{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import netCDF4 as nc\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from salishsea_tools import geo_tools, nc_tools, tidetools\n", "import xarray as xr\n", "from IPython.core.display import display, HTML\n", "display(HTML(\"\"))\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import scipy.signal as signal" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import glob" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "nowcast = nc.Dataset('https://salishsea.eos.ubc.ca/erddap/griddap/ubcSSg3DTracerFields1hV17-02')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "bathy = nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/bathymetry_201702.nc')" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.pcolormesh(bathy.variables['Bathymetry'][:])\n", "plt.ylim(580,650)\n", "plt.xlim(115,140)\n", "plt.plot(130, 600, 'b*')\n", "plt.plot(125, 605, 'g*')\n", "plt.plot(122, 620, '*', color='lightgreen')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(100, 150)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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LIm1/ddayttmwah04PM0E9IN37kAudTIE+R2//gDe8esPoFhJ4+3/4XP2vNqk3Q1gG4Cb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\nHtSDTpYldS0A/CmAawLvbXs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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.pcolormesh(bathy.variables['Bathymetry'][:])\n", "plt.plot(137, 761, 'r*')\n", "plt.plot(143, 758, 'y*')\n", "plt.plot(149, 760, '*', color='orange')\n", "plt.ylim(700,800)\n", "plt.xlim(100,150)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "atmos_grid = xr.open_dataset('https://salishsea.eos.ubc.ca/erddap/griddap/ubcSSaAtmosphereGridV1')\n", "winds_data = xr.open_dataset('https://salishsea.eos.ubc.ca/erddap/griddap/ubcSSaSurfaceAtmosphereFieldsV1')\n", "bathy = nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/bathymetry_201702.nc')\n", "nemo_lon = bathy.variables['nav_lon'][:]\n", "nemo_lat = bathy.variables['nav_lat'][:]" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "N = 1\n", "Wn = 1/24\n", "B, A = signal.butter(N,Wn)\n", "from salishsea_tools import viz_tools" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [], "source": [ "jan0717 = sorted(glob\n", " .glob('/ocean/vdo/MEOPAR/completed-runs/salinityanomilies/07jan16*/SalishSea*1h*grid_T*'))" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "bs1 is done\n", "bs2 is done\n", "bs3 is done\n", "q1 is done\n", "q2 is done\n", "q3 is done\n", "time is done\n" ] } ], "source": [ "with nc_tools.scDataset(jan0717) as f:\n", " bs1 = f.variables['vosaline'][:,0,600,130]\n", " print('bs1 is done')\n", " bs2 = f.variables['vosaline'][:,0,605,125]\n", " print('bs2 is done')\n", " bs3 = f.variables['vosaline'][:,0,620,122]\n", " print('bs3 is done')\n", " q1 = f.variables['vosaline'][:,0,761,137]\n", " print('q1 is done')\n", " q2 = f.variables['vosaline'][:,0,758,143]\n", " print('q2 is done')\n", " q3 = f.variables['vosaline'][:,0,760,149]\n", " print('q3 is done')\n", " times = f.variables['time_counter'][:]\n", " print('time is done')" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": true }, "outputs": [], "source": [ "test = nc.Dataset('/ocean/vdo/MEOPAR/completed-runs/salinityanomilies/07jan16a/SalishSea_1h_20160107_20160116_grid_T.nc')" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "'seconds since 1900-01-01 00:00:00'" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "test.variables['time_counter'].units" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1 loop, best of 1: 6.65 s per loop\n" ] }, { "data": { "image/png": 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wdfdUWv3Qiul7phfcyMMPq9kg58+XKBYh7IEkbEI4kkuX4M03oUsXGDnS0tEY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\naZiv4c9foGmqVH+5cmr0Yf58ePJE9VpbtEglcCLeGVxmMC9MgvAoZgu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6ntuwbZu6qbFu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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%timeit -n1 -r1\n", "fig, ax = plt.subplots(figsize=(15,5))\n", "time_slice = slice('2016-01-07 12:00:00', '2016-01-25 00:00:00')\n", "u_wind_ts = (winds_data.u_wind\n", " .isel(gridY=163, gridX=109)\n", " .sel(time=time_slice))\n", "v_wind_ts = (winds_data.v_wind\n", " .isel(gridY=163, gridX=109)\n", " .sel(time=time_slice))\n", "rotated_u_winds, rotated_v_winds = viz_tools.rotate_vel(u_wind_ts.values, \n", " v_wind_ts.values, origin = 'map' )\n", "windfu = signal.filtfilt(B,A, rotated_u_winds)\n", "windfv = signal.filtfilt(B,A,rotated_v_winds)\n", "ax.plot(winds_data.time.sel(time=time_slice), windfv, 'g-')\n", "u_wind_ts = (winds_data.u_wind\n", " .isel(gridY=194, gridX=104)\n", " .sel(time=time_slice))\n", "v_wind_ts = (winds_data.v_wind\n", " .isel(gridY=194, gridX=104)\n", " .sel(time=time_slice))\n", "rotated_u_winds, rotated_v_winds = viz_tools.rotate_vel(u_wind_ts.values, \n", " v_wind_ts.values, origin = 'map' )\n", "windfu = signal.filtfilt(B,A, rotated_u_winds)\n", "windfv = signal.filtfilt(B,A,rotated_v_winds)\n", "ax.plot(winds_data.time.sel(time=time_slice), windfv, 'r-')\n", "ax.grid('on')" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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YIEV0AW7YkPq2xyU6mqy9tWrRfZaeTvcEd33kcMoXLtQ4HM6/gps3yQLRrZvtukKXL9MA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\nTJ9QHwuKmmEYw1bUFEXBrboJG2Fsio1LXZey0r2S5Y7lLHMsw6f7ksES2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GwE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\nQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (15,5))\n", "dates = nc.num2date(nowcast.variables['time'][11550:12000], nowcast.variables['time'].units)\n", "ax.plot(dates, nowcast.variables['salinity'][11550:12000, 0, 600, 130], 'b-')\n", "ax.plot(dates, nowcast.variables['salinity'][11550:12000, 0, 605, 125], 'g-')\n", "ax.plot(dates, nowcast.variables['salinity'][11550:12000, 0, 620, 122], color='lightgreen')\n", "dates = nc.num2date(times, 'seconds since 1900-01-01 00:00:00')\n", "ax.plot(dates, bs1, 'b--')\n", "ax.plot(dates, bs2, 'g--')\n", "ax.plot(dates, bs3, '--', color='lightgreen')\n", "ax.grid('on')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "oct1414 = sorted(glob.glob('/ocean/vdo/MEOPAR/completed-runs/salinityanomilies/14oct14*/SalishSea*1h*grid_T*'))" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "bs1 is done\n", "bs2 is done\n", "bs3 is done\n", "q1 is done\n", "q2 is done\n", "q3 is done\n", "time is done\n" ] } ], "source": [ "with nc_tools.scDataset(oct1414) as f:\n", " bs1 = f.variables['vosaline'][:,0,600,130]\n", " print('bs1 is done')\n", " bs2 = f.variables['vosaline'][:,0,605,125]\n", " print('bs2 is done')\n", " bs3 = f.variables['vosaline'][:,0,620,122]\n", " print('bs3 is done')\n", " q1 = f.variables['vosaline'][:,0,761,137]\n", " print('q1 is done')\n", " q2 = f.variables['vosaline'][:,0,758,143]\n", " print('q2 is done')\n", " q3 = f.variables['vosaline'][:,0,760,149]\n", " print('q3 is done')\n", " times = f.variables['time_counter'][:]\n", " print('time is done')" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [], "source": [ "dec0314 = sorted(glob.glob('/ocean/vdo/MEOPAR/completed-runs/salinityanomilies/03dec14*/*1h*grid_T*'))" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "bs1 is done\n", "bs2 is done\n", "bs3 is done\n", "q1 is done\n", "q2 is done\n", "q3 is done\n", "time is done\n" ] } ], "source": [ "with nc_tools.scDataset(dec0314) as f:\n", " bs1 = f.variables['vosaline'][:,0,600,130]\n", " print('bs1 is done')\n", " bs2 = f.variables['vosaline'][:,0,605,125]\n", " print('bs2 is done')\n", " bs3 = f.variables['vosaline'][:,0,620,122]\n", " print('bs3 is done')\n", " q1 = f.variables['vosaline'][:,0,761,137]\n", " print('q1 is done')\n", " q2 = f.variables['vosaline'][:,0,758,143]\n", " print('q2 is done')\n", " q3 = f.variables['vosaline'][:,0,760,149]\n", " print('q3 is done')\n", " times = f.variables['time_counter'][:]\n", " print('time is done')" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1 loop, best of 1: 4.89 s per loop\n" ] }, { "data": { "image/png": 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w2bZ9GThnWVbe399VFbM9UkREYpKZM2HTJhgxwusajQSfCqbs9LI8jHjIlnZb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\nhUmvuo9LjGP3pd1sOLeBxccWc+HOBbJmysrgKoMZWHngs4d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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%timeit -n1 -r1\n", "fig, ax = plt.subplots(figsize=(15,5))\n", "time_slice = slice('2014-12-03 0:00:00', '2014-12-15 00:00:00')\n", "u_wind_ts = (winds_data.u_wind\n", " .isel(gridY=163, gridX=109)\n", " .sel(time=time_slice))\n", "v_wind_ts = (winds_data.v_wind\n", " .isel(gridY=163, gridX=109)\n", " .sel(time=time_slice))\n", "rotated_u_winds, rotated_v_winds = viz_tools.rotate_vel(u_wind_ts.values, \n", " v_wind_ts.values, origin = 'map' )\n", "windfu = signal.filtfilt(B,A, rotated_u_winds)\n", "windfv = signal.filtfilt(B,A,rotated_v_winds)\n", "ax.plot(winds_data.time.sel(time=time_slice), windfv, 'g-')\n", "u_wind_ts = (winds_data.u_wind\n", " .isel(gridY=194, gridX=104)\n", " .sel(time=time_slice))\n", "v_wind_ts = (winds_data.v_wind\n", " .isel(gridY=194, gridX=104)\n", " .sel(time=time_slice))\n", "rotated_u_winds, rotated_v_winds = viz_tools.rotate_vel(u_wind_ts.values, \n", " v_wind_ts.values, origin = 'map' )\n", "windfu = signal.filtfilt(B,A, rotated_u_winds)\n", "windfv = signal.filtfilt(B,A,rotated_v_winds)\n", "ax.plot(winds_data.time.sel(time=time_slice), windfv, 'r-')\n", "ax.grid('on')" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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URUV/pLFxLdXVy2htLaSk5K/s2nUT69dPorz8FRISbiKuthyjuZjdYWYCgyYT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\nJH1cfH+RugAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (15,5))\n", "dates = nc.num2date(nowcast.variables['time'][1950:2260], nowcast.variables['time'].units)\n", "ax.plot(dates, nowcast.variables['salinity'][1950:2260, 0, 761, 137], 'r-')\n", "ax.plot(dates, nowcast.variables['salinity'][1950:2260, 0, 758, 143], 'y-')\n", "ax.plot(dates, nowcast.variables['salinity'][1950:2260, 0, 760, 149], '-', color= 'orange')\n", "dates = nc.num2date(times, 'seconds since 1900-01-01 00:00:00')\n", "ax.plot(dates, q1, 'r--')\n", "ax.plot(dates, q2, 'y--')\n", "ax.plot(dates, q3, '--', color= 'orange')\n", "ax.grid('on')" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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YErNnkxvmpEmUaKQs3L9PyWH69QOaNCn9+iIRMHEiucMeO0bis7RkZZFQCg4G3n2Xpnl5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\nMymZx1tvAdbW5rV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xIrkS9epV/D4B2sby5WSde9IaVVaMFZEujpTcFPT+pzdi02Jx7xO6\n2B4eFKeiT32/YAG5RK5YQW399Vcq/hwZCQwaRBa3NWvo+olENIrepYvh2pbEiBGF3ezKk2uPriE5\nNxltqrcBQMWnzyWcw4l7J6DUKPFl+y8hFomRmpeKCc0nYEyzMfB3LPqAHdxgMDZEbsCbm9/EV2Ff\n4acuxq1lk/ZOglwkxzcdvil1W12tXXF5zGX878D/8OupX7Hy4kp0rNERXWp2wVuBb+XHbuk5de8U\n5pyYgyENhxh1YzSGVCyFh42HSYsaQNbRpk2pdILUQgO/hllYvi4HabY5yFCJUFNGtSruqO8gV5cL\nDTTI0+Uhj+XBSmSFJhZUxbrp/zajkVUKlqUx6P/5SHzQw5pyw69MX4kcXU7+PACoLauNrlZdER0N\nfHpqGWysRFiTYQEXsQs8JB7wlnjDXmxfqL0n751EM89m0ApagAESofjuS49aPSAWxNh2bRuaezZH\n69bFlwYJDyfPFhcXVYnnFyBLNEChC2Vx5Y2MpOeBoyNZzvT/GGOQiyi2sZpVNZwZcQbxmfHYcWMH\nQq+HYvGZxZjo0QlAPRy7fRYHI35HW5+2aFu9LXzsfUzuLz4jHuGx4XiQ9QATW00EAEzZNwWJ2Yno\nUrMLuvl1g4tVMR2DxxR0tfz4Y+Cdd8jqduECWSXv3TN4sBw5Qh4VajV58fTqRVb8Dh0qLpSEw6lq\ncKFWAp6e5FpQUQlFoqPJjUD/0A8Kou8LFypOqD16VLxQs7EhlwqttvLXWFM9fuf270+1nzp3Bs6c\noXo1p05RTM38+TS/WrWqJdSsrMids1cvcjv75hvA2bnwcvqkG0/julQcBw+SG43+vm7QgL4vXy4/\nobZ/P8XXjRtnepnknGSk5qWillNRdTM0aCh23dyFL8O+RPjovli+vC4WLaIOyJIlxt1mW7QgcWgO\n+tTdly+Xj1DT6ch9tWtX85aPS49D97+7I+ohFWvMVmXDSkb+UnXrUkcxMJCeCwB9DxhgcBETiQyu\nToMG0fEMGGDa3fNZkKnMRHhsOO6m30WmMhO2cqr3kJSVhOBlwbj44CI0Og0AILBaIKa1nQaxSIzd\ng3cXGwsmCAIGBQ7CwdsHMev4LPSu0ztf/OnZH7Mf229sx8gaI+Fq7Vqm9ttZ2GFxz8V4p+E7+OP8\nH9h/ez+2XN2Czw9+jmltpmFc83GwkFggPS8db25+E542npjfY77Z22eMobpdddxNvws1UyNLl5X/\nydRlQgcdWipa4ttvgTPWobALpIxCNwDcyAacxc75Qu1k7kk80Bpc+SSQwFvqjSYgoSbLdEXEYXsM\nGypAJhMgQICT2DAaFiALgJqp6fyCzr2LhF5AJ08Cx28EYujoHMhFOYhVx+Ka6hqCLYLRWtEambpM\nbMzcCDVTY0DfAZBKpFiStgTtFe0RZBGENG0atmRtgbPYGbYiW1iLrCGCCDWlNeGocETPwJ5ItknG\n3uy96PSNGu7XNVh9X4vuLm1QTVINt9W3cTjnMBgYgr5haG3NEGWVh3qaeqgmqYaryqsIzw0HYwxi\nQQxLkSUsBUt0suyEevXs4Fb3ESJzklFLbQEVU0HJlFAyJYLkQRALYkQpo3BDdQN5LA9KpoSaqaGD\nDiPsRiAyUsCbvxzEvNTCftFSSDHWgVxs9+bsxXXVdYgggthPjD7+fTBIGASXk10wE8BtywiIbcTY\nk70HoRdDIRNksBXb4uugr+Fi5YJ1Ueuw7eo2nIk/g1uptwAA7tbu+KjlRxAJIqTlpWFX9C6svrga\nAgR0rNER45uPR98A40ldjOHkRO+YgrFsembPppjf48cpjnXtWhowPX2a5l+5Qu/d8+fJjfLuXYqZ\n69yZnjm5ueaX5uBwqipcqJWAIJBV7dq1itm+3k+9fn3Dt1hMQs1UJsqn5eHD4uup6B+M2dkVV+/q\nWaEXaoMGkfVs4EDKajl6NFkMbG0NFiZv76oj1JRKimHy9i4+OY2jIyV/qEihFhJiEPyBgfR95Yr5\nQqMkoqLofpbLTS8TnULZN2o5FhVqgiBgbre52Bi1EWdT92H9+rpITiZLZHmM+urF6aVLZIF6WuLj\nKRtb7dolL6vVadFxdUckZSdheOPhWB6xHDFJiTi2ww+PHlHiFVdXiitr25bi1mbNomPXZ+asW5cG\njZRKsrY9KxhjyNPkIVOVCXsLe8jEMuyM3omfj/2M43HHodap85cdVH8QXK1codKpYCu3xeRXJqOl\nV0u09GpZyEpgbv202V1nY1/MPry39T2cH3k+38ql0Wkwcc9E1LCvgde9zEiLaIJsXTa0TIuGng2x\n2GsxREyEC4kX8OXBLzFp3yT8cPQH9K7dG0nZSYhLj8OR94/A3sJgYVIxFWSCDABwU3UTt9S3kKZN\nQ7ouHUqmBEBxahH3IxCWE4arqquF9m8rskVLRUv06AFUV/ohW+cGa5E1rERWUAgKKESG+Lye1j2h\nZVqIBTEUgqKIJcs7qQ0+nQhMbms8PrSlgmLKjh6lzvq8eYbfVVgYcHTLKwj9mp4RjDGk6dIgBj0w\nZJDBS+KF5Kxk/Hf5P7xW5zU0dGkIDwmZsBgY3MXuSNYmI14TDxWjB76NyAb2Ynt08O+ALKcs3FHd\ngb2PAvaZYtxLlEDnogMAWAgWqCauhpQUATePCWjTWoCV7gHkzvQwsRfbI0AWAAECNEyDHJaDHF0O\nxIIYrq5A89digLYnsPUJD5S6srqwFCyhYirksTzIBTnsRHaQClKIBTG0OoaoKAGdU3zQ3EIBkf6f\nIMo/dgDwl/rDXmQPLbTQMR200EIqSCF3omvvKgtA9epWyNRmIk+bB52gQ3pWOmzkFCwWbxuP+i3q\nwzvFG+46d7RzbYcg16D8wuBLey/Fb71+w/n757H9+nasvrQa4bHh6BvQF3maPLy39T2k5KbgVsot\nJOcmQ6VVYV73eRjZdCSik6Px1ua34KBwgIPF44/CAYMbDEYD1waIS4/DP1f+ga3cFg2qN8DcX1vg\n558liI+n65+ZSUltNBrDeXN1NWS8PnwYePVVeg61bUtF6R8+JKu8gwMlp1q1it5hLi40v2ZNSpYl\nl9O7/M4d6sdkZwPnzrkiJoayXctkZPnLyqK/MzLIYyA3l5K6ATSwlplJg5tOTrTPJ+N3GaN1cnNp\nQM/CglsKOeUPF2pmUKcOmfYrgshI+vHrhZOFBXWKrl4tfr2nwRzXR4AeYlVFqMlk5LLWrh1l6Gvb\nlhJufPyxIQDa25uSNFQFVCo65pIQBLKqVYTro7746iefGKY5O5NVqTyTa0RFlZwxLjr5sVAzYlGL\niQH++ssLil2r8G92JnZ/W7zoKy3OzmQ9vHSpfLZXmoyPCZkJuJlyEwt7LISHtD6W/+qGtvO9kZ5C\nVtZp0+j5M3s2Ld+5M7l6jhpFlmcrK3Jf2rGD3CIrgmxVNkSCCAqpAgdiDmDszrF4kPUAWaosaBmZ\n8o68fwRtqrdBtiobmapMTGw5Ed38u6G+S33YyG1Qd2FdtPVpi6/af4Wv2ptIwVkKbOQ2WNVvFTqu\n7ohWy1th+1vbYSO3wdCtQ3El6Qo2vbEJsiQzfmAFYIwhXhOPCGUEYtQxReYLCgET+k3AmNQx2HNz\nDzad34SHWQ/xY48fIXOR4VDOIaRqU5GiTUEWy8JIu5FQiBRI1ibjnvoe7MX28JP6wUJkARFEuGt7\nF6HXQ1FbWhteEi/YiGxgLbKGtcgaUsGQ4rW+vH7x50JUfIYIvaA/dMh0Ih+NhjrY165RuvhOnej9\nsnEj8OabhoEcQRDgIDZUh5eL5Ohq1RW/XPoF249tx7KWy+BmYTBLO4gd8l0sARKwjLH84+vj3Qd+\n8/0wt+tcjGw1EqPXAvNXAh/cBVANcJe4w93aHV/MBNbNBOY9AC5fPgQ7fxLm7hJ3uEtMm/7TTzbG\nnjH++H1NLmSQQS6Sw0KwgBS0/yCLIARZBBVZ784d8lqpIfFDK4Wfye37y/zhj6KuNbcenyLR+bZ4\nu0HheTonXb4Q6+bSDbHqWNyxugMNNLgougipWoqGckOGUpEgQrBHMII9gjE9ZDpy1bkAyFXyXMI5\nOFs6o6VXS1Szqga5WI4G1WiHDAzVrKohLS8N9zLuITU3Fal5qWjk2ggNXBvg2qNrmLLfkKHUwcIB\nr9Z6FV+HfA3ADxIJia24OLpvmjYtnIzEw4OeQ+HhwNffMECaBYi06NrVHg4OgIVCh8xMEe7coaQo\n6em03sOH9PxevBiYObPgmSH/9XceV7b48UdapiAKBV0XgDImr19vmKfvp0WRYwL69CG3cb23AUAD\n7Veu0N+ffUZJutzcSOjZ2ZGQ1AvBxEQSmea8pzkvN1yomUGdOtR5yc01L2VxaYiKImGmT/cN0A+6\nomLEcnNpdMlcoVbZKSjUBAGYO5cyW3XqRKNhHxbIkO3tTTVjqgIqlfliw9OzYixqBw/S95OxnQ0a\nlJ9Qy8khMVhSivnolGiIBBFqOtQsMi8xkbLfieSv49ApK3itoJHcn36il+zixeQCmZdHWRb9/cna\n3bGj6QyJT9KwYfkds34wwRyhdiftDgAg8XQbTJ4aCGSHoGa7eMz7zhNt2hQd/bWyAv78k6ydH35I\nxz1yJI1Wf/55+bQfINFyOPYwFpxegO03tmN5n+UY0nAInC2d0dC1ITz8PGAjt4GNzAbWMmvUsCc/\nzDfqv4E36r9RaFtx6XG4m3EXn1b/tPwaCErzv3fIXgzYOADN/2gOuViOlNwULH51MV6r+xrCk8LN\n2o6WaRGtikaEMgJJ2iQoBAWaWzSHncgOGmiQrEnGbfVtZLEsRKujAWugTlAdnHnlDNJS0yCyF+Fg\n7kFIIYWD2AFeUi84iAxiprlFc7RQtCiy37N2Z5GnyYOV2gq+Vr7ldVqK4OlJ78iDB4FPTVyCP/8k\nkSaV0u+pUycSadnZ5tUROxl/Ej52PsVm9ARAVsYC93RNh5po6t4UyyOW4+OWH+PjjwUsXUr3dcGS\nGtu2UbbDgvHL5lDHT4qNGx3hIS6dJeVJT5rS4vD48hurpaYXaQAQKA9EoDwQKqZCjCoGN9Q38t1P\nc3W5OJJ7BD5SHziKHGEvtodUkOa7Rfs5+uHmhJsm21DbqTZ2Dt5pcn7nmp2RPS0bqbmpOB53HDtv\n7sR/N/7Lz5IamXoWfm0E9HdtiLS8NMTlPIQ6W41Gbo0AAKvuTcOFoONIr3EX8swEKLVKdPLpikaN\n9gAAptyrjazXsxDgHIAuLvXR2LktfHQdYG9P7sjvv08DT5aW9Fy7fPkk2rRpmV+GZsQIGqxSqajP\npf/o+fpr2sajR4aPpECPuU8fepfZ2NA+cnIKrx8fTwP8iYn07gAoNk8v1Nq1Ixd2Nzd6r/j40O9C\nn5XzyBFqt7294WPu+4ZTteBCzQwCAqhTf/OmwY2pvEhIKBrroVCQoKoInqyhZgz9qFZVEGpK8gLK\nFy1Nm1KnftUq6mz7+hqWrV6dXB3S0yt/YU9zLWoAWdQqwmJ88CC5sugTcegJDKSOUnnEQF6/Tr9N\nfYynKW6m3ISPnQ9kYjopajWVChg3jlxtsrOBGYe/x5y/L6FdTij27xflD8poNDS6a2dHMRT//EMd\nu7g4enHqaw8VR4MGFAup0RR+2ZeF6Gga2CmpXEhODnAhmmKL2rWwxY0+GmywD8I77wxD28fJBIzR\nuTPw5ZcU0xgTQx3snTtLlwa8OM7fP48PQj9ARGIEHBWOGBM8Jr8GWSO3Rtj4xsZSbe/o3aMAgLbV\ny7+wU4caHXDqg1Pou64vdEyHXYN35XckSyJPl4fLysu4qLyIbJYNW8EWdaR1IAgColXReEXxCurJ\n6uGB+AEeah+ilqQW5IIc9zT3EKeJQ3huOHo494CD2AF15HUghdSo66Ypd86CKfrNSRLxNHTqBKxe\nbbweY3Y2Jd5p3Zqsb3PnkgV/xQoSeK1KLouG8/fPo5lnszK1bVyzcRgWOgzhseEICQhBjx4kFqdM\nofdCTAxZQebOLf2269en2otJSfSsMxe9UCvpuWUK/fspNdW85WWCDAHyAATIA/KnpWhTEKOOKeIW\n+5r1a/CWeiNaFY39OfshgggChPzvPtZ94CJxQaw6FrfUt+Ar8YW31LuQlRag+9JSaglLqWX+AIta\nq4ZUTMtNPzQdO6MLC716LvUQOZZOzo3kG9DoNGjl3QqeNp5wsXSBv6N/viAe1XQUrj26hmvJ17Dm\n8hosVi7Gu43eRRfJKjDGEI2daNO6Tb7bckpKHnwK5FoJCjLEThujTp3iQ0Q++MD0PIDi8fTk5ZGo\n1ukM06ZPp9qtsbH0XrlwgSxserp2NQg8gN7nEyeSlVClov3LZPR7k8no06ULradW0/vXzY3uSzu7\nF9ctkzHqp+XlUd+zsudFqAi4UDODgpkfy1uoZWYWfcBbWhoEVXljjlDTW9SqQi21ghY1PT/8QC/n\nJy0EesEcF1f5hZo+Rs0c9Ba18izqzhi9KDp2LLrNBg1oICIm5ukLjOvdUErq8ESnROe7PWo0VCdq\n6VLaf69eJJ6aeDaC1u9HfDnqEoLcDG/wCRPooycvj6xaEgm9EIODKS7iiy9M1+tr2JDuxRs3yt45\nyz+WaLLqFScODxyg0WCZW2OgJ9C2sTs6/y1D6A83kZCZUOI+vvqKRnTDwsg1rUePElcxC8YYhocO\nR1J2Ev7o/QfeavAWLKXFFxcuiTMJZ6CQKNDAtZwfzo/xd/THpdGXIAhCIWvFk6RqUxGRF4EMXQbS\ndenI0GVABx08xB7I0+Yhg2UgQ50BhaCAm8QtP8bMVeKKgbYD87fTHM0Rq47F3uy9WJ+5Hq8oXkFj\neWOz4+v0FCx63dTDhE9iOdGxI4mfM2cMrpB6fv2VXMA2biQX4NmzqWDykSPU6SzpsDKVmbiZchND\nGw0tNF3LtNBAA7lQvOvAm4FvYtK+SVh4eiFCfEMwcSJ1ZlesoFjlbdtoub7m58/IR/9bjowsvVBz\ndzdYxkqLWExhCeYKNWN4Sj0xwm4EUrQpSNOlIU2bBg00sBVRvIOdyA71ZPXyM1EyMOigyz/fSqbE\nNeU1XFZehhhieEu84Sv1RQN5A5O/E71IA4DlfZbjQMwBRKdEw0nhBBcrF3jZeuXP3zRwEzRMAx1I\n3UggKbTdz1p/lv+3VqfF+fvnYSEh16TrydfR659e+W6dTd2bQkgV4JXiZTTba0VjYVE0kdTgwaaX\nZ4ySVaWnk8BLS6N3tN7FX6WimE+Vit5BKhV9bG3p3k5MNFjuCjJvHr3LoqOBbt2oXRYWZBywsCB3\nze7d6d38ww+F5ykUlBk7IICyAh89Svehft8qFW3T05NCdzZuJENEfDy1X599u25dGij/+GN6lxYU\no8S2338AACAASURBVFev0vYXLwa++476otbWNEhobU1Zh52cKNZ182bazstAiUJNEARvAKsBuAJg\nAJYxxuYJghAEYAkACwAaAGMZY6crsrHPC31nsiISimRlFS0SWdBPurzRC7Uns/8VpKq6Purx8KBA\n5ScpKNT0SS8qK6VxffTyouVLygZaGq5do5eFsZIWBROKlIdQE4tNb4cEK0N0cjT6e47Db79Rsozb\nt6mzWDBTWWP3xgCAiPsRhYTak1hYGDI5ZmRQZ+3HH4GtW2kU1dgobcHMj3XrMhyLOwamlSIpohku\nRIiQlka/+ebNyfWluM5rdHRRK2VBFi9mGD9RiTp+FvDttxE5cvf8DoyHjQcSskoWamIxWQ7nzKGX\n99OSmpsKC4kFFFIF1g9YD2dLZzgqHEte0QzO3T+HRm6NIBFV3LijWGR6mFen0yE0OxSxmlgIEPJT\n0DuLndHNqhucRE44lnsMLhIXuIndYCuyLVF0+Uh9MMR2CA7kHMCR3CO4o76DrlZdYS0yPwVeQaFW\n0YSE0D174EBhoXbsGHX4+vYlixpAov+ff+geK8llGQAuPaDgzoK/yWRtMrZmbkUWy4K9yB7eUm+0\nU7QzmrJfIVXgg8YfYM6JOYhLj0Pnzt5o356Ke3foQEItMJDih0pLwRT9pSnfExlZdrdHPQ4OBtdH\nc6z6xhALYrhIXOCCog/+apJqqCYxXXuktqw2akprIl4TjzvqO7itvo2E3IT8+LcjOUeQrE2Gg9gB\nvlJfVJdUL3Tfu1m7YXBD42rlTO4ZXFdfR7I2OX+ancgOQ+2GAqBBERuRTf71FovEhSyuNR1qIuy9\nMBy8fRAHbx/E2strka5MR5ekLvB39MfB2wcxbNsw+Dv6o7ZTbTSo1gANXBugiXuTQgNHjDEkZiUi\nJjUGCZkJ6BfQD1KxFCfvnUTE/Qg4KBzgYeMBDxsPuFu757uNGoMxln/8yTnJUEgVJgepBIF+U6aw\ntiYxZQoXFxJSiYn0ycwkQdTs8SmysCBX37w8ElB6waS3+CUnk1DUT8/NJfFYty4JqfPnjSe727OH\nhFpkJFkMXVzo/w4OJCL196i/P8UKFhSCcrkhE7S/P72bs7IMn+Rkg7UtIYGSpKnVRdtQFTHnzaYB\n8Clj7LwgCDYAzgmCsA/AzwC+ZoztEgTh1cf/D6m4pj4/rKyoc3/7dvlvOzPTuFB7nq6PVV2omaKg\nUKvs6EfXzEHvQhcfX35CzVR8GmA4zw8eFJ1XWqKiSKQ9eX2vXQO+/ZaSYByPSEa6Mh2xu1/DyrUk\nhn79tWj9L39Hf1hJrXAh8YLZ+3dyok7nsGGUObFFC3pBTZ5c2MUxIIBeMocuxmC5ajT2xeyDSCeH\n7tsciATA1u0RpGpnRERQAD1A9+GTbtFaLbnL9OljmPbT0Z+w8uJKZCgz8Cg9CypkQTLZBic/S0O/\nf/fCNc8VKq0KMrEM7tbuZlnUALIQ/Pyz2afCJFeSrqDfun4I8Q3BH33+QG0nM9JVmomO6XD+/nm8\n1+i9ctumOaiZGjmKHDDGcDD3IGI1sQAo/by/1B8tFS3hKDYI0TaWbUxtyiQKkQI9rXoiUhWJ8Jxw\nrMlYg06WnVBLVgsapkGMOgaPtI+Qo8tBHsuD8PiflcgKLmIXOEmdYCO3QVxGxT/QnJxogOLgQXKb\nBSgFe48eNBC0ZIlh2bFjyZW2Rw/zSnTof496oXZfcx/bsrZBDDFaWLRAkjYJl5WX4SRyQiML426p\no4NHY9bxWVh6bim+6/gd/v4baNSI6pdevVr2RDnu7uR9obfsm4NSSft82pqC9vZU/3PHDupMX79u\nKLfyrJAIEvhIfeAj9UE71g5ZLCtfjEgECXJYDuKV8bigvAAnkROaKZqhjqyoP6GGaRCrjkVNaU0I\nggAlU8JasIafhR/kghwMLN+SxxjD1qytyNHloLq0OnylvvCV+hZKeiMTyxDiG4IQ3xB80+EbMMYQ\nuj8UXfwo7a6t3BZtqrfBzZSb+SIOAM6OOIumHk2x9OxSTDs4DZnKzELZZRM+SYC7jTu2XduGmccK\nZSoBAGRPy4al1BIzDs3AuivrkKfJQ446BznqHEhEEqRNJWU9buc4rI+kASsfOx/42PugrnNdfNfx\nOwBUF1KlVUEhUYCBQavTQiaWwc+REs9cfnAZmapMaHQaaHVaaHQa2FvY54vVO1nX4FFPjsCmjrCV\nFx0Y8vYmV2VTNGtWOG5d756oF0pt21JyLI2GBJbe9VJfU7RfP+qDPOkGrad1a8PAjTG6di0+K/TH\nH9PnZaFEocYYuw/g/uO/MwVBuArAE2Rd03cF7QCY9/avpDg7k6I3RmIijZSXJfW2MaFmaclj1MqL\n0gg1d3ca8akqQq00MWoAxY0U57NfGi5fJn97fS2ugujdSo0FwpeWqKii1s/jx2k0Tqcj95LoR3cA\nAK+/mYPvxlFMjDGDhkgQoZFbI0QkRpS6HV260Itr7FjqOE2dSi+3nBx6s927B1g1CcUS0ZuwjpNg\nXvd5YEn1UWenCK3b56LRsuao51IPoxt8Bh1ri8T7IgQEUOzPwoUUP5mtysbO8xehbnYc2x12Y1re\nZthZ2MFGboMA5wBYi5yx/bQ1Gte0Rv9XbWFrS8lEUvNS8cbGN7Bl4BZ42HjkWyieBbtv7sYbG9+A\njcwGwxsPL/ft30i+gSxVFoI9Skj7+ZSkadMQrY5GijYFydpkPNI+AqvNIMmR4KrqKprKm6KhRUPY\nCDaldlEsDkEQECgPhKfEE7uzd2Nn9k5UV1ZHkjYpX5xZCpaQC3IIEKCDDrfVt6EB5Tz/esTXyM3J\nRUReBILkQeXatifp2JGKpufmAhER5A7s4mKIldHTvTslqnnPTG19IfECnC2d4WHjgVRtKrZkboGV\nyAr9rfvDTmwHxhg2ZG7AeeV5k253NRxqoFftXlh2bhmmt58OT08pVq0yWNTL4vYI0HOkfv3SCbX1\n68l6/uqrZdunnqFDyeqhUJBVMCrq2Qu1ggiCABvB0JlppWiFVopW0DANolXROK88j0RNIurI6iBH\nl4NrKnJRStWmIlodDSVToo91H9SQ1ihxYCPEMiTfiqfPoNrCokV+KQhjbbOT2uVbsII9grHmtTUA\nSPjFZcTh8oPLCHCmGL7aTrXxduDbsJZZw8vWCzUdasLL1gvOluSK9GX7LzGhxQSk5qUiITMBCZkJ\neJj9MH/7njaeaOTWCAqJIj9Oz1pmsIaPDh6Nhq4NEZsWi9j0WFx9eBV30+/mC7VRO0bhcGxht59g\nj2CcGXEGAPDe1veKvKdCfEMQ9l4YAKD3P71xM4USwYgFMVytXTGg7gDM6zEPALD28lo4KZzg5+iH\n6nbV82O3TSEIhRPeWVsXHwZUljhsvcXxRvINhN0OQ4YyAxnKDGSqMpGhzMCMkBmoblcd/934D4vP\nLoZGp8HWQVtLv6NKiMAYM39hQfAFcBhAIEis7QHlWBIBeIUxFmtknZEARgKAq6tr03Xr1j11o58H\nn3zSCBqNgPnzi462L1lSE+vXV8eaNafg6Wm+wlKrBXTt2h7Dh8dgyBCDe8qCBf7Ys8cNO3YcLbJO\nVlYWrJ+iAuTvv9fA+vXe2LfvsEn3qsxMCfr0aYNx46Lxf/bOOzyqMv3f95nekpn0AklIIPQeBKTD\nAgIiIIqNoq51q6tbXHe/6/qz7K67ll1d17Kuq6BYUBBBREQFQZDeew+QQnoyyfQ5vz9eZpIhM8lM\nMrCic18X14SZU95JZs55P+/zPJ/n+usvUoOtS8Rnn6Xypz/1ZP78TWRltf63ueGGoQwcWM1vf3uR\nGueFoL1/1wu59dYryM2t55FHWp9BlJVpueGGK7n//kNMm1YclfP/+td9qatT8dJL25u9JsswceIo\nbrjhNHfd1fYwtdMpMXnyKGbPPsUPf3gSgG++SeSRR3qRnOzgb3/bTUaGnZUlK3ny0JMsuGIBHQ0t\nz2T+fuTvfFb6GcuGL2uxHqklbDYFer3X/3tNTnZQXq6Fe/uB0sX/5fydH1zReGN0e90sPruYN069\nQYOngTRtGr3j+mHafw+r/jsNOWcNhhvvpEoq9KfVZSryeXzgQ+Qac7HZFKjVMiqVjNWqxGQSftEe\n2cPErybSz9KPHdU7uLHjjbhlN5+UfMLHIz5u03uLhOXFy3n28LPkmfL4U+8/kaKNvqHFZ6Wf8aeD\nf+I/Bf8hz9SG3LUmeCUvDq0Dm96GTW/DrrOTVpqGqd5EbVwtJ/JOoHaq0dl16G166qV66lPrSaxI\npOOZjn43vYuFjExJegkVSRWYrCaSKpIwWU3Nzisj49A6sOvsLK9dTnJqMhnpGRitRrJOZ6F1RrH3\nRBM2bUrkt7/ty7hxpaxZk0p6up2nn95JerqjXce9d/u9GJVGnu73NEUZRZSllNHjQA80rsbvULW5\nmlOdTpFzMgdLjSXocdaXr+cP+/7AU32foiBB1Oy99lonNm1K4sUXt/nTsiK9Fj/1VFfWr0/mww83\ntLqtLMPddxfgcin473+3RKUm+OxZHXPmDOXBBw8waVIU0hQuEjIysiSjkBXYdDYOdxP2tQqPAnON\nmYSqhKCf59aO6dA6qDHXYKw3Yqo34dA4qEysJKkiKeAzEu177MVkb81eKpwVOL1ipVkpKTGrzf7P\n7Z6aPdi9dhR6BUq9EoVNQZwnjqz4LBoMDRwsPUhlbSW1rlrq3HWUO8vJNeRyQ9YNeGUvk9ZN8jeh\nV6AgRZvC9Mzp3Jx9s8gSKPsCk9KESdX4L04dh0ahwacZWlv0kWUZh9dBg6eBenc9CZoETCoT5+zn\n+Kr8K8ocZZTYSyi2F1NqL+WxXo/R19KXz899zuMHhGCVkDAoDRhUBp7s8yS5xlzWlK3h7cK3UUkq\nnur3FB6b57L5u17I2LFjt8my3OoqY9i6V5IkE/AB8AtZlmslSXocuF+W5Q8kSboB+A8w/sL9ZFl+\nBXgFYNCgQfKYlhJvv8V07izyboON/7nnxOP27UNaLBC9kMpK8dinTx5jxjROMlauhGXLgp9rzZo1\nQZ8PlzffFKucY8eGPoYvCpWens+YMe0sIvof40tXHTlySIDDYyi6dAGXK50xY1q2gY427f27XohK\nBR07GhkzJnSNgQ+3W0QSTaZujBnTgs1VBNTUiOhcqPeUkABmcw5jxuQEfT0c9uwRUbPJkzsxZkwn\nQBgU9OoFn3xiIDVVrK6u/mI1ysNKbrzqxoBi9mAcjT/K0mVLyemX408zaSvnzsEddxynoSGPfv0g\nLucDfv1wBa/WDeGapY2NXQHGM56/Of/G0kNLeXP3m+wv288L92l55pcqZv4onV37B9Mr7TbGdivg\nn78rYN3OTPLyhGPY9OkwcKCwQG9KYU0h3q+83Dv8XnaW7uTFrS9yfY/raTjbQMGVBf6muBeD0zWn\n+fc3/2Zil4m8d/17F+1cS1cuRa/SM2/KvLBr1Oq99RS7i6n0VJKuSidbnU21p5r5tfP9QliFiiRl\nEr0zetNJ3Qm37MaDBw0aDjoPssm+iXpvPfnqfCZ1noSiyyX2zU4BgkSrL2TZ0mXM3zqf1T9dzVpp\nLUd7HGW4fjj9tP2iHl0rKBCGOl98kcb118Orr+oxm8OwdGwBt9fNyfUn+engnzJ69Gj+W/tfchQ5\nTBwemBfllb3Mr52PvbOd0XGjg763wa7B/OnQnziuOc4vx4g+Ao2XJ/8PEV+Ld+yAjz+Gnj3H+FO/\nQrF2rXCPfuWVlu/BkeCrZ7dYejBmTAvFq98ivLKXcfI4kMR3TZkcPau/vY69HGw4yLm0c1gUFjJV\nmSQrk/Fu8jJm9JiAWrFwabrPWfdZ6jx1NMgNOGQHLtmFUWGkQCdE1AHHAVy40KBBLalRS2oMCgPJ\nShGNO+E6gUt2oUAhmpdLWn9/Qx9jLqgi8sqiN16Dt4GNto2keFIo95TjQSzKjdaPpp+uHyXuEt6t\nexdtnpYssuig6kC2Opuumq7+48uyzPGC45yoOsGxqmMcrzrOsapjDM0dypgBYyi1ljLu6eY1C38a\n9yceGvkQJ6pOkPdcHmqFGpVChVopmrj/dcJfuXPgnewu3c3gfw/G5XXhlRttLhdcu4CpfaeyvnA9\nL/z3BXQqHZ0sneic3pnxlvH84Iof0COlB10dXZl51UyUaiVehZdcdS5mpZlSdylb7FsYwAD6yn3x\n4GGCaQLr166P6tzp20hYdzZJktQIkfaWLMuLzz99K3Df+Z8XAa9Gf3jfHpKThdlCMHxi4LXXRF2M\nwSBSGsvLg6d++fC5KgZLfXS5omPlfSGtNbuGxnzj71vqI4jc7R2RZ75964jETESlEqlJ0Wp67fUK\nAXHttaG3MZvbn/roSzf66CPxXmfOFH2cHngg0Er+SOURchNyWxVp0FgHs7NkZ7uFWmoqzJlT2GQR\npguj+3Thmmtg9GhR7N20QbBRY+SWPrdwS59bAo6z9ePePPnke5w7B1l2oE4Ukn/zDdx3n7hWPPlk\n8/OfqBIXptyEXG4fcDtHK4+y9JCwuCu2Fl9UoZZlzmLHPTvINmdfVJOPcI1EPLKH1Q2rKXIXUeut\n9T8/WDeYbHU2RoWRQbpBJCmTSFGmYFFYAiKqKkmFChUbbBvYYt9CijKF3OO5TB44+aKmE7aXbHM2\nJdYSuqi6kB2fzer61ay1reWo6yij9aNJUTW/GYS7Yn4hcXHC0dFkEjWb0fi1HK44jMPjoH96f4o9\nxdR567hS11z8KSQFA3UD+bLhS866z9JR3TxyblAbmJw/mSUHl/D8lOfbHDG/kIEDxeOGDaI2pyWe\nfVbU882ZE5VTA2K+EB8vnDUvFxSSolW3zrbSW9ubbFU2R1xHKHIX+VsQ9JFFrt5a21qOOo9iVpox\nK8yYFCb0kp4BuvNmUvYdFLuLsck2bF4bDXIDJoWJW+LFdXl9w3pKPCX+86lRk6XOogBxMd9k30SN\ntyZgTLnqXKaZRGHx6vrVNMiBbnFd1V39jdvfqn3Ln8bslb00yA300vRipGEkKknFUddRkpXJ9NP2\nI0mZRLwiniSlaACYrEzmhrgbqPRUcs5zjtOu06yzrSNDlYFJYaLOW4eMTMf4jnSM78jInOYtTRL1\niRz4yQGq7dUB/woyxPsz68z8YdQfcHvduDwu3F43bq/bX3ucYkjhF0N/gVJSEq+NJ14bj1lnZliW\ncBkqyCzg+K+Oo1ArqPZWk6nKJEWVQpG7iBeqX/C7fHI+EG9UGDErzbhkF9WeapSSEiVKlJKycdvv\nOOG4PkqIaNkBWZabdhopAkYDa4BxwJGLMcBvC0lJIgIWzML8xAkRPdi5U7i+XXedmIidOyfcaUK5\nMYUSar7+TTZb89faSzhCzTem76tQ++ij6FrV/y+IpEYNotv0uqhInL+lRQqzWUTd2sNHH4nHd98V\nxgAQ3B7/SMUR8hPDiwz3Tu2NUlKyo2QH1/W8rn0DPI/VaeXOj+7ktyN+S/9e/Vm3TtSSfPlloFAL\nhUrV2ErioYdEQbevHrZbN/F76BrEn8PX7NonUt+Y8QbzPpzH6uOrKa4rjqqph49vznzDhtMbuH/o\n/UGbi0cTj9fDjpIdftt2u9dOpbeSKk8VVZ4qyjxlmBQmJhgnoJSUVHuqSVGm0E/bjwxVBsnKZH/v\nJ7WkZph+WAtng4OOg2yxb6G3pjfjDONYW7f2Wy3SQAhmGZmztWfJTchlumk6+537+cr2FQvrFtJR\n1ZFcdS513rrGtgKeWhKUCUwzTcOoCHSxq3XUsu7UOiZ1mRTUCfO++5o91S6aGokcdh5GiZI8TfDP\nVU9NTzbaNrLfuT+oUAOY2X0miw8sZvPZzQztGLyeKVKGDRNCafnyloXasWPiu/q73zXe46NFRsbl\nJdQuNvHKeAqUBRRQgCzL2GU7m9gEQIYqA6fspNZby2nXaayyFaNk9Au1Mk8ZZZ4yDAoDFqWFDCmD\nBGVjH4UJxgkiJU9hQIOm2TXglvhbcMkunLLT/9hUlM6MmwmIKJkTJ07ZiV4SHwhZlklSJuGUnf6+\ndVkKERkD0Q/vbvPdIa87KklFhiqDDFUGvRC2orXeWn/t4GbbZvY595GnzqObphsdVB0wKAJvmmql\n2l+rF4xEfSKPjn006GuyLGM2mnlgzAPUeeuweq0kK5PpoO6A1Wvl1epXqZfrxcbn52Yj9CNIUaVg\nVpgZqBuIRWEhXhGPQWFAL+nRSaI4rqO6I3PMUVzhuIwIZ6lzODAX2CNJkq9A63fAXcA/JElSAXbO\n16F9V0lKEo5rNTXCbclHdbV4bs4cEUl47jl4/XWRlgXCfS5U36SWImpw8YRaOJNDk+m7JdTCjS5l\nZQkHrYqKllsYfNuJpI8aCOFw6FB0zu2LMF9ModbQIHqpaDSi1cKQIcG3k2WZI5VHwm6GrFPp6JHS\nIyxDEV86Smu8s/cd3t33LvcNEbPYDh3E96stwri8XJi0vPGGSB/t1y/0pO9k9Ulxo48X1pEZcRk8\nN+k5ev6rZ9jOj5FwvOo4096eRrw2nrsG3hX1iN1x53FKPaXYvDY8eKi0VzJl+BQK4sUF7SPrRxR7\nxGxViZIEZQLpisYU5hvjb4zofOfc59jt2I1O0mFQGNhg20BHVUfGGMZ86wWaj6YW/bkJuUiSRC9t\nL7qou7DXuZed9p2sc69DhQqzwoxZaaaDqgP7HftZXLeYmXEzMSqM1DpqeX7T8zzzzTNU2ir5+eCf\n+40JLiY7S3aiVWrJT8xng3UDuerckJEYlaQiVZkaYOl+IVd3vRqVQsXiA4ujJtTUamGQ8vHHLdvk\nv/SSWGT58Y+jctoAYkItNJIk+YUQQDdNtwDnSVmW/SmEABONLdgNQoCbazA0kgaNpMFIcKt+X/Qr\n1FgnGYM0QLtgm0jw9cUDuEJ/BTqFjr2OvRxzHQOgk6oT0+OEm84BxwFkZNSSGo/swYMHk8JEjlqU\nKGy0bcTmteGQHThlJw7ZQSd1JwbrByPLMs9XP+9PH/fRX9ufDuoO6CQd2eps4hRxxCviMSvMWJQW\njJL4PRkVRobrW7CC/B4TjuvjeghZ3Xlxu2h+i0g6/92qqAgUak0npT/5ibDWliTRV+mhh0R6U2tC\n7cI6SN/E62L0Ugu3V5bJ9N1oeO04Hz6PJKIGwvnxchZqbYmo+Sz120s4Qs1iaZ8w/OQTkRo8bFho\nkQZQ46jB6rSSYwm/Fq5vWl/WFzY38gHhvPivLf/is+Ofsb5wPUM6DmHBtQsCGrVeyKvbX6VXSq+A\niWFmpog8RkpFhUipDKcB9cmak2TGZaJVNU5sM+MyAfjL139hcv5kLLrgxguRUmmrZMpbU/DIHlbM\nXtFmkeaW3dR4a6j2VFPtrabWW8sYvRBGh12HOeQ8hF7So0RJg7eBZEsyBWniNjREPwQvXhIUCcQr\n4tuc2mb32tlg28Ae5x7UqPHixYMHs8LMFOMUlFL06mkuNqF6qWkVWgp0BQzQDsAu29FL+oAJYFd1\nVz60fsjiusUM9A5k+oLpHKs6xtSuU0k2JPPc5ufIT8rnp4N/elHHv7NkJ71Te1Mql2KTbXTVtBwF\nTlQmstexN2QdkkVn4Qe5P2DJwSU8Of7JqAnuqVPFwtH27Y1NiZvidotmv1dfLb770SYjQ7RDiBE5\nkiShCt+u4bImXhHPcP1whuqGUuYp44z7TIB5ywbbBqxy4Ap9Z3Vnv1Db79gvanUlDVpJi0bS+HvZ\nSZLEEN0QtJKWOEWcv+7OIInIg0pStSqCYwTn+/HpjAI+oVZeLoxFfPgmpZ06ia7s770nLMFvu03k\no69fLxrYBsMXsWop9TGauFwiAhiuUPsuRdRC9fO4kKZCbcCAizOmS0EkNWogImo1NeJv3l4DpRMn\nxGJFTgvaqL0RNV+zz5bq4ACq7aIQLkGX0PKGTeiV0ouFexZS66glXhvYjO62pbfx/v736Z3am9l9\nZvPOvnd4b997PHDlA0GPtaVyC5vObuK5Sc8FTArbI9TCXUA4WX2STpZOAc/Fa+PRKrXsKd3Djz/+\nMW/NfKvdk1WH28HMd2dyovoEq+eujiilss5bh0EyoJSUbLVvZYNtQ8CKrF7SU6ArIF6KZ5xhHBMN\nE/0C7P6V9/Pfbf/lHw+JyI5vMtEeXLKLD6wfUOGpoL+2P0P1Q1GjptZbi0lhCtpQ+duMbwHhVE0z\nQ2ZA1Ar5JlJN6aDuwAzTDJbULWFJwxJ0Jh1rp69lVM4oPF4PlbZK7lt5H10SuzCpS8sRgLYiyzI7\nS3Yyrds0DjsPo0FDrrplB5VEZSJu3NR564hXBm8kObPHTO5Zfg97z+2lT1oLHuMRMHmyuOYtXx5c\nqH36qegbedttUTldM3wRtcs9ZT/GpUEpKUlXpZOuCjRNmxM/B7tsx4WL85Vg/vRwgDssLbdYGaJv\nYdU0Rpu5vO46/0OaRtSa0jR6YDTC6tWNr40YIYRaKMJJfWyJYcNEP5pbbml5Ox8+M5TvW42aShU6\nHeVCvgtNrz0e8S/SiBqIdLxu7TR+PHFCCJGWhGJ7hVpxsRDfrfViqrGLk5h15rCP3StF5PbvL9vf\nLD3q/qH3M7nLZH444IcA/N+o/yPLLD40F67iu71u/nXsX+Ql5HF3QeBqTWamMAOJlPJy0Tw7HE5U\nnWBEdmA/IkmS6BjfEYPawNt732Z0zmjuGXRP5ANpwtenv2Zd4ToWXLsgaHH6hVR7qtnh2MEp1ylq\nvDVcZ7qOjuqOZKuycevcWBQWLEoLCYoEtIrGD5FGCvxAby3eSv/0/lEzK5Flmc8bPqfcU85003Q6\nqTv5X7MooxN5vNQY1Aay4rPYXxZBoy/A7rbzzpZ3eGnvS8ydPJd7ZtyDVq/lkPMQWknLQ9c8ROaB\nTJZULiHLnkWGOqPVlLBIKbYWU9ZQRv/0/pR6SslUZbYqlBMVYgyV3sqQQm16t+ncu/xelhxcEjWh\nlpws+jMuXw6PPNL89ddfF9u0t3daKDIyRAZOXZ2ol7sUFBYKUei7Z8a4/NEqtGi5OCYvMdrO9gsk\n7gAAIABJREFUJfYUvnzxrWJfKNROnhSTzoQgC/YjRohJa6halNbMRFpKfZRl2LgxsvSxcJpd+/gu\nRdQiESypqUIAXM5CLVIDFWgUatFwfjxxouW0RxCpj3V1QlBGyunTMH8+TJvW+me5xnFeqGnDF2om\nrQgp7igWdWq1jlo2nRGF6MOyhvlFGkCOJQeFpGDj6Y0UvFJAcV1joYhX9jI+bTzPXvVsQPohNEbU\nImhjCYjrT1LoEgc/bq+bM7VnyLU0/0NkxmWSoEvgqs5Xcd/K+/zvM1JcHtGHZ1zuOPb+aG8zt8oL\nafA2sKp+FfNr57PPsY9EZSIj9SP9IihVlcpQ/VC6a7uTrkoPEGnBzr2taBuDOwwOuU2k7HTs5JDz\nEFfqrgwQaZc7BZkFbC3aGvb2H+z/gPzn8/nVZ78iz5DHzXE3k6HO4Bv7N6ysX8lS61I2OTfRvVN3\n8nLyWG1bzYLaBXxi/QSrN3o3jW/OiJWMgRkDqfZUhyWWfWKx0lMZcps0UxpDOw5l2eFl0RnoeaZO\nhW3bmkfKKyuFicjs2ZFdkyMhI0M8Xso6tZtuglGjRE13jBgxLh4xoRYmLUXUQvXnGnF+Mfvrr4O/\n3lqNmi+i9nXh1/R9sS9Pb3jav42v9ioS96hIhdp3oUYtUqGmUIg0wO+bUPN9vttrmQ/hCTXzed1U\nW9vydsGYNUt8D3/4w9a39aU+RlKLZdGKbX/2yc8Y9Mogkv+azND/DGX+rvkh94nTxnGw/CC3LL4F\nh9tBeUM5CknB7OzZTOs2rdn2mZlighPJ71uWw099PFN7Bo/saZb6CEKoFVuLWXDtApINyTzzzTPN\nD9DiOGTe2fsO+c/n89mxzwDokdJ6/yaNpKHcU05/bX9uN9/ONNM0BuoGBvQPCpcdJTuwuW0Mz4pO\n8XmZu4x1tnV0VnfmCt0VUTnmt4WCjAKOVB7xR5dD4ZW9/O7z33H9outJNaby+bzP+XTOp+Rb8rk+\n7nrutdzLnPg5XG+6njvNdzLHMIeHX3mY4j3FDNYN5pjrGPNr5nPAcSAq415fuB6dSkf39O64EZHW\n1tAr9OglfYtCDWBat2lsLdrK2dooWd0ihBrAihWBz7/zjrgmX6y0R7j0Qs1uh61bxUL1Py6+p0yM\nGN9rYkItTMxmMYkPJtRCTUr79xdpjKGEmtUqXKB0usDnfamPdQ0uHv7yYUa9Poo95/bw8ZGP/dv4\nom0PPRT+e4hF1MIjIwNKSlrf7ttKpE6X0BjVba84dzpFVC5coRZp+qPVClu2iDTjq65qfftIUh+3\nFW0DhBV454TOdIjvgFFj5P6h9/PVbV+1GDHqndqbf139L9acXIPuCR15/8hjyYElIbf3GQpEUqdW\nWytMCcKJqPms+YMJtQxTBkV1RaQYU/hk9ic8OV40YSuuK2ZP6Z6AJqVNqbJVsWjfIsYvGM/NH9xM\nkiGJFGPLF5NKdyXPnHqGl7e/TJ29jpvjbmaUYVQz2/dI8Zm9DM9uv1CTZZmvbF+hlbSMN4y/bBwd\nw2VQpiiaasnJtMHVwIx3ZvDn9X/mzgF3suGHGxiXG9j0VitpSVIm0UHdAaPCSJIhicn5k5m/ZT6D\ntYOZGz+XNFUaqxpWccTZ/m496wvXM6TDEBoQN7tw008TlYlhCTWA5YeXt2+QTejdW9Tlfvhh4POv\nvw59+4r5wMXiUgu1nTtFzXtaGjzxxOV9v4wR49tOTKiFiUIhbLGbNr2WZbGiFGpSqlbD0KGh69Tq\n6sQEWZLgWOUx5i2Zx7JDy9DpZEg8wm8OjuCxrx5jbt+5zOo5i31l+/z7tla/ZrOJlMuqKrHSt2tX\nZELtu1SjFqlQi4+/vKOJbYmo+eoa2hLhakphofhehCvUIo3g/fe/wgL7uuvEIkdr+CJqraU+7ind\nw6B/D+Kdve+gVCgZljUMj9fD2tvW8uSEJxmZM7LVWqjb+t/GGzPe4JHRj/DEuCfoEN8h5LZtEWq+\nRaJwhJqv2XWoiFq9q546Rx190vqQGZeJLMvMXTKXvi/1JeHJBIa8OoSr3ryKBz5tNEkZ9towbnj/\nBnaV7OKFKS+w+c7N/gbhFyLLMnsde3mr9i3sajuPf/M46U+nc/eyu/F425DvegFfn/6aXEuu38Wy\nPRx3HeeM+wxDdUPRKXSt73CZ4WtU61uIuJB6Zz1TF05l+eHlPD/5eV655pVmqbqhmNt3LsXWYj4/\n8TlmpZlppmlkKDNYWb+SU67gBibhUO+sZ0fJDoZnDafae94QSBGeIVCiIpFKb6W/cXcweiT3IC8h\nj48OfxRyG6/spcRdwjHnMfY69nLa1XKahSSJaP+qVSLdEWDfPmhIPM5tP21n08hWuNRCbZPIBOed\nd0R07Q9/uDTnjRHj+0jMTCQCkpICI2plZSKy1dKkdMQIePzxRlHWFN9z5Q3lTHprEkcrj7Jg9wK6\nWnrDvScocWp47/r3mNVrFs9sfIZF+xdR4xIX/NaE2pw5Il9+yhTR36VrVxElkyQhOFvDZBLn8HjC\nmxB/W2mLUIuLEwL8ciXSlgTQ+Nlsr1ALx5ofGltcRBpRe/ll8fjb34a3vb9GrZWI2uIDi5GQGNtp\nLCAMRRbsXkC1vTqitMl5/eYF/H/NsTVBt2uPUAs39RHwG50EnPu8uCmqK6KbVjjHSJLEq9NeZd2p\ndWw4vYFjVceotlezu3S3f7+nJz5Ngi6BKzpc0aJoPeo8ylb7Vko9pTjqHDz1/lO8d+17vLfvPf69\n/d/kJeTx0MgIUgEuQJZlvi78mgmdJ7T5GD7cspt1tnUkKZLoo42OscS3jRRjClnxWWwtbl6nZnVa\nmbpwqt8MZnbf2REd++quV2PRWViwewETO09ELamZbprO+9b3WWZdxkDdQAbpBjUzgmmNzWc34/a6\nGZE9gmpPNUqUxCnCa/mQqEzE4XTQIDf4ezRdiCRJTOs6jRe3vki9sx6jxkiNp4ZyTzllyWWssK6g\n0F2IQ3YE7JejymGUYVRI45SbboKnnoIlS+COO+CDI5u56+2NmOUkvPItbW4Z0Rpms8jMuVRCbfNm\nUdc8Zgz8/OfwzDPwy1+Gb3QUI0aM8IlF1CIgOTlQqDW15g/FiBEiArBxY/PX6urAaLEx7e1pnKk9\nw9rb1vL69NfRKFVwcgwPWXYzq9csoNGJ7kS9OGlmpnB9BHH8pqxfD4sXizqru+4Sz1VXC2GZmBie\n8PLVzV3uUbVIbepBRJfaK1j+l7QloqbRiBv9pRJqbUl9LC2F/fvF3zPcCUGNvQa9So9G2fIvY9nh\nZQztOJQ0UxoAvVIbnR8vBr4V8EiEmi+aH05Erc5Zh06lC/q+mwq1pnSydGJuv7m8OPVFVs1dxaY7\nN7F6XqON7ZT8KVyZdWVQkeaSXf6f9zr2YpftjNOP48UPX2RI+hDG543n5akvM6vnLB5e8zBbzm4J\n5y0H5VjVMUrrSxmRNaL1jVvALbv5quErarw1jDSMvGiT6G8DgzIHBY2o/XDpD1lXuI43r30zYpEG\nokH8rJ6zWHxgMVanuFloFVquNV1LF00Xtti38EbNGxGnQq4vXI+ExJVZV1LlrcKsMIedkpqgFJG3\ncNIfHR4Hnx3/jH2Ofbxe+zrL65dT1KGIs+6zdFZ3ZrJxMjfF3cTt8bczUj+SYk8xb9W+RZm7LOgx\nBw6ELl1EpOmb+s2YR2+k5lg6NVIFOx07I/odRIIkXdqm15s3w+DzPj6/+Y3IOHrjjUtz7hgxvm98\nd+9MF4ELI2rhTEp79xaPx441f81qhbKhd/PNmW9YOHMho3JGcWv/W/l63g5YuByto7GJrm/ieLL+\nJCDq2GYJDRcw2ZVl+PWvxc9erxCRI0fCkSPhN7uG745QczjaFlH7LqQ+RipQo/G+T5wQKb8dQmf9\nAW0Taikp0KuXqPcIt4yo2l7dajStqK6IbcXbuKbrNf7nfAsj+87tC7VbuzAYRFTxYqU+1jnqiNME\nj0BkxAmVeKFQawt2r511Dev4d/W/qfUIlT/ROJF58fOoL6/nZPVJbu59MyCiGC9PfZkMUwa3LL7F\nP7GPlK8LRdFve+rTzrrOsrB2IXuce+in7ReVHmzfZoIZiiw5sIRF+xfx6JhHubnPzW0+9i19bqHB\n1cDKoyv9zxkUBiYZJ3Fj3I3EKeJYUb+CLxq+wC27wzrm+tPr6ZPWB4vOErbjo48kpfiCtCbURmSP\nwKKzsL52PasbVpOtyuamuJvotbcXd5rvZIJxAl01XUlTpRGvjGegbiBz4+cCcMgZ3G5ZkkRUrVRz\nnE3OjWx5pzu9T88iR5XDJtumqLpiXsilEmoVFXD0KAw53zIrNVXUC7/1VvNF4xgxYrSfmFCLgKSk\nwBo1X3pcSxE1X5pSWZAFuNOaVVR0eJOHRz/MtT0aO/cGa3jdIa4D8dp4TjWIvP/iYti9W9jjuhoX\ns1myRPRn8hUuHzki+rukp4uxh9ss15cKd7kLtfbUqF2uN522RNQgOpHEEydEQX1rUVtf6mOkNWon\nTzZOEMKhxlHTaurix4eFSc813RqFWo4lB4PawN5zeyMbYBjUempZWb+SK6adumipj1aXFZMmuJti\nqjEVECnXbcUtu9lu387rta+z3bGdLpou/oiHQWFAISl4e8/baJVaZnSf4d8vQZ/AmzPf5FjlMR5d\n+2ibzv316a+x6Cz0TOkZ8b7n3Of4yPoR71vfx4OHGaYZjDGMadM4LicKMkWdms9QpMpWxY9X/Jh+\naf34zfDftOvYI7JHkKRPYsnB5uY56ap0ZsXNokBbwB7HHhbVLQqIvgbD7XWz4fQGRmSNwCt7qfHW\nhF2fBmCUjGjQUOWtanE7tVLN7GGzycrPopOqE9eYriFNlYbKowoZvTMpTHRUdeSY61jIGribboKu\no0/hsKr59JEJTL1awRjDGDx4WNewLuz3ESmXSqhtOR8MH9ykM8bcuSKDZ+3ai3/+GDG+b8SEWgQE\ni6glJze312+KWi0mpeUXzInsbjtHu/0Eoz2fh0Y81GwflSpQqEmSRM+Unv6I2s6dwljhySfFihYI\nYfHQQyLq4KtDa2gQ2yxaFL61N3x3ImptrVEDqK+P/nguBW2pUYPoCbXW0h4h8ojagQPC3tpqhX79\nwh9PjaOmVSORm3rfxLKbl/mjaAAKSUHPlJ4BBj7R4JTrFG/Xvc0h5yEmP70U48BdLZoeNKWiQqQY\nWcIILlidoYVavFY4x/jq9yLFLbt5q/Yt1tnWka5MZ3b8bCYaJwbUEHm8Ht7b/x5Xd73afz4fo3JG\nMbffXJ7b9ByFNYURn3994XqGZQ2LOFVxp30nb9e9TZG7iCt1VzI7fvZ3PpLmw2cosrVoK7Is86tV\nv6KsvozXpr+GWqlu17FVChXTuk3j48Mf4/Q4m72ulJSMMIxginEK5zzn2GDb0OLx9pTuweq0MiJ7\nBFavFQ+eiCJqkiSRoEygwlPR6rZ9uvShvKYcY7mx1WbaPvLUeVR7q0MKwV69oNuIUgp3pHHzjQo0\nGuFYOUA3gMOuw9R7L86N5VIJtU2bRORw0KDG56ZNE/fNN9+8+OePEeP7RkyoRUBSknA48lnjhzsp\nTUlpHlH769d/xWk6ypWV/wrqsKXXN2943SulFycbTgKNIq5pH7XSUjh8GO65pzEts2kzyvLy8NKm\nICbU4PKtU2trRC1aqY/hfCfUavHZDVeozZ8vUmtApD6GSzhmIHHaOKZ2ndpsFb1XSq+oCrUDjgMs\ntS7FKBm5Je4WavfnUvDjNXxtC9G/4wLKyyEhQYi11qhz1BGnDZ76qFKoMKgNrfbVaoosy5x1i55T\nKklFH20frjVdy4y4GSQrm6/+rD21lhJriT/t8UIeG/sYAH9c88ewxwBQaavkQPmBiPun2b12Nto3\nkqXK4nbz7QzWD47Y4OJyJsWYQrY5m69OfcWtH97Kaztf41fDfsXAjIFROf613a+lxlHDmpNrQm6T\nr8mnn7YfOx07W3RQ9LVeGJE9wi+Gwumh1pREZSJVnpYjarIsI+klCksKWbx/cdjHztPkAXDMGaSe\nAbGQkdK1jMLtaQG90/LUYr8S98Xxss/IEBkKrRmNtZfNm6Fnz0BzNINBOPG+//7FP3+MGN83YkIt\nAnzRKF9ULdxJaXJyYEStqK6IP637E5rDN5GvHB90H72++QWvV0ovql3VlNWX+V/r31/0aYHG1bTk\nZDh13hm5slJYpvfqJcRipBG1y7lWC9qe+giX73tva41aeyNqbrf4jGWG6ZhuNoeX+ijL8N57kJcn\nRIqv7jMcauw1LdaobTi9gSe+eoI6R/M/dq+UXpRYS6i0tVzrEg4N3gbW2taSocrgxvgbSVGlYF95\nNdvf78YOxw4cXkerx4gkIt5SRA1Eu4KWImoe2UOlp5IjziN82fAl82vn837d+xS7xUVmoG4g2ers\nkPuvObkGhaRgSv6UoK9nm7P52eCf8cbON9hTuie8NwVsPC1cmSIVatsc23DKTkbqR6KVIvxifEco\nyChg2eFlvLn7TX8LiWgxPm88RrWxxd6BAMP1w7EoLHzW8Bk2b/AZ/YYzG+gY35EscxbVnvMN6yOI\nqIEQavVyfYvfK6tsxSbbsGBh8YHFYbeNiFPEkaZM45gruFAr95QjKb3cdW0aA5vo4BRlCkqUFLnb\nXxsajEth0S/LIqLWNO3Rx9y54v7xUeiOBzFixGgDMaEWAb5oVEWFmAyfOtW2iNo3Z77B4XEgb3ig\nmWW/D4MhiFA7byiyr2xfwGu+Y/vqXZrWV/kmd/v3h98sF77fNWrRav78v+J/VaPmi44lhFlOYrGE\nF1E7cgSOHxdNrvPzGxvCh0O1vbrF1Me3dr/Fn9f/Oag7Yp80Yde+vXh7+CcMwUbbRlyyix8YfoBa\nEqlmmRkK1r7SDy9eTrhOtHqMiorWv7+yLOORPdQ5hZlIqLRKsy5QqMmyTIWnglqv+ACUuEtYULuA\nFfUrOOA4gEVhYYJhAmnKtLDe76maU3SI64BBHfqP9dDIhzDrzPxy1S9DNtm+kM1nN6OQFP4mzuFQ\n761np30n3TTdSFGF6ab0HWRG9xnkWnJZNXcVfxzzR5SK6PVd0av1TOoyiaWHlrb4t1RLaiYYJ2D1\nWvl3zb9ZVLeI9Q3r2WLbwh7HHpyyk50lO/2RvmpvNWrUIW32Q5GoELn/ld7Qiyyl7lIABicOprS+\nlHWF4deP5anzKPWUBjUH8R13TJ/0gOdVkopUZap/sSPaXAqhduKEuA4FqxMeM0aMYUnLWj1GjBgR\nEhNqEeCbJJWXCyMPl4uAFbNQXBhR8znJuc72DCnUQqU++vZvKtR8x/ZdoA0GkZoAIqJmMDRexGM1\naq0TrebP/yvaWqPW3tRHX3QsnBoqEBG1cITayvNmcpWVkaU9QutmIutPr2dE9oig6ccjskegUWpY\ncWRFZCe9gHPuc+x17qWftl9A/6XMTCjclo7GbeKo62irxwmVuuyUneyy72K5dTkv17zMNvs2rE4r\nifGJLKxbyCHnoWaTZ7PWjCHRwHb7dlbVr+K1mtd4s/ZNdttF37RkZTJXGa7ixrgbucdyD9PjptNT\n2zPsurBT1afIsbRc/5WoT+SJcU/w2fHPeGztY2Edd2vxVnqm9MSoCX/ivtm+GS9ehuqGhr3Pd5F5\n/eZx/L7jjM8LnsXRXq7tfi3F1mI2ndnU4naZqkxujLuRAl0BbtnNDscONtg38EXDF2ys38jhisP0\nSxOFqNWeaszK8K35ffi+Zy05P5Z6SlGgYGrOVPQqPYv2LQr7+J01nQHRLP1CSjwlGCUjJql5RDtD\nlcE5z7mw3S8j4VIItV27xOOAAc1fUyhE/fDR1i9lMWLEiICYUIuAphG1TefvReE40Pkiar7F7X1l\n+8iJzwWXsUWhdmFELTMuE6PSyP6y/dx0kxhDWlqjUPNF1G64AfbtExNhX5qmzy49VqPWOrGIWtto\ni1ALJ/XR5YKhQ4WrWCRGIg63A7vbHjKiZnVa2XtuL0M6BP8SmzQmxnYay/LDy8M/6QXIyKxpWINe\n0jNEH3iezEyQZQlDeWdOuk626oYXLPWx3lvPorpFrLGtocxTRmd1Z9JV6dQ56og3xOOVvaysX8n8\n2vlss2/jnPscICJqvXv3Zp1tHSdcJ8hQZTDOMI4BOjED0yq0dNd2J12VjlKKPPJyquYU2ebQqZE+\nfjToR9za71YeWfsIiw+0XCckyzJbzm7hiswrwh7HWddZ9jj20FPTM+L0uRiRcXXXq1EpVLy3771W\nt01TpTFcP5yb42/mp5af8hPLT8hR5bDPuQ8kGoWatzri+jSAeEU8SpQtCzV3KcnKZMxaM1d3vZrF\nB8NPf0xUJGJRWIL2hyt1l5KmSgsqLjNVmXjwcM5zLvw3EyaXQqgdOCAe68zfMOnNSTz85cMBr+fm\niuyHGDFiRI+YUIuApkJt82YhkrJbn4uQnCwmzz7Rs79sP1fkDkOpcftFQaWnko+tH/sLoIOlPkqS\nRCdjJ/aV7SMlReSJp6c3pj4WFwtRqFY3jrfy/H3K1z/t+1ij1pZaLbh8I2rtqVGz2wPbPUSCT3RF\nO/Xxl7+Ep58WP0fq+AiErFHbVrQNr+xlSMfQqy3XdL2GI5VHOFxxOPwTN8Gmt1HsKWaIbkiz2ihf\nLZ/9cBc8eDjpOtnisYKlPm6wbaDGU8M00zRuN9/OBOMEstXZWJ1W1E41s+NnM8U4BaPCyHrbepZa\nl+KW3Zi1Zt5f+T73mO/hbvPdTDFNoY+2D0ZFZClmwfB4PZypPUOOuXVHRUmSeGnqSwzpMIR5S+Zx\nqDx4fyqAwppCyhrKwk57rPPW8XH9x5gVZkYY2tccO0brWHQWZvWcxSvbX6G4LlAt1NhrePjLh5m3\nZF4zMSRJEipJRV9tX1ySi965vemX3g+P7KHWW+tvYB0JCklBgjIhpFCTZZlSTympSmGZfH2P6ymx\nlviNTFpDkiS6arpyxn2GOm/jTdLhdVDlrQqZIpyuEumQFyP9MTlZuEWHEmpe2Uu1PcJ+KBew54Ad\nw7wbGf/OlXx67FPe3fduwOt5eVBVFXnblRgxYoQmJtQi4MKI2uDB4TXe9YmksjLRI8aj9zBi9BXM\nfeVTjCYvDq+DZdZlHHUdZYl1CXXeuqCpjwCdDEKobdggTERuuAHGjROvFRUJq/60NFi4UFj0+yJq\nvlq6+PjmxwyGSgU6XSyidjnSHtdHaPv7vhipjw6HiET7Um4iSX30uRqGSn08XXsavUrfYoTm6q5X\nA7Q5qlZtqUaBgm6abs1eSz9fwnJuTyZ6Sc9RZ+icoYYGsXBzoVAbbRjNrLhZ5Kobi2Udbgcur4s4\nbRwKSUG+Jp9ZcbO4Je4WJhgnoECBWWvmdPlpdApdxGllrVFUV4Tb6w5LqAHoVDoW3yiiaY+vezzk\ndluLtgKEFVFzy25WWFfglt1cY7rme2sgcql5dOyjOD1OHv9K/B1lWebZjc+S+49cHvvqMRbsXsDn\nJz4Pum8ndSdcDhcj+44kLyGPEncJXrxtiqiBiHqFqlGr9lbjlJ1+4TS161QS9Yk8vu7xsNtl9ND0\nAOCg46D/uVKPqE/zHfdCjAojZoX5ogg1hULc+0MJtZe3vkzm05n+71Fb+KZqGQ157/Hg8Af52eCf\ncbzqOG5vYxqnb55xovWS2xgxYoRJTKhFgFothM7Ro3DoUPiNd31RrPJyOFp5lG7Z3ZBl6D/tKLa+\nX/Jpw6fUemsZaxiLw+tgSd0SzKm2oDa3XtlLeUM5Ly88y/33w+9+B7/4hXituFhE4nzujk0jal27\nikdfekQ4mEyXv1BzOGI1auHS3vd9MVIffX0Bd+0Sx83KCn88/ohaiNTHOX3nUPtQLSnG0AYTnSyd\n6J3au01CTZZlqi3V5Khz0Cl0zV7XasX3tOisgjx1HidcJ0LWrjRtdu2W3axvWI/da0cjaZoZZFid\n4kt7oetjiiqFTupOKCRFMzORaHKqRljOtlaj1pTMuEzuLribt/e8zcnqk0G32VK0BbVCTd+00Grd\nJbvYZd/FgtoFlHhKmGicGFAXGOPi0iWxC3cNvItXtr/C4YrD3L3sbh5Y9QBDOg5h4x0bSdIn8Z8d\n/wm6r0JScOT4EfKz8jnpOsny+uXEKeLopO7UprEkKhOp9dYGTSn2GX6kqUTky6gx8sfRf2T18dVs\nqmy5xs6HRWkhU5XJAecBv7jzWe+3ZLqTqcqkyF0UtiCMhLS05q2AfHxV+BU2t43r3ruuTc3uPR44\nrfwStWzisbGPMSB9AG6vm1PVp/zb5IkOBLH0xxgxokhMqEVIUhJ8+qn4OVyh1jSitr9sPz069UBR\nmcDqvxdQk7aXE64TjNKPoq+2L9NM06j11tJ97tqgQs1XzF9mO+fvoeabmBcXN9bBFRSIiJpPqFVU\niOifMYLMpu+CUGtLRE2rFRHF71tE7X8h1Oz2xvEG45NPRHrxnj0imhZJ8MeX5tOSPb9K0XqT26n5\nU1lXuC7itKEidxEujYuumq4ht8nMFJHwLpouuHBxxn0m6HY+oZaUBGsb1rLNsS2kzbdPqMVpQhTA\nIppeN7gacHnamOfaAr4m1uFG1HzcP/R+JEnimY3PBH19S9EW+qb1DWr8AuCQHSysXcga2xoMkoFp\npml00XSJbPAx2s0fRv0BjVLDkFeH8OqOV/n9yN+z4pYVDO04lLl957LkwJKgQkGWZVZsXYEsyyyr\nX4YSJTNNMzEoIrB5bYJPoAfrp1bqKUWFyu8OCXDvoHvpktiFl46/FBAlaokemh5Ueav8kbRSTykJ\nigS0itAR3AxVBjbZRo03+gslwXq2+thevJ3eqb0psZYwe/HssOvxfJw6BZ6sL+muG4VaqSY/KR8g\nIC08FlGLESP6xIRahCQlicbSAIPCdIhuGlHbX72f1IRUjOXdWf7ocLJrBjFIN4i+WrFK3EHdgXxN\nPubup2loaL7iZlaLSWeNoxK9Hp54QqQoOhxQUiKEVW6uGGfT1EffmP/yl/Dfq8l0+Yq6TLj2AAAg\nAElEQVQVH20RapIUnebP/yvaU6MGbX/fVVUi/cYUun1XAD5BFyr98eRJOHgQJk2Cs2ehU6fIxtNS\n6mNRXRFDXh3C2pNrWz3O1K5TcXvdfHr004jOf8h1CMkr+RvdBiMzE7Zvh+WvZYIMxx0n2OPYwybb\nJrbZt/l7TZ2tq2LK7zdwbshb7HXupUBb4G+8eyF1TvEHbK2PGkCtI/phY98KezhmIk3JMmcxu89s\nXt3+arOJvFf2sq1oW4tpj2sb1lLjreEa4zXcEHdDQDpojEtHRlwGDwx9gGp7Nc9MfIbHxz3uT6+9\nY+AduLwuFuxa0Gy/wppCzlSdQWlVopf0XBt3bbsMYHy1bcHSH0vdpaSqUgNcTDVKDX8d/1dONZzi\n1e2vhnWOfE0+SpTsc+xjo20jx13H6aDq0OI+GSqR1nKx6tTKgwTLah21HK44zI29buSfk//JqmOr\n+Memf0R07HU7iyDlIKOyxwKQnyiE2pHKRkMVi0XUKMciajFiRI+YUIsQX41I9+7hRw6aRtTKJXEV\nVZzpCkj09QxnuH54QJ1IhioDdXwDupTmM1iLWpy01lWNXt84hiNHRGpCWVmjgExKElEOj0c8qlRi\nu3CJi7u8I2qyLIwxIhVq0H4HxP8lPqHmM5UJF1+NWnsiahZL+FEvs7lxv2B8/LF4nDxZTD7CNcLx\nj8cXUQuS+rjpzCY2n90cMjrTlKEdh5KkT2LF0fBt+j2yh6POo5hrzGik0B/ASZNE1Pv5d4rxeCT2\nuHbzRcMXfGP/hvW29ThkES4v0RzjB/dtRa/QMlo/mmH6YSGPGSr1sSm+KOPFSH88VXOKZENyRBb6\nPn4z/DfY3Db+ufmfAc8frTxKjaOGKzoEF2pHnEc44DzAFboryNPkRb3uLkZk/L+x/4/jPz/O/Vfe\nH/B879TeDOkwhP/s+E+z1L/dpaI1xABpALebbydJGaZFcQgsCgsSUrOImkcWrovB0hNndJ9BX3Nf\n/vDlH6iyNY/EXYhW0tJZ3Zm9zr1stm+mh6YHowyjWtwnUZGIChVlnhChr3YQSqjtKN4BiKbndw68\nk7GdxvLMxmciiqivPLgGgOsKhFBLNaYSr43nSEXgpCI3NxZRixEjmsSEWoT4Jovhpj2CiDBoNOIC\nqopTUW+tp6FUKKxg9vyZKmEHl9an+YpbgkasEta7a9DrG0XgwfP1zCNHwsyZ4ufERCFWqqvFuQ2G\nyITa5Z766HMvbItQu5wjag6HEOWKCL/d0Uh9DHfxAhqFWqiI2ocfigWR7Gyor49cqLXk+rjp7CbU\nCjX90/u3ehylQsnQjkMjanx92n0am2zDUt3yL+S++8R3bPlCC9j11JXrsL09j59ZfsaPLD8iXiH+\nKPa9Pfm//Lu5Srqe/rr+LfYzq3OID26cNnTq40WNqNWcijjt0UfPlJ5M6zaN5zc/T72z3v+8zwCh\nqeOjW3ZT4i5hv2M/XzR8QaoylcG6we0bfIyooJAU5CYEj2jeMeAO9pXtY9PZwFqwXaXCMahfaj9/\nU/j2oJJUmBXmZs6PpZ5SPHj899mmSJLETzv/lEpbJX/48g9hnae/rj9xijgmGCYw0Tix1bErJAUW\npYVqb/StEVNSxPXbVw7hw3ftGpgxEEmS+OWVv+Rs3VkW7W/eO+6A4wAbbRubPb+t8kskh4VR+eKa\nKUkS+Yn5ARE1EHVqsYhajBjRIybUIsQXURscwXxAksQF9Fy1jfTUdOR62S8Cggm1JEUSXruGjgOK\nuLDeOFUn7ISvuukYixY1Tl6PHROPDz4IN90UONbKSpECGR8P5yJo33K5C7W21mrB5R9Ra+t7hva5\nPkYi1FpLffzJT+D//b9AI41IqLHXICERr21udbrp7Cb6p/dHp2pu8hGM3qm9OVR+KOwV6AOOA2gl\nLXF1ocXSEecRPq3/FJDJzzAzIqk/ccl2Hn3IwIL5CjSSxi/IKs4asNXoSAzDFyOiiJr9IkTUqsPr\noRaKB4c/SKWtMsB0YsvZLehVenqm9AREVOSd2nd4t+5dPmv4DAmJq4xXtannW4xLy029b0Kn0rFw\nz8KA53eV7iIvIa/FBYZISVQmNhNqZ1yiDjRUimJ+XD4/GvQjXtz6IjtLdrZ6jgxVBj80/5Ce2p5h\nj8uisAStnWsvvmuk75rpY1vxNjrEdSDNJKKIk/Mn0y2pG89+82xAZPO06zSfNXzGLseuZscuVHxJ\nUt1olIrG71h+Un6z1iW5uSJt3euNznuKEeP7TkyoRYhP/EQSUQNxAW3I2IZapSaNNKxWUCpFfdmF\nSJKEfC6D3CHF2O2Br2XrxQSoZ3Y6nTo1XphPnhSPTXtY+SZ1FRUiomYyRSY+LvcatfYItcs5otaW\n3nEQndTHcHuoQeupjzNmiPYTvlSetqQ++izqm+LxethatDVko+tg9ErphcvrClg9LnQVBu3TVO+t\n56jrKD01PVHIzS+xNq+Nz+o/Y0X9Cqo8Vf70xlS1CI9PvbWMe+9tjJKD+A6bzeGls/pq1FoyE/FF\n1KKd+ijLcrsiagDDsoYxInsET298GpfHRbW9mqWHllKQWeA3f9nl2EWFt4LR+tHMi5/HHeY7Yu6O\nlwlx2jgm5E1g6aGlASJhV8kuf6PraJGoTKTaW41HbjTOOOs+S7IyGb1CH3K/x8Y+RpI+iZ+s+Ale\nOfqKw6K0UOutDRhXNGhaD9+U7cXbKcgs8P9/104FE+LvY2vRVpbt+hqAWk8tK+pXICPjkB0Bf5tT\n1YU4jMfooR8bcNz8xHxO1ZzC6Wl0hMrLE/egouBeRzFixIiQmFCLkKuuEpPHSPo5gYioGXscwuFy\n0De+L3V1QgiFKqVQVmSS0aOCqoZApWZUibqPLxbnsmwZdOwIv/pV43Huuqtx26Z938rLRRrZj34U\n/pgv9xq1tppqwPczouYzAQn3fdfUBDbHjmbq4+LFogUGtF2o1ThqghqJ1Dpqmdh5ImM6jQn7WL1T\newOw79w+AHbZd7HEuoS3a9/msDNwRXm/cz9evPTR9gl4XpZlttu380btG/56qllxs/zW/SlKIdR+\n/H/nMBph7tzG32+wZteh+F9G1CpsFTS4GiKy5g/Gg8MfpLCmkIV7FnLzBzdzuvY0T4x7AhBCd7N9\nMzmqHPrr+pOgTIhF0i4zpnebTmFNoT/dsc5Rx9HKo9EXaopEvHj9Dose2UORu4iOqo4t7pegT+Av\n4//ChtMbmkX+okGCIgEvXmq90b3JNK2H92F1WjlYfpCB6QMBUf4weDD88855YEvg+qefpbLexrL6\nZcjI9NGI65ZTbhRfH2z/EoBRWYFCrWtSV7yyl+NVjbmOMefHGDGiS0yoRciQIfDuu5EbNSQngyWn\nmjPnztAzuSd1dcHTHn1oakT+/FlnYJ2aWqFGQmLl3o28/baImv3tb+A+7yZ85ZWN2/oiaqdPi5z1\nIUOES2S4fJ9THy/niFpbeseBiPCGG0X96CNROzZgQOOkIFqpj3Y73HorPPus+H97hFowI5EEfQIf\n3PAB1/W8LuxjdU/ujkJSsPfcXrbZt7HGtoZcdS4pyhQ+qf+EDbYNyLKMLMvsse8hXZlOg7eBKktV\nQCPr7fbtpCvTmR0/m2H6YQECw6gwYpSMOIxlvPQSbN0qvq9Wq1idDleohVOj5ksHjXZEra3W/Bcy\nJX8KvVJ6cffyu1l5dCX/nPxPRuUIk4bN9s04ZScjDCPaPd4Y/xuu6XYNEhJLDy4F4PWdryMjM6Hz\nhKiexxdl9UW+Sz2luHG36swIcFv/2xiYMZDff/F77G57q9tHgs/NMtp1asEiartKdiEj+yNqDz8s\n7g+rPjYyIeFe4vqvYUHlW1R5qphsnOxv1m2XG9/z8v2roD6Z8X17B5zP7/zYxFAk1kstRozoEhNq\nl4iUFEhI99JQ34BJY2pVqJlsaXhcCkq9zfMHJEnCbTzl76NWWysaAgOMOD93KW8op1TeA8Dh8wv+\niYmNLpDhYDKJSbM7vJYy3zra2vgZRETtchVqbY2ogfhMthRR83rhkUdg+nRxQx4ypHFyEKlQ833+\nL0x9/OILIU5mzBD/b02o2Vw29pTuafZ8tb26mZGILMucrjkd/iDPo1fr6ZzQmUpdJett6+mi6kJn\ndWc6qDqQokxhi30Ly+qXsahuEXVyHSWeEt63vk9hTiFf2b4CxPf2urjrmBE3I6SjXbIymTJPGddf\nD3PmiBq9uDj48kth5R8OVqcVhaRArwqd2uVPfYxyRM1nzd/eiJpCUvDg8Adxepz8eNCPuWfQPQBU\ne6rZ7dhNL00vkpURKvcY3xpSjakMyxrGh4c+xOVx8dTGpxiRPYJhWaHdTNuCz6K/3CMuIq3VpzVF\nISl4asJTFNYU8tym56I7LoUYV1vq1Ko91SGbZQcTatuKtwHCSGTnTnjnHfjFL2DCBHjm7jncd+Mv\nsCtruTbuWnLUOWglkYLiS8kuqiviq4r3Yd8N9O4VOGUM1kstJ0dk+MQiajFiRIeYULtEJGc6iIvX\noHKLGgurtWWhZtCqObM7hXJFc+dHlUKFR231C7X+/WHzZvHzsPP3uR9//GMmLBoMccV+p8eDB0UN\n0curPuenK35KqbW0xTH7UuHq61vc7FtLNCJqIe6H32raWqMGrad8PvCAEA+33gobNsB//iNuymfP\nis9JJEJNqRS/56YRtYYGePll8fzY81k25eXiHMHq37448QV9XuxD35f68rvPfxdQT1Jjb576eKD8\nANl/z+btPW+HP9DzjOo5iryuecQr4il0F7K6YTVbHVuxeW2M0Y/hpOskxZ5iVKgYox/DDNMMuh3s\nxrz4ef5j+CaOoUhVpVLpqcQtu3nhBRFR+8tf4I034J//bHFXP1anFZPG1KJFvValRavURj2idqrm\nvFBrZ0QNYE7fOay7fR3/mNzY7+mE6wRevFyhC91PLcblwfRu09lZspO/fv1XCmsKeXD4g1E/h0bS\n0EHVgR2OHdR568KqT2vK2NyxTO06lSfWPRG0SXdb0Uk6tJI24ohaoauQN2rf4K3atzjsPNxMsCUm\nimtl09TH7cXbSTelkxmXye9/L67Rv/61WLTaq9yNGj1/f/sF3BUm/9igMaL2j2/+gVd2k3Dwl80W\nyxL1iSTqEwNqdzUaUZIRi6jFiBEdYkLtEpHYSayc6VxiJbu1iJpeDyc2Z1CrKWlWcKxWqJHVdX6h\n5rt4ms0iPaqioYKlh5Zid9vRjvuLP6J2RrMagJ8s+S0vbHmBpzY81eKYfeO7nCNL0HahJsuXp0ht\nT0StNaE2eDD85jfw3//i//wVF4s0SIhMqIH4zPqEmtsNAweKtMpf/KJRbJaXi+OqVIH7/mrVr/jB\n/B8gSRI3976ZP6//c0Aj3Wp7dbPUxyUHlgAwutPoiMZZ5i6jV79e1NTXUO+tJ1eTy/Wm6/m55efc\nYbmDfrp+zDTNxCAZGKwfTD9dP3LUOegcOlSSqvUTnCdFmYKMTIWngvh4+N3vhJPrvHli8hMOdc66\nFuvTfJh15qjb85+qPoVRbSRRH9zYI1QkIBiSJDEie4TfQASgxF2CSTIRr2zu5Bnj8mJ69+kAPLzm\nYXqn9mZK/pSLcp7xhvF4ZS+r6leFVZ92IU+OfxKr08qjax+N2pgkSSJBkUC1JzKhttexF62kRUbm\nk/pPWNWwKuB1lUosaDWNqH20ZRu24wO56ipYsUJcTywWOOQ8RKmnlORzPSmxHuc37wiXVa2iMaJW\nY6/hX1teQjowi8lD84KOqWtS16AW/bGIWowY0SEm1C4RqnRRu2F0iPwln5lIKAwGOLUtHVnhocob\nmB6hVelA0yjUfLUrEyeKx4V7FuL0OPn54J+TWnSbWNnqspJF5x4D4NFh/+Da7tfy2s7XsLlsIcfg\nG9/lWqfWXnt+aBQtN90Ef/5zdMZ1sWlrjRqErs3zpSfecgs8+WSgCU5GBuSLDJiIhZrF0nhslUqs\n9K5dC482mROFanZ9W//beHL8k+y+dzdvzXyLD2/8kDl95/hfD1ajtuTgEoZ2HEpmXJh5hMBBx0E+\ntH6IChX//OCfDHYMZpJxEh3UHQKiVh3VHbnTfCeDtINaOFrL+AxF2tMM1xdRaw2z1nxRImo5lpxm\n0TyX7GKFdQUvVL/A+3Xvs8m2Cbs38rqfEk+Jv4YmxuVN16SudE/ujlf28uDwB1vsDdgeLEoLIw0j\nOeM+E3Z9WlN6pvTknoJ7eGHLC2wr2hbVcUWS+mj32jnuOk4PTQ9mx8+mj6YPh5yHsHoDb9BNm15b\nbQ6qVAeQSgZw7pzos/qzn4nv4/9n77zDo6zSPny/0yeTXoEUQuidUKUoIE0UFwXUta1dd11Xd3WL\n6+eubnFd3XV1d+0FEbuCjSYICtIhVIEQShrpvU0mU8/3x2EmmWSSzCQBV537urhC3nnLmZnMO+d3\nnuf5Pdst24lXx3PbmPkYSi/is5L/4HA5vFIfX8h4kQZ7HfqM3/Hkk77HNTDat0V/MKIWJEjPEBRq\n5wlbZB4ul4vQhv6AfxG1qryzTWmd3qveCaZ4IpLz+fWv5e/u81x4ofyZFpXGHWPv4N/z/01vJR1H\nZCYsuYa0ONlDZUTEFO6ddC9VlireO/Jeu2MwSYPJ72RUCbofUYPm9MfVq2HVqp4b27mkpyNq9fUw\ndCisW9f+ce7ayECbbIeGwvbt8MEH8vfbboOLLvLepz2hNiJ+BL+d+luMWiOKorBwyELUKjU51Tnc\nu+5eaiw1XqmPeTV57Cvex5VDrvRrbEIIdlp2sr5xPY2ikdFiNJV1lZwqP9XuMYqidJhy2BkRqgh0\n6Lol1Opt9R1a83uuZYjo+Ro1H9b8ZpeZlfUrOWk/yUDdQOzCzq6mXawyrwrIntzsMlPnqqO3pneP\njjnIt8cdY+9gXO9xXDP8mnN6nZG6kfTV9EVBCVioATw+63ESTAncvup2v3spdkaUKooG0YBd+He+\nLFsWTpyy7YeiIt2QjkCQac302i8urjn18asjmaBy8uOZIzlwAL7+Wn6v72/aT4No4KKQi1CpFC6P\n/RVNhjymvjKTv3wpF3Q/OfEJj29+Ck7P4fF700ls52UbGD2QgroCGu2Nnm1padIAqXV7oSBBggRO\nUKidJ2wh5VTVV2FsHAT4J9SqC+QO9S7vEMfkpMmYTGpP1KdA1kcTL3thc9mgy3j58pcB0CZ9A3dM\nAqeO166WNnp1dTC973SGxw3n2b3PtpuO5BZqP/SIWlWVFKvHjn03atZ6ukbtpZegpKRj18Gx0vmZ\nI0f8v1ZVlbTgLy+X52+P1kJtw+kN/HjFj9utGdmUs4n/7vkvLlyYdCbP9h1ndgD4JdSswspq82r2\nNMniz1G6UVwQfQEalYYjZQE8yQBRFIU4TRwljg5ekE74tiJqQghya3JJiUjBIRxk27LZZN7E23Vv\nU+msZIFpAfNM87g2/FrmmeZR5CjyGK34Q6lD1tQmaBJ6bMxBvl3un3w/GXdmoFUHaKMcIIqiMD90\nPleFXeV3fVpLIgwRPHvpsxwsOcjTu57ukTF5nB/9TH88ZjtGnDqOOI2Mukepo0jSJHHUdtTrO7xl\nRG3bSWmyNKlfc6uQKmcVGU0ZDNQO9IjWP1xzOWx9kOOnG/nPrv/gcDrYW7oXc3UYgwoe4+c/b39c\nbkOR01WnPdvcFv15eX49tU558km4886eOVeQIN81gkLtPOEyNlJeXY6qLhXww0wkBOrLQsCpbiPU\nDM4Eyj/7JQcOyN/d7niJibAldwtl5jIAbE4bWQPvBH09ulNLGDcokUcflT3gFEXh7gl3s794P7sL\nd/scQzCiJgW1+8umtlbWY/2v013Xx5apj1Yr/OtfMGuWrE9rD7eQ2u37T6kN+fkyCldbK//Wf/GL\n9vdtKdSEEDy06SF2FexqN2p0+9jbeWDyAwA8v/d5DpceBuDq4Vfz5xl/9kws2sPsMvNu3bvk2HMw\nKAbClXCmhUxDp9YxOGYwR8uP+vcku0g/bT/KnGUB16+4qbfWd2jN76anI2pF9UXYFTvDhgxjae1S\nVplXkWXLoo+mD0vCltBf19+z7xDdEMbqx3LYepgjVv+Eb4mzBBUq4tXxPTbmID8c9Iq+W9HYRUMX\nceWQK3lk8yOeNhTdIVLlv0V/hbOCMmcZw3TDvLYP1w2n1lVLgaPAsy02tjmidrDoG3DomDZM3vMc\nwsE68zq0ipaLQppTF0YOV/PslY/T9O99RL/YgMsciuGbe4l9+zTvPTWhTX1wS1IjUwE4U9fspuuu\nWc7v/ssEwKZNMqslSJAfIkGhdh4QQqAxqCgrsVJdocPhkCkBHdWoGY0ghILSGNpGqB0rOYV9/L/I\nOCRTDdyT2F69nVy94mruXnM3QgjuWXsPFcZdUJeIJi6X0FB45BHZ+wrgxlE3EqYL44WMF3yO4fsi\n1Lra8Bq8hRrIqNr5QgiZ55+dLaOm/rZV6E6Nmjui5l6gfeMNKU5///uOj3Mbgvztb51fo6JC9vsr\nKoJf/Uo6PbZXzyCEt1Bbc3IN+4r38eiMR9Fr2n9jb02/FZDRpdEvjqaovgi1Ss0fpv/B9/idtbxf\n9z6v1bzGq7WvUuuqRSBwCAdzTXPRKnLFf3j88HMaUQMYpJNR9yxbVpeO9zeiFq4P79GI2v6S/dx/\nzf2IaEEvTS8Whi7krsi7WBC6wGcUbKpxKkmaJLZZtnm5dbZHsaOYWHWs570IEuR88485/6DJ0cTK\nYyu7fS53RM2fOrWj1qOoUDFYN9hr+wDdAPSK3muxIy5O3jOFgFN130DFUPqlyM/MVstWKpwVzDHN\nIVTlfY/4+c/lQlt4qIaaMiNjJ1s5ebJ5vtAeSeHSnKWgrlks9rRQq66GsjLZHiZIkB8a/tuRBeky\njaIRtUZNZaGWiormiEVnqY8AroYw6iO9hZpa6CGsBIuqFOjnSX20GLIpM5dx6cBLWXZwGa/sf4Vp\n/J5tx2tpGrsch8tBeakGjUbezMP0YcxKm0VGUYbPMXxfhFp3Imp1dd4OWpmZMHt298fWES6XbKr+\nj3/giZqCtMRftqzz47tbo+ZeSNDrZcrJhAlw8cUdH+c2BBkxouP9QL62Dz0EF1wgTUmeegr27YP+\n/dvu29gohadbqC07uIx4U7yXaYjP8TTJAb204CUyijIoqi/yaSBy0naS/U37KXHKVMN+2n6MVI8k\nUh1JlCqKSHWklzAYETeCD45+gNlm9kqr7EnCVGEkaZLIsmUx0TAx4Jo3v2vU9D0bUTvScISouChm\n6mYyyjSq0/1ViopR+lGsNa+l2FFMorb92iGXcFHqKGWofmiPjTdIkEDpH92fobFDWXdqHb+a/Cu/\njvnP7v+QVZFFhCGC4XHDuX7U9YBsHWBSTJ1G1KzCyjHrMQZoB7RJ29QoGobohnDEeoQGVwOhqlBi\nY8Ful/OMYtc3hDbOxKZY2G/Zz2HrYdL16fTT9vN5rTFjZE/WFWY9Rm1Th3MUN71Ce6FSVF5CLTFR\n3tt7SqhVVcmFyspKOXcJEuSHRFConQeqnFUANBRFUl7un1ALCZE/nbVh1PfxbtBrUuSstUEpAfqx\ndas0e8iul+GeEfEjeHDjgwyPG84Sx1/ZlrcC18Tn2V+8nx+Nm8gVV8CLL8pzpYSnsCl7k88x/JCF\nWuuImskEWu25jag5nbK3mKLI3llWKzzzjLRbrqlpFkuVlVJItVfc3d0aNZDP22iEFSvkODrTCtXV\n0rVx61bYsEGmS7aHXo+n5sEtKvftg6uvbrtvy2bXNU01rDqxip+N/5mXZbsv3AIkJSKFa0b4Nio4\nZTvFOvM6wlXySadqUllgWtCh+9ygGBntyq7OZmTCyHb36y6DdYPZ1LiJcmc58ZrAUv0CqVGrt9Xj\nEq4ecdyrN9SjsqoYHjnc72NStCmoUJFjz+lQqFW5qrBjp5c66PgY5Ntl/oD5PLv3Wb8WawrrCrnv\n8/sI0YZgc9pwuBzMHzjf074iSt25Rf8R6xFs2BhnGOfz8dH60RyzHuPThk9ZErqE2Fh58z9ZUEVs\nooo5E9NZWrsUBw4GagcyxdhxU3G9Hkw2PRbRviN0SzQqDb1De3sJNa0W+vTpWaEGUFoaFGpBfngE\nUx/PA2csUmjZSxPJz5fOS9CxUNPr5eTYVh1Og2jwckczKfJO1UgZZrM83/z5cKxcqoi0yDR2Fuxk\nTtoc4mJVkDsdkyOFMnNZG7OIpPAk6m31PlfWv+tCzWqVP7sbUcvLg759YdiwcyPUSkrg1Vf70b+/\nTCFUFOmweOwY3Hef7KF1773N0ap775V1hp984vt83bXnBym8QK6wTprU+XE1NdJq//BhePpp2LXL\n935/+QssXdr8u04HI0dKoeaLlkLN6XLymym/4ZYxt3Q+nrMRNbfrY5OriYymDDaaN1JoL8QpnOyw\n7CBBnUCcKg4NGmabZncqWOJM8rNXaansdAzdYYB2ACpUAac/uoQLs83st+sjyJo2f3EIB+WOto6U\ndmEnKjaKmooa1Ira7/PpFT19NH3Ited2uJ/bXCVozR/k22b+wPnYnDa+yv2q030/yvwIgH137mPl\n1TJd8lRVs2tspCqSald1u4ZeTuHkQNMBYomlsLzQ5z5R6igWhC6gylnFKvMqQvsVcelDO9ge+QEP\n/PgBRkzWMEA3gBvCb+DS0Ev96utoUBmwCmun+7lJCk/yEmog0x97Qqi5XM0ZG6Wl3T9fkCDfNYJC\n7TyQb8nH7rAT1jiAnTvhxhvl9r592z9GUcBggKZKOeFq2SvFhJws1osSNm+WUYn58+Fo+VGSw5PJ\nrMikydHEjNQZREcD5gR+asljwaAFbYSaO62q9U0WZERFUb67Qq07ETWDQUaI3BG1nhZqTU1SaF1/\nvTz3O++kMG5c83vTp0/7Vvd//COkpsKVV8LNN3unZkL3Ux9B1qTdcov/LpduoXb33VJUPfpo233y\n8qRQ27PHe/vYsbB/v+9rtRRqMSEx/PXivzK61+hOx+OuvXLoHXzV+BVLa5ey3acvZHwAACAASURB\nVLKdk7aTVLoqUStqFoUt4gLjBZxynGKsYSwmVeepjDFGaX1Z2XhuhZpBZSBVm0qWLcuv+i03jfZG\nBMLviBrQaZ2aEAKry8rBpoO8UfsG79S/00ZAHjEfQafVEWWL8nusbvpp+1HpqqTO1X7z7RJHCQbF\n4DFgCBLk2+LClAsxaU2sO9lBv5KzrMhcwfC44QyJHcKA6AGAt1DrpelFk2hqtx1Hli0LszCzcvtK\nxr48lvvW3edlg+8mRZvCXNNcCh2FFIz8kFm/zKCuzsZ7m96j7A3pthqj7sC2txV6RU+T8N9b35dQ\n69u3Z4RabW3zd0NH7sBBgnxfCQq180Clo5LymnIe/tkgXngBvvhCmkN0FqkICQFzWVuL/kumx4JT\nTd+0Jj7/XO43bZrs9fLhVR+yJW8LCgoX9r3QY6keEyMnXGHhwiMGmhxNPLlddrH8z57/tFnVU6nO\njqGbQs3q/8Jcj9IdoaYoMrrUOqJWUdHsqBXoWNasgW3b5O95eVJoff453H47LF++h5UrITm583MN\nHgw7d8o6r7fflmmvX7dwOe8Jofbxx/Jvxt/yqJoamaIZGiqbVq9fL8fY8vEbb5Tn+7//8z523DgZ\nwcvJaXtet1BzmYpZc2KN3z2M3BHiQ+IQR61HGaAbwHVh13FX5F0e57RQVSgHmw5iVIztphW1Jibk\nrFA7xxE1kOmPZmGm2OG/1WiDTS7o+Ov6CLRbp1bjrGFZ7TKeq3mOF2tfZItlCxHqCGLVsWxp3ILF\n1ZwadbDxIDUNNYwK77w2rTWp2lSAdqNq5Y5ysmxZJGmSutWjLkiQnkCv0TMrbRZrT61tNxIGUNJQ\nwta8rSwZtgSQ/U0VFE5WnvTs09HfvhCC/U37iVQi+WTfJwyLG8Z/9vyH9JfSvcSem8G6wVxuupx0\n8zz+MOhOPnzzGLsyjjM6yXc9WkcYFBlR6+j5taS9iNqZM903AKlu4bUSjKgF+SESFGrngSZVExU1\nFcwel8pPfyrNKNqrL2qJ0Qj1JW2F2qiEEaB2Eh8ew7p1MHOmjAAlRyQzKWkSm3M3MzJhJNHGaBLO\nmq2Zo3eS+K9EXL0yPELthb0vUN4oVcer+18ls8K7cSbI9Meu9lErLISf/UwKnl/8wn/Xwp4iEKFW\nWyvrqt55B06dkit4YWHS8bCqqlmoQWBRtdxcuOMOSEiABQua0/4GD5biqqQEnnsOkpL8qwdwo9PB\nY4/JSNTEiTBkiNzucnWvRs393KKjpUOov7gjaiDrz2Jj4Z//lL/n58PUqTIdctmytmJ03FmNtH9/\n2/O6hdoXZctZ8O4CLwvo9si151LeVI5BY+AS0yXcEXkHc01zidPEoVJUntSfamc1uY5cRulHoVP8\nU7bnK6IG0FcrG/TmOfxvRuROY+yJiNpR21HqXHWM0Y9hmnEaV4VdxZKwJcwzzcMqrJ4eaE2uJmo1\ntew/sZ/0Xp1YxPkgShVFuCqcHHtbpd7kamK1eTV6Rc/0kOkBnztIkHPB/AHzya3JJauy/dTkjzM/\nRiC4athVABg0BpIjkjlV3SyyTCoT8ep4n0Ity55FpasSa7kVgeDNK99k0082UWWpYtbyWeTVtL0v\npOnSSI8YQmONgdzGb6BsJGlpgS9u6BX5BWITNr/2d5dQ1Fmbo+IpKXKRtisLmy1x16dBMKIW5IdJ\nUKidY1zChUqnwmaxBdzUMyQE6oqlUGuZFpR1IBbWPc2R4xZOn5ZpjyUNJTyz6xmyq7PZcWYHM/rO\nAOTNcsMGuG1xKsUNxQyYtYXf/U6O69m9zzKr3ywAbh59M8PihrUZg8nUtYjaypUwYAC89hpceCF8\n8410Ezyf+CvULBa4/HJ44AGZijhwoKzNCglpbuCckiIjVyCdH/3h73+XAurtt2HhQtkH5oUWnRAu\nvFAWXXeHkSNlpC4+Xoq0WbPk88nJkfb3Bw/KVU1/+Ne/4J575P8feKDjGsrWtBRqJhM88YR0dQTY\nvl2K9vXr4dprfT8HrdZ3nVpFBSgqF+9nvc6U5CmkRaV1OI4sWxafNXyGKk5FamQqsZpYz6SjNYet\nh1GhYqTef1MQo9aIUWM8LxE1vaKnl7oX+Xb/84fcETV/7fnBd0RNCEGWLYsUTQrTQqYxzjCOPhrp\nmhmrjmW8YTzHbcf5tOFTltctR1EU8s/kkxAaeDNqRVHop+1Hgb0Ah2i+SbiEi3XmdZhdZi4LvayN\nnXiQIN8W8wfMB+gw/fHDYx8yJHaI1/fqgOgBbaJh/bT9KHYWe0WobcLG9sbtxKvjWX9gPYlhiaT3\nSufifhez4YYN1DbVMvvN2RTXt422h4aCVieoMx6B0pGe5tOBYFAMAH6nP55Li/6WQi0YUQvyQyQo\n1M4xta5aVCoVelfgIQ6jERrrNYQoIV4RtaxvjDDjT6w8+jEAl1wCGUUZ/Gr9r9iYvRGLw8L01ObV\n5zlzoF9sbwbHDOaI+JCJ806jUlTsvn03Ly14iT5hfRAInC5nm0hBV4Xa00/LG/WJE7JZ5fr1MspT\nUSH7oZwP3EKtMzFUViaFxFtvSWHz3HOybioyUo4f4LbbYPp0ea7Nm/27vskknQxPnJCRpMsu63qk\nyx/MZkg7q2NWrJBR2/R0eP11ua24WEYG582TtWTXXw8zZkinRpCR2dtvl/+Pjg7s2i2FGsCtt8oU\nSJDi7NQpeX5f6PXSKKU9oRY2/jOyKrO4Z8I9HY7hQNMBPjd/Tm9Nb77K+Ip+ke3PUGzCxjHrMQbq\nBvpVm9aSmJCY8yLUAJK1yZQ5y2hy+TdhqrfJ+0QgZiK+ImpFjiLqXfUM0Q/xeewEwwTi1fGUO8pJ\n0aawcetG+ujatj/wl1RtKg4cnHE0ryrk2HPId+QzPWR6txoVBwnS0/SN7MuwuGG8efhNnK62qSJl\n5jK25G1hydAlXum6A6IGeKU+QnP6Y569OUKW0ZRBg2hgin4KG05vYMGgBZ7zpPdOZ9316yiuL+au\n1Xe1ubaiQFRqPujr0NWM9LQ2CQT34tb/glBzpz6GhgYjakF+mASF2jmm1CGXgCKICPhYo1H2kQpT\nhXkJNafdAGobZQ1VDBgg+08dLTsKwJlaOdG5qO9Fbc5357g72Vu4lwH/HcA/tv+T2JBY+kf3Jyk8\niTN1Z5j82mRu+uQmr2P8EWpNjiaqLFVe2158EV59VZpeQLNAufFG2Zfr0KEAXoguYrNJYdWeKYcQ\n8l/fvnD0qBQuo0dLEfP66xAR0VzEfO21MqLmcMgeZ776meXnu+vN5O+/+IX8f1LSOXl6bQgLg2ef\nlf+/9Vb473+lYLtetu3BZpNRvMpKePdd2LFDPh93emF6umwHAN6GM/7QWqi1puVkoai+iOWHlnPP\n2nuY8toUFn+wmHHjpFBrXRJRXiGwTfo7/SL7cdXwq3ye2yVcbG7czNeWr+mv7c8VoVdwsvxkh0It\n05qJDRtj9GMCeZqATH88H6mPINMfBcJLwHREIBE1d+pjy3QlN8dtx9Gipb/WR3M7ZP+ma8Ov5baI\n25ihn8G6g+u6lPboJkmThF7Rc8J2wrPtpP0kBsXAcJ3/dv9BgpwvHr7wYQ6UHOCV/a+0eeyT45/g\nEq4296yBMQOptFRSbWkuvEpQJ2BUjJ7U3xpnDfub9jNEN4TjZ47TYGvg8kGXe51ncvJkbk2/lY3Z\nG7E526Ynmvp9A0CidqTfdcYtcUfU/HV+PB8RtSFDghG1ID9MgkLtHHPachqbw0aKMSXgY0NCZBpb\nuCrcS6hZLIA1gnpbLXPnym3HKo7RJ6wPe4r2MCJ+BLEhbZfR7p98P7/V5cEXTzA9aa5ne3J4Mmdq\nzzA8fjh7Cvfwy3W/5IltTwC+hZpLuPji9Bdc/eHVpP07jZDHQoh5MoYjZTJP8ETlCewxB5g8tW2u\n41/+IsXB1KlSKJxLOjPV+Pvf4a675HgMhraPu1P/tFopOteuhWuukduvuEI+tny5NPW49VYpmN94\nQxqFfFu4o4gjRsg0xsWLmxtJ9+0ro4YZGc3mHdu2SVMTNyEhUtgGItSsVvk36RZq9dZ6ntvzHIve\nX8TMN2Yy6dVm15zrVl5H4r8SuemTm3jj0BuoVWom9JnA2LFQVSXYcPCI17mLa8sRxjJ+PeXXXr3T\nhBDYRbOxSI49h3R9OpeaLqWhqYFaa227aZJCCA5ZD5GgTuiS3fv5jKglqBPQofM7/bEnzEQcwsEJ\n+wn66/p7Nfv2haIoHCk7glM4uyXUNIqGAdoBnLadxi7sOISDbFu2bFPQAz3eggTpaX484sfMTJ3J\nQ5seotzsXYj14bEPGRg9kJHx3mnVbufH09WnPdsURSFVm0qeI48CewGfNHyCChVTjVNZdWIVRo2R\ni/td3Ob6M1NnYnFY2F2wu81jqt6HARgS1bVej3qVXFn1V6j1CZPR9JZCLTJSRsF6KqI2dGhQqAX5\nYdLpN6CiKMmKonylKMoxRVGOKopyX4vHfqEoyvGz2588t0P9bnKs/hiF5YVc0v+SgI81GuUE2B1R\nE0JQE1FD2K2vEK7thdCaPXVTx8qPMSx2GNvzt3vq03yREpEM239LX0OzO1tyeDIFdQWM7z2e8sZy\nXjnwCm8efhPwLdQ+yvyIuW/NZXPuZiYlTeKP0//Ik7OfZEisTJO647V/M/blsfT7dz+25m31Onb8\neNi7F3r1gquuOrc33o6E2kcfSYHV0CCbTPvC7YCYnNwclUtPb25YDtIQ5B//kBGqn/4UTp+GP/yh\n555DoHSndxzItJnwcO/n2B4vvyyFnrvHTWQkPLvnWZKeTuKedffwTdk3OF1Or8jWnLQ5PDH7CQ79\n9BC1D9ay9ZatPDjtQSZOBCY+y2WfjWX9qfWe/euK45l34gS3j5U5mSWOEpbVLuPZmmd5vfZ1HMKB\nSlGxOHQxF4VchEpRkVMjV6b7RfmOqBU6Cql2VTNa37nNvy/OZ0RNrahJ0iaR7/BvthOImYhRY0Sj\n0rRJfcyx52ATNobo2qY9FtYVcu3Ka/m/Tf/Hh0c/5OEvH+bK969EpagY18c/58z2GKwbjB072fZs\ncu252LEzQDegW+cMEuRcoSgKz136HA22Bn638Xee7RWNFXyV8xVLhi1p41Lqy6IfZJ2aVVhZ2bAS\ngWBh6EJMionVJ1Yzp/8cjFpjm+tPT52OguKzn5st+iBU9WdQ3/AuPbdAUx91ah0JpgRPRg/I75Ke\n6KVWVSXnQn37yjKF821KFiTIt03nnQ/BATwghNivKEoYsE9RlC+ABGAhMFoIYVUUJf5cDvS7SLWl\nGqEX6Kv0DI4dHPDxLVMfHTiwCAv1ofWoQxsxaWOoc+aTknK28L8ii8sGXobZbubCvhe2e86IsxmY\ndXV4HCGTwpMw280MjZWqr9HeyPGK41gdVkwmfRuhtmDQAt5e9DaLhy5Gr/EuurLb4cB/HmT6lVMo\njH6UGW/M4C8z/8KD0x70rIz36SPNRiZPlumBH3wQ8EvjF+01fv7oI5mCOWmSNDtpLzXEHVFr2e+u\nz9kynIoKKUxefRVeekk+b19RufNNd1oSuHG3JegIh0M23k5Obm68HRkJI/pexOWDLueeifdwQdIF\nbY67Jd13s+r0dIgr/gl2y1IWfbCI30z5DcfKj1GkeoALYiehU8u/868bv8Yu7Iw1jCVECcEu7GgU\nDeHq5glJTvVZodZO6mOmLRMt2i6LgBhj9yNqNqcNrUrrl918iiaFbHs2Nc4aItUd9xHzRNT8qFFT\nFIUIfUSbiNox6zFClBCSNW17Raw4toL3jryHWlHjFE5Uiop5/efx8oKXSY1M7fSaHZGkSSJUCSXL\nloUWLQbF4HMMQYL8rzA0bij3T76fJ7Y/wZ3j7uSCpAv49PinOIXT4/bYkv5RMr2hdZ1aijaFaFU0\nSdokphqnolN0nKg8QV5tHg9d+JDPa0cbo0nvnc6XOV/yx+l/9HqsznQAssbQb0rXnlegqY9w1qK/\nvq1Ff3czTKqqZM10QoI0zKqslOZZQYL8UOg0oiaEKBZC7D/7/3ogE0gEfgb8XQj5SRZCnCeLiO8O\nLx95Gb1Wz4xeM7p0vDv1MUwlJ11lzjKqo2QewMBhCtjCSEmRE67SX5cyPF7WckxLmdbuOd1RotoW\nc7PkCDkZijBEeNLLnMLJsfJjhIY2R9T+vOXPbMvfhkFj4LqR17URaSAd/uoLk7nv4uvZd+c+rh5+\nNf/35f/x3J7nvPYbPVrWTz39dOCvi7/4iqj97W8yHXD4cCkwjG0XKj24X6uWQs29raWQUavbirSn\nnpK2+ecbt1DrjmlJ66bovsjOlkL41Cl45LXtMO9+oqJgVMIo3lr0lk+R1hEqFSycF4F92eckhiXx\npy1/Ym/RXmocJZ76tlxHLsXOYi4wXsBU41TSDekYVW3fwI4ianZh55TtFAN1AztN62uPmJAYqixV\nATWibkm5uZzYJ2NZe3KtX/unaGXatD9RNbeZiD8RNZCf+ZYRtTJHGbmOXEbrR/tMOdxTtIek8CQa\nHmog444MzvzqDGuvX8v8gfP9ul5HKIrCIN0g8ux55NhzgmmPQb4TPHzRw/QK7cWvN/waIQQrMleQ\nFpXGmF5t61+NWiNJ4UleFv0gI1g3RtzIzJCZnlYhbjHXOn2yJTNTZ7KzYCcWe7NjZL21nlr1KSgZ\n0yXHRwANGlSo/DYxgvZ7qfVE6mN0tMzCgaChSJAfHgF9CyqKkgqkA7uBQcCFiqLsVhRli6IoE3p+\neN8NhBA0ObxvaI32RjYUbgBgUmwnna3bwR1RC1dJdfBV41cItXRbGJKYDnaTp2DXqDVyoOQAaVFp\nnnzx1phdZlQmOZFrORFPDpdCrdRcykUpzSYkh0oPefqorT25lkc2P8JnWZ91OObVq6U4mj1b2n+/\ns+gd3l38LneNb+tOdeml0pnQ6QysN5m/+BJqU6bIPl9btzbf+NvDV0TNl1BrTV2drMXbu1dG2s4n\nPRFRCw/3tkT2hfv9Co+2stJxKwz5GH1o9zqjL1wI5tIEnhl4hPLflHPw5hxcxxZ6hFqoEspQ3VBP\nw+r2yKnOIdIQSaShbfQp256NDRtDdUO7PM4YYwwu4Wq3UXRn7Dizg3pbPUfLj/q1f6QqkjBVGGfs\nnRuKNNga0Kv1frcCidB7C7XdTbvRK3pGG3ynhe4p3MPExIkYNAbG9RnX7r2mqwzRDcGFCzt2BuoG\n9ui5gwQ5F4TqQvnTjD+x/cx2lh5YysbsjW3cHlviy6LfF9nV2QAdtiS5uN/F2Jw2dpxpLvg+XCrr\n07oj1BRFQa/oA4+o+RBq5eVn6+q7SFUVREU1ZwAF69SC/NDwJ/URAEVRQoGVwC+FEHWKomiAaOAC\nYALwgaIoaaJVK3tFUe4E7gRISEhgs7/e5t8h3sh9g2V5y4jRxZBkTEKv0lPnqGPY2GHggENbD6EQ\nuPVSZWV/Ghp6c2jnIRghe6mFlYRR36ueqm/GgeFtDh3azNaKrzlSd4RNJZuYFDPJ52vsUDs4OfAk\ndfEGHnxwEtXVNWzeLGf15VZZCL1x70bKqsoYHj6cUw2nWJOxBn3FTOotCdy84mbSTGnMVs/u8D38\n4IOJjBrVxL59hz3betGLHVt3UGuv5dWcV7kl9Raidc3+7y+80J81a3rz0kv7SEzsxh29FYWFw7Db\nTdx/fwHV1TpuuknmYCxZAjt3dn58cXEfYBAWy3E2b5bLeFlZocB4tm//BvCd/vbuu8nU1soUlzVr\nthMZ2blaa2ho6PB1XVGwAqPayMy4mYRoQtrd79QpEzCBEyeOsHlzRafX9UVCwkDWrevF+vXb0et9\nR41Wr04B0hh91+/Zqj8Bb63lTPpRNjsbu3RNAK1WhcEwlZdfLCPEcJLCQgNwAeXlmWzeLL+ddejY\nytYOz5NxOoM4TZzP1zO7XzZag5aT209yis4nS74oK5HJA2s3ryXR2HHnel/v6wfZMtd3//H9bLa3\nHaMvVH1V5Bvz2ZzR8f7Hc46jV/R+32ddFhf5lnw2b96MxWAhe3A2CSUJ7DzY9gNSZ6/jVNUpZkbM\nPGf3cYFAP1iPQ+Pg9PbTZJN9Tq7TE3T2mQ3y3aQr72t/0Z++IX25a/VdOIWTtKa0ds9hajJxsPJg\np9fYcmoLBpWBY3uPkam007zTASpUvL7lddT5stj640LZtufHM6IpL9/sdzuZ1rgGuzhTfYbNef6d\nwFZho6aphnWb1mFUy0wHszkBGMqKFbtJTu7ad3tBwXj69LGQm5sNTOKrrzLRagNXa8HP6/eTH8T7\nKoTo9B+gBdYD97fY9jkws8Xvp4G4js4zbtw48X2jqrFKhP0tTEx6ZZK4+ZObxbSl08TEVyaKSa9M\nEo/nPS4+rPuwy+d+6CEh1GohnE6XeK7qOfFS9Utiw9cbxH1rVogxf/614BGEEEIsfn+xSHwqUfAo\n4uWMl9ucx+6yiw/qPhDPVD0jnql6RlQ6Kr0fd9qF6k8q8eAXDwrjX41i8XuLxZgXxoiZy2aKxx4T\ngrEvCx5FfHH6iw7HW10tRN++QjzzjO/HV2WtEoa/GkSvf/YSm7I3ebbn5goRHS3EyJFCVFb6PrYr\nLFggzwtCXHKJEA5HYMe//bY8dlPzUMWJE3Lbm2/6PqaxUYj4eCH0erlfVpZ/1/rqq6+8fq+31os/\nfPkHYXVYhRBCzH1zruBRROjfQsVtn94mVmWtEmabWQghRIOzQRy3HhdCCLFnj7zuqlUBPVUvPv9c\nnmP16vb3ue46IRKH5QrjX40i9LYrBQhRVNT1a7q54gohkpKEcLmE2LXr7HNZYxfbGreJWmetX+cY\n/N/BYtH7i9psb3A2iH9X/Vtsb9zerTGuzloteBSx68yuTvdt/b4KIcSsN2YJHkXc+smtfl9zd+Nu\n8UzVM6LJ1dThfj/5+Cei79N9/T7vj979kRj9wmghhBCr6leJ56ufF01O39dYf2q94FG8PrvnghJ7\niThjO3NOr9ET+Hpvg3z36er76r4v9H26r3C5XO3u98S2JwSPImosNR2e7/J3Lhcjnx/Z6XUvePUC\nMfnVyZ7fb//0dhH7ZGyHY/CH92rfEyvrVvq9/5uH3hQ8ijheftyzbfNmeQ//ouOpQ4ckJgpxyy1C\n1NbKc/3jH107T/Dz+v3ku/y+AhnCDw3mj+ujArwGZAoh/tXioU+AmWf3GQTogK4t4X+H+e+e/1Jv\nq+elBS/x+sLX2XrLVnbfvpvtt20nNCyUBHVCl89tNMq0QIdDYYpxCvNM89A6tWz++0xyMgUoYLFb\n2Jq/1VNn1ro+TQjBl41fUuQoYopxCk6HwmdbKr0KfDUqDX3C+vBF9hdYHBZWHl9JuD6cQ6WH0Bvt\nMO0J0uMnMKvfrA7HGxkJubnSFt4XCwYtYPftu4k0RDJ7+Ww+yvwIkKmF77wDmZkwciR88UXL8cOX\nX0pb/Hnz4JZbpIFHZ9TWyqhZVZV0d1yzxtvd0WK38FnWZ9z66a2Me3kcCf9M8KSy/fGrP6L5s4Zb\nTutR/yGMu48OY/7b8zlUcqjT1MelS6Uz1X1nvVE7SyH0RbWlmrlvzuWxrY+xPX87AJ9f/zk7bt3B\nVcOu4v2j73P5u5dz//r7AfjC/AWv5LxChiWD/Ulvcs+qFdT22+np4RcoM2ZIW+VVq9rf5+hRcM76\nLQD/nv8006bRpcaqrVm4EAoKYONGePDBsxtH7COjKYMqZ+cvpku4yK3JJS2ybbpQli0LgehW2iPI\nGjWgS4YiLuFib9FeACos/t8uY9Xyxa10dnzNemu9X9b8nvMaYymqLyLPlsdp+2nS9ekea+7W7Cnc\ng4LCuN7dc3fsjARNAkna89R8MEiQHuLSgZdy17i7+P2033doEuTLot8X2dXZHaY9urk49WL2FO7x\nOL4eLD3ImF5j/DIq6giDYggo9dFdQtEy/dFdNtCdOjW3mUhYmKwFD6Y+/jAQQrY7Ki/vfN/vO/7U\nqE0FbgQuVhTl4Nl/lwJLgTRFUY4A7wE3nVWIPxjqrfU8s+sZfjT4R4zu5V3TUeWswomTeE3X7Ync\nRhcWC4wxjKGvVt71nE169GppFrA1fytl5jJUqIgxxngs8t1UuirJtGUywTCBCYYJhIlIbpk1kLff\n9r5Wcngy+4r3ATLnvt5WT5WlCruxEHb8mgfSH/P7xt+e3T1Is4m9d+xlQuIEbvn0Fk8e/rx5sGuX\ndKW88UZZmwdSNMyaJcVaTY0UcZ01kHY6ZY1cVRUMHAiPPebd9PrT458S/894Fr63kI8yPyLeFM8V\ng6/A7pIpihemXMjvpv6O+yffzz1TbmN4wlBiQ2IZET+iQ6Hmckmr/ilTmvusVVe33a/DsbucXP7u\n5ewr3seKq1Yws99MQNYMTE6ezNKFS6n4TQUbbtjA3RPu5pumb9hetJ2n3nuK3234HXnVp9HFllDR\ney/v179Prj03sAEgjUjmzpX1hr4+0U4nHD8Olxj/yIsLXuTWxX3ZulX2mwsU9y3DKqzUOGu49DKB\nSgXz50uhveyjKnLD9jJIO4hUbWqn5ytpKMHqtPo0Esm2ZxOnjiNKHRX4QFsQYzwr1Lpg0Z9VkeVp\nMF3R6L9Qi9PEAVDu6Phbq8HW4LeRCMCkpEmgg9UNq4lRxzDWMLbdffcU7mFI7BBP/7UgQYI0oygK\nLy540Wc9dkvcQq2182NLhBB+C7VLB16KUzhZfmg5dqedb0q/YUxCWyOTQNGr9H7b84PvpteJidJV\nuatCralJzn+iouR5evUKmon8UNi9G26+GX772297JN8+ndaoCSG2QbsFVjf07HC+Wzy/93ka7A3c\nNPMmNpo3MitklkfMlDrlsk93ImohZ0uRLJZmW32A+X9fi0UTwbNf4TH3KKwvZFrKtDZiqsAub5oj\ndCMASDMlotE5qalVaKnT3TfZMF0YN46+kef3Pg/AabEJMn7KuI5dwRECJkyAm26SlvsdEaoL5f0l\n73PP2nvQqppn94PTG3hvTwGZ1QWUaQeQSirJybD0DQfXXq3xcla0Oqzc0+wNNAAAIABJREFU+48d\nNDWpuH1xKpNHJHocK9VqaR3/xBPNBcjHK45jd9oZmTCSsb3HsmjoIm4YeQPTU6ejU3s7b8zpP4c5\n/ef4HHuVvQjlmnspqXsR8A4h7d0rrYgfe0yuAELgEbVndj3D9jPbWX7Fcq4ceqXPfYRKkJyczEnb\nSbIt2SRFJ3HD3BuoLa7l5U9epdJeSOTX0Tx56985Yz+Drc7GmdozDIgeQFJ4EmpVB0r6LJdfLtsY\nHDgAY1vN3Q8dr8VqjeCiIcP5yejhAT0/IQT1op5wVTgu4eKV2leA5n49vfS9WPLT6Wz7pBcffmql\naPCXWJwaLgq5qKPTemjPmt8qrBQ7ijsUIv7SnYja7kLZnHZUwqiAhFqoEope0VPh7PiYBluDX9b8\nbqamTuX2yNtxuBz8yPQjj+Nca4QQ7Cncw7wB8/w+d5AgQdritujvyFCk1FyKxWHxS6hNSZ7ChSkX\n8vi2x5mUNAmr00p67643n3cTaEQtMVzW67YUalqtbOFy4kTXxuBe6HR/nyYkBCNqPxTeekv+fPNN\neOQRSE39VofzreK3mUgQb4QQrC5ezZ9v+TNndGfABmnaNNJ08saaa8/FoBiIUHV99dkdUWvdxwyn\nmtBoKbLya/NJi0ojuzqbeya2zTkscBQQrgr39JlK0aagD7NSWisAk2c/d9rC2N5jeXb+swyPG87P\n1/6czfUvgfpGzOaObQRPnIB9++DOO/17bqmRqay+bjUge0oVOgtZbV6NCxf6MD0gVx3/tPQ0Wyxb\nKFLNII3mL6371z/Ay7bnQAXLPwZlhR5dxXju1H/Jf57WMenSEzjfKaY44TBXf7iVlZkruWTAJay5\nbg3JEcm8ccUb/g20FUfLjyAGruENpvLLmvVevaNWr8YTDXI35QwkomaxW3hq51MsHLyQG0b5XgNZ\nWruUepdMcXFPqmeGzSR8WDgJIxO4VX0JV967g3l//oAfR/yYUE0oj+x+hL98/RcAtCotfSP7khqZ\nyrrr16FRaTxOZWqVGrUi/4lQA4ryHKtXQ5b2XfYX7ydcH06v0F78deO/Yd5chg//l88xtocQgq2W\nrRy1HuXa8GsxqUwM0Q3BKZxEqCNQUDjQdIA//91K36fgGEcptBQyK2QWJpWp8wvQvjV/gb0AFy76\navr6OiwgIg2RqBRVlyJqewr3EK4PZ2ryVN4/+r7fxymKQpw6rlOhVm+rp1doJ3amLSgzlBEbGUvm\nwUzCZ7XfHPdM3RlKzaVM7PMt9JwIEuR7hElnIsGUQG5Nbrv7+OP46EZRFB6d8Sizls/ivs9lzr2v\n1gCB4nZ9FEL4lU1j0BiIDYlt4/w4dqycG3SF1kKtVy/ZGibI9xu7Hd5/H6ZPhx074Mkn4fnnv+1R\nfXsEhVoXyazLZNHFi1Db1VwRegWbGjexz7qPNF0a5Y5yTttPM8EwoVt54u5oUHEx9O/fvH1YfyMV\noU6GpAzhJ6N+AsBVK67yWZ9WYC/Ajp1CeyGJ2kSSNckYw5soqXHgJdTO1riN7zMeRVG4e8LdPL7t\ncdQuwKWmoaHjsX75pfx58cWBPUeb08YVH1zBrJmziDPGcYnpEmLVsZ7+SSGqEHToWGVehaPQwRzT\nHEbFj+LOcXdwyYB51FcbWbExl8NlmThDihkzTIqX+9ffz/EL1gBQnhvLA5Mf4LdTux9Dn9t/Lr02\nfEHVvMuZ/Npk1t+wnlEJowBZBzdlivxScTjk/oFE1IxaIxl3ZqBW1J6/m0pnJTssO5hnmodO0TFc\nJyNYKZoU1pvXE64OZ4R+BPmOfMqd5ZjsKsifxsPjphF2Nlh51firGD54OHXFdZyuPk1OTQ55NXke\nJ9IztWfIKMrAKZw4XU4cLgdatZYLLpB1aqPHbOKdb97B4pCuXSrUcOophgZQ6uUUTjY2buS47Tij\n9aOJUEWgKArTQ6Z77TdKPwo1ahQF+jn7EauODajpsTui1rr5cq49Fx06emt6+z/odlApKqIMUV2O\nqE3oM4G4kDiqLdU4XU6/Ipwg69SOWI/gEq52+4s12BoCqlErcBRQV1XHqkOreOHiF9q9X+0tlHV1\nExODQi1IkO6SGplKbm1uu48HItRA9lObljLN0+d0UMygbo9Rr8haVauwehpgd0afsD4U1hd6bZsw\nQfYsramRdeyB4P7+jDqbrZ6Q4J9jc5DvNhs2QEUFPPAADB4Mr70GDz8MfVp0g3G55H5/+csIDhyQ\npTOjRn17Yz6XBIVaF9nVtAursDLeOp4UbQrp+nQZ+XEUkdGUgV7RM07fvaJ7tzg7fRqmtdBglmoD\nqjA1s8fPxqA18ELGC4Trwxnb2zutq9JViRWZuqBW5GTQoDIQGtZIRa3Na1936uP4PuM928b1HsfB\ngiwQ6rZRvVZ8+aVMcWgpKP1Bq9Iyqu8oXCoXhw8d5oYLb/CahPbW9Ga+bj5/OPQHBg4ayAbLBlKd\nqYzuNdpTF3idj97Kj0x/hMOv3sOohFGseqd3twurWxLfNI2hJ7ZxYuI85rw5h223bCOkaSAHDsDf\n/y730Whk8bO/Qq2gsQCXcHn1pSqwF7CqYRUaRUO9q54YdQyTjLInX7mjnFpRyyz9LFSKijh1HKft\np9E47YDWq49albqKMmMZN425yRNZbckjMx7hkRmPtNn+eKM0Yvl0/Ku8+qNXsTqsZDZksuLAaaxT\n6vlMvE2aJY1JhkkdNia2CztrGtaQ58hjsmFyhwsYGqX5lhSljgq4niy7Jpveob0xaJonFkII8hx5\nJGuTPZ+D7hITEhOwULPYLRwuPcxvpvyG2JBYBILqpmpiQ/xzYYlVx+LAQa2rtt3Xpd5aT6jWvxo1\nq8tKlauKWEUaipyuPu2pn2nNnsI96NQ6z6JEkCBBuk5qZCoZRRntPp5dnY2C0mbBqT0UReHR6Y8y\n+83ZjIwf6SkD6A5ucWYVVgz4J9QSTAmUN3rX0Y4/O6XYvz/whVz392fL1MfycrkQqgnOXr+3vPUW\nxMRI74IRI6RQ+8c/4Omnm/e56Sa5X2RkOBaLnIN+X4VaQA2vg0iKHcXU6+r5cv+XjIiRtV/D9cMx\nKAa+NH9Jjj2Hsfqx7bqn+UtqqkylO93KHGrnFgMqFRSUF3DNimtkM+rpj7SptSq0y5UtDRri1HGe\n7Q88WcSMX3/tlX8+q98s7hh7B/MHzPdsG5UwijPmE6CxdCjUXC746it5Ew5UDymKwuOTH6f8SDlP\nffUU05ZO42hZcyPgwrpCZi6byatfvIqpzIQpxESho7CDM0omJE5Al38JEao+PSrS4GzT67LhbPrJ\nJsb3GU+0MZo1MnjHggXN+0VH+5f6WGWp4ucHfu5xcQTIsefwScMnhKpC+XH4j4lRx3gdk2M/m+Kn\nlSl+blfARr1MjWsp1Nx1Wfut+wN5mixcKH9++qn8me/K52vxNabkKkJC5Iprrj0XF757rbk50HSA\nfEc+s0JmMdE4scffj5bkVOe0WYWudlVT76onRZvSY9eJMcYEnPp4sOQgDpeDSYmTPOIsIEORs5/h\n9tIfXcJFTVONz0bfvihxyqr8MZEyTWpz7uZ2991ZsJPRCaPRa7p3TwsSJIgUavm1+ThdTp+PZ1dn\nkxie6LXg1BkX97uYG0bdwHUjr+uRMbojaoEYisSb4ikzl3ltG3d2vTqjfV3aLu7vT3dErVcvWQ9f\nUQFffw1HjgR+ziD/29TXyznH1VfLeUy/ftJg7oUXmtNeMzKkSLvvPvjgg5307i3r6b+vBIVagAgh\n2G7ZjsPm4FDmIRJMMj9Rq2gZpR9FpasSo2JkjKH7OeI6nYxStRRqQsCe1X04uCaRNTvW0GhvZHDM\n4Hbr01SoUFBYa16LTcgo2hUXR5IytpQz9jOefaOMUbx8+ctejm7D44bLSXjMyQ6FWmMjXH+9bCTd\nEU6XE4u9uemlUzjJteeiKApPzHyC5VcsJ6syi2tWXINLuBBCMPblseTU5LD2+rXcOeROboq4iaF6\nmXO327KbL8xfUOIoQQhBtbPaY18uhGDkNfvRmzpvNh0o4eHS9XFw7GDWXLeGmJAYPlvbRNLgMoYN\na94vKsq/iNofv/ojDY4Gbku/DYDTttMeF74lYUsIU7VNZcu2Z5OgTvDUbrkn8bZQuZrZUqiFqcIY\nrBvMUetRGl3+N6QeOlSmHaxcKX9P1CQyQjuSJyb/BPPHS1gStoTFYYvRKBrMLjOnbKcQQuAQDg41\nHeKETVaQjzOMY1HoIkboR/h97a6SU5PTpj4tzy57UfREfZqbrkTU3EYiExMndkmoRaujUVAod/p2\nfqxtqsUpnMSZ4nw+3hp3+4bx0eNJMCWwJW+Lz/0qGyvZcWYHc9J8G+wECRIkMFIjU7G77BQ3FPt8\n/HT1ab/THt0oisKbV77JLy/4ZU8M0Sui5i/xpnhKG7zdPmJi5GR7797Ax+ArogZyQXT6dGkaFuT7\nxccfSwO9G1qU6T/2mDSmcbc9evhh+Xf15z+DVitITw8KtSAtyHfkU+go5NjxY6RFpnlFB0brR2NQ\nDEwyTGrXPS1Q+vf3Fmp2u4qsr/qy89kLsTulCPnv/P+2iaa569NcuEjQJJBtz6bEIVfQKzJ7c3rj\nIE7a2rcHBprT8EylHqHWaG9ka95Wr/1CQ+Hf//aOJvni3nX3MvC/Az22xBlNGXza8CkljhIUReHG\n0Tdy/OfHeWfxO6gUFQJBamQqW27ewuy02YCsWXOzap2dTMtJ3q9/nxdqXmB53XJ2W3Z7Hp96zw6G\nPvimR0D0FG6h5sZigc+NP6HhqgspapGf709E7XDpYV7IeIGFfRYyMmEkADHqGAbrBrMobBFGlbHN\nMWaXmVJnKWna5i/yMFUYekWPI0xO4vWtAh/jDeNx4OCQ9ZDfz1NR4Oo7qohfuJHySichqhBSSmZS\nW6H3CFL33/lh62HWmNfwQf0HvF77Opstmz0CSa2ovfpiCSHY37Qfi8vS5prdIa8mj/zafIbHeTtR\n5tnziFJFEaHuOVv5rkTUjpQdIcGUQO+w3h7nyECEmkbREK2Kbjei5k458jeVsthZTLQqGoPKwPTU\n6WzO3ezzc7L6xGqcwtmuC2mQIEECw+1K256hiL/W/OcSd0ZQIBG1BFMCZrsZs817ZXfChK5H1BSl\n2fU6URpLcvKk/H9NTeDnDPK/zVtvSWE/eXLztj59pPPj6tXwu9/B+vWyz6q7XVJ6Ohw7Judi30eC\nQi1ADlkPEaKEsH7/eobGersphKhCuCPiDkYbRrdzdOAMGOAt1KxW+ZaFacMIM4Yxof8En1byVa4q\nmmhCp+gYb5BJ4sUOuXr38otqlt89i2x7tifKVuwo5tWaV6lzNiuQhNCzy1ehJR6htuzgMqYvm+6V\n3nDwoHQ5dIrmNA5f/Z52FOygsL6QmW/M5EDVAfY2yf5YvTTNLnVxpjhPHYxKUbH79t1tau9Apls+\nftU0Pr/tNmaGzGSwbjCzQmYx2Sg/3Yqi8NbNVyKsOtaY17DVsrXHxFprobZ5Mzh33ItVV8T0ZdM9\ntsudRdQabA3c/MnNRBmiuDn1Zqwu6bAVqY5krmmuJ/WkNa3THqHZFVBEtk19BBmNGawbTJSq85ov\nl3BRYC9gS+MW4m9+n2Hzsvn0S/mE3atWw1u58k8yTGJmyEzMwkyMOobFoYuZHTLb5/mrXFXS/dF2\n1OfjXWX5oeUAXDviWs82h3BQ4Cjw9CDsKWKMgUfUztSdISVCpl+6xVSgYi9WE9tuLzW36IsL6Tyi\nJoSgxFHi+exN7zudgroCj2tmSz4+/jFJ4UnnvNF1kCA/FNy1Z76EmsVuoai+iLTIb1eouRfh3HME\nf4g3yb6xvurUcnNlymIgVFVJAxJ3H9RJk+CDD+DUKVm331ntfJDvFsXFsGmTzNBqXSFx330yy+fJ\nJ6F3b/j5z5sfGztWzkG/r6mwQaEWAPWuenLtufRX96ewrrBNc2mgQ1OFrtC/v7y51dbK35uaVCSN\nLuXG1a/w9G1Pc+NlN3p6pbXEve3a0GtJ0aQQo4rxCLXwcLDUaXHgINsuk343mjdiFmbybc3ncqd1\nElqK2SxFTm5NLgJBYZ2MHJWWyg/JE08IPmr4iG2N2yhyFPFO/TusbVjrEX5Ol5PM8kwuG3gZKo2K\nd8veRY26jeufv9TVSbG2ZaOeIcooZplmMUI/wstk4dT2RMqWXsdo/WgOWA+ws6ln7KLCw2UetZu9\ne4H8aay77gsqGisY8fwIHv7yYcJjGjuMqJU2lFJrrWX5lcsJ1YXyUcNHbGrc1On1c+w5hKnCPHVp\nbmLVsRBVgaJytRFqAPNC5jFEL/9mW4rWJlcTdS75PpldZp6veZ6VDSv5xvoNqfpk3v/Jj/l0eRSN\nZ81FUlNhdKu1CJWiYpR+FLdG3MqisEUkaZParUVrcEkL0SJHUafP1V9cwsWyQ8u4uN/F9I1sFmUV\nzgqcOOmj6dPB0YETExJDo72RJof/q81nas943FW7kvoI8j1uEA00udpet9wsJ0f+pD7WumppEk0e\noTYnbQ4KCvesvQeroznVqdHeyIbTG7hi8BXntLYwSJAfEu4FG19Czb3t246o6ZBfInbhf/mAW6i1\nTn90G4oEGlWrqmpOewQ5eb/qKoiLA5MpKNS+q9TUgM2H/n/vPTmvu/76to9ptfDcc7JP7p/+1Ny+\nCmREDaRhzfeRoFALgExrJgKBuk46x7WOqJ0LWjo/AtTWammskn+h40zjiFRFsqphldcqe7Wzml1N\nu4hRxcj+VIpCb01vih3FuISL8HCw2RT01ghO2E5gs+GJRD32dANffy3PE64PR682ENqnjIg7XuG4\n7TiN+kYMOgOlZnkj/vTTs82urz5BkaOIKHUUCeoELjBcQLY9m+V1y9nSuIWvq7/G6rSyeNhiHrr+\nIRITElHKFK9UxkCoPBuIaGxsP/fdZgOdVsV043RG6kZ2q6ddS8LD5XXdFvxlZTJ6Nr3/BRy9+yhL\nhi1h6YGlhEc6qKqC7Kocrwl9laWK4vpi+kf359jdx7h04KUUJhZS5izzSmf0hUM4yLfnk6ZNazNx\njlPHoWgdxKXVotW2Pda9/3HbcVaZV7HHsocV9St4pfYVdlh2ABCihDBGP4ZLTZdyZ+SdLAhdwJwp\n4WzYIOsBTp2CpUvxaj4eKO46uWJHcY9FObfmbSW7Optbxtzitd1dh5Wg6XrjeV/EGM82vfYzIiaE\n4EzdGU+/whBtCEaNMWCh5q5FLHW27foaSOqjOw26l1oKtYExA3lpwUusO7WOa1Zc40mrXn9qPRaH\nhSuGXBHQOIMECdI+Rq2RXqG9PO1EWhKoNf+5QqvIL5GuRNRaG4qMPZsU01qoCdG8CO2L6upmI5HW\nBIXad5dx46SbY+u529tvy8eGtI2BADBzppxv3XGH9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sYclfpY/r42vlP1c/55yxaa+8TE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E2l6nrzMSUVtfuB5ZktnTOHpN1rtN79Lp67zi0x4B8p35lKSWxK1Te6nqJbYUb8FpcU7zyHR0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\nJEmSpIZxoSZJkiRJDeNCTZIkSZIa5r8xeOxcQrqpwgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (15,5))\n", "dates = nc.num2date(nowcast.variables['time'][1950:2260], nowcast.variables['time'].units)\n", "ax.plot(dates, nowcast.variables['salinity'][1950:2260, 0, 600, 130], 'b-')\n", "ax.plot(dates, nowcast.variables['salinity'][1950:2260, 0, 605, 125], 'g-')\n", "ax.plot(dates, nowcast.variables['salinity'][1950:2260, 0, 620, 122], color='lightgreen')\n", "dates = nc.num2date(times, 'seconds since 1900-01-01 00:00:00')\n", "ax.plot(dates, bs1, 'b--')\n", "ax.plot(dates, bs2, 'g--')\n", "ax.plot(dates, bs3, '--', color='lightgreen')\n", "ax.grid('on')" ] }, { "cell_type": "code", "execution_count": 74, "metadata": { "collapsed": true }, "outputs": [], "source": [ "dec2315 = nc.Dataset('/ocean/vdo/MEOPAR/completed-runs/salinityanomilies/23dec15/SalishSea_1h_20151223_20151230_grid_T.nc')" ] }, { "cell_type": "code", "execution_count": 75, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1 loop, best of 1: 2.45 s per loop\n" ] }, { "data": { "image/png": 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VF4nOISLSWIo8wzYKwG0FHk+p+Nv7w6O6B0JOhyC3IFd0DhGRWnnw6gG2xG7BEJchsDCx\nEJ1D+P9n2RJeJiD8VrjoHCIijaWQgU2SJGsAHQB8p4jjKSNJkjC35Vw8ffMUKy6tEJ1DRKRW5p2Z\nBx0tHUzwmCA6hf6gc73OaFilIUKjeZaNiEgURZ1hWwIgCECxgo6nlDxtPdG+dnvMOzsPGXkZonOI\niNTC44zH+OH6D/jS+UtUM60mOof+QEvSwnSv6bjz6x3sjN8pOoeISCNJsiyX7ACSFADAX5blYZIk\n+QAYL8tywN+8bjCAwQBgYWHhEh6ufJdXZGVlwcTE5F9fk/AmAYNjBqOfTT98XuPzMipTf++z9lQ6\nuPbicO1/syRhCQ6mHsTWJltRxaBKmbwn1/79FcvF+PzK55AgYYPrBmhJJf+sl+svDtdeHK69OMq6\n9r6+vldlWXZ91+sUMbDNBdAPQCEAAwBmAHbJstz3n36Pq6urfOXKlRK9b2mIjIyEj4/PO1/Xa2cv\nHLh3APdH3ue9FgryvmtPise1F4drD6RkpqDmspoIbByItR3Xltn7cu0/zPab29FnVx/s7LET3Ry6\nlfh4XH9xuPbicO3FUda1lyTpvQa2En9MJsvyZFmWrWVZtgPQC8DJfxvW1MFs39nIK8xDWHSY6BQi\nIpX2zblvUFRchEktJolOoX/xnwb/QZ2KdRByOgTFslrf/UBEpHS4D9tHsK9oj88/+Rxrrq5B0usk\n0TlERCrpWdYzrL26Fv0b90eN8jVE59C/0NbSxjTPaYh9Hov9d/eLziEi0igKHdhkWY78u/vX1FGw\ndzAkSJgZNVN0ChGRSvr23LfIL8rHFM8polPoPfRu1Bu1ytdCyOkQlPR2CiIien88w/aRrM2sMbzJ\ncGy+sRnx6fGic4iIVEp6djpWXVmFPo36oHaF2qJz6D3oaOlgqudUxKTG4GDCQdE5REQagwNbCUxq\nMQnGusaYfmq66BQiIpWy+MJi5BbkYqrnVNEp9AH6OvaFXTk7hETxLBsRUVnhwFYClYwqYXzz8dh1\nexcupVwSnUNEpBJe5r7Eiksr0KNBD9SrVE90Dn0AXW1dTGkxBZefXsbR+0dF5xARaQQObCU0xn0M\nKhtVxpQI3oNBRPQ+ll5Yijf5bzDNc5roFPoIA5wGwMbcBrOiZvEsGxFRGeDAVkKm+qaY4jkFEQ8j\nEPEgQnQOEZFSy8jLwNKLS9GlXhc0smgkOoc+gp62Hia3mIwLTy4g4iF/7hERlTYObArwletXqG5W\nHVNOTuGnjURE/2LFpRXIeJuBaV48u6bKBjoNhJWpFc+yERGVAQ5sCmCgY4CZPjNxKeUS9tzZIzqH\niEgpZeVnYfGFxehg3wHOls6ic6gE9HX0ManFJJx5fAZRSVGic4iI1BoHNgXp37g/6lWqh2mnpqGo\nuEh0DhGR0ll9eTVe5L7AdC8+WVcdfOn8JSxNLBESFSI6hYhIrXFgUxAdLR3M9p2N+PR4bIndIjqH\niEip5BTkYOH5hWhdszWaWjcVnUMKYKBjgCCPIJx6dArRSdGic4iI1BYHNgXqVr8bXCxdMCNyBt4W\nvhWdQ0SkNNZdXYe07DSeXVMzg10Go4pxFYSc5lk2IqLSwoFNgSRJQljLMCRlJGHd1XWic4iIlEJe\nYR4WnF0AHzsfeNp6is4hBTLSNcKE5hNw4sEJnEs+JzqHiEgtcWBTsNY1W8PHzgeh0aHIys8SnUNE\nJNzGaxuRmpXKs2tqaqjrUFQyqoTZp2eLTiEiUksc2BRMkiTMbTkXadlpWHx+segcIiKh8ovyMe/M\nPDSv3hy+dr6ic6gUGOsZY3yz8TiSeASXUi6JziEiUjsc2EqBu7U7ujt0x9wzc5H0Okl0DhGRMJtv\nbEZyZjKme02HJEmic6iUDHMbhgqGFXiWjYioFHBgKyXftvkWkiRh7LGxolOIiIQoKCpAWHQYXKu5\nom2ttqJzqBSZ6ptirPtYHLh3ADGpMaJziIjUCge2UmJjboOpnlOx6/YuHLt/THQOEVGZ23ZzGx6+\nfsizaxpieJPhKGdQjmfZiIgUjANbKRrXbBxqV6iNEYdH8DH/RKRRioqLEHYmDI0tGqNjnY6ic6gM\nmBuYY3TT0dhzZw+uP7suOoeISG1wYCtF+jr6WNZuGe69uIfFF/gAEiLSHDviduDei3uY5jWNZ9c0\nyCj3UShnUA7TT/GJoEREisKBrZS1t2+PTnU7Yfbp2UjOSBadQ0RU6oqKixAaHQqHyg7oWr+r6Bwq\nQ+UMyiGoeRAO3DuAs4/Pis4hIlILHNjKwJJ2S1AsF2PwgcGQZVl0DhFRqQq/FY749HgEewVDS+KP\nGU0zsulIWBhbYHLEZP7MIyJSAP4kLQN25eywsPVCHEk8guWXlovOISIqNQVFBZgROQONLRqjR4Me\nonNIAGM9YwR7ByP6cTSOJB4RnUNEpPI4sJWRYW7DEFAnAEHHgxD7PFZ0DhFRqfjh+g+4/+o+ZvvO\n5tk1Dfal85eoUa4GppycgmK5WHQOEZFK40/TMiJJEjZ+uhHlDcuj9y+9kVuQKzqJiEih8grzEHI6\nBE2tmiKgToDoHBJIT1sPs31n4/qz69gRt0N0DhGRSuPAVoYqG1fGps6bEJ8ejwnHJ4jOISJSqLVX\n1uJJ5hPM8ZvDJ0MSejfqjUZVGmH6qekoKCoQnUNEpLI4sJWxNrXaYKz7WKy8vBK/xP8iOoeISCGy\n8rMwJ3oO/Gr4oWXNlqJzSAloSVqY4zcHiS8T8V3Md6JziIhUFgc2AcJahqGpVVP02dUHJx6cEJ1D\nRFRiyy4uQ3pOOub4zRGdQkokoE4AvGy9MCNyBjLyMkTnEBGpJA5sAujr6OPQZ4dQt2JddArvhHPJ\n50QnERF9tF9zfsWCswsQUCcA7tbuonNIiUiShEVtFiE9Jx1zz8wVnUNEpJI4sAlSwbACjvU7BitT\nK/hv9UdMaozoJCKijxISFYI3+W8wr+U80SmkhFyquaB/4/5YcmEJHr1+JDqHiEjlcGATqKpJVZzo\nfwLmBuZou6UthzYiUjl3fr2DVZdXYbDzYDSo0kB0DimpOX5zoCVpYXLEZNEpREQqhwObYDbmNjjR\n7wT0tfXh/p075p2Zh6LiItFZRETvJeh4EIx0jTDLd5boFFJi1mbWGN98PMJvhePCkwuic4iIVAoH\nNiVgX9EeN766gU71OmFyxGT4bPLBw1cPRWcREf2riAcR2H9vP6Z6TkUV4yqic0jJBXkEoapJVYw9\nOhayLIvOISJSGRzYlERFo4rY0X0HNnfejNjnsXBc44hpJ6ch6XWS6DQiov+jqLgI446Ng625LUa5\njxKdQyrARM8Eob6hOP/kPCLSIkTnEBGpDA5sSkSSJPRr3A+xX8WiZY2WCIsOQ81lNdFxe0ccuHcA\neYV5ohOJiAAAm29sxo3nNzCv1TwY6BiIziEVEegUCNdqrlh1fxVe570WnUNEpBI4sCkh23K22NNr\nDx6OeojJLSbjcspldNzeEebzzNF8Q3NMODYBe+7swZPMJ7yshIjKXObbTEw5OQVNrZqiZ4OeonNI\nhWhraWNNhzXIKMjA1IiponOIiFSCjugA+me25WwR6heKGd4zcPT+UZxOOo2zyWex7NIyLDy/EABQ\nxbgKnC2d4VzVGS7VXOBs6Qxbc1tIkiS4nojUVUhUCJ5nPce+Xvv4Zw19MJdqLuhs1Rmrr6zGAKcB\naGLVRHQSEZFS48CmAnS1dRFQJwABdQIAAHmFeYhJjUFMagyupl5FTGoMjt8/jiL5t6dLljcoD5dq\nLvC08YSPnQ+aWjWFvo6+yC+BiNREfHo8ll5cii8++QJuVm6ic0hFfW73Oc5nnMdXB77CpUGXoKPF\nv44QEf0T/gmpggx0DNC8enM0r978f/8urzAPN5/f/N8AdynlEmZGzoQMGQY6BvCo7oH+jfujh0MP\nGOoaCqwnIlUlyzJGHh4JEz0ThLUME51DKsxYxxhL2y3Ff3b+BysvreSDa4iI/gUHNjVhoGMANyu3\nP33i/Sr3FU4nnUbko0gcTDiIAXsGYPSR0Qh0CsQQlyGoW6muwGIiUjW/3P4FEQ8jsKL9ClQ2riw6\nh1Rcd4fuaFe7HaadmoZuDt1gbWYtOomISCnxoSNqrLxheXSq1wmL2y3G3eF3cbL/SbSu1RrLLy1H\n/ZX1MWT/ELzMfSk6k4hUQHZ+NsYeHYvGFo0xxHWI6BxSA5IkYaX/ShQVF+HrQ1/zIVpERP+AA5uG\nkCQJvjV88VP3n5A8Jhmj3Udjw7UNqLuiLr6/9j2K5WLRiUSkxMKiw5CcmYyV/it5vxEpTM3yNRHi\nG4J9d/fh5/ifRecQESklDmwaqKpJVSxquwgxQ2JQt2JdfL7vc3h974VHrx+JTiMiJZTwIgELzy9E\nP8d+8LDxEJ1Dama0+2i4WLpgxOEReJHzQnQOEZHS4cCmwRwtHHF64Gl83+l73Eq7BZd1Ljh2/5jo\nLCJSIrIsY9SRUdDX1sf8VvNF55Aa0tHSwYZPN+Bl7kuMPTZWdA4RkdLhwKbhtCQtBDoF4srgK6hm\nWg3ttrTDnNNzeIkkEQEADtw7gMOJhzHTZyYsTS1F55Caaly1MSZ6TMTmG5txNPGo6BwiIqXCgY0A\nALUr1MaFLy6gV8NemHZqGrr+1BW5Bbmis4hIoLzCPIw6MgoOlR0woskI0Tmk5qZ5TUPdinUx5MAQ\nZOVnic4hIlIaJR7YJEmqLknSKUmS4iVJipMkiZupqChjPWNs7boVS9ouwb67+9B1R1e8LXwrOouI\nBPnm7Dd4+PohlrdfDl1tXdE5pOYMdAzw3affISkjCdNOThOdQ0SkNBRxhq0QwDhZlh0AuAP4WpIk\nBwUclwSQJAmj3Edhfcf1OJJ4BL1+6YWCogLRWURUxh69foSwM2H4T4P/wK+Gn+gc0hAtbFpgmOsw\nLLu4DBeeXBCdQ0SkFEo8sMmynCrLcszv//sNgNsArEp6XBLrC+cvsLz9cuy5swf99/RHUXGR6CQi\nKkPjjo2DlqSFha0Xik4hDTO31VxYmVnhy31fIr8oX3QOEZFwkiI3qpQkyQ7AaQANZVnO/Mt/Gwxg\nMABYWFi4hIeHK+x9FSUrKwsmJiaiM5RKeHI41j5Yi3YW7RBUNwiSJJXK+3DtxeHai6Osa3/t1TWM\njR2LL+y+QF/bvqJzSoWyrr2meNf6n39xHlNuTUGgbSAG2A0owzL1x+99cbj24ijr2vv6+l6VZdn1\nXa9T2MAmSZIJgCgAc2RZ3vVvr3V1dZWvXLmikPdVpMjISPj4+IjOUDozI2diVtQsrA1Yi8Eug0vl\nPbj24nDtxVHGtS8qLoLzOmdk5GXg9te3YahrKDqpVCjj2muS91n/z3Z9hp/jfsa1IdfQoEqDsgnT\nAPzeF4drL46yrr0kSe81sCnkKZGSJOkC+AXA1ncNa6R6gr2D0apmK4w9OhaJLxNF5xBRKdpwbQNi\nn8fim9bfqO2wRqphSdslMNM3wxf7vuBl+USk0RTxlEgJwAYAt2VZXlTyJFI2WpIWvu/0PXS1ddF/\nd38UFheKTiKiUpCRl4FpJ6fB08YT3R26i84hDVfZuDKWtluKiykXsfrKatE5RETCKOIMmweAfgD8\nJEm6/vs//go4LikRazNrrPJfhfNPzmPB2QWic4ioFMw+PRu/5vyKJe2WlNr9qkQfok+jPmhTqw2m\nRExBSmaK6BwiIiEU8ZTIM7IsS7IsO8qy7PT7P4cUEUfKpXej3ujZoCdmRM7AtdRronOISIESXiRg\n2cVlGOg0EM6WzqJziAD8ttXMKv9VKCguwKgj3OaViDSTQu5hI82xqsMqVDGugr67+3J/NiI1Mv74\neOjr6GNOyzmiU4j+pFaFWgj2CsYvt3/B/rv7RecQEZU5Dmz0QSoYVsCaDmsQnx6Pjdc2is4hIgU4\n8eAE9t3dh6meU1HVpKroHKL/Y1zzcWhQuQGGHx6OrPws0TlERGWKAxt9sIA6AfCo7oGQ0yHILcgV\nnUNEJVBYXIjRR0ajRrkaGO0+WnQO0d/S09bD2oC1eJzxGDMjZ4rOISIqUxzY6INJkoSwlmF4+uYp\nVl5eKTqHiEpg3dV1iEuPw8I2C2GgYyA6h+gfedh4YLDzYCy5sIT3URORRuHARh/Fy9YL7Wq3w9wz\nc5H5NlPIdeFQAAAgAElEQVR0DhF9hFe5rxB8Khg+dj7oUq+L6Byid5rXah4qGlXEkANDuDcbEWkM\nDmz00UJ9Q/Ey9yUWnef2e0SqKCQqBC9zX2Jx28V8jD+phPKG5bGk7RJcfnqZe7MRkcbgwEYfzaWa\nC7o7dMe357/Frzm/is4hog9w59c7WHF5Bb50/hJOVZ1E5xC9t14Ne3FvNiLSKBzYqERCfEKQU5CD\nudFzRacQ0QcYf2w8DHUMEeoXKjqF6INwbzYi0jQc2KhE6leuj/6N+2Pl5ZVIz04XnUNE7yHiQQQO\nJhzEVM+pqGJcRXQO0Qfj3mxEpEk4sFGJTWg+AW+L3mJ9zHrRKUT0DkXFRRh/fDxszW0xyp1nJ0h1\n/XFvtuz8bNE5RESlhgMblZhDZQe0rtkaqy6vQkFRgegcIvoXW2K34Pqz65jbci4f408qTU9bD2sC\n1uBxxmOERYeJziEiKjUc2EghRjYdiZQ3Kdh9Z7foFCL6BzkFOZh6circqrmhZ8OeonOISqyFTQv0\nc+yHhecXIuFFgugcIqJSwYGNFMLf3h+1ytfCsovLRKcQ0T9YdH4RUt6k4Ns230JL4h//pB7mt5oP\nfW19jDoyCrIsi84hIlI4/sQmhdCStDC8yXCcTT6Lq0+vis4hor94lvUM887MQ5d6XeBp6yk6h0hh\nLE0tMctnFg4nHsb+e3wACRGpHw5spDADnQbCWNcYyy8tF51CRH8xM3Im3ha9xbxW80SnECnc8CbD\n4VDZAaOPjEZuQa7oHCIiheLARgpjbmCOQKdAbL+1HWnZaaJziOh3cWlxWB+zHkNdh6JOxTqic4gU\nTldbFyvar8DD1w/xzblvROcQESkUBzZSqOFNhiO/KB/rrq4TnUJEvws6EQRTPVMEeweLTiEqNb41\nfNGzQU/MPTMXSa+TROcQESkMBzZSqHqV6qFtrbZYdXkVCosLRecQabwTD07gUMIhTPWcikpGlUTn\nEJWqb1r/dnZt2qlpgkuIiBSHAxsp3BCXIUjNSsWx+8dEpxBptKLiIow/9tsm2SOajhCdQ1TqqptX\nxxj3MdgSu4UPwCIitcGBjRSuQ50OqGhYET9c/0F0CpFG+zH2R9x4fgPzWs3jJtmkMSa1mITKRpUx\n/vh4PuafiNQCBzZSOD1tPXzW6DPsvbsXL3Nfis4h0kj/3SS7iVUT9GzATbJJc5jpm2GWzyxEPork\nY/6JSC1wYKNSEegUiPyifITfChedQqSRFp1fhKdvnuLbNt9CkiTROURl6kvnL1GvUj0EHQ9CQVGB\n6BwiohLhwEalwqmqExwtHLHpxibRKUQaJz07HfPPzkfnep3RwqaF6ByiMqerrYsFrRbg7ou7WB+z\nXnQOEVGJcGCjUiFJEgIbB+JSyiXEp8eLziHSKHOi5yCnIAdhfmGiU4iECagTAB87H8yInIGMvAzR\nOUREH40DG5WaPo36QFvSxqbrPMtGVFYevnqIVZdX4XOnz1G/cn3ROUTCSJKEha0X4tecXzH/7HzR\nOUREH40DG5UaCxML+Nv748fYH7knG1EZCY4MhraWNmb6zBSdQiScSzUX9HPsh8UXFuNxxmPROURE\nH4UDG5WqQKdApGal4vj946JTiNTejWc3sDV2K0Y2GQkrMyvROURKIdQvFAAw9eRUwSVERB+HAxuV\nqoA6AahoWJEPHyEqA5MjJsPcwByTWkwSnUKkNGzMbbiZNhGpNA5sVKr0tPXQu2Fv7LmzB5lvM0Xn\nEKmtqEdROJx4GJNbTEZ5w/Kic4iUCjfTJiJVxoGNSl2fRn3wtugt9t7ZKzqFSC3JsoyJJybCytQK\nI5qMEJ1DpHT+uJn2gXsHROcQEX0QDmxU6tyt3WFrbovwOG6iTVQadt/ZjYspFzHLZxYMdQ1F5xAp\npf9upj3h+ARupk1EKoUDG5U6SZLQs0FPHLt/DC9yXojOIVIrhcWFmBIxBfUq1cMApwGic4iUFjfT\nJiJVxYGNykSvhr1QWFyIXbd3iU4hUis/XP8Bd1/cRZhfGHS0dETnECk1bqZNRKqIAxuVCaeqTqhT\nsQ4viyRSoJyCHMyInAF3a3d0rtdZdA6R0pMkCd+2+ZabaRORSuHARmXiv5dFnnp4CqlvUkXnEKmF\n5ReX4+mbp5jfaj4kSRKdQ6QSnC2duZk2EakUDmxUZno17AUZMnbG7xSdQqTyXua+xLyz89DBvgO8\nbL1E5xCpFG6mTUSqhAMblRmHyg5oVKURL4skUoB5Z+YhIy8Dc1vOFZ1CpHK4mTYRqRIObFSmejXs\nhXPJ55D0Okl0CpHKSs5IxrKLy9DXsS8aWTQSnUOkkv67mfa4Y+O4mTYRKTUObFSmejboCQDYEbdD\ncAmR6poZORMyZIT4hohOIVJZZvpmCPENQVRSFC/VJyKlxoGNylStCrXgVs2Nl0USfaT49Hj8cOMH\nDHMdBrtydqJziFTaIOdBcKrqhLHHxiI7P1t0DhHR3+LARmWuZ4OeiEmNwYNXD0SnEKmcqSenwljX\nGFO9+LAEopLS1tLGivYr8CTzCeae4f2gRKScOLBRmevu0B0A8HPcz4JLiFTLueRz2HNnD4I8glDJ\nqJLoHCK14GHjgb6OffHNuW+Q+DJRdA4R0f/BgY3KnG05W7hVc8PP8RzYiN6XLMuYdGISLIwtMMZ9\njOgcIrWyoNUC6GnrYfSR0aJTiIj+D4UMbJIktZMk6a4kSYmSJE1SxDFJvfVw6IGrqVd5WSTRezqU\ncAjRj6MR7B0MYz1j0TlEasXS1BIzvGfgYMJBHLh3QHQOEdGflHhgkyRJG8BKAO0BOADoLUmSQ0mP\nS+rtv5dF8slcRO9WWFyIiScmonaF2hjkPEh0DpFaGtl0JOpVqodRR0YhpyBHdA4R0f8o4gxbEwCJ\nsiw/kGU5H0A4gE4KOC6psRrla8C1misviyR6D5uub0JcehzmtpwLXW1d0TlEaklPWw+r/FfhwasH\nmH5yuugcIqL/kUq6WaQkSd0BtJNl+cvff90PQFNZlof/5XWDAQwGAAsLC5fwcOV7rHtWVhZMTExE\nZ2iM7Y+3Y93DddjWZBtMi0y59oLw+16c91n73KJc9LvUDxb6FljxyQpIklRGdeqN3/diKfP6L763\nGPtT92PFJyvgYKZ+Fwwp89qrO669OMq69r6+vldlWXZ91+t0yiIGAGRZXgdgHQC4urrKPj4+ZfXW\n7y0yMhLK2KWubF/ZYt2ydXhi9gRuBW5ce0H4fS/O+6x96OlQvMh/gb2f7YWHjUfZhGkAft+Lpczr\n79zMGQ1XNcSK5BWIGRIDAx0D0UkKpUxrn56djospF3HhyQVcTLmIey/uAQC0JW1oa2nDXN8czas3\nh5etFzxtPGFhYiG4uGSUae3V2dvCt3jw6gHuv7qP+y/v4/6r+9DJ1MGigEWi0z6aIga2FADV//Br\n69//HdG/qlG+BlwsXfBz/M9ws3cTnUOkdNKy0zD/7Hx0qdeFwxpRGTHTN8O6juvQfmt7zI6ajTkt\n54hOUisFRQXYc2cPVl1ZhchHkQB+G9AcLRzhbesNLUkLxXIxiuQiPM96jg3XNmD5peUAAEcLRwxx\nGYL+jfvDRE/5zpZQ2SuWi3Hj2Q1ceHIBV1OvIiY1BrfSbqGguOB/rzHVM0XLSi0FVpacIga2ywDs\nJUmqgd8GtV4A+ijguKQBejj0wKSISXhW/ZnoFCKlMytyFnILcjG3JTf0JSpL7Wq3Q6BTIOafnY9u\nDt3gbOksOknlvch5gWUXl2FdzDo8y3oGW3NbhPiEwMfOBy7VXGCka/S3v6+gqAAxqTGISorCjrgd\n+PrQ15gcMRkDnQZieJPhqF2hdhl/JSTao9ePcCjhECIeRiDyUSRe5r4EAFQ0rAiXai4Y12wcGlRp\ngNoVaqNW+VqoZFQJUVFRgqtLpsQDmyzLhZIkDQdwFIA2gI2yLMeVuIw0Qo8Gvw1sUelR6IVeonOI\nlMbdX+9i7dW1GOwyGHUr1RWdQ6RxFrVZhKOJRxG4JxAXv7wIQ11D0UkqqaCoAKsur8LMqJnIyMtA\ne/v2GOY6DO1qt4O2lvY7f7+uti6aWjdFU+ummNB8Ai48uYDll5Zj5eWVWH5pOQIbByLYOxi25WzL\n4KshUdKy07Ajbge23dyG80/OAwBszG3QqW4ntKzREp62nqhuVl1t7/NWyD1ssiwfAnBIEccizVKz\nfE04WzojMj1SdAqRUpkcMRmGuoaY4T1DdAqRRipvWB4bPt0A/23+GH1kNNZ2XCs6SeUcTjiMscfG\n4s6vd9CqZissbrsYDas0/OjjSZKEZtWboVn1ZljYZiG+OfsNVl1ZhS03t2CIyxBM8ZyCqiZVFfgV\nkGjnks9hwdkFOHDvAIrkIjhaOGJey3no5tANtcrXUtsB7a8UsnE2UUn0cOiBO2/uIOl1kugUIqVw\n9vFZ7L6zG0HNg1T+JnsiVdbevj0mekzEuph12HZzm+gclZH5NhP9d/eH/zZ/FBYXYl+vfTjW91iJ\nhrW/qmZaDYvbLUbiiEQMaDwAqy6vQu1ltTH/zHy8LXyrsPehslcsF2Pf3X1osbEFPDZ6IPpxNMY3\nH4+bQ2/ixlc3MLHFb/uSasqwBnBgIyXQw6EHAG6iTQQAsixjwvEJsDSxxNhmY0XnEGm8UL9QtLBp\ngcH7B+POr3dE5yi988nn4bTGCVtvbsUM7xmIGxaHjnU7ltpfrqubV8e6jutw++vbaFWzFSZFTELD\n1Q1x8N7BUnk/Kl3nks/Bbb0bOoV3QnJmMpa2W4rHox9jXqt5Ch34VQ0HNhKuVoVasDex5ybaRAB2\n3d6F80/OI8Q3BMZ6xqJziDSejpYOtnfbDkNdQ/T4uQdyCnJEJymlouIihESFwPN7T8iQET0wGjN9\nZkJPW69M3t++oj329NqDI58dgbakjYDtAei4vSNSMvngclWQ+iYV/Xf3h8dGDzzPeo5NnTchcUQi\nRjYdyZ+F4MBGSsK7sjcuplzE44zHolOIhCkoKsCkiElwqOyAQKdA0TlE9DtrM2v82OVH3Eq7heGH\nhkOWZdFJSuVV7iv4b/PHjMgZ6NWwF64PuY7m1ZsLaWlbuy1ih8ZiYeuFOPnwJBqsaoDNNzbz/zMl\nlV+Uj2/OfoM6K+rgp7ifMLnFZNwZfgf9G/eHrrau6DylwYGNlIJPZR8AvCySNNu6q+uQ+DIRC1ot\ngI6WQp4JRUQK0q52O0z3mo7vr3+PxRcWi85RGnFpcXBb74ZTD09hXcA6bOm6BeYG5kKb9LT1MK75\nONz46gYaVmmIAXsGoFN4J6S+SRXaRX92NPEoHFc7IuhEELxtvRE3LA5hLcO4x97f4MBGSsHK0ApO\nVZ14WSRprMy3mZgVNQs+dj7wt/cXnUNEf2Omz0x0q98N44+Nx/67+0XnCLfnzh64b3BHVn4WTg04\nhUEug0Qn/UntCrURFRiFRW0W4fiD43Bc44iIBxGiszTeg1cP0Dm8M9ptbYciuQgHeh/AgT4HuKfe\nv+DARkqjh0MPXHhyAckZyaJTiMrc3Oi5SM9Jx4JWCzTqyVdEqkRL0sLmLpvhUs0FvX/pjevProtO\nEqJYLsbMyJno8lMX1K9UH1cHX4WHjYforL+lraWNMc3GIGZwDKoYV0GbLW0w5/QcFMvFotM0Tk5B\nDoJPBcNhpQNOPDiBuS3n4tbQW+hQp4PoNKXHgY2UBp8WSZoq8WUiFl1YhH6O/eBm5SY6h4j+hZGu\nEfb12ofyhuXRcXtHjbvM7s3bN+i2oxtmRc3CgMYDcHrgaViZWYnOeqf6levj4pcX0athL0w7NQ2f\nbv8Ur3Jfic7SCLIsY2f8TtRfWR+zT89G1/pdcWf4HUxqMQn6Ovqi81QCBzZSGvYV7dHYojEviySN\nM+7YOOhq6WJeq3miU4joPViaWmJ/7/14lfsKHbd3RFZ+luikMpH4MhHuG9yx/+5+LGm7BN93+h4G\nOgais96biZ4JtnTZgpX+K3Hs/jG4rndFXFqc6Cy1JcsyDiUcgsdGD/T4uQfKGZRDVGAUtnXbBmsz\na9F5KoUDGymVHg49cP7JeV4WSRrj2P1j2Hd3H6Z5TUM102qic4joPTlVdUJ493Bce3YNPX7ugYKi\nAtFJpergvYNwW++GZ1nPcKzfMYxyH6WSl29LkoRhbsNweuBp5BTkoNmGZjhw74DoLLVSLBdj9+3d\ncF3vig7bOiDlTQrWdFiDq4OvwsvWS3SeSuLARkqlR4PfLov85fYvgkuISl9hcSFGHxmNWuVrYYz7\nGNE5RPSBAuoEYE2HNTiSeASDDwxWy0fHFxYXYmrEVARsD4BdOTtcGXQFfjX8RGeVmLu1Oy4Pugz7\nivb4dPunWHB2gVr+/1dWiuVinH18FqMOj4LNYht03dEVGXkZ2PDpBiSMSMAQ1yF8+nEJcOVIqdSp\nWAeOFo7YEbcDo91Hi84hKlV7nu7B7V9vY2+vvbyOn0hFDXIZhJQ3KZgVNQvWptaY7TdbdJLCPM96\njt6/9MapR6cwyHkQlrZbCkNdQ9FZCmNtZo3ogdEYuHcgJp6YiFtpt7Cu4zqVusxThKLiIqS8ScHN\n5zcR+zwWN57fQPTjaDx98xT62vpob98eixouQtf6XTmkKQhXkZRO74a9MTliMhJeJMC+or3oHKJS\nkZ6djh8e/YA2tdqgY52OonOIqARmeM9ASmYKQqNDUc20Goa6DRWdVGLH7h9D4J5AvMp7hR86/YAB\nTgNEJ5UKI10jhHcLR6MqjTD91HTce3EPu3vuhqWppeg0IbLzs3Hn1ztIeJmAZ1nP/vTP8+zneJb1\nDGnZaX96yqZdOTs0s26GrvW7IqBOAMz0zQR+BeqJAxspnb6OfTElYgp+jP0RIb4honOISsXEExOR\nV5yHJW2XqOR9IET0/0mShNUBq/Es+xm+PvQ1TPVN0dexr+isj5Kdn40Jxydg9ZXVqF+pPo70PQJH\nC0fRWaVKkiRM85oGh8oO6Le7H9zWu2Fvr71wqeYiOq1UpWSm4PLTy7icchkxz2IQnx6PxxmP//Qa\nXS1dVDWpiqomVWFtZg1XS1dUNakKKzMrNKrSCA2rNBS+Ubom4MBGSsfazBqtarbC5hubMdNnJrQk\n3mpJ6iU6KRrfX/8evav3Rv3K9UXnEJEC6GjpYEf3HQjYHoDAPYEw0jVC1/pdRWd9kHPJ5zBgzwDc\nf3kfY93HItQvVK0ugXyXrvW7omb5mugU3gme33tifcf1+MzxM9FZCiHLMu69uIdTj04h8lHk/y5h\nBABtSRsNqzREC5sWqF+pPhwqO6BOxTqwMrVCOYNy/FBRCXBgI6U0oPEA9N3dF6eTTsPHzkd0DpHC\nFBQVYOjBobA1t0U/236ic4hIgQx1DbG311603dIWvXb2wp5ee+Bv7y86651e5b7CtJPTsPrKatiW\ns8WpAafgbectOksIp6pOuDzoMrrt6Ia+u/vicOJhrPBfgXIG5USnfbDMt5k4fv84DiYcxJHEI0jN\n+m3PwGqm1eBt6w13a3e4VXODU1UnjRrMVREHNlJKXep3gelBU2y6sYkDG6mVxRcWIy49Dvt67YNh\nKn9AEqkbEz0THOpzCH6b/dBtRzcc6H0ALWu2FJ31t4rlYmy6vglBJ4LwMvclRjQZgdl+szX+HqQq\nxlVwasAphEWHISQqBNGPo7G582aVGGLvvbiHg/cO4kDCAUQnRaOguADlDMqhTa02aFmjJXztfFG7\nQm2eNVMxvNaMlJKRrhF6OPTAzvidyM7PFp1DpBBJr5MwK2oWOtXthI51+aARInVlbmCOo32PonaF\n2vDf5o/tN7eLTvo/ziWfQ4uNLfD5vs9Rp2IdxAyOwdL2SzV+WPsvHS0dBHsH4+znZ6GnrQffTb4Y\ndXgUXuS8EJ32J5lvM3Hg3gGMPjIa9svtUXdFXYw9NhbPsp5hjPsYRAVGIX1COn7q/hMGuwyGfUV7\nDmsqiGfYSGkNcBqAjdc3YtftXejXmJeOkeobeWQkAGBZ+2WCS4iotFUyqoSowCh0Du+MPrv64OHr\nh5jcYrLwvyw/zH6IxeGLse/uPlQ1qYqNn27EAKcBvF/8HzS1boprQ65h4vGJWHF5BTbHbsZUz6kY\n3mS4kMf/5xTk4Ozjszj58CROPTqFK0+voEgugoGOAXztfDG66Wh0qNMBduXsyryNSg8HNlJaLWxa\noEa5Gth0YxMHNlJ5++7uw767+7Cg1QLYmNuIziGiMlDBsAKO9zuOz/d9jqknp+L+y/tYE7AGutq6\nZd4Snx6PBWcX4McbP8JE3wShvqEY7T4axnrGZd6iakz0TLCyw0oMdRuKoONBmHB8AlZeXompnlPR\nu2HvUl3D/KJ8XHxyEScfnsTJRydxPvk8CooLoKOlg6ZWTTHFcwr8avjB3dqd+8epMQ5spLS0JC30\nb9wfIVEhSM5IRnXz6qKTiD5Kdn42RhwegYZVGnJDeCINo6+jjy1dtqBW+VqYfXo2bv96G+s6rkPD\nKg1L/b1lWcapR6fw7flvcSjhEAx0DNDNuhtW916NikYVS/391U3DKg1x6LNDOPHgBIKOB2HQ/kEY\ne3Qs+jr2xRCXIWhctXGJ36OwuBAxqTE49fAUTj46iTOPzyCnIAcSJDhbOmO0+2j41fBDC5sWMNEz\nUcBXRaqAAxsptf6N+2NW1Cz8GPsjpnhOEZ1D9FFCokLwOOMxzgw8I+STdSISS5IkhPiGoH6l+hhx\neAQ+WfsJxrqPRbB3cKmcnUnLTsP2m9vx/fXvceP5DVQ2qoxZPrMw1HUo4i7HcVgroVY1W+Hq4Ks4\nl3wOa6+uxcZrG7H6ymrUrVgX3rbe8LbzhpetF6zNrN95rOdZz3Ez7SZuPLuBqKQoRCVFIfNtJoDf\nBsQvPvkCfjX84G3rjfKG5Uv7SyMlxYGNlFrN8jXhZeuFjdc2YlKLSbzGnlTOrbRbWHRhEb745At4\n2HiIziEigXo36o3WtVpj4vGJWHBuAcLjwhHiE4Ku9bvCVN+0RMd+mfsSRxOPYtutbTiccBhFchGc\nLZ2xvuN69HXsy8vlFEySJHjYeMDDxgNL2i3B1titOHr/KMLjwrEuZh0AwFzfHJamlqhmWg2WJpZI\nS0vD8rTlyCnIwZu3b5DwMgFp2Wn/O2btCrXRq0Ev+NXwg4+dDyxMLER9eaRkOLCR0hvqOhS9f+mN\no4lH0d6+vegcovdWLBdj6MGhMNc3x/xW80XnEJESqGRUCRs6bUCgUyCGHRqGwL2BGHpwKDrV64TP\nGn2GljVavteeWC9zXyIuLQ4nH57EkftHcCnlEorlYlibWWN88/Ho59gPDao0KIOviCoYVsCIpiMw\noukIFBUX4cbzG4hOisb9V/fx9M1TpGal4mzyWeTl5aFicUUY6xnDSNcIAfYBaGTRCI2qNEIji0ao\nYlxF9JdCSooDGym9rvW7oqpJVay4vIIDG6mUTdc34czjM9j46UZegkREf+Jp64nYr2JxLvkctsRu\nwY74HQi/FQ4AsDazRu0KtWFfwR7GusYoKC5AQVEB8ovzkfQ6CfHp8Xie/RwAIEFCE6smmO41HW1r\ntUUTqybQ1tIW+aVpNG0tbThbOsPZ0vn//LfIyEj4+PiUfRSpPA5spPT0tPUwxGUIQqJCkPgyEbUr\n1BadRPROL3JeYMLxCWhh0wIDnAaIziEiJfTHy+qWtl+K4/ePIyY1BomvEpHwIgF77uxBbmEudLV0\noautC10tXVibWcPf3h/1K9VH/cr10cy6GT8QIlJzHNhIJQxxGYI50XOw6vIqLGq7SHQO0TuNPTYW\nGW8zsLrDat57SUTvpKethw51OqBDnQ6iU4hIyfBvEaQSLE0t0d2hOzZe24js/GzROUT/6mjiUWy+\nsRmTPCaVyaO7iYiISH1xYCOVMdxtODLeZmDrza2iU4j+UVZ+FoYcGIJ6lephmtc00TlERESk4jiw\nkcpoXr05nKo6Yfml5ZBlWXQO0d+adnIaHmc8xncdv4O+jr7oHCIiIlJxHNhIZUiShBFNRuBW2i2c\nTjotOofo/7jw5AKWXVyGYW7DuOcaERERKQQHNlIpvRv2RgXDClh6canoFKI/eVv4Fl/s+wLWZtaY\n23Ku6BwiIiJSExzYSKUY6hpimOsw7L6zG7fSbonOIfqfkKgQxKfHY03AGpjqm4rOISIiIjXBgY1U\nzmj30TDRM8Gc6DmiU4gA/HYp5Lyz8zDQaSD87f1F5xAREZEa4cBGKqeiUUUMdxuOn279hNvpt0Xn\nkIbLKcjBgD0DYG1mjSXtlojOISIiIjXDgY1U0rjm42Cka8SzbCTcpBOTcO/FPfzQ6QeY6ZuJziEi\nIiI1w4GNVFIlo0oY5jYM229tx70X90TnkIaKeBCB5ZeWY2STkfCt4Ss6h4iIiNQQBzZSWeOajYO+\ntj7PspEQGXkZGLh3IOpUrIO5rfhUSCIiIiodHNhIZVmYWOAr16+wNXYrEl8mis4hDSLLMgbtH4Sn\nb55ic+fNMNI1Ep1EREREaooDG6m0Cc0nQFdbF7NPzxadQhrku5jv8HP8zwj1C0VT66aic4iIiEiN\ncWAjlWZpaomRTUZi843NOJd8TnQOaYC4tDiMOjIKrWq2QpBHkOgcIiIiUnMc2EjlTfeeDitTK3x9\n6GsUFheKziE1lluQi547e8JU3xQ/dvkRWhL/CCUiIqLSxb9tkMoz0TPB4raLcf3Zday+vFp0Dqmx\nMUfHIC49Dj92+RFVTaqKziEiIiINUKKBTZKkbyRJuiNJUqwkSbslSSqnqDCiD9HdoTta12yNaaem\n4VnWM9E5pIa23dyGtVfXYqLHRLSp1UZ0DhEREWmIkp5hOw6goSzLjgDuAZhc8iSiDydJElb4r0Bu\nQS4mHJ8gOofUzPVn1/Hlvi/hZeuF2b58wA0RERGVnRINbLIsH5Nl+b83DV0AYF3yJKKPU6diHUxo\nPgFbYrfgdNJp0TmkJl7kvEDXn7qigmEF7Oi+A7rauqKTiIiISIMo8h62zwEcVuDxiD7YVK+psDW3\nxS3NLCsAABKSSURBVMC9A/E677XoHFJxRcVF6LOrz/9r786joyzPPo5/L5IAgcSQCIaINIDBKlQq\nENaKQMFXZVOsFUWLQCtC64K1p9qDHJFub7WvdasLi9S0sigKWgrKIri0ohjZFwUCKluQTRLCEsL9\n/jEPNATCluWezPw+5zxnnjxzz9wXP5LJXPMsYXPeZl6/+XVSE1J9lyQiIiJRxpxzpx5gNhc42dn1\nI5xzbwZjRgCZwI2ulCc0syHAEIDU1NTWkydPLkvdFSI/P5+EhATfZUSl8sx+xbcrGL50OB1SOjC6\n+WjMrFyeN1Lp+750Y3PGMvHriTxwyQP0SutV7s+v7P1R9n4pf3+UvT/K3p9wzb5r167ZzrnM042L\nPd0A51z3U91vZgOBXkC30pq14HnGAGMAMjMzXZcuXU43daVbsGAB4VhXNCjP7LvQhcILCvnl7F/y\nWY3PeKDjA+XyvJFK3/cnN3H5RCa+N5E7W93Jn3v/uULmUPb+KHu/lL8/yt4fZe9PVc++rFeJvBb4\nNdDHOVdQPiWJlN3w9sO58bIbeXDug3z41Ye+y5Eq5r2N7zHozUF0Tu/MM9c947scERERiWJlPYft\nWSARmGNmS8zshXKoSaTMzIyX+rxE4+TG9Jvaj+37tvsuSaqI1d+s5oYpN9AkuQnT+k2jRmwN3yWJ\niIhIFCvrVSIznHMNnXNXBMvQ8ipMpKySaibx2o9fY9f+XfSd0pd9h/b5LknCXG5+Lj0m9qB6THVm\n9p9Jcnyy75JEREQkypXnVSJFws4V9a/g733/zsJNC+k7pS8HDx/0XZKEqfxD+fSZ3Ifc/Fxm3DqD\nxsmNfZckIiIiooZNIt9NzW5iXO9xzMmZw62v38rhI4dP/yCJKgWFBfSe1JtPt3zKpB9Nok2DNr5L\nEhEREQHUsEmUGNRyEE9d+xTT1kxj8JuDOeKO+C5JwsTBwwfpO6Uv7218j6wbsrj+0ut9lyQiIiJy\nzGkv6y8SKe5tdy97D+5l5PyRxFaLZUzvMcRW049ANDtUdIgfv/ZjZq+fzfg+47mtxW2+SxIRERE5\njt6tSlQZ0WkEhUWFjH5/NLn7cply0xQSqoffH1KUildYVMhtb9zGP7/4J8/1eI7BLQf7LklERETk\nBDokUqKKmfFo10d5oecLvL3ubbq+3JXc/FzfZUkl23doH30m92Hqqqk88T9PMKzNMN8liYiIiJyU\nGjaJSndl3sX0ftNZuX0lHV/qyOc7PvddklSSnQU76ZbVjdnrZzO291ju73C/75JERERESqWGTaJW\n7+/2ZsHABeQdzCNzbCaTlk/yXZJUsK++/YorJ1zJ0tylvHHzG/ys1c98lyQiIiJySmrYJKq1bdCW\n7CHZfD/1+/R/oz93/fMu9hfu912WVIBPNn9Cx/Ed2Zq3ldm3z9bVIEVERKRKUMMmUa9hUkPm3zGf\nh37wEGM+G0P78e1ZuX2l77KknDjneOHTF+g0oRNxMXG8P+h9OqV38l2WiIiIyBlRwyYCxMXE8cfu\nf2Rm/5lsydtCyxdbMvLdkRw4fMB3aVIG+wv3M+jNQQz71zC6Ne5G9pBsWqS28F2WiIiIyBlTwyZS\nzHVNr2PVz1dxy/du4Xcf/I4Wz7fg3Q3v+i5LzkHO7hw6vtSRrKVZPNL5EWb0n0FKfIrvskRERETO\niho2kRLq1a5HVt8s5vxkDkfcEbpldePm127WlSSrkJlrZ9J6TGs27tnIjP4zGNVlFNVML3ciIiJS\n9egdjEgpujfpzvJhyxnVeRSz1s2i+XPNufOtO9m0d5Pv0qQUR9wRRi0YRa+JvWhUpxHZQ7Lp0bSH\n77JEREREzpkaNpFTiI+L55Euj7D+3vXc3fZuspZlkfF0BvfMvIcv93zpuzwpZs+BPfSa2ItH33uU\nAd8fwH8G/4cmyU18lyUiIiJSJmrYRM7ABbUv4Mlrn+SLu7/g9ha382L2i2Q8k8HA6QNZ/c1q3+VF\nvS92fkH7ce2ZmzOX53s+z4TrJxAfF++7LBEREZEyU8MmchbS66Qzrs+40B63Nnfz2qrXaP5cc26c\nciOLNi/yXV5UmrN+Du3GtWPn/p3MHTCXoZlDMTPfZYmIiIiUCzVsIuegYVJD/nLtX/hy+Jc8fNXD\nzN84n7bj2tI9qzvzcubhnPNdYsRzzvH0x09z3SvX0fC8hiy6cxFXpV/luywRERGRcqWGTaQM6taq\ny+iuo/lq+Fc8fvXjrPpmFd3/3p3249szfc10jrgjvkuMSAWFBQyYPoD73r6Pnpf05N+D/02jOo18\nlyUiIiJS7tSwiZSDxBqJ/Krjr8i5L4cXe73IzoKd9J3Sl8ufv5yspVkUFhX6LjFirNu1jg7jO/DK\nslf4bdffMq3fNBJrJPouS0RERKRCqGETKUc1Y2s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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%timeit -n1 -r1\n", "fig, ax = plt.subplots(figsize=(15,5))\n", "time_slice = slice('2015-12-23 0:00:00', '2015-12-31 00:00:00')\n", "u_wind_ts = (winds_data.u_wind\n", " .isel(gridY=163, gridX=109)\n", " .sel(time=time_slice))\n", "v_wind_ts = (winds_data.v_wind\n", " .isel(gridY=163, gridX=109)\n", " .sel(time=time_slice))\n", "rotated_u_winds, rotated_v_winds = viz_tools.rotate_vel(u_wind_ts.values, \n", " v_wind_ts.values, origin = 'map' )\n", "windfu = signal.filtfilt(B,A, rotated_u_winds)\n", "windfv = signal.filtfilt(B,A,rotated_v_winds)\n", "ax.plot(winds_data.time.sel(time=time_slice), windfv, 'g-')\n", "ax.grid('on')" ] }, { "cell_type": "code", "execution_count": 83, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "datetime.datetime(2015, 12, 31, 0, 30)" ] }, "execution_count": 83, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nc.num2date(nowcast.variables['time'][11400], nowcast.variables['time'].units)" ] }, { "cell_type": "code", "execution_count": 84, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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tW8lYRKMBHnvMNmM3hFanxYrjKzA8fDja+lhe2OMkdcIdwXc4VEQNsF8dtZhd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\n4HLIbxiDl7sMp37uh8xM6uG5cbMW+dp8OEvoy5W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XqCUmwuLFckW4NVIfwTtCLdFz17tq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\nQLdtn77Aau3a5GmIZghhchhHLUf9f1A+4GzVWTad2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MFdpyguFmlyYJ2orT25lhVHV7j8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eX9sfFSpiImNotNSBf67LFDVZds76uDJVNCm+KemmTo+VJIm5g+eyKWsTBnNbG1v7Z+fR4qNM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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (15,5))\n", "dates = nc.num2date(nowcast.variables['time'][11200:11400], nowcast.variables['time'].units)\n", "ax.plot(dates, nowcast.variables['salinity'][11200:11400, 0, 600, 130], 'b-')\n", "ax.plot(dates, nowcast.variables['salinity'][11200:11400, 0, 605, 125], 'g-')\n", "ax.plot(dates, nowcast.variables['salinity'][11200:11400, 0, 620, 122], color='lightgreen')\n", "dates = nc.num2date(dec2315.variables['time_counter'][:], 'seconds since 1900-01-01 00:00:00')\n", "ax.plot(dates, dec2315.variables['vosaline'][:,0,600,130], 'b--')\n", "ax.plot(dates, dec2315.variables['vosaline'][:,0,605,125], 'g--')\n", "ax.plot(dates, dec2315.variables['vosaline'][:,0,620,122], '--', color='lightgreen')\n", "ax.grid('on')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "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": "3.6.0" } }, "nbformat": 4, "nbformat_minor": 2 }