From e8f43940ac3a92085b2731e8eb4fbbe30f5305a7 Mon Sep 17 00:00:00 2001 From: dm1sh Date: Sun, 13 Apr 2025 00:43:03 +0300 Subject: [PATCH] Initial commit --- .gitignore | 4 + CMakeLists.txt | 11 +++ filter_coefs.bin | 1 + input_file.bin | Bin 0 -> 4096 bytes main.cpp | 147 +++++++++++++++++++++++++++++++++++++ output_file.bin | Bin 0 -> 4036 bytes test.ipynb | 187 +++++++++++++++++++++++++++++++++++++++++++++++ 7 files changed, 350 insertions(+) create mode 100644 .gitignore create mode 100644 CMakeLists.txt create mode 100644 filter_coefs.bin create mode 100644 input_file.bin create mode 100644 main.cpp create mode 100644 output_file.bin create mode 100644 test.ipynb diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..8d3a833 --- /dev/null +++ b/.gitignore @@ -0,0 +1,4 @@ +.cache/ +.venv/ +.vscode/ +build/ diff --git a/CMakeLists.txt b/CMakeLists.txt new file mode 100644 index 0000000..ee679fc --- /dev/null +++ b/CMakeLists.txt @@ -0,0 +1,11 @@ +cmake_minimum_required(VERSION 3.26) +project(filter) + +set(CMAKE_CXX_STANDARD 17) + +find_package(OpenCL REQUIRED) + +add_executable(${PROJECT_NAME} main.cpp) + +target_link_libraries(${PROJECT_NAME} PUBLIC ${OpenCL_LIBRARIES}) +target_include_directories(${PROJECT_NAME} PUBLIC ${OpenCL_INCLUDE_DIRS}) diff --git a/filter_coefs.bin b/filter_coefs.bin new file mode 100644 index 0000000..8ae58b8 --- /dev/null +++ b/filter_coefs.bin @@ -0,0 +1 @@ +a=J>P[?ik f?M37?Klpސ?>>Z?>q,?,M?> \ No newline at end of file diff --git a/input_file.bin b/input_file.bin new file mode 100644 index 0000000000000000000000000000000000000000..0f927d32966710bb8f00501c9ff3fe65b96554c0 GIT binary patch literal 4096 zcmWNT_aoK&AAq^`UWE=R*$EZjkn?%J4h>3#R7O&SqT!a3aWl$pDavlR6$z!RI-mFJ z7@1corCU-OqG6UczV}afetDi}%+UfM_bdCNTo^2`??Bh!P+%lCk!Qm<83WFKsJk); zPg_d~+Qs*xy2l&7WY=RN*?k`7U+5t#mP^6Y5f=zEA7wckGKsa96f}x$N48vsq`ZnJ z`k@}M%}X86b&&hNRFU$8PL)TZhft zb3y2HDnzeb2n8-5m`j_UQU$3P4D!27Ur1DAlGq>E)Y=Fh)-&nKJ>JmXm_o1U*P@Z* 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read_file(char *fname) { + auto fsize = std::filesystem::file_size(fname); + + if (fsize % sizeof(float) != 0) { + std::cerr << fname << " size is not a multiple of float size" << std::endl; + exit(1); + } + + size_t flength = fsize / sizeof(float); + + std::ifstream file(fname, std::ios::binary); + + if (!file) { + std::cerr << "Failed to open " << fname << std::endl; + exit(1); + } + + std::vector vec(flength); + file.read(reinterpret_cast(vec.data()), fsize); + + if (!file) { + std::cerr << "Failed to read " << fname << std::endl; + exit(1); + } + + return vec; +} + +void write_file(std::vector vec, char *fname) { + std::ofstream file(fname, std::ios::binary); + + if (!file) { + std::cerr << "Failed to open " << fname << std::endl; + exit(1); + } + + file.write(reinterpret_cast(vec.data()), sizeof(float) * vec.size()); + + if (!file) { + std::cerr << "Failed to write " << fname << std::endl; + exit(1); + } +} + +int main(int argc, char *argv[]) { + if (argc != 4) { + std::cerr << "Two input and one output files must be provided:" + << std::endl; + std::cerr << "./filter input_file.bin filter_coefs.bin output_file.bin" + << std::endl; + exit(1); + } + + // Исходные данные + std::vector input_file = read_file(argv[1]); + std::vector filter_coefs = read_file(argv[2]); + + size_t output_length = input_file.size() - filter_coefs.size() + 1; + std::vector output_file(output_length); + + // Получаем платформы и устройства + std::vector platforms; + cl::Platform::get(&platforms); + cl::Device device; + for (const auto &platform : platforms) { + std::vector devices; + platform.getDevices(CL_DEVICE_TYPE_CPU, &devices); + if (!devices.empty()) { + device = devices.front(); + break; + } + } + + // Создаем контекст и очередь команд + cl::Context context(device); + cl::CommandQueue queue(context, device); + + // Выделяем память на GPU + cl::Buffer input_buffer(context, CL_MEM_READ_ONLY | CL_MEM_COPY_HOST_PTR, + sizeof(float) * input_file.size(), input_file.data()); + cl::Buffer filter_buffer(context, CL_MEM_READ_ONLY | CL_MEM_COPY_HOST_PTR, + sizeof(float) * filter_coefs.size(), + filter_coefs.data()); + cl::Buffer output_buffer(context, CL_MEM_WRITE_ONLY, + sizeof(float) * output_file.size()); + + // Компилируем ядро + const char *kernel_code = R"( + __kernel void convolve(__constant const float *input, + __constant const float *filter, __global float *output, + const int filter_length) { + int id = get_global_id(0); + float sum = 0.0f; + + for (int i = 0; i < filter_length; ++i) { + const int input_pos = id - i + filter_length - 1; + + sum += input[input_pos] * filter[i]; + } + + output[id] = sum; + } + )"; + cl::Program program(context, kernel_code); + program.build("-cl-std=CL1.2"); + + // Создаем ядро и устанавливаем аргументы + cl::Kernel kernel(program, "convolve"); + kernel.setArg(0, input_buffer); + kernel.setArg(1, filter_buffer); + kernel.setArg(2, output_buffer); + kernel.setArg(3, static_cast(filter_coefs.size())); + + // Запускаем 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--git a/test.ipynb b/test.ipynb new file mode 100644 index 0000000..6bc6734 --- /dev/null +++ b/test.ipynb @@ -0,0 +1,187 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "a = np.fromfile(\"input_file.bin\", dtype=np.float32)\n", + "b = np.fromfile(\"filter_coefs.bin\", dtype=np.float32)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "conv = np.convolve(a, b, mode=\"valid\")\n", + "plt.plot(conv)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "l = len(a) - len(b) + 1\n", + "out = np.ndarray((l,), dtype=np.float32)\n", + "\n", + "for i in range(l):\n", + " s = np.float32(0)\n", + "\n", + " for j in range(len(b)):\n", + " a_pos = i - j + len(b) - 1\n", + " s += a[a_pos] * b[j]\n", + "\n", + " out[i] = s" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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2BHtbXqchEXg8bR6HDh3Chg0b0KJFC93fBw4ciBkzZqi+mzZtGgYOHGiYZkZGBnJyclT/iOSHO8JuOPqjI56dvg4n3v8tvl1jvM0aNnw7HsCfbIUTtucIQ9gDN/hq5S5c8+8lOE1x4CNhjqvCy1//+lfMmTMHmzdvxrx58/C73/0OKSkpuPTSSwEAY8eOxaRJk+LX33zzzZg6dSqefPJJrF27Fg888ACWLFmCG264wc1iJiV2pOfK6ijmbdgrJH+31dW8Ni/JNCQq363y0Z+e/isA4O7PKLQAL3aM1UUYuM9dtxdTFhk7MThFz84tyCgXInVJjpm7rua0e9FhH5K5Dl21edm+fTsuvfRS7Nu3D82aNcPgwYOxYMECNGvWDACwdetWRCK18tOgQYPw/vvv45577sFdd92FTp064fPPP0ePHj3cLCZxnGenr8O/5rp3tLtIVMcDMBx3kkzxIazPM0meZ/ULq0l//e5DGPOvBfjL0BMwblA72/lc/vpCAECPVrno0SrXdjpaJn26EmXHqtC0QYawNL3A2vU3OXHLvicsW0B2cFV4mTJliunvs2fPTvhu9OjRGD16tIulCj8iJyelhuTtBVuEpes2qm2jOjxZ6w1OyVQbXr1aXg3FfV+sRnFpOe7/co0j4SXGrpJjwoSXiqooPlhUY/vXv31jIWl6hao9M7z7IGqWZFnG1NVFOLFlLto0yWK6h+U57AgiyTw01iGTKEIPZZ+JCBwHtH1R9DaSF8cDBG9YrMHqaUnzwg9vnVUxqvfX7CzBuDcWYfWOEpsl40c5yS3atN+zfEUQVcku4WzH/1tdhD+/twxnPD5L9b1ZGxM59qrydCfZQEDCSwhxq0GmBHAVY4TqYEYWg107edi452hFNb5YscOzAFt642EyDVh+NMlZhbuFCa5/fHUB5vy6Bxe9bB6skQTOGngjZwcROwIjy7aRnQWgPVsu7lt8gYSXJMVOA4y4Jf67gMrmxYPOtmXfYXyxYoeloHTP56tx85QVuPbtJa6VxWpACsvgw4Ifz3LVm4sthSbWnlJ23HW9oorBMItQtW2WV38ogKEB7AjcKQxjr61tI/6ihAZXbV6I4KPsMmbSfzQq46uVO9G7oBHzPq6beHE8gLI2hjw+O57Ohb1bGd7zybLtAICFHqnr9R6LVvHsRKMy3vhxE0qPqSdBq1VukJWUYX79qnO7GB5kT1k5Vm4/iF6tG7pbMA7saEjcak+2xr0At20lpHkRxL/nbcY3q3b5XQx+FA3VTPr/ZNl23DxlRcI+rl+o1csswouYEX3xZudCidOiWNq8OEs+ULg9kP5vdRH+77+/uJsJwUw1p+YFAF79fqNr5bGDnTbrXjTh5N02Is2LANbvPoT7v1wDANj86CjX83OrcWlll7VFZZBlGZIkCZm0RaLSvISltwnC8nGTqDrcfrWb9hqcwWW5bSTYAF1oauElGeK82GkZLNtGdghrHbJAmhcB7D9c4XcRVByrrMbusvKE71lMwrTM/nWPsHKJRLn/y2Lz4mYfrqqO4rp3luDl2RtczEUfPY1SXY1Saocguto6Jcyv3ypmk5fP9v2ve3Desz9we4rZaVJ2m6HeOK8kxE3BEhJeQoiV4ZbdSVRP+J+6yl6oeeWk8NePfxKuHVG5SmuklwUb96G4VOwZIWZM/6UY364pxj+mrvUoR/O6DNtZT0HEai4RLfOI7B5hdTGGdjvY5+cY+8Yi/LyrFFe+uZjrPjsCMcu2kbaNzN+wj/seFsIi/NK2kQCCtnhbt7vM1n1mqksnavL/LN2uOnAsthXlBKM4L/PW78Vl/6qJWqrawnOxQx6trHYvcQt0DXZDPHl5TTKeXByWyUcP1SInIM9Ryhn2wE6LYtk1qorKqKqOIjWlRufw73mbLe9JZuN90rwkIVztVXGtmwN52TGxcU+MDmb80eBspmTqwtbHA3hVEvdxW7YwmjQsXaUDLPOE+fUrtaja5yg7VokiDzWqcTx416xj7xs/1h7fwrJIsdMWgty2lZDwIgDlZOFlJE0RKBt3xKPWIGJyVSahTM/tAyGDgNGz6/0edtwSxN6evxn3fL7K8Hfv25G4Bw3zatvMYPepab/q3+Ty43K3BBe9jab/sjv+meU1J/O2EQkvgvnN83Ndz8OqcfFIzrJLmpeElBRpi+gbygGaxZ7GzQE9aAJTRVUUHy/Zhl0lR/0uSmC574s1eHfBVtvxeIL2zpWEZO7RpdrE5mXb/nC0Z6O2YfZe6GBGfkh4SUJ45mll49brQKIav+iuyRukzg6sdjleq1nV71f/2W//z0qc++wPXhXJNdyu28MGEVrDojrXg1dOr6qOYurqXdhj4bniBeogderfqliOj/cAN6L6uhbcPHllFxJeRODv5CUOr04HEKEFUQpVyvSM3oWdHPXKKeJdezWeHDzizflKbqJ9BTPXFuPBr9agslrMRGY3vkaYhRstb/y4Cde/uwyjnvNf2K02sXmpqvZnJta+65HPfM91PQt2jmZhqY0Hv/qZvzAhgbyNkojqqIw/vjYfizcfYL6HdduIt0MmnCoteLBXLsLc0rwEFbXg5mtRPOfqt2rOjOrQtD6uGNjOcXpGbd4L4UR1jo/I98iZ1ndrigGGmCFeYLYFLEpgdcr2A/rbV395bynGDmxnS8usbG/RqCzsnLnCYnuep2GANC9JxNItB0wFF70BWTlUuBXlEZptIyE2L4rPTEHqFNes2l7CpP1xK4BZEi3aXcfoFewqEeN14qcGxS3B02yrN+gaI5W3kaaCqnxapLDaN32zqgh/fG2BvYMZFTf59Zxhg4SXkHP+83PjHk52IqsqBwhdmxdB/Ui0IKAst/K5jXJRDujnvzAXbzHESAgqAQyF4RpG7U9UczKyX/DCIFc2+Ow4Xc7EgtSGzLyNqgw0Lyt3HMQBF6Occ2udbbQd5djLOo7XNa2rFhJeBODnYmbVjhJc+eYiwK5bnOKzSPnCLCkRnU65OLEjtLEEeHILp49f1wctkSzfelD3e+s4L847i1secGap6pXabjkqqqL4cf1eHBMYpNFM6VBpYPOybf9R9H54Gko4g8m5hdPjAeraNrhdSHgRgN9N7YAgw0yRNi8J9zu7XQdlkDqGqzUvyWggtIOf5+PUVUEmyK7KrFjF67GdrkliItvqw1//jDH/WohhT87Bg1+tEeKFEzWxA7LyNiosYrfv+HlnKZZuceewWacHM3q5bbR0y348Pe3XwNgT8UAGu3UdlcEu2y0b9xxCh2YNTK8x638i3K+NjgdglbJ2HDyKdcVl6JSX7bgsXpPMsRtYCbrtBgvu2by4e32MdxZsAY73pTd/3AwJEu47v7vN1GpQextpbF4sFhw8beK8455VS+8ZjiYNMszTZU82oSBHKtgEOtW2kYfCy8UvzwcA5NZL8yxPUZDmxSEHj1Rg897DnuapXVnF/rYzqanivOhIL3opDn9qjmW62q0c5cAifNvIZmd/YdZ6R2XYtPcwZq3d7asOIMzRVFkwmpB46nxPWTlunrIcCzZaH2TnJX4IoW62Vbtnqikx07xUWmhe7Dxbcam7HlYT3lsW/8zaVdk1L+Laz4Y9h4Sl5RWkeXHIyQ9N87sIjpqwskOlMC5deL174IKaXznwM5VH5zunJTrzidkAgCsH8bnsHjpWhQOHK9CofrqtfO3KKws37sM/pq7FQxf0QI9WufYS8RjDZ+VYZt//5Wp8s6oIX6zYqT6s0wSr7RURrdk1zYtJuroehwGSf9WnSqsRFedFKfCLPnMNmrYxq3APd5nIYJcN0ryEiGOV1Rj13A/YKchNFC4eD2DHiJYv/drPytgQhk+gUxxR+/8rt+sbfRoxdU0Rej88jVmlbAZPLV/y2gIs23oQ495Y5DhfJ8iy7KnGaMu+I57lxYPaa0xcfZi6SluIXaXHKnHO03OMzxEyQUSfNzO9EGWnphw7LnltgeX1vOOEnWFF+WRmBrslLgWeVGvGwyEVkfASIqb/Uow1O0sTvo+3NYdtTu9gRt52fKSiCh8t3pYQaly0jYI6wJd1IfUGdL/NJpTBrnYePIrX524SHnpcb0ttn4tupVbIsoxLXluAi16ex7TdJ2LbSMk9n69CMcPJxFbpi4m0HBCjFwXvzN+CX4sP4bkZ6/izFbEdbBrnRYxRqVbI2lVyFFe/tRg/rNPXkvC+ajtaZtbjTgqLy+KGyeEQMdyDto1ChFMXOl03ScVnEWcbPfTVz5iyeJvpNaIFe9v14rf0omD0K/Ox4+BRrNlZgqf+cLLptWbnv2ipqI4iM5IiqJTOKSuvwqLjhyEWlx1Di9x6pteLiPOivPbdBVuxrth6f9+bCLsupWv2o0Wgyooq+wKCiOepdrBtxPrOtMLLPZ+txsy1uzFz7W79bUWH0cVZYNW8AMAny7bjrvO68WeSZJDmpY7DvtfK1iP/t7pI93vR7n/Ksqq2jXgmNYtn8tKjZcfBGi3MrLW7La/lodzBZOQGqkjLDpoEz+pWm8/POtpL/vydo3RPFesqbfybbrkVNxhpH5jyFaALMAtSZ+3Oy/ZWtOnuOSTWaJe3bUxdXYSHv649g8hqrAzQmstXSPNSx1F2ExHyhdGEv3RL7bEFol2lWQZ+vWushBPWCUWkWMYi5KnONrLIvbyqGoDaDdJPN2Ol/YBeyQ+VV+Hd4y645ukILpg2fcv8nRXgsalr8dLsDY7SMIK3fymvXmYQtI8FEeOHeqtIu20kyuZFnU5aitg1/P4jfNuy17+7VPU3u8Fu3d44IuGljqMWArzpDKJdpVm2jdzwNnKKXj2Ijq6ptw3g5Lmf+q4QFdUy7jy3q637rfL+v6+ttx0d4/eLBxIEF5FvndfbSFzGzpMw07xY9Q32bSP132kpYj3L3vzRWfRuPyLshjHoI20bEXF0+wxnPxLpsWSG8dlG+vnrCWbWIeB1vnO5kzNpXowXpwnoeWjY1RocLq/CczPX45U5G7BXgKpd750s3MQW9dTtVuaFq7Qf6LVfUWsWIdtGKg8sPqzeSTQqY8fBo65rXpzi9/EAYdHnBOutEY6w1+gUtiMmnYZ1vmO5TETnUG132ezsogQRkRMZ78A1q9DcRkbvMDu75VXaFtmNuaGSu/S28hjT4ZG/6pp23dRyzUWpS8ScGzXRvDjllg9X4LRHZ+KLFTtV33slvLA+jtUYIMi51JKjFdVCz60SDQkvSYLdYEuGYfY9QpZlW/FO1JoXe3mLGshF1hrvFtg/f9hkeq2+5sVW0YRMJmHZp/fCVdotzMYCfY9DMe9ExLutdpBGVAaKTGJgfflTjdBy7+erVd+n6wgvyqjpXp9d5uXZRkaUV1Wj231T0ffhaYHtsyS8JAl//+YXWwKM2mDXeSNl6efKznD1W4vR/b5vsf0AXyAxVVwEC2+j0mOVugJOkCcgM3gGE73YGH7ub1uWXFM0wzgvDl4ey53a5Bdu3Id9gr1SlMiyjIqqqJCJYuQzP3Dm7TjLmnQEpKGOsMuX4nXvLMGpk2dgzq98HlOpOjYv499ewpWGWMyf+7XvN7p+kGIsBtXhimohGjU3IOElSfhg0TZc/+4yhivVqDQvQvoD36QSC5/9n6Xbue5Tbz/I+P7XPfhw8Vbda8956nuDVMRM4gFdmABGUUl9FNqsvMS0RXOjbu0IPpe8tgBDH5+tTEVomfaUlaPH/d/ilg9XCE1Xi5taBL+3jfYeqvHyeWzqWmzkOKtHT/OyUaV54SuHIToP9InOuMfy3DPX7hbaN8yeMX52nseRsa0g4YWIo6d54TaaY9G8cKaphyrOS1TG2DcW4Y5PVmFtUWIMjyKDiKqiBiWvNTg89SfS5kUIKoNM+y3B/TpPzKBMcPRjJe8v3IqK6miCPYZodLeNRM1HAhKqEmDzsmZnKc56co7pFpISPZsXyeCzE37aXpJg6H7bxz8lXMfy2FXV3h3rKR8XXEa/Mh+XvLYgMAIMCS91CL1VlypmiIA26dXEqLbVqf3Mc0psSHeNuNDbP7c98YuwebFob6yaASdbXyIG37BuObqJiCntWKUicJ/DFH/eVcJ0nXLbKGZz5tb7fe37jZbXsDTP6uPaZi+QZWB3WTmWbDmARZv2o+SoO+cr8ULCiwOCIoE6wch2xC5sNi+Os1Eb7Nr1NvJ5ApIh4+CRCjz01c8MV9ew4+BRTPu5mPl6EXvjX/20E79/eR52lhxluNocq3fvxSthaS1B1qY5wuJ4ACeIsJlTerd4NbwqNS81QR3dg+kcNoZrvlyxQ1CJ9PLX/B1Q52kKUueAa/7tp1GXGFgNdpldWFmuFLKCr8XuoCnKcNXJIPvgVz/js+XsA9Fpj87kSl/PpZn3uW/8YDkA4P4v13Ddp4dViBpml3weV2n2S5kRLdt4tRByNUadgEc4WuG9a64ySF15ZRRZ6bE+EtPCBE/NtrvMPeNxLQnCTEBkGdK8OGCmgHNogqS90SsKb/m86udqjZEif8U1swt3Y+jjs2zn4cWj/LLL+Tk7Zuh6G9l8sAM2T6NWGvpZnQbOKlg5ejcMTdrr6crPUcCsj/No7oQILwI1L8xtSdEhjsU0L34atTNc46ZAJUmJdR888Y2EF1/Zf7gCp06eoTqUy2vYD2Zkgy1InfN8ogzbRle+uRib9xm7YAfBYFfPTVMkunFebKZlx41VlmX84dX5GPOvhTVCjPI3nevd0LzYwU70Zb/5adtBPGChHeOZ9D5Zuh2d7v4fpq7exXS96G0jr1COHzFNpRsGu6ywVKPoMpkdmBqg9bUKEl585N/zNqO4tByvzzUPNOYVYuK8OO9WLDYsIoLrWZX0wBH3DdNSI+52QT3NS0SSsGp7Cb76ic+zJSrrfzZjV8kxLN58APM27MOh8iqNa76MpVsOoNRGfCJHBrsup28HESHhL3jxR7w1z/xcnVj3LCo5hsnf/IJt+42F+5gnjJ0QDHZRaV480kfp2fophzGRgirL+BgEGxNlMaOyrBos/S9dDa6OnJMnT8Ypp5yC7OxsNG/eHBdeeCEKCwtN73nrrbcgSZLqX2ZmppvFdJWjFdW2toZKj1XiP0u3qwZ2NyRg1jgvIjuw2XOs330Iff5vGl6ZY37irtZVOsYSxenVVpgNJPM27GVOx8l7sToUzilGcV7Of2EubvxgOZZvZa+vqMWWDwvKgfnLn3bi4pfn4YIXfrSVVjIRCwrmNrHWdt07S/Dq9xvxx9cWMLffOb/uwX9X1mhhPl1mLz6JFUINdlkPagxaFLaAF8fvs5diuCq8zJkzBxMmTMCCBQswbdo0VFZW4pxzzsHhw4dN78vJycGuXbvi/7Zs2eJmMV1j/e4ydLtvKm61EXhq4oc/4a8f/4RbprgbtEo5mew4mDiAuhHnxYyHvv4ZB49U4tH/rWW+x42+9Mz0deIT1cHtc1X0DXZrWb+bPZiX2Ym/zCju+/y4x8QmG6HYg7htEwYkSUI0KuOn7TVuxHp93ohxbyzChPeXYfPew7ouvyI0BmrNizdUy4ntOtBRqAFEBBTPaItO+x5rbNbUfwcBV72Npk6dqvr7rbfeQvPmzbF06VKcccYZhvdJkoT8/Hw3i+YJse2gz1fsxDN/7J3wu9kAPP2XGndYEUbBTvn3vM1Cg2eJaPrK/hOrK17M6t+rvfdUHeHl1+IydM7LZk5DlmXDSV/fYNfeyKeNjltcegxPfFuIsQPboWfrXN17tFkp3321QHscHlgGX0ubFxdLetdnq1B2rArP/fFk4YaZ+w9X4OSHvlN9xyt0/GxgZC7a28jpJMlac8rFjxz3MNJP6V8/WMdpcVqmqCxj58GjaNmwnnE6AtrF2DcWMV0na20MgyG7eGvzUlJSI+03btzY9LpDhw6hbdu2KCgowAUXXIA1a4yN0MrLy1FaWqr6FxzMG5jeADhvw17uc36cYDU+bD9wFPd/uQZlx9iii0Ycdir2AUeEcbFxbl4JL2k6S6hznjY6zoAfXc2LzVek1LxEZRkTP1qBj5dux/kvzGVOwyquELvBLvtDBGWlyMr7C7fiq592YquJPYoTShn7shFGdjJiDHaVQeqcwdpG9I4k0LtzXXEZ/u+/vzgslPUl93+xBoMenWl43AljMpYs2rQ//vnf82t3N7Tjoiz7f4CvHp4JL9FoFLfccgtOO+009OjRw/C6Ll264I033sAXX3yBd999F9FoFIMGDcL27fpn30yePBm5ubnxfwUFBS4+BR9Wqj1t31qyeT8u++dCDP6HffdeXqzaIe9hjyzjRXHpMTw2da2ukMY6J4noPuaaF30DIL17nJRFhLeR2TvUP5hRcS9HPmpvI+DXYvYtp9g9ylW+y2fLmZbDiiB4G3l1ujDLXKQUALcZLK5ElFakqzQr2nYNjeAT+2jHsNwOsXOVHv/2V8Nr3Gx/CZo4GTisOBojKMKLZ0HqJkyYgNWrV2PuXPNV2sCBAzFw4MD434MGDUK3bt3w6quv4uGHH064ftKkSZg4cWL879LS0sAIMLwNbP6GfW4VxRCrZsirSWG5evzbS7D9wFH8d1WiCyZrbm4fZXCUR/Ni13hV1t82Eomuwa5NVOp1zT64EcpVHMsKjlnzwnaZLkcYAqE53Rbaf7gC2ZnOhldZllFypBK5WWmO0nFKRFK/+237j+q/ewFN7ZDq/ChvJkltu4ZB+3LbM1CLWV9wO3CeaosYMs5WaIMDIrt4I7zccMMN+Prrr/H999+jdevWXPempaWhd+/eWL9+ve7vGRkZyMjIEFRSsVgNgNpfuSZMAWzbfwQPfWUeFyKF0zKMpVPFPCu26MRgYVb1unyUAc+2kW3bVVl/24g7HZPf9LeN7Pk9qve95YRD5iyRNTYveucuMQcW48uaGweal237j+D0x2ahQ7P6jopw7dtLsXHvYXx942D0aKVvUyQClgWMUvOy/cAR3XHBaZ8sr6pGRZU4dRzzFnQ0UfOivDn20e2YTDx4WRLta60T3kayLOOGG27AZ599hpkzZ6J9+/bcaVRXV2PVqlVo0aKFK2V0E94B1kvhZerqXTj9sVmW+9/cwovDcnnZKc0EpXKDbSM97I7ZMmT3vY10to3224yUq5ycPl/OZsCtjRfBGxRRGQZdeW9wppFEvl1TBADYuMfcq9KK2PbBvy1itzjFyiYoIklqzYuBW7fTKe1wuXr882qFr+9tVEusDbvdV7WI8CgSgbafBmXbyNW3MWHCBLz77rt4//33kZ2djaKiIhQVFeHo0drGP3bsWEyaNCn+90MPPYTvvvsOGzduxLJly3D55Zdjy5Yt+NOf/uRmUV3BastF+7OX0SX/+QNbYDzu/uOgw0WjMmYovKuiUdnQeFlEbAazolZwGGTY7cyyLEaDYB7e3bxsPJ4myhXXVyv5vc/khLhCbNtGsdNzlff6fd6MejvM3cHc7Ue1LL2kbicVVVGDo0ScleOQZiH13c/FuOM/K10fF9WaBOOH4F3I6fHqnI2oYhxbzLSQdttEYVEZ9z3aGgmI4sVd4eXll19GSUkJhg4dihYtWsT/ffjhh/Frtm7dil27am0fDhw4gPHjx6Nbt24477zzUFpainnz5qF79+5uFtUXtAOw0k1Qr6M4jaNgp7172VC1E+KNU5Zj8D9m6UaCFVIsB2ORWoNgPx0RRqvm20bi1PBaV2n++9U36Rmk6r2SdxfUeEJ4OWZaNg3lzpvLBfMz5giOawASTxpOxOmKvKxcbRD72vcb8eGSbXhnvr04X8zG/zrt2k3hePovbOEvzIqwYON+4x9NuPqtxZbXFJeWq7bvEo8LCIb04qrNC8tDzp49W/X3008/jaefftrFUjln58GjmLLI2I0thpNtoxRJQnUAQi2u2lHCdb0TV+l1Gu+VWDTPl2ZvwPkntVT9JqL/vDpnI7YfOIoXLu3NPViJyF+W2Qf8vYfK8T8dA2crRHqsaG1eWFAb6DK4XOq8h9hXyvGkvIptNV5Ucgxrbaw2eXC7l/odkK/G5kX9nZ7WzGmfMArHwG1bxUm1js2L6niA48KjqDmbVZPkxmtnrUvlkTXaRXOd0LwkKy/NXo/nZuobECvhnciPKuwsPDZsF4bdDidB4tIsidp3/e/KXdwCGjQTlpNQ+azCxdVvLca9X+gbV5tlb3UqcOzebfuPYN568yMR1McDqH+rqIrqxv9QvlP5+H+16SXmYdZ+lNf//Zu1KDlq7br6/Ex7kZKthFnlr27bALi+RWZR/BqbF/VFejF6nKLdNornH5Fw3TtLhOcXQ69d69e4mGdmbS9+bo2qTrvXCq4B0byEdIr0l50HjzFdZ9X0EmxeFNtGbrvlBcQWLA7vlpjI7mNHOyGbTOSsRGWg2uxAKQUrt1sLWF10ovLqeRvpcfpjs3DZvxaannWkLKpWYBv9yjyc/tisBAFIdZlG86LrbWTSMLVtZD7D+VNuHdqpxPVtI587qySxnW/jdFJTu0nXsnpHCb5dwx9Fm3W7TVnufYfLMezJ2bqHsop6z6zeOn6/9xiJNi8kvISWzDS2aotYGHhpO5dy2ygoluZGTF1dpPu9kw7H0ydE7rvaKbIyd7PObGZYLMsys3BhXhYTg10L4Uh751KTgy3NQoTHzsr5eKk6mKS6nuwJnUZq+x/W7cXPO80jatttJtZB6mov0L5/0WO720OBVXH1NC9ubBsZbQW6PVkqhYmXZ2/ABo2XWHzbUlB+NfGOZKy20Pj6KbyoNcvq3xjXW65DwosNMlNTmK7jbXtKIykRlu1ucv27S3W/98q4UOR4ZsdOh8X+Y/3uMvT5v2l41eCEbFlwzAQ9IYZXODLTQqlcShmHcpnzHrM3oa3m9xZuxXnP/WCRv3UZg47TIzessFoISDoGu3rbRk4dCoyK4bYWWtlF9OLM7Co5hjH/WsB8RIp1fjKm/VyM3zxvHrDVjbGU9Q2Z9dugaF48i7CbTLAGK7LcN5eM/w668GKEI80L17XiOpCdyUEdgVKf+79cg4NHKjHZ4IRsWRZjUBsri96YohfnxQwzYUprfMtTNsQNdq0mSuN3Yeed220nllu+is/u27y4mjxblG2t8KK7beROOezGV2H3Nko02NXy4/p9yMl0dihjjOqojC90PCi1BGXbSPteSXgJMazvjrfxKdPVm1D9dpkMEiK2W2L4N0jIgjUviVRWyzhUXoVnp+ufk6Jty1YGvkb3sd0jo6hU317sm1W70LBemm4Lr/U2spMn/z28HC6vRnpKxLWjHtzWvFjnnzhh6QndTur6zR834cGvftb9LT3V3edXeRuZPIQozUtUlpHB0FbceGpb4TI07zoo3kYkvNiA9d1ZHsxo8luqC3Fe3ObA4QpHAxjPveUiw4jb6NEsMU+snqdG8yIyDovetlEUT3xbiLcYo7SyClOsNkfKy95fuBUvzdbfQvvLe8sAAKe0a5TwW+z92FnxudVjlG3mlEemo33T+pj116Eu5eYuVtUqSRKTwa6T2jYSXAAgxeVtIzMvOiWixt9olC2ytt+BGGMk2nQFYx4imxcOnpr2K4Y/NcfSRTPmI295tpEq0JWs+c2FhutiX9iw5xB6PzwNhcX2YmrwapVYNQRu5A1GmxdL4UWQzUthURlOf2xmgqEhjq+QzYxatQMy6zaW0VXadqxM30hwYcVOTdkdZ41uKz1WiW/XFCXYRmza6+woADP8nsP0NC96Brturcjtnv/FfraR4rNJgxHmbSQD6alsmpcgCAqJ20Z+lUQNCS8cPDdjHdbvPoRpP5u77T38dc0qQjnorN5Rgts++gk7D+qfC6JtEEE5/IqVz5btcHS/NgaIFSIPcONZ2EnHAz19vqL2eW1PkCY2L7Is49H/rcV/NN47etz60Qps26/friqro5YeR0pYI/La0bywYCZIyjZeuWht5V/eXYbr3lmK/+l42328ZBu27T8iPE+9OqmsjgqNnmyGbpA6nUd0baJ1WXhTGh+bxXwSZeshy2yal417D+MfUwuF5BnP28Y92rkoKHMTbRu5iFJ7ErMs37r/MD6+flDN74pe6UUQKDdx04hLb1DkOXvICl7Ny+9fnofNihOxjSYrq0lMlo1tXtbsLMUrx72ULurdyjQds0Mkq6N87tismhdmg13mnI/DEefFnQIcv83gvrkmgfxu/89KAMBd53W1l6kBWsVDVXUUAyfPQEZqCubecaZjLa1VvUoAtmnOGNNrt26NAG4Phcqxy+wsMFFzdnVURhqjHc8rBp6KXpKgTQ3I3ETCi4voNU/lwVjaE3eViDh40EucltbPbSPeSVEpuMDh1oSRYKFsG8Vl5kERrQ5m5KkrVkGHXfPCVzm6BrsOwrMHxTPCCVrZZOfBY9h7qOZk8PKqKDLT2EI3GMFi83LRS/NU3+ktrtwas2yv9BmHFNZyi5q0ozKQ7vEJ1byogklq56aAdKlg12DI0fMSMDPuVE6i6mPaA9JaTHA6Scjgi2AmctvIafU6Mdg1GpiVwtzmvfona7NQFY0yuz+Dw7Watc5EtNxZhbsxZdFWE9si/e9Xbj+Iz1fwn34NF7UIdtBqVkRvS1m9S71tVS81L7bHFsbb7Lj9OyEqy8EXXpRzUYK3UTB6R7BrMOToaXONXru2QRxUhKcOSFtJ4I25m+JRMb0uY4VAV2nnwovRtpHFfZB1hYUGGamq9mBkJ8VCVbW5O7b2F1bNi52DGVnQ6zNHKqpx56ersNrA8Ngoj9++8CNf5qo0g9PptHWiWhV7sAxmddXWK8vLszfgqWn6bvqs2J0sWe9i9rCzVQr9/NIYDHaDgnaICorwQttGLqLX5ZWDonJF5bURlAgPhoe+/hmHy6tw47BOjgf7moMZ2ak4LjSlp0Yca2F4OuNGHa8Su09eXHpM10MoKz1F1R6stCFm+XMb7Dq0eXG6Hjd7FarD4lRlkREJUAwkt8d2ZfJe2MZt2cem+dNuT1ZWR/GPqTUBGr9csQOj+xVgwpkncOdvN6YTa9WwC+Ji6ro66p/mhbWXmNljBkR2Ic2Lm+gJCMpBXzL4XktA2oouy44f5Oel7PXlTzuxYON+4PhE7yU/rEs02DQc/CzqZPnWg4a3KSclq7o1G0yqrAx2GYKP6ZfRHc2LGb8auOG70fSM0vTDbVlrk6GcREXYmYhaSWuNXZXJbt53BI9/W2hLALAbhZq1jTILL7ZKoZOO7J/mhfUZjEwYECBvIxJeGLHT6fS8AAw9U0zjC8jH/89dBBU/7yxNOPXXKbFnFDH+sdbxTR8sj3/OEDAIOB28jbUQ5ukaDQKyrJ6UnAwWVdWyqQdFYpmCZ/MS41MDd3wv1dhZDo1j7aCdvJV/iphHdpWYG4TbRa/9D/7HLMPTo42wa5zP2izYAzPaKkZifrKsG4Q0qGjH5aVbDwRiW5WEF0bsSP+WmhdJ/3u3WFtUhsv+tRA7HNhQGOHXPmgG4yGZZrhlsGuFcZ2p7VSc1G1ldZRZIAGXtxFbel40C1fyMEjTqWePHcw0L6wTr1dnpSkFDb33suPgUXy+nC8mlO1tI8br2A12xTS0mjO+hCTlCdr6eXn2Bqb4U25DwgsjdjqQnvuv6hAwjeGdzd0HbnYcEC+8iMBOh3ZD88I7SNmNsGskU0RlzbaRxehqpuGpispcgjfrtUZxdrQtntczxk5b93Ii8GPbKEFtzxDdWUvj+unCy6XHhOPHPJjB27/sHqHBmo/X20bRKF9ATj+wMgr/ZBkJL6HBTlA0vQaqbBSy6nuzbSPurD0jNpYLcZW2QUaa8yaszZl3m8Zw+8fqPhPXX+V4vczANoaFmkisJm1L53qRcDcLG83ADa2fUXtkaRqiS6NtX8r3GRT7gxjfKaKPG70W3jLzbHsqYb2LtTyi2tnRyupAj+kAsG73ofhnvecOwiHBJLwwYmdQ12ug6kPAlCsok3REhxt3od0JsXmxkbaIbaODRypUHku884GRZsRq5WeosdEINl/+ZB6rxMzbqqpa3x27tozqv0VPhl4M0m4IL0YeNn7s9ZuFZ2d9dj+mGicCoBLbh5cGaGtTydvzt3h2tIMIBJ4dKxQSXhixs22kN6mptS2Kaz3uQaIlZ6flt1seEdtGV7+1BMOemh3/m/dZ7D67sdDD50Vy4IjxQaFV0SjftpHD+Dnau71Qj0flmsXF0i0HhE0Ka4xiyghJnQ/tIynfJ+vE4uV2V6ztGnUL3v5it01WVkeZhE2vDXYBYM+hcnGJuUxQj6oh4YURW5oXve8MBBaeKKhBIjYoiliw+2XzAkB1sCGv9oE95gnbfVGTM494qaw2tqUCgPu/XKMa4G2vcg3wpO3KwD2frcbFL8/D//33F1ezYhEqRS9EEo4OUY4bARwcDhypObrAri2YFrtbmde+sxRXvL7I8jrWOhSplExP8d7w2y56bd7vk85Bwgs7dmxerAYxZZuQZevrRY1TbrQ7v1znUl0I9sQ7IRjbrpjfZxYfxstJaZMi8F7QbChYiMoyPlyyDQDw1rzNLudlfY1T7VVCeiGyeYFCE2hUMm7Ni4NnNDtIM14ej882QoCi1LKga/NCwkt4EGXzovpd0b2jsvkKGYENVlfTikV0RjtbDG7ES+AN/GU3UFiszrRurLLHwqAyJ9FzIe9j2GkDXk4ELHmJNnrWti+lwMLaTrw0sKy22DbiFcxFC4NaWNuPyHYWJuFFT0Amg90QYacDWQ0s2i0kKzWryAnNri1C//aN9dNzWLTdZcewp0x/H9isrG7Er+D2NjIxvDUjtkOjFcBkWU6wc3CToxXVtWUSPKhyu0rbyN7LaYClbdjR0vLkqdzaYxUEvFwpx4U3I8WiR9tGrHh9MCN8FF4qqqJ4bOpaLtuwACr3ADrbiB17rtIWv2viNVhFahXVhpxE1ExJGAVlVFZHHTfw9xZutVceN4QXzoHFONaceTqxfNJSIihXeAzJHtsy/Ob5ufHPfmte7ODlRFDOcI5WZZXY8piFZw/itlFc82LkbcRZZifbRjG+WbXL8DfmbSPHpajFT2ejl2ZvQIuG9ZivD0I0XT1I88JIpY3D/3hsXqIMNi+ies+NHyy3PUlphYXpv+zGwMkzcbSSL+S3KBKFKed45Ro47XhMjNQU9TNEZVnImTV2EJ2vJ/a6ARtbrTQFvB5Rpq7SrN5GXDk6I6YZMvY24ktPhOblLybB87w+mFF0WnbYvp/tsE0YLKTmrt+LY5XVutd7BQkvjNiR/i1lEc22kaH9ZmzbSOBUsHTLAVv3RXQ0HXsPlWPRJnvp8aLt9CI1L7G0Ra3kWVNJjai7oSz7t6J2HGxQ1v7NqcWykademf0cWK1OOf/bf1ZypSckzouH+0axoHJGZeNtY2XH3F0YsWo5RfZI321eOJqD0VBkV1suChJeGLHnbWT1u3oFZRWp1e/2DgApBo1elMuyFdo6Eim8xJIWJTiwvq+0lESDXb9cYEXn65fmZdRzP3iQsz6VFuqQTznP9tFOdPd9uSb+OYiu0rXbRvpon2feBrGHxfLCqr3auOcww1VshChGnaE2dv9hf2PVkPDCSP92jdGKY58QLAa7is/mBrtibV6ccNRgRaudgEWirBbtYG1HeMnJ1Df1iqm7vV4VJTwDZ5A6kYh+dL9sXjYInGh4Ee0doxWmlYbtfrUTPTo0qw8otnlYg9Rd9s+F7hfOBD8EQL81LxEOTZzRYs6NLXseSHhhpH5GKjrnNeC6R5TBbu31XNm7wkGDaK5pLsRb0UO7SrIjvBip0GOdVJjmhVHc1NZdVJb907w4fPaoLGNdcZliUnX/ORZu3O96HjyInpjMtqyDZLCbfrwdWxrsBqfIgE916Pd74xk1jcailIi/4gMJLxzw7htbrYpU20aysaZGPh5I7K7PVnHl7wb7D1fofs8jyTtB25Hs5Gsk71RHZewpK8fzM9fbLZ4ttFtusqAVtZ0dNacT79crd+Hsp7/H37+piXTLHefFRv63ffyT4zREIjr7qMpAV514kASBmBAeP0iRQfNSXuWv0adf+K154cGoP3m0XjWEhBcOeCcDa81L7WerOC9XvWkd5toLGmTob7m42RmV8okImxcjgac6KuOK1xfiM06bBCNYq6RDs/oY1rU5Bp/Q9Ph9Yo4HsKMNE/Ua/zV3U016vPkLyNvvVa3o/JUCu1YLw26wK7RIusS2juPeRgbXKYv8wJc/u1+wAOK30Mmz6DMqq57zhpeQ8MIFp+aF63gA822jzQan3HqFJAEjT8zHdUM66P7u1TaHduUpettobVGZ7bJpYa0SSZLw+pWn4KlLTqq5D4AIs4l0G0bUIoXQkiOVvmx1+m3EKvxso6hSeFHvm+44cBSLNgVj2yxNs21kVA9K4e6DRf56rPiF37ZKPMLs2/O36H5PNi8hgvdd8RwPUB01adAB0DCOPDEfr1zRFw2z0nV/d3O+UKY9b8M+1W+it438IPYMsf/Lggx27XiAiZx47/58lS9bOH5r5EU3I6W2pVIj1f7tk5X4w6vz8Z+l203T8Ebzot42YjXYrYuEqQ5+2aV/wrobAUJ5IOGFA+5tI4MG+sWKHXhx1nr2baMASC/aCVaLVxP/hPfVwabsnG1kNJCLiOSphDU1SfN/CNIe2Nk2EunCuWTzAV9art/bRqInJuXzGAW4+6vG7scPYttG1RzbRlacXNBQRNECh9/bRiKaKAkvIYL3MCqj9nHzlBV4/NtCrNh2MP6d6fEA/ssu8QnfqAbcXEms230Ij/5vra4waGff1SsBjPnQvFjdKsoloix2to1Ea0r8aLt+r2qFbxuZ2LwEiVh7u+OTVZj06UrDtsRTP26GYPCTVTtqxv4/9GuN2X8d6ndxbEHCS4jg9Qyz6qQHFJ47ssXxAH4fQR7XvBjUgdt7uK/M2YCZa3cnfG9n39Vv7ZGWWHmUpRIRK8SW5kXgxCtJ3hzMqMWr4x2MMAw2afPhqlXbRvYezgtvwFRFe/tg0TbTbaOSo5W4/F/W8V38niDd4tfiQ8Bxd+P6Bk4QbiJCm+/3uyHhhQNuzYtF+1i3+1D8c3XU5HgAD12RjYjoaAeUeGEkufdQYkRHO/3HqCr9MvSMFSei0rw4n4HtCC8ihdBIjfTChYjcg6p5sVu1QT+IMUbi6ej610Vl4Nnp6zB3vXVkXRHxo/x2nTdDkoCs9BTP8xWybeT3nORr7mGD813xjDPVUfMIu34vQPS0A0q8GFP1hEc7/ce7bSO26ySdPTkR2wP2vI0cZ6vCF5sXnycrI62ZXa2J8nm0BrtBIuGMLpNTpYvL2E62F3EmU4BlF0gA6qX5ILwISKNOuEq/+OKLaNeuHTIzMzFgwAAsWmQes+Tjjz9G165dkZmZiZ49e+Kbb77xopiW8Go/eCT+o5XVhoPurMI9nh6spodkYbDrheuf3mBop16M+pzosO6sqtlam5fa7177fqPj/DPsaF4UbfDA4Qq8OmeDozLURZsXIyHYrkCqVMJpXaVZ8WL0YNW8VEVllDMenMl7ArceAZZdIEn+CAEiuojfG3quCy8ffvghJk6ciPvvvx/Lli3DSSedhBEjRmD37kT7BQCYN28eLr30UlxzzTVYvnw5LrzwQlx44YVYvXq120W1hPdl8TSQIxXVhtf/9eOfAqB5if3fQHjxa8vF1rZRsJ4hkqh48VHzUpvvxI9WYPL/1trO347NiwhE2rzY6XdG787uRKz2NrJXn14sflJ1DhjVo6o6imOVbHUhok8GedvIL3MAEf3S72p1XXh56qmnMH78eFx11VXo3r07XnnlFWRlZeGNN97Qvf7ZZ5/FyJEjcfvtt6Nbt254+OGH0adPH7zwwgtuF9US3oGMp+MdLjc/9t1/m5fj20Y+xkjR3TayIf975irNum0Ec62WXex4aiirYFbhHkf5S5I/LqEihVDtVoiT/KeuLsLOg0e506sSYLDrBVr7FCOhoSoq4xij5kXEuBJc0cVH7YWASvF7e9ZV4aWiogJLly7F8OHDazOMRDB8+HDMnz9f95758+errgeAESNGGF5fXl6O0tJS1T+34F298LzaQ0EXXo63FKNilB4zL79bsAqUSi2E0S3CbV4Yr7OqW7s4dZV2qu2TIPGvegUMiCLfo52z54y0I3d+ugpnPDaLOz0RrtJejB5a7xOjklZHZcPT6bWIWFD4rSEwwy9zgGQwjHdVeNm7dy+qq6uRl5en+j4vLw9FRUW69xQVFXFdP3nyZOTm5sb/FRQUCHwCNbzNTKTmxW9X6V0lNQZ2fgtRWliLwxJt1j9PjpgxtNi6TU/lNwSM1cGWfYcda01sOBsJGVRFjqkiNS+wORmLcJX2goRtI4N6qKz2WvMSYOnFJ0Rspfnt+BZ6b6NJkyahpKQk/m/btm2u5cUtJXO83J8NQjDH8+bLWThFx4UXv8uhhVWYYhFe7BpDOkXPYFcETraN7vhkpeP8JfijsxepzhZp82IXpTG87cncg47LarBbHWW3eRFhRB9szUvN/x/5XQ9P8/3nD5scp+G3LZGrwkvTpk2RkpKC4uJi1ffFxcXIz8/XvSc/P5/r+oyMDOTk5Kj+uQXv5MKjeZltYV/gt1taTM3razkcZJ3BoIV48rtf7WegA2vndqtK0x3EyDhwuNJx/pIk+RKkTqQGLdXWEQtiB/UqAQa7XpDoKq2P5zYvwa2yuLZ1zIC26Nu2kd/F4cLvwyVdFV7S09PRt29fzJgxI/5dNBrFjBkzMHDgQN17Bg4cqLoeAKZNm2Z4vZdwn20kNG9/hZcjFceFl4CpXli1YSqbF4N7lm45IKxc4DrbyNpg991rBnDnbzdy51/eW4rCYuena0s+TRwiV4R2ooiKFl7UcV6C6yqt1fQZukpzbBtVCtCGBnnbKGjjKQ9+bxu5Hpd44sSJGDduHPr164f+/fvjmWeeweHDh3HVVVcBAMaOHYtWrVph8uTJAICbb74ZQ4YMwZNPPolRo0ZhypQpWLJkCV577TW3i2oJr02CyJfrdyOvHWyC1duYDXYVK2jP1J2M2UQYto36teNflTWwKbx8s0rfvowbyR/hReS2kZ0ooqKFF+UK17bBrgeLnxTGIHXVURnHqtiEkqTXvChei9/bMLz4bbDruvByySWXYM+ePbjvvvtQVFSEk08+GVOnTo0b5W7duhURRaMfNGgQ3n//fdxzzz2466670KlTJ3z++efo0cPbPUE93Nw2ss7bX6Gh/Pgetd9ClBbW4mSkeW/exax5sYheDEabHS3Zmd6fmaJE8slN9dq3l3Jdn5WeEtcsarGjeRFtOyVC8+IFWs2LUTVURqPMQokI4WW/4gy5oOH3uG6HLnnZKCwu810o9GR0u+GGG3DDDTfo/jZ79uyE70aPHo3Ro0d7UDI+3DTYtcJvoaGiOia8BKuzsdrgOLH/sIPWeNEMvVOlE6/hr3e7mhdRSBK/q7QIFf/W/UccpxHD7W2jznkN4of0GSHLNdqXSESyH6TO1l18aOvKaPHGUz8ibHxu++gnx2m4RbBGUzZ6tMpFYXGZ75qX0HsbeYl2/rBaDYt8uUERGgJSjDh2NC/eqNDZJ+5amxexZWhQRzUvIuERQmPwTM7f3TqELc3jbckvjzgWtMbNZjYvrIjw3Fq8Zb/jNFwjYOMpC7Eu4bfNCwkvHGjHsT8P7Wh6vUjB1O82ft9vugM+C1Gv67n3sRrseqx54Xn1Vid228V/zQt/H+C5vkteNneZeLHjXSfaVRoKgSh2MGPbJlnC83BKmqaujGyPeLa+0m24+2vxe3vDDKUdZYCLqSI2B5DmJURoDXZP7dDEdGWWTDYvVw9uf7wc/pVBzwOGdW5hcZUWisz+ztyqU9+FFxu6F54uY2dLhxc7mhc3XEhjY0n5cUPXE1vyhYTwot+ybhut222+TabkxTF9HJcryPhtDsDLYxf3igv0Se0qnWxoBwAJQMOsdMPrRb5aLwZqAOjRynxQDMr2VQxWDzCvDXZ5bDeUQo7I6vV928iO5oXjWi/6hJ327obmJZZmzOuvXhrfuxUdvVlL2yZZzGcb8dC7Tbhin/ASsOHUkj+cUkDbRmFEO5DVTDrGb1Ck65tXjdxqkOMth9vlZk3f820jOXGr7+sbB6NZdkbCtcpnECkc+q15gQ0BnqfPiJJdzLLUhrxnwY1jJqIa4aV+hseaRAvuPq9bQl0F2DEqMLgtVLoBbRslAVbzjMh365XGwyob3nK4XWrmbSPPNS+JD2+kKVAOYNoruuZn4+sbB9sqQ3ZGmq37RFHjbcR3j9UBpdr03caeq7R7Ni+1mhc+4cXtqopIUsIWm39nhYUHdZwXP0vCTuw1+x2Xxv+lWYhI0LxYXC/W5kVYUub5WPzOO5ZLdvYOeNJnFI/SU7xdqep1bCPBT1mn2ksuP7UterTKjf/GU5VBWJ3zuj5vP3CU+VpP7Dh80Ot/PuE0pEYkfLRkG96evwVQGL/GzgTK4BRe3EaSdI4HCMts7CPh07vULhr8lk1JeOEgwebFSvMiMG+vNC/WZQ6W5oW1Whp4PJHLOs9uJPgpn6FS40aqfO8RSeKKHmvnXB6RRFyOsOtFn/DK1izG8G7NcXJBQ+B4PI0PFm1FZbUc12LEzhjL9CHoohmSlOiZJTLScdKiaMNhqa2gbBuR8MKBdhizUlsn0/EAMfg1L26VJJY+WwZeG6/KcuJgZOR2azYJK2+JSADbiTDu0qR+OvYxRC2VJHcHZC/6hJ7wcuvwzli1owTTfynWvccJ2jEjctyubviTc9C9ZQ7ycjIBG9tGbiNJEtI0mhe/V+ZhICDDOhdksBtCtJOPVcMTqTYNipcPv82Lu+VmTd3uIYWO0J2IEjF7BmWbC4pxH7MLOPgj7LpRDivMtrb0hJe8nAz8a1w/tMjNdJRvO51YLdrVbCz/wxXVWLz5ANYdj8abGTThRce42W9XWsIdYmOS39uCJLxwwKt5YX23Qzo3s847IMILSzGaKz1q3DYUZGzBSs8brzpdgubFqC5MNS9Kgxgx5XJKQJqiJ9XRoWn9hO/sBK7T48k/nJTwnXa+19rcxGId8W4bub34kchg1xaqGgrJNlusKfn9fkl44UArQIgw2H3xsj44vVNT67wtr/AGltW/ncBedmHVRtRP917zon3/LAa7Zr+Fbetw1Y4S7D3k3qF4XmgjT+3QBP93ofpQ2NT4ytNZ2noLEq1gnWLgqh20baOIlGhj5bdNhBGDT7Aebwljam1efC6Hv9mHC26DXYaXm5EaYdKqsGoYnCJiOlAFXROQnnlebNf5sW2kHbyNymomgGkNdnm5fUQX7nus4Nm++sfUtcLzj+FFn5CkGo8vJaKMePXeZ8K2kcE7D5y3ERI1L49/W+hbecyYfFFPv4tQS0AFPDNS4sILaV5CQ8K2kcUgzvJyIxG2lWxQvI1YXF9VOx1BMdhVCC8s99wzqpujcgGA9gw9O5oXpwHsJpx5Ar684TTu+0RRUeVepDIv7cBuHtYpIV+nJ2DrvXftkGG0RZXJedyF24JejeZFXVaeYwC8JCjbngiRh5GSoMR5IeGFg8QIu+bXs7xaSWJbx5ZXhidcZUSleQmKwS7fYP+73q1slUdJwhaAUZA6020j51os0e6+RaXHhKbnN+ZjcE3dXTmoXfwbUUKTE81L4/rGx5L4gk6cF1H0adNQaHpBsR+Epu2FRZAJSpwXEl444N82qnm7jbKMI51GJImpM+kdShhUvBwbWCcSnoH1zC7NhMRI0XZuY3tddw12g+KlJBovNC+xLFReX/GVp/j8tG0mLVX/GVs3qic+cwfobRuJ4l/jTvE83g5hTFDivJDwwkGiwS6bt1GX/GzDayJScAwxWWBpryptgevbRtbXjBvYlqscnfOyhZRb27n1AtfBUvOi/GyvUAFaaArFy37jhuG07vvU9K/6OobmTeqn++P6b4LetpEoGtdPx+UD2ghLL0m7g2dQnJcQkugqbX59bPIyWzVEJCnpZhfJ4LPbeRlxcd/WXGmmpUSElFvbuY1WKmZCiYgTp5OsecXxQv0fy0H9jgRtG+mMvto2one4ZouG/PFlRGnfzu6ep5++JLm2bQTB7zpI/cGp3ZQfUJyXEKJn82L2/mKTl/nkFC7NCwteDg6iBjXlJJGawraVZ0WC5sWgrZjlJETzkqRrTW81L0qvr5r/Ox269d6nNk09DUuWDbd/Ed1kyrWn4qUxfQzTZ9G81EtLYQoNoZe+KILUH0LobBR/F7RtFCK0HchqMom9WivNS5A6k1VJWI2Q9T67AUvyEiTL65SDsijNS1U1m5E1q8Fusgm5ThFl82LWpmPtV+1BF1t5OstX730+8jt1TBk9zUtGqj/Ddrf8HKQpbMFOaN4g/jkiIeF4AD2aNEhnjkzs1NOOJd0gERZBhuK8hJCEbSOL62NqNbOTaSOSFKpJqVVDa0NB1SnJ7haHaVBjGazaKyKppqVYCzssKA9ZHNK5GVrkZuqma3q2kaKH2hUEgzpYOyVN4CT+xOjEaLdK9L2+nI3eeu+za36O6m89L7k0G8bkIpqApMlWawFoFFBPSc14x1Ya5VUix8ggdYeQyCsq4jYvFGE3PCScbWTpbRS7zkx4Cdfkkp4asQzypNIkuW2wy3qdhcuxUjtWo3lxXvCq44Fevr5xMP59dX9bwofyHr1VOFMatu4KPmkCZzSjIzpiOSjbhyjTDpbS620bpdvxhBMwyJilIElA/fQUnFRg7tZcM96xleWCk2vDFQj1LAtQhwiLtkVJULyNgmWyHjqMe4EsywqDXZMUGF2lg4TVuSoCvHuZYdo20lyj1+WUk1NqSkSo5sUqLfNTpWt/a56dgU17D3OXI2TNixk7GggjrN+R4lqI2jayfjHZesKLT9tGCd6Wmm0dSZLwyfUDccLd/zNMg0XTfOvwzmjdqB5G9shXZGa/3GEhLMa7tG0UQniC1Mly7eBmbvOSfP3SqTCmDAhmBdO2EYMeRaV5MYpqynkYnjJ/099NbV5qP+fl2D3FONlaWA0iYvFYEXs3Iry+tLC0XV3Ni1/CS8LfidrM1JQIstKNA0JKknXQxEb103Bx39aqZxdq8xLQ/hB0Lczd59VEHa91laZto9CQEKTO5FpZ8XKtVtZehjkXgeVkrPzM+WxpKRJ+z+HazDKQs3ijK+2SUiL6Ni8vj+nLXC5t/mawal7ycjIMr6uLCNs1ks0CCOrlK8VucwRL19AzzrUjvAixeWE0LDfLi2W80/tVqM1LgIbbsGhbft+3Ncaf0QFQuUr7WyYSXjhIOHfEpBcofeAtvY0C1JlEoPbM4LyXc5jt27aRpQ0ASxmU9kxGA2ynvAZIsxGIyyp/s9+Vv13a316gLlHtq0+bhnj+0t5iEhOA8h0ZufC6gTDNC8OMrDd22LJ5EYBZ32T1DDJaGBgmxpCmkukTz0CPVjmm17g13J6r3OZixWcBgLUtK6Mn1x4PQJqX0KB1fTXdNlIGqbOM85Jc0guvzct1Qzpg5Ik1Hf+qwe24JofMtBQsvmc4vrnpdOPyaDaOrAx2UyL6w7QkSfjP9YPYC6fI3/R3Rs1Lh2YNsOzes3XtIMzzr6Weg9OI/3P9IJx/Ukvb94tGWW1tm2Q5TEv/Hei9u1qbF/7BO1UlJFtfryfg2HGVFjHEJGieDdVVZmnY07ywFj87M81SI+CWjWEYh3HWIivrLCjbRmSwy0GlxkLJbFJS2ryYrbDCqHnhUXWyDBS3DOsMSQJWbDuIfm0b4ddivtNoc+ulIbee8flRLPWrFDAlA48ICcBJBQ3xj4t74o5PVjGXz1LzYvKbdqBvXD/dMhjYP8f2Q/eWtatP5bM0rp+OHQePWhVZv5wBa6fKuhGpjTinex6++7nY8Hcn9ZCWEkFVtLomHc2b17Op0lv4mG0bRSR9Q0q3Xx37tpG1zYtu/bK6Vxs8v+oappS8we9No4gkMQkhesEyyWA3RFRyaF6OVlYzaV4iEfXkMrybfvjtMMGz9dOqYT3US09BZloKTu3QRJinj7o85u+qXZMstSusxUnfvAsOG1pyRVn0rje+YdzAtji7e54qHo+o6gyyV5xT413lk6ncfXUeORaczc7Y3a9do/jn2Lv959h+aNWwHt65ZkDC9XoLHzNBTSlEKIPIiSBR8yLp/uZ0sabX+1htXiKSZKkRc6sZOzUE9kORwar1140wTZqX8FBZxRYxFQD+9O/F7JoXxd/nn9QC038xXvUFAZ5Oaqc7CxdeTDy6/jK0Iy4b0CZx20hXaKj5P++Kw4nBrpEGyIi2Teqb/JpcKOvNyYnGMmTVOzLSDMy940yUHq3i9vpKiUioPt5o+rdrjB/W7QUU7/bs7nmGZwZxa14Uqpcp156Kfv83XZWXE6yOOYl/Nk3DesLU7XuMIwmrJiEo+C0AsA7QqlABpHkJHzyal8WbDyiOBzC+ThukTpIkx/v3ojmra3Pb91oNmnqdV7wro3F6fxvZFa0bZSWcGqwvNMQ6LW+v5d/jj6E3kXIbQUv6n8OOsl/xaihM0zXYAmndKEu1HcfaDJTvsJ7CjZhF3tI12LXYNorRtIG1d9oLl/XGgPaNrQvCsb1p1uclhjgvej+za15Yto3UiZ12QhMx/UICPp9wmoCEvKNtY7a5Rm3zUvO5miLshoeKavXLikiSqeo4FlDM3GBXYt4v9oMvbzgNL19u35PDalDQqz/WgeTEluZeBar0rAZMnc5pVC7e1ZLV81SbpKc/aLOtgGuv1lfvhx3lO9PVvHA8q7KOWLyAeFD2f7XwYp2PXlnMgvMZtl2D63/TqyU+vG6gZTmgI5RIBp/Nqs+u5oX1nUgsmhcJePvq/miZm4l3rumP9/50Ks7qYn+BpuRkiwjDWvxWvNx6dmf88ZQC3HTWCabXKd9ZvbQUNK6fjgaZ/m7c0LYRBzzeRurr2LeNgja59GrN1xnB+Qx6Aw3L7f++uj96t2ErG2+VWk0AHZrx2RJY5W+2HalXFlPXar3vVCr9gDUwByifSy+Ym12U9tBmfZdViFUKVkpvLxbhRW/hYxV6wS20KRtr9IzLkBJh8Tayr22MSNYCgSQBZ3RuhnmThsW/O1JRzZaBYGSDz6z0aJWD1TtKbeffICMVj17cCws37sNzM9cbXqdscqN6tcCoXi1s5ykK0rxwkLBtxDgRaAcbpcZAu0UhQfJdGheJVQ3pPSvLQDWkczPkZBp7GKnT4zu52/DsmuNJDOrYBI9e1BOvj+vHnL8ZldXGL1xfk2I/rzAdAmqF8p1m6biAcz2q0uZFodkwS4O1m0YMhBeWAuopWYpLjxnnJfD9ttFsKZi5SrNGIGZxldarF5E2L3opWXnwuYXfYz2zwW4ABw4SXjjQTjKsqwGl8PLFhNPwyO9qDzbUWt972UacuCQ6ykOBF31X4rT7MFLLxwZQSZLwx/5t0KdNI93r9PI3ozJaKxRr47DoDS79TWwUzAyNEXCPIV5UdkoObIO0E4jZNq/6RrbLerbKjX/OTOOzeVG+/7ZNspCTmWoaa8dokrGjkdEmZWrLYvBZL007Ni9Wgedq02cQXnSeQ4QQ4UfPcqpJjb0Lq3EhiMMGCS8cVCRoXoAOTa29O5QDR0pE0kQr1Bq7CSuuJW5lpR7IzHPRHzScl6ygscJVWJOc0UB15aB2GNihCQZ2aMKUB+uEYHVZhWLbaP6ks/DUH04yzeORC41P9Q7gGOMadrYfDK9VXKrtnyw89vteOKNzMzRtkJ7wW6/WuXjrqlMwfeIQjfDCsG2kKMsdI7tixX3noKPJtqXQM4A40mK9NiJJlqt4vbRO79QMzzFEd5YkIGrhFKqXu9/Gp34Rq2s77ut+Q8ILB4neRhKeZehQ2oW82mde2yzCF7ROS+e8bOZrdb2NBDy/2ghaXccZBgcsPvDbE/HBtacaxgxJUJsz9h6rjq9sVw2z0nFiy9qVut44n5vFtl0Wzz+gDWrarWfg6xsH276f57FevYL9XCpWFbmy5f6hXwHevro/snW2MiOShKFdmuOE5g1Ugeh4DXYjknXZhJ4BZPm7umwxzOQAtjgv+vyWIbqzJNlzP/ZLePH7bCMeL66gQcILB1U620bKYGBGaKO3KvdXa1YiUPzt7j6ocltiVK+awUCp1naS+RcTTsPd53XDxYqDFa0Gqi75iYKOiH6i0v5oErx5WGd0zmuAe3/T3XaaEKh50bYrvZgKzOi6eOt/9ptOedmmkZGt4FF1jzgxHy9cZrzQUKaklF15V5y6njKK75TeRiyvNkWz0LHC8BobL95SyFC2U0UGZsKDJDk7Zd2Kmm0j82v00jfz+GPlujM6ct+jzFZ0zJcLT7YW9mLCsFWVB/EIG/I24kBr1MX6OpWrJQmSJpqr1pXV3Uai3A+efFFPnNaxCc7unoe+x4NZOeGkgoY4qaAhFm/eH//O7Gk65zXA05ecnPC9iDpIcOtU/N0sOwPf3TrEeZoOyqckYTtSacvBK7vofRdU6cWhISDvramGlthsrvJa9CYbfe+w2u+y0viGXG3kZyXNsjOwp6zcMn+7WAqHqmtrP5tNwSzls/MIE8/ujHppKUhLiVhqM/SEJ6eal9UPjkADgR5vrJjV1dOXnIzPV+w0vb/W5sU8nzqjedm8eTOuueYatG/fHvXq1UPHjh1x//33o6KiwvS+oUOH1niGKP5df/31bhTRFg+cf6Lqb9ZJNkHzojmhU72CcRfleNsgIxV/7N8GTZTBrDyUsP85tp9utFI3NC+i04RNzUvX/ETDw0SNHv9EqpdX/DvYT88OT19yEsNVNTgZFDs1V2vttOHw7SadYsPmJYbe8yjrvKBxPZzVtTnO65mvsn8xTk/x7jSj9Tc3nY7XruiLLM7Ad6zwpKWsJzODWZY07dhX3DSsE8af0QEAUG1l86KTvNOovH4ILrBo4yzzU+01Vtqw4Ekvrggva9euRTQaxauvvoo1a9bg6aefxiuvvIK77rrL8t7x48dj165d8X+PPfaYG0W0Rbum9fHtLWfE/7aledEY6Ca4SrvcRkSoR52SnhrBM5ecbBjKXkgdmGy92E3ezFUUxw09P/lz4qnTyvwfH90LYwa0wX9vqrX10NpSaW2iuMroIJqvKHjK7MQQ8Lye+bj3N93xyZ9rgqx9dN1A3DK8k8kd+m1f1tSLanHBWSa9Z9duA75x5Sl4aQybDU6KZqGjpFl2Bs45MV+zODIosY1uz/UeFddGTbQYTDYvDhtpqGxeOMraVWeL3Sl2zjYKCq6IiyNHjsTIkSPjf3fo0AGFhYV4+eWX8cQTT5jem5WVhfz8fDeKJQQ7qzKt8WhEowrWO7HTLbzopMr+qOs5cEJTXNi7leH9IizbtVGL3ahW7btq0iAdfdsmuk8rr2qenalylYfOtpF6snNeTklweiL459iaGDlONAWSJOGawe3jfzeun45ze7TAM9PXxX+3A/O2EWt6Dh5SaX9j5MKtLIfRzpgdw1DL+tMswvTKoyUScd9vxdpVOvG7IHgb+XMwY83/9erk8d/3wu3/Wel5mVjxzGC3pKQEjRtbn6Hx3nvvoWnTpujRowcmTZqEI0eOmF5fXl6O0tJS1T83MVsJGd9T+1nSxDmIaAOo+T25CO5ButsYLq28lIfbiRYAoCNUadM1qjqj/GNu9uf3UhvWqbcKRGwb8ePUaNKK2LsSrY4224I1a9rK+1S2bdzbRok3iKpLJwa7dkQGqztUW7Mqg13je5i2jRy2Cd6zjRAQ4cUWNupKeWp6rL3opXLOibVKhCBo7LV4IrysX78ezz//PK677jrT6y677DK8++67mDVrFiZNmoR33nkHl19+uek9kydPRm5ubvxfQUGB4NKrsRMDQqsF0A4wEc1Y6bf7nEj068gdCe15hdu6ygg6wVnaJpoktO/R6K0Z5f3VjYPxzU2nY2iXZoZZijDYVcvGbAk6qS2e8VS0JkhEcuwGuzr569zqRJuqNe63wigve5oXe9eabYWwbBs59bqxpXnhyPOE5g3w+O972SlaAn6M9HeM7BL/bPYu0hRCvNlWoF9wCS933nlngkGt9t/atWtV9+zYsQMjR47E6NGjMX78eNP0r732WowYMQI9e/bEmDFj8Pbbb+Ozzz7Dhg0bDO+ZNGkSSkpK4v+2bdvG80jcKFdldk6VlTSnSMuQTe0zwojV4ONU89LQIM6J0gAyYatE8PYLdCYTXs1L/YxUdG+Zk/DOtduKTsoIrSBnQ+DmhesoBhc1LzwHxynLrOqvnA1Hrw042RpjOa1Z2d+M8rIaq+becWbCdzz9VKS3kdNFvp37eSbn8qpqjO4nZpHMU1ZRc4Oe+71e2krvvCBqXrhsXm677TZceeWVptd06NAh/nnnzp0488wzMWjQILz22mvchRswYABwXHPTsaO+D31GRgYyMqyPfheFcmBjVTWqzzZSn+1RHZUTDHiDDmtYfCMs1dEWnfTZP7JE2jROw+4YoL0tQeg4/me7JlnYvO+I4X1WONnycqphqpeWgqOV1ejXrhEWbNzPcIdOGTiKYNTeL+lXgA17DmHJlgO8ucc/jTgxH/sOV6C3xUm/siyrysx6PICeNkNvRHAioCkXS2YHMvJco0dGqt7ZUOxpKa8103xIDHFenHr+2DnbiGdyPlzuzyGOotBzv2+oE29JucsQRM0Ll/DSrFkzNGtmrOJWsmPHDpx55pno27cv3nzzTURMYiwYsWLFCgBAixb+n2AZQxlUS+miaEaCYWf9dPRv3xiyLKNx/XSucPquwzDQtmmShd/0aoGvV+5yJQurEgzpbN0GlWnIsijDV/NEXjkexfWDa0/FwMkz9QvDgBNvI91D7Tg0e9/cfDo+W7YdF/dtjSGPz+bL+zhcLrYGlTOwYxNkZ6ZyCy8qISQiqbYSvTCwFR1oLIVzYWO8bWSOLds0g2udRth1Ok/aOdvI6kgBJYfLq+wUSxelAOyVuYA2ajOOe9Le95vu+MfUtSg/flxJxMZC3UtcsXnZsWMHhg4dijZt2uCJJ57Anj17UFRUhKKiItU1Xbt2xaJFiwAAGzZswMMPP4ylS5di8+bN+PLLLzF27FicccYZ6NVLzP6iCDJSUzD7r0Mx669DmeI0QHfbSMKH156Kj64bGN9uU/4eBjqYnK9ihZsRNvXS0A4KdgVEs7u65mfHNVItcuvh0v5tbOenvFrEtgpPCu2b1sfEc7qgYVbtGT1pKRImnMkfPZSpbAYjkCQ5twewW3PKFaeZMHJax6YAgJa5mYrrbWZqgDrMgvUTsWwt6d7H+J0qTcXniLrDGcIigDm3eTH/Xa8IVRzSS/eWbIdEssC1bWTwfafmfGOxNs5YjKsHt8eFJ+t7gYZ+24iVadOmYf369Vi/fj1at26t+i3WMCsrK1FYWBj3JkpPT8f06dPxzDPP4PDhwygoKMDFF1+Me+65x40iOqIdw2GMSlRxGGL/N1hRhUR2Ye51rEaNotFO+ipNjAcrHFHuyWIi7NZ+26dNQ/yyy9ojT5nvm1f2x+BOTfkKwoiZcGZnvFQJfjY1KMr7zCbCJ0afhHcXbMHv+rRSXO+35oUt3UZZabhjZNf433bsKVQhERTfmwapYyigc5sXd12ln2c4z84NjF7RPb/pjnFvLGJOx46ZQui3jVi58sorLW1j2rVrp2pkBQUFmDNnjhvF8R2r1ZNWre+nkNunTUP8tO2gq3lYq6MFaBuUC0FZjLEbl/eFwWcWlK+ft9y67UvxeVDHphjWrTk6Nmtgui3kpL5ErCbtIuksFGIwu0or1eUmNzWqn44bh6mD4uld7aQulVpbI3sWQw2ISbkW3DVMZedip4RG+ZpH2LXOyakA+NdzumDy/9Ya/q73PniEl9aNsmyXjZfm2RnYffwICFGLPrMjJ4wIoOxCBzN6gfqgt0SCtG2UnhJRrciMcLMtC9k2Mv3N7raR8X3mRop8+amD/HHdyvRkZ3XNM4xuHMNsRfbpXxKjCMdgaTvqfPQzsjvhS4Z/AGd21beV0r451olYD9GaF17PM9aVtFXMIuMvgdHHD1798xDFViLbrhG6t0j0rtPidKK89owOmHkb39ll/p0qXYvy0NwHf3siChrXs3ZOkGXu0cyO8BLEbSMSXjwgYiGcaFfpZu3pnlHd8Pu+rY0vEIDbHk9eh7DXhn9n5asbBqsiuJq9F+3Yp9Km2cjbLnYML/UwG9TMvM3+PLQjl2BrlI3dOlPXuzqVrPRUXDmonUF++hoObnW54DFeey6aFcY2L9rrNH9z1Phjv++Fnx8agR6tam0/tJpOLV/fOBh3ntsVVwxsa5m+UwFQkiRumzy/NAvKR31i9Eno0Kw+nrnkZIwb1A4//O0sFDSuZ5kGb/+2mo/0COK2EQkvHqA9HsDs90jEfNvotBOa4onR7AffuYVZGWWr66w6jNvCE2P6PVvn4hxF1F4zzDq3l9o0qzgvXsAXu8IkHTuB1Sxi2hhtvWi9lGLwjtniNS+KzwyCCbvmxeoLk3slCVnpqZp8zRPo0SoX1w/piLSUiLUhsA+rfL80LwM7Nol/7pSXjZm3DVUdncJkpG1So1NvOR23nd1Z9V2qjdVpnfE2qmuMPNH8LCar85B4Vumxaz8zUd37jTIyox7WsouIfaPaNLRxPAQkmYCZWpX3ebIVwdUyUgV0UZVNlfFlSq8Frw5iM942speeCI2XcmznHbT12oGTmuTVvLDYxcChHY4eIlPzY570cnLOSI3goQtOxGtX9MX5vdjDgOiOIxbvsWt+jsqgHBaxgIwWDEHcNvLnHO8k4+lLTsYfNu7F1W8t0f3daiLgUePF2lBBY3eMxkQ00d4FjTCsa3O0bVIf364pSvh9QHvzM67csHkRYgTMYfPi5Lyq+hmp+OTPNW70esHDeMtopdIHgO9uPQMFCkNEJ++AR2Mi8iyehDQstmiNv3dg88IRL4SFFJXbtvX1xqdKa9un9mexQpcZ1nFefNC8eJjnmgdHIDWFf1GiW28MCzNtm7DTt2nbKEmpl56Cs7oaby/wnURtfkGsj7m5Lm7VyHqf1WyCikQkvH7lKbjv/O66v182wHzfW8SzpSsGh0aKmCVuYTZp2Rks+rZtbCuSsV2ho3NeNuopgi460bzozQNN6uu/A9H2VcpiOzmjKAbvitxNg12jpJV9kXnbSHOdMu3uLWpsWS7tbx4C365hufW2EXtaorB6zz1b5QrLi0dw0dpDWl3D8nuqjYCx1cGTXUjz4gVWbZXH717U4GimOjyvRwvcPOwQ+rR1dgyAHh2a1bcMYS5CpZ0SkTB94hBURaOon5GKY5XOQ3qbG+yabRv5i538la+I1/ZE7+r/3XI6+j8yI7FswreNlPZl9u5TwtvfRG8/sB5VEL+eUXoxO0/r3T8NQGqKhHXFh5jzFWlX5YfmJRQIsm63IbuQ5qWuYnW4mjbOy1ldmxumFevXdtSOSswGxUhEwq1ndzYNw886vkzUGIuxIGoYPKF5A3TNFxcN06xcIl2lnaDfvvjzF13m5tmZOLWD+XahCFSlZnyGK05VawJZttmMEB6kTql5YRAi7R4PkFsvDX8Z2hF/HtoRjeunIydT//BTLyDZxQCdipFZvDc1P/MKxCCD3bqL+pTaRCKa1eKkc7vhkd/10E0rNjjm1kvDjWedIKRMbnJx39aYP+ms2i+Y9u2d5ysqii5rwLhqzbaRb67SFt/5HUeIFcluhF0b9X7Pb7oZ/sZtsKtzvZM6V44NjmxeGPjbyK5ccXrSUvmMiWuvNb/YD81Lq4Y1W+XpBotCr84d0qISpAWlaWdLOIgGuyS8eICVx4Ba81JjQzPGwC5E2bFvO6cLbh3Or9mATXc5JTxNuUWutQ2NEjdce90OfGfm3um3wOB1/iJcXW1vG1m4SuuRkZqCiAR0zmuA/JxMtFUYw/u+bcTZT5WeagBw9WntkZ4SwV+Gij+bqkVuPfxpcHvceNYJzOe8gclg13nZePn31adgxIl5+GxCcL04jZqipcGuychlZvukJFfn1Gm/IZsXD1AdD6Ab50X52cJgV1CZcgwaox8xFhIQImiwd1jmNE3uE+kq7QRWbzUASE+NoKIqipxMMcPAdUM6CElHFDz1LkkSpt58BqKyrNqS5Y+wq1cO+7AdZFj7+d5R3bF9/xFcMbAmGN9953fHXed1RZUticD6nnt+o2+Ur2QUhzswfNK8nNA8G69e0c/wd7+GRWUbPrFlDlbtKNH8zo/SML9pgwzTa1+8rA8+WLSVO3K2F5Dw4gHW3kbsTVArXPCqM/81th8e+3Ytnr7kZK77vMSNbSMxrrdm20bB0LzoukobPPsn1w/C498V4k4bA9MNZ56AF2atV313zWntDa/nx16labWYZr9riUQkaEOoabcDrRA98SrbXPNs84kGAPJzM/HFDYNV36WmRJCaAjx0wYm474s1QstnxX9vGozOedmq76y9jQKwgAogNw/vhOY5mRhxYh5GPTcXYFzMJti8RCQsvns4orKcoDHTpjeqVwtu4dMrSHjxAK1NS+LvtZ95Vs52GN49D8NNosay7pnbLQdTZ7OXtK8khF/3qRw8E3bP1rl4++r+tvL564guCcJL7KFFzD32t430P9uFd69f3+bFWUk++8sgHC6vRvOcTEfp8GztQNB7PLElm4vx6Z2a4od1ewGXt43+NrKLe4m7TL20FFsOEFoikoRmDIJw0CGbFw+IWIyoavdO84HOyxNNzfDLgM0ubms/zL2N3M1blZd3WSUQE9K1baM1Q9wgYSi3YAUYpZ9qEVBRixtKg95tGmFwp6bGebIm5HGXNTJ+1esQfz2nVqhwc9vovB7B1CIY4U7AzuSANC8ekGJh86L8xsgHv03jLDz7x5ORn6teffmmYXUxXxFuul5rQszjvPhr82K1lSIsb53vXrm8D05px+8ibbeYVnXN2l+W33s29hwqRyfNlocVQfTK8ItUg2NCrLeNXClOTd42G5Z/Ni/mZZBlhr6iucBvBwJRkPDiAVbh/60ObsTx4G69dSKuiu5TQdhvdrtv8QgTrNWhjbArWbzzMPDbk1pi3e5DOLVDE4ara59ZWWcjba507QqwogS1RvXT0cggKrAZQYyH4RdpHLGoZADDuzXH9F92Y3S/1q6VyW7kaL/earPsDPRv3xgpkoSGWWI8fryMO+UmJLx4gFWHYRlwk6O5sQlHbhyi6HaHNfc28hJ2g10rnru09/FDLdnuj13lp/yr3qFNll5jgUv17TRZHuEFAP45th+OVUZV3jBBwa9FnSRJ+PDaU+OfbaWRpP2AbF48QLkVpNeM1Oex8KVtdcihW7jZlUV0NrOxxg05JjgRds2/4x2Decou8jFtbxtxLBS8IhkWunYCYhqdLn/+SS0TtAgxIdltwcWvbaOOzerbvleSpKTRloiEhBcPsD4ewL6PxGknGBvyhRU3+qnV3rFTTIUl8dlx5eVV/iJXeJJkb7VbF4d4I9sSkdx2Dr+XjpHmJbdeGpbcPVxAqfixKwQ4NSJukOHeJkcQBXYvIOHFA6xEEx5XaT36+6B9CYJtDA9+dmBPvY0shGNXyxJzlXYxC8siJOlAbcZbV/VH0wbpePGyPn4XRUV6qvH0oj2bjbXNvDzGn2d00qZbNayHXA9OthdBmIZ1El5cInZWhhZdtb4ypLmbhQoALH3D7Q7k9QTn6baRZznp5B2P8xKM4wHqCv3bN8biu4dbBhPzOryB1REkE87kP7LgFL+2yR206f8zOKfOK5K1R5Dw4hJGUXXtHg/g1QTI2kfdFDDsHNluhd36C2o8mywO2wDvto3EYbt9eeQWzoMXxQiiTYSZ5gUAbjyrE3eafj1lmDQSdQUSXlzCcNFhYZRgZwwK3rDljIzUFAzqyOaea4cAjvPc/Od6/QPkeEPiO+G7W8/Q5FOTUXamc5dOER7HSfCafcXuhB2z7xjSuZnpdbwnZovArgbFSfFObt3QtW12GbJ1VHZXcvYfcpV2CWMNivm1dVHtrce4Qe0wb8M+2/ebddgUD6QXt7Po3jKHOV+3VuXak2ZjAvvZ3fNwcZ/WOLmALTS8HrKs1nmNGdAG7y3canlfMgimQaF3m4bonNcAbRrzecpMveV0fP/rXlzct5XpdbYWaj69YDsGu0M6N8Mzl5xsK16QU965xt6xH2GChBeXUPcxc5sWlUGvrQ7Nf49T7ErzrGOA0SOdY3IukxWX9i/AvkMVOKF5A+Z77Aa18gtPo/ka5J0SkfDkH05ylLa2mbC+BqvL/Jj8UtzYB/WAtJQIpt58Bvf40rpRFi4b0MbyOnXf8kY/YPtMNhv3ZaZFfBFcAOD0TuZar2SAhBeXyErXr1q9wdPpBJns+7EtczOxs+QYAOApB6dhT76oF/c9/do2Qp82DdGhGbvA4ys++mW7KRew9pEg2X6MP709fli3Fxf2bul3UWwj4nwow7RtxB/y6+26ed6S24S46KaQ8OISF5zcEqt2lAAJBruJsIy3nhldMmbkdocwio3jZrwEPVJTIvj0L6dx3+fX9l9wpm5nyLK6jbE+V5Ce/+5R3f0uQqDxStDskpeNwuIyR2nojXcfjD8V93y+Co/8rqejtJ0SpDbvJeHUZwacC05uqQrQxKPKtiMUiBwD3BJK6qXVeMewxqSx+0w3DavxYLhnVDd7CRDMaAU0se1Q3RCZjyjweSR//tLeSE+N4NUr+vpbEB2SYQUepG31gR2bYMZtQ5nP/goDQfWu1IM0Ly5heEaRh94gbsLbyKfecjq+XrkLVwxs61qZAGDi2Z1x41kncJ+rkiz4eRSBm9omdpsX8wubNcgQUyADzj+pJc7tkZ8QhI3wDxF9ws62URCFxRMNDP3DCPUwF5ASjHDNvYncMAptwmkolp1ZI8ee1bW58LIAQNsm9THhzBOQw+hG66RK6qrgAhYtn5t5i9S8aARkVsHI6pDTKwa2xUV9zL1gnEKCCz+s87wdAVmE2Y5TQaRLXrbzQujAUi5lP3r3mgGm155/Uo19VpvGWc4L5zKkefEY/Qi7DtPUO0mYM9Ef/nYmtu4/gl6tGzosjRjC7jLulzbNy5gPid5G4tAOyqLsRjPTUvDUH07Gd2uKcai8SkyiRKDp1ToXa3aWAoDtgx+dGuzeenZnpKRIOK+HeRRkO/CMNVbXDu3cDN/cdDraNiHhpe5i8zReo+0Y/smQ74aGWeloyHH+hohAZKaERHZ56g8nYeJHP2HyRf4a7cXw1FVa0yhFbllp+wGr10sYt2AJDs0Gx/v9+sbB+GrlTtxw5gnoXdAI5VXVaMq5bThmQBtc1Kc1rn93Kdd9WupnpGLSucG3w5MkyTCGVNAg4cUDrPpb2GKJAMC1Z3TAim0H8f2ve1xJXxUBIoibx8e5qE9rnNezBTLT7K3oROPpIZAWfztB+8rZvY3Yrgxym6qLtG/KFwiPhR6tctGjVU2gxD+cUmArjXN7tEDfto0Cab9SS/jmDxHQ5qxL2G1OYdkuaZCRirev7i9Mna8lSPE6rAiK4OI3om1e1Il7XwbCfeZPOgvTJ56BZtlsGhG/3i8Ju8GDNC8uoexkKRwzvChXNRrE/cWv6vfSYDfB20jktpEsq1a7zEHqhJUg+Qji9Nsit57fRWDCTt0Fpr4DUxCxkObFBSRJUmlQWjeqh1E9W+D3fVvrrtLZxmXji9wwAmZl7MB2gAteSt4HDk8SPN028u8oArZ7SJRRcvbxozV6twmGUb4d/HqjYda8ZKTWzjnJ5IlJmhcPkCQJL47pY/h7ekoETeqn43BFleOVyMMX9sBT3xXiidEnYewbixylxcJd53XDmV2b45R2jYSmS5ojeyTLhJ1g88K8bZQcz+8GTRtk4OeHRiAzlbY5eQmq6CLL1n0jNysNd5/XDZGIhPoeRyh3k+R5koDRtAG7544kSZg/aRiisoz0VGeS8RWntsXlA9pg/+EKR+mwkp4awZDO4g8BC/skXBdcpd18RTJklbumnW0jkmMSMTpzjdAnto3fpH46Dh6p9Ls4thl/Rge/iyAcaskuMbxbHsaf3h49GeOmOBValEiSFPoVqLL4ybRacBsv37qbTUyWgXGD2mF3aTnO7NocCzft971MhP/4Na69cnlf3PXZKtwyvDPzPSHeaQoFNCu4RCQi0cFsDlAOUS9c1hs3vr8cE89mHziIcCPLNXv19/ympg8tYhZeSHohxNMpLxsfXz/I72IQClyz3mnXrl1cAxD79+ijj5rec+zYMUyYMAFNmjRBgwYNcPHFF6O4uNitIoYKszHZT4Ndt1BGwuyan4NpE4fg3J7io1PWNYR6Gyk+P3zBiZbX92nDbhelXbSKlkloURxOvBjXrj6tvQe5iCPsY71dXNW8PPTQQxg/fnz87+xs8/Mdbr31Vvz3v//Fxx9/jNzcXNxwww246KKL8OOPP7pZTOHU1cYkkpMLGuLS/gVo3Sj4Yar1qAsaAOUznsJwWvhNwzohp14ahnez9kzTeneEMZAjEU7uGdUNb/y4ye9imNKqYT3sOHgUI07M97sovuGq8JKdnY38fLbKLSkpweuvv473338fZ511FgDgzTffRLdu3bBgwQKceuqpbhZVKG6s6ura/qkkSZh8US+/ixE6/BKaWAysM9NScP2QjkzpJWhebJaLSC68aN6q41oCOu5+ccNpWLRpP87unofVO0r8Lo4vuOr0/eijj6JJkybo3bs3Hn/8cVRVGR+EtnTpUlRWVmL48OHx77p27Yo2bdpg/vz5hveVl5ejtLRU9Y8gw0VCH7cOZnQSXFHXWF17MKNboZwJQkMYtKZNG2TgvJ4tkipuCy+uPflNN92EKVOmYNasWbjuuuvw97//HX/7298Mry8qKkJ6ejoaNlR75+Tl5aGoqMjwvsmTJyM3Nzf+r6DA3hkWIgl+0yfcpi60AVFj/Kd/HoRhmiCHoiJNE8lFuEIoeNOGwyBsuQGX8HLnnXcmGOFq/61duxYAMHHiRAwdOhS9evXC9ddfjyeffBLPP/88ysvLhT7ApEmTUFJSEv+3bds2oekHBd72Ga5OTniFW63CSXvr0SoXr195iuo7rbqebF4IglDCZfNy22234corrzS9pkMH/WA4AwYMQFVVFTZv3owuXbok/J6fn4+KigocPHhQpX0pLi42tZvJyMhARgbfMefJBgkqhB+42e7c9jYiwkm42kGoChs6uISXZs2aoVkze9FUV6xYgUgkgubN9T0N+vbti7S0NMyYMQMXX3wxAKCwsBBbt27FwIEDbeVJEISaJg3ECfpuB6lT5eVeVgThErT16SaueBvNnz8fCxcuxJlnnons7GzMnz8ft956Ky6//HI0alQT62HHjh0YNmwY3n77bfTv3x+5ubm45pprMHHiRDRu3Bg5OTm48cYbMXDgwFB5GgHej7S6kwiN9v4SsOMBXrysDzbsOST8DCqrfP1M38wWIKheJESwoGYSXFwRXjIyMjBlyhQ88MADKC8vR/v27XHrrbdi4sSJ8WsqKytRWFiII0eOxL97+umnEYlEcPHFF6O8vBwjRozASy+95EYR6xQnNG+A9bsP+V0MwkdG9QpXgD+twS7ZvBCEPnW1Z7givPTp0wcLFiwwvaZdu3YJgagyMzPx4osv4sUXX3SjWKGGt4Eqx/rsTDoFghCPm/JENOFUabGZkSwUTui9ETHqrpM4QRCO8NJQnOYsImzQ1qS7kPCSpKgCiFEn8hzyAHOIptHSipsA9StCAQkvBEHYwk2BomuLHNXfdmxezO4ggZ5gQWvaEETqqmBPwosLBG11EPzuR4jCy5bnVl4ZqRGc0k590GNdHaAJNXrtYPrEIX4UhfAZsuQMCdwRdmm095W6Vv0iH/ccnZNyle15QPvGGDeoncAciTBzQvMGfheB8AESXuoCIVB9EuHDLQFZL1XluYwfXkdBK+sqdWxNQJhA20ZJCnVywm283aKiFk2EC6+WjNmZaR7lFCxIeCEIwjFBjLBLJB9eb4eHQWfdvml93HZ2Z7+L4TkkvCQBZN8SPOrCG1E2u7QUcUOJXnO2U5/ULYi6wo3DOuGiPq38LoankM2LC7gxaPKqzWngrpt4+d4lScKEMzui5Ggl2jap72peol2liXBC75SIQcKLC3htH2vVocOg+iTCye0junqSj2ihTHt2EkGIJgwxYsIMbRslAXpdRKmpoT5EhB3aGiXgoWYxI7VmajypdUNvMhRAXTNqJ82LC9A4S1AbsI9e1VF1El6y/L6zcaSiGo3rp/tdFMIA0ryEBLPJ8JJ+BQCAXq1zma4niLARoZGK8FADl5WeiqYNMjzJi7AHDQlJwHk98zH1ltPxEQXvCgy/PanG8r9rfrbfRUkK6ppKnCAIc2jbKAmQJAld83MMfyfjRO/pkp+NRXcNQyPP1c7JOcmTJpEICzeddQJembMRd57bze+iJDUkvBCESzTPyfS7CKFEb2uADHaJsDDxnC64aVgnpAqMfUQkQrUbYN4fP0BIOt1MtDIEETSszjZiTocEHsInSHBxH9K8uICoIXNQx6a1aXKfKl37+fJT2+KE5g1w2glNzW4hiMAi2uaFwgcQRLgh8bAOkBKRcN2QjujRKpfhaoLwGR05JTuT1llEDa9c3gcnF4Qn/grhDjQiJCnknUEkE4NPaIrf921N3lsERvZogf2HK7Fi20G/i0L4CAkvdQDa+q87JOu7jkQkPDH6JL+LQQQE8qAkaNuIIIhAMOLEPADAVYPaC0kvWQU5giBI8xIa6FRpItl55fK+KD1Whdx6aY7S6dS8AdbtPoRh3fKElY0giGBBwosLkOBAEPxIkuRYcAGAb24+HYfLq9Awi86lIYhkhbaNQgLvHi/JT0RdJS0lQoILQSQ5JLwI5E+D2yMzLYIbzuzkd1EIgjChWTYdukckF3VN40/Ci0Du+U13rH5gBNo0yfK7KEQdpY6NX7Z5fdwp6N+uMT4Yf6rfRSEIwgZk8yIYt8JC8xvs0jRWFyEHUja65Gfjo+vpFPawkkLjW52HNC8EkUT0oijKRB3ggpNboWt+Nq4ZLMatPhkoaFS3NP6keUlSaF1S93jg/O50IBxRJ6iXnoKpt5zhdzECxbVndMDeQ+U458S6ESKAhBeCIAiCCDn10lPw8IU9/C6GZ9AyLUmhLWGCIAgiWSHhJeD0blNzeuolpxTYToMOaSQIgiCSCdo2CjgfXjsQu0qOom2T+rbToEPMCIIgiGSCNC8BJz01YktwIVfpuge9c4Ig6gokvBBEkiDLpGEjCKJuQMILQRAEQRChgoSXOgAZ7BIEQRDJhCvCy+zZsyFJku6/xYsXG943dOjQhOuvv/56N4pIEARBEERIccXbaNCgQdi1a5fqu3vvvRczZsxAv379TO8dP348HnroofjfWVl1K+QxQdiFDHYJgqgruCK8pKenIz8/P/53ZWUlvvjiC9x4442WA2xWVpbqXsI5TRuk+10EwgPIYJcgiLqCJzYvX375Jfbt24errrrK8tr33nsPTZs2RY8ePTBp0iQcOXLE9Pry8nKUlpaq/hE1fDD+VPxrbD80z8n0uygEQRAEIQxPgtS9/vrrGDFiBFq3bm163WWXXYa2bduiZcuWWLlyJe644w4UFhbi008/Nbxn8uTJePDBB10odfgZ2LGJ30UgCIIgCOFwaV7uvPNOQ0Pc2L+1a9eq7tm+fTu+/fZbXHPNNZbpX3vttRgxYgR69uyJMWPG4O2338Znn32GDRs2GN4zadIklJSUxP9t27aN55EIgiAIgggZXJqX2267DVdeeaXpNR06dFD9/eabb6JJkyb47W9/y124AQMGAADWr1+Pjh076l6TkZGBjIwM7rQJgiAIgggnXMJLs2bN0KxZM+brZVnGm2++ibFjxyItLY27cCtWrAAAtGjRgvtegiAIgiCSE1cNdmfOnIlNmzbhT3/6U8JvO3bsQNeuXbFo0SIAwIYNG/Dwww9j6dKl2Lx5M7788kuMHTsWZ5xxBnr16uVmMQmCIAiCCBGuGuy+/vrrGDRoELp27ZrwW2VlJQoLC+PeROnp6Zg+fTqeeeYZHD58GAUFBbj44otxzz33uFlEgiAIgiBChqvCy/vvv2/4W7t27VRxKQoKCjBnzhw3i0MQSUXDrDQcPFLpdzEIgiA8h842IoiQ8vWNg/0uAkEQhC+Q8EIQIaV1Izo6gyCIugkJLwRBEARBhAoSXgiCIAiCCBUkvBBEklA/w5PTPgiCIHyHhBeCSBIuOLmV30UgCILwBBJeCCIJ+F3vVkhPpe5MEETdgEY7giAIgiBCBQkvBEEQBEGEChJeCIIgCIIIFSS8EARBEAQRKkh4IQiCIAgiVJDwQhAEQRBEqCDhhSAIgiCIUEHCC0EQBEEQoYKEF4IgCIIgQgUJLwSRBPRu09DvIhAEQXgGneRGECFmxm1DsHDjfvyhX2u/i0IQBOEZJLwQRIjp2KwBOjZr4HcxCIIgPIW2jQiCIAiCCBUkvBAEQRAEESpIeCEIgiAIIlSQ8EIQBEEQRKgg4YUgCIIgiFBBwgtBEARBEKGChBeCIAiCIEIFCS8EQRAEQYQKEl4IgiAIgggVJLwQBEEQBBEqSHghCIIgCCJUkPBCEARBEESoIOGFIAiCIIhQkXSnSsuyDAAoLS31uygEQRAEQTASm7dj87gZSSe8lJWVAQAKCgr8LgpBEARBEJyUlZUhNzfX9BpJZhFxQkQ0GsXOnTuRnZ0NSZKEpl1aWoqCggJs27YNOTk5QtMmaqA69gaqZ/ehOvYGqmf38aqOZVlGWVkZWrZsiUjE3Kol6TQvkUgErVu3djWPnJwc6iQuQ3XsDVTP7kN17A1Uz+7jRR1baVxikMEuQRAEQRChgoQXgiAIgiBCBQkvHGRkZOD+++9HRkaG30VJWqiOvYHq2X2ojr2B6tl9gljHSWewSxAEQRBEckOaF4IgCIIgQgUJLwRBEARBhAoSXgiCIAiCCBUkvBAEQRAEESpIeGHkxRdfRLt27ZCZmYkBAwZg0aJFfhcpNEyePBmnnHIKsrOz0bx5c1x44YUoLCxUXXPs2DFMmDABTZo0QYMGDXDxxRejuLhYdc3WrVsxatQoZGVloXnz5rj99ttRVVXl8dOEg0cffRSSJOGWW26Jf0d1LIYdO3bg8ssvR5MmTVCvXj307NkTS5Ysif8uyzLuu+8+tGjRAvXq1cPw4cOxbt06VRr79+/HmDFjkJOTg4YNG+Kaa67BoUOHfHia4FFdXY17770X7du3R7169dCxY0c8/PDDqvNuqI75+f7773H++eejZcuWkCQJn3/+uep3UXW6cuVKnH766cjMzERBQQEee+wxdx5IJiyZMmWKnJ6eLr/xxhvymjVr5PHjx8sNGzaUi4uL/S5aKBgxYoT85ptvyqtXr5ZXrFghn3feeXKbNm3kQ4cOxa+5/vrr5YKCAnnGjBnykiVL5FNPPVUeNGhQ/Peqqiq5R48e8vDhw+Xly5fL33zzjdy0aVN50qRJPj1VcFm0aJHcrl07uVevXvLNN98c/57q2Dn79++X27ZtK1955ZXywoUL5Y0bN8rffvutvH79+vg1jz76qJybmyt//vnn8k8//ST/9re/ldu3by8fPXo0fs3IkSPlk046SV6wYIH8ww8/yCeccIJ86aWX+vRUweKRRx6RmzRpIn/99dfypk2b5I8//lhu0KCB/Oyzz8avoTrm55tvvpHvvvtu+dNPP5UByJ999pnqdxF1WlJSIufl5cljxoyRV69eLX/wwQdyvXr15FdffVX485DwwkD//v3lCRMmxP+urq6WW7ZsKU+ePNnXcoWV3bt3ywDkOXPmyLIsywcPHpTT0tLkjz/+OH7NL7/8IgOQ58+fL8vHO14kEpGLiori17z88styTk6OXF5e7sNTBJOysjK5U6dO8rRp0+QhQ4bEhReqYzHccccd8uDBgw1/j0ajcn5+vvz444/Hvzt48KCckZEhf/DBB7Isy/LPP/8sA5AXL14cv+Z///ufLEmSvGPHDpefIPiMGjVKvvrqq1XfXXTRRfKYMWNkmepYCFrhRVSdvvTSS3KjRo1U48Udd9whd+nSRfgz0LaRBRUVFVi6dCmGDx8e/y4SiWD48OGYP3++r2ULKyUlJQCAxo0bAwCWLl2KyspKVR137doVbdq0idfx/Pnz0bNnT+Tl5cWvGTFiBEpLS7FmzRrPnyGoTJgwAaNGjVLVJaiOhfHll1+iX79+GD16NJo3b47evXvjn//8Z/z3TZs2oaioSFXPubm5GDBggKqeGzZsiH79+sWvGT58OCKRCBYuXOjxEwWPQYMGYcaMGfj1118BAD/99BPmzp2Lc889F6A6dgVRdTp//nycccYZSE9Pj18zYsQIFBYW4sCBA0LLnHQHM4pm7969qK6uVg3oAJCXl4e1a9f6Vq6wEo1Gccstt+C0005Djx49AABFRUVIT09Hw4YNVdfm5eWhqKgofo3eO4j9RgBTpkzBsmXLsHjx4oTfqI7FsHHjRrz88suYOHEi7rrrLixevBg33XQT0tPTMW7cuHg96dWjsp6bN2+u+j01NRWNGzemegZw5513orS0FF27dkVKSgqqq6vxyCOPYMyYMYCiLVIdi0NUnRYVFaF9+/YJacR+a9SokbAyk/BCeMqECROwevVqzJ071++iJBXbtm3DzTffjGnTpiEzM9Pv4iQt0WgU/fr1w9///ncAQO/evbF69Wq88sorGDdunN/FSwo++ugjvPfee3j//fdx4oknYsWKFbjlllvQsmVLqmMiDm0bWdC0aVOkpKQkeGUUFxcjPz/ft3KFkRtuuAFff/01Zs2ahdatW8e/z8/PR0VFBQ4ePKi6XlnH+fn5uu8g9ltdZ+nSpdi9ezf69OmD1NRUpKamYs6cOXjuueeQmpqKvLw8qmMBtGjRAt27d1d9161bN2zduhVQ1JPZeJGfn4/du3erfq+qqsL+/fupngHcfvvtuPPOO/HHP/4RPXv2xBVXXIFbb70VkydPBqiOXUFUnXo5hpDwYkF6ejr69u2LGTNmxL+LRqOYMWMGBg4c6GvZwoIsy7jhhhvw2WefYebMmQlqxb59+yItLU1Vx4WFhdi6dWu8jgcOHIhVq1apOs+0adOQk5OTMJnURYYNG4ZVq1ZhxYoV8X/9+vXDmDFj4p+pjp1z2mmnJbj5//rrr2jbti0AoH379sjPz1fVc2lpKRYuXKiq54MHD2Lp0qXxa2bOnIloNIoBAwZ49ixB5ciRI4hE1FNTSkoKotEoQHXsCqLqdODAgfj+++9RWVkZv2batGno0qWL0C0jgFylmZgyZYqckZEhv/XWW/LPP/8sX3vttXLDhg1VXhmEMX/+85/l3Nxcefbs2fKuXbvi/44cORK/5vrrr5fbtGkjz5w5U16yZIk8cOBAeeDAgfHfY26855xzjrxixQp56tSpcrNmzciN1wSlt5FMdSyERYsWyampqfIjjzwir1u3Tn7vvffkrKws+d13341f8+ijj8oNGzaUv/jiC3nlypXyBRdcoOty2rt3b3nhwoXy3Llz5U6dOtVpN14l48aNk1u1ahV3lf7000/lpk2byn/729/i11Ad81NWViYvX75cXr58uQxAfuqpp+Tly5fLW7ZskWVBdXrw4EE5Ly9PvuKKK+TVq1fLU6ZMkbOysshV2k+ef/55uU2bNnJ6errcv39/ecGCBX4XKTQA0P335ptvxq85evSo/Je//EVu1KiRnJWVJf/ud7+Td+3apUpn8+bN8rnnnivXq1dPbtq0qXzbbbfJlZWVPjxRONAKL1THYvjqq6/kHj16yBkZGXLXrl3l1157TfV7NBqV7733XjkvL0/OyMiQhw0bJhcWFqqu2bdvn3zppZfKDRo0kHNycuSrrrpKLisr8/hJgklpaal88803y23atJEzMzPlDh06yHfffbfK/ZbqmJ9Zs2bpjsPjxo2TZYF1+tNPP8mDBw+WMzIy5FatWsmPPvqoK88jycqwhQRBEARBEAGHbF4IgiAIgggVJLwQBEEQBBEqSHghCIIgCCJUkPBCEARBEESoIOGFIAiCIIhQQcILQRAEQRChgoQXgiAIgiBCBQkvBEEQBEGEChJeCIIgCIIIFSS8EARBEAQRKkh4IQiCIAgiVJDwQhAEQRBEqPh/TG6pHwSbdSkAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "c = np.fromfile(\"./output_file.bin\", dtype=np.float32)\n", + "\n", + "plt.plot(c)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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