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@rabernat
Created May 13, 2014 20:00
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{
"worksheets": [
{
"cells": [
{
"metadata": {},
"cell_type": "markdown",
"source": "# 2D Channel Model\nThis is the basic setup that I am using to test the new LAYERS_THERMODYNAMICS features. It represents a 2D section view of the Southern Ocean. For now the equation of state is linear and there is no salinity. The surface forcing is just relaxation to a prescibed SST (timescale 30 days). There is also a sponge layer at the northern boundary with relaxation to a climatological temperature profile."
},
{
"metadata": {},
"cell_type": "code",
"input": "%pylab inline\nimport mycolors\nfrom mycolors import wocecolors\nfrom MITgcmdata import MITgcmmodel\nfrom seawater import pden\n\nbasedir = '/Users/rpa/RND/GCM/chan_2d/'\nddir = basedir + 'run_simple_fast'\n\nm = MITgcmmodel.ModelInstance(ddir, default_iter=9473760, grid_type='sphericalpolar')\n# coordinates for plotting\nZpc, Ypc = m.zf, hstack([m.yg, m.yg[-1]+2*(m.yc[-1]-m.yg[-1])])\n# for contours\nZ, Y = m.zc, m.yc.squeeze()",
"prompt_number": 1,
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "Populating the interactive namespace from numpy and matplotlib\n 1 100 44"
},
{
"output_type": "stream",
"stream": "stdout",
"text": "\n"
},
{
"output_type": "stream",
"stream": "stderr",
"text": "/Users/rpa/RND/GCM/chan_2d/run_simple_fast/XC.meta\n/Users/rpa/RND/GCM/chan_2d/run_simple_fast/XG.meta\n/Users/rpa/RND/GCM/chan_2d/run_simple_fast/YC.meta\n/Users/rpa/RND/GCM/chan_2d/run_simple_fast/YG.meta\n/Users/rpa/RND/GCM/chan_2d/run_simple_fast/RAC.meta\n/Users/rpa/RND/GCM/chan_2d/run_simple_fast/RC.meta\n/Users/rpa/RND/GCM/chan_2d/run_simple_fast/RF.meta\n/Users/rpa/RND/GCM/chan_2d/run_simple_fast/DRC.meta\n/Users/rpa/RND/GCM/chan_2d/run_simple_fast/DRF.meta\n/Users/rpa/RND/GCM/chan_2d/run_simple_fast/DYC.meta\n/Users/rpa/RND/GCM/chan_2d/run_simple_fast/DYG.meta\n/Users/rpa/RND/GCM/chan_2d/run_simple_fast/DXC.meta\n/Users/rpa/RND/GCM/chan_2d/run_simple_fast/DXG.meta\n/Users/rpa/RND/GCM/chan_2d/run_simple_fast/Depth.meta\n/Users/rpa/RND/GCM/chan_2d/run_simple_fast/hFacC.meta\n/Users/rpa/RND/GCM/chan_2d/run_simple_fast/hFacS.meta\n/Users/rpa/RND/GCM/chan_2d/run_simple_fast/hFacW.meta\n"
}
],
"language": "python",
"trusted": false,
"collapsed": false
},
{
"metadata": {},
"cell_type": "heading",
"source": "Mean Temperature, Zonal Velocity, and Overturning Streamfunction",
"level": 2
},
{
"metadata": {},
"cell_type": "code",
"input": "# load time-averaged fields\nT = m.rdmds('Ttave').squeeze()\nU = m.rdmds('Uveltave').squeeze()\nV = m.rdmds('Vveltave').squeeze()\nW = m.rdmds('Wveltave').squeeze()\nConv = m.rdmds('Convtave').squeeze()\nTflux = m.rdmds('tFluxtave').squeeze()\n\n# calculate overturning\nPsi_bar = cumsum(V * m.dzf[:,newaxis], axis=0) * m.dxg.squeeze()[newaxis,:]\nPsi_GM = m.rdmds('GM_PsiYtave').squeeze() * m.dxg.squeeze()[newaxis,:]\nw_GM = diff(hstack([Psi_GM, zeros((m.Nz,1))]),axis=1) / m.dzf[:,newaxis]\nw_GM.mask = T.mask \nscalefac = 720./1e6 # scale up to Sv for real ocean\npsilevs = arange(-32,32,4)\n\n# plot\nfigure(figsize=(14,2))\nplot(Y, Tflux);\nxlabel('lat'); ylabel(r'W m$^{-2}$'); grid()\ntitle('Surface Heat Flux')\n\nprint m.depth.shape, m.H\n\nfigure(figsize=(14,7))\nax = subplot(111)\ncf=wocecolors.contourT(Y,Z,T)\ncolorbar(orientation='horizontal', shrink=0.5)\nc=contour(Y, Z, scalefac*(Psi_GM + Psi_bar), psilevs, extend='both', colors='k')\nclabel(c,fmt='%2d')\ntitle(r'$\\overline{\\theta}$ (colors) and $\\Psi_{res}$ (black contours, Sv)')\nxlabel('lat'); ylabel(r'depth (m)');\n\nfigure(figsize=(14,7))\nax = subplot(111, axisbg='k')\ncf=contourf(Y,Z,U*100, arange(0,20,2), extend='both', cmap=get_cmap('OrRd'))\ncolorbar(orientation='horizontal', shrink=0.5)\nc=contour(Y, Z, T, 12, colors='k')\ntitle(r'$\\overline{u}$ (colors, cm/s) and $\\overline{\\theta}$ (black contours)')\nxlabel('lat'); ylabel(r'depth (m)');",
"prompt_number": 2,
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "(100, 1) 5080.0\n"
},
{
"output_type": "stream",
"stream": "stderr",
"text": "/Users/rpa/RND/GCM/chan_2d/run_simple_fast/Ttave.0009473760.meta\n/Users/rpa/RND/GCM/chan_2d/run_simple_fast/Uveltave.0009473760.meta\n/Users/rpa/RND/GCM/chan_2d/run_simple_fast/Vveltave.0009473760.meta\n/Users/rpa/RND/GCM/chan_2d/run_simple_fast/Wveltave.0009473760.meta\n/Users/rpa/RND/GCM/chan_2d/run_simple_fast/Convtave.0009473760.meta\n/Users/rpa/RND/GCM/chan_2d/run_simple_fast/tFluxtave.0009473760.meta\n/Users/rpa/RND/GCM/chan_2d/run_simple_fast/GM_PsiYtave.0009473760.meta\n"
},
{
"output_type": "display_data",
"metadata": {},
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"text": "<matplotlib.figure.Figure at 0x10c23ead0>"
},
{
"output_type": "display_data",
"metadata": {},
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2RBoxEMBIY6mtJ2DjFBysIMePiLKcLItwcjZO3o99r8TW/vA7EtxChBfpwPlv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\nGr+cu/FMFCXGxZEQF5PFuvyPHT/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X96ntxYUFuHt6VftdvGvTBt5+dgafrNhw1u/9M04l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\nreLm4op2x/+s25vKYMFr+jVhcDp9c3VDu/I+6/blJlj7nd7G6W/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rGNG2paO7ZTfDWvo7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\nCCGEELWQ4CSEEEIIIYQQtfh/j+bUhO5VN4wAAAAASUVORK5CYII=\n",
"text": "<matplotlib.figure.Figure at 0x10c261c10>"
},
{
"output_type": "display_data",
"metadata": {},
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jv5akv7V7WO8Jce+cunG+ooHHLP1w026e2tvKM5esoHIE8jRWspShUOOYJEki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"text": "<matplotlib.figure.Figure at 0x10c29d750>"
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"language": "python",
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"collapsed": false
},
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"metadata": {},
"cell_type": "markdown",
"source": "## Heat Budget\nHere I show that I can close the heat budget at each grid point using the surface forcing, advective fluxes, and diffusive fluxes (implicit and explicit). The temperature equation is\n\n$$ \\frac{\\partial \\theta}{\\partial t} = G_{adv} + G_{diff} + G_{forc} \\ .$$\n\nIn the diffusive flux, both implicit and explicit contributions must be accounted for. The sponge layer is not included in this budget, but its effects are obvious at the northern boundary in the residual of the advective and diffusive fluxes."
},
{
"metadata": {},
"cell_type": "code",
"input": "# this is what is in my diagnostic file\n# 'TOTTTEND' 'ADVr_TH ' 'ADVx_TH ' 'ADVy_TH ' 'DFrE_TH ' 'DFxE_TH ' 'DFyE_TH ' 'DFrI_TH '\n\nd = m.rdmds('DiagGAD-T', useMask=False).squeeze()\n\ntottend = d[0]\nADVr_TH, ADVx_TH, ADVy_TH = d[1], d[2], d[3]\nDFrE_TH, DFxE_TH, DFyE_TH, DFrI_TH = d[4],d[5],d[6],d[7]\nvol = ma.masked_equal( m.hFacC.squeeze() * m.rac.squeeze()[newaxis,:] * m.dzf[:,newaxis], 0)\ntend_adv = -vol**-1*( (ADVr_TH - vstack([ADVr_TH[1:], zeros((1,m.Ny))]))\n +(roll(ADVy_TH,-1,axis=1) - ADVy_TH) )\ntend_diff_rE = -vol**-1*( (DFrE_TH - vstack([DFrE_TH[1:], zeros((1,m.Ny))])) )\ntend_diff_rI = -vol**-1*( (DFrI_TH - vstack([DFrI_TH[1:], zeros((1,m.Ny))])) )\ntend_diff_yE = -vol**-1*( (roll(DFyE_TH,-1,axis=1) - DFyE_TH) )\ntend_diff = tend_diff_yE + tend_diff_rE + tend_diff_rI\ntottend = ma.masked_array(tottend, vol.mask)\n\n# tendency from forcing\nrhonil, HeatCapacity_Cp = 1035., 3994.\n# remember TFLUX is positive down (different from adv and diff fluxes)\ntend_forc = vstack([ ma.masked_invalid( Tflux /\n (m.hFacC[0,:,0]*m.dzf[0]) / rhonil / HeatCapacity_Cp ),\n ma.masked_array( zeros((m.Nz-1,m.Ny)), vol[1:].mask ) ])\n\nzmax = -5000\nday = 24*60*60\n\nfigure(figsize=(16,10))\n\nsubplot(221, axisbg='k')\npcolormesh(Ypc, Zpc, tend_adv*day, cmap=get_cmap('RdBu_r')); colorbar(); \nclim([-0.001,0.001]);\ncontour(Y,Z, T, 12, colors='k') \nylim([zmax,0])\nxlabel('lat'); ylabel('depth (m)')\ntitle('Tendency from Advection')\n\nsubplot(222, axisbg='k')\npcolormesh(Ypc, Zpc, tend_diff*day, cmap=get_cmap('RdBu_r')); colorbar(); \nclim([-0.001,0.001]);\ncontour(Y,Z, T, 12, colors='k') \nylim([zmax,0])\nxlabel('lat'); ylabel('depth (m)')\ntitle('Tendency from Diffusion')\n\nsubplot(223, axisbg='k')\npcolormesh(Ypc, Zpc, (tend_diff+tend_adv)*day, cmap=get_cmap('RdBu_r')); colorbar(); \nclim([-0.0003,0.0003]);\ncontour(Y,Z, T, 12, colors='k') \nylim([zmax,0])\nxlabel('lat'); ylabel('depth (m)')\ntitle('Sum of Advection and Diffusion')\n\nsubplot(224, axisbg='k')\npcolormesh(Ypc, Zpc, tottend, cmap=get_cmap('RdBu_r')); colorbar(); \nclim([-0.0003,0.0003]);\ncontour(Y,Z, T, 12, colors='k') \nylim([zmax,0])\nxlabel('lat'); ylabel('depth (m)')\ntitle('TOTTEND')\n\n\nfigure(figsize=(16,10))\nzmax = -300\n\nsubplot(321, axisbg='k')\npcolormesh(Ypc, Zpc, tend_adv*day, cmap=get_cmap('RdBu_r')); colorbar(); \nclim([-0.01,0.01]);\ncontour(Y,Z, T, 12, colors='k') \nylim([zmax,0])\nylabel('depth (m)')\ntitle('Tendency from Advection')\n\nsubplot(322, axisbg='k')\npcolormesh(Ypc, Zpc, tend_diff*day, cmap=get_cmap('RdBu_r')); colorbar(); \nclim([-0.01,0.01]);\ncontour(Y,Z, T, 12, colors='k') \nylim([zmax,0])\nylabel('depth (m)')\ntitle('Tendency from Diffusion')\n\n\nsubplot(323, axisbg='k')\npcolormesh(Ypc, Zpc, (tend_diff+tend_adv)*day, cmap=get_cmap('RdBu_r')); colorbar(); \nclim([-0.01,0.01]);\ncontour(Y,Z, T, 12, colors='k') \nylim([zmax,0])\nylabel('depth (m)')\ntitle('Sum of Advection and Diffusion')\n\nsubplot(324, axisbg='k')\npcolormesh(Ypc, Zpc, tend_forc*day, cmap=get_cmap('RdBu_r')); colorbar(); \nclim([-0.01,0.01]);\ncontour(Y,Z, T, 12, colors='k') \nylim([zmax,0])\nylabel('depth (m)')\ntitle('Surface Forcing')\n\nsubplot(325, axisbg='k')\npcolormesh(Ypc, Zpc, (tend_diff+tend_adv+tend_forc)*day,\n cmap=get_cmap('RdBu_r')); colorbar(); \nclim([-0.0003,0.0003]);\ncontour(Y,Z, T, 12, colors='k') \nylim([zmax,0])\nxlabel('lat'); ylabel('depth (m)')\ntitle('Surface Forcing + Advection + Diffusion')\n\nsubplot(326, axisbg='k')\npcolormesh(Ypc, Zpc, tottend, cmap=get_cmap('RdBu_r')); colorbar(); \nclim([-0.0003,0.0003]);\ncontour(Y,Z, T, 12, colors='k') \nylim([zmax,0])\nxlabel('lat'); ylabel('depth (m)')\ntitle('TOTTEND')\n\n",
"prompt_number": 3,
"outputs": [
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"text": "/Users/rpa/RND/GCM/chan_2d/run_simple_fast/DiagGAD-T.0009473760.meta\n"
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"output_type": "pyout",
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"metadata": {},
"text": "<matplotlib.text.Text at 0x10e4b0d50>"
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n4QP4clV+OjK/v4aFTxlCktytBSMTLWdoxRcAUkoFl2OFpTUyCkrgVqmBn51Q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"text": "<matplotlib.figure.Figure at 0x10c27fb10>"
},
{
"output_type": "display_data",
"metadata": {},
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padi9ezfWrVuH4uJiTXhWVhb27duHw4cPIzU1FampqYa2JSWOIYvLli3D7Nmz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\nq8fOLREREREREVm9/wereUJkoIB7AQAAAABJRU5ErkJggg==\n",
"text": "<matplotlib.figure.Figure at 0x10d664450>"
}
],
"language": "python",
"trusted": false,
"collapsed": false
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Boundary Layer Issues\n\nI am using the GGL90 mixing parameterization instead of KPP. (It is cheaper and simpler.) This scheme solves a prognostic equations for turbulent kinetic energy (TKE) and uses the relationship between TKE dissipation and mixing to perscribe a vertical diffusivity $\\kappa_v$. To visualize what the scheme is doing, we plot the simulated TKE and $\\kappa_v$. It is interesting to note that, in addition to the surface mixed layer, the TKE and mixing are also enhanced in the abyss. I don't know exactly why this is happening"
},
{
"metadata": {},
"cell_type": "code",
"input": "day = 24*60*60\nK_v = m.rdmds('GGL90diffKr-T').squeeze()\nTKE = m.rdmds('GGL90TKE-T').squeeze()\n\nfigure(figsize=(16,4))\nsubplot(121, axisbg='k')\npcolormesh(Ypc,Zpc,log10(TKE), cmap=get_cmap('jet'));\ncolorbar()\ncontour(Y,Z,T.squeeze(),12,colors='k')\nylim([-5000,0]);\ntitle(r'log$_{10}(TKE)$ (m$^2$ s$^{-2}$)')\n\nsubplot(122, axisbg='k')\npcolormesh(Ypc,Zpc,log10(K_v), cmap=get_cmap('jet'));\ncolorbar()\ncontour(Y,Z,T.squeeze(),12,colors='k')\nylim([-5000,0]);\ntitle(r'log$_{10}(\\kappa_v)$ (m$^2$ s$^{-1}$)')\n",
"prompt_number": 4,
"outputs": [
{
"output_type": "stream",
"stream": "stderr",
"text": "/Users/rpa/RND/GCM/chan_2d/run_simple_fast/GGL90diffKr-T.0009473760.meta\n/Users/rpa/RND/GCM/chan_2d/run_simple_fast/GGL90TKE-T.0009473760.meta\n-c:7: RuntimeWarning: divide by zero encountered in log10\n-c:14: RuntimeWarning: divide by zero encountered in log10\n"
},
{
"output_type": "pyout",
"prompt_number": 4,
"metadata": {},
"text": "<matplotlib.text.Text at 0x10cc23e90>"
},
{
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5jy4fb+I8Px5q/dAmxpXYmOk020nJPrOEqcaMaBPHoDn2mTPDVTnCOVERn1NB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Mzk4YcfjqjPYP78+axfv9677dJ7j5TP4NJ3wbx585gzZw5z5szhkUce4be//W3YfQYSGiI9N0d6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\n",
"text": "<matplotlib.figure.Figure at 0x10c2fb2d0>"
}
],
"language": "python",
"trusted": false,
"collapsed": false
},
{
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"source": "# LAYERS Output: Isopycnal and Diapycnal Volume Fluxes\n\n### Water Mass Transformation Equations\n\nIn isopycnal coordinates (using $\\theta$ as our density variable), the mass conservation equation takes the form of a thickness equation\n\n$$ \\partial_t \\sigma + \\partial_x (u \\sigma) + \\partial_y (v \\sigma) + \\partial_\\theta (G \\sigma) = 0 $$\n\nwhere $\\sigma = (\\partial \\theta / \\partial z)^{-1}$ is the continuous layer thickness and $G$ represents all _non-advective_ tendencies from the RHS of the $\\theta$ equation. From now on we will discard the $x$-dependent $u$ term, since our domain is 2D ($y,z$).\n\nTo derive the water mass transformation equation, we integrate the thickness equation from the sea floor up to an arbitrary isopycnal $\\theta$, zonally in $x$, and from the southern boundary up to an arbitrary latitude $y$. For example, applying this integral directly to the thickness $\\sigma$ yeilds\n\n$$ \\oint_x\\int_{y_{min}}^y \\int_{bot}^\\theta \\sigma(y',\\theta') d\\theta' dy' dx =\n \\oint_x \\int_{y_{min}}^y \\int_{-H}^0 \\mathcal{H}(-\\theta) dz dy' dx \\equiv V(y,\\theta) $$\n\nwhere we have used the equality $\\sigma d\\theta' = dz$ along with the [Heaviside function](http://en.wikipedia.org/wiki/Heaviside_step_function) $\\mathcal{H}$ to convert the integral in $\\theta'$ to and integral in $z$. The physical interpretation of $V(y,\\theta)$ is _the volume enclosed by the isopycnal $\\theta$ and the latitude circle $y$_. Applying the same integration to each of the terms in the thickness equation gives\n\n$$ \\partial_t V(y,\\theta) + \\Psi(y,\\theta) + \\Omega(y,\\theta) = 0 \\ . $$\n\nThe volume flux term $\\Psi$ is defined as\n\n$$ \\Psi(y,\\theta) \\equiv \\oint_x \\int_{y_{min}}^y \\int_{bot}^\\theta \\partial_y( v \\sigma) d\\theta' dy' dx\n = \\oint_x \\int_{bot}^\\theta -(v \\sigma)\\big |_y d\\theta' dy' dx\n = -\\oint_x \\int_{-H}^0 v \\mathcal{H}(-\\theta) dz dx \\ .$$\n\nwhere we have assumed there is no flow through the southern boundary. The transformation $\\Omega$ is defined as\n\n$$ \\Omega(y,\\theta) \\equiv \\oint_x \\int_{y_{min}}^y \\int_{bot}^\\theta \\partial_\\theta(\\sigma G) d\\theta' dy' dx\n = \\oint_x \\int_{y_{min}}^y (G \\sigma) \\big |_\\theta dy' dx\n = \\partial_\\theta \\oint_x \\int_{y_{min}}^y \\int_{-H}^0 G \\mathcal{H}(-\\theta) dz dx $$\n\n### LAYERS Diagnostics\n\nThe LAYERS package makes it possible to compute a discrete version of the transformation equation. The isopycnal layers boundaries are defined by the user. If $N_l$ is the number of layers, there are $N_l + 1$ boundaries. $\\theta_{k+\\frac{1}{2}}$ denotes the upper boundary of layer $k$.\n\nLAYERS computes the time-averaged volume flux in each discrete layer as\n\n$$ (\\overline{vh})_{j,k} = \\frac{1}{\\Delta t} \\int_t^{t+\\Delta t} \\int_{-H}^0 v \\mathcal{H}(\\theta_{k-\\frac{1}{2}}) \\mathcal{H}(-\\theta_{k+\\frac{1}{2}}) dz dt \\ . $$\n\nThis makes it possible to construct $\\Psi$ by summing in layers, i.e.\n\n$$ \\Psi_{j,k+\\frac{1}{2}} = \\sum\\limits_{k'=0}^k \\Delta x_g (\\overline{vh})_{j,k'} $$\n\nwhere the subscript $k+\\frac{1}{2}$ indicates that $\\Psi$ is defined at the upper boundary of the layer.\n\nFor $\\Omega$ it is a bit more complicated, because we have to take a derivative with respect to $\\theta$. LAYERS keeps track of the diapycnal terms in the same way, i.e.\n\n$$ (\\overline{Gh})_{j,k} = \\frac{1}{\\Delta t} \\int_t^{t+\\Delta t} \\int_{-H}^0 G \\mathcal{H}(\\theta_{k-\\frac{1}{2}}) \\mathcal{H}(-\\theta_{k+\\frac{1}{2}}) dz dt $$\n\nand does so separately for the surface forcing, vertical mixing, and horizontal mixing. We define an intermediate function $F$ as the integral in $y$ and $\\theta$:\n\n$$ F_{j,k+\\frac{1}{2}} = \\sum\\limits_{j'=0}^{j-1} \\sum\\limits_{k'=0}^k A_c (\\overline{Gh})_{j',k'} $$\n\nTo directly compare $\\Psi$ and $\\Omega$, we must keep $\\Omega$ on the $k+\\frac{1}{2}$ point by taking a second-order centered difference-derivative:\n\n$$ \\Omega_{j,k+\\frac{1}{2}} = \\frac{ F_{j,k+\\frac{3}{2}} - F_{j,k-\\frac{1}{2}} }{ \\theta_{k+\\frac{3}{2}} - \\theta_{k-\\frac{1}{2}} } $$\n\nBelow we calculate $\\Omega_{j,k+\\frac{1}{2}}$ and $\\Psi_{j,k+\\frac{1}{2}}$. We contour them in the $y,\\theta$ plane and plot them at two locations: just below the base of the mixed layer, and at the northern boundary just in front of the sponge layer."
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"input": "# LAYERS fields:\n#'LaVH1TH ' 'LaHs1TH ' 'LaPs1TH ' 'LaHc1TH ' 'LaPc1TH ' 'LaTs1TH ' 'LaTh1TH ' 'LaTr1TH '\ndl = m.rdmds('DiagLAYERS', useMask=False)\n\nfrom MITgcmutils.mds import rdmds\nThl = rdmds(m.output_dir + '/layers1TH').squeeze()\n#Thl = Tlevs.copy()\nThc = 0.5*(Thl[1:] + Thl[:-1])\n# volume\nVol = dl[1].squeeze() * m.rac.squeeze()[newaxis,:]\nNl, Ny = len(Thc), m.Ny\n# transport\nVH = dl[0].squeeze() * m.dxg.squeeze()[newaxis,:]\n# streamfunction, defined on the v, k+1/2 points\nPsi = -cumsum(VH,axis=0)\n\n# diapycnal term\nGH = dl[5:].squeeze() * m.rac[newaxis,newaxis,:,0]\n# formation rate\nF = GH.cumsum(axis=2).cumsum(axis=1)\n# F is defined as the sum up to but excluding the current j index\nF = dstack( [ zeros((3,Nl,1)), F[:,:,:-1] ] )\n# fill F in with a zero row\nF = hstack( [ zeros((3,1,Ny)), F ] )\nOm = (F[:,2:] - F[:,:-2]) / (Thl[2:] - Thl[:-2])[newaxis,:,newaxis]\n",
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"input": "Thl_scale = log2(Thl - Thl.min()+1)\nThc_scale = log2(Thc - Thl.min()+1)\n#Thl_scale = hstack([0, Vol.sum(axis=1).cumsum(axis=0)])\n#Thc_scale = 0.5*(Thl_scale[1:] + Thl_scale[:-1])\nThl_lab = ['%4.2f' % lab for lab in Thl ]\n\nscalefac = 720./1e6\npsilevs = arange(-32,32,2)+1\npsiticks = arange(-30,31,10)\n\n\nfigure(figsize=(16,8))\nsubplot(121)\ncontourf( Ypc[:-1], Thl_scale[1:-1], \n scalefac*Om.sum(axis=0), psilevs,\n extend='both', cmap=get_cmap('RdBu_r'));\ncolorbar(orientation='horizontal', ticks=psiticks, shrink=0.6)\nyticks(Thl_scale[1:-1],Thl_lab[1:-1]); grid()\nxlabel('lat'); ylabel(r'$\\theta$')\ntitle(r'$\\Omega(y,\\theta)$ Total (Sv)')\nsubplot(122)\ncontourf( Ypc[:-1], Thl_scale[1:-1], \n scalefac*Om[0], psilevs,\n extend='both', cmap=get_cmap('RdBu_r'));\ncolorbar(orientation='horizontal', ticks=psiticks, shrink=0.6)\nyticks(Thl_scale[1:-1],Thl_lab[1:-1]); grid()\nxlabel('lat'); ylabel(r'$\\theta$')\ntitle(r'$\\Omega(y,\\theta)$ Surface (Sv)')\n\nfigure(figsize=(16,8))\nsubplot(121)\ncontourf( Ypc[:-1], Thl_scale[1:-1], \n scalefac*Om[1], psilevs,\n extend='both', cmap=get_cmap('RdBu_r'));\ncolorbar(orientation='horizontal', ticks=psiticks, shrink=0.6)\nyticks(Thl_scale[1:-1],Thl_lab[1:-1]); grid()\nxlabel('lat'); ylabel(r'$\\theta$')\ntitle(r'$\\Omega(y,\\theta)$ Lateral Mixing (Sv)')\nsubplot(122)\ncontourf( Ypc[:-1], Thl_scale[1:-1], \n scalefac*Om[2], psilevs,\n extend='both', cmap=get_cmap('RdBu_r'));\ncolorbar(orientation='horizontal', ticks=psiticks, shrink=0.6)\nyticks(Thl_scale[1:-1],Thl_lab[1:-1]); grid()\nxlabel('lat'); ylabel(r'$\\theta$')\ntitle(r'$\\Omega(y,\\theta)$ Vertical Mixing (Sv)')\n\n\nfigure(figsize=(16,8))\nsubplot(121)\ncontourf( Ypc[:-1], Thl_scale[1:-1], \n scalefac*Psi[:-1], psilevs,\n extend='both', cmap=get_cmap('RdBu_r'));\ncolorbar(orientation='horizontal', ticks=psiticks, shrink=0.6)\nyticks(Thl_scale[1:-1],Thl_lab[1:-1]); grid()\nxlabel('lat'); ylabel(r'$\\theta$')\ntitle(r'$\\Psi(y,\\theta)$ (Sv)')\nsubplot(122)\ncontourf( Ypc[:-1], Thl_scale[1:-1], \n scalefac*(Psi[:-1] - Om.sum(axis=0)), psilevs,\n extend='both', cmap=get_cmap('RdBu_r'));\nyticks(Thl_scale[1:-1],Thl_lab[1:-1]); grid()\ncolorbar(orientation='horizontal', ticks=psiticks, shrink=0.6)\nxlabel('lat'); ylabel(r'$\\theta$')\ntitle(r'$\\Psi - \\Omega$ (Sv)')\n",
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1+NZlJey4hcspPbrMZiLSwohsNuN6GXbMMzuRtkf3448/RlZWVsDnRo8ejRUr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\n8vONyJsgdfUCF1b2R3UDkdFLZ08CsZQC+hRTJbILqz1vyyvgWYEF3Cu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"text": "<matplotlib.figure.Figure at 0x10d666690>"
},
{
"output_type": "display_data",
"metadata": {},
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X1cK2soj36AbaAubr+Xr16kmSTpw4oR9//FF16tQxPjcAAGIRuRkAECk1LXBd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\nue7U5QceeEDr1q2T1HgqQG5uriRp2LBh2rBhg0pLS1VYWOi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"text": "<matplotlib.figure.Figure at 0x10fa36a50>"
},
{
"output_type": "display_data",
"metadata": {},
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Tjwcg43jKBf/pSnvy9Zj5+pG/HjbUJ18PAFBTU4PGPbuhx/Ua3RdeeAGPP/44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\nu/A8WsOp51FvMimzvIXZukMg8kZnSzMul+RlJWVrFKWuWObPECnDLjA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N9n+vke3ugGD4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bM1WDdbh3Vz7Fg3W4t1cxwILnPbbbcJv//97wVBEITXXntNWLVqlSAIgnDq1Clh6tSpQlNTk7Bt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\nFurr6wVBE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"text": "<matplotlib.figure.Figure at 0x11020a1d0>"
}
],
"language": "python",
"trusted": false,
"collapsed": false
},
{
"metadata": {},
"cell_type": "code",
"input": "# calculate subduction through the base of the surface layer\n# identify the surface layer based on kappa_v\n\nT_bml = ma.masked_array(zeros(Ny),True)\nl_idx = ma.masked_array(zeros(Ny, 'i4'),True)\nPsi_bmlj = ma.masked_array(zeros(Ny),True)\nOm_bmlj = ma.masked_array(zeros((3,Ny)),True)\n\nfor j in range(Ny):\n kmin = find((K_v[1::,j]<1e-4))[0]\n if (kmin > 0):\n if (m.hFacC[kmin,j]>0):\n T_bml[j] = T[kmin,j]\n #T_bml.mask[j] = False\n l = find(Thl<=T_bml[j] )\n if len(l) > 0:\n l_idx[j] = l[-1] - 2\n Psi_bmlj[j] = Psi[l_idx[j],j]\n Om_bmlj[:,j] = Om[:,l_idx[j],j]\n \n# now invert that to get a function of Theta\nj_bml = ma.masked_array(zeros(Nl, 'i4'),True)\nPsi_bml = ma.masked_array(zeros(Nl),True)\nOm_bml = ma.masked_array(zeros((3,Nl)),True)\nfor i in range(Nl-1):\n jmax = argmax(l_idx==i)\n j_bml[i] = jmax\n Psi_bml[i] = Psi[i,jmax]\n Om_bml[:,i] = Om[:,i,jmax]\n\nleg = [r'$\\Psi$',r'$\\Omega_{surf}$',\n r'$\\Omega_{diff}^h$',r'$\\Omega_{diff}^v$',\n r'$\\Omega$']\n \nfigure(figsize=(16,8))\nsubplot(121)\nplot( Thl[1:], scalefac*Psi_bml, 'k.-', linewidth=3,)\nplot( Thl[1:], scalefac*Om_bml.T, '.--')\nplot( Thl[1:], scalefac*Om_bml.sum(axis=0), 'm.-', linewidth=3)\ngrid()\nlegend(leg, loc='lower right')\nxlabel(r'$\\theta$'); ylabel('Sv');\nxlim([-2,16]); ylim([-32,15])\ntitle('Transformation @ Base of M.L.')\n\nsubplot(122)\nj = 92\nprint Thl[1:-1].shape, Om[:,:,j].shape\nplot( Thl[1:], scalefac*Psi[:,j], 'k.-', linewidth=3)\nplot( Thl[1:-1], scalefac*Om[:,:,j].T, '.--')\nplot( Thl[1:-1], scalefac*Om.sum(axis=0)[:,j], 'm.-', linewidth=3)\ngrid()\nlegend(leg, loc='lower right')\nxlabel(r'$\\theta$'); ylabel('Sv');\nxlim([-2,16]); ylim([-32,15])\ntitle('Transformation @ Northern Boundary')\n",
"prompt_number": 7,
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "(15,) (3, 15)\n"
},
{
"output_type": "pyout",
"prompt_number": 7,
"metadata": {},
"text": "<matplotlib.text.Text at 0x10cc14650>"
},
{
"output_type": "display_data",
"metadata": {},
"png": 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VPD09sbOzY/ny5QaDHbVs2ZLk5GQuX75c4vEfeughTp48ybJly0hKSuL111+nXbt21KhR\no8wxXBcSEqJviTR79myio6N54IEH0Ol01KtXjxMnTrB69epSvyfc+rrffvtt3nvvPYNlffv25f33\n3+fs2bNERESwatWq25ZlmzZtOHfuHFlZWaU+z82CgoJwcnJi/vz5XLlyhcLCQg4ePMjp06fvuO/d\nOH36ND/++CNPPvkkcOf3o1evXixfvpy0tDSWLl2qj6ssHnvsMebPn8+FCxf49ddf2bZtm37d1atX\nURSFOnXqkJmZyWuvvWZwt7w0oaGhLF++nJ9//lm+L5g4SWyFSZMK2XQrZEVROHr0KJs2bdJXVrd7\nv5KSktiwYQPZ2dlYWlpiZ2enbxo+cuRIFi9ezJYtWygoKCA9Pd1gjr+blaU8yvr+zJ07l507d+Lv\n71+m7QsLC8nLy9P/3G5ESCGEqA63fn6PGTMGHx8fGjVqxMiRIxkzZkyxbW5+fPNAPYmJiQwaNAg3\nNzf69u3LqFGj9Bd9bx3QZ8SIEbz44otMmDCB8ePHM3nyZIYPH15qXCWNNF/aY1tbWz766CPefPNN\nAgMDiYyMZMiQIfrtXFxceOWVV+jatSseHh5cvnzZ4PiOjo5s376dnTt30q5dO+zt7fnuu+9uW4al\n1YNDhw4lKiqKTZs20bBhQ8LDw4mNjWXWrFls376dadOmUbdu3TIf+8EHH6R9+/YGy1555RX69evH\ngAEDePvtt1m4cCHdunUrNbamTZvSr18/mjVrpu/Heqfy/emnnygsLKRXr154eXkxffp0CgoK7vj6\ny1JGGo1GP0qzk5MTQ4cOpVevXkyYMAG48/vx6quvkpaWRlBQEIcPHzZ4r299HbeaOXMmnTp1onPn\nznz44Ye88MIL+nXBwcFMmDCBnj170rVrV5o3b27QGq+019SpUycsLCxo06ZNsdZ7wsQoQlSjunXr\nKtu2bVMURVF27Nih+Pn5GaxPS0tThg4dqtSqVUsJDg5WwsPDFQsLC0Wr1SqKoijdu3dXli5dqt9+\nxYoVSpcuXRRFUZRVq1YpjRs3VpycnJTWrVsrc+bM0W83atQoZcaMGfrHBQUFytdff62EhIQo7du3\nV7755huloKCg1LhmzZqljBw5Uv9469atSr169fSPCwsLFQsLCyUhIUFRFEUJDw9XWrVqpdSpU0eZ\nMGGCMnLkSIPnnzFjhhIYGKi4u7srly5dKnb8gwcPKqGhoYq/v78yffp0JT4+vsQyLCm2m2m1WiUk\nJET5/fffS1xfVFRU4vKbj21tba04OTkpTk5OSseOHZVZs2bp34/bvV+XL19WunXrpri6uiq+vr7K\nyJEjldjYWP2xd+3apYwdO1apVauW4ufnp4wdO7bUOG5XHreeE7e63XpfX19l586diqIoysqVK5Vm\nzZoZ7KfRaAx+rpezk5OTsnv37tuWnRBCiHvD6dOnlaCgIOX1119XTp48qeTm5irHjh1Txo4dq0yc\nOLG6wxNVoGfPnrf9biFMg0ZRKrm9gRDCpJ05c4Z+/frx1FNPMXToUOrXr8/Zs2f5+OOPsbOz49NP\nP63uEIUQQgiTlp2dzdtvv83OnTs5d+4cDRs2ZODAgUyePLnUedSFebo+Tsr58+f1I0QL0ySJrRD3\nIamQhRBCCCFu7+mnnyYiIoIPPviAAQMGVHc44g4ksRVCCCGEEEIIYdas7ryJ6WnVqhXHjh2r7jCE\nEELcI1q2bMnRo0erOwyzJnWzEEKIylTeutks2xweO3ZMP4WIOf3MnDmz2mOQmE3zR2KWmCXm6v2R\nhKzijFI363QohYX3/fkqMUvMErPEfD/EXN662SwTW3MVExNT3SGUm8RsHBKzcUjMxmGOMQszMXMm\nzJ1bqYc0x/NVYjYOidk4JGbjMMeYy0sSWyGEEEKYB0dHyM6u7iiEEEKYIElsjWjUqFHVHUK5SczG\nITEbh8RsHOYYszATVZDYmuP5KjEbh8RsHBKzcZhjzOVllqMiazQazDBsIYQQJkrqlYozShkuXw67\ndqn/CyGEuKeVt16RO7ZGFBERUd0hlJvEbBwSs3FIzMZhjjELM+HoCFlZlXpIczxfJWbjkJiNQ2I2\nDnOMubwksRVCCCGEeXBygoKC6o5CCCGECZKmyEIIIe57Uq9UnJShEEKIyiRNkYUQQgghhBBC3Fck\nsTUic2zbLjEbh8RsHBKzcZhjzOL+ZY7nq8RsHBKzcUjMxmGOMZeXJLZCCCGEEEIIIcya9LEVQghx\n35N6peKkDIUQQlQm6WMrhBBCiHuTokBeXnVHIYQQwgRJYmtE5ti2XWI2DonZOCRm4zDHmIUZcXKC\noqJKO5w5nq8Ss3FIzMYhMRuHOcZcXpLYCiGEEMI8aDTg6AjZ2dUdiRBCCBMjfWyFEOIuhYXB2bPg\n4ADh4eDmVt0Ribsl9UrFGa0Mvb0hMlL9XwghbiF1871D+tgKIUQlS0+H9ethwgQ4cODG8rNnYedO\n+P13tSIVQhiBoyNkZVV3FEKIapaWBj/+CM89B4cO3Vh+c93cuTPExVVfjMK4JLE1InNs2y4xG4fE\nbBzliTk6GmbPhk6dwNcXFi2CBg0MbxI5OKj/N24MS5ZUbqzX3evlLES5VXJTZHM8XyVm45CYjaM8\nMUdFwcyZ8OCD4Oen1r2NGoGX141trtfNrVuriW3LljB4MPz1lzr+nLFjNhXmGHN5WVV3AEIIYYqi\notTvzrNnqxWjnV3xbcLDYfRotVXk7t3wxBPGj1OI+467u4yMLMR9KipK/fOfM0e98Fxa3RwWpia9\nbm7w3nuwfDk8/bT6eN48eOgh48cuqp70sRVC3JfS0mDHDsjIUCu7ivjrLxg4UE1wfX0rJz5hXFKv\nVJyUoRCiolJTYft2yMmBkSMr99g6Hfz2G7i6QpculXtsUTWkj60QQpSgqEhNQGfNutGEafHiypk1\npFMn+N//YPhw0GorfjwhhBDiflBUpLZ4euMN6NABAgLgq6+qpi61sFBbVklSe++SxNaIzLFtu8Rs\nHBJz1cvKgtGjI8jNVZswXb0KmzbB2LGVc/xXXwUrK3jrrco53nXmVs5gnjGL+5c5nq8Ss3FIzFUv\nLQ3Gjo2goADmzoWkJHXQp1GjjBtHejr07g1r1pTtgre5lTOYZ8zlJYmtEOKekZoK69apTZhu5eam\n9rd5913o1avkfjkVYWkJK1fCkSOVcxdYCCGEuBekpMDatSV3ja9ZU2099c470LNn5dfNZeXoCM8+\nCx9/DPXrq98VUlKqJxZx96SPrRDCbBUWwv79sGULbN0KJ06oAz0tWqQ2ZxKirKReqTgpQyEEQEEB\n7Nun1stbtsCpU2rdvGSJeYxDceiQmuD+/LM68NSzz1Z3RPev8tYrktgKIczWyJHqtDwPPQQPP6z2\nna2uq73CvEm9UnFGK8OiIrUDnq1t1T+XEKLchg6Fc+fUevmhh9S62Rz/XBMT1RZg9epVdyT3Lxk8\nyoSZY9t2idk4JObSpaRATEzJ65YvV6+slrUJk5SzcZhjzMKMLFwIM2ZU2uHM8XyVmI1DYi5dSgpc\nvFjyum+/VWcJmDsXevS4c1JrquXs6Vl6UrtlS4RRY6kMplrOlUkSWyGESSkshD//VL+3tm8PdevC\n99+XvK2VzMQtxP3H0VGdZFoIYTQFBbBzJ7z+OoSEqHXzmjUlb3uv182pqfDf/8ILL6h3poXpkKbI\nQgiTERmpDuzUsKFh82JzbMIEapL+4ovqZPDOztUdjbgdqVcqzmhluGKFOgn1119X/XMJIdi3Tx0x\nuFGjG82LO3Y037q5MsTHw+efq1MThYTApEnwn/+ARlPdkd1bpI+tEMLkZWaWnOjl56vratY0fkx3\nos3Tkns2l5xTOWSfyiYnOoe8i3l4POxB3TfroimlNgsLU/vofPutVHimTOqVijNaGa5ZAz/8oA6z\nKoSoNKXVzXl5aiOJGjWMH5M2T4s2XUtRehFF6UVoM278XpReZLDu+mNtrhaXdi74/M8H+/r2VRpf\nbi589x189BE89RTMnFmlT3ffkcTWhEVERNC9e/fqDqNcJGbjuNdjvj5C4pYt6s/ff0NCgvEHeipL\nzEWZReScziEn+t8E9pT6e+4/uaAreR+7QDvaHGyDtZt1sXU5OdCuHbzyCjz9dNXEbGrMMWZzrVdM\nidHK8Pff1SFLf/+9Ug5njuerxGwc93rMBQWwd++NujkmRq2bbWwqHoeiKOhydaUnoDclqHtP7yXY\nIbjEbZWCu/9MUVDIaZmD+wR3mg1uhqura8Vf2L9uLWdFUS8A2FdtHl0h5ng+l7deucdbwQshqtsz\nz6g3WBo2VJswvfeeaTRhKkguUJPWUzlkR99IYPPj88t9rLzzeUQ9FkXwnuBi6xwc1JtLPXpAhw7Q\nuHFlRC/EfczZWf0WKYS4a6NGwfr1ap308MMwf75aN9vYqEmpNltb4t3QYo8zSl+nFJXt7zSFFJJJ\nrvTXqEGD4zFHCsYVED4unD/c/yCzdSZBzYJo0qSJ/qd27dqltroq83NpSk9qjx6Fli2l1ZYxyB1b\nIUSlUJSSP7T37YPAwOppXqwoCgWXCvSJqz6BPZVD4dXC8h1MA3b17HBs6oh9kD2Kv8KlGZdQ0tXP\nIo29huA9wTi3Krkz7ZIlan+cfftkSiJTJPVKxUkZClH9FJ2CNuumJDNNizajeHIaf6YIF4siLPP+\n3TbjpuQ0owi01f1KVIUUkn2bf1lkFVs2lrE0puSryFe4wo/8yG/8RjbqIHQeHh4GiW6TJk1o2rQp\nfn5+WFhUbJzd9HS1D66jo9oPd8iQ6r+wb06kKbIQwihubcI0ZgyMH189sShahbyYPIPE9frv2szy\n1c4aaw32De2xqGtBTu0crjldI84ijrM5Z/kn4R8uXrzIxYsXyc7Opg51WMpSHHAAwNbPljYH22Dj\nWbwdl6Ko/WyHDKmcZl6ickm9UnFShkJUPUWrkB2dTcbeDDL2ZpB7PpeitJsS10wtmMifYQEFBoln\nDjklJqIlJajXH9s62eLi6oKrqyuurq64uLgY/F/S72+9+hZdI7uyw2MHg5wGERQXhLVi2FUohxw2\nspEf+ZErXCkxfgcHB4KCgoolvA0aNMDaunjXo9LodLBpk9oP99gxdeyN8ePBy6tCxXtfkMTWhJlj\n23aJ2TjMKeY9e9S56XbsiKBZs+4GIyRWdcKmK9CRey5XP3jT9YGccs/kossrpQPsTY5ylFa0AkBj\np0HnpyO7RjZJDklcVC4SnR3NsavHiImPobCwbHd0/fHnMz7DCScAXB50odX2VljYVs5sauZ0blxn\njjGba71iSsy1DM3xfJWYjcMUYi5MKyRzfybpe9LJ2JtB+r50dJml13c313MVkUdeiYlmDjml3im9\neVmBVQEObg6lJqE3L4uPj6djx47F1js7O2NpaVnu2NPS0ggLC2PJkiW4ublRkFhA3GdxJHyagC7V\nsOy0aPmTP1nDGqKJLtPxrays8Pb2pm3btgYJb+PGjXFwcLjtvqdOwSefQP368NJL5X5pFWIK53N5\nSR9bIUSlCwuDs2fV/qJvvAGhofDss9C3b9U8nzZbS85pw8Gbsk9lk3s+t9zNo7T2WjI8Mrhie4V9\n2fvYUriFIylHSMxLRDmnwF3OQefg4EBOTg6xxDKHOcxjHhZYkLEng7Pjz9J4aeMK99kRQghx/1B0\nCjlnc8jYo96NTf0rlbzTeeW+A5tL7m3vjF5PTku7U2rpZImDq0Opd0TruNa57R1TV1dXbG1ty1wH\nVnbC5ebmxurVq/WPbTxtaPBmA+pOr0vid4nEL4wn51QOAJZY0v3ff9kB2RxpeIQ/8v7g5OmTJCeX\n3O+3qKiI2NhYYmNjDZZrNBoCAgIMkt3rv7u7uwPQpInaLUlUDbljK4Qo0cWLEBCg/t69uzoxO8Cg\nQXBTfVEhhamFxUYfzj6VTf7F8g/glG2bzSXrS5wvPM/Z/LNc5CIxxJBK6l3F5uHhQUBAgP6nbt26\nBo89PDxYsGABL7/8MgCDGMQEJuj3b7CgAX5T/O7quYXxSb1ScVKGQpRPUWYRmQcySd+bTvqedNL+\nSkPJuPPf0DWucZKTBNCVAOACDrxFLGlW47BytcLZzfmOiWdp652cnO7qLqk5UXQKKVtSiF8YT+rW\n4t8RbAPTsd3gAAAgAElEQVRs8Z3ki3Vfa87Gn+XUqVMGP3FxceV+Tk9Pz2LJbpMmTfDy8tJfAFAU\nNekdPNg0pz2sDtIUWQhx1xQFIiLU0REPH4aTJ8HDAx57TJ1Zo21b2LoV3NzKc0yFgisFxQZvyo7O\npjCxnAM4AVc0V4hRYogllos3/csiq8zH0Gg0eHl5GSSqt/44OTmV6VgvvvgiH374IQCv8AqP8qi6\nwgJa/NqCGo+WPvFfQYH0tzUVUq9UnFHLMCtLHY1FWkUIM6EoCrl/56rNif9KJ3lXMgWnC9Aotz+H\ntWg5z3lOkkE0LTlBY+q1f44HOzUlfEk/wrI8+NxOy+6jnjRu7GmkV3PvyDqeRfyH8SR+l1hsaiFL\nZ0u8nvXC9wVf7AJujPqYmZnJ6dOniyW8f//9N1pt+ZqVubq6EhQURNOmTalf/wF27hzAgQM+PPWU\nhkmTLHjggUp5mWZLElsTZo5t2yVm46jumAsL1Sl5FixQ512dOhVGjLgxem9amtocecmSG0ltsTnc\ndAp5F/OKDd6UHZ2NNr18H/RatCSQQAyGCWwcceSRd8f9ra2t8ff3L5aspqam0rdvX3x9fbGppIxS\nq9XSr18/fv31V6yx5gM+oBnNALB0sSR4fzCOQY7F9lMU6NQJ5syBXr1KP351nxt3wxxjNtd6xZQY\ntQzd3NRJN8tzla0U5ni+SszGUZGYtTlaMiPVvrHJO5PJ2JuBJv3OF2LSSOMkJ4kmmpOcIcv7EVLz\nwrC1dWLcuCxeeskbR0e1J+HFi+l07nyS3bubERDgWuGYq4spxJx/JZ9Ln18i4fMEiq4VGa60hFoD\na+E3xQ+X9i5AyTHn5+dz7ty5YgnvmTNnyMu783eXG2piZTURmICHx1UeffQQjz9uT5MmTWjYsCG2\ndzmssimUc3lJH1shRLktXKiO2Pfmm/Doo3Dr6PZubjeaH+sKdeT+nUvarjQu/nXxxl3Y0znocu88\ngNPN8sknjjiDO68XuUgCCRRRVOp+Tk5Ot73bWqdOnRKH6I+IiKB+/frlivFOLC0tWbVqFV26dOHo\n0aPMYAaLNYuppdRCm6HlxJMnCN4fjLWH4QiKGo1a3qGhcOQI1K5dqWEJcW9zdITs7EpJbIWoKEVR\nL+xm7M0g5c8UErerYzhodDcSWQ3Fk1otWmKI4QQniCaaNO80Ah4MIKR9CONCxrFtW3t277blk5eg\nd2+wsPAw2D8gwJW4uAer/PXdD2zr2FLvzXr4v+pP4spE4hbGkXsmV12phaurr3J19VVcHnTBb4of\nilvxZMvW1pbmzZvTvHlzg+VarZaYmJhiCW90dDQZGRklRJNMUdFsYC5JSQP5+uscvv76Z0D9ztGg\nQYNi0xMFBQXh7FzydIP3E7ljK4RAq4XSutQUJBWQGJ5I+u50dSTiczncJucsUTbZxZLXWGK5whV0\nFE+Ga9asedvE1d3d3eQGZoqPj6d9+/ZcunSJQAL5VPMptop6VdX9P+60+L0FFlbFk+3XXlMT240b\ni19QEMYj9UrFGbUMGzWCX36BxiXPVSlEVdLmack6nEXqX6kkbE4gNzIXq/Q73yvKJFN/NzbWKRaX\n9i60erAVISEhtGvXDk9Pw6bEt6ubRdVSdAopm1KIWxhH2ra0Yuvt6tnhO8mXOmPqYOV8d/cJFUXh\n8uXLJSa8iYmJ5T6en59fsYS3SZMm1KpV667iMwXSFFkIUaoTJ6BZszt3S9MV6Li28RpXVlzh2sZr\nZR6JOJVUg8T1elPiZG6MLKjRaPDx8Sk1afX398fRsXjTXXNw+PBhunTpQk5ODl3pymxm69f5/M+H\nhh83LLZPYSF06wYDBhh/6H9xg9QrFWfUMgwOhq++Uv8XoorlJ+STvied+M3xXNt1DYt/LLDU3jnj\njCGGk5zkjNUZaAb1utYjpH0IISEhBAYG6i/QlrVuFtUj61gWcR/EkRSehFJ4Sz9cF0u8w7zx+Z8P\ndv52pRyh/FJTU0tMeC9evPjv56wNsBz4BtjC7YbOrlmzZrFkt2nTpvj6+prcTYJbSWJrwsyxbbvE\nbBxVGbOiqM2M58+HM2fUeWj9/UveNvNIJldWXCHxu8TifUxukkgiO9iBJZYGfWAzyMDGxqbE/q3X\nf3x9fcs1sXllMsa58fPPP9OvXz8URSGUUEYzWr+u0eJGeId5F9vn4kUICYHISPC7ZSBlOZ+Nw1zr\nFVNi1DLs0kWdULtLlwofyhzPV4m56ugKdGQdzeLKtiv88sMvNItphl36nROWbLI5xSlOcpIs/yw8\nOnnQqot6N7ZFixbFxnXQ6dRBGefPh/PnYf9+8C5ePZSbuZTzzcwl5vzL+SR8lsClLy4RmRJpOF+w\nJdQeVBvfKb64tHOpshhycnI4c+YMUVFnWLPGhj//bE1urkJR0QfodMuB7DIfy8nJiaCgoGIJb/36\n9bGyMo3eqtLHVggBQH4+hIerA0JZWqp3AwcPLj4K7/WmxldWXCH7WMkfiBlk4IILMcQw3WI6NZvW\nxMnJieDgYLoEdGFEwAh94urp6Vli/9b7RZ8+fViwYAFTpkzhW76lHvXoTncAzk08h0NjB9y6GfYL\nDAiAqCjpZytEmdWsqQ4rLkQFFSQWcDXiKv/88g/pe9Oxu2iHlVb9emyJJXaUnNTGEcdJTnLJ7RK2\nwbY06NWA9h3bE9YmDBeX0hObvDz47ju1bra1Vevm//4Xqul6rygHWy9b6r9Vn4DXArj8+mXsN9qT\ne/ZGP9yk75NI+j4J186u+E7xpWafmmgsK/eOqIODA61bt6Z169aEhqo3L3btgg8++IiIiA8ZOvQ4\nfn6/Ex0dzalTpzh9+jQ5OTklHisrK4vIyEgiIyMNltvY2NCwYcNi8/E2atQIe3v7Sn09la1a79iO\nGTOGjRs3Urt2baKiogB1CO0RI0Zw5MgRgoODWblyZbFpN+TKuhB39tVXsHatWmn26mXYxElXoOPa\nb2pT45SNKShFxf+ekkhiM5vZbr0dqxpWDLsyjK0ttrJx50b9ROOiZIqiMGHCBBYtWoQddnzMxzRE\nbYZsVcOKNgfbYF/PtCuH+43UKzdI3SzuVboiHZlHMzn30zmubLsC0eCUceep3XLJ5TSnOW9zHm0T\nLZ7dPWndvTXt2rXDx8enXDEsWgQ//6zWzT16SPNjc6boFK5tvEb8wnjSIkroh1vfDt/JvtQZXQcr\np6q/lxgTAxkZGEwRpNPpiIuLM2jOfP33lJSUch1fo9FQr169EufjdXV1rdwXc9Nzmk1T5D///BMn\nJydCQ0P1led7771HXFwc8+fPZ+rUqdStW5eXbul4JpWnEHemKMUrzMyjalPjpO+SKEwuPodsPvns\nYheb2ERqQCrjxo9jzJgxWFtbExYWxpIlS3CTUUjLpKioiMcff5wtW7ZQm9p8wRd4oI5o6djckdZ7\nWt/1gBOi8km9coPUzeJek3YpjYipETiudsRad+dbo5e4xGnNadL90nHu4EyjRxoR0jGERo0aVbhF\nUkl1szB/mUcyif8gnqRVScVuFli5WeEV5qX2w/WtvH645aHTGQ5QqSgKV69eLTHhTUhIKPfx69Wr\nx5tvvsmIESMqMery1yvV2l6wS5cuxe78HDhwgLFjx2Jra8uYMWPYv39/NUVX+SIiIqo7hHKTmI2j\nIjEfOFByi7zrFWfB1QLiPozjYKuDHGp9iISPEooltSc4wXzm8xRPceTRI7z565uc+/sc06ZNo1at\nWri5ubF69WqDpPZ+K+fysrKyYvXq1TRr1owkkpjBDApRyz37RDanRpxC0d35w1rKWRib1M2mT2K+\ns4KCAn5Z+Qvzm83nT58/cfvercSktoACoohis/tm/uj6B6feOkXg/kD+L/f/6P91f9764S1CR4cS\nFBRUrqR2/34oKmGoiqpOauXcMI5bY3Zu7UyTb5rQIaYD/tP9sXK/ceG6KK2IuPfi2F9vP9HDo8k8\nlGnUWHNyoGFDGDkygkuX1GUajYbatWvTrVs3nnvuOT7++GO2bt1KfHw86enp7N+/nxUrVvDKK6/w\n5JNPEhgYeNvz/8KFC4wcOZKxY8eSn59vpFdWnMndLjh48CBBQUEABAUFceDAgWqOSAjTo9WqM10s\nWADx8ergUDfPeqEr1JHyW4o6qvGv10ptaryFLWxmMzkeOYwdO5aPxn1EgwYNjPhK7m2urq78+uuv\ntG/fnuikaBawgFd5FYBrP1/jwusXqD+35Hl1IyOhaVNjRitE6aRuFuZAp9Px559/sv7L9VisteCh\n/IdoS9ti22WQwUbnjTQd3pSmTzZlRMcRldLFRquFDRvUAaGuXIEtWyAwsMKHFWbE1seW+nPrE/B/\nAVz5+grxH8STe17th6sUKSSFJ5EUnoRrV1f8pvhR44kald4P91YODupAZdOmQfPm8Mgj8MIL0KFD\nydu7uLgQEqKO3n2zvLw8zp07Z3B399SpU/qWPQDLli3jxIkTrF27Fr9bR8M0ApNLbMt6u3nUqFHU\nrVsXADc3N1q1aqUfUe36VRR5XPHH3bt3N6l4yvL4+jJTiaesj2+OvbTtc3Lg//4vgjVrwNu7Oy+9\nBDVqRHD5MjRu3J2sY1lsmLOBlD9SaJHeAoCjHAWgFa3IJ5+VrOQABzjPedqGtGV4j+H06NGD3r17\nm1R53Cvnc0xMDDNnzmTq1KlsztuMDTb0pCetaEXsvFiOWhzF4z8exfZftqw79vYwdOi9ez5Xd3wR\nERHExMQg7kzqZtN6XB2fZRV9fH1ZZR+/W7duHDt2jHnz5nFk6xH6pPbhMR4jmmjOcEY/cu0Oqx0c\ndjxM2/S2/NHqD6bNmYaTk1OlfJZlZ8Nrr0Wwdi34+al1s7t7BPHxEBhYNeV5Lz2+F8/nPw/+CU2h\n2+luXNt4jfVvrCf7WLb+fNy5ayfsgo6BHfGd7Mvp+qextLessngvXYpg0iRYsQKWLYP+/SPo1QtW\nriz/8Vq0aKF/7d27d+fhhx9m69at+nI5cOAAzZs354033mDq1KnlOv713++2bq726X5iYmJ48skn\n9dn+wIEDef3112ndujWHDh1i3rx5rF271mAf6ccj7lcbNqgfSFOnqrNcaDRqU+Ok8CSurLhC1tGs\nEvc7wQk2sYkIItDaaRk2bBjjx4+nbdviV7JF1Vi7di2DBg3CAgve5m06oF4q1dhqaL2rNS4hhqNo\nZmSoU3TOnauOmCmqltQrhky+bi4oUCeBNtM5r0XF/f3336xatYrw8HDyTuUxnOF0pzuWGM4vm1kr\nE6+XvWgzpQ3pmelVMl7EunWwcqU6INSDD0ofWlGyzEOZxC2M4+rqq8X74bpb4T3OG5/nfbD1sa3y\nWLRaSE8HD4+KHystLY2wsDBatWrFG2+8gVarBcDCwoK3336badOm3fV8uWbVx7Yk7du3Z9myZeTm\n5rJs2TI6lHaf3AzdevXPHEjMxlHWmPv2VZPbzh11XPs5mRP9T7DXey/nJ58vltQmkcRKVjKSkfyP\n/3Em8AxvLniThIQEli5dWuGk9l4u56rw1FNPMW/ePHToeIu3iCEGACVf4US/E+QnGPZJcXGB77+H\nsLAILlwwfrwVYY7nhrg9k6ubv/oKXn65Ug5ljufr/RpzYmIiH3/8MR06dCAwMJDwGeEMPzWcZSyj\nF70MklpNcw3Nfm7GE4lP0PbltmgsNSWOF1EZMQ8cCOvXQ6dO1Z/U3q/nhrHdTczObZxp+l1T2v/T\nHr9X/LB0vXG+FqUWEftOLPvq7uPUyFNkHqn8frg3x2xpWXpSe/Fi+Y57/e/qtddeY8eOHdSpUwdQ\nuwZMnz6d/v37k56efpdRl0+1JrZDhw7lwQcf5OzZs/j5+bF8+XLGjx9PbGwsjRs3JiEhgeeee646\nQxTC6K7PSVbSZ0DW8SzOTznPXp+9nOh3guSfkg2u+uWTzx/8wUu8xFCGstxiOcF9gtm0aRNnzpxh\nypQpeFTG5TlxV6ZNm8bo0aPJJpv/4//IIAOAgssFnOh3Am2u1mD7tm1h+HAYMkS9OSWEMZhF3ezo\nCFklt1AR95aMjAy+/vprevfujbe3N5MmTaJofxELWMDnfE4nOhls7/aQG60iWtH1eFdqPVnrru8U\n3UpRICICMo077o+4B9n52dHg3QZ0jO9I4MeB2NW/MVKyUqSQuDKRQ8GHONrjKMm/JJdpoMnKkpsL\n3btDt25qS4SSBkC7nS5dunD48GE6d+6sX7Zhwwbatm1r0Be3qlR7U+S7IU3GxL2oqEj9EFmwANLS\nYM0aaNkSCpJvamp8pPSmxpvZzA52kE02tWrV4tlnnyUsLIyAgAAjvxJxOwUFBTzyyCPs2LGD1rTm\nfd7X32WoPaQ2TcKbGHwRUxR4+mm1idvNc9OJyiX1SsUZtQzXroVVq9QPTXHPyc/P5/fff+e7777j\n119/JS8vDw0aOtGJ4QwniKBi+9QcUBP/6f64tHUp4Yh3r7BQPd3mz1dHl12zRh2AR4jKomgVkn9O\nJn5hPOm7i9/VsG9kr86H+3QdLB0sSzhC5SosVFsgfPQRJCTAxInwzDNQnvHVCgsLmTZtGh988IF+\nmYODA0uWLGH48OFlPo5ZzWN7t+QLiLiXZGaq/WY//BD8/NQE5rHeOtI23zSqcWHx8/0qV/WjGscR\nB0CnTp2YMGECAwcOxNa26vtoiLuTmppKx44dOXPmDP3oxyQm6dfVe7seAa/JxQhjk3ql4oxahps2\nqR+amzYZ5/lEldNqtezcuZPw8HDWrl2rb7poiSU96ckwhlGXuoY7WYLnCE/8p/nj2KRy+1tnZqot\n3j/8EOrV+7dufsxwLlAhKlvGwQx1PtzVSWDYiAsrDyu8n/PGZ6IPtt7G+Y4XGakmuN7e8O675d//\nhx9+YOzYsWRnZ+uXPf/88yxYsAAbG5s77m/2fWzvZfdLH4LqZm4xR0XB+vURfP89/PZpFk0jzrPf\nby8n+p4geX2yQVKbTz7b2MbLvMwQhvAVX3HN4RphYWEcPXqU3bt3M2zYMKMkteZWzmA6Mbu7u7Nx\n40Zq1KjBT/zEBjbo1134vwskb0jWPzaVmMvDHGMWZsbREW76olQR5ni+3isxK4rCoUOHmDp1Kv7+\n/vTq1YulS5eSnp6ONdb0oQ/f8i2v8ZpBUqux1eA90Zv259vTZEWTSk9qAY4cgV9+UUc6joiAJ54w\nj6T2Xjk3TF1VxezSzoWm4U3p8E8H/F6+pR9uShGxc//th/v0KTKPlq9d/N3E3LYtfPstvPNOuXcF\nYPDgwRw4cIDGN81J+emnn9K9e3cSEhLu7qC3YXLT/Qhxv2nbqICJD1zFckIkkYfL1tQY1LkkJ0yY\nQGhoKK6ursYMWVSCBg0a8NNPP9GrVy8+KfgEf/xpTWsAoodHE7wnGKcHnKo5SiFMlLMzWMlXGHN1\n7tw5wsPDCQ8P5+zZswbr7LGnD30YYjkEN63hIE+WzpZ4T/DGd7IvtnWq9gJu167wxhvQrl2VPo0Q\nJbLzt6PBew0ImBHAlWVXiP8wnryYPACUQoXEbxJJ/CYRt55u+E3xw+NRDzQWVTdyWWld1Vevhkcf\nVT+SS9O0aVMOHDjA6NGj+fHHHwHYu3cvwcHB/PDDDwZTKFU4TmmKLETVUxTYuhWaNQMfH9AV6kjZ\n9G9T41/K3tTY0tKSfv36MWHCBHr06FFpg2KI6vPdd98xYsQIXHDhC77AG28AbANsaXOwDTa17txU\nR1Sc1CsVJ2Uobufy5cv88MMPhIeHc/DgwWLrXXBhpMNI+mj7YJNv+LlnVcMK38m++Ez0wdrdutJi\nUhTYvFkdz8LLq9IOK0SlU7QKyT8lE7cwjow9GcXW2ze2x+9FPzxHehqlHy5AXh6MHAk//wxBQer3\n2/BwKG3QcUVRmD9/Pq+++io6nQ5Qv9e+8847TJ06tcTvtNLHVggTUlCgjm+yYIFagX71WhY1Iq+Q\nuDKRwqTiw9wWagrZpexiE5s4zGF0qH/4derUISwsjLCwMHx8fIz9MkQVmzVrFrNnz6YudfmMz3DA\nAQDXLq60/KMlFjaG7d8WLVIHknrwweqI9t4k9UrFSRmKW6Wnp7Nu3TrCw8PZsWOH/svszfwd/Hk5\n4GWa/dMMTb7hF1sbHxv8XvLD+1lvLB0r78t6fv6NutnCQh3nok2bSju8EFUqfV868R/Ec3XtVbjl\nT8qqhhU+433wnuhd5a0aruvQAfbvV38fNEi9i3s7O3bsYMiQISQlJemXDRw4kGXLluHiYjj4m/Sx\nNWHSh8A4TCHm0aOhfn11LtIflhSwoHM8y20iyR0WSfzC+GJJ7QbNBhaykP5Kf97iLSKJRIeO7t27\ns3r1amJjY5k9e7ZJJbWmUM7lZaoxz5w5k2HDhhFDDHOYo7+gkf5nOiv7ryz2oe7tDcOGQWpqdUR7\nZ6ZazkKUxBzPV1OOOS8vj3Xr1jFw4EA8PT0ZO3Ys27ZtM0hqra2tCe0Vym+9fuObom9ofqq5QVJr\nH2hPoy8b0eHvDvhN9qu0pHbUKHUgKBcX+OYbWLgQjh4tPak15XIujcRsHNUZs2sHV5r90Iz2f7fH\nd4ovls439cO9VsTFty6yL2Afp0efJuv4jS5uVRXz9Vkk27aFJUvuvH2PHj04fPgwHTt21C9bt24d\nISEhREdHVygW6aAiRBU4FaWjzoUURnGFTnuvYblH4dbesxk2GfxS8Iva1FiJ0y93dnYmNDSU8ePH\n06xZM+MGLqqFRqNh6dKlXLx4kb/++osv+ZJxjAMg5bcUEj5JwPcFX/32ffrAtm3q8Ptr15be90UI\nIYzp0KFDdOnShdzc3BLX9+jRg1FdR/HAiQdIW58GOlC4ceHO8QFHAl4LoNZTtdBYVv4H28mTEBOj\n/l6zJjz0UKU/hRBGY1/XnsAFgdSdWZfLSy8T/1E8+RfzAVAKFK6suMKVFVdw/487vlN8UWyrpkVN\neDiEhalJbWnNkG/l4+NDREQEL730Ep988gkAZ86cISQkhKVLlzJ48OC7ikWaIgtRydL/Smdft2PY\naos3udJaatlntY8N+Rs4xCH9nTmA5s2bM3HiRIYPH47z7Xrhi3vW1atX6dChA//88w/Tmc7DPKyu\nsIAHfn8Aj4c99Nvm50PHjvDsszB+fDUFfA+ReqXipAzvb1FRUXTv3p2UlBSD5cHBwQwbNoy+DfuS\n+1Uu1365Vmxfl44uBPxfAB6PeVTp2BGPPQa//67eWdq6texfwoUwB7oiHcnr1flwM/YV74fr0MQB\n3xd98RzhiaW9cfrhlsV3331HWFgYOTk5+mWTJ0/mvffew8bGRvrYClEdFJ1C7HuxXHj9QrG5xy65\nX+KHtB/Yrmwn66Z7t1ZWVjz11FNMmDCBzp07y2BQgtOnT9OxY0ey07L5kA9pSlMArNysCN4fjEMj\nB/22Z89Cp07wxx/q4Cfi7km9UnFGL8PUVLVNqaXpfEG7X509e5auXbuSmJioX+bl5cX69etpmNmQ\n2LmxpO1IK7af+8PuBLwWgGtXV6PUf2lp5b+zJIQ5St/7bz/cdcX74VrXtMZ7gjc+E3yw8TSNASqj\noqIYMGAA58+f1y/r3Lkzu3fvlj62pkr6EBiHsWOOjYX8xAKOP3acC9MNk9o0izSe4zmGpw7nZ+Vn\nfVLr6+vLnDlziIuLY9WqVWi1WrNLauXcqBpBQUGsW7cOxUphBjOIIAKAorQiop6MojDtRv/sRo3g\n66/B1GZ7ModyFveAFi3g0qUKH8Ycz1dTijkmJoZevXrpk1onJyd69ezFnvf2YPU/K44/dJy0HWkc\n5ah+n5oDahJ8MJiWm1vi1s2tSuq/2Njiy9zc1IFtyprUmlI5l5XEbBymHrNrR1earW5G+/Pt8Z3s\ni6WTpf5vsDC5kItvXmSv/15Ojz1N1omSp5o0phYtWhAZGUnfvn31y3bv3l3u40hiK8RdUhT46isY\n+UAa+x+IJHXzjZF8TnGKvexlhG4EZzijX/7QQw+xfv16Lly4wOuvv06dOnWqI3Rh4nr27MmSJUtI\nIYWlLCUPde663LO5RA+JRld04/LrY49B3brVFKgQ1cnREbKzqzuK+1pCQgK9evUiPj4eAAcHBza+\nvJG5V+YSMzKGzIOZNza2AM+nPWkX3Y7m65rj0tallKNWjKLA4sXqgFDX+9MKcb+yr2dP4AeBdIzv\niPdz3tj63RgpWSlQuLLsCpEtIjnW+xgpm1OqteWSq6srP/74I3PnzsXC4u5SVGmKLMRdyMqCCeMU\nav9xkSeSYwyaeYQTzjKWof331q2VlRXPP/88zz33HI0bN66egIVZmj59Ou+88w496MEbvKFf7jvZ\nl8APAqsxsnuP1CsVZ/QybNNGbVMq87RUi6SkJLp168bp06cBsLW1ZePojVguMmwarrHV4PWMF34v\n+WFf175KY8rMhHHj1EGiVq8GqXKFMKQr0pG8Lpm4BXGGF57+5dDMAb8pftQeVhtLu+rr5rFt2zaG\nDBlCcnKy9LEVoiqdOAFj++czOecUXpdu9BnKtMzkLe1bHOCAflndunXZvXu3SU3TI8yHTqdj8ODB\nrF27ltGMJpRQ/brGSxvjNcarGqO7t0i9UnFGL8OuXeGtt9T/hVGlpKTQs2dPjh07BqgXcH9+42fs\nZ9kbXOi1b2xPq4hWRplP89gxdQ7NHj3gww/BvmpzaCHMmqIoZOzJIG5hHMnrk+GWj27r2tb4TPDB\ne7w3NrWrpx9uXFwc/v7+0sfWVJl6e/ySSMyGFAU+GJHK3KuRBkltlCaKMdox+qR24MCB9OvXjyNH\njpQpqZVyNg5zi9nCwoJnnnmGkJAQVrCCXezSrzv73FnSdhcfjEVRoKjImFEWZ27lLMxUJTVFNsfz\ntTpjzsjI4NFHH9UntRYWFny/8HucP3A2SGqdWjsRvC9Yn9RWdd38wgswc6baDLmyklo5N4xDYjaO\nm2PWaDS4dnKl+brmtD/XHp8XfLBwvJEWFiYVEjMrhr3+eznz7Bmyo43f7cPPz6/c+0hiK0QZKVqF\nmLt1ecoAACAASURBVJkXGHn8GJbp6gA+Cgrf8A2Tlckkk4yjoyMrVqxgzZo1rF+/HjcZdlFUkK2t\nLRs2bMDP3495zONv/gZAKVQ4OeAkeRfzDLZ/7z2YNq06IhXCyOrUAa32ztuJSpOTk8MTTzzBgQM3\nWiYt/3w5/kv8KUpVr6hZ17HG40kPWm5vibWbtVHi0mhgxw4YPtwoTyfEPcW+gT0NP2pIx/iO1H+v\nPra+N/XDzVe4/NVlDjY7yPFHj5OytXr74d6JNEUWogzyL+UTPSya9J3p+mXpFunM0c3hEIcAda6+\nVatW0ahRo+oKU9zDTpw4wYMPPohDpgNf8AXuuAPg+IAjrf9qjZWTFQApKdC6NXz+OTz+eHVGbF6k\nXqm4qijD7JPZxMyOwbWLK77/863UY4vyyc/Pp0+fPmzZskW/7PNPP6fL9i4k/5gMqP1pW+9qjUtI\n1QwMJYSoerpCHVfXXiVuQRxZh4qPmOzYwlGdD3eYJxa2VXuPtLz1iiS2QtxGYSFkbk/h1IhTFCbf\nmGblMId5m7dJQZ2IfurUqcydOxcbG9OYD0zcmzZv3szjjz9OE20TFrIQa9S7ITX716TZ2mZoLNQp\nM3bvhqeegkOHQLp3l43UKxVXFWUY1S+KaxuuAeDazZXmPzU32l1AcUNhYSGDBg1iw4YN+mXz589n\nYM5AYt6I0S8LWhFEnaerdrT/690trOU0EKJKKYpC+u504hfGk7yhhH64ntb4TPTB+zlvbGpVzfff\n8tYr0hTZiMy9Pb65qIyYs7NhdKiOb7v+w/FHjuuTWh06lrOcl3mZFFKoXbs2mzZtYv78+RVKau/X\ncjY2c4+5d+/efPLJJ5zgBB/yoX558vpkYmbF6B937gzPPw8jRlRPS01zLGdhmvL+udHUPn1nOmfD\nzlb6c5jj+WrMmLVaLaGhoQZJ7axZs3i64dMGSa3PJJ/bJrWVEXNWFowcCW++WeFDlYmcG8YhMRtH\neWPWaDS4dXGj+frmhJwNwed5HywcbuqHm1hIzBsx7PPfx5lxZ8g+Xf3Tr0liK8QtTp6Eh1vl8cjm\no9Tfd2OG9xRNClOYwjd8gw4dvXv35vjx4/Tu3bsaoxX3m/Hjx/Piiy/yG7+xhjX65RfnXCTphyT9\n4+nT1X5nS5dWR5RCVA5t9o0rM/aN7Wm0RLp6GJNOpyMsLIzvv/9ev+zll19m6qCpnBpxSr/MrYcb\nDd5vUKWxREVB27ZgZ6d+vgkhjMch0IGGn/zbD/ed+th437iZo8vTcXnJZQ42OVjtya00RRbiJl9/\nDeEvXOMV7Skss28MLXuQg8xlLmmkYW1tzTvvvMPkyZPvegJpISpCq9XSv39/Nv6ykXnMI4QQACzs\nLGi9uzXObZwBtb+tkxNIC/k7k3ql4qqiDP/y/IvCJLXFTLN1zag1oFalHl+UTlEUXnjhBT799FP9\nsokTJ/LBnA843P4wuedyAbCra0fwwWBsalbNB42iwLJl8OqrsGABhIbeeR8hRNXSFei4uuYqcQvj\nyDp8ox9urUG1aLa6WaU9j/SxFeIuLf9Sx/lX/+GhlHj9Mh06lrGMcMJRUGjYsCGrVq2iTZs21Rip\nEJCVlUXXrl05e+Qsn/M5/vgDYONjQ5uDbbD1qvp5I+8lUq9UXFWU4S6nXeiy1TlkWvzaghqP17ix\nMi8P8vPB1bVSn1OoSe306dN599139ctGjfp/9s47Pqoq/cPPTHpPIAklITTphBqKhhKKSBdEVlFE\nFI1dV3/qytpdXZUV28qKgKIgoIDSewtoBOklVEnoNYEkpJA68/vjkJsyk0YmU8L7+JkPc++cufeb\n4505873nfd8znhnTZnBw+EGurlb1JfSeejr90Qnv9t7VpmXaNPjiC1iwAFq3rrbTCIJwExiNRnZ3\n303a9jQ8WnrQaWsni9ZBkBxbO+ZWiMe3B25G8/WT12k7fU8xU5tIIn/n78xhDkaMjB8/nt27d1eL\nqb1V+tnW1CTN3t7eLFu2DL/6frzO66SRBkDOuRziRsSRn2W7ZVAcsZ8F+8NoMGqmFlSlzmLMn6+S\nyauII16v1a35/fffL2Zq77vvPmbMmMHJN09qphag5cyWFTa1N6v5wQdh+3bbmFq5NqyDaLYO1aFZ\np9PRbk07gkYHWdzU3gxibIVbnsTFiezquIuMHWnavm1s4zEe4wAH8PHxYc6cOcycORNv7+q7Ky0I\nlSUkJITly5eT7JXMe7xHPsrMpm1P49jjx2QGUnBo8jOL35wx5pa4nr29VaU/waJ8+umnvPXWW9r2\n8OHDmT17NkkLkjjz8Rltf9jEMIL/Flztery81EMQBPvExd+FNvPb2NzUgoQiC7cwhmwD8f+I59wX\n57R9eeQxgxnMZz5GjHTr1o25c+fSpEkTGyoVhLJZtmwZd999NyONI3mO57T9TT5uQtirYdr21atw\n+TK0bGkLlfaNjCtVx9J9mHMphz/q/qFtt5rbijpj6hQ2WLMGPv1U/StYhKlTp/LUU09p23feeSdL\nly4l93AueyL3YLiuZs1rDa5F+NJwdE46W0kVBOEWQEKRBaEcjhyBRwdeZ9cdu4uZ2otc5AVe4Gd+\nBh1MnDiR3377TUytYPcMGzaMTz/9lF/5leUs1/YnvJZA0rIkbXvTJhg+HNLSzB1FEOyL/PRyZmy9\nvGTG1oLMnj2bp59+Wtvu0aMHixYtQp+mJ25EnGZqPZp70Hpua4ub2oMHYfRolTYtCIJwM4ixtSIS\nj28dytL844/wStfLPLhlJxlFqrjFEks00RziEPXq1WP9+vX8+9//xsVKK8DXtH62V2qy5hdeeIGn\nnnqKL/iCfexTO41w+IHDZBxUP/5HjYJeveCZZ6pJ7A0csZ8F+8NaxtYRr1dLa164cCHjx4/XZka6\ndOnCihUr8HD14ODog2SfVm7TydeJtkva4uznXOlzlKX5++8hKgqGDAE3O6p7J9eGdRDN1sERNVcW\nMbbCLUFmJkSPz+f4c8f4v7RDOF1XP5hyyeUrvuIN3iCNNIYOHcr+/fvp27evjRULQuXQ6XR8+eWX\n9B/Yn7d5m4tcBJQ5ODD8ADlJOQB8+SXs3KmWthIEe6boGrZgpniUry94eFhRUc1kxYoVjBkzBoNB\n9W+7du1YvXo1vr6+xL8UT+rmVNVQB63mtMKrpeUSXjMyYPx4mDQJYmLUc0EQhJtFcmyFGs+1azAi\nIpOnkw4RmFw4S3ue87zHexzlKG5ubnzyySc888wz6HSSMyQ4LteuXSMyMpLMuEy+4is8UD/8/aP8\nabe2HXoXPQcOQN++8Pvv0KKFjQXbCTKuVB1L9+HVtVfZf9d+bfu2L28j9LlQix1fgA0bNjBkyBCy\nb8T/tmjRgi1bthAcHMyF7y5wdMJRrW3j9xvT8PWGFjt3SgpERkJEBPzvf1IgShAEUyTHVhBKcH3F\nJd46u6uYqd3MZqKJ5ihHadmyJX/++SfPPvusmFrB4fH19WX58uVk1MngAz7Q9qfEpHD8+eMAhIfD\nBx/A6tW2UikI5WMSipwnNx4sSWxsLMOHD9dMbePGjdmwYQPBwcGkbkvl2FPHtLZB9wYR9s+w0g51\nU/j5wZQpKgxZTK0gCJZAjK0VccTYdkfWnH89n6PRRzn8wGG4EXqcQw5f8AXv8A4ZZBAdHc2uXbto\n3769DRU7dj87EreK5oYNG7J06VJ2ue9iBjO0/eennufc/1TBtOhoeOEFS6ksjiP2s2B/lAxFNsmx\ntRCOeL1WVfPOnTsZPHgwmZmZAISGhrJhwwZCQkLIPp/NwXsOYsxR/e0V7kWLmS2qfOO3pGadTuXV\n2vP95Fvx2rAFotk6OKLmyiLGVqiRZBzJYHfX3VyYfkHbd5azPMMzLGYx/v7+LFiwgG+++QZPT08b\nKhWE6qFr167Mnj2bOcxhAxu0/X89/xfJG5JtqEwQKka5xaNA3aGJioLBg1Vsq1AucXFx3HXXXVy7\ndg2A4OBg1q9fT+PGjTFkG4i7J46cCyon37mWsyoW5V35YlGCIAjWRnJshRrFvHnQLOEimf8+hiGz\nsNDIBjbwKZ+SSSY9evRgzpw5hIVZNqxKEOyRjz/+mLdee4sv+IKWqAVsnQOc6bS9E563yU2dAmRc\nqTqW7sPTn5wm4ZUEbbvh2w1p/E7j4o2iomDzZvV89GiYP99i56+JHDt2jF69enHp0iUAAgIC2Lx5\nM+Hh4RiNRo4+dpSL36nCczhB+zXtCegXUOXzzp4NnTtD69ZVPpQgCLcQkmMr3JJcvw5PP5pPwhNH\nSH/jiGZqs8lmMpN5n/fJ0mfxzjvvsGnTJjG1wi3Dq6++ythHx/Imb5KEWtM2LzmPuOFx5KXm2Vid\nIJROhXJsC5Zki4iAadOsoMpxOXnyJP369dNMrY+PD2vWrCE8PByAc1POFZpaoOknTatsajMzYcIE\neP99kPtGgiBUN2JsrYgjxrY7guZjx2Bkxwz6/7KLyLSL7GUvAKc5zdM8zXKW06BBA2JiYnj77bdx\ndra/kCpH6OeSiGbrUFXNOp2Or7/+mvA+4bzJm+SgQgwzD2dyaMwhjPnq1+a+ffD551VVq3DEfhbs\njwqFInt5QffusG4d+Pvf1Hkc8XqtrOZz587Rr18/zp49C4CnpycrV66kS5cuACTHJHP878e19nUe\nrkPoC1WrQH3kCHTrBllZaomxxMTKabYHboVrwx4QzdbBETVXFjG2gkOzYL6RNztf4NWEXdS6lqnt\nX8tanuAJEkhg1KhR7Nu3j549e9pQqSDYDldXV3755ReMLYxMYpK2/+qqqyS8pkI969ZVa0lu3Ggr\nlYJQHENG8XVrzRrb226DESNu2tTeCly+fJn+/fuTkKA+625ubixZsoQePXoAkHUqi0OjD8GN+wg+\nXXxoPrV5lYpFzZsHPXuqAnU//gg+PlX+MwRBEMpFcmwFh+Xp8Xk0WnyMrqmXtX1ZZPEFX7Ca1Xh4\nePD555/z+OOPyzI+ggDEx8fTvXt3RiSN4EEe1Pa3/L4ldR+uy7p1MH487NkDwcG202kLZFypOpbu\nw8MPHebSj5e07ZBnQ2j232bFG335JRw9qtaNEUy4evUqffv2Zd++fQA4OzuzaNEihg4dCkB+Zj57\nIveQvlcth+dSx4XOOzvjHup+0+eMjobYWAgIgOXL5Z6DIAg3j+TYCrcE2Rez6bNgdzFTe5KTPMVT\nrGY14eHh7Ny5k+joaDG1gnCDpk2bsnjxYma7zCaWWG3/0eijpG5N5c47Ydw4ZW4NhtKPIwjWoGQo\nsiHXzEXZsCGcPm0lRY7FtWvXGDRokGZq9Xo9c+fO1Uyt0WjkyKNHNFOrc9HR9te2VTK1oNKDDh1S\n5jY6ump/gyAIQmUQY2tFHDG23R41G41Gjj15jKDMoqHHMTzJk5zkJCNGjGD79u20dqDyi/bYz+Uh\nmq2DpTVHRkby3fff8QEfkIAKTTTmGIkbGUfWmSzee0+tmvLZZzd/DkfsZ8H+MFnH1lzxqLCwKhtb\nR7xeK6L5tddeY/v27dr2f//7X0aPHq1tn5l0hsSfE7XtZlOa4XeHX5W1FaygV7KeV03tZ3tDNFsH\n0WyfiLEVHI7EBYlcWXKl2D4XjHjX9mbJkiW88MILuLtX7Y6zINRkHnjgAf7xzj94nddJJRWA3Eu5\nxN0dhz4nXy2b1aycgwhCNVOh4lFhYeDmZiVFjkNeXh4//fRTsX1Ff9ReWXWFhImFSynVf6o+9R+v\nb5Fzz52rVl6qQj0vQRCEm0JybAWHIicxhx1tdpCbmKvtO8xhfu3+K98v/J6QkBAbqhMEx8FoNDJu\n3DgO/HiAT/gEZ1S18KB7g2j9c2t0+lsrhF/Glapj6T7c0X4HGfsztO3gMcG0nus4kTi2ZMuWLfTu\n3VvbjoiIYN26dfj7+5N5LJNdXXeRn6puHPj19KP9+vboXW9+rsNoBMn6EQTB0kiOrVCjmRd5XDO1\nSSTxG7/xCq/gH+ovplYQKoFOp2PGjBn49PDhC77Q9icuTOTUv07ZUJkgKCo0YyuYZenSpdrzJk2a\naKY271oecSPiNFPr1sCNNgvbVMnUAjz1lCoUJQiCYEvE2FoRR4xttyfNWyZdoeFfhcWiJjOZt3iL\nVhGtmD59urbfnjRXFNFsHURzcdzc3Fi0aBGHmx7mV37V9p985ySJvySW8c6yccR+FuwPE2NrLsfW\nAjji9Vqe5qLG9quvvsLf3x+jwcjhsYfJPKzqU+jd9bRd1BbXYNcqaoEVK6BXr6pptkdEs3UQzdbB\nETVXFjG2gkOQcTmPK68f1bbXsY6LjS4ycuRI7U60IAiVJzAwkBUrVjDHbw472antPzzuMGl70rTt\nvDxbqBNuZUoWjzJbFVkw4ejRo/z1118AeHl50adPH0DdsLqyrLA+RYtvW+DTuWoLzGZlwRNPwH//\nC76+VTqUIAhClZEcW8EhmNflKPV2XgAgmWQm6CewMnYl3bt3t7EyQagZbNq0iVF3juLL/C8JJRRQ\nYYqdd3TmWKIr48ap5Ts8PGwstJqQcaXqWLIPjQYjm502F9sXMCCA9mvaW+T4NZn//Oc/vPrqqwCM\nHDmSX3/9lcRfEzk46qDWpsHLDWj6n6ZVPtfbb8P+/bBoUZUPJQiCYILk2Ao1jgOzkjVTC/AlX/L8\nm8+LqRUEC9KnTx8mT5/MP/kn6ah1LbPPZBM3Mo5Wtxlo2RJefNHGIoVbhvzMfJN9pebYpqXBjRlK\nAZYtW6Y9Hz58OOkH0jk87rC2L2BAAE0+alLl8xw+DFOmqNlaQRAEe0CMrRVxxNh2W2vOz8wn9c0j\n2vZv/Mb1rtd5/fXXS32PrTXfDKLZOojmsnnkkUcYO3Es/+Jf5KOMxbWt1/jrqWN8/bWR9ethwYLy\nj+OI/SzYF4YM07DjUnNsd+6ECRNu+lyOeL2WpjkpKYnY2FhAzXTcdftdxI2I0/rTvak7rX9qjc6p\n6iWMfX1h1iwIDa2aZntGNFsH0WwdHFFzZRFjK9g1J948Qd7pbADSSWe6x3R+nPMjLi4uNlYmCDWT\n999/n4ajG/IN32j7Ln5/kWszzvLTT/DMM3DihA0FCrcEJQtHQRkztg0bwunT1azIMVi5ciUGgzKx\nkd0jufzsZbISsgBw8nYifEk4LgGWGT9DQmDwYIscShAEwSJIjq1gt1z78xq77tiFzqDuLE9iEqNm\njGJCFe7MC4JQPtevX6dPVB96b+/NIAapnXoIXx7O94dqs349rFplW42WRsaVqmPJPkzfl87ODjuL\n7fPu7E3EzgjTxtnZ4OMD16+Dk5NFzu+ojB49moULFwLww4AfCFsbpr3W8seW1H2wrq2kCYIgVBrJ\nsRVqBIZsAwcfPqiZ2h3swO1uNx599FEbKxOEmo+HhwdLli7hl7BfiCNO7TTAwfsO8sTADL77zrb6\nhJpPyYrIUMaMrZsbBAbChQvmX79FyM7OZvXq1dp242ONi71+ZcmVkm8RBEGoUYixtSKOGNtuK80n\n3z9J9lEVgnyd68wKnMX0GdPR6crPC5J+tg6i2TrYSnOdOnVYvGIxk7wncYlLABjSDBwYvp9At9wy\n3+uI/SzYF5UKRQYIC7vpcGRHvF7Nad68eTPp6arwW0TDCPJPFvahd2dvmk9rbi15Zqkp/WzviGbr\nIJrtEzG2gt1xZUc6Jz4o/IEynen8Z/Z/CAwMtKEqQbj1aNu2LdMXTuct/Vtc5zoA2QnZHBx9UNYU\nFaoVszO2pRWPAujd+5ZfbHnp0qXa8/tb3q89dw52pv369rj4Vy23NjMTxo1TEd+CIAj2iOTYCnaF\nIc/A4vo7qJWoRs444jj6zFH++5WsJyAItmLq1KnMe2oe7/Kuti/k2RCa/beZDVVZFhlXqo4l+/Di\n7IscGXek2D73Ru50PyHLvJnDaDTSqFEjTt+Ytd5410Z0a1SEU+MPGtPwnw2rfI7XXoNTp2DevCof\nShAEoUJIjq3g0Ox4+ZRmanPI4Zcmv/DxpI9trEoQbm2efPJJIl6KYCYztX3nvjrH+W/OYzDA9u02\nFCfUSMyFIkuUQOns379fM7V+vn64H3bXXvPv62+B48N338Hnn1f5UIIgCNWGGFsr4oix7dbUnH4k\nk9QvC0OQf9T/yOQFk/H09KzUcaSfrYNotg72onnSpEmkDEshhhht39FnjnJycTLDh8PWrYVt7UWz\n4LhUqnhUFXHE67Wk5qJhyPf1uo/sG8vkOfk44RPhU6Vz5edDdDR88AHUqXPzx6kJ/ewIiGbrIJrt\nEzG2gl1gNBhZe+deXG+EGxzjGG3/1ZZOnTrZWJkgCABOTk7MmTuHVe1XcYxjAOjydZyZsJ/p711n\nzBhITraxSKHGYLZ4VFk5trc4y5Yt054Prlu4uKxfLz/0zlX7qff11+DiArLSniAI9o7k2Ap2Qfyn\n8Zz5vzMA5JHHjM4zmPPnHJxu8TUJBcHeOHfuHIM6D+KdS+9Qi1oAuLVwY2FUF04lObNgAVSgeLnd\nIeNK1bFkHx5/+ThnJ58tts/Jx4me13pa5Pg1ifPnzxMSEgKAs7MzO4bvIOXXFACaTm5Kg5caVOn4\nU6ZAnz7QunWVpQqCIFQKybEVHI6sU1kk/CNB2/7V7Vcm/TpJTK0g2CEhISHMWj2LD9w/IIccALKP\nZvPgqThOxBv55hsbCxRqBIYM03zackORt2yBrKxqUmS/rFixQnveq2cvMn7P0LYtkV/7zDNiagVB\ncAzE2FoRR4xtr27NRqORLSO24JKnliE4xSl6TO1BWFjYTR9T+tk6iGbrYI+aO3TowLsL3uVT3afa\nvmurU5jaJYGVK2HTphjbiRNqBDdVPOrJJyE+vtLnssfPWHkU1Vw0v3Z0l9HkXlbrTDvXcsa7nbe1\npZWKo/ezoyCarYNotk/E2Ao25cgXR3Dd6wqAAQN77tzDA+MfsLEqQRDKY+jQoQz6bBA/8ZO2L2P6\nGabfd8khQ5EF+8Jc8SjyKTskLSwMTp8u/fUaSGZmJuvXr9e2u7sXLofk38cf3ZNPQFQUDB4MKSk2\nUCgIgmA9JMdWsBlZ57PY1HATHnkeAKzxXsOrp18lICDAxsoEQagIRqORZ59+ltCpodzO7Wqfs5HO\nv3fGt5uvjdVVDhlXqo4l+3DfgH0krzOtRtYrpxd6l1LuyUdHQ6dOaub2FmHp0qXcfffdALRu3Zqf\nm/9M0uIkAJq97kXI76/A5s2q8ejRMH++raQKgiBUGsmxFRyGxX0KTe15zjPg5wFiagXBgdDpdHzx\n3y/Y1n8bJzmp9uXp2D1kN9nnsm0rTnBozIUiQzl5trfgjG3RMOThQ4eTElM4K+u/5B3wUGMsEREw\nbZp6fuQI5OaWeszdu2HRoupQKwiCUL2IsbUijhjbXl2ad366m7rHPLTtM387Q5/BfSxybOln6yCa\nrYO9a3Z2dmb2L7P5odkPpJIKwN4re9k5cCf5mebNiSCUh9lQZKrH2Nr7Z8wcMTExGAwGli9fru0b\n2nIoeSl5ALh6ZeG54xeYN0/N1K5bB/43Ckm9957qq4kTTXKS8/LgsccgLa16NDsaotk6iGbr4Iia\nK4sYW8HqpF9I5+wrSdr2tlrb+Pusv9tQkSAIVcHX15fv133PlwFfko8yJLlxuewZs59XXjaSk2Nj\ngYLDUdqMbZkFpNq2hdtuqyZF9seOHTu4dOkSAA0CAwn9drf2mv+IMHTu7srMzp9faGoB5s6FTZsg\nJwduvx3691dtjEa+/BJq1YKHHrL2XyMIglB1JMdWsDozW8yn8bFgAJJIouXWlrTt3tbGqgRBqCo7\nduzg48iPeTb3WW3f7y0akjykMZMn21BYBZBxpepYsg9j68Rq1X2LcvuF23Gr62aRczg6r7/+Ov/+\n978BePnee3lo691cPRcKQItvW1Dv0XrlHyQ7W8Udb9vGqRc/p3Nn2LoVmjWrTuWCIAgVQ3JsBbtm\n00ebNFMLkP54uphaQaghdOnShTHzxrCEJdq+HkdPkfBDIkWW2hSEcikWiuxc+LTctWxvIZYtW6Y9\nv2P0A6SkFC6TV+H1a93c4P77MX72Oc88Ay++KKZWEATHRYytFXHE2HZLak46lcSVNwqrXB6qe4hx\nU8dZ7PgF3Or9bC1Es3VwNM2jRo3i+mPX2U1hWOTTqQd4d1w6587ZUJjgMBgNRgwZRUKO84q8Vg3G\n1tE+YwA//fQTBw4cAMDNzY3uAd21PnNv7I5HI4+y3m7C1avg7g6vvFLihbfegr//HQ4erLJmR+xn\n0WwdRLN1cETNlUWMrWAVjEYjP/f/mcD8WgCk6lIZunYoer1cgoJQ07jvgfs4/uBxzqGcrEuenjey\ndhP9txzypZ6UUAHCV4Xj1cELAJ1b4cLIMmMLxMTwR2ysttmvXz+ytxVWIa/wbG0RateGhQvB1bXE\nC488At7ecOed0KMHzJoFmZk3q1wQBKFakRxbwSoseHMBQe8Hadvpf09n6GdDbahIEITqJDc3l7E9\nxzLuz3F4oQzK1RBXhhztjpuX/d3QknGl6li6D3NTcjkWfYz0/elcP3odgIgDEXi39bbYORyKa9fg\nuedg61ZG163Lwt9+A+Drr7+m+8/dtaV+Ws1pRZ0H6lj23Lm5sGIFTJ8OO3dCQgJ4eVn2HIIgCCWQ\nHFvB7jhx9AQ5/y4si3q2wVmGfDrEhooEQahuXFxcmLpqKt+Hfo8BFSJZ61wO+x/dJQZSqBAu/i60\nmd8GvXvhTxVjXjnXzsGDaiHWmkZsLHToAO7upMbEsHjrVu2lwf0Gk/pHqrbt36fyM7bl4uICI0Yo\nc3vwoJhaQRDsEjG2VsQRY9urqjk/P585/ecQYggBIFOXyaB1g9DpdOW88+a5FfvZFohm6+DImgMC\nAvh488fM8ZyjvZYxP4PjHx+3kTLBEdG7FDG25YUib9wI335bqePb9WcsNxfefBPuvRc+/xy++YY1\nv/9OXp5KPO7UqRM+p30w5qh+8WzliVu9aq4aHRhofv/hw7BnT6lvs+t+LgXRbB1Es3VwRM2Vocej\nvAAAIABJREFURYytUK18/cLX3H72Dm3b91VfareobUNFgiBYkyZNmvDo2kdZr1+v7Tsz8QyXV162\noSrBkdA5VyLHNiwMTp+uZkVWxGiEjAxlGIcPB2Dp0qXay8OHDyd5Y2FRxsrk165dq6KbLcbRo2pW\nNyhIrSccFQUpKRY8gSAIQtlIjq1Qbez6cxf7uh+mCWpdveTGyYyIH1Gts7WCINgn836Yx9XxV2lD\nGwByXHPotisSv7b2EdIo40rVqa4+3NNrD6m/qVDbDjEd8O9dhnnbswfGj4d9+yyuwx7Iy8sjODiY\n5GRlZnfv3o3xaSPXtimH2uaXNgTdE1TWIQA4fhy6d1fpso0aWVBgfr4KmY6LU9u+vrB5s9onCIJQ\nSSTHVrALMjMzmTtknmZqc/Q59F/VX0ytINyijHl4DNdevsZl1Eyta44rKzvuY/fmXBsrE+wdnUuR\nGdvycmwbNqxZM7YliI2N1UxtaGgobZu05dqOG9OuOso2/TcwGuHJJ+G11yxsagGcnKBBA/U8IgIW\nLKiGkwiCIJhHjK0VccTY9pvV/MFjHzDwyiBtO+i1IHxa+FhIVdncSv1sS0SzdahJml+b9Bp/DPqD\nLLIAqJeXw+8DDnAt2WC2vSBAcWNryC3nWgkIUHmplYixtZvP2Nq1akHZMli2bJn2fNiwYVz7/Rrc\nWELLu4M3LrVdyj3NnDlw5YpanrZamDsXRo+GdetgwADwV2a7WD9nZ6uw5f/9D86cqSYhVcduro1K\nIJqtg2i2T8TYChZn1fJVhM5riAtOAGQ1yaLDexKGJAi3Ojqdjo8XfcySFku0fe1yrjGt40EbqhLs\nnUrl2Op0Kr9z4EAYPNhxcjy7doVhw1QebSmajUYjS5YUfnaGDRtW6fzaK1fg5Zdh2jRwdq66bLP4\n+8P8+ZqhNYtOBw8+CNu2QceOKlT5rbdqZkVrQRCshuTYChYlMTGR15q8xkPpDwGQp8+j+/7ueLe5\nRdcdFATBhKSkJD5s/iHDkodp+079LYSHf25mM00yrlSd6urDuJFxJC1OAiqYQxoVpfI6Qc0czp9v\ncU0WJTcXPD3hRqXj0jQfOXKEVq1aAeDl5UVSUhJxt8eRvjcdgPAV4dQeXHZxxm+/hQMHVIFluyE/\nH7ZuhaVLISfHzsQJgmBLKjuuVNf9OuEWxGg08vKYl3kg/QFtX/1X64upFQShGIGBgTwe+ziL2i/i\n9tzbAag//zyH7/Gi1X31baxOsDeK5diWN2MLyiSCyvGcNq2aVFmQzZvVurCpqWVqLhqGPGDAAJwy\nnDRTixP49fQr91QTJoDB3iL/nZygRw/1KI3jx8HDA0JCrKdLEASHQ0KRrYgjxrZXRvO307+l44aO\nuKHW0DM0MdDyvZbVpKx0ano/2wui2TrUVM0tW7Xk9iW3E088AC4YOfHQXtKPp1ezOsHRqFTxKCie\n41lWOOwNbP4ZW7hQJbyWo7noMj/NmzcnJaYwZNm3qy/OPhWbq9Db6Jdflfp5zRoID1fG/913Vciy\nFSIsbH5t3ASi2TqIZvtEjK1gEf766y9WPbuKDqhcWoPOQJcFXdC7yCUmCIJ5ogZF4fofV5JReYKe\nuZ6s776evLQ8GysT7ImiObblFo+CiuV42hPbtsHYsWVqTkpK4o8//gBUaF737t1vev1ah+SZZ+DS\nJfjkE1UY7P77VfXlvXttrUwQBDtCcmyFKpObm8uQLkN4Yd8LeKHWpKz3Uj1aTG5hY2WCIDgCk8ZN\nouPsjrigKrqmhqcyfO9wdHrrLQ8m40rVqa4+PPLYES5+exGA5tOaU//xGhaubjCUO406a9YsHn74\nYQDuuOMOYmNj2d5qO5lHMgFov6E9AX0Dql2qXXH0qDK3BaHngiDUOGQdW8HqTP5kMn339dVMLQ3g\ntvdvs60oQRAchpe/f5nfIn7Ttv0O+LHugXU2VCTYE0UjfyqUYwsqpHedg1xDFYgNLhqGPHz4cLLP\nZ2umVuemw/d2X7PvMxjgyBHLyLQ7WrQwb2rT01W+7vvvw759VglZFgTBPhBja0UcMba9PM15eXns\nnLST7nQHwIiRRSFrcfJwsoI689TEfrZHRLN1uBU06/V6Jm6ZyG91C82t68+ubP33dgsrExyRSufY\nAiQkqAVbK4C9f8ays7NZs2aNtj1s2DBWTFmhbfvd4VfqmBsVBd26waBBtl/5yGr97O6u8nCTkmDk\nSGjUSIUyb9pU6UPZ+7VhDtFsHUSzfSLGVqgSa9eupX9Kf21bh442p8fYUJEgCI6Ih4cHj+98nP3u\n+7V9115PJ2FVgg1VCfZApasiA3TvrnJXawAxMTGkp6uiak2bNqVVq1ak7yksslZafq3RCDt2qJTU\n1ashOtoqcm2PszP066eWDYqPh5UrVcjy77+rToiKcqw1jgVBqDCSYytUiUcHP8q4VeO07bMeXgw8\n3IHAhi42VGU9UrJSOJN6huz8bHLyc8jOyyY7P5vpu6Zz5foVPF08mTtqLv7u6odHTn4ORqMRVydX\ndDrr5Q8KgqNwYOsB9vXYR6ghFIBkp0yijtxOwG3Vmz8o40rVqa4+jP9HPGcmnQGg8YeNafhaw/Lf\nlJcHAQFw6hTUqmVxTdbk2WefZcqUKQC8+OKLfPrpp2xrvI2sk1kAdIztiN8dpkv9xMVBly6QlaWK\nCVewSLTDk5WXxenU08XG5Jz8HDxdPPG7625aHFT52jn3jMD1l0XkTf0fTJuGrl179B06omvfHtq3\nd/jrRhBqArKOrZ0QvSyaY1eOmRibmkRSUhIZazK07TRX52o3tdeyr3Em9QxpOWm8t/k9TqeexkXv\nwn/u/A/9m/Y3ab/j3A5+PvizyQDXM6wnT3V5yqT9goMLmLhhoolRfajdQ0wbZrq24Lr4dby7+V3c\nnN1wdXLFzckNN2c34q/GE5+sljGJXhbN/NHzAZizfw5PLH8CI0a8XLzwdvXG29Wbse3G8kavN0yO\nv/P8TtbFr8PLtbCtl4sXt9W6jRaBUpxLqHmE3x7OhRkXSHs0DR98CMj3ZFXEOu49OwJXb1dbyxNs\nwE3N2Do7Kze3fTsMHKjttpux2WiEb7+Fhx8Gl9LHTKPRWCy/dtiwYVw/cV0ztXovPT5dfMy+d9Ei\nGD8erlxRS+NWl6nNzsvmdOppMnIzyMjJ4IPfPuB06mk8XTxZ+9Bakz4+k3qGqTunqjE2P5vsvGxy\nDDk09GvIO1HvmBx/38V9jPllTPH2+Tl0rNeRTQ+bhhcfvHyQ+3+5HzenG+OysxtuTm60r9OeMfps\nALbXh/8NM/I9sKdva14/kECzs3G0nTebjp/raXPRwJK/tWfsrD0mx09ITuDb3d9qY7K3qzderl6E\n+oZyR4M7LNGlgiDcJGJsb4KUrBR2nd/FxA0TOXftHAajgb6N+zJnVGE+z7Erx9h8ajMAnb7pxEu3\nv4QhwcDDIx7Gz738RdTthZiYGKKiosy+NnfuXCINkdp25ylNNFNrNBrJyM0gLTuNtJw03JzcaOhv\nepd994XdzN43m7Qc1a6gfb/G/cwOcGvj1/LWprfwcfPhWNIxUrJVKNE/NvyDXU13mWh2c3ajjlcd\nE+PZrFYzs3/TnU3vpEPdDibtXZ3M/6Ae3WY0o9uMNtk/eM5g4pPjiagfUcwQP9LxER7p+Ag5+Tlk\n5GSQnpNOek46+//cb3IMAIPRwLXsa1xIv6C1Tc9J566md5k1tlN3TuWNjW8UG3C9Xb0Z3Xo0T0Q8\nYdI+7nIcu87vMmlfz6cewV7BZjUVUNa1Ya+IZutQVc0DHhnA7L2z8fzSEyecqJ8azPwuC3jw0AMS\n6XALUpHiUfmGfE6knODg5YN8sOUDzqWd4zVdKo/9HoNHEWNrN2Pzvn3w4YcwYUI5zfZx5oyarfb3\n96dHjx4k/pDIXvbSgQ749vQlT5+HMc+ITqcrNlYtWgT1n4jmmusRRi524qP+H+GkdyIjJ4OM3Azc\nnd3p27ivyTlPJJ/g7Zi3NaNa8G/TWk1ZMHqBSfsjSUe4d8G9eLp44uXixeHEw9rYXPTGbsH3gk6n\nw8PFA393/2LGs653XbN90Kx2MxaMXmAyLrs5uZlt37l+Z/567i+zr40+c4h7v1jP1OgOLLr/ewC6\nNI9i7ZRrANrYnJJ1jV452Wa/ywK+mMbo7es40yiAhDAfdoV6cNktj6YBTc0a240nNjJ4zmCTcTay\nQSST75ps0v506mmWH1tu0j7YK5jbapVfmPNWHDNsgWi2T+zS2G7ZsoUnnniCvLw8nn/+eZ577rlq\nPd9jSx/j+NXjZd7BLbjL66RzYtvZbXSq34nzaec5n34egAvpF4q193RRlfo61OnA2HZjibscx5Zd\nW3j9xOsEegYypu0YkjKTTO4cn0k9w9azW3HWO+Okc1L/6p2o512PKTummLQ/mnSUXw7/UswkZeRm\n0LleZ16JfMXk7+j3Qz82ntyIDjUAOumd0Ov03Nv6XmbePdOkfezpWMZ9Ng69Tq+11ev0DGk2hB3f\n7OBd3gXUurWPZT7GxW8ucvzqcW3Q9HH1wcfNh1GtRvFR/49Mju/q5Eqobyg+bj5aWx9XHxr4NTD7\n/+re1vdyb+t7AWUeVx1fRUT9CNY9ZL76Zbs67WhXp53Z18zh7+5vkTv4c0fNJXpZNNOGTTN7PFcn\nV1w9XAnwUOGVl7wvmT1O15CudA3pWuHzPtrxUUa1GlXsWkjPSaeedz2z7S+kXWDDiQ3FTHNGbgb3\nt7mfiT0nau0Krv/k68kEeARQ36c+OfE5xOpjCfIKoltIN9rXbV9hnYJQHg998RBfHfiKtpvaAhB6\nJISFoxYy+lfTG0mCdbD22FxAWcWjopdFczTpKNvObqOOdx3C64RzIf0C59PPM6U1nPXeycdF2heM\nzS0DWzKh4wQOXDrAb7t+458J/6RtcFu2PbbNZFZXh46Vf63ESe9UbGz2c/ejR1gPk/Z5hjzmHphb\nbFxOz0knyCuocBz85RcYNQp0OvZf2k/HbzpiMBZfo7d9nfaMShylbQ8aNAgXFxdOrjyp7ZtkmMTC\nfy9U7eu2Z8fjOwBVDfnBB2Gp6zF+O62KsvWf3Z9mtZrh5eqFl4sXrYNamzW2vm6+9G3cFy8XL62t\nt6u3Nl6VpH3d9sWMZNGx2VykU6hvqNkIpdLwdPGkTXCbCrcvi+njFhAdEM2iCo7NCYfPm7QJGPUg\nAfUa02HfPli+H/bvBz8/+OkFs+fs06gPyf9INhmX3Z3dzbbPyMngwKUDpOemF7uGOtbtyJQhU4q1\njV4WzfZz20lITqBTvU6E+IaQfTybP5z+oH2d9gxpPqSyXSQIDo1d5th27NiRL774goYNG3LXXXfx\n+++/ExgYqL1u6TyeRp834lTqKQBGtBjBuPbjeGPTG9T2qI23qzdzR81lxE8jtLu897a6lwV/W2Bi\nrIp+SaZkpZg1Ngajgfir8aTnpPPimhe1Y45uPZr5o+ez7ew2Jm+dTL4hnzxDHvlG9W9kg0g2ntho\n0n7/pf3MOzDPJFS1aa2mZg1R75m92XJ6CwD3tLyHWSNnYTAacNI7aQN+UTJyMrhy/Qr5hnwMRoP2\nOHnsJFMip/ASLwGQ0CKBCWMmaH248G8LcdJXb2Xk0vpYsDxR30dp117PsJ5Ed44mMSORxMxELmdc\npn+T/tzf9n6T9327+1t+PvgzQV5BBHkGEewVTJBnEHc0uMNiP1SEmkteXh5f3/Y14afCATBgIP/d\nfO58606Ln0tybMvH2mPzhCUTOH71OH3W9iHqpygA9g/fz68jf9VMZNGxuWBcvJmxOd+Qz8X0i4T4\nhhT7vhvdejSTB0zm1fWvqjG5yNgc6hPKN8O+MWn/+cDP+ej3jzRDWDA+1/OuV2g0WreGmTOhWzfy\nDfn0+aGPZkDvbX0vP9/7Mzp0dO3alZ07dwIwb9487rvvPrbW30rOxRwAOu/sjE9n86HIYHoD2Bpj\n5S03NhuNcPIkBAaCj5n/Fx9+qJYlatfO4rm75sbmyxmXScxIpKF/Q56MeNLkPauPr2bihonFxuRg\nr2A61+/MgKYDLKZNECyBw+fYpqamAtCrVy8ABgwYwJ9//smQIdV316lF7RaasV16dCm/nf4Nb1dv\nDiUeAtQdsQLTF1E/gunDpwNlz8r5u/tr4TdF0ev0NKutwmCLHrPgrmb30O5mQ30Atp3dZtK+sjOS\nXq5e2jG+vftbbbus9ubafPXuV/Sil7Yd3y1eO+7METOr3dRC6X0sWJ6i1+rSMUsr/GNlQNMBhPqG\nagY4MSOR+KvxBHoGmjW2U7ZPYemxpQR5FjHCXkH0COtBy8CWFv2bBPvH2dmZ8XvGMz9sPk3Tm6JH\nT/bb2exrt4/2IyRCwJpYe2yeMGECP9X7iUyXTIKTg4kiCoDktGTth3zJsblgXLyZsdlJ70SIbwhg\nOjb7u/szb9S8UrWaa//loC9L/+MOH4a0NFXZ6ca5vV29tWNMHzYdvU7P+fPnNVPr7OzMwIEDyTyS\nqZlaZ39nvDt4l36ecvqiurjlxmadDho3Lv310FBVoXvBAjW76+urDO6sWVC7dpVOfTNjc2SDSL4d\n/q02Jl/OuExiZiJnr501237R4UX8a8u/CPIqboS7hnQ1O+MvCLbE7mZs169fz7fffsu8eWoQmTp1\nKufOneNf//qX1sbSd4Wzx/yN+L0bSXbOY8iQVFI9oK5XXS5mXCwW5lrVwaFkbHtl72pa4i5oZY9h\nLh4/KyuL5nWbMzN1Jk4oA9v6eGue3f2sXdyhdcQcAnvXbO66qQ7NJ1NOciTpiMmAO6rVKLMhVZP/\nmMy6hHXFBtsgryB6NexlNhfJ3vvZHI6oedOmTfTp08dkf0JyAlcyr2gFYAr+vaPBHdTxrmPS/sfY\nr7l8cAduB6/QaOoYvHJUDp6RbPQz3eg9PspimmXGtmysPTZ7eHiQdW8W3AYjto3ghdUqzHN7n+38\no/c/HHtsfv99SEyEL74o8xjTpk3jiSdUbYS+ffuyYcMGzk05x1/P/sVe9tJ/RH/aLmpbuT/Whjji\nd5nFNRsMqlL3vn0wdKgqclYUoxH+9z81o1+B2V1rjM2pWakcv3pcG48LxubwOuGMbTfWpP28A/P4\nZOsnxWaEg7yCiGwQSc+GPc2eQ64N6+CImh1+xraijB8/nkaNGgGqoEKHDh20/1kFCxBXdHvruo1w\n5QpRwDcGeGtQc97t/C6/Xv+VacOmsXfbXoBiBRAqc/ySCyIXfX3+6PmVOl5l25fc9nf35+mgp9m7\nbe9N99eHH35I3dS6mqk92uoonKl6/1hqe+/evTY9/81s79178/8/rLVd8v9vAZY8XyP/Rpzce5Iw\nwhgXNa7w9fNAc9PzjWg5gtyEXFKupFA7uDaJmYlsitlEcpNk/u+B/zNpP3vfbF5d9yoBHgGEdw0n\n2CuYK4eu0LFeR+4fer9V+9NS1/OmTZswYqRvn74mrx+/epw169eQa8ilVUQrsvOz2f3HbsLrhDNq\n8CiT9jP3zGTVulXkGnIJbB1Idn42Z/af4YG2D/D4qMdN2j+65FFWrFtBbn4uxkZGsvOyyTqexWP1\nH9OMbdH2k2InsXHTRlz0LgS3CaJ2thMXzmUxvv344sfPyyPq/vu5PyONFX4eZNbyJaBzHjlbX2Iv\nBwBo9VQejI+66f4teH7y5EkEy2HJsZmfgdshn3wA9rKXAycPMPqp0Y49Ng8eDN7exV43NzbPnFlY\n92L48OHExMRw4ucTNEbNDh5ucJikmCS7+a6q6neZPW5X29jcuLH513NyiDp0CObNI2b3bvDyIqpr\nV+jShZgb7Uoezxpjc+f6nYmJiTEZm2NiYkzaD+w2kGa1m7F+43pSrqQQWCeQyxmXWb9xPfmN803a\nx/vGM2nZJPzW+eHv7k+7bu0I8gzC+7w3bYLb2NX1UHRbrufq2S54frNjs93N2KamphIVFcWeParE\n+nPPPcfAgQOLhTtZ/M76gAGwbh35oSFM+FcEn9//vc1nHStMXp4KaSr6yM6G3r1N26alqeUP0tLA\nw0MtM1C/PgQHw/DhFT7lwIED6bWmF3egqv81+U8Twl4Os9RfJAjVxrErx/jryl/FQqMTMxOZ0HGC\n2TvJb258k10XdhW76xzsFUy/xv1o4NfApGjMpfRLXM64bDIj2bNhT0J9Q02O/92e79h3cZ9qV+Q9\nr0W+RpeQLibtJyyZwOr41cWOnWvIZfmY5WZntJ9f9Tx/nvuzWBVRN2c3Xu/5Op3qdTJp/3Pcz5xO\nPV2srZuTG1GNoqjnY1qA7Oy1s+Tm55q0d9Y7m1Yv/vxz+OsvNVtx6pTKSdPr4dw58DYTTpmUpML0\nihxng+sMnHJvQ+d0jIB1XWnXp4Pp+24SmbEtG2uPzXPmzOHjjz/mwIEDDO42mFf+VMUQve/3JmJe\nhEXOYc9kZGQQGBhIVpZa1ic+Pp7GjRoTGxhLXnIeAF3iuuDVpux0IsGBKcjd3b8fLlyAJ03zZRk/\nHvbsUWs2L1gAQUHWVlllrmReISE5QZsRLhib72hwByNbjTRpP2X7FH7Y94NJ7Y4+jfsQUV99NxQd\nm78f8T2+br646F2skiYnWJbKjit2Z2yhsEBFWFgYAwcOrPYCFaSkqPKBGzaosI8GDWDlyqrlPkRH\nw5Ej6thjxkBODly7BqmpkJsLP/yg2hw7pooKzJ0Lrq7Qo4fpsTw8IDbWtL1er77MfHzUw9tb/Vun\nDixbZnqcnBwID1fHAGjeHCIj1ZfnTNOKyCQmqtcDArRHmqsrk2YtpCeLcUUt7dMtvhseH70AR48q\nbfPm3RqrwAs1nsOJh4lPji9WKCsxM5FnujxD15CuJkVjwvzC2HZ2m4nRezXyVbNG8tfDvyojWcJ4\nRjaINGskL6ZfJM+QV6y9q5OrbZbAyc9XP7ZOnixuVj/80Px35/vvq9yyRo2gYUP1qOT3xP5Ne7kw\ndCX1lg+2qKkFMbYVwdpjc0pKCq1btyY8KZyJuapKe52xdWg1u1XFD2IwqHFs/XrwchwTuGTJEkaM\nGAFAmzZtiIuLI21PGrs6qWXtXIJduOPiHSaf/fR09efu3Fnm8rhCTaFrV9ihKmGj00FYGDRpAv36\nweuv21ZbNZGYkUhCckIxE3w54zL9mvRjcLPBAMXG5laBrYhPjic3PxedToeL3gUXJxfejXqXl25/\nyeT4X23/itn7Z+Pq5Kq1ddG78EiHRxjVepRJ+xXHVrD51GatbcH7ejfqbbaI66HEQyQkJ5gcv6F/\nQ7NLXl3PvU6eIU+1d3JBr9NXtQsdihoRivz555/zxBNPkJuby/PPP19s4KwW/P1hxQro3h3+/FP9\nWOvYUX05FJjIV19VhjA5Gf7v/1QxgK++UjMQeXnwxx/K/BVw7Bj8pioccv063H8/MZmZKqSkoN2x\nY7BZffCIjlaGcMYMU316vfn2P/+szl3RH7WurtC0qTpORASsW1f2D8uAAGLeeIOo5s3V352czB/z\n5uFNd83UenfwxqOJhzrmli3qfSEh0KGD6qOQEGjZUum1EkVDYxwF0WwdKqu5VVArWgWV/iPaXNGY\nynBPq3vKbVNUc2nrPFYLublw9izUraturpUkIgIuXVIGtcCsduwIzs7m+/mNii/vURrt+nSgXYZl\nDa1Qcaw9Nvv7+xMZGcnVhVe1fYZcQxnvMINer8ztrl3Qq5fZJvb4XbasyM3pYcOGAZCyMUXb91eb\nv4jURZq8b/Vq9ZG1R1Nrj/1cHnavueAzGBGhfsempRGzaBFR7Usprvf77/DRR+r3bePGxf81Fzlj\nJSrTz0FeKnqqLIqOzQXVwI1GI/nGfHLzc8k15OKiN/8hGdFyBBH1I8jNzyUnP4dcQy65+bm0CGxh\nVrOPmw+BnoGqbX4u6Tnp5OTnkJadZvb4289tZ8GhBSbHf7rL04zvMN6k/Ue/f8TkrZPJNaj2ep0e\nF70LH/b7kBdvf9Gk/WdbP2P2/tmaYS4wxI93epzAy4Em/bzkyBI2ndxkYrT7N+lPt9BuJsc/cOkA\nx68e147ronfhs22fcSXzCn7ufqUum2ot7NLY9u7dm8OHD1v/xAVJ+hER4OZW3ERevly4PXGimu3c\nsQMyMtS+xx5T69IV4OlZeKwCAxkTA0UvqKJtpk0DJyfoZDqrU2r7m5mlmTtX/T3TppU/W+LsrO7+\nde8OgNFo5Jm33mIshcUCAkcFFtfWubMy52lp6kfxuXNqltocx4/DSy8p81tggkND1Zds06aV/9sE\nwcrYouJotfH11yoypGAG9tIlqFcPlixRN6pKsmOHaeEToUZji7HZ3d2dPPK07ZLr2FaI7t1VVdpS\njK29YTAYWL58ubY9/EaqUPLGZG2fdyfzJmTxYrgx0SvcCpT8TRccrH4jlmYSW7SAxx+HEycgIQE2\nblTPIyPhm29M2ycmqt9wYWFqcsRBMDc263Q6nHXOOOud8cDMzdobhPqGmk0dKo1eDXvRq2HFv1vG\ndxhv1sCWxrt93uXdPu8CFDPnpYVV39f2Pno36q0Z7QJD3KxWM85cPmPSvrZnbRr6NSxmsjNyM8jK\nyzJ7/N0XdrPoyKJi7Xdf2E1ajjLy0cuibVoV3S5Dkcuj2kLGUlIKvyAeeABWrSo0piW3/f1h8GDT\nfeaOVZqBrEibqrS3MFu2bGFA7wEsYpH2pdDlUBe8WnndnLbUVNi0qdAAnzunntevDz/+aNr+zBlY\nvrzQAH/2GZw+rcLL5s6V8GdBKEp6ummY8KlT8OKL2s2qYsyfr6JLCmZgQ0Lsc9qnmpBQ5KpTHX34\n+OOPc3jGYd7nfQBqD69N+JLwyh1k3jxYuLD4zWdbkJ2tbpqXw59//kn3G5/R4OBgzp8/j86gI7ZW\nLPnpqpBWt+Pd8Gha/Md5To6arY2LU8OoIFSZBQtUxOL58+riatxYPUaNUlWdBYHqXS+7RoQi2wx/\nf/XjDkzvgpmb6Sxr9rPosSpyvsrqswEzZ86kC100U+vZ0lOZ2pvV5udXuVvLmZmwd6879T8PAAAg\nAElEQVQKtzl7Fg4eVKHYoP4/lDz/1q1qdt3dXT08PNS/nTrBc8+ZHv/MGTWrXrStu7u6A9q8eeX+\nNkGoToxGdTPp1CmVU1/PNB+Xv/9dzcAWzWnt2FH9a46//a1aJQvCzeDu7q5VRQYw5t7kjO3//Z/6\n3NgiH72AAQPgvffMF3cswtKlS7XnQ4YMwcnJidTtqZqpdQtzw72Ju8n7YmLUhJyYWsFijB6tHrm5\n6jfSiRPqUVrY8oIFKi2twAAXhDn7+lpXt2BV7Cl6TYxtaZQ0auaMWyXNnN3napihQHNaWhrz58/n\nBV7QXtPCkK1FixbFQ2WKzphPm6bt1vq5RQt45x3IylIzUVlZ6lG3lDzFpCRYu7Z42+vXVXGGzz4z\nbb9sGdx7b6EBLjDEAwao9xYt9OXvr0z51Knqjn3R97RqRYy/v+m1ceWKKsjl7l78PT4+djFIOPL1\n7EhomufOVTNPBbOvoEzrv/4Fd99t+kZz+fpWwhH7WbBPTEKRb8bYNmqkip2dPauKQ5bAKtfrxYuq\nuq25aIkSFDW2BWHIRfNrA/oGsHnzZhPNu3bBPeWn7dsMR/xeEM03cHFRBrVJk7LbNWumou9OnFB3\nWhIS1POPPjI/oZCSAp6exPzxh/SzFaguzf7u/jYNPy6KGFuhQixYsICczBxtiR+AoFE2LitfXr5w\nrVql55mYo2NHmD274u2HDlWVroua4KwsZUIfeaR4jvb8+Upjhw6F7bOy1PuTk83rP3gQXnutePvs\nbOjfX1XVLsmqVWrgKGmEo6LgzTdN2x86pMLzSrZv0gR6llj6JjoaDh9WeeBff62WFMjMVLFvLi62\nnQVxVK5cUZXTi4YJnzyp7o4/9php+6ZNYcKEwhlYf3/pd6HGU9LYVrp4FKjPyeHDxQs8WpvFi2HQ\noHJDkU+cOEFcXBwAbm5u3HnnnUDx/Fr/vv5c5KLJeydOVJPSgmAzOnQwrclgNBZG15Xk3Xfhf/9T\nEXytWxfO8t53n5qcEIRKIjm2QoXo0aMHubG5fMzHALg3cqdbQjfbLDPiCJSVf11dZGSoit4ljXBA\ngPmiZIcOwU8/FW+flaXa/v3vxdtGRRUadXd3NROdna0eI0eaj1xYu1YZczc3VXTCzU09oqJUWGBJ\nDh6ERYsK2xU8brvN/DJYKSnq7y3Z3t3d9rmhBRWFT51S/W+uQuU338D33xeGCRcY1vbtVX6rYFVk\nXKk61dGHH3zwAT+98RP/5b8A+Eb60un3Moos2iv9+8NTT6ncxDL48ssveeEFFRk1ePBgVqxYQX5W\nPr/7/44xW/Vt9zPdcQ81DUUWBIekYLwsmN09cUJFw3XsaNr2u+/UZEBBNefGjZUpFmoskmMrWJxj\nx44RGxvL/1FoRgJHBYqpLYvKVJ+2FF5eygRWlNatVb5XRTBX5buA0r5wunZV4bAFBrjgUaeO+fYG\ng5r1Tkkp3j4tzbyx/eMPVVW75PFHjjQ/8758uSqCUdII9++v9pdk3z41o12yfYsWhZEARdeWfvxx\nFbJ+8qSqKFynjjKrY8eaN7ZPPKEegiCUikVybG3NlSuqiniREOPSKLrMT0EY8rWt1zRT69HcQ0yt\nULNwcSk0qeXh5aVC+rdsKazs7Oqq1rnqWmTN2IKxOScHXn5ZjdEGQ+GjVy/zv81WrFCf1/z84u3v\nuUdFqpXkhx9UmkHRtgaD+j1gLtn9009V0dOS7SdONF//4p//VH9jST2TJ5v/vRcdrVLYSh7/hx/U\n0pslueceVW2uZPsVKyDcTJG+3r1hzx5TPcOGwdWrxdPvbIQYWyviqPH4a9asQY+eHhSaC5uHIZeB\nXfRzTcu/NmPUNc2l3eDw9y97+aqShIeb/yItjcGD1aOi9OpFzCuvqPX9ihphc4MVqLBrFxdTsw2F\nxrbo2tJ6vbpR0LChqtptoVlju782zOCImgX7xBrGttqv1/h4GD++8AZhKaSmphITE6NtD71RdbZk\nfi045mdMNFuHGq35vvvUowCjUdVH8fEp3q7o2PzUU2r2V68vfLRubd58bd2qjKder34DFLQfONC8\n5uRkZeiKHluvL11/cLBpW72+9O+GXr2gXTtTPaWtIR4draL3Sh7/Rm0Bk37+9FNl/ku2L60WzfLl\nqs9L6unfX91sKNBgw0K3YmyFMsnPz+eHH36gHe3wR30JuNZ3xbeb7YsXCVbExhW5LYKvr7ojXFGz\n3batepRF0ZnsH3+UJacEwcJYpHiUrenatfhsUimsXr2avBu5iJ07dybkRkpCyfxaQRBuoNOZvzld\nVpRZWbz/fuXOXzJtqzzGjq1cezOGukwiIirXvlGjyrUveQOhAC+vwvMXKeZqCyTHViiTlStXMmTI\nEJ7neUYyEoD6z9Sn+Vey/I0g2HptacFyyLhSdaqjD+fMmcM/x/6TH1AF8zxbetL1cPkm0Sx5eSq1\nwZZFpMpg7NixzJkzB4B33nmHt99+m7y0PGJrxWLMU/16x+U7cA1yLfa+9eshLExWpRMEDRmbrUs1\n9ndlx5Uy5ssFAb777jt06BwmDFkQrErBTLYMnIJQLZQMRb6pqsgFzJplfskROyAvL4+VK1dq2wX5\ntam/p2qm1qudl4mpBVWj7+xZ6+gUBIdAxmbrYkf9LcbWihTNnXEEkpKSWLx4Ma1oRRDKzDoHuuDX\n074r0DlaP4Nothai2To4ombBPrFoKHK3bvDnnya77eF6jY2NJTlZhRyHhobS4caSKebya6FQ85kz\nqoZOyRXa7BF76OfKIpqtg2i2Do6oubKIsRVKZc6cOeTn59OLXtq+wLtro3eWy0YQBEGofixaPKpV\nK7UEV2SkKjyXklL+e6zE0iIVk4cNG6atOlBefu3ixWpJdVuvcCYIgmAPSI6tYBaj0UiHDh3Yv38/\nc5hDfVTZ8vCV4dQeVNvG6gRBECyLjCtVpzr6MDY2lqE9hrKIRQC4BLoQmRh58wcMCCg0tKNHV29R\nvI0b1dIho0eX2cxoNNK8eXOOHz8OwKpVqxg4cCC5V3OJDYwFI6CHHld74OxXvOZn377w/PMwYkR1\n/RGCIAi2Q3JsBYuwZ88e9u/fz23cpplaJ18nAvrZZ9ENQRAEoeZhEoqcV0XjXLCOtjWqd06bppYC\nKYejR49qptbLy0tbjiNlc4oytYBPhI+Jqb1yBXbuhAEDLKpaEATBYRFja0UcKbZ95syZADSjmbav\n9rDa6F3t/5JxpH4uQDRbB9FsHRxRs2CfWLR4FMCMGWrZryJLgFTL9ZqVBatXV2gqtWgYsre3N1lZ\nWUDp+bWgNDs7qyXGy1ke125wxO8F0WwdRLN1cETNlcX+XYpgdbKysrQlB9rRTtsv1ZAFQRAEa2Lx\ndWx79ICEhOqv3rl2LXToUDhDXAaxsbHa80uXLhEdHQ2Un1/r56fyawVBEASF5NgKJsyfP5/77ruP\nMMK0tQP1nnoiEyNx8nSysTpBEATLI+NK1amOPjx37hxhoWFsYMONk0CUIcqi56gWHn5YhTtXYHmh\n22+/nW3btgHQsmVLtm7dikeWB1vrbQVA56KjR0oPGX8FQbjlkBxbocp89913AMWqIdcaVEsGVUEQ\nBMGquLu7Y7jxHwBGMBrs/AZEbi4sXw733FOh5klJSdrzWbNm4e/vT8qmwjBk39t9ZfwVBEGoAGJs\nrYgjxLafOXOGtWvXAsrY7mUv4FhhyI7QzyURzdZBNFsHR9Qs2Cfu7u4AllvyxwwWv16dnSE2FkJC\nKtQ8MTFRe96kSROg7PxacMzPmGi2DqLZOohm+0SMrVCMWbNmYTQaqUc9rXCUzlVH7SGyxI8gCIJg\nXdzc3ACK5dlWuYBUdaPTQcuWFWqam5tLamoqAHq9noAAZWLLyq81GCA/H0EQBKEEkmMraBiNRpo1\na0Z8fDx/4288xVMA1BpSi3bL25XzbkEQBMdFxpWqU1196OLiwqK8RXjjDUDk1UhcAlyqdtC9e+Hi\nRRg40AIKb56LFy9Sr149AIKCgrh8+TLXT17nz8Z/AqD30NMjpUexFQk2bIBPPoFVq2wiWRAEwWpI\njq1w0/z222/Ex8cD0Mepj7bfkcKQBUEQhJqFxSsjA5w7Bx9/XPXjVJGi+bWBgYEAxfJr/Xr6mSyz\nt2gR9OqFIAiCUAIxtlbE3mPbC4pGBRJIy3wVRrVXv5fA4YG2lFVp7L2fzSGarYNotg6OqFmwX0qu\nZWvMs4Cx7d0bdu6EjAybXq9F82s1Y1tGfq3RCIsXQ/36MVbRZ0kc8XtBNFsH0WwdHFFzZRFjKwCQ\nlpbGggULAOhBD22/dwdvXGpXMeRLEARBEG6Sapmx9faGTp1gy5aqH6sAgwH++qtSbyk6YxsUFITR\naCwzv3bnTiW9YcOqSRUEQaiJiLG1IlFRUbaWUCrz588nMzMTgEGeg7T9gx4bVNpb7BZ77ufSEM3W\nQTRbB0fULNgvJY2txYpH3XknrFtnuev1zz9h5MhKvaVkKPL1Y9fJOZ8DgJOfE94dvYu1X7RIncIR\nP2Oi2TqIZusgmu0TMbYCADNnzgTADz+aXVfVkNFB4EjHCkMWBEEQahYmociWWu5nwABYt84yxwL4\n5RcYNapSbylpbIvN1vb2R+9c/Gfa5cuV9s6CIAi3DGJsrYi9xrYfPXqU2NhYAHrpe6Ez6gDwi/Rj\n65GttpR2U9hrP5eFaLYOotk6OKJmwX4xCUW2RI4tQOfO8M9/ErNpU9WPZTTCwoWVNrYlc2zLW792\nxgzo2tUxP2Oi2TqIZusgmu0TMbb/z96dx0dV33sD/8xMJrNkT0gggGxhRwxq2EQkqFiqUqsiaq2t\ntpra1qJ9rN7W661LH7XP9dpa7dWKt1dbl1ZcoVZUqkTBBRQElDUEIgiBJGRPJslM5jx/nOTMmclk\nmcw5v3NO5vN+vXzdMycz53yaO5Mf3/lthGeeeUY5vmzYZcrxsMvYW0tERMbSrcfW4QCuvlredzZe\n27YBTicwc2ZMLwubY5uTi7oNvc+vJSKivnEf2wQXCAQwZswYVFZWIgUp+EfSP2ALyI38vIp5cI91\nG5yQiEh/bFfip9fvcMmSJbjsX5dhGqYBAM745Aykz03X/D5xufNOefGo3/42ppddcMEFWN81HPqt\n/34Lrp+6AADOXCfOOn4WbHYNim4iIouKtV1J0jELWcA777yDyspKAMDS9KWwNcqNaFpRGotaIiIy\nXGSPrWaLR2lp1Chg4cKYX6busU07kIYOyAtHZS7OZFFLRBQjDkUWyIxj27v3rgWA5XnLlePuYchm\nzNwfZhaDmcVgZkp0umz3oxL3+7WkBHjpJeCXvwTq6/t/vop6jq1jh0M5jja/Vs2KnzFmFoOZxWBm\nc2Jhm8Bqamqwdu1aAIAbbow4MkL5We7luUbFIiIiUvSYY6vV4lFa2b8feP99YN06ucgdIEmSlB5b\nO+xo/7Rd+Vnk/NpHHgFOnNAmLhHRUMU5tgnsD3/4A2699VYAwA2TbsA1ZdcAANzTUzBv12wjoxER\nCcV2JX56/Q5vvPFGTPyfiZiLuQCAmf+ciZwLc7S7wUcfAb//vdzrOhgXXigXtUVF8vZBmQNb9Kml\npQWpqfI+tYXJhXik4xEAgGu0C/MOz4Ota1Grujpg7FigshJISRlcRCIiK4q1XWGPbYKSJClsGPKy\nzGXK8fDlXA2ZiIjMQe+hyJg+HXj7baCtbXCvf+EF4IorYipqgfD5tWe5z1KOM8/NVIpaAPjnP4HF\ni1nUEhH1h4WtQGYa2/75559j586dAIB0dzoy94QaY/UwZDNlHihmFoOZxWBmSnR6Lx5Vun07MGOG\n3HM7UH/7m7xvLSAXs6tXx1TUAuHzawuDhcpx5Pza114DLr00IrMFP2PMLAYzi8HM5sTCNkGpe2tv\nnn8zgs3yPxSc4z1ImcmvhYmIyByEzLFdsgR4552BPXfnTmDlSmDy5Lhu2d1j64QTE1onKOczF4cK\nZJ8P+Ne/gGXLeryciIgicI5tAmpra8PIkSNRVydvBP/eN96D7W152NMp/3YKCn5bYGQ8IiLh2K7E\nT6/f4f3334/Wu1qxBEsAAFP/OhUjrh3Rz6titHEjcOutwNatfT+vvh6YPRu4+27gu9+N65bPPfcc\nrr32WhSiEI9Anl/rmejB3LK5ynPWrJEXjtqwIa5bERFZEvexpX6tWbNGKWonjpsI5xanMn8p9zKu\nhkxERObhcrnQiEblseZzbAFg3jx52eHmZqBrQacegkHg+98Hli6Nu6gFQj22p+N05VxnWyf89X44\nM50AgLPPBiZNivtWREQJgUORBTLL2Pann35aOf7ZOT9DoE4ual2nuJA2Oy3suWbJHAtmFoOZxWBm\nSnQ9hiLrsY+t0wkcPtx7UQsA//VfQHU18PDDmty3e47tFExRznV83YH9JfuVxzk58tpWUTNbDDOL\nwcxiMLM5sbBNMEeOHME7XfOIbDYbFnQuUH427LJhYSsxEhERGS1yVWStF49S2Pv5J9FFF8mLRCUn\na3K77h7bkRipnPNO92Lyqvjm7hIRJSrOsU0w999/P+666y4AwJLzluDuL++G/4QfADDr/VnIPCe2\nVR2JiIYCtivx0+t3+Nxzz2HztZtxOS4HABT8vgCn3HqK5vcR7fLLL8err76Kt/AWXHABAOZVzIN7\nrNvgZERE5sB9bKlXkiSFDUMuWVCiFLXOPCcyFmQYFY2IiCgq3fexNUhNTQ2yka0UtUlZSSxqiYji\nwMJWIKPHtm/cuBHl5eUAgMzMTJxae6rys2GXDoPN0XMYstGZB4OZxWBmMZiZEp3eha1R79eamhqM\nQGh1Z/e4UFHb2Ah0dPT+Wit+xphZDGYWg5nNiYVtAnnhhReU47TUNJx8/aTymKshExGRGem9eFSY\nlhag+x9/ZWWAjsPTq6urkY985bF7fKiw/c//BO69V7dbExENSZxjm0AWLFiAjz76CIC8CuOf8Cf5\nB2lJOOfkWbA7+T0HESUmtivx0+t3uGnTJjy18Clcj+sBAGPvGovxvxmv+X0AyKseT5wI/OtfwIUX\nAtu3A6NGaX6bYDAIp9OJq4NX4wbcAAAY/X9GY+LDEwEAM2YAf/6zvAsREVGi4hxb6tXBgweV48tz\nL1eO8y7NYVFLRESmJGxVZADIzZW3/pk/Xy5oU1J0uU19fT2CwWD4UOSuHtv9+4G6OmDOHF1uTUQ0\nZLGaEcjIse2tra04fvy48viitIuU47zlvQ9DtuJ4fGYWg5nFYGZKdMLn2GZkAJ2dwI4dQEmJpvfq\n1r3Vj3oosme8BwDw+uvAJZf0vfuQFT9jzCwGM4vBzObEwjZBHDp0SDledMoidByUV6WQPA5kLcky\nKhYREVGfhM6xBYApU+T/W1QErFqlyy2qq6sBIOriUa+9Blx6qS63JSIa0jjHNkGsXbsWl1xyCQDg\nvoL7sLB8IQAgZ3kuZr40w8hoRESGY7sSP71+h19//TV+dsrPcAtuAQCM/PFITH58sub3UdTXyz21\nq1YBmfrs7b5mzRpc9u3L8BbeghNOAMDC5oWQXA5ccw3w7LNAcrIutyYisoxY25UkHbOQiajn186s\nm6kcD1/B1ZCJiMi8hO9jm5kJrF6t6y1qamqQgxylqHXmOuFIcQAAXnxR11sTEQ1ZHIoskJFj27sL\n21EYhcxa+Rtou9uO7G9m9/k6K47HZ2YxmFkMZqZEp/fiUUa8X2tqanrd6mcgrPgZY2YxmFkMZjYn\nFrYJory8HACwEAuVc1nfyEJSKjvtiYjIvIT32ApQXV0ddX4tERENHufYJohp06Zh7969eByPYxqm\nAQCm/nUqRlw7op9XEhENfWxX4qfn7/B8+/m4S7oLADBs+TCc+tKputxHlOuuuw7SXyRlb95T/u0U\nFPy2wOBURETmwn1sqYdgMIhDhw4hD3lKUWtLsiHn4hyDkxEREfXPnhz650qgPdDHM62hpqaGPbZE\nRBpjYSuQUWPbKysr0d7eHjYM2ZHhAGz9v9aK4/GZWQxmFoOZicIL2872zj6eGTszzLG1j/TghhuA\n4ACnD1vxM8bMYjCzGMxsTixsE0D3/NoiFCnnAicD2F+y36hIREREA6ZnYWuEyDm22yrdOHAAsPNf\nZUREg8Y5tgngmWeewfXXX4/X8ToykAEAqEr14twvT8ewsU6D0xERGY/tSvz0/B0uG7kMt1XeBgBw\nzXdh/kfzdbmPKNnp2Xip6SU4IG/xc/OkhWgLOjB5MvDCC7ptn0tEZCmcY0s9HDx4ECMwQilq/QB+\n0Hw6fnI7i1oiIjK/JFdoBf/ODmv32HZ0dMDd5FaK2uSRySg/4kB5ObBuHVBSYnBAIiKLYmErkFFj\n2w8ePIipmKo83olMTCtyYtWq/l9rxfH4zCwGM4vBzESAw+VQjoMd1t7H9uTJk2HDkJNGu+H3y8dF\nRWDbbCLMLAYzi2HFzLHiJqYJoLy8HIUoVB7bpqZj/XoOdSIiImsIK2z92ha2olVXV4ctHNWc6sbc\nucCoUXJRy7aZiGhwOMc2AQwfPhy/qvoVZmEWAGDGKzOQe1muwamIiMyD7Ur89PwdXjP3Gty45UYA\ngDRBwuLyxbrcR4T33nsPz533HL6H7wEARvxiDGw3TMCUKQYHIyIymVjbFfbYDnHNzc2oqarBZExW\nzqXNTjMwERERUWycrtCaEFbvsY3c6idjqgf5LGqJiOLGObYCGTG2/dChQzgFp8ALLwDAOdwJ12jX\ngF9vxfH4zCwGM4vBzERAkjv0PbwU0LZXWPT7taamJmyOrXucO+ZrWPEzxsxiMLMYzGxOLGyHuPLy\n8rCFo9Jnp8NmsxmYiIiIKDZOj2oV/4BxObQQuYete3zshS0REfXEObZD3O9+9zt8ddtXuBSXAgDG\n3TsO4349ztBMRERmw3Ylfnr+DldetRKXvXgZAMCf5ceS2iW63EeEW358Cy79k9wmSzYJi9oXwe5k\nPwMRUSTuY0thIrf64fxaIiKymmRPcuiBxXts2w+3K8ed2Z0saomINMK/pgIZMba94kAFClCgPI61\nsLXieHxmFoOZxWBmoojCtlPba4t+v0qVod6HivZ0fPhh7New4meMmcVgZjGY2ZxY2A5x7XvakQz5\nHwTSCDuShyX38woiIiJzSfaG2i5bp7XXiXBUh/bkrWhLxbRpBoYhIhpCOMd2COvs7MQVriuwsnMl\nACDr0iwUvlpocCoiIvNhuxI/PX+HD/z6AZz1m7MAAJ1JnTjPf54u9xHhtrTbsKx5GQDg9cxT8Ehd\nQT+vICJKTJxjS4pjx45hYudE5XHW/CwD0xAREQ2Oyxvaps4WtG6PrSRJSGsNTQlKn8wVkYmItMLC\nViDRY9vLy8sxBaFd3wezcJQVx+MzsxjMLAYzE4UXtvagXdOeYZHv15aWFgwPDlcej5mbMqjrWPEz\nxsxiMLMYzGxOLGyHsEN7DmEcxgEAJEhIO5MrIhMRkfW4vW50qlaNkjqtOWy8pqYGwxEqbKefyx5b\nIiKt9DvHdtmyZbj66qtxySWXICVlcN8sao1zoQbmoe8/hNl/nQ0AaB7WgourLzI4ERGROVmtXUm0\ntvm5555D3rV5ymKIC1sXwuFx9PMq89nywRa0LmoFAARsAZzbcR7sSdYdWk1EpCfN59jedttt2Lhx\nI6ZPn47LL78cL7/8Mtra2uIKSWL4v/CHHky2zj/YiIiob4nWNrvdbgRUG9hKfmu2abW7a5XjJncT\ni1oiIg31W9gWFxfjiSeeQHl5OW666SasXr0aeXl5IrINOaLHtnsOe5TjwcyvBaw5Hp+ZxWBmMZiZ\nokm0ttntjhiKrGFhK/L92lTWpBy3prcO+jpW/IwxsxjMLAYzm1PSQJ7k8/mwdu1arF69Gtu2bcP3\nv/99vXORBobXhebxjDpvlIFJiIhIa4nUNrtcLjSjWXksBazZY9t2KNSr7h/m7+OZREQUq37n2K5Y\nsQKbN2/G0qVLcdVVV2HRokWw241dc8pqc6GMUHu4FjvH7gQABBBAcUsxkrwD+h6DiCjhWK1dSbS2\neePGjTh+znHkIhcAMO/IPLhHW2/hpWfmPoNxW8YBACrOq8B1/7rO0DxERGam2RzbLVu2oLKyEj/8\n4Q9RXl6OSy65BP/7v/+LJ598Eq2tgx8+Q2IcXHdQOT7mOsailohoCEjUtlnPocgi2atC/+xKHpNs\nYBIioqGn18L2Rz/6EVwuF77xjW+goqIC119/Pc477zzs2LEDd955p8iMQ4bIse1VG6uU49q82j6e\n2TcrjsdnZjGYWQxmJrVEbZsjF4/ae91e+Ou1Gcor8v3qrg/1MnsLvIO+jhU/Y8wsBjOLwczm1Gth\n29nZiezsbADAo48+iuuuuw7XXXcd/vjHP+Ljjz8WFpAGp31Hu3LcOamzj2cSEZFVJGrb7Ha70YEO\n5XHDBw3YX7LfwESDk9qcqhxnTs00MAkR0dDT6xzbRYsWYd26dfB6vRg7dixefvllzJ4t74k6Y8YM\n7Nq1S2hQNavNhTLCm6lvwtsifxu85xd78OOHfmxwIiIi87JKu5KobfORI0fwjzH/wHRMBwB4p3px\n+senw5np1OV+egg0BLApcxMAoB0BjNw5HDNnzjQ4FRGRecXarvQ68fK73/0u5s2bh7y8PBQUFCgN\nZ1lZGTIz+S2jmbUfb1eK2ja0Y9RZXBGZiGgoSNS22e12ow2hFYXHPzjeUkUtALRVhPKfQBVm5bGo\nJSLSUq9DkW+88Ua89dZbuOuuu/Duu+8q5yVJwmOPPSYk3FAjamx706ehffLKsB8TJk0Y9LWsOB6f\nmcVgZjGYmdQStW2OLGxtdptm1xb1fm0pb1GOK3FEGVI+GFb8jDGzGMwsBjObU59L5Y4cORIjR44M\nOzd58mRdA1H8GjY3KMd7sRc/GP8DA9MQEZGWErFtdrvdaIdq7YhW660dUb+nXjmuS66D02mtHmci\nIrPrdx9bM7LKXCijbC7eDN/7PgDAY+mP4ZWGVwxORERkbmxX4qfn71CSJPzS/s8aHisAACAASURB\nVEt8E98EAEx8ciJGl4zW5V562fK9LWh9Vt6S6eWcl/HHmj8anIiIyNw028eWrEmSJLR+HtrL0F+g\nzXYIRERERrHZbAgkhbb76Wjs6OPZ5uQ75FOO/dlsm4mItGZIYfvSSy9hxowZcDgc2LZtW9jPHn30\nUUyaNAnTp0/Hpk2bjIinGxFj29sq2mBrlOceNaEJGdMz4rqeFcfjM7MYzCwGM5MoZm+bO5NCw4/b\nG9v7eGZsRL1fA0dChXlwRDCua1nxM8bMYjCzGMxsToYUtjNnzsRrr72Gc845J+x8VVUVHn/8cbz7\n7rt44oknsHLlSiPiWZp64ah92IcJBYNfOIqIiBKH2dvmTmeosPU3WqvHU5Ik2E6EFrxKGt3nEidE\nRDQIhvxlnTp1atTzmzdvxtKlSzFmzBiMGTMGkiShqakJaWlpghPqo7i4WPd7RBa2CwsWxnU9EZm1\nxsxiMLMYzEyimL1tVhe2b7z8BsbcM0aTLY5EvF8DtQHY2+S+BB98SBsV3+/Oip8xZhaDmcVgZnMy\n1RzbLVu2YNq0acrjKVOmYMuWLQYmsp7GTxuV433YhwkT2GNLRESDZ5a22eYO9XhWH61GSUmJ8AyD\npd7DthKVyM3LNTANEdHQpFuP7ZIlS3D8+PEe5x944AEsW7Ys6muirXpls0Xfq+66667DuHHjAACZ\nmZmYNWuW8k1E9xhysz3uPqfX9RctXITmrc3Yju0A5K1+JkyYENf1I7NrmVevx4888ogl3g/qx9u3\nb8ett95qmjwDedx9zix5+H42z2MrvJ+7jysqKpBIrNw2n3CcwHZsxyzMQl5aHs773nkoLS21xN8y\n3yGf0ja3ohX5w/L5t8xk+az6t8yI97PWj/l+5vtZ/R4ojadtlgxUXFwsbd26VXm8du1aaeXKlcrj\nwsJCqbGxscfrDI49aBs2bND1+s27mqUN2CBtwAbpFbwiuV1uqbOzM65r6p1ZD8wsBjOLwcxiWLVd\n0YNZ2+Y75tyhtHFvFL2h2XVFvF/L/u9XSvaf4WfS2rVr47qeFT9jzCwGM4vBzGLE2q7YB1cOa0dS\nfRM8Z84cvP322zh8+DBKS0tht9uHzPxaIPSthF7U82v3Yi8mFEyA3R7f/4v1zqwHZhaDmcVgZjKC\nGdtmd4Y79KCt9+fFSsT79ejWUODjOI5hw4bFdT0rfsaYWQxmFoOZzcmQxaNee+01rFy5EjU1Nbjo\nootw+umnY926dRg+fDh+/OMf49xzz0VycjKefPJJI+JZFufXEhHRYJm9bfZke5TjzpbOPp5pPvV7\n2tC9+V4lKuMubImIqCdDemwvvfRSHDlyBD6fD8ePH8e6deuUn91yyy04cOAAdu/ejYUL41vR12zU\n48f10KPHVoPCVu/MemBmMZhZDGYmUczeNqfkpCjHQV98+8CqiXi/dh4L77HNzY1v8SgrfsaYWQxm\nFoOZzcnwocikjWBHEM3bm5XHWhW2REREZpA2LDT82dYWffEqM5IkCVltocK2yl6FjIyMPl5BRESD\nYZOkKMsdmpzNZou6SmMia9rahK1FWwHIw5y+g+/gH//4By6++GKDkxERmR/blfjp/Tt85b9fQc7N\nOQCARm8jvtXyLd3upaWOEx34aMRHAIBmNOOG4TdEXZmaiIjCxdqusMd2iIicXwuAPbZERDRkZA7P\nVI4dfoeBSWLjO+RTjjm/lohIPyxsBdJzbHvk/FoAyl6C8bDieHxmFoOZxWBmIllWfpZynBTQbu1L\nvd+vbRWhYciVqIx7fi1gzc8YM4vBzGIwszmxsB0iIgvb/Px8eL1eAxMRERFpJ2tEqLB1SS5IQWsM\nHW87FCpsT+AEe2yJiHTCObZDQGdLJzambwSCQBBBXIyLcebZZ2Ljxo1GRyMisgS2K/HT+3fY2NiI\njzM+hgsuAMDCloVweM0/JHlfyT5UPlUJAHgUj2L4TcPxxBNPGJyKiMj8OMc2ATV93gR07XxwGIfh\ng4/za4mIaEhJS0tDO9qVx231bX082xwqKoBtb4Zv9cMeWyIifbCwFUivse3qYchaLxxlxfH4zCwG\nM4vBzEQym82GDnuH8rjuWJ0m19Xz/frJJ4CnnnNsAWYWhZnFYGZzYmE7BERbOIo9tkRENNQEHAHl\nuO64NoWtnrZslpDexh5bIiIROMd2CNg8eTN8ZfJ2Aj/BT7AHe/Dhhx/irLPOMjgZEZE1sF2Jn4jf\n4fMpz2NU6ygAgON/HFj4w4W63i9eF85uwx2ffQIAqEc9LsWlePvtt3HBBRcYnIyIyPw4xzbB+Ov9\nSlEbQAAHcAAAe2yJiGjoCbqCynFTdVMfzzSe3w/UfBneWwuAPbZERDphYSuQHmPbmz4LNewHcRB+\n+OH1ejF8+HBNrm/F8fjMLAYzi8HMRCE2t005bq5u1uSaer1fd+0Cpmf3LGw5x9Y6mFkMZhbDiplj\nxcLW4nqbX2uz2Xp7CRERkSXZPKG2raW2xcAk/Zs2DVi5PHzhKADIyckxKhIR0ZDGObYW9+VlX6Lm\ntRoAwEN4CG/iTXzrW9/CmjVrDE5GRGQdbFfiJ+J3+PfT/o4RX4wAAOy+ZDd+8vpPdL1fvPb+YC+O\nPy331P4ev8e/vP9CS4u5C3IiIrPgHNsEwxWRiYgoUThTncpxW4P597FtOxTeY8v5tURE+mFhK5DW\nY9vbj7ej/Wt5s/qAI4AKVADQtrC14nh8ZhaDmcVgZqKQ5PRk5bijoaOPZw6cnu/XtorwObZazK8F\nrPkZY2YxmFkMZjYnFrYWpu6trUytRBDyapEFBQVGRSIiItKNK8OlHPub/AYm6V8wEETbkVBhewIn\n2GNLRKQjzrG1sEO/PoSvfvMVAODt9Lfx28bfAgD27NmDqVOnGhmNiMhS2K7ET8TvcOOPNqJzVScA\nYEP+Btx77F5d7zdYgQDg/9qHzeM3AwBO4iSWYzmuueYaPPfccwanIyKyBs6xTSDqHtvPmj5TjseN\nG2dAGiIiIn15s73KcbA12MczjXXNNcC//tpzRWT22BIR6YeFrUBajm2XJAmNnzYqj/dIewAAo0aN\ngtvt1uw+VhyPz8xiMLMYzEwUkjIsRTmW2rTpHdbj/bp5M3BKcvgwZECbPWwBa37GmFkMZhaDmc0p\nyegARpIkCcuXL0dLSwtaW1tRWloKu90atX5bRRsCJwMAAClVwtHmowA4v5aIiIautGFpOA55+xx7\nux3BYNB07faJE0BjI5De0ob6rnPssSUi0l/Cz7H1eDxoa5O/VV2yZAlWr16NzMxMTa6tp6rVVdh9\n5W4AQMvUFly892IAwHXXXYenn37ayGhERJbDObbxE/E7rH69Grsu3QUA+BAf4ub6m5GRkaHrPWP1\nxhvAY48Bj+TtwYnn5J7a7n3mX375ZVx++eUGJyQisgbOsY1RSkpoWNP69etRUlJiYJqBC1sROaNS\nOeYetkRENFQ5vA7l2A03amtrDUwT3ZYtwJw5Pbf6AdhjS0SkJxa2qsL2tNNOw6pVq3S7l5Zj29Xz\na/fb9ivHWhe2VhyPz8xiMLMYzEwU4kgJFbYuuFBXVxf3NbV+vx4+LBe2vkM+5ZzWha0VP2PMLAYz\ni8HM5pTQc2wBwOsNrbD4pz/9yRLDkKVOCc1bm5XHnzZ+qhxzji0REQ1Vdm/o+3iz9tg+8wzQ2RbE\nxmMdAIAggqhCFQDtFo8iIqKeEn6ObVFREbZu3QoA2Lx5M+bMmaPJdfXUsrsFn86Qi1nncCcubL0Q\njU1yD+6JEyeQl5dnZDwiIsvhHNv4ifgdtu5vxZYpWwAAX+NrJL+YjBUrVuh6z8FoLWvFlslyzhM4\ngatwFQDA7/cjKSnh+xSIiAaEc2xjpO6xbW1tNTDJwKnn17oL3UpRm5KSwm+DiYhoyFL32Go1FFkP\n0ebXZmVlsaglItJRwhe26jm2LS0tut5Lq7Ht6vm1beNCjWdBQQFsNpsm9+hmxfH4zCwGM4vBzEQh\n6sWjPPBoMhRZj/dr2yF9F46y4meMmcVgZjGY2ZxY2KoKWyv22J7IOqEcc0VkIiIayiIXjzLjHFsg\nvMe2ew9bjqgiItJXwhe26qHIevfYFhcXx32NYEcQzdtDC0cdcBxQjvUobLXILBozi8HMYjAzUYgt\n2QbJJs+3csKJ+pP1cV9Tq/er3w9s3iwf691ja8XPGDOLwcxiMLM5JXxhK3IoshZavmiB1CE36u5x\nbuw/od9WP0RERGZis9kguUMLiTRVN/XxbLF27gRuuEE+1nOrHyIiii7hC1uRi0dpMbZdPb82bXYa\nDh48qDzWY6sfK47HZ2YxmFkMZiYKZ3OH1pJoqYn/C2mt3q9btsj71wLRF4/iHNtSoyPEjJnFYGYx\nrJg5Vglf2Fqtx1Y9vzZtdhrKy8uVx+yxJSKioU49z7al1jztdndh29naCf8JPwAgaA+iGtUAOMeW\niEhvCV/Yiuyx1WJsu7qw9czy4MiRIwDk4Vljx46N+/qRrDgen5nFYGYxmJkonLqwbatv6+OZA6PV\n+7W7sG37KpSpxduCIIIAOMeWmcVgZjGY2ZwSvrC1Uo9tZ0snWnZ1ZbQBtcNqlU2LR48eDZfLZWA6\nIiIi/SWnJSvH7Q3tBiYJaWwEKiqAU08NXziq1hVatZlzbImI9MXCVuB2P/GObW/6vAldX/zCO9WL\niqoK5Wd6zK8FrDken5nFYGYxmJkonDPNGXrQDrS3x1fcavF+rasDfvITwOkMn197whbako9zbEuN\njhAzZhaDmcWwYuZYJXxhK3K7n3hxfi0RESU6uzf0Txc33KirqzMwjWzsWOChh+RjdY/t14GvlWPO\nsSUi0lfCF7YihyLHO7Y9srBVr4isV2FrxfH4zCwGM4vBzETh1HNsXXChtra2j2f3T+v3q7rH9qAv\n1E5zjm2x0RFixsxiMLMYVswcqySjAxhJkiR4W7yYiIlIRaruQ5HjpS5s02en4+B7+he2REREZuLw\nhgpbDzxxF7ZaU+9h+1X7VwCApKQkpKenGxWJiCghJHSPreSX4LjagafwFH6H3+HKbVfCX+/X7X7x\njG331/nhOyA3lhKA9kxX2FBkzrENYWYxmFkMZiYKZ08J/dPFBVfcQ5Hjfb+WlADFxcCFFwL19eFD\nkStRCUDurbXZbL1cIXZW/IwxsxjMLAYzm1NCF7b2ZDtsaXJDY4MNUxunYn/JfoNTRde8vVk5tgFY\nc/4BIUORiYiIzETdY+uG2/Ae2/37gfffB9atA356fQCB2oD8g2SgFnI2zq8lItKfTereL8ZCbDYb\ntIq9adwmBL6SG6EjziO4quoqODOd/bxKvCOPHEH5z+Ue2mZHEiZvmYQpZ44AAKSlpaGhoUHTb4OJ\niBKJlu1KohL1O6y4twIV91QAAP6Kv2Lm72bi5z//ue737c3s2cBnnwFFRcDa3zdj38LPAADSaAnn\nfn0uAGDx4sV47733DMtIRGRFsbYrCd1jCwDO3FAR+0RnPlpgvqIWAFp2hBa2mvTvp6DOX6E8Ligo\nYFFLRERDyre/DSxaFBri2029KrIWQ5HjNXo0MGcOsH494KwNDUPuyO5QjrmHLRGR/hK+sE3OC230\nnhQsREmJfveKZ2x7847QUOS8xenCtvqx4nh8ZhaDmcVgZkpUb74JfPCBPMRX3TarV0XWYihyvO/X\nPXuA//kfIDMzfH5tc1qo3da6sLXiZ4yZxWBmMZjZnBK+sHWPcCvHmSjDk0+abyha0B9Ey65Qj21q\nYSrn1xIR0ZDm8cj/t6gIWLUqdD5yH1sj59i2tgKHDwNTp8qP1Vv91LtC3cycY0tEpL+E3u4HAFx5\nLuU4A0/D7T4dgEeXew12/6jWfa2QOuSC23WKC84sp7DC1op7XjGzGMwsBjNTopo7Vy4c33hD7g3t\nFrl4VLxDkeN5v375JTBlCuDsmsWk3uqnylGlHGvdY2vFzxgzi8HMYjCzOSV8YaueY5sJN1paWuDx\n6FPYDpZ6fm1qYSoAhBW2em31Q0REZJQxY+S5q+qiFggfiuyCy9Ae2x07gMLC0GN1j+2x4DHlmHNs\niYj0l/BDkcML20y0trbqdq/Bjm1Xb/WTUpgCAJxj2wdmFoOZxWBmSlT5+UBlZc/z6qHIHngMnWN7\nxhnADTfIx5Ikhc2xrWivUI45x5aZRWFmMZjZnNhjqypsM5CBlpaWPp5tDPXCUamzUtHW1oajR48C\nAOx2O8aMGWNUNCIiIl2cdhpw/HjP82bqsT3zzNBxoC6AzsZOAHLx/VX9V8rP2GNLRKS/hN/Htmlr\nE7YWbQUAlKMcsz6bhTPVLZUJfDj8Q/ir/ACAOfvn4EjwCKZ2rVQxduxYVFRUGJiOiMj6uI9t/ET9\nDpu/bMZnM+W9YitQgetxPZYuXYq//e1vyIwctyxQ07YmbD1T/veEd7oX3677Niq7upyPHDmC0aNH\nG5aNiMiKuI9tjMzeY9t+vF0pau0pdngKPJxfS0RECStyux8AeOutt1Ci5359A6Aehuwe70ZNTY3y\nOCcnx4hIREQJhYVtZGHbrF9hO5ix7WELR81Mhc1uEza/FrDmeHxmFoOZxWBmonDqVZFdkHc2mDlz\nJlap9wSKgVbvV/XCUY6RDvj98pfSKSkpmi9KacXPGDOLwcxiMLM5JXxh6/A40OHoAAA44YSvxtfP\nK8RSz6/tXjiKe9gSEVGisqeE72MLAP/1X/9l6DBkIHyrn46cDuWY82uJiMRI+MIWANrd7cpx2/G2\nPp4Zn8HsHxW2cFSUrX70LmytuOcVM4vBzGIwM1E4hyfUY+vp2ne+vb29t6f3a7Dv13vuAbZvDz1W\n99j60kNFbm5u7iCT9c6KnzFmFoOZxWBmc2JhC6DDG/pm1V/tNzBJT+qtfriHLRERJZLNm4HIRY9t\nDhtsLpvy2AUXqqurBScDnn0WcLtDj9VzbBu8Dcoxe2yJiMRgYQvAnxIqZv01+hW2sY5t72zrROu+\n0L66KTNTIEmS0B5bK47HZ2YxmFkMZqZE9u//Dnz6ac/zkVv+qBdqitVg3q+NjfJWRJMmyY8lSQrr\nsa1xhvLoUdha8TPGzGIwsxjMbE4sbAEE04Oh49pgH88Uq3VXKyBviQfPRA+S0pJQVVWlrNyckZGB\nrKwsAxMSERHpJz+/l71sveHDkeMpbAfjiy+AGTMAR1cMf7UfwVb53w+OdAdOtJxQnsseWyIiMVjY\nAkCG6rhev9vEOrZ9IAtH2Wy2Hq/TkhXH4zOzGMwsBjNTIsvPB7q2gg2jXkAq3qHIg3m/7tgBFBaG\nHvfY6udkqNDmHFsZM4vBzGIwszmxsAUA1UKKtgZ9C8VYRFs4Sr3VD+fXEhHRUNZbYavusXXDLbzH\ntkdhqxqG7B4Xnoc9tkREYrCwBeDICTWQjmZHH8+MT6xj241eERmw5nh8ZhaDmcVgZkpkvRa2KdoV\ntoN5v/7iF8AVV4Qeq7f68Yz36F7YWvEzxsxiMLMYzGxOSUYHMIOknNCvIanFHL8SSZLQsqNFeWxU\nYUtERGSUKVPk/yLZveFDkUX32HYvGtUtsse2ektoaDR7bImIxLBJkiQZHSJWNpsNWsZ+46E3kHqH\nXDieyDiBK+uv1Ozag9X2VRs+GfcJACApMwkLahfAZrPhnHPOwcaNGwEA69evx/nnn29kTCKiIUHr\ndiURifwdfnnZl6h5TS5m78bd2JGxA/X1Oi6S0Y8d39iBunfqAACnrjkVC25fgP379wMAdu/ejWnT\nphmWjYjIqmJtVzgUGYB7RGgjOnebu49nihO2cNRpKcoiUeo5tuyxJSKiRBTZY9vQ0AC/37h96DnH\nlojIeCxsAXjyPcqxt8Or2zfOsYxtD5tfO0vuTfb5fDh27BgAwOFw4JRTTtE0XzRWHI/PzGIwsxjM\nTNRT5OJRAHDy5MlBXSve96sUDN/DNumUJNTVyb23NptNl235rPgZY2YxmFkMZjYnFrYAUoaloB3t\nAACn5MS3v9EJA0c0AYi+cFRFRYVybsyYMXA6naJjERERCVVSAhQXAxdeCKVtjlw8CkBcW/7Eo6Oy\nA1KH/IV4Uk4SGv2NyhfkWVlZSEoyx9odRERDHQtbACkpKahXbWC7Zb0fJSXa3yeW/aP6WzhK1FY/\nVtzzipnFYGYxmJkS3f79wPvvA+vWQWmb1UORuwvbwS4gFev7tagIOH489LivYch67GELWPMzxsxi\nMLMYzGxOLGwhF7YNaFAeP5iyB48/ZNxcnUBzAL7yrq0DHIB3hhcA59cSEVHiaZcHVKGoCFi1Sj5W\n99i64AIw+MI2FrW1cqGdlxc6J3qrHyIiio6FLQCv14tmhIb+jmtpxInb92t+n4GObW/5ogXomubr\nneKFwy034EZs9WPF8fjMLAYzi8HMlOiys4GzzgLWrwcyM+Vz6h5bD+R1MgY7FDmW9+vOncDMmYBd\n9a8nIxaOsuJnjJnFYGYxmNmcOPEDco9tG1QN00Q3Jq+abFieaPNrAe5hS0REiSczE7j66lBRCxjX\nY7tjB1BYGH6u7ZDq3w/j3WEFNntsiYjEYY8tAKfTiQ5bh/I4/+f5cGZqvzDTQMe2N2/vv7DlHNve\nMbMYzCwGM1OiS0kBWlrCz0VbFVnEHNuohS3n2A4IM4vBzGIwszmxsO0SSAooxx0dHX08U3/qhaNS\nClMAAJIksceWiIgSTrTC1p7Sc/EoEasif/ll/z22nGNLRGQMFrZdOpM7leP2+nZd7jGQse1SUELz\nFz33sK2srITPJy9QIXLrACuOx2dmMZhZDGamRJeSArS2hp9T99jGOxQ5lvfrBx/Ii1h1CwaCaD8S\n+jeDeyzn2PaGmcVgZjGY2ZxY2HbpdIYK27aGtj6eqS9fuQ/BliAAwJnnhGuE3GDv2LFDeU4gEECJ\nHvsRERERmczppwMTJ4af03K7n1i43YD6u+WOox2QAvJqj7ZkG4IdQc6xJSIyiE3q3kXcQmw2G7SO\nfXv+7bjo+EUAANcPXJj/5/maXn+gql6uwu4rdgMAspZkofAdeczTPffcg3vvvRcAkJeXh3379iFT\nvZIGERENmh7tSqIR+Tts+rwJW8/YCgA4gAO4ETdi9OjROHLkiJD7d6t7tw47zg998Zx7RS6+f/D7\n2LpVzrZ582bMmTNHaCYioqEi1naFPbZdbG6bcvzum++ivr7ekBzq+bXqhaO2bNmiHP/mN79hUUtE\nRAkr2uJR1dXVwr+caN0fGiOdlJOEyasmc44tEZFBWNh2UW8dUH+8XpehvgMZ267e6ke9cJS6sF28\neLHm2XpjxfH4zCwGM4vBzEQ9RVs8qr29HS2Rq0wNQDzvV99+n3I88icj4cx0co5tL5hZDGYWg5nN\niYVtF1eGSzkeljIMq1atMiRHtK1+Dh06hJMnTwIAMjMzMTFyshEREVECUffYemwe5VjPebZdzXAY\ndY9tWmEafD6fUlw7nU6kpaXploeIiMJxjm2XBy98EPPXyfNqa6fV4rLdl2l6/YHw1/rxYc6HAORF\nKBY2L4Tdacff//53XH311QCACy64AG+//bbwbERkHdnZ2airqzM6hillZWWhtra2x3nOsY2fyN9h\nsD2ID9wfAAACtgCWSEsAyNN2Zs+erfn9TpwApk2Ti1tbaOYSPpn4CdrK5QUni3YWoS6zDmPGjAEA\n5Ofn49ixY5pnISJrYtvcO63aZnH7xpicJzv0jS8MWhS5eadqGPL0FNidcoe6ehgyF6Egov7U1dWx\nSOuFTV2VkCXU1QGffgpccEHonC3ZJo85CwJJUhJ+i9/iN/iNbj22O3YAp50WXtQGO4Jhe9h6JnpQ\ntrdMeZybm6tLFiKyJrbNvdOqbeZQ5C4p2SnKseTT503X39j2sIWjZkVfOGru3Lma5+qLFcfjM7MY\nzCyGFTMTaenrr4Hbbgs/Z7PZ4EgNDUeei7m4DbcNqrAdyGdsxw6gsDD8nO+gD5B354NrjAsOj0PY\nwlFW/LvAzGIwsxhWzJwIWNh2Sc0NFZKG9dhGWTjK7/cr2wYA0GWIFRERkVmlpADR1oRy5jiV43KU\n42E8HLaHrJaiFraqhaO8k70AwBWRiYgMxMK2S1puaIEHe4c+v5bi4uI+f64ubLsXjvryyy/R1iZX\n2mPHjsXw4cN1ydab/jKbETOLwcxiWDEzkZZ6LWxzQ4Xtk3gSLWgZVI/tQD5j0Qpb9cJRnsnydCZ1\nYa1nYWvFvwvMLAYzi2HFzImAhW2XzBGhfWEdfkcfz9RHMBBEy66ee9hyfi0RESUyr7f/wjYZyQD0\nWRU5GAQcDmDGjPDz/fXYco4tEZFYLGy7qAtbZ6ezj2cOXl/j8X37fJDa5bm9rtEuOLPlDEYXtlac\nQ8DMYjCzGFbMTKQlrxdobQUi11xJzk1WjjMht+GDGYrc32fMbge2bwfc7vDzYT22U+QeW86x7R0z\ni8HMYlgxcyJgYdslZ1SOcuwKuoSvWqbev7Z7fi1gfGFLRKSXrVu34qc//SmSk5OxbNkyPP/880ZH\nIhNyOIDvfAfw+8PPq3tsuwtbPfexjcQ5tkQ0FFm5beY+tl3a29vxgfsDOCE3lAt9C+FwixuSXH5H\nOY48dAQAMObOMZhw/wQ0NTUhIyMDkiTBbrejoaEBqamp/VyJiBKd2fdkPXbsGO6++27cd999yM/P\nx/jx4/HPf/4T06dPx6OPPooRI0ZgxYoVuty7t9+N2X9nViD6d3j4ocM4eMdBAMBLeAmP43FMnToV\ne/bs0f3egcYANmVsAgDYnDac4zsHNocNixcvVnpy1q9fj/PPP1/3LERkDWZvZ4ZC22xIj+3tt9+O\nadOm4YwzzsCtt94Kny/0reejjz6KSZMmYfr06di0aZOwTC6XC+1oVx43nmgUdm8g+sJR27ZtU/6f\nOWPGDBa1RDQkjBw5EsFgEM8++2zY+fr6etxxxx1Yvny5QckSmxnb5r6oe2wzkAFgcEORB8NXFvrd\neCZ6YHPIezByji0RWdVQaJsNKWwvuOAC7Nq1C5999hlaWlrwwgsvAACq3FKyPQAAIABJREFUqqrw\n+OOP491338UTTzyBlStXCs3VYe9QjmuP1Wp+/b7G44cVtrPMs3CUFecQMLMYzCyGHpltNptm/9XX\n1w8qQ0FBAQ4fPhx27tChQxg7dizsds6SMYJZ2+beOIf1HIpcW1uLzs7OmK4zmM9YtBWRAc6x7Qsz\ni8HMYrBtNidDEi5ZsgR2ux12ux3f+MY38P777wMANm/ejKVLl2LMmDFYtGgRJElCU1OTsFyBpIBy\nXH98cG+Iweg40QH/CXnykN1rh6dAbiQ3b96sPGfu3LnC8hARDVRJScmgXjdu3Djs3bs37NzRo0dR\nUFCgRSwaBLO2zb1RLx6V45DXyZAkCXV1dZrdo6EBUDXFimjzayVJCitsc3JyeryOiEiERG2bDS+9\nn3rqKSxbtgyA3EM5bdo05WdTpkwJ67XUW6cz9C1vw4kGza/f255X6t7alJkpypAmM/TYWnGfLmYW\ng5nFMHvmVatWDep1F198MQ4dOoTKykoAclHw6quv4nvf+56W8WiQzNQ29yZs8ShbaGeDWBeQ6usz\ntmkT8B//0fN8tB7bhoYGBALyF+SpqalwRy6jrCGz/12IhpnFYGYxzJ45UdvmJL0uvGTJEhw/frzH\n+QceeEBpLO+77z6kpaXhiiuuAIBeJw1Hc91112HcuHEAgMzMTMyaNUt5k3UPD4j1seSSgBZgO7aj\neUszzr3p3LiuN9DH619dj0pUYhZmIbUwFaWlpTh58iSOHJEXk0pOTg5rqPXOw8d8zMfWf9yXuro6\nlJSUYNWqVcjMzOz3+ZHq6+vjej0ApKen4y9/+QtuuukmNDc34/e//z0mTZqEq666alDXi0X376i0\ntBQVFRW6389MrNg2FxcXY+NGoLKyFHl5oZ9/tPcjfIEvMAuzkN6ZrmSorq7G1KlTNfksvfYaUFjY\n8+e+/T5sx3YAwKzJswAA//znP5UMubm5pvlbwMd8zMfmedwXts2lyv8ddNssGeTpp5+WzjrrLMnn\n8ynn1q5dK61cuVJ5XFhYKDU2NvZ4rV6xnx/5vLQBG6QN2CA9t/I5za+/YcOGqOd3fWeXct+v//tr\nSZIkac2aNRIACYB09tlna55loHrLbGbMLAYzizGYzAb+aR+UsWPHSl988YWQe/X2u7Ha70wvZmyb\nJUmSli+XpBdfDD8XDAalUlep0n664ZYASK+++mpM1+7rM7ZihSQ9+2zP+36Q/oFy3/bj7ZIkSdLH\nH3+stNuzZ8+OKUOsEuVvmdGYWYxEyWy1dsaKbbM9nsp6sN566y089NBDWLt2bdhQnTlz5uDtt9/G\n4cOHUVpaCrvdjrS0NGG5bN7QN9Ctta19PFNb0VZENsMwZCIiPX3++ee4+eabcezYMfzqV7/C3/72\nN6MjJTSzts0AkJICtLSEn7PZbGHzbLtXRtZyL9sdO4DCwvBz/io/OhvlqUuOdAecec4e9+UetkRk\nVVZumw3Zx3bSpEno6OhAdnY2AGD+/Pl4/PHHAQB/+MMf8NhjjyE5ORlPPvkkFi5c2OP1eu0DtXrW\nauTtyAMA7LxoJ1a+of/Kj51tndiYuhHomt57duPZSEpLwgUXXID169cDAP7+97/jyiuv1D0LEQ0N\nZt8rz0jcx7Z3Zm2bAeCnPwWmTQNuvjn8/GdnfIbmz+Uvh2/CTdiHfbj//vtx5513xn3P1lYgJ0de\nQCo5VD+j/oN6bF8kD0NOK0rDmZ+eCQB4+umn8YMf/AAAcO211+Kvf/1r3BmIaOhgO9M7rdpm3ebY\n9qWsrKzXn91yyy245ZZbBKYJcaaFFqJob2jv45naad3dqhS17gluJKUlIRgM4tNPP1Wewx5bIiLS\nm1nbZiB6jy0QfcsfrXpsGxqAH/84vKgFBrbVD/ewJSISz5ChyGaVnB5qvfyNfs2vH23ieLT9aw8c\nOKDsPzVs2DBlIQ4jDGSyu9kwsxjMLIYVMxNpzevtpbDNjb+w7e0zlp8P/O53Pc9H2+on8r56D0W2\n4t8FZhaDmcWwYuZEYEiPrVm5M0NzivxN2he20USbXxu5f21vq08SERElgjPO6L+w7Z5jW11drWuW\ngfTYco4tEZF4LGxV3Flu+CEXtJ2tnf08O3bdS36rtewItdRmXDgqWmazY2YxmFkMK2Ym0tq3vhX9\nvHrxqMH22Mb6Geutx1ZdUOtd2Frx7wIzi8HMYlgxcyLgUGSVlJwU5Vhq1X9ytyRJYT22KYXy/c1U\n2BIREZmVFkORYyF1SvAdCBW2nkmcY0tEZBYsbFVSc1JDD9q0v37kePz2I+0I1AUAAI4MB9xj3Whv\nb8f27duV58yePVv7IDGw4hwCZhaDmcWwYmYiUdSFbTrSAcQ+FDmWz1jbV22Q/PIX38n5yUhKDw18\n4xzbvjGzGMwshhUzJwIWtiopw0I9tg6/A52d2g9HVgubX3taKmw2G3bu3ImOjg4AQEFBAXJycnTN\nQEREZFXqVZGzkAUAaGlpgc/n6+0lA/L558C6dT3P9za/FuAcWyIio7GwVVFv9+OGW1mZWCuR4/Gj\nLRxltmHIVpxDwMxiMLMYVsxMJIq6xzbbka0cnzx5csDXiPYZW7sW2Lix53N9+6LPrw0EAqirqwMg\n77uYlZU14PsPhhX/LjCzGMwshhUzJwIWtiqOFIdy7IYbtbW1ut4vbOGoWeYsbImIiIxWVwe88UbP\n8+rFozKkDOU43nm2O3YAhYU9z/fWY6supLOzs+FwOEBERGKxsFVRF7YuuJRvX7USOR4/2sJR6q1+\nzFDYWnEOATOLwcxiWDEzkdaOHwd+8Yue55OykoCuptsT9MAJuQc3lnm20T5jvRW2A9nDVsTCUVb8\nu8DMYjCzGFbMnAi43Y+KPSVU53vg0bXHtrOlM7Syoh1ImZGC+vp67Nu3DwCQlJSE008/Xbf7ExEZ\nye/34+6770YwGMS0adNw4MABLFu2zBRf6JH5pKRE38fWZrfBmeOEv0reqi8DGahBTVw9to2NciE9\naVLPn3EPWyIayqzeNrOwVXF4w4cia91jqx6P3/xFM9C1o5B3ihcOjwOfffiZ8vPTTjsNHo8HRrPi\nHAJmFoOZxbBi5oFYunQpLrnkEqxcuRIA0NraigULFuDhhx/Gueeea3A6MpveCltAnmcbT2Eb+Rn7\n4gtgxgwgcjRxp68T7Yfb5Qd2wDPBuMLWin8XmFkMZhbDipkHwuptM4ciq4icY9u8PTQMuarcj5qv\n/JxfS0QJYffu3SgtLcWKFSuUc16vFxdffDFWrVplYDIyq74KW/U82+69bGPd8kft0UeB1lbgwgsB\n9RqS6v1r3ePdsCeH/gmlvh97bInIioZC28zCVkU9FFmPHlv1ePzWPaHhTKkdfrx+9n5TFrZWnEPA\nzGIwsxhWzNyfsrIyDBs2DCNGjAg7P3z4cJSVlRmUiszM5QICAfm/SOotfzIgLyAVS49t5GfsxAlg\n1y55u5+SktD5sPm1U7xhr+Ec2/4xsxjMLIYVM/dnKLTNLGxVIoci157Ur8fWVx5qIGuS3fj2xsmm\nWziKiIamkhKguLhnj5So1xcVFaG+vh7Nzc1h58vKynD22WfHfkEa8mw24Ac/6KWwVW35091jG88c\nW29XzVpUBKg7KdTza9ULR0Xejz22RDQYbJvjx8JWxWa3IZgcVB43VTdpen31eHz1kKa5r01BW9IJ\nHD9+HACQmpqKqVOnanrvwbLiHAJmFoOZxdAj8/79wPvvyz1SWVly0dD93z33RH/NPfeEnvPUU6HX\nq3u0BmrUqFG48cYb8c4774Sd37hxI2677bbYL0gJ4amnALe753l1YdvdYxvLUOTIz9gLLwBXXAGs\nXw9kZobOt+6LvnAUwDm2A8HMYjCzGGybzYmFbSRVo9lUo21h203qlNB2sE15nL8wLWwYclFREffA\nIyLdqHuk6uoASQr911fj2f2cb34z9PrBTLtpbm7G3Xffjffee085d/DgQSxduhTZ2dmxX1ClsbER\nd955Jx5++OG4rkPWoXWPbWYmsHp1eFEL9L7VD8A5tkQUP7bN8WNhG8HuCf1KWmtb+3hm7LrH47cd\naYPkl5dEduY5kZSWZNphyFacQ8DMYjCzGHpk7q1HStTr33zzTWRkZCA/P185t2HDBtx66614/fXX\nY79gxLUXL16MH/7wh3Fdh6wj2uJR8cyx7U1vW/1E3o9zbKNjZjGYWQy2zbFfW0TbzMI2gnoBKV+t\nr49nDp56GLJnotw4qnts586dq8t9iYiA3nukRL1+3LhxyM7OxkMPPYS2Nnn0yoEDBzB9+nSsXr0a\nAPDKK6/gzTffxObNm7F9+3bcfvvtAID77rsPLS0tWL9+Pa6++mr88Y9/xGOPPQZA7jV7/vnn0dDQ\ngLS0tMGFI8uJNhS5pqYGkiTFfK1t24BHHul53n/Sj8BJeYKv3WOHa5Qr7OecY0tE8WLbHD8WthGc\nqaEGsr2hXdNrd4/HbysPDUP2TPSgs7MTn30W2sPWTD22nPcgBjOLwczmMGfOHDQ3N6O+vh7urkmT\nDz74IGpqarB27VoAwIsvvoiamhrMnTsXI0aMQEvXXi/Hjh1DSkoK5s2bh/T0dNx888342c9+BkDu\nKRs5ciSWL1/O6RwJRF3YZtvk4XKBQAANDQ0Der36M7ZlC/Dllz2f01qm6q2d5IHNbgv7OefY9o+Z\nxWBmMayYuT9DoW1mYRshOT00pKmjoUOXe0T22O7du1dZgSw/Px+jRo3S5b5ERFbwxBNP4MEHH8S+\nffuwc+dOeL1e5OTkIBAIIDk5GUePHoXf749aQNjtbNaGqvffByoqep5Xb/eTaQt1VQxmnm15OVBQ\n0PN8X/NrW1tb0doqF77JyclITU2N+b5ERGZnhbaZ/wKI4EwPNZA2vw0+n3bDkbvH40cWtpH719ps\ntsiXGobzHsRgZjGY2RoKCgqwdetWFBYWYvr06UhNTYXL5cJTTz2FpKQknDx5Etu2bcO5554b9rrm\n5mYWFUPYk08CH37Y87y6sE0JpsDe9U+ba6+9FvUD2PNC/RnrrbANm187pe/5tSLacCv+XWBmMZhZ\nDCtmjpcV2uYkIXexEEdKqIvcAw/q6urg8Xj6eEXswgrbAg+2PB1e2BIRJbILLrigx7m77rqr39ft\n2rULCxcu1CMSmUBKCtA16i2M3WlHUmYSAvUB2GFHGtLQgAZ88sknKCkpUeaGDUR5OTBxYs/zffXY\ncn4tESUCK7TN7LGNoC5s3XBjxYoVA/rGdyCKi4shSRJ85X332JqJFecQMLMYzCyGFTMb4cUXX8Qr\nr7yCiy++2OgopJPeClsg+pY/I0eOxKoB7HnR/RmTpD56bE20hy1gzb8LzCwGM4thxcxGEN02s7CN\nYPeGfiVuuPHhhx+iZDC7HPeio7IDQV8QAJCUlYSAJ4CdO3cqPy8qKtLsXkREieLKK6/Ef/7nf3KO\n7RAWa2G7YMECZMawPGgwCDz7LJCREX5eCkrwlXEPWyKiWIlum/kvgAiRPbajRo0a0De+A1FaWtpj\nfu3nn3+OQEDeQmDKlCkxNcIiWHEOATOLwcxiWDEzkR4GWth2b/lTEW2lqSi6P2MOB3DppT1/3n60\nPfSFdE4SnNnOsJ+L3sMWsObfBWYWg5nFsGLmRMA5thEiC9vFixdrWmxGFrYbt2xUHnP/WiIioujO\nOAOoq4v+s7CVkbt6bPfv3w9JkuJezKmv+bUA59gSEZkFC9sI9pTwocjlh8s1u3ZxcTEOrj+oPPYU\nmHt+LWDNOQTMLAYzi2HFzER6WLq0958l54a26stNzgU6gIaGBlRVVWH48OF9Xre/z1jYisiTey4m\nyTm2A8PMYjCzGFbMnAg4FDlCZI9tWVmZptfvb6sfIiIiio16KPLYjLHK8f79++O+dn89tpxjS0Rk\nDixsI0QWtpWVlWhubtbk2pFzbDtyO1BeLvcIJycn47TTTtPkPlqy4hwCZhaDmcWwYmYi0dSFbb4n\nXzkeSGHb32dM3WPrndL3UGTOse0dM4vBzGJYMXMiYGEbIXJVZAA4cOCAJteWJCmssN3dsFs5njVr\nFlwulyb3ISIiSiTqwjbHkaMcx9Jju2wZ0NTU83xfW/0AnGNLRGQWLGwjqHtsPZAbMK2GIy84dQE6\nGzvl+6Q6sGW/+YchW3EOATOLwcxiWDEzkWjqObapnanK8UAK2+LiYjQ2Au+9B6Smhv8s2BFE26E2\n5bFnojkKWyv+XWBmMZhZDCtmTgQsbCNEDkUGtCtsfeWh3lp3gRubt2xWHpu1sCUiIjKD+nrglVei\n/0zdY5vcGipy9+3bN6Brl5cDEyYAkQso+w76AHmnH7jGuODwOMJ+LklSWGGbk5MDIiIyBgvbCOrC\n1gV5aLBWhe27/3hXObbKwlFWnEPAzGIwsxhWzEykh5oa4Pbbo/9Mvd0PGkKHBw4cQGdnZ5/XLS0t\nRXk5UFDQ82f9LRxVX1+vXD89PV3YlCIr/l1gZjGYWQwrZk4ELGwjRG73A2hX2LYfbVeOO4Z1KN/y\nZmZmYtKkSZrcg4iIaChKSQFaWqL/zOF1KGtkSH4J4/PGAwD8fj+++uqrfq9dXg5MnNjzfH9b/VRV\nVSnHfr8f9fX1/d6LiIj0wcI2gp5zbAsDhcrx19LXoXs6HGhsbNTkHlqz4hwCZhaDmcWwYmYt/PKX\nv8SaNWuMjkEmkpICtLb2/nP1cOTCsaH2tr95tsXFxYPusd2xY0fouT4fSkpK+ryXVqz4d4GZxWBm\nMayYWQtmb5tZ2EZweHvOsa2qqtKk8GwrDy1AsenQJuX45MmTwhpDIiIrcDgcOOecc4yOQSbSXdhK\nUvSfqxeQmjpiqnI8kAWkfvUr4PLLe57vr8f2o48+Uo7z8/OxatWqfu9FRGRVZm+bWdhGUA9F7u6x\nBbTptf1w94fK8d8++JtyPH36dNM2hlacQ8DMYjCzGFbMPBB+vx933nknfvnLX+Ivf/kL/uM//iNs\n3YG9e/eiuroaP/3pTw1MSWbicABOJ9DWFv3n6h7bCTkTlOP+FpAqLS3F+PFAXl7Pn4X12EbZw/bj\njz9Wjh955BFkZmb2eS+tWPHvAjOLwcxiWDHzQFi9bU4yOoDZ2F12udwPAklIggMOdKITZWVlOPPM\nMwd9XX+9X9nqJ5gUxNH2owCAjIwMbNq0SVhjSERkBkuXLsUll1yClStXAgBaW1uxYMECPPzww5g3\nbx5Gjx6NyZMnc84ihbnxRiAYjP4zdWE7OnW0chzLXrZqgcYAOio7AAA2pw3use6wn/t8Pmzbtk15\nfP755w/qPkREZmH1tpk9thFsNlvElj9rAWTE3WPbVt6GWZgFADjhOAEJ8liqBx54AFlZWXFdW09W\nnEPAzGIwsxhWzNyf3bt3o7S0FCtWrFDOeb1eXHzxxVi1ahU+/vhjLFy4EI2NjcjLy8PXX3/dx9Uo\nkbS3AxddBFx4obz9j5q6sM1NzlWOBzLHNhpfWai31jPRA5sjfC+grVu3IhAIAACmTp2K7OzsgfxP\n0IQV/y4wsxjMLIYVM/dnKLTNLGyjCC9szwPw5KC/8e3mOxBqIA+2HwQAeDwefOc734nrukREVlNW\nVoZhw4ZhxIgRYeeHDx+OsrIy7Ny5E+eccw5OnjyJjIwM1NbWGpSUzGb/fuD994F164DIpSnUW/6k\ndabBbpf/iXP48GH4fD7EKpb5tWeddVbM1yciMpOh0DazsI1CPc/21/gEKfg/cffY+sp92I7tAICj\nkIchX3HFFaYfgmzFOQTMLAYzi6FH5pJ/lKD4mWJc+PyFqG+LfThRvK8vKipCfX09mpubw86XlZXh\n7LPPxs9//nPk5eVh/PjxuOeee3DaaafFfA8amrxd01yLioDIpSnUi0cF64IYP3688vjAgQO9XrO3\nz1h/KyKrC9v58+f3FVtz/FsmBjOLwcwyts3x4xzbKDwTPMoKxqdBwm24AX8s+2Nc11T32B7DMQDA\njTfeGNc1iYgGY//J/Xj/q/cBAFn/L3wqxN2L7sY9xff0eM09pffg3vfv7XG+5B8lWH3F6pjuP2rU\nKNx444145513cNlllynnN27ciNdffz2ma1FieeEFuad21Sog8nth9VBkf7UfU6ZMQXl5OQB5AamZ\nM2dGvebTTwNHjwLXXBN+vq8eW0mSwhaOYo8tEcWLbXP82GMbxZg7x4Q9fg8fora2Nq4ud98BnzLH\n9iiOYurUqViwYEFcOUWw4hwCZhaDmcXQI7PXKfc+FY0sQt2/1UG6W1L+i9ZwAsA9xfcoz/nmxG8q\nr1+1LPYV3Zubm3H33XfjvffeU84dPHgQS5cuFTpPkawnMxNYvRpIT++5p21kYTt58mTlcV/TiU6e\nLEZKSs/zffXYHjx4EFVVVV2ZMjF16lSIxL9lYjCzGMwsY9scPxa2UWQVZyF3RWjhiR/h3+CEM67h\nyOoe26M4ihtuuAE2m62PVxAR6eOFy1/AFdOvwPpr1yPTHft0iHhf/+abbyIjIwP5+fnKuQ0bNuDW\nW2/t8a3wHXfcoZz7+OOPleGfDQ0NuPPOO/Hwww8rz21sbOxxjoamP/wBuPXW8HPqwrajumPAhW15\nOVBQEH5OkqQ+e2zVvbXz5s1T5vMSEQ0W2+b48S9xLyb+YSIcGfIiUqPhxFX4+aAL286WTnRUdmA7\ntiOAAGqTavG9731Py7i64bwHMZhZDGaWZbozsfqK1YNq+LR4/bhx45CdnY2HHnoIbV2bkh44cADT\np0/H6tXhQ6fUm8HPnz9fGfK5bt06LF68GD/84Q+V57755ps9ztHQdP31wJo1wM6doXPqObYD7bEN\nBoHy8lJMmBB+3l8V2qLPke5A8vDksJ8bvXAU/5aJwcxiMLOMbXP8WNj2wjXChQn3h1q67+JC/OGO\nOVG3GOiP72Cot7YSlbjkskuQm5vbxyuIiIauOXPmoLm5GfX19XC75b1BH3zwQdTU1GDt2rUAgD//\n+c9466238MUXXyA7Oxuff/457rjjDgSDQVRXV+P5559HQ0MD0tLSACDqORq6MjOBX/8a+OY3gUWL\n5O1/moIO2JzySKhgaxCTxkxSnr9v376o1zl6FEhLQ4+hyK37Qr213sneHiOsjFw4iohID0OhbWZh\n24eRN41E21j5G4tkSLissi3qFgP9adzdCACYhVk4hmO44YYbtI6qG857EIOZxWBma3jttdeQmZmJ\nBQsWYNy4cQDk7Qaam5tht9uRm5uLkSNHYvny5XA45JE10c7R0FZSAlRXAx98IG//86Mf2cK2/BmW\nNAzermWUa2trcfLkyR7XKC8Hpk8v7nG+r2HITU1N+OKLLwAAdrsdc+bM0eJ/Tkys+HeBmcVgZjGs\nmDleVmibWdj2weawwfMrD4IIAgDmoxZPpX6Oxx/yx3SdT9d8qhw3pTfhvPPO0zQnEdFQsmnTJixc\nuBAfffQR5s+fj+PHj6OjowPjxo3D0aPydmnR5jRynmNicTqB7sFP3dv/qOfZ7v3uXpw2IbQdRbTh\nyAsWAK++2vPafS0ctWXLFgSD8r8LTj31VKSnp8fzP4OIyBKs0DbzXwH9mPytydiKrcrjif+/vTuP\nirLe/wD+nmFzWGJYVFI0dkRFUEFBxdTULEW9dY3brZueXDrerGuLtlhZnZst/qxb3d/xpKnZ6ZZx\n266pKJqiVgqZYoSIaHIFfi7EpsMmDM/vj5FnGJlhUeZZZt6vczjN8/AMvJ2G74cvz3cx1ODiMtuL\nUFhTlGWam5uLXISNC1PVL1+c9yANZpYGM6vD3XffjdzcXJSUlKCsrAx6vR7l5eXw8vKCVqtFbW0t\nvL29LZ5jMBjanSPHt3YtkJIC7N5tGp7sHmSeC3v5x8uYX22e02WtY+vmBuTnZ7U739WFo+Ta5keN\n7QIzS4OZpaHGzDdLDbWZ+9h2IigoCPnu+Ui8mggAqHWpxdDVQ7v8/KKiImjOm+fmjEsb1+MZiYgc\nibVRLYmJiUhMNLXD2dnZSElJsfh8fn5+u3Pk+GbONH208ozyRFVmFQDAvb87StNKgWsLcXa0MvL1\nOrpjK/fCUUREclBDbdYIgiBI9t16iEajgZSxn575NGZ8OwMAUIlKbPnjFqT/u2ubHj/77LOIfzMe\nQQgCAIw6OQqe0Z6dPIuI6MZJ3UZK6fPPP8fPP/+MN954Qxz9Yu2cLbZeG0d+zaSihNew7H/LULTE\nNEqq9/29cfSuo+IuBPfeey+++OKLTr+GYBRwQHcAQpPp3zKuZhxcbzHdB2hpaUFAQACqr60iWVRU\nhIiICHv8U4jIwSihjbQXpdRmdmy74EzRGeRH5eMWmObR1P6zFtMfnd7p85qamhAaHIqPL30MLbQQ\nNAJur78dWg/1DEUmIvVx5OJ5s9ixtR8lvIZVe6tw/I7jAACf0T5ofrcZSUlJAIDY2Fj80nZ/IBvq\nf6tHdng2ANPQ5jHnzXdlCwoKMHjwYACmRVEuXrzIPemJqEuU0EYqVU/VZvawuiA8MhyVAyvF4/1v\n7+/Si7xt2zZoL2mhvfYyn+hzQnWdWjXOIWBmaTCzNNSYmUgunoPMI6LqCuos7qYWFRWJiz4BgCCY\nPq7/GbOYXxttOb/2+m1+5OrUqrFdYGZpMLM01JjZGairlyWjEQtGiI99f/PFd9991+lz1q9fj/7o\nLx579PewSzYiIiIC3G91h4uPaUsJ42UjvK96IzAwEADQ0NCA0tJS8dqffjLtgXu9+kLb82uVsHAU\nERFZx45tF0Wkmf/qG4cRePnFlzu8a3vu3Dns3LnTomObkqi+hU3UuE8XM0uDmaWhxsxEUlu+HDh5\n0jRszTPG8q5tdHS0eNx2AanTp4GgoPY/Yx2tiHz9HVu5qLFdYGZpMLM01JjZGbBj20W6SB1cbjX9\nFdgbOlQersSuXbtsXr9p0yYIgoB+6Gf+GhE6m9cTERHRjamoAPbsMT22GI58sg5RUVHicWFhofj4\nzBkgPLz917K1InJlZSUKCgoAAK6urkhISOip+ERE1APYse0ijUafB38BAAAccklEQVSDwKmB4vEI\njMBLL71k9a6t0WjEhg0bAMDiju3R+qP2D9rD1DiHgJmlwczSUGNmIqlNnAjs22d6fP0d27Yd27Z3\nbFs7th3OsW1zxzY7O1t8PHz4cHh6yrfDgRrbBWaWBjNLQ42ZnQE7tt3gd4ef+HgERuKnn37C9u3b\nAQB1dXUoLCzEnj178Pe//x0lJSUAgAHaAeJzOMeWiIio502YAOzfD7S0dHzH1lrHti1jvRGN5xpN\nB1pAF2bu2CplGDIREVnH7X66ofH/GnGov2nhiKtoQipmQOerg6urKyoqKtpdr4UWu7ALrjDtf5di\nSIGLl4ukmYnI+XBLAdu43Y/9yP0aRkYCX34JRHjUIWdQDgDAI9gDPhk+iI2NBQCEhYXhzJkzAICQ\nEODgQWCA+e/PMOQZcGTYEQBAr/BeSDqdJH5u8uTJ4sKRW7ZsQVpamgT/KiJyFHK3kUrG7X5k4NHP\nQ/xLsDvcMBRDUVNTY7VTCwB90Vfs1Lr3c2enloiIyE5ahyP3CusFjatpG57G0kaE9g0Vt+UpLi5G\nY6PpjuyZM0BwsOXXsJhfG22+82s0Gi2GIvOOLRGR8rBj2036O/Ti45EYafG5kJAQpKSk4IEHHkBY\nWJjF/FpdhE6V4/GZWRrMLA1mJnJcL78MzJsHaN200EWahxAb/2vEbbfdBgBoaWkR79i6uAAajeXP\nWG1Brflxfi2aqpsAAL/++isMBgMAoH///hjQ9javDNTYLjCzNJhZGmrM7AzYse0mv8nmebbjvcYD\nAOLi4lBRUYGzZ8/iwIED+OSTT/Dzzz9jxvAZ4rW6cK6ITETUqqmpCc8//zyeffZZbN68GS+++CJy\nckzDR/Py8vDYY4+hsbERS5YskTkpqUW/foCvr+mxxTzbDhaQul71d9Xi48b/NuLUItO1befXjhkz\nRrwDTETkSNRem13lDqA2+gl6058DWoDgumA8OOtBvP/R+9Dr9ZbX6fV4YOIDKD1m2gxeF6FT5Z5X\nzCwNZpYGMyvHtGnTMGvWLDz++OMATAvwjR07FmvWrEFMTAzKy8vh4eGB6dOny5yU1MgzxhP42vS4\ndQGpzMxMAO07tq0/Y03VTaj5vkY87xXnhah1pg6x0haOUmO7wMzSYGZpqDFzV6i9NvOObTe56d3g\nM9LHdCAAb899u12ntlX9afNcHe5hS0RkcuLECWRlZeG+++4Tz3l6emLGjBlYt24ddDod/P39AQB+\nfn62vgyRTdffsY2OjhaPbd2xrcqsgtBsWqTE1c8V8VnxcNO7AQAOHTokXjdmzBh7RCYikpUj1GZ2\nbG9A221/qr6rsnnd9R1bNY7HZ2ZpMLM0mFkZioqKEBgYiKCgIIvzffv2RVFREXx9faHX67Fx40aM\nGDFCppSkZhZ72V635U9hYSGqqoDWhTZbf8YqtpsXguz/eH+xU3vp0iVxXq6HhweGDx9u5/SdU2O7\nwMzSYGZpqDFzZxyhNnMo8g3Q36HHuTfOAQCq2szHaUtoEVB/pk3HNlwHHJMkHhGRoiUkJKC6uhoG\ngwHe3t7i+aKiIowbNw4ajQarVq2SMSGpWW0t4BFh7tjWF9UjMjRSPD516hQSE4Ht24HWG7mCUUDl\njkrxmoAZAeLjtndrExIS4O7ubsf0RETycITazH1sb4Cx3ojv/b6H0GjK8F8/X0w/NhSBt7mJ1zSU\nNuDwgMMAANdAN4wrHytLViJyPp22kYsWAadOAZ6ewKefAjamU9jt+QCWLFmCSZMm4Z577hHPjRgx\nAt988w0GDhzY7a/XVdzH1n6U8hoGBAADBwKvnDyEWxpMW/uMzB+J3iN6X9vqxxXu7ldx+bIGHh6m\n59QcrsGxZNNfn936umHM/42BRmtaIOqZZ57BW2+9BQBYtmyZ+JiIqDtYm23jPrYyctG5wHecr3h8\nW1UNvhlnOWen7TBkT86vJSIlOXUK2L8fyMgA/PxMe560frz8svXnvPyy+Zr1683PX7So29/eYDBg\n5cqV2Lt3r3jut99+w7Rp08T5O0Q3yt8fyM0FTjWY79o2FjUiIiLi2tFAABdQX28ecVW5vc3d2rsD\nxE4toLyFo4jIQbE23zR2bG/QwGWWf7W447U+FsfWFo5S43h8ZpYGM0uDma/xvPYLf0ICxMmGrR8d\nFc/Wa+66y/z8deu6/e137NgBX19f3HrrreK5ffv2YenSpfjmm28srl2+fLl47tChQ2Ino6amBs8/\n/zzWrFkjXnv58uV258j5hIeb/ntZb+7Y1hbUYtKkSa1X4OrVAiy69otfVlYWKraZ59e2HYZ89epV\nHDlyRDxWSseWbZk0mFkazHwNa/NNY8f2Bvnf6Y9bUgPF4wsrz8BYaxSPuSIyESnWp58Cc+YAu3ff\n0FClm31+SEgI/P39sXr1ajQ0NAAATp8+jcGDByM9Pd3iWhcXF4wfb9ozPDk5WVyRNiMjAxMnTsT8\n+fPFa3fs2NHuHDmfLVuA5GSgXGe5gJR538VwAGfwzDPPAACull+FIdcAANC4aeA3xbxAZG5urvge\nDQ0NbbeoChFRj2Ftvmns2N6EoR9GwdXPtP5WY3EDil8pFj/XcKZBfNzasVXjnlfMLA1mlgYzX6PX\nA+npN1Y4e+D5o0aNgsFgQHV1NXr16gUAeP311/H7779j69atAIANGzZg586dyMvLg7+/P44dO4bl\ny5ejpaUF5eXl+Ne//oWamhr4+Ji2X7N2jpyTXg/88ANwxd9yy5+oqChMnToVgBeAX7F582YAwNDq\noeJ1vuN94epjXldTqdv8sC2TBjNLg5mvYW2+aezY3gT3Pu4IXxMuHpe8XYIrx64AsLxj2yu8l+TZ\niIjU6uuvv4Zer8fYsWMREhICwLTdgMFggFarRe/evdGvXz/88Y9/hIuLCwBYPUfOS6MBnn7X8o6t\nIAh4+umnAawB8B42btyI6upqy2HI0wMsvk7b+bVK6tgSEUlNDbWZHdubFDQvCPoJ1/4yYgQKFxai\npbmFc2xlxMzSYGZpqDHzzfr++++RkpKCH3/8EcnJybhw4QKuXr2KkJAQlJWVAQC02vbly9o5cl5x\nk9zh4mv6Rcp42Yir569i8uTJGDx4MACgtrYWmz7YhL27zAultJ1fCyh34Sg1tgvMLA1mloYaM98s\nNdRm/hZwkzQaDaI+iILGw7SCouFnA86+cBZGg2m+rYuvC9wC3Dr6EkRE1Mbdd9+N3NxclJSUoKys\nDHq9HuXl5fDy8oJWq0Vtba3FHnsA2u27R6TRaOA5yPKurUajwdKlS8Vz3739nbh1ny5SB89I8/Ul\nJSUoLS0FAHh5eSE2Nlai5EREyqOG2sx9bHvIf1/7L86+cLbdee+R3kg4kiBDIiJyVkpsI3tSdnY2\nLl68iJkzZ3Z4zhruY2s/SnwNC+YV4OLmiwCAyH9Gov+j/VFfX48BAwagoqICj+Ex3APTfo3BS4MR\n8U6E+Nz09HSkpaUBACZOnGixBQYRUXcpsY3sSUqozbxj20MGLBsAr6Fe7c7rwrkiMhFRT/n888/x\n5ZdfYsaMGR2eIwIArxhzXa47WQcA0Ol0eOSRRwAASUgSP3/9MGSlLhxFRKQ0SqnN7Nj2EK27FlHr\nogCN5fm2W/2ocTw+M0uDmaXBzOqXlpaGt956y2LOjrVzRAAshiIX7q7D+fPAhQvAX//6V4S5hKEf\n+iEXuYAX4Jvia/Fcpc6vBdTZLjCzNJhZGmrMbE9Kqc38LaAH+Sb7ou+ifhbnKr6tQFN1k0yJiIiI\nnJdnjLlje7WoFvPmAWvXAv3798ei2EXi54oDiqF1N/9KVF9fj6NHj4rHSUnmO7tERKRMnGPbw5ov\nNyMrJAeuVVfFc76ze2P410NkTEVEzkTJbaTcOMfWfpT4GrY0t+Cg50EITaZcd2McBka7IiwMWFZ2\nEJpfTAs9/o/L/+DD0g8RFBQEwLz6JwAMGjQIBQUF8vwDiMhhKLGNVArOsVUo11tckbBjKAwwbTFQ\nAG+sEaJkTkVEROR8tK5a6CLNU4KGeNehsBA4mNEEIc8onv/R+CPWrl1rPlbwMGQiIrKOHVs70Cfd\ngg2Tk7APvfFpfBz++ZFpux81jsdnZmkwszSYmcj5tJ1ne3uYaQGptLAqaK/dBNiKrahCFdauXYuG\nhgYAyl84So3tAjNLg5mlocbMzoAdWzvZ9G83FMwZgm/3uUGvlzsNERGRc2o7z/bhO+owZw7wWGKF\neK7YsxgAUF5ejs8++wyCIPCOLRGRCnGOLRGRg2EbaRvn2NqPUl/DC59cwMm/nAQABP4hEEP+PQQ/\n9P0BzRXNAID8x/Kx5P0lAIBhw4bhq6++QkSEaT9bX19fVFZWcsVtIrppSm0jlYBzbImIiIg6YbGX\nbUEdLudcFju1bn3dcP/K++Hpabqr+8svv2DVqlXi9cnJyezUEhGpBFtrCalxPD4zS4OZpcHMRM5H\nF21ePKr+dD1+/+Z38ThgegB+yfsF8+bNE89t3LhRfKzUYchqbBeYWRrMLA01ZnYG7NgSERGRw3L1\ndoXHAA8AgNAs4PyH58XPBUwPAAA8/vjjVp+rxIWjiIjIOlnm2L744ovYunUrNBoNYmNj8Y9//AMB\nAabi8t577+H999+Hm5sb1q1bh3HjxrUPzTHqREQ2sY20jXNsbXPk2nx86nFU7a6yOKdx02BsxVi4\n+rgCAKZPn44dO3aYP6/RoLq6GrfccoukWYnIMSm5jZRbT9VmWTq2V65cgY+PDwDg1VdfRXNzM159\n9VVcunQJ48ePR2ZmJs6ePYsnnngCR48ebR+abwwiIpvU0EY2NTVh5cqVaGlpQUxMDE6fPo3U1FSM\nGjXKrt+XHVvbHLk2F/2tCGXvlVmc85vsh7jdceLx7t27MXXqVPF42LBhOH78uGQZicixKbmNbKX2\n2izLUOTWwtnc3Iza2lr06tULAJCdnY1p06Zh4MCBuP322yEIAq5cuSJHRLtQ43h8ZpYGM0uDmZVj\n2rRpCAoKwhtvvIG5c+fiueeewyOPPIK9e/fKHc1pOXJtbruXbSv/6f4AzD9jkydPxuDBg8XPV1VV\nobq6WpJ83aXGdoGZpcHM0lBj5q5Qe22WbY7tihUrEBQUhO+//x7Lli0DAOTk5CAmJka8Jjo6Gjk5\nOXJFJCIiOzhx4gSysrJw3333iec8PT0xY8YMrFu3TsZk5Ki1ue1etq1a59e20mg0WLlypXhcUlKC\nRYsW2T0bEZESOEJtdrXXF54yZQouXLjQ7vyqVauQmpqK1157DStWrMCKFSuwfPlyvPPOOzZvQVsz\nb948hISEAAD0ej3i4+MxYcIEAOa/ovD45o8nTJigqDxdOW49p5Q8XT1um10JeRzx2Jnezx3J0nR+\nTVeNrRoLN71bt55TVFSEwMBABAUFWZzv27evxRxHe2l9jbKyslBcXGz376ckzlqbPQd5Ihe5AIB4\nxEMXpUNOWQ5QZnl9nz59kJycjEOHDiEqKgoPPfSQ+G+Tuy1w1rZM7uO22ZWQxxGPnen93BHW5izx\nvzdam2WZY9tWXl4eFi5ciMOHD+Pbb7/Fnj178O677wIA4uPjcfDgQXF4VCs1jFEnIpJLZ21kTxbP\n3nN6Y0j6kG49p6ysDGFhYaioqIC3t7d4/m9/+xsAiDXAHjjHtmscrTYLgoAf/H9Ac7Vp/1qPEA8k\nHEuw+otfdXU1Fi1ahHXr1kGv10sdlYgcFGuzbaqeY1tUVATANI/ns88+wz333AMAGDVqFHbt2oVz\n584hKysLWq22XeFUs678tUZpmFkazCwNZu55Ueuiuv2c/v37Y+HChcjMzLQ4f/DgQTz11FM9FY26\nyZFrs0ajgVecl3jcWNyIU4tOAWj/M6bX65Genq7oTq3S2wVrmFkazCwNpWd21tpst6HIHXnuuedQ\nWFgInU6HCRMmYOHChQBMt7oXL16MSZMmwd3dHR988IEc8YiIHNrYqrE4tegUotZFdXuoEgA0VTfd\n1PMNBgNWrlyJV155Rew8/fbbb5g2bRr8/f27/fWoZzh6bQ57LQy/TP8FxhojvBO8b+gXPyIie2Ft\nvnmyD0W+EUoe7kREJDelt5Hp6emYPXs2Vq9ejRUrVgAANmzYgNTUVGRmZuLBBx+02/fmUGT7UcNr\neLO/+BER3Silt5GOUJtlGYpMRETOKyQkBP7+/li9ejUaGhoAAKdPn8bgw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"text": "<matplotlib.figure.Figure at 0x110222ed0>"
}
],
"language": "python",
"trusted": false,
"collapsed": false
},
{
"metadata": {},
"cell_type": "markdown",
"source": "# Conclusions\n\nOverall the agreement between $\\Psi$ and $\\Omega$ looks pretty good. The fact that it is not perfect can be attributed to three different possibilities:\n\n1. The model is not in a completely steady state (i.e. there are trends in $V$). This is unlikely because it has been run for 730 years and all monintor statistcs are stable.\n\n1. There is unresolved numerical diffusion. This seems very likely and could probably be assessed by changing advection schemes.\n\n1. The LAYERS numerical scheme is imperfect. I suspect this is also true, but I don't know how to assess it.\n\nA very valuable check would be to have Ivana calculate the formation rates from the offline output."
},
{
"metadata": {},
"cell_type": "code",
"input": "",
"outputs": [],
"language": "python",
"trusted": false,
"collapsed": false
}
],
"metadata": {}
}
],
"metadata": {
"name": ""
},
"nbformat": 3
}
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