{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Conveyance Curve\n", "\n", "In ICM, the conveyance curve needs to be reviewed to avoid this [particular problem](http://help.floodmodeller.com/floodmodeller/Technical_Reference/1D_Nodes_Reference/Rivers/Conveyance_and_Cross-Section_Property_Display.htm).\n", "\n", "```\n", "\"A common cause of instabilities in a model is a decrease in conveyance with increasing stage, \n", "therefore the conveyance plotting tool gives the modeller a quick reference to check that conveyance \n", "increases monotonically and smoothly with stage. A decrease in conveyance as the water level goes out-of-bank \n", "may be rectified by adding a panel marker at bank level.\"\n", "```\n", "\n", "In this notebook, I'll go through the steps to see how panel markers are impacting the conveyance curve." ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "# Channel Conveyance\n", "\n", "Using manning's equation the discharge at a given cross section can be calculated using the cross section geometry, manning's n and the slope of channel.\n", "\n", "\n", "\n", "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Panel\n", "In general, as water rises in the cross section, its area increases, and the wetted perimeter increases. In general, the area increases faster than the increases of the wetted perimeter so that the conveyance (Q) keeps increasing.\n", "\n", "However, when the water started to flow over the main channel into the much shallower overbank areas, or some flat and small depressed areas of the cross section, the wetted perimeter increases much faster and as a result the Q decreases.\n", "In some cases, this is what happened in the real world. However, in most of the cases, it is the result of an oversimplification of our conveyance calculation. When water flows overbank, it shouldn't decrease most of the conveyance within the main channel, however since we ignored the detailed geometry in the calculation, we wouldn’t be able to correct it.\n", "To overcome this limitation, panels are added to divide cross section into sections, and conveyance is calculated for each panel, that way when water overflows to the overbank, it doesn’t impact the conveyance in the main channel.\n" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "\n", "For example, HECRAS calculates the cross section parameters using the following method,\n", "\n", "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Examples of Q decreases as flow depth increases\n", "\n", "A few interesting examples showing when water is deeper, the flow might be lower.\n", "\n", "For partially full pipe flow, the max flow occurs before the pipe is full. As explained in [here](https://en.wikipedia.org/wiki/Flow_in_partially_full_conduits).\n" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "According to [this study](http://www.river-conveyance.net/1_CES_UserGuide.pdf), conveyance can jump or decrease as water flows overbank in real world." ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "![image.png](attachment:image.png)" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# ICM Conveyance Example\n", "\n", "As shown below, I built a simple river reach with this cross section. Any time I added a flat area, the conveyance calculation will have some issues calculating the results." ] }, { "attachments": { "image.png": { "image/png": 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EyVij5AgdOtKASAMiGAgGgoFgIBgIBoKBYCAYCAYWHQMnvvifN76GiydLnmzPnTvXXnjxvvaf3rjSVt72F+3y1WvtyrXr7er1G+3ao+sfhlv/gfeVtrL61+3mLZ4y2Rp5siQ3PQ7DTY/kGJwGA8FAMBAMBAPBwKwYmE+zZPRUyWo7Oa1BsvHkif/Z3mqsnGyrK8fa8eOrTdmx46fb2tpAA+bk6tZXe435I/Z0/ZOr5evBVk9ufIJuUmwPeuNfK7aZ822x1Q9d9ANi8gtGg4FgIBgIBoKBYCAYCAaOKgZOnPhiu+/+f2wPnfp2O3Pmifbc2XPthfMvtpcufL9dvPRyu3zlarty9Vq7eu16u3b9Rrt+42a7cXOt3Vy7NTjSLMmNh1lvPEQvWAkGgoFgIBgIBoKBw4CBbZslzz//fJs0Ng8ZNA+m/j4JTYnyFV2jZsOxdvw0B7V12YoNDBoiKxuNF+by19YaDY/1hsVGk2Nkv9bWTq62UYNlon49EFbbKbE3mi/rjZtJ9iX2RqNoUq3Cn4yj1Ca1CQaCgWAgGAgGgoFgIBgIBqZjYPPsNe0DatvI0izJTYrDcJMiOQanwUAwEAwEA8FAMHCnMDBTs2Tb/5iPmh9TniwZkE9sfIyaJ7WRot+TbdWGzMhfeVJkhcfCeVqE5seAPoeGURNGm+rfuY2bjfVAzqM6TIxdGyqZb4uZbQ5ysQ+GgoFgIBgIBoKBYCAYCAaCgXUM0EiaRy1OnDjR7rvv/vbQQ6famTNn2nPPnW0vvHC+vfTShXbx4qV2+fKVduXK1Xb16rV27dr1dv36jXbjBof1tcGRJ0tyI+NO3chI3GAvGAgGgoFgIBgIBvYDA/Nplgx9BVa9GT7QeJitWbLWTh8/NnpqRDo6JAz48/CgnvR2fb5aywZJfcqEg0hZT4oxiV/3m/lcDnNe09DcKAkGgoFgIBgIBoKBYCAYOMoYmG+z5L720EMPbTRLnmsvvPBCe+mll9rFixfb5cuX25UrV9rVq1fbtWvX2vXr19uNGzfatINoy79UIBVIBVKBVCAVSAVSgVRgSSowp2bJ1pMbm7/rQcPg9PF2/CQHu/Wvu9qUjTUcSoNi1GTo1ugeW22rx3xiZMvf7V+RtR5zXd+GyEZuY0+lKOti1WbJ1K/hWln/2q80RdIUCQaCgWAgGAgGgoFgIBgIBoKBfcbAPJsl999/fzt1av3JkrNnz7bz58+3CxcutEuXLk1slBzlRlX2nkZtMBAMBAPBQDAQDAQDRwcD82uWcEAYNUH8qquVrR9jv01ms4JCT2tYIN/4kfXy2yUjgPaxinz0Y+5lvemDr+saNV6Mv11s5Fv7GW/2bPHr76rkxXN0Xjy51rnWwUAwEAwEA8FAMBAMBAMHgYE0S4Kzg8BZYgRnwUAwEAwEA8FAMHDUMTDfZsk+f6Jq1ou19RVfAfisNYtesBIMBAPBQDAQDAQDwUAwEAwsJgbm1Sz5vd/7vfa+972vHT9+vH3oQx9qH/nIR9rHPvax9olPfKJ9+tOfbp/97Gfb5z73uXbPPfeMxr333tsY/DZJRmoQDAQDwUAwEAwEA8FAMLDsGFi+Zsnoa7uOt9ML0rjJgXMxD5y5LrkuwUAwEAwEA8FAMBAMBAOHBQPzapbwA+/5Gq7g/rDgPnkGq8FAMBAMBAPBQDBw0BhYombJxtd1rfgVWwHTQYMp8YK5YCAYCAaCgWAgGAgGgoFgYP4YSLNk/jUNTlPTYCAYCAaCgWAgGAgGgoEeA0vULMnF7S9u1sFEMBAMBAPBQDAQDAQDwUAwcPgxMM9myX333dceeuihdubMmfbcc8+1F154ob300kvt4sWL7fLlyxN/5P3mzZstIzUIBoKBYCAYCAaCgWAgGFhmDKRZkq/rajlAH/4DdK5hrmEwEAwEA8FAMBAMBAPLi4E0S3JTYplvSmRvwXcwEAwEA8FAMBAMLAoG0ixJsyTNkmAgGAgGgoFgIBgIBoKBYCAYWGAMpFmSGwiLcgMheQSLwUAwEAwEA8FAMLDMGEizZIEPRfl04PJ+OjDXNtc2GAgGgoFgIBgIBoKBYGBWDKRZkpsSy3xTInsLvoOBYCAYCAaCgWBgUTCQZkmaJfkUYTAQDAQDwUAwEAwEA8FAMBAMLDAG0izJDYRFuYGQPILFYCAYCAaCgWAgGFhmDKRZssCHolk/aRa9fCoxGAgGgoFgIBgIBoKBYCAYWF4MpFmSmxLLfFMiewu+g4FgIBgIBoKBYGBRMJBmSZol+RRhMBAMBAPBQDAQDAQDwUAwEAwsMAbSLMkNhEW5gZA8gsVgIBgIBoKBYCAYWGYMpFmywIeifDpweT8dmGubaxsMBAPBQDAQDAQDwUAwMCsG0izJTYllvimRvQXfwUAwEAwEA8FAMLAoGEizJM2SfIowGAgGgoFgIBgIBoKBYCAYCAYWGANpluQGwqLcQEgewWIwEAwEA8FAMBAMLDMG0ixZ4EPRrJ80i14+lRgMBAPBQDAQDAQDwUAwEAwsLwbSLMlNiWW+KZG9Bd/BQDAQDAQDwUAwsCgYSLMkzZJ8ijAYCAaCgWAgGAgGgoFgIBgIBhYYA2mW5AbCotxASB7BYjAQDAQDwUAwEAwsMwbSLFngQ1E+Hbi8nw7Mtc21DQaCgWAgGAgGgoFgIBiYFQNpluSmxDLflMjegu9gIBgIBoKBYCAYWBQMpFmSZkk+RRgMBAPBQDAQDAQDwUAwEAwEAwuMgTRLcgNhUW4gJI9gMRgIBoKBYCAYCAaWGQNplizwoWjWT5pFL59KDAaCgWAgGAgGgoFgIBgIBpYXA2mW5KbEMt+UyN6C72AgGAgGgoFgIBhYFAwccLPkdLv7rpW2srIx7rq7nZ7arDjZVlfuanef3u3BZ6/20+Lup+9pcSPLjYBgIBgIBoIBMDD0PjTE2y+8zBjr5Or6+z7v+afvbnft6X2938uMOUz9v0bvM+u8voKBYGDxMJBmSW4gLMoNhOQRLAYDwUAwEAwEA8HAMmPg4JoloxskK231ZDl8nL673V3Xt93M2OtNkFnsZ9EpOW/muFu7IV/h5VAeDAQDwUAwsFMMDL0PDfF26ndW/VliodO992++j84aZ5reLDlMs48sr7tgIBiYDwb2+8D4ne98p80jxhe+8IX2D//wD+1b3/pWe/zxx9uzzz7baMR873vfaz/4wQ/ayy+/3C5fvtyuXLnSrl692q5du9auX7/ebty4kZEaBAPBQDAQDAQDwUAwEAwsPQYOqFmy/kTJWKNkppsle70JMov9LDpDh6jd2g35Ci8H9WAgGAgGgoGdYmDofWiIt1O/s+rPEmsWnVnjDentt/+hmOHltRoMHDUMzKNJsVcfaZakWZOGVTAQDAQDwUAwEAwEA8HA/mPgYJolo6dKVtvJKQ2Sk6vl67lWT278wGR/E2T8a7zWmy+9Tl3X+Vq7PQbygbgbT8Gsf11Yybvw77r77j1+RVgO2kftoJ39BvPBQDAwXwyMv8et+668offMtbZW3stWVnyPW7dbXb2rbfEGrlexve19sMjWfYy/x9519+nuq8M2cr1742u6Vlbaus5G3Nv83c6/LYcp/8+Yb+0HapPY+XHwYGBpMLCTxsZBHVjPnTs3l0/x8WTJ17/+9fbggw+2xx57rD3zzDONRsx3v/vd9v3vf79dunRp4tMlPGGSkRoEA8FAMBAMBAPBQDAQDCwzBg6uWbLt75N446He6Knz9Zs+YzdSRofSqoOPuq5z/W+n09mcXN24eQN/66tETt/NDaW9/J5KzSfz3MQKBoKBYCAY2CkGuver/j2R3wrZ/PCBvjub7j3u9vdY7aDT3gen+a3vlVVv3d9mjqPfNhlv3mz+ZlmXp0+q5r24Xp/M8zckGNgLBmZpkExrjOz3gfHs2bNzaVR8/vOfH2uWPP30041GzIsvvtguXLjQLl68OLFhwldyZaQGwUAwEAwEA8FAMBAMBAPLjIGDa5Zsfnp1wkHOH4AdPenhjZVyU2X0CVNvolQfRae/UTTWOFlra9vFwH7sk6wbT51wswn+WMOnj1tzynwvh9XYBj/BQDAQDMyCgaH3ocLbeD8ba4BMeo/r3y/H9Dbee6e9D47pl/fO3u/YuuTav39P8jcth5GPWeoWnby+goFgYBwD0xolfYNkUlNkvw+MNEvmEePee+9tX/va19o3v/nNdvr06VabJS+99NLod0smNUz4DZOM1CAYCAaCgWAgGAgGgoFgYJkxcDDNkrVtfrNkdFPERgi6+9AsmSXGZrPEXMpBKjdoluarFXKDoOA6NxeD62DgEGOgvl9uvK7H3uvWeetPX2w8GTkgX/+b2DcuBv5OTHsfnNlvjVPnxCvrSf6m5RAsH2IsD+At1zPX8wAwMKlJsl2DpG9aHMRh8bnnnptLo4JmyVe/+tX2wAMPtEcffbQ99dRTjUbM+fPnW22WDDVM+NH3jNQgGAgGgoFgIBgIBoKBYGCZMXBAzZKtpzr86ozRzZnTd7e7T27IfGpjdINkoFmy0XAZ+4Ts6BDVNWJGT48M2MPfNoY3a7rvTR/F4SZOvoYrjYbc0AkGgoFgYHEwMPotLt/b1jZ+m+u2r95aazRM1t8/19/Lbn8vLY2KiTcop70Pzuq3xqlz33/r+3fei/NaW5zXWq7F8l2LWRol9SmS2iDpmyMHcVjkt0XmEeeee+5pX/nKV9o3vvGN9vDDD7cnnniiPfvss+35558f/W4JX8XFb5f84Ac/uO0ruS5fvtwyUoNgIBgIBoKBYCAYCAaCgWXGwME1S7j5MmqElB9U37zBs97wGP2g+l2rbXXoyZLSsFj/4fWtxsXY12utrpYfXq83YibFKD/87g2mPk/55Wu88qOyy3dozo2QXNNgIBg4fBgo7218jeXm++rWhxTW3zPLE5OD73H1/XIKDqa9D87kt8apc2J260F/4/vKe/GUazWx6RWbw/c6zzXbj2vWN0smPU1ik6RvkLCuzYv+wPjyyy+Pfih9XpSvy5qHr9/93d9tv//7v9/e9773tbvvvrt98IMfbB/+8IfbRz/60fbxj3+8feITn2if/OQn26c+9anR+PSnP90Yn/nMZzJSg2AgGAgGgoFgIBgIBoKBpcfAwTZLcnDPVyoEA8FAMBAMBAPBQDAQDAQDwcAdxMC0RsnQ0yS1UWKDxOZIbWBcunRp9OPoUL7Gap7jySefnIu/X//1X2+/8iu/0n71V3+1/dqv/Vpj/ba3va29/e1vb7/5m7/Z3vGOd7R3vvOdo/Gud72rMd797ndnpAbBQDAQDAQDwUAwEAwEA0cCA2mW3MGD2n58Si4+8+nLYCAYCAaCgWAgGAgGgoFgYBgDszRKfJpEWp8ioUlig8TmiE0RvrrKwVdZzXOcOXNmLv5OnDix+RVc/F7Jd77zndHXb5E3jSD2zFM21AkM3bp1q73yyisZqUEwEAwEA8FAMBAMBAPBwJHAQJolaZbkk43BQDAQDAQDwUAwEAwEA8HAkcDApGbJtCdKaCL0TRIaJH1jhN/7cPBj6fMcjz/++Fz8ff7zn2/3339/O3Xq1Oj3Svhx9xdffHGUN00gGybUo2+a0DjJSA2CgWAgGAgGgoFgIBgIBpYZA2mW5GB8JA7G+XTl8KcrU5fUJRgIBoKBYCAYCAaOEgZqs8TfKZnUKKlfuUUjwa/XokniUyM2R6A2R773ve+1eY/Tp0/Pxee9997b7rvvvvatb32r8bQKP+7+wgsvjHKnAWTDhKdpeMqkNk1q7TK/OXr6JnVIHYKBYCAYCAaCgWAgGFguDKRZkmZJmiXBQDAQDAQDwUAwEAwEA8HA0mOgHmRtlEBtlvRfu+XvkvRNktoU+e53vzv6GiuezmCcP39+NGhAzHM8/PDDc/H3uc99rn3ta19rDzzwQHv00UcbX8XF0yXkTcOHJhBNE/ZM44Qa0DSqv9uS+dXU42pqkNdBMBAMBAPBQDAQDCwnBtIsycF46Q/GR+nTkuHjof8AACAASURBVNlrPh0cDAQDwUAwEAwEA8HAMAamNUuGGiX+JglPkvjkCE+M2BShGfL888+Pfvfj3LlzjUHjgfHcc8/NdTz44INz8fepT32qfelLXxo9XcJXcT322GObDRP2w97YIw0hmyd+3Vjo1m/SpBapRTAQDAQDwUAwEAwEA8uJgTRL0ixJsyQYCAaCgWAgGAgGgoFgIBhYegwMNUvqUyV8OrD+Pom/S0LjgCZCbY7YEOFrrJ555pn29NNPj5oOTz75ZGM88cQTcx18ddY8fH784x9vf/u3f9u+/OUvj37onYYJX/FFzuyFffGj7zSBGOyZp07Yf0ZqEAwEA8FAMBAMBAPBQDCw7Bg4kGYJPySYkRoEA8FAMHC4MNBaW/obZ4f509d5PR2u11OuV65XMHDnMcDvddRxzz33NAZfTcX47Gc/Oxqf+cxn2qc//en2yU9+sn3iE59oH/vYx9pHP/rR9pGPfKR9+MMfbn/6p3/aPvShD7UPfvCDo/Enf/In7Y//+I9H44/+6I8a4+677x4cPHHCV2rtdNDc2KnNkD57+Ju/+Zv2d3/3d6Ov4/rGN77RHnroofbII480fkSehgxfzcWgAUQjiCbKvJ+Uib/5PnmUeqaewUAwEAwEA8FAMBAMzAcDB9Ysee9739syUoNgIBgIBg4HBvjqjTRLhr/GZVEaLNx4zevpcLyecp1ynYKBxcLAb//2bzfHb/3WbzXHe97znsZ497vfPRrvfOc72zve8Y62urrafu7nfq698Y1vbG94wxt2PX7pl36p/fIv/3J7y1vesuPxi7/4izu2GYrzsz/7s+3nf/7n2y/8wi80fJLTm9/85pHvt771rW1okHNGahAMBAPBQDAQDAQDwUAwcBQwcKDNkkW5wTSUx8rKylJ+gnpZ9zV0DfeLt6w1zL4W+0Z4j+eDvl5pliw+PmyW9FhZpPVB4/ag9r6s+zqo+hFnWWuYfS3u387+K7j4+i2ulz/M2X/9Fj90zm938FVUPFnxO7/zO+3VV19tr732WnvllVdGlLUD3q1bt0YyeKwd8BmVrx904COvPPn6qDJj6q+XaWNM5NWG+Q9/+MPNXFmjo57zSrXH7vXXXx/5+9GPfjTyA68fxoCvH21Zq48v5ugzd7AH9eEZC/rjH/94Uw8d/WmrPtTYVVZj40/9Gk+dSo1Tc0FOPlDk+Ko2zqvMnKo/7aDqMmcYT1/Gk68tdvB6v70P5MbAJ3Jtq0/nUHSqH+eV6gtejeFauX5dQx3oMpS5lsqXVt2KIeXUilxYu2exSR4VS/hyr+rqR765u655GcecsDVu9QdPP/pHXnnyoUP6NW61q7GNWeXVn/kaS1t9V6odPPxh29eu6hsbXm9b4+ELnarP2mukT/cArXHx5T7UhVa/ve8+H/VrXupUapyaC3LygRqn2jivMuYO5ObKnFzUdT/G05fx5KOHDDt40Oq37k89Y7A2JrbVp3Non4s+K9WX/ozhWrl+XUMd6DKUuZbKl1bdvP7Xr6W1tP613srgiZOhWlpvqXasta2vQ/Wkxmbd29Z4+EKn6rPO63/9dUAt+uuX1//43wfxtB+v/zRLNr6fOofbxT3cHuTNm6FYwcbhwkau13yuV5ol86nj0N+UefHSLLlz12hZ/87MC5uz+FnWGmZfd+51uR3ubJbcuHGjMYaaJS+//HLjR935sU6aJd/97ndHv9/B11HRLLEJAeVgJvVgz4GfYZMCOfOqp13VkQfFHupgjT2jzuWxb+fS6k87feNDPxwy5VfqHFvn2km9wYEPeVD04VU+83oDBD14VZdY6KjLmrnr/qaBPpD38+rHee9Hvjciqg99KlNXHShDuftgrY4+vKEE3zn+GPCk6Dv0AcWncdSFr06NaR5Vjzl+lfUxkKuvDKp/5TV39fQtlU9OfTx19Icu87o3ZdAaH138Vf1qr75UWaXGkce616/+iV/XzLF1uIYyqA8+GdqiW/ehrvzqAx5r81KXtTHrXF5fZ/1Uqp0+oeRV+VXf+aTckfe28BjunRjymKOvDL45QBleX2V1X+oY0zj6N0/56OvHeV3jR74+qw/9KFNXHShDubmyVkcfvm7gO8cfA54UfYc+oPg0jrrw1akxzaPqMcevsj4GcvWVQfWvvOaunr6l8smpj6eO/tBlXvemDFrjo4u/ql/t1Zcqq9Q48lj3+tU/8euaObYO11BGXv95/YMpcQtOmPu6qXMxI8aqjXZSfIpd7NB1oFNj+pqreszRU8Zc39Cai7IhufvQn7aVak9OfTztjKdd3ZsyqDXR7k69/tMsSbNkKZ+o2e7AvBN5bnws7o2PoeuY6zWf65VmyXzqOITRefHSLLlz12hZ/87MC5uz+FnWGmZfd+51uR3uarPEH3Xneg39qDuNEn7UnR82P3fu3OjHz32yhEMeBzdv5tv0sCkCn4EOPAY28DgAqq+PqquNPtCXB/WQjLzGQ8bQDko96po5B091qy/n+GROvvL0yxof7h+++6r6dY6NesTG3rX+PQxj55wDNIdzeAwP1PUQLk87bPEJrX7koQ9fv1VPHX3pWxupfrXFzhyrD3iutVUPW3jKoa6hdY4N9ao85voyjjz1lLM2V3mu8Wsu+oFWnrrT5PpVBxv25BoKz7U+3T/8Pm915LuWYtPbuVf4vR5rbfq5uuaMXp3rT+pNI9bM3ceQDTyGmOv3gw/9DvlxT8pYM7CBV+3rvuD7OlOn5gGv7tt5xYQ8dI1fqXNtjNPnoR55o+taffdY48GzZui5Z31UHnNt9W0O6MtjDl+/2mCvjr5qPPS01a+22GHT+6hrbdXTnzGh6EjrHBtqVnnM9WUceeopZ22u8lx73bR1L+aHvrrGkacNcv2qA09fUvVY69M5dn3e6sh3LTWmcn0gZ97ryVemvXpQc0VW59UGPfCjP+buY8gGHkPMma9xax5DftA3NyhrRp9j7w8511f/6psHa22My7piQrm2rNWFOtfGWOg5r7bkja526rjHGg9ezdU96wNbecy11bc5oCOPOXz9alNz1Je+tZHqV1t8Y9P7qGtt1cMWnnlBXUPrHBtqVnnM9WUceeopZ22u8lx73bR1L+aHvrrGkacNcv2qA09fUvVY69M5dn3e6sh3LTWmcn0gZ97ryVemvXpQc0VW52mWpFmSZskGBiYdsnPjY3FvfAxds1yv+VyvNEvmU8chjM6Ll2bJnbtGy/p3Zl7YnMXPstYw+7pzr8vtcNc3S65duzb6Gi6+fotRnyrhPZCv4HrhhRdGP2x+5syZzSdLOGQy+kYEByybAchd93qTmhzYKBuyN6Z+XeNfHlS+1JyQMTwMInfNnAOjvtDRTj399TLW6jB3wGPeH0jlIzMndZAxR8bcQ7m61R9zhzboM8evtNr0h+veHptqp6163GipOnVdc1UHqq25KdM3a6+DuuZfdau+esbs4wzx0al85q6l+DUXabVDji485Powvn7qNTZv9BnoMqyd8mqjTqV9bsqIWXPVn/mhV3OGX2MpU8+bafhxP/qUosu8DnVrXlXu3FxZq+tcmblooxxa4yiXBzU3qbbG6nW0Zd/EN7a5aA9VTv2Yu1bXGFBl+HdUH+iwZijXRj1zcw01BnOHvtCvsfu8kMurvrXXtzrGM46YNUZd9/70pa25Vb7zGg991sqg+pDn2phVB94QH53Kr3ryjV1ptYOPLjxy1Ifx9VNfX9ioX/dl7ZRXG/T7UXOqfojJWj9S88NPzRl+jaVMPfLCB8P96FOKrjpSdc3btXKpubJW17kyc9FGOVS/NQd5UPlSbVkzeh1t2Tfx1TEX7aHK8/pfx78YtmbUyHpZb3nWvfKd11rXOivXR7/22sFXB94QH53Kr3ryjV1ptYOPLjxy1ofx9VNfX9ioL35YWzvl1QZ5P2pO1Q8xrR82+jM/eDVn+DWWMvX613+aJWmWpFmSZslSYSA3quZzoyrNkvnUcbubd3uRp1ly567Rsv6d2Qsed2q7rDXMvu7c63I7DE5rlly+fHnULLl48eLo67d4D+QruPi9kmeeeaY9/vjjo2YJzQwOWgziefBibXMBHfWQ24CQV+X66ql+tdc/a2X4dehbPalyKQdJ51D1oAzkziutulWHuYO8hub1AItP9aDIpMYjlofuaqtd5TFneGBWpq7Ug3mVK9OHMg/PHprlq8ce1YEy4OEPHXn6rzLrU2nVqzHgVxlz5NLqgzmynupPWm3MU572rN1TlXF9WJsT+szVdY1eH0/f6PfDPHo/rompfZ33cmNCqwwb1tWHcm3ch3rysXWYtzL2WfXNreoZBwof2yrXV0/1qz1y96HMvKD6Vk/a65iHOWirnvFcS9FXF9/aM3cgH5qbr7HVgxpPGX6ta9UzZs8znvas0an5ss7rf/06UQsHNbP+8Kwd88pXltf/VnOQWolTMWid6mvDOkLho1vl2vYUfXjaM/e6KGPt0Ld6UuVQdMzDHOSrZzzXUvTVxbf2zB3Ih+bma2z1oMZThl/rWvWM2fOMpz1rdGq+rPP6z+tfbIAHcSd+wAs8hjz10yxJs2SpbpRvd1DejTw3Phb3xsfQ9cz1ms/1SrNkPnUcwui8eGmW3LlrtKx/Z+aFzVn8LGsNs68797rcDnfbNUvqb5XwFVwvvvji5u+VPPbYY6NmCYeqvtnA4Z5RZfKgNhrksSZXKDaMqqf/2gCptugr0wcU3pAvdZFVfXX1LeUwqS91espBEh7DQyV2DPwoqz7VrTJtoR5WsZGvT6j2zJE7XGOPjmtpPQDDM84kec0F3Wqjr+pDP1B12UO1Vcc9EMM6MFcOxRY6xDM3qD7Q06/z2uhRF6rPPoY1Vwc9dd2zfuS7JjbxoHXP7s/ckFkXbWsc9FjXePUmV51jr77zGgcevtTBp36l/T76GuAD3ZqTa3i9fZVh6+j1WFt/bBjmK0XH/ehHGfrK0DMuvCFf6mLvXIp9P/AxVAv09GFM49cc8a1P5jVWtYNvvlCuL7Tq6wda+TUeMtbaupYaAx14rBmT5Pqqes6hVY4P/ThHR5zDY62Oe8AHc9fKoWJjiGdsqD7Qq36YU0vt1YXK62P01xs9dd2zfuS7Nh7UvUJZO9CFZ120rXHQZV3j1dd8nWOvvnPWxoHiSx186lfa76Ovgb5qTtiydqDjqDJ50D4Oa+uPTZ+Pvt1P7wt9ZegaF96QL3Xx41xqrErxMVQLdPRhTOPXHPGtP+Y1VrWDb77QvP7XsSI2rDdUHnW2Zl4L5LXGzPP6n9/rP82SNEvSLMmTJUuFgdyoms+NqjRL5lPH7W7e7UWeZsmdu0bL+ndmL3jcqe2y1jD7unOvy+0wSLOk/rh7/Rqu/iu4bJbweyVPPfVUO3369KhZwqGVwYGUxgNzGgvMayOil6GPrnrOtUduU6M2KtCva+Pq35sS+qMGzqEO9M3BwzVrD+JVrh6HcfnqacOBHd/6gtY5egwP9HUND1t84L/a6RcdfcJzDmWtnLk3BpgTx7U68LBj7TA3+frXxpjqI9dPtTEXKfsiPnbGqHP9Gk9fVbfK+rn5EMN84LnGv76qb+e9P9bmjh/X6vX+zJ8Y1hld86o+9DskV0+ZVBvl1NM5OqzdH3xl8qDoQR3qKdNmiFZdcnGP8qXWgbV+iSvf/ShzX/CVSdFBDtUfa30przxtyY+BHbxaL3NVJsWPshpDuRS/5qSedlVmLtpJ4WvH3DU8/OKjz1fZdj6Uo48ffeuXtTrwXMNjuC/50Do3b/WR6afXQwd9KPshnxqjzvVrPH2ZD7pV1s+RM6y/9q7xry9l5j3Jt7krrzn2/pTh07obx9xYo8fQp7K6Rk9bqTbqVXygw9r96RO+PPcKdainTN9DtOqSi3uUL0VmzvplLb+XuS/4yqTYI4fi37W+6lqetuTHwA5erZe5KpOaC2v9GVu/UPzKV0+fVaaN/qXwtWPuGh5+8dHnq2w7H8rRx4++9ctaHXiu4THcl3xonZu3+sj00+uhgz6U/ZBPjVHn+jWevswH3Srr58gZ1l971/jXlzLznuTb3JXXHHt/yvBp3Y1jbqzRY+hTWV2jp61UG/UqPtBh7f70CV+ee4U61FOm7yFadcmFPaZZkmbJUt0o3+6gvBt5bnws7o2PoeuZ6zWf65VmyXzqOITRefHSLLlz12hZ/87MC5uz+FnWGmZfd+51uR3u+mYJP+zO9fL3SvwKLhol/F4JP+5+9uzZ0Y+7P/LII5vNEg5d3OTn4ObhDWqzQz759Hp98wFdeNhW3d5v7xtd9clHfXn6VU++1IOnlEOiNvpjXQe2yHo5aw+ezPUJdSDXFspBVDttoMRDBsW2Hp6Z6w9d7eHpHx314DmHsq4855XqC16N4Vq5fl1DHegylLmWypdWXfbd63kjBH33XOuDXBuoe1XXOPJZy0Mfvcqrc2TGqjbYsfaGyZCfntfrWkP0mJuv1HjmRx7VBj5rRh+LNcO9mKv6UnJijhx/fQxzM5dJa/jmzZxh3VwbB1qvmbFrDGzQg+K3942u+urp33jqVIof1upKvTbGqTbOq4y5Q3/EZW7O5gE1jr6MJ19bfMKDVr+9D2NrB9W2+nQORaf6cV6p+cOrMVwr169rqANdhjLXUvnSqgtmej1qZT2gyMUWeVQsIXOv6hpHPmt56OtbXpUjM5bymp/XcchPz+t1rSF6zM1XajzzI49qA581o4/FmuFeoMRXXyoPOf76GOZmLpPW8M2bOcO6uSYmfqDElW/sGgMZelD89r7RVV89/Ve/6knxw1xdqdfGOOpXWmXMHfojLnNzNg+ocfRnPPna4hMetPrtfRhbO6i21adzKDrVj/NKzR9ejeFauX5dQx3oMpS5lsqXVl0w0+tRK+sBRS62yKNiCZl7Vdc48lnLQ1/f8qocmbGU1/y8jkN+el6vaw3RY26+UuOZH3lUG/isGX0s1gz3AiW++lJ5yPHXx8BHmiVplqRZkidLlgoDuVE1nxtVaZbMp47b3bzbizzNkjt3jZb178xe8LhT22WtYfZ1516X0zA49BVcNkv63yuhWcLvlfjj7k888UR7+OGHx36zpG86sPYJEA5cDg9gUG2QuZYONUPUUya1aaHcGPpHzzm06nMo1A5+PSTK119d6wP9OtBRTz72HDJ7G/gM9LRBT7528JBD9SmVB5000K0HaPWq/+oH3epfGbxq41x9KXrVhgO4a3XYjzHww1wZFH348rSHVjnrynNdqf6N11N0jY9vc3N/5mFc7eVjz9xhbOVQbCpfH9AqN766xjQGa2yg2FU9daXGhIof9aFeF/WhVY+1MnStC7bwiW8OxtIna2TaG9c1VBv9sZavX+3URa5Mqp1+jKENes6h6leKLXrVVhtk2pmPsdWv/BpPW/Rq/eQbQxv0jKUMXeNVmXKpOfQUuXnqp/pUXz81hypDPmSvvlQ/UEbFhDrWQp9QZVDzk8caHWiVm58815VaW+yHBrrGx4+5uVcofGPoQz72zB3GVg7FpvL1Aa1y46trTGOwxgaKXdVTV2pMKHtSV+p1UR9a9Vgry+t/HTvWztpbn8qv1xO+10tcqQvfa6QN/uQrQ994VaZcqt+eIjdP/VSf6uun5lBlyIfs1ZfqB8oQZ8zVsRbw+r2jY37qs0YXWuXmJ891pfrHfmigCx8fDHNzr1Bl6qIvHx5zh7GVQ9Gv/JpHlRtfXdbO9WeurJXV/LQxJrS+rrXxuqgPrXrVZ339p1myq2bJyba6sjL6NBqH4tFYPbnHG874PNaOn/aQ2a/l74zu+NB+cnVsX8eOn97jvnaW77SD7p2S7biGk5ovp4+3Y2PX+M7WZif7Orm60lZP1nwH8Al2jh1vp9eQrbaTg3WodnWO735d480+H98XPutrtb7GZvGJ/aS9zGKvzt73Nr4v/e4fTbNk/2o7r79ly9cs6V+vK20l761L+x48t79peW/t3j/795t+vbu/bePXq3+tLv5763bNEn+vhPc+nirxx92fffbZdubMmfbtb39788kSmgAcshg2MKAc5qrMObQO7NDVVj34HPRsduivyplP4iPTVhuow5yxNwfnrLVxLx461VWHwyd2yNVx7UEUX1UPuQMb9Z2jD8+DrX6hDPhSD7WuyavGko8/85FyCDa21JjoYFvzUEefUv0NyZVBqy9t617qHLl7Ubf6Mnds4KOjHtRcjIlO1VNedZmrZx2k1Tdz4+NHX+iSM6P3g031gS5r9Hp7ZPCQ1Tn68qt/5vo3hn6No12NSZ7a6QM9Bnz2CHXNXH91Ds88pfpTVvWZO5D3uWpjjdHVn37QmcZHNilvZA79GFO+tmKwj69/+dprx5r8kYsHbIxnHNfaw/e6VJ5+qw/k+K85mG+vzxo9baC1vuobU5/w5akzlAM6Q/Ias/rSB3ZDc3juRXn1Ze7Ym6t6UHMxJjpVT3nVZa6ee5ZW38yNjx99oUvOjN4PNtUHuqzR6+2RwUNW5+jLr/6Z698Y+jWOdjUmeWqnD/QY8Nkj1DVz/dU5PPOU6k9Z1WfuQN7nqo01Rld/+kFnGh/ZpLyROfRjTPnaisE+vv7la68da/JHLh6wMZ5xXGsP3+tSefqtPpDjv+Zgvr0+a/S0gdb6qm9MfcKXp85QDugMyWvM6ksf2A3N4bkX5dWXuWNvrupBzcWY6FQ95VWXuXruWVp9Mzc+fvSFLjkzej/YVB/oskavt0cGD1mdoy+/+meuf2Po1zja1ZjkqZ0+0GPAZ49Q18zTLNl1s6QeDE+348f2elOnP8z263kcbrfxMWqUzOPG8DZxBm+iL67N+A2C3ed5+vixtrq62halAbWjfYGNetPy5Go7duzY2F7Y3/Z7q7iuc+rar3dX6/F9dT7vGMa7PHbxGhjf1+5qs5Ob9GmW7H+Nd3I9hnSXs1mS99aha72MvHn9Tct7a//+2b/f9Ovd/W0bv16dz0Pw3rrTZok/7v7MM8+0xx9/vJ06dWrULOkbChyqOID1TQp46Do8gHkw8zAGRQd7XueusWfUNToMZebiGl18EAtelSNjqIvMtfrqQOFpr5626qHD8HAL34OqtNfFR+Whx5DvWlpj1Lmxql7PQ2Z+6hlbXWj1i56HaO2rLnPlztXTT+Vz+FaOXe8fXe2k8NCTGg9erRP68PSpnnGwJz5rxlAsfUj1V6n+ep75ykcPnrHkq6dMPeTKmJOfo9oqU18d/dS1uvD04TVgjY18YjOHot/n0uupC0UfX/rr7dXVZ70O2skzPtcWGWtj1zUxGMqqHjx08eF+qxxZzUk/6NQY+obnnqod+o6qK884Uvnq6hM+PPT6WOpCq32dm7+6yHqe9upA0XG4rn7hkQ885tWvdspZM1dPP5Vfr4W62vfxq70yaNXP63/9Oltjr49r68aaOcNrYC3lY8tcH9YfXrVXT13lXBevKfrVXl15vta1gcpDB/u8/rf+7lG/WsN+Xq+Psp4nH+pAxwGPuddIHa4NPNZeG3XRV+5cPf1UvthDhh262utTOyn2ynr9vP4P/vWfZslcmiX9QdV1/9TJxuHy+NbTG+uf1oe/9en39RvOt+tufyP69gPw+OH2dvnWDRgaPvUmVa9bc6x6k/JcbyBtPo3AQXr01MFQbSbpbjShNmqztf9JMc255Lp5g3+Ip/50OnsNp/lhLzSiTrbVzTqgv76X1dVjU+qD3qRaTIs5XbajffHJ3ZL36EmT45VHfuJi4/qMPSXla2F14wmqcj1WVjaaLBt25fWxdc2n72ULx2ujJ6O21kO52BAsOYzhhKaW16Par89Hso2cqQN1HGskja5p5Zc4m3tlP4U/Mf7Wvnd0vXbRjNmq2XrMNEu2at/XZlHWy98s8XXi3xbX9fUl71g7Xv525L2Vp13X3zdufx+e9H6y8feu1HH8b/Ckv1n99ZjttTOfv2nsJe+tK6t5b93C6iSc+t7+gfbI9euNH3evX8PVP1kyqVniYRXKewEHXOa1ieGcQy8Nhzp63Srr5+gyiIFP5HWNf2Mpq3pD/vCFHUNfNQ42vQweh/aq1x/sketbWV0bs/K0kWcc7c0FPYe6rPHpWv/qKWONzhCtutzA4MaGusq0Q+7NjqqHvnVULtVH9Vn9wGf0uaIDr9qjV23drz7UNV99alfjVBv3Unn9HJ/9nliz75oTdlUXmXm6nz4eNtbP3KH9QE9/Vc+YUOfEQrfqMa+59PJqw1xf6lVf8sib/egbWufomZe0ypnLH6L6I0bNyTX+4etH3/iS1/s1d+U1x96fMmLU64atA//oMfSprK7No/K0kUc9naPP2v3BVyYPih7UoZ4ybYZo1SUX9yhf2u+x6pmnOtjUfbFGpi9kyuEz+lyRw9NGvWrrfpWpazx9Iseuxqk27qXy+jk+zdk4rLk+NSfsqi4y83Q/fTxs8KOt1DhS+PqDp16lzomFbtVjXnPp5dWGub7Uq77kkTf70Te0ztHDTx1VzrzK+rn+iFFzco1/+PrRN37k9T7NXXnNsfenjBj1umHrwD96DH0qq2vzqDxt5FFP5+izdn/wlcmDogd1qKdMmyFadcnFPcqX9nuseuapDjZ1X6yR6QuZcviMPlfk8LRRr9q6X2XqGk+fyLGrcaqNe6m8fo5PczYOa65PzQk7dUf3xsq97UlrbPCjrdQ4UvjEsi7qVeocHfOVhx9rNiSXR57f+MY3NvPBT5olc2uWjN+U2PraIvje6Nk4wHljdOyTeBs3KfobzIO6s92I4BA3882I7mZ4fzOQ/WweRIcaHwN58mlPbyJX+6HaVN3hJxSoT3eTeyAmeePfuO5jKKay7ejMNZx2g5r6buS7lYs3+UptN/Jfv7lVsVOvea1F5e9svrN91VyYcy2ka21tDD/jWGa/Y9jZ/Cqycb3N5sGE67rddVI+vq/xGCOcbTR9tq5D3Rv6Jd+NZtb61+MVGftd2fhqstFcbK7j7/brN54Huc4Wf+uaju9ri+++503Ty7CMswAAIABJREFULNn/Gu/1mh2NZgmvz62vAZz2utn8u5/31s3/d+S9deurRIexU1/n/J3e+lu+29fnzv5W1/cf31OleW89Vq7H8PXb4XvrBx5tN27caNe7ZsnLL7/chn7c/dy5c80nSx566KGxJ0u4kc8hzxv6ruExaFpwAIP/Uz/1U2Nfcfv3f//3I50vfelL7c1vfvNorh36vU95UJsjxobHnFjK5LlGDp7R6XVdI+NgyZqhj6E5euozf9e73rW5P96XOJi+//3vb3/4h384mhv3K1/5SnvLW96ymYcHWP0Rq+bAQdU1lHVfS74mTT8c/Jk7iKsM+5/+6Z/ezNM8vva1r7W3vvWtozhf+MIXRnvBzv0R07n56VP/NUfmDG1qLsqG5DV39bBlLpVPTuYiTx3jaWcN5UtrfujiD5n61R6+e+3tkKE7zU5f1b/+tEOmL6hx1MMHQ371pV2NU31oSyzt9KP/etMIPfjmhr08Y1SqHr4d1R5e1XduDtqoh7z6ZO0w36rL3PzkQ6uu19fYFT/o6qPGmTSvMZzrVz/y3Yd7rT6VqasOlKHcXN1j9eHrBn3n+GPAk2oDhS/Fp3HURa5OjWkeVY85vpQZR3vk6iszNlR5zV09fUvlk1MfTx396bvuTRm05ocu/uCrX+3VlyqrdJqdetU/8euaOUNd81MPPkN+b6tcP1B1lZGjdsr0n9f/+LW3PrXmzqkhc2ttfV1bZ/jiovrTjzL9qQNlKBfrrNXRh68b+M7NAx7zaqOdFJ/GURd9bWpM86h6zPGljLm+ocjVVzYkr7mrp2+pfHLq46kDrfO6N2VQ96cu/pirTyzX6kuVVdrbcQ7q9fWHHfHR0Q4ZQ5/mB5WvnTrVFp58felDGfrIoMr07+v/gQceGOVFw0T/aZbsS7Nk/aYqIHBsfcrVxgkH9HrIq/NeNrSuB/zJc+LPdOAfu9nd+5uW2xTZps96MwD9rbqQ36g2g7prbW1000t9azcl5lhN3ceEmNOaG0U2cw2LTV/zrUP+xp5sCNyW75RcB2vhHndOd7qvzSYW16pv/PC1XJu/b1OvT52TY13XeS8bWs+2x/F9EUP8QL0R1vO9GTstpyqbNq/xpvmdRW9rz+P72uL3WJvXOs2S/a/xXq/V0WuW7PV1yzWtr92h9WzXfebX4+Z725DfablMkW36zHtr3lvFVcVLnQ9hvJfrYzodxzw+6nvY4Xhv/cCjN/fcLOFwxcGyNiJY8/e8NhjQYw3lJv2TTz45sqNRQi2RffnLXx41D7Cvfnvf6OobPe3kYa9OpfhhbS4cGtHlwKiNcVnXoZ16+mXt4RXbd7/73aMGgwdSD6w0ShjoeDj96le/OtovOsY1F9bMHR5U1UVO3WzGsKbRAY8mDHbaQHs/6J04cWJTj8YIduaEP3yzH2xZuxf9uoY6jKPMtVS+FL5za1l5HNqNDUWGHjbkUW+qIHOv6upbPmt56OtbXpUjM5ZybBisvaEw5Kfn9brWED3m5is1nvmRR7WBz5rRx2LNcC/mqr6UnJgjx18fw9xqLuan/xrfuFDrJs840HrNjG2Mqs+ceDUmPHTVN77+tVenUvywVlfqtTFOtXFeZcwd+jMvczYPqHH0ZTz52uITHrT67X0YWzuottWncyg61Y/zSompXo0Bz5zUdy+snVf7OtenupXWOZhRV3tqZWwocrHFviqWkLlXdfUjn7U89PUtr8qRGUt5zc/rOOSn5/W65KNP5uYrVWZ+5FFt4LNm9LFqju6H+OpL5aGDvz4GftCtuZgfMvg1vnGh1k2efqDElW9sY8ivfmtM5Oiqr57+tVenUvywVlfqtTFOtXFeZcwd+jMvqLrmYhx9GU++ttjBg1a/yNWFb2ztoNqqV23gsa4855XiW70aA545qe9eWDuv9nWuT3UrrXMwo6721MrYUORii31VLCFzr+rqRz5reejrW16VIzOW8pqf13HIT8/j/1v6wC/5uGYODx0otspYMyePaqMP96WedvpgzSBXdOuQhxz7PgY+0K8NE/TSLJlXs4SbF2M3Yr2xXw+f/QG1rut8vw63NZd+3sev8l5W13Xe571xI+dk/bqmXt84A7q3PcFiTXsfdV3n+h7iKdue8mLe201N4tebCszrjQX3RS4Tcp1Yi+3zn5T7jve1cYPuJL+94o+9k9fqyfKURL+Hfj91Xee93dB6tr2O76uPoY9Z+VVvp3NjDe2l+pqmtyUb39cWf9L13Ss/zZL9r/Fer9GRaJbkvXXj/af+zRh4v5z03jF6AvBYO17fhye+n9QY4L+u69zXxhBP2fZ073/TiJ/31vW/I/Va1Hl/HYfW218rYoxfrz6GPmblV72dzo01tJfq63a9eTRLbBrY0GDtnMNXbTJw0GLN0xBPPPHEph5Pk/BUiU2Pal/n2A75xG7oiRQOgdpgpy18rmEvIz9H1fXgqwx75K6l8GkEIWNex/vf//7R0yXwPMj6ZImHUu30XXWde9iliYFPYiOT0vTgKRF43kjQljgMbNFzXe3NiTi8p77nPe8Z+WZtDOz02fOrDB2HtlL3UW84wMNemfnJw9Z4xoGnnjlJK7/mIR9qTObaweMaVHmVwR+KW/nqG1dadZg7lONX3/IqRd+1vvqayFcPOYN1j4mheMbAxrm+zA2+PpHJr3Nt9aO+/CEb8pOPXp3jW9vqUx7UgW7FVs+vrzF09V31iE0ca6as7gNetUdWc9amUnPHrsbQDlrz6f1rj091pcbBxryrL+RDa+2h6LiPnmorVe66+ofnqP7hYceo14i1sZ2zlocP+OaIH+d9XO3k1zyqrMZBBxm8vP63GiHWrq83dVLmdeh1WFtj9b0mQzbgQT56dY4vbatPeVAHuhVbPT+v//FaUed67agvvJ7Wa0BNlcuH5xzqqP7hYceo14i1Pp173VjXfIwDT50aV556NY8qq3G0hzfv1z/nBf3XnM0FGTrIlJtzpXU/zNG1Nsrka4ecwZp693p9POXYOK8NkzRL5tIs4XBWv7qHGxl17YFtXK9+JdD4TYmdHAD1PUzHD7fDOt6wG89nPYfjG08L8OnNzScHJt5oWbdZ3fyapY2vGhr7UfNJtVlrxB/7AfSNG/Gj/Jhv+u0Pw3U95H+IN70W1gS6kxpWu8153ccG3rY+DVtzJ6cJuVYfY7WYfR+b+ewK8+Z2rB0bfQWXcfkNlmOlUQi/7qnbz1juVa+3G1obczodv159DG27vDZqMp57n0P1NWk+q99Z9cx3Djjc3OOWzx4TdZ1myWx1qjU76PnyN0t4nZX3nkl/H0d/c7b0xt/L6mu1f00PrWe77uN/Z6bbjOezHjPvrXP4m1bfF/PeOuP/keaF+f515Wtg1ve2aj/LfFa/0/Xm0Szh7zyHLW8+MGfQiLDRAa2NCZolPFmiHY0O1jxlwrx+jRU/Jo9v7JHxt4aBD3g+mSL/3nvvHelXH8jMiTjqQjlA1tyZM+Djf0iunTLXvAcRt369lYdNGhs8WaINMWxMkBt6NS/8oAv/6aefHpOxJgZPgXgINg5fk4YfZOjgg0EMbZCrr1wdnk7xK7nYD40V1uZmvGqHDF11sCGeMWnMKKMOxmZe+cyxwbc6xoPqk9rJVw/a28JzaK++ulJvIlS5Mn0owxfzeqPHnHsddM0Vf8jl6d/aa1trq0weOuphP+TDONpItatUf1J1oeYpTztlUK8FMvX7/ZpjjaE+tObraw+KTEos/TBHBq1z4sJ3IPMamZM6yPAnv9ogg7+dXFtzwId7YV5rw1o9dNTTh/H0oZz10EAfvvbMzVsZa0f1Zx7KpOiYB3MGMilz42kjVQdKLlDn5o/u0Nx8ja0e1HjK8Gldq54xe57xtGeNDn4qzet/6+8KdWFQM+vP2topg3otkKmvjdffWnst9IUePPX0J0WW139e/+ABrIAThpgTR9KKM3liTnvWyNSV7vfr3//bEJ9czIdczAcd15WaIzz3o02VMUcurT607an+pNXGPOV985vfXP//2nY3d55//vk9fqp+bfQfyve+97179rNdrnuRc8Fmt+dgN/5pxs1P2ntDcvRpWHXGnyLwB6K3bv6vHzK5gU4e602Jenic1+HWw+xkOrqps7k38za++5n2JESX99jN8Y24g7XxK7d63xsxN3+81Fx6vX6tHT9yu/G934P7mlwL8bAzbNzub6sxUmSbN3m6ek3MtWBurBbFp9ibke5mX7ff9Bv6jZhuT/V6d7nvP+a7XGptal4zPelTfU2aT8ba+F4n6VW/49d2N9dLDO+GplkyXv/d1HC/bZazWeL7zDrNe6s47P425L21e6Jxo055bx39n2f8/abDztgHGsTX9nT8Paj3WewX+L11Hs0SGgo0QzigMVhzmIXngIfMpolPlqB3zz33jBofzG18wMPmD/7gD9o73/nO0ZzmAUMfyGiesMaOG/r44GBHU4I1Phg0UIiJHBv04aOLPXwHeTJ3P87Rdc61V44f1shtGDz11FOjQ6t5IKuNAfQdNibQwaeHXfLFj80PmjzoeKil8YFcGw62ys0H3zRk4NuYYY4tdupXW/WIY5NDHz7Ngj5yKH6Ix7WBx00H1tggZx/+Bgr5IsPGrwzTzwc+8IGRjJwY5meOda1OlSnHH3zyqPuqc+ToowtVJl9f+q9ybMzZOFAGesaXJ9VOuWttjCm/5qUM6lw/+ocqrzLmxkBH/9WOuXtU7rrXM76+oPDQ1wYf5qI+Mue8jrRXDxt4ypjrW139KhuS9ze9tK1Ue3Lq45kHtM7r3pRB3ZO6+GOuvnFZqy9VVuk0O/Wqf+LXNXOGuuanHnyG/N5WuX6g6ipzL1Bl+qf+VQ9+3ZM2UIbxq07Nj/lQDsZQZh6skeX1v36dra91gTq3hlDrr9x11WFunZnrx2usDXx4Dv1r62uu6ulLmXG1Qa6+Mmgvz+t/6/rWelEna9zXrV43a2u9qw9l6MOHWn/97/frn/8/zDIW7fVPztaUOjq3ltSv6rD2utQaO8fe6yFFxqgy5saocbWRGqvmpUzq0yV5smTj5ikXbL9vbK3t8oC6l7wOZl/lkFxvRu9wPnQjfi97n5ftYarhTvacfc0Htzup+V50D/p6pVmy+PhYvmbJbms+5cbtDt+HZn2NHvTrcda8hvTy3rpbXO3O7jBhYwgvk3iHfV83b95sjL3+wDvNBg5oNA240SGFx7o2I+RxA536OdSjiUEzAx+MusaGr+7CB4Prgj3+/RouZTQJbIiYH/Znzpxp73vf+0Z2PtlCHA6D5t0/ecK635dxjccaH7wH2TRAxhMgxEVGs4ThQRZqYwI5+jSArAmU5gK/K0KTwgMvlHxoeOCftTJuEJg//rElH/zjg/zQxXfNwzk5fP3rX99sbtAs4Wu4sGdg79dyYYM+1P0zZ9S9sn/yhI8P81bHmxpQ/eAXXfdlHNbo6Qs+A746yOTjQz46DnQYrNGpa3l9fONopw16jsobmsuD1rjyjWlN1HEPXHfyY23Mmm/1gxx99ZTV2Niydm/oGqvGcF5t9V9tq7z6hs+Q57pSY5hvT9GFhw+Ge8MOmXkYQ3v56rDWRh428LCBJ18f0Co3vrrG1I41NvqteupKjQllT+pKxbv60KrHWhm61gV7+OaNf3PSt7FZM0e3xx4+tNUePWyk2g/53U7HeFLzMFaNQy7oGQ/fDPdpfPn6go+OQz3W6NS1vD6+cfSlDXqOyhuay4PWuPKNWWuBjNhQri35sTZmzbf6QS4W+liusdW/foxVYzhHV1v9I9O2yqtv85LnulJj4Hdo6BsfDPeGHTLzMIY+5KvDWht52MDDBp58fUCr3PjqGlM71tjot+qpKzUmlD2pKxXv6kOrHmtl6FoX7OGbN/7NSd/GZs0c3R57+NBWe/SwkWo/5Hc7HeNJzcNYNQ65oGc8fDPcp/Hl6ws+Og71WKNT1/L6+MbRlzboOSqvn/t/rp7vGooO8Wst4BMbyrVFztqYNV99KRMLrJVBXWPL2r3BN1aNwdxGyYhOOhTJz5MluzssW79xmhs64/Wwtutfm9A/aTOsq83BUV7Mi5LLPPPIvg4OQ/O4bgd9vdIsWXx8pFniNcp76/DfmLy3DtdF3OwPPei/1Qe1x8O+r3k1SziQ0ZCwwUH9OXTBV8Zhy4GejQ91oMhtjsi3CcIaGxoB2BNDP9hVPfg0XPgNFP1ojwx98sUf19BckXlYRB89qDasnWOnHB3XNj/0RbODOPjlKRMaBOh7QFUfOTIaGsZ2vzwVAx+dejCmCcLTGPiC7wGb90H1sXGP+POgTDPJ3yxBRx/sqeZkswQ5w2aJeWhHDOb6Ii8aNejRHOHpGOZ1jQ7+tDFXdKgBFJ4U/+QHde66+sCW9RAPO/xVH+hVP8yppfbqQuX1MVirh44DXo1XfahvPKh7hbJ26Me6aFvjoMu6xvPGEvp1zlp956yZa48vdeDJlyJHX3tzIccaCx/aQ9Wr9sZVpl9or8fa+uu36unD/fS+sFGGrjmZZ+9LXfjOpcaqFH89HqpP42iDfs0RuTLmNZa5ItcPtvCpObTq60f9mocxkekDW9fSmh881oxJcn1VPefQKseHfpyjI87hsVbHveGDuWvlULExxDM2VB/oVT/MqaX26kLl9TH6642euu5ZP/JdGw/qXqGsHejCsy7a1jjosq7x6uuwzrFX3zlr40DxpQ4+9Sut+1APHjnWWMi0h6LjII6jyuSZR7+2/vqtevp2P70tNsrQNa559r7Uhe9caqxK8dfjofo0jjbo1xyRK2NeY5krcv1gC5+aQ6u+ftSveRgTmT6wdS2t+cFjzZgk11fVcw6tcnzoxzk64hwea3XcGz6Yu1YOFRtDPGND9YFe9cOcWmqvLlReH6O/3uip6577/yPp13hQ/6+GDWsHurUu2tY46LI2Hjr1dVjnyNR3zpq59vhS58EHHxzlxtdwIc+TJQf6ZMn+HMynHZQB4jR5ZNtfk2WtYfa1/bVfpNfHQV+vNEsWHx9plty5a3TQr8dF+ls0r1yWtYbZ1517XU7D5ryaJTQGHBwaOWBBHcicQ2lUcAOdpzzQRQ6FT4ODRgd68FhzY581zQGG/nhChDV6NFFsSqDr118xZ9Bw8IkV1sRi+DVV+ICvbw+h8D00ImfNIBa5Med9B4yjx2GTOb8Xwpo8yJG5T1JUPzR5yEFd9JnDxw/NFr+6CspB1cMsT2ugQ0NDnnbIzJ0nQYhBfA/MfgUWeZIzfPZBowQe+vB9MgU5eRHLRgw6NjvMA5uar7WCxxy5T5bgmzl+kfk1XOgw3BMUncpnLV+/ytVFrkyqnf6NoQ16zqHqV4otetVWG2TamY+x1a/8Gk9b9MDIJJ/aoGesqmu8KlMuNYeeIjdP/aBT5+YJHcpBe333MfEFnqDaQ1k79E0dqj986Q/dmi824rufs1bfOWvm+seXOvDkS42LDYPcnCtDt+akzxrHGMqqf3OCVj66+pWPT3jVd8WNcdRH1/rIM3+vh/Hlo4dP5MaCDs21UQ7Fn3noW1tzUa/PyTVUG/fKWr5+a3z1lEm1U24M/aPnHKp+pdiiV221QaYdc3Wh6ld+jQffOPU6yjeGNu5/Ujz5Uv0Yf4iia57EUafOq5+hHLTXFp/OofgSb9pD4TvQg0cdqr+6F3RrvtiIqX5uXHPp4yBHVn0aV6otugxyc64MXebVBp/oyTOG8eS7RhedykemX/nowau+K26Moz661kcetgyvh7nKRw+fyI0FHZproxyKP/PQt7bmol6fk2uoNsRwLdVvja+eMil+ql/n+kfPOVT9SvGNXrXVBpl25mNs/o8kTx81Hjx08FuvI/zqUxv05Nf4xqsy5dKaR50jd1/68XdKoOqmWZJmSZop23xNCy/maQfwwyrLvhbzhs4kPB309UqzZPHxkWbJnbtGB/16nPR34TDzl7WG2dede11Oez3Mq1nCwc6GB4ct5q6l5OEc6lMT2NK0gDJ4soSb8PLqUw7YIQNPDJsq8LHFJ3zeB1jTpFAXmTGwk2+zRZk5sg8Oi/I9oCrnN1X0QfOAObocJslZmU0H+DRCGPpVFx1s/fosbOHRSIBHLjQw9AnlSQ1zrHxt8a3cfLRRZlNDe5s61hw9agmfuWubJfwOSW2WWAf8wdfG5gj5MOq+aOQYn2YOc/WwnzTXt9cFvTpnrX3V5UaANwOU9zHg60tbbxbpVx+utZEirzLn0DrQR5d4zNVj7g0sePqr8ml8ZO5BG2g/+pjKtRXTfXz00IGvD+a1TtpA8YONPObYMdx79SMPffj61cb42kD1rY206jB3b72PutYWHkP/5gVFR1rn6LPfymOuL6h2zNVTzpp45g3fdX898KPcGOrCnyQ3ljrYqCs1Pmt9Oseuz1sd+a6lxlSuD+TMez35yrRXD2quyOq82qiPnNgMefrs9fWlnvhTTx+uzUWKvMqcQ+tAH13iMVePeV7/67WxFrU2zPuaWXOvjbSvq9e291HX2sJj4AOeMaGuoXWOfl7/W38zqJ3XgNpYK+fKej351h/qXN3+WqqjnhR9rxnxtZ+kr1/15vH69/8529Ea0zzI2VyVs57ER6Ytc2y0r1R+9VltwTH58mSJduimWZJmyVI2AqYdmHcq44WzU5vDoJ99LeYNnUnYOejrlWbJ4uODGzTvfe97F/rv00HjdtLrZ978Zd3XvOs0zd+y1jD7Wsy/nfNqlnCI4lAlpdFhUwG+zQzmHOCgNkOUy1dXH8gdyPSrHnbOq17Pd40uvllLtfcwyLry8IuMQyJzbOVJlSOzDsy1gacM6kCurTrGUL+P0dvUNXMbSjQvOOQr9+Yba30T0/jm5I0Bb2qgr4+qW/3wGvcmBH6QsfYwX+P1/vDJHmne1CdNzMOYxtMeG+PIQ9f4lTrXBj39Oq+25I2uduq4xxoPXs3VPesDW3nMtdU3a3XkoQ9fv9qgp46+9K2NVL/aYodN76OutVUPW3jGhLqGMsgRPalxkPU5yNOfcvnEhacP5g5zQle9Oq96Pd81dnUPNRY6DOTG1w5arwV+qgw/rnuf+IJnzlAHNtqqY2z1+7V6QxRe5XtN8MXcXKrPGge++yQ39fVZdeFVP+5FG9YMbKpezREZg9eac/XNg7U2+mbta9m48LRlri7UuTbG0sa1evjM63+97tTCukBdQxliTIoO9URmfaEMefpTLh87ePrQTj39qoedc3V7HfjqIat7QGYsdBisK09/4tFc9AmtMXqf+NJGik/9aqvM2Mjh9Wv1hii8yvea4Iu5uVSfNQ5892ktqs+qC7/6sQ7GYM3Apur1/pDn9b/+eqm1o05ei1ozdbwW1tj6S7FRh3m9BtWH1wcdbeFpC099KOs0S/azWXL6eDt27Hg7vbbWTq6ufzLs2PHTbW3sh975TvFj7fjp/TlcHtihfXOvfHf8SltZPXnbDbzRj8yudHvFrvzo5crKajs5uiYbfqps0+f+1qy/uTO3Gm7WaBoe1nEgXoi9jpn573lu+6pP5sy0x/nvpV6z7Gs+f0vSLJlPHSs25z0/ss2SZf07U/+WOt/ca95bJ75+NmuU99ZD9//Jma7dfP7PMK9mic0FKQcq52CUgzBrGyTMvRHlHFmVw9cPFH39aINv5hzqsJVf9eTpW1/w4RnDA6NyqHNk5uvcfKTwOUSy9mCKPTxtWBNX31BkUn1gz8AXPO2hyqCssXVeKXGrrnlgU+esGTWWvOqv2lW/xMcf/8/s9bGB5/6qnTHMBRlNHp9acV/61Bf6yuS5Rtf6K6v7Mr4x0TG3obmxtUNHv/Dwo44+qz99KlNXHShDubmyVkcf3vSC79y84DGvNtpJ8WkcddHXpsY0j6rHHF/KmOvbudQ4rNHX1jzhw1NvKA46yqHo6Ed7c6Ee7qPXU9fY+oIvDyrfGNWPecBzjn0dyMyj6nitzM+cte3joY89w/zMFWpe2lUdeVDsq27Nqc7No8/LWJVqV/1au6pnHvLce7VDxqg+5UHdV+8LfWXoIXfNvOLNtX5ZM4xpHOXmKR9d5tqp5xo/6uiz+tCPMnXVgTKUew1Yq6OPiiPn5oEu82qjnRSfxlEXfW1qTPOoeszxpYy5vp1LjcO6Xg/zhI8/9YbioKMcio45aG8u1MN99HrqGltf8OVB5Ruj+jEPeM6xrwOZeVQdr5X5mbO2fTz0sWeYn7lCzUu7qiMPin3VrTnVuXn0eRmrUu2qX2tX9cxDnnuvdsgY1ac8qPvqfaGvDD3krplXvLnWL2uGMY2j3Dzlo8tcO/Vc40cdfVYf+lGmrjpQhnKvAWt19FFx5Nw80GVebbST4tM46qKvTY1pHlWPOb6UpVmycUNiP26wcsN79SQ33Pofn+3WJ1cHmwsTbwx4E2UGuh/7GsprfK80hmx6eMORwy780ixh37fpqd/VaG3D3obJPtas39+8ajheo1KHHh+nj7fjI9x02Jnznue1r1qvmfc4573UHLIvX0N7o2mW7K1+FZP7NT+qzZJl/TszhJPxvea9dfsa5b116MMqQ3XbKe+wv7fOq1liI6JvQHAQQ0ZdkdkoUA8Zcw5h8qAMDmXO67ry67zmQFxiQtVR3vNco+cc6iGTeV2rJ8/ch/jIPHA6d139KoM693DKGt/KeopeP9DxYMy8+jKuvEo9MOuv+pFX9Z3jk9eCa+zgadPnQBxkfC0Ydg6aJdih73Af3iDofalv7qz1j436tYbI9YtcH1JtWLunuhfk6kiNpY1rKDyGeWkD7XMxnn6MC0UXf9roFz/Mq9/qR5ly7LVRzzjInEvVZ9376v0gVx/Kuq+9NvqyVq7NE+ogds+XBx9b18QlJlSe8iHeUAz1sGe4Ngd58PHd517ttEGXYTz5+qo2xoNXfVfbaq8tFH6NIw++ucqrFBvk8OTrR5581/o0F6i8qqMdMvcmrbb9Xo0PRvQhNY4+3Zt+xRX6PQb1W33U2NhYC/OrceVJjaVslK2PAAAgAElEQVSNa2iflzZQ8qi5GEM/rB3o4U8b/eKHefVb/ShTbjxjyMcGmfGk6rPufRkbmXP1oej3tVdPX9bKtflAHfqX9jrYKiNuXv9bf2esCzWjTrVWyqBeL+byvZby5LvW56TrUfXRYeATvrTaVgyoCwUjQ77UN3fW+hVX2PUYRAe/DH1I4WHDusZ0rp1rqLG0cQ2FxzAv/UPh1Vz0qR/WDvTwp41+8cO8+q1+lCk3njHkY4PMeFL1WesrzZJ9a5b4SbiNT4Nu/Ad59eT4evNJk40nUHZ6eN1Ofz8Ot7fHdK9bN/dXV49tPBGxccPx5Go7dvx4W91sllSboZuSfbNky/f6Uzgn2+o+1azf33xq6H7Hr/8wHmo9tNvY/xz3PJ99DeU6yx737/plX/Wa7H6eZsnua9f/Ddmv9dFslvg3cdn+zgzhzb0iW39PzHtrXydrNAseqq12G7XNe+ttTwP3f7cO+3vrvJolHEQZtSFho4PDFTLXdV551b7qOIeqY5Ol2sMzFhQZ+nWuD2T6GNLBxqGNevKhPY/DJAdPh4dNbdRHLs+Dam/DGn19SNWrdvhC7qHWA6+6yJjLx69zqAMdfUGNob0xoOqhgz8pMvPWH5Shnzo3D2TKvdGADF11mBNXfrVRbzu5tuaAD/fCvNbGfNRRTx9QeVDn6A8N9OFrz9y8lbF2VH/mq0yKjnmYAzLm6hjPtVQdKLloX3NH13Wdm69Ue2iNp9yYyJ1L9W8eVcd51THvag/PWMbHps71gV31Ab9fV90aRz4UvmvmxpfH2vg1prbaVztt0Kl70ic2Dv2gx9xY+uv15FeMG09bfVmPGtcYUPWIkdf/8GvH2kmtv7WGT/28Bq69btZYvlQ5FB3soQ756hnPtRR9dfGtPXMH8qE5PuFLmWMvzxjKXSN3LoVX7auO86pj3tUenrGgyLCpc30gqz7g9+uqW+PIhxrDufHVYW38GlN97audNujUPenTXLTVL3Jj6U9d48nP63/r/yPW2frW2lg3dbgezGud5UGd66un1l975Fwj1sq8ZvW6qiftdbA1PlRb9YznWlp18a0P5g50h+Zpluxbs4SDu09XrN/k2Pqqre3W9UC/t/n8D7dD+Qztdfxm+MlVPu1Z9l2+eqE/kK+vi+7mEzTc3Jj0tM5QXvPhzaeGQzUyv6G9bsh4AmPzJs4Uvc0a6XN7Op991Tg72eN891IxlH3Va7L7eZolu69dxeN+zo9ms2RZ/84M4W1or3lvHX9NDdXIWk55n8l767bNkfE6r40+Ed/z9rbeybWbci1n/P/PvJoltVFhI4JDZ8+3ueGhDB1GbWywpobybGpgoy4HOObymDPgo8+Qpx4+keu35qKuefV+1UWPuXJoPWQiZ00ch2v1Kr/aY6sMigyKnX6l8D1cQ52rX23hqV+p+VRb7c25rs1VfXT0UeNpi557Uhd/+tQGPfnK9KuvXl719F0pcvM07+pTXf3UHKoM+ZC9+lL9QBk0e/DDXB1rAa/fOzrmp7720CpnXXmuK9W/+fQUXXPDt7m5Vyh842ovH3vmdVRd+OpUvn6qb3OBqms++jBXda2v+vAZ8M1JHhQ9fNqEg2cu/Vw75VB9OtcGai7K+pxcQ9HRv2upNVOuLnJlUmTw0YU61wY951D1K8UWvWqrDTLtzMfY6ld+jactevU6yjeGNugZSxm6xqsy5VJz6Cly89RP9am+fmoOVYZ8yF59qX6gjIoJdayFPqHKoOYnjzU60Co3P3muK7W22A8NdI2PH3Nzr1D4xtCHfOyZ11F14atT+fqpvs0Fqq756MNc1bW+6sNnwDcneVD08IkcX/DMpZ9rpxyqT+faQM1FWZ+Tayg6+ncttWbK1UWuTIoMPrpQ59qg5xyqfqXYoldttUGmnfkYW/3Kr/G0Ra9eR/nG0AY9YylD13hVplxqDj1Fbp76qT7V10/NocqQD9mrL9UPlFExoY610CdUGdT85LFGB1rl5ifPdaXWFvuhga7x8WNu7vX/Z+99fmX3suu++gMy8d/gjO4s+PpNGsjYkzsX8B29UQONC2RseJDv7AEXmQjJRA5k+wsENx48yEACSDMDt2EjEXrwIDhO2+p2S34NRW5YbelJsWSn1S0Gi1WL3DzFw2JVHZ5i8X4uUI/k+bHP3mtvVj2uVWRpq3avYRtu13zEkqXEkoEYkF7kpcfxG46+yC+zLU8cj/iVibV7fIj628dnhbgHc740+98ziY/pCmO7C+EoliyHWXrxXwTDQbxpbOnxAeMBmaO2sjEXiavLzZfmy1kxlo0l5oy4Rs7RmKeZ+4glZXCMtVl6/02KJVt9nxk7LzOx8tkazs0MRvtzjc/Wku859/7ZWkos0cWWXxYWtFWbthYvdLEVxQaP9Tj1a1858r62fkVbFlHiutr3PK+pObLnre1rG9ePc+O+LhS9vm3rYlFj1Oetx+lY/RobLzJ17HlT/e6L821TffLZF7E61hpxjvbVr3Ztva623teYsZfter7G2I77HJO20Z6OPT4dYz/sg+d6nNfzsbca77Gy7fnRd/X7OO7bX6/tPm29nvtkVxi73XF4zTjXa2nr+R4f/dUckyax32OiHfuktpTQ87g4RuvaV9nTGLfZvsa7T/vpK46La6g99tmGt6kdz/U29qtNx55rn7V1n/q973bnQu2Oy3NtS1vP9XyP19bjNEb2vFWfzye12Y5taRv37ZPm6aU+58g+eYz6ZM/tcY761H6q33Ptg2w4Fu1HbOyPx3icbXi9tF/HYy+NV7vna99+u0/Hfnk9j/PW/do6Xm39crvHeT0fe6vxHivbnq99v9Q/tm9/tbUdjdN4r+c+9RtX2/M2neu1tPV82/VYbzn/Of9dG6471Ybrz7WkPve7z/WnMZrjsa5TH3ucxnicbcT6jP2em241Xm2er/3ol4/VppfXc7u37vcY+2Ef3O5xXs/H3mq8x8q252vfL/WP7cdYbEfjNN7rRb+Mq+15m871Wtp6vu16rLdbPv8RSw4Exb1fBOYuiIvHdQah05Ln7z+2Qsjxb7eMkRixLe4fiBGRIt3dOsuR7SmWRTA8k9BpxSP/PkuHedmYi8TV+YZYsq+bsjmKtVg8XzF3I/uIJYGQHcEn5uZW+4gl6edEenzn52Puc0PtfLbu74zIYdSes2k9HL6YwWfrHrsz39eKfwadlbvrz+XSYokuEi1S6OJTxL7atPWxt7Et7vtCU216yZ5tpuPU7jbZ9bEudHUsW97ajj6b7KfnausLXo33fLVrrF4eq37te4z6PNcX4V7T7Rqj8Xq5zeuoLdrwWNvwHM/TsddRW9zXscel7T72ejr2ul5TbW6PbV7TJHG6huakvsT5XsexaOtXnGu7nuvx6bHHjW3VFttNWMiW9u1LtBnXUbvjNBbRZhyr9mjHsXgNHeulOXFcak/9sR483n54Ta/n+Zqjfa+rfc+NY7W2ffIcjbNd78e5sukatF31x7Xcrq1e6vM67lNbXMftsS3ua3yMO/qejlOf22TXx5pvf7y1HcVkPzVXL/Vpjn31Vu2aH217vMeoz+t5az80Rv3RR7dF2+p3u8fahte3HY/1uOiHx6Zj1O5x6pNtHdsHr6U2t8c221N8Xtdt3sY1tB/ne504V/vpXM1Tm+d6fHrscWNbtcV250S2tG9fos24jtodp7GINuNYtUc7Gu82bY2n5sRxqT31qy619Sv6oTbPUbv3fS57XbVrrMfErfc9x+t4jo89TjY11sfuj2t5rv1Rn8e7T22a62NvY1vc13jjr3bZs810nNrdJrs+ds7tq/1Sv2LyseZ6Dc1Ru4699brRtsd7jPq8nrf2Q2Mcr7Z6uS3a9ppxrG14nvs8Vlvb877HpmPiOPXJtvywD15LbW6Pbban+LyW27yNa2g/zvc6ca7207mapzbP9fj02OPGtmqL7c6JbGnfvkSbcR21O05jEW3GsWqPdjTebdoaT82J41J76lddautX9ENtnqN27/tc9rpq11iPiVvve47X8Rwfe5xsaqyP3e+1EEsOF4vFLwLb54u/5cdwiWjcX9y+e/+h+TRCXLSCQPeIKY2PxEbcd98u/A5K2r8csVmmNuTvzHo4EGHHBGzZmMvEFXE/I8ZBrqON6/eJ63oMVXuIJWVwPD6Py9l9k2IJn618tg5I/jM+d/hsvUgk8XvYvX+2lhJLdEHlCyttozAhYcGig/o8Thdfsc/76o/7sp3O9xoep/U0zi8dRztxXNquY/mirdfSeB/bprfpWI3TSxedY2N8MRr7tG876tf8eGxbthsvujVO/bqgj0SAx7pfY/Tysba+0FW79tUmX9JxkVTwONuLfbadzvda2vrlGLSebKT+qj/6krPhtTRedjzOdnXsMWrzsf2Pa3icx9iWj91vO273OPXLD20Vj/zRvteI+xqnefEV+7Uf+9J99etl/NUfj1P81Ge/tZ/a07F9d3/0MbXnPtk07vbBdrzVGL2Eidd1n9bSfrShY4+zL9G29uN8jXFs6tO++v3ScbRj27l2r2+7tq3j9JWOtW2369h2tK92HXuc9z1G/fZLWx3bVjx2m+0LP71sLz2f1O4+b2XD7bbntW1XW9l1u8d5XuzzHNv3Vu2ep30fq012ZSP1132nbLhf42XHtm1Xxx6jNh+rTS/H5XZt47799nj12U46TmM0XlvO/x4L4aUX5z/nv88vnSd6qS44//v3HOER32uMV7r1GL//+r3Ix8ZW49wn295P7enY712eo2OPS+25z/lDLFlMLInfgjsmufUYDV14dj/w3hHp5Yg0XeCWv7gd828i1vaH3T8dLtCPcegfvxXx0Boau29TDHrt707x+pEgcdsy2zIYTmD05UsT6yHFROsvUSdl4oqYz49xn1+LR9HG9fvEdT2GiCVlMDTJuNT2bYolW32fGau5iVj5bD38v2ICIz5brxJH0vete/9sLSWWiBTRy6KEj3Vh5Xbtq19Chsf52H0e6zHa6uV+4a85OvYY29BFnuar3fv2Q23uS9f2mr5I1LHX81i1qV/HtpOOU7/naeuXx6X2c/2+KLU9jfPFrLe2pbH2zW0eo23ct123eyv7muuxsqd9j3efjtVuf9J5nj81z7aifdvzPPXZlrZex+Mcp9ujLc+L60QbnutYtLUd2zcBq7Hut29pW7QTx2ic7Wp/zAe1xz6PdwzywzbVFvdt33bd53bbsv3YrznRXhqv+jQvfXme+30s2973HB+7T+32Ifqmdh27z7Y9RtvY71rXeI+xDcWh+Wr3vv1Qm/vso+d5K5vRD83xS2PimvbDNm1f49ynfdvWNvrivrH+6LvHaa5tuE1b+ZSuF8fG/RibfdFWvkfbsqd2j3efjj3eW/fF7dQ8j4v2jZ3nqU8vj7V/Hqd2vdwebXme59qWx3quY9HWfbafng9qt2+a7zna6uX145jon33xOvbBW81Xn/sdg/ywTa9hW9pqvOd6nNtty+Njv+ZEe2m86tO89OV57vexbHvfc3zsPrXbh+ib2nXsPtv2GG1jv2td4z3GNnzeqN379kNt2o9zPM9b2Yx+aKxfGhPXtB+2afsa5z7t27a20Rf3jfVH3z1Oc23DbdrKp3S9ODbux9jsi7bGxGNlT/se73V17PHeui9up+Z5XLRv7DxPfXp5rP3zOLXr5fZoy/M817Y81nMdi7bus/30fFC7fdN8z9FWL68fx0T/7IvXsQ/ear763O8Y5Idteg3b0lbjPdfj3G5bHh/7NSfaS+NVn+alL89zP2LJYmLJngAfEvxjZMiX5ot+m+LosRCZsYNvVJ4eU/7idnzN7hnqZ/qXXozPPl4Qs9SHUhhejVHhmEvFFfGaHWPhWKIPxDV+jkaM5uxzZ0kZHOdgfemYtymW8Nl6ab3Mmrfge3O6fqn36tmfO7n/nxSOuVRcEa/ZMRaOJfpw73GVEkssKmhrYUIX3Xrpws37FhvUJhxjf+xTe7TjvtjuNm3jK47Rvl8eI7u2bRseo230V/saowtHbd3nds/zRanafWGqfbXHMWpzu7a+8HS7thrvC1X3+9hbz9VWbVrTbTqO7epzv+fLrsfbX4/R+l7X47yGjmOf2731eG/TNTzf/kV/tO9+bX0Rb1vut02vab9tS8eao2OvY7sxVreNjbUt24hrqs12tK/56o9tbtd2bLzXHuvzHK+Z2vUcx6bjaM/7cWubapM9zRW+cUzc99pqS+fG9WQrjlFfnKs+j/E4t7nO3G+7Po523Ke5bnebtvEVx2jfL4/R/GjD7d5qfNzXWPkU53gNj1O/Xjo2rtr3uDjX7do6Vu375bGaO9avcR6jre24zf1ut28eq3b75TU8VmOclzjO/Rqvl/vc7m20K1v2ydh4fvQl2nK/tpz/+88HYyec/FJbxNC4GUsfe+t5OvZc16nHxK3zprZ0blxDtuIY9cW56vMYj3Ob68z9tuvjaMd9mut2t2kbX3GM9v3yGM2PNtzurcbHfY2VT3GO1/A49eulY+OqfY+Lc92urWPVvl8eq7lj/RrnMdrajtvc73b75rFqt19ew2M1xnmJ49yv8Xq5z+3eRruyZZ+MjedHX6It92vL+b/u8x+xZEGxxL/ZES82j/fjtyLLk3NLXNwex3D4vYqFBJ/j9ZbFLF2vGIbZR4DMyXv5mIvFFQmoWTGWjyXmjLjm1NPpMYglpzGKdXeL/bcqlvDZulRtLvvenJ4jxd6rZ33u5DArH3OxuPhsHbl7KJfH0+2lxBLVcSom6KLbryhK+CJafWrXS+KFx2irMRY04rg416KHbXgtj7dN29M2tulYY3VhHudqDR97X1td1Ht9H8ue2v1yu2yaBLAtbdUm4iDa0b59VL9t2KbteK7sRPux3/uyEYkWjdcrrpv2xzn2QXM8Ll1T7VpPY23fPvp4bL1o0zY0T3Hp2PZsO261H18eq63bZceEldZSn+z65XHa2k/75L7Yno7Tccyl7Gq8x9mGfUttpTHqWHPsZ2or2vG+t14rbmXPNZLa0rHX8Rz7bz/V7z7tx7Xsq/ptR/MiHjpObWq87avP/XEdj9FW/V5X8zwuzrVv7rN9j1e/+zRP+7FNxxprUs5jPd/93tpnr6NjxR19Sseqz35qO7ae5hg/r+014lbjbC+O85rael9raWwcp/3oS9of52jftjwu2lKf2rXVWPW5P44fW0/jPMY2ZMdY2p5tx63248tjtXW77HD+7z8jnJO4FVYRd+dCY/SKWGpfL8+P82xHfa5f2/LWNpUb76vP/c6Z14zreF23aWycq37Pi/Y9PvZpnsbENs/h/N/nRtg4L8ZJWLrNuHobMVVbbPex7PgV7XjfNpQLzv8ef9emazbiqX1harw1Jr6EqbD0nGjLcyPuzoXHO/deO64V5yGWLCmWxAvdG+0vctF+o1hSoqXW8VYxJK7T5EqtGpuzTu18IZasvz7erFiygs+g2ufjnPeIexuzVQyJa53vnaXEkt3f+9cNr7eBQcMfCIAACIAACIAACIDAm0QAseRAunBxu86L2zWQP9TGfdUG+SqTL8SSMjgu+R6GWHK7HG31fWbJek1tbxVD4rrdeZnWWDxGLHkbAkdJIetNMgMEDQIgAAIgAAIgAAIg0CCWIJYU/QHQeGG6lX2Ij3USH7n6Il9l8oVYUgbHXJ2WaEcsuV2Otvo+U6Iu59rYKobEdbvzcqr2EEsQS84VUuAJQAAEQAAEQAAEQAAE3iYCiCWIJYglJx7pAvGxTuIjR4qQrzL5Qiwpg2OuTku0I5bcLkdbfZ8pUZdzbWwVQ+K63Xk5VXuIJYgliCVvk+wgahAAARAAARAAARA4FwHEEsQSxBLEkk3VAERVGaIKsaQMjlPk3bV9iCW3y9FW32eurclz5m8VQ+K63Xk5VX+IJYgliCXn0gSMBwEQAAEQAAEQAIG3iQBiCWLJpojyqQvlS/sgPtZJfOTySb7K5AuxpAyOuTot0Y5YcrscbfV9pkRdzrWxVQyJ63bn5VTtIZYgliCWvE2yg6hBAARAAARAAARA4FwEEEsQSxBLuLNkUzUAUVWGqEIsKYPjFHl3bR9iye1ytNX3mWtr8pz5W8WQuG53Xk7VH2IJYgliybk0AeNBAARAAARAAARA4G0iUFUs0QUkLzCgBqgBauCyGpgigkr3IZask/CLebZYwvl02fkEbuBGDVADqoGf/exnzR//8R83f/RHf9T89Kc/bT5//tz8wR/8QfOjH/2o+eEPf9j83u/9XvO7v/u7zdPTU3Mu4c74+xVp3iY1QNQgAAIgAAIgAAIgAAJVxZI1wy3S6fX1dXOvrcZVM1dbxZC47ut8V74iUb70PmLJ/Ygla/9sXbN/l/qm85G/6xDYKobEdV1dLDX7b/7mbxq9fvWrXzW//OUvm7/+679ufvGLXzS/+Zu/iVjy9+5X0FhSjFqqFrELAiAAAiAAAiAAAiCwbgSqiyVLE3yX2tfFbU0CvtZaW42rFn5aZ6sYEhdiydT7JWLJfYklU7m8ZZ/eZ7b4t9W4auZqqxgSV80qmr8WYgmCyLnCyvzqYiQIgAAIgAAIgAAIgMCWEEAsOfxehS5uaxLwtdbaaly18EMsuS9BYev5qkl6I5YglpSoN4jjLf2XsWws1EZZPJe2du/5QixBLEEsWfpdAvsgAAIgAAIgAAIgsA0EEEsQSzYpEpUUU7YqOBHXfQlBylcJ8nquDcQSxJK5tTI17t4J1tx/9bYaVy7eJdq3iiFxLVEt19tELEEsQSy5/jzCAgiAAAiAAAiAAAi8BQQQS2qJJc+P/Y/bPz6PCxS5Mee2h99e0UV7SeFglbZy+AQcXnNjcu1h7uIYzvDhbP9n2CSuC8WSGdgula8pUrp0H2LJ2xVL9IPHpeoJ4vgt/Ffyshipjctwu9Wse88XYgliCWLJrd49WBcEQAAEQAAEQAAE7guBtyOWfPrQvNu9bz4exJGUCFqWOH5uHncPzdOLyNmX5ulh1zw+p0Rtbsy57UO7y8Y1XOs2QkoOn+hbbkyuPc5d+jdL5viQG3NuO3FdX6M5zCO2uTHntkeb+zpM37eWPEYseTtiSSqOnDo+p+7unWDN/Zduq3Hl4l2ifasYEtcS1XK9TcQSxBLEkuvPIyyAAAiAAAiAAAiAwFtA4A2IJZ+aD+92ze7du9uJJfomerib5OXpoXl4ehne8ZEbc257uCNCxLAu2q8niIek7ars5fCJOOTG5Nrj3KUxnONDbsy57cR1/bmQwzximxtzbnu0eajDc0jqa8cilrwdsUS1EgUS72vr/UvrCeL4LfxX8rIYqY3LcLvVrHvPF2IJYgliya3ePVgXBEAABEAABEAABO4LgTcglpjw+ti8v9GdJUfiSEKaSnzIjTm3PRUyti6W5PCJOOTG5NrjXO0vieEcH3Jjzm0nrutFvxzmEdvcmHPbo03X4aWE9SXzEEv82bHerd6bvve977X/67gkx+kciyPepv2XHN87wZr7L91W48rFu0T7VjEkriWq5XqbiCWIJYgl159HWAABEAABEAABEACBt4AAYkmF3yzJkaSRDM2NObc92jTBmrZt6TiHT4wxNybXHudqX8RH2lbqeI4PuTHntqc+E9f54kkO84htbsy57dGm9pWvS8jqS+cglqxXJHFOVRPXiiUWRuZsve45W/m4xb+txlUzV1vFkLhqVtH8tRBLEEtuKZY8Pz83evEHAtcg8JOf/KT9f9/f+lt/q73zV1v9P1Dt9/r3d/7O3+l/13W3a3TM320Q+L3f+722nv723/7bXU60rxr75//8n9/GqTNX1fXM3D/Fy/vyXLQYBwJDBMxBDFu3dYRYUkEsaX/smcdwLSM4JHfpHBHSepRRbkyufeTxRylxXex4jg+5Mee2E9f1NZjDPGKbG3Nue7SJWFJVKDpHDLjlWJGy/o9KCT9SwaSETYjjbf2nsWQ01EZJNJe3de/5uqVY8pe/+NXZCdKcc8l9xpcVhM5O2sQExJIJcOiahcA/+Sf/pBFxrVqyOKKtjtWu/nv8S8nt9HitMf3n//yfWwFBn43/4B/8g+af/tN/2nz+/LlzV/tqU5/GSGzQnDX+/fznP2/+/t//+20d/cZv/EYjEcF/2lebakxjNHbNf3PrR3EpphjrmuO6xLff/u3fbmP09V0UhrTvduGgsVv+U93+2q/9WhuzBNmpvOtcFT73IhDeKm+qH/MQt/Jh6XURS2qIJS9PzcPusXluyU/9wLt/7F0/+Hxoz405t32EYC1G7Ce2V2E3h8/rFdgmceo/OIvFuoT/WZvDOymIa4jHrBxnsb2i3rI2h/4pXyXI67k2uLPkbdxZ4nrQf3jSff8n2u2XbFW3W/zbalw1c7VVDImrZhXNX+uWYom8PFfIuGTOuWswflpcmV9dp0eKeIlE1ekZjACBHgGJIlPErolfiyj9zPXt+f+W52zXFoVED33WC3cLIP/+3//7Vhz5wQ9+0OgVxZM///M/b8dqjsevJSaRyCKPRXpOCSHq0xiNnRp367hUV6f+fL5MEeanbKy9X+KHcjWH8NcYjd2yYPJ3/+7f7T6DFW/u/VSis+7Y0+e1tnPwW3stLOWfzjW/dyy1xq3tIpbUEEtEvutb5Ycfy+1/3D0QrNkxubkT7YHs14fyLBI4zLm78UtgG/BYHMMl/B+1eUy+L5rrUR82UPM3jOsSsvrSOYglb0cs0WdTrJNTx3HsqX29f27xb6tx1czVVjEkrppVNH+tNYsl/9sP/982EG0tYKjB+6e2/93//rMBEKfGX9v/f37+q+Z/+j/+tPXvR3/y/zVa/xybijPGes7cmmMHoF55UFosEdFzSnwxwT7m+lTf2HjabouASOo03/q/WvxT/718yzf1PcYR9+eOi3Nq7ItAHSPaJYRIJNFrTBTRnLWRr7pb5Jy60VjNWdOf6uTc11j+1hTTtb7oM+KcWtNYzdnqX3wvUe4Vq16xDiyUuO3cz48/1d4AACAASURBVO3/+Qd/1nz8v/7iCMJc+9HAlTfo/w069yWQ+HyLYuvK3b/IPcSSWmJJIN8XJaiTdXTRXnO9La61VQyJaygerb12la9TxHTJfsSStyOWpHWj/wClbZceq263+LfVuGrmaqsYElfNKpq/1prFkhiFxQC1eX9q+9/+xufm53/5y26sji1kTM27pu9WYkltkSXm5dr9c0mXqfVEWOhbsqeIrSlBZKpPZOi9PtJpCrd77tM3nJWz+BfJP7WrX+Pu4S/1Pefz3HG5+Uu163N+TAzRerqLJNen9jX9H8Gk8Tl3imis3nvOIeKXysOY3amacbxTY8Zs3mNbjFGfF3P+4pw54+9pjGvWNaCt91XTqVCivnPvLPlv/sc/bP6r//73B4KJxBO1qe9e/sbqQPgIQ4klwib+Cb+t3mHyhsSSaeJLH1xrJ0sv8W+rcV2CxaVztoohcSGWTBHgiCXTnxlT2NXq0znsb4PVWvPcdeTjFv+2GlfNXG0VQ+KqWUXz11qzWCIRQH/xbgsdzxE0dFeHxIs5Y0uNQSyZX3ceWVIskS0RFyLApgjLKUFkqg+xxFlbzzaSV9pPX/Y0jnPbGrfRT++nW/nttrXFoN8hufTvmrmXrpmbp3Ndv0dy7p/m+Prj3LlLj8/VjIlxbXNjlvatpv1LYrxkTs2YrlnL+RfhH8n+KaHk3C8N/Pjn/1/zX/8PP+kEEwslalPfvfyldZAKSWNx6P8UmncuZmO21tSGWMKdJZsUiS4VRsbmifgYa7/3NuJCLJkivhFLEEum6mNuH8Txmv7Lty5fqI115eOUN/eer7WIJWPCyJiIoXyMtY+1aWwUWuIY3XXiv3jHiQQP/+XEljhGY213jljiMV4jzpevetm3eGeM1oh/9s24uU930GisbahdjwSzj4rVf7Hd/XO2nl9iW1IsEdkjYkKkREpYah0RFnppX2P9N9XnMbLn+dr6L7ala3oM2+UQ2PKdJa6zdCs03bYcspdZ1mO29Bsl5/75d03OnbfU+JQ49jomR1V3Y+SniWePX9N2rGbsr0nysTFriqGEL3q/T/9O5XVsTmrjno/TOlAsxsS1oW2u7ufEHgUT3VFyb0KJYoznh79YYXzGMODOkoOgMJccScfpAsv/sUr71nIsH++d/B7zf6txjcW6VNtWMSQuxJKp91/EEsSSqfqY26f3mS3+bTWumrnaKobEVbOK5q+1BrEkFR8sBPwvn/68DSQKHmqYQ+h7jAQB/cXfD0l/T8SihMUKz5UfcZ7b4zbO0XgLL+kanuNY47HjtfBhwUM2bE8+el9z1Wdcog9pn45l32uci5/9jNsW0DP+EdGUe+kuEL1y/XNJKt1JEh+pEkkNkT5RHNG1t4+n+tIQNU/j/Scb8dhxuJ/t8ggoJ2mNxNzLA/Wbb1neo+tWiL57P91qBbddt1r52Z8/f87+LkluNT2CK/7oe25czfYcviKLRY6aOB7zKTd3bGzNttQvxZCKQumYmv7dci3lVbHrpf23+Od6KHlHSYqjBZN7FEoUSzw/9NgtvYzXr/3ar7W14zraslDSYnGK8Pi3//bfXv3scl04+sNb+7zAgBqgBqiB82vg1Pt1yX7EkvsSSzifzj+fwAzMqIG3UwP/+B//48avf/SP/lHzD//hP2xfv/mbv9n87Gc/a/74j/+4+aM/+qPmpz/9aSMi7A/+4A+aH/3oR80Pf/jDljD63d/93ebp6eksAcPEuy64LB6kF9Vq/7X/9f9p/vIXv2q7riX7ZcRiQ7qWjiWKSIBI/yxI2GdtJWbEP4+Rj15jSizxGNvKiTUWQbSex9gP+6tjj3OffPO+tnG+/EptxbFz9mPsc/anhJBSYkkqZMTjuC9//Y1Q7U/1pbHFsdGGx6WCjdvZLoeA8yCib+zPBKDG3cNfJOO8n24Vh9vWGNMPfvCD2YKJhZKpx+atKcatiCU+L9LzZs11tWQdIJbs0TXxrzpwbWgrfPTFAPVf+yfB5J4evRXjjeeHfovEAon+b/Dbv/3b3e9nady9/1aJ/Ncr/XN79cdwpY6s5VgXzEvdmXBLu1uNqyamW8WQuLizZEpcQSy5H7FkKo/0rT+P5IgcUQPL18Cf/dmfNXr96Z/+afMf/+N/bC+G/+RP/qT5D//hP1QRS6aud8YEE42fQ+inY6K4kLOREziiLQslbotCxaViidaVvWgrHkexw+sqHgtI6bw0Ps33GprvGGKb7c7ZTuXs3D4LKefOS8eLnEhfvtNEREYkY02wy8ZUX7rGHLFEY/iri4DvDlItWRTRVsf65nz67fm63p23WiTjvJ9uZdFt51mvN1rnm+4Wyf2guzy5N6FEPqvWRBybPE4RtQiRtq/h2DVjH02GR988JrZtbV/vC+nfqbyOzUltbOHYOEgEECmeCiX39F66RD7i+aF9/R/DnzlxPfXd+/8FLIrEuLTv9upiyVovCCGO74s4Riy5Pl/U/PUY1q7Dmu+fiCXLk3fX5lPnsP6Tcq0d5q8/1+SIHFED19XAmsUSXZilgona5hD6untDgoLHSlCwuCCRQMfu81ZtpwSEVLjQXRq2NVcsiWtEX2THtuRTPNY68Y4UzfOxto5N86JNHasv2nW8c7H0eG81r9SfSKhriSgRPBZGol8iLEyax379/0Ckj/60dq4v2vLY6KtsaG3/yU48djvb5RFQnpVXf0NcWx2rfYocXt6z81ZIyTjNdpu3se0863VHTwkm9yiUzEFv7T/wfupciDU2J957HHNJjJfMuTdsLJRYRJNgorjjZ9qp+rm3mM/113WgO2z0CK7cnz57tv6HWMIPvG/yjpqSJDaiwv2JCiXzvxZbqsOaZBliyXXEXI1cIZasP0c16oA1qANq4HQNrF0s0QWnyP74SC6T9qe2Ehj8FwUKzYt/8bFUGhf/JI6k68QxUYjQvgUMjYlijW1ojF7+i35FcUTj02PP0TaKH75TRO32N8au9bx+tGFf3Td3G21cu19CLMmJFCIsLG5ojIgOvdRmsUT+T/XF+ET+2obbfWy7bme7LgTuheRTHfnP++lW/W7z2LVuxwSTrQolIlDX/M171cwp/+6lrq6p90tivGTONT7WnKv3Rn8G+m4StfnuqfjoLT1qSjUUPz9r+nrrtc6pg60LJogliCWIJa/TYgBiyTQ+axET7MeW81WTEEMsOU2+1czH2FqIJevP0VjeaCNv1ED9GrgHsUQXyCL8JZjoby6pv8ZxiuNSkWIt8ZQkLEqIJSX9wdZ2EbgHwSSScd5Pt8qQ2+4hW1Ew2ZpQEvMgcnTq2+a3zpV8Pfd1a5+XWF9Ev2py7p/GblkckFDiLxVoK8EkCiWKXe+dEkrUZzzGHj81F9N7HRfP91MxnDP2lK019iOWVBJLnh/7N+6Hp5dJgaId+/jcj3l+7N/057QH8v8eieOI1W732Dwf4nl5ejjCYdB2+HAcxXcEw7lzl8Zw4EfMb8hjKwS8PDUPAY+9OPDSPD24th6ap5eDsDESr8UEb5eO6/U141uIKxt7zv9ce7C5dFxZn4MPxjg9l+PcozodzW8vVCmumgQbYkl9Mu/c/KomdNFy7jzGrz+35IgcUQNla+BexBJdLPqOjLWIBpf4gVgyvOxHLBniwdGyCKxdMJlLsM0dtyya861bMNHvmJxDVM9f4TYjlQd9817XHCKS47fwb+PRdaveW11dEm0k/U/NV60qr5qz1b805zoee/RWFJlU73HMVrFJ4xI257zS+Vs6fhNiycf3fcLfffg0SiwtSrC+PDVPzyY9n5vHXSC1U4K1JUx3za4jzeP4Pfn82NrKtXud/XbRuFLfixwrxjF8FK+Fk9wYtXtMxGEOVrm5r82yGM6Na9fsHh6OxBKR8Uek++uceJeO67UZ9y3Ni/MVc5rzP9cebS4d15x8HfxJz2UJPQ9PzUt7nsR4tT+eX4su2qoOa5JniCVlibolcqeaQCxZf56WyD02yTs1cF4N3FIs+ctf/Orsa0fNuUSkWMscxJJhyhFLhnhwtDwCaxZMRMSdItzVr3H39ifieUtCifBXHkQi646SU3m7h3zdY11dgqsfJ6V49fKdFbKlfbcrt1sWSnQ+6s4S/yn2eOx2v2fqjhP9lonG6Dqbv7eLwPbFkk8fmg8ffUH1sXm/e9d8+OTjfrssIR7J3EiSxnbtq++xeRaparEk7r++NvpmekuO59oTwaJeXGkslx7n8JlBUj8/jggHr83rHKxycw8kdSSty+7PiKvLaRz72ryKjO/I94D3nHiXjivnWxeL/I3xhLzn/M+1D2yuRSw5Ppe7c/fgb3o8xCPk8zAesaR/v4Yk3GOBWEJNcC5QA9TAvBq4pViyFgEDP/71WQJUSXoAsaQkmtiai4DIP31jfG1/kag1YTu21Tj+bo9Ampvbe3SdB4qHv7eDQFq/EkH03pj706O3dEeJhJIxUSU3j/btIbB9seTwmK39xeSn5sO7G4slInzHCO7X/Tfx27tGAil8RKge+nLtKZF/n2JJfyfQ4K4Jf1N/t2v2d9dEQvlATifEufA4jVV+ruYvjuFkXDHGKC5YBHpsHn2r3KGuTse7t7loXG2dHvuW1mcr+Bz8d05z/ufaU5uLxqX6mpEv3VWTnsutaNed+6q59K6gJL9JLSuumqQYd5bMI+Bq5iRdSzXBnSXrz1OaN47JGTVQvwYQS84TChBW/vX2rvqJCARAAARAAARAAARAYBYCb0ss+fi+2b370HwaCCj7C7bFCVYRnxNCyYAIftNiSSoOHB7JNbhTYU80m1xvyfKAWUqeD7B1HnznztjxCEmd2ix2fCqugS8Jma6Yu0eT9Y+9OhnvweaiNZ/xbYBbJvac/7n2gc2lxa2Mz9GHgZ9JXba/YdKKQw/N4+PhLrEux0l+u/Ze3KpJsCGW1Cfzzs0vYsn6c3RuThlPTqmBZWoAsQSx5FwBaNaVNINAAARAAARAAARAAAQ2h8DbEUsmhBJdmC5KHB/ubugerZWQoPvH7/R3U3S3ionQT8jWjojNtSe2l44rksRL7Psb+l3cji+J3+NGfUjGprYm5y5Mvqe+pPkexpOQ6Ulc3dyk/WiNA4aL1kbiQ+eb8zd1x08yt/M/1x5sCq8l4+p88ZqJT5Pnsucctsd1l+Q3Ga+4apJoiCXLEHYlc6ia4M6S9eepZM6xRb6pgctqALEEsQSxZHM8BgGBAAiAAAiAAAiAwCIIvAmx5NOHd83u/cdJonFJgrV9bE+8k6EjQTPkaCRg9U327u4B3VER7rQYa+9s999GHxLu8c6Nte8Ln0O8wiT7CKMxHENbDsMWqzAuwc64LVob2bjG/ErbdHzA5/AYt/axZZPx9jlfNK7Bj8z3d70MfpcjF3vO/1x7krdF48r5PPj9lR7jMZGorauBHY9P8+v2/VZx1STJEEsuI+Rq5kg1gViy/jzVrAnWoh6ogfEaQCxBLEEsWYRLwCgIgAAIgAAIgAAIbA6B7Yslnz40704IJbqwXJJg1bfRu7tFDr/PsP8tjgw5KiI1iis6Hsw7kKi59kAeLxmXxYSi25YQ7++yiY/aGuAY8dGcTkgxwZxgm8NqdK5t9CR10RhDfmR3PK7E/3bOSFuIa1bNhLUXr41R34YxjMd+eGTdSmt+3OdhXF29CIOuVjXGtf3YPIdc7MdnbBzGKV81STDEknHCrWYOTq2lmkAsWX+eTuWRfnJIDSxfA4gliCWIJZvjMQgIBEAABEAABEAABBZBYPNiSXtXSUdQ7onKdx8+HZGOixPHR8TokJDvyNXC47Ya11J4jdndKobEVeccHKupS9qUr5qEGmLJ8uTdtflUTSCWrD9P1+aZ+eSYGri+BhBLEEsQSxbhEjAKAiAAAiAAAiAAAptDYPNiydwLTIjj+yKOLyGbL51DbdxXbWw5X3Pfz0qMQyy5npwrkYcpG4gl68/RVP7oI3/UQL0aQCxBLEEs2RyPQUAgAAIgAAIgAAIgsAgCiCVf9hdqWyZYLxUJmLcXCagNxJI1nAuqw5rEGmJJPRLv0rwilqw/R5fmlnnklhooWwOIJYgliCWLcAkYBQEQAAEQAAEQAIHNIYBYgljSrIEIXrMPiCWIJWuoT8SSssTZFohIxBJqYgt1TAzUcY0aQCxBLEEs2RyPQUAgAAIgAAIgAAIgsAgC1cUSkTu8wIAaoAaogfNroAah5DW4s2T9BKbOIX6zZP158jnFllxRA7erAcQSxBLEkkW4BIyCAAiAAAiAAAiAwOYQqC6WrBVBkU5r+PZ4aR+2GldpnKbsbRVD4rq/O2ZqEm2IJbcj9ebmWecwYsn68zQ3n4wjl9TAcjWAWIJYgliy1qtw/AIBEAABEAABEACBdSFQXSxZ64UgxPF9EcdT4kbpPmrjvmpjy/mq+f6JWLIcaVcqj4gl689RqVxjh1xTA9fVAGIJYgliybpICLwBARAAARAAARAAgbUigFjCb5Zs8o6akoLJlsn3kjitxdaW81WTLEMsuY6Yq5ErxJL156hGHbAGdUANnK4BxBLEEsSStdIR+AUCIAACIAACIAAC60IAsQSxBLHkdfrOiS2T72sROEr6seV81STEEEtOk2818zG2FmLJ+nM0ljfayBs1UL8GEEsQSxBL1kVC4A0IgAAIgAAIgAAIrBUBxJJKYsnz467Z7favh6eXUYEijtntHptnk/jPj93c3eNzPzfX7nmvr809E8ctHod4X54eegzGcHx5ah4iZgGD19fn5vEwRzmI+GcxD/OXxjDGFn2LAkL0czBmpAaivamaKxrXBP4xjzGmbv9obj5fMbYBDkvl68i31ybmYnCeBh/yfr40Tw9+L3honl4OQt1IHjt8DnaVr5oEG2JJfTLv3PyqJvjNkvXn6dy8Mp6cUgPlawCxBLEEsWStdAR+gQAIgAAIgAAIgMC6EHgDYsnH5n0gyt99+DRKOBYljgNp2hKeL0/N07PvXhARHEjSbqxI1LH2OH5PtD62tnLtXme/XTSuzvfhminJe9FxS1LvmoE41K0nHCwmHcjnh4cJsST4NyC/c5iH8UsLTiLJH56alza2jD/Z+plTAxGrJeI6gf/JPO6a3VTuYr7mYFUsX7m4MjnqavO1eZ3wU0LLscgzJ4974bMmgYZYUp6sK50/xJL156h0zrFHzqmBy2oAsQSxBLFkXSQE3oAACIAACIAACIDAWhF4A2JJuKj69KF5t3vffDzcTRIvOOuJCjmyNdMu4jXcTaJvrLdka649krbFiOMhyX6R+JH4NW1DWDw2z0mM3ZznxwzhbAFlwl+R76fEicTXJWujy+dhzfS4i7nzKdRJgs/o3FGs9viUjUuEf4r/iTx2MY3NPeQw5CuNLz02VsvGFfDv/B/WW+pXdxxisa/tdk4eD+dyfM9aeh+xJHx2jHxmLI3/HPuqde4sWX+e5uSSMeSRGli2BkqJJWu9oMMvEAABEAABEAABEAABEACBMgi8PbHk3Yfm0wjxVZZgHZKnR8RoR9bHcSJh/Xie/tvnHdFqYvZArObaB2vdqViib9+3d88kJPI+tgMBbzy67QTh/vraCK/2kVQD7Mcxr4qhYux82vtzfOdBqJMw/nQN5LDa2ytb88f4T+cxxNQ+Jm0otIzmK8T++prHatm4ZtRMzk+1Pz72j4Q75P10Hvt81STTEEuWJe5K5BKxZP05KpFnbJBnauD6GkAsKXPhiBUQAAEQAAEQAAEQAAEQ2DoCb0Is+fTh3Z4ozwgluggtS7BGIjjsD0jU0N4R/m4T8bx/JFeOSM21VyX6j/y2/5dvB3G15HL4jRatN9bW+nFM1qdYtMfxsU4D/3vM03lL10b/GxgPzePj4c6hgW8HPJP6GWA1hk0Wq729snEN8R/4dsKP/W/KDMWSLgdJvuZgtWRcnV9dzY09Oi/+rknIqXAId98oFgljA6zG8nioBcVVkzBDLLmenFs6X6oJ7ixZf56WrgPsUwPUwOkaQCzZ+iUt8YEACIAACIAACIAACIBAGQTehFjSXUTe8DFcIkTj47SGpOuxuJD7Vn5HrCYEdNd+IFZtvyxxfOyn1ymzFeHe313jHyePuHW4JHFOEu7J2JyNXHtNDHM+jNbPiRrI2XKuysYVxZLTebQP+22ce1xjuThy7cvFNd+3GF/nZ5KvTvhL2qfO5e69bOTuuNJ9iCWnybfSmJ9rT7WOWLL+PJ2bV8aTU2qgfA0glpS5cMQKCIAACIAACIAACIAACGwdgbcllnz50nx8v2vefzy+CCtLsCakqr4dH353pCdScySx2g/fWB98s16PADrRnggDi8aVrNXHlcR/6biERJ4WRFIs0+ODTwM8o58B88Tfahgq3u6RXMH/XP0MYgm10fof5ifxOE9l45pYb5DHsXFjbSfyNcAq5nH/Q+iO8frthG/t48N8Z0lm3MBPjfH4/d0n7SPXJvPYx6Z81STQEEuOPydq4j9nLdUEYsn68zQnl4whj9TAsjWAWLL1S1riAwEQAAEQAAEQAAEQAIEyCLwtseRGd5a0dwUkd0zsf5ciEKwtYdrfVdH+ZodJbhGuh/mD37PItXvenf5mSUdwK74oMgmjTkzoSeT9+IBlKhYEnIRjh+0U5tUwlN/Oe3wUVR9Pvn4OjyUbq41JrPbYrVYsyeWrFSfGsBrWwqJxZWumz9de1Mv4GWOLtR3aB+d4Uoc1yTTEkmWJuxK5RCxZf45K5Bkb5JkauL4GEEvKXDhiBQRAAARAAARAAARAAAS2jsD2xZKP7zuhQUT52F0luggtS7AOyduO/A/EZ622rcZVCz+ts1UMiWs95+mcela+ahJmiCXXk3NL50s1wZ0l68/T0nWAfWqAGjhdA4glW7+kJT4QAAEQAAEQAAEQAAEQKIPA9sWSmc/2hzi+L+J4Drlcagy1cV+1seV81STEEEtOk2818zG2FmLJ+nM0ljfayBs1UL8GEEvKXDhiBQRAAARAAARAAARAAAS2jgBiyUFM2TLBWko0eKt2qA3EkjXUvuqwJsGGWFKfzDs3v4gl68/RuTllPDmlBpapAcSSrV/SEh8IgAAIgAAIgAAIgAAIlEEAsQSxpFkDEbxmHxBLEEvWUJ+IJcsQaPdMTCKWUBP3XL/4Tv3WrAHEkjIXjlgBARAAARAAARAAARAAga0jUF0sEbnDCwyoAWqAGji/BmoSS9xZsn4iU+cQv1my/jzVPG9Zi3qgBsZrALFk65e0xAcCIAACIAACIAACIAACZRCoLpaUcbu8FZFOa/j2eGkfthpXaZym7G0VQ+K6vztmapJgiCXjhFvNHJxaS+cwYsn683Qqj/STQ2pg+RpALCl/7YRFEAABEAABEAABEAABENgiAtXFkrVeEEIc3xdxPCVulO6jNu6rNracr5rvn4gly5N31+YTsWT9Obo2x8wnx9RAmRpALNniZSwxgQAIgAAIgAAIgAAIgEB5BBBL+M2STd5RU1Iw2TL5XhKntdjacr5qkmbXiCW/9Vu/1fA6xqB0/hBLypCopfOCPfJCDayvBhBLyl9EYhEEQAAEQAAEQAAEQAAEtogAYgliCWLJ6/SdE1sm39cicJT0Y8v5qknAXSuWfP78ueHVYyDxqHT+EEvWR8iWzjH2yDE1UKYGEEu2eBlLTCAAAiAAAiAAAiAAAiBQHgHEkkpiyfPjrtnt/HpsnscI+ufHfszjcy9inNsebK+bOH5pnh6MyUPz9BJEi5en5mEXcXpuHjv8ds3D00uLz8vTQ4/Zod99kYAfjAvYxryMzZON0hi2awYfcr7N8T/OHfM/XSvaLBpXkq/ol+t+zL/X13Nq4FAfyVoxppL5ytVGrn3gx8g5OweTU/mqSZohlvRCRwnRB7GkDOFZ8xxgLXJGDWynBhBLyl9EYhEEQAAEQAAEQAAEQAAEtojAmxJLPr7fNbv3H0e/3VuUOA5ixZ5AFSGciAFHYyQGeMyeQH58Fjl8bnsQHBYg+geE8FEMw7VPjRUxfEygH8jzh4dELAm2s2S55kaBxXOEodtDLl6emqcWY42LOHveflu0Nlrfd82uE0syvg2wzYwRIf/w1Ly0Y0Ncnnu01hJxzchXK4gY/6EP59XAnLUKiVu52si1G/N2G2tp7/P+XI6xqz3BZEa+ahJ3iCWIJTXrjbW2Q0qTS3K5xhpALNniZSwxgQAIgAAIgAAIgAAIgEB5BN6OWPLpQ/NOdx6sVSwR8d0R6K+NvoXeCgnntg9I20LEcWLzlAgyq1/EcEf0RxLZ+1EgcNthm5v7/DgivmhOtCWS2qJUtJtrL4nhgSAf5HSOb+Njuho55Gd4PLZWjLdkXCnGw3Vec3nJ5bGrtxh3tJlr348pKm61vuRqI9M+yG84l7u4XptjTOblqyYBhViCWFKz3lgLgp0aoAaWrAHEkvIXkVgEARAAARAAARAAARAAgS0i8EbEkk/Nh3fvm48f399QLPHjpsbuphghVA+E65AA35OsElVy7alQUZ44jqT1FfttfI/9o7WOhJNjQlwxt490OhorPw5kcySk476/tb/bNcff8j/gOmq3nKiguyjatRMy/fWUb4pjbIzsdD4r/r62smsFTMrWxnG+9rU4kZcLamBvM7fWQmLJAOdQ85n20+fmMSZz87UkkZTaRixBLElrgmPIbGqAGrjXGkAs2eJlLDGBAAiAAAiAAAiAAAiAQHkE3oRYosdvvf/4pflyM7EkEKyZxz3lCNZz2+9KLOkejfXaHD+OaYIQb4WD5BFGLfEefucliAKt0JCICgPBJEN6G8sSosIgj9FXxTLlm4WSzBjhtv9NkIfm8XF/N1J2rYhJ8Ue0ZfIVY03W190Vu4tqILPWwX6JfDn3rY8d9uE8nqiZAf7yKcUgOR6MT/o6Pw75qklSIZYgltSsN9aChKcGqIElawCxpPxFJBZBAARAAARAAARAAARAYIsIbF4s+fThXfPuw6f975SsQizZCwMDsn6EUO0I1IQ8PdmeENJFz2hxfgAAIABJREFUiePEdiRyz95P4joilAePzgok9cGH7pv4mePoT4eZ/Q9rqy8+/izO8/71GIrct6gRtjPvEJry3z5qu8ckv1Ycq/3r44p5GRcw0jwNfAh5aNvT42wNjK9l26XiytVGrt3rp7Wc5m+IyXn5WpJISm3fTiz5fvPNV+E8+eqb5vufywoXJX6w/Vwb/MA7RHB6jnFMTVAD9WoAsWSLl7HEBAIgAAIgAAIgAAIgAALlEdi4WPKxeT9GUo/8bkkpgrUjTE3MH21Fjvo3MwLpO7hbQo/pOYw5tz1Zr15ckTifsx9xuPbOkoBjF39oEwnf3R0QHlclbMPvxORyVxzDKArkfItCQXZMwHkwJmnPxFg2roD3WA5G2y6tgbG1+piLxJWrjVx7zFfunG0xmPY9FVpiTSqumsTaTcSS73/TfLXbNV9/G8SR73/TfBOP71Q4QSypR4rWPE9Yi7xSA/dRA4gl5S8isQgCIAACIAACIAACIAACW0Rg42JJcgF3qztLWvK0/6Z0f1dJQpyK8D6IO+2Pu5tgPrfd84rfPdAT0pHEvXg/xHV8d0ceG2HUY3j4PY9ODLGPw/nt3QAWzg7iwaBtDPcDjkXI95CTlBAf+NEJG6f93/9wvesqeSyZ1xPGnU1js9+WjWvob1sTqvsTeWmxSPLS19OIzTauXHu5uAY5CbWRa9/nIuQg1PbgXB7FJOTlRL5qknL1xZL9HSUDoeSmwoj8+br5tpAPiCXJ5/EXjmuez6xFvb31GkAs2eJlLDGBAAiAAAiAAAiAAAiAQHkEEEsOhE1Z4jiQnyatb7Tdalw9ob481lvFkLiWr52Sdap81SS7qosl7V0lJ8SJw50nFpV7YeXb5uvdV8033+7vTFH/V998v/n8eUSA+fbrZjf70V6yu2t2X3/bnPvYrXQ8Yglkdc3zl7WoN2pgWAOIJeUvIrEIAiAAAiAAAiAAAiAAAltE4G2JJRPfZIU4vi/iuCQJfcoWtXFftbHlfNUkv24ilkyKGHvhohNIWuHkq+ab7+uRXQdRw/Njn8SRIHZ8+3XymK85d47IRvp4sDnzwhjEkiFxWbOWWQvsqQFqALFki5exxAQCIAACIAACIAACIAAC5RFALOHOkuaUWPDW+7dMvm8xt1vOV03C7yZiyW7izpKRO0964eNwZ0krnOx/72TYZ7vfNl9bUAlCxufBHSseG3435XCHym7Kv2hvZB+xBLK25vnLWtQbNTCsAcSS8heRWAQBEAABEAABEAABEACBLSKAWIJYglhy4hFpWybfEUvu564Z1WFN8qu6WDL2yKwoOpwllgwfv/X9b75qH8vlbfqIrPzx3s5Oj/gKQkx+fBRYhvuIJUPismYtsxbYUwPUAGLJFi9jiQkEQAAEQAAEQAAEQAAEyiNQXSwR4ccLDKgBaoAaOL8GahJ+9cWSz83nscddff+b5ptvJTyMPYbLd4Hs+/a/U/K52d8p4r7D8VdfN19/dY7oIaHknPFDcSQVVBBLIGtrnr+sRb1RA8MaQCwpfxGJRRAAARAAARAAARAAARDYIgLVxZK1gijilm/Z38+37Gvmitq4r7rYcr5qkl83EUt0J8ngkVi74Y+xD/qikLF/DNfXX3/V/rbI2O+L6LFc8bdLUjFj6WPEkiFxWbOWWQvsqQFqALFkrVdg+AUCIAACIAACIAACIAAC60Kguliy1gvWLROsNYWFLa5FbSCWrKGuVYc13z9vJpbER2/N3j/+zZJU/Oh/w2T6DpB0XqljxBLI2prnL2tRb9TAsAYQS9Z1AYo3IAACIAACIAACIAACILBWBBBL+M2STd5RU5LcRixBLClZT5faQiyZEjlOiCW6I2Xsh91nizFTa8/rQywZEpcQueBBDVADNWsAsWStl6L4BQIgAAIgAAIgAAIgAALrQgCxBLEEsYQfeN9UDWxZ3KpJLG3jzpJyP9B+7R0miCUQwzXPX9ai3qiBYQ0glqzrAhRvQAAEQAAEQAAEQAAEQGCtCCCWVBJLnh933bP0d7vH5nmMoH9+7Mc8PncEdnZuZnz85vqaieNz4xof/9w87npsH55eOtwiDu3+y1PzELB/eXro8T7YGJtfCsNx/1+b1xl5zI7JzI1rjcUkPJaIa7jWS/P04Nw8NE8vwztUJvHPxPX6Om2zXFwn6iqppbTWcvjH9vg+ENuHGPaYKV81ya/7Ekvm3d1xreBxzXzEkiFxWbOWWQvsqQFqALFkrZei+AUCIAACIAACIAACIAAC60LgTYglH9+bsNX2ffPxIJDEi+dSxHFKmu6PRfAek8XDsSJnPWZPCD8+iyjNzc2N78lV2V82ruFaw3hO9Z0bV258WCdLYO/x3D08DMSSob8aMy5ilcEw5/+cPObGZNpfnpqntnaETRwTsCpVGxNrSQDIEf9D7OVXxD/6vM/d/lx4bebYLJOvgNWgrvb+TNZSFpNMDWTHBx8O+YrvWUvvI5aUFWAQSyBrlz5nsU+NUQP5GkAsWdcFKN6AAAiAAAiAAAiAAAiAwFoReANiyafmw7t3zYdP+QsoXVwWJ1gHd45kSNI4Rt+kD3eT6Fv3e6I5Mzc7/phgPSamh2Nu039uXJnxEUOR2g9PzUtsG+yLhB8XRHTnRo7YL1MbGf/n5DE3Jtc+iDmzbimxJLfWyVwkNRjxz8U102aZfAX/RtedqKUcJlnhM6w1MUZx1STCEEsQS2rWG2tN/x8FfMCHGriuBhBL1nopil8gAAIgAAIgAAIgAAIgsC4EEEuqPIZLhHV/d8sYKd+LIwfitCOMx+fmx0fide13lhxjko9rHAcJPZqz02O0JoUS4ZIjuGU7I6IUExXG/c/H2+cxNybXPhC/VEcZXIqLCnGttn4f+0ekZXzY+zrEPxvXTJul4pIf+brK1VKftza2iEkrhBzX/Dn5qkmWIZYgltSsN9a6jggGP/CjBqZrALFkXRegeAMCIAACIAACIAACIAACa0XgjYglPUH57sOn0W9nlyJYB8Tn4BvmJlFFsvpxW27bE/4DEaUlhvvfLdnb7edmCeVkzXpx9bGcxiAde25c/fjBWroDIHfnSIuL5o2IIqNY9z6Wx7D3f04ec2Ny7R0mA6K+j8f9ReNK19JxwHry8VkJ/tm4ZtosGpfqZrSuMrUUz78Uk9g39ni0yfF74bMmGXatWKLHTvEaYlA6f6r1733ve6OfaaXXwt40EQs+4EMNrLsGEEvWeimKXyAAAiAAAiAAAiAAAiCwLgTegFgSL94+Nu9344/kKk6wDojRIVEt4ti/wWDiuv0B79HHcGXmniKYD+vXjKuLZSL23JgOk5lxdeOTtXLt+3XHCe7pOcvcndOtOSfe3Jhcu++2CfU0hnup2pC4ER8h166V+JbWd/Snw8K5TOZ24knSnrNZKq5JH7N3Ke3P11FMHN9hG+OeM15x1STjrhFLavr5ltdSTSCWxM949t/y+UDs1P9UDSCWrOsCFG9AAARAAARAAARAAARAYK0IvDGx5EujH3t///H4gnIJgjWSrf1+f1fB4LFQg2+v67FEx3efDH6se9b4ZYj+PpahkHN5e8BkVlxhfCSgB3PHhJG5bcO4ytdG8H/gc8x78DU3Zqr9hFCiXBWJSz6MrhVifI0/zB7ianOXHqd3cqSY9OeFxIbB3ViHWigSV7auXBup3+E4i4nnaqvxh1hmjb+vO0umCCv6jj9/LsVEtY5YUg7PS/PAPHJADay/BhBL1nopil8gAAIgAAIgAAIgAAIgsC4E3phYcqM7S1pSu38UWH9XSSBYRc7qm/P67Y1dIIGzczPjI8lbihBPbF4uigSy+Ny4cuMDZsIti20bQ4K32mR38vc0CooKh9wO/czlMfE1xDkQCEba27sUwlqDegq5LCEqTK4VfOvvPEniyuEf5ubi7W2GuipV82H9o3yN1lIfVxaTTA1nx4dcWdyqSchxZ8n6yT/EkvXnqOY5y1rUAzWQrwHEknVdgOINCIAACIAACIAACIAACKwVge2LJZ8+NO8CcTx2V4kuLksQx0VEhIQgvdbmVuO6Fpdz5m8VQ+Iaiizn1MQtxipfNYkwxJI86VYzD1NrqSa4s2T9eZrKIX3kjxqoUwOIJWu9FMUvEAABEAABEAABEAABEFgXAtsXS77MuwiDOL4v4rgmWU1t3FdtbDlfNUk1xJJ5nx01c5KuhViy/hylOeOYnFEDt6kBxJJ1XYDiDQiAAAiAAAiAAAiAAAisFQHEkoOYsmWCtaawsMW1qA3EkjXUteqwJsmGWHIbQu+cHCOWrD9H5+STseSTGliuBhBL1nopil8gAAIgAAIgAAIgAAIgsC4EEEsQS5o1EMFr9gGxBLFkDfWJWLIciXavBCViCTVxr7WL39Ru7RpALFnXBSjegAAIgAAIgAAIgAAIgMBaEagulojc4QUG1AA1QA2cXwM1ySXuLFk/malziN8sWX+eap63rEU9UAPjNYBYstZLUfwCARAAARAAARAAARAAgXUhUF0sWVf4vTcindbw7fHSPmw1rtI4TdnbKobEdX93zNQkwRBLxgm3mjk4tZbOYcSS9efpVB7pJ4fUwPI1gFjSX/OwBwIgAAIgAAIgAAIgAAIgkEeguliy1gtCiOP7Io6nxI3SfdTGfdXGlvNV8/0TsWR58u7afCKWrD9H1+aY+eSYGihTA4gl+YtBekAABEAABEAABEAABEAABHoEEEv4zZJN3lFTUjDZMvleEqe12NpyvmqSZoglZQi6JXOGWLL+HC2Zf2yTf2pgfg0glvQXf+yBAAiAAAiAAAiAAAiAAAjkEUAsQSxBLHmdvnNiy+T7WgSOkn5sOV81iTHEkvkkXM28xLUQS9afo5gv9skXNXC7GkAsyV8M0gMCIAACIAACIAACIAACINAjgFhSSSx5ftw1u51fj83zCEH/8vTQjXl4eulFjOfHrn33+Hy6PdheM3Ec441xjbUP2g44dhjl8Ak4xPndvNfn5rHLya7p24fiSQkM4/qug/16p33Iz5WfL83Tg+vqoXl62fs+p95KxCWRI64VMYx+x/YojOTmvmZzOh5vtFkmrnxeos+73fi5PDnm5al5SOZNjj/UseKqSbQhltyO1JubZ9UEv1my/jzNzSfjyCU1sFwNIJb0F3/sgQAIgAAIgAAIgAAIgAAI5BF4I2LJp+bDOxPK75oPn44vxsoQrEOSvSdwRfD2RHbfHsaLHH54al5aYjSOF2nruXui+PFZ83Ltwebra7NsXMO1RuMKgsWwX/6baE7jHWuPa2m8x8zAIYttsDlCYNvf8hhG/+f5YF/24ohj3wsVx0JExDPYT3JRJK6Xp+aprUetE3IxE/PRudHOQQza13wu3mGMReKKWA1qYw62uTFq3zW7h4dELMmNP46rJpF2jVjyW7/1Ww2vYwxK50+1jlhy/HleGmfsgTE1cP81gFiSvxikBwRAAARAAARAAARAAARAoEfgTYglH9/vmncfPk1+K7s4wRrJ1pbwteAxJEBNgutb+JH07o5FOoe7SU62D9bdqFjy/NhjlcMn4NBhdmhLj9sciBDvxKphjorXRvQ/+Pk64YPrRHdcdHWSHT+ffO/sRj8u3u/XTTFOj4/X7ee2d5WM1Xw23oXzNVg3+JnF6dSYKBTK91Pj9/GpDmsSdteKJZ8/f2549RhIPCqdP8SS+ydwS9cE9qgJamC8BhBL+os/9kAABEAABEAABEAABEAABPIIbF8s+fSheffuQ/Pp8Lit3EVkcUJ8QKSKDPWdLZnHPR19E38/7ohkPogDufaUhF42riFJna598lgk9OExWL5zoJ2Ta28xFZb9nRWzcMhgq7U0v30sVkYo0ZiyGA79n+tDi0tLqvex70WFx/5RYl0MM+qteFyvTeuPfZjAfB9LUjthfDanbe2PxTu0VSpf47UxB9tTY8bEkhPvD4d85d6/lmhHLOmFjhKiD2LJOIG5RO1iE6ypAWogrQHEkvzFID0gAAIgAAIgAAIgAAIgAAI9AtsXSz6+b3bv3zfv/dsUGeGkFME6SgQPhJPwqKJBe/zth4fm8XF/p0mOOM61p+vXi2tIWKd+HB0ffVt/17SCSa7dWLWEef+7LXNx6H8Tosd24FMr0AQhwuuVFhUS/+f60I5L5+q4e5RZ7hFV+XorWhvyxULJAbuTmBvjZG42p7PiLS1uvTbtHT8B5z5neWynx6RiSTx38jaVr5T8WfIYsQSxZMn6wjZkNjVADdSsAcSS/uKPPRAAARAAARAAARAAARAAgTwCb0Ms2b1vPh7uLMk9kqsocWwSOLMViTy4k2JkXDdGBPHYI4ly7YmtmnH1BHEkf8f3c4R4rt22O1wc50wcPF/bIxsHW7n2khjm1rB/U/1HfUns6eOrTtksFZdyFmvU68btke8HzEfnJnF1NZG05+ItFdcc/3NxTc+dEkvy9am4ahJLiCWIJTXrjbUgzqkBamDJGkAsyV8M0gMCIAACIAACIAACIAACINAj8DbEkvcfe5KxvdMkHB9ElCUI1kiY9vvxm+MZ0lSksL+lP7jjQY/3Ofz2Sa7dIsJhWy+ucVGkjzvpjzEefsS7/S2OXHsbzwheWRxGxsrGwH7waWAntBe9syTjk3M28CEdmx7LR7X1v4Uj4r77PRPbTMbEfBSpDfkcxLxov9sfYB7iyM0d4BBqPollPN5b3VkS4uqwP87RHpPc2Nz4fT0ilpQVL0o8WuscGzyGCyJ4SSIY29QXNTBdA4gl/cUfeyAAAiAAAiAAAiAAAiAAAnkEti+WfPnYvN+9az582l9E3eTOkpb87X+ToL+rJJKm2veY5HFQIpsPfQMyPNceyNoihHiw1xHgBdrauwoccyDcc+3ZH0AfxWEGtmGe8O3zsienHWsxDFUHFsGMX9aH6P/hUVDpXNmI841htt7KxzXI1aBGc/Xcx5WfO4wrV/O5u1mK5CviGmsji20f1/6xXT6Xx+oqjFUOszaP81WTDOPOkrLiDGLJNJFZs7ZZi1xQA2+vBhBL8heD9IAACIAACIAACIAACIAACPQIvAGx5EvzRXeTmJSPd5mEH30vQrCaAF/RdqtxWciosd0qhsQ1FCNq1NI1ayhfNQm+OmLJt83Xfm8+bL/65vvN6Ts2NO+r5pvvlxU0Tq97+XqIJW+PnK15vrIW9UUNTNcAYkl/8cceCIAACIAACIAACIAACIBAHoG3IZYEUSR3MQlxfF/E8TWk87lzqY37qo0t5yv3/rVEez2xJIoeB/Hk629PCCZzxJI5Yy4XP84VVhBLponMJWoYm2BODVADrgHEkvzFID0gAAIgAAIgAAIgAAIgAAI9Aogl1X+zpC7xvFXi+FzB45rxW8WQuOqei9fUoOYqXyZ9amxvI5Z8bj5//5vmq93Xzbefp4SMOULInDFTa7jv+803X53yx2PzW8QSSNsa5y1rUGfUwHgNIJb0F3/sgQAIgAAIgAAIgAAIgAAI5BFALEEsaa4lcbc+H1Hh/kSFLdbkmxFLPkuc2DVff3sQHlrxxL8BY9EiEUKOxqjfc3bNzneqHI3LixvDO0cO9mxnUsgZt4lYMk5gQuyCCzVADdSoAcSS/MUgPSAAAiAAAiAAAiAAAiAAAj0C1cUSEX68wIAaoAaogfNroAah5DVudmfJQCxJRJFvv272v2kS2+P+5+bz6BgJGLlx4+LGUCw5jPn26/b3rzoh5wzRBLEEQtjnFltqgRqoXwOIJf3FH3sgAAIgAAIgAAIgAAIgAAJ5BKqLJXlXbtsj4nar30bfYlw1Y6I2uLOkZr3l1lId1iTYbiuWHH7HZHAnyOFOkfbujiB8zBkjUSM7LoglgzG+iyX0H4Sc3cnHhMU5+33EkvrkaM3zhbXILzWw7hpALLntdRargwAIgAAIgAAIgAAIgMC9IFBdLFnrxSSE+H0R4jlCeYl2auO+amPL+ar5/nkzsaQVLA5CRdwf3MWRiiVjwkYY04klY+OOhY3ju0r2jwbb7eKP0c+Z149BLFk3kVrz3GItaoEaqF8DiCX3cmmKnyAAAiAAAiAAAiAAAiBwWwQQS/jNkk3eUVNSNNky+V4Sp7XY2nK+ahJstxFLJHCE3ytpH521Ozx6qxceho/U2s/ZP54rN0btuXFxzti+hJLLRRILL4gl9cnRmucLa5FfamDdNYBYctsLTlYHARAAARAAARAAARAAgXtBALEEsQSx5HX6zoktk+9rEThK+rHlfNUk4+qJJeGH2Mfu3Bg8Gss/1j5210iwc/gh9m+/jo/uGnkU1xU/2G4RZO4WsWTdRGrNc4u1qAVqoH4NIJbcy6UpfoIACIAACIAACIAACIDAbRFALKkmlrw0Tw8m8x6ap5cRgv75sf3x4N1u1+wen3sR49z2QP6vmTh+eXoYj/d1AquXp+Zh99g8hxijnYenlx63MOZ11OZz8yisD6/c3BIYRh+P15uI9xBDnB/9fH7s/d8FXHLjoyhRIq7X19MYtj7Gej6Zl9cm+h/PhRhvxKF8XP35Oer/SB1GH3J+zmmPeYw2la+aBFsdsWTsTo5ttiGW1CdHa54vrEV+qYF11wBiyW0vOFkdBEAABEAABEAABEAABO4Fgc2LJZ8+vOvIcJPU7z58OiIdyxDHPcEaSU7tiyTNkbv7sSKdLaLsyfPHZ9k7t33ow9JxpXHOP1ZcFj0Ur2PPYXUQFB4ehmKJhKSHp+alJeCHdqIvJ/GfIL/LYyg/HXsu3pDHbIyZeLPjg83X16Z4XGMYtm2J+BfEkvG8ZGrj5al5as+J9LxYMK4j/zN1GGJ6zfmZa2+FvL7+Y93GfeWrJhmHWFJWtEEsWTeRWvPcYi1qgRqoXwOIJfdyaYqfIAACIAACIAACIAACIHBbBDYvlgwvSD81H969bz4e7iaJfcWJ44Q8fegI/SGx25GhIrjDt+/1zfpWXDm3Pa67BCGe2O/8P7s9T4hPYxXn7e9AiCJUh1v0R4T3KfwnxhSvjefHXjibWNfYpjH1x+NiSd+/r7X02HaLx3UUy0EUSmrY60tUGM9LzPF4jPs7hcYFhnJxTfkffcyc020NzvE/N2ZoV3HF96yl9xFLEEuWrjHs1yeMwRzM32oNIJbc9oKT1UEABEAABEAABEAABEDgXhB4W2LJx/fN2F0lunAsR7AOCc6WGG7J4sf+kU8jxP0RoX0gmM9t74jog1iwaFxRkLhkX2T54RFY+7toXpvXk1glJLXGd3iKdB65g2fCpvBt7zjqbBznryyGBwLeeE341uUyG+M+Xt8x1YlG2fHD2ErFlcNQd420eW1jDI+VmxP7WG14nraDGJeJa9r/pA6jb3E/5+egPZPHaOcgfNYkuRBLEEtq1htrQeJTA9TAkjWAWHIvl6b4CQIgAAIgAAIgAAIgAAK3ReANiSX5u0p0cVaKOO4I7kh0ihjtHjk1/tilc0WR3Ph0/UXjijGeuz+4q2BPFnfE+iRWxyS1SO29YPDQPD4e7siJ/szAv73LIawbcSyKoXwJdxC1pH9Yd/yxVPuamYxx8Li2OeOXfQzXoD7TmJ2bXF5ytRHnLSxunfb/uA5jzbT7im/Mz1x7G5/s5u+YWZJISm0jliCWpDXBMWQ2NUAN3GsNIJbc9oKT1UEABEAABEAABEAABEDgXhB4O2LJx/fN7v3H7GNsihLiJnW9Tcni9FjjkraOrD233WsetovGlax1RBZP9HfxeYzj9DZt93ErCvS/95Gu2d0N0I0/xjbF2jZG5xZ+lNnRGifjHd41IV+PbBxiPbd9idrY+yDC3wJW2EaRSD5nYs/Wxuvhh99TOzHXRfI1x/9psUQxDESxg4+5dtfgVH6Vr5okFWIJYknNemMtSHhqgBpYsgYQS+7l0hQ/QQAEQAAEQAAEQAAEQOC2CLwZseTj+13z/mP+QnQJ4rgnQIffFhehvH9kUiBc28cOWQTQnRaHb5ef216cOD4m6/u4rugTUd59635/Z0mPSf/N+h4rrxUwS2JtyffOZhyXw982X5s6d5ZEn7x2zrexsVOPnxra6XI0wNlr7rfFa35Qq2GtgSgS4xr63OV64HOoDdk/IZQo7uJxDfx3XDEOtYXjnJ+59kEdDzHp8shjuJrPn8uKF7Xt8QPv+c/fJQlSbIM7NUANqAYQS257wcnqIAACIAACIAACIAACIHAvCLwRseRj8343/sPuvoguTrAOCNADye1v23eEbyBYNV6k7GFM9/sTl7SHtRePK6wVid05++237I8wGeJw/O38BLOWpPbdCxabEvI6wbCzGfAW7t3vpiQxFcNQZHkn5ph0z8Ub49T+SIyy17VH/zPjl4hrDoYDsSHGlYv9cAeJYzucL4N6OfQNzpNDfMXyZbwG/jtvSRxBLMn5mWvfC3XOb8yj19pvFZffr2psr72zROIAryEGpfOmmvje975XtS5Kx4A9iGxqgBqoUQOIJfdyaYqfIAACIAACIAACIAACIHBbBN6GWPLpQ/Pu3Yfm05f8BWlxgtVE6423W41rjhhTasxWMSSuoRhRql6WsqN81SCUvMY1YoltsM1/5pTARjWBWLIsxiXyhA1yRA3cvgYQS257wcnqIAACIAACIAACIAACIHAvCLwNsWRCJPEFLMTxfRHHSxHSY3apjfuqjS3ny+9XNbaIJbcn907lGbFk/Tk6lUP6ySE1UKcGEEvu5dIUP0EABEAABEAABEAABEDgtggglhyElC0TrGMCAG3zBQBqYz5Wa6irLeerJqmGWFKHwLsmp4gl68/RNfllLvmlBsrVAGLJbS84WR0EQAAEQAAEQAAEQAAE7gUBxBLEkmYNBPeafdgy+b5m3C/1bcv5qkmcIZaUI+mWyhtiyfpztFTusUvuqYHzagCx5F4uTfETBEAABEAABEAABEAABG6LQHWxROQOLzCgBqgBauD8GqhJjiGWnEfE1cyN19I5xG+WrD9PzhdbckUN3K4GEEtue8HJ6iAAAiAAAiAAAiAAAiBerNmAAAAgAElEQVRwLwhUF0vWCoxIp0u/yb7meVuNqybmW8WQuO7v8WI1iTbEktuRenPzrHMYsWT9eZqbT8aRS2pguRpALFnrFRh+gQAIgAAIgAAIgAAIgMC6EKgulqz1QhDi+L6IY8SS6/NFzV+PYe06rPn+iViyHGlXKo+IJevPUalcY4dcUwPX1QBiybouQPEGBEAABEAABEAABEAABNaKAGIJv1myyTtqSpLYiAr3JyqUzP9abKkOa5JliCXXEXM1coVYsv4c1agD1qAOqIHTNYBYstZLUfwCARAAARAAARAAARAAgXUhgFiCWIJY8jotBiCWTOOzFjHBfmw5XzUJMcSS0+RbzXyMrYVYsv4cjeWNNvJGDdSvAcSSdV2A4g0IgAAIgAAIgAAIgAAIrBUBxJIKYsnL00Oz2+0Gr4enl2OR4vmxH/P43Pef2x7I/9UQxy9PzcPusXkOvj0/Rkz6vlx7S4aP2HnN4RPWijkYw75dM2Ie5l6E4ZifsjnSHuMd801xR/930c9c7Ln2a+MK8/fixHPzGGrb/g/8PfS7z6JGu835eW578OuifIX5A/9eX5tcbeTa4/zRMSM1MMAr5jf4pbhqEmyIJfXJvHPzq5rgN0vWn6dz88p4ckoNlK8BxJK1XoriFwiAAAiAAAiAAAiAAAisC4E3IZZ8+vCuFyHefxwlHEsTrJEwHe6/NE8PvTDQ94l0fmieXvQtfo3ZNY/P2j+3fXgXQL24huv2ce1j2T08JGKJ2h1vnDvVvmuO7eTwCTZFvD88NS8t8TxivyWvd81AhEhI6j6eYDeM6fun4h3x/+WpeWrzLLsxlriO2l0z0f84fr/udM1Em69N8doYEQH2uMg3+x99ONf/3Phos3BcudrItceaOBqTq41cfo/jqkmgIZaUJ+tK5w+xZP05Kp1z7JFzauCyGkAsWdcFKN6AAAiAAAiAAAiAAAiAwFoReANiycfm/e5987G9g+RT8+Hdu+bDp+MLreLEcSRN4/7zY5P9hn34Rrm+ad6OE9F/Tntc67UwcZzY7gWCIak73h4JYY2PpH+cn2v3mMRODp/ga4floW14fCDyEzsxhstqI/Gz8yfXPoVJnBPwSXzu4sq1dz7ssbwsLudhZCtxoBOlQv/d1nyuNnLtIea2vh+b5yQX+7qK+dSceBzyO5KvmiQZYsnx50RN/OeshViy/hzNySNjyCM1sHwNIJas9VIUv0AABEAABEAABEAABEBgXQggllR4DFdPvB9I1oQEVX9HdLvvQLKe296vtSduixPi9u/sbSSE5Zuw6B/D1QtIuXYT0UM7OXwGOAjLjsTf2/d6ekxSezfGKKl9DYZDP3t/cu2vTfs4sc5Px3vY+i6Fne84Or9meh+uiSvxKz4ibNT3+635XG3k2iO+02NGamAkv9Ge9nUu1yTUEEuWJ++uzSdiyfpzdG2OmU+OqYEyNYBYsq4LULwBARAAARAAARAAARAAgbUi8AbEki/Nl08fmneH3014/3H8oquKqDBByOdI/3PbxwjWtO02xyMEcSe4qG/skVxj7UM7OXzSGEVe73835qF5fNzftTOYO5Gby2pj6GfvT6Z9IOgkgsTgjo292COBZ+C/sDzEkGvvfSgrlnR2W8I/edzWBK45P89t79Y/1NNl+RpiPvAhxJBrjz6cHpPUQCa/0ab2FVdN0gyxZPyzomYOTq2lmuA3S9afp1N5pJ8cUgPL1wBiyVovRfELBEAABEAABEAABEAABNaFwPbFEgkl7z40n7rHcO2aMcGkBMGakpvpcfdt804kCARtIGQ1ryNcz21PbNeIK41z/DghiBM/c9gctyd2cvgk9qNPe5uyYwElbMMjzzznMgwTPzt/jtuV6/ioNa/rbVcLtuGYvT20d+Ny7Z5/2F4WV6jZxJ78TfOVHjumdpvz89z2xI/r48rVxuOMmsnNfW762Ic10OXNcSTxe57iqkmoIZYsT95dm0/VBGLJ+vN0bZ6ZT46pgetrALFkXRegeAMCIAACIAACIAACIAACa0Vg82KJftz93YdPPcn48X2zG/mR9+sJ1mkSefi7BB4bSNPBt/J198DhTotz2024HrbLx+VYTm1DrImP0z9snt5xktjJ4TP4HYjgm4joscdFZQhqEdWXYZj42cWctMv/EYFmUC8Dn8NjxHKx59o7H/Z4XBZXwDKx9zpYV+OSWNvxoW0wfsU1n6uNQXuIK+IyGGPskrG5/EY73FnSv4cfHp0IefilfW9CLLmeRKWWwJAa2H4NIJas9VIUv0AABEAABEAABEAABEBgXQhsXiz5InEkubNkIJ7U+s0SEcNHJP0IaXq428G/qdF9A/+c9kCyFifEg21/433eNom1Jcr7Ozra3w2R7Vx7t25iR+0im4/wieO077WSx0TZ7iipfY2oENc3SX4sILR3lXS+7X3c5344fzAuiiujsecwiX5cKgINbUTslYMuj87lFmo+VxuD9mG+unNiMMbYHY/N5tf1iViCWDIiEun9HbFk+yQvRD45pgaurwHEknVdgOINCIAACIAACIAACIAACKwVge2LJV++NLq7xGT62F0lughdj6hgQrXMdqtxdWR0IJOXatsqhsRV5hxbqu5Su8pXTcKMx3BdT84tnS/VBGLJ+vO0dB1gnxqgBk7XAGLJWi9F8QsEQAAEQAAEQAAEQAAE1oXAmxBL5lxEQhzfF3GcEslLHlMb91UbW87XnPeyUmMQS06Tb6WwvtQOYsn6c3RpbplHbqmBsjWAWLKuC1C8AQEQAAEQAAEQAAEQAIG1IoBYUusxXBXugBgTDLZKHI/FulTbVjEkrvsTgWqSZ4glZYm6JXKHWLL+HC2Rd2ySd2rg/BpALFnrpSh+gQAIgAAIgAAIgAAIgMC6EEAsQSxplhIZtmIXUeH+RIWt1F6MQ3VYkyBDLDmfjKuZH62FWLL+HNWuCdajJqiB8RpALFnXBSjegAAIgAAIgAAIgAAIgMBaEagulojc4QUG1AA1QA2cXwM1STDEknHCrWYOTq2lc4jfLFl/nk7lkX5ySA0sXwOIJWu9FMUvEAABEAABEAABEAABEFgXAtXFknWF33sj0il+i3sr+1uNq2Z+toohcd3fHTM1CTXEkuXJu2vzqXMYsWT9ebo2z8wnx9TA9TWAWNJf87AHAiAAAiAAAiAAAiAAAiCQR6C6WLLWCz6I4/sijhFLrs8XNX89hrXrsOb7J2LJ9eTc0vlCLFl/jpauAexTA9TAvBpALMlfDNIDAiAAAiAAAiAAAiAAAiDQI4BYwm+WbPKOmpIkNqLC/YkKJfO/Fluqw5qkGGLJPAKuZk7StRBL1p+jNGcckzNq4DY1gFjSX/yxBwIgAAIgAAIgAAIgAAIgkEcAsQSxBLHkdVoMQCyZxmctYoL92HK+apJsiCW3IfTOyTFiyfpzdE4+GUs+qYHlagCxJH8xSA8IgAAIgAAIgAAIgAAIgECPAGJJBbHk5emh2e12g9fD08u4SPHy1DzsHpvnSOA/P/ZzH5/7ebn2MHc1xPFIXM+PEZMQ81RcJ+xkcT1g0q5ZA8MRP1syf7T9pXl6MBYPzdPLsTgxqKHgf8Qwxh7bd2k9HbAoXRtDbJ+bx1Dz0TeLGtpm/czVQK59gZo/27fgQ8xXjD3a7NvnYaV81STSEEuWI+1K5RGxZP05KpVr7JBrauC6GkAs6S/+2AMBEAABEAABEAABEAABEMgj8CbEkk8f3nViw7sPn0YJx9LEcSSEh/sixoMw0BGsB8L84SERS0SkmkDfj3l8Fpmeax8S7fXiGq7bx5yLS+2OK87NxZWx8/LUPLV4pJhEm4f9VqjYNbtObMitNZx7HoYZP19z7XvBoCfOh2vvcZSfrpmAWzb2MKarr2O758V1PL/P8WvzeoRtGD8qEKk/52cuL7n2sNbra1MmrnN9Cz5I0Hl4al5a7IOdbL7C3CxW+7hqkmWIJdcRczVypVrnB97Xn6catcAa1AE1MF0DiCX5i0F6QAAEQAAEQAAEQAAEQAAEegS2L5Z8fN/s3n1oPrV3kHxqPrx713z4dHxBVYZgDaRnjqR+fmzmE+OvzauI147cf230jfV2fq49WbdaXMm6AyK97YuEv3AKJHKcezKu1E7EPGOzta++x+Y52o/7rwHb6M/F5HvOz6Rd5HhHrMdY4n6ck4sxtsf9aGe4X642RrCNGGZjzPiZy0uuPa51cb6G2Fxen8d11J2zAz8zsWexQiyBCBz/3EIsOcaFWgETaoAaSGsAsaS/+GMPBEAABEAABEAABEAABEAgj8DmxRLdVRLvJkmPfTFVjjhOSdd4fCCVB6Rp7Nd+JMaPiVeLJ0cEbEIkW6yoE1caw9jxMK49Ge1HT+06Ael0XKmdsJYwyAgPevxRe0dOwOn0Wnvbl2GY8zNpb/157B9ZlfG/u3Njd4gjraFB7KqzY2xdE95eFlfA++DDGLZaQ/i2j5/LxeS7bQ6P67KImMtLrt3xeFsmrnEMZ/kwkgvHZh/b8zjgchorxBK/V7PtSVDVOmJJjwe1ARbUADWQqwHEkvzFID0gAAIgAAIgAAIgAAIgAAI9ApsXS74c3VmyG4gnvqgqQ7AeE8kdOSpiORD1g/YB8T0k03PkbK49tVslroH/OQyGcQ39VN/+kVyn48rYGRDUQx8GNkMOBu0T+bkMw4yfiRjW1kT3iK3MI7kGdxvsSfz9o9gOcU7EPnxc2xCXy+Ia2hhgGLAd5Ff+hxgHfV3tnK6BwVrF8zWMa+jjad+G4+NvsTw0j4+Hu8Ec61S+JrBSvvx+VWPLY7jWTzqqJhBL1p+nGucra1AH1MB0DSCW9Bd/7IEACIAACIAACIAACIAACOQR2L5Y8uVL8/G9v2X/rnn/fniniS8uSxDHKWGaHnffwDdpOrpNSPaEgO4I41x7YrNGXGmc48dJXImfHTYn4zq2I0zio8qG62u88x+2erTZybX2BPplGB77ufcraU98SH3SnC7nxizMmY5973+HrecftpfFFUWFCWyTtXI+xFx1Y0J8g/hz7cla18cVY0wwnOnDaFy+2yY8Vi+O836Hw0hcfr+qsUUsmSbeauTg1BqqdcSS9efpVB7pJ4fUwPI1gFiSvxikBwRAAARAAARAAARAAARAoEfgTYgl8SJUwsn7j8cXZUsQrCY/99uEJG+J0Bltg2+a666Cw4+i59pHCNahH8dEcJ3+sVjti/rmxpXYEQ6j5HMyzrhEsntRDDPrp3eWtMf9D92LKN8/sinMl8/dI5v2d5a0Y7KxG1dtZae3H3NdvOYjtsZb2wHOIa44Jvo5GL+Gmg8Y5nw7yushBzF3c/I1sB/zyGO44vs4+/vPMMSS489yagNMqAFqYKwGEEv6iz/2QAAEQAAEQAAEQAAEQAAE8gi8LbFk8Eiu4cVkceJ4QAQfCOOO8DYJOkYcj7SJcE1+16ElvXPtYe3F4wprRSL+eD+JqyWF+zs9jh4rNRZvu9bQTntnRXLnyJHYEH1MCf3FMBz62eMx0h586O+QGY4bxHkQhwZtEa8pbAMWxWsjYhtjGvzOSohrys8wf/B7H7n20nGd7VuIqxVOXNuPzfPBt2y+Qkw6zwfnQhLXGAG0VBt3lgw/I5bC+Rq7iCXrz9E1+WUu+aUGytUAYkn+YpAeEAABEAABEAABEAABEACBHoE3IJZ8bN53ZPr75uOX8Quv4sRxIDl7otwiSb3tVuOqielWMSSueudhiXpVvmoSZ4gl458VNXNwai3VBI/hWn+eTuWRfnJIDSxfA4gl/cUfeyAAAiAAAiAAAiAAAiAAAnkE3oBYMu8CDOL4vojjEuTzXBvUxn3VxpbzVZNQQyyZ99lRMyfpWogl689RmjOOyRk1cJsaQCzJXwzSAwIgAAIgAAIgAAIgAAIg0COAWHK402TLBOtcUYBx46IAtTGOy1rrZcv5qkmyIZbchtA7J8eIJevP0Tn5ZCz5pAaWqwHEkv7ijz0QAAEQAAEQAAEQAAEQAIE8AogliCXNWknvtfi1ZfJ9LRiX9GPL+apJpCGWLEfalcojYsn6c1Qq19gh19TAdTWAWJK/GKQHBEAABEAABEAABEAABECgR6C6WCJyhxcYUAPUADVwfg3UJMsQS64j5mrkSucQv1my/jzVqAXWoA6ogekaQCzpL/7YAwEQAAEQAAEQAAEQAAEQyCNQXSzJu3LbHpFOJb/dvhZbW42rJr5bxZC47u/xYjXJMMSSaeKtZi5ya+kcRixZf55y+aOd3FED9WoAseS211msDgIgAAIgAAIgAAIgAAL3gkB1sWStF4YQx/dFHCOWXJ8vav56DGvXYc33T8SSeiTepXlFLFl/ji7NLfPILTVQtgYQS+7l0hQ/QQAEQAAEQAAEQAAEQOC2CCCW8Jslm7yjpiSJjahwf6JCyfyvxZbqsCZ5hlhSlqhbIneIJevP0RJ5xyZ5pwbOrwHEkttecLI6CIAACIAACIAACIAACNwLAogliCWIJa/TYgBiyTQ+axET7MeW81WTIEMsOZ+Mq5kfrYVYsv4c1a4J1qMmqIHxGkAsuZdLU/wEARAAARAAARAAARAAgdsigFhSQSx5eXpodrvd4PXw9HIkUjw/9mMG/c+P/dzH535erj2Q/6shjl+emofdY/McfIvx7gZ9L83Tg7F4aJ5eTNaPt+fteN5rE8cMsJU/I76ZeNf2IgxHbF7jQ25ubB9geIPaaH0J9Zn1LdTAa87Pc9uDzYvyFeY79zn/Y/tRLSV2pjAZzh2vbfviOqxJgiGWjBNuNXNwai3EkvXn6FQO6SeH1ECdGkAsue0FJ6uDAAiAAAiAAAiAAAiAwL0gsD2x5NOH5t3uffPxIIK0F6Ef3/diw/uPo4+yKUWwRnJzfF+k6FA0aMe9PDVPzyb3n5vHnUWCuL8nVB/bcbl229hv68U1XLeP/UACPzwkYonaHeNwrgjmIZG87x9vz9vpfMhim/Nt6M95GGZsXuPD5NwxDG9QG604tGt2nVgyIy+vOT/Pbb8mX8O5Xc28ZvzP5mLETorJxNzx2h7aVB3WJNUQS+oQeNfkVDXBD7yvP0/X5Ji55JcaKFMDiCX3cmmKnyAAAiAAAiAAAiAAAiBwWwQ2JJZ8aj682zW7d+8SseRj8373rvnwSRdb+zHvPx5feJ1HiA9JzJ5gndH+/DgqBAxtBKJW37DvCOjXRneptEJCrj35Znu1uJJ1h/EIFxHgUSQKMca5IpgfnpqX2Kb9XHuO1E7nd8dj66a+DfN4GYZTNs/3occzzo37wefqtSE/HpvnwboZ37o8vDbtXSXn1PbAfjgXos1L7wRKbLzOqqupGMcwCTmK9rO1Hcfv73CqSZohlhx/TtTEf85aiCXrz9GcPDKGPFIDy9cAYsltLzhZHQRAAARAAARAAARAAATuBYENiSW+0JI4Eu4s0V0l4W6STx/eNe8+fDr6hvZlhPiQzOwJ7Vz7gUA9ImaT8SKFD4JBJ454zoEwzrWnPtSJK/Hfvg62qXggLPyorXAnSRvfY/Pox5ZZOMm1t6TziJ3B2sG/gG2PVepbGH8x+T5h8wIfOl8Hc8cxrF0buiuivdupzZEfEzfuWxfH64jYcZif8z/XHm1qv0zNn/a/FXtcn0m9jWMS6irmsY17pOYTm4qrJqGGWOLPlPVuVRPcWbLe/NQ8X1mLOqAGpmsAseReLk3xEwRAAARAAARAAARAAARui8DmxZIjcSQRT3xxWYZgDWRoQnS2hO6ATM6MjSTqBYTyMsRxxtexGLNtE+JBfByT4g93oHSPJ8q1D9bTGmOPpTr4n2DbYzXl26Xke8bmhT509ZMh5/d37uxjrykqDNZSbOFOkSG+x3kZzFUeD/PPbe/X2ee5/Lk8UlfZPCYi0Bgm6Vwdj9X8oLa5s8Tv1Wx7QhCxpMeCugALaoAamKoBxJLbXnCyOgiAAAiAAAiAAAiAAAjcCwKIJRV+4N1kbvdt84QEdb9I4iOyOSFbOyI5157YLk8cXyqcZMSDg78dNklcJtC7reNLx6V2PO6wHcW2GzPt22UYHtu8xofpufuc5DDsaqaLt5SooBj7u3p23h8RTDrfog9JDjs/z22PNovdWTKs8+j/dC6mMRmdm8R7VOuH+FSHU0RQ6T7uLFk/8YhYsv4clT4vsUfOqYHLagCx5F4uTfETBEAABEAABEAABEAABG6LwObFki/JnSRHd5pUE0uOyfPB73jodwtGSOb2tzq6b53r0UCHb+hr/Fh7BeLY4s5527H4TUirz3cexP3XRiT1/sfec+22oW0co/3Db6TksO2wCmO7tt5uEbHkbB+CTyfnJrHfqjZS0r/DciIvzlH6Gx7ntHfr7HN2Wb76fB/XdfA/m4uQr+hPxGRyrus/1vzQJ8SSywiyLROLiCXUxJbrm9io75I1gFhy2wtOVgcBEAABEAABEAABEACBe0Fg+2LJpw/hB9/1A+/+sffhRWh5gnVIdI7/QHlPsLbfOPc38w/bvUhweDxR2iZCVkTsWHsgaxePK6x1TDJHDPpY23Etod/fldD+5oVthbgGd9qMtWft9OtNYtuu2Y8di+EyDIc2z/ehn5+dm439RrWRCgOhnvv89nG1WIecdvWunJzb7topdWdJBttsLlqh7iDOBV/iXSL5ucN4BzUfbKkOSxJHp2xxZ8nwM+IUXrfoV03wmyXrz9MtaoM1qQtqYFgDiCX3cmmKnyAAAiAAAiAAAiAAAiBwWwS2L5bozhHdXXIgbsd+3F0XlJcR4lEMWOf+VuMaEzWWatsqhsS1znM2V8fKV03yC7FkSLTVxH7uWqoJxJL152luPhlHLqmB5WoAseS2F5ysDgIgAAIgAAIgAAIgAAL3gsAGxZLLLrQgju+LOM4Ryku0Uxv3VRtbzldNIg2x5LLPkpo5QixZf45q1gNrUQ/UQL4GEEvu5dIUP0EABEAABEAABEAABEDgtgggllT7zZLbEM5bJY6XEEVyNreKIXHd5pzM1dmpduWrJhGGWJIn3WrmYWot1QR3lqw/T1M5pI/8UQN1agCx5LYXnKwOAiAAAiAAAiAAAiAAAveCAGIJYklziqR96/2ICvcnKmyxZhFL6hBq90RcIpZQE/dUr/hKvd6yBhBL7uXSFD9BAARAAARAAARAAARA4LYIVBdLRO7wAgNqgBqgBs6vgZpEE3eWrJ/Y1DnEnSXrz1PN85a1qAdqYLwGEEtue8HJ6iAAAiAAAiAAAiAAAiBwLwhUFUu4gBu/gAMXcKEGqIG11QBiyfprErFk/Tla23mNP9TMW60BxJJ7uTTFTxAAARAAARAAARAAARC4LQKIJYfHcL3Vi0fihjihBqiBsRpALFl/XSCWrD9HY+cWbeSNGqhfA4glt73gZHUQAAEQAAEQAAEQAAEQuBcEEEsQS6r+aDQEQX2CAMzB/JIaQCxZf90glqw/R5ece8whr9RA+RpALLmXS1P8BAEQAAEQAAEQAAEQAIHbIoBYgliCWEINUAPUwFENIJaUJ+tKE6CIJevPUemcY4+cUwOX1QBiyW0vOFkdBEAABEAABEAABEAABO4FAcQSSNIjkpQL8csuxMEN3LZUA4gl669nxJL152hL7wnEQr3dcw0gltzLpSl+ggAIgAAIgAAIgAAIgMBtEUAsQSxBLKEGqAFq4KgGEEvWT4wilqw/R/dMLuM79bWlGkAsue0Fp1bXZxYvMKAGqAFqgBqgBqgBauC+a+D2/6tc3gPEEkjSI5J0SxfHxALZQw1cVgOIJZfhVrPe9J/M733ve7yH8zlODVAD1MCJGkAsWf6i8tQK/szS5xYvMKAGqAFqgBqgBqgBauD+asA80an/9917P2LJiYurmsQXa62fnCRH5Oit1IA/BN9KvPcYp4mne/Qdn3kvpQaogZo1gFhy+0tWf2bd3hM8AAEQAAEQAAEQAAEQuAQB80SXzL2nOYgliCV8G5EaoAaogaMa8IdgTTKLtc4jT008gdt5uIEXeFEDb68GEEtuf3nqz6zbe4IHIAACIAACIAACIAAClyBgnuiSufc0B7EEkvSIJIVEeHskAjkn52kN+EMwbed4PbVi4omcrCcn5IJcUAPrrAHEkttfnvoz6/ae4AEIgAAIgAAIgAAIgMAlCJgnumTuPc1BLEEsQSyhBqgBauCoBvwhCPG3TuJPeTHxRI7WmyNyQ26ogXXUAGLJ7S9P/ZlVzJMf/3rznd13m98JBn/nu7tmt/Nr2NcN+53v9mO+G2d3I9gBARAAARAAARAAARAYQcA80UjXppoQSyBJj0hSLuzXcWFPHsjDLWvAH4K39IG1p88BE0/gNI0T+IAPNUANIJbc/vrVn1nXe/Lj5te/s2t23/lOIpao/TvNr/94aoXfab6785i9HfSSKbzoAwEQAAEQAAEQAIEeAfNEfcs29xBLEEsQS6gBaoAaOKoBfwhCMq6XZDTxRI7WmyNyQ26ogXXUAGLJ7S9k/ZlVzhMJH/HukRliie4qCerIj3/9O813ptWVcu5iCQRAAARAAARAAATuHAHzRHcexkn3EUsgSY9IUi7s13FhTx7Iwy1rwB+Ct/SBtafPARNP4DSNE/iADzVADSCWnLwmXHyAP7PKLTQmlvgRXLtREeRIHEnEE/vWP8qrt6c2/kAABEAABEAABEDgLSNgnmjrGCCWIJYgllAD1AA1cFQD/hCEZFwvyWjiiRytN0fkhtxQA+uoAcSS21/S+jOrnCepWBItx8dt9e1zxZJ+Rr+HWNJjwR4IgAAIgAAIgMDbRMA80dajRyyBJD0iSbmwX8eFPXkgD7esAX8I3tIH1p4+B0w8gdM0TuADPtQANYBYcvtLWn9mlfNkSixpGv3Ye3ji1n7Z5E6SI/FkwjnEkglw6AIBEAABEAABEHgTCJgn2nqwiCWIJYgl1AA1QA0c1YA/BCEZ10symngiR+vNEbkhN9TAOmoAseT2l7T+zCrnyZRYEu8sCeN+/F3Fir8AACAASURBVOvhR+Fn/MZJcBaxJIDBLgiAAAiAAAiAwJtEwDzR1oNHLIEkPSJJubBfx4U9eSAPt6wBfwje0gfWnj4HTDyB0zRO4AM+1AA1gFhy+0taf2aV8ySIIDLaCiH9b4z0d5Uk43R3yW4/7pwfd0csKZc5LIEACIAACIAACNwnAuaJ7tP7+V4jliCWIJZQA9QANXBUA/4QhGRcL8lo4okcrTdH5IbcUAPrqAHEkvkXh0uN9GfWUvaXtotYsjTC2AcBEAABEAABEFg7AuaJ1u7ntf4hlkCSHpGkXNiv48KePJCHW9aAPwRv6QNrT58DJp7AaRon8AEfaoAaQCy59pLx+vn+zLre0m0sIJbcBndWBQEQAAEQAAEQWA8C5onW49EyniCWIJYgllAD1AA1cFQD/hCEZFwvyWjiiRytN0fkhtxQA+uoAcSSZS4kz7Hqz6xz5qxpLGLJmrKBLyAAAiAAAiAAArdAwDzRLdauuSZiCSTpEUnKhf06LuzJA3m4ZQ34Q/CWPrD29Dlg4gmcpnECH/ChBqgBxJKal5fja/kza7x3/a2IJevPER6CAAiAAAiAAAgsi4B5omVXub11xBLEEsQSaoAaoAaOasAfgpCM6yUZTTyRo/XmiNyQG2pgHTWAWHL7i05/Zt3ek8s8QCy5DDdmgQAIgAAIgAAIbAcB80TbiWg8EsQSSNIjkpQL+3Vc2JMH8nDLGvCH4C19YO3pc8DEEzhN4wQ+4EMNUAOIJeMXgjVb/ZlVc82SayGWlEQTWyAAAiAAAiAAAveIgHmie/T9HJ8RSxBLEEuoAWqAGjiqAX8IQjKul2Q08USO1psjckNuqIF11ABiyTmXh8uM9WfWMtaXt4pYsjzGrAACIAACIAACILBuBMwTrdvL671DLIEkPSJJubBfx4U9eSAPt6wBfwje0gfWnj4HTDyB0zRO4AM+1AA1gFhy/UXjtRb8mXWtnZrzJZDEV821WQsEQAAEQAAEQAAE1oaAeaK1+VXaH8QSxBLEEmqAGqAGjmrAH4KQjOslGU08kaP15ojckBtqYB01gFhS+hLyfHv+zDp/5jpmcGfJOvKAFyAAAiAAAiAAArdDwDzR7TyoszJiCSTpEUnKhf06LuzJA3m4ZQ34Q/CWPrD29Dlg4gmcpnECH/ChBqgBxJI6F5ZTq/gza2rMmvsQS9acHXwDARAAARAAARCogYB5ohpr3XINxBLEEsQSaoAaoAaOasAfgpCM6yUZTTyRo/XmiNyQG2pgHTWAWHLLy8392v7Mur0nl3mAWHIZbswCARAAARAAARDYDgLmibYT0XgkiCWQpEckKRf267iwJw/k4ZY14A/BW/rA2tPngIkncJrGCXzAhxqgBhBLxi8Ea7b6M6vmmiXXQiwpiSa2QAAEQAAEQAAE7hEB80T36Ps5PlcTSwQoLzCgBqgBauB+akAfJpCM6yUZRTxxPt3P+USuyBU1cLsa+OlPf9ro9fnz5+bf/bt/1/zhH/5h+/rJT37S/PjHP25+//d/v/k3/+bfND/84Q+bf/Wv/lXzL//lv2w+ffrU/OAHP2j+xb/4F80/+2f/rPnud797zjUWYxMEEEsSQDgEARAAARAAARAAgTtDQNczb+GviljyFoAkRhAAARDYIgKIJesVS7ZYb8QEAiAAAksg8Dd/8zeNXr/61a+aX/7yl81f//VfN7/4xS+a//Jf/kvzV3/1V81/+k//qfmLv/iL9gsCugvl5z//efOzn/2sFaQlqPzf/z977wMb2XHfeTZym9wAu7idi3HYcXAI5oAgO8AhuwwQ7A6IMTwWbCwBYWXeOQLoE+KMLJmioJVBx3A8NuCM4VVMXzQrUrIsjqQZ0bImQ/0N5ZVCjpw50ZbipSCdxCSSjnEoe+ybCFROkinMaERyONLv8H3N6q5+/V73q+5Xr+q9+hbQeN2v69Wr3+f3q26yvl31e/VVGR8ft9G1YNqkWBKMq2koCZAACZAACZBARQlQLNnZnuq1117jL4u5VRdjgDHAGGAMMAYYA4wBxgBjgDFQyhjgNlzu/2OnWOLeB+wBCZAACZAACZAACfRDgGLJzj+DFEv8/VUxf/FN3zAGGAOMAcYAY4AxwBhgDDAGOscAxZJ+/i3O51qKJflwZCskQAIkQAIkQAIk4IoAxRKKJaX85Rz/We78zzL5kA9jgDHAGGAMMAYYA4yBsGKAYomrf6mb96VY0mTBZyRAAiRAAiRAAiRQRgIUSyiWUCzhVhOMAcYAY4AxwBhgDDAGGAOMgZLHAMUS9/+OUyxx7wP2gARIgARIgARIgAT6IUCxZOefIm7DFdYv7/hLS/qbMcAYYAwwBhgDjAHGAGOgSjFAsaSff4vzubaMYkmtVhP9kQ8JtkICJEACJEACJEAC5SRAsYRiCX9FWPJfEVbpn3zawkkrxgBjgDHAGGAMMAYYA73FAMUS9/+Ql1Es0alBNGEhARIgARIgARIggZAJUCyhWEKxhGIJY4AxwBhgDDAGGAOMAcYAY6DkMUCxxP2/9RRL3PuAPSABEiABEiABEiCBfghQLNn5p4jbcPX2Czb+8o/cGAOMAcYAY4AxwBhgDDAGGAPuY4BiST//FudzLcWSfDiyFRIgARIgARIgARJwRYBiCcUS/oqw5L8i5OSE+8kJ+oA+YAwwBhgDjAHGAGPAdQxQLHH1L3XzvhRLmiz4jARIgARIgARIgATKSIBiSY5iCf445oMMGAOMAcYAY4AxwBhgDDAGGAOMgaJjYGZmRtTjvvvukxMnTkSP48ePy7333it33323HDt2TKanp+Wuu+6SO++8U26//Xa57bbb5M/+7M/km9/8pgwPD5fxf1pv+gyf33jjjd70x7QjzFliSoz1SYAESIAESIAEqkaAYknOYgn+OOaDDBgDjAHGAGOAMcAYYAwwBhgDjAEXMTA2NiZ43HDDDdFjdHRUPve5z0WP66+/Xq677jr57Gc/K9dee6384R/+ofzBH/yBXHPNNTIyMiIf+chHqvb/bqH2UCwpFDdvRgIkQAIkQAIkQAK5E6BYYkEsyd1LbJAESIAESIAESIAESIAESIAEOhD44IMPBI/3339fLl++LNvb23Lp0iXZ3NyU9957T9599105f/58tAUvtux666235I033hD8Q/jTn/5UXn31VRkfH+9wB77VjQDFkm6E+D4JkAAJkAAJkAAJ+E2AYgnFEr8jlL0jARIgARIgARIgARIgARLoSoBiSVdE1itQLLGOmDcgARIgARIgARIgAasEKJZQLLEaYGycBEiABEiABEiABEiABEjAPgGKJfYZd7sDxZJuhPg+CZAACZAACZAACfhNgGKJp2LJ6pRIrbbzGE0JovkMdVIu5WkSIAESIAESIAESIAESIIHqEKBY4t6XFEvc+4A9IAESIAESIAESIIF+CFAs8VQsGa2JzO94dmpQZGq13c2oo86jzqi6oL0qz5AACZAACZAACZAACZAACVSYAMUS986lWOLeB+wBCZAACZAACVx+5RW5/NJLLQ9SIYGsBCiWlFUswaoSbcUJVqIMTmV1O+uRAAmQAAmQAAmQAAmQAAlUiQDFEvfeLKNYUqvVRH+4p8gekAAJkAAJkIAZAYgjm3fcIe9efbWcP3Ag9XHhqqtk8+hR2X7mGbMbsHZQBCiWeCqWyKrI4M42XEkrRtrEkZh4oqK4sZWX2tJr5/jDH/5Q8NCLOsfzdTbkUH0Ouo8Z//VPA3IgB34v8PuRnwP8HODnQDk/ByCWLC4uytNPPx09tre35dKlS7K5uSlPPfWUnD59WhYWFuSdd96R9fV1eeutt2Rubk4eeeQROXXqlLz66qsyPj6uu5/PDQmUUSzRTYRowkICJEACJEACZSFwaX6+q0CSJp5cGBqSzQceENnaKou57GdBBCiW+CiWQCgZFOglUUnaYiurWJIUR/wbOIkKz4VIQBdLQrSfNpOAIsCxoEjwGDIBjoOQvV8N27myxL0fKZa49wF7QAIkQAIkUH0C2889J+9ec03qCpI0gSTpPFabXDpzpvrQaGFmAhRLPBRLMgkhsZUkbdd0CAGKJR3g8K2gCHBiLCh309gOBDgWOsDhW8EQ4DgIxtWVNZRiiXvXUixx7wP2gARIgARIoNoENk+cyEUkiQsn2J6Lq0yqHTtZraNY4qFYgszutdjKEpWPpJH4fWebLpXTPS0JfFIgUCxJosJzJEACJEACJEACJEACJFBeAhRL3PuOYol7H7AHJEACJEAC1STwwYUL8t5XvmJFKFHCycUbbhDchyVsAhRLfBRLRAQrRSBqRA8tkXtDLEHcQlTZqaPElCzhTLEkCyXWIQESIAESIAESIAESIIHyEKBY4t5XFEvc+4A9IAESIAESqCYB20KJLphwhUk1YyirVRRLPBVLsjqwl3oUS3qhxmtIgARIgARIgARIgARIwF8CFEvc+4ZiiXsfsAckQAIkQALVI7B17JjVFSVKKFHHjSNHqgeRFmUmQLGEYknmYGFFEqgaAe5PXzWP0p5eCXAs9EqO11WJAMdBlbwZpi0US9z7nWKJex+wByRAAiRAAtUigGTuSsQo8rg1N1ctkLQmMwGKJRRLMgcLK5JA1QhwYqxqHqU9vRLgWOiVHK+rEgGOgyp5M0xbKJa49zvFEvc+YA9IgARIgAQqRGBrS9695honYsmFoSH54O23KwSTpmQlQLGEYknWWGE9EqgcAU6MVc6lNKhHAhwLPYLjZZUi0HUcnD0rsrgoMjEhgqX5eIyPixw82PkxNtasj2vQxspKpdjRGD8IUCxx7weKJe59wB6QAAmQAAlUh8DWQw/1JZS8++lPt8AwXZmyeccdLdfzRRgEKJYEIpaoRPDqGEZ400oSIAESIAESIAESMCSwtiYyO1sXOIaHRfbvF1F/QOV93LevLrRARJmepohi6CpWbyVAsaSVh4tXFEtcUOc9SYAESIAEKklga0suXHVVz2LJhU98Qt4/d64FjalYcv6KK7i6pIVgGC8olgQilujhjP/zWUiABEiABEiABEiABERkY0NkYaG+SmRgwJ4wklVo2btX5NChumAD4YaFBDISoFiSEZTFahRLLMJl0yRAAiRAAkER6DdXyebdd7fxMhZLDhwQrG5hCYsAxRKKJWFFPK0lARIgARIgARIgAQgkMzMiQ0PZxRGIGNhy6/Dh5rZaSPyIbbU6PSDEqG27cEQbWFGSVTyBgIOtvyicMG67EKBY0gVQAW+XUSyp1WqiPwrAxFuQAAmQAAmQQFcCm0eP9ryq5OLNNye234tY8l5KW4k34MlKEKBYQrGkEoFMI0igFwJd96fvpVFeQwIlJMCxUEKnscu9EUCuEOQQ2b27s1iBrbcgimA7rqWl3u6V5arl5fqqFogoEG527ercr5GRev0sbbNOcAQolrh3eRnFEp0aRBMWEiABEiABEvCBQK9bcGH7LVU2brtNPY2OvYgl0VZcFy60tMMX1SZAsYRiSbUjnNaRQAcCnCDuAIdvBUWAYyEod4dpLESPTrlH9u2Tc7//+yJYKYJVJy4LxBmIJ536i1Uuk5Pu++qSE+/dRoBiSRuSwk90FUvmR1tWcegrOkbnC+9u2w0plrQh4QkSIAESIAEHBN5fW+t5Vcn2j34U9RjHi9dd19L7nsSSAwfk8ksvtbTDF9UmQLGEYkm1I5zWkUAHApwg7gCHbwVFgGMhKHeHZSxWbqSJDtgKC0nVd7a38nIcqO3COtmAbb5YSEBEKJa4D4N0sWReRrHdVQdFZH4U22GNikvNhGKJ+xhiD0iABEiABEQuv/JKT2LJxje+0cB34ZOfzE0suXTmTKNdPqk+AYolFEuqH+W0kARIgARIgARIICwC6+v1hO3xvCDY5grJ021urdWBdO3r9S1u1LFD1fa3Om0hNjzcEH3aL+SZUAhQLHHv6XSxxH3fsvSAYkkWSqxDAiRAAiRgm8D2M88YiyXvfvrTjW5tnToVXZ/XyhImeW+gDeIJxRKKJUEEOo0kARIgARIgARIIhABWWuzZ05r7AyIJcpBARHFYlEiijj11BatNsAVXPO8KbETSepZgCVAsce/6rmJJ2zZcbleSxIlRLIkT4WsSIAESIAEXBLbm5ozFkst/+7eNriJvCbbcykss2TxxotE2n1SfAMUSiiXVj3JaSAIkQAIkQAIkEAYB5ByJJ0k/eFAEqzK6FCVgqGOX6j2/nVv72D4Mq2Tiq2eQ74QlSAIUS9y7vZNYsjo1KLXBKVlt6Sa25xqUqdaTLTWKfEGxpEjavBcJkAAJkEAaAWx7ZZJfZPPuuxtNIam7ujY3seSBBxrt80n1CVAsCUQsif8fXf3QpoUk0J2Al/vTd+82a5BA7gQ4FnJHygZdEMCqCv0PHqwuQWL3jEWJGOqY8bKWakvnlmTx7GL0mFyalCOLR6IH2kx7tDTQywtsKYb8K7rtY2O9tMRrSk6AYol7B6aLJasyNZi2imReRttEFDe2RGIJPktYSIAESIAESMAhASRUV4JHt6MuiLx/7lzLdfp7MKdbW2nvX5p3mVHMjSNC/gEFxZJAxBJ9aPHvX50Gn4dMgBPEIXuftusEOBZ0GnxeSgITE61iwd69ImfPGpmCcaALJWsX1hrCx9zKXEP4OHzmsBz87sHGQxdB9h/fH53HufHT41F7EExmX56N2sL5s+tnW+5j1Mm0ythebGiolQFWnbAERYBiiXt3p4slnQSRDkLK6pQMxpO+61t5pSWMz1InAdeQLrpiVZ6jxyL64ejevK/m95EREaxW5IMMpqdFFhf5IINMq7UTvl6MT72/tpZZ2Nj+0Y+M24eIkiaMJJ2HeKNKCCICbFQPZXdIR4olFEtCinfaSgItBDhB3IKDLwImwLEQsPOrYDpWVugTfAMDRrlJdLEj7fnub+2WkUdHIsFk4tmJhoiCVSRJBe2gqKOqo16rozqfyxG5TDCxpbNgDpNc0JalEYol7j2Vp1gyNViT2uBgTCzRt+2CyFKTdr0kS51kVmf1zw8+b/08JQ/yYAwwBhgDxcXAr/yKnB8czCRoFCGWvB/f5pexUM8RCSG1goViCcWSCoY1TSIBEiABEiABEgiCAAQCiCPqHxb8ErnHJO4QMNSqj4XVhcZKkuEHh6PVIvvu3BeJH6inVpaMPTkW1cOWW2r7rY3tjQi9FUEki1P1PCbYigy5TViCIECxxL2bO4ol2q801a81m8cOW3TpK0uwYkRTR5AHZTCe8CRLnRRUh9VnKY/N7xWyIAvGAGOAMeAkBjb+9b/OJJYkrQRR5/LYhuvi7/6uE/sb/9/4HH8QkSpYKJZQLKlgWNMkEiABEiABEiCBIAhgaxD1DwT+WDfcektnpMQNddTfiz+ffmE6Ekmw2mTv1N6GiIJr0x7xNqy9hoCEbcgUF27HZQ21bw1TLHHvkXSxpNe+YZVIU0hpE0diwgjukqUO6jWFmuZWGziHz47Hx8etPub/+I9FfzzxxS/KwVot9cHtfxxtf4TVidyCiwwQA/hbglvjkQFiQP8bU/2tael46V/9Ky/Ekq0CbW78/W6Jae7tVzRPIsUSiiW9/uXO60iABEiABEiABEjAHQEII/qS+MnJnvuyvLbcWBmiJ2aHGKJWkew5uqchhGCViTp/6PFDjVUoM8szdnOTZLUQe2rr/2QtL2e9kvVKTIBiiXvn9SSWRPlFmoJIqxX2xJLW+9RfQSy56667nD2SBJw33ngjqas8RwIkQAIkUHECH1y4IOevuKIvwSSPlSUqX0nSd5TL70yb99ZtrXiYJZpHsYRiSWJg8CQJhECAeRpC8DJtzEKAYyELJdbxjgB+8aoEAWzFpRW1JRaOyDGCJOt4DJ0caogcyEOiVoEMHBuQgamB6D0kZlf1VWJ2tIOE71mLWp2ijlmvy7Wenr/k8OFcm2ZjfhKgWOLeL9nFEoggOys6tG212i1oFUsktpKkbRUJGshSp/1G0RnXYgkmfvQJGrw+ceKEPPnkk3Lx4sWUXvM0CZAACZBAVQls3nGHU7HkvS9+sQVt/DvKpmDhum3YGmqhWEKxJNTYp90kIJwgZhDkTmBlRWR2trlcH5OVSUvWh4ebdTDh6/hX3xwLuUcCG8yRAHKAKPFDzyWycmBfQyy58//4rYbwAYFCrfrA8fCZww3xA9erttY31lt6WblxoK8u2bevxVa+qCYBiiXu/dpNLJkfVVteYSXJvIx2FEpgT0wsWZ3SEr4jwfug1FOWaPVS63Tn44NYogST+CTR8ePHZWlpSTY3N7sbwhokQAIkQAKVIPDB22/3vbpE5S/p5Xj5H/6hwfEXv/hFJOD78l0Z/57M+zXFkobrK/uk9s6OKJJ2fO211yTtvaznu/1x7JKu+uGlOrrsC+9NAr4QqNzEmC9gQ+oHhBH8YhuCiL4dkPqwNT2infFxEQgoyDtQUOFYKAg0bxMRgEihBIu5lbmGkIEVHUrk2H98f0P82HXLrsZ5rAxRqz7WfmtPQyx54S/v7ZtuJceB/hnUNyE24DsBiiXuPZT+/2B9JUmrNtKDWAITo2276qJLM7m7Jpak1unOx5cJoLR+3H333TIzMyN/93d/190Y1iABEiABEqgEga2HHuprdUkvIgmu2Tx6tIXf97///WibyrTvqLzFCtftUSxpcX8lXwQvluhexf/NLCRAAiRAAj0SQJ4ECCR7mhO1ja2A9InJfp/v3l1Ppri01GNHeRkJFEPg7PrZhviBnB1KzBh7cqwhciDHh9ryCttfKVFk+MHhRn3kClEiytK5DHGvj8E+ErsXQ8nRXcjIEXg3t6VY4oa7ftd0saReq7GyZHBKVjOtLNFbt//clwmgbv2499575eTJk/L666/bh8I7kAAJkAAJOCeA7bB6FT16ue7itdeKbG017H7zzTcFKxwhYHT7jnItcuR1f4olDfdX9gnFEs21FEs0GHxKAiRAAlkJLCyIDA01fsmeKJBgYhJ1jhypP7ANTtpjYqJeB1t17d3buV1soTM9nbWnrEcCfRFYeXOlIVpMvzDdEDP0ZOd7p/Y2xA88V+KHnuwc1yrxA23mXjAulCiJLfBY2gkoPjgWuFqtvSM8UwQBiiVFUO58j25iSePqaKusLDlLGlcU8sSXCaCs/UA+E/zS9/z584Xw4U1IgARIgATcEECy93evuaYQweTCVVfJ+2utuQqRO0uJEFm/o1T9sh4plriJ9SLvSrFEo02xRIPBpyRAAiTQjQAmYdNEEogj2DZrbk6k31+2r6+LQJDBqpU08QSTw6jDQgIGBLBKQ4kWWL2hVn5gVYcSOfRk51gFos5jdYiqryc7x2oS50Ufl9gSj6WVAD6TlFiCzyqWyhOgWOLexZnFEr2r0bZayGHivvgyAWTaD6w0wVaKzGfiPobYAxIgARKwReD9n/9c3r36aquCyYWhIdHzlMCWixcvNlaVQPgw/Y6iWGIrIuy1ywTvTPBuL7rYMgl4TqCS+9N7zrxU3cOvSSCEqMlG/YgE7bYnZ7H91qFDItiOS783nmOSOMdf0nMslCoyG8IHBBAlZOCoBA4ckedDbXuF/B/qPeQFUdcgX4gSUeLJzktBBKuz1NjAmOyzVG4c6Hywgo2l8gQolrh3cU9iiftuN3rgywRQL/04duxYNJm1vLzcsIdPSIAESIAEqkUAK0zeu/lmK4IJtt6KrygBPfyPgO8YJXr08h2lri3TEXaGWiiWUCwJNfZpNwlEX3rEQAKJBPCPdnx1BxK4Y9VHbElu4vV5nsTWOdiCS889gD9c0J+cBJvKTRLnyd9yW3qy84XVhYaQcfjM4YbAoSc7hwCihA8clfCBoxI+cNzY3rDccw+a11dOYExgy7s+SqXGAT6n8BmhxKScPiv6wMtLCyBAsaQAyF1uQbHkrsZkUj8TQv1MRN1zzz1y//33yy9+8Ysu3qr22yFPclXbs7TOJwIcZ+68sXXsmJy/4orcRJONb36zJUeJsgwrFrF6Uf9O6+c7Sm/H9+chxzfFEool6jOARxIIjkClJsaC855Fg7Gllj7JiMlG/Gq93222+u0ytumCWBPvG/Kj9Fk4FvoEqF2+dmGtIVpg2yolZmBFhxI5Bo4NNFZ96MnOh04ONepPPDvRaCdTsnOtD0E9xYoJJQhgm7o+8nJUahzgM0txGRjoi0tQ8VRyYymWuHcgxRL3Ygkmn77zne8I8pk8/PDDgqS8eglh8gc2qoduO5+TAAnkR0CNsRA+U/Kjlm9LWAXy3le+0pdgglUq8W239F5itSJEeF3YgM/111V9HnJsUyyhWKJ/DvA5CZAACYRNQN+2BhON2ALLtxwh2H4Lk59qIhRHTBj3MUkcttM7W68nO59ZnmmIGUhkrsQPPdn5nqN7GueREF2JJcgVolZ+LK9xi5DO1A3exQoKfas6jOHQCz6z9M8HbOnHEgQBiiXu3UyxJF0sefgb35DHjhxpeaRNMOU5EXX8+HE5c+ZMtOc82lUP99FipwfKPv1o505slQTCJaCPL/U8XBruLUcuE6w0yZoAHnlPNo8ele3nnuvY+cuXL0fCe/y7Cj6Pn6via9gZaqFYQrEk1Nin3SRAAiTQSmBysnWCEb9SzzEvSOvN+nyFVSZ6cmv8ITM21mejYVwOoUKJFnqycwgbSvyA4KHyfejJziGQKPEDwolqx4tk52G4L9nK+NjFtnWhFggl+uozfi4EFQkUS9y7u7tYMi+jg1Oy2tLVVZkadJfgXU30qWNeEz4QR56//npZGxrq+Kvff/r4x+XFa6+VJ7761cbkU6eJqCf/03+S13/7t40fi7WaxB9y8KC0PfADFKzaTXic/6M/kl4eb950k7z+uc/Jzw8flpXpaaPH4pEjkuWxMDnZEIKUL/VjS8jxBQmQQM8E9HEVf95zo7wwNwJYbXL5pZdk84EHZPPEiZYHzkNYyVpeeeWVtlUl+I6E3/P6rvS5HdgZaqFYEohYov/AMOB4ZllHoAAAIABJREFUD3Wc024SIIFuBJDrQJ9gxD/PECR8L5gI1T/gA5wkVoIFjti6SokZ2NJKiR/Y6kqJH9gCS53Xk51jyyzVFrbSYikZgf37W8cCtqwLrczMtDJA3qWicyyFxtwzeymWuHdIJ7FkdWowfTK7TUBxY0seE0BPfelLXQWS8wcOJAoob33sY/LDm26SXb/yK6kTUec/9KHWzzr97yA+t8MGefPwHcNCAiQQEYiLJCFPKlc5JE6ePJn4XZTHd6XPIonqW8hxTbEkELFE/wCjWKLT4POQCVRqf/qQHdmv7chFoidPh1BSpi2tdMEEgk8PW+74MhaQlFwJFnqycwggSuDAUQkf8WTnSIquxBJcr9pCEnWWihNIWm2FXwcbiAW+jANjT+Hzany8dYIMK+Nc51kyNoQX9EuAYkm/BPu/Pl0s2VlRsjoVCSbz/d/KSgv9TAA9/rWvyT9eeWWiCJImjqSdX/13/07+8stfTpykWvrkJ1s/7yiQFMMDf2OykAAJRASwPRM+L9VjdnZWkAicpToEfvaznwm2cVTCgX7s57tSb8f357Az1EKxhGJJqLFPu0lASjsxRt/lS0BPhFzGX2JjolT/VT2EH0Oxx9ZYgEihBIu5lbmGkKEnO99/fH9D/Nh1y66GKKInO4cAotrBkYUEEgkg7g8dap00Qj4TbNOVodgaBxlu3XsVbLuli734pwafB2VYGde71bwyhQDFkhQwBZ7uKpZI0jZcBXawy616nQD66xtvzEUkiYsn2J7r7m9/u22y6oH//J/l8fFx48fBWk3UI+36pz/zGXnhyiutPFb27zfePizrlmPWV9zg+5WFBEpC4PIrr0RbMWHbJfXIs+vPPvus3H333ZFYoia8KZjkSdh9W6dOnWr77lG+7vW7Ul1fliPFEvdxaLsHtXd2RJG042uvvSZp72U9n/7HsW3zzNoPWBw0A8XalSdQyomxynulYAOXl5sTqz2uyii4x8m3w6/n9QnTubnkeilns44F5OZQooWe7HzsybGGyIEcH2rlB7a/UitChh8cboglerLzpXNMPp3iFp7ulUB8lQX+8BkY6LrqKus46LVbuV6HVSPxvEWwE+cMxdJc+8XGnBKgWOIUf3TzTv8PdtyGq+YuZ4lOzXQC6Pjtt8urIyNWhBIlnPxseFhwn7wml0xtzOu+Rbej2zkzMyOvv/667mo+J4FKEYA4snnHHYLE3eqzI+l44aqr6om9n3mmZ/svXrzYWHGgjzOMcQomPWP16sI333yz4eOkz+6435PqVOEc7Ay1cGUJV5aEGvu0mwRIgARaf4WOLXvKXPQk15gYzlBW3lxpiB/TL0w3xAw92fneqb0N8QPPlfihJzvHtUpEQZssJOCcAFZcYCsq/JGvPyAmzM46717PHYBd+KzSbcJziKXcT75nrFW5kGKJe092EkvqvavWyhLbQoma7IRgkrTCpJfJqJAmuXQ+999/v5w/f979IGEPSCBHApfm57sKJOpzJH68MDQUJQGXrS2jHp05c0aOHTsWCbhJnycUTIxweln5+9//fkeBPsnv+udtVZ5TLPEyPHPtFFeWaDjxPzULCZAACQRPAKsx9KTuWGVS5rKxIe//97/WmET9r//nZxviB1Z1KJFDT3aOVSDqPFaHqHwferJzrCZhIYFSEsAKi4mJ1nGuRAaIC0gCX4a8HthSC2IotglU/dePWEnDbbdKGaJ5d5piSd5EzdtLF0vmZbTr6pEsdcz7ZHKFyQTQczfc0PEX3PGJyX5fv3zNNR0nr7JOTpnYmLVNH+sl2fnnf/7nglwLLCRQdgLbzz0n715zTS6fQVhtcunMmUxI4isOksYZPg8omGTC6WWlX/7ylx1XlcC/aX738bugnz7BzlALV5Z4vLJkarD5P/HUakKIzjffr40mvJ9yKuB4TyHC0yRAAkESmJ5ufoji1+ZdCraWQlHHLtVzeVut1sBRCRk4KoEDR+T5UNtePfiJDzds+uH/9ruNa5AvRLXFZOe5uIaNlIkAhFE9N5EuNOA5cnwcOdJ1m65CTV5ZqQsk6Lcu6up9P3hQpOwib6FQq38ziiXufZwulqBvEEOaCYExCdH6cL8VV9YJICRz71f86OX6v/rCF/oWTLLa2M8Ekw/XJtmJX8M/8cQT7gcKe0ACfRDYPHHCyufP5tGj0m2VSXzFQdI4U+OfgkkfTnZ4KbblVSuHlC/jx05+j9ct82vYGWqhWOKpWDI/KjI41TksR2siSkSBsDI637m+ejfgeFcIeCSBiECp9qenz/IngF+Vq4lH/Pq8S1EiiTp2qd72tp7sfGF1oSFkHD5zuCF+6MnOcR9dFNHFEiV84LixvdG8F3KVKJsyCEDqQo4FRYLHShPAKhKMez2/jxov6oiE8BAoIKYWueoEK0OwPRgS6KatIEEf0b+xMRGIKSwkECNAsSQGxMHLzmKJgw4Z3jLLBBC2w/rHK6+0MlnZTUB562Mfk5nbbutLMMliY5knt1Tf0+w8ceKEPPfcc4aRweok4J7ABxcuyHtf+YrVz56LN9wguE9SQd4fjB81xnBMG2eqji6YoC6L3wT0fDTKh0nHbn5PuqaM50KOWYolPoolqyKDgyJJi0kaHy1YVaKtJlmd6i6uqGv5Ga1I8Bg6AU4QBx4B+i/NM+Yw0IWStQtrjdUa2LZKiRlK5MBx4NhAY9WHnux86ORQo/7EsxONdvpOdo4JVDXpiwnXjIVjISMoVqsOAYx5CIpqvHQ6IgcQVnFg9QlElMXF5iPL9lfYDky/BrlF0BY+g9Bup3ur97D6BdcxeXt1YtCCJRRLLEA1bDIEseTpz3/eaLLy4s03y6XYaob3z52TrVOn5OJ11xm1BTHl+euvb5msNJ2ACmmSK43NfffdJ2eL/EGA4ThidRJIImBbKFFiLQSTpBUmJ0+ebPvsyfJ5AsEE9dQjyTaec08A/vnxj38s09PTbX6Of5Zm8Xv8mjK+hp2hFoolPoolO0IIVo5E/yMnCCdt4khMPFEBrf7Hjh8xMRafHFPneL7Ohhyqz0H3MeO//qkRFAct+fP/ffy4+tiMjjoHiB5pD4ghWP1xxV1XyKHvHooeqIsVHzgef/J49FmrxxpuoLev37jv85hI1T7wn/nBD/Tm7d135y5995/t0F9F/32yvi7/z5/8iawNDcnWr/96y/jRx1LRz7f/xb+QNw8caFnhwvFVHx7kkM4BYsni4qI8/fTT0WN7e1suXbokm5ub8tRTT8np06dlYWFB3nnnHVlfX5e33npL5ubm5JFHHpFTp07Jq6++KuPIgcPSM4GqiyVYVfJPH/94ZoEDgki38t7hw5nbw2Tm+kc/2tfqkpAmuTpNzs3MzAj25mchgTIQ2Dp2zOhzQgkfvR438KMWrfzsZz9LzGOR5fMEdeIPrWk+9YCA7p9On5vqvSx+V3XLfISdoRaKJb6KJTXsalsvSVtyZRVLkgI74HhPwsFzJEACoRLQt+LJsKUNxA8kO8dR5Q3BapG9U3sFCdRxDiIJtttCHWdFz2+Q5VfvzjrKG5OAhwRUrhCsOum0HZYmSuYipGB7LawywTZhS0segmGXykCAK0vce6nqYolJrhKsKNGLWkVy4ZOfjFaV6O/hnMmkJla39DoBFdIkVzdG999/fySm6r7gcxLwjQCSuZt8PuRVdwvbG4vI5cuX27bfUmOr2+cJ3k97PPzww2LjgR9HPP/889YfKysrgq3JbD/Onz9vNSST/KP8m3bs5ve068p2HnaGWiiW+CqWaFtsQTXRt9yKgjV2rk086RDRAcd7Byp8iwRIIDgC+hY8O38Md2KgBBB1RF1sxTWzPCMjj46krj7R63dqP5f3kMhaTeJi8pWFBEigfwJIoo5ttPArQ/zqHqKGeqjx1u2IbbTUNchLgrbwuYN2WUggJwIUS3IC2UczZRRL4hNFnSZzXrz22syTlvrWW1hhEp/AxFZcqmx84xtt78fr669f+9SnKJbcdVdHBlkm85DE+LHHHlNu4JEE/COwtSXvXnON0eeD/lnRz/MLQ0Pywdtvy/Lystxzzz2J4y3LOIt/xma5ptPnsC/v3XvvvZGIhDwuNh+4jy2bk3yjznW6Z1V82MlGvAc7Qy0US3wUS0RET96uryzB+WjFCfKaqOciggTvKtl7t2AOON67oeH7JNA/AbU3PSbBMBmmP9REWbcjflmsX4d96jGhxlUC/ftHbwFJktUE5+Sk/k7jOZKnY7XI3MpctHJk/PR4tO2WykWy5+ie6DXEEqwsmX5hOhJN1AqURkNFPVlYaNqEyVkWEiABEiCBYAhQLHHv6ixiyerUYMIvjUcbuwq4tKLbBJDJFlzdJim3f/Sjhqkbt91mNBmKrbiO3357TxNo3WzsNnlUlvez2olJYGzdx0ICPhLYeugho8+GpJVrsAufN6Zb/uEz7OLkpGDLurRxn3WcoZ56JLV14r/8F3l8fNy7xwtXXim+PX72b/+tvP7bv53bY7FWk/ijW/uoH6/z9Gc+kxonST4vwznEbKiFYomnYkm0mkTlLNFWmTTEEkQsVpfs1Bmcyh7CAcd7dkisGQQB7Hvec8E2KUj0C1EDKxQggKgBafuofqGMe09M1IUUJv01dyUEkh1frf1+PeH64TOHI/Fj//H9keix65Zd0Wu1zdbk0mQkniyvLafeT60kUcfUijbeQDyo+MOv1zOWvsZCxnuwGgn4ToDjwHcPsX/dCFAs6UbI/vvdxZJ5GR2cklX7XenpDp0m/u6/9VajSctOYsmFT3yipX/YsqtT/aT3HjtypKeJqU42lmHyKmsfTezEr8J/8pOftPiEL0jAOYGtLblw1VWZPxsghnQrl//2bwWfP0mfKYnnBgflg1/7teb/V+r/LB7JJBYDl3/1V3v6Tsr6me6iHsWSbp8o5X+/hkSGnR6vvfZax/c7Xave6/7HsR8gMaZZSIAE6km2M3HAig78Yh9/gBUpisS+gBuT4GnnIaJgi5jZWRFsx8QSEVg6txQJHBPPTkSrP4ZODtVXh4wpRbomW7/6K3LrY18U1MFKElxTyjIw0PzDFWJexsJJ4oygWK3SBDgOKu3eIIyjWOLezVn+H5wf9WMVSRKtThPsDxtulZU48XjggLz76U+LvkUXJi/T6nY6/5df/nJPE1OdbHQxGWXrnqZ24tfzb7zxRlJY8BwJOCFgkqsEK0r0gs8YiCJ4YJs/vSRtC9jps2brN36j+f9V2v/hPB88o9Xf+72evpNsfQfk0S7FEv2To5rPKZZofsXnOAsJkEAXsQTbXmGbJn3yOcsfQUiuDUFlZKR1Ky21Nz3a7faAMKNvw4UVAmhTT0iepS9IToxrIZ5UuGCVBwQOrPrAVlhYBXLwuwcFydexugOrRPAaq0bw/sLqQlQ/QqL7F6syylwQYyouECsGq404SVxmx7PveRHgOMiLJNtxRYBiiSvyzft2F0vmZVTbjgUTEfWHHwJKpwn2J7761Z5EDTUJia224kVNaKo6Jsdek7x3sjGPySVf2ujFzu9973ty8eLFuJv4mgScENg8ejTzZ87m3Xc3+oh8SPHPkvjnT/z9Tq/f+53faf6Ppf7XyvmIVQnxbZ18eP3Sf/gP3m3D9YPPftbKdmUHa7XM7cbrnvqTP6mcUILvMnyPhFq4DZev23BZjMiA490iVTZdCQIrK/WVGRAZuv0BpIQIiBpKCCkKArYAg+CCe2cVdJDsG3VxXckK8n9ADEE+EIgdyA8C8QP5QiCGIH8IXiOfCN5HfhHUX99Y725pXGAoc14YXfhBbLCQAAmQAAkERYBiiXt3dxdL3PexUw86TbD/1Re+0DYB2WmCMf5efLJS9QOTnEbb4hw4EPXjr2+8safJqU42+iJ05NGPXu186KGH5PLly8o9PJKAMwImW3B1y4F08brrWuyIfz51et0pR5LJODOpm8dnANu4y+g7wsQ/JnXL7AfYGWqhWEKxJNTYp90kUCeA7aqQu2Lfvs4CCSaifd7iymSrMAg92FLs7FkvomDtwlokbsy+PBuJHYcePxSJH3un9kZiCI4QQ8aeHIveRz2IIbgul6KLDMPDuTRZeCPwpxL4sLqJ27AV7gLekARIgARcE6BY4toDIlUWS7DtVacJxazvQRiJ5xbACpOs16t6P7zpJqOJMDVhFdIkl7LZ5IiE7z/4wQ/cDyb2IGgC76+tGX8mqM+GpGM/YgnaS8uRZPJ5YlLXZMyyrpkoksbLxD8mddPuV4bzsDPUQrEkELFEzaGpY6gBT7tJoEEA4gImmDGxrAaGfsRKDGxhhS2xDLYzarTvwxOsIoHA02mlDGy0LJpghQfEDaz4wMoPrACB+LHvzn2RGIIVIniNFSN4f2Z5JqqPFSWFFPhY933ZVmXoq2NgB8Q/FhIgARIggeAIUCxx7/JMYsnqlAw2tt/CNlyDMuVJxvdOE0CYLEyahOz1XHzyEjkHTNp66ktfolhyV/okYSdfdpukO378uLz44ovuBxR7ECyBy6+8YvR50O2zQ89b0kuepLQcSSbjzKRutzHK99M/+3plY+Ifk7q99seH62BnqIViSSBiiR7gAce7joHPQyUA4QO5KSCG6BPk6jlyjVQxxweEEwgjSXZDMIKo0sdqBIghyAUCsQO5QSB+IFcItslC7hC8Ri4RvI/cIqi/8uaKP1EIgUTFAI5liQFsyab7tMeVMczV4E8osifuCHAcuGPPO+dDgGJJPhz7aaW7WIKcJfH8JEnn+ulF79d2mgC6/9Zbc528xOSmXi7efLNR+2m/9O42wdTJxm7Xlun9fu08ceKEvP7667qL+JwECiOw/cwzRp8HncSSePJ3088atJ2WI8lknJnULdNnTVX6auIfk7pl5gM7Qy0USyiWhBr7tDtEAvjFfVKSdKy8mJ4WKXO+iqz+hFgEIQAJ43VxAM8hmkA0SFhJs3RuKRI4IHbgAfEDD4gheOD50Mmh6L2JZyeiurimVAVCg84EApLPBX7UV0ZhK7kE32UxgZPEWSixTtUJcBxU3cPVt49iiXsfdxdLVmVqsJxiyd3f/rZg7/5Ok5L6e7o3sIpEf089z1JH1Y0fId70MgkV0iRXL3z0a2ZmZuT8+fO6m/icBAohsDU3l/iZEf8c6PYa2/5hJYkqW6dO9dRuWo4kk88Tk7r6OOTz/FeRJDE18Y9J3aR7leUc7Ay1UCyhWBJq7NPukAhgAjk+EV6rydav/7rIzExIJFptxfZNer6OHaFg7bf2yB9OfjQSQHbdsisSQ7BKBIKIEkuwMgSPShWIZXEeiBsfRTQ9Rwn8htUlK72v1OEkcaUimcb0SIDjoEdwvMwbAhRL3Luiu1giIiXdhguTOy9fc03miUbkIVElKSdJP9tw/eI//seehBLYENIkV78Tct/5znfke9/7HhO+q0DmsTACl86cyfxZkyaYvPvpT7f0t1ehBO2n5Ugy+Twxqdvv2OX15gKLiX9M6pbZF7Az1EKxhGJJqLFPu0MhgHwc8QlwTCxjlUmPv8IvIzpseQVxY/qF6UjwQH4QiB/YImvk92vy+od+rWVVxeb/9D/Ki3/xHdnY3iijub33GcJIXFjDig3kNfGhQBAZGmrxVRTflvPO+GA6+0ACJEACJNCZAMWSznyKeDeTWFJERwzugckQ/dFpYgd5QtImJuPn42IIJirxK+88Erw/d8MNFEs65CuBD/OazDt27Jg8/vjjBhHFqiTQP4HLL72U+bMm/tmD1+/hh2Va2bjttr7aS8uRZDLOTOp2+hzme+ZCSBZmJv4xqZvl3r7WgZ2hFoolFEtCjX3aHQIB5OnQ8zngw35szM+VAn36Y+3CWiSGIDk6Vn8cevxQJIbsndobrQxBMnWII2NPjkXvz748G9VH8vVGQS4XMFIPbPEU6sqb+MoNMMHWZcvLDVyFPkE+GcSu8o06+rrypVA4vBkJkAAJkAAIUCxxHwdlFEt0at0mgI7ffrvRVlzxCUv9Xur59o9+FAkoSROeaed6zVeCCaluNvo6aWXarzztvPfee+XHP/6xchmPJGCdwPtraz2LGxBm9YLPobTPkqzn0z5zTMaZSV3T8c76/QsoJv4xqVtm38DOUAvFEoolocY+7a46AawE0PM54DnykpS0QNTAypC5lblI7IDoAfEDIghyhuw5uid6DZEEYglEE9Q/u37WzOIkgQkiSogFOUGSctxAoMB7RaxMgj8OHWoX/RDPsV9Mhegi2kwCJEACJNAkQLGkycLVszSxZHVqUGqj8yKCZO6tKzkwGVFrS/ruxoIsE0DPX3+90cQjVpjoW3LBsvfPnYvO9TKJ+fdXX93zqhJMWmWxscyTW6rveduJhO+vvfaam8DkXcMjsLUl56+4wuizBqvWIL7qBVtxZRVEOtVLy5FkMs5M6qpxzGP/IkhWhib+Mamb9f4+1oOdoRaKJRRLQo192l1lAvj1vy6UYHXJUnuycZ/2p8d2VxA3FlYXIrFj/PR4JH4MHBuIxBBslwVxZPjB4eh9bKeF+theK/eCLZ2w9ZRavYAjxIEQC7blgiihx5PigriCkJH3Fl2IX9xz795WH6j7QqzJedstn8ZCiGFGm/0gwHHghx/Yi94JUCzpnV1eV6aJJXm1b7udLBNAM7fdZrS6pNMEZC/vzf7pn1Is6bIFFybdsvjSdHLuvvvuk1/+8pe2w5Dtk0BEYOPIESOhQ0/kjucQT3r5jIlf0ylHksk4M6lrOjZZv39RxcQ/JnXL7BvYGWqhWBKIWKLm2NQx1ICn3QEQwK/99dUAmHBOmVguemIM4gYeKkk6xA8kTsfKECRSx+uhk0PR+5NLk1Hd5TVH2z5BJMC2U+pDA2IBtoIKtSCG4rlMFBt13L+/vlUWti7DipAsK09QD0IUxBGdt2pTPyL3DupbKEWPBQsmsEkS6JsAx0HfCNmAYwIUSxw7QERCEEsw8fP05z+fyyRkfFKy2+sXr722L6EEfQ9pksvGJN39998vm5ub7gcbe1B5Apfm5zN/ziAniV4ufPKTma/t9rnTKUeSyeeJSV0bY5dtdhZUTPxjUrfM3GFnqIViSSBiiR7gAce7joHPq0oAk85qghm//EdC7JSCiTEIFSjqmFI102kIGxBDJp6diAQPCB8QQCCEoH08x0OJJai7dK59xUummxVRCYKJvroBYkHoBaIJtiXTuah463RELEIM0YW8TvXVe6iPXCWWc6Vwkjj0wKb9IMBxwDgoOwGKJe492F0smZfRwSlZbenqqkwNjgo26XJdTCaAsB1Wt0nGPN/Hr7vv/va3KZZkWFWCyTkTX5pO5j366KNy+fJl1+HK+1ecwAcXLmTaigsrSEwLtgfM+vmUlq/EdJzZHJOmY5j124UTE/+Y1C0za9gZaqFYQrEk1Nin3VUkgMl9fbukycmuViqRRB07XYAtryBwYAssCB7YEgviB7bIwvXYMguvD585HL2PLbVQH1ts9VtU/9Sx3/YyX4/ty9TEPY4dxKfMbValIthgG674lmU6r16eQyAZGQl367OqxAftIAESIIGCCVAsKRh4wu06iSVR3pLEfCU1qbUJKAmNF3DKZAIIyd7/8corM084Zp2YTKr3Tx//uKTlDDCdiDKx0bRtn+rbtPOee+6Rp59+uoCI5C1CJ7B5xx1dP2MgfJiWrGJJtxxJJuPMpK5PnyWh9MXEPyZ1y8wPdoZaKJZQLAk19ml3FQlgOyM1OY0tizIWJUAgGTrEDSRHhxiCZOkQP5A8HXWQTB2vkVwd7yPZOuoj+brtovqojrbv19K+vv3UkSMtb/HFDgFsuYUtsrDqBEIHVpF0W30CUQT1hoZEwBW5T0Le6ozBRAIkQAIk0BcBiiV94cvl4k5iSf0GSStLcrl1Lo2YTgCdnJiQtaGhrpOZSQJI1nNvfexj0m+eEn2yytRG/doyPbdtJxK+/83f/E0uccdGSCCNwAdvv51pdUnWzxPTet0+e0zGmUndMn3WVKWvJv4xqVtmPrAz1EKxpEixZL45j6vmc9VxtMB11wHHe6jjPBy78St/Nagwad2hQHTI+lAiCYQStYVWtyMEFwgpWR4dutnylhOhBD3AJL7iaiBCtXQ+9BdY9QQxhWJI6JFA+0mABEjAGgGKJdbQZm64u1iSuSknFXuZAMIKk9c+9Skrggm23sprRYmasOrFRnVtmY5F2DkzMyNvvPFGIbF6+ZVX5PJLL7U8Crkxb+KcwNZDD1n5fOkmnGTJkWQyzkzqlumzpip9NfGPSd0y84GdoRaKJQWJJaM1kdpoepjNj9bnIovQTAKO93QH8J1qEECCbTWpnyERtspZghUlECKyCBvdRBL1vlqVAoGl2yOraBOvV5jTMNGvuGKbM5bKEWCuhsq5lAb1QIDjoAdovMQrAhRL3Lsji1iSvB1X+XKWxCeAkAR5/aMfzW1Sc/kzn8klR0m8nyFNcsVtt/EaCd/Pnz+f++CDOIItmN7tkhvnwlVXyebRo7L9zDO594EN+kPgvS9+MbfPlm4iCd7PmiPJ5PPEpK6Nsco22/OU6ExM/GNSV79H2Z7DzlALxZKCxBKfAizgePfJDeyLDQJ68mwk4u5SlFiCas5WbcT6iLwoyIkCsWXv1N7ogefonxJ1YpcU8xIJypVgwtURxTAv8C6cJC4QNm/lLQGOA29dw45lJECxJCMoi9W6iyXzMlqrCyPzo4MyFWV6n5fRIrcZ6GB/vxNAWAXy6shIX5OaWKXyO//8n/edyD1tUqpfG9Pa9e18kXY+9NBDuSV8vzQ/31UgSZvsvjA0JJsPPCCytdUhyvlWGQkg2fu711zT12dLWtzEz5vkSDIZZyZ1ffs8CaE/Jv4xqVtmdrAz1EKxpGCxZHRQJPqbWIu4qUGRIlaUqFsGHO8KAY9VJYAtotSE/vJyVyt9mBhbXluOxJGRR0ei3CjY8gs5UbCNF8QRVZSYo47qfGFHxZUfIIUhL/JGPoyFIu0iG492AAAgAElEQVTlvUggiQDHQRIVnisTAYol7r2VSSzZSeaOFSZ1jWRVpgbLv7JEnxBCLhOsNMmaAB55T7DlzeNf+1okkticiLLZts7A9fMi7Tx27Jg88cQTfQ3A7eeey20yHKtNLp0501d/eLF/BN7/+c97FtLigkjaa9McSSbjzKSu68+PEO9v4h+TumVmCTtDLRRLChJLVqeac7j6nGP0PEFAsRmQAce7Taxs2wcCeiLymRkfetTWB4gjk0uTMvzgsOz+1m4ZODYQiSOzL8/K2oW1tvpenFhaan6AIWk5CwmQAAmQAAmQgHcEKJa4d0l3sURkfrS2I5JglUlNMBlRc7iyJLq/6ketlvuKDqw2eezIEfnhTTfJX994Y8sD5yGsxCeTbE5E2Ww7bofL10Xbefz4cXnxxRd7GoSbJ05YWTGA7bm4yqQnl3h7EVaYvHfzzVbipZccSSbjzKSuy8+OUO9t4h+TumXmCTtDLRRLChJLohUlq/X5xiJXkajAjgs06jyPJFApAkjqroJ9aMgL05bOLcnEsxMydHKoIY6Mnx6XuZU5Wd9Y96KPXTtx+HCT66FDXauzAgmQAAmQAAmQQPEEKJYUzzx+xyxiSfwan177MgFksx822/ZpUsyFnffdd5+czbAVsor5aOL7K1+xMvGtVg5cvOEGwX1YqkVg69gxOX/FFbnFTq85kkzGmUldnz5LQumLiX9M6paZH+wMtVAsKVIsEZGkbbiKDr6A471o1Lxf0QTwx7kSS3DEioiCC5LEI8k7xJFdt+yS/cf3y+Ezh2VhdaE84ojODPlJkNRdcV1c1N/lcxIgARIgARIgAU8IUCxx74juYkl9NYnDhSQdIfkyAWSzHzbb9mlSzJWdMzMz8stf/rJjnKk337MslOiCCVeYKOrVOb6/tib9xhByJM3+6Z+2rW7LOpZNxplJ3az3Z73OSdtN+Jj4x6SuSR98qws7Qy0USwoSSzpuw1VjzpJQByDttkBA34pr3z6RjY3Um/S7P/3G9oYoceTgdw9GSdhxhFgCcQTvl76MjDSFEuSEYakkgX7HQiWh0KjgCHAcBOfyyhlMscS9S7uLJfU+YisuTELUairJu/u+owe+TADZ7IfNtn2a6HJl53e+8x05efKkbG5udgzqaGXAgQO5rQxQwkjacePIkY798flN+JIlnQBymSCesiaAj+dI6mfcmowzk7r99InX9iagmPjHpG6Z/QE7Qy0USwoSS1SAcWWJIsEjCVgiEF8JAfEkpZhOjEH8gAiClSJYMYKVI0ocgWhSuaJvv4UvSgcrdSrH1FODTMeCp2awWyTQFwGOg77w8WIPCFAsce+ErGJJs6dI7g7RpFoJ3vudHLI5EWWz7X7tzvN6l3Yi4ftjjz3WDPPYMyRzTxM1bJ7fmpuL9cT/l/CjevjfW/c9xGqTyy+9JJsPPCDIhYPHV37zN+WX3/62/NdbbknMkdTPuDMZZyZ1++kTr6VYklcMIGZDLRRLChJLRjOsHslSJ49ADTje88DHNspAAMndEejqAcFkvT0/SLeJMeQUQW4R5BhR4gi210IOEuQiqXQZH2/yA0e8ZqksgW5jobKG0zAS0AhwHGgw+LSUBCiWuHdbZrFkfrQxATo4teq+4zs98GUyz2Y/bLad1wRVHu24tvPee++VZ555pj22t7YyrwDIWzi5MDQkH7z9dnufPD0DH8YfnnbV227p/PIYV/E2TMaZSd34ffi6NwHEhJuJf0zqmvTBt7qwM9RCsaQgsQQBBjFEzd0mHYtK/B5wvIc6zsO0O74qAltyrax0ZLF2YU1mX56NxJGBYwNRQvbhB4dlcmmy+uKIIgNR6eDB1g+roSH1Lo8kQAIkQAIkQAKeEqBY4t4x3cWSes6SmqdJS3yZALLZD5tt+zTR5YOdJ06ckJ/85CctA3ProYf6WlXy/rlzjfZ6EVM277ijcb3PT+C/tMfDDz8s/Tyeeuopef7553N7rKysyOuvv57b4/z587m4Jolf3mPUZJyZ1M27n2yvu9hi4h+TumVmDztDLRRLChRLfAmygOPdFxewH0URiK+O2L1bRFt+rcSRsSfHZN+d+2TP0T0y8uhIJI4sry0X1Ut/7rO8LLJ3b6tQglU5HfK++NN59oQESIAESIAEwiZAscS9/7uLJSKyOiWDer4SrDLxRDzxZQLIZj9stu3TpJgvdt53333y5ptv1gfn1pZcuOqqnsWSjW98o2WQ9yKWnL/iilKsLoEAAR/GHz7FmOoLVhFBGMvrgfZU270e49z01722mXQd2k06n3TOpG7S9TzXXfDoh5GJf0zq9tMn19fCzlALxRKKJaHGPu0OhcDsrMiuXS0CwIv//jflwJ/8zw1xZPqFaVl5s/Oqk0rjQp4XCEsxTlLiRIiV9heNIwESIAESIIEEAhRLEqAUfKq7WIIcJfX8JKtTo1Lfgat5ruDutt3Olwkgm/2w2bbriS39/j7Z+b3vfU8uXrwoveYqeffTn5atU6fa4rUnseTAAdn6jd9o+d+w4/YfmCzkgwwcx8D5D31Inv7MZzILM/pnAZ9nE1lMPjNN6paZP+wMtVAsoVgSauzT7gAIQACBEPK1b35C/r//4b9r+yPv9auuEoFQEGrBllsQRLDiRv8DEKIJRCaWYAgwV0MwrqahHQhwHHSAw7dKQYBiiXs3dRdL5mV0cEqQpaRXsWR+VP+1eUpieC0nismqFV8mgGz2w2bbPk2K+Wbno48+Khu33mq0qmTjtts6DupexZL3fud3Wv/30f8P4nOy8TQGLv/qr1IsuSub8NHLZ7HJZ6ZJ3V764ss1sDPUQrEkELEk/nkfasDT7moTwNZZyC+CrbSwpRa21sIWW8hD8v/+5Pn2XBwYGBAGsKoiJNEEIsnkZLtIAh4DAyLYjoslKAKcJA7K3TQ2hQDHQQoYni4NAYol7l3VXSwRgdiBXbcaYonRNlxYhTK4syIlzV7kRVF1UL9+v7Ta+nlfJoBs9sNm275McKEfvtl5zz33yNtDQz2LJds/+pFs3n23Hq5GbbUIK4OD8sE/+2cUBeKTRHztdUy88pGPUCyhWFJoDOB7JNRCsSQQsUQP8IDjXcfA5xUgoMQRJGHf/a3dgqTs46fHI3EE+UgSy+JismiCgYFE5jMz1c3RgXwtIyPt223BduQq0fK5JLLjycoS4CRxZV1LwwwIcBwYwGJVLwlQLHHvlixiiUhdwMAkRPTYWWmSrfcZxJKY+LI6NSiD9f2+ut7Clwl2m/2w2TbFkvRffd9vuKqkRdw4cCASRi5ed11LDCfVyXru8ksvtbRV9AvkJEE+lyz5OUKJWVvjxyY/k7ZN6tpiwXbTP6NM/GNSt8zMYWeohWJJwWLJ6lSyWD1fYAQGHO8FUuatbBBYOrckE89OyNDJIdl1y66GODK3MifrG+tmt4RoglUUGBDxB1abQFSogniwtCQyNpa8igR2QySBQMRCAiRAAiRAAiRQagIUS9y7L5tY0k8/W4WWJBGkTRyJiSfq7pgESXr4MLFjcyLKZts+sFN98M3Oh7/xjd5XglgQSy6dOaOGQqFHE5HEV1+qfpXlaHMsmLRtUrcsbKvUTxP/mNQtMyPYGWqhWFKwWDI6iN8SuS0Bx7tb8Ly7MYHFs4tyZPGIHPzuwUgc2X98vxw+c1gWVhdkY3vDuL3ECyCIDA+3CyZKQIFwcvBgPbcHBJaNnO6b2JkcTkIcmZio2xTPRaJswnH/fookOeBmEyRAAiRAAiTgCwGKJe49YV8s0W3Ut9tqns8qljSvaD7zZQLIZj9stu3TpJhvdj7x1a96JZZsPfRQM/ALeNaLSKLiyTdfqn6V5WiTn0nbJnXLwrZK/TTxj0ndMjOCnaEWiiUFiyXzoyJFriJJCuyA4z0JB895QgDihy6O1L5ei0QSiCU4n5s4kmYvcpYgj8e+fenCiRIbIDQcPlxfeeIyv8fZsyIQcJCkHYKO6l/aEatI0O+VlTQKPE8CJEACJEACJFBSAhRL3DsuXSyBsJG8kgOTEbVaSqL2Liap/Cct1WIrSdrEk5bKrS98mQCy2Q+bbfs0KeabnX/1hS94JZZsnjjRGvyWXvUjkqh48s2Xql9lOdrkZ9K2Sd2ysK1SP038Y1K3zIxgZ6iFYklBYslowk4/+nxmkQJKwPEe6jj30m6IH1ghgpUiWDGCbbWwgkSJI0V0OnV/eogJSPq+Z093AUINZAgRECyw5RXEC6xYgZChHkiqnrVg9Yq6Th3RJvqEe2QRdFS/sLrk0KF6e1nvz3rBEUgdC8GRoMEhE+A4CNn71bCdYol7P6aLJTb6pq8swfMdwWV1SgbV8yg/ikr23r0PvkwA2eyHzbZ9mhTzzc6//PKX/RJLHnig+4Doo0YeIomKJ998qfpVlqNNfiZtm9QtC9sq9dPEPyZ1y8wIdoZaKJYUJJb0GmBYiVIbTbl6XpvHTauTcGnA8Z5Ag6eKIoCcIsgtggTsSMQOcQS5R5CDBLlIXJRME2NYvYGcHhBBTEQKJVYUfYRog3wr09MiLle9uHAo79kzgUxjoefWeSEJlIMAx0E5/MRephOgWJLOpqh3rIslkRDSXKEy2vjFnSaWwFisLtlZyZKU1ySNhy8TQDb7YbNtnybFfLPzsSNHvBJLLs03Bk/acOjpfJ4iiYon33yp+lWWo01+Jm2b1C0L2yr108Q/JnXLzAh2hloolvgslqyKDGJFSooQgtUqUzsJUKYGRZp/LHcO54DjvTMYvpsrgbULazL78qyMPTkWiSO7v7Vbhh8clsmlSVleW871Xr021tPEGFaIYNUItrPCKo+0JPFFiCRqNQtWnMzOikDYYSGBHgj0NBZ6uA8vIQGfCXAc+Owd9i0LAYolWSjZrZMulszL6OBUI3cltsZq/u+GpO29bcOVtzW+TADZ7IfNtn2aFPPNzvtvvdUrseTySy/lOnxsiCQqnnzzpepXWY42+Zm0bVK3LGyr1E8T/5jULTMj2BlqoVhSsFiSlOAdQkfS7xqi81g9kiSWxM6vTokMTmUL44DjPRsg1uqJwNn1sw1xZN+d+2TP0T0y8uiITL8w7Y040pNhWS9CzhNsmYUVHdgyC0njIaaoBxLFmwgo6joch4bqbSKnCu7BnCNZvcJ6JEACJEACJBAMAYol7l1NseQuyWNiyOZElM2287A9rzZ8s/Pub39b1j/60b4Ek4vXXdcyyM8fONBze+/jf7ccik2RRMWCb75U/SrL0SY/k7ZN6paFbZX6aeIfk7plZgQ7Qy0USwoSSyBmpM6TDkrjV0YqELH9VvRro5goot5vE0dS6qXdE7+ejP+CUp3j+TobcujM4cHTD8rM8owcevyQ7J3aK3u+tUeuuOsK+aNTfyQrbzYTiDOu6qOWHMhBfX7j6Fs86H3yuZ++cWN/6tFSFQ567OtjAvbppSr20q7Of+eUkQ/EksXFRXn66aejx/b2tly6dEk2NzflqaeektOnT8vCwoK88847sr6+Lm+99ZbMzc3JI488IqdOnZJXX31VxrFalaVnAhRLKJb4MjHm42Tey9dc07O4AWEkL7Hk4rXX9jzG1YVFiCQqlnz0pepbGY42+Zm0bVK3DFyr1kcT/5jULTMn2BlqoVhSkFiiAixpZYl6Tz82VomkiCBZxRK9TfU84HhXCHjsgQAEEKwSwWoRrBqBQAKhBIIJVpWwkAAJkAAJkAAJkAAJuCPAlSXu2Ks7dxRLdnKIYPKh/cFtuPQJJZsTUTbb1m1w/dxHO5/60pe8EEu2jh1TQ9b4WKRIomLIR1+qvpXhaJOfSdsmdcvAtWp9NPGPSd0yc4KdoRaKJQWLJVhCEuUhQS6SnUfSFlzqvcYxvhVXTERpE086RHTA8d6BCt+KE0BeEeQXUeIIttZC/hHkIUE+kiqU+K9Gq2ATbSCBXghwLPRCjddUjQDHQdU8Gp49FEvc+zxdLHHftyw98GUCyGY/bLbt06SYj3Yev/32vrbiymtlSS/5SlyIJCqefPSl6lsZjjb5mbRtUrcMXKvWRxP/mNQtMyfYGWqhWFKwWII8JCopexR0ED0StuFqBGRMFEFS90hc2RFdlNDS1m6jgfYnAcd7OwyeaRBYOrcUiSNIwo5k7APHBmT89HilxJGGsTtPODEWJ8LXoRLgWAjV87RbJ8BxoNPg8zISoFji3msUS7gNly8TY75O5j1//fU9ry7JQyx574tfNPqgcCmSqFjy1Zeqf74fbfIzadukru9Mq9g/E/+Y1C0zK9gZaqFYUrBYkrQNV1qC9ygo08QSvIn3dlanNLbtyhDJAcd7BjrhVIE4MvHshAydHJJdt+yS/cf3R+LI3MqcrG+sBwGCE2NBuJlGZiDAsZABEqtUngDHQeVdXHkDKZa4d3EZxRJMhugPHyZ2bE5E2WzbB3aqD77aOXPbbX2tLuknqTuuvfwP/5Dpg8IHkcR3X6r++X60ORZM2jap6zvTKvbPxD8mdcvMCnaGWiiWFCyWYLuslpUlWCES32LLcjQGHO+Wyfrd/OLZRTmyeEQOfveg1L5ei8SRw2cOy8Lqgmxsb/jdefaOBEiABEiABEiABEigIwGKJR3xFPJmGcUSHYwvE0A2+2GzbZ8mxXy28+nPf77n1SX9iCWbR4/q4Z743CeRRMWTz75UffT5aJOfSdsmdX3mWdW+mfjHpG6ZecHOUAvFkoLFEmyjhXhLe6httWwGZMDxbhOrV21D/IAIoosjEEnwGqIJCwmQAAmQAAmQAAmQQLUIUCxx70+KJdyGy5eJMd8n8/7+6qsLFUwuXnutyNZW6oeEjyKJiiXffan66evRJj+Ttk3q+sqyyv0y8Y9J3TIzg52hFoolBYslPgRawPHuA34rfcC2WRBHsFIE22lhWy1sr0VxxApuNkoCJEACJEACJEAC3hGgWOLeJRRLKJb4MjHm+2Qekr3/45VXFiKYXLjqKnl/bS3xA8JnkUTFku++VP309WiTn0nbJnV9ZVnlfpn4x6RumZnBzlALxZKixZKdxOyIuWg7rlhOEluBiPvpD1v3YbvFEIA4gtwiSMCOROxIyA5xBDlIkIuEJRsB7k+fjRNrVZ8Ax0L1fUwLuxPgOOjOiDX8JkCxxL1/KJZQLPFlYqwMk3knJyZkbWjIqmByYWgoMU9JGUQSFUtl8KXqq49Hm/xM2jap6yPHqvfJxD8mdcvMDXaGWiiWFCyWqGTueu4Sda6oIAw43otCnPt91i6syezLszL25FhDHBl+cFgmlyZleW059/uF0iAnxkLxNO3sRoBjoRshvh8CAY6DELxcbRsplrj3L8USiiW+TIyVZTIPK0xe+9SnrAgm2HorvqKkTCKJiqWy+FL117ejTX4mbZvU9Y1hCP0x8Y9J3TKzg52hFoolBYslo4MiqyJCsSTUIZfN7rPrZ2VmeSYSR/bduU/2HN0jI4+OyPQL0xRHsiHMVIsTY5kwsVIABDgWAnAyTexKgOOgKyJW8JwAxRL3DqJYQrHEl4mxsk3mPXfDDbL+0Y/mJppsfPObLTlKyiiSqFgqmy9Vv3052uRn0rZJXV/YhdQPE/+Y1C0zQ9gZaqFYUrBYMj8qMjqviSUFbcOlB3jA8a5j8Or5ypsrkThy6PFDsndqb/TAc4gjeI+FBEiABEiABEiABEiABDoRoFjSiU4x71EsoVjiy8RYGSfz7r/1Vnl1ZKQvweS9m29u2XarzCKJiqUy+lL13YejTX4mbZvU9YFbaH0w8Y9J3TJzhJ2hFoolBYslCDRsu4WYix47K02KDMCA471IzB3vBQEEQghWi2DVCFaPQBzBahKsKmEhARIgARIgARIgARIgARMCFEtMaNmpS7GEYokvE2NlnsxDLhOsNMmaAP7dq6+WzaNHZfu55xoDuwoiiYqlMvtS2eDyaJOfSdsmdV3yCvXeJv4xqVtmnrAz1EKxxIFY4jrYrMT70pLIzIzIkSPNx8GDImmPw4eb9aanRRYXRTY2XKOxdn/kFUF+EeQZUeII8o8gDwnykbCQAAmQAAmQAAmQAAmQQD8EKJb0Qy+faymWUCzxZWKsKpN5WG3y2JEj8sObbpK/vvFG+W833ST/cOSIbJ44IR/5l/9S3v/5z1sGb5VEEhVLVfGlsqfoo01+Jm2b1C2aEe93l5j4x6RumdnCzlALxRKKJWaxv7YmMjdXFzqGhkT27dOWyajlMn0c9+6tCywQXSC+rJRzC6qlc0sy8exEJI7s/tbuKCn7+OlxmVuZozhiFnFWa3N/eqt42XiJCHAslMhZ7Ko1AhwH1tCy4YIIUCwpCHSH21AsoVjiy8RYlSfzTpw4EU1swkY1mVdFkUTFUpV9qWy0ebTJz6Rtk7o2ebDt5O8pE/+Y1C0zb9gZaqFYUqRYgvwkMR1h3kHkGcf72bMik5N1ESNuQBGvIchAPPFYOFHiyNDJIdl1yy7Zf3y/HD5zOBJH1jfWHXiZt8xCgBNjWSixTggEOBZC8DJt7EaA46AbIb7vOwGKJe49RLEkeRLKdLLI5kSUzbZN7bRZv8p2wrb449577xWbPF22XWVfFsHVJj+Ttk3qFsGF92j9vjLxj0ndMnOGnaEWiiUFiSWrUyK1hPwkozWRqdViwy9TvGMFCQSSgYF2hSdJIEG9kZHm1lq4FltrpT2w9ZbasuvQoexCjBJOIOA4LItnF+XI4hE5+N2DUvt6rSGOLKwuyMZ2dbcTc4jcyq05MWYFKxstIQGOhRI6jV3OnQDHQe5I2WDBBCiWFAw84XZlFEswGaI/fJjYsTkRZbNtH9ipPlTVTj1W48+V7VU7VtWXRfnJJj+Ttk3qFsWG92kKJib+MalbZsawM9RCsaQgsQRJ3dNWkYwmiCh5B2Rc30htHyLJ+LjIrl3pIgnykEDomJ0VWV5ObaqnN7B6RG3zNTzcuR8QWfK+f0KnIX5ABMFKESWO4AixBKIJCwmQAAmQAAmQAAmQAAm4JkCxxLUHRMoolujUfJkAstkPm237NClWZTthW/zhE/u8+1JlX+bNKqk9m/xM2japm2QHzzWFDRssTPxjUtdGX4tqE3aGWiiWFCSWdBJEOgkpNgIzMd67iSQQLpBDZL3gLaWQ9B2iDISR3buTBRz0LUfRBNtmIbcIxBFsp4VttbC9FnKQUByxEZFskwRIgARIgARIgARIoF8CFEv6Jdj/9RRL8pnMsjkRZbPtoiawstyn6nbCPvXIwqPMdaruS9u+scnPpG2TuraZsP327yoT/5jULTNr2BlqoVgSulgCMeLw4eQVHNhay4VA0mk0YtUJxJH4Uhm8xnmIPoZFiSNIwD5wbECQkH34weFIHEEuEhYSIAESIAESIAESIAES8J0AxRL3HqJY0j4B1ctEkc2JKJtt92KrrWtCsDMEGxEfodhZxrFg4huTurZYsN307ygT/5jULTNz2BlqoVhSlFgSS+wen+tP26LLRmA24h1bXiXlJNm/v74Vlo2b59UmVpIkiSZ79ogsLHS8y9qFNZl9eVbGnhyTfXfua4gjk0uTsryW87ZiHXvCN10T4P70rj3A+/tCgGPBF0+wHy4JcBy4pM9750GAYkkeFPtrg2JJ+kSUyYSRzYkom22b2Gi7bgh2hmAj4iQUO22NCZv8TNo2qWuLBdtN/44y8Y9J3TIzh52hFoolBYklPgVYFO8TE+2rSZCLBAnZy1SQ6B1bdMXVJ+RdwaoZETm7flZmlmfk0OOHInFkz9E9MvLoiEy/MC0rb66UyVr2NWcCnBjLGSibKy0BjoXSuo4dz5EAx0GOMNmUEwIUS5xgb7kpxZL0iSiTCSObE1E22zax0XbdEOwMwUbESSh22hoTNvmZtG1S1xYLtpv+HWXiH5O6ZWYOO0MtFEtCE0s2NmSuFtvGCsncp6fLPQaWlkSwqkQTTX7xv/y6/JuJ35S9U3sjoQSCCcWRcrs5795zYixvomyvrAQ4FsrqOfY7TwIcB3nSZFsuCFAscUG99Z4US9InokwmjGxORNls28RG23VDsDMEGxEnodhpa0zY5GfStkldWyzYbvp3lIl/TOqWmTnsDLVQLAlNLImvwsCWW9iOq8QFAghWiXz2/v9d5gZ2tQgmm7/3u40VJiU2kV0nARIgARIgARIgARIggY4EKJZ0xFPImxRL0ieiTCaMbE5E2WzbxEbbdUOwMwQbESeh2GlrTNjkZ9K2SV1bLNhu+neUiX9M6paZOewMtVAsCUksQSJ3beWFYKuqEhbkFUF+ESRhRzJ25B1B/hHkIUE+kmiVjG7n0FAJrWSXSYAESIAESIAESIAESCA7AYol2VnZqkmxJH0iymTCyOZElM22TWy0XTcEO0OwEXESip22xoRNfiZtm9S1xYLtpn9HmfjHpG6ZmcPOUAvFklDEksnJVqFkbKw0Mb90bkkmnp2QoZNDkTgycGxAxk+Py9zKnKxvrCfbgW3FdMEEK2pYSIAESIAESIAESIAESKCiBCiWuHcsxZL0iSiTCSObE1E22zax0XbdEOwMwUbESSh22hoTNvmZtG1S1xYLtpv+HWXiH5O6ZWYOO0MtFEtCEEuWl1uEgyhniccRv3h2sSGO7Lpll+w/vl8OnzksC6sL6eJIkj1HjrTYLXNzSbV4LmAC3J8+YOfT9BYCHAstOPgiUAIcB4E6vkJmUyxx70yKJekTUSYTRjYnomy2bWKj7boh2BmCjYiTUOy0NSZs8jNp26SuLRZsN/07ysQ/JnXLzBx2hlooloQglgxrCd0PHpRdtQ2v4h3iyJHFI3Lwuwel9vVadFTiyMZ2n33FChq1wgQJ4Df6bM8rcuxMvwQ4MdYvQV5fFQIcC1XxJO3ohwDHQT/0eK0PBCiWuPcCxZL0iSiTCSObE1E22zax0XbdEOwMwUbESSh22hoTNvmZtG1S1xYLtpv+HWXiH5O6ZWYOO0MtFEuqLpZgNYUSC3BcXo5eugp4iB9YIQIxBCtGlDgCsQSiSe4F4kRDpLYAACAASURBVAhEEsUA25GxkMAOAU6MMRRIoE6AY4GRQAIiHAeMgrIToFji3oNlFEswGaI/fJjYsTkRZbNtH9ipPoRgZwg2wp+h2KliN++jTX4mbZvUzZsB20sXSRQbE/+Y1FXtl/EIO0MtFEuqLpYMDDSFgp28HXnEO0QOFHVMG0DIKYLcIkocwbZayD2CHCTIRVJI0fO1cHVJIch5ExIgARIgARIgARIggWIJUCwplnfS3cooluh2+DIBZLMfNtv2aTIsBDtDsBExFYqdtsaPTX4mbZvUtcWC7aaLJib+MalbZuawM9RCsaTKYsnSUlMo2bVLZG0tivM84l2JJOqoBtDahbVIHEECdiRi3/2t3TL84HCx4ojqjDrGV5fMzKh3eCQBEiABEiABEiABEiCBShCgWOLejRRL0ieiTCaMbE5E2WzbxEbbdUOwMwQbESeh2GlrTNjkZ9K2SV1bLNhu+neUiX9M6paZOewMtVAsqbJYMj3dFEtGRhoxnle8QyiBODL78qyMPTkWrTLZc3RPdJxcmpTlteXGPZ0/0ZO9j4877w47QAIkQAIkQAIkQAIkQAJ5EqBYkifN3tqiWJI+EWUyYWRzIspm2yY22q4bgp0h2Ig4CcVOW2PCJj+Ttk3q2mLBdtO/o0z8Y1K3zMxhZ6iFYkmVxRKIAghuPCYmGjHeT7xDIOn0wE3iq00aN3b5RM/dMjTksie8t0cEuD+9R85gV5wS4Fhwip8394QAx4EnjmA3eiZAsaRndLldSLEkfSLKZMLI5kSUzbZNbLRdNwQ7Q7ARcRKKnbbGhE1+Jm2b1LXFgu2mf0eZ+MekbpmZw85QC8WSKoslEAWUWAKxYKfkEe8QRM6un22sJhl5dCRK3O6lUAK7sQWZYrF7t0LBY+AEODEWeADQ/AYBjoUGCj4JmADHQcDOr4jpFEvcO5JiSfpElMmEkc2JKJttm9hou24IdoZgI+IkFDttjQmb/EzaNqlriwXbTf+OMvGPSd0yM4edoRaKJVUWS5DMXAkEKyuNGM8j3pUogmOnR+OmPjxB3hbFYyd/iw/dYh/cEeDEmDv2vLNfBDgW/PIHe+OGAMeBG+68a34EKJbkx7LXliiWpE9EmUwY2ZyIstm2iY2264ZgZwg2Ik5CsdPWmLDJz6Rtk7q2WLDd9O8oE/+Y1C0zc9gZaqFYUmWxZGCgIQ4M1RYaOoGteIdogmTuSkjxalCtrzdYCEQTFhIgARIgARIgARIgARKoEAGKJe6dSbEkfSLKZMLI5kSUzbZNbLRdNwQ7Q7ARcRKKnbbGhE1+Jm2b1LXFgu2mf0eZ+MekbpmZw85QC8WSKoslSOquVlJMTjZi3Fa8QyRZPLvop1iytNRkARGJhQRIgARIgARIgARIgAQqRIBiiXtnUixJn4gymTCyORFls20TG23XDcHOEGxEnIRip60xYZOfSdsmdW2xYLvp31Em/jGpW2bmsDPUQrGkymIJkrorsWRsrBHjNuJ9eW1ZBo55LEJMTyeyaEDhExIgARIgARIgARIgARIoMQGKJe6dR7EkfSLKZMLI5kSUzbZNbLRdNwQ7Q7ARcRKKnbbGhE1+Jm2b1LXFgu2mf0eZ+MekbpmZw85QC8WSKoslSOquxBLkL9nYiOLcRrwfevyQzCzP+DuOhoebLLRVNv52mD0rggD3py+CMu9RBgIcC2XwEvtomwDHgW3CbN82AYoltgl3b59iSfpElMmEkc2JKJttm9hou24IdoZgI+IkFDttjQmb/EzaNqlriwXbTf+OMvGPSd0yM4edoRaKJVUWS5DEXE9qviMS5B3vaxfWZO/UXtnYrosx3g0mfQsuGL+87F0X2SE3BDgx5oY77+ofAY4F/3zCHhVPgOOgeOa8Y74EKJbky7OX1soolmAyRH/4MLFjcyLKZts+sFN9CMHOEGyEP0OxU8Vu3keb/EzaNqmbNwO2ly6SKDYm/jGpq9ov4xF2hloolngqlsyPNhdCDE6lhOd8s05tNKUOBBIEOB47q0vyjveJZyfk8JnDKR3w4LSW6F607cg86Bm74JgAJ8YcO4C394YAx4I3rmBHHBLgOHAIn7fOhQDFklww9tVIGcUS3WBfJoBs9sNm2z5NhoVgZwg2IqZCsdPW+LHJz6Rtk7q2WLDddNHExD8mdcvMHHaGWiiW+CiWrIpMzTdDcrQmMrXafK2e6eenBkVGtWtUnWjrLYgkSjCZmIieNt7v8wlWk2BVCVaXeFlmZ5u2Y5UNVtuwkAAJkAAJkAAJkAAJkEDFCFAsce9QiiXpE1EmE0Y2J6Jstm1io+26IdgZgo2Ik1DstDUmbPIzadukri0WbDf9O8rEPyZ1y8wcdoZaKJb4KJbEohFCSJtYglUl2mqS1SmR1BUoenLzWk0O1fLLLTL78qyMPDoS67EnL7Hdlr4N2fi4Jx1jN0iABEiABEiABEiABEggXwIUS/Ll2UtrFEvSJ6JMJoxsTkTZbNvERtt1Q7AzBBsRJ6HYaWtM2ORn0rZJXVss2G76d5SJf0zqlpk57Ay1UCzxXSyBKDIoEl9Y0iaOxMQTFdBqQclCbaixwmKjtkv+7s/+TOLbTeC1eqjrcVTnkur/1tHfkuNPHterd6yv2tIvUOeS2lfvGdeHULJ7d9PmPXvkv/3FX+jN+NFPrUfK1lw5sP3IzxoG+n0HBuOtDoIcmqNDsWie6fz5z/rko2JFxQKOeinbeb3veF62/pedP/tv/ne4ilEVuxBLFhcX5emnn44e29vbcunSJdnc3JSnnnpKTp8+LQsLC/LOO+/I+vq6vPXWWzI3NyePPPKInDp1Sl599VUZ54+LFM6ejhRL0ieiTCaMbE5E2WzbxEbbdUOwMwQbESeh2GlrTNjkZ9K2SV1bLNhu+neUiX9M6paZOewMtVAs8VksSRFKEKxZxZJGYK+vi+i5O7DiYmGh8XYvT5bXlmXg2EAvl9q95uxZkb17G0JJlKsF51hIIEYgPjETe5svSSAYAhwLwbiahnYgwHHQAQ7fKgUBrixx7yaKJekTUSYTRjYnomy2bWKj7boh2BmCjYiTUOy0NSZs8jNp26SuLRZsN/07ysQ/JnXLzBx2hloolngqlkAM0bfZagvQ2EqSNvGk7QIRgWCiiwgI/CNHkmpmOjf84LDMrcxlqltYpZmZlhUl0eoSrDJhIYEEApwYS4DCU0ES4FgI0u00OkaA4yAGhC9LR4BiiXuXUSxJn4gymTCyORFls20TG23XDcHOEGxEnIRip60xYZOfSdsmdW2xYLvp31Em/jGpW2bmsDPUQrHER7FkVWRQy0eiByeSukd53FFHPReRxLwm+oXq+dmzcramrbpA8O/fL7KyompkOiKhOxK7I8G7FwVC0KFDzdUksAurZxYXvegeO+EnAU6M+ekX9qp4AhwLxTPnHf0jwHHgn0/YIzMCFEvMeNmoTbEkfSLKZMLI5kSUzbZNbLRdNwQ7Q7ARcRKKnbbGhE1+Jm2b1LXFgu2mf0eZ+MekbpmZw85QC8USD8WSaFVJrXXeXyVvb4gliFisLtmpp97PEsh7amsiBw82L1bCwuSkyEY28WP89LhMLk1muZ39OnNz7Stm9u0TWVqyf2/egQRIgARIgARIgARIgAQ8IECxxL0TKJakT0SZTBjZnIiy2baJjbbrhmBnCDYiTkKx09aYsMnPpG2TurZYsN307ygT/5jULTNz2BlqoVjioVhiOxgb8T4xUV99oRQXHPfsEYFogpUaKQWrSbCqBKtLnBZsuQVRRO8/nmOFSUbRx2n/eXMSIAESIAESIAESIAESyIkAxZKcQPbRTCFiyfxoNHmKSYzaaLTnQHuPs9Rpv8qbSVmbE1E22/ZpUiwEO0OwETEVip22xo9NfiZtm9S1xYLtUiwxiQHEbKiFYknIYgmiHttvJQkOu3fX85kkiCbTL0zL2JNjbsYMRBCIJPHcKxjE6HOfSevdGMW7kgAJkAAJkAAJkAAJkEB/BCiW9Mcvj6vtiyXzMloblKlV9HZVpgZr0q6XZKmTbK0vk3k2+2GzbZNJKNt1Q7AzBBsRJ6HYaWtM2ORn0rZJXVss2C7FEpMYQMyGWiiWhC6WqMhPEyAwOIaH6wLFWn0lycCxAVleKzBpOgSS2VmRkZH2lTBKJEGi+gRhR5nHIwkkEeD+9ElUeC5EAhwLIXqdNscJcBzEifB12QhQLHHvMetiCVaMaOrI6tSgDNaVk6bxWeo0a7c882Uyz2Y/bLZtMgllu24IdoZgI+IkFDttjQmb/EzaNqlriwXbpVhiEgOI2VALxRKKJa2x30k0qdXk7X//b+Tb1/6v9hOnLy93FkgwaLFlGEWSVv/xlREBTowZ4WLlChPgWKiwc2laZgIcB5lRsaKnBCiWuHeMbbGkTRyJCSMgkKUO6mEShA8yYAwwBhgDjAHGAGMg5BhI+uuRYkkgYgm0Bf2RFAwt5yCaDAy0XqQ3oJ6jDlZ8QLRYXDQXUSCK4DrkSUGukf37u98T24YZJKNvsYsvSEAjwIkxDQafBk2AYyFo99P4HQIcBwyFshOgWOLeg2USS5JoYbLEVmHb7WTJhEzaCbSfYZy0MiGPVh54RSZk0k6g/QzjJDsTiiWBiCV6SBj9DXz2rMj0tMjBg91FDCWgxI/IL4Lrk3KjxOumvYYog4T0yLHCQgIkQAIkQAIkQAIkQAIk0EKAYkkLDicvbIslEltJ0raKBFZnqZNChxMp7WDIhEzaCbSfYZwUx4Ssi2ONO5E3ebcTaD9TtTihWEKxpD3KU858bfZz8n/98dX1lSRZVp2kCR9ZzkNgGRqqryCBYMNCAiRAAiRAAiRAAiRAAiSQSoBiSSqawt6wLpasTslgbVTmI4uQ4F0le0dS953zqXW6Y6jaZEd3i7vXIJN2RmRCJu0E2s/YihNb7cICtl2cH8m7nTWZ+MOEYgnFkuRojJ3d2N6Q3d/aLTi2lKWlevL3w4frq0ewggRCRxZBBDlHUB+PsbG6MIItuZDQnYUESIAESIAESIAESIAESCAzAYolmVFZq2hdLEHPsXJkJ99IM7m7Jpak1uluts2Jwu53Z408CdCXedJ02xZ96ZZ/XnenH/Mi6b4d+tK9D/LqQZovKZZQLMkUY5NLkzJ+ejxT3bZKWBkCEYRbaLWh4Qm3BLg/vVv+vLs/BDgW/PEFe+KOAMeBO/a8cz4EKJbkw7GfVgoRS/rpYJdr0yYNulzGtz0kQF966JQeu0Rf9gjOs8voR88c0kd36Ms+4Hl2aZovKZZQLMkUqvvu3CcrbzJfSCZYrFQaApwYK42r2FHLBDgWLANm86UgwHFQCjexkx0IUCzpAKegt8oulhSEibchARIgARIgARIgAW8JUCyhWNI1OOdW5mT4weGu9ViBBMpGgBNjZfMY+2uLAMeCLbJst0wEOA7K5C32NYkAxZIkKsWeo1hSLG/ejQRIgARIgARIgATyJkCxhGJJ15gaOjkkC6sLXeuxAgmQAAmQAAmQAAmQAAmQgBsCFEvccNfvSrFEp8HnJEACJEACJEACJFA+AhRLKJZ0jNrltWUZODbQsQ7fJAESIAESIAESIAESIAEScEuAYolb/rg7xRL3PmAPSIAESIAESIAESKAfAhRLAhFLajUR/ZE1aMaeHJPpF6azVmc9EiABEiABEiABEiABEiABBwQoljiAHrslxZIYEL4kARIgARIgARIggZIRoFgSiFiixyVEkyxl7cKa7J3aKxvbG1mqsw4JlI4A96cvncvYYUsEOBYsgWWzpSLAcVAqd7GzCQQoliRAKfgUxZKCgfN2JEACJEACJEACJJAzAYolFEtSQ2pyaVLGT4+nvs83SKDsBDgxVnYPsv95EeBYyIsk2ykzAY6DMnuPfQcBiiXu46C0Ysn8qNRqtfpjdN49SPbAnMDqlAzWRqXFe/SrOUfHV8yP7ozDWk0Gp1abvaEvmyy8fzYvo+rzlH703ltZOxiNTf37kWMyKzpv6umfrzX9+zLBlxRLKJYkBi5Wk2BVCVaXsJBAVQlwYqyqnqVdpgQ4FkyJsX4VCXAcVNGrYdlEscS9v8splmBib1Dq87KrMjVYE30+yD1V9qAzgbrPaoODMbGEfu3MzcN3V6dkqqF26f7Tn3OMeui59C61iJj0Yzooz9+J/FiTWuPLkb703GMJ3cNnp/pbR3872ZcUSyiW6FHSeD63MifDDw43XvMJCZAACZAACZAACZAACZCAvwQolrj3TSnFEvyisjEBJLI6Ndj6i3b3WNmDTAQw4aOtLKFfM1Hzt5I2sUdf+uumbj3DJPvglERrhOjHbrQ8fR9jcVTmdf/pz4Xfm546LtYt7TNVfyfFlxRLKJboYdJ4vv/4flk6t9R4zSckQAIkQAIkQAIkQAIkQAL+EqBY4t43ZRRL2sSR2MSBe6rsQTYCrWIJ/ZqNmre1MA53JtnpS2+9lNox+Cza2lAJJUkT6vysTeXn0xvYuin6PYHmL45JnzyUtS8QS9q3OUzzJcUSiiVtkbW8tiwDxwbazvMECZAACZAACZAACZAACZCAnwQolrj3C8US9z4ItwcUSyrje00ogU1pk3mVsbfKhmjbcNGP5XN0i88olpTPgak9bm691eJj1N/xM8USiiVt4TPy6IjMvjzbdp4nSKBqBLg/fdU8Snt6JcCx0Cs5XlclAhwHVfJmmLZQLHHv9zKKJWpiQNFrmzhQb/DoOYFWsYR+9dxdKd3D+NO3xYuqaZO0eM0xmgLP09NJKxPoR0+d1dItfKY2VyJEK4XwGstMOCZbSJXxRbdxSbGEYklLXCOhOxK7I8E7CwlUnQAnxqruYdqXlQDHQlZSrFdlAhwHVfZuGLZRLHHv51KKJdovn0VS9vR2j5Y96EogJpbQr12JeVcBPtPyBzX6R182UJTuie47/Tk/a0vnyhaBhL4sn/9aetxcWSIpvqRYEohYUquJ6I+WONFeHFk8IniwkEAIBDgxFoKXaWMWAhwLWSixTtUJcBxU3cPVt49iiXsfl1IsATb8SnbnF7SDU1EqYvcw2QNDAjGxhH415Oe+erSqJPZL9sZ45Bh176CsPdB8hc/VFv1Le6/h26ztsp5bAvCd7kz60q0/TO8eiSLNlUK6K5P+BqJYEohYoscRRJOkgtUkWFWC1SUsJEACJEACJEACJEACJEAC5SFAscS9r0orlrhHxx6QAAmQAAmQAAmQgBcEKJZQLGkE4szyjBx6/FDjNZ+QAAmQAAmQAAmQAAmQAAmUgwDFEvd+olji3gfsAQmQAAmQAAmQAAn0Q4BiCcWSRvwMHBuQ5bXlxms+IQESIAESIAESIAESIAESKAcBiiXu/USxxL0P2AMSIAESIAESIAES6IcAxRKKJVH8LJ5dlIPfPdhPLPFaEigdAe5PXzqXscOWCHAsWALLZktFgOOgVO5iZxMIUCxJgFLwKYolBQPn7UiABEiABEiABEggZwIUSyiWRCE1/OCwzK3M5RxebI4E/CbAiTG//cPeFUeAY6E41ryTvwQ4Dvz1DXuWjQDFkmycbNaiWGKTLtsmARIgARIgARIgAfsEKJZQLIkSuu85usd+tPEOJOAZAU6MeeYQdscZAY4FZ+h5Y48IcBx45Ax2pScCFEt6wpbrRRRLcsXJxkiABHwiMD8qtVqt8RicWm3p3fxo/T11Pv66pXLHF/MyWhuUWPPNK1anZHBwSnD31nvo163K1GCHNpqt8RkJkAAJtBGgWEKxRMZPj8vk0mRbcPAECZAACZAACZAACZAACZBAOQhQLHHvJ4ol7n3AHpAACeRPYHVqUGq1UZlvNA0xoia1UXVGFypQKf66cWGGJ52vhUBSv228Xuw1xJ1G/zLcllVIgARIYIcAxZJAxJJaTUR/qBGwsb0hWFWyvrGuTvFIAiRAAiRAAiRAAiRAAiRQMgIUS9w7jGKJex+wByRAAnkTSFmlgRUekYACkaK54mR0Pv663p+64IJ6uuii1Y2EDe11rSZqlUrTItWX1nrxe9avm5fRnRUozev5jARIgAS6E6BYEohYoocCRBNVsKIEK0tYSIAESIAESIAESIAESIAEykuAYol731Esce8D9oAESCBnAg1RJN5ufXVJplUe0UoTXSSpt9VcJaJEEJyHEJK2hRbeU+3E63V7He8/X5MACZBAMgGKJYGLJQPHBmR5bTk5OniWBCpOgPvTV9zBNC8zAY6FzKhYscIEOA4q7NxATKNY4t7RFEvc+4A9IAESyJlAR7FEiRrdhIq6sNK6LRauaa5IQT6UZOFFs0fLV9IuqsT7oAswWht8SgIkQAJdCFAsCVgsmVuZk+EHh7uECN8mgeoS4MRYdX1Ly8wIcCyY8WLtahLgOKimX0OyimKJe29TLHHvA/aABEggbwJxEWKn/RYRJV4n/rp+TWvuk+Q67SKIZg/FEg0Gn5IACdgiQLEkYLEEQgkEExYSCJUAJ8ZC9TztjhPgWIgT4esQCXAchOj1atlMscS9PymWuPcBe0ACJJA/gVaRA+3XV4o0c4rEhY/4a9UnfbVHvA1VJ+1avI/3uA2XIsUjCZCAHQIUSwIVS1beXJF9d+6zE1VslQRIgARIgARIgARIgARIoFACFEsKxZ14M4oliVh4kgRIoAIEmgna61tnNYUSGBcXOJJe72y5Vd9rq04kWp2ituJSIogIcplgW67We+ASXWyJ3yN+nS6sVMABNIEESKAwAhRLfBVL5kWQiD16jKbEQ5Y6CZdGbX69JkjuzkICJEACJEACJEACJEACJFB+AhRL3PuQYol7H7AHJEAC1SbQTArfxc75UWnNkdKlPt8mARIggR0CFEs8FUtGayJTq3UvTQ3KTqKr1rjNUqf1ivorJZZsbG8kvc1zJEACJEACJEACJEACJEACJSNAscS9wyiWuPcBe0ACJFBxAliNoq9OSTRXX4GSWIEnSYAESCCVAMUSH8USrBjRVpOsTokMTsV8mKVO7BL1EmLJ+Olx9ZJHEgiWAPenD9b1NDxGgGMhBoQvgyTAcRCk2ytlNMUS9+6kWOLeB+wBCZAACZAACZAACfRDgGKJh2JJmzgSE0bg8Cx1UC9aRaK282oc1Z6QPGIfTD7IgDHAGGAMMAYYA4wBxgBjgDFQkw9/+MP9/G8Z/LUUS4IPAQIgARIgARIgARIoOQGKJRUXS5LiE/8I+lrYt948Q27k1huB3q5ivJFbbwTMr2KsmTPDFeRGbr0R6O0qxps/3LiypDdf5HkVxZI8abItEiABEiABEiABEiieAMUSD8USia0kaVtFgjjJUiclnvhPbQqYLqfJrQuglLfJLQVMl9Pk1gVQytvklgKmy2lfufnaL+Bk37oEVcrb5JYCpstpcusCKOXt0LhRLEkJhAJPUywpEDZvRQIkQAIkQAIkQAIWCFAs8VEsWRUZrEV6SORyJHhXyd6R1H0eZzvU6RYnof3j2I1H1vfJLSup1nrk1soj6ytyy0qqtR65tfLI+spXbr72C1zZt6zR1VqP3Fp5ZH1FbllJtdYLjRvFklb/u3hFscQFdd6TBEiABEiABEiABPIjQLHER7EE/sXKkZ0cI3py94ZY0qFOt/Dw+R/Hbn3n+ySQJwGOhTxpsq0yE+BYKLP32Pe8CHAc5EWS7bgiQLHEFfnmfSmWNFnwGQmQAAmQAAmQAAmUkQDFEl/FEovRxMkAi3DZdKkIcCyUyl3srEUCHAsW4bLp0hDgOCiNq9jRFAIUS1LAFHiaYkmBsHkrEiABEiABEiABErBAgGJJgGKJhThikyRAAiRAAiRAAiRAAiRAAg4JUCxxCH/n1hRL3PuAPSABEiABEiABEiCBfghQLKFY0k/88FoSIAESIAESIAESIAESIAEPCFAsce8EiiXufcAekAAJkAAJkAAJkEA/BCiWUCzpJ354LQmQAAmQAAmQAAmQAAmQgAcEKJa4dwLFEvc+YA9IgARIgARIgARIoB8CFEsolvQTP7yWBEiABEiABEiABEiABEjAAwIUS9w7gWKJex+wByRAAiRAAiRAAiTQDwGKJRRL+okfXksCJEACJEACJEACJEACJOABAYol7p1AscS9D9gDEiABEiABEiABEuiHAMUSiiX9xA+vJQESIAESIAESIAESIAES8IAAxRL3TqBY4t4H7AEJkAAJkAAJkAAJ9EOAYklIYsn8qNRqtfpjdL6fuOG1JOAtgfnRnRiPYn1UGpGeFv+m5721nB0jgR0Cq1MyWNNiH6dN49y0PuGTgG8EEsYBvx98cxL7kzeBuFjyxPXNv4n23/qyvPvuu3L+/Hl559FDzf8J/uDPBf8Q/vSnP5VXj10tH/7wh/PuVlDtQSwBTz7IgDHAGGAMMAYYA4wBxkB5YyCEP2Br7+yIImnH1157TdLey3re718SzctobVCmVuHuVZkarAn1khBCPzQbEdsqznXb0+Lf9LzeJp+TgG8E6p/ttcHBmFhiGuem9X3jwP6ETSBtHPD7Iey4CMP6FrHk72+T257YlkuXLsnm5vfls7X/v727/5Grvu8Ffv4N/oIrtfcHEheF7k/5obpSbyu1FSAaRxdxb9DoBiKUH66UphU1aiqlTSu0JA0UiMViA3YMpLklMYEYgrETFoLBYLNZe/ETdhwHG0wIISQgfarvmT2zZ2Zn7J3deTpnXpVOd3d25jy8znsdvud9Hq6Or72WypLH4sbsU/HVAxfjwoWfxleuyuKz21JZsjWuy66M/3nTF6cDy1YSIECAAAECBAgQmGIBZUk6S7jUjizNzsRMszmZ4ljY9PoJ9DgY1iv//b5ePzBbVEuBVHaUrizpN+f9vr+Whjaq+gIdfwf5iSJdyvR+897r/dUHswU1EGgrSz7+OD76qChLXo9/uXq5LHnsf0d246Nx8WIqSy7E81+5Kv7o9n1xbOtfR3bdv8cXv6gsqUEUbAIBAgQIECBAgACBSwpMfVmyqhzpGOxfUs8vCVRGYPmMCBt6wAAAIABJREFU4uXbzRWFYK/89/t6ZRis6JQLtB8k7jfn/b5/yrFt/sQKtP8dFFfVFrcj9b8PE7vjrNgGBHqWJf//c5Fd/S/x2vvvx8F//lR86p9eaZUl5x76X5F9dls8fdsn48q/eUJZsgF/HyVAgAABAgQIECBQFQFlSeeVJMqSqmTXeq5bIB0oa55F3O/B317vX/eq+CCBkQq0HyTuledBvT7STbMwAmsWaP87aP+Y/31o9/BTXQS6liX/eVNkV/9rHPrgg/yZJcqSuuxt20GAAAECBAgQIEBg/QJTX5bkD/d1G671J8gnKymQHuabx76jHGwdJO739UoqWOnpE+g4SNxvzvt9//QB2+JKCHT8HXSss/996ADxYy0EOsuSxTv+OLKb/jM+/PDD+GC5LHnPbbhqsa9tBAECBAgQIECAAIGNCChLlmZLD/zt8VyHjQj7LIGJE1g5czh65b/f1yduG60QgW4CHQeJ+815v+/vtgpeIzB2gY6/g7b18b8PbRx+qI1AW1myeEf88U2PLz/gvVSWHPzn+FR2Y+zKn1mSHvB+Vdy+73Qce/q2uDK7Lq73zJLa5MGGECBAgAABAgQIEOgloCxJMuls4Y5nOfQC8zqBSgrkB3mzVs5LF1P1zn+vv4ter1cSxkpPl0CXg8S98jyo16cL2NZWQqDj78D/PlRir1nJjQmUy5L8qpLl/+4v/vv/6q+9Fu+99168++iNrf9Wuuorz8fp06fj2LFj8fq/XxdXXHHFxlbCpwkQIECAAAECBAgQmHgBZcnE7yIrSIAAAQIECBAgQIDAegXKZcnHH38cH3300eorS1JZ8u67Kw94P3dupSx5/XUPeF8vvs8RIECAAAECBAgQqJCAsqRCO8uqEiBAgAABAgQIECDQn4CypD8v7yZAgAABAgQIECAwrQLKkmnd87abAAECBAgQIECAwBQIKEumYCfbRAIECBAgQIAAAQIDEFCWDADRLAgQIECAAAECBAgQmEwBZclk7hdrRYAAAQIECBAgQGDSBJQlk7ZHrA8BAgQIECBAgAABAgMTUJYMjNKMCBAgQIAAAQIECNRaQFlS691r4wgQIDABArsbkWVZa5qZXZqAlRrRKizNxszMbCzF7mgkg8buVQtemp2JLJuJNpb0uZJZljWi+cnl+ZR/15rnUszOdMxn1dK8QIAAgekTUJZM3z63xQQIECBAgAABAgTWI6AsWY+azxAgQIDA2gTyoqQ40L+2j9TpXbsbWTS7jKLk6LRIBUcqkkolxyXN0nxK743lzxeFSfps8X2dIG0LAQIENiCgLNkAno8SIECAAAECBAgQmCIBZckU7WybSoAAgdEKXO5Kh6JA6CgL8qswZmJ2duWKlObVKM1ioNUFpGIgv2ojbVVpXvkber13uVxYvjJj5SqX5RJi1TILsc75d1tm8d7ia3n7m/NvNGZiZZlptRsxMztbKkDKnynmU/66vJ5tF+eUX9sdjZZJ+XO+J0CAwPQKKEumd9/bcgIECBAgQIAAAQL9CChL+tHyXgIECBBYu0DrFlTdP5KuumgVB92Kj6IVKV1pkd+yavn18udXruBYKRvK703ft5bVWp1UMhRXeqTvS7fJKi0zvT3Nv/OKjW7LbM06/6Zz/umKkPYyY3dj+bXiapHLmDVLofKVJWlBzQKoyVIuTtrXxk8ECBCYVgFlybTuedtNgAABAgQIECBAoD8BZUl/Xt5NgAABAmsVuOSB/86D+uWfy9+nhZV+bs1zpRRpu6pk+YqR5sUlxfNCyu9tXs2x8gyVongoLSPfvvLP5e+LjU+vrTyHJc2v6HaKd0RrXdu3oVWypN/nHyrNv+0zEc3nmZSvvCm9d2VB+a28msvv2NbWe3xDgACB6RVQlkzvvrflBAgQIECAAAECBPoRUJb0o+W9BAgQINCHQLcD+8XHO39X/rn8fXp/+eflMmB3UYR0/r6Yf/ra5b2rrmDZSFlSfLa8zNL3bcVHaRuWS5JUhDQLjtLv2ra1mNdlfp/m17pCRllSqPlKgACBQkBZUkj4SoAAAQIECBAgQIDApQSUJZfS8TsCBAgQ2JBAfmVE2zM0dsfsbPOBG+kKi9atsXqWGGnx5bKgeUusRiM966N4cEcqCErzKq1xXkiU35uWU1wCkt9qqyg82pfRvsxu8+/2WmnB+bdpnuXbfBXLahYaM43ZWJYoPbNk+WqSDrOVh7p3W8/ytnf+vnOd/EyAAIHpE1CWTN8+t8UECBAgQIAAAQIE1iOgLFmPms8QIECAwJoFVm4llW4nVZQH6ePpwH5xK6uiSChev8TPbSXH8mrkV1cU8yotY9V7S8tsNEolRWfJ0O3n5fkXZUuvZbZkmqVIs9PpmF/+YPei7On4XbomZnYmVm4V1lmGFNvZ/FqsTnOxaV6l7W+ti28IECAwvQLKkund97acAAECBAgQIECAQD8CypJ+tLyXAAECBColsPrKltGufuv5JKNabPnKmVEt03IIECAw4QLKkgnfQVaPAAECBAgQIECAwIQIKEsmZEdYDQIECBAYpEDzNllZVr5CZZDzX+O8lp9PssZ3b/Bt5StZNjgrHydAgECNBJQlNdqZNoUAAQIECBAgQIDAEAWUJUPENWsCBAgQIECAAAECBMYroCwZr7+lEyBAgAABAgQIEKiKgLKkKnvKehIgQIAAAQIECBAg0LeAsqRvMh8gQIAAAQIECBAgMJUCypKp3O02mgABAgQIECBAgMB0CChLpmM/20oCBAgQIECAAAECGxWY+LKkkUXMLrVvZrfX2t8x+p+yrLnM4uvA12ChEdntWWuaea4DpW2Bu6Nx+0zMnm97cY0/rOWza3lPt8Wt93Pd5tX+WrJJ/1d8bf+tnwgQIECAAAECBKZVQFkyrXvedhMgQIAAAQIECBDoT0BZ0p9Xz3cXJUnxtecb1/OLvChpxO41f3YjpcRaPruW93Rb2fV+rtu82l8rSpLia/tv/USAAAECBAgQIDCtAsqSad3ztpsAAQIECBAgQIBAfwKVL0uWZiNSQZGmcpmQrj7JX2+sgKTXGo2IbCbiUtdlrHyiv++GUpTEUsze3esqkfS7blebdJYS6efl9z2WlLr9vlhG+Xfd5l+a1+1ZrFzhUno9X0ZhV369sYErXor59f6qKOlt4zcECBAgQIAAgWkVUJZM65633QQIECBAgAABAgT6E6h8WZIKkHJJkjZ/dyOisfzi7MzKbbzSe2dmLw306U+vlC9FCTOKr2m5Xf/v/GzM3D27hnInlRLF1Sfp+6L8iNj9WBbZqgJj5fft5Un7Z1fWqff803vSMhoL6bv2cie93ipU8itkystdmXvx3afnPt261VgqP0Y1peX6PwIECBAgQIAAgfoJKEvqt09tEQECBAgQIECAAIFhCFS+LEllSFa6eiQhta4qWb66pChO0uudzz8ZFGpxVUnxdVDzjcuVJW3PMimKiHLhUf6+WKvO18o/l7+PiMvOP80zfaa92GgWJx3zWnVFS7E+G/9aXFVSfN34HM2BAAECBAgQIECgDgLKkjrsRdtAgAABAgQIECBAYPgClS9LElFxK67iCpNepUiv1wfBXJQkxddBzLM5j87CoTTnVGTcXVx1Un5fr++Lz5Z/n14r/1z6fk3z7/x8sYxur5fmXX7bAL4vSpLi6wBmaRYECBAgQIAAAQI1EFCW1GAn2gQCBAgQIECAAAECIxCY+LIk3VKrfOVIXox0eeZI+XZb6ftut9saZlkyzH219NxMqRRJS9ods88tNa/6KG6vlV8B0u3KkuZzR1q3wspXtPla8+qP4uqRLp9N87zs/NMMuy2jy+tt65iviP9HgAABAgQIECBAYKgCypKh8po5AQIECBAgQIAAgdoITHxZkqTzW20VD2zveEZJKkDS1RzlQiU94GOmeL30/qqWJckgL0xat7oqP5ukeHB7+eHpnVdwpJ+L9y1ff5MXF8VrvT5b/lz5PcvPQSk/4D3dLqxYRuvZKRH5bcSK1x9rn0dt/opsCAECBAgQIECAwMQKKEsmdtdYMQIECBAgQIAAAQITJVCJsmSixKwMAQIECBAgQIAAAQKVEVCWVGZXWVECBAgQIECAAAECYxVQloyV38IJECBAgAABAgQIEBimgLJkmLrmTYAAAQIECBAgQKA+AiMrS06fPh0mBjIgAzIgAzIgAzIgAzIgA6PMwJtvvhlpOnXqVJw8eTJOnDiRT8eOHYulpaU4cuRILC4uxsLCQhw+fDhee+21ePnll+PFF1+M/fv3x9NPPx2NRqM+I0BbQoAAAQIECBAgQIBAV4GRlCVdl+xFAgQIECBAgAABAgQIDFnAlSVDBjZ7AgQIECBAgAABAjURGElZ8u6774aJgQzIgAzIgAzIgAzIgAzIwKgzcPHixUjTO++8E2+//XZcuHAhzp8/H2+99VacO3cuzp49G2fOnGldfXL8+PE4evRofqXJwYMHY35+Pm655ZaaDP9sBgECBAgQIECAAAECvQSUJYocRZYMyIAMyIAMyIAMyIAM1DYDypJeQ0GvEyBAgAABAgQIECBQFlCWGBjXdmA86rMWLc+ZsjIgAzIgAzIgAzIweRlQlpSHf74nQIAAAQIECBAgQKCXgLJEWaIskQEZkAEZkAEZkAEZkIHaZkBZ0mso6HUCBAgQIECAAAECBMoCyhID49oOjJ3ZOXlndton9okMyIAMyIAMyMCoM6AsKQ//fE+AAAECBAgQIECAQC8BZYmyRFkiAzIgAzIgAzIgAzIgA7XNgLKk11DQ6wQIECBAgAABAgQIlAWUJQbGtR0Yj/qsRctzpqwMyIAMyIAMyIAMTF4GlCXl4Z/vCRAgQIAAAQIECBDoJaAsUZYoS2RABmRABmRABmRABmSgthlQlvQaCnqdAAECBAgQIECAAIGygLLEwLi2A2Nndk7emZ32iX0iAzIgAzIgAzIw6gwoS8rDP98TIECAAAECBAgQINBLQFmiLFGWyIAMyIAMyIAMyIAMyEBtM6As6TUU9DoBAgQIECBAgAABAmUBZYmBcW0HxqM+a9HynCkrAzIgAzIgAzIgA5OXAWVJefjnewIECBAgQIAAAQIEegkoS5QlyhIZkAEZkAEZkAEZkAEZqG0GlCW9hoJeJ0CAAAECBAgQIECgLKAsMTCu7cDYmZ2Td2anfWKfyIAMyIAMyIAMjDoDypLy8M/3BAgQIECAAAECBAj0ElhTWfLGG2+EiYEMyIAMyIAMyIAMyIAMyEDVMrC0tBRpOnr0aBw5ciSfFhcXY2FhIQ4fPhyHDh2KV199NV555ZV4+eWX46WXXor5+fnYv39/PPPMM/GDH/wgbrrppl7jKa8TIECAAAECBAgQIFATgcuWJaM+88vynG0oAzIgAzIgAzIgAzIgAzIwqAy4sqQmI1ebQYAAAQIECBAgQGDIAsoSt+FyGy4ZkAEZkAEZkAEZkAEZqG0GlCVDHlGaPQECBAgQIECAAIGaCChLDIxrOzAe1NmI5uPMVhmQARmQARmQARmobgaUJTUZudoMAgQIECBAgAABAkMWUJYoS5QlMiADMiADMiADMiADMlDbDChLhjyiNHsCBAgQIECAAAECNRFQlhgY13Zg7AzQ6p4Bat/ZdzIgAzIgAzIgA4PKgLKkJiNXm0GAAAECBAgQIEBgyALKEmWJskQGZEAGZEAGZEAGZEAGapsBZcmQR5RmT4AAAQIECBAgQKAmAsoSA+PaDowHdTai+TizVQZkQAZkQAZkQAaqmwFlSU1GrjaDAAECBAgQIECAwJAFlCXKEmWJDMiADMiADMiADMiADNQ2A8qSIY8ozZ4AAQIECBAgQIBATQSUJQbGtR0YOwO0umeA2nf2nQzIgAzIgAzIwKAyoCypycjVZhAgQIAAAQIECBAYsoCyRFmiLJEBGZABGZABGZABGZCB2mZAWTLkEaXZEyBAgAABAgQIEKiJgLLEwLi2A+NBnY1oPs5slQEZkAEZkAEZkIHqZkBZUpORq80gQIAAAQIECBAgMGQBZYmyRFkiAzIgAzIgAzIgAzIgA7XNgLJkyCNKsydAgAABAgQIECBQEwFliYFxbQfGzgCt7hmg9p19JwMyIAMyIAMyMKgMKEtqMnK1GQQIECBAgAABAgSGLKAsUZYoS2RABmRABmRABmSgshl47LHHwjR4g/UWFZO4Lx599NEopkceeSR27dqVTzt37owdO3bEww8/HA8++GBs3749tm3bFnNzc7F169a4995746677orZ2dm49tprhzwsM3sCBAgQIECAAAECBMYtoCxxcKSyB0fWO4j3OWeqyoAMyIAMyEB9MpAOzp86dco0QINkut6/kUncHydPnow0nThxIo4fPx7Hjh3Lp6WlpThy5EgsLi7GwsJCHD58OA4dOhQHDx6MAwcOxPz8fOzbty/27NkTjUZj3OM2yydAgAABAgQIECBAYMgCyhJlyboHw+sdRPtcfQ5Q2Zf2pQzIgAzIwLgzMIkH56te3ihLlCVDHoOaPQECBAgQIECAAIGJFFCWKEuUJTIgAzIgAzIgAzJQ2QwoSwZ/VY2yRFkykSNXK0WAAAECBAgQIEBgyALKEgdHKntwZNxnslq+s6llQAZkQAZkYPwZUJYoSy53JY/bcA15RGn2BAgQIECAAAECBGoioCxRlihLZEAGZEAGZEAGZKCyGVCWKEuUJTUZmdoMAgQIECBAgAABAmMWUJY4OFLZgyPO5h3/2bz2gX0gAzIgAzIw7gwoS5QlypIxjygtngABAgQIECBAgEBNBJQlyhJliQzIgAzIgAzIgAxUNgMTWZbMbY4sy1rTpi17Y+WA/lxszjbFlr1FybE3tmzKIts8V3pP8bvxfE2m6y3BRrs/lu0K601bYu+p1WZuw1WTkavNIECAAAECBAgQIDBkAWWJgyPrHgyvdxDtc85ClgEZkAEZkAEZGFQGRntwfvWB+JUSZPl3eVGyugxZKUzay5K5zVms/G4N8+9SBqxahw2+pxJlyd4tsSnLYvNcyWzvlthS/nnZQVky5BGl2RMgQIAAAQIECBCoiYCyRFmiLJEBGZABGZABGZCBymZgssqS5pUObQfw0wH7/MD+5pjLD96vlCV7t2yaqCtKitJl8suSHs49SiJlSU1GrjaDAAECBAgQIECAwJAFlCUOjlT24Migzkg1H2c3y4AMyIAMyEB1MzBRZUlbKVK64uFUOrhfXG2yXJZs2RxZj9tGFaXFuL5OfFnS03nFPF2x07oV2ub7IxUmJ07cH5/JPhm33faZ1u8+8XdPxeLiYiwsLMThw7vjS1eufO4v75iPffv2xZ4Hbo4/uOKKIQ/LzJ4AAQIECBAgQIAAgXELKEuUJcoSGZABGZABGZABGahsBiauLOlagJSvhEhlSfOA/KorUHpcGTHq0qQSZUlX55WyZMWsWU79/bNFWZJF9pmtcezYsVj61l9Hll0f9+RlyRPxN1dmceWXvh8HDx6MAwcOxPx8Kku+Fn+W/WH8yWcb4x63WT4BAgQIECBAgAABAkMWUJY4OFLZgyPOAq7uWcD2nX0nAzIgAzIwqAxMXFmSFbfbKh+473JlyVx65kZxtUn5veP/vhJlSVfnkl3+7JjiKpFNsVKWfDJue+ZYsyxZ+lZcn30i/vbJxVh44stxZXZd3HXoUHtZsuPW+MMsiytcWTLkYanZEyBAgAABAgQIEBi/gLJEWaIskQEZkAEZkAEZkIHKZmCiypL8dlsdDx2/xDNLTuUH9LuVK6WD/mO42mTiy5JezoVV22269sbfb9poWfJn8ZcNV5aMf+hqDQgQIECAAAECBAgMV0BZ4uBIZQ+ODOqMVPNxdrMMyIAMyIAMVDcDk1WWnIrVBUjztlubtuyN5q2hlp9ZsrdZiOQPeV/zLaVGU6JMfllSOHcUU3u3xJa55d8VpnlxsoayZOFSt+HK4g/+5LPDHZWZOwECBAgQIECAAAECYxdQlihLlCUyIAMyIAMyIAMyUNkMTFxZkq5uaLsFVMcB/VPtZUkqUPKHkRcH94urI8b4tRJlSfLJi5DiVltZZC3D5jNi8ge8b9ocm9dyZUn+gPe749rl58mkz3rA+9jHqlaAAAECBAgQIECAwEgFlCUOjlT24IizgKt7FrB9Z9/JgAzIgAwMKgMTWZaMsehYebD5+q9CqUxZskbnkydPRppOnDgRx48fz59Xkj/gfWkpjhw5Eov5A94X4vDhw3Go85kl+/bFnj17ouE2XCMdpFoYAQIECBAgQIAAgXEIKEuUJcoSGZABGZABGZABGahsBpQl6y9FehUrypKDceDAgZifn499ypJxjFEtkwABAgQIECBAgMBYBJQlDo5U9uDIoM5INR9nN8uADMiADMhAdTOgLFGW9Cp9itddWTKWcaaFEiBAgAABAgQIEKicgLJEWaIskQEZkAEZkAEZkIHKZkBZoiwpSpFeX5UllRujWmECBAgQIECAAAECYxFQljg4UtmDI84Cru5ZwPadfScDMiADMjCoDChLlCW9SpLidWXJWMaZFkqAAAECBAgQIECgcgLKEmWJskQGZEAGZEAGZEAGKpsBZYmypChFen1VllRujGqFCRAgQIAAAQIECIxFQFni4EhlD44M6oxU83F2swzIgAzIgAxUNwPKEmVJr5KkeF1ZMpZxpoUSIECAAAECBAgQqJyAskRZoiyRARmQARmQARmQgcpmIJUlpsEbrLdAnMR98eijj0YxPfLII7Fr16582rlzZ+zYsSMefvjhePDBB2P79u2xbdu2mJubi61bt8a9994bd911V8zOzsa1115buYGeFSZAgAABAgQIECBAoD8BZYmDI5U9OLLeQbzPVffsYfvOvpMBGZABGZABGeg3AxcvXow0vfPOO/H222/HhQsX4vz58/HWW2/FuXPn4uzZs3HmzJl48803I12Ncvz48Th69GgsLCzEwYMHY35+Pm655Zb+RlneTYAAAQIECBAgQIBA5QSUJcoSZYkMyIAMyIAMyIAMyIAM1DYDypLKjVGtMAECBAgQIECAAIGxCChLDIxrOzDu96xD73emqgzIgAzIgAzIgAzULwPKkrGMMy2UAAECBAgQIECAQOUElCXKEmWJDMiADMiADMiADMiADNQ2A8qSyo1RrTABAgQIECBAgACBsQgoSwyMazswdmZo/c4MtU/tUxmQARmQARmQgX4zoCwZyzjTQgkQIECAAAECBAhUTkBZoixRlsiADMiADMiADMiADMhAbTOgLKncGNUKEyBAgAABAgQIEBiLgLLEwLi2A+N+zzr0fmeqyoAMyIAMyIAMyED9MqAsGcs400IJECBAgAABAgQIVE5AWaIsUZbIgAzIgAzIgAzIgAzIQG0zoCyp3BjVChMgQIAAAQIECBAYi4CyxMC4tgNjZ4bW78xQ+9Q+lQEZkAEZkAEZ6DcDypKxjDMtlAABAgQIECBAgEDlBJQlyhJliQzIgAzIgAzIgAzIgAzUNgPKksqNUa0wAQIECBAgQIAAgbEIKEsMjGs7MO73rEPvd6aqDMiADMiADMiADNQvA8qSsYwzLZQAAQIECBAgQIBA5QSUJcoSZYkMyIAMyIAMyIAMyIAM1DYDypLKjVGtMAECBAgQIECAAIGxCChLDIxrOzB2Zmj9zgy1T+1TGZABGZABGZCBfjOgLBnLONNCCRAgQIAAAQIECFROQFmiLFGWyIAMyIAMyIAMyIAMyEBtM6AsqdwY1QoTIECAAAECBAgQGItAtn379jAxkAEZWGsGdu3aFXfeeee6p27Lufmf5lr/Dt13330xjKlYblp/EwMZkAEZkAEZmJ4MfPvb345i2rlzZ+zYsSOfHnrooXjwwQfz/wbZtm1bzM3Nxf333x9bt27N/1vk7rvvjm984xtxxx13xDXXXDOWwZqFEiBAgAABAgQIECAwOoHs6aefDhMDGZCBtWbghRdeiAceeGDdU7fl3PSNJ1v/Dn33u9+NtUx3/5//FlmWdUz/I27r8fliuWn9TQxkQAZkQAZkYHoyMD8/H2l6/vnn8+knP/lJ/PjHP479+/fHc889F3v37o0f/ehH8cwzz8SePXviqaeeiieeeCIef/zx+M53vhOpYLnhhhtGN0KzJAIECBAgQIAAAQIExiKQpUGCiYEMyMBaM3Dw4MHWGZnFmZn9fO22nP97z7Otf4fSwYnLT/8Qf7qqKEnFyZ/GP/T4fLHctP4mBjIgAzIgAzIwPRl45ZVXIk0vv/xyPh04cCBeeumlePHFF/MTKFKJkgqU9N8K+/bti2effTY/iePJJ5+M733ve3lhcuONN45lsGahBAgQIECAAAECBAiMTiBLAwUTAxmQgbVm4MiRI/lBg3Sm5Xqmbsv5wv3zrX+H0lmdl5++Gn+eypI//+oa3tucX7HctP4mBjIgAzIgAzIwPRlYXFyMNP3sZz+LhYWFfHr99dfj0KFD8dprr+UnUaQiJZUoP/3pT/MCJV15kq44SVeafP/734/Pfe5zoxuhWRIBAgQIECBAgAABAmMRyA4fPhwmBjIgA2vNwKlTp/KDBunAwXqmbsv54kMHW/8OpTM71zLtuvW/R/YX/7qm96b5FctN629iIAMyIAMyIAPTk4GTJ09Gmk6cOBHHjx+PY8eO5dPS0lJ+AkUqUlKJkv5bIRUo6aqjVJykW3elK01SYdJoNMYyWLNQAgQIECBAgAABAgRGJ5ClQYJpOAZf//rXw8Sgbhn45S9/GT/84Q/XPXX79+b/PbLQ+neouALk0l/vjL/qehuuv4o7e1wtVyw3rb+JgQzIgAzIgAxMTwbOnTsXafrFL34RZ8+ejZ///Odx5syZOH36dH4CRSpRUoHyxhtvxNGjR/OrUFJxkm7dlW7VlZ5r8vnPf350IzRLIkCAAAECBAgQIEBgLAJZcaaVr80zzgbp8M1vfjPeeecd04QaDGL/pHnc9/TJiZ9SrjeaxbSthVmGO4C7AAACYklEQVR6COp6p25/Y1/6j6X8jM/0u1dffXUN07/FNV3Lkmvi33p8vljuRh183r9pMiADMiADMlCtDLz99tuRpgsXLsT58+fjrbfeyk+cSAVKKk9ScfLmm2+2rj5JpUm62iQVJun2XOmZJjfffPNYBmsWSoAAAQIECBAgQIDA6ASyNEAwDcfgnnvuiffff980oQaD2D9pHvfvPTvxU/obT1ncyN962tbCrHhY+nq+dluHv338VGvdinuJD/prsVx/k/5NkgEZkAEZkIHpysCvf/3rSNN7770Xv/rVr+Ldd9+NixcvtgqUVJ50Fifpdl3puTbptlzpatcvfOELoxuhWRIBAgQIECBAgAABAmMRyNyCYHi3ILjvvvviww8/NE2owSD2T5rHA/t/OfFT+jtPWdzI33va1sIsnWG53qnbOvzd7jOtdUu3v1jb9FR8+RNZZMUVJp/4cjx1ic8Wy/U36d8kGZABGZABGZiuDPz2t7+NNH3wwQfxm9/8Jj+BJJUnqThJpUm6UihddVKUJuk2XemZNunWXOnkjXQ7rltvvXUsgzULJUCAAAECBAgQIEBgdALZi+d3xg3ZDbHz/Pn8svR0afrq6cX4x6uuin98sdvvvLbaq2mydevW+P3vf2+aUINB7J80j+0/OT/xU8poymKvrK7l9bSthdkLL7wQ6526Leu2J37RWrd064u1TN+6vlSUFIXJ9d/q+dliuf4m/ZskAzIgAzIgA9OVgd/97neRplSSlUuTojBJV5qUC5P0bJP0PJP0LJN0O650i1BlyegGqJZEgAABAgQIECBAYFwC/wXeVfB4SL3XJwAAAABJRU5ErkJggg==" } }, "cell_type": "markdown", "metadata": {}, "source": [ "![image.png](attachment:image.png)" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "# A better way to check conveyance\n", "\n", "As a fun experiment, I built this interactive cross section vs conveyance figure below. You can interactively check both charts at the same time, the depth field is in sync.\n", "\n", "Below is jut a screenshot, scroll down for the interactive charts.\n", "\n", "![image.png](attachment:image.png)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import csv\n", "import os\n", "import plotly.graph_objects as go\n", "from plotly.subplots import make_subplots\n", "\n", "\n", "def plot_xs(conveyance_df, xs_df, invert, level_fld='level', z_fld = 'z', offset_fld='offset'):\n", " df_xs = xs_df.copy()\n", " df_cv = conveyance_df.copy()\n", " df_cv['z'] = df_cv['Depth (ft)'] + invert\n", " fig = make_subplots(rows=1, cols=2, \n", " shared_yaxes=True, \n", " vertical_spacing=0.01\n", " )\n", "# ax = df_xs.plot(x=offset_fld, y=z_fld, linewidth=3, alpha=0.5, color='grey', figsize=(20,10), label='bed elevation')\n", " fig.add_trace(go.Scatter(\n", " x = df_xs[offset_fld],\n", " y = df_xs[z_fld],\n", " name = 'bed elevation',\n", " mode='lines+markers',\n", " line=dict(color='grey')\n", " ), row=1, col=1 )\n", " \n", " hovertext = []\n", " for idx, r in df_cv.iterrows():\n", " hovertext.append('q=%.2f Area=%.2f Perimeter=%.2f' % (r['no_panel'], r['Area (ft2)'], r['Perimeter (ft)'])) \n", " fig.add_trace(go.Scatter(\n", " x = df_cv['no_panel'],\n", " y = df_cv['z'],\n", " name = 'conveyance curve',\n", " mode='lines+markers',\n", " hovertext = hovertext,\n", " line=dict(color='blue')\n", " ), row=1, col=2 )\n", " \n", " for idx, r in conveyance_df.iterrows():\n", " level = r['Depth (ft)'] + invert\n", " icm_area = r['Area (ft2)']\n", " df_xs['level'] = level\n", " fig.add_trace(go.Scatter(\n", " x = df_xs[offset_fld],\n", " y = df_xs['level'],\n", " name = 'Depth=%s' % r['Depth (ft)'],\n", " line=dict(color='blue', dash='dot')\n", " ), row=1, col=1)\n", "# df_xs.plot(x=offset_fld, y='level', style='--', color='blue', alpha=0.2, label='Depth=%s' % r['Depth (ft)'], ax=ax)\n", " return fig\n", " \n", " " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "line": { "color": "grey" }, "mode": "lines+markers", "name": "bed elevation", "type": "scatter", "x": [ 0, 3, 5, 10, 15, 20, 27, 29, 30, 39, 40, 45 ], "xaxis": "x", "y": [ 10.2, 10, 8.9, 9, 3, 5.5, 5.4, 9, 8.05, 8, 10, 10.1 ], "yaxis": "y" }, { "hovertext": [ "q=0.00 Area=0.00 Perimeter=0.00", "q=908.32 Area=8.16 Perimeter=8.49", "q=729.28 Area=9.21 Perimeter=15.96", "q=9496.58 Area=48.89 Perimeter=22.07", "q=7818.38 Area=50.00 Perimeter=31.25", "q=13725.31 Area=73.77 Perimeter=35.52", "q=13336.50 Area=76.96 Perimeter=41.23", "q=23998.90 Area=112.80 Perimeter=44.42", "q=23227.54 Area=116.83 Perimeter=50.92", "q=24237.59 Area=121.25 Perimeter=52.43" ], "line": { "color": "blue" }, "mode": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ws = r'C:\\Users\\Mel.Meng\\Documents\\GitHub\\SewerAnalysis\\references\\river\\conveyance\\data'\n", "conveyance_curve = os.path.join(ws, 'conveyance_curve.csv')\n", "invert = 3\n", "conveyance_csv = os.path.join(ws, 'conveyance_curve.csv')\n", "df = pd.read_csv(conveyance_csv)\n", "\n", "xs_csv = os.path.join(ws, 'cross section.csv')\n", "df_xs = pd.read_csv(xs_csv)\n", "fig = plot_xs(conveyance_df=df, xs_df=df_xs, invert=invert, level_fld='level', z_fld = 'z', offset_fld='offset')\n", "\n", "fig.update_layout(\n", " title='Cross section for US',\n", " autosize=True,\n", " width=1200,\n", " height=800,\n", " margin=dict(\n", " l=50,\n", " r=50,\n", " b=100,\n", " t=100,\n", " pad=4\n", " ),\n", " paper_bgcolor=\"White\",\n", ")" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "# Adding Panels to fix the issues\n", "\n", "\n", "\n", "As shown in the figure below, I basically set the panel markers at the overflow points. And you can find the scenarios in the ICM trasportable file: **GitHub\\SewerAnalysis\\references\\river\\conveyance\\data\\conveyance_curve.icmt**\n", "\n", "- Panel 4: by adding a panel marker at point 4, I divided the cross section in two panels\n", "- Panel 6: then add panel marker at point 6, I further divide the cross section into 3 panels\n", "- similarly I keep dividing at Panel 9 and 11\n", "\n", "\n", "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After pasting the conveyance results into the same csv file, I can plot the changes after adding the panel markers using the script below. The base scenario is the no panel scenario. \n", "\n", "The figure below clearly shows how each panel maker fixes each problem area." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import csv\n", "import plotly.graph_objects as go\n", "from plotly.subplots import make_subplots\n", "import os\n", "\n", "def plot_conveyance_csv(csv_path, fields):\n", " df = pd.read_csv(csv_path)\n", " fig = go.Figure()\n", " for fld in fields:\n", " fig.add_trace(go.Scatter(\n", " x = df[fld],\n", " y = df['Depth (ft)'],\n", " name = fld,\n", " mode='lines+markers'\n", " ))\n", " return fig, df" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "mode": "lines+markers", "name": "no_panel", "type": "scatter", "x": [ 0, 908.32, 729.28, 9496.58, 7818.38, 13725.31, 13336.5, 23998.9, 23227.54, 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "fields = ['no_panel', 'panel4', 'panel6', 'panel9', 'panel11']\n", "fig, df = plot_conveyance_csv(conveyance_curve, fields)\n", "fig" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Depth (ft)no_panelArea (ft2)Width (ft)Perimeter (ft)panel4panel6panel9panel11panel_randompanel_all
00.000.000.0000.0000.0000.000.000.000.000.000.00
12.40908.328.1606.8008.491908.32908.32908.32908.32920.28920.28
22.50729.289.20714.13915.960729.281018.231018.231018.23744.401031.57
35.009496.5848.89417.61122.0749496.589546.649546.649546.649669.8810397.12
45.057818.3850.00226.70631.2527818.388562.699798.889798.889931.4010683.80
55.9013725.3173.76529.20635.51513725.3114339.1714999.5514999.5515575.6016908.16
66.0013336.5076.95934.68241.22514515.3215119.2115734.4615734.4615664.7717783.16
77.0023998.90112.80037.00044.41825215.4825766.9226353.2226353.2226733.1128989.54
87.1023227.54116.82543.50050.92324437.9925530.3726872.8727539.3028008.0330308.50
97.2024237.59121.25045.00052.42625786.2426851.5628159.1228791.4529344.3431680.92
\n", "
" ], "text/plain": [ " Depth (ft) no_panel Area (ft2) Width (ft) Perimeter (ft) panel4 \\\n", "0 0.00 0.00 0.000 0.000 0.000 0.00 \n", "1 2.40 908.32 8.160 6.800 8.491 908.32 \n", "2 2.50 729.28 9.207 14.139 15.960 729.28 \n", "3 5.00 9496.58 48.894 17.611 22.074 9496.58 \n", "4 5.05 7818.38 50.002 26.706 31.252 7818.38 \n", "5 5.90 13725.31 73.765 29.206 35.515 13725.31 \n", "6 6.00 13336.50 76.959 34.682 41.225 14515.32 \n", "7 7.00 23998.90 112.800 37.000 44.418 25215.48 \n", "8 7.10 23227.54 116.825 43.500 50.923 24437.99 \n", "9 7.20 24237.59 121.250 45.000 52.426 25786.24 \n", "\n", " panel6 panel9 panel11 panel_random panel_all \n", "0 0.00 0.00 0.00 0.00 0.00 \n", "1 908.32 908.32 908.32 920.28 920.28 \n", "2 1018.23 1018.23 1018.23 744.40 1031.57 \n", "3 9546.64 9546.64 9546.64 9669.88 10397.12 \n", "4 8562.69 9798.88 9798.88 9931.40 10683.80 \n", "5 14339.17 14999.55 14999.55 15575.60 16908.16 \n", "6 15119.21 15734.46 15734.46 15664.77 17783.16 \n", "7 25766.92 26353.22 26353.22 26733.11 28989.54 \n", "8 25530.37 26872.87 27539.30 28008.03 30308.50 \n", "9 26851.56 28159.12 28791.45 29344.34 31680.92 " ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Sensitivity Analysis\n", "\n", "As I noticed, there is no obvious way to place the panel markers, for cross sections with hundreds of point, I bet everytime I'll come up with a slightly different position for the markers. And that's probably why ICM didn't automate the insertion of panel markers. \n", "\n", "So I think it is important to run some sensitivity analysis to see how big an impact this cause." ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "I created two more scenarios,\n", "- add panel markers at all points: panel all scenario\n", "\n", "![image.png](attachment:image.png)" ] }, { "attachments": { "image.png": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fields = ['no_panel', 'panel11', 'panel_all', 'panel_random']\n", "fig, df = plot_conveyance_csv(conveyance_curve, fields)\n", "fig" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Conclusion\n", "As shown above, apparently how the panels are divided will impact the conveyance curve. The scenario with panel markers at all points resulted much lower conveyance, and the randomly placed markers also showed noticable differnce from our best estimate.\n", "\n", "Next time, if I am not sure how I should add my panel markers I'll most likely perform a similar analysis to make sure I understand how much an impact my panel markers decisions will make on the conveyance curve.\n", "\n", "I also test it on another more [realistic example](https://nbviewer.jupyter.org/github/mel-meng/SewerAnalysis/blob/master/references/river/conveyance/Conveyance%20Curve%20Example.ipynb)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Calculating Cross Section Geometry in Python\n", "\n", "Just for fun, I would like to see how hard it is to calculate area and wetted perimeter uisng python.\n", "\n", "\n", "I saved the cross section to the file : cross section.csv" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "f = os.path.join(ws, 'cross section.csv')\n", "df_xs = pd.read_csv(f)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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offsetX coordinate (ft)Y coordinate (ft)zRoughness Manning's nNew panel
0045100010.200.013NaN
1342100010.000.013NaN
254010008.900.013NaN
3103510009.000.013NaN
4153010003.000.013NaN
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" ], "text/plain": [ " offset X coordinate (ft) Y coordinate (ft) z \\\n", "0 0 45 1000 10.20 \n", "1 3 42 1000 10.00 \n", "2 5 40 1000 8.90 \n", "3 10 35 1000 9.00 \n", "4 15 30 1000 3.00 \n", "5 20 25 1000 5.50 \n", "6 27 18 1000 5.40 \n", "7 29 16 1000 9.00 \n", "8 30 15 1000 8.05 \n", "9 39 6 1000 8.00 \n", "10 40 5 1000 10.00 \n", "11 45 0 1000 10.10 \n", "\n", " Roughness Manning's n New panel \n", "0 0.013 NaN \n", "1 0.013 NaN \n", "2 0.013 NaN \n", "3 0.013 NaN \n", "4 0.013 NaN \n", "5 0.013 NaN \n", "6 0.013 0.0 \n", "7 0.013 NaN \n", "8 0.013 NaN \n", "9 0.013 NaN \n", "10 0.013 NaN \n", "11 0.013 NaN " ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_xs" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "## Sampling the Cross Section\n", "\n", "To use the area function np.trapz, I'll need to sample the profile at regular intervals. I basically divided the profile into 1000 points. The green dots are the orignal data, and the dense X are the interpolated points.\n", "\n", "Note that ICM uses depth not elevation in the reported conveyance table. Since the lowest point of the cross section is 3ft, to turn depth into elevation 3 needs to be added to depth.\n", "\n", "Here is how I calculate the area,\n", "- interpolate the xs to 1000 points, so that I can calculate the area for each slice, and with this many point I don't need to calculate where the water leve line intersecs the profile\n", "- add the level to each profile point, if level > z, then keep the point\n", "- with only lines below the level line, I can calculate the area under the level line and the profile\n", "- the difference is the area\n", "\n", "Wetted perimeter is a little tricky, here is my hack\n", "- after filtering out all points above the level line, I got the points below the level\n", "- the problem is that if there are a few separated areas under the water level, I need to remove the lines that are above the level line\n", "- the trick is that I check the distance between every two points, if the x2-x1 is greater than the spacing, it means it is a jump from one area to another, and I should ignore it.\n", "\n", "\n", "My hack seems to work fine for this example. I am pretty sure my hack won't work for more complicated situations.\n", "\n", "![image.png](attachment:image.png)" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "offset = np.linspace(0, 45, 1000)\n", "z = np.interp(offset, df_xs['offset'], df_xs['z'])\n", "\n", "df2 = pd.DataFrame({'offset': offset, 'z': z})\n", "df2['level'] = [5.4]*len(offset)\n", "ax = df2.plot(x='offset', y='z', style='x-')\n", "df2.plot(x='offset', y='level', style='x-', ax=ax)\n", "df_xs.plot(x='offset', y='z', style='o', ax=ax, label='original data')" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [], "source": [ "def line_length(x, y, ignore=None):\n", " # ignore is used to filter out lines connecting two far apart dot.\n", " # since I am using regular spacing, if they distance between two dots is larger than the spacing, it means there is a disconnect.\n", " npts = len(x)\n", " # need to make sure it is a line with at least 2 points\n", " if npts < 2:\n", " return 0\n", " \n", " arc = np.sqrt((x[1] - x[0])**2 + (y[1] - y[0])**2)\n", " if ignore:\n", " if arc > ignore*1.1:\n", " arc = 0\n", " \n", " for k in range(1, npts):\n", " if ignore:\n", " if x[k] - x[k-1] > ignore*1.1:\n", " pass\n", " else:\n", " arc = arc + np.sqrt((x[k] - x[k-1])**2 + (y[k] - y[k-1])**2)\n", " else:\n", " arc = arc + np.sqrt((x[k] - x[k-1])**2 + (y[k] - y[k-1])**2)\n", "\n", " return arc\n", "\n", "def get_area(xs_csv, level, level_fld='level', z_fld = 'z', offset_fld='offset'):\n", " df_xs = pd.read_csv(xs_csv)\n", " \n", " # interpolate profile using regular spacing so that I can calculate the area\n", " offset = np.linspace(min(df_xs[offset_fld].values), max(df_xs[offset_fld].values), 1000)\n", " z = np.interp(offset, df_xs[offset_fld], df_xs[z_fld])\n", "\n", " df2 = pd.DataFrame({'offset': offset, 'z': z})\n", " df2[level_fld] = [level]*len(offset)\n", " # get the dx for the x axis\n", " dx = df2[offset_fld].diff().values[-1]\n", " # find the area below the water level\n", " area = df2.loc[df2[level_fld] >= df2[z_fld]]\n", " # get the area under level line\n", " a1 = np.trapz(area[level_fld], x=None, dx=dx, axis=-1)\n", " # get the area under the cross section\n", " a2 = np.trapz(area[z_fld], x=None, dx=dx, axis=-1)\n", " a3 = a1 - a2\n", " l = line_length(area[offset_fld].values, area[z_fld].values, dx)\n", " \n", " \n", " \n", " ax = df_xs.plot(x=offset_fld, y=z_fld, linewidth=3, alpha=0.5, figsize=(10,4))\n", " area.plot(x=offset_fld, y=z_fld, style='x-',ax=ax)\n", " area.plot(x=offset_fld, y=level_fld, ax=ax)\n", " plt.title(level)\n", " return a3, l" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Depth (ft)Area (ft2)python_areaPerimeter (ft)python_perimeter
00.000.0000.0000000.0000.000000
12.408.1608.1596468.4918.434315
22.509.2079.20569415.96015.875656
35.0048.89448.89330122.07421.987692
45.0550.00250.00125831.25231.163352
55.9073.76573.76339135.51535.303694
66.0076.95976.95712641.22541.103031
77.00112.800112.79959044.41844.368061
87.10116.825116.82476450.92350.905390
97.20121.250121.24979752.42652.440321
\n", "
" ], "text/plain": [ " Depth (ft) Area (ft2) python_area Perimeter (ft) python_perimeter\n", "0 0.00 0.000 0.000000 0.000 0.000000\n", "1 2.40 8.160 8.159646 8.491 8.434315\n", "2 2.50 9.207 9.205694 15.960 15.875656\n", "3 5.00 48.894 48.893301 22.074 21.987692\n", "4 5.05 50.002 50.001258 31.252 31.163352\n", "5 5.90 73.765 73.763391 35.515 35.303694\n", "6 6.00 76.959 76.957126 41.225 41.103031\n", "7 7.00 112.800 112.799590 44.418 44.368061\n", "8 7.10 116.825 116.824764 50.923 50.905390\n", "9 7.20 121.250 121.249797 52.426 52.440321" ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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WUFVWRHlxlOJoJK+CKravpuK1f2DP+KtxQNTFIX4M5t8b3N+4NKvNEyl4dfNouvQrTDq6mYQVEXVd+BbFAeOPb8clOoP3a+MDUF2f7dbKcKmux3/8TsoObcNwXLz/ecyPw2WfzXbLRjQVLRkuzeuDrtSeqL9uXnC7eX02W5UZ4bGXl/bW8PItFgyIXXEHtG/PYuNEClzjUnjlQSa99U/4RIm6bpwXxZyPHw4g8Pxu3Kr7YO6SwvjMKlR182j62D/R0Px/cEDCK8EisWy3asRTYDVc5t5zaldq3bzC6FIPj3HU3t/0bnM+busvgrTCLP0aEsma6nrcqvvYOaqeCAkOFk3B/ASeGR6OZDhlxcWPw0v3gxdVL3M+alwK21fTdrSbiEtgwIEZN8Gln4En7gx+CMugKLCS4bFxJeZFaZl8LQ6IkAy2114T/NUHtUh2NK/n2CWL+ND+YPRGiX8Uxl8ILknnpAa81DxjR7JicpAOVHCVf6rr4Yk7mfjWQ4CjtfR8Jmz/CYy/oHCyK8NEgZUMj7F1sPhRKkt650f4FsV3KB0okk3V9ZS88zjHolUAtE1dgB1qggtvpuTAJo4VBTMBE8Tw2rbAzFuCniu9Z/NL83qSl3yKqftfxoBR3XtJfvhOWHVfcH8hZFeGiQIrGR7hm7K0+RUgKMxgzse2KR0okjVhr9Omi79GWeIgHdGxTN35TNCTPP2j2IJvUuK6cECMOB1FE3FvLA8eO+4C9Vrlk+p67M3HaC8O6pTtHn810feegQXfVG/VECmwkuETpgPbpy7AYXhhrS2lA0WypLoet+IOLnr3QQyoSBwALwY714Tpvgewa+8l4ZXggMruFpxLaoZgPqqbR9OcJYzpaiJuxdTueyGYrHDV19RbNUQKrGT4hOnAipJoqtCpTzRYOkHpQJHMa15P59Qr8JJxABJWDJEoTL8SfvsizF2C9/Lfc7z66tQMQfMTmiGYb/rMDE0SI+a66Jg6N0gDatD6kCmwkuET/uop2vUyEKYDSRJ5/3mlA0WyobqeWNOreOFkkn3TbgoK9+5cA1f/17AY6BIq967Bw4XvWc0QzDvhzNAdo68gSpzmisuo2N0Is29T8JwGCqxkeG1cCV6UI9Ouw+GlZhw5pQNFMq9uHq1jP4zh6IiF46vm3wuLH+1dG27/VsyLcnz0h4CeH0QOv2KyBrHni+b1dM38HBe0/gKAcZ07oOEP4c3HlO5NAwVWMrzCdGDphddi4RgrnwjdCT+olaJfwCKZ0biU5Mv/yJi2N4LxVfEDJGbMO3UW2Ng6mH8vpZ0tuLCmVZdXgbVtCXq0NIh95KuuJ/bOj+iIBTNAWyfPxzb9RAPX00SBlQyv8MM61vgdHBEc4JGkaPsLmsYtkknV9diq+2grqQXgtxOuI7pj9anpn7n3gJ/A5t8LFrxnS/yOYMmb2mv0ns0HdfPYdundVMT3czxSSU3TzzRwPY0UWMnw27gSgINz/weOSDBmA8Ot/9/B/RprJTL8mtfTet5nmNqxkS6vjJpD67GGL54+/VNdD40P4M/5/dQmzyVw778Y3FCv1cgVDlyfsemfMaA0eYTOaddo4HoaKbCS4RemA8ecV49vXthr5cD5wdgO0Ie0yHCrrmfc+0/h41HsH+PojAWw6enTp3+a18PcJUQ3rcT3ilKD2M3vwl12q0ovjGThwPXmilkA7Bj9EUp2/VoD19NIgZUMv7Br2Z78Q46NvbR3u0vCO0+r9ILIcGtcStJ3bJz8aSL4tJXMoGrrj6G64fTpn3AQO0Biwf/AhaUXAFj/f4IlT8LnlRGmeT1HLrqV89pfxgGTjr3Xf8+lDIoCK8mM8BdwxaEtqU0OD7f2X1V6QWS4VdfDj+7gst1PAsEsMOspDNpf+iccxF7c+B1cONbKAOcnYc9b+kE0UlXXU775CTojozCgfeq1/fdcyqAosJLMCH8Be5EoeybMDdOBqsQuMuzC99X+GR/HXByHkfSKwLOg1EJ/X6Z9e61mfyG12fBxL3wruKGxViNP3TzevuiPKUkepiM2nsk7fqKB62mmwEoyJ1WJvTi1ybdYUNlKv35Fhkd1PTxxJ3tj1XjBtBHMPFj4rbOPlerptdryUw6OmZ3qtcIl4bJFmiE40jQuxX/5H7loy/8KS27sJ1E7TwPX08yccxl7sYaGBrd27dqMvZ7koO2rcT/8PMSPYUCSCB5JLFYGt/8I6uZlu4Ui+aVxKUmL4P79z4i6BAmLEokWYZd9Di77bG9h0DM8nup6Onasp/zFb2OATziYHYOSUUEVURzEj/c+LlZ25m0lo6F0LBRXQvl4OLAdxsyALzw5DP8IAsD21fiPfp7m0guZdmQD28cvoHb/i8EYq6rp6rE6DTNb55xrGMhjokN8wa8DXyZ4W20E/tA51zmU55Q8Fy7MvG/ytUzc+yIRksFnct90oN7cIulTXQ+P3Y4X/ojeOeFazjv0GrzzVBBYne39Nvce2L6aijV/l/oh5BF86DscdB46/eO6TrO977Zj+4MLllpLlMPNcN+U3n3CNQ3PGqT1ty0Sy83nStfzDzQ4bV5P24c+Q827y4lbEVMPb+gduH77j07/GBmwQQdWZlYN/FdgpnPuuJk9DiwGlqWpbZKPwnRg5UvfS23yLQrOEVlxB8z6TBYbJ5KH6uZxeMLvUtX8K+JWTF3LL+GGv4Qplwe9VefSSxzWojs6739QvvrPw1K/6eJ6ny1+9PS7nC1I62+bH8/N50rX8w80OK2cxPj9W3FAzHUTpzwIqnoGritjkBZD6rEKH19qZnGgDNg99CZJXgt//ZY2vwKE65A5H9v2fPDG1+xAkfRpXApelLLWN/CJEHNddFRfQ8Wq+4IeinPtHQ7HWo166X66o+WQOE4kXMg5V2VukEsuOMfgNAzKenoco93t0PClYOC6pM2gB68755qB7wI7gT3AIefc8+lqmOSxMB3YXr0Ah2l2oMhwCYtB7qz8MBGSNFXOoby5ceDFIPvMEHSzbsUjiU9POnDol+FguvR7SZXOqLs2KLWggetpNejAyszGAJ8C6oCpQLmZfeE0+91lZmvNbG1ra+vgWyr5o2dh5gsWpLqvfSLEfaeFmUXSqXk9Ry9exIfafgXA+OPbB18McmwdXLaI4g3LMC+GR3q+5CF9AVohXwbCgEMTfxdv38ag1ILqV6XVUMotfAzY7pxrdc7FgaeAq07eyTn3sHOuwTnXMGHChCG8nOSNMP1Quua7JMNyC0aS6PvhwsxaLkMkParrKd30OMcjowFoG0oxyLn3wMGdcMGNwfiscRcGl7LxUDwaikeBF+u9nG1brAzonV2Y7V6ckXyBgQdio9vfCYIqfd6m3VDGWO0EPmpmZcBx4DpAtRTk3ISDYQ9ftIjI+79kdHwfPgYblmMLv6WBlCJDFZZJePuCr3L5u39HR2wcU3c+AxfcMPgxNekshbD8VmjfEfSEHdsPnUfg+AGIH+vdJ5dm8uXirMBILFW6pjfJd47ix4L6VRq4nnaDDqycc6+a2ZPAeiABvAE8nK6GSZ4L04Gjmt8k8u4PgaASe6J8KtHGB8JfUiq9IDJo1fW4FXdwSTyOARXxNpxX1LuMTba/SFWvaugGGpyOvwA6D/feV1wZLCmmz9m0UoFQyZ7tq+GJO9k3+nIm7llFkhgR4tiFN0PTa8FCr9n+8BcZqRqXcnzbr4l9sIooSRJWTDQagdprYMZV+jIVOQeDKRCqJW0ke8KFmSe0/oYjsYlEidNRNBG35dlgrJUGVIoMXnU9seZXU7NuW6bfFEwM2blGY2pEhpECK8meufeAn8Dm3EZlvAUHVHa30Dn+smDWkmYHigxe3TxaquZgODpi45iy45lg0eXFj+pHi8gwUmAl2VVdj236Ce011wGQxCjZvxHq5mu2ishgNS4l+fI/MvbAhtT4qtRiu6A0oMgwUmAl2RWmA6v2ruFgcTURHEdjY5UOFBmK6nps1X20lc4AYPvEjxH7YPXAC4OKyIApsJLsCtOB3pzbqOpqJolRET/A0bGzlA4UGYzw/bJzzteZ2vE2nV45Ne2vBmUWNj2tXmCRYabASrKvuh42Pc2R6dfjEax5VX7gbZzSgSIDV10PT9yJv+89fDxK/KNE/HhQu2rRMvVYiQwzBVaSfWE6sHLPyxworcUgqBStdKDIwDWvJ3n116lp/jkRfBIWwzwvKMpbN0/jq0SGmQIryb6e2YGzb2Ps8Q9IEKEseYjDYy5VOlBkoKrr4aX7ifrdAOyacC3mReGdp7TYrkgGKLCS3BCmAzvrbiBCEoBR7e+QVDpQ5NyFP0AOTWjASBK3Ympb/h2mX6kyCyIZosBKckOYDizZt44jJdUAdHnleFueDZa3AfVaiZxNdT2suIOKfa/j4xFzXbieoqCgNKBIBiiwktzQkw6cu4Ty7lYcUOIfZd+4j8L+rbDiDmjfnu1WiuS25vX406/Ekl2946sisaDHSr1VIhmhwEpyR3U9ND5AYvbtqU2T2n6De/Ox4Masz2apYSIjRHU9bscrRFywjE1qfJWWsRHJGAVWkjvCdGDxez9l78RrcIABJLuCpThA6UCRM6mb12d8VUkwvkrL2IhklAIryR1hOpBFy6goKUpt9i2G275a6UCRM2lcCq88SHnrG+H4qk6OVs/VMjYiGabASnJL+OFfsWdNapO5JGz9RRB0KR0ocnrV9bhV97Grcg4RfHaNqqe8uVHL2IhkmAIryT0bV2JelP1TrsUBHsF4EWqvCf4qHShyqub1dFy0iPPbXgRgwvH3sYYvBrXgNL5KJGMUWEnuGVsHix+loiSa2uRblKRzSgeK9Ke6nrLNj9MZGQXAganXBmsDLvimeqxEMkiBleSeMB1Y0vQKQDCI3fl4255XOlDkdMJe3Lcv+M+UJA9zJDaeKTuegeqGYI1Aja8SyRgFVpKbwnTgweqFOEzpQJEzqa7HrbiDS7b8MwZUxveDFwvKLGgZG5GMGnRgZWYXmdmGPpfDZqafRZIeqXRgBMMB4BOh2/eVDhQ5WfN6jk+5gki4PmDCK8YiURUGFcmCQQdWzrn3nHNznHNzgN8BjgE/TlvLpLCFqYvYzpeBMB2IT+z9F5QOFDlZdT1Fza+menZbp90ULF6uwqAiGZeuVOB1wPvOuR1pej4R2LgSvCgd06/Dx8MLe66c0oEiJ6qbR0vVHMBxJDaeyTueUWFQkSxJV2C1GHjsdHeY2V1mttbM1ra2tqbp5aQghOnAsosWpH6JOzw640l44s7gF7mCKyl0jUtJvvyPjDvwRmp8VbJ2vgqDimTJkAMrMysCPgk8cbr7nXMPO+canHMNEyZMGOrLSSEJvxAiq/8W3ytKpQNLPvh3mHkLND6gNIdIdT226j4OlMwAYPukG4h+8JIKg4pkSTp6rG4G1jvn9qXhuUROtHElAF2Xfp4DJbUY4DDchuUwd4m+OKSwhT22O2Z/nclH3+G4V0nNgTVwwQ1BDSv98BDJuHQEVrfRTxpQZMjCdGDplIsY2/lBWInd0V02JeixUjpQCll1PTxxJ67lXXw8Sv0jRPx4ULtq0TL98BDJgiEFVmZWBlwPPJWe5oicJEwHWuPf015zHQA+RtHhD6DmCqUDpbA1ryd59depaf45EXwSFsM8L+jprZun8VUiWTCkwMo5d8w5N845dyhdDRI5RfN6mLuEMXvX0F4yDQ/HsehY3JZng7FW+lUuhaq6Hl68n6gfB2DXxAWYF4V3nlJhUJEsUeV1yX1z7wE/gc25jTGdu0hilCcO0DH20mCBWaUDpRCF/88fmtiAkaTbK6F23wtBUVCVWRDJGgVWMjJU18Omp+kecwEeDgdUHHgHVzcfXrpfldil8FTXw4o7qNj3Oj4eRX4nrqcoKCgNKJIlCqxkZAjTgUXH9uFbBAM6I6Ngy7OqxC6FqW4eyUs/jSW7esdXxUqDwqDqrRLJGgVWMjL0pAPn3wsWwQGlycM4i8Jlnwv2UTpQCknjUg6V1aVWJHh3+u3B+2PVfZrQIZJFCqxk5Kiuh8YH6Jx1W2qTuQQJTJXYpfBU1zP6lb/CnM/R2Fgu2v1UkBZf8E31WIlkkQIrGTnCdGDZez8maTEcweLMkfXfVyV2KSyNS2HPWyS9Igyfw8VT8PAD5gkAACAASURBVFwCkl0w5XKNrxLJIgVWMnLMvQf2b8WA9gtu5Wh0LB7B+oGoErsUkup63Kr72DzhJgyY0vFO8GG+8Ft6D4hkmQIrGVnCSuyjps2kPHEAAA+fZMVUVWKXwtG8nvaP/Hcu3fsTHJDwijEz2L9VvVUiWabASkaW8EujeM1S9k66Fgd0WzHewe2qxC6Fo7qeUa/+HRGXwIDWaTcHPypUGFQk6xRYycgTjrWa1PYqR6PjKHJddBRPViV2KQxhj2zL6NmA40hsApN3/ESFQUVyhAIrGXnC0gtu9m2UJ9oAqOzaS/eEy1WJXfJfdT1uxR2MP7AOAyrjreDFVBhUJEcosJKRqbqeyOafsH/qdTggSYSi1regbr7SgZLfmtdzfMoVRPzu3vFVkWjQY6XeKpGsU2AlI1OYDhzXsoZDsclESNIRG690oOS/6nqKml/Fwz9xfNXONfpBIZIDFFjJyBSmA705tzE6vhcfqIzv5/j4y5QOlPxWN+/U8VXz79X4KpEcocBKRq5wYeaD067DAB8o3b9R6UDJX41LSTT+I+PaN6TGV/m184NlbEDjq0RygAIrGbnCdGDVnjW0l0zDA45FxygdKPmruh7vxfs4UFKDA7ZPvpHIBy/B7Nv0/7tIjlBgJSNXz8LMc25jTOcukniUJ9rpGHOp0oGSf8L/l3dc/nUmH32XzsgoatpegQtugE1Pq4dWJEcosJKRLUwHHq29Hg8fB1S0v4OvdKDkm+p6eOJO/JbNOIzS5GEifhyu+hosWqYeK5EcMaTAysyqzOxJM3vXzDab2ZXpapjIOQnTgeUt6zlSPAUDOiOV2JZng7UDQb1Wkh+a15O46utM2/0sHo6ExTDPg40roW6exleJ5Iih9lh9D3jOOXcxMBvYPPQmiQxATzpw7hLK4204oDR5hP0TrwrWTVtxB7Rvz3YrRYauuh576X6ifjcAuyYtxLSMjUjOGXRgZWajgHnAvwI457qdcwfT1TCRc1ZdD40P0D3r9tSm8S2v4N58LLgx67NZaphImoS9rgcnNGD4dHul1O59XsvYiOSgofRYnQe0At83szfM7F/MrDxN7RI5d2E6sHTbT9k9/mocYADJrqC+DygdKCNbdT2suIPKltdxGEX+cVxPUVBQGlAkhwwlsIoC9cA/O+c+DBwF/vTknczsLjNba2ZrW1tbh/ByIv0I04EsWkZFaXFqs2+xIEWidKCMdHXzSM78NJbs6h1fFSsNfjiot0okpwwlsGoCmpxzr4a3nyQItE7gnHvYOdfgnGuYMGHCEF5O5AzCX+yj9vymd5vzcVt/EQRdSgfKSNa4lENltXj4ALxX+wVs/r1BYVDNfBXJKYMOrJxze4FdZnZRuOk6YFNaWiUyGBtXYpEo+ybNwwERksH22muCv0oHykhVXc/oNX+NOZ+O2HguanoSXrofFnxTPVYiOWaoswL/C/Comb0FzAH+auhNEhmksXWw+FEqS2KpTb5F8R1KB8rI1bgU9rxF0ivCcBwumYK5RDCGcMrlGl8lkmOGFFg55zaEab7LnXO3OOfa09UwkQELv2DKdq9JbTLnY9uUDpQRrLoet+o+No+7EQOmHtkYfHAv/JZ6q0RykCqvS37ZuBLzorRNXYCPpcakKB0oI1bzetqv+G9c2vIMDkh4xZhZUKdNvVUiOUeBleSXVDowiuEA8ImS9J3SgTIyVdcz6rW/I+ISGLB/+s3BOpgqDCqSkxRYSX4Jf8EX73oZIKxplcR7/3mlA2XkCXtY942eDTgOF01k0gc/UWFQkRymwEryz8aV4EU5PG0hDg8v7LlSOlBGnOp63Io7mHBgPQaM6m4BL6bCoCI5TIGV5J8wHVh24QIsHGPlE6Er4cMTdwZpFAVXMhI0r+fY5CuI+N2946si0aDHSr1VIjkpmu0GiKTd3Htg+2pijd8haUV4rhuPJEXbX4CGL0HjA7BoWbZbmR+W3wrmwbH90Hkk2Hb8ACTjUFwBGMTKgu3FlTD5siDwVU/Luamup/il7+Dhp8ZXTd7zq6DH6qqvZbt1InIaCqwkP21cCcCxmZ8jse1FxnQ1BV9NG5ZjPdPU6+ZluZEjXONSqJoOa/8V58XAj594f9eh1FXr+e/u9RAphl/9ZXBHrAxwED/e+7iTt0V665KRjJ/740pGQ9UMKB8PB8JJC2NmwBeeHMpRZ1bdPPaNns3U/S/3jq+64S+D+lX6f1gkJ5lzLmMv1tDQ4NauXZux15MC1rgUquvxd7+JvfD/AMGXe/eoWooSR2DukmAwu3pOBqdxKex8BXasYe+MjzNpyw+z3aIzsp4rZRMgfjS4PpAg7XTbzhTw+QkoHRvcLq4Mgruj+2HmJ8/9/7nGpcTx8FfdT3GyI3iZ2muJNL8Gt/9IQZVIBpjZOudcw4Aeo8BK8tb21fDEneyvmsO43b/ExwtSKhfeDE2vBelAfTkNXE9Qtf3XJJ3D931ifteQnjJzn0LZYKnSH0RKwCXPLXCLleK6Ouj0SijxjxGPlFOUPBqks6um60eBSAYMJrDS4HXJX83rYe4Sxras4VDRVCL4HI2Nx215FmbeosG/g9G4NBj8v2MNSedwyQTRMKhyZ7icjWX5Mrxc779FshPnx3Fdh3Bdh4PrPZeTt3UdxsenxD8GQCx5FC68GTY9rYWXRXKYAivJX3PvAT+BN+c2Rnfvxgcq4vs5Nm4WvPmYZgcOVE9P1Uv3c/CKJSR9R8TFTwhM+gtazhR0ZeJyNrka1Hl99jtWcw3cviLoadWPApGcpcBK8lt1PWx6mkPTPoYRfMmWtb0NdfOD2YH65X9u+qT//GSCslf+lqjfeULgZD0hQMloKB4NZeOB3OiNGslBHcCRoomUHdgUpLfr5ikNKJLDFFhJfgvTgaP3vkJ7yQwMOB6tUjpwoA5sh+2/xgFJ3yeWPIZHGDyYh8XKIFYaXC79NHxjJ1z1X6D6d2DchcHlghuDv7GyoMilFwsCsOJRvbdPty1W1nsZ6OMIAr5sBnbpCM4quluwmbcEddi0jI1ITtPgdcl/jUvh4E7c2n/FJ0KEJIfHXMqoju2w4JuaHXg2y2+Fqum4t54gkeg+qafKw274C3jp/uDfse4amH5Vbvx7nq7Glhkc2hVcH85ZgYkuSA5tQH/YYE7o99LAdZGM0qxAkdMJZwcenfg7lH3wfOqryr/wZiKaHXhmqaD0Ed6v+TTnNT2V6uZ2EPRUeVGYfy/s36rinz0al8LmZ4KAbmxdENwd2ddbPLVQ6nCJjHAKrEROJ5zJ5lbdR1vRVMYf3UanV0Gx34GpB6B/PT1Vm57mgwnXUbvjcaC3D8V6KqoDXP45+MT3stJMEZHhonILIqcTzg602bcx7ug24lZEid/BwdEzNTuwP8tvDYLRtY+wa/L1TN/xVGrMUNJiWPGo3n3rroExddlqqYhITlFgJYUhnB0YP/9Goq4bgKpDm0jMmKfZgSfrWapmy3O0TV3ItN+uIEICgCQRIi4Bly0KAtJcGlMlIpIDFFhJYQhnBxbtWUtH2TQA4l4pkW3PBcvbgHqtoLeswsYnaLn4dsbt/mVqoHoSwyurgoYvwtpHguBKQZWIyAmGFFiZ2QdmttHMNpiZBk9J7grTgcxdQnnnPhxQ5B9n75jfxe3fCivugPbt2W5l9oVlFZLJOGO2rExtdoTFKmfeElT+bvgiHNypoEpE5CTp6LFa4JybM9DBXSIZV10PjQ/gz7kjtWly++u4Nx8Lboy7oHB7rRqXwk/vhvEXkCSCn0ymyir0TG+xC28Keqpm3hKkCjU7TUTkFEoFSuEI04HRd59hZ93isFo4WLIrSGsV6lirnvTfW4/jv3g/b038BFHX3bvcihcLZk9ueQ4uvEk9VSIiZzDUwMoBz5vZOjO763Q7mNldZrbWzNa2trYO8eVEhqAnHbhoGWPLovhh6OAw3IblwVirQqzE3reqeqKLOc0/TN3l8LBIDDY+EaT//IR6qkREzmCogdXVzrl64Gbgj83slCqLzrmHnXMNzrmGCRMmDPHlRIYo7Gmp2PIUHi4cO+RwyWRQPbzQSi8svxW8CM6iJJI+Ub+rt6xC+USsuCLYz0+ASyqoEhE5iyEFVs653eHfFuDHwBXpaJTIsNq4EvOiHKi5DoAkHuYSUDm5sNKBfWpVbZv4sVMWVY4kOoOK6j1lFVSrSkTkrAYdWJlZuZlV9lwHbgDeTlfDRIbN2DqYfy9j9q7hUPFUIvgcjY3D7d9SOAszh7Wq3Jbn2D3hGj7U9FTqrlRVdT8R9OLNv1dlFUREztFQeqwmAY1m9ibwGvBvzrnn0tMskWEUjrXy5tzG6K7d+EBFvI2j42YVRiX25bcG6/9tepoddZ9jauvq/quqz7hSi1SLiAzAoAMr59xvnXOzw8ulzrn70tkwkWEVVmI/PO36VEmB8ra3cXXz8zsd2NNTtfYRdk+9keodT6fSfz6mquoiIkOkcgtSmMLSC6Pa1tNRNAkDjkdHw5Zn87cSe9+q6hfeztRtPyTmdwFBUGUQlFNQVXURkUFTYCWFqWdh5rlLKEu044CyxCEOTLoK8rESe09QFVZVH7vtyRMGqltxJdbwRdWqEhEZIgVWUrjCSuzHZt6W2jR23yu9ldhnfTZLDUuzxqVBam/HGpLO4ZIJomFPVaqq+mWLepeqUa0qEZFBU2AlhStMB1b89mc0j/lIqhI7ya5gJhyM/HRgT0/VS/dz6CNLSPoQcfHequqR4qCqupaqERFJCwVWUrh60oGLllFWVpba7FsMtq8e+enAPuk/309Q+vLfEvWP96YALYJ5kd6q6kr/iYgMmQIrKWxhIFG179Xebc7Hbf1FkBIbyenAvkvVJH1iyWN4BOk/Zx4WLQ72U1V1EZG0iWa7AfF4nKamJjo7O7PdlGFXUlJCTU0NsVgs202RvjauxItE2T3mGqa0/poIyWDsUe01wf2NS0deT87yW4OyCl6URLz7hKrq4GHX/0VQ/NNPqKq6iEgaZT2wampqorKyktraWszs7A8YoZxztLW10dTURF2dvsRyytg6WPwolat6x1P5FsMDbMUdMOsz2WvbYPSpVfX+tM9y3q6TZgDGSnorqu/fGhz/SAscRURyVNZTgZ2dnYwbNy6vgyoAM2PcuHEF0TM34vQszLxnTe8258NITAf2qar+Qe3nOH/Xk6k3eWqpGgiOq20rfPJ7CqpERNIo64EVkPdBVY9COc4RKVyYuXXytcECxCSD7X3Tgbmuz6LKTVNuYPoHK1M9VacsVaP0n4jIsMiJwEok63rSgSW92XHfoiSdGxmzA8P0H1ue40DNQmref4wICQCSRLRUjYhIhiiwEoFUkFHS/AoQps2cj7ft+dxPB/ZZqqb14jsY2/TL3p4qwCurCsopaKkaEZFhp8BKpEeYDjxYvQCH4eEH23M9HRiWVUgm41Rt6S2Z4AAPw2be0ltVXbWqRESGVdZnBfb19y9sGbbn/vr1F552+0MPPcRDDz0EwKFDh6itrWXVqlXD1g7JYWE6sGTXG1hz8P+ATwTf94k9cWewOHMulV5oXBqkKMdfQNIi+Ikuoq4bo89SNT2LKjd8MUgVfvyBbLZYRCTvFXyP1Ve+8hU2bNjA66+/Tk1NDUuWLMl2kyRbwoCp9OXvkrRYuMRNkuj7/x4s99L4QLC+YC7oSf+99Tj+i/fz5sRbUkEVAF4sWKpGiyqLiGRUwQdWPe6++24WLlzIJz7xiWw3RbJp40oAjly0iMOxSWGlcsNtWB70WDWvz277evStqp7o5sNN/yd1l8PDIrHepWq0qLKISMbkVCqwv3TdcFu2bBk7duzgwQcfzMrrSw4J04Gjdr+J9+4PAfDwiZdPJdb4QG6kA3uqqluUROLEqurJsolEkp1BMKWlakREMq7ge6zWrVvHd7/7XZYvX47nFfw/h4QBU+Tlv6dl6kIckCBK9NB2qLki++nAPrWq3p/4MSJ9gioHQVA1/97esgqqVSUiklFDjiTMLGJmb5jZz9LRoEx78MEHOXDgAAsWLGDOnDl8+ctfznaTJNua18PcJUxoWcPh2CSiJOgomojb8mww1ipb6cCepWq2PMfeSfM5v+mpk5aqKQt6qXqWq1FZBRGRjEtHF83dwOY0PE9WfP/732f37t1s2LCBDRs28C//8i/ZbpJk29x7wE9gc25jVHwfDqjsbqFz/GXw5mNBb1CmSy/0Wapm13mfZ/K+FzHAOE1V9RlXBgGWgioRkYwbUmBlZjXA7wGKRiS/VNdjm35Ce811APgYJfs3Qt38zKcDe6qqr32EPVNvZMoHP071VPmYqqqLiOSQofZYLQX+O/RUUjyVmd1lZmvNbG1ra+sQX04kQ8J0YNXeNRwsqcHDcSw6NvPpwD5V1Vsuvp0p235IzO8CIIkFAVZPrSpVVRcRybpBB1Zm9nGgxTm37kz7Oeceds41OOcaJkyYMNiXE8msMB3ozbmNqs4mkhjliQMcHXtp5tKBPUFVWFV9zJaVqbsc4BVXYg1fVK0qEZEcMpQeq6uBT5rZB8AKYKGZLU9Lq0RyQXU9bHqaIzOux8PhgPID7+AykQ5sXBoEbzvW4Dvwk8lUWYVUVfXLFvUuVaNaVSIiOWHQgZVz7hvOuRrnXC2wGPiVc+4LaWuZSLaF6cDK3S9zoKwOAzojo2C404E9PVUv3c/hjywh4bsTq6pHioOq6msfCdpRNV1BlYhIjlDhJpH+9MwOnH0bY49tJ0GU0uRhDlcNczqwp6q6n6Dk5b8l4h/vLatgHuZFequqK/0nIpJT0hJYOededM59PB3PJZJTwnRg53k3ECEBwKiD75CsHaZ04PJbwYsEVdWTPrHkMSIE6T9nHhYtCfZTVXURkZykHiuRMwnTgSV713GktBqAbq8cb+uzwfI2kL5eqz5V1bdNvO6EpWrAsOv/IuglA1VVFxHJUTm1ViDP/ins3Zje55x8Gdz8N/3e/dBDD/HQQw8BcOjQIWpra1m1alV62yAj19x7oHEpNncJ5f/+5zig2D/K3nEfYfL+rUGV81mfGfrr9FRVX/sIuydcw4eafpy6K6iqXtpbUX3/1mBNQ6UARURyTsH3WH3lK19hw4YNvP7669TU1LBkyZJsN0lyTXU9ND5AcvYdqU2T2l7FvflYcGPWZ4f2/H2qqu+o+xxTW1f3VlX3inurqvsJaNsKn/yegioRkRyVWz1WZ+hZGm533303Cxcu5BOf+ETW2iA5KkwHFjU+wN6J85jUEgQ+LtkF130r2Kdx6eCCnT7pv93nL6Z6+1MnVlX3u+GyLwSD1WdcqfSfiEiOK/geK4Bly5axY8cOvv3tb2e7KZKLwtmBLFpGRWkstdm3GG77alhxB7RvH/jz9ixVs+U52msWMvX9x/pUVfdUVV1EZAQq+MBq3bp1fPe732X58uV4XsH/c0h/woCmfPea1CZzSdj6iyDoGmg6sM9SNW2XfIExTb9M9VQlAa9sjKqqi4iMQAUfSTz44IMcOHCABQsWMGfOHL785S9nu0mSqzauxLwo+6dciw94PUtk1l4T/B3I7MCwVlUyGWfUe0+kNjvAw7CZt6iquojICJRbY6yy4Pvf/362myAjxdg6WPwolau/1zsOyqLgHJEVd5zb7MDGpUHacPwFJC2Cn+hKVVVPLVXTk/5r+GKQKvz4A8N0QCIikm4F32Mlcs7CVFxx0ytAWAbB+Xjbnj+3dGBP+u+tx/Ffup83J332xKVqvFiwVI3SfyIiI5YCK5GBCNOBB2sW4rCBpQN7lqoBkvFuPrxrWeouh4dFYr1L1Sj9JyIyIimwEhmInnRgSRQLk3c+EbqT/plnB/YsVeMFS9X0VFU3IFk2ESuuCPbTUjUiIiOaAiuRgQhTc9EdjUCYDsQn9tsXgqBo3AWn9lr1qVX1/sQbiPRZqsYBkWRnUFHdi2qpGhGREU6BlchAbVwJXpRDl/4+AF7Yc+Umzjx1YeaepWq2PMfeSfM5f9eTqTddsFRNWRCQ9SxXo1pVIiIjWsHPChQZsJ50oO9w7zyK9Yyz2ruxN4XXuBQ+aAyCqk1P03T+Ymref6y3VpXFiBSVBkEVBFXV/YSCKhGREU49VkBFRcWIeE7JEWHwE3n8CzjzwnQg+L4Pe94KxlptfiYolbD2EfbW3Mjk7T8+cakalwiqqfek/9RTJSKSFxRYiQzGxpUAdF3WuzCz5+K4F74FiS7AYOMTtF58B5O3/JCY3wkEVdW1VI2ISP7KqVTg/a/dz7sH3k3rc1489mLuveLec97/O9/5Do8//jhdXV18+tOf5s///M+59957mTFjBl/96lcB+LM/+zMqKyv5kz/5k9PuLwVgbB3Mv5fSxgfYPe4qpra9EhT5dEkY8yHYuxHf+VRt6Z3d5wCveBR22aIgqOqpVaUCoCIieUM9Vn08//zzbN26lddee40NGzawbt06Vq9ezeLFi/nRj36U2u/xxx9n0aJF/e4vBSBcmNkWLaOstCS12WHQthWX7ML5yVRZhVRV9csWaakaEZE8llM9VgPpWRoOzz//PM8//zwf/vCHAejo6GDr1q186UtfoqWlhd27d9Pa2sqYMWOYPn06//AP/3Da/efNm5fNw5BMmXsPbF9N1d7fpDY5wLlgMLuHf2JV9fr/qKVqRETy3KADKzMrAVYDxeHzPOmc+3a6GpYNzjm+8Y1v8Ed/9Een3Hfrrbfy5JNPsnfvXhYvXnzW/aVAbFyJRaIcqLycMe1vEcH19k6Ff0+pqq70n4hI3hpKKrALWOicmw3MAW4ys4+mp1nZceONN/LII4/Q0dEBQHNzMy0tLQAsXryYFStW8OSTT3LrrbeedX8pEGHpheQlt5z2bodhsTBVqKrqIiJ5b9A9Vs45B3SEN2PhxfX/iNx3ww03sHnzZq688kogKJmwfPlyJk6cyKWXXsqRI0eorq5mypQpZ91fCkSYDhy/bikJr5iY39Vbq6q4igh+b60qVVUXEcl7FsRHg3ywWQRYB3wI+J/OuVMGSZnZXcBdANOnT/+dHTt2nHD/5s2bueSSSwbdhpGm0I63IDxzN7zzFB9c9jWmr/0rPMKq6pEYXPdnQVX1GVeqrIKIyAhjZuuccw0DecyQZgU655LOuTlADXCFmc06zT4PO+canHMNEyZMGMrLieSmsPTCjDeXYkD39HnBUjUOLVUjIlJg0lJuwTl3EHgRuCkdzycyosy9B9q2Yn4Su+E+ir74U7j9RxAr1VI1IiIFZtCBlZlNMLOq8Hop8DFgUNU9h5KOHEkK5TgL0pi6YFD6VV8LbtfNg8WPqqdKRKTADKWO1RTgB+E4Kw943Dn3s4E+SUlJCW1tbYwbNw4zO/sDRijnHG1tbZSUlJx9Zxl5Thc81c0LLiIiUjCGMivwLeDDQ21ATU0NTU1NtLa2DvWpcl5JSQk1NTXZboaIiIgMk6xXXo/FYtTVaQq6iIiIjHxaK1BEREQkTRRYiYiIiKSJAisRERGRNBlS5fUBv5jZEeC9jL1g7hgP7M92I7JAx11YdNyFRcddWAr1uC9yzlUO5AGZHrz+3kBLw+cDM1ur4y4cOu7CouMuLDruwmJmawf6GKUCRURERNJEgZWIiIhImmQ6sHo4w6+XK3TchUXHXVh03IVFx11YBnzcGR28LiIiIpLPlAoUERERSRMFViIiIiJpkpHAysxuMrP3zGybmf1pJl4zF5jZB2a20cw2DGbK5khiZo+YWYuZvd1n21gze8HMtoZ/x2SzjcOhn+P+MzNrDs/7BjP7D9lsY7qZ2TQzW2Vmm83sHTO7O9ye1+f7DMed7+e7xMxeM7M3w+P+83B7nZm9Gp7vH5lZUbbbmk5nOO5lZra9z/mek+22Dgczi5jZG2b2s/B2Xp/vHqc57gGf72EPrMwsAvxP4GZgJnCbmc0c7tfNIQucc3MKoP7HMuCmk7b9KfBL59wFwC/D2/lmGaceN8Dfh+d9jnPu5xlu03BLAH/inLsE+Cjwx+F7Ot/Pd3/HDfl9vruAhc652cAc4CYz+yhwP8FxXwC0A1/KYhuHQ3/HDfDf+pzvDdlr4rC6G9jc53a+n+8eJx83DPB8Z6LH6gpgm3Put865bmAF8KkMvK5kkHNuNXDgpM2fAn4QXv8BcEtGG5UB/Rx3XnPO7XHOrQ+vHyH4EKomz8/3GY47r7lAR3gzFl4csBB4Mtyej+e7v+POe2ZWA/we8C/hbSPPzzecetyDlYnAqhrY1ed2EwXwYRRywPNmts7M7sp2Y7JgknNuDwRfSsDELLcnk75mZm+FqcK8Son1ZWa1wIeBVymg833ScUOen+8wPbIBaAFeAN4HDjrnEuEuefm5fvJxO+d6zvd94fn+ezMrzmITh8tS4L8Dfnh7HAVwvjn1uHsM6HxnIrCy02wriKgfuNo5V0+QBv1jM5uX7QZJRvwzcD5B+mAP8HfZbc7wMLMKYCVwj3PucLbbkymnOe68P9/OuaRzbg5QQ5CFuOR0u2W2VcPv5OM2s1nAN4CLgd8FxgL3ZrGJaWdmHwdanHPr+m4+za55db77OW4YxPnORGDVBEzrc7sG2J2B180659zu8G8L8GOCD6RCss/MpgCEf1uy3J6McM7tCz+QfeD/Iw/Pu5nFCIKLR51zT4Wb8/58n+64C+F893DOHQReJBhjVmVmPevN5vXnep/jvilMCTvnXBfwffLvfF8NfNLMPiAYurOQoCcn38/3KcdtZssHc74zEVi9DlwQzigoAhYDz2TgdbPKzMrNrLLnOnAD8PaZH5V3ngH+ILz+B8BPstiWjOkJLkKfJs/Oezje4l+Bzc65B/rcldfnu7/jLoDzPcHMqsLrpcDHCMaXrQJuDXfLx/N9uuN+t8+PByMYZ5RX59s59w3nXI1zrpbg+/pXzrk7yPPz3c9xf2Ew5zt6th2GyjmXMLOvAb8AIsAjzrl3hvt1c8Ak4MfBuSAK/NA591x2mzR8zOwx4FpgRFZoFwAAApxJREFUvJk1Ad8G/gZ43My+BOwEFmWvhcOjn+O+NpyS64APgD/KWgOHx9XA7wMbw/EnAP83+X+++zvu2/L8fE8BfhDO8PaAx51zPzOzTcAKM/tL4A2CoDOf9HfcvzKzCQTpsQ3AV7LZyAy6l/w+3/15dKDnW0vaiIiIiKSJKq+LiIiIpIkCKxEREZE0UWAlIiIikiYKrERERETSRIGViIiISJoosBKRnGdm/9XMNpvZo2ZWbGb/Hq40//kBPs+1ZnbVcLVTRGTY61iJiKTBV4GbnXPbzeyjQCxcamSgrgU6gFfS2TgRkR6qYyUiOcXMlgBfDG/+C8E6XV8E3gOWA/8JmABsBz4b3v4kkACed879X2FBv4eA6eHz3AM0A78BkkAr8F+cc7/OxDHJ/9/e3at2EYRRGH9Oa9SAF2CttooiaOFHYWGhvY29CIKXIQQ7ixS5Ai2MgnaKTSwUUngVVn6g3bHYXYKFf4lsZCHPrxxmB7Y7zLwzr3R4uGMlaTGSnAXuAhcYXjreAe4AN4ArbT8n2QEetr2Z5ARDG5lTbTu1IAEeAxtt3yU5CbxqezrJE+Bb20f/+98kHQ4GK0lLcgl41vY7QJKnwOUV878AP4HNJC+A7XH8OnBmbCkFcHzq3SlJB8lgJWlJ8vcpe8ZepOeBawyNU+8BVxku5lxs++O3xbOv5SVp37wVKGlJ3gK3khxJssZwzPfHOqgkR4H1ti8Z6qimgvbXDCFrmjeNfwXcuZJ0YAxWkhaj7QdgC3jPUF+12fbjik+OAdtJdoE3wINx/D5wLslukk/sdaR/Dtwen2pYdcQoSf/EW4GSJEkzccdKkiRpJgYrSZKkmRisJEmSZmKwkiRJmonBSpIkaSYGK0mSpJkYrCRJkmbyC2XMCOj/04wLAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df['python_area'] = 0\n", "df['python_perimeter'] = 0\n", "for idx, r in df.iterrows():\n", " level = r['Depth (ft)']\n", " icm_area = r['Area (ft2)']\n", " a, l = get_area(xs_csv=f, level=level+3, level_fld='level', z_fld = 'z', offset_fld='offset')\n", " df.loc[idx, 'python_area'] = a\n", " df.loc[idx, 'python_perimeter'] = l\n", " \n", " \n", " \n", "df.loc[:, ['Depth (ft)', 'Area (ft2)', 'python_area', 'Perimeter (ft)', 'python_perimeter']]\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As shown above, my calculation is pretty close to ICM reported values. When I have more time, I might do a few calculation of the panels." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 4 }