{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook will develop a procudure for defining a Froude number.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Froude number\n", "\n", "Griffin and Leblond (1990) used a Froude number to identify periods of high mixing. The Froude number is defined as\n", "\n", "$Fr = \\frac{u}{c} $\n", "\n", "where $u$ is the speed of the ebb current and $c$ is an internal wave speed. If $Fr$ > 1 then the flow is supercritical ad large internal waves can form leading to increased mixing. When $Fr<1$ less mixing is expected. \n", "\n", "They used an internal wave speed based on a two-layer stratifiction defined as\n", "\n", "$c = \\sqrt{g\\frac{\\rho_2-\\rho_1}{\\rho_2}h_1}$\n", "\n", "where $g$ is the accelaration due to gravity, $\\rho_2$ is the density of the lower layer and $\\rho_1$ and $h_1$ are the density and thickness of the upper layer.\n", "\n", "PS. Is there a better way to define the wave speed? \n", "$c= \\sqrt{g2\\frac{\\rho_2-\\rho_1}{\\rho_2+\\rho_1}\\frac{h_1h_2}{h_1+h_2}}$ (Helfrich and Melville, 2006)\n", "Or is this more for internal solitary waves...\n", "\n", "\n", "They found that $Fr<1$, is associated with pulses of fresh water at Race Rocks. This is because the fresh water exiting the Strait of Georgia through Haro Strait is less mixed when $Fr<1$. \n", "\n", "They describe neap tides as having a thicker surface layer and spring tides as having a thinner surface layer.\n", "\n", "## froude.py\n", "Modulde froude number and related calculations\n", "\n", "#Model\n", "\n", "Next, I will attempt to work out the parameters needed to define $Fr$ from our model results.\n", "\n", "##Loading files" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import netCDF4 as nc\n", "import numpy as np\n", "from salishsea_tools import nc_tools\n", "import datetime\n", "import os\n", "import froude\n", "\n", "import matplotlib.pyplot as plt\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "path = '/data/nsoontie/MEOPAR/SalishSea/results/2Ddomain/3.6'\n", "directory = 'density_output'\n", "file_part = 'SalishSea_4h_20020915_20021012_{}.nc'\n", "\n", "dT = nc.Dataset(os.path.join(path,directory,file_part.format('grid_T')))\n", "sal = dT.variables['vosaline'][:]\n", "sal = np.ma.masked_values(sal,0)\n", "deps = dT.variables['deptht'][:]\n", "temp = dT.variables['votemper'][:]\n", "temp = np.ma.masked_values(temp,0)\n", "ssh = dT.variables['sossheig'][:]\n", "n2 = dT.variables['buoy_n2'][:]\n", "n2 = np.ma.masked_values(n2,0)\n", "times = dT.variables['time_counter'][:]\n", "time_origin = datetime.datetime.strptime(dT.variables['time_counter'].time_origin, '%Y-%m-%d %H:%M:%S')\n", "md = dT.variables['mixed_depth'][:]\n", "\n", "dU = nc.Dataset(os.path.join(path,directory,file_part.format('grid_U')))\n", "U = dU.variables['vozocrtx'][:]\n", "U = np.ma.masked_values(U,0)\n", "depsU=dU.variables['depthu'][:]\n", "\n", "dW = nc.Dataset(os.path.join(path,directory,file_part.format('grid_W')))\n", "avt = dW.variables['vert_eddy_diff'][:]\n", "avt = np.ma.masked_values(avt,0)\n", "avm = dW.variables['vert_eddy_visc'][:]\n", "avm = np.ma.masked_values(avm,0)\n", "depsW=dW.variables['depthw'][:]\n", "diss = dW.variables['dissipation'][:]\n", "diss = np.ma.masked_values(diss,0)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## $h_1$\n", "\n", "We can use the buoyancy frequency to define the thickness of the surface layer. The surface layer should have a uniform stratification with depth which implies that the buoyancy frequency will be near zero in the surface layer.\n", "\n", "So, we can define the $h_1$ as the first depth where the water column has buoyancy frequency greater than some small threshold. (threshold defintion)\n", "\n", "We could also define $h_1$ as the depth were the buoyancy frequency is maximum. (max definition)\n", "\n", "NEMO also has a way of defining the mixed layer depth based on the density deviation from a reference value. We will compare those to methods here. (NEMO definition)\n", "\n", "We can determine an average mixed layer depth by averaging over a region.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A spring tide" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "yslice=5\n", "n2_slice = np.squeeze(n2[:,:,yslice,:])" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "('Average mld in sill region (threshold definition)', 5.4196663)\n" ] }, { "data": { "image/png": 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2kU72qlcjMjeC0O/F/mRvQqQqy0OwFXhSlb+JsAjToA0i31nP4qGdeA4gTf8XoWFXNrCV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\nfGHdsndqodYB2qoWVUlYPT5VyJrIVe6cfjN7x8weAh4kKJy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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t=67\n", "dinds = froude.find_mixed_depth_indices(n2_slice[t,...])\n", "dinds_max = froude.find_mixed_depth_indices(n2_slice[t,...],n2_thres='None')\n", "plt.plot(deps[dinds],label='threshold definition')\n", "plt.plot(deps[dinds_max],label='max definition')\n", "plt.plot(md[t,yslice,:],label='NEMO definition')\n", "plt.axis([0,1100,50,0])\n", "plt.xlabel('x position')\n", "plt.ylabel('Mixed layer depth (m)')\n", "plt.title(time_origin+datetime.timedelta(seconds=times[t]))\n", "plt.legend(loc=0)\n", "\n", "print ('Average mld in sill region (threshold definition)', \n", " froude.average_mixed_layer_depth(deps[dinds], 300, 700)\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Another spring tide" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "('Average mld in sill region (threshold definition)', 8.5245609)\n" ] }, { "data": { "image/png": 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Cvom44Dzs/3GcVuibCXv09BQbtWb/Q/f699iGyVCllsReH0VYwFa3ocqXwDgl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\nBC5osW068K/A17u05TrCkPkXA18GPs7aqRd3BI4lJG55AJh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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "t=129\n", "dinds = froude.find_mixed_depth_indices(n2_slice[t,...])\n", "dinds_max = froude.find_mixed_depth_indices(n2_slice[t,...],n2_thres='None')\n", "plt.plot(deps[dinds],label='threshold definition')\n", "plt.plot(deps[dinds_max],label='max definition')\n", "plt.plot(md[t,yslice,:],label='NEMO definition')\n", "plt.axis([0,1100,50,0])\n", "plt.xlabel('x position')\n", "plt.ylabel('Mixed layer depth (m)')\n", "plt.title(time_origin+datetime.timedelta(seconds=times[t]))\n", "plt.legend(loc=0)\n", "\n", "\n", "print ('Average mld in sill region (threshold definition)', \n", " froude.average_mixed_layer_depth(deps[dinds], 300, 700)\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A neap tide" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "('Average mld in sill region (threshold definition)', 6.6301107)\n" ] }, { "data": { "image/png": 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ad+bh+xosAdpNmL4+mKzL54jpwm62hU6tcxJRbqymc/QT/TrMiLgNcK+g+zSQ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\ntefVZrkGzewNM7ubcfyZ+cOU/Y1mdkncngh8HDjUzF6LCYt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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t=110\n", "dinds = froude.find_mixed_depth_indices(n2_slice[t,...])\n", "dinds_max = froude.find_mixed_depth_indices(n2_slice[t,...],n2_thres='None')\n", "plt.plot(deps[dinds],label='threshold definition')\n", "plt.plot(deps[dinds_max],label='max definition')\n", "plt.plot(md[t,yslice,:],label='NEMO definition')\n", "plt.axis([0,1100,50,0])\n", "plt.xlabel('x position')\n", "plt.ylabel('Mixed layer depth (m)')\n", "plt.title(time_origin+datetime.timedelta(seconds=times[t]))\n", "plt.legend(loc=0)\n", "\n", "print ('Average mld in sill region (threshold definition)', \n", " froude.average_mixed_layer_depth(deps[dinds], 300, 700)\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "My definition and the NEMO definition are not too far off. But NEMO always places the mld in the strongly stratified region closer to the surface. In general, my mld is lower than NEMO's. This might be because of the n2_thres." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Look at a time series of the mixed layer depth, averaged over the sill region." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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zzWjQsf/KBYm2uEZwEK4hnZIzzcAFpfa40NoXF3S/F7ZJRzaYjwvyE3AhWFQI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zoN+Dhh0kSq4ctNYvzMyhSPKYNFQ5ipPWXjSZdbaxawEzDVf8OV4N+ECVxL/CYGqDe1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\nZxMQdexLeOO4ycxeb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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xmin=300; xmax=700\n", "mlds, dates = froude.mld_time_series(n2_slice,deps,times, time_origin)\n", "mlds_max, dates = froude.mld_time_series(n2_slice,deps,times, time_origin, n2_thres='None')\n", "fig,axs=plt.subplots(2,1,figsize=((10,5)),sharex=True)\n", "#mlds\n", "ax=axs[0]\n", "ax.plot(dates, mlds,label = 'threshold definition')\n", "ax.plot(dates, mlds_max,label = 'max n2 definition')\n", "#NEMO mixed layer\n", "ax.plot(dates, np.mean(md[:,yslice,xmin:xmax+1],axis=1),label = 'NEMO definition')\n", "ax.set_ylabel('Mixed layer depth (m)')\n", "ax.set_title('Mixed layer depth in region xind = {} -{}'.format(xmin,xmax))\n", "ax.set_ylim([100,0])\n", "ax.grid()\n", "ax.legend(loc=0)\n", "#compare to tides\n", "ax=axs[1]\n", "ax.plot(dates,ssh[:,5,300])\n", "ax.set_title('Sea surface height')\n", "ax.set_ylabel('ssh [m]')\n", "ax.set_xlabel('Date')\n", "fig.autofmt_xdate()\n", "ax.grid()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* There is an initial adjustment period until about Sept 23.\n", "* There does seem to be a spring/neap dependency on the mixed layer depth\n", "* Trend is that surface thickens just after the neap tide. Does that match with Griffin and Leblond? \n", "* Maybe this idea isn't the best way to determine the thickness of the surface layer. I'm assuming the surface layer is all on constant density - is that right? \n", "* Values seem reasonable. Griffin and Leblond quote 10 m in summer and 0 m in winter.\n", "* Matches best with NEMO defintion mld is deeper (thicker surface layer). This looks to be just after the neap tide. \n", "* Remember, I don't think I have enough mixing here. But at least we are seeing a spring/neap cycle. \n", "* The max n2 definition seems to be a bit large." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###Sensitivity to n2_thres" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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4al2cCuQSWSTspxneOoIuzOhs1l/j92dTQGpDgqINCVat6uSpq5axTudbnxSP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Cvd58ElZcDvgV9hA9qR7lVWYdrBwjux2XIcs7FyE2mz5PWpHuSgMnz5AeB3idlpVi6fOLuOMB+P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\n1wNrAa9x+8cDh4vIP4HdgB+o6nOD3fdG0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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "threshes = [1e-6, 5e-6, 1e-5, 5e-5]\n", "xmin=300; xmax=700\n", "\n", "fig,axs=plt.subplots(2,1,figsize=((10,5)),sharex=True)\n", "ax=axs[0]\n", "for thres in threshes:\n", " mlds, dates =froude.mld_time_series(n2_slice,deps,times, time_origin,n2_thres=thres)\n", " ax.plot(dates, mlds,label=thres)\n", "#Max definition\n", "mlds_max, dates =froude.mld_time_series(n2_slice,deps,times, time_origin,n2_thres='None')\n", "ax.plot(dates, mlds_max,label='max n2 definition')\n", "#NEMO definition\n", "ax.plot(dates, np.mean(md[:,yslice,xmin:xmax+1],axis=1),label = 'NEMO definition')\n", "#labels\n", "ax.set_ylabel('Mixed layer depth (m)')\n", "ax.set_title('Mixed layer depth in region xind = {} -{}'.format(xmin,xmax))\n", "ax.set_ylim([100,0])\n", "ax.grid()\n", "ax.legend(loc=0)\n", "#compare to tides\n", "ax=axs[1]\n", "ax.plot(dates,ssh[:,5,300])\n", "ax.set_title('Sea surface height')\n", "ax.set_ylabel('ssh [m]')\n", "ax.set_xlabel('Date')\n", "fig.autofmt_xdate()\n", "ax.grid()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "5e-6 or 1e-5 seem like reasonable choices for the n2 threshold. This matches with NEMO when the mld is deep. But, the match is worse for a shallower mixed layer. Why?\n", "\n", "Maybe also compare with NEMO's calculation of the mixed layer depth." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#Density\n", "\n", "Outputting the density didn't work. Use Susan's code that calculates density." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": true }, "outputs": [], "source": [ "rho = froude.calculate_density(temp, sal)" ] }, { "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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wn/Ok01Bpmtl6M7s/7D9D4qe3BwWBP4BjgUVmNhKmJ64CDu6w3I7jOE0xyoxK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\n4zg15P8Dv2H57bheBqgAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t=10\n", "rhomin=990; rhomax=1027\n", "plt.pcolormesh(np.arange(rho.shape[-1]),deps,rho[t,:,yslice,:],vmin=rhomin,vmax=rhomax)\n", "plt.colorbar()\n", "plt.axis([0,1100,430,0])\n", "plt.title(time_origin+datetime.timedelta(seconds=times[t]))" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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OGXbQX2prF8qMHo4A55jZYcCbgL+SdAgFgT8kHQqcChxKEizky5Lcn9pxnJbS\nZD/nSaem0jSzDWb2YNjfQuKnN5+CwB/AycB1ZjYSpic+BixqstyO4zh1UaGn1NYu1GVzlnQgSbi7\neykO/LE/8NPotHXUiL7kOI4z2UxbVzpJewDfAc42s81hhgtQKvDHLnm3RPsLw+a0P3lR6IrKTAfS\naxki+bE8QxKZLo7ulv0RtTLyW6P3vtGIf5OBpAFgoNn1tpPJogyllLOkPhLFfI2ZpXPIiwJ/rAcO\niE5fENLG8a7GZZ5yPjpJ0bS+Ev2hNRKJrl7KRK6LOTUq34oIde+L2r9hktr/gxr35FaPzDdhDqnz\ne2dmg8BgeixpcTPk6DTlXMZbQ8DlwCozi+OPFgX+uAn4gKQZkg4i6RTf1zyRHcdx6qfTBgTL9JyP\nBv4EeEjS8pD2CQoCf5jZKknXA6tI3vA+Ymbe+3Acp6UMt5GbXBlqKmcz+xHFPeyiwB9LgaUTkMtx\nHKeptFOvuAydNXzpOI7TIK6cHcdx2pB28mEug8/ccxynKxilt9SWRdIVkjZKWhGl1R2+QtLpklZI\n+oWkWyW9uJq8rpwdx+kKJuCtcSVJKIqYesJXSNIM4HPAMWZ2BPAQcFY1eV05O47TFTSqnM3sbuDZ\nTHK94SsqoY49gnvynuTM/4hxm7PjOF3BcINrCBZQT/iKBWZ2r6SzgYdJ1hNcA/xVtQZcOTuO0xUU\nxdZ4YvBXrBv8VcP1lglfIWlP4FLgCDN7XNKXSOaL/FPRSa6cHcfpCopc6fYfWMj+A2PRfe694I4y\n1dUbvuIQ4HEzezyk/x/g3GoNuM3ZcZyuoMnTt+sNX/Er4NWS9gnljieZRV2I95ydjiWNwDZVEdUq\nJNHpngltpj+eMnKUiRaXnt/MqH6TGSGvnSLZlaFRP2dJ1wHHAPtIegI4n/rDVzwl6ZPAXZJeCOf8\nadV2WxH2QpJdOsVtTlZkuW6jWdHpav2w31fieaWR6vqoHV1uotwe2uoFZjJeOad0snJupJdW6xnW\nG42uCElmE6xLkp1h/1qq7OU6i4m21wy85+w4Tlfg07cdx3HakB3NdaWbdFw5O47TFXRabA1Xzo7j\ndAXTdg1Bx3GcTsZtzo7jOG1IpynnMmsIHiDpLkkrJT0s6WMhfYmkdZKWh+2d0Tm5IfMcx3FaRYWe\nUlu7UKbnPAKcY2YPStoDeEDSMsCAS8zskrhwJmTefOB2SQeb2QtNlt1xHKc0087mbGYbgA1hf4uk\nR0iULkA+RgeSAAAQ70lEQVSeo/bOkHnAWklpyLyf5pR1HMeZEjrNla6u2BqSDgRey5ii/WiI6n95\ntBLA/iRh8lLWMabMHcdxWsJ0NGsAEEwa3wbODj3orwD/GLIvBD4PnFFw+i5Tfm+J9heGzXEcR9IA\nMNDseqedWQNAUh/wHeDfzexGADN7Msq/DLg5HBaFzBvHuxoU2Gkf4rgN9X7tR+i8wDkpQ+THrIjv\nQR9jMTIqOflF9U6URu9p9nrKDkY1o+0sZjYIDKbHkhY3o95O89ao+QzCkiqXA6vM7AtR+n5m9ttw\n+F4gXfzwJuBaSZeQmDPSkHkN4QGL2otTw/OYaACkaj/kMkGP6inXDI4LbQ02KfDTdKdZQY+aybRT\nzsDRwJ8AD0laHtI+CXxQ0pEkJovHgTOhasg8x3GcljHtlLOZ/Yj8gcNbq5yzFFg6Abkcx3GayjD9\nrRahLnwlFMdxuoJGV0KRdIWkjZJWRGlzJS2TtEbSbZG3Ws1JeJJuiusqwpWz4zhdwQSWqboSODGT\ndh6wzMwOBu4Ix9lJeCcCX5a0U89Keh+wmRwPtiyunB3H6Qoa9XM2s7uBZzPJJwFXh/2rgfeE/Z2T\n8MxsLZBOwkvdkc8BPk3+BL5xdJbjn+M4ToM02c95npltDPsbgXlhf3/Gz4ZeF9IgmQ/yOWBbmQZc\nOTuO0xUUeWsMD/6UHYONR5cwM1N1F0sFz7ZXmNk5YaZ1TVw5O47TFRQp596Bo+kdOHrn8ZYLSi0/\nvVHSvma2QdJ+QDopL28S3jrgTcAbJD1OondfKulOM3tbUQNuc3YcpysY3jGj1FaSm4APh/0PAzdG\n6R+QNEPSQYRJeGb2VTObb2YHAW8B1lRTzOA9Z8dxuoTRSmPqTtJ1wDHAPpKeAM4HLgKul3QGsBZ4\nP5SehCdKeGu4cnYcpysYrTQ2Q9DMPliQdVxB+aqT8IIXx+G12nXl7DhOV9Cocm4VrpydplChvi9T\nJ0elK6JSsF+UNhk/vul4X5tFZcSVc0N49LnOIo1O943IhejU6BmmUetOzXmuRRHtpjLKXKMMmMkj\n01WnHSPSAbww2jbqrhSdJa3jOE6juFnDcRynDdneWequs6R1HMdplLyBgDbGlbPjON2BK2fHcZw2\npMOUc9Xp25J2l3SvpAclrZL0mZDecKBpx3GcljBScmsTqipnM9sOHGtmR5LMaDlW0ltoMNC04zhO\nyxgtubUJNRWnmaWxR2cAPSRBp+sONO04jtNSKiW3NqGmcpa0m6QHSQJK32VmK6keaHpddPo6YH4T\n5XUcx2mM7SW3NqHM6tsvAEdK2gv4gaRjM/m1Ak3n5t0S7S8sI6njOF2BpAFgoOkVt1GvuAylvTXM\n7HlJ3wNeT32Bptfn1feuBgV2HGd6Y2aDwGB6LGlxUyruMOVcy1tjn9QTQ9JM4HhgOXUGmp4MwR3H\ncepimtmc9wPuDDbne4GbzewOkkDTx0taA7wtHGNmq4A00PSt5AeadhyHttMFE6aNvNDyadCVTtIV\nkjZKWhGl1e1OLOn1klaEvC/WElet0J2SzNo0cpUzNXxLsji0ZSdEpIv5cRMj0zV7JlgzQoY2KtPh\nk/Acm6EvJBnfKPnI/ljE7Ul6K7AF+LqZvSakXQz8zswulnQu8CIzOy+4E18LvJHEGeJ2YGEYm7sP\nOMvM7pN0C3CpmX2/SAz3QXYcpzto0KxhZneTuBDH1ONOfFQYm5tjZqmZ9+vRObn49G3HcbqD5rrJ\nVXMn/mlULnUnHmG8m/F6argZu3J2HKc7KDLwrxmERwcbrraEO3FDuHJ2HKc7KFLOrxhItpRbLihT\nWz3uxOtC+oJMeq6bcYrbnB3H6Q6a60pXlzuxmW0ANkk6SpKA06JzcvGes+M43UGDvn6SrgOOAfaR\n9ARwPon78PWSzgDWAu+HxJ1YUupOXGG8O/FHgKuAmcAt1Tw1wJWz4zjdQoMR58zsgwVZxxWUXwos\nzUl/AHhN2XZdOTuO0x20UVCjMrhydhynO+iw6ZiunB3H6Q7afn75eFw5O47THbTRKidlcOXsOE53\n4GYNx3GcNsSVs+PU5lQz3RCmvHZaRDqAozMyNzNKXScyGdHomo7bnB3HcdqQ4VYLUB+unB3H6Q7c\nrOE4jtOGdJhZo9YagrtLulfSg5JWSfpMSF8iaZ2k5WF7Z3RO7hItjuM4LWW05NYmVO05m9l2Scea\n2TZJvcCPJL0FMOASM7skLh+WaDkVOJSwRIukg83shUmS33EcpxwdZtaoGTLUzLaF3RlAD2PLteSN\nzuYt0bKoCXI6juNMjGm2+jaSdgurb28E7jKzlSHro5J+IenyaOXZ/Rm/FEu6RIvjOE5raXD17VZR\nc0AwmCSOlLQX8ANJA8BXgH8MRS4EPg+cUVRFXqKkJdHhoJkNlhPZcZzpTNAxA02veLq60pnZ85K+\nB7whVqSSLgNuDod5S7TkLsViZkvqFdZxnOlP0C+D6bGkxU2peAImC0lnA39OYs79mpl9UdIRwFeB\n2SQB9//YzDaH8ocD/wbMAV4A3mhmdf091PLW2Cc1WUiaCRwPLJe0b1TsvcCKsJ+7REs9AjmO40wK\nDZo1JP0eiWJ+I3AE8G5JrwQuAz5uZocD3wX+VyjfC1wD/KWZ/R7JKip1G0xq9Zz3A66WtBuJIr/G\nzO6Q9HVJR5KYLB4HzoSaS7Q4juO0jsbd5F4N3Gtm2wEk/RA4BVhoZneHMrcD3ydZwuoE4CEzWwFg\nZs/uWmVtarnSrQBel5P+oSrn5C7R4jiO01IaN2s8DPyTpLkk66m8C7gfeFjSyWb2H8AfMmbSPRgw\nSd8HXgJ808z+ud5GfYag4zjdQYPK2cxWS/oscBuwFXiQpB9+BnCppH8gMenuCKf0Am8B3gAMAXdI\nesDM7qynXVfOTsvoxGh0RXRalLrXTaN7X5oiq++2QRgarHqqmV0BXAEgaSnwazP7JfCOkHYw8Puh\n+BPA/zWzZ0LeLSQWiLqUs1phEpZk1o1fDqdrqEc5N7uH1FeiTCcp52boC0nGASUfyRMi256kl5rZ\nk5JeBvwAOAroN7OnwpjcVcCdZnZVcKK4g6T3PALcSjKj+tZ6ZPaes+M43cHEZv99W9KLSZTtR8xs\nk6SPSfqrkP8dM7sKwMyek3QJ8DMSp4nv1auYwXvOjjMpeM+5eTSt57xPyUfyu117zq3Ae86O43QH\nbRRxrgyunB3H6Q7aKKhRGVw5O47THbhydhzHaUPaKOJcGVw5O47THXRYz7lmPGfHcRxn6nHl7DiO\n04a4cnYcx2lD3ObsOE6X0Fkjgq6cHcfpEjprRNCnbzvOFJI3rXuqp2930tRtaOL0bZ4vWXovn77t\nOI4zdQy1WoC6KDUgKKlH0nJJN4fjuZKWSVoj6bZ0ncGQ9wlJj0paLemEyRLccRynPhpcRLBFlPXW\nOJtkXcD0lew8YJmZHUwSt/Q8AEmHAqcChwInAl8OsU4dx3FaTKXk1h7UVJySFpCsmXUZybLgACcB\nV4f9q4H3hP2TgevMbMTM1gKPAYuaKbDjOE5jTL+e87+QLPn9QpQ2z8w2hv2NwLywvz+wLiq3Dpg/\nUSEdx3EmTuM9Z0lnS1oh6WFJZ4e0IyTdI+khSTdJmhPSj5d0f0i/X9KxjUhbdUBQ0ruBJ81suaSB\nvDJmZqoeWDw3T9KS6HDQzAari+o4TjcQdM1A82turFcs6feAPwfeGCr5vqT/JLEm/I2Z3S3pdJJO\n7PnAU8C7zWyDpMNIlrVaUG+7tbw13gycJOldwO7AnpKuATZK2jc0vh/wZCi/nrHlwQkCrc+r2MyW\n1Cus4zjTn9BRG0yPJS1uTs0Ne2u8GrjXzLYHeX4InAIsNLO7Q5nbge8D55vZg9G5q4CZkvrMrK5/\nh6pmDTP7pJkdYGYHAR8gWcDwNJJlwD8cin0YuDHs3wR8QNIMSQcBC4H76hHIcRxncmjYrPEw8Nbg\npTaLZAxuAfCwpJNDmT9kfMc05RTggXoVM9Tv55yaKC4Crpd0BrAWeD+Ama2SdD3Jv0WFZCHEtl4i\n3nGcbqExs4aZrZb0WeA2YCvwIMmiV2cAl0r6B5KO6Y74vGDSuAg4vpF2fYag40whPkOwfpo3Q3BZ\nQe4vwpZyTdUZgpKWAr82s69GaQcD15jZUeF4AYmb8Z+a2T2NyOwzBB3H6RKKes6Hhi3lml1KSHqp\nmT0p6WXAe4GjJL3EzJ4Kczk+BXwllN0b+B5wbqOKGTxkqOM4XcOEJqF8W9JKEvPFR8xsE/BBSb8E\nHgHWmdlVoexZwCuBxWFm9XJJ+9QrrZs1HGcKcbNG/TTPrPGdkqVP8cBHjtNtHN3gj/7e6nMJADgq\nqvvnUflOU8aTR2cFPnLl7DhOl9A+U7PL4MrZcZwuoX2CGpXBlbPjOF1CZ/Wc3VujQYpijXQSnX4N\nnS4/+DVMLdMsZKhTyECrBWgCA60WYIIMtFqAJjDQagGawECrBShHZ4UMdbOG4zhdQvv0isvgytlx\nnC6hs1zpWjYJZcobdRynY2nOJJSpa68ZtEQ5O47jONXxAUHHcZw2xJWz4zhOGzLlylnSiZJWS3pU\n0rlT3X4ZJB0g6S5JK8OCjh8L6XMlLZO0RtJtITRges4nwjWtlnRC66Qfj6SeEBXr5nDcMdcgaW9J\n35b0iKRVko7qJPlhp0wrw+Kg10rqb/drkHSFpI2SVkRpdcss6fXhuh+V9MWpvo6Ox8ymbAN6gMeA\nA0mCZz0IHDKVMpSUc1/gyLC/B/BL4BDgYuDjIf1c4KKwf2i4lr5wbY8Bu7X6OoJsfwN8A7gpHHfM\nNQBXA38W9nuBvTpM/gOBXwH94fhbJMu6tfU1AG8FXgusiNLqkTkdy7oPWBT2bwFObOXz6LRtqnvO\ni4DHzGytJWtqfRM4ucY5U46ZbbCwSKOZbSGJ1zofOIlEYRA+3xP2TwauM7MRM1tL8gVdNKVC5xBW\nY3gXySrB6ehzR1yDpL2At5rZFQBmVjGz5+kQ+QObSGY1zJLUC8wCfkObX4Mli5Y+m0muR+ajwsLP\nc8wsXUP069E5TgmmWjnPB56IjteFtLZF0oEkvYh7gXlmtjFkbQTmhf39Sa4lpV2u619Ilmt/IUrr\nlGs4CHhK0pWSfi7pa5Jm0znyY2bPAJ8Hfk2ilJ8zs2V00DVE1CtzNn097XMtHcFUK+eO8tuTtAdJ\nhO6zzWxznGfJu1q162nptUp6N/CkmS1nrNc8jja/hl7gdcCXzex1JAtrnhcXaHP5kfRK4K9JXvf3\nB/aQ9CdxmXa/hjxKyOw0galWzusZv3z4AYz/d20bJPWRKOZrzOzGkLxR0r4hfz/gyZCeva4FIa2V\nvBk4SdLjwHXA2yRdQ+dcwzqSpX9+Fo6/TaKsN3SI/ABvAH5iZk+bWQW4AfhvdNY1pNTzvVkX0hdk\n0tvlWjqCqVbO9wMLJR0oaQZwKsmaXG2FJAGXA6vM7AtR1k0kAzqEzxuj9A9ImiHpIGAhyWBIyzCz\nT5rZAWZ2EPAB4E4zO40OuQYz2wA8oWRVY4DjgJXAzXSA/IHVwJskzQzfqeOAVXTWNaTU9b0Jz29T\n8LARcFp0jlOGqR6BBN5J4v3wGPCJVo+IFsj4FhI77YPA8rCdCMwFbgfWALcBe0fnfDJc02rgHa2+\nhsz1HMOYt0bHXANwBPAzknXrbyDx1ugY+YNMHyf5U1lBMpDW1+7XQPKm9RtgB8kY0emNyAy8Plz3\nY8ClrX4Wnbb59G3HcZw2xGcIOo7jtCGunB3HcdoQV86O4zhtiCtnx3GcNsSVs+M4ThviytlxHKcN\nceXsOI7ThrhydhzHaUP+P1q8I8ye/tpiAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t=110\n", "plt.pcolormesh(np.arange(rho.shape[-1]),deps,rho[t,:,yslice,:],vmin=rhomin,vmax=rhomax)\n", "plt.colorbar()\n", "plt.axis([0,1100,430,0])\n", "plt.title(time_origin+datetime.timedelta(seconds=times[t]))" ] }, { "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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TR5ldmgrhs9F7rhLfrELJ27gbHRgcLfghDPQVl5O2Jfaap/S+0x7aEJP/Ric9rdG0N50r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\nx3GcJnGzhuM4Tgf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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t=160\n", "plt.pcolormesh(np.arange(rho.shape[-1]),deps,rho[t,:,yslice,:],vmin=rhomin,vmax=rhomax)\n", "plt.colorbar()\n", "plt.axis([0,1100,430,0])\n", "plt.title(time_origin+datetime.timedelta(seconds=times[t]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#Wave speed\n", "Now, I am ready to define the wave speed.\n", "\n", "* Density of upper layer = average above mld\n", "* Density of lower layer = average below mld" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/nsoontie/anaconda/lib/python2.7/site-packages/numpy/ma/core.py:3900: UserWarning: Warning: converting a masked element to nan.\n", " warnings.warn(\"Warning: converting a masked element to nan.\")\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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5nnenTtKhp6Ql3ypclaUyjyKTa2gGjUNPa1LH1lHuIJFBCT2lQ4suFDVRpI/i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\nwL5SMeOrqd1eqYzToaf1mWfHKRUXit4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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t = 110\n", "dinds = froude.find_mixed_depth_indices(n2_slice[t,...])\n", "\n", "c = froude.calculate_internal_wave_speed(rho[t,:,yslice,:],deps,dinds)\n", "\n", "plt.plot(c)\n", "plt.title(time_origin +datetime.timedelta(seconds=times[t]))\n", "plt.ylabel('wave speed (m/s)')\n", "plt.xlabel('x index')" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "These wave speeds seem reasonable. " ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "#Current Speed\n", "\n", "How do I describe the current speed? My idea is to just take the depth averaged value." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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pRYK7qd/fnRQHlrPnlNd4fGr6j/UWrBlE9N/2Zl0A5bVENYXNmGDGPWacb8Zm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\nBEHQPJpiI5G0t6TpwJbANZKuS8eHS7o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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t = 110\n", "\n", "u_avg = froude.depth_averaged_current(U[t,:,yslice,:],depsU)\n", "\n", "plt.plot(u_avg,label='depth averaged')\n", "plt.plot(U[t,0,yslice,:],label='surface')\n", "plt.title(time_origin +datetime.timedelta(seconds=times[t]))\n", "plt.ylabel('current (m/s)')\n", "plt.xlabel('x index')\n", "plt.legend(loc=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The depth averaged values are pretty small. Is the surface current a better choice?\n", "\n", "Griffin and Leblond use a barotropic speed. But the also use they cube root mean cubed averaged over 25 hours." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#Froude number\n", "Finally calculate the Froude number for a given time." ] }, { "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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UKHquj0JikwaZfXuFTFzfB8Oes9xxmuJC0RtkN6LnJNvSrKp5lhCEYm/gLspb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\nTLvsTxgs+vG4XpQ4MbMotqI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Ldx4X5xefzl5iZt+F0PdmZssZH+e3gpCqYrqkiYRR0/cz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\nyqZ0DwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t = 110\n", "n2_slice=n2[t,:,yslice,:]\n", "rho_slice=rho[t,:,yslice,:]\n", "u_slice=U[t,:,yslice,:]\n", "Fr, c, u_avg = froude.calculate_froude_number(n2_slice,rho_slice,u_slice,deps,depsU)\n", "\n", "plt.plot(Fr)\n", "plt.title(time_origin +datetime.timedelta(seconds=times[t]))\n", "plt.ylabel('Froude number')\n", "plt.xlabel('x index')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Mixing expected when Fr>1. At this time, this doens't happen. But this is also a neap tide. Let's look at time series, averaged over sill region." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [], "source": [ "n2_slice = n2[:,:,yslice,:]\n", "rho_slice = rho[:,:,yslice,:]\n", "u_slice = U[:,:,yslice,:]\n", "\n", "Frs,cs, u_avgs, dates = froude.froude_time_series(n2_slice,rho_slice,u_slice,deps,depsU,times,time_origin)\n", "Frs_max,cs, u_acgs, dates =froude.froude_time_series(n2_slice,rho_slice,u_slice,deps,depsU,times,time_origin,n2_thres='None')" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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+KRuOs7wtodvK1Q5SLWUD8Xlux1J2G3ALsD9wGG5W+7/gRmN+oP2iDT5IDPFC\n955G4r5cRDFStoBsF2ZoKWugKdtnNnSZutMwG5hvxgIzXsaF7VgjStPhz5cb+NHv6wDe1mCk5gzg\nXga3pmw47qMxua8L0gJ+6AcLPYmzoN5oZv80s5eAiwjcJGY2z8yWm9krwPHAbEmj/b57gG8Avwc+\nC3zYUuaQkzQURwS/ZmYr/XFn0u1G3At42MzO9C7KB4Hf4izA+HSNXI7fMbMlZjYf1yZu1exFAd4K\njDSz75jZq2b2F+APwAeDNL81s1vM7DUcQW3lPIMVA9lS1oEbPT+0nY5WMPK8XUtZTMr+BXSmfcsk\nRkvMblCu1XBxKl/GfX/K0JV14L5jA15T1vKE5GbWWWI5BiVS/Nn74Rr9Q3v41In7UhQjZS+TT8oS\nl0oDUnbCZOBOsl+MRE+WIHFhvhRsS0Su6+BIxjMZeQ3DkbrbcCE2ska1TQfugfyGohX0I71CYrKf\nirt2haHj1dwcdnNBx9dzEjuu5TkOw/u7Mlp/Ef8seTL1TZzQfhLu3hvuuV3q05/l01xoZg9lnG8S\nrt2bH2wLr9lM4C2SFgXbVvN5F8XTwfIKWnOpTKe2jACP0q2RNOqvXdsfpH70TLeL0bjnJ7cz1mSc\nslRS5kcinm3G7s0UUOLjwCVm3c9LQnTMeEliEc4C9GIz+QaYAKwwY4XUVpyyGlJmxqsSL/iyPRul\n3QU4BjeNYhaG+3KZxELK6TCPwVkyB7ymrGVSlkDSajhz/UyfnwAzs++1m/cgxEwaB2otA4n78jWK\nkbIVZJOyicAdfnkF+eb7nXBWhS0y9u8AnB+sL/NlXRBs68CZtB/AuaqySFmS7kqcCzOLlM3AucQa\nTv01gBGSsqbQBpnqKWSV50BgH2BnM3vUa80WRul/hLMmvUvSdmZ2Q0o+z+FmHFkHF8AYv5zgMeBa\nM8tyi7c1EXMTeBJYW3KzFvttM/FzDFdoiFGU5AL0Fqc89+VU4F0SE8woFA7K66j+H+4+XxrsGo1r\n16BbE5zVBjZCIvKHci1lAC/grm1MysbSWA88HNeJAPf9KYOUdQB3syprygJcAhyCY+WjcTdwQM9p\nWBZS/NlT6B3zatHRl6H7Mossxu7L1BdbYipctTZOL5Z1/7fCubwTpIn9E7L1IPkvd0zKspBYygat\npow2SFkWJM5Id0/0aey9l4CFXvf1rXCnpA/jXJ2H4HRoZ/p0NfCuvt8Cc33MsU39MQnxuRTYUNKH\nJK0uaWejJs3yAAAgAElEQVRJb/ZaNWh+tGSeu/MZokEGAf6O+5Ae68sxB2dlP6/FchRCP3qm28Vo\nHCEpQ1M2HPd8ZE1VlDxnzYxIfKMvWxzvK2m7oXH73QiJngzK1ZRBdtnGApOl3PiYISlbSJvuS6+p\nHY0Ls7RKa8oSzDCz/czsODM7PvmVkO9gRH8mZXnuyyIhMXaExXfielBZdRzjz5egDFJ2KzBd6nLr\ndMFrFybjrAuDWVOWXO8pZWTmLQMfpm80ahYtJ+tn4dx3T+B6xDfSLc5fB/g+cLCZrTCzc3HkP8ta\nfwTumj0NnOF/7oRmS3Ek/wB/rt8C36Zb+xiWKWs9ro9lpJ2LI4+LJL0v3O8HL+wN7I6z7p2C08nd\nn5FX2rlXZZRmKcORhoVkW5uS968Z8fsu/j8mZR00Qcqk3Onj6khZE+ULkUXK0gT6SXnzBmqNoFxL\n2UifX+q3R+LtUmnByHscbbsvgSsl7WZmhaJar0pI8WdPpgRS5k3f++IEzY+Y1cUFS16ipTQOifEE\nTp+TpbmKR19mmYd3hPdd4M+Z9mIk8ceWBpsbkbK8cBcdwBIzXpP4M66ROzNKM9mXfSEwUmI1M17N\nybMp9CO9QtmWsmG4tmE8ka6pzDqb2brR+oej9dOB0/3ycuDdURa/DJZrOhVmdkDOeReQ82x54rNX\nxr7jo/UzCZ47Mxsa7f9ITtrTgNOiU6wT7L8XmJNRjo9E69dQ64ZtCf3omW4XXZYyCfkZSeqQxFYE\nfmJW02EMkZCyrE5p0t69sYny7YKzhsZWorCNzB2oJTERuE1ipFmNLjdBHSkrQ1PmkbgvYyTb1sd1\nmNMQuy8zLWUSbwaONesaaJOGMb48y4m+T/7+noIbWHBLyrH9DmVYyv4GXCTpRR9vZ6mkJQ2PAiSd\nIekZSXdl7J/jYwnd7n+pcYcGENq2lEnsjtNbfQ64BkiLTdTs6Mu8kBhFR1/uBFyNe3nT6rgm8Jof\ndZkgjcA1aymDbBfmDOBJH4W6yJRTvQKJoRLfLXGetrJJWUKUB7N1scLgxigckXqJxjqjYyA3CHUR\nS9ldFLSUSYzEhUy5iHT3Zawpy8IUHNnYKGN/mZqy5dG2LCveGJwFOs9SFrsv8+r4VmCTBuVLvgVZ\n354xlDOJOgASb5PYvqz8YpRByr6Hu3AjfLyd0WZW9OP3C+BdDdJca2Zb+9832ippLyNDU9au3u6j\nwPfN2BYXSyltDrJS3Jfe/TfK5wMZL7bETHfOoRPJfjFiKxl0C/1D1JCyHOISk7JdvLYgxHScJRAa\nE1QkNvFz5hVCG3qF8cCxlGDZ8BiJEwz3OCkbiBqNdlDVd8CiUBsorb8Hrg3N0zWNw5GHl3FhKmIP\n00icVWiqVCjm1g4+/WO0pylL5AqbZexP5r2E8jVlyejLGGNxFqlGpGyFX24UEmOzBvuh21JW9+3x\n9e0AZjfTtjfAvsB7S8qrDmWQsseAe1qZdsTMroNMk3GC/jY6rCV4cjEJ50Zrp06jcYQFskWSYUT/\ndjRl44FF3tIE2ZayHYFrnBc0lWgl5Y5JWab70o9iep100tmVDsCMx3DWvDhO0wwcWYFiotlfkeEu\nKhlJOd5cUn6jcBMFV5ayChUcEiLR4L1/yzS/kPfhHw8s9C7QtDZwFI4U3Ekxsf87cQGKF9KepizR\nfG6asb9pTVlGdP1mhf7/IN/L0YylbHNgQoNvZvItqHNfeozBSTKyrlOzGEP+1IRtoQxS9jDwFx/V\n/xj/+2wJ+YITrm4r6Z+S/phMqzJQEPnvx+FejJdoLyp0+IIsBMalWIjKiugf6skgn5RdbWbXJNoG\nKTUobGFS5pfzXJhhOkh3YYaWskauAIBOnMm/ENrQ3yT3ZJsWj48xEnetShH6093brPtQDSLNUSFU\n9R2wKCjhOGehX8hrGxL3JaSTm6RNLjr90C7AVbi2NU1TlrRrjaz7k3EhKeosZZ7ErEV3+/cKIEgN\nE5McszluZpDYEtgKKWtb6O/rsBlO35rngs60lPnneQxusFdZLswBQcquxo1OSsJhlBUS4zZgbTOb\nDfwQ+F1J+fYFpuCGwGe594oisYLhRevLqddKJQ3ScmBYjtk2IWULgfEp5C7Uk0E2Kdue2qCwaXUM\nG5sEZZKy64BtozQzqCVleaLZMX5/Q1ImsV2bUxqNwblCyiRlyRymZYzurSxlFQY6ClrKSAabNLSU\n+eUsUracAqTMhQ5ibZyL73kauy8bacr+Qrr7chzwslnXt8Iyyp6UawjwM5y1PT5ns+7L+3AeoSxX\nbtGQGNNwZPLJnDRQTFN2Nc0NxMhD/yZlZjbX/5JwGHPLColhZkvNbIVfvgxYXVLqzfET9M71v6ND\n37kfMNDr68k293/krnSRsj3f2Ub+o2CvzYL1hbD77rVagT+PgfVm+xfxBXjjHvX5DZ2De4EWgbaD\nq1b69fB8E4AFwXqXLiE631TYaL3ubVe+Aju/MzwffHFbfGMTHL8UGBXl1wFHr+vXva6s/nrAWZvg\nSZlbnyPgLRIK0s8AnnTLvxqWUr8gvwMTjcBa2fcTSXwVrrkePn9UeH+buZ9w3Hbwu3uANzjRf3vP\nG/x8E/hxMvvB1Pbzm/sWN4bENc7xs9xX71NfrFf17V/lK7oOl06jS8Lxzbdlpz/r7XD5k3DmFln5\nwdmbwYnJR3glvH+H2v1nbQgnT8XpxN7QoHw7w4V3g7bHk7Jo/2g4ZZJfXwyMzclvMnADXN0pTd41\n3A8HvQfvugzSL4dtd06/Xt87CRds/EHYL/qenLcefHOt2vRfXov09nQsbLIZ/PEpfIe6/nqetCWc\nnRDlRXDl1Iz6bQ7cDX98CQ7eNWW/xw/fAPNG492X8fMMV02A457Fk7J2ny+4eB24Yq1mj/e/uXJc\nZR5ZMLO2fnTPeRn+rm7i+E7grox9UwD55W2ARzLSWbv16IkfMKd72fYHuxDsTrDZ9Wntq2A7Nc7T\nngabGqzfAvamYH0I2OtgQ/z6A2AbpOTTAbYsWL8fbKMozcfAzgjWtwW7MUozFOw1d15XX7B7wTaN\n0h0Adn607VCwM6NtXfUBOxjsnIzrcBbYwdG2J8DWDdbvBtvSL58EdkzOdd0H7EWwyzP2D/Pn/AfY\nte5+dt/f5p4L+xjY6f7ebNb+c2Y/ADsa7G9g20fPoLWQ30f9tTg375leFX5VfdvKy/quHvZvsI3B\nTgE7Mjvdb24EOx/s7Jy8fg22v1++NWxv/bZ5YB8BWx1sOdionLx+AfYpvyywV8CGBftPA/uEX34L\n2M05ef0e7D2+vd0y2rcn2GXRtodgjwNT8pkB9hzYZmA3gm0X7b8I7D3Rth3A/hptGwL2qv+/EOyA\njHJ/Fuz7fnk02PKMdJ8B+yHY1WA751yH48Hmgm0NdnvtviFz/DWe5O/NaiU8W3eBLW0/n/T3o4w4\nZZ8PltfEjUooFAtK0rm46W8mSpoPHAfO1WYuhs/7gE9KehVnpcmMPdQfYbX6jMR9OY10E+t2uOmJ\nrm6QbaIXSxCLRUfh5hVLxPlZ5vvEdZkgEfv/O9hWxH05GljmztdV37xRlSGKuC8/lVL2rPxuwo0E\nftivx0L/PFfATOBmUtyX3v17Be5avwPnSu8wswty8svDWF+em3GdjXtazCfBSNw1f5oUXZnU5PyW\n3ThAqn/npEEx9qYwqvoOSBQcgb7fWFxoijk5eRXSlJnxitQ1z26ddstrpHbBBSPGrGvux/G4aPRJ\nuYtqypJvyj04F+adwb4tcKGTQqyAS9PCT/0AF6ftHinVpVo0TlkH/lsg8QDZurLQfbkMWENiDasN\nl4Sv0y24b2bWgC9w7sRHSXVfvnYzLhTTcxJP4EKf3J2TVxGMAUZJrGnW8rykmWiblJlZHJDtekn/\nKHjsBxvsPxU4tdWytQuJ/YFtzPhcCdkl7qUsv3cH8A6J0WZ1gvikPEOpHU4M9T75Ls2ZR7OkLEQY\nzR/SSVkisgyRFn+sqdGXfjmZ/zINaaTs78BbgHMlRviyJqRyMdnxfMBZbK8nnQRuiCNrO/kGp92Y\nZ2N8eebjRmD+oo28wJGy5ThSVjMC06z5uS0l/gc3eKPDrBzdm79mbzLj/oaJK6ySkJhh1qUBbRfh\nYKdpaQm8jqoT53bcLyevkJRljb5M4nglurI0Qf1U3CjAkCwlJCgkZUU1ZYnQPyFlIXYDToq2rSAS\nzEvsAGwJHBSUJ5YIFRX6J51NcB3qHTLK3SX098Q0EfvHc3xuDszDjWhtVVPWQff36VacC7MMUrYC\nd9/Kel670LamTNL44DdR0rvoJ0E6S8A6tDGMttYPzRTcC5QnRnwKFwMlCyOA5YEVDOrForElrSgp\nSxuBGY++TJuQfAw12i4gW+jfLClbAKwmpb6QeZYycCMvnzLriuTdSPA7E/gnLg5R/PzOAu4LrvsS\noCO6v80gtpS1i4SUPUM5YTFG4whjKXHKvKVxNAOwXWjjHg9I9HF9b5HYsN1MPNlKrMd57/1U+NNK\n3LPejtA/ORd0f/jTMA5YELRJUN+pDkepv4CfkSAjv4SU3UvwnfKDfd6EF4YGWAFHvy3athFwTWDx\nKWopS5tmKSRlRS1lkCL293XeFEc400KHhMiM6A/v3oVuUlZ0dGxShroRn/7ZGoXzxvSI2L+M0Ze3\n4R7EW3Hz0R0D/FcJ+fYHdOBcYGUgHH2ZNjq1A/gpkGc9THs54gc6Jj/tWspi92XcIKVZyrJ6LGnu\ny650/uO9BkEvCtfjmpVS/rT8bgW28BNph+EwoLEroBN4BCeOXSvaNwsXByzBEtJHHhXFWNw1ux3Y\npM2RnNDdU6+zlLWI0bj4g2WNvkzyaeeaVRjE8B/hCZQTtmAE8KIZr5FPytaFF5+m8aTYRUNiQP6H\nP63NSutUJyMmX8KNPkwL2D0SF81/KfWWsh2Bm83qvhUrYHjc1oRECtIJUNp3xw/SqolrlrRr0Bwp\nSwuLsQ6w1NzUV2nWuxA1ccpqSeyEkdRbyhpCYjZuRH+MZEDBM/RXUmZmnWa2rv9tYGa7mNn1ZRSu\nH6AD6ie6LopIU9bIfTkGN5ff9lJmryDt5Ygf2DRSlvZxbZWUZbovg/q2aikbjXsRw55kVliMugbO\njOXA/bggsqGeDIppyh7B9ZpjXdn6dAfsBVffDmsvTtliM1b68mbNO1oUuZqyFtA1mXMcJqXFOifP\n84AjZW3c4wGJPqzvMJyeOA4AXQcp3R0ZIJRwNCBle99B1yjH+u+h7yiuGeSX5b5M2uW7cTORpIUO\nKkrKwjRZ5Z8MPOvbygeAdYLO3W44DWyMFfDth6JtMSkrZCnzXoOl1Fq/w7yeBoZLqWVPI2Ux6dqM\nbq1tIUuZJ+FRHNDTH6L7et6Oi+w/NM4gBW8k/duffO+yAq63jTIsZUjaVtKBkg5OfmXk2w/QAUz0\nlpd2kbgv6/RWgbn9aeBy3ACHNMSuSUgX+odpsixEaaQszX1ZpymLzOlZlrLYGlhkmqW0RushCpIy\nj8SFGVvKMhtn3+schbs/aaQszVJWhqYMynFhZmrKWsRouidgLiPmYNLgDjj3ZYVeQ0LYG5Iy4EaJ\nLXL2h+1kHilbD3jYsuM9gm8ng45iXpyyxLr1AOmyl6YsZR5Z7XfiusQL5B+mWzP7LjJJWV3ZWyJl\nHrELsyuvwMuR1nan6aLjDnNIyhpZyrokNNS7MLs0Zd7q9iwUcpFviYvdGbuO+z8pk3Q2cCIugOib\ng99gQPKSNuqZpSJFU5ZlKRuN04q9hpvqJ8uF2ZPuy+cIHjJPFKcRiC99+V6Bmmj9XaQsqG/WROOp\nlrLgwU9rtJ4isv7Ebs4Iidg/zVKW1TjPBB71DUma+zK2lJWlKQNHytp9X3qClCXR0GsayxbrnDyf\nA85SVmnKeg1jcM9wEVI2GfeOZ6EJS9l3k8DaWS7M0HUJ6braUFMG7sOf9sFO68Dmacog28KfeF4S\n3ANsKjHLl+fOlGNWwPdiq3wuKfPR/deA1FGG8QjMsLMJ2S7MIpYyH6OsvkwpCMX80ff1u9tQe82L\nujC3wFluY11Z/ydluApuZ2b/bWZHJr8S8u0PSEhZW7oyb4kR7oHJCheRPDiX43RRaeeMR1ZCMfdl\nK5qy2Tih/PPUItaVFdWU1UX09z2816HLEplGytIGIIzGzY+ZFuqhaUsZnpT55RpLmW+U1sa5NhO0\naykLtRf/oH1LWdJTfwaY0ubcqtBtacicAqVJDFhSVqHX0IELx7NannvSuwWHk//OhG1gnpZ0PXgq\nGfVYlJTVtH/+XUs6RQmy2ppcS5lva4ZRa0XKyivxvCRIdGW7AVdktI0rYPVGmrL4ezISF+YiLb+4\nbHFeWaPnw2mWoLGlrJHmL7SURd+e4SOpveZFZl0QzlK2MuW8Sdvdr0nZ3bRoSRoA6MBZW1rSlQX6\njCl0+//TCEvXQ+XN378DPpCSZZalLHZflkHKdsQFAo4Rayra0ZRBra4srdF6lu6Jd8lJl+B+XN22\nptZSthwfDyflmE66SVlsKVsHeNrflwRLKEFT5pfvBdbK0F4UxUicpfVF3P1pJy/ofobqGsMW6zwe\nMAag+7LSlPUaknbkDvKtZcnHO4+Uhe3kC8CYjI7KunDyRX45j5SF7WTsAhyOm84ojM2ZNQVRI/fl\nKOo1tbmasmD9XrpJ2eUp6X3Zj3wq2tZI6J/lukzKluq+9HiQ4payLlLmvTSb4OoEOZYy7zUZRjcp\njtyXRz1HvaWs0WCSKTgjygPUPxMDwlI2CbhX0pWSLvG/i0vItz+gA/gX7Y/ATFyXkO7ai61Nl+GC\nlMYo6r4sIyRGUVIWWvkSFNWUQe31KGopyyRlXoB6M0438ESw3ci+FonIH+o1ZbHrErIb3YbwItMR\n1M5fejstjjrz+Q2ju5Erw4WZ6b5sEeNx96KylFXIQtIxvZ3GpOwhYMO0kAUe4QjGV3HvRqzjHYZr\nlx/3m1p1X4YxyhI0Q8rC86a1kXmasth9uRUuCO6fUtJDa5qyPFIWuy9DDwAUd1/G135dXOiQMIju\nuAxi3UGt1yQ2CMTf1vk0bh+3BO4iXcs2IEjZXODdwLdwweqS32BAB25y1ZYsZYE+I3yBioSLWED6\ni5gm9F9E7cihVkdfLgHWlBjmzehvpz7ODeRYyhrEKcsiUiGBa5uUedzk/5+MtmeRsk6yLWWxyB/a\n05R14HrDYay5x2id+I+gdgaHHiVlLdZ5Ak6IPOBIWaUp6zUUtZQl0e/vxlnD0xATibQ2cB3gcT8H\nJbTovqReT5acL62dSZN6hCQoTXeb1X7H7ssHcO3Wv1MkJwlWwJkxSYpJ2QrcpA5JHRtZylpxX8ZC\n/7idCV2XicxlJemW9tgoEH17frVRtL9RvEpwerI7SX8m+j8pM7NrUn7XllG4foAyLWXJC5Tlvowf\nnLQPWNrQ5Ff9tjFBmqbdl76nkTQQWwOPm9W89Ani3lY7Ef2TtHmkbAFuFEz4rDYiZX/HDZGOe7BF\nLGUv4Bql5HqmWcqWASNh9Va0W3FvEjLM826ycn7eYAh33FNvK4Cs7432hKbsYQag+7JCryH5uBYh\nZQvJH7VcRFe7Ht3TsUFzlrKw/cuagqgV92VaG5nnvgwHYb2MI0FZrktf9tVyNWXRdwDac18+g4sb\nFntNGgn9Q5F/gqywGKGeDFxbGHx7Vh8V7S9CyhJL2cAkZQMdEiMlTkvZnoSpuJ9yNGWhpazRvJBp\n84pButAf6k3grYTEgG6rVJbrElrQlHkd12qkj+DJJWWedC6hfoRSHim7DvhGyvYsktGJt5T5Ril0\nYdZZyvwo1BXw8q05ZchC3HBBtmZiHC4Qc97ozFhk3K6lbBjwum/k6wS4bWjKHmEAWsoqTVmvIWlH\n/o3TWKbFcoTuditv1HKapSxuA9cF/hPUtx33ZTukbCEwIegMxfuLasoAfoQbvZ+FFXBQV4fQt8tr\nUGu1glq3XZp7NkHu6Evfli6g/rpmCv0lOoH/pj6kR1ZYjDRLWeDWfv9L4X6vu1WDgN1FLGXPA5NK\nGFRVh1WelOFiu3wk5eImD+N82reUNXJftmwp88jrbb0IDAkfQl/XsdSTsoT9t0TKAsR1TAsKm6CR\npQwcWQzF/rmkzIylZpyYsquugfPXJXGJJAhdmGmWMmh9BGYzpCzZtmtOfrH7JDOArMQQiZszAlsm\nCIl/2lD1VpBYygYcKavQaxiD0wa9inNdbZmRLiFJeaOWW7WUpXXYGrkv00hL3ujLmrbSB5B+Ffce\nN6Mpi92XmHGKGfelpE2Q5uVYnNIul2Upg3Rik2opk5iIs/R914w/p+RTxFLWSFOWlDvVWualOxvT\nPb1TKikzYwXwGvUhM9pGWcFjR0jKm+y5P2MWLh5JLIBMPvxPAtPzGLHEBhK71W/v0meEL1BWDK/w\nwVmCi98V35+sFyR8eGqsaYHAPXx5RuFGDL0c5bMAN5J2OyDLBV1UUxZH6s8iUY2E/uCuXagra2Qp\ny0Lay7g2zlX7WrBtPrC2v+frAf9JyesF2P+dLZQhjuUD2aRsIi4uXN2zFaAZS9k0nHVhvZz84nAC\nZcUpK9V96Udd9TgqTVmvIfx45rkwE5L0b1xg7zQXUpHBTusCDwf1zbKUjSPffZmmKcuylMUEIkHy\n/hfSlHk5wzhqA3sXwQq4KDQwpJEoqCVAafULy5anKYN070TW6Ms/ABeZ8cOUczVjKQu+r5dNowlS\nhhuY8ISXvuRZyqCHXJhlBI/dBzdi5gq/vvUAG32ZCBHjBycZ1bGExsP53wscl7M/dl9mhsSA0D1W\n5+bMs5RluS+h/iFMc12Cs0i9CxflOkcsWtfbihuamHhm6cmgsdA/KVdPkbJOamOQQbelbBruGUgr\n+xIYVzcnXQiJN6RYpQprynAv/DXAljkhM+Keeh4pS+YQbUTKkuenbE1ZmZay26TcelQYWAg/ro1I\n2SI/sOUW0l2YRXS1cWerr9yX0P3+F9WUTcBZuF6lOayAoaHbLouUFbWUdbkvvQEh7VtQc119Z0q4\nzibQ5VJ8FUe0v5xxrqw2Mk1TFlivho5IKVMeKUv0ZHVlD87Xv0kZbvTlW/AfeTO7nfxGvwuSzpD0\njKS7ctL8QNIDkv4pKWu0TTtIPlSppMwvN4pVtjHwxthPHegVQvdlyqSpqWEl0lyYaYQLans2WS92\nWL8sUrYA2Ids1yUEljL/InZZwXLilKX1ABOU7r7MQdpIpjBwbIJEU7Y+9SMvEyyB07L2IbEWztq4\nR7Qry32Z9kGYiCOINwA7Z5wqtpTlCf2TDkjaBO8JwuenbU2ZdweMwoXEGFFw3rlGeQ7FyQ7i6bBK\nR6UpKxcS+0qpEdWLWspCy1WW2L+wpaygpixsK9Pcl0VHX+aRsvEU15TVuS4LYgXs80qw3i4pC79R\no3CjwGOiGEsghvt0sct0T+BjGRIXyL4/DSxluw6nOUtZoifLOueAIGWvmFl8Y19PTVmPX+AsM6mQ\ntAewvpltABwG/Li1IuZiFq68eaTsCfJ1ZRvhrGlZ0zd0vUTBpKmNrE1pYv8i7ssiva08UjaagqTM\nl2dl/CImbtEgUGsj92UjUlaW+zJNn9FJuqVsbdLDYSRopCk72f/Hz02zmrLncVboLBdmYU0Zrj7P\nk99pKltTNg7Xq3+N+gmMW8U0nOQgDipcof/jq8AuKdvDNvBOYDNP6GOElqssUpZrKfNW59Wpdf+1\nM/qyYZwy34HNG6iVZSlLa7PiGGVFsZzaspdmKcvJK+7Yxa5LAMz4ixmvxNszyhQiU1OWElg2waC3\nlN0j6SBgNUkbSPoh8LciB5rZdaSTgwT7AGf6tH8HxkrK+uC0ilk4UV988QtZyrzFa2PgImDb2n2a\n44lJMsFzgti9lyVGjC1lWS91PFomNZZZsJ5Hygz4a8q+BCEpqyl3pEcJeyx57suilrKecl9mWcrW\nIlvkjzv/d1NHf0nsjuvpf4/65yZNU5YlYk0mhL8C2C1D1xhbyp7DaW3SLFKzgKsobikrQ1MWftRa\nHRwRY6b/73FSVmnKysyb6biOa+68kGYsw3WM0nTKdaQs5b1oNAJ9Y+ABMyyobyI278orcMmF72vs\nvkzTXKVpghNL0mvUI09T5mMi1uSVNvKyCFbAlbHHJIuU5X1PEoTtaVq7BvXEJh55WRRFLWWh+7ID\nrlqZYn1r11KW1LPfkrIjccHeXgLOxT1ER5eQLzgrw/xgPW2y6Jbh3Y1TcDehVUvZJJyl7fc4gXza\n/ueiYKFp7r0iZus8S1kyrLpIMMMsUvY4cLNZLlEOG6U0Mpkg1Io1ImWNhP5lui+LWMoS92WepewF\nGF6nKfMaslOAT/lj0yxlaXHd1vBRxkMkpOxfuHc17SNV01P3vc1FpDcW6wNX0piUJc/PYuo/CM0i\n/IimWRBGSezTZJ6d/j8OKlyhf2NP3Hci7dmMP653kB4ctsudaMYTOG1SZ5SmkaZseyLDQaBrij0Y\nyyJPQEP3pU8fa4Lz2qxM92VGXm24L4eUrSlLprDKyivu2KVaygogz1KW5b7sgNfSwnmkkjKJDtx3\nJtEa1nSWU6yd/ZOUmdlyM/uymb3J//7HzNLiUbWKuBeU5XNuBevioqkvoHVN2cY4geINwLZhT8vr\nFdJeoCLDdltxX44EXkrx6xclZdcDO6VsDxE2SjXljvQoMdlqR+jfk6Mv6yxlfnDH67hefY6l7Ki0\n0U//A9xixhW456ah+9L35NKsZRNx040Y2S7M2FIG2bqyxFLWmUO0wilqEpdjF5EK77HEahJHNxgJ\nmUvKcO6nnzcZ72emL1edpUxiXYnrm8grF6u6pkxCJcZi2gs3r2+Rj+v9pLvZ49GQafHKGmnK3o6L\nZRjXN7aMTIzOBd5TEFyTrDY5ftbz2qw892Va+Vt1X66Ad4Zz/44l/TsQtkWZpMzLVF7BfQ/y3Jex\npqxsS1lWSIwxsFvadUrzQoELWntPYM1ciYtplhghRuPmGE72P0d/ImXBPJeXSLo4Xi+pfE9QK+Zd\ni6WgcbAAACAASURBVGA+w6g88yTN9b+jQzO8cyOmrs8CHoTTxsDPtgr3w0+2oOtmHzcWLpydkd9G\n8KvFoFm4mGDrR/unwEUv17oFLh4C/71D9/qfJsBbN689/1kj8Q9OkN9oYFlcHzhsJlzSiX+B6vf/\naDycHsT9+dlWrs619THDzFiRc70AVsKZ6/v1McALaenhD6Lr5fjJFvCzcRn5LYXfrSOtsSPeyldf\n/g/OhD92dq9fNhXev1FGfnnri4FxybonE1Ng1Kz68l/2PF7on16/H07Cu+KC/EYDR8L2F/j0TwAz\nouPHwtEzU863Et8QBuknAgvc8tz5+HhlUX4j4UeTa6/X716CY3YJ85e22Bv3vs+HK5fBju/NuF6j\n4Ofjat06e+6ecT2/B3wf3n1AzvWfAOet5te9K6Zm/yS4ZhLsc2DG8XXrcPZb4XcP4klZtH8WXP0m\naWjm8dV6U+s/hhO+3n5+03bFxT88Gy5Zr3b/qJ3hL8PxnQu376SR+I5w8H4NBTpg+FbB8XfAz/au\nfT6uGgtbB+3dIbPg0rVdXgyBq+bA9l0d16C8C4HxwfpGwP1hfdwH+epXYXLyfo2Cb6+d8j6/QtB+\nw+FzCEIH1Zb3O5PgvE3xndf6/X98GQ4Kwu+cMxv+N9DIFb4fLwLDpDV29OtjgcX153vvenB54pEa\nBV9YNyf/xbDD7vDNt2bUbyH8Lrzfw+Hi1QqWN7ie+86ivn0EGANHheVbDpdO8eup3yc4aRL8ctOU\n820J3JWsd3eWd9gzI78FwMSi19//5spxlXlkwfyXuNkfbuLTOcD/AecDe+M0YOcCJzeRTydwV8a+\nPYA/+uW3AjdlpLPW6mCfBjsF7CiwU6J9/wv2eb+8LVjGue1EsC/45fPADq29RnYI2FnRMVeAvStY\nfxFseJTmm2BfCdaHgr0ONiSlDBuCPQC2AdhDZgZzWYO5DPX7PwH2kyD9qWBHtnjNDgP7mV8+AOz8\nsL5Buj+D7eyX/19yjVLyexvYTWAdYEsz0kwFezZYfxxsrRbKPhXsmWB9NtgDGWmvAFsMpoz9H4ez\nL422bQR2f7BeVyew28DekJLfX8HmRNv+DbaxXx4HtgRsWJTmlPhegp0Bdni0bRuw2/zydWDvyKjX\nt8G+FJX3TfE9Bvsk2L/8/p1yrvnRYP/nl88FOzDafySYhe9Ngft4Bdh3wa5N2fdhn9+kVp7v+vy6\nn+lV4RfX17/H/9t+vraHf8Y3jN85sPFgi6Nt7wb7fUq6RdG2Q8DOjra9HL4nYOuBPeyXN0vayLi+\nYNeA7RisfwHspJS6LAIb75d/C/belDQ3gG0frO8GdmXGtdkb7FKwm8HekrL/WrBdgvVLwPZt7T78\n+UWwkT6fX8Xvo98+GWyBX/4r2A459/VesE39e3xKyv43gN0erO8CdlULz89EsOdTtt8etqdg64M9\n2H1dL7wx5ZgPgp2bsv1/4+8U2N1gW/jlLcDuDvbNAbsmp8xrgc3K3o+lbW/ZUmZ+nktgezP7gJld\nYmYXm9kHcebhhpB0Ls63v5Gk+ZI+KulwSYf7c/wR+I+kB4HTcNMvlIkk5EFaNOeimrKNoSuK8g1E\nYn/S3Zddrj2vIxpC/RREsYl1BM50mjayNdQkJObvU4GDg7yKhMQogmY0ZUXcl4nQP8+8vwAYF7jc\n2nJfBq6H9wBZVt35wENmme7yJbB6rCmbSq1bYSnO/B2K29M0ZZCumUg0ZZjT+d1DvW4xbfRXWrRz\nbxUGnGYiS1eWJpKOg1e+ExeXby8azw3byH2ZiJbT9JhZmImrY5rQf5r/X6eJ/CpkYzrpWsYaSHSk\naCJD7AVcgnue4+c8LSRQmmQkHgkJLv7dukE51sBJXsLA2KH7r8t1mYLYRVYzMXaAcARmnvsydDm2\npCnzuAI4IFhv1X0JvB6O/M9zOY4NNFRZmjLormdR92WrQv9FOP3a0Gh7nqZsDLyaVvYsoX/adQ3L\nH7fdjTRlXwN+kLM/FWUI/UdI6mrgJa1HfXT8VJjZB81supmtYWZrm9kZZnaamZ0WpDnCzNY3s9lm\ndlsJ5Q2RCLnTgmSGL9FTwJQMHc5GOE0ZOFLW9XGxbk1ZfKNjwrIk5eMfv9RF4sWMoZv8zAISE+3j\nuFFKiS6rHVJWVFMWC/0bhcTITGPB/JfBnKR5DUUqzIl5Dbriyb0P+E1G8sfJFvmDi+j/UrSt5l77\nexoT+iLiWnw4gDHU3qd7qdfZpGnKbsJZlkOEMdceSsknQaxriTos9hBufr0PmPEQjcPFNBp9ORk3\nSCbuzKTCE+qZuMChaUL/UkmZreKaMhwx2rjAob8HPpK2w9+zvXAR25PBI2G4i7TO3VPUk7JYTwZu\nkE5nsJ42pVs4grGGlFm+pmxzsklZGBaopzVlPwX2k7o6Ia2OvgTe+QINSJlvb5fhyt+IlCUEp0eF\n/tatb43JVHxdwwnJx8AHHkjJLmtu6Uk4nViI8JmIn9NMUuaf+V2BnaRUDWUmyiBlnwH+IulaSdfi\nYlyVNfqyp5FYD3JJmTlB42KinrnvGa5N92iNO4F1pJq8skhZKG5Ps5zEbD5PcJk8sGsFaWbQbQ25\nATgb+LOfliRL4FkEmSExIoRC/yKjLxtZv5IRmKPIthgWgdeVsTHunt+Uke4iXGOYhSXUW33S7vUT\ndGljENn3Ow4gG8b3SvAs9dahNIJ6FzBTqilfOJI0z1IWj1yLY5XtAVxm1jUN1xPkj4guYim7Cvfe\nFImJNhlX3/m4nnMcy2qaP9/M+MBW4OcL3b6MvAYa/KTgw3D3JtMKJrEdTsqybkaSLXGWq/v8exs/\nU2lxGp/GTfgcWkbSLGVP4ELAJB2trNGQy3HtUCFLmT/vxriOUIywY5o1YXfs6chrK/NCYmDGAuDX\nwOG+DWl19CXUWvmyiFRYpiKkLDEIpOW1BBc0OhkM1KrQPylTODuAqH92VuAGYmTNMJCUuSgpC88Z\n38Pn6Y56EGN9XCy8P+A8MjUIYnjWoYzRl5cDGwKfBo4CNjSzeIb3fgf/0s3Emb/TgmTGJCHNnD4L\neNSTtuTlvxl4mzvH54/FseX4wx+ZWDMfnPClzormn+B5X5+lOl4iIGW+1/g14FLgT7iPaOmkrFZM\nWdh9mRDUrOuQIBmB2arrMkESs+i9wG+zyJ0Z/zTjqpx8lrgBBzVII2XhCMzUYLsesftyot8WIouU\n1XwUfP63UTsqLXRfNmMpizosv3o3cGOwvxlLWRYpexL33sTWvTR0Ao94srqQ+p7qVODvlOa+POII\n3IjBfgOJd0h8sWfyrnmHp+Esxo+RH0bly7jYhlnXfC/gD4H1KnZh1hEWc6FdFlNrDY2j6ycd0seD\nc+eNYJyNI5ld1pOovqFVZF3gWUufYi0kNllW+2bcl4tw1yDPA/ADnHxnPGBmzXsKHC4dQjFSlljv\n2nJf+nsetiHtkrLwuRkOvGZGl8fCPw8v+n0dbpBbHZohZZmWMv+MLid9JOeuuPBD51Lrek64R5Yx\noJS5Lw8B9sc98FsBH5B0cP5RvYM8NoqzcC0wYyWN3ZeQ/vFJwmGEuAHYTmJX2PVLwL5m3B+liQlL\nWg+qGfcldFsHkqjpawCzPEFLXo4v46wSTZMyHa+9dLy2obilrFDwWE9oX8e9EFnEDboDyLZLypIX\n8r3AhW3kswSGjoy2TcH18EOEz02WngzqG5wJ1E84nEbKsnrqsQszdF+2oSkbtwmO9CR4nHxSlsxK\nANnuy2dx2tIiurIwhEkcVBgckSiRlG21Dc5tnhZdvhAk3iTx/nLKAzi94K4l5peF6TjCfB8ZLkyJ\nrXDt/glkX/O9cRaDBM9TS6az2sAn6XZHQ7qlDGp1ZVnt5GJfjutydKLhBzhLTwYluy99J2oprsOW\nFlwWM+4G7gaOoHUrGfBaEU0ZdN+jNHlEiMR4kNe2xaRsRRMFDhG7l7Oem+TbMwZeLBynjObdl5Dt\nwtwFZwC5DDcFYxj0/kDqNeRdKMN9+Wb/exMuKN9caDoYZOmQmIUTIWchdOcswrm04vkoG1nKNqJb\n5J/gb7iLfjbsspdZjVUhQejaK2opy4rmnyAhZctwpOshXKDGro+4b4yOxc2j2KxQ9Aic6yrsJdaU\nPUVTFpKyPCK1FPdhL+K+LIOUvcGfr514Vktg19ilEwv9oZ6UNXIXJOgS+QcoZCnz+DuelEmM9OdO\nwsk8C6wZuTcTZGrK3PQ0u0+kexoSKMdS9izpg2TS0El3sN+065GQslLcl/CxTXDC8aZ0IRF2B04o\nMd7XWvTQQIboHZ6O03bdR7bY/8u40Cj3p5XJWwW2pvZdiz9kWZ27WFeWpikDR8o6/XKepWxvItdl\njqYsj5TF7sssElhUU5acO699Bzd12zG0Rcr2eQrnThwGrEa21ep53HP2UhZR9GikKYPa69qq0D8p\nU2xhTbumSVT/MfDZW1L2rwSGhnNV+zZS1LelTZMy76qdA1zljT5/wOmXE8nT1yHb0l2G+/IIMzvS\n/z6O++CNbnRcL+CdwLo5Pdwud443f75CzezyLVvKbsRd1/eZcUPGuWP3ZWFLmY7XV3S8G50aoct9\n6cv5BI6Y1VhE/Kjbq3N6i3Xw1rY34z54zVjKikT0h2KkrCz35WLgv4DfNWhsGmEpMCoa/JGrKaOY\nuyBBFimLpxnLcnncBLzFE4H1gIcTV62/9/8h3YWZpyl7M3Bb5H59Gpic855lkjLfQCUTBt8EvKlB\nIFqotZTVkDLfsK6O13Y2yKchfO92Pdw73s6UTuvgSM3mjRIWxFrA2m3OtFAEiaXs36RYyiQ2wn18\nTvPppqTcv7VxbsDQMpDmvkx7p9MsZWkW/kfotpRlyTwW4e5B3hRy4Qc4S+QPtbqlLMtP3H7ntZXg\n2u9GpOwy3PvW4shLoLtTPQanWc36DjyPe24buUkbjb6E2sFC7bgvm7WUpX4rfJ1j0pzMvBNfj1Ys\nZdvg2tuEPJ9HtwvzMOBes+znsCde6hVkCz57EztClygyDaGlDAITa5cg++jOKTq+S3MQflwT1FnK\nzHgB6DTjr5FeIURRoX9sKVsG7AD8UMdr5yj9QtxLlEvKWsR6uAczl5RF9S0a0T9JO53es5RtRXuu\nS69d+PNL1BL5RpqyImLfBGmk7BkKWsrMTUHzIu7eha7LBFm6sjxN2VvgjJrgzV5X8RwpMwh4K8lo\nuuscuy8n4T7YZsZi3Md1K/LRSbelLHZfTsNZV57GDekfTnvYBS68C3cP2yVld0NpLsy1cPKE0uf+\njN7hRu7LLwKnmHVNRfQ09R3X9ah/9oq6L2NLWVH3ZZalbAnd8xoCuZqyRu7LEf63MkOX2szoSyhA\nyvx5vkOtpbpJnD+K/Aj8YXmKkLLQfZmVX9ixK1NTlkXmA/flEVlcJHZhprkuoTVSlujJEvwJ2ERi\nE9yML1/OKBNQjqYsjOR/Ka5XdVG7+bZXJoQjZc+SPT1S/KEKPz5rAq8y9tE9ce4+iKbMUfdE5LGl\njKzeh47XaB2v9Sgg9Pc9S6WMKpoKfB44x+eVYKEv9zKaIGU6XofreO2SlwZnIXnSn7spTZn/MK9J\nvi4hKXMjUlaW0H8RcE0beXj8f/bOO86uqmr/35VMejLJpJNeSSOhN2mhGAEpghQVRRRfQMXyQ7G9\n6s1FBfVVUYoQUUGlI70HwQCBhIQWEkIgbTIpE9Inkz7JrN8fa++55557zrl3kkkRz/P5zCeZueee\ns0/b+9nPetbaOxpMnoGsqKYKXwa9WB6rMH9TMCMtzlMGuRBm0OTvEecrS/KUHQWVUZaAuBBmJ6zc\ni1ckwwNVd/I7wlcpHsKMVcpwpMwNXkvIXw1kZ3AqVE6POE5j0Q/4LXBBE4Uw+2DP2e6uxbYfAVIm\n+Yt1d8BCMjcFtq+KaFN48gulhy9L9ZRVkh++jAsnvlpEHV+D2VjKgKHE2198+LKUMkUepYQvi/Zr\nqvxVlf8ttl08tntPWTFS5u0wSf025GpgJo0FQWKzJ5SyQPhybVz7dycp834yoME3/QhWp+95VWbE\ntAloGqXst+7nN8C1wPGq+v0m2O+uYCR2Y6aT/1IHEe4sghKrf4F6YQkMUKiUdQe2u3TlSETU/LkE\n81+EVaS4hzn44PjOpieW0fFz4DHJilfc/ADuS2MswQbiYkrZBUSk7IZwOPZA7UdC8dgYT1kpJSz2\nZPjyQ+BBp/DsIsatIqf8lAPbVAtCGdVYeK85JUj8gYGvQClzakQNubT9FkBzyGUfheDN/iUpZb7s\nQTCbKdSuI+Gav0YcJ46UhQfRKFIW9Mfk1fkLw7VhAPlG/yBZ6kku0SKKIJQMF5oaB9+9kV0gZa7N\n/bB6eK1JCGGKLc4eN4n027TA3oNp7AZSFuEpW6bKaqykRTDqcDIwVTXv/saRsgWhvxXNvnRojKes\nmFL2NlZWIg8xnrLBGLmPG9B9H1hsse5w+HKXlLKmwUXzKV0p8x7lJNRg92ibr0IQgaYy+scqZZIV\nkax4chRQyu56PmZfYdIcniB6NIqUme+W0RT6le/FrudPYtrTgKbwlE3CZlLl2IWPGyD2JE7E6qVV\nE0HKXEc5GJgvWdlPsjKb/AfHD/z7Ab3czV6KedR8TaZIlawIjiBXSyxPKZOsdJOshI3jwQenPS02\nbsReptVYxf4pGBmGXGfV2PDlARQu6BuGJ2U9OP/8rUArN2glEUofoi0WuvRt3lPhy5uBr+/C94MI\nhuOiTP4+vLcWa3tsR+g6tM3k7ndU+BLyCUI7YEOCL2QqcCSlK2VR3j8fehiImX6XRBwnrlZZWO3z\nRTw98QyTslexzOU4NakzUOcsAlC4UL0PX4IRt10hLQcDa1SpZNeUsi7YdavFQuYXJGx7OXB9kf31\ndO1ZQJHzE6G7yC4lPPjwJRT6yk7DPE5BRJGyUsKXSZ6ycPgyylO2HOjgPIWRSpkqt6sSNaEIYiMW\nFj6E+NAl5MKXSSp1VPhyVz1lTQHf9lJIWW9KC1/2J/nc9oRSdjzwlPt/oqfMIUopi0qgKIWUBfug\nEzFFNpxd+TxwgGrBBKUATRG+vAALk5yPdTjTRKQp0793BifSbvlkzriiD9Hhy24Ys1+LFRMcQaua\n9UQrZduAMaqsxLImpopwKNGZl3mI8JQdTo6UhT1lt1FYrDQ422pPt3cBVmlGd2hGFQsd+CWt/OBX\ncvhSstIde0lGRRBCv43PnnoVqGXUP7tgxLsLdg0bFCcRGStZuV6y8kVyamAxkz/u8zL2QPhSle0J\nM7pG4mFPTCE6dOnhlaRSzL6+AyiVlCWFF97ESPdISvOURakM67FO/FjgtRifZFxZjDylzF337eSU\n1jApm48Z9eOyOfuT85NBTPjS/b+KRmRginCDCMcH/vQJ4Fl3vrtCyvq5tgDcD5yfQDoPwWo+JsGr\n4LFKoAijRfgLdq3+WKyBIrTwhXv9/XVtDJKyBl+Z++x0coOgx86GL5M8ZUXDl25SsghTUYtlqech\n+Dy7/azB+tQkUubDl0l1xRobvlzCrhn4S8SE7pROyppTGikrL7KvYBSqLbBZstIp4NcuFUmesjFY\nRAByVf07QPuDE9pdSvhyA5ap3pLSwpdhPxnQkGBXkojTFOHLHwOHq+rFqnoxRjyKSnS7C07BGcsX\nT27NIX8+BeqjwpfBcI6Rmu7v1pEbEINK2UvYDUeV3wDfAJ7BlhQpWSmTrHTEOtQKer61lUJP2UDg\nbMnKeYGv5StlPd5pQf6L+wEwSLLSgmilrBroEAhxhjEKmIGpKGNithkBVGtG15LrJDdjM/b8B/Rg\nhmOrORxObrZSrByGbzNFtluFvdgVJexvD2H7JkonZb0orSP0nU5U8VjIJwhJM3VcKPU97F4tCn28\nCOgTypYrUBlc2Hk90UWQPUoNX0K+gpBHytygOJ94MjUgdB7h8GWYlJWklIlwBHAh8KBIwyTnVOw9\nh6YjZdOxEObomG0PBoYW8Z0lkjIRfoGtlbgAu2dDkxrnwur3YZaIIDpgRUr9uxk0+4/CstXD/V9e\nmwIRiZ0NX/rM3uZuX3FKGeTKYpQyCUxCKaSslPDlBixDs4WUtjTc7eT8y7sR20r1lAUn+Unw9y1p\nX1FG/1NIXjElCsEVFwR7tv3xRwIVbpz1Np8tsDHOQ1gSKQsQ9Tjf3CpsxYvLRHgeE6Yea+R55aEp\nSJmQfzKr3d/2FsYAq+g++1Sa7Sij4+KoDj4YzjkWqKX7TMhTyuq9UvYMOV8ZqjyMddj9MJ9CLEJ+\nhUPd9ss55QcdKPSU9cPqm90sWfHqXkgpe68lgeKkmtHN2Ex2EH7w61S52Z3HCqemxZU+AFNRZmGD\nRVwI8wj3OeRI2SZCpEyy0oyz+TKW5OG9CF5CzuskJSutJSsXSFZGuD/5Fz+WbAXWvxyQtN2exfnz\naZxS1hhSFlU8FvLLYhRTysCI1KKwOuh+rybfDB83oK3BlKPXYtaCbAwpC4Z8o9bwW0L8sk1RSllT\nhC+vxvywn8OI2WkYQXrRnW+TkDLXwf+TiCxMF3obQKF3K4xiStnZwCdV+QX23vaLK1fiBrab3T4P\ntDY23N+gSgb5tcpOw5baCofNw23y/Wn4GYgKXxaQMveM1rhtffX2uNBXJTaxLVZkO3SMgud5Dcnl\nMCA/fBm39J2Se9Y7AJuSkgxUqY9Z6aOJ8Y2ZNC0p24Sp38WUsjAp6wcMlaxErV+b1KYuTrW6DXtm\n73af+XWe/djTC1ifsHZtqUqZb3837H6Hx54q7Lk7GfcuqeZWjNgZNAUpewaT+S8RkS9hknbYa7An\ncSLli18FxlLXejGdFkVlYA0CFjhWPRSYSLfZzQmSsnYrN2OLV08mpCKp8gZ285+jdByOdZJL6P9y\nZ6yAn63P1e+lHZiX4WngFuCvrjZYvtG/YkEbCivGv4fNYO0lOuLGdsByzajvAJJCmKWQMt9uSFbK\nvgjswBIQgqSsYaCXrOwvWbkeW7fwt5iHBkJKmWTl/0lWwissgA2Og9lnSFne+pdR1fw9fOZuSaTM\nDaJxIYFgWYxSFmZ/FQpWlPAI+8riSJn3W74Rs584ItUopazIvqBQKVtHrhAmFBr9i4YvRRiC1dr6\niyrPAV/ATPlTAkkbTaWUgYUwo3xlY7B3eQ7J6lYsKXODVUPRbJewsZz46/BT7P0+BfOJBgfIKFLm\nlbKo0CWuTf0DSt9gYEEEeVtH/qLkSSZ47ytLUsmgaZWyepKtKcHsy1Kq3Rfzk+1WSFY6SlaedmPK\nRkojZbXQsDA5kpX2kpUDwxsFan6VGr70pMyPy6UUjPaowfq8f2Ek6RhX+geMlL1FLmO0l9seyUpL\nyUqY64QTMeKM/r79/Ykg1qpUqdJJlQtVeShh0lAydomUiYgAN2LFA8dgsvwEVd0DMmwsTuLj39sG\nPEd92Ww6LCuon4QjZVhm2uvAAjrPa0WQlHV5fwfWIcwCRkhW8mabzpuUWIA15L/JkbIWm3uRW5+r\nIwff0Q6ocsrWL7AO6ArC4cvyJW2JJmUjsIdMGfhCObnK7bAHSJkjt9fyCHdgM9b+AWWmC7kOdyL2\noh/pzs8rZQ2kzHUcP8PCSWGsxF7mfYSU/amCIkZ/h8Z4yrrgBqCYmXVjPGVgoanPx3w2j3wCEOfH\nWQvMVGVjjKdsKdA7IuxWCikLd4QlK2Xu/QsabYNK2WIsPFusj/sOMMGvJajKs5gS9AtoeIebkpRN\nx2qoDQhtdzA2qMylNFK2AiM2wVpsQzFVNGgynkfOa9MAEb6IEdDTVVmP9QMHBO5vmJRVAvu5grqH\nYolUYVgflLu/USZ/vz5hcBWVJIuD73PiymEE29dopSzieV4DzC8yuPrwZbFJkX/WdzU5aVdxCRbd\n6QHjB2CkrIIEIhUI2/nzuxCYLlk5O2LzmqR9URi+3ESudl8pS6sF27QUy9I+x4fWndpWhkUFBpDz\nVde4+3sNuYQ4j1KN/mDXYaD7DpKVnoFoVpOjKZSyp1T1QVW9yv2UXKNMRE4VkTkiMldECspoiMhY\nEakRkbfcz4+T90cZcBwjHh4J3E2LzfNoX90xVNcJcqTsWEwJW0rHxf5BBSin6xzBvFQbsU6wmAG3\nGHKkLN/sX06/lzvhQxwZrQMyWA2g/PBlu5UdKCRlc4DhrqP7Aj1nlETKHPnxMv1MYKBkpX1om1bk\nZiAQr5RlgCd4m/exF7CZZKUTuazKWslKO0xN+r5mdIFrd5iU1WIvazviSVkzcoraqZKV8ojt9hC2\nbmT3eMriTP7QCE8ZNEwe4vY1i/wSDUnV0F+L+Ls/xgbMYxReTy6q1lop4cs4o/8ACr1xK4BuzhtX\ngSN5TuVaTwKZEqE7Vmn7xtD5vKjKi4E/1QItdrIYbR4pcwPLC1i4I4hDsMSMkkhZTC02P8kKIm5/\nlwJfV214ZmeS73XzSyz5dm/H+pKvYtllBWUN3LkFFcook79HcG3FrQklaoJKWRIp82UxmkIpSwpd\nQgnhSwfffzeKlLnyDk2ytqlTiL6GXZOBsMUXvC7WF4HdI39+IzEFeYJkCxL51pE82QwScL/MUl+s\nTETJpMxhmCo/DJVYGgnMJqeWNpAy9/nBwGVuTAq2OTF8GYjWrME4g9/f1exG3/wukTJVVeANETmi\nsd8VkeZY9uCp2EX9rEiDxyiIF1X1YPfz8yK7PZjyquWUbR0FPEWzHYuomL+FwkWLPSk7DiNlS2i3\noiNBUtZ5XjNyM8V3CPjKSoWPZ7ssx3Js1homZR3otKgr+bPpeeSYeU4pa1XTiXilDFXuQtSb/D3m\nEzFTdm3YpBldpRndhnXmh4S2ORD4QDPqO+AgKdsPqHHk7svAeFWd5NQ+nwnlY/u1+KV+Mupfpkqg\nqyOCtVjHvBUzEU8GDpKshJM0/ADuO7i/YbOgREhWvhqoYdOE+MZblEbKGhW+JJrMeDRWKUtCFCmL\nGtBewoofRnlwPKJ8ZbFKmeugo3wcxZSyKFLWHbv+K0PqYrEQ5pXA/QFiUgBVneTIRti/hggX8Lrd\n4QAAIABJREFUiTAhYf9QqJSBhV/CpMwrZZHKVgBeKYPCEGYUKSvYn7v2o8lNtnDfG53gKQObSH2N\nZHtKsE1RJn8Pn7VWTD32fU4FpYUvd9VTNgfyCHkUSikeC7n+u9g5hjEceDohQasxOBmLyjwNDIRf\nvkYufJl0PaGQlN2DeUtvkKx8LrBdYvhS85cxDHrKHsD6+cjM/5h9RS3k7UlZJblxpys5T9kwLKHt\nf0Jt7gTgJltlgXNFsvIpchNRr5T5ezgci/bsFjSFUnYUMEVEFojITPfzTtFvmYF8nqpWqmodxpqj\npNHGJA0czzG/WQk8phndAlTReX4dgbIY7gZ04YLzVmCLqE8BltCy1mf2AZRTsbAVuU5pBvHZiUhW\nWkhWOsd9jqlkrzvC4gedWmwg2ULzuj7kd9xVQG9abKwlqJS12FxBjFLmyBHkd9oQH74cRX4HHhXC\nDIYuodDov96dw3bNaJAIVpLzle3nthtCoFaW87zNxR7wWnJEayTmXXoC+HSoPX4AX+9IVlvgc5KV\n+IKcWWmLFez9RNw2u4Cg6lOq0b9YPZ/GKGWleMqS4EJWDe9YJClT5WbVhkzEOESRqaTwZXvMuB0m\nlZGkTGzx9LKI/fkMzGDo0iPW7C9CW0z1+W3U5xGICmEeBVwmwikxx2iF3ctwu54HTvbX3XnBRmCT\nv1ilzCn+vso+7CQpI7fQdFClnEk+QY8jZd2I9pN5BK95ZPjSwWdgFiuqWqpSthrz5fpJIDszEVPl\nT6r8vshmpWRfws6HL8dgY3OjxY4IXImJHz7hq9Q6ZWD3yJ/fCGC2ZnQG5kG81dlWoHj4EnJm/zaM\num8HNtbOx56pQxtzQhEIkzLfp9S4/r8HVhXgm65SAeQrZVHrXv4/YIj7fpiUDQNGu8+aHDtNykTE\nv3ifwG72ScCZ7uesEnbRG/N9eESFLRT4mIjMEJGnRGQkyTiQkQ/0JpfeXUWnRZBf66Y/UMXIBw8C\n5mpGa4CllG3pTpCUlS9pQ64zLaaU/RB4NkCMgDy/QjCDMaiU+Sr2+SGOjG4FVjJ4oq8CD9CBZnVd\nCZEyzehqrG6YP8ewUrYIK4DbMtTmcAceRcqC7Ybo8OUwXGp84HwXkU/KagmRMgefpLCBXKfl15y7\nj8IQpidltdiLOBMYj60FGkfeT8TKEBwV8/ku4Hv9yak+SaRsDdaJ18fM9DxKDV82JvsyFm5Q3k7u\n2Sla4ylhPddGKWVEhy7BnrGeEZaDAZhfKuzj9ArWfhROWJLKYpyJLa4elwQB5J1vFCkbBPwZuDmQ\nbBBEb6wiftgcXIk9854EjQQqHUGdCwyJKYvRHSto6/2apZCyKJI3mtAakO57o0Ranuh+jyJl72N+\nq6TssrBSVix8WcwEX5KnzD0XCzHC4YnEm5KVuDpVQOLznARPbIq9fzsVvsTGmi0UMcG7MOdxCZ8P\nwCw6d9MQ3v3sSBJIWYhofA943EUzerh9oBl9F+uj/Zh4B27ZOslKK8nKMAqRI2XjvtMFWOYm5q+S\ntIpHVnpJVj4T97lDlFIGUMODfBaYrxmdjj2LvuRUkJTl9UWSlYOwd/t9bHxrIGVO1etDdGSpSbAr\nStmjAKpaCfzOKV4NPyV8P9Ek7/Am0FdVD8R8H48kbt119qG0Xd0Rm4kCVNFhWUvySVnYTwawHKnv\nTLNtPu5dTruV7cgPX0YqZY4MXOz2OzamZUHFKUjKfIZIVIhjIQNfaIcN+rZ+pNTHZfgFM6PySJkL\nTS6jMIyTSMpc0dijiSRl9ZGkLIAgKfMz1zhSNgIbOP7h/uZfsIlYUdvgQL8CWwC4LrDdBOzliquU\nfgb2rO4GubnW1ykrx5bciuyg3YCxjNI8HMVI2XrM35SX/RWYATYWwRBmnKesFJRKyry6GEnKHOFY\nQ2FZiKEQSQY8WepJoSKVFL78DKbOl4ooUjYY+D32/l0d8Z2o99ojGML0oUuc6X4j0cvDhVXwBgLk\nnoc+RK/c0D9UFmMMoUWtXSHt9TDWX/coUvY4ZhpPQhVWhqMVdr2iVoCA0sOXpSplkEsC2ejM331p\nXHZfIiQrn3Me1saGL3dGKbuP4m0fBbzkSEQUrgD+7nzRjpStj61TJlk5AljhfbqqzHXP43DMxhKc\nXLxNQxkVHg8URv0sME2yEn7v1mLvdD0dl+5HTpBJXFoNuA74Q8KkG3JjwSqgNf1f9NxiPV3oS258\n+h1wVURlg7CN4ltYeYt33L7XkJs8DMHGt8nsphBmU4QvIb4OVhKWkm9S7UvoBVbVWlXzM6nq00AL\nkegwoUjzv9Hmm8N5dEcl47nSzYCW03JDS5rfcGxgRjQI/rGF2XwKT8rGcywLqKFDdR3QHh7tx9IV\nuXBIlv4soJNkpYsdS8YG9ncUc2nJZP4CfD/4uapOkqwI8/kYtzd0istZSA/knjZ4pWwe+3NXrhMW\nkbHMYjP7vdkR6ASDxtH8ya2YmXl96PjwDuuY0qBO9uYu+uR9Poc1TMytbykiY/mAo3GkTETG8nN6\nAt0kK11EZCxvcY+7R+80nE9GNwA7aDWhK0yqwJOyadT58wVgEu14l8MwMtYTftqPORyGGzAC7Xek\nTA4AedG9LCO5mQrG8zGMTJ0f2H4lUCsiY3mbccC7mtEdPMFfmM+NPlHBb+/2dwYP8yQLGC1ZaR1x\n/3bh91smAeVw9pnwzPqk7eGxDfjsnfj9u4r+tx8EN3WM2p8RvIk1cMqZuJm6tJFTWMAqyUrPnTif\nWXDD2e73Dv76yjj5P59xnH98nRR9fr/1pMBt3+YkbEBaF9q+Bu4eBv97Eo6UFTzPPFEDl56Vv/8/\njsOV9ghtvxLuHg0Tjsa9r4HPFwH9Cts75HR4/uNYTb3E6+PPF/7qSUbw/AYAC+CUu+FfV4tYPxj4\nfj+gKvp6ja+mgZT97Qy4MUBMHlsB3zg/uL37fh9gSeD3Kn9+cMnngQ9U2R56XrbY83JqoCj1fSfD\nddsi9j8TJm4UaT4WXugdvp6qrFVlcpHnqQoeOwA+dQGwONye3PnfVE5D+PKBlgn7q4aJA+HOUTgP\nVMLxFwIbQY7nGb7gPj6qlPtb9H3pIqcDfwWOgWMPhIk+BL8h4ftOFf7TGJepHb//4PM/nyN4jNeA\noyQrzRK2PxGoZSa/LPi8nYzDvL5/FJGx3EV3YBA8+W94vju80BxT42z7NnIKpvru4Bm+kteelziH\nWblJooiM5VU2AQdFtP8I5rKGOTzqJvbufv+zGTbebeZlxjGrYTnGV5jPCdKs8PwkK6OAU5lPGfdw\nUdT1kqxUsIBysgx29qBKyr5xnBPuahhLPW+wyW3/BNCJJ7kSmh+OTW5bwrXHwb3N3P56sIDzuIXZ\nNIxP3+3TsD8YxmxW8hLrcaSs1P7W/YwXkTtE5A5iEFlUcA/hdWCoiAzAZkMXYiy7ASLSA1ihqiqW\nTCCqGjNb2vErTjj10wyp/7XO0Psa9vHDjuvoeVQLXdJg6BxEs8+8wsiLv4+xdBx5WkCnyoHU9K+A\ns+sZXtfStQut10mSlbexGcy/Q+bQLzCUCQzlN1jts4NCn/dnMJsZzD/BsislKyvpeuCHrKQ3zepq\nGEJnhvCg/4Jrz0msr3Sd1oK36ThvA7BRM6pkCO4fxvBvrLK/LY1yEQ+5wrKG4bzO8ICKM56XsQ5+\ntj8egGTlTeAwxjPYnevRmtEdoeNV03PkChadAP4hPYLb9MnAOY/laeB0HmAx0AyumcLwn12KI2WB\n440GRgR+7wfU6gp9wv3eGsio6u8BRBgGrHLX5ycN7Z+uN0lWjgR+APw4sL8DgW2cw5+xWePBwJSw\nuTew/QjM5xj5ecH2Qj+gHB5dRF6phsLtRZiNDeJJ++sIdIEvbcYWnI7cH4xbDOMWYMrsBn5AtbWD\nC4E/lNp+h1nwzaNUvzlJhG8AtYznLazkwQPAtFL2J0IH7Br73zsDtZa1l7d9DXxuM0bIVkSf3xnv\nwRmBSv86yZVw+CBi+xXwuXoshF8d/FyEw4B+hfuf1wV4QdVIconndximxvnf+wGrrXTCv+5zJS5u\nAM4IHP/HQFXM/t4F5lnW6Bd7YDNzh7PegLM2BLd3+/sGsCTw+3B/fmJrXM6Kvp7jZsG4QL95YU8C\ni3MH9nc6MBp23IIp0htLvT6BX6vgrE5w1mpc6DLm/AdhiVYd4fz5wW1C2y+HcR2hQUFNen8OBmpd\n/3AINpIeqapfiNq+Mb9LVr4AtAKGw+TbsbGzPbAhoT1DgRFw2VoCVh23vwMlK48CPwh+X7LSmcG0\nYjC3YuVaRsTuPyvfAn7IaH7G6FwY3u3/68CbmtG5ZJjr7Ct/ZcC/t1F5cjtghbcCuO3/FxNFJnIq\nbXRK4JjH04xA8oPbfjNuCa9Q+w5nKBdj9SqvBn7p7vdcPCk7jo3Y+I9mdLFkpZZMILqTO7+HgV8z\nmEMZTMvw5w4jGMQsrW/4WyXjtJpbxoKNT4dzKM/qYw37vJ5PcpJO23GjiFcyf7SaXNTocgZxjy7X\nx9z48xn4zXXuMxvvRvIqlmT2XER7iv3e8H8R+SIR2BWlbIyI1IpILTDa/9/9FJVqVXU7ZkJ8Fhtc\n71PV90TkchHxRUXPA2aKyNtYmCA+tiw7RtP7tTLMuJ9DXdsP6bgoKKUOYvRdW4BazWhQmVtCxUJX\nDb++nLKtXcmX72cQ8pW5+PIFwF3OB/YHAktlOLZ8ODDdsfjcsbrOBuhNxYJtwBr3/SAqabOmByax\ntqd8yVbiPUs+DNgVI27hGjths/9AYKVmNOwfmg58F0v3Pd0trRRGNZ3nejJfiqcMOi3ciknX4VDO\nXGBgIPTm/WQez2NVn/sDOIn8+JhtfwyEsyw/CTzhrv1UEnxlrtN6CVs+KxaSlbaSlVslK0NgxBiM\nDCX5yTyWkqvrJpKV0yOMousx71kv4sOXkAuleU/LCExFjKtHloRg+NJ7yvzvY8Mb5ytaeQiHL+PC\nTcHwZVyxxiiz//4khy+jjP5x4cuSQ5eB8w2HL8N+qeuBo0Ty1P/Y8KXaWroLsdn2geSvDhJn9g+H\nLxcDfZ3lIspP5tFg9ndJBUNwE5oQZsF9JxEduiwVy7D3YRjxmZeQC18mespc5p7vZ0oJX3oyeyB2\nj3v6CEcUEp7nMC7ExpZh5K99uVGyUi5ZudGV/QmiIHwpWamQrNyI2TO6A+eGvjMGmOn6rFeICWG6\nUhcnAA9hnrGvBz4bgHltr/J/czaW5TQ7/bRA2/z2wzFj+xXuHMP95AgKnxdfv7PBNiG5EkpvYDXw\nrnLkGOze9SKXeRl8Lwp8ZW6SfRhG/F4mt8ZzGD506VFJx0X+Pa3hAw4j317zMOCjKD6E2R1Y6dr/\nVWwch9y4uqZhfxbKnYO9ox18dKIpsdOkTFWbq2oH91MW+H8HVS2pdpSqPq2qw1R1iKpe5/42QVUn\nuP/frKoHqOpBqvoxVY1bew/6TD0eqd9GfvIAaPPFtK8OFnobxGETupHzk3ksodOC7UAFrWvKAQ2R\nlihf2enALM00eOgmAJ+QrAwMbHMkAdWj4Vhd3y8DetHtXV/bJ4yFlG3pjb38HSlfXEd8xXjvKQub\n/D3mAUd4OZn4Dnwa9vB/2tUSi0I1FQts1tJh6UYs7Bze9kOgnNZrzNR+2C0dgUWa0bxlRFyG7BJy\n2WF5L5ir2fYwOXMmqqx2nWwb8r1zi7BOOFi4+AxMsgZLb07yAJyFLcAbOXsBfN2aidhyPOOgchMW\n8ksqHOsR9JQNdec1X2z1grbu3HzBxv0pjZR5T9lwzGzbx3WwjcEsYKQrsuo9ZWPcMU5oxH7CpKwX\nrjNzJPRBl6FczOgP8aQsypTvF6qPMvqvxCr+N9TfcwresZg/qjFIJGXOC/c45GwCJHvKwHxllwGr\nVPMIRxIpCygKbMTufzdKJGXYs1IZk3AyEzoMYhdImfN7foj1I3Emf8jPvvSTlUMCfVQQ1RgZKlbC\nYQa5vnYM5tObzi5mMbrn9jjg19j124b1FZ2w9+VwrFTIw6HyDv5Z74hljHfCJpJlWF/3CwpLoxzo\nzgOMrMT5yg7EltKrxkjEZW7C2Az4C/BbzWiYSC2k+5YeBJZFctvfBmQ1o1W4fjLk4QoTH5xPrYqc\nlxnsms/TjG5y+/o2cJezQazBK2U2ZgTH6Shf2bXANU5gmIy9s1EoJGWtNth4L9vXU5bnKQPrI3xi\nlidlvnDsedh47if7HwADGfysF5kaRAhHmqeR8GxJVo6UrJwU93kcmspTtvfRe9pRbOo2K6RIgdTP\no/2HzguGAIPoOaMfhYsrL6FioQIVtK8up7BTKlDKsNmAN6jjMjlvAzKSlW8wnl9iSQBPhL63hM7z\nWwG96faeEN1xVyIMxGdpdqzaQTwpq8IyR4cTTcqexurE/Nm9hHEd+CPAIZrRV2OOA1BNx8XW8Rzz\nq07YSgTbICfTulpki+n1hilqA//djUIDsofPwIRC9Qvs2p0a+ttILD07nCxyLXCpWMXlbm5/L7nP\nEpUy4CvYzHKIZKVgQBSr4PwS1mn9CDhIdfMLWCczmPh74/EUuWfleGwNxFOxzn6e80+A+cr60Xil\nbBaWdXxRwvcK4Iy8q8lfomYMtljwMVKwkkVsnbKVWIX51iK0xgaKO9xnQzBF4Eh2gpSJUIGFjqKI\nb6zRP5CRFyxZcS7wnGppBUYD5xsmZT5hKIiHyC/jUoyUPY9ZNt4K/b1UpQxyZv8kUhbc3xgKMy89\n5sDp+2HPws4qZb5NJ5BMynz2ZUcsq60FNjh/K2LbZUALciT/mggjOaosUOUit69h2PV4jaT3fjwv\nSlZ+JVlJWm/0HIxAT8cKdSuWgdkN659HY/1+DXBv4J0JZl/WYMrPB5rRr7qs+ZewyXKwKHHw/iSR\nshNxqypoRudi1+5ibOm69hRWsAdYwKmsd233E8SzsXfrj25fSzDSORAaLCT9iO6/38b5yhzySihp\nRu/GOIb3A8YpZa8AH5OslElW+kpWLsaI2+3u83eBLjGqVCEpEx0AbGT0PS0ZxHrNaIMq6MYMHx0I\nkrKVwDgswcJvuxVYxGfOsQQF2e6VMk/yYif67hm4A7hPGlma5aNDyrrPGkp9WWHRv9br5tBuRXun\nBHQDttJi88EUqldL6Vhl23SobgEa7pRmAt0lK3+UrHRys6eTscE1iD9gYZ/DMQm5t2Y0vHD5EjpW\ntQFa02VuS6I77sVAD5pvXQf0oXwJxAz8jgR94NpTQMrcbOMMbCD5E/biF3TgmtG6iNlVGNV0WGad\nyODnelCYeemxiJ5vmaJWsaAnyaTMFw0eSSEpm4QZXoMdV8HMzbV/KUZ8foAtlfN8ICwcKze7Dv5w\n7IW8G+vcgp93xWZrd2Lh3TcxfxpYZ7s/RZQyVd5TbSDnxwEva0ZnaEbPxRQ+H8ZYjc3kVrtjj5LC\nddt8WQxfp2wEppbeCXy+SKZSFGZhA4snZaOxQWgp+Z1u0vnVY6SoF/YOzMV19FhnB1aPKDH70iGs\nlA3FTOxRGdsbMNWiF9Hvx2XAn0Qa1NYLaVzWpYevh+YRVe7hOeBAEXq4CWAxUvay+zdMyuYBgyPK\nYsSRsjHYpCxcWDe4P6+URZXDAMAtLbQI67+WgT37UlhOpxiqsPB1gdouWZkgVuIgmH25Hhu41wA/\njFB7Pdle41Ty/wUeiQj/ewzHJoubsMlYkkL+RUxdPydhG//MLAPaOcVrsztHryy/hU2IWgO3u3c2\nHL48mECYWjO6HrsXQeIVVMpmAz1iBvUGUuZwPdbvXQNcEo5KOPhVD4Kk7ETggVBmZXACOxQr+r2N\nQjRkYDqE61qCjbOHk1PKNlGolL1Drv7lVMzW9HV/Dm58e4VotayQlPmyGKPu70r0+ORr8nnS7EnZ\nIRSu7/seLTYPB9YyZGIzrCannzAnRV8uxvq3Oym9FiLwUSJl+73ZjvLFYUUKWmxeQMXCHVgHMJCW\n6yuxBy3cMS2hQ3UroD/lizcj+TNFJ9f6on7vYiU6nnHqWHC7as3oAM3oxYxniwvBhbGE9tXmP+i0\nsA0RHbd7IKupWLAJ6E2HZc1IVmPewxSByBR01/5PYjPI84ifVRdDNe1WWDioYmFvAg99yJ+xiG7v\nGZFqva4vRUiZIxJRMnkNdq+CL2SUoubh1clLCSiUAbk56iW6BLjHkde/AReHiND/YQWJf+X28w4w\nSlrLyVhnO5QQKZOstJOsPClZiZrpHkdOwQMz0Xr5fjW2IPI6sXIgs7AU82CYwy9K3o6yTZswUjgH\nGxg2k5BKL1k5IIK0+Zlje1rWelI207UrL4RZxIOzFMtAPhH4SoBEfRzLpD2UnFKWtNZcmJTF+cm8\nGrYSWB8VklNlMr4KufADbIBIKn6ah/wsT7qHFtvOI2Xu+M9g6kMFViYl1l/rlqeahCkiwb/7YsrB\notdCtD2hCpuAvBtaeiaIBcBAV1qnoBxGPh5Yjt0v3//9g8YvKeP7szxSJlk5B3svz8BIQQeM2NRg\nz8bz2ET2jlAYcxn2TqzH3p1/Yc/sX2ImIEFi48NxBWOdZKUb8/kdFpY8I+pExFZjOQJ40r37vnaV\nX+VkI+59ccTl09hE5hQKi8c2lD4JoGHJLaeueNXbF9h+DStNFGxTmbsOkwJ/fgkbH36lGX0v6lyA\nhcziSPJJ2ccIPX/kk7KRuAXuIxBWysJ1LSFXasnK3LRdWYeNoUH1ajs2gWmrGe2tGT1CM/pcaD+T\nCfnKxEp3dCF/MlKJkbKrGDyxnHci/Yp+EppTynpNX4+90+FxZTZ2DVYw5u8dySd504DDw8+WUxfH\nYyT5J5iH7eTQNlFheuCjRMq6zoGWm16P+KSKTpX1GBMfxOB/rcNeoLCxfgltV7UF+tOxqo4I+V4z\nulYzegVwPjbznLCTrV3i6qlBh+r2xM+mF9L1vTqgD+0/LCOZlM3BHsao8CUArqTF6cCviDb6loLl\ntFnbAdhK2dYhJCllFQs7AJtpVj+Y4kpZH2BDTHLBc9hA4TGKmPZrRpdjnorjKRx8C0KY7uX4MpYO\njlM11+HIiGRlLNZpNgxM7jouZgj9sM52IAFS5sIn92EDYFh164110sGO7lXgaNeW1VhWXz1WkNky\nkGzNuWec0pfzlB31+3JgnWZ0vRs07iQmhOlCpDMpLO7sSVkHLj2mC5YEswbr9BvjK1vizvc8T0bc\ntRjrzuEQbBCz0H08KVsK9AoQoAI/WUglWUGhyb8BqrzlzuMK4KmodRuLwRGuzeSWPYtSysDWBzyX\n4iqZxzjVhrqKQYQXi7cknsK2V2FKZOx6je47KzGFIlYpM6xZiBHmaje4HAd8KRzGLoIqLLsvuGxN\nZyzD9GvAUa6gbg3WZ/nQ3hvALRhp+E5gf9XAOvdOHI9NFi7D+uCo+nANIUDN6IfY+xwVDv4N6/kX\nVgvr+Bjl7dPAU4Gl5oKkTLlk7FZs0PZEahM2GfwYOSXGq4EHUUjKnifnKxuKFVUN1j6LCmEeDCzW\njOYylO3dP1YzGhW29FhAiwZFap1LTBhBoToUVICiTP4eb2PLJInYklADKCT8npStBYQuH+Danqd6\na0Y3xKh7Hi9TqJQNB+YElu4DX6tsvDxB2bahbA55zA1eKcsZ/c+6tLvbV1gR9OPTyRxwf2tsnPVt\nXoW9V2Fl92tY5usUdy+/hvXfbSQrLSUrlwb3E8ZHh5TV9F8VQbQAquiwtAzZbqRsyNNQGLoEWEar\nmvbIjgHOvxXfyWf0Vc3okZrRF5KalOC/8cs6QZvVDYuRR6CSbnPqgd60XdmK4koZJJAyAM1orWb0\nhzFydCmopmWt90gE4+vh862kw7JORCyxFNHu4dhLEvfyh0lZVJgziF9hC5+Hr1eU3HwKsCoUYv4b\n8EVn2r0V+GZEpupbnM927PzKcKTMzdxvw0KQHwc+FZoVHQdMDnZKmtGV2PN2AEbKvDx+EvAvzej9\n7pzXkZPFTSkb/lhv8l/wu4HzY0JOV2H+wt+HwsG+OnUzur07jNyg/RJwXLD9ofT9gZKVqwLHegy4\nWDVv0D8CC5tMBToyXrpgIdLOwCrJSnfJytVBxcOF0fz6dRAiZS6EVeUytHDXY7n7bLhk5YWwguKq\n0B8KfCPiusRjPNMkK74w8QpMLeuM9Z1R65M+jQ2iB1ICKYsJyUKhr6whdClZ6SFZ8YWeqzCSX0z5\nnoc9++XEhzmBy30CxDJsEJyBhZpOi/2KtWmcZBtWeamkUNn8PVaG48/Ymrfdsed8EDlS9robYC8F\nvifZhrWQl5HLgDsBeNGp2ucC3w6rEOQrZRA9GTsJGMvBfNl5jt7EFN4wLiTgMyKXVGXP6IAXB2OG\n+6Ai6omUV267ccSN2zDSEladpgAjXUg0yu8XRcrCoUugQXFKwkKG0ZWcUnY4MMMlXAXxBnCAI+WR\nVhF3vOVY0kBvrP94JyIy9DYwnD5TrCRTl/ebU9pkJYw3gGFOHfOIiqxYrTLLuh7OkZGq+LvAKJrV\n1WBe1Jb0mDUMewbCmA2MVKUa0ahC6XljitjSU9/HQuy+TU+69v8Tew8vxDzMkfjokLL1feIenPVo\ns3q6vj8UGETfKR2IIGWa0S3Ut9hMuw8HUr4Uds3oWgzLaLG5M1IPrWq7kKSUdfmgOdCXNmvbUFwp\ngyKkrAlQTYtNucKxSUpZmzWdab61FntpIwcCF55cj4WY4ojWNKx0Rnc3425HfKVw1BZZ/3XMfg4L\nkaRLcSpZAHdhIahrsNlT1EoSXrr3nbFXyq7DOu0LNKNz3N+D4YfjyXmJgvAZRmuA1Y5UnIxbncKR\n6Psx1SlHyjrP7Uugo3eZwLMJZKwCOIXtHCw5ZTqu0LHDHEz5qaVZfVBlWO7aPyawH5GsHC9Zecjt\n51vuWqHKXaq5+lcO44CJbrB9i1wIc43L1DsfU9GuCn0vGMIcSr5S9mOMCHsfkCe1YCVqTiTCf6LK\natXYhd7jkAHudkqAv+6DgQVRhMqpQy9gJQp2ZvDxiCVlmDp0h3tG/DGKkbK52PWamUBR9XqIAAAg\nAElEQVQEg/tZhk0qnsMmGf8TtbFkZYBk5TFM0fUD0bMElkiTrHwSux8/cs+BH8hWAe2omL8ZU7/f\nBtCMLsSqr3u17H1gthvwhhGocYVl+I0PNStMyvLM/k4RuxW4MqBKPYnZO4Ln1h979oPrvr6Pvd+b\nyPnJwkRqKnAE40WwZ70F4747CHgvTFocIZqKkc1wu33bD5X8FTsiSVkJWA60p9W6rRgpiwpderVv\nDqbIJYUvce09iGg/mfczz+HMy61UTOf5ZYQrJJQAJ7i8gbuP7tk/jegxoxIjwMOIUKQcCV/LgBeb\nYe/YSkQPIZqUzcHKMjUnerybhstWdc/LzzFlNdyub2Hv1Pma0XGa0dhF7z86pGxDj9iTZGvHdXSd\nsz8wiIoFfYh4eACoa7OSDtU9nX9rl0lZnP/GCGDzWioWQLPtLYnPtKuk04KWUN+HVuvbkWwmn4vN\nWmLJShNhDc12tKRi3mbMYJ1bMyzsKWu1vhtd31sPLCmizM3BZr1xxLoOC1mcTHzmZVG4kFw1NjNt\nI1m5AiMN94S2+xAzln6deGXlLeZwItbpblRlg2RlJGYcPsN5+MAGq6CJOOwn8/BGVq+UDcaub5CM\nvAQcw6ET1mAhpna0rhlEYaf5Q+C3To3wuBK412V9fQe4UrIyCBqUqfnkMi+Dg8wkgiHM6UzAsoqe\nw2ajPyRh1oddX+8PeYMcKfM1yk7HSMZ3JSvBLMklQB8XwmzwlElWBmPE8vM4Mkh++PJTWPjokoQ2\nlQTJyhjmczkW7jiOHCkbRHJm4UPYIFXl9vNZycrTYsWSS8Vc8hcSt2r+Nhhd4H4fTYiUSVYOl6yc\nJVkZGgo5zsNIR0LoEqBNH2xwqsYRakwpOlYCS565QehqjCC9hj0350tW2qiyXdUmh05tvgX4SuCd\nmIpNVIwgf/Lr+wELAp8D/B04V7LSWpV3VTkb811OC0VEHgL6S1YOdcfrgYXHg/1gg9nfkZv7gVc1\no48H+qwngTNCCutPgFtDx5tDLnzZ4CcLXkGnfK/E+qoaoJaybVGhSw8fwjyQ0P1xCtx84Gqxemgt\n3HWIH+9ioBlV5rKC7rMggZQ5TMX6o8HET7whNzmNJGUO0+n27kignoqFrdj5ycpkTLkXzNM9ACPX\nYVRi174HP49dZm0mQ54ux5MyU/oK7o97JldgFhVfoyyIKVh/VINdyyFEeDA1o8s1o/+jGX0t+RQ/\nSqRsS0U4CzKHrR1WUr50IO2WD6H51vZE1zuC+hbVlC9tRruVLUkIXzYJ6suq6TMFdrSoTiAYCylf\n0o7WNW2oL9umhUVhG+BmXGPcoLvbYG3Vaj51yT3k6rVEYSnN6zrzpROuJT506fEe5ndJCklOxGbu\nSSb/UjAVM+5XYoTgExpImQ4gC1zsZuNReJuWDIH69eTI8vnAfYHsHLBB41w3iHXGiExU5zwZ62wf\nx8KvJwEvhMKcq4AqzrxiNDZLr6fZjoLZoFpJkzuAP7njtsNS5a93ny/GMoKuD3xtFtEz/xdxRWQl\nK+fQmU9h3pVbXIf1EDaTHxA+IReSOYBcTcA3sc5vPbbGnvcs/QUrDXGn5Gr8eaWsJ1Zd3t+j67BQ\n2FNAR8nK/pi381Y3U+2LecfOlcJiniXDmXcnsJw/Y8T6RPKVsiRS9jg2QfKDz3cwpfh5ycrNElPM\nVLJyimQbCmfHKWVHYvfpVuyaLceUomo3YD+ETSQmArWSld+578/DSiXMdMfqIFk5TrLyBcnKTyQr\nn7LNttSrcijjpSM26E1z9/l+zHvpcY07/hGa0V9oRudjpDvsV/wMpjYHrR4+nGjvSd9X9sepXx5q\npRneIl+9OoEQGXEhu5vIldIYg4Xkgv3S21joqz22VBIUKn/vYffsAHd9hmGk//9C280FBtNs2xbi\nlTLIhR3XkfOThbPwPTwpG0OhUgY2wTgI67PuwxbYLlZINxp1VHP4H5+i3YfPY8R4SsyWr2H1GJcF\n/HRR8BmYyaSsWf1hwFo6LGnNTihlDr6I7E1YuHtcTN9diY0VC9gem/wyi16vdwUG0XzrKozExU1Y\n3sOufx8KM4qnuzb1d0kKp2l+UfpG4yNDyvTJm+Ll++1tltB21QB6vd4T0ekhY2AO9c2XUL4E2qxu\nTRMoZQmeMtBmS+j7qhW3jUcl7VaW03451LVJWrTXdhmfddO0EKrp/0qByT9vqRRTtz6k9fpjKI2U\nQXLygfeVxZr8S8S9uLR/zehZcTMXzeh0zehDcTvRjH7IIDbQe7qQT8rC4buZWObYgRjpei3G+zEP\naMV4aanKVIyURRnAJ2GD0wpyNcqi7vt4bHZ3MdapT1arZ+TxO0wx/IT7fRYtazdipDF4X1/EZqcH\nAxMYzGmayZWLcZOBu4leCeEk4JWAZyWolPnitDPUEmgmYYTrEUfWPClr8JNJVo7GBrrfuXf4MeAs\nVeapMh8bRB9XK40ymfyaYZGQrLSSrBwjWfm2ZOXogFJyGVDPMXwPCxWVTMrc4t43A2+669YNU129\nR+odyUqw8r8vTPw34DpHZucBXUSYJcKfsEF7CRYWvB+75p9lvKgqWReSPA8bsD+uGR2IJRt8yYWu\n5waOLZj37XqsVl57LJOxe+AdPgWYFHhWb8NqADaTrHwbU+s+oflFpv9GoPiyO853sGctiNeAw2m+\nZTVQR8sNYwiRMoc7yV+l4niiVeY/A2e68ywIAbrnbxb2vAzArAV1kFdbUckPYV6DPWdrQ/vaDFTT\n4x0hV6MsKpt1CkZ6atxPVOalx5tYpm05geXaAsd8SzN6AblSRr+P2U9xjOQNxtyzmat7dgZq1IrP\nRmEqRkSKjSlvY+9xF+LEjqDZv8PypMS2YngVI0AHY4QsbkysdNvNSRiDZ1GxoBfQkn6vbMPKfmyM\n2XY2cCZQGRF+Vs3om+HnZFfwkSFlidjRYiEtNwyi/8u1SIJ8KPUL6eaWgyw0djctpL6Kvq+C7FiY\nsNUyWmxuS6dK2N5652ZGuwfVmHoSm0HisAjr3EshZcuLzP7mYuTmLHZBKdOMPq0ZvbyJCOxbDH26\nHPjQhS47EZp5us7+ISw8exzRfjK/3StYwdZmGKGJ8o145epD2n24CSuqWeA1dCGXi7Eikt8jVCvH\nff4j4Bo3eM6g92t1mPpZF9huGRZm+hfmwQlnaoENil+WwjRv70nymAt0oXyxX/vydIwceNyAeerO\nIkfKhgJzXRt/A/wkMHN/lFwIEyx06f1/d5CwZJbzQr3gzu0GjDD9HSMt3wV+BlzuyN80YBgV82sJ\nkDKxGnJfcSQqD6p8W5U5mGfxr5rRHZrR1ZrRr7vjPSD5yRi/xRS5J4ArXLX+fhjJmQl8QMvaKRjx\nvx+b1W/C+RXd9bmKAAFyYbT7MVVoPlZAehY2OegBHKkZvUgz+n0shB/MZPw4prb5fb2B3Zs/ueN8\n3O0/iIexLGJfC/AUbIx5Nu/a2Hu+lP2faAGsRxoyL8N4CDhJstLZqZ6jKSz67fd3L7ZETpza9CqW\nXHJmgvLzBBbCPBgjgDfEbPc+vae3ovXazRiZiirXkiNlzbb5OmzR9eGs9MUkcssrRUIzukQz+lPN\n6N/itikBC7Dwe1LoEuyc1lJ8AvwBRurfiBU7rL/uQ5vVNbRZ3Z6dVMpcKPcLwKman1gRRiXQkuSw\n60zarrbQ5sB/lRHtJ/N4DyNlSftrMvx3kLJmO+bQvroN/Sb7DjYarWrn0Ws6bC0vunZnKUis6dR8\nWyU9ZkLzutj14TSjO6hrs4re02B766QK73sa1UR4DSLOdxHWkRYjZZMp4gFynZX3Me2KUtZ0eIM1\nDJ7YEuvczgcejOmYHqYIKXPwZv9RwHq1paPCeAk4lmbbVtJj5nYsNBTZkWtGZ2DhlyqM8IXxINah\njgMe5azLHiB64LgX+I1m9P6oZ1oz+g45D1IQ3pPktzOz/+CJrTFSdhoBUubO468YmVxKvlI2Dist\n8PfA/v8NjJGsdHMhwUPJkcDHsQyy4JJnALgw1qOYEtlLM3qoZvRyd6xvYCHWX2tGZ4nIWEdgp3Lk\njV3JV8quxUKllZKVuyUrx4eO0wYL8d1OPn6NEenfuO3GYST8h9j9+qbzUm1X5Q1VblTlYn5U3gVY\nqxn1nsp73P7BiFYnClcPuRm4nPFSBwx2YeDvYcvwBAuGXgd8WfrIOY7gBb2AHhMw4vsJtWV08uCU\nhkfIlWT5DqY2RT2fUxj+aGfKNtdghLiASDkl5Fns3ToaeCvBwnEDFqI/nOhn+CfAMeFwV+h5fhHr\nr24AfpGgnMyhxzvt6DulDDPvRynfs4BelFdtZr83dwBLi0z0H6Twejc9XqAtpqAnkrLAJDGhpl0D\noZxJfOjSh5hnMPCFelrXdGQXfM+a0buLEDLIqY1zEsbgOZRt6UvzbdDntQ7Eq5hg400FKSlrQrRf\nPpNOi6DHO+1IImUtNlfR823Y1j4qTt20aFa/GFGQws4tD3Vtl9F3CuxoGVfTaW/AS97FHlJPKhJJ\nmWZ0q2b02aRtHJ7DQgY760loWqxnHn2ntFfl/8gpGFGYisn7B2Ghmzh4UhYXukStNtFihjxTT48Z\nUCS8oJaFemLUwOhI0s+ADOOlnoqFA4gY0Nzs/Lqk42Dhra9Agwn8k9i6rWFbwZscNmEJx173OkYI\nwz6bh4FjOfBvm8gnZd/EBvgGIuHCUs9hIadPYis4bHafbcNIS95apk6FvAMLl10b7OBdKGKSZvRz\nmtGwl+jfDHpuIOZZ685VvQUj2SdgJO1VbImdoHJ3LjA9TGDcvbgEOF2y8j+Y+nSZWrmame6aRC0u\n70OXHvdg5voybEHp34cnBY4wLwDOVmWxU3SPwEKNwe1sNYzD+Cw2KdhCYYj2NmBYEZXZl5M5AAsl\n3hWz3VR6T+9Dr+l1wNwE9crX3TuB6NClb/97GLHbnwglXa0OVhzJ8ttswYh+X+xc4/A+Xd7vQO+p\nrYghLe45ncbwR9rR/+UWJA/6aEbv1Ixmk7ZpEqxjOSWQMoeLCCVBxeAO7L1NwnRG/rOcHS03JxDr\npsIqTEWOHZ80o5tRqaLLB9B1TneKK2VQPDLUJPjvIGUdquex35uAbAv6YSKwhLJtUNeuSczyiZ6y\n3GwhmZRtb11F79dgR8vdm3jQOFQDSohsRZzvIrddrBrYSDyN1R9rdOblbsGJ3IkVTxxBROjSww2U\nj2Az/STT7FtYaOFcrKxCHF5kxEMd6f5uc4p7PorVL3oAC+t4o3Fidl7CM30vFmq6BCOhvwOuiLhX\nb9B7ehdO+dFAbEWMgiKSwGOc9q1jMFI2jON/tgVTQKIGCB/CDIYuPW4HLgmVE/gJFnL6WinPUeB8\n/03FwtGYn6WK8mVfAu7SjG50YcmbXDv+7MJfYCQ1XG7Fn+c6zAN2A5bQMTHw8a+xbLuG/tmFhs8j\n4FnUjM7DJiiXYqTljpjTuAnztIEtE3ZTzMD4Sw7mZIzIToy4N/VaPJHoJcwbdRtws0bXjgSYQsWC\nAYz6p08QiMMzmAn7MxTPOPwtFkYredCPeJ6vwxJ84toNMIdOizqx39vtSX5fpjBwUmd6T2tLEVK2\nx3AuD2DEtQ9FyqioFaQuVvsMtaSfgrByCNMZ/mhHpL6pxoKk9iim0s5IHIOlfiY93q6n3YrexCdh\n4Pxiy0mVsibFMppvg43dijFdI0rb2iauY9hE8PXEkklZfdkC2qwDbb676481BtWY6bFgWZsQFmFr\n0CV1cCXDdRJ/LL7lHsNCjIxdTnzo0uMPmHk4Fs7L9TrmZ0mqQzSJvq/uR9c5LdnF2Zub0f8cq8dV\nlJQl7KcWU0W+imWPjtSMPhqxqTf754UuQ/gHrWsuxLLhhnL8L04H/hwz2D6JKYsnu/8H8TammtRK\nVt6XrDyLEaVzd+KZfJ2yLb1ps7oVzbcucPvJS8fXjE7Hzv8xycoJmOL0WNwO1QoWH4OpgEG8iJnD\ng5mMxwAr1WrfBXEPRuz+nKAEPYxlH47DyGvkO6RWl+52jLjtVCjNvQN/x1SyWxI2fZfmdd048sat\nRJv8/f62YUR0IPGZgn7bieSWK9spaEZf04zGKnIO71O+tBM9345Vyhym0GdKJ3pPLyNh0N+TcCHh\nDVhWbVHC1YSYTtnWnpRt3e2kDEAzemvR8UmYxah/bqe+xepwWDsCnyLCz7g7sFdJmYicKiJzRGSu\niHw/Zpsb3OczRBpmoI2CZrSObe1rKNuaXIE/o7Vsa7uDHS2bhAAVWSdwCaXVFTMTqcq+EbIzTMUG\n8TxEnO+rWAf/0cR4jsdCJl+lMOsyD5rROZrRZ5K2cZiMGX6TwtUvUrFgAF3ntKIEpawE3IsZv+sp\nsrB60jOtGb1SbaWLh0J+pSA+cMc6nviB/wWgJz3fXEmrddWUbf0sMQO8msn7LUwhWR36TDWjn8SI\n8zkYiTpBC1d6iIU/X0eYJzNgUj1H3qDAPC0sEIlm9J8Y6XkO+LsWWTlDLXNrQ+hviqllv5Cs/Fyy\n8kvMv3ZfxC7uw6rL35RwjDosRPpP16b4hJo/MRlTBBL7yiK4Cfh8kqrmno/pGPGMJWUOtwH3F/Fk\n+f1GrTUciyJ9dByqKdsqdFzcl+RJzFQ6LB9Ep0U92EeUMne+CykeumxqzMPKg+xKQeVGo8j9ncnQ\np1pQX1b03jiyHtenNSn2GikTkebYy3sqJk9/VqRhWQ2/zenAEFUdiqWoJ828ktGqdhrlSwsXLA+j\nbOt8+k6dXHS70nBQ3AduVjusqNTecoOZ2ptvq2yiNu0yXLjmHxEfHRTartYNUh9V+IKQq2i6Tu4u\nrEZaLDSjK2i+YzFt1rbGOthdgpsxZ4CXSwjpxT7TJR5rB6YavBk3O3Xb3MURf2zG0ddvxJaaSpqU\n/BJT5+KOuUXNHP+w5pdwKAW58xX9N4MnbuWwCYNI7ot+iYVJb2zksYJ4GCMjWzHV7CEiFC7nBeup\nxWsj/QnYRn5tukIsYwAwQnchxV8zukITyskEMBWzNySHzI24fm5n21MEjX6eNbcw+Ua1QtNx263B\nJt1bkrbbwzgII+exCu7ugFNQX2cPkzKS7+8smtcJrWr3NEFNRGMWmW1qHAHMU9VKABG5F/NkBGf+\nZ+EMqar6moh0EpEeqjv1gH+iJC9Ssx1P0HRSc0GqfBAlDRDtV5hSVrFglwffPYDE8/0IohMWMqsq\nErosGS48VUpIchJQ31QhCM3oPZKVKCUmjKa4x/8mV9E/Dn9nxENfZ0fLOpJXDKBEBXJnETzfSYx4\nqAWtartjJCmuPUoCSSwFjpiWVI+qBBsBmtFlkpX9SlCSOu1Bz+ZkrLxB0fbvRuzs8zwHI8vFMAUr\ngLyvoJNmdPxeOvZ4dv8ygGEk3d/52KQnyeS/x7E3SVlv8rPofLXqYtv0oUiIJQqldjSa0e8U32qP\nYjnwBC22FBvEUuwFOB/LxKIbNj0eB5pUTm8qYlnCcQqWIYnYZpb8oPOHNN9aT3Q5j72BN2ldU0dd\nmzv0Z1uaxCe5J9HY0N4ewDMUD13uq3iL0ko73Al03c1t+Y+AZnRfeY8BixBIVn7Cng/lJmJvkrJS\nZ2MS+n3fyLwrDQN2dQeOTJ65603ZIxiwtxuwhzFgbx1YM/o08Ub53YkBe+xIbdZ+DQv97M13foD/\nj+vEr6R53d647nsKA/bUgdx93duTzQE7+b3kMLCD5i8vtS9gwN5uwB7GgKQPtbD0zV6H6F7q70Tk\nKGC8qp7qfv8hUK+qvwpscyswSVXvdb/PAU4Ihy9F5D+JqKVIkSJFihQp/suhqmHRaa8qZa8DQ0Vk\nALbO5IXkqlN7PAZcCdzrSNy6KD9Z1ImlSJEiRYoUKVL8J2GvkTJV3S4iV2LLaDQH/qKq74nI5e7z\nCar6lIicLiLzsMWXY9eyS5EiRYoUKVKk+E/GXgtfpkiRIkWKFClSpMjhv6Wif4oUKVKkSJEixT6N\nlJSlSJEiRYoUKVLsA0hJWYoUKVKkSJEixT6AlJSlSJEiRYoUKVLsA0hJWYoUKf6rICJtRORxEVkn\nUtLSUk1xzAEiUi8ije5zRaSfiNSKSNHSP7tynBQpUux9pC9uihQpdhoicqyIvOoIzmoRmSwih+3t\ndhXBeUB3oLOqXri3G1MMqlqlqh20CVLlRWS8iPyjKdqVIkWKpsfeLB6bIkWK/2CISDnwBHA5cD/Q\nCjgOW+R3n4SINAf6Ax+o7pm1PlOkSJGiVKRKWYoUKXYW+wOqqvepYYuqPqeqM/0GIvJlEZktImtE\n5BkR6Rf47A8iUiUiNSLyuogcG3cgV0T6XRFZLyJLROQ77u+XiMjLoW3rRWSQ+/8dInKLiDwpIhuA\nF4GfABe6kOCXRGSQiLwgIqtEZKWI3CkiHQP76ysiD4nICrfNjaWcXww+LyKL3HF+FNiPiMgPRGSe\nO8Z9IlLhPssLSYrIQBF5yV2L50Tk5gj1q+A4InIq8MPAub9VpK0pUqTYw0hJWYoUKXYW7wM7HPE5\n1ZMIDxE5GyMB5wBdgZeBewKbTAMOBCqAu4EHRKRlzLH+AlymquXAKKAxCz1/Fvi5qrYHTgauBe51\nIcHbAQF+AewHjAD6AuPdOTTH1MCFmMLWG/Br8RY7vygcg5HZk4Gfisgw9/dvAmcBx7t2rAVujtnH\n3cBUoLNr5+eBcGiz4Diq+kzo3A8u0tYUKVLsYaSkLEWKFDsFVa0FjsUIwW3AChF5VES6u02uAK5T\n1fddqPA64CAR6eu+f5eqrlXVelX9HRb+HFZ4JAC2AaNEpFxVa1S1MSrPI6o6xR1zK0bCGkzzqjpf\nVZ9X1TpVXQVcD5zgPj4CI0lXq+pmVd2qqq+Ucn4xyLp9vAPMwEip39ePVXWZqtYBWeC8sGHfKXGH\nAT9V1e2uLY8Fz6fIcSRi2xQpUuwjSElZihQpdhqqOkdVv6SqfYEDgF7A793H/YE/iMhaEVkLrHZ/\n7w0gIt91ob917vOOmOIUhU8DpwOVIjJJRI4qtYnA4qQNRKSHiNzrwqI1wD+ALu7jvsCiGP9Z4vnF\nYHng/5uA9oF9PRzY12xgO9Aj9P1ewBpV3RL4W9T5xR0nRYoU+zBSUpYiRYomgaq+D/wNI2cAVVjI\nsSLw005Vp4rIccDVwPmq2klVK4AaYlQcVX1dVT8FdAMewRILADYCbf12ItKzlKaGfr8W2AEcoKod\ngS+Q6xsXA/1cGDOM2PMroQ1R+zo1tK+2qlod2q4a6CwibQJ/K+ZjCyJd7DhFin0YKSlLkSLFTkFE\nhonIVSLila++mH9ritvkVuBHIjLSfd5RRM53n3XAlKBVItJSRH4KlMccp4WIXCQiHVV1B1CLkSiw\n0NwoETlQRFrjvGDBr0ftMvR7e4zcrXfncnXgs2kYEfqliLQVkdYi8rESzq+xuBW41icKiEg3ETkr\nvJGqLgJeB8a763I0cAalk63lwACR4jXPUqRIseeRkrIUKVLsLGqBI4HXXGbjFOAd4DsAqvoI8Cvg\nXhcWnAl8wn33GffzAVAJbMbUojh8Hljo9nMZcJE7xgfANcC/sMSDl8knKEohYQn/LQscgil1jwMP\n+s8dCTwTGOLatxi4oITzi0IScfoD5g2bKCLrsWt5RMx3LwKOxsKlPwPuwzx3pRznAffvahF5PWG7\nFClS7AVIE9Qj3PmDi/wV+CSwQlVHR3w+FngUWOD+9KCq/nzPtTBFihQp9m2IrUowW1Wze7stKVKk\n2DXsbaXsduDUItu8qKoHu5+UkKVIkeK/GiJymIgMFpFmInIaVkrjkb3drhQpUuw69mpFf1V9WUQG\nFNks9T6kSJEiRQ49gYewDNHFwBWqOmPvNilFihRNgX19mSUFPiYiM4ClwHdVdfZeblOKFClS7DWo\n6hNYQdsUKVJ8xLCvk7I3gb6qusnJ9I9gVapTpEiRIkWKFCk+UtinSZmrGO7//7SI/FFEOqvqmuB2\nIpLW3kmRIkWKFClS/MdAVQvsWfs0KRORHlhmporIEVi26JqobaNObm9DRO5Q1Uv2djv2FNLz/ejj\nv+2c0/P9aCM934829uXzjROT9iopE5F7sDXmuorIYiADtABQ1QnAecBXRWQ7tlTIZ/ZWW1OkSJEi\nRYoUKf4/e+8db1dV5v+/H0IILQnpPdzQQkIJICX0gIJIE0RUxlHEGWVsjOh8VSwj48woOuNgAwUc\nBcfGTxCRKjWADUEJYkILIZAK6SGhw/P741n73n32Wbucs9e5595z9+f1uq97djnPWWuXtT7reT7r\nWa1Eu2dfnpFz/CLgol4qTiuwuN0F6GUsbncBehmL212ANmBxuwvQy1jc7gL0Mha3uwC9jMXtLkAv\nY3G7C9DLWNzuAjSKducp63TMbXcBehlz212AXsbcdhegDZjb7gL0Mua2uwC9jLntLkAvY267C9DL\nmNvuAvQy5ra7AI2iImUVKlSoUKFChQp9ABUpq1ChQoUKFSpU6ANo69qXoSAi2hdnX1aoUKFChQoV\nKiSRxlsqT1mFChUqVKhQoUIfQEXKWggRmdPuMvQmqvp2PgZanav6djaq+nY2+mN9K1JWoUKFChUq\nVKjQB9BRmjIRRgHbqLK03WWqUKFChQoVKlTwYaBoyj4EfL3dhahQoUKFChUqVGgUnUbKpgJHidAn\nZmL2x3h2GVT17XwMtDpX9e1sVPXtbPTH+raVlInID0TkGRF5KOOcb4nI4yLyoIjsm2NyCjAG2DNo\nQStUqFChQoUKFVqMtmrKRORwYBPwI1Xdy3P8eOCjqnq8iBwEfFNVZ3vOizRl84HngJ+p8s1Wl79C\nhQoVKlSoUKFR9ElNmareA6zLOOVk4Ap37r3ADiIyLuP8KcDlwNGhylihQoUKFSpUqNAb6OuasknA\nktj2UmCy70QRhgMCXAMcKcKWrS9eNvpjPLsMqvp2PgZanav6djaq+nY2+mN9+zopA+pE+2nx1inA\nElWewchbnv6sQoUKFSpUqFChz6Dt3qQcLMPIVoTJbp8Hu10Ix2wlcvH58JE1MAmLuH8AACAASURB\nVOMf4SP3QQ9bVtW5nbwNeo8qr/WV8lTbnbetqnP7Unmq+lb1jbV/dwO7g4wNUV/QR4Dvg/x3X6hf\nf7+/oH8CXgY5bCDUt77+AMwBushA25PHikgXcJ3mC/1nA9/QFKE/6D8BB6jyjyK8FfiwKm8OW1am\nq/JoIFtbAr8DDlHltQD2BPMQ7q7Kc2XtVahQoUJ/gggHA99XZY9A9mYDt6gyLIS9gQ4R/he4W9V0\n4gMd0heF/iLyM+D3wHQRWSIi7xeRs0XkbABVvRFYJCILgUuAD2eYmwI87T7fBRwiwlbhyspk4EGR\n4tcswZCTGA8cCIwuWbQI2wETSdHc9QZy6ttxGGj1hYFX56q+/QrjgVGNfCGnvmOAoSJsU6ZQtb/H\nkFC2mvv9tt7f3QnX3xVCf3ye2xq+VNUzCpzz0YLmpgBz7TusF+ERYDZwd9MFrMUewBBgLLAygL2J\nsf/PBLAXPeyTgYcD2EOES4FPVp63ChUq9AOMB0aJIKqp2uNGELWp44DFZY2JMBb4M7WSnIGEacDQ\ndheir6M/CP2LYgq1MzXvIGxqjJnu/9SiX4hiyimISNmEZguUQNSABHnhXTj0ffTUOxc59e04DLT6\nwsCrc1Xf1kGELUXYNaDJcZijoXDHn1PfOCkLgUnAZLdGc1vQyP0V4UIR5oT4XRG2xfq6YKRMhJki\n2f1xf3x/O4mUTaWWlN0OvDGg/YichBrlTEz8L4u4pywEtgcGA7sFslehQoUKcbwR+FFAexF5CkV6\nQpOyyF6fb1PdoPwMYKdAJrvc/5Cesv8HvDugvT6BTiJlk6klZX8A9hNhUCD7ewDzaMBTlhPPngi8\nSjhP2Rj3PxQpixq2wg1If4zfl0En1VeEwU43mXNe59S5CKr6thQ7EVZjFJGnkUW/UEBT9irhSFnU\nRreNlDVwf3fD6r1doJ+e5v6HJGVTySHgrX6enbc3aLL6TiJlm1R5PtpwOqiVwC5lDbtRw0zgZsJ6\nyh4irKdsEW0kZRV6DyJsJ8LOAU2eCvwwlDERdhXhv0LZq9CR6CKcVwuMRLwQ0OZo4DE6iJQ1gDnu\n//aB7O2ETcTrVVLWC9gX+GlIg51EypZ49v0V2Du5U4ThIg15qCYAL2GessKkrICm7M+E1ZTNIywp\nW08DDUhe/F6Et4ScEdtutFmv8F7g6wHt7UtPp5GKBuo8BzipRHn6BPqjJqUMerm+04AdAkYzxgGP\n0EBHXUBTNp+wpOxh2kjKLG8XF4pwRM6pR2KTG3I9ZSJsX2AFnWlYfxwkvYjLgjCFnHvdC8/zZGBc\nyFm1A5KUAf8MfKUB23sAC9xvFA5f5mAicD9hPWUPEJaU3Qvs6jyFIfADBui6pCLsLMJRAU0eBIwI\naG8WDYR9CmBvwnVmFToTXYAQ7jkej7XTIT1lIUnZaCw3ZRBSJsIgET4twtYNfnVf/P1iZFcwUnYD\nxTxl3wbek3POTsCDhPOUjcGyIbTbUzY58b80Op2UPYT/4TsImN6A7ZnYy/k0DXjKCmjKQnvKHgW2\nFQmiAxgFPAFspiBxzKqve9FHA8cEKFufQIN6hY8CZwf8+dCkbB8KNHAN1HlvzAsSxDMqQpdLPtmr\nqDRlLUUXsJEAHatr87YEnmzEXgFN2d8I6yn7PTbQDdH3TgIuAC4vas/VdyTZ/djOgGJOjSJ9yWhg\nz5xzIk9ZKFI2FXieNmvK6LmOoZw1HU/K/grUrBTgyMFBNDZamYmNwFYAo8t2NM7VORT3wgd6QUcD\nq7Cs/pMC2BsFrME0FSFGdsOxRrNfkDIn4AwlcgU4HrsGpSHCDtg92SGQvbHAtsDgJkbdPnuCkbLn\nsbx+IXAUpnur0CaIMEuEzwWytT3mhWko3JiBcZiGeA0BPL4iDMba6EcJS8qexGQhIdroCZjjYTKN\nRX5Gku3ZORJLwL6JYp6yYVhiWC9cexDaUzbV2esLnrKXqUiZF0979j2BkZ54HHsnTAw6qIF8MXsA\nC9xySCsp+EJlxLMnAitVeREbKYaYgTQaWI2RshCu1IiUPUpBUpYTvx8DPIXl6QnlHWwlvg/8R9YJ\nRfUKIuxCQBIF7I8NOEJ5ymZhesS15HRoBes8GXiRsCLpA4ERjpD2GipNWQ3eDpwc6Kd2xNqD1YQj\nZc9gbVYITdlI7H1YQdjw5SoaHOiKMDFFszURI3lvBU4R4UN5tlx9R5HtKYtI2WaKecqGkx15Gg28\ngjlOQpKyeVibkMpjfPc38GB7CiZDqkiZB3WeMkeiFlDrWj0I00o9RoEQZmzm5Xy3q6EQZgomAsvd\n5+WE0ZW1ipSF8pSNwQjtncCbAthDhGtE+HhAzVtk91DgTMI1xidgYYtQhOIgLA/ftgUEtkUwCxt1\nBvEyYF6yvwLPEu4aHoClJ5iWd2Ir0e5lctqMozDdVghMwwhFQyQqAxEpWxvIXtSergO2C3Tfx9AE\nKQN+Dhzr2T8BWKHKGswT/0UR9sky5JaM2pqUPsK1pXPo8ZQVITDDgGkZXvZpWGaAF4CtArVZUzGn\ny/M0MHlAhMOBe1KO7SySvVi4B5MxnWBnkDIROU5EHhGRx0Xk057jc0Rkg4g84P4+n2HOF76E+hDm\nQcCfKO4BGge8psqq2O8UImUZ8ew4KVtBSV2ZGymMxBq4tpGynPh9NEq8lXAhzEOAjwCXBtQubQlc\nBPyYHBLVgF7hBGzadEhS9kdgA2FCovvQ4ykLodGISNkzBCBlrrGfiRH6hkhZWcLuqe8tImEGFWY/\n7ICiLNLurws37otFHkKUuQub3RealDVkL+N5HgOsVuV1rN0qFYZ3M0xHYO9Y4eiDw06YZzGJ7n5E\nlScwcpCTAuqIEzCiOTHFw9QFbIW1+5spHr5cl/HbOwFPuqWvNpHjLXPSkTxuMhVzkGTeb8/9PR6Y\nkWL/E8A5Ob8bL+cW2D34A51AykRkEPAd4DiswT1DRGZ4Tr1LVfd1f1nhpGUp+5Ni/wPp8ZQVeTGi\nmZcRQszADO0pGw5sVuUV+ranbBVwC3BM+c6SLTEiur+zfZtIkDDwP2EN5yUEIFGuMzsYuIoABCqm\nifwT1hCGCGG2ylMWhJRh5XsU81Y3mmH89yLsl9wpwlYiTQ0OphFW23aVSL/Qyh2KTUx6hTBpDboI\n6ykbTw8pC/EMR4NICPMcjwQ2qPIqDQ102QrrH3xt+gRsUB+hgAZs0lCsz3kOfwqcI4G5MQKV6Slz\n7dEw4D7SI0+Rpwz3u3khzP8CvphzTiFS5sExmKfQJ0Hajcb6urHYwPgxOoGUYeRooaouVtVXMBft\nWz3nFeq8HSHxoTsthnvA98Yal6IvRiTyj1A4fJmjKYtIZGlPGW5U5z4vISwpewLY0QlfM1FAU7Za\nlUWYyzlvtk4exgBrVNkAvA0bdX+yjEEneP8i8DGM8GSSqIJ6ozdig4BngS0DhEGmAq9j93k9JYmj\n80LtjD3juZ6ygnWeRQ8pCyH0PwBr9J+kAU9ZbMLBaZ7DJwDXO9Kcinh9nb3xwEkBPVw7A+f1FY9Z\nxv09GltPOBTRnkZ4T1kk9A+hKYvClxCmznGS18hAdwrWB/ra9PjgHgqRsp8twt7ztH4i0pNBMU/Z\nEKw9epB0sf9ONEbKxgHn5mi+C5GyxPs7CtgVizL4vHqNkrLJmBNkCdZHBnmH20nKJlEbcvTNGlTg\nEBF5UERuFJHCi2PH8BCwl7tgs4CFqmyiMVI2P7ZdOHyZgdCesvgLH8pTNhojPS9hZewKYC8qY4gQ\n5gSsEcaFGH5LgeSnOfh34ApV5lOQ8IggOa72E4Ab3chzPeW9ZQcB9zp7ITxlM4En3KST0h2kI3nT\nsFl1DXdmIkzzNG4HYp7BRTTmKYtmlfqS2J4KDKInc3kRjMAGFK+SmNVdAmOw63VYIHsAiDBehJNE\nODCQyaMwUraSMLqyLloTvtwADA2gW4qTspWUJ2VRpABscDGloORiR+x58/U5SU9ZEWF+NIFhaYrN\nOCkroikbhk1We5RsUvak+7yRfFI2FGvbzvUddLq44TQern4jpidbgJGzpM1xwNQGpDBTgCWqbMSS\nyweZCdpOUqYFzvkLMEVVZ2EJ6n7V8I+YFuwF7AJGYR+Ax4FdCsSumw5f9pamjNoGpDQpcw/lNlgD\nBwUJbIGcP1EZQ5Cy8dQ2SCEIyhzozoW1gWKasjOxMLznOIJpGG4obpNZIvxDxinxZ7i0p4yemZdQ\nYPZlAU3ZTGzg8xINkjKnu5mHXbM4mvKUYR3/PGCCSI8mx3l9TwQuBt6cXaaa+kbP3HUEWK0glrvv\nP4F/KWvP2fyQCE9jbdaXnO0Gvl9/f0UYDszAPL4hPWWFwpci7C3CHTn2xgHPuMldGyjYFmQ8z6E9\nZd3tnyovY/1IkQFGFxbZCeQp++rBpHjKnCdpFLbqABTzlEWk7BHSSVkyfJkX/h4KnA98KMVbNhlY\n6gbjjWjKjsXkM4+TIGWYx3oR1n8WbWMiTxnYTOIgIcx2krJl1DL1KfRUEABVfU5Vn3efbwIGi4i3\n0xCRy0XkfPf38dqbcc0SOO/dOD2ZHZP9sYdziptQMCdma479IcAeMHuH2PGn4bZpvvOLbsNNu8Dp\nkVdwOVw/vZy9rx4KP41Ghqvgjh1Exh5b9Pv19mafCLduct4Y4IrN8K23NGvPPv9yOt0jxT1egtuP\niEJ5zdn76pE4T5ltf2IqjqA0Y09kq6OwUeliOzZof2CIaY8yv78LXJd2fG/gRRg0wW2vB4bn2DsM\nbvp8xvED4dwX3fY6YERz9e3e3ge+vcltrwFGlbS3N1y50m0/A4xr4PszgWFw1XnRcSMEt3fB9qOx\nTnxHka2OKmhvGrAQfvZnuPATdOOT58B1KzECflwD5XPe2U8+Ddf9XZPXJ749DHgZJj0Mtx4hYpqc\nktf/dPjS5TDobcA7gZ1L2gPO+zD86tEeon3hYWXsiUw/AW7fBnve1sCNU7N//19PgdvekGUfbu6y\nsgHc/Dycclz6+bNOFvn+j7PtXbkH3e3Vt7aHKzJ/P7+9+vqhkT3XHq7GDXRzvr8j/PApuGNq5EG2\n48PfiBHPVbHzNwHbZ9vbbij8cFu4eDCu/40dnwEsADnSbbvZktscnVG+YXDD67DXaGC6RQ56jpvH\n8o7JMKLLnf8c/Ovs7Pt9wwR432Dgl8C59cfPPQl+tdFtrIFL98u/H4PmYI6AW+GLQ+Cq2bX35wun\nYs6Hx+CzpxW8v1OApfb56s04UpZ2vvs7X4yrXE4aVDX1DxsR5v1dkWUjw/aWmF6pC5vtMQ+YkThn\nHCDu84HA4hRbmv1b+l+gnwV9FHSv2P47QI/J+N5Y0DWgEtsnoM+Dbt9MvZ2NDaA7uM9doE/nnP+O\neBk8xz8F+l+x7SdBdypRvj1AH45tfxT0u83aczb+BHpQbPuPoEeXsPdZ0K/Ett8A+pcC39sOdLhn\n/0TQlYl9q0HH5Nj7AehG3/1xZfxWbPvWrOfNnfNFUAUd5Tk2GHRTVH73XH8qx56ADss4Phf0Te7z\n20F/WfI+/w/op93nCaDPNvDdD4JeDboOdILbdzTob2PnrASdVNDeeaBfAz0N9Dex/Re7d0ZAV4Du\nUtDeu0F/BroV6HrQsSWv1S6gi9znL4F+r4w9Z+ch0Fnu81agL4EOLmnzQtDPxp7P/yhpb2/Qh9zn\nKaDLcs7/mHsn6t7b2DkbY23qH0APyTj3YNBXQYdmnPMb0OPc578D/VnJOn8e9D8T1/RfCnzvCtCz\n3DsxKra/7rqBng16aY69C9x78R7QnySOfRD0B4l9z+W0H3NA57rPz4JOTByfBvpUoj7vyynj46C7\nYX3jmmRb6K7H5bFn46IC13E30KXunZ8F+rfE8c+4tuIbRe6L+85PQf/eff4O6DmNPROob3+ep2x3\n4L+xhY+Tf9H+/XNseKGqr2JLz/wGc7VfqaoPi8jZIhItR/N24CERmQd8A3hXM7+F6cqOwNy98VBk\nXlguShrbHWp1n9Pi8blwwuLB9IQGVwDj08KoLtHqlWS74+OudvLKlydupkfkHyHEDMx4+BLgbmxW\nYrMYj/OUORQNX34cf0gnCqfEUUQDNgFzt/tm87wJuDlhLy/cGOnifBqjPYGnVbufnSJ1PgF4wJdD\nKKazfNDtajCdACLCWU6PESGaeQnmGRjZgL7nYCy0/QvgLLcvCl1GWASFwwtdmG7pFuAQEYa59+wU\n4Br3Lt9MTggzhvFYXqiXXTlPKPi9NMR1RhcB7xTx6yJF+FjkSStq05VzOf50Co0gEvlDGH1VJPKH\nbu9spkg6knd477sI22ID++i9yJuwMhLTE2bp+JLhy8I6usT7ECHZ/hVtU6Mku0lZSlJPBsUy8Eea\nsiXU9xHOU1aDPJ3acCx8Cf4QZlxPBsWE/kOB51RZDFxNvbYsEvlD8TbrGOBW984vBHZO9Lm7Yffk\nUYovwRiP7j1NL4UvP6+qd6nqXM/fXWozG77U7I+r6k2qOl1Vd1HVr7h9l6jqJe7zRaq6p6ruo6qH\nqOofm/ypv2Lx5D+raQ4i5CWQ3Q27SUnUzMAU4TQR5ovwM7EFYg+z/V69wkRgeUT01EICz5H+YL0h\n9r00+EhZVnLAJ91MwzQ0RcpS6hsv46rY9nLKzczrFvo7FCVle+DXPnTR01FEyCRRrr4TsUZuZu0x\nBNiPWkKRqynDGu8FwOGeY1Hi40Llc5iINYw+0exU4HntycHXqKbsXOC7wHcdQasheWrT/9dRfMWK\ng7GcP5cB/+gazUjkH+FJiov9p2H5kZ7Dkvcei13Dtao87s65GUvL40WivvGBwPWYLi12LiLCXiJ8\nUYQ/ipA3MSlOoJ7B0qbUZWV3WrsvYiLsVLjrNYratuAJcnNXxW3UvsMuzUwXlrUcwuirunDvmirP\nAwpeIhMhk5TRoyeLBs95HXX0jB+V0WY1pSkTYSSwSKRuwBkn4FCclHXRQ8riJCqpJ4NCpOwX0+kR\n+if7iJn06MmK2hxGDxn2EZq4ngyKC/0jovc/wPsSpL0wKYvd32OxgRSqbMbapfhAejdMa9aIA2Iy\nPZMVe4eUqeqVeQaKnNMH8DA2bffexP68JH7jqB+NQL3Y/xxsWZ6b3HfucA2pD76XKWsGZuSJzJoM\nUJiUuXNHY6OiNCRJ2RJszc+mlqdwXpqtMPIZoezyKkmhfzTrKu26R9idepEn9ORNiqMIiZqIZddP\ndsDTgE0xwgPFPG+jMS2Fj5TNppagFCGiI7HO/pMidc/EPvR4yaABT5kbeHwKSyi6H5bfbRwg1N6X\nQmkxXGc2EVsP9n6sUT6acp6yuPfz15g4/1Ts+ka4DTiyYKqS+EDgRuBNIgwRYQsR3ou1M9djz4xi\nA4AsJDvqy4B3e7xGB2H3Ja/eO2D5Cl+O7VuIiZibxRzgt45gQwGCIsKUnMkqSa903nM3Aesw08h4\nNPOyqL2R2HM/J+Oc+L1phIh+3dlPzs5NDkpzO3/nYZ6Atb9LyPeUFZh9OXgoPaRsUsJblEz/VMRm\nJPSHdE9ZnJRlCv1d+z0Em+WMKo9g2rZZsdN2pAFPmZvYcyT2rkdIiv3jnrICDojuxLFRaqte85S5\nAsgBInKNWFb9h9zfX/O/2TfgvFGPUNuhQf6LMQbLL5VEt+tXbF3DGcBFqvxIlU9gnflo9efA8ZGy\nFaSTsjc4e0E8ZfSEMrI8hDWkzHkXc0fcKfWFnhxl8Rm3qym35mdN+FJtJs5zZJAe9yJNx8LFyZF5\nPKQSIccTpX9wv3c39aRsX+CBxuwBdq1uAPaMk2BHbE/EOv1G7I3ESM73gK8mjvlI2cisUJKqzhVh\nHJZX8CxVHsbyxP0bcDbw18R9LtqhzQbuV+U19/3LgM9ho/QnYucV8pS5xn0q5mUAu27HYznLrump\nD2uwlDfeUFbime5+5hzZng+ch13fD2P171LlXOze59U7ScruwzxGSTJ3AvZs5pGypD2wa1eYlHne\n4SOxlRQiFAnlvQ3L9ZeGLmrftbxw40QsW32mpyy2nZdAdiQ2gJ4BmnxHo3Co4IiBszdMcnI1iq30\ncDSW/DTZryTvzTJgB5FMr9EkYJUj2ck2vUlP2SlbYJ7iaN3lMa7sw7Dr8lTiC0U8ZSHDl0OxgUW8\nDbmRWqlAYU+Ze54PxDzm8b58IY6Uia2nuw32bi/HBvd5M0THYsmAX3TbvUvKgJ8AP8QatJPcX6iF\naXsL78BGy3EsxpabSBslj6W+kYPa8OX7gB8nRqdZuXzi7DrCcjyeMNc57o81IFmkLKlXyCJlXe5/\n2vRlqA+BQDldWXKUCPYyBSNlDnmeoynunCep76i6aJiUdZdhPmFJ2RKMLM2O7T8JmKdak9uviKds\nFNbpfQU4QoTDRJggwkWYhzdK14EqL2Aenm3TjLnR+8+AH6hyk/veQuD9WIgtOVgrSsqi0GWEn2Ae\novsSDXRRT9kErPN5wZXxKew924KeFCARMkOYMSS9s1cB78Gu7cGq3BUra5F1P2s6avfdq6lPdnsi\npjlrhpQtpIHwpQc7YZ1tBDejNlMDdjjZHVQXte9aEU/Z7yjuKSuiKVuBDdJ9ZHw0sUGkG/CtJsPj\n6wZQl2Ae4z/jJ2Xdbaqz6UvNEMeO9FynZPgyTVNWNE9Z0ubuwKOuXHE04ikrEr4sQsqeS+y7AUfK\n3HM3hZ6wYRHv/tHUesnApcRyn3cFHnM6++i+5PV18XQYYPdidJxLiHC4CP9c0AvfjaKkbJWq/lpV\nF6ll4F+sqosb+aF2Q5UFmsj677afIr3RGku6p2yqG42/DyOscazEpQLwfLcRT9lETJB6b8rxCEnS\nk+cpe4IGPGUOT5DSKIqwUzQVOsWer7Mo5CkT4RgRjkrs2x67LsmXN4+k7I51ML7GsAmh/9knYPdy\nATAz0VH5SFlmOFR68latxpIcxkOYZwJXeMpXxFO2xuko/h/m4fob8CKwuyq/TZyf42U49xx3/N/i\ne1W5HvMWXZX4QiOesm5Spsp6jPwly1dUU+a7nz8BfpQgeZAh9s/QlAFcCOyiyi88NouEbX3vRQ0p\nE2EK5jH5OQE9ZSK8WaT+Onre4ZrO3z1HqUstuWf4cGC4T+7gjhcOX4rlTNwBI1BZnrL4fSkSvlwL\n3Ak/fK/neDLyAPnP8ZeAP7iBSo1W2dXZd29Wkv2MRCJ/qA9f+vqRAnnFbh9DDymL2/SFLqExT9li\njLBvC90ex11p3FO2MbHvLmAPp28cg3nSNsfsbZVGfGK638WJQ/E+IApdRsjTmkMihZeLJi2nVqf2\nOeAfgAUinJ4zkOlG0VlR/yYi/4uxzcgjpKr6y4zv9BdEMeT5nmNZpGwKNrtuhSoPJY5HLv6nk1/E\nHpD7EvuW4/dc7Y+Nupbh1xhF8fKhWAcdIc9T9huyPQM+UraM9M7wD5inZHPK8aQnDwqQMvcQ/zfW\nIMdDKOOBlZ6OsCgpe5kYKXPkejL19yuH9Iwbjd27ZzEPU7xz2BdLftyAPYZjwvuXRLgHJ8534cJD\nsbxTcTTiKQObxTsMuEE1da3YyMuwxH945A7YiPq15BFVvuf5Qq7HyF3/A7HlT+L4J6i7x0uxEenW\nsdCBD75w9H+lnHs/5jGflHZdHDkYRm1YP1m2OIqQUV9H/XtgjAi7uskIx2OkcRmwvQjbq61IUtTe\nImCaCFskvCD/gbV9f59TxonUe2Sium2oP51dsezmi7A28pHE8ej5j7dXWSRqHPYMPQF0eeoB1h7E\nf6coKVsMY9/jOe67jqn3072f76enTVmIW5rODfy3B16JvLYxbCQ7kWoXjXvKUgmUEZcttnTnJW36\nZl5CA54yVV4V4QlgNxEeBH6AtTVxwpxHyoaRGGy79vBObOD0KLF2WhUV6W6zkiQ1bjP5rHaHL+kR\n+UcoEhWKi/wjRCHMRWKzqA/G3p+DMK3hu/Av+VaDop6yMzGh3XGYK/1EAmS07iPIugF5pOwfsAcv\niZXA+ACasjdgHUbWRICRWJgm3lCtxKaZ+5aL6MIIziTxpElw8JGy5CgA6NY6jQU+C3pX8riDL3y5\nCRicUQaw0MLu1I9afKFLyCcpM/B7yiZi2o2XEufnCP2/tA4j5Yo1aDMARBiPLXrrI3lZQv94Z/A7\n4EBHut8N/Co2OqwpX84IbCTuXjr3/KUZhAxyPWVfiJY2KYoi5GQmNnuuhrir8kpMYB7tew3rTPLS\nPHSR8JRFqYCSJzqb8/G0A7F3eBz2jCQJQRqK1LvOI+PsX0NP430C1rEp5jXpyrBXRyYcgavRpDo9\n5UzgeJFa2YTWrhW4JfYsJNvALF3Z4ZiX15dyAXpmxMbvQxaJmoi9Y5uxzt/3u81oytYCf4ITJjpN\nURyNesrGY8vtRBn7k0vT+QalkE/K4p6ypcDk2Ls+Ab+mLItAjYCj1sSufdJTlpx5WcRm3FMGPcst\nnYfd6w8kzs+rsy98CT0hzLieLELq/XbP83D8pGwnpzNOesqKpMVIhi+hVlf2dmx5vc2q3AHdesNc\nFCVl+wMHqOqZqnpW9Ffwu30dXlLmRu874OmA3BT7l4C3YCGWJLJy+aTNvvTNrtyffFLma9hfwxoR\nn80dsQfySdLDtmmeMl8ZojVMx5LizcPTKLmGIW8G5sewKdE+UuabFVvEU/Yw9aTM51WBfM9WvGFc\nQI+ubF/gAQ8ByLMXX4ol0r7thz90ifMUvUZ2OoG4p6wIiuhxGrFXJIyX1JPloYiuzBe+zMIqsj23\naQOBNDTrKQMLAZ/myNMczLMN+ctMpdlLhjD3xZ7Xn+NJwRHDWCz0/Wpif1b7FpGymrRBMXRR/65l\nkbK4RyjtvjejKVvrdMB/wHJYxtEoKdsBa3viiIfA0u5LEU/ZU9Dd57wMjHBkeRT1ZPlFLJSXFgFL\ntgXxiEpa+DIvJJokZY8AH8Geq1M93uxmNGVgYv83Y9EaHynLut91pMyR/LVY/XelPnyZ5ymL69oi\nxEnZu7D3K8J6Cq7JWpSU/Z56IXOnIO0GjALW+cI0DkuA65z2JYmVwHhPUUrj2QAAIABJREFUzh/B\nHw6o85TFRP5/dscniD/BrK8BAU8I09nswl70rAVk00iZL0HqJOxh/Cpc898p9tIapdQQpgiTsNHF\nBcC2idFss56yKHz5GLWkrIumSNnP9iODlHm+kJdiI3md7sESLEczPH1IrbO7342SqBwvwxWzGrRX\nhJw0SsryyAmkE+00rMazoH3sHU4bCKShDCm7G3smzwQeVO2+3nl6uqKkbDamU/0WcHbcW51os3xt\nFWTXLc9T1kXjpCx6x9Lq36ymDPjuU9SnxmiGlCX7gXhqhWZJWVzoDz3hxshrW9M3uUFgVrhxJPw6\n/p2l2MLo22D3+gnPd/I8ZfHksWDt6wHA21S94cRmNGU47/7T2IS9wqTMPc/JMkaIQpje8GVOBCLV\nUyaWemgvYonD3b1aR04eSChOyg4G5onIY/0xJUYO0khZ2szLCDdhi6T7kObeH45pC5KaEF9W/ylY\nbrVlbrSRlmA2i5QlG8URmEZnPfby1LloMzrytJUHoofz/2C7aSLdyW6TZfRdy6wZmGcDP1XLXp8U\nXmaRMi/pEWEE1rgsd+UdIT0rG6R5VXLCjVvHdQxFSFmepyx5ne7BND8/ygibZdncFnjNo2XJQo6X\nYchQwocvm/GU5Yn9u2ivp2wTIJKyeoYTQQ+Cen2Y80xdi83qjKdAadZTlpyBORv4o8sB9QDpK6X4\nQmSQ0r6JMBF7Fh+mPpdjBN+7FtpTthkYJJ7M+q79Gk43iZr3ANROJKJxUjaCelIW71fS2uhUUubK\nOYVaAhKFG9PIMmSTqJHwSpycRPamA094PKLQuKfsauAQ1TrddISGNWUx3IARvkY9ZT5NGRgROwx4\n0UUmgO5JRpvJnlyX5Sk7HZObJOUwhfJAFiVlx2GM8lj6b0qMNKzEdDlJbVOangwAVT6tmtqRrATG\neTRlk/A0co50baL2hr0By9sUhcDSQphpL/xj1CeI3RFY7Gz6csqAPcAvJFJ8RDqJDdSHoiYDS+34\nsV8GPuOxmaap8HrK3EyaD2JpAKA+oV8znrLpwCOxac+L6OmoumjKU3bqNqSTsqTIH+web5PhwvZ5\nygB+lF6GzDr7PJ55yPGUvesVGvOUPYsJ19OWEYsnjS2KTHLidHgTSZ2s4MUqPJ6y2DucXEEiE+4d\ny5rkMAbzdqRNFrgae/ZuiO3LC9sW9ZTFV4b4FnBO5BVItFk+MTmkE5TDsUSzr5PuKZtObagICmjK\n3Oc6T5kjXkOIdbrumqY9x8OxpM6OgFxyGbbkTvz3GxL60xpP2XhgfWJAFQ2008gyZJOokXBa3CMU\nRT/2wB+6hAY1Zao8r+pt++L2ts/wQqWFL8FCmFBPylIHkhmaMrDBygnUeskipCaRlfrEsREiUpYM\nXUYolHGgECmLp8EImRJDRI4TkUdE5HER+XTKOd9yxx8UkX3L/mYSrgHxidgzSVkO0vKU+fRkEZK6\nsih0mXY8QhopewAjB3F00SMcTRMzZnXkPl3ZJHoezsuw7OhJspfmKUt7SN8OPKTaLTxNljWtg8wi\nKDOoFbLGdWVd+L0qeeHG+P1cDmzt0gyMp77jiZ61rIY4mctoGZZyYWFGGbKIY6OhSwisKXNkfjPp\n92UmMD9DJuBDnqdsCjY79+WMc5LIazAb9ZRBtp4uraOOcDsmlo7PCi+tKXPerO2h+5m6Get0ffm6\n0jwyaZqyKHQJ6aQskhDEUTR86SOl44BnPeQ2zWbN8+tmR95BbXLSvqAp66I+kWskScnzlGWQspq6\nv+DKcCTppKyIp8xHeLxwZPhF0nMhZpGye7G+IBlmzUqpItR78yI8jnne6tpqstNijAU2evRyT2N9\nShc9a8Umy1mOlIlIFuMtfE7K9wYB38G8cDOBM0RkRuKc44FdVHVXzHPy3WZ+qwB8ob4ypGwNMFxk\n+BsT+31x6AgrqJ1ZFYn8I6R5ytK8UD5SFtcoPArs7hmx5JGyJHmN1Un2x3K2JafZN6opi3vJwB++\nbFTon+wM4qSsYaG/jdDv2B7XyMVmYJ6BEco0kpFF9Hyz53w6jzh62VN28+QmbGZ5jEZTG3oqgjxy\n0kVjoUtI8ZSV0JRBdkeeScpUeVmVCxJk40ksvUWdlyEjFxa48KU75yAsdBlPjHoR9s4lNWVZ4cs8\nUvY0plfqLqvLWzaaxsJPcW+dT1OWDF1GSBtc1BATV98rqU03E0JTFpdIpA1Ks0hZUk8GPeHGLE9Z\nTvjye0k5xlJMQO+beZlpz0U0toC6MF0espZa8mrKwHRZquyuWnctM56fruOw8KQvNBt5yNJIWZrY\n35cOA1U2YiT2qpTfK7S0YJ6nbEZMQ+b9o/ms7AcCC53X7RXM3ffWxDkn42adqeq9wA4iUnYxXB+S\nifmgBClzDd0qmJXsLJPrgMXxY+AyEU5JiPwjZIUvfS/8k9jSIPH700XPbJ612Igl6dErQcoAS+UQ\nrdcZzWIdgd+7kvaQ7uXsREh6ypoJXyZJ2WPArlK7vlwSzwHbpYQbJ8AraxOd5gIsfYVPTxYhy7OV\ndi+z0Muesi2HNWEzq0NL8/RmYS2whdMJ+tDozEtonaesKVLmg9O6vIr//gzFnwsLeu7XSOoXtQd7\n15JrNUJ2+LKm3XATcXbChe1dB/Uatc/mbsBCz4BlHdZW+datjZdhKTA2kSg0KfKPUMhT5nA9cJgL\npYP/mVxNz8zHJOo0ZVqbsb+ZlBhd+D1lU8j2lOWEL59PEp6lWMitGU/ZUMxjlJWvz4csXVmWpiwN\nGaRs6nake/KiAa+PlGWlxchyrizA+nIfgoQvZ9CjIUv7OyTvR1IQpVKIsJT6Dt93TlpS1DLwecrS\n1r0sipVwd7JjSCVlqlwBnIJlCf8J8FJi9kpDmjLXKMzD1jeM0EXt6MunKxtNOinzhXm7w5cufn8/\ncEBshDwCWyMsbeRQ85C60fQ21NbpMWykv4WL56fdm2Y8ZVGo65XkF3LCjRPhzcl7GeUqyyNlaZMH\nGu6oyfeUNUqgskIBW8Cbtqc+VJOHrDBew6TMdQJZa801OvMSAmvKHIKSMoc0L2GqPXe9ohDmbOqT\n9D6B86QlNGWZsy8THrtDgT8l3qOk2N8Xuoxmpm0k8Rw7AtTtSXVtSDJHXZqnrGD4Uue6dBO3Aqe6\n9qVumTn32+vwd6o+Txn0ePibCV/Gc5RFKOopyyBln0je+yXYhDIfMYHs2ZxpYcE8ZJGyrPBlGjJI\n2d0LSCFlLi3G03ieSTJWsMEv8o9waIbWvLzQP01LlvhLY4x5KMquk676Rll5EaR5ypppNCP4Zihl\necpwN3NfbKWFuYnDjQr9oT6EmXSJ+9JiFNaUuUZzLLXLsCzHPHBdblfaKBH8MfYp2MSB7vvsZquu\nxRr4UdjozKcX8hIUl0Q3ys8WIVrfrIvsDjyNRPkaxmi0mRXSz/JsZV2rZux1J45tAFnhy2HYigN1\nBDYHoT1lkc06EuXQRZOesozQYNs9ZQ4NkzKHhRhBeAO2QkY3nAfuBeqJs7fzV/9SS0fQE7qMkNSV\neUmZg89D68uTltSVZZEy33Oc5j2+Eku3MBxbxsf3jKfdT5+mDHpCYGn3JiuM5wtfFtWUpZEo3yBt\nKTbzMi0EmUXy+gEpSxX5RzhQ1buaT1aoMc2DnLfKRzihf4uwjNoXtmYtqZRzJlM/4wEAEblcRM53\nfx+PayNEZE7WNnxhOFy9T/w4/HoXnDcm7/u+bfgp8NUjEsd3AhZlfd8aSLkYBl1aa++DE3CEKPH9\n0XDczin25gH7xra7gKdi248A0xP2RsGlQ1PsLQMmxbbHAatBDq21cdWTcP6Z7utj4Ncvp9hzHWHN\n70+GazfVX89fPYN1KhPgxudS7G0AhotsdVTt/T39DLj52YjI2bFBu2Fi01nwsxcy7ucGeO8b68vz\nzSPgCkmcvwB4FcaOyrZ3wUEpx8cAqxp83tbBT2ekHB8FrG3Q3lq4c5TIIN/xkfCbzY2+D/C9beD7\nB6QcHw0XjG78/boSHImo/71fz4KPDs/6fr09mY0l5xwaP27/px8Pt7/uyEgj7YHzKHnbh71wHXWD\n1/NJuPhN9fbOOyrLHnz/FUweshRkn/rj1z0L7BJ9V2Sbo7Hn8Rm/vZs34giKbd/4DlyS29j5TlfW\nvb078Ijf3vUv4zrB2PEJwIr6+n/9zbYvWu3iUxvq7X1nB489gJFwWXf71nNs0kYstDsDbt6ccv1X\nUd9eATdOgnfv4jnfzeC7fRzsMd1zfCMwzH89bpqJ85RFx51H71W4YwYctqPHHsBmuHDflPKPhPdN\nS5z/BPxiecbzthluTns/hwEbG28Prh4M5x2ccnwo/OMujdmbPR1uHe8//i+HwTWD0r6vmvZ8D98D\nGGnRmeTv/XhP+PpIn73s7c9NgA8dIsZVLicN6nIE9PYf5g16AiMKW2EEYkbinOOBG91nl1vHa0vL\nlUX3B/1LYt/joLuVsPkVuPiy2PZQ0OdBpUl7U0GXevZvAh2a8p1ZoA+7z8PduRI7fiLozYnvXAT6\nsQx7D8W2DwK9L3Yf5rj9nwf9mvv8NtBrUuztCPp0Yt9ZoD/ynHsx6MdAjwW9LeM6bQTdIbHvbaDX\nes6dB3oD6PkZ9uaCHuXZ/1W46FLP/j1z7uM3QM/17N8W9MVGn4+c6/tD0Pc38aw9BzrMs39/uP7R\nJux9EPT7KceuBz2xCZvfAP14yrHloFObsPkk6E61+5gDOh30sSbsHQl6T8qxX4Oe0oTNj4Be4tn/\nftDLM773D+75+mHK8R+Dnhl7h8eDPpth73egR7jPu4KuAN0icc7nQb8c254H+oYUezeCnpTYdyLo\njYl958Xalo+A3up7Z1x96+oKeiHoJ+L3N3bs56CXg6b0M/r/gb7Ts/9p0B09+2eDPgj6SkoZB4O+\nljwGKq6vqGvXQf8G+jrolill/CroZ1KOLYY3vyuxbxDothn3eQLoypRjJ4Fe38Qz/FPQd6ccexh0\nZoP2tkq/xl88H/QXjZbR2d0AOsKz/2rQtzdh71DQ38eePfWd1zZPmaq+imUr/w3mYbhSVR8WkbNF\n5Gx3zo2YZ2khcAnw4RYVJ/TsS4Bn4ENx0e00YJFq0+HXlZiOY1C0w+XoGYwnAaXDAmxh3O1wGoXE\n7/sSyNbpKWJIaspqBI/ao0e5D5tqDNkhOZ87Ny1eHwkv82bB+UKYaWGTx7Fs3osz7KWFByfCh3+b\n3Kmam28rLRw6muy8VWnI0pQ1I/SHzJlrJyRnzhVBK8KXq/Do1Fy+wVGkeNQL2KwJibpnupnQJVj7\nkZUSo5l6p+UqKxK+HEK9yD9+fBet1dCl6Zag9p6eAlyr9QmOu8OXsTUGH02x5ws3+sJ0i7A1C3cA\n/hX4ZMo7U1hTFjt2JZZjKu06piUYztKU7QWs9pVRLUT6EvXhxpGYptgXxluKrRPr0+hC7uzLm29K\nlOE1VZ5POR/6gaZMLQLyAt529fxlNJCyI4G0ZyhLd52FcOFLETlNLFfYRhF5zv01czNqoKo3qep0\nVd1FVb/i9l2iqpfEzvmoOz5LVZtKv1EAz2Kzf7aG7qm+W9P8zYT6XGWZerI8uAdvHbWdxihSXnj3\nnVewqc574ddOLcaWb4pnvs7SlK3GZiNG50/CPwvlfmC/mCg/rZF7Hst6Hs9Zk0bKItFsXgfpIynJ\nHGVxm9uSrT/KIGWZnVaj9prtpLM0Zc2kxIB0PU6z9vKSqDZT7zTCMxXTJDaS9yxCWqPZjMgf8slo\nb2rKoplmSaF3hGTW/1TdjEM8V9mp2CLqSXSTMuy+rNH61Uwi+DpAHzGM6v854NeqpK0s06imDGyV\nlldoYBDpdLXb4iESajPc15B9XzZST1Cyno2lZN8X72xJF+rdlsZJ1Gaszfcle20VKWvGZhqBytOU\nZSFNV5bluMhC+TxlMXwNOFlVh6nqUPeXtWZXv4L2JJCNxP5jyCA7BbESro3nOSlFyhySYv8iXoZI\n7F83m8eNtp6gdh3I1I7XXY94GWo0frE4/RpnYzcyGhhnL/ngF/GUNUrKpuMfoUd5ahZn2EvzbE2E\ndzQzEzgtT1mzwu9e9pT9X3LliyIIOvvSIY2UpQ0UiqDOU+ae6WZylIHdm209q4VA8/d7MZb/a1Bi\nf5695djKEGmeXJfLrFsLkyUmBzeRSYQJ2KDnTs85S+iZfZkl8od0UubzlM0AzgK+kGGvkTxlAKgl\nA72WbFKWnFwyDJt4lLYM2mMZ9sA/AzPrvV1C9mAwTZg/AlgHcmTGd+vgBjcvQf2SVQQmZY74bU96\n5CcLKaTs0r1oroyRTR+JarbNilK/ZC5KXpSUrVTVtORynYIl9JCysqFLgGdgSHykFoqUxbP6F/Ey\nRKSsCz/5eARbZiNCnjckHsLMytdyH5avLK+MyQc/zeZTztbO5JOyJOnZBbxZ8R/H8j5lhbrSSNRE\nmB/Ss9Ws56Q3PWUj4cVGZ0aBP4UCblbstjQ3kk0jZXlkIgtpnrKmwpdu0FFXTlfv7fCHvPJsvoh1\n2MmZ2HnJaF9X5cyMsNdCapdiKhq+PBm4Sf2zoZcCk5zHPG1gFKEoKVuD5T+7UDXznjSSpyyOz2BL\nT/ngez58617G8Rj5nrJGSNmfyV4nNi182ewALctmQ9n8Y0jzlG2HJXptxsud0mYNycpTVsRmzTMU\nWxu64XbV1Ws96YNoID+j/2kichpwv4hcKSJnRPtE5G2NFqqPI64rC0HKVsJxcQ9LKzxlR5CdEwt6\ncpV14SdlPwfOjy2cnNeRxxPI1nglEvqMSFeWRzaSDZ3XU+Ye6Cew5WAKe8pcQsgt8RPDh4D/zeio\nwEN6nEZvK5h/g/8rmUjzvDXrOdmIrSVX4znJWFi+CDK8DB9oWEKgNmvxNeob4lFYSKsZj3QaKcsj\nE1kIrSkDfwhzNFbvNO9KHnwhzGafnwhrgEGgUTgwL3wZ1SstdIlaIttovdxmPGV1EgH3rLwL+J8M\nW2DP8AhP2K0mkXWizUKVpaqpOah8pCxNTxZhPtnPo4+UZUUrrlflPzPspSV7HQmsSda3INJsNusp\nS8vP1kw6jAgpJPzMTYTVlA3DiGMjS7jl2axBnqfsJOBEV5AXsAXJT3R/JzVZqL6K0J6y9dhaiJHb\nd2cCkjLX2JwO/CLnOw9inrCdqU9GiCq/wDJ6f8dp6bYi230cz1WWmqIEl0SW/M6iu6ETYRhGoNKS\nkz6KNS6NCP13xrKI+4S2G1X5pwxb4PdETQCWN0kmgmrKtCfBbZLoDaX5xiNLU9bsaHsF9d6dZsMA\n0LuesmY1ZeAnZWUJVHBS5p7luK4s7zquxOQJh2DrZ6Yh0pWFCl+iyg3qX7kgfk6d+Ds2UGk0+XGE\nZkjZtzH9Wxoa9ZTlIS182SpPWUhNWbN6MkgnO81688CvKWtW5B+3makry0se+z5VPcv9xT+fpapn\nlShYX0RQT5k1cresp2fG5I40ntAyibinbE8szv+n9NPBCWuXArNI1059DEs5cg75nguXqwyhdjFy\nanO58Gdgb6xhzep44w/pFGBJxu9H4Y9GNGU7U7+AbSPwkaiJwPJEfYsitKYM/GUs0whneMrO8yUw\nLgLfih1lSNkmYJDzWsYR1FMW05T1NVKWzDZe1ibAQvj3aLBdxFM2Hbg7ZZZghDgpKxy+dCHPsTR/\n3SOb8Q5wO2wpqu5EqQ2+w2mkLJXkqfJSzuzGVpAyH4HqzlnYhM3QnrIsUhbYU/arHQmrKWtW5J9l\nswZFZ19+TUSGichgEbldRFaLyHtKFKwvIu4pK7vEksPLa7EGfSJGdjJHdwUQJ2WnYwufFvHWPIBl\n2ffWyYWX3gWcT/4oINKUjcIyX3sbHNdQP43VP89TFr1MWRo1sEb9FbJHuq0gZUkvVLMzLyN7ITVl\n4Bf7N6sng0xN2fpmG82gpCym10oKr1ulKWvWps+jV5ZAPUFssWQ3e3kQzQmk41gIY6N7VERTBimh\nyxiexgaQQ8nWbiY71dGkr9xRFIuo1cmVITvgOtRESDRPU5aHhsKXBZAVvuzrnrJm1r2MkELKttye\nsOHLMgNJKLAoeVGh/5tVdSMWtlyMPej/r0TB+iKSnrKyo07gxMexUXIIPRk4UtZA6DLCA9TnKKuB\nKvOwe+oTxMcRacrqQpcevcL9wAs5I8X4yCFrTTEwUrYyh4j2mqesSX2Gy+Jd9+71B0/ZKPjubU3a\nXEb9UmZlGzgf4QnqKQP9LXYtm703rfCU3Q0cFXuGxtBcjrskFsLZg5zdTO+gG8g9CFyXY3MJcAzw\naI6GLtkBlhn4RHgYmBnbrnsnGnmHXTv2GrUEJS98mYfe8pSNBNYG1pQNp897yk7cgvCkrH3hyxii\nKZwnAlep6gZoyRqU7URoTRn0rH8ZlJRhGrHtSE8EmcRcrCHPhCoXA3kTOCJNWZ5XC0zsn9f51IUv\nc+ydnmMvNCnzhRub9sa4SQW+Rq7ZfF3g95SVadibyfGUh2jdvjhaQcpCe8rGYV7uZmaEQQtImSqL\nsOdyVgh7MUSaslHAc5q+HmJUjn1Uc9vJJZg0IktPBvU5C/PCp0WwAEufEaGspwzqn5G+SMr6uqcs\nS+jfCk1ZszZ97UGI8GUQT9l1IvIItpjt7SIyFguHdRJWYR6MbQhGyi4bgpGyECJ/sDKNwkKNRUOX\nqHKvKh8seG7ejLCIGNaRMo9e4R5sSngWCpMyl306j4j2dU0Z+IleaE9ZmRBInafMeU9GwPC9mrTZ\nclImwlBAaL4RXo/NZB3cs+vcd5L/DGehFZ4yMHH9cTF7IQaRT8CtMyjnbUxiCTaoz9KTReHoecBP\nRNiJMKTsYXJIWRPvcDKrf6amrAB6NXzZwZoyXw454I4R9L3wZXlPmap+BjgU2F9VX8Zu0ltLFKzP\nwZGRKDQXiJQ9t5aA4UvnZVkNfIDiocugcC78F7BReuZSNqrMU+WYHJPxh3Qy2Z6yIugmZY5gj6b5\nZKLgDzfuWNJmDYlyyQSH0Xzj3huesqHAZtjYrMeoNzxlE4EVzYbxXBuQIKQ7dmFpDZpFb5GyEJ6y\nFTBoG0zAX5YQRYje5zxPGdiSZ/dhk5f+mfLEcAEwM6YBa4WnrBWasjLlfBEY7ElQWsZm2lJLfUlT\nlszh6VbmEaF5B9IaYFRCQ1g2fBlM6H868IqqvioiXwB+TP309sIQkZEicquIPCYit4iIN/mliCwW\nkb+KyAMikjnLMBAiXVmgRu4TvyVs+BLs4XuZ4qHLVmAZcCAJYtKkXiHpKStDdqA2Od9OwOISoae6\ncKNL/DkL+EuT9Y3KGH/mRwHrSpQztKdsHbBDgoiOonlNCoSffQn1pCyEhyehK/v4EFpDysrUG+Au\nbCmz4QRqr4zMHv04cDjhSNly4HUKkDJVXlTly9is7XsxT3sZPIt5TqP7WUpT5pD0yPSp8KUbkPhI\nVBlNWV1I1HmTh0CmXjgNLwFbuLY0jjKesmcxAhUno8PhqPUlBmnPY89ufBnAsuHLYEL/f1XVjSJy\nGPBG4H+B75Uo2GeAW1V1N+B2t+2DAnNUdV9VPbDE7xXFEmzq9utOyFoW0fqXO1EuhBbHCix02Wzi\nyRBYhjWcZQkU1M5oytOUFUFEKITyocsIcdIzC1tYvszar8kZnWU71aCeMkdEN1Db+ZT1MjyL3Zch\nsX0t8ZSVsAf1npA9KEfK1gDDa0OipWbaAt0dxu+Bowk2MQkwXdnhBApfumfpsxTzlEXfWa7KB1W5\nKf/sTDuK85a5XX1eU+ZIRZkZg+DXlTWVhd7BR/KGYrNjGyY87js+b1nTmjI3oF1F7QCojJ4sQtKz\n1WeE/tEI/kTgMlW9HmoamUZxMnCF+3wFcErGub6FUFuFpZhuLlADd+KOmHB2O3qmkJfF/wDfDGSr\nWSzDdCI14ctm9Aqx0cgkjAyXaYyiRdhfxBqlUKQsrgE7GLfMSUBNWVlSFtpTBv6Za2uarbMbRKyk\n8bVbs9BST5kR+9tmUYKUuc4i2bCHCjfeDLwloD3gBy9hA49QnjJU+WrJ1BZlENeVhdCUtVroPwJY\nX3LQ7RPml9GU+UhemaSs4PcQlvGUQX2C6uFwQ9NREoekrqxv5CkDlonIpcA7gRtEZOsGvuvDOFWN\nSIrPvR9BgdtE5H4R+UCJ3yuKJcB+hBHNAgvWYg3mkwGmqwOgyp2qmQto9waiji+EpwzsId+H8l6y\nCJHnqBWesm5SFsgelPechNaUgRGR5JqoZb0MSV1ZCFIW9+aF9pRNAF4rMMMwD8/i2jiXSHoE5Qhz\nhEhXFpCUrV2ODYSDkbI2I5OUNQGfpiyk0D9EGWuE+c77NpTmSZTPU1bWC+XzlJXRlEG9rmw4vFo2\n4uXLn1emzVqHec4HpZ1QlFi9A/gNcKyqRpqdzDxlTjP2kOfv5Ph5qqqkp9c4VFX3xUaDHxGRwwuW\nt1ksxRIdBiJli27GYu6h9GR9BcuwF7XmJS+hN1qNLZreH0jZIVjYqEx9k6SsrMYoLU9ZmY7/b9SS\nsjKalAjdpCyW8LRMo9lqTdke8KZ5Je1B7cDzvdiyX1nrrRbFI1jbeTDBSNm/3Og+hJp92W5khi+b\n1JS10lNW1sMN9Z6tcVgeu9dDacpoDSkL7SkbBm+tW1qwQXRrwJwkptT9ce/9RjIWJS86+3Kzql6t\nqo+77RWqekvOd45R1b08f78GnhGR8QAiMoHUTPO6wv1fhWWOTtWVicjlInK++/t43E0rInMKbi8B\nBsNPt2jy+zXbzju2Eq54OYS9vrINnx0BN6+NvH/l7V3zGlx1DM7zVt7eta/DOUdhoeOF5e39fAh8\nebYIE4HtYNDEcva+PQp+uGfP9iUHwGXbFv1+vb3TdoGbJsWPw23jcR1QM/WHj2+JDVDc9vf2K2PP\nbS8FJtnnN56IS3hawt4qYIzIoGh7IrCi5P1eBT+a5bb3AOYHeH6ALx8pwknAV+BtXw7YvtwMc0fB\nydPK2nObCy2t4VumBrLX7u2H4ZbofnaH8ErYWw3X7mz7GAIMhkGpjN3wAAAgAElEQVQHlLC3Ee4Y\nHtseCb+k3PP2y63gU7N7tv/hJLh+Y9Hv19v7zE7wyynx4/CZw3CkrLn25ZrIexc/PhTYWOL+LAcm\nxLaHl7QHsAYuPDhWvpdADm7Gnvs7H945CMZeShpUtdf/gK8Bn3afPwNc4DlnW2Co+7wdtmj2sSn2\nNEy5dByogn4lUD3ngP4e9Jx2XOfW3T8dD/oxX32btPdT0CdBvxiofL8CfTvoi6BDAtj7NujHQE8D\nvT5AfT8A+v2E/aafEdAJoCtj21uAvgq6ZQmbY0HXgorbvhD03Gbr7GycC/oN93k/0AcC3Jt1oCPc\n50dBZ5S0dwboz93ny+DrFwYo49dBrwZdBXpgWXsJ26e4NmuHMPa2Phr0CdBtQpazXX/uXdgEOhx0\nKeiU2uONPc+ge4LOd5/Hgq4qWT4BfTlqp0DfC/p/JW1eBXp6bPtU0Gubqa/7/pGgdyf2db8nIcro\n9j0EuncJm2eDXhbbPgeu+GXJa/nvUb8EuhPok2XsOTu/Bz00jbeU0YWVwQXAMSLyGDZ76AIAEZko\nIje4c8YD94jIPGx69PWa450LgFVYuolA4UvAwr5lNUh9CqqsVOXbAU2uBroIG77cG3hWc7KSF0Qk\nzD8YF7osiWS4MW990EbtDcPWJW06RKamo3qNHo1GCE1ZfKmlstqMCPEQZghNWTw56B7w5OKS9sDC\nlycD71YldGqfO4C/Uk50HcOLr6uys5Zfp7dPQLU7HccMwmvKyurJUEWpDWGWlR1Afbixbkm8BtEq\nTVlooX98bWiA4fBSWU1ZPIVF2ZmXETLF/skEc70CVV0LvMmzfzlwgvu8CBN/92K5eF2EZQTSZ6jF\n7+eGsNUfoM3rjaIHPSQp259waUjWY+TkYOBz0c4S9e0mUSIcARwBnNts4VR5QYSlIhyiyu8J07BD\nj65sOYE1ZQQmZSIsxzRqZcnJamCM04/sAd/+SdkCAlcDf1bl9gC2aqCWmmVW7omF7ZW6v30VC7AJ\nXINI5NVqor5rgJEuh19ZPVmEiJStIszgJzn7chJOGtLk/fXN5ixLyjbSGk1ZXOg/DD7w1xL2wO53\nJJsqO/MyQmausnZ5yvoyHgeebnchBhiiBz3UbM5WkLJxWOd3XyB7w0WYhAmO3qtauu7fpIfYhWjY\nwWZgRtq3EESvZaQMtyyP8zyUQeQpmwS8qFq+jKo80QpCVqEwHsZWpFlb9vlQS7mzCdMrhSZl0ILZ\nl9izXNZT1lKhvxsEtcBTFjRPWa94yipSVo+TKJ9JGiiVx6pfokR9o44vpKdsDGFJ2RzgUVU2RTtL\n1HcDRiSuAr6jym/KFhD4IXCUCF2EadihdgbmKJrPcxRhBebV2pLWkLIQMwaj8FS3yD+AzX6DDq1v\nNylLHmiyvtEz0ipS1rLwZZP1bYWnLDn7cggmcS8jN0lm9R8OX0quItIo4ikxQrVZlaesEajycoDR\ndoXGsBpLmLgp98xiiHQeCwPZW4+NNkNpA9cDU7FkqheEMOiu3Q+AcwgzrR7qPWWliJ7zMqzGvI6h\nGrhVxDxlZY25TuElLFRdJpN/hb6DBdh6tSEGKtCz1FJpTZlDnJS1NHzZJFruKaO8lwztWRs6Sj8z\nDDaV7VPiBCpk+LLylLUDHarPSEWJ+j4JQQXQUUMZylMW6ZRqSFmJ+q4FLgbO1LDLZX0beB82aSJU\n+HKm08+MoLymDHpCmKE9ZRMJl1trNXAkML96hzsCi7AJXHXvRJP1De0pi4veg4YvXViwO3zZTH3V\nVmPQxFqVZTP6BydlDnFd2XD42m9L2qvClxUGHlRZpMqbA5qMGsqQ4UsIM/MSVV5V5SNabv1Mn90l\n2GzfjxGg8VBlLdZQ7knJ2ZwxRDMwW6IpC2APzPtWeco6BO65fYywnrL+Er7cAVuVoizhSXrLQgj9\n47Mvm173MoF4AtkQmrKNwNaOkFZC//6ODtVnpKIP1XctsEZLrqMZw0rgbsyj140+VN84LsRSbITq\ngOZjs0O7E8eWtLcUG7n3dU/ZECpNWSfhYfqHpix0+LImdFni/iZDomUJz3LMox+h7BJLcbsxT9lR\nM7JOzoOTMq3F7kuoNqvvpcSoUKHFeBTCed7cKPPIUPZaCVX+JMJvMSIZAn8jRsoCoFXhy9cIR8pW\nAStVWSsSyGKFduM3wIuBbEWkbAQBSZkIgzHiU9a7E/dqlZ156bMJ5T1l84AuEUY6j3zI8GXkKRsG\nS8rmKYMez1ao8GWlKWsXOlSfkYq+Ul+XGPnPrf+dvlFfD96CzewMgfnA4bjGKJCmbArhGri4pyxU\n+HI1LnTZh+9xS9Cp9VXlf1WpyzkXQFMWUui/A7AugM40Hr6sIWUl7m8ygWwpUuYm/fwROMztCkXK\n3FJLDAK2g4U3B7AZebZChS/XUr9WcTcqUlahQodBlU2B9F9gnrKQ4dClWHb1l1SDeC7WYh3EZMJ5\nyp6C1pP6Cv0WrQpfhsovGA81TiZM/sduoucmD4TQa92FeeEhvKZsKLAp0ESqKC1GkIGka5tTCWhF\nylqIDtZneFHVtyOxwP0PpSlbBswkzIgzWkZnDWGy+Uf4DnAeDJh73I2qvoXQkvAl4fILpoYvS9zf\nuKdsX2zpsLLpJu6mRxYSWlM2HNgQ6HmOlgF8OdBAMrLpRVtImYicLiLzReQ1Edkv47zjROQREXlc\nRD7dm2WsUKFCt57uKcKEGsE6iMEEImUOzwLLQ+UXdOHvkKlKKnQWolUfQnrKhhJuebTU8GUgm+8B\nfhzgfbsPmCHCUMJrysqm7IhjDTCdsG3W39IOtMtT9hBwKsaUvRCRQdiI9ThsZH2GiJSaSdHb6FR9\nRhqq+nYs5uNG8GXr7Ba6XkN4UhZKT1aDAXSPgaq+BRElj+134cuymjKXLf8M4P/KFNDKwovA/dhq\nC6FI2TMYYR4JbAj0PK8BdifcwBRVTk071q4FyR8BkOypTQcCC1V1sTv358BbsanNFSpU6D18g3Dr\nkuJshSZl1UzyCr2F9RiJeCVQOCt0+PIlYLAjUKE9ZccAi1V5PIBNMMfMEdj1LG1TlVdEWAvsShiN\nGhgZ2w14MJC9TPRlTdkkatdCjPIb9RtU+ozOxkCpryq3qtpgKFCdW0HKWuIpGyj3OEJV33y40PZa\nwnjJoJaUhRCSK0aiRjm7q6JjATRl7yGAlyyGSOwfSlMGpivbnbCasnGEbbNS0bLRpYjcis3aSuKz\nqnpdARPV+pMVKnQmQpOya6naiwq9i9VAqCx28fBlqFUkNmHenRWB9JGbsP78eGx93VD4I7AP5t0L\nRcpWYKQslHd/TeJ/S9EyUqaqx5Q0sQzLZxRhChkXWUQuBxa7zfXAvCieHLHlarvarrbLbavq3LL2\n4Ni5sOEluJcQ5QNxhEyD2Atd3/60XdW36PevfQVO3hyiPLDV/vCbbeCoMcDaMPW76XU4bjdgWZj6\nfnM8nPMO4C6QPUVCXX82i1z3FGx3OBz9pTDX8ycKo/aF4+aHaa/etrPx0Dmry5TPYQ61KxnUQVTb\nN8AUkTuBf1HVupxAIrIllpn9jZg78k/AGapapykTEVXVKvd2hQoVKlRoOUT4JbC1KscHsrcB6+8+\nr8otAez9BbgN6FLlHQHsfQC4FDhdNVhi6sj2BcCngTeo8pcA9v4d+BzwBVX+M4C9MZhE4qOqXFTW\nXo9dP29pV0qMU0VkCTAbuEFEbnL7J4rIDQCq+irwUWx5jAXAlT5C1peRYMgdj6q+nY+BVueqvp2N\nEvVdTThNGVgIs4twSZo3YSG8GpF/ifpuxlJMXF+uWF5EWRhCasqEcJqydZgbvn9ryrKgqtcA13j2\nLwdOiG3fBNzUi0WrUKFChQoV8rAagq2aAUbKZhKOlG3GNGV3BbL3Z+BTAZOnxvE74HXCasogUJ4y\nVV4VYT2dTMoGCnpi0gMDVX07HwOtzlV9Oxsl6nsrtQt0l0WUviGUmHwTsDMJT1mz9VXlUSy8Ghyq\nbBDhGCzHWAhEy62FylMGsJJw5ctERcoqVKhQoUKFBqDKnYFNbgReI1xurU1Y/x4iR1nLocodAc1F\nnrJQ1xLgKExX1nL05Txl/R6VPqOzMdDqCwOvzlV9Oxt9qL4bgXWhlgrDwpeQyFjQh+rbSqx0/0Np\nylDlmYD3JhMVKatQoUKFChXai42EzYMVLRa+PPOsDoQqr2DEbF27y9IM2poSIxSqlBgVKlSoUKG/\nQoQLgYNUOSSQvc8D/6zKmBD2+htEmKbKk+0uRxb6VEqMChUqVKhQoUI3NhJu5iVY+DLkerX9Cn2d\nkGWhImUtxACJ33ejqm/nY6DVuapvZ6MP1bcV4cs6kX8fqm+voD/Wt5p9WaFChQoVKrQXtwB/DWjv\nLnoE7xX6ESpNWYUKFSpUqFChQi+i0pRVqFChQoUKFSr0YbRr7cvTRWS+iLwmIvtlnLdYRP4qIg+I\nyJ96s4wh0B/j2WVQ1bfzMdDqXNW3s1HVt7PRH+vbLk/ZQ8Cp9CxEmgYF5qjqvqp6YOuLFRz7tLsA\nvYyqvp2PgVbnqr6djaq+nY1+V992LUj+CIBIIRlYf9aK7dDuAvQyqvp2PgZanav6djaq+nY2+l19\n+7qmTIHbROR+EflAuwtToUKFChUqVKjQKrTMUyYitwLjPYc+q6rXFTRzqKquEJExwK0i8oiq3hOu\nlC1HV7sL0MvoancBehld7S5AG9DV7gL0MrraXYBeRle7C9DL6Gp3AXoZXe0uQC+jq90FaBRtTYkh\nIncCn1TVvxQ494vAJlX9uudY/8/rUaFChQoVKlQYMPClxOgLyWO9mjER2RYYpKrPich2wLHAv/nO\nrXKUVahQoUKFChX6O9qVEuNUEVkCzAZuEJGb3P6JInKDO208cI+IzAPuBa5X1VvaUd4KFSpUqFCh\nQoVWoyMy+leoUKFChQoVKvR39PXZl30eIjI49rnjw6gDrb4w8Opc1bdzISIHiMixIrJVu8vSWxho\nda7q279RecqahIgMAS4ARgILVfXf21yklmKg1RcGXp2r+nZufUVkPPBNYBqwCngcuFxV57W1YC3E\nQKtzVd/OqG/lKWsCIjIL07ltBfw3cJaIfMwd67hrOtDqCwOvzlV9O7u+wEeB5W5llA8DLwDT21uk\nlmOg1bmqbwfUt/KUNQG3XudEVb3ebR8H/KuqHtLekrUGA62+MPDqXNW38+orIjOBNar6jIhMBVDV\np92xnwC/U9WL21nG0Bhoda7q23n17QspMfo83M3/PHA/MFdV/yIiC90xAQYDD7jtLVT19bYVNgAG\nWn1h4NW5qm/n1ldEuoBfAeuAbUTkg8ACVX1VRIao6kvARmBD+0oZFgOtzlV9O7e+neimDwoR2R24\nCYtZjwO+KyJ7qepGERms5mocA7wM0J8bcxh49YWBV+eqvp1dX+B44NeqehTwS+ADwFvcsVfc/xnA\n36BbW9ffMdDqXNW3Q+tbkbJ8bAfcqaqfc0LgW4HLAFQ1ehjeDtwAICJHtaWU4TDQ6gsDr85VfTus\nviKyfWxzIjDBff4m8DRwsIhMU9XXRWQ6sFRVHxSRTwMXiEi/W7h5oNW5qm9n1zdCRcoSEJHZIvJ+\nEdnN7RoP7BQdV9ULgFEi8nfu/O2AzcAIEbkO+JKIjOztcjeLgVZfGHh1rurbufUVkZNEZD7wLRE5\nz+2+B9gsIru4sM6dwNbA3u74SOAEEfkDsD/wP6q6vrfL3iwGWp2r+gIdXN86qGr15/6Ac4DlwLeB\nPwAnuP0PA2+LnXcKJigE2BYLeywAzmh3Har6VnWu6jsw6ouFXO/BlqDbGdPL/RMwGZtR+oHYuRcB\nn3Cf/x5YCcxudx2qOlf1Hcj19V6DdhegL/xh629uDfwImO72vQe4GFsK6jjgydj5U4AfAKOBXYAz\ngS1jx7fsrbJX9a3qXNV34NQX2CL2ucvVd7zbPgAjlpOAvwO+BRz//7d35uF2VeUdfn9JSIoYkECU\noiWIkIIgIGVsUcAwKaUqgtYBEJA4AgqodUSIoFZUZBZH9BHEKlYFFdQaMSiCEBSpSqUN1kRBBisC\nQQm//vGtnWyONwk3ublnD9/7POe55+y198l6c/bZZ+21vvWtUvZy4Mxh1z+d07fvvit79Hr2paTd\ngVuJKbaLJW1IBA/+AriMuIM+3ParJc2XdDpxBz4LWN/2ncCdQDWLa5Lth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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,axs = plt.subplots(2,1,figsize=(10,5),sharex=True)\n", "ax=axs[0]\n", "ax.plot(dates,Frs, label = 'threshold definition')\n", "ax.plot(dates,Frs_max, label = 'max definition')\n", "ax.set_ylabel('Froude number')\n", "ax.set_title('Average Froude number in region xind = {} -{}'.format(xmin,xmax))\n", "ax.set_ylim([0,2.5])\n", "ax.grid()\n", "ax.legend(loc=0)\n", "#compare to tides\n", "ax=axs[1]\n", "ax.plot(dates,ssh[:,5,300])\n", "ax.set_title('Sea surface height')\n", "ax.set_ylabel('ssh [m]')\n", "ax.set_xlabel('Date')\n", "fig.autofmt_xdate()\n", "ax.grid()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It looks to me like the Froude number matches the spring/neap cycle pretty well.\n", "\n", "Using the max defintion, I never have Fr >1. Granted, I know there is not enough mixing in this model\n" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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ujyVMz0un2qEWfxH35plmfX8sYSIwMpJubeDVIL887gQ+4dX9IV8A/qLK71R5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\nN7gt7fg+wAboNdJtrwZacuwdDnd9JeP4gXDBBre9ChjYXH3btveFH69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cj57/eHuVRaKG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\njZSv6DBozzXtDHAHc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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Fr_less_one = Frs*(np.array(Frs)<=1) +(np.array(Frs)>1)\n", "\n", "fig,axs = plt.subplots(2,1,figsize=(10,5),sharex=True)\n", "ax=axs[0]\n", "ax.plot(dates,Fr_less_one)\n", "ax.set_ylabel('Froude number')\n", "ax.set_title('Average Froude number in region xind = {} -{}'.format(xmin,xmax))\n", "ax.set_ylim([0,2.5])\n", "ax.grid()\n", "#compare to tides\n", "ax=axs[1]\n", "ax.plot(dates,ssh[:,5,300])\n", "ax.set_title('Sea surface height')\n", "ax.set_ylabel('ssh [m]')\n", "ax.set_xlabel('Date')\n", "fig.autofmt_xdate()\n", "ax.grid()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It might be better to look at daily averages? I believe the high variability on day time scales is due to the daily tidal cycle. Griffin and Leblond use a 25 hour cubed root mean cubed barotropic tidal current." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#Next Steps\n", "\n", "Compare Froude number between 2D and 3D simulations.\n", "\n", "What I will need\n", "* a way to calculaute buoyancy frequency. --> Look at NEMO's eosbn2.F90 module\n", "* Comparable simulations --> run 2D over same time period and same averaging\n", "* 25 hourly averaged currents?" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.10" } }, "nbformat": 4, "nbformat_minor": 0 }