{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from matplotlib.path import Path\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import netCDF4 as nc\n", "import numpy as np\n", "import matplotlib.patches as patches\n", "from salishsea_tools import viz_tools, geo_tools, tidetools\n", "from bathy_helpers import *" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "grid = nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/bathymetry_201702.nc')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 3000 particles were released at various depthts at time=0 in the following domain marked by the black rectangle." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Q3AIAOJbeuyZj2sxQiDcivkSB0y01ce2hrFyglOw7Za8Ta7WKNaPhgvGDLCO1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\nAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,1, figsize=(16,12))\n", "ax.pcolormesh(grid.variables['Bathymetry'][:])\n", "ax.set_ylim(650,800)\n", "ax.set_xlim(100,150)\n", "viz_tools.set_aspect(ax)\n", "ax.add_patch(patches.Rectangle((120,735), 10, 15, fill=False, linewidth=3))\n", "ax.grid('on')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Jul = nc.Dataset('/ocean/vdo/MEOPAR/ariane-runs/Jul16NorthMore/ariane_trajectories_qualitative.nc')\n", "Jul_latt = Jul.variables['traj_lat']\n", "Jul_lont = Jul.variables['traj_lon']\n", "Oct = nc.Dataset('/ocean/vdo/MEOPAR/ariane-runs/Oct16NorthMore/ariane_trajectories_qualitative.nc')\n", "Oct_latt = Oct.variables['traj_lat']\n", "Oct_lont = Oct.variables['traj_lon']\n", "Jan = nc.Dataset('/ocean/vdo/MEOPAR/ariane-runs/Jan17NorthMore/ariane_trajectories_qualitative.nc')\n", "Jan_latt = Jan.variables['traj_lat']\n", "Jan_lont = Jan.variables['traj_lon']\n", "Apr = nc.Dataset('/ocean/vdo/MEOPAR/ariane-runs/Apr17NorthMore/ariane_trajectories_qualitative.nc')\n", "Apr_latt = Apr.variables['traj_lat']\n", "Apr_lont = Apr.variables['traj_lon']\n", "with nc.Dataset('/home/mdunphy/MEOPAR/NEMO-forcing/grid/coordinates_seagrid_SalishSea201702.nc', 'r') as cnc:\n", " glamf = cnc.variables['glamf'][0,...]; gphif = cnc.variables['gphif'][0,...]\n", " glamt = cnc.variables['glamt'][0,...]; gphit = cnc.variables['gphit'][0,...]\n", "NY, NX = glamt.shape[0], glamt.shape[1]\n", "glamfe, gphife = expandf(glamf, gphif)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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PGzbItsrlSo39tDHSloQghtki1Tsu68DnjBLd0m3V7OGmXc2OjYc5Thd8o2Gi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\nSN+U2eNVhO4UeaEWZskcFSjjEQ1bFcsNRdoXkWFQZmdfpxwrUpeOYe2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DAAAg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\njpyYBo4A1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HEdR9YPaxnNQrRnVIzmOBqdH+Gy/wqcRX0V1tR+ocVFP7kuDjOvwwAXXVRb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\nvt+9lFAAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax= plt.subplots(2,2, figsize=(12,12))\n", "l = 743\n", "ax[0,0].plot(Jul_lont[l,:], Jul_latt[l,:], 'r.')\n", "ax[0,1].plot(Oct_lont[l,:], Oct_latt[l,:], 'r.')\n", "ax[1,0].plot(Jan_lont[l,:], Jan_latt[l,:], 'r.')\n", "ax[1,1].plot(Apr_lont[719,:], Apr_latt[719,:], 'r.')\n", "viz_tools.plot_land_mask(ax[0,0], grid, coords='map')\n", "viz_tools.plot_land_mask(ax[0,1], grid, coords='map')\n", "viz_tools.plot_land_mask(ax[1,0], grid, coords='map')\n", "viz_tools.plot_land_mask(ax[1,1], grid, coords='map')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def still_inside(il, ir, jl, jr, lont, latt):\n", " p = makebox(glamfe,gphife,il,ir,jl,jr)\n", " poly = path.Path(p, closed=True) \n", " time, particles = lont.shape\n", " number_of_particles = np.zeros(time)\n", " for l in range(time):\n", " cx = lont[l,:]\n", " cy = latt[l,:]\n", " pts = np.array([cx,cy]).T\n", " test = poly.contains_points(pts)\n", " number_of_particles[l]= sum(test) / particles\n", " return number_of_particles\n", "def deep_particles(lont,latt,init_z, il, ir, jl, jr):\n", " mask = lont[:].mask\n", " p = makebox(glamfe,gphife,il,ir,jl,jr)\n", " poly = path.Path(p, closed=True) \n", " time, particles = lont.shape\n", " number_of_particles = np.zeros(time)\n", " index_deep_particles=[]\n", " for n in range(particles):\n", " if init_z[n] > 6:\n", " index_deep_particles.append(n)\n", " length_of_deep_particles = len(index_deep_particles)\n", " number_of_deep_particles = np.zeros(time)\n", " for n in range(time):\n", " for m in index_deep_particles:\n", " if (mask[n,m]) == False: \n", " tf = poly.contains_point(np.array((lont[n,m], latt[n,m])).T)\n", " if tf == True:\n", " number_of_deep_particles[n] = number_of_deep_particles[n] + 1\n", " return (number_of_deep_particles / length_of_deep_particles)\n", "def shallow_particles(lont,latt,init_z, il, ir, jl, jr):\n", " mask = lont[:].mask\n", " p = makebox(glamfe,gphife,il,ir,jl,jr)\n", " poly = path.Path(p, closed=True) \n", " time, particles = lont.shape\n", " number_of_particles = np.zeros(time)\n", " index_shallow_particles=[]\n", " for n in range(particles):\n", " if init_z[n] < 6:\n", " index_shallow_particles.append(n)\n", " length_of_shallow_particles = len(index_shallow_particles)\n", " number_of_shallow_particles = np.zeros(time)\n", " for n in range(time):\n", " for m in index_shallow_particles:\n", " if (mask[n,m]) == False: \n", " tf = poly.contains_point(np.array((lont[n,m], latt[n,m])).T)\n", " if tf == True:\n", " number_of_shallow_particles[n] = number_of_shallow_particles[n] + 1\n", " return (number_of_shallow_particles / length_of_shallow_particles)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Starting Location" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Q3AIAOJbeuyZj2sxQiDcivkSB0y01ce2hrFyglOw7Za8Ta7WKNaPhgvGDLCO1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\nAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,1, figsize=(16,12))\n", "ax.pcolormesh(grid.variables['Bathymetry'][:])\n", "ax.set_ylim(650,800)\n", "ax.set_xlim(100,150)\n", "viz_tools.set_aspect(ax)\n", "ax.add_patch(patches.Rectangle((120,735), 10, 15, fill=False, linewidth=3))\n", "ax.grid('on')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Jul_CR_all = still_inside(120, 130, 735, 750, Jul_lont, Jul_latt)\n", "Oct_CR_all = still_inside(120, 130, 735, 750, Oct_lont, Oct_latt)\n", "Jan_CR_all = still_inside(120, 130, 735, 750, Jan_lont, Jan_latt)\n", "Apr_CR_all = still_inside(120, 130, 735, 750, Apr_lont, Apr_latt)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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WpEkat8c4M9dHxGnAFUA/cElmroiIU8v1F2XmbRHxn8APgY0Up/Fu6WTgkqRNmbMlafLq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\nkgAbY0mSJAmA/w+cGo0CF7pPdgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(2,2,figsize=(12,12))\n", "ax[0,0].plot(range(744), Jul_CR_all, 'r.')\n", "ax[0,0].grid('on')\n", "ax[0,0].set_title('July 2016')\n", "ax[0,1].plot(range(744), Oct_CR_all, 'r.')\n", "ax[0,1].grid('on')\n", "ax[0,1].set_title('October 2016')\n", "ax[1,0].plot(range(744), Jan_CR_all, 'r.')\n", "ax[1,0].grid('on')\n", "ax[1,0].set_title('January 2017')\n", "ax[1,1].plot(range(720), Apr_CR_all, 'r.')\n", "ax[1,1].grid('on')\n", "ax[1,1].set_title('April 2017')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [], "source": [ "Jul_CR_deep = deep_particles(Jul_lont, Jul_latt, Jul.variables['init_z'], 120, 130, 735, 750)\n", "Oct_CR_deep = deep_particles(Oct_lont, Oct_latt, Oct.variables['init_z'], 120, 130, 735, 750)\n", "Jan_CR_deep = deep_particles(Jan_lont, Jan_latt, Jan.variables['init_z'], 120, 130, 735, 750)\n", "Apr_CR_deep = deep_particles(Apr_lont, Apr_latt, Apr.variables['init_z'], 120, 130, 735, 750)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Deep Particles" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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E52mCMkefRmis0wdt2OABIJI0k9r77IYN5QwVrdNrdnr720cGKz76UfjWt0Z/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\nWVOg6XVoEgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(2,2,figsize=(12,12))\n", "ax[0,0].plot(range(744), Jul_CR_deep, 'r.')\n", "ax[0,0].grid('on')\n", "ax[0,0].set_title('July 2016')\n", "ax[0,1].plot(range(744), Oct_CR_deep, 'r.')\n", "ax[0,1].grid('on')\n", "ax[0,1].set_title('October 2016')\n", "ax[1,0].plot(range(744), Jan_CR_deep, 'r.')\n", "ax[1,0].grid('on')\n", "ax[1,0].set_title('January 2017')\n", "ax[1,1].plot(range(720), Apr_CR_deep, 'r.')\n", "ax[1,1].grid('on')\n", "ax[1,1].set_title('April 2017')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Jul_CR_shallow = shallow_particles(Jul_lont, Jul_latt, Jul.variables['init_z'], 120, 130, 735, 750)\n", "Oct_CR_shallow = shallow_particles(Oct_lont, Oct_latt, Oct.variables['init_z'], 120, 130, 735, 750)\n", "Jan_CR_shallow = shallow_particles(Jan_lont, Jan_latt, Jan.variables['init_z'], 120, 130, 735, 750)\n", "Apr_CR_shallow = shallow_particles(Apr_lont, Apr_latt, Apr.variables['init_z'], 120, 130, 735, 750)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Shallow Particles" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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vc7YkTdGEd6XIzE0RcTpwJdAPXJyZayLitGr9BZn5o4j4R+D7wDBwUWb+YCYDlyRtyZwt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\nfVfEc57TrhvWr2d9fz/zjz6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JkiQBFsaSJEkSYGEsSZIkARbGkiRJEmBhLEmSJAEWxpIk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\n8fg4XHWVP/AhSZKkjujPb6UYH4fzz4eJCRgehtt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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(2,2,figsize=(12,12))\n", "ax[0,0].plot(range(744), Jul_CR_shallow, 'r.')\n", "ax[0,0].grid('on')\n", "ax[0,0].set_title('July 2016')\n", "ax[0,1].plot(range(744), Oct_CR_shallow, 'r.')\n", "ax[0,1].grid('on')\n", "ax[0,1].set_title('October 2016')\n", "ax[1,0].plot(range(744), Jan_CR_shallow, 'r.')\n", "ax[1,0].grid('on')\n", "ax[1,0].set_title('January 2017')\n", "ax[1,1].plot(range(720), Apr_CR_shallow, 'r.')\n", "ax[1,1].grid('on')\n", "ax[1,1].set_title('April 2017')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Northwest" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Os+R79YmergsuBwZXqA4gRkjF8gqMCX5yX6+jcvKNVG94sNe2OauhdX4CtgTRkhAtDeBv\n7BnmkiwNEx2rER8Duaucnb2K/KvAMHvkwhoq5nm+iNA1hKZjZzIgDi3T5vQrqzADENph81I/KcGO\nfPkSxrW6O6oHG1eoDiChLXG2zwmjxwDb+RauLPsW1Vv/s0fbt37dFa5xxmcXkwkrJPMFegJ8zc61\niilpL9XQ45LCd2ykquDdVI80OgQr68sAQ57iWPF5EYX5kEoj4gmWtvxqSPsfKdRP712An4qHyVYS\nfH3lF9HfDPHvZW7ivIONK1QHkOVv3MH0q5xv69SkfDzNKZS6FiqnOAnrdqU03pOX//cG5p98FzlS\nDqgeXGXZt0BVkE2Ok+muDKRDhQiHnM0ARXFeH2K0TJN8Ze5z3Jq3rse5yX/8Gv46QXySSe5b7p/L\ncOH+5g8w4a0ZYuN0Wid58GdrhIRAbXHixyqPuAU75AVg2cruoS3L3rxzwPfYNUOrnHgDGAbYNpXF\n1w7J+CsiVzh1CgEymSHpcyRx3KIqtFnxXkUKwIqYxCLw8RU3wcBizV0OAK5QHWB2hVjMvHwJqVyF\nxuPC+BrDZG21CG3syup53tk/BOCZF/a9UvHuu36Vk2+Eun3uqhORmw0+r1O8Qtep3vaj/e90hLHm\njEd7PX76exfi36qz5nvuUm+4cYXqIPHG765n1ucWEy1TiZdI0rkqthZBTdt4W7q2+3cFMgvT6uHO\nMBiqNzyIEF3CNRiv98ryRWBaTul6j8d5LSXVNT/e5/GMVIw+Elc8Gs2n8f0CCle7Tp0jAVeoDiKv\nPHkDAMfeUEW8RLLjLAAFwgpYCgUvaoR8Kr4tHbamKTd12rH2NbxmdyrLvgW2vVfBqZzojNEuyMHM\n9iE1gacuBv5D07lRi/U8tmDTeaz9yxSKN1kHf0AuveIK1TDwweJFTL+yCk9MIlVB46dNhICGsyWJ\ntR6KjQh6UwKRSDN/xvcAEEBl8bVU1/73gO5RWfatbu9FINB1rvSbAMicsBO6k0gjfTpS01AAc1we\nsfF+bE3grzcQsdRQPPaI5IMli7Bru+L4noqHWfvXKUS22Lz81A3DODKX3Tm0HGJGESt/uYgVf/w2\nWRvjZD0XRKwL4gllSByTovZkH9EpEdJluZ3tRUfg8uw5XcvBeZ4vMs/zxYHd0OdFZoecuMK9YBVF\nSBV4iY1VSOQL1LQNmur8O8SY+oMqpt1SxVPxrvXffesqAGib4P5pjCTcGdUws3zFdztfn/qlJRh+\nQfM5KdLTLSxDRTRmYecYlPx1Ip42x1/qjAsXdzPEzw9eyrL477v1azc1d3+/zQmzUbKzwO/HLM7G\n9qlgSzzxFCJjIVpjVG/7EZVjvo6wy4mN1YiVesmOBRgI80OXdRaqWG48PvhfxkFkyn1VCOAbX/4r\nFwa70riY1fmowHs/dg3oIwlXqEYQr/1Pl9PnpMVLUEpSWDkGim6x40wdLe4luAOCdY7tRPE5rg3S\nspgfvBSZybDceJy56kUIRXTre1my952tXVTkXonscD+o3vlTKouuwTdxLE3HhGif3LfvVOXkG0FR\nkAHvPj3zcHDGZxfDTJU1X3242/Hz11WCcHKNuYwsXKEaoWy84Xqm3VpF/IgMdkZFKU6RMRVsjxcj\nqOJpDeBtywHTQpgmdrszK5irXgTQmQ55oOxZ7XlXFegzP7OY2BiVvA8TVE69mep19zN/+p0I03bs\nW7tdo/j94PdT3fCzfX/wA8x3P/gMMAt1jwplp793IbVbc9niitSIxBWqEcyqe7v+aE774kM0H6mQ\nzrfQtqpO6Ew0xtLGX1A55SZEKo2dTCJUFWlLnrb/jBBiL70PjNCH9QRqgihtiR7nGk7OQc1kkwkL\nPFFJjhDDnpN90pIlSAH+ie3EGoKU/Z9zPJ2toi+sY3YxXH3/kywMdy2NH4/l0PheofvHMIJx/29G\nCSv+8G1OXfgQdbkC0w/oOtiS+f5L+l3W7RfpDJh+4kflA3D2px5EFAZJ56gki0BYgpx1FuksheYT\nIgduHHvhzM8sBilJXN0K5O217V0Fq3oc+84bFzDmTddfaiTjCtUo4rXHvs2J11aRLATp1RzDtSKY\np198wIzX6SnFSFWwba6Cf6dCqsgmf2oTbQkf/ufC5H6URm9P8/IgQn4OBK2TNd478c9w4h4nPunM\nmC4O9V5sY+rvr0G14JU/u0u+kYwrVKOM3DUpGj0+bL8XYcuDksSuvdxD0ZR6fEcZqIqNYavE3yjA\nE5NYXoXnhlmkWiar3HzVE32e70ukzvrwP8j5yK0YPRpwnUVGGWrCIFBnkygJIIJ+hMfxGB9odebB\ncPR3qqib6SX5iTYiviQtST+NfylFFTaJY1L46x13iVkLHtrve539iQc45dIlg77u1C8t4QuXP9vN\n5jRQatYVomYk+a839t/YZVhxZ1SjjOWv3QHAtJurCOwsBUuibNi2T33N9y0EetYsBMcZUgMKzttO\n61/GUUeE9/5rEXwSTry2Cn8ubPmcQd4b+j4/yy7O/I8HO78xb3pvAU89exqBHcLJ4wW8/bOey7KZ\nly8hViJIn0CfmQ/2xpQXLqNohcJrj7ml7UcDrlCNUqQOdaeE8LZI8nb4ASdOb1/ypldkfbkz2d55\nZ/+Q5qP9MA7ME2N8XJsHp6WY8JuuHcTsDRmSBRqpAo22KZL892D23Pt47ulb9vl5auZoLJj7Krbs\nuVN54terMP2QLIDSk2uIpb0IHOO+Hu3e/rFoLnf+3+fxT2zvM63wlBcuI/RqgFRur6ddRiCuUI1S\ngjskTcdCdAJENhah7XDsMBU5XwUYUBbOXctGgHkz78YKaJ1+UdaUBFZtgNAWhcK3uzsd+WraUFNB\nhPTRfJRCcOceTkmD4KxPP8i2SsGmz3T5Xt33xfd4Kh7mJ1tmU//SWPwNPa9rqkzi8Zh8/7i/dzt+\n97ufxNMusN6NcOQH13DavA+Zn/shF4daeDyWgyUFwdcDSNUpd+YyOhBSDr8xccaMGfKtt946aPfb\n3b9oJDz//nD07VVksqDoTYusFzYgTcdutLTlV/0+Z8WxtyPSJtg2Vm6YnWeEiU62EFkGJU8632Ev\n/fXGXu8794x7SBR7ETaE1zj2oerVPxzU2M/69IM0nKCx6tqH+288QKY8fzkAGy/e97xeLgcPIcRK\nKeWM/tq5M6pRzup7FjH5Tz+gKREkvKEQ0ehUSJ5zTnfRmH/inaRKQgjDRo8aIASZsgiKKbFVQXys\nRrIIkALfOh+m32bFH/uusqLVtsKYYrytGcgYfRat6I9kydAWStA/8g9pfy4jA1eoDgG0VUHMaXHW\n5WQT3pKDmsIp0/VCV5tkaQix26Sq9pQAqQKwPRIrbIHHILDew4abB1YCqnrDg8w554eoKRMrv4/s\nc3th1ucWU3uWyqZP9wy3eTSa36PoZ3+8ljZJSZ01d7nLuUMRV6gOAXLX2KTqg/CpJvzTHL+q4mCU\nt3cL39t+jooWc5aCwe0e4mUS7A5B89r4NnqwB5nJRYtliI8P4Wk3qTzaWWoNZvl3xwVP9jj2u/ZC\n7nrp03y/UUdMjHNkcR2LSpfzaMPpvLhxCmZMJ39cK58q/ZBH3jsVO6mhhZ1g6o0X3d6jP5dDA1eo\nDgFefeLbzDvt+7TFcokWCKSAsgXdnRytkIVWniRdH8CYksE2FUSbDqbAt9FD8esZfNvbmf/QZSyL\nPTKg+yo7mwgoCrZ/8B8jy6f0Omu6970KQut0Vt3ffWY0uxw42Xl90tVVPFF0DmNXO4HXrzzpCtSh\njitUhwjLV3yX+f5LyAn6SZ08mXUtBd3OT/1VkuVv3NH5ft6pd4OdITo5iK1CJqLhX9mE8A/cxlO9\n/SdUTrwBJSuAFRn4dSdcV4Wvl+OPx3KwtwYofHfv1W7e/rm7vDvccIXqEGJZ8lEqj76N5qN0jFT3\nHOe7ixQ4jqOVZd8ikjExsh3Z2LVjOCgyGURDGlXv/lGac+69aO1OCuPdS4Gd8dnFME6l5Yie/lLL\nmo9BWIJtcw7N/Owu+44rVIcQc8+4B5HlI1kIVqp/j3HZ1o7IZPDEglgfb8Nm8Jk5q2t+TOURt0Br\nG+DsLsYnhtk9jV5lwddIH1dO0zFewkDrNIvvz+lpnwLwDj4SxuUwwBWqQ4hYqY+WIxSMiMWYf3jZ\n3E/7pW2/AbpKwe8ztk3yxHL0qEEm10v9SSr+epX898GzeiuEQ7RO8dI+M8X1/+8fPWxTx77+RTKr\nnRQx6+9zl3UuPXGF6hChcvKNaMcUYvkUtHaVrHVtA79YVUHsR3x6OoNvR5Ttc/OQirOTqKZBa09h\nlxSixNIYAbh75t96DR6ONQShwOTjr3Y5l1YcezvCcvwpButI6nLo4QrVIUTbBA0jy6L4FYFUBi48\nS1t+tV+zqs6S8lNvhkQSOu696ziAXTu112vfzaT4y7yfcFLZ1n2+v8uhjytUhwAVuVci8nIwQiBs\ngZqWKMnBxd/ZyeR+j6N63f1URK5wZmgD4Hfthdz71IUArL+1+7nmk/LQ4zaB2n2PI3Q5dHCF6lBB\nCIQNSkagJS0YZGbdocgQWpF/FXYyhVBEr6ljdmf+mvOpea6M9Xf3bpNSM5KWqSrJ/ADTr6wivC3D\n80tv3u8xuoxOXKE6BFja/EsqS75BcKfECAti43T8faykKo++DTvgQSQNRJtTuWZvJd4Hi+LvzUMK\nvrJtFr8ufQVwUrFsfKcUcvoOCPc1m7SXe2g9UlK29MBnMXUZ2bgZPg8Rqmt+jK/FRotDOgKpku6F\nFubMvrfPaysnXE9lyTeoyL2SyuJrqci/ior8qwY/iKICKBnTuZu4Oy+8cix3Nx4FgI2CHbKwQ32X\n9Pr3spsx/eArbydRpJMo2v8EfS6jlwHNqIQQi4CvAhL4APgyEACeAMqBLcDnpZQtHe1vBb4CWMA3\npJTLhnrgLj1RMjbCUvG0g//j1h7nz7rgQXxZPqSmkikK4G3womRMRFtsSO5v5jkVlU/74kOs+MO3\nOebGKmKTLfRmFU0KPk46meoCSprgxr1/9E66pgo1ByblNbHmyOGpbuMycuh3RiWEGAd8A5ghpTwG\nUIGLgVuAZ6WUU4BnO94jhDi64/w0oAL4byHEIMNdXfaFZIFGJkcS2ZJB7lHT79nnbsW3M4mR5UUq\nEFi5BXVrLUvfvZvoSWNpmzUekZsNUiK8Xe6ac5UFA75/rMxPJtvxKp96T1W3c9/7/OOdS787f/0l\npAKr+vGZSoy3OC6ync+f/xLrb3X9qw5nBmqj0gC/EMLAmUntAG4Fzuk4/wjwPHAzcAHwuJQyDWwW\nQmwAZgIrhm7YLr2RCQvMiEm0VMf3UbzH+V1hNJUTb8COdZ1/+akbnONTb0ZaFvbEsag1jcwPXTao\n+zcfKdCSGokyC08jhM6r5/3jn+rWZtHO6ZgBWPedvQuPMOHck1bx7M4jALjnuEENxeUQo1+hklJu\nF0IsBrYCSWC5lHK5EKJISrmzo1ktUNTxehzw2m5d1HQcczmAnHXBg0TPVpGqxAgK7III9FHzoa+8\n6tXr7u98XZH1ZRhk7N+0czfw1KSnux27dvspzMlezYXBKI9G83nmTzMZiLWpbarkxuLlLHjSEVHm\nD2ooLocY/QqVECIHZ5Y0AWgF/iyE+NLubaSUUggxqJy+QoirgKsAysrKBnOpyx7MPeMeyPMgNYkw\nFLI3GJhZve++DRRpmEjLQvTiE1VZfC1oGjIaA0VBhIJkphRz06//3a3dN3ecTPW7x/LympO4pVhi\n5RlwRIYtl/fvZjDllI8BmPjJTfzjzJ/s17O4jH4GsvQ7D9gspWwAEEL8L3A6UCeEGCOl3CmEGAPU\nd7TfDpTudn1Jx7FuSCl/AfwCnJzp+/4ILgBGUMHWJZ5GFf+WFlC726gqx3wdu7V9wOXfhc+LjDlu\nARWRKzqPkdV3Ns/r3/98Z+WXCf/6KsENOkHgwwcHZ186deFD/OiHf8eQCh9uHTuoa10OTQbinrAV\nOFUIERBOtYA5wEfA34FdRozLgL91vP47cLEQwiuEmABMAd4Y2mG77E7rVD+NxyooKYWCdy2EbcO2\n2m5t7NZ2AObpFw+oTxEMoObndc6oRCjohMa0tiMzBjKRZGnbb5xqN14PasJA1xx3g6fiYUr/T2H8\nU3WMf6o3vSTzAAAgAElEQVRu0M8jbHiqdQYX/PObFP+fm/LFZWA2qteFEE8CbwMm8A7OTCgE/EkI\n8RXgY+DzHe1XCSH+BKzuaP91KWXfDjMu+42aASsgCWwXBHakMHOCKJv38PhUBDKz94R03Ug7baVl\nIRMJlvfiG7WL6g0PUjnhemKrSnn2aJWV8QkYQQUrJ9CjbeW465xrtve+nDv7/AdIl+qsbC6FoEk6\ny9trO5fDiwHt+kkp7wTu3ONwGmd21Vv7e4B79m9oLgMlExLYuoW3RaV5WpCVv3SWWkJ0FeDcZXPa\nG7tcEYSmo+ZEkBkDJRQaUI3A6s1LmPGVJVzz5kJK81uwPKCkBmaMP/nLS4iPEaBAARCdE+fUSD3b\nXilFT7pWARc3hOaQID4OtLhC/rvtfbZZnum9anBvKB22KCElsnXg6WKMsCArlCKkZ7DrLZKlYV74\nR/e6gKljSlCTJmef/wAv/POmbucmzNvMD6/6C7qw+cxvb6DwPXci7uLgCtUoZ96pd2N9NowwBba+\nf361T9t/BpyMnOgapDK97vr1RXycpEg38KkmtQXOdSd+vYp3frqIOefeS+PxPkJhFU1zDP0zvrKE\n5vNSKEf5mTBzKw9OcHyuLnjtGjzJLv8uFxdXqEYxc869l0yxH2GDHodMnrfHDGZfkOMKkbqKkspA\nMDjg64wci1jaQ8qnMfaKTby7tozxfxdMubeKXQ4odSerSE3BKsxQNnYnv5jyBD7hzJw++2tHmNZ/\nbxEM3CHe5TDADUoe5STzVRQDlAxgDY09R6QNMG0wDOffAPFv10imPWyPRrClYOKEOmrmOB+xmnN9\nxMeAVCV6u8Czzculpa91itT9OyuQKqz5nhsq49ITd0Y1ijH9KqlcgZIBPUYP36l9JhrHLArjiQ7O\nNUCPgvrvEKlIiMR5CXyaScm0WrbuyEOt8yBsgb9OkLfa4IV/3sQ5z27n6MnbyVbSvLWzlNzVg0yi\ndQA5+1MP4m10qugsX/HdYR6NiytUo5jG43VsHYreyKAlLWxtaCbI1TU/5uxPPYjHM7jUKsKGgncT\nAGw8Jp8pY+tJPjaGIsNJhOevT6M3xlj6gbMh/PycxZzwTz9/OO43BL0ZkvnuBN+ld1yhGsVYXkCC\nljDRWrtylQ8FSsbGGkQYztwz7iGr0ItW7+w85ueoeBQLX7OztHvpr73bzt49//us3vYbbpyyjNuL\nv8SMryzhrV9fv/8PsI8ct6iK9qkWWZM1wr6efmAuw4P7FTZKOXf+/ZhBiZoBrSUBUoJtU1k+NDYe\nNWUhNRW1KdbppNkXlcXXAuCvTYFtg21zQen7zM5fi60JbK33JelZFzzIpMVLKFIFs/11ZG1ybGyz\nFjxE+e/u7/WaA8WRd1Yx9YddqWnEnGZ2zhIIS3LUHVV7udLlYODOqEYxnlZB8espbL+X5W/cQWXR\nNVTXPTwkfetrtiGL852qMnthrnoRWn4u2tpt4NGRuVmkx2bxctMkjo3swNvmOH1WTLudpat69wHO\nUZyZyxv3/Iyv1ZzG8g+PBpyYP4DXHvv2kDxTb8yZfS+bPuPBi8J3FzzRvZzXDJjWfA3gCNmau1xD\n/3DhCtUoJV6soyYhna3jT1lUjvn6kIkUgB1PoLREkdlZyI1bmO9biAgFkckUMpPp8nIXCna7kyF0\nWfJRzp1/P2rSREFyYfZbvKnMwFvT3RG1/Hf3k/+yTuxEjZlnfNTt3M9KVvBoZD33PLGAQVeoGCRH\n31bFmI7X2afX91pzsOKzr1P9l1MAOP6bVQTqbVb88cAJp0vvuEu/UczYF9sIv7kNbX0N1Tt/OqR9\nL4s9QvXW/0Ru3NLtuJKT3b2htFmWfLQzK4OSttAb42x4YQIZqbJ5ITSdkkfTKXmcceFiFr5+JQCN\nZ2dY/bWHeaz8+c6uftRSzsSnruaScCNrvvowD97zMNEShVkLHhrSZwOYdquznLvw4eVsXPBzXu1I\n8PdoNB9wAqsBHip+m9XXPIzc7St91ud6z+c1lMwPXsr84KUH/D6jBXdGNUrYPSXw0/afUTMSpb4V\nhKC64WcH7saahlAU52duDrR0D6nZ5c2+i1SBFy1ugITrP/o8Zx6xnrc/mkbOuq5wmLtm/a1HWfeX\nUvCbX1VSssXilImf4/UTn2SWTyF7kzOrmnv6D3j61e/s9+NMubcK2yvxIbj20n/wtUhXBqIL1s/n\ngzVl/LBWAwk7Pv9Prst2grs/uvJhrqo5ndf+dDyRTRanXLoEgNd/P7SG//kn3onS0jUDnatexNPW\nE0N6j9GIK1SjkFkLHsIbNUFVqN685IDdpyL/KpTsiLObGPQDTqFS4fWyPPZIr9eYPgG2TfnfWlk7\nPsINU54m9Smd1X+bytev+Hs3Yfggk+QHNZ/k/WedKsprH+qyAdm1TwJQ+7kU2c8ECGx3ytaDk61h\nb5z0tSosL4S3WXjaTIRlI3WFlqleJzsaYEyPcW12Tec1T8XDbPrXRILAqnudcUxaLLnuS11fAr8o\neZULPhVm1VsTKHjHOXbst6uIldv4axUyWeBtBn+jZPc0ktHxAjMgEZbj8xbaBp64I8Ar/vBtJ/Fh\nB7uWOEo4hB0dmqIbhwKuUI0ShKo6cXeaRmBnCq0pBj4v830L+y32uc/39Pkwy4tQ4k7Kl2Xv3NXv\nNYlCQfO0bKyAzR/O+SmnejUWhJ6FRc8Czszpsn9dha9eJVAHbz+8yEnDuAdK8Tom/OQhNi74OReV\nzqHllpJ+733MTVX4z23AycHQnfYyDy2nptk0t2e6mmOrHIP5qvu7G8s33nA9cD3lv3iQM49fyyPj\nX+RvU5Y5Gda+ADPe/jyp9/M62085bQuXj32V3+04HVsKNrxZhpoWKHtJInHUHVW7tJNYmQ8pfHii\nIYIrNgIglCFy4h3lCCmHP43GjBkz5FtvvXXQ7id2q9AyEp5/IMwPXorweJATx4GioNQ2Yzc4y6e+\nhGp/nrMi90onWV7HddXbftTvNZOWLIFxSf56+sNM07t8kNrtJCc88/9Agnerh+IVTljOC/+6qa+u\nOnlk/elcEm7kjG9cTWhbAixJclyAl/7SFbBcOfEG0pPyqT/Ri//cBppaQviDGeI7QngbVfQo5M7f\nwfPT/taj/ws3zmXz45N59yd739Gb+J9L8LQJVl/dc8PiproTSVsaX8hbwXYzh5St82TdDHK9cdoN\nPwE1Q3M6QHMqgGUrNLaEsNMqWp0HPQ6BnU6OeH+twN8kCe50fj//XnboV4YWQqyUUs7or507oxpN\n2DZm2IsZ1vGZNjS3AAypW0I3FIGMJXo9NT94KTKT6VEK/prjXmTsbgkX1hhxnk9MpeB5HW+rjRmQ\npHM1Xvufgdl2lqydwyUznqDlCzHaV2SRs96xdZ10dRXeqI0et9kVNh2Y3cBrJzzZee1jUaeOoCok\nF4daevR95K+dmdS6fkQKYNO3nPFOrJLcdv5fuCLLyVxqY3ND/kskpGS76YwkLXVsKcjSUqgda0Cf\nZhLQMxi2SlZWklRaJ6VIDEMhE3H+DC0fBOpMfJt77j4e7rgzqhHw/IOhsuBryMI8khOz8e2IoTS1\nI5tbWdr+2x5t9/U5K6fcBEJgFoTRGqLdqtPM91+C8PuQ6XQPofrNujOY5nVsUJf99hvknF5Hvj/O\nlr9OpOjNBM+8ePugn3f6VVWUX76eP098xrlHexHff+lTCAW0Rg1hCoLbQVY0886MJ7i3aSoTvA29\nCtMuftk2hquPeGHQY9mTB1ZXcl3OGuqsFFGpcv3GBSR/4hRc2pWiZtIT9yCExEzq+DZ7MP3giTrl\nwOJHZSCl4mlQCdVAZHMG35YWqtfet99jGy24M6pDlOqGn1FZ8DWUcVmYER+aDUp6ECmGd2O+byEA\nwu9nacuvqDjhDkRTG/i8JCbn4d8eRfr7CEy2LKTdJX4nX7GE39y1hWl6gMnPXU7hBsmK793H5AeX\nULTVRpj79oWw8heLOPKuKrjaEaorsuo4e/5/krBVLAQqkuvWX8zPpv4BCPL4r+eQzofbSjIUFrZx\nzxF/YX2mmK3pPP664Th4z3E7uLp/c1u/PPzseTw6fiZT8xvY2JJHdG0OG5/qPlPceJEjzqdcsgQ1\n7RjQX/3Tt5m14CHUtAchIbzV4uX/dXNv7Q13RjUCnn9fqJx6My0zi/A3GPjWN4Bh9LAj9fecuwuV\nGFOI9GjYfp10rpfAKqdkY/WWrvCRypJvgKYiY3GWNv6iW1/Tr6zize87y88ZdzpLqrd/voiZly9B\n2BBZF2P5a3fs93NPua+Ks897D01YlPpamBf+kKBwbDoqktdS5Xz/fxfgbwAtAeEaE9Pn7KW9+ifX\nUXOkMdAZlevwOVpJpdFjFqk8bVA5o3ZHBAIoBfmIiDPLyOQFUJtiBDY0gy27iVQnXi/C63WygHZw\nTsX9KB25sB6N5pO11SBrqzOmN353PXrcRknu2xj3ZP0ti3jl78fz3LKTeK15AmvSxQBYCP6r4Vzu\n+fMC1ClRSj69heBnd1I70100HAq4/4ujlXQaLWljhFTwO1kO5ocuY1kf/k0V+Vch40mkaTiuDn4/\norgAO+gFKUkXBvGvrYdoDCl7D12RuVkkx0cIvNYKdFSUCQVhQg7piDN7uyTcyH+N6f6x8rSaTrDy\nEPHR3Ys4+/wHqNk+kbvKJiI1iRWwyV6tMmaTwQu33cHUe6qo/MQbNM5t4TX/UeS/C6df9BCvPuHO\nqkYjrlCNUqRh4mlKoqYsSKWxm/s2Hu9C+LxgKGCaiGCAxIQcAmvqsSNB/BsaIZns4eVeOflGjHE5\nSEUgi0K0l2p4WkrRNnfVDfSvayBHKeT+5sncnLuhR7YEqYohTUFTEbmCgN9H4F2Vd3opu1WRfxWT\ndJ0f3f5HPvXSdaxf+DOOTF8DuD5JoxVXqEYrpgmWRMlYEPSjJFN7bS5CQRACkUw5BUQjYRRTgq6h\n7HCKXPfn4pDM15EKpPI9hJrDkMpg5QZRmxwP6lw1DoC1h/09naPhHXwd0l6pnNrhW2TZzr9++Lg1\nB4A3Lnc8+GfPTePd0kz1+geGZkAuBwVXqEYxQkpsRSB1FaGpyESysxLynv5NySOLsb0KnlYDfXM9\nRl4AI6Si5YfQoMeW+DE3VpGz3qTls2MRJgTrHRuUYsHO0zQ8RxeQvcFGj1n4UiZ1M3WujDgG+ECD\nTXhjtLMvPWYhahv3y99r7hn3oKQMjNIc9KCPpX14yc879W7so8ejJgzOO/uHWKflcJJyEW9Pd+Ll\n2ss8RIzsXq91Gbm4xvRRirRtRMZ0KrqEfeD1INPpPtvrMRNbFaTyPNgFERJjfCQKVKITAkiPSuWE\nrm31Cf9zLwDb5gkyp8SITrJJZwkiH7Vh6TDhlK2Mm7eVHefZ1MzW2H5eNoVn7gDg2u2noCVtkmO7\nqtdITTizuMy+GdTnzvoBAKnCAHprst9QntYpfqygM61bdd8iWndkdZ5LFAkyOW6Z+NGGO6Mapch0\nGtqiqF4dM+JFZoehoQn6qIas1bXh8eYSH+chNiFMKkfB8kJGEYiYkxzvuOuriI+TUARnXPw2ftUg\nbWtszM9nx6bxpIqCqBVNfLnkVUq1JnaU5OBTDBa9/nnen/Y3zll1AU3PjKVsbfd1nq8u2ee4+uPk\nK5aQDQjTwttssWxl3yJ1+kUPQVmQaLlANbrSKAc3dH3Mx1dsoSZVvk9jcRk+XKEapexa2lWWfhMR\nLkSkjW4OmHsiG5vRs/wYk72kclSkCrYKyQKIXlWKrUusojSBcIpEfZClq6ZRPq4RUypowubMhStJ\nWjprWop4vvVINMXi2X9OR02C7odjPriGsa8kKdu+A7tmR/exvnYHFblX7tNzhrYbmCEdb22Mpe99\nv9/2OyotMGzCz3TN3vJXmzwWzWVhuJl/Tq2GmwDcbJ2jCVeoRjuqgmLYSE2BDrcC2cfsRWlLoCcj\nZLIEWhLsAEgVpAJWxELzmti2gn+bhq1r7Px4HGZQgg1NteM6DOnwUrQIgHGvOUvNTJaG7NhQq97w\nYKedrDcqyxf17p/VB3pLGiW99yXjmZ9xEtnFS1WnHqElaC/38cYjznL2hX/cSPmjFgt3y5xw3D/u\n4P1P3T3gcbgML65QjWLmBy9FyY44tiqPBqq69yVWh4uAVCG0w6JtoortkVi5JmQUzISOYQnKVxoo\nliQ2TicTEugJSc5HcWyvSqLIgx638bQZ6FsbQSh4gt7OEljQ05APIAryoMOGdsZnFw8oZKTiuO+Q\nmJJNeHVTr+dnfGUJpl8Q7ngfnWwTWqfhb5KEarqHFQVXe3n8tBwuDrVwwpt9C6nLyMQVqtGOaWKG\nvSimRNU0sCwnb9WeCAGZDIopUTKCpmkqnijYXgmajeIzETt9hDcL9HgSfWMtvk0+J82LaYJhIpMp\nsrNCYFrIRBI7k+nTwXRPtn62CCUNkS2OkJ5ySUeGzEf7zqIgUgaJAhXj5AIi67onkTv7/AegWKP1\n5AxG0IMnCqXLDMDihX/2TB9jecHqmPZF2/0DGrPLyOGwF6rd4+FGJQmgvudhIf7Q/b2uIcMBkKDY\nkM6VJMfaCEtAUsX2g6KCHpPOTAnHrrXLo3xpW/eEc/N9C5GWxVxlQY90xL1hhMDOgfZpNuE1OsFa\nx552wnVV2BrkrXJmQP9evlsOJinJhCE+TqAYQc4+/wFe+OdNnPmZxSjAmMs307i5hDErEqi7kvv1\nYmyfO+sHyIpgZ/EGbdvA6xW6jAwOe6E6XJD5uWSKw6RyFWIlEjtkgc/CzigIW4AU2D6b6HiV0NQi\nfB/WIAJ+ZDTWawqZZanHBixSAMWvmwQ3tGAUhIiPVUkUKsTGS2zdpvhV8NW0IWsbul1Tvf4Bpt5T\nRbrIJBrVAIVzKu6n9RgPxy1Yy4pXj6Ls3xaZbA8v9pNC5szK9zpfKwas/a5rTB9NuH5UhwlGYQgz\noBIf07Hc89pgC4QCeC3AMZqbAWib4AFFQfaTs3ugIgWQCSskx2ej17aTtSFG/vspypYZlFVbBOoy\nSFUgdK2zmOkuctZKEBI5qw1Phw/p7IVvUOpvoeR5CwS8+PfeqzDvIjHWz5mRdV2/i9DozJhxOHNY\nzqhGa2qXPZnn+SJKKIhx/EQ8te3IukaWNv+yW5v5octQQkGiOTqZsIIZlkifjaJZ2OYuW5YAS6AY\nAmE7u4B4PeDRh2ysyTyF+BiFcVtVlJ1NPFvz485zlUffhhXyofayDA9vSRIvCrDwy2/wd/9x7GgP\nEq2dSPKlfJgGq3/Y/8zICIjuVW8Ux0a2N/uYy8jisBSqQwWhCCcTQkfMmyjK79FGKcgjeUQR7eUq\nZgDs3DSKZiMEICSoIDMKIiPIe0cQ2ZREbU+DoiC0oft4pPNAyYD0aMiCnG7nqlf/sM/rnnnxds78\njwcZq7dy/aSn+d4vv4R/vZ+VTw186dY8rbsAFnSkPps95z6ee/aWgT+Ey7DhLv1GOdKyUFKW40fV\n3NrjvFGWT3yMjulzDNqKZiMUiaI6P7FBpBX0NpW8lc3oWxtRmtqgpQ27LYrZ0LtrwGCYPec+FANC\nNRI7oGMHBjdT89eluPO1T1OuNxGslWTCA//YnnhtFd1qVwEtRwqCO/YtK6rL8ODOqEYx0rIQu/ym\nOkpp7U5l0TVwRAlGUGDrYPmkI1KK81NmVERcRW9VKHjXQjS3I1MpZCoNlo3QNYRlMc/zRaTZ3emy\nP/vUfN9CZzxHToCIDzq0wgjrPL90cNVVlq/4LlPuqyJla9SdZVL+1MCum3/yXXByFuef92bnsZNW\nXoQZtrE97nf0aMIVqlGM4vcjPB6UVMbxd+rFxpPO9WAEwQyCFbJQLYENSFNBbdFQMoJxL2bwratF\nJpLdbFyVxdeidPRpRQcXUCxCQYTPR3t5iHixs+xULPBta+//4t6edWqUtZkxjHlOI53Tf/vTP/8Q\nyZOzWHmHk62h1opx1h9uQE0JJjyb5Nnnb9uncbgMD65QjWKkbTsVYbw6SiyFTCS7N/D7sDWB1Jyd\nPqF2LYHslIZqg5oE34YGZHusZ/YFIRCRLGRbO4iuEJ2BIMIhzLG5xMaqqBnwNYK3xRy0saHyqFvJ\njMki/9Y4x/u29ch11RsnXluFH6dW3i5Of+ablL7qjN8VqdGHK1SjlPnBS1FKxmJn+VFq6pHxXurv\nGSZmQHECkAMWQrcQqkTXLayED0+bIGedDbblVJUxTOaqFyEUgRIKIbKzkAE/IuhH2dYRaCwly+K/\n73d8MhygfWIAIwxpD0Q2Snw74sh9MNAnCzwsnvpnft84i/DHe7ctjf/NA+Si8/KPf9557P/tmMnU\nhx0RHooCEy4HH3ehPoqRPh3bo4JpIbzensHIpom31ULYgG6DAEWRqKoNmsTbAnrCdnKu61rP63dl\n0BQCJScboQ/MCF5Z8DXMbD+JAoG3FZQ0tE0UpMYGUeIpKiJX9NvHpMVLKP/5YlKl2TRNU3g9MZnn\n/jQD7852vDt7Xz6W//QhAM668o1ux5/513QaTwy7IjWKcWdUoxUhQEpsj4qUNrIjFfFcZQEAajiM\n8PsQ0il2iQAhOkQKwG+hGCqe5jSkupZ8QlURHh2RndVZNEIKgTAMpGEMOK9UYoyPTLYTJihVSJVn\nqLc9lK/uaeuaflUVLcfYFK2AaInClP/YAEwCYOfpHiIzG3h080xCOyTNM/KJlgqm3VKF5QUjS2IV\nGEyf/DEwibvP/Gs3n6lpKxbia4Lw1qGpguMyPLhCNVrpmO1IRSDCIbAldjTavY2mYQQUhAUkVOwg\npGIqwUgSRbNI50Kq0Edop4IIBNBUFbxeCAWwQj6EbaNEU9DWjkymBhyAXN3wM6bdXIVybDthf5p4\n2oOyKctxJNV1RFFBZ9vpV3WlfGm6MMHsCev473Gvw6Sne3Z8Ehz1y2tQO9LDB09t5Ji8Wn5b9pJz\noKOacmd/dpz83wcJbmjEZXTjCtUoRVoWSjKDFs0gs4II04JYHHCyJ0jLQgjH01xIEJbAziioQQPD\nVJG2s5snLAmqAoru/PR5sSJ+jLAHISXe2mbQtB5Byf2RyYaAbtKe8GGtDRNoBtsLVl4ItbaFimm3\n0zQzD3RB/sKPeXXq39FF18cxZqdYliwgYXvRhdVZov3OLzzO861HcmrWRi7P6iUaG2eH75XUGO54\n5BrKtrYiPdpeM4O6jHxcoRqtSBticZSgz1kGhgIo8SAykXAyfUoJqTSKYSPsLlOkEIAEKR3fKiVj\nd7k1+H1YIR9G2IOtC/So2buRvoN5+sWdKWWWpR7rPH7KJUuQx4FHtWiLB/GlQDUcoUoV+Ajslmal\n6XibN4/4F3t+FH/Schx/2DCDzOoIWgJum5Th7KPXMTvnI35WsqLPMV1VczpBNc3TT810NgroPaOC\ny+jCFapRirQl2DYibWAUhFCjAvvI8Wg7mrAbmpCGiZ1M4q9NEi0NIwyBiFhYhuJ4GVgCqUCyQEdN\nRRC2xPaqSCHQEiZqNIWobXRyTg1gl293jIBAlMcJedOEfw/ej2uJHltA0zSVmvMU/NPykQr86Ku/\nYI6/y+Y1cdlX8IXTpKJe52ejn/EvGQQ2NGFlB9kWmcIvw0dx3zEqSEgW22hxBalK1JQgXWxQ9n8K\nWsKiiAz/XjY4x1KXkYsrVKMUoXTMgiwbM6gjLImtK9j5EZRUGjsaAylRomn8TUGiEwRCSKSpYEul\nsxan6XeqsiimRE1ZaAkTrTnuhNDEnDp980OXOTt+HQZ8EQl3lnYXigIencopN3VmEPUfm0/aYxLP\neMmti0EiiZqRmAG4du5yPhd+Hxso15zcnDfVnchTH5xA4XM6iqnROlXB2+xBVyGwoRbZ3IKaSKK2\nBfAqAl9TmP/P3puHy3lVd7rv2vubajyzZgl5kEdsMDaBmJCYgC0pE0mIr6H9ABcCdIhvJ2GGpJN0\n6ExOwG7uTSANCZ0QHEycoYGk5QEDMTGDJwwO8mzLGqzpzDV+w977/rHr1JEsD5KxkI9U7/Oc59T0\nVe3znapVa6291m/l1YDmqpBkxhC2LDYUmitDKo/6EPH6uwcyw8cTA0O1RHHG4LIcESFo5bTWlIhn\nCrorKwTVNYT7Wz5vVRiiOeN3B63grCCAs4LKoUj8kAccKCUE0y3czt24LOOG7jVsGn07LsuQcgmi\nELtnv9epqlew525AdXJsOcRpIdzrk/kzp2vOnNiHdcJdv7aeoa1jNNdbPvva/4+XxwH0xINfcudl\nxJ8fobw3Z/l4QP2RFul4wspvFDgl6K4hWz1MuH/KG8FOly3b/8cxO+cDjh0DQ7VEEa376gYqt6jc\na5yLA11TxIlGZxbdKcirPTkXJ74RWTsk816VzgARnIZougudrg8b86L/Wqpawa4cQ7VSUIKdnYNV\n4xS1kHxFwvx6je5CZTzGxMLyV+/kut4O3PxJHX5y1Zv5n2f+Y89IHczel1smbg/R2WIV+dz6iKwO\n1d3+8cN3H6WTOGDJMDBUSxRn3WJTsnOIg7wq4PATZiZCoqZFx5ruqMKFBhaakY2AlX6jsBiHzh1q\nru310I0BZ9k0+nZkbAQ7XCEdS0gKiyqXIY4oIk1rRcjcKYI6Z56klLLvjgny9V0ePutLzNsOoSgU\nwh0v+fv+uq9pjAJweW2aK8/6R+46aT2fNK9Gd4WsVsWG0FjvGL5PiGcKyg9Nw8QYPIOI34Djm4Gh\nWqo460OyuQaqkqA7BicaG4JYobkGEA1OYxIIR7uEYUG3HeGMRjcVYasnkgdgfHKeMERPjPnLpRKd\nU8YoyhobCPGkQqKwX2g68zNt1k9Mcf7oDnZ1hrnNTiCTMed87J1E85DMWIKOt4ZTZ/phEvXHCsTB\n1asDZl7Z5YKTtvO2n/wq40GDaVPBOsU/bX8RU8koyWzPE5yZA3x91oATk4GhWupoBYVFp9arc2qw\nEZiSr0jPhywudNTiHOsEmwbQUQQdIegZKhsK4nxSnHYHNzGCZAXFSJm8qnHah4YuUKAU3bNWoXJL\n3pblJL8AACAASURBVA5JdMHtU+vYdtcaVt1VoLuWdDSgM6bojCqGH8r6si6vuuRK4j0NJC2I95Yp\nTZbZespp3LlyAzayqFzBRJeknDH0gCKvOMgyqJbZ8uhVx/hEDziWDAzVEuRidanPUfV22dDi81QG\nryocgYkdJODqBYgjDAyFUZAqVKpQGSjjsCKY2Jcq5OMVdCvEVGPyeojVXprFOUceKTorSlTnygDs\nvCghqjSZ7FSYalRwGlorA4oSDD1qKEow9v2cZPdiyPbVGz/Q10TXnS61rKD20KE7dD/6ho8Stgvi\n/SluauaHck4HPL8ZGKolimjtywUWWmm0ELYcJhLyGtiyhXJBpd5FiSMOCgKlaHYV0bwQtvDNykBe\nEaQQ8tNKiC3hBOI5S9C2JLubqMlZqJYpxqpMvWyCxjohH3K4bkAziqmWUuZWaNK9/th9L9GE82AS\ndYhGlm00kTiGLOf6p9jB++bn3nNUz92ApcdAPWGJsdB03EcJTmufUDcO1dusc4FFaUugDWFg0Mr6\nAZwOnPiw0ISCyh1OwIbeYBUlQRwkU7kfVtrq+ubk6VmC6RZFLIiBoCm4XNNuxwDYwj932PTh59jW\n3O/k2SdoWBnjq+fbT13xPmDAExkYqiXGQRLAynss4hxifamBTh0qpV9+EGmDFksglkqUYUsWp0EV\nUNuZM3bnNEHX7xo6BThIpg0m0QStHLopWx64ki17P4HbtYflX93D6L2G+qMOugodGuabCSq0dM7t\nMHtuwdovdyl/fzfl2x9F9k0ftP4butcgpRJSKrGx8qYf7skbsGQZGKolirOHjvwS41A5Xi3BLoZc\nWvnHWie40GJKDp05otkUSQu/M7fgaTkfEiY751BpAWrxea6f+zTMzZNMpugUX48lDqUdNlfo0CKF\nUJS8RpZttvrV7QetMwpx2WC4woDDZ2ColiA32esWZYFFcNobE6fw4njWGxtnpZ8iEnEEYpHA4RRE\nDYdqdmG+QTJVoDPvVeF8vkvSAtX2ygybl7+z/9pb9n6CcM888bwf/im950bAGv920l0LgUbC8LDF\n9gYMeDoGyfQlim+hyZAkBqWwocLEgg38yHKVCsYKzoFxgnEKLZa4ltLNFXlZ0z55mGikjMoM4A2K\nU5BVFdmqIWykSb677dAXz3OCpoFIMEYhyhFEhiLTkBhcINDpIlGInX+SQs0g8IWjAwYcJgOPaoly\nk70Olxd+tFVv8rNTglO+h0/lvvrc9Co6Va8M3TlBJQVRw5KXFZMvKtNak1AkvVopDTaAohx4T61S\ngUqFTePvAHpjsIxF5QaseC/K4VUZcoWaD/oV709qpAA7N4/tdAYFnAMOm4FHtcTx8sCu30bjBHTu\n0JmQpwpjhSDohWfgjchMxNQLFfVtjrwKWX3RE8OCioWirIjmDcQhrjeEdFP9LYsvLN5bs0Z6E5t9\na47qKFTm23AkfPK31+EqhQ4YsMDAo1rC3Jj9HRQFaq7lZVpSnyTXqSNogm5qAm0JtSFQ1v/cXWXt\nTZZkEmZP8zVXUkDQ9hXtRQW6o9Ad1ZiSwoUa0brvHanxMcyKUWZOK6EbAa4VYAvlG55TRe0xkIVE\nv8ghQ1EHDHg2DAzVEuaS8PV+96+3M6cK1y81UAZU1pMbFocSh3VCdYcjaBmW3dFACp+TKqqAsBj6\nhVCUfJ2VqZdgqO6nJpcSKJdAgUnATzIVbKGwhZDs0ySzlrwaIsNDSBIjWver0QcMeLYMvu6WOKK1\nr6dyDt0xiFEUJeXrqlLoZiGlMCdShsIqoqYlmmwhjQ7lPTUQ6IxDe40F44s5xYr3sEKvT1VM1Aja\nHezsHKqUkA2PolOIp4UUhZqN0RmoDDqjvsdP52PAGFI4bv7qh471aRqwxHlGj0pETheRuw/4mReR\n3xCRURG5SUQe7P0eOeCYD4nIQyJyv4hsPLp/wolL35sKNGJsv0xBLD4XZSHL/HdRoCzVMPNlCK0u\nZBlhyxG2HFEDwlmFrRps7HCB66kwAAvPq5QfGtFsEXQMYdsRtCFsCPGMDx1V7r0xk0BjbYRJNE4J\nm08bSAIP+MF4RkPlnLvfOfdi59yLgfOBNvDPwAeBm51zG4Cbe9cRkbOA1wNnA5uAj4uIPkrrP6ER\nJT4PVBgfhqleYVNvF1AsmEKRFT2BPXFkNYUdroBSPjwsvH5V2ARJFbZisKHrKzEUEzWvmlApIdUK\nrtUh3DVDPFMQtiCZ8p6b7vpC04UKd5VDNJUS7xg0FQ/4wTnS0O/VwMPOucdE5LXARb3b/wb4GvAB\n4LXAtc65FHhURB4CfgR46tEhA54VzjqkKCDLEOsnuzjxBkp50QQ/BCELsU5Q4th/npBMlkhaKbrr\ntcZVBjoVohlFkQmmZijKivaEIpkMcArSVUOE1QQF2N17Kc3OkexbTVGLsIFCdwsmzy33jRRAPhSh\nm4OCzwE/OEeaTH898Lne5eXOud29y3uA5b3Lq4EdBxyzs3fbQYjIO0TkDhG5Y//+/Ue4jAGAF88z\nBqxDCut/u8U2GKfAZprCKIreyKxiyDC/PqK7dhhleu02AL1jFq47tVBTJT3vSnAiuGYLCQJcp4va\nO0P0yD6SB/YQbp+kvqMg6PYMlUBe1ZhagqklbD71fcfkFA04PjhsQyUiEfBzwHVPvM851/vuPnyc\nc590zl3gnLtgYmLimQ8YcAj9BuVOF3KDGNfLT3lFBCdArsiygKJX+Flf2WD+ZGiuDntGyPVzWzjA\nCU6gqDo/Mr2q+5rrNvEqDS5NsZ0OrtHEzczhmi3cfJPKA9OUJg1BxxF0HKpwFNWQYO/cD/3cDDi+\nOBKPajNwl3Nub+/6XhFZCdD7vTC2dhew9oDj1vRuG3AUuDG/1jf+7t1P0C5QmR/0oHK85lRXUbRC\npttlmnnEyvo85RdOM30OtJYruiMaE/tqdN+4510yUyvoLHM01iq6owobK0wSIONjID6xbubmMI0G\n9Oqm7PZd1L7+EOPfmqL6yDzRbE57WYgre/2pAQOeLUdiqN7AYtgH8EXgzb3Lbwa+cMDtrxeRWERO\nAjYAt/2gCx3w1Lgih7zw49l7vq3qaVOpTJBM0egktPMIJY6hUhczUvhaqcR7Xk4vhnuiQEKHCx02\n8ANF07oir3nPyhnjdxx7BmsB2+lgGw1kchq1fw6V+jiyu7pO5+xVx+LUDDhOOCxDJSIV4GLgnw64\n+Y+Bi0XkQeA1ves4574P/D2wFbgeuMI5Zxhw1HDGYNttgl1TBM0cBB9+tX2SPGgoOrMJe6brtPII\nhaM+3qS7zGEiGP9eh2V3peDARg4JDSow2LLBJJDXoTOmvCHU3jiJ1gSjI6haDYmjvmyLzTLMzJwf\nftrxXpSNhGTXPJvX/vqxPE0nFJsnfuVYL+E55bAMlXOu5Zwbc87NHXDblHPu1c65Dc651zjnpg+4\n7w+cc6c45053zm05GgsfsEg/V2Udutn1HlUBKneI8Q3Kqq0xnYCsCLCI11CvW0wCQSMlfmQfQQvE\n+L49USDay7c4WShjsBAGSKXkp9FUSsjycaiUUZXyQd4VAL2hEN1hjcw0fvgn5gRl88orALjkR//7\nMV7Jc8egheZ4Ik2RRru36+dDPzF4w5UJtDWdPMA6IVReUz0bAhcFIApVgFMOHVgQh2jrNad6hs8G\ngosCpFpBjY5gR+qYWglXSXybTRT5uBH8SK04wAZgYvGtN+WSH/0+4KhjTj1ko31JM2ihOU64Mb+W\njZU3oaxDdw15RSHWEbSEvA66I0ihmd1XoxjTTFSbjI03mNGW6bMrlJYndJaBLVmSOMdYodAaG0A4\nD9VdOcneNrYUQmkUpwRTDrBaUCZCZSVCa1FzDczcPAC6mWIDP6HGjJTRU4Mhokebzad/kOyMNUyf\nmRzrpTynDDyq4wnrcEWB7hb9WirfnNy7nIN0NGkaoJWlFOZUa10a64TZUwOKqkUlBWFgCHre1EKS\nPZ7qouY7OBFsqLCxxoQKGylMqMirAXaoDLUqAK7dQdopKvcJ/s7Ksve82p1jfJKOf1wgtFdAewWc\nd8XVx3o5zwkDQ3U8oRVSLqHamZ8gkzt06g3VQkGnyoWiE5JbTSXMqMQZ6YqC1moH1YIwKYi0N1Su\np7suDlQ7g0YTPdfBaYUNFDYSisSXLhQlRVGLcaUYVa34Np52h6jp82TpkKK7ooIbGxr0/h1FbDWm\nsSYiG7GU9z7z45cKA0N1POEcGIPMNQnnC4K2JZ5zxPP081VBU1CzIbPtEkoca6pznLJhN2NnTFIf\nbTFU6ZAEOVos1voRWFaDdDJcnuMe2U50306Sx2aI5gvq906TDinyiqK9MqazfggZHsK22rh2h8qO\nDnHDktaFzrIQjMM9haDegB+cG+78PT/ubE2T7JI5bAgX/PLSnzI9MFTHG72hpCr3Y9516gibfoQW\n9LyjrtBsJsx2S8xmCWsqc4yW21TijEBbtLJYxHtUC0XrSYgkCTiLnW/g9k8RzHRxSeSr4cUnzbO6\nhjhEVcp+3LwSpNd3aAMoxspIlh932+fPJ27763cTBoZKnBE2fDHu2R9c2iHgwFAdR7gsw7Xa/enE\nKjdEcwXVnSmlSUflca90IA5kd8LeyTqznRITcZMz6ntZUWmwotIg0gZjFc70ptuE0F0zhJ0YQQ3V\nvYCeMcgjO1CPTzJy51RvV9AXh7Y2jGLPeAHZeSfTeEGCC3p9h4HXdHd79+PSlI2lNx7L03VcU752\niP2TNZa/eRudCXnmA57nDAzVccSN+bW4vABrEWO9eF63QLdyoqbPWQUtn7PSXcF0AxqdhGbhK9bL\nQUY1SEl0gTpQYx1IhzViDMQxUq97yZc09U3KaUY8XWC1YAOhM6aZOaPC/LqIIhFM6ENIE+EHppYS\nv84BR42oYQl2JNSjLq2zU+IZeOXP/+mxXtazZmCojjOc6TUB9AY+AKjUj1df0J4KOj5fpVqarBvQ\nKmJSG1ALupR0TjnI+rP6Fnb9xIKpJRRrxnGVGMolpFz2rxeFiPV67WHbec9J0+sd7NVR4S8XZQ1j\nI6ihGtCbajPguUcgmoVALD9x+oNU9i7tL4aBoTrecBbSDNVKUWmBFA5bCtEdQ9DteVVtL3QXNBV2\nLmIyrdDIE0KxxKqgpHMUDh0abOKr18VCc12JuQ1l2icP0z15DFYvQ61YRuvUEdrLQ8p7C4bvayDu\nYG8MR3/3MRvS5OMVX8awMER1wHPOLV94H0OPWmazEkos+88LyCuKl1/+0WO9tGfFwFAdZ9yYX4tz\nFskLJM17OlULYnoOndMf+64KkELoFosyMEosCocIKN2Ti1HQHVF+d68qpHVNVtMUoxWyNSOkQ9on\n0oc1phx63Sp14E8viW/880nhoCh8c7MZtIEeLb7x9+9hT7NGYTWnv/rh/u0XXrb0jNXAUB2PZDkU\nBskMYr3XolODyixivASM2AWhPCG3msJqb6R6uSmt7OIsQKAoQ16GIoG8It5o1UOykYii5EO9rKrI\nhsNe4px+Eh3xRjJse50qcQ5XLfWbmwccPdKbJtjZGmJ1eZbZ17VQSzQCHBiq4xCXF1AUfmcuKxDn\nUJ2CoG0IW5awbf3UmN7o9/lOQrsIUeLQ4ijpzI/XMgqVCroLedUPbsir/icbElrLNe1x7ZPkgImh\nuTJAHIQtRzJtqT5eMPYfbca/upPhb+yk+vAc7VUl8okqanwMNT7GJdF/OrYn7Djme1e9i/zPVzKV\nVjl/9Q7U2/fSnlBs3vB+No2+/Vgv77AZGKrjkH44tTAIdCGpnlvfUpP7oaNSgM6g043IrPdsFD5P\nBSDKoYrFok8b9X6CXk1UItieJLrKXa/y3SfVkxlDMplTuW+SYPt+3FwDN99E5ppYLRQlP+bLNXz/\n36BU4ejx7//4Xr79vVNROAqjGXkwO9ZLOmIGJcLHIc4YSFNfppCHuNAbITEWlVkCAZ0pbOpDs3Qq\nYa5W6qkqGEJlSIKccpLR1F6quCg7xAgudIgVdArG+PAx6Pjf9W05LhCsFpJ9HfS+edz8PNdPfrK/\nts1rfq23myjk6ycIZqvIg48dq1N1wrDtP7+X9373MkaXtfj6r5/C7ttXsvLWsWO9rMNm4FEdh9xk\nPn+wV7WwuWaclyru5arE9ZLqmdDNF7+zFI5EF5TCHJM4TAI2dthoMbm+kHsCn3/CQdAxRDMZQdug\n981Do4nIE95igcaGQl5VOK28bEwUen2rAUeVW3afwljY4idWPcTm136bqbOjY72kw2ZgqI5nnK+l\nWkioi3P9QlDpGS9xPk/VasdYpzC9t0Q5yCmHGS62mJL1ssSR8++YnrHCLe4e2kAQ4wj3Ngjnc+h0\nINBs2f8X/eVsLL0R8sIn5Eviva8oQKIIiSI2jbzth3yCTiz2PzSGRVgdz7AymiP/8Xle8p+XRmvN\nIPQ7ThFRvpXGOZ9QD3rlB7nFlEDnvrbJGxyhaIbM5iUMQjnKOKW6n3IwxJ7ldfLch45ZM8K2NTjd\n96ps4A1V2DSkoxHt5RNUHu/iUp8H2bz6v0AYLObLSgkm8rmtdCggKRxu2RiSZsjcQAX0aLL+SwXX\nLH8p/885X8Pi4Dt1OsvhVZdcyVdvfH4rWgw8quMU5ywo1VNU8KEevVFaUvQ8LbPoWeGEtonIrJcq\nLquM4bDNSKVNrdKllGSoyEDQCwHVgcc6L1NMrzF5KEQqZT+5+QBUvYodrpAN+XYaGwkm0ZjhEq5a\ngihcUjtRSxF5sAKAwX9ZrPjW0kisDzyq4xTXbPkapSAArE+si+CsRnqDSnH0jJc3Ot0iINUBudWU\ndcZI2GYk7hAq42utjKbZDfxOX2/ku1h6pQ4OlEOswyQKs2YcPdvGxWE/BHV6iNa6Klnde3NFLOiy\nQncUKtR+PuGAo4bKLPGkvxyKIWiDKS0NX2VgqI5TbuheA+DliWtVb6SiEIm80VB5L2flel6PFbom\noGtCcqcxThGrnBcP7yS1AV/bvYHm/gqiHS5wWCCri3+zx7381HyOSjXpcIBJArqnjTJ7SkA67Msa\n+qPeRwxFLgQtn1AP2oEvSB3oVB1VWqsiWusck3mN8bCBGJ9bXAosDXM64FnjsgzbaPpQzzmcSH/4\nQx/lLxurKJwid4vV4kNBm6pOmW2V/A1Z7y0j9N89eUnIhgJ0O0fllni2oLEuZn6tN1LZiCUbL0iX\nF2TDFhdaXOAoqt7YmURhYg1hCGHIpqG3/hDOzIlH1LCoHHQvZtcZlHe1Ke9qH+OVPTMDQ3Wc44zB\ndlPc9Cxkud8BdA4x3mjhfAiHdlgWv121WDSORHLaNqLINIhDtRcMlcNEDlPy7TXdUUU6lmASTfLA\nHsK2I2z5sfC2ZCmPtSlNtIlWt1CJgbLxle4VL1Nc1EIIg34B6IDnHhMrdFd4sLWMto1Iph2qW6C6\nz/++moGhOhFw1rfUtNp9I9Vv4+vN7XPKkZtFT8r0mpQNiqGgTZzkSNBLwOcC1ntmTvcq1UPvGblA\nMMtGiOYKSlOG0j6I9gcE2lKKc6qllDAp0EmBiR029FXvJhRcuYSUEi/MN+A559br3kN1O9y9ZzW3\nzZxE2LS+ancJNIYPDNUJgssLXDftKSkshn1u4R0gUBhFZg5uErZOEYpheb1BVM3QmfRUFzjoOZzQ\nk0H2zx1NtUn2dajttEzcbUmzgFKYU4kykihHB9bvHBo/KUeswyUBdvUEW/Z8/CifjROXOz/1LlrT\nZbbuXU5rpcbUS0ijzcYL/tuxXtrTMjBUS5CL1aVcrC49omNslmFbbdRcC+kWqMwdnKdy0OzGTHfL\nFFZjEUwvFNQ4Nq7cyotWPk5es31vCuv10FUBOnVe86pj0DNN1K79yD0PUf+PaUr7MipfqdLJQ2ph\nSiXOKDJNNCeEDYjmLUHbovZMo/ZMP/kfMOA54ewPXM3obSFFFvDR9/0F234D7PjQsV7WMzIwVEuM\nAw3U4Rir/rh3Z3uieqnf7bNuUerFAU6wTiiMIrV+981XqnuDlUjBRNJAxtKD6qjELU5SVsahUgNp\nhstybmh9BplvEm3bDwJpHqDEocThjHhJ5Kynk9UtvLRxmh6N03bCc8pVV3HX9nUATJ9r+OuXf5qL\nEseHXnQ98xtqzG+oHeMVPj2D/eAlziXh6wEvmPdMOOsW5V+sF9GzqW+hkVywRpEWAXN5idGoBQqU\ns4Ticxgnl/Zz+pq93De1DkmFsAVhE0r7LWHLEsxl6NkWGMP1058CYMuOjwFw/juuprWzRjC+n3KY\noSPT7xUMmwXBbAdWLeP67/3+UThLS48Nf3w1ugMjD/odum/+3XuO+DnOu+JqpICZF1o+/LPX8eIo\n4Z53faJ3r/dR1oZTpMOK8e802Hzye9nyyEeeqz/hOWVgqJYwEoRPKed7sboURCEL1eELl5XqT6kB\n+v16YgRTKJ+nsprCaXLrjZTtVYRqHONxC6cdKCFsQjTn/POJ4CKNiwOkBZtG3sb1M3/Zf5ki8dLH\ngVgiZQhDb/z8JGeLNJ7/W+RHi03n/lfy8Qrt5RG7f9whtZyAgzcUfuKn/4R/+9f387I3XUVnTEhm\nvEec1oXStGX2FOX16SPv6RYVRx1h9izHhzddx+W1Q0Pq391/Np+793yqGt9E/jxmYKiWGDfZ6/pG\nSJUSXFHgsuzpw0BRXk1zwVD16qkWaj0Xxr/bQpHnAe0iJLcKVEjoTE+emL4CqIscdL0GetD1MjBW\ngylppIhROw8e2775pHejfmqtN0q90M9YRVhA1HDoZoobqnL93R8+eiduifF7v3QtX5k9k6/cei7h\nvLDiW4ZfuPUK4JTDfg73U9M8dP7nD7n9zE++k3S5IZrUxPMwcXcblLDloefvlJqBoVqC3GSvY2Pp\njUgU+bzOgUnxHqpcRpLYX8kLXNHbphMBrXFa+ioIKvPhn20F5B3NdLXMbKlMqAypCagHHYaCDhbH\naZW9fHN4PWauQl6B6m6vyGADQaUGPd2CiTG2PHDlQeuxgd8ZtE4YT5rsSIZJY3xSf9Y3I29eeQVb\ndv/5UT13z0ce+b/GqJ0/ye3nXde/7brmEJ9c8w247Bv+hoUWyD+56Vm/zoXffR2tG5YRAff/znuf\n/YKPAYNk+hLFFTlohZTLqCg6SHtctPZtM8NDsHwCmRjr304Y+ELPhccuhH6Fz1OprqKVRnRNSGoC\nOjakaeJ+Ur2sMlaMzON6X3GzJ2uKRBFPZ4R75nH7p3D7pw5a65ZHr8L2xmcVThGKpRJlZMOO7piC\nUgLp0miOfa551cYrOf819x5kpB4umnzw27/I2d98+lFi79nzEk758lvYZ5q89sGNvGPnhU/7+PSL\nywhSuOeqdz0na/9hMvColig35teyaeitSK2KaI1LU2zHh1wShFAp4+IIW4mRUohMRWAtLAjZOdcf\nZ7WgKaUy8VNpOhHtIvSSwU4RqYLcBqBAS8Ep9Un2rKmT3FNBDETzBdFjk5DlB+WlDmToMUM6qims\n31VcX59m19go7UZEvqxGmBcw1/Cj3rU6IWqpzn3X1YwBf7DmS4DfdfvNfefypc+9gpFZuOsTH+IV\nN7V5z8k30rAlEsn5o/s3cebYXpp5zGP/fDKrdlhee+N7KWLhoZVw8oYzWL9qkpdPbOMPl30PgNvT\nnMu+8k5Ov+35nYd6OgaGagnjigIpCiglyFAN2fn4YhgoAlpwgcIpTbBsHJotUIILNU5JPxzTOUiD\nfh+gmYyZHKswnHSIlE96V3VK7DRhYHhBaZrtoyPsXFdl7c0dwt1zEIZsefSqp1xrPJVR3VXisdkR\nyuM5SiwvOmUHe1fU2K6XMfJAwui3Ncwt3Q/Ts+HRN8D6wBupMz/1TgDu/6NFj+fWi68EFsPoy049\n4OBXHt5rvAzY9hbgLT/YWo8lg9BvCSNR1B/csHjdLsoQK//vdQpsLYFK2Y9Ut7Y/xRh6HlW+mFRX\nmeCckBlNZjWZDZgvEjo2IneaWOWcNbSX7OQuM6eVvDzLM0i0RNunqW/LmdtfJbMa6xSJLlhbm8Vs\naDNzhtBdP4JbNgpas3nFrx6NU/a8ojsGj2z6KwDOuPWNhA24/7eXXlj2w2DgUS1hJAi852R9L5/r\nhXYL+SoXalzgSwdsFCBxgItDilqMjZQfBtor1gRvrJwCnQrtLMQ6IQoKMqOxTpjTXqdlWTjPiniO\nkdEWUz+mGHpk5TOudaE+5+WXf5TvBGtZsXyODcP7Kemcc9c8zr7RKjv0Cqo7x1j5ZYPbO3l0Ttrz\niOIUH6pfOX0q3Ot1ugY8OQOPagnjimKxJuog2RbplyDQm1qM4MXuAoUNFSbyxx1Yoa7SxSnK3TSk\nmwd08pB27nNWzTxmPk/6MjATlSaV4Q7ZUEA2dHjfeZXHM6KdMXv2DJPZgI4JSXTOeKlFUTN0x72B\nlUr5uTxVx5zNJ7370Bv3+Vqpv3vopYxttYxtHYy4fyoGhup4wbnFWinrfEd8v1mYxZyVUr7uKZR+\nqLeg8hmkvVKFHLJWRDcL6aQhrTSiU4S0i7DfXgMwnrRYVmv09dNf/ao/esZl3vzVD1HaA/H2iN3t\nGpkNCMRSDjKknpPXHMVIGcolNq/7jaN1tn5ovOKXPsKPve7Jq71NrcBi6X5/mMlz1LOqPj9RGBiq\nJcrF+jLQC9pQPc8py3HG+NIF0/t2VuKLOxXYcuQnv4S+QHNBglgZ71VF846oAboLwd6IbDqh04xp\nNhN2TQ4z2aownye9p7WsTOZZVZlnz4WK+fWaonp4XtXKW2ZYfkfBzntW8p1dq3s7i4YLTt7O2FmT\nTJ5T6ue8Nq/99ef61P3QOOe9fsJLWlcUq0YPuT/ZGaJQ5KOGfPT5L7VyLBkYqiWMiDq4JebARLo7\nYJ6f8tNnxLjFxx7QRSMH6KbrzPkJyl1QHYXNNKYVws4S848OkxkvUxyKQWEJxGIqlvkzc4pYuPjC\nZ+7Vk6k5So+3iaeFbKpEu4iwTkh0zsrqPO1V4IarB20ULDVO+0NvpGZP1XQmhKJ66NzCbMT/d6MI\nKQAAIABJREFUg1RbLQoSDnhSBmdniXKT+bzPRR3YtxcEi4WfzvVCP/EaVFnhfwrbU/c8QEfK9fTT\nrc9P6dyrGuiWQroK1VHo1GucP7B3GbnThGL6o9+J/Aeu/Lj3gja9+Heedu1bdnwMCks0C8G84vFG\nncx6ZYVqmFKs79BeP4QbqYFzbF79X3x91RLgx173EU77fW+k3va2f6W2w1LbYYl3Hlp24eoFf9sY\nJ2wIYWNpaJcfKwaGailzSIOx90AWjJUYb6zEOVQ7Q7IC3coIWoVX51Q+DFyQSA+bluEHWt5gFX5U\nezStiacVyX5I9oO6t8L2zigay3jYwDoB7csdtm+uMHtGGVOO2PjS33vapd/wnd9j6LGCyi5h3+PD\nfHf3KgqnUDh+9JRH2f+WNg+9cRQ3VIPM7zZuTC5nY/L01drPF+576ycIxWBiIZkqSFcfuqX3yMa/\n4o21SdIxSzpmedkbn7oO7URnUJ6wRNmYXI4aGfZXlEBhfIU6PTkXY8DaXhGnn+23kNNShUMVYMKe\nDLEWlHEgoNoZYctRlBbCyV5ImHrZYZXDvm6VuUqZleEsgTKowGKtYBJHc7Uwes/h5Vtu+cL7+Imf\n+hMaJwV0dUxzWUw97KJwnDo+ySPK0V03RKkw2Md29I9bkLZxxizqbR1Dfvy1f8reCwLW/NgOdm5a\nySvO3cqMbXPVF3+WU74zB3jD/FSE84rRrUs3zP1hMPColiqi/Mw+rSDNsLNzmFYbZ51PpluLavZE\n6ARcGOB6ygkqLQjadnG+n/ixSXlZkY+VqezOCZsQz8L4fxhWfb1N2HJE846gBfduW8V9zRWsCGc5\nt7oL0Q41F6I7gk5h7vQakuZsXnnFM/4Z//Z/3s8jv/5uxv895O4H1rF1ejmFU9SjLucuf5xtP6/Y\n+TPL4cxTUcsmUMsmkDhGghAJQjZW3sTGypuO7rk+TP7PGf+bR372U/zy8lt4xafewwu2pBQjyVMa\nqWsaPsFu1ndIh4V0eBD+PRUDQ7VUUeKNlAiu3fGCeM763BXgshx6aplO9z4AejGnpYqF+qmFlhsw\nMeS1AKsFlTtU7gjnC8LHZ6k/2vHHOJD5gGYRE2JYE02htUV3xEvF9NpyZP8M4HWpDoc7/vLdlHaE\nTD0yymxWQuEIxDK8Zo7GyZZ0RQWzahS7fARVKaOqFeR5Mgdwfl3ASy6+l1ACbk9z3nfvLxG0YO8F\nCTd/5UNPedyCRtTvv/QL5FUYvS/lx3/u+Su1cix5fvynBxwxorU3Os55TSpjFhPpony1eq9EwS2I\n5/VqqLAWlVmU0X5jsPcusIGQ1TRRwxB0vQHTqQGlCGbaBBMxKodwVvHIzCjdlSEVlTJc7TAVVgha\nggugSMQ3RU/NHNHftOyugplTA+4fWU79pO1EquDMsb1sddBcPUIpLhHNF4TLx5DCouZCL3PTTY9I\n6fS5JplxfOP7p8L6r1FTGXPfG2d0r+O2v3mSIs8DuHzbRVyz/mu8vjrDTb/4PR7+/lmAr71yShDr\nqN/5OMDT9lGeCAw8qiXIxtIbkXoN8gI7OY3tdHDGLH5IF8oUioKgXYCDfKKCqUSYSoQUlrCRo7vO\nT4BZqGjQkNWEIlFETUvU6Bm6coykBclkRtRwRPPQuneEG2fPYX9RJwoK9Ata2AhMAlkd2mcugzXL\nkSQ+bK/qli+8j3s++i5W/lPEt79zKlunl1MJMl66YgeTL7HMbAjoTER01tTprBui+8I1FGe9AIki\nVK12kJG6JHx933gdbb712Xez/Ove2l+5exO1x6C2PX3yavQD+NzLP8mGz/rdzL9aeytf++Sn2HGx\nYuY0/bTHnYgMDNVSRQQ7O4fLciQID0kqi1JQGFTXTy92WmFjjY01puIF9XTu+qUJC5IvVvsR7U71\nlBRKGhsFuDhAZaZv2IK28FBznHs7qzh39HGCwJCOG4qqxUa+yNEMlf2IriPk1n94L0P3aWbu8zpa\ntaALZUNRgfaEIhvW5LWAvOpVIKRcQsqlJ90R3HTOb7HpnN864jU8HZtPfR+bV/xqv3H6nPdcTXfU\ne62Pt+vYAD/Q4jB4+L0HG7Nv/uJHsRc0ePwix/SZi9OjT3QGhmqpEke+EbnIffL8AG6y1/k5fs4i\nWYHKvMvktGBCRVENsZH2u3/mgBl/vXYbq+m3xZhQ4SKNLcU45XNXC+UL26ZGuXN6LeuTKc5fuRM1\nnGGqBhP58M9GColCJDryD9r4PV3qDwuPNUcorOY1L7wXe06TxnpHd0SRVQUTCzbWBwnvLXhvojVq\naLEk4NUX/SGvvugP2Xj+77Lx/N894vUssHnD+w++fur7AJg/zxvkX1t3M621vV1Wc3i9e6+85xf6\nl4dUzMrhOdZd71jx7Yx8Rf0QtdQTkUGOagkiUejHs5fL3NS95kkf44ocOoLq5mhA8gibaEyksLGi\nqGhs4D0n37xMX5rYRAu3O5SDrB4SzS8oK1jEKHQK7e01HpwtcdbQHlaXZjnvBTt5YHKC9uwQ+aww\n/4KY8e/79Txx2MMzcfNXP8Smc36LbePrePy8IV6yYicvXbOdbfVR9toVJJNCPCPgAorSBMn+OsEj\nu/vHq3VrsPUSOzYOgUA8A8m0pd549uO4Nm94P2a8xuSLqgRdx9i/+9dbdmcHUyox8+o2P12G95/a\nIDt52WE/760XX8n6v5jgkZ//JLGE7L5lDcN1x7e++L5nvdbjjYGhWmJsTC5HSiWIwqcdxX1jfq0P\nhaz1JQlZgViLKQXeYwoF26ujWmDhsg39NBOc96D8nQ6n1GIjs+vprKeKba0xlicNJuIG7eGQe+M6\nNvQTlSmXcLO+KvtifRlAf2fymbj+nj/gZW+6isl6ne6E98rGSy12DRmKjiZsQV4Wynt9IesTw0yb\nhLRPz0iqKaqUsme6SnHzEOW9Bef96tWUJi2tFYpkxvHtv336fNLmk94NQYANfRAye6pQ3TFGOOer\n8eNpGFFe8eGMZfu4/xWnsvUPDl9bKt7v81LXNEZxCsp7T0xp5qdiYKiWGDd0r2HT+Dv8FfX0kbsz\nBrqpb+sLA6RtiUQw5RBxASbRuIUwb8FgeSeFrK7QvQkzOnPYSGNDr2G1UPwZdMCUhHv3Lmd+JGZV\nZZ7V5Tm2r2mQTQ9htVBfOUqgNW7/FOpZlBN8+zPv5pU//6e0LwgpBzmBsgytnmOuVCWeipDAq0VI\nq+v1uMKAS37kw+x/zQpmz7T8wrm3sz6ZZG04RcvGvOHVk3yuMc43G6dy87+cT9KTvXrFpR8F4Nbr\nnlzBYMujV3HJj3yY6bPKvP7XbiQUw7//5KncsfUkLnzhg/zxqhuBiHfsvJDv3H0yKx85fMmWv3vo\nZXD2TwO+ZOG/rip4+LJBQv1ABoZqKWIsKJ//2VR/C9fP/68nf5z4YtC+QTMG1eyCc9hIoXKN1V48\nz4E3Ugt5qgCIpS+qZ2LVV2nwyfeenpWDvBMwHZephhlRUnDa+H7uiYdQGbRXJVScQz+LpPoCYcOw\nu1nnnPHdNIuYUljQjExfRysbDhE7RAjYIe/VNNdCuKrNzvYIX3rghZy3ZhddE3BR+R+4vKa4vHYb\nv7w55Dv71jB71yjj3/Oe4+kfvpr7f+ddXHjZR7GBr8S3vRRbLdK0VsMVI1spScyvj2yDkxdWGfH1\nLnzjf7+IFdscQ98/vNH0p//3q/ndN8C9F34WgF2mgeSDws8nMjBUSxCXZYhzuJ4UysbKm7ih9ZmD\nHnOxuvSgyTR+QrKFVgcF6CREVQO/i2dB7KKqglswVPQ+pCLYWCGFH+W+sEPoLwuuULQ7MXOlhHKQ\nMxE3KYYLbKhJhxRiS9R262evhqAgL7wscmEVUeCtpw9DHd1RjYkS4lJAVg9I60JwxjxrRma5a/ta\nwvtLfO/+00jOm+bPp17BdFZhTTLDX629FdbCVSefxJ+NXkI85Q36OV/8XWoc2pvXXplw2kWPUJL4\nSZf5/XQ11R2O6o6u19R6Bs787ashgtdXF+vNXnXrFQxvHXhTT2RgqJYgN7Q+w6b6W5BKGTvfePoH\nBz0DkRvIclyWQbtNIEJQDnCiKRLp552AxXCwZ4hUAapQhC170NBS8Lt/rlDkrZD5ckIpyKmFXU4/\nfRcPPr4Me1+J0r4UN9+EIMA8i+ENUjhEHO0iIlKGbh5iZqJ+HVh3VMhqQnNNxPx5KbWhDuWwoJnF\njP9rwsh3/fiu7JYqXx96OZ0xzbfK8JkVr8Ks6fLwq/8X737d/wR8jujy2jTXnDnarxz/28Y4v/+P\nlzL0kOOvT/ln4MmN0P+47ueoRfDlf/vNQ+7beN7vkq6o8LUtftdw/cc/wpVv/jyXVuf6j9nw2V9h\n7D/gtr8e6KY/kYGhWoJcrC9DlRKkUkaeKaRaqGDPcl/BXhR+x7DZJmyUsEHcs0q9ENABrmekxHtU\nTkERCypX/dvhgHmAxu8SdtOQThKSW83ayix7ajWCboKe7/hxXs8y/FO5pdvTcA+UodGJUV2FziFo\nWzrjmiLxubVKvYv0JjHv3l/ntPub2CTixtu89MzGl/4epf0h2VBIPKexDye8ctkv8KkzPssZYaVv\nnA4cgf7G2iTXXriNzkvDfsL8iXxw74uY+O6T56U2nrdYDvFjr/sI8+s0bOAgIwVQ2yZk1Wd1io57\nBnVUSxRVKvVlXp6yqFKU3xk0BpdluDz3153FNZqoZpegXaBzr/K5oJTgX6Bnv7Q3ACYSisRLwiwM\nMBXb01jPvLHKs4BOFpJZTUWnjFdaBB2HiwJUuYwKg2eVUMc6srY3VIXVdJoxuut3JKN5Q9jwa+xO\nWPJC02rHtNoxy78condPoXdPsfmkd7PpnN9C7Z4iuPshyv92L7d/+t2Mf2ee1hdW8DP/fgV/2xg/\n5KUXGof/9bQtfOXsLz7lEi8duZ3pMxTTZ6i+HhUsJulnXzhEUV78uI2unz3o+F946BKCjuPuPxt4\nU0/GwKNagtxkPs/G0hu9VzU2gjSabCy9kRs6f9t/jARhv2nXNVuYZgvc4je+GIPeExBlhrweklcU\nJhSc65Um0BuzFeI9LMAFgu4uellexhiCpsI4sCVhvpPQrMaMRG3OHXmcL69ZSzKToJO1BI/tw84c\n/AE9LJQQxD4v1TUBweMx0Twk0wXxvhbBytBX0yf+71s5NgcfX0b1wSnstM//qGWHGqFN4+/ghslP\nHnDLb3L2h65m4jW7aH9mFaVpgxP4FBC+azcP71zGK097iL95wS2HPNf5UcT3r/gEZ/yln823/uMf\nYe2NDkLF9p8dpr2uYMUtmrws3P2BTxx07En/+jbW/YuixOHvFJ5oDAzVEsUXdHahlGDnDs1TidZI\nHENhcGnaN1IHttpsrL4ZNafQ6Qgmkv6gB7H9dFU/eW5DMPhQzy04Br0w0VeqC9b5eYDtIqRjvAfU\nWm8Zvd8foIerqGeRUNfNlKJTIbOaQFmieV8aEc6lfiezcJgYwuGU4UqHNA8wE5rS3hLB6AgUBWb5\nMEUtQtdKBLsDXKP5pK81trVg58hqXrDdb1Tc/NVF9YPz3341t06dxanfPpOffeUdXL3yzkOO/+3L\nPs9v3/RL/et7Xi78zE/extUr7+TM3e+kOK190OPP+PQ7WXOXoXrf1BGflxOJgaFaovRHuqcpatQL\n6G0aeivXz30aAElipJRg5+b705Of2A94Q/Nv2FR/C8kjU6jVw5g4Ji8rlOHg7/ZebZVRB0ytwU+s\nQXx4iAOMYHJNK4uZz0vUww7nXfAw2+7ZwPCDHZ8vS4+8kNFpga5mql3hJct2cu8ZKeHOmJkzq5Sm\nS0yfpTBDBcuGmjS7MY0ddU69r0Owe9bvdo4MoR/djY5jr+EliusP8qQWueUL72PzaR+APD/kvjs/\ndWhYds57riYbgupOuPBX7uBjq27n8l/0z33NxaMH5bruffvBntTLP/ArDOO49R/ee8Tn5ERjYKiW\nMs75D77Wh3oIIj6H5dxBId8TsZ0OuihQhfO7elowiXjD84RyHqd8H6AcuPN3wGAIZ/1E09wqP2VZ\nB1SDlLlTYXSrRToZ9IzqkaA6OVjoZgGjYYtXnPYwj60cYa+spLsvIK9bVDVHiWN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MAAAg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\nPoE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pSyTPtIIZ6N+VPW30OuH/Z+9NYyxbr/O8Z33f3vvMNfV0+04kL32lmJKNxGAMA/GP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\nfjF3qHdo5pBlBapUOzmhlyxX+snlwHtkPCJOZ3Zi+H6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8D12M8PrKmL4CreEC1T0hjQHp\nWhm2HMmFFBFtIDOpCSqa7CtVpBUj9Ra6lKU1mMOrx4BPdryFamuqezMENU1QSZsnVJqQX30XlzUn\n8GnuyBNkA6YP2PB5SVIneZoWKBqaZUXxe238F07bXoCxjZjfCIG9EnFCdYUztu99UC4CUDvYh/aF\n+Lo8XtNQ2+HRKltH8dATNr/uK48sjIUaG343AEfHPwlcWDpmTgoU8vhxjJmYAhHKZ4Zs2ZdqDTyP\noy/9fo9mujgiyhbv25Gh2XfBcW78CyVedv99m+x3X10jB8fa4oTqCmbsmg8A0Nhfol30md2nunFB\nYuw2fWe3K/O9pVuLdwRqLp1Sv1JvgFLdRGLOTYCnMPUGEkULXreWHA5v75ZgWSqFxsQxfj1hdjgg\nydKde+JBu5xw4MuazIlpqNZcdYMNxAnVFcbYzvekibU18D3iq3cwfV1ofTNpBUsx0CqkXYFj6zDW\nuWjVSbWPtD6/rnM4HN7e9WovlZzcCUTt/py9c9ECdKbdtvWx0uqbKtVTlYBqKqLxyiXVR3esLU6o\nrhBGMneAKFSpAECye5CzP1hE+zDwz210IGRfqXL8sV8H4NBbPwqwaIG3zc4h7zZUNoM3PGituXod\n02ja94D55WEkE4ESZg7YvD1JgHT51/+UoM5MYlqubvlG44TqSmOgj9auEpOvzdh4oQZkvze1IERg\n0wuUqGUbH6h8DqLINn7wPUy13n3ucHCER9pfsJH1xqBammgSGkMGr2k3DnSITUDuL3Ls5T/oxYwc\ny+CEapszdvBDMD0LopBshtq1/czus1UCVAvCiiEpZXjkHxevOrlpMbpbrfOQutUWsksSHtVf4tHk\ni4zt/3mo19F7hlDnW9Zy0hpds76zuU0jvJk64WyWpBQTzAY20TgNpJ99TV/Pp+ZYyIpCJSKfBv4N\ncNYY8/r02ADwReAA8CLw08aYyfS5XwF+FmtAv88Yc3xd7tyxImP73geZCMpFVF8JXc4xu88W8c6d\ntRbU3//5L27kLb5qOkGaRtv4iMPBERu0yfyGnaZSRQp5dCZA7x0kuW4nwXQD+ecXbMG7XBamZ8Dz\niAsZREOmr4E+ExAXNFcdS8i+5AI4NwurqZ7wn4DRi449APyNMeZ64G/SnxGRG4EjwE3pa/5YRFYo\nUu1YD8Z2vReAZKBI49ohqjcOM3lTibCiyUxuTZHqIspaU50wcVHoi/rsmVYLMzOLaiXoQNHq86nt\nL6DKJZJ9Q+hixm4qFGzXl1ZR8D17PeMbVNsg1SacGu/17ByLsKJFZYz5WxE5cNHhdwA/nj7+LPBV\n4JfT418wxjSBF0TkWeAtwD+sze06Vovet4PG7jzVnR7hrLU0vvbZD2zwXV0+4gegbMt36VhSrRai\nZN4OYKfpw+jAuwh3DjH+xh2Igequa0nSssjag7gAQQVm3tjEnM+RiSFzxsOv2qalUnJVEDYDl+qj\n2mmMOZU+Pg3sTB/vBf5xznkn0mOOHnL4h3+T+r48tR0+QVXz91/copbTRYxk7kBlIoxOLalEW6tK\n1JIhERKF6HyEal8I4owzdnev1QetoYR4oEEuiGk+V0KStBBeK0EPFjn+9Q/3cIaOpbhsZ7oxxoiI\nWfnM+YjIfcB9AFddddXl3sYVzdhV74d8FhP6totvIUN9yMNrGrQvG317a8JI9k77wPdtowdtMHF7\nnl9qMcyOASZuLlkrqlM7ChszlUT2tUmsaFezZCq2KqkkoMaXbz7h6C2XKlRnRGS3MeaUiOwGzqbH\nTwL755y3Lz22AGPMw8DDALfccsurFjqHZezaD3YfN/YUaQx4NAYUXtNaD994+Bc28O7WFokiG+Eu\nwvH66vr5nX9zP7VhQadB8EaAtJW6igWZ9pCJLEFsBcqvQf6M2bCKDo7FudRSxF8GOqG/dwN/Oef4\nERGJROQa4Hrga5d3i46lGLvhAQD0cJnmvjLT1wQ0BpRNHg63l0h1+vGJUrZL8QqM7XovI2/+MNU9\nQpy374cO7PJP+6lgkTZxSEVKkrQBxfkYM1jmqIuf2jSsJjzhz7CO8yEROQF8GPht4M9F5GeB7wE/\nDWCMeUpE/hx4GoiB+40xy3d8dLwqxg5+CKo1kv078YDaa3cwuz8gM6lteZI0N+/xP9o+IgUgqQOd\nlTodX0QS2fpSOjCgBenUN0+/w4UCeV4D8qcTMidn1vTeHZfPanb9fmaJp96+xPkfBT56OTflWJzR\nmx+y9bp3DjJ7XR7tF7qdULZsqMEqOd74HKMD78I0V9c0oX3DPs68OUurX2M8g+produK8KUIv2aF\naeiJNqIhnGygqk1MJkSdm160xbxjY3GR6VuEwz/0ERRQef0OktBWORADJLZO+XZnJH8XqlREonDZ\nKgaj/fci5SK1H9xn27L7xjZeEDAtj2AWohmIpjXhdBtvtoGcmwKtEd93y71NihOqTc7hH/oIjR1Z\n9J4ccTZv/+JS/vG/bv24qNWiigVMs7Xq8yt7FfXrWlC3S8XoiSz7/qlNu6ApvlABrVGnJyC2gaK9\nbs/leHU4odoi6EBQsXUIw5UlUqMD7wIlq1r2ie9DEFDda8Cz1pQJNeXnBa+tCU63UZMVqDcwsxUA\njs18Zr2n4LhMnFBtUkZvfoj2YJ72ziztvCKoapJA8BLD3/23D658gW3CSPZOJGt7VEk2w7FzDy//\nAiWYXEQy3AItoAwYyJ1uEZyrINUmZnIK0l1EJ1JbAydUm5DRNzwIIjQHAiQx+HWDUXJFCVQHVSqA\nCKbV5tjEp1Y83+waYua1fWBiqHtIWyg9rwhfmcCMn8dguyI7thZOqDYpzV3FtImC9Un9n7+48kRq\ndOg+ZKAfZitIFC56ziF1q83/A7xyCX3dHqq7FDQVEgsSC41he64E7uO+VXG/uU3E2M73QBTRun4X\nCERTbeK8z//+nx/a6FvrOaPleyDwodXCpPXXR/vvRVdry5Y6joshcRaI0245viE6J6C1q9S5hbnU\nyHTHOmHKeYwvZF6eJjw9u21F6nB4u619PvdYcARILanBAdg5bPtxzaHTc7DDo/pLPNL6vC37EoXM\nXB3SKoNXV6iWUHhBoTTQaNr66G0nVlsRZ1FtAkbyd9mOLHt3kJSyhOdq6GzA8W+srpnCVuGQd1u3\nKmeHkcwd4Hnd450dPuIYaXuYKVu87tjMZ2zrdaUYydwxr+75SP4u+yBJ0L6Q5Iytfa6htteQe0Uw\ng2WU2f7xZtsVJ1SbAPE8JApJspFN74i3b0KsSRKbDiPqQloMgAiqXEJEoStVTLW+aNcYuFCHCuxy\nUPWVbehCX4nZA6SlWtKaVTHEeZi5oUwJkKlZRofuW3n30LGpcEK1WchEeJUGOh8hdRvYOLbrvcTj\n5wF4NPniRt7dmjB3Doe82zCpIKswtGl3rTYGFhWokeydSCa60B9wLrks0mqj8xFeM+1HqG3kvqQd\nZSp7FdkzGYITp+31FulI49i8OKHaDPg+NJpQqaEqGYjCbsR0h6X60m1VLkl4PbVAqI5N/ilj1/8S\nZCJq+wu0SgbVSi21NEG700y1vjMi/G6EnnK10LcaTqg2AccmPsXh4Ij1U9XrqGwW8lnIRPgD/ehK\ndaNvccORbAYSjSoWEc+zxQIzEdTq4Hs0XreHV96qbMmWTnWEtFCe9sBkYOZqRTizn+yLBUxqqTq2\nBk6oNhGdVk66VuPR8S/ZP8YwsJbEKqsGbOcljYSB7dUXBjAn1CDZ0U+cUyQFjaorFAYT25Iuqm39\nVKoFOoKZqwOMP0A2cD1HthJiNsFOyC233GIee+yxjb6NDeeQuhWwW+4dxvb+HMQxeqbS7XJ89Myf\nMLbrvZg47vazI9GQJBeWRr7fXT6aJAFR3a4tnSJ0izF37M3CaPkepFS00frX7yI8V4VYk/Tn8GYb\nJPmIxs4ML4+CtAXVFIKKXf55dVsMr/hyQlBJmHxNSPHlmNz3KqhXztqIdxepvmGIyDeMMbesdJ6z\nqDYRi4pEkoCItSZSxna+xx6LIkyziQQBRMoeSxKIE0wcQypi0hUtb4ForTj+BjNavgfJRCR7B4mL\nIeGZClJrkgwVafWHNA9kOf2jGhMYxDOYRCGxYuibCdFUmyTyCKZb+N87A4FPobCXaKJFeyBL+KKL\nqdoqOKHa5Bw9/ccAjO2+H4LANjYAyGa62f8AptnENJpIGNqYJBFQyhbamytOohClbQPPVKw2o0DN\nQxvqu7JoX4iengalUNUmEz9SpF0C1VKYxGAKMcOPKbymJv9SBTVVtdHtjSaEAUdf+D3+5dt/G0kM\nRCDFwkbPzLFKnFBtEZYrFrcSh4MjiOd1m3RuqVAHY+zGApA71YBsBn36LKrdpv+5Ps69wUe1IMmC\nSQSjoPRcFXV6gqMn/nDB5aLnzmD6inhTdUzqE3RsfpxQXQHMbcy51TDtGCpVREOS8fHS5GQTx8SR\nwoitiY4BjNAYEKr7chSrxcWvV6ki1boNARHF0fFP9m4yjkvG5fo5NjWd2LFwuk2SUdQPlAGQXI7s\neIv8KWMbNwBexSPOQ1BJlmwCYeoNdK3G0RN/6ERqC+EsKkeXxXYdNwPHzj3M2K734u0dRo1PY9LE\nZK/apv/phHNvzKISCKeF7Bn7Gklbsl9Mp9W7Y2vhLCrH1iDRSGIwxTy0Y6g3EK1p9Ye23VWc5vYl\nEMy2XQPRbYazqBxdSwo2nzU1tRkftAAAFQ5JREFU9rpfgclpKBfR2QCv2oAwhEKO2v4CM1d5qKax\nkejQbdke7+7bsHt2rD3OonJsWsauer99MNBH5fU7AEiGijY0o5gjnG5bRzog6Y5f9rymtifLo3/3\n0AbdtWM9cBaVo8tmsabGrv0guj+PAlq7SsRZz0aSj0/aE9ptpJ3l3Bsy1HeASqt5AvgNvW2LDV7J\nOKG6wjnk3QaiNk1s1dj1vwRAcziHV84QnpwmbMegk25c1L/4qd9FNLTzNkVGR4CGvV9tEo5Xlrm6\nY6viln6O+QXsNpDOUk8P2hioYLxiqxxUq1C3u3hjB621NHnwov+xAqqdEPdle3fDjp7hLKormE7E\nuijhkLp1Uyz9kv4CzZ1Zss9PIecmIPAXdDGu7PUxPvbfrKK77PNqLndvu+KE6gpG/AAJfJLKxi+X\n3v7jH6P1pr2Ihvwz5zn6zG8vep7JhrZbtAGTGoIqtmEJRrkFwnbF/WavUA4HR2wTBRFUGKLCxfvm\n9YKx1/yyfSBC7rkpjL90rSip1NGdT62AmfsJ7lhYjm2Hs6iuYMT3Qall61P1ilZfQP7ZSVBw7ImP\nLnmeKRdsSIJcsKhso1abC+jYnrj/P9uci3vndVDZrM2Hk413pNevG8SvaWS2tqxIAZjAw2vbzjJm\nri4JJBmPYGrx1BnH1sb9C9rijBTuBmNsC6kkSat9WgtJFe3u2Wj/vbZTcKdhRJIguZxd+iW2RtVy\n3YcXjJn20TNp2RiM5pH2F16VQ37s4IcwhSz1PQXaJY/CC1WSHf3Lvmb0pgchF9IYtOWFmbMEBGj2\n+0RnNl54HWuPs6i2MCOFuwErGMcm/xTTtqWJJQyRbBbTauGVS+AppFhAosh+FfK2hHHaPfhSRGrB\n8eydwPx0nKUYu+EBAKoHirQLHuWvncQbn+KRr/3aiq89+RMljECrz9AuGrwGlJ81DP9TTN/fvYw6\n7zrMbEecRbXFMXOaHCzWTmts+N2Yah3JZpFcFtNoIKIwRiOex7HpTy97/ZH8XV1flqRVC1Qh3xVF\nRKylpldXe3/sqvdDNkP94BDaF8KZGFPIrrjkGzv4IchFaB90ACYt7dIqCYUTTcJXpiGbWXK30LG1\ncUK1RRnJ3GHLCnveAoEayd/VXd6J51mB8ZStQCCpEZ3oeSK32PUlihYcV31le23PwxgDWoM26FZr\n1RHuM28YwnhC/mQD/+Tq21bF/TmMb0XKBAavoig/C+GZWXAtxbY1Tqi2MkYv2RZLFYtQyFkxA9vc\nQWvrl9IG01i+/ZZEEdJftv30OmgDM7PotFb7pdR2al6/C6OE0pMTABx94fdW9brW/gFmr47QASR5\nDcpw4H81CZ8/a69z8o9e9b04tg5OqLYYh9StK8c8iUCxAL5nxSlJ7PcUYzSSiZZsEzW2733I4AAm\nG1kvpghSaWBmZqzAiXC88tlLun8dCKXvTEPgcezxj7yq17bzafKxBhRU9kb0zfahTrlmotsdJ1Rb\nFd9fVCxG++9FlUsQBdYCimO7s9duW39Sq42uLt7UYGzvz9ma4sUCppDphi5IO8GcO78moQzyKttI\njvbfi+RzyHW7aJXsMa+uSCJDZa+gkgLlWouxaz6wauvMsfVwQrWFOBze3rWmFhOpkcLdtsdfqWBb\nRAHJyVP2yRVCEEbyd6H6ysjgALo/b53n7QReOIFuNq0PiksvBTN680PoXAilCJmaXfbcuTuH/vAQ\nplyksi9CtYAceDXBrwjGB+0JUqtf0j05tg5OqLYIh4MjIAqzwu6aZCJM6Nt+fq+cufDEIg1HO4xk\n7rDBn+UiJvAwngeeoKaqtrlLGpd1qSI1dsMDENmPmo4U5iLH9+Hwduucjxc6902jidSb+HUDBpLQ\n5vZ1ItObfYLJuYoJ2x0nVFsESbuqdHrzLXlOJsL4Ck6ex7TaiB8sGrYw73W5HJLPobMBJvDQkU9w\n6kI80uW023r7j3+MEGjsKeK1NLknT3H03MPLvyjdmZy7gzjyA7+B8QoIitoukFR3w1lD0ucqem53\nXMDnJueQupVD6laMNitbU9mMjVJvWDGTfHZFkRrJ3IEU8tbxDhjfw3iCifzL3vIfu+YDANSuGyCc\nSHfozPw5jJbe2RVhG5e1+Efy+Nc/TOlb42TPGYwy3WTkzERCc3BhGIVje+Esqi1Cp7idia0pcci7\nbUHMkmm1bSpN4CFRtOKW/eHwdntd37dxVtjkXiOCTFXA99GX0E14bN/7rJ8MUG1N5kwVNVOHIODo\ndz/ePW8keycS+N1lqdHG3o+Rxa24iSmiqUEQD6MMwYzgVzc+odqx/jih2sSMlt5pLQyjMdrwSOvz\nFxzNi/icJAwgE9lwhFVWRDDaYGZmkJLdUtOBRzBVR+/og6eetcJ3KcQJGIN/8jymmINafYFwmiTp\nzmOpeLC5HB3/JKM3PYj/A0O0i9aqapd8Cs9MXNo9OrYMTqg2kMXy4joO67HhdwOgAn/eHzSw5PKI\nREOcYEpZzL4dK47/SOvzdumXyViLSilQEJcyhK9M0xlxtPROjs18ZtXzMuUi0mzZtlaesmENer6w\njpbv6VqJc0Xq8Fs+gs54tMshXiMhPFtF6i2YrUB/GTwhyRjb4j0Log3Gc4nI2x0nVBvEIe+2RY+P\nlt6JpLtYneoE8+pFLSVSYK0pQM02MOPnGR26j2MrOa4BjMHkIqQVg45oF33CVsv6rtI0m5H8XauK\nRB87+CFr2YmA76GjADEGM9TH6Pf9KsQaTtlocomirsU28gO/QWNXjpW8TbOvHbD1qDRgwK8lSMOV\nIN7uOKHaAEayd1rHcVr5reMkV6nQmFYb4hgJfHR9foyQKFm60F2nMqYxNlVmFRxvfM6Ko1K0rtuJ\nGIPX1OiBIqodQyZDcuYs4nmrFiviBNptjn734/zEyO/gNRLirEfm5Rk7h3wOclmYmALgX73tY3jA\nxGt89I22NI0NDPURHaE9iGYgzkB9JzaeCtj31TrBc6dXNU/H1sbt+q0Tnd26i5d3XUsq9TuBFZ9O\neRYA4phjM5/h2Mxn7HE/QPygew3xvHkxTWMHfoGx/T/fFSgT+UghvypraiRzR/exiu39GIHa/gKm\nXMSUi9axne7MjZbeufwF0xSb7jXbmiTyaA74VF/Tb4MzO477PcMwPADA+JtKJBHdcsIm/dKe/bm2\nA1plW4dKYvAatksNpUK3jZZj++IsqjVmMb9T55i1ojS6aatQdsTGPp8snnvneYhH1zl+sTU1Wnon\nMtBnrSnfB9/DRAEmKq94r51dP9NqwcwsEg9CoDBpLfX6tXPaoidJV6yWw8xWkFLBWlVA+PxZWgeG\nqQ+GtlxwsJfGgKJdsCLUKSuMuSi9RuZ/V21A2SYOqgUD30kwIhx7avnyMI7tgbOoNoi5FtGj+kuL\nRn2P7XwPKpdDogijjU1zCcMLDvfd99sTVSogvmej0mONOjm+6nsx2oAxqHobrxGDJ3ZVqg3Zl226\ny/HG52zuYBgwOvAuRsv3MFq+Z+mLph1hjr747wlPTNrIcmD2KkWzD7SflhKeI0gmFSzVTi2nZM6X\nscdUDNE0ZMab1mHvuCJwFtUac7HgzLWwlktFORwcQeVy9gelbM2nbAaUIN6FZZ/RhpHMHbaMi+8h\ng/2gEwgCTOjbLxHYv3PRMcBGmh8Ob8ckCeKFmKSFabVQ56dRlDEqAwLtgkdmbiKyp5BCHjOzeHut\nsZ3vQbIZjCfI3F2+eoPsuYRWyZ/fNWaOBeU1IJo2aF9IMlbIOiKmU+d5x+LKjSf4E1UIAxxXBk6o\n1pnV5Md1BAToipTR2iYYpzuAngh6toLXX+5aNqZSxczMItkMUsijc0XbicUsHsEuF/uZjJ4XuT7a\nf68VGrHJvtoHnbsgBscrn2XshgeQXDLPLzTafy8Spf61UhGZmJk37tGTf8SP3PaJrjBdSH+BzKSm\n+EIN7/Skve9UGE25gPEVST5E1WNUs01rKM/0tRHFJ8/Z67pqnlcMTqg2CeJ5mKateCBhiAQBpla3\nyxvfgzhBguBCiZZazZYDDnwrWJUqKp8jyRYIzi8RTd5x2CcJEgaLV1NoNDFKrO8IqO3OzHva+B5S\nzDM2/G6Ojn+SsZ3vufDc0EDXkro4uLOdF0RbkTICQRWGH5tFtWwIRqdEy2j5HnufiUaUoM6m6mYM\n0UyVwWofzCxffcGx/XBCtcF0qyKky8JH2l9gtP9edLWGBD7HlgkHOBzebh3hndfd9CBoQ2u4QPTy\n5LxzR7J3ImGAhAG6srhvR1drKCD/UoWpG0sYBX1PTDJ680Mc+9Zv2ZPOjMOOIcDuNlIu2RXa5DRy\n9jxHxz+56LVz4wlJWkEBgcyUZvZgnn/4/C/OO2+lGu6OKxPnTN8gOmEKiyUam3rd5sAtw+HgSDda\nvZMX17FmVKy7IQAdVCGPDA/CYD+qkEcV8raN1iIkucAu+3yoXtcHyYV7FM9D50LMjkGIIqg3bHrM\n+CeXFCmA3HOTFE/EqLZ1lrfyitypFmO777+wKeBwLIGzqNaZJdtHibJO8UyEabW6FlU3rmmZXL1D\n6tZupYG5yzedCxEDcdYjvrrPpqmUitaPNTyIiUK7lCwVMecmuuN1Ulg61zr0o79lY5gCIf+d+ZaZ\nabXRoY/4Cu/M1ILaUktx9OmPcfiHfxNvZx6wu3fhyalVvdbhcEK1URg9r2rmIe+2bvXOTm7fcq3W\n7XPzn5dGjGQCRHtknjrR3VSTUhGqNRg/b4vigV0yptcf7b93XgyXaiW0C7Y+eScEYOyq96OHy+jX\nHcCfqnWjypequ74Yj/zDr/LDP/MJwopGYus4N+32qsXOceXihGodWcqaWnEnsBO1vlxe3xLXkUTj\n12LMYNlaXWmIg375FQCOz/EBjQ68q7tDOLb7fuLr9uDN1Jl9XT9GXdidMxNTNu8PUO0Ezlsr6+iZ\nP1l+HosQziRE4w3rdKg3oFOaxuFYBidUPWAlYeqW4u1En6d+q8V65C3XiVi0BhFUMwalMMU8Eicw\nUwFjFubpKUFKaQT7nJzC2g4FBrwmtnZ6FGLKeUzg4c00QJtl/VHLEY038CZmrTU1PQMizoHuWBEn\nVOvIq6oxPif3D6NXfO3Fz4/k70Lt24OqtTC+QqoNmLLxTEuJyrFzDzN2wwOcfdtOjAdxFjA5xNjg\ny9KLTfA9mjfuJzw9i5ptcvTpj61+TouwmrbtDsfFOKHaDHREapkGDB2WFTBPYdLUlaS/gNdevvzJ\nj73jdzE3DlmB6qSwpGkszbIweUOGcqBIMopoambZazkc64kTqk3AXJG61E4vx6v/mbHd96OKBUw2\nRGKNHiwtef7YDQ9QfZtNs/HrtoRKULeR4pJ2ewlqhsy3T9mAUuDYxKcu6d4cjsvFCdVmYBWW1Kou\nU6sjSiFpDJWOsnjLdBGWxCDGpst4bRj4dg1vtkV7IIs/20JVm+gJ6zi/1M7IDsdasG5CJSKjwB8A\nHvCnxhiXmLUUaV30y0XXG0iS2Chez8MDTNpk4XBwxKbmhCHm4H7qrx1ENKgEvJYhf7JJ8MJZ9FAf\n0SvTtq5UO4YwdJaUY8NZF6ESEQ/4D8Ah4ATwdRH5sjHm6fUYb8tzmcu+Dp3mD+J5yOAAzFaRZovR\nofvw9u2Bmu0EY4BW0SOa0YiG3IkqarJidwzPT3P0pd9fg0k5HGvHellUbwGeNcY8DyAiXwDeATih\nWoTLFagFKGVTaIp5TKPRPWx2DhL3ZantyiCJwQjkX66gTp2HbAZzCa2xHI5esF65fnuBl+f8fCI9\n5lhnHtVfsh1fZmahHSP9fUgmQ7x3kPrVZWq7M6jEEFQ1mfNt1FTV5uw1W0g2u7pmEA5Hj9kwZ7qI\n3Afcl/7YFJEnN+pegCHg3LYafwY4O+fnk6sbX2RD6o9vv/ffjb9arl7NSeslVCeB/XN+3sdFfyrG\nmIeBhwFE5DFjzC3rdC8r4sZ347vxN2781bBeS7+vA9eLyDUiEgJHgC+v01gOh2Obsy4WlTEmFpF/\nBxzHhid82hjz1HqM5XA4tj/r5qMyxvwV8FerPH2jPbhufDe+G38TI2aJRgAOh8OxWXCliB0Ox6Zn\nw4VKREZF5BkReVZEHujRmC+KyBMi8riIPJYeGxCRR0Xku+n3/jUc79MicnZuCMZy44nIr6TvxzMi\nMrJO4/+6iJxM34PHReQn12N8EdkvIl8RkadF5CkR+fn0eE/mv8z4vZp/RkS+JiLfTMf/jfR4r+a/\n1Pg9mf+aYYzZsC+so/054FogBL4J3NiDcV8Ehi469nHggfTxA8DvrOF4Pwa8CXhypfGAG9P3IQKu\nSd8fbx3G/3Xgg4ucu6bjA7uBN6WPi8B30jF6Mv9lxu/V/AUopI8D4P8CP9TD+S81fk/mv1ZfG21R\ndVNtjDEtoJNqsxG8A+iUCPgs8FNrdWFjzN8CE6sc7x3AF4wxTWPMC8Cz2PdprcdfijUd3xhzyhjz\n/9LHs8C3sVkKPZn/MuMvxVqPb4wxndbSQfpl6N38lxp/Kdb887cWbLRQbVSqjQH+WkS+kUbIA+w0\nxpxKH58GFvZEX1uWGq+X78nPici30qVhZ+mxbuOLyAHgjdj/6j2f/0XjQ4/mLyKeiDyOzRV41BjT\n0/kvMT70+Pd/OWy0UG0UbzXGfD8wBtwvIj8290ljbeCebYf2eryUP8Euub8fOAV8Yj0HE5EC8N+B\n9xtj5pUL7cX8Fxm/Z/M3xiTp520f8BYRef1Fz6/r/JcYv6e//8tlo4VqxVSb9cAYczL9fhb4H1jT\n9oyI7AZIv59d+gprwlLj9eQ9McacST/AGvgUF8z7NR9fRAKsSHzOGPMX6eGezX+x8Xs5/w7GmCng\nK8AoG/D7nzv+Rsz/cthooep5qo2I5EWk2HkMHAaeTMe9Oz3tbuAv1/M+lhnvy8AREYlE5BrgeuBr\naz14548k5d9i34M1H19EBPiPwLeNMb8356mezH+p8Xs4/2ER6UsfZ7E12v6Z3s1/0fF7Nf81Y6O9\n+cBPYndingMe7MF412J3Nb4JPNUZExgE/gb4LvDXwMAajvlnWPO6jV3z/+xy4wEPpu/HM8DYOo3/\nX4AngG9hP5y712N84K3YZc23gMfTr5/s1fyXGb9X878Z+Kd0nCeBX1vp89aj8Xsy/7X6cpHpDodj\n07PRSz+Hw+FYESdUDodj0+OEyuFwbHqcUDkcjk2PEyqHw7HpcULlcDg2PU6oHA7HpscJlcPh2PT8\nf4GXLIO6rkf+AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,1, figsize=(16,12))\n", "ax.pcolormesh(grid.variables['Bathymetry'][:])\n", "viz_tools.set_aspect(ax)\n", "ax.add_patch(patches.Rectangle((45,750), 90, 898-750, fill=False, linewidth=3))" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Jul_NW_all = still_inside(45, 135, 750, 897, Jul_lont, Jul_latt)\n", "Oct_NW_all = still_inside(45, 135, 750, 897, Oct_lont, Oct_latt)\n", "Jan_NW_all = still_inside(45, 135, 750, 897, Jan_lont, Jan_latt)\n", "Apr_NW_all = still_inside(45, 135, 750, 897, Apr_lont, Apr_latt)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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IiEhRai+YTiZh/nwfSIPKPERERESkaLUXTCcSvosH+DKPL3/Zl36IiIiIiPRT7QXTzc3Q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\nl5dLJOvA9+/3f1df7bPHMzPl+43Hs3Vreu/o7m5wjt6wlCOZoQa4//7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mauKOHuE+07pl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DPS4W0ozyZv2ACDg+x53euKPaJnm4VOSpvZUN+nIkd1TjAtIiKyUMTlExMTPpCObyf7RCeD2ny+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\nTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(2,2,figsize=(12,12))\n", "ax[0,0].plot(range(744), Jul_NW_all, 'r.')\n", "ax[0,0].grid('on')\n", "ax[0,0].set_title('July 2016')\n", "ax[0,1].plot(range(744), Oct_NW_all, 'r.')\n", "ax[0,1].grid('on')\n", "ax[0,1].set_title('October 2016')\n", "ax[1,0].plot(range(744), Jan_NW_all, 'r.')\n", "ax[1,0].grid('on')\n", "ax[1,0].set_title('January 2017')\n", "ax[1,1].plot(range(720), Apr_NW_all, 'r.')\n", "ax[1,1].grid('on')\n", "ax[1,1].set_title('April 2017')" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Jul_NW_deep = deep_particles(Jul_lont, Jul_latt, Jul.variables['init_z'], 45, 135, 750, 897)\n", "Oct_NW_deep = deep_particles(Oct_lont, Oct_latt, Oct.variables['init_z'], 45, 135, 750, 897)\n", "Jan_NW_deep = deep_particles(Jan_lont, Jan_latt, Jan.variables['init_z'], 45, 135, 750, 897)\n", "Apr_NW_deep = deep_particles(Apr_lont, Apr_latt, Apr.variables['init_z'], 45, 135, 750, 897)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Deep Particles" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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NNp6VbmtTmYeIiIiIVKX5unmAZ6fvvdcz0u3t6uQhIiIiIlVpzmAaPIBWEC0iIiIiW6E5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\nc7Z74QXax45t+PdGw/78BqA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N8+4d8UWEUDj+1KeGnr2Ol5LccceW1xps2aa2z0JGERFJ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/eUrB0HR5dFih9LbceNma40hzURleUVM500nVIw71cAuiOmf7KilhIREbUDG64RF6qRzZoS4Krm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\nRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(2,2,figsize=(12,12))\n", "ax[0,0].plot(range(744), Jul_NW_deep, 'r.')\n", "ax[0,0].grid('on')\n", "ax[0,0].set_title('July 2016')\n", "ax[0,1].plot(range(744), Oct_NW_deep, 'r.')\n", "ax[0,1].grid('on')\n", "ax[0,1].set_title('October 2016')\n", "ax[1,0].plot(range(744), Jan_NW_deep, 'r.')\n", "ax[1,0].grid('on')\n", "ax[1,0].set_title('January 2017')\n", "ax[1,1].plot(range(720), Apr_NW_deep, 'r.')\n", "ax[1,1].grid('on')\n", "ax[1,1].set_title('April 2017')" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Jul_NW_shallow = shallow_particles(Jul_lont, Jul_latt, Jul.variables['init_z'], 45, 135, 750, 897)\n", "Oct_NW_shallow = shallow_particles(Oct_lont, Oct_latt, Oct.variables['init_z'], 45, 135, 750, 897)\n", "Jan_NW_shallow = shallow_particles(Jan_lont, Jan_latt, Jan.variables['init_z'], 45, 135, 750, 897)\n", "Apr_NW_shallow = shallow_particles(Apr_lont, Apr_latt, Apr.variables['init_z'], 45, 135, 750, 897)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Shallow Particles" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ikkugp6fYc7ncK6+M/rhEREREZJfXHBnmbJZUd3dpz+WODmiN/f/AnXdqxz8RERERGbTm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\nzJWGqrdvL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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(2,2,figsize=(12,12))\n", "ax[0,0].plot(range(744), Jul_NW_shallow, 'r.')\n", "ax[0,0].grid('on')\n", "ax[0,0].set_title('July 2016')\n", "ax[0,1].plot(range(744), Oct_NW_shallow, 'r.')\n", "ax[0,1].grid('on')\n", "ax[0,1].set_title('October 2016')\n", "ax[1,0].plot(range(744), Jan_NW_shallow, 'r.')\n", "ax[1,0].grid('on')\n", "ax[1,0].set_title('January 2017')\n", "ax[1,1].plot(range(720), Apr_NW_shallow, 'r.')\n", "ax[1,1].grid('on')\n", "ax[1,1].set_title('April 2017')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Northeast" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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8Y8cZ/LroNcBOxbL5/SLI7DmzpqfRoHWci+YjJcVLD3wWU4fhjbP0O0SorPop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\n3BHOFYRPzDDwWNsf40DmAhpFTIhhVTSJ1hbdFi8VM9+Ws3ca8LpUh4J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UOwcLnSxgJGzy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QreXDz32LlmDmt2/0rlokVG+hMkBf2HhDD5t36T3bJxqXxF954ltynE5l7wZQfCx8aKVyDa/r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\njg2PM1QOh2PD8/8BwO563j0Sb/8AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,1, figsize=(16,12))\n", "ax.pcolormesh(grid.variables['Bathymetry'][:])\n", "viz_tools.set_aspect(ax)\n", "ax.add_patch(patches.Rectangle((45+90,735), 180, 898-735, fill=False, linewidth=3))\n", "ax.grid('on')" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Jul_NE_all = still_inside(135, 315, 735, 897, Jul_lont, Jul_latt)\n", "Oct_NE_all = still_inside(135, 315, 735, 897, Oct_lont, Oct_latt)\n", "Jan_NE_all = still_inside(135, 315, 735, 897, Jan_lont, Jan_latt)\n", "Apr_NE_all = still_inside(135, 315, 735, 897, Apr_lont, Apr_latt)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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jbFJfHw94/PjH8eZTSTWkZAOTN96Ip7Bls+nKQ1BejamhQdMw7r03WpfJxG2/\nly8t1VkwKSE6c6bq9ft0kfPO023mNBvjFHOYB0IYUa5EJaNUBNo7wq2tGpmYPDkylqXOGSpohOkT\nPhUC9HHjxkhPOTzH+vWakgHqKIfThz5V48kn4+Ps6oING+LrRNSYPvVUJFM0e7a+hjvuiMvdWXW1\nYQwrInIycAOQBe50zv1zYvsHgOXALOAfnHPXVnqsEdDeHreh3d267sori/dtaIBbb9U8ZS/L2dgY\nrxG57LJUO9lbC1PuOnPKKXGHOXmu5Exl2FkwWbDonO6/bl08nfDCCy34YYxbzGHeXSpRyUgSRgog\nLuMzc2Z68R8UFxt6JQuIS8x1d+s5Qqmjq66KDGSI1wcN00WOOw42b472yWZhxgw10j4NI2xq4i8W\nxx6rr2nFiso1Rg3DGFREJAvcAnwCeA14WkTuc879PNjtbeAi4LQBHGt4GhsjmU3o29YlO7G2tUUz\ng5lMlEsckstx8F13pReEh7S3lz9XqZlKv27rVtXxD4+/5RaNLIeF3Rb8MMYp5jCXo5KGJMm79vr6\nKJUCOGjlSk1zKBWRnjs3ngN34YXR9Fgy3zm5n0+/OPtsdbTDiHJSHN83J/nyl+Pj/9zntPPUjBlR\npbR30D3ORVqintraKJVDJOo0mNSUtoIRwxhujgU2O+e2AIjI94HPAL1Or3Put8BvReRT/T12XJG8\nBrS0aEOnAw5QFQo/09faqvuXak8dkpxxnDixtGxb4Xqx965d6QXhIY2N5c+V9tzhukKNS1F9DkRR\n8Zoatevnncdhr78ev7YZxhjHHOZS9KchiZcUCp3Wgj5yTMItmUbR2ampGMkWqWnFf6HcT7gfqGKG\nj1x4wz19ukahr7kGfvWrKDKxYUM0hSgCP/iBbgs7/YEaxnB6Liz4y+fhzDP1/6VL42OBuAFOOt+G\nYQw1U4BXg+XXgOOG4dixRVoHv1Ay7sc/hkcfLd+Jta+AQV/trQvXC/H2eupUTc0ol+JXiQRcWjDI\n17isWqUBF79++nS9Hnj9/QsvhK4uDgB48EF45BFzmo1xgTnMpai0IUloUCE6puDcSjKHNxmRnjw5\nmkbzkVovbB8qZYTTbcn9wkiCjxAsW6b7dXXFIxNz5pB/9FGy3d263Y812envlluiaHdNTdxp9kod\nra2Rs9zToxeTP/1Jje306dZS1TDGMCLSDDQD7LfffrQN4OZ4586dAzpuKPFjOmjlSg7p6EDyefId\nHexauZLWj9lWAAAgAElEQVR3AV6LwnV18fKyZWz1DT7QXOOjL7uMjHcuRchPmMBz112nBeClaGjQ\n2cDEe1FXV8fRNTVIT49eSzZvJn/RRTzX1VX6fCXO5ce335o17P+TnyA9PeRra3vH1jv2ri7yjz7K\ncwV7f/Bdd7F3wWnPd3cjziGF98F1dPDysmVsX7eOSRs2sH3GjPKvcxio5u9UNWFj6j/mMJeisTFy\nSn26QZKkUw2RM1yIMOe7ush4p9bf1YfNRiBqg1pbCzfdlB6VqK/Xc4JOg4Xn8Pu1tmq6RjK/OBGt\nfq6ri1k7dkQyQ2lTeMlcu40b41ORftxhZNkXnDz4oErLJW84/HtmKRqGMZS8DhwYLL+3sG5Qj3XO\ntQAtAMccc4xrHECdQltbGwM5bijpHdPEiXDXXZDPk8lkePcXvhCLMEttLVPnzYvk3kBtfDjj5hzZ\n7m61twN5nY2NsHUrbtGiXkc929k5sPPlchqd9tcIiMY2caJePwqOfrazk1kPPQRr1qjzXbiOZDKZ\n3plHhzrNU/fZRwsM/XWkVMS5khTHQaCqv1NVhI2p/5jDHJIsxvNFdMnmHJ40feSwK9LGjWy/4w72\nOfts3T8t4prLxdUt0iqQw6YkmYw6y0lpn1xOhfBDdYra2tRo9Y4jj4xeY+gUl8tt8471xo1RBymf\n0ywC++8Pr70WHfvcc/r8oM+/aRN8/es6rj326F/EeZgMrWGMEZ4GDhORQ1Bn93PAGcNw7Nhi48Yo\nLa27Gw49FJYsKc5hDvHXhMEsek4qFDk3MG17H+AJm0r5upvGxijo45/j/vvjBeFehm7JEihEmXvP\n66PsHR1R45Xk9dRmHI1RjjnMnmR6xUknRSkIXV1RbnBS1zgtZyxwMvfu6FBnc+7c9BSPtrYoItHd\nnZ76ERb8QXrnvNCB9Zx1VnFHwCRlmq7Ezp0ce/Jm4a/+KtJu9rz//fClL8U7XIFGOCqttO5PLrlh\nGDjnukXkQmANKg23zDm3SUTOLWy/XUQmA88AdUBeROYDRzjndqQdOzKvZIRZtap4ec2a9GBFeA0Y\n7KLnOXN01s4z0O6poc3OZmHevCjAk2xKBVHjKe9Ye5WlO++E7u7eCDN77FF8bC6nz+dnTufN67+a\nlGFUGeYwe5IqFL/8ZXz7tm3pjlsph9MXa4QdoEIH0991Jx3PtEhEKI6fz6dHF5LyRhMnVlaxDX1H\ncNPGmLxZSMs72ndfffz3f4+v70+EpLUV3nlH//d5eWZoDaMszrnVwOrEutuD/7eh6RYVHTsuSTqq\nc+YU7+Nv6H1nv0svjdSGQmWksAlVf2luZusjj/C+H/xAlydOHFjEOs2Zh+JrB0RNrHzqX319ZOv/\n/u9hyRLNqc5kYJ991LH22tK+vsWfzxe393WdM4wqxxxmT7Jj04sv6o+/u1sfJ0/u3x1yoauT88Ua\nDzwAN95YHHGopLI5qa+ZFl0YiLwRqDE/4YTy+WeVjDF0qkHH+eST8Pjj6Skt7e3FU3ZpY7vzzmi5\n1M2CYRjGYOMjyT4FY/r04uBCGGjJ53UmzTubDz+sxw/CDNnL55zD+y66aPdT07ziki/o9uMMrx0z\nZ8avU8lZvsWLYY89yHd0kKmp0Wubt/Ef/Wj6806erMf599IwRiEVOcwD7RolIgcCrcB+aI1Ai3Pu\nhsEb/iCS7NiUz6u+sU9pgGKNynI0NOg0VCHfq88OUH0530l9zVyu2DmuJL0iSWtrev5ZX2P0U25+\neu/WW+NGFyIR/CQTJ6rje8IJ+pzZLPtffHHxe5qWZjKQqUjDMIz+ksvB+vVaj/Hss7B6ddQNzzu/\njY1RMMOTbDg1WKkIA7Hvaa/pggui3Gw/a1dfD1u2aBQ9mXKSTMlbvx7mzuXN119nypQpauf9dXPt\nWrXrN94Yv2bNnKmyfD6g8sADGpzx57f6FGMU0KfDvDtdo4Bu4DLn3DoR2Qt4VkT+oyq7RiWnpXwH\nvfCHXKnGpaepifzy5SrhtjvTUMkIrx+XH+vy5cNfmRxOufX0qLD9Y4/BbbdFz3vnncUO8wc/qPnO\nDzwQOeo9PRx2/fXwN39T3Mo1m42MO1iE2TCMocdHVQNFidgM5K5dagNvuy2S4PS1KGEjJ6iuVIS2\ntrhNzma1xuRrX9PlBx9U3f6rr9blXC7eUTab1etNdzeTMxn41KeionWPd6q9Vn9annRnp75/YRDK\n6lOMKqeSCPOAu0Y5594E3iz8/wcReQEVxq8+hzlMadi2TR26O+7QH3Rf+cplzvncdddFEkDJyuF+\nnqt3/4ULi41PWuSikoK5pqbeIg5qanR5IOTz8TF4LeewrWptrbbc/sUvioysOFcc3W5o6M2X65XH\nswizYRhDTVJRAqICOK9tv3y52suwaVSykVN/mokMB3620udc33xzcXHjtdfCaYXYl79++I6yoNfF\nnh4yPT3wox/ptjDKXlOj701Xl66fOTO9hThE6SxWn2KMAipxmAel85OIHAzMBJ4ssb2Z3RDBHzTB\n689+VgXru7p6BetfSYjTgwrAVyLUXvPOO2zZsoXtdXWwbl0kDB8Ixifx4vIAvznppKJ9vJh9puA0\nu5oaNtTVsSPx+g9auZJDdu1CnOsVmN/a0RF7r+o2bWKGCCKCE2HDunXsSLzWNOqOOooZ2SxSSJlI\nG0NdV5fuk8/jMhl+/8EPMulnP1PBe+d6q6y96/z666/zUuI11B11FEdPmIB0doIIL/3ud7w5TMLm\n1SqiXo3jsjEZYwqvwx9KZ2azcMop6iQmVY18wMVLkfb0xLdViyNYyoEPixuhOJ0EovTEFSuiyLv/\nS6Zx+HS8fF6j748+WlxjE3avtfoUYxQwLEV/IrInsAqY75zbkbbP7orgD6rg9cSJKpHW2Ukmm2Vq\nTQ1TJ06MVz1fcUXfU0m5HD1f/3qUkjF3rhrZfL60mH0up5XWhTvxKWmtRxsbYdasXuMjTU3MSnv+\nF1/sLZqTfJ6pH/kIUxsb4+9VLtdr5CWfr1wQv5Ix+HOjEeS9g9QKAWTPPWHnzt51U/7n/2RK8rkn\nTtSLVEETdNpttzEtmboxRFSriHo1jsvGZIw5wuiy73T6xhtqy9PS7CpRPKpGmps1DePaa3XZ15is\nXx+lYiTVkVpbcUuXqgrUhAnxIvNkOp6/eWhsjMuctrX1XcxuGFVEJQ7z7nSNQkRqUWd5pXPunv4N\nb5gJ0yV8Re/69cWpGWm6xCWk5TJdXVERCPRtUNNyvdLOX0nUohJ1jd0x8pUUK2az+j45p6kYIYGz\nnDq+tDxC6xpoGMZQk1ZwnM/DM8+oE3n22cVKRNWWfpFGqTS9q6/WNAxfAOgbVflUDJ+q5+XxbruN\nDUcdFU839Ph0vFCJo76++HmT3WtHyw2GMW6pxGEecOcnERFgKfCCc+47Ax7lcBAaEp+rFuawhY5r\npU5mYyP52toowuw7AYZKEinHxArdyp2/Ev3kpLpGkqE08g0NcOqpUcvsUh0TAZfNIn58LS2aV/fu\nd6d3ptqdroGGYRh9Edr4bBZmzFBnOZ+PHOm2Nk0rCCXYqin9Io1ywR4/9oULi1MxoMjh7e0Y63Wm\nw0YtPq871On359y1S+X31qyJd6+t5vfNMKjAYd6drlHAh4AvARtFxPf3/FpBGL+6CH/QYTU0RI6a\nd+jSnMw05zWt6K+lRSPXPT3xqHWId5izWZXnKaV+0VdBX6XO8FAa+cmT48tJCSYAEd48+WSmNDRo\nh8Uwn8631/adqerqBt410DAMoxLSlInCgIovavOzdxMnqmzahg3p0mzVQiXBnrR9kg5vayt89rPx\nxi3hexEWynvC2caw7fZAOxcaxjBTUQ7zbnSNepyopqu6SUYUvN5m2EI0Oe0U5myVcF5778L9fmka\nmOF529riMmqlDElra5SqUC4tZKQjHk1NsGxZ1CL11FOjohnPHnvwm5NOYspXvlJcfDJpkl6A/Pt/\n0knx7c6pLJJhGMZgkrSdixdHM1/33x8vWHvnnehGPk2arVrSNCoJogR5yr0k0+uWL6fuqKNgxw69\n/oTvRdr1KNmXIGy7nc2qdF0uN/Lvj2GUwTr9edIiCpUauX7kNBdpYCbv8L3j3tGhxiStcjiXUyfU\nO52h5me14XO+/Xu5cWOUogGaN7dggSpzLF5cfPxbb2lE3ufQzZhR7FRfe60a7kq7GxqGYfSHXC6e\n11tTEylipHHttXDooVoDU9Atrhqt4UqDKF4j2c+EJhpxTdqwQdf565WPMIeR6/Bmoakprru8eHH0\n/iTrhAyjCjGHOSRpSNJUH9Kc6H7kNBdpYKalUSxeHBVMzJ+vuWDJKHQod3TmmdVtZML3NZm/PXly\n5FQfd5zqNCfp6oo0midNKt6ez8Ptt6sxP+MMuPvuQX8JhmGMU3I5uOqqyCkEmD0bnn8+3V6BOpVh\nMxPY/U5/w0naDGbC4d0+Y0Y80BTmMPs0xeTMazK6vXChvkeD0QnRMIYYc5grpVzOcNJoeBWHgeYU\nt7dHGpZpRiTpoA+02UgVUbdpE9xTRkTl5z+PCkve9S6dAk3inMoBTpkSTYf2RTVNlxqGUV2k5ehm\ns9rYyqsZ+bzd00+H730vWufTF6C4DqaaSc5gZjJxSbmCvezV6y8VsQ5nXjs69KbjqqvgyiujfUar\nFJ8xLjGH2eOVGUoVbKSlXfj1obOVdKqTVDId1pcRGQ3yRaVoatIpuNDZz+U4+K67olbZaTzxhP6J\nwGGHwb776nJS+gnUaU46zGmOcS6nyz6/2qIbhmGEeLvvneUTT4SpUzWFIFx31VVqOy64IF2aLa0O\nplpJ1tGk2VgKQY5crjiy7AnTC/N5eOgheOyx0sGm0XYtM8Yd5jCDOsvnnKP/P/igRg8WLCgf1U3T\nlaw0l7kvKi3MGI3GpaFBG7Ekqs/39tN/mYz+hQZbJKqoBnjhBf2rKfH1/c1v9DN94AFtNNDYCDfd\nVDw70Noa6WN3dmrRzoIF8bEZhjF+Sdr9q67S9WEurneWIW6XQ1m10WSrGxvV5nry+SiVLlAKmeE7\nGqapY/gAhS+UfOihaMa0tbU4hSOMOhtGlWIOM+gPOuTee1UjstydcJpznBYZrqDNdCqj1SGuhPC1\nFTQ/xTk10lOnahdF0GK/Aw7QTn/z5xenYYROdUhPD5x3XuRgP/VU5HSHNzLbtsWP+9GP1MkuFOjU\nXXONOc6GMZ4pFbwYy1HRhgbN0Q6LsyGe15zPq/yVT9sIneHW1nih4+LFGlkuJ8lnxX7GKMAcZtA0\njKTyQilpnHA56RynGVefumGkU7jJyO/aRcY52LJFneOHH4Ynn4z2mz4dPv95+PWv+z6nly0K8RGT\ncooizkU3OB0dWgUOludsGOOZtOCFXy5VrxLmPmcy2vmuWrWZ01iwAFavjtLVZs7UIsZAmckBEkaY\nvTOcbPjV3l5eki/Mbzb7alQx5jBDZMh8K+x8PnKCSzlLpSIPYzkyPBQU3sftF13EPuvWlS503LgR\nXn01Ws5m4cAD4ZVXis/po8kh3onu7IwiJ6vL9M/J5+mqq6s8z9mcasMYP7S0xFs/JyOkbW1R7m4+\nr/sm1Y6qmaQcaGtrVOQI8KlPseHEE7Upl0+t2LpV35fQ9mYyOsPnZ+6y2aggEtRWJ/ObwWypUZWY\nw+xpbta/0PGB8t30zDkeNN7Zf391SP00XhgFzuXg/PPjGtazZ+tj6DBnMmqAfdOZEG/EndNc5Rdf\nLFnM4tnzpZfS85x/+MP4jpV0XTQMY/SSvC701YCqsTHe1bS7e/QVFfchBxprygX6Ht15Z9xO5/Px\nRlU+9U5EZ/tmzoxajnv7+uMfl74RMYwRJDPSA6g6Ghq0AMHfYacpYxiDR8HZPMAbyQ9/WKfvSulO\neyZP1mlD3zq7thYuv1wd18MP7/t533ijdNFggf1/8pPiPOf779cxh7S1aW6fl0/y35NcTnO0k/sb\nhlHdhL9df0P8jW/oY2tr3B7l88UNphoatHW0Z7R3JG1q0mCAl8dralKVjL/+a9XPb2nR13zLLWqL\nMxm1r2F6nIiu9+vyeZg1Sx3jbFb/7r8/ym/etcuuuUZVYRHmcvQl72bT8LtP4aZE/NTl009r+kU4\nfRl+DqAG2Us0PfpoXMYpbC5QjsMO0/SbcnR3q2MeRoqcK44Ubd8eL37xcksWdTaM0UUux2Hf+Y7W\ntPjZrrlzo8DJrl16E53NRhFmEU1JSPLWW/FlXxMxGkmmaABHX3xxdOPw1FP6OH06nHWW/j9zZrG0\nXrjOy4o2Nel5t27V5lMe59I73RrGCGEOc5KkE1yqGrqvHDajMhobIZvF9fREVdfJKU5vrP20YKhn\n6qcNFy5Md5YnTy6OEgN8//t9pmSIc/CHP8RX1taqEV+4MPpOJC+E3/0u7LXX4EgMGoYxPBRs+gFh\nrq6/SfdFw85pPu6ll8L110f2P62QOFlMPmfOkA19WEioG2WS9nPpUg12hM5wsgvg9Omla398Soe/\nEclk0m9EDGOEMIc5pFRUMK0Cuq8cNqMyGhrg1FPjEkYi6c1ayr2/yZxBj7/gJenDWe7lu9+NF7Ec\nd1w8QvLww8UXRue0M6F/LdmsydMZRjUT2PReBWKffjBzZtwGdHXBpElw881Rs6s02+SLycs1xBqt\nNDaSz2bJhnb0gAPg2WfjQQKvr5y8rqbpLvuUjjAQZXbTqCIshzmk0pzltra4Y2YO0eDysY/1/+aj\noUGjPklOOSW+XFOjn9eECRot9hfFT34yLtbvSaptPP54lK+8a5dGvZubYcaM+H5r10atcZPnMAyj\nughsugO1Eeeco85de3v8N5zNRilgDz+sj6XqFJqbVdN/LDnLAA0NPHfDDXDaaXDssZpKsWCBvjfJ\nIEGp66rPE29pifLFm5s1ze5b37JZW6PqsAhzSKV97Rsb9e7Xa2zefLP9sHeHyZPjy0ccMbDz7NgR\nXz7+eLj7bn30UR6I/k924srl1AFeujQuoRQS3ig5p1OITU3w0Y+WzlEcjRXyhjGeaGzUG+iODpwI\nctllcPXV0fakvW9vH/cpVzuOPFKj8p5cLpL07OnR9IyGBr258MV+/rrqUxq7u6MOr2Fq4zh7L43R\ngTnMIZX2ta90P6MymppwS5civsimqWlwzusd71Ay0E8NtrVpEUpaPnRTk0aNfCFLObq7o9xqL4sH\n8YhUmGJihaKGUZ0U0gvEOfDRU28TkvY+l6ssuDKeaGuLAg09PeoQg9rSnh51ihcv1nVhSiOU1t83\njCrCHOYkld7dJvczR2jgNDSw4frrVQR/d96/pqao01Sa4x1ODfb06DTiihXpU39htDiTicT2vdB+\nyNKlui6bhc98RjWefQ4zwAc+oI9pOfIbN47NHEfDGE0E0pUCxc5b0t5b0KSYNO3pVav0vcznIzWR\n1tZinfxMxm48jKrHHObBwCTEdpsiEfyB0NAAjzxS+iLmU2527Yp3/ktGNQoXTwE18s3N6ny3tqpD\n7ttn++1+WtE5Fd1PXgx+8Qv9foTyVF6k3xc7+qJBc5oNY/jxKRmdndryuRLnzVIH4vg6kkWLdNk5\n2Hdf/d83Kqmv1xbYnmwWLrtMiyj9+33eefoYzv4ZRhVgDvNACSPKYeTSF4LZD31kKHcR81Eh7/im\ndRWEXsc639FBZuLEyHC3taVHRnxUJXSeQ/L5yMn2kepMRiPRIatWmcNsGCNBIF35xuuvM8U3rzL6\nx6RJcXsYynfm86p9HyprzJ4d5Yrncmp7vbLR8uUaALHPwagSzGGG9HSKcikWyYjy4sV6p+xVEZYv\nt7vjasU71DNnlpaEKjjWby5cyJQpU6L1YfFK2LFKBM4+W8953nnpqhj5PGzZEuX4dXXBCy/E90kq\nbRiGMTx4e9/UxEsdHUwx2z0wfEF8Z6faxdA59sEGf60E1bTO5aIblqQGtuU0G1WEOcxp6RRQPsUi\nKZPT3q4FZEuWqLNkqgjVi1fC8BHmxx6LdxX0bNzI/qtX6+e5YoXeFH35y5FBnz4dnn9eHeGeHjjo\nII0OL1wIr7xS/Lwi8B//EV+XdKwnTRq0l2kYRoUkrgF111xjubQDJcztrq9Xm+kjxmFdye2362NX\nV3StrK+P28SaGv0crD7IqBLMYS6lEVlOMqiU/NyKFVY1Xc34C+M770Tr0j7fQhMD8VGQjg4t7Aub\noDz3nOY8QvR553Lw2mvx58xm1an2qRjJbX6difQbxsiQuAZMGs0trKuBMC1u+vTiDq0bN0b75vNR\n++v29ng6h2+xbfVBRpVgDnMp57ecZFCpCmmrmq5u2trizjKkdxUMi/78PgccUHy+Aw5Qp/m44/SY\nrVvjEZLjj4cnnyzdbTCb1Ry+yZPjKTwtLaacYRhDjf+dzZgR2ftslom/+U2UJmDsHmk1JaFjHLa/\nDtM5slld19pq9UFG1WAO80Cd3zRDYFXT1U1jYySs79lvv+LPrDA16CBymk85Be6/Px4l/vWv9XHz\nZj1vba1OI4JegI84Ap54IhLyT9LdDX/6U9xZ/spXoipzU84wjKGhpUU7+YH+zhYs0MZHy5dzwI9/\nDA89ZNHMoSJ0jMPZubY2TX1bv15T5u64Qx1nPztn9UHGCGMOMwye82uRweqmoQHOOANWrozWfeEL\nxfu1t4OINjAAjYS0t2u+86JF8MYbsHNnXGvZO8Vnn635zD5qvWxZ3FkOHfZ8Xi/Mjz0W5c5fc018\nLEuX2nfJMAabVaviyxs26G+2uxuxJhpDSzJIBfG0i7lzNZjg7ea0aZGtDXOeDWOYMYc5jf6qZkBx\nxALM0alG7r4bpkyBe+6B00+Pt7/1FDRZXWenRph9FKShAX74Q90n/Lw9NTXF0Y9586ICF1BnOcxd\nzud1qvGqq2Dq1OJCwLRUEMMwdo85cyI77ZenT4/kJK0OZWgJA1ILF8ZrhiCWIsMvfxkdF+Y8G8Yw\nYw5zkjTJOD9F5HV706bqkhEL09StXq6+Ot1R9hQkjt7wsnJpU4DNzRqpXrs2WnfKKcX7NTXp1GIY\nZU6mZzinChq1tfrnlThE9Jw2c2EYg4v/HS1dqjelXiknTU7SGFqSDaXq6qII9Natqj7l8d0C0ygE\nterq6uxmxxgSMpXsJCIni8gvRWSziHw1ZfsHRCQnIh0icnl/jq06worpjg648EL9wXZ0FCtphMyZ\nU37ZGF00NPDSpZfCbbeVnv7bZ5+KzsPHPtb3fj6l46yz4LTTNG8PVNf5nHM0GnbOOeo8G0YfVGCz\nRURuLGz/mYjMCrZdIiKbROR5EfmeiOwxvKMfJqZPV8WG++/XIEkuB8DkBx/Um9xgnTGENDSo/Jxz\nGkFetEg/lyuv1ICDVyOC0gpUPtD1jW9w9GWX2edmDAl9OswikgVuAU4BjgA+LyJHJHZ7G7gIuHYA\nx1YXjY06DSQSCa/7aXKR0j/Y5mZ1rD/5SX20SODYZ/Lk8sughvs//zNazmSiCvCQTEa/WzNnao50\nPh9dQEKSMxmGkaBCu3sKcFjhrxm4rXDsFNSWH+OcOwrIAp8bpqEPL2mSom1tZLq6ygdHjMEnKeXn\n7ZxvaHLaaXDssXDjjekBjOCzFJ/nbBiDTCUR5mOBzc65Lc65TuD7wGfCHZxzv3XOPQ109ffYqkQK\n2giZjN7dZrPqzJxzTvnK6eZmWLPGnOXxQlOTVnuL6KMX5Q9JttMWKY44H388fOtbmv4zfz48/XTp\n57RugEbfVGJ3PwO0OuU/gUkisn9hWw3wLhGpAd4NvDFcAx9WfCpANqt/W7dCfT350Obb1P7wkLRr\nyRnaNWvg2WfVPqZFj4NAl8tm7XMzhoRKcpinAK8Gy68Bx1V4/oqPFZFmNNLBfvvtR1s/7xB37tzZ\n72PSOGjlSg7p6kKcI9/Tw5snn0zHfvuxfcYMdhx5pKZm9ON5Bmtcg4mNqTIqGVPdddcxacMG/X6k\nfDfq6uqYgcrTCeCc4w+//S17+WXgdz09/GHLFvZavZr37NqFFCTtPF7azgEvv/02e//bv/H2FVfw\n1vHH8+bs2YPyWneX0fr5jVEqsbtp+0xxzj0jItcCW4F3gAedcw+Swu7abBj5z6jummvYb80a9v/J\nT5CWFvK1tTz/93/PXh0dJX/TI8FIv09pDNaY6jZt4ugbbiADOBFe/exnefnww3vf94NWruSQjg4k\nnyff0cEry5axtaMjdo7977+fw7q7e5WN1q1bp59dlTCWP7/BpBrHFFI1RX/OuRagBeCYY45xjf28\nQ2xra6O/x6QycaIWc3V2kpkwgSlXXrlbEjaDNq5BxMZUGRWNqa/tEydG3f4Aqa2l7pJLettsSzbL\nvs88w77/7//FFDIk5VQycSJT99kHt2gRAuzzzDNMmzatKmY0Ru3nZ8QQkb3R6PMhwHbgX0Xki865\nu5P77q7NhhH+jHI51V6eMkV/n/k82e5u3rN1qxb9Pf88zJpVFRJm1fhdHrQx5XK9s3CSyfC+D32I\n94XnTVyTp86bx9SNG6NC6OnT4YYbem1spqeHWTt2VFWUeUx/foNINY4ppBKH+XXgwGD5vYV1lbA7\nx44MpRqZGMZAaGuL8pBF4Mwz1cGdPj2qAm9pKZaTS+OUU4qjXYsXV4XDbFQVldjdUvucCLzsnHsL\nQETuAf4CKHKYRzWhGlI2GzUcymbZf/XqSMlm+XJ45BG7DgwlPp0in9fHsJGJvwaH1+R77403dzr+\n+JjykAOkip0uY/RSSQ7z08BhInKIiExAC0Duq/D8u3PsyNHQoBW6oQbzwoVWeWv0nzBPco89ojxn\n/x1raooUMTy+u1WSe+/VPL6QF16AL35xSIZujFoqsbv3AU0FtYyPAr93zr2JpmJ8VETeLSICfBx4\nYTgHPyyEBX89PXoj+81vwrx52rjEY4V/w4OvGxJRhYyC4gWNjaoUBGovobi505YtscV2r/Fs121j\nkOnTYXbOdQMXAmtQw/kD59wmETlXRM4FEJHJIvIacCnwdRF5TUTqSh07VC9mSAjkakxmyOg3Pjry\nzYIoIf4AACAASURBVG+mF4w2NMCll8bXfe5zKmeX5jT39NC9557xdStXmtyc0UslNhtYDWwBNgN3\nAOcXjn0S+DdgHbARvUaMvS9Xfb3+vrw6TVNT7w1sviaYeLXCv6HHF0Y7p4+rVsXVS5Ysia69ra3F\ns3FnnBErvn7185+367YxJFSUw+ycW40a2HDd7cH/29ApvYqOHVWkSQ/Z9JzRH/pqs75jR3z5e9+D\nCy6Axx/XC8TatbE23O/8t/9G7c6d8WMWL7bmJkYvFdhsB1xQ4th/BP5xSAc4kuRyqrbQ06MO8+LF\n0e+zoYHnrr+eWc8/r8tpTYuMwcXPwvlmYXPmwGOPRY1MnNNtra2wbl382ExGJedOO603ZWNHR4fu\n+847uo8v3PRRZ0u3NAZI1RT9VS3JH7NFG4yhJp9Xg++bpiTacO+5dWvxMS+8oH8PPgi/+lX5ToaG\nMZ7xQZB8PrVz3I4jj9QbVmN4KFU3dP758a6oy5dHXVBDWltji3WbNsGdd0YrfDvtZBffchKxhpGC\nOcx9YUWAxlDT1KROcbJJiae9XSMphQu8+IuICBx6qBr/IALNtddqxMW+q4ZRjAVBqo/kLFx7ezz1\nIp9XZ9nf5Pic55oabW/uHek77uCIffYp1r5vb1fH2ketbbbYGADmMFdCX1PqhrE7NDRoNPn88/WC\n4HMqPY2NmqNXqOh3zmlh0oQJehG49964w+ycXQwMoxRhEKS+PirqK/xe6jZtgn/5F11nKRkjQ2Nj\n5BR7fIdU3/zpiELzyiVLon16epj41lvx42pq9HP+x3+MnPCaGrtRMvqNOcyGUQ2EUnPJmYzELMeG\ndetUZ9Rf7F98MX6uTMYuBobRF1u3wj/9k0Yj/RQ9cPQll0QRS5OVqw6cg7/9W/j+9zVNY+1aePJJ\nbZVdW6vBhAJpGvY88EA8neOUU+wzNfqNOcyGUS2Um8nw6xct4tBf/AI+/WlV3vBTjCFp6hoeK3ox\nxjs+lzX87QTycZlwOt+m7keGUL/e89Zb8XUdHVrofNNNsH69zrKtXas6zOFx3d3wxtjs7m4ML+Yw\nG8ZoIJdTgf7ubuoAfvGL0vvm8+kX+ZYWuPBCjdBMnGhFL8b4xBf9eWdZJJbLnK+pIeujkZbjPDLU\n18cDAbW1MGOG2qywEPChh1RRw9uyr3yFjmXL2OO//ivab8IEOOssVdjwN0MPPKA21eyf0Q/MYTaM\n0YDXKqXElKPH68omL/K5XLzqfNcuPee998I998Dpp5uyhjE+CIv+slmYNw9mzuydeTFZuSogUejM\npz6lkWTn9DObNk2DBvl8vLnMTTcxcdcuPfb44zXP2X+G69drvrPXe/bH2IybUSHmMBvGaKC+vnjd\n/vvDm2/G102dCldcod2y5s/X7oJHHAHbtsUjM74w8MEHdXnRInj9dbh7bHVANowikspHEJcbu+Ya\nLcI1Ro6w0HnCBJg8OS4FePjh8PLLcaWTtjbo6ECcU1uXy8E//3PkCDc1wYoV0TH19SYzZ/QLc5gN\nYzTQ3q4XCuc0Ry+TgS99SR3dkC1bVEM2zMNcu7a44hzgmWfiy9/9rh5rFw1jrBPWCyxcGGtONWnD\nhpEdm5F+U7NsmX5GzmlKxY03ql30xc+F7o0un9dZuO5uVREKI8gPPxzpNq9fr3nQ+bw1NzEqwhzm\nSrAfkDHSNDZqtLijAyeC3HprfNoS1CnO59P1nNMKA085Rdtqh/u0ttp33BhfJHSZt8+YMdIjMqC4\nCPrUUzWFDNQZXr9e/w+VTv7H/4hmzZyDO+5Qe1hbG6Vg+Cizt5dgzU2MijCHuS/sB2RUA0HEZUNd\nHbOam/W7Gegz41x6J6xy7LMPvP12tHzHHZa3aYwvEtHMHR0dIz0iI0kuB6uDTu+ZjEr+hcWbnZ06\nwxbi09B8a+2DDoqiyknWr9cgRDDbYAopRkgZ/SkDiCqqwx+QYYwEDQ1w5ZXautcvP/ywysu1tWlh\nTKXk8xpdDp1l0O/5/Pl6gTKMsUoup6kY/nte+G2Zc1SltLVFzq+IFml2dcVnzmpqtHi5HPX1pTuq\ngs42eFlO07M3EliEuS+sjapRzYTTlpMnx7clo8eV8tRT8Jd/Cbfeqg1VDGMsYbOGo4/kddjLxIXp\naGeeCVdfzYvd3Ux7/nmVobvhhuiYmTNVt7lQCxIjm9WZtY0bo1m6ri5dtu+GUcAc5r5IFh/Yj8eo\nVpqaYOnSyOCXcpaz2bhiBsRzoUG3n3eedh9M+87nclHxTNjG2zCqneSsYbIwzKg+Sl2HQ135gh16\nc/Zspl13nW4/7bSoIHD+fE3HcC5ymkXU9s2erfsvXRp/3lWrLGhg9GIOcyWU68BmGNWC/56uXVt6\nnwULoovIpk3aXvb00+HQQ+Hcc+ORl3w+vQgwl9OLlm9Hu3w5ddddZ7MvxuggqcO8dKkWjYWFYUb1\nkbwONzfrDb2/cS/F1q1aLOhzlzMZOPFEjUC3tWnu8v33a450MpAwZ86gvwxj9GIOs2GMJXbtii9n\nMnD55bBhgxr/5mbt+LdkiV5IQBsCnHRS8TSlJ6kS09YWLy40KS5jNBFGK596KlJe8NHmz352RIdn\n9BOverFihX6unuSNPag9nDhRbeH8+fH26D09cfnN006rPLqcpqTV0qI3YwccQN2JJ1pAYQxgDnOl\ntLTo9Ix3OgyjGjnrLHUCPJdfHu/g19IC55wTP2bXLrjvvvTzbdkCJ5yg0ZlMBj79aW0aEOYBmhSX\nMdrw0crzzhvpkRi7w6JF8M47+n9S1SJ5Yw9wzDFqI1etitIzQrzaUDarNSGVtM/2OfHeRt5yi64P\n7OyM+++HWbNspnqUYw5zJYROhtd4NKfZqEb897LUzd2qVenHlaoc9993v4+PxnlE4OKLI+UOwxhN\nNDVF8mQTJuiyycqNDlpa4vbIq1r4z6+xUdNswgjz+vVw0UXqSKfZvMMOg7320v3uuCOKWicd3TCA\n1t4epXvk83D++fDhD8d2l54e07gfA5isXCUknYxSTodhVAPNzbBmTfpNXVpO3hlnaERlIDgH119P\n3aZNxVJdhlEtlPpuNjTAI4/At7+tj+bQjB6S1+GZM+Ofn08fO/bYKNWiuztqsZ3JwAc/GD/H5s3w\n9NPqUIdSsuH3xwfQHnxQHzdtiqdy9PRokyljzGER5kqYMyceabNCAGO04p3oxYt7o8M0N8Pxx2tk\nxEddSuUzp9Hdzfu/8x14+WVd3mMPk+oyqgeTkRubJK/LZ51VvE9Dg9q6E07Qz7+mRh3lri59nD9f\n91u1Ct79bi3+87ZPRL8v9fXx78/06fHn+N734L//93ix9T77xNSIXDaLmJrQqGd8Osz9bXXd1zS3\nYYwmmpuLv8O+4rytTYsBb7+98vM5x15hh6133rEOWUb10NYWTZl3dMS/m2nOtDE66M91OXSCL74Y\nrrtOndmLLtKZBa+2UVMT7Tdrljrh69dHxYGdncXRY+fUQS71nMn/jVHL+HOYSxnIvhzoNCfDMMYS\nvhAql9P8vaTEUn+orx+8cRnG7hB2d8vn49/NtE6udqM3eqjkuuy7BDqnj2HXwI4OLRxcsyaSGZw9\nGx54AJ59VtWF/LGeI46IR5MzGS0Q9Fr2yWVA/DjsuzWqGX85zGmi9R//OHzjG/po+ZfGeKehIRLy\nHyjt7YMzFsPYXdrb4+2Ow++m12TOZq2T61gl+RknI8Qvvhj5BD098Kc/aa5zT0+Uy+zp6YG6Oj2P\nJ5PRddlsJFvX1KRqGbW1kMmQr62179YYYPw5zMkfDxRHGAxjvLNgQb8KASW5wiLMRrVQX6/fZd/V\nLfxuek3mb37TcpvHMiedpMoVixdrhDjk8MOj70c2q+kd3kfIpLhIGzbAvHnxQsJrr9VHEX0u0Mj3\no4/Ct77Fc9ddp222TzpJiwZDWlrS1xtVx/hLyUi22IRI+NwiDIahNDTArbdGrWdrajTaEk5NHnYY\nvPQSAI7AaRbRvD/DGGlyOS3s6u6OpuTnz4+3fLdOrmOXZPOS556DG2/Ua31Xl0aATzlFUzCc0+/J\nAw+oY93eDtu3wzXXxO3enDn6/VmxIsptDpuf/OhHmuIR3IAdeMUV8MQTus+DD8KvfqX6+EnJWr/e\nqErGX4QZ9EtcXw9XXaV3fRZhMIxigggJbW1aCOgjLrW1UEp72TntJPjFL5rMnDGy+BQ879A4p3mr\nV11l38vxQEpXUtrbdf23v62P7e3RPl5r/qKL1Fm+/npdn8loZHrJErWLXn1DiubWouJAL0d3wgm8\nxzvLnmuv1W1JaTy/3qhKxl+EGYrv6pYsgSuvHNkxGUY1EkbfGhoiJY3GRs3/L1B02XAOVq7UC4rJ\nzBkjhU/B8yoZIvr40EPw2GP2vRzrJJuX+Fnk5KxCUKAH6Pfl2mujdSIaAGhujlS2tm6NP5eIzsTl\n89HztLZCR0exfczndVtSGg+sOLCKqSjCLCIni8gvRWSziHw1ZbuIyI2F7T8TkVnBtktEZJOIPC8i\n3xORkVf0tkYkhjEwGhr05rKhQQtbamsBTclIzXl2TmXmFi3SZWtuYgwnPgXvW9/SwMgnPhE5R1az\nMvbxzUvOPVf/0prTNDTAZz8bX5fJxNMwslmdlT7vPPirv4J/+AdYulTtn8+Nv+IKuPlmFQ9YvLhv\np/fOO6Nze6w4sKrpM8IsIlngFuATwGvA0yJyn3Pu58FupwCHFf6OA24DjhORKcBFwBHOuXdE5AfA\n54C7BvVV9BdrRGIYu09Dg6ZstLbyxuuvM2XKlNL6zffeq4Ut/neXycBtt5lUozH0hNHE6dM1smw1\nK+OHSnLU33orvjxtGrzyikaaMxm45BLNffc5y6BpHMcfr7nJ+XyUvtHdrXZx+nQNKrS04PL54ihz\nd7cGD7wKhwiceaZFl6uYSiLMxwKbnXNbnHOdwPeBzyT2+QzQ6pT/BCaJyP6FbTXAu0SkBng38MYg\njX3gNDerCsD736+PdtE2jIHR0AC33cZLl16qF4eaMvfg4U1qPq/RGos0G8OJqWIYaSSDZvPnRzMT\na9fCpEnxXHjPSy9FOs1dXVFhdEcH/O3fao3Upz9d+nlfeSW+vG1buk20mbmqoJIc5inAq8Hya2gU\nua99pjjnnhGRa4GtwDvAg865RMKOIiLNQDPAfvvtR1s/p8p27txZ8TF1mzZx9A03kOnqIn/DDTx3\n0EHsKFXAtJv0Z1zDhY2pMqpxTFCd49q5cydtwP4XXcRh3/kOguY1u+AR4rnOLp/n5WXL2NrRUXS+\nuk2bmLRhA9tnzBjwb7Ma3yejCjBVDCNJWtfAXE7zlFtbYeZMnZEII8wAb75Z+pyvvaa1Ul/4Qvp2\nkeJugPfeqyodYeqIb7bmo9233GJBvhFiSIv+RGRvNPp8CLAd+FcR+aJz7u7kvs65FqAF4JhjjnGN\n/Zwqa2tro+Jj/uVfeu8Ws93dzNqxY8im5vo1rmHCxlQZ1TgmqM5x9Y6psVGnM887D4JpyJRaciSb\nZepHPsJUL/3kuwx+9as6be6cNgFIyzvsz5gMwzD6IuwamJSjq63VtIx77oHNm0ufo7Y2rsoB8OST\nkXPs8519R8C0bqodHeqke5vX1hY56vm8Sn2GsojGsFFJSsbrwIHB8nsL6yrZ50TgZefcW865LuAe\n4C8GPtxBIJeDZcuiO7uaGstjM4zBpLkZHn8c/u//hYMPLr2fc3DBBfC1r8Ff/iV85Sv6uHZt9Pv0\nFw/D6A9pU9g2rW1Uipcj9HR1qWqGd5a9IkbIggWauzxjRnz96aeT941QstlItzlU5UiyZInaQ9Bi\nwzAS3dVlxaojRCUR5qeBw0TkENQJ/hxwRmKf+4ALReT7aLrG751zb4rIVuCjIvJuNCXj48Azgzb6\ngRD2kbcke8MYGvy091NPFefpefL56KLR0xMpaRjG7uCjg74xhXcuPv7xqNjP8peNcqR1Kg0dXOfg\n0kvh0EPjaRwtLdoJ0POFL8DVV/PcQQfpTHZ9fXHxIKgv8md/Bjt3RudftEjPH7Zy92zfPjiv0+gX\nfTrMzrluEbkQWANkgWXOuU0icm5h++3AauBUYDPwJ+DMwrYnReTfgHVAN7CeQtrFiOF1OTs7IzmX\nXM6Mp2EMBQsWwP33x29SvRZupdTVaYoHaGGh/VaNcrS2RtHBzk51PP70p0iL2cvJ2ffIKEV7ezzH\nOJlvDOoYX311PJ84KVFbUN/YceSR8Znsc88tfk7vLIcsXaoSdUmd6NApN4aNinSYnXOrnXOHO+cO\ndc59u7Du9oKzTEEd44LC9unOuWeCY//ROfcB59xRzrkvOeeKK3yGE18lffbZ+iO44w6NPNg0nWEM\nPg0Nmo/sdVCfeELl5NI0m0txzTUqV3f77XDCCfZbNcqzbVt8+f77tVGJzxs1OTmjLxobteFSJqOp\nF1dcUWyz0uRok+kYyWVQZzzpfO+7b/o4nn1WHz//+b6f2xhyxmenPy9m3t2tkS+LOBjG0JGmSlCq\n4CWN8OIS5jT7joP2uy1CRE4GbkBnBe90zv1zYrsUtp+Kzgr+nXNuXWHbJOBO4ChU4GSec2503KXk\ncrB6dbTsG1D4Ln9Tp6rzY98Zoxw+sBbamNNO09mKN96As85KV6qYNCle4DdpUvE+yXSPbBb+7u/S\nU9J6evS5tmyJZucuv9xUMkaI8ekwQzw1wyIOhjF8tLYWV5InmTSpdJ5eS4tOVXZ3Rzmq5gD1sjvN\npgrbbgB+4pz7GxGZgOrnjw6SNSqf/jSsWROlY2zZojmkpjJg9EXyRr+hAX74w/LH+Mh0Ob9i/fr4\n8uzZmtrx4osqK5fkhRei/0U0HcPSSEeEilIyxiQmYG8Y1cuHPlR6Wz4fNQjo7FQZOiNkwM2mROTP\ngeOBpQDOuU7n3OipMGps1IidiN5MLVig9v3EE60ltjH0DMSvmDxZHxcsgHe9S7+npcjnNb0oLY00\nl4O//ms47jgNKhiDzviNMIMJ2BvGSNDUpLJJyTw+T20tHHGEystVwtq1eoGwaUrPgJtNocXZbwHL\nReRo4FngYufcH5NPsrvNpmDwm8vUbdrEjP+fvXuPk6sq8/3/ebo7Cdc2EpwYAwo6IWOAHyFkgPKC\n7eAtjFxm4pkXXqYV0OYSEDwHAznKGc9PZyJBZwKIhAaSoccgM0NGJlEQhEkB4xSCQDAEDAZGIRgU\n0RAjkE53P+ePtXdqd3V1dXV3Vdeuqu/79apXVe29q+rpS616au1nreUeFstxZ8Mjj7Dj8MNpP+UU\njrr3Xmz3brytjcfa29kxzOumccEbxVS+VMSVyYSzGlEcyZjajziCoyZNwvr6wv/iEUfs+V9sv+IK\npm7YQOvOnRyYy7HPL34BFCz+NDDAwK5d/Dyx6FP7pk0cdeGFtMRnVx58kKc2b2bbyScPG2Iqfk8F\n0hhTUnMnzCIy8TKZUEearNn7+Mdh//3D7c7OcN3dXf5sGl/8YjjNDntqnNuPOEKlVqPXBswDLohm\nOboSuBS4rPDA8S42BVVYXCaXC/8z7lhfH/MefzzM9d3RAfPm7alJnVeioySNC94opvKlMa5BMZX6\nX+zoGLpoSsRaW8MAxL4+WlpbeetvfsNb//mfQ3u5Y8eQMSGzH3+c2V//enkxpUQaY0pSwiwiE+/y\ny4fOYVrolFMG1/Ttt1/xqZcgTN/07neH05lRffTc1lZ4/PFmnIpuPItNObDV3X8Ubb+VkDDXh46O\n/IBSd1i1Kv/31xlFSYtS/4uFi6bE3OHCC8OsLz/9ab5tXLUKrrpq6NRzmkmj4pq3hllEaqurKwzI\nGq6UYvHisDS2WbieN6/08/X3DxpMaP39YSq6E05otpq+PYtNRYP2TicsLpW0Fui04Hiixabc/QXg\nOTObHR13IvAE9SSZNGhVNKk38Ze+QgMD8PWvh0GAyXK23l64447B//cf+IBK1KpAPcwikk6ZDKxf\nn5/aCeA978knxYU9KsPp6wsLnzTJzAjjWWwqcgGwOkq2nynYl27Z7OBkorVVZTlSXzKZoWfXIPwv\nD9fePfXU4Pt3362ZNKpACbOIpFfhqct77x2cQH/sY8MvvZ00MBBqpkeaFqpBuPvthKQ4uW1F4rYD\ni4Z57AZgflUDrJaOjnA2Yteu8IXqG99Q0iD1Z/HiMJ94b2/4Pz7lFFiwAC64oHi5RmHCDJpuswqU\nMItI/ShMoG++Gd7xjqKHWuGGzZvDdTyP85veFD6Y9KHSOJILTkybFlZVS/a05XL5hW+ar7Zd6kW8\nuFrh4kxHHgnnnTd4aWz3cBbtda8Lg//iEjadWak4JcwiUr8ymZD0Jmfc2GsveO01nIKk+ckn4eCD\nYevW/LZ168LS3UqcGkf8tzzxxPwCEvfcE7YlZx9YtSqU/OhvL2lUbGDgxo2Dk+Wkl18O16eeqo6A\nKtGgPxGpb5dfHuZ1/sAHwvWrr4Zp6mxIH/PgZBnCQMG4x1EaRzzTQH9/fqGSbHbwCpNawETqzZo1\nIx/zy1+G/+vChU1k3NTDLCL1r6tr8Kjwb32LRzMZ5n31q0OT5EIvvFDd2GTidXSEnuXCJYpbW8Pp\naxh+6WKRtFq4EO66q/Qxjz4KDz+cP7OinuaKUQ+ziDSkHYcfDpcNWW9jqLVrh047l8vB0qXqpalX\nwy1RHJ91aGkJc9cqmZB60tWVP5t2wglD98+YEQY4J8+sSMUoYRaRxtXVFer5ShkYgLPPhksuCfdz\nOXjve+ELXwjXSprrUyYDS5bkk+KennxJxsBA6IkTqTfx/PVz5gzdN3VqOItipikVq6C5E2b1Iok0\nvqlTiy8EUGjZspA09/SEacncw7VqnEUkbTo7Q1KcdPLJ+bMoxcZwyLg0b8Kcy4VR1JddFq6VNIs0\npnhu3pYWaGsLpzRPO634sVdcAQ88MKHhyQTp7Ax1nWbhurOz1hGJjF0mE2b4Oe00OPbY0K5NnRpq\n9N1DSYa+7FdU8w76KzaKWvVsIo0nOTdvPKfpkUfC9743eNYECB80yWmbWluVWKVdd3eYPWDhwvB3\nLZy7NpfLbys2t61IvcpkBi/GlMuFNqu/P7Rlq1ZpvvEKat6EebhR1CLSeArnNM1kwqqBy5YNXYI2\n6bDD9GGTZpdckp+D+667YNKkUJ+cnHu5cD7mJUtqF69INWUycOaZsCJa1DPuZVYbVhHNW5Ix3Chq\nEWkOce/McOUZALNnT1w8Mjq5XCihSdq9e+jcy4VnEkUa2dFH52+7h1VNVXJaEc3bwwzFV9IRkeay\neHHxXmazkWfYkNrJZkNCkNTSkq9Rjs8a6kyiNJPC2V9271Yvc4U0d8IsIpLJhJUBV6/ObzMLpzX1\nIZNeybI6CH+ziy8OA5+SNcqF9esizea666C9PayKKmPWvCUZIiKxb30r9CbPnBkWBPjhDwevHCjp\nk8mERPi00/Jzz1599dDEuHA+ZpFGVmy6OfdQ61+4QJOMihJmEREIvS9bt4bBgEqu6kMmE6bUgjDY\nT3XK0uwyGTjmmOL71qyZ2FgajBLm7m447jj4i79QYbyISL2JSzNaW1WnLAJw1lnFty9cOLFxNJjm\nrmHu7g5L4sa+9z31LomI1JNi82zD4PmX1aZLM4nLyW68EX73O3j1VfjYx1RmNk7NnTAXnp7YvVsL\nmIiI1JvCGY/ilVyT8y+rXZdm0tUVFvKJ3wdXXx3q/fU+GLOySjLM7ENmttnMtpjZpUX2m5ldFe3/\niZnNS+ybama3mtlPzexJM0vPX6vw9MSkSTqdJyJS75LzL7/2mpYIluZUOA95Tw+cey6cey7tmzbV\nOrq6M2IPs5m1AtcA7we2Ag+Z2Vp3fyJx2AJgVnQ5Drg2uga4Evi+u3/EzCYD+1Qw/vE58siQJO/e\nHebv/MY39O1LRKRexGUX06bBSy/lyy86OrREsEhy6sXW1lCisXs3AHMnTYJ58/SeGIVySjKOBba4\n+zMAZnYLcCqQTJhPBXrc3YEHol7lGcArwAnApwDcvRforVz445TNhpHVEKYkeumlmoYjIiJlissu\ndu0K7XhLC0yZki+/OPPMMP+sO/T1qdxOmk9c39/TA488Ag8+uGeX6T0xauUkzDOB5xL3t5LvPS51\nzEygD3gRWGVmRwEPAxe6+x8KX8TMuoAugOnTp5Md5dRAO3fuLPsx7Zs2MXXDBna3t/PHbW2YO97W\nxmPt7eyo8JREo4lroiim8qQxJkhnXIpJJlx8ujnu9EhOK5fJhB7llStDj1prq8rtpHmtXJlf4Cfi\nLS2Y3hOjUu1Bf23APOACd/+RmV0JXApcVnigu3cD3QDz58/3jlH+IbPZLGU9JpeDz38+Pxjkqqv2\nnMqbV4VvWmXHNYEUU3nSGBOkMy7FJBMuPt2c7GEunFbObPC1SLPp6RmSLANDl5WXEZWTMD8PHJy4\nf1C0rZxjHNjq7j+Ktt9KSJhrp7AI/qWXwipQIiJSP5LTyRXWMEPY3tenkgyRIgz0nhilchLmh4BZ\nZnYoIQk+HfhYwTFrgfOj+ubjgJfdfRuAmT1nZrPdfTNwIoNrnydesghek9yLiNSvwunkktTWi8DR\nRxfd7IBNmzaxsdS5ERNmd+8zs/OBO4FWYKW7bzKzc6L9K4DbgZOALYSBfmcknuICYHU0Q8YzBfsm\n3nCT3IuISH0rXKxEbb00u2EmM7CBATj//DBb2FjfG022OFBZNczufjshKU5uW5G47cCiYR67AZg/\njhgrr1SvhIiI1J/hFitRWy/NrKMj1PfHg2MjBmFAbE8PbNwYFnJbuHD41QC7uwcf090dEu7+/sGz\n0zSw5l7pT0REGkPh+BTVZ4qE98DFF8OyZcX3P/AArIj6P++6K789mRxfckn+8XfdBffdB7fcEt5r\nEBYHaoL3mxJmERGpf8VqlpvslLFIUZdfDm97W0iCAe66K9QwA2zYMPjY5cvhySf3HMd998HNNw8+\nZvXqwffdw8DbBqeEWURE6lucGC9fnp8tA4qXaIg0o66ucFm6FO6+O9QwF1M4BWNhcjycJlj4OLzL\n9AAAIABJREFUraXWAYiIiIxZXLt82WVw0UX53uRiJRoiza6jA6ZMYaClJSzok3TCCXDhhSM/R2vr\n4MR60qTwvJdcArNmhesGpIRZRETq13CJcVyi0dqqaeVEYtHsMT8/80z45jfDgD2zcP3Vr4ZZM4bT\n0hKS6ra2oduvuSbUOW/ZEq4/8Ynq/hw1oJIMERGpX8na5dZWePbZ0OusaeVEistk2P7II6GM4sIL\nQx3z3LnhvfL975d+7F57hdk1kisF9vXBHXcMPu7mm2HRooZ63ylhFhGR+hUnxj09sGoVXH893HST\nppUTGU4ux1Gf+1xIfGPJGTKGE9c9J+ufzcJl+nT47W/z293hS18KlwZ5DzZPSUYuF4rdc7laRyIi\nIpUUfyCrZllkZD09tCST5dEollj39eVn1kj6wQ9CCUd399heK2Uav4c5lwv1NOvWhW88TTLBtohI\n08jlYOXK/GnitjbVLItMhGRpRrF9fX3jX1EwJRq7hzmXC43mbbeFXoeBgTDB9pe+pJ5mEWlYZvYh\nM9tsZlvM7NIi+83Mror2/8TM5hXsbzWzR83suxMX9Sglzxpms+GDGcLp4TPOqPsPZ5Gq6ezEC6eP\nK/SBD4SxAbGRji+lry+8R7u7Yc4cOPzwuux1buyEOZsdXKMD4RvP3XeHaYiUNItIgzGzVuAaYAEw\nB/iomc0pOGwBMCu6dAHXFuy/EChyjjUlklPJnXgibN+er6t0h6OPrm18ImmWybDtwx/O3y+WDL/1\nrWGaxph7mA0j6eMfH7qtGHfYtAnOPjuUbjzxRLhdZ0lzYyfM8RrqhQYGVOMmIo3qWGCLuz/j7r3A\nLcCpBcecCvR48AAw1cxmAJjZQcCfAzdMZNCjUjiV3IYN+ba+paUpFlEQGY9fffCDsPfeYWaZSZOK\n50qFqwDOnw+nnQbHHgvXXRdmwSicy3k469YN3XbjjaMPvIYau4Y5kwnzDJ53XmhY49GcoHk5RaRR\nzQSeS9zfChxXxjEzgW3AcmAxsH+pFzGzLkLvNNOnTyc7hg6InTt3julx7e3tHNXWhrnjbW1sOeII\n/vjee7Hdu/FJk3isvZ0dY+wQGWtM1aSYypfGuFIZ01veAldcwdQNG9g+dy77PvMMs5Yvx9wZaGvj\nsSOOYN999uGwxCC/p971LradfPKe+29euZJD+/owIK5k9paW4qsI7tix52Z8/PbXXuOxbJb2TZuY\numEDbbNnk63GD1shjZ0wQ1gKEvJJs3v4RrR8uWrcREQSzOzDwK/d/WEz6yh1rLt3A90A8+fP944x\ndEBks1nG8jg6OmDevD1zLM/OZOAjH9lzf9442vYxx1RFiql8aYwrrTHNW7Ro8MboPdSafA/Nng1r\n1sDChczu6mJ28vgpU+Af/xGipBkzrKsrlETdeGNYxCQ51VyCAa/fvJmOO+6Af/gH6O/nLZMm0bp+\nfWpzs8ZPmCGcnkt+4+nvh0cfrV08IiLV8zxwcOL+QdG2co5ZCJxiZicBewHtZvYtd0/fsl2Fcyxr\nzmWR8Sn2Hurqync8Fjv+mmvCLBj9/SGB7uwM27u64Ljj4MEHh3+93bvha1/bk5+1xKWyKX0fN3YN\nc6yjI9ToJK1apUF/ItKIHgJmmdmhZjYZOB1YW3DMWqAzmi3jeOBld9/m7kvc/SB3PyR63H+kJlnO\n5eDcc8NFbbdIOnR1wb33wle+MnTK3rPOKv3YgYHBnZnuMG1adeKsgOboYc5k4Oqr4ctfhq1bw7Z4\nmpOUfpMRERkLd+8zs/OBO4FWYKW7bzKzc6L9K4DbgZOALcArwBm1ircs8RShvb3h/vXXh/Epw/V8\nicjEGe7sTlcXPP00XHFF6fmak1J89r85EuZcLkyPsmtXuN/SokF/ItKw3P12QlKc3LYicduBRYWP\nKzg+CykZg1M4RWh/f8MshiDS0C6/PMys0dMT7j/ySOkyjVWroL09zNCxcGGqvhQ3R8IcT0E0MBCS\n5fe9r6HWNxcRaWhxWV3cwwwhadZZQpH0S/ZAd3cPmzAbhI7NZcvChrvuCj3Ul18+IWGOpHlqmCdP\nDrNjTJmiZFlEpJ5kMoMXUYAwRajOEorUl66uMIfz298OBxwA++8fLuSnphvkiitSM2ahORLmTCYU\no3/5y0OL0kVEJP0KF1EotyZSRNKlqyus9vfSS2F+5ignK7r4tnu+nKPGmiNhhvAHWbJEybKISD1a\nuHDotpQtBiEiYxC9t4f9CrxqFcyYAYceCn/xFzXrcW78hDmXg6VLU9OlLyIiY9DVBYsXh3EoLS2h\nvE4lGSL1r6srDAwczq5d8MIL8POfw223wXveU5OcrrEH/eVycOKJYaDI5MkqxxARqWfxiPtoRT+1\n5yINYvFiBu64g9a+vjDebPfu4cuudu+uyYDfxk6Y49kx+vvDdU+PGloRkXoWt91xOYbacpH6l8nw\n2Ne/zrwdO0KOdttt+dkyCrW2hmNyuQnN6Ro7YY5nx+jtDb/gVavCgiXqbRYRqU86cyjSkHYcfni+\nzCp+TxdLmtvaYOPG/PoaLS1hie4qz9nc2DXMydkxzjwzdOP394dfsAaLiIjUn8Izh2rLRRrT5ZfD\nf/0XnHMOHHtsSIwh5HJf/CK8+mpYX6OvD847r+p1zWUlzGb2ITPbbGZbzOzSIvvNzK6K9v/EzOYV\n7G81s0fN7LuVCrxs8ewYRx+dX7N8YCDV65WLiMgwkvPqa8VWkcaWycC118Ly5aFnGUIO9+KLg4/r\n7w89zlVMmkdMmM2sFbgGWADMAT5qZnMKDlsAzIouXcC1BfsvBJ4cd7Tj8dJL+W8nLS3hvoiI1BfN\nqy/SnEaae/3BB+G9761a0lxOD/OxwBZ3f8bde4FbgFMLjjkV6PHgAWCqmc0AMLODgD8Hbqhg3KPX\n0RGmIYpX+1OvhIiIiEj6ZbOh9GIku3ZVbaGTcgb9zQSeS9zfChxXxjEzgW3AcmAxsH+pFzGzLkLv\nNNOnTyc7yrq0nTt3jviY9iuuYOqGDWyfO5cdE1THXE5cE00xlSeNMUE641JMMmE06E+k+XR0hA7P\ncpLmF16oSghVnSXDzD4M/NrdHzazjlLHuns30A0wf/587xhlD3A2m2XEx9SgV7msuCaYYipPGmOC\ndMalmGTCFBv0p4RZpLFlMvDhD4fp5pIOOSQsaJL0xjdWJYRySjKeBw5O3D8o2lbOMe8ETjGznxNK\nOf7MzL415mhFRKS5adCfSHMqTIRbWmDu3KHbOjur8vLlJMwPAbPM7FAzmwycDqwtOGYt0BnNlnE8\n8LK7b3P3Je5+kLsfEj3uP9z9E5X8AUREpAnkcrB0abh9zz3wmc/AJz9Z25hEZOJ0doYxaBC+MF97\nLSxeHL44J7dV6YzTiCUZ7t5nZucDdwKtwEp332Rm50T7VwC3AycBW4BXgDOqEq2IiDSfwrrl5cvh\nppvC/ZtuUh2zSDPIZGD9+qGr+2WzE7LiX1k1zO5+OyEpTm5bkbjtwKIRniMLZEcdoYiINLfCuuUb\nb4TXXgvTTMUDuJUwizS+TGboe73Ytipo7JX+RESk/iXrlltb4eGH83OyaiEqEZkAVZ0lQ0REZNzi\nxUqyWXj2WbjuusH7tRCViFSZEmYREUm/+LRrLgcrV4bSDNBCVCIyIZQwi4hI/chkQk9zvJpXZ6fq\nl0Wk6pQwi4hIfZmgQT4iIjEN+hMRERERKUEJs4iIiIhICUqYRURERERKUMIsIiIiIlKCEmYRERER\nkRI0S4aIiKRPLqep40QkNZQwi4hIuuRyYTGSeHGSVatg/XolzSJSMyrJEBGRdMlmYffu/P3e3rBN\nRKRGlDCLiEi6dHTApEn5+21tWv5aRGpKCbOIiKRLJgNXXw2trWAGLS2wcSMsXRrKNUREJphqmEVE\nJH1eeilcu4fyjPPPh4EBmDwZ7rlH9cwiMqHUwywiIunT0ZHvYTaD/v5wUT2ziNSAephFRCSdzMJ1\nS0u49PWFHmbVM4vIBGv8HuZcTnVvItJUzOxDZrbZzLaY2aVF9puZXRXt/4mZzYu2H2xm683sCTPb\nZGYXTnz0kWw2JMjuoRTjjDPgy19WOYaI1ERj9zDncnDiieEUnureRKQJmFkrcA3wfmAr8JCZrXX3\nJxKHLQBmRZfjgGuj6z7gf7n7I2a2P/Cwmf2g4LETo6MjtNtx+63FS0Skhho7Yc5mQ2ObrHtTgysi\nje1YYIu7PwNgZrcApwLJpPdUoMfdHXjAzKaa2Qx33wZsA3D335vZk8DMgsdOjEwmdHLEq/2JiNRQ\nYyfMhT0UqnsTkcY3E3gucX8rofd4pGNmEiXLAGZ2CHA08KNiL2JmXUAXwPTp08mOYSDezp07h31c\n+6ZNTL/zTmZ8//tYXx9+/fX87MIL2XbyyaN+nUrFVCuKqXxpjEsxlSeNMSU1dsIc91BksyFZVu+y\niMiIzGw/YA1wkbvvKHaMu3cD3QDz58/3jjF0SGSzWYo+LpeDz38eXnst1DAD1t/P7KuvZvZHPlLV\ntnzYmGpIMZUvjXEppvKkMaakxk6YITSsSpRFpHk8DxycuH9QtK2sY8xsEiFZXu3u/1bFOIcXl9NF\nyfIe/f0qrRORmmj8WTJERJrLQ8AsMzvUzCYDpwNrC45ZC3RGs2UcD7zs7tvMzIAbgSfd/e8nNuyE\nuJyutTUsi93aGqaVmzJFpXUiUhON38MsItJE3L3PzM4H7gRagZXuvsnMzon2rwBuB04CtgCvAGdE\nD38n8NfARjPbEG373+5++0T+DEPK6TZuhDVrYOFC9S6LSE0oYRYRaTBRgnt7wbYVidsOLCryuP8E\nrOoBliMup+vuDsti9/fD/ffDkUcqaRaRCVdWSUZDTIIvIiL1JZeDRYtg9+6weMmuXVoWW0RqYsSE\nOTEJ/gJgDvBRM5tTcFhyEvwuwiT4kJ8Efw5wPLCoyGNFRESGymZDohxrbVUNs4jURDk9zHsmwXf3\nXiCeBD9pzyT47v4AsGcSfHd/BMIk+EA8Cb6IiEhpHR1hoF9LSxj8941vqBxDRGqinBrmupgEP60T\nXqcxLsVUnjTGBOmMSzFJReVy+QF/y5fnB/x1ddU6MhFpUhMy6G8iJsFP64TXaYxLMZUnjTFBOuNS\nTFIxuRyceGKYh7m1Fcygr08D/kSkpsopyaj/SfBFRKQ+xIuW9PeHwX7x7d5eDfgTkZopJ2Gu30nw\nczlYujRci4hI+iUXLZk0KX978mQN+BORmhmxJKNuJ8FPntabPDlMgq9TeSIi6Va4aAnkb6sNF5Ea\nKauGuS4nwU+e1otP5amxFRFJv3jRkuR9EZEaKmvhkrqUPK2nU3kiIiIiMkaNuzR24Wk99VCIiIiI\nyBg0bg+ziIiIiEgFNG4Pswb9iYiIiEgFNG4Pc7FBfyIiIiIio9S4CbMG/YmIiIhIBTRuSYYG/YmI\niIhIBTRuwgxD5/IUEZH0y+XU2SEiqdLYCbOIiNQXDdgWkRRq3BpmERGpPxqwLSIppIRZRETSQwO2\nRSSFVJIhIiLpoQHbIpJCSphFRCRdNGBbRFJGJRkiIiIiIiUoYRYRkXTJ5WDp0nAtIpICKskQEZH0\n0LRyIpJC6mEWEZH00LRyIpJCSphFRCQ9NK2ciKSQSjJERCQ9NK2ciKSQEmYREUkXTSsnIimjkgwR\nERERkRKUMIuIiIiIlKCEWURERESkBCXMIiIiIiIlKGEWERERESlBCbOIiKSHlsUWkRTStHIiIpIO\nWhZbRFKqrB5mM/uQmW02sy1mdmmR/WZmV0X7f2Jm88p9bFWpp0JEmlDdttlaFltEUmrEHmYzawWu\nAd4PbAUeMrO17v5E4rAFwKzochxwLXBcmY+tDvVUiEgTqts2G/LLYsfttpbFFpGUKKck41hgi7s/\nA2BmtwCnAskG9FSgx90deMDMpprZDOCQMh47frkch3/xi/D007BjB7jneygg31OhhFlEGl/622yA\nSy4hc911MDAQ2uu+PmhthbY22H9/+NSn1GaLSGqUkzDPBJ5L3N9K6JEY6ZiZZT52fHI5OOEEDuzr\nG/4YM/VUiEizSHebDXDJJbBsGZOH2//738OyZfC2t0FXV8VfXkRktFIz6M/MuoAugOnTp5Mts3bt\nzatXc2hfHzbMfgd2TZ3KA7t21aQebufOnWX/LBNFMZUnjTFBOuNSTM1nrG02wLGrV7M3DNtuQ2i7\nf3f99fzksMPGE+aopfH/RjGVL41xKabypDGmQdy95AXIAHcm7i8BlhQccx3w0cT9zcCMch5b7HLM\nMcd42f7rv9zb2nwgFGIUvyxeXP7zVdj69etr9trDUUzlSWNM7umMSzHlAT/2Edq4al5S32a7hzYZ\nSrfb4H7ddaN73grQ/3J50hiTezrjUkzlSXubXc4sGQ8Bs8zsUDObDJwOrC04Zi3QGY28Ph542d23\nlfnY8clk4L77+M073wlvfCPssw/svXeogfujP4LFi+Hyyyv6kiIiKZbuNhtCm7x4Mb2ve11oq/fZ\nJwzy23tvOOAAmDMHrrtO5RgikhojlmS4e5+ZnQ/cCbQCK919k5mdE+1fAdwOnARsAV4Bzij12Ir/\nFJkMm77yFTpUpywiTa4u2myAyy8nt2CB2m0RqQtl1TC7++2EBja5bUXitgOLyn2siIhUj9psEZHK\n0tLYIiIiIiIlKGEWERERESlBCbOIiIiISAlKmEVERERESlDCLCIiIiJSghJmEREREZESlDCLiIiI\niJSghFlEREREpAQL89eni5m9CPxilA87EPhNFcIZrzTGpZjKk8aYIJ1xKaa8t7j7G2rwujUzxjYb\n9H9TLsVUvjTGpZjKk+o2O5UJ81iY2Y/dfX6t4yiUxrgUU3nSGBOkMy7FJGORxr+RYipPGmOCdMal\nmMqTxpiSVJIhIiIiIlKCEmYRERERkRIaKWHurnUAw0hjXIqpPGmMCdIZl2KSsUjj30gxlSeNMUE6\n41JM5UljTHs0TA2ziIiIiEg1NFIPs4iIiIhIxSlhFhEREREpoSESZjP7kJltNrMtZnbpBL7uSjP7\ntZk9nth2gJn9wMx+Fl2/PrFvSRTjZjP7YJViOtjM1pvZE2a2ycwurHVcZraXmT1oZo9FMf3fWseU\neJ1WM3vUzL6boph+bmYbzWyDmf04DXGZ2VQzu9XMfmpmT5pZpsb/U7Oj30982WFmF9X69yTlUZs9\nKKbUtdnRa6Sy3VabXXZMqWqzo9eo73bb3ev6ArQCTwNvBSYDjwFzJui1TwDmAY8nti0DLo1uXwpc\nHt2eE8U2BTg0irm1CjHNAOZFt/cHnopeu2ZxAQbsF92eBPwIOL7Wv6votf4ncDPw3TT8/aLX+jlw\nYMG2Wv9f3QR8Oro9GZha65gSsbUCLwBvSUtMuoz491KbnX/91LXZ0eukst1GbXa5MaW2zY5es+7a\n7Zq8aIV/6RngzsT9JcCSCXz9Qxjc+G4GZkS3ZwCbi8UF3AlkJiC+fwfen5a4gH2AR4Djah0TcBBw\nD/Bnica35r+nYRrfmsUFvA74b6JBwmmIqSCODwA/TFNMupT8e6nNLh1fqtrs6DVS0W6rzS47nlS3\n2dFr1F273QglGTOB5xL3t0bbamW6u2+Lbr8ATI9uT3icZnYIcDShZ6CmcUWn0TYAvwZ+4O41jwlY\nDiwGBhLbah0TgAN3m9nDZtaVgrgOBV4EVkWnQm8ws31rHFPS6cC3o9tpiUmGl7a/RWr+Z9LUZkfx\npK3dVptdnrS32VCH7XYjJMyp5eErkdfitc1sP2ANcJG776h1XO7e7+5zCT0Ex5rZEbWMycw+DPza\n3R8e7pga/v3eFf2uFgCLzOyEGsfVRjiNfa27Hw38gXDarJYxAWBmk4FTgH8t3FfL95/UJ7XZg6Wp\n3VabPSqpbbOhftvtRkiYnwcOTtw/KNpWK78ysxkA0fWvo+0TFqeZTSI0vKvd/d/SEheAu28H1gMf\nqnFM7wROMbOfA7cAf2Zm36pxTAC4+/PR9a+B7wDH1jiurcDWqHcJ4FZCY1zz3xXhA+oRd/9VdD8N\nMUlpaftb1Px/Js1tNqSm3VabXb40t9lQp+12IyTMDwGzzOzQ6FvL6cDaGsazFvhkdPuThHq0ePvp\nZjbFzA4FZgEPVvrFzcyAG4En3f3v0xCXmb3BzKZGt/cm1Of9tJYxufsSdz/I3Q8h/M/8h7t/opYx\nAZjZvma2f3ybUOf1eC3jcvcXgOfMbHa06UTgiVrGlPBR8qf14teudUxSmtrshDS22VFcqWq31WaX\nL+VtNtRru12r4ulKXoCTCCOLnwa+MIGv+21gG7Cb8I3uLGAaYVDCz4C7gQMSx38hinEzsKBKMb2L\ncDrjJ8CG6HJSLeMC/j/g0Simx4H/E22v6e8q8Vod5AeQ1Prv91bCqODHgE3x/3MK4poL/Dj6G94G\nvD4FMe0LvAS8LrEtFf9Tuoz4t1ObnX+N1LXZ0Wuktt1Wm11WXKlrs6PXqdt2W0tji4iIiIiU0Agl\nGSIiIiIiVaOEWURERESkBCXMIiIiIiIlKGEWERERESlBCbOIiIiISAlKmEVERERESlDCLCIiIiJS\nghJmEREREZESlDCLiIiIiJSghFlEREREpAQlzCIiIiIiJShhFhEREREpQQmziIiIiEgJSphFRERE\nREpQwiwiIiIiUoISZhERERGREpQwi4iIiIiUoIRZRERERKQEJcwiIiIiIiUoYRYRERERKUEJs4iI\niIhICUqYRURERERKUMIsIiIiIlKCEmYRERERkRKUMIuIiIiIlKCEWURERESkBCXMIiIiIiIlKGEW\nERGRmjCznWb21uj2P5rZV2odk0gxSpilKswsa2afrnUcY2Vmf2Rm3zazX5rZy2b2QzM7ruCYj5nZ\nL8zsD2Z2m5kdkNj3V2b2X2b2ipllCx737uhDInlxM1s4QT+eiMiYRe3778xsynify933c/dnynjN\nPzez/zSz7Wb2gpndYGb7J/ZPMbOVZrYj2v8/Cx7fbWabzWzAzD5VsG9FQXu8y8x+P96fTRqLEmZp\nCmbWNsqH7Ac8BBwDHADcBHzPzPaLnu9w4Drgr4HpwCvANxOP/y2wHPhq4RO7+/3Rh8R+7r4f8GFg\nJ/D9UcYoIjKhzOwQ4N2AA6eM43lG2ya/DvgK8Cbg7cBM4IrE/i8Bs4C3AO8FFpvZhxL7HwPOAx4p\nfGJ3P6egTf428K+jjE8anBJmqSoze72ZfdfMXox6JL5rZgcl9mfN7MtRD+7vzewuMzsw2tdhZlsL\nnu/nZva+6PaxZpaLehy2mdk3zGxy4lg3s0Vm9jPgZ2Z2jZl9veD51prZ5wrjdvdn3P3v3X2bu/e7\nezcwGZgdHfJxYJ273+fuO4HLgL+Mezzc/W53/xfgl2X8mj4J3OrufyjjWBGRWuoEHgD+kdB27RGV\nVKwwsx9E7fm9ZvaWxP5BbXJi2x+P9KLufrO7f9/dX3H33wHXA+9MHPJJ4Mvu/jt3fxLoBj6VePw1\n7n4P8Fqp1zGzfYGFhE4SkT2UMEu1tQCrCN/63wy8Cnyj4JiPAWcAf0RISi8u87n7gc8BBwIZ4ERC\nD0LSacBxwBxCA/hRM2sBiBLz9wE3j/RCZjY3im1LtOlwQo8FAO7+NLALOKzM2OPn3Rf4CGqcRaQ+\ndAKro8sHzWx6wf6PA18mtMsbouOSkm3yeJwAbILQMQPMINEmR7cPH8PzLgReBO4bZ3zSYJQwS1W5\n+0vuvibqFfg98LfAewoOW+XuT7n7q8C/AHPLfO6H3f0Bd+9z958TSiQKn3upu//W3V919weBlwmJ\nNcDpQNbdf1XqdcysHfgn4P+6+8vR5v2i50raAezP6Pwl8Bvg3lE+TkRkQpnZuwidH//i7g8DTxM6\nPJK+F5152wV8AciY2cGJ/Xva5HHE8X5Cj/L/iTbtF10n2+SxtMdEz9vj7j7W+KQxKWGWqjKzfczs\numhw3A7Ct/apZtaaOOyFxO1XyDd+Iz33YVGJxwvRc/8doVcj6bmC+zcBn4huf4KQCJd6jb2BdcAD\n7r40sWsn0F5w+OuA0Q4UUeMsIvXik8Bd7v6b6P7NFJRlkGhzo3K13xLqjofsHwszOz563Y+4+1PR\n5p3RdbJNHnV7bGZvBjqAnvHEKI1JCbNU2/8i1P0e5+7thNNoAFbGY/8A7BPfiZLsNyT2Xwv8FJgV\nPff/LvK8hYnot4BTzewowsCR24Z78WgE+G3AVuDsgt2bgKMSx76NULLxFGWKel06UOMsIikXdR78\nFfCeqJPiBUJJ3FFRexo7OPGY/QiDppNjOcbcOWBmRwNrgTOjeuTwhKGmeRuJNjm6vWmUL/HXwA/L\nmbVDmo8SZqm2/Ql1y9ujadf+ZhSPfQrYK5pOaBLwRSA5jdH+hNNuO83sT4BzR3pCd99KmP3in4A1\nw50WjF7v1ij2T7r7QMEhq4GToyni9iXU7P1bVHaCmbWa2V5AG9BiZntFz5n018B/RfXPIiJpdhph\n3MgcQtncXEKnw/2EuubYSWb2rmgA9pcJZ+fG1asMYGZHEGYSusDd1xU5pAf4YjTQ/O3AZwgDE+PH\nT47aZAMmRW1yYQ7UmXyMSJISZqkmJ0yttjehTvcBRjF1WlQvfB5wA/A8occ5OWvGxYT6ud8TRkz/\nc5lPfRNwJKXLMd5BmO7tA4RkP56f891RbJuAcwiJ86+BfRk84PCvCcn2tYQpmF6NYkzqRIP9RKQ+\nfJIw3uRZd38hvhAGcX88MU3czYSOkd8SpuX8RPGnG7X/RTjDeGOiPU72IP8Noab6F0AWWObuyc+b\nuwjt8DsIM2i8Sv6MJ2aWAQ5C08nJMEylk1INZvYI8P+7+7AlD7ViZicQSjPeotphEZHKMLN/BLa6\n+xdrHYtIpamHWSouWtTj7cCjtY6lUFQWcSFwg5JlERERKYcSZqkoM7uccOrrEnf/Ra3jSYrq2rYT\n5utcXuNwREREpE6oJENEREREpAT1MIuIiIiIlNA28iET78ADD/RDDjlkVI/5wx/+wL6iOwS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OAD0NISPix7e6GnpxYRymDHAlvc/Rl37wVuISwglXQq0OPBA8BUM5tRcMyJwNPu/ovqhywTJh6o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\nQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(2,2,figsize=(12,12))\n", "ax[0,0].plot(range(744), Jul_NE_all, 'r.')\n", "ax[0,0].grid('on')\n", "ax[0,0].set_title('July 2016')\n", "ax[0,1].plot(range(744), Oct_NE_all, 'r.')\n", "ax[0,1].grid('on')\n", "ax[0,1].set_title('October 2016')\n", "ax[1,0].plot(range(744), Jan_NE_all, 'r.')\n", "ax[1,0].grid('on')\n", "ax[1,0].set_title('January 2017')\n", "ax[1,1].plot(range(720), Apr_NE_all, 'r.')\n", "ax[1,1].grid('on')\n", "ax[1,1].set_title('April 2017')" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Jul_NE_deep = deep_particles(Jul_lont, Jul_latt, Jul.variables['init_z'], 135, 315, 735, 897)\n", "Oct_NE_deep = deep_particles(Oct_lont, Oct_latt, Oct.variables['init_z'], 135, 315, 735, 897)\n", "Jan_NE_deep = deep_particles(Jan_lont, Jan_latt, Jan.variables['init_z'], 135, 315, 735, 897)\n", "Apr_NE_deep = deep_particles(Apr_lont, Apr_latt, Apr.variables['init_z'], 135, 315, 735, 897)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Deep Particles" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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TLcXbgtAniMPc28RiwOrVwMKFQDoNp7QUUcBrwGwHOlsEQOcsNzYCu3axA54tZ1o7y+k0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\nXgw88oiJrAOcRqivW/6ovD5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Pef7QxxJRHYA6ABg9ejTiBbaUPnToUMHH2JSvWoUT7rsP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\ncs4NOec68KMBJ5vZCbVsk5n9DfCSc+7h4fap4f/vHbm/1Xxgo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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(2,2,figsize=(12,12))\n", "ax[0,0].plot(range(744), Jul_NE_deep, 'r.')\n", "ax[0,0].grid('on')\n", "ax[0,0].set_title('July 2016')\n", "ax[0,1].plot(range(744), Oct_NE_deep, 'r.')\n", "ax[0,1].grid('on')\n", "ax[0,1].set_title('October 2016')\n", "ax[1,0].plot(range(744), Jan_NE_deep, 'r.')\n", "ax[1,0].grid('on')\n", "ax[1,0].set_title('January 2017')\n", "ax[1,1].plot(range(720), Apr_NE_deep, 'r.')\n", "ax[1,1].grid('on')\n", "ax[1,1].set_title('April 2017')" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Jul_NE_shallow = shallow_particles(Jul_lont, Jul_latt, Jul.variables['init_z'], 135, 315, 735, 897)\n", "Oct_NE_shallow = shallow_particles(Oct_lont, Oct_latt, Oct.variables['init_z'], 135, 315, 735, 897)\n", "Jan_NE_shallow = shallow_particles(Jan_lont, Jan_latt, Jan.variables['init_z'], 135, 315, 735, 897)\n", "Apr_NE_shallow = shallow_particles(Apr_lont, Apr_latt, Apr.variables['init_z'], 135, 315, 735, 897)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Shallow Particles" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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lf0y6E5p7oWHsMmaZHmkCP2omTIgEYNo+wzAMw0hSKKjxBdTF4/TTq69meiv06tWqSJtV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\nAK+IyD4A5edXs55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qpY5L86cbyRRzo5nGRiiVouqHd95ZmUaqWISPfjSyMD/8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7r6Ifj3fzKZPZrtHNx8Myc0NMCUKeoXpKopmBaJg9za0gDvvedLS5XT/PmZoDose9Xe7hd0AZ/T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\nrkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(2,2,figsize=(12,12))\n", "ax[0,0].plot(range(744), Jul_NE_shallow, 'r.')\n", "ax[0,0].grid('on')\n", "ax[0,0].set_title('July 2016')\n", "ax[0,1].plot(range(744), Oct_NE_shallow, 'r.')\n", "ax[0,1].grid('on')\n", "ax[0,1].set_title('October 2016')\n", "ax[1,0].plot(range(744), Jan_NE_shallow, 'r.')\n", "ax[1,0].grid('on')\n", "ax[1,0].set_title('January 2017')\n", "ax[1,1].plot(range(720), Apr_NE_shallow, 'r.')\n", "ax[1,1].grid('on')\n", "ax[1,1].set_title('April 2017')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# South" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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cXl3eHwqh5bnXYcUTCEWwOPHsHtvOWH0+1a+Usu7+OT3KrKgpScs4lXiuj5Ou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\nwkpVk/7eFFiNVEGiRVo1X2i0WE1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rn/LeTvKcg17eOmvqzh645FsVaMmqifOy6PYUBFpY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\n8FgAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,1, figsize=(16,12))\n", "ax.pcolormesh(grid.variables['Bathymetry'][:])\n", "viz_tools.set_aspect(ax)\n", "ax.add_patch(patches.Rectangle((0,200), 398, 535, fill=False, linewidth=3))\n", "ax.grid('on')" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Jul_S_all = still_inside(0, 397, 200, 735, Jul_lont, Jul_latt)\n", "Oct_S_all = still_inside(0, 397, 200, 735, Oct_lont, Oct_latt)\n", "Jan_S_all = still_inside(0, 397, 200, 735, Jan_lont, Jan_latt)\n", "Apr_S_all = still_inside(0, 397, 200, 735, Apr_lont, Apr_latt)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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gKTbT4DsRkf7mdk+l/MwVYf3rqlV+8HIt3o6fOTN/mcH8+X4gXJgUg3+9s6UW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\n3rZR7gAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(2,2,figsize=(12,12))\n", "ax[0,0].plot(range(744), Jul_S_all, 'r.')\n", "ax[0,0].grid('on')\n", "ax[0,0].set_title('July 2016')\n", "ax[0,1].plot(range(744), Oct_S_all, 'r.')\n", "ax[0,1].grid('on')\n", "ax[0,1].set_title('October 2016')\n", "ax[1,0].plot(range(744), Jan_S_all, 'r.')\n", "ax[1,0].grid('on')\n", "ax[1,0].set_title('January 2017')\n", "ax[1,1].plot(range(720), Apr_S_all, 'r.')\n", "ax[1,1].grid('on')\n", "ax[1,1].set_title('April 2017')" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Jul_S_deep = deep_particles(Jul_lont, Jul_latt, Jul.variables['init_z'], 0, 397, 200, 735)\n", "Oct_S_deep = deep_particles(Oct_lont, Oct_latt, Oct.variables['init_z'], 0, 397, 200, 735)\n", "Jan_S_deep = deep_particles(Jan_lont, Jan_latt, Jan.variables['init_z'], 0, 397, 200, 735)\n", "Apr_S_deep = deep_particles(Apr_lont, Apr_latt, Apr.variables['init_z'], 0, 397, 200, 735)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Deep Particles" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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f/vCFL8DMmTBvHjzzjE/SP/qo+8fuuafvKhHoywYqb73V8XbQzWPFCp8cq6xQ\nKowSYxERKa9Mxm/q0dTkO1jU1PiWbYXau8VVMDmSShUurVi2zHezuPnmXKeLxYu73kq60BbN+cKz\ntQsX9rywLmzaND+j3NDQv/ru/MWTYcFGIM88A8OGwTXXVG7JjAwaNeUOoGJlMjB/fm7rUhER6Ztg\nMXOwyCvc3q3SJJO5LZXz3XZbLikGnzzPnt3590hDg2+z9t3v+iR77tzOz9XQ0LGEoSfjx/s/OMCv\nhbntNn+9vt7vYNfXhLW+3i9A7MqaNfD22/DKK37mvNB7EYkRzRj3RTC70dwMtbUMv/HGnheXiIhI\nYcGGSUGNrpnfDrpSx9WgfCB/BrexsfO5zvnyhz324IA/+zM/Ux6uVw62aD7kkFzymsnApZf2Lqbv\nfjdX7lHsMpUpU7ruzJHvxhv9ZTrt+yirFlliRolxXwSzG21t0NzMiA0byh2RiEhls7xtJErQPW5A\nLVjgk9nZs3t+L9mk8rA1a2Dz5sKL+MKbZyxdmptd74mZn8EOHluKJHTWLPjpT30pjJmfmS70HiCX\n6AdWroTHH1dyLLGhxLgvQq3aqK3lvWnTyh2RiEhlymTg2ms79oV3DlpbK7/1V32932muN7W/Tz7Z\n9X1nn+3bpr38ctfnBInwzJkD1ykpmYRHHsm93ooV0d9ze7ufIf/SlyprwaVULSXGvRFeDBHasnRn\nU1OZAxMRqRDhcRR8Wdqf/tR5VrW93XeoqHQjRhQ+blZ4Jnn79sLnd7XADXyN75Qp/nq400W5ttMO\nLhcv9u9z/PiOW2fn27DBf9XUwO23a4GelJUS46gyGT+Qt7T4hQtdbQctIiKF5a3P4IIL/PVCCaKZ\nb9tW6fLrp8Ensvvu62dWQ/KKSaK74Yb4zbQG22ZD91tnh7W3+wV6oORYykZdKbqS33Vi4cLcAN7c\n7D/6+bu/g1NOYfjGjeWNVUSkEuStzwB8glxT4FdRTU3lLr4LSyZ9B4hEwif7tbU+kZ0zxx8L2f3n\ngVnnmuuunH9+/JLifMHW2VFdeqk6PknZKDEuJJjV+N73/H/muXP9tpdhbW3+q6lJi+9ERKII1mck\nEv5y1ixflvaDH3ROnM48M/4JX1T19fDYY/BP/5Srm04m/bGZM2HsWCA0Y+ycT4zPP7/75z3tNL9p\nSCW44YaOfwjk/VHQQXu779QxZQpMnepb04kMEJVSFJJO5xrNt7fDP/9z1yuA29tpGT58QMMTEalI\nyWSH9RkAQxj6AAAgAElEQVQdalJTKTj55FyZxZw5ZQy0BArtjppMwv33+8TvkktwhJLj9nb48ENf\np3vLLfDuu7DHHr5mubbW71JXSeUGwR8C4V3/ulukF27/pvIKGUBKjAtJpfzHeEEyHPz13kXLnaE7\ndw5cbCIi1Si/s0G1zBZHka2l7lQ88frrPhmsloQw/4+DZNK3tLv3XvjjH7tfoDd3ru/DPJh+LqQs\nVEpRSDIJt96aqwlLJArXwAGYqV2biEgUQZladn1GpzrSZNJvGzzYkp9UCoYModPUy0UXlSGYARbs\nvHf77d2f9957fgHfV74yMHHJoKXEOArnui6lOO88dk6dOrDxiIhUovzFd5W45XMpJJOwbh1vn3CC\nb202ZYovoaiWmeIooi7QW7aMiYsXlz4eGbSUGBeSycDll/vB27ncZWDSJL9YYs6cyln4ICJSbvmL\n76qh60SxJJNs/MEP4JVXYOPGwZUUB264wbdDDWQXJeYb/dBDAxSQDEZKjAtJp7veztIMvvY12LIl\n16NRRER6Fiy+u+46fznYSiake8kkPPooXH89PPGE/z1boDNH7fvv+5pjkRLQ4rtCgobsra2d76uW\n3poiIuVQqDuDSCD/5+Oee3yJxTe+0XHb8Btv9K3u9LMkRaYZ40KCxXeFVFNvTRERkbirr4fPf373\nTQNf3thVqzeRflBi3JX6+s4f4SQS1ddbU0RkoOXvLCrSkzlzOu8GuGIFHHCA3177pJN8P2j9XEk/\nqZSiO/fcA2PGwLJlvtdiHPejFxGpJEHLtmAjD9UaSxTJJCxa1HkjlO3b/eW6dblNQRIJvw33YFzA\nKP2mGeOeLFgAW7f6BQEavEVE+kct26Sv6uujtXRra4NLL9XMsfSJEmMRERk4+S3bRo7Ux98S3ZQp\n0c5rb4d580obi1QllVIUkskMzm1JRURKLWjZlk77pPiqq1RWIdHNmoVbtKjz9tmFrFsHxx4Le+wB\nmzfDeef5T4EbGuCuu+DAA33tsn7mJESJcT7Vv4mIlFbQkmv+/M5lFRpvpTvJJFvOPZfxy5fnjo0e\nnas1zvfUU7nrCxfCz34Gr76aO/bAA752+YgjNCEmgBLjzgrVv+k/iYhI8QVlFcFEhHrESwQvX3IJ\n408+Ge69F845xx+85JJoDw4nxeDbvoUfq4V7g54S43waqEVEBka4rEIzddIb9fWdk9e77sqVTWzd\n2rfnbWuD2bP99Wef9ZezZulncxBRYpxPA7WIyMDRTnhSDPmJ8rHHdiyj6I38WeQ77oDHHtPP6SCh\nrhSFJJNwzTX6TyAiIlKJfv1rv7BuzBjf4u3QQ/v+XG1t6nAxiERKjM3sdDN7ycw2mVmXPx1m9mkz\nazWzLxYvRBEREZFeCu9DsHSprx8OmzMHpk2L9lzr1sHee8PcuR2PZzJw6aVM+uEPe99ysKEBPvc5\nfymx0WNibGYJ4FbgDGAK8GUz69RIMHveAmBNsYMUERER6bNk0pdDzJwJxxwDixf7xPnZZ+GJJ+D6\n6/3x7jQ2+s4WEybAiBFQVwfHHw+LFnHggw/6bakzmc5bnhe6fdRRvlxjzRp/edhhfnvrUaNyyXc2\n6d69WUlDg3/t4cNh4kR/O5OBs8/2pSNBgt3Q4Ps9T53KAQ8+WIrvZlWLUmN8DLDJObcZwMyWA2cB\nL+Sd9w3gXuDTRY2wHNTHWESkdDTGSjkkk3D//YWPByWUc+fCkiV+g5CPPvJf+fI7W5DdorqlBb70\nJdi2zdcpg0+2n37aPx/AnnvCrl2dn/P3v89dX7gQHnwQ/ud/cs+zaFHH8z/4oHMnjqeegssu86Uf\nWYe98AJMnqwuG70QJTEeA2wJ3d4KHBs+wczGAGcDJ9NNYmxm9UA9wKhRo0j3YSvQxsbGPj0uquEb\nN3Lkt79NTUsL7UOH8txNN7Fz6tSyxtRXcYxLMUWjmKKLa1zSBfWKlzhbsMB/gf9ZPfHEXFIbRX43\njPwFgIWS4kJefDH6a4aFkuLdbrlFiXEvFKsrxS3AXOdcu1nX+9E45xqABoDp06e7VB9aoaXTafry\nuA66m63IZKC1FdrbSbS2cvTOnT22bCtKTCUQx7gUUzSKKbq4xiVdCPeKb2qCa6/1X0qOJW6SSXj8\ncb/w7skn/c9tJXrxRTjoIF8KMmKEnxlXotylKIvvtgEHhW6PzR4Lmw4sN7NXgC8Ct5nZzKJEWGyZ\nDJx8Mvzt3/rL/GL5oI9xIqE+xiIixRaMsTU1fibu4Yf9DHJvFy6JDIRk0i/ea2qC007reF8i4Rfk\nAa4MoUWxe6py61Z47z145RVfgrHnnp0XEgoQLTFeD0wys4lmVgucC6wMn+Ccm+icm+CcmwD8B3CZ\nc25F0aMthqVL/Q+4c/5y6dKO9wd9jK+7Th/xiYgUWzDGnnpqLjkOdhkVibPVq30ni0MP9ZetrbBz\nJyxe3DkxHlLgA/na2s7Hzj8fDj/cL5abM8f/n8i3334wbJif7Z0zxy8WnDEDwp/QT5oE++4b/b18\n9JGvZf7KV6I/ZpDosZTCOddqZlcAq4EEsMQ5t9HMZmfvX9TtE1QiNZwXESmdZNKXTzz2mHYZlcoS\nrkEO1NezoaWFo3/+c7/r3nnn+XPmzoVly+CQQ+CGG/zPfSbjE9LXX4eLLupc0jBzpr//2Wdhr73g\nyisLlz08+mjhstDg2HvvwcKFOEKzxoUsW+aT7Pp6H+/ixf7/5D77+E4ZU6YMup3/ItUYO+dWAavy\njhVMiJ1zX+1/WCU0a5Zfcdrc7D8GOeoorZAWERlo2mVUqsjOqVN9shpWKInuqjNG1Pvzz83/fxM+\ndsghuEsu6T4xBl9akdfNgo8+gu3bff/mu+7y722Q/B8dfFtCJ5Pw4x/DFVf4H4JvfMOXVbS0+ET5\nttvgiCM0WIuIlJo+nRMpnWAm++GHczPUf/gD3Hyzz3nCCnWzCLS0wNe/DnfeOSj+vw6+xBj8RxSt\nrbmEOOgT2Nbm/3JKJPyxujrVGYuIlII+qRMpuZ1Tp8Lll3c8OHMmnHBCLveJ4oUX/GYme+7p652/\n+tXOs+FVItKW0FUlk/GlFMEPRKH2cm1tfkFIU5MWhIiIFFvQy/jv/k4dKUQGWjIJV1/d9f3dtN1l\n1y54801fB/2JT+R25asigy8xTqc7fmRw4ondn68FISIixRXuZayOFCIDb8ECv9Bu/Hjfcm7vvX2i\nO2eOnxicM6fn53jrLb8j3/HH+22qp07tepvqCjL4SilSKV8qESTHv/pV1+dOnqyP+EREiimTgdde\ny7WzUkcKkfKor+96o48FC3w3jdmzo5VcfPCBL7cotE3197/vn+utt2DyZIafemqs/88PvhnjZBIu\nvDB3u7uC86uuKn08IiKDRVBCcccd/pftmWfCBReUOyoRKaS+3k8ezpwJo0f7WeWhQ3v/PNu2+e4W\nL74IK1Yw7Yor/BqukSNzs8wxMvgSY/At2royfrzv27d4sbZMFBEppnAJRUsLrFzpfymqzlgknoL2\ncW+84TczaW72m5L0g4F/nnfeyc0yT5oEJ50EEyb4hHmvvfxCv4kTBzxxHpyJ8Y4dhY8ffrjfLnHj\nRiXFIlKxzOx0M3vJzDaZ2bxuzvu0mbWa2RcHJLDwdtDO+VpGLXQWqSz33ON33wtmkvfcs1cPL7i0\nb9MmP6v86qs+Yd61y/dSDrawPuCAAUuQB2dinEoV3q5RpRMiUuHMLAHcCpwBTAG+bGZTujhvAbBm\nwIILbwfdMZhY1xyKSJ7wTPKHH+a2qR4xwm9NPWECjB1b8KG9aBKXs327T5D32qvk5ReDMzFOJv1f\nJjNnqnRCRKrNMcAm59xm51wzsBw4q8B53wDuBd4cyOBIJuGccwb0JUWkxJJJvzveu+/6T+Vffhm2\nbMnNLB9+uE+cp02j9WMf858c9cWuXbnyixIlx4OvK0WgN9suiohUjjHAltDtrcCx4RPMbAxwNnAy\n8OmunsjM6oF6gFGjRpHuQ7lDY2Njp8eNW7+eieQ+UnXt7by8ZAmvNTX1+vn7qlBc5aaYolFM0cUi\nriuv7HCzsbGRYcOGccCDD3LYzTd36nrhgPZEgkSoOUJ++YUD3r3jDp4/7LCihzt4E2MRkcHrFmCu\nc67dumnm75xrABoApk+f7lJ9KHdIp9N0elxdHSxd6hfgAFZby8EXXsjBA9ges2BcZaaYolFM0cUx\nrt0xpVLwxS/6seCFF3a3c7M5c6hJJv2C3Hnz/Cf8eQzY9+KLS/LelBiLiFSXbcBBodtjs8fCpgPL\ns0nxfsDnzazVObdiQCJMJv1iu6VL/e1Zs9QzXmQwSia7/r8flGcECfLzz/uFu6NH+1noEpW/KjEW\nEaku64FJZjYRnxCfC5wXPsE5NzG4bmZ3A/85YElxoLtfiCIigSBBHiBKjEVEqohzrtXMrgBWAwlg\niXNuo5nNzt6/qKwBiojE2OBLjDMZ/xFeKqXZChGpSs65VcCqvGMFE2Ln3FcHIiYRkUowuBLjYDvS\n5mbfKmTtWiXHIiIiIgIMtj7G4e1Im5u105KIiIiI7Da4EuNgO9JEwl/GrIWJiIiIiJTP4CqlCLYj\nVY2xiIiIiOQZXIkxqEWQiIiIiBQ0uEopRERERES6oMRYRERERAQlxiIiIiIigBJjERERERFAibGI\niIiICKDEWERESmj4xo0wf77feVREJOYGX7s2EREZGJkMR37729Da6jdVWrtW7TJFJNY0YywiIqWR\nTlPT0gJtbdDc7DdXEhGJscGXGGcy+lhPRGQgpFK0Dx0KiYSfMU6lyh2RiEi3qr+UIpPJbQENcMop\nfuZCH+uJiJRWMslzN93E0Tt3+jFY462IxFx1J8aZjB+MW1pg6FC48EKfFIc/1tNALSJSMjunTtVM\nsYhUjOoupVi61CfAzvnL7dv9TLE+1hMRERGRPNU3Y5xfOhE2erQvnwju12yxiIiIiGRVV2KcyXSs\nIb7lFl9CEZRSzJrlk2ElxCIiIiKSp7pKKdJpaGryNcRNTfDss2Dm72tvhxUr1JFCRERERAqqrhnj\nkSN9Agz+cvt231gefLK8cKFPlGtr4ZFHNHMsIiIiIrtV14zxjh1Qk31LNTW+pjiYMQ4452eTly4d\n+PhEREREJLaqKzFOpaCuznedqKvzNcVnnln43O3bBzQ0EREREYm3SImxmZ1uZi+Z2SYzm1fg/rPM\n7Hkz22BmT5vZicUPNYJk0neduO663OYdc+Z0njUGP5ssIiIiIpLVY2JsZgngVuAMYArwZTObknfa\nWuBI59w04ELgzmIH2idB67bx4zseN/OzySIiIiIiWVEW3x0DbHLObQYws+XAWcALwQnOucbQ+XsB\nrphBRhZu15ZI+AS4tbXzjPHVV2vhnYiIiIh0ECUxHgNsCd3eChybf5KZnQ3MBz4B/H+FnsjM6oF6\ngFGjRpFOp3sZLjQ2Nnb5uHHLljGxqQlrb6e9vR0DzDnaa2rYccIJJJqaeGvGDN444ww/k1wk3cVU\nTnGMSzFFo5iii2tcIiJSeYrWrs05dz9wv5nNAK4DTi1wTgPQADB9+nSX6sOWzOl0mi4fV1cHy5ZB\nUxM1Zr4zRXs7NbW17H/jjZBMsi8wudev2o+YyiiOcSmmaBRTdHGNS0REKk+UxXfbgINCt8dmjxXk\nnFsHHGxm+/Uztt5LJv1ud4mEb8tmBhdfnFuIJyIiIiLShSiJ8XpgkplNNLNa4FxgZfgEMzvUzBfy\nmtnRQB2wo9jBRrJjh9/co73db+oxbpySYhERERHpUY+JsXOuFbgCWA28CPzcObfRzGab2ezsaecA\n/21mG/AdLP7aOVeeBXiplN/ZLpHwX6+9pi2gRURERKRHkfoYO+dWOecOc84d4pz7p+yxRc65Rdnr\nC5xzU51z05xzSefc46UMultBOcWf/7kvp7jjDt+pQsmxiIiIiHSjuna+A58AX3UVrF8PLS2+nKK5\nuahdKERERESk+lRfYpxO+0Q4XMkxZIgvsRARERER6UJ1JcaZjK8prsl7W2UqdxYRERGRylG0PsZl\nF+x619TkO1KEtbb6mWR1pxARKZ9Mxo/FqZTGYxGJpepJjIMSivykGHw/Y5VSiIiUTzB50dzsOwep\nv7yIxFD1lFIEbdryyygAzjxTA7CISDkFkxdaEC0iMVY9M8bJpJ+BSKfhvffgppv87PHQoTBnTrmj\nExEZ3ILJi2DGWJ/iiUgMVU9iDD45DmaGZ85ULZuISFyEJy80LotITFVXYhwWTpJFRKT8NC6LSMxV\nT42xiIiIiEg/KDEWEREREUGJsYiIiIgIoMRYRERERARQYiwiUnXM7HQze8nMNpnZvAL3n2Vmz5vZ\nBjN72sxOLEecIiJxU71dKUREBiEzSwC3Ap8FtgLrzWylc+6F0GlrgZXOOWdmnwJ+Dnxy4KMVEYkX\nzRiLiFSXY4BNzrnNzrlmYDlwVvgE51yjc85lb+4FOERERImxiEiVGQNsCd3emj3WgZmdbWb/A/wC\nuHCAYhMRiTWVUoiIDELOufuB+81sBnAdcGr+OWZWD9QDjBo1inQ63evXaWxs7NPjSi2OcSmmaBRT\ndHGMK44xhSkxFhGpLtuAg0K3x2aPFeScW2dmB5vZfs65t/PuawAaAKZPn+5SqVSvg0mn0/TlcaUW\nx7gUUzSKKbo4xhXHmMJUSiEiUl3WA5PMbKKZ1QLnAivDJ5jZoWZm2etHA3XAjgGPVEQkZjRjLCJS\nRZxzrWZ2BbAaSABLnHMbzWx29v5FwDnALDNrAT4C/jq0GE9EZNBSYiwiUmWcc6uAVXnHFoWuLwAW\nDHRcIiJxp1IKERERERGUGIuIiIiIAEqMRUREREQAJcYiIiIiIoASYxERERERQImxiIiIiAigxFhE\nREREBFBiLCIiIiICKDEWEREREQGqLTHOZGD+fH8pIiIiItIL1bMldCYDp5wCzc1QWwtr10IyWe6o\nRERERKRCVM+McTrtk+K2Nn+ZTpc7IhERERGpINWTGKdSfqY4kfCXqVS5IxIRERGRClI9pRTJpC+f\nSKd9UqwyChERERHphepJjMEnw0qIRURERKQPqqeUQkRERESkH5QYi4iIiIgQMTE2s9PN7CUz22Rm\n8wrcf76ZPW9mvzWzJ8zsyOKHKiIiIiJSOj0mxmaWAG4FzgCmAF82syl5p70MnOScOwK4DmgodqAi\nIiIiIqUUZcb4GGCTc26zc64ZWA6cFT7BOfeEc+7d7M0ngbHFDVNEREREpLSidKUYA2wJ3d4KHNvN\n+RcBDxW6w8zqgXqAUaNGke7DJhyNjY19elwpxTEmiGdciikaxRRdXOMSEZHKU9R2bWZ2Mj4xPrHQ\n/c65BrJlFtOnT3epPmzCkU6n6cvjSimOMUE841JM0Sim6OIal4iIVJ4oifE24KDQ7bHZYx2Y2aeA\nO4EznHM7ihOeiIiIiMjAiFJjvB6YZGYTzawWOBdYGT7BzMYB9wF/45z7XfHDFBEREREprR5njJ1z\nrWZ2BbAaSABLnHMbzWx29v5FwN8DI4HbzAyg1Tk3vXRhi4iIiIgUV6QaY+fcKmBV3rFFoetfB75e\n3NBERERERAZOZe98l8nA/Pn+UkRERESkH4ralWJAZTJwyinQ3Ay1tbB2LSST5Y5KRERERCpU5c4Y\np9PQ1ARtbf5SfUxFREREpB8qNzEeORLa2/319nZ/W0RERESkjyo3Md6xA2qy4dfU+NsiIiIiIn1U\nuYlxKgV1dZBI+EvtfCUiIiIi/VC5i++SSb/gLp32SbEW3omIiIhIP1RuYgw+GQ4S4kxGSbKIiIiI\n9FllJ8YBtW4TERERkX6q3BrjsHTaJ8Vtbf5SrdtEREREpJeqIzFOpfxMcSLhL7UQT0RERER6qTpK\nKbQQT0RERET6qToSY+i4EE9EREREpJeqo5RCRERERKSflBiLiIiIiKDEWEREREQEUGIsIiIiIgIo\nMRYRkYGSycD8+f5SRCSGqqcrhYiIxJd2KBWRCqAZYxERKT3tUCoiFUCJsYhIlTGz083sJTPbZGbz\nCtx/vpk9b2a/NbMnzOzIkgaUycBrr8GQIdqhVERirfJLKTIZ7XgnIpJlZgngVuCzwFZgvZmtdM69\nEDrtZeAk59y7ZnYG0AAcW4p4hm/cCFdf7WeJEwm4+GKYNUvjtYjEUmUnxqpZExHJdwywyTm3GcDM\nlgNnAbsTY+fcE6HznwTGliqYERs25EooAMaN0zgtIrFV2YlxoZo1DbgiMriNAbaEbm+l+9ngi4CH\nCt1hZvVAPcCoUaNI96EueMjkyYwfMgRzDjdkCM8NH87OGNQXNzY29un9lJJiikYxRRfHuOIYU1hl\nJ8aplJ8pDmaMVbMmIhKZmZ2MT4xPLHS/c64BX2bB9OnTXaoPY2waSDzyyO6St6NjMnmRTqfpy/sp\nJcUUjWKKLo5xxTGmsMpOjJNJXz6hGmMRkcA24KDQ7bHZYx2Y2aeAO4EznHM7ShpRMqnxWUQqQmUn\nxqABV0Sko/XAJDObiE+IzwXOC59gZuOA+4C/cc79buBDFBGJp8pPjEVEZDfnXKuZXQGsBhLAEufc\nRjObnb1/EfD3wEjgNjMDaHXOTS9XzCIicaHEWESkyjjnVgGr8o4tCl3/OvD1gY5LRCTuKj8xDvoY\njxwJO3ao1lhERERE+qSyE+Ogj3FTE7S3Q00N1NWpn7GIiIiI9Fplbwkd9DFub/e329tz/YxFRERE\nRHqhchPjTAZeew2GDPEzxeAv1c9YRERERPqgMkspwltBJxJQXw9HHaUaYxERERHps8pMjMNbQQOM\nG+eTYxERERGRPqrMUopgK+hEwn+99pqfRRYRERER6aPKTIyDraAvvhjM4I47fLJ86aVKkEVERESk\nTyozMQafHI8bB62tvqSiuRkWL/a1x0qORURERKSXKjcxhlxJhd/SFJxTuzYRERER6ZNIibGZnW5m\nL5nZJjObV+D+T5pZxsyazOw7xQ+zC8kk3HJLx2NDhqhdm4iIiIj0Wo9dKcwsAdwKfBbYCqw3s5XO\nuRdCp70DfBOYWZIou/PQQ36mOHDssWrXJiIiIiK9FmXG+Bhgk3Nus3OuGVgOnBU+wTn3pnNuPdBS\nghi79/rrHW//6U8DHoKIiIiIVL4ofYzHAFtCt7cCx/blxcysHqgHGDVqFOk+1AI3NjZ2eNwBJ57I\nYU89tfv27048kTcGuMY4P6a4iGNciikaxRRdXOMSEZHKM6AbfDjnGoAGgOnTp7tUH2qB0+k0HR6X\nSsHkyXDvvXDOOUyur2dyUaLtR0wxEce4FFM0iim6uMYlIiKVJ0pivA04KHR7bPZYfNTXa+c7ERER\nEemXKDXG64FJZjbRzGqBc4GVpQ1LRERERGRg9Thj7JxrNbMrgNVAAljinNtoZrOz9y8ys9HA08Bw\noN3MrgKmOOd2ljB2EREREZGiiVRj7JxbBazKO7YodH07vsRCRERERKQiVfbOdyIiIiIiRaLEWERE\nREQEJcYiIiIiIoASYxERKbVMBubP95ciIjE2oBt89Fsmw7hly6CuDpLJckcjIiI9GL5xI1x9NTQ3\nQ20trF2r8VtEYqtyZowzGTjlFCYuWQKnnKKZBxGRCjBiwwafFLe1QVMTXHutxm8Ria3KSYzTaWhu\nxtrb/SCbTpc7IhER6cF706b5meKaGmhvh4cf1uSGiMRW5STGqRTU1tJeU+MH2VSq3BGJiEgPdk6d\n6ssnTj01lxxrckNEYqpyEuNkEtau5ZULL1SNmohIJUkmfQlFXR0kEprcEJHYqqzFd8kkrzU1cbCS\nYhGRypKd3CCd9kmxxnERiaHKSozDMhkNsCIilSSZ1HgtIrFWmYlxtkOF2v+IiIiISLFUTo1xWLZD\nBW1tWsQhIiIiIkVRmYlxtkOFFnGIiFQI7X4nIhWgMksptIhDRKRyqPxNRCpEZSbGoEUcIiKVIp32\nu961t/vLdFrjt4jEUmWWUoiISOUYOdInxeAvR44sbzwiIl1QYiwiIqW1YweY+etm/raISAwpMRYR\nkdIaORKc89ed04yxiMSWEmMRESmtHTugJvvrpqZGM8YiEltKjEVEpLRSKair8y026+rUYlNEYqty\nu1KIiEhlUItNEakQSoxFRKT01GJTRCqASilERERERFBiLCIiIiICKDEWEREREQGUGIuIVB0zO93M\nXjKzTWY2r8D9nzSzjJk1mdl3yhGjiEgcafGdiEgVMbMEcCvwWWArsN7MVjrnXgid9g7wTWBmGUIU\nEYktzRiLiFSXY4BNzrnNzrlmYDlwVvgE59ybzrn1QEs5AhQRiSslxiIi1WUMsCV0e2v2mIiI9ECl\nFCIiUpCZ1QP1AKNGjSKdTvf6ORobG/v0uFKLY1yKKRrFFF0c44pjTGFKjEVEqss24KDQ7bHZY73m\nnGsAGgCmT5/uUn3YyjmdTtOXx5VaHONSTNEopujiGFccYwpTKYWISHVZD0wys4lmVgucC6wsc0wi\nIhVBM8YiIlXEOddqZlcAq4EEsMQ5t9HMZmfvX2Rmo4GngeFAu5ldBUxxzu0sW+AiIjGgxFhEpMo4\n51YBq/KOLQpd344vsRARkRCVUoiIiIiIoMRYRERERARQYiwiIiIiAigxFhEREREBIibGZna6mb1k\nZpvMbF6B+83MfpS9/3kzO7r4oYqIiIiIlE6PibGZJYBbgTOAKcCXzWxK3mlnAJOyX/XA7UWOU0RE\nRESkpKLMGB8DbHLObXbONQPLgbPyzjkLWOq8J4ERZnZAkWOFTIap3/seHHAA7LsvnHQSZDJFfxkR\nESmCTIZxy5ZpnBaRihGlj/EYYEvo9lbg2AjnjAHe6Fd0YZkMzJjBfq2tuWPr1sGMGf4ymSzaS4mI\nSD9lMnDKKUxsaoJly2DtWo3TIhJ7A7rBh5nV40stGDVqFOl0OvJjxy1bxsTWVizvuGtt5eUlS3it\nqal4gfZSY2Njr97LQIljXIopGsUUXVzjGvTSaWhuxtrbobnZ31ZiLCIxFyUx3gYcFLo9Nnust+fg\nnBV/rfIAACAASURBVGsAGgCmT5/uUqlU9Ejr6uDuu3F5ybENGcLBF17IwWUccNPpNL16LwMkjnEp\npmgUU3RxjWvQS6Wgtpb2piZqamv9bRGRmItSY7wemGRmE82sFjgXWJl3zkpgVrY7xXHA+8654pVR\ngJ9pWLeOt084AUaPho9/XGUUIiJxlUzC2rW8cuGFKqMQkYrR44yxc67VzK4AVgMJYIlzbqOZzc7e\nvwhYBXwe2ATsAr5WkmiTSTb+4AeaHRIRqQTJJK81NZX1Ez0Rkd6IVGPsnFuFT37DxxaFrjvg8uKG\nJiIiIiIycLTznYiIiIgISoxFRERERAAlxiIiIiIigBJjERERERFAibGIiIiICKDEWEREREQEUGIs\nIiIiIgIoMRYRERERAcD83hxleGGzt4BX+/DQ/YC3ixxOf8UxJohnXIopGsUUXbniGu+c278Mr1sW\nVTZmQzzjUkzRKKbo4hhXrMfssiXGfWVmTzvnppc7jrA4xgTxjEsxRaOYootrXOLF9d8njnEppmgU\nU3RxjCuOMYWplEJEREREBCXGIiIiIiJAZSbGDeUOoIA4xgTxjEsxRaOYootrXOLF9d8njnEppmgU\nU3RxjCuOMe1WcTXGIiIiIiKlUIkzxiIiIiIiRafEWERERESECkqMzex0M3vJzDaZ2bwBfu0lZvam\nmf136Ni+ZvZLM/t99vLjofuuycb5kpl9rkQxHWRmj5jZC2a20cyuLHdcZraHmT1lZs9lY/rHcscU\nep2EmT1rZv8Zh5jM7BUz+62ZbTCzp+MQU/Z1RpjZf5jZ/5jZi2aWLPPP1OTs9yj42mlmV8XheyU9\nK9e4rTE7ckwas3sXU+zGbY3ZJeCci/0XkAD+ABwM1ALPAVMG8PVnAEcD/x06thCYl70+D1iQvT4l\nG18dMDEbd6IEMR0AHJ29vjfwu+xrly0uwIBh2etDgV8Dx5X7e5V9rW8B/xf4z5j8+70C7Jd3LA7f\np38Fvp69XguMiENc2ddLANuB8XGJSV89/nuVZdxGY3bUmDRm9y6mV4jZuI3G7OLHXc4X78U3Nwms\nDt2+BrhmgGOYQMdB9iXggOz1A4CXCsUGrAaSAxDfA8Bn4xIXsCfwDHBsuWMCxgJrgb8IDbLljqnQ\nAFvumPYBXia7KDcucYWe/zTgV3GKSV/d/nuVddzWmN3reDRm9xxXrMZtjdml+aqUUooxwJbQ7a3Z\nY+U0yjn3Rvb6dmBU9vqAx2pmE4Cj8H/tlzWu7MdfG4A3gV8658oeE3ALMAdoDx0rd0wOeNjMfmNm\n9TGJaSLwFvDT7EeYd5rZXjGIK3Au8G/Z63GJSboWt3+L2PzMaMzuURzHbIjfuK0xuwQqJTGONef/\nzHHleG0zGwbcC1zlnNtZ7ricc23OuWn4v/iPMbM/K2dMZvaXwJvOud90dU6Z/v1OzH6fzgAuN7MZ\nMYhpCP7j59udc0cBH+I/8ip3XJhZLfBXwL/n31fO/39SmTRmd3hNjdnRxW3c1phdApWSGG8DDgrd\nHps9Vk5/NLMDALKXb2aPD1isZjYUP8Auc87dF5e4AJxz7wGPAKeXOaYTgL8ys1eA5cBfmNk9ZY4J\n59y27OWbwP3AMeWOCf+X+tbsjBHAf+AH3XLHBf4X0TPOuT9mb8chJule3P4tyv4zozE7kliO2RDL\ncVtjdglUSmK8HphkZhOzf4WcC6wsc0wrgQuy1y/A14sFx881szozmwhMAp4q9oubmQF3AS86534Y\nh7jMbH8zG5G9/jF8/dz//P/t3X2cXVV96P/Pl5AgCUEIDwEJBqQBCUUeTIOHhzCKFdCrQOmvRaBo\nq51E7C31tiagbW3LLTChUvxdFRiRtjQotUUiUGxSuR0DMhhQghpsICBIIuEZQkggJLPuH+uczJmn\nzJnJzJx9Zj7v1+u85py999n7OzPJOt9Z+7vWqmdMKaVLUkrTUkoHkf/d/N+U0vn1jCkiJkXE5Mpz\nch3Wz+oZE0BKaR3wVEQcVt50CvBwveMq+yidt+Qq1653TNq+orXbttk9Y7LNrlER223b7GFSzwLn\ngTyAD5JH8T4GfH6Er/1N4GngTfJfaJ8A9iIPDngU+B4wper4z5fjXAWcPkwxnUi+FfETYEX58cF6\nxgW8C3iwHNPPgL8sb6/rz6rqWk10DuSo58/pHeRRuA8BKyv/novwcwKOBh4o/w4XA3vWOy5gEvAC\n8NaqbXX/Wfmo6XdXl3bbNrvmmGyza4+lkO22bfbQP1wSWpIkSaJxSikkSZKkYWViLEmSJGFiLEmS\nJAEmxpIkSRJgYixJkiQBJsaSJEkSYGIsSZIkASbGkiRJEmBiLEmSJAEmxpIkSRJgYixJkiQBJsaS\nJEkSYGIsSZIkASbGkiRJEmBiLEmSJAEmxpIkSRJgYixJkiQBJsaSJEkSYGIsSZIkASbGkiRJEmBi\nLEmSJAEmxpIkSRJgYixJkiQBJsaSJEkSYGIsSZIkASbGkiRJEmBiLEmSJAEmxpIkaZhFxIaIeEf5\n+T9GxP+ud0xSb0yMtUMioi0iPlnvOAYrIvaNiG9GxK8i4pWI+EFEHNftmHMj4smIeC0iFkfElKp9\nvxMR90bExoho6/a+k8ofBtWPFBFnj9C3J0mDVm7fX4qIXXb0XCml3VJKj9dwzQ9FxD0R8XJErIuI\n6yNictX+XSLihohYX97/v7q9vzUiVkVER0R8vNu+a7u1x29ExKs7+r1pdDEx1qgSETsP8C27AfcD\n7wamAP8E/HtE7FY+3xHAdcDvAVOBjcBXq97/InA1cEX3E6eU7i5/GOyWUtoN+B/ABuA/BhijJI2o\niDgIOAlIwEd24DwDbZPfCvxv4G3A4cABwJVV+/8KmAFMB94LzI+I06r2PwRcCPy4+4lTSvO6tcnf\nBP51gPFplDMx1pCIiD0j4o6IeK7cw3BHREyr2t8WEZeWe2RfjYilEbF3eV9TRKzpdr4nIuL95eez\nI6K93IPwdER8OSImVB2bIuLTEfEo8GhEfCUivtjtfLdFxGe6x51SejyldFVK6emU0taUUiswATis\nfMh5wO0ppWUppQ3AXwC/VenBSCl9L6X0LeBXNfyYPgb8W0rptRqOlaR6ugC4D/hHctu1TbkU4tqI\n+M9ye/79iJhetb9Lm1y17df6u2hK6Rsppf9IKW1MKb0EfA04oeqQjwGXppReSin9HGgFPl71/q+k\nlO4CXt/edSJiEnA2uTNE2sbEWENlJ+AfyH/Fvx3YBHy52zHnAr8P7EtOPv+sxnNvBT4D7A2UgFPI\nPQLVzgSOA2aSG7qPRsROAOUE/P3AN/q7UEQcXY5tdXnTEeQeCABSSo8BbwCH1hh75byTgN/GRlhS\nY7gAuKn8ODUipnbbfx5wKbldXlE+rlp1m7wj5gArIXfAAPtT1SaXnx8xiPOeDTwHLNvB+DTKmBhr\nSKSUXkgp3VL+K/9V4G+Bk7sd9g8ppUdSSpuAbwFH13juH6WU7kspbUkpPUEubeh+7stTSi+mlDal\nlJYDr5ATaIBzgLaU0jPbu05E7A78M/DXKaVXypt3K5+r2npgMgPzW8DzwPcH+D5JGlERcSK5k+Nb\nKaUfAY+ROzaq/Xv5TtobwOeBUkQcWLV/W5u8A3H8JrmH+C/Lm3Yrf61ukwfTHlM+740ppTTY+DQ6\nmRhrSETExIi4rjxIbT35r/A9ImJc1WHrqp5vpLOR6+/ch5ZLM9aVz30ZuZei2lPdXv8TcH75+fnk\nhHd719gVuB24L6V0edWuDcDu3Q5/KzDQARs2wpIaxceApSml58uvv0G3cgqq2txymdmL5LrgHvsH\nIyLeU77ub6eUHilv3lD+Wt0mD7g9joi3A03AjTsSo0YnE2MNlT8l1+Uel1LanXz7CyBqeO9rwMTK\ni3IyvU/V/muA/wZmlM/9uV7O2z3hXAScERFHkQdwLO7r4uUR14uBNcDcbrtXAkdVHXsIudTiEWpU\n7kVpwkZYUsGVOwl+Bzi53BmxjlzKdlS5Pa04sOo9u5EHL1ePtRh0J0BEHAPcBvxBuV44nzDXHD9N\nVZtcfr5ygJf4PeAHtcySobHHxFhDZTK5rvjl8nRmXxjAex8B3lKepmc88OdA9fRAk8m3yzZExDuB\nT/V3wpTSGvJsE/8M3NLX7bzy9f6tHPvHUkod3Q65Cfhweeq1SeSaum+Xy0WIiHER8RZgZ2CniHhL\n+ZzVfg+4t1yfLElFdiZ5XMdMcrnb0eTOhbvJdccVH4yIE8sDoS8l323boV5igIj4dfLMPf8zpXR7\nL4fcCPx5ecD34cAfkgcIVt4/odwmBzC+3CZ3z3UuqH6PVM3EWEMhkacs25VcR3sfA5iSrFzPeyFw\nPbCW3INcPUvFn5Hr214lj1D+lxpP/U/AkWy/jOJ48jRqHyAn9ZX5LU8qx7YSmEdOkJ8FJtF14N/v\nkZPqa8hTG20qx1jtAhx0J6kxfIw8HuSXKaV1lQd5MPV5VdOvfYPcAfIiebrL83s/3YD9KfmO4der\n2uPqHuEvkGuenwTagIUpperPm6Xkdvh48owVm+i8g0lElIBpOE2b+hCWPGpHRMSPgb9JKfVZqlAv\nETGHXFIx3dpeSRoaEfGPwJqU0p/XOxZpqNljrEErL35xOPBgvWPprlzOcBFwvUmxJEmqhYmxBiUi\nWsi3rBaklJ6sdzzVynVnL5Pnu7y6zuFIkqQGYSmFJEmShD3GkiRJEpCnmKqLvffeOx100EEDft9r\nr73GpEmThj6gHVDEmKCYcRlTbYypdvWK60c/+tHzKaV9+j9ydBhNbXZFUWMralxQ3NiKGhcUN7ai\nxgXDE1vNbXZKqS6Pd7/73Wkw/uu//mtQ7xtORYwppWLGZUy1Maba1Ssu4IFUp/azHo/R1GZXFDW2\nosaVUnFjK2pcKRU3tqLGldLwxFZrm20phSRJkoQ1xpIkSRJgYixJkiQBJsaSJEkSYGIsSaNORNwQ\nEc9GxM/62B8R8f9HxOqI+ElEHDvSMUpSEZkYS9Lo84/AadvZfzowo/xoBq4ZgZgkqfBMjCVplEkp\nLQNe3M4hZwA3lmcxug/YIyL2H5noJKm46rbAhySpbg4Anqp6vaa87enqgyKimdyjzNSpU2lraxvw\nhTZs2DCo942EosZW1LiguLEVNS4obmxFjQvqG5uJsSSpVymlVqAVYNasWampqWnA52hra2Mw7xsJ\nRY2tqHFBcWMralxQ3NiKGhfUNzZLKSRp7FkLHFj1elp5mySNaQ2XGO++ciVcfjm0t9c7FElqVLcB\nF5Rnp3gP8EpK6en+3jQYttmSGkljlVK0t3PUn/4pbNkCEybAXXdBqVTvqCSpUCLim0ATsHdErAG+\nAIwHSCldC9wJfBBYDWwEfn9YAmlv56jPfCa32ePHQ1ubbbakQmusxLitjZ3efBM6OmDzZhtZSepF\nSumj/exPwKeHPZAbb8xtNuQ2e+FCuPXWYb+sJA1WY5VSNDXRMX48jBuXe4wLWjQuSerFd74Dra31\njkKS+tRYiXGpxENf/CJcemlnGUV7u/VrklREF1xAiuh8nRJceGFOjru32wsWwIwZ+ask1UljlVJ0\n194O730vvPFG7kX+6lehubn3Y1tb4ZZb4Oyzez+mvT2XZjQ1WZ4hSUOhVOKFE05gn3vu6dy2dSvM\nndv5etddcw1ypeRi4UJYsQKWLBnZWCWJRkuMuw++O/XUnBRDbmw/9Sk48sieie2CBbmxBVi6FP74\nj3MinRLsvHOufaucB2DOHLjiip7nMXmWpAF56pxz2OeHP+xMfLvbtKnntqVLc7vd0jK8wUlSN41V\nSlEZfLd1a05mf/Wrrvs7OuDGG7vekmtv70yKK954AzZuzA3yq692TYoBli2DE0+E88+HPfaAyZPh\nmGPg5JPhc5+DE07wdp8k1WD9EUfAl7+cOyMGYuFCmDQJ9tyzs71tb4ezzoLjjrNWWdKwaKzEuPvg\nu098Aqrr1wDuuCM3qKtX568f/ODgrtXRATfdBK+8Ahs25Ft7lR6PlPK5Z8yA9nYOvu46mDYtJ87t\n7bkRr34tSWPZCy/kdnOgNm6El1/O7e20ablTYvFiWL48l2McfXROkE8+GQ48sDOBXrAgd2qYVEsa\noMYqpSgPvjt2/frOcobvfjc3lBVr1nR9z8svD188q1fD8cfz9srrtWvh+OM791deH3BA7uV+7TXY\nay+45JK+a6ElabTZa6/c2dDdxImdPcm77gqvvw7r1/d+jrW9LMz30ENd65UXLoQrr+yahC9cmEvg\nHnigM4bly+HrX+ddHR3wh39oeyxpm8bqMaZ8W+6SSzprfOfPh50G8G1MnpwfEyfmhrj6+cSJwxP0\n2rWwbl0u23jiidyQT5xoj7KkseGFF3pui4A///OcCK9fD888k5PaHdVbz/Ty5T0T8+XL2fOBB3J7\nbGmcpLKGS4x7KJXgIx+p7dg5czob4ddey7fpqp+/9hp84AMDDiH6P6SnTZs6a5lNjiWNUruvXAm/\n/GXPsreInnPRNzcPvLNjB2yLaOFCyyskAaMhMa41qdxppzzTRH+WLMkN8957w0EHwXXXwb335qR6\nn33y19mzu7xlEJVznTo68ryekjTaVGYS+trXeia7f/Znvc/u09IC99wDl12W297zzut5zFvfOiTh\ndWm75861k0JSg9UYd9feDqeckuvSenP00fDcc3DIIb1Pv9aXlpae0wR9//tdX7e2wtVXwzPPsLmj\ng10+9CF46in48Y/zFHAf+lC+fffoo/1fb8WKPPWc83ZKGk0qMwl1dORa4jPPzHfn+ppPvqJU6myv\nS6XcIXH11bmX+aKL8nsrbfBLL8GUKXnmoHvugRdf7BzLccsteeq3apMm5buDvTnppDyI73d+Jw/e\nc2pOacxp7MS4rS1P29ZbTVllwY/hatSam7c17O1tbTT1tTx19cIiRx6Zb9nddVeuN662dGlukL/1\nLRtiSaNDeSahcZW55+fPH1z7VtXebndbb+9bsABuuAF2261z4HNl2/PPdz1+69Y8DqR6is9dd809\n1O95z+Djl9QwGruUoqkpN7aV6dvmzIHDD8+9EnffXYwGrLk59wQ3N+d4br011zX3dntwzZo8i8XR\nR3tLT1LjK88kxKWX5g6BerTJLS35zuEvftGZSJe3rXv/+/t//6ZNefD04sWOCZHGgMbuMS6VcmPb\niKvRLVqUG+vut/kgT0F04on5tmAjfU+S1M36I47oOciuIFZ9/vPsP3VqnrO+Fh0d8OEP5zn0/+Vf\ncifHkUcOrFRPUqE1do8x5Maoevq2RrJkSY+BfNt0dOTyC3snJGn4LFqUB1lPnw7jx/d//Asv5FKL\nJ5/M9c2V2YU+9Snba2kUaMzEuL0dLr98dDRCP/xh72UVAE8/7a07SRpuzc25tnjz5s5ZiaZMyY9d\ndun//R0dcO21uRTu4IOd+k1qYA2XGO++cmWeieIv/iJ/HQ1J46JFeVqiGTN67nM6N0kaOZWa5Bde\nyI/XXx/Y/PaVRZxMjqWG1HCJ8R4rVuS/6rduzV/b2uod0tAoleCRR3rvPV6xwkZWkuplyZK+7+z1\n5eqrhycWScOq4RLjl48+uutMFAUd1DFoixb13gBfdtnIxyJJyip39ubMgWnTcjs9blzfx//853Dy\nyTBzJpx11ui4uymNAQ2XGK8/4og8E0U9p/8ZbosWwVFHdd325JO5MT7oINh/fzjiCHuRJWkklUp5\nsaennsrt9N135+lBp0/P9cjdLVuWE+TFi3P98YIFIx+zpAFpuMQYaOyZKGp1zTU9t61dmxPkdevg\n4YetY5OkeqrMTf/EE7keeebM7R+/cKGdGlLBNWZiPBZUlkHtj3VsklQMF13U/zGVTo3zzx/+eCQN\nmIlxkV1xBezUz6/ov//b2jVJKoLm5toH6d10k6UVUgGZGBdZqZRXvzv66L6PSQluvHHkYpIk9a2y\nYMjhh+fSiu1N9XbllXZsSAVjYlx0pRI8+GBuaGfPzgM9uifK69bVJzZJUk/NzblkYuXKPNXb/Pm9\nH2fHhlQ4jZ0Yj6YV8PrT3JxXybv1VnjPe7rue/HF+sQkSepfS0tn58buu3fdZ8eGVCiNmxi3t4++\nFfBqdcEFXefPXLYsr5o3ln4GktRIKp0b555b70gkbUfjJsZtbaNzBbxalErw7nd33bZ6dZ7FwuRY\nkorrggtg/PjO1//+77bbUoE0bmLc1DS6V8Drzyc+0XPbli3Wq0lSkZVK8KEPdb5+80044wxXx5MK\nonET41Jp9K+Atz3Nzb2Pdr7uujw/5syZzPr4x51IXpKK7rnn8up4J5xgmy3V2c71DmBQ2ttz6URT\nU14Bb6xasgQOPjivulSRUp4fE5gEeSJ5yIm0JKn+9tuv9+0pwbx57P+Zz+TPuaamsdfpI9VZw/UY\n775y5dgddNeb7fxhEJUnro4nScVxwQUQ0fu+lDj0qqvgc5+DE0+0B1kaYQ2XGO+xYsXYHXTXm+bm\nvufIrFi1yj8gJKkoSiX47Gf7P66jA+bNs/2WRlBNiXFEnBYRqyJidURc3Mv+t0bE7RHxUESsjIjf\nH/pQs5ePPnpsD7rrTUtLr8lx2vYk+QeEJBVJ9dzGM2Z02dWlLzkluLjHx66kYdJvjXFEjAO+Avwm\nsAa4PyJuSyk9XHXYp4GHU0ofjoh9gFURcVNKafNQB7z+iCPyYLtKjbH1V1lLCxxyCFx2GWzaBAcd\nBMuX530pwV571TU8SVI3zc2d4z9OPRWWLgVyp0aX5HjZMliwANavz68vuMDPPmmY1NJjPBtYnVJ6\nvJzo3gyc0e2YBEyOiAB2A14EtgxppNVKpVxba8PQVXNzHoj3zDNw7LFd9333u3UJSZJUg8rS0Xvv\nzZaJE3vuX7gQrr02P977XssrpGFSy6wUBwBPVb1eAxzX7ZgvA7cBvwImA7+bUurofqKIaAaaAaZO\nnUrbIG7vb9iwYVDvG05FjGnG2rW8rfw8AWnxYlZ85Su5x72OivizMqbaFDEmKG5c0oC1tEBLCz9o\na6Pp+uu3zTDUwxtv5Dnr7RyShtxQTdd2KrACeB9wCPCfEXF3Sml99UEppVagFWDWrFmpaRD1wW1t\nbQzmfcOpiDGxyy503H47Adsex15yCfzd33Xeuque9m6EGtgi/qyMqTZFjAmKG5e0Q/rrxPja1yyp\nkIZBLaUUa4EDq15PK2+r9vvAt1O2GvgF8M6hCVGDUiqxcfr0rttefTXPazxpEuy+Oxx/fJ4S6KST\nnBJIkoqkqQl22s5H9Nat8P73u2KeNMRqSYzvB2ZExMERMQE4h1w2Ue2XwCkAETEVOAx4fCgD1cCt\nPfvs3nds3JiT5IqtW+HCC21cJakoSiW45prtJ8cbN+YV80480fZbGiL9JsYppS3AHwFLgJ8D30op\nrYyIeRExr3zYpcDxEfFT4C5gQUrp+eEKWrV5+sMfhvPOq+3grVud0k2SiqS5Ge65J882dO+9cOaZ\nvR/X0QFnn21yLA2BmmqMU0p3And223Zt1fNfAR8Y2tA0JBYtggMOyCOa++OUbpJULKVSZx3x/Plw\n2205Ee7u6adzWdzdd1t3LO2Ahlv5ToPQ0pJ7G+bMgd126/u43kZAt7fD5ZfbEyFJ9VYq5R7kOXNg\n11177t+6Nc+H7JgRadBMjMeKUgm+//1cW3zvvfnWXPfbcsuWdW1QW1tzD4QD9CSpGCpt+caNvZfK\nVQZZn3/+yMcmjQImxmNRZYGUXpaR5qKL8ijn1lb41KdyDwTkr/Pm2XMsSUWxaFHuPe7NTTfZmSEN\nQmMmxt7eHxqlUs9G9fXX8yjnuXN71rGlBBdfPHLxSZK274or+p654rLLRjYWaRRorMS4vZ0ZV12V\nl8P8i7+AU04xOd5RV1wBEbUff/fd/swlqSiq64537jae/sknYdo0OO44e4+lGjVOYtzeDqecwtvu\nuCMvh7l1a/76V39lorYjSiU444zaj08pL0UqSSqGSt3xsmU9OzrWroXly/NdwAUL6hOf1EAaJzFu\na4PNm4mUOrd1dMD3vmfP8Y6aPx/Gjx/8+1tbc4+EKzBJUv2USvDZz/a9f+HC3EbbZkt9apzEuKkJ\nJkygY6edYMIEmD0711V1dMDmzS5OsSMqvQ3z5uXbcdOnw5QpsOee+XX3QXp33AH77gsnn5xHPs+d\nm3skFi/Os1f01dAuWMDs88+310KShktLCxx9dN/7P/jB2ttsaQyqaYGPQiiV4K67eOKGG3jHH/xB\n3nbKKTkpnjAhJ84avOpJ5Lu7/PJ8e67SW79mTf763HM9j926NfdK3Hpr1+2nngpLl7IrdC420tIy\nFJFL6iYiTgO+BIwDrk8pXdFt/1uBRcDbyZ8Df5dS+ocRD1TD46tfzctE97YQyMsvd329dWsuj3NR\nEAlopB5jgFKJX553XmcSd9ddcOml+av/qYdPU9PABujddlu+VXfyyXDggduSYoBtZ7nhhvy1+wwj\nra1OUC/tgIgYB3wFOB2YCXw0ImZ2O+zTwMMppaOAJuCLETFhRAPV8KkMyDvzzHwHsD/33ZfLKqoH\n6bW35yk7P/Upe5Q1pjROj3FvttfLqaFTKsE73wkPP1zb8R0d+VZdRaWHGUiUk+Pnn4c99oBXXsk7\ndtoJ3v/+bQk0S5fmgSSLFg3FdyCNJbOB1SmlxwEi4mbgDKD6P3ACJkdEALsBLwJbRjpQDaNSqfPO\n3fnn976yacWKFfkBucRi2TK4+ebOeexbW+Gaa+Cxxyhdd10us7vkEjjyyDyF509+ktvzSy6B5uae\n529thVtugbPP7n2/VCCNnRhr5Fx0UddkdyhUkmLIyXQlKa646SZ49FF4y1s6G94TToAf/zj3YF90\nkY2s1NMBwFNVr9cAx3U75svAbcCvgMnA76aUetx3j4hmoBlg6tSptA1iLMeGDRsG9b6RUNTYhjyu\nT36SY++7j8mPPUaQ/yqqqLyu3M1LsC2J3rato4M0dy4BTADSK6/A3Lld3sfLL8PcuTyyahVvldkL\nZAAAIABJREFU+dWv2Ofuu3nupJN4/W1v49CrrsrHLF3KC1/7Gj+78sqh+97Kivq7hOLGVtS4oL6x\nmRirNpUE9Otfz4nqPfd0rV+rrkEeSsuXdz5/+WV44onO13Pn5l6IJUuG/rrS6HYqsAJ4H3AI8J8R\ncXdKaX31QSmlVqAVYNasWalpEGM52traGMz7RkJRYxuWuP75n3N525tvEjvtlHt7H3oIqEpuuz2v\n3tbX9u4O+9rX8rLUwPSbb4Zddumyf+8HHqDp+ut37G5ge3secN/UtO2ucVF/l1Dc2IoaF9Q3tsZN\njHv5j6Fh1tzcmSC3t+dBdKtWwWGHwemn51kt+kmOX58yhV1ffHHoYlq6FPbZByZNyvNaV2zenCe7\n//jHHeSnsWYtcGDV62nlbdV+H7gipZSA1RHxC+CdwHI0OlVmH6p8bkLfA/S2o0svcW/KSfE21e1y\nRaWso/ruH+SV+iqfD7vumtvvyvGHHJIXpFq8uHMA90475RIP7xxqCDVmYtzenv9jv/lmnn+3rc3k\neKRV169VPPZYZ4NVMXs2PPMMbNoEH/84Pzz9dJouv7xn2cSOeP75/OjNwoW5ds5eZY0d9wMzIuJg\nckJ8DnBut2N+CZwC3B0RU4HDgMdHNEqNvO7jcu65p7NGeMsW2LBh5GKprnnurUzv1Ve7fp6sXQvH\nH9/1mI6O3CFz5JE9329dswapsWalqLjxxtwjmFL+6kpsxdDSAtddB4cfDjNn5uc//GEuf3jmmc6e\n2yVL8r4PfCB/Pe+8ruc577ycUA+VpUud5UJjRkppC/BHwBLg58C3UkorI2JeRMwrH3YpcHxE/BS4\nC1iQUurjr0uNWpVe5Jdeyu3kuHE9jxnKtng4pAQXXshvfPzjcMQRua2vzK+/dGn+utdefgaoZo3Z\nY7xu3fZfq36qyy1qPa65OS8k0v2v+wULOm+hnXcefPe7uXRjn33g8ce7zHbRrwsvhL/7u/yH1KRJ\nDtzTqJZSuhO4s9u2a6ue/wr4wEjHpQIrleDuu3Mv7YMPdm0nW1vh6qshgkdOO43DDjssv37ppbwY\n1DHHbH/Wi+G2YgUTK897631+8cW8/dOfht13h/32y9/bkUdakqkeGjMx3m+/7b9W4+ktoW5p6Vof\n3H1/f1MQVdu6Nc9wUTF3bp4E/5prBhevJI02vZXIQZf2+em2Ng5raurZHs+Zk5PlTZvyynvz58NP\nf7otoeaii3LnxuLF249hp51yz/Wbbw4o9Jpm2t+yJSfJlUS5e/xXXGGCrAYtpbjggrzaXUT+esEF\n9Y5I9bBoUS7FmD07T2R/3XW53mzevPy8v0VJHnoIjj+eYz/5SSewl6Qd0dyc57r/xS9ycl0qdW5b\nuTI/nz8/jwuq2GmnXHpX7Zpr8p29+fNh773hoINy2V133TrEdnhOpGXL8nSgllyMeY3ZY1wq5dsf\n3gLR9ko3ehsM2IvJjz2WG8Rrr7W8QpKGS6WmuTIu6IIL8rbeBsp1v2NYVc6xbRaLWubWnzAhJ9q1\nSCmf8wtfyNOSVnq+zTHGlMZMjMFV79S/lpZcn3zJJZ1TAPUiIDeIn/pUrjnz35UkDY/ePrtrGZvS\n1zGXXQabNrHuXe9i/912y8tbv/FGbssrpRELFuS7iJs21ZYkV8YtPfFELv2YMCGXd0yd2vfqfho1\nGrOUQqpVczO88ELnLBjnndd3iUVHR74LIUkqvubmbbMerfr853MJx9NP546Q73+/MwFvackLRL3x\nBtx7by69228/mDwZJk7c7iWAnExv2pSvNXcunHpq7sGeORP23z/PhrFgAZx1Fhx33PbLMdrb4fLL\nLd8rsMbtMZYGorq34dOfzrfy7rgD1qzpOmH9X/91brT22sueAUkabXobYLhgQU1ld9ssXdp1Lv51\n63ItdcXy5fAnfwLTpsGrr3LCK6/kBae2boWNGzuPO++8zhUAFyyAb38bfuu3XJSqzuwx1thTKuUB\nHk89lf/ir/bGG3li+UrPwPnn1yVESdIIaWnJtcRDadOmPBPSunXsvGlT/lypToohz6o0fnwu1Vi4\nEFavzl/Hj8/Tyk2Zkpfxtnd5RNljrLHtoou2P4DjppvguedcOU+SRrPKmJSvfx3e9jY49FC4/fa8\nONXrr+dOk61bB3Xq7c6PtGVL79sqS2svW5ZX/JsyJb9+/fU8m8exx8J73pPL/972NgcJDiF7jDW2\nNTez7v3v3/4xS5fmmjJJ0ujV3JxXa7311pwoP/xwHqPy2ms5We1t2rga7PBUctA5//LGjXnp7mXL\ncu/y8uV5gODxx+dyDLCOeQeZGGvMW/X5z/d/G23p0s5GR5I09ixZkgdyT58Oe+6ZFwW57ro8mG/6\n9Dzn8tFHd/buliXIg/wmT877ahnwNxiVMozjj4fPfS5PQ1r53Gpt7Rw0qO2ylEKC3Dtw5pn5ttRe\ne+VFQlK3v/OvvDIf4+0qSRqbeps2rrdB2u3t2+ZrXvHrv86xn/501/2trXmqucpUorvumpPqVavy\nts2bc/nGQFWXZqSUk+UvfrGzDGTpUvjjP4a3vpWD3/e+vBaEujAxliqq59c88kj42Me6LiOdUm7o\nTIwlSdtT9XmyvrdpQGuZu7mSPD/5ZOe2nXfuvS55e7rXRr/xBjz7LG+/+WZ44AE/17qxlELqTakE\njzyS/4Kvdtdd9YlHkjS2VOZpvvfenCDfey+8+Wb+OmdOng5u9uwdu8bq1bn04sADYd994Zhj8mJX\nY7g+2cRY2p73vKfr60cfdSCeJGnklEp5Xv1Kr25lae2nnsqDBbsvWjJ5ck2n7TJbxpo1eQamFSvg\n2mtzsjxpUl7tb4yNrzExlrbnggt6blu6FGbMGNN/UUuSCqKyaMnTT8P69fnRPVneb7/8ubXHHrDL\nLkANs2Vs3AjPPpvrlMfQZ56JsbQ9pVJenai71avziF9H+EqSiqZ7svz007k88KWX8lzIvX2ubU+l\n5GL//Uf9556JsdSfRYt6n78ypTx7xRj5K1qSNEosWsQvzzln4O9bty4vivWWt+RSi4kTc7J81lmj\n5rPQxFiqxZIlfSfHzg0pSWowv5g7N5dczJuXH5U5mSvlF+WSi1698UYutdi0KSfLixePmruoTtcm\n1WrJkpwEL13adfurr+a/oL/6VbjmGqe9kSQ1huppSqHnFHLnnw833VTbuVLKn4WPPZbLNh58MCfQ\nmzfnfXvvnRdG+cQn+p+qro7sMZYGYsmSvlfJe+ghOOmkUXM7SZI0xi1a1Lna3/jxtb1n4cLcg/zk\nk7k3+cUXc23zo4/mJaznzs1lGLvv3vVRKc04+GD2v/324f2+tsPEWBqolpa+By5s3QoXXzyy8UiS\nNFwq8ylv3pw7hvbeO5daTJyYFxwZjI0b893W6kelNOOJJzj0qqvyNHF1WMraxFgajEWL+k6Oly0b\nc/M+SpLGgJaWPN/x+vXw2mt5wZG+7qLuqIULc+/y0qX56/jxsNdecMQRw5oomxhLg1W5xRTRc9+V\nV1pSIUka/Vpahjw57uVTNS+F/eKL8PDDOVEepuTYwXfSjmhuhiOPhHPPzbeaKlKCCy/Mf1kfcghc\ncYWD8iRJo1NLS/6su+yy3Js8fXpeOfaYY+CFF3JP74MPwn335dX1KiZOhHHj8vOtW3MpRep36ZHs\nlluGZRCfibG0o0ol+MY38uTn1Sr/+deuzYPy7r7b5FiSNDo1N9eWqLa3Q1sbNDX1/ExsbYW5c0n0\n0Wtc7eyzBxVmf0yMpaFQKuX5Hxcv7n3/1q35P/Ett5gcS5LGru5TxFUrJ9YbL7uMSa++mgf3HXQQ\nrFqVB//tumueZ/mii4ZtyjcTY2mozJ8P3/lO37eBnn4aTjwR7rnH5FiSpN40N3P/oYfS1NRUl8s7\n+E4aKqUSfPaz2z+moyPXHkuSpMIxMZaGUktL52To++4Lhx/e85gVK/JAhFGwdKYkSaOJibE01CqT\noT/zTJ5W5gMf6HnMiy8O63QzkiRp4EyMpeG2ZEnfi4F84Quwzz6w//5w1lnOfSxJUh05+E4aCYsW\n5TmNly7tun3dus7nixfDbbflwXmSJGnE2WMsjZTt9RxXODhPkqS6MTGWRtKiRTB79vaPWbGCw/72\nb0cmHkmStI2JsTTSPvGJfg/Z73vfg/PPH4FgJElShYmxNNKam7tO6TZ/Phx1VM/jbroJTj01D8g7\n66y8+s/BBztIT5KkYeLgO6keuq8pf+aZcMIJ21bN27ZG/NKlPQfsPfFEHqg3eTIceOCwLo0pSdJY\nYo+xVASlElx77baXfSwq3dWrr+Z5kufOhWnT8pRvu++ee5WdH1mSpAGrKTGOiNMiYlVErI6Ii/s4\npikiVkTEyoj4/tCGKY0Bzc1w770wY8bA37t2bZ767dVXc4/y3LnWKEuSNED9JsYRMQ74CnA6MBP4\naETM7HbMHsBXgY+klI4A/r9hiFUa/UoleOQRXnnnO3f8XDfdBOPH9+xBbm3Ntcv2KkuS1EUtPcaz\ngdUppcdTSpuBm4Ezuh1zLvDtlNIvAVJKzw5tmNLYsuKaa/KgvL33hilT8sC7M8/M26ZPh4kTazvR\nli2dPcjHHQd77ZWfL12avy5Y0PM97e1w+eXbH+BXyzGtrTBzJhxxhEm4JKkh1DL47gDgqarXa4Dj\nuh1zKDA+ItqAycCXUko3dj9RRDQDzQBTp06lra1twAFv2LBhUO8bTkWMCYoZlzHVZsOGDbSdfjqc\nfnrPneVt+99+O4f+/d9vG7AHuTY5qBq8V7Wd5cu3vY7KtoULeWTLFp7+8IcB2H3lSo7+zGeIN98k\nRfDU7/4uv5g7l/1vv5133XEHz+27Ly/Ons2M//N/8jFAx4QJvPrOd/L6vvuy54oVJGDn115j502b\nOgOYO5eNf/M3PH/SSUxevZrn5szh6Q9/mP1vv51pt9xCvPEGr/3ar/HUOeew/ogjBv6zKtjvT5LU\nmIZqVoqdgXcDpwC7Au0RcV9K6ZHqg1JKrUArwKxZs1JTU9OAL9TW1sZg3jecihgTFDMuY6pNTTE1\nNcFv/zbceGOuL95vP+KYY2DevC7JMvRMlKu3HXbVVRz2ta/lGS42b4Y338z7U2L6zTcz/V//FbZu\nzUn3I4+wT9WS1QHstHkze/7kJ/1+T5PWrmXSzTcDMOWBBzjsS1+CrVu37Z+4bh373HtvXhK7VOp8\nY3s7tLXl77d6e1kRf3+SpMZUS2K8Fjiw6vW08rZqa4AXUkqvAa9FxDLgKOARJA2fUqlnsnjkkXDx\nxfDjH8PGjXmZ6f5UZrjoTTl57S253iFVSfE2HR3wsY/lGTZ+8pOcqG/cmPdFwGc/Cy0tQx2JJElA\nbTXG9wMzIuLgiJgAnAPc1u2Y7wAnRsTOETGRXGrx86ENVVJNSiX4/vdzsnvPPTmhrLZzwacvf/RR\nWLYMXn65MymG3Au+cKGzbUiShk2/iXFKaQvwR8AScrL7rZTSyoiYFxHzysf8HPgP4CfAcuD6lNLP\nhi9sSTUpleAHP4A5c/Jcx/Pn51KJ+fMHfKpe51YeN67/N+6zz4CvtV033ZQHES5YAJdfzu4rV+bn\n++zjHM6SpB1SU9dRSulO4M5u267t9vpK4MqhC03SkKj0IFdraYFDDoHLLoPnnuvaMwtwwAE50Xzi\niVzysPPOvDplCrtPngyrV+de5+bmfJ729ly68fjjcPLJeRaKl1+GFSvg7LPzca2tcPXVsGlTnkLu\nuee2nZcjj4Rf/Sqft1Yvvph7j4Gjq7c//3yebeOxxyy5kCQNWMHvqUoaNtXLUlcnt+ee22tS+eO+\nBrn1lnhv71q9aW+HE0/sWQ+9yy4wYQK8/vq2QYHd9Vr7XE6atyXubW2wciXccUdOyI89Fq64otfB\nfJKkscvEWFJtye1wX/+ee3JC++CDMGkSXHRR18T9hBN6zLYB2xkUuHAh/P3f955QL1sGxx8Pu+1m\nkixJ2sbEWFIxlEpw66197/vBD+DCC3OJRpXK3M296qOXeZsNG3KSPGdO/mpyLEljWi2zUkhS/ZVK\nuTf53nvzKoDTp8OUKWzZdde8MuB55w3+3Fu25HKLUSIiTouIVRGxOiIu7uOYpohYERErI6KOtwsk\nqTjsMZbUWLr1LP+guvZ5zpw8+G6gdt45LyAyCkTEOOArwG+S55i/PyJuSyk9XHXMHsBXgdNSSr+M\niH3rE60kFYs9xpJGj+bm3KM8Zw7ssQdMnpwfU6bAzJlw3XX5cfjheduee47GMorZwOqU0uMppc3A\nzcAZ3Y45F/h2SumXACmlZ0c4RkkqJHuMJY0utc6SMXodADxV9XoNedGlaocC4yOiDZgMfCmldOPI\nhCdJxWViLEljz87Au4FTgF2B9oi4L6X0SPVBEdEMNANMnTqVtkHUYW/YsGFQ7xsJRY2tqHFBcWMr\nalxQ3NiKGhfUNzYTY0kaXdYCB1a9nlbeVm0N8EJK6TXgtYhYBhwFdEmMU0qtQCvArFmzUq/zWPej\nra/5rwugqLEVNS4obmxFjQuKG1tR44L6xmaNsSSNLvcDMyLi4IiYAJwD3NbtmO8AJ0bEzhExkVxq\n8fMRjlOSCsceY0kaRVJKWyLij4AlwDjghpTSyoiYV95/bUrp5xHxH8BPgA7g+pTSz+oXtSQVg4mx\nJI0yKaU7gTu7bbu22+srgStHMi5JKjpLKSRJkiRMjCVJkiTAxFiSJEkCTIwlSZIkwMRYkiRJAkyM\nJUmSJMDEWJIkSQJMjCVJkiTAxFiSJEkCTIwlSZIkwMRYkiRJAkyMJUmSJMDEWJIkSQJMjCVJkiTA\nxFiSJEkCTIwlSZIkwMRYkiRJAkyMJUmSJMDEWJIkSQJMjCVJkiTAxFiSJEkCTIwlSZIkwMRYkiRJ\nAkyMJUmSJMDEWJIkSQJMjCVJkiTAxFiSJEkCTIwlSZIkwMRYkiRJAkyMJUmSJMDEWJIkSQJMjCVJ\nkiTAxFiSJEkCTIwlSZIkwMRYkiRJAkyMJUmSJMDEWJIkSQJMjCVJkiTAxFiSJEkCTIwlSZIkwMRY\nkiRJAkyMJUmSJMDEWJIkSQJqTIwj4rSIWBURqyPi4u0c9xsRsSUifnvoQpQkSZKGX7+JcUSMA74C\nnA7MBD4aETP7OK4FWDrUQUqSJEnDrZYe49nA6pTS4ymlzcDNwBm9HPc/gVuAZ4cwPkmSJGlE1JIY\nHwA8VfV6TXnbNhFxAHAWcM3QhSZJkiSNnJ2H6DxXAwtSSh0R0edBEdEMNANMnTqVtra2AV9ow4YN\ng3rfcCpiTFDMuIypNsZUu6LGJUlqPLUkxmuBA6teTytvqzYLuLmcFO8NfDAitqSUFlcflFJqBVoB\nZs2alZqamgYccFtbG4N533AqYkxQzLiMqTbGVLuixiVJajy1JMb3AzMi4mByQnwOcG71ASmlgyvP\nI+IfgTu6J8WSJElSkfWbGKeUtkTEHwFLgHHADSmllRExr7z/2mGOUZIkSRp2NdUYp5TuBO7stq3X\nhDil9PEdD0uSNFgRcRrwJXJnxvUppSv6OO43gHbgnJTSv41giJJUSK58J0mjiHPPS9LgmRhL0uji\n3POSNEhDNV2bJKkYept7/rjqA6rmnn8v8Bt9nWi0TrFZUdTYihoXFDe2osYFxY2tqHFBfWMzMZak\nsaemuedH6xSbFUWNrahxQXFjK2pcUNzYihoX1Dc2E2NJGl2GbO55SRprTIwlaXRx7nlJGiQTY0ka\nRZx7XpIGz8RYkkYZ556XpMFxujZJkiQJE2NJkiQJMDGWJEmSABNjSZIkCTAxliRJkgATY0mSJAkw\nMZYkSZIAE2NJkiQJMDGWJEmSABNjSZIkCTAxliRJkgATY0mSJAkwMZYkSZIAE2NJkiQJMDGWJEmS\nABNjSZIkCTAxliRJkgATY0mSJAkwMZYkSZIAE2NJkiQJMDGWJEmSABNjSZIkCTAxliRJkgATY0mS\nJAkwMZYkSZIAE2NJkiQJMDGWJEmSABNjSZIkCTAxliRJkgATY0mSJAkwMZYkSZIAE2NJkiQJMDGW\nJEmSABNjSZIkCTAxliRJkgATY0mSJAkwMZYkSZIAE2NJkiQJMDGWJEmSABNjSZIkCTAxliRJkgAT\nY0mSJAkwMZYkSZIAE2NJkiQJMDGWJEmSABNjSZIkCTAxliRJkoAaE+OIOC0iVkXE6oi4uJf950XE\nTyLipxFxb0QcNfShSpIkScOn38Q4IsYBXwFOB2YCH42Imd0O+wVwckrpSOBSoHWoA5UkSZKGUy09\nxrOB1Smlx1NKm4GbgTOqD0gp3ZtSeqn88j5g2tCGKUmSJA2vWhLjA4Cnql6vKW/ryyeA7+5IUJKk\nwbP8TZIGZ+ehPFlEvJecGJ/Yx/5moBlg6tSptLW1DfgaGzZsGNT7hlMRY4JixmVMtTGm2hU1rnqp\nKn/7TXJHxv0RcVtK6eGqwyrlby9FxOnk8rfjRj5aSSqWWhLjtcCBVa+nlbd1ERHvAq4HTk8pvdDb\niVJKrZTrj2fNmpWampoGGi9tbW0M5n3DqYgxQTHjMqbaGFPtihpXHW0rfwOIiEr527bEOKV0b9Xx\nlr9JUlktpRT3AzMi4uCImACcA9xWfUBEvB34NvB7KaVHhj5MSVKNLH+TpEHqt8c4pbQlIv4IWAKM\nA25IKa2MiHnl/dcCfwnsBXw1IgC2pJRmDV/YkqQdNVbL3yqKGltR44LixlbUuKC4sRU1LqhvbDXV\nGKeU7gTu7Lbt2qrnnwQ+ObShSZIGwfK3GhU1tqLGBcWNrahxQXFjK2pcUN/YXPlOkkYXy98kaZCG\ndFYKSVJ9Wf4mSYNnYixJo4zlb5I0OJZSSJIkSZgYS5IkSYCJsSRJkgSYGEuSJEmAibEkSZIEmBhL\nkiRJgImxJEmSBJgYS5IkSYCJsSRJkgSYGEuSJEmAibEkSZIEmBhLkiRJgImxJEmSBJgYS5IkSYCJ\nsSRJkgSYGEuSJEmAibEkSZIEmBhLkiRJgImxJEmSBJgYS5IkSYCJsSRJkgSYGEuSJEmAibEkSZIE\nmBhLkiRJgImxJEmSBJgYS5IkSYCJsSRJkgSYGEuSJEmAibEkSZIENFpi3N7O22+6Cdrb6x2JJKk/\nttmSGkzjJMbt7XDKKRx8ww1wyik2tJJUZLbZkhpQ4yTGbW2weTPR0QGbN+fXkqRiss2W1IAaJzFu\naoIJE+jYaSeYMCG/liQVk222pAbUOIlxqQR33cUTf/AHcNdd+bUkqZhssyU1oJ3rHcCAlEr88o03\neIcNrCQVn222pAbTOD3GkiRJ0jAyMZYkSZIwMZYkSZIAE2NJkiQJMDGWJEmSABNjSZIkCTAxliRJ\nkgATY0mSJAkwMZYkSZIAE2NJkiQJgEgp1efCEc8BTw7irXsDzw9xODuqiDFBMeMyptoYU+3qFdf0\nlNI+dbhuXYyyNruiqLEVNS4obmxFjQuKG1tR44Lhia2mNrtuifFgRcQDKaVZ9Y6jWhFjgmLGZUy1\nMabaFTUuZUX+/RQ1tqLGBcWNrahxQXFjK2pcUN/YLKWQJEmSMDGWJEmSgMZMjFvrHUAvihgTFDMu\nY6qNMdWuqHEpK/Lvp6ixFTUuKG5sRY0LihtbUeOCOsbWcDXGkiRJ0nBoxB5jSZIkaciZGEuSJEk0\nUGIcEadFxKqIWB0RF4/wtW+IiGcj4mdV26ZExH9GxKPlr3tW7bukHOeqiDh1mGI6MCL+KyIejoiV\nEXFRveOKiLdExPKIeKgc01/XO6aq64yLiAcj4o4ixBQRT0TETyNiRUQ8UISYytfZIyL+LSL+OyJ+\nHhGlOv+bOqz8M6o81kfEnxThZ6X+2W73Glfh2u6q6xS2DS9fq1DteNW1bM8HFlex2/WUUuEfwDjg\nMeAdwATgIWDmCF5/DnAs8LOqbQuBi8vPLwZays9nluPbBTi4HPe4YYhpf+DY8vPJwCPla9ctLiCA\n3crPxwM/BN5T759V+Vr/C/gGcEdBfn9PAHt321aEn9M/AZ8sP58A7FGEuMrXGwesA6YXJSYf/f6+\nbLd7xlW4trsqtsK24eXrFaodr4rrCWzPBxtj4dr1Yf2Gh/AHVwKWVL2+BLhkhGM4iK4N7Cpg//Lz\n/YFVvcUGLAFKIxDfd4DfLEpcwETgx8Bx9Y4JmAbcBbyvqkGtd0y9NaT1jumtwC8oD8otSlxV5/8A\n8IMixeRju78v2+3aYixU2111ncK04eVzF64drzq/7fng4yxcu94opRQHAE9VvV5T3lZPU1NKT5ef\nrwOmlp+PeKwRcRBwDPmv+7rGVb7VtQJ4FvjPlFLdYwKuBuYDHVXb6h1TAr4XET+KiOaCxHQw8Bzw\nD+XblddHxKQCxFVxDvDN8vOixKS+FfF3Uah/N0Vqu6tiKmIbDsVsxytszwevcO16oyTGhZbynzCp\nHteOiN2AW4A/SSmtr3dcKaWtKaWjyX/dz46IX69nTBHxP4BnU0o/6uuYOv3+Tiz/nE4HPh0RcwoQ\n087kW8/XpJSOAV4j386qd1xExATgI8C/dt9Xz/9/alz1/ndTtLa76tqFasOh0O14he35IBS1XW+U\nxHgtcGDV62nlbfX0TETsD1D++mx5+4jFGhHjyQ3rTSmlbxclLoCU0svAfwGn1TmmE4CPRMQTwM3A\n+yJiUZ1jIqW0tvz1WeBWYHa9YyL/Fb6m3EME8G/khrXecUH+wPlxSumZ8usixKTtK+LvohD/borc\ndlcUqA2HgrbjFbbng1bIdr1REuP7gRkRcXD5L4xzgNvqHNNtwMfKzz9GrhOrbD8nInaJiIOBGcDy\nob54RATwdeDnKaWrihBXROwTEXuUn+9Krpv773rGlFK6JKU0LaV0EPnfzf9NKZ1fz5giYlJETK48\nJ9dY/ayeMQGklNYBT0XEYeVNpwAP1zuuso/Sebutcu16x6Tts93uRRHb7qrYCteGQzHb8Qrb8x1S\nzHZ9uIqXh/oBfJA8evcx4PMjfO1vAk8Db5L/CvsEsBd5IMCjwPeAKVXHf74c5yrg9GHcXpdrAAAA\nq0lEQVSK6UTybYafACvKjw/WMy7gXcCD5Zh+BvxleXtdf1ZV12qic9BGPX9O7yCPsH0IWFn591yE\nnxNwNPBA+Xe4GNiz3nEBk4AXgLdWbav7z8pHTb872+2ecRWu7a66TqHb8PL1CtGOV13H9nxwsRW2\nXXdJaEmSJInGKaWQJEmShpWJsSRJkoSJsSRJkgSYGEuSJEmAibEkSZIEmBhLkiRJgImxJEmSBMD/\nAzLyP5N8f5ChAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(2,2,figsize=(12,12))\n", "ax[0,0].plot(range(744), Jul_S_deep, 'r.')\n", "ax[0,0].grid('on')\n", "ax[0,0].set_title('July 2016')\n", "ax[0,1].plot(range(744), Oct_S_deep, 'r.')\n", "ax[0,1].grid('on')\n", "ax[0,1].set_title('October 2016')\n", "ax[1,0].plot(range(744), Jan_S_deep, 'r.')\n", "ax[1,0].grid('on')\n", "ax[1,0].set_title('January 2017')\n", "ax[1,1].plot(range(720), Apr_S_deep, 'r.')\n", "ax[1,1].grid('on')\n", "ax[1,1].set_title('April 2017')" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Jul_S_shallow = shallow_particles(Jul_lont, Jul_latt, Jul.variables['init_z'], 0, 397, 200, 735)\n", "Oct_S_shallow = shallow_particles(Oct_lont, Oct_latt, Oct.variables['init_z'], 0, 397, 200, 735)\n", "Jan_S_shallow = shallow_particles(Jan_lont, Jan_latt, Jan.variables['init_z'], 0, 397, 200, 735)\n", "Apr_S_shallow = shallow_particles(Apr_lont, Apr_latt, Apr.variables['init_z'], 0, 397, 200, 735)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Shallow Particles" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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C9u5uLxMSEemFEmORSLzEYSAqOb27ZUvvZQvgb9h/+pO//r/9GxPKzbrfvNkv22L0aK8n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\nSmll9ZqU0rXAtZXrzwU+3rKkGPJfwGedlWuLJ0924d141NnZd1Fdd3e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hAAAI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\nasIwQb8eZcvEAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(2,2,figsize=(12,12))\n", "ax[0,0].plot(range(744), Jul_S_shallow, 'r.')\n", "ax[0,0].grid('on')\n", "ax[0,0].set_title('July 2016')\n", "ax[0,1].plot(range(744), Oct_S_shallow, 'r.')\n", "ax[0,1].grid('on')\n", "ax[0,1].set_title('October 2016')\n", "ax[1,0].plot(range(744), Jan_S_shallow, 'r.')\n", "ax[1,0].grid('on')\n", "ax[1,0].set_title('January 2017')\n", "ax[1,1].plot(range(720), Apr_S_shallow, 'r.')\n", "ax[1,1].grid('on')\n", "ax[1,1].set_title('April 2017')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Baynes Sound" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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izZR6jDvRcP2cChq9sjf4sqGr1nX9nr3ymcDScwgsPYfA0nMILD2HwNJbsa1D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\nAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,1, figsize=(16,12))\n", "ax.pcolormesh(grid.variables['Bathymetry'][:])\n", "ax.set_ylim(590,670)\n", "ax.set_xlim(115,135)\n", "viz_tools.set_aspect(ax)\n", "ax.add_patch(patches.Rectangle((118,598), 15, 59, fill=False, linewidth=3))" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Jul_BS_all = still_inside(118, 133, 598, 657, Jul_lont, Jul_latt)\n", "Oct_BS_all = still_inside(118, 133, 598, 657, Oct_lont, Oct_latt)\n", "Jan_BS_all = still_inside(118, 133, 598, 657, Jan_lont, Jan_latt)\n", "Apr_BS_all = still_inside(118, 133, 598, 657, Apr_lont, Apr_latt)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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VC6MGBvx6cYl0KJpIQ24iPdL3ExEZL7q6fDGsQIEjJyxeHL88v1hWqSJZ7e3xRbfyY2pv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\nVlKlOnVgmrutNjGRjfcw3vbxcd+2WqVxW3n+JNGOdIxBqXKjvosiUks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AypXMfe97K+eO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\nd1GMCwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(2,2,figsize=(12,12))\n", "ax[0,0].plot(range(744), Jul_BS_all, 'r.')\n", "ax[0,0].grid('on')\n", "ax[0,0].set_title('July 2016')\n", "ax[0,1].plot(range(744), Oct_BS_all, 'r.')\n", "ax[0,1].grid('on')\n", "ax[0,1].set_title('October 2016')\n", "ax[1,0].plot(range(744), Jan_BS_all, 'r.')\n", "ax[1,0].grid('on')\n", "ax[1,0].set_title('January 2017')\n", "ax[1,1].plot(range(720), Apr_BS_all, 'r.')\n", "ax[1,1].grid('on')\n", "ax[1,1].set_title('April 2017')" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Jul_BS_deep = deep_particles(Jul_lont, Jul_latt, Jul.variables['init_z'], 118, 133, 598, 657)\n", "Oct_BS_deep = deep_particles(Oct_lont, Oct_latt, Oct.variables['init_z'], 118, 133, 598, 657)\n", "Jan_BS_deep = deep_particles(Jan_lont, Jan_latt, Jan.variables['init_z'], 118, 133, 598, 657)\n", "Apr_BS_deep = deep_particles(Apr_lont, Apr_latt, Apr.variables['init_z'], 118, 133, 598, 657)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Deep Particles" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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tW/13OKDu6PBBMMDbb/d/cfzBB+HRR/MHxamUfwm9pweAj+zcCffd559IbtumgDoitZkW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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(2,2,figsize=(12,12))\n", "ax[0,0].plot(range(744), Jul_BS_deep, 'r.')\n", "ax[0,0].grid('on')\n", "ax[0,0].set_title('July 2016')\n", "ax[0,1].plot(range(744), Oct_BS_deep, 'r.')\n", "ax[0,1].grid('on')\n", "ax[0,1].set_title('October 2016')\n", "ax[1,0].plot(range(744), Jan_BS_deep, 'r.')\n", "ax[1,0].grid('on')\n", "ax[1,0].set_title('January 2017')\n", "ax[1,1].plot(range(720), Apr_BS_deep, 'r.')\n", "ax[1,1].grid('on')\n", "ax[1,1].set_title('April 2017')" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Jul_BS_shallow = shallow_particles(Jul_lont, Jul_latt, Jul.variables['init_z'], 118, 133, 598, 657)\n", "Oct_BS_shallow = shallow_particles(Oct_lont, Oct_latt, Oct.variables['init_z'], 118, 133, 598, 657)\n", "Jan_BS_shallow = shallow_particles(Jan_lont, Jan_latt, Jan.variables['init_z'], 118, 133, 598, 657)\n", "Apr_BS_shallow = shallow_particles(Apr_lont, Apr_latt, Apr.variables['init_z'], 118, 133, 598, 657)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Shallow Particles" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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E+pQkaYYwmZZmg64u9rS1ja/N+ecP7q9cWf/aEcOfn0ifkiTNEC7zkGaDzk7u+cAHOOUf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\nqdzfaQrNqPN/rDxlorG62XFNkaLjtlemm6lWg8HBw8sHBlj8+OPj19u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q334bcB9wAbAP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\nqSSTaUmSJKkkk2lJkiSppP8f3E1Zymh1Uy4AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(2,2,figsize=(12,12))\n", "ax[0,0].plot(range(744), Jul_BS_shallow, 'r.')\n", "ax[0,0].grid('on')\n", "ax[0,0].set_title('July 2016')\n", "ax[0,1].plot(range(744), Oct_BS_shallow, 'r.')\n", "ax[0,1].grid('on')\n", "ax[0,1].set_title('October 2016')\n", "ax[1,0].plot(range(744), Jan_BS_shallow, 'r.')\n", "ax[1,0].grid('on')\n", "ax[1,0].set_title('January 2017')\n", "ax[1,1].plot(range(720), Apr_BS_shallow, 'r.')\n", "ax[1,1].grid('on')\n", "ax[1,1].set_title('April 2017')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Deep Bay" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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qtSj8jjP1fQGanu76rX05ZOk5BJaeQ2DpOQSWnkNg6TkElp5DYOm5n2A+hTEDpQUsipNv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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,1, figsize=(16,12))\n", "ax.pcolormesh(grid.variables['Bathymetry'][:])\n", "ax.set_ylim(590,670)\n", "ax.set_xlim(115,135)\n", "viz_tools.set_aspect(ax)\n", "ax.add_patch(patches.Rectangle((120,598), 13, 10, fill=False, linewidth=3))" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Jul_DB_all = still_inside(120, 133, 598, 608, Jul_lont, Jul_latt)\n", "Oct_DB_all = still_inside(120, 133, 598, 608, Oct_lont, Oct_latt)\n", "Jan_DB_all = still_inside(120, 133, 598, 608, Jan_lont, Jan_latt)\n", "Apr_DB_all = still_inside(120, 133, 598, 608, Apr_lont, Apr_latt)" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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JKoxWzn6wnFJC+fxQuf1eYHlmPpKZa4CrgQORpG1clSL7emBGREyPiEnACcDStjZLgZPK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\nHfuYY+Dd787aP/tsVnbwYHaVpVqndrm/n4NA+4wZA+2XL4ebb86OX+3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H7PyYpR63a45X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\nk2xJkiSpYCbZkiRJUsH+f2Bns49RbAD2AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(2,2,figsize=(12,12))\n", "ax[0,0].plot(range(744), Jul_DB_all, 'r.')\n", "ax[0,0].grid('on')\n", "ax[0,0].set_title('July 2016')\n", "ax[0,1].plot(range(744), Oct_DB_all, 'r.')\n", "ax[0,1].grid('on')\n", "ax[0,1].set_title('October 2016')\n", "ax[1,0].plot(range(744), Jan_DB_all, 'r.')\n", "ax[1,0].grid('on')\n", "ax[1,0].set_title('January 2017')\n", "ax[1,1].plot(range(720), Apr_DB_all, 'r.')\n", "ax[1,1].grid('on')\n", "ax[1,1].set_title('April 2017')" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Jul_DB_deep = deep_particles(Jul_lont, Jul_latt, Jul.variables['init_z'], 120, 133, 598, 608)\n", "Oct_DB_deep = deep_particles(Oct_lont, Oct_latt, Oct.variables['init_z'], 120, 133, 598, 608)\n", "Jan_DB_deep = deep_particles(Jan_lont, Jan_latt, Jan.variables['init_z'], 120, 133, 598, 608)\n", "Apr_DB_deep = deep_particles(Apr_lont, Apr_latt, Apr.variables['init_z'], 120, 133, 598, 608)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Deep Particles" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ZvmX7o8Bbt9Dn61RfNyhJGqa6x+yGNp8YQVxJGpf8C5eSJElSTSy+JUmSpJpY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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(2,2,figsize=(12,12))\n", "ax[0,0].plot(range(744), Jul_DB_deep, 'r.')\n", "ax[0,0].grid('on')\n", "ax[0,0].set_title('July 2016')\n", "ax[0,1].plot(range(744), Oct_DB_deep, 'r.')\n", "ax[0,1].grid('on')\n", "ax[0,1].set_title('October 2016')\n", "ax[1,0].plot(range(744), Jan_DB_deep, 'r.')\n", "ax[1,0].grid('on')\n", "ax[1,0].set_title('January 2017')\n", "ax[1,1].plot(range(720), Apr_DB_deep, 'r.')\n", "ax[1,1].grid('on')\n", "ax[1,1].set_title('April 2017')" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Jul_DB_shallow = shallow_particles(Jul_lont, Jul_latt, Jul.variables['init_z'], 120, 133, 598, 608)\n", "Oct_DB_shallow = shallow_particles(Oct_lont, Oct_latt, Oct.variables['init_z'], 120, 133, 598, 608)\n", "Jan_DB_shallow = shallow_particles(Jan_lont, Jan_latt, Jan.variables['init_z'], 120, 133, 598, 608)\n", "Apr_DB_shallow = shallow_particles(Apr_lont, Apr_latt, Apr.variables['init_z'], 120, 133, 598, 608)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Shallow Particles" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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F9iR5Z7v9yiSHzdQ3ya8l2Zjkx0lWTtrfKW37q5M8b3sOUJIkSVpoMxbZSRYBpwNHAyuA\n45KsmNTsaGB5+1gLvGuIvl8FXgBcNOn1VtDcmvdQ4Cjgr9v9SJIkSTuEYc5kHw5sqqrrqmoLcC6w\nZlKbNcDZ1bgE2CvJ/tP1raqrqurqKV5vDXBuVd1bVd+kuYXv4XM6OkmSJGkEhrmt+gHADQPPbwSO\nGKLNAUP2ner1LpliXw+QZC3NWXOWLVvG2NjYDLv9SZs3b55Tv/nUx0zQz1xmGk4fM0E/c/UxkyRp\nxzRMkd1LVbUeWA+wcuXKWr169az3MTY2xlz6zac+ZoJ+5jLTcPqYCfqZq4+ZJEk7pmGK7JuAgwae\nH9iuG6bNkiH6zuX1JEmSpN4aZk72pcDyJIckWUrzpcQNk9psAI5vrzJyJHBnVd08ZN/JNgDHJtk9\nySE0X6b8wiyOSZIkSRqpGc9kV9V4kpOBC4BFwJlVtTHJie32M4DzgWNovqR4D/Dy6foCJPkV4C+B\n/YCPJ7m8qp7X7vs84GvAOHBSVW3t9KglSZKkeTTUnOyqOp+mkB5cd8bAcgEnDdu3Xf8R4CPb6PNW\n4K3DZJMkSZL6xjs+SpIkSR2zyJYkSZI6ZpEtSZIkdcwiW5IkSeqYRbYkSZLUMYtsSZIkqWMW2ZIk\nSVLHLLIlSZKkjllkS5IkSR2zyJYkSZI6ZpEtSZIkdcwiW5IkSeqYRbYkSZLUMYtsSZIkqWMW2ZIk\nSVLHLLIlSZKkjllkS5IkSR2zyJYkSZI6ZpEtSZIkdcwiW5IkSeqYRbYkSZLUMYtsSZIkqWMW2ZIk\nSVLHLLIlSZKkjllkS5IkSR2zyJYkSZI6ZpEtSZIkdcwiW5IkSeqYRbYkSZLUMYtsSRJJjkpydZJN\nSdZNsT1J3tluvzLJYe36g5J8OsnXkmxM8jsLn16S+sciW5J2cUkWAacDRwMrgOOSrJjU7GhgeftY\nC7yrXT8O/H5VrQCOBE6aoq8k7XIssiVJhwObquq6qtoCnAusmdRmDXB2NS4B9kqyf1XdXFVfAqiq\nHwBXAQcsZHhJ6qPFow4gSRq5A4AbBp7fCBwxRJsDgJsnViQ5GPhZ4N+nepEka2nOgrNs2TLGxsZm\nFXLz5s2z7rMQ+pjLTMPpYyboZy4zzZ5FtiRpuyXZE/gQ8OqqumuqNlW1HlgPsHLlylq9evWsXmNs\nbIzZ9lkIfcxlpuH0MRP0M5eZZs/pIpKkm4CDBp4f2K4bqk2SJTQF9jlV9eF5zClJOwyLbEnSpcDy\nJIckWQocC2yY1GYDcHx7lZEjgTur6uYkAf4WuKqq3rGwsSWpv4Yqsud6aafp+ibZJ8knk1zT/ty7\nXb8kyVlJvpLkqiSndHGgkqSpVdU4cDJwAc0XF8+rqo1JTkxyYtvsfOA6YBPwbuC32vVPA14KPCvJ\n5e3jmIU9AknqnxnnZA9c2uk5NF90uTTJhqr62kCzwUs7HUFzaacjZui7Driwqk5ti+91wOuAXwN2\nr6onJnkI8LUkH6iqb3VzyJKkyarqfJpCenDdGQPLBZw0Rb/PAZn3gJK0gxnmTPacL+00Q981wFnt\n8lnA89vlAvZIshh4MLAFmPJLNJIkSVIfDXN1ke25tNN0fZdV1cSln24BlrXL/0hTgN8MPAT43aq6\nY3Ko7b0UFPTz0i99zAT9zGWm4fQxE/QzVx8zSZJ2TL24hF9VVZJqnx4ObAUeBewNfDbJp6rqukl9\ntutSUNDPS7/0MRP0M5eZhtPHTNDPXH3MJEnaMQ0zXWR7Lu00Xd/vtFNKaH/e2q5/MfCvVfWjqroV\n+DywcoickiRJUi8MU2TP+dJOM/TdAJzQLp8AfKxd/g/gWQBJ9gCOBL4+p6OTJEmSRmDG6SJVNZ5k\n4tJOi4AzJy7t1G4/g+Yb6cfQXNrpHuDl0/Vtd30qcF6SVwDXAy9q158OvDfJRppvrL+3qq7s5Ggl\nSZKkBTDUnOy5XtppW33b9bcDz55i/Waay/hJkiRJOyTv+ChJkiR1zCJbkiRJ6phFtiRJktQxi2xJ\nkiSpYxbZkiRJUscssiVJkqSOWWRLkiRJHbPIliRJkjpmkS1JkiR1zCJbkiRJ6phFtiRJktQxi2xJ\nkiSpYxbZkiRJUscssiVJkqSOWWRLkiRJHbPIliRJkjpmkS1JkiR1zCJbkiRJ6phFtiRJktQxi2xJ\nkiSpYxbZkiRJUscssiVJkqSOWWRLkiRJHbPIliRJkjpmkS1JkiR1zCJbkiRJ6phFtiRJktQxi2xJ\nkiSpYxbZkiRJUscssiVJkqSOWWRLkiRJHbPIliRJkjpmkS1JkiR1zCJbkiRJ6phFtiRJktQxi2xJ\nkiSpY0MV2UmOSnJ1kk1J1k2xPUne2W6/MslhM/VNsk+STya5pv2598C2JyW5OMnGJF9J8qDtPVBJ\nkiRpocxYZCdZBJwOHA2sAI5LsmJSs6OB5e1jLfCuIfquAy6squXAhe1zkiwG/h44saoOBVYDP5r7\nIUqSZjIfJ1MkaVc2zJnsw4FNVXVdVW0BzgXWTGqzBji7GpcAeyXZf4a+a4Cz2uWzgOe3y88Frqyq\nKwCq6vaq2jrH45MkzWAeT6ZI0i5r8RBtDgBuGHh+I3DEEG0OmKHvsqq6uV2+BVjWLj8eqCQXAPsB\n51bV24fIKUmam/tOiAAkmTgh8rWBNvedTAEuSTJxMuXgIfpuv4sv5tA3vAGuvRbuugvGx2HRIli8\nGLZuhaq5L2/nvp6+ZQssWdKLLBPLT7/33ub3tj376vh3/HSA3Xcf/e9ooP/T7723V7+j7co1z38n\nnpY076keZLnv7974+OzeU4P7AnjEI+CUU2Dt2k6HqwnDFNnzrqoqSbVPFwNPB/4LcA9wYZLLqurC\nwT5J1tKcTWHZsmWMjY3N+nU3b948p37zqY+ZoJ+5zDScPmaCfubqY6YFMl8nU7px8cXwzGey7/h4\np7vtyiJo/vHukUWjDjCFRQBbtow6xgP08fcE/czVi4Jxku1+T/3gB/CqVzXL81BoD/M7uwk4aOD5\nge26Ydosmabvd5LsX1U3t2dDbm3X3whcVFW3ASQ5HziMZt72fapqPbAeYOXKlbV69eohDuWBxsbG\nmEu/+dTHTNDPXGYaTh8zQT9z9THTzmSuJ0cefc45HDI+TuYx2/boYy4zDaePmaCfuXbWTAV8793v\n5srHP76DvT3QMEX2pcDyJIfQFMjHAi+e1GYDcHL7MeERwJ1t8fzdafpuAE4ATm1/fqxdfwHw2iQP\nAbYAPw/8+RyPT5I0s/k6mfIAcz45svvu8L73UT0ttIv+FSBmGk4fM0E/c+2smQLs88pXzssJlhmL\n7KoaT3IyTfG7CDizqjYmObHdfgZwPnAMsIlmisfLp+vb7vpU4LwkrwCuB17U9vleknfQFPcFnF9V\nH+/qgCVJP2G+TqZ0Y9UquOgibnvNa9ivh3Oyt27ZwuKezcneeu+9zT/wPZpvvBVY3LM52VvvvZfF\nPfodbVeuef47MZ6wBHqR5b6/e+Pjs3tP9XFOdlWdT1NID647Y2C5gJOG7duuvx149jb6/D3NZfwk\nSfNsHk+mdGfVKja+5S29nM7zuR5OMzLTcPqYCfqZ6/M9zNTH39OgPs5jlyQtsPk4mSJJuzJvqy5J\nkiR1zCJbkiRJ6phFtiRJktQxi2xJkiSpYxbZkiRJUscssiVJkqSOWWRLkiRJHbPIliRJkjpmkS1J\nkiR1zCJbkiRJ6phFtiRJktQxi2xJkiSpYxbZkiRJUscssiVJkqSOWWRLkiRJHbPIliRJkjpmkS1J\nkiR1zCJbkiRJ6phFtiRJktQxi2xJkiSpYxbZkiRJUscssiVJkqSOWWRLkiRJHbPIliRJkjpmkS1J\nkiR1zCJbkiRJ6phFtiRJktQxi2xJkiSpYxbZkiRJUscssiVJkqSOWWRLkiRJHbPIliRJkjpmkS1J\nkiR1zCJbkiRJ6phFtiRJktQxi2xJkiSpY0MV2UmOSnJ1kk1J1k2xPUne2W6/MslhM/VNsk+STya5\npv2596R9PjrJ5iT/c3sOUJIkSVpoMxbZSRYBpwNHAyuA45KsmNTsaGB5+1gLvGuIvuuAC6tqOXBh\n+3zQO4B/mcMxSZIkSSM1zJnsw4FNVXVdVW0BzgXWTGqzBji7GpcAeyXZf4a+a4Cz2uWzgOdP7CzJ\n84FvAhvneFySJEnSyCweos0BwA0Dz28EjhiizQEz9F1WVTe3y7cAywCS7Am8DngOsM2pIknW0pw1\nZ9myZYyNjQ1xKA+0efPmOfWbT33MBP3MZabh9DET9DNXHzNJknZMwxTZ866qKkm1T98E/HlVbU4y\nXZ/1wHqAlStX1urVq2f9umNjY8yl33zqYyboZy4zDaePmaCfufqYSZK0YxqmyL4JOGjg+YHtumHa\nLJmm73eS7F9VN7dTS25t1x8B/GqStwN7AT9O8n+r6q+GOSBJkiRp1IaZk30psDzJIUmWAscCGya1\n2QAc315l5EjgznYqyHR9NwAntMsnAB8DqKpnVNXBVXUw8BfA2yywJUmStCOZ8Ux2VY0nORm4AFgE\nnFlVG5Oc2G4/AzgfOAbYBNwDvHy6vu2uTwXOS/IK4HrgRZ0emSRJkjQiQ83JrqrzaQrpwXVnDCwX\ncNKwfdv1twPPnuF13zRMPkmSJKlPvOOjJO3CZrox2EC7bd1Y7E+TfL29EdlHkuy1cOklqb8ssiVp\n1zbTjcFmurHYJ4GfqaonAd8ATlmQ1JLUcxbZkrRr2+aNwQZs88ZiVfWJqhpv211CcxUpSdrlWWRL\n0q5tyhuDTbKtG45N9hvAv3QbT5J2TL24GY0kaf4k+RTwU1Nsev3gk0k3Bpvta7weGAfOmabNdt2p\nt6935OxjLjMNp4+ZoJ+5zDR7FtmStJOrql/Y1rYk27ox2KBpb0qW5GXALwLPbq82ta0c23Wn3r7e\nkbOPucw0nD5mgn7mMtPsOV1EknZtU94YbJJt3lgsyVHAa4Ffrqp7FiCvJO0QLLIladd2KvCcJNcA\nv9A+J8mjkpwPzY3FgIkbi10FnDdwY7G/Ah4KfDLJ5UnOmPwCkrQrcrqIJO3CtnVjsKr6Ns2dfCee\nb+vGYo+b14CStIPyTLYkSZLUMYtsSZIkqWMW2ZIkSVLHLLIlSZKkjllkS5IkSR2zyJYkSZI6ZpEt\nSZIkdcwiW5IkSeqYRbYkSZLUMYtsSZIkqWMW2ZIkSVLHLLIlSZKkjllkS5IkSR2zyJYkSZI6ZpEt\nSZIkdcwiW5IkSeqYRbYkSZLUMYtsSZIkqWMW2ZIkSVLHLLIlSZKkjllkS5IkSR2zyJYkSZI6ZpEt\nSZIkdcwiW5IkSeqYRbYkSZLUMYtsSZIkqWMW2ZIkSVLHhiqykxyV5Ookm5Ksm2J7kryz3X5lksNm\n6ptknySfTHJN+3Pvdv1zklyW5Cvtz2d1caCSJEnSQpmxyE6yCDgdOBpYARyXZMWkZkcDy9vHWuBd\nQ/RdB1xYVcuBC9vnALcBv1RVTwROAP5uzkcnSZIkjcAwZ7IPBzZV1XVVtQU4F1gzqc0a4OxqXALs\nlWT/GfquAc5ql88Cng9QVV+uqm+36zcCD06y+xyPT5IkSVpwi4docwBww8DzG4EjhmhzwAx9l1XV\nze3yLcCyKV77hcCXqureyRuSrKU5a86yZcsYGxsb4lAeaPPmzXPqN5/6mAn6mctMw+ljJuhnrj5m\nkiTtmIYpsuddVVWSGlyX5FDgNOC52+izHlgPsHLlylq9evWsX3dsbIy59JtPfcwE/cxlpuH0MRP0\nM1cfM0mSdkzDTBe5CTho4PmB7bph2kzX9zvtlBLan7dONEpyIPAR4PiqunaIjJIkSVJvDFNkXwos\nT3JIkqXAscCGSW02AMe3Vxk5EriznQoyXd8NNF9spP35MYAkewEfB9ZV1ee349gkSZKkkZhxukhV\njSc5GbgAWAScWVUbk5zYbj8DOB84BtgE3AO8fLq+7a5PBc5L8grgeuBF7fqTgccBb0zyxnbdc6vq\nvjPdkiRJUp8NNSe7qs6nKaQH150xsFzAScP2bdffDjx7ivVvAd4yTC5JkiSpj7zjoyRJktQxi2xJ\nkiSpYxbZkiRJUscssiVJkqSOWWRLkiRJHbPIliRJkjpmkS1JkiR1zCJbkiRJ6phFtiRJktQxi2xJ\n2oUl2ScBvnzWAAAgAElEQVTJJ5Nc0/7cexvtjkpydZJNSdZNsf33k1SSfec/tST1n0W2JO3a1gEX\nVtVy4ML2+QMkWQScDhwNrACOS7JiYPtBwHOB/1iQxJK0A7DIlqRd2xrgrHb5LOD5U7Q5HNhUVddV\n1Rbg3LbfhD8HXgvUfAaVpB2JRbYk7dqWVdXN7fItwLIp2hwA3DDw/MZ2HUnWADdV1RXzmlKSdjCL\nRx1AkjS/knwK+KkpNr1+8ElVVZKhz0YneQjwBzRTRYZpvxZYC7Bs2TLGxsaGfSkANm/ePOs+C6GP\nucw0nD5mgn7mMtPsWWRL0k6uqn5hW9uSfCfJ/lV1c5L9gVunaHYTcNDA8wPbdf8JOAS4IsnE+i8l\nObyqbpkix3pgPcDKlStr9erVszqOsbExZttnIfQxl5mG08dM0M9cZpo9p4tI0q5tA3BCu3wC8LEp\n2lwKLE9ySJKlwLHAhqr6SlU9sqoOrqqDaaaRHDZVgS1JuxqLbEnatZ0KPCfJNcAvtM9J8qgk5wNU\n1ThwMnABcBVwXlVtHFFeSdohOF1EknZhVXU78Owp1n8bOGbg+fnA+TPs6+Cu80nSjsoz2ZIkSVLH\nLLIlSZKkjllkS5IkSR2zyJYkSZI6ZpEtSZIkdcwiW5IkSeqYRbYkSZLUMYtsSZIkqWMW2ZIkSVLH\nLLIlSZKkjllkS5IkSR2zyJYkSZI6ZpEtSZIkdcwiW5IkSeqYRbYkSZLUMYtsSZIkqWMW2ZIkSVLH\nLLIlSZKkjg1VZCc5KsnVSTYlWTfF9iR5Z7v9yiSHzdQ3yT5JPpnkmvbn3gPbTmnbX53kedt7kJIk\nSdJCmrHITrIIOB04GlgBHJdkxaRmRwPL28da4F1D9F0HXFhVy4EL2+e0248FDgWOAv663Y8kSZK0\nQ1g8RJvDgU1VdR1AknOBNcDXBtqsAc6uqgIuSbJXkv2Bg6fpuwZY3fY/CxgDXteuP7eq7gW+mWRT\nm+HiuR/mFC6+mCf/9m/DN78JW7fC4sXNz/FxWLTo/udVc1+ew76ePj4Ou+/eiyzzlquj43r6vfc2\nf5YL/TvabTd43OOa177tNnjxi+G002D9ev7L294GCTzlKfDa18KqVZ2+bUdu/Xr40IfghS+EtWtH\nnUaSpN4apsg+ALhh4PmNwBFDtDlghr7LqurmdvkWYNnAvi6ZYl/dufhieMYz2Gvr1k5324VFAFu2\njDrGT+hjrpF+vHH55fcvv/3tzfNPfIKHTKz71rfg4x+Hz3xm5ym016+HV72qWf7EJ5qfFtqSJE1p\nmCJ73lVVJanZ9EmylmZqCsuWLWNsbGzovo8+5xwO2bqVzCrlwuhjJuhnrr5kKmDrZz7DIh6YqX70\nI7555pn8x8QZ9xHZvHnzrP5+bMuT3v1u9qY5xgK+9+53c+XjHz/yXF3qYyZJ0o5pmCL7JuCggecH\ntuuGabNkmr7fSbJ/Vd3cTi25dRavR1WtB9YDrFy5slavXj3EobR23x3e+16qh4V20Z/icVAfc/Ul\nU4DFP//z8IlPPCBTlizhsb/xGzx2xGeyx8bGmNXfj2155Svhi18EmmPc55Wv3K79dparQ33MJEna\nMQ1TZF8KLE9yCE2xeyzw4kltNgAnt3OujwDubIvn707TdwNwAnBq+/NjA+vfn+QdwKNovkz5hTke\n39RWrYLPfpbvv+pV7N2zOdlbx8dZ3MM52Z3m6ui4tt57b/MG7tGc7Hve9jb22FnnZE9MDXFOtiRJ\nM5qxyK6q8SQnAxfQTIM9s6o2Jjmx3X4GcD5wDLAJuAd4+XR9212fCpyX5BXA9cCL2j4bk5xH8+XI\nceCkqup+8vSqVVzxznf27qzV53p6Jq2PuXqXae1aLn384/uVqWtr11pcS5I0hKHmZFfV+TSF9OC6\nMwaWCzhp2L7t+tuBZ2+jz1uBtw6TTZIkSeob7/goSZIkdcwiW5IkSeqYRbYkSZLUMYtsSZIkqWMW\n2ZIkSVLHLLIlSZKkjllkS5IkSR2zyJYkSZI6luY+Mju29vbt18+h677AbR3H2V59zAT9zGWm4fQx\nE/Qz16gyPaaq9hvB647MHMftPr5noJ+5zDScPmaCfuYy0/2GGrN3iiJ7rpJ8sapWjjrHoD5mgn7m\nMtNw+pgJ+pmrj5l0v77++fQxl5mG08dM0M9cZpo9p4tIkiRJHbPIliRJkjq2qxfZ60cdYAp9zAT9\nzGWm4fQxE/QzVx8z6X59/fPpYy4zDaePmaCfucw0S7v0nGxJkiRpPuzqZ7IlSZKkzllkS5IkSR3b\nZYvsJEcluTrJpiTrFvB1z0xya5KvDqzbJ8knk1zT/tx7YNspbcarkzxvnjIdlOTTSb6WZGOS3xl1\nriQPSvKFJFe0mf5o1JkGXmdRki8n+eceZfpWkq8kuTzJF/uQK8leSf4xydeTXJVk1YjfU09ofz8T\nj7uSvHrUvycNxzH7AZkcs2eXzTF7uEyO2V2rql3uASwCrgUeCywFrgBWLNBrPxM4DPjqwLq3A+va\n5XXAae3yijbb7sAhbeZF85Bpf+CwdvmhwDfa1x5ZLiDAnu3yEuDfgSNH/btqX+v3gPcD/9yHP7/2\ntb4F7Dtp3ajfV2cBv9kuLwX2GnWmgWyLgFuAx/Qlk48Z/7wcs+9/fcfs2WVzzB4uk2N217lH+eIj\nO2hYBVww8PwU4JQFfP2DeeCAfTWwf7u8P3D1VLmAC4BVC5DvY8Bz+pILeAjwJeCIUWcCDgQuBJ41\nMGCP/Pe0jQF7ZLmAhwPfpP1ydR8yTcrxXODzfcrkY9o/L8fs6fM5Zm87i2P2cHkcs+fhsatOFzkA\nuGHg+Y3tulFZVlU3t8u3AMva5QXPmeRg4GdpzkKMNFf7Ed/lwK3AJ6tq5JmAvwBeC/x4YN2oMwEU\n8KkklyVZ24NchwDfBd7bfkz7niR7jDjToGOBD7TLfcmkbevbn0Vv3jOO2TNyzB6OY/Y82FWL7N6q\n5r9fNYrXTrIn8CHg1VV116hzVdXWqnoKzZmIw5P8zCgzJflF4NaqumxbbUb45/f09nd1NHBSkmeO\nONdimo/Y31VVPwvcTfOx3igzAZBkKfDLwD9M3jbKv3/aMTlmP+A1HbOH55g9pB15zN5Vi+ybgIMG\nnh/YrhuV7yTZH6D9eWu7fsFyJllCM1ifU1Uf7ksugKr6PvBp4KgRZ3oa8MtJvgWcCzwryd+POBMA\nVXVT+/NW4CPA4SPOdSNwY3smC+AfaQbwkf+uaP5R+1JVfad93odMml7f/ixG/p5xzB6KY/bwHLPn\nwa5aZF8KLE9ySPs/pGOBDSPMswE4oV0+gWZ+3cT6Y5PsnuQQYDnwha5fPEmAvwWuqqp39CFXkv2S\n7NUuP5hmvuHXR5mpqk6pqgOr6mCa98y/VdVLRpkJIMkeSR46sUwzd+2ro8xVVbcANyR5Qrvq2cDX\nRplpwHHc/7HjxGuPOpOm55g9wDF7OI7Zw3PMniejnBA+ygdwDM03sq8FXr+Ar/sB4GbgRzT/c3wF\n8AiaL2ZcA3wK2Geg/evbjFcDR89TpqfTfNxyJXB5+zhmlLmAJwFfbjN9FXhju36kv6uB11rN/V+i\nGfWf32NpvlF9BbBx4v3cg1xPAb7Y/hl+FNi7B5n2AG4HHj6wrhfvKR8z/tk5Zt//Go7Zs8/nmD1z\nLsfsjh/eVl2SJEnq2K46XUSSJEmaNxbZkiRJUscssiVJkqSOWWRLkiRJHbPIliRJkjpmkS1JkiR1\nzCJbkiRJ6phFtiRJktQxi2xJkiSpYxbZkiRJUscssiVJkqSOWWRLkiRJHbPIliRJkjpmkS1JkiR1\nzCJbkiRJ6phFtiRJktQxi2xJkiSpYxbZkiRJUscssiVJkqSOWWRLkiRJHbPIliRJkjpmkS1JkiR1\nzCJbkiRJ6phFtiRJktQxi2xJkiSpYxbZkiRJUscssiVJkqSOWWRLkqQdRpLNSR7bLr8vyVtGnUma\nikW2eiPJWJLfHHWOuUryyCQfSPLtJHcm+XySIya1eXGS65PcneSjSfYZ2PaiJP8nyT1Jxib1e0b7\nD8vgo5K8cIEOT5LmrB3fv5dk9+3dV1XtWVXXDfGa/y3J55J8P8ktSd6T5KED23dPcmaSu9rtvzep\n//okVyf5cZKXTdp2xqTx+N4kP9jeY9POxSJb2oYki2fZZU/gUuCpwD7AWcDHk+zZ7u9Q4G+AlwLL\ngHuAvx7ofwfwF8Cpk3dcVZ9t/2HZs6r2BH4R2Az86ywzStKCSnIw8AyggF/ejv3Mdkx+OPAW4FHA\nTwMHAH86sP1NwHLgMcB/BV6b5KiB7VcAvwV8afKOq+rESWPyB4B/mGU+7eQsstU7SfZO8s9Jvtue\n+fjnJAcObB9L8ub2TPEPknwiyb7tttVJbpy0v28l+YV2+fAkF7dnNm5O8ldJlg60rSQnJbkGuCbJ\n6Un+bNL+NiT53cm5q+q6qnpHVd1cVVuraj2wFHhC2+TXgX+qqouqajPwv4AXTJxZqapPVdV5wLeH\n+DWdAPxjVd09RFtJGqXjgUuA99GMXfdpp3uckeST7Xj+mSSPGdj+gDF5YN3jZnrRqnp/Vf1rVd1T\nVd8D3g08baDJCcCbq+p7VXUVsB542UD/06vqQuD/Tvc6SfYAXkhzYkW6j0W2+mg34L00ZxceDfwQ\n+KtJbV4MvBx4JE0h+z+H3PdW4HeBfYFVwLNpzlQMej5wBLCCZtA8LsluAG0x/wvA+2d6oSRPabNt\nalcdSnNmBICquha4F3j8kNkn9rsH8Ks4oEvaMRwPnNM+npdk2aTtvw68mWZcvrxtN2hwTN4ezwQ2\nQnMyB9ifgTG5XT50Dvt9IfBd4KLtzKedjEW2eqeqbq+qD7VnH34AvBX4+UnN3ltV36iqHwLnAU8Z\nct+XVdUlVTVeVd+imb4xed9/UlV3VNUPq+oLwJ00xTjAscBYVX1nutdJ8jDg74A/qqo729V7tvsa\ndBfwUGbnBcBtwGdm2U+SFlSSp9OcMDmvqi4DrqU5STLo4+0nfPcCrwdWJTloYPt9Y/J25HgOzZnr\nN7ar9mx/Do7JcxmPafd7dlXVXPNp52SRrd5J8pAkf9N+QfAumrMDeyVZNNDsloHle7h/wJxp349v\np5/c0u77bTRnTwbdMOn5WcBL2uWX0BTP073Gg4F/Ai6pqj8Z2LQZeNik5g8HZvtlGQd0STuKE4BP\nVNVt7fP3M2nKCANjbjuV7g6aedQ/sX0ukhzZvu6vVtU32tWb25+DY/Ksx+MkjwZWA2dvT0btnCyy\n1Ue/TzOP+YiqehjNR3wAGaLv3cBDJp60hfl+A9vfBXwdWN7u+w+m2O/k4vXvgTVJnkzz5ZmPbuvF\n22/OfxS4EXjVpM0bgScPtP1PNNNJvsGQ2rM7q3FAl9Rz7QmHFwE/357YuIVmut6T2/F0wkEDffak\n+eL44HdT5nxCIcnPAhuA32jnVzc7bOZo38zAmNwub5zlS7wU+PwwVzvRrsciW330UJp52N9vL3H3\nh7Po+w3gQe2lm5YAbwAGLxn1UJqPBDcn+c/Af59ph1V1I81VQ/4O+NC2PrJsX+8f2+wnVNWPJzU5\nB/il9nJ8e9DMQfxwOyWGJIuSPAhYDOyW5EHtPge9FPg/7XxuSeqz59N8D2YFzZS+p9CcqPgszTzt\nCcckeXr7JfQ303wKuF1nrwGS/AzNFZj+R1X90xRNzgbe0H7Z/qeBV9J8OXOi/9J2TA6wpB2TJ9dN\nxw/2kQZZZKtviuYydg+mmXd8CbO4TF07//m3gPcAN9Gc2R682sj/pJkP+AOab5p/cMhdnwU8kemn\nivwczaX1nkvzH4SJ66c+o822ETiRpti+FdiDB37p8qU0Bfq7aC539cM246Dj8QuPknYMJ9B8f+Y/\nquqWiQfNF9l/feCSfO+nOZlyB80lUF8y9e5m7fdpPsn824HxePBM9R/SzBG/HhgD3l5Vg//efIJm\nHP45miuP/JD7P1klySrgQLx0n7YhTutUXyT5EvDHVbXN6RijkuSZNNNGHuNcaEnqRpL3ATdW1RtG\nnUXqmmey1QvtjVp+GvjyqLNM1k7Z+B3gPRbYkiRpGBbZGrkkp9F8LPe6qrp+1HkGtfP0vk9zPdW/\nGHEcSZK0g3C6iCRJktQxz2RLkiRJHVs8c5P+23fffevggw+edb+7776bPfbYo/tA26GPmaCfucw0\nnD5mgn7mGlWmyy677Laq2m/mljuPuYzbfXzPTOhrtr7mgv5m62su6G+2vuaC+ck29JhdVTv846lP\nfWrNxac//ek59ZtPfcxU1c9cZhpOHzNV9TPXqDIBX6wejKUL+ZjLuN3H98yEvmbra66q/mbra66q\n/mbra66q+ck27JjtdBFJkiSpYxbZkiRJUscssiVJkqSOWWRLkiRJHbPIliRJkjpmkS1JkiR1bKgi\nO8lRSa5OsinJuim2J8k72+1XJjlspr5Jfi3JxiQ/TrJyYP1zklyW5Cvtz2dt70FKkiRJC2nGIjvJ\nIuB04GhgBXBckhWTmh0NLG8fa4F3DdH3q8ALgIsm7es24Jeq6onACcDfzf6wJEmSpNEZ5o6PhwOb\nquo6gCTnAmuArw20WQOc3V6g+5IkeyXZHzh4W32r6qp23QNerKq+PPB0I/DgJLtX1b1zOD5JkiRp\nwQ0zXeQA4IaB5ze264ZpM0zf6bwQ+JIFtiRJknYkw5zJHokkhwKnAc/dxva1NFNTWLZsGWNjY7N+\njc2bN8+p33zqYyaYOdf+//RPPPr972fxnXdCQsbHAajFi6ndduPuxz6Wu1as4JFjYyy54477tk20\n27rnnty1YgU3HHssdx16aCeZRsFMw+tTrkP+5m9Y9qlP8TPLlvGl//7fuevQQ3nYxo3sdfnlfP8p\nT7mvzR7f/CZb99yTW1ev5iE33MBDr7qKxZs3w49/DEuW8IPly/nm2rVDv4claaQuvhjGxmD1ali1\natRpdjrDFNk3AQcNPD+wXTdMmyVD9P0JSQ4EPgIcX1XXTtWmqtYD6wFWrlxZq1evnmm3P2FsbIy5\n9JtPfcwEM+Ravx7e8Y6pt23ZAsDSK69k7yuvnHIbwOI77mC/z32O/f793+EznxnqL3sff1dmGl5v\ncr3udXDuuQDsfttt7PvqV8Ppp8NrXtO8RxctgvHxppAG2LyZx7TtH2B8nL2vvJK9X/1quOgi/8GS\n1G8XXwzPfnYzzi1dChde6LjVsWGmi1wKLE9ySJKlwLHAhkltNgDHt1cZORK4s6puHrLvAyTZC/g4\nsK6qPj/L49EofOhD3e3rRz9q/lctLZQPf/i+xUBTUH/oQ80/PFu3Nu/JiQJ7GOPjvocl9d/Y2P3j\n3JYtjlvzYMYiu6rGgZOBC4CrgPOqamOSE5Oc2DY7H7gO2AS8G/it6foCJPmVJDcCq4CPJ7mg3dfJ\nwOOANya5vH08spvD1bx44Qu729eSJc3HVtJCecEL7lssgMWLm/f00qXNWewlS2C3WdxSYPFi38OS\n+m/16vvHuaVLHbfmwVBzsqvqfJpCenDdGQPLBZw0bN92/UdopoRMXv8W4C3D5FJPrF3b/Hzb26Cd\nb83WrVDVFByLF8MTnwhHHgkf/CB897v3b5to9/CHN9tf+1o/rtLCOu205uc55/D9RzyCvc84o3kP\nPvGJ989VBFi3Dq68EvbaC170IvjGN+CSS+Cuu5qz10uXwmGHwamnjvw9nOQo4H8Di4D3VNWpk7an\n3X4McA/wsqr60nR9k7yZ5upQPwZubft8O8nBNCdRrm53f0lVnYikflu1qpki4pzsedPbLz5qB7N2\n7f3F9nQmChqpT047DU47jSvGxlg98Q/NqlUP/EfnM58ZTbZZGrg/wXNoruh0aZINVTV42dXBexsc\nQXNvgyNm6PunVfW/2tf4beCNwEQxfW1VPWX+j05SpyaPc+qUt1WXpJ3Lffc2qKotwMT9CQbdd2+D\nqroEmLi3wTb7VtVdA/33oJ1dI0mammeyJWnnMtX9CY4Yos227m1wX98kbwWOB+4E/utAu0OSXN6u\nf0NVfXaqYNt76dU+XfZxsr5m62su6G+2vuaC/mbray4YbTaLbEnSUKrq9cDrk5xC8yX1PwRuBh5d\nVbcneSrw0SSHTjrzPdF/uy692pvLPk6hr9n6mgv6m62vuaC/2fqaC0abzekikrRz2Z57GwzTF+Ac\nmjvyUlX3VtXt7fJlwLXA47cjvyTtFCyyJWnnMi/3NkiyfKD/GuDr7fr92i9MkuSxNF+mvG7+Dk+S\ndgxOF5GknUhVjSeZuD/BIuDMiXsbtNvPoLms6jE09za4B3j5dH3bXZ+a5Ak0l/C7nvuvLPJM4I+T\n/KjddmJV3bEAhypJvWaRLUk7mXm6t8GUd52qqg8BHd72VZJ2Dk4XkSRJkjpmkS1JkiR1zCJbkiRJ\n6phFtiRJktQxi2xJkiSpYxbZkiRJUscssiVJkqSOWWRLkiRJHbPIliRJkjpmkS1JkiR1zCJbkiRJ\n6phFtiRJktQxi2xJkiSpYxbZkiRJUscssiVJkqSOWWT/v/buP8iu8r7v+PublVAwzljg0I0icJAT\n4RkRO0TeImlM6NaEINHUcnDtgbjDD7sWmsDEaacR0jiTpmlwAU9SF4cg5FQONGoIDQErRpRg1Re5\nMarBNpYtsGzxwwEqwAYHvIFIWunbP+7Z6Gq12j27e3bvo9X7NXPnnnvO85zzOWevnvvV3efelSRJ\nkhpmkS1JkiQ1zCJbkiRJaphFtiRJktQwi2xJkiSpYRbZkiRJUsMssiVJkqSGWWRLkiRJDbPIliRJ\nkhpmkS1JkiQ1zCJbkiRJaphFtiRJktQwi2xJkiSpYRbZkiRJUsNqFdkRsTwidkXE7ohYO8L2iIib\nqu07ImLxWH0j4v0RsTMiDkZE37D9rava74qICydzgpJ0vJmiMfs/VW0fjYi/joif7NjmmC1Jw4xZ\nZEdED3AzsAJYBFwaEYuGNVsBLKxuq4BbavT9JnAxsG3Y8RYBlwBnAcuBP6r2I0kawxSO2Z/IzHdk\n5tnA54Dfrvo4ZkvSCOq8k30OsDszn8zMfcAdwMphbVYCt2fbdmBuRMwbrW9mPp6Zu0Y43krgjszc\nm5lPAbur/UiSxjZVY/arHf1PArJjX47ZkjTMrBpt5gPPdDx+FlhSo838mn1HOt72EfZ1mIhYRfsd\nGHp7e2m1WmPs9kgDAwMT6jeVSswEZeYyUz0lZoIyc5WYaQKmbMyOiOuAy4BXgH/esa8xx+yq/6TG\n7ZJ/PqVmKzUXlJut1FxQbrZSc0F3s9UpsouUmRuADQB9fX3Z398/7n20Wi0m0m8qlZgJysxlpnpK\nzARl5ioxU0ky82PAxyJiHXAN8B/G2X9S43bJP59Ss5WaC8rNVmouKDdbqbmgu9nqTBd5Dji94/Fp\n1bo6ber0ncjxJEkjm44xexPwvnEcT5KOO3WK7IeBhRGxICJOoP0Bl83D2mwGLqs+sb4UeCUz99Ts\nO9xm4JKImBMRC2h/MOfL4zgnSTqeTcmYHRELO/qvBL7VsS/HbEkaZszpIpk5GBHXAPcDPcDGzNwZ\nEaur7euBLcBFtD/w8hpw5Wh9ASLiV4BPAacC90bEo5l5YbXvO4HHgEHg6sw80OhZS9IMNVVjNnB9\nRLwNOAh8Fxjan2O2JI2g1pzszNxCe1DuXLe+YzmBq+v2rdbfDdx9lD7XAdfVySZJOtwUjdnvG6H5\n0DbHbEkaxr/4KEmSJDXMIluSJElqmEW2JEmS1DCLbEmSJKlhFtmSJElSwyyyJUmSpIZZZEuSJEkN\ns8iWJEmSGmaRLUmSJDXMIluSJElqmEW2JEmS1DCLbEmSJKlhFtmSJElSwyyyJUmSpIZZZEuSJEkN\ns8iWJEmSGmaRLUmSJDXMIluSJElqmEW2JEmS1DCLbEmSJKlhFtmSJElSwyyyJUmSpIZZZEuSJEkN\ns8iWJEmSGmaRLUmSJDXMIluSJElqmEW2JEmS1DCLbEmSJKlhFtmSNMNExPKI2BURuyNi7QjbIyJu\nqrbviIjFY/WNiE9ExLeq9ndHxNxq/RkR8XpEPFrd1k/PWUpS2SyyJWkGiYge4GZgBbAIuDQiFg1r\ntgJYWN1WAbfU6PsA8LOZ+Q7g28C6jv09kZlnV7fVU3NmknRssciWpJnlHGB3Zj6ZmfuAO4CVw9qs\nBG7Ptu3A3IiYN1rfzPzrzBys+m8HTpuOk5GkY5VFtiTNLPOBZzoeP1utq9OmTl+ADwH3dTxeUE0V\neTAifmGiwSVpJpnV7QCSpGNHRHwMGAQ2Vav2AG/JzJci4p3APRFxVma+OkLfVbSnp9Db20ur1RrX\nsQcGBsbdZ7qUmq3UXFButlJzQbnZSs0F3c1mkS1JM8tzwOkdj0+r1tVpM3u0vhFxBfDLwPmZmQCZ\nuRfYWy1/JSKeAM4EHhkeLDM3ABsA+vr6sr+/f1wn1mq1GG+f6VJqtlJzQbnZSs0F5WYrNRd0N5vT\nRSRpZnkYWBgRCyLiBOASYPOwNpuBy6pvGVkKvJKZe0brGxHLgTXAezLztaEdRcSp1QcmiYi30v4w\n5ZNTe4qSVD7fyZakGSQzByPiGuB+oAfYmJk7I2J1tX09sAW4CNgNvAZcOVrfatd/CMwBHogIgO3V\nN4mcB/xuROwHDgKrM/Pl6TlbSSpXrSK7egfjv9IedP84M68ftj2q7RfRHrCvyMyvjtY3Ik4B/hw4\nA3ga+EBm/iAiZgN/DCyu8t2emf95cqcpScePzNxCu5DuXLe+YzmBq+v2rdb/zFHa3wXcNZm8kjQT\njTldZAq/c3UtsDUzFwJbq8cA7wfmZObbgXcCV0XEGRM8P0mSJGna1ZmTPSXfuVrd31Yt3wa8t1pO\n4KSImAWcCOwDjviUuiRJklSqOtNFRvre1CU12hztO1eH+vZWH7QBeB7orZb/gnYBvgd4A/BvR5rf\nN9mvgoIyv3KmxExQZi4z1VNiJigzV4mZJDXg2mvh1lvhwAFYvBiuvx6WLZua42zcCLNmwdKlsGbN\n1Ml1mykAAB/fSURBVBxnvDZsgE9+EiLgox+FJ544POeZZ8Jf/dWh7atWdTvxjFDEBx8zMyMiq4fn\nAAeAnwROBr4YEZ/PzCeH9ZnUV0FBmV85U2ImKDOXmeopMROUmavETJIm6dpr4cYbDz3etg3OO699\n32QBPPw499wD994LDz7Y3UJ7wwa46qpDjzuXoZ2z09B2C+1JqzNdZDLfuTpa3xeqKSVU9y9W638V\n+F+ZuT8zXwT+BuirkVOSJOlwf/mXR64bHISmf2s10nH272/+OON11wQ+lzyRPjpCnSJ7Sr5ztbq/\nvFq+HPhstfy3wLsBIuIkYCnwrQmdnSRJOr5dfPGR62bNgqZ/azXScWbPbv444/W+901PHx1hzOki\nU/idq9cDd0bEh4HvAh+o1t8MfCYidgIBfCYzdzRytpIk6fhyww3t+6mekz10nNLmZA9N+3BO9rSr\nNSd7ir5z9SXg/BHWD9D+Gj9JkqTJu+GGQ0XwTDjOeK1adWThPDxnibmPcf5ZdUmSJKlhFtmSJElS\nwyyyJUmSpIZZZEuSJEkNs8iWJEmSGmaRLUmSJDXMIluSJElqmEW2JEmS1DCLbEmSJKlhFtmSJElS\nwyyyJUmSpIZZZEuSJEkNs8iWJEmSGmaRLUmSJDXMIluSJElqmEW2JEmS1DCLbEmSJKlhFtmSJElS\nwyyyJUmSpIZZZEuSJEkNs8iWJEmSGmaRLUkzTEQsj4hdEbE7ItaOsD0i4qZq+46IWDxW34j4RER8\nq2p/d0TM7di2rmq/KyIunPozlKTyWWRL0gwSET3AzcAKYBFwaUQsGtZsBbCwuq0CbqnR9wHgZzPz\nHcC3gXVVn0XAJcBZwHLgj6r9SNJxzSJbkmaWc4DdmflkZu4D7gBWDmuzErg927YDcyNi3mh9M/Ov\nM3Ow6r8dOK1jX3dk5t7MfArYXe1Hko5rs7odQJLUqPnAMx2PnwWW1Ggzv2ZfgA8Bf96xr+0j7OsI\nEbGK9jvn9Pb20mq1RjmNIw0MDIy7z3QpNVupuaDcbKXmgnKzlZoLupvNIluSVFtEfAwYBDaNt29m\nbgA2APT19WV/f/+4+rdaLcbbZ7qUmq3UXFButlJzQbnZSs0F3c1mkS1JM8tzwOkdj0+r1tVpM3u0\nvhFxBfDLwPmZmeM4niQdd5yTLUkzy8PAwohYEBEn0P5Q4uZhbTYDl1XfMrIUeCUz94zWNyKWA2uA\n92Tma8P2dUlEzImIBbQ/TPnlqTxBSToW+E62JM0gmTkYEdcA9wM9wMbM3BkRq6vt64EtwEW0P6T4\nGnDlaH2rXf8hMAd4ICIAtmfm6mrfdwKP0Z5GcnVmHpim05WkYllkS9IMk5lbaBfSnevWdywncHXd\nvtX6nxnleNcB1000ryTNRE4XkSRJkhpmkS1JkiQ1zCJbkiRJaphFtiRJktQwi2xJkiSpYRbZkiRJ\nUsNqFdkRsTwidkXE7ohYO8L2iIibqu07ImLxWH0j4pSIeCAivlPdn9yx7R0R8VBE7IyIb0TEj072\nRCVJkqTpMmaRHRE9wM3ACmARcGlELBrWbAXtv/K1EFgF3FKj71pga2YuBLZWj4mIWcCfAqsz8yyg\nH9g/8VOUJEmSpledd7LPAXZn5pOZuQ+4A1g5rM1K4PZs2w7MjYh5Y/RdCdxWLd8GvLda/iVgR2Z+\nHSAzX/Kvh0mSJOlYUucvPs4Hnul4/CywpEab+WP07c3MPdXy80BvtXwmkBFxP3AqcEdm3jg8VESs\nov2uOb29vbRarRqncriBgYEJ9ZtKJWaCMnOZqZ4SM0GZuUrMJEk6NhXxZ9UzMyMiq4ezgHOBfwq8\nBmyNiK9k5tZhfTYAGwD6+vqyv79/3MdttVpMpN9UKjETlJnLTPWUmAnKzFViJknSsanOdJHngNM7\nHp9WravTZrS+L1RTSqjuX6zWPwtsy8zvZ+ZrwBZgMZIkSdIxok6R/TCwMCIWRMQJwCXA5mFtNgOX\nVd8yshR4pZoKMlrfzcDl1fLlwGer5fuBt0fEG6oPQf4z4LEJnp8kSZI07cacLpKZgxFxDe3itwfY\nmJk7I2J1tX097XebLwJ2057iceVofatdXw/cGREfBr4LfKDq84OI+APaBXoCWzLz3qZOWJIkSZpq\nteZkZ+YW2oV057r1HcsJXF23b7X+JeD8o/T5U9pf4ydJkiQdc/yLj5IkSVLDLLIlSZKkhllkS5Ik\nSQ2zyJYkSZIaZpEtSZIkNcwiW5IkSWqYRbYkSZLUMItsSZIkqWEW2ZIkSVLDLLIlSZKkhllkS5Ik\nSQ2zyJYkSZIaZpEtSZIkNcwiW5IkSWqYRbYkzTARsTwidkXE7ohYO8L2iIibqu07ImLxWH0j4v0R\nsTMiDkZEX8f6MyLi9Yh4tLqtn/ozlKTyzep2AElScyKiB7gZuAB4Fng4IjZn5mMdzVYAC6vbEuAW\nYMkYfb8JXAzcOsJhn8jMs6fqnCTpWOQ72ZI0s5wD7M7MJzNzH3AHsHJYm5XA7dm2HZgbEfNG65uZ\nj2fmruk7DUk6tvlOtiTNLPOBZzoeP0v73eqx2syv2XckCyLiUeAV4Lcy84sjNYqIVcAqgN7eXlqt\nVo1dHzIwMDDuPtOl1Gyl5oJys5WaC8rNVmou6G42i2xJ0mTsAd6SmS9FxDuBeyLirMx8dXjDzNwA\nbADo6+vL/v7+cR2o1Wox3j7TpdRspeaCcrOVmgvKzVZqLuhuNqeLSNLM8hxwesfj06p1ddrU6XuY\nzNybmS9Vy18BngDOnFBySZpBLLIlaWZ5GFgYEQsi4gTgEmDzsDabgcuqbxlZCrySmXtq9j1MRJxa\nfWCSiHgr7Q9TPtnsKUnSscfpIpI0g2TmYERcA9wP9AAbM3NnRKyutq8HtgAXAbuB14ArR+sLEBG/\nAnwKOBW4NyIezcwLgfOA342I/cBBYHVmvjx9ZyxJZbLIlqQZJjO30C6kO9et71hO4Oq6fav1dwN3\nj7D+LuCuSUaWpBnH6SKSJElSwyyyJUmSpIZZZEuSJEkNs8iWJEmSGmaRLUmSJDXMIluSJElqmEW2\nJEmS1DCLbEmSJKlhFtmSJElSwyyyJUmSpIZZZEuSJEkNs8iWJEmSGmaRLUmSJDWsVpEdEcsjYldE\n7I6ItSNsj4i4qdq+IyIWj9U3Ik6JiAci4jvV/cnD9vmWiBiIiH8/mROUJEmSptuYRXZE9AA3AyuA\nRcClEbFoWLMVwMLqtgq4pUbftcDWzFwIbK0ed/oD4L4JnJMkSZLUVbNqtDkH2J2ZTwJExB3ASuCx\njjYrgdszM4HtETE3IuYBZ4zSdyXQX/W/DWgB11bt3gs8Bfz9JM5NkiSV5qGH4MYbWbptG+zf3153\n4ABkwqyOsqTuulmz4O1vh+uvh298Az7+cXj5ZZg9u719/35485th3bp2u7VrYceO9r5G2N+5e/dC\nT8/Espx4IlxxBfz0T8MnPwk/+AGccgp89KOwahVs2NDO973vHdm3xn7nDQ7Cr/0avPAC/MM/tNud\neCKccMLhxxl+vVut9jW47z742tfgpJPabd/+drjxRti1C049tb2Pp59u345yfSZ8zU46CZYuhTVr\nYNmyI897BqpTZM8Hnul4/CywpEab+WP07c3MPdXy80AvQES8kXaxfQHgVBFJkmaKhx6C886DwUHm\nNLnfbdvg3HPh4MGRt//wh3DVVRDRLvxG0TOZHD/8Ybto7fT88+1jb9sGmzZNar9njrTt9dcPPw4c\nKrQfegjOPx/27j3y2lx1FfzIjxxa//jjE8tGzWv2wx/CPffAvffCgw8eF4V2nSJ7ymVmRsTQs/53\ngP+SmQMRcdQ+EbGK9tQUent7abVa4z7uwMDAhPpNpRIzQZm5zFRPiZmgzFwlZpJmlFYLBgcBOPor\n/AQdrcDuNEaBDVOQa8h90zQD9q67DhXZrRbs23f0a1PnmtUwrmu2f387l0U2AM8Bp3c8Pq1aV6fN\n7FH6vhAR8zJzTzW15MVq/RLgX0XEjcBc4GBE/ENm/mHnATNzA7ABoK+vL/v7+2ucyuFarRYT6TeV\nSswEZeYyUz0lZoIyc5WYSZpR+vvb0wcGB0kaLmg735U9mhrvZDeea8iKFRN/J3s83ve+Q8v9/e2p\nJCO9kw31rlkN47pms2e3cx0H6hTZDwMLI2IB7QL5EuBXh7XZDFxTzbleArxSFc/fG6XvZuBy4Prq\n/rMAmfkLQzuNiN8BBoYX2JIk6Ri0bFl72sSNN7J32zZ+tMA52Qf27mXWVM3JPu+8Sc3J/vbgIG+7\n7776c7KXLYOtW6d8Tnata+ac7CNl5mBEXAPcT3vazcbM3BkRq6vt64EtwEXAbuA14MrR+la7vh64\nMyI+DHwX+ECjZyZJksqzbBncfTfbp+I3R8uWHfnBv+EefHDUzf+nqVwj5Vi1aux8o9jTavG23//9\n8XVatuxQUTvSse++e8J5hjR2zWaYWnOyM3ML7UK6c936juUErq7bt1r/EnD+GMf9nTr5JEmSpJL4\nFx8lSZKkhllkS5IkSQ2zyJYkSZIaZpEtSZIkNcwiW5IkSWqYRbYkSZLUMItsSZIkqWEW2ZI0w0TE\n8ojYFRG7I2LtCNsjIm6qtu+IiMVj9Y2I90fEzog4GBF9w/a3rmq/KyIunNqzk6Rjg0W2JM0gEdED\n3AysABYBl0bEomHNVgALq9sq4JYafb8JXAxsG3a8RcAlwFnAcuCPqv1I0nHNIluSZpZzgN2Z+WRm\n7gPuAFYOa7MSuD3btgNzI2LeaH0z8/HM3DXC8VYCd2Tm3sx8Cthd7UeSjmu1/qy6JOmYMR94puPx\ns8CSGm3m1+w70vG2j7CvI0TEKtrvnNPb20ur1Rpj14cbGBgYd5/pUmq2UnNBudlKzQXlZis1F3Q3\nm0W2JGlaZOYGYANAX19f9vf3j6t/q9VivH2mS6nZSs0F5WYrNReUm63UXNDdbBbZkjSzPAec3vH4\ntGpdnTaza/SdyPEk6bjjnGxJmlkeBhZGxIKIOIH2hxI3D2uzGbis+paRpcArmbmnZt/hNgOXRMSc\niFhA+8OUX27yhCTpWOQ72ZI0g2TmYERcA9wP9AAbM3NnRKyutq8HtgAX0f6Q4mvAlaP1BYiIXwE+\nBZwK3BsRj2bmhdW+7wQeAwaBqzPzwDSesiQVySJbkmaYzNxCu5DuXLe+YzmBq+v2rdbfDdx9lD7X\nAddNIrIkzThOF5EkSZIaZpEtSZIkNcwiW5IkSWqYRbYkSZLUMItsSZIkqWEW2ZIkSVLDLLIlSZKk\nhllkS5IkSQ2zyJYkSZIaZpEtSZIkNcwiW5IkSWqYRbYkSZLUMItsSZIkqWEW2ZIkSVLDLLIlSZKk\nhllkS5IkSQ2zyJYkSZIaZpEtSZIkNcwiW5IkSWqYRbYkSZLUMItsSZIkqWG1iuyIWB4RuyJid0Ss\nHWF7RMRN1fYdEbF4rL4RcUpEPBAR36nuT67WXxARX4mIb1T3727iRCVJkqTpMmaRHRE9wM3ACmAR\ncGlELBrWbAWwsLqtAm6p0XctsDUzFwJbq8cA3wf+ZWa+Hbgc+O8TPjtJkiSpC+q8k30OsDszn8zM\nfcAdwMphbVYCt2fbdmBuRMwbo+9K4LZq+TbgvQCZ+bXM/H/V+p3AiRExZ4LnJ0mSJE27WTXazAee\n6Xj8LLCkRpv5Y/Ttzcw91fLzQO8Ix34f8NXM3Dt8Q0Ssov2uOb29vbRarRqncriBgYEJ9ZtKJWaC\nMnOZqZ4SM0GZuUrMJEk6NtUpsqdcZmZEZOe6iDgLuAH4paP02QBsAOjr68v+/v5xH7fVajGRflOp\nxExQZi4z1VNiJigzV4mZJEnHpjrTRZ4DTu94fFq1rk6b0fq+UE0pobp/cahRRJwG3A1clplP1Mgo\nSZIkFaNOkf0wsDAiFkTECcAlwOZhbTYDl1XfMrIUeKWaCjJa3820P9hIdf9ZgIiYC9wLrM3Mv5nE\nuUmSJEldMWaRnZmDwDXA/cDjwJ2ZuTMiVkfE6qrZFuBJYDfwaeDXRutb9bkeuCAivgP8YvWYqv3P\nAL8dEY9Wt38y+VOVpOPDNH/t6hkR8XrHeL1+es5SkspWa052Zm6hXUh3rlvfsZzA1XX7VutfAs4f\nYf3vAb9XJ5ck6XAdX516Ae0Pmz8cEZsz87GOZp1fu7qE9teuLhmj79DXrl5fFd9rgWur/T2RmWdP\nw+lJ0jHDv/goSTPLtH7tqiRpZBbZkjSzHO0rVeu0Ga3vaF+7uqCaKvJgRPzCJPNL0oxQxFf4SZKO\nHcO+dnUP8JbMfCki3gncExFnZearw/tN9u8blPw95qVmKzUXlJut1FxQbrZSc0F3s1lkS9LMMpmv\nXZ09St8XImJeZu7p/NrV6o+F7a2WvxIRTwBnAo8MDzbZv29Q8veYl5qt1FxQbrZSc0G52UrNBd3N\n5nQRSZpZpvtrV0+tPjBJRLyV9ocpn5y605OkY4PvZEvSDJKZgxEx9NWpPcDGoa9drbavp/2NTxfR\n/trV14ArR+tb7fp64M6I+DDwXeAD1frzgN+NiP3AQWB1Zr48DacqSUWzyJakGWaav3b1LuCuSUaW\npBnH6SKSJElSwyyyJUmSpIZZZEuSJEkNs8iWJEmSGmaRLUmSJDXMIluSJElqmEW2JEmS1DCLbEmS\nJKlhFtmSJElSwyyyJUmSpIZZZEuSJEkNs8iWJEmSGmaRLUmSJDXMIluSJElqmEW2JEmS1DCLbEmS\nJKlhFtmSJElSwyyyJUmSpIZZZEuSJEkNs8iWJEmSGmaRLUmSJDXMIluSJElqmEW2JEmS1DCLbEmS\nJKlhFtmSJElSwyyyJUmSpIZZZEuSJEkNs8iWJEmSGmaRLUmSJDWsVpEdEcsjYldE7I6ItSNsj4i4\nqdq+IyIWj9U3Ik6JiAci4jvV/ckd29ZV7XdFxIWTPUlJOp44ZktS980aq0FE9AA3AxcAzwIPR8Tm\nzHyso9kKYGF1WwLcAiwZo+9aYGtmXl8N5GuBayNiEXAJcBbwk8DnI+LMzDzQzClXHnqIn/v1X4en\nnoIDB2DWrPb94CD09Bx6nDnx5Qns69zBQZgzp4gs48r1pjfB0qWwZg0sW3b4td6wAT75SXj9dTj7\n7KO3+fjH4eWX249r5Dp3795220KuEYODnAuHrlOXswz1P3fv3sb21eR5TSjXVP2bOPFEuOACfm7H\njkNjwokntp9f+/fD7NnwEz8BH/0oPPEEbNwIb3wjrFsHq1Y1OjRN1kwes8/6rd9qX/9XXz30sxzS\n+fPtwrp3RbSfT0dr16Wc7xocPPL53+1rBvDmNzPv4ouhv//IazReQ68xL7zQPs4VV8B73wutVnv/\nw19vptNDD8HatbBjx6Fx5Yor4IYbxrefa6+FjRtZdvAgnHfe4a+jDz3UPtedO+Fzn4N9+0a83v84\nXg21H+najLZtsoa/zg+Z4ufcuw5UQ9FRnodTOo5n5qg3YBlwf8fjdcC6YW1uBS7teLwLmDda36E2\n1fI8YNdI+wfuB5aNlvGd73xnjsuXvpTZ05MH25e8qFuJmcaVa/bs9vUdcuutE2tzjF4rMx3buSaU\n6dZbxzf+jAB4ZKSxbSK3Y2HMzhznuP2lL2XOmlXkc6bk53PJuf4x22T//Rzt9WPWrMyenswTTzz8\n9aaGL3zhC5PLNKSqNUbMt2ZN/f2sWXPkz3PodfRLX2qfY93rvmZNu/1I12ZoXxO4bmNeswm+zk/b\nv4FxPg/rjtljvpMNzAee6Xj8LO13PsZqM3+Mvr2Zuadafh7o7djX9hH2dZiIWAWsAujt7aXVatU4\nlba3bNrEggMHiNo9pk+JmaB+rty/n6c2buRvq3eZ3/HpT3PysP512jSZaTqZqb7SciVjZ8rqPjoe\n/+DTn2bHmWdOWa4JKHLMhomP22/ZtIkFg4PFPWc6lZqt1FxDXp7kv58RX2MAqufLwb17ebrj9aaO\ngYGBcdUUR3O0WiOB1zdt4ssrVtTazzmbNnEi7XP8x7Gneh0FWLB3L8HYY9jQcU/cu5c4ePCIa/OW\nTZva+xph21jGumYTfZ1vQp1xfarG8TpF9pTLzIyIHLvlYX02ABsA+vr6sn88v3KaMwc+8xmywEK7\nzgt9N9TNFbNn89YPfYi3Dv2a6SMfgUceGXebJjNNJzPVV1quOi9Sw7cFcMpHPsK4xp8ZYCJjdtVv\nYuP2nDnwJ39CFlxol/Z8HlJqriGT/vcz0msMtKcFZPIjJ5xw+OtNDa1Wq5l/01WtwYHDZ04F8IYP\nfrD+MT74QbjxRuDQz3PodRSATZvg9dfH/DkPHZdPfQr27Tvy2syZ097XSNvGMOY1m+DrfBPqjOtT\nNY7XKbKfA07veHxata5Om9mj9H0hIuZl5p6ImAe8OI7jTc6yZfDFL/J3V13FyYXNyT4wOMisAudk\nj5nraHOyh+Y5jTYne6jNOOdkH9i7t/0ELuQaMTjIATh0nbqcZaj/gb17mVXgnOwJ5ZriOdl/t2PH\noTHhGJ2TzUwds7dt4/u/+ZucWuic7MEIZhc4J3twcJDZhc7J/vbFF/O2yf776XyNKW1OdlVrTHpO\n9lDbjRvZd/Agc4bPyd66dXxzso92bZYtO7Svpq/bSK/zQ6b4OTd44ACz4ajPw27PyZ4FPAksAE4A\nvg6cNazNvwDuo/0fgqXAl8fqC3wCWFstrwVurJbPqtrNqfo9CfSMlnHcc7Irjc27alCJmTLLzGWm\nekrMlFlmrm5lotk52cWP2TnBcbvE58yQUrOVmiuz3Gyl5sosN1upuTKnJlvdMXvMd7IzczAirqH9\nYZYeYGNm7oyI1dX29cAW4CJgN/AacOVofatdXw/cGREfBr4LfKDqszMi7gQeAwaBq7PpT6lL0gzl\nmC1JZag1Jzszt9AelDvXre9YTuDqun2r9S8B5x+lz3XAdXWySZIO55gtSd3nX3yUJEmSGmaRLUmS\nJDXMIluSJElqmEW2JEmS1DCLbEmSJKlhFtmSJElSwyyyJUmSpIZZZEuSJEkNi/bfJDi2RcT3aP8F\nsvH6ceD7DceZrBIzQZm5zFRPiZmgzFzdyvRTmXlqF47bNRMct0t8zgwpNVupuaDcbKXmgnKzlZoL\npiZbrTF7RhTZExURj2RmX7dzdCoxE5SZy0z1lJgJysxVYiYdUvLPp9RspeaCcrOVmgvKzVZqLuhu\nNqeLSJIkSQ2zyJYkSZIadrwX2Ru6HWAEJWaCMnOZqZ4SM0GZuUrMpENK/vmUmq3UXFButlJzQbnZ\nSs0FXcx2XM/JliRJkqbC8f5OtiRJktQ4i2xJkiSpYcdtkR0RyyNiV0Tsjoi103jcjRHxYkR8s2Pd\nKRHxQER8p7o/uWPbuirjroi4cIoynR4RX4iIxyJiZ0R8tNu5IuJHI+LLEfH1KtN/7HamjuP0RMTX\nIuJzBWV6OiK+ERGPRsQjJeSKiLkR8RcR8a2IeDwilnX5OfW26voM3V6NiN/o9nVSPd0as6tjFzdu\ndxyruPG7OkaxY3h1rOLG8epYxY3l1XGKGs87jlP2uJ6Zx90N6AGeAN4KnAB8HVg0Tcc+D1gMfLNj\n3Y3A2mp5LXBDtbyoyjYHWFBl7pmCTPOAxdXyjwHfro7dtVxAAG+slmcD/xdY2u1rVR3r3wH/A/hc\nCT+/6lhPAz8+bF23n1e3Af+mWj4BmNvtTB3ZeoDngZ8qJZO3MX9eXRmzq+MXN2535Chu/K6OU+wY\nXh2vuHG8Ot7TFDaWV8cqdjzvyFjcuD6lJ1zqDVgG3N/xeB2wbhqPfwaHD9a7gHnV8jxg10i5gPuB\nZdOQ77PABaXkAt4AfBVY0u1MwGnAVuDdHYNz16/TUQbmruUC3gQ8RfXh6hIyDcvxS8DflJTJ26g/\nr66O2dUxix63O45X1PhdHaOYMbzad5HjeLX/osbyar9Fj+cdxyluXD9ep4vMB57pePxsta5bejNz\nT7X8PNBbLU97zog4A/h52u86dDVX9eu8R4EXgQcys+uZgE8Ca4CDHeu6nQkggc9HxFciYlUBuRYA\n3wM+U/1K9o8j4qQuZ+p0CfBn1XIpmXR0Jf4sinvelDR+V3lKHMOh3HEcyhvLofzxfEhx4/rxWmQX\nK9v/tcpuHDsi3gjcBfxGZr7a7VyZeSAzz6b9rsM5EfGz3cwUEb8MvJiZXzlamy7+/M6trtUK4OqI\nOK/LuWbR/vX6LZn588Df0/6VXTczARARJwDvAf7n8G3d/PenY1cJz5vSxu/quEWN4VD8OA7ljeVQ\n8Hg+pNRx/Xgtsp8DTu94fFq1rlteiIh5ANX9i9X6acsZEbNpD9CbMvMvS8kFkJl/B3wBWN7lTO8C\n3hMRTwN3AO+OiD/tciYAMvO56v5F4G7gnC7nehZ4tnrnCuAvaA/SXb9WtF+8vpqZL1SPS8ik0ZX4\nsyjmeVPy+A1FjeFQ8DgORY7lUPZ4PqTIcf14LbIfBhZGxILqfz+XAJu7mGczcHm1fDntOXVD6y+J\niDkRsQBYCHy56YNHRAD/DXg8M/+ghFwRcWpEzK2WT6Q9x/Bb3cyUmesy87TMPIP2c+Z/Z+a/7mYm\ngIg4KSJ+bGiZ9ry0b3YzV2Y+DzwTEW+rVp0PPNbNTB0u5dCvFIeO3e1MGl1pYzYU8rwpcfyuchU3\nhkO54ziUOZZD8eP5kDLH9ama7F36DbiI9qewnwA+No3H/TNgD7Cf9v8OPwy8mfaHML4DfB44paP9\nx6qMu4AVU5TpXNq/StkBPFrdLupmLuAdwNeqTN8Efrta39Vr1XGsfg59YKbbP7+30v609NeBnUPP\n5wJynQ08Uv0M7wFOLiDTScBLwJs61hXxnPI25s+uK2N2dezixu2OYxU3flfHKHoMr45XzDheHafI\nsbw6TnHjecexih3X/bPqkiRJUsOO1+kikiRJ0pSxyJYkSZIaZpEtSZIkNcwiW5IkSWqYRbYkSZLU\nMItsSZIkqWEW2ZIkSVLD/j9JYWF16P/LIgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(2,2,figsize=(12,12))\n", "ax[0,0].plot(range(744), Jul_DB_shallow, 'r.')\n", "ax[0,0].grid('on')\n", "ax[0,0].set_title('July 2016')\n", "ax[0,1].plot(range(744), Oct_DB_shallow, 'r.')\n", "ax[0,1].grid('on')\n", "ax[0,1].set_title('October 2016')\n", "ax[1,0].plot(range(744), Jan_DB_shallow, 'r.')\n", "ax[1,0].grid('on')\n", "ax[1,0].set_title('January 2017')\n", "ax[1,1].plot(range(720), Apr_DB_shallow, 'r.')\n", "ax[1,1].grid('on')\n", "ax[1,1].set_title('April 2017')" ] }, { "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 }