{ "cells": [ { "cell_type": "markdown", "id": "011fa035", "metadata": {}, "source": [ "# deepNeuroSeg quickstart" ] }, { "cell_type": "markdown", "id": "19ebc7c8", "metadata": {}, "source": [ "First, import the deepNeuroSeg itself:" ] }, { "cell_type": "code", "execution_count": 1, "id": "7c6bb6df", "metadata": {}, "outputs": [], "source": [ "from deepNeuroSeg import SegmentationFactory, SegmentationType" ] }, { "cell_type": "markdown", "id": "8f17aef4", "metadata": {}, "source": [ "... and other reqired packages." ] }, { "cell_type": "code", "execution_count": 2, "id": "00d5c6cf", "metadata": {}, "outputs": [], "source": [ "import os\n", "import numpy as np\n", "import SimpleITK as sitk\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "id": "49787146", "metadata": {}, "source": [ "# WMH Segmentation\n", "First we will look at the WMH Segmentation use-case with both FLAIR and T1 scans:" ] }, { "cell_type": "code", "execution_count": 3, "id": "9ebdca5e", "metadata": {}, "outputs": [], "source": [ "wmh_test_flair = 'pmsd/test_your_data_WMH/data_example/4/FLAIR.nii.gz'\n", "wmh_test_t1 = 'pmsd/test_your_data_WMH/data_example/4/T1.nii.gz'" ] }, { "cell_type": "markdown", "id": "59312b5f", "metadata": {}, "source": [ "WMH Segmentation can be performed with either both FLAIR and T1 scans or only FLAIR. The default is using both of them." ] }, { "cell_type": "code", "execution_count": 4, "id": "9b25e991", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:deepNeuroSeg.run_utils:\n", "wget -O /Users/rita/.deepNeuroSeg/pretrained_FLAIR_T1/0.h5 --no-check-certificate \"https://onedrive.live.com/download?cid=57A6FFA5FD700FDB&resid=57A6FFA5FD700FDB%21113&authkey=ALAHNnoGtEi7tl4\"\n", "\n", "INFO:deepNeuroSeg.run_utils:\n", "wget -O /Users/rita/.deepNeuroSeg/pretrained_FLAIR_T1/1.h5 --no-check-certificate \"https://onedrive.live.com/download?cid=57A6FFA5FD700FDB&resid=57A6FFA5FD700FDB%21114&authkey=AAl5nwEj0AgyAcQ\"\n", "\n", "INFO:deepNeuroSeg.run_utils:\n", "wget -O /Users/rita/.deepNeuroSeg/pretrained_FLAIR_T1/2.h5 --no-check-certificate \"https://onedrive.live.com/download?cid=57A6FFA5FD700FDB&resid=57A6FFA5FD700FDB%21112&authkey=ALZ8G_0zUgLo-ro\"\n", "\n" ] } ], "source": [ "wmh_test = SegmentationFactory.create_segmenter(SegmentationType.WMH,\n", " FLAIR_path=wmh_test_flair,\n", " T1_path=wmh_test_t1)" ] }, { "cell_type": "markdown", "id": "5e7335ee", "metadata": {}, "source": [ "The model for FLAIR+T1 WMH Segmentation is now downloaded to your computer:" ] }, { "cell_type": "code", "execution_count": 5, "id": "204207ff", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[36mpretrained_FLAIR_T1\u001b[m\u001b[m\r\n" ] } ], "source": [ "!ls ~/.deepNeuroSeg" ] }, { "cell_type": "code", "execution_count": 6, "id": "ca1a53e1", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:root:/Users/rita/.deepNeuroSeg/pretrained_FLAIR_T1\n", "INFO:root:------------------------------\n", "INFO:root:Predicting masks on test data...\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "/Users/rita/.deepNeuroSeg/pretrained_FLAIR_T1/0.h5\n", "48/48 [==============================] - 21s 268ms/step\n", "48/48 [==============================] - 15s 309ms/step\n", "48/48 [==============================] - 15s 303ms/step\n" ] } ], "source": [ "wmh_mask = wmh_test.perform_segmentation()" ] }, { "cell_type": "code", "execution_count": 7, "id": "f6c44946", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(48, 240, 240)" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "FLAIR_image = sitk.ReadImage(wmh_test_flair)\n", "FLAIR_array = sitk.GetArrayFromImage(FLAIR_image)\n", "FLAIR_array.shape" ] }, { "cell_type": "code", "execution_count": 8, "id": "880ec48d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(48, 240, 240)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "wmh_mask.shape" ] }, { "cell_type": "markdown", "id": "467b3b97", "metadata": {}, "source": [ "Let's visualize the resulting mask (numpy.array):" ] }, { "cell_type": "code", "execution_count": 9, "id": "66093d56", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'WMH mask regions highlighted')" ] }, "execution_count": 9, "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": [ "slice_ = 21\n", "fig, (ax1, ax2, ax3) = plt.subplots(1, 3, figsize=(16,5))\n", "fig.suptitle('WMH Segmentation example')\n", "ax1.imshow(FLAIR_array[slice_,:,:], interpolation='none', cmap='gray')\n", "ax1.set_title(\"Original image\")\n", "ax2.imshow(wmh_mask[slice_,:,:], interpolation='none', cmap='gray')\n", "ax2.set_title(\"WMH mask\")\n", "ax3.imshow(np.add(FLAIR_array[slice_,:,:],wmh_mask[slice_,:,:]*(np.max(FLAIR_array)/2)), interpolation='none', cmap='gray')\n", "ax3.set_title(\"WMH mask regions highlighted\")" ] }, { "cell_type": "markdown", "id": "820e6e34", "metadata": {}, "source": [ "The mask can be saved with a specific file input:" ] }, { "cell_type": "code", "execution_count": 10, "id": "b08a108a", "metadata": {}, "outputs": [], "source": [ "wmh_test.save_segmentation(mask=wmh_mask, outputPath='pmsd/test_your_data_WMH/data_example/4/deepNeuroSeg_res.nii.gz')" ] }, { "cell_type": "markdown", "id": "5310f95f", "metadata": {}, "source": [ "The other possibilty is to run WMH Segmentation only with FLAIR:" ] }, { "cell_type": "code", "execution_count": 11, "id": "90cbb2f0", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:deepNeuroSeg.run_utils:\n", "wget -O /Users/rita/.deepNeuroSeg/pretrained_FLAIR_only/0.h5 --no-check-certificate \"https://onedrive.live.com/download?cid=57A6FFA5FD700FDB&resid=57A6FFA5FD700FDB%21110&authkey=ANvFSyNpSSjh3NQ\"\n", "\n", "INFO:deepNeuroSeg.run_utils:\n", "wget -O /Users/rita/.deepNeuroSeg/pretrained_FLAIR_only/1.h5 --no-check-certificate \"https://onedrive.live.com/download?cid=57A6FFA5FD700FDB&resid=57A6FFA5FD700FDB%21111&authkey=APGrgxpxl_4OBHE\"\n", "\n", "INFO:deepNeuroSeg.run_utils:\n", "wget -O /Users/rita/.deepNeuroSeg/pretrained_FLAIR_only/2.h5 --no-check-certificate \"https://onedrive.live.com/download?cid=57A6FFA5FD700FDB&resid=57A6FFA5FD700FDB%21109&authkey=AONWUbE5llZpbS4\"\n", "\n", "INFO:root:/Users/rita/.deepNeuroSeg/pretrained_FLAIR_only\n", "INFO:root:------------------------------\n", "INFO:root:Predicting masks on test data...\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "/Users/rita/.deepNeuroSeg/pretrained_FLAIR_only/0.h5\n", "48/48 [==============================] - 16s 306ms/step\n", "48/48 [==============================] - 15s 307ms/step\n", "48/48 [==============================] - 13s 263ms/step\n" ] } ], "source": [ "wmh_test2 = SegmentationFactory.create_segmenter(SegmentationType.WMH,\n", " FLAIR_path=wmh_test_flair)\n", "wmh_mask2 = wmh_test2.perform_segmentation()" ] }, { "cell_type": "markdown", "id": "93ff0a74", "metadata": {}, "source": [ "The model for FLAIR WMH Segmentation is now downloaded to your computer:" ] }, { "cell_type": "code", "execution_count": 12, "id": "3898750c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[36mpretrained_FLAIR_T1\u001b[m\u001b[m \u001b[1m\u001b[36mpretrained_FLAIR_only\u001b[m\u001b[m\r\n" ] } ], "source": [ "!ls ~/.deepNeuroSeg" ] }, { "cell_type": "code", "execution_count": 13, "id": "21bc39a2", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'WMH masks difference')" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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GmG8W733SGPN/De5RVWPMY8aYiYtt7wp5I4A9AH4KwPdf7r3UWjsP4C+xca1dwCXm+BFjzDljzE8P7rVzxpgfE++PG2M+MLjffgnAzVd4fLDWftRa+4cAZi+5sHIt0HuV3qteCa7lvWrv4H6zaow5boz5cfHez5v+Z7b3DY7vGWPMa0dsY8b0XYjj4rX7B/Mfv/zDVHYQeu8T976L3a9GrPftg3th2RjzKwCMeM85Ao0xLwE4AuCDpu8I/D0A7wHwDwc/f5u5yDOY2Xjm/BvGmDMAPj54/a8P7rtrxpi/NMYcEvu3xpifNH1nV8kY86vGGDm+Hxf37GeNMfcPXt/0nrxbUEFo+/LNAHwAfyJftNbWAPw5gG8XL78LwB8DKAD4Hbm8MeZOAP8ZwLvR/w89D2DfJfb9BgC3AXgzgJ81xtwxeL0H4P8EMAHgocH7//vLOyzH6wAcAzAO4HcB/D76H4yOoi92/YrZsBnX0b8pFwB8B4C/ZYz5rss8vr8L4LsAvAnAXvSV/l+9wjErCqy1bQBfBPDw4KWHAXwawGdCr30qtOqfAXjYGFMY/Mf/RgDvf4WG9VfQvyfcCuCdAD4M4J8AmET//wH5n9+HAdwCYArAVzF8z/jvAH7CWpsF8CoM/oOWGGN+FsCPAniTtXYzi/TrALyE/r3i5wD8idkQYhcBvANADsCPAfh3/E8bwE8DODcY9/TgGOzgg8sHATyJ/u/3mwH8H8aYtw7W+zn0hYubAbwV/Q8lIxmM40MA/iP6959/C+BD8mECwA8OxjYFIAFg5Aeuq+Q96B/THw5+vty/1u9H/6+Wxy+y2MXmGABmsHGv/BsAflV8GP1VAE3076d/ffClbEP0XqX3qleIa3mv+n3053EvgO8F8C+NMd8q3v/OwTIFAB8A8CvhDQyEp0+i/wdT8sMAft9a27mcsSo7C733XXDvG3m/GrHeBPrPnf9/9O+JLwF4/aiDsdbeDOAMBo5Aa+0PDMb5rwc/fxSX9wz2JgB3AHirMeZdg7F9z2Csnwbwe6Hl34H+8+I96P/Ov3Uw9r8K4OfRf17MoX/vWLmMe/KuQAWh7csEgGVrbXfEe3OD98nnrbV/Zq1dt9YGoWW/F8AHrbWfGdwgfxYjbgIh/rm1NrDWPon+L9CrAcBa+xVr7Restd2BW+n/Rf8X+Uo4aa39DWttD8AfADgA4BestS1r7WMA2uiLQ7DWftJa+9Tg+I6hf3Pgfi91fD8J4J9aa89Za1vo3yy+16g1Ubk6HsfGh4o3ov+f1qdDrz0eWqeJ/n9Kf23w9YHBa2H+4+AvHyVjTAnAo5cxnv9krV2w1p4fjOOL1tqvWWubAP4Ufds+AMBa+z+stVXx+/BqY0x+8HYHwJ3GmJy1ds1a+1WxD2OM+bcA3gLgW6y1SxcZzyKAfz9wNv4B+n+V+47B/j9krX3J9nkcwGPozxf3vwfAocG6nx5Yjx8AMGmt/QVrbdtaewLAfwXw/YP1vg/AL1prV621Z9F/gNqM7wDworX2fw7uZb8H4BsYfsj5DWvtC4P76R/iIn/hBrBXni9jzPddZFkAgDEmBeCvAvjdwQPLH+PSpRh/ZoypAjiL/vz+3GYLXmKOgf48/8Jgjv8cQA3AbaZvpf8rAH7WWlu31j4NQLPftjd6r9J7FdlS9ypjzAH0Hzb/kbW2aa39OoD/Ftr+Z6y1fz74rPg/Mfg8OoLfwoZzPgrgBwbLK7sXvfdt3Ps2u1+FeTuAZ6y1fzz4ff/3AOYv49g243KewX5+8HkjGCz/r6y1z9n+8++/BHCvdAkB+CVrbcn2y9I/gY173t9EX4x6YnDPPm6tPY1L35N3BSoIbV+WAUxsIlzsGbxPzl5kO3vl+9baBoCVS+xb/vI3AGQAwBhz68ByOG/65Wn/EsPC1MthQXwfDMYWfo37fZ0x5hMDq18Z/RsG93up4zsE4E/FTfs59J1O01c4bkUB+n9VesPgL7iT1toXAXwO/Zr1MfT/ahP+yxPQtx7/CC5uQ/4pa22BX+j/NeRShH93Nvtdihpjfmlg360AODVYhr9PfwX9DwSnjTGPG2MeEtspoB8Y+K+steVLjOd86MPGafR/V2GMeZsx5gumb1suDfbH/f/f6P81+THTL9H4x4PXDyH0MIP+X5H4ezx0HxjsbzP2jnj/NIadhSPvgZswK8+X7ZdIXYrvBtBF3+0J9P+q9jZjzORF1vku2/+L4CMAbsdF7r2XmGMAWLHDf2zgMU4CiOHy51LZ+ui96uLoveriXMt71V4Aq9baqnjtUsfnb/K5+P3oPyTfhL4Lo2yt/dJFxqjsfPTet8Fm96sw4Wcqi4s/Y16Ky3kGOxta/j+I5VfRL1m7nHveAfQdTaPGcLF78q5ABaHty+cBtNC3zTlMv4zqbQA+Jl6+mONnDoCrnTfGJNG3Hl8J/wX9v07dYq3Nof8LZS6+yivC76Kv0h+w1uYB/JrY76WO7yyAt4U+BPkDhV5RrpTPo19y8+MAPgsA1toK+lkpP47+B++TI9b7NPqC7jT61uXrzQ+iX2L6beiP//DgdQMAg7+svAt9m/KfYaNEAOhbfd8B4DeMMSMtxIJ9xhh5bzgIYNYY4wH4XwD+DYDpwQepPxf7r1prf9paewR9u+/fM/1Mj7Pouwrl73HWWvv2wfbn0P8wIPe3GbPof0CQHARwPe8J70H/Q8wZY8w8gD9CP+/gBy+14sCp8Jvoz+EFXGqOL8ES+g9/lzuXytZH71UXR+9VF+ea3avQP74xY0xWvHZFxzdwWfwh+i6hH4a6gxS997l730XuV2GG7k+De+OBEctdLpfzDGZDy/9EaPmktfZzl7mvUZmHl7on7wpUENqmDJTdfw7gPxlj/jfTb314GP1f/HO4/P/s/hjAO00/mDCBvl3vSkWcLIAKgJox5nYAf+sKt3Ml+1211jaNMQ9i+IPIpY7v1wD8Iu2GxphJ069RVZQrZmBt/TKAv4f+hwfymcFro/7qxL+2vBPAd25i173WZNEXmlcApNB3+QEAjDEJY8y7jTH5gVW4AmBdrmyt/ST6eV1/Mvhd3IwpAD81uG/9VfTrw/8c/YwLDwPhwRjzNvStzRzDO4wxRwcfQsro/yVpHcCXAFSNMf/I9ENZo8aYVxljGMj6hwB+xhhTNP3cir97kbH9OYBbjTE/aIyJGWP+GoA7cXmW75dLxBjjiy/PGMMa9negb3W+F/0yiF/G5XXwAfo27m83xowqn7joHF8M2y/L+BMAP2+MSZl+RtumGSeXYnCefPRdR5wLDXm9jui9Su9Vl8l1v1fZfsnc5wD8q8E+70E/0+y3w8teJu9DPzflO6GC0K5H730b976L3K/CfAjAXcaY7zF9J95PoZ85eKW83GewX0P//njXYPn84L58Ofw3AH/fGPMa0+foYL+XuifvClQQ2sZYa/81+i6cf4P+L/0X0Vc632z7tZiXs41n0P/A8fvoK7819Gu6L2v9EH8ffTGmin795R9cwTauhP8dwC+Yfk36z0Ko4ZdxfP8BfXfRY4P1v4B+iKSiXC2Po/8wIf+C9OnBayM/aAD9a3Zw3d4I3oe+Jf88gGfR/32Q/DCAU6ZvU/5J9D9UDGGt/Qj6QcMfNMNBxZIvoh+IuAzgFwF8r7V2ZVAa8FPo/w6voX8/+YBY7xYAH0X/9/jzAP6ztfYTA6GCDyUnB9v9b+j/9Qzoi+enB+89hos8DFhrVwbb+mn0P3D9QwDvsNYub7bOVfAD6FvB+fUS+nP8dWvtY9baeX6hnyVyjzHmVZfaqO3nArwP/fth+L1LzfGl+DvoOwLm0f/r/m+8jHXD/DD6x/1f0M9rCND/v0O5vui9Su9Vl+K636vEfg+j79r4UwA/Z/thtC8ba+1n0X/I/artZ4coit77+ve+kferEesto58Z9kvo33NuwcBddYW8rGcwa+2foi84//7g+J5Gvyrmklhr/wj9e/jvov+c+mcAxi7jnrwrMDdG3FS2KqZfclZCv+xrlFVyW7PTj09RFEVRFEW5EGPMx9EPwP5vN3osiqIoWwV1CCkwxrxzYP9Po+82egobIWXbnp1+fIqiKIqiKMrmDEpA7sf1c68riqJsC66ZIDTItXneGHPcbJ5WrmwN3oW+HXcWffvf99+guthrxU4/PuUi6L1IUZStgN6LFOXGYIz5LfRLYv4PO9y1bFei9yJFUSTXpGTMGBMF8AL6rR3PAXgCwA9Ya599xXemKIqyCXovUhRlK6D3IkVRtgJ6L1IUJcy1cgg9COC4tfaEtbaNfqCvdm5SFOV6o/ciRVG2AnovUhRlK6D3IkVRhohdo+3uQ7/bFTmHi6SGG2O0fOc6YozB9aqYGrWvzfYffv1iP1/PY1BeFsvW2skbPQiB3osUZXei9yJFUbYC2/peBOj9SFF2CtZaM+r1ayUIXRJjzHsBvPdG7Z/E43F0u11Eo1Gsr6/DmP48RSIRRKNRdDodRKNRAH0Rot1uIxqNIhKJYH19Hevr67DWIhKJwFp7wfeXK1pEIhEYY9z2jDFuLOHlrLXo9XpuHNxHr9dz4+71em4deVzr6+vuWMLb53KbiTXye3mscmzcTiwWQ6fTged5aLfbSCQSboxyHByzMQbRaNQdG/eRSCTcnITPDwB0u92hMXDs3CbXk+9HIhHE43F0Oh0YY5BIJGCtRafTcXPPccViMfR6vaFtcO64jDxfkUgEnU5n6Brg9cPjCsP1N3t9mwlf266V61a5FymK8oqi9yJFUbYC2+5eBOj9SFF2E9dKEDoP4ID4ef/gNYe19tcB/DpwbZRn+YAdiUScgNLr9RCL9Q+71+uh1+sNiTfxeNwJAFyH2+KDvtwe90UxgNsbHONFH+iluMH9c1sUMiiSrK+vIxKJoNvtunUpUnA9jqfdbrttyH95LPyZAgtfk+KSnD85LooaFEu63S7i8fjQMbTbbXS7XSQSCSe4cdw8Jm4/nU7DWotWq+XEIjk+inVSgOK4u90uYrHYkIjGnzlf3Be3QdGn3W67cym/57qcy/X1dSceETkHFKM4PopM3D+3EZ5feZyjvg9fJ2F3FLcrhb3wHPFa5rb5+ssRKncAN/xepCiKAr0XKYqyNbjkvQjQ+5Gi7CauVYbQEwBuMcbcZIxJAPh+AB+4RvsaiRRlKDTwQb7b7Q65UOLxuHuwpgARdqbw4ZsihRQPut2uE5C47bBYs9kYpYMl/JDOfQBALBYbEjikACS3IUWCeDzulqdzhctwm2FBiPsFhoUuKUbIcXH/zWZzSHyIxWJotVoIgsDNTa/Xc24cCmpBEKDVajknDdcFAM/zEIvFLnD5cD7pOgKAaDSKeDzufua6dPFQcKJ4FXYVxWIxxONxN3/xeNzNjzyfUtDi+ef70mHFfUgHUdg1Nkrk2cwdJoUcKTDJ44jH40gkEohEIkPXL68TKSbuIm74vUhRFAV6L1IUZWug9yJFUYa4Jg4ha23XGPN3APwlgCiA/2GtfeZa7OtSSJeGFDikE4Tfk263OyS4UFDiA3g8Hh9y7QCjS5UkYVGDSEEmXHLG97iedOGM2oYsSZJCGI9fzgnfCzuGuG5Y9JH7AuDK6ejI4XYoqEUiEef+6XQ6bluy5I7leCwxC4+X54fOLil+yJ9lORnXa7VaTkCToggdPDxP8li4zfX19aHyMemIogAo5537pXglz3lYEAxfG2FXUFisGbVs+LoMu5M4TopyUuSSDrbdwFa6FymKsnvRe5GiKFsBvRcpihLmmrSdf9mDuIZWRD74S7FhsE/nDqKQIUu4gA1hhNBJIt0aMmuGbhEpEoxyeowax8XGLgUPuV0pHHF8AIZELvkaxY6wuMJ9sAQsLBBJ55Aci3T1mEEWD10/6XQarVYLzWbT5QkBfVePFC7a7bYryQqLUFwvmUw6Vxa3w7nhmClORaPRIQdX2G3DY6NbiSVjfC0s4Mh5k6KfFN+4H1lGKF1YvE7kubscUShcciidWyx9TCQSzn3FYw1nGPE6HuVSugZ8xVr72mu18WuN2qIVZceg9yJFUbYC2/peBOj9SFF2CnarhUpfa6TzZVTZFl8Luz34ngx5Drtu5AM5MCyUUBCgM4WOmc2cGZd6MA8LWeEHe3ksFGh4TKPcKmEHknTfUKjhMXB/FFik6OB5Hnq9HtrtNoC+8NFsNt226/W6E2nksVM0WV9fR7vdHhLVpCDHdehykaVYnFOg7ziSwg+FPQpbMjcqXFYnv5cZTRSZpBAkBRbOU9ilxOtBCjssJwu7vja7Bka5icLnm9vr9XrodDpDWUrSCRQW2PizzKJSFEVRFEVRFEVRdifXKkPohiOdIGFhRJZpARsP4XTdMJuGIoVcPpwhJMUgZtBwPzJIObyfsCgwKtdlVMkWM4q4DzmOsMMJ2MgeCpegcVnOjxSzwk4SOlGY0WOMcSJNIpEYElc4B57nuSwmZhnJTm5088TjcZfXI+cuXH7FY5JOm3AZHo9FClcALnDtcB8sLZPCDjOGuA5fb7fbbvuca5mtxO+ZJ8V9hF0+fH3U9cBtjrou5DLhc0gRkE4hWQ4o9ymFLUVRFEVRFEVRFGV3s2MFIeBCtwWw8eAuA3+l80K6S8LtxqWwwmVl9ynuJ+wKCQs7UhAIlwttdhxSMJBh0RwX98F9S+FAunO4PR6HDCamk0aWP3FZdgoLz+P6+rorFYtGo678qtPpwPd9Nz9S+GGmEMfGn8OCVngZoC9++L7vhBuWfXH/MjdIijcc+6iyMHl+5TmVTqVoNIp0Ou1KtGQnM54/OafynMpSL3kNhAUaKcTJZcP7kNsKn295LcjtyGMZJTQqiqIoiqIoiqIou4sdLQhtVqI1ShiQD9PhcOZR26ToQKfLqBb0UpiQos5mY7vUsUinSThzR5aAyWOSQksikRjqQgVsiGDMQWIZWFi84Ng5N3SlcA5YhkS3jRSHNnPAyHK1cHA2v5cuGL7OzmQUiyhi0bnFL9/3LxCaKEqxRI7nj+NjCRyPk2IXX5PHTxeTFN5kdpHsRjZKiAkLRVyG65CLhZHLeZVh4aPgfI8SwxRFURRFURRFUZTdxY7NEAKGW89LwUSWR43K3ZEP6rKUST64y05lFBooJgC4oGxn1IP65YhCXJ/iA8cmHTEsU5LjDjtkOAYei3Q2yWU5NxSHGL5MIUEGTDMMOggCV/5FoY3ZNhxPWHijeEORYlRbeXksYWErPH8cJ9/vdrsuo8ha60rZZP4OrwXOL2HQOAUjjqHZbA45r+Lx+JAQFR4zxxgW1+T3shxRrjMK6Q6SHfLkfmWguHTBSTbrIKcoiqIoiqIoiqLsHna0IBR2QrAMjCIQRQ+WE8nSMWDDlRLutkVxge9RdIlGo67duSzRuRJHhhRR+LMse+I4pehDR4o8RjlGWT5FMUbmIXH7UryR3dMo+gBwbdkpDNEtFA6flmV4nEPpNhrVKU2KWFIIkqIYtynFOtmxLOxyCjuQeL5liRy3Ey4H47bCQoosoQsHY0v3k9y/PJ883lH5TqOEozBht09YuNysdPFiLiJFURRFURRFURRld7CjBSFg2K0hQ4350M8HcdkJTJaVURQBNro7UQjgg3a73XbiBEUZCi3hh/uXQ9hlQuFFZh9RsOG4mNUTdg1J0Ufm4MgyIzp8uFzYHcX9djqdoXwhBkwzg0h2ueK6suyKc55IJJxIJ5FZRhwXxS/Od7gUTDqNpKjCzCIKYrLMLezM4fmTglqv13MiEwVEuWw4D0oKMPy6mMgj9y/ZTEgata4U8OS/6gRSFEVRFEVRFEVRNmNHC0JhV4UUNyh6yJ+le4UiQjj7Rea28IFclulwGfkwHhYDLlckkhlERIpEMvsmXB4n3SoUMrg8y8VGuUu4XbktHo8USuSyDIX2fX/IhcU5lG3ipXDCcYRFDels4vakyCZL/mTwNIUjCko8bs/z3Bi5bTmm8JzL/XM76+vraLfbQ7lAsuyO63DeOZ9SuAoTfm+UuBR+b9TP4dKz8DmVgtvVCJSKoiiKoiiKoijKzmHHhkpv9uBLEUO2F5ciT6/XGxIqpGjAh3SKBRSRwsKPzMQJix3hkqxR46YQxQwfWd7G8YY7T8mxUrwIO0ToMpJt1Tke2UodwFCreABDrijZ2pxjiMViaDabLlhaOqs4r1xnVLZT2FEju6MRGdgss39kOZzsPCbLzrgMhRvuU55/ijzcL8WsIAgQiUTgeZ4rs5OB0jwWed7ktSXnf9T1GL5ONjv+zZDnkOJkuNOZ3N+VlDAqiqIoiqIoiqIoO4sd6xCSIgcdIXyIp4OELdNlN6ywyBN+UJffSyeJdAVxn1IskO+PCg+mYCGzbqTAwAf9VCrl3E3yWGSpE500dLTIAGIpjsjyKmDYSSIzdaRINar71ag8IOlsGiXOjQo75pxIp40UiqSAFM5HCgtUkUjE5TlxjihK8dxzTmKxmCu3k8dF1xHHK+eEXdnkcvI6GjW2UTlE4WOX83IpN8+oHKJwkPQoUVBRFEVRFEVRFEVRdqwgJDNnwoKHLAmTHaJk2ZgUY8IP6FJUka6Xzcq75JjCjhHp5pD7Dztmut2uK32SGTztdtsFYycSCayvr8PzPHe83B87b0n3khRFKEZwTkhYUJCCD4UgLiePX3bACosQo1wxYTFtlKAkRQ8pxMl55TIUzKSjS45NnldZhsY5o1jG11hyxv3QgSXPLZflOMJi0KhrIsyoubkUUhy7WJmZoiiKoiiKoiiKopAdKwjJ8ic+8MtAYwAu/0Z2xpJB06O2yX+lWHSph/1RrhG5rbAoRKTziMt5nodGowEAbv90uEihJJFIDHURkz/LsGjpGpLuIh5POKQ57FoJC0Fy7GFHlCScexMurZNiULgkL7y/sONGinosXZMd1GQGEbdF95jneeh2u24egiAYKrXj8cgSQ5mTFBbCKNLxepHX1mbzMur7iyHnelQJW3hOFUVRFEVRFEVRFGXHCkIUPaRDRD4g8wEdwJCrA9goD5KOEb4vRQlZWhRmVInYqFInidy/dM6wtXun00G9Xh8SkbgP3/fdWK3d6PzFfbVaLVcyFRYNwuVqo0SJsGMlLDDIMY0SbcI5SqOWGbWcHAfHEO7aFR6bLB/juZTlWxR/+MXMKIo5rVbL5TZR0JHOKlkaF850YgmavKZkS3ou93Jbv8v5kAKYvIbCXfRGzc3LcR4piqIoiqIoiqIoO5cdKwjJtu9SiAFwQZkXCWcFhcUKKezw382W5XbC64czeYCNh/pwa3bZ2YsOFClWyfGzlEw6WCStVguJRAKpVArNZnNITJElVeE5CLtZwiVj8jjCXbt4/DJcOVwKtlknNzmezcQoKZqNOo/cn2wVz/nlOCj80EEku4/xNS4/yh0kyxH5mnQg8VyF3WpX49jh8YYzp6QgGBbMJOoUUhRFURRFURRFUXasICTzbcKv89+wwDOq/GuU2MCHcbLZA3Z4G7LESJaO8aE+3Aqd+5Alaiwbo2NIihD8Xrqj2FGt0+m4HJxwds4okSLsRpEuIpZhSXGLy8j55TpyLqTLR5Y1yUwfii+dTmfIXSPHExa8wllCo85F2AUly+S4ben4Mcag1WoBADzPGwr35vhle/vweKRox2OTpYvyOC4m0oQFMOmyuti1qyiKoiiKoiiKoiibsWMFoVF5NyQsGsjyn3BeTVj4GfXgfTE3kfxejikssITFIWbZAH2hiCVhFH8oTjA8OZFIuO1yOVnGRJFFlnYBuMBlwnFKlwszdFhClUgkhgSfsMAkHVjcpxS6ZAmXXCcS2WjVTtGl1+uh3W6j2+0OvRYufeP+5TkaVZ42SkyRQhrHxjI8HjuPiflCssNYu91260r3kMx1kk4sritznEYhXWIU4DgGKZKNcrpd7NpUFEVRFEVRFEVRlB0rCAGXDu0NuzRkmZR0zkhRaFSOy+WOZVQmDtDPO/I8zwkf4Qd97r/T6bhuYew8xrIndhuT4xzVfYvLy7kICycscYpGo0gmk8hkMk4sY56Rtf2cInY3A+C6mHH7zC1KJBKufbskLABRbGE4MwUU3/ed64mCDY+XDh/OBbcrz1M470eWVsnSNzl2Y8wFgeNSZJMinuxSJp1DUuiSr/HY5Lke5fThdsMOJG4nXEbH45U/j0JFIkVRFEVRFEVRFGXHCkKbPfCOylYZVSZFkYLiBN+nCCHdLWFX0cUIZ7zQ5SOdQ9ZaNJtNJBIJxGIxNJvNoZBomYsjvw+7a0YFWIdLp4ANZ008HofneYhGo0gkEkgmk0Ot1DnWXq8Hz/OQyWTc/ilStNttAHBuonDJmDEG+XwesVgMnU7HLS8znprNJtbW1pBKpTAzM4N6vY6VlRUnnFlr3b8cj3QMtdvtoe3KLl8UcaRrR46NIpAsOZRuKSnG0LVDx450R3Gf8Xjc7U86ifiezCaS14dsWT/KZSWvT+DC3KmwW2qUY01RFEVRFEVRFEXZvexYQWgUo3Jn+HAcds3IB+nwAzSFF7muFF3CD/j8Vzo/pCDEcjCuRzdJr9dDEAQXCEfS6SKFFCkOcRzct3SUhEvG4vE4ksmkc/LI0jm+R7GDQs/Y2BgKhQLy+Tympqbg+z6CIHCZOzzGSqWCUqmEbDYLANizZw8ymQw8z0Or1cLc3BxarRbi8TiCIECpVMLy8jISiQQKhQKKxSJWVlaGQp/r9Tri8bhrBc9xsqyNIkuv10O9Xke9XnciycUCqCmoSKcR/+31eojH426snOdIJALP81zeEcUcKc7F4/Gh8jBeC51Oxy0nywX5s+waFhauZCZRuPRslCtsVOaQoiiKoiiKoiiKsnvZ8YLQZqUz4ZyVUS3X6QCRD9qjWrRL101YcJAlSbIki/uXLpNMJoNGo+HCn6PRqMsS6na7SCaTQ0JE2AEiM3Lk/sOv0wHk+77LBKL4QOED6JeoTU1N4Y477kAQBJibm8PMzAxuvfVWZDIZJBIJ3HTTTTh06BCCIMD58+extraGarWKVquFcrmMUqmESCSCqakpAMDBgwfdvg4ePIh77rkHlUoF9XodzWYTpVIJ0WgUnU4HX/3qV7G2toa77roLr371q3H8+HGUy2Wk02nU63Un/gRBMNTOnfMWiUSQSqVQKBTQaDTQaDTQbDYRiUTcupxPHrN0VsmfJRRhEokE2u22ez8SiTjHEgUxlrJReJP5P9I9FT6XUsALZwjJUOtRmUjha1Ge+3DpoqIoiqIoiqIoirI7MVvBKWCMuWaDuJgjIlymNaqMR2b4UAySokxYSBpVhibzZmSwMH9Op9OoVqvI5XKIRCJOuJBZOhRqKDJ0Op0LxhA+rrDo4Ps+ksmkEz8ojMiysFgshng87pw/mUwGU1NTuPXWWzE9PY3x8XHs378fsVgMlUoFQRBgdnYWx48fx8LCAs6fP4+lpSXEYjHUajXMz88jFos5hxDLyCKRCMbHxzE1NYVut4t4PI4jR47g0KFDmJ6eRhAEePLJJ1GtVnHgwAFEIhHU63VYazE3N4fnnnsOS0tLaLVaLntJltFxjiKRCJLJ5FBJWxAEKJfL6HQ6Q8JQOJeHTh9rLTqdzlAWEQDnFOK54DxyX5xfOofC+UWypI/XW9gVdKnrepSLLVwWeZ1dQV+x1r72euzoWnAt70WKolxX9F6kKMpWYFvfiwC9HynKTsFaO9IVsGMdQuGH4LBrhv+GHTXhwGEZUCzfl2VBzIcZlekyKsNFBhTHYjHnGqnVakilUkin007kabVaF7hNuJ9wdo48PilCJZNJlw00qtuX53nwPA+5XA5jY2PwPA9Hjx7F/fffj1KphNnZWdxyyy143eteh6WlJZw7dw7Ly8s4duwYnnzySZw/fx61Wg3dbhdBECAIAie0tNttGGOwtLQEAK60ig4lupJSqRQOHjyIW2+9FTMzM0ilUti7dy/uuusudDodxONxTE9PIxqNYnl5GbfddhtOnjyJ1dVVNJtN1Go1FzRdKpVQKpXQbDadu4rh1NlsFr1eD8lkEqVSCfV6fWSuFIU2KbbEYjFEIhE3Hm6X14IUlLicPF/sGsf3pfDIcyVdQBSIiBT+wqJR2CUmw7AVRVEURVEURVEUJcyOdQhJB0U4VFn+K0tupBggv5eh0gwGli3F6SqiIwUYfnjnQ7rneW5fvu+j0+kgCALk83nXPazX66FWq7n1ZAlTuJxoVGgwjzsej8P3ffi+PyRWsKwpEokgk8m4LKBCoYDp6WkcOXIEBw4cwPT0NAqFAprNJiqVCrrdLubm5vDMM8/g+PHjOH36NE6dOoUgCOB5nmt7T7cOBY5wJhFf4zzRyUOhyPd9pNNp+L6Pqakp3HLLLdi3bx8mJiYwPj6ORCKBbDaLmZkZdDodzM3NAQCCIMBzzz2HtbU1pNNpV+JWKpXQaDRQrVbRbDZhjIHv+85xVKlUUK1W0el0hjqVSWeNDBcPu8bY+S2ZTDqBiGIdHUgU3pgVFQSBcxpRGJRd7cK/k/Iala/J64DndrPud9fx93xb/yVM/wqmKDsGvRcpirIV2Nb3IkDvR4qyU9jMIbSjBSEpzmzmAgkLADIPSIpKRD7wx2IbBiu6MaRjJNyRLJFIDIkMAJyIkEqlXC5Nr9dzr7P8qNFouDHL9aWLhJlEbBXP4GK+zi9276LoMzk5iUOHDmFmZgbj4+PIZDIolUp44YUXcP78eVQqFZw8eRJPP/00zp8/j3a77faby+UwPj6OQqGAbDaLdruNc+fOYXV1FcBGXtHExAQA4NChQzhw4AByuRxarRaWlpacaLOysoKVlRVXQkWhplAoYO/evZiYmIDneZicnMQdd9zhBKL9+/cDAJ555hlYa3H33XcjEongy1/+Mp555hkn2tRqNZw9exaVSsXNM7OLKpXKUH6TvE5kwDMFLrkcHU48591u110brVbLhXVHIhG0Wi0nPNFhxo5oUpQclflzsbLHsDBEF1r42r4ObOsPPvqhR1F2DHovUhRlK7Ct70WA3o8UZaew6wQhPpBLVw1/Bjbar8sAYJkNxJ9lvo50C/Ehm52iwiHPFIeYj8P15VhkhowUHAC4NvPhdubctzw2jollWCzF6nQ68H0fhULBuWLy+TwOHz6MgwcPIpvNIh6PI5VKYWxsDLlcDtVqFc888wyeeuopHD9+HGfPnkW9XnfiBfOFcrmcK28rFos4fPgw9u3bBwB48cUX8fWvfx3z8/NIJBLI5/M4cuQIAODBBx/EzTff7EquarUalpeXUa1WEQQBlpeXsby87DqWra2tYWlpyQlwzWYTADAxMYFCoYBkMonp6Wns2bMHxWIR4+Pj2LdvH9LpNCqVCjqdDtLpNNrtNiqVCpaXl/HEE0/gq1/9qpszCkGtVgulUgmtVsvNuRQWN3N/yRyiUY40OsiAvqOI88jrhcLhyxFuRpUj8rqTuVOydOw65Qlt6w8++qFHUXYMei9SFGUrsK3vRYDejxRlp7BrM4QIBSI+eFNEoRslHPosBaNw+dlmD9V84JYOEQpK/JedwoIgcOskEgkAfbdQNBpFEATwfd85caTYJAUnrmuthed5SKfTAIZzeqampjAxMYF0Oo3JyUkcPHjQCSme56HX62F+fh5PPPEESqUSyuUyTp8+jdnZWVcCF4/HkclkMD09jenpaeRyuaEvvlav11Gr1bBnzx50Oh3k83kYY1AsFrF3714AgO/7aLVaaDabzhmTz+dhrUUymcTRo0fRarWwuroKYwyq1arrLhaJRFAulzE3N4fl5WWsrKwAAL72ta8hkUigWCxibGwM09PTuPnmm3H48GFMTU0hFos5IWx9fR0HDhzA+Pg4jh075lras1wtn89jbW0NrVbLubOkE4jXgTHGOa4oILFMj2KS53lDgdScTynQUCAKdxy73GtcilQUD7vd7gVOtFHOI0VRFEVRFEVRFGX3smMdQjLwGdhw54x6+Jbum7AIxHIvItuIs6SLTgwKTdwu36MDJBaLuUyfWq025ACy1jpBSLZ9p7BAx48cO8eWSqWQy+VgjEGr1QIAZDIZTE5OurKw6elpzMzMIJ/Po9frYWFhAbOzs5ifn8fi4iLm5+exurqKTqeDZDKJbDaLQqGAsbEx12I+Ho+j1WqhXq/D932kUinEYjEUCgWkUilEIhEniKytrWF1dRWrq6vI5/O46667AACe56FWq6FYLCKbzbpjrtVqWF1dhed58H0fzWYTQRC40iwKbI1GA6urq1hcXMTa2hpqtRoajYbLAjLGYGxszDmIotEofN/Hvffei4ceegj79u1DJBLB4uIivvGNb+DFF1/Eiy++iOeffx7dbhfpdNqVrzFziIIezzHdSlJEZGA0rzuWCDIsXLq/ZEt4WXoWdiCNyg0iUiiU70nBkq4z6Qzi2NgZ7Rqwrf8Spn8FU5Qdg96LFEXZCmzrexGg9yNF2SnsupKx8MOz7OAkRR7pAOGyhMvxYZ+OEa7HbbB1O8UNAM6lQZGGZUXS2cOHd7p5pFAgW8vzeGSgMcvX0um0CzT2PA/FYhHpdBp79+7FoUOHXMv1ZDLpMnvm5+dx8uRJzM3NoVqtunUzmQyy2SympqYwPT2NfD6PZDIJYwyazSZWVlZw9uxZ1w0NAEqlkstAovCUy+Wwvr6OZrPpun0dOHAAALBv3z7nmMnlcuh2uyiXy2i1Ws45RPEkm80in88jnU47MSoIAtedrdFoYGFhAaVSCUEQoFQqOSGHIdFAP2B7fHwcd9xxB+666y5MT08jmUxiZmYGY2Nj+PrXv44//uM/xvPPPw/f9xGPx11r+mq1OnS+ZbewWCzmXGMUgqRwJ9vOy7Iwz/OcKymcbTUq12qz0HO+FxY0ea2Nysficch1XmG29Qcf/dCjKDsGvRcpirIV2Nb3IkDvR4qyU9h1gpB0R4zqMMZSKJkVw/fkOrLtPLtFhUt1GBhMR0kikXDdyGRJGrfXbreRy+UQjUbRbDad44QBxBQ7pLtDCgPMiclkMk4M6vV6mJiYwK233orbbrsN09PTrgV7tVp1Ys65c+dQKpXcHCUSCeRyOZe/Mzk5iUwmg26367pzcRtsLe95HuLxONrttsvf6fV6aLfbrnsZw6Y7nQ6ef/551Ot1AMD999+PvXv3olKpIAgC15mMc0QBi1250um0OwfdbhfNZhO5XA7ZbNbNbbfbRb1eRxAE6Ha7aLVabrwsTWP2UKFQwP79+zE1NYXbb78djzzyCPL5PB5//HE89thjOHfuHFqtlhNParUayuXykPNGuoGi0eiQUEjxjNeIFGYYKk5BLCzmhMsDpYjJbfOao6hD15Hs7EYxinMmy8ZkKeQ1Ylt/8NEPPYqyY9B7kaIoW4FtfS8C9H6kKDuFXScIUewBNoQg6QRiBoxs/S1zesLBzdwOH9Tp6JGdwRgg3Gg0kE6nh1w+FA8oCjQaDSQSCbRaraGuVSxNotDBdaVIRREnFouh3W4jHo9jZmYGR44cwa233oqJiQmsrKzg6aefdo6ecrmMUqmESCSCbDaLTCbjcoH27t2LTCYDa60rCavX61hZWcHa2pprJd9qtZwDhSIU54DlcNZalEolWGtRLBbR7XZRrVadc4oh1p1OB9lsFrlcDvF43HXbosBEcScWiyEej6NQKLhleW4Zdp3NZofKtCjmdDod1Go1116+VCoNiSpHjhzBN33TN+Huu+9GsVjE6dOn8alPfQrf+MY3nOjSbDadKEanF8clzz9flxlVsqtcu90eus5kS/qwK022npduoHApGbfNgOqwm4jzEA5Wv1h7+leAbf3BRz/0KMqOQe9FiqJsBbb1vQjQ+5Gi7BR2Xag0sBHoLLt68cGaggG7gPGhmQIEXRx0sBApHFHsYTCw7EbW6/WQyWSGMmIoANRqNeci4r5ljlC4g5QMvfY8z4lBrVYLvu/jyJEjuO+++3D77bej3W7j2WefxZNPPonTp0+jXC47ASOdTiOfz2NsbMx1CpuYmEAsFkOtVsPa2hoWFhbQaDSGcpOkmNXtdp24QVfK+Pg4isWiC1GenJzE2toaGo2GKwPj3OTzeayvr6NYLGJiYsJlDlFMW19fR6PRcOuur69jfHwc6XQa2WzWbYfiGd1CdAJRdKFzJ5FIYGZmBsYYVwI2Pz+P2dlZnD9/Hp/+9KfxxS9+EW9+85vxpje9CbFYDPV6HWfOnEEQBIjFYigWizDGYHV1dajMj6IirwWKhBTq2GKeji4Abj3ZeQwYLVoSYwx833fH3m633TZ5XcjsKikmhsvNNtuHoiiKoiiKoiiKsrvYsYKQfOilEwjYyFOR7gz58MyH61gs5gQjGcjLB2yWRzFsmQJTPB5Hs9l0ZTsUjdrtNtLpNIIgcLk8cvvhh3a+Jh/4mRmUSCTcvo4cOYI3vOENOHr0KCqVCo4dO4Yvf/nLOHPmDNrttgtVLhQKmJiYcK6cVCqFbrfrWryXSiUsLy875xLb12cyGTcWilmNRsOVxBWLRczMzLjuYXQGZbNZl+/D9zgPuVwOe/fuRa/XQ6PRcOeGAdUs92NeEAWsTqeDarWKeDzuhDtrrSsX42vh3Cff95HNZjExMYFSqQTP8wAA5XLZCT+NRgMTExN46KGHEI/H8cEPfhAvvPCCKwnM5/NotVouDFxeYxQJKRxy3oF+iDZfp1gjc6DChIOkeV1wLgAMhVNzWQpNzCsKZ04BGMq3UhRFURRFURRFUXY3O1YQ4oMyXUEyB4gdoqLRqHtYl0KPMcZ1zZL5P3SHJBIJ1x6eBEEAz/Oc2ESHCHNe6B7JZDIuO4cP6OEx8HsAQ+3r8/k8YrEYms0mUqkU7rzzTjzyyCM4fPgwjh8/jscffxzPPfcc1tbWXIv7ZDKJQqGAffv2oVAoODdLtVp13bRKpZIr1UqlUi5MmiIU54BZPXQGFYtFFItFJ8pQNGLI9NjYmFuHx5HNZjE2NjZUJkdkWVk6nUatVkMsFkMmk3GuK9ndC+h3HWMXMOYaUfDgOWw0GvB9H+Pj40gmk85tdOrUKSwvL6PX6+H48eP4gz/4A2QyGXzTN30TxsfH8ZGPfARPPPEE1tbW4HkexsfH3bFK19Yo0ZBjkuIO3WgMpg5fW/Ia47UXdrXxmqA7CACazaY7JxxDuHNZuMueuoQURVEURVEURVF2NztWEKIAMcqVEc5TkXks/DkIAifUhJ0c3W7XPYDzYZyvy45j0m1EAYAii3QG0a0kxQC6i/hwn8lkkE6nnShy22234fWvfz2KxSK+8IUv4HOf+xxeeuklVKtVVyY1NjbmBCF2/lpdXXXt2tnaPQgCJBIJTE1NIZvNuu5ZMvBZClMM5GYAtJwPCkjNZhOe5yGVSmFxcdGJPePj4/A8z3UC47xx27FYDJ7nIZlMOicPy9Rklo4MApfiXrPZdKIRs4zoeMrlcvB9H57nYWxsDJOTkzh+/DjOnj2LpaUlPPPMM3jf+96HbreL173udcjn8/A8Dx/96EfRaDSQSqWcKFSpVNwcsTSRY+Pr3W7XtZ7nHFJAAjAk+FBE4rLhUGoKTHI9WRrG1+W5k2yFrDBFURRFURRFURRl67BjBaFwJosM2AUwJNaw3IsP5yzHYmlOuH03H87ZZr7b7TqhgQ/pzHxh1g4DpIMggO/7AODKnAC4LBqKHXy47/V6rkys2WxifHwcr3nNa3Dbbbeh0Wjg/e9/P5588kksLy/DWotkMonp6Wns378fY2NjzplUKpWwtLSEWq2GarXqXEqJRAJjY2OujIxzFg6M5v4plPm+PyRQcHm6Zvga1yUyS0cKcXJ5lnmxgxoFIZ4DhjfLDlw8JzKUmeeVcz07O+uON5FIIJ1O4+jRo8jn83juuedw+vRpHDt2DJ1OB3Nzc3j44Yfx9re/HQDw2GOPoVarIZVKYXp6GvF4HGtra0NOG9m5i/MmyxE5bh6HdOpwXka1mafrTJaMye3J8jiKUxLpQlJnkKIoiqIoiqIoigIAF4aYKIqiKIqiKIqiKIqiKDuaHesQYglPOEyaThY6Kei8oHuIwcTNZtO5NejioTODriL+y+2zxIqvcx/S1RKJRFxAMHNxuL4cAwDXtjybzbpSszvuuAN333036vU6Pv3pT+PYsWNoNpuIRqMoFAo4cOCAK/3yPA+dTgcrKys4d+4cyuWyc/hEIhFkMhmXqeN53lD5UTjQGuhnHdVqNUQiEaRSKddVjC3o5XxwTuVx83U6sejqoZOK63MuZNkfS9LCbi26griO3L90zDAMm23p6dIqFAqYmppCPp+H7/s4ceIEvva1r2F5eRkLCwt45zvfie/5nu9BPB7HBz7wAdTrdWSzWeTzeZcnxPmX46I7KBwAzZBq2Z6e5yPcKp5lY8CGcwjA0FzIErVRLi2WlnEb8XjcBXwriqIoiqIoiqIou5cdKwjxYRjAUPkNO4MBcA/GDH3mcjL/JxzQyy5WfIin4EMxgu+zjXoymUS9Xken03EZMTIviA/sFEQoEFEMYfYPALzxjW/E61//eiwuLuJjH/sYnnvuObRaLSQSCYyPj+PQoUPYv38/stksWq0WFhYWMDs7i1qt5vJ1OO5sNus6iUnRgGPheDzPQywWQxAEriMZu36xjCxcssSwaApCPG4ihQ7ui8uydI6dujiXsosWS/XC2+T54znjuLgOA52bzeaQGDM5OYmJiQnE43EEQYAzZ85gdnYWjz76KKrVKn7gB34A73jHO9BsNvHhD38Y5XIZyWQSxWIR8XgcKysrQ2VaMryZYlg40JkCUTQadcKa3IYsHZPh1TxH3I8Uybgez4XcD+l0OhoqrSiKoiiKoiiKouxcQYiOGmA4WFpm/9CpQREE6D9Qe57nnCUMgwbgXD0UbiikJBKJodDoVqvlhBrf94c6RnU6Hfewboy5oMOYdIFMTEzA8zyUSiXcc889+NZv/Vbkcjl87GMfw9e//nX0ej2kUilMTk7itttuw8GDB2GMQblcxurqKubn57G0tOQCmZmTlE6n4fu+c0dRWKGbh8fNPB9rLcrlMsrlMjzPc2ISsOF8oRjE+eT3UpQB4MQimd8ktyPfCzu0pJBE2Ore8zzE4/EhsUQ6nihM8Zqo1+tO2IvFYigWi5iamsKrX/1qRCIRLC0toV6v47HHHkO5XMZ73vMefO/3fi9isRg+8pGPoFarIZFIIJVKodvtolqtDmVK8XsZFk3xkOIjO6L5vo8gCFyXNJkDxHkIh2hzzrgtZiVJkVG6jsKZS4qiKIqiKIqiKMruZscKQnz4lQ/DUhiiC4ilSbLTV7PZdGIRt8FtdrvdIQcMRYhoNIpGo+F+5gM/l5UCCgUCCjR8HdhwIRWLRWQyGaysrGBiYgIPP/wwUqkUPvKRj+Dxxx9Ho9FAoVDA3r17ceedd+Lo0aOIRCJYXFzE8vIyVlZW0G63kU6nnUjF8cbjcSeyUPiRYdsUvRKJBGKxGMrlMkqlEgBgYmIChULBlb41m023XelO4bYpjFDg4PIUkGTr9VarBWMM0un00DZY6sR5CpeLNRoNN255HJxr6RqSneOkS6vdbiOfz+PIkSNOSKpWq6jVavj4xz+OWCyGn/iJn8AP//APo1Ao4IMf/CDm5+fh+z4KhQKi0ShWV1eHyuMo1EghsdvtOrGQBEHg5iIejw85ruR1KcvuZJc6AEOt7OV1L8+pnDtFURRFURRFURRld7NjBaHwA7PMYKE4IHN8KPBQoKFoQucFAPczXTPAcGcpPrDLh3suw85ldMUwBwaAG8v6+jo8z0Mmk0Eul0O1WkWn08Edd9yBQqGAT3ziE/izP/szrK6uYnJyEgcPHsTtt9+Offv2wVqL+fl5zM7OYmlpyXURY4kcj1W2eJdCiRQxOHdch9lBxWLRuZbq9Tra7fZQaRTnjQILHUcU4jgX3D7PBXOF2E0skUggHo8jlUo5sYfI0iq2p2+3207ooZDEa4BOMFmixnPVaDTQaDTcdlZXV5FOp3HrrbciGo3iqaeeQqvVQrvdxkc/+lEkk0n8xE/8BN7xjneg3W7j0UcfxcrKCnK5HPL5vHMKSbcZhSAA7thkeSDdP+HSMjlvnB8p9oxqL8/9cbvSdSaFIy0XUxRFURRFURRFUXasIBQWKqQAId+nUECxRwo84YduPkiHXTWe5zkBRObbxONxJwTJLBcpBskH93g8jkwmg0KhgEajgXK5jOnpaXQ6HXzoQx/C008/7QSIQ4cO4e6778aBAwcQj8fRaDTQbrdRqVRQqVQQiUTgeZ4TH2Qbdo6TAhUFi3D7eLp+2u02er0ecrmcE2CYwzNqXmXpFueTQltYmAm3qO/1emi328hms0in0xeUl0khrtVquYyjWq3mtiXFPtmKnjQaDaRSKcRiMayurmJpaQm5XA69Xg+VSgUzMzO4/fbbAQBPPfWUE44+/vGPo9fr4V3vehcefvhhRKNR/MVf/AVmZ2eRTqeRzWaxvr6ORqMxVK4mrxkeM68TZjpxnsMZQDLPKhxczXPGOeJxyjnmetIhRHeaoiiKoiiKoiiKsnu5KkHIGHMKQBVAD0DXWvtaY8wYgD8AcBjAKQDfZ61du7phvnz4ACwzWPiALHNo+LrMYKGQQ3dJs9kE0H+oTyaTbh1jDBKJBKLRKPL5PNbW1pywJEvG5AO57PwkO20ZYzA+Po5isYhGowFrLe69914kk0mcPHkSp0+fRq/XQyaTweHDh3H06FFMTk4ilUqh1+shCALU63XU63V0u12kUin4vj8kKLArVr1ed13CwlC0kO6pZrOJVCqFTCYDY4wr+wrn+VBwikQiSCaTiEQiqNVqWF9fRzqdBgBkMpkhh5XMbyLNZhOxWMyFXkuHkRSF+Jrv+2g2m67UjyKXFIJkUDZ/Zke5hYUF5HI5zMzMoF6v4/Tp05iZmcFtt93myrxOnz6NUqmED3/4wzh79ix+8Ad/EN/yLd+CeDyOP/qjP8Lq6iry+by7TniuZdmaDHmWQlk414pOLpl51Ov1kEwm3TmiqEe4T+lSk2Kb/L3YqWLQVr4fKYqye9B7kaIoWwG9FymKcjlELr3IJfkWa+291trXDn7+xwA+Zq29BcDHBj9fd/gQLh1CFAD4MC3zfGRuDjNvms3m0MMzBQYKPnxwr9VqCIIA2Wx2yJ3BLl0ybFl2O+O4otEostksxsbGnPPlkUcewbvf/W4cPHgQa2trWF9fRzabxcGDB/Ga17wGt9xyC5LJJJrNJhYWFvDSSy/hxIkTWFpacm3hKYKwdCuTyaBYLKLdbru8HlliBWDIRWKMQRAE6HQ6KBaLSKVSaLVaCIJgyHFDQYMuJX6lUimMjY0hkUjA8zx4nod0Ou1EiXBplaTT6Th3lRTQZCt6Cn4UjVqtFlKpFAqFgsvoYW6QPM/cP8vpyuUyTpw4gVqt5o5xeXkZkUgEN998M+6//34cOXIEkUgEzWYTx44dw6/92q/h4x//OF772tfi3e9+N6amplCv153DK5FIDIl+MhCa7qtkMumEORlwLsUelocxnJznRWY8yZI6us143dJNxOug1+uNFAJ3EFvyfqQoyq5D70WKomwF9F6kKMpFuRYlY+8C8Mjg+98C8EkA/+ga7OeiyDItmYnTbDaH2scDG7k5dFgwCBrA0AN0s9l0bdr5wM3Snnq9jmw261qX+77vyq8oTFFookDAh33P85wYtLS0hFe/+tX49m//dvR6Pbz44otYWVlBPp/H/v378epXvxqHDx92IdW1Wg2lUglra2uYn5/H2toabrrpJiQSCQRB4JwnLK8qFAoIggCrq6tIJpMYGxsb6nZGkSwej7vxZzIZ5PN5FyQts2zCAcUyzNsYg2w2i1wuNyQgUcQId4EDNrKNKFhxvmX4NsvsWBLI1wqFAtLptCvJkk4dOma4DZ5bbntubg6ZTAb79u1zziTOw9GjR915np2dRSQSwbPPPotSqYRMJoNv/dZvRbvdxm/91m+hWq0inU6j3W5jfX3dHQfPN4Upzk+r1XJjYTker18Kj1JYBDAUOi2FTzqMeI0RCnZ0DIXL2XY4W+J+pCjKrkfvRYqibAX0XqQoyhBX6xCyAB4zxnzFGPPewWvT1tq5wffzAKZHrWiMea8x5svGmC9f5RhGQjeFFC0YCE0XEJ0UzHGRpUzhDmQUMer1OoIgQCQScWIFHTiVSsWVV0kHEsUIPojLgGvP85DL5eD7PhqNBg4cOIC3vvWtiEajePTRR/HEE08gnU6jWCzipptucgHTFHXm5uZw6tQprK2tIZ/P49ChQ65sLey8abVaiEQiGB8fRzQaxcLCAprNJjzPuyBcmt2wotEoisUiEokEms3m0FxJ1wvnlU4gOnMo1oTPi8wU8jzPBV/zNQBDYdEyy0m6rCiIFItFZLNZtNtt51QKZ0LJQGkeI89Br9fDuXPncPLkSZdHJJfZs2cP7rvvPuzZswedTge+7+P8+fP4vd/7PZw4cQLvfve78UM/9ENuvYmJCfi+745LlrHJUjxZCkeRjC4oznEsFkMqlXLryrIzKTDK8jDmP3He6IaSXcx2IFd0P7rW9yJFUXYdei9SFGUrsGWf0xRF2TpcrUPoDdba88aYKQAfMcZ8Q75prbXGGDtqRWvtrwP4dQDYbJmrhaIPsPHATZGI4ojsBCZdMixV8jzPbYMii+d5iEQiLq8H2BBF5EO5dBdJMYJjYXerTCbjSs6++7u/G/fccw/+8i//Ep/85CcRiUSQz+exZ88e3HHHHRgbG0O1WkUQBKjValhZWXGlUrJ0SrZbH8yxyzVKJBKYmJjA+fPnsbKygnQ6jVQqhWq16hxFAFzwNAWTVqs11CFMtn+XrezZjp6dzlqt1tAcyrmKxWJIJpNOnGs0Gi53iePlOZP7C7t9OMfy2MOZUVKE4nysr6/D932kUil0Oh2USiX4vu/GxH1OTk6iWCyi2WyiXC6j0WggGo3ihRdewF/8xV/gyJEjeOCBB/DUU0/h/Pnz8DwPrVYLc3NzQyVcsgtYLBZzY5LXahAE7j2KlAwtJ9ZaV9LI8jTpFOJ8yGBqXvOJRMI5k3YYV3Q/uh73IkVRdhV6L1IUZSuwpZ/TFEXZGlyVIGStPT/4d9EY86cAHgSwYIzZY62dM8bsAbD4CozzZSPbq4ddFdK1QheFDPmVpTXhciY6PmSAMQWMbrfrHs75EM7clrCAQbEpn887Een1r3897r33Xhw7dgyPPvooyuUyCoUC9uzZg7vvvhvj4+MolUqo1+toNpsolUpotVpIJpPodDoXdP6SzhHuk/NQKBTQ7XaxuLiIZDKJ/fv3w1qLUqk0tD7FGJZgyXItBnBTIGu32yiXy67MiW4q5gEBwJkzZ9DtdpHJZBCNRl03Nc/zMD4+jmw2i1Kp5LpyMadJZupIh5Us/2o2m0MCHZHd5LgNbp/nl+d0dXV16DgZpN1utzEzM4NXv/rVKJVKePLJJ52A8+EPfxhnzpzBww8/jAcffBCf+cxn8MILLyAWiyGTyaBSqbjrJByKvb6+7srBKPBQDKLLjMhj5jZ4TfI1ipZSdOIc8H0KRjuNrXw/UhRl96D3IkVRtgJ6L1IU5XK44pIxY0zaGJPl9wDeAuBpAB8A8J7BYu8B8P6rHeTVwDBdGcZLkYiuDObiUOBgwG86nXZOIdm+GwCSyaRzF0WjUSSTyaEH80QigWQyOVQmRrifsbExRKNRrK2t4Y477sCb3/xm1Ot1PProozh79iySySSmp6dx8803Y3x8HOfPn8fJkyfRaDRQq9WwuLjoxBMpHEiRA9hwxITLoHK5HDKZDJaWllCr1VxIsSx3479SYGM4N4ORI5EIqtUqlpaW0G63XcbS6uoqyuWycxDF43EsLy/jxIkTOH36NM6dO4czZ87g+PHjOHXqFFZXV51IFg4+Xl9fd4KPPI5Wq4VWq+XElHBWkQylliVWcrssM6MzrNls4vTp03j++eexuLiIer2O1dVVLC8vY2ZmBt/2bd+G++67D5lMBpFIBKurq3jqqadgjMGb3vQm3H///e46y+fzTngKl85xTHRGtdvtoVI8Co4UsOgAkvlIwEYAN39mqZ68FmQpmZyjncJ2uR8pirKz0XuRoihbAb0XKYpyuVyNQ2gawJ8OHl5jAH7XWvsXxpgnAPyhMeZvADgN4PuufpgvH7pz+ADcbrdd6RMfsuk+YQkT3TxcRjprgP6DNx/MPc9zD/2NRsO5QMLlQL7vo9VqDXXJikQiyOVySCQSaDQauO222/Dd3/3dmJiYwJ/8yZ/g6aefhrUW09PTOHr0KKamplCtVrGysoJOp4NKpYJqtYp6ve6Ol2KBdDRJut3ukDuk2WwiGo2iUChgdXUVq6uriMfjroU7sJFhQwGL88qypGQyifX1daysrKBcLiOdTiOTyThRhedAhkIbY1CtVp1wRGGMYpScP7pguB4zcLhd2cVLlmTJDmR0xUiBjEIRz2mj0UCv10OxWEQulwPQF1Wq1SpefPFF7NmzBzMzM668bf/+/fimb/omrKys4MUXX4QxBo1GAydPnkQqlcL3fu/3olQq4S//8i/R6/WQz+dd6RzPhRTtOBfARmkjhS8er3T1yOykRCKBdDrtSggpfskudvJfXvc7kC19P1IUZdeg9yJFUbYCei9SFOWyuGJByFp7AsCrR7y+AuDNVzOoV4KwmLG+vu6yWWR3MbY2Z7gx8274UM3OWoTChDHGiRAs+aHgwnIfvp9IJJzYJMOXK5UKcrkc3va2t+Ho0aP4xCc+gQ996EOoVCooFos4dOgQbr/9dsTjcczPzzunTrVadY4SCh+EZUhS6JJd1IDhwOFUKuXCm1muRMGBzqJIJOIcUEEQuFBtdldrt9vI5/NIpVIuAJnCyrlz55zTCIDr3DU2Ngbf911LdRlGHXbwcN7j8TgSicSQ6CW/lw4cCiPyPebnSDj+6elpjI2NuWOme6zb7aLdbmNtbc1ty/M8HDlyBK95zWuwsrKClZUVtNttfOADH8Att9yC9773vfiO7/gOvPDCC3juueeQSqVgrcXa2ppzAfEYw53weN5k3hHLGHk9cRu81nhdUMRkpzEKnuHMpZ3oENrq9yNFUXYHei9SFGUroPciRVEul2vRdn5LIFvNUzCRpUN8+KbTp9VqubImPpRT+Al3p0okEuj1emg0Gk5I8n3flVWFQ425DXY3y2azriTqTW96E+677z48/fTT+MAHPoBz584hkUhgZmYGN998M1KplCsNoxOG4dey81dY6CAUDGSuEUvfKCrkcjl3jBQdOFexWAzZbBapVMp1xeI8MSB6YmLCiW4cI91HrVYL1WrVuWOMMcjlcpiYmHAldizroohBpIghW9TTQUSRjetQ6KAYSDeMFAB5HiKRCNbW1lAqlTA2NoaZmRlEIhHX6p0CC7OOrLWu+9jS0hJuu+02vOENb0C9XsenP/1pV3b3/ve/H3fddRfuuecefOd3fieCIMCpU6cQj8dRKBSwtrY2NA7ZDl46sSjO8XzQVcTrkNdYo9EYur45DzzucIYU51lRFEVRFEVRFEXZ3ezI2hFgQxTodrtoNpuubIvOnbCbRwZP040RBMFQNyYKEPV6HZ1OB7lcDtlsFkC/M5TsLsYHcua9UEThPlutFu644w48/PDDqNVq+NCHPoRvfOMbiEQimJqawu233449e/agXq9jcXER8/PzWFxcRKvVcsfF8Gbm67CUi/tm+RRdSczc4fzw/UQigWw2O9SSnCKK53lODFpbW3MOHwBDGULtdtuJFCyti0ajSKVSbnmuw45odEpR4CA8Bwys9jzP5elQ5ONxUuCieMT27tJpRIFEikT1eh3Ly8tIpVKYmJgYcuBwnW6367qeUSBcX1/H/Pw8zp49i/HxcTzyyCPOxdXpdPDss8/ife97H77yla/gtttuw0MPPYRMJoNer+ecUzwGuT+Oiw4eutYAuE5r4QB0Lht2hckyOs6HDAOXjjJFURRFURRFURRld7JjBSGWEslsHT5YS9eIbM8uO2dR6ACGy2wo7rDcCejn8dBNAmy4aygGyY5WFB4SiYQTEj7xiU/gC1/4ghMNDh48iH379iEIAqysrKDZbKJWq7m27xRc2N6dAgmFAh479x2JRJwAIzt28XhJu912whkAJyRRDIpEIkilUi6TqdfruUBmOpWkGMblZCCyFDZk0DdFIzpluD5FOABDGUyEYpDs3MUxhJ0zFKi63S5WV1edEysWiw11Q2MpHsvFeGwUFuv1Ok6ePIkTJ05gYmICDzzwAPbs2eOEps9+9rN4/PHHkUql8Ja3vAUPPfQQPM9Dt9tFMplEKpW6oPuddJLRpcTsI55zGYrN65bd6nj8nGMKj3QjsaxM3UGKoiiKoiiKoigKsAsEoXCrbvngvL6+7hwzsiU4O2mxxIsP1LIzGQUmukf4oE3RhQ/iFCaY60J3z+23344HH3wQq6ur+PznP496ve7anO/du9eVWy0vL2NhYQHdbhe+7wPY6BJGsYDjlh20pLuEocWZTAaxWMzlD8nyK9nFi64SKVrI8jpZusbMJeb78FiNMWg2mwiCwAksUmiiaCZFMrqfKF6NOpc8n5FIxLmGwstxH2HhiOdmZWUFvV4PExMT8DzPuavkfFI44xx0Oh3U63WUSiU3f/Pz81hbW8PevXtxxx13oFAoIBKJoFQq4emnn8bJkyexZ88evOUtb8EDDzyAdDqNRCLhjk/OL4UsKQzx+mFukkR2kAt3XpPXMrfNa1YGcCuKoiiKoiiKoii7lx1bO8KQZwocUhyQ5VTSXUHXhSzbke3CuVw0GkW9Xh9yu/BBnGIKH+ZZsiUFlWKxiHvuuQepVAqf/exnXcZMMpnE0aNHsW/fPnQ6HZTLZVQqFZTLZfi+P1RmJIUpvkbBiMcIbIhGLM/KZDIIgsAJQXSOUJCJxWLwPM+FZycSCXes0sVD4UW6j+iwYWZRrVZDpVJBq9Vy46E7JgiCofI5HgP3T5GNwpXMzZGt2WWHOGYesYSN55llbtFoFGtra6jVahgbG0M6nXYOJmAjp4fbpzjDkjOKgOvr60in06jX61haWsL09DTuuecenD171glgL730Ej760Y86F9Kb3/xmNJtNPPXUU65bGQUwOpx4THK/0vUlg6a5HHChmCmFT+nW4s/yfUVRFEVRFEVRFGV3smMFIdl2XJYhhUuXwmVldGdIBwaFEIYNU3zg9vjQTccMHTCy0xNFk1wuh7vuugvdbhe/8zu/gy984QuoVCqIRCI4ePAg7rvvPuzbtw/Hjx/H+fPnsbS0hE6ng2w264QnIh/qe72eE16k4CWdQr7vI5VKAYDLqGm1Wk4gokBDscj3fSfssJSOziC6qNipzFrrHDPsSFar1VyHtkKhAAAYGxsDsNH2PixYtFot93oikXCCDR1DYZGE51VmNknnEwWraDSKWq2GZrOJiYkJZLNZJ4YBcEKWLDOT4ooMDF9aWkK5XMa+ffuQTqexf/9+3HnnnTh//jzOnj0Lay0qlQqefPJJJBIJPPjggxgbG8OrXvUqzM3NYXFx0ZWu1Wo1d1xS9JICJo9HijzSFcZrlEKdLBWTAdP8PYhGoy6YXFEURVEURVEURdmd7FhBiM4gAEPlMnzQlsKKzNKhM0iKSCwr833fiST8CgsRdKzIEiBm71hrkclkcOutt6LX6+GrX/0qSqWSc4zs3bsXxWJxKK+m0WgMiSV0sPAYKNSw7MoY4zqYsSyLx8XvZUkWc2VkmRidJ2HXDTN15JyyE1ulUsHq6ioqlQqCIHCv+76PTCaDmZkZAEAmkxkSbWRAsgzlpjsIgCtFk3lHsjyM5yHceUx21+LxpNNp11WNpWJ0SMnOXNK5Q+cTrxUAWFlZwfr6OnzfRy6Xw9GjR/GqV70Kzz77LL72ta8BAObn5/GVr3wF3W4X999/P44ePYpyuYyPf/zjKJVKSCaTbk45blnSyO85T2EHEc//qGVl0DaX2Ynt5hVFURRFURRFUZQrY8cKQgBcJzHpDJJtvWXXJmb80DlDtwZFGOJ5ngtepgOJThPpWJGlarKkampqCrfddhvW1tacaBKJRLBnzx7cfvvtiEajmJ+fd2NvNBpD+TwyuFmKJNLRQueT7KLG9aR7iWOmYCKDngE4Z1M2m0Wz2USz2XRiA7DR0avZbKLRaCCXyyGVSqFWq6FWq8HzPBSLRUxNTbnAba7HcrxwdzGZfcM58DzP/cwcJynKARtCDfN25DnqdDqIx+MoFouu7IulaOy8RnGLYlu4gxdfo+DW6XRQqVRw9uxZFAoFjI2NoVgs4u6778b58+exuLiIIAiwuLiIr33ta/A8D4888ggeeughlMtlfPnLX3ZjlKWKPB8yC0qWk/G88JzzmmUQNR1A4byssCtOURRFURRFURRF2d3sWEEo/FAM4AJXBbCRQQNgyHlDh0kkEnGOm/X1dayurg6VKMlcHzqLgiAYalOeyWQQjUaRzWbxzd/8zTh8+DCee+45zM7OutKrm266CTfddNNQZ65qtYpqteq6YxWLRfi+78rWZLYRxQD5WrPZdKVTFEYo6MhQaYoI0j0ly46k6EUoLPG9VCqFdDoNAG6MtVoNhUIBqVTKOZLYKS3siNnsOJiBxPNH4UTm50iBhPuRbeRleRSXl0HOPHdSYJNZUhSWKDYZY1AsFl1G0rlz5zA9PY1bbrkFd955J5577jlX6tfpdDA3N4cvfelL7vw/8sgjqFQq+NKXvgRjDHK5HMrl8lDIdrgTmzxmKZbxmub3nCOKfxy/dBJJcUlRFEVRFEVRFEXZnexYQUg6ZWQAMQUImQsU7k7F1+kEaTabADY6iE1OTqLX66FSqbj283RoyFIzGU68vr6OW265Bffffz8ajQaOHTvmBJGJiQkcOHAA6+vrWFpaQq1Ww+rqKhqNBg4cOAAArvU7O1V5njfkrpGdx8IiAMvg5LzI0qiwCMP36KbhdvkvHTgy64bLJxIJHDhwAKlUCi+88MJQoDOXo5Aku3lxWxQzKJQBfUEnHAzOdeLxuHPIyJbzsiSO4hPL72TGEjBcUsZrgOIeX5NZUlwmmUwiCAKsrKzg+eefRy6XQ7FYxG233Ybjx4+jXC4jnU7DGIOTJ0/iE5/4BAqFAu677z48+OCDOH36NObn54fyhDjP4fMhO8hZa5FMJofK2Dino66F8LnXQGlFURRFURRFURRlxwpC4TbzAIaycFgiJoOEGcIry5bYHQzoizKe5w25c4IgGBJLgI3SK2bWBEGAw4cP401vehPi8Tg+/vGP45lnnnH7P3z4MO666y4AQKlUQq1WQzQaxdTUlBOTgiBwWTelUgnRaBTJZBLpdNq5lDhedtiiSNBut9HpdJBIJIacT7LlucyckXk8AJygI49vfX0djUbDlaVJd1E8Hsf4+DjGx8dRKpVQrVYvaCMvy9KkgMH3mZkjx0VkvhCdShwXA68pKF1K/JBjoajH6yF83DL3qNfrIZlMIpvNol6vY35+HqdOncLtt9+OI0eO4NZbb8UXv/hFtFotZLNZrK+v4+TJk/jsZz+LmZkZvOY1r0GlUsGHP/xhlEol+L7vBJ5mszl0bsLXciQScctwPsJzxteYLyUFUmCj3ExRFEVRFEVRFEXZnUQuvcj2RHZUAuCydGRAM0vDwsG8o5xE/L7X6znRhu+Fu3pxn57nOWHita99LR544AEsLy/js5/9LObn5wEAk5OTeOCBB7B3714EQYBWq+Uyg4wxCILAdepKJBJIJpPIZDIwxrhcHx6LMca9z5byDHaWQdecHxkazdKjsBMIgCsXk4IQRRMKUfK4m82mE4bq9TpOnDiBer2Oer2OZDI5lHXU6/UuCGyW5y0cNC2dMtwOQ79Z9iWdP5x/CkcUBXne+R5/7vV6CILAzSvnrNVqodlsurbzUpSimLOwsIB2u43p6WkcOHAAuVzO5S7F43G0Wi0cO3YMjz32GM6dO4c777wT9957r3MAJZNJl1EUzkaiE4oCTyKRcCIbX5euL3k+pHDE+ZVuK0VRFEVRFEVRFGX3sWMdQsBG2Y3s0kThhK4WPuDL0F0+wBtj0Gq1hnJp6BiRmTwUIWRXJ4oOAHDHHXfggQcewPr6Op555hnMzs46p9E999yDu+++GysrK3j66aextraGWCyGarU6lH0jy5cSiQR839/0PbqTZPkacGG5mOy6JoOHZVtzukpkC3MpDnG/vu+7dRmGzXb2lUrFCWCe58HzPJdvBMCNg+dE5geNaiUvhR3ZXl06u2Q3NOl84v4oBrI0TDqcwuVZUqBiWDgFtm6368Koz58/j7m5ObzmNa/Brbfeiq997Ws4ceIEms2mE21KpRI+//nPIxqN4uGHH8YDDzyAer2OY8eOoVarIRaLodVqDQk24fG3Wi2X0ySzjmRAOOcvLATyfGrZmKIoiqIoiqIoyu5mxwpCdF1QOJF5KgxVposF6IsELA2THcn4gM5tArgglJnrAHBCEt0ek5OT+JZv+RbcdttteP755/HVr34Va2trsNYim83ipptuQjKZdHkyjUYDyWRyKNdHdoWiiBWNRt34pKuHYcPymFl2RRcJBQ8pvgAb5Vdhxw/3Kx1FdAaNGqMMo06lUrDWolwuAwDK5TLGxsbcOlJcoYgjy8Q4/ng8Ds/zhoKfZVt46UqiQBcWPUZ114rFYhc4qFqtlutEJh1VPP9SUOE2E4kEarUann76aczMzODQoUO4++67ce7cOXQ6HeRyOUQiEVSrVayuruKrX/0q9uzZg9e//vX4tm/7NrTbbTz99NNDHceADQFKlinKcGueI9l2nm44+Xsw6jhUFFKUV4ZXIqx9s99HDYFXFEVRFGW7oZ+Ntg87VhCSuSkUMGS7clnyxLIquoiAjfIwecExd6XT6QwFRsuH8/X1dWSzWRds/JrXvAb33XcfSqUSvvKVr2B2dtY5cWZmZnDkyBEAwOzsrMuSiUQiTpTYTBTiQ35YGKDjSQoCPEaJdDDx2DhvdODI/BmgL040m023PVmi1G63naBWqVScsLW+vo5arebEHpa5UbySncsAuFbwnucNubXy+Tyy2SwSiYQr3Uomk84lRFcN3VzS3cT9cM6i0Sh830c8Hofv+8jn80ilUu4YW62W6yBWr9eHArqlqykajbrriu6mkydP4sSJE3jLW96Chx56CE899RROnz6NXC4H3/fRarXQaDRw5swZfPKTn8T+/ftx1113OfGIpWjMi5LljNKpBsCJaUEQDJXdya5snU7HiWQyq0lLxpTtRPgDwY3+IDDqA8q16uCnnQEVRdmMa/WwNGq7eh9SlK3FVvtsFOaVGs+o7ehno1eWHSsIsXwmCAIncMiOY3RhsGMXO4kxfJmCR6PRGOp2lUgkhjo6yYdrik8USm655Ra8/vWvRzabxWc/+1k8+eSTqFarbt3p6WkUCgU0Gg0sLS2hVCphYmLigq5X8oKXZWSyJbksqyIcN0UClrcx2yjsmOHYZft2AEgmk/B934k75XLZOYzkNii4dDod56CKxWJIp9NuLM1mE5VKxR2LFK44L7KjWCKRcOVWyWQSqVQK8XgczWYT6XTadRhjjhLXt9a6TCaeJ5aJyRbtUvDiz3QkSeFFusOkc4rzwPlZW1tDqVRCIpHA4cOHcejQIZw4cQK1Wg2e5w3lVL300kv4zGc+g1tvvRVvfOMbMT8/j89//vOo1WpOsOOYeW1KpPuL1550lklxKOxmG+WWUpStyGbiC3BjPvxczFmnH1AUZXcg7wNb8Xf+au5F6h5WlK3PZvegG/U55FrtdyveX3ciO1YQolghs3Io3tB1wtfpxOADNsULikmyVEcG9tJtxHKzSCTi2oyn02ncddddmJ6exosvvojPf/7zmJ2dda3Ps9ks7rjjDiSTSZw8eRJLS0suuLjT6bh8GzpmpFspLGxJtxDFDGDD/UT3CkUAultYfgbAOXIAOOcMACfo8OdUKoV0Oo21tTVUq1UnUshuYYROLN/33Y2LwlsikXDrUPygk4XHxWNnqRrFOwYqM3yZYlGz2XRiFjuzcXzh89ZqtYa6c7FjGsvPKGqxjI7XAedXioLMg2Ju0traGtbW1pDNZrF3716k02nMzc25ErRut4tkMolcLoezZ8/iqaeewtvf/na89a1vxdmzZ7G6uopOp+PcPTz3Mmg6lUqh0+m4nCYeW9gFJPOzwgKeomx1LqdLIHB9PzBIEXkUr/SHIv0wpChbg81+72+kQH0tCEch7JTjUpSdwsU+Z8jf3+v92ehiXOl4wvchvS9dG3asINTtdoe6fbHMi24LPkDLTlFBEDhXC8u6KEpwHQBDeSwyyJdCRSKRwKte9Srcd999CIIAH//4x/H1r399KPT40KFDeOCBBzA+Po5PfepTOHv2rNuW7JoVzqqRuUAUNDg2GaBNKHjIEGZg+BeJbeY5JwxaTiQSKBaLSKfTTqDxfR++7zvhrF6vO5FLjpmuGYpoUjjicVAIouiUSqXQ7XZRrVZdJpAMy+71ekgkEhgfHx9y0PB9usDoBmJuUtiFJAOjWQbHEkBmEkmhSs4/O77Jkrpyuezmwfd9lEolVCoV7N27F5OTk0gkEmi1WqhUKi7/p9frIZVKoVwu4/HHH8ehQ4ewd+9e3HnnnTh//rw7hlHh2BQyZSi6PDbOqRQ+OR9SFNK/Aio7hRvxwedSohCXeznblOu+3PUVRbmx3Ii/zF/sXnS19xK9/yjK9iUcdXGjudJx6Gej68OOFYQojPAB3FrrHq4ZrkxHBS8ylklJUUGW+dANJAOI+fBNgaTT6WBmZgavfe1rMT09jaeeegrHjh1DtVpFOp12rpM777wTe/bsQaPRQLlcHsqNoaOGwg+AISGDP0vHCMUgvicdTBQ+pPuJx0HBhttmlzK5brjEiN97nucyb2RLeu6HZUzG9EO2CYUe7ouiS7VaRalUQqlUQhAEzglFBxAFKApCzWbTiVF0MLXbbdcynuHbFPhkpy0p9DE3CMBQCZYUhegSSiQSCILAlRL6vo92u+0yjKLRKGq1GhYWFnDw4EH4vo9kMolSqeRuzJzzbreLer2OL33pS9i7dy9+6Id+CA8++CCeeeYZLC8vI5FIuDJFWSoIbDitPM9DEATuWqQ7ivlTdBmN6hynKMrWQz/oKMrWQ/+AoijKVmE3fk7Yjcd8PdmxghAA5w6h60e2TueFlUwm0el0hpw+dHowkJhQSJBCDB+0KTrk83m86lWvwszMDE6dOoUvfOELmJ+fh7UWjUYDnU4HN910E/bv3w9jDFZXV7G8vOzKu7hvWVLFfYc7SgHD2TgUe/g6xyjHT1GE4+X26CKheMDjarVaTmTodruuJKpcLg+1tk+lUs6xIkvHrLVDpWAAXKgzhQsGOAdBgHa77cQglvNRgJuYmHBiGUuqeOwcI4U/nms6n0Y5fsJt6+Xrcm4BuOwoOpEymYy7HlKpFMbHx1GpVFxo+PLyMl544QUsLS0Ntajn9lutluu8ViqV8MUvfhH33Xcf7rzzTjz44INYXFzE6dOnXWlf+MOo7IqXTCadAEShK5wXxH/5+qUcDoqyXdjKHxK20l/nFEW5tujvuqIoW4mtek/Sz0Zbjx0tCElHDaEQwodk5vXQ5cLW5hRfksnkUJmT3DadHtFo1DlYpqamcMsttyCdTuOFF17As88+i3q97krSPM/D3XffjZtvvhndbhdzc3NYXl52ziEAQ4IEHToAnKuE0MUjBRy5vsw/4s/8JeTxhUuPwi3p6QCi++n8+fM4efIkarWaK5vyPA+5XA6pVMo5gTjHzPiRpXrr6+uo1+tYXV115WHtdtuJYuyIRTGPQdW5XA6FQsGtz+3xOCk+sWyP51aW+snAZQoknHeKNnTfSFcN57/Vag25fAC4jmfFYhGtVgv1eh0LCwuYmJhw1xzPHYWp9fV1NBoNeJ6HZDKJc+fO4Ytf/CJuv/12PPDAA3jmmWewuLjolqOgKc8vzwsFrXD3MGkXlf/y/CjKdudGfaDQ3x9FUch2eLDRBzBF2R3cyN/1y9233ou2HjtWEGIODstj+MVQYrpIWDbGEioASKfTLl8onDlDtwmFBZYrxeNxpFIpHD58GAcOHEAQBHj++eexuLjoHDIsAcvn8xgbG0Oz2cSZM2dcORGDhimIyHIt/pKFS3+k80aWjrEleVjUkK4Y2aqex9br9RAEgXPC0NWUTCZRr9exuLiI2dlZdywUZMrlMvL5PCYmJlx7eGbsSGdKt9vF8vIy5ufnUS6Xh8qdKEhRuKK4kUql4Ps+JicnEY/HXZkYBRyKMxRqODY6kLh+o9FAs9l0op8M1ZZzKIUzYOPGJVu7y/mnsOh5HsbGxnDy5EmcOnUKN910EzKZjBsfj4/XA4/R8zxUKhXMzc0hCAJMTk7i8OHDOHv2LJaWltDr9ZwQRbrdLnzfd24jdo9jHpIUDnn9ymByRdkOXMzJpteyoijXi1E5FluBrTYeRVGuD5uJLzfys5F+Ltu+7FhBiOU9bOFN9whdFXwo58M0M2L4GoWYRqPhtindF7JtO9ffv38/7rzzTkSjURw7dgzPPvsser0e0um0E5FkC/tut4tKpYJyuYxcLoeDBw8OiRTSEUQxiKKNdItI14t0BwEbIgB/Drcql2IRj5dOFtnxi12t2IFLOlMoqLEkqtPpoFAoIJlMuvBr3iRqtRrm5uawsLBwQcmWLO3j8WSzWXS7XVcuVqlUnOghnTuyE5icByl+8TUploS7nXHu5PcyRFxeByzP4r8yRHtxcRHz8/PwfX9IkOF63J7Mcpqbm8M3vvENPPjggzh06BC+/vWvY2FhwQlz8pzKskcpFHJOef2yI5oMWdf8IGU7sd3LG/Uv84qyc5C/y/q7rSjKjSL82WirhUhfiu001t3AjhWEZKt2mTEjO4expEi6N2S5ENAP7ZWBw8DwL10ymUQ8Hkcul8PRo0cxMzODs2fP4itf+QpWVlZcKDUFFpZGtdttrKysYHl5GZFIBJOTk/B9H7VabUiM4f74M8UMulhk8DSw0ZI+LJbI7CPOg3TC0Pkks3b4XqfTcc4WuqGSyaQTrOjyqVarTtyhIJdKpdzcA/3gaIZoSxeQdPVw/ilydLtdjI2NOacMzxtzn+LxuDtWtq+nw4lCHMU+im2cA/7L7mjhsitZiidL06STKezU6nQ6qNfrqFarKBQKKBaLyGQyTjxithEdTHRTnT59Gp/73Odw6NAhjI2NIZ/PO6GLjjceJ/dDMVKWj/F4KEDxvMrgcUXZToQfwhRFUW40+v+poig3Ev1spLxS7GhBiIIBxQVZvtTpdBCNRl1XLzpUWFqUTCad64UP+8YY17lKkkgkMD09jZtvvhnRaBTHjx/HqVOnhrbNgGS2Va/X61haWsLCwgKSyaRzEdElI7tgsfxL5s/wi+MChoUevi7zeKTjRwYmy7kZtb9oNIogCNDpdJBOp5HP59FoNIYCtbn/ZrPpypwSiYTr/kWhbWVlBUEQDGUU8XtmCNHhYoxBs9lENpt1pVEMjaZIRVeOFIU8z3NlYTwGzueozCWymXOGLiG6eXhNyQypSCSCRqOBWq3m5nZ5eRnT09OYnJxEs9lEs9nE4uIi6vX6UA4QXWq1Wg3PPfccXnjhBRw9ehSHDx/GqVOn0Gg0EI/HXcmaFPZkCZoU2TiXDAqnQCSFQv3PQ9mO6EOYoijKhVyqrE3/Iq8oO5et9rstnzdGsdXGu9vZsYJQMpkcKp1hyU00GkWz2RwqU+KDNAAEQeCECAoz4fIrChgUBdLpNI4cOYLp6WnMzs7i2LFjWFtbcw4SrkdRYmlpCSdOnMC5c+ewvLyMTCbj2ocT6UAJB0kDcA4TYEPQoTBBsUgGaHMdOoEojIU/QEgnkmwNT/dOLBZDsVhEtVp1x0bBhdus1+uw1jrxKB6Po1QqAeg7hGQAshwfhRe6eTiWiYkJRCIRlEol55QJgsDNT7vdhud58H3fCVssC6RTbLMAbs4RxSZZfkXCwprv+0NCF0UnlgH6vo9Op4P5+Xnkcjn4vo9Dhw5hdXUVlUoFnuchlUq5DKV2u41sNotCoYDFxUV89atfxcGDB3H77be7HCpeEzxXDKpmu3uOmXMiw8gpBPH4KJ6F85MURXn5bNVsEUVRdj6bZYjo/UhRlOtNuISNr6n4s/WJXHqR7QsvQul+oQjBMF9mrMgcHlluJN04FD+4bXaIOnToEO68804kEgmcPHkS8/PzQyKKHEskEsHa2hq+/vWv46mnnnLds2SoMh/epZBB9xChSCG7ZclOVsCweJRIJNx64Yyd8LHRGSW7lEmnVSqVQjabdc4W2a2N22m321hcXES5XMb6er99favVchlE8pzI45VOn263i1wuh/Hxcfi+j3a7jXa77c4RALRaLdchTd58eMyywxfPOeeG4hhLAsOZPGESiQQ8z3MOHCkGxeNxZDIZTE1NYWZmBqlUCqVSCYuLi4hGo5icnEQ6nXbi1cGDBzEzM+Pmj/tsNBo4f/48KpUKisUipqenkUqlXEkbBUpem3S5yawoOonoHJLXgOz4pijKy0f+vyK52AcefThTFEVRFGWnop+Ntjc79smQ4ci8ONnximIERQuZBySFH7pMwl286BaSpUrj4+NIpVI4d+4cXnrpJXS7XaRSKQAbpWsMW85kMsjlcq60ivkw3KcMBQ5n2tAhAmxkA1EYokggy7zogArnJPE4w2VUUvzhcbNUSq7j+747ZpZRhUWUSCSCer2OWq021P6dJUzh7B/ul+eCwkk+n3fnje4gdj5jftH6+rpzMgF9dxgFo3BOkZw3WXYnA5fpKiLh8jwKZhTHUqkUPM9zDrSxsTFMTU05N1in08HU1BQOHz7snEGtVsutx2OJxWLwfd+VE0YiERSLRaTTaSdyyQ500unFbVDIk7lRvD5kdpZ0nSmKcvnIDzf6Vy9FUbYiem9SFOV6crHPRir8bH12bMkYA3abzaYTTehCYfZLq9Ua6vRE0YiCAAUIKQbIEOJ0Ou2Ekbm5Obz44os4deqUW4ZuGRn6OzY2hlgshtXVVVSrVRSLRSfmAMMhxtK1NMq9IoUsHhuRnaxkaZbcviw1ottIlhTV63VEo1EXDM0cnEgkgkwmg7GxMczPzzuRRIYaU/hpNBru2IGNrl58jYIcBSyOLZVKYXJyEuPj44hEIq6cTgZ00+0iO5TxOFhKFVarOXd01fBnuoQk4UDpXq/nyqxkOaC1dsixxLK6Wq2GpaUlLC4u4tWvfjWmp6eRy+WwtLSEM2fOOOGN8zQ9PY2pqSlEIhFUq1WkUinMzMzA9/0hcVK6x3iOKWjJEkcKQwDctSxdRtptTFEURVEURVEUZfeyowUhWYbVarWGnC9Av4MYhZhWqzXkMqEoItuyU3xJJpMuR2bfvn04cOAA6vU6Tpw4gWq1imQy6YSDXC7nWtmz5KhWq2F1ddXl5TCoWrpoZFkXMNzynsIJxQ4ZzizdMLLNejQahed5F+RdyABq7icsSkUiESdcMBw6lUohnU678imKTnLf1lrXNY3zyX9Z2iTdSxQp4vE48vk8isUiEomEW465SRSCotEofN9HJpNxx8S58TwPmUwGjUbDiVVSoZbzJMvxwiV1shubFNzosqHbiCHlPHfpdBrFYhFLS0uYnZ3FwsICstmsWzcIAsRisaFSu1arhUKhgF6v58Kn8/k8stnskIAjxUFZ5sjSOen+4pzxWmOukqJsRy4VUngj0b+AKYqyVdBgaUXZPWz1z0YaLL312bGCkGx9DvTDomVeDh+O2d2Lokyn03FlZRQRpCNHlo0lEgnMzMxgYmIC58+fx5kzZ9BsNpFKpVw5WqFQQCKRcG6b8P7YepwZMdwXRQhgI9NHBiNLYQvAkHsEwJB7hvA9vh6Px+F5nitnIyzPojjBbbCdO+c2m80inU5jZWXFuYM47kQi4USOIAiGhCBZoiYFKopasVgMmUzGCSEstYvH4yiXy+59AC5MmnPDTl4cazweR6vVgud5bh+y9Irfc26kqMW5kv/yfAAXurXCmUjJZBKe56FSqaDb7eLgwYPYv38/jh075hxovNbYyW1hYQG9Xg+FQgHz8/NIJBIoFotIJpOo1WoA4K4Fzueo+ZMh38wSotgou40pynYgfL3eyIea8Acv/V1SlN3JVhRX9H6kKLuHcLbsVvtsNCpTSNma7FhBiA/lFAOSySQajQYADOXLAHBdoZg5xAdq2ZmJy0u3SKFQwN69e9HpdHD69GlUKhWXf8NuZXSwjI2NYc+ePdizZw+ee+45lEol1wmt1Wq5X2QZmCxbw4fFIOn+kR3FOp2OE4dka3Tp2qFjJ5vNIpVKodVqoV6vo9PpuK5ddN9Q6OEcyIwdY4zLzuHcURTi+wxf5phkUDVFI1m6xWUAuLIvGaRM8YzuJIoc3Ee328Xa2hoikQj27duHdDo9tH+WdHHcUiTj8VEwCZdUbVYTK8vheB4psEWjUTQaDaysrLh283xf5g7xnNfrdQRBgFqthlwuhyNHjuDcuXM4efKku35lDhawIVBJkUiKiTKfSopWirJVGNWZYqexFR8eFUW5kEv9tX2r/v95sXGpgK0o24/L+dywVT9XXE6Y9I0WsZQNdqwgJDN5ZPkMH96ZLdRqtZDNZuH7PsrlsnP3ALhAEGBZVzQaRaFQwL59+5BIJHD+/HksLS25HBs6PlgyFQQBer0e9u/fj3w+77pThbtHARtOE+6LUOwgFF94jBSM4vE44vG4C72m+MCOW2yNTpEKgBOkwmV26+vrSKVSriwsCAInrnAeuD8pGtFhJLtx0dHDsrywo4ZlU2GBiOeC2UW+77sxcRxcv9VqodPpIJ/PI51Ou05ovB4YrlytVmGMcdlIMnCb504KKOEcKSluhYO96fyhENTr9dDpdHD27FncdNNNTpxkWRfXl3PSbDZRKpVQqVScq0wKaRTpKMJxvByHDL2WwiH3QaGyXq9f8e+XorxSXIn750Z+eJD71ocrRdlZ7NTfaXlc+gCmKFuf8O/pdvtsdLGxaHOOrceOFYSYlUKRJpVKudIoCicUCer1uhNl2u22cwCNap1HEcD3fczMzCCbzeLFF1/E4uKi2xfFhEgkgkqlgiAIMD09jXw+j0ajgUql4tqU0xkSfriX4hWzYQjHyq5SMkw5Fos5AYGt3pPJpBMKer2ecy1lMhknuFA4oFjAfdDxIx1MFDMSiQRSqdRQ/hFFKoobFEfY7p0iFeeI2TsUZSgYjY+PY2ZmBo1GwzljAAx1U6PAxW21Wi2Uy2UAQDabHRKNKHqx+9va2hpKpRJSqZQrOaOjSuYoUVzh3BBuW4pJvO7i8Tjq9TpWVlbcHCQSCWSzWYyNjcH3fTfvvGlyn3R6dbtdnDx5EsVi0TnPZPkaj4uuLp4nXi+8dmRXNS5D8UhRlMtjsw83vC9uxqXeVxRl67AdflevJCtE3UGKsv3YLp/TR30+upQ7aLsc225ixwpCyWQSnU4HrVYLtVoN4+PjSCQSrrOYLKkBMPRwb611zh06K4ANJ4sxBslkEvl8Hq1WC3Nzc6jVak78kB2s6LRhBk6pVEK9XncZOXxgYEc0tjKXrdzpDqJoROGK45YlZIlEwrlTarUaMpkMUqmUc+pEo9EL8nkoaMi8IAAXZCtRfOl2u2i1WsjlcohEIheISrKzGsuiwiVhLKmi8CRDoxOJBBKJBHzfR7fbHRKEuB4dXnS9NJtNBEGAer3uRKSpqSn4vu9ym5rNphOxjDFYXl7GwsKCE+fS6bQbP+dB5vFI0UZ2fuM6qVQK3W4Xs7OzWF5ehud5yOVysNbi5MmT+OQnP4lut4tkMumEodnZWVhrUSgUEIvFUKvV3DXa7Xbh+z7Gx8cxPj6OUqnkjp3nSgZLU/BhZ7hWq+XOqwzOppNJUW40ox5QNhNebjQv90OMDH/XBzFF2dqEf0cv96/bW4lR95rwX+L1XqQo24+L/VHqRnOx0tpRURtbYczKhexYQYiiDADXqYrlQ2zBzeBn6fCg6ALAlf/InBljDLLZLA4ePOge6BcWFoayfpjrQ8cGX6crBQAymQySyaR7OOc6lUrFlfIUi8WhPBq2bKdIJYUg7k+KN77vI5vNumNl9y2KNJVKBaurq6hUKkMCAUUEoC+IsFSMXdpYxkTXD8fTbrfdXMsubVIM8n3fhSnLDyYUN3q9nitvoyBFlwtznrgvWSJH8Y5CTq1WgzEG4+PjzpETBIFzCrHsj04q5gp5njdUjiXPqed5QwKcfOCLRCKo1+tYXFzEwsKCu84oIp0/fx7GGExNTSGfzyOTySAWi2FpaQntdtuFmVtr4fs+Wq0WlpeXYYzB/v37sWfPHszNzbnrgE42ftFVJkU5Ota4XbqfWq2WfihUtiRX8kHhSv5i/kpyqYcwuYx+GFKUnc2N/h2/XNfijR6noiiXz5V+NtoK9yItD9se7FhBiMHHMkdHPjz3ej1XPlSr1Zy7QnbrkkIGsFGqk8/nMT09jVQqhbm5OZcRFM7yoSPJWutajlerVayvryOXyzmhgg/zuVwO6+vrOH/+PKrVKg4ePIhisYh8Pu86djWbzSF3DdelO4liC0uqOG6KQnTurK6uolqtuvFIJxKzbehaklk3AIb2x/c6nQ6y2axbPpxLJDuzcR26sSgGhd1CkUjEiT1SDGLODkvGgA3RRrZgb7fbaDabyGazyGQy7ng4fh6PFK943VBYkvlB8pqoVCpoNptOFGu1Wmg0GiiXy+5aoiNJHns+n0etVkOlUnFiVb1eR6VScdvnOTx58iSOHz+Oo0ePYu/evfjGN74BYCM/ikKUFNPkuI0xQwHgMjBbUbYa2/mDwuWMXR/EFGXrczW/m9f6/9bL3f7l5IzovUhRtj5X8zt6rX+3t3qmkfLy2LGCEB/cKVAAG92rKEQ0m82hsptwZo4MGuY2Y7EYfN9HPp+H53lYXV3F8vKyCzymoCIFk0gk4hwhFGB833eiCLcdj8dd6HSpVMLc3BwajQaKxSIymYxrEc99UPCSokO73UatVnPlYjxeOovofmEJFV01MnyYgo0smaPw0Ol03LIUgliGdvfdd6NWq+Eb3/iGcxnRlcI55Hgp0Mm/ZsnyL46j2Wy6XKDN7JJSyOHxAhvlgJ7nuXPM42JZFo9Jun04n3R9USiTYp/nec5FxPM7NjaGiYkJlMtlVKtVV45HotEopqamUC6X8dJLLw1dk3Rg8XpLJBI4ffo0PvKRjyASiWBychJ79uwBAJw6deqCOZBzIUO+e72eE614bcfjcQRBcPFfIEW5jmyHDw3bYYyKolwZ2+H3e9Rf3BVF2XncaOfz5bCVx6a8fHasIMSHY4odDDamI4fuHGutyxuig0aGSssLPh6PIxaLIZPJYHJyEpFIBMvLywiCwK3HfVKMoLjU6XRQKpUQBIErJQI2RBAAzu0zMTGBqakpAH0nysLCAoIgwNjY2JA4I506ABAEAdbW1pzbJBaLodlsunH7vo9IJIJGozE0BooWzWbTjZndyPh+u912+2YuD8WedruNYrHoRCDP85xDyPd9NzagL66MjY2hWq26bVN8YfkXw7BbrZYbR1igosjT7XadY4rIdvT1et119QqXBrKEjNtkhhPzmyjAMa+I31tr4Xmec5jxA1oikXDXRrlcxrlz54YcOuxMt7S05ILFeU7kX+tYllepVLC8vIxms4mpqSkn8PG8SzFTtpynIBS+vni+O50OfN9XUUi54egHCkVRFEVRlA30s5FyvdmxghAf4j3PcwKPdMKwdMYYgyAIhsqipDIry8YYJp3L5dDtdjE/P4+1tbULAqplmDTzYCqVCrLZLGZmZoaybrge3RwUcvjQn0wmUSgUAGyUiEnHDR06FAik62d5eRnxeBzT09PwfR+1Ws0FPUsRgZk9AJxjRnYZk8JRMpl0XczS6TT27NmDU6dOYWFhwc05hRWKIIlEwokPnEPP85y4QnGq2+26nCQKUCzjo/gjxSsKRTxPUmRjeRhFMtl1zvd9eJ6HIAhQqVTcvtbW1pxTiwJaoVCA53kue4duJAo3PC88FwyXLhaLzunFccrzK8UpzhW/Op0OGo0GfN/HrbfeisnJyaESQJadcU5lKVuv13NldNwvRTfmatHxpChbgav5i7csodgOfznf6uNTFGV3oPciRdnaXO1nI667HT4bKTeeHSsIUSCRuTgUFJhJk0gkhpw8wEYIsuwoJoUGz/OQzWbRaDTwwgsvuG5S0r1C5wbXpxjBDmMyP4cduOQDuhQ9KJjQOcOOWxQVKCwkEgkkk0mMj48jGo1ibW3NtWFnpzG6XzKZDHzfR7VaHcpUosjB+eLPHKvM+KGDZ2pqCkeOHMHx48fdsTGkeWZmBr7vD4VUU7zyPA/VatUJU+zmRXcLxSFm7MhQcLpqOGaGPUtHGM8ZnTs8Hgpv8Xgc2Wx2yCEUBIEr9bLWolwuo9vtYmJiwoVOy7I0njM+lDKXSApGiUQCQL/rHUWsXC7ntkXhj44qWbrI92OxmPuex89rhy436Sziz8lkEr1ezwlV8j8EFYSUrQB/d7bDB5btMEZFUa4MKS5fTbg9v7+W9wq9FynKzudqfsc1yFl5uUQutYAx5n8YYxaNMU+L18aMMR8xxrw4+Lc4eN0YY/6jMea4MeaYMeb+azn4S4zbPZwDGw/rFGCk84fCghRHCB+8WXJGN0u73UapVEKlUnGiBAOQKTgAcKLC2NgYyuUyjh8/jkaj4bo/AcPt2rlPild0ulQqFTQajSEHEVuosyyLQdY8/l6vh7W1NdRqtaEgZ26b2+FrzWbTlY3JrKKwg4XrBUGARCKB+++/H69//esxNTWFVquFSCSCvXv34uDBg4jFYqjX6y7XqF6vw/M83HzzzZiennaCkBTH2AaewdJ0CAFw54LrMWxadtmSodqck2w2C9/3h4ScZDLpxrl3714cOnQIhw8fdt3HmDXUaDSwvr6ORCLhSvR4vcjsIkLhMJFIOHGPQdHtdhvpdBqpVGoov0iWgVlrXQv7xcVFBEHgurPJrney2xmvdYZqG2OcWESRjctzTrcj2/V+pFwftkNg+nYYo3Jp9F6kXIyt/nvOP/Ap2x+9FynbHb0X3XguKQgB+E0A/1votX8M4GPW2lsAfGzwMwC8DcAtg6/3Avgvr8wwXz50i9ChIztJMdhYti6nI0M6KaSrhA/tqVQKyWTSZdCMWkd2pWK78snJSRQKBcRiMdctjA/sLIuSgpAULoANp0symRwSSmQpENB3ftC9A/TLi7LZLHq9HoIgcMIPBSbZXp4CBoUFOqmAfjBzMpkc6vrVbDaxvLyMlZUVZDIZ3HzzzZicnHRjppOnWq26IGs6gRKJBCYmJoZCpymQjI2NoVgsuuNPp9NORKGzhvPH7XY6HQRBgCAIXAt3dmQzgywj5h4B/fBtmVEEwGUAJZNJJ55xXGHRieKi53nwfX9IYOl0OqjX62g0Gq5EL5PJoNVqoVQqIR6PI51OO8GPXdCkS43XRL1eR6lUcllXyWTSlbyFb6B0TdFtRIGJ5YvRaNSJYtzXNuQ3sQ3vR8porsVfrl7pDxbhv/y/EtvSDz87gt+E3ot2DLwXvZL3pGt5L9rK21SuO78JvRftSLbL7+fVjlNdTDeeS9oErLWfMsYcDr38LgCPDL7/LQCfBPCPBq+/z/avjC8YYwrGmD3W2rlXbMSXCXNhKBgAGOoy1W63nTtGOj74r4RiUjQaRTabxfT09FA7e1k6JAUD/gXG930XpNztdl2gNUuiKDiEBQG6OaSbiUIX98OA41gshkqlgtXVVVQqFaRSKezbt88JNDJAmCVNUpCigCTnjLk3Mr+GJWsMJa7X60Ohyvv27XOiTaPRcDlAnCO6ZFhax45j3W7XlThNT08DAKrVKqLRKFKp1FCoNTNyOF+tVsuNU+ZE8dzJ851MJlGpVFwZlewKx/n0fR+ZTGao9I/B2rI8TV5TFAZZesb8ok6n48S2arWKxcVFZDIZ5PN5LC8vIxaLoVAoIAgC1Go15+ySIletVnMiDwDnVJIiJM8jx0R3kzwmCkZ0sW1Htuv9SNmcq7VFb6fyiVH/vyjbE70X7TxeqRKN68F2uu8p1xa9F+1cruZ3/HreI652P3o/u/Fcad3ItLh5zAOYHny/D8BZsdy5wWs35EYjH9z5sC5bkdMVxId+ZrVIkYjrAkAmk8GhQ4dwyy23YGVlBfV63XXYAoB6ve7EFopIAJBKpTAxMYHFxUVXMsT28LlcbsitJIOK6RRiyRTzbugMYscvYwxWV1cxOzuL5eVljI2N4ejRoygWi86NFC4zCgdHU0yRggSRbpJer+fCqbk9jpdi0djYmAuGzmazyGazmJ+fBwCXyeP7PpaXl50otb6+jiAIMDExAc/znJiUSqXcOLlPea74swyc5hyxjE+6gOgYopDDscvzLN0/FIO4DEvWwqWFHEOlUkGz2XQuHs5XJBJxWUiZTAaFQsE5u1iWRyGx0+nA87whYc0Yg2w2665DKWDxeHh+ZGkYQ7plh7TtWi52EbbF/Ui5Nmy3DxHbbbzKy0LvRco145UUlPU+tOPRe9Eu51r/jr+SIo7ej248V/1kaK21xpiX/T+UMea96NsVryl8gKebp9frDTk6WEIkW3jLL4YgA33xI51OI5lMYnFxEefPn8eRI0fwqle9CsePH8czzzzjxBoKBp1OB8ViEWNjY87VwQf2ubk5rK+v48CBA0in0y4jiCIEt0N3i3TasNRqcXERKysrrgRsbGwMN910E4rFIoIgcIKLFL4ikYgrPWs0GqjVagA2BBGWdbF0jKVHAIaELo6Tnc5k6LKcB7qYgL6zKBqNuk5kdMd4nodCoYBkMunEoJmZGSSTSeeckWHf7XYbnU7HdSxjqRzPMfOVKH7Jmw3DxDmXFNzW19fRaDTQbDaHgrB5fBy77CIn3UnMX2Loc61Wcy3eue12u43JyUncdNNNeOKJJ9BoNNBoNIYCtKPRqOvOJsefTCbd+Dm/vMZl6SKvPVmCyPljWeBOdSlcyf3oet2LlNFcbZjrtUZdPcqVoPei7cdWvxcpypWw1Z/TlO2J3iN3FlcqCC3QYmiM2QNgcfD6eQAHxHL7B69dgLX21wH8OgBcyY3qcqBrI+wEorDCDlidTgfxeHyoXTofpqUgxGDfM2fO4Gtf+xrq9TpuvvlmpNNpJ5zQoUHRA4DLruF7sgzp+eefR7vdxk033YRUKoVKpeJKqYDhblB0k8huWgBcZhDFoEKh4DpaWWvdcVHI6Ha7SKfT8DwP0WjUZSLRTcRsJB4zj4WlVQxWpsuIXdR4rLJEi/DGQbGi0WigXq9jfHzcrUPBh2NoNptIJpMuOFsKZhS5pJAnu3CxkxrPP0UwYwxqtZqbE54rZu/IMGqWbclSLB5Hs9lErVZDtVpFq9VCOp12+UMUxnisPOfxeBy1Wg2JRALj4+PuHAdB4MQaZhKNjY25zmqpVArpdBrlctld13QvSZcQrw/C4GrOKa9PupB2EFd1P7oe9yLl8uD1u5U/aKi1WbkIei/aIag4pGxztsVzmvLy2MqfP7by2JRLczmh0qP4AID3DL5/D4D3i9d/xPT5JgDlG12XSvGCociZTAa5XA75fN65YFhSwwfmcOt4uoympqYwNjaGRqPhRIBKpYKTJ0+i0Wg4FwzzXCja5PN55wTJZrOwg5bmbAE/OzuL8+fPOzeJzMCRpV4yY4iCz/j4OPbu3QvP85DNZlEoFNwDv/zLdtgV0mq1sL6+7sQWGbzM95kLRBFIupRYLidhbg3dRLIDGAOfmd+TSqVQKBRcUDSdMM1m040F6AsvdOHwi2V0HDfnOJvNunnI5XJuvwyxZqkWBTwGN1MkM8YgnU6jUCggl8s5oaxSqaBaraLZbGJ1dRXnzp3DuXPnXNkgRbF0Oj3UIp7bkHlSDMMuFAouOJvh1sYY7N27F1NTU6hWq5idnUW1WnXXZiqVQiqVQiaTcV3T6OaS4pYsN2PmEa8rXu/S6bUD2Db3I+Xy2MqOnFfiAw/vB8qOQ+9FO5Cd/Luq96Idi96LdiBb2bGsYtD25pIOIWPM76EfTDZhjDkH4OcA/BKAPzTG/A0ApwF832DxPwfwdgDHATQA/Ng1GPNl02w2nVOEpU0yU0e6K+gM4QUts1no5Mjn84jH41hcXMTa2hqAvnCyuLiI5eVlV2Ilc2fS6TRyuRyazSbK5bJzgnQ6HecEikajWFhYQKfTweTkJJLJpOsIRmGJogDdN7IrWjQaHXIU0S0ij4UiFb+4306n4wSPbDbrOlmxjIviFHOO6ELhDUmWJgFweT0UWyjscCylUskJGux+xvIvhh9ns1nE43EEQeBcO/V6faibG4W+druNdruNXC7nRKVOpzPU2YxzRAGFX7JlPK8HCioUkWTZYLvdds4gHlMymcTExAQymYxz+NDFBQDZbNa5cXhN+L6PiYkJTE5OYmlpyY2T++TxsnSO12Y+nwcAJ2jx2qToRkdUs9l0ZXRBEDh3EoO5eX1sR7bz/Uh5eeyGvzbthmPcqei9SLkR6P1CCaP3ot3FVroHXCsnpX42uv5cTpexH9jkrTePWNYC+NtXO6hXimQy6bpnyUwfmaUDwHWCYlcmOnsYwMuHewoppVIJJ0+edA4MliAxv8X3ffi+j7W1NSd+dDodlEoltNttpFIpJ0pwG9FoFI1GA+fPn8f4+LgLJaaAA/RLi9bX1537Q7ZxX19fR7lcRqVSQaFQcOKRDI6W2Uh0R3FugOHAaLpbpHBCcYK5RCzTYpe0cH4S95lOp10gcr1eRyqVcueGAlKr1UIsFnMh0rOzswCAYrE4VPZGgQmAO4Z2u41qtQrf95FMJp0oxH1zmXg87gQbCjA8bum+kuV/vV4P4+PjiMViKJVK7jx7nodcLoepqSnnJJIiHYW/WCw2VIoozwnnkEJRJBLB6uoqGo0GxsfHnWCXTCaRy+XceFlCJrOdZEleuDyPjjFeSzxvshxxu7Cd70fK5bPVPghstfEoNx69FymKshXQe9HuYauV1W+VcShXz45rNySh6EJ3UCaTcWIBS2b4wMwQZzpp+EvHciQA7sE/lUrhwIEDmJ2ddSVDdGrE43HnAGKgdDKZxNraGpaXlxEEATKZDNLptHMusUSKJVelUsll+1AAoduG5WJ8jY4Qih6Li4uIx+MYGxtDNBp1TiO6cChKMHCamTcM3a5Wq+h0OhgbG0Mul3MOG7pY6EZh2ZacJ+mQ4rGwfInHIUudwu3j6dChSEbXU71eBwDXNYyOG4o2zWZzyPXF8kCOl5lFrVYLmUzGCXI8FhkuTcFEuovkPugCyufzzhlEQYst4hOJhOseR8GQ4mK73cbq6qoLkZa5UBQW6WzjsdItRFdPJpPB1NQUzpw5g5WVFXdDliHTPC6603h8FAdZ3qgoN5rLsUBrnoeiKDcKec/Zag9krxT6F3lF2Vps9js56rWd9vu7k45lu7CjBaFGo+EcJ+vr6yiVSq5UKhqNOvcQnTgUTQA4wYPZMwCckECxQn4w4IO9bBUejUZx++2348CBA3juuedca3nm4FA8oVMpEokgnU67tvR0vlSrVcRiMRw+fBhjY2NOFKKDhK4VM2g/T3GGuTH8l6IJ15UB2szbkSHKzLvxfR+FQsGNhSVh0m0Sj8edKEIHDQC3rCy7ozDSbDbR6XSciEMni+/7rhsWf+Z46abhccsW9PyZAg+PgwHXFOnCZW4UDikGsosZv1ZXVwH0xazx8XEnokWjUSf2AHAOJFl6yOwljpvzxVBvGQhdqVTcGNrtNmq1mitxjMfjTlRj+RfL2xh+TYGNgpbneW5dilayQ5qibBWkKLTZBwHpsNMPC4qivNKMEqfD9xpZij/qfUVRlFcC3o/CUSYSGW+iKFfDjhaEGOhL6PyhOMDMFXZ5ogODYg1LfigcsTuXMQZra2sIgsCV8sgvih1jY2M4cOAAUqkUGo3GUB4RhRApHtDVQQeKFJbq9TpOnjyJSqWC8fFxV4JFIYQlUcYYLC8vo1KpIJ/Po1gsIpPJOOGJGUMsKSuXy26/zPFhFg/njKHSFDtkTpFsbQ70xQqZ9dPtdpFIJFxYdTjrSLqCKEqx7TsDreV8ydbqskyNQc4sGWs0GkPldAwS57Z4LijUyDbzFO1kNk+xWEShUHCiDPdPh5a11rW5ZwlaJBJxglEymXRlgevr6ygWixgbGxu67uiskg4fZhjRUQT0M4QY7i1Dw+k26/V6zk3GY+A54jIqCClbjYt9oNEPO4qiXA92671mtx63omxl5O/l5bqFdgL6h7/rz44WhOiKoRAkg3ZlfpDs5EWxgO4X5tAAcA/8wIYrCNhwovB1tk2/7777cPDgQVQqFZw9exbNZtN1iup0OgiCwDlF+PBPtwtDlBOJhCtNWllZwblz57C2toaJiQkkk0lUKhXU63UnIgB9Fw67aVEkovARjUZdKHGlUnHlRMBGlg5FFgosHC/dQdJdQ5GGuUJSZKE7Rna1YhlU2DnEsjduPxaLIRKJDHXg4vZ4HACcmEPo6qK7iN25mLfDOZWCFsO9KdpQZGNXuP3796NQKDiRiMiSNCl0UchaW1vD0tISUqmUC9EulUpYXl5GNBrF5OSku+HxWpOh3XQWMduJ5yoej2NmZgapVMrlYlHI4/UoM5mY0xSL9X/dVQxStiNbtbOGoig7g8t9CNmJ9yJ9AFOUrcVu/p3crcd9I9nRghCwkb1DgYKZQdZaVCoVJBIJJyAQvk/BgiVjxWJxqESHD+98mJfOjkwmgwMHDmB8fBylUgmlUsllurBjF0UQOm/CuS4y2yaVSjnRYXFx0ZWRcd8UJ2ZmZnDo0CHXwUsGRtM5kkwmXcewZDKJRCKBRqMxJNJQlEmn00ilUlhdXXUlbxTY6D6hCMP3pVuK2yEUcihicPw8PooebCnPbmwyo4iOJZZ0cbvS+cLl6OjiPin4yK5ishSt2+2iVqthaWkJsVgMk5OTyGazQx27WNLFzm8syVtfX3cd0ubm5rCwsOCcRRxTp9PBiRMncPr0abRaLbc9WVbGsfJ9Hh/nkSV5LL/jtoGNUGmWRgZB4IQ0Xp889u3aaUzZfezEBzBFUbYOeo9RFGWrcLn3o90sGimvLDtaEPI8D51OB+Vy2WX78GGeYoBsoR5+nWJSKpUC0BcpmClTq9VcyVO4axPLeeiaqVarri09S69YrkaxKJ/PO0Eo7OTgL7vneSgUCiiXy66ki4JCNptFsVjE5OQk0um0c45wG1LIYetzikYMN242m27fjUbDBWQ3Gg3U63UnfjSbTVeiFHYMAXBuIAosMnyarhyWrPF4KVbI0jaJ7N4lBRh5zrjfVquFXq/nRCOKgcBGLpIMoG61WqjX62g2m2i1WlhbW0OpVHLldsBGiRszmAC4kkKKUXSSnT17FmfOnMHBgwdx8803w1qLlZUVJ3KdPXsWCwsLQwHkFCDlfigWUryR16HMBOJ6vPZYGsaSMp4rClgyNF1RtgOXkzG0HdlJx6Iou42d9Pu7k45FUXYL+nurvFLsaEGIHbP4QE0RgmICRQjpwpBds4B+mdjk5CSAvnCxsLCA2dlZtNvtoe5cdB4lEgmXOcQH/uXlZaysrCCZTLpSLz7MZzIZLC8vY3Z2Fp1OBzMzM0504T6MMajVai7LptVqYW5uDkBf6MlkMrjlllswPj6OWq2GarXqHqDCziegL/b4vu9aslNckuHTzWYTvu8jCAKX60NxgsvLlvPMuKFriEJVt9t1++M+pKMpXIbF5WRAMh1cFF943DxndELJ8qter4dWq+XcTu12G0EQDG2bZWXsSra4uIiVlZWhzm8sNeP5pTBFR5MUWrrdLs6ePYuzZ89i//792LdvH6y1aDQa8DwP2WwWsVjMdTxLpVLwfR/VatWdKzp66OJi0Ld0iHEMFNrkfwgyNJriD+eBOUsUBEul0pX9YimKoijKDkKG1vNnRVGUG4Hej5TrzY4WhAC47ljdbhf1et1l9AAbJUTSYSEzZdjFiSLE0tISTp06hcXFRSdE0I3S6XRc5zGKCdPT02i1Wjh58iTK5TIOHjyIYrHo3CgMW56amkIQBK5lvO/7TmyiU4Rji0QiKBQKWF9fx/LyMur1OsbGxoZa0tPBQlGGMLSYziEKBxRXZDt4CgudTseVs3G5ZDLp3DlyXJwzdj2jqMYsImCjVfyobmsUX1qt1lDmjezERiGJ8895Z1mgDFrmenReBUEw5KxhIDRLqnq9nhPhWDrHMUjRiiV+0nlUq9UwNzeHxcXF/6+9f4uRJM/S+8DP/GZmfo97RuQ9siq7KytrquvS093T09ODGWJbMyA4M3wQyZelFgS4D+Ji9bCAqNXD8kWAdrHSggstBIxAguRCGK4AiRCxAMHlDMSZBjli39hd1VVTVXnPjHv43c3d3Py6D5HfieOWHplV3VWVER7nBwQiwt3c7P//m6VV2Fff+Q7W1tZw8eJFOI4jIdJ0nPm+j2aziY8//liynLgWPCZFQK5PJpNBqVSaCpWmmAQch6BT4KKIptcKOBKS2u02fN+fyo4yDOPLxf64M4zTx3n8d3ke52wYZwH7t2l8mcy1IJTP56XUhsG6dOW0223kcjl0Oh1RYvlQrjtMZbNZKRva29vDBx98gE6nI/ugkEEBhFk9bE9+//59fPTRR3AcR7JkKERRfBmPxxIwzOya9fV1uK6LIAhEHKHYk8lksLCwIO4eBi8XCgXpZMUyMs/zJMQZOHb1sE05BQSKCyxZ4u8UTLS4wzXSpV18n64UXU7m+74IK3TpMDRa5+bQWQUcZw3R4UJhimPSIh7bxusyOZ3JxLG0Wi3ZP2+02nXEPCOWpVHg4zqzhJDnm/vudrvY2tpCGIbY3NzE2toa0um0lODR8UVnUbVaxfb2tnSgOzw8RBRF8H1fhLVisYh+vy9uL+ZIARCxhxlUvJ50WWAURXL9cxvOiy4kwzhL2B9HhmGcBuxeZBiGYcwTcy8Isa06S8V08DFFDR0yzGBiuiwoJgFHLhC6enTuC8UallMNh0OUSiWk02k8ePAAu7u7KBQKsi8KD+wEBRy5TpaXlzEej7G7u4tUKiXlZZ1OR8asy6IoVrXbbVSrVZRKJRE3tCDC8GmdJTMajeC67lQ5FgUeilp027BUiWjXEo/BzCSKM1pwSaVSaDabAIBKpQLP82RuFHEoWmi3jg6s5rj4Ho/PUi2KRDzvFD76/b4IO7rUjePzPA+e54nwxiBruo64JjzXFGcY2BwEATqdDjzPw/r6OsrlsggyOsuI4dUUlMIwlFb1nBvFL4ZJs7SOY6azLQgCuY75OZ1nxeu61WqJk4nXD+dlncYM48vBQh8NwzgN2L3IMAzDmMVcC0K1Wk0EG7Zm5wM/cJSlQ7GAD9H8jyVLjfgADwDr6+sYDod4/PixuF5arRZqtRoATAVLs6yqVqshDENcuHABruuKEABgSuTgOFdWVpBKpSRzaGFhAY7jSBkXhRO6eBYWFjAej/HkyRNEUSSiQj6fl85fPAYdJXTz0DXCNuls7c6OWvpYdOSwxTrFF9/3pQSJmU0MQ2bplQ5ibrVa6Ha7KJfLci74RwpL5LT7hqJQPp+fCk6mkMTfWR7lui5yuZwEZetOaMxu0mVUzPhpNpuyfnpdOA6dO5VKpRAEgbSPX1paQjabheM4ErjN88vv/DmfzyMIAtRqNRweHsr4mfmzsrKCKIrQbreRTqeRzWbx3nvv4V/+y3+Jr3/967IPikzxXKV4hzeuv87H0k4swzC+OCy83TCM04DdiwzDMIyTmGtBSLsu6LZgjg5FDma7UHygGKHFkI2NDQDHbecPDg4QRZE4S+gCAY4DjZPJJHZ2dvDo0SMUCgWsrKxI7g6FBp3jQgdJOp3G4uIiHMdBtVpFNpuV/J1eryf/Uee4C4UCwjCUNucsBctkMlhaWoLneeh0OlMZODpnh04ilpb1ej0RfSiW6W5nFErYUYvrqDuNMbsnlUpJuRePx85f4/FYBDLm5DC8OpfLSQA4zwnXl6IUj62/605mdAdRoEqlUrIPCoPcttvtSh4Tc4GKxaI4k+jqoqOq2+2i1WrB8zyUy2W4riuij+7qxbXg2ChMFYtF1Go1bG1tTYlNDBLv9/solUq4dOkSDg4O8LOf/QzLy8u4ffu2XIe9Xg/1el1cTfqc8rrmdUbhTIer8zXDMAzDMAzDMAzjfDLXghBDfXXuDV0eOtCYAgM/o10qYRii3W4DAG7duoWrV6+i0Wjgj/7ojzCZTFAoFEQ44OfT6TSiKMLDhw9xeHgo7cujKJoSV/Q46Npg5kypVEKz2USz2cTy8jIymYyINTqryHVdFItFNJvNKZfT4eEhyuUyFhcXxbmkc3foMKF4oN0szE7yPA/9fh/dbveZ0qVutyuijy73oluFriM6hyh+0a0SRZG4pSiE0VXF4+gW8bp8Kn7+KFSxhKrdbktOEsfC3+mqcRxHjlepVBAEwVTpleu6EnI9HA6RTqdFpBqNRigWiyLURVEkr1MY4pwAiKBEccj3fXieNyXo6HXt9/vIZrNoNBpot9vY3NzEu+++KyJcvV4XwYvroUsYOU9dksgSNLrNTBQyzhJntdPGWRuvYRjP56yWXZ3FMRuG8WLO6j3JOF3MtSBERw0FlLhjgg/xwLGzh+4WOolarRaCIJDP0dnBduW65bx2ydTrdQRBICHWOrSaogvbtGsxiFCsGAwGklHDcGIek9vn83msr69jZ2dHxIXBYICDgwNkMhn4vi/lWXRD0RnEMescJQoL2WxWHD102fCYFCB8358qDeO6UoSjk4XrzIDqIAhEZKGIkU6nkcvlRDjjWDqdjnT80iHUdOKw5IriDcUvzo8iE0U0uoASiQSazSa2trakzI7fi8WiZE5RdOL6ZbNZKVnTrqS4M0h3CuN60OHE9+nm4niZ5eQ4DlqtFhqNBm7fvo1vf/vb4lQ7ODiYEsP4H4O4uJnJZKayhTgXrpdhGIZhGJ8NewAzDOO0YPci4/NgrgUhOmAokugyqUQigSiKkMlk5MGfooZucU7RAzgK8/3hD3+I999/X7pnMW+GD948TqPRELEkl8tJS3OiRQrg2LFD8YVlXByHng8dKBRpXNfFwsICJpMJDg4OpCxoPB6L8yVe0kXhhI4kijIUXPr9vjhMWDqm91EsFqUVPb90G3q2l280Gmg0GtIhi8JEKpVCuVyW13WuDZ02dFtxLTKZjKwj103nMOnMIYZI82eKcBSZXNdFFEWoVCrS4YvB4GtrayiXy5IHxGuE66JDrXXekb4p6zwkfpZCm24Rr0vMuP9ut4vl5WV4nodWqyV5TJwzy8H4Wb0fHZitg7R1jhB/1uKRYRiGYRiGYRiGcb5IvHgTwzAMwzAMwzAMwzAMY56Ya4cQXSF0ZURRJF20AIhzg5zUmp1Oil6vh42NDVy+fBk7OzsYDofSBYwtxulsoeNlZWVFSrboItEOJOA4E4fH4bjozun3++j1elPdvegw4lg9z0OxWJQuXqPRCFEUTTl94l28GLrMDlcslWMZW71en+quRccSx6nXip/R3bn4GtcdOMpkYsZNvV6H4zjSNYvlcLrkjGVOnufBdV0p3Wo2m5JLpMPBAYjThqVhuhRPrxsDnsfjMbrdLtLpNBYWFpDL5dBoNMSJFXdU8RzoMjEeg+VqzOuhO4mlWvr8a8cPt+M8hsMhgiCQ8G19rQ4GgylXkC4B42ssH+PYdfc8bmcYZwWzRBuGcRqwe5FhGIYxb8y1IBQvFWIeTiKREFGCwg8fyoHjYOnBYIBqtYputwsAKJVKSCaTEu7LbXSpTjKZRCaTkW5ffJDX7c9ZHkQRQWfPAMdCA8UIhjuz1EoLHAxbHg6HyOVyuHbtGhqNhnTM4n4ZMqzb3DMjiOIRoeDBMGmWlbGsjWHdFBooaFE8YxkXj82MIQAi1IxGIxGEKNqwHItzpHiSTqclD4frTiFEdwzT5wQ4Lo3TIhh/73Q6yOfzWFhYQCKRQDabRT6fl85nOm9Hh26zPFCLYTwuS7HiohEAmSP3pUvOeK75ez6fRyKRQLVaRRiGch1QaGO5W7fblZwifd3qDmr6s7zO+bphGIZhGIZhGIZxfplrQSidTk+5YbQ7JC7I8EFdZ8IAxy4jAPJg7XmeiEq9Xk8EIzpddGgwBae4o4figW6drrNpSDKZFEFEt1BnFy7mDQFHAoDv+5JtRLeKzk9izpFu667nrzNuyHA4RLfbleBnun34WQowdBnpHKR8Po9Wq4VSqQQAWF1dRavVQqfTkWyc8XgsHcfogmJnsOFwKBlHbEuv96+FDTpr+BqFKs5Ld3gbDodotVrIZDLI5XIoFAoyF+YyjUYj9Ho9OI4jQdLcn85J0kIiRRkGiGt4PbCVvRYh9TXAdeAxs9ksksmkhJt3Oh3p0sYOZjpoW3/nugCA53nSyYxdzQzDMAzDMAzDMIzzyVwLQhRtgOOuEHwQpiNFhxHHP0vRRj+I5/N55PN5EXJ0KRbbr8e7ZNFFo4UW3SGLwgUFJ4oGdLtQIHBdd0rY4rHprGGJFAUbhmHHxSEKN3QxUUzg68CRCMSSLAoKupsax61dVgyzzmQy0hktn88jlUqhXq8DANbW1kQEWlxcRDablbbt2Wx2KsCaQke/30en05GW7ByTPkc8j9oNE0WRiG66fJDrw3nyfHB+vEZ0KZgWb3zfl7bt/IzuWEfRjevDz+oubFok5HXBayCfz2NxcVFK7vL5PJLJJBqNBoCjLmOHh4ciVunP6+uXxxoMBs90wbMuY4ZhGIZhGIZhGOebuRaE6ALigzCdJdpRAWCqXbfO2WHLdy2MMB+InaqA6YfruJhxkguDD/G68xThZ+ng0eVKFD3ipWN0rLDlvHbGOI6DXC4nwpMWDzKZjIhIFLQ4f3YOY9kR50ohjWVkFC4ovHQ6HRlDPp/HlStXsLe3BwCoVCrwfR9ra2solUqSY5TL5eB53lR+UxRFUl4V7xKmy6Q4f30u9PnVuUt07tCJxDnrUjWuvW4dT1ePFnp0CaAuTdMlW7xuuC+KTXRbJRIJyU7KZDLSfa1cLqPVask11+12RVTb29tDvV4XEZKOteddb1rA0s45wzAMwzAMwzAM43wy14IQ3RtaAOLPFDn4gB5vHx7PXwGOMnUoAjDTRosG8dDmWVDUiZdkxduFc9x6XBwPBQi2Q6eQQWGJ46UzSbctD4JAgp3H4zHy+byUS3HuFKkYhs1tAcixuD1FMa5DGIYSyMz9LC8vI5/PAwBqtRr6/b4IFI1GA+12W0Sr8Xgs7d+HwyEajQb6/b44pPQ5pEgUhqGIYTp/SQc967WnyJVOp6W8joKQPnfj8RhRFEn7eb7W7XZFvEkmk1M5UvHQb46Briq6tYbDIbLZrOQBAZD3Dw4OkM1mxTVFwYfzqFQqqFQqiKJo6jqMX/daFNOlZbrM0DC+KF4UXD7rPqnv04ZhGJ8nJ92T7F5kGMaXhd1bjNPIXAtCFDO0wML8F52do9+nWKQzhDqdDgAgCAIJIk6lUgjDEL7vo1AoyAO37rpFkYKuE/2Qrh0tcQFKu1602+SkfBiKDZ7niWtHi0R0hDQaDXGnaBGKIgm7mem1YSmYdp7ERS/HcaTUi26XIAhE9Egmk8+4rPT6tFotJBIJlEolGQ+3TaVS0m0LgLhz6Ijheup8Hy3KcLt4eZY+hp6fLhFjNy9uz/PDnCSWr9H5o8+NziviZ+jQ4hrzXFG4o7sriiI0Gg20Wi2Uy2VcvnwZxWIR9+7dAwA0Gg0RJ9l5jceiuMTrSl9b3CZ+DRnG580v08XO/kgyDOPzwu5FhmGcJuy+YpxG5loQ4kMxy8QoXOh273xgputFP0BT4Gi32wCO2s4zpyeTycjDt86v0eVnFF/4nnbfAMeB1bqrmXYdcR9acKCgpYUglnxlMhlkMhkUCgVx97BsrtvtSiCz7rrG1u50rcTL1HRHLJY46fKqeC6NFkLiDhVu47quOH7a7bYIT0EQTAVDM9w5l8vJGCgoxcOYATwT1K2dQhSL6ORhhpLuJKbFQV2qpsvT4l3H9BpokYXH1SVndOXo4HB9DfAYzH7q9/soFosSzH1wcADgSJhkVzfmMWnxR4t3HLM+L7xeDePz5pd5+ALsDyXDMD4/TAwyDOM08KLqEcN42cy1IMTOXDpfhRkyDBgGjrs7AceiAp0kulyK7hSdtcMSJwoN3A9LkXq9HqIokof8uENDB0/rmwXHqvN7AEy5jShGpNNp5HI5pNNpafGuxSm2KKegxf3xPQpf8ewgLYRoh0lc2GDbdo5HC2AUmVjGRkGK+4iiSLp1MV/I8zxxdyWTSRQKhSmRiGvO86WDpvmdzhstrmlhTXdGc10X6XRa8oziLiJt79TZQfHOXroMkT/r7m0anlstcHE/7ATmOA4WFhaQz+elKxoAtFotjMdj+L6PXC6HyWQiXdp01zeN7rwWLzEzDMMwjHnilxWnDcMwPi9MDDJOO3MtCOmH8vF4jEwmg36/L4KJFosoFsRDp0ejEcIwBACEYTiVFcQyrSAIJBRYi0s6f0e7WCjiaHGIJUQ6jFp3pYoHV9N1wrIr13VRKBRkH9wvRSl2E9OOFwoSuoV7FEWIoki2j4tBAGRObAdPgYZCBsUO5u2w2xgAGQudT+PxWNxNLLsrFotIpVKIomgqE6nX64n4pl02dCtRDIvnRukys2QyKblAdE8RHQ7N9dHCkhZRdGc43dFLl47x3PDc8bgccyKREAEsHmRN51CxWMTy8jJGoxH29/cBAPV6HZlMBr7vI5/Py3HDMBShU4tL2jlFcWqWaGQYhmEYhmEYhmGcH+ZaEOIDvi7JAiClWbpNOYCZ7iHg2F3Bh2vP8+C6rjyI06Xi+/5URg4A6U4FHIkAbBVOtCCh/4+WLnNyHGeqCxg/PxwOEYYhUqmUOJC02EUBgt3SWGpE8ct1XQyHQ3GjsOU9HTMUkHTJGIBnhAdm3sTXezgcinhRLpcBALlcDs1mU0KloyiS8ieuY6vVQi6XmxKjZnVdY2C2nq/uvkanUzKZFAdVvB17PDCa10T8/OjjU+yKO4E4Ji3qMfuJ4ly/30c2mxVhLoqiqePr8Ol0Oo3l5WWkUins7Ozg8PBQzjuvT84tl8uhVquh0WjI57XrTJdG8lzzujSMz4t4OefztjMMw/iisHuRYRiGYXw65loQolii3Sgs+9FlOny41oHSDF1mZhAAEYIYlNxut6UjFoCpzlq+7yORSKDT6aDdbmNxcVFEHZ3/w7IuPuRrcUGLG1rI0N3GKPZ4njflmomiSMbX7/fRbrfFUcQw416vh52dHdRqNRSLRZRKJQBH3dRYPqUFKQoIHC9FC3b60uHFFJSCIMDBwQE8zwMAFAoFGQNLwlgyRgGL7hi6nRi4rMurOIZer4dOp4MwDJHP57G4uCgd1XQpHte10+lIlzMKMyxH48/MYtLvaZFPdzDT54LzZoh2q9VCv9+XsG8GkKfTaQRB8EznO7rYWAJWKBRQKBQwGAxQqVQk3JyCDjuQ+b4vYloYhuh2u+Jg4r4pXmr3kWEYhmGcV0wMMgzjtGA5Q8bLZK4FIT6IdzodeQjmA7vuQAUc/0OkMKOdIN1uFwDQbDbhOA4uXLiA5eVlNBoNABCXCoWlKIrEZRNFEZrNJg4ODp5xA/V6PYRhOBVQzBbjOo+GpWjMu9GuD2YUNZtNZLNZEauGwyGiKEKn0xHhhuLNZDJBq9VCpVIRR4njOCICdbtdhGEoZWM8Fr+zBEsHZAPPdq7SokulUgEA6TwWRRFqtZqMjU4lCkLcXzabRb/fR61WQ6fTmcrvYRi253lYXV3F0tISisUiAEhr+clkIuHf/X4fjUYDvV5PXDV0DXG/eh6pVEr2QwcWS824FtqxRPFRu7EKhYIIbePxGKVSCa7rol6vIwgCOTZDtnXANbOZXNdFv9+X6xA4clrl83kRjbh+uhRRd6uj8DkajZDL5SQo3TA+bz7t/5k3DMP4IrF7kWEYhmG8mLkWhDKZDEajETzPw3g8FteIDpDWmT98bTQaiSuIIgJw1N0pmUxibW0NKysruHPnzjPOHu38YTctllTRJQMcl5LRVUTBSjuQWNqlRRcGJmcyGRGQKI4EQQDf9+H7PtrtNg4PD+E4DrLZ7FSIcq1Ww5MnTxBFEQqFAsrlsogFk8kErutKaRvLyOg2oTOIwhSdLjo3CTgObdbiDXDUMp3ryTlTWNJCE1/r9/toNpuo1Wqy1toxtLS0hPX1dZTL5WecVhwPBZF0Oi2ZOwzTzufzyGazUl6mrwOt1uvzRDcUz43u3NXv99Hr9ZDJZLC8vCzrxHIx5iLl83l0u110Oh2MRiP4vo9sNivryJK+hYUF6cZGh5DneSI+ua6LUqkk7ewbjcaUyKlzoJiZpZ1khmEYhmEYhmEYxvlkrgUh3UqcogTbdFN8YWC0zoLhQzlFGwYBB0GA4XAoroxer4dut4tsNisOG4oPURSJuFEoFHDp0iXJENJiBfOL6MqhU4VduFjqw7KsKIpESGEp06wuVRR36BQKwxBhGEp51sLCgohFmUxGnFOJRAJBEAAA2u22BEhz/xRBBoOBCAwcB8UR7RTidho9dgZMZzIZKR/j+WG4dbvdhuu6WF5eFkdPJpNBPp+XYGueR665DvLm+B3HEVGOAdU8f8zUiQdNx3N49PXBz/E8cT2KxaJ0XdMZQdyOY9Lnn6WDvO7CMITv+ygWiwiCANvb2+IQ4r5d15Xyv3Q6jXK5jIODg6luaHGXEM+JYbwszBJtGMbLxO5BhmGcFuKVGIbxMphrQYgOnHK5PNXdif/42AKdAkO8wxeFBZYcsYNWLpcTFw9Dg+mgoUBCJ0gymcTKyooISOxMxvwfZhSVSiV4nifH0qIERSx2BKNDhs4TXWKlHTe+7yOKIskZqlQq4qrJ5/OS+UMhiGJLqVSC7/sIggDValU6iLE8jUKEdvJo4UR3duN6U+ygG4bdvvSx6UCie4fnhuPhOXJdVzKauE/doQuAlM01m00pU6PbiN25er0eDg8PkUqlxM2j4XqzrI3iSz6fn1o3Cm88J3SdsRxQ3+Q5TuCotJBOLzqy6OYaj8dYXl6G53k4ODiQkjuOix3MGHKey+XkOuAxKCTymuB5oAhlGF829gePYRhfJlY2ZhjGaeGknCD728h42cy1IMQHZj64sz06hRQKK6PRSNwduvSJpVq6O1m1WoXv+1hfX8fS0hJarRby+TwymQwGg4GIDSwHKhQKEnKs84L4cE7HkG5vHr8xaJeJLvnJZDJTeUPAceCz3r7dbmNnZwdRFGF5eRnD4VDKj/L5/NT4dEYQnSgcaxAECIJAhDSKVvESOwoUXO94mZ7Ob+LcuZ9sNotcLidh2IuLi1heXp5y8FC44lrFs6B023j91e12sbOzg3K5jCtXriCfz0uOEnN+uH+dLcTzpIWh0Wgkjh2uPcdDVxSFKl1apjuw6W5hOqCbmUKLi4vSlS0uLOmAdP7Mc8U15nfdEQ2AlYwZhmEY5wITgwzDOC2Y8GOcVuZaEOKDL50xuVwOQRCI00NnrLADFwUihvDq7lLVahX7+/u4ffs23nnnHfyrf/WvpEQnm82iUqlgMpkgk8mg3W6j2+1OtU/Xrh8dGq0VY2a96IwaQlcRBSw6fPjAr8c/Go2QTCbRaDSwvb2NSqUiGTUUyXRXMApIWqDo9/vS0p7OpYWFBSSTSdTrdbRarakSLTp3KBhRcAOOHU8M0vZ9X0SowWAg4dmFQgGTyQTdbhee56FcLsPzPGkPr4O/KQTpbmUM62Z5YKlUkgyner0unbja7bY4yIIgkDwlvSYck+/76HQ6Uq6ng8e1wEeBhqIcAPk8YRA450w3kQ79HgwGyGQyMvf9/X20Wi0RoPL5vBybuUE8h1x7LQaxjI8/645xhvFlYX8IGYZhGIZhHGN/GxmngbkWhOgoYeguH4a1S0Pn1mgXBtuNs9wKOO4yRofJpUuX8LOf/QzD4RC5XA6tVkvaltNhQvEGOBIYtHNEt5DXrg2+xyBjPtBrxwk/o90p2u3E+dRqNXE1ua4ruTwUaIbDobh3GFZNBw8FFo6ZgghbnVNEohOIIcf8nWOjAwmACEsUKLguhUJBjs3Pco7sPBZfI3bl4pwphvT7fTiOI+Pt9XoiYGnxjMen68l1XUwmEwRBIO4rlnRxjXkudYA115GvUwzT4d+cfyKRkG5uHH8YhuLK4r4WFxexvr4OANjd3UW1Wp0Sn1hmdnBwgGQyiUKhgGaziXa7PdORRbGQYzQMwzAMw/isWHtswzBOC3Y/+nyYa0GIAgwFEJZSUeBIp9NSKqadLgCmSpG0cMCOV77v4/r16/B9H71eD/l8Hr7vy0M7H+57vR6CIMDCwgI8z5tycFDQoagBHF/YvLh1l6i4aynuIuJc6VTp9XpotVqSe1QoFKRzF/OMuDYUQHT+DN00Wojh2nF9dWt2AFMZR8xf0uVlzE/SmUW5XE7WjoIRw5/1emqBjJk9FFJ0lzAGVHc6HWkzz3Ew4LtUKmFra2sq+4lCihaCKIjxXLG8TZ8LAPK6vva0A0ivAY9HUSneGW0wGMDzPKytrcHzPHS73alzoLfv9/vo9/vodDo4PDxEu92eCrHWpY9cO7PQG4ZhGOcRe3D45bE1NIzPBxMzfnls/T4f5loQyufziKJIHsq73a48pFP4YDmS67pTHcj4oK4vtFarhcePH2N7exu3bt3C5uYmFhcXUavVRBRhNzN2zwrDEM1mE4uLi5InxDBp/eBOgYBii+7YRfFBd4rS4cSO40hQM8uN6GbRLiKKErpUK17+5LquhA7z2BRwKPKw7TnXh8IE989QaLZc73Q64qzRndHoWqHAwxIuCmbaxQRMB21rsY7nSJfNdToddLvdKfFpcXERq6urSCQS2Nvbw87OjnRXKxQKU/PQIhsFHf2lxR6OR4+N7io9Pq4p5zaZTBCG4VRuFPefzWZRKBQwGAxE5OEadjodFItF5HI5AJBObMwa0qV1Wljk/g3ji2SW4Gj/wTYMwzAM47wyS/yxv42M08JcC0IssYqiSMKegeOSLF0mRicF36O7iGIJAMmi2d3dxebmJjY2NrC8vCyBzVoU0KJTp9NBvV6H67rPOEkoyujsGp1tRLh/nW/DYySTSRFyKAjQMUNhSrdUp2DUaDRQqVQwGAxQLBbFlQMcC1RxV4nuXMWfGWg8GAykC1i8XT3dOyyjYpv4TCYjmUEA5Jzo7l08rl4THZxMpw3HQ1eT53lIJBLo9XrIZDIoFovo9/uo1WoSoB2GIS5fvoylpaUpQY4CjBZwKLJxbDqLSecAcf10xhBf086udDotndYodlFMW1paQjabRa1Ww97enpTNAUeCEEvDuOYAptxnnIMOmp51XRmGYRjGPGJu2F8Oa4dtGJ8f9u/ol8PuR18scy8IJRIJcaqw1bkO2NXb0glC0YUuEQpCYRiiWq2iVqshk8ng2rVruHTpEn7605+KIKEFJbpq2NWLYgLh8Xlc4Lj7WPx9jkM7SegaopuI46WziGITRYBsNou1tTWk02kEQSCBys1mUzJ8gCNRgnMBjnOGMpnMlHtIr5HrupIjRGGm1+vJeHRJGYOqOV+WsLFUi+VhFEByudyU2MX9U+jiGnDOjuOI6MWx8f1utyvvjUYjlEolvPbaa8jn89jb25MMKF3OF++GRocXiV8vFO54LenMHi3K6Rwifobrt7q6ikKhgGq1KoHaOoepVqshiiIRvaIoQrfblW1YCsf98brSAqdhGIZhGMZJ2MOXYRinBbsffXHMtSBEQYShxizNYdkUH8yBYxGEAgB/1w/PdAgdHh6i1WrhwoUL+OpXv4o/+ZM/mcqIASBuETpZgiBAp9OZ6hqmw4p1ORIAccfoi18LIXQIJZNJcT+l02l0u92pY9DFQucIHTlBEIhgQyGCQooumQMga0ahSbdPBzB1PH6O7eYpWHBfPB90awVBIHPgOdJ5PixvSyaTEtbNNdVCR7wsS+cJcYzJZBLZbFbEKs/zsLq6ipWVFXHdcD0o6FG04XH5voaCl+4ap0u3tLjGa4PZS3o9OV/P85DP56U0z/M8mQcAyQzSDiyKjryGtLOLQhCv/7hIZRiGYRiGQcxdZRjGacHuR188cy0IsSSHD/TMC6KgAhwH9CaTSXieJ920AEg5kBY++v0+tra28IMf/ADvvPMOSqUSstksoihCNpsV0YRiE8USCg6FQkG2oeskfhyKKvF8Gn5G/+66LrLZrOQfaVECOHYc9Xo9HB4eStv4RqOBIAhE+Ihb8bTzSJeJcf/cN7/r4GuWqukAawpC7O5Fh1Kn04HnebKGPAZdOo7joNvtyrx5DO2IAo4dMTqs2/M8KavisSkG8nool8uIokg6xNG9xABwunO0UMf1YU5PFEXiOmK5mh5vPLCc504LNZwDM6AofuVyOeRyuamuaLqkjp3dBoOBrKkOynYcRxxN2sFkgpDxRWD/0TYM4zRg96JfHCvNMAzjtGD3oy+HuRaEer0ecrkcBoPB1IM9hYbBYIB0Oi2h0szpoXihH8CBo4sxCAJUKhXs7e2h3W6jWCxOdazKZDJyrEQiAd/3kUgkEAQBGo0GFhYWkM1mp8rC9MXO7lQMwya6A5YWapiRw1BsCkwMmqboNBqN0Gw2cefOHZTLZWmLzi5juisWANm3bg3P9uUs6YqLCnpt6URiDo/udBUEgWTnsCsahRotHukAa4ozwLMBzhwbP6dFGD0XunBYtpVKpRCGIaIokvHwszzvdBppxw/PmRbPKNB0u100m00Rc1iuyOMz+JvCJI+pc63oFGIwd6FQkNBwAOh2u1MOKq5ZFEVyjehAa+1g4nEMwzAMY16xjpq/OPbgZRifL5bf+Ytj6/blkHjRBo7j/EPHcQ4cx/m5eu3vOY6z7TjOT59+/a567z9zHOeu4zgfO47zvS9q4J8G3dKbpNNpuK6L4XCIbDYLz/OQTCYRhiHCMJSHaAYIa1cHO5W1220JQb527Ro2Nzclq4cP7nQBAcDCwgIKhQJqtRoODw/lOGwTr4OHWe5D15LuJMZW6Pofx2AwEFFDty3PZrNYWFiYEkMAoNFoYGdnB/V6XY7jeR4KhQLS6bS4aXgs7WTS2UDdbleEL6KdVPxjzPd9FItFKaHLZDJYXFzEwsICisUiFhcX5XyMx2NxVdHBQ6eV4zhot9uSNaTdN9rBwxIrrpPOPWIWkOu68H1fREGWblF8ofCnA5+1cMPrSrueOM5isSgdy+jUoRClc4h4vvQ22nHF6zGVSmFhYUFKAtPptIiWFMl6vR6iKJJzF3cicYy8JuPB5meFs3wvOi+c9B9uezAz5g27H51N7F5kzBt2Lzr9mKhhnHY+jUPoHwH4bwD8k9jr/4/JZPJ/1y84jnMLwF8H8DqADQB/7DjOzclk8lLqU5iHQyEgDEMpC+NDN7s9URygsEOhQZdT0b3R7Xaxs7ODw8ND3Lp1C9/4xjfwwx/+EEEQSDYOAGljns/nsbGxgbt37+Lg4EDcKYlEAtlsVkSQeLi0Fgm0CMLXdftzCgMsF0smk7hw4QI2NjZw584dANP/x4yunWw2i3w+L+VuLK+jkwWYDr0GjkuWdGgxBSRdgpZIJKQ1OkW5XC6HhYUF2Q9w5HipVqvyeQpDdAaxLIqdzOiI0sKMdlfpkjp+Xos6ev4Un7iWiUQC3W73mUwpng/tMtMh1xR1kskklpaWRKDh6/qzURSJQ4iilu5WxmuSXe5yuRzy+fyUOKgdUXRX8T84XHs6uegm4jx4Xs8g/whn9F5kGMbc8Y9g96NTjbmEjHPCP4Ldi0495hIyTjMvdAhNJpM/A1D7lPv7PQD/dDKZRJPJ5AGAuwB+9ZcY3y/FcDicah3OXBhmxegAYGbH6JIbLW7ofB8+0He7Xfi+j9u3b+Pq1avodruyL+6Hx7t48SIWFhbQ7XbRaDSkLTrzYfQDO8uxtPMFmG61rsuAKN60221xODGbh2NLpVJSUpZKpZDL5SQrx/d9ESocx0E6nZZ8H4Zh93q9qfIvCjxRFCEIAvT7ffi+j3K5jHw+L+ubyWSQz+fly3VdKfPisfl9OBxOtaPPZDLwPA8ApIPWaDRCq9VCEAQi+FBc4fnRHdg6nY4EbTOXiK9RGNGiIAUUunm4Fs1mE71eD+l0eqp8i8IMc5MoKlJoogBDkY6d3Xq93lRYNwAJsKaLiWV3OjNJu6+AY3GI14e+VrgmzDc66/8xOsv3ovOEuYSM84Ddj84udi8y5gm7F50NzvLf38b880JB6Dn8Hcdx3ntqVVx4+tpFAE/UNltPX3sGx3H+tuM4P3Ic50e/xBiey2QyEbeL7ixGR4jOWqHzhAIL3SF8+KZIoLNbdnZ2sL29jeXlZdy8eVNEAZYo8R9/vV6H53m4ePGi7GNlZQVLS0siGnF7ljBFUYR+v//MHy76+BSMKCZRFAqCAPV6Ha1WC8vLy3jttdewvLyMVColgg1Lslg2pzuqsbMXcCSw1Go1HBwcoNlsiuOG4lE2m5U5MaQ5m82K8BQvT+KYKb70+32k02nk83l5jblMFLEKhQJSqZRk5VCU053LKOTo43D7eHcy7ZKigKMDq4kWmSqVCg4PD8W1w9JDnmtuq7t5sUSOAp8uueNr8TI0ija+70tYNMvZdM4TBUEtVvJa5Xs6qFy7vOaw7fypvxcZR9iDmHEO+IXvR3Yv+vwxgdo4x9jfRqcMu+8Yp5VfVBD6bwHcAPA1ALsA/qvPuoPJZPKHk8nk3clk8u4vOIZPBR+E6RbS7cHZTYyCgXYMjUajZ9qCU1Do9/uoVCp48OAB9vb2UCgUcOvWLaysrIiTRQcU12o1VKtVEWHYASuRSMgYdHcuuoriHa302HS3MX4+iiLUajXUajV0Oh00Gg00m02srq7i9u3bWFlZmWpjzp8pNvB13SWM4g4FM35pJw1FCgpAzA3yPE9a0A8GA3HK6DEPBgMRU7SzR4sciUQC+XweS0tLIkDpcjA6YLSoQrFJd2bj8bS4x/wdfulMJ7pvEokESqUS0uk0Wq2WlKwxtJvbcqwaiosUjtrtNprN5pTTC8BUWRrXEIAIWtp1pddHH5s/c390MnE+FLJ0ptYccGbuRecJXSpp/1fMOEf8Uvcjuxd9Mdj9yDiH2N9Gp5D4/ccEIuO08At1GZtMJvv82XGc/w7A//fpr9sALqtNLz197aXAHCC6auhWoSjALzp0KODQXcFSLN0hi3k9LKPa39/HpUuXcOPGDbzyyiv4t//234rAwmOz5KhUKkk3M5Yf6ZbzOhiZrd11S/K4+4M3FrpcdIkZS54GgwEWFxexurqKyWSCnZ0dyRpyXVfcQXRDUTTjMdPpNFZWVkTQ0WPq9XoIgkCEBo4DOHah0PE0C4o0WuDQocs8B/y8DoxmeRY/r98H8Iy4pnNzdPi2LsnSZXvxNVhdXQUAcWABmBoLRUfd4Yz75DGjKMLh4SE6nY44lrSIxLnQRcRxUVCjqKSzkHhdagFNi5F0jrH0TV/P88BZuRedd2YJn4Yxb9j96Gygnd92LzLmEbsXnQ3s/mOcFn4hh5DjOOvq1z8AwGT7fw7grzuO4zqOcx3AqwB+8MsN8RdHK6+6jTof+Om80Q4gCjEUXOga0oKNzhFiHsza2hpu3bqFYrEomTZ6371eD8lkEr7vS2tynVNE1xCzdrLZ7JQbRrs8OD66mNjxiyHVuVxOBAh2RRuPx1hdXcWlS5dQKpWks1ihUAAAKcGiQBF3ovi+j0KhIEHdurxMCyl6rMwsikP3DgUZ7ezRDhYKX3yPLiWeT90WPpPJiBBHtDOI4yS65E67vzgWCll6nQGgXC7D8zw57xTVtGNJt3hn6DSdYgcHB9KSXudAaTcTBSG6tCjmUODSQpL+P54UgXg+uE+Kk/o6nxfOyr3ImGaerkHDIHY/Ojtokdow5g27F50t7D5kvGxe6BByHOePAPwmgGXHcbYA/F8A/KbjOF8DMAHwEMD/HgAmk8kHjuP8DwA+BDAE8B9PXmJyPR+Cn45NHrB1Fyx21aKLiMIGBQftxODD9GAwkGBiiha+7+O1117DK6+8gp/97GcSSEyazSaKxaJ03drd3UW5XJbfT8p1oUOG49KiBn93HEcCm1mC5fu+iBoUqOigWVpaQr/fF4FAu5m0uEBhB4CICzp/x3EcuK47JbawPIruKu6fggqdUSwzYwkc13wwGCCKImSz2ancG5ZvcXsKJRSvWPZHUSWbzSKVSqHVakkmkxZutAuLghPnz3lSrOLxwzCE7/sSgB0EgZR3UeDimHUeUSqVQqfTwdbWFgaDATY2NjAajdBoNCTbqt/vizhUKBSwuroqZY3MKtKldVrIigtEFDF1i3kt9p3VDKGzfC8yjpg3QdI4v9j9aH4wp5BxlrF70dlH33/sfmS8DF4oCE0mk78x4+V/8Jzt/wsA/8UvM6jPCz58UDRhWRQf+PWDe7zEh9vFy3MATIlCjUYDBwcHyOVyuHnzJm7duoVPPvkEg8FAnCHAUZesWq2GfD6PTCaDdruNra0tbGxsSDcpXZLFseoSMQpaOuyav7uuK8eh00a3bdfiDgUGChhaFKJwpPOSKNbo3/V66u0p2ujsHi0usYU8w5bZ3p0dxXRwNPN04v8nj6ILs4P0OtNtQ9Enm82i1WqJyJRKpRCGoZzb0WgkwhX3oUsEWUJHgTAMQ+RyOXieh3q9jm63O5WXxJwiz/PgeR4GgwHCMMSTJ08QBAGWlpZw5coVbG9vT5WK8TwOh0OUy2Wsr6/D931Uq9Wpjmj6uuaYdfkjrxl2u9Pngtdk/Ho+K5zle5FxjIlCxjxg9yPDME4Ddi+aD0wIMl4mZ/PJ8FPCBw/94M2HYwYgU9QAjgUHikS6lEiLHdxXo9HA3bt3sbu7i/F4jIWFBWxsbKBQKEg5FLtROY4jZWLFYhGj0QiHh4fY2dnB3t4eqtWqBEzTmTKr5TzFEJ25Q2dQp9NBNpuV/dMF1O/30el0RHhg0DPXhsfR7eS144eCjxZfXNeVFvL8LJ1B2hlDl5Iuo9J5R8lkUrJ4KHBR1AnDUDJvMpmMiGMcZyKRkFIxfqbb7Ur522QyQSaTmeqEpp1FXEM9ZzqQ4k4ffd7pUKJriPud5eBiftTh4SEymQwuX76MxcVFWROeV+YDTSYTlMtlKeXjueJx+KVFK/27FoPoDtIioh6fYbws7I8ewzBeNnYfMgzjtGD/s8x4mfxCodJnBZ1zQ7RLiKVKFCvoltEqrRZlmMdC10ez2US1WkWtVkOz2ZQH+YWFBWlRTkElnU4jDEOMRiNcuHBh6vOlUgmLi4vI5XIiqMSFHz0OzoECDZ072nmjM4zYRp7CAIUL5t1ocUb/gcQOWZPJREQWijOck87XYdctlmgFQYButyv7BjAlEGWzWRm7zsKh60gHKwPH7eW5phwH96s7ybEkLZFIwPf9KecMcJwppc9z/HrReUS6nGw4HMpac124L+0w4/VFd086ncbGxgaiKEK9XpdrjZ3EBoMBXNfF+vo6stksoigSx1EQBLLOuqRNl97pcGldisdrisLkSSHfhmEYhnGeMFHIMIzTgt2PjJfFXDuEgOO25To/hV/aWUFxRAtEwLNBXyxloujR7/fRaDRQrVbhOA7W1tawsrIiIgTze+hG6nQ6WFtbw1e+8hUpkUqlUigWi5ITQwcKjxcXMeh8YSZOFEUijoRhKG4SvQYsz+K+KFREUSQdxHQnMwoeHAMAKbHSY/J9H57nwXEc2ReFDh1qzGPQ+dPtdmV83W5XRBEeA4AENgPHHbg4Hi2U0UVDhxUFIwpgXCuKYRS6gGMhSQdp04UEYOr3uMOJ5WwUfBhqrTvEpdNpKYtbXFxEsVhEo9GQc6avsfF4jFKphIsXL8L3fSnfSyQS6HQ6cm61043njMfTQhH3zZI9nruzmiFkGIZhGIZhGIZhfH7MtUMImC6p4QM2gKmOS7o0DMCUU0iXnPFzdNiw61W73ZZOXktLS9jc3MT+/j6q1Sra7TYGg4GEJDMT5uLFizg4OMD29vZUtot+2NclSHH3Dt/XuUK6zInCkhaROD8tiPF1rovupKZzaXSnKopLdDJRcGPJFku5isUiwjCUcjXgSEBi+DOFFC2gUBTi8XlsChnxlukUaLRoNisnh8LPZDKB67oSeq3L27SrR2dMsfSKZYD6mtJdvSg68ppxXRetVktKBS9dugTP8yRMulAoIJlMot1uYzQawfM8XLt2DWtra3IOwzBEtVp9RuRjGLXOuOK1wrFzrXh+tXhkGIZhGIZhGIZhnG/m3iEEQEpm6BDRQbvxXBU6S3Ro8qzcFgDiDmo0Gmi1WgjDEIVCAa+99hquXr0K3/eRz+dFJKDo8OjRIyQSCVy5cgXpdBqNRgNBEIj4oNuJ6w5adLEwHJmCinby0DETz5XhvOnU4ee0q4Tv6W5ZHANwLBZxXRiyTIePFnQAIJvNolAoTDlvstmsOJs4Di1mxYUvun/0e7q8LIoicc3oMrLRaCSOIW7X6XREyNK5QJyb4zjyee0SouAUd45xHHQhZTIZEdq4Dgy09jwP6+vrGAwGaLVaKJfLuHz5MvL5vOx/YWEBm5ubWF5exng8RhAE2N3dxdbWFoIgmCrto+jE65fj4rrwmo+H1J3VQGnDMAzDMAzDMAzj82Wunw51kHH8QV4/0Osgr7iLJl5mxvfoiGk2m9jf38fOzg52d3cxGo1w9epVvPLKK9J9ivkwzN05PDxEv9/HtWvXsLy8DMdxUKlUpkq/gGm3C50gqVRKOoppZ492wOixAsdduehqYu6PdhfpMiyuXVw04TbsYMb15Ha6RftwOJSsIK4Bu6n1ej30ej0pKdOd1ChAUTzjtrrsi/T7/akSKIplk8kE9XpdBCeWqtFxxX3qMjRdKjirIx1fo9hEd452nPF3nsNer4dKpQLHcbC6ugrP87C1tYVer4e1tTWk02kEQSDOo1wuh4sXL6JUKonYWKlUUK/XpfRQZ0tRDOIaUgRKp9NT1zfXR79mGIZhGIZhGIZhnG/mWhAiFEOA40whnb+i3SA6bJoP3Lr9e1xY6vV6qFarePz4Mfb29hBFES5cuIB3330XN27cmNqWgs5gMMCjR4+QSqVw6dIlAEC1WkWr1ZJW6/wcx0TXieu6Impw3BSDOD9+VmfGcH4UUYBp5wvfpxijy8oAyDa6cxtzhnQXt16vJ6ITRR+KJAxhZpYRc390B7VZeT4UXeIlT5wHs3s4Ljp16BDSndD0vigIaXeNzlaKv8/x6VI6imkM3GbuUTKZRL1eR71eRzKZxOXLl+G6rpQMBkGA/f19cYY5joPFxUVcuXIF+XwevV4PrVYL9XodzWZT1pRfnBdFMB0arddHB3JblzHDMAzDMAzDMAyDzLUgFM8AigfwaofQLMFIt57XHZz4HkWFVqslTo4gCDAcDnH16lW89dZb0oI+kUiI08V1Xdy5cwcHBwe4fv06FhYWAAC7u7tSXkQnih4Lx8z9UTiK5wHpucfFFgoDutuYdr4wV0e3ZNelShyDLmPT66IdNBSCksmkCEG6sxmDjiloxbOQeBwGS/f7fTlPFIN0p7BOp4NGo4FkMonV1VVMJhN0u10kk0nk83n4vi/5QSyfi+cicew6fJvbUkzT1wKvK44hnU7D9310Oh1sbW1hPB5jc3MTly9fRrfbRaPRQL/fF7GMAtTi4iLeeecdXL16VcZCh1G9Xpdjc514btjVzfd9DIdDOT4AeJ73jPPJHEKGYRiGYRiGYRgGcA4EIYoPwLF7Rpfc6PIq7UzRIkc6nZYuYdodwv0Mh0PU63Xcv38f9+7dw+HhIXzfx+3bt3Hp0iWEYSiiQq/Xkw5kjx8/RrFYxK1btwAcuYR2d3cxHA7h+76UTenSMR5Td7ii4EPnjf4iFDJmlZhRNKJAxA5qWvTiurFMjaIKRRTdvct1XeTzeWSzWSl9YjYRnUIUyLrdrrRBp1Cls3s45nibeABTmU4UPXq9HsIwRDqdRj6fl1BrnQ/EfVD80ZlQbCmvO7jpDmlcE46Za8H5Z7NZJBIJHBwcYH9/H+vr6/jGN76BlZUV7O3toVqtIp/Pw3VdKasbDoe4du0a3nzzTaysrEiY9OHhIXZ3d9FqtZ4p76NQNxgMkEwmRWDiZ3ntUtDUmUIWLG0YhmEYhmEYhmHMtSAETOemaOFDl4YBx127+JoOl9ZuG106pUWaIAjw6NEjbG1tIQxD+L6Pa9eu4dVXX5W2377vSwByOp3Go0eP8PDhQ1y4cAEbGxvIZDJ4/PgxarWaBBXTUeP7/lQbdbpa4q4RChVaDKAgQBGJIg/XgK4o4Nh1AkAEB+btAMchz1EUod/vT7mVkskkPM+D7/uYTCZotVoIggDpdBqLi4tYXFyE7/uy3yiKJJAaOC5X47Hj543z0udWdzzj+aAwlk6nRaCJogjtdhtRFIngo7uXcQ10HhK/6ErSncgoVvFchGEI13Xh+z729/clOJzr3+/3UavVMB6PkcvlMB6PZe6+72NhYUHyj4bDIQ4PD0VcpHClHT66RNB1XREJWS7H9dUdxzj+eKc2wzAMwzAMwzAM4/wx14IQxR7tiIiHSGuBR4skumSIaEeJbndOR02j0cDW1ha2trawv7+PVCqFN954A1evXkWv10M6nUapVEK325W8nQ8++AD9fh9f+cpXxJXy8OFDNBoNZLNZEVAoBumyMZ0RMxqNpDwrXianRQDdgYzbcA04P50pxHWJd+TSX8wTYgexyWSCIAgwmUxQKpVQLBaRzWaRzWaRy+WQSCSmXDd0OVGc0Q4cOmJ0Jy1d+saSMpZOMcOo1+s9k4/Ec8YyOb0vOoz6/b44urg2AKa6vbHsjK6dTCaDTqeDSqWCra0tfPjhh2i32ygWi9jc3EQ6nUalUkG73UYul4PrujJ/13WxsrKCCxcuIJ/Po9ls4mc/+xnee+891Ov1Z645LY5xvZrN5lTpG8+vFn4omulr3zAMwzAMwzAMwzi/zLUgFG/FHc9R0aKJFgm4re5CBUBKx7hPHTg8GAzQ7Xaxv7+Px48f48mTJxiNRnjnnXfwne98B47joNvtIpvNSviv7/totVrY3d3FwsICvvKVryCVSkn5WRiGKJVKyOVy4lKhWKK7TQHHYofuLKVLhNhVTDuH9HbMA2IINH9Pp9PiptGB03QlseW97mQ2mUzgeZ44V5iHw05ZdKpQFAEg5VwUbLTQxfUej8dSYsXyvlQqBc/zkMvlRFDj+ez3++h2uxIuzfBp7k+LJvHsKOA4hJolbnSF+b4vJX10lXU6Hezv7+Phw4eo1+twHAebm5u4evUqHMfB9vY22u028vk8UqmUlJ8xWPzNN9/ExsYGWq0WHjx4gFqtBuBYfNPlirrDG9dBO9+4dlxb7TDj5wzDMAzDMAzDMIzzzVwLQloQiXeG0uVUOmSZLhv9oE2BQXfz4sP3YDCA4ziSNcPuUGEYotVqoVAo4C//5b+M7373u2i1Wmi32yiVShJy7DiOtCK/ceMGbty4gWQyiYODA3z44YfodDooFAqSOaPDlrUQoLN+tIjBHBzt8ImXhYVhiMFgIGHE3W4X6XQauVxO9kXBhS3kgWP3kRacdLkd3VM6B0m3n6frh/tntg5FHp3PozN8KFSNRiNp28710GV8OrSZYhl/p7BDcYXEz7vOLdI5Sdxmf38fd+/elW5iFOs2Nzfx2muvIZfL4eDgAE+ePJFjanGuUCjg1VdfxdWrV6XkrFwuA4CcF32+gGOXGwOks9ksAMi1qIVQPX7OlefPMAzDMAzDMAzDOL/MtSCk0a6geKclOlYobAAQhwxLjihMAJgSkhzHkc/0ej00m03s7u5ia2sLjx8/xsHBAV555RX81b/6V7G5uYkgCDAajVAsFlEul5HJZHBwcIBWq4XLly9LiVk+n8fh4SHee+89ySViq/l4e3HdEYwiCoUWLW7pUGquCfONWq2WlHiNRiMcHBwgDMNnQp4TiQRyuRyy2aw4ZLgWFFvoOKIAocUorv9wOBSBqFAoSA4PxRp+XpdI0S3DbmFacNLrQ6cT50hXkud5GAwGaDabkjGkrw+OTwswdCxpxxUdUt1uF3t7ezg8PJTz3263sbCwgBs3bmBhYQG9Xg/b29uo1+tIp9MYDocIggDJZBILCwu4efMm3nrrLZTLZbTbbQBHTqZWq4X9/X1xVWl0ySKdV/r61ueZ42YpXbz8zzAMwzAMwzAMwzifzLUgpJ0SursSXTa6dInOEx3OrNucA3impIxlTMzf6ff7CIIAu7u7+PDDD/HkyRNUq1X0+3184xvfwF/7a38NKysr0ka8XC5jaWkJw+EQ9+/fRxAEuH79Ot5991288cYbWFxcxMHBAX7+859ja2sLAKQFu27hTsGHQgadRHSQ0BFCMUDn8+iQYgoVxWIRw+EQtVoNg8FgSuhh/pEu0dIuJTqEKKgR3c5dl+jp1vR6GwZZcx8MiHZdF8Bxfg6FKQojukOcdiVxzTh3zklfJzpEWr82GAxEFNKlXpxnNpvFeDxGtVpFOp3GK6+8ImJQvV7H/v6+uLRarZYEWxcKBayurmJ1dRWe56HT6WB7exvb29toNBrodDpynimK8TzGO+HpkjJes7xedVc9LdQZhmEYhmEYhmEY55e5FoTipWJEC0Q6HJnv8YHadd2pTlEAnnFexPc5GAzQbrdx79493L9/H4eHh9jb20OxWMRf+St/Bb/zO7+DXC6HRqOBdruNxcVFbGxs4MmTJ/jRj36EwWCAlZUVERvS6TS63S4ODw8xHo+lFCzuZNE/U6jSzhgKKbrsTZdC8TMUYgqFAorFopTDaVeJ/l0HS3NsFHR0wDHnonOC6NJJJBJTWUH8PMfP8iyKcBR2tBjDTCMen8IUg6CBI3HH8zyUSqWpTl2cN0UmvhY/t/o1rjlL3SggrqysYHl5GYlEQhxElUplqoQumUwiDEM0m01kMhlks1lxLu3v7+Pg4EDEIIpWmnQ6LeeMeUS8XnQJJOcRd1sxU8kwDMMwDMMwDMM4v8y1IKTRIcV0COlW7FrMoEBBdwxFD7b4pkikc3goqERRJC3OHz9+jFarJe6dK1eu4K233sKlS5cAAJVKBd1uF5ubm1hZWcFPfvITfPTRR/A8D2tra7h8+TI2NjbgeR7a7bY4drTAo90hOkMomUyKa4YigXY1UTTRn2N+D9072WxWBJgwDKdau1M80ZlGACRHiQIL0V3StKvIdV35LB06nIPu9jYej9FoNKS9u+d5Uq7HciiKS2zBTiGJ+2PO0Gg0QrfbFdEp7iji+gHHYdc6xJrzYZg1nWY8Jn8/ODjAgwcPkEqlRCSiqOc4DvL5PK5cuYKFhQW53gaDAcIwRBiG0jZeh0VrwZLHoTCUzWaRTqdlzrxGuV+KcxYqbRiGYRiGYRiGYcx17YguqdGuIN0dTLtK2LqdwsesUh0+nGuxATgOWAaOQpk9z0OtVkOz2USxWMRoNEKr1cLrr7+OX//1X0ez2US9Xsfh4SFKpRI2NzfRbrfxox/9CKurq7h8+TI8z8PKygoymQzu3buHnZ0dFItFXLp0SfJwOD/dfYvQlcKfKRxQeNHCAQUNCkks36Iow/Iu4DhXR68PS6m0E0vnBXEcumRJh0FTrOBYtcOFxwSAQqEgbd55vhgYzXNC0YXocdOlw1I/inzxvCKOVYtfFIbohqIgE4Yh+v0+crmcOIPG4zEePHiAZrOJy5cvI5/Po9vtynpeuHABv/3bv423335bxl0sFpFOpyVAm6HYvO50dzGdF+Q4DtrtNnzfx3g8hud5IjDFS8k4b8sRMgzDMAzDMAzDON/MvUNId1mKt5zXrhVuq7Nw6CDSzpB4Bgv3r90sFB1arRZ+/OMf41//63+NDz74AJ1OB7dv38Zv/MZvoFQqSabMxx9/jFKphG9961sIggB/9md/hmaziUKhgI2NDbz55pu4ePEiAEhLcpYaxUvHAEw5d/jwz1wcbqvFD5ZmZbNZDIdDNBoNABDXFNdOl81x/xRN+BqPxc9oBw7XhqKE7/tTpWN0/XBdKbwQdjijY4lz4XYMWqZwozue6TBlun1YcuZ53lQ+FICp85/JZOB5nuQx+b4Pz/PQ7/dxcHCAZrMpa9vr9bC7u4uPP/4Yu7u7SKVSiKII1WpVREPf9/HNb34Tv/mbv4lyuSxCUaVSwf3791GtVqfWMX7tcj2HwyE6nQ5c10Uul5vqdEfRi2uts6b0tWIYhmEYhmEYhmGcT+b6yVC7VXTmz2QyEVGh0+lIeDSdGMy7oehBh4XOsomX8ejjTCYTdLtddLtdPHnyBD/4wQ+wtbUlgsX6+jpu3bolbedrtRoePnyIjY0NfO1rX8POzg4++OADtNttBEGApaUlfOtb35Kg4nv37kmbc+320A4S3UmMgoAeK4UaXVLF8qJkMjkV3qyzmIBjNxBLtyiY0DED4BmHj0ZvT6cNx0R4XOBYHKITis4guo/4XtzJw/Vmjg4zdjhf13UlX0hfG3rOujyLIhYDoB89eoT9/X0RlobDIdrtNg4PD7Gzs4MoipBIJBAEAVqtFjqdDgDg9ddfx3e+8x1cuHBB9v/48WN8//vfx/vvv49arYYwDGVcWvDi9UkRTneA0+HeXGeuBV+L52kZhmEYhmEYhmEY55O5Lhlj5yrgWXFIO4f4cK3FnyiKpkrHuD+KJjpLR7ddZ0lav99Hp9NBqVRCv99HpVLB48ePkU6nsbm5ib/1t/4WfN/Hn/7pn2J3dxf3799HPp/HjRs30Ov18OjRI6TTaaysrMB1XayuruLtt9/G97//fQkpvnHjhpQJ6ZK1eFg0nTq6O5ZuP88ysiAIkE6nUS6XkUwmpzpqsUSMmT+NRgPZbBb5fF7WIZ6/o8OjuYYUkJLJJEqlEpaXl5FOp9Fut0Vk0qKMFmS45ixfiwdb0+mkM5W064vlYXqtNNyHFrF4bfR6PWQyGbiui06ngzt37mBnZ0fyk/h9MpkgCAKEYSgZTDrA+saNG/jWt76FK1euyDrVajV89NFH+OSTTyRXSpf00dGjnUGZTEbG2u12pwK7KRRS9NPiJYUwC5Y2DMMwDMMwDMM438y1IMSSpriLhN8ZKK2dKHS5sD05S5MAyGt03TBgmi3ZtfsmnU4jDEPUajXpNLaysiJuku9+97soFAro9/v44z/+YzSbTdy5cwfJZBLlchm7u7u4d+8eksmkhAJvbGzg1q1b+OlPf4q9vT1kMhlcv34d2WxWMmMo9ujW7gCmRCtgWizTc8tms8hkMhJCTBGGjiq2sqdYxDWjcAQcZQNx7R3HQRAEclwtTpRKJWQyGYRhKIILy7vYPSvuaNGCE/en291TnNGB1QxqZlC2HiPHo3OOGLytHTjcrt1uY2dnB3t7e5L7w/XL5XIyLl4fFNYGgwFu3LiB733ve/j617+OXC4nDrKPP/4Y9+7dQ7vdRqvVkgwiXpNaFOP1RacU157XtRagKGZRZOM5MzHIMAzDMAzDMAzDmGtBiOICH/CZHUQXDx+oteigQ6eZ/8IH8XjnK4ouFC+4Dwoyk8kEzWYTh4eH2N/fx9LSEorFIprNJg4ODlAsFvGbv/mb6PV6+OlPf4qDgwPcuXMHq6ur8H0flUoF9+7dw9raGsbjsWQGlUolBEGA7e1tjMdj3LhxA7lcDp1ORwKWOQ89L37Xa0G3DEWEbrcr5WIkkUjAdV30+30EQQDP81AsFjEej6fa2FNkCoIAw+EQKysrsnZx95LrunBdF8PhUMKxdQt7jl+HSmthj+9p9wwFIH5Gu2Q4Du0O084iXaLGOWsxLIoi9Ho9tNttbG9vSwt7vaYsEdPh3sPhEFEUwfd93Lx5E7/yK7+ChYUFNJtN7O7u4u7du7h37x729vZwcHAg+U26vE+LUnoOfI2lcDyX+vzy34AWC63LmGEYhmEYhmEYhjHXghCdEzqMl64PnS+jg6b5QM/P8Xfujw/cvV5PnBcUHeKiB909lUoFd+/eBQDkcjmsrKyIgPHOO+8gl8uhVCrh+9//PnZ2dtBoNFAul5HP51GpVER4yufz6PV6Uxk/W1tb4hTyfR/dblfGFO86xnIiOpw4J+BY7NIOEh0orbt46TbmulsXQ5jz+Tza7TYGg4FkBemuViyv0h3P4uPRx9Oh1ToLSmcW6XPI+dNhpB02cdeRdgYRZvZ4nifB3+12G1EUod1uo9/vw/M8cZ9pJxZbxefzeQmZzmQyePfdd/Gd73wHi4uLaDQa6HQ6IhYeHBzg8ePH2Nvbk/I+ijs6K0jnQvH60qKZvkZ15hIDsnV5m3UZMwzDMAzDMAzDON/MtSBE9w7dLRR5tNOEwpAOio6XkhE+rPOBmw/bfE9n9gCQ/YZhiK2tLelmVavV8PWvfx2vvfYaVldXUS6XMRwOsbW1hcPDQ3Q6HREykskk2u22CA6e58F1XWkznkgkcO/ePQDA1atXpRRpVmeteKmVJt7WXK8LhSEtnmlBQW/vOI60PadYQmGH6K5odAjp0jOd8aO7YsVDk3W3N6LHFe96RjEp3n0sLkJxfKPRCL1eT9rK69K2YrGIZDKJMAzF4cRrLh5Uvb6+jm9+85t49913MRgMsLW1hU6ng0qlgt3dXTx58kQ6i+mW8lqA1K4g5iDp7TnH+FppJ9GsEHTDMAzDMAzDMAzjfDLXghAf6qMoEvcKRRydeUNnDF0YURQ9U4YDQEKJtTDEB3NdikSBgA/zo9EInU4H29vbIhxls1mk02ncvHkT5XIZ169fx1tvvYV6vY6HDx+i0+lMjbnVaiGVSklr9mw2K+JFGIZ4/Pgxstks1tfX4bquCALMBqIgpN1DAMQ5oteMn9XBzPp1bjfLWcUuZdr9E3cp6Xb3+ripVErKsjzPQy6XmymScNzAsRilzwlwLP5osUeXz8UdS1rM47oOBgP0+31ZI5YPXrx4EdlsdqoTWBiG0lJeO9IWFhbw1a9+FWtra2i1WgjDEEEQ4MGDB7h79y729vYkhJpOM65tKpXCYDCQa1ELesxA0qV/AMS1xLVmSaS+lq1kzDAMwzAMwzAMw5hrQYgZMrqMRsMHcOBYvNGt1bWThdtr4YcCBYWlfr+PdDotwgsFFQoz1WoVjuMgl8uh1Wqh0Whga2sLQRBgY2MDf/AHf4BUKoU//uM/xt7ennSbYukRu0nxgZ85PBSMHj9+jGKxiEKhINk+Ov9Iu2sAzJxLv9+XOXP+FCJYohUX1HQJF4+rW6PrdZ2V1zMej6WErNfrST6PbiVPBxdwLAJxPHT68D2ep1kt77WQNBqNZH7cDx1JPHa320W320UQBBIMffPmTQRBgK2trSnBha3ttTvn8uXLePvtt7GysoJ6vS5B448fP8bu7i4qlQoajcaU0JZMJkVIo7inu5/FHT76XNClpQVLLXbNWhPDMAzDMAzDMAzj/DHXglA88Fk7V2blsQDHodKzHD/aCUL3Tjqdlg5f/DwFAZaeMdCXocx7e3soFAoi5ly5cgUXLlzAzZs38du//dsIggA//OEPsbW1hW63Kw6QbrcrpUp0MbEzVyKRkA5Ym5ubIpLozmmzHCLaHUX05ygO6VIknd3D15l7AxyLEtxOizM6l4jw2HTkMJ9Hd8/SwhRzevQxKBjFA6rj89THp2Co14glg2EY4uDgANVqVVxl165dw+uvvw7XdaXLGMvK2Oqdx46iCGtra3jrrbfw9ttvY2FhAQcHB9jb28OdO3ewtbWFSqWCSqWCwWAg1yqvlXhotF4vCmj8nBbHeP2RWe4vfa4NwzAMwzAMwzCM88lcC0LMpmGmC8tsdPcpnZGjXSxaHNClZXzonkwm6PV6cizdTSuTycjxuF8+6AdBgHq9jidPnsj4rly5Ilk3FIWAo/Iflo9RPNra2kI2m4XrugjDEM1mU1xEo9EIu7u7yOVyWF9flw5Z2jXDecTzZOLlW3pdCAWVeOcqChZcm8FgMFXaFc/14Zpw3BTper2elOUNh0Npk67Xn64Znr94u3Ud8q3HoJ08FJL4ni4VoxBVqVSwtbUlDqUrV67g3XffRalUwocffohGo4F0Oo1ut4vBYIB8Pi+lXVEUoVAo4Nvf/jZ+7dd+DdlsFs1mE41GAzs7O9je3ka1WkW9Xke3233GbUbxjh3TKDjF3WwUCnWQ9iz3kL6+9X4MwzAMwzAMwzCM88tcC0JxNwzzbXRr7njL+XheDTtucX866Fc/xOsgYgAiLlAU0oHJ1WoV6XQavu/j4cOHuHjxIlZWViSs+Pbt26jVahgMBshms/jwww9Rq9WQyWTQ7/dRr9eRz+dFLGBL+lQqhU6ng4cPHyKdTmNxcVHGoEOm46VHFFTiZUvAsXtHC0rMBtICUyqVEtGF72m3FPdNcUjn+Oh9MyibotKsQGuuNwUjjjkOx6MFIO6H71P4otur2+1ib28Ph4eHsl0ul8Orr76KjY0NPHz4EAcHB/A8D5PJBGEYwvd9aUEfRRHy+Tx+7dd+Db/1W7+Fixcvot1uY29vDzs7Ozg8PBRRsNVqyZh06DNwJAby2mOIN4+h108LlPpa1i6heNi5vk4NwzAMwzAMwzCM88lcC0J0ANFFoV0kRHdw0sKFdmNowUiLJ3qfDG/me/1+X0QS7UbigzhFBc/z8MMf/hCO4+DrX/86PM9DqVTCzZs30ev1sL6+jlKphD/5kz9Bs9lEPp9HNptFq9WScjUAWFhYwOLiIra3t9FoNHD//n0MBgOUSiXZjq4T/qyFgpM6T2mnje4uFu8UpgUfljCxnArAlEtFCx8a13VlH5yXznaimKeFplmZOHo+WiDh+dBlcCz9S6VSaLfb2N7eRqvVmnLTvPbaa3j11VdxeHiIjz/+WLq/NRoNjEYjEeOiKEIikcDrr7+Ob3/721hfX5dyRc/zZP8HBwcIgkDGS0GNQiSdbPGub1wT3VEs7vbSeU3x88hr0BxChmEYhmEYhmEYxlwLQhRs6IyhoKDFBv0QHW8hz30QPqT3+30pW6Lrh79r0Uk/1NPNQQEjiiLs7e2JU+iTTz6RbW/duoWbN2+iWq2i2+3ia1/7GlzXxfe//33UajUJGqaokEwm4bourly5gqWlJfzgBz9AFEXY3t5GGIYSNJ3JZBBFkZTNafGLQg/dN/FuXbqjlRZj6LDReTY6xJviBt0tdCrxHGQyGQlw1uVrPHd67fV50aVh/H2WE0Z/nuNliRvzeQCg0WggCAJkMhnkcjk0Gg2EYYjXX38d3/jGNwAAd+/eRa/XQzqdRr1eRxAE0nWOrimGSG9ubqLf76NWqyGKIhweHuLx48fY39+Xfetga4o1LIHjdUZhjWV1nKt2BnFd4yVlZNZ1bRiGYRiGYRiGYZxv5loQYoBuvOsXRQ0+INOdwUyf+AO0foiOhxLTSRJ3GOmAZT7gs+sXxY8gCPDw4UM4zlG7ct1l6/bt23jnnXeQTqfx8ccfo1Ao4NKlS4iiCP1+H/l8Ho7jSIv2breLnZ0dXL58GW+88QZ+8pOfoNvtYjKZoNFoYHV1VVrS04HDcjOuFecFTIsIFCqA6RIyokOd+Tk6cnzflznFz00URSKoMJOJDh7dPYxiXvy48S5kHDc/qwPDtbOI55mfZ37RcDhEp9MR589XvvIVvPvuu3AcB++//z6CIMDq6ioajQZardYzuVHFYhE3btzAjRs3kM1mUa1WUa1Wsbe3hwcPHuDBgweoVCpot9tyDcRLvOLd3jjfeJYSry0KRnpdThJ94uWQhmEYhmEYhmEYxvllrgUhYDrEWD9861IpPkzrzlzaCUPoBEmn0+IU0S4jPuTzQX0ymUy5cli6RSFpOByi3W7j0aNHcF0XnufB93289957GA6HuHHjBq5du4b3338ff/Znf4aPPvpIAqUdx0E2m5U27uPxGFtbWxiNRrh8+TJeffVVfPDBB3LMu3fvot/v4+LFiwAg+TQMLgams4S4VlqMiXev0m6bdDqN4XAomUnM90kmk/A8T0rqWELGjlpRFEkGD8WueMg3nTS6kxfFnXiGkBaH4vBcaRGJ2U69Xg+7u7sIggD5fB63b98WZ9Z7772He/fuIZ/Po9vtihjE8Xmeh8XFRVy/fh2/+qu/isXFRVQqFVSrVRweHuLJkyeSH9RsNqfEHgZRs9SO1x4FSn1eCF1F+hr9LO4fE4MMwzAMwzAMwzCMuRaE6FrRrhe6ebTYQyFIlyVRCNF5N+PxGL7vi4ihxYswDCWYmA/rdB5FUTRVTqVLm1KpFFqtFu7fvw/XdbG4uIhut4uf//znePLkCcrlMtLpNIrFoog/nudJeVOhUEAYhuh0OshkMtja2kI6ncbq6ir29/dRqVSwvLyMZDKJnZ0d9Ho9yc6hY6jdbsuYZpVrMRuHAkwmk5ka/2g0ktIwlmDRdZNKpUTsAo4EIYpDyWQSYRhKDk8mkxGxJl7mp4mX81Gc0j/H3V0674mCCMuyKNSMRiMsLy/j1q1b+PrXv45MJoOf/vSnePDgAQaDAZrNpqyFDgl3HAfr6+v41V/9VVy/fh2tVgsHBwdot9vY3d3Fzs4O9vb2UK/XEUXRzLBsXmu8RrTrjNtx3FpEigeCzyLuRDpJMDMMwzAMwzAMwzDOD3MtCJF46C4dOuwERneGbtudTqfhui4Gg4E8bDMnh4IAcCQEAcdZOHQEJRIJ+L4vZVss1dJdv9iiPZFIIAgCPHjwQAKOb968KaVk3/rWt+A4DorFIra2tlCtVtHpdNDv97G4uIhisYhOpyNdySqVCgDg0qVLGAwG6HQ6WFtbk3I1ij/9fh/pdBqZTAbAcYt4OpoAPCNi6Xb0OguIglQ2mxUxh+4jZuBwXfv9vogZyWQSg8EArVYLnudJ8DP3oTOJtFDE8TLziOsZdzHFx0/HEgAEQSCZPp7n4cKFC9jc3MTrr78O13Xx85//HB999JGUa3U6nSlxKpFIIIoieJ6HN998U4KnHz9+jE6ng1qthr29PXEL9Xo9ucboeAKOXVgU13zfl7K+eFkj1107pegs4u/63MXLH00MMgzDMAzDMAzDMABgrp8O9cO7flAGjkul2N5cl+vQAUMxiM4fPshns1nk83kRNFzXRTqdllwcHajMsiDP88Q9w31pBxPbyW9tbeG9997DRx99JGVpCwsL+M53voPf/u3fRi6Xw/7+PgAgm81iMBhgOBzCdV0kk0kRaChyUNzY3d2VrmPlclnKuOJ5NFEUSct7rpfuzqVDuOkCSiQSkmM0mUxE2NHlevqLLiCKdHS8tNttyefhnJitNBgM0Ov1ROAJgkDcUpy3zkOicMSfOU/XdTGZTHB4eIj79++jUqnA8zxcvHgRt2/fxptvvolisYi7d+/ik08+kc8wGJvXBc/7+vo6vvnNb+LmzZtSMpdIJFCv1/HkyRM8fPgQ29vbkhukr026ddjCPl5yyK5rOvNKZzpp15AW7IgW73RZpG5fbxiGYRiGYRiGYZxP5t4hFO/IpN0t8S5NfEhneRdLzDqdDoDjErQwDOXhvlQqIZPJoN1ui2uDD+5hGE4dm+IHRRQ6PygMMMeGD++5XA7ZbBZhGKJUKuHb3/42oijCwcEBnjx5gtu3b2NjYwMffPABtra2psrTcrkc2u02Lly4gFdeeQXvv/8+dnZ2MBqN4HnelEspmUyi3+9Lp60gCJDNZlEqlTCZTBBFkThUZoU2u66LRCKBRqOBZrOJ5eVlCZPmWnO9er0e2u02+v2+HJtCC9c1k8mg3++L44hCB8fA0GUKKdoBxHPe7/fFdcPQZzqxDg8PcXh4iPF4jHK5jK985St49dVXceHCBfi+j8ePH+OTTz5Bq9WaEl263S4A4PLly8jlcgCAt956C9/61rfgeR6q1SoqlQp2dnZQq9UQBAEajYbkNXG96ZjimHkM7fKh0MfP6KwrrpsOkgYgriMKj7pDnBYf458zDMMwDMMwDMMwzh9zLQhpMUiXzPA7RQ3mtWQyGcnD0cHDdFQwKJlujlQqJYKF7/vi7gjDcEq0YM4PnTAsG9NiAMWMMAxRqVRQKpXw6NEj+L6PlZUVbGxs4NVXX8Xv//7vo1Ao4F/8i38B13XxzW9+E1/96lfxR3/0R3jy5AlKpRLG47GEFw8GA6ysrODNN9/Eo0ePsLOzI44mijJsSc9x5HI5dLtddLtdKWPSLhXP8yQUmeVmdO80Gg0MBgPpgsb1oJjS6XTQ7XansoxYisXSL447iiIEQQDP85DL5STzh59leZt2wsSzdOjO6vV6qFQq0uUrk8ng6tWruH37Nq5cuSLnfmtrC3/xF3+B/f19BEEgAhrP6RtvvIHNzU2Mx2OsrKzgjTfekLDp/f19fPjhh2g2m2i329je3kar1ZKsqXhpGMfHtaUQCWAqsHs0GomzCYC4kIDjLnZaXOJ+6OzitcayPcMwDMMwDMMwDMOY6ydEXT6jO1bpsifteNFlSVqcoOOCD9V86B6NRoiiCJlMBqVSCZ7noV6vYzAYoN/vI5fLwXEcdLtdhGEon423qadjh7Ad/WQyQb1ex+uvv45cLodPPvlEMoWuX7+OH/zgBzg8PMT6+jp+53d+B//sn/0z7OzsYGFhAblcDmEYYm9vD6PRCCsrK7h48SIcx0G9Xhc3DoUX5inxO8uquC8KGv1+Xxw+bNWuBQhmKFHwGAwGEnoNQFrd6zwcXYJFgUS7hYIgwGAwECGNAoluRc9zo7unUcwbDod48uQJtre3JYj75s2b+OY3v4mNjQ10u100m03s7e3hzp07gVry2gAALu9JREFU2N3dleuAzi3XdXHt2jUJ/X7jjTfwjW98A57nidC0t7eHTqeDdruNJ0+eoNFoyLVEcVHnAWm3E8cMYCojicfn9cfrmteLzr6i2Dgej2WtFhYW4DgOqtUqUqmUBH0bhmEYhmEYhmEY55u5fjJkJgtwHKqrW6jHXRa6dXwymZQsIZ39QjFId3oaDAZwXRdBEKDb7Ur5GMuCdNt55vawFAiA5BgxnyaVSqHRaKDX66FWqyGKInS7XVy7dg2rq6tSQvZbv/VbuHPnDu7fv4+lpSX8jb/xN/Cnf/qn+MlPfgLf91Eul9Hr9fDkyRMMBgNsbGzglVdeEYcOy7eazSbCMBQnCedORxQFEZZ2dTod1Ot1NJtNDIdDKW3jF+eshbN8Pg8A8H0fQRCIkKFdW6PRCP1+H77vI5/Po9PpIJlMyj512R1b1fMcUBRhaZnv+5hMJmi1WqjVaqhWq0in07h8+TJu3ryJV155BSsrKxiNRgjDELu7u/iLv/gL7OzsiKDHIG+Wh3U6HfR6Pbz55pv4+te/jmw2i52dHenm1m63cXBwgIcPH4qIpUsPeQ3yfFMgdBxHyu44F77Pa4+fAyDXFa9fikA8d7ymGbhNwYnnUb9mGIZhGIZhGIZhnE9eKAg5jnMZwD8BsAZgAuAPJ5PJ33ccZxHA/wfANQAPAfyHk8mk7hwpMH8fwO8C6AL4jyaTyU++mOG/GJYT6Q5ifJimk0IHQFNQoEBBEQfAVNkNH75ZCsXSIJY3UVyh2ER3DT+byWREGKA4xWwZjnU4HIpbpd1uo9vtotPpYGVlBY7jYG1tDa+++qq0lC+Xy/je976HcrmMf/Nv/g0ODg5QLBaRz+fRaDTgOA4WFhaQzWaxurqKXC6H0WiEvb09bG1todlsypi4HlEUodlsSjeyTCYjgceZTAa+70vZXLvdnmphTwdMPp9HoVAAcJzd1Gg0ZN66LI1rk81mUSwWpwKqoyhCFEVIJpPI5/NT+UssjwKOxJAgCBBFERqNBhqNBjKZDK5du4a3334bm5ubcBwHlUoFu7u72NrawuHhIarVqnSNSyaTsr69Xg+PHj3C2toavve970lQ9/7+Pp48eYKdnR1Uq1U8ePAAjx49knBt3dWOYpUOk+b1ORwORYhkXlEmk5HXGeitO4uxI1w6nZ4KjNYd3gaDASqVipwLCnXcz1njrN+LDMOYD+xeZBjGacDuRYZhfB448cyVZzZwnHUA65PJ5CeO4xQA/BjA7wP4jwDUJpPJf+k4zt8FsDCZTP5Tx3F+F8D/AUc3m28A+PuTyeQbLzjG8wfxS6A7izGIlw/OnDuFBJYu8WFbixrcFx0f6XRaXEDMtKGgo0vSdHvxwWCATCYz1QqcGTjAtGuJv7PDVblcxoULF3D9+nW88cYbuHTpEtLpNMrlMhYWFtBoNPDo0SO0Wi2MRiM8fPgQf/7nf47Hjx+LqEInU6FQQD6fx8rKCtbX11EsFjEYDHBwcIDd3V3s7u5KVywKNRw3x8s15PrSVaPXE8CUYwfAVNcw5glR4Ein08jlcpKXw+OEYShCDfeXy+Uk20kLdXRTtVothGGIyWSCfD6Py5cv49VXX8WVK1eQTCaxt7eH+/fv48GDB1JORddXqVSSdQnDEI1GA9evX8df+kt/CVeuXEEQBAjDUMS0Dz/8EB988IGIQcz9mRV2zdI4Bl9zW4qQGl4PdEXxOuQ50IHROhRdZwppJxbLInmtfkH8eDKZvPtF7Pis34sMw/hSsXuRYRingTN9L3p6HLsfGcYcMJlMnFmvv9AhNJlMdgHsPv257TjOXwC4COD3APzm083+MYB/DeA/ffr6P5kcPd3+r47jlB3HWX+6n5cKH6C1W4gP1pPJRESLfr8vD+i6bCde6sUyKApCdBqNx2MJaeYDuW7/zc5YbGevQ4IpOOn9MQOGDpxWq4UrV65gbW0NGxsb4kIpFosYj8dotVq4evUqFhYW8JOf/AQffPCBzLnT6ch+a7Uams0mXn31VSwvL+PatWtYW1vD+vq6iEKdTgdRFInDiaVLzOrhuClaLS4uolgsyrqxaxmdVGEYIpFISHlZMpmcCoaOoghhGCKKoilHFQAR61zXxWg0Qr1en3J09fv9Z87VxsYGXnvtNVy4cAGpVAr7+/vY3d3F48ePsbOzg1arhVwuh2KxKOtfLBYxGo1w584dlEolfPe738U777yDfD4vpXWtVgsPHz7EgwcPJJ8oiqKpTB8KkNqhQzGGoeU6OJrH5/b6db0O+pplVhLD0HktcDvuT19LZ5V5uhcZhnF2sXuRYRinAbsXGYbxefCZMoQcx7kG4C0A/w7AmrqB7OHIrggc3YieqI9tPX3tS7/Z6IdwAFMPx7qzEwUKijO685POIWKWDAOHwzCU0Gk+/PNz/GI5FN1HdKFEUTQVJA0cO5g4Vu3yAI6cIY8ePZLcn06nI0JWuVyG4zhYXl7G0tISPv74Y/T7fXznO9/B9evX8ed//ud48uSJOH263e5UWdjKygpWVlbgeR5KpRJWVlYwGAywt7cnrqN+vy/t3LkmrutKno/neSgWi1hZWUGhUMBwOBQXUK1WAwA8fvwYjx49Qr1el3np7lq5XA75fB6lUknOIV1FYRgiCAIRfiisMdw6kUhI1lG5XMalS5dw6dIlGcv+/j4ePXqE7e1tVCoVDAYDlEol5PN59Pt9dLtduK6LarWKZDKJa9eu4bvf/S7efvttFItFKdmrVqu4f/8+PvroIzx58gSHh4doNpvPdLWjMMg5UiTTYg6vEwZIc178DNcg7uihK4oOIgpjPC7Hwf2y/JHOpbPOWbsXGYYxn9i9yDCM04DdiwzD+EX51IKQ4zh5AP8jgP9kMpm0tNNgMplMPqud0HGcvw3gb3+WzxiGYdi9yDCM04DdiwzDOA183veip/u0+5FhnBM+lSDkOE4aRzea/34ymfxPT1/ep83waQ3rwdPXtwFcVh+/9PS1KSaTyR8C+MOn+/9CalPpnNAwb0WXZtFpQUeF7rBFxw9wXBoGQEKO2ZKerhWWgWkHyGg0eiaDRwcgx8t4dKkPnR4cQyKRkEDmIAikgxeDhEulElKpFF555RW0Wi1UKhU0m004joN8Pi9ZP5lMRvJ5Hj58KIHSvu8jiiJxCa2traFUKsHzPKTTaZkjc3Bc10W5XJ5yoTB82nVdjMdjhGEordNv3ryJnZ0d3Lt3DwcHBxgMBhgOh1LydunSJSnvYnj0ZDJBvV5HEARot9uo1WpSgjYcDmXfi4uLuHDhggRp+74vLqednR1x8wwGA3mfriPf97GwsIDRaIRsNos333wTv/Zrv4bNzU2Mx2NsbW2h0+ng4OAAT548wdbWFnZ3d8VBxXPIuQCQ88bSQ5aP0amjywd1XpB2tWn3VDyLCJjOveI1rcsaef3pcTEj6yxyVu9FhmHMF3YvMgzjNPBF3IsAux8Zxnni03QZcwD8AwB/MZlM/mv11j8H8DcB/JdPv//P6vW/4zjOP8VRYFnzZdWmUlThg7gWgYCjh2Xf9+H7vpTgTCYTtNttKQUrFAqo1+sAIMILH657vR5yuZyIEroVvc4gcl0XwJGgxPHwoZ0P6Szl0SU/nIMOG6aQ0Gg0RIQKggBXrlxBqVTCwsIC1tbWsLm5iWKxiB//+Me4e/cu3njjDTiOg48++giPHj2SnCQen23us9nsVKbS0tISFhcXRQRikDPzb3K5nOQAcd464Jl5QxS0crkcNjc3cfHiRTQaDQRBIGufTCaxurqKCxcuoN/vI4oi+L6P8XiMlZUVJJNJaSOvRSZmP7FFfRRF6HQ6aDQaqNfr2N3dxcHBAer1OsbjMcrlspy3fD6Pq1evolgsolqtwnEcfPWrX8Urr7yCYrEoIdXsRNZsNrG3t4fHjx/j8ePH6Pf7UurFUkQKeRQadXkgy7pSqdRUDpMuEXQcR/J+dAmavg50WRivNV0CyW14DbGskSVrZ5GzfC8yDGN+sHuRYRinAbsXGYbxefBpuoz9OoDvA3gfAJ8k/884qlH9HwBcAfAIRy0Na09vTv8NgP8ARy0N/3eTyeRHLzjGF6I8a6eGznXRbeWZWcOMHADS/YlCAztcAZBuT2xHzy5jdARRKOJDdyqVkhbiDB3WAoDu+MQx8mf9YB/Pp+F7yWQSnufh0qVLIrRcunQJly9fxsLCgggSdDTduXMHP/7xj/Hxxx+j2WyKQ4lChhbPoiiayiXSbeAzmQyKxaJ0QWML+PF4jFwuh1KpJE4YdrcCgE6ng1QqJZ3NBoOBhEvTtcLgas61XC6jVCphOByi1WpJK/nRaATf92V92RGMrqhGo4FqtYpWqzUlgkwmE+RyOXz1q1/Fr/zKr2A4HOL9999HKpXCt771LWxubsr8e72ehFwzg+jJkyfY3d0Vd1NcxGMmUCaTged5GAwGCIJg6rxnMpkphxDf09vwd+0e0vvnz/p6iGcNaZEpHl79BfFFdtM4s/ciwzC+dOxeZBjGaeBM34ueHsfuR4YxB0xO6DL2QkHoy+CLutFQKKBDgqVSfI1CBkuL+ICeSCTE7aMdF/rh2nVdKSELw1CClvWDN10eLBeim0MLH0SXBWkBS3/XogCFGy0Mra6u4tatW7h69Sry+TxWV1dx7do1LC8vi2jR6/Wwvb2NDz/8EHfv3sXOzg6q1arsv9vtSicwx3GkdC6TySCXy6FQKKBQKGBhYQG5XE7WqlAooFgsylh93xdByHVdEYRqtRoSiQSKxaJ0yNJfAKRtfCqVwsrKCrLZLBqNBsIwRDqdRhRFqNfrItzRJcUObK1WS7qbsTMaz3k+n8fFixdx5coVrK6uotls4u7du8hms/j2t7+N1157TVxi9Xod1WoVURSh0Wjg8ePH2N7eRr1ef8bRxbFrES+RSIjww4Bynms6xPT51NcYt+G1pK8V7QjSJY289iggxl/j+OKus8+ZL+wPny8D+6PHMOYGuxcZhnEaONP3IsDuR4YxL5wkCH2mLmNnDYoVLPFiaQ8Ayf4BMJUXpEueKDgQulYAiODD7flAr50ofPjW+S0URuIlbDoDRr/PEiOW+uiSJGC6LG53dxe9Xg/VahXXr19HKpVCOp1Go9FAqVRCqVSC67pYX19HNpvF6uoqHj58iO3tbTQaDRHF6LIZDAZSItbr9dBsNtHr9aQMy/M8+L4vLqt8Po9isYhSqYTxeCwdyUqlkozX87ypXKfJ045nLNHL5XLiNup2u9JRrdVqSf4RRatWq4Ver4fRaCTZQnRh6dIoCoKFQgGXL1/G5uYmBoMB/v2///cYDod488038bWvfQ3Ly8viQqrValLSVq/XpTtZu90WgcZ52lqeogzPFV+nw4jv0QVFVxi/c20o9GixhqKf3k63stdz1N/1+s4SHg3DMAzDMAzDMIzzzVwLQlrMoRBE4SWRSEy1fdcZLSxZ4oM3P6vdQlEUiQBAoYhuEOC4lGc0GsHzvClHh3645/FmlfLEt4mLRhoer1qtijuGc/I8D61WC1EUYXFxEa7rSmv45eVlXLx4Ed1uV8SeIAjQarWwvb2NWq0mggbzi/r9/pQYBkB+dl13qrSsUCiIEAVABCTgSHDT82bJGZ0+4/EYh4eH0vY+iiK0Wi0RkLjuzHXSpVeTyWQqB2ppaQnr6+tYW1vDYDDA/v4+FhYW8Pbbb+P1119HMpnEwcEBKpUKhsMhBoMBarUatre3sbu7i0qlgk6nAwASEE7nDwU9joFh2lwXCmNaGOLntfuL10Zc5OG1oIW0eKmh5nmijwlChmEYhmEYhmEYBjDnJWMs+3p6jClBx/M8CXnW3Z3ovNBdmLgPbpdOp5/5LD+vRQmKQSQMw2fyjLht/FgUg+Lj4jZaENCf0y6V5eVlvPrqq7h69SqWlpaQy+VEDFpbW0OhUBB3TbfbxWQyQaPRwJ07d7C9vY0wDFGv17Gzs4N2uz1V9sRxx90vDJamAyuVSsHzPBl7JpPB8vIyPM+TDCaWnmlBqNlsTmUfcc7D4VAcXTprh/NnmRXPfy6Xw/Lyssx5YWFB3Et8bTQaodlsiiuIgtTe3h62t7fRbDanxMJZTh0GSPM6o4uI+UnsBKazhvg69xsv/eKa6DKy+Nrra4LEA6j19fQl/Hs/09Zos0Ubxtxg9yLDME4DZ/peBNj9yDDmhXNbMgbgmYdpiimu60roMsu6+KCtxR0d2EunCsvRKPpwnywlY36MziuiaKLLwVKpFAaDwZQYMMsFFBeN4tlGRJfHVSoV1Ot1bG9v4ytf+QqWl5eRSCRQq9XQarWwvLyMhYUFcTb5vo/19XVkMhkARwHQDKl+8uQJDg4OEASBOGgYCJ3P5wFAup5pxwtLwjg/Bm97nodOpyO5TjoLZzAYiCtIt1CneMJ10uuRzWZRLpcBHGUQeZ6HcrmMQqGAlZUVXLt2TcSgVCqFbDaLyWSCSqWCVqslXc1arZaUhzUajWeCwLUIo8vFKIQlk0nk83nprpZOp+XaYLlY/PrkPnXHOQpLFLj0Z/V1qcvG9PWjv2u+RGHIMAzDMAzDMAzDOMXMtSDEVts674ciDjuK6fKdeIemeE4L39cigOM46Ha7U9uyjIwP7Sw/c11XRKJZx4s/wMcf5uPdpgBMlXJp5woFo/F4jIcPH6Jer2N9fR03btyA67rSRj2fz6NQKODixYvI5XLodrtYXl7Gt7/9bdTrdURRhGQyiUajge3tbVQqFezv72Nvb08Cm/v9vpR/cU4sJWPANEUmdlvzfR+e54m4REcRRReWmLF8T4ci6/BvkkwmUSgU4Ps++v0+crkcNjY2JAD72rVryOfzUk5XqVRQrValzEu3p6/Vami32yL8UQyi+0qHNnNczKpKJBLo9Xro9Xpy7fF1uoQ4fp7vWcHQzLPiNRa//vT1op1Es5xMcYcZXzMMwzAMwzAMwzDOL3MtCPX7fbiuK6IPM2f4FS+BipfgMJ8mjnZz6Id3Hg+Y7gLGUiHui8fQZV+67Cx+LC0W6Iwc7Z7R2+nXR6MRUqkU2u32lBiysrKCfD4vJV3NZhMXLlxAPp+H53nwPA8bGxsAjvKSVlZWcOPGDRweHqLZbMJ1XTSbTXzyySdoNptwHAftdhvtdlvasff7fRSLRaytraHb7QIAtre3JRQ6DEOMx2Nx0XDdWTqm58VSPV2alU6nsbi4iEKhgHq9jmazidXVVVy5cgWe52F1dRW5XE7KwSaTCZrNJh4+fIhqtYowDAEcOYooBtG1xHXT5YPa1UUxLJvNiiDIDmg8RxQGeR4oGlEg0nPT15wWb3h87Y6Kn/N4EDmvN72tLlNkaLdhGIZhGIZhGIZxfpl7QYj5LuPx+MTAXp3j82mcE3of4/FYXB/xY+rQYZ37o90l+qFeO140WkDSbhLtmtH5NDpsOO4+2draws7ODlZWVnD58mURTXq9Hvb397GysoL19XURQ0qlEvL5PMbjMcIwRKlUwsrKCjzPw+HhIYrForSbZ3A1A6opnLDMDAA2NjbQbrfR6/UQhiE6nY50CuOc+v0+EokEfN+H67oiwqTTaWQyGfi+j8XFRSwtLWF5eRnpdBoHBwfodrtYW1tDsVjEcDiE7/vIZrPodDq4f/8+hsMhMpkMWq2W5CYdHh5iZ2cHYRiKm4drFe8mxpK/ZDIp7p0wDOW8ZTIZKb+jQ4wCjBa6KGrx91lCEMVIijy6RJCf0flD+lrR1wW357b6ejAMwzAMwzAMwzDOL3MdKg0cly5pN4YWTbRDI85Ja6O7SmnXBXBcOqSPqYOB4yHROrMonu8S35YP9nQKUXDSpUjcNl4SRwGB24zHY+TzeZTLZSwvL2N9fR3lclm6hOVyOYzHY2SzWQmBpsDSbDbx+PFjAEcCTy6XQ7vdFseN4zjIZrMYj8fY3t7GaDTCxYsXZe1ardZU+V4URSKi7O/vo1qtIpfLiQC0tLQE3/elhTsAGQ8dNyxd43o1m010Op2pcTQaDSSTSYRhiJ2dHTQaDXEracElfj3wfLiuK44dnWtEMY5rzDLCTCaDfr8P3/dlPywX5O9xYZLXps4p4nVKtFilHWNxhxB/5zrrbb5AUehMhydacKJhzA12LzIM4zRwpu9FgN2PDGNeOClU+lwIQrNEF+DZnJX4w/VJAc9El/Hwd3aVAo4FIXbH0sHEswKhtRA0a4xEf5ZfuuSNjqjJZCIt0jkmLYrpuRaLRSwtLWFxcRErKytYWVlBJpNBFEUYDAbI5XJYWFiA53nymVKphIWFBQBAu92eWm9+j6II+XxeRBFmOWUyGQmlzuVyIgwFQYAwDCVsOwxDFItFZLNZeQ84yiKiu4jry8wjBlZXq1VxFzWbTVQqFTQaDbRaLSkNi+fxaPEsHkbuOA5c18VoNEIYhtLFTItRuu08XWkUDrVAqAWZ+PnU5WLaSTRLMIyPnS4yfcy4oKgFrS+AM/2Hj/3RYxhzg92LDMM4DZzpexFg9yPDmBdOEoTmumRMc5LrY1apDrc/SaDha3HnT7wkjTk0OpQ6ngM0KzcoXgIUf127P7gNhSAdSqznwf1ogYzbOY6DMAylu1ahUMDy8jKKxaKUbpXLZVQqFYRhiIWFBSwvL6NSqQAAisUikskk0uk0FhYW4Lou0uk0PM8DAMluAgDf90UoYqBzv98XN1ChUJBxM4iaYkun05GMol6vh263O1VyFkURwjCUY/X7fXQ6HXS7XSkTC8NQxhMPWuZxuSbxc5VIJBCGoQRY06XFjnLdblfcThSiuH+WEs4SGOPXon5dC3jxa2JW3pR2/8y6Blj+NisbyzAMwzAMwzAMwzg/zL0gpMtzZpWGaWElLgbNEotOeqin+0KH/PL1+GuauPgTd4ho8WeWOER0nowuJ6K4MRgMnhE49BpxnYbDIRqNBiqVijh58vk8FhcXRSCiwMKOWplMBp7niTumVCrBdV0UCgUsLS2Jcwo4EoTCMES320U2mxVxgq3ngyCQAObBYCAiThRFGI/HGAwG4vKh+NHtdkWYYRezTqeDIAjECcQSurjIR5FOh4Rzv2wrz/ViuRfzgZLJJKIoQiaTEQGIDrFerwcA0j2Nx36eIBQv+Trpmp11LXFbnVelj0XXlhYtDcMwDMMwDMMwjPPL3AtCwLMOjHip2Enbz3KQzHL18GfdMUwfgzk+8TDoWcfVYpD+XbtWGGw8KzyYXzoo+6S8GZ1Fo9dDO5pYMnZ4eIhUKgXXdeF5npRxUXSiIJJKpXB4eIjJ5Kjd/MrKCrLZ7FQ7+kQigSiKxNVEkUXn8CQSCXQ6HXQ6HSlxorOo2+2Ku4jdzPg6HTpsZx8/x/pcxEv+9PEpALHEjeunBUGudRiG4mZKJpPwfV9EoX6/PyXWfZpSrbhIxWPr6yuOLkfTv+vrxzAMwzAMwzAMwzDIuRCEgOmH6FllWrOYldWiv8f3P6v0Rz+U8yH9eWN83jh19pB2kDCrht2vtDBAZ4x2C+lMGh2QrcUgvQZ0F41GIynTqlQqSCQS0gqex85ms/A8T1xBh4eHyOfz4pShqMQx6yBljpFCymg0mupA1uv10G630e/3pdSM73PsupNbPIuHr88qF9Pz1uVUFIYSiYSsQzqdFjcSxSuuNUWuWaWFL0KPRws4+rzHz43ODmLuUdwRpq8Rfs4wDMMwDMMwDMM438y9IPS88prnbXPSe7PKx150HO3a4PdZr/MzcWeQfl1nFM2aD0WJ+Ji1cKBJp9MnCl96vPp1/X0wGExlBNVqNREmkskkMpmMCCgApkQLLaZoBw4dPxQxKA5x/vE10lD0iI8zXpo3a55aKNKOqngWD8fFn+ki0mHO2s3zohKt+PmneBV3i8XbzOsgcR0iTtFqMBhMCW3cpwlChmEYhmEYhmEYxtwLQvE8IL4GPCsAnMSs8rD4/vXPFBLi+UMnOYfiYkW8BEyXj72o3C2VSomjhfvQwkjcGaRFg3ipmRasThK8Zq0Hj8lSsPj7s/an10X/Hl9bLa58WmEjLoZp8Qk4Ft3Y2Uw7hLSIwnnpDmK6vEzv86T1mcVJghx/1nlH3E5f1zxnyWRSStT0ueS50PszUcgwDMMwDMMwDON8M/eCEIWOOHyo1lkrL3pYPuk9LQLwYTzuXkkmk1PulZPyiWaJCHr8Ojh4VvkTy5ji+9IlRQxxplCgBRG9PY+nx/0i4uJGXOD5NIHGs9b58wxCptNGZytxXbieFIfouNElWLr8SncB00La80SeWfPl5/T1qsfCMczalz4uXVda5NPjMzHIMAzDMAzDMAzDAM6BIDRLTNEiRdzVo7ed5fLR7816jU4Nii0sjdIlQNwm7viIlxfNKomKu2T4WjwvRgs6XAc91sFggHQ6Ddd1pXsWP3+SiPZZeJEA8qIytRc5oZ63z/jr8fdY3tXv96WcimIQ1yCdTotIRCFNu4RmjZtrH8/8ed71E5+fDgrX++Q4uU38PS3+xQUlPT59HRqGYRiGYRiGYRjnl7kXhEhchJglvGhHhWaWIyP+oK1FJe2yoajAbXUOTPyzs8rITirV0mPnPigwUZCKz4NuE+bycFuOdZbYFF+jzyrUnLQfPZd4CdSsecbHoMdM9O+z1o8Omn6/L2JYGIZwXfeZ/WtBj63a4+KgFvLi7i/t3oqXC+ptZv2us4tYAkjBKr5unJeeI3B8XrltvHTQMAzDMAzDMAzDON/MvSDEh2bm5ehQYuDYbaFfO8nJES/zimfSjEYjKbvSIs9JLeD1/vl6fNyfZm4cgxaGODa9X73/dDotnbr0vp7nsqHwoR1QepvnCQ0niTv6vbhg8lnCmE/aXp//8Xg8VX7lOM5U6RznyK5rqVRKQrrjZXp63FrImVV+SHdPXCSKn+O4KMjzc5KD7XluJQBT18FJ4pNhGIZhGIZhGIZxPpl7QQjA1AN//PW4qMDX9fdZ+wOmA4e1YEJnB4CpsOFZQpQex6ycl+c9vMfHGd+nbj/PfelQab3/55VcUezS7dYpUsw67qz1jAtA8WPF3T0vmrMW2yiMxFvY62PrTlsUhnSnsGQyiWQyiVQqhTAMkU6np9rX87MnMcuNpcXAWWLVSSJN3GU2mUxE0NT7jruKdFkbcCT6xZ1F8eMahmEYhmEYhmEY55O5F4RmPQxrEWGWWKGZ5dTRjhn9EK63pVhEx9AsN8esEqDn5ct8WrQThr9TEKGYoFvFP89do9eIeTraIaSFlxeVeOm1O+m4J5WkxUv0gOPSOP1ZfR7ia8lzQLEHgAhD3D6RSMB13anrg3N90bmYJYzN6tT2POFNb89zOBqNnsmgiq8LcOwI0udn1vVtDiHDMAzDMAzDMAwj8eJNzj464FeXOp2U6RLPitFiB0uKuP1wOHymzIffdft1fbyTBIFZ72lxY9aYtdNHu30oIgAQYSEuUrAjVXy/XDPOk4ISXU9aoJglMMTnclLA8iwB5aRSufj8U6kUxuMxMpmMiFTcz0nOG46DrpnhcCjC2HA4RK/XQxiG8lq83Ern8sSJj18LcPEx6PWYtV78zrBvzk9/Vpe3AZgSjLSoxDFwvyetr2EYhmEYhmEYhnG+mHuHEDAtlsQ7MMVLucisrJdZ+TGzxBA6NU7ab/xz8bKz+DHjjpdZpWbx98fjMdLptAhS7GoWFxWAY6FEl17FhSxdLvWiErPn/fw899NJggWPxbItBkOnUin0er2pbU/qIkeBjkISu4jp7bgG+juzlrTA9zyHzayw8rhLadb68FqJlxvqcjYt8MXPj3YGMcQ8nl9lziDDMAzDMAzDMAyDzL0gpMu1gGm3yiynULyMLO4K0aVE8W5eWojQxIUcHuckMSou+MTFonh4sYbzo3gSL+mKZxrxvbiINWtecVHopPWOO6z0uGaVynHOJwkWfE27YChS6TEyODou8GgBjJ/heaR7ioIPzyn3ExfJPovD5kWCWdxVpMvTUqmUiFfsCqfPF0vK4u40zkE7uPR1dJJQaRiGYRiGYRiGYZwv5l4Qipc1zeoCFRcl4o4ZLWpQJKD4cBLPcwfFx6ff5xjiWTha1NAup3iwsxYNKArF5w3M7kAVFxy433iHrJPmw7FrgWXWHE9ag+eJFPF96++6FE6vCd1E8bWikMJtZjmsdFkg1y/utjlJ0Js19vgaa05yEOlxa4cQX2OmE8fP32eVKFq5mGEYhmEYhmEYhqGZe0FoVonVSUKOfl87QrRLiGIQMNv5o/f/vBKduCjF48wqS4qLHzpsWDtg+LN2tsTL0HRpkp5jvIuWXqPnlXmdJPbExYfn5TbFy+L0udDEhZm462XWGut14Rpqtw2AKXFPr4cWmFKplGQP8f1PKwbFfz5prPF9zxo7P8+ubywP08433UEtflxzBhmGYRiGYRiGYRjAORCEiH7gfx7aSaLdFvH3WDLGnBfgWQHos4gFJ4kd8Yf6uKCls4FmOYG0+APgGXFB5wvFy6XiwpQeR/y1WSLWi8S3+Of1e3FhSIs/dMfoDmHxffH8EM5JCz16+1lt7PX6a4FFr9HzRL/4PD/NdnFHkp6P/nwqlZoS9fQ4k8mkdFKbJQzxujUMwzAMwzAMwzDOL3MvCP0iZTJxIUYLPtrpMhgMnill0sc9yQETf7iPl6lxDHG3T3w8fH9WJpDe90njYrkURYS4sBV3q+i1iZdU6Y5kFCFmCRYnOYxOWp9ZZU/6uy6Z4pz4ejxEG4C4qrQbS+9/VpZSPIQ7LtC8SBT6rOiSuPg66XnotvLaZUaxh2OKB20/r9TRMAzDMAzDMAzDOB/MvSD0RZTIzCpVmuWmOSlDR4slWtyJi0cUJyh6UMzQos5wOHxulk38tXgpFn+f1X2Nv+uytFliUNzREp/LLMEkHjI9q1RslmimBTLt7NGCCIUSdlnTX3QNxeekxxk/b3FhJi4EnSRy/TLXXvwY2tXF92cFXfN6OKkrXHx7wzAMwzAMwzAM43wy94IQ8NkdHCdtG399loMj/rA9K2NHO3Ti+9duoVnixKztn8dJJV+z9jNL1JpVysUvHcgcL1nTnNSKXa9HXESJC236M1qQymQyAIAoikQEYraOFqq4Pz0W7RDiHPQx9VxYTjdrjZ63Zp+25G6W+KTnrF1OcYfUSWul0ceI50UZhmEYhmEYhmEY54/Eizc5+3yeroiTxKWTyrX42qzSI13upLNe4uOeVZ6kHT2zSqz0fLWY8KJ1OEkMo1DF/B4tXKTT6am56LHrz+lxcFyz3EbxNUylUrJewLFokkwm0ev1nlnbfr8/lZmk9xn/WaNDpLUwx7we7Uya5RKbtcYvEuP0mF4k/rFzW3yNTprfi45jGIZhGIZhGIZhnF/OhUMI+MXLd+IP57PEpbjTJR7KfFL3sHhezax9Pm/fs8YaP0ZcSAKOHSK6ZG2W80XPXztK2OVslqtHr80sgSPuhHmeOBEPenYcB5lMBv1+H6lUCq7rIpFIoNvtYjgcwvM8JJNJydHhHLmvk46nxZ1Zbqb4Z7TTBjgO9p5VHhfPIzqJuLvnpGss/tqncfrMWn/DMAzDMAzDMAzjfHNuBKFflOe5geLMatX+oof2We/xNQovdOTEw6M1WqDRMEeHY6HLRItH8cyfk8qZWCaWTqdlrgwwpnuHv580zngGEo+vy7d0No5u984g5VQqhWQyiTAMxbEEHJWN8X3uh2v2vG5w3FaXiFF802KPznKKCzicf9yppX+Ov3eSCDjrvV+GL2q/hmEYhmEYhmEYxtnFBKFTTLw1+PPcNCc5UAaDwYnbk+cJVrOOGYbhC8d60rHiv88SzHjMk8Z10uuTyQT9fh/9fv/EsZw0npNKruIdu2aN87Mc66TXDMMwDMMwDMMwDOPL5FxkCBmGYRiGYRiGYRiGYRjHnBaHUAVA5+n3s84y5mMewPzMZV7mAZz+uVx92QP4JbF70elkXuYyL/MATv9c7F50ujjt18unZV7mAczPXE77PM76vQgAAgAfv+xBfE6c9uvl0zIv8wDmZy6nfR4n3ouc01K+4jjOjyaTybsvexy/LPMyD2B+5jIv8wDmay6nlXlZ43mZBzA/c5mXeQDzNZfTyjyt8bzMZV7mAczPXOZlHqeZeVrjeZnLvMwDmJ+5nOV5WMmYYRiGYRiGYRiGYRjGOcMEIcMwDMMwDMMwDMMwjHPGaRKE/vBlD+BzYl7mAczPXOZlHsB8zeW0Mi9rPC/zAOZnLvMyD2C+5nJamac1npe5zMs8gPmZy7zM4zQzT2s8L3OZl3kA8zOXMzuPU5MhZBiGYRiGYRiGYRiGYXw5nCaHkGEYhmEYhmEYhmEYhvEl8NIFIcdx/gPHcT52HOeu4zh/92WP57PiOM5Dx3Hedxznp47j/Ojpa4uO4/wrx3HuPP2+8LLHGcdxnH/oOM6B4zg/V6/NHLdzxP/z6Tl6z3Gct1/eyJ/lhLn8Pcdxtp+el586jvO76r3/7OlcPnYc53svZ9TP4jjOZcdx/hfHcT50HOcDx3H+j09fP5Pn5axh96KXx7zcj+xedPrOyVnE7kUvD7sX2b3ImOYs34/sXvTymZd7ETDn96PJZPLSvgAkAdwDsAkgA+BnAG69zDH9AnN4CGA59tr/DcDfffrz3wXwf33Z45wx7t8A8DaAn79o3AB+F8C/AOAA+CaAf/eyx/8p5vL3APyfZmx76+l15gK4/vT6S77sOTwd2zqAt5/+XADwydPxnsnzcpa+7F700sc+F/cjuxedvnNy1r7sXvTSx273IrsX2dfx+p/p+5Hdi17+17zci56Ob27vRy/bIfSrAO5OJpP7k8mkD+CfAvi9lzymz4PfA/CPn/78jwH8/ssbymwmk8mfAajFXj5p3L8H4J9MjvhfAZQdx1n/Ugb6KThhLifxewD+6WQyiSaTyQMAd3F0Hb50JpPJ7mQy+cnTn9sA/gLARZzR83LGsHvRS2Re7kd2Lzp95+QMYveil4jdi+xeZEwxj/cjuxd9iczLvQiY7/vRyxaELgJ4on7fevraWWIC4P/nOM6PHcf5209fW5tMJrtPf94DsPZyhvaZOWncZ/U8/Z2nFr1/qCyhZ2IujuNcA/AWgH+H+Tsvp5F5WMt5uhcB83Xd273I+LTMw1ravej0Yvci47Nw1tfT7kWnlzN7LwLm7370sgWheeDXJ5PJ2wB+B8B/7DjOb+g3J5PJBEc3pDPFWR234r8FcAPA1wDsAvivXupoPgOO4+QB/I8A/pPJZNLS783BeTG+OObyXgSc7bHD7kXG+cPuRacTuxcZ5w27F51Ozuy9CJjP+9HLFoS2AVxWv196+tqZYTKZbD/9fgDgn+HI2rZPS9jT7wcvb4SfiZPGfebO02Qy2Z9MJqPJZDIG8N/h2HJ4qufiOE4aRzeZ/34ymfxPT1+em/Nyijnzazln9yJgTq57uxcZn5Ezv5Z2Lzqd2L3I+AU40+tp96LTyVm9FwHzez962YLQDwG86jjOdcdxMgD+OoB//pLH9KlxHCfnOE6BPwP43wD4OY7m8DefbvY3AfzPL2eEn5mTxv3PAfxvn6alfxNAU1njTiWxGs0/wNF5AY7m8tcdx3Edx7kO4FUAP/iyxzcLx3EcAP8AwF9MJpP/Wr01N+flFGP3otPHXFz3di8yPiN2Lzp9zMV1b/ci4xfgzN6P7F50eq/7s3gvAub8fjR5+Yndv4ujlO57AP7zlz2ezzj2TRylof8MwAccP4AlAH8C4A6APwaw+LLHOmPsf4Qjm94ARzWNf+ukceMoHf3/9fQcvQ/g3Zc9/k8xl//307G+h6N/kOtq+//86Vw+BvA7L3v8aly/jiOb4XsAfvr063fP6nk5a192L3qp45+L+5Hdi07fOTmLX3Yveqnjt3uR3Yvsa/ocnMn7kd2LXv4cnjOPM3cvejq2ub0fOU8HbBiGYRiGYRiGYRiGYZwTXnbJmGEYhmEYhmEYhmEYhvElY4KQYRiGYRiGYRiGYRjGOcMEIcMwDMMwDMMwDMMwjHOGCUKGYRiGYRiGYRiGYRjnDBOEDMMwDMMwDMMwDMMwzhkmCBmGYRiGYRiGYRiGYZwzTBAyDMMwDMMwDMMwDMM4Z5ggZBiGYRiGYRiGYRiGcc74/wMz7WVSyZuD8wAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "slice_ = 21\n", "fig, (ax1, ax2, ax3, ax4) = plt.subplots(1, 4, figsize=(20,5))\n", "fig.suptitle('WMH Segmentation example')\n", "ax1.imshow(FLAIR_array[slice_,:,:], interpolation='none', cmap='gray')\n", "ax1.set_title(\"Original image\")\n", "ax2.imshow(wmh_mask[slice_,:,:], interpolation='none', cmap='gray')\n", "ax2.set_title(\"WMH mask based on FLAIR and T1\")\n", "ax3.imshow(wmh_mask2[slice_,:,:], interpolation='none', cmap='gray')\n", "ax3.set_title(\"WMH mask based on FLAIR only\")\n", "ax4.imshow(abs(wmh_mask[slice_,:,:]-wmh_mask2[slice_,:,:]), interpolation='none', cmap='gray')\n", "ax4.set_title(\"WMH masks difference\")" ] }, { "cell_type": "markdown", "id": "536c8b72", "metadata": {}, "source": [ "# Claustrum Segmentation\n", "Claustrum Segmentation requires only the T1 scan:" ] }, { "cell_type": "code", "execution_count": 14, "id": "d7a40c0f", "metadata": {}, "outputs": [], "source": [ "c_test_t1 = 'pmsd/task_AB/task_B_claustrum/005/data/T1.nii.gz'" ] }, { "cell_type": "code", "execution_count": 15, "id": "602e2ee0", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:deepNeuroSeg.run_utils:\n", "wget -O /Users/rita/.deepNeuroSeg/pretrained_T1_claustrum/axial_0.h5 --no-check-certificate \"https://onedrive.live.com/download?cid=57A6FFA5FD700FDB&resid=57A6FFA5FD700FDB%21120&authkey=AM4S6ZzpCEY4B0g\"\n", "\n", "INFO:deepNeuroSeg.run_utils:\n", "wget -O /Users/rita/.deepNeuroSeg/pretrained_T1_claustrum/axial_1.h5 --no-check-certificate \"https://onedrive.live.com/download?cid=57A6FFA5FD700FDB&resid=57A6FFA5FD700FDB%21121&authkey=AEDWiapn9bksT94\"\n", "\n", "INFO:deepNeuroSeg.run_utils:\n", "wget -O /Users/rita/.deepNeuroSeg/pretrained_T1_claustrum/axial_2.h5 --no-check-certificate \"https://onedrive.live.com/download?cid=57A6FFA5FD700FDB&resid=57A6FFA5FD700FDB%21122&authkey=ANEGp1S5oXy75-o\"\n", "\n", "INFO:deepNeuroSeg.run_utils:\n", "wget -O /Users/rita/.deepNeuroSeg/pretrained_T1_claustrum/coronal_0.h5 --no-check-certificate \"https://onedrive.live.com/download?cid=57A6FFA5FD700FDB&resid=57A6FFA5FD700FDB%21123&authkey=AG-qBBe1ENeIov8\"\n", "\n", "INFO:deepNeuroSeg.run_utils:\n", "wget -O /Users/rita/.deepNeuroSeg/pretrained_T1_claustrum/coronal_1.h5 --no-check-certificate \"https://onedrive.live.com/download?cid=57A6FFA5FD700FDB&resid=57A6FFA5FD700FDB%21125&authkey=AC9C3n98z8J6F_Q\"\n", "\n", "INFO:deepNeuroSeg.run_utils:\n", "wget -O /Users/rita/.deepNeuroSeg/pretrained_T1_claustrum/coronal_2.h5 --no-check-certificate \"https://onedrive.live.com/download?cid=57A6FFA5FD700FDB&resid=57A6FFA5FD700FDB%21124&authkey=AGjLrH6ZhQXWyJk\"\n", "\n" ] } ], "source": [ "c_test = SegmentationFactory.create_segmenter(SegmentationType.Claustrum, T1_path=c_test_t1)" ] }, { "cell_type": "markdown", "id": "1537eb64", "metadata": {}, "source": [ "The model for Claustrum Segmentation is now downloaded to your computer:" ] }, { "cell_type": "code", "execution_count": 16, "id": "db32fec6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[36mpretrained_FLAIR_T1\u001b[m\u001b[m \u001b[1m\u001b[36mpretrained_FLAIR_only\u001b[m\u001b[m \u001b[1m\u001b[36mpretrained_T1_claustrum\u001b[m\u001b[m\r\n" ] } ], "source": [ "!ls ~/.deepNeuroSeg" ] }, { "cell_type": "code", "execution_count": 17, "id": "8e1a391b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "129/129 [==============================] - 10s 75ms/step\n", "129/129 [==============================] - 11s 84ms/step\n", "129/129 [==============================] - 11s 88ms/step\n", "90/90 [==============================] - 9s 95ms/step\n", "90/90 [==============================] - 8s 89ms/step\n", "90/90 [==============================] - 9s 101ms/step\n" ] } ], "source": [ "c_mask = c_test.perform_segmentation()" ] }, { "cell_type": "code", "execution_count": 18, "id": "3b1daa90", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(150, 215, 163)" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "T1_image = sitk.ReadImage(c_test_t1)\n", "T1_array = sitk.GetArrayFromImage(T1_image)\n", "T1_array.shape" ] }, { "cell_type": "code", "execution_count": 19, "id": "50bd509e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(150, 215, 163)" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "c_mask.shape" ] }, { "cell_type": "code", "execution_count": 20, "id": "a6ebda10", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Claustrum mask regions highlighted')" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "slice_ = 72\n", "fig, (ax1, ax2, ax3) = plt.subplots(1, 3, figsize=(16,7))\n", "fig.suptitle('Claustrum Segmentation example')\n", "ax1.imshow(T1_array[slice_,:,:], interpolation='none', cmap='gray')\n", "ax1.set_title(\"Original image\")\n", "ax2.imshow(c_mask[slice_,:,:], interpolation='none', cmap='gray')\n", "ax2.set_title(\"Claustrum mask\")\n", "ax3.imshow(np.add(T1_array[slice_,:,:],c_mask[slice_,:,:]*(np.max(T1_array)/2)), interpolation='none', cmap='gray')\n", "ax3.set_title(\"Claustrum mask regions highlighted\")" ] }, { "cell_type": "markdown", "id": "513c3eff", "metadata": {}, "source": [ "The mask can be saved to the specified directory:" ] }, { "cell_type": "code", "execution_count": 21, "id": "aa534531", "metadata": {}, "outputs": [], "source": [ "c_test.save_segmentation(mask=wmh_mask, outputPath='pmsd/task_AB/task_B_claustrum/005/data/')" ] }, { "cell_type": "markdown", "id": "318e399e", "metadata": {}, "source": [ "... and can be then found under the name out_mask.nii.gz" ] }, { "cell_type": "code", "execution_count": 22, "id": "5232a744", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "T1.nii.gz out_mask.nii.gz\r\n" ] } ], "source": [ "! ls pmsd/task_AB/task_B_claustrum/005/data/" ] }, { "cell_type": "markdown", "id": "4710f5cb", "metadata": {}, "source": [ "Special feature of Claustrum Segmentation: The user can check the orientation of the coronal and axial images by selecting the special feature in perform_segmentation method:" ] }, { "cell_type": "code", "execution_count": 23, "id": "ce4e5a8d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "129/129 [==============================] - 10s 75ms/step\n", "129/129 [==============================] - 11s 81ms/step\n", "129/129 [==============================] - 10s 75ms/step\n", "90/90 [==============================] - 7s 80ms/step\n", "90/90 [==============================] - 7s 77ms/step\n", "90/90 [==============================] - 8s 84ms/step\n" ] } ], "source": [ "_ = c_test.perform_segmentation(check_orientation=True)" ] }, { "cell_type": "markdown", "id": "ee0490b0", "metadata": {}, "source": [ "The resulting slice images are saved into two folders:" ] }, { "cell_type": "code", "execution_count": 24, "id": "52c7eb63", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[36maxial\u001b[m\u001b[m \u001b[1m\u001b[36mcoronal\u001b[m\u001b[m\r\n" ] } ], "source": [ "! ls ~/.deepNeuroSeg/images" ] }, { "cell_type": "code", "execution_count": 25, "id": "22567838", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Coronal image')" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "example_path1 = os.path.join( os.path.realpath(os.path.expanduser('~/.deepNeuroSeg')), 'images/axial/59.png')\n", "example_image1 = plt.imread(example_path1)\n", "\n", "example_path2 = os.path.join( os.path.realpath(os.path.expanduser('~/.deepNeuroSeg')), 'images/coronal/59.png')\n", "example_image2 = plt.imread(example_path2)\n", "\n", "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(16,7))\n", "fig.suptitle('check_orientation example images')\n", "ax1.imshow(example_image1, interpolation='none', cmap='gray')\n", "ax1.set_title(\"Axial image\")\n", "ax2.imshow(example_image2, interpolation='none', cmap='gray')\n", "ax2.set_title(\"Coronal image\")" ] }, { "cell_type": "code", "execution_count": null, "id": "b0dfa8b9", "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": "3.9.5" } }, "nbformat": 4, "nbformat_minor": 5 }