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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"id": "66e13e35-c89d-42e6-ad28-00842c20435f", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from tqdm import tqdm\n", | |
"from pathlib import Path\n", | |
"from matplotlib import pyplot as plt\n", | |
"import velodyne_decoder as vd\n", | |
"import numpy as np\n", | |
"np.set_printoptions(suppress=True)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "0a878cd0-616d-460c-b304-fa9d424a69e2", | |
"metadata": {}, | |
"source": [ | |
"## Define datasets" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "3f95d8d1-3be3-4ec1-81ce-cc842ddc9beb", | |
"metadata": {}, | |
"source": [ | |
"The datasets are from:\n", | |
"* https://gitlab.kitware.com/LidarView/velodyneplugin/-/tree/releasev5.1.0/Plugin/VelodyneLidar/Testing/Data\n", | |
"* https://github.com/ros-drivers/velodyne/blob/master/velodyne_pointcloud/tests/CMakeLists.txt#L17-L36" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "dbc73fb5-8ddf-4bff-9960-936019f4e897", | |
"metadata": {}, | |
"source": [ | |
"`velodyne_decoder` has been modified to not discard empty measurements and to output azimuth angle via the ring field for these tests." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"id": "8f71215a-310a-433b-8d19-adff84bbbd4a", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"hdl64e_single_calib = vd.hdl64e.read_calibration_from_pcap(\"/home/martin/libs/velodyneplugin/Plugin/VelodyneLidar/Testing/Data/HDL-64_Single-autocalib/HDL-64_Single-autocalib.pcap\")\n", | |
"hdl64e_dual_calib = vd.hdl64e.read_calibration_from_pcap(\"/home/martin/libs/velodyneplugin/Plugin/VelodyneLidar/Testing/Data/HDL-64_Dual-autocalib/HDL-64_Dual-autocalib.pcap\")\n", | |
"class_calib = vd.Calibration.read(\"/home/martin/libs/velodyne_decoder/angles.yaml\")\n", | |
"sztaki_calib = vd.get_bundled_calibration(\"HDL-64E_S2.1-sztaki.yml\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"id": "558899f5-5872-4094-b405-cab1fb2ee6c8", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"plugin_data_dir = Path(\"/home/martin/libs/velodyneplugin/Plugin/VelodyneLidar/Testing/Data/\")\n", | |
"vd_dir = Path(\"/home/martin/libs/velodyne_decoder/\")\n", | |
"gps_time=True\n", | |
"# Ignoring datasets that produced identical plots to other ones from the same model.\n", | |
"datasets = [\n", | |
" (vd_dir / \"class.pcap\", vd.Config(model=vd.Model.HDL64E_S1, calibration=class_calib, gps_time=gps_time)),\n", | |
" # (vd_dir / \"64e_s2.1-300-sztaki.pcap\", vd.Config(model=vd.Model.HDL64E_S2, calibration=sztaki_calib, gps_time=gps_time)),\n", | |
" (plugin_data_dir / \"HDL-64_Single/HDL-64_Single.pcap\", vd.Config(model=vd.Model.HDL64E_S2, calibration=hdl64e_single_calib, gps_time=gps_time)),\n", | |
" # (plugin_data_dir / \"HDL-64_Single-autocalib/HDL-64_Single-autocalib.pcap\", vd.Config(model=vd.Model.HDL64E_S2, calibration=hdl64e_single_calib, gps_time=gps_time)),\n", | |
" (plugin_data_dir / \"HDL-64_Dual/HDL-64_Dual.pcap\", vd.Config(model=vd.Model.HDL64E_S3, calibration=hdl64e_dual_calib, gps_time=gps_time)),\n", | |
" # (plugin_data_dir / \"HDL-64_Dual-autocalib/HDL-64_Dual-autocalib.pcap\", vd.Config(model=vd.Model.HDL64E_S3, calibration=hdl64e_dual_calib, gps_time=gps_time)),\n", | |
" (plugin_data_dir / \"VLP-16_Single/VLP-16_Single.pcap\", vd.Config(gps_time=gps_time)),\n", | |
" # (plugin_data_dir / \"VLP-16-with-GPRMC-with-PPS-timesync.pcap\", vd.Config(gps_time=gps_time)),\n", | |
" (plugin_data_dir / \"VLP-16_Dual/VLP-16_Dual.pcap\", vd.Config(gps_time=gps_time)),\n", | |
" (plugin_data_dir / \"VLP-32c_Single/VLP-32c_Single.pcap\", vd.Config(model=vd.Model.VLP32B, gps_time=gps_time)),\n", | |
" (plugin_data_dir / \"VLP-32c_Dual/VLP-32c_Dual.pcap\", vd.Config(model=vd.Model.VLP32B, gps_time=gps_time)),\n", | |
" (plugin_data_dir / \"HDL32-V2_R_into_Butterfield_into_Digital_Drive.pcap\", vd.Config(gps_time=gps_time)),\n", | |
" (plugin_data_dir / \"HDL-128/HDL-128_2019-10-25_25Kpackets.pcap\", vd.Config(gps_time=gps_time)),\n", | |
"]" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "530c854a-226a-48f9-83b6-2b4bb3b7039d", | |
"metadata": {}, | |
"source": [ | |
"## Point timestamps" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"id": "c846ff1b-f289-4372-918d-0f4cc9845ef2", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
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\n", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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cHAzAkSNHiI+Pp1u3bvYaX19fOnXqxNq1awHYsmULmZmZDjURERE0a9bMXrNu3TrMZrM9HAFER0djNpvtNSIiIuKa3+JN9nA07A5bODKZcoYdb0/bteV7TjPuc1s4GhhdizfuL95wBCVsBOlahmEwZswYbr/9dpo1awZAfHw8ANWqVXOorVatGrGxsfYaHx8fKleunKMm++vj4+MJDQ3N8Z6hoaH2Gmfp6emkp6fbP7948aKL35mIiEjZ9dG6WD47YjsA8pmOkfy1Z6NcwxGAj6et7shZ21KaJzvU5tXeTfKsL0oldgRpxIgR7Nixg08++STHPed/cYZh3PBfpnNNbvXXe51JkybZF3SbzWZq1qyZn29DRESk3Fi5L4E3frBtrnrmjjrXDUdwdYoNYPBtJSccQQkNSCNHjuSbb75h5cqV1KhRw349LCwMIMcoT0JCgn1UKSwsjIyMDC5cuHDdmtOnT+d43zNnzuQYnco2fvx4kpKS7B/Hjx93/RsUEREpg9YePAtA6xArL9xd74Zhp32dYCoHeDO8c11e6VVywhGUsIBkGAYjRozgiy++4Oeff6ZOHcfV63Xq1CEsLIzly5fbr2VkZLBq1So6dOgAQJs2bfD29naoiYuLY9euXfaamJgYkpKS2Lhxo71mw4YNJCUl2Wuc+fr6UrFiRYcPERERuSruynlHtYJuPLMD0KZWZbZOuJtxPa4/0lQcStQapGeffZZFixbx9ddfExQUZB8pMpvN+Pv7YzKZGD16NG+++Sb169enfv36vPnmmwQEBNC/f3977ZAhQ3jhhRcICQkhODiYsWPH0rx5c/uutsaNG9OjRw+GDRvGhx9+CMDTTz9Nr169tINNRETkih92xnHkbArDO9fNV4DJDkiVfPL/HiUtGGUrUQHpgw8+AKBz584O1+fOncuTTz4JwLhx40hLS2P48OFcuHCBqKgoli1bRlBQkL1+ypQpeHl58cgjj5CWlsZdd93FvHnz8LyyGAxg4cKFjBo1yr7brU+fPkybNu3mfoMiIiKlxOzVR3j9uz0AdGtSjfrVgq5bv2B9LFtibctbQv2K9zEh7lCiApJh3PhfqMlkYuLEiUycODHPGj8/P95//33ef//9PGuCg4NZsGCBK22KiIiUaTN/Pcw/fthr/zz5Bo/8+HjdUSZ8bXuqxVMdahFhHLqZ7RWJErUGSURERIrXh6sO2cNR9lFEzs9Ku9ZHa6+Go6c7RvLXHg1ueo9FQQFJREREAPjvLweZ9OMfAIzuWp8GV6bVMi25z/DMWX2EV7+xhaM/darL+Bts6y9NFJBERESEaT8f4K0ltjOMnu/agNFdG1zzKBBLjvpZvx3m71fWKD3bpS4v9mhYZsIRlLA1SCIiIlL0vt8Rx7+X7QdgbLcGjLizPgA+nlcCktMU2097TvPG97ZpuJF31mPM3Q3KVDgCjSCJiIiUe78dOANAv/a32MMRgHd2QHKaYlt95UDIB1tXL5PhCBSQREREyr3s84ta1azkcN0+xeY0gnQqMQ2AW2tWKpPhCBSQREREyjXDMDh5JfCEV/JzuJcdkDItjgHJXm/2L4IOi4cCkoiISDllGAb/WrqPgwnJmExQt2qgw/3c1iBN/Wk/u09dBKB+qGN9WaJF2iIiIuWQYRj8c8kffLjqMAAT7m1CRCXHEaFrp9gMw2DKTwd4b8UBAF7s0YjaVSoUbdNFSAFJRESknDEMg0k//sGMX23haGLvJjx5W50cdd6etvVFGRYr7yzfz/s/HwTgb/c04umOdYuu4WKggCQiIlKOGIbBG9/vZfbqIwC8fl9TBsbUzrU2ewRp4fpYTl1ZyP3yvY0ZekdkkfRanBSQREREygnDMPj7d3uYu+YoAP94oBkDomrlWe9z5SHv2eFoQq8mDLk950hTWaSAJCIiUk58uum4PRxNerA5/drfct16b6+rW/jzmoYrq7SLTUREpJzYePQ8YHuo7I3CEcCdDUOpHRLAmw80L1fhCDSCJCIiUm7EJdqmyhqHB+WrPioyhF/+0uVmtlRiaQRJRESkFLJYDd5eto+J3+zGMIwb1lutBscvpAJl+4BHd9EIkoiISCljsRqM/b/f+XLbSQCGdYykeqW8Q4/VavC3L3dy4kIa3p6mHAdCSk4KSCIiIqVIlsXKmP/9zje/n7Jfu5xpybPeYjX46+c7+L8tJ/Awwb/6tqRqkG9RtFqqKSCJiIiUElkWK6M/3c53O+Lw8jBhMkGmxcjxMNlsFqvBXz77nS+2nsTDBFMevZX7bq1exF2XTlqDJCIiUgpkWqw8t9gWjrw9Tfx3QGuqBvra7znLnob7YutJPD1MvNevlcJRASggiYiIlHCZFiujPtnG9zvj8PH04IMBbejWNAxvr5wPk4XsabjtfLntJF4eJt7v14peLSKKo/VSS1NsIiIiJdyMXw/z4654fDw9+HBgG7o0CgXAxzP3gPTRuli+3n4KLw8T0/q3pkezsCLvubTTCJKIiEgJt/14IgAvdGtgD0dw9VlpGU5TbNn1I++sr3DkIgUkERGREi4uKQ2AeqGO2/O98xhBikvMvV7yTwFJRESkBEvPsnDigi3whJn9HO5ljyBlWq4eFJlpsXLs/JUDISs51kv+KSCJiIiUUJczLfzp4y0kpmYS5OtF7ZAKDvd97VNstnOQMrKsjFi0lYRL6fh7e+pAyELQIm0REZES6HKmhWc+3sKq/Wfw87Ytzq7g6/if7Wun2DKyrDy7aCvL95zGx8uD/z7eGrO/d3G0XiYoIImIiJQwlzMtDJu/md8OnMXf25M5T7Yjpm5IjrrsXWzJ6Rb+vGALK/5IwMfLg5lPtKVTg6pF3XaZooAkIiJSgqRlWBg6fxNrDp4jwMcWjqIjc4YjuLoGaery/VxKz8LXy4NZg9pyR32Fo8JSQBIRESkhUjOyGDJvM+sOn6OCjydzB7enfZ3gPOuzp9gupWfh5+3B7EHtuK1elaJqt0xTQBIRESkh/rPyIOsOnyPQ14t5g9vRtnbe4QjAz9sWkPy9PZn9ZFs61FU4chcFJBERkRJi18mLAIzr0fCG4Qigb5sanExMY3jnetcdaZKCU0ASEREpIeKTLgPk2M6fl1a3VGbe4PY3s6VyS+cgiYiI3ARJaZkM/WgTIxZtxTCMG9Ynp2dx8soJ2BE64LHYKSCJiIi4WVJqJgNnb+CnvQl8tyOOS+lZ162/dDmTQXM2kpyeRZVAH2pUDiiiTiUvmmITERFxo8TUDB6fvcG+nghyPivtWhevhKNtxxKp6OfFnCfb4eftWRStynVoBElERMRNLqRk0H+mLRyFVPDBw2S7nldASkrLZOBsWzgy+3uzaFg0LWpUKsKOJS8KSCIiIm5wPiWD/rM2sCfuIlUCffjk6Wj8r4wEZVpyBqTsabjfjydSKcCbRcOiaFbdXNRtSx4UkERERArpXHI6/WeuZ2/cRaoE+vLJsGgaVAuyn3TtPIKUmJrBgNnr2XEiicoB3iwaGk3TCIWjkkRrkERERArp38v280f8JUKDfFk0LJp6oYHA1UeBpDsFpHdXHLBPwy0cFkWjsIpF3rNcn0aQRERECmlfvG1B9su9mtjDEVx9FIjzFNu++EsAvNizkcJRCaWAJCIiUkjZBzzWrOzvcD2vKbY4e72285dUCkgiIiKFkHDxMqcvpQMQUckpINlHkK4eFHk2OZ1TOhCyxFNAEhERcVF80mUem7Eei9UgsmoFqgb6Oty3jyBZLACcuZROvxnrSc+yUjPYP0egkpJDi7RFRERcEJeURr8Z6zl6LpXqlfyZ92R7PLIPProiewQpI8tKwqXL9J+5gYMJyVSr6MtHg9vb1yhJyaOAJCIiUkCnEtPoN3M9sedSqVHZn0+GRVMzOOd6ouwAdOJCGv9auo9DZ1IIN/vxybBoalfJ3wNppXgoIImIiBTAyUTbyNGx86nUDLaFo7yenZY9xfbPH/8gy2oQYfbjk6ejqRWicFTSKSCJiIjk04kLqTw2Yz0nLqRxS3AAi5+Ovu46ouyAlGU1qF7JFqZuCdHOtdJAAUlERCSf3l62nxMX0qgdEsAnT0cTbr7+IusKPrZHjVxvGk5KJgUkERGRfDqYkAzA3+5pfMNwBPB0x7pUCvBhWMdIqmvHWqmigCQiIuWWxWrgYQKTyXTjYmw71wCqV85f2GkSUZGJfZq63J8UH+0vFBGRculgwiW6/PsXBs7emK/6o2dTOJucAZCv0SMp3TSCJCIi5c6B05foN3M9Z5MzOHY+FcMwrjuKdORsCo/NWAdAixpmKgd4F1WrUkw0giQiIuXKvvhLPDZjvX00CGy7zPJy6Ewyj364jtMX02lQLZDZg9rle0pOSi8FJBERKTf2xl2k38z1nEvJoFFYkP2688Nksx1MsIWphEvpNKwWxKJh0VQN8s21VsoWBSQRESkX9py6SP+Z6zmfkkHz6mYWDo2y38stIB04fYnHZmzgzKV0GoUFsWhYFFUCFY7KiwKtQfrmm28K/AZ33303/v5azCYiIsVnb9xF+s9aT2JqJi1rmJk/JAqzvzceJrAakGlxDEgHE66uUWoSXpEFQ6MIruBTTN1LcShQQLr//vsL9OImk4kDBw4QGRlZoK8TERFxp7eW/EFiaia31qzE/CHtqehnW2Tt4+XB5Uwr6U4jSG8v28/Z5AyaRlRkwZAoKisclTsFnmKLj4/HarXm6yMgQCeGiohI8TtyNgWA8T0b2cMRgM+Vh8lmOI0gZdeP69FI4aicKlBAGjRoUIGmyx5//HEqVqxY4KZERETcxTAM4pIuA+R4blr2s9Kcp9hOJdoOhIww+xVBh1ISFWiKbe7cuQV68Q8++KBA9SIiIu62JfaCfQottKLjImv7CNI1U2y7TiZx8XIWAOF6PEi55fIutrS0NFJTU+2fx8bGMnXqVJYtW+aWxkRERAprS+wFBs/dBMBdjULx9fJ0uJ89gpQdkHaeSGLArA0A3F6vCoG+Ok+5vHI5IN13333Mnz8fgMTERKKionj77be57777NHIkIiLFbkvseQbN2cil9Cza1wnmvX6tctR4X7MG6ffjiQyYtZ6ktExa3VKJ/z7euqhblhLE5YC0detW7rjjDgA+++wzqlWrRmxsLPPnz+e9995zW4MiIiIFtenoeZ6YvZHk9CxiIkOYN7gdFXIZDcoeQdp89AKPz97AxctZtKlVmflPtXdYzC3lj8tjh6mpqQQF2U4hXbZsGQ8++CAeHh5ER0cTGxvrtgZFREQKYsPhcwyet4nUDAu31Qth1hPt8PfxzLU2OyC9s3w/AO1qV2bu4PaaWhPXR5Dq1avHV199xfHjx1m6dCndunUDICEhQTvXRESkWGw+ep4n59rC0R31qzB7UN7hCK5OsQG0rxPMPIUjucLlgPTKK68wduxYateuTVRUFDExMYBtNKlVq5zzvCIiIjfbv5ftIy3TQscGVZn5RFv8vPMORwDBAbYzjqIjg/OchpPyyeWfhL59+3L77bcTFxdHy5Yt7dfvuusuHnjgAbc0JyIiUhDHztl2V4/uWv+G4QjgxZ6N6FAvhIfb1LzuSJOUP4WKymFhYYSFhTlcq127NitWrKBRo0aFakxEROR8SgYBPp75CjsWq8HpS+kARJjzd35RnSoVqFOlQqF6lLLJ5YD097//Pdfrhw4d4osvvqBfv34uNyUiIvLTntMMX7SVFtXNfPbnDjesX7U/AYvVwNPDRNUg3xvWi1yPy2uQvvzyS4ePzz77jClTprBgwQLGjx/v0mv++uuv9O7dm4iICEwmE1999ZXD/SeffBKTyeTwER0d7VCTnp7OyJEjqVKlChUqVKBPnz6cOHHCoebChQsMHDgQs9mM2Wxm4MCBJCYmutSziIi437Ld8fx54RYysqwcSEi+Yf0v+xL404KtANx3awSeHqab3aKUcS6PIG3bti3HtaysLEaPHs2ePXtces2UlBRatmzJ4MGDeeihh3Kt6dGjh8MjT3x8HB8iOHr0aL799lsWL15MSEgIL7zwAr169WLLli14etqGaPv378+JEydYsmQJAE8//TQDBw7k22+/dalvERFxnyW74hmxaCtZVgNwfAxIbn7+4zR/+ngrGRYr3ZtW458PtiiKNqWMc93GjWwAACAASURBVOtyfS8vL0aPHk2LFq79cPbs2ZOePXtet8bX1zfHuqdsSUlJzJ49m48//piuXbsCsGDBAmrWrMlPP/1E9+7d2bt3L0uWLGH9+vVERUUBMHPmTGJiYti3bx8NGzZ0qXcRESm8H3fGMfKTbWRZDe6oX4XfDpwlw5J3QPppz2n+vHALmRaDns3CeK9fK4et+yKucvtPUWxsLHXq1HH3y9r98ssvhIaG0qBBA4YNG0ZCQoL93pYtW8jMzLSfyQQQERFBs2bNWLt2LQDr1q3DbDbbwxFAdHQ0ZrPZXpOb9PR0Ll686PAhIiLu892OU4y4Eo4eaFWddx65FbAtvrZcGU26VvY0XKbF4N7m4QpH4lYujyDl9jiR+Ph45s6dS+/evR3ujxo1ytW3cdCzZ08efvhhatWqxZEjR5gwYQJ33nknW7ZswdfXl/j4eHx8fKhcubLD11WrVo34+Hh7j6GhoTleOzQ01F6Tm0mTJvHaa6+55fsQERFHS3bF89zi7VisBg+1rsFbfVuQlmmx38+0WPH0uLqTbeUfCQxfaJuG69UinKmP3oqXwpG4kcsBacqUKble9/PzY/ny5SxfvhwAk8nktoD06KOP2v+5WbNmtG3bllq1avH999/z4IMP5vl1hmFgMl1dsHftP+dV42z8+PGMGTPG/vnFixepWbNmQb8FERHJxbsrDmCxGvRtU4PJD7XA08OEzzWBJ8Niddjq/+6KA2RZDXq3jGDKIy0VjsTtXA5IR44ccWcfLgkPD6dWrVocOHAAsJ3LlJGRwYULFxxGkRISEujQoYO95vTp0zle68yZM1SrVi3P9/L19cXXV9tGRURuhuPnbQc8/qlTXfsONG/Pq3+0Oi/UPnHBVv9Mx0iFI7kpCvRTtWPHDqzW6+8muNbu3bvJysoqcFP5de7cOY4fP054eDgAbdq0wdvb2z56BRAXF8euXbvsASkmJoakpCQ2btxor9mwYQNJSUn2GhERKTqXLmeSnG77b0W42c9+3WS6Oop0bUBKz7JwNjkjR72IOxVoBKlVq1bEx8dTtWrVfNXHxMSwfft2IiMj81WfnJzMwYMH7Z8fOXKE7du3ExwcTHBwMBMnTuShhx4iPDyco0eP8re//Y0qVarYH21iNpsZMmQIL7zwAiEhIQQHBzN27FiaN29u39XWuHFjevTowbBhw/jwww8B2zb/Xr16aQebiEgx+Ob3UwBU9PPK8Sw0b08TGRbbGqRs3++IA8DXy4PgCo5HvYi4S4ECkmEYTJgwgYCAgHzVZ2RkFKiZzZs306VLF/vn2Wt+Bg0axAcffMDOnTuZP38+iYmJhIeH06VLFz799FOCgoLsXzNlyhS8vLx45JFHSEtL46677mLevHn2M5AAFi5cyKhRo+y73fr06cO0adMK1KuIiBTep5uO8fJXuwB4PLpWjvs+Xh6kZFjsI0hfbTvJ2P/7HYABUbWuu3ZUpDAKFJA6duzIvn378l0fExODv3/+nocD0LlzZwwj51bObEuXLr3ha/j5+fH+++/z/vvv51kTHBzMggUL8t2XiIi43ycbjzH+i50ADIqpxV+65xzF9/G6MsVmsfLF1hOM/b/fsRrwWLuavHxv4yLtV8qXAgWkX3755Sa1ISIi5cmC9bH2kaPBt9XmlV5Nch0Nyj7XaPHG4yzYEIthQP+oW3jjvmZ46HEichO59SRtERGRG5m/7iivfL0bgCG31+HlexvnOVWWPYL08fpYAB6PvoW/91E4kptPAUlERIrM/zYdt4ejpztGMr5no+uuI7r2LKRBMbWY2Kep1h1JkdDhESIiUmSm/3oIgGF31LlhOAIIu7KN/8kOtRWOpEhpBElERIqEYRicvJAGwBMxtfMVdt7q24KDp5OJqRuicCRFyuURpGPHjuW648wwDI4dO1aopkREpHTYfjyRM5fS81V7ITWT9Cvb9UMr5u/JBKFBfnSoV0XhSIqcywGpTp06nDlzJsf18+fPU6dOnUI1JSIiJd+7Px3g/v+sYcSirfmq/2Sj7Y/nKoG++Hp53qBapHi5PMWW18Ndk5OT8fPT0e8iImXZlOX7eXeF7TmYcUmXb1j/318O8q+ltnP0ht2hP6Kl5CtwQMo+3dpkMuU4VdtisbBhwwZuvfVW93UoIiIlhmEYTFm+n/d+vvpYKOcHyTr7z8qr4ej5rg14plPdm9qjiDsUOCBt27YNsP2fZOfOnfj4XH0Ojo+PDy1btmTs2LHu61BEREoEwzD497J9/GelbSfaY+1qsnjTcTIseQek91Yc4J3l+wEY260BI+6sXyS9ihRWgQPSypUrARg8eDDvvvsuFStWdHtTIiJSshiGweQl+5i+yhaOJvRqwp2NQm0BKY8RpKk/7WfqT7ZpuHE9GjK8c70i61eksFxegzR37lx39iEiIiXYtJ8P2sPRxN5NePK2OpxMtG3Zz20Eaeavh+3h6K89G/EnTatJKVOogyJ/++03Hn/8cWJiYjh58iQAH3/8MatXr3ZLcyIiUjJ8tO4oAC/f25gnb7Mtss4+5Tojy5rj2Jd5a231f+neUOFISiWXA9Lnn39O9+7d8ff3Z9u2baSn287BuHTpEm+++abbGhQRkeJ1OdPC2eQMAPq2qWG/fu1jQDItVwOSxWoQf9G2s+2h1lfrRUoTlwPSG2+8wfTp05k5cybe3t726x06dGDr1vydiSEiIiXf6Sthx8/bA7P/1d/32Q+SBci8ZprtbHI6FquBp4eJqkH5OxBSpKRxOSDt27ePjh075rhesWJFEhMTC9WUiIiUDIZhMHv1EQBqVA5wOP/u2oCUvVDbMAxm/XYYgHCzH54eOgFbSieXA1J4eDgHDx7McX316tVERkYWqikRESl+VqvBK1/vZv66WEwmGNHFcReap4fJHoAyLLZ1SP/4fi8zf7MFqpF3atealF4uB6RnnnmG5557jg0bNmAymTh16hQLFy5k7NixDB8+3J09iohIEbNaDV7+ehcfr7eFo8kPteD+VtVz1Hl7XglIWVZe/24vs66MNr1+fzMebXdLkfYs4k4ub/MfN24cSUlJdOnShcuXL9OxY0d8fX0ZO3YsI0aMcGePIiJShKwGvPLtHj7dfBKTCf7Vt6XD4uxr+Xh6cDnTymvf7uanvQkAvPlAc/pHKRxJ6eZyQAL4xz/+wUsvvcSePXuwWq00adKEwMBAd/UmIiJFzGo1+PSwB+sTTuJhgrcfackDrfLeiebj5Qlk8dPeBEwmmPRAcx5rr3AkpZ/LU2wLFiwAICAggLZt29K+fXt7OPrLX/7inu5ERKRITV66n/UJHniYYMqjt143HAH4XJliy56GUziSssLlgDRixAi+++67HNeff/55e3gSEZHS5f+22g79/ecDzbjv1pxrjpxFVg3E48o03CNta97s9kSKjMtTbIsXL+axxx7jm2++sW/3HzlyJF988YX9eW0iIlJ6XLycyaXLWQB0bxqar6+Z+URbEtMyCDf738zWRIqcyyNIPXr0YPr06dx///1s3ryZ4cOH28NRo0aN3NmjiIi4IC3DwoxfD7HrZFK+6uMSbQdCBngaBPjk7+9nfx9PhSMpkwq1SPuxxx7jwoUL3H777VStWpVVq1ZRr57OvRARKW6pGVkMmbeZdYfP0aFuCIuGRV+3/nKmhX/8sBeAqso7IgULSGPGjMn1emhoKK1ateK///2v/do777xTuM5ERMQlKelZPDVvExuOnAcgKS3zuvWXMy0Mm7+Z3w6cxd/bgz61MoqiTZESrUABadu2bbler1u3LhcvXszzvoiIFI2U9CwGz93ExqPn7deufU6as7QMC0Pnb2LNwXME+Hgyc2Arzu5ZXxStipRoBQpIWnwtIlJyJadn8eScjWyOvUCQrxfPda3PG9/vtT8nzdm103AVfDyZ91R7bq0exA97irhxkRLI5UXakyZNYs6cOTmuz5kzh8mTJxeqKRERKZhLlzN5YvYGWzjy82LB0Cja1wkGyDUgZY80rTt8jkBfLz56qj3tagcXddsiJZbLAenDDz/Mdbda06ZNmT59eqGaEhGRghn1yTa2Hkukop8XC4dG0bJmJbw9bb/iMyxGjvoX/vc7G46ct4ejtgpHIg5cDkjx8fGEh4fnuF61alXi4uIK1ZSIiORfpsXKL/vPADB3cHta1KgEgI/XlYCUZXGoNwyDn/fZnps244k2tKlVuQi7FSkdXA5INWvWZM2aNTmur1mzhoiIiEI1JSIi+Xf64mUMA7w9TbSqWcl+3efKCFKm0wjSuZQMMrKsmEzQtpZGjkRy4/I5SEOHDmX06NFkZmZy5513ArBixQrGjRvHCy+84LYGRUTk+k5dOeAxzOyHh4fJft0+guS0i+1UYhoAVQJ97TUi4sjlgDRu3DjOnz/P8OHDyciwnZnh5+fHiy++yPjx493WoIiI5O1CSgavfbsbgLpVAx3uZY8gWawGFquBp4eJi5czeeXr7PoKRdusSCnickAymUxMnjyZCRMmsHfvXvz9/alfvz6+vr7u7E9ERPJwPiWDAbM2sDfuIiEVfPjbPY0d7ntfMzqUabGSnG7liTkb+f14IpUCvJnQq0lRtyxSahTqUSMAgYGBtGvXzh29iIhIPp1LTmfArA38EX+JKoG+fDIsivrVghxqskeQAM5cSufZRVvZcSKJygHeLBwaTZOIikXdtkipUeiAtGfPHo4dO2afZsvWp0+fwr60iIjk4mxyOgNmbmDf6UtUDfLlk2HR1AsNzFHn7Xl1PdKgORs5fDaF4Ao+LBwaReNwhSOR63E5IB0+fJgHHniAnTt3YjKZMAzbLgmTyfZ/SIvFcr0vFxERF5y5lE7/mes5kJBMaJAvnzwdnWPtUTaTyYSPpwcZFiuHz6YQUsGHRcOiaRgWlGu9iFzl8vaF5557jjp16nD69GkCAgLYvXs3v/76K23btuWXX35xY4siIpLtTwu2cCAhmWoVfVl8nXCULXuXWpVAW73CkUj+uDyCtG7dOn7++WeqVq2Kh4cHHh4e3H777UyaNIlRo0bpwbUiIm52OdPCltgLACwcGkXkDcIRQLcm1dh+IpEZA9tQL1ThSCS/XA5IFouFwEDb/zmrVKnCqVOnaNiwIbVq1WLfvn1ua1BERGzikmznHQX4eN5w5CjbO4/eimEY9uUPIpI/LgekZs2asWPHDiIjI4mKiuKtt97Cx8eHGTNmEBkZ6c4eRUTKpBMXUnl/xUEealPD/mDZG9UDhJv9ChR4FI5ECs7lgPTyyy+TkpICwBtvvEGvXr244447CAkJ4dNPP3VbgyIiZdHx86k8NmM9JxPTOJeSfsOAFJeUxoSvdgHQoJqmykRuNpcDUvfu3e3/HBkZyZ49ezh//jyVK1fWXysiItdx7Fwq/WbawhFAasb1d/2eSkyj38z1xJ5LpUZl/xwHQoqI+xX6HCTAvsU/OFgPPRQRuZ7Ycyn0m7GeU0mX7VvwM7KsedafuGALU8fPp1Ez2J9PhkVTo3JAEXYsUj4V6imFs2fPplmzZvj5+eHn50ezZs2YNWuWu3oTESlTjp5N4dEPbeGobtUK/P2+poDtMSC5yZ6GO34+jVohAXz6dIzCkUgRcXkEacKECUyZMoWRI0cSExMD2Lb+P//88xw9epQ33njDbU2KiJR2h88k02/mek5fTKd+aCALh0WxL/4SAOm5jCBdu0apTpUKLBoWRbjZv6jbFim3XA5IH3zwATNnzqRfv372a3369KFFixaMHDlSAUlE5Aqr1WDIR5s5fTGdBtUCWTg0mqpBvhw+Y9vokuE0gmQYBkM/2szJxDQiq1Rg0bBowsx+xdG6SLlVqHOQ2rZtm+N6mzZtyMrKKlRTIiJlybmUDI6cTcFkgkXDoqkS6AtcPeXaeYrtUnoW+07bRpcWDI1SOBIpBi6vQXr88cf54IMPclyfMWMGAwYMKFRTIiJlSVySbbdaaJCvPRwB+HjafgU7L9KOS7QdCGn29yaikqbVRIpDoXaxzZ49m2XLlhEdHQ3A+vXrOX78OE888QRjxoyx173zzjuF61JEpBSLPZd9wKNj2MkeQXIOSMfOXz0QUkSKh8sBadeuXbRu3RqAQ4cOAVC1alWqVq3Krl277HU6E0lEyrM/4i8y8ZvdADQOr+hwL3sEKdNi2K8dTEjmpS93AtDEqV5Eio7LAWnlypXu7ENEpMzZG3eRAbM2cD4lg2bVK/Jij4YO972dRpAOJlzisRkbOJucTqOwIF66VwdCihQXtxwUKSIijnafSuLxWRu4kJpJixpmPn4qCnOAt0ONfQ2Sxcr+05foP3M9Z5MzaBQWxKJh0QRX8CmO1kUEBSQREbfbdTKJx2dvIDE1k5Y1zMwfEoXZ3ztHXfYaJIDHZqznfEoGTcIrsnBoFJUVjkSKlQKSiIgb7TxhC0dJaZncWrMS84e0p6JfznAEV0eQAM6nZNA0whaOKgUoHIkUN5e3+R87dsz+DLZrGYbBsWPHCtWUiEhplGWxMnT+JpLSMml9SyU+vk44AscRpObVzSwaGq1wJFJCuDyCVKdOHeLi4ggNDXW4fv78eerUqYPFcv2nU4uIlDWnL6Vz+mI63p4mPnqqPUHXCUcAnh4mnuxQm/iky0zu2yLXaTgRKR4uByTDMHLdwp+cnIyfn87uEJHyJy7RdiBktYp+NwxH2Sb2aXozWxIRFxU4IGUfAGkymZgwYQIBAVefLG2xWNiwYQO33nqr+zoUESkmG4+c599L9/HsnfXo1KDqDeuzn60WoYfKipR6BQ5I27ZtA2wjSDt37sTH5+p8uY+PDy1btmTs2LHu61BEpBisO3SOp+ZtIi3TQvjWEzcMSFtiz/P37/YA0LyGuShaFJGbqMABKfuAyMGDB/Puu+9SsaJOehWRsmXtwbM89dEmLmfaDnBMz7Ret37T0fM8OWcjKRkWYiJDeKFbg6JoU0RuIpfXIM2dO9edfYiIlAirD5xlyEebSM+yUinAm8TUTDIteQekDYfPMXjeJlIzLNxWL4RZT7TD38ezCDsWkZvB5W3+aWlppKam2j+PjY1l6tSpLF261C2NiYgUtV/3n7GHozsbhTK+ZyPAdtJ1btYdOseTc23h6I76VZg9SOFIpKxwOSDdd999zJ8/H4DExESioqJ4++23uf/++/nggw/c1qCISFH4ZV8CQ+dvJj3LStfGoXzweGsCfW070dKzcgaktQfPMnjeRtIyLXRsUJWZT7TFz1vhSKSscDkgbd26lTvuuAOAzz77jGrVqhEbG8v8+fN577333NagiMjNlpqRxYhF28jIstKtSTX+O6ANvl6eeHvajjJxnmJLz7IwfNFWLmda6dKwKjMGtlE4EiljXF6DlJqaSlBQEADLli3jwQcfxMPDg+joaGJjY93WoIjIzXbsfCrJ6VlU9PNiWv/W9hOus/83w2kEKS7xMompmfh7ezJ9oC1MiUjZ4vIIUr169fjqq684fvw4S5cupVu3bgAkJCRoZ5uIlCpxiZcBqF45wOHxH9nPSnMeQTqVZDsQMrySn8KRSBnlckB69dVXGTt2LLVr1yYqKoqYmBjANprUqlUrtzUoInKz/RF/CYAIs+NTAPIaQdpnr9eBkCJllUtTbJmZmUybNo1ff/0VX19fWrZsab9311138cADD7itQRGRm2nJrjjeXrYPgDa1Kzvcyy0g/fzHaSb98AcArWs51otI2eHSCJK3tze7du0iJCSEVq1a4eFx9WXat29Po0aNXGrm119/pXfv3kRERGAymfjqq68c7huGwcSJE4mIiMDf35/OnTuze/duh5r09HRGjhxJlSpVqFChAn369OHEiRMONRcuXGDgwIGYzWbMZjMDBw4kMTHRpZ5FpPT6YWcczy7aRpbV4L5bI3j6jkiH+95XptgyLAYAP+05zTMfbyHDYqVnszBG3lmvyHsWkaLh8hTbE088wezZs93ZCykpKbRs2ZJp06blev+tt97inXfeYdq0aWzatImwsDDuvvtuLl26ZK8ZPXo0X375JYsXL2b16tUkJyfTq1cvLBaLvaZ///5s376dJUuWsGTJErZv387AgQPd+r2ISMn27e+nGPnJNixWgwdbVeedR27Fy9PxV+LVESQLy3bH8+eFW8i0GNzbPJz3+rWyBygRKXtc3sWWkZHBrFmzWL58OW3btqVChQoO9995550Cv2bPnj3p2bNnrvcMw2Dq1Km89NJLPPjggwB89NFHVKtWjUWLFvHMM8+QlJTE7Nmz+fjjj+natSsACxYsoGbNmvz00090796dvXv3smTJEtavX09UVBQAM2fOJCYmhn379tGwYcMC9y0ipcvX20/y/KfbsRrwUOsavNW3BZ4ephx12Yu0k9OzGL5wK1lWg14twpn6aM4wJSJli8sBadeuXbRu3RqA/fv3O9wzmXL+oimsI0eOEB8fb98tB+Dr60unTp1Yu3YtzzzzDFu2bCEzM9OhJiIigmbNmrF27Vq6d+/OunXrMJvN9nAEEB0djdlsZu3atXkGpPT0dNLT0+2fX7x40e3fo4jcfF9tO8mY/9nC0cNtavDPh3IPR3B1BMlqgNWwTcO9/XBLhSORcsDlgJT90NqiEh8fD0C1atUcrmcfUJld4+PjQ+XKlXPUZH99fHw8oaGhOV4/NDTUXpObSZMm8dprrxXqexCR4pWUlsm4z3dgNeCxdjV584HmeOQRjgCHwx8faFWdfz/cMs8wJSJlS6n7M8h5dMowjBuOWDnX5FZ/o9cZP348SUlJ9o/jx48XsHMRKW6x51LIyLJSJdD3huEIwOzvzZi7GzC6a32FI5FypkAjSGPGjOH111+nQoUKjBkz5rq1rqxBup6wsDDANgIUHh5uv56QkGAfVQoLCyMjI4MLFy44jCIlJCTQoUMHe83p06dzvP6ZM2dyjE5dy9fXF19fX7d8LyLiPvn5IylbXFL2gZD+NwxH2UbdVd/l3kSk9CrQCNK2bdvIzMwEbM9i27ZtW64f27dvd3ujderUISwsjOXLl9uvZWRksGrVKnv4adOmDd7e3g41cXFx7Nq1y14TExNDUlISGzdutNds2LCBpKQke42IlA4LN8TS/s0VLN+T84+e3Ow8kQTkPBBSRMRZgUaQ3n33XftjRH755Re3N5OcnMzBgwftnx85coTt27cTHBzMLbfcwujRo3nzzTepX78+9evX58033yQgIID+/fsDYDabGTJkCC+88AIhISEEBwczduxYmjdvbt/V1rhxY3r06MGwYcP48MMPAXj66afp1auXdrCJlCLz1hxh4rd7APh1/xnubpL3CDDAog3HmLbS9vulQ92Qm96fiJRuBQpIrVq1Ii4ujtDQUCIjI9m0aRMhIe77RbN582a6dOli/zx7Gm/QoEHMmzePcePGkZaWxvDhw7lw4QJRUVEsW7bM/tBcgClTpuDl5cUjjzxCWload911F/PmzcPT8+piy4ULFzJq1Cj7brc+ffrkefaSiJQ8s1cf4fXv9tg/d34UiLMF62N5+atdAAy+rTaPR9e6qf2JSOlXoIBUqVIljhw5QmhoKEePHsVqvf4vpYLq3LkzhmHked9kMjFx4kQmTpyYZ42fnx/vv/8+77//fp41wcHBLFiwoDCtikgxmfXbYd74fi8AtUICiD2XSoYl799F89cd5ZWvbSfuD7m9Di/f2/imHEUiImVLgQLSQw89RKdOnQgPD8dkMtG2bVuHkZlrHT582C0Niohk+3DVISb9aHsO2qg76xFcwYeJ3+7JMyBdOw33dMdIxvdspHAkIvlSoIA0Y8YMHnzwQQ4ePMioUaMYNmyYw/SWiMjNMn3VIf55JRw9d1d9nr+7AYs2HANyn2Kbu+YIr10JR3/qVJcXezRUOBKRfCvwQZE9evQAYMuWLTz33HMKSCJy08UlpTF5iS0cPd+1Ac91tW299/a0BR7ngHQ2Od0+DTe8c13+0l3hSEQKxuWTtOfOnevOPkRE8nT4TAqGAZFVK9jDEVx9FEim0xRb7LkULFaD6pX8FY5ExCWl7iRtESl/TiWmAVC9kr/D9eyHyTqPIJ1KtB0IGVHJT+FIRFyigCQiJZphGGyJvQBAuNMBj9kjSM6LtK/WOwYqEZH8UkASkRLLMAymLN/P4k22Zx92aej4oGl7QLpmBGnazweYt/aorb5R1aJpVETKHJfXIImI3EyGYfDvZfv4z8pDALx8b2N6Ng93qPH2dBxBem/FAd5Zvh+Asd0a8ECrGkXYsYiUJYUaQfrtt994/PHHiYmJ4eTJkwB8/PHHrF692i3NiUj5ZBgGk5dcDUcTejVh6B2ROequHUGa+tN+ezga16MhI+7UQ2ZFxHUuB6TPP/+c7t274+/vz7Zt20hPTwfg0qVLvPnmm25rUETKF8Mw+OePfzB9lS0cTezdhCG318m1NnuR9okLaUz96QAA43s2YnjnekXTrIiUWS4HpDfeeIPp06czc+ZMvL297dc7dOjA1q1b3dKciJQ///zxDz781XYS/9/va8qTt+UejuDqCFK2l+9tzDOd6t7U/kSkfHB5DdK+ffvo2LFjjusVK1YkMTGxUE2JSPl09GyKPRy9fn8zBt7gobIV/a7+cTahV94jTSIiBeVyQAoPD+fgwYPUrl3b4frq1auJjMy5VkBE5EaOnE0BoFFY0A3DEUCY2Y83H2hOSKAP3ZuG3ez2RKQccTkgPfPMMzz33HPMmTMHk8nEqVOnWLduHWPHjuWVV15xZ48iUopdupxJ0DUjPddzKsl2IGREpfyfX9Q/6haX+hIRuR6XA9K4ceNISkqiS5cuXL58mY4dO+Lr68vYsWMZMWKEO3sUkVLIajV46atdLN50jP/2b51ji35u9WsPngNyHggpIlLUCnUO0j/+8Q9eeukl9uzZg9VqpUmTJgQGBrqrNxEppSxWg3Gf7eDzrScA2HUq6boBKTtMfb8zDpMJejTTdJmIFK9CHxQZEBBAGMifKwAAIABJREFU27Zt3dGLiJQBFqvBX/7vd77YdtJ+zflZadeyWg3+9uVOFm86jskEbz/ckjvq6wRsESleLm/znzRpEnPmzMlxfc6cOUyePLlQTYlI6ZRlsTLmf9v5YttJvDxMtKxhBiDTYuRab7EavPj5DhZvOo6HCaY8cisPttbp1yJS/FwOSB9++CGNGjXKcb1p06ZMnz69UE2JSOmTZbHy/P9+5+vtp/DyMDGtf2vubFQNgPRcRpCyp+H+b8sJWzh69Fbub1W9qNsWEcmVywEpPj6e8PCcawqqVq1KXFxcoZoSkdLFMAye+3Q73/5+Cm9PE/8d0JoezcLsBzlmWqw56rPXKHl6mHivXyvuu1XhSERKDpcDUs2aNVmzZk2O62vWrCEiIqJQTYlI6fL7iSS+3xGHt6eJDwa0oduVM4m8PU1AzjVI+05fsoej9/u1olcL/c4QkZLF5UXaQ4cOZfTo0WRmZnLnnXcCsGLFCsaNG8cLL7zgtgZFpOSLPWc74LH1LZXp2qSa/brvNQ+TdaxPBaBZdTP33GD7v4hIcSjUOUjnz59n+PDhZGRkAODn58eLL77I+PHj3dagiJR8cUmXgZznF+U1xRaXeOVASJ13JCIllMsByWQyMXnyZCZMmMDevXvx9/enfv36+Pr6urM/ESnhMrKsrNp3BoAws+MJ2N6eV0aQrglImRYrK+31CkgiUjIV+hykwMBA2rVr545eRKSUSc+yMHzBVtYdPoePlwe9WjhOl/k4TbFlWqyM+mQbq/afwdvTRO+WWnskIiVToQLSihUrWLFiBQkJCVitjkPouZ2RJCJlx+VMC39esIWV+87g6+XB7EHtaFbd7FDjc80IUkaWlZGfbGXp7tP4eHrw/+3dd3TUZb7H8fekh5BCCKSQ0Jt0QklA6oqw7K66F3UBFUEg4GUtgOjadsWy6noFWUVBikiHvRZW110QFBAuBqlKkyYQIAmhpZFkMpn53T+GDMykAOnl8zpnzoH5PRm+c84k+fA8z+/7zB0VTXTjepVRuojIDZU4IL388su88sordO/enfDwcEwmU1nWJSJVWI7FysSlu9h85Dw+nvZwdHvLkALj8meQrpjz+OOK3aw/eA4vDzc+HNWNgW0aVnTZIiI3rcQBae7cuXz88ceMGjWqLOsRkSoux2IlbslOthy9gK+nOwvHdKd3i4LhCK7NIB05l8mRc5l4ebgx/+Hu9G+to0REpGorcUDKzc2ld+/eZVmLiFRxVpvB+MU72XrsAnW83PloTA9im9cvcnz+DBLYb/lfMLq7zlkTkWqhxI0ix48fz4oVK8qyFhGp4naevMTWY/aZo48f6VlsOAIIqWu/q9XH042PxvRQOBKRaqPEM0g5OTnMmzePDRs20KlTJzw9PZ2uz5w5s9TFiUjVcvqyvX9R96b16Nks+Ibjm4b4sWhMD6KCfWnZ0L+8yxMRKTMlDkg//fQTXbp0AWD//v1lVpCIVJzcPBvHUjK5Ldz/pm60yG/w6NoQsjgD22oztohUPyUOSBs3bizLOkSkgqXnWBj90Q/sSUhl7kPR/LpD8Ud+XDHnseHQOQDCXRpCiojUNLcUkKZOncqrr76Kn58fU6dOLXKcyWRixowZpS5ORMpHWraFhz/6gR9PpwKQcCmr2PGZ5jweWfQDP55Jw9/bg7u7qMGjiNRstxSQ9uzZg8Vicfy5KOqJJFJ1pWVZGPXRdn46k+Z4zvUw2etl5FgYs2gHu05dxt/Hg6XjYmjRoG5FlCoiUmluKSBdv6ymJTaR6ic1K5eHFm5n/9l0gv28aBPqz/e/XCTXahQ6/vpluAAfD5aNj6FTZFAFVy0iUvFKfJu/iFQvl6/k8sB8eziq7+fFyrhY2kUEAIXPIKVlWxi10B6OAn09WREXq3AkIrVGiQNSdnY2WVnX9i2cOnWKWbNmsW7dujIpTETKTo7FygMLtnMwKZ2Qul6snBBLmzB/PK92urZYnQNSbp6Nhxdu58fTqQTV8WT5+JgC56yJiNRkJQ5I99xzD0uWLAEgNTWVmJgYZsyYwe9//3vmzJlTZgWKSOltPnKeQ0np1Kvjycq4WFqH2nsS5Xe6dp1B+v6Xi/YN2T4erBgfq3AkIrVOiQPS7t276du3LwCffPIJoaGhnDp1iiVLlvDuu++WWYEiUnqJV/sX9WpRn1ah1xo2ehcRkM5ebQjZo2mwYxlORKQ2KXFAysrKwt/f/oP266+/ZtiwYbi5uREbG8upU6fKrEARKb2ktBygYP8iT3f7HaeuS2xJabfeEFJEpCYpcUBq2bIla9as4fTp06xbt47BgwcDkJKSQkCA/scpUlWczzCz/qC9wWNEkHNA8rq6B8l8XUC6dCWXtfuTCx0vIlJblDgg/eUvf2HatGk0bdqUmJgYevXqBdhnk7p27VpmBYpIyaWk5zBi3vecuHCFsAAf7urk3C3by8MdAMvVJbaLmWYemB/P0ZRMQup68/uujSq8ZhGRqqDER43cd9999OnTh6SkJDp37ux4/o477uC//uu/yqQ4ESm5c+k5PLxoF79cuEJ4oA8r42JpGOC8ZJa/xJZrtXE+w8yDC+I5ci6Thv7erIiLpZFmkESklipxQAIICwsjLCzM6bmePXuWqiARKb1UMzz00U5OXsyiUZAvK+NiaVy/ToFx+XexnUs3M3J+PMdSMgkN8GZlXCzN1S1bRGqxUgUkEal6ktJyeO+gOxdy7OFo1YRYooILhiO4tgfpUFI6AGEBPqycEEuzEL8Kq1dEpCpSQBKpQTJyLDy4cAcXckxE1rOHo8h6hYcjuDaDBBARaA9HTeorHImIKCCJ1CCbDp/n9OVsAr0Mlo/tXmw4AhwzS8Utw4mI1EYKSCI1SH7/opYBxk3dot861J+1k/vSKMgXfx/P8i5PRKTaKNVhtVu2bOGhhx6iV69enD17FoClS5eydevWMilOpLZLy7bw/fGL2GzGTY3PbwgZ5HXz/0bbsACFIxERFyUOSJ9++ilDhgzB19eXPXv2YDabAcjIyOD1118vswJFaquzqdnc9d5WRs6PZ8uxCzccfy49h28OpQAQ5HVzgUpERApX4oD02muvMXfuXObPn4+n57X/ffbu3Zvdu3eXSXEitdWZy1mMmPc9CZeyAEi+unRWlOS0HEbMiyfhUhYRgT50DVFAEhEpjRIHpMOHD9OvX78CzwcEBJCamlqqokRqs9OXshj+YTynL10LRa6HyV4vKS3b0S27UZAvy8f1wF8rZiIipVLigBQeHs6xY8cKPL9161aaN29eqqJEaquEi1mMmBfP2dRsmoX4Eds8GABzEQHpbGo2wz+M5+TFLCLr+bJ6YiyR9dT9WkSktEockCZOnMiTTz7J9u3bMZlMJCYmsnz5cqZNm8akSZPKskaRWuHUxSuMmPc9Z1Ozad7Aj1UTYmkUZL/t3mItuGR2/TJc4+A6rJ7Y64a39YuIyM0p8W3+zzzzDGlpaQwcOJCcnBz69euHt7c306ZN47HHHivLGkVqvIuZZoZ/GE9yeg4tGvg5zk3Lb+TousSWlm1hxLx4zlzOpkn9OqyMi72p2/pFROTmlKoP0l//+ldeeOEFDh48iM1mo127dtStq/ObRG7V+oPnSE7PoXFwHVZOiKWhv/1QWe+rAclidQ5IG39O4czlbCICfVg9oRdhgT4FXlNEREquVAEpJyeH/fv3k5KSgs1mIzk52XHt7rvvLnVxIrVFYqp9Q3bfViGOcATg6W4CINclIJ29Or5XixCFIxGRclDigLR27VpGjRrFxYsXC1wzmUxYrdZSFSZSmyRebfAY7hJ2ilpiy++YHRGkcCQiUh5KvEn7scce4w9/+ANJSUnYbDanh8KRyM07ei6DjT/bGzy6brL2cncHnGeQTly4wtcHzl0dr31HIiLlocQBKSUlhalTpxIaGlqW9YjUKoeTMxg5P56LV3K5LTyAO9s5fz+5ziAdP5/JiHnfk5JhplXDugztGF7hNYuI1AYlDkj33XcfmzZtKsNSRGqXn5PTGTk/nguZubSPCGDF+Bj8vJ1XvfP3IFmsNo6lZDJyXjzn0s20Dq3LygmxBOgMNRGRclHiPUizZ8/m/vvvZ8uWLXTs2NHpuBGAJ554otTFidRUBxPTeXBBPJezLHRsFMjScT0JqlPwhNn8u9jsM0fxXMg00zbMn+XjY6hf17uiyxYRqTVKHJBWrFjBunXr8PX1ZdOmTZhMJsc1k8mkgCRShAOJaTy4YDupWRY6RwayZGwMgXUKnwnKX2LbfzYdgLZh/qyIiyXYr2CYEhGRslPigPTiiy/yyiuv8Oyzz+LmVuKVOpFaJTE1mwfmbyct20KXqCAWj+1JoG/Ry2Se7te+t9qFB7B8fAz1FI5ERMpdiQNSbm4uw4cPVzgSuQXrD54jLdtC69C6LBnX84Z7iFo0sDde7dAogGXjYgpdhhMRkbJX4nQzevRoVq9eXZa1iNR4SVf7HfVuEXJTG6w7RwWx9U8DWTPpdoUjEZEKVOIZJKvVyltvvcW6devo1KlTgU3aM2fOLHVxIlXd0XMZ7D2dyr3Rkbi5mW44viQNHnUArYhIxStxQNq3bx9du3YFYP/+/U7Xrt+wLVJT/XDiEmMW/UBWrpXGwXWIaV6/2PF7Ei7z7SF7Q8jGwQo9IiJVWYkD0saNG8uyDpFqJf6Xi4z9eAdZufau8Zezcosdv+vUZUZ/9AOZ5jx6NgtmYNuGFVGmiIiUULXaYT19+nRMJpPTIywszHHdMAymT59OREQEvr6+DBgwgAMHDji9htls5vHHHyckJAQ/Pz/uvvtuzpw5U9FvRaqxbccv8Miia+EIwOxyVtr1dp68xMMLt5NpziO2eTAfP9IDbw/3iihVRERK6JZmkKZOncqrr76Kn58fU6dOLXZsee1Bat++PRs2bHD83d392i+at956i5kzZ/Lxxx/TunVrXnvtNe68804OHz6Mv78/AJMnT+bLL79k1apV1K9fn6eeeorf/e537Nq1y+m1RArzf8cuMG7xDnIsNvq3bkBuno3vf7lY4DDZfNcvw/VqXp+FY7pTx6vEE7ciIlJBbukn9Z49e7BYLI4/F6U89yB5eHg4zRrlMwyDWbNm8cILLzBs2DAAFi9eTGhoKCtWrGDixImkpaWxcOFCli5dyqBBgwBYtmwZUVFRbNiwgSFDhpRb3VL9bTl6nvGLd2LOszGwTQPmPNSNx1favw8sVqPA+OuX4fq0DGH+w93x9VIIFxGpDm4pIG3cuJGxY8fy97//vdL2IB09epSIiAi8vb2JiYnh9ddfp3nz5pw4cYLk5GQGDx7sGOvt7U3//v3Ztm0bEydOZNeuXVgsFqcxERERdOjQgW3bthUbkMxmM2az2fH39PT08nmDUiX9nJzOuMU7yc2zMei2hrz/YDTeHu7XHSZrdRp//HwmjyzaQbbFSt9W9nDk46lwJCJSXdzyHqTFixeTnZ1dHrXcUExMDEuWLGHdunXMnz+f5ORkevfuzcWLF0lOTgYgNNT5NPTQ0FDHteTkZLy8vKhXr16RY4ryxhtvEBgY6HhERUWV4TuTqm7DwXPk5tno0bQeHzzYzbGHyPtqp2vXGaSNP6eQbbHSOTJQ4UhEpBq65YBkGAWXEirK0KFDuffee+nYsSODBg3iq6++AuyhLZ/r8p5hGDdc8ruZMc899xxpaWmOx+nTp0v4LqQ6ym/w2Kt5fcesEVw7CiTX6rwHKTHVPj6meX2FIxGRaqhEd7FVlT5Hfn5+dOzYkaNHjzr2JbnOBKWkpDhmlcLCwsjNzeXy5ctFjimKt7c3AQEBTg+pPfIDUniQr9Pz+WHJ9S62/IaQ4YE33xBSRESqjhIFpNatWxMcHFzsoyKYzWYOHTpEeHg4zZo1IywsjPXr1zuu5+bmsnnzZnr37g1At27d8PT0dBqTlJTE/v37HWNEXK0/eI4tR88D0LS+n9M1T8cS27WAtPnIeb752d4QsmmI83gREakeSnS/8csvv0xgYGBZ13JD06ZN46677qJx48akpKTw2muvkZ6ezujRozGZTEyePJnXX3+dVq1a0apVK15//XXq1KnDAw88AEBgYCDjxo3jqaeeon79+gQHBzNt2jTHkp2Iq3UHknlsxW4sVoPfdgwnpplz+L+2SdsekDYeTmHi0l3k5tm4s10o/Vo1qPCaRUSk9EoUkEaMGEHDhhXfCfjMmTOMHDmSCxcu0KBBA2JjY4mPj6dJkyYAPPPMM2RnZzNp0iQuX75MTEwMX3/9taMHEsA777yDh4cHf/jDH8jOzuaOO+7g448/Vg8kKeA/+5J4fOUe8mwGd3WO4J0/dC5w3lp+QLJYbXxz6Bz/vWw3uVYbQ9qH8t7IaNxv4nw2ERGpem45IFXm/qNVq1YVe91kMjF9+nSmT59e5BgfHx/ee+893nvvvTKuTmqSr35K4olVe7DaDO7pEsGM+zvj4V5wRdrL3f798P3xi6z8IQGL1WBohzDeHdnVsfwmIiLVzy0HpMq8i02kInz5YyKTV+/FajMY1rUR/3N/5yJngvJnkI6mZALw247hzBrRReFIRKSau+WAZLMVfeaUSHW3O+EyT67ag82A+7pF8rd7OxW7THZ9EMpfhitspklERKoXHQolcp1Nh89jM2BAmwa8dW+nAnuOXHWJCsLH0427OkXwxrCOCkciIjWEApLIdZJS7f2Lujepd8NwBNC1cT1+emmIU/NIERGp/vRTXWq0dQeSeWf9EWy2m9s7l98QMizQ9wYjr1E4EhGpeTSDJDXW0vhT/HnNfgDuuK0hnSKDih3/j52n+b/jFwBo0UANHkVEajMFJKmRlnx/kr/884Dj75nmvGLHr96RwLOf7cMwYFRsE7pEFR+mRESkZlNAkhpn0f+d4OUvDwLgZgKbca3TdWFW/pDAc5/tA2BM76a8dFe7KnPeoIiIVA5tnpAaZeHWa+Hovwe0cCyrFRWQlsWfcoSjR25XOBIRETsFJKkx5n/3C6/+yx6O/jiwBc8MaXPdUSAFN2kv+f4kL17dozS+TzP+8juFIxERsdMSm9QI3xw6x1//fQiAJ37Vkil3tsZkMuGdf5is1eo0fuvRC449ShP6Nee5oW0VjkRExEEBSWqErcfsd58Ni27E1MFtHM97XW3c6LrEln+32m87hisciYhIAVpikxohKdXev6izy638nkUEpPyGkJ0iAxWORESkAAUkqRHOpGYBEBbo4/S8l2OJzXkP0pnL9oAUHnTzDSFFRKT2UECSam/WhiPsP5sOQKuGdZ2uOQLSdTNIczcfZ+epywC0DnUeLyIiAtqDJNWYYRi8s+Eo735zFIA//botzRs4Bx7XJbYPNh3jrbWHAXjyjla0DQuowIpFRKS6UECSaskwDGauP8J73x4D4PnftGVCvxYFxnk7bvO3Mfvbo7z99REApt7ZmifuaFVxBYuISLWigCTVjmEY/M+6w3yw6TgAL/72Nsb3bV7o2Pwltk93n3EcRDttcGse+5XCkYiIFE0BSaoVwzB4c+3PfLj5FwD+8rt2jO3TrMjx+bf554ejZ37dhkkDWpZ/oSIiUq0pIEm18s+9iY5w9PLd7Rndu2mx4/P3IAE8N7QtE/sXXIYTERFxpbvYpFrZcfISAA/3anLDcAQwoE0Dmof4Mf2udgpHIiJy0zSDJNVK/lLZzd591jkqiG+nDSjHikREpCbSDJJUGpvNYNaGI/zpk5+w2QoeJuvKMAwSLtkbQoYH+dxgtIiISMlpBkkqhc1m8Nxn+1i98zQAcf2a07Jh0U0bDcPgpS8OcCwlEzcTtAn1r6hSRUSkFlJAkgpntRk8++lP/O+uM47ncizWIsfbbAZ/+WI/y+ITMJngzWGdiNARISIiUo4UkKRCWW0Gz3zyE5/uPoObyX6XmTnPRq7VVuh4m83ghTX7WfmDPRz9z32dua9bZAVXLSIitY32IEmFsdoMnv7fH/l09xnc3Uy8O7IrkfXsM0GWvIIByWYzeP7zfaz8IQE3E8y4X+FIREQqhgKSVIg8q42p/9jLZ3vO4uFm4r2RXfldp4hrZ6W5zCDZbAZ/+vQnVu04jZsJ3hnehWHRCkciIlIxtMQmFWLx96f4595EPNxMzH4gml93CAOunZWW6zKDtHJHAv+7yz7T9M7wLtzdOaLCaxYRkdpLM0hSIX48nQrAY79q6QhHcK3TtcVlBil//IR+zRWORESkwikgSYVISssGoEUD51v58w+TNbvMIOU3hHQdLyIiUhEUkKTcWaw2R4PHCJcGj/kByWK91igyz2rj5MUrAIQHqiGkiIhUPAUkKVe5eTb+uHw359LN+Hq607KBc4NHxybtqzNIeVYbU/7xI6cvZePl4UZrNYQUEZFKoE3aUm7MeVb+uHwPGw6dw8vDjTkPRRNYx9NpjJdjk7YVi9XG5FV7+WpfEp7uJmaP7EoDf+/KKF1ERGo5BSQpF+Y8K/+9bDff/pyCt4cb8x/uTr/WDQqM87o6g5RlsfLEyj38Z38yXu5ufPBgNIPahVZ02SIiIoACkpSDHIuVR5ftYtPh83h7uLFwdA/6tAopdGx+QPpg43EyzXl4ubvx4ahuDGzbsCJLFhERcaKAJGUqx2JlwtJdfHfkPD6ebnw0uge9WxYejuDaElumOQ8vDzfmjerGgDYKRyIiUrkUkKRMLdjyC98dOY+vpzsfjelBrxb1ix3v42kPSN4ebsx7uDv9C1mGExERqWgKSFKmDiSmAzDlzlY3DEcAv+/aiGMpmcT1a07vFkXPNImIiFQkBSQpU4lXGzw2qe93U+PbRwSy6JGe5VmSiIjILVMfJClSpjmPiUt3Mu7jHRiGccPxWbl5nM5vCBnoW97liYiIlBvNIEmh0nMsjPnoB3Yn2M9ES8kwExpQdFfrK+Y8Hvl4B5eu5BLo60nzBjc3gyQiIlIVKSBJAek5Fh5e+AN7rx4YC9c6XRcm05zH2EU7+OHkJfy9PVj0SA/8vPXREhGR6ktLbOIkLdvCqAXb2Xs6laA6ntc6XVsLD0gZV2eafjh5CX8fD5aOjyG6cb2KLFlERKTMKSCJQ2pWLg8t2M6PZ9KoV8eTFeNjCfCxzwQVNoOUnmNh9Ec/sPPUZQJ8PFg+PoYuUUEVXbaIiEiZ0zqIAPZw9OCC7RxITCfYz4vl42O4LTzA0ena4jKDdP0yXKCvJ8vGxdAxMrAyShcRESlzCkgCwLvfHONAYjr1/bxYERdLmzB/4PrDZJ0D0pxNxx3LcMvGxdChkcKRiIjUHFpiEwAOn7M3ePzT0LaOcATg6V54QDqSnAHAU3e2VjgSEZEaRwFJAEi62uAxsp5z/6KiNmknOsbXqYDqREREKpYCknAh00xiajZQsMFjYUtsqVm5nLnaEDI8qOjeSCIiItWVAlItdz7DzMh58eRYbEQF+9LIZQbJscR2dQbp8pVcHpi/nQxzHqEB3jS9ySNFREREqhNt0q7FUjJyeGD+do6lZBIa4M3iR3o6AlE+7+tmkC5dsd/pdigpnZC6XiwdF4OPp3tllC4iIlKuFJBqqZT0HEbOj+f4+SuEB/qwMi6WpiEFZ4PyA1Nyeg4PzI/n5+QMGvh7szIuhpYN/QuMFxERqQkUkGqh5DR72PnlwhUiAn1YOSGWJkUsleX3QZrx9RGsNoOG/t6snBBLiwZ1K7JkERGRCqWAVMskp+UwYt73nLyYRaMgX1ZNiCUquOg70fI3aVttBqEB3qyMi6W5wpGIiNRwCki1zN+/OcLJi1lE1vNlZVzx4QhwHDpb3DKciIhITaOAVMscT7kCwNND2twwHAGM69OUOl7ujOnd9KbGi4iI1AQKSNWczWYA4OZmuqnxiWn2fkeNgnxvMNKuZUN//vy7diUrTkREpJpSH6Rq7OSFK9wxczP3zt2GYRg3HH/6Uhbn0u0dsMNvMiCJiIjURppBqqZ+OZ/JyPnxnEs3A2DOsxXbk+j0pSxGzIvHYjVoE+pPeIA6YIuIiBRFM0jV0PHzmYyYdy0cgT0gFeXUxSsM//B7zqZm0zzEj8Vje970kpyIiEhtpIBUzRxLyWDEvHhSMsy0DbvWqDG3iIB08sIVRsyLJzEth+YN/Fg1IZawQM0eiYiIFEcBqRo5ei6DEfO2c/5qOFoRF+to5GixFgxIv5zPZPi870lKy6Flw7qsmhBLQy2tiYiI3JACUjWRP3N0IdNMu/AAVsbFEuzn5Wjk6DqDdOLqzNG5dDOtQ+uyMi6Whv4KRyIiIjdDAamamPH1ES5eyaV9RAAr4mKo5+cFXOt0nesyg/TuN0cdy3Ar4mJp4O9d4TWLiIhUVwpI1cSJC/YGj9OGtCGojpfjeU93+2Zr1xmkX66OnzyoNSF1FY5ERERuhQJSNZGUZu9fFBHo3L+oqBmk5KsNISOCtKwmIiJyqxSQqoH9Z9NIy7YAEO4SeBybtK+bQTqcnEFKhr0FQHigGkKKiIjcKgWkKm7fmTQemB8PQJ+WIQT4eDpd93R3nkE6lJTOyPnxGAZ0b1KPkLpeiIiIyK2p1QHpgw8+oFmzZvj4+NCtWze2bNlS2SU5+fF0Kg8siCc9J4/oxkHMeSi6wBjv6+5iO5BoD1OXruTSsVEgC0f3wGRSQ0gREZFbVWsD0urVq5k8eTIvvPACe/bsoW/fvgwdOpSEhITKLg2AvadTeWjBdjJy8ujepB5LxsXg7zJ7BNdmkPYkpPLggu1czrLQOTKQZeNjCKxTcLyIiIjcWK0NSDNnzmTcuHGMHz+e2267jVmzZhEVFcWcOXMquzROZMCYxbvIMOfRs2kwH4/tSV3vwo/Ny9+kPXvjMVKzLHSJCmLp+BgCfRWORERESqpWBqTc3Fx27drF4MGDnZ4fPHgw27ZtK/RrzGYz6enpTo/ysDshlTmH3LlithLTLJhFj/QoMhzBtYAEEN04iKXjehbYpyQiIiK3plYGpAsXLmC1WgkNDXV6PjQ0lOST60vRAAAK1UlEQVTk5EK/5o033iAwMNDxiIqKKvO6cvNsTPnHT5itJmKb1WPRIz3wKyYcAdS72hOpuGU4ERERuTW1MiDlc93AbBhGkZuan3vuOdLS0hyP06dPl3k9Xh5uvD+yC12Cbcx7KJo6XsWHI4Cpd7bm1d93YHExy3AiIiJya2rlb9SQkBDc3d0LzBalpKQUmFXK5+3tjbd3+Xek7tAogEfa2PD1cr+p8VHBdRgV26ScqxIREaldauUMkpeXF926dWP9+vVOz69fv57evXtXUlUiIiJSVdTKGSSAqVOnMmrUKLp3706vXr2YN28eCQkJPProo5VdmoiIiFSyWhuQhg8fzsWLF3nllVdISkqiQ4cO/Pvf/6ZJEy1XiYiI1Ha1NiABTJo0iUmTJlV2GSIiIlLF1Mo9SCIiIiLFUUASERERcaGAJCIiIuJCAUlERETEhQKSiIiIiAsFJBEREREXCkgiIiIiLhSQRERERFwoIImIiIi4qNWdtEvDMAwA0tPTy/R1LRYLWVlZpKen4+npWaavLbWDPkNSGvr8SGlV9c9Q/u/t/N/jRVFAKqGMjAwAoqKiKrkSERERuVUZGRkEBgYWed1k3ChCSaFsNhuJiYn4+/tjMpnK7HXT09OJiori9OnTBAQElNnrSu2hz5CUhj4/UlpV/TNkGAYZGRlERETg5lb0TiPNIJWQm5sbkZGR5fb6AQEBVfKDJdWHPkNSGvr8SGlV5c9QcTNH+bRJW0RERMSFApKIiIiIC/fp06dPr+wixJm7uzsDBgzAw0MroFIy+gxJaejzI6VVEz5D2qQtIiIi4kJLbCIiIiIuFJBEREREXCggiYiIiLhQQBIRERFxoYBUxXzwwQc0a9YMHx8funXrxpYtWyq7JKlkc+bMoVOnTo6ma7169eI///mP43pmZiaPPfYYkZGR+Pr6cttttzFnzpxCX8swDIYOHYrJZGLNmjUV9RakkjVt2hSTyVTg8cc//tEx5tChQ9x9990EBgbi7+9PbGwsCQkJjuvJycmMGjWKsLAw/Pz8iI6O5pNPPqmMtyPl7LvvvuOuu+4iIiKi0J8Vn332GUOGDCEkJASTycTevXsLvMaAAQMKfN5GjBjhuH7y5EnGjRtHs2bN8PX1pUWLFrz00kvk5uaW+/u7WQpIVcjq1auZPHkyL7zwAnv27KFv374MHTrU6YeU1D6RkZG8+eab7Ny5k507d/KrX/2Ke+65hwMHDgAwZcoU1q5dy7Jlyzh06BBTpkzh8ccf55///GeB15o1a1aZHo0j1cOOHTtISkpyPNavXw/A/fffD8Dx48fp06cPbdu2ZdOmTfz444/8+c9/xsfHx/Eao0aN4vDhw3zxxRfs27ePYcOGMXz4cPbs2VMp70nKz5UrV+jcuTOzZ88u8vrtt9/Om2++WezrxMXFOX3uPvzwQ8e1n3/+GZvNxocffsiBAwd45513mDt3Ls8//3yZvpdSMaTK6Nmzp/Hoo486Pde2bVvj2WefraSKpKqqV6+esWDBAsMwDKN9+/bGK6+84nQ9OjraePHFF52e27t3rxEZGWkkJSUZgPH5559XWL1StTz55JNGixYtDJvNZhiGYQwfPtx46KGHiv0aPz8/Y8mSJU7PBQcHOz6HUjMV97PixIkTBmDs2bOnwLX+/fsbTz755C39W2+99ZbRrFmzEtVZHjSDVEXk5uaya9cuBg8e7PT84MGD2bZtWyVVJVWN1Wpl1apVXLlyhV69egHQp08fvvjiC86ePYthGGzcuJEjR44wZMgQx9dlZWUxcuRIZs+eTVhYWGWVL1VAbm4uy5YtY+zYsZhMJmw2G1999RWtW7dmyJAhNGzYkJiYmALLKn369GH16tVcunQJm83GqlWrMJvNDBgwoHLeiFR5y5cvJyQkhPbt2zNt2jQyMjKKHZ+WlkZwcHAFVXdj1bfFZQ1z4cIFrFYroaGhTs+HhoaSnJxcSVVJVbFv3z569epFTk4OdevW5fPPP6ddu3YAvPvuu8TFxREZGYmHhwdubm4sWLCAPn36OL5+ypQp9O7dm3vuuaey3oJUEWvWrCE1NZUxY8YAkJKSQmZmJm+++SavvfYaf/vb31i7di3Dhg1j48aN9O/fH7BvARg+fDj169fHw8ODOnXq8Pnnn9OiRYtKfDdSVT344IM0a9aMsLAw9u/fz3PPPcePP/7oWN51dfz4cd577z1mzJhRwZUWTQGpinHdH2IYhvaMCG3atGHv3r2kpqby6aefMnr0aDZv3ky7du149913iY+P54svvqBJkyZ89913TJo0ifDwcAYNGsQXX3zBt99+q70iAsDChQsZOnQoERERANhsNgDuuecepkyZAkCXLl3Ytm0bc+fOdQSkF198kcuXL7NhwwZCQkJYs2YN999/P1u2bKFjx46V82akyoqLi3P8uUOHDrRq1Yru3buze/duoqOjncYmJiby61//mvvvv5/x48dXdKlFUkCqIkJCQnB3dy8wW5SSklJgVklqHy8vL1q2bAlA9+7d2bFjB3//+9+ZNWsWzz//PJ9//jm//e1vAejUqRN79+7l7bffZtCgQXz77bccP36coKAgp9e899576du3L5s2barotyOV5NSpU2zYsIHPPvvM8VxISAgeHh6OGcl8t912G1u3bgXs/7ufPXs2+/fvp3379gB07tyZLVu28P777zN37tyKexNSLUVHR+Pp6cnRo0edAlJiYiIDBw6kV69ezJs3rxIrLEh7kKoILy8vunXrVmD6cf369fTu3buSqpKqyjAMzGYzFosFi8WCm5vzt7K7u7tjZuDZZ5/lp59+Yu/evY4HwDvvvMOiRYsqvHapPIsWLaJhw4aOMA32nz09evTg8OHDTmOPHDlCkyZNAPseNqDYz5lIcQ4cOIDFYiE8PNzx3NmzZxkwYADR0dEsWrSowOersmkGqQqZOnUqo0aNonv37o40nZCQwKOPPlrZpUklev755xk6dChRUVFkZGSwatUqNm3axNq1awkICKB///48/fTT+Pr60qRJEzZv3sySJUuYOXMmAGFhYYVuzG7cuDHNmjWr6LcjlcRms7Fo0SJGjx5d4IT1p59+muHDh9OvXz8GDhzI2rVr+fLLLx2zi23btqVly5ZMnDiRt99+m/r167NmzRrWr1/Pv/71r0p4N1KeMjMzOXbsmOPvJ06cYO/evQQHB9O4cWMuXbpEQkICiYmJAI5wnf+z5vjx4yxfvpzf/OY3hISEcPDgQZ566im6du3K7bffDthnjgYMGEDjxo15++23OX/+vOPfqzI3klTyXXTi4v333zeaNGlieHl5GdHR0cbmzZsruySpZGPHjnV8Jho0aGDccccdxtdff+24npSUZIwZM8aIiIgwfHx8jDZt2hgzZsxw3MJdGHSbf62zbt06AzAOHz5c6PWFCxcaLVu2NHx8fIzOnTsba9ascbp+5MgRY9iwYUbDhg2NOnXqGJ06dSpw27/UDBs3bjSAAo/Ro0cbhmEYixYtKvT6Sy+9ZBiGYSQkJBj9+vUzgoODDS8vL6NFixbGE088YVy8eNHxbxT1GlUplpgMwzAqOpSJiIiIVGVVa8FPREREpApQQBIRERFxoYAkIiIi4kIBSURERMSFApKIiIiICwUkERERERcKSCIiIiIuFJBEREREXCggiYiIiLhQQBIRERFxoYAkIiIi4kIBSURERMTF/wOmfUKzTo5xHgAAAABJRU5ErkJggg==\n", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"n = 1200\n", | |
"for pcap_path, config in datasets:\n", | |
" for stamp, cloud in vd.read_pcap(str(pcap_path), config):\n", | |
" t = (stamp % 1 + cloud[:, 5])[12*32*20:][:n] * 1e6\n", | |
" t -= t[0]\n", | |
" plt.plot(t)\n", | |
" plt.suptitle(pcap_path.name)\n", | |
" plt.ylabel(r\"Time since first packet [$\\mathrm{\\mu s}$]\")\n", | |
" plt.xticks(list(range(0, n, 12*32)))\n", | |
" plt.grid(axis=\"x\")\n", | |
" plt.show()\n", | |
" break" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"id": "871333c4-7a28-471e-9328-3a4eba8cacaf", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"n = 1200\n", | |
"for pcap_path, config in datasets:\n", | |
" for stamp, cloud in vd.read_pcap(str(pcap_path), config):\n", | |
" if \"dual\" in pcap_path.name.lower():\n", | |
" cloud = cloud[::2]\n", | |
" t = (stamp % 1 + cloud[:, 5])[12*32*20:][:n] * 1e6\n", | |
" t -= t[0]\n", | |
" plt.plot(t, label=pcap_path.name)\n", | |
" plt.ylabel(r\"Time since first packet [$\\mathrm{\\mu s}$]\")\n", | |
" plt.xticks(list(range(0, n, 12*32)))\n", | |
" plt.grid(axis=\"x\")\n", | |
" plt.legend(fontsize='x-small')\n", | |
" break" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "5ed8b28a-df35-44be-87e4-b02e333f3db5", | |
"metadata": {}, | |
"source": [ | |
"## Point azimuth angles" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"id": "19fa572b-0b24-4eea-b023-98724d151a00", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"n = 3200\n", | |
"for pcap_path, config in datasets:\n", | |
" for stamp, cloud in vd.read_pcap(str(pcap_path), config):\n", | |
" az = (cloud[:, 3])[12*32*20:][:n]\n", | |
" az -= az[0]\n", | |
" plt.plot(az)\n", | |
" plt.suptitle(pcap_path.name)\n", | |
" plt.ylabel(r\"Azimuth angle [deg]\")\n", | |
" plt.xticks(list(range(0, n, 12*32)))\n", | |
" plt.grid(axis=\"x\")\n", | |
" plt.show()\n", | |
" break" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"id": "1e241100-7f5b-4ff1-afb7-cc7484355027", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"n = 1200\n", | |
"for pcap_path, config in datasets:\n", | |
" for stamp, cloud in vd.read_pcap(str(pcap_path), config):\n", | |
" if \"dual\" in pcap_path.name.lower():\n", | |
" cloud = cloud[::2]\n", | |
" az = (cloud[:, 3])[12*32*20:][:n]\n", | |
" az -= az[0]\n", | |
" plt.plot(az, label=pcap_path.name)\n", | |
" plt.ylabel(r\"Azimuth angle [deg]\")\n", | |
" plt.xticks(list(range(0, n, 12*32)))\n", | |
" plt.grid(axis=\"x\")\n", | |
" plt.legend(fontsize='x-small')\n", | |
" break" | |
] | |
} | |
], | |
"metadata": { | |
"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": "3.8.10" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 5 | |
} |
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