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@angus-g
Created February 22, 2017 13:48
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{
"cells": [
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Grid Generation on Climatology\n",
"\n",
"As a first step in coordinate development, we'll work on sections of climatology from [WOA13](https://www.nodc.noaa.gov/OC5/woa13/). Because temperature is given in-situ, we first have to convert to potential temperature. Similar to [convert_WOA13](https://github.com/adcroft/convert_WOA13), we use the Python `gsw` package, which implements TEOS-10."
]
},
{
"cell_type": "code",
"execution_count": 101,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"from netCDF4 import Dataset\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"from remapping import mom_remapping\n",
"import gsw\n",
"from scipy.linalg import solve_banded\n",
"from scipy.interpolate import interp1d\n",
"import hycom\n",
"from numba import jit"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As an initial set of input files, we load up THREDDS URLs for monthly averaged climatologies from 2005-2012."
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"temp_url = 'https://data.nodc.noaa.gov/thredds/dodsC/woa/WOA13/DATAv2/temperature/netcdf/decav/1.00/woa13_decav_t00_01v2.nc'\n",
"salt_url = 'https://data.nodc.noaa.gov/thredds/dodsC/woa/WOA13/DATAv2/salinity/netcdf/decav/1.00/woa13_decav_s00_01v2.nc'\n",
"\n",
"temp_urls_025 = 'https://data.nodc.noaa.gov/thredds/dodsC/woa/WOA13/DATAv2/temperature/netcdf/A5B2/0.25/woa13_A5B2_t00_04v2.nc'\n",
"salt_urls_025 = 'https://data.nodc.noaa.gov/thredds/dodsC/woa/WOA13/DATAv2/salinity/netcdf/A5B2/0.25/woa13_A5B2_s00_04v2.nc'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Sections\n",
"\n",
"Although our choice of coordinate should apply globally, we're particularly interested in a few troublesome spots, where there tend to always be problems, such as the Denmark Strait and the Sulu Sea. We may also care about dense overflows off Antarctica.\n",
"\n",
"## Atlantic\n",
"We have an Atlantic section at around 25 degrees west, which should include a portion of Denmark Strait overflow. We'll start with state data from the 1 degree WOA13 dataset."
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [],
"source": [
"temp = Dataset(temp_url, 'r')\n",
"salt = Dataset(salt_url, 'r')"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"lat = temp.variables['lat'][:]\n",
"lon = temp.variables['lon'][:]\n",
"dep = temp.variables['depth'][:]"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"lon_w = -25.5\n",
"#lon_i = (lon_s <= lon) & (lon <= lon_e)\n",
"\n",
"t_sect = temp.variables['t_an'][0,:,:,lon==lon_w].squeeze()\n",
"s_sect = salt.variables['s_an'][0,:,:,lon==lon_w].squeeze()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We want to take an contiguous latitude section, so we'll remove Greenland and everything north of it, as well as Antarctica. There's also a weird masked column at around 35 which is probably an island..."
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# empty columns are entirely masked\n",
"empty = np.sum(~t_sect.mask, axis=0) == 0\n",
"empty[169:] = True # mask above Greenland"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"lat = lat[~empty]\n",
"t_sect = t_sect[:,~empty]\n",
"s_sect = s_sect[:,~empty]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Using TEOS-10, we can convert from practical salinity to absolute salinity, and from in-situ temperature to conservative temperature. From here, we can compute the locally-referenced density, and the potential density referenced to 2000m."
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"sa_sect = np.empty_like(s_sect)\n",
"ct_sect = np.empty_like(t_sect)\n",
"rho_sect = np.empty_like(s_sect)\n",
"rhop_sect = np.empty_like(rho_sect)\n",
"\n",
"for i in range(s_sect.shape[1]):\n",
" sa_sect[:,i] = gsw.SA_from_SP(s_sect[:,i], dep, lon_w, lat[i])\n",
" ct_sect[:,i] = gsw.CT_from_t(sa_sect[:,i], t_sect[:,i], dep)\n",
" rho_sect[:,i] = gsw.rho(sa_sect[:,i], ct_sect[:,i], dep)\n",
" rhop_sect[:,i] = gsw.rho(sa_sect[:,i], ct_sect[:,i], 2000)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's take a look at the two density sections, the locally-refenced density and the potential density referenced to 2000m."
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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+mpx/XUZa2Wbqsm0G5tod1T5V2oaytpW7WUeeurRP/d/Y30CVDfbn69LN1and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\n0asAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fb71f3c74e0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = plt.subplot(211)\n",
"plt.pcolormesh(lat, dep, rho_sect)\n",
"ax.invert_yaxis()\n",
"#plt.colorbar()\n",
"\n",
"ax = plt.subplot(212)\n",
"plt.pcolormesh(lat, dep, rhop_sect)\n",
"ax.invert_yaxis()\n",
"#plt.colorbar()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Observation Grid\n",
"\n",
"We have observations at particular depth levels, which are given by masking the depth coordinate by the mask from a particular column of our temp/salt data. We assume these observations are at interfaces (because we have an observation at z=0, for example), and therefore we calculate layer averages from these so that we can perform remapping later. We also store the actual depth of each column (we don't have partial-cell topography available though) so that we can ensure regularity of our interpolated grid."
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"sa_int = sa_sect\n",
"ct_int = ct_sect"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"sa_lay = (sa_int[1:,:] + sa_int[:-1,:]) / 2\n",
"ct_lay = (ct_int[1:,:] + ct_int[:-1,:]) / 2"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# depths of all interfaces on which observations are present\n",
"gr_int = np.ma.array(np.tile(dep.reshape(-1, 1), (1, sa_int.shape[1])), mask=sa_int.mask)\n",
"\n",
"# thicknesses of all layers between interfaces\n",
"gr_th = np.diff(gr_int, axis=0)\n",
"\n",
"# bottom interface at each column\n",
"topo = gr_int.max(axis=0).compressed()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Remapping\n",
"\n",
"Now we can define a function that will remap from our source data to any target grid.\n",
"\n",
"**Note:** *We might want to do this for temp/salt rather than conservative temp and absolute salt?*"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"remap_cs = mom_remapping.Remapping_Cs()\n",
"remap_cs.remapping_scheme = 4 # PQM_IH4IH3\n",
"remap_cs.degree = 4"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def remap(h):\n",
" \"\"\"\n",
" Remap from original climatological grid according to h\n",
" \"\"\"\n",
"\n",
" sa_remap = np.empty_like(h)\n",
" ct_remap = np.empty_like(h)\n",
"\n",
" # remap by columns\n",
" for i in range(h.shape[1]):\n",
" # we need to make sure we deal with unmasking here,\n",
" # otherwise we'll get the fill values for thickness\n",
" # and salt/temp, which would be just a little weird\n",
" sa_remap[:,i] = mom_remapping.remapping_core_h(gr_th[:,i].compressed(),\n",
" sa_lay[:,i].compressed(),\n",
" h[:,i], remap_cs)\n",
" ct_remap[:,i] = mom_remapping.remapping_core_h(gr_th[:,i].compressed(),\n",
" ct_lay[:,i].compressed(),\n",
" h[:,i], remap_cs)\n",
" \n",
" return sa_remap, ct_remap"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Grid Generation\n",
"\n",
"We can go about generating the grid using the Hofmeister et al. (2010) technique. This involves a vertical grid diffusion to optimise for buoyancy, shear, near-surface zooming and a background component. Then we're left with an isopycnal or neutral density curvature tendency term.\n",
"\n",
"## Neutral Density Curvature\n",
"\n",
"First, we'll define a function to calculate the neutral density curvature `ndc` at interfaces, which is where we need to calculate the tendency term."
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def ndc_int(z_int, sa_lay, ct_lay):\n",
" \"\"\"\n",
" Calculate neutral density curvature between\n",
" adjacent columns, given their (absolute) salinity, (conservative)\n",
" temperature and physical positions (or pressure).\n",
" \n",
" z_int gives the current location of all model interfaces,\n",
" and sa_lay and ct_lay give the absolute salinity and conservative\n",
" temperature cell mean values between these interfaces.\n",
" \"\"\"\n",
" \n",
" # first, calculate layer thicknesses\n",
" h = np.diff(z_int, axis=0)\n",
" \n",
" # use the layer thicknesses to interpolate interface values\n",
" # using weighted average of the cell mean values on either side\n",
" # XXX is this the right thing to do?\n",
" sa_int = (sa_lay[1:,:] * h[1:,:] + sa_lay[:-1,:] * h[:-1,:]) / (h[1:,:] + h[:-1,:])\n",
" ct_int = (ct_lay[1:,:] * h[1:,:] + ct_lay[:-1,:] * h[:-1,:]) / (h[1:,:] + h[:-1,:])\n",
" \n",
" # drop top and bottom interfaces, since we won't calculate\n",
" # the curvature at either of these places (those interfaces\n",
" # can't move)\n",
" z_int = z_int[1:-1]\n",
" \n",
" # for dealing with edges, extend data with a ghost column\n",
" # to give a Neumann boundary condition (dC/dx = 0)\n",
" zi_gst = np.concatenate([ z_int[:,[0]], z_int, z_int[:,[-1]]], axis=1)\n",
" sa_gst = np.concatenate([sa_int[:,[0]], sa_int, sa_int[:,[-1]]], axis=1)\n",
" ct_gst = np.concatenate([ct_int[:,[0]], ct_int, ct_int[:,[-1]]], axis=1)\n",
" \n",
" rl, al, bl = gsw.rho_alpha_beta((sa_gst[:,1:-1] + sa_gst[:,:-2]) / 2,\n",
" (ct_gst[:,1:-1] + ct_gst[:,:-2]) / 2,\n",
" (zi_gst[:,1:-1] + zi_gst[:,:-2]) / 2)\n",
" rr, ar, br = gsw.rho_alpha_beta((sa_gst[:,1:-1] + sa_gst[:,2:]) / 2,\n",
" (ct_gst[:,1:-1] + ct_gst[:,:-2]) / 2,\n",
" (zi_gst[:,1:-1] + zi_gst[:,:-2]) / 2)\n",
" \n",
" ndd_l = rl * (bl * (sa_gst[:,:-2] - sa_gst[:,1:-1])\n",
" -al * (ct_gst[:,:-2] - ct_gst[:,1:-1]))\n",
" ndd_r = rr * (br * (sa_gst[:,2:] - sa_gst[:,1:-1])\n",
" -ar * (ct_gst[:,2:] - ct_gst[:,1:-1]))\n",
"\n",
" return ndd_l + ndd_r"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Example\n",
"\n",
"Let's take a look at these neutral density differences `ndc`, on the uniform grid 50 level grid remapped from the source data. First we show the original potential density field from the remapped data."
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7fb71f1ff0f0>"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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oO1PSkZRk7oikM1L5IUl3Sboz9bZ+delY3ybp65J+s84p2EkbY9aT2WbBuwG4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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fb71f3c8470>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"n = 50\n",
"# uniform thickness from 0 to max topo with n layers\n",
"h = np.ones((n,lat.size)) * topo.max() / n\n",
"\n",
"h_i = np.where(h.cumsum(axis=0) > topo)\n",
"# deflate all layers below topography\n",
"h[h_i] = 1e-3\n",
"# get unique latitudes (to get the first cell that needs inflation)\n",
"_, i = np.unique(h_i[1], return_index=True)\n",
"# inflate\n",
"h[h_i[0][i], h_i[1][i]] += (topo - h.sum(axis=0))[h_i[1][i]]\n",
"\n",
"s, t = remap(h)\n",
"\n",
"plt.pcolormesh(gsw.rho(s, t, 2000))\n",
"plt.gca().invert_yaxis()\n",
"plt.colorbar()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we actually calculate the curvature and print some statistics to see what kind of numbers we're dealing with."
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"min:\t\t-0.502206415361605\n",
"max:\t\t0.70622286280537\n",
"mean:\t\t0.0014406496599177565\n",
"mean (abs):\t0.018479893720809812\n",
"sd:\t\t0.07679944111838279\n",
"sd (abs):\t0.0745568451291103\n"
]
}
],
"source": [
"z = np.concatenate((np.zeros((1, h.shape[1])), h.cumsum(axis=0)), axis=0)\n",
"ndc = ndc_int(z, s, t)\n",
"\n",
"print('min:\\t\\t{}\\nmax:\\t\\t{}\\nmean:\\t\\t{}\\nmean (abs):\\t{}\\nsd:\\t\\t{}\\nsd (abs):\\t{}'.format(\n",
" ndc.min(), ndc.max(), ndc.mean(), np.abs(ndc).mean(), ndc.std(), np.abs(ndc).std()))"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7fb71f354978>"
]
},
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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LoiiKoiiRZA6fBS4f73U2WiRtjYsOXBRFURRlh7z9pscBAB+46w97nJPtYODHvE7rR5KT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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fb71f3e26a0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10,6))\n",
"plt.pcolormesh(lat, z[1:-1], np.log10(np.abs(ndc)))\n",
"plt.gca().invert_yaxis()\n",
"plt.colorbar()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Diffusing interfaces\n",
"\n",
"Now we define a function to compute the optimised interface positions according to the diffusivitye quation. For the moment, we've only included the surface zooming, buoyancy and background terms. This is because we don't have any velocity data from which to calculate the shear term. We could however calculate the shear term from thermal wind if required."
]
},
{
"cell_type": "code",
"execution_count": 104,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"@jit\n",
"def diffuse(z_int, c_surf, d_surf, c_n2, dt, t_grid=3600, d_rho=0.5):\n",
" \"\"\"\n",
" Use an implicit diffusivity equation to evolve the grid defined by z_int at timestep dt.\n",
" \"\"\"\n",
" \n",
" # allocate new grid\n",
" z_next = np.empty_like(z_int)\n",
" z_lay = (z_int[1:,:] + z_int[:-1,:]) / 2\n",
" \n",
" # gravity used by gsw\n",
" g = 9.7963\n",
" \n",
" I = z_int.shape[0] - 1 # number of layers\n",
" A = np.zeros((3, I+1)) # diffusion system coefficients\n",
"\n",
" # iterate over columns\n",
" for i in range(z_int.shape[1]):\n",
" # calculate local buoyancy term at interfaces\n",
" # from temp/salt data at the centre of layers\n",
" n2, z_c = gsw.Nsquared(sa[:,i], ct[:,i], z_lay[:,i])\n",
" # drho_dz term to convert to distance\n",
" dz_r = np.maximum((n2 * 1e4) / g**2, 0)\n",
" # diffusivity coefficient on interfaces\n",
" k_n2_int = dz_r / d_rho\n",
" # interpolate the diffusivity coefficient from interfaces\n",
" # to layers, where they apply in the diffusion equation\n",
" # we have to (linearly) extrapolate into the top and\n",
" # bottom layers, because we don't have the buoyancy frequency at\n",
" # the surface or the very bottom\n",
" f = interp1d(z_c, k_n2_int, bounds_error=False, fill_value=\"extrapolate\")\n",
" k_n2 = f(z_lay[:,i])\n",
" \n",
" # determine total grid coefficient from\n",
" # background term 1/D, where D is local depth\n",
" # surface stretching 1/(d + d_0) for distance\n",
" # from surface d, and factor d_0\n",
" #\n",
" # k_grid = D/tgrid * (c_surf*k_surf + c_n2*k_n2 + c_b*k_b)\n",
" k_grid = (z_int[-1,i] * (c_surf / (d_surf + np.maximum(z_lay[:,i], 0)) + \\\n",
" c_n2 * k_n2) \\\n",
" + (1 - c_n2 - c_surf)) / t_grid\n",
"\n",
" # fill in implicit system coefficients\n",
" A[0,2:] = -dt * I**2 * k_grid[1:]\n",
" A[2,:-2] = -dt * I**2 * k_grid[:-1]\n",
" A[1,[0,-1]] = 1 # boundary conditions\n",
" A[1,1:-1] = 1 + I**2 * dt * (k_grid[1:] + k_grid[:-1])\n",
"\n",
" # solve tridiagonal system\n",
" z_next[:,i] = solve_banded((1, 1), A, z_int[:,i])\n",
" \n",
" return z_next"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Neutral Density Curvature Tendency\n",
"\n",
"Instead of including the adaptation to neutral density curvature into the diffusion equation, we can implement it in a separate step, where the neutral density curvature is converted to a tendency, depending on the local stratification."
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"def ndc_tendency(z_int, sa, ct):\n",
" \"\"\"\n",
" Calculate interfacial tendency according to\n",
" the neutral density curvature, calculated on\n",
" interfaces.\n",
" \"\"\"\n",
" \n",
" # gravity used by gsw\n",
" g = 9.7963\n",
" \n",
" # calculate neutral density curvature on the interfaces\n",
" ndc = ndc_int(z_int, sa, ct)\n",
" \n",
" # calculate local buoyancy frequency on interfaces to get convert from\n",
" # density differences to an interfacial displacement\n",
" n2 = gsw.Nsquared(sa, ct, (z_int[1:,:] + z_int[:-1,:]) / 2)[0]\n",
" # set a minimum value of n2 so we don't divide by zero\n",
" n2 = np.maximum(n2, 1e-10)\n",
" dz = (g**2 * ndc) / (1e4 * n2)\n",
"\n",
" # maximum interface movement is limited by half layer thickness in\n",
" # the direction the interface is moving\n",
" \"\"\"\n",
" h = np.diff(z_int, axis=0)\n",
" h_i = np.arange(dz.shape[0])[:,np.newaxis] + (np.sign(dz) / 2 + 0.5).astype(int)\n",
" h_j = np.tile(np.arange(h_i.shape[1])[np.newaxis,:], (h_i.shape[0], 1))\n",
" h_dz = h[h_i,h_j]\n",
" \"\"\"\n",
" h_dz = np.diff((z_int[1:,:] + z_int[:-1,:]) / 2, axis=0)\n",
" dz = np.sign(dz) * np.minimum(np.abs(dz), h_dz / 2)\n",
" \n",
" return dz"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Target Isopycnal Tendency\n",
"\n",
"Here we can simply calculate a tendency based on a list of target densities (of interfaces)."
]
},
{
"cell_type": "code",
"execution_count": 120,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"@jit\n",
"def iso_tendency(z_int, sa, ct, targs):\n",
" # gsw gravitational constant\n",
" g = 9.7963\n",
" \n",
" # layer thicknesses for interpolating density onto interfaces\n",
" h = np.diff(z_int, axis=0)\n",
"\n",
" # calculate current densities of layers\n",
" # using layer-mean pressure\n",
" s2 = gsw.rho(sa, ct, (z_int[1:,:] + z_int[:-1,:]) / 2)\n",
" \n",
" # interpolate (linearly) onto interfaces by column\n",
" s2_int = (s2[:-1,:]*h[1:,:] + s2[1:,:]*h[:-1,:]) / (h[1:,:] + h[:-1,:])\n",
" \n",
" # difference from target\n",
" # only computed on interior interfaces\n",
" s2_diff = targs[1:-1,np.newaxis] - s2_int\n",
" \n",
" # buoyancy frequency from values on layers\n",
" n2 = gsw.Nsquared(sa, ct, (z_int[1:,:] + z_int[:-1,:]) / 2)[0]\n",
" # set a minimum value of n2 so we don't divide by zero\n",
" n2 = np.maximum(n2, 1e-10)\n",
" dz = (g**2 * s2_diff) / (1e4 * n2)\n",
"\n",
" # maximum interface movement is limited by half layer thickness in\n",
" # the direction the interface is moving\n",
" h_dz = np.diff((z_int[1:,:] + z_int[:-1,:]) / 2, axis=0)\n",
" dz = np.sign(dz) * np.minimum(np.abs(dz), h_dz / 2)\n",
" \n",
" return dz"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Generation Algorithm\n",
"\n",
"Now we have the generation algorithm as follows:\n",
"\n",
"- move interfaces according to their isopycnal/neutral density curvature tendency (3D term)\n",
"- enforce grid regularity\n",
" - minimum thickess of all layers\n",
" - conservation of total column thickness\n",
"- optimise interfaces according to diffusion equation, based on e.g. buoyancy or distance from surface"
]
},
{
"cell_type": "code",
"execution_count": 89,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"def generate(z, sa, ct, dt, alpha=0.5, isopycnal=False, isos=None, t_grid=3600*3, c_surf=0, d_surf=0, c_n2=0):\n",
" \"\"\"\n",
" Return a new grid specified by interface positions\n",
" for a current grid given by interface positions\n",
" as well as the density variables and an optimisation\n",
" timestep.\n",
" \n",
" Parameter alpha determines the amount of tendency used\n",
" to move interfaces in the 3D step (based on neutral\n",
" density curvature or target isopycnals).\n",
" \"\"\"\n",
" \n",
" z_new = z.copy()\n",
" \n",
" if isopycnal:\n",
" # calculate grid tendency from target isopycnals\n",
" dz_tend = iso_tendency(z, sa, ct, isos)\n",
" else:\n",
" # calculate grid tendency term from neutral density curvature\n",
" dz_tend = ndc_tendency(z, sa, ct)\n",
" \n",
" # apply tendency to interior interfaces\n",
" z_new[1:-1] += alpha * dz_tend\n",
" \n",
" # calculate new layer thickness and\n",
" # enforce minimum layer thickness and positive depths\n",
" h = np.diff(z_new, axis=0)\n",
" # 1mm thick minimum\n",
" h = np.maximum(h, 1e-3)\n",
" \n",
" # reinflate each column\n",
" # weight layers through the water column, for example\n",
" # to give thinner surface layers\n",
" w = 1 # uniform weighting\n",
" h *= w\n",
" # use actual bottom depths\n",
" h *= topo / np.sum(h, axis=0)\n",
" \n",
" # check that we didn't introduce any negative thickness layers\n",
" if np.any(h < 0):\n",
" print('negative thickness at iteration', k)\n",
" \n",
" # recalculate z from h\n",
" z_new = np.concatenate((np.zeros((1, h.shape[1])), h.cumsum(axis=0)), axis=0)\n",
" \n",
" # check that the total column thickness is preserved\n",
" if np.any(np.abs(z_new[-1,:] - topo) > 1e-10):\n",
" print('bottom moved at iteration', k)\n",
" print(z_new[-1,:] - topo)\n",
" \n",
" # optimise layers by diffusion\n",
" return diffuse(z_new, c_surf=c_surf, d_surf=d_surf, c_n2=c_n2, dt=dt, t_grid=t_grid, d_rho=0.5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Testing generation algorithm\n",
"\n",
"Let's test the generation algorithm in a few cases. The first is to use the neutral density curvature as a tendency term for adjusting the grid, and the second is to move the grid toward target isopycnals. In both cases, we start with a 50-layer sigma grid (i.e. uniform thickness layers, distributed between the surface and local topography)."
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"n = 50\n",
"# uniform thickness from 0 to max topo with n layers\n",
"h = np.ones((n,lat.size)) * topo.max() / n\n",
"\n",
"h_i = np.where(h.cumsum(axis=0) > topo)\n",
"# deflate all layers below topography\n",
"h[h_i] = 1e-3\n",
"# get unique latitudes (to get the first cell that needs inflation)\n",
"_, i = np.unique(h_i[1], return_index=True)\n",
"# inflate\n",
"h[h_i[0][i], h_i[1][i]] += (topo - h.sum(axis=0))[h_i[1][i]]\n",
"\n",
"sa, ct = remap(h)\n",
"\n",
"# save initial neutral density curvature and density to see\n",
"# how things change after iteration (see above for plots of these\n",
"# quantities)\n",
"ndc_init = ndc_int(z, sa, ct)\n",
"rhop_init = gsw.rho(sa, ct, 2000)"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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V87dVpLzy/vWvfw2AtzF+UZYVVZHOHf3mL95r7TNw4EAAaomfV4whPD6fUru9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\nDxWjR/zjRZhIAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fb71f363860>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.pcolormesh(lat, z, h)\n",
"plt.plot(lat, z.T, 'k', linewidth=0.4)\n",
"plt.colorbar()\n",
"plt.gca().invert_yaxis()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Neutral density curvature generation\n",
"\n",
"First we'll use the neutral density curvature, along with the regular grid diffusion."
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [],
"source": [
"z_ndc = z.copy()\n",
"sa_ndc = sa\n",
"ct_ndc = ct\n",
"\n",
"for i in range(10):\n",
" z_ndc = generate(z_ndc, sa_ndc, ct_ndc,\n",
" alpha=0.25, dt=10, t_grid=3600*24,\n",
" c_surf=0.1, d_surf=200)\n",
" h_ndc = np.diff(z_ndc, axis=0)\n",
" sa_ndc, ct_ndc = remap(h_ndc)"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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RRh+EMNEHiD8OKlYbE39kO3WBYCTqqS0M9dQXybpMhAu91xbXr3Rv6l4bTsQf7W2jTrFE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PryWRdrIjt182j/UNTbgUmXP1UtLFgoWjaqjy5vDQ6s3sbung6rEjyQ14SYWSHDncRXNzb3+s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\nCrORXCEXBzqr+V3FPyNr9V6jyfHDOeZsptnXzTUZ81hZVcENQ4pIT4juqR3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SA19Clcw0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TogmJRWclxzKZTHMxwUgIT9iP3RDiW9OvpTPo5rHOgxzr6uxz3p9tf5cfLLiB/b5K0kwO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\noRjTKGNGoVAoFArFmOZ/AZ9Xs2XgqBe6AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fb71de65198>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10,6))\n",
"plt.pcolormesh(lat, z_ndc, h_ndc)\n",
"plt.plot(lat, z_ndc.T, 'w', linewidth=0.6)\n",
"plt.colorbar()\n",
"plt.title('layer thickness after ndc opt.')\n",
"plt.gca().invert_yaxis()"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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rWvIEgONjg9l/Dys6n53Alefq97RyXT+fRXq2Rz5pvpsbz9cDKpvEWFOmVtPNJuxXk/RV\nYrAt/0hZD7QsuVrU+1iynyN/jSPjuo89dsPUSJTv0/u1b9F996OdO7rrfluf99xJTYpnK/q8pt+B\nPs8n5rRJCACWSRK9Y+K6YQLcDbCphFX+j6xoTRu/mwb5YrGk7C2Zpo7KEf0+jt51HdvBxbnwu2Wz\nIwAtQAEokdmE+wz7xtQtrbnwS3qfJvmKsEnwxL1cEBo4UtHjRM3RE7jho0VjVKy9G8/QOuTYPBYb\nle7fM6OLWOmE/c6PTFSnphcx36jg3Og8ltoVvP/Wj6ChbLQkwKzTO0+48DFq7b0ErgB0hkSgOBCk\npGK3cW0xrWr7cOLi6rihblzxBq2htjHYVMKT62qHnB7Jt6Lpp7/irMmVJSAg4bNRIMdTmhi4TWze\nYPX2WEE/j+W2+TwuLGlyxrbjVpva/sV0X5ybCUxI9gvjkb/SR+fv7G7jfsiOzrNl0/QYI+kb89Vr\n2nQxO7aS3H1X8bEHn9xdP3lSm99YCi7SNxETkoOMpVYJhVH9Lf/F40/N3Pe7Tj2Yup3NvJ1RPZaU\nHtDEsHmXFhLKRArHq6ampEXO5k5JEz0meTzeGH5W7XSTR+0e09+HRbv5GzSXtMh8X0sfE22HnJ5v\naFPe4pReZ0Ly1YdP4NyZ63jS2A1UnRYW2lUstPS3W5Yi6uJhyl7HPJlXXfgoWTuS/HnTUAA6Kicl\nG8IS1WPj7ocby7rr2RPmcW1Wu5GjVVDSnYB9StZdkmKC9KiK2M+hWhy8jYCWltiGXa3oQYJ9GEq1\nTo+2JEeOHDlyDAcaHQdfn5/B8dEVfPXhEzhybKlLSCacOh5dm4YlCh94we8BAIKrT4IFwe2u1nRZ\nCFCyPJTEww1/f4SP4aAkQ05KGA6x1eYq2SqfvZa2+54iJifrD1HkydO02pxD6Vh9Owge/5LpER08\nO900NLeqOzJrJVhy5YgABmtN2PkSANbI479DxzOB40gVdr5l88R4UUtHowVTffy1lpaUV0kFf2xa\n3+ul01oqkQ6FZVcpkookrhvPMzU+zpgmfXy/7FRcOrKxQx/fk5+IjKp7FKrOmijSVpnRNHr78uPa\n8XS5ots+OkUS5itM091Jeu5sjjHWM/obO98++MjJ7vqz7zhv7HeuprUHLmnEDE0ZXY+dvdfIxs5m\nq6T2rr6g30FnRN/v6mUt0XaO6PM217XAIBaZRsq6L4yeNJ9VvamPYdPs5BGtzSmTMJDltBp00rWT\ngPn+a66dur1J6w1yaGZ/9MJntBAiz9PtqxVMtb7RLtLssMmGnVvX6VseI1MnR6MlseYXUbOHw6Ev\n1sjWSdMW+oiEODZLDsJutqA4j+1r3a2WoEGh3kxInjFzuUtIpt3w/cWEJEZJbARQ3Yg4VwIU4KMe\nuIaD+F5BKYV27lMyOJK5E3YacX4Ji/xLeMAIEpMPa0ty5MiR4zBjzQ/JDEctBpR+Ace1kNE6QVFH\nNb2dTTFJfz0mEEza2BTc9HZuqpo9qgnr1Qs6So9zJI2WdduLlF7Cb/U6m3c8G48tTHQJycnSIiwo\nTLurqFotvOroF3uOKYqLpvJhQ8GPCKUlCs1gfyJwFASdAXO+7DaGmpRYolIJieVSp6bn2KHEPXbB\n7PiBl84+OeHVQG2yAnQyzhXMhhKFdbWY+vtap2BIMbUSOaeRxGck96EPXi7vnG/KYUPQdIzBzR4z\nJSW2C7OEyd7+nPeln0NrjKSmhDUA7GfBA+1yXb9D76sUzn6vDkHmPpKU+LKSYfG1WTLPakfrA1o7\ndfr7dWh68r7jkNviPtm6AWD0xIrhO1Ad1d9EhRITsraANTP+JsPit4JG2838hvm5s7aS+48/rce5\ntRl9nhHyZ7m8PIbZUe1zk6X53IzJO8f2EM8F6wsVVI+Fz/10YR5N5aIaOay+7vZP9xxnwYIbhf7Y\nUCjAR6AETbU/U3LoU5KTkk2BE/S0h7zZwWzLGDDWEsnCtgp1vGlMRGwqWZ/X5o3VEW3SyjI3uEZE\nSXp0CGCam3iyXFjT12OpopoxSXCkQjK/g0vqfzbZcO6Fxkm9nZPfXVrU7TjsGIQo7RZagYNVygnC\nzs3tIN089fiyNmdylFsyeZY06VtpaUI/emJnnF5tCQxzI38H3F42TwYORV+xlP+YJpWNqb2VapmQ\n9AM7ErOGoc7Ejvzgam52NM711vAFGHAfKdW0YDde0iap0gBm8vV2uvC4EfzRcLyKCUl9tQRxAzxj\n5jLuql7GjLOCBT80waURkhi2CCqUybUeaUledu6rGDRT7U5BAV2NzX5juGf3CMlkS7t2HdKadEQ/\nGh7QAlJhOs7W48k7vm1mKXU4Fb1tTNQ5cuTIsd9gl4M2+VMUipRcMCN6pp+PBxOITkaZit1AtdCC\nO0mZW7mECGm9WCCOCUmM+mpIUu86E5ptxuw6qlYLC34tk5BYs9+InF0tlCR8dvXA3vfkaZ090CgO\ngqEnJUlC4gcCp0iOddSRFEtA3u5LlSqh7uJ2MZh8dDJUroxASVcrUa7kqth+GJ2mFO408I2PmtqY\n5LuKwbZxluCNekdZ9YoSZjx2Cl4kTVJzjVKvT5Pj4r3abMJtZxKcHKSblJejQZJvvUHRYpSjo3RV\nH9+a1NoK5yXaoXRtSTtiJ/snS59JDddeokR+XJaV/m3z+5PE624slVEe39lsnjdumGHqpZp+h6MV\n6lfUf9j0q9gvg1ct1uqknwcAPEv/bwXpNXViTSlrtnLsDJiQHKusYMxuoGR1UJV2Xw1JDFdslKJ3\ntaActPfBwTWGguyLg20ahp6UxOCP8yCAi3BhB11BjIGJ+tDErJ7suHAaPzdWoXP6apuS0SXrRxgF\n+eg3niSYdNUpfHltTk/MhVE9YN9yxMwhsEQT+HhNT3xeQd8rt4OjJFZ28uEOOZiQ7Ac4YsdwQszI\nhbO4qt+r4Sflm9+yjJOW0GNpdWcn0sZSGKkxxwUkn9D3ZN+mr8cmQtZaOndpJ8n2ysHpe56yDO0G\nJ3F0+xCWb66l17LaK8TmJ66XdeO8Tih4+g6dat+oGZS4px3LhuyY4+NdZ7RgMWbXMWWn5+ZJQ+hX\nErbLh+yZRSANCrKvpIhxIEhJw9/hwZj6FUsrPFjyIGo56R+t71tGdc5NNUGJMUgENMnHtt9KHuWT\nI0eOIQFrnzqU2JD9wJJZbgdBZmK0HYy4yQIHOijStLGg1Wz3b8exygpGnCZKVgcl8Tblm+GKhQAK\nncjBNfQn2XsoAAFy881ASBKSVrMAIQmKCQP7hATJqJpdIKG2E5gF/Qzve71fmyTJLDNCGuptd1+d\nGw8K0qqDFhJhh0aVUo56aKeb/ziCpUFSWof2WbpmOgEuF9L75cyMlq7LrKEynEV1O9gBjwsRAkCd\nTEFY0L9ZM9rhj7NnOsf0NRRpIdr1dKK/9GWz1Hz9OWFBwOMDOlnuNNYiFblQSXuXou8ClxxV6f4K\n7t5EC/F7HvuA1hKuvCo9Soq/fk7iaJHfAt8rE4FkFBH3Y3ZQ5zGjYPlG38qxM5iZXcKRqpkjyxUP\nJeng3jPnM47SiP1KbAjsIdBSKLU7bRCR1wD4eQB3AniOUurzGx0z1KSEP+ZWc2ciWA46kmGoMdip\n7OoFqjTN9vcyDXzki8Fq8qTK3KJy91xGvUbe+/ye6iQoCZmF/EtalX+1bE7mp96hu+HjP6734/wA\nXOOE29ivXPlhg0FI9hiXV0aNd25Ikl76uzF8vFgLmYy+IbMik/mYkOwEWAvauq77WOmEJnArazoR\n1wglKjPNllSZO0ODOkxg0xp/KUxinD5O9Vfmxg1NyH5gvVPAYkO/m8IRSl9PJhu+p6S5holZy3c2\nncQSAOrLZczMms8i1pIcKyxj3Nq8z5UV0dT9NN0Ace2bXSFGDwB4FYD/a9ADhpqUxFhq7XQRMBog\n2+yjQZ26QS+oTCGBxZ2TwAoZk24s8bnbiO7JkSNHjp3AlbnQr8QlQuYvaiFx4kR6KG5W7pxkIVPG\n4romjLvpnBu3IaDs0NYypTwYIOvrsYrWHt5WvIqCbG68XgnC52YNRSiu7Eo+H6XU1wBAkp7nfTD0\npCSNkHRWtMToUmEpRSYbVoFGv+542/olXmMpf41U8OVNqJU7nr0pc08OjYrbxmpLS9pZ5rSAorcC\n0vKs0LFcfbZDWR+LY2b6bY7k4VpGHF7I0S2cvZHbxw6i3g2z/ztrFBV0LD39t8qw0bNa3/CZIk1F\n8w4zZ8Uw6Sf9+fC7D8a0dMxftRHNsk8+wXPfHU408rCe1PwymWMm098Zm4F4/OZ+MbdaxQQXs8ut\nMvuCWlG/w1hLUrI6cMUbyHQTY/z4RSxdPoUg6sX75U8CxCHBw9GhhpqUeAnmdmQyZKaX16bSdr8p\nwGo+tikbZpcRGrSZqJH2Z21dT7ocleMmzDdbUXMmURltolVgFb1JtObv1CTTq1NZ+hFKAtVKNxGw\nHwFLZkxIDguYkOwV6g39bthPp180gxF5loaEAGyYeXh9aeuUyEuENhtCCoXus7Zy5aoO8a2PpF+b\nw445ag3QhGS3MJGorpuVXoBrH/F7YkGJx9blTromeszd3fvZLFaWQ7LuUhFVNiO2bRIwEv2TNTVb\nxcyR5R5CAgDTziqq0oa9BcE3Jib3FgeP2tkNhCHBmd/ttIiwL8g7lFLviP8Rkb8DMJty3FuVUh/c\nbFuGmpTEuLI22iUkOwpfAI86L03OhuaQa6tFg5Jtb0+1mPQsbyU8vIfdV8LwQ6HtRUcPdpXR7EyR\nOQ4PjPwu/nB48OfYPpY7Zdx27Hr3/29c1E7Q7NfBJpu0HCkAUCdn8aTzNkchti7rEO2FM3qMWV3Z\nORO+4Z9G5Ujs41pVyiUnSm5vFOTZkdAB/FhhGeP2Oqxt1NgdP35xy8fuFIL+zrZzSql7sn5USr10\nJ9sy9KTkytpo5m+zn7Bx7SVUmXWdmHLVtO8J36m/fZOI71tAgo2zM5+Rb8GmMLcBLs2+JOt1klS3\nGH6cY2tYjbRJY3+nB8rFF+nBuFYxVfGGFE0mG7PeCfUFSn7GpofC/fp6BQD1k2F/8MZ8oMjRNBRF\nxCYbItoW5VVgM41b8tBpDv3nnyPH0CEmJECoJSlZHRTE35TpZhiRhwQPgE5C6lpphJPE7CeGw/a1\n12i3HSP6JitpVaGSnt/EI6cudVVLHs0SJcICMFLa31Ll8WTLxM4fQBrn7Kc92S99nsDJpEVmpcJF\nTQBXR4fD/BMTEgAGIdkuvJbd1cYZhR4TXco6raO02HTY9u2esOtURNdgU4eXTITIuSJ4OxEqxWGy\ntAv7dXlEsvyi+f5P/qX+/9LL0/MRFed0/2mcpKKGnL+CzIjeuvmwbHKIt0hAcVf0ut+mgozjev+A\nC0YaZiF9jXayEGjG6G1l1Pnhe2VtwdV6r1PnbGV/zQkbIRYAB61f0+gUUC1sfVw7PhJq6ieLOlrr\nWCEM9XfhH/jUDUrtTkZXEfk+AP8ngBkAfyUi/6SUelm/YzYkJSLyTgDfDeC6Uuqp0bZJAH8O4CyA\nCwB+QCm1KKGL7e8AeAWAOoDXK6W+GB3zOgA/G532l5VS79rMzcWEZLegBBCe7Eoc2rh7zqattmnr\n3G+zTdH1MtPiD9I2NusUXM4Gq1WjTsL0tXBHuvSfY3jBhIS1QoYt/4AP1DczYqIyTUUxA8rpY5Hg\nk5UHpV+OFPYRazf0Omf3XZnXGsPjH9ZT1fXv31pUYkxgVuu9DvDJ4BCu4H6kYuYjmSroZzJur286\n6mYYoQC0d6FCsVLqAwA+sJljBpkB/gjAyxPbfgbAR5VStwP4aPQ/AHwngNuj5Q0A/gDokpi3AbgX\nwHMAvE1EJgZt5FZSzFt1GyLoLmjY3UUF0Iv0WGH6t6VtdxfLDoxFBdJdOh27uxjH+1Z3SRISoNcJ\nVPnSk5Y7R44cOYYdy60SGh23Z2FCMixQKqypFC9ZYEIy7YTapO34kwwL4to3acteY0NqpJT6hIic\nTWx+JYAXRevvAvBxAP8u2v7HSikF4DMiMi4ix6J9P6KUWgAAEfkIQqLzno2unyQkvm9h7m79v7VM\ndnlS8arqwWevjJiYGOYb8ijvUe1G4A/MIacunFyHd6macsTwIytMmrU6ncTzaDTJuY1U5YUySXwn\nSK2/rNVVJk1MAAAgAElEQVTCrXupCmo5PSMrAARWRnE/Vv+TQ7NH12C7Rfs4vacSrSdFCM6x0yQH\n44vakdAmX+OV2+lc9H34I2Q6GDXThJf2qtRB1E/5zXLwHUfPWJxPiLWbDTLfJPrIpZeQn00jSlhV\n3sJkQqYuqZrHl7+iTaLrZ/XzHX+AakPNUrsCai9Vn81KpNVKOMfzfj4V52MzJo8LdfJPa9q95qnp\nqjZNHCTEhSlVBpfgiJmtImmeiYlIyTocpUAUgOCAVwk+qpS6AgBKqSsiciTafgIAuxJfirZlbd8A\n9NHlXv07ivZcuWuiajazJZeOm14gLSv/Rda6k1HYDwBQ8+g3vTnP0TK8MAZpXmdfnoxcKMlaUsE+\nFdu0GpYxaR//pCZkV5+WTiQPM+bWe4WUGtWysVf0c5AJ/c7XOgVjv+2A8wa583pcuvJCioykuaCR\nom1OYq1VNAhde52CI9xsYhoLgFmEZNxehwu/Rzg5iDjMVYLTRhfVZ3vvCUTegND0A3cmjLxJSr3b\ngdUSBDTzGdoV6ltm8jWOZiAJ07MMqTsLnB58ZHTj2H+WrEuVNpr1YUphlSNHjhwm1jq9Y9R6W28z\nfEiSdZeIiKCP6WQ3wCSoQ9fOKucRExKOVLGhYB9wE85uObpuBVslJddE5FikJTkGIA5mvwTgFO13\nEsDlaPuLEts/nnbiKCnLOwCgcvtxlUZIvDEtWZcvUoKto+k1NADAbu28NOa4ibBj7tQtkiq2kdPE\n82zD7NKIYvo3kxn2ZoBSYjjoNhLaH2+Boh5oe2VWO7H5lJTJ+YbOqtq5TRNJ1vIk0zKzNo8lcHbk\nA6XndikZmkvBDvUT+n0bTtYBIBSRwpFDQqaLBhXhC8ZJvUztKzyh29E+pvcplU2JtxiR8NYOCgab\nhb1qIyhRyDNJt/w+jAidePseaNukGj6/9Tu5qJ5u48rtFImzRH2GlUpsquI6QZROYHWlbJgbNxLW\nJmubr8WSIx2cfC0mJHEosCUKzzr9+H41bcewG2nmt4KtkpIPAXgdgLdHfz9I298oIu9F6NS6HBGX\nvwHwH8i59TsAvGWji2TZCHOE5IQjIJoU4ufzYOVm+NZQ+KK3SlVwEwSKJ9cC9ZZBo4Ri1WYg2QOo\nxVE6PDjTNbKS1d1MJh4mJHuNouMb3yOb77IKJPokhbL5pkdHqtJ/sld3gAjFIcmUIIiDDDik+LHv\n1N9QEeSMQ/davUQk4Vl760/AhGQQLKxVDEd7dZ0yJ09p8jl7JDv8t7QDGZ23AzeSGTyyLCmKAmo6\n6aHbSfBzsJZck6xnIPZL6pcN1kJw4LUkwAEz34jIexBqOaZF5BLCKJq3A3ifiPwYgMcBvCba/cMI\nw4EfRhgS/CMAoJRaEJFfAvC5aL9fjJ1eB0G77cDZjYqcnpg+DKw6ZAl1mwRSrZEz7kh6llO2qwdD\n0jn6QQ0Q+nkYbK05cuQIwZooj4SVlWZ6uoZVSuPQbjETTFSJJidtHoJdMxJ3R2EthWMykxOfyE7S\nURoIcx/FWhJfCVwcnmCKA1X7Rin1LzJ++vaUfRWAn8o4zzsBvHNTrcMGTmZKcPb9c91/v/4Tk911\ne818wAFLmd7OSNfJ0DFDlbzOdtKtX+Nm0gQMA2KNTOuolhDtDOfbZGQYq9M7PAgvaE0U87fOpAd3\nYXecKONmxo58QWc4VLM5chxEcDLGNMJy0KEg8A4KKdlPJCfkwv8XJvRp3HXz+lNwwbIOPR6eEDnN\nuKKOZiYIIvU7qcm91SqcU/sXGigW+wVt/PGzGYGfgbduOt5Jh9X3ZBayNjYR7SY6k2Fftqj+hzDZ\nMWozJTRSTJZcZju9z81yA4B8MdoTlOmTfBj6VRg3bM4kJNqJIo6xk2DpPDk63pKhhQSM0GaDzDGP\n4nslgmVoNw2NnXmNyhX9f0vLLvA4myz1i6wkcC3OrtTzrFJ8WgAEI/phtSgM2fCBYYd7fuftdEdM\nwDSJBXwfrHUlE5pwCDTtn2WiycoYvZ+wOgKfno9H9+dTvwgykjA6pc1VaQfSCYktCgU5HJE3QOgq\nMSxka/h6XQqqlRbURyc33nGbMCeDqCMWt6eiO3HbjW7xvfnHzXxxHdIC8QdluwHsLF+Q3cZs00hH\nzzkPOHEhh8kN4l/SLw2zJCfbHAcKXJG3X/XgHAcLJdsziuopKnPQJj+0BTLHuFSfq0VRNlwJOhlh\nw+SsME8kg6xCVgrR3gq8pgMU9fVqD2g/m/rd2qE9zYk4Jtt2NJYdhqRpMRQEXkb23b3G0JOSamX7\niW+KNyw0ZskZjx3reO5PmxxbNqyWIZLq9VOm0bNa020dnVnuOdXU6UXj/zqy6zb4MTHgvB97HC6X\nI0eOHDc70sKDO9E297BoSgB0Dnj0zZ4gbRJevsuDTf4ai8+c0vv7ev/ijeF4wDuJIJCEHwOpFUla\n4foxikMmkunqD+gjMgr10b22qTvb82bX9iYpQZudoaZnuOkEkE1KQWKw4nOxD8fU/Xp97rnasU7o\nGq3pDM0Ym+Ks7BfGYyNHmrDWK8shWVgdnnBC5FDguMR8ubhDUSdRQTsO12etu5TSTR3cj4WeOWs6\nVTuRCXqwum19EXgW/BL1nWZCsuTobeMzpbZzBJshBLEZis03ZJJwEv2NHxaHEdN2Z4W+lRr1MeoL\n800d/g4AU6WDF0qsVlwE1F84rHqr2u5GM9IGVfTzsEV1CQkA2AgORTgwcp+SzWP5APqR3DI6DwC4\nuDYOAFgdsKLlXkAFglj7yLb05BTNUUFMpI0U1xmVSHkfI4Q0MTlmmX+YgHE77Nzcs69otFwUSU3v\nq3SS59FcZ1F+lmAfQ5uTMIrM+elkLss/4bCCSYqRobmmyah1UafU9ymvTnPBJDhdGPUDEj9l1PYq\nX9frrXG9T1v0tBW0Bng3LdvwPRIq3bD+dBISqBldQhKhnkgOd9CrAieR+5RsAu3OLjSRhRKWREna\ndCh6J5ZC/Up/VR3n9IgJCWOk0MKV5dHu/9Z5+rAnKWHWiM4hYEUDeB6FkyNHjhx7DyYksZakZm/f\nrWCYkPuUDIis5GksaTUpisBd5kyI5jGsIg4yVPMbwa5b6FDhrPbFmvG7e2r3AutjbQLnB7ALB097\ntFvwO7bhTDfzT+bvVzmAnaPDyVxh1GChyAax0sloj+mHuxWda/2k3swqez5vUCQzBEmOVp06cgeG\nfxM7HrO2q0yRJj5pKDqaD2P8IVLfP11vb62a2jyvGA4RtdrG5RF2C1bDMstB0PdraPnomQsABImo\npF2EvW6bBf6sdCHCGNNIIBIjYRLtw11vzenWqwISZTFYY1AY/J7FUrh0fgYAcPLcjYGPuxkRa0fi\nv4cl8gYIu5y3Cz4lIvJrAL4HQBvAIwB+RCm11O+YoSYljMqUtus1Ltf67DkcKNtaLZhU/e0UWqRF\n6lCacfBExnbkBml/OMU1DdzJsdTIy6GsLX2ISkmi6Fp25zfzgKT7zDD8znCw+72AtQulEgbF2loZ\nPvlQyLgmKexbw++5QL7e7XE6WSIk2K7TO68QIWtuY5CMumkcCj56QffbtRPkhzTZqxEFEiG2Pgs0\n1O71Pe57pcG+PQ7xZ/8iv0okKMVfLyYnBjIK1gUknGGVomwiQiTtwfsqR/XYRK5WbtPbnVW9vThP\n91Qgn6fp7Guc+Dt9/MKTw/XmLWZJBfYDS9Y0Y0JSs1uoHDJNCbBrVYI/AuAtSilPRH4VYSb3f9fv\ngANBSoIHRmE9dWV3Ts6mHB5QicuxhLkROrH25HT6761lHedmJC9mqYmlQiUDp3TfC8S5KoQfnOFT\nAlrPTU45ctyMUAVlJAb0RoYv+2np0YJRcqB1ppdolEvtVP+RsAjf8IzL24VSsiuaEqXU39K/nwHw\n/RsdM9SkRDVsBA9kMwJV8tE4oh/k6HlyuLPNCXGFJLCsyIossMOVsqKEOqSBCCKm37mYrsGZqoTJ\nyObrvaXBN0KSkAwbSTlw8MR02PXTnXSzcqewyUYltDdcc4gjIOz9s3zkyJFjCyiXTC1KtaAJS8Vu\nwZLgUDm7KphJ4hKYFpHP0//viArnbhY/CuDPN9ppqEkJw4jwKO0/63bWbHijm2vHVGUd1zG+8Y4b\nIJ48O3X9+pxrVH12VU+cjXNaDTn7Kf0Mrz9bn88foeJ8dQdOZf98VVhV7pONietSBBQay9k9fQoJ\nXzuW0NLsUGmB7cKs+pvhd0CqdYvU78nQKK+m3627op9D84jep0Oh0Hz8jWfrf458lo6dNE2NDdLo\ns2mvRd8gJ/4zws65iBqXkkokwmKzCTueVy9Stt4aRV9MkS8On4o17onxdeFOqq9Cj8RiXww+3phv\nyHxDpoYj95kXufEt6SYfxVWNmezyQ2noY9m9xF2ikN5yIiS4yJ75dF6aTy0W/qlfMaEuTKbX4wKA\nUkGboVcW9QstzlFRvOMdSHtXVP/d98CmQIsi0tmcVqA2FRJpoq6+IHxWs5/qd7H075EJSezgWpLO\nIQoHjh1dM9/hnFLqnqwfReTvAMym/PRWpdQHo33eirBA+59t1JYDQUoCN6u7DB/sRm9L4zTOTd8x\nHCg7U3p0NFKfR/ZMfx9CEZ2qmYMiyKj1YjjmDeAIaviKZIQA5siR42BCFcIxwF7VUwqPaZyYMmkl\nYCLKJGM3rCNXXwAElLfEqvcfY11H7+tE45wNBUsUPl2/Dc/a+SbuG4ItzrJKqZf2+11EXgfguwF8\nu1JZ4Ssaw01KJNFJt4j2KMB+SYFLkyV9OLzeGaH9N0gvEjvksVMZY9RtYqWTXkmzH2wnQJBP4Dly\n5Mixp2AyAmhCEptuDhuU6mu+2TJE5OUIHVu/TSk1UFa+4SYlhDYVWOPwNw79XT9OCbZ2yY5vqtY3\nfomtIHzEo24TwOaJSRKsKpcVzdiYvDUomRGbLa68hCrfrh6MV98121DkEIeEC21nL/4e52Qmd/QO\njagg9inhgmrsd9JnPDLeDV2P28LPPajo95RVS45V1d6oeXGOmvKq9EzIPGGEzHLEBdWrWT2tL9ic\nMa/hrPO3Rtdb0x2OvwNV83T0FycypQibfgIZS81cup6FBCOjKz0fniuSPta1J9Kvx+ctUEqBxtTG\nmXAX7jQvUjuv/187l2FLsikfET8fMt+wtpW/6yNs1Qdw/dkU9cShwvTOK9fo3Z7Qx7LZs72SLXV1\nCjxOkDa3tTNZcncC3f5OTW0c3YKapZ4eTRUTkrZ/eCP9NjDfbAe/C6AI4CORdv0zSqmf6HfAgZiZ\nOkd3KK31HoDzmLQCB56ycKS4ioV2aI8t1bTBl23E/hM6E6K34ux6pV7OcWHkzuhxrE0/3shen9GZ\necLvV6iN84uYBCDXEh04ZAzsOQ4fYu2zs0zlHYh8erWM0gAJYs/hvu1RGovomNZUuvnHXRlwjGCh\nhBpg+OUkD6FxKSYkNhRKcnDmo83A353om9s2e8xQkxLlqB0nJFY78VFwDgJKflS9TLtE0kpnLPu8\nylbokCQba0gAoGK1gU2kKimeWe2ue22SSO3DpzbMkSNHjmGCvW6lEpLxYrMbdXPYqmErNTwVvoea\nlDBG7tezeosCWAyVbR8hzWpn/zYo3GXgzIdMt+5vvD47ZNlTFqzIKWonEPgW/KZ+ZVMPhB/O4lNv\nPrISm23KV2nwGCPJajLxTDjqgS02XNuH1zncN6NuWhIccWFR8iivrA8a/xqp+E/rd8mF3rgfOw1e\nT1S7JlNHYZGiUyY5hwzdE7WVvxuO0EgmaGMzaHtqZ/pxP7DpqUnJsAIi9Rw9Y4Rxc4RVsqnx/zs0\n7oonRjsA0/eMI4xYqxhQKm+bIlbKZGZp05DCJrrydVNAs1r6oSg7/d7denq/F4oImvzHbIlp5RYt\nFMk5rb3tPMOD++XNpzgYWlR82PO9DoyuFaqUx4u9EUpvfPLf73qz9g6SqfHeaww9KSmOxZ1hBzxe\ndxhphERGEwNHxKpjbcmdR691f3vg8jEUolTx9WjSzCpO1Q8TD1hYeDrZqikboZGmfDxd6ySkgUlW\nZjayX2dE09h20DXVGAX5VPrA3DepmkonCUYa7cOpPd0QTEj2G84yTa7sA0HzW3FRrzMJql4172P+\nqXs4GCqgRRpPJoA2zztcE4s+AmtIQsv3G+VPa0JSuaK3r57R64ZGuk8RzSCLEwXp+7DpuTNCPn5M\nBBPTRVCmgwp04oxrx2QE0ITEkQAl6QyNRmEnoZBtht9rDDUpkV2sJhp/MAHViXAX9Qi1djq9lkjf\ncxIhibUkgRJcak7gdHmhZ/9CSu0aZSt0Dljq9CD3/ciRI8chAKewB4D1SBvlRBNGrPU+dMREZfsP\n7jU2JCUicgrAHyNMjhIgzOb2OyIyiTA721kAFwD8gFJqUUIX298B8AoAdQCvV0p9MTrX6wD8bHTq\nX1ZKvWuQRhYcHw1KCDVyQa93KInq6GPkwOSanWbxjmxHq43g0TXOvzq0HZ17f3ZNodFxHfn04Pws\nFuZr+KG77wMAnK3O48L61OYaQHCWhppH7hva48rUMrlmSJ8xhrA63Us30yiWiFlj00nfDpjpWgyp\njTjmyjm9Xpqj69mC5pHNjQrcFo7SYVNlUOBQHroPelYOaQhqFwVBIuDCiHwZMhTnxXCCHCbE752j\nkwoUFFmliKB1ioyxPJjvYEfbFD4rh3J1LH5rdvI0i8w8HCZbuR6gfmQ4JOvtwiqE91WcN9Um6y3z\n/yv1EWDrQ/dQQ2F3HF23gkG6vgfgf1VKfVFERgB8QUQ+AuD1AD6qlHq7iPwMgJ9BGI/8nQBuj5Z7\nAfwBgHsjEvM2APcgfAZfEJEPKaUWe65IKDj7n701DSE56WU3MSGJfUk6no1X3PVA14Sz6FVwrBz6\npXwDYbrMSqGN9ci0IkuDm6mWn0SDMYWXWmS+cce0w4BHWVFxXA9E/UharAVJmnW2glg9mJQxuFqu\nkG08mcY9RnGB/EjGh3NC2gpK18N79yly3NNBWYafCtCbhGonkDYZupHfdXuSTHbke1IiJWBpXr+P\nhbv0PqziX5s1G87qeMPvgfplkQicXyZ/nYo2H/F5kiYBFl7Y94OzH5cWKSMwE1HqYkw2Xe2PDgBw\niHCotPyWA4Lff9wnAODG3eZNsXnMI/Pm9P36wd24m8nxzn4rlevhdRafrK/Noek+hynTK0+62AWF\ndD8prktjjFGKCTWtUwi5n8y+QL45QuNjWmFCwCQkjgS4Uh9BoxOOzYdOSwIg9CkZjvvakJQopa4A\nuBKtr4rI1wCcAPBKAC+KdnsXgI8jJCWvBPDHUea2z4jIuIgci/b9iFJqAQAiYvNyAO/JurbsUcGj\n+INhZ8OgGo5w7vxgIosa9TA2buaGCZTgeccv4KuLs3jm1KXQr4RQKfR636rxDry6SUys4v4Ts5Cc\npM+C7PvBFWMPD13IkSPHYcf6rVrdWAWAz0XOR9+l/QBjQnK4nFyj6JuD6FMiImcBPBPAfQCORoQF\nSqkrIhIbWE4AuEiHXYq2ZW1PXuMNAN4AAO5M2ClGy020b9NiyVJZO1mx5NKaYDpunldlpDneSNrs\nTHko3dAkwW6aZdjVaIpfiJKug2vZbmOk0MJCu4pauYUJp45FFn83QttCQF76BS5FXsqn/Q2xEfn3\n0kU4sVSeJyXHoYSImV7AHtB3r7Gq1Q+te8O/R+7b0abtOQIvw3/vc9obOtaSHKmuHcpw4BjDcl8D\nkxIRqQF4P4D/RSm1YtQ+Seyask312W5uCKsPvgMAyrcdV6PlbHvnfqB6VaF6NVy/9u3phCTGmlfE\n7dXreBTTuNoYwenyAupBAcVkLCG0ySXYRL0bv8JODHqVk6E5ZP5qUebG2pTW6jSbIelSe5zSPv4I\njDI61HY/SB8sC6S2bk1zTDjttN1b6Vj6FER8baqV4STqHLGKuT3B/k2kgSMNfMOml0arzjqHFvP5\n+4TrElHmhFJj39SD7hKb++h6a2coU2finnwKZ2ZrJYc5N6c4/JlIM/XP9VN6e/WSeQ13hc5LfJ3D\nodk0M/mQlmiXbtUCAx8rpMoHYPikMfkc+0Z6RzFCo+m5c+h1/YRp90wWGuweQ1kE2hT5w+ZXNs2V\nbuh9OCw6mfJg5DG9zvd+7R5KykjvIHvI3jqu3wsoo6KiXuUMy9JnWOMs2Zk7GpmXkbpuCIvJSvCU\nMZdLd0jBfIfFq6aWOvgWLQw7hzC9PGNYAhYGmgFFxEVISP5MKfVfos3XIrMMor/Xo+2XAJyiw08C\nuNxneybsjEJvuw13xdp01UvL9XtCXR9bngAQpik+Pzc1EBO1nADoWHrZQ4itEARiLL5vbbwEtNB2\nr2N3F9+zukugZGhYeY4cOXI4VwoGIQm+ZbVLSGItyWKrvF/N23UoSHdcTi57jUGibwTAHwL4mlLq\nN+mnDwF4HYC3R38/SNvfKCLvRejouhyZd/4GwH8QkYlov+8A8JZBGlmwPRRdrV1ojVB1XXIMZUki\nSDJlArNoJr9c/h1Al5i0JvS2WEsSw3J7/T2aLReBEnQi1WCgBO3IT6Rmt7C2iaIRhRvmK+J6IO3J\ngU+TI0eOHF2wVDw7uZq5H5edWPjSse46J3gzNLYHCMVrTqpjN2snC66HI9U1OBLg6sIogpOHVJhS\nw1PWYxDzzQsA/BCAr4jIP0Xb/j1CMvI+EfkxAI8DeE3024cRhgM/jDAk+EcAQCm1ICK/BOBz0X6/\nGDu9ZkEkJCTDhBtUqzqLkMQ4Pb6IUhSrOTO9gnpQgCs+XDGPa/t21wt8Ux2D1JCKNDsB6zQPCLmP\na94YVZE5Qyqp01lNa5hpDF+hRBI49ikiE5kiE5GQfdniAmnkx3P2L7XZa+lJ5sN11/S5rj6Pw5O5\n8hqZckp8bb3/xEN6+427jUsYEQl882wRbE3r49tEqEuUNdSjZJydMTKZlc3nxnl8jHBoWuUK3EbU\nA4dYk8DQTIRVsvmGzUc88fEns3RbusmGQ5eTkTEspHBxQH6ey+foeVI7+P6MmlF9XDHYhOZRN/HL\n6RM49+/aFb2PV6XIlsS3bDfpvRXT+4IR8b5LLmiTX9EXWT2rt7fZfFOkRiWHOB7zOEKIEj+y2ZSP\n90bITJoR7QOYOaisxfQxNklGAGDl4ihOjC1jsVXuBiAcNifXGH2TWu4hBom++SSyLfTfnrK/AvBT\nGed6J4B3bqaBBwUqkC4hCR6tYe1YEScqy2hGZT5FgIV2FUeLegROqzopltI+DH20PYNifUGP2pUJ\nbaRvNrRzg+1w5dLEq8548yxBGSlAjEq06XbcZCi1GhKv72GHylPU5NgHxKH8sVYhxSXuQMNOBEE2\nb2mjgJCQAOhqSWaOLvcefEigMDw+JUM9zCklaHrhpF6nSZR9LViK7RtJY0TfpNeDaB3TDnTFK+Tw\n1K/eScaLfGx5AkePrsC1PFiicP38JO6cvAZXfHT6FelhdKTHuW3sEXIePDnYaXLkyJGDYZhl1rKj\nAcerjZ5tgQN4I1qQmXuuHpOSjqJxun6LNISS8BXsakk34eS/HXDh1MKSvmbzFs1OYkJSmq13tSTX\nVybwe81vwxufvCfN3Fvskvkmso68EqEkeh1hMtW+vqRDTUqGEeyDksYsg0d1lqai5SGImNLkmSVc\nbYxgsrDec0yt2MbyYqhPtwuD5yQxvNv5O29GTKa0//lNtgIVk86mZmSlGxT6Pc3aGHoHPPAl380A\niaOEIiCKCxQNQYm7Hv8OPYDP3mcW4Zl7OlV09ogEs5kt47vnjKxsRjACG9pmaDuHhFcu62PWM1yW\nWmQ2KVBCYjZnBIk5hY9hAn/uQ9qm8djLtc2GVegcjcJmmaRphc0gRqIykmB9Ml2wHwAXE7Sd9H0A\noLiYLrzUKcmZlVFTaeoBfU/XKbJFEsnsjPsgbYJDbfSq6SYwfu4Ld1qp2wuJJNJrp9M7k2Edpm/C\n2sTYslWMfZNMjxObm+QsJ4Cy+FshkwsXYWTukvFBJQNlNpID3VUgfk2W6yOAjdJsaKq9ujCK0al1\nrK2V4GWFEB8G7I5579eUUv8bAIjI/wzg5wD8RL8DclKyQ5AbRQSdcHD2ZlvoeDZGnSbeetdf4tWf\n/snURGm1Yu82v20Dsd25sU3JoWnDIl8Tf5TWaTtLLsnMrY6tBzKbfmNJK6tQHw+BnA8gycgzK/Lm\nMLDTGTlz5IjRuFxL3T51hxaimrcSu1o7+FNHcd4ysvAC2k8wJiRepL0RUSgUPXz9VT+3p23cO8iu\naEqUUuQxhioGGOGHumf5gWCtGYp99kPaM69Et8mOfH4xcb80iAeDEFyW0thxcLLXOS2WAuWGKZZ6\ns+GHe3p8EZXIQy5Qgqrbxvm5KTxlLBG+0w/loCcqePHJ+kak2IFqHWLmniNHjl0BFwOtP7H54kYy\nptVKPJWtnibVDo1d7LfWk9iS0y1FpMDfpaKkpz7i4eq9vaU81m73utd2Io2S51nwFksYPb6Cta9P\nwLllree4Q4NdjL4RkV8B8MMAlgG8eKP9h5qUbAu7LFUGrsokJLISdvo4yuYDL/g9vPKTb0S77qLh\nh7+Vbf1RB0pQGQmTxNVXk0Ub+kPiFPQr+kNz6gJv7GCabhjscU+VxA2NLatplXHLSW1MlpqXTCW0\nT4GIb/0YUtGaMD8fjv7IUhdzlA2TYL4215Lhc4ovCIqsodK/cTQN+1lxLRK2L7THN44uAcyqqW2K\n0nn0+7SPl+IoNPru7GX9EDiUndsKmOp4FiyUkVVPr7JJ48Q/6BM3jupvx6uYbL4xSRFX9BMnM/Oo\njpJDNXG4tgubp4x3CRiqQTYF8f2yiYc1XwF99n5Fpe7fqJhROmwSY9MOm7r4BFxcb1BUXa3NLVTD\nm2qvD16fa6uwXR+eQ99XisAYm+jiPtoe0/2NTZIAcOzT6ba5tds1OYvJiFICzxN4iyUUphooOh6a\n59bh75HPy74hO/pmWkQ+T/+/I0pyCgAQkb9DWLA3ibcqpT6olHorgLeKyFsAvBFhDbxMDD0piZO3\nOL0oTy8AACAASURBVE9fhnf/2AZ77x+sE3UETf04J4t1w6E1Lnnd8Aso2200fDc1MU1lpIn6SjRC\nZRSkGwRONCGw34HH0gfPjVkldLcAi0xBLB1x9E1Pob0mJ5jZ1uUPNYKkJjDHTQUjy+wOwp7eXNbs\nQrVjDBOd1iamkR28BcsDnPmtnbAYkbhmVOikMrMOz7O7Y2FMSGYnVvDY+SOoTNXxjVf3nUsPPrKH\nlzml1D2Zhyn10gGv8G4Af4WDTErYb2H9cg2YjtRrFL/Ok65K1HAwbPAZ865R7p6YcHuUzsvnoWq8\ndqWXfcuKi+LxdVSdVk8+kpGxXk/2vrADIJE3wlmn2P1I8vH3OPNrjhw5DjZcLj/R2qbmg4Yoo+xD\nRvXnJGzStFk05jtTDTTndybR0vnX6PXx+/V6ZUb7zMSEpLNU7BKSo+U1PF6YHpocHruG3Yu+uV0p\n9c3o3+8F8PWNjhlqUgKgm8m1N2alP/bDKVBWEnUTSE8cf2xXGyOYLa+inAiOr0ZOr1wye1DYboCM\nMjGHBo2jTBLT92FTjErQfhmsokIXLVLKVa7odY/U7OtHBBzdWCSzS2OGklnReXlsU0a0ULRtk/wy\n7uftkXTTk0f+i0YhStK6BEXex3xuHEFToZo1q0+mGafIIUL0nlz9ojjJmZdM0FZMFx4UJW5Dhplt\n8U5tG1k/nhhUA2DsQrrqzYmUA4VVfY3GLVqV73f00CjsyM0WpYSpi805bL7pUBI4Pt7wc8uoH8Pl\nLoKCTsq2UTHOya+G57sys7mJZmrMHGlrZL4ZqWiNyur65szMWwETkoou1AunEd776pko3DgyP04+\nqPeZe+bGKteVZze7uSUnqg1cXxpBZ6kIJcDsxArGCk0UbA+lWusQO7gSdsen5O0icgdCHfhj2CDy\nBhhyUmIJUHQ8tDwHxbnhdehkFl08vo6pkXUULQ8WDTSBEpRcPVI1/IJBQIpOOCBWi200Hb092KbD\nlzHxsV3WZmcMiphJhLxx2DMXy+O6RI6dPgC4JAEJTXZxyv3u5SmJXOUyOfLSwG6EAQ8JdqM0kwRm\npk72n0gShhx9EL2b5bPhpM7kpF07mJpFzhJrN8X4ntsT+p+ZLw7eT4LA6iEiMUaKTZTsDpp+ryaF\nTTacIdmmMOmxh/X2NSqI6CfMt6WS/tAtUd3yHBth5DGFxtTmJ9KVZ2tyNRHlYSk5nS4hcUdbGCs0\nUXNb8AIbT5u9knWqwwPVG0a9I6dV6tWbPWaoSUlsvik6nqEpYec/Th+dNN/AVt3kPeEJN7gg7Ruw\n9OdkSHJ9VHo1u9WTJE0EqDgZyRAykMwtwKd0yYO+hcHr6ewmWC3spWSszXGIEHV/7qNiKfh5RNjQ\nI+iTRXmkaPqYlCKn/CqlNehbH2SbiMeQZqwlKmxvtlSOgl2iemnRuO1G20rRmBwTEqUENbcFSxS8\nQPD/Pv8PtnX9gwHp5+i6pxhuUgKFktNB03Mxee81LNx3dPCDY6k+JhR7kEI31pJMl9cx4a7jTXf+\nTfc3SxQabRcPXp3FXbNXMepuzrlsIzAhG/tG+DFzafTDhh4CCpi+QslcKP0KlaScs0Pmm/KN4fhY\nB8XEQ5okXJ2gqBPWunCGYzZ1JsyeXG+lfiLdUToJO4oIC0izwxEoyWKZhsmKyxfswTe7cgvXXaHI\nGs7PRxZVizQB5Wtm+1ySnFbO0g8ZGi4j2VoiOqxfQdFNwYhOy36eSSICAKOFFqqRmXndN83K9hMU\n6XSkN99SjHo0ZPcT4JQKBbZMtC0sP4k0s2uUb6nE3yyZ2ZxsIuMSQYkJScXpdAmJt1qAJQptf6in\nx53HkAQZHIinXnI6OP/wLHA07EyxnTVZ1XdfkBZB42R/pDFWOiV4pMYs0puwE6F7Dmkf3HWys0Y2\n3pV6un137BuCJcoO6ZPams0p7JASJCNj2C+G2iUDRoLEydc4fDUZmsgKFTbZNGdo4iT/gr0m9OvH\n9Tr7a6hEDRD2m5h6kCbkEoXVko8Hh+WyT3SHsn4KOwslHrkRGn0I+SeTFb4/ztZantcPbvWU/iE5\nMrQ4ceDuu0NsD0q65Mei8O7aRXO3pTvou6Xv4+rzB79UoKSHkIwWWj37Ve023MiJptMn6dPMl6h9\ntw3ejnh8sPuQie1CEp0i1sRXnA4cK+gSkvJkoxsZeXNoSRAVvxkO4WuoSYmCwLECeBmqxs5oYKRa\n7wlpkpRt8U99pAYAAH13LEmKkWjAPEesJQkyvBVXnxgBapurZsWEJAujlSZm/rqMiy/f/07FEg9n\ng81xeODXAuO74omEye6QCF45UpCWjoDJyFQxVPtUoxz56542D7uWD68WRUKubWyqa97SQom0UE5C\ny9lsFFAq9wpyxQWKhhzffG8qX9Ft4ySbgElIAGCtU+gSknPT8/AGyrZ5uDAsgs1wkxIVfjyOFcCd\nCD+OzuKAvhOS+Ms/bURItgkvg5S40010mg5W2sUeaSRO4e4PwFaX7gw/0FuKTay2tNh36q/Dczz+\nveGHNv2Pu5/kaFggCaafjL7iyIgsc4FRV6asYG83zf8wQqEnPF480aYrX6DIdCCk1fJrm/tuuNhZ\n60gfgsrzzR4PjEYkEGkJC1Qrp36Ccu+Q5qJ+TOH2X3yg+/+Ff/u07jprLpBlnvL3RtW1kRksORbF\nhKRsdVC0PLQCB1WnBSfy7GYh0av5KIxoQjF/lzbzdE70alyyEFctL0fX9hOCqBqhyCh2vKVba0/r\nfcqX0qc2v23BiXzxWlcrwAzgWAEu3pggQmJhrlnBx17yGwO3/1AgJyUbw7YU/MCCRRK3O9FCe9W0\nb+42yciClYg6mS6vo+K0U73VAWCk2kSnGDLwlXYRx8ZWcOF6VPGsHH7AtqUMbUy5aDrGLt5pXjNW\nvaYZjOae10HpCd0Wf5LjGWkyNuJUEyfhcEhOgEYDHUtdWfIFa1AkMQCz/delHDSGUpmuIXvw9Ygn\n2q5PfhUekZvjnzIH3csv0IR56TaKaCJzgVH2nW6jSBk5W5O0f5ufs9lGiyOjOAS1SmY6fmcx8VDm\ntdmXRu2UL8MWYVHOHS5qx6SSM9CunqQoEBrN3ESV+ekv68yvT7wwvc7LZsGEZLswshdn+MI3k9I+\np2enfsLr3kh/DUOcciEGE5JOxN6LlrmPYwVATBJWN55C7KKPSkmPUMnv3//aKLxzZg4n2wrQmvZ3\nLOqSa30BESFBeC9rnQI8z8LtszfQ9m0ESm4+QoK98eEaBMNNSiSApyzYKsDZmXlcuDHVs4/Yquuc\nl3TkEk/6OuSJL4k4Wb1qfDaS+U8qak66hFCwfXS8sNNbojQh2QJkqoWS7aEZOWNdfFU4+Jz6L/sr\n3ashYds5dgmREyuHgTI55+RXrZFw3V0djsEuh0YWGQE0IQmUBRsB/GhgjN+tYfoZ8TBW0YTixrhm\n8LHD8yBwzofHWc8MyWMQjbOtKGEmLLUpn4d+fkMxIbGnWljrFHBxYQKFgndTE5LQp2S/GxFiyEmJ\nghOJAxcXJmBHg195vInGUn9vta5kFY+RnJtoFzUrgbIwXlhHK1kDHqHD7laSowEhoQFCMmKck4gJ\nEJKTOL273xzq17ursOsWAs72m5XjgwWxIfko9xPSEdNPi0n7JiYZRmdEmccmMxDvo4TGfQSUKK7+\nJC3Zm1pB3WEe+pW7ULoe3suZ3/mKcV5D+8Q+FNGqlaybs4twIzNaZyL9mlmEpGh5XfONTxKbJapb\nCFQ26BNx1fGym50KYTGq9cP1aqw0bWh0roBChIvzpFmt9hyRCZvGUc+zcNfx61jrFG5OQhIh9ykZ\nCAoTpQYWm2WcmFjCE4vjAIDmWgESqfxVNMBJWojobiH6JpLp3StOG+3Awbhb70kxDwCu7XcTqMXS\nhj8XkatxrV5mZ8FChrOoU/BRcTqoey5KdljhMplozS55aI/TNm5vppd7MismZ7OkwZm3c2QE2YK5\nDk4/DQp7xdcp6psTMQVGymqOTtGbjWyZG2S83BAZcwa/1vmnmP5NnEOGIyg5vDNgTkrX4ASZWaaK\n5ETmciQQPUNOKMXHc/tYVevzBFockJlRH2XtiJG+fLAzGXDWdbuSZeW716D7rj1B1W5naThL3MaV\n52uTTXlOt7d+aguNjBATEgB47N88Df4mUgUFjjLMLIYzPde4YT6TlHOYzNE74Ay57lK25rSRSC9f\nTtiNynYbJasTai2CdOdY1bJNrUtVr1vURzjZIp+HTcdeRcGPOrItAawxTQyDLRbDO/W3oRbnkR8N\nj6+MNtEqhvdtf7OCi+4E/LaNo6VVnKjc5I75QyKUbfimRaQkIp8VkS+LyIMi8gvR9nMicp+IfFNE\n/lxECtH2YvT/w9HvZ+lcb4m2PyQiLxukgQXLh6csPD432ZMJkKE8gdiqu8CXcBkAKsoboyzVXbp2\n9+TcNsCLq9gtvPkp/61ne8kOP9j4w+sSkgFRcDw4Bb9bzRIwk7FZrt8tv50jx05DnKC7DAJ/1Osu\nOYYIi4VMQpLUkhStTqrWQtTGkrWI6i6u5XcXS1SXyIooo5/E2Vz9RLCAMbb3u6YvEF9w6m8bXUIS\nozIaeqnZ36zA/mYFs8+7DM+zcPb4HMp2G7//rD/tf0OHGKJCQSVt2WsMQj9bAF6ilHoGgLsBvFxE\nngvgVwH8llLqdgCLAH4s2v/HACwqpW4D8FvRfhCRpwD4QQB3AXg5gN8XkQ29mAqWB0cCnJgMPQF9\n39IsYhCkkBMmHzuV88JvOAiUhUAJ7JSP+P3P/304VtAV8pMfXaPTX2lVcKjEtu3Dsf1upsVklthB\nP+CbBiqUROMFDi156vYeiNBiqe6Suq+l4Dp+z9KD2PfLVub3F/sKxMseo3LJ6i5WrdNd7LLXXbK+\np9HzqrsMMworUX6dxUK4EPwHR3sIiWP5cCwfroRLyep0c5TEsEfCY0QBjgTdxS7oBQC8tg2vbcOx\ngu5SjsarmJxUJ02VWExMbDfoydkEAKoUdBe/gO6SZZa//MJyl5DEmpnZ510O779tp+ZluRkhQfqy\n19jQfKOUUgBi24IbLQrASwD8y2j7uwD8PIA/APDKaB0A/jOA3xURiba/VynVAnBeRB4G8BwA/5h9\ndUHVaaHsdvDVh8Ma0xx+BiUQLnu/yRwgWwKHjTZ6H5/VR3xI+41fekxMeD8mI4CZ+6MckZKm76JQ\nDPdrJ8qIqxpFLl3V0lHnOLvu97Ot8G9sTqFkVEb4Hqtp9bths05P9kaSvNsTer3yBNXUoFAcPrxJ\nkSpsBtpUgcL4/jnCh6sMkEmhsKq3N2bM07Da3DCVsAqeM6mylp5U/xZr5evmw+LkbWwiKlK0SZvK\nMIw8rq+39CS2byEVfTNrxu1zFJTX/wG7jo/pY8uYuzLWd78ecP4TFnT5mVDb14/p/l57XG8vLZk3\nuHZCd47G9M6Tn9HzCtefk+FHwusdvhE6AXUGi4Y4w3yXCLFjtzVO0McJCLm/JOE/qCsFdkhIsqFC\nQhJF3bjiw4L27+vuN9K/ZIbXtlNrdwVKULQ9I7Q4JiZtz0bB8Y36N7YbQEQZ9XY2wuUX9lYXThKS\no+U1zNWqfcfsmwpD8hgGesuRRuMLAG4D8HsAHgGwpFQ3p+UlACei9RMALgKAUsoTkWUAU9H2z9Bp\n+ZhUnKmcBRCaPU6dnsPFx6e74cCpWgDexAPBBk5l3YmCv58tSNCeslCx+2dzbbRdNNouJqr1TbFQ\nO2XnZKVhACgUPXS2WcQvx3Ci3wSz2wi1JSk/KDE0I6WIRDc9B4tLVdhlTaq36heQY2ehbJVKSGIt\nCWCGAVsSdAlKjLi+kV30DX+R7jWCsJhoHIHDE3+SBBTI5NxqS5eYFAoe2m09Rbmx4EUaEW+MNDgl\n1uboMbBxaxvliJC0mi4wGhISSxSOjq7idGUBv/PM9/Tcw00FtT9akTQMREqUUj6Au0VkHMAHANyZ\ntlv0N40BJFM2JY/pQkTeAOANAHD69GkAd8KRAFcX9Efk3tAiglcb4Ek6ynQYSxfstwzZQsGoxfXK\nxjtFSCMkQWChbHfQiMTlSqmNejNc5+q8Pm6eBGo5dh5pZhvb9VO1hIxSQsMHpUOHAzsRur9PElpn\nFGa9pKvk43Wi0bM/ABQW9eBx/TlDMopvgPVTUVBAiiDXmg3fE2ehdiy/O+b85B0fw+8/9GK44ptO\n97EZOlF8UdEjsYs+CsUOConw49i3zhMLnrIMp/lysYNGy0Xbs+HYAQpRorOtCFqNW02hrdUMx8KY\nkLSD0HSTa0pCHChSEkMptSQiHwfwXADjIuJE2pKTAC5Hu10CcArAJRFxAIwhLCoZb4/Bx/A13gHg\nHQBwzz33KCBk1ienlnAJYfQNiJQYJptd7ltiK1hkaki+w0BJNy1zFlafGIHVtlA9t4zamRU0W/1J\nAxOSeFAIAgvVcgsVq42GrY9nYtJtMxGU4qLetz1D5hQmVf2eYUZxL58lYOpRPPWYHvfmaY1nSh7w\njWN6H045ffb98931R/855XrpkxnUTCKWcb9s0aJsrmOPkAnkdjJhJer/qIxx08gmy9r7LFMOnYdV\n9M0p4NwHdJa1iy8bTz2GFWidCqn1aU7ZasE3O+lIbQdwSVLm+ijlStiQRn3wMHgWGDjXhEtms/K8\nvh7XCWrMUJ8sJny2jvBFBm7OpqBKGaM6TbqG4yBP4DRsHPu0tlVee7Z+CJ1Ezjc2b5Xm9PrqGX2D\n66eybzYmJDEcy++abpLOrTYUCuRXMjqxjpXFKiCaZMSIv2fX9VFwPVQKprNs27dRc9shGfBN8+9o\nudl1wq0W290UCra98YzJTv5ZhOT4zFKXkDR9B9fXa7ilNoccuwsReROAXwMwo5Tq+8AHib6ZiTQk\nEJEygJcC+BqAjwH4/mi31wH4YLT+oeh/RL//feSX8iEAPxhF55wDcDuAzw5yQ47lG3Hu/skm/JMp\nVXYtpRc30MtGsOJFH8+OkZtxGnU3oJvutG73RoSEkSQkZbcD1/K6fiX3HAmrdVVKbSN7Yo7DAyYk\new5JEBI76FbVta2gu8TF2tgxslxp587Xw4KaB9Q8g5AktSRFy4NreXjLUz7c3W5JgILloWB5KNkd\njFcaGJ0I85s8eOEESo6HkuPBcgIUix6KRQ+1UguVQgdF20Pdcw1nV8fy4UiAku2hsV7oLpevj6Nc\n7HS1F9ViG9WiOZ6x87WzYneXJKyC312AXkISKMHzj17YsUd7oKF2z9FVRE4B+GcAHt9oX2AwTckx\nAO+K/EosAO9TSv2liHwVwHtF5JcBfAnAH0b7/yGAP4kcWRcQRtxAKfWgiLwPwFcBeAB+KjILbYiy\n3UHJ9lCthOLEynJo+vBPNsOaexvZqt3AzNHBIvw2zNylqvmxhN7kg73F9fNjsI9nJGJIICYksURS\nLbRxdWkUpRMelhH6lnz66jnYEsBXFhottyeV87AjVu2raOJTuV/McCBhdI0drdtwUar1kt+KG27r\n+DZmamu4sZaS0j1pyGXn1ubeVPGNHafb4+S4TpoOo/exiYe1TeXEt26pfSt50Q/dCtsVU6NRnNAC\nEmtJ0uCKb4xvtgQYjzK53j4VCr4FKyQjI6UWym4bncA2yOkHv/V3u+uvve/H4Vg+AiUIVguontdP\nvPLSkHwXHA9tL5yiYk3rRqaW2LHWKpj3EROSZsdF0w0JyanqEhzLx2/d/d6+57xpsHvmm98C8GZo\nxUVfDBJ9cz+AZ6ZsfxRh9ExyexPAazLO9SsAfmWQhhmNlJBVLz82jrEzS5icXMPCQjjYOQUfoA7Y\n2cDWvWVEtvVkvZsk3BSnL8ZItYmFchFWw4Z/uYLpO8IPuuWlT8I9hKTcQqAE/mNVVJ4amXCo1k7S\n/4QlU1b/SpapIxGWyTZiHnADNoewaSaglOP0rPolT0t7puL6UBRR0B7T661ZHV6SxQF7xi5ur0FQ\nyQGPzCyuTnKJtVN036TcStZdNEwzGXSbt5vJzGgnXqdznn/VOKYe1D/WniDzD7XFpqCIlTMU1UFz\nkt8bnLAhOPIrJiSVUttwdCxYPtqBDdf2sdwsd6XcZnNwrWBMGIqLehsnnatd1JPpwp0ZvlkbEJ/d\nQuy3wSY76bAJLb1GDZtvrj9LszKPspQm+xsnkWtrlzszCqyQ/uElCUn81xW/Zwzp+pUQwbh1dB4P\nL0+jWmyjQB0rJiTjxSaWqFhoMlPqn937f+O19/04LFEozdThR5FsQSCoum3U2+ELT0YfBkpgURBD\nZ0p3dkkIMmxijglJfI6a28bp0gIWvcF9+w4zBH21ItMi8nn6/x2Rm8XG5xX5XgBPKKW+LIOE9mHo\nM7oC/z977x2myVXeif7eil/u3DPTEzSakTRKSEIehBCgAIhsY2z24l0uxhFw2rX9CBsW23gJvsLG\nthyu4cqYsKyNsbG99mIbWWCTJUABCYWRNBrNaDR5uqe7v1zp3D8qnLeq60sdv5mp3/O8T1fXV+FU\nOud33vixH/gM3nn/WyOGvHBoFBO75jA+7kcpL9Zk7+q01cgxT7jpA8+y0GckTkG1kE/G7XWAl3cx\nveNM7w0TCLUk11y/P8gf4Jtw8oaNpuV/dIbuwOqR9yTD2QdOSNYTSWfXommh2syhkLNgqG5ssApJ\ntOWpGMk1sdBayn7UnDN0JRDcogcqsUSE7JqdgKh3ytVyViFxCWEK/TC3Ur9On08uTEElD7rq4uDi\nOHaN+H5eISEpaBbm27muadtDYpJLFB0taDYKhgUtqH02EIKCnqLD5LHWMrC9Mo8Li7O4wDyNCwbI\nwntOo3syvNNCiL2dfiSiLwHYnPLTewH8dwCvHKQpw9UzdIFCHio7FrD47AhmD4xjYtccADkD70rC\nRCIxU4eZ6EDtUQWK+aVOrZ3UnyEM1QXyLtDs3zyRdCQDfFWpAg8qBAoBEUoSk/BvtbqMaXEPGMzZ\n2GaVSF2WZlqw2S0PJ6WENknTuEaFOSu6PCFFZs7ZCKQREgARIQHipRC4M2TVNpHT7WiGGiIZucMr\n5IYaKnuAOiaDQmNasObW/ome8Ah2id2PxL0J+6ChKkoZS5IT/0kktKJh39WrDwvhCsXXqrBPs6DZ\nyKk2DMXBzvJcz2P85Qv/PPb/z9z3E5htF1HULdRtI5WYaIYDh4UKh2Hn3kJnh+qWraPWMrBlZBFj\nRgO7cicBAG+7+Fs923jeYJlzHiHEK9LWE9HzAFwIINSSbAPwABFdJ4Q43ul4ZxEpEX6HuGMBZqDS\n88BNCL4fAq1RmvXQR0Pp4qhX1Nqp4bscXAV+8tkxbL3QN984XvqMIElIPEExdbmp2Gh5OjblazjR\nLCFv2LAY4Wm2DZmWnkd4cJLAO64ESSNmVtIWNo4YcPt9fQsLCS+md7rdokv4IyJ233mSNF4GxGL5\nv5IRNzEMOhjFojJYm5z0dpy5RMHM1yURbk7L+9Aeldfh8Qgo9voonXJd9dnukJAUDQstxz/31vIC\nLJe9IwEp4etyuo2tk/M4cnoU/UKvx+97/qRs5HO3SJU7N+twE0jlUPy7sYvr19URoWMiPoXVtdFY\n9Aw3KfHrIObbnMw+zU2JBkue10ybs/L2qSJGSFSIyHQD+BNA7uSaxMf3fgoAcOOX3+VvD+H7hggF\nJd2KiOknX/DJ7g3pgpzqZ/IOicmWkUUcW5A2Ki0IFRaJ7lZp+d+BCC28wWXWWgY01cOo2cIVxaMo\nKlkW1yRWOyRYCPF9AFHcGxEdBLC3V/TN2UNKIL2x620DpuZAgcBYuYEzVdlJhQ6SyZe1o0KEd8jM\nBskL/A3iNNrL0VUjD4XHTTQua2Pr5sHNNycXylAeKQFbjgAAVMjERiExKQWDR22ZFYkzDCc4IVlP\ncFNG0bCgqy5ajo68bmHKrOJYU7KHvGqjCV97UkYbVdvXjx85NRZtI4bMHBL6fAg20xZTkjGQxQhf\nUOhRaQ2fQ2svpEU+aVpcO9JpUvXze/4jdX2oLQlLbBiq07ezfyeMGg3MWwU4QkExcJw+Uh1BPjDz\nJOv2hO9TSEh8B4n4MTXVw8UTp7Ept4gR1Q8wyLQkDGdb8rRhgKk6cD3FDzt0VNiOilKujVMn+0xj\n3cmZcxkdY2h3TTq16uSl1r3hWElUTDgDueLWp9g5fa/551WO4PuLW7EpX8PRuj+jKJkWGk1/UFjR\nABDM3C/4opzOPftK6cQ28zW56dEb5SsV0w6z82uJSrQ8IyhvJXdUi6eNzzKDrjVCUp8kJCHyuoU9\nIyexp3ACJ1pyBjvbLqKit2AoLhYtc0nNlPg5/OdrMm1AmylTuLPxasEpAII7fNvLIxdernM9oFUr\nqLUa6NAUjX1zoXZruUnEJnMNPwmaIJSCCdJytSQf3/sp/Mx9PwHA15YUNAuLVg5byws4UvX7eq7l\niZmgUq41/D0kJBN6vac2+7zFGs8RhBA7+9nurCElWhCSBgCjxSbm63nUWgkvpbCTWOXCXvzF7+fD\nTasQHMJQXTR2uCg8buIIxrBnh29aW2zKQb4TcSnpLaiKny/gs9ffic88dX00w3mmKZOIzRQXI2LC\nr6FySB63tbXPN7BHiv6NQHOC+Z2U0+sdJceFWNRDS5IaY56psZkKvTXJIhiYKShm3k4maOOdJe8r\nme9zrB3ctMK34ep+ts3xF5lQWRS5zpb5YM4109xE0GauRdxU5bBiO26P/lpXXRiKi4rRxpRRw0Xm\ncXyLdse3UVy0XB0Vo41Fy/9Gw2itbubPJHh0Eq9X47LPnptv+LM5c3G8a+snyEJtMtMKT+gXvC9e\np+RoSZDoqIHV2DMbe4KFIFtyh/wJ+QCP3BhvuMMIVfGIXLbYel4zqr47JbKN9S96QlOSVhG4E772\n8t/DjV9+F040S5jINSIT9ErMNhzjZj14j1p4en4y8l1KJlIQVV9zQpD9gYKg317UoViE0p42JvQ6\nCoFtLNOSLMWwcLWzYsr5sR/4DADfH8P1FMxWi1EWQJ4cJ0JQp4NLR/uNSBfBpBN8O6qUftSWrzfR\nygAAIABJREFU3BEwJCT9INzPSYQO6+RAJxeXFE+gpPuj6qHFMdiuCtsdXudQ4SmRdKwsmyEGtb+0\nNqsOz6NYKvCc5mDKrOJC8xQm1Bp+Zetd+NsbPoq/veGj2Jzz41Q1xUXL1eKpyeGTE578aiNNONaU\ni/IzSiS9oLQUCF1Est5wUlK+DAIi0ZWQAFhS46bvtnm+puRks9x74z6gkQeVRFQJffeodEOwqmYk\nISHR51VJSEw3RkiELrAjP5cRki4g0VnWG2eNpgTwTTiWo2GiXI8RE8AnJ57VYxBepUn/Sp6TpnhB\nEqPBCUNJtaA+VoyS9b/14nvxmaeuh0Ienqn7gf4hMQnhLrcIWpDLg+dSOPoSqc1xc/IunLqGVRht\ns1BKluqbeIRNB6deXXNj6egdPqtmuzRmBApHh0+Dcy4h1PpwMhJqSQBgT+EEtut+GOgNFxyI7Wso\nDmxPRUVvY9E2YaguLt1+HPsOp3tgep1SmAis2jdrjzLNRzdnZfgaGp4VuXDJHOafHF+6YfI1HrLE\nac0toqOmMyQkrSBaTyERmTW6Obl2Qvjd/vONf7ycpi5BQbMw2y5iwqwjp9q4//j21O30edmPKkHx\nP9Vw4R0pQOgCXs5D7qQaEZLlXNt5g+Fw8Tp7SMmx5ghKuoW6ZcL1FJQLLVQbOWiGCycgI7GBrxdB\nGQRcLd9ls16J0/7uhj/Dj37r5wEAjR0uJnPSaL7/+JQ8TiKCyFDciGxwf5IQKjxcVDiJ/Y1p2EJB\n21FhpmgerEp6EqdYvO4QmmvS0JgJngSrDBqbdbvxEUMwZ0WupucPtLmJmWl4XZrE4BOLsuywHVea\n8fUaOzdPfjW2X17H/C727iZeOJ70bHyfDKdpTbC6RjzIhUfC86gc/np0qs3SARW9iRn9TMcIBhUC\nuuJirl2IQjo5ISHdiyew64Yw5J8nP+On7XDPrf4DfbC4JzBdNNLbVH14IppCqC0V9lgfWj0eTcXa\nzsORPV3e68a0PPfiBdJkw69JXwRspoiobZPLRVZFbPGizr0Un7iFhKTfEOA0fO3lv4fXfe2/rhoZ\nCaErcoKiksDCqRJGpvzcVMUn2bseWKnJ9ckI4PefLd03oY08rqJ6oX8/MkLSHZn5ZhlQSEBT3SjL\nX7nQgkIChunAMONqR+HFBVxiG5KUqAYO/I46lBR4roKWrcVE6TPQe7n1P2yhxLInhlBIYH/Dj7wK\na++0HbVjltiVwi76oaahCFVKDDE9ICLxHIoJr4nB66gMZap8EhBKIOtcx2U5WVhXE4biIqc5mDAa\n2Kz5MahJLcmfXPuX0XLF8Im0ltLbke5F4pqIZN1guoDpRoSEwxu3YahuJBz2uCPf6db6dp/2Ci0j\naYQE+6RNaBB/Eo7VJiRhyLFCIqqldOtVj2HhVAkLp0qoXWxHQq5PSEqHfTKi6y5GCi2oTcLIk0pG\nSPqFwJrVvhkUZ42mBPBVhGWjjTPNAvK6jaato5hvox5EmJh5G+1m/+msl9UGt3NHZA5ijy04+OaD\ne/Di5z/RdbNQXV5SLbSDqe5nr49n+DXIgak40e8cXHvQDJQx+VOJjZpKNKNWEtEII/vl/9UdXZu6\nJpDERF6HWxoSSn8uo0shyzGtDp16v+ucjITF/NxeNY3Y59Uxr8qA0OqAw6olo5Ledm9cntD2lEjz\nabIcYDa34uTjhIUn/hsGfaN5mtCcSfkhoaUKnfeHLSpFIw+toITGN796BXQA9sTSZ1c6DFQvBIqG\nXxQwr1vQq4TFXf51HfiVX13PZp+1GJbHf9aQkn98yZ/iDd/4RRiKGzm85nUbR0/5elrDdNCqyqkW\naQJiFUwRpIqO+qT2MlO5kyIgXMIr9j4i1zGtgJfQzoSmmymjiqqzdDqpQOCiwgk8WtsKAMgH2Vyb\nHdrXnALAyccq9KBhlEdrmtW+MVmoL+uwvXZ8YOL1LSxXXXL93aDn0gcY147P+ry2fIgF5l9c3cV8\nDTRul1nGTVHT9+c1dXKMENosQGruUpaAjIfC8uj1GtCSQVaYvUIScB69wyNNHJaBlNggL1jSOY8/\njg5kRAtIRUVv4kLTv4ikloQjnHUnNQ2q7sbehX7Br4lzfx7NEjOZ9Bsow1LLR4U9g+zBdprvU9j0\nXkqFDokKubZjnplT+fOLJU/zEpFcPDKLPc8Gc9cxT3e4v0mT2b5SdP9U8lacX2S1UdAsnG75qX2d\nSQfaaQ36rAbjYmn3zH17BNULAc8QyGkOymYLBc3GobGMkAyMIVFMnzWkJIRCwi+FHcQCzkzN4+ip\nUVjtxKU01fhY22mgY5oEro7vZWLREk6ZQP+2WUX1lqR47gdjeh3A5JL1Knk42Jpcoi3J6w7yozWc\nml+Z2/78pUEFX3ZPFOajoS8s2WVFCHNjcIdYUkUsb8m6gvuqdNPYr/FHzQnJekFj/k25gDwWlXZk\nJuwEhbxYjhJFFbEijrFtGclwCkFysmXmD+kLddZXjDI2EJARtalE5o2cYaOxJeXBrtOr2ImQDIQw\nlJlP0val9wnDZObQFRceCJan4oWXHsC39+0CAIRR4KWchTMBISGHIkKikMDV1z2Nf3jx/7txjT/b\nkCVPWz78rIEuTtUMFE0Lpx7c5LuA7GhGznPURfW8UmhdQlf7VX+6lgoQ8KXHLsUrLt/XdduS3kJJ\ntWALBV6H4lQKPOzOncQTjS0AgKsmjuLhWV9vO1ctQA2LU/GxlZEKrokvHY73tiEhGQRhuKTGQrUd\nViU26UxZNtqx5WPVeI6VaL+AFAlWgt1uatDzywtjzNAZS8LsA0wYDYwrtd77B7k6uA+UzFEiekaF\nebqIOWPr1cF9KvgcQWuwPCe5OMmIpVxvxtvVsnTkdy2iecB/J5WaCq+Ufm9i9bcIGzrzbE+EjuCJ\n7zdyDNegNeKJ64YJH9/7Kbz5nneioNloOf4wNTJVBYCYE39ISNy8h1KQ/TUjI4ODkJGSZSE04RQ0\nG60g1fDU80/4xOTZPNzA3ihsJVJDU79e/mkIZ8gpDpea6qFtDX77wmRSAPDKyx+Xp2JaCKdD5JBC\n3hJ/EhkWLKLMjI8tbEIxGOjnsAaluUsuXJbsyWFaqpXmbzhRK0c2bjcw86hmZyJYqMgQaI9pVpaY\ngNj/7U61bPhzXgnPUURsistNNrwuicvOzSOC+GDqMOdWcuPJwma+Wo2WD71ejtjctUhwLY/GTGi8\npD2LYOpERkzdQUVvYkyrw+hDI5jMbPwDWw/j/iN+WKfwKJYpdvtd0l71zBvT39eWDE4DPzuv+cJN\nPDyyKQ3GGf9d4RFpISFxp6yonAUANJ+pxEiGUvPfSy/X4z6kaFN4+DO/jXw5N8f8wCbiB+H7jz8l\nt5u/mL3fEx2+QdZeTkhU8pbt5LrW0MiDQgKWq2Is38SZZh45XdqtQkJibPXfoYyQLB/kDcc7cFaR\nEo5w0Dl2ZByYtqGd1KHPakscoURITrgpgM3AlkSMhOiS1EnrUBa7XwhBUAY8RictSQgVXmROunzk\nBB5b2AQAcJhjYb8Puzktl70iC7nV+n9ptXkVymj69uVN8Zl2SZMq9NLoLJ6ej9sp3LYaGyzX3YzT\nIV2+SFaJXeN2eRtQysjU06O9+kXo7Prtwxf0tX1ci7G699MuB34uZ5Z+S+oJAyCfkJAqUAhm3fW2\nAUy3gJO5Jf4k3Il8OebYfsAjrjrmc+mFhCma+6+dubJ7zZthQEGzYXkqAP+ZRMVRSWDscYHTr7Bg\n6g6entsA++a5gjBx6BDgrAoJDuF4ClTNQ6utozLpD3DOtA1xQRNayYZWWiW3/QSIRIyQWA0jJv06\nimlB+PLdT1zadTtV81BS/Q8xr1rdtw3OrSkunqxO+UnaEnANEQkUKWqLIuGEpBuUnBOJM21Hos2r\n0Ob7D0Uumlak4QGAAwvjUebJ0qPpo7BRsCPRVG/FJDFDHGbejiSJscAL9wU7DnbcPwwLViAiAvPC\n7Yei38MMsaEc+JF07YhdkuKaIqZZ6oXKs15MQkISu845n4yoJ/z3zJ3yvzFR16AqHgq6rzGZHK/5\nxGS6he13O9j+JV84SIl/UxvZyXu6iIQTEp7R1ZwPCIkaDvDD9w197kUfi5YVEjBUF0XdgkL+e+UJ\nwsmXOiiVfW3pwz/4/o1q6jmBLCR4hcibNmp1E622jtHpKuZPluE2NaiBf8Fyc4H4O8fz66bly0hL\ni96rGF8I11KhGi5edrFMhMZnn6oWfxNsocDs4+3whAKF6YHTiMlyQKGDnNanz0wQsiuYlkZhDpNF\ncynBioqCQcBjM+SQmDSuCcJ7OhUYUz3YPCSzy2zeKbJ/DJZwL2bJCY61Stnvwzo19W3svfIQDVyh\nxi7NMiI0uT2PNjlyS3nJNtFxw2Wng8mGhbNqjHwkE/eFKJoWJowGRgfIdR8OdAoJfHXfJdF61Vyq\nfQmJiQhMddROny+5poi9A8xVqbPWMwEe4hsi9HMiVcA8ogEX+xlsC7Dw7MnxyHxz+C0Otv+lf7N3\n/JWKZ/9LjxdExJ9pLHKIRVmVD8uH1h7pPlccfcJ/jo0p5ifTS4vG+zNeHHNB3rRhcnIN8bkXfQxv\nvued0MiDB4KiCTQc+dBzo63hzGd0FmJYeOlZpyn5x5f8KQBgNNeMDd6j01XkR5swzHQtiWIrkZBH\nkcTQZ7L/kJCYpXZM+oWoD66HLandj+/PSn0TzuUjMubVa6uRuCNuJDxnnGdIMc/EhbqEVYuaDlHT\nAdWLZJAcIuHMzUs48SoQUCCQvyWZUAWAkEmS1gXdBjpKCLup5ErRO43jKa+aUH2HzlA42dA2oPZN\n0bRSSWQ/UEjACZ7rTZc+Ga1XNS8mbnnpOyNMD04xQSBXgNxJioSD9wOkCoi6hsqLTmGxlYPtqtBV\nF24jZIWA29Rw8Ef8f4/9ZBu66USyFuDf4ugTIiIkfSM5wQoISUxLMix6+z7A26qQiMyLmZZkheB5\nLhOyEhDRbxPRESL6XiCv7bVP36SEiFQiepCIvhD8fyERfZuIniKizxGREaw3g//3B7/vZMd4T7D+\nCSJ61eCX6KPlatBVF3nThucRSqY/YJuG/4Iapo38SKvbIQaGontQdC8iJGP59BGiW4XgEMXNNbiW\nii89tSf990I7khC9ErNxm/BjC+k1RlYCtaZCPW1EImrpxIpsisRraZFohhsJVyOXjDaUIEeCJ5SY\nOebk0VFU99io7rHhpWSn1XU/X00oGVYHhZwVCceYVu+YWr4bHKHgG9+4AurpzmTcLQfkJMVR2in6\nWp5QuiE0W5zcSzFJorrHRZVlc3VnWhB1DbkjGi4cmcNiM4czzTw8QdAWtIiYqEHkV0hMYmA9OTkU\nyXrCy3sQppRY8wJCopk+IdEWVLh5MdT+JICvLVHIg6a4kemGa5YzQrJyhNE3a2S++UMhxDWB9FTH\nDWK++W8AHgcQxmt+ODjZXxPRxwD8NICPBn/PCCEuIqIfC7Z7MxFdDuDHAFwBYAbAl4joEiHEsqa8\nCgk/q6vmd3Qls43jc37TdN1F67lSTNOvL8r/7Arr2LhzIu8zedKqRIhxSEi2jPRw8e+AgmGhARMv\nu/jJyFRRKUgSZSWq+3pCiQpKdYICD7rioe1quLRyAvsWfUfXXCW+X2s2PVd5/oT/10hcklrroioI\nZlrmIRlRZLHCZ0ZZnjtvWmi2pY65FEQHTedrKKoWqo4JhTyYqoO2q0FTPcxsn8PRwzKFZhox4eia\nlIsnp+O+CUzbRnx/N9hmjRwYVwPMFQdqk61nykKLxanyUFbuOGwYkvDmUzSNJRaynaP+tSbcnHn9\nix/Hvd+8DOppHe5pHeoFdeQM/1xWXgearCvqEcHF8+XESEqPpGxbb/erwz710RdG69yZ+OSl8qJT\nKAfJCluWjpapY+fzn8PBB7fBAZAba0E3HbTO5CJtnd0jS62xINulMR/v0QPyvs/vktev9eB91Qv8\n47myPia8fOfRg5s3NBbJNvMNF0ff0h5Kf5IkPnv9nfjP9759SVszQrJ6GJbom76ml0S0DcDrAHw8\n+J8AvAzA54NNPg3gh4PlNwT/I/j95cH2bwDw10KIthDiGQD7AVy3nEbfddMdAICCbiFv2ksGI9tW\noW5qpu26ahg3l3/8vOG3+SsHLup7n27+Km+9+F4AgEYuFPJwtDmKir60Z2tVTd+HwvCg1ZVIQkLS\nsw1NiiTp0d/aaqO11Ub+mBJJEnnTQt60YoRk0qihordQ1tooB72xqfqd9emFEoyKBaNiQWd+D2mz\npTUDd1oUiNVE4iYacimmJVLaUkYOWJHwGYhep0jMOUQy83Urkgv+uRqJNYKYrAc4IRnT6sj1kV6e\nI4y+uffgTmCr/80UL56PCEmEvOMLD40vu5EsF54p4JkiIiQRQodUIDK/5Y5omCr4rOGJH/ktAMB8\nIw/XU+CMONAWNLTO+EwgNybJzJqaE9m7V72AIkLSD8jwUgkJka8lOXyrgkppdTXKa4lkOoQv3/IH\nG9SScxCB71OarAJ+kYgeJqJPENFYr4371XnfAeDXIBM5TwCYF0KEPdRzALYGy1sBHAaA4PeFYPto\nfco+EYjo7UR0HxHdd+pUik8Bb3ygLam1DQhB2Dwup/ne0UJswFgJVNWLpJPZZhCYqhNF4CRRNlvI\n63YktlCQVy24PcIjH21ugxo8ns05/z5U9DZyHXxsumH2Gi8Sd8yJhEMt25G0tibOEXTy5WJLSq4d\nSdPRJSHRWqioTWwyF1HRW9BVF7rqwlQdjJbkvSYSMApLZ+k8iiNzeFsd5DQnkhAFzX/G/RadDKEr\nLjTyMF4JvDq3NlFv+Jq10IynaB4U7kStiiWkF7oXidDF0nw4CmLRLyEZSeLQB26Ih/sHn5Woa2hf\n0sJ0vhrb3nEV1C0D+cO+GrU40YAaOJA7yTpYjLByUmosIJJV8j3vCjI8kJFuugm/kZlvuFCnm5go\n1HHv3K6hdHJNQ0hMMkKyBhAdBJgMx+RA3s53I6IvEdEjKfIG+NaT3QCuAXAMwO/3akZP8w0RvR7A\nSSHE/UR0c7i6wyV1+63bPnKFEHcCuBMA9u7d23WUCVPOH3tuEti2gJJpQdnve8Z5hfiuTj4WWiGP\nwZigxxOtdcnJEWpJjs4npqtburXWx903/yFu/cqvAABu3rU/Wl82u89Y/Mia3j2arniYt+P1cUJi\n4rJOtHxQmlLOXMkiULpwn/YmOUjxF0fl9WdIR2uTf7xxluRoxJDXN2o2I0KSU2w/Pb8HQLFw/cRB\nPHBmu9w2ICa2p6LRNGAULOQNG01rqX+C26VYIjfDxNLls8GQ5z8RPfLCDDO4+xG3+lk8ZTkbmFW2\nzIlIiJCQjKqNvv0P/uTav8QvPfAWaOQCCnD5xAk8Bt+kmDRPRu3WPHiOgqirCCOEmunb95uoTygB\nGen0e11DbrKJ3ZOnobK+4Ykf+S3s+fv3Y7GZg7iyBmfBBA5UYO5ahKp48DwFrqvIjMl9IiQms1fK\nr0hln39uTh6vMZXyHoaWxT6vn1JyLh2+VcHW8cXo2Z5NyAjJGkB0Nd+cFkLs7birEK/o5xRE9OcA\nvtBru358Sl4M4IcCr9kcfJ+SOwCMEpEWaEO2ATgabP8cgO0AniMiDcAIgDm2PgTfZ2DcddMdeNVX\nf9mfWU/4X/SRo+NRXQS9ynxIUnIULBfcbGO35O3rVBiuE1xLxZf37cHLL+1eJdgTSs/Im6g9QUxk\nUW3LAhHLRdm/nhyLKmrO+f4oxck6HObf4VhqMJggIiTemB2ZYQBEKaABRIREJxcjagM6uVAoh7an\n499PXoJcsN900Veln6z7dToKeQuNpn9h+UD9X22ufb17XoeFcxWR/Hr4a8YGglNXy4ehs4k499+x\nWGb9Z18tCZfQ5Em8xDvmGfIZGGfWxvdlpYNWmG7+iTPTUBUB1/PLRJyeY+HMDXYjTRdL5jd51y8m\nN8Bn3C+nDAnJltEFTOZ8bc7H934q+v2JH/kt/ODXfwk128CxR7ahud2GW82hUJYsoisZXiGsUd7Y\nAXYMyBUnJKGWhACM7TqDsaAvCyMaM5zfWAvXIiLaIoQ4Fvz7RgCPdNse6IOUCCHeA+A9wQluBnCb\nEOItRPS3AN4E4K8BvA3APwa7/FPw/z3B7/8uhBBE9E8A/oqI/gC+o+vFAL7T/+WlQyGBSqmJ2UNj\nGNm2gAX4A5j5LB8ICO1xVr2WDTKxnA68sidLeuDoS2dqDUePkvbUqrkYQVkJDNVFy4n3Pqbi9J+Y\njVzUWOrPWl0O2mYHk5Eoco/J9J6vkLOgTMbbEHbGISFR5gx4E5avjgdQYf4IPGfF8dYIJsp16IqD\nnGLDFQrKin8vX7Xpcdx14rKImAA+OTl4Zhy65qKQj5twuJOhx+qpKCk5VaJIiE56uwwAEJknOAzF\nRVFp952Lh0MjF1dOHMMjs1ugKgInTksGJmxFForTBNOWwCd23NGYEn+BeMwiX58w2TopYcewKdKI\nTufrsQKCSZR0C96VNZhPlGDtaKMREBNe2oBX4eV9zPT90gx55MY1KPuABAlLmDG1ROkAXXNRMKz1\n8cnKcFaAhFgrR9ffJaJr4Pe6BwG8o9cOKxlJfx3AXxPRBwE8COAvgvV/AeAzRLQfvobkxwBACPEo\nEf0NgMfgVxb5heVG3oQItSVFw8LiRAsLz41AP6PCnrHQ3iEHL05QVhNGECNfKg/uLCbqOm659lG4\ngb0kWeI9DbdddlfX3xUSUOGhpFmoOUuvWVNdOB1U50lQMDAlw0JLwf+zC4GZzFGgzPnn0nfUYLc1\nKKoHXXdRYOnjw/wCjlCgKS5U8iIi8o49X8X/98RNKCstfPH0lZhv5bG5WMW4KTvz8c0NPHB8G3TN\nxUjOn+EttNIjiYB4hWEgJd9K8P3xdP+uJ+9Np+RdZwMaM2x2zK6bj0E8LTqvdt2JkCwXniC/LhNc\nNG0Ned3BpslFHD/mqwC0gg3bI/9+OwQ958BuaXFisgJ4gQlIrbP3nhGGUEsSRtxwLUkSo6UmFu0S\njGdNWDvasFjtK63PxIIcCv+02GXWtnR+92JJ8mLEK/0+JQkJIUiEl/O/rUxLkiHEWnBUIcRbB91n\noJ5XCPEVIcTrg+UDQojrhBAXCSH+kxCiHaxvBf9fFPx+gO3/ISHEbiHEHiFE74QefWDUaGHMbKJS\nkmYV/Wh8QG7viEc9LKej82o6vCA3R8PR0XK1KD+GoTsRQRkE/7EvPU8JR161eoYDA8DtV30+Wp63\n5WDtHS1EAvjERFNd1GcQCXcQJMWLCAmHpngRISnoFjxHgecoEC5B31GDvqOGkUILiuphpNzERLke\nJUFTIDCqNzGq+8/IH6g85Fjs6jv2fBUAkFNtzJ4qo+VqyKs28qq/zQP/cAVwzwhsZjYayTVj1YfX\nClpViSQWgeQhJkKR4ulShCqFR9m0JqU4RRFJLLFd3otEaCImbsmNxBoTkawmOCHJ0WCz67anRUnx\nFBIgApq2FiMkAKDPalFejdZ8DnrOSdV09Q1NwMu7ESEBALIoEgCgERs0YmPL6AKm83Xklc5mqv/z\n0j8BAEwU6vCurEG5zLfB8UKUjqMApufLKoK/C0vMhf3sFCAsgKhrblSsM0MGjizN/CoipzqRtsSx\n89BqSlyVm9aPBh+pYDYb7gDJ9/FSEoW5noLFRX/wr1QGDw9WKlbM3BDCWWEiMBcKJo0aTlulaJ0Y\noJCe11ZjKfp5qvqwSJmpOdIptKViZNqfZY7lG3AFYbLg2+ZPtkpR+DYA/NIDb0FRs1B3DN+5FcDP\nXPL16Pd37PkqvnLv2/H83Yfx7OIonsYEdpdnkVdtmDfOov219IJbITHRE7Va7KZ8biYrwsbz1ITV\nmb31LvJ3FqNb3RuOO/d+Gm+/722RtiSnOWg5WkRGQnNiGz4xiTDq+2hZwfNbUoCRd5S8B0t5z8Nk\nZzgjN6QR//wjo762oKy3oJDn+2J1gQLha0saORjPmtCv9EsUt9uJbtT0Yp35cy+TJhueT2bqIf97\nOnXNyjS5ehVwKp2/8ZCQhHexoNmo6C185oUfX9F5M5xDEJC5mTYYZ6+OOkBYtCnUlpQOKnBKHmiB\n6zkRm2GuBKGWxBEKyuUmyuUmqtV8RFAGgWY6UElAJQHHU+B0ICOD2PE9QTjSlN5x/Hq5z4w17kUi\nHIokrWYQzwlihtEZLRVoqTBOaxjLN3BB5QxmCgsRIQEQIyQh8ooNjbyuNVRCbcmF5Tl4IHggbCpV\nYd44C9zTX4IOTkj6gaKKKESVSECvKpGczf4nbt6LRChCiktSBCLphkFzlIQItSWq4iGnOSgV2zBN\nB5V8C5V8C07Zi0mywCKpAlQY/Nwq28cZcyIBJCGZztdhBOFKf/T8z3Y9nkICRaONyYqvLbEf8d/F\nTr5a/WLqexZcE5H44c2+6PX4tq4hRa/GHaeXQkSEJIwQKppWX6biDOcf1iLN/HJw1pOSEKG2pDEj\nUDqoQJlqQzVcqMbSD5CnrPZ0LxLoIhJhSInVN0lBqdSMDfj9IJ+ScyOE61Ek/UbecOzIz6Htami7\nGsxTSiSAT0yIADFiR0KGB7WmQa1poISEZMRyVZia49cz8RQYpzXAI1jjLip6GyW9FVU0vuumO1IJ\nSVg9NjTjcC1JiDAPwfN3H46uoe1qGDWa2FTye+CjX9wRbT89vRDJWkGvAnrNF/M0RaJYSkz4h8wr\nL+dmEYnQpPCqzWFeDc8UMBYoEg6ylZjw9zKsouuaIkZEVgKvR4bUfnDnXj+PouOpsBw1IiaVvMxJ\nAwJy0w3kphswJpuwHRWa6sXqyXgtVRIqo8t1hZWvGSFJhsSGhKRoWCjrrb5If2jCyWlOLLw9hE9M\n4skdVgOu4WfoVew+iu5FiLchJCSh6abQo+J4hvMT5IlUWW+cE+absJJkPghfbMwIFL6bR+MF/uCn\nGu5SzVSH3Af9IDSvXDpxCvtmpwD4xGQ1YKc4ovZKnMYRkghNceEEjpvWhN8plZl/wNRSKYPlAAAg\nAElEQVTkIk4FURCho2oaeE4JhQQsV8ViKwe6tIowridM1gaka0eWg5xqY96S2qct+UXMW3nfjGNr\nOLrgz1J5sTieKE48E6/kxif5Wj3dsVPNe2gPqGE513ByoYzJSi31t0ETpy059rFRTG+Zh6G5UBUP\nR06P4pItJ7Hn0ueibY4ujKA6X4A+4n9PITFptzo4IfPonIQvVCwclhGZoiHfGWOAyDZAOmxPVmpo\nX+uTk4aV8v106MsNdmsbm+W7Vn5OoLpteSRQrwOdep+QkGiqC89TohDvzHSTgYO65ylZV5wzmhLA\nd3p1x/1OrDEjIvNKuRz/ZIVLEIbnz7iYqrQrAie2luvzuJAAPfT6D+Ch139g4LYWDAuupUIjFxq5\nsF01lZCYihOroDsINMWVhGTXPEzdiWR2viQzaTJnTX1eiQkA1Jomak0zIiRzCyWMFZuRhAg1Id3w\nJ9f+Ja4uPdt1m1BbcqQ6EklRa0faEpM5Fed0Gzl9dRJAcUJCjpT6Ng/1bcNfH6QbyJWVsckjCCae\np0TSiZCsBHfu/TS+fXwHRqerOHlsFJajRoRke2Eeo0YrkkreH+htR42lbo+0Q/1eL9eO8Oiikz6B\nyGk2cpo9cIizQiIa2KtNP+V8wbBQMFamfbALhNwckJsDys96kYzuTxCtWJmCpead2LYJDdFyqz1n\nOD9ArkiV9cY5oSnhGJmqYgFl7Njhp6hfbPkdB3E7taf2tJ/HkPCod4SCMT1OdJZDTDoh7OwGxe1X\nfR7vfvhNcKFEppTyrnkAwExlEY6nRCp5z2IEaNyOTFPtSmK2FiQncx0lIiTmI3ngpVXc+6r/Z1nt\nTDPbpGHP+Encs283AEDf6qKstTFv5eG4ClTFizkE5/T0LK+9YO8vQ7+oq2E+Qn2bF4vcKh6Mk8j2\nuLx3BZYWsHicmSF0uU1th8LWy+MWjst9WzyjZzJqjGkJ+GRfMM3aSkostG0WXSKUFVWTfej1H8DV\nX/jNiJhcftERbC/472boF/bme94JALFyArruxnLRkK1E1ySS/k9pBvDgfQ/JiNoi5DQ7cuAOtSS9\n/EkA34Tzg1//JRiqb8JZ0PJo2XpEigtPyJxA7XGmpWHPqbYVKB3peSq2vQIt6Grscvdto/Ml3pNQ\nS1I02pk/SYZ0rK7VcUU4ZzQlYcd26cQpjExV8eyzvlmlkmuhkmtBJCJdQt+KWFhnHwgHwpXkbgBk\nRtIk9FXoNDxBqGhNVLQmZiqLmKksYtTwe7bQaVU7YUTCrUPmSDsSwCcjrqOgkLckIQGWTUgGwT1P\n7o60WB6USFuydcT3H1EVL5Y1lsPd2ooJD5kNy9t7ukDh0nnomgtdc0EKQOfMF7E8tG0tkhDOKqXc\nD4n7q656NCIkoc8JIL/hfM6CVTei8G9dd1HcslSDQy75GWBDSSLMARSY9dSW/39ISLRlkKxxswEF\nvrZkpOB/Uy17MDJc2xrIForEKQDOMvKqqa14ivoktER/Yigrc8rNcK4i3Z9kI0w652QXPF2qYWSq\nirxmRwIAwlF8YZEHnUAOSQlyd6Tl71gJRF12ZpHTH0P7aBEFdWWlxUeNJqZzNeRUf3YYdsihoy8A\n5MutSEZLzShrakhMov8fGTzCaLlIVgQFAJ3cqJJwSEwAdCQmywUpQHu7HQnKTBjqV7Qjp9WzAi5J\nYbksHEeJJAlOSJaTzTUJrlHkhISjZFqRtiQkJs1nKlBaCpRW7y6LVBEjJLrm+oQkmA1q5EEjb9la\ng7RcLYMSk05wCkBzSolEteLZWnlxv25khDvme54C1yMUNHtZRCzDeQCRmW/WBKHDK69PE6L4OEu9\nfrEcxBSW8dILoxWS2T8ZHKFEJCec2S0H4UCa9BfJqQ7aR4tpuwx2/GBGZChuRGo25xdxvFmBpnjY\nc+0hPHFkE7wTOZTzPB28n08CAf9wXSWyRYfurI998FdW3L5+cPDHfz1avu2hN8e0JfNWPiImjqfA\nVB1srizi+GIl9VhumZlQmNNjOSevvV7vw2xWZJVzmbpeaED5kNzMZo/QKstn3JxQ2D6sGCAz3+Rn\n5fqYWSYxHvNsrbH6PDwz+zLHoHo77rzZcFbPAbgTGeEwDQfV+QKMohVLmAcAohwnoUoQYScS0UIG\nr5Ad3N7ddx6CcYu/vTaA6SbEp6/7C7ztOz8dmXCe2z+N8kyQTI1rOlhTHFYclJvTnBKg9XDhcYJX\nUig+EemK0GzDzs3T4IckLHNyzZCKzNF1bZEkJvWdHWZFadoSLR4GLDwlktWEUok7nuVSZvzh7LRX\nivnYcUlAJQ8qeREh+eQLPolPvuCT+Ncb/wiAX+RubLQObGrh9JkSVMXzK58KgicoKl1fNK0oCyyw\nfoQkiY9c/TkAUlsyajQjk1So/elESPrGRgbnDwnqbWNNCUkvfPPWD0fLhScNaA/6SQArTxMqTy/9\nVpWUkH9AEhJdc6MijrvvPITH37Mt0pSsBKEJBwCqR8uoHu3T4SMBp+TLyDNuJIOgtt2XtCzVoW+J\n61Hf5SUynL8gIVJlvXHOkRKuvWg6eiTIeajvdFHf6YIMXyKEKm3Vk9IFvOLtcnD3zX+4ZB0nJPqW\nRiTLQTmh1/3kCz4Z+z8kJgAwNlrH2GgdbUdD22EVaQNywm3S4zcfw0Yj1JaMBI7GzUBtrg1oWitW\nWihWWigZbZRS0m7nRlqR6HknJqrpQjXdWFp5oQDVnSu+vLVHikOba6uRJBESEsdT1rWAm6J4aOzw\nv4mQmAA+OQkzwqYhNNECPiEJsfvOQ3jst2eWbD+IliTWvvBesFT2dsWLZCXwNCntCSl2BbBGpNS2\ndz5G0tkVyPxJMnRBmNE1TdYZ55T5JsTnXvQxXPPPvxlfqXlAQjtPhoviEXkLqjyLOe9XEp3xSp1c\nOeyETj7pVDhIjhLAj8D50KOvj/5PEpIQ97/mQ/iBf30vgLja+zuv/h0AwHVf/O+x7b/xit8dqB3r\ngRG9iZHRJvbNb0Jet7FtdB7PzY+i1dYhEqUBKC875GJlqTG+ZLThtjWoPbJzel735xERE/bK5E/L\nfXgEBTfZkC5fuNoWlhKdq1QTTdPq6XMKbsXwcumlE3rB5o6uq6wh7Acl04K3uYYqSig8q6H2Uj/2\ntfR13y4WEhOHV+dOSfbWaBqwawYe++2ZKL/J397w0VVpoxFOJPJu97xH3Jy2gj6+Zy67YANOSEIt\niedS5k+SoSMIAuQNx/txzmlKuiKw4auGF0l1F8uFoAoplfTZWOhPshpIZnUNCcme6ZORLBfvveIL\neO8VX+i6zf2v+RDuf82Hov8feO0Ho+WQnADDQ0i4CaekWShpFr746JU4eGQKTVvH/hNTaLX7NzWE\n5du5BsBta3DbGlo1s8ue5yaES7BtLUZINhLbftknIqHGBEBETrrBOGzEzDYjU7VVrfr86ev8gugK\nBIxi8A3n3Y4ksR/MXapG0m8UDi/02JuxZMjQA7zeRL+1J9YAw9H7rAG+97p43pCdn7ndX9A8qEyt\n6wKSmCzoUbEu/aBUqzijS801K3FyXWv0IiNJcDLCwYnJMMGDAo1cOELF5k3zOH5itPdOANDwX/fC\n1NLnmTRNjE5ID8RGS/pYqGwWKhKTY6cUOFDWhtd+HzrH8qvtFoUWaknCUPh+i/GtBN+89cN48d2/\njqN/nMdl//UEHn/3ptjvnhtUHk4xsxqH4/4wds0A8vJ5H/y521a9vUbRD2EGpPbKZRoqYorVMLdK\nt/wxTt4XIO4kC8SdtPt5z0JfktAfLnNyzZCKIPpmLUBEvwTgF+Hrev9ZCPFr3bY/Z0lJEgff+m5J\nTDjCyY0H6FNSra8HoSZ2wndypf4kSajBYBhqSc40C5gqyAHRE8qKQoLPNXzk6s/h3Q+/CQCgkYub\ntzyFr+BiHDwyhZ1bT+HI3CictoqL/2fcRPPUW5dG1hDJQVdTPOhH/YHFnlnZM3ZKbmzQOXO5XO5U\nj0Zh2UtdpqRR2ryKdXyf8jNyuTnNfuCFF5niiLpElSXhsvDglVStXgkWjlUwgyYuu/0Enrp9KfH0\nXAUqG6TV/TJkPdSSAMBooYlFVFadkCgkouRuRtGCQP/VfoUqQE0WiRNoR7QubmRet5o/XexCWQXs\nDL0hgDUw3xDRLQDeAOAqIUSbiKZ77XNemW8OvvXdOPjWd6f/qPh1ItTE7EtfRF95TZaDZGrqM02/\nZyrp7Ugy9EbZ9AnIoWMTcNq9Z49R4jwG7jehHzVQ//74qrbxbICwlShZXoiQkKxWArVBsHXnaTz+\nHl9Lwp1w0zQkHE7gaGrXDIxMrX7afECacDTVjdLhu3kRyXLhFGQa+W5QbCVKnNYpXwl/x+lwDvd8\n7fJltyvDOY61c3T9OQC3CyHaACCE6OmTcN5oSjiefFPcCXbnxz4S+19VPdR3+3bs4tPxW7SaTq5p\nmKsVcOHI7Jqe42xHmE4fAB48sw0AIjNOmODuqR+Pa0bIWkooR3LNKKyz4ehwtrWgPefvV7n6tNww\n+V0Gh6ocjP/Q3O6fezX9F1YbYT4T3tcksx0PC04t+lE3j79nEwgOXFuFqrtQFAEl+A5dlsPESYl6\nGQ2yrq6F2eb7p7cAkFlTuR+yyrQgbpHlo3H7146QBwgtnq6+n7IBnIx4LkF4yoDu8hnOR3QJ/50k\novvY/3cKIZZmt0zHJQBeSkQfAtACcJsQ4rvddjgvSUkSB9952xJiEqK+24GSrLGxitACg3OoJQGW\nJlTLsBScmHB/kJlNfvryIwemuu4/kvMHq4rewqKdi8iJs61bmkygn95dmB7ABnqHDSyC1VFSF1mU\nzYjcnzs6GrIAMwCCx75Yj5lmph+QDti1rXpsnxBWn643AOCx4ncboSX55q0fxiV/9wEY4y1YczmI\nhgYq+MREYRFSOeYv0gzqVqtbmrCqa6cl4VAVATeIyPIKLpTG4P5ETgEw5+X/bgcf626EhJOXEIrq\nxfwU97/rVwduW4bzBAKA21E9d1oIsbfTj0T0JQCbU356L3yOMQbgegAvAPA3RLRLiM4MKCMlAQ6+\nMz6T2nnn7635OZP1b+ZqS93uM3+Szrj9qs/jVV/9ZQC+CUfdMid/5AqtxDgREpJRwycgITEpVVqo\nLfqakrnZEsYn1n5QGwTeGn+tSlOFp8fft5CQrGeOkiSM8RZywbdSXcyjkLdiPiMc6pal2ZzXGr7z\ns//CeQX/b/64fFjNwmB6Cr3KlxXULlzaB5ADOKXOzyQ0cQlPAR1eXoHPDOcTlu9TIoR4RaffiOjn\nAPx9QEK+Q0QegEkApzrt09cUiIgOEtH3ieh7oRqHiMaJ6G4ieir4OxasJyL6YyLaT0QPE9G17Dhv\nC7Z/ioje1t8lbwwOvv1dOPj2d6X+tpaRN+VCCw1HjyRDd9x10x3Rcuj/MJ5L6MNdQJlqRwL4hGTE\naKKsS2ICAKUgh8n2LXMoGhaKKSXpwwy3J250YhKGky8HxW+vX12hJJSmCqVLno2NIiRP/qg0s7YC\nj91yxScdhbwV1WQC/HIInJCMTNUi083XXr42E4wlUWtm7049rDnlGQJOyZPS4fFXL3IhVAGhCniG\nB3J8QtINvXxuMmRYglBTkiYrw/8G8DIAIKJLABgATnfbYZC51y1CCH6wdwP4shDidiJ6d/D/rwN4\nDYCLA3khgI8CeCERjQN4H4C98G/B/UT0T0KIMwO0Yd3RiZisNtK0JBn6h0IiFrXUDaGGJERZb6Fq\n53DNpiP43omtETFJQ7LqahpIjTuIkcu4PyMtpUNyBt28oS5nCDx6JpG9nJtzmixS1hqVBJaYAk6r\n8216Nj2CsIfLhDhSaMYyDodw3aXtdCx1SaLEtcIDr/0grv2X35Ch4n0Qk06IiEk+vc6N2uj8TIiT\nyuCdyUw3GfqHAMSakNlPAPgEET0CwALwtm6mG2Bl0TdvABBW1vo0gB9m6/+n8HEvgFEi2gLgVQDu\nFkLMBUTkbgCvXsH5z3qYqgNTcaLieeVC+mA4SN2b8xkt1x+0DNUFinHJ5a1IAGDEiKv5y3oL9xza\niWbLH9zP1IePJMb9S1YXikVQLIKwlRgh2UizDRDXlphaUMTSo46ZdR1r43LE8GzA9e1uJGqDIoEm\npHRA/iSgtn1BzvOFwc17vpgikiTCbj8z3WToC2ukKRFCWEKI/1sIcaUQ4lohxL/32qdfUiIA/BsR\n3U9Ebw/WbRJCHAtOfAxAGH+8FcBhtu9zwbpO62MgorcT0X1EdN+pUx3NTucspovD5cdwtmHQcvR/\ndu3/ipZfedG+aHnX+CzGzCbGUipOh9AKTkxI80Da4B/x4qXuklDcNYciRUmJTBompBETIJ7yXyBO\nSNbadMPBzTi9yhTEoHuRuCYiSUXOgzvudMxzw7EBSTgznAvwvHRZZ/RrvnmxEOJokPjkbiLa12Xb\ntB5OdFkfX+GHGt0JAHv37j1vPi+uJXGEEiual6E77rrpDrzqq78cm9WPJJxUyznfl+RMvbBESxLi\n3uM7ASDSliwXpHlAVX5afNBX56WD5uKlSwmU6yhwJmVHUDoQJyq1XfI3suVxFbbsyvp1sJkzpDeA\nacE8HtyDnXLdemRz7Qem5kSmnLQOQvSoT7TWUE0H7gqy+ta3sX80FsnV7Exai4flb+0g8EzXXaxe\nUYwM5zY2JqV8GvqamgkhjgZ/TwL4BwDXATgRmGUQ/A2TojwHgNev3AbgaJf15zV47ZVMS7L2GCtK\nJ9iP7/0UgLi2pFLyyeGjR9Mi3DYWnJCsNtxxG+64DfO4LgnJEOG7r5ElD2otE7aTPuhvFCFZ4vRa\ndiLxTBEJHIqE2kok9lQX+qB5Ud0uAFLLVbGlJKCzDMGZP0mGnhAAXDdd1hk9SQkRFYmoHC4DeCWA\nRwD8E4AwguZtAP4xWP4nAD8eROFcD2AhMO/cBeCVRDQWROq8Mlh3XuLum/+w42+ZlmR5WEkJAE5M\nAOBFFxxERW+hordS/RfUr4/AtZSYLAdC8yA0D25Ti2S9QIoHUjy442fHfJoTEwAxYmLqToyQPHt0\nYl1MNxxPv/m9K9rfnrJ9GXFhj6QMBiEZ6QFOSPSLql22zJAhhFir6JuB0U8PuAnAP5CfJlAD8FdC\niC8S0XfhJ0L5aQDPAvhPwfb/AuC1APYDaAD4SQAQQswR0QcAhNnc3i+EYIklMmRYPu666Q786Ld+\nPvr/ovFZ/N0Nfxb9/5IvxWtAhVqSNITaEo6QmKhfH1nyWxp4zRqe0ZObVkQH/xMeZVG9LOGjwAZe\nbr7hqcabM3JQimUEZdrZMPNtJ2gJC9d6D/D9wtTTfTg6lpNYYzz95vdi9+c+1HvDPpBKTDpAdOjJ\nH3/j+1alLRnOcQhAbIBWJA09SYkQ4gCAq1PWzwJ4ecp6AeAXOhzrE/BDhDIkkJluVheckADAN17x\nuwCWkhOOMLwTAB6d3YwrJo6vXQOXg7UyTbAw5SQZGTZ89zW/g8v+4X903WajCMmao+jEIqNog31n\nMpxjGBKfkiyj6wbi6rGlLjWZ6WZlSJKRJEJy0gvPmzzW9ffGdQ3kjfgsvVXvv0psiHBgMcakqsM7\nvT4+HaIenKfQPWJk2LQkj7/xfanEpDLawMM/+P4NaFEcKzXj7PxoesmLQXPHZFqSDH1DiA3xH0lD\nRkoynDPoRUj6AdeWhHBZqGnjus615b2W/JyMXVLzpT0qM6DZZRYNU+xjZtLFVyV3Ss6UGzOsvg4r\ncU88HwarnRIRkrMUSWIyDGRktZAsHrjzM7cPfIyMkGQYDOLsMd9kyJDh/MRjH/yVjW5CV5wvA29o\njrrgE521fMP+rDIMOcLomyFARkqGCJnpZjjwwGs/iLd956d7bmdZGgxjgGRZXfDkm34Tl3z+A6ty\nrIHR0HDwHbf13i7DhuLQT3X2h8qQYSUQAISX+ZSc9/jI1Z/b6CZkWCaSfgO9nC+74eDP+vWVNoKY\nZGQkQ4YMEMNjvqEetXE2FER0CsChjW7HMjCJHpUQz1Fk133+4Xy99vP1uoHz99rX87ovEEJMrdO5\nQERfhH99aTgthFi3OnVDTUrOVhDRfUKIvRvdjvVGdt3nH87Xaz9frxs4f6/9fL3u9cZw1SfPkCFD\nhgwZMpy3yEhJhgwZMmTIkGEokJGStcGdG92ADUJ23ecfztdrP1+vGzh/r/18ve51ReZTkiFDhgwZ\nMmQYCmSakgwZMmTIkCHDUCAjJRkyZMiQIUOGoUBGSjJkyJAhQ4YMQ4GMlGTIkCFDhgwZhgIZKcmQ\nIUOGDBkyDAUyUpIhQ4YMGTJkGApkpCRDhgwZMmTIMBTISEmGDBkyZMiQYSiQkZIMGQYEER0kolcM\nQTsuJ6L7VrC/IKKLVrD/G4noMBHViOj5yz3OAOdb0X0P2rkrWP4DInrn6rUuQ4YMq4GMlGTIsEEg\noluI6D+IaIGIDqb8vjP4vUFE+1IG5A8A+Mi6NDYdHwHwi0KIkhDiwQ1sR18I2nkg+Pf3ALyXiIyN\nbFOGDBniyEhJhgwbhzqATwB4V4ffPwvgQQATAN4L4PNENAUARLQFwC0A/vc6tLMTLgDw6Aaef9kQ\nQhwDsA/AD210WzJkyCCRkZIMGVYAIjKJ6A4iOhrIHURkst9/jYiOBb/9DDeZCCG+I4T4DIADKce9\nBMC1AN4nhGgKIf4OwPcB/Giwya0AHhBCtNg+B4noNiJ6ONC+fI6Icuz3d7G2/FTifHki+n0iOhTs\n+w0iyne55hoAFcBDRPT0Mu/dV4joA0T0TSKqEtG/EdEk+/2tQXtmiei9iX1VIvrvRPR0sO/9RLS9\nx/mS5qqvAHjdctqeIUOGtUFGSjJkWBneC+B6ANcAuBrAdQB+AwCI6NUAfhXAKwBcBOCmAY57BYAD\nQogqW/dQsB4AngfgiZT9/i8ArwZwIYCrAPwEa8tt8MnMxUGbOD4C4AcA3ABgHMCvAfDSGiaEaAsh\nSsG/Vwshdg9wXUn8FwA/CWAagBG0EUR0OYCPAngrgBn42qJtbL9fBfCfAbwWQAXATwFoDHjux+E/\nswwZMgwJMlKSIcPK8BYA7xdCnBRCnALwP+APpIBPED4phHhUCNEIfusXJQALiXULAMrB8iiAKpbi\nj4UQR4UQcwD+D3yyxNvyiBCiDuC3wx2ISIE/qP83IcQRIYQrhPiWEKI9QHuXi08KIZ4UQjQB/A1r\n75sAfEEI8bWgHb+JOEn6GQC/IYR4Qvh4SAgxO+C5q/DvY4YMGYYEGSnJkGFlmAFwiP1/KFgX/naY\n/caXe6EGXwPAUYEkImcgCQrHcbbcgE9u0trC2zwJIAdgWWaYNASmlVogH+uyaV/tDYgUJx3bV6G9\nZQDzKzxGhgwZVhEZKcmQYWU4Ct/hM8SOYB0AHEPc5NDV5yGBRwHsIiJOPK6GdCx9GMAlAxzvWOL8\nO9jyaQAtACsxw8QghPidINqlJIRYTuhtrL1EVIBvwglxGCtv72XwTWIZMmQYEmSkJEOGleGzAH6D\niKYCJ83fAvC/gt/+BsBPEtFlwaD6W3xHIlICR1Td/5dyYYiqEOJJAN8D8L5g/Rvh+4j8XbD73QCu\n5Y6sPfA3AH4iyG1SAPC+8AchhAc/CugPiGgmcCJ9EXfY3QB8HsDrieglwT15P+L91ccBfICILiYf\nVxHRROqROuMmAP+6Su3NkCHDKiAjJRkyrAwfBHAffM3F9wE8EKyDEOJfAfwxgP8AsB/APcE+oa/G\njQCaAP4FvuaiCeDf2LF/DMBe+Kaa2wG8KfBbgRDiBIB/B/CGfhoZtOWOYJ/9wV+O24L2fxfAHIAP\nYwP7ByHEowB+AcBfwdeanAHwHNvkD+ATrX8DsAjgLwCkRgulIQipvhwbG1KdIUOGBEgIsdFtyJDh\nvAARXQbgEQCmEMJZheNdDuDTAK4T2Yc8EIjo9wE8LYT4s41uS4YMGSQyUpIhwxoiMLv8M4AifALh\nCSF+eGNblSFDhgzDicx8kyHD2uIdAE7BjxRxAfzcxjanfxDRW1gEDZehzOJKRC/t0N7aRrctQ4YM\n/SHTlGTIkCFDhgwZhgKZpiRDhgwZMmTIMBTISEmGDBkyZMiQYSigbXQDumFyclLs3LkTZ9qPwxGS\nP9lCY8tqtKySzELtijjf8gRFyxq5cj3jZS7bxvHk+oJmp+471y7GzjFlyqzfDmtXTpH7W6ztCsua\nzbe32LKpxIM0+HXprC2LjkxXUVStaLntyfPxffn9VEia8JLWPEOR57A82S5+T/g+AvIe8uvm5256\neuwcKju/ze57XpX7t125j6HKe2K58vpKWkuuF/FXm5/fILk/f3/4Nvy+N9x4e9PaBwAK5HXwd5E/\nZ5K3J3bf+Hr+bPj99PeR/7vs3SV2bn7fdcjnp1BqKZvY97TgxKNq+TUWFJl13uDvbqKNITy2nrc7\niaYwomX+fXGcsQvRMn9f+T0vdHjv/ePK9vJnXlblO7Po5tn6JtteHosfV0+0terItC78aotaerZ+\n/mydWH8l16sdnhkQv3b+2S5asi8oG/LcKntm/NmMqJ1LBrnsXtU9+Zx4v8mPy787/k7yZ5ZE3ZHH\nLbF71XDlen4s/i7prH/i90pNnI9fb8OR3zMfF8q6f+6t+fScfIcaB2PtMBJ9M38e87b/LhU0O7q/\nQhDyiotTjv8uFxX5vhYTx3roYfu0EGIqtSFrgFfdUhSzc+nf3v0Pt+8SQrx6vdoy1KRkZEsT7/pr\nAnA55l3ZKT1njUfLJ9oyE3dFZx2MHc8p1WQDy6Qp/d6qbDCvsn1Ot+T5nj9+JFqe1hej5b96Zm/s\nHD930dfk/o5MxHmReSJaPmzLtpcV2d4T9ki0fLQtl3flT8fOwQeNaUO25UunLouWXzAmM4g/05T5\npBZtue9cSy5zgsGJBwBsK8os3M/VZZmQq8eORsucSHisc72oIK+75sp7+0h1BhxFTX6cJ5ryvl0x\ncixafromv88Li/KePFOPisriJeNPRcuH2/E8Wvx9uCAvs5UfZ/d6jg18uwryHMNL4AYAACAASURB\nVN+bl0lZeed6WYVnSAcKrJMZ0WRHz5+zHiNE8vPjHeqcU2LbqKnLAHDGkaSYD+ZX5GU6j82aLJ9T\nVNIHxyPOWLT8L3NXxX67oiSf87X5g9Hydk0S8DlXDsb8/jTYIGYl2s7xUEsml53S0sr5AH9/4tpo\nucDeF06ar63I9/5gS74XADCpy2+eP/OXVJ6Mlu+evyJaftno49HyUVu+9wea8j3casYz1H/l1MXR\nMr8PL5p4Zsn1AECLkfN59m3yCcqoLsmRkqiPyIkzH1y/eET2BS+fkddXUuXz5+TqdSPfS20fAMy6\n8l28v3FhtMy/5wojcM+2ZP/GB21+bi+hoL9/Vn5fN0zKe/XAvExAzEkl76M25+X7MqrLb67CJihA\n/Hrvn5PHbTGCcvMm2X8ssn42nERdgyuRZ4R/JncmWg6//ZCohu/fFmMBV+YO45v1S3DSKuNPZ74D\nWzg447XwgCWv+1pjLlp+yi7gxguf5mUg1hyn5xx864tbU3/LzTwzmfrDGmGoSQnHAiMlpyz5ofzb\no5dHyy++dH+0rCVmGGVGWNQOM60R1gFszsnO/HBDdtoTI/IjuHpKdthAfIZqsuXYrMuSH9S4JjtK\nPuviA1RyFuMyxs8HmS15SVD47G/KkOc43ZL3LafJDsNQ5bmn8/FB4UI2gG9imiBOEjhm8rKj5tfE\nr4MP+AAwptejZd4Jz1ly0OXaEd7ha3ymxDrtWUu+LwBwkpGdcUOejxOnJJEJUTHk/eTvi5eY/X/h\nuSuj5Zu3yA6O3wc+s5tl7/GegiRgJ2xJtPmzXKLFYCToqsKz0fKEKp95uQMRqXqSSByyZJ/zY5Pf\njm1XZ9vta0syOarIsjMnXXlvcyTfez47TWquOBqM1LQYgXusIc/3ssl90TK/n/wZ8PciqSnhBMBU\n01PETLJvhU+C+AA8xsjmZIJA3Tot28i/04cXtyENDxyV62dGZX/Dv8fJMdkmNUFK1Jj2R17fJWOn\nomWuPeLoprng4FrF9cYFRTlQ88njXFs+G07MOBEpqPH3nt+r3WW/T3u6OmgC4Dj4BKzm5jCm+f2K\nCg9bDP95Pl7fggU3jydqm3C4NooP5y7Cr4/vx5iSw7XGHB5gE+yngklRS6RrZtcSAoCDdE3JemOo\nSYkjlFjnkCFDhgwZNgbcvMm1Nlw7ct8JqYV45TZJ0prMFMMnEgCwuSDJnbuObo67y7M4Y6WPL24H\nk2SS7IYY0+ox0vh4fQsAXyv7SHUGFxTmcLpVxGPVGbTHHodJOsaUHF5g+tqWfZYkJBWltfQEawwB\nAXdIInGHmpSkwQVhti1nmK993vejZa4iPNwci+3XaMnZHJ8lOCL9I9hRYPZzxsafbkx33PeUk1a0\n1Uc1sFd/54xUgU5NyY+RzyT5rC75kTZcc8ksgCP5wXNVaUnvvF/DMfqePa0XuDluypD36u+fvjpa\n3jsjC99ybdojp7fEjjVTlpqkOrP9q4bsSEpMK8Fnx3E1tJx5cj8eALh1Zh/SMKJJ7Q/XoHFT4IGW\nfK82G1LbxGdj3ASRPNYpR2pXjtry3T9pyfWzttQ8XVmUJsntupyRzrrxd/iZttSIhTPBlSDUyvDZ\n4Ke+f320/BPPuzdafnBOahK8Me4Dxfx1OryzycGGP/NHZjdHy9MXLKIfhP4N3zolv98fmml22jxm\nyrusJM18x9nzuG6r1G59n72vV0zK7bnZ+WQ7/myO1KUZantJvjMXFaWmhGuVquyd5utPuX6bptT+\n7kUGidCEesYp4uLc8cgMH5qILzJPoOrmMKI18NTBzVAuFDjhtrBD0+FBoOSXuoq+h4rSwpS6EaQE\nsNHZf2k9cVaQkpbQOzLXYcWCIzvFqtt3SY6+EKq766zjS5KRgY4XOJp5guAkfEq48x8ftK8ZkWSA\nDxIPzMuCuQfrUj161YgcBJO+EbyD5AP1SWbGyDBc+Gr90miZD3acMHNfGv7MN0I93Q844ZickSSY\nO1yeywjJCQefIHFTGX+es8zhfwsj/3xCxE1mScfx7fkzSEPSLyTE6ZY8H5+48HcvlzA7qYpI3Sfm\nuMz60Jj/TYeAAu7TxQnJcauCmypPYFytoai0cVQfwx9941Yc/Nl34c33vBN/NvsS/M6mB2GSjraQ\nE4uQkGzEWCcA2CIjJT0hQD07sLuekk5d126XDn4PPBuvEj89Lj+Wps0+NI9Fi+jyRR4zpO24xT6i\nfXNyRjteYPblXP+zyJ1Fn0U/2pCORdxWfYw54o0Hs1M+K86wflDgxaOAEurbOhuweCfK/WT4s+M+\nFxzcWZBrR+aceITXFz7z4mj51rdI/w/+/nA/lB3mbOpyg/mKHLXHMKOnDwwZMmTojoar46H6dmw2\nFnHcquBN49+FKxQUlTZsoeHPn7gh2vZzL/oYbv7ybWhMfRslJQeTpIZkNPD/+npjF/walOsHAQEb\nw6EpH2pSwsGd4aZy6R76G4nTrSIO6elOykc1qU4PCcmgaAczlhq7D9yxlms4+CzGZIMgj3Kx2fZz\nLKx23IxrXLiTLwd3BJ5gAzDXoHDwNnFzBhCPaJhmZhput+b7vG7XY9EyjzrhMxcvMdvgId58JsJJ\nL58RJyMd0lBf5xk0JySriQPNqegZbDYXYr9tY1EBPCSYa/+4EzO/753C15MmyS2T8pw6M5VdWJbn\n5tq44y1J2vfPS21csy2f5dWb407o3CHyJZsPRMsPLsrJyw1T6VEy/N29oCzJW3JGa3fwN+DaRh7h\nd5w5X/O2f/MxGcVTGJP39oVb4wEZuyvSYZybFdUO4c/chLU9J+9tN4TPnJPY9ca8XYg5pV7FIv8m\ndNlfcO2IntCU8Gc1b+djDvXLgUoipvHhhKRIFlwi2ELD09Y0Got5HPzZd0XbHluooA0XBXhQgm9h\nVGlDJ4F5T8e9i7sBfHNF7RsYAnCHg5MMPylJqvpXG4vH/3/23jTKkey8DrwvAoEdSOReWVvW1tV7\nN8nuZnMZNklxOaRGIi0fLZTHOtRi0aMjzXhka7TPiLYkHlrSkQ89tqXDkTimZEmULJkiZZGmmjRp\nimo22QvVJHutru6uqqwl90zsQCxvfgQC777ICCQyKxdkFe45OIVERQCBQMR7933f/e6nBobSqYXu\nc66dv1BWE/Pymq9nGS/tXDuNT37tfrzv9Y9qeeghhhhiiEFB1mhpJd7a/9Fip+3S4ogWAhxFDBN+\n1gXxGDjXjF4Q7QSCEmwuI+b0tBETNQj7nwDAZ572q+4+9qb/DznRxpqXgQsD1+wS/nrpHrzvVY9p\n2+fSbZyzU3h10kVK6AT9kjOGy/UR7DUkBOwBkUgMNCkJG0cBG3UPblndKPMNJYA9MqmHo6stxfR5\nVbJdLK/lkUvqJKLaWTnnI8rwghuaVyt/88Tdkdt8/arybTh9egFDxIOFgJahBrujBX3Fz3lkkwYc\nJr0rJASdoYhBnJjy5ZUx7e9bc6q82NRKh9XAU5fq9+fV27NVJb6sEyE+nlXX8Vt/8HGMU9kqD6Km\nZlSlzgOvcHlS+a+XVfnye45+s/s87BPST8Rot8DRjSUqn+Yo3ckjKlrA91Y4zTaWrGkl5juB8/Up\nnKWSck7M8XXFK+ol0l/UbUr9ZdRvOTERHU0NGyny913xlIZNK5PvXLv5fRBP3gwICEkAQ0g81zqM\ngtHEXy/dg3yihQ/f8+faNvXHxvHIyVtwl/VsN31jCQkXAn9XuQX7AV9TMiQlW0LYE2KQUXWTuiNo\nzApjJ7FO5ks82bF4i1MdCfZCID1MWOiaJYdFKyYs/MUFdSPdN650PbxS4rTMtKUThv++cJb2URUX\nHJ7m83m1qQR57C1xo2N8n78rp2w4PK6ZYREBmyPTMSOGCAJAKaVC6Zym3WkE/jS8GudS1XSMbotX\nx6wvYkIy6Ki66e6iCdDTaWkRH6HlVBuPDdcjrO8HHoTmkHvHiDrXnMo1YyIadsgXZ5UWHOfLfiro\ndHHrqXQeQwNCct/pi/jJw19ATrSx4mZxS+oafmfurUiaLj7+2t/f8B7P/cpP4y1fuIz3j3wbKanu\no0tOAZcao/jrh/4tBP6fLR/b9cAnJYPRdWbgSclOp28c10CKBK1HzyhB0ZU1FTabodp5iybw24/o\nLp41e3uEY7GVx4P3KLO3eSr3y6X8QaLWujlU/0MMMcTBAhO1l9aV3uPuMTWecgVLr3H8ckOR19NU\nzrzbOF8e1xxk49DLKuG+035Z93Otw3gg8zKeax3Gq9IXkTRd/MUb/kPsfpeWRlHzvO5iy4VAxcto\nLQL2EhLx3ix7jYEmJVGXggtDY3QP3KlEa1framJfrek+Baax82HohOFhJKXCotcaagUfOMoeya5p\ngr9F8ljZDLlUG1Vno11+uOfKzYjgHHxzVbl+vnVKuag2Xf3SvlJRVVNvPqzcSFmcuEiOt6ezC5Hb\nsIjwjhGdoPL/cSnliqdWaZxC+Py5W7vPv//OJ7vPOSrIK9pmqGcQ/x1n6sTvVaMoxImiEjpy+Xq4\nnwtXCzWlhTHz+r1KNkPwXbhnDOf++Ri1Pjh0/sNCZz4/O6HdemTuBI6e6VGxFNNHiW3xm446JsdV\n2y/U1HXIfV6OZXVbe/ZJatP34+/Kn73WzqKUjO9zM0T/KFmNLiF52/izuC/9ClbcLA5bq/jr9Xt7\nEhIA8BbSuOJmkBT+/FHxEvi9y2/a0OZjryAhdl2/2S8GmpQw9tLpbydxuV7C4VBFw/Wiq6OgOWqu\nqqI8Z/PRuXVLM50ikkYitM8+petcMiX1fw+Q2dM0aTRuL6nQ6uWGOg627f/cNVW6/Z7DSsMA6Ln1\niYya9NjW/pW6Wo0NSdn+YcX1SVWcBwnfpyxUZAO6RsinYiylJso4crWT4M/gBU64iWcArmB7ZO72\nyG0OCtY6pnKcfosTdQJAm85JQAzX7N132b7QGMORjBo3OW3ClYMVGR1ZCKf7X6qrysipzhiz0Nia\nxiht2CiF5IhvG/d7JK15mW6U5HS6Px3gI/VbYOWeR8nwxbHHcqv49urM5jvuAiREz/5Ue4kDQUq8\nHcp1ic6qintLMEo5NYmWbTWxlxtkDmWR0twztWZ2/YLV6gG+uaRW/PdNzm34/yGGGGKIQUDJqmtR\nwams0jppJeGsR6EJjzVhgK5VudDQxeO7ialMLbbhJX+POK1RQEhOJ+dxOFHGM82jaEsTpR5dlwNk\nj1fw8MLtuPu4b6FQ8TKYbxbx5bf95ra+y/VCYmOjxP3CwJOSMCEZS9Q0V73zZcWAp+nmmLuqX9wj\nozsfds5bOrkot9RxMVOvj6hIQBQh6YVqSPjX8hIbVPg3My4uqt/ZOqTOy+mC3vTvWC76UmcR8hKt\nnDhlwwOURwNXONfMPifcZfSFCvmwpNU1+g/veKr7nAc+fh8+vkoolccdlVdb6vMyRJTT5KR5qaxy\n95M5dRzPLk93n79pRqVDAd3ev1d7g51Gy0toFTc5qmjjtE7cvRBuK/9SdQKn8kuR224HDx07j2st\nfXLN073NzRJ5LODfg5titkGdb/PqnPMCql9xKU/y4XTcENePQkQlU1p4uDV9BY83TuIX7vjMpu/x\n9Hs/iBO/81v4TPFe3Ju7hHmniMUtRm52ElIOIyV9gfOpYzvQd+NGQVSI+ziZOjVoIuMKGN4vF1NV\nc8cZZQcPAEXql/PkNVUZ88YjSiDG4fhCzIRxdkQJ2NgszT92lSuvUiqHBXBMDMLh/yH2Bi0v+rzH\n5aJbpOvhkHs4b84dvXczffNS1V/AjKXUWPLF55Su5333Pt597sVoQh46pvRIBw3feOZE9/k7HlIG\nhDbiJ6OKt7MtMraKIHXWIpPDJVuR1at1RQxXmiqtdCinl7Zfrartgog5jzv9IkxIgigJAJSMrel1\ncoersKWJp2rH9l3P4fe+GZKSvpE12jv2o41l65pnycUltdIu5lX6hqtq2o76bB5oW24C4+mtC8eC\nVd85ivKcGFGkIhgE9yK/PsQQQwzRDzhlw/qbUlKNmywWz1FkjaOK7MMDAONEEj//5J3d5//L6756\nnUfcGxcrJYwm1WdzqTFHmOLmntNJX0uX7pyXmpfCYat/opNNtvF3V07igUOXYEDCdvePFPhC18GY\nbwbjKHogSikf51nCrwtDD61zn5qdQtO2cNlWwk52M7x9XIk/r5Itdi7CWC0OKcPZICrTBKpDaOBK\npfA1kogJY6+Rv8vla0qYWZ1SxDUu18r7AkBNqH0u1VWUh9N8HKHiKFYdaqBmE7dWqIqoTDbl5xZV\nxOn2aXW9cYUFR8GKSaoUo0q1W8dUFOvzF5RnDAC866SfN+feOnuN82sTGCcB9EyWutmyUyhNfCmx\nd8T+Wyu+Hoy1FZMp9Xzdjo42jNGChtM6STNahFqx05o9ulZ5NCB9S242BFESExIPl+/Cb9z7n/ve\n97F3fwgPfPYX8cUXz+LUoUV89Z0f3q3D7AvugHiBDTQp4QmY+27czODmgLxa4RA4T5acW+dKA71X\njno9PJnz35N5NdCysdFaW30eayY4B84XfHiQ5mPMJtR2l6pqYj9JRkePXFLdXM/O3DyOt0xI9hqr\nTlbzneBrL1x+G/U6r47bbtigT2lgeFV6fi26l9RWEEQdOXxfbqtr98Ezr3Sfc1rQNqMFkEwEnlpW\nDTX3Av32a8nQwoeP98G7olNPg7JC7gV2xV2n8SZBVg9nRpRmiPsKAcDVObXgOHysv74/jMARl1OY\nASEBAAPATHLrVZaPvftDAICzf/6rW953JzGMlGwR4eZKO4Egx51MqvdeWVahx4ljauXp2GpQWiyr\nbQqZ7ROl1XZWW0HnaQW90omOjFlDT4Ehhhhi/6BVp9BChgXYR9Mq9cx+MuyWy0QpHSrpf7miUuj3\n3aW0aq1NOsRvF/U2dYmPKQlnUXcKG6tvjid9AhSkbi45uQ0dvbeCF773/9r2vjsBb5dKgoUQvwng\nuwG0AZwH8CNSyp45roEnJXGEJCgxW6dyXX4+Oa4LnXg1ttrYmTr7lbL+Pt5V9bcxoYy12OSo3u7/\ns1fs7IZ0z36Z69w0qPq3BIf9eXDlqNLj1KMIAA4V1cqp4aiBj3PuXBrZcqJNrli8FzaB43ROjkgx\nb8dRsBRVePC1VEyqfdfIRfL42CouruxeI7QhhjjICMgIw4TE8+0Z/Ordn9yHI9oZSLlrEbOHAfyC\nlNIRQvxrAL8A4Od67TDQpCQcFK54/uDpDEjp0n6AVxlx1TTPryv30sM5yr8TbJoEebUwm1vFhdre\nTkpM2jifPres0je3kUHb0VFFtLWupNu4LrQy2+pA3w4b9CW7gWo7hbE8r3ap4SHpckzTXyH20jJw\n6o9TdOH0jROTPsxQJJEXFZwKjEtDhseIZIJThOq9OEXMVgOcquKoADfBqzT1cn0WKnKKqEJWAXwc\nKZPvQSo710rQ1XO+xwE9ZZskM8M4c8ECbaN9J29jv6HcAKfLV6j8ndNTrMtJhBy8heVvJ+3t6SbC\n3iMls96NkhgAnq7vbSpv5yFi07DXAynl39CfjwL43s322XSUE0J8DMB3AViQUt7VeW0MwJ8COAHg\nFQDfL6VcFUIIAB8B8J0A6gB+WEr5ZGef9wP45c7b/pqU8uP9fS3f3no3S6ZaLf80ZPLqRryyrsSp\nnOLZSZxfVi6l2Wk1kOx2s6teCBMSvunXmmowYE8Yts7mSI5BE1qZdCTFUG68OSzxPbAID2T2MJJ3\nQyCKqPAYzGQ+n4qusmHtGJO/qq2/93JdpT3GqDkjt+QIV+xsF8KSaFBPsaix1oPQGv0VTH286scc\n7aBBAmjvvqbkR+Hzhp7o5yj+I4B/B+AP6LWfB/AFKeWHhRA/3/n75wC8G8AtnceDAH4HwIMdEvMr\nAO6H//2fEEJ8WkrZo3nE9uF5BlbK+oXPvW+4cy6XB/eD42PqkB1Pr8pYzKiVHd9EXA1xmezg48A3\nLVu1hzv4DjHEEEMMsTPoJ1IQRUg8bDQ2PGjYpPfNhBDicfr7o1LKjwZ/CCE+D+BQxH6/JKX8VGeb\nXwLgAPijzY5lU1IipfyyEOJE6OX3AnhL5/nHAXwJPil5L4A/kFJKAI8KIUpCiJnOtg9LKVc6B/gw\ngHcB+JPNPr8ZEjvZXkJbjaUSimA02jf2ijthuP4d0AGHYBnLNbXyYPHWKK1COPR70BxiOUzLhklc\nuht2W+UwOIf/tShNhq4l0pFwCmOppc7t0ZKu12KtEpewcnqsxlUolH7jtNyzc+r+9lpqm/FDurp/\nIqs+40pZ6VC8gvp+h7OUcqFzws7Cz1Np8URBNynk8xicXwPXV5ZeSjY019o4sO6F03pc5uxqpnrk\nhBtaWU9mos0Xg+02c1oOroGVlvqNbxnX9QXzdbWy52v0/EUVfTx6SpVfz62q9GSLFlEnj6uKMk5D\nlJL6cM1RyUIiOhXE4HFzyVbVKXVyjT6TnsdBQiXGRXu3U52BZ4sJiZo0UdnHyridgETPdi5LUsr7\nY/eV8u293ruTJfkuAG/rcIOe2O4vNy2lvNo5oKtCiEDEcATAJdpurvNa3Os9IWnAsYdGYruGfnOJ\nmi02DXBaPjym7JidWvOh3Hjc5Hx6eudswYfYOfTbIyMR46nTDyHZa9SdpO4sS4uhm8lB+MXmtPY3\nV6Ew6XtxXZVrj00owmcJd8up9lxSEUIWXddJLL5MFuxL6+r5xEh/Tt+CI+WJzdPjvb4Dm8gZANbc\ng01IgN3rEiyEeBf8gMWbpZR95b12eqaPmt1kj9c3voEQHwDwAQAozfg/9k415Lsy55eelaaot8Q3\n1QWee6NaxSwtq5XEyKg6l9cqev370aJavVbP+yuf/Ok1fOOF2e7rY9NKbHrrmFoFMZvXtBi0Og0G\nxGFn3CGGGGLQwWJhHtOY0AxSBSEviJrkQRJl2tn0LI2QBHi+vT+dfXcSUu4OKYEv/UgBeNiXnOJR\nKeX/2muH7ZKSeSHETCdKMgMgmGnnAByj7Y4CuNJ5/S2h178U9cadXNVHAeDYXSMyipCwJoQn8KSl\nVvJcngkAL7y08xcOExJG9XwJGNnZlEhAToLW4+wYebMj6OLMDqlh/Y3eO0e9ztUjh2ZUOqZGgyiH\n7BdqKkR/OK9fY4KuRW5T4MSY3GmDMwUPhKneRyTVwa6s5JElMfYK1HGtL6nj4pQmi5A5FcDHMV1U\nJD1crbWfDd3Y8GyShNWZrCLoepROPQ+n73bD8DTst3GEzh0LO61R8rygtM6JcWXidVGoFE+TIgTs\n+toORYv5umQDQzszGN1ebyQ0I/o+BWLYR8un8aev/929PqQdhcT2qhc3fV8pz2x1n+2Skk8DeD+A\nD3f+/RS9/lNCiE/AF7qud4jL5wB8SIjunfdO+PXKPcHjyG6UKx1kLLbymhaEVyJpImcXr6gKH/eQ\nEunyBNWrXJMnzgR1LA37ZwSIK21kOCGiyZ/J+89XVVTqUEZNnBUSApcbBz902i+YkOw3WKuk9USJ\nSe1wlUNS6oSdJ9sNZGKHwKJ0vsb4+i5SyaxWdkyD9TW6JotjG7vFDjL4u3Jp89FsvMMpa/oCorVT\nketecDxDI9TX5lWBQLZIpc2kI1yvq7GgUdULGE4eUVFwKQUWq3lshkCvFEVIAngAvvDo3X4Jx4GG\n0O7p/UQ/JcF/Aj/KMSGEmINfRfNhAH8mhPgxABcBfF9n88/ALwd+EX5J8I8AgJRyRQjxqwAe62z3\nrwLRaz9wd4GQtDoXc3tKDajNVXWhcu8cznkCQLXVX078p1/vl2j/twXVZOpQWq2meLV6oapWStx6\nvjR46fchhhjiJoYhPNRtFoJHP2eCyYQoGSrDXamqiE9yhyPMcQhaZvCCjH2fouacMOE2ALSkwJHb\nDpY4OAq7FSnZDvqpvvnBmP96W8S2EsBPxrzPxwB8bEtHh80JCYfMLVr9syobAEan1Uq72dq+cO1Q\nrgJ0ZCiH06H0zWvU03dOPYOdQHhV4njGBmOgIfpDoJBPaCkN9XwkraqTuHqDUzGSVtAsxAOAq5eV\nXTYS9Bs11M1+aFZx8UKKmslRXHCypFIVazUVlnddA82KWgEao2qfcdItsdMwV6S5HhlxpahJYId0\ni12KUgwxxEFGXPQPANYi/FwOIiTEwJiSHqiSlkFU7e8HglC07mAZXQ6bLaiJT2jtw9Vk1RbqYsxb\nbVwq+4Ld0czemARVyP3SohRRm3oOVSncfPEFVSEwfkKlpJjph7vD3ggGbUxIdgNSig2Caib6nNLg\nc+3FpDq4gWDeUqmnsDbCi3FoXbimQvbpYxQ9pN8yaWyeLgSA9XZ06ShHK524hpVsQUCp0X478xZy\n6h68TGXAE0VFPlsXqUT3tPqMdILTJ/rnMVmeX1X6G1ABDUclvn1Z6eoeOvVi93mUqDPAIN03M4d8\nzRe3ZygSsV+pKzJ+9JgevQjcdrdCvPtJU7WlicvPTQM9i2IHH1Lqmrz9xIEgJbaX2HVC4qUkLItE\niJXr/7zAqnk2tzFTNZqoa4Y7LN4NGvVxGe1eISAkgO+7wQMh22qPJNVg4MSRIy4JJuIxke6vjG+I\nIYbYXzBhWWqr9DYLj1+qKt1aKcXRRkVoHEONCy8u6d2fmSi8PKc8c0bG1DgREJLrhZRC6wfFQm4u\n/e6HkHgAVrw88sejW3kcJEiIPdEK9YOBJyXX60+yUul03C2oVX+lSqum1ObMWV/JqR/uYn0UtxdV\n470zBSWmiusdMZroP/qQt9raSiWs9h9iiCGGGGLvsebmAGsZ36jPbr7xAYCvKRmSkk0hQ86EQbUJ\n+3u4RBI49L+4vrm6+nrBhGQv0HSt2OoErflZgsViKkKRowZnmuvjASlsanbCtplDZNZE6QUOuYfD\nzhx1Yk0OO28y4QxXIQXgSpNwnxdhqeuvWFLk0xxXv9nC82qVKG5TJJabxHGVk0HHOjWta5jSFjWW\no1TCOpQOhV1nOZS/Sk3NOO0RTknENb/bjgvwQsO/J8OOo/x7rBvquGYOOC4anAAAIABJREFUq9Qc\ni7/bdP/rlTTcKVkfYPl3S5nqeX2TaGTDs2J9NcLXGFek8XWVJaG846rj4hYXM3eodMP8qkrlmCS4\nT5q6QJT3Z2F+w6bjoqdjRXXf8LmKEjjuZyn4VlAm7WApq6I0fD8BwHrM/dwLccLPNTeHeXsEdkrg\nsZVZfOs9/3LL7z14GGpKtgRTeAfOCp27RpY6/WvWqEFVGFMZPxwaDNx7CR5M6019kOZmW/WGGgS9\nYg9PiA44lcOlu2yDDugTg+WpwVDQZk3nQFyqNw207sEGEzX1m7+ypirKpvKD76vD4ubGJrbzNzqC\nCdmklgI8NvHCkIksEydPa+dAhNEJeQgRUTsyo4hom7ZjHUlCW4j0t7p/5bJaDBTJDJOtBooJlZIO\nE5Ko1EYbBi6u7W1H9d2ClPoCZD8x8CN9lIPe9aDpJOCW1eBTmKlEbndkTK0w+/FICROOKAfWktXQ\nBJhcBhzoLKYyVU18Fwg8w2V0QwwxxBBD7D6YkARRkqZMoO5ZqDdujOILCTEwDV8HnpSEYQpPC5ty\n+SOXUrLiHdi5lfY3X1ERkJnbox1dw1izM91oyXYRhJAHyaJ5UBCsyHj1Hi7X5b/jSqp59ccrvnJT\nRXnWFtVq8daTV7X982TqxGF3jjYlzi53n88vqYqJ/OHo9u+MajOJYkZtx4Sd+xIZ5AjL132S3GF5\ndcsRrXCfF82ZdIcXCFuBllqje4CPnVNutVBaZrfKneOOJWwQ2D2uc0pI7pAnR+mEaj+Rz6nfOEMp\numo7pVWbVCpqIXRkUkUYLi6o0nRxhSqgblXb8O8fGKSlxVCzxtiQygwtTtvShLd4Y5g3SsRfs3uN\nA0NKdjpisttYaaueOhmz3Y2kjFs7V3niaGWZ6oLi/HttmbrolqhPD1XDpGl7LnkE9AnSpFx8MAGE\n89zqePQbmLUR4ZLQGpnR1dbVQDs1pY6XSzoLNDHHdUS9EcGEZD/A0cAcNVW0qfEn/7bri0obkaHr\nKkwQWAu2FxHBuIqyLGmuuOsrpx54+/H03pTMB2BCshsId2QH9DQG62QWqd3CsaKKKj8zrzf0Yyt9\nxsSIWkAukIZmsaze12nRAoxu80JBLfCYmJml+DlibEJ9HvsRMTKm+v3jCEkQJZlNLqMi0zdE5Q0A\nQA4jJQOB7GRNm2h5sOIVCrBx5RWFxxaOd5/fNR4tgr3YUKuY9aa6oQ5n1cXNE20+0dI8OgYNbdeM\nzSMPMcQQNy9OTaioIEe6mJAMOtKGHWngOW5WsOwWYDuDMZFfLyQGp5XLgSQlfPK4QoeV7b2Qndxa\ntILNvSYndA3KKkVEwjiZXdL+vtYqxmwZDzagAnwGPygXz6AjLhzJ5HOd1PtczZCIicydOKYqZnjl\nCADFjFrJ1tqKxHITNo5iGZ2qnIVlvfP0VrFQKXRtswEgQ26tr1xVAr9Dk37kaSp7cCaFIYbYD6SN\nkIlgpxrJkwZmkz7Zeqx6Eq0r8eP/QYJE/6Lh3caBISVVd/Byd1shJABwKFXGeWcyYuutIQgtcv6f\nc9scrTh8TIVPeTLmlAmHz0dzdazV/QhOuCR7J8Fah3ablPxUVhsXZufIDGs3WGs0KPnRfjA1XtGi\nZvy92Q6++VdT2n6Vd/SnaQpjoZ5Hlc4n28+PpvTQNqdjyvbmETvePlmkFA8NeOHrisv6mbStUk+U\nRoqcTXPq/DAx7EXW2e2zkFbH5TyqxOaNtypS2aZUjqZH4nJiJ97ttOqp+6tN17qbVfsLOu9cXs76\nIJPSnr10cfwZU2Nq4eSNKgKaS0an/+pefBS46kS78pbL6nq9skNtLyZLVSx/Q13j6dvU9Z1JqeuC\nq71kXv1mTSqFZh0XsHnqq5hoxpZB8+tN6Z9nFwYeWzqOl3/qX/R834MCX+g6GGPmwJOSvbSWr1LJ\n62imHquX6IVDOT2ScjK12M3LzrXH8LU5ZbYzWYxesb5UVg6JE5m9dT8NCAng5/55wrDJ9p1f92JK\n9FhQyhPRsLx3iCFuTBwm3Rr7pTBhnH9WJ9dT5NezF2CfGy4D3gwBORk3KzjXOoTL8zdGOTAAQA7O\nQm6gZ4edSFO0bf8rsriuWacoQTG+KiYQc3IXy3x6o39BEKWIIiQAMJ1Yx7wzsmG/frDU0KMxpdT1\nVfEMMcQQQwyxNQSEpJu6KZ9EvrC7wuO9hMTg6AEHmpQwqmRsxKtxi8L9bLCzW6kH7rraqzw3ICTZ\njt38dGJ7ofYw+DOZ8XMomStruKIgT89b9mD/9ELoJZ5spMapB60Sp4czaVwZMBu3cdrk5QtqNXfs\nuErFWT1EvUx8W5SSstPqe2iVJhSmv/wN1SxNHFdVHdmM+s3kO0P9P+jzLy0qAXWSQt3FEfVe88tK\n08Slom5RHdN8iHRzJ2O7R/v5AHxOJKUn2nS9JUMVXnw/s6C8WaXn1IywmKbuynTO+bPDC5q48cB5\njYpW1kkH1ExGV3ixAP5aWdeIscNuMsEpR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7sC+nn3JtT+2mZUcaWfA3qfGjU4bOkrYDbZ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\niIiIiI4gEiURERERERERHcH/B9e3IKGyRU1yAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fb71f3d8b70>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ndc_final = ndc_int(z_ndc, sa_ndc, ct_ndc)\n",
"\n",
"plt.figure(figsize=(10, 6))\n",
"\n",
"ax = plt.subplot(211)\n",
"plt.pcolormesh(lat, z_ndc[1:-1,:], np.log10(np.abs(ndc_final)))\n",
"plt.colorbar()\n",
"plt.title('log10(ndc) after opt.')\n",
"ax.xaxis.set_ticklabels([])\n",
"ax.invert_yaxis()\n",
"\n",
"ax = plt.subplot(212)\n",
"plt.pcolormesh(lat, z_ndc[1:-1,:], np.log10(np.abs(ndc_final - ndc_init)))\n",
"plt.colorbar()\n",
"plt.title('log10(ndc_f - ndc_i)')\n",
"ax.invert_yaxis()"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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0n7/n+973PkSEnY2MudmYpSXDH719h82zStqHs+e+MloaRSp2oCPYLyJ/Gfz+\n9SL0ysVwSFXPAKjqGRE5ODggIt8P/FvgIPC9Y859GfC6PVd+BNe1UOOc8vM/v8W3fmuTH/qhqTJ/\neTlnedmxuenpo35hAJymxd/MGwKnqaec0kRLD6QQMjTHwEYwN2uIY6/V8F5Tg1g2Qqfj77WzM7yW\nAvMLno46dMhw9ITl6FHDE54QcfOtw0c7uHW3q3zxC33+5p6Ms2fycoU8sMEZIC8GMhsJc0sxN9wS\ncdOT2szOW07cYjlxixeoejU0U0gtXS4V1XfVLlE1NB4eCw2KewFlFVJRvXxYvh+k0xEPq0rMmxoK\noLLCrZkk/G+FzOGSdEiL6EBNXpYamimEcVwCe5DwplL6hhUr4oECIFDYLk1tVwbe2OTFfKDEduDu\nWwzOCor6FaD6E6w4f5eBvcNwLsHgvV3ykfv3wwcTtifMCo6H/RZgJ/daCWcjTGQwsSldnU3sVf3S\njLFN/+6iqZi5W/Yxd8u+ioBlaty+Qvsqd5lasxADYSTvZeR9/y/EgMpA/ARqoqHmxcRDIUlEvDDV\nMH6NeJF6hQJHVkNFVWlQxeVDLWOeSWm8HI49GhhSlenBZQb1DNKlNmdEohDBe41ZvyC42OP1dkiC\njSNsMyKea9Eww/H0YobCdca+e4ERL0y53CF5hsucF17y3GuMI9/P4kZhEyUy4mId0Ekh5RRQZyHN\nVKWiqn3EBnUP+6tRR28rY+Ncn83lPunWNtu9nKzvMJEQNbyAM3ewyYm75lhYikpDYSPKlz+6wuf+\nbJXveMVhPvh7Z2k0hI0LCRsrKZsXfFseeeSRXc+mtw0P96b5+F/06PWURmzY2Eq5sLr353st4W1q\najvRsqo+/ZrdS/UdwDtE5Dl4+5rvGBwTkSPA1+A9pK8I17VQc+6c40d+ZJojRwxve1uHe+/zneTA\nfsOBg4b5OcPioimMhr0bdxyH6eFfY8a/sKvR+eSqbG4q58/nnDnr+PAHEs6cyf38JUMDyMHc2m4L\nt98R8dxva3L4sCEL7h4G7htobbJMOX1BeOi+lPe8dYOtDefdSAEEolbktUkOrxUpLpHVGASHBsTZ\nGONgEUq3bxN5rYozEcaCsQa1FmP9AJkb/3EPygyMNXMpupRT0iJQoE/bcoBLywFfC8oJr+rPPJ02\nEDTqVriXUucbazBN77VTQnZPDt5mUwktassJcnCKCIIWZaXQShT3KagkEWGTInZHcW5Ueq1AHKSH\n7rMy1M7/M5W9AAAgAElEQVSIDI1+ZXiuIKUNTum1PmhDWF9G0hJoioLjKlKe6jC06eG6zqvvc+dX\npqmWk49LHXnX21T4+2nRbmH6QJvWfIPmbINeY3ZYOadMpVukOym9nczbKWyn3oukpGaoICQLy/cs\nRXrwM7bevqIVYRtDb6zC2ai07RjUPS/pLC8Q7oWeq0PZ37QqBA37ZyGAGOMFQSNeODTevmjwzWqh\n2QzbPDSqlrIMwbGqITyVk0tD6MztjfocxLwZpAffy4hQ2php0FxowdwsrcUWzYU2zYUWpjkaNOnS\nECNYYzGNYa0uRj+NwmWOZDuht9Olv50SdbZxnR69zZTedobr9PwYM3LdSiC9SJhdiNh3pEl8cIHF\nIw3acwXNLkK7MBo+fNvM2DqYEVfx1Ud6/M0HL7B2ts8NT57h+3/iJt79nx9i/7EmX/rkOmvn+myv\n+bp84hOf4OjRo2Ovu34hoX9AufNJEfNxg498tF/7HB5tKNU56BrgnIgcKbQ0R4Dzu+7paatbRWS/\nqi4X2S8F3qGq6Wj5veK6FmqOHLEcPmz4pV/a5jnPafKSl0xd+qSLwDktjIOV7W3n/24p6+uOtTXH\nxqYjS3dT94PBZHpaWFgw3HST5YlPjFncZ5ifF+bnDbfdVj3nUkbDzikPP5yxuaHs7Dh6XaU9Y9m3\nZJhZjJidE6JIOHg44uDhiGc820dWTgphxDllsxd5u59ISCQuB/o6Y+J+TX5Yvu/icvB1uaOTFDRV\n7ukklztcrvQyW3iWeLsdV8QDSTIDRYyOWG1pX5NoXHqoZOLTxno3eCd+VS3WkJmhjcajoc4fRR1t\nU+u+GnLwI0HEQnfURg2dFNoJhC6odStUU2M4eyWoo58qZUYGNjNmhesyR3e5Q38rIdlKiDdWq5LJ\nVMz0wSnmZxqeJpiOiYIJ8WLvqeJdFLpb1xrb7m1ZUqdN2gvqqLpQEzV6rE7TU2ukvAeN0cVQ10cr\nQev2EMBOVUm3E3prPfrrPZILa6x96Qz99R55eulnWL/tQEgljZYZLlMiUxXCTGRozMTMzBqaszEy\nE7NwbIrWHTGtmYjFebfLxXo0naeOzmqftbN9Vk+u8vAn+nQ3RzQ5DcP8gQbNKW+gbBqWpOfod3L6\nWylby8lAqcrCoQZ3f/sSi4ebbC4nvOMX7+PZf+8wH/yd06wvJ6VA86u/+qs84xnP2PUspqam6HQ6\nbK1lNGPL7JTl05/qs7Li6/Rd3/VdvOc9V6youCJ4Tc01Net4J/BK4BeKv/8TQESeANxXGAo/FWgA\nK8F5Pwj8zNXc+LoWalQ9/fT9L27z5Dv9xLu65vjIR/qcO+fY2vSq3XAFeDE6XgSmpoW5GcPs7NBY\n+PjxmMVFYX7O1Lp3q3rvqNU1x4MP5rz97V1W11zprakKS0uG226PeOLtEYv7g7gYuXL/fTmf/6uU\n+x/IynoePh6xsGCYnhFmZg3b246/PplyfqXH1mahrcB7CzzhiTFPfEqb+UNenW6M0GpXDTSvFby6\nGoy1NKJhF4kC7U4zoKJCWipx4ymnkKJKRieDivfT5X1YmvuAWHkvJevluH5a/MuYt94mreIqqwMK\nx1NKOljmK8WWAlqGFSlpK8mHmoABFaWQMwiGVtgTDaLbKqTBOSYoZ4rIsVrcb7Ayl8G98MHTRumk\nAZU0oNFUtXA1HrZPzEC7g3ezBspYJkIZ1G3oiuvzjBTnFsdNJEQt75Lbb87SWmj5Fft00fciw+yR\naWaPeA7H1qy0r3Tl53KvJUp6OVkvI+tm9Ds5U9k2aTcn6folg9c4hfuvCbZhiFqWrp32Wp1mRNSK\niFtC1IoqdNTVwmU5aScl20nJOin9vncdnzUdkgxvsJq7MsaSSJVy0lCLxlDTOtAQem2VCRWJZf52\n1iwpHIkMtvhrYouNhvYr0hy6wO8FIkJjtkljtgk3zF8R5TQ+PzS8dbXH9uLNFJYx9tLaDRsbFg41\nWTjU5Oa7x5dJE8fGee/9lPYcvUSZWYxpTlmmpg2zS3FF2++c8jcfusDffHSDF/zjE7zrPz2EqrKz\nkpRlfuzHfmzsvXZ2dhARtlYTcG3ufzDjoVM5K+u+ve9+97sfNbuyOihSCe1xORCR38MbBe8XkYeB\nf4UXZt4iIv8AOAn8vaL4S4BXiEgKdIEf0GIQLIyNTwAfvOKGAFJRd15nOHDA6tvfvsQtN1ve+KYO\nZ87kLC4avvmbmxw9Ypmb81GDLxfXSh4dXbesrOR88YsZX/pSxoWV4UpBRLj1VstdXxNz4kZbfhx1\nAfqSoIapGtJUue+LKZ//bMK5c0P9dYYtR7twJZsFhsa7VpaD8hehosLvKSyXqyniXYg33LU+noMa\nr5ExVtBC7W6M4IzBZZ4SSJLCLiL1FMegDf4e4zUIFVX/wH6hECBLSdIYbOHR4T07/ERmmxEmsgFV\nM5xYSs85kSI+TLFP2KCsDDcURcSvcGX3uZEJYqyIFIa/fpKNbV4cK2imQoiIC4rK00lFGiljiFDE\nFhkIJOUfGQrbg3JOTCW/pDcK4cfvESaloahqUCb47aPODuxCFJcpWT8n6+X0d1I6awmdtT7ZznBi\nMQZaszGt+ZjWTFwazKpT+p2M/lZKdysjT8KItIPXXv/NqhaURcPTTXE7Cv7536Y5jL3knJQ2Sijk\niSPrZ2S9nKyfk3Yz8n5OWvzOk6r9yF7mjrH2XAIYSzwdE09FxNPeeN1EBmOF3FovWFgBsaVwWsa8\nCdKqwfc/EFoHlJOT4P5aEWJL+qmg2dwgJk+aeWEqG9JTmruhgCLVSLwyOgcYob2vxcyhaWR+hrgd\nE01FRO2YeCrGRPUj6LUSalQVSVJ6mwm9zYTZ7iqd9ZTuZkp/s09/x5erRBfWYcyaXXSjwuy+iAPH\nm0wfnWP/8RaNdv0kHo57AypLVblwssfn3nuenY2MJ33jArd+3Qzv+KUHueNpU/zFH61zz8fX6G2N\n0IhjMPhmX/3KaWZnDJ/9XMr7P9wbtl3kU9fSjuVSuOMpLf2Ndx4fe+w5N9/3mNblanFda2oOHzbc\ncrPll163xXd+R4tXvXL6iq7jnKecNjYK4+INx3qRXl93bG8HfPSYQW7UdnTfPsOdd0Y86c6Y+flh\n519asjzrWZZnPatZoZ9C5OoNmO+/L+PL9+asrzu2thydrt/r6sABy/6DhgPHYw4ftWC8XdAddzW4\n465GRZoOaaOkJv9qqCioBuYLqaksF085OaWfSklRpfmAilKSzNu32IbBRbH3UogNzsSVlUhao9Kv\nU/WPt2u4QlX9Hgwh67yMopHBeS/RTesim9bZA1wM+R7E8708k73SWmG9RB297ZTuRkp/Kx1qnERY\nmopozcbEMzFRY/fEcbF6V95nTbn8KinHEFfjNTaqrq87Vhewr64f111zr6ijLMP+WollNNLvXe7o\nrfXYPtehv7ZJ52xG1slIuxlpJ/VCElxENN1973DLg1H6yQ4C6Kmv+2BoaDX9FgTt+Ri3YFk82uLY\nk2ZZWITWtLerash4o+HRe6gqW6sZFx7uc/6+db74wT5JL+jPRpjbH9NoGqKG13J1NjN21jN6nbzU\nri8da/NNLznE7L6YtO946y/ez3NfvMiH/8cqW6t9eluXeCgjWF3xUurW9lc2mq9S/7093nBdCzXG\nCP/hP23znG9pcvfd3gtnddXxx3/c4+zZfKh2D+in8neQFvFbGyzMG+bmDPNzwk03RczN+byZGeFy\n1H3LKzn33JPx5v/eYWtr+PE4hcVFw223RRw8Yoi9xzE728pnP5ty6pQXdeJYuOVWy623RSwuxszM\nCo22YWtTuXDBceac41Mf7XPmkZw0914r+/YbnvLUJidub9FsfeU634CassZgC/lHNBRExkcaDoWj\nXYHxrgLqlLyXkfVS0k5G1k2ZzzdIexkudSUFJOoHYu9uPqR1BFfuiG4CDccgf0AHDbQaJtBqhPko\nGC2MxJ2/7vA+Aw0K/mAxI1xsd+Ta9o7ZfTqkk0qqoqCZREJ6ZlhuoFmpaIHEGz9HsfHxPdqW1kwE\ni/NML7WYmh0a6IoR2nMN2nO7QxsMcCUCh+pQU5T0lbSYTJNORtzfIekM6SegotFShKjp45JELUvS\nmCJqWeJWRNQu/jZtxQ37SqGqpL2MdDsl2fGB29KeMiMdL9xnUnhD+U11B3XVUttWRBQu3ocbNfgu\n3otigvc6zAfYcVOY2HjD+NgW9JOn0AeeRTYuvIwig0a6p3HOWMPU/imm9k9dti1SVTgPFw+hQFW9\nZiiM1G0e2QqFF3P5NqQi3pN0binm1rt3GwTnmQ+VkfS9G3eWCVNzETMLEY32kLLM1ZBnyl/+wRnu\n/+sOz3/VIf7kv50hzYWt1cuv15lzGbmL2Nzy7X7Na15z2de4FlCVysL48Yzrmn46etTq635lnmc/\nu8mffzjhwx/qs7hoeMELWhw/bms9muDaUUyXA4cXuu69N+PM2Zw8gyxXmm3h7rsjjh+31dVZcG7V\n+2m3FmN1Oeczn0q4796MpO8n05whVVSlk4J0QEXlQXCwWq+oEfopc9YLMdZA5L2fTCRQeEKZ2Ieq\n9wOnp6IGE1Oe4+mM3JHnUqjHi6jNmStsDvzvsi6DtmtBUwxohroJUrz9R9yOsO0GcTsiKugKE1t/\nuhGMcaW3A2Y4QdjiMYgR7GAbAQnLU0RA9QNjZFxpu2KMlgEMRTzNNJgwfbniHoNJyRTnDzxQLnPC\nqFu1D7Rn4+xvSjpq8EwHZUbSQzsf7wWV9rzw0NvM2F7ps7Xcp7s5HLQjK7TnY6bmvedIuLDo72R0\nt1I6mxlpb0wbw1ep1TxVH2HWCyfGh6qfskW8G5+2rSI2UWmH5K+TOyFLHWm3oJt6OUk3K9OD/Lox\nb5zWJlwo+Wc27JNRK6I5HdOciWhMR5hWjI0KjydjSyqqFFjU02UDqswF1FIZTUCr79GVwvDwHQ7e\nuSu+qTx1kGfk6dBrbfCXPPcUcJr77RQGbSWgTkeeh4mEuUNTzB2dQhfmPb02Fftv6iLU0+gzvFqh\nJsp9n+tupkzvrLGzkbGzkdHbTNjZyH3AvSL8ARTamTpKDZietxy5ocHciTkOnGjSaFbbkl9ES6iq\nnD/Z4wt/vsbZk32+8Xv2cdNTZnnHr5zk+I0Rn/ngOp/80Ba97UtTTwCf+cxn+Lqv+zoOLMFNJ2K+\n/EDK+sbw3Meafrrta9r6799569hj33vL5x9X9NN1LdTcfnuk7/+zA7ztrV0M8OIXty8qyIQY/fRU\nfWC99XVlc9OxsenpqAEltbE5ukvvbg3QALOzwpOfHPPkJ8fsWwxtQMZj1BNqZcVx35fSkn5KEj9g\nGSMsLRkOHjIcvjHmhhujXW6UofDTC/ZlCvdo6lXSw5V0haKqoaLCPaTAU07OeSGlnwp5poXHk5Cn\nBeWUFsJL5r2fpIjtgzWlXcHA3dVGpsiXctBXO9QApG682r5qd3P5qvo6AWIvg3BlU8CaDfBGj1V3\nDNbx+ddIqLmW2GudJHd0N1M66wndrawy+Ten/VYfjdkGUfPyDHPr2pjX2FrVlbkS2D20vc4LD+rt\n1Orosrr+HWKvnmJ1763Ok66OBgXvLbR1vsvm6R12VvpeU7bjNWaDIHnh+Bi+3rAfhNe1Mv7bAh8r\nZnCNCkUWKVNzMVNzEQuLMD0fMT0XsbDgtSg2EuJAg9MIv80xo/HWesbZkwmnH0o5eyohS4Z1arYN\n+w43iGLvmJGrsH4hY3M1I8/94uDQDU3u+MZ5DhxrkqWOP3nDWQ7d2OCev1jn4S/t8Nef7BfPYG9z\n6uC7mJuBze3B8/tKCTVT+rr/+YSxx1546189roSa65p+arWFP/6jHk7hpX/Pu3NnmfKhD/V56KGc\ntbWq91NIOY3D1JQwN2dYmBfm5g0HDxpuvy1ibt4wN+tdqPeCjQ3H5z+f8vtv7bBZbFQ26MdRBEeP\nWpb2+0i/1sLOjnLP36QkiTcA3LfP8MQ7Ir7jeU0WFg3Npg/jlufK6orj4TPKA19K+cCfdOn2KT2r\nnvqMBidubxE39j5JXAsYI5iGoPFwoG5UBu3xNFNlLx3qJ4OrCcwGxao1dSRd7wGV9TKykn7Skg4a\nGMyWRrJOSw+kedMpaCL/z6CB4W0RU0cVcYW7+4DSct5mSxWMqk8PzinuMdCiqBsY7xblC08rMV4r\nVVJFhVYn9OrxlBEjRszD+EIUeVVj4jJ7cKGRsj5pBGzsA43FTUPUNMQNQxY3ac5EzO5v0pqNKsKJ\nscL0YoPpxXr66WrjXqiq93bq5HQ7jqSTkXRypN+taHjCevWjKeKWpdG2RG1Lo+1D5dvGoxOp2OVK\nf8fbFfX73pbMZUP6yY3STwjzcY+B91MZb6ekmYI+IMJa1i61imEMpYGhso/W66lgG/lgg4O8K6XZ\nbGxYODbNwrG92TDW2SXVuViPBsYLj7VCrU2Yb8bnXw5mFyJmFyJufcpu4bfXyTl/Jiu0yIoTwxOf\nNsPcvgikqtW+9+MrfPy9G3z7yw7xmT9dYXoK1pcvn3oqDIJLgeYrCYUr9n663nBdCzVbW97G5BWv\nnGJ11fGW3++wsuz4tm9r8n3f12Jx0VS8nx4ryml+3vCsZzV51rOau45lmXLmTM65C448978PHDD8\no+fM0GpJbfwaAGuFAwctCweEu57itSeDiWH5Qs6nP5nwZ+/fJCtOdIEbaJ0AkVVWg1WaqTx3ZIUp\nQjnBmYb16YYhidtETUMUG6Thg6BFTVMGuVP11x2oyXMHLvUcddJXbNr3XjV95z1TksFfLb1S6lam\nWrgvAxX6wqmfBGzDFLYUfhJrNIVGw1YEhNJlOfaDiRghskVgPdPAmCHNZI2Wbs5hOiqEi9F8gMhQ\n2rFY6zDhfQf2LWZYn0gGAvFgj6+ADsILSxV6CCo0k3d/D4TqkpqgvEjVyH18WYMrQ8Kn/eHfvNth\n5ZGMBz+S0N3OyiBnIsLCgZjpxZjphRiZmapoNaXTpbuVVf5lWfW91SJ4x6pCo21pTlsfP2Qqojll\nse3CLkaHbSqfU9IhuZDTLeizgQt4GqzKR58L5S2rO4aP2uyV7RtQUXgvv+ZMRGs2wjYttqBhrRXi\nkqo15bnOCVmx+0BIOfnNMasu+95Oq1vmuaDSqpBlFF5PWlJPeerQzG/zMBp0MGyfCQx3K2UMzO5v\nsnisjTm4xPRSi3hqGEX3sYZzSncrY3Orx/Zaitvs0N1M2VrL2N7M0XzQJ6kYI5f0k3+s2Fg4fDxm\n/41THLqxxeyCrQi5rSnLsVuG02F1EQY7mxl//YFl7v9Cwq13tfnfXnOMR77cxTlYPZuwPrIdwl4x\nEGwAfu/3fu9yH881g3fpvq7FgT3jum5FnsMrXjnFPX+V8fZ3dPmxH53m8OGrlyZ7Pe/1tFF6QPnf\n6+uOzS1Xa4AM0G4Jt9wSceedETfcYHet/qJIOHEi4tiJ+vtvbzu+/KWh99P2tpI7pdEQDh4yHDpk\nOX5TxNHjtozUuv+A5Tu/p823fvfwYwv3iEor2pLxVFRSyY/Hl3exp5QSR5Yo3Z7fZiJLHN0exYSX\n0u/l9DdydhIlKdx2RWRo5+ONWXzckKah2YiIZmOi/U0vJLUsUSEUmab1K0uRWgqhTtip86S5mAdR\n7a7Qe6CJ6iiqSx0bj6GQYGz50PaMa0VHXTYN5pTOco+d9ZSd9ZTOmc2KMNKaiZg/1OTwE6Zpz1ra\nMxHElz/U1FJRV6AB2suzCp9DONns9Zr1FFJNEMmg/OX2e3+/S/f9ur5epVGH+c4pWxf6rD/SZe2L\nZzm73CPp5FWBuMBAuAuFpZCWMqJe89cwtFr+WJ4qpJnfX68I5hcKWGUdRRD19mdTs5b5BWF2wTK7\nEHHsxojZecv0vKURhfTx+G8Z/Bh27uGU0w/1+ehnt9ha8+1XPN106HjMgSMxXRfTJKWfwJmTCRur\nOS6H1rTh679tjme/cAmAT/zBBU6ddETWkafK9mV6PYVQVV7/+tfzspe97MovcpVwfPUYCl/XQs3C\ngnDvFzPe9Ydd/u9/OVsOMhcu5Jw8mXPhgmN52Xe6KPLbIXQ6yvqGIw80nKPCc7vlIwMvzBsWFgxH\nDhuedEfEwrwPyncxu51uV7n3voyPfSzlzW/plnFLBvdotYT9+w2zMwOVMWx3lJMP5eTO00/T08Lt\nT4x4+jNiFhd98D2xQq+rXLiQc+ac8smPJTzySF7uG3PrbRFf+4wmS4cfA7sKKzTblmYbGnOh4BSm\nw1WNjC1TN5iP4mrpp7HXLFatAzpo4HLuKaQhbWRcXhhdeiPZgZu6qGMavxLDDa8juWMQzwXnBWB/\n3eJvcV1yT40OtC0D7YwZaGoCzY0poi6HWpzBburh78Eu68MAeoaZKCnOq15vl4Yo0DB1tFVqqsRQ\napzGnWfj3Z6BxgjzB5vMH9ytqazDlREGI+80V5JuTrfrKi7kIeLmQGC+uu/kSqmq0kg+KwLvZUqe\nD41PQppJS6pJSm3pKAWlNfmPVnA2Y4T5Qy3mD7W48amLtYEVK+fUCMURmV8E9RwkqdduRkK74Yji\nYd+qo6lCISW0nanST3vTjMQN4fgtDY7fUqVLHUKWKudPp1w4k9K2KdYIjWnD7U+ZZ26fxQWLx9W1\nnD/41dM847kzfM23zPL21z/C+soVR/Qv8eM//uNXfY2rxcSl+zFA0oe3vKXLz/7sLAAf/3jCe9/b\n49Bhy623WI6fsDz1a2OshTT1Ninttt+2II7rP3p7FQNCuy18zV0xX3NXTD5G1djpKisrOdtbQ8+M\nRkv4/r9jiaJ6+snhbYhO3BBx9Abhac/wH59TPzHe9+WMD7+vy5nzw93YVSkFp1JokItQUQHllGMw\nBhpNg2360ODNtqHVNqTNKf97yiLNmEbb0GxbaFDuiHs5cE5Jen6Ay3p+Z+Ss70j7PiBa0nPlMU9T\n9fzxniNL3XgeoPIQdkOMtxEZBAI0Vv2kbQUrA48mwUahoDEUJCKrbIyca4pzbWSImhBZ/yz8dcFI\n8dcI1gzvMfScCQQspUxrQdWF9jka2O4MysWaoKmWwpIqrO8qV0ysjl32PINzKPrULlufERsg57zR\naEm5OC8Y7TvS5MCJFvF8m+mFmPZsNDDvQR30dnJ625nfm2enR3crp7Nd0EB9R9Jz5JmWz+Vir3aQ\n77SgeqZs6WI7qupX9ZrEftftKaR/CGOFRsvSnDI02pa4aXxk2U5Ov3Aj9zeh/IYU2dX9BhO3scO/\n5b5YAZXoXDX4XuiRpipVGqpomwvOH30+lTqMoWn9zyo9M+r9FDcNi0dbLB5uEh+aZ+5gy++ofYUQ\nEeKm9f9kOA6FsWX2CueUnc2c7fWc7kZCf73P5kbO9nrGzqZfdBjfyKJNw6ZNTRsOHYs4emuLYzc3\ndnk9RbFw9MYGR28cCjzhuKlOefBzW3zsfdtEDeFl/2Q/IvCG152hFUN3x/e1Jz/5yZfdrusFqlce\nUfh6wyW9n0TkN4EXAOdV9a4ibx/wZuAm4EHgpaq6Jn758O+B7wE6wKtU9dPFOa8EBk74P6eqb7xU\n5Y4csfrxjx1kc1N53eu2+KZvavK85zWv2o7GFgPizo5yYdlx7nzOubOO5RVHno9Xs87PG7+R5gHL\nzTdZZmbMWKFmHKqu295Q9NxZx8mTeUF5+eBLc3OGAwcMS4csJ26IaLakEmkYqtGGQ+HlSqioPFPS\nRNnpit/npOfY6Qj9riv/bXeFpOOP9buOLCvsOUY8OiQQlkoMJiwDtlEMbk2DLVbScfnXlMdMIyJu\nGaKGLf5eGwPPvVJIwzKXDox3MW+Zyw0v/2hoqx4NOKesnemzcqrL9nrG9npGZ2Qfnda0pT1jac9G\ntGctU7Pe5bk5ZXxws8Iu63JwtZ5Nl7x+piQ9b5Sc9LxNUVwI9q0p3xdH++Fegh/C5VOnV0u71WlX\nqt/A7v6d9HLWzvg9ktZO91g/1/c2ADWoPA4R4sbgn7fHa7W0TKdxC1Vo5V2/aW2SkRXRxdNuTmcr\nLwXdcXW0RpmetcwuWubnDbOLlrkFy8KiMDPnFxfj2q2qdHeUsw+nPHRvwqkH0jKiubFw8EjE0sGI\nqaUGswuWNFH6XaW3lXL/F/psruXkuXDrnU2+8TtmsQ3D6fs6/MFvb/B3fuwgv/2LZ/j8X25z+mHd\nJWRfDR5r76cb75rVn3rb+Nv9kzs+8FXn/fQG4PXAm4K8nwber6q/ICI/Xfz+KeC7gduKf88E/jPw\nzEII+lfA0/FT3adE5J2qunaxGx88aNneVv7fX9riZ39mltnZQHouhJKVC44s96ttI7DTUVZWHKur\n/t/6+oiHVICZGcPSPsPhw4Y77ohYWjJEgcBUrhIdrG84lpcdJ09lfPDDfXZ2XFlmsBpvT8HMtA/m\n12gIWaYkibK1o1w4X50ADx+2HLvBcOy45Y5ZoT1t2Nx0nD/n+NLfpLzv3b3C1VuYXzA87RkxT7wz\nvqa6NRv51aRtj6eVoGp7U+flFA7OddL+XtxXR8t9JVFuGeBAnCvSiuQFFZV7VYsWZQYU1IDmsTKg\nDAb0UrWvVALjCYW6aLBVw4D+KTRIhJTQsI6P9f4wUIQdONbiwLG9U09w/QttNhLaM5G3//lbikbL\ncujmKQ7dPNw4eK9aFee83Z1LHGlhaE6SkvaddwTo970GNI5oNx1RHBEVHndTbWjPWE9JVcInDO9d\nZy9zKTd8EWFqRrjljia33FHts1mmXDibsXohY+1Mn5NfcDSaQrNlmJo1fPsLZ1lYispxL8+VD/7P\nNc6cTPnfX3OAt/zGKqB0dq6dMPOVwtXs/XS94ZJfcLE9+E0j2S/Cb2AF8EbgA3ih5kXAm4oNqj4m\nIgvFtuPPBd6rqqsAIvJe4PnARc2981z5f35xi5/6F16g2d52vPVtXc48khPHwuyst1+JY/GB3pwy\nM2PYt89w110x+/Z5921r5aooJ/CRgm8efQojdd3c9ka/2zuOJIE4hjjyH9WBA+NWelUqamnJcPPN\nu1FawKAAACAASURBVIPyra46PvWJhD993zZ5oUFutYXF/baMoZAU2xY49VsYgP+gh/sD+YkxbviP\nVpoRjZZPu0aTRktoTVtsS2lNW+LG5UVZvlKoKnmqBRXl6PfU0059T1V4GsqnbdLzg2SQF3qj+DYX\nfwPjQ6h3O60sNkdWesZ6OsracWlvYFj+tTJwtPB1cgOXbj+hh55M6qqeTOpC6oGa34oLO8Y1XBWO\n0hjhswzTzbbl4Ikm8zfMcOBYk/bMbkP5EM4p/U5Odzuns+3pxKSXY9OEpO9I+1r8HfxTkl5hLzNy\n82rbGW9TfbF8KD1h4qaUuzE32gZaTRotW9KsjZbXLgx2aU66OXT79Ls5vY6ju+3blI8z7bicelWK\nXP63Vkc/haj0afVeQI2WodnyAnWe+U7ZnrEsHIixS3PM7W8wsxhflseTMZ6+M0G081iG00udsAJ7\n3xZkgKTv2NpwbK3n9Df6bK47NtdzNte95sd/+o7pGcPifsu+/Zb9x1scOhpVqPMoEo4cjzlyvOpp\nOu5+f/b2dR5+MOHZz5/l2180y1t+dYVb7mjzVx/fZnPzsqp/XUK5fhaUV4srXZYcUtUzAKp6RkQO\nFvnHgFNBuYeLvLr8i+LcOcc//8lZZmaE//j6bdJEeclL2tx847VdTakqK6uOCxd8ILw0hdwpzYbQ\nbvt/+/cbptr1L91aHwNnbg6gKvHWfbKqysa6cv6Cp7783k+GhaWqq/q+fYbnPb/F857fKqMNdzqO\n5RX1k6wRcjHFhDuMIqzqd8QeTIqZGtK+0u8rW91i0O4pna0+/a6j23F0OtDb8astKLQwOmhHQDmN\n0GCl90PY7iCCcaXdgS2CiLfTiZvBv5Yp3LINzaahMWeImxFxa75SJmrU2/eMDpR1K7q9rPrqgohd\nDOH990pTXO/o7eScO9nn3EPb3PvRFXo7eRlvp2LLUAgPagztaePpqGlLsz18d1Nznm5slO/dT7Zx\nw4ydTPMr2HJhHFQ95Zp0vYDVL6jVpJvT7yZsr/nfad8VdmaW1pShuRixdKxBs22ZmrV+76Ho2q1s\nHy16bbRPZ6m3acq6XrAwkd+Ytbvt2FhOWH94nTOfSdlczcp4TaOIYqHRLKim4t15mkloFFRT1DC0\nm1oeazYHNk8KqaeA0sQLIbbXo1MIvgMBOM+0undUcP9Gw3tCzc0b5heEQ8cibruzwez8YDHmI3p3\ndhwrF3JWL+R87qPbnHskK+n8ZlO44daYwze0mF0wzC1Yopahs+0Fps0LCZ//dI+NtRwTGb7tBbN8\n3w/Nkzr47V9Z5uu/ZYqH7ksLB4Rr/toec/yt0tRcJq5k/VS9gMiPAj8KcOyYYW5O+Dc/v8XLXz7F\nrbfsrbqqSqejrBWu2hvrjo0NH0F4bd3R6VRvLQJL+ywHDxgaDe9FJQbW13wU4k5XWV7O6faGxr/W\nyv/P3pnHS1KVd/97auu9777MfmdlZhAY9lWCG1FQEA0aRVHUqDEYk9ckavIajSbRGM2rZlFRUBFF\niIBoiCIuyCbDjizDOsx+Z+Zuc2/vXct5/zhVXdV9+65zZ+YyzPP53NvdVdVVp7qqznnO83t+v4cl\ni3VaWvwokauSPV0fjnBcVSbAdaFSUe3wpSfqrLVVo6tbo7VdsHO7xyMP2QwO+bkrqIjMMceZHHuC\nRTIZdnzJpMaiZPiz2hNAQ1GaXtQRmYjq3Xhj17OcJoCfZkhTPVwG+ZeaxVM6y9YlWbYuWbd8opn2\nfLzOQqgBWSWL7l/3N7P4wvwww1T5TFoEyteFJNMG3UvGQ4qN11ZKv8xJ1U/6rijYqVqV2BUPr+qi\nV0rY+zxytlofaB9pAgxLELOUY2TGNExLXY/WZRbJjEY6rZFKawoWnyAPLmrNlIPVOQmyrSrvZvnq\n8evLJY9tm222b6mQ2+eRG3UplyXJlEamRaOtQ+fcizK0tuu1fnPX80VuuCbP+RdnKOYcRoYcxva9\nGO+C8XY4JQrP9qneI4RY4EdpFgB7/eU7gKhCy2Jgl7/8nIbltzfbsZTyCuAKgGOPNeU/fy7HJZeE\nDs2zT9vc8rMynjsecohG5NNpjbbWkLq9YrmuKNxtgmRi/6EV15Vs2+6Sz0uVz+NDE7oPRyCkYkBo\nEIsLWlsUZDHRIzARKypf9Hj0EZvvXVmgWJQIXdDeobFipUFbj8KldR08oeG4KpxccVTdKdeVlB0V\n9TFM0Ewdw1AFNR1DtSue1A5NoaxZWABnVArqr1xwEOUy5YI/4847NbbKZLH5YPbZKE7WbJtGE7V/\nB86i9/F0IIbJrBmsNNWxo98xTI1Mu05Lu0GyM0n3khjZDmPWz08QKVF6RyH85PiDYgBL6U6Falmq\nCGLBpVRU65u1sVnbhSaIJTSVI5FQzD4Zi2HG1PsAegqiR7GEjhlr3i94rmpHAEeVCy6yWKaQlxR9\nKKqUV+s9V46/P6YBP03rt4vuRIZQaCDtX8uR85lX6s/fxhAYBlgxgWMliMWo1c/SBCQzOtkOQ7Ec\nJzEh1PEsS+XBNJo+QVRTmyTBfjJ9manMdSWFnFeDoFzHV+sWkmRK0N6p09qh10W+AeIJjTVHx1i5\nfurOb89Om1uuHaG71+BPP97Bjs1lHt5YZsFig0qz2mYvUjvQyfgHy2br1PwEeBfwef/15sjyy4UQ\nP0QlCo/6js+twD8LIdr87c4FPjHVQXbv9nj725OsWmlwy/+UeOQRmzVrDD74gTTJxOS9xP7m0Exl\nui5Y3jfxzzddZlRgti0xjPHJn8mkxulnxDjdVy+uejA06PHCZofnnrKVDLsDtqscF10XCEM5Ooah\nai45Dji2pGwLHFslyNk2lEuScsnDdsNjNmoV1ClremqmFU/q6DHDV+D19TZ8KrREFRV0qiq87Npq\nEHMDRdlmuQdyknWRbTQdrIQPZfiwRjyl09plEU/pJFOCeMofoCa5s+uZH1Ozn+qWz6Ky9kxtrqAW\nqG/vbPZrVz3Ghh1GhxxGB0o8cusoo0POeMeiCfxUW95wXdXsPIAthA9DKZjCiglSKQ0zZir4MamR\nSGqq5MEETkczc12VnxNArNVSwOBzqBQ9ciMe1ZJyVir+dtUJBqjAQQr+kmmNRFon227QszRGIq2R\nTKtcnAOpvDsu58FTg7jrKgjEscMCscHy2nsHpONiVyTki+SGQpFRTUj6cx6jQ044SNcmjOpNOquT\nbfWvk3+tPNPC8K+Z4V/TeIza+1iMcc5Erele4NyqaufFvEcx51HOu1QL/ucgF8uuD3EHYn9Sqslk\npkXBR5kWDcOnoGtI+oc8Hn+wzL4IqxWgo1unb6XJ4pUWbV1m3T0lpSQ36rF7e5UH7y6Rz3l09hi8\n80OtJFMaO7ZW+cXNBd70tiT//b0ClZLa73nnnTfbyzov7CUFPwkhrkVFWTqFEDtQLKbPA9cLId4L\nbAMu9jf/XxSd+zkUpfsyACnlsBDis8D9/nafCZKGJ7Pubo2VK3S+/rU8a9cafPL/Zmd0co2Wy3n0\n73bp71eve/a4lCvjoSjV5vERoJglWLpUp2+ZQd8yg7Y2UdPLKBQlY6OqMObomIK5AsXifCHseOr2\nS7h/3VSOTbBcSkilNdYeZXDMBpPWtkCES9DZpdPZpTeI3jVnF00Hioout5kEfpIC29cBKRQ1hU/L\nQOJfJcA6nvBZDarjCxgOc5l/MJHVh6Jf/IyE+WCmpdHRa9HRax0Uh24im6lDpuuChJ/Lc6DsUMNr\nmq50cMypNwVm56hrfs20wphHcdRWkbSqVLBS1cbOeYwNqc/ViofrR+DsAI5q1KRAOSWaFlLA43HV\n1yXTGqm0TvsSk1RaI51WGjNWrP7aT6fw6ERwlZSS4QGXLc/b3HNbgaGBMCEmoN5nWzV6Fhpc8PYM\n2RZ1/zi25MbvjjI25vGuP2vhW18cYclyg2JRteWWW26Zsk3z2SSzr/00Q9mXC4HPotBbB/gLKeVd\n/neWAt9CoT0SOE9KuWXG7ZnPVbqPO9aUrz8/wYknmLU6S7YtuXdjlR07XIaHVX5MPc01fN8Yxs9k\nlHrwgl6d3l6d3h6dxBQRn6iVy5Jt2x22bnXZstVheCSsLptMarRkBa0tGtmsRjoLLVmNllaNVFJF\nTnS9PhLTqF9Te++/zeU8Nj3l8OjDNvv2eeg6LF1usHylyfKVKkoR2MFyapouj+xrosHnQKlVep6a\nhZcLLtWiQ7ngQklJuztVieerBQfickoJWNZUhPFUja7gc0DjdiNU7XFiQftrkpoKcKDiG4j+BfWn\ntAiFuwapiIDV5u+nbl24TL2IideJ6LL6fQr8RFCfGSeSMTJtBtk2g3Tm4DDiQP3+laJHueRRKarn\nvFx0oVyhUppYE8S0FLNHMfo0rLiKGtTex2cuHjmRlStKeK1ccCkVVBTEdSWWV/UjJQoODphbAvCE\nT9EXIkLzh0AlOIA3Rd06UXfNKtIEoQQiNV05cMrBUY6O7r8Pl6vPli7rtgsirVM5NYFNz5mYGkoa\nDz/NNF9m9k7NZNaM/eS6kgfuKLLxjhJvvCTDkpUWX//cMOe+IclN1+b5+U15SiUmvB9nawdbp6b3\n6Hb5jh+8pum6L224ftK2CCHOBvIo5nPg1HwBGI7IvrRJKT8mhEgDBSmlFEIcC1wvpVzrf+d24J+k\nlLf523lSymLTg05i81qUYe9ej1NOsTj1FItHf29z662qYveZZ1icdaZFR4dWlzx7oCGneFywZrXJ\nmtVTz41mCj81s0xG46STLU7y1YVdV/LCVo/NzzlsvKdCoRCpuRI9djRZt04Zk9rAVrdchiwlV6qB\nK54UJJIBc0WxWGQ8phL8LA0CnQlTU5UcpYKnbKfeQXBslT9RqYKo2ErDwp/FjXutKNZDnQWD7STK\nwbGERjylkUyq2Xk8pZFtU+waoSmlX033nQYBui5rzoNpyAg9u56irWnq1dS8OR/Mg99IyqiKcKj0\nG6j7BsyK4PRl5Pt1BSwjr9GimHXbN66LbB98llLBmTVm3HCJgc0uYyMuhZyvzRQ9EaFUtiOCsTVY\nIXSi6tV/JaHK8vgfRu1T0yCeVArXCoIStc8t7VqtPEn9b+rDrCWPaq5CbsCHoCrSh5gCyniT4zKe\n0h9tb/QYgZmWIJFWz0YiqRwnwxS4fn6LGfNzWvx7R0r1fMngGgSU/brfv3655/mfiV7DClJCJaqR\n5JflCJwo9apgp+AVz6s5W54fOUZM/GwhoKVVo6Vdp6Vdx8rEIqynEC4MYMT9eUakVJpepYKkVPQo\nFVT+UqWoIKhiwSM/5pHPebUilk0u1HgYNHiPyidastxkSZ/J4j6DRLL5RKtY8Nj2bJXf3V7CrkpO\nPCPOX/x9O54H3/vPfbz8NXFuubFAKiMolWZ9yvPKgntzdt+dvuyLlDJakzyFf3WEEOsBQ0p5m7/P\nWdcun9dOTWubxqmnWFz/oyKlkuQjf54mFtv/wUVKSS4n6d/tsnt3CEVVKvWQk6ZBZ7sqMLl0mc7y\n5fqktG5Q+Srbd6hIzpYtLgODPu1VE3R3qUTlsTElEFguRzv60Dwpae9QgoAr16r6UODn8awwWL7C\n4FXUBxAmgqKiSsN1CsSTRG08T6lqlooehXzYyeRHbWxbOSrVqqKH2j4FPogu4Gu4CC1MYrRimlIU\ntpQWTqYtZD5EqaCGpZIbm3WO0ym6OFGS4rh9zXD2KQ5AZnBQoiE4wovVpFSRsqikvxULcxua2cEQ\n4psNNHQwWFwHi7rddJsJzm+iiIrnSYpjDmPDLvuGXXKDZfW8+39VH2ZyKor9NFlCdF0l8IhDG7wX\nQjmJqZQgkRQk08EkRaO13SCR0si2KIgqNstRq1zy2L7FYfsWm9/dXqRclvWJ/36b4kmNZStM3vGB\nLHG/v3/h2Qo3fi/PRZekeeKRCieebHL7r8qza8g8NInA8eYUqp1I9gUhxEXA54Bu4Hx/8RpgnxDi\nRmA58Evg41LKGRPm57VTY1mC711TpK1V8JY/CmmkQX2lsTFF05auP/tBUi4r2CafV6UHSqXmD2w2\no9Hbq7OgVzlOvT06qQaHxXUlg0Meu/e4bH7e5Ze/rNTl4LS3adiOJJ8Plxk6LF6ks2y5znmvi9Pt\ni+65rmTvXo+BYZfWVo32Nq0O+mqEogYHXZ56yuHHPyoxMqLWrl5tcPQGi8VLx2fzz6VpmiCR8juU\nrqgjFN4u3gSQ00yl3w+ESalm5rafOBkWnPQLTNYUgkFIT0VEgtpLETG8uLTVchlZ70dVgtpKnhfO\nqGs1liRhxCECLzjCiKgJE6oLR5ZpPiyhadQgiSAqMfGyengisHG+YcNn3WfF6KZKKtcNEb6a45PW\nm5kQYsIZ74GwgD01UXBBsQHnh5NYi1j6sw8hBJ6v6RPCS/Ojrc1M0wQtbTotbTpLVk683bSKXk6T\nAD8d52y2+XLxhMbqdRar11lTb+zb0F6Hn16fJ5EU/OWn2tizy2F40GPLMw6V0uHDfFI5NRM+x51C\niAcin6/wWcqzO5aUNwE3+bDVZ4FXo3yRlwPHo/J0rwPeDVw50/3Pa6dmcNClt1fjNa+OMzTs8fOf\nl9my1SGd1Ojp0Whp0WjJaljBPSoEba2CNasMUmmlOJyIzz4squuCnm6dnm6d444Zv35o2MU0lOhe\no3mRB8/zJLouWLBAp3uaVbY7O3XOOkvn9DNVLpGUkueedXnkwSo/vclRg2gkHyJaCiIatamDpaRW\nG9hqyc9xDSuhBqZkSoX5taRidATwUzyl8hTmwjxXhmqy5UBSPaT2ana1pn9R9etNVXxqb1CzJWA/\n1M7RP5eoWFegRSJ8ur0RwE8+9T54bwSFLrVIYUtQgmR1OS71OS+mGSmAGTgVkX0EDQshBN/58WEj\nz1O5U0FBSwk1Z8rzJEEqTwBHBM6T9Pxr2mxZxIKoSe1uk+PXu46KLDqOxPULwjq2gp9cNyy0WDMR\nftYNQbZVo6VNV7V3Io6EYweJo+q6hu/llDP6ceuC44twnWXVw13hOfkMoP0Ya3TNjzRZqPuyKnEj\n+2tGJ58Madb10AENICV1/ajb73RsIlXsyWw6T20j/JRIaXR06bR16iRbTf9ZErWIavD5QDqPrisV\nO7PoUSqqaHG55OdZFT3yOUk+56maUcHv2ARyQiihve5enYVLDBYsNenomlwJOzfq8tRjFe67q0x7\nh84b35amvVPniQdL3HpLiVNOs9j6vMcLz89tHs2hNYEzcaLw4CzyeyaSfamZD1utFEJ0omRfHpZS\nbgYQQvwYOI3DzalJp5VD86tfl7n/AZu3Xpzgkrcn5zR3RkoVadmzx2NoyPPLLajBqbdHY9FCY8Jk\n4o728TeBbUsefqTKxgeq5HPqpvf8AaivT+ekky0cWzGicjnJwIDL3r0exZIaqFtalBBfX5/OmqMM\npSODGjhXrzFYuSaaoBuJ9ESer+kUvfSkku6vViWFIpSLHsWCZKwgKOUdBkckxbxH3se4q2VPKQQD\niPo8g6iicB200GTw0jT84pUhrTcWE8TiIbU3lTHCdQlNKbrGQ0hjotncZHLr001aDPd14Dus6RYo\n3B87UOfh2JKxfS6jIy650QB+UusSyXDga/w7WOU3ZmuOE8IrgTAc+oGJRM0UippeFKPhOzOMogQF\nIIcHXVUTaXe1BjXVcpN8Z6+WAC2bTzIm0hKqU6CGCfoJQTyh/hJJTeX4+e9b2gxWZjTSGSXOOhnU\nCQp22rvbZdd2hztvKyrGU6OzHrQDSGU01qw3+dDftKLrKsr+/W/sI53R+LO/aeW//mUY6UjyOYWM\nXH755ZMe/8Vg+5NTM4E1lX0RQqwCnvcThU8ALGAIGAHahBBdUsoB4JXAA033PIXNb/bTcZZ833uS\n2Da8/W0h/DSZU+P4cFC+4JHLhe9HRjz27PEYy3loQtTNrjJpQU+PTmeHhmGomZXrwu49Ljt3KiXh\ngLGyos9g1SqDFX0Gra0a5bLk949VeeChKiMjHrohOGGDxWmnWLUIThC1eWGLwwMPVolZgnTarwnV\nqdHdrQZuz5OMjUkGhl02b3Z45mmHYlF1HosX65xyusXSvnCWsb9OTWD1+Tj1fm5d0vFEysF1UNTU\nHXUjE2q6oenADoZTo8lQ6C14nSixNrKorrNsxmKKDugvZqfmpWQH6jrNR6dmNjbTds3lPTmb6NV0\nzfMkv/t1kY13lbnobSlWrDb5+pfGWNan8eRjVR64t8xzT3tzznyCg89+6ljXJc/7zoVN111z2pVT\nsZ9qsi/AHpTsy4+B64Gl+LIvvrTLx4BLARsoAX8doXS/BvgSys18EHi/lLI603OZ107NwoW6/Od/\nbOG1fxjHdSUPP2xz511q5qBFgiTR5F5DVw5DJqORTqn36bRGW5ugt0cnnRbozWLX0zDPk7ywxeXZ\n52xe2OKyb9TDMuG4Yy1OPN6qJfQGNjrq8eOflti91+XSdyTp6a6P7EQZUhPRuwPbvt3hd/dU2brN\nrQ2u8ZRGKiVIplRV8CB3Q0ZyLIL3wQ9Vg6iEjhVTRQqVsqqaFRlxk1hCOXeqLQfPqfE8WYOiqmXp\ni6WpcHO55OEWbcrB56JiuUjXazojFJMlLUrZdF2j4zMZdbrmnIhwV9FtalCDDBlNh/pRawadTLQd\n1Cd0AugGpLNK6CyZNcm0aGRadFJZLZI7JPy6PtKXzvdzYBynbpkToTxHX+2qVGJ5FTlhWyc6j2ba\nUs2gokAfxYopZdwggqRbRm25aQnsqsSrOrXIRBCtUKKV6ryi+/ciLMIDYpPBdhGbjipv9LoG2wtN\n0NGl09Wr09pj0dWjk2nVx0lRNNrBcmo8L4gWSQp5RWIoF1wKeUmh4FHIeXVFRlMpQUe3TkeXTmeP\nTiY7vqhwo0kp2bHV4aHfldj6vMPLXxXnxNNi5Mck3/jyKK9/c5L/+VGBwpjH7+4qMbCHw8KpaV/X\nJf/w2xc1XffD0795UNuyvzav4aeWrMZr/zDOgw/Y3PzTEuecHeNDH0xNyUA6UKZpgpUrjElrULmu\n5M67K9x5d4V0SuPCNyRoaxd8+7sFdAMuuzRFPC6oVCX5osfggMfuPR6Dgy6JhKC9XSPbrrF0qU48\nkseyZInBkrcaNQ0bKSW5sqBUVEnRpVJA+6ynjbq1vIz65bbUqFYk+VGX4m6n5iSUyipc6/qFdKPO\ni1S4k3of7cwnKlw5UScfzZOILBOanwsTV/BFPC6IJ1ToOZPQiLebtVB03IelLHOCCMwkHef+6F+8\nlM1xJPkxJUmfG3XJjdrs3VGhMObV8n+klJim7zT41F/LdyJMU0FTgVOh5PypvRq6SlqOxzVM68Ak\n0Qa5RJVKyOCpRpg8QR5QJS8xTEXZbu2IQGiWIJYQJBLauGTq+SIzP1snw3EU7DSw22VgR4VNDypo\n0W1GoZ6mgzVTE7V/TdYJav1CMqWRSgtSGVWrqXeRXqsZpdonKeQlQwMuzz9ts/HOMrkxBZM2MrEC\nCxyixcsMTj49xpvelgbg2U1Vfnxdgff/RZZH76vQ1qoxtNdlZEr52BeXvdSrdB8Us2KCG24okctJ\n/vEfsrPu5DxPVeHetculf5fHzl0uQ8MTSKI3zPQCW77M4PgNJqtW1pevV9tKntzk8ItflskXPM4+\nM8bffSyLpgmefc7m5z+v8JEPp+nv9/jmlQWkVOcWi0FXl0Z3t87xx1uUy5KREY9nnnK47dYKlbLE\nQypq+6kW69cbik6DzzpJCBIJnfaOiend9RDVzKAoaIzONBf4m6gz31/q7vTqwMzfSOPhZoYhaG3X\naW3XYdo6tvPLVO0ipszDeCmaYQi6ew26ew1gfHHLg2FzCSd19sCylePvU70hh2iicWX3dpsbri3Q\n1avzfz7Zyl2/LLH1BYfhIZfcmItjz1lTD7lJKXCOODUH3vbucWlv03jLH8WRUrJ5s8M991bYscOt\nwU8ThtRlyAwSQtGvFy7UWbRI55STLTrapw5F1nYlJZtfcHn40So33hyqLVmmoFxW6qbr15m8992p\nWh5NpSK54qochi447liTf/znHH/90Qx/+ZFM7fsTCfQ1QlFDQx4b761y68+V+KCmqRybhUsN0lmN\ndFol2gbMHKlpNTqxJyLLhaipljqanDZt91CaquHjC6pVFAuqXFLMKK9sU/HXVcqSatmlUlKz7caf\ndiLI6aCf/kxnuAdoRjzlMX0zLQVvJpIaiZRQtbd8/ZCEL9AYfA4gy7pdyRBechz/1a8/Fiyz7fpI\niVf1qFTCZUFUJWBmOU4oHBdts67jC0KGxRuDv3hcoFm6P5moT1wOokSBCq9uqGfMsVFwmQ+bRVld\nXtW/HyPMrnI5fG/bwfmHv0Ptt53p9fS/00wCwEf86mj9AQwdXa9kAGRdXlex6NVqFwG0tqvyAN0L\nDHoWGrS0Tb+PPFSm5BskRZ/Q4DjU7t94UtDapk/K3Gw8v0Le48GNFR57oEJbh8afXJ7BTGj893fy\ntLRpnHSqxU+ut6mWD6/JlAQc74hTc8Cto0Pj1a+Kc/8DVX78kxLHHG1y9stjLF0ydbO1ORwJhGgO\nO5XLEsuiLnLjupKf3VrmnnsrvO+yNNKFW39V4n3vTvHpz4zxlx9J09MTRkmKJcnePS5DQx7ptKrr\n1NIq6vbZ0aFx3vlxzjs/rqi+nmTnDpet2136tzvk86r2lOdTewNNFSnB8aGnkELsw1KeGhygUV24\n/tzrWE4oyCBgJcTimsrDiWm+houfG+GFiqWqs1d6QdEchGjOw2RXStMgFtOIJ1DHTGjEYj4rIqXR\n1umzpxIaqaQkFleDVWM0bUIp9kNYz2i+m9KEgVLJo1SQFAsBvVayb6/NrkD9tajWuS5NB21do1ZN\nXjkcfrQkKLxqRRwNS2C1auo1Fua9mLGg0nRYuLXRXFf64pCKnRU4SzVnoyypVDzG8hE2TyVQ4FXf\nj5Y2MEwFmQXOj2Uphyloazqr0dHgIAXvDXN8mYr9VdyN5mkFz7T01YaJrAvWB3BgAEsL6nO7dB4U\nwwAAIABJREFUkik1GQoUn/cNe+ze5bBnl8PvHygzOhKp7+AfY1rWsL2mK+cYqa6L2+iQztAa2VaK\nIaUcbCPSRZdKktERb9wkJ/iu5sPdJb/UjusoR+jEU2N86KNZDEMwPOjytX/bxznnJli4SOM738hR\nrSp9NABdPzyKQCrxvSNOzQE3wxBcfU0Bx2G/4KfApJQMjyj4aecul/5dLoPD9SyXcFvlAHR0aKxZ\nbbDhWIvW1vqLHs15yRc8/vuGElu2Opz32jj/9A8tbHrS4YabS5xxusltv67w6U9m+ea385TLYSeV\nSAi6u3Ta2wU7d0nuvqfK8EiY8JZKCTZsMDnueJO4Ty3XNMGSpQaLlk5N794fKGrc96WGY6uZUbms\nZnnlkke5rBg+dTVnNNWZxeIqCdmM6xNGhuaKoXEkJ2ZuTQiBFQMrptPSeqhbM7Xpft0j4ofm+I3P\nzlxaEKVpsmba+5jMgRdC0Nah09ahs66JJtf+mOuqCQ1C6Tvtr77NZCzHmZjtJ7QnkuNlBryqx7Xf\nzjM66vG+D2cZ2uvw/avynP+GBN/9Vp5CQf2WN95445y0ZT7YwVD6Phg2r52a/t0ua1YbnHZqDNeV\nbH7B5oknHJ7f7PiJiX7Wfm36H363EZYKPre3aSxaqLNwoc5JJygYarICd0PDLk8/4/D9HxYYHVUe\nfXu7xvI+g+V9Os886/DQI1WSCcGFb0hw2aUpAB5+qMqtvyxz6kkmP/hhiVe/Msadd1X48IcyTY8z\nERMqn/d46GGbb15RoFyW6AYsWWqweo3BkmU66cz4qMSBtCC8n8o0z7WZyOaKFhtED8o+DFUpqXIT\n5aKHV3FqzBQFV4Uwh+uLzHluc8gpCNlrQaheyJroHj5kF8B4QWhfoXwh6yxYX4MHaAIX+MeIwgWa\n5hc6DGb00TZFXqMz4KiQ27iZeXS2Tj0dPTx+WOtK1ccK21mjoaNm2FZc1VyqRej8RFkrtv/RB9f1\nBQBrkFTwOYSawmUgHZXL4LghnKVpCm4KYCfN0Gr3qWXVR3uCpOVmUNl02+zYkUTjSLJxpYIPTbk4\nfg20xlpbUfG96LJm1vjTCkFd3kOz9ZN9jnYTQnqMjXqMDHnkxjwsS9DVq9PTq9O50KRnoU48Pjcz\nd10X6DMoHHywzDQFZiS3SkrJ049Vufs3ZUolyYUXJ+lbafL4IxVuv63En3w4w3/86yiVsiQ/pi7a\nBRdccKiaP6cm5eEDP81rSvexx1jyV7d28Yvbytx5d4UNx5kcvV4l6zbrlOYScprIpFTJvC9scXlh\nq8PyZQYnHG/WOvdyWfKDHxYoFCRvfmOCb1xZIJVW0Zh9+zzOPN3iuA1mXfsLRY/BYY+2VkEqNXlM\nwvY8tm1zefoph63bXPJ5VbhOEnZidYylyOX15ATbRM8PxZAyTRWathJKTTieEGiWQSzuQ0Bxladg\nxTXMmOZXto5UufZhqGrZz4EpuTVnI4zwKEigUSF4/G9eL9hlWYr9FPPDzgFLKpGEhD/4BjBUAFXE\nDDkhbNEY2pceaDKq9FtfYDA6SAVlE4iuJ9hPw37rjlG/zvFn+TXdm+CiNAx+dY5OLYciqPwcXRbN\nrxA1mC84n6gasRech1d/jp6nckNU3pLPjisqOKfs5y41u89m4udoWuiMBNCUbuBDTZF1RuS1VtZB\nXU/pwxpBfo7j5+o4gdNRpeZ41PJ2Itdxpn6ZYndRB5GZPoRmWkrBVtfH57gEx6pds6iT0dCGqbrl\n8ZFlOcX68fvItmi0d+ikswK7qnIY9+xy2LPLZc9utwbbzOT3CY6jaX4k27/pos61lGE/Mdl5TnTs\nmbYJ6hlPwT7icXUNglI6ngtrjzY585w4iaTSIPv+lTkyWcH5b0zw1X8Z48yzY1xzZY777nX8/RyY\n8fNgU7ozR/XKk752SdN1t7/q345QuufKhICv/keOpUsMPvvpljnbr+tK9g549Pe77B1wKZZUR10q\nSYolWbvJlyzSOeook6PWGKQiyr7t7Trt7TonnhDWECmXJT+4rsDOXS5ve0uSFUtN/vbT+2jJCjZt\nsqlWJO++NMXtd1b4zZ2VOppkMiloadEYHfUoFMLBNJUUrF9vcOwGi3ZfA0fTBH19Bn19Ib0bGpOL\nZw9FBcttWw1cxbKgUlYOSKmoBrhK3mHfgMpHCAY33YebNF3lSei6CgkEeTfxhKClXdHUVbVlNeO3\nLIGhTd0xTAuimiS8PlnIullovx4pP/DO8sEQ4jtiR2wis2KweKnB4qVzMyR4nuobAgekPnk5gKk5\naFHmxv5DSkm1otrZWLtMSsnGO0vc8esy73hvmtY2jS9/bpT3fjDNN/49Rz53eMLc80WSYH9tXjs1\n/btdzn1NnLVHmeze7fLCFocdO136d7t4rhpEdU2gCfVwaBqRP0Gp5JHLR8Lxvuk6dHfpLFyg09Oj\nkwokuP2/eEwNctu2u2x62uaOOysU/WSytUcZHLXGZOlSnXRKY9sWlx/dVKRqS978pgSrVykK4Ze/\nmuP1r4tz7fVF+ve4HH20wde/mecfPtU8N6gZEyqf93hik8OPflRk3z61vneBxpqjDNasUcynA2VB\naDaZ1QiG+Mmo381s+g/J/s12HNsv5VDxIwk+BCUrDnbAuHHC2XxQJ0vVaQohmeDeCWGhhppOBNuL\n8LtEvhOtFdUA8dQXtxS14pTBMWoiieMiLep3Dj6HEaNoEc4w+tKsMGcAKUXrXtWc0Mi64HkSte38\n50sPzvGI4zUdawarReE1iBYnDe81aLj2DUrUom57/HtK1G0b3r9h5M9xGMfQqpQlw3tddvc7DO71\n0HXo6tHp7tXp7DHo6lXQdrCfqi+Y2Cz/pJlpmmLNzVcTQhCLQ3TCsqff4dafFhkZ8jj+ZIu/+VQL\n2zc7fPlzo7z/8jRXfq3A0S8zeHBj5ZC1+0CZlAc2J+xg2rx2ahb06qxZbfCNb+axHTj2ZSYnHm/R\nu0BD10StUGBYQdnv7KWCQuIxVdRytrOBvmUGfcsMXneu+ux5kqeednj2OYdf3V6mmJf0dOt84H1p\nshkNF8mOnQ7fu6bIicdb/PLXFXI5VVNq+w6P1746xrU/LHH+eXGy2bBzcBzJ8KiCn6JtTac1Tj7Z\n4uSTVURISsmOfpdnnna47oclRsdCNd3pwE/NXIcgZyKRCFlNVkwxmuJxgRFTlMhYXGBYCnaKxQRi\nmjofnucnFheD3BcFYzglpwZrlPxl5ZJSEa4rSBg0OnK4QL8mODfTFDUGRNyHypIJleSaSERZM37O\nhRZ1DiJ5DVLR82vsMSLro5CN/+c6IYwU5HhFK3lHjxHeq3IcQ61x+/EMFpCobbSIQxU6YcHAFlkX\nGSilDBhp4TPiuur4rg87uW7oKHmuYsfJxu2ahP0ng3BmAxMcbJtOG2dzHroWwmTBq2mKOimK4PoH\n11Z646+/F4VGvcZ7JFIxPlhPWBU8MMMI66sFzK14XNDRpXHWUXE6u3UcGwb2uuzd7fL8U1Xu/a1L\nLhKRiMUEmi6UyGfD79E4Hwucb02rp8gjwYlA1HV90zShQPUMzH4SpGsKIlRQecgABejs0njDm5N0\ndOpIKbnx+wXGxjw+9vdZvvqvOS68KMYPri5RKqrf5Ytf/OKs2zH/TOAeJjk189qpcV3JJz89xlsv\nTnDsMc3Lxe9PHk2hqBwO269QXK3CyD5VJ6pQ8Fi5wmD9epN0KoR+1q8zWb9ORWP0qJe/1+Wqq/Ok\n0xof+bMMjz9pk8lq7BlwGBlRvc3mLS7r1ppcd32JfaNerXPQdchmBcMjXq3DymQEa9YYrFlrsnCB\n5g9cgoV+kvM5r4jtF/wEqlO0q1AoKfisXJYUCuGMrjAmKZbdmmx9qSxqFO2oHHmUxht0xoGJSGE6\n9afVnI9sq07PwnB5PCFIJJgyiXM67IfZSLG/mOndh8ss64gdGtP1qeGnmUKkgfPsuipCVYsK7if0\npElv1lFDx1FUf6PmbIX70YSa1Nx7Z5nf3lbm9RclWHu0yX98KcfrLkhw8/VFWlsFRV+q7KMf/eis\n2jAfTcJLx6kRQiwBrgZ6UWPnFVLKrwgh2oHrgD5gC/AWKeWIUHfbV4DzgCLwbinlQ/6+3gX8X3/X\n/yil/O5kxx4a9vjYX2XIZAS/+U2FPXtVYmyxKJXkuj8jTyT8SIOf+OW5EsdVCWBjOY+xMfXaOKNI\nJEStiKVhgGkIWls1Vq4wSKUEz292uOq7BQo+hNXXp3PaKTH6lum1h2F42OWqqwtoOvzp+zK0tmq4\nruTm/ymhCcngkMdYTrJ7j0N7m8YpJ1u88pzxnFMvMgi7UukgPPOsw29+XWFXv6r3lEwKjlqns3Kl\nwZIlej2dYRYWUHb1mCAbtGMySvc0WE77O7jur2PhecpR82xPJYbaKmHUttV721ZMqCCqoUVC97oe\nwlA1yKYORvKjIXXbhJGScJv6iEoICxxxPI7YoTUpVXR034hH/w6HrS847O5XM5SWVk3VfurW6ejS\n6OrWMQzByLDLyJBHuaoE+lrb66GpiSyANc05Vm/en+coiNpGzfMkWzc73P+7Mju3u5x6ZoyPfzrL\n7n6Xf/nMKJe+N8WN1xY59QyL239VJje2v2cwD02Oj7i9WG06kRoH+KiU8iEhRAZ4UAhxG/Bu4FdS\nys8LIT4OfBz4GPA6YLX/dyrwNeBU3wn6FHASyjF8UAjxEynlyEQH7unWKZUlX/hijnNfHeesM2Kk\nU4JkUsO2JSU/ubcxwdc0BUlNfT+bFWT9EvUznRn0LTN41SuUAyKlZMtWl40bq9xwo1ML+5qm4D2X\npujsUHHl+x6ocMPNJc77wzjXXp9naEiFWm1Had78v6/muOSPUyxbqteYOKWSZGDYobdHrz1wLS0a\nJ59kceJJYYSqUPB46hmb+++3uenGMp4n6+CnwGKBs5cUmDFNKW76ME8iKchmNVJZFRmxLIERqdFT\nT4MV6PtJ22001/VzXopB8rF6b5dcSqUAjlJifaViPcMmpDzLpuFqKVW42zRRFF4/L8i0/CKGvpha\nwJgJYJ8AHhIBfBSsCyDNAApoyGPxvHpYypPU4KeQQRRCT5MxJaYDcRxqHYloG6O//8GAmfb3GPsD\nMx2o8zvY8FxwvERSkG3RWLRE58xzFPwkBIzuU7XoBve6PPZwlcG9Ho4jaW3XaG9XBXB3bLEZGfLI\n5+sniQfqvghgO8MMn2fD9IU+/QiQ6yh4tCag6PjwaQP2HkwuojmWQX7dsuUGZ78yzsLFBlJKbr+t\nzOO/r/LXf5fluu8VOOlUi7vvrDA8dHgmCUteQonCUsp+oN9/nxNCbAIWAReiyo0DfBe4HeXUXAhc\nLdUdda8QolUIscDf9jYp5TCA7xi9Frh2omOPjnlceVWBj38sQzZVz0eJxwWZ5pIvszbPU5GV/t0u\noyOSFSt1Fi3Ua9DP8j6DVX3Na97s3uPy9SvzrF1j8Ll/aOGLX8nheYJ8Qa0fHvLY1e9yyR+nuP+B\nKj+6yak9UPGYoK1dsKtfJUDrhmDlCp3Vqw2WrzSIxVTPkEppbDjeYsPx44/v1h5SSbGsolmloqRY\nVoqbyZTSFSmXJKOjkn1jyoEoFDzKw2BX8emv0YrEUKk2H4hlQ95Os86rLmrjvw2ongEDKpEQpJKq\no+1uCdhRvkLoBFoo+8uEmshmWz34YNkRhtQROxAWPKetbTqtbTqr1syPul5BkrPjR1kDlWjb9vN1\nDIGhUxP8NIyoAOh4aAmU0xNNzI6a50l+8/MiD91f5fSzYnzwzzN87f+NcfpZFr/+RYVsi4Zrz+8+\nYvYmcL3Do3+ZUU6NEKIPOB7YCPT4Dg9Syn4hRLe/2SJge+RrO/xlEy2fuHE6/O3HswwMunzrWzls\nJ0wQtUyVBJxOCTIZVf8ok9bQ9DBprlyR5PMehaIKtw6NNCShjjs/6GzX6F2g09Gqc/vtFXbuUtBP\nOq1xxqkWxx9n1YUvKxXJVVcrhcmP/nmGTFpj2w6HfN5j72B4sGLJpVJRZRXeenFy3LGj8JPjSF7Y\n4vDUU6pIpl31zzkGK1YYrF5r0NenN9fq0QTJpCDpH6IxvyaZhPaOiend49o1AZw0LfbTNOAqmDuF\n0GbmeSo/yLGphbNUTnA0AqTgI0PICCvJZzlNwiw5YkfsxWiep/rDzU/bbHrCZmwsfBYSSUFHp0Zn\nt1IXRkL/ToddO1QkdcFCnUVLdLoXGLS1q4nJgXoehFCRVdMUJOZon406VcWix6P3V/j9QzblsuQP\nXhnjbz7ZwsBel3/9zCjv+UCK235eZv3LDJ552mWfXx7hsssum6MWzQ9TUeWXSKQmMCFEGrgB+Asp\n5dgkN3KzFXKS5Y3HeT/wfoBFizSu+X6RXf0uH3p/ulYsElRUIZ9XlO18XpLLe355AVmjycZigq4u\nnRVplSszlXpw1HQEZ5waVqodHfW4Z2OFL35lrOYYSQmFguQ9l6ZYtdJESsn3ri2wZ49Lb4/OI7+v\n1r5fLKoB8T+/luedb0ux7miDZEIjEPPb0e+ycoVRY+usXmWyepWJK8P8m0pF8uzzDk8+5nDLT8o4\nkSxgiXpgOzo02jqUk5dKK6G8alVSLqvfLICfkllVQ0k3QOiaL2R2cAfsgBlVLbqqplDJo+rXEgrg\np2B5qagiSMKPazeGuxstYEgF1E3DjAjUMZ4iHcBH0Zo6UbZTlAU1kUV/uZlCGRPtdboh/BcD02g6\ndiihnsP5N2yEilrbNFYdZXLRxUnSrZFadEWP4QGPwQGX/h2Kf75oic7Jp8eIxwW7+112bnO47+4y\n+0YUY1E2HGemv+Fkz4qhB3WdfIZjQtWB83xiR1DqIIzkqGiMY4e1vJrtN7B4DE482eJ9f5bGsgSV\nsuQH3y0wPODyfz6e5uorixy1zuCeOysU8mHNp6uuumpmJ/kisMOFbDAtp0YIYaIcmu9LKYNiF3uE\nEAv8KM0CYK+/fAewJPL1xcAuf/k5DctvbzyWlPIK4AqA3h5dHnuMyaWXpMa1ybICEbzpnMH0TUrJ\n2JiSwV64oD7H5XXnJnjduYm6bQMnYNsOh/+6Is9Fb0jwzrel+Ku/G2Z4JIxAlEqSwSGXz3+mjSee\ntLnimwVKFb/sQptGb4/Obbcpee6WNo2XrVeif53d4UwoFhOsX2+yfr0KD7t1ycXqAR8ZVurE+byC\nmQr9DpblK+xagvyYx67tLqNjfhkBVyotF7+QX9DBBA++nKCHmk5HNlUHpxwOBUElU75OkF+YrqtH\nq/ucSKjcmKCEwVR2KKCk/TnmEWjpiB0qi477yaRGcpnG4mXNh4alfQZL++rXHcjB0HFkTXuqVAr0\nqCSGrspeBJEclTMXodDroeL0ZBY8s/tGPG68rsiuHS5vemuSBb2CL38hx0VvSfC/PymTyWiMjrjs\nGzlc4SfwXirwk89muhLYJKX8t8iqnwDvAj7vv94cWX65EOKHqEThUd/xuRX4ZyFEm7/ducAnJjt2\nb6/Oy9ab3HRzkceftMdl0WfSKhKTyQhSSY1UUt3Qqt0qTyRIIB4d8xgc9Bgd84je580S21qyGpmM\nxs5dLq6rBvpFC3VOOSnG2jVGRChLUC5LvvmdPK4r+dQnWkgkBN+7toCGoFgMu4tyRc32H3vS5rWv\nSnDuqxJ1Toky5TAN73PZ9JTNz24ts3tPuI+WVkHfcoMli3UWL9ZJpOt/D9MUdPfodEaqgE80WE5G\n9Y7axN8/PB6AI3bEXmompZr8PPaIzRO/t3FcOY5IKQSkMhp2VcG3EObR6TosWWbQs1Cnt1eno1uV\nTzkQZhiCTFaQyYbL5kJ6oVKWbH7O5vGHq/TvdGlp1XjVa+Ms6zN4eGOFH3ynxPs+mOL73ylywkkW\nd/ymzNiod3gyn1DXdrZ9uhDiKuD1wF4p5cv8ZROxoy8EPotiUjso5Ocu/zsu8Ji/221SylkV1pqy\n9pMQ4izgTv9gQejhb1F5NdcDS4FtwMVSymHfCfoPVBJwEbhMSvmAv6/3+N8F+Ccp5bcnO/aSxYZ8\n4wUJ3nBeoq4kAagHM59X5Q7yBVVeoFCQOG5Yi8c0/ShAUpDx6y9lswJDzBw73L7T4b4Hqjz9jB1p\nAxSLkve9O83yPoNqVfIv/zbGy8+I8dOflfjp/xYYGFTbahq86hUW7a0GbzgvoZhcWYGUkl27XJ5/\nweWYo03a2rRx9O7ARkY8Nvuqyju2u+QK9bkosZigrU2jtV2jrV2jvUMj21YPucXjCo6R08ypORhO\njZSyxoQqFVSSc7noUvTfFwtqXcVXQnWq4XlHlVObmRBi3LqZtvxAsWL2FxKZj5DKdIabQ+0OB8Jw\nhuHfHxCKKEYgxxcrFBW0XYjGhP6QNdjapnHMBot1LzOxrPEnKqWkkJdouoreQH0JlR3bHPb0u+zp\nd9m7R0VPJmM8Tfc+bmQ1SqmuUyarkW1Rf6l0WO/LjiiFO47qH4oFSbngUamMh6mFUBM6yxKsWGVw\n9LEmCxepuf32F2yu+36RY48zOfuVFl/+Qp43XZzgh9cUKRQl27bY/P4Rt/b7HEg72LWf4isXyaX/\n8sGm6569+O8nbYsQ4mwgjyIIBU7NF4DhCDu6TUr5MT+NpSCllEKIY4HrpZRr/e/kpZTp/T2XeV3Q\n8uj1przjlz1zvl99Gt1qFFqazjbbdjh89b9yfPiDGdraNN5/+RB33F2hVAq3P+0Uk//4UjujY5I7\n76mQy3sIDRYu0OlbZvDoY1X27fPo7NTYsMFk7RqTdLa+DfUie/XXrlJRM7CBISUqODLsMbwvTI72\npIosVfyCfoHV0aLHnWO4vhmlOKBKK8Vav6KyO3kH12iCgKGl6PrJlIKdkknF2kr6mHqgiBq3pr42\nk9l8Zzm9mG06MNp8+P0DYTjPbZYIfvgkg88FrDky7PL8sw6louSoYyw6OvWpvzSH5jiS3JjH2Khk\nbNSjkPMQkcrsZqTwaaAsnkmKaVWRdxzJ3b8u8+D9VRYs0rn4j5M8/5zDDdcVefulSb7/3SIrVujc\nt7HKk49X2bFdcvbZZ/Pb3/72gJ7zoXBqlnz+T5uue+4tn5yyLT6J6H8iTs3TwDmR9JTbpZRHNXzn\ndOAqKeU6//OcODXzXFEYvnlVnoEBryZ01pjw1tmhkc1qZNKCdFrD8nFVTVcdVrkicaoqoXdszGMs\n55HLSdwmCZ/NZgzB+9YWjfVrlZpwV2eo8Dsw6HLld/Nk0hqf+WQLjgOf+dwo2YxW59AEdsfvKlx2\nSZoTNljjnJKzz1KJybsHHB5/3Ob71xbrSiEIAZ3dGosW6ixapNOzUKtLno7FBL0LdLp6w05nOkrD\nTLDNVOukVAl5pTK1IpaBJPpMBoWZhpMPj+HmiB1KC4ThmB/s5YNqUkr27PZ46N4Kzz1rI4RyCJrN\nb10JbW0aK1ebpDMat/20yNCQ6pME0Nmts3CRTqZNJ9uimKiuq6I5UfHLaiSZ13EUDTseF37kOCxv\nksqoZOCoGYagrV2nbQb5kxM5zlJKdm53eXBjhW1bXKSUnH1OnL/62wz5nOQb/5mnp1fn/X+W4or/\nLHDaGRaPPWozts9l7x61zwPt0BwKk0yaU9MphHgg8vkKP/d1MpuIHY0Q4iLgc0A3cH7kO3H/OA7w\neSnlj2d4GsA8d2qqVckFr0/Q0918ZuB5kqFhj9FRj3xBkstJ8gWJ60o8V1HCY5aCoDrbNbJZk2xG\nI5MZryo5lQ0Puzz5lM2Pf1piaNithagtU/CB96jozFjO4zOfG+UTH83wrg8Oj9tHPu/x+OM2V12d\n54LzE7R1KPbT1m0uT26y2XCsxcKFOt1dOq98hc4rX1EPP3meZM+Ax86dLs8+5/DbO1xyPh0zgKxi\nccHCBTq9C3UWLtTo6tWbhpfnwoRQybv6fiqGSqnynvJjSjenWlFlG+yyp6qC+7BTuSz9z2p9ABmo\ntszO2TlQMMP+MJYMM0yAtEzAj3q5bn3BStdRg4fjzPwY07WDJawHYJrK2ZCRhVF2Wi15fQp4KICX\nVJHO8QrQmgiLdAK16GJQJNfwtU6MSNX5mtibWy/2FtQyct25+60m209QlFTTVLuCIqSIhppebiQa\n1UQxobtH48STLV7/xvikE5DGiczxETFQKSWDAx67driMjrjs3KImjLqmknh1X8jTNMOIbiwuSJkC\nzxfhzI15tWe7XJYUcqGIatQMA9radTq7FbRumKJWILZUUnBTsaD6j0JepSK4zvj9CAELFuiccrrF\nRX+kNMhyYx7f+VaBfSMe77wsxXPPOHznm0VOO8Ni53aXgb0u+/Z5VKvjdnf4mAQ5sVMzOJdRIynl\nTcBNPmz1WeDV/qqlUspdQogVwK+FEI9JKZ+f6f7ntVOj6M2QL3gk4mJcJrumCbo6dbqahEOnAzHN\nxNrbdc46Q+esM5qv373H5YtfGeNv/yrLz24r00x6xXHhgjckWLbI4If/XWR4n4umCZYu1Vm31uTn\nvyixq9+lpU3juGNMVq2sZz9pmqCnR1UWP+GE+n0HUZ9ySRW97N/lsvHeKrv6vbqibeDjyhMUvWy0\nCanGIqLWG1Hu1XVBtRoyFiqVSXYeaU884esNpajN3GJxQWubVivAp5ZT+9x4P8wHWCOw2VawkFJS\nCaiqNjVF5WaDtKar3z7IDXkxWyC05rn+gC7G0+9F3bKpoeF6JzBUiXbdsLK5ytkII4yeS1ivKPI+\ncCIMQ10DQ1fib7rGrKKTs/2NPC90boPJm+vnAUUrrwfV1adTY2lkxKN/p5JVKBa9MI/NL6cQOM2B\nWOhR6ww2nByj0y+l0DXBpHMuGX22LRkZ8hgadBkddinmQrXuREL1EwsXCZJpQSqlIOyJyjME/cTz\nz9rc+r9lXBfe/NYk6bTgyq/nWbve5JTTTLZucdm+1UHTYGBAdeiXX375nJ3TvLO57T4nYkeHh5Py\nDiHESiFEp5RyUEq5y1++WQhxO0oT7/ByavJ5yU03lyj5XnygOdAMItI0aElrtLRotGSLbfGBAAAg\nAElEQVQ1WvyyCLVSCv4+SiWPYinM6G/c32T6J4mEoLtTp7tbp7tLo6tT5+FHq2x8oEJPl84nP9bC\nQ49WsW1JLqcau2rVKp577jlARZ4eeLDCH5wR5/IPZsbBTydsULOgoREVufn5L8rs2euOa6NuQGeH\nzoKFGmvWGCxcqBPo3MUTguXLDZYvV5d2Ilm76UBRjdtFzfbAsYPBV9VbCqIGVsynZ0do2NO1+eSY\nHAoTQmBZHLDo2ny1QGhtruCgAFJpWDo3Oz9EJoTwYd7aklntx7YlWzY73HNnlaEhl7Z2jSVLDZJJ\nQTqj0d2ryqwkU6qcQtQ58DzJ05scfvWzEkOD0YR9FY1JZTQVVXRUf+3Yqg5fs6hJ/blBOqvR0amx\ndJnBwmUGrW1are8wTUF3r053rz6rPsJxJLt2uOzYYvPE4w6FvMfKVQbveHeKVFrwkxtKvPCCw9sv\nTXHT9UW6e3W2b3FIZzQGBqoM+YSPf//3f5/xsV8cJiaL1MzGmrKjhRCrgOf9ROETAAsY8lnRRSll\nRQjRCZwJfGE2B57XTk08LnjPu1LTEszzPEkxr0orjO7z2DeqhPhasoKebo2EP/sPCmDG4zOfWRWK\nHgMDHnsHXLbvcHngoSrr15l8+m9bEEKw6WmbjfdXePUr4uQK6sH7xS9+wdq1a6lWqzg2DA97fOmr\nY1zy1hRdPQp+euZZh3vvq7LhOJNjX6YYUGeeEePMM2Lj2uBKhU8PD3ts3eFy551Vdu508XwvLJXW\nWLFCp2eBTk+vEuKbbTXcyUzTVCKeFZubfdu2CkWX814NbqoEpRoqErsSwlKVSrBORTOiujrNHNRG\nm+yyN3Nmg/1bpjrfALZo3NbzUHkDjpw0+hU9lqFT09gI9DZqdassBW8iCOtQRYQBXSda2gLsIHfB\nqT/GwWRoNZNIaGaGHlknxLhoTA1OrFsmavuOvkajOprwRSQ10TRyEUS8orW5pBfkFEhfYLHhfmpo\nV/Dbu54/eAefa/CUv8zd/99e1/GjQeH5hBGi0Mmp5bT5v2ulogQ3VVkUr8YIBTUpWtpncP6FcTq7\nJoH2Bz2efNxm1w6XXbtcdB3OOjvG2vUG644e731WK5J9OUUSCKJfoV7M5P2t5ym21cBel+1bXX7/\ncJGRkfopWSar0dml0d4eCIeqa1oq+gnEYx5jY16tAHHjpHfRYp2+FQbveHeSdFr1vffcUeWO28tc\n+KYkq48yuPLreS76oyQ3/LBAtkWjWvHo7/dq+zhsbXL4aVITQlyL0qDrFELsQNV4/DxwvRDivfjs\naH/zNwOXCiFsoAS81Xdw1gHfEEJ4qCn656WUT86qPfOZ/bRiuSEvfH0CXReccrLF4kUq36S1tbk0\n91xDTtM115U8+HCVG39S4q8/kuGLX8lx8y15+nerAWjp0qVs376dBT2CT32yhdf8QYIfXF9kYNhF\n12DNGpNTT7Z4+BGb3z9exbRg9SqT5X06K5YbdcnAdTk20Tb4PVY+77F5s8vufpf+fpfBIS8U1Its\nPxGrqfF2qBuwIssMUzGRLEsN9DH/z7SoOR/lciia5TqTqwAbpiCT1UillPNpxRT1PB4TWHFBIkbt\nGLEYNSbUTHOjYHbQUACPVMr1Dkv0NhSaqvRumFOH/ANz3TDKpZIrqSVV2raMwE9h1e8QfgqjOlYs\n4gyZ8xuOCnI9gNpgW8ubIaQeN66rbR99jbzHd/aCP9f1P/sQjecpuMaT0WrsYYV1AZHK6w25PJH2\nBXktgRMRhaFq+TjG9O+BqX6rAJZzInBTEAkZB5X5DnUUws1mx0O1QXS2WpXc/dsKTz1p40RU+ISA\nzk6NBYtUIvCCRTp2Fe68vcxzzzpomqB3gca6o01WrTFIpepp34FVK2oCNjLsUSp6tfs6FhO0tGq0\ntmo1iHkyk1KSG1OO1vCgq/bjqN8jmVJ9R1uLOtdkavLixYWCxy03l9n6gsOpZ1icfqbFd68sks0K\n1qzWue0XSmyvWID+3Q733FVhaBCGh4dpa2ubcL9zaQeb/RRbvlgu+PSHm67b+u6PH9S27K/Na6dm\n8SJD3vPbbkxD8NAjVXb1uwwMeLX6G0BddSFVjVtTodOkqIVppVQz6JqeTVHpn+xv1WQhVP6IpsHx\nGyxe8fIYn/38GBe+PsGbLxmgUFAP4zvf+U6uueYaOjvgjy5K8bl/UA/GePE9ZaWKx5atDi9scdm8\n2SEf0aOJduquhJ4ejQ3HmaxZZzSFLNzIIeYSinKcMFpSrarBXr2XWJZiMgQFK2Px2TkfUZtLWOoA\nBK5ecuY4knxOksupEhamFTqcmaz2koPPXkyWz3s88ZjN7+5Sma9nvyLGMceZ43JQBgdctm51a4nU\nHR0aq9YYBNpPe/eoSM5zzzh1yb3RyYtlqQTf1g4lzWBaqi+oVCSjI35UfZ9Xc96D/qezS+eotQar\n15pkW6ZbQ258H+G6kt39Ls894/DUkw6VssQw4fwLEixfYfD0JpvrflDknZcl2XhXFceV7NrpkkwK\n+vtdtm1x2Hiv45/PwRsrD4lT86kJnJrLjjg1c2br1pryFX8Q5+Vnxjj31fGm2wTRmaC8wWjOo1RS\nTosTiQ5YliCdUpGAVErBUPs7k1IJhOGs+Ipv59lwjMl1NxS46upirV333nsvp59+Om2t8O53ZvA8\neM+lKRYt1pFS8tTTDrf9uszR60xefmYMw5rkmA2Rmv5+l0cftdn0lK2gGGDhYo2+PoOly3S6ekL4\n6UDl1+yvSakYTblR5XQGEYpqFVzbq4dWbD+SUZFU7frl0UTS2bUjfF8n/qVTKzMRRERUlErUoAzP\nn8bXIKJIcmr9Z5WgGsAfQaVh3VBRHt3wpd6NaAhfRbICJz2YkTtuyNyJvtYvi+Q31F7D2f10oaVG\neE/XIO0zCRNJgeNfl5LPaLGd8ftp9tsGGiP1kRIfjopEpdRnEb5vaGfjedR9nmSd5/qq40UVWTSN\nkKljmqrfCFTKo9dRNlxLT/rRlIZckpmYrvl6K3qou6IbSoel+X0RwnZRiExKNckolVTC7+CgR7Wq\nkqRBRTbWH21y8qlWLUIipWTrFpcH76uybatqeEeXRl+fXmtTf7/Ls884pNMaZ58TY9VRxrQnKzPp\nOwJW1TNP2Tz7lEMu59Umr/G4oKdXI5EMmFVKeyvvS3XsayhaLAT0LtBZvUZBZomEakf/Lpfrf1Ck\nvVPjwovifO2reU4+1eKu31bp7tEYGlIw2FObquzaxUHRponaQXdq+hbL3r//86brtr33Y0ecmrmy\nnm5d/ujaTrZtd/jdxiqplKC3R2fZEp2lSw0WL9KJm4cW6CwUPe5/oMp9D1bp7dGxbeVIffQT+4Ag\nlC7RNI1MCj76kSzvuyzNVVcX2L3XxTRh7VEmr3llnCc22dx1TwXHlqTTGov9cgjxeEQ0T8qapkPP\nAp32tvrzl1KybafL1q0OW7e47N7j1WYYzaCkxuWNAntTJU8DGJFBoLEOS7GoRLMKedXTNBsgQUFY\ngd5QkEsS1HaxLL8D86GWYFmQf2JZ/gBwgEIwjqMcp0pFhdMrfkSqWvF/n0C8rQZphHBRUOVbiwzW\nQV4HUIMNgkEw+ho4II7j07d9Jz3IU6gxcPR6B6humQ+F6Ho4SOpzCI/sjwWQnuOEeUJ1jiERp6Gh\nuGjjfuo/N3/f7LOm4Ve114jFqcEjASRYc5ipv46Bc6VF4CpNq687NBNWWsDWCq5zUJAxWqAxel/Y\ndkgjDyGysHZbECVNJAUdHTrxRPN2bHrS5uf/U0YIWLpM56RTLJYsU97zYw9X2fyCS+8CnQULFARl\nWYoCffedFZ552qmJF1omZFsU66hUVBPMKBkDmvcj0dyreFywbLnOsSfGxjGqgihMqSTZu8elXAqf\nwXhCkM4I0mnFgmpW70kT6nd8/Pc2t/+qQjojeOvbkwzsdrnm6iLnvT7GL35WJpnU8DypZDOesdn0\npFe7PgfTDolT838/0nTdtj/5myNOzVzZwgW6/OOLk7zuDxOccLylQom7XbZud9m2zVG1mZzxs7RY\nTNDRrisIyse/PU89EEEtqFJJlVSA5rPV6SZIWpbg1JMsTjw+xt4Blx/9uMC27R5X/6DgbxMcQ5BI\nwGteGeeqr3Wg62JC+AmUs7Rzp8vW7Q5VH4OOWQJPhkyuHTtdRkZUcbcNx5uceqpFKqWNK3TZzKYT\ntRn3nSb7klJStkWNgqwq5obvkylBi9/ZTaeD3x+Y6QisdGCtltcw5DE06DE05DI86DE6qiIcQXHS\nji6N7h6dnh6lKXKonacjFpqUkv5dHg/cV+XJx23Wrjc47/WJWsRmd7/L/95cYmTE47gNJqvWmuzu\nVzl6W7e4eC6cdbbFiadYdde1WlFQ5FhOkkgo1lRsGoq+USuVJJufc3jogSrDfi7gwkU6x51ksXqV\nPuP7aGjQ5ZlNDk9tshnd56HrgqOPMTn9LAvTFFx3TYFKRXLa6Ra3/qyMbUMiLhgcdNm+zeGJxx1G\nR+GCCy7g5ptvnvqAc2gH3alZtlgu+LvmTs3WDxxxaubMFvTq8iOXZ8jlJEevN3jFH8THYfXNkoNL\nJcnQsKsSVD0109U0QSoZUo0Tc5DnETUpJZ/41CgnHGdy7/0Vvv29Iq2trYyMjADq4Y5Z8NGPZBgY\n9PjAe9L0rVDks2efcfjxLUX6lhm86pwY7e1RReD66+M2uV7VquTBh2023lelVJKYFixfobNmtcHS\n5QaxJkl4c+XUTPWd6ZjnqfyMsVGPctHDrqprZtv+DNUJX4OZtOtHMOwAbnHC+i8zYZ1M5LxGo0mm\n6Sfh+hEjKxDGiwXrfOo6+O1RbbH9CIvnUoMHQigFBMLXPYmwRHxWi+Frn9QloRri/7N33nFy1PX/\nf35mZuvtXe5yl1xyyaX3RkISSIBACCAQCL2JNEUFFSzY9Wvna/enqFhAUBEBUem9BUJJAqkkpPdc\nz/XbPuXz++Mzs+320ghFv7wfj7uZ3Z2dnZmd/cx73q/yxnFcxVMqC8V5d6xeZcF2pfW5EJVnFudV\nPLx9lDl397n7XRje66WlSnZbUanTv0qjslLZKFi223cnrsiczU0OLc02HS4coNH3XXtuFakY1OLB\nc7nbl6dukXmTXrwzb14j547bnZgWdHc5eZwQw1AQtabnb6t3mhSqsLKfJ/O2IY/UXGS7C6eGkVW9\nGUYO/OU+r/vVuaDgphworuBPSkgllBldNCppbnaIx5xMlatmiM70mX7Gjlf8mERC8tyTCbZsthg0\nWGPh2UF8huDuu1TPo8E1OieeHGBorYFpSl5ZkmL1CsXHGVyjc9QMP/0rNUrLVAW5p1uRg9tbHfbs\ntqivs/f7mwyFBEOH6QwbbjBytJGBiKRU/JZVK0x2bs/imZqm3hMMKTJ0Iq4gTw/u845B/0qNCRN9\njJ9g5PFyXl6c5JWXUlx+ZZj2dofXXkm5vydl4Nra4rB7j8W2re9NlUbtw7ud1NTKwd/oI6m5/sv/\nUUnN+1rSnU5L2jsc5h0foKfH4de39mBaanAKBAQTxvmYON7H0CH5rrmhkGDokCO/a7atSMYxz7ky\nLtmyzWLLVhPbhovOC/GvB+OZztq33nprwfuVidP/frec390eJRp1SKUlE8b6+PR1Efbssbn3/jhd\nXTIjP62s1EilJJ1d+e0SQLWAmDTRx2mnBjj2WD/HHqvIOIm0w84dFlu2WjzzTArTdOEn+riA72+f\npSj6Hg8C8PnylRZBt1uvxzeIxSRdXRIznYXACkPTIFKq7u7CYYHfp8r4PncaDGkEXG6D4XJPfH4F\no/h87kXRl+WkFCs/H25IqaCItJmVTZum7MXzMU2VQPv9Al+JC/G4fWmE5jbVzOViuMfIcdUrSuGi\nkhDTrSIqmXCW/2JZEl3LwnAeFNevn+Y+Vscs6CcLNeUkRLlQSf7foR+vwkQ2gKCkBPpXwtDa3svv\nrwLn7X8WZssmhrnJajFJdzF5d86k6DLZqfqe+pXnWzyk04qL4iI6QH7iomYKEuKcdeZtX1/bUbjd\nZKEnr8ppWe455ib06ZRKTh13wyyZA8u52ygdBVGGwxoDqzVGjRYMrNYy6qTMZ6GSmX/dG6Wt1eHs\nRUHOuyBEMiG59+9xurocTj8jgGkJKqp0lryYon5PnMpKjTMWhTj5FMVxbGyweXNtmnVvqsQikZBE\nIoLKKp3+/TVmzfZz7gU64gBqpLo9Nnv32CxZnCSRkAys1jlpgUqkhgzNH8sdJ6usTKdQvZ4O4BK/\na5vJs08n6e6WzD7Gx9e/FeH++5Ikk5JwSCCA5iaHjk5VidyzRw1wL774Yp/r/K+Lvu50/8PifV2p\nKSvT5HmLQpSWCj59XSmDqtWtk44gnnDYstVi4yaT+kY7c+H2wudTsEfALzJl0HRa/RjSaUnSvdN1\nHFn0op0b3iHSdVXtUWRjjZKwYPQog7GjDTRNcOddUaIxyTPPxXl1mZmX4QuhnGBPOTnAb37Rn+qB\nOl3dDv3KPClkceZ+S6ut5I/9esM3luOwcaPFM88liUYlU6b6OPWUAIFw8R06VChKbVfxdXlVG9OU\neTbnqaR78XGrEiUu/PR2/Ww+QDAOPt4JA8N43KG+zqGuzqZ+r01raz4LNpcr5VVfaoZo1I7wMXyE\nTvWAg4MfP4h3NixLsn6dybLX0vT0SC79cIhhww0sS/LQvxNs325z2eUhtm2xWL0qzYiRBls2W5y+\nMMjMWX5a99k8/liS5maH8nKNufMCTJxk9PpupZR0d0k2bzR5a71Jd5fMVCtzLzmaBtWDdEaPMRgx\n2qDC5Qg2NdosWZyifq9FICiYdYyf8RN99CvPT86KjQs93Q47tlu8tc6kpVlVqEYM1zjt9CD9yjX2\n7Lb48x1xzr8wxPatyohvzZo0Lc2Sri6LlmaHlhZFWyh0Y3+34l2v1AyrlYO/+vmir+2+4Uv/UZWa\n93VSEwwKed45IU48IcC69Sbl/TSOnuFnzqwApZH9E4RTKUlP1HGTGJW8BILCTXLU1O8/cmTJpmab\nP96pqi8vLomzbYfsldQA3Hh9CZYluPzSMFMmqcrKtu0m9z8Up6pSY97xAcaOyQ4SHvzkOJLNWyy2\nbLHYW28TjTpEIoIPXxamvFzDlpL16y2eez5JKiUpjWhMnepjwmSD/v3VBeWdSGqORCSTkq5O1cMr\nFlV36x6J1C5Q7GSmno9LhsejBiCvglQIKxXCH8XCe48QWS+cYM6fL2fee00vMOIrhEC8eR0F89iI\n/HJ27maJHBIqxYmpUuYTh71qjmVJHCtfBeVVOXKVTx7B1FvOI6B6lRHPgK7wmIRCgiFDdYa45PXK\nqv1zZSxLQQe7d9ns2mnR2urkfR995TdeBSoQUPCepzLz+4u/p9dzRRYqfMq2FEwWjyuOUDTqwQyF\nVaBs1aVYhQtvmZzPsHNbMbjeOMXCczz2VG+5/ZGy5PgsHOW1IvFckotVg7ykwXGUG3ssqoz3GhsU\nFO84aj+mTPVxzLF+yvopA7oXnkux7LU0514QYuxYgz/cGmXMWIOVK9LYDpx3QYimRod1b5pUD9I4\n/YwgAwYbdHY4LH01xZZNFsWGibIywbgJPiZP8VFeUXy89iTXO7fb7Nhu0dxkM7BaZ9EFoYwIIpmQ\nrFqZZtMGM9PrTvRhgAkQiQhGjTaYNMVH9SDvRliyc6fFow8lCQThqmvC3HdPgkiJYM1qk+ZGi917\nbDo7HNrdtn2pVAq/fz9S1Hcw3oukpuYrxZOaXTd+kNQcsdB1IU+a52fMaB/f/FoZhq78alauTBNz\nHXv7V2iMGW0waoTBsFqjz34fhxumqXDpnpiSDPZEHdraHJpblLGd5x5b2V9j9CiDx5+K88jjCTo6\nKZrUXHBOkNtvreRXt/ZQWqqxZ6/FqBEGF10UoqtL8vIrKbZttzJ4vkQNkkKDcWN9TBivVF+lpRr1\njRZ/vyeObsDll4epyumB5TXPXL/BzHPmzCRLfXzvB4Kisuvp/boQ6iIkcsavVE57i74iGFTQU79+\nSsHgcUoyXItCgzOjt9LKM73rC3o6lOqFbatEOFlQgco+JvO4UD6aN807OMWXyZ3PQFN5U5mREdt2\n1j3WUzb5fPkKpzxpuJ7LU8mXh3uvqcfZY32wPYxiMYc9u2327LZparLxGSrRi0QEEycZ1A7TD7ky\n4zgu1Jf2FGaQSkvSSdUPq1f0Ujb1/o6LfeuapqqtHmwRifSuIuUaAOaprrzHRZYBzwFY/QZ0ve/j\n6TjZRNy2FLyZbTvicaXy25Ck01nFU3Y7s1NvXtPUhT1SqvqpDa7RCId7JxWbN5rc/48EJ80PcOL8\nADu3Wfz1L3GuuCrM3XfFMQw19o0b70MIuPpjYVqaHZ5+KklLs8OgQRqnnhliYHVxV+L2dodVb6R5\na72JYxfwonL2obJKY+QogxGjdAbX6DQ3OTz8QIJo1GHmLD/Hnxg4bN+j5iabpS+n2LLZZMRIg3PO\nCxKPSW79TYyLLw3y9BMpolGHVSvTbN1ik0yq9+3atYvhw4cf1mceiXhPkpov95HUfPaDpOaIhRBC\nzpxhsGB+iGiP5FPXRaip0fPIwe3tNtt2WOzYZVFXZ5N2YSgh1EAdDqkBLPdHYZoyY8Ln3UkVygy9\nMHQ16JWWKrlxJKJRVakxcIBOVaWWh+N+++ZO2tps7rk/4a6zd1Jz2skBPndDGcfPCbB+Q5oJ43wY\nRt9KqEKicEeHw/I30ry5Lk1pmcZHrw7T1e3wj38oxcL8+QHmzM0qE/pa75Gs2mRet5UyK3egDR4i\nIfudgpn+r/eUejsRjTps22qxcYNFQ73KUCMRwbDhygtp0GAd21JJXk+PZMN6k7171XI+n2D0GINx\n4w1lT9CHtPiDeHeis8PhlZdTvLXeonaYziWXhdB1eOhfSVpabC79cIhf/iLGyFE6K19PY9owYIDG\nuRcEeeG5NIEAzJrtZ9YxftraHJ5+Mkl7m5PxUHIQmYSlvEJj+tE+Jk0x2LbVpqXZdr18oGqAxpix\nBpFSQes+h107VUVv2xaLqdN8LDxHcXZWrTB5dUkKy5IMGqwz9SgfEyb6esHZUko6OyW7t5ts2mDR\n3GwjJQwcqHH8vAAjR+mYJjz0QII9u2w++okwd94WZ9gwnWVLUyx9LcW+fWpd6XQan+8INSE7zHgv\nkpohX/xC0dd2fv6LHyQ1RyqEEHLYMMHxc4J8/jNlLHklRWOTTTAgmDXTzzGz/JQUuQPxwraVhDsW\nUzwa75ps6CrRiZT0tg8/1LBtyY6dFivXpNm5y2LtujRPP5cCiic1l14YZOwYPyfMDXDsbNXbac9e\ni7vui1ESFhw9w8+M6b7MfjlIursdHn0syc5dFpWVGsce42fqFB8791jceWeMSy8NM22qD9uWvLQk\nxdLlaYSAoUMMZsxUF57CO7V3IqmBQ4OlbNt1pe1WVbBoj1JseJ2Iczste7b30iUg2zZumV8RdL2S\nv6eQyoVRDkUJpesexETGDTnkqiw8tYX3OBBU5xLkVwQKyaVqvjfkdCClUS751HvecTwPkyyUZJky\nQ64tpgbLn/aGr7K+KL3hEilVP7ExY3QmTPQxuEbLqzw4jlLX6BqZY5R7A5FKSUVa32RRX2+TSu2f\nw6Zpyg085CoVjTwlVNaPp3dVTPR+Luc4WpZ0u1C70xzDPa/Kkaseynv/QcbBLC5ljrmgAJ8fFwpX\nkKdn8JhLBs9tRVLYf6jYKWRb0N2tpPYd7Q4N9XYGmi0t1Zh3kp/xExTE3dJs86c/xjjl1ADjxvv4\n1S96OPGkAMuXp1mxIo1twexjfaRTcNOXSwmFBStXpFn2WhqfT3DhxSFqhmQrNd4Y0d7usHG9ycoV\nacy0ZMIkH0OG6pmu4fv22WzfYhGNegcbhgzROW5egOYmmyceTXDMnAALTgtkxujmJpt1a022bDJ7\nmTsKAeX9BKNGGUyYaDCwOnueppKShx5MsHOHzXkXBCkJCe74U5wrrwrx5zvi1NVZvLzEdL+f98f1\n8F1Pampr5ZCb+khqbvogqTliIYSQkQicfWaIo6f7+cQ1pYCCBVauVt2x43Hl6jtimMHUKT7GjfEV\nlTAfTiQSktZ2m7Y2h9Y2h9Y2Nd/Vnd+ddtRIg6mT/Tz9XILlbyR5+rk0gnyIx/uBzTnGz2P/quIX\nv45y1FQfq9ak6VemccUVYRwHVq9Os3qtSdKzDXfUoHfuohCjRxmYtsPzL6RY9noaKSVf+EKEfz+Q\noKXZ4aorwwwcqGcSk/p6mxUr09TtdTF1Ci6sIjvb+9j3/Rrk8w8KDfv2t3zuBUOVyTXKylTvltIy\n70Lmlu89Toku3KaESv7s07L9d1SZ35W6amSUU4ebrFqWzOtblUySM6/8jXIf20Xgp9z53K3ITQaK\nwVDeccqfupVE9zld8yCmrPS78KLvGcB5x0EpxMhwMnIhqUIJ9YE4ZqmkZOnSNGtWpTPfafUgHemo\n4xSLqeNSNUDj1NMC1A47NBWibbt8l5jbM6yoMaF7bMhWWXslkgWPdQPVzDbsJU1KaXc4jW37ioO1\nAfWMBlUDVKXg6QW55c6ns61Iit00FG6+pkFZmUa/ckF5uUZNgToUVDL67/sTNDU6fPyTYXq6Jbf+\nNsallwV55OEkTY02y5amsGw48aQgR8/00dWlthEUL+fYOT4efCBJ6z4Hr7DhwXQV/TXGT/IxbpzB\nc8+m2LXTyozLUqoEPBTWmHWMnynTfAQCUF9n8/gjScorNC75cJCVb1i8tDhJebnGovNCGX5MX5Fb\njW1vd3jlpRSbN6vPPf3MAGPHGTz0rwQNDQ6nnBrgn/cnCAbh1ZdTrF9vEwpBPP7+uB6+F0nN0C8U\nT2p2fPG/LKkRQgSBJUAAJQH/l5TyO0KIkcB9QH9gFXCllDIthAgAdwEzgTZUF85d7rq+DlwL2MBn\npZRPH+CzJcApC/ycfUaYnbssRg43OO9sRY71wnEku/fYrF2XZtt2KwNBeXc1qoyXex0AACAASURB\nVDu35nqDqB9dLK5IxIVs/NwIBARVlQpmquyvYKeqSp2ysuIY/Fe/1cnqNSlWrLYoLS2lu7s787rP\nEFg2nPmhADNnBLjpxlIeejTBgpOC9Oun7deID9Sgd/e9MfbW25y6IMDIETp1dTb/fCDBTTdF0DXB\n3++JE49LLrk0xLAiF5NDhaLg4FR+71T7hL7iAyjp3Yt0WrJpg6XUIU0O/oBg7nF+jp7l22/i2NJs\n88LzKerrFAw1YKCCG2prFW/iSHpEHYlIpyX7WhyqqjQCwcPbtnfC2/xIqmyllGzeaPHS4hRdXZIz\nFwY5arqP3bss/nxnnOs/VcLvfxcjEJBs3myx5EWVPR4zx+Co6X7GjDGYMs1H7TCd9W9aPP1UkjMX\nBpl9rD/vM3busHl9eZrde2xCQcHMY/2sXmFmrSWkcnE+7gQ/ra0OG9+yMslSZX/BlKN8PPpQkmuv\ni1AzRKet1ebJRxO0taqjMWyYTuUAnZJSjZKIoKfTprHBoanRzvgNlZdrHH+Cn3FuRWrdGpMHH0hw\n/gUhGhpsdu6wGDZc54Xnkyx9NUVTE+zcuZMRI0YcwSN++PGeJDWf6yOp+fJ/VlJzMLdRKWCBlDIq\nhPABrwghngRuAn4ppbxPCPEHVLLye3faIaUcI4S4DPgJcKkQYhJwGTAZqAGeE0KMk1IesENKKiUR\nGnzvm+Xs2Gnx57ujdPdIagbrnHFakNohBiNHqL/CkFLxPBIJmbmL0HUoCR+642Vu2LakvsFm63bl\nU9PYrMiSXll06tSpectHSsvp7OwknnCYNsXHPffH+cilJQBs32Fy77/iGD4YN8bH5EkG1QOVI7Km\nwaOPJ3ljZZorLw8zcpTOXXfHeXVpmq4uh2s/VsKvfx3jmqvC3PCZCD09Dg88mKChMY6hC2bM8DFi\npOIz6IdJ5PcInJYts/b/OX+HUqeXUt2JR3tcXlPUIRFzMo89a/Vid95ZUmZ+9SJzpy4VvOKRKw8l\npFSVjHBYdfkNhbJk0pKwIFyiZV4zdDJKk0KvF6tAgeRBYr0qMJl/xcmeuZWaXtWHIsfHu+u3zCyc\nlGtWaFmq0uH1n8prSSBlprO6XSBh1XRF/D1zYTBjXS+lZP1ai6WvpejpkRmVFqgqSrhEwRKXXR7O\nrKelWTVnXb40TVOjg91HJq0qeIrHVhLJevH4XVK44bbfyCVXZ77DnGS38EbFSkFP1CEaVede3OXT\necfcMFRPoTavT5IsfloXqzgWi77eD/ntMjzYyes67zUF9RRgPq8rfUBBoZr72Y57vmd6i+U8l05L\nujokHR0OrfucjPzecWD8eIOPXBmmrEwpnx58IMHePTZf/mqEn/woyvTpBuvWpeloz6ZTzc2KD3PW\n2UF27bR5aXGKpiaHCy8OsnuXzU9/1ENAIek4DgwfYXDCPD8TWh2eeSrFulXpXuOsz4C1q0zqG2wC\nPuXkO7Bap7QUnnsqxee/WMr998aJ9jhcfGmIqz9a4h5XSd1em/Y2h+5uh7YWSXmFYMbRPgYNCuZx\nthIJyaMPJ9m4wWLsGJ2vfj3CbX+IM26cjhDqutLW6tDUpJZ/vyQ070UICcJ5f91oHG4cEvwkhAgD\nrwCfAh4HBkkpLSHEXOC7UsrThRBPu/NLhRAG0AQMAL4GIKX8kbuuzHJ9fZ7f75emaTJhvM7C00OU\nlep85NIwVZVqcK2rt3j6uSSNTYoUNnKEwfRpCoJ6u12CTVMqyKnVpnmfcphs2ZfNvzRNMKRGZ8xo\ng3GjDfr31/n6tzt5bnGcbTsc/vCHP3Dddddllp8+fTpr165l2hSDO35XydLX0xg6bN1uMWiQzuWX\nhdF12LrNYv1bJm3tNrG4uhjNOz7ACccFWP+Wyd33xbjskhDPPpcimVJ8m698sZT7/hUnlYKPfyyc\nMdpKpyVr1pns2qlaSpg5ChKH4twGp8hgrGnqwqLpItOLx3ayktWDOYUcKTKJQNjz+oloioQdgZIS\njUip4qpkqBBFOBK5Utrc54Q775n2+XyHlrBKqRKAZMLt4h7LwiDxuJOZj8U9yXm+Csa7nuY2G/TU\nRlpu48HC/fE2oHAf85bbD18k5z0+v4KTPAjKOw6Zx4YL5Yks/CdcdY7fryqagQL1YG6lIBZzePTB\nJLt2WRw9089xx/spK9OIu3fHhgtzdXVK/v3PBO1tDkfP9DHneH+e+duBKhoe1yoakxm5fm4fpsKE\ntW+pePaB36/4JF6PoJKSt9/Q9nDCS1I93lgGWnJ7iqWSqseY119MPa8eJ5NZJaQQuc0+Rd5zhk9Q\nUSGo6K9RVaX+Cn8LHR0Ot/4myoJTAsw9zs/PfxrllFMDPPlEkuYmh9WrktTVqWWDQThpvp/a4QZh\n1wOrqlLDdiCVgmuuDWMY0LrPYds2i9eXpTHTMG6CQUuzTVOTkvNHIuq9tlRduhWkLJg61aCsTL32\n3DNJTj8zyBOPpfjClyIYPvjnPxI0NzmMn2Bw/An+Xn2hvLAsyaaNFiveSNPW6uD3C045Tfno7N5p\n85c741xxRZD77ktywjw/i19IsWF9mlWr7Mx3836Jd7tSExxaK2tvuKnoa9u+ftN/XaUGIYQOrATG\nALcC24FOKaVH16oDhrjzQ4C9AG7C0wVUus8vy1lt7nuKxsiRI9myZQvRqMPAARrnLwrzt3tjRKOS\nhaeHOHq6j2uvjuB+Frt227y5Ps2TTydJmzJz9+jdiXmVBe+uNrt/ve/sfIagqkpjQJWCn84+M8TA\nAb0HBy+SSUnzPjtTafjIRz6S9/r8+fNZu3Yt/coEf7wzyne+0Y/lb6RZdFaISE6/psmTfEyelM+8\nl1JBTz09kq9/JcJPfxZlzBiDDZtN5hzj56e/6OE73y6jvd3hV7dEGT7c4KyFQSoqNGbN9DNrZu8S\nzeFAUblxqGXx/UFU7wc4ybuw+/2Csn7v9da8f6Khwea1JSl277LxBwTnnBfk8ivCxOMOTz+VYvMm\ni0hE8XHSaYjFJNXVGld9NIyhwbo3Tf725zixmMTvFwyt1RkzxqCmRqO8QitqwaDrgn7lgn7l784+\nptOSLZstdu6w6FeuUTVAwc26yzHShFdJefu+Vl6CqmmKA3Wk+H8HE91dDi+8oBpRhsOCz34uQrhE\n8JtbYsw70c9jjyZdXomN290FgGQSWtscJk3WqB6kZX7JmzdZnHdhiF/+PIrPBwMG6IwcrbPo3BCP\nP5pky2YTn08Qjzl0dORX0YJBxaerqNTp7HToaM9WWB9/LMlV14T54+9jjB5jcOXVYTQNtm+zeeLx\nJG2tWbVV7ritaYLxEwzOPieYsbfYs9vij7fGEAKu+1SYP/wuzvyT/SxflkbXydhdfP3rX38nD/1/\nRrz3w/ARiYNKalyIaLoQohx4EJhYbDF3WuxXKvfzfF4IIT4JfBJg2LBhgDKSevMti4ryFJ/7dCmm\nCU8/l+CRJ+IMqFQQ1OhR+4egsgqabNn3cKOr22HrNpOt2yz21NkZG/tAQGSSpUgkkveeK664gltu\nuYWmJps//LqUn/yim+9/qx9CCN5cn+aRxxNoGtQM1hk72kdpP3WR1XXBX++O8aFT1T7e/MMezjw9\nyBNPJWjZZ/PGKpMrLg/z/R90c8NnInzzG2Vs3WZx731xOrscqqpUD6gRI3WGDNEPSKCVMufOMceX\nJZmUrlW9S8L1iLru4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vvYuMFEIGjZZ9Hd5bBpk0lDvUrYF54Z4PEnkoe9fe9G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\nocZxHMdxnFHw/wFpScjRE8bQ6gAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fb71f512d68>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"rhop_final = gsw.rho(sa_ndc, ct_ndc, 2000)\n",
"\n",
"plt.figure(figsize=(10, 6))\n",
"\n",
"ax = plt.subplot(211)\n",
"plt.pcolormesh(lat, z_ndc, rhop_final)\n",
"plt.plot(lat, z_ndc.T, 'k', linewidth=0.5)\n",
"plt.colorbar()\n",
"plt.title('potential density after ndc opt.')\n",
"ax.invert_yaxis()\n",
"ax.xaxis.set_ticklabels([])\n",
"\n",
"ax = plt.subplot(212)\n",
"plt.pcolormesh(lat, z_ndc, rhop_final - rhop_init)\n",
"#plt.plot(lat, z_ndc.T, 'k', linewidth=0.5)\n",
"plt.title('potential density difference from initial')\n",
"plt.colorbar()\n",
"ax.invert_yaxis()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Target isopycnal Generation\n",
"\n",
"We can use a list of target densities (from those actually used in MOM6) instead of a reduction in neutral density curvature."
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"target_dens = np.array([1010, 1016.1289, 1020.843, 1024.821, 1027.0275, 1028.2911, \n",
" 1029.2795, 1030.1194, 1030.8626, 1031.5364, 1032.1572, 1032.7358, \n",
" 1033.2798, 1033.7948, 1034.2519, 1034.5828, 1034.8508, 1035.0821, \n",
" 1035.2886, 1035.4769, 1035.6511, 1035.814, 1035.9675, 1036.1107, \n",
" 1036.2411, 1036.3615, 1036.4739, 1036.5797, 1036.68, 1036.7755, \n",
" 1036.8526, 1036.9024, 1036.9418, 1036.9754, 1037.0052, 1037.0323, \n",
" 1037.0574, 1037.082, 1037.1066, 1037.1312, 1037.1558, 1037.1804, \n",
" 1037.206, 1037.2337, 1037.2642, 1037.2986, 1037.3389, 1037.3901, \n",
" 1037.475, 1037.7204, 1038])"
]
},
{
"cell_type": "code",
"execution_count": 134,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [],
"source": [
"z_iso = z.copy()\n",
"sa_iso = sa\n",
"ct_iso = ct\n",
"\n",
"for i in range(1):\n",
" z_iso = generate(z_iso, sa_iso, ct_iso, alpha=0.5,\n",
" dt=100, t_grid=3*3600, c_n2=0.3, c_surf=0.2, d_surf=200,\n",
" isopycnal=True, isos=target_dens)\n",
" h_iso = np.diff(z_iso, axis=0)\n",
" sa_iso, ct_iso = remap(h_iso)"
]
},
{
"cell_type": "code",
"execution_count": 135,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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p0sK3hzZPvejrvRi8oj3vnGnys/vuwIt0GqHHeK3IvFvjTHWaueYIFb+RhDSj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\nNLhj0RZ+3HuQkpsP3u1/rlsbV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rG8CTQ1RNktYrl5LG8c+yId1QUahkxgyJTfASMzmDJJ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FxSGO7amjrMpt6z++t56l62bz2EuHORnr5ON3LMfyCaTcwCOmPuUa4TZl3WRr0vQwPTyRGn8V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\niTICiSrvKFGiRBmB/P+NqKFnoBJgWgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fb70c344710>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.pcolormesh(lat, z_iso, h_iso)\n",
"plt.plot(lat, z_iso.T, 'w', linewidth=0.5)\n",
"plt.colorbar()\n",
"plt.title('layer thickness after iso opt.')\n",
"plt.gca().invert_yaxis()"
]
},
{
"cell_type": "code",
"execution_count": 136,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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QfoYeDNBJgolTTJZZoSfTe85+pdpn7jEZ1OSIKMRV4DhlngyF6LF0pMZ5tYOmLR+tM0w8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\nd/XvpgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fb70b1d9128>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"rhop_final = gsw.rho(sa_iso, ct_iso, 2000)\n",
"d = rhop_final - ((target_dens[1:] + target_dens[:-1]) / 2)[:,np.newaxis]\n",
"\n",
"plt.figure(figsize=(10, 6))\n",
"\n",
"ax = plt.subplot(211)\n",
"plt.pcolormesh(lat, z_iso, rhop_final)\n",
"plt.plot(lat, z_iso.T, 'k', linewidth=0.5)\n",
"plt.colorbar()\n",
"plt.title('potential density after iso opt.')\n",
"ax.invert_yaxis()\n",
"ax.xaxis.set_ticklabels([])\n",
"\n",
"ax = plt.subplot(212)\n",
"plt.pcolormesh(lat, z_iso, np.log10(np.abs(d)))\n",
"#plt.plot(lat, z_iso.T, 'k', linewidth=0.5)\n",
"plt.title('potential density difference from target')\n",
"plt.colorbar()\n",
"ax.invert_yaxis()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Replicating the MOM6 HyCOM grid\n",
"\n",
"As a point of comparison, we'll implement MOM6's 75-level HyCOM grid on our climatology section, which will hopefully let us see what's going wrong with it, and whether any of our ideas can help.\n",
"\n",
"Above, we used the 50-level target densities from the global_ALE experiment. Now we'll use the 75-level targets from OM4_025. The depth coordinates are generated by the string `FNC1:2,4000,4.5,.01`."
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"s2_75 = [1010, 1014.3034, 1017.8088, 1020.843, 1023.5566, 1025.813, \n",
" 1027.0275, 1027.9114, 1028.6422, 1029.2795, 1029.852, 1030.3762, \n",
" 1030.8626, 1031.3183, 1031.7486, 1032.1572, 1032.5471, 1032.9207, \n",
" 1033.2798, 1033.6261, 1033.9608, 1034.2519, 1034.4817, 1034.6774, \n",
" 1034.8508, 1035.0082, 1035.1533, 1035.2886, 1035.4159, 1035.5364, \n",
" 1035.6511, 1035.7608, 1035.8661, 1035.9675, 1036.0645, 1036.1554, \n",
" 1036.2411, 1036.3223, 1036.3998, 1036.4739, 1036.5451, 1036.6137, \n",
" 1036.68, 1036.7441, 1036.8062, 1036.8526, 1036.8874, 1036.9164, \n",
" 1036.9418, 1036.9647, 1036.9857, 1037.0052, 1037.0236, 1037.0409, \n",
" 1037.0574, 1037.0738, 1037.0902, 1037.1066, 1037.123, 1037.1394, \n",
" 1037.1558, 1037.1722, 1037.1887, 1037.206, 1037.2241, 1037.2435, \n",
" 1037.2642, 1037.2866, 1037.3112, 1037.3389, 1037.3713, 1037.4118, \n",
" 1037.475, 1037.6332, 1037.8104, 1038]"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def dz_f1(n, dz_min, total, power, precision):\n",
" dz = np.empty(n)\n",
" \n",
" # initial profile\n",
" for i in range(n):\n",
" dz[i] = (i / (n - 1)) ** power\n",
" \n",
" # rescale to total depth and round to precision\n",
" dz[:] = (total - n*dz_min) * (dz[:] / np.sum(dz))\n",
" dz[:] = np.around(dz[:], decimals=precision)\n",
" \n",
" # adjust bottom\n",
" dz[-1] += total - np.sum(dz[:] + dz_min)\n",
" dz[-1] = np.around(dz[-1], decimals=precision)\n",
" \n",
" dz[:] += dz_min\n",
" \n",
" return dz"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Calculate nominal grid spacings and adjust to local topography."
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"dz_75 = dz_f1(75, 2, 4000, 4.5, 2)\n",
"z_75 = np.insert(dz_75.cumsum(), 0, 0)[:,np.newaxis]\n",
"\n",
"z_75_full = np.tile(z_75, (1, sa_sect.shape[1]))\n",
"\n",
"np.putmask(z_75_full, z_75_full > topo, topo)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Calculate maximum interface depths and maximum layer thicknesses, also from the `dz_f1()` generating function."
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"max_int_depth = np.insert(dz_f1(75, 5, 8000, 1, 2).cumsum(), 0, 0)\n",
"max_lay_thick = dz_f1(75, 400, 31000, 0.1, 2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Translate to layer thicknesses and remap our climatology."
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"h = np.diff(z_75_full, axis=0)\n",
"#h = np.maximum(h, 1e-3)\n",
"\n",
"sa_map, ct_map = remap(h)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we can actually compute the grid according to the `hycom1` algorithm. We return `z_new`, which are just interfaces moved according to their target densities, and `z_bnd` which includes the additional step of interface adjustment to preserve the mixed layer."
]
},
{
"cell_type": "code",
"execution_count": 87,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"z_new, z_bnd = \\\n",
" hycom.hycom(h, sa_map, ct_map, s2_75, dz_75, max_int_depth, max_lay_thick)\n",
"\n",
"# calculate T/S on both new grids for plotting\n",
"sa_new, ct_new = remap(np.diff(z_new, axis=0))\n",
"sa_bnd, ct_bnd = remap(np.diff(z_bnd, axis=0))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## HyCOM Grids\n",
"\n",
"In the first plot, we're showing the HyCOM grid without any adjustment to the isopycnal positions. In the second plot, we show the grid after the three kinds of adjustment: any interface which is shallower than its nominal position is moved to this nominal position, but interfaces can't be deeper than a specified depth. Additionally, layers can't be thicker than a specified thickness."
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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+PJffUofmUXj8B8PUtXmJjbj37/c4jA4aWIYkl5FYpuSVJ9OnGXK88oWH33p4rK+hrwQ5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V4ZUIE+xogp2UpSfTr62LlnznJUwnWwm4HdvchRmdjSeEpvq5jKRESDEXo3NjHW4SJtUTK131io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\nsPLryoCoEgUyK+x07x4gdaEizqdSC
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