commit 995ede23501069d4f7031b3d2b731e779d19246b Author: Gerardo Marx@MacPro-Ubuntu Date: Fri Apr 30 19:46:32 2021 -0500 Initial Commit diff --git a/Diff-Circle.avi b/Diff-Circle.avi new file mode 100644 index 0000000..a3633f8 Binary files /dev/null and b/Diff-Circle.avi differ diff --git a/Readme.md b/Readme.md new file mode 100644 index 0000000..0e8cd75 --- /dev/null +++ b/Readme.md @@ -0,0 +1,81 @@ + + +```python +from fenics import * +from dolfin import * +import mshr +import matplotlib.pyplot as plt +import numpy as np +``` + + +```python +T = 60*60*5 #final step +num_steps = 50 +dt = T/num_steps #step size +``` + + +```python +#2 Create mesh and define function space +domain = mshr.Circle(Point(0.,0.),1.0,60) +mesh = mshr.generate_mesh(domain, 25) +V = FunctionSpace(mesh, 'Lagrange', 1) #Lagrange are triangular elements +plot(mesh) +plt.show() +``` + + +![png](output_2_0.png) + + + +```python +#3 Defining boundary conditions (Dirichlet) +D = 1.4E-7 #cm^2/s +u_D = Constant(0.1) + +def Dirichlet_boundary(x, on_boundary): + return on_boundary + +bc = DirichletBC(V, Constant(1), Dirichlet_boundary) +``` + + +```python +#Defining initial values and variational problem +u_n = interpolate(u_D,V) + +u = TrialFunction(V) +v = TestFunction(V) +f = Constant(0) + +F = u*v*dx+D*dt*dot(grad(u), grad(v))*dx-(u_n+dt*f)*v*dx +a, L = lhs(F), rhs(F) +``` + + +```python +#Resolution on time steps +u = Function(V) +t = 0 + +vtkfile = File('sol/solution.pvd') +for n in range(num_steps): + #update current time + t += dt + u_D.t = t + #compute solution + solve(a==L, u, bc) + #vtkfile << (u,t) + plot(u) + plt.show() + #update previous solution + u_n.assign(u) +``` + + +![png](output_5_0.png) + + +![png](output_5_48.png) diff --git a/ficks.ipynb b/ficks.ipynb new file mode 100644 index 0000000..652143e --- /dev/null +++ b/ficks.ipynb @@ -0,0 +1,741 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "from fenics import *\n", + "from dolfin import *\n", + "import mshr\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "T = 60*60*5 #final step\n", + "num_steps = 50\n", + "dt = T/num_steps #step size" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#2 Create mesh and define function space\n", + "domain = mshr.Circle(Point(0.,0.),1.0,60)\n", + "mesh = mshr.generate_mesh(domain, 25)\n", + "V = FunctionSpace(mesh, 'Lagrange', 1) #Lagrange are triangular elements\n", + "plot(mesh)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "#3 Defining boundary conditions (Dirichlet)\n", + "D = 1.4E-7 #cm^2/s\n", + "u_D = Constant(0.1)\n", + "\n", + "def Dirichlet_boundary(x, on_boundary):\n", + " return on_boundary \n", + "\n", + "bc = DirichletBC(V, Constant(1), Dirichlet_boundary)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "#Defining initial values and variational problem\n", + "u_n = interpolate(u_D,V)\n", + "\n", + "u = TrialFunction(V)\n", + "v = TestFunction(V)\n", + "f = Constant(0)\n", + "\n", + "F = u*v*dx+D*dt*dot(grad(u), grad(v))*dx-(u_n+dt*f)*v*dx\n", + "a, L = lhs(F), rhs(F)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAARUAAAD8CAYAAABZ0jAcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJztvX2MJOd93/l5qrqqunu656VnZ7m7JJfcXVMvlHUhraUcn4OcI0uyEhwkJ7Fl2biLFcjQ+S6+A85IYBkGksA538k5IEqCy8UWbMV2krNk65Acg9gnyZbkxLBkkYRJk1weX3aXS3J3Z3c4PW8901399twf9dLVNV3d9dovs/UFBjPdXfXU0zVV3/q9fH+/R0gpyZEjR460oMx6Ajly5DhZyEklR44cqSInlRw5cqSKnFRy5MiRKnJSyZEjR6rISSVHjhypIhVSEUJ8QQhxVwjxQsDnQgjxz4UQrwkh/lwI8T2ez35SCPGq/fOTacwnR44cs0NalspvAB8Z8/lfBR6xfz4N/EsAIUQN+AfA9wLvB/6BEGItpTnlyJFjBkiFVKSU/wmoj9nkY8BvSQvfBlaFEGeBHwK+JqWsSyl3gK8xnpxy5Mgx5yhM6Tj3A296Xr9lvxf0/jEIIT6NZeWwtLT0vne9613ZzDRHKPQ7z2c2tqK9N7Oxc4TDM88887aUciPOvtMilcSQUn4e+DzA5cuX5dNPPz3jGZ18NG9fGPPpOfevvb7p/l3vC/fv3b5xbK9VZbBtTRmUiKwo3m23A49aOnt9zJxypAUhxI24+06LVG4CD3peP2C/dxP4Ad/735zSnHJ4MI5A9vom9b5gt2+w3atQ71WGPt/tld2/d7pL7HVL1vud0rGxVrWm+/dKocla4XD4c/WImtpgXW24BFRTpEs6o+aZE818YVqk8iTwM0KIL2IFZfeklLeFEF8B/ldPcPbDwM9PaU73NEbdnKPIY7dXdolit1Oi0Smy3zFY1gYWx35nYGU02gb1hkUynY468tia1qNkdChpHfe9im6Nt6yZVLQWq1pziHRW1SOAIcJxyMb/XXKSmS1SIRUhxG9jWRynhBBvYWV0NAAp5a8Avwf8NeA14Aj42/ZndSHEPwKesof6RSnluIBvjpgYRyJXO+sugbzeOjVEHo22QbOj0TQ1Oh2VrllAdhSE1qdgdAHomp7LqFFAaSsobVBMceyYAB1DYupQ1/tIo+++74zpJR2HbGBAOMAQ6ayqRzyib3Kx0MpJZg4gFrH1QR5TCYdRRHK923YtkWvt0+x0l7jRrNHoFLl1uEyzo7HfKA7Iw1SGSEKxjYu+Zv82rOvHIRCtAUob9Aao5vFrq2cIejr0dOjr3vetMfuGpK9D3yYcofWH9veSDuASz7nyHg+V6qwVDnmidG3IkvEiJ5hwEEI8I6W8HGffhQnU5ggHP5Hs9U2udYtDJOK4MreOVtg6rLhWSKehI0yFQkOh2BCopkUQqvNjSgotiyi6RWEThEUm3s/1/R6q2Ruah9IavO4XVXqGSq+ouPt7x7MIx9rGIa8BDNfS6esW4Uijz9XKKb6tPcz52g6vr5xyrZiL+l3XXbpQ0IfOT04w2SAnlRMC783iEMmr7TNcNzeGSMTrzjQbBrKjoB4UKBwISh1QTcva0A+GCcIhhX5RPUYQDpRWD8UcxEn6xoARvO8rZufYhdc3tGNk4xCNHw4R9XTVtnZUOhUNsyp5uWGwtV4ZsmAcV+mCsRXoJuUEkx5yUllg+K2S6902VzvrXGtf4tmDB4dIZJRLU2hDoSHQDgbuirHfR2310fbaQ0Tgh2J2UJod2Nk7/mHRgFIRpdmhX9Ks7SZAqR8MXpSK9EuaSzSj0DOs93tFS79pLis01wXmgUG9UXBdpzcqa66rtLHUcN2kC8YWTxRvcKGgD53LnFySIyeVBUOQe/NU8yKvt07x1tEatw6XqTfKriXiuDS6HRPxujVei0Tba1PYPQo1D6XZgaYVNJVHTfrNFkqpaH141ESUS/Z2Pq2Ksw24+7tome5vcbOJChTscSga7v79koZiW0GqaVk35VYfY1/hqKHSagxcp46hu67StrHM1copXlk7zbmlczxbPs/Dxbe5qN/lkradu0cpISeVBYL3gv+ztnDdmxvNmhsf2W8U6W4Xh0hEOxjERYw9Kw6htiVqq49q9ijstYYthTEIqutQvGSBRTTAEMGMRMsceunu53ktyiVru6IBzZY7h75LLJZ7pu2BvqfS3NADYzTdSoGb20VuVtZ4oXKGWuWIc0v7vGf5lusePa5bcaPceomHnFQWAOPI5JXd09zZqdJp6G5sZKlhxUUcEvETCAxbGmPhu+n9n/lJwI9jhDJivEljOJ8LOEYsMIjXON+psFcdcp28cRpzRaFdUelUVToVnZuVJW5W1ri6vs7GUoNHVzZ5demN3DVKgJxU5hijyOTZw/O8dbTGfsdg67BCfbuCUtcxDgRG3YqNlLd6Q3GRUAQSQB7Sb2mMIxkbYy0TJpPIuP28YVsFBvGaZsslOVHftdwmO7bjjc/o+xbRtJdVl2DMmkq9UWB/vUijbbDbKXG9tDEy7pITy2TkpDKH8JLJ9W6bp1oPuWRydXd9KOiqbRcwtgVaA8pbfUpbbfRNjyszikzGEIP/hh9FEEGkMIlMom436nhDJGcTyag5uQRku2X+oLO+b7mA5S04aqgcdlTa7TI3zQL1RplbtRVulGvHyCW3WiYjJ5U5wigyuW5u8OL+Oa7urlPfrkCjcCxeUtq2sjbFOy0KtwMEySEsDD+Cbn7nfdctiUgScefhHM8hjFAWzwhXyRuLAWzXsMChKTDbOs1KgZcbBm9U1nJyiYGcVOYAQWTijZl0t4vo2+oxxaqTuTHuHh4PtqZIJIm2LfoyQDHm5T2ePGqOtaj85ONgVBwGrJtANYuAgdYQdCoq5rqSk0tM5KQyYzgX5V7f5CtHDw+RiZMWLmzqLG0LivXRgddAvYiNMC5NanAIZBxx+EnG2T7MvkyevyiXhogFXwZJGeES6vUDVlo1WvcVMZeVWOSSE4uFnFRmBH8Q9qsHT/Di/rkhjYlS19HtAGz1phUvgYFydRSZjHMJIpPJqJvfgffGH7Vd0RgmirjHTcGq8f5mzPkptEwquysUV8sTyeWViqV1ub68wfvK1/lg6SC3WmzkpDIDOBefNwj7na2HhlLDui+bU7wzeLqOy+h4n9L+98ci6s0fZvuwY44jn5DWSxD833sc6TpWTWGnFEgunYqKWdW5qS9xZ73KrbVlbqzWqK++nLtENnJSmSKOWyeX3SDs9uYy2naBkkc2b+wNsjn90rHKukCEskjiWBBZIQpBxSQXB34LZhTGkUvPELQrgr6uYjbKvNXQrWzR0QrX1wdWC9y7KeicVKaAUYHYb+6+cygIW9pUKW5bsnljv4++17HiJbfetuIA9v5uLY0nnRoJ80QmceAllwRu0qjArh9+cimXNLorRdormiWkqyscNjTMA8starQNbqzWuFZ9kw8tvXTPWi05qWQML6H8QbPKM0cXeHH/HC/cOcPRTgltu0D1tqC0LSnf7Q7qb7xiLhgEGeNOZNHJxA//93FiOEHbjCGdUC7jzh5K00BvdlBaZTorliBONQXNA6uQ8WZjg/oZS+Py+sopPrB8hSeMt92K6HuFWHJSyRD+zI7XOunfLlOqC4rbUL3ZQ9/rDFoHeAgFfDJ1B2GezCeNSMJiXOA4AF63aFQcxs0etUz3plFNlfaKRqEl0BsKrYaK2ajy8hmr/cJup3Qs1nIvEEtOKhlhOBj7MM8enueV3dPc3FxDv2FQquNaJ05BnBuADaipGUqPTsK9SCiTvnOIuEyowO7OHoVmi36titLq0VnRUdsSY09w1FBoNaz2C8/Zm+9Wy0Pu0EknlrR61H4E+GeACvyalPKzvs8/B/wV+2UZOC2lXLU/6wHOIjJvSCk/msacZgV/MPap5rt59uBBl1AKm7qbIvY2QPJmdIKUqkOiroxVrBMxztWYd0ywWhyMVey2TJS6VZ2tmB26K0W3x4vaVuhrKtvGMs8BjY5VKvBE6RqP6/LEx1kSk4oQQgX+BfAhrMXAnhJCPCmlvOJsI6X8nz3b/4/A454hmlLKx5LOYx4QFD9xJPaFTZ3SbeFqTpwOakMpYvtiH0UaY4kki5s6SvBzkm4l7rhZkVUMq2Xk/nYZgNPfRd8Hfb9HT9cAjW2WaZoa+x2DnfUltsvXT3ycJQ1L5f3Aa1LKawD2MhwfA64EbP/jWN32TxS88ZOnzFM8c3SBb21f4I36mhuQdQhl6c3mgEjgWGFcqiK1uEiSuh21b9yUcFwBXViEtFqO7QND+ymelL/S6lG9qWAZ7hpNU+FqR3WzQyc9zpIGqYxauvR7R20ohHgIuAB83fN2UQjxNNAFPiul/PcpzGmqGBU/ubJ3hqt3TtHdLmJsqxh2DKW0NZzdgeHCvLkglCyQBkllabVEDXz7tnceEM7Domx2gCqgovgqoBudIru18pA7dJKIZdqB2k8AX5ZSelutPySlvCmEuAh8XQjxvJTyqn9H71rK58+fn85sQ8AhFH/8xMnwFO0Mj9uW4PrWsUBs7PhIkptsEWMiQTd+GnMfRyyTCiLt125NUctE2bGCh2priaODgpt2bq4X+LPO/a47RPX5E0csaZBK0JKmo/AJ4O9435BS3rR/XxNCfBMr3nKMVPxrKSeedQoYJpSL/HH9ETd+otSt+EmxPpDZF27Xx8ZMIiFNQgl6b1EQtXgxLIIKH31wsnJ+KLfeplQ/QNurYewX3f65zXaZl80zNNoGe90S28tX3Nqhk0AsaZDKU8AjQogLWGTyCeAn/BsJId4FrAHf8ry3BhxJKU0hxCng+4F/nMKcModDKH/QrPL1/Ue5sndmKH5i2FXF1Tc7VluCW29Hj5fMS6wkpdYFgeOlOXbQeGnVKo2waILEc/KoiSgaFHaPKAJqS8fYU1HaCs22zk3W+I679ckhlsSkIqXsCiF+BvgKVmTqC1LKF4UQvwg8LaV80t70E8AX5fCSiO8GflUI0cdqd/FZb9ZoXuEnFKcY0B8/Kd/tUrqxCzt70VoozguZQLIq4zguVgoVyiORZlwmArHQMq3lSswOqqlS2uoBOqDQROetzjrNjhPkPRnEkkpMRUr5e1jrJXvf+/u+1/9wxH5/Arw3jTlMC6MI5ebmGkpdPx4/2TwY2+ckM6RxM467+YLiD6Ok80nnkIXlkiGxeOE0kxJ2eYWTdi5ttVHbGmpb5ci00s5/xHfZey0+seSK2ggIIhT9hnGsTYE3fjJzKyUq0mxrkBRhAqizSlNPOL5rvdjWSmH3yK02L7Z6YDlFOHqWk0IsOamExDhCKW/6rJMxDZnnDvNAYnHgnXcciyZr/YsHjrUCgxUA+iWN4h0rzgIDodwf8V3sdkqw/szCEktOKiEwilDeenMd45ZGedMqCCzeaQ36nsYllDQu8pNYaOgnjaCCQZi7LNaQteKBU21u3O2wyhJqW0PpWMTi1AwtKrHkpDIBYQkFji8F6sfUZfbTHD9rpCBQO4YpWSvH1k1yrBbbYtH22lQBx2Kpm6sLTSw5qYxBZAsFRlYYp97K0YuTaJkEIUnLy6DzNIlYsiAer7zf/q2aKtU3wSIWlTqLSyw5qQTAK2z7+v6j/NGt72J7c3mIUMpvWG0Dh2p4PEiNTJKY9ElviDRVrLNU8caNuzi/J2XDgvYdN7ZnCVfF0KyF5rd6WMFbq8r5Fa3D17VHWVe/szDK25xURsBby/PVg8vHCGX1asfSn7g7DOTZgQK3uDfQPBJK0GdRb64olc1pIIhYnBs8zXhMRCvJ0bEAlLegp6v0NY2b2hpXdJOvFt7L6srTC1GEmJNKAPb6Jl87fJSv3X4X25vLlG5oLN22UsbaXnuwYZgK45NGKOP2SZLmhdm5alnGX8adE6duCOtmVAzNcoWwicXQuWqcAmCtcMiPVa/MfduEnFR8cKyUrxw9zB/XH+Hm5hrGLQ3twOpur+91rCrjEUiNUGZJJkmR9Gk/xVTv1DHOUmIQX1FMq7VoVS8BCod6mTe0Nf5Ye4RV9YiPV25PbcpxkJOKB97A7Dd338kLd86g1HVX2Ka2pdVYadSi534kLWSL2+MjDaTZDyXJ8aPWCMWs3Yk0r6wIz+5/qzQNd1H5pTehWyzT1wWH+hIvcIaKZl17H6/cnltrJScVG97A7DNHF3hl9zRHOyUqdqd7Y7+P2uoHWilDmKbadNrIqjZnFEbdxJNiNFmfkyRuWpjz5WmjoJSKVN9U6RlWq8omSzxn3A9ATW3MbUYoJxV8TZaa7+Zb2xdct6dYZ2gdnqH1drJ8ak3CNI8ddKxx1ktagc8slLKTpP9hb/4kKW5njAnQNw9YtXbGm2pe1ZpzmxHKScWGE5j94/ojXL1zynV7ylu9wcJe9YPhCyGLKtpJmCWRBWEc6URJI09TDRslRTwuezNprCRotqyaob0W5S1Lv+Kkmr+jPcRKoelmhOYJsdemOinwBmafPXiQF+6csVYMtPvJFu+0RhPKtFA0hn/ShO3HT+V7hZl/Ft8xDUyak/c8RjmXYb5r07r2indaGHt9tANQD6y2lDeaNZ5qPWRt5mm6Pmvc05aKN47y7OF5ntu6n+bmEsVNlaXbvn6yWSLLNolhjjMOabQviLPPnNXwZDanUeOOcK0Ku0foKzr6ioJ5IGg2DF7ZPQ3MX3zlniYVsNyerx48wXe2HrIEbtuqpUe527UqjqMi6k0UN4uR9BjzjjAtDxxM6/tNk+z8xNJsYdw9pFes0qqpdOtW5ziAZ0oXuKTNjxt0z5KK1+15cf8cNzfX0LYLdhuDHsbdw2gDTluPkvYxRmV1Zu2KhKlO9r7vldWP2z7NOWUJf2VzHfSVIku3FUBg2i0pv6Vf4IKxxYU5STPfkzEVv9vj6FGsOIpV0+NWHKepSQkT5M1abxLmmPMU23DmMU+kHeX/nWbMqmWibx5QfdO03PPbgsKmzhv1Nb65+07+rG2ttj3r+Mo9a6ns9U2ealqVx44exQnMHsO4iyIqoaQxVphxpqEh8R4vS8wLwXkx7hzHES6G3afZQt/EbpVgWMK4yhKvVE7z1dJ7ubj2FCvKbM9XKpaKEOIjQoiXhRCvCSE+M+LzTwohtoQQz9o/P+X57CeFEK/aPz+ZxnzGwS/Dv7NTdfUopa328SVI0yKBtBDmyee/4Uf9eD+PM4dRc5pWJikIQQWNYX6yRsxjDLXR8Hy/wl7LtVj0bZWbm2u8uH+Orxw9DMzWWpnKWso2viSl/BnfvjWsJVAvAxJ4xt53J+m8RmGU29O/XaZkL6VR2GsN2hhMQlpWxaSxsqoDyrLIcZYlBnERx/KagkXodI4bVVemtHqU73ZpVzW6VZ0XKmd4oLzDI/rmTEVxaVgq7lrKUso24KylHAY/BHxNSlm3ieRrwEdSmFMgLLfnIlf2znC0U0KvWzL8UZXHTjf0Y4jqUwchy9hFFuNmdQMtYnYqbYzRIh1rSdm0Hn6K2UHba6MfSPS64GinxHe2HuKrB+9lrz+7c5oGqYxaS/n+Edv9TSHEnwshviyEcFY0DLsvQohPCyGeFkI8vbW1FXmSjpXylHmKZw8e5I36GupBwao+3u8fd3uSIol1EnaMoHHTIpRpughpjZ+mdRbmu2chThwx1jhiKd/tUtwGbdsjijOtdgmzcIOmlf35D8DDUsr/Assa+c2oA0gpPy+lvCylvLyxsRFrEnt9k2vt09w6WqHZMCgcCPQG6HvHCSWwaXUaZDAP5n4QZhkbmVQsGBajbnTv77AK2ThI8387iVhsONZKoWFZK6/snuaZowtc77aZBdIglYlrKUspt6WUzpn4NeB9YfdNA6OslKHanjEit8RrHvuRJaEkHTvJjTvuJ+ocggKpcW/2UXOIMq+khYMOUiBq93psmROtlauddWD61koapOKupSyE0LGWN33Su4EQ4qzn5UeBl+y/vwJ8WAixZq+r/GH7vdQRZKWorX7gPscIZZqS9TAXYNgbN2mwd5SOJc4YabtlaSCruFZaxDJJ8GdjnqyVaa2l/D8JIT4KdIE68El737oQ4h9hERPAL0op60nn5IXfStk6rECjgNYA1bQDtCMEbrEslKxjMUniBVGqhUdtk2a8wIsk52xEjUxs+FW5WSIDxa9idjD2+2gHKu2DAnd2qtxYrXG1vM6FwnTrgqaylrKU8ueBnw/Y9wvAF9KYRxD2+ib13lkanSL7jSJKW0FpQ6Elh5fXGIc0LoBxN8G04zD+C3tWGZggbUlYJBHhBblFo3Q4k/YLGn9SnCjJ/9XuEOfIINRWH7WtorShaxa4dbTCtepp9oy3pyqIO9Ey/SEr5fA8tw6X6ZoFlDaobdD3ewNdyqyFW+OQ5MILI5SbRlFjFKQRj8kSUWNPWcEpI7F/VLOH2oZCQyA7Co22weutU1MXxJ14mb4VS7nElb0z3NmpQqNAoSFQ26CaPdjZmzxIWunfOBdYliK1NI+XFeJaUmlYMFlaGWHHiVAKoLR6qKZENQXCVLizU+U7WP1WnijemFoV84m1VEZlfLrbRfRtleK2lfVRWr3pTWgaN2vSJ3Wac5yW1RclRRxVdzNp7DmzbN24SgOKmyrd7SJ3dqq8dbQ21WZOJ9pSud5tDzWxNrZVO41sd3S7HSImnMaNFneMrI+dVVGgv3hyGucwjkWThrWRZrB4FCbEZbx6KqV+QNHQ6NlLe4BKiyJXK+s8Wz4/NWvlRJKKw8ZXO+vcaNaoN8qoBwWMOpS27Y5uYQglLJI+seLGNJIWO2aR4g7ad1puVVRyCTO3rIPZCc6PK4gDZH2XArBEDRgQS71S4crSGZ5aemgqPVdOrPuz1zeHrBSnxidSR7espPST9p8GoURBlBs0Qgwg1H5xEUWAF/bY/hT7tDJnEf+fhd0jlt5sUt6yetoqdZ2twwrXzY2p6FZOLKlc6xZ5cf+ca6U4NT6RO7olRRY+edB+WQi5srxh/GSS5bHSio9Mk0z8xw1AkKaqtNWmtC0pHAj2G9b9MA2V7YkjFTdA27zIrcPlISuleGdEa4Ms07XTRBbuRVztzCQtTlyLJgqCArLjyCWuPmYSwlhNaWUP7XGcpVMLLYnWgO52kVuHy1xrnw4/75g4caQCVoD29dYp6o0y2nbByvbc7Q4643sVtOOe+uOQFaHMW0o3LPw3TdBNlLXIL0pmJ2j/MEhTGRxljIB5D1krzcHDU21LlDYobYV6o8zrrVOZu0AnilS8AVqnX4qxLSzfcs93IudZ7DYOaQrVglKtUc5NVrUzs0RcYgmLNGrIAsbwVjErZgd9r4PaBqUNnY7KW0drmbtAJ4pUYBCg3TqsWLGUhq2c9crxkz4ts3oqZSWOS0Iao46XBZEEWTWTJPPjtg1zzCDEOT/TVtr6xhhlrSitHvqBRDGFJd0/XOaZowuZNnE6caRyrVvkRrPGfqNoVSIfyONWyjjMyu0Jg1keO0simVT/4yfCUZ8lmUMQwpQ4RN1n0nZpEmOz5QriyptQ2NS5ubnGt7YvuE2cssCJIRXHlHu1fYZbRyt0t4toDSvj48fINpFZ3TRhP8uKzMJYZeO+e9rnJS1LZx7c1zQCvlmiVKRvaKitPuWtvrukx9ZhhWeOrPslCxfoxJAKWAHaZw/PW02Y7Epkp1+Kv7Nb6s2X/JiW5D2JKzeK2PxajDBISlxh5jYrxD2/Sf4vKWWh+iWNflGlV7Ruc70Bxragvl3hRrOWWcD2RJHK1c46u50SnY7qViKrZm9ye4NpWijzgklkE5VQ5uXpnAWyzPRlZe3YbRFg8GBVTSsTRKPAK7unM6sHOhGk4pyUeq9Co1O02huYViXyqKLBTK2URRKfpY20NSZpIawllSam8WAZ8b3ca9uWTViVyz3UtqTQkugNKDQUmh2N62a8Xs+TcGJqf/b6JtfNDW4dLiM7ihVP2etP30oJi7RumqwyRnGRtM5nXJFjWE1RUAA1SY3PNOuXEkIeNRGA0vRYK4YKKJa1YloK271uievddupFhifCUgEr67PXLbmyfMv9kYAnnpI10opBpH28LDEpc5PmuH5lapCFkYYOZJpIoncZsa9bZOhpjK2aPdRWf6CwNQtDmpU0Ma1lT39WCHHFXvfnD4UQD3k+63mWQ33Sv+8kOK7Pdq/CW0drdDrq8aU3HGRR/OdgHi/EeciQREVarkgcNa9//ySIqgnKgpxb5pBexXGDnLjKrcNl6r0KkG5cZVrLnv4ZcFlKeSSE+O+Bfwz8mP1ZU0r5WNJ5XGufZr9j0GnolDqW61PY80jyk4rN4sr5w46TNtKab5Lje4+VVm1LVBSN7CwnSPf/OWquzusY58ZxgygVUcwO/aKK2uqjN9ShuMpe+fVUe9hOZdlTKeU3pJRH9stvY63vkxqud9vsdJfYOqwgTAXtwK55qNstDux/TOACYZMQREhpEUrUceJqWtK0bsI8haOqd7OyrPzkFnZeYc5XFJc3LLGmQK5+dS0MkhbGXp9Cw4qr3GjWuNYtjhoiNqa57KmDTwG/73ldtJcz/bYQ4oeDdhq37Olu3+BGs0bT1Cg0FKup9Z6noTUJCGXRkJRQvH+PempOw6WapsuWhgUVJwUf9ZgxXG8vsXjDAGpboh3YlctHK2zbLlBamGqgVgjx3wCXgf/d8/ZDUsrLwE8A/1QIcWnUvqOWPfWqaBudIs2GgWJa0nyl1UsnBpJWjc4s3ZGohOJ/P0siCSPTH4ckMYtJx4ormZ8USI6LuNezvZ8TsAXc1PLWYcVth5BWXGUqy54CCCE+CPwC8FHPEqhIKW/av68B3wQej3Lwvb7Jbq88lEr2r+czVSslSj3INOqMkhBK2PEnSfzHfZ4E4+qDxs0nyXEmIc3znaZb7NWttPq23MJygV5vnUq1wHBay54+DvwqFqHc9by/JoQw7L9PAd8PeAO8E1HvC15vnaLZ0RCm4qaSHXMvMaHEvQgnXeRZxkWibBuXUEZJ+sdJ/MOkgqPOLYlEPklmKCrSzOzE2c8OAPsblHlTy2nGVRKTipSyCzjLnr4E/I6z7Km91ClY7k4F+F1f6vjdwNNCiOeAbwCf9WWNJmK3b7BvAySNAAAgAElEQVTbKdE0NZS2FU9RW/3JS5lGCUamjawslKj7ZfXd0hTkecsARhF1kqzMOJILysKkiSyur3FWoV217E8t73cMXm2fSW0K01r29IMB+/0J8N44x/TqUxqdoqtPcRcJm5U+Y1IKMwmhzFoLkyC9mQhRXEr/Nlmrh2E252PcMf3XYMD2qt0Rbuuwwm6vDJBKp/2Fl+nXexX2OwZds0CxYxdNeep9xtb5ZHXRpaWNSIpx3y9OAHoaN+i8YJxmxI8sySuta8kzR6XVQzVU9AMrXNA0NXa6S+z1zVT0Kgst03eCtI22gexYX8UN0s6DhN2PLK2Uebspo8D7xI8TnIzixkQde9aIM/+gfezK5X5RBax7pdAQdDqqVeLSF3FnOYSFtlTqfcFOdwkAYSqo5nCQdqGQldszKv6QVpo8DcR9ysdVQ0d16cadM/840zqHCc5X39CG3lZNaJkFdjsldvsGIBNPb6EtFYC9bolmxwrSana9T7+kTd4RpnsjxT1W2P3ipnWjHCMK0tCPpLmPA++8/HGHrI6Z5rgpzsMpuJUdhUanmJoIbqEtFacpk7cfrQunSc0s3IK0sjBxLrgwmZEkx/AjzBM86vHGpWCTzjfJ/t59g4LHaab8M7h2/a1AlLblCu13DLu4MOTqnWOw0KRS71W4dbRCp6FTsUVvYJl4mblA82bizioDERdx5ztLMgkab9rxmhTc4OOuiaXvarQHYydV1i6k+9PvPA/gBmkd0Zu+P8j6eF2gmStq40jE4xw3K6Vm0NhJ5j4tCzKKoncadU2jjjsKKc5j3PXvpJUBN62cFAtJKmBlfna6S248xYHSsnrSTrRUpml6Bt2QSd2erGqbgj5P+4bLSlA2rTEWxTr0wtO4SWn1UO3e183OIK2cFAtLKvW+YK870KA4J8cllKw6589L6nYa8xhHhuMIMY4kf1ZIosiNi6hxqLD7xTiu0wy7aWqppZUXllSs9Jd1MrzwE8pIZB2cDIOwJnkWCCvqSjPuMYubNyzmbW4Zu8v9kkbfsJbv8GpVBmnlZFhYUvFCsa0Up6w7MdIMwM3bkzorjcq8fMesU/dx95th6hjsuErRGFq6o2eoqG2JakKnoafWW2WhSWW3M8KtmdTgel4ufpi+7D1taX5U9yZoW3+xYFDxYBxE2X9cKjspplGg6MD3PUa5/46qFqyHsjAtKqjfy6TiMGqnY50cd42f0pgS7ilH3WMhrSDhqM+9N3VYMkjLNUqCaWVlxh1/Fkj7HLfMY60lYZAB8qaVk2BhScULxRSophxi31iYRdR/3JM7zlhhyCJpZmhWmpG4N/esHxRBmOL3ca2Vlnls2Y6eDn39+JrjcbHQpOKuRtjxCN/CSvTjIotUdJxAYZTjxHEn0k6pT1LWxok9RT0HYRBk4WUxbpYYdzzPsh3OOssO0tCqLCypOC0PnOrkUEh6o0xbVp3VhRg3pQnRrJxJJDbKsoqaQZrlTR31/x11/mk9VEbNwW7YBNDXQRp9KrrJqno0ZudwWFhS8UK1z2/PUI9VYUZCWtXA09w3bUxDUBcHYa2FaRF7VlqSKSKrUpaFJRW/RL9bTKcXxNQxTxdhUkJJQyUcddswx446zrQxR7GiuXF/Qix7agghvmR//qdCiIc9n/28/f7LQogfinJcR6LvqGnheBVmapi2+TxPqe8wyNJCSCoUjGthxYl1TbtQMCqcufuypP6iwiRITCqeZU//KvAo8ONCiEd9m30K2JFSfhfwOeCX7X0fxeq+/x7gI8D/aY8XGn3dil4XWhLV7CU36ab1D05yYSYVsE1bzTvJdQmyMtIQDk7DZQubdYv6f0srixcRSet/prLsqf36N+2/vwz8oBBC2O9/UUppSimvA6/Z44VCSRsEmtT2cG/aqWIetByzxKwsrrTcnSg3e1hrJgxmcX1MOKbTSTEJprXsqbuNvaTHHrAecl9geNnTt7ct8qjoJtLo0zOgp9sxFUdRu6g3dJh5L8p3m/U8p52tm+axUji3jvxCaU/YMCIWJlDrXfb01Lrqpr6EZol2ukVhxVPGKWrDIK1/ftY3VFR5/Ki/08A8BZqjIMui0HnHmHtkrXCYePhpLXvqbiOEKAArwHbIfUMjUTrZQdR6ljQL9JIE+cJoQpLMYVKrg3GYBfEsmlsSBRnPL+kyHWm0k3SXPcUihE9gLbbuxZPATwLfAn4E+LqUUtorFf5fQoh/ApwDHgG+E/bAy5p1sfa9XOK4P2k9iZxxnN+jlKDTRlwi836fcfv4twsD71j+c+b920uCQfv7kTYpTTMGlvaxogbkQ5y7vh5vKkFITCpSyq4Qwln2VAW+4Cx7CjwtpXwS+HXgXwshXgPqWMSDvd3vYK2f3AX+jpQyUrS1YHQBg54xWqcij5rHlztNUkgXdv84yGJsP4lEsVhGVdZGifmErZSOMva4480LJt3IsxQRgvXgtV0gtdVHaauuojYNTGvZ0xbwowH7/hLwS1GPWVMb7t99QwIisKDwGLEkQdILOIxEfl5IK47F4j1W1OP45zfpKT/Jipx0vKiYZhwmLbfa/10959gbLnB0KmnI9Be6m35FG/RO6QWYcLHJJM6FF3Rxxxln3p6+DsLMLYnJn+QpH5Vcpo2kFkrK369fVDMpKFxoUgHQtB6O3K1nJGx9MAlhg5iLmhHJEmGEXGm5DfOKtB4WUcglwAXt16qAJcXwdtS/pwsK173uj99KSVKFOy8IW7AWN7WcFZLMbxxm/R3TumbCjJN1zKVo0De0oYdwmv1UFtpSWdUG65kMuT/jAoUO0nQxgp6yYeID4zBqjklrS+JIxZMGbJNi0SyUJLGoKGPEdUPtIG2vqNAtCvfeSStQu7CWioOSMabWZ570E179SxQtTBoXZ5hjRK3ynaRbiUoEceIwi0Y2DsKe56y+X7PlJjWcrKk0LEvFmwCJi4UnlZGIc5MkRZJ0aFouwiSEOR+jztusbt55IY0419Gs5x5izk5pixM+cHRfSbGwpLKqWCfAv+4PpWK4oGAWN3LS8dJ6umeBUXPLMs6Q1M0bd6w0VdBxMM0YUwCc4tueDj3DKnepaK2hWGVcLGxMpaZIVgrj10j2riGb6iqFYZFG3GZSximKNN/x0+PGnJLEV8YdZ1qYhwB9lHOVsUZIbdt9nTVLRLqqNblYaAEJCSvR3jPEimKwVjg8FlPplzTXWpkJkSTVqGQN7/ziWGtJLZZR0v00ME/xs1FI0zJOqaShp1tB2m5Vomk9VgrNxHU/sKCkomjvBayceknrpJoOc5HmRZhFfCfNIG/UC35UsDnoO3rjW17rKo3zEVW1m9ZYYcZLiowVv50VHXNFwaxBv9bmfG0nlQplWFBScVBTG25PlbSLokYiadR+FtLwaTyhR5FL1oHyuMHTacVOsvruKc6/XbGslFLF5Fx5j4v6XQBKZ68nGnehSWVdbbCsmQjNatTUXk5JUTsp1hAGaRJL1GNE3WbeEMeqmKblM6+uVtjroVQ8Js9f1ZqpBGlhwUllVTGpaC0KRpe+BuaKcqyniiiX0o+tZPkUTjPLMk1CieM++F2oSZbEpPOexf8lrfT6rGM6AejrfTcu6WRUk2KhSaWmSB4q1dG0Ht2qpKdbvuJE+IOFWZnss7ZW0hCzpYlxqfxpPv2zlsEnRZKCzHGwrRSnjaQTMihpHVYKTWqKTDa+jYVNKcMgA1SrHPFWtUSnotFeVjFKGkqzNXkAiB/wXBS3IknKN2m6OM3iuayPNw1XMs3SkITo6YKeMViZMK0gLSw4qYCVATq3tM9NbY1OxXKBlgxtsgk2jX9w3CdO1NqRSdtHqWoN2nfS/lmcy7i1L1H/t2nOfc4eQG4vId8cnMX3nB7Pq+pRKulkWGD3x4lQ19QGFa1FqWLSNzwuUBhlbRJkXQkdN807aU5JTOt5EqolcZfiBmSn8f2zOoZnXKtCWbiit2XNdGt+kmZ+YIFJxcElbZuHSnVKRoduxVpYrFdUBiK4LDGNmpA42yetQ0prLnExSSUcxtJzxhkVP5tXZDk3zznrF1V6utUxUdN6qcnzHSQiFSFETQjxNSHEq/bvtRHbPCaE+JYQ4kUhxJ8LIX7M89lvCCGuCyGetX8eizqHmiJZKxyysdRAGn06VctfdLNAadVZxLEcRmEeLuqkVkBWmHTTJ4kNZVmnNM/jjkDPsElFt6r8HyrVbXl+OkhqqXwG+EMp5SPAH9qv/TgC/paU0lna9J8KIVY9n/89KeVj9s+zUSewolh9NZc1E63Spq9Z/mK/qA5J9ucKcS7yeVN8poVJWbekxZ/+1PWoeqaoyDptnfE4vaJCX4detcvGUoO1wmFq8RRITire5Ux/E/hh/wZSyleklK/af98C7gIbCY8LDPy/R/RNKloLTevRNyTtql3SbWjj3aCkN3YYMzyJ7mLUMaNg3PHTLkOIsm3WRBLGEstKXRt1zGlarqUi3dWym/kRWp9lzUxNSesgKancJ6W8bf+9Cdw3bmMhxPsBHbjqefuXbLfoc0KIwP+Id9nTra2toc9WFdONq/R1p5xbtayVSQuMTStlGWcO/vdnLYIbpemZVM8TVQOURto2DYQR2i0KbH1Kd7Xs6ricIG1Fa3FJ2071cBNJRQjxB0KIF0b8DC3CLqWUQKB6RghxFvjXwN+WUjoVgD8PvAt4AqgBPxe0v3fZ042NYUPnQkG3Kpa1Dr1ql75uSfYzbYSddmYmS0wzzZlESLgoLlvWCFIbj8OIc+2mkz2E4rSQBKtp/KqWnujNwUSdipTyg0GfCSHuCCHOSilv26RxN2C7ZeA/Ar8gpfy2Z2zHyjGFEP8K+LuRZu+BX6/SLQr0feuzfklDaUbUfmSBpPoT74U1R0KqxDgp3yMOwlwTKZ6fni5oVwV9Q1IxOjxcfDvVeAokd3+c5Uyxf/8//g2EEDrw74DfklJ+2ffZWfu3wIrHvBB1Av64iqNXceIqoRDHBYqbUYibIvYTSpQ5xLkog/YZF/SMOn7cMeYhNZymS5kGxv2/fOjp0K302VhqpB5PgeSk8lngQ0KIV4EP2q8RQlwWQvyavc3Hgb8MfHJE6vjfCiGeB54HTgH/S9yJXCy0hvQqnUrEquW4JvusL+6wc4hzA/v3CarZCStxTztAmkbMadT/fB7+pylgVCFttygwa1BYb3GuvJd6PAUSyvSllNvAD454/2ngp+y//w3wbwL2/0CS43vh1AFtLDWoVyp0KirmikJpS0Uxx3TcTwNRZPBJ4xvjgrpR/O4o7lPUupioWbJRCDu/JLoW//kIiwV215rrgvZ6j1rFeginHU+BE6CohYHpdlG/y7nyHqWKSbcqaVegvaKhNDMmFQd5cNJClADjKHjdu6DPZoFpBNwzGN+pSm4vq3SqQKXLpdVtLhhbqcdT4ISQigNHsl+rHNGrdulUwVxW6K5GWB82jX9qHN3GqPeCrJpFIaK0hWWzsiamec7juN/jrpVS0dJrFVWONhS6FavT2wPlHZ4o3gDSjafACahS9uJCQeeCscW5pXPcqVTpVgq0q4LOik7h9uT9Z4qoblHUTNK4faK4b1kiLcskDTc0zjmZRuo+yvmwe6f0iyrtFY1OBTrrXe6rHPFw8W0uFLLpwXpiLBVvFuiB8g7LlZYbsO0VlXSLC6dx82V1jHGVt2EVvlm5IEkyY2kHgaOMNc5SSBsR4mD9kkZ3pUh7RaOnCzoV0Cpt3rF6N5Osj4MTZamAlQV6uPg2V5bOUK9U7OIpQXe1TKHZyi6FF3bcKesSxiKskvekIS0CyLK4MIVrwFmEvacLzBWFblWyagdonzDeJun6PkE4caSyohhc1O8eW8KxX1Tp16oodWZ/04y6YKaZyo7jOkXBuJoe/+ejCvz8n8+qTinJOEk1PEnhW4S9XRkUEGYVoHVwYtwfGJhy63bjJgfdoqC9YpmCmfdYWRQkdRXiWDlRXSdvBilLd3CasaQ0SG2cXsjzfay+KZaCtlO1XJ9z5T0e0TeBbFwfOIGWCsDjutUQu7beYH9Tt9W1CqChtMoUAHlz090+lW77/idqFBM2SHwVp+I1Tlxi1Bz8n4/bZtJnUZBEdxJ17DjnNwyCxvWmypNYYBH36+nQrg1cnzSWNh2HE2WpwIB931e+zsZSg856l05l8HlnRae7WkbUVkcPMGvXKCwmXbhBn40jD7++JC4phoEzfpICxGkgytzSOGdRBHsT0DPUoVUIN5YavK98PVPXB04gqTi4pG3z6Mom5bUm5rqkZwh6uqceqFTMfq3lMBdA0thImPhMXLdjEtIggmm5H3GslHkkuSD45tpdLXN0usDhWSwF7XqDR1c2XVl+Vq4PnGBSuVDQeWzpDc7Xduisd2nVrNhKr6gMusLZF5Y8ag7vnHZgMGszN4hY0n76J60dGjdO2jVBSS2gLJTRk7ZJw0opWXHDflGlXRV0K5LCeotLq9s8tvRGZtoUL04kqTgs/ETxxjFrxQ9nBcNAYsnaPE/L3J3WEz/McZLMJYm8H6ZvXcyDwtmZg52E6Jc0W5ti9aFdrrR4oLyTeYDWwYkkFQd+a+XwrLOIkt0RztO/dqQrFFVuHxcp+tGBY6V98QcJzpI+jcNukyUmBYvjCu1SDkIPPQgd9WxJo29omMuK1QTeTiM/XHybx/X0iwdH4cSSyihrpV2THNyvDC9O7SGWY9bKNDHpYo1KLONu9KwsrnGEdhKQRQo+wZijHoROnU/PsFyf8lqTR1c2eaJ0DcjeSoETTCoOvNZKv9bGrMHRhjqIq6SFNK2NoPHijDEuSzTtjEsa5DIuXpLGd8ng5s90XiPQXtFo1aw6n/O1nalaKXBCdSoOSmev07x9gSeKN7i+vkGjbXCzsUGrodLc0KnupbfWycJglD4iS21I2uOMQtT5O2QUoY4mU6Q4fuu+Igf3q5jrs7FS4B6wVMCyVt5Xvs65pX0K6y3MdcnRhsLR+Wq6B0r74ht3Q5wkzMJiSptQZlH2AEPzM08vcbSh0lofWCmPLb0xVSsF7gFScdj5krbNe5Zvcd/aAd1Kn9a65QY1HwoQwQUhycUzL6nqeTpO2u6LF9OO5cyQGNtnqhydLtCqWepZ10rJqGfKOGS+7Km9Xc/Tn/ZJz/sXhBB/KoR4TQjxJbtJdibwWyvtmqRVg6PTBdoXBkt+JA7WhomtpClEixMbiVuRexJIbNKx0x4jqWs5an8nfexoUmpVmhs6h2cFzbMS5eyRa6VMQ5fixzSWPQVoepY2/ajn/V8GPiel/C5gB/hUwvmMhN9auXTf21bQdl3SXBc0N3T65065208lCxTl5omqcA1DNP5sU1iXYNzYUQkhTEnBpPHmObOUMTk6KeTuShFzRaFTseT4960dzMxKgSksexoEe1mODwDOsh2R9o8Dx1p5dGWT+89Y2hUrG6Rgnl5C1FbdNN3U0suLKG5zkEQYmMYNF6dOKc35BO2TFhmGmFPfsIRu7Qp0q1aryHes3uUDy1dmYqXA9JY9LdpLln5bCOEQxzqwK6Xs2q/fAu4POtC4ZU/DwNWtGG/z2NIbnFvat7Qr6z13OY9+rQpFIzmxZHnzT+vJnJXIa9zxJo3nHXec1D/qnJPGyWYcOPcK3WqVIx4q1adS4xOEiSllIcQfAGdGfPQL3hdSSimECAozPySlvCmEuAh83V7rZy/KRKWUnwc+D3D58uXY4ewVxbBSzMsb7HcMrnZUzEYZs65QWilSAJRmEVE0kPXdwdKRUeFP3ToX+bjCNuezMKrUsFWzaSHsMR3EifGME+lNIpS4yEKXksZ4I+Ylj5qI2qr18MOyUlr3Fa1lN2qS9TP7vH/jBh+uPj8zKwWmtOyplPKm/fuaEOKbwOPA/w2sCiEKtrXyAHAzxncIDUe34rhBe90SW4cV6pUirZrVHBisk6KA1R4hS/m9F3GEbScttezHKCJOS0A36ZhpIaybM+rhYsOxmJ11kQeqWdXKYNrBWado0Ekhz8JKgekse7omhDDsv08B3w9csRd0/wbwI+P2Txt+N2hjqQEVq+fK0Yb1j+quWAtaeyX8qSGMUjYtsliEFG3YWqB5KNzzIm1LMSA2FeSC9wyV9rLqKmfvWzvgPcu3Zhac9WIay56+G3haCPEcFol8Vkp5xf7s54CfFUK8hhVj+fWE8wmNFcXgEX2TR1c2hxcfW7aIxZXxj2o/mabEfVywbxLCFPOl7fOn7VJNG9OyUqKMFbDtMUIpGu6SG72iYiUYbOXsO1bv8r7y9Zm6PQ6msezpnwDvDdj/GvD+JHOIA8cNelyXvLr0Bm/dt8ZTDQPzwKC0LVDbFtcqhuUOKc0xrkbYOEgcxImxBLlFacYOotQlpR3/yIqIFogsHbfn6Ax0z7S5VNvhseqbfLB0AMzWSoETXvszDkN1Qcsb3DqzzM3GBocNlULL6mmrmvY6zEHWStDrWTyB/RZLWOskSFyV5PhZIg6xpK11mWZMxoYol+jXqpinlzh4UBvq6PZ969f50NJLwOytFLgHZPqT4ARt37F6l9KZQ8x1ibmiDPddGYVJFcDjMC4dGme8ewFR5fxpuqj+MYMQl1ACMj1e9M+d4uh8ld1LFqG0zvQonTnkL2zcHHJ7Zm2lwD1sqcDAWvlg6YD66svcOlrh/1svcdjQUE3LDVJNK7aiNFOuaHasiShCszh++kklpKDzkXa5Qtqq5whju1KGokHLUyzoEMp337fJY9U33YXB5oFQ4B4nFTjeHmHrsELdXEU7sNygnqGiGBpKqQhhiSVJBew41yWO6T+Pqecs5hMnJZ/2mFEwiVBqq67b7TSxbtWGCeUv1V7lQ0svZd4dPyrueVJxcKGg8+Hq8+ydK/H/mu/msF11A7aOr6qUNJT6wWCnWdyscYnFP8akY3j3SzMmkbY7EgVZzTPtce2CQac1pCNwa561mlifr+1Y6ePStblyexzkpMJwNmh7+Qq7D5T4z51LHB0sDRGLtgfUqijNTnirZd6QhSo2DNHN0lqal7KJsOfAJpTuStFau8eW4fdrbc7axYIfrj4/c5FbEHJSsXEsvnLfCi+bBQ47BoN4tm5lhAxtcOLGpW/jXsyTXJYsU6txkTTGkUWQOsXAaaLxY1g9ToKgV1RcGb63WHBeCQVyUhmCQyw/VH6d3fvKbvtJ1VRRTQGoqG0FHcvPHUss3vfjpmjDuClZu0JRkIU7EjcmlDahZE1QDkqWmruzotMrKhzcrw73SJnDwKwfOamMwIpi8KGll9g5u8STHY3ddg2lLShZhZ/0DBWw+lm4OfksLItJQVvv7yRWkX/MaYyTguI0VcwieOz/Xj5C8Qrc3nnf264eZd4Cs37kpOKDt+jww9XnubFR49umxiFVQFC9KekVFVSz55qooYgla6Sh7I0bH5g3goiCrKq9YwS3+yWNzopOe1mlWxQcngXzXIcHzuy4cZR5DMz6kZPKCHgDt39j/RkanSIvgE0sCtWbfddacaCAlQJstoLjLFm5QWkcJyqi6mycfeYFWbaOiPNwKRWtwGxRsQlF0DrTc9sZzHscxYucVAIwFLjdeA5gmFgAfX94H6XZcf8e2YdlmsTi7JclgsafJ/IYhbRl+1HG9sOjRWmvWCsLOunj0plDt53BvNT1hEFOKmPgEMvHK7fd9xxi6esKK9dHEIv9+/iqzQkRJ/YxLXJJE1laWllaJ2HH9x7Ds/ZxZ0UfIhTl7BHffd8m//XGc/xQ+XXmOTDrR04qExBELE3bYlm6Lai+2fPtZBcgZpFuHrVvFlmiWcAbfE57vvOmKvZgqEiwZhHK4w/cdAll3gOzfuSkEgKBFou+ZMdWDKpvDi5a1w1KW3IfhDDK11lXUU9C2Ll7kbbUfsrnpV/SODpf5eB+K8vTXh9I8P2EsihWCuSkEhp+YqloLZ4z7qfOKqDSM4pU3+xYqltsN2iS6jZt9ySsi5RWu4O0EKX/y7ht0kqPx0HE43XP1jh8sGStlHnGyvKsn9nnL2zc5AdWX15YQoGcVCJhlMXyHLjEAhqrpuUK9Q3NqhVqjskIOZiX2McM+oSkilmob6NibYX2mSoHDxo01wVm7WQRCuSkEhmTicWyWFRzEGfx6li8fTJGZocgnQs8auuDWcVlZh3rmFamp2gMNVlq1cBcl3TPtFlfb5wYQoGEpCKEqAFfAh4GXgc+LqXc8W3zV4DPed56F/AJKeW/F0L8BvBfMViu45NSymeTzGkaCGOxlLcUVEN1a4WsCmcrK+QQSyDBpE0uad24o+IyceMdk/YLM24Yy2rWsntPxfHR+SpHG+pQQPb+tQPesXr3xBAKJLdUnGVPPyuE+Iz9+ue8G0gpvwE8Bi4JvQZ81bPJ35NSfpkFw2RiUSn71zyrVa01hTje2WskwaTljmRR75O1ZTOKDP3jhbHG/Nuk3IpypB7JkzJ22hd0VvShgGxhvcWl+97m0ZVNHlt648QQCiQnlY8BP2D//ZvAN/GRig8/Avy+lPIo4XHnAl5iqakNwCKWbWOZvqbR01XKW3YHOdtqsRYrM2DM6oehFjBLctPOqitcVNGZl1iSKndTltqPXDrDQybd1TKAuz7PwYMarXUrflJea/Ld923ynuVbvK983Ra2nQxCgeSkEnbZUwefAP6J771fEkL8fewF3qWU8ysoGAGv8nb99B/xu9r7+Y72EDe1NfqGTqeisHRb4lzSThc5US4lX685DWvAGSfM+1GRBmnNYYB4yKqsrQ4+8KhjHTJxCgOdvrLrZ/a5tLrNX6q9yhOla670Hk4GocD0lj3FXsHwvcBXPG//PBYZ6VhLmv4c8IsB+38a+DTA+fPnJ017qvDWCq2u/2dWCk2+pV/gjcoahxVLy7J0W8XYEzhd5AoM4iveXqQzCVyOk9tHVYkucuDVi4DvMfJBYLs5gLt6YHtFo6cLtzDQ26j6B1Zf5onijYUoDoyDqSx7auPjwL+TUroFMh4rxxRC/Cvg746ZRyprKf9bfAsAAA5qSURBVGcFb3XzT689xQVji2+W38lzxv2uO9RqKGgNBf2ggLFfpHinTOF23TOIZymQNLuuJUEYYvEef9r9T5LuGxKjyMR5GDhxExi4Oz1dcLShHGtUfZICskFI6v44y55+lsnLlv44lmXiwkNIAvhhLKHqwsIhlhXFcOMsq1rTdYfajQKFhkKhIShuq5jLZapFFX3TKhYb6s8Cs3/qO8i62fa8uTgxz3tnxbI8jk4X3Bqeznr3RGlQwiApqXwW+B0hxKeAG1jWCEKIy8BPSyl/yn79MPAg8Ee+/f+tEGIDyxN4FvjphPOZORxiAaw4i/od1x3aOqyw3yjS2i7SrSgY2wIwqAKFvZZlOhsaitkZ3aMlyMWYx9qeeZvPJHgDwmFJ0daeOL1k28uqa504KeMH1g7c1gUnLSAbhMyXPbVfvw7cP2K7DyQ5/rzCuWDcOMvK06wVDnm9dYore2fYqlSob1fo6zoWn1rE4kekld7CNp9etJs9K0zqqDcGolyie+Gs21DJXFFoV6CvW4K2znp3KMMzz02qs0CuqM0Q3jjLj1Wv8JR+ioeLb/PswYO8op3mjlGlSRmHWMp3uwAord7YcQMRtl7mXieWGO6NKJdcIVt3tczhgyXMFYVWDToV6FYlvWoXrdJ2rZPHlt440QHZIOSkkjG8cZYPlg64rm2zqh6xqjW5op/hKqdcYukZGuWtHqo56Cp3zFpZ1KVB5gUJFLFgZXcOHyxxcL+CWbPIpF9rU6qY1CpHnFva96WL7y1CgZxUpgKvO3ShoFMrv84j+iZfLbwXgDe0NQ71JToVlXZFpbStUL7bHVQ8ezrKAa7PH0okNwon2VoZV4Edo4mSk9lxsjrtZZWD+xU3CFtea1KrHPGO1bs8VKpzwdi6J4Kx45CTyhThtVoe1yVUn2etcMiz5QetNgqVCt2qTqcqaFc1ylsqpS3V/Scpzc4g7VwqIpLoWtImlnkgqgRxklHd2LyaE4CeLlxCcQoBL61u80B5x+fq3LuEAjmpTB3+IO7FwhUu6tZT7ltLlmDuqFqiWynQqSiYK0WMPZ3SVhvF1kI4cIoUhxCVZEaRQRRpvPd4syKWpC0PPEQCDFkmvaJCTxduMNYhlPvP7PCO1bvWOjyla1wstO5p68SLnFRmBH+s5ZL2tGu1vFI5TX2tTGO9hLldwNi2yKW81UNt9QEGrRWcZVjBirfEsV6SPOGTYpZaHE+8xC9eA9ylMtpVMVQIeP/IQGxOKA5yUpkh/LGWT69c5c9K13iqetHKEFVOc6dS5bBSHIq3FFrSLVIcirtEVeRmtYDWOGtlHgR9PuvEa5kArnXi1Zz0a21qtrszXAh47wViJyEnlTmAVzDndYmuVU/z7OqDvLJ2mjvrVQ62i5g1FaMu0Bu4tURO9TP4yMW5wWdRjZyw3ULYILRfPj9URxU0pwDrxOvqeJso+cnkCePtoWbUOaEMIyeVOYHXanFcoj3jbS7qd3mmdIEXl85xtbJOvVKhve7I/RW0AwW9oWHs6ej7PbS9NoXdo2GrJQKxBFVOR84yxSCRUe95jzuuqnvi/Gz1q5dIAJdMzGWFdlXQWoduZZDZuVTb4fvWr/vIJHd1xiEnlTnDKHJ5wniKp8qneGb5Ai+unuPq7jr7jSLNhk77oIB5II4VK6qt/oBgnFgLTGx67V2vyHsTO3/HSmEHjBln+8Djj3K5nBUjbcGa1yIBhqwSR8DmaE4u1aylRj+wfCUnk4jISWVOMYlcbjRr3DpaceuJGg0d9aBA4UCgNVS0huqphrYEc4rZAbsg4Jj2xT1w0RXYCRjSxEzC2P67hCMUZ79xVcGjFjZ3Mjcw/N0c68S7RjFwzCrRKm1WK62hFPFAb5KTSRQIKeeui8BEXL58WT799NOznsZU4cRcAPb6Jte6RV5tn+HZw/O8dbTGrcNl6o0yzYYBnmpo7QD0BpS3rGyRN3uktHooZsd1CcAhHt+NWdJQ6gfRO6ERYFl4rKZjROQEUe0VCI5ZSAGE4gRbvSUOXsvEXFboGYJ2hWNK2PO1Hc6V93is+iYX9btc0rZdaT3cm2QihHhGSnk5zr65pbIg8Fsuj+uSx/XbPFG8wdXlda61T/N669Qxgmk1CujbVuZIb4BqDmePvCUBo+DGIM7WrOrpZgd29o5tFyamYX2R4tDbQ42qPHEPZ3kTsbZCv6QhRlhWI3UlvhhJT7cK/ToV6BuSbqVPYb3lWiXvWb7FBWOLR/RNTxe2PKOTBDmpLBi8F7qTir5QsIK610pFXl06w/XljSH3yAnu6tsqWkOgtIWHYFTUtnUzqa0+PUNFNXtDgUwHQysDNDuT1zMKUKkCQ+0dHDfLIZR+UbWsDtttcWIg7jxsa8sbGwFcTUmnMkwiVLoUjC6a1uOSzyrxZ3L85zhHdOSkssAIsl6uF29wtbzOtaptvayucXV3neYZjUOfe6SaAq0B+oGkoAuXYOD4TQsWAel7Kr3TS9Y7Zo/CXmtAMu7kRqtUj38Jjb5Rc196SaS3obtKVgC17WxlE55thQD0DOhrw9XCmtbjPrvIr6K13Nocb+VwHi9JHzmpnAAEWS+UDri+9BJPLT3Ebq085B41O5qbQVIPCihtUEwFrQFKW0VtWzexalok0zMsYlFNydFGkZ59T+oHBQobOmpbuhknL/wWT6+ouBZRr1h0+7j64cQ/OlUrmOpHX4e+blks0ugjtD4Fo8tqpcXGUoNz5T1WtSYPF620/Lra8Ejpc/cmS+SkcsLgtV4Ai2DstYmuL73E7prBq+0zXDctF6nRKboxmE5H5dAsIDsKwlRQ2gpKG9uiAaUN/ZpwXQvFFLTWLWtHaYPeUOFByzJxyAig0BomhaMNjZ5uWRqdUd2pbHgzM34YWo+S0aGkWbGWc0v7PFDeYaXQdGMkq4o5FHDNrZLpICeVEwr/jeNYMGC5SFRuc73b5mrHCvLudJdcktnvGDTaBs2ORtPU6HRUWh6ycWIUbR8BNT33vmIOrA+l41g5w25KX+8jjb67ndD6yI7i/l0wuqzblseyZrLfMVjWTCpai1XNygqtFJqsFQ7drE1NkZ4Yyb2dwZkVclK5R+B3kYAhN2mvb1JfEVztrFPvVdjtldnpLrHXLbHbKQ2RTUU33ZvcSz4OOh0Vhyq65vFLrGB0MbQetcpgTbmKPhzwXdas104sZK1wCMCqekRNbbCuNlhVzJxE5hBJ11L+UeAfAu8G3m/3ph213UeAf4YVYfs1KeVn7fcvAF8E1oFngP9WSnnc1s2RKkZZMSuKwYqCRTIcuJ/t9U3qfcFu32C7V3EJZ1U9GiIeL3Y7g9eNznAKGXAtjZXCQKPikIaD8eThICeReURSS+UF4G8Avxq0gRBCBf4F8CHgLeApIcSTUsorwC8Dn5NSflEI8SvAp4B/mXBOOSJi1A3pWDMO2YDEIhuLcPb6A8ui3h+4Orv9wY2/3auMPN66vUTsqmKNUVOGYy7jyCNovjnmB0m76b8EYC3bE4j3A69JKa/Z234R+JgQ4iXgA8BP2Nv9JpbVk5PKHGDcjetYNg5WhmQkXoI4YDz0wE9y4lhcTCOmcj/wpuf1W8D3Yrk8u1LKruf9Y8t4OPAue4q1ouFCLzwWgFPA27OeREaI+N3GPqjmCSf1f/bOuDsmWktZSjluRcJU4V32VAjxdNy6hHnGSf1ecHK/20n+XnH3TbSWckjcxFqd0MED9nvbwKoQomBbK877OXLkWGBEWgQvJp4CHhFCXBBC6MAngCelVR79DeBH7O0mrcWcI0eOBUAiUhFC/HUhxFvA9wH/UQjxFfv9c0KI3wOwrZCfAb4CvAT8jpTyRXuInwN+VgjxGlaM5ddDHvrzSeY9xzip3wtO7nfLv5cPC9lPJUeOHPOLabg/OXLkuIeQk0qOHDlSxUKQihDiR4UQLwoh+kKIwPSdEOIjQoiXhRCvCSE+M805xoEQoiaE+JoQ4lX791rAdj0hxLP2z5PTnmdYTDr/QghDCPEl+/M/FUI8PP1ZxkOI7/ZJIcSW5//0U7OYZxQIIb4ghLgbpPkSFv65/Z3/XAjxPaEGllLO/Q9WbdE7gW8ClwO2UYGrwEUsqeZzwKOznvuE7/WPgc/Yf38G+OWA7RqznmuI7zLx/AP/A/Ar9t+fAL4063mn+N0+Cfwfs55rxO/1l4HvAV4I+PyvAb+PpUT8i8Cfhhl3ISwVKeVLUsqXJ2zmlgNIqyjxi8DHsp9dInwMqzwB+/cPz3AuSRHm/Hu/75eBHxQTajzmBIt4bU2ElPI/Af7VuL34GPBb0sK3sXRlZyeNuxCkEhKjygECZf9zgvuklLftvzeB+wK2KwohnhZCfFsIMa/EE+b8u9tIS2qwhyUlmHeEvbb+pu0mfFkI8eCIzxcNse6puemnMi/lAGlj3PfyvpBSSiFEUH7/ISnlTSHEReDrQojnpZRX055rjkT4D8BvSylNIcR/h2WRfWDGc5oJ5oZUZHblADPFuO8lhLgjhDgrpbxtm5V3A8a4af++JoT4JvA4lo8/Twhz/p1t3hJCFIAVrHKNecfE7yal9H6PX8OKly06Yt1TJ8n9GVkOMOM5TcKTWOUJEFCmIIRYE0IY9t+ngO8HrkxthuER5vx7v++PAF+XdkRwzjHxu/liDR/FUo8vOp4E/padBfqLwJ7HXQ/GrCPQIaPUfx3LnzOBO8BX7PfPAb/ni1a/gvUU/4VZzzvE91oH/hB4FfgDoGa/fxmrQx7Afwk8j5VxeB741KznPeb7HDv/wC8CH7X/LgK/C7wGfAe4OOs5p/jd/jfgRfv/9A3gXbOec4jv9NvAbaBj31+fAn4a+Gn7c4HVYO2qfe2NzLz6f3KZfo4cOVLFSXJ/cuTIMQfISSVHjhypIieVHDlypIqcVHLkyJEqclLJkSNHqshJJUeOHKkiJ5UcOXKkiv8fPFM9Qlk34x4AAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAARUAAAD8CAYAAABZ0jAcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJztvXmMJOl53vn7IjIiMrMyK6squ3p6eo6e7vFQ5FBcz2h6KGtl2DLFy8aClNc6KGFt0qCg1a61C6xgQyQE2Ia82qW8wBI21muJkGRJtiFK5sLeMSwtSYmiDUGkpmegGc1BzNHd0zN911TWlZWZkde3f8RRkVF5xJ2Z1fEAharKjPjii8yIJ97jed9PSCnJkSNHjqSgzHsCOXLkOFnISSVHjhyJIieVHDlyJIqcVHLkyJEoclLJkSNHoshJJUeOHIkiEVIRQvy6EOKuEOLlCe8LIcQ/F0K8KYT4cyHE93je+7QQ4g3759NJzCdHjhzzQ1KWym8AH5/y/l8HHrN/fgr4lwBCiA3gHwHfC3wQ+EdCiPWE5pQjR445IBFSkVL+F6AxZZNPAr8lLXwbWBNC3A98DPi6lLIhpdwBvs50csqRI8eCo5DRcR4A3vH8f91+bdLrxyCE+CksK4eVlZWn3vve96Yz0xyBMOy9lNrYivaB1MbOEQzPP//8u1LKzSj7ZkUqsSGl/BLwJYCLFy/K5557bs4zOvlo3zo/5d2z7l97Q9P9uzEU7t+7Q+PYXmvK0bYbylGJSE3xbrs98ail+69OmVOOpCCEuBZ136xI5QbwkOf/B+3XbgA/4Hv9mxnNKYcH0whkb2jSGAp2hwbbgwqNQeXYNruDMgA7/RX2+qWj13ulke3WtDYAtYL1e71wePSe2gJgQ21SV5suAW0o0iWdcfPMiWaxkBWpPAP8jBDiy1hB2T0p5S0hxFeB/80TnP0o8PmM5nRPY9zNOY48dgdllyh2eyWavSL7PYNVzRzZd79n3fTNrkG7p9E2NQB6PdXdRtMG7t8lo0dJ6wFQ0Y/GWtVMKlqHNa1NrdB2SWcc4Thk4z+XnGTmi0RIRQjx21gWxykhxHWsjI4GIKX8ZeD3gL8BvAm0gL9rv9cQQvwT4JI91C9IKacFfHNExDQSudyruwTyVufUCHl4ScIhiL5ZoGD0R8bqm9alJHsK6kEBpXt8Dj3791CHtj5EGkP3PaENKRh9NG1AybC2LGk9l3AcEnMIB3BJ54J+l7ra5EKhk5PMAkAsY+uDPKYSDOOI5Gq/61oiV7qn2emvcK294ZLI1mGFtqnRbhrInoIwrQSh0lVQuqCYAqUHQw2Gxui147ynHYDatX7GYaBbP0MdBnYoxRlvqMPQQzhCs357ScwhHsfSObuyT0XrcK7UYL1wyNOlKyOWjBc5wQSDEOJ5KeXFKPsuTaA2RzD4iWRvaHKlX3TdmavmpuvK3GzVaHYNGs0yvZ5qWRvNAkpXQT+wCEI1QekekYRqWkQyMAQgGOhHx1K7YOwNUbsStTMcmYdqHrk+A0NlUFQY6FZQt18UDAzBQBc22agMDMsqGmrOXoZLYqZt6QBIY8gNbZ2C0efFygNsrjR5q3aKWqHNeWNrxF06X9BHPp+cYNJBTionBN6bxSGSN7pnxpKI153pNXXXXdFNgdYErXmcILykAKB0BgyLRzc/WMRR2OswNCwmGBZVd1v/vtoeKKZlaQwNzR3LIRuHaLxwSMj6W2WoA6gMDBhqBrvVMo2NClv1CiWtx9mVsyPxmfPGFo/pt8e6STnBJIecVJYYfqvkar/L5V6dK91HeatziuutdW4errok4nVpHHem1BSo5iiR6PsDVHNwjAy8UMwehd0WtDvH3ysVARiWtGPvHdu23UNp90ZeG5Y0l2j8cEhsULTcMq+1064LzAODRrOANIbcqVRHXKWKfp6z5T3OlRo8Vb7Ko9o25wv6yGeZk0t85KSyZJjk3jhWySv7Z7l5uEqjWT5GIpNcGi+RFPaOk8QsyMbuyP+ibKWRlbYdzygVLfKxyeb4SY0eU9nZG5V6Fw13X4eo/NaN2pUY+9BqqnSa1uv9SmHEVaLS5+3KOq9XTvPKylkeLO/wSPFdLuh3XYLJrZf4yEllieC94K/2u1zqnOOqucm19gY3WzW2DivsN4uuS+MnEb1pxUQKHTni1iidgWV1TDywfdP7SaHdgY55bHPZsrIz2L8dkpkI3xjSv5/nfQWLWBzXCY7iNUpngL6n0t7U6RcF3aplxTiu0sBQ6VV0blRWuFFZ5+XKGTYqLd6zdpdzpYbrHj2pW7Gb3HqJhpxUlgBeMvmzruCN7hl2B2VeOHiI13dPu1YJzQKFpkKpKdAORknE69Iops/lGOPCjGAMcczCWCKZMo5LRBPe80ZXxhWsOSRT2G1R2NMmxmm6VUGvotKrqJhVnevVEnd2qm6Q9/vqV3nD2OLp4rXcNYqInFQWGOPI5IXDh7neWnfTv43tCjQL6NsqRsMiEn9cJDCJzCKPaVaJjZlWyZh9gkC22tbYzhxKxdF4jHNOHRNxo02hXIL12kh8ZmCoGPsWJZmrik0wGr2KRqNeZL9uWWLXyhtcLW1yfgy55MQyGzmpLCDGuTkOmVzerY8EXbXtAoWmoLgN+oGkfLePcddSoUa1Rrw3/TiSiEIKXgQhnnFw3SL/Gx1zxGVyx293jlk1qjmwyAUw9q1Ab2tTQempdLtlXjPPsFWvcHOlNpZccqtlNnJSWSBMipm8sn+Wy7t19ptF+ttFlK5CoQsFO3NTbEB5a4C+10O/feAb1EcmM6yRWYTivB7FQokK//Ecd2jaHLwuk0Msitlz090OuagdrPhSV0U1BWZXp9Fco1GpHCMXb8YoJ5fJyEllAeAnk8u9Os+3znOtvcHru6e5s1Olv12k0FRY2RbHxGiOdaI0DsYfIERMJCg5RCKRohEpPuM9nkMkgUnNPp7iyT455OKkzLU9UDs6qllA6Qp6VZV+RTlOLu2NY+nonFyOIyeVOcO5KPeGJl9tPTKSzXm7sU67aaA0dIqNIxfH2B8ez9xMyMQ4OJZRyRpFY/S3FxFIz42xTME4d8khF782prDbQjWrGPsa5qpCuz6bXPxuUU4sFnJSmRP8QdhL7cfHZnOcAGxp27JIALS97lHwdVZaNw2Mszj8ZOF9fxyRTBt73Bg+zCIUL/n4U9yTxtDbHQobVfRacSa5vK6d5uzKWa6ubvLR6ks8qcvcarGRk8oc4Fx83iDsq3tnRiwT/cCSzDvxkuKdznGF6QzrxIvAFkpQApi1nUM8UQnF/39Mt8mBPzYzglYbpWOiN4xj5NKtCjp1i1x2GxtsV/vcqVS5ub7KXr/EGytv58FcGzmpZAi/dfK1g4tuELaxXRkhE60J5S0rNexkcxwcSxHPwFhCCXOzR0WQYzhkEYSkvNtHhD8247w2QjAdE+WmiX4TCmdPodeKdGsa+oFFLgMdelWNfqXA9aZOu6dxfW2dq6tWMPfDJSu2da+6RDmpZIBJKeJnt865QdhxOhNtr0vhVmO8vH2GlTLRMsmCTMIg7HxiBHu9CGq5KTffRb8J+nqN4lqZYVGlW/NYL02NhrnGfrPIzfVVrq1tcKX6Dh9Z+c49a7XkpJIyvITyB+0qz7fOj1gnhds6K9tiJC1c2OtYlsjOnrWj7UYo0+pnZmHRyCQOYgZ7x2FcmnwEO3sU2h2GG1X7BY1CR6B2FbQDlXazzPWmTqNZ5uZGjZ36Ck+Vr/K08a5bEX2vEEtOKinCm9m5ZJ7iG/uPH7NOyreP3BxXAesEYL3w3zRBb6KTRCbT4LdgUiAe1y1q11A6ZXo13dK4mApq17JazIMCrzUttfO1zQ0aa6/dcxminFRSwmgw9hHX3blxe/2YdRI0PeyvgZmJe4VQHAQNHk9A4GB2u0MBK7bVrxVROyqFjop+IGgfWO0XtnsKL9qb71bLI+7QSSeWpHrUfhz4Z4AK/KqU8gu+978I/DX73zJwWkq5Zr83AJxFZN6WUn4iiTnNC8dTxe9zU8UOoZRuCao3huMrhRddb7LsCBnwHauH8Qjq9HaP/loZ1bRiLY5LBBrbrPIi0OxZLuvTpSv3ROo5NqkIIVTgXwAfwVoM7JIQ4hkp5avONlLK/8Wz/f8EPOkZoi2lfCLuPBYBx7M7HziW3TG2BaXtCVXDNqFMEnaFIpI0rJQg7kWc487SviSJgOQyM3PW7qDYPV5UQwUUqjcGgMrQKLDNqruywM7qCtv3QJwlCUvlg8CbUsorAPYyHJ8EXp2w/Y9jdds/UfDHT5yA7Mt3ztDaKaFtFzC2BSu3JNV3zONkAu4FHtoKSevmm3bDTSKQMKK4oMdPm1zCzGnM+ShtyxJRTdXt7VLWBQNdQTE12qbCy5xhv2ew1y/R8GlaThqxJEEq45Yu/d5xGwohzgHngW94Xi4KIZ4D+sAXpJT/IYE5ZYpx8RNXzHZ7BcOjiq2+Yx4V/XlcnSCy84VDkJs+gfRvbAtoFoISyyQxnl0N7b2ZVjoDoITatSqgzW7VCuDWK1xfW2d34+TGWbIO1H4K+IqU0tv89JyU8oYQ4gLwDSHES1LKy/4dvWspP/zww9nMNgC8hPL1w6P4ybgMT2mraxGKkyr2IHKBXlqIYlGkiXHHyDIQPU3d6y1atKEAK2ygdovoB4obwG00C7RNjf2ewU59ZUTif1KIJQlSmbSk6Th8Cvh73heklDfs31eEEN/EirccIxX/WsqxZ50AHELxBmRf3HrAjZ84RYDlrSEr77QtIVtSN+CiEMo8MWueYUsEphHXrOD5mJYRhVsNKrtF9DNVCh0dvalwaFstl+2F2fb6JbZXX+XDpYMTQyxJkMol4DEhxHksMvkU8BP+jYQQ7wXWgW95XlsHWlJKUwhxCvh+4J8mMKfU4RDKH7SrfGP/cbeBkiNoMzwp4+KdTnRCSZo8vK5E2FhCkmSTho5k2nhBPseIn/VE4Zx9/MKeRgnQ91VUs8ChKWhjNYRqnnGOeXKIJTapSCn7QoifAb6KlVL+dSnlK0KIXwCek1I+Y2/6KeDLcnRJxPcBvyKEGGJZjF/wZo0WFX5CcQRtvaaOtl2gdEu4VcXG3UOUm++GP0ia2ZswMQrvdkkQy7TjJlTfMxZxg74BNC6T0s9Ku4hiN4cq3wWw+ra0uzo3WOdZd+OTQSyJxFSklL+HtV6y97V/6Pv/H4/Z70+ADyQxh6wwjlBu3F5HaeiUPD1P3IDsmPjJTCRJKHFu0HHzCEIs4zI+SbgiSSBO0DeqeM6TdgaLWAodK/3c5uQRS66oDYFJhDLW3dltzY9QgtyQ07YJWjEcFFHOKU1iyRCOCtpJO4O1lIhqqoCO2lVomcaJIpacVAJiGqEcc3e8xYA2liJlvGiy/rSIJa614h9rBmSrjSgaKFjNyJ0F0VbeaaN2i1hRA4PrvTrtnsZurwT155eWWHJSCYBZhFK9YaWLJxUDevuqTiWWrKyUNI6bFmZlZRyEPe+ktC8BYy10zKNqc+/udwAcYjmS9gNLSyw5qcxAKEJxVs0LsdyFi3k0TVoW9yJIBXKULnFpi+psHPvebbGcs9KivqdiNVQ4GcSSk8oUTCOUyjVB9YbV/2Sc5D4wmUCy9TJhxl+muEWYuYbJImVELMeO51mTSDE0dKAKqF0VpXdELGtam2WLseSkMgFeYdskQine6bjWib8gEAKqZMNc0Gm4Novs+vgRNUCcNnGGtQA9xEKpaC0ZUlRRO0OMPQEoDDWLWJ7VzgFQV59dGuVtTipj4JXef+3gIs9uneP6O3WMmxrl21C9MaD8tlW/4192M3BANugNknRKOC6iyOUnnUNWhDbLypklCIyT7Zp0XN+i846ORd+3Fjcb6FaV8w1tnVd1k68VPsBa7bmlqBXKSWUC9oYmXz98nG9tn+fG7fURQinesQgkcIVx1Jtn0QhlEsYJyxbNrQpCLNPei5stmkEuXh0LQHnLqnI+1HUuG6dY1Uy+XngfP1Z9deHbJuSk4oNjpXy19Qh/3HiMy3dOWTqUhiVqUzvDcN3s50EoSSGsCjVOBibqOkFhECeGlGbspWOiNEApFa3graG5OpahrnCoF3lZO0NF67CmtvjRyq105pEQclLxwBuYfeHwYS7v1hneKrNyS6A3odCR1kJeIZbHmBuSbJg0r2BmkO0cZDG/lIkFRtd9LgH9osHAUGmzwovGAwBsqM2FDtzmpGLDG5h9vnWeZ7fOsX17lVJDjCyboZhjmlIvGtKKpRSN5DNGs5o9BS08DHrDx51/mo2jvC0USkUKQNlQGRgaoLJtHGWEFjlwm5MKviZL7ffxre3z3Nmpom0XKG6PrsMzcRF0P9JOE8c9RpzjJ613iRrrGLdtFsQS5lgxjqm0e/ZCciuANpIRqhXasKC9WHJSsbE3NLnUseIobzfWXbenesPqdq/tda16njRjHYtMJkGqi4OOtQhIIk4UhVhmje0bU2n30Pa6lIsKA90Sx93Q1vmWfp71wiFritU9bpFwz5OKNzD7zd3v4uU7Z2jfXqHYsBtUO4t7BbVQoiJOgV9ax41z/KDy+jDzmAfCZI2ipJ4nje1ZOK6w20IvquirCgNd0K/qvF1Z54XyQ6ypLc5Xbi2UtaLM3uTkwhtHeeHwYV7ceoDWTonibZWVW1B9xzxaLTAMwl5c03Qc8yaUOHDm7pzHMgntvEhTUzRt7HbHjd8V9jqU7/athMGBoN00eH33NC8cPsyfda3VoLyrOcwT97ylsjc0+drB0zy7dY7GdgXjpkZxG6rv9LIhlLTHcRCVQOLOI0ozKAge18nKwsmypMHvVrU7KO0OmqFhrKp0mgr9xlEfllqh7QrjFgH3rKXidXte2T/LnZ2qq0ep3hgctTAIiqhP4iQUnLPGn3esJgqm1St53/P/n+aNn6W1NeZ7K+y20PcHFBtQuiVQGjo3bq/zyv5ZLnUsOf8iWCv3pKXid3scPUpp26o6dhSzRzuMqmaPIUmBW9KEEhReV2VREDW7kmbadxaS1rJ4z6XdoXRtF1gDNEDQRuflyhkeLO/wmH57IbJB9ySpgJ3taT8+okdZuSWtNgb+Rb4gGUIJm6oNA//FHIVQThrSEqtFkfzPyp4FLUIEN82smgUGhqBVLfFsxUozX1i/RE2Z7/eZiPsjhPi4EOI1IcSbQojPjXn/M0KILSHEC/bPT3re+7QQ4g3759NJzGcaHCvlknmKP2485upRnMCs0hmM7jDNfUi7wnjSONPqSMa97w2U+uecxE0XxsXKGt7PZNLPEkLb61K+22flFhg3Ne7sVHll/yxfbT0CzNcNymQtZRu/I6X8Gd++G1hLoF4EJPC8ve9O3HmNg7+dweXdOv3tItVbgvLW+HWNJyJpQglb6RtG6BX2WFExKb067vU0rIiowdQoaeEMA7eTKt8d/Uq3onJ4q8zlSp0Xyg/P3Q1KwlJx11KWUnYBZy3lIPgY8HUpZcMmkq8DH09gThNhuT0XeHXvDI3tCvq2it7EarZkegKzHasvytj1XJJ2eaaNF8Uy8Y6dJMYdL+zcvK8tsaUAZHYdjLSkbFsZSeda1fd6lp6qIdi+vcqzW+e41L7A3nB+n2sSpDJuLeUHxmz3t4QQfy6E+IoQwlnRMOi+CCF+SgjxnBDiua2trdCTdKyUK/0ib3VOsXVYgWYBza7rcdyecT1mI2OWpZNmNe68MkhRx08KYZW/ac4lCiZ8d66l4iMWpTPA2B+iHYB6UKDRLPPCwUNcMk8B83GDskop/0fgESnlf4Vljfxm2AGklF+SUl6UUl7c3NyMNIlxVkqxwfHgbMccb6EkhTTFVEkgSMwhaaJJmlgmxY6CEkvQmIs/XpWkTmma+rh9pKHyWiutnRKv757m+dZ5rva7ycwlJJIglZlrKUspt6WUzrfzq8BTQfdNAt7g7DgrxRW5jbFQjvmyWYnB5jV+nJt73A0W1kVIMrCaZnB61nHHIYWHxCRr5Vp7g8u9OpC9tZIEqbhrKQshdKzlTZ/xbiCEuN/z7yeA79h/fxX4qBBi3V5X+aP2a4ljb2hypXt6xErRmqDvDybukzihhME8rJS0jpmGO7asSIlYinc6C2OtZLWW8v8shPgE0AcawGfsfRtCiH+CRUwAvyClbMSdkxdeK+WFg4dcK0Xp2Z3czMFY5WwiC38lkY2YNX6U8eJU1k4bN+hYSdxYcQVu3u8mDcn/tO8+Jf1MoSPRDgRdr7VSrnO+kG1Dp0zWUpZSfh74/IR9fx349STmMQl7Q5PG4H6avSJtU0PpKqim9SW4upRZwdmkJPhJ7RNXKOcfJ666d15EFSUdPGkukz6LNBS6CROLYvZQu0XULihd6PVUbrZqXKmeZs94N1NB3Imu/RmxUg4fZr9n0G4aKF3QmlbX8sJuK5hyNiymPaXCIm6cYtb7UQklDWl/nIBnlJhLlPHTvkZCQGn33B99r2eRiinoNXWaXYO3OqcyF8SdaFKB0VjK2411aBYoNAVq14qaj9T1JKX3iCqai2sthJnHNKRloUSZR1YWYtjjBiHrtOG0RrB/rIXfJUoPhKlwZ6fKq3tnuGpuZhpbObG1P/5YytuNdVo7JYxt1W0R6bo+WTx5sqxujYNFrAOKEptKwr3IQjUbdZ5j5qWYPQodSXFbMNRUuhR5W1tnVTO5ZJzLrJnTiSUVcKyUR7nZqtFuGmjbBYwGlLes9Y8LtwLEhLPSlCRhpQQdI2mLaNZ8khg7ShxmnsSSVPB3xvG9eiqlcUBpqwjoDHQFsLrwXzbqXF3d5GrxWiY9V04kqYyzUpSGjrFttYgsbXXRbyfYHnIRUpxhMjxpWyOL8Hk48BJLVPd23I29IBadK+EH6Jj2dV0FdKzohsp+vWj1XMnIWjmxMZW9ocnzrfOulVI4EBQbUL7bp7CX8RIbUfzzIPtMChymaXUEmVPYfeMGP+PqYIIcO00SCaLanYIR+UO7Q2GvQ2mrS/XGEKMB/e0il3frXDU3M6kJOrGkcqVf5Fp748hKaUB5K2RHtyxqRZJ2RdIklGnnGiVwmbTUf5qSNYnAqj/bFVTGnwQCjDPiCnUG6PsDq6dtU2G/ad0PWdQEnThScV2f9gVe3z1Na6eEbi8Ipu8t2MqCUW+oLN2LSZqNWa9NGyuqRRMEk6yWIKnqoMTjn3/Q+qAgY88aJwRU08oGFZpWivlmq8aV7ulQY0TBiSMVsBYFe6tzikazjHpQQDuwrJSRRtZJVCIvUuwA0ml1EOZ17zwm3UhZfWbzjClNO25KtWNeF2hcBbMwFbYOK7zVOZV6evlEkYpjpVzu1bneWqfdNNDt9XtG+s4moU1Js04m6nHjuBNhC/f8LlHSVbpJYpLlEmWcNIsFk1BTd8yR1ghqZ4jatVygtqmx2yulXmh4okgFPAHaw1WrEvkAjP3h0QazmlhDsoSS9E02rfI26E0dlkCmjRNkvvNCkKxOkuNmabmOmcO4Zk6qOXBVtu2mwc1Wjedb51MN2J64lLIToL2zUx3p6jaCrAglLLIIDDvHWTTXzY+stDRRMekzjKuNCbp/wO9P6Qww9oZ0GwpDQ+eyccoSw5VP8eFSOqtunhhScUy5N7pnuNmq0WvqVOx+KQ5CLwwWF4t0E/gxT2KJmqXxvjdJezLOgguDJARzC4JhSWNYVFG7ktK2ZKgL2rrVy/bKxmkopVO9fKLcn6v9LlfNTbYOKwhTQelaRYNOQ2sAOil3dVtUZKVnGYegxZBhCyWTSFOnkb6Pm2ZOguxLRYaGxsBQ3Ze0JugNwX6zyAsHD6UWsD0xlgpYAdpr7Y2j9gZdUDuWpeLt7Da2V0oasY+kkURQOeoYk8Y7IU/1EWRxfnEsxRD7qeaAQVGh0JEMDIF2AG07vXypk47C9kSQiuP6NAYVmr0ivZ5K4cCqRFbNwWiX/HFYBEKZx80ZtT5l0Ykk7Pym3eCz6pfikEMKLqj7wGx3UEoaAKqhAgqqKVF1gXpQYOuwwu6gnOixHZwY92dvaHLV3OTm4Sq9po7SwyoD9y8OljayKkAMe7xZ+y164DYoxp1X0CxVHGFcVKTwAHIyQG5a2RygdoYUOtJt4tQ2tdQ0KyfCUgEr67PXL9Huaa7gzdgfZmulLPoTfBIWKRvknUvcz9Pv9gUZL6nq4jCI8vlP2cdJLYuigQIohm2xdBVXYdtuGlxvrXN51Wo3mSSyWvb0Z4UQr9rr/vyhEOKc572BZznUZ/z7zoLj+mwPKlxvrbPfLNoB2qNUcmJr+cRJRQcdZ9L2UVOsi56aHYe0RHRpBHCnuU1xjpdEXZGjV7EfrK61YoLsKez3DBqDCpCsEC6rZU//DLgopWwJIf4H4J8CP2a/15ZSPhF3Hle6p9nvGfTNAsWmQD+wsz7tXjDB2yzMk1CiIGxANkmrwD9mUp9d3PnEQRZEPM76mGVhTbBYXGsFUNpFFDsTpHal1UrVjqtcNTfZK7+VaA/bTJY9lVL+kZSyZf/7baz1fRLD1X6Xnf4Kza4BzQKqabk+I/1n03hih32iJpF5CbJPVqb7LEVuUtXBURCnYnnWGGkipXopJ7YC1ioShQPhVi43hiL2+CPHSmCMwEuX2vgs8Pue/4v2cqbfFkL80KSdpi17ujs02OuXaDTLKF3FYuLO8BihRNanLJMLkYVVEEfanzWmFTaGCeKGHd97nLAISyyzigw9rr/jAmlN3MplpxYoKWQaqBVC/HfAReCvel4+J6W8IYS4AHxDCPGSlPKyf18p5ZeALwFcvHhRwvF4ijeVrO3ZUe1phJKlejJJKyUKsioBCIs0z987dpRgaJSYiPea8hdd+uc0a7ywx59iMU5ygZpdw2qHkKC6NpNlTwGEEB8Gfh74hGcJVKSUN+zfV4BvAk+GnYATTxlJJc/K+jjIoiguCdFanPksI6GkMZ8sCgH9RJZk6j7OvnbA1u8CNZpl3uqcSrTAMAlLxV32FItMPgX8hHcDIcSTwK8AH5dS3vW8vg60pJSmEOIU8P1YQdzAcOIpjjTfXSTMU+fjWCmZLmM6L6l2lHNK6lhBn8izLETvEz4tYWKYc16WeqBx1opn3kq7h2JoqIZKQRcoPSu1vNsrcaVf5EldJjKNrJY9/T+ACvDvhBAAb0spPwG8D/hBFRaXAAAgAElEQVQVIcQQy2r6gi9rNBO7Q2NEmq907fWRk0ghR0VcQklr33FIkrzCmPZBjx/kho6iawlL6nGIxX+zh9HMJDkPH5zU8s1WjTe6Z3hSv5XIuFkte/rhCfv9CfCBKMf0xlMcab6jT3FMvEQu2CDjhEEcCyVJQolzTkkGfJPeLoy+ZBmsj7CYRmC2dF81VVQ7oSFMhWbXcCX7ScRVll6m3xhUXH2KYlpBWleab3+YolyKvuB6UtH7ZceynFOYNHZYAvdmjMJkj6bNIQs4xyoVR152O8L1NHb6K4nFVZaaVPaGpsuwsqeMD9LGSfllLaBKw0pJIv3rHDstpWsaSMIKyrqOKwMMbck+OPeKpVfZ65cS06ssNak0hsIVvXmDtMcwD0XnPDHuKRqVXJb58wmaPVtUYklJH+X0WCl0rHWX+2aB3V6J3WEy3/VSkwrgFhGOBGnhyNTLMjWZ1rhxVLuOdRHFykibUJIYf9b5TXJTwhLLMpOrjaHTCsE8qtxX7dNu9ops23VAcbHUVcq7Qysd5hQR6k3rAxsaWrDWkVnWnQRxfZyLN4pYKg7GpVmTTk1HJcywn2UUkVtQJDl20qUZAaC0e677YzUvs2wKp7gwKSw1qbzRPUOzV3SLCI29IQNDRekMGJY0lHmllcNefP7AYZz4SVj4xVppHTNqtiUpa2bS62E/syg6l6Dz8SIlYvSLQpXuUbtJq2L5IHbF8lK6P8PeSwDsDsrs9wxkz4qnqF0rnjIs2h+U7QItdE/acRfPPDIDWe+bFZIo+Aw67oJ+Hv5lO5yFxhz408pxsZSkArjpLydIq9ilPqo5OPrAplkqcZ6ASUn7F/QiTA1ZnG9UyyMKljzW4q4J1E02rby0pOJkfto9beR1p3O+0u65F1gkjUrcJ/g4JWTWSDNmFCSwmXTty6Ii7OccVEcTdr+A23jjjd72kkmllZeWVMDK/IDFtGAFn1xCSctKyQJpzy8q4QVJSweR7yehnUkLccoWkvre0irjsM/NyQINDNXVqvR6amJp5aUlFefk26bPUkmqdeQsJHFTLAq5JeGqzbqppqV7Fw2LOCeIdb3IVtvdf2hobtzRq1VJKq28tKQCsNs7cmvUoE3BoxS9xUUWvndaN0JU62TSdkHk78uKKBm/ScjggTMoWre/dgA0C4mllZeaVBx4g7SOaZcIwj55o2wXJ4sQ9UZM0kxPI028CMQSliCyCkJHSBK4MUV7X28jbD8a97Kl4jfTjlkq04Jdi3DRzkJcHUQSxJFmeUOQmqwsvqu44y9JSn5kkbH2UUrZkWGAlUlNAktLKg56PdWqTjblyLqxUxG3niNqgWLc+cw6TlAySarAMCjSunGDyO+jjJvV/mli2ufg6wI31EEaQyp6XqXsqmkVj0jQW4U5FlkTyiJdeElWLGd1PO9YQY+Tdb+XIMddlKC8DcdaGeiCQcJTW1pScfqoOGpaOAo8+ftGhEYUQpmERRDBTbq5w7pJYQg56XMK+zkG2T5tAeSCI3Af57DjpjJqBtgdlF017UIg6kU2r4szjSdnUpZQUjd7EnGfJJGUtD/ha0b1DJeEVD+rZU8NIcTv2O//qRDiEc97n7dff00I8bEox1f8Qdp59qe9V5FEUNdf3Oj8n3UMJ8r4i2CRxjzWwgRqPcue/nXgceDHhRCP+zb7LLAjpfwLwBeBX7L3fRyr+/77gY8D/7c9XigMdeu3o6hNBWk92RcZixAHWLTK5qSPN4/POG54YAYyWfbU/v837b+/AvygsNrqfxL4spTSlFJeBd60xwsMaVi5dmvh6cFRXcMi3BBpIs5FH3XfrDJbUTCtUdMkJOF6xAn8L+g1GreoMKtlT91tpJR9YA+oB9wXGF329N1tKxVW0U2ENmRgQL8ojqqTU2biY0gysBtk3EnjhxHNhUFcYklqHpP2XdCbMzZStIDcLnC2TsWJTe70V6If08aCRDlnQ0r5JSnlRSnlxVN1lTW15b43DCOiDapIzCLIF+Q4Sd3ESRb1pfHUjbp/Gg2t5lHKEQYpHne9cBh7jKyWPXW3EUIUgBqwHXDfiVjVji6MgZHsyvVA8Cd0XBKaZrpHkfmHQRByCUo+aRUN+muDnPHmaaHEdbMWwLryarqcMAJATYk3tyRIxV32VAihYwVen/Ft8wzwafvvHwa+IaWU9uufsrND54HHgGfDHLxg9N2/3Y5vSWZ/wpj+XmJYxCrmSeMlqRCeNNYi9JeZdewkCz+nlRlkFYcJeS5JKWqzWvb014B/LYR4E2hgEQ/2dr8LvAr0gb8npRyMPdAUDA0JpGCpwPibIcpFkbR4K8oFl9QTM4j1NEsBG/Z4ceT4aWDadZCEazUn0vWGFaIiq2VPO8CPTNj3F4FfDHvMDbVJRTuySAb6hLlNWpw9CJIOSiZlEYQhhzSLAsMiCNGEvemyPIesa6aS3t9Bu4MC9GvpJDSWups+gKYNcJQp4woKIy93etKR5s0Yp24qCrkkXeA5b0wroEwihlY0jrq/6QKle9T8OgksTfZnGobjrJQkze+wCGs1LNuFH8V9iauKTZs4ssrCzUJSQfMAGBgq/WLyYYOlJZW62hz5f6B7Cgoh3YskiwssDAHNqo5NquYkyPH8caEki/a8WbKoGh0/kgzOzkJQOUMS48zYbmhoo/cLyQVql5ZUANa0Gev5zFJZpkksYY4Zdlt/jUwQTLoR06omnkcgNcxnmyWZJI248y4V3UzpwBBuPxWwYpVxsdSkAlAyegz1423xjmEetTtRdCdBjzHP9GdUQg2LsOMsCkmkPY8gD4IA2wz0UdfHq/uKg6UnlZmYdsNkgaBWRVSSGCcKi4Nx4yTtPiU11iK5LUuKgQ4DA4RmPZj9YYUoWFpSWVPGf9Fu4+ssiCSO65EWZhFMVJ1EWsSSVt3UvBHHSs343IeaJSKtaJ2J91UYLG1KeUOR1AoTYipOQWGaGo0w2Yi0LpK4T/ioalnvfotS2DfLClyUeSaBqEmIKftp2oA1rc2GIiduExRLa6nUFIP1wiElbbR/ir9HrWy1jy/QnkSdThjMy3wOU1YQBtMySrNS+ZMIKQrm6ZYsarwn5GfSq0C3PqBk9KgV2rHrfmBJLRVF+wCwzZraoqKbSGPIUD8Svg1LmsWWi5Q2TkMBmmRaNcr+k/aLq7VIMq06ad9lFcxFnbd3v3aHgbFGa1PBrEuo9NlcaSZSoQxLbKmAlf5a1Uw3yJQJ4moN0rxg0w6ohjlumohyTkmm07MgvaThHbNUZFBUGOiWcLRUMTlb3uOCftd6+/6rsQ611KRSt+t/CkafgQHmqud07ErlVGp+khIxBUWYi2xe8YKs0shJi/bSCOgvQqZxHMbMa6gPKRk91rR2IpkfWHJSWVNM1rQ2mjagX5GWkKcYoP4nzaxFXCRxcy7KGLPGH/czDUmUXkwTGgYhmKifyyK4VEXDEr6VNAa6OFbekkTmB5acVJwMkCWAg24FujVPoHaWGzJJ45H2U3cRLrBpSINQwpDHOCz6Z5YU0sxYjoE0hpQ0K0ibROYHljRQ68CbAdqu9ulVNcxVhdArl8zSFGR9QftToGExLnAaxgoIW180DkmqfbM4VpB41KLHUmYRkm2lDA2NflG4oreKbrJeOEwk8wNLbqmA1VTm7Mo+WqXLULNqGfq1YvDm12ma+WkV7UVB3NhB0Js76fKBIMeLsq9/nDQR17WLgWNyChsDQ7i9nVc1M5HmTA6WllScCPVj+m0qWseKq1Ql3YpV0u0qa9NE2vLyqBd7lJst7adwWMx66gbJsI1zbRctKzMHOHHHoSHddqxOIWHczA8sMak4WFNMzpUabmHhUPetqZyUaRzlCTxNJBZmjEn7JJ25WJTK3TTiCmEKJueBDOcxMFQ3naxpAx4s7ySW+YGYpCKE2BBCfF0I8Yb9e33MNk8IIb4lhHhFCPHnQogf87z3G0KIq0KIF+yfJ8LOYUORrBcO2VxpQuUotTw0NMtameUGZaXjSEKoFvaJG9U1mJfOZhZJLgIBpHX+GVpBRxqVoaukvVBIrll83EDt54A/lFJ+wV5D+XPAz/m2aQF/R0r5hhDiLPC8EOKrUspd+/1/IKX8StQJ1BSDNbXFqmZSMPoMNeNYallpxwx8poUgAdRx+5wUZEEgi0BE0zCH73OgC3pVK/OzudLkvLGVWJAW4rs/3uVMfxP4If8GUsrXpZRv2H/fBO4CmzGPC4zGVR4s77hxFaucW2VYVK1aoLRWLEzigk1CaDcNaVkrQXUdUfaL87lmcZMmdYwM5urVaA1LGv1akX7RCtJqlS6rmploPAXik8p9Uspb9t+3gfumbSyE+CCgA5c9L/+i7RZ9UQgx8WryLnu6tbU18t6aYnr0KkO3teS4RthjMe+nf9pZoiyaBo0LiIYln0WJ6cDilTfEyR4VDYYbVfq14rF74sHyDo9q28HnEQAzSUUI8QdCiJfH/Iwswm4vDjZRPSOEuB/418DflVI6xTqfB94LPA1scNx18o7vLnu6uTlq6Jwv6G5cRRpDelXLxBsUFctaKWmLc7GGwaTAYlbnEiVAHTV4nIXVlxTmoTaOM1apaPWkNVS6q6oVHjAkmmYtsZWU6M3BzJiKlPLDk94TQtwRQtwvpbxlk8bdCdutAv8J+Hkp5bc9YztWjimE+FfA3w81ew8u6HdZ1Uxbr6Jh1hTKWyHWJYsS3wiLsKK2NCqa522VjcOiEX4c1yyucDFByFYbUbSW4xgWVQZFxRK92ZmfjUqLR4rvJhpPgfjuj3c5008D/69/A3sp1H8P/JY/IGsTEUIIgRWPeTnsBBw/sK42R+Iq3UrYkQLCr7SN2i4gKcQ5fliCS+oJmoRkP0n9SVAsGvnNwKRi2l4FBtU+Fd1MrDLZi7ik8gXgI0KIN4AP2/8jhLgohPhVe5sfBf4K8JkxqeN/K4R4CXgJOAX8r1EncqHQseoXKi0G1T69qq9qOQiimu5ZP5nGyfDnhaDEkLTa1sG07yxIHCKL4HEYpHycgSEw6xKt0uVseS/xeArETClLKbeBHxzz+nPAT9p//xvg30zY/0Nxju9FTTE4b2xxduUsdypV+pUCAyOl9ZXHwbkgo1wUScUT5qmKnabDiWqNxI0lRMGCuC6Jwc58Kp0B1DS6FehXhjywfsC5UiPxeAqcAEUtjE8tj61azgKznngn7aKdhCQqkiepiJNAVrGtrDJvM449LKqYqwrmBlDpc3Zln6fKVxOPp8CSVyn74aSWNyotrldLbtVy0dAWmz3Dmt2Tgq5hq2oXLUaQFIkkWby3aJ8RhP5M3MxPVdCvSjbqTU8qWU80ngInjFTOF/RjLlC3KujVdAq3CJYBCRofWNbAoDP3Se7KIt5Es7Ao6tsorRLiHmMaSkX6a2V6NZ3uquoGaDdXmjxSfJfzhXGLkMfHQj/Aw8DvAq1WOvQrQ6tb+KoabNmOIO87SCvw6B0/LUyLf4wLXkYRsmWBRRHLJfmZxFE6+7bzp5J7FdwAbRpZHwcnhlQcXCh0eKT47kiBIUB/rbwYcv2kRE0nAXGe7El/dnFS24uIUpF+rUi3ZoUAHNdntdLhXKnB08a7qR36RLk/YGWBHCEcWKuv9YuWCwRQaHcW60IY55JFubkW5ZzCzmNWlsfrai6S6jaqRZGWyHLCmANdMDDEiOuTdAGhHyfKUvEK4Zwu+2Dl5rurdoHhRjWdgyd5oYRxwdI4fhD4XaE0ntrOOaXtZmZl9fg/q6Q+rxnz71YYcX0e028D6bg+cMJIxcGTuuRcqWHFVWx1rVlT6NasKk3Wa+62k9rtxUbY6t04+zuIq3Cd9PqsGy/uzZG2lTXpJo5S05S2yxMnBe/BsGRlfPpFq2u+1/VJsnfKOJw4UnHY96nyVR5d23bVteCYgqoVX1mvpUco84SXAMIGWcPEe5J4wscteZiFJMYMM0YWcbJZcymN9mfuVi0F7XCjy6Nr26lpU7w4caTi4FFtmwfLO5TX23Q3rB4r/eJo5XKkhcbCIMgFOQ+hXNRxxxFOHOvIO+ak96MgyOeetPo4CTJJYgx7Eb2hodE6XaBTh16979OmpOf6wAkmlfMFnSdW3ubhjR2GG106dSu2MtA90v2igSiXjlssaTwx57FvVhhHDJMIaJarFQZpFhYGGSfrLF6QOdnLcPRqupXxqVh1Po+ubfPEytupaVO8OJGk4rDw08VrPF67TaliutYK2F3hnI5wNrEcQ1b6jKSfmPNMc066ycLceHFqdrI676Rcv5hjuA/DouG6Pc66Po7YrV8Zslrp8GB5J/UArYMTSSoOxlkrjgs0giwUmUFiGdMQ16/PdTHBkWW1cgxrx/8wdAhlWFTdxcKcPrRPrLzNk3ryxYPjcGJJxW+tbNSbdM4MaNct98ftCOcEtYpGMoHbuMVn0y6wKD7+pPEW2a0KQrBZx5viknLKGTIvoTh1Pt0NSXm9zeO125lZKXACxW9+ONbK9bV19ptF2s0yaldlrTNEMawKZgXcANdMpCVe8iOJ+qJJFsu4KuBlsWIWmQwnIeMUdHdVtWKI1T4Pb+xkaqXACbZUYNRaef/qTe5bP6BX79Op2/VAXnTM9LNBYZGlhbHINT5BMStgHNXVWHTC9aaQaxqtTWXESnm6eM3aLAMrBU44qTg4X9B5qnyV96zdRat06VckrU2Fzn0LUAsUBWlYMGkdK+gxkjyO1/VLaqxZmHQOSZzXNJfMu9l9RQ4eUGmdgeFG17VSssj4eHHiScVh50e1bc6VGq610joDrU0V8/RKdpNJ8sbJ0pJI03IZVyGdBBJSpkYaIwvVrXN+tpVinl6htWm5Pd36gFLFnIuVAjFjKkKIDeB3gEeAt4AflVLujNlugNWHFuBtKeUn7NfPA18G6sDzwN+WUnbjzGkSHGvl2toGjWaZtqnQaaqoZgHVrKKHKTQMEleZFBMJWxw3K7aSZabCe7xx85oVYPa/P2nuYbf3vj8PV2XWefiRhKVok4k3hdzZgO6GpFDvzM1KgfiWirPs6WPAH9r/j0NbSvmE/fMJz+u/BHxRSvkXgB3gszHnMxZ+a+XhjR0K9Q7t+yXtuqC9qdO/fyP4gEloS8I80aJmHqaNPynWkISS1V84N+79IOft3y5OfVIULHgsZViyEg29mk5rU6FXsdyeR+97l++rX52LlQIZLHs6CfayHB8CnGU7Qu0fBY618njtNvetHzDc6GJuYH0hNX2k0DBThNGghEXUfeLqZrJwzZK86aPMN203Z1Ya2fAJ3aqSUsXkbHmPp8pX52KlQHbLnhbtJUu/LYRwiKMO7Eop+/b/14EHJh1o2rKnQeBmgox3eWLlbd6zdtdS2tYHdOrQOl1wCw0zr+NIa9u4yFKGHvY4Sc1pEjGkdc5hAr+T9reVs2A3tK4dWSkPb+zwRPUdtwlT1lYKBIipCCH+ADgz5q2f9/4jpZRCiEnJ8HNSyhtCiAvAN+y1fvbCTFRK+SXgSwAXL16MnHSvKQZPF69xtbTJzY0al3sq/WbZ7WULng8ljYxEEP87arwmTaR5TH99kAOvGzVpm6jIOhaVYDmGV+jW3tStWEp9wEa9aQVnS1dSr0SehkyWPZVS3rB/XxFCfBN4Evh/gDUhRMG2Vh4EbkQ4h8Ao3X+V9q3zrhu01y+xdVihUSnSq1jrzKqm1RpBKWkoDeLdSLPEZw7G/b/MxDKLQMdtG/S9RSGUJF3WGWM5Sm9RLrnrIjvK2damglm3grNO0aAjdJuHlQLZLHu6LoQw7L9PAd8PvGov6P5HwA9P2z9p+N2gR9e2KdQ79DyNnHo13friNqqTBWiLIAzzP73HuRBJz3Oam+J/bxEDnVl+bwmc/wihFI+aWXdro60N7ls/4P2rN+cWnPUii2VP3wc8J4R4EYtEviClfNV+7+eAnxVCvIkVY/m1mPMJjJpijHTe79YHdDaspVLdniuGxtRm2fOoQfFjkop03HhJKmbjZI2yjNWEQZLzSZpQPBgYKgNd0K4f1fe8Z+3uXIOzXmSx7OmfAB+YsP8V4INx5hAFjhv0pC55w1MXZDbLFBvC7RAHlv+qtANqRZK+SeKMO6nGZ9Ix/PsmhTQyNFHHTCqOMouMEzznEUKxXZ9BUbHcno2j4OwPrL3Gh0sH1mZztFLgHlDUTsKkuqDD+632CN1V9VjflZlP5jC6kzCIalGkcfPNC5P0LrP2CbLtMhCK7fp4pfjm2R4PnNkZ0aQsAu5ZUnFwvqDz0epLvGftrtt6slsVx1pPjsUsBWlQpOkOLJqLEQWzLK04NTdxa3uijOUfNwCGG1VaD1dHCKV+Zv+Y2zNvKwXucVJxvoAndckPrL3mNnNqnTlqPTlirSSJSUSSFFHFxTyslTjkECVWFDQzk4b16YwdZNz12lhC+YubN+auSRmHE99PZRac+MrTxWtcrW/S7BrcaG7adUECtaugmpa1Mve+K1HHnOSqzQtRa5mSwjzSxmHH9Yjchoa1yqBTLFheb1vp4+o7fGTlO3PVpIzDPU8qDhw3aK9f4j/3NHa7GyhdgWXMWe5PAV9Dp3k9zceljcNe2GF0LkmZ/fMksrTiWCkRynCj6upRujXNzfQ4xYLvX73J06UrC+X2OMhJhdFs0Pbqq+z2Snzb1Gh3q6g2sagdFWpFFEOzPrSgFksUBFHfJiF+CyJSC1r45x0v6jhpIavAeFJjHhO4qW6m5zG7WPCj1ZfmLnKbhJxUbDjE8uHSAY2112j2ilxqGrRMA7VrZYPUroJqp5oDKW7jukDTiCPpEoI48Yyo2/vnkPS4ScY54lZvB4Wd5QFLj+K2NPDI8J8qX11YQoGcVEbgEMvHym+xu1Hm5uEq13t1lJ4GKKimxLq0dLQ9YKMajFgg+kUZ1CJJgsCccbJC0PmGndsipdJDprIdt6dX0+muqhw8oNC+/0iG/0jxXTswaywkoUBOKmNRUww+svIddu5f4ZneB2iYa6im6grjLIJxLBY7K5TmzegnlqyK+yZhlmAuLS1HWunxtOYb9jsqFenXiq6F0tq0CMVxe/7yxhsLGZj1IycVH7xFhx+tvsTe2RL/n/k+DlkBrIwQ4Cpu3eLDdtGKs8yKg8RFWDchLe3LNAtsEuktomZmXoQyZtz+WtklFLOm0Dpj1fU86AjcFjQw60dOKmNwLHD7YIlv84hLLCu3QO0el/i4r6RhRSzaDRm21mfRkKYyNujYHu2Tu1SpTSiH91txlPqZfT64eW3h4yhe5KQyAf7ALTBCLKAw7rJTIH1rZRFl9H4sIpE4SKuXSozvpV8rMigqmDXF7TVbOnNoCdxW3l6Yup4gyEllChxi+dHKLfe1ccSimoPRHdPudRImcJmGCC9NpDnftMgkCnyNqweGagncNqB9v8R4+IDvvu82P7D2Gh8rv8UiB2b9yEllBqYRy8BQWbmlonaGI/tMdYMmxSKiCtgmHSfu2POAt6o6jermccj6cxlzPKdIsFOHzpkBpTOHfPd9t/lvNl/kY+W3Fj4w60dOKgEwiVjarsWiUX1ndJ+Z8RUvuSQlYgtyvEn7zRv++XmJJWr8IwsyiSFE7K+Vj1Ud18/s8+ja9jFCWRYrBXJSCYxxxPKi8QDbxipDTWOga6xdBqVjuUJurRAEV6wm8YQO6xpN2y8r0okr8JtXjMlrWQWBJ0DbPVOlvalz8IDVF8VbJOi4PMtIKJCTSih4iWVDbQLwIrDNKlZ9kEUsqqm65BI6I5Rk6jnuzebf/14JMqcB+7MbblSt1QRPF6w1p+6X9Or9E0MokJNKaHizQtSfB44TS/WGJedXTRXF0EYk/ZNaBI4gaU1LGgWBKfYOWQpEOBenJ0prU3UDssONLvV688QQCmSw7KkQ4q8BX/S89F7gU1LK/yCE+A3gr3K0XMdnpJQvxJlTFphFLGpXpexfmmijitIuIooGsrHrkosXI0QTV97vRRipf1CEJaqwLkLQGpxZ2yUZSwpLJJ72BYDbE8UJyBbqHe5fP+A9a3dPDKFAfEvFWfb0C0KIz9n//5x3AynlHwFPgEtCbwJf82zyD6SUX2HJMNtiUTH2hFuE6FgtBUBsrCEbu8fGHGvFJFXgFkZGnwTCBFodeOc4jgiDqnf948TBjLnLVvu41enrheK0L3ACst26leF5eGOHx2u3+dDqqzxtvHsiCAXik8ongR+w//5N4Jv4SMWHHwZ+X0rZinnchYCfWNa0Ns9q57hOHdDoNhRK23JEJNdfK1vEUi6NtVZgwoXqRxwXad4B2KAIU3CYcTHg2O/OEzfxti4YFJWRDE95vc1333eb96/e5KnyVVvYdjIIBeKTStBlTx18Cvg/fa/9ohDiH2Iv8C6lXCrH20ssdfVZaoU239LPc7lyisNbZYZ2S0rHatHxdOj3XZgOkUwim2NIWs8xzw5xSZ1HkqniCfB+P2JjzfrDJ2br1XQGRYWBLtw6nmNtIEtXXOk9nAxCgeyWPcVewfADwFc9L38ei4x0rCVNfw74hQn7/xTwUwAPP/zwrGlnCm+t0FrtOdYLh/yx9hgva2c41FfoVVQGtxX0A8mxLnJjgp8izMHTFrYFtQKydq/mAD/ZOw+B4UbV+m1Y361DKOaqwsAQI3U8TkD26eK1pSgOjIJMlj218aPAv5dS9jxjO1aOKYT4V8DfnzKPRNZSTgve6uYfq77KmtqionV40XiARqXC0NApNAXagYreVDH2dEpbRfTbB1Z1s7+x9iLdmNOIJUyV8rTx4yJlBe5E69H+3vo167fj7pirCu26OHEalCCI6/44y55+gdnLlv44lmXiwkNIAvgh4OWY85krHGKpKYarZXHiLHeMKu2mTvegQK8h6FYU+kWDsqFi3D0cGWdu2pZpSKsH7iKpeqdgWgzMgUMoTsrYrEv6Z7o8eGaHD25e44mVt088oUB8UvkC8LtCiM8C17CsEYQQF4GfllL+pP3/I8BDwH/27f9vhRCbWBb/C8BPx+lT+qQAAA1+SURBVJzP3OEQCzASZ3ll5SyXd+vsV4q0qzr97YIdb9GAFbS97sg4I8QSNT07bywJYRxzQQMQoiiXYL1Gf63sZnfMVYVuVbgZnkK9w3fd966b4TlpAdlJSH3ZU/v/t4AHxmz3oTjHX1Q4F4w3zvL1wvt4sLzD9dY6l3frNLQKQ11nYAhAo2rv6614DrUo0yxrJUndy7Jh3LlHaE/hZuSKBv37N+jcV3TjJt0K9KrQr1jWyUa9yaNr2/zljTdGArInmUwc5IraFOGPs1zST3GleJqK1uF17TR3jCodvYhTlFjeGhwb4xixtDvxGlUvS8VyGohTS+TTnhw+VKK1aa3F069IhjoMqn20Ste1Tp5YeftEB2QnISeVlOGNs3y4dMBVbZs1tcWa1uZV/Qxva+ueaucxSlxAafeOvxgHfmHaIpPMvC2sMUI2byFgtz6ASp9SxWSj0uLsyr7POrm3CAVyUskEXnfofEFno/wWj+m3+VrhA6xqJi9zhpZRYqhpdCtWdqi8pdiX4xESJ5dxmPdNPAlByS+JeNMUEZuT1XEKAcvrbTYqLd6zdpdzpQbnja17Ihg7DTmpZAiv1eKNtVS0Dq9XTnOnUuXwVhnzQNCtqJS2Fcp3+2h7oJg9q4akpFnkUprRaHsW/C0Xxr0fttBwnkSUhHrXI2AD3M72joitXxQc3i/crE7djpu8f/Um540tj6tz7xIK5KSSOfxWy49VX+WCfpfnS+etDFGlTmO7Qr+q06sKulWN8pZKaUt1x1BskdVIF38vwtTazOr1EqZ7f1RXKg4hJEQmDpE4AjbHOumuqvSLgoEhRiqLHzizw3vW7rrK2AuFzj1tnXiRk8qc4I+1PKo9xyXjHC+UH+bVlTO8XVmnVS3RrxTo1BWKm0XKW0PUroSahtoZoprqkTLXgT+QG7cuJuy+USyctOYyDT7LxOvmACMS+24FN37iVBY7upPcOjmOnFTmCL/Vcr5yi8f021wqXuCF8kO8XjlNY71Ma8cil15FodgA1ZQUdIG+j7u+s2Ja8RZ3AflZFb9pYhKxZDmHWa0PfMFXP5n0i+KY5uQBu03BE9V3uKDftXUn914gdhZyUlkAeAVzT+qSC4VXebp0hUvVC7xw8NBRvKVSpFdR0ZoCrWld+Mb+mICu84fXLfITS9rxjyitDzwIVKnN5HocF/7znGCd+MmkU7eWyRhuWJqTv7h5g3OlBk+Vr460KYCcUPzISWVB4LVanEDuhYIVb7lSPc0Law/x+vpp7tSrHG4XKTQVt5ZI7aroBxJjf4i+Z7tE3mCugwA3+czmUWEQgkyCVmYHmp9/sS67tqq/VgY4ZpkAtDZV183pV4/IxAnEjpJJ7upMQ04qCwY/uXy4dMCe8e5IMPfm+iqNZpl206DTLIwQjFOsqO8P0Pa61hfsD+ROaWIkPBaNcwMHaoEZEIHbOnDcWplovUwgEQfeRc8diwRwrZJexa7TqQyh0s/JJCZyUllQjCOXp41LXCqf4vnWea61N7jZqrF1WGG/WXSLFc0DQaepoHQV9KaGsVeitNV1G3EDR/EXW/fiZD7c12wLR3gsm7CWRFQCmtRTZoRQxrg0jjujmD3wnA9YqWGnNscqi8CV1Xc3JIOqpTe5zxav5WQSDzmpLDgmkcuVapE3ume4am4eI5hmU0f1EIxZK2Ls2ZkjQO3oqObATU174b0xlbatjaFqkU0AXcwsMhHl0ogbNtLwyC7SA0YI7dh+vjWIndgI4P5WOgO30M/J4gx06FWsH0cJu1FvsrnS5Gx5zw3APqpt5xmdGMhJZUkwLubypH6Lq8VrXC7XuVI9zVudU1xvrXPz8Mg96jYLmHUFY9vKHAGopkKho6J25cjqiv7lW72aDXdVgHYE0Z2PDIaOgA9fQ6r1mksSrJVRzB5KuzhiSQEesuNYsBUYCbj2KjAwYKhZsRKnPueB9QPXKjlvbPGYftvThS3P6MRBTipLBu+F7qaiC1bc5UqpyBsrZ7i6etx6OawUMetO7EWgdgX6gZWaBlC7kkFRQe0MGRgqqjkYDWbWNNfCKezZ5ALH4zXHJjyqUh16rKOR9g42oTgqVrDWTxqcXqG7qrpWlh/e+IhTLTy0LRKHRIQ2pGD0Wat02Fxp8njtNo8UrTiVP5Pj/4xzhEdOKkuMUNaLJ7jb7imoBwUKB1ZqWumC3jzSvzgEA6M3LasKxr7iWgWWAG+A0hnYVsVobZJrdXDklngJQ7EtEnd7j4rVguqKz8ZhaOfSBzYn+KuF1yodSlqPsyv7VLSOW5vjrRzOXZzkkZPKCcAk64XSAVdXvsPl1TpXuhbB7PZKoxaMWQA7g6SYAqUnUE1QuqDaPwAD9wa2qqm7FVC7KmpXQzWtdLZDMnAU0zja5yh96851U7fICtwAqmpK9//OxpHFAdacHAx1GOpDpGG5b0IbUqqYlIyeGyM5V2qwXjjkgn6Xutr0SOlz9yZN5KRywuC1XoBjBLM7NNwA716/NBKD6fVUumYB2VMQppVBUrrYZAOqCR07PjE07BvdtKyddt3Sy1iLqR3NxyEJLyw3RbWsCtvKGLpekXUsfwzEC00bUDIsq6ik9ajoJquayYPlHWqFthsjWVNMj0UCuVWSDXJSOaHw3ziOBQOWi0TlFlf7XS6v1mkMKm4Wqdkrst8zaHYN2j2NtqmNkA3gxij69mtdm4Bg1JoAi3QAFI9n5LgpjqUhtCHj4I2DrGpHgeGK1mFNa1MrWJmj88YWG2qTR7VtNhTpiZEcEUpOJNkhJ5V7BH4XCTxWDAfsld+iURPsDg22BxUagwq7gzI7/RX2+iV2eyWXcABWNXOEfADa5miWptdTceiiax5dagWjj6EN2KhYa8pV9OOZpFXNdMnjkeK7AKyp1vYbapO62mRNMXMSWUDEXUv5R4B/DLwP+KDdm3bcdh8H/hlWe7NflVJ+wX79PPBloA48D/xtKWV33Bg5ksM4K6amGNQUAAkc2D+wNzRpDI+TzZrackkHYK8/qk/Z7R393+yNLj/itzTWC6OrCcwmDwc5iSwi4loqLwP/LfArkzYQQqjAvwA+AlwHLgkhnpFSvgr8EvBFKeWXhRC/DHwW+Jcx55QjJMbdkI41M41sHDSGo8uf7Q6Pbv7twWjqpq423b/XFGuMDWU07jKNPCbNN8fiIG43/e8AWMv2TMQHgTellFfsbb8MfFII8R3gQ8BP2Nv9JpbVk5PKAmDajetYNg5qx7pze0niYMpR/PXVwY6fY7GRRUzlAeAdz//Xge/Fcnl2pZR9z+vHlvFw4F32FGtFw6VeeGwCTgHvznsSKSHkuYVa/HWeOKnf2XdF3THWWspSymkrEiYK77KnQojnpJQXszp2Vjip5wUn99xO8nlF3TfWWsoBcQNrdUIHD9qvbQNrQoiCba04r+fIkWOJEWoRvIi4BDwmhDgvhNCBTwHPSCkl8EfAD9vbzVqLOUeOHEuAWKQihPibQojrwPcB/0kI8VX79bNCiN8DsK2QnwG+CnwH+F0p5Sv2ED8H/KwQ4k2sGMuvBTz0l+LMe4FxUs8LTu655eflg7AMhhw5cuRIBlm4Pzly5LiHkJNKjhw5EsVSkIoQ4keEEK8IIYZCiInpOyHEx4UQrwkh3hRCfC7LOUaBEGJDCPF1IcQb9u/1CdsNhBAv2D/PZD3PoJj1+QshDCHE79jv/6kQ4pHsZxkNAc7tM0KILc/39JPzmGcYCCF+XQhxd5LmS1j45/Y5/7kQ4nsCDSylXPgfrNqi7wK+CVycsI0KXAYuYEk1XwQen/fcZ5zXPwU+Z//9OeCXJmzXnPdcA5zLzM8f+B+BX7b//hTwO/Oed4Ln9hng/5r3XEOe118Bvgd4ecL7fwP4fSwl4l8C/jTIuEthqUgpvyOlfG3GZm45gLSKEr8MfDL92cXCJ7HKE7B//9Ac5xIXQT5/7/l+BfhBMaPGY0GwjNfWTEgp/wvQmLLJJ4Hfkha+jaUru3/WuEtBKgExrhxgoux/QXCflPKW/fdt4L4J2xWFEM8JIb4thFhU4gny+bvbSEtqsIclJVh0BL22/pbtJnxFCPHQmPeXDZHuqYXpp7Io5QBJY9p5ef+RUkohxKT8/jkp5Q0hxAXgG0KIl6SUl5Oea45Y+I/Ab0spTSHEf49lkX1oznOaCxaGVGR65QBzxbTzEkLcEULcL6W8ZZuVdyeMccP+fUUI8U3gSSwff5EQ5PN3trkuhCgANaxyjUXHzHOTUnrP41ex4mXLjkj31Elyf8aWA8x5TrPwDFZ5AkwoUxBCrAshDPvvU8D3A69mNsPgCPL5e8/3h4FvSDsiuOCYeW6+WMMnsNTjy45ngL9jZ4H+ErDncdcnY94R6IBR6r+J5c+ZwB3gq/brZ4Hf80WrX8d6iv/8vOcd4LzqwB8CbwB/AGzYr1/E6pAH8F8DL2FlHF4CPjvveU85n2OfP/ALwCfsv4vAvwPeBJ4FLsx7zgme2/8OvGJ/T38EvHfecw5wTr8N3AJ69v31WeCngZ+23xdYDdYu29fe2Myr/yeX6efIkSNRnCT3J0eOHAuAnFRy5MiRKHJSyZEjR6LISSVHjhyJIieVHDlyJIqcVHLkyJEoclLJkSNHovj/AYafJJN4qv+yAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAARUAAAD8CAYAAABZ0jAcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJztvWusJOl53/d7urqrzqXPzJw5e7hcLXe5u9mJKQYMSHm8kiPAF+pG+wMpx5SyEhyTBgVasJUAEWyQhADboK1kpQChbcSxRFC0qNgQKTOws4alMJRI2h9kSlzGlHiDOMtZyssJd/fszJmZc63qrn79oeqtfqu6qru669LVfeoPHJzT1dVVb/Xp+vfz/J+bKKVo0aJFi7LQWfYCWrRosV5oSaVFixaloiWVFi1alIqWVFq0aFEqWlJp0aJFqWhJpUWLFqWiFFIRkY+KyCsi8pWM50VE/rGIPC8ifygi32M89y4RuRH+vKuM9bRo0WJ5KMtS+VXgbVOe/wvAtfDnvcA/BRCRq8DfBb4XeAr4uyKyW9KaWrRosQSUQipKqX8P3JmyyzuAX1MBPg9cEZGHgB8BPq2UuqOUOgQ+zXRyatGiRcPRrek8DwMvGo+/HW7L2j4BEXkvgZXD9vb2n3zDG95QzUpb5MJo8OXKjt3pvamyY7fIhy9+8YuvKqX2F3ltXaRSGEqpDwMfBrh+/bp67rnnlryi9cfZdx6f8ux3TWw5HLmpe94eBQbxXmc08dxux0l7ReZZNx96YcqaWpQFEfnjRV9bF6ncAh4xHr8u3HYL+HOJ7Z+raU0tDEwnkDFh3B51uONvTTx/29+OPb7j9zOPddU6nti2Z50Yz58G20ISMoknbZ0t0TQLdZHKs8DPiMjHCUTZe0qp74jIp4D/2RBnfxj4QE1rutBIuzlN4gAi8tCEoYnirkEqh4M4mQAcDidJJw273dP4496YWK6ExKIJSJNOGuEkr6UlmeWiFFIRkV8nsDgeEJFvE0R0egBKqV8CfhP4i8DzwCnw18Ln7ojI3we+EB7qg0qpaYJviwWRZYkcjtzI+rjtXwEC8tDEoUlDE8W9wSYA972N1OMdeWOr4sSzU/fZtr3o7x077jJdss8BuNw7A8bEowknjWyuWqfsdUaRRdOSzHIhq9j6oNVU8iHLGjFdmNv+dkQih4PtGHlo4tBEoUniNIMsPG/8HTV0ralr6zp+7LFtDwHYMghHk48mnjTCMcnmqnWcSjImWoLJBxH5olLq+iKvXRmhtkU+JIlEkwgQWSMmiUBghWgSOfKcCfLwvG5EEiNvkizEjWcmdAaCzFinD4x64y80zwncmWO26NgB4dwNiSdJOGlkc7l3FpFMkmCAiGTM96clmGrQksqaIEkmzw8HEyQCRNZIFokkCUQTRmcQ0ETPDX533HTasMaGBr6dvS3llYycgGRGTnD+QUg6A0A5o4hwXmVs6dj2MEY2D/fvRQQDpJLMk93exHvWEkx5aEllhZFlldzxt7jhvS7m0pgkAoErY5KItkDE7dAZCB1XsIiTh0kOAB13cpuJXsq2TiapAEf6XMIo9Fw0CY2cTvg7TjieQTZ3HZ+D4z77/UBv2bHdVCvmhnXMNfsgVYdpyaU4WlJZMUwjEm2VvHC+n2qNZFkinYHQcyUiEJMoOqGOmkYelguWG9zc3ZQUlWFaCsoU+I5h/RzpbeFvO3huFO7j2wSWzXEntHAsBj2F54w4PXLoOn5kxWzb3gTB3PRewxP2KxMaTGu9FEdLKisE8wOvyeSG92BMI/nW2V4mkZgkYloilpdOHpZr/j0p6Gsisc4nk9q6riLJKUNnltIC/sZk5cjQGROOH66vY8PIC7cZ1tTI6TByDIKxHe6GBAOw3z+OCOZmb58nNg9i7tG13nFrvRRESyorgCSZ3Bj0ue1f4ab3mph7c+v48lQi0daIJhFNIFnkMY00gudV+Lyf+nwS1vnsfXwjaqRJSL/O3+hE1o/vCBwFlkwPQ6s5EkaOhJZMQDA+cNJTqNCK2dpxIwvmxZNdHtk+jNyj2/4rLbkUREsqDUYeMnnxZDeySu4eb81NJKb7YpJH1yCXLNKwzmaTSccdMnK6scdp0PvoY/qb1gQJ+a6FQ0A22qJJulgm2fi2STCK0UAY9TqcHPU43RlEFsxLxzu8tn/EJfucw83tqeTSEststKTSQEwjk5tn+zGt5OC4H1kl6qiXSiQQkEmaBqKJJGl1ZBFGkhTkfIpSiz6Hh9qwp+6fdHqSZGSuydq04B74G1bkYmmrRlszlhsQjO8ZrtKRSTB2zEU69Wy2bI/7/Y2p5NJaLbPRkkqDMMsy+dbZ3oSL4x3ZY6vkfieVSCAgE5NIskgky5KAOCHI2WwyST3GHK+zsgjIDQiqR2DhaKvG37CA0YS7ZFovmmB8VyLrBSyOPasll5LQkkoDMA+ZJF0cayB0DTIpSiRplkQmEZzlEEn0MWa8braEm44OcavGdJl818JKuEqm9WLqLx1XGPY7HHsW3k63JZcCaEllydAfSjOaY5LJfW+Dl453OPVsTo+cVBend5SPSPKSCKQQyRwEok7PkK3N2GMS2ybfiIzjb07WGJlrkzMPtWlPkAsEpGm6SlkEEwi9Qse1GDkdBm4HzxnNTS4tsQRoSWVJMK2T54eDKDT8wvl+KpmMPAvr2MJKIZOiRFLEElGnZ7m3Z+2bRIx80taQIBo58yJy0S6T1nA00VhnPjaBAKwJBuIukuVNJ5f9/jH3vUlyuWYf8GS311otIVpSWQJM6+TGoB9lv94824+iOVqA9Y5srGMrNYpjueDc1wQySSaaSHK5NBkEkpcIykTynBMWTsZa5ew81bJJisDagjE1mFzk4nWjhLr7/Q0e2T7kcBAUZN6xX25dohAtqdSINOskqZuYZCJuh95xh96RrreJR3F0GDgPmTSZRGbBXNNUFwqi60rTaNSGPSFEmwIvdOi6KrflcuQ5PNy/x+Fwi7ubWzGrBS5uCLollRqQJsTe8F4XpdO/eLLLS8c73D3eipFJx5XAxTFyS3RI2LkXkEma6CrnXrpLkyCSqghkdBIU83W2t6LH+u+imLbmLLdJALVpx0g2TeD1XSsMTeckF6/LiWezbXvcG2xyuNlaLdCSSuXIsk50vom2TrQIa0ZzTM0E4glqXVdhHwY3SdIyiRFKTUQCYzJJe5x8LotksggoDzHpa0tzl5KWS5bAmyQXUFHOi+XBYCcgl+ElYeBu8KprcbrjcuLZ3O9vtFYLLalUijTtRAuxZohY6yaWK/SOhI4L9tEkmaS5ORNEUoNbkySIso+RtHRmbU8iVZMx35dQdzEF3snokUXX9Y2IkQoJXvB2wPI6DHaCJDozx+XIc6ZaLReBWFpSqQiThPJgRCjfuLMfCxFnWScmmZhuTqqLsyJkUsb58lo9GhMWjH6vppCLZSbVxfJdFDZhrosroeVi5LiELpG2Wgj7f18kYimrR+3bgH8EWMBHlFLPJJ7/EPDnw4dbwGuUUlfC53xAD5H5T0qpt5expmVhmruT1E6S1onlgX2/JZN5Ma8FM0EuIYTZbpEmF1NvMV0iD5tXE600k+7QuusshUlFRCzgnwA/RDAM7Asi8qxS6mt6H6XU/2Ts/z8AbzEOcaaUenPRdTQBk4SyHyOUm3f2IutEC7GmdeLcV4XIpAiRNJ048iDrGpJkM017gTi5WOceHdeOuUU6UqRdIhDYAe6HjaR6HV5lJ+YOcUmfZP11ljIslaeA55VSNwHCMRzvAL6Wsf9PEHTbXyuYhPL7bm9CPzHF2G4YJja1k64Lzj0/lUygOvF1HchkFrJE3rT3zdRfzKhRPNclnt/CfYVJLCNHMaTHKXAQvebRC6OzlEEqaaNLvzdtRxF5PfA48Blj84aIPAcMgWeUUv+6hDXVimn6ya3jy9y6c2WcxHa/E4WJ06yTZGgYFicUkzCyIioXBQu5SImokUksOr+l6/pw2YL7CsuVqOVCx7UYDiRVZ7m7uQW8sLbEUrdQ+zTwSaWUWVf/eqXULRF5AviMiHxZKfXN5AvNWcqPPvpoPavNgSShfOHs8Uz9pBsSimmdLEooeclk2raLiLwib0Qu4WP929RarDMffzNov5CmtZyHNORhczflHEmdZV2IpQxSyRppmoangb9pblBK3Qp/3xSRzxHoLROkkpylXHjVJUATyixBtne7S+9IpkZ20jJh5cybWztpyWM+zMp/McklqbXoDF3L6QZp/6GQ617uAMLGbRh4HQauMHA7QU5LIuwcYL2IpQxS+QJwTUQeJyCTp4GfTO4kIm8AdoH/YGzbBU6VUq6IPAB8P/CLJaypcsQJJRBk/+P9Ryf0E51m3zsKIjtAJqHMyjlJI5NVJZEmuWN5E+uSVgukpf5bcG9ktL4M6CjpDpm44/dh84W1IZbCpKKUGorIzwCfIlCwPqqU+qqIfBB4Tin1bLjr08DHVXwk4ncDvywiWk5/xowaNRVJQvniyeNTBVlNKGkZsbNcnSyrpIlkkpWslvX8rNenHaMq5CYWLeRubsT+X2lCLkyKuBC4Q7e4Esxbumq8bE2IpRRNRSn1mwTzks1tfyfx+O+lvO53gTeVsYa6MItQjm9vxQTZafrJtFDxKpPJrO1lHLuK9yGPmJtGLLMiRAHlTBLLXeAb7HO/b1RWrwGxtBm1cyCLUL5xZ39uQbbJhGLeVLMiSMtCZ3ursvdjFrlkibigW2Buxdsr3NOGuITD1IIcpYHbMQTch8cHWXFiaUklJ/ISivNqJzP/JLWSuMaCvzQs4pI0BWYVdBXII+Im81ogsFF0k6hoS0gsen5RMLOow4ANIwN3PYilJZUcmEUog1c3ogxZk1DM9gSpYuwcLRrLvHGaTBSLoGqrJRexwITWYtYRWZsW0A3rhwQP6BEQy5Aer7ITHnH1iaUllRnIQyhdo/eJfZSe0Dbh7sxwdarAupGJiSqtlryJc0BELBCkBpjRIQdw6eKw3sTSksoULEIolhsnlN7doHlsXkJJi5gUvVHWmUySqFLYzSKXZKNvICbgphGL5XSiamfWjFhaUslALFPWezCTUJI1PNrl0eFiWJxQsrblxUUik1ko00VKI5dken8yMqQ1FuvMDwegBa6QeykcEWIL3ZBY7jrBcS/ZewBctY5ZpQS5llRSYBLK58+DTNm8hOLcG05kx5qEUpe70xLKJGbl0cyLNL0lS7yFQGPR6f1JVwhggNBxhMGrG1G42cxj2eu8vBK1Qi2pTMGNQT+WKRul3VdAKGV9i7ZkUi/msVpgNrFAh+GlEd5RkMdyy74MwG7vZGXmDLWkkoC2UoL2BQ9y82x/3OVeVxobTZViUZ4lWyjLIpS8fUwuGrIycPMQC4wzbwEu9/a5YgXv81POoN4LmRMtqRiIC7Ov4/87fj0vnuxGqfc6sS3ZpU2LstM0lCyss4WSljhXZmf9lULCHTKzb2cRy4Hd50V7N9jch6tWs4XbllRCJIXZF87H1cZRL9lElEdnyuqwcVZBYFWFgMu4ORddd1pn/Vm1PnVeX1YWcVFMRIaMHi2meNvVg83CqFC4KgBObYebBKLtbjdcW4MjQi2pkC3MvnS8w6u3d2LFgUlC0TqKdS/4Z8+b1LYoqr7h6igJSJsPlHcNVdYVlZ1MN41YtCtkH3qwa+O7ACoYy3oU7DHE5hR4yd5Bh5qvWseNFW5bUjGQJswmq43TUu877jDV3amihqeOb++mdM1fJuYllrkybw3oQsSR08U6D8PNl62QXGDkwcgVhkfxUHNSuG0SLjypJHWUpDCb7IeSdHk67pDO4fHEcVeNUJp4Y09DHdrMvFm6uRs+Ga0q0yqcLUdwCHJYAgTJcZ4zjgglhdsmWSsXmlSydJRYCwMd6XGZcHnMWp48Ls+iN25LJrMxVyr9nKjCHYJxN7noPOFvU1+BIDmuhzByLIa2xcFxINxqfaVpwu2FJhUN7fZoHSUt0hNLv89qXRCiLGG2ihtkXUgE6r2WKooWo25yiXCzdW4BVqSv2GGdUPd+B6/Xw3N8XjreiWXcan2lCbiwpJLl9mgdpRdODMwKHS+7OHBeVFHlPEtIXQaBrZLFEiERbu7dBa44kb5iCrcjJ+4GwTgxrilu0IUklWluj9ZRzCFfpo7Su+uOXR4DZRJKmTdE2TeBuba0MOys59Oeq2KdVZFL2dXQSQFXf1FZZ+FkxHBQvBZue0eBG6TzV2CcGNcUN+hCkopGltuj+6KYc3m0jpJ3ILqJeT6ATSaUaSja7CnPda+a6zZ3zo2ReRu0bdqKJcbp4sPu/XH+ygFE+kpT3KDO7F1mQ0TeJiJ/JCLPi8j7U55/t4gciMiXwp+fMp57l4jcCH/eVcZ6pmFirEbC7dGjSLN0FMiX3LYIyiKU0clpKe0SzB+9bdWg34u0nyKY1mIh7fjTzhn7/BhfUh03+CLrhp9Dy1XRZ7PjCuqoh+d1OfIcDodb3PH73BgE1os5MbNu1DJLOcQnlFI/k3jtVYIRqNcBBXwxfO1h0XWlIY/bY4aPk20MYm5PTkLJ++Etk1CKIm0tTSCUsjWNZWTv5urJkkiOsw+JEuN8l1irBM8Zp/Fra+VwtNykuDIslWiWslLKA/Qs5Tz4EeDTSqk7IZF8GnhbCWuaijxujxZmzb4oEB+jcVEIpUmoqnN/3dG5NMsl6/PUcYdBXtT5COe+wj4K9L6OK1jHFqdHDi8d7/Ctsz1ueq+JrJVloQxSSZul/HDKfn9ZRP5QRD4pInqiYd7XIiLvFZHnROS5g4ODtF2mYhG3Rw9LByaslFltDPJ8SE3XogiKmvNJN6fpMN2xMt2zZUarNKLP1dk5cuZFnzvrzA90vQw36O7xFreOL3PzbJ8b3oM8PwwqmZfhBpWiqeTAvwEeU0r91wTWyMfmPYBS6sNKqetKqev7+/sLL+SOv8Vdf4t7g01OPJuha9EZSKrbY+ooMLuuZ56be9EboGxtYFXRFIslTXsqimlfWN2w1YZ9X9FxA1LpDATvyA6S4k52eeF8nxvePocjt5T1zIsySGXmLGWl1G2llL7CjwB/Mu9ry8AsKyVKcgvdHmDCSpnH7ZmFZVkEq2aRLIIye9EuglKJxbBWtGhrnQfCbTdsENY7CqJB4nYmRNvbo+D2rttaKYNUolnKImITjDd91txBRB4yHr4d+Hr496eAHxaR3XCu8g+H20pHIM7uR+KsaaWYbg8wkTUbYYaV0lSkEUmVBLMOVlSR9VdJ2np2VNIN6h53GmOt1DVL+X8UkbcDQ+AO8O7wtXdE5O8TEBPAB5VSd4quyYRm6dujDnf8PofDLY48J5Y5q60UGCe5Zc04XmbWbFNS/adhWvuCOtZSdl+URQsXy4hU6TT+ZJsE69xn6ITJcUY0KN1aOWC3Q62RoFpmKSulPgB8IOO1HwU+WsY6snA4crnj91O1FNNKiVLxM5Lclj2OtOmY9T7U3Xay6qzdPOcv65xmbRAERYe+C74TfH5H2lpJCTHXnRC31hm1ppWS1FJGnkXPnaxAjrWFnCNrNi/q/rYuE9NS7YvcPLNS+MvCoiRTJOU/D7HMtIZSetxa5xaWI7FK5qZYK3VFf5YGU0sxrRTd1mBiAJhhpQCNKRasM0Q9zznn2W+e89ahycz7flWpsWRdrxli1sItEGXaOvcCbcU+CkPMA2HoWpx4NvcGm0vRVtaWVNK0lGReSmClZDSvTmlpUBRVWillH1t/wJO/k/tUfePX4bLUQSxlHj+KBhmRIMsdh5jNvJVlRILW2v1JS8c381Lso2A/63wU/A6V9Xlqe+rISyn7mPOeb9maUR3u0bJaNaQh6Q5lpfAnK5ntIxg5wsgJrBWzmVOd2spaWipZER/P60Z5Kb2QUNL6pOTFMr+1mtrAqY48mKoSAJuUv5PL3Q2tarPgsOMGeSu62DAtfb9qa2WtLRUzLyXZKwXGWgrMb6WsuoWSDPWWXTekjzlNHC0zOlNlc6ZlwXz/0vquqA07+twOnW7gBiUiQaf2kPveBoeDbW7b21GxYZVYS0sFguzZpJUibmeiaBCYtFJKEmebSijznC8PsqyTrG3z7F83mrAGSH9PY6ItY20FTGuFSFtZVpbt2lkq+s0ya3ySVopleDg64gP5xdkq3Z6qjl3VcZtyE2osmqxmYpbltohVVHZSHkx2iQMrsL4dYRRGgryjIG/lXn+Tu/4Wd/wt6FY7NnUtLZXDkcttfzvKS0mzUkzXB8jdFb/Km37WsauwfBZBlSn+Zbt2RdYxay1LFXZTmjlBmG+VYq3cOr4cuED+duXh5bUilaRAmyd7NmrAlLBS6sxLyZuDUtWx5zlnXZZJ0erfukLgdZdOTPtc6p4ruiZIVzDrvJVvne3V4gKtnfsDgevzwvk+970NTj07moMM6dmzy7RSmuRKpTV1XoZ7k4fM8lyb6QqZ+8/jIqW9vg5MW2Mk2iY6xIGRvq9FW1cYeBanns19b4MXzve5ah3zZPduZWtfK0sFxrkpWqA9PXLoDCSW7GZmz6Zh2dmzScx7Y8/7jZy0BlahPULeNWa9F1W1pSwTi1hW2lqB6YKtbuJUBdaGVLQpd2PQjwm0Iy/oS24KtDovJQ1NKxpchFDmOXbTyWMWLmqPmLQOcWZDsVh3uEQTp0iwpRoXaG1IBcYC7eFgm/vexvQwclq/lAysQssBWN4okKagSnIpW7St6stC1wR1DS22E7r+2lq5ebZfqWC7VppKMoNWC7RR/9mU3rMwu03kvMj7gakq2lP3MU2sErGVEX4ucryqWiNY5xZctqJeK+yAuB2G9rjQ8Kb3Gq7Z1VQvr4WlkpWbMvKsiFBgnJKfhTJmIC/rRpmVMFe1i7CI/9+UWpu8aBrJJ5PhNIK2k5NRoJEh2B4OtiMXqGysBalAPtdHY2LAeoaVskxCKetYdRBJ0fT6ZZJLE0LMRZClAY6rl8dd92HsAgGVuUBrQypAzPUBJnJT0lwfjbojPnVEH8o27aso4jOPXxaq7JOyTGtl1jpjTbKNnBUzCqRzVpJp+2WirrGnPysiXwvn/vyOiLzeeM43xqE+m3ztLJgJbxPtIl2Z2D+vlVIlVs3srwtZ78uiZDZPAt08x25kpm2KCxRZK0YUSLtA9wablUWBCpOKMfb0LwBvBH5CRN6Y2O0/AtfDuT+fBH7ReO5MKfXm8Ofti67jjr8VuT6nnh3pKcmJg2kow0ppmpZSZD3LdkdmkUiRDmx1/Z+aoMVpq1y7/qYLpHWVKlDL2FOl1GeVUvpd/jzBfJ/SoPUUIFaRnNf1SUNVJnHTrZRpnd7mRdV6zqKYtq6qW1oUOe/Mc6ZY3VkukE6Eq0JXqXPsqcZ7gN8yHm+E40w/LyI/mvWiaWNPzVCyWeuThrJdnyoIpSwfO8/rp1kFZdy4VVoHyxZ5m+gGJRPhtHWuI6D6vjBDy2XrKrUKtSLyV4DrwP9qbH69Uuo68JPAPxSR/yLttWljT9NCydNcn6y0/CJoquVR1roWuXFn1e6UTTSrkpxYFFnXmeW+JyuXdRQoK7Rclq5SRvJbrtGlIvKDwM8Bf9YYgYpS6lb4+6aIfA54C/DNeReh9RQgCiXXEfUp26pYhVBy1jlmJX8lnyuzWG9ZRZBlJrDlwSIJe9b5CMsJ0ysSYzyAUDoor8CwrrGnbwF+GXi7UuoVY/uuiDjh3w8A3w98bZ6TR/kpRoc3iDdimhd5/du63JS6jjkPymyLUHZy3rJ0kTQsay26/MT8MjVdoGRouUxdpTCpKKWGgB57+nXgN/TY03DUKQTuTh/4l4nQ8XcDz4nIHwCfBZ5RSs1FKlpPASb0lLSoT92h5FUnlLQbvsqbsWgfFY2636M6kSdfBYgVGJouEBAV2urQcpm6Sl1jT38w43W/C7xpkXOm6SlAbPKgCZ2fMgtNFv7qRJYlUvf7U/U5yzr+Mt4bE2aPFTY3ou3WmR/0WAk36SiQ3yfSVYCozWQZdUBrk1Gr81OAmJ4yD1aBUMoUYNPWMMtCWFbTprK6v1X5uqKoygWCcWgZUnqshG0my8LKk4qu9wGi/JRpaKLrU2ZV86I3YJOspCyU5RqlHTeJVYwomUEH0wXKClIM3cAFOhwG6y5LV1lpUtFvQlq9j4bZ3HoallX/0YS+K8u+GRZF1dXXVVqFWSjlCybHl6aZrwJEumQZWGlSASZE2jRopk42ZGpa28hpWMYHvIxz1ZWglnUzFrUWV/F9T0LXAUE8KmqKtUBpYu1KN2nSb0JSpIXJyE8ekbZuNEVHqeK4efep2koq6/qadJx5jifnHjjx21w3xNZiLcDdEnurrLSloiM/MH5z0jArk3bZpe91oKpvyjJKBZqCMv63dR8jV05VlLIf7yuk9cdYBIjimbUrSSqjwZejv5OZtEmkuj5GyG3uc9dMQGVnm5aJJhEClCe4riNMsVaHlYEoWbTMiuWVJBWNZGUyENX8mFhl12dZx0uDeYNepJu16dZp3v+FGVaGsVgbT9cvjpUlFTPyk4bkWNMYCoaUL9INlRRb8wqvdfYuKRNNagxe1XFNsbaKsPLKkgrEw2DJ0aZpMEebmpGfpn746yCvss+RltK/SIuAIo2Ypj1eBGW3ulwGpumKZli5jAjQykZ/zIs/mSLSLhN1WTRFPqh15dzMqkieRSxNJf55UPc1yJmH2hzfG11Xoe0Qy4Mhk2HlMrCypJIXEwzdsGzaRVH0A7qsBD5z33neo0XD4fp1Ra+37HBw2dBri2qA5kDZYeWVdn8gzrB5e9KmYdEbo0o0+UOs0cQ1ZkWBltkpbt73qfD7mvHl2c2QTHQEtQysPKloaDMuCX8zffuyUVefjSIJb9PWWKYQu0i6/bR9L5KQDvN/RpKNsE2UMWBspUkly1ybGvnJQJk3eZkf6ibeIFW6Tk20fNYROu1iVgHuQscu/YhLwLRs2mVgmR3hqkYdWkzVTaAWRZEvnqr+12nnylvTlmaplIGVJRVtpuXxBUeJ2odFCwnL1l1W7Vu5Cest4nYtO7y87O7/dWFlSWXV0ZQwcBXnrEoUrcv1rLpJVdOIpexU/brGnjoi8onw+d8TkceM5z4Qbv8jEfmRec5rNmdKg3XuVzKWY9VRpKp41mvKmB1URTV1E6wsE3W2VEgzcxIkAAAgAElEQVS2/KgadY09fQ9wqJR6EvgQ8Avha99I0H3/vwLeBvwf4fHmX8cUwalptT9FNZeiH8g6WzMWfW3duCguShbKqP+pZexp+Phj4d+fBH5ARCTc/nGllKuUegF4PjzeXLDtgDRM4cnf6OBvLC+c3IQPZt09WmeFeRe1kOoUvqdpNqvY8c8sTakLdY09jfYJR3rcA/ZyvhaIjz199fZ0l8Z3qlG1835oyyKUIrkYqzgapMrjN4HkLwpWRqg1x54+sNfMhLYqUHeLhKJkVfT48x5v0eMuE2UnDWaippKUJMoglTxjT6N9RKQLXAZu53xtJnZ7J9Hfysmf7DZvbYSJuj+8085XxVqqjrBUYfY3jVCath7IryvuWSezd5p1rsJHyDH2NHz8rvDvdwKfUUqpcPvTYXToceAa8PslrGktUNQqWHT/VYq01OXmlWldLLqGRY4THc/pZo7qKBt1jT39FWBPRJ4HfhZ4f/jarwK/QTA/+f8B/qZSaq4rv2SPTbyRM9/wsKrQhPBlE4mh7qiTed663KgmWClJS1xtjDPO08pXdKCjLNQ19vQc+LGM1/488PPznvOqtfg/L5lR24QPQho629mjNBe9QefNCq4iElTm+cp+j6pEmcSWt9eM2U9l4hiJL2FTTiiClRFqp2HLzg6bNbFKuaxm1mUlljUdZbsC64R5rj0txWIeLTIv1oJU6kRdukTe41RNLBf5hm2xGFaaVK7McIGGYb5KsqCwCJo2sa696QOsQk1OXT10ImxuTCS/+RvBLT9y4u6P1iaLyAoaK00qJjp2XN8dBlMHIpPPFKuKou4PR1Vh2KKl/GXfhEXD51W1NWh6AWceZMkAHdufKh8sgpUnlcu9seg6K/ozTbRaRTTh27kscqmiy9wy9KMy3dUy/r9pn3nfSd93luWfFytLKnudscC0bTDtKOMNg3LrIMqwVqoOX9ZZq1KEXKZFb+ZtudAiG0OjfMW3YdQbfwmbX85FsbKkAnDVOo7+7jpj9yeLibOwTF2i6qrYMjNk8x6raJf8vOdaRVR9XVGOijHa19QUh4l7o+v4sS9l88t6UazsiI7dTvDu7HaNUZw9hW9Dz9jPzCJUmzYCCIt3f9Mo+8Ox6AiIskZHlD1jZ9ZojItoVcydBVuiJZqnYt/8ki6ClSUVGNcp7NjxuQO+PX+lcpFEr6ajzGvTH+S6K7abcp5FUYfllVbTZgYodOQniR3bZbd7yp51En1ZF8FKuj+d3puiv3UWoE41NsXarDex8Pkb5udXHRnJOl5VN8q6uj61IXR9tEhrRn78KM1CoZxRdN+UlU0LK0oqGjqmrmPsOjvQFGuX2aipTixzSNaqk0DTwslQ7f/TD40XHU5O5qhsPvRCoeOvNKnAOAy2ZXuxXJWpYu3mRqqp2OTeHWV8uKu8vrLWt84E1SSYFv3l3llp4WRYdU2lM+Kqdczl3hnbtserhG/WUWDiDR2wHMHatKJ+EmrTjkLLsrW5sGBblkBaJpq4piyUtc4qrYy6B8eViWR+ytARhk7wZasteTPyc9U6LiXyAytuqSQjQF3HjyJASYycbq6s2rK/Les+VlkRg7KtFf2+Fn1/zfEf60oohY5rhJKzPu/JHBUzgloGVtpSgXgEyLaHDMLtOgLkb3TwXWvuUR3mh6qp30aLoupIV1XWUu21M1OwKp8JM0fFdyT2hWvbwyhyWlbkB1bcUtHY7Z3ExNq6mjWtygdrUeSxCJJoYp3SrGPPs30RLLvhlb9hxSKhOvKjUWbkB1aYVLRCfdU65Yp1yuXeWSTWjhzFyMmXWTurX21ZnceahkVuvmWQaJUuRtN67VZ9blNPqSryAytMKhparIWgBiipqwydQKTyN61IV1Gbdsz3rAN1VixX9a1e1420iIU07/HLwKpUL2uRVkNb8tu2F0V+yhJpoSCpiMhVEfm0iNwIf++m7PNmEfkPIvJVEflDEfnvjOd+VUReEJEvhT9vnncNux0n8Ae7p5GuorFIZq2JVXZv5iGWpoTSV9l6WDZMi1tt2qgNm5HTjSe+2WORVtfK7XZPS0vP1yhqqbwf+B2l1DXgd8LHSZwCf1UppUeb/kMRuWI8/7eVUm8Of7606EK0rrJle5GuMop6qkyfVljXyI4mf+iXmSNSl2tVpTbTZPgbnYkvVy3S7vZOShVpoTipmONMPwb8aHIHpdQ3lFI3wr//f+AVYL/geYF0XQWIdBUI/MioYVPoAuVBk62UZVoWyZBukV65ZZFJHkJcFvnXSk6bG5GVomF+mepub8oZRXrKFeu0VD0FipPKg0qp74R/vwQ8OG1nEXkKsIFvGpt/PnSLPiQimXRpjj09ODiIPTdNVxlrK2OmTtNVilgrZaGuGTZVIIsgyiKhNOS1rpr8BVEGZGtzQiM0XR+d9ObbAanozHP9JVymngI5SEVEfltEvpLyExvCHg4Hy4zlishDwP8J/DWllL6KDwBvAP4UcBV4X9brzbGn+/txQydLVxlHgSRygZrYXd9EFVrIPCh6zCrII4mmpPM3jazSurwNHYnyU0aOivSUbduL9JQyXR/IkfymlPrBrOdE5GUReUgp9Z2QNF7J2O8S8G+Bn1NKfd44trZyXBH5Z8Dfmmv1Bq5apzFd5dgZMRoIHMlEaHnkdOlQbie4vCg78SzP8eZN329qG4g6iKTOGqskqnjPk42udWWyqaeUjaLujznO9F3A/53cIRyF+q+AX1NKfTLx3EPhbyHQY74y7wJMPzCpqwCToWXDx5wWWl52N7h5ULamkPeYdaFKq6ys8oGiKKs/jRn18TesmOsD8fyUKvQUKE4qzwA/JCI3gB8MHyMi10XkI+E+Pw78GeDdKaHjfyEiXwa+DDwA/INFF6J1ld3uKa/tH0W6CkyGlucRbKvAKpXTp611kZtwnv3LvNGbaHGZKJqxPE0L1DqiJhTT9alKT4GCtT9KqdvAD6Rsfw74qfDvfw7884zXv7XI+U1EukroAtn2EM8ZMXI6jDyBI20KjoCgFkir5AJwdj7l6PVjkYrjqtwWs9tbck15OsHNQyZloumEUhRphGJaKWYoWUdDI9ene8o1++XS9RRYg4xaSA8t7/ePU0PL2sc0M2yLYln9R+pGnirkWa/JOkaZrRDyfPtXZQFV+X81jz0xhD0RSgZirQ5GjkJ2BpHrs9s7KWVwWOo6KznqkmC6QDu2O5Gyr1k7VVtJQdVtI8vWQfIgecOVfQ59TdNcl7xEMy8ubD9cQxccaylj18fMotWuzxP2K5HrU6aeAmtGKkkX6Er/NMquNQVb01oxUaQbHDQjz2Se3A197KqIZdY+yxJHi0Rnynyvyn7fY20OQtcnLerzxOZB6Vm0JtaGVNJcoG3bw97x8lUth2xflFjmxTwEsIwWAE1H1e+LeY4qjp0XeV0fbaUMHfB24glvW7bHI9uHlUV9orWWfsQl48luL+YC2fYwll1rukAQZ/e6K5erxqq0N1gEi6y1KYWT855j6roTrg9MWil+36fr+Ly2fxQlvFUR9YnWW9mRl4hr9sFEgeHw0iiyVhYZ3r6sNoxFsYiL0WRiqZr4TJewinPNa1Xl+d9FuSmGlaKtcm2l2PYwEmirdH1gzUhFm3J7ndGkC9RTDHYM0Tahq5hibdE6oCbelPNqGE25hrLS/ptG3HmOORNhASEEn+OhLkcJ0/JNgXa/fxz1TrnWC+rkqnB9YM1IRWO34wQxeMMFMtsheJcmXaA8zZuWLdqWhVUjlkXRhExZE2W8n1mzknVeSjKMHEvLrzA3xcTakYop2D6+cRC5QB3bj1krbkgsusgwRixLQp1Vt/MQSx1Fgub50v7OiyJE0nQSTRKKFmjTJhBCXKCtOjfFxMp308+Czll5bPM29/sbnHo2x57FaCCMHMH3Aheo66Z02d/cyBziPk/W6jxZsYvoHkW/gRfNwDVfU2QNWeeeN5Kj96/bIlmm5Zo11wcCt2ewEwi0/R2X1/aPeGzzdqW5KSbWllSSOStbtsep7TDqdfBt6NjGsLE5M/TnJRb9mnn2z7vvsk37PJmlVVsAZbwHVUWSFkHeaA/EXR+Iuz5JK6VqgVZjLUll86EXOPvO41zrHXPbf4XDze24tRLWA5lzgTS0Pyjhz6ITDOtCUWKpql6o6a6EiWV1hZvn2MketEDk+kR5KZeEwU5gpYx6il6YQautlECgdSq1UmANNRUTadaKrgcKclYCbcW9bGX2sC2rI1yVzZeaHBmpAquWiVsaEtMHTSslFvEJ63yu9E95uH+vVisF1tRSgdnWSscVBjuTM5chbq1kVS9X3chokeMX0RaSr1mmpZF17cu8qavQjvIizUoBYlaK6faYVoqu86nLSoE1JhWNILx8wE3vNXFtxbHwXaGTGI+qERHL2XmhQe5FkPVBLrvT26xzN8GVqYpQqk6/L618YEErpeo6nzSsNaloa2WvM+IJO91aGXlBJEhbKzAmFuvcC/6ZGcSSp5eIibKE1TznLVPEnfc6Fzl23u11Y9nZyKtmpcCak4qGtlbu+H2+dbY3Ya30wv10EycdDYqaOIUu0LIslizMsibKjg4VIZdVaNWYRF1rntdKGVxxJpowNcVKgQtAKqa1kpa30nEF3w4iQV03bOi0kW6tQDqxVBliLooqws5NsSLyoAmu26LInDqYqPEZ7IwLB5N5KXVbKVAw+pNn7Gm4n2/0p33W2P64iPyeiDwvIp8Im2RXAm2tPL5xwCPbh+z3j7F3PIb9EYOdeGc4s4lT3tnLyzaTZ51rlW+uZaDKjFwzepXHSkmOMR06gns5rqUM+yPsHY/9/nHteSlJ1DH2FODMGG36dmP7LwAfUko9CRwC7ym4nlSYhYZmW4Qr/VNkZ8DwkiYWydVyMivMPG+os+6bvSWXbJjp/U1we/SAsLSJg9rt8XYCLWV4aRSr8YlbKdVmz6ah8rGnWQjHcrwV0GM75nr9IkhaK3qaod/3GeyooKnNtJaTFfVbqftGT3Z9W1eyyRvZaZo7N62hdVKc1Ylu2kp5ZPuQxzcOgvYfS7BSoDip5B17uhGOLP28iGji2APuKqWG4eNvAw9nnWja2NM80Gz9ZLfHNftlntg84OH+Pa70T+nYfuQGeTtBQlyatWISy7SkuFUpZkuec52Ipa5ObWWTslk0mHR7ciW6JZow1W2lQA6hVkR+G3htylM/Zz5QSikRyRp7+nql1C0ReQL4TDjr5948C1VKfRj4MMD169czx6vmwcz0/USI2Trzo6mGME6KmxYNWjR5bdEPelnJeGUVC9aFtPXOeh+W2Wg7Vyp+ikWcFGfNrm79HTcKIS/bSoGaxp4qpW6Fv2+KyOeAtwD/F3BFRLqhtfI64NYC15AbOhJkhpgPh1sceQ6e12XgdgiMN13504F7I6zNgFjiB8vOX9FYBrHoY5SBOiNV85JZVgh9FppKlFl9Z023R1spur5Hi7NbtheFkK/ZL/NkN0iSWIaVAsXdnzxjT3dFxAn/fgD4fuBr4UD3zwLvnPb6smGKtkk3SHYG47ogM9M2q+dKDldoERQlhaToWPRGqrOHin48za1oet7JvOePfX6Mbm5AzO1xL0msmbUWZydDyMsjFChOKnnGnn438JyI/AEBiTyjlPpa+Nz7gJ8VkecJNJZfKbie3NjtOFHn/cc2b/Pa/hFbOy5+34+iQVpf0aKtOS616cSSRNOJZda5V11QzksoGmaSW5bb0yRx1kQdY09/F3hTxutvAk8VWcMi0G7Qk90ed+yXuetvcck+Z79/HLpBG0HKc6ivuJcDN2icwr+Fde8UtWkjZ1503LIzbpfVfCgLedeT5cItu0ixTFTVLiEtyc3MSTHdHjNztgluj8baZ9RmIbWK2dvgSv+UV12LIT20vmK5gjmHGaDj2sh5SChTMm7LEFDLrBkqW8w1j51336pRJQmX2cwpze3J0lHMzFkd7UnLnG0CLiypaCRFWyDWetJ3Az8WBAeDWK449O4Gx5Cz6an8ZVT8No1YkmhKeHqZ1cxJFCGUZCPrwU6Q5Gam4qe5Pcu2UuCCk8qEG7S5xb3BZuQGedixSmb3UpxYLDPMbLhBkO0KFYnQlF3lbB53HVAFoVQhCuchlLRubn7fp793GukoTXN7NC40qcCkG8QlgEc58ezADeoHYeaOO27oREgs8zR1SqLqJk/zoGn6xyJYpmaSxDyEkoSpo5iEYtb2aB2laW6PxoUnFY3djsP3bbwMEEuKOwWG9Oi4FhzpNH6FdR6vZk4jlipaJdTV7LppTZpgck1NcnU05iUU00rxdu0JQtHFgmbWrNZRvm/j5Ua5PRotqZCdFAdwkz2OPYvhpTAZDrCRlIjQ/BZLkREZdUaEqmzSNM/5Z20rA5UTihk2TiGUZBr+8FJAKFtGS4Mm6igmWlIJYeorbI7/STrb1kMnJE0Si3U+Hp8aIxbjd5OaOy2KRUgw72uaEDavovlUZh5KSChmLoqZ4JYUZs18lO/dfKFxOoqJllQMZAm3J57NXUglFn+jg0sX594wdqwoh2VGOv+iVkBWzkjVVswiJJF8TRMIxERVFlgZhJLUUZoozCbRkkoG4sItfIP9VGLRoWaXbiSXdQA593ITCxQnlzpRRrf+pqBu/QQms2U1oSRDx2aC21su/afGCrNJtKSSgKmvJIVbgFddC7+v956fWGahSVGhdUaV7/E8hBJlyxrJbbo/ypX+Kf/l1YPGC7NJtKSSgjThNkDQ7uXV2zuMeh1GjmJgqCcziYV8EaGixFK3kLtqKKNgMwuzCCU1/T4kFB06TmbMNl2YTaIllQxkCbcRsbDDkB5dOjOJhehZZrpBZaEllkmUYZ0sEuEBUsPGWYSylciYbbowm0RLKlMwD7GMPCG0RSaIBQxyCa2WWXOay6oZ0se6yKjSMtGYRSjTXB4zF2Vrx+WJq7d5ZPuQ7+n/8UoIs0m0pDIDeYkFOvSYTSyRO8TscHNZ6fRNjrxUiaotE420theaUPzLW7HU+2SBoG+Dt+dnEspTzqDwNdSNllRyoCix6HlCMEks87hDZVov+njrhLp70EyQSUqWbJJQzCiP6fI8sHcUuTxphLIqVgq0pJIbRYjFbJkAKTpL+LvuBLlVcY9m6UN1jmPNhNGxLY1Qpmko60Qo0JLKXJiHWDr2mC4sJyWl3x0aY1WDkPOysm9LGyKe4xyLDl1LI5ZlkklSQzHn85iE4l62wvYFk4TSe+A8ivKsC6FASypzYxax3HW2GLBBxxnXClnh3747mbYUa51gJMlBOrnMKqqrMv9iEWKY1mclTwe5aY/LxNxkApnuDoB7uWv0QxkP/hrsKAZ7wygPZd0IBQqSiohcBT4BPAZ8C/hxpdRhYp8/D3zI2PQG4Gml1L8WkV8F/izjcR3vVkp9qcia6sBMYgG8I/2tJfSOAlnWdwGsiFiSoz9g7A7NIhfILrSru1F1keMsuxq6KJlAurujCcW7pNtATmbK6sS2IA9lPQgFilsqeuzpMyLy/vDx+8wdlFKfBd4MEQk9D/y/xi5/Wyn1SVYMWcRyyd6LpfSPeuOxH74NAW1YWI7Q3bCwzoPRH6kZuCHWqSgxibqJZF73a5oYC9mEkhRkR45CXfWi4kDdwmDdCAWKk8o7gD8X/v0x4HMkSCWBdwK/pZRaizz0JLFctYLxCFyFW/ZlDuw+p0dOfp2FMbFopLlFMDvHBZrTB6UpmIdQ8pAJMNG2IGmdjJx4Utt+/5g37r40brJkH0R5KLD6hALFSSXv2FONp4H/LbHt50Xk7xAOeFdKuQXXVCtixEIwjnW3d8Ll3j4v2rvcZI9TYOBYWMcWaTrL2GqxsM66dNx4xXNa7dAs1whacjGxMKFMyY6dJsbqXiijnprIQVlnQoH6xp4STjB8E/ApY/MHCMjIJhhp+j7ggxmvfy/wXoBHH3101rJrhUkse52X2bNOuGKNb+SX7B3uHm9FFc5JncVy0sjFj0WIIL35U95aIhMXiWTKsE5guhirXZ1gyNfY3TH1k6Qge613vDK1PPOilrGnIX4c+FdKqch5NKwcV0T+GfC3pqyjtFnKVSBWhBhOiaMPu91TLtl7Y3fIdhge9Rg5gm936B0FZJIkl2mZuMCE1TKP3qLF3HUhmzLybPIIscBU7URPDhz2R8H0wAxBdp0JBYq7P3rs6TPMHlv6EwSWSQSDkAT4UeArBdezVJjE8pQz4KoV6Cy7vRPgUXZsN7BanC28I5tRTzFyOvSOAh/cJBfoxoRcnLFbFBNyjX64kF/MXVbkqGwUIZRZRKKRJsQCE4RiujvbKYLsuDBwfQkFipPKM8BviMh7gD8msEYQkevATyulfip8/BjwCPDvEq//FyKyT2DZfwn46YLrWTo0sQAxnYVLcPNsn0v2eaaIO/KCD6duVRl3iXz8zVBz2RgPMhPz5DnC0LOQRSxN6rhfOIJjIsXFAVItEyAz9yRpnWh3Z931kzRUPvY0fPwtdBJHfL+3Fjl/U6E/MGk6ywvn+1zunfGivTu2Whwb69hi5EoUIUpzibquwt+wsA/Th2Cn5bgkkbfGqGyUNcGwFEJJEV+BCc1ET0swIzvJzFhTO7HtYWq4eN3dnSTajNoKkeUO3fRek6m16Exc02rxHYNczkewa0dirukWaaTpLtFzJfZyKaOpdVaEqnSdRGNKaBjGlgmkk4mZyKZdnf6Oy5btTVgne9bJhSMUaEmlciTdIW213LDi0fcD4BTwveADHbNavPBDrfWWRH6LRtJ6keQOC+ov01CWVWMSVGk6iYkcZAJk6ibJvJOkq3PJPo9ZJ1et0wuhn6ShJZUaYLpDaSKuzmnRoeehbU1YLZ0oeyeht7jxQJgOQyfbWAYLmT/XpU4sSiazXByYdHNgtnWik9iSYeKO7ceE2Mu9s5h2stcZXTjrxERLKjUiy2q5Yp3G3KETz44iRDC2WrRLNE1vSbpFyhB1YVLYhelCZlMIJ4k8RALzWSZJN2fkxKM6aULsbvc0VTuBi0ko0JJK7chjtdwbbEZai7fTxTuKC7lZ5ALjaBGAdR7+TsnSDRaTsGQyNJg01EU2s9yZNKSJr0AuAXYamSSF2N3eSSKyc3GtExMtqSwJ06yWu/5W5BIdeU4k5A48C3E7dAZCxw1+dPKcB1huXNAdOt1MC0ZDZYWnp2FKdCkNJgElXa6Zx8kgD5M4YtsTFglMujdAJploN0eTienq7Nhua53kQEsqS0SW1XLH34pcosPhVkAufYeD4yC3xfcsRr0OHUcYOQG5WCnWS9cFf8MgGCPfRcM681PD01lIVlDnmWWURhzz6iBJmMlpGmkaCcSJJHg8WaczctLJxIzqmGRykYXYWWhJpQGYSJjrBuRyzX6ZG96DqeTied0wKzcklwzXCBIEkyLuBkl1s8klq4J6QhAugDRBNQ2mJaKRlqgGAYlAuoszD5lctY4NV+diJLItgpZUGgLTaoEc5OI5nPTtIFrkWgw8K113McPRrmJo6i+GiwRjcklDsrgR4jd9UhBeFMn0+DSYllbSIklaIwC+JpUpZKI1E00mZoi4JZP50JJKwzCNXK5ax9zx+xG5aEH3xLM59exI1DV1l6Aaemy9ADGC0RYMl60gse7ymGR03ZHuUJeGGBGlJOItgrSsVhPaEgmen7RGgt+ETbGmWyU9x+dK/5Rt25vQTFoyWQwtqTQUaeTyZPcuzw8PInK562/x2OY23zrb4763kWq9DPsduscd2CGmvbAT/K0FXgAuWViuwgW67piETKJJg28UPpokY1oUQKoVlNwnSSLTCASySQTGj80ojiaSpFVyuXc2QSZmvgm0ZJIXLak0HNPI5Y6/xW17m8c3DnjhfD+yXu73N3jpeCewXrwuwx2LUSJyBGOSGewQPiYiG98FLoUhaYNoICwVILjJ9d9Dw5LpplgXwf7xCMzk89mqTlIXiV5juDQQWCMaea2S3V4QddMCbEsmxdCSyoogyy06HL3M7VHcejkcbPPI9hYvnoTai3aPvG5kwYjbgT4xktHWzCgkmiiLN2HVBK0ZAgydSSIwCciEaWGkIamBTDyfYYmYbg0QkUjX8dkMLRJNJNoqeWLzgCvWaYpV0ro5RdGSyorB/KDrUPRuhwnr5Y7f54nNA26eBcl0kXuUIBgFY5IBOo4wJCAXIgtGGEBk1WgLZxp8g1SySCK2f4IwJrfHLRBggkQE6BquTZJItFWii/3GYeFe7JwtmRRDSyorjFnWyx1/iyfsV7jpvYbDwXbkHgFTSWbkWfh9IqKhH/yKrJqQWEwkSUa7VEn4RgAp0ncMaKsjemwQB0DHHusyWhsBUkkEiLk3rVVSD1pSWQNkWS+aYK7ZoQXjb8dcpEiDCQkG4MQL7nJNNABDN9BCtFWjEZEOAeFEfxuEYxJEEl5v8jlNHkBMVNXYsgP22g5/79iBSZS0RjSJaIukJZL60JLKmiFpvSQJRlswbJJKMkBENECMbE69yWQ0TTwwJp9kjGdkEFHS0tAwiUPDtD40LtlBBm+WJbJnnQBkEon5HrWoBi2prCmSN07SggFiJHPb3gaISAbgcBBsS7pNJjTpaJykEE8atKUBxEhDwySP3W7QZyXo9Us0qUDPWZq0RqAlkuWhJZULgqSLBCRI5i6HI5fbo6CnrmnNBI8nyUZDWzhJaCJKQlsZQEQYJqaRR/A42N6SSDNRdJbyjwF/D/hu4KmwN23afm8D/hFBu7KPKKWeCbc/Dnwc2AO+CPz3SqlyikhaZCLNigGDZCCyZrLIBsaEo3HH76eeT5OROQsJxmRhQhNH8Hxgfei1jdEjiZZEmoOilspXgP8W+OWsHUTEAv4J8EPAt4EviMizSqmvAb8AfEgp9XER+SXgPcA/LbimFnMi7YbURANZZAOacMZ4Ofrr9mh6eaImCxNx4oA08shab4vmoGg3/a8DBGN7MvEU8LxS6ma478eBd4jI14G3Aj8Z7vcxAqunJXvN3UwAAAQBSURBVJUGYNqNmyScNOzO009hzvO3aDbq0FQeBl40Hn8b+F4Cl+euUmpobJ8Y46Fhjj0lmGi40oPHMvAA8OqyF1ER5ry23C2jlo11/Z/9iUVfWGiWslJq2kTCUmGOPRWR55RS1+s6d11Y1+uC9b22db6uRV9baJZyTtwimE6o8bpw223gioh0Q2tFb2/RosUKo6DnmwtfAK6JyOMiYgNPA88qpRTwWeCd4X6zZjG3aNFiBVCIVETkL4nIt4E/DfxbEflUuP27ROQ3AUIr5GeATwFfB35DKfXV8BDvA35WRJ4n0Fh+JeepP1xk3Q3Gul4XrO+1tdeVgAQGQ4sWLVqUgzrcnxYtWlwgtKTSokWLUrESpCIiPyYiXxWRkYhkhu9E5G0i8kci8ryIvL/ONS4CEbkqIp8WkRvh792M/XwR+VL482zd68yLWe+/iDgi8onw+d8TkcfqX+ViyHFt7xaRA+P/9FPLWOc8EJGPisgrWTlfEuAfh9f8hyLyPbkOrJRq/A9BbdGfAD4HXM/YxwK+CTwB2MAfAG9c9tpnXNcvAu8P/34/8AsZ+x0ve605rmXm+w/8DeCXwr+fBj6x7HWXeG3vBv73Za91zuv6M8D3AF/JeP4vAr9FkIn4fcDv5TnuSlgqSqmvK6X+aMZuUTmACooSPw68o/rVFcI7CMoTCH//6BLXUhR53n/zej8J/IDMqPFoCFbxszUTSql/D9yZsss7gF9TAT5PkFf20KzjrgSp5ERaOUBm2n9D8KBS6jvh3y8BD2bstyEiz4nI50WkqcST5/2P9lFBqsE9glSCpiPvZ+svh27CJ0XkkZTnVw0L3VON6afSlHKAsjHtuswHSiklIlnx/dcrpW6JyBPAZ0Tky0qpb5a91haF8G+AX1dKuSLy1wkssrcueU1LQWNIRVVXDrBUTLsuEXlZRB5SSn0nNCtfyTjGrfD3TRH5HPAWAh+/Scjz/ut9vi0iXeAyQblG0zHz2pRS5nV8hEAvW3UsdE+tk/uTWg6w5DXNwrME5QmQUaYgIrsi4oR/PwB8P/C12laYH3nef/N63wl8RoWKYMMx89oSWsPbCbLHVx3PAn81jAJ9H3DPcNezsWwFOqdK/ZcI/DmXoBPQp8Lt3wX8ZkKt/gbBt/jPLXvdOa5rD/gd4Abw28DVcPt1gg55AP8N8GWCiMOXgfcse91Trmfi/Qc+CLw9/HsD+JfA88DvA08se80lXtv/Anw1/D99FnjDstec45p+HfgOMAjvr/cAPw38dPi8EDRY+2b42UuNvCZ/2jT9Fi1alIp1cn9atGjRALSk0qJFi1LRkkqLFi1KRUsqLVq0KBUtqbRo0aJUtKTSokWLUtGSSosWLUrFfwY6Zl5g2F+cKAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAARUAAAD8CAYAAABZ0jAcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJztvWusJOl53/d7urqrTp85Z2bOzA5XqyWXuxMOTCmgQUoTSokAx9aV9oelbFPySohNGhQYJVYCRLBBEgJsg46SlQyEthHHEkHRomJDpMzA8hqWwlAiGX+QKXEXpnmFOMtZSssJd/fszJmZc+3qrn7zoeqtfqu6qrq669o99QcOTp/uurzVp+vfz/N/bqKUokOHDh3KQq/pBXTo0GGz0JFKhw4dSkVHKh06dCgVHal06NChVHSk0qFDh1LRkUqHDh1KRSmkIiIfEZFXROTLKa+LiPwTEXleRL4oIt9jvPZOEbkR/LyzjPV06NChOZRlqfw68LaM1/8icC34eQ/wzwBE5BLw94DvA94K/D0R2StpTR06dGgApZCKUurfA3cyNnk78BvKx+eAiyLyCPBjwKeUUneUUgfAp8gmpw4dOrQc/ZrO8yjwovH3t4Ln0p6fg4i8B9/K4dy5c9/7xje+sZqVdsiF6fhLlR27N3hTZcfukA/PPffcq0qpK6vsWxepFIZS6kPAhwCuX7+unn322YZXtPk4/fYTGa9+59wzB9NR4pa3pz0u96aJr+31nKQ9Us86fOSFjDV1KAsi8ier7lsXqdwCXmf8/drguVvAn489/9ma1tTBQDaBzAjj9rTHHW977vXb3rm55+54O4nHumQdRf6+bB3HXj/xnw+IyCSepHV2RNMu1EUqzwA/JyIfwxdl7ymlvi0inwT+F0Oc/VHg/TWt6YFG0s1pEgcQkocmDE0Sd2OkcjCOEsrBZJ504tjrn8w/N5iRy8WAWDQBaeJJIpz4tXQk0yxKIRUR+U18i+MhEfkWfkRnAKCU+hXgd4C/BDwPnAB/M3jtjoj8A+DzwaE+oJTKEnw7rIg0S+RgOgqtj9veRSBKHpowNFHcGw/Dfe+7W3PHO3Sj7syxa4ePz9lu5LVdO+ounbfPwscXBqfAjHw04SSRzSXrhMu9aWjRdCTTLGQdWx90mko+pFkjpgtz2zvHHW9njkA0eWjiOHSdkCBODKKIw3X976nJyErdpu94kb9texI+3g6IRxOQJp444SSRzSXrKJFkTHQEkw8i8pxS6voq+66NUNshH+JEokkECK2RNBK5726Flsaxa4fkYRLF1E0nCxnNMhR6Y0ndzgOmg9mXmevMRNwT2z//q8zIR5NOFuFootkbHM8RDBCSjPn+dARTDTpS2RAkkcmN8U6ERMDXP0wSgZkVcuLacwSiiaI3FgSwgN5onjCSnssPi6njk8zUmZHWOCAeTTqacO4mkM0522XXHs0RDMxbMW/oD+bes45gykNHKmuMNKvkjrfNDfe1oTWyLIloAhkERGEShmXIIr3R/HNZ8NK9JjjU5xCmTnT7qaMtoD5TR4WWzhhQzpQT2+FVYHt3FCEYSLZiblhHXLP3E3WYjlyKoyOVNUMWkWir5IWzK3MuTV4S0QSShzws/fwovy7nOTksmkNze/Bsf5+pAxyKQTaK6di3n6YDxfHhgCNnir3rL9S2J6lWzB1vJ1GD6ayX4uhIZY1gfuA1mdxwH45oJAeTbV483psjkiR3RpOIJosk8rBG5uN58uiPwDpLTmxLg7eVrzpk4szO7zkChz7J9DSpuIJnWFFTR8FRD+/IJxk3sGLuOt4cwXzz9DIXBqdcHe5H3KNrg6POeimIjlTWAHEyMbWSuFXy0tFuIpGkkYh+nEYefU00KcTRT7FSrDMv8XkALyMypDFxBGsW8AmJaKJdI0fwXD9vIXSrDrVF41szU6fH1LEYZxDMvfEw4h7d9l7pyKUgOlJpMdLI5Kb7mkSr5O7RdiaRxC0RazQjkCTyMAkjjSSs03TySMPg7oipk/7R84ZWSCjelhWsxT+PFbhP3lYvJJhwP+1aHc7cpkUEs3+0w5Wdo9A9OhieyySXjlgWoyOVFmIRmXzz9HJEKzHJxDqyUi2SuAYSJ5L+SEXII40weqNJ4vNJkDMXtWXPPWedzXys+Ou90SQknfgarKFPMt7IQnPKxCAa/2//WrU107NnrpKpw2iCcd0+tj3hys4R992tTHLprJbF6EilRchLJnEXRx0OEq2SNIvEJBGYWSH6Bs4iDTHIQE5zhn3ix8ixn0k6MCMevbYBzIhnaOFtWfRHXsRt0tZM1FUyrRefYMajrY5cSkRHKi3AsmRycuhEXBxrJAwOJTeR5CEROUu+8VMJ4fQs+XlgLt5jbjvcWpmcLMMKsk49vKGFn0njoz/ysByJuEpx60VHk6ZOj/Gol0gurzt3wMG4I5e86EilYegPZTyaowXYF4/3EslkcNSbs0pWJZLcBJJBHNkXmbFf1mvDWW1RFvFocumNJlgxrcYaWqGrNEkiGGdGML2RlUguh67Drj1aSC4dsfjoSKUhmNbJ85Mxd7wdbrgPR8jk0HXYP9rBdfu4h/acXhInkywiiVsjSUSSeOPmJBJ1cjp/vO1h4vNJ2+lj6Mep5x5Gixj1muXURQ3t0G0ydRpNpHkIZrybn1ye2NrntneOa/Y+b+gPOqslQEcqDcC0TkxX5+bplUQyMS0TgMHhYjIxLZKlXJkFJJKHJJbd1twuvk+EZGC2vuHW3FqT0uriGTGmm2S6R6CC9zNKLpPz85qLJpeDyTZXh/vc8Xa4Y7/cuUQBOlKpEXHrxHR1vnl6mVtHF8JoTpxM4iFh+/5iyyROJnndmWWIo2qYa1loxRjPxQlGu0dA6CblIhe3h2eTSi73xkMeH97mrrfNbe+V0GqBBzcE3ZFKDUgSYnVtjrZOXjraDUPD6nCANRb693sMgpT1eEhYE8oiMllEJG0ikEXQa41bL3NuE4TXmVYUoC2YLMsFJAhNz8gl7hYduzb3d2Zibme1dKRSOZKsEzOqc+voAvtHO5wcOrPQ8P0elsuMUAw3B6JkEhde5cxtlEimx/Md3eLonVvcGS4LSetPIxxOzyIRJjX0tRadK5McPZpinZkJdj65uLtBxIge07HgYvPqyOLEtSMu0d3hg221dKRSIeLayQ33tXNRHdPV6QeuTl7NxCQSMKySGt2aPCSSd59FZKP3y9oukVwMHSZJR4qTi857iZOLTRCOHkmguQiTnR5HroXr9rm4cxK6RAfDZKvlQSCWjlQqwjyhPBzRTkzrRLs6WjexD/OTSeQmSSCTsolkFRJZ9dgmeZivmY/TCCZR8I3lx0DUPbRi2b8+oVhz+S6e42tccTH31ZHFXccLXSITDxKxlNWj9m3AP8a3HT+slHo69voHgb8Q/LkNvEYpdTF4zQP0EJk/VUo9WcaamkKauxPXTrKsE+e+KkwmUC6hVEkmRc6Zx3qBBME3HjkK3CTwyaU3spk6/Tm3CHr0RyooBRDcXbDcHuNdxXRs4+543A2P+miiO7TpOkthUhERC/inwI/gDwP7vIg8o5T6qt5GKfU/Gdv/D8BbjEOcKqXeXHQdbcA8oVxJJRTryEq0Tpx700j6fF1k0gRplImk9S+yYpL0FzE0GBna827RyApqjXwxV7tEIIz9LUOrJbmX7+brLGVYKm8FnldK3QQIxnC8HfhqyvY/hd9tf6MQJ5Q/PH0i1d0ZxKwTMzycSzOBUsXXdSeUNEyPT3LpLxohycTE3fnuL1G9ZXR+1rVOFy1OGHAC3OTyA6ezlEEqSaNLvy9pQxF5PfAE8Gnj6S0ReRaYAE8rpX67hDXVijRBNolQ+kc9BocBoYyi1klSBuyiaE5HJtlYRCwmIqHphJC0SS5ab4EpDrMokZnyPxlLKOJqneVgsg3BjLVNJZa6hdqngE8opcx69tcrpW6JyFXg0yLyJaXUN+I7mrOUH3vssXpWmwNpguwX7z065+4MgryTLOsE8oeHswjlQSCMvMiru0CCa3R6NkcskdYMZ0HTqQsW3FeRgkVNQy62obP4SNJZNoVYyiCVtJGmSXgK+FvmE0qpW8HvmyLyWXy9ZY5U4rOUC6+6BGhCWSTIav1kcDgf2UlydyBGKEtGdTpCSUacXLLIJkIuhtWia4xMcvG/DOy5CBEEIu5IGI96kZyWe+MhnNdn2yxiKYNUPg9cE5En8MnkKeCn4xuJyBuBPeA/GM/tASdKqZGIPAT8APDLJaypckQJJVmQHb+6xSDB3UkjlMRM2AXaSdqNsg7ondtuRVQpy0WaI5dYrot2iewDv2BxRJ8kERd6oc6yH+79WKizMHxhY4ilMKkopSYi8nPAJ/EVrI8opb4iIh8AnlVKPRNs+hTwMRUdifhdwK+KiB+r8zWVNIG3NYgTynPHT+TST5z7OqqTTihJZJJmlaTlbrQZ8Zs3yyWp85ryiLpxq0UN7bCznbYyHWBEP1HE9TNx7VBnmcOGEEspmopS6nfw5yWbz/3d2N9/P2G/PwDeVMYa6sIyhOK8KnO5J0nh4jRXJ4lM2kweSTflMkJp3uNVhUXaS1zIjdcVaavFISrixqND4Osst7joj5K9ZBxkA4ily6hdAmmE8vU7V5YSZIGVCKUN0C5LXqIoWueTdv4qUYY75MMKGnZbYXSIXeB+VMD9Olc2ilg6UsmJvISyjCDbOzgKDp4v56TqmynLMjBfK5solkUd+lFuqyVWV6ST5nojO2yv4EAYHdJhZ/Bzlcaj3sYRS0cqOVCUUJx7k+TckxpqdfIgiySaJpAs1EUued2hSPvLMzfSXkFHh6AXRobGCH16jNnaKGLpSGUBliUUX0PxCcW556WLsUtmxJZ147SZJFZF1eSyKPSclDCnWyzosLN94MKeDfemjC70sNlcYulIJQOrEIp9P5ohu4hQ6rBMNpFIkpB2nWWRzTJaUti/JYgMTZ1+oKdZicTSc4Txq5tBLB2ppCCSKes+nEgog9v9uRqeNEKJi7F1Ja89KISShTLF3SSrJbECeoGAGycW6DE5P8U9nBdvL1lHrFOCXEcqCTAJ5XNnfqasDhsnEUq8wtg+CArR4n1iaySUjkyiSOvNsirSXKKIgBsQi85nyUMsMIsK3bIvALA3OAbgcu/ltagV6kglAzfGO9x0X8N/vP8Yt44ucOvOxdDlifZAySYU0+XpCKV5lG25ZBIL0US5eFEi9FOJ5RYXg+ceg/OszZyhjlRi0FbKH40Gfj3P6ZUwsS1NQ+mPot3sVyGUstAUoSxTtPcgIClRLk4s3tDCuTchi1j2bb+k+cLgChct/z1+qzOu7TpWQUcqBqLCrN++4MXjvTBTVka9WJRnNgnQOvMY3PU7U69CKEW/OdtyM2e1hHzQkJWBm0YsliNwONviCP/9e9He83fYgUtWu4XbjlQCxIVZ3Q/lpaPdSOq95c63fdR5KLC4ujiOdSOTJIsk6xqW6chWJ+oqZkzKZYk3f/KGll++cc8vgXPPR4nlxHZ4yd4FYK9/0nrhtiMV0oVZHemJFwfOpd43UMNT142Zts4i689yleokobqKGdOS5JLEW28EXjCKZeoC93u4gwGv4pPKeftyuHVbhduOVAxoYVbrKGGkJ4VQzEzZZSyUthNKXUWLec/ThEu1jCWTJ38lTWMBIn10LEfCIkQvaHHbP/LbJtx1tsNQ897gOCLctgkPPKnEdRTdE8UUZsNIj6GhrGqhFEWVN1SbK6BNFKl8XgZ1EEt4ruB3X88bcnzh1gUGCFNHcA9tTuwJt44uzAm3bbJWHmhSSdJRXjze4+ady5wcOtFIT9BgySwOrNPlqeomWhciiaONxJIH8SrneFTIPgD27MAFUkG9EPTvz/SVY9vlxeM99vr+utom3D7QpKKh3Z64MKvHj5r1PJpQBndHtVkoVdw860omaagypF1FbZGZyxInFussWtmshdupI0wOfTcIZvrKJeso1FfagPnpAw8I5vrLGjrK1LXCSI/p9pgFgpFMWQNlty0o+yaZHp9sDKHoa6mrA17esax5EX5WTs9mbRPOXH/G0JkXWMWBlezC4FDoH/X8VP6jbW4dXeBgss1N9zXcGPv5LOaomKbwQJJK1O25EslHMXWU3ijq9szN41minqcNKLumSP8kvdYkqiTOyq5NZ9+eulj3TrBOPT8QcDb1UxdG/hfc4FCwjizcQ5v9ox1ePN7jYHyO2945np/4SXFNE8sD7f4kuT1JfVHCIsGEBtVVEkqZH+AqixSziGXVYewaRUPXVblDy0aucvVkCSCnLr1gMqIp3IIfEerf7zEdKE4O/fyV8/blMBp00Gs+GlSKpSIibxORPxaR50XkfQmvv0tE9kXkC8HPzxivvVNEbgQ/7yxjPVnIcnvU4YDeSCI6ilnTs2r6/TI3RpYFsCqarHo2r2eVayv6XpguUh2uX9q5cp3X0OXkzP+82Qcu/eBzaI1U+NnsH/VQh4PQDbp5eoUb7sPcnvq3dJPWSi2zlAN8XCn1c7F9L+GPQL0OKOC5YN+DoutKQlq0J3R7xhJxe0xhNjKTxyhpL9NCaaMg27Qro1FF+wLz2HWsZ2FlMyRm3Vpn/oB4nRjn2dCz/R4s7qFfH/SivRdm2zadFFeGpRLOUlZKuYCepZwHPwZ8Sil1JyCSTwFvK2FNmUhye8y6HvvQT8E3hVlYLQU/zwevTMukDNGyCmupDFQZVq97HEgckS+n2GfLFG61tTI49N0g68jy3aCjXb55ejki2jaFMkglaZbyownb/VUR+aKIfEJE9ETDvPsiIu8RkWdF5Nn9/f2kTTKR5Pbcd7c4ce1ItEe7PUnC7Oxg5bUxKJNM9DlXvUnaSCRxtCn5r+y1xIlFR4N6Iz9zW7tB9v2ZG9QbCVPXmnODmhRt64r+/FvgcaXUn8W3Rj667AGUUh9SSl1XSl2/cuXKygu5421z19vm3ngYEWcT3Z7T2cjn+FzjrNBxHYRStk7QdjIxUVSnycIqxLLKudP+b1lfVNaZTyw6zNwb+aRiHVlMRhbHrs2Lx3u8cHaFG+4VDqajpddVBsoglYWzlJVSt5VS+go/DHxv3n3LwCJxNt60WlspkNy9rYxclHW6iR80FLHyyvi/RtpTxqyVuBukrRUt2h66DgeTbe54O42JtmWQSjhLWURs/PGmz5gbiMgjxp9PAl8LHn8S+FER2QvmKv9o8FzpOJiOIlbKsWszGVn0xn60B+atlDRxNgltK8KLI+sD3xHcPJr+f6qT01TdLm6tmElxOnelSWulrlnK/6OIPAlMgDvAu4J974jIP8AnJoAPKKXuFF2TCc3St6e9xMzZgXZ7YlbK3IweyLRSlkHRm7iI799Uy4S66nSSzr0qVs1zKXUdRuFhpBWlI1iO39Rp6vjWiox6uG4/Zq3ss9ej1khQLbOUlVLvB96fsu9HgI+UsY40+FbKzpyVYh1ZfoaiG7VSNJKS3JrEqmZ53Uhap/lc1Wsqs8l10VnQZVo8ujZIN3UyQ8wAvbFEtJV4iLkubHRGbZKVYkZ8Bhmp+E31mC0TVea95G2wlHWMJFQxe3nZNSRtWyWxpB0/rejQOu3jbVn+59VokdAPGjrddbY5Z7uNWSsbTSowS3RLi/jEM2cTa3soj1BW/XC2TQSO3whVztWpAnWMTF0GC6/bdIO27EhCnG6RMHWj1sq98ZAXzq7Ubq1sbEGhaaXc8XbmtJR44yUgjPgs6/bUnZOSdfwqQ6vx56pMfa8rrb5OrScPMq9XFx2mVDLrELOZt9JEJGijLZV4On6ylqLmOrlBdan4q2DRjVVFe4Q8590UVN0Ee5V0fv0/zVtw6ASD3weHwtSxmNjNaSsbSSpxK+Vg4sfvdV6KFUt0g6iVUkU3/CrcnjbWClWBOkh1EbHUKTTHkVgbdOaCMZ/Z2/I/z57tWyu6mVMT2spGkopGvFeKzksxrRRIzkvRaDIVv2jbgDLOtQ4oq8VBXWM7VkHcYjGtFVO0tUJrJbvYsEpsLKk8PxlHrBTX7YctIntGPpCZPVtFR/w6hNlVUWVLhGW/2dtyM7eBWPJ+ZuasFbOKeSRMB83krWycUKtdn7zZsxoRK6XhEHLdLk9RpDVpWkY4rjshMAtlt40sPX3f+MJLS9/vjWQuEnTX2+aOV4MwXfkZGsDBdMRt7xwH43NzDZji2bPa9YkXDGahqW+yMgoQzb+LrqXsquZNJhZ9zDLfL10XpGGm75sVzCeuzX13K2w7WXXq/kaRSlyg/ebp5YiVMstLSW/AVPUgsEWoKjxrPi5yjra3RygzDF0FseQ5bhbyWitmBfO8C1RteHkjNZU73jYvnM1nz85cn/ns2biV0oTrU4XbU1bnt6r6vaadLw3LZO3WFRWqIqSf65g60zYQbMH/ohzhWypTF6ajmWB7b2eWDPeG/t1S12xioywVmOWmmAKtjHqp/VKW0VLalMtQ9zHbYp0s43Y1Lbimoei64p9PszUCMJcMpwsNzWQ43cSpCmyMpaJNuRvj+cLB3thPcE7ql1Il8t6IVeRh5G1jmbVvW4gkDXnKBMoIyzcREVr1f2CdeZEK5jHzhYZXh/u+YNuvZlzqRlkqpkBruj5JWsqyqOpDVTahLNMXN+u1thNKHMuuucz/Z5VtKBf+P1PaToZJnYFXr1P3D12Hm6dXKhVsN4pU4hm0rtuPtYqc7z0b6ikZrk9TLQdWIZQ8x6yr4LDslpdNooowc9WwAs7QLhAQhperFGw3glQyc1OMOT6rYtkPQFluT9moumn0IgKp43qbslZWOV6Rtc7pKqa1khAF0i6QDi9XmbOyEaQC2a5PmkCbx0pZFk25DVnaQZXWybJWSJnh7bpRxXtYdngZiLhA8a77YXi5wpyVjSEVYM710SafiVUE2rZHZuq8Mctyaaokl1I1iyWP3ZYI4cxaISxLkVGPycgCmMtZKRN1jT39eRH5ajD35/dF5PXGa54xDvWZ+L6LYCa8paXlm1GfNKRpKW1rjrQJqMM9qtpCy0JVblBadziNeIYtMJe2DySm7Zepq9Q19vQ/AteVUici8t8Bvwz8teC1U6XUm4uuQ785ae0iF7k+RdGkL18XmixyLEIOZfesbSWClggwq2Prb82KDK0gEW4cS9tnmHXQ1VDL2FOl1GeUUvq/8Tn8+T6lwdRT4glvbUPT4mCe47X2xqH969Nowxq1CwRRF8hM269CV6lz7KnGu4HfNf7eCsaZfk5Efjxtp6yxp2YoGUh1fZbRU5r+UNRptidpJGUXIJaNssml7OtrxBUOclbiyKpcrkJXqVWoFZH/BrgO/EPj6dcrpa4DPw38IxH5z5L2TRp7mhZKTov6AJW4PnlRdg+WutyRNhBK2jrK1L3acJ1lQIeWgdREuKTQclm6Si1jTwFE5IeBXwCeNEagopS6Ffy+CXwWeMsqizBDyUCi62PORjZRR/FgWz+wVa7LFEvTfspC24ilzohh2ufX/Lwn1QKZoeUyUdfY07cAv4pPKK8Yz++JiBM8fgj4AcAUeBci1FMSQsl1uD5N9RQpmoqf9xiLjl+UMMoimKoSFLP2W7TuJlMRzCiQToSD2ZdtPLRcpq5S19jTfwjsAP9KRAD+VCn1JPBdwK+KyBSf4J6ORY0WQuspGvEOb6koIeGtTW5K3agyEayu92vVQsF1Sh2wzjwmjn+b63YIvbGgiIaWb0977JUkhtQ19vSHU/b7A+BNq5wzTU8BUvUUYGGHt7J1j2XQNpJK6ztb9U21ys1ubl/3TZ+13ry9UZa55qRjmo2x5dRFDW16owne0LdI+kFoebzr3x9maBkotWp5YzJqzfyUNCR1y28L6iaUVdL617F6eRWstfWSkrKvYTZ9d13fpihbV1l7UtH5KRptzU/JQltqSlpzYxREGcS7CS5rXFfRMKuWdb4KUJqustakYr4JWqQFIvkpcTQRSi4LZbU2SDrOphBKmai7nUHR/ZP0QV21DPP3g85XASK6ZFGsfee3pKQ3E5qhdS/aMtCmDvLLYl0Ipag7WJaWkfc4WSjjGMseU+sqadBiLcC9sa/FlCXWrjWp6ExAU6Q1YY40jegpwy04PZtj9rabvItugDaQQ90FmFkRoypu5lVRtmC7zHVZpx5ciEaAJsyS4ADulthbZa3dH5i9GWb/FBO6iLCN2AQrpUgrhKbaHTyIMDNrIZocGokAUTyzdi1JZTr+EhCtTC58zIqslLZYP21Zx4OMsmuV8hK5aaXH+6tomMGOolhLUtEwIz9mJq3OUdEoO5RcxoejjIzOMlBWo6Umj6FR5D3NCqPnQZ4bvMrue4sQzyjXlopO1wdKCyuvLanEIz8aplmn0/OnTkw6WtPoTxtQRte3TUOb34u0sDIQCWqUGVZeW1LR0G8GMDffx0RZkR+NJpr9ZN3M61ok13Y0cc2FLZqML806wsprG/1JqvkRsrvmm+n561KZ3IYbeZWITlK0Y9U2knWKsKuUCOTZp2khOR4Bis8nLDOsvPaWCpAYTl4EXSexKpr+kJgoq9ViEpaphYpX8KZts+x6l3G38hLZsufPc951LGOoIqy8EaSSB+EQ6xTTcN0+DFC8FqesPJG63rtVtZw6NaCm3aV4I2wTZg1QkTlYC9dT3aHrgTbbYCbSFhlv2jak3bB1pIS33aRfFk25km2qw8qbq1IEa00qprmWVZ1cNpZpQJSFNuglq6JsUmu769BkS4yVzpcp1la0mABrK9SaOFlBU6lDqC0DbSOequueipYitLGMoU3lAhq9EbBL4sC9wscu/Yg1Ic1M64X1PvODw7IKrJr4JmrbB20R6lpvVS5fXUhaZxtze6pqEbK2pKJRRop+h3ahihqlMgipbaRQNspK1a9r7KkjIh8PXv9DEXnceO39wfN/LCI/tsx5094Ea6TwtlIubbi1suvzIFsp64xl3uuqiWPTiQlKIBVj7OlfBL4b+CkR+e7YZu8GDpRSbwA+CPxSsO9343ff/8+BtwH/R3C8QvCc5c267iafR5GcjzIrl+sMWWehrHVUTSxN64W1jD0N/v5o8PgTwA+J31b/7cDHlFIjpdQLwPPB8UpD0uzkVRPfyvowLPPhTNt2mSbJZZ6/yjyRJkofqkCd68hzrmVKVMqzTDrJAAAgAElEQVQoKqxr7Gm4jVJqAtwDLufcF4iOPX31djv7o8Sxalp6HE1XJlf9Db1qTVOeYy96LX6udbJYy1qvbsNaFtZGqDXHnj502feQ9gbHkW1yqdnDeoTdNnxrLrrRVl1j2Z3Jqr6Z20YUZXa8W4SscTRVoa6xp+E2ItIHLgC3c+6bG1On+gzaMit+i4YZy9AAVnVLVrF2muwnUhRt6NKXF8u697Y96zd02TrO2DIfahl7Gvz9zuDxO4BPK6VU8PxTQXToCeAa8EfLnPy83b7eKGW3VazKolh0oxclvTqK7NpgEZqoQ+xd9hhh3VtNKEwqgUaix55+DfgtPfZURJ4MNvs14LKIPA/8PPC+YN+vAL+FPz/5/wb+llKqWsEkJX152chGFpb9p9fRC2WZcy6zTdUoev2rVERXhTL0oWWRmfAZs+zjcsKqqGvs6RnwEyn7/iLwi8ue85I1e+O3bZcjkv9h3tAqvZ3kuuSrpKW8Vym8toGIoD3rqBvLuj7Kmc88L4q1EWrLRB1x/LI+1FUUJVY1RqOJG7nMc7bBlcqrcRXW45zo32XKCGtNKhcNa6Vnz3tNkyAJbq5HbQxNjpbYlO5wZYz6WOW1svZpw3sI9RJzUmDD9ABWxVqTShYmARN7W374uW6xCpovwMtCVdbKuqHJLvh1whsmJ6onfRkXxdqTyoXBzJXRzOuFhOJfnn5D00Srqm/KoljnUGwZ2ISbehkUud4s115b7l7M9dm2y81lWXtSiSPuK1Z6rjW5KbOwbMuHtBBxkbKBNvZAKRtlRgRzwUjyNN3/0IK3YTqIuj8XS3B9YI1J5XJvplqfs136TjtT98tKQCty/DznL8MNWHQM/Zr5u0lCKTszuA1fMstGf/R9Y1r8RbHWnd8uWUfs9Wf/yOlA4dkwCP7WjZois5SHWwjNV3Iui7Tw8KKuYsuOnNDbFrmhyygeLIssN8XSScIy16a1xSScM9wf88t6VaytpbLXm/k5u3a06aZXkyZbdzhz1fOt2421buttAnneIzW0IwGK1B5DwF7/hEvWUTlrK+UoDcGsU9D1CzOxVjLfxDjW+YPcxFyatrxfbXA52oLQ9YkVzZqRH88RX08J7hPbnoRfypet48iX9apYS1LpDd4UPt4bHIeJOzo7sA6xtqmbqmh/FX2MMkimirqetpBVmWhDdHGS0LhM3y/n7bPSUvRh7TWVk1Cxjqfqm2EzzdSaQSX4iesqy+oPmwL9oV/12st436ogk7Z0jGujtjN1FD3bC8PJF62TIPFtwPCRF/DvkNWwlpaKhhaVtHLds71IluDESWZojSSlvG3//DjKzjwtY18o9r6t+k1e9RdA0WhXk0jLyfKcqCV/znZLjfzAmlsqQCgunbNd7joeHkQiQKsgzzdvG799oLx1rXKcPO9b1VGlMs7TNMoiqngW+cQgk+lAMTDSMC5ZR6VEfmDNLRUtKsXDyuATixZrs8Jpaag6v6SO4zVx3iSdpY6+KvHzVX2MJi2UzLXFRNp43ZtnR6Oju/Yocv+UgbW3VHQEaNceYdsTXGcK5CcR2R6m5qwU1RrWHUVyVpqqHl5nC6UsxF0fb8vyv1wNKUA507mOb2VEfmDNLRUNHQHSolNS9WVaQVUdqLv/ShUW1CZYUWUdt8rG4VW/z1Mnen+UHfmBNSYVX6GeRYDiYu3U8UUpU6ydOn3Ulu0zeU0NsDU24Ru07tETbSQUaLbAM+3cWen5E0eYOLOIaHrkZ3ZfFcH6uz+9aZiur8XacZCu3yshs7bub+i8AmmZrlmb3Lyqx4e04RrrgNqymTr9OQtd6yl9x4tEfsoSaaGgpSIil0TkUyJyI/i9l7DNm0XkP4jIV0TkiyLy14zXfl1EXhCRLwQ/b152DXs9Z05XUc50LrM2S6xddbjYsiirR6l5nDKS4cxjNSVQ1uFilS1Il7ld1deuM2lhFszQIm1Z6fkaRd2f9wG/r5S6Bvx+8HccJ8DfUErp0ab/SEQuGq//HaXUm4OfL6y6kLiuAoQukIY3tBZ2gTNRRmFckyiSzFbFcZOOU4RM2qRVtAIJLr0WaTWmjoqItHuD41JFWihOKuY4048CPx7fQCn1daXUjeDx/we8AlwpeF4gWVc5Z7uhrqLDZ/EkuCRdpS5rpW5UbVksQwqr7FMGqnKp2qiT6SLCuOujk95MPeW8fVa6ngLFSeVhpdS3g8cvAQ9nbSwibwVs4BvG078YuEUfFJFUujTHnu7v70deM3UV8P3F6UBFXCDILv+Oo7V5CC1FnCziBFL2+1nVe1Sm9VPX/1G2hzDcSsyiDUVaO9qYqSo9BXKQioj8noh8OeEnMoQ9GA6WOiJQRB4B/k/gbyql9FW8H3gj8F8Al4D3pu1vjj29ciVq6KTpKjBLSTZbS0ZcoAcgCtSE2FwVqkqiK7uCu6kvBm2lmPAcCa0U5UzDxkxaTynT9YEc0R+l1A+nvSYiL4vII0qpbwek8UrKdueBfwf8glLqc8axtZUzEpF/DvztpVZv4JJ1EtFVTmyHqWPhjSQMLVuOYAWTCHQKszlr1kyEa7K4cNkU+SrKCtpUXFn1DbqOluEieEPLSHrzn4u3O9B6Stko6v6Y40zfCfyb+AbBKNR/DfyGUuoTsdceCX4Lvh7z5WUXYPqBpq6iXSCIpiV7W1ajiXB5UXVoddVjltU2Ic+5yzjHonaVbWjdUIS88+SnwOweqFpPgeKk8jTwIyJyA/jh4G9E5LqIfDjY5ieBPwe8KyF0/C9F5EvAl4CHgP951YWYukpWaDmeCGdi1RaTbSCAPMctEmZOuwHz3phlb5cH69BQuwpC0VYKzIeSzfyUMosITRRKflNK3QZ+KOH5Z4GfCR7/C+BfpOz/g0XOb0LrKnEXCPp+aNkNXKCzmWDbG01QQ9vvHJEyYzkv1sW9qKq6OiuBLimvZtF2q6DNEaUyjrHo/YnrKdr1MfWU0PXpn5QeSg7XWfoRG0BaaLnveEx2pjH3J9taMdF0tmYVlsWqx131/GlrMF+r2s0pG23QmiJWSizy421Zc65PPJT8xNZ+KdMIk7ARpKKR5gLBrBWCObkwPmSsjKZNZVfU1pFn0iSacEOq6ulStca0CGZuiq5K1oRiuj6PD29HXJ8y9RTYMFJJcoF6tsfkfEAssfAyGP0mgtBy3UlweYmlzQV2TaOO9Zf9/pempQSfW9PiNicRxl2fR3fuVZJFa2JjSEWz7bXBUWIUaLzrb6cT4bLaTMbRFlEPqhOF22C1LItV1lxFdKaOSFgW4q4PMJfw1rM9ruwccWFwWlnUJ1xv6UdsGHs9h2v2y4lRIK2tpA5vz7BWqqwzaRtptZ1cVl3jslbhovOsSiZVNJ3Srs9EF9AmJLyZBYRVRH3CNVd25AYRT4TTtUDj3eWHt28CVvnwt5FY6io+rPJ4pRKK4fqYyW66d4op0F7cOQkbMlXp+sCGkYo25S73ply1X5lzgcIiwyzXJyNtv00WxSpYllzaQCxlVDK3pf1A3uNnrTk+MEwNg+JBI+KTJtBq1+fawG91UIXrAxvQpCkJoWBruECT3THTsc14V7DcaNr+1OnPZgIZaftFsEreSnz/qrBMUyZzm7pJtch7sAmWWRxJhJI01jQrN+Wa/XKlVgpsIKkMH3mB028/wSXrhCe29jmYbPPS0S6u02ccWiuSWLm8aNgYLJe0VlWiWVnHXTYBryqCKWKFxPetO02+DefQWgrMrJSktPxZbkqRATaLsXGkomHmrHzHziEnro3rTJmOhakjeC6MLvTov+ItPlgBrAOxxI+b9/x5jpd3v1Wx7i7p0jCsFCCSQau1FG2leDseO7sjvmPnsPLcFBMbSypJOSvubp/xaIvxrqI38q2V0QUL0xgs21qBaolFr6ctqMuNqKM+qOpzL3NsMyKpCUW7PuYIjjCMHMugrUOgDa+h8jM0ADNn5ar9Co8Pb/MdO4eR8HJSt/0klJUMV+XN1kTv1QcVVbpXeaM9JrTrk2SlbBtWylX7lcoFWo2NJBUNP2dlfz68PJi1mly1MXbbbr51yC/Ji7w1Q3WjqfMmff7ClpEts1Jgg90fLdjq8PLB8Bz3d7Y4cW2OXIup02Pqyqx62RGsIGfFdIGKVi+vimUiNCbKcLXM/esmqqy1l31TV5GEtipy56TEetAmWSl6TrKu85lZKU7lVgpsMKloaGvljrfDN08vz3WF65nWyig5EsTpWeJ41GVvvlVu+KTt83R5S1rfKjdGnghLUeLR54gfty3WYFUFiMsiko4f6ewWtVJkd8zFnZNa6nySsNGkYlorl6wjHh/ejlgrvZHMWSvmHOYe6e0mm0ReMivrA73oplqlN0zTBFKazrHicfNCN7XWMN2eNC1lJ1FLqcdKgQ0nFQ3TWjmYbHPoOrhun/GoR29kRawVmA14L7OJk0bZkaBV3aSykUUsTVoc65BAt0zEB5ir8QlH0exMG9VSNDZaqIVo6n5Sr5XJ+WkkErSoiVNaNKjp9Pcme7OYa8jbpKntaM26U6wUs8Zn6sDk/BTlTBuL+JgoZKmIyCXg48DjwDeBn1RKHSRs5+H3oQX4U6XUk8HzTwAfAy4DzwF/XSlVTp58DOnWylY4d9nPslULW06muUHLZtvqfTqUiyL6UZFzlnmeuJWSJM665yXS3sDedbmyc8Trzh00ZqVAcUslz9hTgFNjtOmTxvO/BHxQKfUG4AB4d8H1JCLJWnl05x4Xd06Q3XHEWoFkayU+0TANTfvgec7XtKtUB5a5zjotqqUIJWgTaRJKXJwd7/pWihZndY1PU1YKFCeVhWNP0xCM5fhBQI/tWGr/VaCtlSe29sMK5u3dEd6Ox3hXZbacBCLEkpUU13Zi0edcpnfIOqCupk1Fz5mFRYSSFkLWlcivO3fAE1v7fn5WA1YKFBdq84493RKRZ4EJ8LRS6rfxXZ67SqlJsM23gEfTTiQi7wHeA/DYY48tvVAdCXpDf8Ad+2XuDre5N/b/gaZoC2AzE23NKmY5Czyz4VZqmFlj1WK9pt2htqwjL5rsr1JJpGcBFoWQrw73a6vxScNCUhGR3wO+I+GlXzD/UEopEUkbe/p6pdQtEbkKfDqY9XNvmYUqpT4EfAjg+vXrqeNV8+Da4IjbXpAQ526FrREmY0Ebb9YoOs4DWLo9wiqh1iLRoVXOl7UO87hNo67weJXIOndSd/w0K8Xdnbk98RDyReukUSsFahp7qpS6Ffy+KSKfBd4C/F/ARRHpB9bKa4FbK1xDbmhrJUm0veXOWiNMXcE9HxDMvVmIGfIlxRVFUWIxj9P0epY5RxxtILM0VOLyQHJ9T0Aoows93PMScXvi4uw1+2Xe0PdbGzRhpUBxTSXP2NM9EXGCxw8BPwB8NRjo/hngHVn7lw1TtL1mv8zV4X5UtN2ZMt71W0+65/1/ZFLBYaivDLcq6cBfxoe2zNDuMlGtPDqDuU3atmVrPU3WDOXJRdFIivYszJxtWJw1UcfY0+8CnhWR/4RPIk8rpb4avPZe4OdF5Hl8jeXXCq4nN/Z6Dpesk0gV8/buKNIkO15w6A2tSO6KmZDUVmIpE4uyd1fpxbJurRIqPa/h9gCJfWdNt0fnpFwYnDYuzpqoY+zpHwBvStn/JvDWImtYBRHR1jsOO8Tp3BUXTRa9sPUkCX1XkoRbiPZgKapzlOl6lKG5xLWWRUTTdMZvlX1sip47TUcBEvvOjnejbo/OnL063G+F26Ox8Rm1aTB7rlyyjiJukG6PoDvwu+f9f+zoghWxWNIQt1rqcj3yoO42kE2EqqvK5q3sWmI6iun2jC74bo+7O0vF125PUuZsG/BA1P5kwRRtzYLDE2DCIFIbBCpWdLiNRRANCqyVNBQVUNtmsbQVTVomy6wjrYl1YpKbE01y025PUk5K01YKPOCkMpe74m3zunMHYTTIdS0mQRTIcgH8bw4zItQbBXOYY8RSZg6LRtnEEj/2OqMtZALlEMrogpWoo+zsjsJoT9vcHo0HmlRgRiw6dwXg3njIsWtzFxiPtgI3SEeAotXMVny8xwrEsuzIjCpuoLRjrgPZbBqhmLU94138bO8dLwwf6yQ3s61Bm/DAk4rGXs/h+7deBgi7xAG8OrKYMCCQZgE9NrVHf+SFafxpxJKFNudhaDQttJprqAp1hKyzclHihKLzUTShTHam2LtuGD7WOsr3b73cKrdHoyMVkpPifDwa0VdmxCJwP66vJBNLE8lxVaTa16nD1Em2ZeUDZSGNUNTQxruwnUkoZj6KFma/99wLrdNRTHSkEsDUVxj6/yQdZt4HjlwLv0jJIJasjNsaiKVuLNPaMu+269rASWMVQtH5TUmEEk9wM9PwTWG2bTqKiY5UDCwqOnSxmY6FMZCHWPRWeYhlHbSLJCxDCm1y92ollJh1AumEEq/rMdPw2yrMxtGRSgp8AUz/0x4LhVs/MS7aNFtHhCxDRlFbNnLmRho8LRJuYX3Jpc1o4j3NSyizKE8yoTx66W7rhdk4OlKJIaKvGNXMXIKvc8UgFtA2ia1DzfTDf3dvNFmaWKD8SuM2WQd1o0oyySXKJhCK2rITCSUeOl4nYTaOjlQSkCbcmhGhUMvVrRIc3TYhmVj8A+fTWDpiKY4mCCVLkAWfUMYXnUQLxeyGrwlFC7NtTHDLQkcqKUgSbn34faRevb3LdNBjcn4K9ODQcIUMYoF08RaSZzXDZme91oEq3r9lQ8aRDvgZLs/UmYWOe7YXEsqfvXCLJ7b2+b7hC63XUUx0pJKBhcTCLtPDwYxYSHaFCF7VVkueJtpQns7yoForZWHZSmOIWifJ7SDnCUV2xzx0+TAW6Wm/MBtHRyoLkJdYpo5iHCTHmcTSH0Wb1CWNVM3jDkExclm3NpFFUXtCG+QiFDPKk0Uo37PzJ1yzX+atzriU66gTHankwCJiuetsM2aLPr15YomFmyFGLJA7l6WK1gWbhEaruRcQSpbLYxKKdnnihLIuVgp0pJIbC4kFFhKLdTaf1g/VtqbMwqIZyW3AIhJsajBbmoYS6YcytBhd6BtNljafUKAjlaWQl1h6jtFAO3jsjfzsAuvMA6Id+uMhZ8gv4JZ5o+XZbxXiyTpunnKDPMcpC6sQStw6AXD37LANZBKhjC9PIlGeTSEU6EhlaeQhFvdwlscyDVomeCMAay5taY5YIHeiXBqqjBwto80UqbpuorFTHmRVGQMR/SROKEl5KJtGKFDD2FMR+QvAB42n3gg8pZT6bRH5deC/Zjau411KqS8UWVMdSCOW8/bluQS56chP5/ds8B0dC8uRiIAbcYV02JmZ5lKnS5QXZd70bW81mZV/Ys7ajhPK6Pwsqc2zkzNlZ3kom0EoUNxS0WNPnxaR9wV/v9fcQCn1GeDNEJLQ88D/Y2zyd5RSn2DNkGqxXIJb9gVucZGJbTE59Kube/asH4vlJNQLBYlyGknkYqKNRLMOWMZ9yxPdgeTWBWn6iW6yZBKKmYcC600oUJxU3g78+eDxR4HPEiOVGN4B/K5SaiOyuuLEcsk6Ym9wDPgTFPePdmZtKQNtZerA4HCms1iO0N+ysM4srFMv4g5pmOHn8LmcYWgTD3Iy3bJaUJ7s2DiZaHdHty7Q1sl0oMI2kFcv3Q6LA6/ar0QqjmH9CQXqG3uq8RTwv8We+0UR+bsEA96VUqOCa6oVEWJh33/yPFwYXOFFe4+X7F3uOtuhzqLdId2TxXd+ZlaLN7QY3J0dPy7kmlg2WlTFoLF1wMrWSQqZQHp0R7s7uhdKXD/ZdEKB+saeEkwwfBPwSePp9+OTkY0/0vS9wAdS9i80S7lKmMRyufcyl61jLlon7PVPiAi42EwHPXRPFs8W7EOwHMNqGSm46GCd+lGiudCzhpE4B507BMmkuZJuAqnaSZJ1orUTvwfKzN1RznSOUHRS27XB0drU8iyLWsaeBvhJ4F8rpUI1yrByRiLyz4G/nbGO0mYpVwGzCNEX3F4OXztvX+aWfYF9e4eTQ4exYzF1LPr3Z2Fnn1TiLlFALIbeEs5xjrWsLGK1aKyr9ZJ0LUXJxHQ/464OkKidxN2dcwn6yaYTChR3f/TY06dZPLb0p/AtkxAGIQnw48CXC66nUWhiAXirM+aSNdNZIu7Q0TYT28IdDJg6PQaHfnQoTi46/OwNZ3qLRlIv3KJWiw5Fr0tvlyLJesuKsEBqqFhbJ9rd6dn+9ECTUHQLSN/d2VxCgeKk8jTwWyLybuBP8K0RROQ68LNKqZ8J/n4ceB3w/8b2/5cicgXfsv8C8LMF19M4TGKJ6CwBzttnvtVytIPreLiOHVotU5eQXLiv4MIs/OyFYm6f3mhinNCeWS8xlwiWJxjzRl1007Y9FAwLxtFmCLBAKpmAL8Z6NuHUwDR3Z9P1kySIPyd9vXD9+nX17LPPNr2MhdDkcjAdcWO8ww33YV44u8LBZJsXj/d46ci3WtxDG+vIojcSeiPBcmFwCNYIrJGiPwLrbApAf6SwzjzfcgnIJezXAnMEE0dTvXKXyZxdtH1epBJKhosD82TiP05PtddkYtuTjXF3ROQ5pdT1VfbtMmorRFxn0e7QTfc17PVPolqL7TA59EPPZsKc6RL1R2BGikI4UevFzHEBSnWR4sjK3s1LDHF3qzJCSXFxINnN8R/PR3bMRLae7YXaya49mrNOLvema0coRdGRSsWIu0M6OnTD8qPvFwanc6FnHSHq2RJxibLEXEhJoINEginiIsVR1dTEZbHIMoFkNweYE2HTyES7OrI7xna8iKuz1z9JtE7gwSEU6EilFugPVJrVYuLEnnBy6IQJc9ORRMjFz1iZz28x0Yv9HZILJA46S7sZ2x6mzkMiGkkCLKTrJppMTN3EzDuJuzp7g+OYdvJgWScmOlKpEWlWi85pOW9f5r67FVotk5Gf5t83piO6JFgtZ1MmTj+0XHS0SLtFZp/cLNcojrbmwGS5NiYWEQlkk4kZ1dFh4rh1cnW4z0Xr5IG3Tkx0pFIzsqyWvcExN0+vJEaIZNSjN5aImNsb+clznLewRiqSQOflIBh/QXbUkoFclkwdRLOMJQJR4RXSw8Iay5DJwPE66yQnOlJpCFlWy11vO8xrOXQd9u0df5hZoLdE3CIHeqN56wV0LxcSLRggGpo2kFTAGIHR96VS5CQPiIqukO7e+I99BzGeCas1E00m8aiOKcR21kk6OlJpEGlWyx1vm4vWCVeH+9w8nScX7RYlaS4huYwUkyBi5G0x124BmLNi8mKOdHIMo59ddILrtQR5QDqBaMRFV5gRSZJVkkQmSVEdU4i9ZJ101kkKOlJpAeYS5voLyCVwixaRCxAhGO0eASHBeLEIEswLvSbiFdT+BcRKCHJf+Hy+iAkzQmOSXhKJhI8NjQQIk9U8/X7ktEy2bTcxqjMjkwcjkW0VdKTSEphWCySTy17/xE+cC8jl2LVDQXfsWqHuorNzYUYw1si/oSzDegGdVGclkksc8ZB1HHN6zRJY6L4M56NccX3Ef26mkYB/zbDYKjE1k7hlcsk6MnSTjkwWoSOVliGLXK7ZL3PDfTgkl3vjIfd3tnjpaJcT1w5dI3cwmIm6hvUCM/cIfAsGeiHBcMHySeZCP8zcNZF0Y2voqmrtSsWtCUjXcCDd+jCJA2bk4b/WM56ft0b84wbbZpDJxZ0TztluRyYloSOVliKLXC5ZR9zxdrjrbXMwPheGorX1crJr+9XQhvWio0ZjCCJHPsFou8LSXWyMSFJIMjCnx8RhWjpp5JNFSvoYJkwC8V/PdmlgRiKw2CrRLs55+4wLg9NQgNVkYmbDQkcmedGRSsuRRC5v6N/l+ck+d7xtbtvneGJrP6wpujce+gSzE2gvgfViEswEIqFp8BO8ekbUyCUgmvP+ja5rkJKgiWcSszaSiChOFCbipKHPl0UiEHVrZs+lE0ncKtGh4cvWMZesk45MCqIjlTVBmuVyMH2Z29P90DXS1ktcezHdo6nrD5jXJAM+ybBLxJoxiYZdn4CsiOvkY+IkS7sj5okhDXENBMBUZ5LcGf9vFZLJdOD/ziKSxVZJ5+YURUcqawbzg65D0Xs9oD/m2uAb3BjvcNs+xx1vJ4wahdZLjGDYZY5k2CFizbDrnyvuOmmSWYT4JqaFYe5vkoZnz15LskDCx4ElAkRIBEgkkiSrJK6XxN/jDsujI5U1Rtx60bku2nq5421z1X6Fm+5rOBifA4i6SCkkoyBKNDBPNgHMx1kk4yUEjeJTgkOLw1FoSdckDvDJA6DveFiQi0SAMFkt6t50VkkV6EhlA5BlvRxMX+aaHegv3rmIwKsJBoiQDMBJ8Nt1/Y9InGw0QtKB0JXKC+2uABHigBl5xK0PjXPBY00iQIRItGszr5N0RFI1OlLZMCRZLybB3J76nejSSAaYIxpgjmxMmMSTF9rSgJm1YUITiLY+gAh5AEFjcRJJBEgkEujIpGp0pLKhiN84EQsGIiSjo0hASDJAxGUCQrcpDk08Jo4TyMeEaWkkIW59ABFXBuCSdQSQaY1odERSHzpSeUAQd5EgasXAXQ6mo4glwxBue/NkAzPCCf+ezDdY0hZPHHFLI44s8vD/jlsi0Fkj7UHRWco/Afx94LuAtyqlEhvHisjbgH+M31How0qpp4PnnwA+BlwGngP+ulJqtTzvDrmRZMUAc5aMD59s4GVuT3s+2UCEcEzcMQWXBdBkYSKJOPTaZugskTajqKXyZeCvAL+atoGIWMA/BX4E+BbweRF5Rin1VeCXgA8qpT4mIr8CvBv4ZwXX1GFJJN2QmmhgdkPPrBoNTTgm/HlHt6fpZYmaKOJYRBxZ6+3QHhQiFaXU1wD8sT2peCvwvFLqZrDtx4C3i8jXgB8EfjrY7qP4Vk9HKi1A1o2bRDhx7GWVOhc8f4d2ow5N5VHgRePvbwHfh+/y3FVKTYznH007iDn2FH+i4VoPHkvBQ8CrTS+iIix5bcuFpxvEpv7P/gXfVRsAAAOzSURBVMyqOxaapayUyppIWCrMsaci8uyqM0najE29Ltjca9vk61p130KzlHPiFv50Qo3XBs/dBi6KSD+wVvTzHTp0WGMU9Hxz4fPANRF5QkRs4CngGeWPRvwM8I5gu0WzmDt06LAGKEQqIvKXReRbwH8J/DsR+WTw/HeKyO8ABFbIzwGfBL4G/JZS6ivBId4L/LyIPI+vsfxazlN/qMi6W4xNvS7Y3GvrriuGtZyl3KFDh/aiDvenQ4cODxA6UunQoUOpWAtSEZGfEJGviMhURFLDdyLyNhH5YxF5XkTeV+caV4GIXBKRT4nIjeD3Xsp2noh8Ifh5pu515sWi919EHBH5ePD6H4rI4/WvcjXkuLZ3ici+8X/6mSbWuQxE5CMi8kpazpf4+CfBNX9RRL4n14GVUq3/wa8t+jPAZ4HrKdtYwDeAq4AN/Cfgu5te+4Lr+mXgfcHj9wG/lLLdUdNrzXEtC99/4L8HfiV4/BTw8abXXeK1vQv435te65LX9eeA7wG+nPL6XwJ+Fz8T8fuBP8xz3LWwVJRSX1NK/fGCzcJyAOUXJX4MeHv1qyuEt+OXJxD8/vEG11IUed5/83o/AfyQLKjxaAnW8bO1EEqpfw/cydjk7cBvKB+fw88re2TRcdeCVHIiqRwgNe2/JXhYKfXt4PFLwMMp222JyLMi8jkRaSvx5Hn/w22Un2pwDz+VoO3I+9n6q4Gb8AkReV3C6+uGle6p1vRTaUs5QNnIui7zD6WUEpG0+P7rlVK3ROQq8GkR+ZJS6htlr7VDIfxb4DeVUiMR+W/xLbIfbHhNjaA1pKKqKwdoFFnXJSIvi8gjSqlvB2blKynHuBX8vikinwXegu/jtwl53n+9zbdEpA9cwC/XaDsWXptSyryOD+PrZeuOle6pTXJ/EssBGl7TIjyDX54AKWUKIrInIk7w+CHgB4Cv1rbC/Mjz/pvX+w7g0ypQBFuOhdcW0xqexM8eX3c8A/yNIAr0/cA9w11PR9MKdE6V+i/j+3N+CzL4ZPD8dwK/E1Orv47/Lf4LTa87x3VdBn4fuAH8HnApeP46foc8gP8K+BJ+xOFLwLubXnfG9cy9/8AHgCeDx1vAvwKeB/4IuNr0mku8tv8V+Erwf/oM8Mam15zjmn4T+Db+tJRv4TdJ+1ngZ4PXBb/B2jeCz15i5DX+06Xpd+jQoVRskvvToUOHFqAjlQ4dOpSKjlQ6dOhQKjpS6dChQ6noSKVDhw6loiOVDh06lIqOVDp06FAq/n/LJDZZmvrkLAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Resolution on time steps\n", + "u = Function(V)\n", + "t = 0\n", + "\n", + "vtkfile = File('sol/solution.pvd')\n", + "for n in range(num_steps):\n", + " #update current time\n", + " t += dt\n", + " u_D.t = t\n", + " #compute solution\n", + " solve(a==L, u, bc)\n", + " #vtkfile << (u,t)\n", + " plot(u)\n", + " plt.show()\n", + " #update previous solution\n", + " u_n.assign(u)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.6.7" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/output_2_0.png b/output_2_0.png new file mode 100644 index 0000000..910fd34 Binary files /dev/null and b/output_2_0.png differ diff --git a/output_5_0.png b/output_5_0.png new file mode 100644 index 0000000..33e3aee Binary files /dev/null and b/output_5_0.png differ diff --git a/output_5_48.png b/output_5_48.png new file mode 100644 index 0000000..84a1fc0 Binary files /dev/null and b/output_5_48.png differ diff --git a/output_5_7.png b/output_5_7.png new file mode 100644 index 0000000..6964029 Binary files /dev/null and b/output_5_7.png differ