{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### Example 1b: Linear convection in 2D, revisited\n", "\n", "We will now revisit the first example of this tutorial with an example that is better suited to the numerical scheme used in Devito. As a reminder, the governing equation is:\n", "\n", "$$\\frac{\\partial u}{\\partial t}+c\\frac{\\partial u}{\\partial x} + c\\frac{\\partial u}{\\partial y} = 0$$\n", "\n", "We then discretized this using forward differences in time and backward differences in space:\n", "\n", "$$u_{i,j}^{n+1} = u_{i,j}^n-c \\frac{\\Delta t}{\\Delta x}(u_{i,j}^n-u_{i-1,j}^n)-c \\frac{\\Delta t}{\\Delta y}(u_{i,j}^n-u_{i,j-1}^n)$$\n", "\n", "In the previous example, the system was initialised with a hat function. As easy as this example seems, it actually highlights a few limitations of finite differences and related methods:\n", " - The governing equation above contains spatial derivatives ($\\frac{\\partial u}{\\partial x}$ and $\\frac{\\partial u}{\\partial y}$). The hat, with its sharp corners, is discontinuous and therefore non-smooth, meaning that the derivatives do not exist at the corners of the hat. This means that the governing equation has no solution in the strict sense for this problem. Mathematically, this problem can be overcome by introducing weak solutions, which still exist in the presence of discontinuities, as long as the problem is smooth almost everywhere. The Finite Volume (FV), Finite Element (FEM) and related schemes are based on this weak form.\n", " - The finite differences method only works well if finite differences are a good approximation of the derivatives. With the chosen discretisation above, this requires that $\\frac{u_{i,j}^n-u_{i-1,j}^n}{\\Delta x} \\approx \\frac{\\partial u}{\\partial x}$ and $\\frac{u_{i,j}^n-u_{i,j-1}^n}{\\Delta y} \\approx \\frac{\\partial u}{\\partial y}$. This is the case for systems with a smooth solution if $\\Delta x$ and $\\Delta y$ are sufficiently small. But if the solution is non-smooth, as in this example, then we can't expect much regardless of the grid size.\n", " - First-order methods, such as the backward differences that we have used in this exampe, are known to create artificial diffusion. Higher-order schemes, such as central differences, avoid this problem. However, in the presence of discontinuities these methods introduce so-called spurious oscillations. These oscillations may even build up (grow infinitely) and cause the computation to diverge.\n", " - Discontinuities can appear by themselves for some equations (such as the Burgers equation that we discuss next), even if the intial condition is smooth. In CFD, discontinuities appear for example as shocks in the simulation of transonic flow. For this reason, numerical schemes that behave well in the presence of discontinuities have been a research subject for a long time. A thorough discussion is beyond the scope of this tutorial, but can be found in [R. LeVeque (1992): Numerical Methods for Conservation Laws, 2nd ed., Birkhäuser Verlag, pp. 8-13].\n", " \n", "In the remainder of this example, we will reproduce the results from the previous example, only this time with a smooth initial condition. This lets us observe Devito in a setting for which it is better equipped.\n", " " ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "scrolled": true }, "outputs": [], "source": [ "from examples.cfd import plot_field, init_hat, init_smooth\n", "import numpy as np\n", "%matplotlib inline\n", "\n", "# Some variable declarations\n", "nx = 81\n", "ny = 81\n", "nt = 100\n", "c = 1.\n", "dx = 2. / (nx - 1)\n", "dy = 2. / (ny - 1)\n", "sigma = .2\n", "dt = sigma * dx" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us now initialise the field with an infinitely smooth bump, as given by [J.A. Krakos (2012): Unsteady Adjoint Analysis for Output Sensitivity\n", "and Mesh Adaptation, PhD thesis, p. 68] as $$\n", "f(r)=\n", "\\begin{cases}\n", "\\frac{1}{A}e^{-1/(r-r^2)} &\\text{ for } 0 < r < 1,\\\\\n", "0 &\\text{ else.}\n", "\\end{cases}\n", "$$\n", "We use this with $A=100$, and define the initial condition in two dimensions as $$u^0(x,y)=1+f\\left(\\frac{2}{3}x\\right)*f\\left(\\frac{2}{3}y\\right).$$" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "\n", "# Create field and assign initial conditions\n", "u = np.empty((nx, ny))\n", "init_smooth(field=u, dx=dx, dy=dy)\n", "\n", "# Plot initial condition\n", "plot_field(u, zmax=4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Solving this will move the bump again." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": true }, "outputs": [], "source": [ "# Repeat initialisation, so we can re-run the cell\n", "init_smooth(field=u, dx=dx, dy=dy)\n", "\n", "for n in range(nt + 1):\n", " # Copy previous result into a new buffer\n", " un = u.copy()\n", " \n", " # Update the new result with a 3-point stencil\n", " u[1:, 1:] = (un[1:, 1:] - (c * dt / dx * (un[1:, 1:] - un[1:, :-1])) -\n", " (c * dt / dy * (un[1:, 1:] - un[:-1, 1:])))\n", "\n", " # Apply boundary conditions\n", " u[0, :] = 1.\n", " u[-1, :] = 1.\n", " u[:, 0] = 1.\n", " u[:, -1] = 1." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "\n", "# A small sanity check for auto-testing\n", "assert (u[45:55, 45:55] > 1.8).all()\n", "u_ref = u.copy()\n", "\n", "plot_field(u, zmax=4.)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Hooray, the wave moved! It looks like the solver works much better for this example: The wave has not noticeably changed its shape." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Devito implementation\n", "Again, we can re-create this via a Devito operator. Let's fill the initial buffer with smooth data and look at it:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "from devito import Grid, TimeFunction\n", "\n", "grid = Grid(shape=(nx, ny), extent=(2., 2.))\n", "u = TimeFunction(name='u', grid=grid)\n", "init_smooth(field=u.data[0], dx=dx, dy=dy)\n", "\n", "plot_field(u.data[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We create again the discretised equation as shown below. Note that the equation is still the same, only the initial condition has changed." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Eq(1.0*u(t, x, y)/h_y - 1.0*u(t, x, y - h_y)/h_y + 1.0*u(t, x, y)/h_x - 1.0*u(t, x - h_x, y)/h_x - u(t, x, y)/dt + u(t + dt, x, y)/dt, 0)\n" ] } ], "source": [ "from devito import Eq\n", "\n", "eq = Eq(u.dt + c*u.dxl + c*u.dyl)\n", "\n", "print(eq)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "SymPy can re-organise this equation just like in the previous example." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-1.0*dt*u(t, x, y)/h_y + 1.0*dt*u(t, x, y - h_y)/h_y - 1.0*dt*u(t, x, y)/h_x + 1.0*dt*u(t, x - h_x, y)/h_x + u(t, x, y)\n" ] } ], "source": [ "from devito import solve \n", "\n", "stencil = solve(eq, u.forward)\n", "\n", "print(stencil)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now use this stencil expression to create an operator to apply to our data object:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Operator `Kernel` run in 0.00 s\n" ] }, { "data": { "image/png": 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oNevqTk5OIMsy3n33Xbz77ruGTcij0WjH6+qI5ogg3kRx3th3WYRznl2zA4EABaYQRJuQeCOIPsAshKTTG53+aWqv4bnmrdV2NU3D3t4ekskkcrkcFhcX8bGPfQzhcLhr26z/jNvEmxmBQADDw8M1gvbll1/G5cuXEQ6HG9y6fD4PRVFqwlKoCXl38PokWBTnjX33RdgXVqXR7NyiwBSCaA7d5QhCYOpDSJwSbQx2o+TRLoCXeDOL4QdOJ1lbW1tIJpMol8s4f/48PvKRj3TkSnqpbNJpzJqQl8vlqqBzaxNyr08SRXHeRBA8Ioq3dqDAFII4hcQbQQgIW8/GSiPZE+huPHnkIaJ4b7deGCmKgvX1daRSKQDA8vIyYrGYI2VOzcomzSbYoog3I3w+H8LhMMLhMCYnJ2v+rVUTcqO2Bt1oQi7CsRdlH0SYlLOHY6LsSzfKP60GpkiSBEmSGj5HgSmElyDxRhAC4UQIiV149Xpzg2isVCpYXV1FOp1GOBzGo48+itnZWUePt+hlk0a0O1kya0KuKEpN+SU1IW+NCMJHlDVvzEEUYV+6Jd7MsOPWUWAK4RVIvBGEADgZQmIX1uut1/j9/ponqL3cbqlUwsbGBtbX1zE2NoabN29iamqqa8fbrhjzungDnHV+AoFAx03I9cJOhOCIVogg3kRa8ybCfgC9F2/NoMAUwquQeCMIj6J/YhiPxzEzM4OhoaGe3zx4Om+9Fo3Hx8eQJAlvvPEGZmdncffu3Yb0xG5gVKrZDK+Lt16dv62akDOnrp0m5F6fwIkg3kRy3twieDrFTeLNDDuBKf/2b/+GWCxWfXhHgSlELyDxRhAew6ipdiaTwfDwMEZGRno+Hp7OW69E4+HhIRKJBPb39+H3+3HlyhXEYrGebBtoFGOtJgBeF28A3zVX+ibkU1NTNWOy0oS8VCpB0zRPNyEXQbyR8+Y+vCxEjUSdJEkIhUIIBoMUmEL0DBJvBOER6tezsYkJK9vg4X4BEDZtUtM07O7uIpFI4OTkBIuLi7h27RpeffVVDAwMdG27RhiJsVZR214Xb27EahPyVCqFYrGI999/37AJOXPqwuGwayflIog3UUSPKPsBdJY26UYURUEwGKTAFKKnkHgjCJdjJYSEl4Bi2+YdHOIkqqoik8kglUpBkiQsLS3h8ccfr/YP4yGMmrUnMHu/l8WbFycr+ibku7u7mJiYwOLiomET8u3tbRQKBQBwdRNyL/4e9IggQAGxBI8XyibtIMty0/2hwBSiG5B4IwgXor+gq6raMoSEp3gTpWxSlmWsra0hnU4jEAhgeXkZZ8+ebZg08Ui57Lc1b4D3o+rZ99SoCTlw+pCgVCqZNiEPh8OG6+p61YRcBOEjimMlyn4AYok39mC13e8kBaYQ7ULijSBcRH1TbUarCzJv8eZl561cLiOdTmN1dRVDQ0O4cuUKzpw5Y3q87bpgTtCPaZNexsqx9/v9rm5CLop48/o+AGKJNy+veauH3XOd3h87gSn1a6EpMKU/IPFGEC7AKISE3aytXGypbNI+hUIByWQSGxsbmJycxO3btzExMdHyeNt1wZyg38RbP08w3NKE3MvnD0OkwBKRBI8+ldXLdEu8mWGnBJMCU8SGxBtBcMSpptq8nTce225XNB4dHSGRSGBnZwezs7O4d++erZROHk5jv615A8QQD07TrAm5vq2BE03IyXlzDyI5byKVTcqyXBU/vKHAlP6CxBtBcEBfGln/dKwdeDtvbl/zpmkaDg4OkEgkkM1mEYvF8ODBg4aSNSvwEEb9uObN6/S61+LIyEjDQ4h2mpBHo9Fq7LnXJ22iOG+iBZaItC+9WoPaLnbcukqlgtdffx3Xr1+vtjepF3XsXt+uo084g7vPOoIQCP1Fkom2ZiEkdvD7/ahUKg6N1BvbtiLeNE3D9vY2EokEisUizp07h5s3b3YU9c/Leesn8eb1SYFbjn0nTcg1TUM6ncbo6GjNujovIYIABch5cyutkibdTv3cQ5ZlFAoFhEIhBAIBw8CUf/iHf8Dv/d7v4d133+U1bAIk3gii67QbQmKHYDBIzpsORVGwsbGBVCoFVVWxtLSEhYUFR56SukW8NRNoXhdvgHsEkIi0akJ+cnKCN998E5qmGTYhr3fr3NqEXBTRI8p+AGKJNy84b3aQZRnAaXm20UNlTdOQzWYxPj7uyu97PyHOWUcQLqPTEBI78Fp3xrbtlsASSZKwurqKdDqNgYEBXLp0CXNzc45OfKjPGyEqrAk5W1N38eJFDA4OAqhtQp7P53F4eIj19XVXNyEXac2bKIJHpH3xuvNWjyzL1YbjRvh8PhwdHTWsuSV6D4k3gnAYp0JI7NDva95KpVI17n90dBTXr1/H9PR0VyZubnHenHy/2/D6+EUp19Pvg74JuR43NyEXZc2bqqqeK1k1g5w398LEWzOY80bwRZyzjiA4oy+NbNVU22l4p03ydN7eeustbG5uYnp6Go8//jgmJiZ6st1eQoElRC/RP3RqhZubkIvkvIkgQgGxxJuozlszstls1++xRGtIvBFEB+jjdxOJBGKxGEKhUM/7pvDqtcZr29lsFg8fPgRw+ju4f/9+w+SxW/Bq0t1PZZMiTLi9jB3xZkazJuSVSqUmAdOoCXl9z7p2mpCL5LyJsB8ApU26GUmSWu5PLpfD3Nxcj0ZEmCHOWUcQPcRoPdsHH3yA2dnZ6hqRXsLbeevFtjVNw97eHhKJBI6OjhCLxQAAV69e7ekNlMf6wn4rmwQosIQn3Tz2Pp8Pg4ODGBwc7HoTclGcN1EED7tviuJW9avzduXKlR6NiDCDxBtB2ICtZ2OlkezJrs/nQzAY5Op+8Vzz1s39VlUVW1tbSCaTKJfLOH/+PG7fvg2/34/V1dWeP/30+/01TU57tU2jCbXZ2ir2mihrr7yIl4+7E85bOzjdhJycN3fB7lGiCB5FUYRZiwicirdQKNT0PblcjsomXQCJN4KwgJUQkkAgUI3a7TUiOm+KomB9fR3JZBJ+vx9LS0uIxWLVGz/7Pbg9PITHNr0u3rw4Zj1edw15iTczrDQhZ+JO34Tc5/NBURTk8/mGJuReQhS3il2rRdgXwJpT5SVozZt3EOesI4guoC+NbBVCwtv9EsV5q1Qq1bj/SCSCy5cvY25uruGYs98Dj/AQtwtGvXjzKl4eu9dxm3gzo1UT8jfffBNDQ0OoVCoNTcjryy/d3IRcJOetVyFevUCk8BXgVLyFw2HTf9c0jZw3l0DijSDqaLepdjAY5Oq8sXH3+ibvlPNWLBaRSqWwvr6O8fFx3Lx5E1NTU02POa/kRy8ElgAkgIj28Ip4M4M1Iff7/Thz5gymp6cBfNiEXL+ubmdnB4VCAeVy2bVNyEUSb70O8+om/ei85XK5hnYhRO8R56wjiA7ptKk2b/cL4LOwnTlv7ZboHR8fI5lMYmtrC2fOnMHdu3ct3xy84II5QTutAgDvijcRAle8PEH1arltPfVr3lgT8oGBgQb3wM1NyEUJLBHNqeq3tElVVZHL5RqChojeI85ZRxBt4lRTbbeIt1YLjru1bTvrMjRNw+HhIZLJJPb39xGLxfDUU081lD9Z2Xa/OG/tiBmvCyCvIsJxF0G82UmbdHMTcpGcN5HEW7+lTR4fH0NVVRJvLoDEG9G36Esj9aKt3UkLz7JJJjZ5iEc2qbByY9Y0DTs7O0gkEsjn8zh37hyuXbvWdnsFL5QwOrVNvSBodZ6K4LwR/BDVeWsHsybkmqY1hKV0qwk5iTd3Iprz1kq8ZbNZ+Hw+jI6O9nBUhBHinHUEYQHWVFuW5apoaxZCYgeezhvP7bNJRTNBo6oqMpkMkskkZFnG0tISFhcXO77x8VrzxiNtst/WvHl57F5HlGPfTdHDWhT0ogk5iTf3wSp2RNkfoHWrgGw2i7GxMaH22auQeCP6gnZDSOzAs1UA2z4v8WYmLmRZxtraGlKpFILBIJaXl3H27FnHJiL9Elhi11VlDyNEmYQTvUUk563X+2GlCTlz6qw0IR8cHISmaUJMmEURocCHPetEcd7YQ+1m+0NhJe5BjLOOIEzoNITEDsFgEOVy2dGfaQdeZZNG2y6Xy0in01hdXcXw8DCuXr2KM2fOOH7M+8l5q99mq2PpZfHmdeHgdfHj9fEz3CYW2m1CDgDvv/8+hoeHa9bVuWnfrCCSUyViw3GguRjNZrMYHx8X4trgdUi8EULiVAiJHXg7b8FgkHuvt3w+j1QqhY2NDUxNTeH27duYmJjo2sW+X9e8qaqKzc1NKIqCkZER04AEr4o3wNtj9zqiiDev7EezJuTHx8d47bXXMDQ0hEKhgL29PeTzeWiahkgkYhiY4lY3SCTxxsJKvHB+WUGSJADNxSg16HYP7vyGE0Sb6EsjWzXVdhqe4gng67wBwHvvvYdsNou5uTncu3evYSLSDXjsM0/BKMsy1tfXkUwmEQgEEAwGUSgUqs1VWckVS+3k+TCB8C5eET3NYOubveZO6fH7/dUwp+Xl5Zq1rKVSqcat80ITchHFmyiwkslm33u25o3gD4k3wvOwm3SxWKzerJnL1ssJSL8Flmiahv39fSSTSVQqFQSDQTz99NOIRCI9G0O/rHljT+BfeuklRCIRXLlyBZOTk9UHFPqAhHw+j0wmA1VV8dprrzmaetcrvC4cAG/vgwjijX1HRdiP+geQrAl5JBLB1NRU9XW3NyEXSbz1W9IkQM6bmxDnzCP6jvoQktdeew2xWAyxWIzLDZt32WSvxJumadja2kIymUSxWMT58+dRLpcRi8V6KtwA96w/6xZs7WAqlUIgEMCNGzcwPT0Nn89XLXMxC0j4wQ9+gJWVFfj9/upkTp96p386r//jlgmJl8smvTx2htdFD/sdeNl5A+z1z3R7E3JVVbm7f04hovPWqkdsLpdrWK9J8MEdd2mCsAFbz6ZPjvT7/dWyRV6TDt5lk91uWK0oCjY2NpBKpaCqKpaXlxGLxRAMBrG3t8ct6VLEsslisYhUKoX19XVMTExgYWEB5XIZMzMz1fe0Os/Zd2JsbKxhImcUZV4oFFCpVDA4OIhoNIrh4eGaiVwvm797XTh4HRGcN/1aZy/jVOiK3SbkrJKFhaPo3ft2m5AriuJ5Mc0QyUUErDtvi4uLPRoR0QwSb4RnMAoh0ZdG8mySDYhbNilJElZXV5FOpzEwMIBLly5hbm6u5ibMo5SQ13a7GViSz+eRTCaRyWQwMzODu3fvYmxsDOl0GsVi0fY4zRwgs6fz+pKrfD6PnZ0d5PN5VCqVan+q+j+9FHVEbxBBvLHvqNfFQrcTM1s1Idevq+u0CblIgseK2PESVvbn6OiIyiZdgjhnHiEsVkNIeIs33tt3WryVSiWkUimsra1hdHQU169fr5bsGW27X8RbN0o1j4+PEY/HsbOzg7m5Ody/f79mMtWrVgFmUeaSJKFQKODk5ASFQgG7u7tIpVIol8sYGBiombyxP52WR3m99NDL4sfrxx4QZ80bL7dK34R8enq6+rrdJuTsvwMDA0KJN5H2BTi9xltx3iiwxB2QeCNcSf16NvYkuFkIiRvKFvVj5bF9tg6qE05OTpBMJrG5uYmZmRk88cQTLevceSVdej2wJJvNIh6PY39/HwsLC3jw4AGi0ajhNu1OqJ1cmxcKhQxLrtg6GvZnb28P6XS6JhzByKmzIjy9jNfFj9Vr2FD+jum/SZqMyvC/OTksW3g9aZLhtl51dpqQ7+/v1zQhZ+FisixXRV04HPbk973fnDdN0yiwxEWIc+YRQmDWVNtK3D/vJtmBQKB6c+Il3kqlUtufPzw8RDKZxN7eHs6ePdvg/rTaNg/njUdIjD6uu53fs6ZpODg4QDweRy6Xw7lz53Dt2rVqJLjZNnmKNzPM1tHIslzj1NVP4oxE3cDAQM3x9LoA8jJm5/bAyU2EfNamDSFfEKGfirv80GuOjs8KrErD67hNvDWjVRPyf//3f8fAwEBDE3KjXnVub0IumvMmy3LLwLFcLkfizSWQeCNcQf16Niba7Fy8eZctsqdWsixzSdRqp2xS0zTs7u4imUzi6OgI586dw9WrVxEOh239nH5z3gB7KXDAh8c6Ho+jUCjg/PnzuHXrlqVzxWidHfsKL4piAAAgAElEQVSeNPsMLwEUDAYxOjqK0dHRmteZqNOvoVlbW2sQdfl8Hj6fr1qWKcIk3EvUi7eBk5sAYFm46ZE0ufr5Xjpx5Ly5B9aE3O/3IxaLVQWAqqrVsBR2XfBKE3LWT08UrKZNknhzB/y/AURfo6pq1WnTp4O1c7PiLd7YmHmVbtoRb6qqYnNzs9qjbWlpCbdv3247fIJXWIsXxJumadjc3EQikYAkSVhaWsLi4qKtCQjvskmnMBN17Mk8E3WSJGFvbw9bW1sIBAKGTl2velO1i5vH1gom3pTjq4j4PrwmSJrx9dVI1Bm9d+DkJmQoUId/4txgTRDJeRPF4al3q/x+f/X7rMcLTchFdN6a3ZOKxSJKpVJDqSzBBxJvRM/R173r14hZKY1sBu8+az6fj+sYrAgoWZaxvr6OVCoFv9+P5eVlnD17tuObkN/v57LfPMVbK2Gkqio2NjaQTCahaVq1tUI7x9qtZZNOwZ7Mj4yMADjtbxeJRHDu3LmGCVwmk0GhUGgQdW5aQ+OV426Gpmm4d/nzAEIoazIGWzhueqEW8gVNRR4ABBEATm523YUj5819WA1f6aQJeX1bg2496Om3NW+5XA4AqM+bSxDnzCNcT30ICaNZCIkdeDtvbAxudN4qlQrS6TRWV1cRiUTw2GOPYXZ21rEbWiAQ4LLekFerAACm22UCOZlMIhgM4uLFi5ifn+9oAia6eDOjXtQx6ntT6dfQ+P1+w/RLN4g6r3B+5GdRbiLAmlHUTq8DQTR/SDHQZQEnivMmSm80tjSikweFrZqQ6x/0dLsJuWjOW6u0yWw2i2g0KlSpqJch8UZ0HbMQEsDZ0iLeaZMA315vRuvOCoUCUqkUNjY2MD4+jlu3bmFyctLxSU0/tQpgDnH9dlk/vFQqhUgkgitXrjgmkNvpLedl8dZq7Ga9qVRVrZnAHR8fVxuQ+3y+hsnb0NAQIpGIEJN8p8gfXYamc9pauW5myFAsCbhulVGS8+Yu2PWrW4KnWUm21Sbk+v+2GqeiKH3lvLE2AXStdAfinHmE6zBqqt3uejYruMV54zUGvXg9Pj5GIpHA9vY2zpw5g49+9KMNNzUn6acm3UCtmKpUKkilUlhdXcXIyAhu3Lhh2g+vXYzWvHWjz5vX8fv9pqLOaALHRJ2ZU9epW+o18keXEW1TrAGngq3+70YCrqhJ1bV0kqYidHLNcQEnivNG4q0znGxCHo1Gq+vCZVkWxnljFVHN1rxns1mMj48L8Z0SARJvhOPU92cDPnQrugkTL7yi+gG+zpvP54MkSfjxj3+Mg4MDxGIx075hTtNPaZNsu6VSCWtra1hfX8fExARu377dtcXc/Vo26RRmwQhM1LG2Bvl8vrqGBkDNU3m9U9dqMu3F424k3CSokLRKzWsBfHht1YeZ1Au3+teZiCtqUs1/ge4IOJGcNxFEArs/uOV30mkTchaqpCiKYasTL8F+N63WvNF6N/dA4o1whG6FkNhBH9Xfbmpip/AILNE0DTs7O3j48CEURcHo6CiuX7/e09r0fiqbzOfzUFUVr732Gs6cOYO7d+829DlzGiMhJrLz1qux60XdzMxM9XVVVVEqlWoakO/u7qJQKFRLreqdOiuizq3kjy5X/79QEz7SfH/0AqzVe4+0MkIwf4+kqZCOH0N45N1Ww7WESM6bCOV5bO2e238nVpqQszV1uVwO29vb1VYnRmEpXlhrK8tyy6ooVjZJuAPvXxEIrrD1bKVSCel0GktLS9WLQK8vWOzpJE/x1st1d6qqIpPJIJlMQpZlxGIxHB8f45FHHun5sefpvPVqu8fHx4jH49jZ2QEA3LhxA/Pz8z3ZtpmYafZ79rJ44w0LPYlGozWizqjUqr4v1dDQECqVCg4PDzE4OOj6ZsN2hJveddNz6tCdPkRpVnYpQW0q4ACg5JCAE8l5E2E/RAj4YE3Ih4eH8d577+HGjRvVe77+muC1JuRsvVuz+0k2m6Ueby6CxBvRFmw9m6IoUFUVlUoFH3zwAZaWlrhdkHhH9QO9KZuUZRlra2tIpVIIBoPVuH9ZlpFIJLgspBbZectms4jH49jf38fCwgIePHiAV199tafOZruBJV7FrWNvVmqld+oODg6wt7eHjY0NqKpaFXV2QxG6DRNuxxow4tAhL2hyg4ArWEyuDMEPCc58n0USPaLsB+/z3SnYHIPtj1kqrleakLdKmgSobNJtkHgjbGEWQsImsrwv0LxDS7q5/XK5jFQqhbW1NQwPD2NlZQUzMzPViS477rxElEhr3jRNw8HBAeLxOHK5HM6dO4eVlRWEw+GubtcMUZp028FLY9f3pZqenkYmk8Gjjz6KiYkJlMvlmvJLfSiCXtTpxV0vrqFr2ccw6TcWbnZdt3qMBJz+/c3ctxD8jrhvPNc+O4lIIlQU8cb2pdX55ZUm5FZ61mWzWZw7d64r2yfsQ+KNsIQ+hIStJdCvZ2MXMraglxe82wUEAgFIktT6jTbI5/NIJpPIZDKYmprCnTt3DMsX2A1eluWe/w5Ecd40TcPu7i7i8TgKhQLOnz+PW7duNRzPXgsjCizxJj6fD+FwGOFwuKHZcL2o00/emKirX1vn1OT3VLhpOO7i6cEEnJHrZiTgsqqMcf/plCSvqkCHAk4U0SPSfogi3jpNmnRbE3Ir4i2Xy1HZpIsg8UaYYhZCYraeLRQK9XVUP3AqYkqlkiM/K5fLIZFIYHd3F3Nzc7h3715DWYYeVjbKQ0TxStl0SrxpmobNzU0kEglIkoSlpSUsLi6a3tB67by1WzbJ41xwAhEck2Y0E3X6pLt8Po9MJlMVdfr4cv0Ezm6ZlV64dVIu2arEsVm5pJmA09OJAydSYIkI4k2U8k+gez3eeDUht5ITwFoFEO6AxBvRgFlT7VbJkbyFkxvG0On2NU3D/v4+EokEcrkcFhYW8PTTTyMSiVj6PE8RxWO7gUCg+pChnYmaqqrY2NhAMpmEpmlYXl5GLBZr+VS118KoH503r4+9nfPRLOnOKL58c3OzGl8+ODiI4eHhBqfOaIK5ln0MoSZDs1My2Yr8T78jQ81S7FTj62VeVTHk92M/9yimxt63vW2RyiZFcKxEKpvk0ePNShNy1vLEbhNyct68B4k3okr9ejYm2qw+LQsGg46XDNqFt3hrVzypqort7W0kk0kUi0XTcr1ubb9T2JqsXk+Y2Llpd4KjKEo19CUQCODixYuYn5+3fK63swatE9i47BxfL09cvTz2btAsvrzeqdP3pNKvnRkaGoIS/c8I+Zqftzm1+fVj0m9/2sCEWD27qoJmz/uzqga0KRxFcaxE2Q+RxBuPUDAznGhCfnx8jIGBAUiSZOjAaZpG4s1luOPsI7hiFkJi94bhhrJJ3mmTdsWjoihV5wcAlpaWsLCw0PZNjpd404el9PIGbVe8SZKE1dVVpFIpRCIRPPbYY5idnbUtFniUTQL2xZvX3SuiNWZlVkzUscmbEv3PyGshjPs+bLqtL5k8UH0I+1qf0wc/dcokzYfJgPm5mK/7fpgJOAk+hGD8uw5BgwQftnKXMTf2Xsux6RGlVYAo5YYiiTcezptd7DQhPzk5qT5AZk3IE4kE4vE4rl69iuvXr+Pw8JDKJl0Eibc+Rb+eTVVVwxASu/B2vdwwBqviiYmIdDqNwcFBPPLII5ibm+v4Js3TeQN6f4PWi7dmVCoVpFIprK6uYmRkBDdu3MD09HTb5zov8WbnKbzXxRvRGfWi7t3DEMb9lZr3HKidOZwHitZUwNWjF3CnrlprmICzWz4pUtkkiTd34SbnzS5GLn6pVMLU1BRmZ2ergu6NN97A97//fXzjG9/Azs4OBgYG8Ou//uu4desWrly5gqtXr+LKlSs4f/687fPzueeew3PPPYdUKgUAWFlZwRe/+EU888wzhu//67/+a/zyL/9yzWuDg4OO5Qt4EW+efUTbsPVsLDmS4URTbbeUTfIcQyvxVCqVqnH/Y2NjuH79ekciwu72uwWvNgV6UWNEqVRCMpnE+vo6JiYmcPv27Yays3a3y6ts0ipeFm9eHjvgPuHw7uH1htckrf3x6T9rJODqXbd66oVbM/dN/x47qKrq2Qm2HlHEmyi/D8Abzpsd2Jo31oR8fHwcn//85/H5z38eAJBOp/HRj34Uv/Ebv4HV1VW8/PLL+OY3v4mHDx8iFArhsccewyuvvGJ5mcfCwgK++tWv4pFHHoGmafjWt76Fz372s3jjjTewsrJi+JnR0VG8996H7rubrq88EOObRLTELIQEcO5LwNv1YmMoFotct290DE5OTpBMJrG5uYmZmRk88cQTXSlB4CXemGPb622z8t568aZvrzAzM4O7d+9ibGzMse3yLJu08xmvCyCic9ayjwFNV5adYqVk0owD5fR3ZcWFOxV2je+zUj6ZOLyKCxPvWBoTpU26C0VRuLYRchIvO29GtEqbVBQF5XIZv/Irv1IjWiVJwsOHDxGPx239bj/zmc/U/P3LX/4ynnvuObzyyium4s3n82Fubs7yNkRHnLOPMMSp9WxWCIVCKBQKjv9cO/AWkPXi6fDwEMlkEnt7ezh79izu37/fsLC4m9vvJW7o9XZ8fIxEIoHt7W3Mzc117Xh7Rbx5tVUA4Rx57XRSpi+ZzKoDGPI5X6FwoGgYbBmIcjrtiPrtX6fsfEaENW/soasILo9IZZOskbYotEqbzGazGBsba/g+hUIhXLlyBVeuXGl724qi4Nvf/jby+Tzu3btn+r6TkxOcP38eqqri9u3b+KM/+iNTodcPkHgTFH1ppF60dfNJJG/h5IYxMAGzvb2NVCqF4+NjLC4u4urVqwiHw13fPq/IfoDvertcLocPPvgAe3t7WFhYwIMHDxCNRru2TR5NugF7Zaledt5EcEzcsA/15ZJZ9fTpeCfCrVW5ZU4NYszf3jW43n3bVWsnyOP+iuXwEhGcN/b99boIBcQSbyI6b63Em9OVQm+99Rbu3buHUqmE4eFhfPe738XVq1cN33v58mX81V/9FW7cuIFcLoc//dM/xf379/H2229jYWHB0XF5BXHOPsK0qXa3RRuDt3DiPQZVVbGzswMAePvtt7G0tITbt2+3bH7pJMFgkJt467Vw1DQNBwcHkGUZ77zzDs6fP99Tkdxr582uGPOyeAO8XTbpxrEz4WZEJyWTRpgJOOa6AUBBDTR10uqFmx4r5ZMiOG/seur1/QDEEm8irXljD/qbibdcLofx8XFH55GXL1/Gm2++iVwuh+985zv43Oc+h5deeslQwN27d6/Glbt//z6uXLmCr3/96/jSl77k2Ji8BIk3AehmCIkd+rVVgCzLWF9fRyqVqt5kP/rRj2JoaKin4wD4O2+9EDSapmF3dxfxeByFQgGBQAArKys9rYfnUZLYb+KN6AyjkJJuU9I+nNBaceCMBFxGiSBkIiaz6gAkzZqQEcF5Y9cYEcSbKOWfgFjOG5svNdufw8NDR9eMA6dpuJcuXQIA3LlzB6+++iq+9rWv4etf/3rLz4ZCIXzkIx/Bw4cPHR2TlxDj7OtTmGgrFAqIx+N49NFHHQ8hsQPvpEc2hl6Jl0qlgnQ6jdXVVUSj0WrPsL/7u7/jNmkOBALcfgfddqM0TcPW1hbi8TgkScLS0hIWFxfxyiuv9Hxy0+sm3YC5GDNLNvSyePPy2N3Ai7tPYc7k7m5UMrmlRBpeC9SFh8wEOovl1rtuTpA4vIrS5neqjYaj0SgikUjN+lCvix4mQL2+HwA5b25FlmX4/f6m+5PNZrveoFtVVZTLZUvvVRQFb731Fj71qU91dUxuhsSbB6kPIVFVFel0Go8++ijXJ439UjZZKBSQSqWwvr6OyclJ3Lp1C5OTk9Vjzzs0RLSySVVVkclkkEgkoKoqLly4gFgsVr3Z9LqEkW2z1yKZnDdv4QXXZ1c5rQ4I+VpfM3eVMCpaAGcC1kOp7Lpvu8ppybOk+U3dt5BPhaT5kddCGI5EcHx8jK2tLRQKhWpj4qGhoWrz4UKhUCPqvIQoSZOAWOJNNOet1b4cHR05uubtC1/4Ap555hmcO3cOx8fHeP755/Hiiy/ihRdeAAA8++yziMVi+MpXvgIA+MM//EM8+eSTuHTpErLZLP7kT/4E6XQav/qrv+rYmLyGGGdfH6EoCiRJqmmqzSJaJUnienFkZZM8exwFg8Fq03Gnb3pHR0dIJpPY3t7G7OwsnnzySYyOjja8j0fppn7bopRNKoqCtbU1pFIpBAIBXLx4EfPz8w2/Vx7ijYcwsluqSeKNHzyP+6nrdgQAOFCimKwTW0ywMYyEW73rpmdHOQ0Cqhdx+pJJPVYdNybc7KCN/xyuLZ+ufVNVFcViEfl8Hvl8HgcHB9jd3cXGxkaNqItGoxgeHq46dW4WR6KJN1H2RTTnrZV4Ozw8dKQ/KmNnZwfPPvssNjc3MTY2hhs3buCFF17AJz/5SQDA6upqzblyeHiIX/u1X8PW1hYmJiZw584d/OhHPzINOOkHSLx5DDYh069n8/l81XK5XoQ1mBEMBquuIK+nUmy7siw70lOGhWIkk0kcHBxYSjLkGRrCK64fcM55kyQJq6urSKVSiEQi1XJUswcCPPaZl9vXL86bl8fOkxd3n6r+/4HSvbRV4FTEWXXhsmoE437z/psFtXEibNV9+/92/hN+9syL8Pv91RJKANjb28P58+cxPT2NUqlUFXX5fB67u7soFArQNK0q6vR/3CLqRBNvIgge9nC435y3CxcuOLbNb37zm03//cUXX6z5+5//+Z/jz//8zx3bvgiIcfb1EWb176FQyBXrzQBrF4NuwURtp+JN0zRsb28jmUyiUCjg3LlzuHHjhqWfydv94un6dSJoKpUKUqkUVldXMTIyghs3bmB6erqli8tLSPF2+1odFxJA/cmAT64KN73rtiWPYtTf/rq1ioGzZkfANWNHOe3FOOS3tuZFz7jfePvsIaff70c0GkU0GsXMzEzNv+udunw+j729PeTz+RpRpxd30Wi0p2JKFLdKVVVomiaEeGP3dhH2BTh9WNpqvtaNVgFEZ5B48xhmEzY3JD2yRa88x+Hz+Tpa96aqKjY2NpBMJqGqKpaWlrCwsGBLjHpZQHVCu85bqVRCMpnE+vo6JiYmcPv2bVslGm4QUr3aZv1+NhNwXhZvXlyfVE+v90HvutWzJTeWdwP2SyaN2FGiGG0iurJqpPrfZu6bEVbcNzPB1yptkpVSGom6eqduf3+/KuoikUiDU9ctUSeK88auWyIIHtHEm5WH7dls1tGySaJzSLx5EKNJmRucN8AdiZPtOF+SJGFtbQ3pdBqhUMh0fZUVeJdNemXb+XweyWQSmUwGMzMzuHv3bltxxP3qvDn9frfh5bG7CTPh5iQ7yjDOBE5avs9IwDHXDQDy6mBb7tsre3fx5PS/1rzWbtqkz+dDJBJBJBLB9PR0zc9joo6FoRwcHCCfz0NRlKoQrBd1nUzyRRFvIvWrY+vdRHjABJzuT7NetJqm4ejoyPFWAURnkHgTBLeINzc4gHact1KphHQ6jbW1NYyMjGBlZQUzMzMdXZi9JKCcxKqgOT4+RiKRwPb2Nubm5nD//n0MDw+3/Fyn23USWvNGNKPXx525bgM6J62iBWuEm9Mlk/VYFXB2qXffMvKH5VszgdNgFiPB57Tw0Ys6PZqmoVwu1zh1h4eHVVFn5tRZEXUiiTeRWh6Ist4NIOfNq4hzBvY5bnC82Di8IN70rs/09DTu3LnjWB8TnseAt3Bsdg5ms1kkEgns7e0hFou1DH6xCi8XzO3OG+Bd90qUp9r9Rr2AYyWTevTum951YzRz3/TCDQB2ldGqgKt333qVeuzz+RAOhxEOhzE1NVWzfSbqmFOXzWaRz+chyzLC4bChqNNPpEVpbC1KWAkgVtIkgOq5aIamacjlcl3v80bYg8SbB6GyydZjMBNPuVwOiUQCu7u7jrg+RvAWUG7q88bSOhOJBLLZLBYXF/Gxj33M0VRUL7hgTlAvGCVJwtbWFgYHBzE8PNwQpuN1583LYwd6J0Cfz3waZ0NAVonizE9bBFjBifVuAFDSakuurDhwdte/paQpDPiMr2sb8umksj64hLdr1UzUVSqVGqcuk8kYirpyuVzt6eplt0ck8dZvzluhUEClUiHx5jLEOQP7nFAohHw+z3sYrnTeNE3D3t4ekskkcrkcFhYW8PTTTzeUvzhFIBBAuWx/3YZT22aN23s9cdGHpWiaht3dXcTj8Wpa582bNx1p31BPt5qDt9omL+eNpXKm02lEIhFIkoRyuYxQKIShoSEMDw9jaGgIlUqFW3hNp5DzZp2zoUMAqBFuO/Ioxm2kQDIBBADnggcdj2lHGTYVW/r3mGFn7duAT0FFCyCrRmvcN579Rpvh8/kwODiIwcHBmlI0TdMgSVKNqMvlciiXy/jBD36AwcHBBqduaGjIE0JCJPEmmvPWKm0ym80CAIk3l+H+bz3RgNENyS3Om5vWvKmqiq2tLSSTSZTLZZw/fx63bt3qioCo3z5P5w3gEzHt9/shyzI2NzcRj8chSRKWlpawuLjY1QmG3+/v+bnPy9XKZDL4yU9+gvHxcdy5c6fa00pRlJpJ387ODo6PjyHLMv75n/+5ZrLHGhS7fdLnZeetV2M3ct2MhFv9erdVaRJhv/F3ZlWuXdvihJgz4lgNY8TCOjwmLCtaoKUg1NMqbdJt+Hw+DAwMYGBgoDpRTiaTKBaLuHTpUs33e2trC/l8HpIk1Yg6fQPyZiEUvUaU8k+g/5y3XC6H4eFhofZZBOi3IQhuKFdk4+At3nw+Hw4PD/HDH/4QALC8vIxYLNazmwfv0kXg9AbTy5u3qqrI5XI4ODjAyckJLly40LNjLnpgSalUQiqVQi6Xw8jICJ544gmMj49Xn9RrmoZgMIixsbGaRLC9vT3E43FcvnwZ+XweJycnNZO++jU3bNInyiSrH4j6y8jqmnHvtEiWXJXshw6kpNPExbPBw4Z/qy+Z1LOjjOBM4Nj29hh5dRBZ1dqa2Hr37aNT/9J22qSbYBUU9aKOUalUUCgUah7aJJNJVCoVDAwMGDp1PESdKP3qAPGct1Zpk4eHhxgbG/PUg5B+gMSbB3Gz8xYMBlEqtZ9q1gmVSgWrq6vY2NhAIBDA1atXMTs7y6V8kJeAZU3KeyUeFUXB2toaUqkUNE1DOBzGgwcPenrMRS2bZP3v1tbWMD09jbGxMSwsLFhulsquE+Pj4w2fYWtuTk5OGtbc1KfjMVHXy9+pCBOFbu/D85lPI6r7lTQTbvWizcx1a0ZGnjAUcM0wE3D7yqljbNV9Y1hx3zLyRNX59LpgaOVYMVFX//2uL7/c2dlBoVBAuVzGwMBAjUPHvufdrEgRqWyyH5238fFxIa7JIiHOGdjnuKFckdc4isUiUqkU1tfXMTY2hrNnz0KSJMzPz/d0HAyeZZO92r4kSVhdXUU6nUY4HMZjjz0GAEgkElzKNb2Q/GiVYrFYbVo+MzODJ598EqOjo3jttdccS5s0epLP1tMxQaePPFdVtSrq2Jq6oaEhRCKRrv2+vVw2yZP6ksmMNIFoG73TjMj8tISxlYiz6pg1Y0sea0tkAsD3dp7BOP675yecqqq2JRRCoZDhQxtJkmqcur29PaTT6Zo1s0ZOXafHUSTx1sqp8hKKorQ8x7LZrOUHhkTvIPHmQdzuvPVKvB0fHyOZTGJra6umyfPa2hq2t7d7MgYjeJZNAt11olhYxurqKkZGRnD9+nVMT0/D5/Nhd3eXy36LUjZZKBSQSCSQyWRw5swZ3Lt3DyMjI9V/73aTbn2QQn06HmtOrJ/05fN5aJpmOOGLRCKenzh3QreF56nr1lqQdSrcVM1YmGfkCUxa7OnWqnyymftWUkOWBRwrnYz6yyiogwC877wpiuKoIxYKhRrKq4FTQcK+24VCAfv7+1hdXUWpVEIoFGpoPs6cOqvfcZHEm6IojqYl84Tdr0m8eQ8Sb4IQCoWgqir3i2Qv1t4dHh4ikUhgf38fZ8+exVNPPVUNbmBj4OlC8t5+N8QjK+FbX1/HxMQEbt++3dC0k5do9bp4y+fzSCQS2NzcbNq+otvirdnPYc2Jp6enq69rmoZisVid9J2cnGB7exuFQgE+n89Q1IXDYUsTvn4WfnbZk0cxbdAiICN1Nx3OThmlXsCxkslmbMljpv9mNbgke/WP4fP9J0vjcyu9Sg02WjMLnIo6vVN3cHCAtbU1lEolBINBw++4kajjPS9xEq+3bdAjSRL8fn/Tc4yVTRLuQowzkKheTCRJ4nqR7FbZJIueTyQSODk5weLiIq5du4bBwcGG94oonuxu30lhwZqZ693Nbm/XDjy264QwOjk5QSKRwNbWFubn5xseQnS6zW73ovP5fIhGo4hGo5iZmam+rqpqVdSdnJzg6OgIm5ubKBaL8Pv9DZM91qOufsLn9bLJbgnQ5zOfrvl7vXBrJdraLUU0op11cEZ0y33z+kMA3r3qgsEgRkdHMTpau55SUZRq4/FCoYDDw0Osr6+jWCwiGAw2OHWVSkWoUsN+EqLkvLkTEm8exOiG5Pf7EQgEqilyvHBaOKmqis3NTSSTyWr0/OOPP970gsMzMAT4cM0Zrz5DTuz/8fExEokEtre3LTcz5+GA8dpuJ9s8Pj5GPB7Hzs4Ozp49iwcPHiAabb1GqL5Jt5X38xBAeoF25syZ6uuqqlYnfPl8HtlsFhsbG9UJn17MFQoFz/ao6wWsFLLedWPlgr2kXsCZrXfbUU5LgANo/ntt5roxrLpv/yvzf+Dzse+2fJ9b4S3ezAgEAhgZGakp6wY+FHXMqctms8hkMlU3PpfL1bQ1sOPGuwWRnDcr6/dyuRwuXbrUoxERVhHjDCQAuCO0hIm3ToWLLMtYX19HKpVCIBDA8vIyzp49a+lGxjswRN9rjcdFvhMnKpvNIpFIYG9vD7FYzLKwAPikPgL2RRdV/8EAACAASURBVI0TMFfLznl+dHSEeDyO3d1dxGIx243izZy0ZmNwk3vl9/sxPDzc8BCgvkfd/v4+crkcZFnGD3/4w4aQFF5x53bo1nHXu257LdoCAOjKejcjrDpwB/IwZgxKPIFT961d1iqTUHA6Xta03KmQFp64VbyZYSbq3nrrLQwODmJsbKzafDyTyVTdeKM1dW4Vdf3mvOVyOdNqG4IfJN48iNkFzQ2hJWxS1W4iU7lcRjqdxtraGqLRKK5cuYIzZ87Yuog7JSDbxQ3izY6I1zQNBwcHSCQSyGazWFxcxMc+9jHbDm4gELAtaJyAV9kk0Fw4MXK5HOLxOPb29rCwsNDWsWXb5LHmrdsEAoGG0qyNjQ3s7OzgwoULNXHn+Xy+podVvagT5Yl4MwrqYFWY6F23TWkCY3VJk93CqL+bEyWUeRPnsFnp5Fqldu1tRpqoCjgA+KuN/92z7psoza1VVUU0GsXs7GzD63qn7ujoCFtbWw3rZvXijncYkmjOm5Wyyfr+ggR/xDgD+xCjiZkbGnWzG41d8VYoFKpx/5OTk/jIRz6CiYmJti7SwWAQmqZxu/GxBcCyLBuuyes2VsUMW0cYj8dRKBRw7tw53Lx5s+10M32D8F7e3HiVTQLNn4xns1nE43EcHBx0JNoYXimbdAKfzwefz2cYolDfw0rfeHxwcLBB0A0NDQkxAX5u7f/E2E93o95127QYTuLkejcjrLQI2JVHTd23nBK1LEAT5TMI+YwfUqUr05gJngak1LdO8BJec97MMHOrzNx4/bpZozAkI6euV6JOJOdNkiRLzhuteXMfJN4Ewg3Om8/ns7Xu7ejoCIlEAjs7O5idna32tOoEdjGSZZnbRZZnaEmrbWuahq2tLSQSCZTLZSwvL2NxcbFjwcWOtZfWn3WyTcB4Xw8PD/Hw4UNks1mcO3fONFjHLqI6b2aYjd2shxVrPM4me7wbj3djIplTogjVrfViwq1XrlsztqUxzIZyhv92IDdfM9sqaEXvvq1Xphr+PQC1WjoZ8inYlUeqAu7P0v8Xfvv8/9ty/G5DFPFm90Gqft1s/c+pF3XMkdcHKNWLOqeOoaqqbffecyOtnDdN05DNZhuSpQn+iHEG9iFGEzM3iDegtQNYX6Znd21VK3g7X4A7xZuqqshkMkgkElBVFRcuXEAsFnNM4Oqdt17Cq0k3UCswDg4O8PDhQ+RyOZw/f74jF9Nsm/0k3uzSrPE4m+iZNR7Xl2A6Mdlz+rj/j9SzGDH4mjZz3IzWfKUr0w2vBfDhWBcG9tsboI5mAo7RzH2zg6QFTd230+2cCriJYL7jbfFAURQhxJtTblUzUVffi3J3dxeFQgGappk6dXaPLbu3ieK8WQ0sobJJ90HiTSDcIt7MglM0TcP29jYSiQSKxWLHZXrNcEPiJK/ts9RRhqIoWFtbq4a/XLx4EfPz845PCnw+H5fQEp7iTVEU7O3tIR6P4/j4GOfPn8etW7e6ck7bPbZeFm9OuVb6xuP6p8dGjcf39/erjcfZZE9fgslzrc1I4DRGX++6SZr1CeS6NNnwecP3/dTRkrQAzg/sGb7HaL2bk7QqnTRy3ZqRLjcKVq8givPWbRHKQk/q25bU96IsFArY29ur+Z7XC7tmjjy7p4sk3po9NJdlGScnJ1Q26UJIvAlEKBRCPs//CWO9cFEUBZlMBslkEqqqYmlpCQsLC10tPejnXm+BQAClUgmSJGF1dRXpdBrhcBiPPfYYZmdnuzoB5REewlIYeUx03njjDZRKJSwtLeH27dtdTUGsX/PG1oU1ez9gLVTFjXS7R52VxuP6oBRWllW/pq7bqXhmrlsrmGBrF+bSmYm4eo6VD9dz1rtvRiWTevfNakPxh+VZhJs4bfWlk5IWQDRQRkEZ9GRwiSiBJbzWiZn1ojR7eMNalOgdefadj0Qi1f3w4vXUiFZlk9lsFgCobNKFkHjzKEYXD7c4b6xsUpIkrK2tIZ1OIxQKdc3xMRsDz3YBPMWjpmnI5XJ46aWXMDIyguvXr2N6eronNxze68+6fW6xkJeHDx8CAKampnDp0qWerIFop2wS8K5444GVxuMsFa9Z4/FeY2W9m5Hrpi+ZNCNdmbYs4PRYKZ80w05wSavSyerPlJ0py+8lIjlvbhKhzR7elEqlmgTMg4MD5PN5KIqCwcFBaJqGeDxeI+7ctG92aCXecrkcQqGQY0taCOcg8SYQbkibBE4n01tbW3j//fcxOjqKlZUVzMzM9HQC2Y/OW6lUQjKZxOrqKoLBIG7fvt3zJ2a8yiaB7galaJqGnZ0dxONxlEolLC8vo1Ao4OzZsz1bvG7W580Mo3V5XsFtJZ/N1tqwid7JyUm18TgA/Ou//muDSzc8PGy7pNaoZHKzMobp0Inh+9crk4gGnO1xxlw4u2KslYDbtdCrjsGcxJIWtOy+1eMl901VVWia5nnxxjP52S56UTc19WF5rqZpKJfL2NzcxMbGBiqVSnXtrKIoDU6dV1JuW4m3w8NDjI+Pe/4cFBESbx7Fjc7byckJUqkUdnZ2EIlE8Pjjj3Nb6OoG8dar7efzeSSTSWQyGczMzODixYvY39/nUurAq2wS6I54Y+s0Hz58CEmSqsmcgUAAqVSqpwKjE+eN6A76qHPWw0rTNPzjP/4jVlZWqm0NDg4OsLa2hlKphFAo1BCSYtZ4nJVM7knDmB84FUGthFunNFtLly5P4/ygPReuVcqk2fbsuG9m1JdOegl2PfP6xJnth9uFTDN8Ph/C4XC1TPrKlSsAagOR2B99yi37TP2aOrekVbZqFUBtAtyLO84gwhHMgkK6TTabRTKZxO7uLubn5xGLxQCAa0IRb/HWi7LN4+NjJBIJbG9vY25uDvfv38fw8DC2t7exs7PT1W2bIYrzpmkaNjc3kUgkIMuyYTKn3b5rndJOnzeAxBsvRkZGGtJuZVlGoVCoJl/u7u4ilUqhXC4bNh4vq0FL692cEG1WMRJw+vVu9bRy3w7kYUwGjcUoo9X6PRFLJ0URb+x+4PX9ABrbDzULRLIq6vROXS9FnaZplta8jY2NUdm9CyHx5lF4O2+apmFvbw+JRAJHR0dYXFysNiFOJpPI5dpb6+AUvNMmu1k2mc1mkUgksLe3Z9hmgYeAYvBw3pzcrqqq2NzcRDweh6qquHjxImKxmOHEo9fr+/rJeXNb2aQdmo07GAxidHS0oZelUePxv5v8fwAEsSd96FxtVsbQDq1SJu3SjgPXDmbuWzulk8x9+1Li8/iDC3/l+FidhsSb+1AUxZLAaibqjL7r+XwekiRhcHDQ0KnrRhAWK8tt9rOz2Sy1CXApJN4EIhQKQVXVri4OVlUVW1tbSCaTKJfLOH/+fEPKHm/Xyw1jYImPTlHfG08vlo22zUu88RKOnQop1gMvHo/D5/PhwoULOHv2bNMJR6+dt35a89ZvGDUe/7tU7XvMhFsz16sZVsJKmmFHwJm5b9vS6T41c986Tc1kpZNeg4WVeN31ECmhsd55s4vP5zPsRwmgxqkrFArY2tpCoVBApVKpuvL1fzoRdVbaHuRyOYyNtffAiOguJN4Egj0RkiTJcfGmKArW19eRTCbh8/mwvLxs2uDZDcEpwWAQhUJn6yU63b4TIoalG8bjcRQKBUu98Xi3KfCSeFNVFevr60gkEvD7/bh06ZLlRFS7YqpT2nXevIiXx+4E/yP1rOm/6de7bZTHMRqsfUjkdFgJo6Q2ThTT5emmJY+t1rt1NJ46981q6eRwoOwJ942SJt2HVeetHcxEXb1Tx1qXdCrqmBBtdo4dHh6S8+ZSSLx5FKPJjd/vrzZoNnJk2qFSqVR7hUUiEVy+fBlzc3NNJ1e8XS82Bp6tAjoVMZqmYWtrC4lEAuVyuRqUYeXGwat0EeDTKqCd7eofRgQCATz66KOYn5+3JRrcUDZppc8br3OhU7zuGHYiQI/kMAb9za+hG2XngwS66VC1s/Zts3K6j8NBe1UM8dKZmr/LagDnI3ueCi4h8eY+ZFnuai9PI4xceeBU1LH1s4VCoWb9rD4USf9H/9C31Xo3ADg6OqppmUK4BxJvguFUaEmxWEQqlcL6+jrGx8dx8+ZNTE1NWZqQ8ApO0cNbQLa7fVa+l0gkoKqqYVBGK5hw5NHfi5dwtCqkFEXB2toakskkQqFQR43L3R5Ywj7jdRHkNTo93v/lnf+GyRbdBLoh3NplvTKJhYEDS+/VCzhWMukkHxRn4fc1Hv+gX0G6OI2ZgWMAp+6b21EURQjx5pU2AVaQZRmRSIT3MACczrPGxsYayhplWa5x6vb29pBOpxtEHZsfVCoVhEIhw3tgNpvFI4880qtdImxA4s2jmE02Ow0tOT4+RjKZxNbWFs6cOYO7d+/arnl2S9kk7zVvdpw3JipSqRQCgUBHDc3ZjZLHTdOtZZOyLFdFWzgcxtWrV3HmzJmOxG2vyyaNttdq/F4Vb/1cNjk5kG/673rhVl8yaUS7zbntYEfAOUmr4JJ6disjVQHn9tJJkZw3EfYD8IaLGAwGTUVdffPxcrmMf/qnf0IwGDxNty2X8eKLL+LatWu4efMmBZa4GBJvHsZoYtaOcNI0DYeHh0gmk9jf30csFsNTTz3V0JDWKsFgEKqqcr35uCFt0sr2JUmqlqWGw+GOnCD9tgE+Nxq3lU3KsozV1VUkk0lEo1Fcu3bNsYbxbiib7MZn3IJXx+0ErGRytzKMmYEPSwnLqntv2fUCzmy9W7PySX3pJCuZBIATOdyydDJVmmr67wy9gHMzIok3twseq1gpNXQr9Um36+vrODg4wMrKSlXQvf322/jhD3+Ib33rW9ja2kI4HEYmk8Hrr7+OlZUVXL16FVevXkUsFrN9D33uuefw3HPPIZVKAQBWVlbwxS9+Ec8884zpZ7797W/jD/7gD5BKpfDII4/gj//4j/GpT32q7WMgEt48CwlT7DhvmqZhZ2cHyWQSJycnOHfuHK5du9bQm6idMQCnF7pmwRrdhLfz1mrNXaVSQSqVwurqKkZGRnD9+nVMT087JioAcHPAKpUKl+3qhZQkSUin00in0xgaGsKNGzccO76MXgujdsWbF/HquPW0sw+///DXO9qmUVhJujjd9DMXIrstf65RWAkAFNT2ru9Ol0xaEW5BvwJZPRURq6XTBMvffu+/4s8u/4WjY3EKUcoNRRJvIu0LE6KBQKAq6ubn5/GJT3wCwOl6t0984hP4+Z//eQQCAbz44ov4y7/8S8TjcQwPD+Pq1av4m7/5GywtLVna3sLCAr761a/ikUcegaZp+Na3voXPfvazeOONN7CystLw/h/96Ef4pV/6JXzlK1/Bpz/9aTz//PP4hV/4Bbz++uu4du2ak4fCk5B48zBGkzkr4o2tq0omk5BlGUtLS3j88ccde6LE4o0lSepb8WZWPlgqlZBMJrG+vo6JiQncvn27pg+ME/h8Pm7li7zXvFUqlapoGxkZwa1btzA5OdkVMcDDeavfnqZpTQWdl503r+LU8a533TZLYy1LKvUkC6dBA62CTxLF0/cp8GEpvN/GSD/EavnkvjSEqZDxvpg5dmbu23uF2Zp9VDWf4bo3I8ZD/BKJW0HOm/vwsvNWT6t9GRkZwe7uLn7xF38Rd+/erb5eLBbx/vvv45133rEVZvKZz3ym5u9f/vKX8dxzz+GVV14xFG9f+9rX8LM/+7P4nd/5HQDAl770JXz/+9/HX/zFX+B//s//aXm7oiLGWUhUaSbe2LqfVCqFYDCI5eXllr2s2sHn83EXT8z54hHaAXxYNsm2n8/nkUwmkclkMDMz09ZaQrvb5+W88Ur53NzcxH/8x39gfHy8K6K4nl6Lt3bW2HlZvHl13O3CgkqO5HCNaLNDQRnEdnm09RtNYA5WJyJuvTKJqL8z973b5aERv4SiiZvoFki8uQ+R9oU1BTdD0zRks9mGlMtIJIKbN2/i5s2bbW9bURR8+9vfRj6fx7179wzf8/LLL+O3fuu3al77mZ/5GXzve99re7siQeLNwxiJklAohHy+9olmuVxGOp3G6uoqhoaGHAlraAXvxEn2RKmbfVmsbP/o6AipVArb29uYm5vD/fv3MTzcvd5HjH5x3srlMlKpFA4ODhCJRPD444/3bIG1V8omvSiCRCibtIveVdut1F4jjFy3+rCSVGEKkUDtg7tWrpsZToi4VjRz3w7lKCaCrV2xdNHaOjeGvnQSAA6kIdcGl4gS9CFK+SfAbz7RDWRZbpprcHJyAkVRHH0I+tZbb+HevXsolUoYHh7Gd7/7XVy9etXwvVtbW5idna15bXZ2FltbW46Nx8uIcRYSVfSBJYVCAclkEhsbG5iamsLt27cxMTHRk4kR78RJdoHlVeZwcnL65Pxf/uVfEIvF8ODBA0Sj0Z5tX3TnTV9+Ojk5Wf3Ty2QsN5RNduMzbsGLolOP3evsQeV0IhX0135/NkutHfpUwZ6Iscr7hVmcC9tPkcyUx3B20DiUZF9qLwgLMC+dLKvBtksn3YpIzluve6N1AxbCJooQbTU3ymazAOBohdDly5fx5ptvIpfL4Tvf+Q4+97nP4aWXXjIVcIQ5JN4EIxQKoVgs4s0338TOzg7m5uZw7949jIyM9HQcvMsm2bqvXo5B0zQcHBwgkUhUL3xPPPEEl6hdUZ23UqmERCKB9fV1TE9PV8tP33rrrZ6LFDekTYraKsDLtHO8/8s7/63hNVkN2BJu9a6bHRSYn0erpUlDAdcqrKSZgGvGVsVa2add160eVjq5VpxwZXCJSOItHA7zHkbHsPupSM5bM1GdzWYxOjrq6P4ODAzg0qVLAIA7d+7g1Vdfxde+9jV8/etfb3jv3Nwctre3a15jFUwE4P0rQx+jn7hpmob9/f1qcuTg4CCefvpp3Lhxo+fCDeBfNgn0TkCy1M5XXnkFb775JsbHx/Hxj38cwWCQ24Wep3jrxnaLxSLefvtt/OAHP0C5XMaTTz6J27dvV58K8mhR0GtXq901b17Eq+PulHrXrRmpwlTXHLd6WDqj0zRz4Q5l40qFE7kzIVB/jIeCFRzLnSUsdwNRXB5R1omxuYQIghqw5rzVr3dzGlVVUS43JuQCwL179/D3f//3Na99//vfN10j12+I8Qihj9E0DVtbW0gmkygWi5idnUW5XMaVK1e4jot32STQ/V5v7NgnEgmUy2UsLy9jcXGxekHk2WvOrc2y7VIoFJBIJJDJZDA7O2vqIvMQb70OZ+k3582r47aLkevmRswcuHqyUqT6/+26b6145/gshoK1kz7RSidFct5EEG9svZsoD5ZaibdcLoexsTHH9vcLX/gCnnnmGZw7dw7Hx8d4/vnn8eKLL+KFF14AADz77LOIxWL4yle+AgD4zd/8TXz84x/Hn/3Zn+Hnfu7n8Ld/+7f48Y9/jG984xuOjMfrkHjzMLlcDq+99hpUVcXy8jJisRjK5TIymQzvoXEvm2Rj6MbkmrVaSCQSUFUVFy5cQCwWa7hBdWv7VvD6mrd8Po94PI6trS1LQS9+v7/n55vf7+/pA4p217z1iwhyG05O8urDStj6uGa0G1bSDKsCzgwjp00fXFJfMmk1uKRd9KmTv/3ef8X/Hf3vGBoawtDQEAYGBrhO1EUJxxDFQZRlWYj9AE4fjFlx3pxc8rGzs4Nnn30Wm5ubGBsbw40bN/DCCy/gk5/8JABgdXW15mHF/fv38fzzz+P3f//38bu/+7t45JFH8L3vfY96vP0U718Z+phIJIJLly5hbm6uetKzRbW8n3axtXc8cVpAKopSbbUQCARw8eJFzM/Pmz4d5SWgAH6R/Z2ueTs5OUE8Hsf29jbm5+fx1FNPNU3EYvAqm3RD2mSzCaZXxZtXxw3Ycwz/t5e/jEs/XdaWrUQwHT4NOtorDWN8wPj6uV6c+P/Ze/NYR877WvBUFXfyrn332+vtbreWVre61S2pu9VtDwbjZBwgzzOAJs/5w+MkdmYA2Ygng0wQvxjzEE8saBKPX5C8seMn2wIG42RgwAviQQwbGUt+siQnltOWJdvqS/Ly8u4rtyqutcwf7I9dJGsli1WsunWARktskt9HspbvfOf8zg8xpr8ofiOoq8T1Z6uTmDLRysBq9S1baVo4OT7cpb4ZRWfqJLFO5nI5rK2toVqtIhAIIJFItMhcPB5HIpGwLXzDV96GC14h0wBabZT0yJuVYSVf/vKXNf/95Zdf7nrs2WefxbPPPmvZHLwEbxyJRxSRSAQLCwttj5GTsdFoOHrBHBblzYo5NBoNZLNZrK6uIhKJ4KGHHsLs7KzurqyT34HblLdSqYRUKoXd3V0sLCyYTud0ojm43+fNR79YSBRb/02IGwBN4qaEQYWVqGGtMoET0Zzh5+sRuH4SKOXQs05my03itxBRnsv/Qf3feOnmC+B5HuVyGRzHgWVZ7O/vY3V1FbVaDaFQqIvQxeNxyxf2XiJvXvgcXlLeyLrETuXNh7XwyZvHQNM0GIZBo9FwNOFpGGre+iVP9XodmUwG2WwWIyMjeOyxxzA1NWXYSuOk8uaWtMlisYhUKoW9vT0cP34ct2/fRjQa1X9hB45CYAkhYmYaz/vkzR3QU93USJuTMEvg9AhaQ1JeGMutk0R1MwtC2gg2q2PgRRonY+3zr/LNJVEgEMDo6ChGR9ttnDzPtwgdx3HY3d3FysoK6vU6wuFwF6mLxWI9kzovkTcvkB4vKW+EiGrdRwqFgk/ehhjeOBJ9tGEYkh6HYQ69kjd5D7GJiQlcvXq1p0aVTpM3J75/og7pLTwKhQJSqRT29/dx4sQJ3Llzp6/NBqcCS+y2TSpBaw5uJW9unbccegT7Iz//4y774361u66zLGhH8juJTgInDyvpxHZ1DHMqihcA5OoxTITM1bcZsU52EjeCAC0iW57A9H3SHA/oW1EDgQDGxsa67GSNRqNF6DiOw/b2NjiOa22idqp0sVhMl9B4pVbMK+TNa8qbnv03n89jfn7ephn5MAufvLkYaouDYDDoetXLCpglMBzHYWVlBZubm5ienm71EOsVTtsmnRib3NzUyFsul0MqlUIul8OJEyfw3ve+F+Fw/zHdTpE3u5U34MF3e3BwgGQyiWKx2LYwJH+TwAW3kyC3wcz3na+bV5mN1Lv1G1aiVu/mFMwEl8itk4S4aaVO7lUTLQIHAP/2X/8d/v7Kn5uaXzAYxMTERJtSIUkS6vV6i9BxHIeNjQ2wLAtBEBCNRrtq6mKxWFv9utuVN7KR5wXS4zXlTe+zFIvFgbcK8NE7vHEkHmEoLc6GxbI4DHNQ6yEiR6lUQjqdbjWA1Es2NAqnlTe7yQwZF+i+0R0eHiKVSiGfz+PkyZN47LHHLCFtBEfBNkkWcvJ+jqdOncK5c+dQqVTAsizy+TzW19dRrVYRDAZb1wZRFAdWmzMIeCWO2wyI6ia3TG5XRjAa6i2UY1CoCO079mbsk2rq225NvxepmmVSTX1TU9yU0EngrABFUQiHwwiHw23ODUmSUKvVWoSOZVkcHByA4zhIkoRYLIZ4PI5KpYJSqYREIoFoNOpKIkds3l4gb15S3hqNhu59wI4+bz56x/DfxX2YxjAob8Q2aaY+x2roKV/5fB7pdBr7+/tYXFw0HZJhZHwj5HEQcIo4ytUhSZJapK1YLOLUqVO4fPkyQiHrbWBHwTaZz+cBAG+99RbOnDmDJ554AjRNo16vY3R0FLOzs63nksCFX/7ylwDQVptDbFxypU6+4z8s8LJi+JGf/zGK9TAiTP/quFJYSU0MYKvSXq8lV59IrVcvYSVKWKtMYCRQ7ft9erFOKsEocQvQInixedyvceOYDJcxGur/c2iBoihEIhFEIhEcO/agybokSahWq22Ebnd3F+vr6wDQInVyC2YkEhnqjQ5yDxq2a0svEARhIPcuJ2BEefMDS4YbPnlzOZSUt2Egb4FAwHHLhBJ5I4QinU4jn89bUm+lBqeVN6fIG03T2N/fx+bmJkqlEk6fPo0rV64MNGLby7bJw8PDlj0SaPa/IZsMauOTwIVoNIrJyUkcP34cQDOEh9TmsCyLXC4HjuMgimJrcSgndcO+OBxmaH1vRojbdkVfjerEWrm5Ux6gtI/LbLm5KBMlCifixkNHekVO1pdOr/ZNCVuVpn09YbA1QF1gEGIeXP/MNuzuxTrZLyiKQjQaRTQaxdTUFDY3N/Hwww9jfHwclUqldc6yLIudnR2Uy2VQFKWYfBkOh4fivCX3IC8oVjzP9xSmNYzQI2+SJPmBJUMOn7x5EMMSFgI427JATt4kScLe3h7S6TQ4jsPJkycHpgIRHDXyJkkS9vf3IUkS3n33XZw5cwZXr161pS+SE33tBq285XI5JJNJFAqFlmr5gx/8wNQudufmTigUwuTkZJeNS77jz3Fca3FI03TXwjCRSAx8B3oYFp6Dwm/+y79HQOcnJMTNiGWyIgSxX+s9an+Nay7Q+iVxW5UxzEf77+fWb3AJ+Ty94LAWw2R4cE3BzYBsfFIUhVgshlgshunp6bZ/J+0MOI5DsVjE1tYWyuUyGIbpOm+daDxO2gR44Xw+ajVvPnkbbnjjSDzCULooBoNBcBznwGwegLQscJJEkrq7ra0tpNNp1Go1nDlzBidOnLDlIux0YIldZIYQ42QyiWq1Cpqm8fjjj2NqasqW8QFv1bwR0pbP53H69OnWJgMhYWYIo5HAks4dfwKyOCSETt7AOBgMdgWkWF1P51bbpN68A7T2MaOluHWGlaxzY4gE2q8xeqqbGqwgcUYJnFx9M1LvZgciDI+q0Dx+B22dNAK9wBKappFIJLrqswVBaCN1nY3HO89ZQuoGAa8kTQLeqnnjeV7TbVSv11Eul3tK2fZhD3zy5kEMQ1gImYdT5EUURRweHqJSqeDdd9/F0tISFhcXbb34el15kyQJOzs7SKVSqNfrOH36NE6cOIHXXnvN9p1WL9gm8/k8kskkcrmcdXyIoAAAIABJREFUYn0gRVGm0yP7SZtUWxySXldEqdvZ2QHLsq1Y9E5S10s9nRd26rU+g5plkpAHI1jnjCfhmrEMpkpTOBHPK/5bZ1jJoCBX34hlEgBYPqxpnZSrbkatk/K6N6CpvlX4oCPWSTl6TZtkGAYjIyMYGWknxYIgtCVfHhwctBqPyzdj5H/6dU14ibwdJeWN1Ff7gSXDC28ciT7aMAw1b4AzJFIQBKyvr2NlZaW12L1z544jBdNOKo+DJG+SJGF7exupVAqNRgNLS0s4fvx46ybtlIXRrcpboVDA8vIycrkcTp48iUuXLqnuhJsdcxCtAtR6XXXW062trbXV03WSuqNYT9dpmdyvxDEVNeeSkJO2TtXNDERJ/btf48ZVCZweOtU3eb2bHL3UvmlhuThtSQDMMMBIr0yzYBhGs/E4OW93d3fBcZwljce90iYA8Jbyppc2mc/nEYlEPFPj50X45M3lULNNDgt5s4u8NBoNrK2tIZPJIBKJ4KGHHsLY2BheeeUVW8ZXQiAQ8JTyJopii7QJgqCqZjrRpsCNaZOFQgHJZBKHh4e6pI3ATuXNLLTq6eSkTq2eTt6fjrzWjdCat55lUg9m1LZ+YYbAsY32th9G7ZPDYpkkkFsnSw3rWpmYBbmW2bHpqNV4XF4Hq9Z4XE7qOu8FpObNCzhqytvY2NiR21xzE7xxJPpowzAEltg1j3q9jtXVVayuriKRSOCxxx7D1NQUKIpqje3UDcRp26RVu7eiKGJrawupVAqSJLVIm9r7Oqm82dmaolfCWCwWkUwmcXBwgBMnTuDixYuGe971QhidJEHyejqlsAWyMDw8PGzV5YRCIUQiEQiCgM3NzRapc/uu9/tf/3MkQkCpFkEkxnapbnvlBEbCD2qtOsNKNtlRRAL2bsr1o8D1i1w9hqqCTVPJOrlZHu16HtBtnVRDp3UyGmg4ap20k7ypIRgMYnx8vM06J0kSGo1G67zlOA6bm5vgOK6VxigndGSTxgvwkvJmhLz5lsnhhk/eXA6lhepRqHmrVqtYWVnB+vo6JiYmcPXq1a7iWnKh5XnelsTDTjgdWAL0R1xFUcTGxgbS6TQoisLS0hIWFhZ0388J5Y18XjvJm1kLIyFt+/v7rRYVZhuVm1XS7O5FZxR69XQHBwcolUpdu/1y6+UwNy/WOgYphbqrTuLWCSeIG8Ea11zETUXM2Tu3KmO6Nsb9atz0+2qhKgQ0xzTbMsApDAN5UwJFUaoKu9w2zXEc1tbWUCqVIEkS3njjja6aumE9d5VANgaPivJWKBQwPj7uK29DDG8ciT7aEAwGIYqi48XCgyCR5XIZ6XQam5ubmJ6expNPPtll9yCgKMpxAjWI2gUjIOMJgmCauIqiiPX1daTTaTAMg/Pnz2Nubs7wZ3BCcSRzs/O7NkqMSqUSkskk9vb2+u4rqEYY1UirnbZJK0AsXAzDYG1tDVevXm0tDOUWrmw2C47jIEmSYp+rYaynS4RqKNUioCgJ+xXj0f6brLKqpASlpEkzZKUuDpeykK9FMK5AavWCS/pBp3Xyv/7xZ/CPT316IGOpQRTFVs9MN4CiKITDYYTD4bbG45lMBoVCAYuLi63zd29vD+VyuevclZO6YTt3yRrCC8qbJEmGbZM+hhc+eXM51GreAGd7rJF5WEWcSqUS0uk0dnZ2MDc3h5s3b3bt2ivBafIGNC/8g+6L1QnSW8cMiSJhL+l0GsFgEBcuXMDc3JzpG6lT9WeAetPqQY2pNZ6ctB0/ftySZvDDXPNmJeTHnHxh2Lnb39m8eHt7G5VKpVVPJ6+lSyQStijwSt/3+1//c0iS8m+/V1a/jmkRt37CSnrBBjuGxUR3HVtnvZscu5U4ZlQCWQ5rzTCEftU3NcskgVHrZCeIdbLWsH+Z5MSG3yAgiiJCoRCmpqba2pAonbtqjcfJHyc3ZARBcBWZ1gJZE2hdC/P5vN/jbcjhkzcPgvRYI1YjpxAIBFCr9bc7ms/nkU6nsb+/j8XFRTzzzDOIxWKGX+904iOAoQ8tEQQBa2trWFlZQSgUwsMPP4zZ2dmeb5RO1bwB9pI38v10ql4syyKZTGJ3d9cy0kZg1gY5qF50dsBIfzq15sXy9Dx5JHooFOpqOO5UPZ0kUT0Tt36hlTSpBTUCNwhslwcTZiK3Tm6Uxtq+i/lEcSBjmoWXyJvSuaV17spJHWk8Lt+Q6VTZ7Wg8Turdhk0R7AXEDaV1zSO2SR/DC5+8uRxqF5NhCC3p1TYpSRIODw+RTqeRz+f7spo5mfhIUZTjoSVaY/M8j2w220rofOSRRzAzM9P3DcqJmjfSFsJu5Q14sEBhWRapVAo7OztYXFzE7du3LY9a7kVJc6Py1g9omlbsc0Xq6eTpeSzLtgUtyJW6fmpy5OdQU3Wj7j9u7Ldg684lHerBLIHTUt8ItNQ3LetkUeF70qt7A5qkTQmbpSZhnoyVW49FQw3brZNeSWk0W7ohJ2gzMzOtxzsDjvL5PDY2NlCpVFqNxzubj1vpdvFi0qTWfT6fz2NhYcHGWfkwC28cjT66MAztAswSSEmSsLe3h3Q6DZZlFRsVm4WTtkmnx1cjbzzPY3V1FZlMBrFYrC2h0wo4obyRcZ0gbyzLIpPJYGdnBwsLCwMhbQSd5E3vN/OCbdIqKEWidwYtEKWus55OrtSFw2HL56cVVgLAsbASNRghcHJiZYTA2YWN0lhbHSBNSV1K5GE5hslY2THrpFeUN0EQLCFRagFHeo3HOwldr43Hj1LSJNBU3h599FGbZuSjF/jkzQNQWqANQ+KkUeJCmj6n02nUajWcOXMG165ds2Sny2ny5rTyJiczjUajRdoSiQQuX76MY8eOWb4Qdcqqajd5K5ebu/M//vGPsbCwYNrS2wuU1EXtZEN3kjfAHsVQLWihsyanVCpha2sL5XJZcadfXk/XOe9KI2iqPm2PSyAaNH/tHmRYSY3vvhZvsGMY0yGdaiD1bnLI1TerLZOk7o0obmqpkxQFkJ9vuzSCuZGSpfMwCq80tx50aJqRxuMcx7U1Hg+FQl2ELh6Pa643vKi8acFvFTD88MbR6KMLw6C86RFIURSxubmJdDoNURRVmz73O4ejTN4EQWjrhTc6OoorV65gcnJyYP59J5U3O8Ytl8tIpVLY2toCAFy/ft224u5eat7cSt6chFpNjiAIbfatznq6RCKBUCgESZJQLBbxG3e/2CJuxUoYY7Em2SmUIxiNdtcD73H6IUyA/WElVqAf9U3JOrnNNQleLFjver6SdVLNKqmFCt8k5HZbJ72ivDlFQvUaj5NNGaONx4+i8tbZesnHcMEnbx6A0gJtGMibmm2SpBqurKyAYRicPXsW8/PzA7lZOU3enByfoihsbGzg7bffxvj4uGIvvEHAiZo3YPDKm5y0zc3N4datW3j11VdN92rrB0cxbXKYwDCMYj2dfFGYy+UgSRLu3r3b9hxC3AD0RdyMQB52cnyk3d7Ya1iJEna4EczGnVGnBo0QI6BQiWAs2vzd7LROeoW8Od2uqBNKjccBdLUi6Ww8TjbNtre3W6TOrb+PXt9bSZL8wBIXwCdvHsWwBJbwPN9K42s0GlhbW2sFZDz00EN9pRoaAcMwqNe7d2btghPKW61Ww8rKCvL5PGKxGK5du2Zr7K/Xat7kvQUJaYvHm3267A5J8UqTbiNw07zli8Lx8XEcHBzgf6r+FLH7GUt6qpucuPVimdwqjYKhlY/DdQXFacHCVEUzBG63EkdAZZ5A0zrJi8qLYrn6RlQ3o9i6T2bVxpbXvcmtkwDaCJxdOKqBJU4hFAohFAq13Sfl9bDZbBbVahXr6+vgOA6iKLZCjuT2aTc0Hm80Gr5t0gPwyZsHoNbrjeOcLRAnF4hyuYzNzU2srq4ikUhYHpChNwdSm+QE7Kz/qlarWFlZwdraGo4dO4bJyUkcO3bM9n4tXlHeKpUKUqkUNjc3MTs7q9hb0G5y1AtZdBMJIhhW5c0IyPcdixjbNKoq1JPJoRRWUuUDyFV6r68kypyVJE4OpRTIQaHcCGlaJ7dUWi6o1b1p4al/+hx+/F/+zz3N0wy8pLy59XPI62EPDw+RSCRw/vx5SJKEarXaFZRCQo5isVhXUMowNR7Xs02KoohisejbJoccPnnzKIYhsISQlh/96EeYnJy0zbYnh5OtAuwav1KpYGVlBevr65iensbTTz+N0dFRvP32256uPVMa1wryVqlUkE6nsbGxoUrarB7TKI5azVtnDz23obM2rVDuv9/fbmkEwYA159cmO4qFRNF0WEknzKhvh5UYJqPqG2rFWgSjPQahWI0QI6AuMNgvxREP1xEP2+Pi8BJ5c4Pypgee51v2eIqiEI1GEY1GVRuPkz/D2HicWEHVUCwWIYqi36R7yOGTNw9ATXlzirzJbWYUReHixYuO9QxxuuZtkLZJ+fc8MzODGzdutNXiOBWW4lblrVqtIp1OY319HTMzM5qkjcBucuTXvLkDf1j7V8QiTbtkJ+SWyRwXRTRs/Dq9W1K2C6pZJo1gkx0FL9CmkxWrfHvdjB31b/lapGtcLXSqbrxIG7JOdsIqsmwUPnkbLhhJm7Si8ThR7AbZeFxPecvn86BpuivB08dwwSdvHoUTNW+lUgnpdBo7OzuYm5vDzZs38ZOf/KSn5tpWYRjIm9Xjy4MztJQhhmEcIfBuU97kpG16erqLBA9izF6h1ipAjaC5lby5HUqWyX5UNzlpGxSRsDMaX019O+zRCqpmnWzwjOb3ZaRlAAFXCyEerttinfRKqwCvfI5+0ib7bTwut2Ba0TNPj7wVCgWMjo564nfzMnzy5lHYqbwVCgWkUins7+9jcXGxrd+VF8mTGQQCAdRq3clyvYBlWaTTaWxvb3cFZyiBYRhUq/bbj5xS3syOW6vVkE6nsba2Zpq0EQx7YInbyZsbbZOSJKFSC+qqYTmu27qkFFaiprYNAtv3x+qVxO1wI4gqkCiCYs0YgbXCOjmo780O66QXlDdJkjxD3gahIGo1HpeTusPDQ6ytraFarbYaj3fW1JlpPK6XNumHlbgDPnnzAJQWN4OueZMkCYeHh0in08jn8zhx4gTu3LnTpbI5nXo5DOSxXxWKZVmkUins7OyYagbtlG1y2JU3OWmbmppq1Qj2OqZvm7QebiNscrzv9S9Db/qEuOlZJg9Kcdste0B/KtwBF8ex+GDCsg7LzeteLGSfo4DUvQUDQkt9e/z//Wvc/Y1PDGxMURRd3xSa3APcTkIBY73RrIJaO5LOxuN7e3tYWVlpNR7vJHRqjcf10iZJmwA3X4OPAtx9dfChimAwCFEULd8xkiQJe3t7SKfTYFkWp06dwuXLl1XlfKeDU5wmb/2MXyqVkEqlsLu726VoGoFTJGpYa95ICwWSxtkPaTM6ptU4ioElbgNlMsFQDU4RN4Lt0ggmopWBvb/VwSVy66Rcdeu0Thqte1OyTgJAno0hbDBJtFcIgmCJRc5JkHuPr7xZAyONxzmOa2s8Hg6HuwidHnnL5XK+8uYC+OTNA1ALLAGaJ7YVFx3SoDKdTqNWq+H06dO4du2a7m7UMJAnYt9wYgewF/VLbkM9fvw4bt++rZkOpQankjYJabTb8qZGpOr1OlZWVpDNZjE5OYknn3yy6wbYK5ywTZoZz+3kzW144nv/QVN1E0Ra0S7ZiYOSuh26E/2ElQAAL6hfF/fYBKYTbNfjeqEhvahvvda79QuzLQOCQR6NATfs9oJtUhAEUBTl+s8B2Ku8mYVe43ESlEIaj4uiiLfeequN1O3s7OA973kPotGob5t0CYbzaPTRN2iabgVW9BMYIooiNjc3kU6nIYoizpw5g+PHjxsmhMNgmwSaF18ndjLNkNd8Po9UKoWDgwNVG6oZOKm8AfbXK3WSNzlpm5iYwPXr1y2/Kfm2ycHA7ZadXglVpRFEuTpciosagbMCeupb23PLD8hduR5UtU4OotZNbp1s8M3r2yCDS7xQKzYMapUVkCTJlZ9FqfF4vV7Hq6++ivPnz7cSMA8PD/Hss88in89jcXERMzMzEEURX//613Hx4kWcO3fOVE2dHM8//zy+8Y1v4Fe/+hWi0Shu3ryJF154ARcuXFB9zUsvvYTf+Z3faXssHA47Ur8/zPDJmwegttDphzgJgoD19XWsrKyAYRicPXsW8/PzpnfRAoEA6nV7euMogaZpUBTlGHkzorzlcjmkUinkcjmcOHECFy9ebPWUGfTYgwC5ydndoJWQt3q9jkwmg9XV1YGRts4x7YJvmxxudFomq5UQIlHj1z894uaUjdIogSvXHyzyOtU3o2ElcvRinTQCLetkrhRr2SUnRowRS6vhBeXNCwQUaH4OSZKGVnkzA6KGTk1Nta0b0+k0UqkU7t69i69//etYXV3FCy+8gF/84hfgeR4PPfQQHn30UTz66KN49tlnNcmXHK+88gqee+45XL9+HTzP41Of+hTe//734xe/+IVm2Nro6Cjefffd1v+7fTNvEHD/0egDgPIirZd6M57nkc1mkclkEA6H8dBDD2F2drbnkycQCKBcduYGCDS/Fyetm1oE6vDwEKlUCvl8HqdOncKlS5csJZhOBpYAsL3uTZIk5HI5vPLKKxgfH8e1a9cG3mjUiVYBSoRGTeV0O3lzEy5/568R1NhzqXBhhKIPrsedYSXDprh1YlAKnJV2yUM2hpACwTXaMuCg2L6gbBI5Col4O4EctHXSC+TNjWqVErxUu0fsn533Cpqmcf78eZw/fx7/+I//iA996EP49Kc/DUEQkMlk8M477+Dtt9/GO++8g52dHcPk7bvf/W7b/7/00kuYmZnBm2++iTt37qi+jqIozM3Nmf+ARwg+efMwzLQLqNfrWF1dxerqKhKJBB577LGu3Zle4HTNG+Bsu4DOz09SOpPJJEqlkm7gSz9wiryRY8ausRuNBjKZDNbW1hAIBGwhbQR+k+7BwM07rfVKENF4zZTqVixGEQi1ny9OhpUAAC/0v1i1InmyWIso1uVpWSfN4rAY06xVZLlIF4EDgEvf/hu89W8+bskc5LDbtTAIeOEzAE3C45XaPb2wEuBB2iSAluvq7Nmz+M3f/M2+xy8UCgCAyclJzeeRMDxRFHH16lV89rOfxaOPPtr3+F6CT948AqVFmhHyVq1WsbKygvX1dUxMTODq1auYmJiwbPFkZ785NTitvImiCFEUcXBwgFQqBY7jcOrUKVy9erVnL7mZse0GRVG2jN1oNLC6uopMJoPR0VEsLCyA53nbiBvgjPJmhhS7lbwRuGnuwXDzGkPR3XPuVN3kKBbNhxFZBa2wEiXssQmMRMz1rTzg9FMz2UoYiag1/TCNglgnD4vGlD+Wi0ASKERifp83I/CS8sYwjKs3lAiMBK8MKrBEFEV88pOfxK1bt3Dx4kXV5124cAFf+cpXcOnSJRQKBfzlX/4lbt68iXfeeQfHjx+3fF5uhU/ePAwt4lQul5FOp7G5uYnp6WlLE/jkGAblzWnyBgBvvPEGKpWK4ZROq8Z2IvURGGxYCs/zLdKWSCRw5coVHDt2DJlMBrlcbiBjqsHutMmjVvPmFlz+zl9DEpsbMRQtoVoxpqT3S9z6TZrsBYdsDJMJ56zwajhkmySszjOGrZNqxE3eJoCiJEiSUqLz4O4pPnkbHgxz0qRZ6H0WSZLalDcr8dxzz+Htt9/Gq6++qvm8Gzdu4MaNG63/v3nzJh5++GH87d/+LT7zmc9YPi+3whtHpA9FKAWWlEolpNNp7OzsYG5uDjdv3kQikRjYHIaFvNltH5QkCbu7u0ilUgCAqakpLC0t2XoTIDdOJwrHB6G8dZK2xx9/HJOTky1i6kS6pp82ORh4YZeboMIpF8KZJW5O2yjlUCJw8rCSTpS4CEYUbIdAU3XTQ6UWQjTcrXj1Y50sFGOgZORXkqDbXB0AquVQm/o2COukF8I+vELevPI5AGNEtFAo6NoazeLjH/84vvOd7+CHP/yhafUsGAziypUrSCaTls7J7fDJm0eg1uuN45r1BvLeYb00fO4VTrcKAOwlkJIkYWdnB6lUCvV6HWfOnEGpVMLCwoLtu3fy1Ee7bz5WEikSorOysoJ4PI7Lly/j2LFjikXXdttEnQ4soShKk+i4lbwRuGHuj/3dF0ErpNNLIqVK3Bq19mtBZ71bL8gXHoRtjI/1V2fmBNSsk6WyfkolUd0GDYqRIAlUF4GzGr7yNjw4Ssob0FwrWlV6IEkSPvGJT+Cb3/wmXn75ZZw5c8b0ewiCgJ///Of4wAc+YMmcvAJvHJE+FMEwDDiOw7/8y78gn89b0jvMLIjq5eTNyA7yJkkStra2kE6nwfN8Wz+8dDrtaOqjU+0C+iU1PM9jbW0N6XQasVgMly5d0gzRcYK8+U26BwNXKW9hEZLYnK9SvRsA1Xq3XlEsRO+Pp/zvciJHYDWhM2uf1FLf+oGS4qdnnSzct0tKIt2mvskht04qgaRNBsLWX1+9QN68oB4C3iGhQPOeqlVnX6lUUK1WLSNvzz33HL72ta/h29/+NkZGRrC9vQ0AGBsbQzTavIZ9+MMfxuLiIp5//nkAwJ/92Z/h6aefxrlz55DP5/EXf/EXWF1dxUc/+lFL5uQV+OTNI5AvdiRJwt7eHrLZLCqVCpaWlgaWaKgHp5tkA4NNmxRFsUXaBEHA0tISjh8/3nbjdTL10cl2Ab2OKwhCS2mLRqO6pI3AiYAWu22Tfs2b+1ErhUHrKG1KFklC2HoFIXSExGmFlaglTZIG1QRGCFy1ZjyUSSu4RM06aRYFjYASNeukUt1boxJE8D4pt9o66QXy5pW0SUEQPKO8NRoNzf5q+XweACyrefvCF74AAHjf+97X9vhXv/pVfOQjHwEAZLPZtuMkl8vhYx/7GLa3tzExMYEnnngCr732Gh555BFL5uQVeOOI9AGgSdq2t7eRTqdRq9UwPT0NiqJw/vx5x+ZEUpqcJG+BQADVqrU7vqIoYnNzE+l0GpIk4ezZs1hYWFC8WTnZqsDJRt1miZQgCC2lLRKJ4OLFi61j2Aicsk3amaZ6VGreCIZ97o994/809fxaSb++SwlcMQKasebYJiQukahY8n6HbAwRg3VnneqbXr2bEcsky0YRCDlzfZUTOKtAmkK7nfgIgoBwuLfjfZjA87ynlDctIlooFBCLxSz73Yxcv19++eW2///85z+Pz3/+85aM72X45M0jyOfz+OlPfwpRFFuWvVKphP39fUfnRZpkO9kuwErbpCiK2NjYQDqdBkVROHv2LObn5zVvtE4EphC4QXkjpG1lZQXhcNg0aZOP6YRt0unAknK5DEEQEI/Hu74zV9kPZXDTvKlA85gTKwEw8eZ1TuCCoKP9X3O4ojp5UbNMGkWpGMXIqDUEzkpY1TZAyTrJFiOgA+3nj5Z1Ugmk7o0OCBDvK5GBsIBf/vKXSCQSSCQSiMfjPW9WkmuYF8ibF0iPl5Q3PfKWy+UwPj7uquvvUYU3jkgfiEajWFpaalN/nCZNBE4nTlpBngRBaJE2hmFw/vx5zM/PG7rIOUWgnBzbiPImCALW19eRTqcRCoXwyCOPYGZmpucbx1EJLCHjsSyL5eVl7O3ttdpBxOPx1gIykUjYbuu0Gm6aOyFuABSJG1HdOi2TSmElnaTNKtWtE6X7iZf9kjiWjSCRMOZu6Kf2Tc06ydcDhtU3kae6CJwajLQMaFSCoGgRv3Xvn/B/nb6NtbU1VKtVhEKh1vko/1uP0HiFvHml5o3neU8oiIAx5c0nb+6AT948gkgk0hXBGgwGIYqi4ztgTidO9kMe5apQMBjEhQsXMDc3Z+ri5nSfuWFT3kRRxPr6OlKpFILBIB5++GHMzs72fcM4KuSN53m89dZb2N7exvHjx3Hjxg0wDINarQaWZcGyLA4PD5HNZlGrNRWMu3fvtqkC8Xjc9YtDpyG3TGqpbhJPm7JL1othIGDvcWyFCmeGwFkFljVeB8hqqJhyGG0ZoITLly8DaC6SOY4Dy7LgOA7b29vgOA6NRgORSKSN0CUSCUSj0db56BXy5vS6wyp4TXnTCizJ5/MD6ffrw3p444j0odoqAGgWqTp5EXVaAeyFPJGkQ2Ll64dgOKm8OdH7DFBW3ghpS6fTCAQClpE2Aq/bJiuVCjY3N1EoFJBIJFrtPhqNRss2GY/HMTs723oNy7L453/+Z0xNTYFlWWxsbIBlWYiiiFgs1rWIDIfDQ7HrOgxzcAJOEDcCosJF48qhIJ1hJUagFlZS4iKqyZxA0zqppHIB5oJL1FIn+0WndVKsMaBlqZOBQABjY2NtC2FJklCv19tIXTabBcdxkCSpdf6GQiFQFIVqtYpIJOLac8Er5O0o1bzl8/mBNOj2YT188uZh0DTtaFgGgZuUN3lPsWg02nP9lRxO/gZO1dvJSSOpE0ylUggEAj2pl0bH9KLyVqvVkEqlsL6+jtHRUSQSCTz22GOGXks2cOR2akmSUK1WWyody7LY3t5GuVxGIBBoU+jI307tPA+rbfKxv/siEH5Q70YgcMaTFTtRL9pnzZI0DlmuGEF8tDcFzQn1jUDLOtmpunVaJ/tpGQAAVLD5BK3USYqiEA6HEQ6H25ogS5KESqXSInX5fB6SJOGNN94ATdNd1stEIqGpngwL/LTJ4QJxYRmxTfoYfrj/iPQBQH2nOhgMOl73Ngw1b3rjNxoNZLNZZDIZQz3FzI5/FJU3nudb9kiapgdG2ggIkSL1X3ZgkOStXq9jZWUF2WwWx44dw40bN8BxHNLpdNvz9Jp0Kz0WjUYRjUYxPT3delwQhDZVYHd3F+l0Go1GA9FotKueLhqNDvR7HmrFIfwgpKQTbZZJNghEtM8/vs5ArA7XrdgMgePrvakSNS6EsIrKBwD1chChmPq9y6hlst6DYmimZUC/oCgKsVgMsVgM09PTKBQK+PnPf46bN2+C47jWOSm3QvdaT2d+W/17AAAgAElEQVQnfOVtuEDWQL7y5g0M1x3DR19QsnA5bVkchjkQIqG0qG80GshkMlhdXcXIyAguX76MY8eOWbpwZBgG9Xr//Yl6Hdtu8iaKYmuxcXBwYCrcpR/IlSW7Fv6DaNJNjslMJoOJiQk8+eSTLftVpVIx3SoAMKZgMQyD0dFRjI6Oth7rtHqxLIv9/X1wHKcYkNJPyp4ShlV5AwBUGYB5MD8jqptSf7deiFu/SZNG0KsCZ4X6VuO0j6FKzfgxRuoNqQGFvhAQ6+Sll76Etz7y+72/z/0ebzRNY2RkBCMjI23/rlRPx7IseJ5v22Qhf8vr6eyEV8ibV5Q3nudBUZTmsVAoFHDq1CkbZ+WjV7j/iPShiWFR3qzus2Z2fKA9/aper7dI29jYGK5cuYLJycmBLPqPSp830rA8lUqh0WggkUjgqaeesm3hIC/4t3NMqwiG3LKbSCTwxBNPtNmrAOUNGiPKW69zVLN6iaKISqXSFpAiT9lTsl56wUIF3LdMSvqLUiOqmxHiNqikSSPoh8AFgvYr/v2kTqpZJ+uFMCj56SNSYMYftDKQtwwQawwopr/rgV5Ko1Y9HSF0LMvi4OCgq55Ofk4Our7VS2mTXvkcgUBA8zf3bZPugU/ePASlhd0wkLdgMAiWZR0bn5A3nufB8zwymQyy2SzGx8dx7do1TExMDHx8L7cKkCQJm5ubSKVSAICzZ8+iXq8jl8vZumAnY9m5U2qFbVLenDwajWqqv7006QasV7BILU5nQEqj0WhTBTY3N3sOSBlq2yQASWORLrH6KpxYCgLBIVYW74MrRjTti72gXml+P71aJ+tsCExY/7rWa1P01jiF5uslCm0ETsjfb/sw8mDuVFCC1Oj/mO1l80m+yXLs2LHW4531dKVSCVtbW636ViVSZ0U9nSRJnqh5I5/DK8qb3m+bz+cHvh7yYQ3cf0T60MQwkDena95omgZFUbh37x62t7cxOTmJ69ev27bD5HSft0F995IkYWtrC8lkEpIk4ezZs61gjLW1NUfCQwDYHt3fKzGSB7kEg0FD4ThKNk2t8QdF3tQQDAYxPj7edm4ZCUiREzp5QMpQ2iYtqHkSSyqLKIeSJglEwbrFdp0NIZQYnF1cqDGGCByBJNCGrZP8fdIGpZ+algCx+Q9iIQR6rPszXvx/voi3f+t/NDw3OawkPZ31dPIxyuVya5Pl4OAAq6urrXq6TtXcbD0duUa5XbEiNdRu/xyAftIk4CtvboJP3jwOp4kTmYNTBLJarSKdTkOSJJTL5bb6IbvgdJ83q8eWJAnb29tIJpMQRbGNtBE4EZRCUdRAatC00IvyRpTKZDJpOshFzaapRnLsJm9qc9AKSCGqgDwgJRKJtFpLTExM2BKQYgSP/d0Xobyib4ISKE3VTZW02QitpEk11IthhEZrXY/3GlYiR6f6plfvpgcz1knF1xfMqXViIQTEH1zrpLAIqtY7+bLD9s0wjGI9HVHOyTm5tbXVVk/XSerU6unItd/tpId8Di8ob41GQ/NzSJKEfD7fZdX3MZxw/xHpowWlhU0oFALHcQ7M5gGcaBVQqVSQTqexsbGB6elpRCIRnDt3zpEGlE4rb1aRGULaUqkUeJ7H2bNnsbi4qHjztnJcM3CiabbR8SRJws7ODpaXlyGKIs6dO4f5+XlTC7VhsU1aAaWAFACt2p2f/exnqNVqyGQyigEp5L+tDEjRA1WjIYUkTcvkwOfgkBNNjcBpvsYC9a3TOllnjf3eRiyTnXVvfC7SVNaMggYgAuAYIC5YYp20s2a3E2rKuVo9HYAuO3Q8HvdMo3EjIR9uga+8eQs+efM4nE56JHOwi7yVy2Wk02lsbm5iZmYGN27cwMjICH70ox8didCQQYxNSEcymQTP81haWsLx48c1b2jD1Bx8kDASWCJJEvb29rC8vIx6vY6zZ8/qfn9q6MWmaWcjcSsQCoUwOTkJmqaxtLSERCLRFZCSy+VsD0i59NKXIIXav0emTEOIqRxvnWElnWqMgXo3J8NKlGCUwIk1dcWF1LvJoVf7pgY16yRfV17amLFOAs06N+KSbat7k1knW88tBCCNPbjH9GqddJK8KUGvno6QumKx2KqnI4rbvXv32s5JN/Snk8Mr9W6APnkTBAHFYtGveXMJvHFU+gCgrLwNS81bo9EYaIQ76X+1tbWFubk53Lx5E4lEom0OThEop22TvX5uQtpSqZRp0nFUlDet8SRJwuHhIe7du4dKpYKlpSWcOHGiLytRL7ZQt5E3JagFpPA83yJ0/Qak9AuGYyBGVBo9FwOQwsNFxHqFWQVuEOqbHoRSEAiZ+76FQv8KLlHd+rFODht5U4O8nk4OQRCwu7uLe/fugWEY7O/vt+rpwuFwV0BKLBYbWnulV5ImAX3yVigUAMC3TboEPnnzOJywLCrNQZKkgUQHsyyLdDqN7e1tzM/P49atW4jH413PGwYCZWf/sc6xzUCSJOzu7iKZTKJer7eUNjO/nVPK27CQt1wuh+XlZRSLRZw5cwanTp2yZAdXSenTO6bcSt6MnCuBQEA1IEXem04ekKLUm87Mb0NXaQhxQVt1k3+OosH3NhBWIhZCyiV3HY8xCiEauu+tFlbC20Mk+q116xUiT0GS9+gTqZ6sk1JAAl1mIMb6u+65PWKfYRhEIhEEg0GcO3eu9bhSEi3HceB5HrFYTLE/ndM1rl5T3sJhdStxoVAAwzBtm94+hhfeOCp9ABhu5Q2wdherVCohlUphd3cXCwsLeOaZZ7p2ADvn4CR5A5y5EZghb8Tel0wmUavVcObMmZ6VoqOivHUSo0KhgOXlZeRyOZw+fRpXrlyx1Cp0FGyTcvQyb3lAytTUVOtxecKeUkBKJ6GLxWKta2qbZZLqnpOW6tYPRIEGWPPXDKEQAu5Pkxl/QOR6CStRQr0YBh0xfj21Sn3rtCoC5lMn+0FnywAlyAnc5S//J/zs9z5magy3KG9aUGrQrVZPV6vV2kjd3t4eyuUyACi2MgiFQraROq8pb1r3olwuh/Hxcdcfe0cFPnnzOIah5o2madA0jUajobnzYwTFYhGpVAp7e3tYXFzE7du3EY1GdV/nJHkjhG1YyZuctFWrVUvsfUdNeSuVSkgmk9jb28PJkydx6dKlgQRpmG3SrfYaN8DqBZpawh4JYyB/5GEMZMEINBW35sQkMGVjCxzDqpvSawtBS4JRhHzzOJSTOCsgloKgR4zfW+psCLAh6EUgiZ51WtE62Vn3JhWDgMalTl731gaFurfWa/pIm1QiPm6D0c9AURQikQgikUhbPR2pcSWkrlAoYGNjA5VKpau9CCF4g6in85rypmeb9MNK3ANvHJU+AKgrb6IoOn5D6Ne+WSgUkEqlsL+/j+PHj+POnTuIRCKGX+8keSN95pwK8FAbV5Ik7O/vI5lMolKp4MyZMzh58qQlxwlR3uy2itpN3qrVKiRJwuuvv97TcWkWhIiZ+V7dSt7sAglIkdd6dAakaIHhus8Xqk4BstAMM/VuVEFjEWrAMqkGId9U45T6klkJrbASXVQYIGrfdVIqWrvglwISKJ4CXaMhhkWIJuvugOax57Zgj070u96Q17jOzMy0va+8lcHe3h5WVlZQr9cRDofbyJwV9XReUt70WgXk83mMjY05blX1YQw+efM4yE2g0Wg4ehHqlTzl83mkUikcHh72tThmGAa1mrmYayvhFHlUIm9y0lYul1tKm5U7jPKG2XYed3aRt0qlglQqhc3NTQBQrbW0GvLof/lNVq+xt1vJm1Pzli8e/6t//LbykyRKkbgZgkLSZCdpG1Q7AvF+MIcVJM6s+gYuAMRVroMVne+yfP/61JniCQuskwLa1bce694IJFn7AbPWSa/aJq2AWnuRRqPR1spAHlyk1p/OCEk5SsobsU36cAe8cVT6UAVN0wNp1GwWZslLLpdDMplEPp/HyZMncfHixb4sl06mTQLOtQsgAReiKIKiKBwcHCCZTILjuJbSNoibE7lxO0HeBvk9k6bv6+vrmJ2dxVNPPYXXX3+9bzuwUZBFndleb24kb8OyA0zXKUjkFFEpeOq33o0uBqwlawbeSiyE9AmcgbAS0wROD32ob0JnE3QN6yR6JN56LQMIiPpmFm4PLAHst34Gg0FMTEy0xdyTejo5qdvb22vrGalXT+cl5c23TXoLPnnzENQWO8MSWmJkDoeHh0gmkygUCjh16hQuX75sSe2Qk7ZJJ8cnF+u9vT1kMhmwLIvTp0/j2rVrA91RJCRDEARbLUCDUt7q9TpWVlaQzWYxNTXV6h9IflO7rJq9NN12K3kDnG8u/vjf/ifDtkQChqUhhozNm75fE+dU02+iwiFh8trUZyPqQUDox66pA9W6NwMwa530gvI2DJ9BXk8nDy7qrKfL5/OterpgMNhG6CqViifSF0VR1LXjFgoFv8ebi+CTN49BaaE2DKElWjVvkiTh4OAAqVQKpVIJp06dwuOPP25p4IPT5M0p5S2fzwMAfv7zn+PMmTN44oknbLGBkDo/uxMnjTTNNoNGo4FMJoNMJoOJiQk8+eSTGBsbaxsPsI9kEPJm5nt1M3lzHD0QN0NoUKD1bIJWQ+MQoApBSGO93yMMqW/V+59XyzpJoKW+VRlF6yRVMt5Lj1JSOjutk2YhaxlA8VSzdUCNBl2nTFknBUFwnPj0C6dr7LWgV09HlLrd3V0UCgUcHBxge3tbMSTFLb8TWfto/Sb5fL4tNMbHcMMnb0cAw6q8kdqrVCoFjuNw+vRpXL16dSBKzVEjb0TBLBaLAIDr16+3kQ474ETipFVj8jyP1dVVZDIZJBIJXLt2TXFXshcy1Q9826T9IJZJpkxBiDe/R4ajIcSMfadKhMJ24mYAVhA4s42xWzBa79YLVKyTlEBpK55m694swjCoVv3CbseFFVCqp7t79y4mJycxMjLSInXr6+vgOK7vejo7wfN8q4RGDYVCAUtLSzbOykc/8Mmbx6C0UBsW8kbIkzyaXp5yOEhFyGnyZtf4pFaQ2E6vXLmCV155xZHFgBO93vq1TQqCgLW1NaTTaUSjUTz++OOYnJxUvRlTFGWrwujbJu1Dp2VSiD/4jZWIG1Hd9CyTPRO3PpImDQ/RJ4EzDCPq24DQa/sGuXXSSL83AjEkga4Z/6G8Qt4GmbprF0hja6V6umq12tWfTl5P10nq7OxP1wm9pEmgqbz5tkn3wCdvRwDDQN6CwSBYlsXOzg5SqRSq1WqrCbQdNj6nQ1sGrbzJA15Onz6Nxx9/vLXz6dRnd0p564VIiaKI9fV1pFIphEIhXLx4EdPT04ZutlZbNbVw1Mibo5D99FqqG8Ubt0syRQaSAUGirxq4Pn/qFoEzEFbS9dpSANKIRdcaE9ZJqtS8h1A12lRbhl4RyLcTcOp+aAk/0pwTsU7KYdQ66QXy5oXQFUA9bZKiKESjUUSjUcV6OtJiJJ/PY319HdVqtauejvxtx/pHL6wE8Gve3AafvHkMSotNp1UnSZJQLpexu7uLw8PDFmmz8+JO0ibt7jtGMCgClc/nkUwmkcvlVANenFDAnBrXLEmWJAmbm5tIJpOgaRoPP/wwZmdnTR0jdveWM6v0uZW8OTnvpz/7IjAFMBUK/Ig1c2CKw7mYpYTuY50qBCHFVc4jnbASRQJXVfjsRtW3fiyTHdBV3XRaBnSStk4ESkyLwAHKJE4PXiBvw1zzZgZm0ybl9XSzs7Nt71Mul9vq6Uh/ukgk0kXqYrGYpceAHnmTJMlPm3QZfPJ2BBAMBlEul20fV5IkbG1tIZVKoV6vIxQK4ZlnnnHkok4uXE71bbG6VUGhUMDy8jJyuRxOnjyJS5cuqQa8OBWW4sS4NE0bUpklScL29jaSySREUcS5c+ewsLDQE7G3U3nrdTw3kjcnIdzv/CAxTdWNgOF6UKNqtKZtzqmkST3QxQDEURs2/bRspFbVBvZa9yYDUzA2l+D95/Eymy2xTl79jy/ip899VPP1XlCtvBC6Ali3XggEAor96er1est6ybIscrlcq54uFot1kbpIJNLTPYrned0axEKhgMnJSdPv7cMZ+OTtCMBu26Qoii3SJooizp49i2AwiFQq5dhNiVyAjdgHBgGrmoQXCgUkk0kcHh7qkjb52E71mBu2mjdSb7m8vIxGo4GzZ89icXGxr4WG3amaZhUptypvTkLUuETILZOBEgUhqlPjZqLeaWDo8ec3Q+Co2oNzyLB9kgv0Hgpy3zpJLJPyeShaJ+u9n+N6xE2ipZZ1kiBYoNEYa58HbeA27CtvwwFJkgbe5y0UCiEUCunW0+3s7KBcLrcpe5396bRgRHnL5/O+8uYi+OTNY1DalbGLvImiiM3NTaRSKVAUhaWlJSwsLICmaRweHjpad0dRlKN1b4FAABzH9fz6YrGIZDKJg4MDnDhxwlTTcifJ27DUvJF2FMvLy6hUKlhaWrLMuuuEbfIokDen5n39cy8CgaZlUpIdHkZUt86wkqEgbn3CNgWuFyjZMVVAVQ0Sog7rpFHFjUCiAUpsppQGCzT4uLlj2AuqlRfIG7mm273Zq1VPVy6XW6Qul8thbW2tVU+n1MrA6KY1x3FoNBq+8uYi+OTtCECrx5oVIGEP6XQaNE3j3LlzmJ+fb7sBOV135/QceiVQhLTt7+/jxIkTuHPnjmHS1u/Y/WJY0iZzuRzu3bsHlmUHkmzqhPJ2FGrehh16qluwREPoIHNGwkoUYUPSpBZ6IXBG1Te6zECMKV+f6HKTAIjR/s8vukFBDHb/XlrWycB94iZZ0DKgSey1rZOSJEGSJJ+8DQGM9EazEzRNI5FIIJFIdNXTcRzXInU7OztgWRaNRgORSASJRALVahWRSAQsyyrW0xUKBQDwlTcXwSdvHoOdypsgCFhfX8fKygoCgQDe8573YH5+XjM0xanAEMDZxEmzY5dKJSSTSezt7bVIW6/Ry0dVeZPXBQ6yh+Cw17zZPT+r4NR1glgmJY01W6CkPbdgqffFt5NJkwRKISZ0MQBRLf1R7X1KAUgKhKn1nkbVMJPotE4yJfML8IBpxa3bOgkAAY5qU9+0rJPk2uV28ualur1h/y0CgQDGxsa6+rjW6/WW7XJtbQ2lUglvvvlmq57ujTfewO7uLi5duoSxsTGMjIw4UlLiozf4v9QRgFKD7H5AemGtrKwgGAzioYce0k3oI4tmpwJDAGeVN6OBJXLSdvz48b5IG8FRU97q9Tp++tOf4uDgwHBdYL9jDrNtEnBvYInd8yaWSS0MkripQgICnWmVFMCP9XdeK5E0J6ClvgEAXaEV1TeGpSGGrT9GzBI3NUiBZiuJTgKnBnId8QrxcTMGXe82aIRCIUxOTmJychIHBweYnp7GwsICqtUqWJbFz372M/ziF7/AP/zDP2BtbQ0AcOvWLVy8eBGPPfZY6+/p6WlT4z7//PP4xje+gV/96leIRqO4efMmXnjhBVy4cEHzdV//+tfx6U9/GplMBufPn8cLL7yAD3zgAz1/fq/D3WeXjy6oKW+iKPa9gOd5HisrK3jllVewubmJRx55BLdu3cLc3JzuLjkhbE7WvQ2zbZJlWdy9exevv/46wuEw7ty5g0ceecSSRqdHRXkjO4zFYhGRSAS3b9/GhQsXBkrcAD+wZFBwSnnTAqVzOJslbmoqWzDPtP3pIm73ESgwXX+6BzE1JU2otTuQh5V0vaaHhE4z0KsrlKtutEqbg04S2/k7KylqWpAUPjJdb76HEAKu/scXFV/nBeVNFEVIkuRq4gN4w/pJQNImST3d9PQ0fv/3fx/f/OY38dZbb+ErX/kKlpaW8IlPfAJTU1P43ve+h9/93d/FzMwM5ubm8NnPftbwWK+88gqee+45vPHGG/j+97+PRqOB97///Zo1/6+99ho+9KEP4fd+7/fwr//6r/jgBz+ID37wg3j77bet+PiehK+8HQEQ1avRaPR0MeJ5HtlsFisrK4jFYqYaGBM4HRgCWB/XbwZqn51lWaRSKezs7GBxcRG3b99GNBq1dGyaph353u1S3srlMlKpFLa2tjAxMYFEIoFHHnlk4OMS2G1LVCOLapZkt5I3u3H9cw8W1FqWSTUwHSSis97NCIIFWnHhbwZyAtevMqcEpshAGLX+fTvVN1Lv1it6bdgdtEh160SgCvD39+LUrJOCIICiqKHcuDAKco91O/FxKpl6EDASWDI7O4vf/u3fbnu8WCzi7bffNrUm+e53v9v2/y+99BJmZmbw5ptv4s6dO4qv+au/+iv8+q//Ov7oj/4IAPCZz3wG3//+9/E3f/M3+OIXv2h47KMEbxyZPjRB03RPxKnRaGB1dRWrq6uIx+O4dOkSpqamer6xDDo4RQ/DZJvkOA7JZBI7OztYWFgYCGmTj21FmwKzGDRprFarSKfTWF9fx+zsLG7duoVyuYx33313YGMqYdhtk24mb3bPu7NFQKAC8CqnpV6LgE5ohZUEC4NRWgIFBpQENCwmcWYJHMPREOL9nSOd1kmG1f/OtBTBQUCp7o1YJ4F2AvfUCy/ix3/cHlzilTYBgPvJm9eUNy3yVigUumrmAGB0dBQ3b97sa2wShqKVZPn666/jD//wD9se+7Vf+zV861vf6mtsL8Mnbx6DGrEyE1pSr9dbpG1kZASPP/44Jicn+94NtLr2rpfxnbZNsiyLdDqN7e1tLCws4JlnnkEsFhvo2E4EhwDNz1yv1y1/33q9jnQ6jWw2i+npady4cQMjIyMAmoTO7jo7u8mRWaXPreTNsWCjGsArnJKB8oPm3Z0IliiIPbhzO0mbkuqmqMSZ/GqImmSExKnVwVE9XLqJVVDx3xTCSvRq31Tfq0Yp1r4pja+WOgm0q26U0JsCS0BaBhCIDEDrfDSvkDeapl2tHgLeUd4kSUKj0dD8LPl8vq3XnFUQRRGf/OQnW7V0atje3m5L0ASA2dlZbG9vWz4nr8D9R6aPLigt1owQp3q9jkwmg9XVVYyPj+Pq1auW9v1wul2Ak7bNer0OSZLw2muvYX5+3hbSRuCVmrdGo4FMJoNMJoPJyUk89dRTXbuFTidc2oGjpLzZBbllkqBTddMibmYRLDRf0w856IKBnzhYYFoErt+wkmFQ33SfX6e6eu+pIXTIaP4elEhZ0jIgUG0SO6XjyQvkzQtJk4B3lDdSg6invA2iTcBzzz2Ht99+G6+++qrl733U4ZO3IwIt5a1WqyGTySCbzWJiYgLXrl0byC7MMNgmq9WqrWPK67EA4Mknn7S9l4rb0yZ5nsfq6ipWVlYwOjqqeXzaTaQA5/u86e1wu5m82VpLKACMAIBqEjc51FS3oSFupsZnQAlAY6z/Y5YpMpanPRqpdTNimXQKai0DlNBpnfQC8fFC0iTgHeWNrLn0yNu5c+csHffjH/84vvOd7+CHP/whjh8/rvncubk57OzstD22s7ODubk5S+fkJbj/yPTRBaXFmhJ5q1arWFlZwfr6OiYnJ3H9+vWBEoujZJssl8tIp9PY3NzE3Nwcbt68iVdffXXgyYdKcKvyJggCstks0uk0YrEYrly5gmPHjumO6UR7ArsDSzrH0yJwbiVvdtmunv7si4C5vvcA2olbp2VSKayEkDY7QWn87MECbQmBMwOr1DfFxzuskwENgtdpnVSrOezXOklA6t6IdZKpNTcDOjcEvKC8eUWxcrKtkZUgLQ+0jqt8Pm/Z2k+SJHziE5/AN7/5Tbz88ss4c+aM7mtu3LiBf/qnf8InP/nJ1mPf//73cePGDUvm5EW4/8j0YQhy1Use9DA1NYUnn3xSsVjVajhtm7QjbbJSqSCVSmFzcxOzs7O4efMmEomEbeMrwYl+a/2MK4oi1tfXkUqlEAqFWr1mjCzmneotZ+eYSmSxXq+3oqA74VbyBgxHf7pAufsx2uRlLFSkusJQhgFWELhgiUZjpPs91OrdBtWYWw1mrJN6ZM2sdbKz7o1AVAmv8cnb8IDn+YGFiNkJIwqilbbJ5557Dl/72tfw7W9/GyMjI626tbGxsdb3+eEPfxiLi4t4/vnnAQB/8Ad/gPe+97343Oc+h9/4jd/A3//93+MnP/kJvvSlL1kyJy9iCG8nPvqF0gIuEAigUqngnXfewcbGBqanp/H0009jdHTUtnmZCU0ZBAZJHiuVCtLpNDY2NrpIG4GT9kUnSLNZ5U0URWxubiKVSoGmaTz88MO6zd+VxpQkSTU2fxBwsuatUCjg3r17ODg4AMMwSCQSXX/cTN7sgmL/NkmZuJlFP8St37YBRmCEwOmFlagROMX3MqBmBcoU+Jg9x6yVSZ+h++oqIWyNEfXnEvVNbp30guXQK+TNS8qb3uewMrDkC1/4AgDgfe97X9vjX/3qV/GRj3wEAJDNZtuO85s3b+JrX/sa/vRP/xSf+tSncP78eXzrW9/SDDk56nD/kelDF+VyGblcDsViEfPz823pfHYiEAigXLZgNdTH+FaTGLmKOTMzo0jaCJwiUcOuvEmShO3tbSwvL0OSJJw/fx7z8/M9kS9yQ7CzdsSJmrdKpYK7d+9id3cXJ0+exIULF9BoNMCyLFiWxe7uLtLpdCtlLBgMIhAIYGRkBIlEAuFweOjT4OyY39Of7QgqURlSbm8LcurhJXKEiv03dlZEn1+LElElBIZPOE/yA2XtDxjgKAgR5XkS66SWZXIQCHVYYoniFiw1/67LjC3y1EmmBtCyQF5feRseELuh26GXNClJEgqFgmXhdEY2Cl9++eWux5599lk8++yzlszhKMAnbx4EWfRwHIdUKoXt7W2MjIxgYmICly9fdmxew2CbtGr8TtJmhBA7aZscxpo3SZKwu7uL5eVl8DyPs2fPYnFxsa/FixPkzc6Ey2q1CpZlsb+/j8XFRdy5cwfhcBj1eh3hcLjtGJQkCfV6Hffu3UOtVkO5XMbu7i7K5bKiShePx4duseJWxdAscesbFn1NwSKFxqjxN2Nk1iyDk6cAACAASURBVEgz6luApXSJopb6xlS1CVzXYwrWSbpBIaiginYqg1pKYSdpU4JEA6Fmqys04g8eF4MPmnXf/pMX8Z+f/6gnyJsXQleAo6W8DSpt0sfg4P4j00cXWJbFu+++i52dHczPz+PWrVsoFArIZrOOzsvptEkrlC8S8rK2ttbVY8zI+E6SNzuthGRcJUVKkiQcHBxgeXkZlUoFS0tLOHHihCU3fDl5sws0TQ/cDlyv17GysoLV1VWEQiGcPn0aFy5cAKBOcCiKQjgcRiwWQzAYxEMPPQSguSgpl8solUrgOA7b29tgWRY8zyMWi3WROjeodL2gS3UzgCDX/VhnWEmwpF7TROBU0qQRmCVwba81QOCYymCPpQDXW889oyB1b0aIWydCRaCuUKlQH29a772gWnnB+gl4S0HUIm88z4Nl2YEkjPsYHHzy5kFUq1UwDNPWS6xcLjtKnIDhUN5EUexpd7NWqyGdTmNtbQ1TU1M91Qs69fnJDcjuHVElsnp4eIjl5WWwLIszZ87g5MmTlu5uEpIxzH3XzEDeJmF8fBxPPfUUMpkMgsF2dkDI+W9N/Q+K7/Pnb/xR678ZhsHIyEiXSler1Vq2S5Zlsb29jXK5jEAggEQi0bJcJhIJxGKxgR9Lg67Vo+tN4kWUl0AZ4O8rIwGuu1E3IW5alkkjxM0uaCVN6qEfAqfVmFsOJfXNiGWSQEt9M4LgfXWU5mG6JtGo4qYUVhIqPjjOgOYxSNeBN954A0DzPvHuu+8iHo+3zjc3KUBHhfS4BTzPd90v5Mjn8wDgkzeXwf1Hpo8uTE9Pd0ngTsf0D8McyIXYzM5grVZrKW3Hjh3rK+TFSeUNsP+mKg/yyOfzWF5eRj6fx5kzZ3D16lXNG0qvoCjKkfRHq8cTRRFra2tIpVKIRqNtbRJIjR0JZhFFEf/dsd/XfL9/9/RfdD32jcJXWv9NURQikQgikQimpqZajwuCAI7jWoRua2sLLMtCEARFlS4UCrlCpbv9Jy9C7BDM5QtqNeKmhWCp/3kNE3olcEyNgmBR7zcrg0vMpE52Qm6dDBV6D5KRmOZ7Bbj24w0APv3/pfClD91ErVYDwzDY399HJpNBvV5HJBJpI3OJRALRaHQoFS6vkDevfA6e5zVbFOXzeYRCodZGvw93wCdvRwROJz2SOThtmwT0d6KABza1bDaLyclJS9opOJn6CMB24khIzZtvvonDw0OcPHkSly9fHnivOyfSH60aT5IkbG5uIplMgmEYXLx4satNAhlPEAR8cOQjPY/13479ruLjclLHMAxGR0fbNizkKl2pVEKxWMTm5iYqlQqCwaBiLV0vi8xBkkCinjG1puqipboZaQugRdwsTZocIC9WUomCRQp81DzhCbIUGgbCT4zUvpkBUeaIqtor1OrcSO0aJZojcEoqXLAACB3rZRIuJG+YXK/X2zZQstksOK65m6C2geIkBEFwfA79QpIkzwSWEDu8GkiPt2HcCPChDp+8eRBKi55gMNha8Dl1QSKBHU4VZVMUpWtdHARpI3AqsISiKNtVP5Zlce/ePQBAJBJpBWvYgWHou2YWkiRhb28P9+7dgyAIOHfuHBYWFtrOZaK0MQyDP7z8Z/1OWxVKpM6oSie3XW5uboJlWYiiiHg8jng83ma9NLLAG3RgiUS1twMIGFDYOmGF4tZXSwATX5FiS4QewRi0R/aLXoNLtBDsCJQxYp0kxG0QIETz9776Q7z00f+ifdxQCKFQqM3WJkkSKpVK61zL5/PY2Njo2kAhap2dYUReCCwh90ov2Cb10ibz+bwtfX59WAv3H5k+DIEoTY1Gw1HyBujL+IOegxJ5q9fryGQyWF1dxcTEBK5fv255+hLDMI6pn3aRt3K5jFQqha2tLczPzwMAzp8/b+vv7Tbb5OHhIe7du4dyuYyzZ8/ixIkTbZsbcntkP0pbPzCq0o2NjbUtBCRJaiVksiyLQqHQWmSGQqEu1SAWiw18Y+fmv38RlNRU3SQd/qHXFoCpWTu3YUSwRKExYo36phRWQtQ3M/VuvcJoPV4nQsXeCLaS4kask1IAYMrt6psUgKHjn6IoxGIxxGIxzMzMtB7neb6l0qmFEcntl5FIxHKF2wt2Q3KvdPvnAPRr90jSpBvs7j4ewCdvHoTSSUjTtGO2PQKGYUBR1FCRt0ajgUwmg0wmg/HxcVy7dm1ghbukUboTGHScfbVaRSqVwsbGBubm5vDMM88gGo1iY2PD9h5zdkb3A73bJovFIu7du9eqAzx16lTbTZaQNkmS8G8S/72VU7YMRlS6aDSKaDSK6enp1uNkkUkSL9fX18FxXEulSyQSqNVq4DgO9XrdlusFUd06693kaOv3Vuq25hkJK9FKmgwVZc9TWkspPKaUXthPWIkSzBA4uof9qQBLARqcRYvYEfWtk9ypWSeZqrE5dbUMMGmV7IRagEkngeuHMAQCAcUNFHkYEcdxrZYhNE13qXT9BqR4IW2S53nQNO36zwHokzdim/ThLvjkzaNQSmpzuu7NiG1x0CAElpC21dVVjI2NDZS0ycd2wjYJDM6ySQJdstkspqenu5qUUxTlWK2dneOZsfdxHIfl5eVWg+1Lly61kRPyXv3WtDkFIyqd2iJTbgU7ODjA1tYWstksQqFQm+Wy18CG23/yImDQvaululkZThIq9Nc6QG7nqw/Q/dSLAme09m2YISfUcvRL5uQIlprHmhAC/u1Xv4fX/tePWvPGULc5i6KIcrncOt/kASnhcLhLFTd6vnlFeXP7ZyAwkjbpkzf3wSdvRwhOpz0OwxxomsbW1hbeeecdjI6O4urVq5icnLRlbCfJm9VqVKPRaPUdm5ycVE3hVOv1NkgMq22yWq0imUxic3MTCwsLuHPnDiKRSNtzJElyLWnTgxGVTm4FKxQKmJ2dxczMTFst3draGliWBYCuBL5EIqEdRkQ9UKW0LJNG0iWNQKmOihKAIGvN+3eiFaghmSNySooQAFAd+2xOETimAggRjX+vGrN8EdKtpJAq1b2pETcz0LNOdn7HRgJyrIBcdZPDaEAKOfc6E2a9QHy80iaABK/oKW9+mwD3wf1Hpw/DcFp5I3NwQnkj/bLy+TwikUhb9LpdcFJ1tIo4yvuOGVEsnSCsw6a8yRtsz8zM4NatW4jH23PCCWmTJAn/zejvDHrKQwMtlY4sCAOBAMbHx9t2h+UqXalUwuHhIbLZLGq1mqJqEIvFDNd0aBG3fhU3oyqbUcuk3ljAAxJnVVhJsERB7CF7SK85d6CsbVllquoELsAp/5vVqZNWqm1yiEyzfpIovbf/5EX85+etU9/MwEhAirx2tTMgpdFouL5+ygsEFECrpYxezZu8btKHO+CTN49iGG2TgP0EhpCNTCaDRCKBY8eOYWxszHbiBjirvPU7tiAIyGazSKfTiMfjhsmv3UQKsF/tU6t5U2qw3ZnqRYJIJEnypNrWK8yqdASNRqNNpZOrBp/+XlJ3XDO1YmZIgVZSYT+WSSNJk6HCYO2UcqjVuwVZCqLG5wwYrEOzE0ZUNytaBnRCCAHDRhvMBKQ0Gg3cvXvXtoCUQcAryhtZa2kR0UKhgAsXLtg1JR8Wwf1Hpw/DcLrPGmCfbZLneWSzWaysrCAej+Py5cs4duwYfvWrXzlad+Y25Y00i06n0wiHw7h06RKmpqYM34DtDg8hYzppm9RqsE0wDAmSboORWrpgMIiJiYk21UAUxWZQ0PeSLbucXsqkEui69r8rWfE6SVtfRK0PhAoARKChEG7SCwIswCf0n2f6fftQ3/QgV03phnHr5KAht04yNYCpayecDhOUald/8IMf4PLly5AkqbWJIg9I6bQ6x+Nx3b6rdsMryhtJF9eqVfRr3twJn7x5FEqLa6frzcgcBklgeJ5vkY1YLNYibXILVq3mTL6308qbGUIjimKrWXQgEMDDDz+M2dlZ07umR6HmjShvkiRha2sLy8vLYBgGjz76KGZmZhR7tfmkzTroqXQ0TePX/7e/U7QdBqoAr0IG2pIl2aYiYgahIjTVpkFBSz0MFp0jcEEOaMT1n9cJxmBArxqx68U6qaW69WKd1Kp7IxAZgJb9/3v/lxfxyv/ujHWyV5DrWywWQyQSadu0GlRAyiDgJeVN73MUCgXb6v59WAf3H50+DCMYDKJcLus/ccBzGAR5I7a+lZUVRKNRVYUoEAi0bFR2w8lWDUbHJgQkmWxazN7znvdgfn6+Z6vLUVDeSPuLH/3oR+B5HufPn1dtsO2TNnvQReieu9n6z0AFaMS6rXrBMsBHu9/LbLgIWfg7QdyMIHh/fnokrjNIg0BujRyEAqenvnU938DlvJ9axc66t65/1yFz8hAZgobGdyaE2uvf3ASt/mhqASmdVmcSSCRJUptKpxaQMqjP4QXlTY+8SZKEQqHgB5a4ED558yiULm7DUvNmpfIlCEJLaYtEIrh48SKmp6dVL+5Ox/WTBbzdO4p6CpgkSdjd3cXy8jJ4nsfZs2exuLjY9zy9rrwdHh7il7/8JXiex4kTJ4aywfZRx8HHmsSN5ruT/OSqmxJxMwO60SSG/aIXS2cvICqcXg2WFSC91ZTUN7P1blrWSTO2SjXrZPiwaWXsBy3lTkUFJf+up0S6TX3rpbm1ktXZTEAK+dtKsiUIgmeUNz1Lqm+bdCfcf3T6MIxhqXkjMd/9gJC2lZUVhMNhXdImH99J9QtwpokpwzCKpFmSJOzv72N5eRm1Wg1LS0tdBKQfeFV5kzfYXlhYAMdxOHXqVOvfSViQKIpD22D7qEKijaluZhW3Xoib4Rq4fgmdyukQLPavnBH1zWhzbiP2SbPqmx76TZ00g1ABD34vCi0CJ1HdltYg11T2Gvc/q9w6yTjj7u8LgiCAoqi+7x9mAlJYlgXP84jFYl31dL0GpPA8j2i0z92cIYCvvHkXPnnzKIZVeeuXQAqCgPX1daTTaYRCITzyyCNddUVaGAbyZmQ3bBBjd5Kow8NDLC8vg2VZLC0t4eTJk5ZbRbymvCk12G40GlhfX289x8u92twISmouhNWIUtCAk7yz3q2TCARL/as1pmFR7+vOlgK9IMCip/YBelCrdyMKm9WWyaBaQ24DLQO0EkU70VkDFyw/IHDAfetkHaDr7mpwLoriQO2GSgEpkiShXq+3WS/7DUjxivLWaDQ0P0epVIIgCD55cyHcf3T6MAw3B5aIooj19XWkUqmeSFu/41sBiqIcs23Kx83n81heXkahUMDp06fxxBNPDOxG5ZTyZvWY1WoVqVQKGxsbWFhYwO3bt1s7s4IgtAJLjmKvtmHGwcduagd4qBA3wyrSfWJghLg5lTRpFHa2FDCqvmlZSBkVu6UV1kmKN0fGw/n+7a6hElAf6X7cTdbJ/5+9Nw+So77vv9/dPT2zq93VohWSVrdWB0JI6OZYLmMXMaacx8auSuFU6gkY58njGLAxxhQOjg0hianYjo1jO/yMnRCCceykDH58lG2MDQrhSMDcIGlnd6XVtYuOPeaePr7PHzPf3j6+3f3tmZ7p2Z1+ValgZ/paaY7vu9+fz/sTRVWJIAhIpVJIpVKeASmnT5/G4cOHHbMgqbhbsGCBce2qqrZFz9vU1BQEQYjLJucgsXhrI1rBeQsqIKloGxkZqSv10Hz+KEtHoxRvpVIJL730Es6cOYO1a9dix44dSCYbW0sUlfMW1uucDtgeGxvDkiVLcMkllzga7ulr8fTp07hh9a2hnDcmXFjCya3XS87yhUXUO7C7EQSZU8eCCjiesBI7cgZQGOLDTWQBzZ3v5lc66ea6+eE7D86ndJKmThKpIuDM5aJ6UphT7lsrBX3wBqRMTk46AlLy+TwKhQJKpVJTAlIahaqqSKXcP8ymp6fR09PTMv9mMfzE4m2e4lY2qet6pB+wvGWTuq7j2LFjGB4eRiKRwObNm9Hf31/3h2jU4i2K89MEr+npaaxduxbbtm3z/EAPk7na82YesN3b24sLL7zQdcC2KIr45oceAfBIXeeMCZep6wedC2UXUyBoWImfcGvVpEk7IuOtmZyuLdIfcBdwzG1z3m6kVPDue0vk/B22MAU2q3TStS+SwLdP0W1gN+33o6WTAHDVJx7Eb779/9Ry2U2llcSbG34BKblcDidPnsSJEydw+PBhIyDFnnzZ6r8nUPke6+pyfzPHYSVzl1i8tRG0zpsObowCP/FC54sNDw9DFMXQRBtFkqTIEh/p+ZslZvL5PNLpNMbHx9HX14euri5s2bKlKeemSJLUdLe3HsEYD9hub1iLcXu/m5xll9qFAbP0rkFhJV64lfC5IZkGmAcRcH7UGlwSZOabqFT/TW1fiX6lk8kZ680AgYSXFJqcIdA65p7bMxfEGwtzQAoAHD9+HNu2bUN3d7cRkJLNZhsWkNIo/Prrp6encdZZZ7XUNcfwEYu3eQrrzSiKYqSzxoCKeGO5f3bRtmnTprrmi3mdH6h8qDW6ZJBFM/7+zf1Z/f39uOyyy1AoFPDmm2829Lws5orzFg/Ynl9MXT8IXa7821G3RCoSqAsqjyXyzsUxFW5eJZNhCre6euCaUEkXVMDVgpQHtDpSJf3GBrQMptJJFubSSUED9IQAqVh5jerJys7v+eSD+O03Wtt9m6vizQ7teZMkCQsXLsTChbNDEVkBKSdPnkQul3MEpND/b3ZAmfn38Op5m5ycjJ23OUos3uYxgiAYkeWUqENL6IcY/XDUdR0nTpzA8PAwADRMtFFEUTSGKkch3hKJRMPETKlUwsjICI4cOYKlS5da+rNKpVJkvXatnDZJCMHJkydx8ODBeMD2PMYs3AC4Cjcv3LYJM6xEIOxSv2YFidipVcBR981LQImcUfi1um9yzumaMrer/ruKmn+5q9GbVu1z8xzQ7VI6yep748E+o7AVaXTaZDOgwVNuoqcRASmNwi9tMi6bnLvE4q3NiDq0RBRFI1Di1KlThmjbsGEDli9f3vAPM0EQIh8XELaIKpfLOHToEA4fPoy+vj5cfPHFljuFQGNFoxdROG+8gvHMmTM4ePAg8vm8MSohHrA998l+5GLj/6UScSyu7a6b4PPyDDrvjRdWtLybEGBtW7a+xesOKzGOY3vrUAHHm8BJkTN8LiXLfXMbEUAxjwgIki4JBJv5xiqd9AooCVo66db3RqHuG1ARou/9f7+DX/+fP+c/QZOJIm0ybGoZNA7wBaTkcjkcPXrUEZBiduvCDEjxc95o2WTM3CMWb/MYlvMWtXgjhEAQBLz44osQBAEbNmzAihUrmvqBH7V4C+vcqqri0KFDOHToEHp7e3HBBRe4fhBHIaKA1nTe6IDtyclJDAwMYN26dZYvOPqeiWe1zU3UlABBdxdujcbNvbEv+l0dG07Mx7MLOR5YYSWu58oAagCBFDZB3TeZY/4b0DhhXgus0klRJUhmKq9ZNQXoUmv3Js2HsslaxZsbXgEptJ9uZmYGx48fR6FQgCzLzNl0Qa+HEMI1KiCe8TY3icVbmxGVeCOEYHx8HOl0GrquY9myZdi8eXMkd+miFG9hOGCapmFsbAwjIyPo6upihmrYiSqopZV63lgDtu2ls/GA7bmN2XWzwxJuiTyBlnJfEItl16e4SWbqF2q+55iZdd5qEXL1IHn8HfGKrnp731yPW+YrnaT4lU4m6Vw/c1AJb+mkz8gANzQZkKKd8MPNfBBvqqoaFUKNwhyQsmTJEuNxTdO4A1K6urrQ2dnp6tLR710/523lypXh/nIxTSEWb20Gb1R/WFDRNjw8DFVVsWHDBhw5cgSLFi2KrLwiytCWesomaRLiyMgIUqkUtm/fjrPPPpurxIJ+oTa7rKUVnDevAduUeMD2/IAIgFQm0BPu7wlahsYSc+awEjlLoCWtxwkSVpL0iKlnLfbDEnjUkSsvRE1Jk67HDTHAhLffzQwVggmGq1ZL6aSX6DRDSye9/j0t24dcOklJlCru29Uf+w5+9b3WLJ3UNK1pY2gahVe/W6MJMyCFrnHissn5SSze5jGsRX2zAksIIZiYmEA6nYaqqli/fj1WrVoFURQxPj4eaelm1M5bqRRs5UKTONPpNBKJBM477zxHEqIfZvHWzOSrKJ0384Dts88+mzlgm7qRhJDYbZvjUNeNCjceMeTmuslZPluEFVZiX+Q32nVzIzlTEQWlEJ24IAKO9sgFdd+8+t0Sef/j8JZMtjL20knqviUz3k5x1MyHwBIaptYq1BqQQscWTExMuAakxIElc5dYvLUZsiwjn+f4BqwRKtqGh4dRLpexYcMGQ7RRWmFQdhT9X0Aw543G16fTaQDAOeecU3MSJ03ZbLYLFoXzRu9U7tu3z3PAdhxG0p549b3xijYWyZnKvl6uX6PwKsFLzfALODcHyBxWUosDF0TA1TrXzs19C6N00i7IPUsl7TBSJ1MzZPY5zP69K10cVRQl0rLu23wom4zSeQuCX0DKyZMnkc1mcfToUeRyOei6junpaTz66KM477zzsH37dhQKBcd3Y8zcoPVfoTE1w1rkN6rnjRCCd955B+l0GuVy2XDaWB/kzS7dtNPqgSV213Ljxo2hhLo0c0A4pZnOm67rOHr0KIaGhqDrOvbu3RsP2G4Tyu+/0LVUTc4TKAsaJ6ioaAOiEW48pKqllGG5cFTA8ZYehkWi4B2cwjvbjbpzPGWwyWqoide4Bx4xl5p2V9i0dFLOEQg6QbmHfTA9KUAst677Nh/SJlvNeQsKDUhRVRVTU1PYu3evEZCSTqcxMDCA3//+9/jhD3+IY8eO4YYbbsCuXbuwfft2bN++Heeffz62bt2Krq6uQOfdt28fvvzlL+Oll17CiRMn8Nhjj+Haa6913f6pp57Cu9/9bsfjJ06cQH9/f+Dfu92IxVubEbZwonOy0uk0SqUSBgYGsHr1as8Pv6hnzUVdNukmZgghOHXqFIaGhlAqlbB+/XqsXr06tC/DKMRbM5w384BtURSxceNGHDhwwCLcYtE2v1Gri1kqnhIFYrgYZuHm1VskKtbFtb3fjYVZuM0FUjOAEmxN5koy4z3Q3A5132rpd+PFLUEzqPtWL+a+t1TA1wgRBSQzlReqskB0lE5SWtF9i5231sGcNEkDUqhAAyrficuXL8cDDzyAXC6H119/Hd///vfx2muv4cyZM7jwwgvx/PPPc58vl8thx44duPHGG/HhD3+Ye78DBw5YevyWLl3KvW87M/dfoTGuNNJ5M4u2YrFoCA2eD+5EItHQ0k2e8xcKPoOEGoSbgDp9+jSGhoaQy+WMmWNhfwnON+fNPmB748aNWLlyJQqFAvbv329sE4u2+Y3y3r0WJ8Is3HhdNzmn+4o1s0uTMkokg19vI8NKzLgJVToEXAkpfISF20w4P+GWqDpnaqf3Nm7um1TyF5Q8PXG0dDJZ5ygBX+FmSqBk768zX79SiUBSWu/GwXwQb3PdeaP4jQkol8vI5/O4/PLLLYmTNGRubGws0PmuueYaXHPNNYGvc+nSpXHfXQ3E4q3NqNf1ou5QOp1GoVDAwMBAYKERdc9b1GmT5nNPTU1haGgI09PTGBgYwN69ext21y8q540KqLAGjwLeA7ZFUbQEkXyw+/rQzhvTeijdlc+eRJFYepVkW2+bnCNQO2dfg1TwyblgznA9wq2VkDP1Czg5Cyjd/ttR/KL4m42o8CeI0hlsxs+2Ukn7z8EdN7bgtt+AoKWTQOu5b/NBvM1H543F5OQkADiEkyAIWL58OZYvX97Q66Ps3LkTpVIJ27Ztw913341LL720Keed68z9V2iMK2E6b2bRRhfMq1evrulDLupB4a1QNjkzM4OhoSGcOXMGa9euxY4dOxwzx8ImKucNCO8L0fz3xhqwDcy+7j/Q9ad1ny+mtVHeuxcAFW6zn3dUuNFFr5yr36UIuhgHokua5MUs4HjCSpjHCCjg5Dyg+ISXJApO9y1hKpZguW9ytZjDzX0L2p9Xj+tmlNPWeL+KiAIEnUBPAKJaeT2LKoHaOfuC0mSh5dy3OG2ydVBV1TNZenp6Gh0dHY6xOc2Clmzu3bsXpVIJ3/3ud3HllVfihRdewO7duyO5prlELN7aDFmWoes697BmQghOnz6NdDqNXC5nOG31LMSjdt6iPH+pVEK5XMbzzz+P1atXY9u2bU2bixOV8wag7r63XC6HdDqNiYkJrFmzBueff77rgG1BEPDNDz1S1/li5gZKt+RMWnRZMJtdNyCY45bK6C0bRsI77BkAc+4bLaNUA/bCmUUdr4CTGtjvxoOfELVsq3rPC3QjcB+kT+mkmURBh9optqz7Nh8CS+bDrDqgkjrpJcwmJydx1llnhVoRE4TNmzdj8+bNxs+XXHIJhoeH8bWvfQ3/9m//Fsk1zSVi8dZm0DsxiqJ4fkARQnDmzBmk02lks1msW7cutJK+VhBvzRYx+Xwe6XQaJ06cAADmoOhGE7XzVgu8A7bjWW3th/LevZAU7wU2r+Nm73cz/8wr3FpV3PGSnCEoL2zO78By3xK2pEiW+2bf3it5khdW6WQyw37d+JVOpqZIXW4rq3SSum80uCSZ0VDumb0IORvN2Bs79ObZXHet5pPzNtcGdF944YV45plnor6MOUEs3uYxrDsqoihCkiRP8UadNira9uzZE2oNeDuNCigUChgeHsbx48exfPlyDA4O4tlnn23qoGxKFOJNEARjaHYQFEXByMhIPGA7xhU9JRqCyVwyyYOo8om6VKbxMwqbGVbiRz0CjrpvQdwtXhI++VKyLf+KVTpJhTxPimgtMB03xow3XmjppB09ISCZ0aCmRGiyAEDEH173T/jZD/+ithOFBP2Mn+vCp1163qamptDb2xuZ88bilVdeaVqv3Vxn7r9CYzwRBAGEWL8A3EJLqNM2MzODdevWYffu3Q0RGfT8YYdYBDl/o8VbqVTCyMgIjhw5gqVLlxrig37B+X2wNoIoxFvQ86qqisOHD2N0dDQe0ERkrgAAIABJREFUsB3jCu11c2D+OHHRZ8msDrXD+3PHT7TVGlbS6j1wQP0Cjnd8QK29b5bnG+C+mV033tLJukdGBCidpCRKOtRU67yg6Gf8XBdv7eK8TU1Nheq8ZbNZpNNp4+fR0VG88sor6Ovrw5o1a/C5z30Ox44dw8MPPwwA+PrXv46BgQFs3boVxWIR3/3ud/Hb3/4Wv/71r0O7pvlMLN7aEHtgyOTkJNLpNKanp7F27Vrs2rWroc4Q/UCJ6g4XTXxshHgsl8sYHR3F2NgYFi9ejMHBQfT0zEa6iaLY1MHVZqI8r5/zRgdsDw8Po6OjA7t27YoHbMe4opsWrVKZQO/0fh/Tfrdk1t+SSmZ06CG4M7xCjTW8udTb3Jtaoma9BirganHR5CyB0s2Kt2dsWxVw9pJJM36um9u+7sElpC73zV46mZrSQUTrLMFGl07S/wKAWNKhp6J33+h3y3zoeWsH5y3ssskXX3zRMnT7tttuAwBcf/31eOihh3DixAnL+IFyuYzPfOYzOHbsmDGD7je/+Q1zcHeMk7n/Co3xhOW8UfFGRdvU1BTWrVuHnTt3NqWcj36gROE+mc8f5oe0qqo4dOgQDh06hN7eXlxwwQWuH4xROmBRlKt6iUb7gO3zzjsPS5cutYjqWLTFmNHevQfAbI+ZUk3gSxR1I40vUdChdlgXkW7CzbyQD0u42UnNVM5tXuRTCON0bsmWJZsjVm9YiRfJGeIIeaE0ojSykfD0PopKxXXjHR3ATQNKJymJkvUf9UN/+I947Ge31HayOqFJk61UhlcL88l581rPTU1NYdGiRaGd78orr3SsNc089NBDlp/vuOMO3HHHHaGdv92IxVubMjIygmKx2LSYejPmvruOjhBqXgISpnhUVRVjY2MYHR1Fd3c3du/ejb6+Pt/zRyGiJElCqdT8uDdJkhzOGx2wPTQ0BEVRjAHbsWiL8UPtnl1YUdctUZx9fSUKTpViFm5uJZNJl1LJWsNKqGALE7Ooswu5RpDMEJR7+M8jVqPr3dw3FnLe26lKFIlnmWuiQCxD2sPGq3QyGea/cQ2lkxTqvikRLunmQ9IkMD+cN0IIl/NmHs4dM7eY26/QGF/Mi+Hp6WkMDQ0ZjaoXXXRRU0WbmSgTJ8MoXdR1HUeOHDHK/LZv346zzz6b667jXOg9CxP73/Xk5CQOHDiAXC6HDRs2WAZsAzDu3mmaFou2GAvUdRP0inADYAg38wwsu+vmhZtoq4XU9OyxSINv3qdmiLHYN/eo1RpW4kZQAUcJIuD88BNwbriNJmCVTrolTLIQNOuoCUEnoZZOsnArnSSyAME07+2DH/4WfvLjm8I9OQfzIWlyPiVmAvDtedu6dWuzLikmZGLx1gZMT08jnU7jzJkzWLNmDTo6OiBJUmTCDZi7iZO6ruPYsWMYHh5GIpHA1q1bHWV+fkRVvhilaNR13TFgmzV6gn55xqIthoWoaBBLAohcWRmbSw5Zjhvg7OeqF3tYSXJGB+FIu+QtmaylxI4GZjQq6r9WAcdDomgdqF4LUsndfeNNFjW2Z4wOqHXmmwFH6WRqWgdMZWfmkthyt78STOSiHRkwH0QP/X6c684bXV94/XuEXTYZ01zm9is0xpeRkREcPHjQMhA6nU4jn8/779xA3BIvm3n+IAKK9mbRNKXNmzejv7+/pvr+KObMAdGJN0IIDh8+jEwmg9WrV3sO2CaE4EMLP9r0a4xpfbR374EuB3u/yQXdM5wimdWrcevB8SqZa7Tr5kZyhkDQCcoL+W0fN3Er2j4eqYAL0u9G3bdah3NTYUf/3+6+JQr+wkwqAxrjPqXZfQviulW21x3Omt194zpO9TVkCDVBsAg4Ci3BFVSC8sLZF5c5uIT+vyaLkbhv80G88YieuQAtmfRan8zMzMTibQ4Ti7d5zooVK9Df32+Z6WZPm4yCVhjUzXN+QggmJiaQTqehaRo2bNiAFStW1FXb3y7OGx2wTct04wHbMbWiX7ELoqJBlxOG6+YGLZmUGU6cefHPEm48YSWh9jnVg4feoNdoiLiQLjmZcS9fFBX2BclZwiW65TwJ3X2T8+G6rsBsma1faaTX86lpne26miCCM5CGJAQkZyqf4eoCU6m5qXSSirkjR46gu7sb3d3dTQkimw/ijf4O8yF0xcs9JITEztscJxZv85zOzk6HUIi6ZLEVrsFPQNFAjXQ6jVKphA0bNmDVqlWhNGRH6bwFHZZdC/YB22effTb6+voswi0OI4kJApFEaDbR4LX4ZQk3MzwjAwBrEAldtOu29SlPyWRUGCKOo+yO+5hZgnJIvWx2/ARczb1vLu6bG40snTT3RXLvyhgfIGc1aLbeTuq+CYqOmz/1/+GOz+xEqVRCKpVCT0+PIea6u7vR2dkZqkihaZNzmXZJmgTCHxUQ01xi8TbPYX04t4rz1qplk6dPn8bQ0BByuRzWr1+PNWvWhPqBPl8DSzRNw+HDhzEyMmIZsP36668bojEWbTFBES4833DdpLIOVRYhFTWonZX3pFTULYtYs3BzhFJwijY7YYaaNBK3WHladlcKUE4ZJnKOQOlyfheZyyKDwiqZ9Op9YyGVSaCSTr/XgV/ppJtws7hsptJJN/dNUCvnkaphPVqHiERRg9pReU/oSQliWcNX/u4l/Ojxv0A2m0U2m0Umk8Hp06eRy+UAwCLm6J9a+73mQ9rkfEiaBCo3UL1+D13XMT09HTtvc5i5/yqNCUzUwoleQ9Rlk3YhMzk5iaGhIczMzLgGaoTBfCub9BuwTdMmdV2PRVtMYPSkBHVBdbxHl/X9aBduYWNfrNtdN14aGVYShNSMHoqAC+K+SeXKf90EnB3qvrkJO173rd6SSZb7Zoe3dJI1NkIg3u6xHZb7RpEzs98nlj64lARZlrFo0SLLQl3XdeTzeUPUnTp1CocOHUK5XEZHR4dD0PG4dPOhbHI+OW9+YwIIIb5jjWJal1i8zXNa1XmTZRnFYjGy85vFozkFce3atdi1a1dDewQSiQQKhULDju9G2OLNHOIiCAK2bNmCZcuWOWa1iaKITCaDD3T9aWjnjmkPhAvPBwEglavObTVcg7puju091uv21EGvfjejRLKGMrmowkp4MbtwvGElrMcbXT7pN/stKKzSyWTGOTLADRpqYk8b9aMR8/4odIi3LosQFd3ivgGAoOj40Pu/AeGZV/Dj6X82HhdF0RBmZsrlsiHoqKjL5XKW7emfrq4ui0CYD+JtPvwOAJ94E0URPT09TbyqmDCJxVsbIsuy4YJEVebQCs5boVDAyy+/jJMnT2LNmjXMFMRGEHXZJCGkrl4H1oBte4gLndWm6zo+u/tv6772mDbkkp3QRYAkqmMBTL1lUtG5IE4UNGimhat5UZ7IadBTfJ91QYRbZP1uAbSLm1vTManXPVqACji3sBI7vO6bH4mCu/smlYIJO9bMNzteaZR2981cOpnMaJUySLd9Te5bLaWTLORc5XtVS1VKJwWVQNh7Pj7ce6NjW7OgA4BkMom+vj6LI2N36d555x2MjIxAURR0dnYaYi6bzWLBggV1f79EiZ/omSv4/R40RGw+CNV2Ze6/SmMCQ10lRVEsKZTNJMrSzVwuh1OnTiGTyWDNmjW44oor0NHR0bTzR1k2CdTXWD45OYmDBw8im81iw4YNWL16teNY8ay2mDAQiwpIQoSWcBddtGQyUXC/GcI7/2qu9LWFSXKGhCLg1ABfI1TAeblnUolA7az9ukSXf3Kz+8YzHoCndNKNZKZ6EYR4CrggeJVOUvfN8XhShNs7iCXoAHC5dKVSyeLSZTIZTE5OYnx83OLQ9fT0oKura04IhfnkvNmTnc3EYSVzn1i8zXNYd8BEUYQkSZGKtyjSJguFAoaHh3H8+HH09PRg8eLFOO+885p6DUC0aZNAbV9Q9gHbe/bscR2wHc9qi6kLQYRwwVZo1dAFO8T2mUaFm9l1A4INLZazmu8Iglr73ZqFW1iJH6EIOJch3rTfzQ5P2WOi4C3gvHrfpCJxpJN64eW+2UWeqAYvneTFzX1jbmsKLjH/2xNJgKARSCUNgqJDT1Ze1+LurdB//ybXdfC4dKlUCqlUyuhvfv3117Fw4UL09fUxXboFCxY4Si9TqVRLuXTzyXnzav2gzlsr/d3HBGPuv0pjfBEEwShjo0QdWtLMsslSqYTh4WEcPXoUy5Ytw6WXXorJyUkcP368Kee3E1XZJC1rDHLufD6PoaEhTExMeA7YpmW4sWiLqRmBLjLPA1QdIgBtQWUB4lae6OW4mbGXTJr73eRsY9+LrRJWYjmV7VdOzlS+H8oLBa5+NxZuAs7t/LX2BvIM5vYj6FBuP+ylk6lpzdqz5+G+8QSXsEoneRHLVMAlIOw9H+TF12s6jp9LR5Mae3p6LL1UhBCjly6TySCbzWJiYgL5fB6SJDF76aJyv+aL8+aXNjk5ORknTc5xYvHWpkQdWtIM8VgulzE6OoqxsTEsXrwYg4ODxpdKJpOJREAB0fX7CYLALRzpgO1jx45h+fLl8YDtmMYh2BwvQow+NwAQSxq0atqkVNCM5EnPQzLKx8zYBZuf68aLnyChA5btQq20sDUWjMkZAjXgoGyxXJuq4Ol/q8V9k3OV63Fz39zcQBZ0tIS9/9HLfWt0+S2rdNIeXELdNyKLlveCoOtB2iW58HPpBEFwuHRARSjlcjnDpRsfH0c2m4Wqqg6XrqenB8lksuFOkaqqkVUjhQlPYElvb28TrygmbGLx1gawnLeoh2TLshxKeAYLRVFw6NAhHDp0CIsWLTLmjZmJMjAlKucNmI3td8M+YPuSSy5x9DrEs9piQsEu2gBIWzcZi0siWZ+3CzfBpaQskVOhJesTY7WGlQgaQxhyhJqkZtzfk6Ve+1Rw38PNXk8NOiKZ0VHuqe3vj9d98+t3s2zrI+DCgie4xI8whJubyyZnVOPfXtAJlIX8zXhiWa/MSkwmKuWTL79dPVljhCZP2aUkSVi4cCEWLlxoPEYIcfTSjY+PI5/PQ5ZlpksXZujafHHeeMRb7LzNbWLx1qbIsoxyOcAtyJChHyx+tdlBUFUVY2NjGB0dRXd3N/bs2eM6xyRq8dZqwtE+YPuCCy5wNDTHoi0mNGzCTRAFiFs2giQTIAkRgqKBSCLEUiWtT7KVRybyKjTTuAChGnmfyPm/rxJZDbocnhhImoSXV7x9raSmrb97M1y6MAQcj8MVNH2SVTJpdt+o60ZhuW8yddN8XgPmge6iSnwFfWpKswh1xwy4gKWT8oxafc75OxNRgDyjzB4XgNZZ+U71c9+Ayk0S7c0h5g2UZgo6wOnSdXR0oKOjA2effbbxOHXpMpkMcrkcjh8/jmw2C13XXXvpamE+9bz5pU3G4m1uM/dfpTG+sJytqKP66d0tRVHqFm+apuHIkSMYGRlBZ2cnduzYgcWLF3s6elH+/jSwJIpIZbt4Mw/YTqVS2Llzp+VLE4hFW0yIMBaLQrUnjCQTFdGWEKF3uH8mJPLs962bcKP9bomqI1aLcLOHlSQzGrOXjYs63/Jml44KuVrDSryoV8BpKb5fNIzyybAI4r41KrgkOR3we6kabCIVVGN8gN7hFPi6LEFUNAiqDpJMQNq6CfrbaQAAMb9+mijogPpcumKxaDh0MzMzOH78OAqFgsOl6+npwYIFC3xduvngvOm6Dk3TPNdV09PTWLt2bROvKiZsYvHWpkTd8yYIQt2lm7qu49ixYxgeHoYsy9i2bRuWLFnCJYiiFlBAfZH99Zyb/t48A7Zj0RYTCh6iDQCkTetBFA16p2y4bpWNbMmSVeGmuQzpBuAomUz4BJLw9LuJGpDI+xyHteZt8Bw4KuTK3fwiyx5WYsY+tDuZ0aF2uh+7ln63ICWTlv08gko8j2ly32Szm6YQVyFvdt14oO6roBFv983rGC6ijQjCrPsmwCidtKdMmhGLGgS96jCmEhb3jchS5T2WTEDaOAAtPTp7A8XtJgB9/zZQxJnhdek6OzvR2dmJJUuWGI+rqmrppTO7dF1dXQ6XzhzARUNX5jL05mzsvM1v5varNIYLljiRZRn5fD6Cq5mlVveLEILjx48jnU5DFEVs3rwZ/f39gURYI8o2azl3s8WbKIqYnJzE8PAw14DtD3Zf39Tri5ln+Ig2ABC3bIRedd0EJXgvqKCF6zrZy+PkGRWEowcuSmivVa1OmReJgreAcyOZ1blFZRjDu71EaRCkMmGWSbIf8xf1Fhilk7Q8si6q7pvX8G5g1n0zLkeWDAEHVN6brgKuScLNCx6XLpFIoLe319LnbnbpMpkMpqamcPToURSLRSSTSUPIlUollMtl6Loeai9dM1EUBYIgeF5/HFgy94nFW5sStfMGBE+cJIRgYmICQ0ND0HUdGzduxPLly2v6kDXPPGu2eBMEAYIgND20ZHJy0vjy2rRpUzxgO6ZxcIg2QZIgrl4JqDogaEbCJC2ZFEuqZ/kkAEh5FXqKfQOEunS6HOwGiagSSL4uW2uKObOIqyWsxP24Gso9/H+PklIRAEEFnFcZop+ITJR0qCn2827Jkyz3Tc43T6TwCjc3981zH1GEoOsQSyoEterCJSt/wdR9g0YqAm71KujHT4BomuN9aoi5JpdT8lKvS2cOR9E0Dfv378fbb7/tcOl6enqavlaoBdrv5nYzmxASO2/zgFi8tSlRp00C/M4bIQQnT57E0NAQyuUyNmzYgFWrVtV1Z4zG5rd6ZH8YZDIZHDx4EGfOnEFHRweWL1+OdevWWbaJB2zHBIa1mGNu5hRtACCuWgHICRCGuPIUboRAcul7E1QdSIquws2v3y2RURwpl63uurFIZnQIGkE5xHCToALO2C+AgPOjVhcQsJZM8sDjvskZ1VEa61s6WXXfwnDcWKWTXu6blK+kyBjvOVkCFA1ISBBXLId+YgLE/L1EdMf7t/Jwaws6gN+lO+uss3DWWWcZFT0XX3wxdF03BJ3ZpUulUo6yy87OzpZy6XhCV2ZmZlzD3GLmBrF4awPcAkuidt78BCQhBGfOnMHBgwdRKBSwfv16pltUK1GHljT63KwB2/v373f0tcWz2mICUadoAwAkEkBSNhaRxlw3QYBYsr4vxJIKPcX+qmK5bm6BJiykogZVFpHIhP9ZyOx3a4QO9HBhaC8Wj4iz97sZj5uEQL0CzrM3raxDKgPKguALYeqWeblvQY7DtW2mmgZpE2tc+9Yg3CzuG4tq6aRln6r7RhJiJaik+l/A5L4BIHICgiRCXL4M+sQ7QFXAEd0+g7Gyr6s7V3mSuU8r4OXSmXvFEokEFixYgKVLlxrbKIpicenGxsaQy+UAgNlLF5VLxyPepqamHGnSMXOLWLy1Ka1eNjk5OYmhoSHMzMxgYGAAa9euDb2ROOpxAY1y3orFIkZGRnD06FHHgG1zYEkcRhITmHqFW/U9LC5fBqgaQMMTEiKEsgqSqi54qjcYvIRbWIQh3BoxIiBMqIhTuuq/8ZXMaDUJJC/h5rtvQbf8f1D3Ta7urzGcV6/gEp4RATyY3bfkjApSb0iWT3CJX+9bpWSy+v1D3TdNB1IyxGVLob9zEiAEggSTkCOO4JJW7o8LglnUfROPAHC6dLIsY9GiRZZyQ0II8vm8IejOnDmDsbExlEoli0vX09NjuHTNGDTutVbK5/MolUqx8zbHicVbG+AWWNIK4s0unqanpzE0NITJyUmsW7cOu3btatgdrKjFW9jnVhQFo6OjOHz4sOuAbVEUoapq3NcWUxvmRRlnX5tBIgFBliGc3WeUSwo0YdIs3KrYHbjK+T2cm7wCPckvTuSs6liY20smWbRqv5sZtxCXWp0zO579ZYq7g8cjhOS87uu+eQm4Wt231JQKnWO4u6gSx9xBR6mkixuXNM1uq1vAsQjivkmSIcwEVau4b4oKEB3i0iVAPg89m6vccNF0CBJmSyoFkVlSORfKKXnh7aXr6upCV1cXli1bZjxud+kOHz5suHR2h667uzvUG9N+IWzT09MAEPe8zXFi8damyLIMXdcjTVWSZRmlUglApS8rnU7j5MmTWLNmDbZv326J8G0EUZdNhuW8mQdsL1y40HPAtizLuPX8u0M5b0ybUoNoAwCxdyGwoBOQE4CqGRWEQtn/PSgWKzeaWC6clK8+l7T3t1l/lkoadDkBORttr2/UJDPVUso6RZyc0wI7eYm8BnWBcx+pbF3Y8wg487a8SApxdd94kbMq9BpGQCTD6HELEFzi574ZaOb0yUTlfakogCxD7O4CKSuAqoLouvGeJZpm/RyY4+WUQeDppWO5dLquW1y6U6dO4dChQyiXy+jo6GD20tXi0imK4jsmoKura06Er8S4E4u3NsDNeQMqb/RUKtXsSwJQETBTU1N49dVXMTExgVWrVuGKK65AR0dHU84fVWAJPXe94i0esB3TdGwLMF/RRggESYKwoLMi3FS14g4kqr1u1UWwxXUzf14RYgg3x6VoOqSAyYBm4cbjArV8WEkdUxJ4XDjRZ/EfRMCJVYHmJuDcMJdM2h/ncd9kl/3NyDnNuEa7+8YMLtGIr4Azu2+0P87c8xiG+5bIlmd/MDtuVedV76wmtxYU6J2yq/tGkhKEsrmUcvb9KMBUmqmq1UTKhFX02XrjiN932xwVbm7wuHSiKBrCzEy5XLa4dKdOnUIul4Moiujq6jJKLru7u9HV1eXr0vmVTU5NTaG3t7fp821jwiUWb22CIAjG/C6g8kEiSVJk4q1QKGBiYgJTU1NYtWqVpS+rWYTpfgWlHuHIO2AbiGe1xYREULdNkirCLZGoCLdEoiLcZLnS65aQAEUFJOvdX1b5JKWe3rdErgySaN5MxaaFlQSANTogmdEgaARKQBfO7OjU4sDxwFs+GRQ3943rmjxcW7dSSUO4hYSUnb2ZYXXinCWTYkExhnWLuUqVC31/CWUVJGl7T5lKKUGIcZNFAEDojRf6PVN9vxPF9vt5lVNSmjz0Oyp4XLpkMom+vj5LD5rdpXvnnXcwOjqKcrmMzs5Oh0vX0dFhfP+rquq5pqNhJbF4m9vE4q2NiSJx0hym0dvbi+7ubmzbtq2p10CZa2WThBCcOnUKBw8edB2wTbeLe9piQqEW0QZASCQAOVH5byJRWQRS4daRBBQVpDoKQChVBJtduAklxbm4rCIWFcuIAXvJpFjWoMsSErmyfVdXePrdvDAv7AlrXeSyWFIWRv81LGe0wALOsn9VwLn1u9nhdd/kvM7+u6THKejQOtzdN55Zd9R186JW9y05rVh7JAlqEvGJXBkIonMkwXDfDEQR0HUIJcXaE2l337wEHABBTlTev7RfzvT+5ymnnI+llEHgEXReLl0mk7GIunw+b9k+m80imUxC0zRmMnecNDk/iP5bIyYymhlaUi6XMTIygrGxMSxZsgSDg4MolUp46623mnJ+FlGOSwjqvE1OTuLgwYPIZrNYv3491qxZ4zpgO57VFlM3NYo2oCrcJKkq4OTK4k+rDOKmws3YtlQRcfa+NzfhRksoWbPh7JiFW5ium2xLpwwaE+84nksvVK2izi2sxPc6QhBwPIEfFCrg7P1uZqRi7XPdvPBy31ilk4C360axlErybO9TOslz88FvhAANLLE8JgkQNFJ536nVNMlUtRTSnAyrqhUBRwggy7MOnChCEEUQ+v1ZvfEhmMSXJZ2y8kBlm+rnCDOpsk0cOTs8ZZdAxaVbvHgxFi9ebDym6zpyuZwh6IrFIo4fP44jR45gwYIF6OrqwjPPPIO+vj7s2bPHKJuMmdvE4q1NsJdNAs0Z1K0oCg4dOoRDhw5h0aJFuOiii4wPDk3TIh0UnkgkUCgUIjs3DWvxwjxge926ddizZ4+jnj0WbTGh4tPXBni4bYRUhFtStgo3+pqtCjfSIUNgpUmiItwcePS+2ZHyyuzcOBeCxL9bRgk0MWnSLuoa4dDZhZ5cDTNReiTffjcWiZwGlVFCKboINC/hZhzTZzSAVHR338SSDr2OuW9mBJU4eiDd3LcwQnEcwk2Ev/tmLp30cN+Yu5rfj9R9owIOMI5bcdMrIk6ADMiYFXEm8eVw26oJlb60mXDzgtel6+npQU9PDwDgzJkz2LBhA3p6egxB9/vf/x7PP/88jhw5YpRdfvKTn8SOHTuwY8cObN26taa2lX379uHLX/4yXnrpJZw4cQKPPfYYrr32Ws99nnrqKdx222148803sXr1anz+85/HDTfcEPjc7U4s3tqYRjpvqqri8OHDOHToELq7u7F3715HNG2UZYtRn9/Pecvn80in0xgfH8fq1auxbds2Rx17PGA7JlRqddt0UimlosJNrjhvDuFmKkukC0VaOjn7eNVZcymX9IKmToZBIlcGqTGFN0jJZBDMYk5ZmAgUVsJTPmg5V0aD5iKY/BIM3QSc27FqDYXx63eT/J5XCBI5Fbrs/D3t7luiDjEm6MSzdNLuvgUp9TUOWYf7hoRkuG8AKqKNfjdVxwQY25jFHAv6HjcdzhJeYhJwcSllbfgJOkVRIMsyUqkUUqkUFi9ejAcffBAAkMvlcOedd2JsbAyiKOKRRx7BZz/7WUxPT+Occ87Bjh07cO+992LTpk1c15LL5bBjxw7ceOON+PCHP+y7/ejoKN7//vfj4x//OL7//e/jySefxJ/92Z9h+fLluPrqqzn/BmKAWLy1Dazm1EaUDWqahiNHjmBkZASdnZ3YuXMn+vr6XBMvoxxXEGXapFvPW6lUwvDwMHPANiVOkIwJlaCije5DRZuE2WTJpFxd8GmAJs0KN1UFpOroj4BCxl5CaS+ZFFQdkmoq17K5bjwlk1KxxvCgOksma0WeUQ0nRFnYoDmYWQ1qN38ZpTlun1fASWUdKIM9PqDIP5i7HvdNVHSmgDPObRJuPGIzOa3U/LpIZKrCze1yGuW+UXFGn6MijX4/MgSckEiAQK3MgJPlWfeNkFmHWtOcZZKmz5viB1P9AAAgAElEQVR2S6VsFJqmQRAEY46rW9pkV1cXFEXB4OAg/vZv/xZAZT1x9OhRvPbaa3j11VcdfXZeXHPNNbjmmmu4t3/ggQcwMDCAr371qwCALVu24JlnnsHXvva1WLwFJBZvbUyYzps5tj6ZTGLbtm1YsmSJZ6IR/YCJKvEy6rRJ87l5BmxT0aZpWlweGVM/HKKNbkcXXmYRJ8jUUZOcwi2ZnF0gqiqQqgo3Rak8B6fr5jgthwsnFhSu/jc3ErnqOXgW2y06nFueqfwOykK55n43N4IKOMu+VQHnVjJp2ZYjwCRsAZfIeQt2t943x3am0km3ckk/9w0wCbcaCeS+VUWa4b6ZsQs4SayIN02f7YkjBBCEWQEHVEooAauIo58XVRFnCDg/943Spj1wvPzo9Heg67qxllBVFbquQxAEi6AzMz09bamCEgQBq1evxurVq/H+97+/odf73HPP4aqrrrI8dvXVV+PWW29t6HnnI7F4axPcnK98Pl/XcQkhOH78ONLpNERRZMbWuyFJEgRB8I22bRStUDZJB2yPjo6ip6fHc8B27LTFhAaPcLP3vllKJsXK0F46D0oSncItmXQVbpbjltRKWAKFEHbfmwmxUPtNJ7GkQvRpN621ZDJK5BkFAgGUbr6vdS+hZ36uHgHHI9xqod6SSTtu7hurXNLNfTMLN7exASzM0f8GOhrivglFxXnTpKwASdlZPmm5SHG2BLoaWAJdnx0TIAqVn1k3Q02PGQKOEWTi/ftw9su1ET/J/isAGNVL77zzDoaGhrBo0SLmjWlBECAIAs6cORNZ2uT4+DiWLVtmeWzZsmWYmZlBoVBo+riouUws3tqYepw3QgjGx8eRTqeh67oRWx90dkgzQlPciFK8iaKIYrGIffv2IZVKYceOHVi8eLFjVlss2mJCJQTRZjxuEm5CKjUbcGAWbhSzcKv+v1tgieflq3pluHAVu+vmFVQi0l4ie1lliKWPjep3c57IXXhREcEr4nhIZCsLQVdny2VEgKgQ6Jwz1XjdNy943Tc/183Yx6ekMggs903KNS7tWMyXZ18nJldLyJvuXNDnC0Wgs6Py3pRlp/tmxiTgqPtOFLXS70oPq2mOeXAAnGWUJkFmceZiXLnvf+9ET08Ppqam0NPTA0VRsH//fkxNTeGcc87B8uXLjXA6GmRG//zqV7/Ciy++iPe85z0R/xYx9RKLtzbBzXkLKl4IITh58iSGhoZQLpexYcMGrFq1quaetSjj+qMQb1T07t+/H4qiYMeOHfGA7ZjGE6BE0vKjXbgRAoGKMF0H5ERlYahp1TvzmL0zD1TuyJvf34z3OnXdBDoGwOTCmUsmaymRFEoahFJjSqOj6nfjhYo4dUF4X/NyVg0sCt1EGStp0hgfUKzdZQnqulHsQo1X4AFAcrrsmBPo574lsmXPMQG1uG9CvswunRSFWQHH6nmTpIqAAyrvUa36PN0uIc26b/RxUZydHScnDAEHTTM+NwwRR4jFgXP0vwUZIzB7EOc285hHTnwTmUwGmUwGExMTSKfTxtqpo6MDK1euhCzLKBQK6OjogCiKxrpsfHwcd9xxB5588kl88YtfxM033xzJ79Df34+JiQnLYxMTE1i4cGHsugUkFm9tTBDhRAjB6dOnMTQ0hEKhgPXr12P16tXMIZBBryFK561ZgSn2AdurV6/G6Ogo+vv7HdvFA7ZjQoMh2ioPB3DbiG7qa0vOijahsiAUpGqqZKrqtlFxp2mAWP2KSSZnhZu5dLJcBlIJpnAzU0uZpJgvg9g/n3xGCLgfrLWFGgAILqYFnUun9IQTbBJEwIlKZYHNO5Sbbks8/r7FkgY95X4sqaRBc3leLOkQ1fpLKs2lk4lq2aOg6b6D3qn7lshWXGC/OW9c15ez1gBbet/M5ZNmAWdckLm8UrIIrMo+VaGnarPP6VYBR6hYq/bBQZIAVQWh21HBxxgjwBJxnu5bmwk2Ci2RpOMAMpkM3nzzTUiShJUrV0IQBGQyGZw8eRIvvPAC7rvvPmzcuBFbtmxBKpXCf/7nf+Kqq67CG2+8gZUrV0b2ewwODuIXv/iF5bEnnngCg4ODEV3R3CUWb20Mb9mkeUD0wMAA1qxZ45pmVMs1RNl3BlSafJOMXpywYA3YpqmShBBjBl88qy0mVGpx24heXYhVF0mShEqcZHW+k14VcvYAE0l0CjcaaKJqgGD7nClXSxhl2RBujsvSCASTaHOUSNpTJ8sqhPoyHyrHnYP9bjyYRRxvv5sZs+gJ04GrBT8BV/Nxq0ItiOvmBct9o8KNCw/3TSyU/Hvf3DC7b2YBRzG7bHRbKu7M+1b/a/S6mY4jiJW+2NnxAWwRFyjEJGiv3ByHijaKpmkYGRnB2NgY1q5di4GBAccN9J07d2LPnj343e9+h6eeegqjo6PQdR0//elPMTQ0ZMx227FjB3bu3OnoQQtCNptFOp02fh4dHcUrr7yCvr4+rFmzBp/73Odw7NgxPPzwwwCAj3/84/jmN7+JO+64AzfeeCN++9vf4kc/+hF+/vOf13wN7Uos3toEt7JJL/E2PT2NoaEhTE5OYt26ddi9ezdkOdxY6ijLJhst3uwDts1/f5IkGf1sAOJZbTHh4eK2AdbFkLFIoosmk1ADYOlVMQZw05s2mjZbPml2G+gizizcZNPXTDI5K9zs1+biuvEg5svOEQEcVQGtXvrIxKPfjQc5o4RSSkkFnFu/GwujLNIjyISGnGgd3v9+LAEnFSuvP0/3jTNF0rKPi/tmHzHh575J2apLZrpBENR9szttLLjcN7fySfoeNgs4+/OmfQVJqog38/a0fLL6e1pEnNvN2jjExIJduJ06dQr79+9HMpnEhRdeaLhwdiRJwjPPPIN//Md/xMc+9jE88cQT6OnpwdjYGF599VW8+uqr+J//+R88+OCDWLFiBZ5++umar/HFF1/Eu9/9buPn2267DQBw/fXX46GHHsKJEycwNjZmPD8wMICf//zn+PSnP437778fq1atwne/+914TEANxOKtjXGbs5bJZDA0NITTp09jzZo12L59e8OcqSjLJgVBaMi4AJ4B21Q4nj59GjeuvS3U88e0OeYFDWfZpGOOG2sAN02TBCAkk5VyqaTs3AdwT60zCzeXG0GGEyf7fz2J+RCsthoxFuIUjwW42tP8NF3A3UWjpX5qd3034+Ss6i6SFPbCOpHXuAZzS0XNIeDEAP2LLAGXyPt/18jTJb7ZgDmlkuToQ5DkSSYm980h3HiSJ3lwK5+kgsws9PwEHFDZR5IqYwPMNxvMSZNuThtviMk8FW520VYul3HgwAGcOnUKGzduxKpVq5g34wkheO6553DLLbdAlmU8+eSTuPjii41t165di7Vr1+IDH/iAsU+9a68rr7zS6NFn8dBDDzH3efnll+s6b0ws3toGN+cNmJ2zlsvlkE6nMTExgVWrVuHyyy9HR0dHQ68ryrJJIFzxaB6w3d/fj8suuwwLFiywbGNOfvrmhx4B8Ego546JcVDL8G1aEmkewA1UFnfGgk6yRoJreiVqHKZtKVSAKaq3GCPEWj5p29ZRIqloEBRTAAJPLxvHNmJBgdZVEVoSXSizFkoBF+OJjGnRzTie2l3fzTG3fjc/ElmlbgGXyClQuxozKNwPs/tGXTeu/UJy36ARh4Bzc98sYp8GftB9fNw3HrfNTmD3zbwN6/2qqrPOu6oBCWm23w2oCjaxsi9MpZT2cwMOEWcRaDZHzbWMcp4FmNhFGx3DdPDgQfT19WFwcNB1PTY1NYUvfOEL+MEPfoC77roLt99+O9cN97DaX2KaT/wv10bQ3iqKKIqQJMko7ztx4gRWrFiByy+/vGnJP4lEou5Zc/Wev17xZh6wvXjxYgwODjpKGuLY/5imUcPwbaAq5Ggvm5wwAgeMxZm5bJI+bi6rou8js6OmuLy3aiy/Fgo07j/cfidjcSyKs6KtibD6oOoVdK7YnAyzC8fT78YiiIATyxpQBjRG6aZ9LpzZfQviuhn7m9w3HtdNylfDR1TN030LGvEvzZTckyN9mH1tum0APvfNLKJKJYBWg5TKVneM/n+RMVJAVWff81V33XEjhyZQ2hMnzccRhdkZccxrnf1lmbPjzMxx0QY4hVsul8Pbb7+NfD6PrVu3YunSpcz9CCF4/PHHcfvtt2PLli14+eWXcc455zTjkmMiJhZvbUyxWAQhBC+99BL6+/tx6aWXoqurq6nXEGXZZL3n1zQNY2NjGBkZiQdsx7QGNcxxA2ANKUnYhBtdcFHhRkilB44iCmzhZsZ8F19RZ7czBZcwtwUAVYPgVobpgl+/m5grgUgC6ihms9KAWW5mt66WskuvUBIW8kwJalcwwWieuRfUgZPyKlPAObZjlE+aqUXUAc1z34z5gnZ83Lda3DY7FveNQkcC0P+6YS6ftJRVzva2CYIIYoQbMUJOYCqpNN/oMSVOVn5kvFZ5AkwqG1i2n0vYRZuu6zh06BBGR0excuVK7Ny509UdO3LkCG6//XY8++yz+MpXvoLrr7++4anZMa1DLN7aCOq8lctlI7FIEARs3rwZa9eujeSaoi6blCQp8Pl1XcexY8eQTqc9B2zTbeNZbTENp9Y5brbQEtBgEjCEG33cLtwoVIDR9xNr0aGoFdeMo/cNAFAsO1022888JZNiSQFqWQuHUDLpdzweLEKuUY4cgERVaAQVcbP7VwScW7+bnSACjjkA3Xhehe4SeCOVNHdH0STgqOtGcXPfgrhuFuHmNbfNsR/jxVrD3DcA7iLNXD5pFmdu/W81CDhifp9bzucy383HZfPsgZtjIs4u3KampvDWW29BEATs3bsXvb29zP1UVcWDDz6Ie+65Bx/4wAfw9ttvuzpzMfOXWLy1EYqiYHh4GIcPH0ZfXx8uuugi7N+/P/QEySDMJeeNDtgeGhoCAGzZssUxYJtuF89qi2kKvHPcGNs6tjGJNaPkSdchyLJFuNEFlsDqiaGYhZuccC+fZFEMJ4REzJsWwD7ztyo7zI271uYSy7CEnGBLHUzkynUJOD3JX9ZKBZy9ZNKMWFKhddS+XBHKGkiAa3K9jmrZrsPZZbhvUqboP3bC5r4BdThuNgEn5Avs7dz638IScJo2G1bCKJcEo29ttj/OXYB5zn9z2acVsYs2RVEwNDSEEydOYMOGDVizZo2rg/b666/jlltuwalTp/CjH/0IV199NTPPIGb+E4u3NuKNN95AqVTC3r17sWjRIgD8s94aRZSjAuj5/cQbHbA9NDSEUqmEjRs3YuXKlY4P2HhWW0xTqWskgAn7z4IwWzZpvrGjacxQBaKo1tRJs3DzuzFiv3FkjyYP2NsmFMqAKEKAz3u61UcEcI4DSGQr/UpaN2dZpd8C2HzsXBmCqkNzEXGCRx+clFOgMUooxTLbWZHyqq+DKhXZAo7G9YsltvsmFrxfC2JZh1goO0JxAP/et8D4uG9Stug9NoDDvRMKNGiHM0q/DgFHNM36WqXbVMcEEFYYCnXZ2rDnzSzcCCF45513sH//fvT09GBwcNARcEbJ5/O477778O1vfxs33XQTvvjFL6K7u7tZlx3TgsTirY3Yvn274y5N1OIp6rJJv1EBrAHb9qGYsWiLaSoeos25qU+6pCBaF/Qmh0qQ5dnFGGANK5ETxuLLItwobqWT5oWwufetVGZvb8e+kFZUx/xvBzyuGydM0dcCd77NSYbcQo732Lmyq4BjIVRLJt0EXF3X4iLgKG4CDvB33wRF8xRw1HUDAEHTPN03OsJC0HVu9406br5z31wEnBDEsWMN5mahKKZyaG3WXQPYgs9Inqy683YBp+nOUkmfUQDzoefN7rYVCgXs378f09PT2Lx5M/r7+13j/5966il88pOfxKJFi/Bf//Vf2L17d+y2xcTirZ1gCZVWcN5UVQUhJJIPpEQigVLJ+aVnnnXnNqCcBpHEA7Zjmop9kVJPuqQZKnIIqSZJMoSbURLlvOFCVLXSD+d1M8a8nyTNijbzOXigfTxhRV2zFthhfx416fNNypYAHdBrLHtkHjOggJvdj0/AVRIoNWgLGG5dqbE398yiLMg2TAEHjtmDDPFVTziJp2jzct94yieBioCjKbTm8kj7PoDDqbO4Zn79brYZb+xfZ271vLHi/8fGxjA8PIxly5bhkksucY30P3XqFO666y48/vjjuOeee/DJT34yjvaPMYhfCW2E26y3qKP6qXMVxQdTIpFALpczfrYP2L7iiiscA7bjBMmYloC3380tXRKYXegw+t1mN7bOeLM8lZRB3MSa+f2sKMGFlsNlUyp/vODoW5svJZN+29KwDD8RZ+93Mx63lUXWK+DcSiYt2+YVpoCzbGNy32jJpBmz+2YvmazdfdP5gnGyRcdr0M99M8Se6fvZ132j2/GIPt7yyXLZ/fVkEmquAq7ypFXA6Tp7xhu9LsA6581HgHn2vbWQaAOcwm1mZgZvvfUWNE3Dzp070dfXx9xP13X88Ic/xJ133okLLrgAr732GgYGBppxyTFziFi8tTmtULYIVBKUohBvNG0yyIDtWLTFRE6QfjfzwFu7aAMsgsyI9aY/u70nNQ2QExbh5tjWS2j5RPkDsM6ZApzljzyfFyGWTM5VeEUcD1KuDGgEuovAElxSJqWcAmKP2Hc7R0ABx4K3fJLpqNkEnFhwfx0z3TdGCImDqvvm69K5nTesWYSCYE2j9Cqn5BRwxP6+tx+zur1nL5vbAG8WLS7aNE3D8PAwjhw5grVr12JgYMDRekEZGRnBrbfeitdffx3f+MY3cN1118Xx/zFMYvHWRrg5b1GWTdJB4VEJSEEQkMlksG/fvnjAdkzrE2a/Gx3Krc/eGfcVbi4LLvO2pKw4kyi9hFa5DJhvlJTLkSQ/CuZ0SpbrITDmwrHKU03oXeH2n3HhspaVMpVFuhbCNYl5xVXAue5TVKB38IWYUAHnVTLJct0sx/UJKgmKn/smFtwFFct9E7Ml6+uHEC73TfA4j/sF2Ny3ou21TlzcMztuAq76/U1cXFxLWaXRD+dRAlk5mLFd5UePcskWEXD3PPNppNNp9PT0oKenB7lcDvv370cqlcJFF13kGjKiKAq+9a1v4e/+7u/wkY98BD/84Q+xePHiJl99zFwiFm9tTtSBJVFdAx2wnU6nASAesB3T+nAKN+5+N912N9y8uWkkgLG9GZs4I2WP9y9LuJXL3j/bCSvqv6w4BVgDe9GMXibGOeoWdkHKK01I1WvyEnGuSZKmeWlBBJxQfS25CTjmdeYVzxJXsahC93Lfyir0pLv7JlZHUjDLJKvum911Ywk4QdMglG1CkeG+mQWcZYyFGQ8BZ0T/B7iBY6GsGIOzHQQQcLS31ZjhRsxOv8gWcC43Z5nCzEWIeQaXmP9OIhBy/zn5XWQyGePPO++8Y7RjdHZ2oqenB1NTU8hkMujp6TFEHCEEv//973HzzTejWCziZz/7Gd71rnfFgSQxvsTirY1oReeNXkOznDf7gO2NGzfi8OHDFuEWD9iOmatwzXezCzF734ok+gs3e/CI+fh2141CBZ5f+SOPCPMrmSwU2YKPp1yzSbBCKhrl1LH62qRcCdD1us4ZpgNnR1A0EMn739lNwIl0fICHgAsLMV9mO3Iu5ZMW4aYTX/cWgPvMNl5oKJco8gs4BvQmjaXP1RZWIlR/Z6Lrs6M/fNwxweb6M8/dguWT5hLJvr4+LFq0CMeOHcPJkyexdOlSrFq1CqVSCZlMBhMTE/jxj3+Mb3zjG1i1ahXOOeccAMC+ffvwiU98Al/60pfQ0dHR9N8hZm4SF9O2Oa0g3poxqJsQghMnTuCZZ57B6OgotmzZgsHBQSxevNiSwEnDU/6vBf93LNxiWgui+y5QiE6MP479iD7bA2c+lsuoAGBWuBFzclwQ4aaTimhzE248+O1TLFVSKwvF2T/14FIy6YBj0R0UMVuEmCsZfwJTw/q1nqRDoCLgxLzi2u/G3KdYeT34hZiILqWR5sfdtjGet7tigOG6ARWRyNwvw/57YbmSXjPvLMfMcogwm4ByCLcgIqVUmhVuPJhf56b/J2XF6a7bhakwO7+NKKpzZqMgMl1DYk+ltD9v/zxzbhC5cAOAXC6HF198EaOjo9i2bRt27NiBxYsXY8WKFdi8eTP27NmDe++9Fy+//DL+5E/+xBhD1N/fj69//etYt24d3ve+9+HOO+/ED37wAwwNDTXkur/0pS/hggsuQE9PD5YuXYprr70WBw4c8N3vP/7jP3Duueeio6MD559/Pn7xi19YnieE4Atf+AKWL1+Ozs5OXHXVVQ37HWJi8db2yLIMXdehu92NawKNLJskhODkyZN47rnnsH//fgwMDOCyyy4z5qpQ4ajrOlRVhaqqcYlkTGvisvhhb8rolWHNeDNDRZKmG3/8FlZ26MLNWMD5ETSkqKwAqlYRbPQPLyzXrRnlSXWcoy4hV8N56jpGkV36Kri8fqiA8z+u/+uIZxsv7AJOoMfzEWXmwBGmgDN9rwpupZJewsTtRoSfWPESbT7OtuGulZXK+9irJNpFwHlSLeE2RBn9XGMJuxYVbWbhpus6hoeH8fzzz2PhwoUYHBzEkiVLmPu+8847+Ou//mt8+9vfxo033oiRkREcPnwYMzMz+PGPf4wPfvCDmJycxP33348vfOELDbn+p59+GjfddBOef/55PPHEE1AUBe9973stqdt2nn32WfzxH/8xPvaxj+Hll1/Gtddei2uvvRZvvPGGsc3f//3f4xvf+AYeeOABvPDCC+jq6sLVV1+NYrHOm2kxTARSY908gJp3jIkO+0wzXdfx61//Gu9+97sdkfjN4pVXXsHChQuxfv36UI/LM2C7VCrhd7/7HXbv3o0b194W6vljYhoK76gAxrY84wTcXLjZ522z4OwunNscOTNUvNF5b52msiHaU+Mo8+SYycZbMsnrstXjvPGKtwDfxXpXir29W0Uc6+ac24gAjUBfwEim1Lyvj4o0vSPJfJy5j6KBpJwllCw3zFweyRJr9Hk3IUfLJ91Eprn3TTAfwyWkxNHnBrDLJ0XRKdxYr2Hz66lQ9H/duN3I4XXaXP79Scml/9Tj9UnK5UofnLmChiG8eG8E+W4XUUCJ3W2bnJzE22+/DVEUsWXLFvT29jL303UdDz/8MO666y685z3vwf33349Vq1Y145J9oSWeTz/9NK644grmNtdddx1yuRx+9rOfGY9dfPHF2LlzJx544AEQQrBixQp85jOfwe233w4AmJ6exrJly/DQQw/hIx/5SFN+lzlM4Dt8cc9bmyEIAsyCXRRFiKIIRVEiE29h97zxDtgmhEAURXzzQ48AeCS088fENJwAg7l9t+MQbgCcfXAews0PUlaqx/AJLuE5bpjuWYQlk0EQM7N3s/Vu789ttzlunsfPl9kCzu0cpteCWCw7BBxzn6pAE0oKU8A5rqna3+ZXSimUVRBGn5tf/xsNKRHsx1d1toDTdOcNDlagSY4hxLzGCVC3zRZe4oDo1vdukPJIwNH/5iraKC49cTS4xDHv0TTXjdu9tyVMVh5iiMYmD+S2izZFUTA0NITx8XHjxrBbpP+BAwfwqU99CiMjI/jnf/5nXHvttS0VSDI9PQ0ArnPnAOC5557DbbdZb25fffXVePzxxwEAo6OjGB8fx1VXXWU839vbi4suugjPPfdcLN4aQCzeYiLvewurbNI8YHvVqlXxgO2Y+UcdbhtzO9YiSBCt/Sp+DhzrekzbEFWFZdC3G2ElSjKPPfdKJnkRs9VFOyHQu8ILPKAlgUFEnLFvscxMcXQjiIDzPE7ZW8BJmUr/WJBrA+AQcAJjPpzxnEnAGdv5CTGg4lQFFWBUwAXdj+6uKN5lm3ZMAs4xz41FQNHGPKXXSIEGizi7aCOEYGJiAgcOHEBPTw8GBwfR2dnJ3LdUKuEf/uEf8NWvfhUf/ehH8dOf/tTVmYsKXddx66234tJLL8W2bdtctxsfH8eyZcssjy1btgzj4+PG8/Qxt21iwiUWb22G3XkDWkO81VMXHQ/YjmkLOAdzVzYVnAsa+7gAl20s8AgqKozonXdJct6Ft8EjAGt23eb7YG6PxbaYq3yO+oo4j5JJxzHzZegcwspxLEWDoOrQO/nKIqmAcwsQAWbFGUuYBb02loATM0UQt7RUuq9ZuDHcN27s7ht13DxmvzkomlIkOSGlEoRUCsRIoBQCCTjmEG56rRSbaHOd1cYRwOSzgffzdWAXboVCAW+//TYymQw2b96MZcuWMR00Qgief/553HLLLZAkCb/5zW8wODjYUm4b5aabbsIbb7yBZ555JupLiQlILN5imhrVH+b5FUXBoUOHcOjQoXjAdsz8h7VQ8etlY2wTZDvnNRCLMBMkyXWG0+xGHIuWRrhu5jATnmAF3sfsdLHvvAei9t5zJtwijvd41Z4tfYGzRNOrpw0AxILCFHAshJJSs7tq70Gzu29Cie8GpaCobAEXsHwS9sAelhCjAs4rIdVNwAUJ67Ef0u7U+Qk4VXUfwE0RBN/PAkPEtfBYALto03UdY2NjGBkZQX9/P84//3xHGwZlamoKX/ziF/Hoo4/iL//yL/HZz34WyWRw57oZ3HzzzfjZz36Gffv2+fbf9ff3Y2JiwvLYxMQE+vv7jefpY8uXL7dss3PnzpCvPAaIxVvb0Yqz3oKWTdIB2yMjI+ju7sbevXuxaNEiyzZUtBFC4sj/mPmHi9CqxYHz2s5SPsnT5xWwpNKOkWwnOheCAi1PMvfF2T/PBAGwf5TUWmrJS67g/XezIARx54eL+KPR9IQhumpBzJeYAo6FOX2RV8BVXDeXEBOTOHMri2Tt47ad3X0TTOmXbgJOyBX5Xk9UWNlf6ywhZhdurNlv9v3sws2rh44ewq+00k3AVd+HlvltLtv4wdP75psw2UDswm1mZgZvvfUWNE3Drl27HOsM47IIwU9+8mIjOCIAACAASURBVBPcfvvtOPfcc/Hyyy8bc9xaDUIIbrnlFjz22GN46qmnMDAw4LvP4OAgnnzySdx6663GY0888QQGBwcBAAMDA+jv78eTTz5piLWZmRm88MIL+Iu/+IvG/CJtTizeYhoa1c97fh7nzT5ge/v27Tj77LMtgpSWhGqaFjttMfOTOsYF1OzC8Ywe8Osrq/a+ORZw9vATBoIkOcNMWrAMiYnbgOVaRF2Q/iQT5rRDNyHHKpkE4JjX5eXCeUEFnFdZpHEtHD1wZmHGSn40b+cmbmdDSpzff3YBJ9BAD5ZQMrtvQRwxuq3DkXMZ3u11bA8B5yvcKGYB5/KdLIjirIDjHMJtCDKP7VrJbVNV1WjFWLduHQYGBlwDSY4ePYrPfOYzePbZZ/GVr3wF119/veu2rcBNN92ERx99FD/5yU/Q09Nj9KT19vYa/Xt/+qd/ipUrV+JLX/oSAOBTn/oU3vWud+GrX/0q3v/+9+Pf//3f8eKLL+I73/kOgIopcOutt+Jv/uZvsGnTJgwMDOCv/uqvsGLFClx77bXR/KLznFi8xUTuvPmVTRJCMD4+bgx8PPfcc405bfbtNE0DIQQfWvjRhl5zTExk2MNFeGmAcLMIMdsdeYFnAcMSfLUmOTJTITnGCgR5jEWt12sXdZ3hhY0AcBcs1ZJK0llfOZeYLQQ+hlhQ2HH6DHgFHIBKiaJXr5rf82Gg6YD9e1TT3N03sxBjllTaBByPKLQJOG7RZobHRbMP4AaYwownKTJK0QY4hdvJkyexf/9+dHR04KKLLkJ3dzdzP03T8OCDD+Kee+7BH/7hH+Ktt95yBHa0Iv/0T/8EALjyyistj//Lv/wLbrjhBgDA2NiYRYBecsklePTRR/H5z38ef/mXf4lNmzbh8ccft4Sc3HHHHcjlcvjzP/9zTE1N4bLLLsMvf/lLdHSE/LkWAwDxnLd2Q9M0h1BKp9PI5/PYvn17JNeUyWTw/PPP4w/+4A8sjxNCcOrUKQwNDaFUKmHjxo1YuXKl465WLNpi2pIAwq3RLhxL6DjEGzNcxF+8McssuSP9W1i8+cESc6yFrtt3OOfjVIDxOm+z16Jb9jfDHFhNUTWQDr4QEwCVEBMPZ83SW8YSaOYh06znaS9cgl3OS+TErOtmhvXaKpb4ZgwWS3yvOfra8ovxN8GVAmnHaxC35dicvelE9xVlQccHhI1dtJVKJRw4cACnT5/Gpk2bsHLlSteQkTfeeAO33HILTp48iW9961t43/ve15KBJDFzhnjOW0xwog4sSSQShviiH4BTU1M4ePAgMpmM64BtGkRCCIlLJGPaD7+kSLiIsSDbhiXcWITpurFohnBrJPZeqDCcOYagEwrlikPEOr6PcDP2B6eTp1Znu1XLFFkiznF9JYX/36MBDpuQy88OkzdjL1P0csbMDlxxdrSD4/di9bY1+rUYsnDj6mvjFW6A8zOoTjHHiv8/duwYhoaGsHjxYlxyySWuM28LhQLuu+8+fOtb38InPvEJ3H333a7OXExMI4nFW5vRioElNLlJVVUUi0VjwPbatWuxa9cu1wHbcYJkTEwVzgCTyqYssVVj+iSvcAuyADUvEkURxE1A+F1H2GWILJo5rDtnKrP0+91qqagpFOsSiEKhDNKZ9Hbd7PsUFZAOnz44+npIBh9X4BAmdnFnTqBUNVf3DarqLeDMws1rfIBd4HmNAigHmBGHxjluYYo27iHcHvvWg124ZbNZvP322ygWi9i2bRuWLFnCPjUh2LdvH2655Rb09vZi37592LNnT+y2xURGLN5iIg8soY7a66+/jlOnTsUDtmNieKm1dNLem2JfdwkiAMasJuZ2JkRGIImbwLO7/QLj+HXA6vcRWH9f9O+lRSO9mZhduY5wkiQtx61RxAnZ6v4djL9Llf2PKxQVvlERZcUp4FjCop7+N7uAs4fksGA5biwBVyjy3cQgxNk75yPgCC2r5L2ZEJFoY+E5hJtjfx7+7oU70NPTg8nJSfT09EAQBIyOjuLw4cNYvXo1du/e7ajsoZw+fRp33XUXHnvsMdx999341Kc+hQRLyMfENJH4FdhmtJrzRgdsAxVxFg/YjokJAEfpZOXhAHeIw5wLxzw8pzPHm9jG3JchGL2EG+C9ULefo9lCz2txaxYPXkLOzY1jLb4Lxcr2rPIxt3lfZoe0WGYLODeKJfa12wUES8CxUNwTJo3n3f5OqYCzvx783Dc7ZgFHxRJPqSQ9r992MIk241pcUirNcJZJ+hFGz1ozwkq+M/z3mJmZwalTpzA6OopyuQxBECBJElasWIFFixZBURSIomhZH+m6jh/96Ee48847sWfPHrz22mtcsfoxMc0gFm8xkfS82QdsJ5NJDAwMWIRbLNpiYgLgIab8FkmGOKtHuHH2w80L/ByZMN2wIBRLlUV+WOen7qVLD5D3tXAKOHrj0E3A2aECLpsHUh7HdxNb9BiA+/O8x6TCmUfAUbwEnPl15SP0HMKNwhJwAQWbn+tWr9tWebqx89zMJZLLli1DuVzG0NAQxsfHsXz5cnR2diKbzWJoaAjZbBY333wzli9fjvPOOw/r16/HL3/5SwwPD+P+++/Hdddd19Lx/zHtR5w22WYQQlC2LTxKpRJ+97vf4b3vfW/DP6DsA7bPOeccLFq0CP/93/+NTZs2YenSpcasNl3X4wHbMTFBqNkNq92ZEySpviCTVnDdajlPUOoRVEHmu9m/0+l5Wd/1botwt3VBKsXnvJlRVe/f3V71Yd7WS0RQQcIScOZjsgRa2e/56nekWw9cIsEul2QKOJe/Y/trqlTmeh8RXiFGjxVAuEUu2jj294MVSDI+Po4DBw6gt7cX5557rjHPjKKqKp555hn87//+L55++mlD5CUSCWzbtg07d+7Erl27sHPnTmzfvr1hISX79u3Dl7/8Zbz00ks4ceIEHnvsMc85aTfccAP+9V//1fH4eeedhzfffBMAcPfdd+Oee+6xPL9582bs378/3IuPqYc4bTLGG7eySaDihrmlLNWL34Bt2ndHY/9jpy0mpgb8Fj5BEik59wfR+XrVBEb4SEABJcg1hFbUS1juIWuxzyPo6hFu9LxhuXH5Avs4fqEyrmWRDGFB/55ojxxLnJkFSakczIGzixnH86abm24hJrk8Oy3V7sDRY7G2NTtrxgBwhmvGGVjivBbiO7OtWX1tlacbXyJpF275fB779+9HJpPBueeei2XLljHXQJIkYeHChXjssceQz+fx8MMP4/LLL8fw8DBeeeUVvPLKK/jpT3+Ke++9FxMTE3jppZewa9euuq/XTi6Xw44dO3DjjTfiwx/+sO/2999/P+677z7jZ1VVsWPHDvzRH/2RZbutW7fiN7/5jfFz3LM394n/BdsQQRBgdlxFUYQoig0Rb4QQTExM4ODBgwDcB2wnEgmUSiWoqhrPaouJCRvOkkpPIVev8KsHWipmWuxzjSOo7mteNgrJZHNTIr2wC7pGllvy9sbxHofnGGbxEGQ/M37izL4NSxB6lVDyPM+CNYAbmBVwZhHosi0pFp2usIeA43bdONoguGe28dBCJZJA5WYxrfDp7+/H+eef70itpmSzWdx777343ve+h9tuuw2f//znjcHSmzdvxubNm3HdddcZ24+Pj6Ovr6/ua2ZxzTXX4JprruHevre3F729vcbPjz/+OCYnJ/HRj1rXUIlEAv39/aFdZ0z0xOItBkD4oSWEEJw+fRoHDx70HbCt6zq6urrwya1fCO38MTExVQKUUrotsgRRsC6yBLF+x453/1rnyLlA3PrVbMcUknLze/YaIea83DhW+IdrsIltkV2rGKMuXL7gnfpoxizO3ASMW9mhcUyPkBLjeYaQsLtvJX9RhhJjPpubgCO6r4AzRBvP67HN3bbp6Wm89dZbIIRg165dWLRoEfvUhOBXv/oVPv3pT2PlypV44YUXcP755/uer5VF0Pe+9z1cddVVWLv2/2fvzMOaOtP+/w1hCUsQEQWRfUcFAowiWFtt7Tjdpp3auWpn3qpdnC7jSh2t/lxbFbdRXFpxah1sbceli07raK28r7WLtWziwr6JIqsaSMKS7fz+oDmTk5yEhB25P9fl1ZKc58lzkkDOJ/f93Lc/5/aSkhJ4e3tDJBIhMTERKSkp8PPz66dVEj0BydsQxDDyBvSsvFGDbYIYQPBdIHW1xYDenEbtBUzMK+jtZtzmsFS+eGSwsyiHoLNoUE9g2KjbXGZEV/av686xKz3UdLS08q/LnES0/NqzTicSljTWtiQCZ64NgO6xTJSEB2BaxnQCx1ckxHCMykxlSb1j9VtZmBM4zvuwsxTKHig81hPS1nFI30bb1Go1SktLUV1djcDAQAQEBJjcw19XV4fly5fj7Nmz2LhxI15//XWTrQIGC7dv38bp06fx6aefcm5PSEhAeno6wsPDUVNTg/Xr12PKlCm4du0axGJxP62W6C4kbwSAnqk4KZPJqME2QQxkrCxo0u3oGowvBnn7xemjfxHVnahbL0fNTFX761Wp0+9d150Ud0PR0wmCRmPdnjZdpMqaqpR80S196TLRDw5Ax14zU/sede+zzvq8mRI0lcr8/a1tpgvp6MZY0p9NowHD81nLJ3BMW7vxY/K1DPg1mmzqd2PARNt6QdoAoL6+HoWFhXBycsKkSZPg7OzMO1ar1eLjjz/GypUrMW3aNFy9ehW+vr7dXtNA4NChQ3BzczMqcKKfhhkdHY2EhAT4+/vj2LFjeOWVV/p6mUQPQfI2BOHbsNudRt0tLS0oLS1FbW0tNdgmiIFKFypRmk2j7MLcFsmg7gJSYAO+osb6RU8ElkRsOqOHK+zySV2XhK6zSJq+yGlNFCTpSjTO0pL95takew2t6YfXmXSxx/36OWWueI1hRM9QXkxFy0zdr8NUSwD8un+ts8Ik0Ivo8vwu6Ascm97L95j6LQP00oAZrdZI4CwRt8HSs81Q3Nra2lBUVIS7d+8iLCwM3t7evNc3AFBUVIRFixahvLwcH374If7whz+YPHawwTAMDh48iBdffBH2nfzOubm5ISwsDKWlpX20OqI3IHkjAHQtbbK9vR3l5eW4efMmvLy8qME2QQxkzF08WSl2RkVOLGwWbjEWjjd5Yap3YSwYAJXVekzozNHVPWg69C/ge6q4iU4sdBeUptoMAB0pf7qIFJ+YGUarVKr/HmdKPswJoW6MqXQ5fYHT/2w0J3AajVmB46RAmmiozbsn04TAMTyf2TqB67Fo2wBMkWQYBrdu3UJpaSk8PDwwefJkk9LS3t6OnTt34u9//zvmzp2Lr776ilPk437gu+++Q2lpqUWRNLlcjrKyMrz44ot9sDKit+j/TzWizzHVLsBSedNvsO3u7o7ExESj3GmSNoIYRJi6wOpEokxG0kzMp9snx3uB20vwpajpI7AmOtSDGAodR+a63n+VK158gmjt3Lp9d4bPk8l+bzwywPZNM1WgxIyYmcOS41rbzFeSbG0z3c9No+E/TwOZ0pcoUwLHtCuNUyh10qP7PTInXLp12NjwShvnsXoq2jYAxU0ulyM/Px9KpRJRUVHw8PDgf2iGwc8//4yFCxdCIBDg7NmzSEpKGtDRNrlczomIVVRU4PLly3B3d4efnx9WrFiB6upqfPTRR5xxH374IRISEjB+/HijOZcuXYqnnnoK/v7+uH37NtauXQuhUIgXXnih18+H6D1I3ggAHfLW0tJi9hjDBtu/+c1vjCo56QqhUK82gri/6U6bALMXjgIbCLrjdlauyyjSoXdx15d95YxkztIiIuYunvXn/FXkmPZ2CLqyX84wimYtDGO5lAHc9EhTAq7VdqRqdiaFploB6CJhJvq56SSJ98sGrbZDkviiZwYCx0bcTBUcUaos3qPJKHkkUEdn/fb01mf+gIFXRVKj0aCiogI3btyAn58fgoKCTBYZaWpqwtq1a/HJJ59gxYoVWLZsWafphAOBrKwsTJs2jf05OTkZADBnzhykp6ejpqYGVVVVnDFNTU34/PPPsWvXLt45b926hRdeeAF37tzByJEj8cADD+Dnn3/GyJEje+9EiF5HYFh10Aq68dUg0Z9oNBqj4iQ3btzAnTt3EBcXZ3S8rsF2WVkZ7OzsEBYWxmmwrUPXYJthGOrVRhCDnS6mPnar95ule+dMRe66W8XSim/l+7phuEmZs6KJN8NzUS1wcDCddmjq+sDwMe07SV/km0v3/JmLjOpkhC8yxhcRMxQ0w7nNNevmeRxOX0G+aJouwmXifScQCvmrlhq+z3Tr7OT9ZxRF1j/eAnEbDAVJAGNxu3PnDgoKCmBnZ4exY8earJLIMAz+/e9/Y+nSpQgLC0NaWhrCw8N7ZE0E0YtY/cFFkbchiKVpk7oG2yUlJWAYBuHh4bwNtknaCOI+xKCvm+XDTF/cWdsE3ORj8FyEslUs+yglky91rTeFzlACBPZ2VombyXnb2wEtY3mkjw/d2oQmXkM+CdQ9fxb1Lvv19dbJlamUTf0IG58U6m4zGan7bwTO8PU1iqbppyaa2r/GVy0S4Ebg9NdpWNykswrQuuN7QtwGYLRNqVSiuLgY9fX1CAkJga+vr8m0x+rqaiQnJ+PHH3/Etm3b8NJLL5lsFUAQgx2SNwIAt9qktQ22qVcbQdzndHFPnPE0ZsSup5zL3EWqObHrgb0wfSl0jFLFSowl+/b4om4AWAHUl0OBvZ3lUTfd/BoN+9xbKoI6oeAtKsMnJCbSGzlztrZB4Cjq/BhT7wW1xuRzpRM43j1lhgKnO0Zvrxp3so6CI0bl/X993i2KkukfY2GrDv6DBlb5f4ZhUFNTg+LiYri5uSEpKQkiEf9rqtFocODAAaxbtw5PPPEECgoK4Onp2e01EcRAhuRtCGIu8qbfYDswMBD+/v68DbapGAlBED0hdWw0rhtzWZyqaepCthcrUvaa0OlFn/T37fVEARZGqWIloisROZ0ImpVA/eN/jTCxEmcmkqTbG8jXJkInVcyvRVbMHmOqsIh+tIsnksjoCsLw7oP7VeB45Y6/yAlveX9rxa1jIqPflcFQSfKELJ3zc0tLCwoKCiCXyxEZGYlRo0aZjLZdv34dCxYsQF1dHf71r3/hscceG9AFSQiip6A9b0MQhmGgNNikX1dXh9zcXAiFQvj7+yMwMJAabBME0TOYELBu7Y/7dd5uz9EZfdRqwGqhM1d2X39ee/tOo25G8FwXmEvTNCcJpnrxmR1jRtj1xxnOzRcRs+iYX0WMN03RUOD0x/MJnJn9a4xa3fF6mKgWKbCx6Zq4GT6OJem0/RxtW3HuDcjlctjY2EAsFsPFxQVKpRINDQ3w9vZGaGio0TWIjtbWVmzZsgV79+7FG2+8gfXr18PFxaXbayKIfsLqDzGStyFK+6/NVFtbW1FSUoLa2lpotVo89NBDcHR05BxL0kYQRJfpyciZpQ/Z2/ve+kDozMqcheLGovucN4yiWSFvusfli+yZFA6DefSjeCbH/Bp140ulNDVGYGfbaXn8zo4RCIWm95jpBM7UeN37zUxBEbPFRoD/RhvN/S5YIHbd3ZvWl3vbtFotFAoF6urqcOvWLWg0GggEAmi1Wjg7O0MsFuP06dMYP348JkyYgBEjRuDChQtYsGABhg0bhv379yM+Pp6ibcRgx+o3MO3mHKIolUoUFBTg+++/BwAkJSUBAGdfm07YNBoNlf4nCMJ6LG22rWV4/3UVRqPh/ddj6BpKG/7rQRiVCoxSyf5j6aq4AR2FRXT/uiBuAIzWZM3zyihVHf8skRC1miM85sZ02tdMo/lvuiPPfdBo+Jtj6+7XPWd8j60by/f6M0zH3jZT97GPofeaahn+16aXxa3T3zlG221xOyk/xNnfpqtkfePGDfj7+2PatGmYNm0akpKSEBQUBBsbG5w9exavvfYamxH01FNPITQ0FGvXroW3t3e31mMNFy5cwFNPPQVvb28IBAKcOHHC7PHnz5+HQCAw+ldbW8s57r333kNAQABEIhESEhLwyy+/9OZpEPcJtOdtCMIwDC5evAgXFxdOg20bGxuoVCq2H4pWq2ULktjY2LB/dJ92mdNvaycIYhDRzT1xpi4muxqpMxm56alIHd9FelejdAYSZSgXvEU+rEF/rbq5OhE3QxilsmMM31rMzaWbzzClkmevG2NJGX3919XwtdS/T/f/umMM3w+GxUWM9pUZVIPUu5/RFY+xZv+aucwn/QbenaVJGt5v+Ps1wAqSAEB9fT0KCwvh5OSESZMmwdnZmb3PyckJTk5O8PT0xDfffIPjx49j/fr1CA0NRVxcHKqqqrBs2TIUFxdj5MiRkEgkiI2Nxfz58+Hj49Pt9fKhUCgQExODl19+Gc8++6zF44qKiuDq6sr+PGrUKPb/jx49iuTkZKSlpSEhIQGpqamYMWMGioqKOMcRhCEkb0MQgUCAxMREo6aVuqIlurL/OmkzrDKp+0Pc0tKCsrIy1NfXY/fTH/XZ+gmCGOTwXRD2QDuCnpS6XhM6S6TLiiIfgBmRs3RbxK9zMVqtdXvvdPMbiqClj6uLmNnZmi93r//6GJ6r4WunL2gmUzM15iuParWmz0FXDdKU0P5agKRLe9f4Co5ozL+veR9H9/slsOk02maWXhC3trY2FBYWQiqVIiwsDKNHjzaZ9lhRUYElS5YgLy8PO3fuxKxZszjXIwqFAleuXEFubi5yc3OhtTYqbQWPPfYYHnvsMavHjRo1Cm5ubrz37dixA/PmzcNLL3W0WEpLS8OpU6dw8OBBvP32291aL3F/Q/I2RBGJRJw/dAzDwNbWFjdv3sTIkSMxbNgwODg48I5tb29HeXk5bt++DS8vLyQlJeER+SNGx1GEjiAIi+mBypV8F6MDLkrXk9G5XzFMyxNYI1C6OXRpkfqNqe3sTKdpmppfrTYtgabmYptd87zWhq+Dfq82c4LUWbTq10gmb8VJ/aIoPGvivDf4CpN00rzb5Pr0pIsb1fvvc617P3cmhx1j9M9DwHO/ycFm57YEvvL/N2/eRGlpKUaNGoWkpCSjL5B1qFQqvP/++9i0aRP++Mc/4l//+hdGjBhhdJyzszMSExORmJjY7fX2FhKJBO3t7Rg/fjzWrVuHyZMnA+jYupKdnY0VK1awx9rY2GD69Om4ePFify2XGCSQvA1xdPvatFotgoKCUF9fj5KSErS0tEAkEsHV1ZX95+joiNu3b6OqqgojRoxAQkKC2QpPfKkSJHQEQVjFUIjS8VY57PqcjFrN2TdlquJjp/Oo9FoGWCiYhhLISpyZqAj7nOr6vlkS/VOrzaZScgTMsN2NvhjpHlNXcdLg9TVMhzR6/Q1SKY32rwFcibNk75q5/X1apktpkBbvIe0FcZPJZCgoKIBSqURMTAyviAEd1yOXL1/G/PnzoVAocPLkSUybNm1QFiQZPXo00tLS8Jvf/Abt7e04cOAApk6dikuXLiEuLg6NjY3QaDRGPek8PT1RWFjYT6smBgskb0MYXXqkVquFQCCAp6cnvLy8AHR88yWTydDc3IympibcuHEDKpUKNjY2GDZsGIYNGwalUgmVSmWynC8fJHQEQXSbQRCl67bQmdvH1RkG56Zf0IO395kF0TVOmqaJ9fDNw4nkdRLlMhzDF/Xieyxzcqb/s0AoNClGpvq+cR6vk1RKk0VgdP3fulviv7uVIrsxtyUYfr5rNBqUl5ejqqoKfn5+CAoKMuobq0Mul2PDhg04cOAAlixZglWrVhlVvh5MhIeHIzw8nP05KSkJZWVl2LlzJz7++ON+XBlxP0DyNgRpbW1FXFwcxo8fD4lEgvj4eEgkErZwCdCx/83FxQVffPEFQkJCIBKJEBERAVtbW8hkMjQ1NeHmzZtoa2uDo6MjJ0Ln6uoKWyvSgEjoCILoEXohSjcghI7vot/UXJ1cwBtVZuRpRN1xoOl5zEW1zM1l1Iy7kzGGUTH2LgNJtETOALDNw02ds9n79SNqfO8JTiolT6rlr8+7qffTYBY3vs/wO3fuoKCgAPb29pg4cSLn+oLz0AyDs2fPYvHixRgzZgwuXbqEqKiobq1noDJx4kT88MMPAAAPDw8IhULU1dVxjqmrq2O/RCcIU5C8DUGEQiG2b9+OzMxM/Pzzz3j//fdRU1ODsLAwxMbGQiKRQC6X49ChQ1Cr1Th27BhiY2PZ1AUPDw92LqVSiebmZjQ3N0MqlaKqqgrt7e1wcnLiyJxYLCahIwii7xlAaZe9KnRdnkfv+TElcmZgz8lUahuPBHL26FmQEseRM3Ppl5bKl+7/9Y8zd79hMRXDdEijVEq9giFA5/vXulniv8v0QrRNqVSiuLgY9fX1CAkJga+vr8m0x7q6OixfvhzffPMNNm7ciDfeeMNkZO5+4PLlyxg9ejQAwN7eHvHx8cjIyMAzzzwDoKPCd0ZGBubPn9+fyyQGAdSkmwDDMKiurkZWVhY+++wzfP3112hra0NwcDBsbGzYMrxxcXGIioqCSCQym4Pe3t7OCp3un1KphLOzs5HQdfcPNQkdQRA9ghVCZ3qK7u/N6U66JUcMuvO3VXdRb+kchgKhL0UmWwZ0Y0xncmY4p7lKlt2E0WjMV4O0pDCIqfdeb0XbeqkgSU1NDYqLizF8+HCEh4dDJBLxjtVqtTh8+DBWrlyJhx56CLt374avr2+319SbyOVylJaWAgBiY2OxY8cOTJs2De7u7vDz88OKFStQXV2Njz7qqLydmpqKwMBAjBs3Dm1tbThw4AD27NmDs2fP4pFHOgq8HT16FHPmzMH+/fsxceJEpKam4tixYygsLDTaC0fc11j9wUGRNwICgQD19fVIS0vDzz//jGXLlmHBggW4e/cusrKykJWVhTNnzmDjxo1obm7G2LFjERsbywrd+PHjYW9vzwqdg4MDRo4ciZEjR7KP0dbWxorcnTt3UF5eDrVabSR0Li4uVgkdRegIgugRBsg+uq5GH1wI5wAAIABJREFU5wwf23Aei2VO/3no6r47nSwxWv5xvE2oO0lLNHWsuWih/josEaTO+qPxlfLHf597/dfaqmgan8T1VrStBzD83FUoFCgoKEBLSwvGjh1rtkdZcXExFi5ciLKyMnzwwQd49tlnB0VBkqysLEybNo39OTk5GQAwZ84cpKeno6amBlVVVez9SqUSb731Fqqrq+Hk5ITo6GicO3eOM8fzzz+PhoYGrFmzBrW1tZBIJDhz5gyJG9EpFHkj8M033+APf/gD5s+fj+XLl5usBKXValFZWYnMzExkZWUhOzsbubm5aGlpwbhx41iZi4uLQ2RkJOzs7Ez+UWYYhjdCp1ar4eLiYiR0hr3mrIWEjiAIq+mBaBz/tN27WDXeA2b9xzGvzFkakdEfa+qx+ebSjbN0jCWPoxtnafTKEkHqpD+aYSl/q7FAzLq0N64r52oFhtKmuyaoqKjAmDFjEBISYnJ7hFKpxM6dO7F9+3bMnj0bKSkpJvufEcQQw+oPBJI3AiqVCnV1dfDx8bF6rFarRWlpKSt0OTk5yM3NhUqlQlRUFBuhi4+PR3h4OIRCoVmh04/Q6f5pNBqIxWKO0Dk7O5PQEQTRO/SStJl/yG5GH7q5ZoFQaPUFPisahiJoyTydRbk6O97UuB4QFnMCZfX+NCvWY25/ZV801DaHobhJpVLk5+dDIBAgMjLSpIgxDINLly5hwYIFAID9+/dj8uTJgyLaRhB9BMkb0f9oNBoUFRWxQpebm4vLly+DYRjExMRwUi5DQ0PNpkkyDIPW1lYjoWMYhiN0YrHYKqHTaDSoqqpCZWUlhg0bhtDQUIjFYhI6giCM6UyMeiDl0nhoP8tcJ49vUjS6IIFWYUVqoaXRK0vSHXtboPpz/5o5DKVNpVKhtLQUt2/fRlBQEPz9/U1+7jY1NWHdunU4fPgw3n77bSxfvtxkY26CGMKQvBEDD4ZhoFarUVhYyInQ5eXlwc7ODjExMZBIJGzKpa5Qirn5WlpaODInk8mMhE4XodP/ho9hGNy+fRtlZWWwt7dHaGioyTRRHSR0BEEY0VlqnblxXX7IbghdVx731/Prapqmpevlq8BoyZielDMLHlA3men7TA41vReyv6tFmoKvIEl9fT0KCwvh4uKCyMhIODk58S+LYfDVV1/hrbfeQmhoKNLS0hAREdFrayWIQQ7JGzE4YBgGKpUK165dY/fPZWdn4+rVq3B0dGRbFuiEzty3e7r5FAqFkdAJBAJW6AQCARoaGqDVahESEgIvL68upW6QzBEE0aMMRKHrZM+XVTBaM429TV9KWLPvyyIZ6uu9cZ2tx/xA69fTQ3xY+Xe4urqyUbK2tjYUFBSgqakJ4eHhZj87b9++jeTkZPzwww/Ytm0bXnrppW5vcSCI+xySN2LwoiticuXKFY7QXb9+Ha6urpx0y9jYWPj4+Jj9UNBqtVAoFKirq8Pt27ehVCoBADY2NkZNxR0dHbuVg09CRxBEj9JFobNG5owiVDrBslYOuiCBHT3bLC92oltbl0vvm+v31829cR1TCUze14WJuz62G6ReXQeZTIbm5ma0trbCwcEBtra2aGlpgZubG8LCwiAWi3k/KzUaDQ4cOIB169bh8ccfx86dO6nZNEFYBskbcX+h2/OWl5fHEbqCggK4u7tzhC4uLg6jR49mP1iuX7+OjRs34k9/+hPCw8MREBAAoVAIhUKBpqYmNjonk8kgFAqNhK6zfnadQUJHEESP0oNCZ4lcdDmqZ60UWRtV6kLqYk/TK+X6+0naAOM0yXv37iE/Px8qlQpisRhKpRIKhQK2trb45ZdfUFFRAYlEgoSEBAgEAixZsgS1tbV477338Pjjj1NBEoKwHJI34v5HlyKZm5vLEbqioiJ4eXlh7NixUKlU+Pnnn/Hoo49i586dGDNmjMn5tFot5HI5J+VSLpfD1tbWSOgcHBxI6AiCGBj0cVXMrkT1entMX9NrPdb6SdwMpU2j0aCsrAw3b96Ev78/AgMD2aJiGo0Gcrkc33zzDb7++mtcv34d5eXl0Gg0GDVqFJ588kkkJCQgNjYW48aNg4ODQ6+v/8KFC9i2bRuys7NRU1ODL7/8Es8884zJ47/44gvs27cPly9fRnt7O8aNG4d169ZhxowZ7DHr1q3D+vXrOePCw8NRWFjYa+dBDGlI3oihCcMwqK2txapVq/DJJ59g9OjRGD58OHJzc+Hr68vZPxcbGwt3d3ezEqb7kNIXOoVCATs7O47MicViiESibq2dhI4giB6jD4WuK73IrB1jTuS62hS934qddExo+r4+xFDaAKCxsREFBQVwcHDA2LFj4eLiwjuWYRh8//33WLhwIVxcXLBs2TKoVCrk5uay/3T9X5955hmsXbu2187j9OnT+PHHHxEfH49nn322U3lbvHgxvL29MW3aNLi5ueGf//wntm/fjkuXLiE2NhZAh7x99tlnOHfuHDvO1tYWHh4evXYexJCG5I0YeqjVahw8eBDr1q2Dn58ftm7digcffBAMw0AqlSI7OxuZmZlsU/Hy8nIEBARwhE4ikcDNza1TodPtB9AXOnt7e94IXXcgoSMIosfoI6GzqJx+N8dYU6XRmnTRrqzdIvoxFdIUhuLW3t6O4uJiNDY2IiQkBD4+PiY/C+/evYtVq1bh888/x5o1a7B48WLY2dlxjmEYBpWVlcjJyQHDMHjuued67Vz0EQgEncobH+PGjcPzzz+PNWvWAOiQtxMnTuDy5cu9sUyCMMRqebPtjVUQRF+SmZmJ7du3Y/fu3Zg5cyb7oSMQCDB8+HBMnz4d06dPB9DxodLY2IicnBxkZWUhKysLBw4cQFVVFYKDgzkFUSQSCWdztlAohJubG6cZqVqt5ghdbW0tWlpa4ODgYCR01vS34ftWlISOIIguYa5YRw+O6Yr8WDvGmuN761gLJ+zZ+XoAvvL/t2/fRnFxMdzd3ZGYmGgyk0Sr1eKzzz7D8uXLIZFIkJeXh6CgIN5jBQIBAgMDERgY2OPn0NNotVrIZDK4u7tzbi8pKYG3tzdEIhESExORkpICPz+/flolQXChyBtxX6DRaMw2+zYHwzCoq6tjZS47Oxs5OTmoqalBWFgYpyhKTEwMnJyczEbo1Gq1UVPx1tZWiEQiI6Ez/MbSWkjoCILoEbpSebGP99z1OX1cvbI3MRQ3hUKBgoICtLS0ICIiAqNGjTI5trKyEkuWLEFubi527tyJF154YUCW/+9K5G3r1q3YvHkzCgsL2efg9OnTkMvlCA8PR01NDdavX4/q6mpcu3YNYrG4t5ZPDF0obZIgegKGYVBdXW0kdI2NjYiMjGSFLjY2FtHR0Z1WplSpVEY96FpbW+Ho6Gi0h84SodNqtaiurkZZWRlcXFwQFhYGV1dXACR0BEH0I5YInbk9YJ2N6UlhHIB70XoaQ2nTarWoqKhAZWUlfHx8EBwcDFtb/iQslUqF999/H5s2bcIf//hHbN26dUDv+7JW3j799FPMmzcPJ0+eZLNz+JBKpfD398eOHTvwyiuv9NRyCUIHyRtB9BZarRY3b97kCF12djaam5tZodPtoRs/fjzs7e3NCp1SqTTaQ9fW1gYnJycjodN9uDIMg4aGBpSUlEAgECA0NBQeHh6dVsAkoSMIol+wVoqsbQNgTY+5ARwZ62n4Uu/v3buHgoICCAQCjB07FsOGDeMdyzAMLl++jAULFkAul2Pfvn14+OGHB3z5f2vk7ciRI3j55Zdx/PhxPPHEE50eP2HCBEyfPh0pKSk9sVSC0IfkjSD6Eq1Wi8rKSmRmZrJCp19pS1/oIiMjYWdn16nQGaZctre3w9nZGSKRCC0tLVAqlQgODoavr2+3UldI6AiCuO8Q2AwJOTOHobipVCqUlJSgtrYWQUFB8PPzM/nZoVAosGHDBnzwwQdYvHgxVq9eDUdHx75YdrexVN7+9a9/4eWXX8aRI0fw9NNPdzqvXC6Hn58f1q1bh4ULF/bUcglCB8kbQfQ3Wq0WpaWlrNDl5OQgNzcXKpUKUVFRnD10EREREAqFZoWuqakJxcXFkEqlcHR0hEajgVKphIuLCydC5+Li0uV9fzpI6AiCIAYnfAVJ6urqUFRUBLFYjMjISJMixjAMzp07h0WLFmH06NHYv38/oqOj+2LZ3UIul6O0tBQAEBsbix07dmDatGlwd3eHn58fVqxYgerqanz00UcAOlIl58yZg127duHZZ59l53F0dGQjkUuXLsVTTz0Ff39/3L59G2vXrsXly5eRn5+PkSNH9v1JEvc7JG8EMRDRaDQoKipihS43NxeXL18GwzCIjo7mCF1YWBiEQiEaGhqwdu1ayOVyLFu2DCEhIRCJRGAYBu3t7UYROrVaDWdnZ6OUy+5uLCehIwiCGNgYiltraysKCwvR1NSE8PBweHl5mfySsL6+Hm+//TZOnz6NDRs24M033+z2F4F9xfnz5zFt2jSj2+fMmYP09HTMnTsXlZWVOH/+PABg6tSp+O6770weDwCzZs3ChQsXcOfOHYwcORIPPPAANm7ciODg4N48FWLoQvI2lHjvvfewbds21NbWIiYmBnv27MHEiRNNHn/8+HGsXr0alZWVCA0NxZYtW/D444+z9zMMg7Vr1+KDDz6AVCrF5MmTsW/fPoSGhvbF6QwpGIaBWq1GYWEhJ0KXl5cHW1tbjBkzBtXV1QgMDMSyZcvwzDPPmJUwhmHQ1tZmJHQajYY3QkdCRxAEMfjhK0hy8+ZNlJWVwdPTE2FhYSaLYGm1Whw+fBgrV67Egw8+iN27d1M5fILoe0jehgpHjx7F7NmzkZaWhoSEBKSmpuL48eMoKiriLfn7008/4cEHH0RKSgqefPJJfPrpp9iyZQtycnIwfvx4AMCWLVuQkpKCQ4cOITAwEKtXr8bVq1eRn59vsvcL0XNotVocP34cf/vb36BWq5GYmIjKykpcu3YNTk5OkEgknMbi/v7+nQpda2srp8Jlc3MztFqtkdA5OzuT0BEEQQwS+AqSNDc3Iz8/HxqNBpGRkUa9y/QpKSnBwoULUVpail27dnF6pBIE0aeQvA0VEhISMGHCBOzduxdAx4W/r68vFixYgLffftvo+Oeffx4KhQJff/01e9ukSZMgkUiQlpYGhmHg7e2Nt956C0uXLgXQsdfK09MT6enpmDVrVt+c2BDl0qVLeOutt1BaWop3330XL730EmxtbdkUyStXrnAqXF6/fh2urq6szOlSLn18fDoVupaWFiOhYxgGYrHYSOi6+2FOQkcQBNGzGIqbWq1GWVkZbt26hYCAAAQEBJhMe1QqlUhNTcW2bdswe/ZspKSkwM3NrS+WTRAEPyRvQwGlUgknJyd89tlnnKpKc+bMgVQqxcmTJ43G+Pn5ITk5GYsXL2ZvW7t2LU6cOIG8vDyUl5cjODgYubm5kEgk7DEPPfQQJBIJdu3a1bsnNcRJTk6GWCzG0qVLO20Cqouo5eXlcYSuoKAA7u7unP1zcXFxGD16tFkJMxQ63T+BQGAkdJ01KLcEEjqCIAjr4Yu2NTQ0oLCwECKRCJGRkXBxceEdyzAMfvnlFyxYsAAMw2D//v2YPHkyRdsIov+x+peQvzMjMaBpbGyERqOBp6cn53ZPT08UFhbyjqmtreU9vra2lr1fd5upY4jeY8eOHRYfKxAI4OTkhMTERCQmJgLo+GBWKBTIzc1lhe7kyZMoKiqCl5cXR+hiY2MxatQo9kNbIBDA2dkZzs7OGD16NGc+ncjdvHkTMpkMAoGAI3Ourq5wdHS06gKAb2P9rJGvWzyeIAhiqHG4Zi+0Wi2bWdHe3o6ioiLcuXMHoaGhGDNmjMm/w83NzVi3bh0+/vhjLF++HMuXL4eDg0NfLp8giB6E5I0g7gMEAgFcXFwwZcoUTJkyBUCHgMlkMuTk5CAzMxPZ2dk4duwYSkpK4OvrC4lEwhG6ESNGcITOxcUFLi4u8Pb2BtCRmqsvdDdu3IBMJoNQKDQSOpFI1KnQqdVqVFRUoKqqCpsuLUNwcDBnbyVF6AiCGOpszV4JmUyGrKwstgCVUChEc3Mz3NzckJCQACcnJ96xDMPg66+/xltvvYXg4GBkZ2cjIiKij8+AIIiehuRtEOLh4QGhUIi6ujrO7XV1dfDy8uId4+XlZfZ43X/r6urY6IvuZ/00SmLwoIuSTZ06FVOnTgXQ8WEulUo5Qnf48GGUl5cjICCAUxBFIpHAzc2NlTAbGxuIxWKIxWKMGTMGQIfQyeVyVugqKiogl8tha2trlHKpEzqGYVBdXY2ysjI4OztjwoQJcHV1NVo/X4oQCR1BEEMF/b+BDMOgsbERxcXFaGlpgbOzM2QyGX766Sc4OzsjJycHUqkUv/nNbzBx4kS0tbUhOTkZ33//PbZs2YJXXnml20WpCIIYGNCet0FKQkICJk6ciD179gDouIj28/PD/PnzTRYsaWlpwVdffcXelpSUhOjoaE7BkqVLl+Ktt94C0JFqMWrUKCpYcp+juyjIyclBVlYW27agqqoKwcHBnOicRCKBWCw2G1XTaDQcoWtuboZCoYCtrS0cHR3R2toKgUCAkJAQjB49mqpcEgRB6GH4xZVGo0FlZSUqKyvh4+OD4OBgtqBVW1sbZDIZjh49in//+98oKirC3bt34eTkhBEjRmDOnDl46KGHEBsba7b6ZE9z4cIFbNu2DdnZ2aipqcGXX37J2aPPx/nz55GcnIzr16/D19cXq1atwty5cznHWNsiiSAGAVSwZKhw9OhRzJkzB/v378fEiRORmpqKY8eOobCwEJ6enpg9ezbGjBmDlJQUAB2tAh566CFs3rwZTzzxBI4cOYJNmzYZtQrYvHkzp1XAlStXqFXAEIRhGNTV1bH753RCV1NTg7CwMHYPXWxsLGJiYjqtTNnU1ISioiLIZDK4uLhAo9FAoVDA3t7eKOWyu3sxSOYIghiM8GUb3L17FwUFBRAKhRg7dixvloKO/Px8LFiwAPfu3cOsWbNga2uL3Nxc5OTkoLKyEgEBAYiLi8P06dPxxhtv9Oap4PTp0/jxxx8RHx+PZ599tlN5q6iowPjx4/H666/j1VdfRUZGBhYvXoxTp05hxowZAKxvkUQQgwSSt6HE3r172W+gJBIJdu/ejYSEBADA1KlTERAQgPT0dPb448ePY9WqVWyT7q1bt/I26f7HP/4BqVSKBx54AO+//z7CwsL6+tSIAYgu3VE/OpednY3GxkZERERwiqJER0dDJBKhvr4eK1aswN27d7F582YEBQXB3t4eQMe3ybpWBfoROgcHByOh043pKiR0BEEMZAzFTaVSobi4GHV1dQgODoavr6/JLIXW1lZs27YNu3fvxmuvvYZ33nnHqGrx3bt3kZubi9zcXNjY2CA5ObnXzsUQgUDQqbwtX74cp06dwrVr19jbZs2aBalUijNnzgCwvkUSQQwSSN6IwYM16Q8ffPABPvroI/YPe3x8PDZt2sQ5fu7cuTh0iPsBOGPGDPYPP9HzaLVa3Lp1C5mZmZy2BU1NTRg9ejTu3buHkJAQLF68GE8//TTs7e3NRujUarWR0LW0tEAkEhkJnZ2dXbfWTkJHEER/YyhtDMOgtrYWxcXFEIvFiIyMhKOjI+9YhmHw/fffY+HChXB2dsb+/fsxYcKEAVf+3xJ5e/DBBxEXF4fU1FT2tn/+859YvHgxmpqautQiiSAGCdQqgBgcHD16FMnJyZz0hxkzZphMfzh//jxeeOEFJCUlQSQSYcuWLfjtb3+L69evs8UzAOB3v/sd/vnPf7I/Uznk3sXGxgZ+fn7w8/PDzJkzwTAMTp48iSVLlkCtVuPpp59GTU0NlixZgtdeew3jxo3j9KCLjIyEnZ0de7Fha2uL4cOHY/jw4exjqFQqjtBVV1ejtbUVjo6OHJkTi8VWCR0VRCEIoj/ha5tSUFAAmUyG8PBweHp6mhSxu3fvYtWqVfjss8+wZs0aLFmypNtfaPUnptoZNTc3o7W1Fffu3bO6RRJB3K+QvBH9wo4dOzBv3jy89NJLAIC0tDScOnUKBw8e5E1/+OSTTzg/HzhwAJ9//jkyMjIwe/Zs9nYHBweTFTeJ3iUvLw/Jycm4cuUK3nnnHcybNw+2th1/YrRaLUpLS9kI3bFjx7BixQqoVCqMHz+eI3QREREQCoXsRYudnR3c3d05m+1VKhUrc01NTbh58yba2tqMhM7V1ZVdgyWQ0BEE0dsY/p3RarWoqqpCeXk5vLy8EBUVZVLEtFotPv/8cyxbtgwxMTHIy8tDcHBwXyybIIgBAskb0ecolUpkZ2djxYoV7G02NjaYPn06Ll68aNEcLS0tUKlURtWzzp8/j1GjRmH48OF4+OGHsWHDBowYMaJH10/w8+233yIuLg6ff/453NzcOPfZ2NggLCwMYWFh+POf/wygY89bcXExK3SHDx/G0qVLwTAMoqOjOXvowsLCIBQK2fns7OwwYsQIzmurVCpZoZNKpaiqqkJ7ezucnJyMInQkdARB9DV8f0uamppQUFAArVaL2NhYTtaBITdu3MCSJUuQk5ODHTt24E9/+tN9U/7fVDsjV1dXODo6QigUWt0iiSDuV0jeiD6nsbGx2+kPy5cvh7e3N6ZPn87e9rvf/Q7PPvssAgMDUVZWhpUrV+Kxxx7DxYsXORf+RO+wdOlSq44XCoWIjIxEZGQkZs+eDYZhoFarUVhYyArdhx9+iIULF8LOzg4xMTGcPnTBwcGcCxd7e3t4eHjAw8ODva29vZ0Vurt376KyshJKpRLOzs5GQmfNe4Rvn8oz4rlWnT9BEEMHw78ZarUaZWVluHXrFgICAhAYGGhSxNRqNfbt24cNGzZg5syZyM/P5/ydux9ITEzEf/7zH85t3377LRITEwF0/H2Pj49HRkYGu+dNq9UiIyMD8+fP7/P1EkR/QvJGDDo2b96MI0eO4Pz585wWBvq96KKiohAdHY3g4GCcP38ejzzySH8slbACgUAAOzs7REVFISoqCi+//DIYhoFKpcK1a9fYlgXvvfcerl69CkdHR0gkEo7QBQQEcC6AHBwcMHLkSIwcOZK9ra2tjRW6xsZGlJeXQ61WGwmdi4uLRUInlUpRVFSEpadfRVhYGEaNGsWmfFKEjiCGNnzRtoaGBhQWFkIkEmHSpElwdnbmHcswDPLy8jB//nzIZDJ8+eWXeOSRRwZcQRI+5HI5SktL2Z8rKipw+fJluLu7w8/PDytWrEB1dTU++ugjAMDrr7+OvXv3YtmyZXj55Zfxv//7vzh27BhOnTrFzpGcnIw5c+awjchTU1OhUCjY7RcEMVQgeSP6HA8Pjy6nP2zfvh2bN2/GuXPnEB0dbfbYoKAgeHh4oLS0lORtkCIQCGBvb8/K2bx588AwDNrb23HlyhW2wuXOnTtx7do1iMViTlPxuLg4+Pj4cIROJBJBJBKxhXF08+mErqGhAWVlZVCr1XBxcTESOt1cbW1tKCkpQUNDAwICAuDv728ke5RySRBDF8Pf//b2dhQWFuLu3bsICwuDt7e3SRFTKBTYuHEj/vGPf2DRokVYvXo1nJyc+mLZPUJWVhamTZvG/qxrTTBnzhykp6ejpqYGVVVV7P2BgYE4deoUlixZgl27dsHHxwcHDhxge7wBwPPPP4+GhgasWbOGbZF05swZoywegrjfoVYBRL+QkJCAiRMnYs+ePQA60h/8/Pwwf/58k/1atm7dio0bN+Kbb77BpEmTOn2MW7duwc/PDydOnMDvf//7Hl0/MbBgGAatra3Iy8vjtCwoKCiAu7s7Z/9cXFwcRo8ebfbba4ZhOBE63T+NRgMXFxcIBALIZDK4u7sjIiKi2xdVJHQEcf/Al1Z969YtlJaWwsPDA2FhYSYrITMMg3PnzmHRokXw8vLC/v37ERMT0xfLvq/w8fHBypUr8eabb7K3/fTTT5g+fToKCgrg7+/fj6sjCA7U540YHBw9ehRz5szB/v372fSHY8eOobCwEJ6enpg9ezbGjBmDlJQUAMCWLVuwZs0afPrpp5g8eTI7j4uLC1xcXCCXy7F+/XrMnDkTXl5eKCsrw7JlyyCTyXD16lVqGTAEYRgGCoUCubm5HKErKiqCl5cXK3Q6qdNPd+RD19OuvLwcAoEADg4OaGlpAcMwEIvFnAidk5NTtwsJkNARxOCCL9Iul8uRn5+P9vZ2REZGmt2rVl9fj7fffhunT5/Ghg0b8Oabb9J+7S4yc+ZMuLq6sq2DGIZBQkICHn30UWzcuLGfV0cQHKjPGzE46Cz9oaqqinPxu2/fPiiVSjz33HOcedauXYt169ZBKBTiypUrOHToEKRSKby9vfHb3/4W7777LonbEEUgEMDFxQVTpkzBlClTAHR8gMtkMuTk5CAzMxPZ2dk4duwYSkpK4OPjw9k/FxsbixEjRkAgEODixYv429/+hrlz5+Lxxx9nI3cMw6ClpYXTg66wsJBX6Jydna3aq0IplwQxeDD8fdVoNKioqMCNGzfg6+uL4OBgkyKm1WrxySefYOXKlXjggQdw9epV+Pn59cWy71smTZqEQ4f++5p8/PHHuHnzJqfKNUEMVijyRhDd4L333sO2bdtQW1uLmJgY7NmzBxMnTuQ9Nj093WhjtYODA9ra2tifGYbB2rVr8cEHH0AqlWLy5MnYt28fQkNDe/U8hjIMw0AqlXKELicnB+Xl5fD19cWwYcNQXFyMJ598Eu+88w4CAgI6TblUKBScdEuZTAaBQMAboetu8QESOoLoP/i+ZLl79y4KCgogFAoxduxYuLq6mhxfUlKCRYsWobi4GLt27cJzzz03KAqSDHS+//57TJ06FU1NTRAIBAgPD8f69evxyiuv9PfSCMIQSpskiL7i6NGjmD17NtLS0pCQkIDU1FQcP34cRUVFbDEMfdLT07Fo0SIUFRWxtwkEAs5m6y1btiAlJQWHDh1CYGAgVq9ejatXryI/P596H4GCAAAgAElEQVRTWZPoXdrb27Ft2zZs3rwZ/v7+CA0NRW5uLqqqqhAcHMwpiiKRSCAWiztNudQXOplMBplMBhsbGyOhc3R0JKEjiEGAobgplUqUlJSgrq4OISEh8PX1Nfm7rFQqsWvXLmzduhUvvvgiUlJSzPZ4I6yjpaUFw4YNQ0ZGBs6dO4evvvoK2dnZ901fPOK+guSNIPqKhIQETJgwAXv37gXQcYHu6+uLBQsW8BZdSU9Px+LFiyGVSnnnYxgG3t7eeOutt9ieaU1NTfD09ER6ejqnFQLRe5w+fRpLliyBra0tUlNT2V6CDMOgrq6O3T+XlZWFnJwc1NTUIDQ0lLN/LiYmptM0SZ3QNTU1sVInl8shFAo5Mufq6gqRSERCRxADhPlf/g8cHR3ZL17EYjFaW1tRVlaGYcOGISIiAo6OjrxjGYZBZmYmFixYAI1Gg7S0NEyZMoWibb1AXFwcpkyZgg8++AD/+c9/MHXq1P5eEkHwQfJGEH2BUqmEk5MTPvvsM7ZhKNBRBlkqleLkyZNGY9LT0/Hqq69izJgx0Gq1iIuLw6ZNmzBu3DgAQHl5OYKDg5GbmwuJRMKOe+ihhyCRSLBr167eP7EhjkqlwgMPPIDZs2fjtddeg62t+W3BDMOguroaWVlZrMxlZ2ejsbERERERHKGLjo7uVMK0Wi3kcjkn5VIul8PW1tZI6BwcHEjoCKKPOSk/BKVSCZlMhubmZty7dw/37t2DVquFnZ0d3Nzc2D2u7e3tnL1rzc3NWL9+PT766CMsW7YMb7/9Nu3J7kXefPNNpKWl4emnn8aXX37Z38shCFNQwRKC6AsaGxuh0WiM+st4enqisLCQd0x4eDgOHjyI6OhoNDU1Yfv27UhKSsL169fh4+OD2tpadg7DOXX3Eb2LnZ0dfv75Z4ulSCAQwMfHBz4+PqzE66pSZmZmIisrC9988w1SUlLQ1NSEyMhITsuCcePGcSTMxsaGlTMdGo2GI3RlZWWQy+Wwt7fnyJxYLLY6tZaKohCEZej/rtjb22P48OGsvHl7e8Pf359tLyKTyZCdnY2XXnqJbSfi7e2NjIwMhIaGIjMzE2PHju2X87Bmn/bUqVPx3XffGd3++OOPs82z586dyykMAgAzZszAmTNnen7xVhITEwM7Ozts27atv5dCED0KyRtB9BGJiYlITExkf05KSkJkZCT279+Pd999tx9XRujT3WiWjY0N/Pz84Ofnh5kzZwLoELrKykpW6E6ePIl169ZBoVBg3LhxHKEbO3Ys7Ozs2HUIhUIMGzYMw4YNYx9Do9Gw3/w3Nzejrq4OCoXCSOh0ETpL0DUdX/TvOQgMDIS/vz+7P4SEjhiq8H3B0dTUhPz8fDAMg/j4eLi5uQEAnJyc4O7uDgCIiorCI488gm+//RaffPIJsrOz4eDggMzMTDz88MOIi4tDfHw84uPjERcXZ3Z/XE9x9OhRJCcnc/Zpz5gxw+Q+7S+++AJKpZL9+c6dO4iJicEf//hHznG/+93v2JL8AAZMNPHIkSOYP38+QkJC+nspBNGjkLwRRBfw8PCAUChEXV0d5/a6ujp4eXlZNIednR1iY2NRWloKAOy4uro6jB49mjOnfholMfiwsbFBUFAQgoKC8PzzzwPoELrS0lJW6I4fP46VK1dCqVQiKiqKI3Th4eGwtbXlCJ2bmxt70QgAarWaI3S1tbVoaWmBSCQyKopib2/PjtNqtbhx4wYqKiowcuRIJCUlGUXwKEJHDEUM3/dqtRqlpaWorq5GYGAgAgICTBbA0Gg0+Pzzz7F27VrMmDEDhw8fhpeXFxQKBfLy8ti+kydPnkR+fj5OnTqFGTNm9Or57NixA/PmzWOrHqelpeHUqVM4ePAg7z5tnYjqOHLkCJycnIzkzcHBweLPvd5Gq9WioaEBH374IUpKSni3MBDEYIfkjSC6gL29PeLj45GRkcFJl8vIyMD8+fMtmkOj0eDq1at4/PHHAQCBgYHw8vJCRkYGK2vNzc24dOkS3njjjd45EaLfsLGxQVhYGMLCwvDnP/8ZQMd7ori4mBW6w4cPY+nSpWAYBtHR0Zw9dGFhYZy+Uba2thg+fDinYp1KpeII3e3bt9Ha2gqRSARXV1cIhULcvXsXtra2iI2NtaraHQkdcb/C996ur69HYWEhnJycMGnSJDg7O5scn5+fj4ULF6K6uhoff/wxnnzySfaLF2dnZyQlJSEpKYk9vrW1tdebcSuVSmRnZ3P6nNnY2GD69Om4ePGiRXN8+OGHmDVrltG5nz9/HqNGjcLw4cPx8MMPY8OGDRgxYkSPrt9SLly4gIcffhgRERH4/PPPzbZpIIjBChUsIYgucvToUcyZMwf79+/HxIkTkZqaimPHjqGwsBCenp6YPXs2xowZg5SUFADAO++8g0mTJiEkJARSqRTbtm3DiRMnkJ2dze5/2LJlCzZv3sxpFXDlyhVqFTCEUavVKCgoYIUuJycHeXl5sLW1hUQigUQiYYXOXCNgHSqVCg0NDaioqEBraytsbW2hUqng6OhotIfOzs6u2+snoSMGE4bi1tbWhqKiIty7dw9hYWEYPXq0yfTGtrY2bNu2Dbt27cJf/vIXvPvuuxCLxX2x7E65ffs2xowZg59++omTvr9s2TJ89913uHTpktnxv/zyCxISEnDp0iXOHjldNC4wMBBlZWVYuXIlXFxccPHixV4XUoK4T6CCJQTRVzz//PNoaGjAmjVrUFtbC4lEgjNnzrAFR6qqqjgpNffu3cO8efNQW1uL4cOHIz4+Hj/99BNn4/qyZcugUCjwl7/8BVKpFA888ADOnDlD4jaEsbW1RVRUFKKiovDyyy+DYRioVCpcu3aNbVnw/vvv4+rVq3B0dGSFTpdyqZ/a1dzcjDVr1iAkJAQPP/wwJkyYAHt7e071vKamJty8eRNtbW1wcnIyErrOKnAaQhE6YjBg+D5lGAa3bt1CaWkpPDw8kJSUxEk3Njz2hx9+wMKFC+Ho6Ij/+7//w8SJE++r8v8ffvghoqKijIqb6LewiYqKQnR0NIKDg3H+/Hk88sgjfb1MghgSUOSNIIY4Q6n62P0KwzBob2/H1atX2T502dnZuHbtGsRiMSQSCUaMGIHz58/Dw8MDe/bs4aRt8aFUKjktC5qbm9He3g5nZ2cjoevuN+wkc0R/wfflgkwmQ0FBAZRKJSIjI82mAN67dw+rV6/GsWPHsHr1aiQnJ/dIxLqn6Up7Gx0KhQLe3t545513sGjRok4fa+TIkdiwYQNee+21Hlk7QdznUOSNIAjLGWrVx+5XBAIBRCIRJkyYgAkTJgDoELrW1lZ88cUXeOedd/Dzzz8jJiYGmZmZ+NOf/sTZPxcbGwtvb29OpMDe3h4eHh7w8PBgb2tvb2dF7s6dO6ioqIBSqYSLiwtH6FxcXKwSOorOEf2B4ftOo9GgvLwcVVVV8PPzQ1BQkMn3sVarxRdffIFly5YhOjoaly9fHtBVDbuzT/v48eNob2/H//zP/3T6OLdu3cKdO3c4RbcIguhZKPJGEEOYhIQETJgwAXv37gXQ8WHu6+uLBQsW8FYfMyQ1NRVr1qxBTU0Nu4l97ty5kEqlOHHiRK+unTCPVCrF2rVr8Y9//AN//etfsWbNGojFYigUCuTm5nIidEVFRfD09OQIXVxcHEaNGmU29UsX8TOM0KnVat4InanKfJZCQkf0BHxfFty5cwcFBQWws7PD2LFjze5Vu3HjBpKTk5GVlYUdO3bgz3/+c7ff232Btfu0dUyZMgVjxozBkSNHOLfL5XKsX78eM2fOhJeXF8rKyrBs2TLIZDJcvXqVvrQjCMugyBtBEJYxVKqPDVVmzZoFrVaLnJwcREZGsre7uLhgypQpmDJlCoAOAZPJZMjJyUFmZiZycnJw/PhxlJSUwMfHh7N/LjY2FiNGjGCFThfxE4lEbKSWYRi2WXFzczPq6+tRWloKjUbDG6Gz5qKXInREdzF8DymVShQXF6O+vh4hISFm+62p1Wrs27cPGzZswMyZM1FQUMCJTA90rN2nDQBFRUX44YcfcPbsWaP5hEIhrly5gkOHDkEqlcLb2xu//e1v8e6775K4EUQvQpE3ghiiUPWx+5t79+7Bzc2tS0UTGIaBVCplhS47Oxs5OTkoLy9HQEAAR+gkEkmnj6NL4dSPzslkMmi1WiOhc3Z2pggd0ePwFSSpqalBcXEx3NzcEBERYbIwFMMwuHLlCubPn4+mpiakpaXhkUceua8KkhAE0W9Y/YeE5I0ghijdlbfXXnsNFy9exJUrV8weV15ejuDgYJw7d46qjw1iGIbBnTt32AqXurYFVVVVCAoK4qRbSiQSiMXiToWupaXFSOgYhjFqKu7s7GzVhXJbWxuKi4vR2NiI4OBg+Pr64g+uL/XE00AMMviitS0tLSgoKIBCoUBERATv/l4dCoUCmzZtwv79+7Fw4UKsXr3abI83giAIK6G0SYIgLMPDwwNCoRB1dXWc2+vq6uDl5WV2rEKhwJEjR/DOO+90+jhBQUHw8PBAaWkpydsgRiAQwMPDAzNmzMCMGTMAdAhYXV0du3/u4sWLeO+991BTU4PQ0FDOHrqYmBiOhAkEAjg7O8PZ2ZktbmAodNXV1SgoKIBAIDASOicnJyOh02q1uHnzJsrKyjBy5EgkJSWx0RRKuRx6GL7mWq0WN27cQHl5Oby9vREdHW2yMiTDMMjIyMCiRYswatQo/PTTT5BIJH2xbIIgCLNQ5I0ghjAJCQmYOHEi9uzZA6Dj4sbPzw/z5883W7AkPT0dr7/+Oqqrqzvdy3br1i34+fnhxIkT+P3vf9+j6ycGHgzD4Pbt22x0TlcUpbGxERERERyhi4qKgqOjo9momlar5Y3QCQQCjswxDIOKigoAQEREBNzd3bu0fhK6wQ+fqEulUhQUFAAAIiMj4ebmZnJ8Q0MD3n77bZw6dQrvvvsu/vrXv1rd35AgCMJCKG2SIAjLoepjRF+g1Wpx69YtZGZmskKXk5ODpqYmREZGcvbQjR8/Hg4ODp0KnUKhQHNzM+7du4fGxkaoVCrY2Nhg2LBhGDZsGCt1IpGo23uTSOgGD4biplKpUFpaitu3byMoKAj+/v4m91RqtVp8+umnWLFiBSZPnow9e/bA39+/L5ZNEMTQheSNIAjr2Lt3L9ukWyKRYPfu3UhISADQ0ZQ7ICAA6enp7PFFRUWIiIjA2bNn8eijj3Lmam1txTPPPIPc3Fyj6mO6imYEAXRcKFdWVnKELjc3FwqFAuPGjePsoRs7dizs7Ow4EqZUKpGeno6QkBB4eHggJCQEarWaE6GTy+WwtbU1Srkkobv/ONq4nyP9DMOgvr4eRUVFcHZ2RmRkJJycnEyOLy0txaJFi1BUVIRdu3bhueeeo4IkBEH0BSRvBEEMLS5cuIBt27YhOzsbNTU1+PLLL9kmtKY4f/48kpOTcf36dfj6+mLVqlWYO3cu55j33nuPldqYmBjs2bOHU1WT6Hm0Wi1KS0vZCpfZ2dm4fPky2tvbERUVxQodwzDYvn07lEolTp48iYiICN75NBoN5HI5R+gUCgVsbW05Mufq6tpptM8SSOj6h+VnX4NCoYC9vT3EYjGcnJzQ1NSElpYWhIWFGTWg10epVGL37t3YsmULXnzxRaSkpGD48OF9fAYEQQxhSN4IghhanD59Gj/++CPi4+Px7LPPdipvFRUVGD9+PF5//XW8+uqryMjIwOLFi3Hq1Cm2EMfRo0cxe/ZspKWlISEhAampqTh+/DiKiorMVqYjeh6NRoPi4mJkZmbiwoUL+Oqrr3Dnzh2MGzcOzs7OiImJYaUuLCys071JGo0GMpnMSOjs7e15ha67kND1HvopkhqNBs3NzaiqqkJDQwOEQiHUajUrdACQn5+PxMREBAYGQiAQIDMzEwsWLIBGo0FaWhqmTJlC0TaCIPoakjeCIIYuAoGgU3lbvnw5Tp06hWvXrrG3zZo1C1KpFGfOnAHQUchlwoQJ2Lt3L4COiJCvry8WLFhgtpAL0TtoNBrs378f/+///T9MmzYN27ZtQ0tLC5tymZOTg7y8PNja2rIypxO64ODgTvsLmhI6BwcHI6Gzt7fv9vmQ0HUPvoIkMpkM+fn5UKlUiIyMxIgRIziva3Z2NlatWoWqqiq4urrC29sbxcXFmDlzJjZs2IDg4OB+Ezdrovzp6el46SVu2wsHBwe0tbWxPzMMg7Vr1+KDDz6AVCrF5MmTsW/fPoSGhvbqeRAE0SWoVQBBEIQ5Ll68iOnTp3NumzFjBhYvXgygI40qOzsbK1asYO+3sbHB9OnTcfHixT5dK9HRluLBBx9EU1MTPv30Uzz22GPsfVFRUXj55ZfBMAxUKhWuXbvG9qF7//33cfXqVTg6OkIikXCKogQEBHCKVgiFQri5uXEqEOr2z+ku/mtqatDS0gKRSGQkdKbKzZuC2hZ0HcPnTqPRoLy8HFVVVfD390dgYCAr6/qvq5+fH5555hl88cUX+Pvf/w4HBwc8+eSTuH79OsLDw+Hh4YH4+Hj239SpU81WpOwpjh49iuTkZE6Uf8aMGWaj/K6urigqKmJ/NpTOrVu3Yvfu3Th06BACAwOxevVqzJgxA/n5+SYbkRMEMXggeSMIYkhRW1trVDzF09MTzc3NaG1txb1796DRaHiPKSws7MulEgCcnZ2xcuVKPPHEEyYvPAUCAezt7Vk5mzdvHhiGQXt7O65evcoWRNm5cyeuXbsGsVjMRuZ0UTpfX1+O0Nna2sLd3Z3TckClUnEidNXV1WhtbYWjoyNH5sRiMQldD8P3/Ny5cwcFBQWwt7fHxIkT2fRIPmpqarB06VJ899132Lx5M1599VX29W5paUFeXh67z/LkyZPYv38/EhMTe+18dOzYsQPz5s1jo2lpaWk4deoUDh48aDLKLxAITPbiZBgGqampWLVqFZ5++mkAwEcffQRPT0+cOHECs2bN6p0TIQiizyB5IwiCIAY0M2fOtHqMQCCASCTChAkTMGHCBAAdF7atra3Iy8tjhS4lJQUFBQUYPnw4J90yLi7OqNCFnZ0dr9DpZK6pqQk3b95EW1ubkdC5urpa3StMJyxNTU3Iz8+HVqvF1hn/sPq5GOwYiptSqURRUREaGxsREhICHx8fkymPGo0G6enpWLNmDR599FFcv36dbQqvw8nJCYmJiX0ia/p0Ncovl8vh7+8PrVaLuLg4bNq0CePGjQPQsae3traWk10wbNgwJCQk4OLFiyRvBHEfQPJGEMSQwsvLC3V1dZzb6urq4OrqCkdHRwiFQgiFQt5jTH3bTQwOBAKB0YU6wzBQKBTIzc1lhe7f//43ioqK4OnpyRG62NhYeHp6GgndiBEjOM3qlUolK3RSqRRVVVVob2+Hs7OzUdsCc/vx9HuUBQYGIiAgACflk42Ou18jdIbSpmsAX1JSguHDhyMxMdFsGmBBQQEWLlyIW7du4dChQ3jqqacGVEGSxsZGq6P84eHhOHjwIKKjo9HU1ITt27cjKSkJ169fh4+PD2pra9k5DOfU3UcQxOCG5I0giCFFYmIi/vOf/3Bu+/bbb9mLeXt7e8THxyMjI4MtfKLVapGRkYH58+f3+XqJ3kUgEMDFxQVTpkzBlClTAHRIgkwmQ05ODjIzM5GTk4Pjx4+j5P+3d+9BUV73G8CfFUQQ5CbKLYKAiIKyiyAI2oqVlCaaajN20DEFvGWSeA1eRiwixqh4LRSNmERF00aQWkmrkZhgAR3RhEVUEAiiZA2wRIkgu0TAZX9/+OOtW0BEuS08nxlG993zrufFGWYevud8T3ExXnnlFY39cx4eHhg6dKhGKNDT04OFhQUsLCyEa/X19UKg+/nnn1FaWoqGhgYYGhq2WHI5YMAAyOVyfP/99xgyZAh8fX2feUZZX1ty2drzKJVKFBQUoK6uDq6urs/s+vro0SPs3r0bMTExWLJkCc6ePQtjY+OunHK3+d8KoZ+fH8aOHYuDBw9iy5YtPTgzIuouDG9EpNUUCgVu3bolvL5z5w5yc3Nhbm4OOzs7hIeHo6ysDMeOHQMAvPPOO9i3bx/WrVuHhQsX4vz58zhx4gTOnDkjfEZYWBhCQkLg5eUFb29vxMTEQKlUtujyRn2TSCSCsbEx/P394e/vD+BJoKuurhYCnVQqxd/+9jfcvn0bI0eOhFgs1gh0pqamGoFu0KBBGDZsGIYNGyZce/TokRDo7t+/j9u3b6OxsRE6OjpQq9WwtraGjY3NCx1ZoK2B7n/n3XyY+507d2BrawuJRNLm8lO1Wo2LFy9ixYoVMDAwwH/+8x94e3v3qmrb0ywsLF66yj9w4EB4eHgIPwOb76usrNRYHlpZWQmJRNJJMyeinsTwRkRaLTs7G9OmTRNeh4WFAQBCQkKQkJCAiooKyGQy4X0HBwecOXMG77//PmJjY/HKK6/g008/Fc54A4CgoCDcu3cPkZGRkMvlkEgkSE1NbbEUifoPkUgEMzMzTJ8+HdOnTwfwJCxUVVUJHS6zs7Nx6NAhyGQyODo6auyfE4vFMDY21ggS+vr60NfXx/Dhw6FUKlFWVgaZTAZTU1MYGRlBoVAgNzcXjx8/hpGRkUaFzsjISKPByvPozYGutblVV1fj5s2bEIlE8PLygomJSZv3P3jwABEREUhOTkZERARWr17d4aYx3a0zqvwqlQo3btzA66+/DuDJzzcrKyukpaUJYe3hw4e4cuUK3n333a55ECLqVjznjYioF8jMzMSuXbsglUpRUVHR7nl1//znP3HgwAHk5uaivr4ebm5uiIqK0gihUVFR2Lx5s8Z9Li4u7JrZhdRqNSorK4X9c9nZ2bh69SrKy8vh7OyssYdOLBbD0NAQp06dwrp16/Dee+9h8eLFGkv81Gq1RoWu+UulUrXYP2doaNjhQNea7g50/xvcGhsbUVxcjIqKCjg5OcHOzq7N52pqasKpU6ewdu1ajB8/HgcOHMCoUaO6Y9qdIikpCSEhITh48KBQ5T9x4gQKCwthaWmJ4OBg2NraYvv27QCADz74AJMmTcKoUaNQXV2NXbt2ISUlBVKpFK6urgCAHTt2IDo6WuOogOvXr/OoAKLeiee8ERFpI6VSCbFYjIULF+LNN99sd3xmZiZeffVVbNu2Daampjhy5AjeeOMNXLlyBR4eHsI4Nzc3fPPNN8LrjnY8pI5pbuM+c+ZMzJw5E8B/G200V+cyMjKwd+9e3Lt3D1ZWVqipqcGsWbPg7e0NXV1dqNVqoUInEolgYGAAAwMDofLb3DWzOchVVFSgqKgIarW6RaAbPHjwS1fouirMtdaQ5KeffkJhYSGMjIza3esnk8kQFhaG7777Dnv27MFbb73VKeG1O7VX5ZfJZBrP9ODBAyxZsgRyuRxmZmbw9PTEpUuXhOAGAOvWrYNSqcTbb7+N6upqTJkyBampqQxuRH0EK29ERL2MSCRqt/LWGjc3NwQFBSEyMhLAk8pbSkoKcnNzu2Ka9IJUKhU++ugj/PnPf4ZYLIanpydu3ryJnJwcVFdXw9XVVaMpyrhx4zBo0KBn7t1Sq9Woq6vTqM7V1tZCrVYLjVCertC97D6wlwl0rS2R/OWXX1BYWIiamhq4uLjAysqqzTk+fvwY8fHx2LJlC2bPno29e/dq7CUkItIirLwREfVHTU1NqK2t1TiDDACKi4thY2MDfX19+Pr6Yvv27bCzs+uhWVJ2djbeeecd1NTU4OTJk3j11VeF95qbc3z33XfIzs7Gv/71L3zwwQdQKBRwc3PT2EPn6uqKgQMHalToDA0NYWhoKDSqaD4GoTnM/fjjj6itrYVIJGq1QteRQPei++daq7bJZDKUlJTA0tISfn5+0NPTa/VetVqNGzduYNmyZaiurha+f721IQkRUVdg5Y2IqJd5kcrbzp07ER0djcLCQqGN+tmzZ6FQKODi4oKKigps3rwZZWVlyMvLw5AhQ7pq+vQM77//PkxMTLB+/frnWsbW1NSEkpISIdBJpVJhn+P48eM1zqAbM2YMdHV1nxlmmpqaNALdw4cPoVAoMGDAgBaBzsDAoNMqdK2FvYcPH+LmzZtQqVQYO3Zsi188PK2urg7btm1DfHw8li9fjsjISBgaGr7U3IiIeoEO/5BleCMi6mU6Gt4+//xzLFmyBF988QUCAgLaHFddXQ17e3vs3bsXixYt6qzpUjdTqVT4/vvvhUCXk5OD3NxcNDU1wd3dXaMpyujRo9vd59gc6GpqajQCnY6OjkaYMzY2hr6+/ksHOpVKhZKSEty9exf29vZwcHBo87BytVqN8+fPY+XKlbCwsMDBgwc19nQSEWk5hjci6vuOHz+OhQsX4vbt28ISsQULFkAqleLChQvPbCmuDToS3hITE7Fw4UIkJydjxowZ7Y6fOHEiAgIChO511Dc8fvwYBQUFGoHu2rVr0NXVhVgs1gh0Tk5ObYalZs3LcGtrazUCna6ubotA195+vKfdv38fBQUFGDRoEFxdXWFkZNTm2Hv37iE8PBynT5/Gli1bsHTpUjbcIaK+huGNiPo+tVoNiUSCX//614iLi8OmTZtw+PBhXL58Gba2tj09vZf2vOGtOcQmJiZi1qxZ7X6uQqGAnZ0doqKisGLFis6aLvVCarUajY2NyMvLg1QqFb6uX78OAwMDSCQSjaYoI0eObLdTo0qlgkKhaLHkUk9Pr9VA97T6+noUFRWhqqoKzs7OsLW1bTPwNTU14fjx4wgPD8ekSZOwf/9+2Nvbd9r3hoioF2F4I6L+4fTp05gzZw42btyIPXv24MKFC3Bzc+vpab0whUKBW7duAQA8PDywd+9eTJs2Debm5rCzs0N4eDjKyspw7NgxAE+WSoaEhCA2NlbjaAEDAwOh8rhmzRq88cYbsLe3R3l5OTZt2oTc3FzcvHmT3fn6IbVajfr6ety4cUPYPyeVSoU9kM1hrrlCN2LEiOcKdHu7BvoAAA74SURBVE9X5x4+fAilUolBgwYJe+gaGxtRXl6OoUOHwsXF5Zl7/UpKSrBy5UoUFBQgNjYWc+bM0br2/0REHcDwRkT9x4QJE5Cfn49z585h6tSpPT2dl5Keno5p06a1uB4SEoKEhASEhoaitLQU6enpAAB/f39kZGS0OR4A5s6di8zMTFRVVWHYsGGYMmUKtm7dCicnp658FNIizWfGXbt2TSPQFRQUwMzMTGO55YQJE2BjY9PuEsnHjx+jtrYW9+/fR1lZGR4/fgy1Wg19fX0h0P3www8YM2aMsOy5oaEBcXFxiI6OxltvvYXo6GiYmZl1x7eghf3792PXrl2Qy+UQi8WIi4uDt7d3q2M/+eQTHDt2DHl5eQAAT09PbNu2TWN8aGgojh7VbNgSGBiI1NTUrnsIItIWDG9E1D+kpqbizTffRENDA/Ly8jBmzJienhJRn9B8xMDVq1c1Al1RUREsLS01Ap2HhwcsLS01At0vv/yCnTt3wtvbG46OjnBycoJardao0C1evBj5+fkYPnw4nJ2dhZB34MABzJgxo8fa/yclJSE4OBjx8fHw8fFBTEwMkpOTUVRUJHRxfdr8+fMxefJk+Pn5QV9fHzt27MCpU6eQn58vLOEODQ1FZWUljhw5Itw3aNCgHgunRNSrMLwRUd+Xk5MDf39/HDx4EAkJCTA2NkZycnJPT4v+X2ZmJnbt2gWpVIqKiop29++1VXWsqKiAlZWV8LojFRHqXM3hKycnRyPQFRcXw9bWVgh0+vr6iI+Ph56eHo4fP/7Mpcx37tzB9u3bcf36dahUKiiVSvzwww9wcnKCl5cXPD094eXlhQkTJnRbEyIfHx9MnDgR+/btA/Bk/92IESOwfPlyrF+/vt37VSoVzMzMsG/fPgQHBwN4Et6qq6uRkpLSpXMnIq3EQ7qJqG8rLS3FjBkzsGHDBsybNw+Ojo7w9fVFTk4OJkyY0NPTIwBKpRJisRgLFy7U2I/XnqKiIhgbGwuvn650JCUlISwsTKMiEhgY2GZFhDqXSCSCsbEx/P394e/vD+BJoKuurkZOTg4yMzPx2WefQSaTYcyYMVAqldi6dauw3NLDwwOmpqYQiURQq9X48ssvsXr1atjb2yMxMRGurq4AgKqqKkilUmRnZyMrKwtxcXEQi8X497//3eXP2NDQAKlUivDwcOHagAEDEBAQgKysrOf6jLq6OjQ2NrY4sy49PR3Dhw+HmZkZfvOb3+DDDz/E0KFDO3X+RNQ/sPJGRFrj559/hp+fH/z9/REfHy9cnzFjBlQqFfeQ9ELP0zmzufL24MEDmJqatjrmZSsi1DXUajVOnDiBlStXwsPDA/v374exsbEQwJqPLZDJZHB0dMTYsWMhk8lw9+5dREdHY/Hixe0eW1BfX9+ie2VXKC8vh62tLS5dugRfX1/h+rp165CRkYErV660+xnvvfcevvrqK+Tn5wuNWRITEzF48GA4ODigpKQEGzZsgJGREbKystp9diLq81h5I6K+y9zcHIWFhS2unzlzpgdmQ51NIpGgvr4e48aNQ1RUFCZPngygcyoi1DXmz5+PtLQ0xMbGIigoSNirFhgYiMDAQABPAl5lZSWys7ORnp6O4uJi5Ofnw8bG5rn+je4Ibp0hOjoaiYmJSE9P1+ioOXfuXOHv48ePh7u7O5ycnJCeno7p06f3xFSJSIux/y4REfUoa2trxMfH4+TJkzh58iRGjBgBf39/5OTkAHhysLNKpYKlpaXGfZaWlpDL5T0xZfp/S5YsQUFBAebOndtmkxGRSAQrKyvMnDkTu3fvRlFR0XMHt+5kYWEBHR0dVFZWalyvrKzU2HvZmt27dyM6Ohrnzp2Du7v7M8c6OjrCwsJCOBqEiKgjWHkjIqIe5eLiAhcXF+G1n58fSkpK8Je//AWfffZZD86M2tNaoxltpaenB09PT6SlpQnLfJuampCWloZly5a1ed/OnTuxdetWfPXVV/Dy8mr33/nxxx9RVVUlHJNARNQRrLwREVGv4+3tLVQmXqYiQtQRYWFh+OSTT3D06FEUFBTg3XffhVKpxIIFCwAAwcHBGst3d+zYgY0bN+Lw4cMYOXIk5HI55HI5FAoFAEChUGDt2rW4fPkySktLkZaWhlmzZmHUqFHCslIioo5geCMiol4nNzdXqEw8XRFp1lwRebqxBNHLCgoKwu7duxEZGQmJRILc3FykpqYKS3ZlMhkqKiqE8QcOHEBDQwPmzJkDa2tr4Wv37t0AAB0dHVy/fh2///3vMXr0aCxatAienp64cOGC1uzlI6Lehd0miYioUykUCqFq5uHhgb1792LatGkwNzeHnZ0dwsPDUVZWhmPHjgEAYmJi4ODgADc3Nzx69Aiffvop4uLicO7cOaGhQ1JSEkJCQnDw4EF4e3sjJiYGJ06cQGFhYYu9cERERFqC3SaJiKhnZWdna+yFCgsLAwCEhIQgISEBFRUVkMlkwvsNDQ1YvXo1ysrKMHjwYLi7u+Obb77R+IygoCDcu3cPkZGRkMvlkEgkGhURIiKi/oCVNyIiojZkZmZi165dkEqlqKioaPfMutDQUBw9erTFdVdXV+Tn5wMAoqKisHnzZo33XVxcWj0Gg4iI+rQOV964542IiKgNSqUSYrEY+/fvf67xsbGxqKioEL7u3r0Lc3Nz/PGPf9QY5+bmpjHu4sWLXTF9IiLqY7hskoiIqA2vvfYaXnvtteceb2JiAhMTE+F1SkoKHjx4IHQrbKarq8tOmURE1GGsvBEREXWRQ4cOISAgAPb29hrXi4uLYWNjA0dHR8yfP19jDyAREVFbGN6IiIi6QHl5Oc6ePYvFixdrXPfx8UFCQgJSU1Nx4MAB3LlzB7/61a9QW1vbQzMlIiJtwWWTREREXeDo0aMwNTVt0eDk6WWY7u7u8PHxgb29PU6cOIFFixZ19zSJiEiLsPJGRETUydRqNQ4fPow//elP0NPTe+ZYU1NTjB49Wjgbj4iIqC0Mb0RERJ0sIyMDt27deq5KmkKhQElJCaytrbthZtpn//79GDlyJPT19eHj44Nvv/32meOTk5MxZswY6OvrY/z48fjyyy813ler1YiMjIS1tTUMDAwQEBCA4uLirnwEIqJOw/BGRETUBoVCgdzcXOTm5gIA7ty5g9zcXKHBSHh4OIKDg1vcd+jQIfj4+GDcuHEt3luzZg0yMjJQWlqKS5cu4Q9/+AN0dHQwb968rn0YLZSUlISwsDBs2rQJOTk5EIvFCAwMxE8//dTq+EuXLmHevHlYtGgRrl69itmzZ2P27NnIy8sTxuzcuRN//etfER8fjytXrsDQ0BCBgYF49OhRdz0WEdEL4yHdREREbUhPT8e0adNaXA8JCUFCQgJCQ0NRWlqK9PR04b2amhpYW1sjNjYWS5YsaXHv3LlzkZmZiaqqKgwbNgxTpkzB1q1b4eTk1JWPopV8fHwwceJE7Nu3DwDQ1NSEESNGYPny5Vi/fn2L8UFBQVAqlTh9+rRwbdKkSZBIJIiPj4darYaNjQ1Wr16NNWvWAHjy/2VpaYmEhATMnTu3ex6MiOiJDh/SzYYlREREbfD398ezfsmZkJDQ4pqJiQnq6uravCcxMbEzptbnNTQ0QCqVIjw8XLg2YMAABAQEICsrq9V7srKyEBYWpnEtMDAQKSkpAJ5UTuVyOQICAoT3TUxM4OPjg6ysLIY3Iur1uGySiIioH9i+fTsmTpyIIUOGYPjw4Zg9ezaKiorava+n9pDdv38fKpUKlpaWGtctLS0hl8tbvUculz9zfPOfHflMIqLehOGNiIioH8jIyMDSpUtx+fJlfP3112hsbMRvf/tbKJXKNu/hHjIiot6F4Y2IiKgfSE1NRWhoKNzc3CAWi5GQkACZTAapVNrmPbGxsfjd736HtWvXYuzYsdiyZQsmTJgg7EFTq9WIiYlBREQEZs2aBXd3dxw7dgzl5eXCUsUXZWFhAR0dHVRWVmpcr6yshJWVVav3WFlZPXN8858d+Uwiot6E4Y2IiKgfqqmpAQCYm5u3OSYrK0tjfxjwZA9Z856z9vaQvQw9PT14enoiLS1NuNbU1IS0tDT4+vq2eo+vr6/GeAD4+uuvhfEODg6wsrLSGPPw4UNcuXKlzc8kIupN2LCEiIion2lqasKqVaswefLkVo8zaNbTe8jCwsIQEhICLy8veHt7IyYmBkqlEgsWLAAABAcHw9bWFtu3bwcArFy5ElOnTsWePXswY8YMJCYmIjs7Gx9//DEAQCQSYdWqVfjwww/h7OwMBwcHbNy4ETY2Npg9e/ZLz5eIqKsxvBEREfUzS5cuRV5eHi5evNjTU3mmoKAg3Lt3D5GRkZDL5ZBIJEhNTRXCokwmw4AB/11E5Ofnh88//xwRERHYsGEDnJ2dkZKSohFQ161bB6VSibfffhvV1dWYMmUKUlNToa+v3+3PR0TUUTznjYiIqB9ZtmwZvvjiC2RmZsLBweGZY+3s7BAWFoZVq1YJ1zZt2oSUlBRcu3YNt2/fhpOTE65evQqJRCKMmTp1KiQSCWJjY7vsOYiI+oAOn/PGPW9ERET9gFqtxrJly3Dq1CmcP3++3eAGcA8ZEVFvoxMVFfWi977wjURERNS9li5dir///e/4xz/+ARsbGygUCigUCujo6GDgwIEAnuwh+/bbb4UGJLa2toiIiIChoSHMzc2xb98+JCUl4dChQxg+fDhEIhFUKhW2bdsGV1dXNDQ0YMWKFairq0NcXBx0dbk7g4joGTZ39AYumyQiIuoHRKLWV+ccOXIEoaGhAAB/f3+MHDkSCQkJwvvJycmIiIhAaWkpnJ2dsXPnTrz++uvC+2q1Gps2bcLHH38s7CH76KOPMHr06K58HCKivqDDyyYZ3oiIiIiIiLof97wRERERERH1RQxvREREREREWoDhjYiIiIiISAswvBEREREREWmBl+nh2+ENdkRERERERPRiWHkjIiIiIiLSAgxvREREREREWoDhjYiIiIiISAswvBEREREREWkBhjciIiIiIiItwPBGRERERESkBRjeiIiIiIiItADDGxERERERkRZgeCMiIiIiItICDG9ERERERERagOGNiIiIiIhICzC8ERERERERaYH/A0kvyIRBVO6ZAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "from devito import Operator\n", "\n", "# Reset our initial condition in both buffers.\n", "# This is required to avoid 0s propagating into\n", "# our solution, which has a background value of 1.\n", "init_smooth(field=u.data[0], dx=dx, dy=dy)\n", "init_smooth(field=u.data[1], dx=dx, dy=dy)\n", "\n", "# Apply boundary conditions\n", "u.data[:, 0, :] = 1.\n", "u.data[:, -1, :] = 1.\n", "u.data[:, :, 0] = 1.\n", "u.data[:, :, -1] = 1.\n", " \n", "# Create an Operator that updates the forward stencil\n", "# point in the interior subdomain only.\n", "op = Operator(Eq(u.forward, stencil, subdomain=grid.interior))\n", "\n", "# Apply the operator for a number of timesteps\n", "op(time=nt, dt=dt)\n", "\n", "plot_field(u.data[0, :, :])\n", "\n", "# Some small sanity checks for the testing framework\n", "assert (u.data[0, 45:55, 45:55] > 1.8).all()\n", "assert np.allclose(u.data[0], u_ref, rtol=3.e-2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Again, this looks just like the result from NumPy. Since this example is just like the one before, the low-level treatment of boundaries is also unchanged." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Operator `Kernel` run in 0.00 s\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "\n", "# Reset our data field and ICs in both buffers\n", "init_smooth(field=u.data[0], dx=dx, dy=dy)\n", "init_smooth(field=u.data[1], dx=dx, dy=dy)\n", "\n", "# For defining BCs, we generally to explicitly set rows/columns\n", "# in our field using an expression. We can use Devito's \"indexed\" \n", "# notation to do this:\n", "x, y = grid.dimensions\n", "t = grid.stepping_dim\n", "bc_left = Eq(u[t + 1, 0, y], 1.)\n", "bc_right = Eq(u[t + 1, nx-1, y], 1.)\n", "bc_top = Eq(u[t + 1, x, ny-1], 1.)\n", "bc_bottom = Eq(u[t + 1, x, 0], 1.)\n", "\n", "# Now combine the BC expressions with the stencil to form operator.\n", "expressions = [Eq(u.forward, stencil, subdomain=grid.interior)]\n", "expressions += [bc_left, bc_right, bc_top, bc_bottom]\n", "op = Operator(expressions=expressions, dle=None, dse=None) # <-- Turn off performance optimisations\n", "op(time=nt, dt=dt)\n", "\n", "plot_field(u.data[0, :, :])\n", "\n", "# Some small sanity checks for the testing framework\n", "assert (u.data[0, 45:55, 45:55] > 1.8).all()\n", "assert np.allclose(u.data[0], u_ref, rtol=3.e-2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The C code of the Kernel is also still the same." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "#define _POSIX_C_SOURCE 200809L\n", "#include \"stdlib.h\"\n", "#include \"math.h\"\n", "#include \"sys/time.h\"\n", "\n", "struct profiler\n", "{\n", " double section0;\n", " double section1;\n", " double section2;\n", "} ;\n", "\n", "\n", "int Kernel(const float dt, const float h_x, const float h_y, float *restrict u_vec, const int time_M, const int time_m, struct profiler* timers, const int x_M, const int x_m, const int x_size, const int xi_ltkn, const int xi_rtkn, const int y_M, const int y_m, const int y_size, const int yi_ltkn, const int yi_rtkn)\n", "{\n", " float (*restrict u)[x_size + 1 + 1][y_size + 1 + 1] __attribute__((aligned(64))) = (float (*)[x_size + 1 + 1][y_size + 1 + 1]) u_vec;\n", " for (int time = time_m, t0 = (time)%(2), t1 = (time + 1)%(2); time <= time_M; time += 1, t0 = (time)%(2), t1 = (time + 1)%(2))\n", " {\n", " struct timeval start_section0, end_section0;\n", " gettimeofday(&start_section0, NULL);\n", " for (int xi = x_m + xi_ltkn; xi <= x_M - xi_rtkn; xi += 1)\n", " {\n", " for (int yi = y_m + yi_ltkn; yi <= y_M - yi_rtkn; yi += 1)\n", " {\n", " u[t1][xi + 1][yi + 1] = 1.0F*dt*u[t0][xi + 1][yi]/h_y - 1.0F*dt*u[t0][xi + 1][yi + 1]/h_y + 1.0F*dt*u[t0][xi][yi + 1]/h_x - 1.0F*dt*u[t0][xi + 1][yi + 1]/h_x + u[t0][xi + 1][yi + 1];\n", " }\n", " }\n", " gettimeofday(&end_section0, NULL);\n", " timers->section0 += (double)(end_section0.tv_sec-start_section0.tv_sec)+(double)(end_section0.tv_usec-start_section0.tv_usec)/1000000;\n", " struct timeval start_section1, end_section1;\n", " gettimeofday(&start_section1, NULL);\n", " for (int y = y_m; y <= y_M; y += 1)\n", " {\n", " u[t1][1][y + 1] = 1.00000000000000F;\n", " u[t1][81][y + 1] = 1.00000000000000F;\n", " }\n", " gettimeofday(&end_section1, NULL);\n", " timers->section1 += (double)(end_section1.tv_sec-start_section1.tv_sec)+(double)(end_section1.tv_usec-start_section1.tv_usec)/1000000;\n", " struct timeval start_section2, end_section2;\n", " gettimeofday(&start_section2, NULL);\n", " for (int x = x_m; x <= x_M; x += 1)\n", " {\n", " u[t1][x + 1][81] = 1.00000000000000F;\n", " u[t1][x + 1][1] = 1.00000000000000F;\n", " }\n", " gettimeofday(&end_section2, NULL);\n", " timers->section2 += (double)(end_section2.tv_sec-start_section2.tv_sec)+(double)(end_section2.tv_usec-start_section2.tv_usec)/1000000;\n", " }\n", " return 0;\n", "}\n", "\n" ] } ], "source": [ "print(op.ccode)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.0" }, "widgets": { "state": {}, "version": "1.1.2" } }, "nbformat": 4, "nbformat_minor": 1 }