{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### Example 5: Laplace equation\n", "\n", "In this tutorial we will look constructing the steady-state heat example using the Laplace equation. In contrast to the previous tutorials this example is entirely driven by the prescribed Dirichlet and Neumann boundary conditions, instead of an initial condition. We will also demonstrate how to use Devito to solve a steady-state problem without time derivatives and how to switch buffers explicitly without having to re-compile the kernel.\n", "\n", "First, we again define our governing equation:\n", "$$\\frac{\\partial ^2 p}{\\partial x^2} + \\frac{\\partial ^2 p}{\\partial y^2} = 0$$\n", "\n", "We are again discretizing second-order derivatives using a central difference scheme to construct a diffusion problem (see tutorial 3). This time we have no time-dependent term in our equation though, since there is no term $p_{i,j}^{n+1}$. This means that we are simply updating our field variable $p$ over and over again, until we have reached an equilibrium state. In a discretised form, after rearranging to update the central point $p_{i,j}^n$ we have\n", "$$p_{i,j}^n = \\frac{\\Delta y^2(p_{i+1,j}^n+p_{i-1,j}^n)+\\Delta x^2(p_{i,j+1}^n + p_{i,j-1}^n)}{2(\\Delta x^2 + \\Delta y^2)}$$\n", "\n", "And, as always, we first re-create the original implementation to see what we are aiming for. Here we initialise the field $p$ to $0$ and apply the following bounday conditions:\n", "\n", "$p=0$ at $x=0$\n", " \n", "$p=y$ at $x=2$\n", " \n", "$\\frac{\\partial p}{\\partial y}=0$ at $y=0, \\ 1$\n", "\n", "**Developer note:**\n", "The original tutorial stores the field data in the layout `(ny, nx)`. Until now we have used `(x, y)` notation for creating our Devito examples, but for this one we will adopt the `(y, x)` layout for compatibility reasons." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from examples.cfd import plot_field\n", "import numpy as np\n", "%matplotlib inline\n", "\n", "# Some variable declarations\n", "nx = 31\n", "ny = 31\n", "c = 1\n", "dx = 2. / (nx - 1)\n", "dy = 1. / (ny - 1)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "def laplace2d(p, bc_y, dx, dy, l1norm_target):\n", " l1norm = 1\n", " pn = np.empty_like(p)\n", "\n", " while l1norm > l1norm_target:\n", " pn = p.copy()\n", " p[1:-1, 1:-1] = ((dy**2 * (pn[1:-1, 2:] + pn[1:-1, 0:-2]) +\n", " dx**2 * (pn[2:, 1:-1] + pn[0:-2, 1:-1])) /\n", " (2 * (dx**2 + dy**2)))\n", " \n", " p[:, 0] = 0 # p = 0 @ x = 0\n", " p[:, -1] = bc_right # p = y @ x = 2\n", " p[0, :] = p[1, :] # dp/dy = 0 @ y = 0\n", " p[-1, :] = p[-2, :] # dp/dy = 0 @ y = 1\n", " l1norm = (np.sum(np.abs(p[:]) - np.abs(pn[:])) /\n", " np.sum(np.abs(pn[:])))\n", " \n", " return p" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "\n", "# Out initial condition is 0 everywhere,except at the boundary\n", "p = np.zeros((ny, nx))\n", "\n", "# Boundary conditions\n", "bc_right = np.linspace(0, 1, ny)\n", "p[:, 0] = 0 # p = 0 @ x = 0\n", "p[:, -1] = bc_right # p = y @ x = 2\n", "p[0, :] = p[1, :] # dp/dy = 0 @ y = 0\n", "p[-1, :] = p[-2, :] # dp/dy = 0 @ y = 1\n", "\n", "plot_field(p, ymax=1.0, view=(30, 225))" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "\n", "p = laplace2d(p, bc_right, dx, dy, 1e-4)\n", "plot_field(p, ymax=1.0, view=(30, 225))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ok, nice. Now, to re-create this example in Devito we need to look a little bit further under the hood. There are two things that make this different to the examples we covered so far:\n", "* We have no time dependence in the `p` field, but we still need to advance the state of p in between buffers. So, instead of using `TimeFunction` objects that provide multiple data buffers for timestepping schemes, we will use `Function` objects that have no time dimension and only allocate a single buffer according to the space dimensions. However, since we are still implementing a pseudo-timestepping loop, we will need to objects, say `p` and `pn`, to act as alternating buffers.\n", "* If we're using two different symbols to denote our buffers, any operator we create will only perform a single timestep. This is desired though, since we need to check a convergence criteria outside of the main stencil update to determine when we stop iterating. As a result we will need to call the operator repeatedly after instantiating it outside the convergence loop.\n", "\n", "So, how do we make sure our operator doesn't accidentally overwrite values in the same buffer? Well, we can again let SymPy reorganise our Laplace equation based on `pn` to generate the stencil, but when we create the update expression, we set the LHS to our second buffer variable `p`." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Update stencil:\n", "Eq(p(x, y), (h_x**2*pn(x, y - h_y) + h_x**2*pn(x, y + h_y) + h_y**2*pn(x - h_x, y) + h_y**2*pn(x + h_x, y))/(2*(h_x**2 + h_y**2)))\n", "\n" ] } ], "source": [ "from devito import Grid, Function, Eq, INTERIOR\n", "from sympy import solve\n", "\n", "# Create two explicit buffers for pseudo-timestepping\n", "grid = Grid(shape=(nx, ny), extent=(1., 2.))\n", "p = Function(name='p', grid=grid, space_order=2)\n", "pn = Function(name='pn', grid=grid, space_order=2)\n", "\n", "# Create Laplace equation base on `pn`\n", "eqn = Eq(pn.laplace, region=INTERIOR)\n", "# Let SymPy solve for the central stencil point\n", "stencil = solve(eqn, pn)[0]\n", "# Now we let our stencil populate our second buffer `p`\n", "eq_stencil = Eq(p, stencil)\n", "\n", "# In the resulting stencil `pn` is exclusively used on the RHS\n", "# and `p` on the LHS is the grid the kernel will update\n", "print(\"Update stencil:\\n%s\\n\" % eq_stencil)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can add our boundary conditions. We have already seen how to prescribe constant Dirichlet BCs by simply setting values using the low-level notation. This time we will go a little further by setting a prescribed profile, which we create first as a custom 1D symbol and supply with the BC values. For this we need to create a `Function` object that has a different shape than our general `grid`, so instead of the grid we provide an explicit pair of dimension symbols and the according shape for the data." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "x, y = grid.dimensions\n", "bc_right = Function(name='bc_right', shape=(nx, ), dimensions=(x, ))\n", "bc_right.data[:] = np.linspace(0, 1, nx)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can create a set of expressions for the BCs again, where we wet prescribed values on the right and left of our grid. For the Neuman BCs along the top and bottom boundaries we simply copy the second rwo from the outside into the outermost row, just as the original tutorial did. Using these expressions and our stencil update we can now create an operator." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "from devito import Operator\n", "\n", "# Create boundary condition expressions\n", "bc = [Eq(p.indexed[x, 0], 0.)] # p = 0 @ x = 0\n", "bc += [Eq(p.indexed[x, ny-1], bc_right.indexed[x])] # p = y @ x = 2\n", "bc += [Eq(p.indexed[0, y], p.indexed[1, y])] # dp/dy = 0 @ y = 0\n", "bc += [Eq(p.indexed[nx-1, y], p.indexed[nx-2, y])] # dp/dy = 0 @ y = 1\n", "\n", "# Now we can build the operator that we need\n", "op = Operator(expressions=[eq_stencil] + bc)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now use this single-step operator repeatedly in a Python loop, where we can arbitrarily execute other code in between invocations. This allows us to update our L1 norm and check for convergence. Using our pre0compiled operator now comes down to a single function call that supplies the relevant data symbols. One thing to note is that we now do exactly the same thing as the original NumPy loop, in that we deep-copy the data between each iteration of the loop, which we will look at after this." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "\n", "# Silence the runtime performance logging\n", "from devito import configuration\n", "configuration['log_level'] = 'ERROR'\n", "\n", "# Initialise the two buffer fields\n", "p.data[:] = 0.\n", "p.data[:, -1] = np.linspace(0, 1, ny)\n", "pn.data[:] = 0.\n", "pn.data[:, -1] = np.linspace(0, 1, ny)\n", "\n", "# Visualize the initial condition\n", "plot_field(p.data, ymax=1.0, view=(30, 225))\n", "\n", "# Run the convergence loop with deep data copies\n", "l1norm_target = 1.e-4\n", "l1norm = 1\n", "while l1norm > l1norm_target:\n", " # This call implies a deep data copy\n", " pn.data[:] = p.data[:]\n", " op(p=p, pn=pn)\n", " \n", " l1norm = (np.sum(np.abs(p.data[:]) - np.abs(pn.data[:])) /\n", " np.sum(np.abs(pn.data[:])))\n", "\n", "# Visualize the converged steady-state\n", "plot_field(p.data, ymax=1.0, view=(30, 225))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One crucial detail about the code above is that the deep data copy between iterations will really hurt performance if we were to run this on a large grid. However, we have already seen how we can match data symbols to symbolic names when calling the pre-compiled operator, which we can now use to actually switch the roles of `pn` and `p` between iterations, eg. `op(p=pn, pn=p)`. Thus, we can implement a simple buffer-switching scheme by simply testing for odd and even time-steps, without ever having to shuffle data around." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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OI1kgujOSg2YnIyMjXZUKHElASLpQ3giRHO++NfFB2W638ZWvfAUf+tCHMk/WBqFK8iZ7sqXC+oDBpac7OzuOrK2uriKXy0HXdSwsLEDXdYyNjaWx3J4lk734861Z7Foj+P7J+wmtKD7+4s0P4KMLX4r0HEzejnfy5kWcw903B/1KLE3TPLRfjiWWhMQH5Y0QCREfgKZpwjAMmKbpfDiKMhX3Xh/ZPxBVaFgCqJFsySxvveh0OlhbW0Oz2cTKygp2d3dRqVSg6zrOnTuHUqkUyzEcZ8mkH7vW/u/c57bOHxuBk/3ckjSUtwNEuubX0KnXSAK3zHEkASHxQHkjRALcLfwNw3Ba+APo+sBzf9CJP5umGblpQ9KokLwB8q8z6W6OUXHvG9ze3nZkbX19HePj49B1HRcvXkStVkOhkO3Hz7Cpm5fPbZ0HgIESl0XJ5NtmyflzFIFjySDlzY1bwgbh/XtC5jqdTtf3uV+OkOGhvBGSAeKOpLvJiHvemqZpA0shxQefzLIhyOVyzoe2zMiebLn3mch2kbO3t4dGowEA+MpXvgLLslCr1TA7O4srV65gYmIi4xUmgwopXFiBk/E4SxvK2wGmaYbex9Zvvhz3yxEyHJQ3QlLAfdfRvW9NfIiJu4/AcGVK+Xxe+kYggBoNSwC1kressSyra+ba5uYmSqX9xOfKlSvQdT3Vi960SiZ9X7tHCidTo5IwAkd5o7y5MU0zlhmYg0YSiOPOOyj8uB+LhAgob4QkRJB9a1E/kChF8SL7OrOUN9u2sb297cja6uoqCoUCdF3HmTNnoOs68vk8XnzxRZTLZakveKOWTPZChhTOXTLpZViBo7yxaYubuOTNS6/9cqJJF/fLEdIN5Y2QmPDbt+adtxZ3KYhKyZvMUiSQvWwybXkzDAOrq6uOsLXbbVQqFdTrdVy4cAGTk5Ndx3NWP+MsUzcvQffCZcVfvPkBfOTUPwY6D1HemLy5sSwrEXnz0q/E0v197pcjxxXKGyEh8bbwNwzj0L61pOetqdLFURV5k32dScubbdvOzLWVlRVsbGxgYmIC9XodS0tLqFarfS/eZCrrzJo/a13Ffzv5ytCPi6tRST/+8q3ncbb5+5iensb09HTP0QyUN8qbm6SSt370KrHkfjlynKG8ETIE3iYjcexbi4IqZZMqSabM4pGEHO3u7jqytrKyAgDQdR3z8/N49tlnMT4+HttryUBSJZN+fGHrSiiBS4OH9V/E1sP/gJs3b6JUKjkiV6vVpG6MkzaUtwOykDcv3C9HCOWNkL647+4JYfOWQmb5wcCyyXhRYc4bEK080TTNrkYj29vbKJfL0HUdp0+fRrlcDn08Z5G8yVQyKWhZB8L7ha0rABBI4tJI3dw0zvxrfO/sC2g0Gmg2m7hx4wY6nQ50XUe9XodhGKHXc1TguIQDZJA3L9wvR44jlDdCXLj3rblb+AtkK8lQKdGiZMbDsPvybNvG1tYWVlZW0Gw2sb6+jpGREdTrdSwuLqJWq8U+J1DW9DLN1M2LrCncX7393fjowpdw8uRJ2LaNzc1NNBoNLC8vo9lsYmNjA1tbW5ienka9Xpd+pmTcWJZ17P7NvRCjAmSm3345t+iJShmZPs8JCQrljRxr/PatPXjwAPV6HVNTU6nsW4sCk7d4kb1sEggmb+12G6urq86Q7E6ng1qthunpaVy6dAnFYjGxY1rW35UwhEnd+pGUwIVJ3fzQNA2lUgmlUgmLi4v4p3/6J+dY+cY3voHr16+jUqk4JZaVSuVI/bz9YNnkAWk1LIkL7pcjRxXKGzl2+DUZEWKRy+XQbDZRKpVQKMj/66FKoqVKQih72STgL2+WZWFjY8ORtVarhampKei6jqtXr6JaraZ2AZpmx86kSybD4C6Z9KOXwCUx2y0of/jg+/Bzi/+f7/dKpRJOnz4NANjZ2UGz2USj0cDDhw8BAPV63ZG5o7Y/EqC8uel0OkrJm5cg++X8RI4yR2RD/qtTQiISZN9aoVBwTtCFQkEJIQKYvMWNSsmbuJAWM9dyuRx0XcfCwgJ0Xe/ZQTANZHwPsyyZ9DLMPrhBRE3dnhgVAP4C521YMjExgYWFBSwsLMC2bayvr6PRaODNN9/Eyy+/jMnJSUfmxNw/1aG8HaBa8jYI7pcjqkJ5I0eOqPvWVBEiYH+t7XY762UMRBV5kzl563Q6WFtbg2VZuHHjhjNzTdd1LC4uOmW+WZPWGmRvVBIEkcJlmbq58Qpcv26TmqahWq2iWq3i4sWLMAzDSeVefvlltNttp1R3enpamuNzWChvB5immelNoaQJul/O28mSkLShvBHl6TVvTTDsvjWV5E2VsklV5E2mdYrmESJdW19fd8rSFhYWcOrUKWlLe2VM3mTlC1tX8O3jj0I9Nq7UzY1b4IYZFTAyMoK5uTnMzc05TXJEF8u7d++iUCg4Ilev1zE6Ohpp7WlBeTtAhYYlcdFvv5xhGM7X3YPCKXMkLeT85CdkAG5ZEyWR7n1rUcobWDYZP6IcUfYLoazLJvf29rpmrlmWhVqthtnZWVy5cgUTExP40pe+hHK5LK24yXjxMmzJZBqpm2DTHMc/bF0CAHxw8k6o54gbIXBh57xpmoapqSlMTU3h3LlzsCwLq6uraDQauH//Pq5fv45yuezIXJp7ModF9nNWmsg4KiAtesnc/fv30Wq1cO3aNZZYktSQ89OfEA/uOvQg+9aikM/n0el0Ylh18qgkb4D8F0Jpl01altU1c21zcxOlUgm6ruPatWsol8uH3q80G4KEJen1ydioJA7+YetSagLnl7q5+cMH34fn7H8Xyzk1l8uhXq+jXq9jaWkJe3t7aDQaaDQaeOmll2BZFnRdd2SuWCxGfs24kP2clSbHWd68iN8L8Z6I87LffjnxfcociQvKG5ESkdK4ZU10gxInwKRa+Ofzeezt7cX+vEkgU5lfP9zyJjNJl6Hato3t7W1H1lZXV1EoFKDrOs6ePYtarTawnEx2eZPt4kSmRiVeNs3DaV1QgYtrPEA/bs39Ns5r/0fszzs2NoZTp07h1KlTsG0bGxsbaDQa+Na3voVXXnkFExMTjsjpup5pyhw2fTyKHLWGJXHQ6XScG8eDRhJwvxyJC8obkYJ++9ZE+9605q0VCgVsb28n/jpxoGLyJjO5XC721NUwDKyurjpDsg3DQKVSQb1ex4ULFzA5OTnUca2CvMm8vkGkWTLZi6QTuEGpm5u/2P5p/Bz8xwjEgaZpqFQqqFQquHDhAjqdDlZWVtBoNPDqq69iZ2cH1WrVkblyuZzqRS+TtwOYvB2m0+lgYmKi62vcL0eShvJGMkPImmmaMAwDpmk6Jzn3ySztE5oqQgSos1bx85Rd3uIomxRJgkjXNjY2UCwWoes6Ll++jGq1GukCSAU5SnJ9/+YbvwhgqetrHy6/ltjrZUU/gUsjdXPTbw5c3BQKBczOzmJ2dhYAsL297ZRY3r9/H/l8vmu2XNLdDylvB1DeDiOSt370my9nmiZHEpChobyR1PDbtyYulN0nrqxPWKrteZNdiAQqyFvYNe7u7nY1GgEAXdcxPz+PZ599NtbhxbLLWxa/vy9u+Muc7I1KBpFEAjdM6uYmTYFzUywWcebMGZw5c8bZIyqGhN+8eROlUskRuVqtFrtoUd4OoLwdJszg8mHmy3G/HPGD8kYSw71vTSRr3n1rcTUZiRNV0ixArbWqMNYgaLdJ0zSdRiPNZhM7Ozsol8vQdR2nT59OtLRLdnkDkkve9lO3wQiZs2wN31WRo4NjWLydKNNO3dxkJXACMYhe13VcunQJ7XbbmS1348YNdDod6LruJHPDliT7QXk74DiNCghKkORtEEH2y7lTORlucpNsobyR2BB3j9zJmrjIvXPnDt773vc6d6hkPvGoNCpABSESqJC89SqbFHOrhKytr69jdHQUuq7j/PnzqNVqGBkZPrUJu0aZ5U2W9Vn2/jnm79b35ScJiUsydfMSRwoXNnUTNDrZiaMfo6OjmJ+fx/z8vDMXsdFoYHl5GXfu3MHo6GjXbLkwv6OUtwOYvB3GNM1YG+r0K7F03/z2Nj6R+ZqKxA/ljUQiyL61sbGxUKUFWaFa2aQK89MANUo83YLZbre7SiE7nQ5qtRqmp6dx6dIlFIvFTD4ws55FN4ik3pOgqVsvhMQB/iIXpmQybf7f9XfgO6fuh3psVHET/O43fhj/9pn/EstzxYmmaSiVSiiVSlhcXIRpmk7jk7t37+L69euoVCqOzFUqlUDHqgrn1jQQnzOqfI6nRRzJWz+GKbGkzB0fKG9kKMRJQ8ia37w1b6QvkixVWi6rVIooPkhVuMCQPXmzLAs7OzvY3t7G1772NbRaLUxNTUHXdVy9elWaQcKyJFv9yHp9InXrRZJp3CDCpG5uvrZ5PrTARcGduskqcG7y+TxmZmYwMzMDANjZ2XFKLB8+fAgAzuy56enpQx0DAShzYywNxLmb8tZN0vLmpV+Jpfv73C93tKG8kb70auE/zLy1QqHgSF+W83qCUigUuv6NMiMuKlR4b2WUN3FBJ2auAfvrXFhYgK7riXeyC0Pag8SHJYnfmaipWy+ExHXsPD5QvjvUY+MeDzCI9c6BXAwrcHGlbm5UEDg3ExMTWFhYwMLCAmzbxvr6OhqNBt566y3cvn0bxWKxa7acqGoA5C7zTwtxQ5PydoCQpqzek34jCbhf7mgj99UeyQTvcGx3KaS4mwME/0ATf18FwQDUWq84EauQFMqwP6/T6Tgz11ZWVrC7u4tKpQJd17G4uIidnR08fPgQ8/Pzma6zH0zekuFLGxcBYGiJG4aoqZubNBO4XnvdVBM4gaZpqFarqFaruHjxIgzDcFK5l19+Ge12G7VaDbquO3//uOMWAbKPeE9kuU7gfrnjgxxHHMkU910aIWzui6+ov+BC+DqdjpRJhhchb2mXQ4RFhb1kQDbJm23baLVajqytr69jfHwcuq7jmWeeQbVa7foZ7+3tSf9eyi5vcV8IDJu6DSqZ9NKxu++af2nj4kCByzJ1c/O1zfMA0Ffikkjd3KgqcG5GRkYwNzeHubk5pzmRaHwCAP/4j//opHLT09MYHR3NeMXpI5qV8EL/AFGqKOt1AvfLHV3kPOJIonj3rYkW/oIkonWVmoCIk1nWKVFQVNmjl5a87e3tdTUasSwLtVoNJ06cwJUrV3z3tqS9xiioIG8yry8ISaRwcaZuXpJM4YJ0mDwKAifQNA1TU1OYmprC3NwcXnjhBVy7dg0rKyt48OABbty4gXK57IicLHthk4ZjAg4j3hNV3pd+++XcoiduuIt/F2VOPihvx4A49q1FpVAoKCNvgDpCBMhRjhiEpMRIDO4Vsra5uYlSqYR6vY5r166hXC4H/nCVvZMjoIYcxbW+pFO3QaRRSjmIXqmbFz+BS3M0wFESOIE4jqenpzEzM4OlpSXs7e2h0Wig0WjgpZdegmmaTtOT6elpFIvFjFedDBwTcBhVqnP84H45tVHzqCMD8ZM1ceGcRTyumryptF5VRDOu8k7btrG9ve3I2urqKgqFAnRdx9mzZ1Gr1UKXNcneDASQX95U+nD3lkz2wi1xYUomk0zd3GTViVJw1AROdJp0H9NjY2M4deoUTp06Bdu2sbGxgWazicePH+OVV17BxMREV+MTVS/uvVDeDqOyvHkJsl/OT+RUOt8fJY7GUUd67ltzt/AvFAqZ/aKpJEOAOkIEHI89b4ZhYHV11ekMaRgGKpUK6vU6Lly4gMnJyViObZZNxkMc68s6dfPjSxsXYVh5fEf5YeKvBQRP3dwIgctqIPdRErhBYwI0TUOlUkGlUsH58+fR6XSc2XKvvvoqdnZ2UK1WHZkrl8vKXuxyxtthjpK8eeF+Obk5mkfdMcC9b03IWtL71qJAeUuOo1g2Ke5or6ysoNlsotVqoVgsQtd1XL58GdVqNZELCRXKJmVfoyznnEEETd3cGNb+Y/5l4ywApCZxw/K1zfM4M9bM7PWPisANO+OtUChgdnYWs7OzAIDt7W2nxPL+/fvI5/NOiWW9Xsf4eLqNb6LA5O0wWY4JSJug++W8nSxJMlDeFMG9b00MEnaf+NPYtxYF1eRNDBZXAVVEM5fLwTCMnt/f3d11ZE3va1RrAAAgAElEQVTMXNN1HSdPnoSu66lc6LBsMh7SXl8aqZsf/7JxdqDAhS2ZDJO6CTY647jVOYXnJt8K9fiwqZuboyBwUQd0F4tFnDlzBmfOnIFlWc5suUePHuHmzZsolUpOKler1aRufEF5O4wK44SSoN9+OcMwoGkaOp0O2u22s+ecMhcvx++oUwj3vjVREmlZFhqNBt588028613vUiamVkmGALW6Y6okb24xMk0Ta2trTinkzs4OyuUydF3HmTNnMikxEqmWzAPaZZe3ONaX1FBuQZTUzYvMKdytrfACF5W329EFMGuiypubXC6HWq2GWq2GZ555Bu1225ktd+PGDRiGAV3XHZmLqxQ8LihvhznKZZPD4CdzGxsbePnll/GhD33I+R5LLOODR52kfOxjH8MP/MAP4Pnnnz+0b21sbAydTkfqu3Re8vk82u121ssIjCpCBKixTwvYX2e73cajR4/QbDaxvr6O0dFR6LqO8+fPo1arYWRkJPM1ApBe3mQ+NtN+37JK3bz4SVxWqZubW1unACCwxMWRuglx+9WXfwa/9+z/Fvn5siJOefMyOjqK+fl5zM/Pw7ZtbG5uOrPl7ty5g9HRUUfk6vV65udGjgo4DOXNH5G8jYyMdN0Qde+Xy+VySsz9lRUedZJy584dPHz4EN/1Xd916GJoZGSkb/mZjKhWNqmSvMm81na77XSFXF5edi4ApqensbS0hImJCakkSawlyYu2qMievAHRyiZVSt38CFJKmQVppXDexE1lgUvrPKBpGkqlEkqlEhYXF2GaptP45O7du7h+/ToqlYojc5VKJf2bJGxYcgjKW28Mw3BuOPjtlyPR4FEnKbquY3193fcELURI5nTAi2ryVigUsLe3l/UyApHP56WRebGvQwhbq9XC1NQUdF3HqVOnsLGxgXe84x1ZL7Mn7uRNVmSXtzTPSbKkbl7+ZeMsds0RfFv5zaEfG2fq5mWQwMWRuvmhqsBl9Rmbz+cxMzODmZkZAMDOzo5TYvnw4UPYtt01W25iIvwxE5Tj1JwjKJ1OJ/RYmqOOW97ciN8nWW+OqgLlTVJ0XXeaNngRvxAillYB1eRN5jTLSz6fz1Q0vTPXcrkcdF3HwsICdF13SiOePHmCtbW1zNYZBHfyJiuyyxsQXn5VT9283NhYCCVwSdJL4OIsl/RDRYGTJYGfmJjAwsICFhYWYNu20/jkrbfewu3bt1EsFrtmyyUhWZZlKXO9kRbHtWFJEHrJm0CV4EFWeNRJiq7raDQavt8TXSUpb8mhmryludZOp4PV1VVH2HZ3d1GpVKDrOhYXFzE1NeV7YlZhbx7lLTr8UAZ2zYPz8o2NBQAIJHFJpm5usmpkoprAySJvbjRNQ7VaRbVaxcWLF2EYhpPKvfzyy2i326jVao7M9TofD4tpmkqNNkgDlk32RqXrUxXhUScpuq7j7t27vt/TNE05GVKx26Qq6016zptt22i1Wo6sra+vY3x8HPV6Hc888wyq1WqgDzBV5E32OWqyry+sXH70a7+FK9Xgf3/Yksm0UzcvsqVwboFLOnVzo5LAyShvXkZGRjA3N4e5uTnYtt01W+7u3bsoFApdJZZhy/zYbfIwlLfeGIaBYrHY8/u8yRcNHnWSUqvV+paYFQoFafY5BUG03ldln55KcpyEaO7t7TmytrKyAsuyoOs6Tpw4gStXroTaY6GCvAHyz3qTPXkDwpdNvrJ2wvnzleqTuJaTKu7UzUu/FC6t1M1NXAncsGMBVBE4FeTNjaZpmJycxOTkJM6ePQvLsrC6uopGo4EHDx7gxo0bKJfLjshVq9XA/z52mzwM5a03hmHwvUkQvrOS0m/PG7B/t00VuQD2ZUgMGlfh7p1KyVs+n48sG6ZpdjUa2dzcRKlUQr1ex7Vr15xBm1mvMw2OarKVFmFuznz0a7916Gv9RE611M1LnClcWHET/OPaRSxNpS/KKgicavLmJZfLoV6vo16vY2lpCXt7e04q99JLL8E0za5Url9SwuTtMGzi0hvueUsWypukHLXkTdyBUeVkp5K8hSmbFOU17kYjorzm7Nmz0HU99np1Jm/xILu8AfF363SLHAAsVd6O9fnjol/q5sWdwkVJ3eLgtc0ToQUuyjBu2QVOdXnzMjY2hlOnTuHUqVNOOXyj0cDjx4/xyiuvYGJiwpkrV6/Xu5ITVW68pgmTt94MkjcSDR51kjIoeVOprA/Yv3DP5XLodDpKDGZUaY9eUNE0DAOrq6toNptYWVmBYRioVqvQdR0XLlzA5ORkonfDVJE32depglwOg1/q1g/b1vDqU5m7HKC0UrbUzcuNjQWcLTZDPTZq6rZuHEhjGIGLIm4CmQXuqMmbG03TUC6XUS6Xcf78eXQ6HWe23GuvvYadnR1Uq1UnlVPlxmtaiKHTlDd/2LAkWXjUSYqu61hbW+v54cFB3ckihEiFPXq9yhEty0Kr1XJkrdVqoVgsQtd1XL58GdVqNdUPYyFFsr+nLJuMRpLrsz3lkq+6ErkgIpckw6Ru3Y8r4LXW/r9jqZTev8EtboIoCVxYmntT+Ml/+WX8p+/4n1N93SBYliX1uSpOCoUCZmdnMTs7CwBO45Nms4kHDx6g0+ngwYMHaLfbqNfrx77zpLhhSnk7jG3bLJtMGB51klKr1Zx5LrVa7dD3VSubBNSTN0CNOS7ussnd3V1H1kRyq+s6Tp48CV3XM/3AFTchZC+/USHZklnegOBlk8Ombv3wEznZUzcvr7VOBBa4qKlbzzVsPhXJARIXR+rmRkaBO8rJ2yCKxSLOnDmDM2fOwLIs/O3f/i0mJibw6NEj3Lx509kTPT09jVqtJvU5PQnEtYzs1wdZIN4bJm/JwaNOUqamplAoFLC2tuYrbyMjI9je3s5gZeFRrRQRkF/eTNPExsYGLMvCV77yFezs7KBcLkPXdZw9exalUkmaO1ziPZVd3lQom5RZ3oIeb2HKJYMiRO5ixX9WZtxESd28DCNwYfFL3Q6tI4UUrrk3lejzR8WyLKnP/2khqhHOnTuHUqmEdrvtzJa7efMmDMOArutOiWXSJfgyIMpIj/q/MwyGYUDTtL6f83zfosGzkqRomoZarYbV1VUsLi4e+r5KKZZAjAtQAVn36Nm2ja2tLSddW1tbc+b2nDt3DvV6Xdq7Xe7kTWYob9GRYX0WNNxZn3H++1JleeBjwqRucYqbYFAZZVKp26F19BC4OFI3P3GTLX07zsmbG7G/S1yMj46OYn5+HvPz87BtG5ubm2g0GlheXsadO3cwOjrqiJzMn0lRYLOS3ogxAb0EjeIWHR55EtOvaYlqowIA9YRTlo6T7Xa7a+Zap9NBrVbD9PQ0lpaWMDY2hhdffDGRDpFxomkaNE2T4j3th+xypML6BpFk6tYLIXJBJE4WkkjhgqRuXWvwCFzc5ZJeZBI427Ypbzi4GeOXpGiahlKphFKphMXFRZimiZWVFTSbTdy9exfXr1/vmi1XqVSOxHvKBi69YafJ5KG8SUy1Wu05LoB73pInK3mzLKtr5lqr1cLU1BR0Xcezzz576MNPNACRXYoA+VMtQP41yt5QBeidvIlyq6Sx0Fv2ekmcLKmbF28KFyV1G1bcnDXEXEI5qFxSFoFj8raP+GwJIiv5fB4zMzOYmdn/Pdvd3XVmyz169Ai2bXfNlpuYyHZMRlhk31KRJYM6TTJ5iw6PPInpl7ypJkKAemtOc4+ed+ZaLpeDrus4ffo0dF13SiP90DQt1Ky3LJBdjAD55UiF5E2sz7ZtbGxsoNlsotlsotVq4dOlvxvq+eJI3fxQLYlLYy9c39ffPIHaaPR91kH3uckgcJS3fYaRNy/j4+NYWFjAwsKC04St0Wjgrbfewu3bt1EsFh2R03VdmTSLZZO9YfKWPDzyJEaMC/BDlE3K3nbdTaFQwM7OTtbLCEySe/Q6nQ5WV1ed8pK9vT1UKhXouo7FxUVMTU0N9XPtNS5ANlSQNxW6Tcq8PsuysLm5iVu3bmFlZQUAUK/XsbCwgHq9jk9fH07ehn79PqmbH3fWZ2Ba+xfowzQ4SSN18/L11QVcKIVrwhI2dRNstMex0R7H2amVSM8zDFkLHOVtH9M0kcvlIl9raJqGarWKarWKixcvwjAMZ7bc7du3sbu729X4ZNjPwTShvPVG7HkjycF3V2JEwxI/xC+GSoMQVeo2CcRbNmnbNlqtliNrGxsbmJiYgK7ruHTpEqrVaqSTnSrJmwqSKbtgypa8+aVro6OjOHnyJE6fPo1yuexcgGWx120QQtwA4O76NID0ulQOw3Zn/zx/r7W/xrASF5WHm3pogQvTXTJLgaO87eNuVhInIyMjOHHiBE6cOAHbtp3Zco1GA3fv3kWhUOgqsexXgZI2lLfeGIYxsFqIRINHnsTU63Xcv3/f93uiRa1K8bRK3SaB6PK2t7fX1WjEsizouo65uTlcvXo11lp/WZqrDEJ2MQLkkyMvMqxP7F0TNyOA/UqBhYUFrK6uYmxsDOfPn099XcOmbr0YJHFZpG5e7rWmAwtcHKmbmzACF2UsQFYCR3nbRyRvSaJpGiYnJzE5OYmzZ8/Csiysrq6i0WjgwYMHuHHjRlfjk2q1munPhg1LejNI3kh0KG8S0y950zRNyT1kR3m9pmk6jUaazSa2tracmWvXrl1DuVxO7MNGhUQLUEPeZF9jFvLml66JIb3veMc7utK1Vqvlu76kU7cw4uZO3fy4uz4tRQonUjcvQQQuqrj1IkoCF4YsBI7ytk9SyVs/crkc6vU66vU6lpaWsLe358yWe+mll2CaZlcqVywWU10fG5b0xjAMTE5O9vw+k7fo8MiTmH573gD1xgWoJm+D0ixR5iFkbW1tDSMjI9B1HefOnUu1db9KyZvs62TDkn3c6drKygps23bStXq9PtSdVRnLJYPiTeFkSN3cJF1G6U3d3AQVuLiGcactcJZl8UIT++9D1inT2NgYTp48iZMnTzrbEBqNBh4/foxXXnkF4+PjXbPlkhYr2WbAyoRK23lUhfImMf2SN0C9cQEqypv3/TUMA6urq85FrWEYqFar0HUdFy9exOTkZCYf9ipIESB/qgXI3xAkKXnrl65927d9G0qlUqAUIotkMInUzYuQuIWp9aFfK4q49UrdvPilcHGXS/oxSODiEjcAWGuP46Nf+Tf4i/f9T7E9Zz84522fLJK3fmiahnK5jHK5jPPnz6PT6TiNT1577TXs7OygWq06MueuDIgL7nnrzaDtPLwhEh0eeRLTb1QAoJ4MqbbefD6PnZ0drK+vO7LWarVQLBah6zouX76MarUqxYeaKsmbCuWduVxO6psiccqRGAAvju8o6Zob9/pUTt28mFYODzdqAICz5d7n5rgIKm6CYfbBxUkaJZRrLpFMS+BYNrmPbPLmpVAoYHZ2FrOzswDgND5pNpt48OABNE3rSuXGx8PPShRQ3nrDbpPJw3dXYmq12sCySZkvMr0UCgXYti39B8Hu7i6azSbefvttbG1tYWVlBbqu4+TJk9B1PZYTf9yoIm8qJG9HuWwyrnQtqfWFIY3Uze8xQSUuqXLJXogyyunxrUjPEyR1c+MncHGlbmtDriUuKG/7yP6Z7aVYLOLMmTM4c+YMLMtyZss9evQIN2/exNTUlCNztVot1L+NDUt6w26TyUN5kxhd17G9vY29vT3f2mrVkixxJ0a2DwLTNJ2ZaysrK9jZ2UG5XHYk7Tu/8zulP9mokGgBasib7GWTQi6Dznjsl67pup7Ivg0hb+/5m08BKHd9b66y0edx6Y4GiIOkkrhhUzc3O50RvLFZxemp3jf/+jGsuAncApe0uKWRvlHe9kmj22RS5HI51Go11Go1PPPMM85e3kajgZs3b8IwjK7ZckG3PjB588e2bb43KcB3V2Jqtf2LgrW1NZw4ceLQ90dGRrC3t5f2skKTy+WQy+XQ6XQybSNr2zY2NzcdWVtbW8PY2Bh0XceFCxdQq9VQKBTw9ttv4+HDh9KLG6DWnjfZ1ym7YA46Ht3p2srKCjY2NlAqlVLpeupe3764Hebx+oHM9RO5IMQ1GmAQQYTv4UbtkMClnbp5iSJwYXm4qQMApkbaib9W0gJHedtHthuuURgdHcX8/Dzm5+eda4FGo4Hl5WXcuXMHo6OjXSWWvfZusdukP6IajA1LkoVHnsSMjo5icnISq6urvvJWKBSwtRWtNCZtspr1JtIH8T/TNFGtVjEzM4OlpSVMTEwcuihWaah4Pp9Hu538xVJUZBcjQI2ySaC7A1yvdO3UqVO4du1aql3RhimbdIscAJwotwK/TlrlksMQVwoXNXVzM6zAhU3d3LSMMbSMMcwXg/88/QhSLpmUwNm2TXl7ylGSNzeapqFUKqFUKmFxcdGpwhFDwq9fv941W65SqTjHA9MlfzqdDjRN63u8qHBDXHZ45ElOv3EBqpVNAumtWdS5C1lrtVqYmpqCrut49tlnu07CvVBpqLhKZZOy79OUvWxSfPCtr69jbW3NSdempqZQr9dTSdcG8ZNvfi7U455slJw/DyNySRJG+B5u1NA28zhdHj71iiJuvXhjswoAAyUuLnETfGu7FFrghtnnloTAiRsQlDc5RgWkQT6fd0QN2N//3mg0nP1ytm07s+eYvPkjOk32EjSKWzzwyJOcarXas+Okag1LgGTlTcxcW1lZwerqKnK5HHRdx+nTp6Hr+tClmqo0AQHUKEcE1EneZFyjSNcajf1ugrdu3cosXetHXB/OQuT8JE7G1M1N29y/0H1j46k0hZC4MHhTNy9ZlFGGEbgwDUriFjhxDqC87SdvWW51yIrx8XEsLCxgYWEBtm07jU/eeustAMBXv/pVzMzMOI1PKHODxwSQeOCRJjm6rmNlxb8F83FP3jqdjtNopNlsYm9vD5VKBfV6HYuLi5iamop0ISnkLWhjiCxRRTRVSAizmFPmhxhE6+4MOTk5CV3f31P03ve+Vxphc/Mj9/481ufLMo2LS/je2KgGErg4yyV7rqWHwMWdurmJksANQ5wCJ85Tsp/70+Colk0Og6ZpqFarqFarOHXqFF588UVcunQJzWYTt2/fxu7uLnRdR71ex/T0NEql0rE8dgaNCTiO70kSUN4kp9+4AFWTt7CSIS5mhaxtbGxgYmICuq7j0qVLqFarsd75Es+lQsmIClIEyJtquclyjf32ronOkJZl4dGjR5msbxC9mpTExZONktORcrYSXAbiGA0QFJG6eUk7hetHEglcL3ETBBW4qGMB4hI4Jm8HUN66EWMC5ubmMDc3B9u2ndlyjUYD9+7dQ6FQcERuenr62CSXTN7SgfImOf0GdQsRUiEZEgy7j2xvb8+5mF1dXYVlWdB1HXNzc7h69SomJiYSXSugxjwXVZI3Fco702xY4k3XguxdE7/rMqSDWfL2+n4iN0ji0iyXDEKvFC6N1K1rHa59cFFTt0HiJhgkcHHNc4tD4ChvB6g8KiAJvPvdNE3D5OQkJicncfbsWViW5TQ+ef3113Hjxo2uxifVavXIvp+D5E2Va1XZobxJTr+GJeIXpNPpKHOnY1DZpGmaWF9fd5KHra0tlMtlZy5Vmo0YcrkcNE2TXjYANaQIUCN5S7phiWEYjqy507WTJ08G2rumaZo0pZ1ukk7dAP85cELigOHSuH7Enbp5iTOFCyNubu6szmBuMr1y1LRKKD/8wm/hxe/+rdCPZ6fJA5i8dTOo02Qul3MamwD7N6HFbLmXXnoJpmkemi13VFDpelRlKG+So+t6zxIpIRcqxdSFQqFrNp0oNxDp2traGkZGRqDrOs6dOwdd1zP9t6kyLkCl5E12eYt7jWHStUHIJm9ZiZsXbxqXRZOSYRASVy9mO/Ll8VYptMAFTd3c+AlcXKkbAKzv7ldkRBE427Ypb09RYetAmgw7JmBsbAwnT57EyZMnnc+DRqOBJ0+e4NVXX8X4+HjXbDmVG58YhtH3BiSTt3hQ9wg5JvRL3jRNw8jIiFJNSwqFAlqtFt5++20neTAMA9VqFbqu4+LFi5icnJTmF1yVcQGq7HlTYZ1xlE2KdE3clLBtG7VaLXC6NgjZ5E02hMRZtoaZ8uZQj027zLJj5vCkVcKJ0vDyFDV12zEOHh9G4MKIm8AtcEmImyCswDF5O4DJWzdRZrxpmoZyuYxyuYzz58+j0+k4XYRfe+017OzsoFqtOjJXLpeluR4KgmEYmJqaynoZRx7Km+TUarWee96AfRmSvWmJZVlO8vD48WPs7u46nZkuX76MarUq7QeDSomWCvsfVUjewpRN9uoMmdTcNZnkTZbUzYv19DHLG/sXEkEkLulyyX48aT0djRBC4sLgFjfB4639NaRVRvmt7RK22qOYjil59IpbFChvB1DeuolzH3yhUMDs7CxmZ2cB7I88EiWWDx48gKZpXY1Pxsfju9GRBIO6TZJ44DssOf2SN0DecQE7OztdM9cAOG1019bW8N73vjfjFQZDFXkTHySyl7eoIG9B19gvXavX64m28Zd9kHicRBE3N8NIXFp0zMNyEDSFi5q69SNIChcldUuCfuIWJn2jvB1AeesmyQHdxWIRxWIRp0+fhmVZzmy5N954A7du3cLU1JQjcrVaTbqfCxuWpAPlTXIGJW+yjAswTdOZubaysoKdnR2n0cjZs2edmSdumVMBlfa8AWrIm+zvZ6+yybTTtX7IkrylkbrFTS+JSzt18xM3waAULs5yyV70E7i4xG2rvd8+vbE9GVv61othBY7ydgDlrZsoZZPDkMvlUKvVUKvV8Mwzz6Ddbjup3M2bN2EYxqHGJ1nLkUo9GFSG8iY5YlRAr3K4rJI327axubnpyNra2hrGxsZQr9dx4cIF1Go135ObrElhL1TZ8yYuMkzTlPrEqULy5k61DMNwkrVms+mMqkgjXRu0xqzlTfZyyUEIiQPCp3FxlEv2I+xeuH4EETdBlEYmgxDiJogicEHLJT/8wm/h//n2X0GlUhl4kUt528eyLDZv8ZBVR8XR0VHMz89jfn4etm1ja2vLmS13584djI6OdjU+yWKNg96brOXyqEB5k5xarQbTNNFqtVAulw99P83kTQwQFv8zTRPVahUzMzNYWlrCxMTEwF9MVWRIoErZpKZpyqRa4mJAxpO4+EAEgH/6p3/qSteee+45VCoVKS5iZJC3pElS3Ly8vbafdNXL6XR97Je6efGmcFFSt2HETeAVuDhSN6+4CcII3LD73H7wpU/j35kfwvT0NGZmZnoOULYsS8pzVNqIG1lM3g7odDqJzpgNgqZpmJqawtTUFM6dO+dUPzUaDdy9excvvfQSKpWKI3NpfHZZlsVRASlBeZMcUYq1urrqK2/e1vtxIuqthay1Wi2nxfmzzz4b6mRQKBRgWZYydzVVKZsE1BBNcQEgk7z5pWsAMDc3F0tnyCTIWt6u/fn/CmD/fZkoJXP+SQvbOjgOmxv785aCSFwS5ZL9eNIqwejkUS+lP1ZANDKZHG0n/lrDCFzYBiW/nf97/OHEj+P111/HzZs3US6XHZETqZwqn1FJIz5TKG8HxNmwJC7y+bwjagCwu7vrpHKPHj2CbdtdjU+SkE9xY57yljyUN8nJ5XKoVqtYW1vD2bNnD31/ZGTESQqiYtv2oUYj+Xweuq7j9OnT0HXd9w7lMIhSyk6nE/m50kClpFCVNvxAtiVJ7r1rKysr2NjY6ErXJicn8Q//8A84ceKEtB9CcYwzCMu+uB2w0+qW2zhkLs3UzY9BEpd0uWQ/mq3JUAIXJnVzs9sewW57BPWpaJ83vVI3N0EELmpnyZ/75v+JF7/7t7oucl9//XVomoaZmRlpbi5ljWmaTmUH2SetPW9RGB8fx8LCAhYWFmDbNjY2NtBoNPDNb34Tt2/fRrFY7Gp8Ese/xzCMvseKpmn8vYoJuY8+AuBg35sfUUcFdDodp9FIs9nE3t4eKpUK6vU6FhcXMTU1FesvmxgsrpK87e7uZr2MQKiQvLnlLU3c6Zoo+dV1HfPz83juuee60jWxNpnLErNK3rzi5odb5tJK5cKKmzt182OYJC4IYVM3ADA6B8I4rMBFFTc3zc3J0AIXRNwE/QQurpEAoomJuMgV1SbLy8v45je/id3dXXz5y1/GzMwMZmZmlJu5FQdsVnKYJLtNJoGmaahUKqhUKrhw4YLzedhoNHD79m3s7u6iVqs5MicazA2LaFZy3H5HskCdo+8YU6vVeo4LGLYBiF/qMDExAV3XcenSpcRbz2qaxlLEhFBhz5s4qSe9zl7pmq7rA0t+xRplTjGzLpsMShiRC5O6hWGQuLlxS1za5ZJAt7g5a2o9XVMKZZS77W75CyNww4ibIO0ulO7ufqOjo2g0Gpibm3NSuVwu51zg9tord9SgvB1GheStHyMjIzhx4gROnDgB27axvb3tpM/37t3rKsEcpjEXxwSkh7pH3zGi37iAIA1L9vb2nItY0bmyVqthbm4OV69eTX3jrUqliBTNeBElFUmIUb907dlnnw083FSUdlDeugmSuvUjiMhlXS45iOW1/Q6VldJOaq85iEEpXBzlkr6vO4TAhRE3gVfg4hzEDQCt3TF8x1/9Lv7le/9t19cty8LIyEhXKre2tuYMT75x4wYqlcqRT+VM02TJpAfV5c2NpmmYnJzE5OQkzp49C8uynMYnr7/+Om7cuIFyueyIXK1W63k8sFlJehyNo++I029Qt1/yZpom1tfXnYvYra0tZ+bawsJCqvOo/FBpXIBKoqnCnjcgvnEBYlyFaDSysbGBYrEYqaGOe40yJ1tpy2VUcfOSRWmlm2FSNz/WW/sCEVTi4k7dvPRK4eIsl/R93c2nrxtxH9wghMA9WqmhUoyvjL21e3AcegXOuy83l8tB13WnSsW7V+6opnJM3g4jY8OSuMjlcqjX66jX6wAObv43Gg1cv37duSkqjvNisejctOCMt/SgvCnAoORNjBIQe/uXlvAAACAASURBVNfW1tYwMjICXddx7tw56Lou1S+UavIme5olUKFsEogmmXGla4Ng8pYeByKnYXxqOJELk7qFFTfL53HrrYmBApe0uLkJ28ykF71St0Ov2yeFi5K6uXm0UgMArG+PxyJwbnETuAVuUFMld0MIbyrn7mCpeipnWdaRFZUwiG7ZRyV5G8TY2BhOnjyJkydPOtsRGo0Gnjx5gldffRXj4+OOyO3u7rJsMiWOx9GnOPV6HW+88UbX19wXsQDwz//8z6hWq9B1Hc8880zX3RDZUEneWDYZP8Mkb0mma4PWKLMcpSlvcadu/uyfq3Y3Dy6oB4lcmuWSfuImGDaFC8qw4iYQKVxxPFpb/6Di5ryuj8DFJW7bu93PE1Xg/MTNyzAdcXulcsvLy8qnckzeuhHXLsdF3txomoZyuYxyuYzz58+j0+k4jU/u3LmDra0tjI2N4d69e5ienlb6poXsHL+jT0FqtRpu3LiBv/mbv8HnP/952LaN7//+73caMGiahne/+92YmprKeqmBUEneVBEi4OiUTfZK1+bm5mJN1/rB5G2fNMXNixC5YdO4fkQtl+yHn8RFSd2i0OnksbE5gfJUOKEcVtwEboGLS9x6EVbgBombSN+iJE5+qdzy8rKTyonhySqkcpS3bjj37oBCoYDZ2VnMzs4CAL7+9a/DsixsbGzgwYMH0DSta7acKteoKkB5k5iHDx/i85//PP70T/8Ut2/fxgsvvID3vOc9+OhHP4rnn3/e6QD05MkTZQQDUE/eOp2OVEOle6GKaHrLO7NK1watkfImB35pXNblkv0QEmebGqZK4dKhsKmblygCFxYhcK2tcZQmo5c3elM3N8MKXJDEDdgXuP+08JFY0hV3Kre0tNQzlZuZmUG9XpculaO8dSOalch+PZAV9Xod586dc8ZuNBoNvPHGG7h16xbe+c534syZM1kv8UhAeZOI7e1tfPGLX8Rf//Vf4/Of/zzu3buH97///VhaWoJhGPjiF7/o+2EyMjKijAwB+/K2t5d+k4IwiA8tFer+c7lcpJl/aSHW+eTJk0zTtUFrlFmO0pC3LFO3XuxujgE2MDoVrSQwKMOKm5fN1vjQAhdV3Dqex29s7stkUIkLm7q5ebxaBgC0tvZ/j8NKXD9xEwQVuKDiJvjJN/8S/+XivxrqMUHolcrdv3/f6WApUyrHbpPdHKVOk3HjbljiHrvxzDPPoN1uS3djQmX4G+niM5/5DBYXFzE+Po53vetd+Pu///u+f//Tn/40lpaWMDExgdOnT+NXf/VXIw10vn79On7pl34JhmHg3//7f49ms4m/+7u/wy/8wi9gZWWl5wkj6qDutFFpH5l4z1VYr8zJm9jo/Prrr2NrawuvvfYaXn/9dYyOjuLZZ5/Fhz70IVy7dg2nTp3KXNwA+csmk5ZLGcUNAPD0n9zeHHX+F+hhCZZL+r6eefB6m630jmevuLkREtePOMTNMA6vQUjcMAQRN8H6dv/nH1bcBD9897+GelxQRCq3tLSE559/Hh/+8IexsLCAVquFr33ta/jiF7+IGzdu4Fvf+hba7XRuWHhh8tYN5a03/bpNjo6OStU4T3V4BD7lz/7sz/Arv/Ir+MxnPoPnn38en/3sZ/F93/d9uH37tm/M+yd/8if4xCc+gT/6oz/CBz7wAdy5cwc//dM/DQD4vd/7vVBreN/73od79+4d+nq/UQGAWmWIgFrt98XMr06nI/1dI9n2vBmGgdXVVacc0jRN1Go1jI+PY2ZmBouLi1kvsSfHuWwyHXGLDyFwvdK4tMolndczDz9OCNygFC5K6tZP3AT9UrikxE0wTBnlMOImiKsLpRe/GXBJESSVm5mZSbUZBOWtm6M8JiAqHNKdHpS3p3zqU5/Cz/zMz+Bnf/ZnAeynap///Ofx+7//+/jd3/3dQ3//y1/+Mp5//nn8+I//OADg3Llz+LEf+zF89atfDb2GXgd2rVZDq9Xq+YsRZFC3TKgkm5qmSZ1oucl6VEDQvWu3bt2S/sNPhbJJmeVyMOFTt164U7ioZZVRyyV70U/i4trnFoQs9sIBwQQujLgJ/AQubOrmJk2BE/TbK/fgwYOuvXLT09OJpRpiWDnZxzRNJm89MAyD701K8F0G0G638c///M/4xCc+0fX17/me78GXvvQl38d88IMfxB//8R/jq1/9Kt7znvfg/v37+NznPoef+qmfin19tdr+fJu1tTXMzMwc+r5KMgSot15V5C2LdfZK1/rtXctaMoMguxwllbxd+8+fBRJvCBa/uHkRIjdSTPemll/q5kfQJC4oQVI3L26BSzp1cxNXI5NeiBLKSnE3FnETZCFwbrJK5Zi8dcOySX8sy4JpmhT9lOARCKDRaMA0TZw4caLr6ydOnMDjx499H/OjP/qjWF5exgc/+EHYto1Op4Nf/MVfPCSAcTAxMYHx8fG+8hZlr13aqCZvquzRS6NsMo7OkLKXJALyrzEJebv2nz+7/4dN18fCVNy/pymWzVgaDCFxQyRxcZZLDkI0NEm6XLIXG5sTMDs5TBSjJZVBxU3Qq5FJlNTt0GvEKG6Cq//3f8Dt//5fx/68w9Ivlbt//z7y+XxsqRzlrRvKmz/imo5lk+nAI9CF98Dq1x7+hRdewO/8zu/gM5/5DN773vfi7t27+OVf/mXMz8/jk5/8ZOxr03UdKysrvt8bGRnB5uZm7K+ZFKrIkECVPXpJJW9iEOcw6Vo/ZBcjQI2yyTjX54ibl03PR0TsMheAMP9Mj4AFlbg0xU2wsVYEAEyEmGcXRdwAwOzs32jZ2R4NLXDDipsbdwoXp7i12wfH7fh4POnr7u7+RaksAuemVyp37969yKkc5a0byps/7XYbuVyu57FCcYsXHoEApqenkc/nD6Vsb7/99qE0TvDJT34SP/ETP+Hskbt27Rq2trbw8z//8/j1X//12Fvr1mq1nk1LVE2yLMtSogWxKmWTcZUj9kvXrl69imq1GunnxrLJ6GQ25y1SKpd8ueQgDNe+uGHSuKSwXEO8d57OswsjcXGws73/3gwjcVHETdDaGkc+H9/vmlvcgH3piipwQtwEMgqcwC+VW15eRqPRCJXKcVRAN51Ox5mxSw7odDosmUwRyhv2W5i+613vwhe+8AX80A/9kPP1L3zhC/jBH/xB38dsb28fOqHl83nYtp3IRVWtVsPq6qrv91RrWCLuzKjyoaBKUhhFMuNO1watU/bjVfZ0ME5565m6DWIokUtR3AKmZ940LovUzY+dzbFAAhdX6nbo9SOkcGHotPPoII+xiejnBK+4CaIInFfcBDILnJvx8XGcPn0ap0+fhmVZWF1dRaPRCJzKqTDjNE06nQ6KxWLWy5AOdppMF8rbU37t134NP/ETP4F3v/vdeP/7348/+IM/wKNHj/Cxj30MAPCTP/mTOHXqlNN58iMf+Qg+9alP4Z3vfKdTNvnJT34SH/3oRxM50fUbF6Ba8pbP5532+yrcqVGpbDKocLjTtZWVFayvr6NYLELX9VjStX7ILkZAhslWQOJKBkOLm5dE98kNQQgBMzZHYVtAYWr4i/so4uZO3bwMSuGSEjfn9QMIXBypW6d98Bx7OyORBK6XuAnCCFwvcROoInCCXC6Her2Oer3um8oVCgVMT087/xsZGWHZpAd2m/SHnSbThe/0U37kR34EzWYTv/3bv41vfetbeO655/C5z30OZ8+eBQA8evSo62L2N37jN6BpGn7jN34Db731FmZmZvCRj3wEv/M7v5PI+nRd75u8qSAXAtF+X5U1q1I2KZLfXuWo7nRtZWUFnU4HtVoNJ06cwJUrVzAxMXiIbxyoUDYpu2DGIZexiZuXQyKXUuoWNjl7+mPubO5fqIeRuGHpJ25ukiilHCRuzmv3KaOMQ9z8CCtwg8RNMIzADRK3o8CgVK5arWJvbw+7u7t9ewAcJ7jnzR8mb+nCI9DFxz/+cXz84x/3/d4LL7zQ9d+FQgG/+Zu/id/8zd9MYWWD97yptIcMUCstVEXexM9elKPato2trS00Go1D6dqVK1cSTdcGrVNmMQLkb1gSdX2JiZuXLpEL+DuU8dseVOLCpm5Bxc2Nu5Qyauo29Gt7Uri4xM2durnZ29l//4NKXFBxEwQRuGHETbX0rRfeVG5nZweNRgO3b9/GK6+8gm984xuHUrnjCOXNH1UqqY4KPAIVQdd13L592/d74hem0+lgdDS+jl1JopK8FQoFtNvZNzcYhChtefvtt7GxsZFputYPFeRN0zSphV32sk5fNl0X671ELuF9boders9h2E/i4t7nFoSdzTHA0iLNrguauh167acCt7W+v/d1NOL8vF7i5iZqGWU/+glcmMTtqAicm4mJCZw+fRqvvPIK3ve+96Hdbh9K5UTjk1KpdGySlU6nwzJSH9rtNuUtRShvitCvbDKXyyGXy8EwDMpbAshc4inSNdFoBNgv8Z2ens40XetHGvPooiJ+n2Qlyp631FK3fgiRC5rG9SMBcXPjlbik9rkNfvD+6xrb++sZVuLCiptAlFECQHt7JLTABRE3wSCBGzZ1c+MncFFKJY+iwIky/JGREZRKpUOpnJgrJ/bKzczMoF6vH+mLeCZv/nQ6nb43h4+L3KcFj0BF6Fc2CaglQ4A6HRwB+com++1da7VaeO6551AqlbJeZk9USN5kL5sMm7xJIW5u3GmcrQ3f7CRhcXMjJC4/Ee48G4e4uTG2RwILXFRxAwDL6H6OMAI3jLgJeglcFHETuAUujj1uR03gxOee9wagSOW8e+Xu3r2L69evH+lUjvLmj2EYUl93HDV4BCpCv+QNUHNcgCqymbVoetO19fV1TExMoF6vH0rXXn/9dalE0w8V5O0oznmTTtzc2E8v7sQeuQQ7VoYRN4FmabC29i/yc5PBz7eRxK0PQVK4JMRN0H76+kEkLoy4CbwCF4e4CeJuTHKUBE6cA/uVCfbaK3cUUznLsmDbNuXNBzYsSRcegYrQb84boGbypsp6s0jevOmaYRjQdR2zs7N9966pUpJIwYzGsPKmhLi5CSJxIVO3sGie1wsjcaEI8O8cJoUb+uV7iJubQSlcFHETCIGLU9wAwNzbf778WHyfR0dF4Holb/3wS+WWl5ePRConrlkob4cZJG8kXngEKoJI3nq161UteSsUCsqsN42UcJh0bdBaKUbROWplk/nt7mPHLMr9/jv0mh+XYrkkcFjc3AySuLjLJXvhl8JFTd2CiJsgyj64oOxs7DdMyY/Hcz4W4ib+HJfAmbsFLP1fn8ZrP/orsTxfVogZb2EFy53KAVA+let0OtA0Tbp95DIwqNukSpKuApQ3RdB1HYZhYHt7G5OTk4e+r1KSBeyvd2dnJ+tlBCIpIep0OlhdXXWELWi61g+mWvFwlMomv/2zf3joa26Zy1Tk/FK3XjwVOc0C7BCNTpIQNzd+EpeWuLkREmd39h+fL4bcozeEuAn8yijjSN3213PwPOZuIbLAucXN/bWoAmfuHjyv6gIX94DuIKnczMwMpqenpUzlxH432dYlA0ze0oXypgiVSgUAsLq66itvqg3qznof2TCItUYdUjooXatUKpE/KFVI3lQp7ZR5jUHlzU/cvGSWyg0jbh60p41OgkpclH1uwyIkrku+hhWoiCWhQtwAwNwuhBa4sIgULglxE0QROD9xc38vrMC5xU2gssCJmaFJ4JfKLS8vO+MIZEzlOCbAH8uyYJqmFD+j4wLlTRHy+Tyq1SrW1tawsLBw6PsqJVmAWg1L8vm80zJ52BO3X7pWq9UipWuD1iqzdAAHJYlRZThJjkLZZBBx8yOVVC6kuGme5QwrccO/XkzH53ZheIELiVvcBOb2031dAdcQJnXzsrcxFkt5o5+4CcIIXD9xc/+dYQTOT9rcqCpwpmmmtr9rYmICZ86cwZkzZ6RN5dJ8P1RCbIHpJW+apkn7Wa8qPAoVol/TEhXLJlVZrxC2ICUkaaRr/VClbBJAKBlOC9nLJgfJZVhx85KIyMUkbl3f6yNxSZdL+uL32KcCNVDiEmzEEkTi4hA3++leOyE1YSWun7gJhhG4IOLm/rtBBG6QuAlUFLgkk7d+BEnlhMilmcpxTIA/hmE484ZJOvAoVIh+8qZiwxJV5C2Xy0HTtJ5SlHa61g8VyibFCT7u/RRxonLyFpe4eclyn1w/cev6e665cfaUCW0zDw2AVRzudyJ2cXPTT+JiLJfsR69SyjjFrev1QiRkQcRtmOcfRtzcj+kncEHFTVVkucEWNJWbmZnB1NRUYikP5c0f7ndLHx6FCtFvULdKMgSotV5N07qkqF+6dvnyZVSr1cw+8FQpmwQg9TplT956yVtS4uYltMiFSN2Cituhx7lELre9/+dhJW5ohpEvr8SlJG4CbwqXlLg5rzeEwA0jbkGeP4y4uR/rJ3BhxE219E3GG2xZpnKUN3844y19eBQqRL9B3Somb3E0AUmLXC6HRqOBN998M/N0rR/5fB7tdjvrZfRFtFqWWY5kX59MchlY5CI0KImLIBIXOnUL+zghcePhxXJYcXNjbhegjUQ/lvqJm/NaAcoow4hbv+ePIm7u53ALXJTETSWBk1HevPRK5b7xjW/EnspR3vwZNCaAxA+PQoXQdf1IJW+AvL/0Il0Tg7Lb7TbeeustzM7OZp6u9UOFPW+A/HKkYtlkWqlbP3qKXAL73KIgJA7oFrnYGpQMiwlg6+maJof7/Y0ibg47Ty8FJsJ9hgQRNze9UrIo4ub3/HGIm/OcTwUujlJJVQROBXlz407lLl++3DeVm56eHlrE2G3SHyZv6UN5Uwhd1/HkyRPf742MjDjtWlU4uYg1yiRvvfauzczMwDAMnDt3DrOzs1kvsy8q7HkD5Jc3mZItP9zyZts23vkH/zHjFR1GiJw5EU6CkxI3L0Lk7PEILxhF+ry/rlv5wAIXh7hpbvHaKYQWuGGJY1Zb3+ffGAXG4j2IzI1RYDSe51RB4LJqWBIX3lRuZWUFjUYjdCpnmibGxsZSWr06GIbBRDJl+G4rhK7reO2113y/506yVJA3TdMyn/XmTdfW1tYwMTEBXdcPpWvLy8tKJJsq7HkD5E8IZZdL27Zhmibu3LmDH/7ii1kvpyeaDRS2Dy6IOsVgIpeWuB28ngYt7L64OMVNEDKFGxbNLzEbMoUbNnVz4xa4uFI3AED76Zr2cvEJ3F7u4LmPicCpcjM4CLlczkncLl++jO3tbTQaDSwvL+PevXsYGRlxvt8rlet0Or5zdo87TN7Sh/KmEP26TeZyOWd2mip3hrKY9dYvXbt8+XLPvWsqJVqqrFNmOZKxbHJvbw/NZhONRgMrKyuwLEtqcfMjiMhlIW5uhmpukoS4uekjcVFTN19xcxMghYsibgJztwDNyEXa89dF27OmOARuz/OccQrc//6/4LX/4X+M5bnixjRNjI6OZr2MRCgWi31TuVqt5gwJF6kc97z5YxgGisVi1ss4VvAoVIh+DUuA/fRNtaYlScubbdvY3t52ZK1futYPVeRNlXXKLm+iLDHLhjq2baPVaqHRaKDZbGJzcxPlchn1eh0nTpzAf/enf4kCutfWCVmimATagKUIkXNLXNri1o+BEpe0uLnxSFzi4ibok8LFIW4A9sUNAHbz0QXOK26CsALnlTbva0UVuJ39n6usAifLqICkCZrKbW9vM0Xygclb+lDeFKLfqABAzaYlSay3X7q2tLQU6g5R1iWeQVGpbFLmdWY1SLzT6Th3gJvNJmzbhq7rOH36NHRdd+6Cv/vT/nvcCjuuZCtDkRskbm7caZw5nu6agzQo8ZW4NMXNzVYedsQUKbC4ufGkcLGLmyCKwPUSN4EQsaDvXz9xc79mGIHbOXxOkVHgjlLZ5DD4pXLLy8vY2dnBrVu38M1vfvNQKneckal3wXGB8qYQg5I3FccFxCFvfuna+Ph4rHPXsijxDIMqyZvskinkLY3SSXHsNhoNrK2toVgsol6v47nnnkOlUjnUMKCXuHnJSuSGEbcubA1515rNiWSPj2E7S6Y2K64Pmhlhbx5CipvgaQpnxzBWAPARN8Hu03P1MBI3SNzcBEnhgoib+7WHETgfcRPIJnDHVd7cuFO5J0+eYGlpCYZhHErlZmZmUK/Xj2VZJYd0p8/xO8oUplarYX19vecJ9TglbyJdc7fyj5qu9UOF+WkA97zFhbiTmsQaLcvC2tqac7NhZ2cn0L5LILi4eUlL5KKIm5f8juhWGf/PIMpIgNymkKcQ64rwq6mZEfbmIaK4CToatE4e9kS0c0xPcXMTNIUbRtwE/QRuGHFzryGIwPURN4FMAkd568Y0TUxOTqJcLuPMmTMwTdOZK3fnzh1sb2875/Lp6eljk8oN6jZ5HN6DtKG8KYSu6wCAtbU11Ov1Q99Xcc9bUNHol64tLS0lPndNpURLhXXKLm9xJ2/tdrur2Ug+n0e9XseFCxdQq9UC3a0NK25ekhK5OMXNjZA4IB6RizTLzfXyuaejEAJLXIzi5ibQ4PGYxM15vqcSEkbiAombYJDAhRE3gZ/AhRE391r6CVwAcRPIInCqjwqIE9u2DzUsyefzTioHoGuv3N27d49NKsfkLX2O5pF0RCkWixgdHe0pbyMjI0olb4NKEXula9PT04mka/1QJdXM5/OwbRuWZUn9oSt7QqhpWqRZb7ZtY3Nz09m71mq1UCqVUK/Xce7cuaHvyMYlbl7cIgeEl7mkxM1L1DQuLnFzE0jiUjjUc9v55Eo6ezRI0XaGS+GGEjdBrzLKKOImcAtcFHET+AncENImG8elYUkQLMuCbdt9Bcy9V+64pHKmacKyLDYsSRnKm0JomtZ3XEChUMDOzk7KqwpPoVDA3t6e899Zp2v9UCXREu+PCvImc/IGDD+o2zRN50ZDo9GAaZrQdR2nTp1CvV5XouV2mFQuLXE7eNzBAPD/n713D5Kkuu89v5lZ1e9Hvfoxr54HDMwMM4LVsFIgwNe+ISNLtoTktaV1yBDXV2xYhitLxrIkW7ZsIQuFwcJIMsMF5Ed498rWhvfGSpaxBRY7FjK2FAYBAwMzwAAzHmbo6udMd1d3PTL3j+6TlZmVz/PIR/X5RnQwdHXlOZWVlZWf/P7O9wcArZDOlwhws0q1zMkGcoynDT/XrXMOnS4cs+sWkGwZ1oWjAjerrC4cD3Aj4gFtVlkBjgHc0uC+ybLJtsjN27DumZ8r99JLL6Gnp6crXDlS7eUFbxLcxCibR8smVqlU8kyczOfzuHDhQswzohcp8yTuRNLump+yAm8E2FqtVqq/DNIeWAKE6/VWq9VsYSO9vb2oVCo4cOAACoUCF4AW5boFiYCckDVyDODmFAG5sBAXWRSbNd041mTICOBmH38DqHoY37sILQn8XDhmcCNa1QCV7/GobMAba4qnTXUVoHzvrEoa4CS8tdVsNqEoCvU5vVtduWazCU3TUn2zuBuV3qs7KVcVCgVf5y3tpX1Wd+3cuXNYXl5GrVZLhbvmpyzBm6IoqZ9rVp03Xddx4cIF84bDysoKCoUCyuUyLrvsMu43G5ICN6v83Dgq140juFnlB3HUrhvDIarobGWetODWHl+BsqpA76N8ERS95NxcOF7gptTJfBQYtK/Juj2H48YT4pTVjW3l2UEzSYCT8NYWzwbdbq5ctVo1m4T39PSYIJd2V072eEtG6T0ipFzl1y4gra0CyF0mq7tWKBQwOjoKXddxzTXXJD3FQGUBjImy4mqlfX8S563RaJjH7uzsLBRFQblcxu7du1EqlYR9saYB3JyyglzcPdnCyllSmQS4OaXV1EgAxwPciNQNkKCGOJrxN1w4/uC28f8EjihfkxPcnI/RAhyZl/n/DSWzAGcYhoQ3i0RWswwMDGDnzp3YuXOnWX4/MzODEydO2NKIx8bGMDg4mCogCkqalBIjucczJr+yybQARti1ayQuPQvKivMGpD8MBEj3HA3DwPLyMlqtFl588UWsrKxgcHAQlUoFV155JUZGRoR/eaYR3Gwy4OjJFvICVZDr5qXcEnHj4m7+3fm7sC4cT3CzKhLEUbhuTmkXc1yA0QlutsdW1cgA5wdu1r+JCnBOcDN/n1GAIzcAJbyti6fz5idN00xQ279/f+pdOZk0mYwkvGVMfoElSaZNerlrfmvXorQKSFpZSXEEsgGaaSubtB6/MzMzaDQaZkDQVVddhd7e3tjm8vYvfR3Wy6WWd9u3ZOS27iwMyMUMblaA0lbWxw4NcYzlkn7ygzhR4GaVuqr6QxUHcFM3tsHq+vmBm/k3EQAuDLhZ/zYswHmBm/k4B4BTV1Xsv/8+vPBrtzFtJ6zId0jav+/iUlzw5lTaXTlZNpmMJLxlTKVSCS+99JLrY7lcDrqux1LqQNw1ciJZXFxEb2+vufanWCwGzoG0CjAMI/UfcHLSzkLfm6yUTSY9x9XVVfNmw9zcnJn+tW/fPhQKBTz55JMolUqxg5tTmiVANnGQC3H9SUDOBnEJgptVBOIAH5ATCG62uTggLg5wI/KEKo7g5hwvKsCFATfzb0OUUUYBN+tzggAuCNzMv6MEONWx/bgATjpvdiUFb1aFdeXGxsaElvRbJZ23ZCThLWMKKpsE2uk/vEXjrvnJCkRJnxSDRICt2Wym/kSV5pJEoiTgzTAMW9jI8vIyRkZGUKlUsGfPno67lix93mjkBm5OJQpyEa87CcQpBtCkmStncHPK1Y2LCdxs86ip0BlTIWnX9dkgThC4uY4VoCjgZnuehwtHA27W57oBXFhosz0nIsA5wY0oDoAjNyrTfmM1Lom6rmKRlyv34osvolaroVQqme0IRLlyQddE8vgRo3RfMUt1yA/eVFWFpmloNBpc3AKru0bWrhF3Iqy75icrbKYd3hRFyUQ5IpCNssm43MFGo2Eev7OzszAMA+VyGVNTUyiXy75fOnECZhhwcypWkKMFqY3n5SxzDQVygsHNNDT/HgAAIABJREFUKhPiGAJYaMGNPFdbpQ+CYepftyFtSWUOoPEDN9vfBbhwtOBmPt8BcCzgZt2GFeBowM18bkiA8wI3ItEAJ8NK7Er7TWYvV87aV06EK9doNDA4OMhlW1Lhld4jUcpVxWIRc3Nzno+zhpZ4uWukHLK/v5/bnRQCRGkIWQmjLEARkI15igIja1gOKecdGBhApVLBoUOHMDIyErrsNUyfNx6iATenrCAHcIY5RnBzioCcJ8TFCG7mcw36vnas4OYUAbkwMMUD3JRm9HGdCgtu5t97uHCs4GZuZwPgeICbuU2yLQ6nBD+AC4I2q0QCnIQ3u7Jwk9mquFy5oLRJ6byJUXaORCkA/s4bEL1dgGEYZqNhq7sWZe0ai7IUWpKWNM8gbbY1b7quY2FhwSyHXFtbQ7FYxPj4OPbv34/+fjqSiaNskge4uYmbK8cZ3KxydeMS6D7gnGsUiGMBtyAFwRRPcIsyrlNRwc32XIsLxwvcAEBpKlCWNnrOcUh6NLfbWJ+jkWPfprkty/yigBuRKICT8GZXs9mk/i5JWk5Xbnl5GTMzM1xcObnmLRlJeMuY/NImgXCAEae7FqSsABGQDUcLyM6aN5Y5rq2t2cJGcrkcyuUy9u7dy+2Gg+iySVHg5hQ1yAkEN6dsINdHMSbl2+Q3V7/m5CxjRn2+G0yJAjfnuEEAxwJu5jZWVRgqR8ByzIlH0iMBLesYPACObJs1rEaEJLzZlTXnzU+Dg4MYHBzk4srJtMlk1B1H4iZSqVTC6uoqarWa610gt3YBSbtrfpJlk/yVhXlGBSPDMHDx4kWzHHJpaQnDw8OoVCrYtWsXhoaGuH9JiCybjAvcnAoNcjGCm1O51fX/hoU4EeDmlNONiwvcrGIpa+wYP+Qp129MHuBG5qJgfVvMwS0ec2IBOCe4WcfiAXDqGnHz6Lchwn3LQrJynEpjYAkPBblyvb29Jsi5uXJZCHHrRkl4y5gKhQIAYGFhwRXecrkcGo2G6a6ROypWd23v3r0YGBhIxR2RLDlvWSnxzAIQhyntbDabmJ+fN8shW60WyuUytm/fjnK5jJ6eHqFzFFU2mRS4OeUJcgmCm1UE4gBvkIsD3KzK1RS0elmTIZmejtwyaTFACSMUpwYnxPEEN6vUOj3EeYGb+bhLmWLgNj3AzTomLcARaGtvK10Ap+t6V8IKrbrJefOTmytXrVZtrhxpEj44OCjLJhNS9x+JXaZ8Po/h4WHMz89jy5YttsdWVlZQq9UwNzeH06dPp8Zd81OW4C0LUARkp2zSDYysYSPkBkW5XMYVV1yB0dHRWO8EiyibTAu4OWUDOZqyRcFr1dzcuLjBDQCgh2xI7jU2q2NnKa/Takr08RlPX9qqwgQYYeei1pVIABcEbra/DeHCBUGbc+yoAOcEt/a20gNwsmzSrrSnTYqQ1ZUDgOXlZbOv3MmTJ9HT0wNd180+v277Jw0mQTdqcx2JXSISWnLx4kX84z/+I/bs2YN6vY7V1VX09fUhn8/jqquuSo275qeswVvaoQjIxjwJGLVaLVvvtVqtxtQ7kPcceZZNvuP3vw4NdHAUl9ZTF9f/HbY3m2hws4pAXIvSdGUFN6dcG5J7jc0R3KjG53CaVVoKlI1Ti87gQIaZS1iAiwJu5nN8AC4KuFnnEAbgvKDNvq10AJyEN7s2i/PmJ+LK7dq1C61WC+fPn8exY8fw0ksv4dixYx2unCy7FafNfSRmUKQG+bd/+7fx/PPPo1gs4q677sL111+PYrGIc+fOYXZ2NjN9NyS88Vfa0ybr9TpmZmYAAD/4wQ+gaRrK5TIuueQSFIvF1HxB8iybfMfvtx03zVIOmCaQ60xdbP/bC+TiBDdTegL7MOAwCIIoEeAWaXxO4GYVAZGoEBdlLn5llDTQZnu+C8DRgJtzPl4QFwbc2ttKHuAkvNkl4c0uTdMwMjICTdPwn/7Tf+pw5Xp7e7F161YcPHgw6al2peSRmHLVajUcPXoU//AP/4CHH34YZ86cwcjICK6++mp85StfwVve8hbb3Y2orQKSVi6Xw9raWtLTCKVcLodarRb8hwkrbZBpGAaWlpbMcsiLFy+aNxcOHTqEYrGYSoeYV9mkFdycskIIkAzM0cb6JwVuTpF9GLTv4pivG0SJBrfA8QWAm1XqmhIa4Gjn4nThWMHN3I5lHRwLuNm26XDhokCbfTt0AEeOgYP3HMFzt99KNTYg4c0qwzC6NrCERdb1bk5Xbm5uLjM35rMo6WmmWF/84hdRKpVw6623otls4k/+5E8wNzeHn/iJn8DBgwdx1VVXddjSWXKygOyEgADpgyIvpWGerVbLjB5+4okn8NRTT+HixYvYunUr3vGOd+Dqq68GAKbmoKLFw3nzAzc3aavtnzhEG+ufq8U3R1NB7pfPvuNdLhkkraZAqymxgpvr+ILBjUhdU3whRWmyQ6RaV6DWFW7gZm63oUBb4XspROZIC27t7YT/W/KeW3XwniPUY8u0ybbI96l03uzySpoka+W2bduWwKw2h+Qn00dHjhzB7t270dfXh8OHD+Pxxx/3/fuFhQXcdttt2LJlC/r6+rB//348/PDD1OO/733vw49//GOcOnUKR44cwXvf+14MDg6iVCphbm7O9TlZc96yEgICpAOKwiipwJJarYb/+I//wDPPPIPHH38cJ0+ehKqq2L9/P66//nocOnQIW7duRW9vL1RVjaUJNotYnbeo4OaUaJDj4UTFBpsR3wbrnOIGNyLFWA/4ID+Rn8/Y+0tpgXps2jm4wQoPgGxvSzFLKXlItbhtKifnjYikgrIqsB+fC7RZRQtw0nlri1yjSHizS/Z4S07ySPTQN7/5TXziE5/AkSNHcO211+KBBx7Au9/9bhw/fhxTU1Mdf1+v1/HTP/3TGB8fx9/+7d9i+/btOHPmDIaHh6nncOjQIdff+8Ebcd4Mw8jEBydLTmFW4C2ueRqGgcXFRbMccmVlBaOjo6hUKrj00ksDA3NEN8FmFUtgCSu4OcV7jZeIEsKw5YuRxXCI5FhSNBnBzakofdp4gJtz7Kj94WjnYF0LxxvczDEYWgqY23CBNfI7naGpt2YBWLWpQOfQC86thNIP2JyiKaGUrQLaIi6kdCLtkm0CkpOENw/dc889+MhHPoJbbrkFAHDvvffiu9/9Lu6//3586Utf6vj7P//zP8fc3ByeeOIJ82DeuXOnkLmVSiWcOnXK9bF8Pg/DMDJz4s0SvGVlriIDSxqNhtnsfXZ2FoqioFwuY9euXSiVSpFO5GmHNxpnkDe0uYkV5ESv/eIKmhwBKhJccgY3+zz8IY43uIUdl+ccACC3vDEeY188wHuNW9SWAubzAlw2taFQAZzm4jyKALgo4EYUFeCk89aWDCtxl3TekpO8jeCier2OJ598EjfccIPt9zfccAOeeOIJ1+d8+9vfxjXXXIPbbrsNExMTOHjwIO68804hDkixWMTCwoLrY+QEk5XSyawAEZAd541n2aRhGFheXsbrr7+OJ598Ej/4wQ9w+vRp9PX14corr8R1112HAwcOYGJiIvIduLT3o4sKl3GAm1NRyxbjDhnRVtd7yGk0OT+CACpwfwkEN/s8OksaRYFb0Lg85wAAquWU7gY0YaU0g9e4kbVwoebVUEKXR0Ypo9TWFN/XybOpOQ24ER2850jo71sJb21JeHNXo9GQ+yUhyb3uopmZGbRaLUxMTNh+PzExgfPnz7s+59SpU3jsscfw4Q9/GA8//DBeeukl3HbbbWg2m/jc5z7HdX6lUgnz8/OujymKkql1ZCSwJAtlnlmBN+K80e7TVquFhYUFsxyyXq+jWCxicnISV1xxBfr6+NTFpd15i1I2mQS4ORXkeCWSDmkZkwBcK0z/uBgAynV/xQRu9nmQUj36sYFw4OY2rtWJ4w1u5lhr0V24qMEkQS4czZq2MA5cWDglAEfjwjnHMBhuu1/11QfxF9f/r2bzZa+2QhLe2pLw5q5Go4GhoaGkp7EpJY9GHzkvfP0uhnVdx/j4OB588EFomobDhw/jjTfewN133y0E3rycNyBboSW5XC4zZZ5ZScYk+zHKPl1bWzMbZc/NzSGfz6NSqeCyyy5DsVgU8t6kHd7Clk2mAdyccoJJ0uBmldWFcwW5RAAKgAG0euMd13y+DmgbHVNo5hAV3KzSVhVmcCRyAzfbWGtKKICjTZT0AjiWMBKvdXC0jmLUMkq3cRSdDeDGx8cxPT2NEydOoL+/H2NjYxgfH0exWDTXdcm0ybZkmwB3eaVNEqX9hnyWJeHNRZVKBZqmdbhs09PTHW4c0ZYtW5DP520f8P379+P8+fOo1+vo6enhNr9isejpvAHZK0UEsnFyJI6Wruup/lKzfvl67VPDMHDhwgXTXVteXsbIyAjK5TL27NkTS4R/2puJh4HL63/76yB7uMXvI85VOSvIUcJJZIV1v5xuXALgBsCcLw1A8QA3q6LOgQXcyPgs4EgUBG5EQS4caysAZ5gJrxRJqwvHUgoKhAO4oDFYAO5n/5+/x3O3r7cgmp2dRbVaxbPPPotWq4VyuYzx8XHpvFnUarWk8+YiGViSnOTR6KKenh4cPnwYjz76KD7wgQ+Yv3/00Udx4403uj7n2muvxTe+8Q3bhf3JkyexZcsWruAGtJ03L4jIkvNGEpyazSZ6e+O6sqQT+SJL+x1JK7xZ1Ww2MTc3ZzpshmGgVCphamoK5XI59pNw2p23oLLJ63/b7rhp9fa/0wJyzss/cpEOCAQ5CpjRau3nxR7C4pYMGRJmeINb1DnwALeoY7opLLjZx+qEOJ493HLLCnTOn0O1wd67z9yWB8BFAUMWgCMBJhMTE5iYmDBv6FWrVZw+fRq1Wg0vvPACtmzZgrGxMQwPD29aJ0WWTbpLBpYkJ3k0euj222/HTTfdhKuvvhrXXHMNHnzwQZw+fRof/ehHAQA333wztm3bZiZP/tqv/Rq+9rWv4eMf/zg+9rGP4aWXXsKdd96JX//1X+c+t2KxCF3XceHCBRQKhY7Hs+S8AdmZrxXe0ny3iax71HUdKysrJqwtLCxgYGAA5XIZBw8exOjoaKIQmvbAEr+ySSe4OWUFOSAZmAv62hQCcrQwY10bFzGtkje4WeW3j0SCm9scOsbnDG5hxnSKBto6x1ovpeQJburGvUt143PIA+JUx2faGd1PtU0LwNG6eTwADlg/342OjmJ0dBSXXnopHn30UUxOTuLChQs4deoUcrmcWV5ZKpU2FcxIeHOXdN6SkzwaPfShD30Is7OzuOOOO3Du3DkcPHgQDz/8sBn/f/r0aduF744dO/DII4/gN37jN/CWt7wF27Ztw8c//nF8+tOf5j634eFhaJqG+fl5CW8xKgthMLquY2FhAYZh4OmnnzbDRsbGxrBv3z7094dJi4hHWXXegsDNTXG7clEvA3mUzfEAN6eC4v1FglvHXCz7iGVcWufGNr5AcPMa0yke4Aasv5bcyoYLxwOyXIpO1DobwDnBDXDvvUa17abC5f2kAThtFbjyziN45nc6Wwjouo6tW7diYGAAuq5jbm4O1WoVL774IlZXV1EqlczQk4GBAbYXkHJJeOuUYRiBaZPSeRMneTT66NZbb8Wtt7r3RTl69GjH76655hr827/9m+BZrX8g/NoFZKlsEsgOvAHpTJys1+vm2rW5uTlomgZFUbB161bs2LEjtV86aYc3N+eNBtycEg1yLF+XVG5cDADl5sbFCW5WkcbfVOWdHA53sk6QFkZo5uCEOJ7gZhunTv+ZcIM22+MULpwbtFnFCnDOObOEkEQBOGerDCfAkbRiUm2iqioqlQoqlQr279+P5eVlTE9P480338SLL76IwcFBE+QKhUKqlxXQqNlscl/+knWRlHAv502Cm1il86pOKlB+7QJyuRzW1tZcH0ujJLxFk2EYWFpaMsshL168iOHhYbNZ9tDQEH70ox9heHg4teAGpB/enPPjAW5O8QY5nl+XoUAuAYDSVtfBjboBOCfXLFLTb3AAN8fzaWCEdQ7aGmBwyrDwbCa+8bqifB6CwM32tyFduCBwI6IBOK/5sqZIBj3fr7+hFeDId5xXYMng4CB2796N3bt3o9FoYHZ2FtPT03j66adhGAYqlQrGxsZQqVS6AnpkYEmnyDWbLJtMRvJozKgKhUJXOW9JA1FYJTXXZrOJ+fl5E9harRZKpRK2bduGcrnc8QWZ9iRHIP1zJGWTIqDNTeSiVTGAJk1cPN/p2OQKcgk5X8Rxi7o2jnlcj0M1zDx4g5tVYSGOh+un6O3tsLQXCNVMPCTERQE38zk+ABcW2qxSNu49hoG4oPmKADjfpvQWEYAj33FhHLR8Po/JyUlMTk7CMAwsLi6iWq3itddew7Fjx1AoFExXbmhoKJOOjCyb7BQpmfR6P7P4PmdJ8mjMqIKct6w4WQBSv47MqjjnWqvVzHLI+fl59PX1oVKp4MCBA4GlKWkPAwHS77wpioLfefhEvGNuwEXOAkthQC7Or0ltDe1kSJo1chzAzalAFyyucBGXeYgEN6v8II4XuNnG24CQqBAXuZm4TyklDbiZz3XZXzTgZpWfCxdlrjwAjva1XHnnEfzrJ/4LFEWJXP6oKAoKhQIKhQL27t2L1dVVVKtVVKtVvPLKK8jn8xgfH8fY2BhKpVJmWhFIeOuUDCtJVvJozKj8GnXn8/nMwBCQLdgUWTap6zoWFxcxOzuL2dlZrKysoFAooFwu47LLLou0KDwN5Z1BIi0i0qp3f/FvYh3PC0yCQC72+5vWZMioQSeUEBV2fZsrxMUEbm7zYE45pBjbCSUiwM02XkiIY2ok7nDhWKDNKeLCsYIbkRvA0cyXOoTEcr4wKE8O19z7l/jy2y6je7JFfX192LFjB3bs2IFWq2WGnjz//POo1+sol8tmgmVfH20dtHhJeOuUhLdkJY/GjMqvUXcul8tc2WStVkt6GqHEG4rIegESNqIoCsrlMnbv3s0Ux5z2kkQg3e7gT96+3nw7rqbWYeHECXJJgptVItfH0QSTmBDH+P6xgI+iR18XZxPjx1etr8+BFSDD7gO14Q1wrGmKRFqdHki8pLYAlYTA8FrPt3FPikc7idAhJC7L3BWDfn/95o9O4pl3vpPuyS7SNM0sn9y/fz+WlpZQrVZx7tw5vPDCCxgaGrKFnqSp7K7ZbGbGJYxLMmkyWUl4y6jK5TJeffVV18eIk2UYRiY+QFly3ljnahgGlpeXzbVrFy5cwNDQEMrlMqamprg1Qs2K85ZGwPzJ29tr3OJoak17gZeLo+G2VWHdL47r41gTJanWxZGxGcHNqsgQx/ixsI5P2+uM5vW7uXC8wI1si5wddR4x/a3O/+cBcNY0TtaAl8AQkoBsMhaA82ojwCpFUTA8PIzh4WHs2bMH9XodMzMzqFareOqppwDABLlKpZK4wyOdt05J5y1ZyaMxoyoWi/jxj3/s+lg+n4dhGJlJSMoSvNFAUavVwvz8vOmwNRoNlEolbNmyBQcPHkRvL/8r7zS7WkRpdAet4OYUb5BjvStvlXDIpE2GJGWVFO4P71YAYUGOtczQt/l1mDkIGj8KxLHuAwJxLOu2rHIDQAJINBDnhDa3x2ghztlGQWnxATjAvj+DoM32fAaAi0M9PT3YunUrtm7dai4fmJ6exiuvvIJnn33W7FU6NjaGwcHBWG9KZ+laKk41m01feMuCcZBlyaMxowoKLAGyc7coS2mTmqaFasOwurpqCxvp6elBpVLBvn37UCgUhJdgSOctuvzAzSnWptY8wc0p7iDHYa5RWyKI7uHm5YSJBLdQc4hh/CCI47FGDthwyQgICUymVJvRAM4P3Jx/FwXg/Hrf8QA4YCOIhHJFBC3AiXLfvKSqKorFIorFIi6//HLUajVUq1VMT0/jpZdeQl9fnwlypVJJeE858j2ahWupOCWdt2Qlj8aMyq9Jt6Io5rq3NC8CJspS2mQul8PKykrH7w3DwIULF8xyyOXlZYyOjqJcLuPSSy/FwMBArHeiNE1Dvc5pBb4gpQXeokCbU86732FgSSS4OcUMcgLmGgRycTbftjphca0N85oDa5+/qOO7QRyXcBM3l0xwMmVYFy4suDn/3g/iwjYsJ6+FFuJsgSqUXyVZATir+vv7MTU1hampKTSbTczNzWF6ehrHjh1Ds9k0e8qNjY0JqWIh1yYS3uwKur6UzptYyaMxo/Jz3oBslSJmaa5W0Gw0GpibmzPTIQ3DQLlcxs6dO1EqlRK9K5XGkkSn0lDayQJubgqCpTjBzanIIBfDXJ0pgnGCm1WKweamMkNPguOTtEVR4GYbyyfUJOq2XLfv4cJFhTa357sBXFhwsyqqC+eagmlgUwEcUS6Xw/j4OMbHx2EYBi5evIhqtYozZ87gueeew8jIiNmKYGRkhAtAkLASCSN2BQWWSImV3PMZlV+rACBb7QKyErBiGAaazSZWVlbw1FNPYXFxEQMDA6hUKjh06BBGR0dTM/80gFGQknbeeIObU05Xjjk2nqMCQSFmyNTqbXCjcqA49o6LClE8wC3R8QFoJG2RwbgI7ZIFuHCsASdOF44V3MztWgCOBtqsCgNwga0LYgI4qzv91s8dwVN3JAtwRIqiYGRkBCMjI7jkkktQr9fNnnKvvfYaNE1DpVLB+Pg4yuUyNWhkZflJ3Aoqm0zLtVC3Sh6RGVWxWMTy8jLq9Tp6ejqvdrLULiCXy8EwDOi6nro4Xl3XbWEja2trUFUVU1NT2L9/P/r7+5Oeoqvkmjd/iQY3pxTDcDhf6fhi45kMySIrQDnduEAJaPoNhHMqmcApYN5hII55jZ4zbXFjzKgQR+WSCU6mJPvPq2k2jdTWRh83HuvXPMooI/WbEwRwVmBzKk0AZ1VPTw+2bduGbdu2md/b1WoVJ0+exMrKCkqlktlTLkrPVNkmwF1yzVuykvCWURWLRQDAwsICxsfHOx7PUimiNWAlDSfJtbU1sxRybm4OuVzObJStKApOnDiB7du3Jz1NX2WhbDKpOSYBbk5pa+3fpQbkrEmIMfW3A7wBKlTIiSBw65iLA6R4u21RxibiDW5WRYE4ZqeMczIlYJ+TW9Nsqm1avk55BZBYt0XdJJwcSxSnESvA+QGbU2kFOCJVVVEul1Eul7Fv3z4sLy+brtyJEycwMDBgrpMrFou+oScyadJdQWmTUmIlj8iMqre3FwMDA5ifn3eFt3w+nxnnTVVVqKqKZrMpZMFxkEjtPAkbWVpawvDwMCqVCnbt2oWhoSGzBODChQupd7QAWTbppnfe9hCA9ZNeMwZgcoM2N6UC5DxK9wCxIBcWoFxBLiZws81jjS05EQBz2wXm8RGhxNEH4ni5ZGQ7SkvcayPgRQtxist9UNYAEiK1AaDBAV4pXbgo0GZV2gHOqsHBQQwODmLXrl1oNptmT7lnnnkGuq7bQk+clUyybLJThmHIssmEJY/IDCuoXUBWnDcg/nYBJLWKOGy6rqNUKmH79u0ol8uupahANsoRgWzMM054I+BGlLMAkwiQCwtuTiUCciHL9wC+IEcNUHUABn06I1Moit4GGvNXUfYJY0mqorO/H1Qljg6I4w1u5jiUqZRu23L9m4gunBu0uY1LnSBpub/q1sstskICnPMYplWWAI4ol8thcnISk5OTZkr09PQ0Xn/9dTz33HMYHR01QW54eFjCm4tarRYMw/CENwlu4iWPyAyrUCh4wls+n8fqKuUttQQUB2yurKyYa9cWFhbQ39+PSqWCK664AqOjo6H6xeRyOei6Dl3XhfeXYVEWyibjgjcnuDnFG+Rowc2pWEAuarQ+Y387gF+iZNTeccxjezW/DltiyAHcnIocbsJa4ri2Pg8e4Tu+ZZsRIS7K6wrjwoWBNrfxw0KcX682RRcDcLyAzaksAhyRoigYHR3F6Ogo9u7di9XVVczMzGB6ehqnTp1CPp9HT0+PeXM5Dcs60iBS1SWhNjnJPZ9hdZPzJqLXm67rWFxcNMsha7UaCoUCKpUKLr/88kiLlq3zBNbvPKUd3rLgvJGgGlH7MgjcnGIFOV7g5pQQkGOYKq37I6oVQJiQExHgZpUvxAkAN6tChZtwOB2QeQQ1+g7cDqdkyijb6nieB8RFBTfnXPwALmyDbZ4AJwrarMoywFnV19eH7du3Y/v27dB1HXNzczh58iQWFxfxve99D+Vy2XTl0hpWFodImwAvh006b+Il4S3D8mvUnaU1bwA/2KzX62Yp5OzsLDRNQ7lcxiWXXIJisch8p8gKb2lerEvWvKW5/QIBNlHwFhXcnIoKcqLAzSkCckwQx3GqYUEujh5ubm4cc2+9qM2vnRAnGNyscoM4ntDmVFSIo52LW384bqWbG6WULNBm256LCxcW2mzbYSijpA4/YVC3AByRqqqoVCqYnp42l1RUq1WcO3cOL7zwAgYHB830ykKhkNrvWRGSSZPJS8JbhtVNzhvtfA3DwNLSkumuXbx4EUNDQ6hUKpiamsLw8DDXk6qiKJkIAyGQmcb2C0TWOfIUK7S5KQjk4gI3q6jdOIFT9QK5JJpva3UOARgsza/X2tVr1OvzKMc3w014pCyGcR1DQByvVEo9z7elANAO7eCxv4iUFqfG5xFcuCSgrdvVbDYxODiIoaEhDA0NYffu3Wg0GmboyVNPPQUAttCTbgeboKTJzQSySUnCW4ZVLpd9nbduhbdWq4X5+XkT2JrNJkqlErZu3YpyuSw8sTLucBUaZQHeyAmeJ7yJADenrCBHe1HOW6FALu7G2wQgWPYRI/Q5L2YjzYXhsHS+A1F71/G66I/cM49xHl4QxzPgRNvYFo9kSmezbbXJB+CsThuXnnA+AJcmYOs29w1wT5vM5/PYsmULtmzZAsMwsLCwgGq1ildffRXHjh1DoVAwXbnBwcGugxnpvCUvCW8ZVrFYxJkzZ1wfIzCU5rI5q4KAqFarmaWQ8/Pz6O3tRbnzpNjcAAAgAElEQVRcxv79+1EoFGJdfyZifR5vkf2R5vJO4mLygrc4wM0pmtAM0XIFuQQabwPrjht1OqIAty5UmR9r/zSfx0KtzeMEblHH5TkPsp959UID+CZTAp3g5vw9LcQ5SyR5tRRwAlyaoM2qbgO4oLRJRVFQLBZRLBZx2WWXoVarmT3lXn75ZfT29pqOXKlUSu3N1CiS8Ja8JLxlWKVSydN5y+VyMAwjMw0mNU3D2lr7Kk/XdVy4cMF011ZWVjA6OopKpYJLL70UAwMDiUFpFsJAslLeyWuOSYCbU6kFuQ2QibuHnFupZGiQE1xmab3wtYGcQHCzyutYEQFubuMGHZ9c5tFqgwtrOmVQMmUUgPOCNq+/CwtxQevaeDT2Jp8fI8X3Y3OrwNs+dQQ/uqs7AK7ZbEYCrv7+fkxNTWFqagqtVgtzc3OYnp7G888/j0ajYQs96evrEzhzcSKBJV7KgmGQdaX/ql7KU8Vi0XfNGxD8IUuLcrkcLl68iPPnz5sOm6IoKJfL2LVrF0qlUmru9GQB3oDN0S7gXbc8CAAgX62JNbl2KDUgZ43Wj6mHXOjG224JiawOIcXzTTeO8TRJu0c1XuNHCTbxgDge0Aa4uGSU6ZQ8UymB8ODmfI7fexMljITWhetw84z0AFzOoyNRtwAcS583TdNMUCPr86enp3H27FkcP34cw8PD5uOjo6OZgR7pvCWv9F/VS3nKL7BEUZTUh5YYhoHl5WXMzs7ijTfeQK1Ww9raGsrlMq688kqMjIyk8mSW9v1KlAXIZIE3Am5WWQEFSAfMJQZyftH6gkCOJpjEhDjWfcMAfooBaBsXyC2aBtH0Q6/LYGxQTRtsYoE4UeBmlVoXm0zptQ9poM3t+VaIo0mQJArrwvn2g0sI4LxgzU3dAHC8qpcURcHw8DCGh4dxySWXoF6vmz3lXn/9daiqaoJcpVJJ9U33RqPh2yohjddt3ab0Hh1SgfJrFQCks11Aq9XCwsKCWQ5Zr9dRKpVQLBahqire9ra3JT3FQGUBigB+JYkiResOuoGb6/ZjcpvCKjaQiwAyXFoPgD1RMpG1ceict2Y5ZQaBHJcjyjF+5AbVHKBLs1yQC+/dFuDC8Qg3se5DVnCzbZdsi8MaUj8XLnQ/uI15iII4zWVdnaFGO+ayDnAszpufenp6sHXrVmzduhW6rpuhJy+//DKeeeYZFItFjI+PY2xsDIODg9zHZ1FQ2qSUeEl4y7BKpRLm5uY8Q0nS4hCtra2ZsDY3N4d8Pm82yi4UCtA0DXNzc54uYtqUFXjLwjxpnLew4ObUpgA5psbb9PuHdyuAWNbGIXjefm4cD7fNT9YLeC+Q4+KWObZBU+JI5ZK5jMOzBQBJpnQ24WbdJhFTE23HNgnA0bp5PF04N2BzarMAXFy5AaqqolQqoVQq4fLLL8fKyooZenLixAn09/eb6ZXkRneSCiqblM6beEl4y7CKxSJarRaWlpYwPDzc8XhS8GYYBi5cuIDZ2VnMzMxgeXkZIyMjKJfL2LNnj2t0blpAM4yy0CoAyM6at7D7khba3NSVIMe18Xb4/SO6h5snyDGWSUaR040TDW5OublxzOAW8PywEMfcv01wMiVpvs0CcW6vkaWJtlNmEAnDtmgBzjy2Ix6TmwHgyDVJ3CWMAwMD2LlzJ3bu3Ilms4nZ2VlUq1U8++yzaDabtp5yolsjuUmueUteEt4yLLLAdX5+3hXe4iybbDabmJubMx02wzBQLpcxNTWFcrkc+EHPChABncmYaVU3OW88wc2p1IDcxjSoygeFNt723j9xN9/msT6Oac6wBIwkANlqgxPkRLjoFt67Tbf/l6V/m9+caCEu6HVGaaLtlLOkk2VbQPgySs3tskCBBDiHCLwlGe+fy+UwMTGBiYkJ88Z4tVrFmTNn8Pzzz2NkZMQEubhyArIShNfNkns/w1JV1Vz3NjU11fG4aDdrZWXFhLWFhQUMDAygXC7j0KFDGBkZiWTt53I56LoOXdcTLwkIUhagCMjGmrcw8CYS3JxKDOQ8LppCgVyMPdzI/tF7GPYNh0RJ2vVxrOBmnbtnu4GQz6eRotsvlqlAh9Kxs0Icb3CzjUMZ3BJ2TmEhLsprjOrC+a3D4+HoublwrsDW8URIgLOItAlISxmgoigYHR3F6OgoLr30UqytrZnlla+++ipyuZwJcuVyWQhgGYbhu+ZNUZTU7K9uloS3jMuvXQBv540sqiXlkGtraygUChgbG8O+fft804eCRO5sNZtN9PSkpEmWh7ICb1mYpx+8xQltbooN5CJG6wMWYEmg+fZ6423KfSPAqXNtOeAinuDmVKgSQw7g1jFuVNDhEW6ysb9FtzYI+9poQdIL4ljANAi8ooSnsLpwoWDNdeCN/0Y4XrsV4NLeJ7e3txfbt2/H9u3boes65ufnMT09jRMnTmB1dRWlUsmEuYGBAS5jtlotGIYhyyYTVnqPSqlQCur1VqvVmLZP4mxJ2IimaWaj7FKpxK2cgNzdygK8ZWV9XhbWvHnN8T03P9Du3cbi8nCSMJCjvKC3gVyMHxf3xtsh901Sa+MQX3mnK8TxSCYMCTqAB+zwaLrtTMWM2MTa3E7EufhBHA8HUGm2AY6no2gFL9rESxoXjlu6ZkQXrhsBTlTSpAipqopyuYxyuYz9+/djeXkZ1WoVb775Jl588UUMDg6aIFcoFKgrnIghkJX90q2Sez/j8msXQOO8GYaBixcvmu4aCUMhzbKHhoaEWeJZgqK0O1pAdssm33PzA7b/1+oWOOgmkOPkmsXVfiAMAHnum4TWxgEMa9MoxwYsEMd4c5omlKQDdgSAm228CBDHErJifV08UykBQCWBITyTKfUNd4/DKoAgF45nOwT7wBAKcGlXluDNqcHBQQwODmLXrl1oNBqYnZ3F9PQ0nn76aei6jkqlgvHxcVQqlUg3zElYidd1oCyZjEfZPCqlTPk16g4LQ81mE/Pz86bD1mq1UCqVsH37dpTL5dicMAlvfJWFYBUrYDqhzU1dAXIiw0UEgRxd8+2N/nFJro8DXfQ9j7EVnaF3HdgvgtXG+jZomo7b5hFyP/hBHM8LejMwhlOGBO9kSut2ALThmRHi3Fw4YdBmGxjCAC7t7luW4c2qfD6PyclJTE5OwjAMLC4uolqt4rXXXsOxY8cwOjpqtiIIukEvkybToewflZtcfs5bLpfzdN5qtZoJa/Pz8+jv70e5XMaBAweYLHUWZSVxMivzzELZJIG3MODmVCZBLs5wkY2L3CSTGdfnQfk+cd5XkQJGBKxPC7s2z+v5tOP79aoL3A7FfnBCHC9w6yjb3DgF00KckGRKP5jSwcWFUxvg1B0+ghgBLuezeuMdHzuCJ76WToAjgSXdJEVRUCgUUCgUsHfvXqyurpqhJ6dOnUI+nzdBzm1pTFDSpHTe4pGEt4yrXC7j7Nmzro/l83nTydJ1HYuLi2Y5ZK1WQ6FQQKVSwWWXXcZtMSuLNE2TzhtHZWGeqqri1+/4HvN2MgFyCYSLAPRuHA9w65xLiPcphv3k68ax9I8LASpBbhxPcLON6+hV57sNHo5nc30urMEmQfOJCnGRUiTDJlOG/dpicOFs8yb7I85TnU+QSW7V4ykh93VaAS7tgSU81NfXhx07dmDHjh1otVqYm5tDtVrF8ePHsba2hnK5bK6V6+/vl85bStTdR+UmUKlUwvPPP+/6GIl0fe655zA3NwdFUcxG2aVSKXUnpayVTRqGkeq7TGlf86brOv7bHzzKfbupBLmNKSXdEDwsyIkAt865uLxPMQOuzY1LYH2a1Y3j4VCF3YafG8fjvbfOgzbYJOp8wkAcSzKlF8CFBjerQkJc4HwNxAZw1s+KGnI/Glq2Aa5byibDStM0E9QMw8DS0hKq1SrOnTuHF154AUNDQya4eV3/pPmaqJu0eY7KLpU1bVLXdZw9exatVguzs7NYXFwEsH5n5aqrrsLw8HCqP1hZgjcg/Xfl0ui8kYXT//VT34plvMRBznHhmZqG4PAGuTjArXMu64CbFGwrBluZKSt4WZ0L2jJXKnh0QBxvcLMqKsTRzsUN4nilUgKWZEoeX1UepZSR5ivIhbPCmlO6tjkAzq+fWbdLURQMDw9jeHgYe/bsMZPHT506hZWVFTz22GMm6FUqlU27n5JSeq88pUJpcHAQa2tr+JVf+RX88z//M7Zt24b77rsPW7ZswRVXXIF//dd/xbZt25h6sMUlCW98lZY1b6SZ+8zMDBYXF3H3X5xMZB5WkANiAIWAi880gpxixNt6wJRB5hE/bDshIWqZKXOZo8f4Yd8HHo6dFmM6pjVkwwvkuJRtbgAD73sRJPXS2QSbWhYXjgkyGVw4tYHIO2ozAFyz2czEtVMc6unpwdatWzE/P2+uiZuensYrr7yCZ599FoVCAePj45iamkrFMpxuV3qvPKU8dfr0afz93/89vvOd7+Cf/umf0NfXh507d+LLX/4y3vWud9k+OFkBImB9rmlPRwTWyxFVVUWz2URvb8QIuRiVVNmkYRi4cOGCCWwrKysoFosYHx/H5+76IVQAek/8gThOCQWFiBdCSYOc9WI5rtYDpryab8cAckGQ4AdSXMocfcYPA3FcwkAscwjsF8d5Hh3hJhxJi8xJAaDziOs33P+fB8SpOkyIY9peBBdOdWaZUTTnjgpwQDiISwvAdWNgCasajQYGBgZQLBZRLBZx+eWXo1armaEnk5OTEt5ikIS3jKhWq+ELX/gCvvOd7+D48eO47rrr8LM/+7P41V/9VXz4wx/GQw895Po8v8TJtCmXy2F5eTnpaYRSGksSnYpzjmShMwE2wzBQqVSwe/dulEolvP+X7cenWm9f7XUVyPFIZ4wZ5FgBgloR9hV5f3hBXFRIcAItb7ctytjmNjiDm1N+zbGt4jEPtdm+uOch55zUjf+nhTi/94sF4lSXfacYHIDQBeI6YM1LEZMlSXkqbxcuDQC32da8hZFb2mR/fz+mpqYwNTUlyydjUvJXTRnSkSNHsHv3bvT19eHw4cN4/PHHQz3vb/7mb6AoCt7//vdTj93X14fFxUV89rOfRbVaxdGjR/Fbv/VbOHz4MJaWljwBzZo4mXZlJYIfyA68iSybXFtbw9mzZ/HMM8/g8ccfx8svv4xcLoeDBw/iuuuuw4EDBzA+Pt4Bbk6pdd32k7S0umH+RJKIdMY1w/wRobAQodXbP1xE+XKo3xuLWN0dbS3ChTDn8cl7wAxMBkK/B2rD+/XyCllR9PY4TPtW95+TqrsDk+f2jPDvV5S/DZpHlG35zqlJuU8VRC7BjNKyISyov+NjR6JNgrPSvjQiCQWlTaY5V6GbJI/KkPrmN7+JT3ziEzhy5AiuvfZaPPDAA3j3u9+N48ePY2pqyvN5r7/+Oj75yU/i+uuvZxpfURTcd999Hb8vlUoAgMXFRVQqlY7Hs+a8SdDkJ96ASdKniLu2tLSEkZERVCoVXHrppRgcHLT9/c/97/dTjZMmVy60IxdHOiNpes3JjaO9OGQuq+S0r2jcOOYLYsYSQ17jh3XF/LYRVdYxufVu8wo3ifj6os4nyIljeZ/8nLMo4GidRxQnzulqkedSvSYKF66bHDjpvHVqM4e4pEnSeQupe+65Bx/5yEdwyy23YP/+/bj33nuxY8cO3H+/9wVqq9XChz/8YXz+85/Hnj17hMyrv78fvb29ZuKkU1kCoqz0eQOyMVdVVWEYBpP7pus65ubmcPLkSTzxxBN46qmnsLS0hO3bt+Paa6/F4cOHsXPnTm7g5lQmHLmY0xlZ3Thed/UBCkdOUO+4MG4c02sOcKrCuBs8wdE5bmhnhUtZL5s7RhQq3CTMfmU4NTgdMG6Ol2M7UR2/oO25/k3LH4aoSzE3sQMn4a1T0nlLh+RRGUL1eh1PPvkkPvOZz9h+f8MNN+CJJ57wfN4dd9yBsbExfOQjHwldYkmjUqnkCW/5fF46bwKUlbJJYP0mgqqGv09D4vxnZmYwOztr9n7Zt28fCoVC4AJuXuDmVGoduXxyX1ZR18eJbAPguz4uJsB1c0pFQJOX3Nw4Lvs8xDZ83SoBLQDiDDdxe2283D9gHayUFp+G4rbtkq8zTqcrp6sXNZ2S2oWLGGYSZR1clCTKuCUDS+wyDMMX3iS4xScJbyE0MzODVquFiYkJ2+8nJiZw/vx51+f8y7/8C/7sz/4MTz/9tPD5lUolLCwsuD4myybFKCtlkwBCOW/OOP/BwUFUKhXs3LkTQ0NDoU7KoqDNTakCuUY2QC6u/m0dZZUJ9I1bn4ex0fogmQAatQEohgGd5ZigGL8DdAT2bvMck3I7QTJj+nmGm1hO46wNxd22ub5BMgDbdoH2HFlCTQyFfxmll/uutMINFOTe/8Qt9+H7X78t1LZ4SNd16LounTeLyPWZLJtMXvKojCDnBaxXh/mLFy/il3/5l/HQQw+5rkPjrUKh4Ou8raysCJ8DD+VyOfOEGcUpSkJZKJtUFMWzXQCJ869Wq5iZmUGtVjPj/A8cOIC+vr5IY8UJbk6lEeSShDjADnJ6Qo2vnfOIuwE3uTilThJlhB7FWN+AaoH7SCDHOL61dxdL/7YowOUFcdxcso3X42yYTSM/t4cW4gIdJAaIc26btVUBjQtn7dEX1i0zNCUUwLV60gVw5PtdwltbjUYDiqJ4upHSeYtP8qgMoUqlAk3TOly26enpDjcOAF555RW89tpreO9732v+jrgfuVwOJ06cwCWXXMJtfkHOW9ohg4icJKOW+SWhLJRNAvZeb15x/nv27EGpVKL+krrx5+8DOZW3EoantIBcWtw4AFDrCYGcYb9gi7MBt9cFaaiQE07Q5iYCcoEQx7nUkybghGktmYBwE7d9QgtxYcEjLMRFLvuLAHFB2xYFcWrAZUOUcscsAhz53pRlk22RNgES0pKXhLcQ6unpweHDh/Hoo4/iAx/4gPn7Rx99FDfeeGPH3+/btw/Hjh2z/e53f/d3cfHiRXzlK1/Bjh07uM4vaM1bVuBNVVUoipKJNCNN0zJRjqqqKt58802cOnUK8/Pz6O3txdjYGA4dOoSRkREmSL7x5zvTTzULPEmQW9emAzkfeCHi3beNKHzrAw+QFAhuVnm6cYLXx8XZu00x7Bfi1KWIIfaJYvmK8wM52rVVXhDHvFbLA+JotsvSH468vqillFEabxvaxhrUAIhLC8CRsBIJKm0FXZvJfRWfJLyF1O23346bbroJV199Na655ho8+OCDOH36ND760Y8CAG6++WZs27YNX/rSl9DX14eDBw/anl8oFACg4/c8VCwWfdMmswAZAEw7PguwqWkaVldXk55Gh5xx/vV6HbOzs5icnHSN86eVG7g5lSqQW7OAXK8EOaANclwhLiS8EPF04+hbH/ApdQ0Lbk6ZblyOw/sQoXcbkYgSR7f3gqoUkWKXerlxPEIxeKw3c9XGPmddlxrFhXNz1mgDTXi7cGkAOJk02amgpEmp+CSPzJD60Ic+hNnZWdxxxx04d+4cDh48iIcffhg7d+4EAJw+fTqxUr9SqYQXXnjB9bEslU0C2Zlvmuap6zoWFhYwMzODarWKZrOJUqmE7du34/Tp09izZw/Gxsa4jBUG2tykOaL+Y4U5ZzmQBDmbuLlxlPBCxAJyPBIl2cZnnIARoaTS4/m04h0CEvRehII4HiEr5PTM+aOl6O1NRonFD9qm/ReM2/OAuKBSSCIaiOs2gJPw1ikJb+mRPDIj6NZbb8Wtt7o3izx69Kjvc//yL/+S/4Q25LfmjZRNeoWrpE1pgiI/Jb3mzRnnn8vlUKlUOuL833jjDW7zpAU3N8XiyoWJV08byBlGIi6lGe4RsfUAAGZoc1PYskpRbQDCghwPaHMqcsAJr75kltMuTYlj1PfCE+I4HU5OIGKFUzdHkkTh00Kcp8tpgAt0Kgab4xg1lTJqGWWaAU62CegUWfPmpSxcY3aLJLx1gYrFom9gCRBcq5wWZQXekmgVQBPnr2kaU5NuIp7g5pQQkKOJWE8a5DZAIO5yU89wjzAgJwDcbHPwgai4+rd5gaQIcHMq0I3jVGbXMW7EEkeW98Ici2f8v8spjwBFVIgL1Uzc8lUQ5nWEKk0l+5Tiephn3zSRLlyYdXBJAVyr1ZLOm0ONRgM9PW6NPKXiljwyu0B+gSWapkFRlMzY3VmBtzicNx5x/qzzFAltbiLgwgQtHHgiVpDzgQDRIBc64MMN5ASDW8cc6hEdKT9RTN0+PtvwUcfvcOM4uW2B4wZAHLfegfp6o2zzfyn3bxgoCgtxtGv//Nw4qm2GhDjRja6TdOFaG7zgB3G8AU6WTXYqCN6k8xaf5JHZBfKDN0VRMgNEQDaaXwPi+rw1m03Mz8+jWq1idnaWOc7fq89bGH3g574GJBQ0QrVGThBLCAW5CADEE+RYLrrtvduYpkElhWV9GienqqMReUzjr4/NHrBCW+IItEGOC7h5wEwcrQ38II5HaIsV4ri0S/CAONHQZpuChwunBHwVqs1wB4vmka3W7F3/b5ALxxPgJLx1qtFocAs9k2KTPDK7QCRt0mtdW5baBWQFNHk6b2tra2Y55Pz8PPr6+lCpVLjE+dPM8wM/9zXz36mJ2w8Cl5hMIK4gx+BcsYAcN7cE7QupOCCOqXcbIKzEMPQ+4OyW0QTe8Hjvyf5mdj/DlCOGgDhWMLLBj4BwE21jftzKQo32tuNWR6PwkHMgSapBENfKuwNcbs3+/9rq+sDN/s5zHy+Ak/DWKdkqID2SR2YXqFQqoV6vY2VlxfWuSJbaBWSlfxqBIpogGGec/9LSEkZGRjA2NsY1zp/MM8qaNyu4OZVKkMsnNw9qkONcbhgF5HiCm30O7X+LALkw8/Z14wSBm3389r879oHg8QnI+UEcj/de0dsbYUrHjAgeXq0NeAFMFsJNrNuwinvbAouCXD1j43QTBeLCABzg7cIBQKtPhbaqI1frHNgN6GjUbDbR29vLZVvdoqwsv9kMkvDWBSI95BYWFjzhLQtuFrA+11qtlvQ0AkXuyIVd1KzrOubn501gs8b5l8tlYYuAVVUNDcN+4Nax3bSAXCNjICc84MN9zaAoaHOfQ/vfPECOZu78erfRPc/mxsUAjua4Hm4cb3CzKlI6Jo9yxAa/tgZAcuEmUSDODdrMMSP0dguSooPqeDXU+Fw48/ENgHMqV9Pxnz/8NTz2Pz4WbkIeajabGBgYYNpGtykobVIqPsl3oQukaRpGR0cxPz+Pbdu2dTyez+cz4WYB2QFNEiHsB29h4/xFzzOomXgUaHOTBDm7PEEuxoAPqxunJ7gvqFoPbIhLiR9DLz0uveMs5V40IMu0NrFhAAZ7eaMXtLnJ143j2Pybta0BwDfcJOz2rAoDcX7Q1jE+JcR59piLeOyJcuFoAA4AM8DJtMlOycCS9EgemV2ioHYBWQAiIDtzVVUViqJ0rCdzxvkPDQ0FxvmLVFDZJCu4OSVBzi4CckzNr1nn0EgA5FxAlYBcGIgT4RRGATkRbQiirA/k8vo3thG5b5x1HhHAzSobxPEqbeTV1oBiPiLDTdwgLgq0dcwnBMSFmnMMEBfGhQsqoxQFcHLNm12GYfjuEwlu8UoemV0iElripnw+j7W1NdfH0qaspE0CbdBcWFgwgY0mzl+kvAJLeEObmyTItaVaY+a7HeQCHMYgNy6OEk9h5YWsa+MEzyHsOjVaaOsYz3rc5+iO+7D7wy0Rs2NbKQ43MefPabtOiKN+7QpiKaVkceFEAJyEN7tI9ZZc85YOySOzS1QqlXydt+Xl5ZhnRKcsOG8kzl/XdTz99NNQFAXlcpk6zl+k3FoFxAFuHfOQIGeqq0EuYmmoFeSS2hcE5GjhwhTV2rz2v5l7x0WYg58bxwXcXDZBLs6j7GdakHW6cVyTGQ3Hf3l8dAyXf/P4OOiWzbBsj9KFI43so7QzUF2+/sn7GCfANZvNWJY2ZEXNZhOKonjuE+m8xav0XGVKMcnPecta2mQa4c0tzl9VVUxNTWFqaiq1Jy6r8/a/3XAvgPa1ht6TzBeTBLm20gRy5EKZqocch/V8ie4Lg628kEtjeIreZjzmYHXjRIGbbTyLw+IFcrzcV7W5Ph8uASdecyKnEZpTiN/rtD4W9ePgxjA8oNAD4lSfBttAtIbdBNSsEGf9N3ESc6tGh3MfBHD/9H/eFrr1jnTe7CJJk2m91tlskkdml8jPectanzfaCH6eChPn/+///u/o6+tL9cmMrHkj4GaVWm9/k0qQ29wgZ+sf5pFY6SkBQSxkXwjfD17rqMKCnIAST69YfJFzcDY+pwoBoZiHmxvHrWzWsh0rNFCBXJg5RYG4qK8xDHiFdRdZoJA8jQTHRIT9qBDn5sIRNfsU5FY7S7D9AO6dN92He37reoyPj2NsbMy3BFDCm11BbQLSfB3UjZJHZpeoVCqhWq26PpaFUkQicrIMagYpQlHj/LOwXzVNw92f+7fAv0sTyCUJccDmAjm/C+VQ/eMEJ2gK3Q8RSww7IC6GtXmBbhwncOsYN2IICOs81KYBxeBQuhpiLpHaANC8Lis3OD82vNYzWncTS0loSDfOq+zUUJWNx8VAnJsLZ5UV4Kwl2FAUtHoVV4i7/e7H8YVb34pjx46Z69PHx8dtbQF0XYdhGBLeLJJtAtIl+U50iUqlEk6ePOn6WJZaBZB66rjgzS/Ov1gs+pZYeIWBpEVublsYJQ1yVjdufQ7JO3KJJlYKAphI/cPcQC7G1gcA5/1A4xJZ3TgekBFp7Pa/TZBj3P1h3v/AEBBOhwCZS5iSSl9FmI8vxPE6tMnHhvfhYqwDFbcG3S4QF2WdYBwQ5wdwAGwuHLABc4qC3Eqro3H37x15Cn//9VswPT2N6elpnDhxAoODg6YjR0BOwkpb0nlLl+SR2SUKahXQarWg63roeu+kpCiKcEeLV5x/muGNFtycShrk1ueQfGllGtw4gBo5VZIAACAASURBVF85IVP/MCvIMfYQiyoyb+r+cazAs/HSzSbgCaxTNFsOMNzbonn/O9w4Qa5fe7wIAScMc+koqeR4T8IJQDzW3lm3ybNBt3PbNGKBOJ4unO33AxpyK+sbt0Lcz97ydTz2Pz6GnTt3otlsYmZmBtPT03jqqafMv5mZmUG5XJYQh2B4k4pX8ojsEpVKJd9WAcC6m+XXYDEt4t0uwDAMLC4u2uL8S6USc5x/Gtsa8II2N0mQW1fSIKcYjhIhhAcY3jH8LE2wo8pr7qH7x3ECN9vYFjcwDpCzrU20uHFhQY7H+29zARmuIMK3AAhw43i5f7phvseszqoXBNGuvQuCKuu+jNykW4CBHhXiFB2m6+cFZ6QPnh/EeblwBOBytfaObParZgplLpfD5OQkJicnoes6zp49ixdeeAEnTpzA6uoqyuWy6col3f4nKQVVQ0nnLV5JeOsS+TlvpKF0luCN1XlrNpuYm5szyyEBcI/z1zQtVeWoIsHNKQly64ob5IIABvCGGNH900SCXJi5++4DAeDWMb5AkAt6/WFAjmfjb6LIa+MY52Fz4zhCm+84kbYV4W9DrL2jaigewo2Lo5ci0IY4wL8Rt1VecNbRuFzxLmV2c+GsDhwAG8jZxlFVDA4OoqenB9dffz2Wl5cxPT2Ns2fP4vjx4xgZGTHXyUWp1Mm6Go0Gent7k56G1IYkvHWJ/Jw3RVEylThJ2y7ALc6/Uqng0KFDGB0d5X6S1TQNq6urXLdJo1/4qS+v/yOfFERJkAPEglyk9WkuTlRcF2vmHDYuqlghjnbe5j5gLS+lLCPjWVYZdR8QkLNCnAhwsypMg2ye8+C1/jDIGYqyBo/2WHGDOB596dwgLq7zgNt+NVTyWLhtBJVJAu0QIbVhdMBhGIADgBt+/it45H9+3P53G0mTiqJgaGgIQ0ND2LNnD9bW1lCtVlGtVnHq1Cnk83kT5EqlUuqXpbCo0WhgaGgo6WlIbUjCW5eoVCphcXERrVbLtYlilnq9hXXe3OL8R0dHUalUzDh/kUrDmjcT3AAojfZcDAlyG3PIPsixAgyQfANsIDrI8bjQZHHDeFxAs7pxTGsTGzBDZSL3rbMq4hzc3DgR8f/t8aK7ZDT97LzG4dUAXGm1m1pbHSvm7VrnJ+g0EGV/ioY4IrVpuD43DMC1Wi3X6pze3l5s374d27dvR6vVwtzcHKanp3Hs2DG0Wi1UKpVQbQiyqKC0yc3iQKZFEt66RMVi0VzbVSqVOh7PQqw9kd9c/eL8K5VKrCfMJPepFdrcJEGOzCG7IMfzLnkamoFHATkRDkEUkOJ1QU49PheHynIh69XuIHAb9MOTC2ahDbJt4wVDHI8m5GQcroDlSG4l82Qaw+2luqRK0op1X8YFceS5+RXdTMptDqwflFaIswJcmB5vmqZhbGwMY2NjOHDgAC5cuIDp6Wm8+uqrvm0IsioZWJIuSXjrEg0ODiKfz2NhYcEV3rLULsAJRY1Gw4S1ubm5SHH+IpWU8xYEbk5JkCNzyA7IiSxvSjPIxVXW5QVSIqDNb3w3iGPeBz4tHOJsPm42cg5ZUslrLl6ljjzADbC8rpZlHI2hdNPn/aKCuDAvkxLieO1D21QEQZwT4BoD6wPlVzbav/SoHS4cAbioDboVRcHo6ChGR0exd+9e1Gq1jjYEY2NjGB8fR6FQyKRLJVsFpEsS3rpEiqKgWCx6rnvLmvO2urqK06dPd8T579q1KzWLhOOGt6jQ5iYJcmQO6QW5ONenpQnk4u6dZo5fT258K0QylTYSRei9J7L5uNcxHHZtHK95mM2/OZ1mPF8XBcj5QVvH31qgyRPkaPaX9TkemxUBbK5TcUBcEMyRv3eDOEP1duEaAyryK7rZ8sQN4O77o/cwhZr19/dj586drm0IFEUxQS5LbQj80ibTcD222ZSNo0YqlILaBaTZebPG+Z87dw6NRgPNZhMTExNMcf4iFWerAB7g5pQEOTKHlIAciSlPaA6JgpwzhCLO/nEbwyY2/sYcmPc/ZdN0lSM8R7nx4JtUyStJkry3ltM0DchFel0bIOcFcVGgzfX5TjeO93pCJT5gA7whzVDDuXFuTpz1ecbG+6Ct6ubn2urCaXUdRk6BYnFsb/v0w/jKF28I/yJ85GxDsLCwYDpyWWlDYBhGYKsAqXgl4a2LVCgUfBt1r62txTwjf3nF+VcqFaytreHKK69MeIb+ok3FjCIR0OYmCXJkDgmBnOViIw0wGRvIeTkZcYFU0uN7zCFSM3ZGGAA2egc6HIq4AmZsbpxghwxog1yYsZjaGjggjhXanLKWbfJaf6cYBtcm5a5jRChNjlJSab0J4ObGtfrWN6atrm9MzyumCwcARk5B/mITzf71A+Pjn30Ej/zP/eEnG0KqqqJUKqFUKuHyyy/PTBsCcuNfOm/pkYS3LlKQ87a8vBzzjDq1urqK2dlZc/1af39/R5z/+fPncfbs2aSnGihSNmkYhpCT1y9e+0dAT/wfUQlyZA4xQFTARUmaQI47xIW8SBQGUhkYPxCiWV0cn6eHbffAM0mSpm8c7Vz83DiuYUEWR0dUeAtrwAlvsLSJw6Z5rotzQpzVhWsM52wA59ZGgJecbQjq9Tqmp6dT2Yag0WhAUZSuboWQNUl46yKVy2Vf5y2Jskm/OP+9e/e6pjBlZX0eacmg67prewZa/eK1f2T+W6m394MhQa67QC5iOAaZQ9IQtz6H+KLnbXPgAVIcxmeGOIo52PY/h+qlsIDilxIqqn9cpLVxHOZideNEtjUI05g7yvY6th9mbRz524SAjfSdo9nPhuXUR1tSSeSEuFZegdYwTIADgGa/JhTgrOrp6QnVhqBSqaCnp0f4fKwiYSXSYUuPJLx1kQqFQioCS1jj/LMCb2ShsVdvPRpZwc0pCXLpAjkmiGJINUyTG7c+B85JeGHnQANSnManhkhOYSBaff3fLcprOOregbzDZcK4jwFunAjnD2B0yQLmpFhcv8BxKF+flxsnDNoibpa1ebihro8ZCuI29jE5fq37xApx5s2J4fWDjbhwcQEcUdraEMikyfRJwlsXqVwu4+WXX3Z9THRgCc84/6zAm6qqUBQFzWaT+U6YH7S5SYJc8iBHBVGco+gzBXKCrhnjjL9Pcny3C1wCcUA4kOPllDE7oDTOo4sbF4dLBkQAOYr5eLpxvEJbiBsn4vqa0xxDuXEej0Vx46zOsXONp96jwFAVE+KcLlzcAEeUhjYEMqwkfZLw1kUqFou+ZZO8gWhlZQUzMzOoVqu4cOECtzh/kuIoai0ZT/FoFxAV3JySIJcRkBPcQyy1IBdfcJ07VCQ9Poc5hIGUIJATVuIYFeQ4zEOz3IekXR8HIPRcAssdeTiqG2PwbG1AtgfANkeD9fQgyryzQhxDWWUYN46AnBXiFN3ovAG1AXC5Wgvvefc9ePgfbo8+MY5Kog2BdN7SJwlvXaRSqYS5uTnXx/L5PFqtFnRdp150ao3zn5mZwerqKorFIiYnJ3HFFVdwi7m1liOmvQcKC7yxQpubJMilEORiavzsO4cEpNYNM1AjiTmoDcO8cI2anMhzfNaxaaDLWlYpCtrc5FvKystJcmyHKuSEthTR6cZxhBjr62JtbeDcXsdj1ij9sB9N0SmUzu1bD6GoJZkc3DgrxLVKefTNpa/VUlxtCILgTSp+pfvKWCqSgpw3AJFL/Lzi/C+55BIUi0UhcEXWjzWbzdTDG62jKQLcnJIg1wa5pNfHAYCeSwqiEgI5y9qauMNWnBeCYZMTRczBL/AjzPNZZHXjqENOaEocnW4cp7V+vmOGDTnhte6RQCPjqSXwdUVobRBmex1/v3F68IQ4QdAWaZ7kY5OAG0cgbnUD4NLgvrlJZBuCRqPhey0mnbf4le4rY6lI8msVoGkaVFUNBW+rq6umuzY/P+8a5y9SiqLE0kONh6I6b3FAm5s2O8gl7cYBgNrcJCDnE4gQx/hh4u8BcSDHY3yeUfVEqrXUMAzIiQh3oQg6odkXrm6cKOePwSXj1dog6rZc5+J04wQcg8zHNSc3Tg34yrYep2rDAJR1iFuZ7EGuZqQW4Ijc2hBUq1VMT09TtSFoNBqpbSC+WSXhrYvk57wB3u0C/OL8L7vssljSjNzm2m3w9sG33dmxZjwJkJEgJ0EOEARSEZLsRIwf5eJQBMixji8C2txEQM4T4kSFuzSjpVWy7g+1iXbpLmNCZpi5hHXJmF+XiNYGgPm+28pDOXw0hRzXDCBnfX8CQW7js0luQjT7FDT7evCTv/KnOPoX/y3awAmpp6cH27Ztw7Zt26jaEAQFlkjnLX5JeOsilUol1Go1rK6uut4lsQKRW5x/uVzGjh07UC6XE69vzgq8kXAVP33wbXd6PpY0yEiQSw/IJQVxAIeyRsb4cVaQY704ZAU5XuNzi+APqQ43Li54tDSudnvN/FIkLaW7AWP6Kep8vFwy3hCj8oKsEOvjom4/rhsR64NZ/i0I5KzrONWGARjAT/6XPwUAHP3LbEAcQNeGQK55S58kvHWRisUiAGBhYQGTk5Mdj2uahmq1ijfeeIM5zl+0sgJvQeWdfuDmVNIgQ0AuCYgDkn/9iYKcYUBt2K8c9ET2AQVEce4bFXUOvC8So4Icz/FZAIN5bFsT8PjGdrpxfAJW/DcS1gHkMRe1BRMomHrHBUh0CEnY7ccKba4TsPw7JpAjEAdkC+Tc2hCQ8kprG4LV1dXU5w9sNikG/Rdv0h9RKRcNDw/je9/7Hvbv3w/AHue/uLiI3t5ebN26FZVKhSnOX7SeeeYZVCoVbNu2Lemp+OrEiRPQNA2XXnqp7fdRoC1ISYV9mOMnBHPm+Am/fqEgF/L8mwTI2cb3gihRDX9DjB/nRaIXxMU1B6Eg5/MexglxVjhgGpfymLTuYxGliLZfxfRxjiOExFBTAGxB4lSmGvh3lhs/uZqOf/rmr7MNnKCsbQjeeOMN5HI5TExMuLYh6O3tTXCmXaHIJzyJ0l2mUqmE73//+7jvvvvw2GOP4fOf/zwuu+wyTE5OoqenB0NDQ9i9e3fS0wxUVgNLeEIbUdKOlCytFOTIRVkfZtkHqXDkYoI2r/Hjvlh0unFxjx91rVhoBTlUrM24Q8qZBEg1Lmvp7sY+NjROr9OvFJGmATiFYgkhsb536bwXzOTGAXSOXBNqJssqiaxtCM6fP499+/ZhaWmpow3B+Pi4hLcEJOGtC3Tx4kU88sgj+Pa3v43z58/jC1/4Aq6//nr8zu/8Dn7mZ34Gw8PDAIDl5eVMABGQnbLJXC6HtbU1AGLAzamkQUaWVnICOYYLTQJySblx2lp7H7SS6N9mATkjH//42lpyPfTMskrDgM7y2imOPxEgFya+3bd3HBHHmwlKq70tKpCLGtUfB8gZ/ENIvMYBkF6IAzrnxlBaCXjDnPV4/Yn/4z7zOM4ayOm6Dl3XUalUsH37dhPiyBKcM2fO4Kd+6qeSnuamk4S3jOqNN97At771LXz729/GY489hksuuQTvfe97ccUVV+CWW27BTTfd1PGcXC6H1dXVBGYbXVmBN03T8Plf+RaAb8U+dpIgk7QbB2QU5DheZMbtxikuc9csIJUEyCmNGEFO73z9sffQswZwWF57JJDjcAyGAqoAhQE3tzFt4wp2gCOBHI9edi0yFvu21jfkMQ7N+jjacdMMcgA3Vy5samXW1seR6zBrYAlpQ5CFKq5ulYQ3Bh05cgR33303zp07hyuuuAL33nsvrr/+ete/feihh/BXf/VXeO655wAAhw8fxp133om3ve1tVGN/4xvfwHe+8x28733vw1e/+lXs3bsXAPDSSy9hcXHR9Tn5fB5LS0tU48Utq6OVZv3m+/6i85f5zVVaKEEuJMgJvNAUDXJu4OZUV4OcC7g5JbwRuV//vDAgJ+D4o3HjokJb4LgxnXJ8QY7zrmV24yiCSIS7cUBXgtwP/vtttv9/70/eheaQPZmxMdh+E5v97R1tBbn8io5H/+/0rZFrNBpQVRWa5n4gpinobjNJwhulvvnNb+ITn/gEjhw5gmuvvRYPPPAA3v3ud+P48eOYmprq+PujR4/il37pl/COd7wDfX19uOuuu3DDDTfg+eefpwrl+OQnP4lPfvKTHb/3a9SdFTcLSP9cP/i/3OH9YMMy7wRBbjOujwOSff2AC8jFvT6MI8iFgTY3EZBLAuKANshxgbgQ4GYVdzcu4ntAQM4GcTEcg2FAjge4dYxrOd3GDXKGKp5GIoMc5Vst2o1TDNjmJgwWeYm8tRtzdkKal/7u6Kc6AC6/3IJiJsmuH6TWdbONARWNATWVrlxQm4C0ht51u2TaJKXe/va3461vfSvuv/9+83f79+/H+9//fnzpS18KfH6r1UKxWMSf/umf4uabb+Y2r0996lNYWFjAl7/85Y7HZmZm8Morr+Dtb387t/FE6fz583jjjTfw1re+NempdMgX3PyUAMgRJZ3YmGhipWEknpgJRCxtEzJ+tGOAFty8FDfIOUNFIoNURGgL3BzN6+f0HsTddsA2dl4RAm2+Ywr+uLsF1ui8gk5CqgPkBF2RsUJWmHCfNILcD+4PB2tecnPgFEsrkPpoLtS+SdqNq1arOHHiBK677jrXxzVNk20E2CXTJuNQvV7Hk08+ic985jO2399www144oknQm1jZWUFjUYDpVKJ69xKpRJee+0118fS7mZZlca5UkMbUYKOXNJlhYk4cpYL3zQ4gtRrlLiNH96R4w1uQHxllV4XRJEcMc7gFnl83r3zEuwfp9Xjb0Au0o3zPL4sZZVxgJy5Pk7wqYTWkYuSyCp8DV4IEVg7duwY+vv7mbdHHDi11kB9bL3ZtZFTTIDrWVw/SIMg7qc/+NVEAa7RaPjCmXTekpGENwrNzMyg1WphYmLC9vuJiQmcP38+1DY+85nPYNu2bXjnO9/JdW6lUgkLCwuuj+XzeTQaDa7jiVLaWgUwg5tTEuTWxxcFUj4Xv2kCuaTcOC+QEwFtbhIFcmEvGD1BSgC0RRofEF7iGBfIOd+LpABSbcJ0pXTv6q9ARYGROECOzMdaVulMQuQ+ZgjIYm2jESfIublrzWaTq5Ok9+fRU11xBTigDXEA0BhxH/enP/hVAMm4cEFlk1LJSMIbg5x3HAzDCHUX4q677sJf//Vf4+jRo+jr6+M6p2Kx6LvmjcS+pn2RaVqcN+7Q5iYJcuvj8wCpiBe+SYNc0m7c+hwsx0Augeh9TiBHe9FoBo0kVFpoCzqJe32koP5xQe9FbCDnBEjLvcsoIMcCJATkeEGc31zUhEBOVBCJCJALKodsNpue4RxRRdw3AOiprgCACXFuyl9omueAxmjnAZoExDWbTQlvKVS6r+BTqkqlAk3TOly26enpDjfOqT/+4z/GnXfeiUceeQRvectbuM/Nz3kjd5PSAEVByuVyaLVaYFiTyaxYwM2pRrP9E7OURsv8SUJKvWn+UInxWGEen1FqQzd/kpLS1KE0kxtfq+vmT1gpBvvdfmAdKKw/cUut61Abhi34I7axmwa0hmFrRk4jmvdCyD53hGO4jtuww5ybeB1bwDrEkR9aRXP/2j+iRPaPord/hI2ls43zg/tvC7WOjbfz9ndHPwW9vw0/PdUVGH43LDYMgPxiw/xxikBcHJKBJemUdN4o1NPTg8OHD+PRRx/FBz7wAfP3jz76KG688UbP59199934wz/8Q3z3u9/F1VdfLWRufs6bpmlQVRWNRgM9PT1CxuelXC4HwzDQarViXwz7wQO/2/nL3gT2l3Tk1scPcsQEAP5md+SsAJeEGweES6zkdWHtJlGuVKixBTTE9pN1P1oBrhVhbF4ADTDu86jw6OLGiTyugOhllazzEeHIec0prrLHMOPQhI6IuOawrn8D2i5co+ixtk5RbN9rVoAjjlxcLlyj0eCyBlCKryS8Uer222/HTTfdhKuvvhrXXHMNHnzwQZw+fRof/ehHAQA333wztm3bZiZP3nXXXfi93/s9fOMb38CuXbtM1440O+Ql0irAqzQyLeWIQSInzzjhzRXaiNbq7X8nCXKbrIccEABSMTizEuSSBTm3skrRF9dWJRn2AYgFuaD9GAbkRLwXVPucBzxaQM6I6aPuB3JC9i0jyKUxiMTaq441JZK380bkBDgAyM/XvAHOQ04n7j3v+jIe/u5vcpmjmxqNBoaHhz0fl85bMpLwRqkPfehDmJ2dxR133IFz587h4MGDePjhh7Fz504AwOnTp23wdOTIEdTrdfzCL/yCbTu///u/jz/4gz/gNq9isQhd13Hx4kWMjo52PJ6V0BJFUczQkt7eXuHj+YKbU0mCXEp6yAHJglxSrQ9SAXIbwOrZDFyg0gRyiSR2pgTkeEBcVDAgIGeFuDggOtQ+FzAPxXKqjRvk4ugftz5e+99BIMcriEQUxD3+ABu0EYmCNyAiwDncNz+JBDgZWJJOSXhj0K233opbb73V9bGjR4/a/t8rvp+3RkZGoGka5ufnXeEtK84bEE/iZCRoc5MEOQDxw5RzXV7qHEFRsnyZdzQDj1lJg1zSjmRiIGcAat0ydk+0sVkvwq1uXNwA27HPY3JgCcjFAnFGuwm4+asYWg94gRxvQHeuV2OFOV7QBqyHzvEMLHHT3x39FG58+xdtv8vP16CsNVCfHLH/cQSAEyW55i2dkoElXSZFUVAsFruiXYBo0GQGN6fW6u2fuJVg0AmQgrCTpMcXHXZiGL5f4mq9Zf4kIRJ0klTYSdJhL7EEnXiEcKh1w/wJEu8L8UQDXhrxj6s02z/c5ROyorSMDqATqTjCTohoQ0gef+A2ruAGrC/TACB8qca3fvjZjt8ZvXn0nL+AnvMX7A+EhKP3vOvLPKbWIb+0SQluyUk6b12ooHYBWXHeRM2VO7S5STpyABJyxJIeP+H2B9KRS4cjx9WVCt2/zt2RS015Iw+lpH+c0mzvV5b+cVHcQyvAxeHGAfH2XQvjyvEGNqvI9UYc6+y/9cPPdjhwRATgTCcupAMnonxSlk2mUxLeulBBzttmhbcP7v30+j/iPhFJkAOQLMglvUaOCuI4lMskCXKKDih+zahFywhohi1YatOwNIemvNBm6S+2AXJGDGmVHWOLAqqU9I/raEBO2T+O5f0lIBcXxAHxghwZz1DFAptVrVYLqqrG1gfXCXBGbx7KWvtgskFcAgCn6zparZZ03lIoWTbZhQpy3jZj2aQJbgDQaLR/4pYsrUyktDFzZZUC1jnEWVbpVgKl1nUbTAmVa3lhzONb5kD6t0Xq4cbpEFAahu0nbnHpXReib1vHuIJKOgMbkDdC9JCjeD2e89koqYy7tDKO3m7ff4h/aaSfRIaVeMmthNIps5wy5hJKcq0onbf0ScJbF4q0C3BT1somSQ06rT6499N2cHNKglz8Y0OCnCfIBaxt4yGR6+PCXMwRiBICUmGaM4scn8zBb/wgkON4Ye+mWCGOFWAd26AVD5CjakDuBDnB7y2ArgG5z/7CpXjyySdx5swZrK2t8duwj5KAN8AOcEavNyh1rIfzEQ+AazQasTqRUuElyya7UDKwZF2+0OYm636RpZWxKcnSxsTLOq3r4xIYn2dZJc2FG9eyRoprVe5llZEv7h093GI0xqwAx720MgTAEnmWlAraF1FLK3mtF7SVVsZ0ms3iGrnvP7TutC0vL+PNN9/E2bNncfz4cYyOjmJiYgLj4+MYHBzkNFu7koK3KOp58yLQbJ+369sKwsaSSZPpVbqPUikqlctlvP76666PZcl50zQN9Xp0VyoytLlJglzsIJc4SG3y8WlBjtfddmqQ4nVxzQJyXBpEJxfBzxXkMgSwQSAnKuhFtZxmJciti0Ab0eDgIPbs2YM9e/ZgdXUV1WoVb775Jk6ePInBwUGMj49jYmICIyMj3CBCdJsAP1nXvznXvvmp52z7Rr0T5FjXv/klTUolKwlvXahisYhnnnnG9bFudt64QJubyP5K4iRGQC5uiAMkyG3i8cOCnKj1LqFBStTFdRSQEzAHIYmVIUUNchkHWOs+jyOdsz1u+9+bBeSANsx996v/FaqqmiV6iqJ0lOn19fVhx44d2LFjB5rNpglyP/rRj5DP502QKxaLTCV+rVYrUectNMDlNJv7RuQGciwAJ5239ErCWxeqm9a8hZ2rMHCzarO6cYAEuU08vhvIiQwp6BzfBaTivLj2Arluit/3UGiQEwiwQLyvPdkm5GTc+MZMAuQA4P/77x+FruvQdd1sjg2sA4GmaZ4gl8vlsGXLFmzZsgW6rmN2dhbT09N49tln0Wq1MD4+jvHxcVQqlcggloaySb8WAlFkBTlayTYB6ZWEty5UqVTyXfNG4l+TKg8IqzDw9os7bzf/rfTEeJKRILcuCXKbanwryBm5JMZPuIfbxvhJ9o8DkgU5G8TFBNFxvHY3ty2pfZ6EGwfEA3LfvueXzTVr1jAMAnG6rttATlVVaJrmCnKqqmJsbAxjY2M4cOAAFhcXzdLKZ599FuVy2Vwn19MT/F2ZBngD2gAXpXzST+8/+Hv4f5/7QuTnNRoN3/0hnbfklPxRKsVdQa0CgGRru8MqCN6s4AYARn39JBcrxAES5IgkyG2u8ZsJg1yCzbjT0ggcSG59nGIw9K9jkIiS0jBlkpsZ5AB2mPu//uB9mJ6exg9/+EP09fVhfHwcY2NjGB0dtYGZpmnQ9Y2bJBs3mlutFhRFsblyTpBTFAWFQgGFQgGXX345lpaWMD09jTNnzuD5559HoVAwyysHBgZc55gWeANCOHAepZM8JZ239CodR6kUV/k5b+QuVrPZRG9vb8wziyavVgH/P3tnHt9Une/9T7rS0jZp9rSltOybIotTlEVxBHEBCoWmi454584MzuM8js48Oo7ow4wiOtxxmHufweV6Z3AmAVJaWhZBGMWCbKMiKPsOCmTtlqZJs57nj3J+pG2Spm2SkzS/9+s1r8E0sZpEaQAAIABJREFUp99zWkjyPt/f7/PtKm1dYSUOoCIXUViRi+Nh4HFb/9aHCC4kDrgtU5yIVJyJnLfoBJUaGSZCcd193dsWbyIH9K8rt/f95QCAnJwcuN1umEwmGI1GHDt2DAkJCUTkhEJhJzHz7sqx/2MHaXt35Xztc8vIyEBGRgYJPDEYDKQrl5GRQUQuMzOTdJBcLldQHbpIwQocV903p9PpV3QB2nnjEipvA5Ds7GxYLBY4HA6fL0SxMqiblUyGYcDj8XqUNl9QkUNcJVYCUSAyUVKfduOoyIWaQLITSyIXykASKnL+r5mVNm8SExMhk8kgk8ng8XjQ1NQEo9GI06dPw+12QywWQyqVQiQSkS5Y1+WV3v9zuVykI8euJvIVeJKfn4/8/Hw4nU4YjUbSBUxOTiZLK6Op88ay9V8vo/iulb6/GObuG02bjF6i628pJSRkZ2cDAJqbmyGVSrt9PVZCS5KSksga+LJh/6ff34+KHCIrch4G8L5jGGD4aLiIFpHioj7n105Fjtv6IVxe2Pvh1NErcuFMkqQi13HNvqTNFwkJCRCJRBCJRBg9ejTMZjMMBgMuXbqEkydPQigUkq4ceyPal8ixgScul4t83V/gSXJyMnJyckgXsLGxEXq9Ht988w2cTiccDgfS0tIgFoujZmtJ3fGV/gUujNBlk9ELj2H6/EoWwbwvSm9JT0/H559/jlGjRnX72tdff03SmqIZj8cDZeGvw14n4iLnDZcvjOEUOU8PLw8ciJw3XMhMNNSOivocLa1k4UKkuKrP6/L+7u5D7VDKDhd75FgimaTYFS4CZm7XjlytT//n6ZB9r7a2NhgMBhiNRpjNZvD5fJIkmZaW1u353oEn7OfangJPvGEYBgcOHEB6ejra2trQ3t4OsVgMmUzWSR65xKfA9bLz1pulkwcOHMDo0aMhkUh8fj3at97EEL1+gaCdtwHKQBgXEAlxA2hHDkDoRK4naSO147cjx3lHjOv6tCMX9vpdpY0l0at2TyIXjg4Vlx05riLxAW7n9kWqKxdKcQM6hnQXFhaisLCQDOk2GAy4cOECGdItlUqRkZERdOCJd1fOV+AJAAwdOhQikYgEnly7dg0nT55EdnY2qRloH1g48dmBC+PSyUBpk3S/G7dQeRugCASCgPIWzXveliieIX/mRfhuFxU59F3kghW3brWjQORunTuTGp+JmVx146jIhb6+P3HrSiCRi8SQ6ngUOe9llQB3c+Q6aofme4Za2nzhPaTb6XTCZDLBYDDg6tWrSE1NhUQigVQqhUAg6CRyCQkJnUSO3SPHLqnsmlzJpnDzeDxkZmYiMzMTw4cPh81mg8FggMFgwLlz55CZmUkCT1h5jBT9XULZm+ASumwyeqHyNkAJ1HlLTk6Oys6bt7SxMI7bUkFFLkL0VuT6Km0+a3Mgcl7nz7N3/LuItMQB0dMN5KI+wLHIMYzPYeSRhK3f19rBSpsvvEXOk8SFxN7qTHGwrDIaOnJA7IlcJKTNF8nJyWTbB7tnzWAw4JtvvgEAInJCobBTEqW/wBNWvNiANF+dprS0NAwdOhRDhw4lgSd6vR5XrlxBSkoKEbns7GxuOlJh6L6xPx9/8kY7b9xC5W2AEmhcQFJSEmw2W4TPKDC+xK0rcS9yXNwBY0XOn8SFUty61Q6zyAU4d1bigPgTuaioHymR8yM8ERW5LufQl9r9EbeuJLi4Ezkuu3HAbZHjYn9cLIkcV+LWlcTERDKk2+PxoLm5GUajEWfPnoXT6YRYLIZEIoFYLCYS0jXwxOVyEQFku3ROpzPowJOGhgbo9XocO3YMAIjIiUSisAWeRCLAhF2dRTtv0QkNLBmgPPXUU5DL5fjtb3/b7WvXr19HQ0MDJk6cyMGZdSYYaeuJSIvc7bpxHHQSTmnrsX4Irr2P58+FyHWqz3XYCNf1QylyvXzvC4vE9eIcfNUPpbT1WJ+DjhypHUGR87VklNvAkegJO4kWaesJhmHInjWDwYC2tjYIhULSlUtJSUFzczN0Oh30ej2ZNccug/QOPGG7d8EEnjQ1NZF5cg6Hg4w9kEqlYZGgTgIX4uASi8WCw4cPY86cOT6/npiYGHVjFWIYGlhC6aCnzls0LJsMhbgB3HXkoqIbB3C7rJKTbmA/OnL9lE7OO3IOr/opHHUEbzVmmFSOOnIegOmPSPVReELajevDOXStH0lxAwZ+Ry7gDDtOu2Lcd+T++WFsSBtL1z1rVqsVer0e169fx9mzZ8Hj8cDj8SCRSHDnnXd2W+7onVzJflbqKbmSx+NBKBRCKBRi9OjRsFgs0Ov1JPCEHXvgLy2zL3TqwIV46STd7xbdUHkboAiFQty8edPn15KTkzkNLAmVtPmCilwc1QZ6J3Ih7hZGXOS6fFiPuMh5Ov8nz34r7CSSEnfrHHheItMrkQuR8PRL5EJwDt71GU5myA0sketNQEu8iVysiVtXLBYLdDoddDodHA4HpFIpUlNTYbVaYTAYYLFYyCy5rKysgMmVbHolK39dA09YvOVxxIgRsNls0Ov10Ov1OHv2LDIzM8lg8P4GnvR1CWVPwSWBkiYp3EN/MwOUaBwVEE5p8wUrcnG5Pw6IX5HrKnERWOIZVpEL4sN+2EXO4/9LrMQBYRS5QPWDEbkwdqmCFrkwnQPPK2yES5HjMugE6JvI9TdVcyCLXCxLG9tp0+l0sFqtEIvFGDlyZLfB2y6XiyRXHj16FElJSaQ7JhAIOolZMIEn3gEp3qSlpaGgoAAFBQVwOBwk8OTSpUsYNGgQWbLJpmX2FiJwIey+9dR5o4El3ELlbYCSnZ3td9kkF2mTJaKfdfrvSEpN3AedAPElct7duGQOlhaGUuT68IE/pCIXQJp81g6HyPXiHHyKXASXF/oVuQidA5cix2U3DuidyIVlht0AEblYlbb29nYYDAbodDqYzWaIRCIUFBRAIpH47SAlJSVBLpdDLpfD4/GQ4JITJ06AYRiyZ807fKRr4In3CAJ2DAG7vJJ9vjcpKSnIzc1Fbm4u3G43kcevv/4aPB6PiByblhksoQ4xocsmoxsqbwOUnjpvbPs/XGlILF2ljYUrqaEih/gSOafXTYpYErkQfdhnRa5PEtdLcetWu78i19/6XC8t9BY5DupTkbtVv4vIRWSGXYyKXKyJm8PhIMLW3NwMgUCAnJwc3HXXXUjp5ft7QkICxGIxxGIxGIZBS0sLDAYDzp8/D7vdDpFIRJZX+kuuZPfKsSLXU+BJYmIiZDIZZDIZPB4PCTw5deoUnE4nCVjxrhkIInBBdt8CLZ10uVy08xbFUHkboPQUWALcHkgZDvxJmy+oyMWTTFGRA3oQuTB0aXrVjeunNPms31uRC/E5cL60kONh4Oz1x9v+OOC2yDEcpTbGgsjtWb88Zj6Mu1wuGI1G6HQ6NDQ0ICsrCzKZDBMmTMCgQYNCUoPH40EgEEAgEGDkyJFoa2uDwWDAd999h9OnTyM7O5uIFVuzq8j1NvAkISEBIpEIIpEIY8aMQWtrK5kld+LECQiFQrJPLtB11h1fieIJr/T7Z0A7b9ENHRUwQLl06RLGjBmDhoYGny/K+/btw5QpU5CRkRHy2r0RN39wGcPP1eiBjtpxOn6A09ocx/+zIhfh9EDAh8iFQdwC1u8qcpGuz4HMeMOFyLFwfu2RFDkf/7a4v35uZcmTxMPbv54Bk8nUba9XtIkcu7xQp9PBZDIhPT0dcrkcMpkM6enpET0Xm80Go9EIg8GA5uZmZGRkkJ/d4MGDu/3sugaeALdFzvt/gWDDVfR6PZqbm5GVldVptEEgghE5X923b7/9FoMHD8bw4cN9HpOSkhJ1f09imF7/IKm8DVCamppI4qSvf9wHDx7E+PHjIRAIQlLP6XSiTB6eQBIqchGG67ttcSpy/Yq/D0V9jpPFOJ8hx+GHeS4lDogGkQlT/SA/33B//ZH/ELxb/fOO2l57vQwGAwAQGREKhT2KRbhgz0un08FgMCAlJYXsTwvHTee+4HA4yJ61hoYGEj4ikUjA5/N7FDmGYTotqfQXeNK1JityDQ0NSEtLIyLnq6Y3/kTOl7wdPXoUYrEYQ4cO9XkMlbeQQuWN0oHH40FSUhJOnjyJIUOGdPv6F198gcLCQkgkkj7XaG9vh9FohMlkwusPvtuf0w2aeBQ52o3jqj4VOc7qU5HjDO5FJkT1+/jZhvvrD+8HYlbafMEwDJqbm4nIuVyuTqEd4Y6OZwdds8KWkJAAmUwGuVxOYvyjFbfbjYaGBhgMBhiNRiQkJJCllf4k2DvwhIXdJxeMyHmnZRoMBiQmJhLxFolEAY/3Fjlf8nbkyBHk5+cjJyfH5/FU3kIKlTfKbYRCIbZv344777yz29e+/vprKBQKKBSKoL8fwzBoa2sjwmaxWPD/lmwK5Sn3CipyEYaKHCdQkePu+jn/IE9FrvcHhXD5MffXH9oPx4HErSsMw6C1tZWIgc1m8xna0V8YhoHZbIZOp4Ner4fH4yHCFo1LOIOBDR9hl1e63e4eJdiXyHkvq/S1T85XTb1e30m8ZTJZwMRNfxw4cACjR4/2eYOfx+P1OhCGEhAqb5TbDB8+HP/5n/+JWbNmdfvaiRMnIBAIfHblvGFTl1hhs9vtEAqFWDlzrc/n85K4+ZDNldTE5bJKgIocR1CRoyLHFZxffzAiF8Z9o9xff98lpjfS5g+LxULmk1ksFmRnZ5MuT2pqap++Hzs8m01WlMvlnC7VDAesnLIiZ7PZIBQKSVfOlwR5B56wn9F7Sq70VZNdXtnW1kbEu6fAE5bPPvsMkyZN8rm1hspbyOn1P26aNjmA6WlcgNM7+c8Lt9tN7hqZTCYAgEgkwogRIyAUCrFU+BO/NRlXx/eMtMTRxMp4So3keBg4h6mVQQ2kDmd9r/mQXIgcz9lx/VxIHE2sjI5h4IAPkYtA2A/319+31MpQiBsAZGRkICMjA4WFhSS0Q6fT4dy5cyRAQyqVBgwQsVqtpMNmtVohkUgwatSoTnPUBho8Hg98Ph98Ph8jRowgyZU3b97E2bNnwefzyc8uLS0NwO3ZcImJiUTg2BEELOzSSl8i513TOy3z5s2bOHPmDKkpk8kwePBgn+dN0yajGypvAxiBQBBwXID3C4HT6URDQwOMRiMaGxuRnJwMsViMCRMmgM/nIyEhAYv5/xZ0bVbiACpykalNRY5TkeNi9EAcixwrcQAVubgXucTIL6vj/vp7FrlQSZsv0tLSkJ+fj/z8fNjtdtJVunjxIgYPHkxkJCMjA3a7HXq9HjqdDq2trUENzx7IDB48GIWFhSgsLCS5AQaDARcuXOj2s+sqZl0DT9ih4N5dOV8dOe+adrudLIW9cOEC0tPTyQgCNvDE7XbD4/H4lbdYXMo60Ii/fzlxRKDOW3JyMsxmM65fvw6j0Yjm5mYMHjwYYrEYBQUF5IWDpTfi1pVoELlICw0rclwsq6Qix0VtjmfIRYnIcdmNA6jIxZXI3Sqb4PE/kDsScP777yJy4ZQ2X6SmpiIvLw95eXlwOp0k0v/KlSvg8XjweDzIzMxEXl4eZDIZ7eZ4MWjQIAwZMgRDhgwhPzuDwYBr164hJSWFLK1k9/6xYtZ1MDj7P/YzW6DAk9TUVFKTDTzR6/X46quvyNBwdqlkPMp1rED3vA1gnn76aaSnp2PlypUAOtZBW61WGI1G3LhxA3a7HQKBAGKxGBKJhLTsvemPtPVEvO2P66hN98jFV226P46z+nGcWAkM8D1yQcwD5ELkvOHi979L878iXpPF5XLBYDBAp9OhsbERmZmZyMjIgMvlQmNjI0lClEgkyM7OHlD72kKN2+0m4xuMRiMAdEqu9LXENBSBJ2xNnU4Hh8MBhUIBmUwGsVjcSeQSExOp2IUWGlhCuc3LL7+Mmzdvori4GLW1tRg6dCimTp0KoVCIlJQUmM1m/OAHP/B5bDilzRdU5CJdO15lKj5FDuBW5qjIUZELCX0c4j7QRY4rafM3PFsul3e6GcwmIbLL9RiG6VFGKB14PB60tLSQn53T6SThI2Kx2Gcn03uOXF8CTxobG3H8+HHk5eVBr9d3Shpl9zVSeQspVN4ogN1ux969e/H73/8eZ86cgdvtxsyZM7Fs2TLMnTsXiYmJaGhowIULFzBt2rRux0da3LzhSuKA+BS5uJU4ruvTjhx39anIRbwmz+vTgielj/X7KG7dvs0AE7lIi5vH40FDQwOJpO/t8Gw2wZqVEYfDQWL0u3Z4KJ1hGAYWi4X87Nra2khypUQi8Zki6S+5kh0K7kvk2P1w06dPBwBSU6/Xw2w2Y8KECRg2bFj4Lzh+oPIWr7S0tGDXrl2oq6vDzp07IRAIMGrUKNjtdtTW1naL8jWbzfjmm28wc+ZMn/+4yyTLubiMTlCRi3RdKnLc1KYix1l9KnJh/f68Hj4lBCVyIZI2n986hkUuktLma3g2K2yZmZl9DrDwJSPes+RoHH1g2G0wBoMBLS0tyMrKIh1NXymSXQNPgA6R6xp4cuPGDdy4ccPnyqz29nYkJycHTBWl9Boqb1yybt06rFmzBlqtFuPHj8fatWsxc+ZMv8+vqanBK6+8gkuXLmH48OFYtWoVFi1a1Ou6DQ0NyMnJwahRo1BcXIxFixZh0qRJ2Lp1K1auXInPP/+82zEWiwVffvklubMC3L4b4/2/hRlP9vp8wkE8ihxdVhlntYG4FTmuJQ6gIhdqketJ3LrV9yVyYRS3bqViSOQiIW5cDM+2Wq1E5MxmMwQCQa9mk8UzbOqn0WhEQ0MD0tPTiQRnZWX5/H1575NjGIYsqbx+/TpaWlowefJkn7WSk5PpnsXQQuWNKzQaDZ544gmsW7cO06dPx3vvvYcPPvgAp0+fRn5+frfnHz58GDNnzsRrr72GRYsWoba2Fq+++ioOHDiAoqKiXtf//vvvuw3c3rdvH5588kmcOHECQOf2udPpxJdffomMjAzIZDLIZDKkpKT4/AfJRss+M3ZFr88rHFCRi3TtOJUpKnLc1acdOY4K92NZ4y16K22+CGogdxiJVpGLhLS1traSaH+n0wmpVAq5XB7xkBHvGP2mpiZkZmYSkfM3m4zSAZsiyc7qDSYsxu12w2w2Q6vVwmAwQC6XY/jw4T6TK6m8hRwqb1xRVFSEyZMn45133iGPjR07FsXFxVi9enW35yuVSpjNZuzatYs8Nm/ePGRnZ2Pjxo0hOacTJ05gxowZuHr1aqcEIrbDxqZD6fV6tLa2QiKRQC6XQywWd3rhNJvN4PP5pB2fnp4e9x25eFxW2VE7TmWKihx39eNY5CIqcT7e0XsrcqEQt27nQEUOQHjFjR2erdPpYLPZyGeBaBme7XA4SKR9Y2Mj0tLSiMj1Z9lmPOCdImk0GuHxeMhnOZFIBLvdDp1OB61WC7vdToZ38/n8Tt/He0VWcnIyHfkQWqi8cYHD4UB6ejo2b97cadnjs88+i+PHj2Pfvn3djsnPz8dzzz2H5557jjz2pz/9CWvXrsW1a9dCcl7ffvstJk6ciGeeeQZlZWWYMGGC39kfFosF3333HfR6PRnenZWVhdzcXEgkkm575ryhIkdFLuLEq8jFcWIlwK3IDdhuXJDv5IFELhzS5vMc4lDkdm75RVi+b3t7e7fh2XK5POqHZ7tcLhKYYjKZkJycTEQuXMs5BwpsWIxWq4Ver4fz1mxUdg6fQqHoJuvsiq3W1lbs2rUL1dXVGDZsGP7yl79wcQkDlV7/pY3ef6ExhMlkgtvthkwm6/S4TCaDTqfzeYxOp+vV8/vCiBEj8Nprr+Hbb7/FnDlzMHz4cJSWlkKpVCIvLw8OhwO7d+/Grl27UFpaCo/HA7FYjIyMDNJ5u3z5Mtra2qBQKPze4dpq+ZD8mUuR42oYOJdDsdlh4B21IytydBg4F7XpMHBSP8IfMAfkMPBeSFeCw2sYuJfIRUrcACDB5XUOHIhcgjOyA8FDLW4Oh4MIW0tLC7Kzs5GXlwepVBoznZSkpCSy1YNNvjQYDPjmm2/A4/E6jSCgS/tu43K5YDQaodVq0djYCD6fD6FQSH6GZ8+exfbt29HU1ISlS5di5MiRcDqdqK+vh0ajwfbt26FQKFBWVoYnnniC68uJe6i8hZCuYsMwTMC7QL19fm9JT0/HihUd+9RaW1tRV1eHDz/8ECtXrkRBQQEMBgOSkpIwe/ZsDB06FEOHDu30Yse223U6Hb766iukpqZCoVBALpf7TRqKNpGLdDeOihwVucjVpiIHcNONi3mR66dweYscV/vzWJHjqhsXTpF7fcV0NDY24siRI2QZW1/3eXUdnp2VlQW5XI4777wz4IqaWCAhIYHE5Hs8HjQ3N8NgMOD06dNwu92dRhBEw/LPSMOKmVarhdFoJHP4xo4d22kO38iRI2Gz2aDVaqFWq/Hmm28iLy8PJpMJgwYNQnl5OT755BPcfffdVIijBCpvIYB9YejaNTMYDN26ayxyubxXz+8PjY2N2LFjB2pra3Ho0CEMHToUhYWFyMvLw5EjR+B0OnHs2LFugzUTEhIgFoshFovhdrvJXZvLly+TNwC5XO43zpcVuWiQOICKXORq3xJnLpZVUpGLO5HjshsHxKDIhbhTFpaOYC/w7sYBsd+RY7ttTqeT7Du/cuUK2eclk8mQkZER8EZv1+HZgwcPhkwm6/ahfSCRkJAAoVAIoVCI0aNHw2w2w2Aw4OLFizh58mSnEQSx0mXsCwzDoLm5maSEJiYmQi6X4wc/+AEyMzP9HnP9+nVcu3YNra2tEIvFGDNmDMxmM44dO4bdu3cjPT0dHo8HRUVFVOCiALrnLUQUFRVhypQpWLduHXls3LhxWLhwod/AktbWVuzcuZM89vDDD0MgEIQssATo2Ef3wgsvYOLEiWSMwLhx48gL/4ULF6BWq7Fhwwbo9XosXLgQSqUSs2bN8nunquvSC6FQCIVCEdRa+XjfHwfQxMqIw/UbNd0jx03tOA466ajf5QNWhN+xuR59AMTWHrlASyTZ9ECDwQCTyYSUlBQicmwMPNtl0el0MBqNSE1NhVwuJ7IXrzAMg7a2NjKCwGKxkMHWUqk05ruPLBaLBVqtFjqdDi6XCzKZDAqFwu8+QIZhoNfrUV1djaqqKpw4cQJz585FRUUFFixYQDq9bW1t2LNnD+rq6rB9+3YMGjQIp0+fhkAgiPQlDmRoYAlXsKMC3n33Xdxzzz14//338d///d84deoUhg4dih/96EfIzc0lInfo0CHMmjULq1atwsKFC7F161asWLGiz6MC/HH16lUkJCT4HFfgDcMw+Oqrr6BSqaDRaJCYmIiSkhIolUrcddddfu/y2Ww2klJltVpJrLBIJOrx7gwVOSpyEYeKHCfEc9AJEAUix7HEUJHzL3K93dfmdrvJPi92YHZKSgra29uRlJQUkuHZAxmbzUZ+di0tLeDz+STwJNa6ku3t7SQp0mq1dkoM9/f5q7W1Fdu2bUNVVRX27duHoqIilJeXo7S0FCKRKODfGXbE1L333huuS4pXqLxxybp16/CHP/wBWq0WEyZMwJ/+9CfMmjULAHD//fejoKAA69evJ8+vrq7GihUrcPnyZTKke/HixRyd/W1cLhf27t0LlUqF2tpa5ObmQqlUorS0FIWFhX6Pa21tJSLHBrgoFArw+fwe30TiXeRoYiUHxGtiJUBFjsv6ERQ5no/3dw/XIklFjohcXwJJ2MRAdvWLx+NBamoq2tvbkZCQQDpykZ7LFouwg60NBgMaGxuRkZHRaZZcNMqv0+kkv/vm5mYIhULI5XJIpVK/K58cDgf++c9/oqqqCjt37kRBQQEqKipQXl6OwsLCqLzOOIPKGyW0WK1WbNu2DSqVCnv27MHkyZOhVCqxePFiSCQSn8ewa67ZONqkpCQSdBLM8g0qclTkIgrnIsV1fSpynNUPo0j5EreuUJHjRuR2bP/fvXo+wzCwWCzk5qjL5eo2PNs7sMNgMMDtdhMREQqFcRnY0RucTmenpamDBg0iPz92aSpXsHsYtVotTCYTMjMzoVAoIJPJ/C779Hg8OHLkCDQaDWprazFo0CAolUpUVlZi0qRJVNiiCypvlPBhMpmwefNmqNVqfPHFF3jggQegVCrx2GOP+U3C8ng8ZOM0m3bEitygQYN6rElFjopcxKEdOU6gIhea6w9G2nxBRS4yItcbcWtrayNdFu/h2YGWxQG3u3MGg4HM8xKLxZDJZHGbvNgbvJemGo1GJCYmdpolF4mOJsMwJO3bYDAgJSWFLIn193mLYRicOXMGGo0G1dXVaG5uxuLFi1FZWYn77ruP/t6jFypvlMhw9epVEnRy7do1LFiwAKWlpXjggQf8tu7ZyGKtVoumpiYIBAKyobqn9Kd4lziAihwnxKvIxXHQCcBRaqXXe7EnpW/1+ypuXaEiF3qRC1ba2H1MOp0OFosFYrGYDM/uy4dvdsAyK3Lt7e2dIvQHcvJiKPB4PGhqaiIdTYZhOs2SC6UQMQwDs9lMfv8AiLD56/4xDIObN29i8+bN0Gg0OHfuHB555BFUVFTg0Ucfjbl9fHEKlTdKZGEYBt988w1UKhU2bdoEp9NJgk6mTp3qtzVvt9vJCxQbTatQKIK6K0hFLj6DTjrqx6tMUZHjrH4ERC6QdAUjcqGSNp/1qcj1W+R6Ejdfw7PZfUyhliuLxUJErq2trVOEvr+xP5QOvPcbGgwG0tFkRbintG1/WK1WkhRpt9shlUqhUCgC7ltsbm5GXV0dNBoNDh06hBkzZqCiogJLlixBdnZ2fy6TEnmovFG4w+12Y//+/VCpVKipqYFIJIJSqYRSqcTIkSP9HtfW1kYSk5xOJ1nLLxQKadBJMLXjUOQ4lTiAO5ni+i45FbmQfr/eSpcvkQunuHWrT0WuVyIXSNrYOW7s8Gw+nw+ZTBZwH1OosVqtRORaW1uRnZ1NlgcOlAj9cMHuQ2RFzmazQSgUBi0+2M74AAAgAElEQVTCdrsder0eWq2W3MDuqcPa3t6O3bt3Q6PR4OOPP8aYMWNI8EheXh7dxxa7UHmjRAft7e3YuXMnVCoVPvroI0yYMAFKpRJLliyBXC73eQy7ZIANOgE6lgwoFIqgYo+pyFGRizicyxTtyHFSOwQS11/p4nr8ABW5wCLnS9zcbjcRtoaGBgwePJhsHeB6eVt7ezsRuViP0OcC71lyra2tEAgE5OfH7u9nt454CzsbPOKvw+p2u3Hw4EFoNBrU1dVBIBBAqVTi8ccfx/jx46mwDQyovFGij6amJtTU1ECtVuPAgQO47777UFpaigULFiArK8vnMew6c61WC4PBQAaOKhQKpKen91gz3kWO7o/jACpynBExkfP4qt27aw91p4xriQO4FblokDjgtsh1lTZ/w7MDBU9wjd1uJyLS1NSEzMzMThH6lMCwIsz+/NLS0pCYmAir1Yr09HTy+/cnxQzD4MSJE9i0aRNqampgs9mwZMkSVFRUYMaMGXQExMCDyhslurl+/To2btwItVqNc+fO4dFHH4VSqcScOXP8LjPwvltpMpmQlZVFXvx6WpoQLRIHUJGLbN14Fimur32AipwPcete2/+1R2J5Y7yLHMCtzG3b9cuOc7iVFKjX68m4HPY9KyMjI6a6JQ6Hg8xCY7uF7Cy5aJ2FxjXsuCR2Xz+Px0NSUhJsNhsyMjIgFovR2NiIu+++m4gYwzD47rvvUFVVhaqqKly5cgXz589HRUUFHn74YbofcWBD5Y0SO5w6dQoqlQobN25Ea2srFi1aBKVSiXvuucfvnSWHw0ESK1taWoIaUMkSLSIXj8sqO2rTjlx81eZW4oAQiVwQ0ua79u3rj+S+NFKfilzERG7brl+SMAudTkeW/ctkMsjlcvD5/AEhOS6Xi4ic9yw0mUwW1NaGgY7FYiHBI+ycPYVCAYFAAB6PB5fLBZPJhJMnT6KsrAxZWVmYPXs2FAoFjhw5gi+//BKzZ89GRUUFFi9e7HdlEmXAQeWNEnt4PB4cOnQIKpUKmzdvRkZGBkpLS6FUKjFu3Di/x9lsNnJny2q1QiKRQKFQQCQS9bisgIocFTlOiFeRA2Jzhlwfxa0bnEsMFblwiZy66scBh2cPVNjB0ewstOTkZCJyA0VWg4Ed7aDVaoP+HGK1WlFbW4va2lpcu3YNFy5cwKBBg7Bw4UI8/vjjmD17Nu20xRdU3iixjcPhwO7du6FWq7F161aMGjUKpaWlKC0tRW5urt/jWltbyRuo2+0mdzzZO16BoCJHRY4TqMhxQlAiFypp8wXnEkNFLhQi96f/Nx96vR42m40IWzA3Dgci7L4+VuR4PB4RuUgNtY4kTqeTJEUGuwLI5XKhvr4eGo0G27dvh1wuR1lZGSorKzFs2DAcOHAAW7ZsQW1tLdra2vDYY4/hmWeeQVFRUYSvjsIBVN4oAwez2Yza2lqoVCrU19fj3nvvhVKpRHFxMQQCgc9j2LXmbGIlu9dAoVAgIyOjx5pU5KjIRRzORYrr+lEmcuEUt65wLjFU5Poicv/7VxP6PTx7oOJvqLVMJoNQKIxZkWM7jVqtFiaTCZmZmSQp0t9YBY/Hg2PHjkGj0aC6uhoMw2Dp0qWorKxEUVGRz5+Fx+PBV199hS1btuD+++/HvHnzwn1pFO6h8kYZmOh0OmzatAlqtRrffvst5s2bB6VSiXnz5pEY3q54PB6YTCaS8pWeng6FQgG5XO73GBaGYVCcuSwMV9J74lHk4lLiWOK1I8d10EkSxx/AOZcY7gUk2kXu2V/fAYFAgKFDh0IkEsXN0sC+wt5MZUXO5XJBIpFAKpVCJBJFvfSywTNdU68DJYUyDINLly6R4BGtVouFCxeioqICc+bMCfnQdcqAgMrbQGH//v1Ys2YNjh49Cq1Wi9raWhQXFwc8Zt++fXj++edx6tQp5OTk4IUXXsDy5csjdMaR4/z581CpVNiwYQNMJhMWLlwIpVKJmTNn+n0z6DpfRSAQkPk67IspO2eOfaNpb2+HWCzGq9PfjuTlBYQmVka6dpyKFNf1Iy1yXd4HGa7DVjiXGO4/VEebyFXVLidDmY1GIxISEjotDaQiFxjv91e9Xg+HwwGxWAypVAqxWNxj4FikYM+T3YYBgAhbVlaWz98zwzAwGo2orq5GVVUVjh8/jjlz5qCiogILFy4MatVPNLJ69Wps2bIFZ8+eRVpaGu6991689dZbGD16dMDjampq8Morr+DSpUsYPnw4Vq1ahUWLFpGvMwyD3/3ud3j//ffR1NSEoqIi/OUvf8H48ePDfUnRCpW3gcKuXbtw8OBBTJ48GSUlJT3K25UrVzBhwgT85Cc/wc9+9jMcPHgQP//5z7Fx40aUlJRE8MwjB8Mw+OKLL6BSqaDRaJCSkoKSkhIolUpMnDjR75up3W4n69XNZjP4fD6SkpJgsVjgdrsD3hmkyyqpyHECFbnwEMT7HxW5+Ba5rZ883+0xdmmgXq+HwWAY8Hu8Qg3DMLBYLETkbDYbhEIhZDIZJBIJJ90pq9VKkiLtdjvZNy8UCv1+lrBYLNi2bRuqqqpQX1+Pu+++G+Xl5VAqlRCLxTEv9PPmzUNZWRnuvvtuuFwuvPzyyzhx4gROnz7tt/N4+PBhzJw5E6+99hoWLVqE2tpavPrqqzhw4ADZv/fWW29h1apVWL9+PUaNGoXXX38d+/fvx7lz55CZmRnJS4wWqLwNRHg8Xo/y9uKLL2Lbtm04c+YMeWz58uX45ptvcPjw4UicJqe4XC588sknUKvVqK2txZAhQ6BUKlFaWoqCgoJOz21vb4dWq4XNZoPBYIDb7QaPxwPDMJDJZFAoFAFfsFmoyFGR44R4XVYJhFbk+vDeR0UuvkTOl7h1xePxoLm5mYgcwzBE5AZ64mSoaGtrIyJnsVggFArJUPBwpi5638htbW2FWCyGQqGAWCz2u4rH4XDg008/hUajwUcffYShQ4eivLwcFRUVGDZsWMwLWyCMRiOkUin27duHWbNm+XyOUqmE2WzGrl27yGPz5s1DdnY2Nm7cCIZhkJOTg1/+8pd48cUXAYDI8ltvvYWf/exnEbmWKKPXf2mio09N6TeHDx/G3LlzOz320EMP4X/+53/gdDoH/DrrpKQkzJs3D/PmzUNbWxu2bdsGlUqFN954A1OnTsWiRYuQnJyM3bt34/PPP0dJSQmeffZZ3HnnnWTJC7tU4uTJkwB6Xiqx1fIh+TOXIse4nOTPkRY5xuFVO8JCwzgcXrUjK3JcXject2tHXKa8a3NS3+VVu49vX/2Yucbzqs+JyDndt//MgUjxvOpzJXIJXucQLpELRtpYEhISIBQKIRQKMWbMGCJyp06dgsfjGRBhHeFm8ODBKCwsRGFhIbmpevPmTZw9exYCgYCIXE971YPB1xaK3NzcTlsouuLxePDFF19Ao9Fgy5YtSElJgVKpxP79+zFp0qS4+b22tLQAAIRCod/nHD58GM8991ynxx566CGsXbsWQMcqMZ1O1+nzampqKu677z4cOnQoXuWt11B5GyDodDrIZLJOj8lkMjIUUqFQcHRmkWfw4MEoLy/Ho48+io0bN+K9997Db37zG/D5fIwbNw6//vWv8fTTT3drz/P5fPD5fIwcORJNTU3QarU4evQo2aSsUCiQnp7usyYVOSpyHbXjSOS863NSu5ciF+JB2VTkBqbI9UbcusLj8ZCdnY3s7GyMHj0aLS0t0Ov1OH36NFmSL5PJ4nakQDCkpaVh6NChGDp0KNrb22E0GqHX63H+/HlkZWURkfP3XuwLdpSBVqvtFF42btw4v0LIMAzOnTsHjUaDzZs3o7GxEYsXL8amTZtw//33R33YSqhhGAbPP/88ZsyYgQkTJvh9nr/Pouz+Qfb/fT3n2rVrIT7rgQuVtwFE1+4QuyR2ILfxu2K1WqHRaFBTU4N//vOfGDVqFBYvXoz169cjIyMDGzZsgFqtxh//+EcsWLAApaWlmD17dqfN0gkJCRCJRBCJRHC73TAajdDpdLhy5UpQ8cBU5KjIcbKsMlo6ctEociEWt65QkYt9keuPtPmCx+NBIBBAIBBg1KhRMJvN0Ov1OHv2bMylLnLFoEGDMGTIEAwZMgQOh4OEiV28eBEZGRlE5HwFgniPDTIYDEhMTIRcLkdRUZHfABGGYaDVarF582ZUVVXhzJkzmDdvHt566y089thjSEtLC/clRy3PPPMMvv32Wxw4cKDH5/r6LNr1sWCeQ/EPlbcBglwuJ3c0WAwGA5KSkiASiTg6q8jjdrvxwQcfYP78+Xj77bcxatSoTl9fsWIFXn75ZRw7dgwqlQpPP/00PB4PFi9ejLKyMkyZMqXTCwj7gi+XyzsN5jx//nxQgzlZkeN6f1w0iBwXQsOKHJfduI76cSRT0SRyHMT/U5GLPZELtbh1hcfjdVrZwaYunj9/nqQuymSygHut4p2UlBTk5eUhLy8PTqcTJpMJer0eV65cQVpaGtlnCIAkRbrdbshkMkycODFgImhLSwu2bt0KjUaDAwcO4N5778Xy5cuxdOnSgEsE44Vf/OIX2LZtG/bv34+8vLyAz/X3WZT93cjlcgAdvyPvFWHez6H0DA0siQGCDSzZvn07Tp8+TR57+umncfz48bgILOkrbrcb9fX1UKlU2LJlC6RSKUpLS6FUKjFixAi/x9lsNvIGYbVaIZFIoFAogloOw7XIsdCgEy5qcx34EcdhJxzPceM07CQKgkaiMewk3NLWE2zqol6vh16vR3t7O+nIRVN8fjTjcrmg1Wpx/fp1WCwWAEB6ejpyc3MxZMgQvzJst9uxe/duaDQafPzxxxg1ahTKy8tRXl6O/Px82gVCx9/PX/ziF6itrUV9fT1GjhzZ4zFKpRKtra3YuXMneezhhx+GQCDoFFjy3HPP4YUXXgDQEQIjlUppYElvDqDyFp1YLBZcvHgRADBp0iS8/fbbmD17NoRCIfLz8/HSSy/hxo0b+Pvf/w7g9qiAn/3sZ/jJT36Cw4cPY/ny5QN6VECosdls+Oijj6BWq7Fz507ccccdKCsrQ0lJScA7Qq2trd3u9Mnl8qBm/1CRoyLHGVTkOIHzxEqAc5njWuQ8yYmci1tXfMXns3PQJBIJFbkueK+EaWlpIQmViYmJaGhogNFoxI0bN7B3716UlJTgoYceAo/Hw8GDB6HRaFBXVwc+nw+lUonHH38cEyZMoMLWhZ///OfYsGEDtm7d2mm2G5/PJ0tIf/SjHyE3NxerV68GABw6dAizZs3CqlWrsHDhQmzduhUrVqzoNipg9erV+Nvf/oaRI0fijTfeQH19PR0V0JsDqLxFJ/X19Zg9e3a3x5988kmsX78ey5Ytw9WrV1FfX0++tm/fPjz33HNkSPeLL744IId0R4KmpiZUV1dDrVbj4MGDuP/++6FUKjF//ny/Ly7+1tgrFIqghnRSkaMixwlcixTX9eNZ5KKgGxZpkavd938iWq+veIuc1WrlfA5aNOC9B91kMiErKwtyudznHnSPx4OjR49i7dq1+OyzzwB0bINwOp1E2GbOnEmDYwLgT2b/9re/YdmyZQCA+++/HwUFBVi/fj35enV1NVasWIHLly+TId2LFy8mX2eHdL/33nudhnQHCkIZ4FB5o1BCzffff4+NGzdCrVbjwoULeOyxx6BUKvHggw8GjBbumm7F7p0LZtMzFTkqcpzA9YdCLuvH87JKIC5ELlbErStd56CJRCIS1jHQRY4diM7eFA0m/ZlhGHz//ffYvHkzNBoNLl++jLlz58LpdOL48eOw2WxYsGABSkpKMGfOnJCMIKBQ+gGVNwolnJw8eRIqlQobN25EW1sbFi9eDKVSiWnTpvm9S9V1rgyfzyeJlcG88VKRoyLHCVx/KIxUfcbDXW0/UJELrcjFqrT5wmq1EpFrbW2N2EDrSMIwDJm7yoZf9DR3lWEYNDU1oba2FlVVVThy5Ajuu+8+VFRUoKSkBHw+H8DtmW01NTWoqamB0WjEjh07cN9990X0GikUL6i8USiRwOPx4MCBA1CpVKiurkZWVhYJOhk7dqzf4+x2O1mn39raCrFYDLlcDolE0mPKWLRIHBCfIselxHXUpyIXcnyJW6RqBwkVuf6J3EASt66wA631ej3MZjOys7OJyPkbZRPNtLW1EWGz2+1k/7hQKPR7c9Rms2Hnzp2oqqrCnj17cMcdd6C8vBxlZWXIyckJuI+NYRgcP34cw4cPR1ZWVrgui0LpCSpvFEqkcTgc2LVrF9RqNbZv347Ro0ejtLQUpaWlyMnJ8Xtc1zcqqVQKhUKB7OzsmEmsBLgTuXjtxnXUj1ORC1XtYKQtnPX7CBW54EVuIEubL9rb24nItbS0QCAQEJGL5mWBvm5oKhSKgGMTXC4X9u/fD41Gg23btkEikaCsrAyPP/44Ro8eTYNHKLEGlTcKhUvMZjO2bNkClUqFffv2Yfr06VAqlSguLibLNrrSlyUi3kSLyMVjN66jdpwuqwRiU+T6Km6hqh8iqMj5F7l4E7eutLe3w2g0Qq/Xo7m5GXw+HzKZLGpEjt1KoNVq0dTUBIFAQIJHAu0jP378ODQaDWpqauByubB06VJUVlZi2rRpMR88sn//fqxZswZHjx6FVqvtcTzUsmXL8OGHH3Z7fNy4cTh16hQAYOXKlfjd737X6esymazbHDYK51B5o1CiBa1Wi02bNkGtVuPkyZN4+OGHoVQq8dBDD/ld0sIwDBobG7ttzpbL5Rg8eHCPNanIUZHjjGgXuVBJW1/rhxEqch0iF+/S5gu73Q6DwQCDwYCmpiZkZWWRgdbBhGeFCo/HA5PJBJ1OR0K8FAoF5HK5X6FkGAaXL19GVVUVqqqqcPPmTSxYsAAVFRWYO3fugApr2bVrFw4ePIjJkyejpKSkR3lraWmBzWYj/+1yuTBx4kT84he/wMqVKwF0yFt1dTU++eQT8rzExERIJJKwXQelT1B5o1CikbNnz0KtVmPDhg1obGxEcXExlEolZsyY4feOodvthslkglarhclkQmZmJgk6CWY/AxU5KnKcEW0iF05xC6Z+BIlXkdty6Dec1I0lHA4HEbnGxkZkZmYSkfOX3NgfvMfn6PV6JCUl9Tg+h2EYGI1G1NTUoKqqCseOHcODDz6IiooKFBcXBzV2J9bh8Xg9yltX6urqsHjxYly5cgVDhw4F0CFvdXV1OH78eLhOlRIaqLxRKNEMwzA4cuQIVCoVqqqqkJqaiqVLl0KpVOKOO+7wu0SSHUiq0+nQ3NwMoVAIuVwOqVQa1PBWKnJU5DiB6zvjHMf/c3398SByP//9VGRmZkImk0W8mxTLOJ1OInINDQ3IyMggSyuDWeURiNbWVrINwO12QyaTQaFQgM/n+32Ps1gs2LFjB6qqqrB3715MmTKFBI9IJJK42sfWF3mbP38+7HY79uzZQx5buXIl1qxZAz6fj9TUVBQVFeGNN97AsGHDwnHalL5D5Y1CiRWcTif++c9/Qq1Wo66uDgUFBSSxMj8/3+9x7e3t0Ol00Gq1sFqtkEgkkMvlEIvFNOgk2NpU5CIPFTnOSnMucUBYRG7Lod8QCdHr9aSbREWudzidThiNRiJy6enppCMXbKfLZrMRYWPflxQKBUQikd/3JafTib1790Kj0WDHjh3Iy8tDeXk5KisrMXz48LgSNm96K29arRZDhgzBhg0bUFpaSh7ftWsXrFYrRo0aBb1ej9dffx1nz57FqVOnIBKJwnX6lN5D5Y1CiUUsFgu2bt0KlUqFTz/9FHfffTeUSiUWLVoU8EXWYrFAq9WSO5xsYqVAIIiZoBMgPhMrO+pTkeOEOBY5IApkrp8i52+JJBW5/uNyuYjImUwmpKWlkY5cRkZGp/cVdhmmVqtFS0sLhEIhFAoFJBKJ3xUhHo8HX375JTQaDbZs2YKkpCSUlpaisrISU6ZMifngkVDQW3lbvXo1/vjHP+LmzZsBZ/21tbVh+PDheOGFF/D888+H6nQp/YfKG4US6xgMBlRVVUGtVuPo0aOYM2cOlEolHnnkEb/7Eti9BTqdDnq9HomJiSToJDMzs8ea0SJytBvHRe043h8HUJGLMZELdm8bFbn+43K5YDKZYDAYYDQaMWjQIEgkEiQnJ6O5uRkNDQ3IysoiSZGBgrjOnz8PjUaDzZs3w2QyYdGiRaisrMTs2bODWvofT/RG3hiGwahRo/DYY4/hT3/6U4/PnzNnDkaMGIF33nknFKdKCQ1U3iiUgcSlS5dI0MmNGzewcOFClJaW4v777w94Z7OhoQFarZakerEi19OHFo/Hg0VZT4XjUnoNFTmu6sdpR45riQOoyAUQuf4EklCR6x9sUuR3332H5uZmMAyDpKQkyGQy5Obm+hxpwzAMdDodNm/ejKqqKpw6dQrz5s1DRUUF5s+fH5aAlIFCb+Stvr4es2fPxokTJzBhwoSAz7Xb7Rg+fDh++tOf4tVXXw3V6VL6D5U3Smyzbt06rFmzBlqtFuPHj8fatWsxc+ZMv89fu3Yt3nnnHXz33XcQi8VYsmQJVq9eHRWzbEIJwzD4+uuvoVKpsGnTJgBASUkJysrKMGnSJL9LJNl5OjqdDo2NjeDz+SSxko1ZZmWP3byemJhI9jssG/LLiF1jIKjIcVGbduQ4g+trR3SJXCiTJB0OB5mBRkXOP+z8UTYpEgBJikxPT0djYyMMBgO+//57PP/885g1axaWLl2KKVOmYMeOHdBoNPj8889x7733ory8HEuXLoVQKIzbfWw9YbFYcPHiRQDApEmT8Pbbb2P27NkQCoXIz8/HSy+9hBs3buDvf/97p+OeeOIJXLhwAUeOHOn2PX/9619j/vz5yM/Ph8FgwOuvv459+/bhxIkTJJGSEhVQeaPELhqNBk888QTWrVuH6dOn47333sMHH3yA06dP+wzwUKvV+PGPf4y//vWvuPfee3H+/HksW7YMSqUyqOUDsYrb7cZnn30GtVqNmpoayOVyKJVKKJXKgClSdrsder0eWq0WZrMZWVlZSEhIgMViQVJSEhE2X4lg0bKsEqAix03tOBY5rjtycSxyW758Oazfn4pcd9ra2kggltPphFQqhVwu9ytedrsd1dXV2LBhA7788ku4XC5kZGSgpKQEL774IgoLC6mwBQHbQevKk08+ifXr12PZsmW4evUq6uvryddaWlqgUCjw5z//GT/5yU+6HVtWVob9+/fDZDJBIpFg2rRpeO211zBu3LhwXgql91B5o8QuRUVFmDx5cqe12GPHjkVxcTFWr17d7fnPPPMMzpw5g08//ZQ89qtf/QpffPEFPv/884icM9fYbDbs2LED//jHP/Dxxx/jrrvuglKpRElJCaRSaafntrW1wWg0orW1FUajkbyhejweSKVS5OTkIDs7myZWBlubihw3UJHjlEiJXLjFrSvxLHJ2u50kRba2tkIsFkOhUEAsFiMx0fffebfbjcOHD0Oj0aC2thYZGRlYunQpCgsLcezYMdTV1SE1NRUlJSVYsmQJZsyY4fd7UShxDpU3SmzicDiQnp6OzZs3Y9GiReTxZ599FsePH8e+ffu6HbNp0yYsX74ce/bswQ9+8ANcvnwZjz76KJ588kn85jfxN7C1sbERmzdvhlqtxuHDhzF79mwsWrQITqcTO3bswIEDB/DTn/4UTz31FKRSKbKysgAAZrOZvHEDIPvjfO1j6AoVuVu1qchxAxU5zgiXxEVa2nwRDyLHLqnXarVoamqCQCAgwSPJfv5uMQyD06dPY9OmTaiurkZraytKSkpQWVmJmTNndpIzp9OJffv2obq6Glu2bMG///u/44033ojU5VEosQSVN0pscvPmTeTm5uLgwYO49957yeNvvPEGPvzwQ5w7d87ncf/1X/+FX/3qV2AYBi6XC08//TTWrVsXqdOOStra2vDhhx/i3XffxalTpyAUCjF+/Hg89thj+PGPfxwwEayxsZEkVqamphKRC2Zoa7SIXLxKXEf9OBU5rjtSVORC8n2iQdy6MpBEjg0e0el0JMxKoVBALpf73SfOMAyuX79OgkcuXLiARx99FBUVFXjkkUeC2l/udrvR1tZGbhhSKJRO9FreaD4rJarwlVjlr/tTX1+PVatWYd26dSgqKsLFixfx7LPPQqFQ4JVXXonE6UYNVqsV27dvx+bNm7Fz507k5+dj6dKlUKlUYBgGarUaf/7zn/HWW29h8eLFUCqVKCoq6vSz5fF4EIlEEIlEGDNmDEwmE7RaLa5cuYLMzEwicv7kb6vlQ/JnLkWOcTnJnyMtcozDqzYHMsM4HLdqR17iOL125+3anIiMy337z1yIHMfXz3O6yJ/7InLRKG0sKSkpyM3NRW5ubieRu3jxYkyIHMMwaGpqIjflkpKSoFAoUFRU5HcANzt6pra2FlVVVTh8+DBmzZqFZ599FiUlJRAIBL06h8TExKgRt/3792PNmjU4evQotFptj6mO/vainTlzBmPGjCH/XVNTg1deeQWXLl3C8OHDsWrVqk6riCiUUEI7b5SooC/LJmfOnIlp06ZhzZo15DGVSoWf/vSnsFgscTXs88qVK5g/fz6WLFmCJUuWYPz48d2k1+Px4PPPP4dKpUJ1dTWys7NRWloKpVKJ0aNH+/3eTqcTer0eOp0Ozc3NyM7OhkKhgFQqDWo+D+3Ixe+yyo76tCPHGTHQkYtmcQsEO6DaYDBEZUeutbWVLId3u92QyWRQKBQ+A6lYbDYbPv74Y2zatAl79uzBhAkTUF5ejrKyMuTm5g6I4JFdu3bh4MGDmDx5MkpKSoKWt3PnznUSUIlEQpaJHj58GDNnzsRrr72GRYsWoba2Fq+++ioOHDiAoqKisF8TJeahyyYpsUtRURGmTJnSadnjuHHjsHDhQp+BJVOmTMGDDz6It956izy2ceNG/Nu//RssFgvdHB0Au92OXbt2Qa1WY/v27Rg3bhxKS0uxdPLPK8YAACAASURBVOlSKBQKv8e1t7eTJDKr1QqJRAK5XA6xWEyDToKtTUWOG7gQGe/3V86j96NL5GJV2nwRLSJns9mIsFmtVpIUKRKJ/L4+u91ufP7559BoNNi6dStEIhHKyspQWVmJsWPHDghh80cw89RYeWP3BfpCqVTCbDZj165d5LF58+YhOzsbGzduDPl5UwYcdNkkJXZ5/vnn8cQTT2Dq1Km455578P777+O7777D8uXLAQA/+tGPkJubS0Ru/vz5ePvttzFp0iSybPKVV17BggULqLj1QGpqKoqLi1FcXIyWlhZs2bIFarUar7zyCmbOnInS0lIsXLgQfD6/03GDBg1CQUEBCgoKYLFYoNVqce7cOZw6dYrc2RUIBD7f8KNlWSUQv0sr2WWVHbW5W1rJicRFemlh1xujXksLORG5KFlaySQnDShxAzqWVubl5SEvL6+TyF28eBFZWVlkDEs4RM7hcJCVES0tLRAKhSgoKIBEIvG7MsLj8eDbb7/Fpk2bUFNTA4fDgaVLl+Kjjz7CPffcE1erVoJl0qRJaG9vx7hx47BixYpOSykPHz6M5557rtPzH3roIaxduzbSp0mJE6i8UaIGpVKJhoYG/P73v4dWq8WECROwc+dOMkzyu+++6/SmsmLFCvB4PKxYsQI3btyARCLB/PnzsWrVKq4uISbh8/l46qmn8NRTT+HGjRvYtGkT3n//fTz33HN4+OGHoVQqMXfu3G573TIyMjBy5EiMGDECzc3N0Ol0+Oabb5CYmEj2x2VmZvqsSUXuVu04FTmu9waGVWSCWc0SpyJXc/z/RqwWV/gSOXaPXKhEzu12w2g0QqvVoqGhAVlZWZDL5Zg4cSJS/PxbZhgGV69eRVVVFaqqqvD9999j/vz5ePfdd/HQQw/5PS7eUSgUeP/99zFlyhTY7Xb84x//wA9/+EPU19dj1qxZAACdTgeZTNbpOJlMRhKcKZRQQ5dNUigUn5w5cwYqlQobN25Ec3MziouLoVQqMX36dL93Zj0eDxoaGqDVakmaGStywXxY4VrkWLhcVgnE79JKrtM6+y0yfX8/vVV/YC6tjAdp6wlvkWtqauq1yHk8HpIGbDAYkJqaSpIi09PTfR7DMAwaGhpQU1ODqqoqHD16FA888AAqKiqwaNEivzfX4oVglk36Yv78+eDxeNi2bRuADmH/8MMPUV5eTp6jVqvx4x//GO3t7SE9Z8qAhC6bpFAooWHs2LFYtWoVXn/9dRw+fBgqlQqVlZVIS0vD0qVLUVZWhgkTJnQ6JiEhARKJBBKJBC6Xi9wdvnTpEvh8Ppkj5O8ub7R05LjsxgHcLi+kHblb9EZk+ittpP7A68hRceugLx05hmFgNpuh1Wqh1+sBdMzhnDp1KjIzM/3uR2tra8OOHTtQVVWFTz/9FJMnT0Z5eTlqa2shk8kG9D62SDBt2jSoVCry33K5vFuXzWAwdOvGUSihgnbeKBRK0DidTuzZswdqtRp1dXUYPnw4SktLUVpaiiFDhvg9zm63k30ZZrMZIpEICoWiU2JXIGhHjvuuFO3I+SFU4hawfux15Ki0BYevjlx2djbcbjdMJhOcTicJHhEKhX7Fy+l04rPPPoNGo8GOHTuQk5OD8vJyVFZWYsSIEVTYfNDXztuSJUvQ2NiIvXv3AujY8tHa2oqdO3eS5zz88MMQCAQ0sIQSDDRtkkKhRAaLxYK6ujqoVCp8+umnmDZtGpRKJYqLiyEUCv0eZ7VaSWKl3W7v9MGEJlYGWTtOl1V21I8SkYuEtHWrHQWLZYIQuV+tm0O67IMHD47AScU+drsdN27cwI0bN8hSu/T0dOTk5EAmk/lcGunxeHD06FFoNBrU1NQgISEBpaWlqKysxNSpU2nwiA8sFgsuXrwIoCOE5O2338bs2bMhFAqRn5+Pl156CTdu3MDf//53AMDatWtRUFCA8ePHw+FwQKVS4c0330RNTQ0WL14MADh06BBmzZqFVatWYeHChdi6dStWrFhBRwVQgoXKG4VCiTx6vR4ajQZqtRrHjx/H3LlzoVQq8fDDD/vdz8EwDFpbW6HVasmSEzaxMisrq8c7xVTkbtWmIscNQcw4DCtRKHI1x/8vWS6t1+thMpkwePBgInL+9mbFKy6XCwaDAVqtlkTRsz8rhmFIR662tha7d+/G/PnzUVFRAYZhoNFoUFVVBYPBgOLiYlRWVuKHP/xhULM34xl/Q7effPJJrF+/HsuWLcPVq1dRX18PAPjDH/6A999/Hzdu3EBaWhrGjx+Pl156CY888kin46urq7FixQpcvnyZDOlm5Y5C6QEqbxQKhVsuXLgAtVqNDRs2QKfTYeHChVAqlbjvvvv8LpFkGKbTZvzk5GSyGT+YO/dU5G7VpiLHDVx/YOZa5JKTfS6TdDqdROQaGhqQkZFB5CQaBllzgcfjgclkglar7SS3crkcgwYN8nmMVqvFX//6V2zbtg1nzpwBwzAYM2YMnn76aTz11FO0u0mhxDZU3igUSnTAMAy++uorqFQqaDQaJCQkoKSkBGVlZbjrrrv8dtbYvR7sh5vMzEzy4abruAJfRIvI0cRK7qAiFzlqTr0e1POcTifpJDU2NiIrK4sMsvYnLQMFhmHQ1NQEnU4HvV6PpKQkcnMqIyPD73Fmsxnbtm1DVVUV9u3bh2nTpmHBggVISkrCzp07UV9fj6lTp6K0tBRLliwJuO+YQqFELVTeKBRK9OFyubB3716o1Wps2bIFOTk5UCqVUCqVKCws9Huc0+kkQSfNzc3Izs6GQqGAVCoNankQFblb9eNU5DjfHzfARS5YcetK15AOPp9PRC6YGzSxAMMwsFgsZFm4x+Mhy8L5fL7fm1cOhwN79uxBVVUVdu7ciWHDhqGiogLl5eUoKCjodJzRaERtbS02b96M+vp6fP3117jjjjsidYkUCiU0UHmjUCjRjdVqxfbt26FSqbB7925MmjQJSqUSJSUlkEgkfo9rb28nQSdWqxUSiQRyuRxisTiojflU5LiXGSpyHBJCkeurtPnCbrfDYDBAp9OhpaUFAoGAiFwsDo622Wzkdcpms5FAJpFIFHA+5uHDh6HRaFBbW4v09HQolUpUVlYGXKXgjdFohFgspqmSFErsQeWNQqHEDg0NDdi8eTPUajX+9a9/4YEHHoBSqcRjjz0WcB+HxWIhH5BcLhdkMhnkcjmys7Np0EmwtanIcUcMi1woxa0r7e3tROTMZjOys7Mhk8kglUqjWuQcDgdZIdDS0gKhUEhGofhbIcAwDM6cOYNNmzahuroaZrMZixcvRmVlJWbNmhXUCJVoZv/+/VizZg2OHj0KrVbbYyT/li1b8M477+D48eOw2+0YP348Vq5ciYceeog8Z+XKlfjd737X6TiZTNZtxhqFEmNQeaNQKLHJ1atXsWHDBmzYsAFXr17F/PnzUVpaGjBBjWEYtLS0kCG2iYmJZH9cZmZmjzWpyN2qHafLKjvqU5ELhnBKmy/a29uJELW2tkIoFBKRSw7RAPH+4Ha7YTQaodVq0dDQgKysLPLa4080GYbBjRs3UF1dDY1Gg/Pnz+ORRx5BRUUFHnnkkQEV4rJr1y4cPHgQkydPRklJSY/y9stf/hI5OTmYPXs2BAIB/va3v+E//uM/8K9//QuTJk0C0CFv1dXV+OSTT8hxiYmJAVdsUCgxAJU3CoUS2zAMg2+//RYqlQobN26Ew+FASUkJlEol7r77br+dNY/Hg4aGBpJYmZ6eTj5MBfOhiIrcrdpU5LgjSkUu0uLWFZvNRkTOYrFAJBIRkYtkNL7H4+mUijto0CDyGhNoDEJzczPq6uqg0Whw6NAhzJgxA48//jhKSkogEAgidv5c0ddh2OPHj4dSqcSrr74KoEPe6urqcPz48XCcJoXCFb2WNzoQhEKJAtatW4c1a9ZAq9Vi/PjxWLt2LWbOnOn3+c3NzXj55ZexZcsWNDU1obCwEH/84x+7zZ6JRXg8HiZOnIiJEyfizTffxP79+6FSqVBcXAyRSITS0lIolUqMGjWq03EJCQmQSCSQSCRk1pRWq8WlS5fA5/NJRLmvu+Jutxv/fXkNdDodjEYj/nPh3yN1uT5hXE7y50iLHOPwqh1hmWEcDq/akRc5Lq8dAOBy3f4zFyLn9KqfnMS5tLGkpaWhoKAABQUFsFqt0Ov1uHbtGs6cOUNELtASxf7AMAzMZjPp7vN4PMjlckydOhWZmZl+bya1t7fj448/hkajwe7duzF27FiUl5dDpVIhLy+P7k3rAY/HQzqu3ly4cAE5OTlITU1FUVER3njjDQwbNoyjs6RQuIF23igUjtFoNHjiiSewbt06TJ8+He+99x4++OADnD59Gvn5+d2e73A4MH36dEilUvz2t79FXl4evv/+e2RmZmLixIkcXEFkaG9vx86dO6FWq/HRRx9h/PjxJCJboVD4Pc7hcECn05F9NCKRCAqFAiKRCE1NTdDr9TAajUhJSSGCl5GRQT5cRUtHjiZWckc8duRqzr8Z8Zq9pa2tjcTv22w2iMViEmLU3z1jbW1tJCnS6XRCKpVCoVAE3Ffrdrtx4MABaDQabN26FdnZ2VAqlXj88ccxbty4uBW2vnTe1qxZgzfffBNnzpyBVCoF0LEU02q1YtSoUdDr9Xj99ddx9uxZnDp1CiKRKFynT6GEG7pskkKJNYqKijB58mS888475LGxY8eiuLgYq1ev7vb8d999F2vWrMHZs2ejYu8HFzQ3N6Ompub/t3fnYVGXex/H34gKqKgsziIJmuaCZikpKoFoaq4BLjMCZrYdPXX1tDw+2XqdUrOOnpN6KsylsmSEAcUtzT3U45Jm6lFccwmXGXZUFARm5vnD+B2QRVR2vq/r8jrx87fcP0/LfOa+7+8Xg8HArl27CAgIQKfTERQURPPmzUu9Lisri/Pnz5OSkoLFYsHe3h53d3e8vLxo3rx5mR+uakqIg/q7rPL28yXIVabaENpKUlDEKCkpiVu3bilBzs3NrdxBrmCfnclk4saNG+UKgzabjaNHjxIVFcXKlSvJyclh7NixhIeH4+fnV65KuHXdvYa3qKgoXnrpJdasWcOgQYNKPe/GjRu0b9+et99+m7feequihitEVZPwJkRtkpubS5MmTYiNjSUkJEQ5/vrrr3P48GF27NhR7Jrhw4fj6upKkyZNWLNmDa1atSIsLIxp06bV+gpl9+PSpUtER0djMBg4efIkw4cPZ/z48QwePJjGjRtz69Yt1q1bx+HDh5XiJwWza9euXSMpKQlA6cF0txAHEuSUZ0uQq76HV0KIq63BrbCC/moFQS43NxeVSoVarS6xXH9B83Cz2UxGRgYtW7ZUekmW9uWYzWbjjz/+IDY2lpiYGKXAUlhYGEOHDq3RlTGrw72EN6PRyPPPP09sbCwjRoy46/mDBw+mQ4cORb78FKKWkT1vQtQmqampWCwW1Gp1keNllT8+d+4c27dvJzw8nA0bNnDmzBleffVV8vPzlY3d9clDDz3E1KlTmTp1KsePHycyMpL/+7//Iz09nY4dO3L69GkaN27MqFGjePzxx2nZsqUSzlq3bk2nTp2UIgS//fYbjRo1QqvVotFoSm1XsCbre+WvqzvI1df9cbefXzP2yNX2/XF1IbQVsLOzw9nZGWdnZzp06KB8QXPy5Eny8/NRqVS0atUKq9VKUlISqampNG3aFI1GQ9euXXF0dCzxvjabjfT0dOLi4oiJieHAgQMMGDCAt99+m5CQkDJn/EX5REVF8cILLxAVFVWu4Hbr1i1OnDhR5v5wIeoiCW9C1AB3zvTYbLYyqyqqVCoWLVqEvb09Pj4+XLlyhTlz5tTL8FbAYrGQlJREeno6N27coHHjxthsNtq0acP169dxc3PjypUruLi4FLnOzs4ONzc33Nzc6Ny5M6mpqZjNZvbu3UuzZs2UIOfg4FDicyXI/fnsehzkqvvd7zfI1aXQVhI7OztatGhBixYt6NChA5cuXeLSpUtcuXIFAGdnZzp16kTr1q1LXd548+ZN1q9fT0xMDFu3buXxxx8nNDSUFStWoNFo6u0+trvJysri999/V34+f/48hw8fxtXVFU9PT959910uX77MDz/cLg4VFRXFxIkTmT9/Pn369FG+vHRycqJFixYATJ06lVGjRuHp6UlycjIzZ87k2rVrPPdczVkJIURVkPAmRDUq2Etx5yxbcnJysdm4AlqtlkaNGhVZItmlSxfMZjO5ubn1csnOjBkz+Oqrr7DZbIwdO5YVK1bw5JNPYm9vT25uLps3byYyMpL+/fvToUMHdDodOp2Ohx56qMh97O3tUavVqNVq8vLylPLkZ86cwcXFRWm8W9pyKglyfz67hgQ5qVhZ+n/i63pwg/8uoSwoPGK1WtFoNHTp0gWbzUZycjJnz55l7dq17Nu3D51Ox9ChQwGIj4/HaDSybt06NBoN48eP5/PPP6djx44S2Mrh119/ZcCAAcrPBXvSnnvuOZYuXYrJZCIxMVH5/YULF5Kfn8+rr77Kq6++qhwvOB9uL5EPDQ0lNTWVVq1a0adPH/bt24eXl1fVvJQQNYTseROimvn6+uLj40NERIRyzNvbm6CgoBILlrz33nssX76cc+fOKd8Wz58/n7///e/KN8r1zcqVK3FxcSEgIKDMcuHXr19n1apVREZG8vPPP9O3b1/0ej3BwcHFZuQKy8nJUSpWFhQy0Gq1uLu7l6sgQXUHuQJSsbL6VPf+wIIgVx9CW3Z2NmazGZPJRHZ2NiqVSilecuc/rzabjf379/PVV1+xdetW7OzssFgsNGzYkLCwMCZMmEDv3r2l8IgQorJIwRIhapuCVgFff/01ffv2ZdGiRSxevJiEhAS8vLyYOHEiHh4eSpC7ePEi3t7eTJo0iddee40zZ87wwgsv8D//8z+8//771fw2tYfZbMZoNGIwGDhy5AhPP/00er2eYcOGlbrvBf5b1c5kMpGfn49arUaj0ZRZQrxATQlxIEGuOlXXu688949qeW5VyM3NVSpFFrQE0Wg0ZfZ/s9lsnD17FqPRSGxsLElJSQwcOJCcnBz279+Pk5MT48aNQ6/X4+vrKzNuQojKIOFNiNooIiKC2bNnYzKZ6NatG3PnziUgIACAwMBA2rZtqywdAdi7dy9vvvkmhw8fxsPDgxdffLHeVpusCKdPn8ZgMLB8+XJSUlIICgpCr9fj7+9fZonwq1evKs17GzRogEajQavVFukTVxoJcn8+WypWVvozFux7+55K5tcWFotFqRSZlpZG8+bN0Wq1qNXqUpePFyyXXLlyJUajkSNHjjBkyBDCwsIICgpSihTl5eWxbds2YmJiWLVqFc2bN2ft2rV1upemEKJaSHgTQoj7ZbPZOHDgAJGRkRiNRho2bMjYsWPR6/U89thjZRaRSUtLw2w2k5ycjJOTk1LoxMnJ6a7PlSD357MlyFX4Pf++eYrSaLpVq1ZoNBpcXV1r7TJAq9VKeno6JpOJlJQUHB0d0Wg0aDQamjRpUup1169fZ926dcTExBAfH0/v3r0JDQ1Fp9Ph7u5e5pctubm5bNmyhcDAwFIr0AohxH2S8CaEEBUhPz+fbdu2YTAYiIuLo02bNuj1enQ6HW3bti3zupSUFEwmE+np6bRo0QKNRlPmbEBhEuT+fLYEuQe6vvASSZvNxrVr15TeZwUVa8u73Le6FcxyF+w7LZjl1mg0ODs7lzr+3Nxctm7dSkxMDOvXr8fLy4vQ0FDCw8Np165djX/vsuzcuZM5c+Zw8OBBTCZTufqo7dixg7feeouEhARat27N22+/zZQpU4qcExERwZw5czCZTHTt2pV58+ZJKX4hKpeENyGEqGg3btxg7dq1REZGsmXLFnx8fNDr9YwePRp3d/dSr8vNzVU+cBbeh6NSqcq1hE2C3J/PliB3T+eXtbfNZrORmZmpBLkGDRoo+zbL06C+Kt24cUOpFJmXl4dKpUKr1ZYZOK1WK7/88gtGo5G4uDgcHR3R6XSEh4fTo0ePWjvjeKeffvqJ3bt307NnT8aMGXPX8Hb+/Hm6devGyy+/zOTJk9m9ezevvPIKUVFRjBkzBvjv/uuIiAj8/PxYuHAhS5Ys4fjx43h6elbVqwlR30h4E0KIypSamkpMTAwGg4EDBw7w1FNPodfrGTlyZJnLtm7evKkEuZycHGXmo7xL2GpKkKvPhU5uP7/6gtzd3v1eC5JYrVYyMjKU5b4NGzZUZrTKs2+zMuTk5CiFRwoqu2o0GqWtSklsNhsnT55UCo9kZmYSEhJCeHg4gYGBdW6v353s7OzuGt6mTZvG2rVrOXHihHJsypQpHDlyhL179wK3Kx/37NmTBQsWKOd06dKF4ODgEisfCyEqhIQ3IYSoKufPn1cKnSQmJvLMM8+g0+kYOHBgmRXurl+/rgS5gt5TGo2GFi1aSKGTe3m+VKxUPGglSavVSmpqKklJSaSkpODg4KD8fVnZ+7zy8vKUwiMZGRm4uLgoM9Sl9VS02WxcuXKFFStWYDQaOXnyJMOGDSMsLIyRI0eWa69pXVGe8BYQEECPHj2YP3++cmzVqlXodDpu3ryJzWajSZMmxMbGEhISopzz+uuvc/jwYXbs2FGp7yBEPXbP4U2adAshxH1q164dH3zwAe+//z6HDx8mMjKSV199lfz8fMaMGYNer+eJJ54oEsjs7Oxo3rw5zZs355FHHiEjIwOTycShQ4do1KiRUrGytA/M0gi80POrsSF2QSPw28+uvmbgcZfm3+XM8mnQoAEqlQqVSoXFYiElJYWkpCT27dtH06ZNlaWVFRWKCsKiyWQiNTWVpk2botFo6Nq1a5mtOjIzM1mzZg1Go5Hdu3fj5+fHK6+8wtixY3F1da2QsdVFZrMZtVpd5JharSY/P5/U1FRsNhsWi6XEc8xmc1UOVQhxFxLehBDiAdnZ2dGjRw969OjB7Nmz2bFjB5GRkTzzzDO0atUKvV6PXq+nQ4cOxa5zdXXF1dWVzp07k5qaitlsVj4wF5Q9L+3DrAS5Qs//M8xUx2xcdQW5igpud7K3t1dm3fLy8khJScFsNnP27FmaN2+uzIqVFbJKYrPZlC8rkpOTlS8r2rdvT7NmzUq9Licnh02bNmE0Gtm0aROdOnUiNDSUH374gTZt2tSofXo12Z1/TgUrr+zs7Ir89Z3nyJ+vEDWLhDchhKhA9vb2DBw4kIEDBxIREcH69esxGAz06tWLRx99FL1ez5gxY9BoNMWuU6vVqNVqZRmZyWTizJkz5VpGJkHuz2dX42zc7edXfpCrrNBWkkaNGtG6dWtat25Nbm6usrzx9OnTtGzZUvn7sqy+allZWUrhkYJlwj169ChzmbDFYmH37t0YjUZWr15NixYtGD9+PDNnzqRr164SKO6RRqMpNoNWsM/Rzc0Nm82Gvb19iefcORsnhKhesudNCCGqQEZGBitXrsRgMPDvf/+bwMBAdDodzzzzDM7OzqVel5OTo+yPKyjgoNVqcXd3r1WFTkAqVj6oqgxtd3Pr1i2SkpKUSqqurq5oNBpatWpFo0aNyM7OVgJbTk4OrVq1QqvVllmgx2azcezYMaKjo1m5ciU3btxg3LhxhIWF8eSTT9aZSpEVrbwFS9atW8fx48eVY3/96185fPhwkYIlPj4+REREKOd4e3sTFBQkBUuEqDxSsEQIIWq6ixcvEhUVhcFg4MyZM4wYMQK9Xs+gQYPK7AWXlZWlBLm8vDxlH1J5e3XVlCBXnwud3H7+vQe5mhTc7pSdnU1SUhJXrlzh5s2b2NvbY7FYcHV1RavVltkaw2azkZiYSGxsLDExMZw7d46RI0cSFhbG8OHDy9UbsT7Kysri999/B6BHjx58/vnnDBgwAFdXVzw9PXn33Xe5fPkyP/zwA/DfVgGTJ0/m5ZdfZu/evUyZMqXEVgFff/01ffv2ZdGiRSxevJiEhAS8vLyq7V2FqOMkvAkhRG1y7NgxIiMjiYqK4saNG4SEhKDX6+nTp0+ZMxQlNS3WarXlKvFeU0IcSJC7W5CryaENbi9vLFhKmZaWRrNmzWjcuDHZ2dnKjJvJZCIgIEApdlKw9y0uLo6YmBh++eUXAgMDCQsLY/To0bRo0aKa36rmi4+PZ8CAAcWOP/fccyxdupRJkyZx4cIF4uPjld/bsWMHb775ptKke9q0aSU26Z49ezYmk4lu3boxd+5cAgICKvt1hKjPJLwJIURtZLVa2b17N5GRkcTGxuLs7IxOp0Ov1+Pt7V3mdWlpaUqvLicnJ7RabbkrA0qQK/T8GhbkampwK/z3XEpKCo6OjsqXB4UDWlZWFhcvXiQkJISMjAwCAwPp1q0b//nPf9i2bRvdu3cnNDSU8ePHo9VqZR+bEKI+kvAmhBC1XW5uLhs3bsRgMLB27Vo6duyITqdDp9Ph4eFR6nX5+flKZcC0tDSaN2+uVKwsz/IzCXKFnl9NQc6uceMaGdrud7Y3Pz+f+Ph4IiMjOXXqFKdPn6ZBgwY888wzTJkyBX9/f9nLJoSozyS8CSFql4iICObMmYPJZKJr167MmzcPf3//u14XHR1NaGgoQUFBrF69ugpGWj2uXbvGqlWriIyMJD4+Hj8/P/R6PUFBQbRs2bLU63Jzc0lKSsJkMnHt2jXc3NyUyoAl7T+y2Wykp6crM3jzRi2txLe6N/Wp0Mmq5AVV+ry7uZ99llarlcOHD2M0GlmxYgVWq5Vx48YRHh5Or1692L17N9HR0axYsQIHBwd0Oh3PPvssPXr0qOK3E0KIaifhTYj67KGHHuK9997jlVdeUY7t2bOHQYMGceLEiRq36bxgg3xERAR+fn4sXLiQJUuWcPz4cTw9PUu97o8//sDPz4+HH34YV1fXOh3eCjOZTBiNRgwGA0ePHmXo0KHo9XqefvrpMntu3bx5U/kAXrjyn4uLC9evX8dsNpOUlASgfDgvXMZdZuT+fHYlBrmaD6kR8AAAHWBJREFUFNrup8KpzWbj3LlzxMTEEBMTw5UrVwgKCiIsLIzBgweX2OIiLy+P7du3Ex0djYeHBzNnzqzsVxNCiJpGwpsQ9dnYsWNxdnbmu+++A25/oPL19WXQoEHMmjWrmkdXnK+vLz179mTBgv9+cO3SpQvBwcGllqa2WCz079+f559/nl27dpGZmVlvwlthp06dIjIykuXLl5OWlkZwcDB6vb7MZWg2m41r165x8eJFkpOTsVgs2NnZ4ebmhqenJy4uLmUuYatJIQ7qTpCrCcGtoLeg2WwmIyOjXL0FbTYbKSkprFy5kpiYGA4dOsSgQYMICwsjODi4zMbbQgghgPsIb7LQXIg6pE+fPhw4cED5edmyZSQmJvLuu+9W46hKlpuby8GDBxkyZEiR40OGDGHPnj2lXjd9+nRatWrFiy++WNlDrNE6derEjBkz+P3339m4cSPNmjXjueeeo3Pnzrz33nscOXKEwl/O/ec//+GLL74gISGB5ORkWrVqRfv27dFoNGRmZnLixAnOnTvHjRs3Sn3mmqzvlV81gS0/r0hD8Cp9dm6e8ut+rUpeUK3BzWKxkJSUxJEjR9i5cycXL17E3d2dJ598Eh8fHzw8PEoMbllZWURFRTF69Gg6duzIypUrmTBhApcuXWL9+vVMmDChzgS3iIgI2rVrh6OjIz4+PuzatavUcwMDA7Gzsyv2a8SIEco5kyZNKvb7ffr0qYpXeWBRUVE4Ojpy+fJl5dhLL71E9+7duXr1ajWOTIj6pWF1D0AIUXH69OnDtGnTyMrKokGDBrz33nvMnDmzzCbQ1SU1NRWLxYJarS5yXK1WYzabS7xm9+7dfPPNNxw+fLgqhlgrFHz469OnD3PnzmXr1q0YDAYGDx6MVqvF29ub48ePc+HCBQICAhg7dixqtbrIvjeLxUJqaipms5l9+/bRtGlTpdBJacsxCwe46p6RKxzgqmM2rnCAK8+MXHUGtoIy/SaTieTkZBo1aoRGo6FDhw40bdq01Ovy8vLYtm0bRqOR9evX06ZNG0JDQ4mIiODhhx+uk5UijUYjb7zxRpFl3cOGDSt1WXdcXBy5ubnKz2lpaTz22GOMGzeuyHlDhw5VVkcAtaaX3fjx4/nss8/49NNP+fLLL/n444/ZtGkT+/btk/YOQlQhCW9C1CFPPPEE9vb2/Pbbb2zduhU3NzdeeOGF6h5Wme780Gez2Ur8IHj9+nUmTJjA4sWLcXd3r6rh1SqNGjXCx8eHc+fOce7cOfbv3092djYtW7akb9++BAUF4eDgUKxgib29PWq1GrVaXWT53JkzZ8q1fE6CXKHn3yXIfbrzdTIzM4vsKaz0Mdlsyt5Gs9mM1WpFo9HQo0ePMsdhtVo5cOAA0dHRxMXF0bhxY3Q6HfHx8fTs2bPOV4n8/PPPefHFF3nppZcAmDdvHps2bWLBggUlLut2dXUt8nN0dDRNmjQpFt4cHBzQaDSVN/BKYmdnxyeffMLYsWNp3bo18+fPZ9euXWVWwBVCVDwJb0LUIY6Ojjz22GPExcWxaNEi1q1bV2M/YLm7u2Nvb19sli05ObnYbBzA2bNnuXDhAqNGjVKOWa1WABo2bMipU6do37595Q66BluxYgWLFy9m+/bt9O3blwkTJrB69WpUKhUpKSnExMRgMBiYOnUqgwcPRq/XM3z4cJo0aVLkPo0aNcLDwwMPDw+lcMXFixc5efJkuQpXSJAr9Pw/g5xd40asNH9FRkYGZrOZQ4cOKTNeGo2m0pYY3lmoRqVS4e3tjaura5n7Ik+fPo3RaCQmJob09HRCQkKIiooiMDCQhg3rx8eGgmXd77zzTpHjd1vWXdg333zD+PHji81oxsfHo1KpaNmyJf379+eTTz5BpVJV2Ngr08iRI/H29ubjjz9m8+bNdO3atbqHJES9IwVLhKhjXnvtNb766itGjhzJ2rVrq3s4ZfL19cXHx4eIiAjlmLe3N0FBQcW+2c7JyeH3338vcuyDDz7g+vXrzJ8/n44dO9aa5UeVYd68eVgsFnQ6HW3atCn1vHPnzmEwGFi+fDmXLl0iKCgInU531w/md5aMV6lUSsXK8swgVXeQK6yqg9zqzCVFfrZarcoy1ZSUFJo0aaIEufI0Vi/LvbaIgNuBzWw2ExsbS0xMDAkJCQwdOpTw8HBGjhxZLODXB1euXMHDw4Pdu3fTr18/5fisWbP4/vvvOXXqVJnX79+/H19fX3755Rd69+6tHDcajTRr1gwvLy/Onz/Phx9+SH5+PgcPHsTBwaHS3qeibNq0iZCQEHJzczl27BidO3eu7iEJUdtJtUkh6rtvvvmGv/71rxw9epROnTpV93DKVNAq4Ouvv6Zv374sWrSIxYsXk5CQgJeXFxMnTsTDw6PUypOTJk2qt9UmH5TNZuPQoUMsW7YMo9GI1WplzJgxjB8/np49e5YayEpr1qzRaHB2dr5rkKtJIQ4qN8jdGdpKUlJjdY1Gg1qtLveHeYvFQnJyMiaTifT0dFq0aKHco6wvNK5evcqaNWuIiYlh165d9OvXj9DQUMaNG4ebm1u537MuKghve/bsoW/fvsrxTz75hGXLlnHy5Mkyr588eTJ79uzh6NGjZZ5nMpnw8vIiOjqa0aNHV8jYK8tvv/1GYGAgX331lbIkNDY2trqHJURtd8/hrX6sfxCiHjEYDLzyyis1PrgB6PV60tLSmD59OiaTiW7durFhwwalH11iYmKNXfZZ29nZ2dGzZ0969uzJP/7xD37++WcMBgMjRoxAo9Gg0+nQ6/XFlqLa2dnRsmVLWrZsSceOHUlPT8dkMvHrr7/i6OiIRqNBq9WWOoNUk5ZVwn+XVlZ0iCtPcIPbS361Wi1arVaZNTObzZw+fRoXFxe0Wi2tWrUqtt/QarWSlpamNFV3cnJCq9XSpUuXMmfvbt26xebNmzEajfz000888sgjhIaG8t133+Hp6VknC4/cj3td1l3YzZs3iY6OZvr06Xd9jlarxcvLizNnzjzQeCvbhQsXGDFiBO+88w7PPvss3t7e9OrVi4MHD+Lj41PdwxOiXpGZNyHqAKvVSkpKCt988w1fffUVx48fl+pf4r5kZ2fz448/EhkZycaNG+nevTt6vZ4xY8aU+aG1YPan8AxSQcXK8ixnrQlBrsCDBLnyhra7KalRdsGfZVJSEklJScqsp1arpVmzZqUGL4vFwp49ezAajaxevRpnZ2f0ej0TJkzg0UcflcBWintZ1l3Y0qVLmTJlCpcvX77rDGZaWhoeHh4sWrSIiRMnVtjYK1J6ejp+fn4EBASwcOFC5XhQUBC3bt1i48aN1Tg6IWo9WTYpRH0UHx/PwIED6dy5M9999x2+vr7VPSRRB6Snp7NixQoMBgN79uwhMDCQ8ePHM2rUqDKLbNzPvqvCamuQq6jgdqeUlBQuXLjA1atXsdlsODk54eHhgaenZ5n72BISEoiOjmblypVcv36dsWPHEhYWhr+/f7n+f6jv7ndZt7+/Px4eHkRHRxc5npWVxUcffcSYMWPQarVcuHCB9957j8TERE6cOFEjW7oIISqdhDchhBAVLzExkaioKAwGA2fPnmXkyJHo9XqeeuqpUlsIwO2ZPJPJpFQ8bNWqFRqNBjc3t3Itia0NQa4yQltJM28ajQYHBwdl5i0zM5O4uDhCQ0MZNGgQDRo04NKlS8TGxmI0Gjl79iwjRowgLCyM4cOH14qCGDVNREQEs2fPVpZ1z507l4CAAOB2U+62bduydOlS5fzTp0/TqVMnNm/ezODBg4vcKzs7m+DgYA4dOkRmZiZarZYBAwYwY8aMMosMCSHqNAlvQgghKtfRo0eJjIwkKiqK7OxsRo8ejV6vx9fXt8xCJ1lZWUqQK+g1ptFoyt3zrCYGuYoMbgU99kwmE5mZmWX22LPZbBw/fpxPP/2UrVu34uDggKurK2fPnqV///6Eh4czZswYWT4thBA1m4Q3IYQQVcNqtbJr1y4iIyNZsWIFLVu2VAqdlFVC3GazkZGRgclkIjk5+Z57ntWEEFe48MqDsFgsRdoGNGvWTNkr6OjoWOp12dnZ/PTTTxiNRrZu3UqvXr3Iysri5MmTtG3bltDQUEJDQ+nQoUOFjFMIIUSlkPAmhBCi6t26dYuffvoJg8HAunXr6NKlCzqdDp1Oh1arLfW6gp5nJpOJ1NRUmjZtqgS5ssJLgaoOchUR2koLr1qttlhD58Ly8/PZtWsXRqORtWvX4ubmxvjx45kwYQKdO3fGzs6OGzdusG7dOqKioti4cSOPPfYYn332GQMHDnzgcQshhKhwEt6EEEJUr6tXrxIXF4fBYGDHjh08+eST6HQ6goODy1zGV7Bs0Gw2k5GRUeaywZJUdpB7kOBms9m4fv06JpOJpKQkZdmoVqulefPmpS4btVqtHDlyRCk8kp+fz9ixYwkPD6dv375l7htMT08nLi6OJ554gscff/y+xy6EEKLSSHgTQghRc1y5coXo6GgMBgMJCQkMGzYMvV7P008/XWYBjZycHKViZeGCHQX9t+6mIoPcg4S2mzdvKoVHcnJyUKlUaDQaXF1dSw1eNpuN8+fPExMTQ0xMDJcuXeKZZ54hLCyMp59+ulxBtjaIiIhgzpw5mEwmunbtyrx58/D39y/x3KVLl/L8888XO56dnV1khvZe7imEEDWAhDchhBA104kTJzAYDCxfvpyMjAyCg4PR6/U8+eSTZc4g3bhxQyl0kpeXh0qlQqvV4uLiUumFTu4nuOXm5iqBraBVQkGz7bJK+6emprJy5UpiYmL47bffeOqppwgLCyM4OLjOlZEvKMMfERGBn58fCxcuZMmSJRw/fhxPT89i5y9dupTXX3+dU6dOFTmu0Wju+55CCFEDSHgTQghRs9lsNvbt20dkZCQxMTE4Ojoybtw49Ho9jz76aJnXXb16VQlGBU2qNRoNzs7OFRrk7jW05efnk5KSgslkIj09nRYtWqDRaO7apPzGjRv8+OOPxMTEsG3bNnx8fAgNDUWv16NSqepsA21fX1969uzJggULlGNdunQhODi4xAbYS5cu5Y033iAzM7PC7imEEDWAhDchhBC1R15eHlu2bMFgMLB69WratWunVKwsq/eV1WolPT0ds9lMcnIyjo6OSpBr0qTJXZ9bVogrb3CzWq2kpaUpY3ByckKr1aLRaHBycir1ury8PH7++WeMRiM//vgjHh4ehIaGEh4eTvv27etsYCuQm5tLkyZNiI2NJSQkRDn++uuvc/jwYXbs2FHsmqVLl/LSSy/h4eGBxWLh8ccfZ8aMGfTo0eO+7ymEEDXAPf8Lv2FljEIIIYQoj0aNGjF8+HCGDx9OVlYWa9asYdmyZcyYMQNfX1/0ej0hISG4uroWua5Bgwa4u7vj7u6OxWJRCp2cO3eO5s2bK+X2S5v1KhzQCoJceUJbwexfQeGRgtm/3r1706xZszILj/z6668YjUbi4uJo0KABOp2O7du34+PjU66G5XVFamoqFosFtVpd5LharcZsNpd4TefOnVm6dCmPPvoo165dY/78+fj5+XHkyBEeeeSR+7qnEELURhLehBBC1AjNmjUjPDyc8PBwkpOTMRqNGAwGpk6dyuDBg9Hr9QwfPrzYrJa9vT1arRatVktubi5JSUmYzWZOnTqFq6srWq0WlUpV6n6z8oS2rKwszGYzJpOJ/Px81Go13bt3L3Pfnc1m48yZMxiNRmJjY0lJSSE4OJhly5YxcOBAGjas3/8JvvPPzWazlfpn2adPH/r06aP87OfnR8+ePfniiy/417/+dV/3FEKI2qj+fNUnhBA1VEREBO3atcPR0REfHx927dpV6rmLFy/G398fFxcXXFxcGDRoEPv376/C0VYNlUrFa6+9xr59+0hISKBXr17MnDmTdu3aMXnyZLZt24bFYil2XePGjWnTpg29evXCz88PFxcXzp8/T3x8PEePHiUlJQWr1VquMeTk5HDhwgX27dvHL7/8ws2bN+nUqRP9+/fH29sbV1fXEsOC2Wzmiy++ICAgAF9fXxISEpg5cyZXrlzh+++/Z8iQIfU6uBVUDL1zRiw5ObnYzFlpGjRoQK9evThz5kyF3VMIIWoDCW9CCFGNjEYjb7zxBu+//z6HDh3C39+fYcOGkZiYWOL58fHxhIaG8vPPP7N37148PT0ZMmQIly9fruKRV50OHTrwt7/9jZMnT7J9+3bc3Nz4y1/+QseOHZk2bRqHDh2ipP3bTk5OtGvXjr59+9K7d28cHBw4ceIEO3fu5MSJE2RmZha7Li8vj0uXLvHrr7/y73//m7S0NDw9Penfvz/du3dHpVKVuMTx2rVrREZGEhQURKdOnVi/fj0vvfQSV65cYc2aNYwfP77MBtz1SePGjfHx8WHLli1Fjm/ZsoV+/fqV6x42m43Dhw8rDeAr4p5CCFEbSMESIYSoRg9aIc9iseDi4sKXX37JxIkTK3OoNYrFYmH79u0YDAbi4uLQarXo9Xp0Oh0PP/xwqdfZbDYyMjIwm80kJSXRqFEjVCoVDg4OZGRkkJqairOzs1L8pKxedLm5uWzevJmYmBg2bNhA+/btCQ0NJSwsDC8vL1muV4aCsv5ff/01ffv2ZdGiRSxevJiEhAS8vLyYOHEiHh4eyj8DH3/8MX369OGRRx7h2rVr/Otf/2LZsmXs3r2b3r17l+ueQghRA0nBEiGEqC1yc3M5ePAg77zzTpHjQ4YMYc+ePeW6x82bN8nLyytW0KOus7e3Z/DgwQwePJgFCxawbt06IiMj+eyzz+jRowd6vZ7Ro0ejUqmKXGdnZ4erqysuLi6oVCouXLhAYmIiNpuNxo0b4+npiaenZ5HGz4VZrVb27t2L0Whk1apVNG3aFL1ez549e3jssccksJWTXq8nLS2N6dOnYzKZ6NatGxs2bFBCVmJiYpEZzszMTP7yl79gNptp0aIFPXr0YOfOnUpwK889hRCiLpCZNyGEqCZXrlzBw8OD3bt3F1naNWvWLL7//vtiDYlL8uqrr7Jp0yaOHTtWauCoT9LS0lixYgUGg4F9+/YxYMAA9Ho9o0aNwsnJiT179rBs2TKaNGlCcHAwarUarVaLk5MTKSkpSg+5uXPnMnLkSMLDw3F3d+fEiRNER0ezYsUKrl27xujRowkPDycgIKDUQihCCCHEXcjMmxBC1Db3WyFv9uzZREVFER8fL8HtT25ubkyePJnJkyfzxx9/YDAY+Oyzz5gyZQpubm5kZmYSGBjIiy++iL+/f5HZHQ8PDzw8PEhLS8Pf35+lS5fy0UcfoVKpSE5OZvjw4fzzn/9kxIgR8ucthBCiWkh4E0KIavIgFfL+8Y9/MGvWLLZu3Ur37t0rc5i1UnJyMuvWrWPdunVcuHCBfv364e7uzq+//srBgwfx8vLCzc2N3r17FwnKGRkZrF27lr1793L+/HkGDBiAo6Mjx44dIz4+Hjc3N1xcXOjfv7/MuAkhhKhyEt6EEKKaFK6QFxISohzfsmULQUFBpV43Z84cZs6cyaZNm3jiiSeqYqi1Rk5ODqNHj2br1q34+vry3HPP8eOPP+Lm5gbc3rO2c+dOIiMjGT16NC4uLowePRqNRsPOnTvZvHkz3t7ehIaGsnz5cjw8PLCzs8Nms7F//34MBgOhoaE0bNiQWbNm8dxzz1XzGwshhKhPZM+bEEJUo3utujd79mw+/PBDli9fjp+fn3KfZs2a0axZs+p6jRrl22+/5amnnrproYpbt26xYcMGPv/8cw4cOMBbb71FeHg43t7eZS5bzc/PZ9u2bbi4uBQpmCGEEELco3ve8ybhTQghqllERASzZ89WKuTNnTuXgIAAAAIDA2nbti1Lly4FoG3btvzxxx/F7vG3v/2Njz76qApHXXdYrVasVmudapwdERHBnDlzMJlMdO3alXnz5uHv71/iuYsXL+aHH37g2LFjAPj4+DBr1qwiwXTSpEl8//33Ra7z9fVl3759lfcSQghR90l4E0IIIeqzgtnciIgI/Pz8WLhwIUuWLOH48eN4enoWOz88PBw/Pz/69euHo6Mjs2fPJi4ujoSEBDw8PIDb4S0pKYnvvvtOua5x48b1rkWFEEJUMAlvQgghRH1WGY3fJ02aRGZmJqtXr660cQshRD10z+Gtwd1PEUIIIURtUND4fciQIUWOV0Tj9/j4eFQqFR07duTll18mOTm5wsYthBCifCS8CSGEEHVEamoqFoulWKsJtVpdrCVFad555x08PDwYNGiQcmzYsGEYDAa2b9/OP//5Tw4cOMDAgQO5detWhY5fCCFE2erO7mwhhBBCABXf+F2v1yt/3a1bN5544gm8vLxYv349o0ePrriBCyGEKJOENyGEEKKOqKrG71qtFi8vL86cOfPAYxZCCFF+smxSCCGEqCMKN34vbMuWLfTr16/U6+bMmcOMGTPYuHFjuRq/p6WlcfHiRbRa7QOPWQghRPlJeBNCCCHqkLfeeoslS5bw7bffcuLECd58800SExOZMmUKABMnTuTdd99Vzp89ezYffPAB3377LW3btsVsNmM2m8nKygIgKyuLqVOnsnfvXi5cuEB8fDyjRo3C3d2dkJCQanlHIYSor2TZpBBCCFGH6PV60tLSmD59utL4fcOGDXh5eQGQmJhIgwb//e42IiKC3Nxcxo4dW+Q+BY3f7e3tOXr0KD/88AOZmZlotVoGDBiA0WjE2dm5St9NCCHqO+nzJoQQQgghhBBVT/q8CSGEEEIIIURdJOFNCCGEEEIIIWoBCW9CCCGEEEIIUQtIeBNCCCGEEEKIWkDCmxBCiBojIiKCdu3a4ejoiI+PD7t27Srz/JUrV+Lt7Y2DgwPe3t6sWrWq1o3RZrPx0Ucf0bp1a5ycnAgMDCQhIaEyX0EIIUQtJeFNCCFEjWA0GnnjjTd4//33OXToEP7+/gwbNozExMQSz9+7dy96vZ5nn32WI0eO8Oyzz6LT6fjll19q1Rhnz57N559/zpdffsmBAwfQaDQMHjyY69evV9p7CCGEqJ2kVYAQQogawdfXl549e7JgwQLlWJcuXQgODubTTz8tdr5er+fatWv89NNPyrGhQ4fi4uJCVFRUrRijzWajdevWvPHGG0ybNg2AW7duoVar+fvf/87kyZMr5T2EEELUCNIqQAghRO2Tm5vLwYMHGTJkSJHjQ4YMYc+ePSVes3fv3mLnP/3006WeXxPHeP78ecxmc5FzHBwc6N+/f6W9hxBCiNpLwpsQQohql5qaisViQa1WFzmuVqsxm80lXmM2m+/p/Jo4xoL/rcr3EEIIUXtJeBNCCFFj2NkVXUFis9mKHXuQ8ytCZYyxOt5DCCFE7SPhTQghRLVzd3fH3t6+2GxTcnJysVmpAhqN5p7Or4lj1Gg0AFX6HkIIIWovCW9CCCGqXePGjfHx8WHLli1Fjm/ZsoV+/fqVeE3fvn2Lnb958+ZSz6+JY2zXrh0ajabIObm5uezYsaPS3kMIIUTtZf/RRx/d77X3faEQQghxp+bNm/Phhx/i4eGBo6Mjs2bN4ueff+a7776jZcuWTJw4kf379zNo0CAAPDw8+OCDD3BwcMDd3Z1vvvmGJUuWsGjRIh566KFaMUY7OzssFguffvopnTp1wmKx8L//+79cvnyZRYsW4eDgUCnvIYQQokb4+F4vaFgZoxBCCCHulV6vJy0tjenTp2MymejWrRsbNmzAy8sLgMTERBo0+O+CkX79+hEdHc0HH3zAhx9+SPv27TEajfj6+taqMb799ttkZ2fzyiuvkJGRga+vL5s3b8bZ2bnS3kMIIUTtJH3ehBBCCCGEEKLqSZ83IYQQQgghhKiLJLwJIYQQQgghRC3wIHvepAGNEEIIIYQQQlQRmXkTQgghhBBCiFpAwpsQQgghhBBC1AIS3oQQQgghhBCiFpDwJoQQQgghhBC1gIQ3IYQQQgghhKgFJLwJIYQQQgghRC0g4U0IIYQQQgghagEJb0IIIYQQQghRC0h4E0IIIYQQQohaQMKbEEIIIYQQQtQCEt6EEEIIIYQQohaQ8CaEEEIIIYQQtcD/A/LRgRWCeTmiAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "\n", "# Initialise the two buffer fields\n", "p.data[:] = 0.\n", "p.data[:, -1] = np.linspace(0, 1, ny)\n", "pn.data[:] = 0.\n", "pn.data[:, -1] = np.linspace(0, 1, ny)\n", "\n", "# Visualize the initial condition\n", "plot_field(p.data, ymax=1.0, view=(30, 225))\n", "\n", "# Run the convergence loop by explicitly flipping buffers\n", "l1norm_target = 1.e-4\n", "l1norm = 1\n", "counter = 0\n", "while l1norm > l1norm_target:\n", " # Determine buffer order\n", " if counter % 2 == 0:\n", " _p = p\n", " _pn = pn\n", " else:\n", " _p = pn\n", " _pn = p\n", "\n", " # Apply operator\n", " op(p=_p, pn=_pn)\n", " \n", " # Compute L1 norm\n", " l1norm = (np.sum(np.abs(_p.data[:]) - np.abs(_pn.data[:])) /\n", " np.sum(np.abs(_pn.data[:])))\n", " counter += 1\n", " \n", "plot_field(p.data, ymax=1.0, view=(30, 225))" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.4" }, "widgets": { "state": {}, "version": "1.1.2" } }, "nbformat": 4, "nbformat_minor": 1 }