx4+RBWAFDg8yoqxoQcAohBggwBbKwp8JXBOkheaZlZgneBmv8GlYoKv50doyZynkgWOqK2dFyMUz6XLmKzPvCt4pejQ94ZHzHVO640XYRerpeGssMrLVU6QURadOSoncXUfm5SeyUafX3zgi3y2+e5w33q+4JcXHuJyOckL10/T6yWIejEp+nJVX1joC/LIchuBEmuRoWxxrejySSiB3IyB4BLSo+RqVZDqColH4nmzH4790faVPeuPacts6ENVPijObpmglAtPQ/kwrLv+v1ce71l9BkCMOCTSo1KL9/B3L/4wlw6/zGeb368dr9C79XZlOVseZ942KL1iuUoprcIhWC4MVRU+NN6KlW0PXS9WOW/BnRHInC0dOa+gatR9X3tYWrpfeFUL+f1IWxdjHLQ1vV2jogvtUdohpCc1Fe/1p3ixgB/comIwFYbjSuHwMTY+EolEIlF43S3c9v4uATbdncsmrcfusNZwXI+YLMCpLRZiHmQezu576gVmNV6ACSsgF+tLD53AW4ETIdRBS4d1grPLh/gt/xQPNy9zSL7GkW2uo9oy9HEdUQaSRQyCabVxiZL1jgs24a06EQ0gkRYtHUL4YeS6UXYobBtJyVTWY9mlTNeP91LR55v90/zezce42mtzeb4TeqhEEJsuCzOrVgmsevE5CJTYbEDz8PYbiFuXuS1FF3JlCK3Wq602rRwNUwahKS2lV7yVH+H39QKPmHmOq82dx1tFo/iB5ln+d/8Eqi7blFrgqvXHaGx6jACZ2aGQXCwzcmc4oVdW5wuuz3XXRBGG6fYxSBFe17LS63rcBm7koM/LqTBiYRSnPL4RglK2ElRe1n1Sir0pLd0PZF0eOabXaq9wKhy3UUYfb5UjroKYFsLTzApOtuf53PR36YgS2PoEgBJyp+efIpFIJPI+Iwqvu4E70N9lU7nz/qwBe72o22bJoXAgS1H3wYT7DQTYuuHLdenhWpHgrcQrT1lqdFogBVROslClzFdNZtTqdLrtsh2XDGDRZVgvmTbL5E6zIBp0dUGeaJYLM1ygC+FpmIqGKZlKeny2+X2MaHOxWuKLy0/yavc4N/tNuuXIfep5aAPxJYo1cfS1++UTj4OVocurR3AFASzXC67B7LBtlRdqH3SMdCQjwivRllZSIPG0TY4SntIHV+i9chqFp/QLHFV6KGx3S88X/MHS06S6olsYkqTCWRkW6NUWHwYxKEULz1lKz6Fsmc+0Xl1VamiEJMGSyZJpvUzpFUY4mrqgX4VFvFIONzJ93Nfzu6AujZNinRgeBKV4Ffq+tnK/nFkRX5sO0r6diMEctL0N0FiLl+DSDeZ2ifokwqjoyixSWdK04sdOfZ+/MPtlHjUtRkcTRCKRSCSyHaLwugtwWt7W/i4vd9fbNWBXyYYbbdMGR2tdyuHa21UgtFidWOZZGb5cD6QdCDDZl7jGerFgK4lPBFpVw6jx0isW3f6dw859RSY8mSyZpEdpNG2d09I5UjiUbFJahaxdLy0cLZMzkyxzwyU8AMy5sJ89axDCY51Ea0tVqjAPbFC+Jj0+86F/qVgTIDFacrWN/fayjowfl144DuWRSRBbxgRHQUlPw5TDEsOGLknkSj+cxFN6zYLLKPwSc66iIdyu+2ZyX/J83mKubNIxOXmi6RZQaotPBdaplZLDtQiQWYWshbsQnkZS8i8dfoGHzWpx3pYZ9+slOrKgI3scUmFYtkPQt4bFPMGMvE4DgeyNR5Th8Z0CuYGwGh0TICs2FVRe1qWHVXCTd9zbt1sGgsvsU1nh2scaE9IxcLu89vgkBGkI4zCNEmMsia6YbPQ5ls7zkN46TTMSiUQikXFE4XUX4NXtE10ALtkDt6tGuJ0vpja6ryzryPJNqnzERjH0g+srQg+YWTnTLXKJz+zY557pCik8qazIZMlV22JgO5R1b9Belb05HIdVAVxhwWU8nl5gSvZReH6v8Sh/MPcQ3dodkcKTyDAfrKFKzlUzfDC5ycMm5SPNt3ird5hEhf3T0iEHbspaF0f5ECDhaverEttO8fPKh6j+rcoKR1Ee1agQhFCQ1FSkpqJdu1wQetkGbhdAKis6qr/9x7gFzlc558qTTJkuy2lC5SVGBTG46AQ0wOYK7EiwhgC0QyVuVTCISSoSZfna8oNMqe/wiay/qiftuG5zHHjcl1Rc4eONc3w5u5/lyZR/cuFZrnWbJGmFtRJfhjJHbxw4ibACb3zYjw1en6H7pcW2BJXTde+Yvc0C7HYKrhqbrC8xRNbfAZIguozDZBXPnj7HkXSRd5dn6FvNw51r/HTnJdQepWpGIpFI5N4jCq+DjhB4ffuCNbwWuGTvEhSFY2cBG4M4+g1Q+SCVbOPbSBsCCtYttEYeI5RlCWzqw74WIW7ej7gbWVKSqoqZtMtsusSk6tGRfSAh9yXnq5zrLgUcHVHSkY6WkEyrnZUipcKQiopTukcm+kzKDCMyrHe8bm5ysjHHtbyNG1GIWjg6qs+yS7lhc47rNs+lJS82L7FsE64stxHCk6Yl/V6C0A5fjVO1PriEhhAiUR8H4eqFvqjnHg1cs8H/R47phtS3F8YhtRuKrnazTyctSFVwtoTwNHVB2+TDu7ZUwYxepilzMllyUs8xJR2TMtm129V1BRbBMT1P1ij5QOMCLZnzlcVHAPjixYeZW2wgstBf52vBI5Rfp9G1saSmQkvHm0uzfNOc4YfSV8eK+dD7IzmtDX+6fYWbrs9rU8d4TR1lqUi56qFbqCCQB5H8eRB+zgTndzOc8vgslIpuVX4Y3J4RAVbuUwmiGDjqDAdQ3y5COuKYMRK63qfEIVsVzVbOU0cu8pdP/gaPm5SXy4J/Mv9hfqj1Rl1iGIlEIpHIzojC64Djpdgz92k7OLO3Dyashz3eJrDS77XZQFUfnK2thJ+oQFGLr3pu08C9yRoFf+zkdzmR3OSEvkmJ4kF9g/tqMXzV5rxeHuJSNQlAU+ac1jc4oXtM+J2VwBmhOF6LttH7X7Fd+u5QcH1SWKwycquRwnM4WWRWL9KRPSZliH5MheFnOi/zRHaev977HJeX2iGa3VhcPQsMu8lrIxgeh2HstvTDsAFjQkncaCCEdwx/9zY0iwlVl25JH37q22pjaTdyPnr0XQAasqjLI8P+Oy/Q0jKh+zyUXeG+5DqZKDmj5zmtG5gxQ2t3Qio0M7JkKr1BU8zTEEHMfbrxVd4uJa8vHqGykn5hwvMdc1JCSEeShJK0UDLpWCpT8m3moBuhOKJa/PT0N3mrdYRn0nP80rVP8oU3H6Xqm+B8yTplL5c4PMIJxFZhGoPyORX6HkW1PQHmdF0qbEMponBseTJkLLVA93LFWRv0EN5ONhJdwTkPJw/kRMm/+tTX+HznJe7XveGMroe15Oennue0brDjmNZIJBKJRIjC68Djb2N/lzNiT3q7RtlWudpOt12XRm02WFXY4Nb4LYIeRAVShNlfopShp0Z4Zpo9fqrzEk8lphZBJYOm+tyXvFZOcraYxSJROKyXXBEdJmWO2oVTOU6wdT1ksuSIWaApCyZVD4fgiFngiF6gKXIeMTdpyhVBclw1+Wq/zVTSo5cZlouELClxTuBTgevp7S2mB06VcWhtefzoFX7qyHf4O29/nPnlBlUZFqSh2rLe4AbfLgORkpqSQ81l/vj0t3g6uY4RgstW8muLH2KxrhHtqD6zepHPtd7gsErp+4pJuTeCa4ASktkxoSdtkWIJLlw7DZOKrbbYkRh/CGEYg8RJCLPHZJ0+eSGf4te6h/lw+h4Pma33+7m05NnkXWx9DNvNnGUB1qgwzLmqCzFziTMe6YOY2govwtwvYbYnwKB2lGt3SnigDlgZOGEb3X/gQg8drTsgtEbZSHTBSrmy1x4pPbN6iY+mAjUi6psy4SG5xRyLSCQSiUS2QRReB5zbOb/LJXv/WPsRsDGKLBnGT2/0+LLaev4XhNt5TVgoWoHSjs8ff5krts2X+5YnkkWmZcZN18cg+Be947zaO0npFaVXKBztMMWZx5Ore/YcB8xIyTE1z4LNUMoxox1Tqstz6SVmVMqiK+jI1WEOSkhO6pt0TJ+qIUlVcMkSbZlbalACbtC7tJa6NFAmdlhWJ4SnkZY81L7Kp5qv8+6JQ7xw4zQXFibo95L1cegjSBVEW6JD71QrKclUxR8sP8wTyXWOqxbT0nGp+RZvFkcBSETFfeY6U1LXJZj7MEl3DBerJb6eH+Eb3QdwCFJd1YO03bpZY2tJlEUShPtSlfBS9zRztoVtvk5HeCZlghFqbE/g4Dla7/jxyVd4feEwAEWlKUuF9+CcxPY0bknjhUeKrWPkB+xEgA3uh6ol9d3yV0PUPV0biK5QWlknGWqPKyX/4N2P8GzjbT6Y9GiKJM7eikQikciecrf8Cb03EeK2ze+yaRiWvB8CaTcBG9thq/leogJhtnHW3RNKDaVHFIKyVHz5+sP8jn0Moywfn3mLT7Rf47cWPoYSjutFm9JLKqeG/VYNVZJ7zYXkCk2xQEcqMqHRqF33Ik2rJh8SBU15ngvVJEZUHFbLHFFNlJCkarwoaYmSBxvXuKI6NNols2YRIyy/evFp3rk+TSVDqmGYVxXmfAnlkcqvCo2AEBzRyXKWbBB4/8nsN/j+5Av8tQuf57VrR8hLvcoNguAIKeVQYmV7qalIdbBqjLB06mOjhOSMnscIi8JxWPWYktAQtzdJ7rI1vFUc4WbZJJEVOZpWUrDQ33yEwCCVEUKYCUDuNO8V03yZhzhpbjIluxxWPTpSMCmTsWJSCcknGxf53YkrvOqPYp3kdOcGpxs3yWTJV68/yKuvn4SewiVh7tpASG2HnQqwu4UQGT8mSGOAAJeM9CoKj7eS6/Mt/vIbf5LnDp/lX5n+Qz6UROEViUQikb0jCq8DzO0qMwyN5XtbYjjKjgM2tosH3YeqOV5cCVeXG24jdW+w+BROYJcNr104ijYWrS3L5eN8d/EEC2VGaRVCeBJlaescLS1KeHrWcCmf4Hn5ENfTyxzWCxyWXToy57BKd+3YNGXCY6akI64D0JJiS0E3q0oeTi/zWHaRj6SXOKoavFHm/LZ5nFYjp5cnVKUaxqFvhDaWY5OLnGnf4E/NvMD9OoiGWbWEFo6pZo+lPMVuFLteo6SnaUoknkRVfKL1fSZGZnGd0U1mVY9MaNI7lCAnhccIS+VVmLFlDQ5BMynpFhu/hq2RVMZBOEjPJqSyYtFlXKk6oEEKhyQHijBYewwdmfBY8xK505zKbvLnp7/GcdUk9xWvLB5HZCGFkjykkFoZhNRw7to2+rLedwJsOAvMb3qixa0dziwAK3BWcbPb4EbR4sH41zESiUQie0z803KAcbcpzdDtxbDkTdjRQk7cokvmNp/vtZ2QDRjZVw9YgS3CnapS8V7fcC1r0UoLEmVJdUVeCQqrmEj6ZKpECU/hNIs242rVwRJKFjPRpe+rPSmVS4XhqPLkvlolWDbilG7TaV7Gec+0avO1vOQ3Fz5C3xoapsJ7gdWWslJUA9drhFAi6Jhpdfk/nv49nkkvcEY3UfVzmXeKls5JpKWd5puKr1BiWKBF6Ilq6YKz5SxPJG8Ph0srIZm8zQ7XWu5TjjPJVV7rHkMJz1TS40beRNZla3mlVz1HJcPzGiQztkxOIqt68HP4HOfOUErNlaqDERVTsth0HySSB9PLSOH4aOMtTuk2867Hby6f4GJ3AqUdlXZ44aGQdTAMq/oZh4alE6sGYA9EmXCAWy3AhA2li0PhdpfgVRi+vKHLtep2K2mcwxMyHlwlsE6GcQKxzDASiUQie0wUXgeV2xQj7/XeB2qsRTjP7Yhm3Gy+l7BhEXpLTf4OfCmx0qO0w3tB3g8bL5SlVxoSXdE0JQtFhk4dql54Oy8ovWbRNrguSo6pLpnYu49bUyY02X7D/6RcETJXbYfrZYtEWoyygEHJMI/KG4Fbc5CUDHO2JtI+bxWH+ZHGxaHLVnrLN/r3kcqKlsmhTJlq9OiWhn6pV/V8jYoTITwTSZ+GKjlfzHApe5cjB2idO62aPJVc41vJIstVipGWmbTLUpmGPjdTUlpF5cK8Ly3d0OnqJH2auhjOHxsgxWDum6bvDaWXpJu8H41QPJ1c45Bc5owuAENTJLyRH6VfaYR0IXXSiTACQQlksfo7Y3j45Zgh2PUFITCjLlO0KymIeDGMlT/ILtgwnl5v7nINcIYNv458JakqSUf3kdzGrPtIJBKJ3BNE4XVAuV0x8jbd/8XFfgdsjKKKuml+zUPdSrnhyn0E3nt8rnAi9Dx5LygKjc4c1kGvMJRW0UlzulWClhZTr1Jt/QI6JDNS3rZgiK04o28C0NQFvcqglaOy4X0ghF8nGLRyNE2J84LcmVXL0cu2R9eltFXOdNIjUxXdKsFIS9OodeJECbeqPDORFdZLzpYzHFNXh67XncZ6xyWbMq2X6aYJc1UTLRxGWkqn6FaGQmkqF46Glo5EVmSqGpadDkhlEOPZmgYsIxztLZy9U7rNlOwPe9yMUPzRzot8MXmExSTDVqruzQO0x0mHKAWi2sZnTdahEsqD9mFEw6JCFgIqQHhsulqYyf2Y7bUTVs0D257gAvCGzb8DnMBWiit5h1/vhj7KT2Q3V524iEQikUhkp0ThdUDxZvy8oL1kPwM1VjHoM7kdOSEuhG3YMRkIwnJrvWZ+5V+XK0QjpPE5K4diAqCykm5pMNLS9pKGzjHSkokSJRwn9M0dD1Pea3Jfcq6awgiLlpaGLsmNZtGNTyTUytFJc7RwZKrkE63vMz2yCC09HDPztYOjuFG0huV2WjgmdI+5sslyHSuphUMKNxQmqaxQwjFnm3yvbGHoHohjFYYbV2SiZNYsYaTFeonzglRWzOhlLhaTXM4nhqWE4X5rXC48DVWSyZK0jh40oqIlCg5voz8PoL2mnHRSlhxtLLKYp1SVJB8MWYZ61pfHJ4CtBZgXQ8fKy/o2OsxjQ3mSdsEPnDrP/c0b/OMXPopfVohSoAqGZYhee9DgfDghIaoVF/l2CrHB0HSvQ0nlrTjYozO7Nr2dF7x85Rj/zfJnONJcpH/k6/yJ1tyuw3EikUgkEonC64Cy32mG+x2osRbhb2195uXOBaEs6zPha9ZJwm7vccfiBDZX6CyICmtXhBdAUSlKE1RdS+c0ZUFH9TmsFjgsc+BguF19XzFnmxxJFsPsMeEpnMJ5wXJhhuJLCE+iLU1TDvuxppMebxZH+GDy5nDu1Qmd4rjElOzyYHKFrkt5Iw9R8KeTa/xk6x3+9+X7eXH5NHNlc5j+CNDRfTJZ0lZ9HJLSKy5YgRS9A+EwHFYFHdUDwmBsi+SQWuKEucmzSZ9vFhm/u/gESzZlocoo3OqvU4lnJlmmKQtm9SKK4Pgd0ktMyR5tuXlC4mb88dlvcWFymt+89EHeLA9jnYLRvjoB6FpgAd4DEtAOUQ+zlsrTbPX5L578Z3wiu8wbZcY/aT2DrQTSS6wEmYtVnxsvasdIDURXuH5QjrjnQkyMiC1162JrdDsu8WM/36scMA/OBld7QaXkVvEb+kM8knyBvlec0cWBcWUjkUgkcvcRhddBRMpQariP7HegxlpuNdlwVwNXfRBf61wvv3Wf16aBHlbgrEAqvy4yfSBYWjrnA40LPJG+B8AhmTMlD86Z8q6zHNYLWCRNWTBvGsyYZV5fOoJR9XBgLzDKIoVH4lHSMZH0SVXFxXKKGw5m6+OUCsNDxnBGVzgWyf0NntcLLLuUj6ZXOKLaPJRcYdE1uKY7LFQZpVeksqKtciZ1l47sr9rHeRfcwjtdmmmA0/oGczI4cMfUAk8mug5dyHguLTlXXuaN/lFSWVH6UFY5eH5GWJoqiK6O6tOSOU2RM6W6zKoSI3YmvB4wbR4w88y7S7zRPcp785P0hcEVCm/FigCTPgy+VqFH8czR6zw2cYU/uHQ/EN6zD05f55PZFVJh+LWFZ1DKYXUtUDzYzCOL8XPC/CCGXYaDNRRig2HLo8mKgNhEkA0/kwOhJQmlkDsVWmsYdyJmyJjteydCGWmpeX3+MP8v/xPMJF0eaVzmJ1uvYgTMSL3OjYxEIpFIZDOi8DqAOLO/MfIukfseqLGOWz0Lvstdk2VIOBtdtA0WhhuuAAclVRs9tgdXKqSqcE7gvRjOpRLCo4XjWLrA55pvcVy3sd4BzQNVotSUisfMPI+YeWakpustV63kb/EjXOpPsFSmw3ANKTyZCkOOpQg9TKVXfCc/juECD5j2cLuhNC/0IH0qK1lwi0zUguUHkgp4h6tmghm1xIVymjnbRAqPItTAGWExwpLV9or1W5eE7TdGCI6qHpMyJxGO07qxKunOes9htcCiyVh0Gbkzw5MLqSyZVD0eTS4hhcN5WZcYlkzKkmwPPntf6B7lfHeKRlLiPZQi9CAO3t1DLSM8jUbBpw9/n7808yKvzCoyYfm1hadZsimL3jGtEn528gV+d/IRLvZ1iKivBZxLQp3wVkOah0IMxp5kGX7+xiH2RmCN3S+9vRLDsB/BDfReUJYanRb0SsPl7gSVUyxXKUs247i5yUlzk6eTBaZl40B9xiORSCRycInC6wDizT7+ERfcftHF5me7x7Hh2eltbyCUP3m95rJNSh7XzvYZ24Rvg+Baa0g26oHA81WD5/Nj/DG1cCAXY5OyweTIbrWBZbfEtO5SJJpErp/AO+hbGoijRZdxzrZpyWUOjVl0KiFX9Wk1ZcJH0pLSX6MtM87rc7xSTDPnmvSdIRGWGbXEIdnDiFARdxCivKdlA0UfKQRtMV5AT6kuM3oJY+0qsdFRPc6Ya/xAEu6z5Los+yAyEyFW9cntBOsdiy5Dy9B3mJoKKT1FofH1SQEIowCaWcHRziIApXf8YJoBhscOfZfvFn4YlvJkonn60AVuLjXp9TSirN/kYvviazMGwuy2IsGmtybiB1+Ntv6sO++pvGShDMf7StHBCItDkomS+3V3T2b0RSKRSOT9TxReB419LjMcBGrcboS9xXSNPTgEsgxiahUbrfsE+LVnxTfZByH80O1qJCUtU9DWYWDu2WKW75srPGzSAyEgNuOaXeaVchYlHB3dJ7d6VR/WAC0cqaxoygLrJYsuY84tk4p8WzO3UmGGC9PDKuUhc5NFt0TfazqyoCMtmRAYJG15MI7bWgG5llRozugeCVd4V0yz6BooHB3VoyP7PKJLjAj3n1ZNpvdw3xyeB5MrnGjMc2l5gqruOdSZw9WulwBmWl3+5Ilv81R2jqeTpVVz31Jh+HAK1GMJJIL/7OgXeKBxlb/5wqfwuVyJka/Fl/B17PzdgAilktu53cr//VAc+rrsdiBMBwmWAP16ZkXfG3IPi64g3WAQdiQSiUQiA6LwOmDsZ5mhM+K2Bmrshl07Xqw0+68qN7SMfdevdbuA0COzAVL6ep5TRcsUtEyIRwdwXvJWNYMS13lAZwdCRIzDese885ReM6l6lF4xmy5xo2hRjbwAWjhmkuVhEEa4b7he7UAhp8JwXHlmlaUpwNzhYck7RQnJEdXikHQ8YK5zvoK+VxjhOCwrplV7643sECMUP5rB4tR3OLt8COtb5KUOJa/SYZSjYUrOdG7w052XOa3bwOZpkUpI5pzkt688jlAOlzhEf/UH0SUe6cW2gmruKCL0eAaXbavbjk6WXn3zdTPt6uOrhKMpc8yBPxCRSCQSOUhE4XWQEGL/ygxF6O26G0TXoMF+1wwa+7d6yrIupRotM5Qb3K92uoy2tJKShi5pmZy2ycNcJpXTlDl9l1B6ybzrDxMADyKmfo5NmTOrYd42MKmlZw09l5DULldb5cyalWS+lsyZkuujzrdLU25/+PNBRwnJpGhgdMG8KzBCMC33PxL/3WqJ1/MzTCVdCqvIdRhYraRDCk+qKo6n8xvev+sKSixtkaKEJPclL+YnubAwEd77KgRnjLpeXoBLPaov4KAOVR6ILrWN6Pg1n3OxprxYCI+SHlkLro7uM2sWeSS9zGG1wIzs0xTsunQ0EolEIvcGUXgdILwU+1ZmeKdKDAfcyhDlvWyyF25rEWfHaQA93u0S2iOV4/jEAieb8zgEiaxIZcV92Q0O60UkjsN6gaaw3PGEiE1QQnJcNZhRS8zZJk2Zk8qS3Bn6WuO8JJUlmSgxwqKEQ+KYUl3u0wsxVnsNTZncNkFpveOtcoKuTUmlZSbtslSlFDZ8yBNlebB9jX9r5qu127Wa0lveqBxXbZu+DyVy3+o+zu9fe4h+34Q+JwE+dYje6g+QF6FvSvXFwRimPMotiC5gtastQOgVNSmERwCZrjDScqZ1g5+d+Tr3qSVO6QYOh+RglMVGIpFI5O4gCq8DxH4NTb6bSgxhdzO81iK2OCvvzPhF2thgDeWRiSVLS378yPf4uYkXea2c5M3iKKfNdX4om+OGtWQCJmWCEin6liY2336MUJzRS6FnywYhNaWWacmcR8x1FJ5z1QRFrdpDEEaX+/X7x7G6G3F4jKhoqhwpHFpappIurj7L0NI5R8zihqaUw1F6yXvlNG/mRznfm+b88hTXus2V5E/hgxucOeRoyWHtSNvsgImvWxVdrPmcC48YEWJCerSytJOck815PtJ5mx9OHUoMhOzB/mxHIpFI5OARhddBQQjcfpQZ3k0lhjW3zZmTYwI1qCPl1/Z3KY/KLFpbGknJN+bv5092XuRHs4Ln0rdIhcGI1YmBdwtNITijbzInu5ReI4XjmFrmIR0SCyflIpdteGKZCH1ZqYjzi+4kRiieTvosu/e4Ukxw1XeovEQJS0OVTOkuTZUzuYGDngrDUbXEy0DXJsyXGYVTIQ1RhBCN4edCebzxKymHcPDE1w5EFwCjetKsxMoI4UmSioks548ffZGnsnN8MMlRd2k/YiQSiUQOBlF4HRC83p80wztdYrgT9qS/a6NtjxwLm4wpaxTgE7fqd7RDJQ4pHWkSIt0Wioy/N/ccf3ziWzyoHW15lx3kETKh6MiKpuhSIugIzxG1Ep8+q1o0RcGSLwHB5PuoP+tupi0z7tPzHE/mkcJT1m/uQez/Yb2I2WSkwSnd5qPZu1yrJnivNzWMoFfKUznCyQcbLgufCXkwxVcdGb9hX+YGeDVygkWAHCkv1saSmYrjzQX+aPs1Tuk2EEVXJBKJRHbHlktcIcTfEUJcEUJ8d+Sy/6sQ4j0hxLfrn58aue7/IoR4QwjxmhDicyOXf1gI8Z36uv+3EHeRBXMbcGbvF+53W4khsHfBGlvgNygxdKkLlwlAe2RWoVOLlI4krVByRZRd6E/xxeXH+WbRqYcl3520ZUZHSDIBJ5TiuG6vm1nVlAlHVIsjqhXnFR0QrHd0vWZGL3E8mWNGL9NRfSZ1l6NmnpbMuWY3T937QNLk483XOZ7N0zRFcHpMhRAeqVe/p33icNma9/mI+Nr6r8ne4w1UjVsXXeG+I0pRu+F4CG0sqalomBKH4K1q/9IpI5FIJHJvsZ0/lX8X+Mkxl//X3vtn6p/fABBCPAH8WeDJ+j7/HyGGncd/E/gF4JH6Z9w2702kxOs9Fkd1ieHdhpfsqfPnRvXsQNQJcHr9zC6XOTAOkThko0JnFVKtLMYSHdwuJR2ZKqm8pO8Myy7F3fFaq90xrZoc1+0dpxRGbj9LPkfh6cgemSiZ1YscN3PMqBD93xQ5fa+2PCnwA6nj3z/8JZ6bOUtmwskFk1Qh4W9Mya1ruHWfnYH48rerhkKCS8EO0khvVXRJQI24XSYcI6kciakw2pLqipYqmLPNu/rESiQSiUQODluuzL33XwJubHN7Pw38z9773Hv/NvAG8INCiOPAhPf+D7z3Hvh7wJ/Y4T6/79iP2V02CyWGd5XbxRqhtFvGLchEWBwOXDUvg8vlpwtkp0Q1K1RikXJ12VFqVqbGNk1JU5e0VMETjfd4PLmKPMDphZH3JwrBpCyZUl0yWa5cLhwzaolEWIxwVGzueoW5ak3uT69xvLVAOy3IkhKlwkmIdW9t6XGZWxNMUYuv1OMS9i/MU4RAHJv59SdPbgGfjggp5ZEypJVmaUmiLa2koGP6fG7mO3ymMbfOAY5EIpFIZCfs5vzkvyOE+HngBeA/9N7fBE4Cfzhym/P1ZWX9/7WXj0UI8QsEd4wsmdzFLt4FCIFL9rbM0CUSZw5YieG2U8b27iGDe7bm99rt8ib8kFqydsHPPPwiv3PxURa6GVVZ74TwJMmK0yWEZyLLeXbmHE1Z8EB6hZ9o3KApY6x65PbTlhmWHkosoXDMuSal1zRFTiZLJkROJrbnxCoheS47y3eap+iYnMUy5T09yfW5NpUT+GKN8JAen3oo1/d9ORNObshSICr2pvdLgNf1Z3cHZYWjrArPESATi5Aromuq0WMy6XF/8wYfTd+jKWOpYSQSiUT2hp0Kr78J/FXCn9S/Cvx14N9k/J/DjUbYbvjn2Hv/S8AvAUy0TtzdNVxb4Iza09K6UPJzwEQXQfBsuU9ij4WXGvO7BNfw0KpQxtFs9Tk9NcdPTr6ERfLy/HEqJ7nRa2KdwKjQ+2Gko6FLznSu869M/yEdUWEEpGL/B+VGIhsxKUOS5ozsc9l2mXMJCk9TVtsWXQNOaMEfm/o29+sFWlLwjxae4O8UP8SSF1jh8YVa/a1dB9F4JRCFXDdo2SYeYUCUAmm59YHL9fdB+PEhCGeXX2tergnPqd2uLCvpZDkfOfwuTzQvsGQz7k+ucUrHQI1IJBKJ7B07El7e+8uD/wsh/hbwa/Wv54H7Rm56CrhQX35qzOX3PH4v+7AE2OyAputtY8Hk9rI0si5JGsWr8BhHHrjOv3bmed7qHea5zpt8PHuP46rJxNTzvNk6zJRa5m9f+lGu91ecLKMsE6ZPW+UsuoQPZbEXKnJwaMuMhnDcdD26fkUdZUJsOwxlUjb4kaxCiTZdVzBvGzTTgqJSFBic8rhShqRDN/I5VR6f2bHulxfgE4+jHqJuRRBofv2MvdHy33CSZG/E1uj2fTpSOlm7XdpYTk/N8fGZt/hXp77BaR2eP4ARMcEzEolEInvHjoSXEOK49/5i/evPAIPEw18F/oEQ4r8CThBCNL7mvbdCiEUhxMeA54GfB/7G7nb97servY2Qt6kM/UsHzO2C7QVm7GVjvldjygxlSF67cnWCF2bO8OmpV7lQTnPNXOGUljyZaJ5MbnLR9niic5FzZprreQspPC1d0NF9Pjf5HZ4wfSA6XZGDhRKSWdUi9yV9X2FQpOLWPlSDXqYlX3KtbJOolf7GstBI6fGAdwJfSfyICPOJw2uByOVqUVV/9MNncrULN2rKrRrtsMdfYUPRNfr4tdvVbuT8O6d+h882esPhyM04MiESiUQi+8CWf5WFEP8Q+BQwK4Q4D/wV4FNCiGcIhSdngb8A4L1/WQjxj4FXgAr4t733g87uXyQkJDaA36x/7mlcqvdMJB306PgtI+IFuL0SXiLM6Fr1+GpQ7gh+WfN7rz7KH7bP0MxyLp6a4sTsV5iUCakwnFRN/vjEt2lNVvzG0pNcLCZJZcVj2UU+kS3TlFF0RQ4uqTC7jvyflAmn0xu8lcyy0E9JTYWUnjzX4CRCekjCV7sHvBW4SkIl8ZnFW4Es5PqC8rXDym/D19VY0SVApXYYIf8v5p/k6eRLHNexnysSiUQi+4fw/mC3UE20TviPPfELd3o39hyvJLZl9kQoeQlVa297xfaaqiFwauP9czrcZi8IMdOrL7MNcMpjszC/x2UOkVl0WnHi0DyfOPImvzDzB5xes/B6t1rikk2Zs02eSG7Wg1Qjkfc/N22X/+/8B/mV955mKQ8fKO8FRaWoKoUfKTeUyg2vL3sGX0pwIEqJqO7ccGWvfejpWvPVIhIX0kuVo93sM9vs8rHZt/kPDr3ApIx9XZFIJBLZOT/4uXO88GJ/7KL2dk1diaxhL90um6n9i2/eIzZ1vMb0Y+34cdT43q5VJU4eZF/iAKsd15ebvNubpiMkpbcYsdInd1q3Oa3B+hwl2ty0Xa46TyY8mRAcko0YNR15X5IKjUUw21hCihb9SuO8wGiL9yIMGPYC6wVKeE605/nMoVf5H9/5GJeuTeL6Ci8c3twBASbAJQ70mAeUHlm7dUo5vBcslwkX+lPkcV5XJBKJRPaRKLzuAF7t3cBkmx3cvq4BIcZ94/3ze5VmKMGm68uXnBlT0uRB5BKnFb4peLx1mdfKlG/0z/CxxpucUMW6sqOL1RJfz49ww4bLT+ibfDSdZ1qF0sPBkNUoxCLvFzJR0TY5AMtlOrx8Ouvy545+hStVh5d7ITfpP5z9Cm1h+J3O49xYbFEKsH0FVoT+LwNYgagEwu7T99VAcKkNZnyJ4HatvaqwitwprPfrTr5EIpFIJLJXROF1B9grt+ug93UN8JuUGMJAGO3yOUiosvER8qsGvY4gHNBXFIXinf4M/9XCT7BQZHw5fYTPzrzCT7Xe4DvFNIfUMss+4fnu03RtikNghKXvDMf0ItBl0TusByVgViaxOT9y19OUCY+kl3hNH0MJT1OXGGl5pHmFx7KL/FA2x6TM6bYvcM0VHFFtrthlJJ7EVFSlQmUW21MhgEMA2ofyP1eLLwvC7d4J8ypsd0PBNUA7lF7valknuNZv89/ffI4faL7D55s3d90nF4lEIpHIWqLwus3sldsV5nXJAy+6YIvQjL0I1dhAdAG4ZPMGflEKyoWU333rEYyxJNoy12/wreR+Fl3Gi4v3Yb3ACIesG/FdvcFLapIbVZsH0ys0Zc6E7HNULTEp7cYPGIncJXRdQeGb3N+4xs0yjFY4kizwL0+8zBHVIuQkBYF2uj7RcES1+KGpt3h7YYZeL1wmU4vr69XiSvpQ/mvAe8CvCDG8WBc1P8qwbFn5cFJFbiG2Rh5TJeM37L2gWya8uniMm2WTTLzE/fomD5rdB5VEIpFIJDIgCq/bzJ64XQJs4+D3dUFYJG0VqrGrUJBNRNe4+OqxVHUggJMUuWFZOr6YP8RLzROkukLWK0YlHW2Tk6kSJTzLNuGd/gwAs2aROVFgEdynl3f+fCKRA0IqNC2ZM6OW6cg+TZnzY82zHFGbB8z8mYlX+HLnYW4stEK6ofL4xOLzDcr3BCBWhBjUYmwjdvJ1IYIAFFsMle5WCXNlg99eeIKHsiucS67weHKT46oRyw8jkUgksmui8LqNuETvidtlM1nHox985bVpmeEuQzWcCQmGYx0tMb7fS9j188KEDTOJrPIo7fBO0u8lXHeCLClpmIpUV+BgPm9QaM1E0kMJT+F0GDSrcpR0XLdtSr+48ycViRwQHJ4TahESsF5yUi9sK9Xzd7qnuN5vobWlsMGeUsZRWQnVNr+z9virTSQWOabkWKkVB0wIT2kVlVP0bMKNqs2U6nLJdpmUBZMiph1GIpFIZHdE4XW7EAKf7L400KYSZw5+X9cAu4mwcmpzN2xDZIiL30y02WSbbtcAD76QeOWHZ8XLQg9Tz3qlJtGWpinpVQYpgvul6tt2bUpH9gGYc44J6WLIRuSuRiLoSMcZMQ/AKZ1ueNuuK7hsC14pZ/ntuSdwXpBoS1kqvKvFV2qxTg0HLt82jEOZzdMKhfBoGW5T1bWMuddYJAmOpog9m5FIJBLZPVF43SZconBqdwtxZwQuvXtEVyj122BfRei/uiXqfjCXbB5P73SY33PLOIEtJDqtB8N6QVFodFbgvSAvNZVVtNMcypREWRqqDHetT9G3ZE6JoMKiiMIrcveihOSoapD7klSYTUvtLtuCL/Ye5OXuSa7220jhkdKRJJYiF3gvEMKP7/fa1yfhUen4nkshVk6yqJGTNM4LpHA0ZcHjyUU+kMhYZhiJRCKRPSGuDG8HUuLS3f3hvpvCNAbYZPPerltxu7yGqkEYgLzJu9bLrQM1Nl30VRJbrTyAsxLrVn63TrDQTymcYqlMsSMP1FE9pmSXjvCxIT/yvsAIRVtmWwqPGaUwwpI7jR4Jl0l0hTYrv0vlERsIoT1HeVSj2rRqceBYG2WHvZxaOiZ0n8eyi3woUfGzHIlEIpE9Iwqv24BN1e4E010UpjHAb1ZGeAu9XV4FsWU3CNBYt9108xLDsWlpo5+CQcnh4FcvVgmvwWW90lBahfMSIyyPZhd5KrnIE6bPkXquVyRyrzApG3wse4dp0yVTFVo4BmZ3alaLL6UdYoN0wT3DuC1Fl1Ru6HiZusxQScek6fGZzst8unE1Ol2RSCQS2VNiqeE+4xKNN7vQtwKqhrprwjQGbOZ2WbO12+VVPd9Lb+FeDajDNNwGM7uG2x3zUqwTak7gKjmc9+PG9KSUVlL58PNAepXPNi4OBylHIvcip3WDh9LLXC/adCvDQpFinUYIT5aU9IGqDEJGJTYkxxd7fO5PgDAOlWztqg2CNbRyGBVu3zY5h8wyD5sFJuXWQSKRSCQSidwKUXjtJ3WJ4W4Ek81kLT7uHtHljNhQWHm5udt1y4Jr+JjgttvXJdb8f4xD5ksJmwivgRNWWMVhvcCid0z4GKgRuXcxQvGxxjtMqD7fSu6nWyVcty2sExuLL+Hxhdqbni/lkRukF65FSIeuhVdSlxk2dMmk6dNWOfNOcWoPdikSiUQikVGi8NpHbKp2NaPqbkswBILztFFohhgEY4x5PnVS4a0KLqhFl9mB6IIwgHXc47mVQIBxwksIj6rLk76y9CjnykP8VOtVTtTJb7EvJHIv8qhp8ahZ4jHzdd7uHqJ0ioV+tkp85cJTlQrvBco4nPK4XIHd4fec9AjjkMZtuxpba4eSodQw1RUNXTKddpkyXU4l13lAxxLDSCQSiew9UXjtE7stMbSpvKsSDAdU2cb77BRYs3aw1kA4bR6asRHOgEv8tsXa2sfwGwk2D96BUKDGzf+RHllHUC9XKRfFFL/BB3g8vUAmSo6pJTpSkApJW6TRCYvcU1x1TaZMjwXTQApPrzTklcY6yJKSQnqKXOO9QEqPaFR4K3BFHTe/1XmU2qkWxiH19gUXBLfL6FBamGhLQ5dMJD1mkyUeyq7wTHaepsx2+tQjkUgkEtmQKLz2Aylx2c5LDO+22PgBNtm4xHDQgzWKV/WQ452cXB4MSFbbF11rywq98mPLDIfXewGsRE4PNyM8TVOihCORIckN4GbV4pw8xGG9gEVykiX6wpKLHkdU6xafYCRy93JSLTFtuswlYeiwxNMwJaVV9KvQ9yWlI88NzkoEIJRHNiq8Fzgr8Fass7+FDJ9ZqdZ/LreDEJ4sK4duV9OUHM6WeLbzLj/TeZmWkLTlxvPKIpFIJBLZDVF47TVCYJt6x6LJa4HN7j53xOktAjXS1SWGLtlG7PsGDCLjt93TNbjfmjJGn2xyf8GwV2TQhA9h4dZJC1JVhd4Q4ai8pPQK4y3WS65WExhtWRSGGVVSeI+N/V+Re4gzuskHsgtcLToo4UlUwlKZooQjVRUOQbc0KOHDfLy69BDqMl7t9/yvkxCeJK2Gg5ITbemYnJ+b/UM+kS3TjGEakUgkEtlnovDaY2ymdzwo2WtB1ZC76gu7EwTnapOZXWakxFCEaHi3w3fe0CXbxKkai6j7wOrd8MnmbhfSg/ChCX8YNe1pJUF0CeFp63w4B8iNKDrrJYuuwZTqhvtBFF2Re44p1eX+7Do3qhYuEbRVjkNwvWjT0jlHzQJfuPo4l5faFEpTFBpn9+dzMhBdia6GvzdNSaZLbtg2SnT35XEjkUgkEhklCq89xKW76OsS3J2iS27e1zUQSsCuRJeXwbFy5hZKC0dwZsXt8sbjzeZzhETdqG+MRUpHoi1NU6LrQWBtk68aFAuQyXL4f4tA4ZHArGrc+g5HInc5h9Ui9yfXOJXc4Jie4xEzz4zUvFXBCWXJhOLdfIZeZVjoh8HFpVUUhcK7vRNgUjnStByeQAHITDX8LH+rez+PJ5d4JlYYRiKRSGSficJrj/BqF9HxAqrm3TUgGeryws160QZ9WELUwnIH/VwiPE4I39hZ5rQ3K26X1x6/xfBWkTiUdihtyZJyWFoI9ZlyXdDUxdDt0sLRVAVt1R9uoyVzZmTBUdWIQ1gj9xxKSO7TJR15nhkJs6oFhFK+D9Wppzdtl6YMn61OKljopyS6wihLaRVlqXblgAnpMMaSaLuqH0zJ4HYJ4dHCMVc2uGLbQLnxxiKRSCQS2QOi8NoLpMQ2zY5El5dg78IBydsSXUk9KLkWXaEvixWB6UG48LM2xczLINK82rnggpXUQ0TtdG0mugSIxKKMQ0jHRKvPsfZi2I4XQWDpAi3tUHRJPDPJMkfMAi2ZI3FMqS5n9E1O62YsMYzcsxxRLY5scs5hQmY803qH7y6cwHpJairyMgRvJDqUBVZOUlUKayW+HvGwGUJ4pHJoHYYijwvgaCUFcuQLp3KKV/KTHFGv8WSi44mSSCQSiewbUXjtlkGYxk5KBMVdKrqMCDO3Ntnn0bANm0HZCW4TA90jws9ovLsYVO7twTDV4SDmek6XT+rywlXDk+sHkiEtTWgXoq2lo9Uo+NjRs/zRqW/T9Sl9Z/jG8hlKr6hcWJilsmRC9/mB5lkmZHC7jKiYkjkPaBVFVySyCRWWOdsiUyV5pWmaksoq7MjcPC0duj5ZYl2QS26DMkQpHUpsnnaYmmroXg9wCK4UE3xNPkDfn+Mx02VaNXf/BCORSCQSWUMUXrtBCGzL7CxMoy4vvKtEl4AqFTi9+f46s9LX5RLIZzzND96kXxiKvobr6SoB5pXHZ4724WWWL3SQfVG7YWJ4OzFiVIkxptVAwIVeMB9+H9m2SBxSrQgvMeKiDZ5NSFNzZEnJZKPPXNmgJXN+Iiu5ZpcpvOLdYhaJRwlHW/U5aW7yY40bpMJw0/Xpe09HSJpyoynSkUhkyfV5IW/yXjFNIoMzpXE0TMlSPv6zMxhYjty8VHgjEm1pJ8XY6yySJZvxbjVDU16mLW10viKRSCSy50ThtQt2mmB4N5YXbllaWDNMHRQCZC3APCwsNPg/Pfs7vJvP8Cvfe5qqr4PjZAXCOD784Ls8O3mOvzX3CRwaUYjgVsE6B2zcCe1VFUi1k+YTh2hVPHjiGleXWvT7ZmzTvpAOpTzGhKhprUKZUt8aFl0DyJlVLX64cZaWLFh2CQ5JU+Y8aK7REAlKSI6oVoyNj0S2wbnKcbacxXqJkZamLlguU1JdUVhFUe2t6BkkksoxdrrEY4Sl64LgK71E3m0Nt5FIJBK5K4jCa4fYhsElO1gc3GXlhV7Wg5G3cLkGt62ylecVYt/rPq7LKV+Ze4j/+MRv0n4yp+sSTiU3+bVLT5FbzacPvcbz8w+gUoutJFiJsCsR9KseZ5Nd8crjjQflEaml1enzZ06+QNclfHPhNN+6dIqqXtRJGUoLdT1MdUDTlEg8ibQcUwuUPvR9nNYN4AJ9r2gKSyagKVeXFEbRFYlszTEFEocSDomnqUsKpymtopUUWJetKjncDUp62mk+TDEcoKVDCrcqnTQRlqOqQInoWEcikUhk74nCawfsRnTdNeWFIgiu4fytLfCyTi2se90GwRgDVF/w/CsP8fNX/xyPz17hZ4+8wKcaF/hk6zUMjhNa0HUJXzf34xsC5zSip7bX7zVIK9Qjs7mMCyEZwnOlnOA/OvQy/1gvcrk7wXyebXhGPTXVsCk/lRW/s/wBZtRLnNZtjFA8ZNrR1YpEdklbpjyUXOGGbXNJTuAQTJg+N1wTjaOd5iz00y3DNLZiILqSNaMfgKEQS2VV/1vyoLnGKR0HKUcikUhkf4jC6xbZqei6W8oLBw7XreznWtEFobfLi0FqocALj5rTLFYdvrGY8d7SJIv3f5U/N3EBJSTfL5eZr5pMtnosiIxCeqwA0R9xvtY8JqoWW8KvdsWkR9UN+TPNHp9ofR8jFE+l73EoWwZgWSb0Sr1qYTfoAVHCMZX2SFXFvG3wzfwYTXG5jsSOrlYksluMUHwsdbTEa1wpJriYT6KlZSbtciNvkkjLRLY78ZVoSysp1jldw+tVhRKehioxwnJYLzIlq7G3jUQikUhkL4jCa7sIEUTXDgYkH3jRJcBpEeZlqVvbv3GiC7na7RIVoEBa8H2Jw7DQzjCi4qLtMiU1mQiBFVNZj06a89jEFV6eO8bZ87P4QoIbKTtcK7TWPp3a6ZLK4bzg2/3T/Ej2Fi1RcaZ5HSk8nUSzVKbkVmOdRElHIi2prmjqgmRkAXapnOS7sssTySJHavEViUR2hxKSWVVyPJmn9IobRQul/DrxtVwkVLcwz0tJT8OUpLoa29MVbuPIVEkiKzJZMmsWOawX6MSTKpFIJBLZR6Lw2g67SC/0WlA1ZCiHO0CiK8zJErjBrKydzCBTdU/Xmih9p1f3YQkbtJKv53XJPMzm+crCI/zh4sP8+dkv8eG0zU90vkPpFA9lV/hw9g7/6fKfIG0VlEbjCgVWbF16aBzShATDZlYgheflpZOcbX+X4yrhU51X+a65j7d6h0mbNziTXee17jFuFE2k8EjhRgYjW0z9M+eazLlFUtFjUjZu+VhFIpH1tIRkRi9RekUqK5ZsyrIIkagD8aWzPnml6Vcau8EsLyE8SnoyXW0quAa0TY4SnrbKmVQ9jul5HjHXmYif7UgkEonsI1F4bYFX9XDkHczpOkiia5XQkuvF0q0yiIxf97xEPSR59CIHohJhVpYH76G/mPKV8w9ycnKerzYf4QPmdZ4wFYdn/oATSvGPFs+QW02SVNhKIbMK7wWuEviqdsD86scVxqESizaWLCnrxZijZw3/bOmD/JnOd/nxhua57GX+IJuiKXOeTfr8I5nzSvcEc2UTV1tpWrjhogygqC08Q4yYjkT2igmZ8ZC5gsKRypIlm9HXhoUqQ0vLjbxFaRUNHRws5wXWSap6ppcghGQo6cKJk200haa6IlMlWjgOmWWebrzDs8kiE7IRy4gjkUgksq9E4bUJ3ihstrPhyC6RIX59lwLnlhDBaQozrILIGkar75XwE4No+Q22KYAxaxdZgteAE8NBykWh+ODUBR5LL+BwTKsm07WuOZNcpaULOllOUWhspYKQMh6Mw3sRHLTB9pVHGzuMhAfQytHQJUZacmfo+lDeNCkafLbRw+EpveSwXuBk2qShShaqDIBp02VaL9OUOQCZKJmRxPlckcgeooTkYbPMjDpPVjvNl2xKS1R8ufswX194gJtFg26VID1I4dHKke7w/EeqK6aSLkp4WjrnwfQKn8j6pCIOTI5EIpHI/hOF1ziEwCUKl6odCRabStw2Zl7d2j6Ff1YGBYvh/51auc2+OmsCbBLCNzbCqfFx78KBsAJh66h342g3cz7afpufaJZANryt9Y5l1+SRzhXOtBXfS45y7uYUdqTPQ4iVOPjZ9jJnOjd4c36WwipKK1HSM531mEp6NFTJ0413OapW3u5KSBShyf8Rc42uSzlq5jGiYkL2WXAZrj7AmSx5yFwfhmtEIpG9Y1a1mB0RUqc1gOFcdY03kyM4BJmqWCgzSrtzx3lUdA0cbYuk60pSZXb9PCKRSCQS2YoovNYiZRiMvIMQDUQtupIdiq6NHCvBivC6QyWLvh6GvNU8L7/JO0pUQYD5xPHk/Rf5sdnXOGOu8aW+4pDs8bhJgyASkk82rnNEvcAJ3eO/k58gt5peaVbFwAvhaSUlPzT7Nn92+mv813yWm3k4c326dYMHG1eZr5rMmkUeM9dpy/Ex0ccUlOlFnBec0hWTMuON8iY3XIbC05EFJ9R2cu0jkchecUwt0FY5udZAxoxcpm8N3Sq5JQGmpKNtcjJVDvs3J3QPJRx9Z7hkGTrtkUgkEonsJ1F4jbCb0kIEVA2F19sUR6J2h2rnKoitO98LNo6NQjTWIVanGa672oUf1ap4rHOZturz1879FMtVwqcPf5/r7ddQOH4w9UzKBh/LYN4pZs0iR5uL3Ow3qRKJdTKILlMwYfocT+Y5oSyfm/4u31g+A8APd17n042rvFokNGVJa5N9b8uU+0VBUxhM3dj/sEm5bLu44W1i030kcjuxCFTtTC1XKQjIVEmmSiqnKJyicJrKSZxfCd0QwiNFGICe6XKYUDoQXQ1V0lBl/RiSC7bDCbcUQ3MikUgksu9E4QUhtTDTeCN3lu63zbh4r0Jcu9McWJG1CgHWDGZybb2vfguTUPja8bqa8k/7zyITi9IOIT2/0v8Q3548xcem3ubp5BWMCAquLVL+ZOdFns7e5VdufpieNTRUyY9PvkLfG4yoeNRcYVo2+FPta5wwNzlbzHKfvkFbpHwsk7BFIIYRiknRWHfZcdWk5wuMUMP9iUQi+89N2+WqnaYpC/rO0DF95svGUDwpVZGqCusLAJwP4gtAjwxLHtx+gMQzpbsAGGFROJZdyvlqicyUpCKWHEYikUhk/7jnhdeuXC7AGYHNNk4u9GplRtaBF1ojbLe0cO19Np116sMwZZmDVwpXSpx2yMwyt9DkXeF5tH0FiaTrClKhUULykGlzVC2SzHyNBZfxZHKF4yoZiqGBS6WA59KSJ8w7GCFRYndBGEpI2iLb+oaRSGRPWfYOi6Ct+izajLbK6VlDsSYydSjEhB23mVVIPLPpErK+z2gC4rLX9H0VhVckEolE9pV7V3jVvVxe7zwEY8MQjXogsTW7j22/7QxSC5Nb3/fNygwH2/aiLjksBaISeC1wVkCzorSSDzQu8IXeFN/t3ceD6RU+13yPtkxpiIQfzkqW3BJt2djQgUqFiY3ykchdzoxMmJJdLjHFjF7mWtVmyvS4lreHIx9uhYHoMmMEmhKhoDiOiohEIpHIfnPvCa9dJhaGbYDNJM6sEV0CrBE4c3e5WwO8CoLrVlyuIWLrUsMQEuJXBiqLer6XVTgn6GYpX1l4hDcXZimc4lB2H4dPLPB6foyO6rPsUpZsxsPpJX6scYNUmFgCGIm8D2nKhPv1Eu9VYY7epFJYL5kyXW6Ut5YuupHoymSJEo5MlGTCYqLbFYlEIpF95t4RXgPBlahduVAb9XM5I4JLdBcKrkFM/K4E4wbzu8biCQOQpR/+LvuS/vUGv1U+jlIhJv66afLXip8anpHOVEXb5LxhjnCpepdPNV/nURMj3iOR9yNTUnNa3+A9poEQtgFNZsUSc2WTaqszPYQgjSndHZYXDlDC0ZR5LbpKDssKE8uKI5FIJLLP3BPCy5vgcDm1g4j4EQZDkUf7ubyC6nYPSt4r6mRFm+6+JHLL/q41t5EWbB2XP9ydXGKXDb5RIaWnKhXv9A1ZVtJKC/rK0qsMhVO8qY/wZHqeR02Y+6XE7l7bSCRysGiIhPt1FykcLZnTqoeZz1dNDieLLNmUnk3WCTCJr5MLC9I60XAtqagwwjKluhxTXWZVTDSMRCKRyP7z/hVeQuCMwicyRLbvxonaYD6XTQQ2EbX7NXLzOjb9wFILLpeElMW9YMv+LlbP+BIVCLP+uPlK4PoKMouUHu8k/b5BALl0KJnQqwyz6TLHVJe3S7jhEh7UFdOquSfPJRKJ3HmUkBzXbWZUSdfdZNFf53tqiVfyk9ysWkyIPhO6T7nmy2dcH9fa62f0EpksuU/PcVpv3DMaiUQikche8v4TXlLijNx1SeGAsaWFAqpMUGVibAiF8KGPSVbhhwM0e3dXfVybbXcrw2ltD5gHYQVe+NWuVynwSuB6Gp+GuHnvJHmhaaQl1sFSnvDmwix/W3+cabPMjFrmurnOJxvdmEoWibzPGATmhILDm8y5JkZYblYt+s5sKbRGMcIyaxZrt2uZU5oouiKRSCRy23jfCC+vZCgpTHY2i2scY0sLJVQNQT4h6Z7wmCWB6oMsGQosLwReh3RA4TwqD6V1d0yADRwuw5azxnaE3NrxCkOiVx8AYVn3DhROhMPkwecK60EZh60UpXYkOpQOLRQp3186wqF0mfuzGxwzcyy6IiYaRiLvYzIhOKSWguAyliWbsWizda7XWpRwpKJiRoeQjUyWdGSf0h/k0oRIJBKJvN+4u4XXXpYTrtru+NRCL2unKxXYBpSnc4pSklwwmGWBWQLW/B33UlD9/9u78+DK0vO+79/nfd+z3AVro/fu2YfDWciZ4TKkRFIUJUrU5lhSrERyHFqlpGQrcsWpyh9xlopSyT9OqmwnshOp5EhFq2xJUVnREtnU5ijauIhDijPkzHAWzvRMb9MbGmgAdznnvO+bP865wAUaQO/TQPfzqepq4OLecw8uztzBr5/nfd4W2DJiine4BbHZADm6m9dSuJmrWd8VNrnSVtsNx39nGh+8ESEWFk8dvorCkliPSCRGYeAT+j7hbDnBA26eGaPrNJS6kxnqqlXHFJTeMWV7dO2AYUjohZRBWP8PL1YCiXi6dkAu5epte+wyKZ5BjLpGVCml1Dtm9wUvEaIzdeC6gT24thISqatmGypDo9AVnBBSIELyVkb7PRfZd98yJxenGDw3hVtpqlthbK1XbMbM24gtbnH7YdPSF5K6yvVODP3YLFSNiwai2/wbFi91JWz8NOP6j9fCF5TekroKkUho0p4lsBiyG/oelFI7n0XoSMHA9FkJKWV0WOoJhe1m+IYfG69qN/5LGDBte6shTOtdSiml3km745/5RAipw7cSqm5K1U4Iyc1rKayfo65y+ZYhuM0rXdHIaiAzJdiBsHBykj35CoNBgm9Fqi5UOfgcqnb9x7dGbX7SrA1rwsrNOn1p1m5lULahbAs+eYcmLV7N/l1u64rYpsszNma0JnyFIFRV/WSJqX9lyoxnJukxiNpiqNSdzogwYUpyUzJte5vexxJW/2w0YftMmP7a8W7ZmSqllFKX2/kVLyNUE+kt3R8rOsFnl1e5gNVBGqMQM2qLEw+2AJJ6dPEz977JF/19yFs5IJhhM6XPNMHEQQhNtcsIwYGpIqa8jvVfUgeZupL0zlW2NhPt9uu76urb1t+c+OZ1utL69gihsAQbiFFIrGcyHXAoX+Ce9Dz3uktY6V7fN6GU2hXaktKWPntMnxANA5uw5K/cYjzat2uPXcY2b7aJeFIRbTNUSin1jtnxwSvKzW8nXCXgU0PIZPW5Nlq3R1czpGLEDEF6lj95/SF+4JGvc9/BC7y+dADbM9hEcCuyVtGRusoVHJA3oW0oqwM4Ru2JZosBXaMAtxrkZPPzfaddqc0wJFtXu0YkCNFeRfIMrLYX7slX+In9f8Z70otMGEdL2vhmobz+IqXUnSkRy37bIpUBnh4ewRJZCjl+i9J7IhXTtsekGay7vS0Vmb5XKKWUegft+OB1q2xb5Wr4VLYduy4B8nOGqtfis/Yxnj5ygoNPvcJX3z7MoJ9SlobkZIoppQ4fEutKlYPebEV+OiFdAFMKvvn//9UPRt4BzPq9uTaKduu1XeNG6+Cu2HoZhRiEKhg+OH2Mw+4Sc7aFQViOQ05VkYBwxNX/Mq5jopW68yRi2Wc7ZNLHUlewOmbIpZCvG66RiqfdbLxsN7QU5FLSMYG26EAepZRS75y7L3iNVbm2qxjV+11t+HoEiWtdgRKbvboKwb/R4YsXH+Lpx97gv3/id3mzmOMzL3+Y/qTDFFJP6gP8hCeb7XN0apnTCweQSupx82XThriLVntvW82SeoPmK1W7YIt1Xtvw3vBHZx7llZUDfP/sc1zyeb3IvhkZ+art8UhylmkT2GfbWgFT6g40ZVpYV1e+FkJeD8y4in9rMRKYtQPaIvqPM0oppd5Rd1Xw2mpi4WWkbjHc9Eue1f+5RwNEsMP6Y9MzPH/8CFW0/MShPydLKoo9Q6qlBLxAFnjPQyf4vr1f4zdPP40ECGlsJvvVQUWqpg1xpwewZnLiVuqpijd5dKNEpNkLbLlMeWt5hs8MPsKR9gIdN6RtCuaSJXw0HJchaXKRfizoSn5zz0MptSN0Tc5es0wuK8z7/IpDdowEDtgVcolM6fYTSiml3mF3R/AS8JkhpFe3Xmy7iYCbVWfEgx3WY+arpYRjF2cwhwLfeeQVZlyPPzn3MCcWpjg0fYnvmnuJXzn+DMffnCOJzZAM2wyYEIjNvltS1VWwa60GvVO2q3ZFu/1AjSvaqkBlIwKIRAalI7UeKjg77NLxKS1bUkbLkXSegMEjtCS9/vNQSu14UyalDAX7bZ9BHLIUE8poKZs+aCOBFE8uFROmJBGYEKPVLqWUUu+4Oz54hdTgM7nqYRTxCpUcCSAx1scayxambCpfEyUfPfwGZXT8+OznSCRwKL1IfqSkbYb8z9/8Hk6dnkEKs7qmKVqgHDuH8QDmqTde3kEBLLqtX6No6rH2V9NieE0ETNIMz2gmGw4qR5p6Bj4htyV9nzBPhwk7IJGKIzbRNkOl7nBtk5LHkgGRjgQ6DPFxfdOAAUZ7yCfApNEquFJKqXfeHRu8ogGf22YPqatPAf4KVbHRpsijKpXEtZBhCsEXhs+fuo8vnL6Xd+05x1y6wqfn/pwQDT97+pOcW+hCaZCq3hNMKuqJfhuCHLA6iCPaHRTAtgtWAiGj3hD5egmw8fECknmMiYgJWKm/XlSWwllsWPsVq+8TeiHlkF2ibdrXfx5KqV2jKwmDWKx+bmXz5V4GmLMt/QcZpZRSt8WdF7xGwzPSq69yjUTLtlMMR0y5fqz86lMHsOdTFgYW6VQ8XyQcnL7EVzr3AfDm0gwhGKQ09b5ULtYTD5s2Q9kir4wHMMLYII6bvITqiqTeHHrTqc1Sbxp9Peu6xkPcZWPlBXAB60bVrog0L1SMQuktma1W726aF+V4NcVeu8Cc7Vzz+Sildpe2SZklMB+qLe+TizBjcm0xVEopddvcUf/sF51QtW09sdBc+/5fPrm6+4uv2w0ve37bTDocGOKyo6oMma14ID3Ld3ReYSbvY2R9D8yoZW+7seyrx2/Wg/kcqlbz2HdqKy9pKl2b/c5yA6EL1vYlgw3j55tKl8vqMp9IJEnW/2IVoX5NGy1b0jYFC6HNy2WL837lus5JKbW7dE3OfpuRi6z+j81QB65Z49hnOxq6lFJK3VZ3RPCKBnzLULWvYmLhNse4mmoX1OFqde+pMP74tfuYon5pf/DAV/l4q8e9LuVvHfwC3c5gLSxJXfWqK21cU4i6LIDdyp+kGXuejedhbix0wVjYGm8zNBGTV6uVLgDrAs6sH/coQGo8ViIdW7AnXaZrB6sL65dCZDms3zhVKXVnyiRhn+1w0LY5aFsctG322Q5dXdOllFJqB9j1wctnhqpjCUld4bqe0AX1qPmrFuu1WetucuvXNo1a5v584SGWQsGbVcHzvaNUwRBbfq2lTuqR8tHGTdsXr3gq4wEs5eb+RKUOW1V780rXzQlda62LMYl1krIR2/KYseOKCaQbql0ikVZSMpn2mUuX2ZMuM+eW6/18gFwqrMAg3u6FcUqpd5JtphbqWi6llFI7ya5d4xWd4LPrr3CtI+urVVfDePDU1a9gmvHpUgeu6CKx7bE2cqY3yctlixeGR/jKxaMA2FaFB2IzZAMRQtIM0PBc19qt0TTBkDatkNUNrAMbtTSmW7cWBtcExht56WXtdUMgugAuYvNqXfFPTKCVl9ixapdIpJOW7G8t8cmZF7ESGYSERCqsRI4mF9hrCxJgwuhIeaWUUkopdXvtuuAVDYTMrFa4bobgruNYo4KVX9vTKiTgWwHSgGtVdFtDDnUWScSz6OvNOjPnGZgArYrgDLE0xCCEXACLBMEOub7AxNogDhyE2ISw0Z9Re+RmpH5tR22PmwYuRq//zdkcOSQbql1JxOVrVS2RiLGBLK1WQ5c1EWc97aRkKu1zT2ue72ofY8qkvFlVDKNl1pYctC0S6d7wOSqllFJKKXUzXDF4icgvAT8AnI0xPtHc9n8BjzR3mQYWYoxPich9wEvAy83XvhBj/LvNY94PfAZoAf8W+PsxbjKhYssTgZBc255cV8tvs2/XtqcU6zHwIY2UU4E9919kUDpaacmB7hJ/5/D/x7uT8xy0KQv5W7zYPgSAs56LS21wHtsN7J1YYTrr8/yxw8jJDEQwwyYo3YDxELY6fyJcPj0xCmC233srmtH+XTdY5RqdRrKhSph7WpMDnKvXa+VpSWICPgpWIkbqaYbOBKwE2q5gKh1gJHLKpxx0KY+mKWX0JJLd+AkqpZRSSil1E11NxeszwD8Dfnl0Q4zxPxx9LCL/CFgcu/83Y4xPbXKcnwN+EvgCdfD6HuCzV3OSIRFCepPaCjeIFqK59mNKZLV6VBwoeeSB03zP/hfY65ZIpOL53j08u/IAS3mLadvjE61lBnu+zJsTe9nrLvHrZz7ASpnxsb2v8dHOK/ybxSd5rjqKbzej0g2YUpDqxgMYjIUqe23FtNGG0tHdnMCFGbUwjrUYppHW1ICfevTPOF91Wa4yHmm/DcDvnXuclXItSCXWM5kMcMaTmoq2KThZTfOAO8+MbevUMqWUUkoptSNdMXjFGP+0qWRdRkQE+A+A79juGCJyEJiMMX6++fyXgR/kaoJXM7HwZgeukaudZLhRbEIDQHIu4ZXeEd68MMtEe8DKIKUsLdZGpjp93jVzlqMHf59PtRehvchSKJg+1GPWLvO1wVH+8Ynv5tWze8FLPWQjAxCiRCQBCU0A8+sD360yajkcDQy5KYGrWRcWRxWz5pghq1szAf5i4UF+fP9f8G35EolY3qgGhDnh1f5+Tg6mcRIwUm+gbIjsSVaYdcuk4vHv+KZmSimllFJKXb0bXeP1MeBMjPHVsdvuF5G/Ai4B/12M8c+Aw8CJsfucaG7blIj8JHV1jLQ1fctC1/UM1RgXRSCCWxGkMoSlLhfanTpMGCjTgPfC5N4h3yz38GppmDY9nkgLvqvV5y+GCb9/4XGOL0xTFm5tLyuBkEXMUMA31aGmkFOPsq+fV5phfTI2tO+aqmOyVgkbhS1Ms35rFL5Yv95LmhH6qxPxtxkYGGX8uOsDF0DIA9iISTxVZfjmxTn+pXwLDx/+XR5MujzoWtw7dYxn8+P80dIT9EJKiEIinvvy8+xzl8il5H3ZvG6UrJRSSimldrQbDV4/Bvzq2OengXtijBeaNV2/JSKPs/kOVVuWKGKMvwD8AkB35ugtK2WEG2hdjGNTik0F0QrBRdyK4Ctb7001MJSF4esXD/LCwgFS43l48hwL0y/w8fwsz/aeYLnMGBRJk6jWRsyPh6/xcBNlbVT96Ke3bs3WWHlqFJLWkfXnPnrwaJ1XcFBNeexEiV9MkNKsC3PrfhhX+5PZ+BJLE7pMBBMRG4nB0C8SFooWXx4e5sFkESsGi+HptCCZfI6vDu4FYNqu8LH8JFMmJRDoGg1dSimllFJqZ7vu4CUiDvhh4P2j22KMQ2DYfPxlEfkm8C7qCteRsYcfAU5d73PfLNfbZggbpv5FMAX1oA0bsQV406zT6hvefHMvycSQLKu4b+ICjyRnmbFt/sbk87ze38vr5/bUy51cXBdS6gmCl4evy85l3ez1sb3EYLVStq3x8fBpJN/T58ff/QX++fMfxS87KJqx95s87lpFWz/H2kbJa4cpS8tkMuDd6RneKCuOuBaJWNom5enUs9e8QgD2W0dL2rpHj1JKKaWU2jVu5DfXTwLfiDGuthCKyF6RerqBiDwAPAy8HmM8DSyJyIebdWGfBn77Bp77xsnWI9Ov5bGjapAEsAMwlUAAU8haRaisq2DDoWOxbHEutCmjZ6nZMbnTGmJswKS+rpSNiQI+j4TrnLx4JfUGzJGQNu2FSaCVFTzZeou9s5cwnYqYh/VVsush9XquOKp0jW62a+W0GIS3lmb4397+JD8//1H+dFBPKfQxkIjl/qTLg0mXrsk1dCmllFJKqV3lasbJ/yrw7cCciJwAfibG+IvAj7K+zRDg24D/UUQq6v2F/26Mcb752k+xNk7+s1zlRMNb5YbaDMfb9da1+YEd1muwPBFjZW1kuhdsFrk4aPOV/n08mb7EsWoGgL2dFVLnGZaOxSDEYbbW3jcaQpFGQDDldZ3ypkIyOi5NC2IEF+kPU57t3c9/et9f8PP+21h0OaVJYdld84TFaAAX682RN2k5lA37gfWKhLdWZjg37GIJnKuOM217HHUL5OLZbx1dk1/396yUUkoppdTtcDVTDX9si9t/fJPbfgP4jS3u/yzwxDWe3y1zI22G9YbJWzx+1HaIgMS6MtYMlZjq9HnvzEl+eOLrdKXNt2bzJDNf4fXOPt4a7uH9nWP84smP8lL/MPTs+pAjNzF8CYQUwobWRgyY1OOc56HsDN/bOcWZe6Y4MZzh/LDDl169D3oOKtk2gEVDPUzDRdhuo2WJyFj1C4nEKAwrhyHy1YUjLFRtZpMVplyPQ8kC9yXneCbzOjZeKaWUUkrtKjc6XGN3usE2w6uZhDgKX9GBl8hT9x3nRw/8JUu+xa8uPs2RdJ4f6pzmE60BH83f4IR/hV+c/wjnVrrYdoWHem1VOdayeBPCV7TNWi7DZRWomASS1DPVGnAptGhLyn8++xxfHHb4pyc+SdouKaJAJcQwGodYV/hWB35IvLyytRUb1+c+U2+SXHhLy5X4YDg/7OCjEKJgiZTRMmuO8VCSafhSSimllFK7xl0ZvG6kzTC4q99w2ZTUI+GTSK9K+ddnP8CxxVl8EN679zRLPudAssj3txfphcgbK3sQiRgTiK2KgCM6wAtSCeLlhsLXamvhJqcfbaS1p8+3HDnGbLrCt7dfxdAC4I+XHuNcv4NIxOUVvrDE0qwGwrhdVWu718etL5u55vPSG6pocBIovKMIjjPDSQCmbI/FkBEIXN3kEKWUUkoppW6/uzN4XW+boYBPN9zUTIHfdJPhWIcvdy7h5eIwuIAkAZMEPt+/jzem9/Chvcf4eP459tvAve15elXK4nILEyMx88ShrVvwXCQGQco6gIU0Eq1gCy4fGb/xNGzTHmm3Dl2xFXDO83j3FN/ReYl3JfWI9q8PExbKNqldG6toU4+HdeHrmjVj5EfEBJLmOUbthi4pCAg+1oHzQtlhX5ozawdkoiPklVJKKaXU7nH3jYa7gTZDn2xS7YpsGz7EN5WvnkEGlth3+L6jKh1Lw5RhcAxiYNZm/Gd7/oxPH/ocs5MrGBuwLsB4VchEYhYILU9MIzGJVK1IyNY2Px7/HkMCPq+nFm4ZupL6mJJ6ytLxWyef5HeXnmQY63Lao2nBt019g8en32a8SGhTjySbDMy4SpKGdQ9NU4+MjcIvvCUgFH7th1UEx7LPySVSxm3m6yullFJKKbXD3HXB63rbDKOpB1JcK4n1qHlTClIIpm+QZYdfcVgTeax9iv/1wkf57ZU5Zq1ln13icHeRqW6fvFWQtktINpS0BGIaCG1PaAV8HvCtOoT5dsS34uqI+DgaoCEbHp9EQisQ0wA2YpKArwxlMBwfzPByWQebKdPiXclZJl2fVlasC0c29Ujqrz18uViHykaSVqSuWncXH+p1XUbWp1ofDV8aHOKFouJ0tbwaEJVSSimllNrJ7rpWw+ttMwzpFoGtCVbb7nMVBVOt7cUlAaRnOXdmin9WfhxnAi9NHWDfkT/gsXSJH9r3V3zWvoe3lmZYcQkhL1habuGHo83D6jY9Y+s+x6mJHhcvdok9V290HOrnHGWWOJocaEfthuurX5LU1acYhcQE3j/xJoeatr/lMOD/XXmMV5b30U5LispRDB2x6a20SSCYSBhaCFfx2pqIzdaqVcYGsqTa8u7OrAW01FRYCSyFnLf9JG0zjw0F++wt2uRMKaWUUkqpm+TuCl7X2WYYHPhkm1Cx3Tqn0RqwAOJlreUvgixblk0bm3peHab8T+UP8MjUWb5/5qv8wyO/y++vPMRfLt3PJ6a+wa+9/QyvXZjDe0MIQoz1MIqD05f4wYPP8X+++q0sS04YuLWhF/UMju2ZutoFrFazeiFlKUTmLBgMh5KLFMGRuYosKTEmMBwmBF+nTWMj0vL4wkC1xbovAVzApmH1eazztLJyXRVt3alJxEkd0gyR6aRPIh4fDQu+zcAtkm3xWKWUUkoppXaSuyp4XU+bYTTgs+3vs+3v/mNPZ0oYW7JUD8kYWHxzgLcXJ+iVCUPveM+h3+PHJt7iU53XeL3q0nYFE60Bw7L+kTkbODKxwH979N9gifxK9gF6vQzyai18XelblfVrrawL+Cj8+fxDHEoucn+ySCIWI4HUVAzFkTpPjIJrDSkqR1lagjf1xMPME5JA9EL0pq68GRATERcwTeVNJJJmFYn1W4YuayKGSGo9mfFMJz1yU9K1g/q1lMCsqZgy3St8k0oppZRSSt1+d1fw2q5qtZlmo+Erjo+/0lTBUeDwYCpZv3FxhFhYPFCKo2dTXl/aw/+z/Ch/rfsS97guS6HH4dYCma04N+hSNvtcfffcizyUeP7p/NNYqffAMpa1aYhXKgbZtbVWxgbSpEKA5TJjybdYDmdIxHKummQqGdCrUnJXrYa/1NXhqQqGqrJ4L1iR+vXasC5NmvGPzgUS57Fm+xetnZRYE+jYgtl0hUQ8XTsgl5JEKvbZJfbb1hW+QaWUUkoppXaGuyZ4RQPBXlvwumKLYeNaut1MuX4D5lH7YSwsFVAmln6Z8MXF+/lg63XucXDUGb5r8ut0zJCT1QxfXHqQmaTHx9qv8Ue9/Tx/6TAAWV4yHCR15SrI9uPe7dpaK2MDeVYHHWcCRiJf6x3h4extPpAWTNseHTdkOu0TopA6T1HVpTuRSGI9ia0rYT4KIdTtkKNqlgjY5rhbVbjGtdKSzFbMZj3uac3TtkMmzIBpW1e9Zu0yR+0yiWi1SymllFJK7Q53TfC61mpXtFduMRyRsPVeXtFsuL2ZcBiSpuo1Kvw0la8icaQTnntaF9ljhkBC1+R8d7vERzjtTvLu9AwPOADhNy8dogr1WqvEeshhOHTYFLzUgW5d+BJWQ5dIxDpPllarFSiRSGo8RXC8XuzjfelbfKz1Jks+50vV/cxmPWIUzvv26oCN1UNLxDXHTF1F7ireM3OKE71pLgw6+GDwUSi9rYPhhsdbE2klJZmraLmS902+xQ9NPM+0MXgip7wlRGHKlEybu24gp1JKKaWU2sXujuAl66tMV3N/n13f2PmNNgtjpoTomq+N3yGCH1qm8z6fmHiRrxUHWInneTxJsWKwYjjiuhxp7n66WmYQknWbGyfWY/JIUTpEIsFFghdiZeq1VjbUwzBMIE39unVWIhFnAm1X4KMwYQYkYrnH5Xyq8zJLIedsMcl02kdkDwuDFuVowIaAs56sqX4ZIoc6i/zN2c/zx+ljfH7+AfpVPX0wJPWo+NCEMCNxrdpGJHMVe/NlymgZRMOMbQMwZ2n273Ikcp2bsSmllFJKKXUb3BXBKzi5+hAlUOXX2JY42kR5s4rXZvkggpRCTGM9ij4IjEa+e+GN+Vn+l+p72ZOvcF/7Ah+ZeIX3pec56Na31r1etWmbggk3rKtd1MHGmkArK/CJofKGEEw94RAwJuKcX10TNi6xgY4ryGzFnmSFD+WnyJp2vkMu42PtV/Bt4ZDt8YvJt/D1xUP0q4TReA4zVlqbyXt8YPIYjyQVnYnnKaPlcxcewAeDIdb7cwmkZi00WhPoJkNyW9JxQ3oh5Yzv8ujYIjoNXEoppZRSaje6S4LXVd5RwKfXsdfXdsuWtuiIMxXEZJOKmIEQhPl+m4CQ2YoXk8NMmAH7bMDK2gFnzYDHWieZdcsAvOj30y/W9rRKnaebD0mt58nZk5zoTXO2N0HhLaU361r9nA3Mtnocai8y7Xrck11gMdjV6lomCR/M6gD0SmnITcmebIVh4hh4RxXWAlHbFTwz/QZ/c+JlpkybPCl5onWC450ZLgw7DHxCGH9uU09NbLsCACuRzFT4aDhWzvGSPcYDSUImul+XUkoppZTane744BXc1VevfAI+vfH2wlUytnnxRhGkqqteo7HrANJMGfRBWBzk3NOJHE3mOWyXgfa6Q7wryXkoWWQYz1NGx8WixUXXpvR2Xeve/vYlfmTmL/la6yi/699L6S1VNPhgCFHq6YFJwaf2vsiTrTc5V00ybVe4d0MAtWIYxpI3qxkyU9KyJQEhGataGSKz6QptU2CaKqOPkQtVlz3JClWwqwFr/bHXXicngUQ8VgJFdByvpihZ4pEEDV9KKaWUUmpXuvOD11UO1QiuHh1/M8UrzH8Qz/pqmY0Yt9ZWF6Mwly3z8dbxy9oMoQlCoeC5ImXRt5hJ+81gDLtaUcptxffNfo1nssiE+SbPd45yqjdF1Zyck0DuSqaSPm0z5FsyT5mex4qQSX7ZczoshsCU7XMgW+TN/p51x5pOerRtweFknq6sTSdJpMJIHcrOF9tPI+y4YfMYjyXQixlLYcgZ32PORNrmJv+glFJKKaWUusXu6OB1tdWu4MDnN2eYxrhoNx+uMTKahlh/Aib1CPU6LJFINxsyX3T4w959fKx1jHtce12roY+BE77k7WqOtinouCFVNGS2AtaqT9O2RyKWECtmkxXK3DIcaw20Epl0A3oh45Wy4N1Jtu55NjrglujFjEnTp2sHnC0mKaOlbQvapmDGrTBhBqv3P+MLOqZgyvVYrNpMJX0Wy8334EpNRdcOsVKHO4CVkDFtHGWE+VBo8FJKKaWUUrvOnRu8BHx2+0IXbDFYYwuS1NMGjQ3kSUUnLdiTr2Ak0AsZ5WaTO4BcImW0dO2Ag+kiIQorVbZaXdqfXGLa9ACLR5hLliij5fywuzoUo2VLplyfzJSc8x3udT26m1S7RmZNRZ6eIZfIhJzkc8NZTpazAFgCE7bPHtMH6oqXlbriNWtXms/rqt5Sma+eA4wqZv3V0NU2deWrjPW518dXSimllFJq97ljg5dPrzzJMJqbNzZ+s2Nvub5ro6baleUlB6cukRhPbuvhFc9MvMEHW8e43+WXVaGsGA7aFg+kZ3m1OEAnHXIknccSOFdNkpmSjhmy1/aBLrOmYK9bIhFP2xRcqupwtS9dYsatkErFtOnTkq0rSvVztlc/BnjAzZPgmfddclNyn7vA3rFBIG0Rpm2Ped9l1q6QS7V6Dr2QEqKQiKdlS3JTMuNWyKVcfU5DIJeSRGBKq11KKaWUUmoXuiODVzRXnmQYDVQtiOYmhK4txshv12a4jok8uP8837HvZT7RfZEF36YXMxKp+FB2gTnb2fKhiVieSDwdOcEgWo66krZYvl6cZxATHkgucbgJSve4NvPpaY6Vcxxwixx2FxnEhAu+XnPVMUOOuAor2+8cvTEAHrCQykUeTi6y36Zkkqw7xpzt8BgrzPseC75N2wxpmyGls3gMZbSEaMhMubqua9ykHTBhCuZMqm2GSimllFJqV7rzgpdAlW9f7Yq23qvrpoSu5jk3hq94Fa9sNE04s5EqGpZ8zh4z5KgdkohwylsWQ2TKeAyy5bqrtkk54vpYAl1Th7Qn0gGDOGDOrg2ysGJ4wFVMmNMkRO5xbYZxwGtVjxCFCVNe1z5ZkyYnk4pM3JbnOGc7vC97m1fLKVZCRiqeXErudZdIBF4up1jwHQYxqVsLo8FKYMIM2Gsv8YBDQ5dSSimllNq17rjg5VPZNlDdijVdqwFq/POraDOMjjqwReH4uRnOL3eYLzv0fcKEG2AkMuX6fOfEC3Sk4NFk6/AxZdYPq+ianM1mB87YNl3jVwNWW1IecgXzoVj9/FpZMVf1uAkx3OcWGTRrtg5Yz74mGC6GZSwRj+CjIWAwBCbNgCOuT9dsPwlRKaWUUkqpneyOCl4hEfw24+Nv5fTC9edx5TbDaCG4SLR1QAvB0Otl/OnxB5lu9+kkBRPpgHnX5l+XH+Sx9ikG8TgfzsK2EwevxsaqVtukZFJfCjd67O10TUbJgAkCUyZdN67+fmeBFVaio4yWXCpy8bTFM6uVLqWUUkoptcvdMcErOKi2mmIoTei6FYM0BMYms9fVLneFapdASGO9wbKLECF4wbpIUVhWbErhLUPvmM1XyIxn0bfxGAL+lkz2u5WBayQRy74t1qu1Tcp+u0IvDvGxnoQI9b7So1ColFJKKaXUbnVH/EZbTyfcOnT5tG5BvFXPzVhmuWK1S5oAaOqPaSpesTTgAjEYqmAQH7nkM0IU2q7kYHKRJ9M+hoxhLMkkuSXfz+00ZXIGvr9uvdy02XrdmFJKKaWUUrvFrg9e9XTCLYZpSD1EI7hbE7pgfdC6UrUrurrSFZthHDGJayEjCCEIxkRCkNUNq1aKhPlhm0k74IwPvOQjRuBh12OmmVZ4p0jEst+2WAwDAtAWS9dsvZ+YUkoppZRSu8WuDl4hEXy6efvgTZ9cuIlo108vDOnm1a5om4Bm14JWHdLGxqZHiJWB1BPCWoUnRqFfJXz24nt4LruHWbfChO1zqurxoextZm12R1W/ErHbjs9XSimllFJqN9q1wctnWwzSuJXruTY8T/0c9afBsTooYyS6sds3jpvPwuW3+fqGEC4/78WyRSKBgJBIxQJt3qxalPSZM1FHrSullFJKKbWD7brgFW09RGOzSlY0ddVpu8mGN4vP1qYZRgMhW2shDK5uOVxdx7XxPNMIm42bD0IEzNjXrIk4EzBEVnwKRZeuHdA2Q3xz8LBhw2GllFJKKaXUzrJrglc024yLbyYL1kMrbnHokjrchWTsvLLR+TWBa5MNlUdiGonJ9kHJmPrrIpFOWmAlYKQOYys+peczOmlBIp4JMboOSimllFJKqR1u5wcvqdsKg9tiLZepA9etHKCxavW51p47ZOCzuG5oxlauGLpsrAcd2oBIZCIryGxFaj1G1h6XiOfh9Cz3usiUubMGbCillFJKKXUn2vHBK5rNWwdHFaZ6quA7UOUaPZcZO68cqk4g5PVeXOIFNukgjKZZ07VZe+H407iAsYHMebrZkNR4RCJdN8Q2Fa+WLZlyPQ5Zz5TRIRRKKaWUUkrtBjs+eF1GwK+GIKkrTFIPuYhj2z1JABnlnMimgehKzzNarzUeuGCt0lW1I3OPnadfJCwttOuhGIVBqiaAjTZIvkLgAiAJWBfotIbMtnpYU7cXdpMhma1wEmjZgn3pEtO2x2tlzpTxJHIrtlNWSimllFJK3Uy7JnitVrgcRNe0HtqxARebLf3aJHgZP/Z1v/7+o2EYUZrjyuXHjRZ8HutzyQLLg4yfeNfn+dzFB3j5/D5SVzGRFRw/O1OPhw8CoTnBzfKXiUgSsEkgbxV84vCrPNJ+G0vgfDXBfNXBUoewCTtgxq2QSIVHuBj67NPR60oppZRSSu14uyJ4+bypPDmh7ELVjZhCMOXl4WncamgaC0/+OgtE64ZnmHojZICVhRa/dfJJfvZdv8aX5+7FSuCl/iHmey36vax+7OgYozHxce2cxESMRNKsYqo1YL7s8Ez+Bu9JE75RDvny4CjzvksinlxKAHIpmTZDBjHiY8DKWDlOKaWUUkoptePs+OAVDfhUCGm9IfJwLjD36HnOvziH7QumFGzBtbcSXq117Yb1k4w2SpYgRC+cu9TlX138MD+z7/MshIpnl+5nMh9Slo6qtKu5Tza0HIpErAukSYWznsxVXBy2uRDaBAoeT1vc607wXJGyENqU0dGWIUfdIh0TaIto6FJKKaWUUmoX2PHBC8YqXikQhEdnz/AXhzv4E+26VS8Kpri5zxlN3VY4HrgAMBBcsyFyBLxgbWC+6HDOVxxxLT45/QILZYu51gqvnp+jLO1q+U1MRCTiXMCa+g9AYgNOAkWw/PnyI5Txm3xnq0fX5HwgK5n358nFMGlyICcQdX2XUkoppZRSu8SOD17RrI1vh7q18AvH7+OB/ed5efEwsWeIBlysWw9vSLOma91+XBuEDa+YVMJcd4WPT3+D54oD7LXn+WTrPA8c+j1eL+f4ef9x5vttymotJIlcXp7LXVX/bUsulB2e7d1PLq/wRLrEnO1w0CXr7q+RSymllFJKqd1jxwevy/bFMjBYzPjoI98E4OVXDhMTISRCumjq8HUNbYerAzVsE6pk88A1Opc4qnaNOXVhip/zH2dPq8frcy/z6amv8XjS4huFZTbr4aNhWDlWioS4ycGzpCKx9ej4tisJ0VBGyzeLfSRSYekxY3W/LqWUUkoppXarnR+8xglEGyEIxwcz/LUDz3Pq0iTOBFLnOffKHMklwRRSj5PfsFfxaIPjKEDTShjNNkFrg+g2mXJoIr4yzF/qUFSWtyZmWQyRGQPf3jqF3Rv51TPPsCwZifWsFCmlN6sBLEsq2klJZismkwFGAmUzu95jeLua5l53ipkbe+WUUkoppZRSt9HuCl40FSobeeniAf6juc/zXz36B8xXXX7t+PsJeaCqDMbVLYmbdPRddci6jIyt7Rq7DRuJUQjesLSSc6o/xS8vfIin22/y/e3IU9kpnp88zVv9Wfo+YSq19Kp0LXi5ityW5Lbuk7QSsRLJpMISWAmpthUqpZRSSim1y+2q4BVNJExUTM8tM5kNABiEhN84+TRn5ifrNkELIYuYUuBG13yNP7ddv4kyQEyaINaMiY/B8PL5fSwOW5zqTpPLs3woG/KdEy/wrH2AY4M9VNEym6zwdPtNvrD8IAtlm2rDgVumYMLW31/nZk8NUUoppZRSSr3jdk/watZhHToyz3cf/AYH0wUecMt8pZ9ThSa4NH/VI+gjxjTTDm901LxASNZXu6KB6Opexjh2/BCFlTLl+Mo0v2Oe5q3uW/xI9zWenH6B54oWrw4P8GB6lg9kPc5VE5wws1yqcvo+BWDS9TmcLTBlV5i0Aw7YRUrQ/bqUUkoppZTaxXZN8IoGgoVTx+b4l/PPMDO1Qrhf+OGJr/Ps5H2cW+ziXQCxqxsUh2azYzsUCFd8ii0Ft77aFQ3ELFw++KMxrBytpGS+aPNy7wDn2q/yrqTNt2Se9ySv0zYJgxg5kCwC0HMZHsESeSw/yV67xEpMyaVkjxnW50DUlkOllFJKKaV2qd0RvAR8Vle8pBCqvmNB2nx56T4+3n6VBzvnODY1y7xtM1hxSCmrj4sGfB7rgRvVtT91tGMthYyFrvG9vZpWQ5GIkYgPQr9MqFLDparFV4eHOGTP0DX56nTCMnoO2EUWfJtEPIlU7HHLPJle4KDrshwG9KLHR0hEdM8upZRSSimldrFdEbx83kwzNBHxQhwaYkt4dXEvL8/u40envsR7W8f5g4XH+YNLj8OSW5to2Ewx9FnEyLXt9TVaLzaqdkUXienWlS4xdfCCuupVBEdmKuarLkvhJN2xqlnX5DydlUyYNzleTZNLybTpM2dbq1/vXuPrpJRSSimllNqZdnzwqlsM6/AzmkhoCoNLPJ888A0OuYtMm8AXlh/k+QuHsHmFrwSGBqnGEpJASCPRUVe//BWe1zX3N6PHBnBbLBZrql/WhtXNkUMEQ+Sh9hnekx9nwlz+UmeS8K7EMGEu4CNMGCGR7FpfIqWUUkoppdQOt+OD18jGiYJVaXlx6SBTts/RiRfq27xFAMk8EYiJIKUgXlbXfY1aD8ULpmr2+hpVx0wT9FxTYWs2TI5JXN9auIGYiEgkcWtpzgiktuJb26/yRBJJJNn0sYlY9tuMQazoauhSSimllFLqjrR7gpdlbZ2VgC8sz719iF6V8qH2a3xs4mW+1j7EwqU2Jgn4qk5qMYv11MEgSLUWwqKL+GbZlETq25rqVjSAi6vtjdsyEZMEXOKxZm2CR+YqUuP5o6UnONU6ycPJOd6VpJuu1cokIdsimCmllFJKKaV2v90RvKSpQDViGhCgLBwD70gJ3OMu0k2GuMRTlRaTesLArVa6sHWQirA6DIMAEqWujkmEJNYpTKC5cftR9AKSBqwNZEk9ucPZQDsp6aZDjAQuVm1OljMU0bLfnmLOdm7BC6SUUkoppZTayXbFxlBxLB5GG6EJYTEKZ5e7/PrCB0maaRrdVh2+zHbVKtN8bTQso1PhpguefuQYR49eIOkU2HaFbVdI5uvnE9aGakh9DMk8SVbRbQ/oZAVTrQFT+YB2UjCd9gEoY13hGoSE+RsYaa+UUkoppZTavXZFxSu4uFr1itlaehkNsnhleR8nJybZly9zemWSPDUMgBCE0HdbV61cxGa+Xp+VVjw8cY4np07yO8UTXFpqg0RsEiEJ9SGiELxgbL2mK81KHt//Nk4CC0WLEIXcVnSTutplJWIJWAKTdoCPwnIY0DX5rX7JlFJKKaWUUjvIzg9ezZqraCMxjWNVp4h1dQgrgiNg+Mjkq5zqTfFWkZCnJSKRIVwevkxEkoBJ6pZFkcjhmUX+vamvcNT1uFB2+BP/EMPCEbwZnQZiAy6JWBtInWeqNeDxidP8jakv86XBvTy7dD/D4KiaSSBOAoezBR5IzzJte+QS2CVFRqWUUkoppdRNtOODVxxNFszW758lNuKaKYL78yUeTi7w0XyRwb6EXymfYaVIcTaQOE/fJVSFqwds2IDYuBq4xETyrCSzFW9X0xyyPYbBMdvpcclmhLA+KI2qbFlSkdl6Xde9Tmi3XmfBtzlfThCaufdzyTKf7L7IQ64+hpVMh2gopZRSSil1F9rxwQvDZaELAes8ifW00pLMVKw0C8F6IeNwZ4FLSYsiWA62LuGM59kzRxmW60OPNQFrAq20JEShY4bstylH84scW9rDRFawNEyJUdY9ztlANy2wph6e8ZUi5yNZ4GPtV/ja8AiDkGAkss9dYkIq2ka3QlZKKaWUUuputvODl8S6O2/UKihgOyXTE306acFM1iMghCi0JOFT3Rc5X3VZTFtMuT6fnv4if7jyCK8vzbE0DBTV+nHu1sR6CmEy5K1yD2W+QCKePfkKC0ULYF34cjYwkQ1puZLJZEAinteLfbw7eYNHk4RE3uJYOQvAYbdAx6wPbUoppZRSSqm7z84PXiZi2xUxsFrpunfvRf79g1/hG/2DVMFyIFtkzpZYydhrhPe2jrMUct6TnWDKCOerCTquAGCJbDV8iUQm8wFTaZ8JNwSgjIEZt8JEMsAZzyBJaCcZZagfk9mKtivIbYmVSGbqdsOFAPuSlMeTwKPJEhfDgEGMtGXnv8RKKaWUUkqpW2vHpwJjIlleIFK3BqbOk9mKd2en+Y7OK3xpcA+5lKRSV5ZmbJvvbZ9nOZZMmZS/Gub4aNiTrZC7kpYr6VcJVsLqBMLEeGbTFQ4n80yZnPfnxyij5fnlI7RsyaHWIh/svsGJYpY3B3vo+7plccIN2J9cIpeS/Xa0jstggX22g48BKzpMQymllFJKqbvdjg9ezgTaWYkPgkikmw2ZTAZ8qX8/f2vyOX6gcwKL0DVrGxO3TUqblDJ6BjFhLlniYtUmILRsyURnwCenXuBcNckbw70k4vl49xs8kw1IJOWpVDhkXyKXkkXfZsr2+FT7LV5OzmHkYXo+o22HfKj9TSyBCVPQlvSyc9fQpZRSSimllIJdELwS6zk4cQknHiOR3FZ03JBcKs4Fx3vd1ntiJWJ5KLnEpZCz111ivuoyX3WZdcs8np7FpGf5kq03Oj7klmg34c2KoW0sT+VvccF32GeXmTI5R12Px/KTLPkW9yXneX8GgUAZ6+dSSimllFJKqc3s+OA1YQe8f/otPtT5JkW0vF7s47HsJB0zXB3Tvp2Dts235ufIxdKLp3i9zJkwBQdtSiKWaXOaRAzJhorVlGnxVBqAIZBgxXDQttjfWmIQLwKQSAuwOiJeKaWUUkopta0dH7zmbMFPz36JXCwGwzA/z6Spq1x2k/a+jawY5mxdyeoCe0zASmv16zO2ve1jx9VVLQ1aSimllFJKqWsjMcYr3+s2EpEl4OXbfR5qx5oDzt/uk1A7ll4fajt6fait6LWhtqPXh9rOvTHGvZt9YcdXvICXY4wfuN0noXYmEXlWrw+1Fb0+1Hb0+lBb0WtDbUevD3W9dOyeUkoppZRSSt1iGryUUkoppZRS6hbbDcHrF273CagdTa8PtR29PtR29PpQW9FrQ21Hrw91XXb8cA2llFJKKaWU2u12Q8VLKaWUUkoppXY1DV5KKaWUUkopdYvt2OAlIt8jIi+LyGsi8g9u9/mo20NEjonI10TkqyLybHPbrIj8oYi82vw9M3b//7q5Zl4WkU/dvjNXt4KI/JKInBWRr4/dds3Xg4i8v7muXhORnxUReae/F3XzbXF9/A8icrJ5D/mqiHzf2Nf0+rhLiMhREfljEXlJRF4Qkb/f3K7vH2q760PfP9RNtSODl4hY4H8Hvhd4DPgxEXns9p6Vuo0+EWN8amzPjH8A/LsY48PAv2s+p7lGfhR4HPge4P9oriV15/gM9c923PVcDz8H/CTwcPNn4zHV7vQZNv9Z/pPmPeSpGOO/Bb0+7kIV8F/GGB8FPgz8dHMN6PuHgq2vD9D3D3UT7cjgBTwDvBZjfD3GWAC/Bvz123xOauf468C/aD7+F8APjt3+azHGYYzxDeA16mtJ3SFijH8KzG+4+ZquBxE5CEzGGD8f6+lCvzz2GLWLbXF9bEWvj7tIjPF0jPErzcdLwEvAYfT9Q7Ht9bEVvT7UddmpweswcHzs8xNs/x+AunNF4A9E5Msi8pPNbftjjKehfrME9jW363Vzd7rW6+Fw8/HG29Wd6++JyPNNK+KolUyvj7uUiNwHPA18EX3/UBtsuD5A3z/UTbRTg9dm/bA69/7u9JEY4/uo205/WkS+bZv76nWjxm11Peh1cnf5OeBB4CngNPCPmtv1+rgLiUgX+A3gv4gxXtrurpvcptfHHW6T60PfP9RNtVOD1wng6NjnR4BTt+lc1G0UYzzV/H0W+E3q1sEzTTmf5u+zzd31urk7Xev1cKL5eOPt6g4UYzwTY/QxxgD8c9baj/X6uMuISEL9S/W/ijH+383N+v6hgM2vD33/UDfbTg1eXwIeFpH7RSSlXsD4O7f5nNQ7TEQ6IjIx+hj4buDr1NfC327u9reB324+/h3gR0UkE5H7qRe1/uU7e9bqNrim66FpJ1oSkQ8306Y+PfYYdYcZ/VLd+CHq9xDQ6+Ou0vwsfxF4Kcb4j8e+pO8fasvrQ98/1M3mbvcJbCbGWInI3wN+H7DAL8UYX7jNp6XeefuB32wmsTrgV2KMvyciXwJ+XUT+E+At4EcAYowviMivAy9STyj66Rijvz2nrm4FEflV4NuBORE5AfwM8A+59uvhp6gn4LWAzzZ/1C63xfXx7SLyFHW7zzHg74BeH3ehjwD/MfA1Eflqc9t/g75/qNpW18eP6fuHupmkHrqilFJKKaWUUupW2amthkoppZRSSil1x9DgpZRSSimllFK3mAYvpZRSSimllLrFNHgppZRSSiml1C2mwUsppZRSSimlbjENXkoppZRSSil1i2nwUkoppZRSSqlb7P8H2wZ3O/SmKY8AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(15, 10))\n", "ax.imshow(run_jax_gpu(2000, 3000));" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "id": "W5ZKXRrnamMU" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3.96 ms ± 74.9 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%timeit -o\n", "run_jax_gpu(2000, 3000)" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "id": "j2Sj06tUSk9z" }, "outputs": [], "source": [ "result_jax_gpu = _" ] }, { "cell_type": "markdown", "metadata": { "id": "-qAY1eOWHPyg" }, "source": [ "## Summary" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "All of the results are shown in one plot below." ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "id": "HiPLfzxVHkLh" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10, 5))\n", "\n", "test_names = [\n", " 'Python \"for\" loops: imperative',\n", " 'NumPy: array-oriented',\n", " 'pybind11: imperative in C++',\n", " 'Cython: imperative in a C++/Python hybrid',\n", " 'Numba: imperative in a compiled subset of Python',\n", " 'Numba vectorize: imperative per pixel, array-oriented in the large',\n", " \"JAX: array-oriented with automatic fusion into JIT-compiled routines on CPU\",\n", " 'CuPy: array-oriented on a GPU',\n", " 'CuPy with a custom kernel: imperative per pixel, array-oriented in the large',\n", " 'Numba-CUDA: imperative per pixel, array-oriented in the large',\n", " \"JAX: array-oriented with automatic fusion into JIT-compiled routines on GPU\",\n", "][::-1]\n", "test_results = np.array([\n", " 1e3 * 100 * np.min(result_python.all_runs) / result_python.loops,\n", " 1e3 * np.min(result_numpy.all_runs) / result_numpy.loops,\n", " 1e3 * np.min(result_c_plus_plus.all_runs) / result_c_plus_plus.loops,\n", " 1e3 * np.min(result_cython.all_runs) / result_cython.loops,\n", " 1e3 * np.min(result_numba.all_runs) / result_numba.loops,\n", " 1e3 * np.min(result_numba_custom_ufunc.all_runs) / result_numba_custom_ufunc.loops,\n", " 1e3 * np.min(result_jax_cpu.all_runs) / result_jax_cpu.loops,\n", " 1e3 * np.min(result_cupy.all_runs) / result_cupy.loops,\n", " 1e3 * np.min(result_cupy_custom_kernel.all_runs) / result_cupy_custom_kernel.loops,\n", " 1e3 * np.min(result_numba_cuda.all_runs) / result_numba_cuda.loops,\n", " 1e3 * np.min(result_jax_gpu.all_runs) / result_jax_gpu.loops,\n", "][::-1])\n", "test_variations = np.array([\n", " 1e3 * 100 * np.ptp(result_python.all_runs) / result_python.loops,\n", " 1e3 * np.ptp(result_numpy.all_runs) / result_numpy.loops,\n", " 1e3 * np.ptp(result_c_plus_plus.all_runs) / result_c_plus_plus.loops,\n", " 1e3 * np.ptp(result_cython.all_runs) / result_cython.loops,\n", " 1e3 * np.ptp(result_numba.all_runs) / result_numba.loops,\n", " 1e3 * np.ptp(result_numba_custom_ufunc.all_runs) / result_numba_custom_ufunc.loops,\n", " 1e3 * np.ptp(result_jax_cpu.all_runs) / result_jax_cpu.loops,\n", " 1e3 * np.ptp(result_cupy.all_runs) / result_cupy.loops,\n", " 1e3 * np.ptp(result_cupy_custom_kernel.all_runs) / result_cupy_custom_kernel.loops,\n", " 1e3 * np.ptp(result_numba_cuda.all_runs) / result_numba_cuda.loops,\n", " 1e3 * np.ptp(result_jax_gpu.all_runs) / result_jax_gpu.loops,\n", "][::-1])\n", "\n", "best_cpu = min(test_results[-3], test_results[-4], test_results[-5], test_results[-6], test_results[-7])\n", "best_gpu = min(test_results[-9], test_results[-10], test_results[-11])\n", "\n", "ax.axvline(test_results[-1], c=\"darkorange\", ls=\"--\");\n", "ax.axvline(best_cpu, c=\"darkorange\", ls=\"--\");\n", "ax.axvline(best_gpu, c=\"darkorange\", ls=\"--\");\n", "ax.text(test_results[-1], len(test_results), \"Python\", ha=\"center\", c=\"darkorange\", weight=\"bold\");\n", "ax.text(best_cpu, len(test_results), \"best CPU\", ha=\"center\", c=\"darkorange\", weight=\"bold\");\n", "ax.text(best_gpu, len(test_results), \"best GPU\", ha=\"center\", c=\"darkorange\", weight=\"bold\");\n", "ax.barh(range(len(test_names)), test_results);\n", "ax.errorbar(test_results + test_variations/2, range(len(test_names)), xerr=test_variations/2, capsize=5, fmt=\"none\", c=\"#1f77b4\");\n", "ax.set_yticks(range(len(test_names)));\n", "ax.set_yticklabels(test_names);\n", "ax.set_xlabel(\"time for 2000×3000 pixels (ms), smaller is better\");\n", "ax.set_xscale(\"log\");\n", "ax.set_ylim(-0.75, len(test_results) - 0.25);\n", "fig.savefig(\"mandelbrot-on-all-accelerators.svg\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first thing to notice is the logarithmic scale: the best GPU is much better than the best CPU, which is much better than Python. In fact, it's a bigger jump (on a logarithmic scale) going from Python to compiled code than it is going from CPUs to GPUs.\n", "\n", "Within that, many implementations huddle around the best for a given hardware. (Although JAX does something noticeably better on the CPU than all the other implementations—I don't know what it is.) The last tweaks are nowhere near as good as changing paradigm.\n", "\n", "An array-oriented implementation with intermediate arrays, such as NumPy and CuPy without any effort to reuse memory, isn't nearly as good as fusing the operations together into a single pass. NumPy, by itself, is much better than pure Python, and if CuPy is compared with NumPy (rather than fully optimized CPU implementations), then you can get significant value from the GPU. By choosing the Mandelbrot problem, I made these two bars look worse than they would if I had chosen a problem that doesn't \"iterate until converged,\" which requires complex bookkeeping. Also, you can do better than the above by replacing expressions like\n", "\n", "```python\n", "z = z**2 + c\n", "```\n", "\n", "with\n", "\n", "```python\n", "np.square(z, out=z)\n", "np.add(z, c, out=z)\n", "```\n", "\n", "but if you're going to go to all that effort, obfuscating the mathematical formulas until they look like assembly code, you might as well go all the way and use a compiler to fix this problem _and_ the problem of cache coherency (single pass over data, rather than multiple).\n", "\n", "Finally, about JAX: `@jax.jit` is a magical compiler. It was in this project that I discovered just how good it is. At first, the JAX implementation was many times faster than my best using other tools, and using JAX as a baseline, I gradually found out what was wrong with each. The fact that the JAX CPU implementation is still 40% better than pybind11, Cython, and the two Numba implementations suggests that there's still something I'm not aware of, and it's hindering these four equally.\n", "\n", "Most importantly, the JAX implementation is an array-oriented interface. This is an interface in which you say less about how the calculation is to be performed and let the compiler handle those details for you. (And not get them wrong by 40%, as I'm apparently still doing.) That's the ultimate value of putting code in an array-oriented form. Arguably, NumPy was getting us ready for this by making array-oriented expressions the norm (for instance, in Pandas), but now JAX is actually using that form to do significant optimizations.\n", "\n", "I'm going to be using `@jax.jit` more in the future..." ] } ], "metadata": { "accelerator": "GPU", "colab": { "collapsed_sections": [], "name": "mandelbrot-on-all-accelerators.ipynb", "provenance": [] }, "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.13" } }, "nbformat": 4, "nbformat_minor": 4 }