{ "cells": [ { "cell_type": "markdown", "id": "28763f6e-f67d-47f5-9c34-73309a3d6413", "metadata": { "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "# Plotting data and models with stat_tool" ] }, { "cell_type": "markdown", "id": "102775f9-7a80-48a5-b202-4bab93ea3279", "metadata": { "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "## This notebook illustates how stat_tool transparently relies on matplotlib for graphical representations of data and models" ] }, { "cell_type": "markdown", "id": "21f6e8b1-5097-4ec9-a992-a793df252b61", "metadata": { "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "Most classes have a *plot* method, or equivalently can be the argument of the *Plot* function, which adapts the graphical representation to each object. In some rare cases, options allow users to choose between several representations." ] }, { "cell_type": "markdown", "id": "6c5ec8f1", "metadata": { "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "## Plotting histograms" ] }, { "cell_type": "markdown", "id": "b2d3987a-58b5-4568-9ae1-b054ce159ce1", "metadata": { "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "We first load a data set (chene_sessile.vec) " ] }, { "cell_type": "code", "execution_count": 1, "id": "c291d761-82a6-4f0f-a23f-25b2d1adc384", "metadata": { "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running cmake --build & --install in /home/jdurand/devlp/Git/openalea/stat_tool/build\n", "Running cmake --build & --install in /home/jdurand/devlp/Git/openalea/sequence_analysis/build\n" ] } ], "source": [ "from openalea.stat_tool import (get_shared_data,\n", " Histogram,\n", " Binomial,\n", " NegativeBinomial,\n", " Poisson,\n", " Mixture,\n", " Convolution,\n", " Compound,\n", " Estimate,\n", " set_seed,\n", " ExtractDistribution\n", ")\n", "from openalea.stat_tool.data_transform import (SelectVariable, \n", " SelectIndividual, \n", " Merge,\n", " MergeVariable,\n", " Shift,\n", " ValueSelect\n", ")\n", "from openalea.stat_tool.output import Plot\n", "from openalea.stat_tool.vectors import Vectors\n", "from openalea.stat_tool.cluster import Transcode\n", "from openalea.stat_tool._stat_tool import _MultivariateMixture\n", "\n", "vec = Vectors(get_shared_data(\"chene_sessile.vec\"))" ] }, { "cell_type": "markdown", "id": "d06ef91c", "metadata": {}, "source": [ "The method Vectors.extract extracts the histogram of a variable, here variable 2. This histogram can be represented using the Plot function." ] }, { "cell_type": "code", "execution_count": 2, "id": "5d1a746a", "metadata": {}, "outputs": [], "source": [ "H = vec.extract(2)" ] }, { "cell_type": "code", "execution_count": 3, "id": "e3e95eab-3dd5-4cef-bfc5-39918db28df3", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Plot(H)" ] }, { "cell_type": "markdown", "id": "bc6e5c5a", "metadata": {}, "source": [ "This displays the barplot, the empirical distribution function and concentration curve (also known as Lorenz curve). This is equivalent to using the plot() method:" ] }, { "cell_type": "code", "execution_count": 4, "id": "e98426f6", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "H.plot()" ] }, { "cell_type": "markdown", "id": "13bfe15f", "metadata": {}, "source": [ "The method and function create an object that contains the data to be represented, axis, legend and styles. It then calls matplotlib to show the rendering." ] }, { "cell_type": "markdown", "id": "122694eb", "metadata": {}, "source": [ "It is possible to add a title by using the Title optional argument:" ] }, { "cell_type": "code", "execution_count": 5, "id": "97771529", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Plot(H, Title=\"Histogram of variable 2\")" ] }, { "cell_type": "markdown", "id": "8a356d65", "metadata": {}, "source": [ "## Plotting Vectors" ] }, { "cell_type": "markdown", "id": "bfb44560", "metadata": {}, "source": [ "Calling the Plot function on a Vectors object represent the histograms of each marginal, i.e. the data along each dimension, plus two-dimensional plots of the data for each pair $(v_1, v_2)$ of variables with $v_1 < v_2$. \n", "Since Plot relies on matplotlib, you may use standard options from matplotlib to set the size and resolution of figures." ] }, { "cell_type": "code", "execution_count": 6, "id": "1da115a3", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/jdurand/devlp/Git/openalea/stat_tool/src/openalea/stat_tool/plot.py:221: UserWarning: Ignoring specified arguments in this call because figure with num: 1 already exists\n", " f1 = pylab.figure(fig_id, figsize=(10, 10))\n" ] }, { "data": { "image/png": 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V68/MjvvtKSc81V1doWE4vDXLYFbyvKnhlX9yMl1Tk2Zz/c7jZI5d3bqY+4Q8bmbQu7mTrnJ/kutkTtxq7G+j3F9m2DyXV+4j6uQ+NCcpzWqiHwAAAAAAzEr+f/uRNx/p0IF6+I2HS6/r/9zVacZPyWkX+SF9hhoOPPDAUlXDmYXIU35gePPNN5cqp2V1wpldchuA6pUhuwxL1MnqnTfccEOzHnvJJZcU7s+s0nUGXFsaXs7qjiuvvHL9/QzBtFQGZpoKkbeFDJQ0J0ReLoNqeXyukyHfrAraEhmGyqD4zMJt6aSTTorVVlut/n6eP5QHJlsjg+B1VWVTBstmFiIvr/J52WWXFarLZ7XGapcVVxsLkZfLCtXlf3RloCzXwQxINhYiLx/zDL6Wy6DUzOR63ZwJJXUy3JjrVvljZmebzQBVc8PnWak5JzSUV2qdVbXeDJFmv2a17bTHuXxTIfLy5VQ3eaZOBv5nJgNqzQmR18n156yzzipsf7OznDqzXBczHN9YiLyh/EdGVhMvXwZ/+9vfmhVsXGeddQqPzatFXX/99Y3+bu6v33nnnfr7GXTPSU4zkwHDfFxnvcpUVlcv/xszrwIwsxB5+fHrqquuKgSiW3oMyGNIUyHyOllBuDygmRPmZnaVhKxeX/439le/+tXSetTcfUWuO41NTst9Yl4Vojx8nM/bHOVVznPbzX1cW8l9ZwbJy11wwQWNhsjL5T42q8K3l5dffrkwEaolk5FyjNoyaN/Wx6y23PYaC5GXyyvlNJy8kucZ1SYncOVEnjp5tZy8OtCstuWcxJETvOrkhK3yqwPMSj5HTlJqaoJt+XLKfVWdnNyVxxIAAAAAAGit8ZPHx7jPOrZYVb7ehMkTOvQ16TwEyTtIXjK7MfnhVn5wmZU980PdrPTZsAre//3f/5UqvL311lsd1FsAupKG1W4vvvjiZlXay7BdncUXX7xUYbQt5fGsPASWwYoMurdEBm87o/KwawZcyiuCNkeGycoDLk3JyrsNq7i3pPr5zJRXgs7wVlOVdZsKEpYH4saMGVOq7F6tcvv56U9/OsvfyyrKWf22XAb4ZxX8Sw23z5auc82R1WwzXFsnKym3RAais6pzc2QAuDzUlfuLrArcHBlAzWB3R8oKsc2Ry6m84umjjz7a5n3Jcd5kk03q72d19vJAfleXk6NmFbKsk9ViyyfEZIXY8glMs5JBzfLquuXHxXIZSiyX++XGKpc3ts2Xh5A7k/IQcu7Tm7uO1+3zct9V55///GdMmjSpWY/Nau15VYHmKJ+0NbPtKdf/8tB2yurlbRVKzuNdBkvrNHytxmRl8PJ1M/cNzdnXN9fdd99dOO7m5IaG4zWziX4tmWg0uzLYnxX/O6uWHLPaSl5dJK/+0dzlVH48yYIELT2P7upy0km5Y489tln73pyc13AiakvOn/M8/ytf+Uqb7qcAAAAAAKAlJk8tXsW1o0ya2rzP/Oh+BMkrIMPi+cF9Bupee+21UgAigzR52edHHnmkVMXoZz/72QxB9B/96EeFS3UDQMrJRuXh1H/84x+lynszc/nll8fkyV+ceO60007NCmY0JsNjGUzPKpQZaiq/NawE+tRTTzX7ebPy8IYbbhiVklXGP/jgg9JxueH7ahjAasn7Si0JwWZgtLwafAbTPvzww2iNiRMnFiq7ZgBt6aWXbtFzfPOb3yzcv+eee6JaZUAwQ//Nsfzyyxfuf/e7323W4xZeeOFS2LNOa65Wk5V98/GNbbPl69r//ve/Fp175jrRnCrS6emnny5tX3XWXnvtWGyxxZr9WuUh1vaW4c8vf/nLzfrd3DeUV1our2LdUhnAzNBgY8sp94/lFZLzb4ruIiu8Ntctt9xSuJ+Tc1saJM0KtzPbj+Wx4KGHHqq/P99888XGG2/c7NfIcHtnk9tfHtvqbLrppoX9S0uPAXkeUD5GM7PZZps1+zUaBjmb2p4ee+yxeP/99+vvr7DCCm1aZTqv8FC+Xubf7P/+979nWXW63KyuaNBSGVQvt9122zX7sVllua0nD9Yp31fmtnPooYd22v9htOSY1VZacv6XFd3Ll1NOmLj//vujWuRxrbzCfZ4Hfetb32rRvrf83CwnXU2ZMqVi+ykAAAAAAGiJPj2/KDbTkfr27Nirx9J5fFFWi3aVlT7zw6isXld+6dvGZIXSrHKWl+Muv5xxfliclxHfdtttLS2gRd45xAfa3d3OO+9cX7176tSppap7v/zlL5v8/UsuuaRwjMogeXNlkDmPRxm4e+KJJ0oh8uYaN675l97J4+Dshttnx4svvlh6X7fffnvpPb755pvt8r6y+m1LKuZmFdTVVlstbrvtttL9DGQ9/PDDsdFGG8XsyhB5BrzKg7ItrSjesALy888/H9WquVUrU8PQWksfO2HChPpKr81dTnfeeWdpwmIGH5988slSkLy5j83XaW7QLidLNlcGP8vN6vy4oZb+fmusuOKKLfr98jD+Rx991OzHZcjtmmuuKQUFc9/aksfmPiirX3cHLVmPGoZpM+Td0n1ZVq6tk4/N9b782JPLIq88UV5RuLkTR9Iqq6xSqozd3IrdHaHhuOW609Jxa3h8zmPAsGHD2nR7Kt+WUlPbRMOrJ7RliLxO/l2e+9HyoHhOwmpMhtrLfzcnyTS3Wnhz/ec//5mh0ntL5O9nheu2loH20047rf5+TqC/6667SlfP+d73vtfiSWudZV/TVmZnOeUV6urkcXyLLbaIatDYOt6SvwsGDhxYOsequzJAnvvk/jz/vqjEfgoAAAAAAFpiQJ8BMW+/eWPcZ83PorRWvt5cfVpWfIruQ5C8g2QoZKmllmrRY/baa69SmO26664rVJAVJAdaaoE5FzBo3dyIESPiyCOPrK+0d+mll8YvfvGLUki8oawaWheqSFndrznHqKwKeMABB8T1118/2/1sSbhiwQUXjI6Qga+smJnh+4bh6PZ4XxnaznB4S2QV67ogeVtUO3z11VcL9/PKKHlrjfLq0tWmYYhoZhou+ww6zc5jyycCNCUne+yzzz7x+OOPx+zKdbu5QfKWbLMNJ6AsueSSLepXBoazgnJdsL6zLN9UfsWC5lQ/zf1xhlTvvvvumF3dKbjWkvWo4b5srbXWatVr5zEgr/iQ61dT1f8bXlWgOdtthmezwn9n0XDcTjnllNKtI44BLdmeGl79o6n9XsOJXyuttFK0tQynZ7g0J+OkPGZmYLqx/WOeg5VPHNhtt91aNPmgOVq7XpZfyaYt5SSfPFc8/fTT69vyGLT//vuXbosvvniss846pVteUSdDvY2dq3aEjjrPbM24N1yu1VTtuuF7nZ11Nivkl//N09zxa4/9FAAAAAAAtER+frLaIqvFbS9+kRNpb6sPXr1in9tQeR1X5rPKtTREXqe8Inm644472qhHAHQnCy20UOEy7FkZNCtANubiiy8u3M8qkbPy1FNPxdprr92qEHlqSVB7wIAB0d4yfJYVVLNC++yGyFNLHlte/ba5GgbVWhvazvB8Wxs/fnxUq9ZUzm+vqvtZDTer1rcmRN6e22yGdWf3sa3ZlmZHe14ZIStDZ6CyNSHy1Jr9V2fTknWhI/ZlDa840Rb78Eqr5DGgPbanhu+npZM/WjLRu05WN85J3g3lVUMuuOCCwkSCXXfdtc370tr1sj3Xyd///velW2OvkZMY8uovGSrPiuAZLD/kkEPitddei47WEeeZDbV2OVXTpL2G6/jsrLOzO34deUUkAAAAAABoyhqLrtGhg7PG4I59PToXn450cg0vt5yXVW8YvAGAxgLhDQPjdcGn8srTgwYNii233HKmA5gVdfNqGOUVP/v16xc77LBDqYp3Xno+f5aVgfN3M0RVd8uqnJ1ZhrsyJF8e+Npqq63ivPPOiwceeKAUeMpwXFYXLH9frZnY1RYzOFv7HJMnT462luNC55BXD9hxxx0LVTGz8uqBBx4Yf/7zn0vh8qwInvuDDCCXr9v5uI7Qt2/fVq+T7bEed6SPP/44ttlmm0IAN0Nvu+++e4wePToeffTRUtXhiRMnxtSpUwvL6aijjqpo3zuLSuzLusMs/O5+DGivZTR8+PBC+Pj888+f4Xfy6iHPPvts/f0tttgiBg8eHNUmq5Lnsejcc8+N73znOzHnnHM2+nuvv/56nHrqqbHccsvFGWec0eH97Gq6w/5ndvcpneH8GQAAAAAAOtJ2Q7br2Ncb2rGvR+fSq9IdYOYy0NbdQjMAtI9NN920FFZ64403Svevu+66OOusswrV+K655ppSeLHOT3/60xkCnQ3VBU/rZNjnH//4RyyzzDKz7FP5a3U2Dz30UPz973+vvz///POX3tdqq63Wru/ro48+avVjWlttNd9rueOPPz6OOOKIVj0nncdJJ51UConX+d73vlcKJjcV5KvENttwHW5YeXRWMgA/O9tSZ5ITVson6Ky55ppxww03xAILLNCl960dKfdldce8nOCU631bBwUbrqttsQ9vLznhYHaOAVdeeWVst13X/cdQw/fTXlWbM0Sek+jOOeec0v2xY8eWrirwjW98o7Bdl9tjjz3apS8N18vcJzRn39GR62Sef+b7z1tONMxzyfvvvz/uueeeuOWWWwrLadKkSaXweW6/++23X3RXrV1O7VFtv7n7jY4233zzdbrzZwAAAAAA6EhDFxoaw5YYFve8ck+7v9Z6S64XQxYc0u6vQ+elInkn99xzz80QLG/4QTkApJ49exaqCedVLDI8Wu6SSy6ZaRXzxvz1r38t3L/ggguaFSJPdQG/zqjh+zr55JObFSJv7ft64YUXSoGqliivblpXXbo1FlpoocL9Z555plXPR+ddt+eaa6644oormhUi78htdskllyzcHzNmTIse/7///a9Qcb2rL6cMT2aYt7kBw868b+1I5fuyzz77LF555ZV2fY3G9sezkvv7F198cbYnErfkeNHcCRnd7RiwyCKLFO4/+eST7fZae+21V+F+eXD8rbfeir/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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "vec = Vectors([[0, 1, 2], [1, 4, 2], [2, 1, 0], [3, 1, 2]])\n", "\n", "from matplotlib import pyplot as plt\n", "fig = plt.figure(figsize=(12,18), dpi= 300)\n", "\n", "Plot(vec)" ] }, { "cell_type": "markdown", "id": "be3f4626", "metadata": {}, "source": [ "## Plotting Distributions" ] }, { "cell_type": "markdown", "id": "3414ef9c", "metadata": {}, "source": [ "Using Plot on a Distribution yields the curves of the probability mass function, cumulative distribution function and concentration curve." ] }, { "cell_type": "code", "execution_count": 7, "id": "2b9933c2", "metadata": {}, "outputs": [], "source": [ "P = Poisson(5, 10.8)" ] }, { "cell_type": "code", "execution_count": 8, "id": "0b692819", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Plot(P)" ] }, { "cell_type": "markdown", "id": "978ba0c1", "metadata": {}, "source": [ "A specific feature of Stat_tool is the association between Distribution and Histogram objects whenever an Histogram comes from a Distribution (simulation) or a Distribution comes from an Histogram (estimation). In both cases, plotting the objects involves some object with class _DiscreteDistributionData combining data and model within a single representation:" ] }, { "cell_type": "code", "execution_count": 9, "id": "d5bebbbe", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "set_seed(0)\n", "simulation_P = P.simulate(1000)\n", "Plot(simulation_P, Title=\"Poisson Distribution and \\n histogram of a sample\")" ] }, { "cell_type": "code", "execution_count": 10, "id": "2d775244", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "est_H = Estimate(H, \"NEGATIVE_BINOMIAL\")\n", "Plot(est_H, Title = \"True data and estimated NB distribution\")" ] }, { "cell_type": "markdown", "id": "057d8478", "metadata": {}, "source": [ "## Plotting Mixtures" ] }, { "cell_type": "markdown", "id": "3f28cc09", "metadata": {}, "source": [ "Mixtures are particular cases of distributions. \n", "Using the Plot function on mixture yields a representation of the probability mass function of the mixture, but also that of each component, rescale by the mixture weights:" ] }, { "cell_type": "code", "execution_count": 11, "id": "04d6236a", "metadata": {}, "outputs": [], "source": [ "D1 = NegativeBinomial(0, 1, 0.1)\n", "D2 = Poisson(0, 10.5)\n", "D3 = Poisson(2, 5.2)\n", "M = Mixture(0.4, D1, 0.4, D2, 0.2, D3)" ] }, { "cell_type": "code", "execution_count": 12, "id": "34fee3c9", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Plot(M)" ] }, { "cell_type": "markdown", "id": "1b838c51", "metadata": {}, "source": [ "Using plot on a object issued from simulating a mixture yields the usual histogram, probability mass function and cumulative distribution function, but also the weights, empirical proportions of the mixture and the representation of each component:" ] }, { "cell_type": "code", "execution_count": 13, "id": "e33dfe14", "metadata": {}, "outputs": [], "source": [ "set_seed(0)\n", "simulation_M = M.simulate(400)" ] }, { "cell_type": "code", "execution_count": 14, "id": "465f1927", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Plot(simulation_M)" ] }, { "cell_type": "markdown", "id": "a9b72dda", "metadata": {}, "source": [ "This principle also holds when estimating a mixture from a sample but in this case, the empirical weight and component histograms are issued from the clustering, meaning that a label is assigned to each observation and graphical representation are produced for each label and their associated data:" ] }, { "cell_type": "code", "execution_count": 15, "id": "d27e86fd", "metadata": {}, "outputs": [], "source": [ "M_est = Estimate(simulation_M, \"Mixture\", \"NB\", \"B\", \"B\")" ] }, { "cell_type": "code", "execution_count": 16, "id": "5ed8b3f5", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Plot(M_est)" ] }, { "cell_type": "markdown", "id": "3bb7afa2", "metadata": {}, "source": [ "## Plotting Multivariate Mixtures" ] }, { "cell_type": "markdown", "id": "7b420f6f", "metadata": {}, "source": [ "In the case of multivariate mixtures, each variable (i.e., each marginal) has a mixture distribution, so the Plot function represents the (common) weights and each marginal with its components." ] }, { "cell_type": "code", "execution_count": 17, "id": "7b5054a9", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "d11 = Binomial(0, 12, 0.1)\n", "d12 = Binomial(0, 12, 0.6)\n", "d13 = Binomial(0, 12, 0.9)\n", "\n", "d21 = Poisson(0, 25.0)\n", "d22 = Poisson(0, 5.0)\n", "d23 = Poisson(0, 0.2)\n", "\n", "MultiM = _MultivariateMixture([0.1, 0.2, 0.7], [[d11, d21], [d12, d22], [d13, d23]])\n", "Plot(MultiM)" ] }, { "cell_type": "code", "execution_count": 18, "id": "3afb01f4", "metadata": {}, "outputs": [], "source": [ "set_seed(0)\n", "simulation_MultiM = MultiM.simulate(400)" ] }, { "cell_type": "markdown", "id": "c7856dea", "metadata": {}, "source": [ "The same principle holds for data simulated from multivariate mixtures..." ] }, { "cell_type": "code", "execution_count": 19, "id": "f3927210", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Warning. Empty data.\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Plot(simulation_MultiM)" ] }, { "cell_type": "markdown", "id": "ba15a896", "metadata": {}, "source": [ "... and multivariate mixtures estimated from data." ] }, { "cell_type": "code", "execution_count": 20, "id": "e0fc7f57", "metadata": {}, "outputs": [], "source": [ "set_seed(0)\n", "MM_est = simulation_MultiM.mixture_estimation(2, 100, [True, True])" ] }, { "cell_type": "code", "execution_count": 21, "id": "d3db009f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Warning. Empty data.\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Plot(MM_est)" ] }, { "cell_type": "markdown", "id": "14915265", "metadata": {}, "source": [ "**TODO** \n", "Debug simulation_MultiM.mixture_estimation(3, 100, [True, True])" ] }, { "cell_type": "markdown", "id": "42ea9b63", "metadata": {}, "source": [ "## Plotting Compound Distributions" ] }, { "cell_type": "markdown", "id": "c87eabd7", "metadata": {}, "source": [ "Using the Plot function on a Compound object yields the probability mass function of the compound, the sum and the elementary distributions:" ] }, { "cell_type": "code", "execution_count": 22, "id": "5f25c30d", "metadata": {}, "outputs": [], "source": [ "X = NegativeBinomial(0, 1, 0.1)\n", "N = Binomial(0, 10, 0.5)\n", "comp1 = Compound(N, X)" ] }, { "cell_type": "code", "execution_count": 23, "id": "07f6f5e8", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Plot(comp1)" ] }, { "cell_type": "markdown", "id": "e7e74b37", "metadata": {}, "source": [ "A similar principle holds when plotting samples issued from a Compound object..." ] }, { "cell_type": "code", "execution_count": 24, "id": "2f558c9a", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "set_seed(0)\n", "simulation_comp = comp1.simulate(1000)\n", "Plot(simulation_comp)" ] }, { "cell_type": "code", "execution_count": 25, "id": "13530c43", "metadata": {}, "outputs": [], "source": [ "comp_est = Estimate(simulation_comp, \"COMPOUND\",\n", " ExtractDistribution(comp1, \"Sum\"),\n", " \"Sum\",\n", " InitialDistribution=ExtractDistribution(comp1, \"Elementary\"))" ] }, { "cell_type": "markdown", "id": "7fe654ac", "metadata": {}, "source": [ "and plotting a Compound object estimated from samples." ] }, { "cell_type": "code", "execution_count": 26, "id": "3f224f15", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Plot(comp_est)" ] }, { "cell_type": "markdown", "id": "c8af15c6", "metadata": {}, "source": [ "## Plotting Convolutions" ] }, { "cell_type": "markdown", "id": "c33a279e", "metadata": {}, "source": [ "The principle of plotting compound distributions and convolutions is fairly similar, except that in convolutions, plot() represents the probability mass function of the convolution and each of its components." ] }, { "cell_type": "code", "execution_count": 27, "id": "e2432c57", "metadata": {}, "outputs": [], "source": [ "d1 = NegativeBinomial(2, 2.2, 0.5)\n", "d2 = NegativeBinomial(0, 1, 0.1)\n", "conv1 = Convolution(d1, d2)" ] }, { "cell_type": "code", "execution_count": 28, "id": "bfc3f78e", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Plot(conv1)" ] }, { "cell_type": "code", "execution_count": 29, "id": "2aa2c0b7", "metadata": {}, "outputs": [ { "data": { "image/png": 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NOyH+ClyhET+EpEKI5YH7Nyb9MGbClQ6vI7YJ1y/EFcFS36dPH5es5AD7QuIlWOvhlWAE4xr+v2HRxzgKaxSuecZx1AjGGlxHkXQISRhwbbetWYhxHeMN9oNxHW6H9vrkrs9HvBDNR0hMTIQ9VT0Sz3D16lVt79696jEvpKalaquPrtYW7lyoHrGenyQlJWm9e/fWihcvrlWsWFF76623tDZt2mgjRoywtKlevbr23nvvqedLly7Vbr/9di0sLEwrUaKEdscdd2irVq2ytN2wYYNWv359LSQkRP0mwdy5c7Xw8PAsx+7Xr5/2wAMPWNZx3CFDhmiDBw9W+y9durT28ssva+np6ZY28fHxWocOHdSxa9Wqpf3yyy9q3ziGzscff6xFRkZqAQEBap/2joXvadiwYVq5cuVUX1u2bKn9888/ltdXr16t+n/+/HnLtm3btqltR48edXg+cRyV2NBmwf4cYXu+wfr169X7cO518BmN+0S/b7rpJu2NN97QUlMzfyd4XqVKFW3ZsmU59ks/PwCfK6e+2tsHFuP5x7GM+8Vze+9BO9vznd25xe9g/PjxWqVKldRnb926tbZr164s59K435EjR2rVqlXTgoODtfLly6vfDs6tEfwW8HvDbzc3/9+F8fp73333af3797fa1q1bN3Ut0M81zvObb75pef3atWvqf+2jjz5y6hjYx+XLl63+fwkpqLHUU6SlpWmvv/66unYXKVJEXX8mTZqkXtu5c6fWrl07rWjRolqZMmW0AQMGqDFYx3acAhgbjNdTgHEJ10CM28b368efMGGCGgNw/AYNGmi//vprlus8xjMdjOs33nij6leXLl20OXPmWMZv/X//4Ycf1kqVKmV1vcdzvFfHXZ+PuOf/xZ3XYBP+iA+AQD+kecSMLUyypOBB5jTMwMDFJT8yqBHiCshIiMQKsK44C6xQDz30kLLGIJNRQYIZTWQkhLUvu1i4/ACZo3CuEAuWm//vwnj9hVsmLEz4zHCXQUA4LGxI6IKaYPgNILsXLLnGFOywZKJmC7Jp2oJZZ9uZZySDcVf8IvEPOJYS4p7/F0gceH+44xrMpA+EEJ8EMUqIR4P7FFznnAHuiXDLKGixpB8b7nYFLZYAjml0RfMH4DYEgYe0voiBg/smBCvEUm7TuCP2Di6QOrrLJiGEkMINBRMhxCfBzD6K7rpqdfAU8Mf3FLlNgFGYQXyDHouGNL+ITUCMGALG9foxrmbbQuwY4g8JIYT4FgG5dXXRTV8oDolgYUcgkxSCZJGFBK4aqClj6yIDVxQMQLYLzGyEEEKIu0FgOILBkY4YRX0RmP3ss88qK5FtGncj2aVxRx0xjHP64qxlkxBCiI8JJszKYRYOM7fbtm2TVq1aSefOnVVGLHsgWxgE0y+//CJbtmyRdu3aqRooeK8RDC5IlWxcGAdDCCEkP0BGSNtsmHDN09OKuyuNOyGEED90yUOKVaSlffrpp9U6AmRhMULNFH1mzgheNwIffQQX//TTT1aBtLAo6TN6zmAbXIugY0IIIcQZMHGHmKVq1aoplzxM4mF869+/f5Y07qgtgwXPbdO4E0II8X1cEkyYXYOVCG4MRpBZCEXBnAGzdwjCLlOmjNV21GhBHRsE3t52223y2muvWQmqnIJrCSGEEGdBkotx48bJkCFDlJsdYpcGDRokr776qqUNaskgwxLaIIEI6rUgqx5d7QghxL9wySUPxbogaOxlDXI2ExAKN6IKco8ePSzbkKUIcUw//vijKvAIV7yWLVvKoUOHHO4HwbXIcKQvKPZJCCGEOANEDzwgkPEOoggFNl9//XUJDg62tIGVKTo6WrmII6YW7nj16tXjCSaEED8jV1nyXMkaZARiCIMPXPIqVKhg2Y7K91h0IJYaNWqkZgBnzJjhMLgWCyGEEEIIIYR4hYWpXLlyKijWlaxBxmQRiH1atGiR3H333dl3KiBAmjZtmq2FiZD8pG3btip+QScqKipLPJ47eOKJJ+TBBx90eNz8PJavc+DAARUXCRdgfwFxnYjJges0IYQUNJhAR5kChF1gIh3p+ol33Q/AcIHQF0fHzc9j+Y1ggqsC0ogbswYBrGeXNQiWJXwhqHdx3333OfUPh3+yiIgIyS/S0tNkTcwa+WrXV+oR64Q4YtOmTU7XqnFFXE2fPl25o7qTmJgYuwNVfhzL3rExMYIMY6isXbNmTRk/fryKf8wODAzos20tIpxHnE9HJQhKliyprkkoX2ALMnkOHTrUKt5k165d0qZNG9W3KlWqyMSJE9X1xhWQ+RMJAxDzgj58//33khsQE4NU1uHh4WrB8wsXLmT7HnzOjh07qskre98xrO7PP/+8KspKCCGeKMCN6/TPP/+sXFnpwpp7cL1HPL8zuCKuMEb89ttv4m5MdsbD/DpWoUgrjqJ8n3zyiXz22Weyb98+VbcCKcUHDx5siS3q27evlVjCOmKX4HYH6xQWxB3pIHkDMu0dOXJE3QDghguP+j7dzZJ9SyRqepS0m9dOei3ppR6xju3ES1i1SqRuXfOjF4A6YsiO5S4QC4gEKLhRLlWqlBQEBXGs/fv3q881e/Zs2bNnj7z33nvy0UcfyZgxY3J8L2IXX3nlFUlJScm2nbEEATKbQUAgJhIWJZ3jx4+rmMgnn3zSKpMmShxA6EAAw+X3nXfeUZnRXAExmA0aNJCZM2dKXkCmNVzncIOBBc8hmnI6NlyWsyuw+/jjj6vaeLg+E0JIQY6niAXEZDcm0WHhRwFxW3KaQCNmYKVzZ4IZTA6mpqaqicayZcsWyGkuWYDHyne0XPDBBx9o1atX14KDg7VGjRppa9eutbzWr18/rU2bNpZ1PMdhbBe00xk5cqRWrVo1tb/y5ctrHTp00NavX+9SnxITE9V+8Zgdi/cu1kzRJk2ixWrBNix4neSOq1evanv37lWPeSI9XdOaNsW8v/kR6/nIpUuXtD59+mglSpTQKlWqpL3zzjvqdztixAhLG/ze33vvPcv6+PHjtcjISPWbjYiI0IYNG+bw9w7mzp2rhYeHaz/99JNWp04dLTAwUDty5Ij6P3jggQcs+8X7hw4dqha0L1OmjDZ27Fgt3XAOsM+lS5dafQa0xTH0142L/v9oe6xr166pfuN/LiQkRGvZsqX2zz//WF5fvXq1ev+qVau0xo0ba8WKFdOaN2+u7d+/36Xz+9Zbb2k1atTItg36+OSTT2rlypVT1xcdnHOcex39PBpJS0vTihQpoi1atMiy7d1339WaNGli1W7WrFnqvfjcOpMnT9YqV65sdX5dwd534Qz4P8F7//77b8u2DRs2qG3OnN+jR4+qttu2bbP7etu2bbVx48ZpBfX/7ez119/A7+ry5cu5/n0R/8RtY2kBj6cYY4xjj37t1se1Z599VitbtqzWunVrtX3Pnj1a586d1dhboUIFrXfv3tqZM2dcGptzGg/B8ePHtR49emilSpVSY2rXrl3VNdTYb4yNb7/9tjoO2gwZMkRLTk62tMG48cILL2hVq1ZV4/6NN96offLJJ+p/u2bNmuq9Rnbt2qWZTCbt33//tXuuUlNT1fnQx3nsu2/fvlnuB4yfFWMjjovxGufr4YcftnveseDz6WP4smXL1BiOcfL3339X9y8NGjTI8vmjo6PV/UBoaKg2cOBA7fr16w7vgQD2gX3pr9v77m2PhfF6woQJWpUqVdR5xGu//vprlrFt8eLFahzDfUf9+vWz1QTZ/b+48xrssoUJIMUqXG/gLw9f+datW1tegyl2zZo1lnU8x2/adjG6BmEWGpmKsD/EQ8Ha1Lx5c3E3cLsbsWyEaOr7tEbfNnLZSLrneZoVK+ADZ36OR6znIy+88IKsXr1ali5dqlIG4zebXQzId999p36zsKIgzg4m6FtvvdViQq9atapy9dKtIMZCmUiHDwstrC/GxCdG5s2bp2blNm7cqJKe4Fh4j7P8888/6nHVqlXq+Pbc1fSUyYsXL1bH27p1q9x4443KWvPff/9lcW2DhXjz5s2qX3qdGmeBNdm2jIAjyxEsUTh3sKQ4a6lD/wESxRjd5po0aWLVdsOGDcodz5gsBp/3xIkT6npWkKAvsPghTbUOLPDY5myJhuxo1qyZsjIRQvycAhxP4faN6zfGQIw9sOTbjmt//fWXGjvxOq7HiG/B2AIr+6lTp6wyKLs6NtsD4267du2UpQPjwp9//qmed+rUycrShePAOoZH9BX3qMb7VHhKwWUcYzKs9/CcwH7ghoYxce7cuVbHhRdWq1atlFu6PTCmos2nn36q+oRxF5/TEThHw4cPV+cX3hQ4X/q9N8477pkHDBhgue+IjIy0Gutx74F+169f3+7+4TaH1/H54RmGvrhSumdTxneN82D73RtBX/HZ4d2xc+dONQZ37do1S84C3HfAnQ+eFzfddJM89thjyjpW6LLkFVbWHVsnxy8ed/g6RFPcxTjVrm1U2wLtm89y5Qr8tJxvjwmjUaOQ+QNFu8yPWJ8/Hw6yzu+ndm0RJ1zoUP8LF6z58+crdy2AiyUu+I6ACypcDZC8pEiRIirIHjeoAMIAiVFgRrctxAxXs1mzZil3ruzAhQ4iCRfim2++WcXdYB0XQ2fdBwHM4I6KQUOQoNg0BoTOnTurbR9//LGKR8T5wEClg+KeGNgAarAhDhEpluFClxMYgOD6hguks5MxuKDCTQ41chwJMAxUAOmg8R3MmTPHamCCAEJskxG4AhvjoYCerAavIe6qoMDx7AlmbHO2REN2ID6roEUgIcS/x1NM+GDswxhoO/ZgQu6tt96yrKPeGSa5UAxaBwIC49/BgweV67SrY7M9IHKQSAyTjno2Z9zUwz0dAgx1REHp0qWVmzX6jlI3GOcgIjDuoj9IWIbxUU9adsMNN1iOAddvfB5MVuJeAGP9ggUL5O2333bYL8TnIoTl4YcfVusQYDAWZHffUaJECenSpYs6x6hbqtcqxXlHjgGEDdgb8yGy9HPoCLwf5x/7QCFvvAf3AYihwvlz9r4D59XRfQeAUEKM7aOPPqrWp0yZokQazscHH3xgaQexpOc8gHBDn/7991/13XgKvxJMCUkJbm1HnAAXd5sbV5fARX7vXhEba0GOYBbKYHHI7oYes0xGiyZED4SKIx555BH1z40LJmap7r33XpUEwJ6vtu0FydHsjhFYGoxp+tE3CA5YU3Axdwf43LioIx5GB8IDF3vb2Bdjn/VELLAEQyhmByw3OD84X08//bRT/YL1BxfqZ555Rv73v//ZbYPBAhYxffYQljQUHIVAxPegCyl7gs5eSQR72wsCe8d0tkRDTiCpBc4NIcSH8PLxNDtsLf6wFOFGWZ/8sh2fcA13dWy2B46DG23bWCBM+uE4OrghN46vGOswWQlg5cBr+sShLWiLm3sIDoyhSHiB/WPsczTpByuM8bPh/gHnyFESIggeiCT9vgPLQw895FRste25twcmco37Qt8woYwapziuO0AcMe4LjPcdAOs7duxw6r6DgqmAiAiNcGs74gSYDXDWhI4LBRKGYFDAhV0HsxvYjyuzYk7OQriaIQ1gBgwmccw24WYdVhHMJKGoJURHdjex7rgZxj5s+51TogRbHAkFezfsxs+kv4bEDtmBiyLcIHDRhfXHFXr37q1moVBE1NYiBDDbhdlK44UV7hqYqdIFE7LIIQudEcx62SuJAHIqi+Bu0Be4n9hy5swZt/QF7h36jB/xPTCpN3vLbBnUeBDHK3/Cy8fT7IB1xAjGEFyvcd22BTfIzpaVyWk8xHHgbfDll19mea/xGmk7dmO/+jiHsTsnMCmIpD3wBoEFq2fPnm5NFKVPFMIqhvEOFi2k7IbrW07JnGzPvSvoY35AQECe7zts9+nu+478xq8sTK2qtZKqYVUl/mK83Tgmk5jU62hH3AQuGM7OTMEcjdkvR7NiZ88i6MStXw1uvPGP+ffff1ssJrjRhgne0WySfgGF3y0WpK7GrAdmo+BiAEsSrEG5BX2xXa9Vq5Zl9gsXeWNsFAYWozUBxwfZ9QGfG+3gO41sbfrFD37Sea37EB8fr8QSBikMHM6Y842gPfytu3Xr5tDKZAvODWYkdeCqsNfmtwTxhhgpzFrq5wgDD1w/7Amz/AR9wSyj7sIBELOGbdmVaHCW3bt3W9w1iO+RcClBJqydIF1v7krB5E94+XjqChgrEUOLa6897wxnx+acxkMcB3VA4e6MONncgBhl3KxjUtRRHVF4mkCYwNX9119/VfFSjoALHUQhPpseh4T4HFjDjLG4tuA84fhYUK4DQun3339XY2Ve7ztg4cEYqotD9A3WP90FsrzNeYa16OjRo1b7wPeVXR9w/jHe4r7DmPsAcbv6OOjN5CrpQ2ElMCBQpneabvc1iCUwrdM01Y4UMJi5QMyKo5trbMfrubAIZQcuCEhjD19d+CvjRhM1w7K7yUfcD3yr0Rap8L/44gt1kdHN1hgAcLGEcDiLQclFYAJH+n5YsRB8iRigESNGWF6/6667lK81ZpsgcJB+3zgbg4EB/dGDaI0p/HVwYYcYwedGO4gL+GpjoMH5yC2wLKEeBKxwsBLBYqKXEnAFuDcgIQKCg23BbJS+T1ywYcGC7/cDDzxgaYNAUiRWMF68IQzh8ofvF98dglrhP49z7YrlD24KcNHQayChD3gOH3NnqVOnjnKpwDnHwIQFz+GfbnQ5gRA3BgLDcoRj6WIQvxGs255fJHzQffMJIX6Gh8ZTV8BEI65nCObHxBHGUkxgIYECrtvOjs05jYcoswCPA4wPuC7ieg3hgzEV5SecAWN6v379VN+Q5An7gKUHcU3GSTv0D3FJEHs5JS7D8VEeAtd3lOOAp0p2dfjg5oeEE7jeI0kaYrsg4vTxAn3EpBtiV3Hf4ao1BhOJON8YWyD4IMjgGq+f77vuukvd6+Ac4rvA+bANEUAf8F1hPLL18NDB9wmrIkQsxi/EReMzGe9xvBW/EkygW51uMvdB62wmAJal73p8p14nHgDZanDD6eifHNvj4szt3Azc6TDbAWsRZm7uvPPOLAkDjGBWBwkS4HcLdzBcIH766SdLrQHE4OCihSQEuXGLQjYezPRgxgWDyrBhw6yK5iKeCYIEfYYIQHCk0fSPWShcWCE2MJtjFBJGcLFGwCncCDCrBT9vCA8Ev+YWDHjYD2a9MDOFWTR9cRVcVOEHbgtmtvR9QnjgfOCcI6uOcbYPgyZcJo2zenCjxCAJn24MUBBLWGyL/hozfdqCQRnWG92Cg/fjOVwkdOAqkZPVCi4imLmEsMGC3xIGJCMYUIyCF7WlcCw9GBaBs1hHwLAOhCLe071792yPTwjxUTw4njoLxiZkzIM4wgQXCtziphnXaf0m3ZmxOafxEM8xgQkrFSwxGDMgfDDGumJxguUI11SMG5jIwgSXbTZXCA4ID2cyyT733HNqrIfIgriCyx1ikrK770DGWwgXfAZc8zGhitgrgM8NAVO3bl113+HKBB5o37698mTBeUSmQrhLYhzTGT16tHoNk3oYXx988MEsGQDxXWCMxffhyMMBmf7w2bFg/MOELcY1HNvbMSG3uPgAuInCPxpuFHL6J1i6b6l0W9RNZneZLYN+HiTRbaLlldav0LKUR3Bzi5kXZBtzJoNaFnABP3PG8evIKuZihhzivyAj4Q8//JBt5iFbIJQwaGG2My/CEYMgMKalLSgQaIzBypliwe76/3bl+utPYHjV3VzcmVhka8JWaTynsWwZuEUaReQtGJ/44Fjqw+MpPBiQihyJl7wNCED0D5NyBR0X689cy+b/xZ3XYL+KYdL57ehvUrN0TRnQaIA8u/xZCQsJo1jyBlA3wFA7gJC8AKsc3AKSkpKcrpaO2S4IjbyIJQCXj+x82PML1LJDtqNnn322wI9NCPEiOJ4W6HUXrvQohQHrDMWSb+KXgun3o7/LXTXuUmqzWng1OZbomumSEOL9wDXR6KbnDHBTdAe2wbAFBWK0XnnlFY8cmxBC/BG4xsEdD5YvW7dq4jsE+WM61n1n98n4NuPVevXw6hKbGOvpbhFCCCGEkGzILr7UU8AFW3fDJr5LgD9al0DbqLbqkRYmQgghhBBCiCP8UjDVq1BPKpY0B+RRMBFCCCGEEEIc4X+CKeZ3uSvqLss6BNOZK2fkakpm0UtCCCGEEE/iai0dQvyR9AL6P/GbGKa09DRZtGeRxFyIkfIlyqt1FKiFYAJxF+PkprI3ebqbhBBCiOug5tjw4SIzZojcfTfPYCEmODhY1SJCIXDU1MG6O9PSE+ILaJqm6l6dOXNG/b/g/yQ/8QvBtGTfEhmxbIQcv2iu6jxu9TiZvWW2TO80XW6rdJvahkx5FEyEEEIKHSiniLpb+/aZH9u3F+ENdqEFN3+oKZOQkKBEEyHEMShOjMLEesHj/CLIH8RS90XdRRPr+rzxF+PV9q8e/kpMYmJqcUIIIYWTFStENm0yP8cj1jt29HSvSB7AbDluAlNTUyUtLY3nkhA7BAYGqhIiBWGB9WnBBLc7WJZsxRLANgilF1a+IBVLVKRgIl5NTEyMmnHctm2bqvWQF3BhWbp0qTz44INu6x8hxIPWJdTewg0DngcGiowbBzOFyIgRdNErxOBaXaRIEbUQQjyLTyd9WHdsncUNzx4QTYhdKl2sNGsxEZ8jOjrarriCm0fnzp090idCiJuBNWnzZrNYArBGwMr0zDOZLnr6a4QQQnJFgK8XqXWG8KLhtDB5AUePRktMzGt2X8N2vE7yTqVKlSQkJISnkpBCSugfG2XPTJHQtX+bhZE9Dh60dtEjhBCSa3xaMEWERjjVrlpYNQomL8BkCpSYmFeziCasYztez8+0lFOmTJEbb7xRiQn4jr/xxhvqtV27dsldd90lxYoVk7Jly8rAgQPl0qVLlveiwjfc29555x2JiIhQbYYOHSopKSnq9dGjR8sdd9yR5Zj169eX8ePHW44/ceJEqVq1qjo+LEPLli1z2N/PP/9cSpUqZbXt+++/t/jx4vUJEybIjh071DYs2AbwHG118vr5CCEFiKZJ5ckzpe5ZkWrPvyby77/Zt9dd9GhlIoSQXOPTgqlVtVZSNayqilWyB7ZHhkVKi8gWEpcYJ+kaax54kqiocRIVNdFKNOliCdvxen4BUQPBNG7cONm7d68sXLhQKlasKFeuXJFOnTpJ6dKlZdOmTfLtt9/KqlWr5BmbWd3Vq1fL4cOH1eO8efOUONEFyuOPPy4bN25Ur+vs2bNHCRW8BqZPny7vvvuuEiU7d+6Ujh07SteuXeXQoUO5+jw9e/aU5557Tm655RblgocF22xxx+cjhBQgK1ZIiR171dOQ+JM5t9dd9GhlIoSQXOPTSR9QZwmpw5ENzxZdRE3rNE0CTYFyPe26nLl8RiqWrOiBnvouaWlX5MqV/U63L1v2PklOPqFEUmzsa6JpKVK58mC1PSlpq9P7KV68tgQGFneqbVJSkhIsM2fOlH79+qltNWvWlDvvvFM+/vhjuXr1qsyfP19KlCihXkO7+++/XwksiCoAwYHtyNhSu3Ztue++++S3336TAQMGSL169ZQ1CSIMggx8+eWX0rRpU7npJnPtLwill156SR599FG1jn1DnEybNk0++OADcRVYi0qWLKmyx8AFzxHoR14/HyGkgICVaNw40QICxJSertIZOZUbSrcydejAdOOEEJILfFowgW51usl3Pb6TQT8NkrNXz1q2w/IEsYTXtyVss9RiomByLxBLW7Y0ztV7IZbAiRMfqcUVGjfeIqGhjZxqu2/fPrl+/bq0R+0SO681aNDAIiZAy5YtlQvdgQMHLIIClhyICR24rsGCpANL0meffaYEE4qtffXVVzJy5Ej12sWLF1WtDezXCNbhUpefuOvzEUIKLn24LpIsYun990VatBBZv15k2LDsrUxMN04IIS7j84IJQBQhxXiP73rInC5zpFbZWspdDxYoUC28mkUwNa3S1MO99S1g6YF4cYWEhI+VQDKZilgsTBERA1w+rivWGEdA3DjK72/cbpv2Fa9BdOj06tVLXn75Zdm6dauy6MTFxVmsSfb2l9OxUaANrxvJTUyRuz4fIaRgrEvKWmSsy4P1+fNFhgwRGTzYnE7c3v8mttPKRAghucIvBBNITU9Vj4/d+piUDC5p9VqZYmWkeJHiTPyQD8AtzllLjx6zBLGkxyzpMUzBwZXzLYapVq1aSjTBxezpp5+2eq1u3boqZufy5csWK8xff/2lBIvuTucMSObQunVriwvc3XffbbHehIWFSeXKleXPP/9UbXTWr18vzZo1s7u/8uXLK1dCY7+2b9+epfBhTgUP3fX5CCEFWJzWnvXo//5P5Ngx+2IJYHtcnEhysgizZBJCiEv4jWBKTktWjyGBWdMpY7YcVqbYxFgP9Izo2EvwoD9iu3HdnRQtWlTFD7344otKZMAl7cyZMyoxA1zpkMkOsU2oa4Ttw4YNkz59+lgEj7NgX9hHcnKyvPfee1avvfDCC+o4iJ1Chry5c+cqAQSBZY/bb79dihcvLmPGjFH9+eeff7IkYYiKipKjR4+q/UCwhYaGZkkn7s7PRwjJZ+tSdtaj114T+ecfkbOZrueKa9dEHnhABJMvvXuLNGzIYraEEOIifiOYkNQBiR6CAux/ZAgmuOQRz6FpaXaz4enreD2/QGwREiS8+uqrKp4IMTqDBw9WomT58uUyYsQIlaQB6w8//LBMnTrV5WM88sgjSowgFghpuo0MHz5cxTIhs93p06eV5efHH39U1i97lClTRhYsWKCE1pw5c5TFCoIHKcF10M8lS5ZIu3bt5MKFC0qEIUW4EXd+PkJIPgGrkDPWI0xyVDO7mFsRHW2ObcI+9GK2iNl04I5LCCHEGpNmGwhRSMHNZnh4uCQmJioXJ1ve3/i+vLDyBbn2yjW77x/w4wDZdnKbbB64uQB665tcu3ZNWTRq1KihrDaEEP/4/87p+uuvYHiFCy5cfh3FCjoNBNGZMyLz5kna7I+keZ9kmdd9gdQpX8f8eoUK8P21/97r182vGa1PqPPGBBCEEB9Gc+M1OFd1mGbNmmUZNBs3bizr1q1z2BYz3Pfcc4+KucBA2rx5czWjbcvixYvVrDpchvC4dOlScbdLXkhQVnc8neqlqtPCRAghxDuJjBRp1EgkNlauNKkvm6qKXK1fx7wNiyOxBIKDRQyZMFnMlhBC8lkwffPNNyod8tixY2Xbtm3SqlUr6dy5sxyDqd8Of/zxhxJMv/zyi2zZskW5B6HGC96rs2HDBlVUE3ETSKOMxx49eqhin+50yQsODHb4Olzyzlw5I1dTrrrtmIQQQojbgEPIX3/Jpaa3uZ4wItYQo8titoQQkr+CCbENTz31lMomVqdOHVVYMzIyUj788EO77fE6gukRH4F4jEmTJqnHn376yaoNRNXo0aNVUUw8oiYOtjsCdXPgBmJccrQw2Un4oKOnFo+7GOfEWSCEEEIKmIMHlVvdpWYNcpeO3F4xW9/wyieEEO8RTMjuBStRB1QLN4B1pEB2BtRuQTpkBK0bLUy2++zYsWO2+5w8ebLymdcXiLbsuJ56PVuXPGMtJkIIIcTr+OsvlajhcqNbXU9HbltigFYmQgjJH8F09uxZVdfFNt0w1k+ePOnUPt59911V8wUudzp4r6v7hBUKAcb6gkKgeXHJqxJaRWXRi73A1OJ5xUfyiBBCDPD/2nMkJCVI9JpoubJmpcitt0p6WKjDNni0m47cHnoxW16zCSHE/UkfbDNNYCB1JvvEV199pVIfIw6qAjL65GGfSA6BJBLGJS8ueUg3Xrpoafnl0C+yJmaNpKXnXwprXwXpsnVLJCHEt7hy5Yp6LFKkiPgK8fHx0rt3bylbtqxKqY8aaPCiMI5DGLNQWBpZltq2bavqsxU0CZcSZMLaCRLw1waRO+/Mtg0eXU5Hzms2IYS4rw5TuXLl1E2xreUHdWNyKnIJkYTYp2+//VbVjDFSqVKlXO3TFbJzyVuyb4mMWDZC/rv2nyzZv0QtVcOqyvRO06VbnW5u64OvgzpGuOlA8VPcVAU4mtUkhBQaIBoglnBNLlWqlGVipLBz/vx5VaQaiYh+/fVXNYl3+PBh9Rl13nrrLRW3i6LQN910k7z++usq3vbAgQOqEHRBUu6ySNEjsSItWzr/JhSqhjse0pHrpKaK3HefSLt2Ii+/bE5HblPQmhBCSB4EU3BwsEojvnLlSnnooYcs27H+ACqJZ2NZ6t+/v3q8DxdqG5BqHPt49tlnLdtWrFghLVq0EHfhyCUPYqn7ou6iibUbWfzFeLX9ux7fUTQ5CSyCKPiKWi2xxoxMhJBCD4QEJrd8hSlTpqjYVxR01omKirISikg8hIyw3bqZJ87mzZunJvIWLlwogwYNKtD+ttC9zpVgOuf8GxHfaxvjiwLXM2eK4LMb040TQgjJu2ACo0aNUmm/mzRpooTOnDlzVErxwYMHW2KL4OYwf/58tQ6R1LdvX5k+fbrccccdFksS3BuQrAGMGDFCWrdurQYwCK8ffvhBVq1aJX/++ae4C3sueXC7g2XJViwBbENM08hlI+WBmx+QwADfmFXNbyCqkQWRbnmE+A6wGPuKZUnnxx9/VMmFHnnkEVm7dq1UqVJFhgwZIgMGDFCvY+IH45UxIRFcwdu0aaMSEtkTTMjeisXW8u4OWh4TSY6oIMHVqomcdEEw2ePpp0UmTRKJjhb5v/8TmTFDxMbzgxBCSCYuX8lRL+ncuXMyceJESUhIkHr16qkaS9WrV1evY5uxJtPs2bMlNTVVhg4dqhadfv36KTcHAEvS119/La+88oqMGzdOatasqVz4br/9dslPC9O6Y+vk+MXjDt8D0YQ042jXNqqt2/ri68AVD0WNCSHEWzly5Igqh4FJwDFjxsg///wjw4cPV6IIk3z65J69hESOLOjI3jphwgTLOtz2nE2IlB2hf2yUZ/4RudY0UoLzWK1eUaOGWSChHMjlyyJjxoi0b68y8BFCCMlKrqa+MAuHxR66CNJZs2aNU/vs3r27WvILZWGyiWGyyiaUDc62I4QQUjhAiQt4SqA2IGjYsKFK6AARBcGUm4RE8LCAAHMrmiaVJ70vxVNFrh+Ld19GO0xIrlplfo44J6Qf79jRPfsmhBAfw2+i8lXSBxuXvIjQCKfe62w7QgghhQPEW9atW9dqG4qx6x4SeryWKwmJbLO3uiUxxIoVUmLnPvP+40+ahU1egehatixznUVsCSEkW/xHMNlxyWtVrZXKhodYJXtge2RYpGpHCCHEd0CGPGS7M3Lw4EGLe3mNGjWUaEJCIh3EZiLeyZ0JibIlo46SlmHR0gLdVDcJosuQPp1FbAkhJHv8RjDZS/qARA5IHQ5sRZO+Pq3TNCZ8IIQQHwNZWf/++2/lkvfvv/+qzHdIYqTH2sLtbuTIker1pUuXyu7du+WJJ55QpRN69epVMJ2EsNm0SUwZAsmUlq7WQ9duyP0+9WK2tkk8aGUihBCH+I1gclSHCXWWkDq8SlgVq+2wPDGlOCGE+CZNmzZVQgiZXJG86LXXXlNpxB9//HFLmxdffFGJJsTsIt4JGWBR8qJAajBlI2wqT/kQWYnyJMKUVckI1vVYJkIIIVa4J99pIcBRHSZdNCF1OLLh9VnSR5pWaSrfPvItLUuEEOLDdOnSRS2OgJUpOjpaLQWOLmxsSUuTEjv2Sodb8yDCUFQ8PT3r69iO15FKnRnzCCHE/yxM9lzybN3zkDq8dvna6jnrLhFCCPEIRmFj72WTSV77PaOdKyQniyCphT2xBLA9Ls7cjhBCiB9amFIdW5iMRJSMkMPnDxdInwghhBBXhQ1imiIvipxMTsm2HMbsLbNlUONBmZleQ0LMVqszZ9TqmctnZMm+JfLE3G0Scvka6oKIVKhgbkcIIcRPLUx2YpjsCSbWXSKEEOIxdGGDTHYffaQ2PdhDZN+yBWobHpsOENFCHE8CJlxKkAlrJ6hHKyIjRRo1UkvcjeVlcMIcOdGvm8iuXSIlS4pUrZrfn44QQgodAf4Uw5SdS54OZuIwwKA4ISGEEOIRdGFTtKhaXV5L5Gr9OmobHuPD3XeoCx1ai4SFiSxY4L6dEkKID+E/gskFl7xrqdck8XpigfSLEEIIcUhsrKSUKyPXiuTfOdKKFRXp0UNkzhwRFPNdtYpfCCGE+JtggrXIaZe8DF9vuuURQgjxOMeOSXKVSvl/nD59RE6dEtm3T2TMmLwXxyWEEB/CLwRTanqqaKI55ZJXObSyeszi900IIYR4QjBVzUjakEcwERi9Jtr+hODly5nPWY+JEEL8TzAhfgk465IHaGEihBDicWJj3WZhcpgIAtak8eMzay+hWC7SmtPKRAgh/iOY4I4HnHHJKxFcQkKDQ2lhIoQQ4lkgWArAJS907QazVUkXSGlptDIRQoi/CSYkfADOuORZMuXZc1kghBBCCoqzZ0WuXZPkqvkomDSRylM+NFuVjNDKRAgh/mlhcsYlz1KLiTFMhBBCPElsrHpIruKeGCZ7dDgsUmLHXrNVyQitTIQQ4p8xTM645BlrMRFCCCEe49gx9ZCSXy55miav/S6i6bFLtgQEMJaJEEL8zSXPJQsTXfIIIYR4WjAVKyapZUrly+5NySlSLVHE5Ci5Q3q6SFycSLLZS4MQQvyVIPGnpA/OxjCVjJATSSfyuVeEEEJIDi551aplZq9zM1pIsDQdKLKi4wKpU75O5gtr14qMGiXy9dciLVuKhDg3dhJCiK/iF4LJVZc81GJKSk6Sy8mXVdY8QgghxCMWpurV8/UQx8NFrtavIxLRKHNjvXoikyaJbN4s0rNnvh6fEEIKA3TJcxDDBBjHRAghxKOCCRamgiY4WOSxx0QWLBBJTS344xNCiJfhF4IpNy55gHFMhBBCPO6S5wn69hU5eVLk7bdF6tYVWbXKM/0ghBAvwC8EU26y5AFamAghhHiEq1dFzpzJd5c8hzRuLFK7tsg774js2ycyZkxmYVtCCPEz/EIwuVqHKTwkXIoGFaWFiRBCiGdAdjrgKQsTEk00by7y33/m9U2bRFas8ExfCCHEw/hVWnFnXfJMJhOL1xJCCPF40VqPCSZYk7ZsyVwPDGRNJkKI3+JXLnnOWpgAi9cSQgjxaMIHWHmqVvXM8WFN2rkzcz0tjVYmQojf4jcueYGmQAkMCHT6PSxeSwghxKOCKSLCnLGugECio+g10ZJw8YTZmgSrkhFamQghforfuOQ5m/DBSjBdSsi3PhFCCCHelCEPY96EtRPk0v8tMVuTYFUyQisTIcRPyZVgmjVrltSoUUOKFi0qjRs3lnXr1jlsm5CQIL169ZKbb75ZAgICZOTIkVnafP755ypuyHa5du2auMslzxV3PL14LdOKE0II8dWitXbRRCpP+VAkwP7tgRZgkvgR/c1WKEII8RNcFkzffPONEj1jx46Vbdu2SatWraRz585yDBd3O1y/fl3Kly+v2jdo0MDhfsPCwpS4Mi4QZO5yyXM24YMxhunc1XOWhBGEEEKIr9dgCk4TCY4/KZKebvd1U7omAfEn5OR/9sd8QgjxRYJcfcPUqVPlqaeekqefflqtT5s2TZYvXy4ffvihTJ48OUv7qKgomT59unr+2WefOdwvLEqVKlVyuh8QYlh0Ll686HaXPHDy0kmpXspDdTAIIYT4HxArSCvuAcGUHCSy/9cv5NaAStYZ8x59VPVn34v95Z7lveXHkIKLrSKEkEJlYUpOTpYtW7ZIhw4drLZjff369XnqyKVLl6R69epStWpV6dKli7JeZQfEWXh4uGWJjIx03O+0ZJdd8li8lhBCiEc4dUokJcVjRWtTqlQSadQoc0ER26FDRdatU6/Fh3ukW4QQUjgE09mzZyUtLU0qVqxotR3rJ0+ezHUnateureKYfvzxR/nqq6+UK17Lli3l0KFDDt8zevRoSUxMtCxxepE/BzFMLrvkZViYGMdECCHEr2ow2ePxx9VD6SW/eronhBBSOJI+wH3OiKZpWba5wh133CG9e/dWMU6IiVq0aJHcdNNN8v777zt8T0hIiIp7Mi7ZueS5amEqW7ysBAUEMVMeIYSQgkWPCfYCwWRJNV40VaRrV6nw6VeyZ6ZI6B8bs7ZJYmZZQohv4pJgKleunAQGBmaxJp0+fTqL1SlPnQoIkKZNm2ZrYXI56YOLMUwBpgCpVLISBwBCCCEFL5hCQ0VKlfL4mddTjasyG/37S8ixE1L3rEjlyTPNsU22bQghxN8FU3BwsEojvnLlSqvtWG/RooXbOgWL1fbt2yUCRfvcQG5c8gBrMRFCCClw/vwTmY1EfvvNa09+iR17RVas8HQ3CCHEO7PkjRo1Svr06SNNmjSR5s2by5w5c1RK8cGDB1tii+Lj42X+/PmW90D86Ikdzpw5o9YhvurWrau2T5gwQbnl1apVS2W7mzFjhmrzwQcfeKwOk574gTNmhBBCCgxYbdauRZYlkTFjRNq3955+RUeLhjqJmiZaQICYxo1D1idP94wQQrxPMPXs2VPOnTsnEydOVLWS6tWrJ7/88ovKcAewzbYmU8OGDS3PkWVv4cKFqn1MTIzaduHCBRk4cKBy9UPGO7T/448/pFmzZh5zyQOVS1aWjfGZftqEEEJIvgKrzYUL5uebNpnX65f3+EkPXbtB9UePVjYh9bkX9Y8QQrxKMIEhQ4aoxR7IdmfPxS473nvvPbXkF0j6UDK4pMvvo4WJEEJIgYGxElYbncBA8/r3H3r2S9BEKk/50NyftDTv6x8hhHhjlrzCRm7qMIGKJSrKqUunZMHOBbImZo2kpRsGCkIIIcSdwFoDq40OxMmmTWbrjgfpcDgjZskolryof4QQkt/4hWBSSR9cdMlbsm+JjP19rGiiSZ+lfaTdvHYSNT1KbSeEEELyxboUYDMsBwaarTvZO2rkH5omr/0uKnbJLgEBnu0fIYQUAP4hmFJdy5IHUdR9UXc5d/Wc1fb4i/FqO0UTIYSQfLEuITbISFqasu7AyuMJTMkpUi1RVKIHu6SnS/CJUxJMBwxCiA/jF4LJFZc8uN2NWDZCWZZs0beNXDaS7nmEEELy17qkv2wyKSuPXveoINFCgqXpQJF9yxYga5N6bDRQ5NBXM80xTKNGyf5fv5DkXEVEE0JI4cAvBJMrdZjWHVsnxy8ed/g6RFPcxTjVjhBCCMkzSCGO7LK21qUMYN2JvGi29niC4+EiV+vXEWnUSD1uqyyS1Ka5yMMPi/zf/0nRQ0dlz0yR0D+YVZYQ4pv4h2BKdb4OU0JSglvbEUIIIdkSEmJ2x9uyReTZZyWtaFFlxTFadZoOMFt7vIr//U/kwAGJfOUtqXtWpPLkmR6xghFCSH7jF4LJlTpMSCXuznaEEEK8n8mTJ4vJZJKRI0dalcSIjo6WypUrS7FixaRt27ayZ8+e/OlAZKSy4EA8pZYvo6w4RqtOfLh4H23aqH4XPRyrVlUmPcRiEUKIj+EXgskVl7xW1VpJ1bCqYrKU57MG2yPDIlU7QgghhZ9NmzbJnDlzpH79+lbb33rrLZk6darMnDlTtalUqZLcc889kpSUlH+dOXNGUsuWlsKEblPSAgPMsVi0MhFCfAy/EEyuJH0IDAiU6Z2mq+e2oklfn9ZpmmpHCCGkcHPp0iV5/PHH5eOPP5bSpUtbWZemTZsmY8eOlW7dukm9evVk3rx5cuXKFVm4cKHdfV2/fl0uXrxoWXIlrM6eldSypaRQAGtSXJxlpDSlpZtdC2llIoT4GP6TVtyFOkzd6nST73p8J1XCqlhth+UJ2/E6IYSQws/QoUPlvvvuk7vvvttq+9GjR+XkyZPSoUMHy7aQkBBp06aNrF+/3qFbX3h4uGWpWrVq7ixMZUoVnsx+yJRnBOu0MhFCfAyfF0zpWrqkpKe4VIcJQBTFjIiRSXdNUuuLui+SoyOOUiwRQoiP8PXXX8vWrVuV0LEFYglUrFjRajvW9ddsGT16tCQmJlqW48cdZ1zN1sJUxvtd8kLXbjBbk9JsCjBhnVYmQoiP4fOCKSXNnIbVWZc8I3C7u//m+9VzWJvohkcIIb5BXFycjBgxQhYsWCBFixZ12A6JIIzAVc92m9ECFRYWZllCQ0N908KkiVSe8qHDulFqO61MhBAfIsAfEj4AV1zyjFQLr6YeYy+YswARQggp/GzZskVOnz4tjRs3lqCgILWsXbtWZsyYoZ7rliVbaxLeY2t1chspKSLnz3t90ofgNJHg+JMO60ap7XFx5vpShBDiA/i+YEq9nmsLEwgLCZNSRUvJscRjbu4ZIYQQT9G+fXvZtWuXbN++3bI0adJEJYDA8xtuuEFlxVu5cqXlPcnJyUpUtWjRIn869d9/6sHbBVNykMj+X78w143KqBOFulFXa9UQadbMvB1ueagvRQghPkCQ+EGGPOBqDJOR6uHVJTaRFiZCCPEV4C6HzHdGSpQoIWXLlrVsR02mSZMmSa1atdSC58WLF5devXrlT6fOnFEPyiXPy4eclCqVRCIaqedXE0S2/S1y8tkBUmPIGJHNm0WmTROZMUPEJpkGIYQURnxeMOXVJU93y6NgIoQQ/+LFF1+Uq1evypAhQ+T8+fNy++23y4oVK3IXm+SKYPJyC5Mjzt93l9RAZsAxY0TOnTM/tm+PQDBPd40QQvJEgL9YmHLrkmexMDGGiRBCfJo1a9ao2ks6SO4QHR0tCQkJcu3aNeWOZ2uVcitnzxZqwSRFioh06mQWS4DZ8gghPoLfxDDlySWvlNklD9mRCCGEkHyzMAUFSVpYycJ5gjFGIn4pFzWZEpISJHpNtHokhBBvw/cFkxtc8mBhupR8SS5cu+DGnhFCCCE2gqlcuULrwqZqM23blquaTAmXEmTC2gnqkRBCvA2fF0zucMmzpBZn4gdCCCH56ZJXvnzhPL96bSZYlYy4YGUihBBvxecFk7tc8gDjmAghhOS7hakQ0uGwSIkde81WJSMuWJkIIcRb8RuXvLxYmCqUqKAEF2sxEUIIyTcKq4VJ0+S130U0R66EAQG0MhFCCjUBflOHKQ8xTAGmAKYWJ4QQkr8UUguTKTlFqiWKmBy53aWni8TFofJvQXeNEELcgu/XYXKDSx5gLSZCCCH5LpgKoYVJCwmWpgNFVnRcIHXK18l84fhxkYceEhk1SqRRI5GGDVnMlhBSKPF5weSOpA96prxdp3e5qVeEEEKIAVhnCqtLHrRRuMjV+nVEIhplboRI6t1b5MsvRVavFtm3j8VsCSGFEp93yXNHDJOe+IExTIQQQvKFixdFUlIKpUtetowZI5KQkFmfiQkgCCGFEN8XTKnXlVhCxfa8uuSdunxKrqVec1vfCCGEEIs7HiikFiaH3HSTSJkymetMM04IKYQE+INLXl6tS7pLHqCViRBCiNuBO54vCiakE//vv8x1phknhPiLYJo1a5bUqFFDihYtKo0bN5Z169Y5bJuQkCC9evWSm2++WQICAmTkyJF22y1evFjq1q0rISEh6nHp0qW56ZrZT9rGJS+vCR8AazERQgjJdwuTL7nkIS4LRWtZzJYQ4m+C6ZtvvlGiZ+zYsbJt2zZp1aqVdO7cWY4dO2a3/fXr16V8+fKqfYMGDey22bBhg/Ts2VP69OkjO3bsUI89evSQjRs3uv6JJk60qigOl7y8pBTXqRpWVUxiooWJEEKI+/FFwQTrEmKWWMyWEOJvgmnq1Kny1FNPydNPPy116tSRadOmSWRkpHz44Yd220dFRcn06dOlb9++Eh4ebrcN9nHPPffI6NGjpXbt2uqxffv2arvLbN1qVVHcXS552EdEaITEJsbmeV+EEEJIFpc8jJFFiviWdQlFa+3BYraEEF8VTMnJybJlyxbp0KGD1Xasr1+/PtedgIXJdp8dO3bMdp+wXF28eNFqsXcRdpdLnh7HRMFECCHE7RTSGkwOQZFaeJ6gaK09WMyWEOKrguns2bOSlpYmFStWtNqO9ZMnT+a6E3ivq/ucPHmysljpC6xclouwIW2puyxMehxT7AVamAghhLiZQlyDyS4hIeaxGOnEt2yRM38sk9mzB8rlJ3ubrWivvy4SGiqSTQw0IYQU6qQPtim6NU3Lc9puV/cJt73ExETLEhcXZzdtqbtimHQLE7PkEUIIyRcLky/FLwFMZKJ4baNGEndjeRmcMEcOjR5odj2Ey/2hQ+Y6TYa4Y0IIKfSCqVy5chIYGJjF8nP69OksFiJXqFSpksv7RDa9sLAwq8Ve2lJ3uuShFlPcxThJS09zy/4IIYQQn3TJc0B6yRIi3btnplFnIVtCiK8JpuDgYJVGfOXKlVbbsd6iRYtcd6J58+ZZ9rlixYo87VNgnXrwQblpa6z7XPLCq0tqeqokXEpwy/4IIYQQn3TJcwSsSRBJOixkSwgpBAS5+oZRo0aptN9NmjRRQmfOnDkqpfjgwYMtrnLx8fEyf/58y3u2b9+uHi9duiRnzpxR6xBfqLcERowYIa1bt5YpU6bIAw88ID/88IOsWrVK/vzzz7xdlK9dkx4Ltsu6ibeLOzDWYkKacUIIIcQt+KJLnh1C124wxzXZeISo7YQQ4iuCCfWSzp07JxMnTlRFaevVqye//PKLVK9uFhPYZluTqWHDhpbnyLK3cOFC1T4mJkZtgyXp66+/lldeeUXGjRsnNWvWVPWebr89F0JnzRqRgQNFDh5UqzcevSC378nIoJdHqoRWUY9f7/5aUtJTpFW1VhIYEOiWfRNCCPFTrl8XSUryfQuTJlJ5yodmq5KxNlNgoHn7g57sHCGEuFEwgSFDhqjFHp9//nmWbUjgkBPdu3dXS5657TarOhZpASK9v90vMkkzu+nlkiX7lsiIZSPU85mbZqoFVqbpnaZLtzrd8t5vQggh/okez+PjFqYOh0VK7Nib9YW0NLW9w62e6BUhhORTljyv5rffRPbssawGpovcePi8VTHb3Iil7ou6y/GLx622x1+MV9vxOiGEEJJrdzzgIxamhKQEiV4TrR4taJq89ruI5mDiEtOq338Nl72/s98PIYR4AN8TTG+8YTb3G0gLMFkVs3UFZMSDZUlTl3Nr9G0jl41k5jxCCCG5w9cE06UEmbB2glWCJFNyilRLFDE5GIcho4qlilSePNMyVtvbDyGEeALfE0xbt1r7RisrU0ZWnlxYmdYdW5fFsmQrmpBqHO0IIYQQl/EDlzwtJFiaDhTZt2yBpZitZenb19KuxM59efIIIYQQr4lh8mpg7rc3gxUQIDJ8uNn6NGOGyN13O7U7Z10B6DJACCEk1xamkBCRkiV9+gQeDxe5Wr+OSESjzI0Yr/fuVf4asDJpAQFigkdIhw6e7CohhPi4hcmR2116usiRIyL79rlUWTwiNMKt7QghhBC7NZjykJio0AJr0ubNSiwBE8ZqFrMlhHgZvieY1q61MvXfO6qi/NOlodnClJpqbuPCxRipw5ENz2S5nFuD7ZFhkaodIYQQ4jJ+UoPJiErosHq8JI95KUvcsRqvcxl3TAgh+YHvCSakFW/UyLJsidDk9+FdrVKNu1JZHHWWkDoc2IomfX1ap2msx0QIIST3gslHEj44CxI5bPhsogRv3ZEl7lh5hLCYLSHEi/A9wWRDclqy1Nx13FwY0KayuLNWJtRZ+q7Hd1IlzFy4VgeWJ2xnHSZCCCF5dsnzJ3JIMw73xKqvvC17ZoqE/rGxoHtHCCH+JZiup1yTVp+syGryd8HKBCCKYkbEyOp+q6VTzU5KLB0dcZRiiRBCSN7wQ5e8nNKMY2wOiY2XumetU40TQogn8HnB1PZgslTaF5fV5O+ilUl3z2sb1VaJpBNJJyQlPcX9HSaEEOJf+KFLnm2acTw20tfXrxepWFECMsbtEjv2MtU4IcSj+LRgSktLlejf0rM1+cuDD4qsXOnSfutVqCfpWrrsP7vfPR0lhBDinyBe59w5v7MwWaUZb9RIPW6rnLF+xx0iZcpYysVrgUwCQQjxLD4tmK5fTcrR5C/XromMHu2Sub9u+brqcffp3e7qKiGEEH/k/HmzaPIzC1O2wPNj377MVONpTDVOCPEsPi2YkoNMyuS/6tsp1lXFN24UiYrKbIhtLrjmhRcNV6nE95zekz8dJ4QQ4h/88IP5MTbW0z3xDjB5ifjiPMYdE0KIO/FpwXQ99brZ5H+r2eRvWZo2FQkNzdOFGG55u8/QwkQIISSXaJqkTJmsnqZ8ModiQERC124wxxc7ijuuXl1k1Sr+5AghBYpvC6Y0cyrxkKAQ6xdgTdq1y+kEEEePRktMzGtW224pf4uyMGE7XieEEEJcYsUKKXLwX/W0yL4DTGygiVSe8qG5cK0j4uJcdqMnhJC8EiQ+XoMJBAcG2zf3G2ewcIEePlxtPzqziZhuqCVRUePUSyZToMTEvGrYRZq0DD0klaodVdujoiZaHRciCm1q1KCQIoQQYoeMsQhJiRBni8QGJoxNHTr47ekKThMJjj9pjunKjs2bzeKyY8eC6hohxM/xbQtTaoaFKdBgYcJF1p65HxfogwfNgaYrf1dCSLcqQThBFJm3vSqaliplA+KlcWmRgGJNLMIK4D1oA5FFCCGE2CVjLNKTEjGxAeKORfb/+oUl3tiSahzb6tRh1jxCiMcI8AcLk8UlT7cuZWfuh0B6M16iUvtYiabk5JOW148de0PSrm6W09dE0q9uliNHRiu3vO3b21ssTrYiim57hBDiPUyePFmaNm0qoaGhUqFCBXnwwQflwIEDVm00TZPo6GipXLmyFCtWTNq2bSt79rgh2Q8TGzgkpUolS7yxnmo86PwFZs0jhHgUv4hhsrjkJSdD7eRs7g8MlKgx+yUqaoISQGvWBMiJE7MkIKAEXsxoFCAmk9mj8dixNyU2dqJcuPC7lCp1Fy1OhBDi5axdu1aGDh0qf//9t6xcuVJSU1OlQ4cOcvnyZUubt956S6ZOnSozZ86UTZs2SaVKleSee+6RpKSkvB3ckadDRjytSnxArOOabLPmoY4iJkBRR7FuXZcSQSQkJUj0mmj1SAghzuBfLnkhIeZByphiHMv779sdtIofum65YkMcRUY+jxfFZIIAS5dDyTVlVkLrDBFldquAaIqJmWjlnmdrcSKEEOJZli1bJk888YTccsst0qBBA5k7d64cO3ZMtmBMyLAuTZs2TcaOHSvdunWTevXqybx58+TKlSuycOHC3B84J0+HgACzQGBOA0WHwyIlduzNKi5xHjGeP/OMsj7JmDFOJ4JIuJQgE9ZOUI+EEOIM/pf0ITLSvOjgAjt4cJYkEFermGSfmNO9QiBpWrLExk6wiB/lqhfzqoRrMRYRhTYgJma8xMa+LpqWQrFECCGFgMTERPVYpkwZ9Xj06FE5efKksjrphISESJs2bWT9+vUyaNCgLPu4fv26WowEBdkMszl5OqSnS/CJUyoBgt+jafLa72JJjGEXxB4DPdMtE0EQQvIB/0wrbuDob30kpra1a0R6EZFt0zTRimgSdrG6VP8xLMv7IJquBdWVW8KuS8mw1tKmzXWrbHkQSzi99ixLjGkihBDvAdakUaNGyZ133qksSQBiCVSsWNGqLdb11+zFRYWHh1uWqlWrZm1k4+mQXL6sfNpQVIIDfRsSHyABgr9jSk6RaoniWCwZYWFbQkg+4n9Z8oxomph+WyMx/UVi+mRu3vaeSHI58/MyP5wQ7dxZiVpexRLTZHa1e02Kpu6VLedFrgTUVG0hjhDDlEm6bNhQTdLTUy1bmEWPEEK8i2eeeUZ27twpX331VZbXTIiVsRFXttt0Ro8erSxV+nL8+HH7B4SXQ0Zig6CkS7KrgqgEB/q2lMrWIs1f0UKCpenATDFpyZqHdQeu9I7qKRJCSF4I8DuXPKsGyRI1N1WiPhOLaDrTUiTpFvPL2B71WYrUmJeROe/A7cqKhBpLWKpWe1Ve2hUo+9PusIghPfFD9eqvSrFiteT69Tj566/ykpx8ijFNhBDiZQwbNkx+/PFHWb16tZVFCAkegK016fTp01msTkaXvbCwMMuCDHzZcuWKBFy7LmeQT4jY5Xh4ppjUs+ZdvbW2yPz5WRNBYB31FA1JIJjggRDiDoL82iUvwzUi6swZkesfS0z/jywvRQUPkqi1vyIHnpW5P2rjRnN2ngxqlv5alv27TCJSV0ro1e+kevVoqVFjvHqtRo0JsnlzY7l0aausX28efJkAghBCPA8sRRBLS5culTVr1kiNGjWsXsc6RBMy6DVs2FBtS05OVtn1pkyZ4p5OYOwRkbPF3bM7f0FlEYQ1yRZYmfSYJiSBaN/ekuCh681dJSI0osD7SgjxDXzewhRgCpCggGx0YYZrRFTzDy0pw5HAISrpIXNgrq25/803LbNXS/YtkbiLcbJ0/1JZvO87+eyoSOvvP1HbdZo0QcalzFmwK1f22+0G45oIIaTgQErxBQsWqIx3sATBkoTl6tWr6nW43Y0cOVImTZqkRNXu3btVVr3ixYtLr1693CqYzlAwuZ5mPId6inTPI4S4E5+PYXLojmeDubAsEj8Eqmx3MWueymruB6+/rlKY/vfsYOn+zcNyNdU8uM6LFfnimEj8xXjpvqi7RTSZC9/qqcjhzrFQduzopGY3dRjXRAghBcuHH36o4oxQjDYiIsKyfPPNN5Y2L774ohJNQ4YMkSZNmkh8fLysWLEiZ1c7Zzl71vxAweQ0yB4YHH/SqXqKKn27k6nGCSHEfwVT2nXHCR8MQLAgZbhuEYpK7SMxHeMlppedvK5XrqiHMrsPyz2Hs76sZRTPGLlspBw9ak4SATc8cxY98zHOn18uW7Y0k/T0FMY1EUKIB8Cklb0FViQdWJmio6MlISFBrl27ptzx9Cx6brUwMYbJaZA9EFkEna2nWGHmXNkzUyT0j43u+94IIX5HrgTTrFmzlH930aJFpXHjxrJu3bps22OQQTu0v+GGG+SjjzJjhcDnn3+uBibbBQNUXl3ycrIw6dad4sVrS8mSjaRkifoSNWa/RM01ZcmeZyTVJKo+hL3ighBNbUvFSWxstFXMUlSUWTyBS5c2yx9/BDssbEsXPUII8XHOnJG04sXkWhFPd6RwkVKlkiWjYEKtCIlO/EGS535i1yskYtqnUvesSOXJM2ltIoTkGpcFE9wV4KKA6ufbtm2TVq1aSefOnVWFdHug+N+9996r2qH9mDFjZPjw4bJ48WKrdsgohFk84wKBlVeXvOxqMAFku4uMfEmuXv1XKlV60lJUMGq+prLkaQ7OUJAm0uyEuQp5+8OiZrDwqBNgEkkq1j2LEMK6WTRl7jg19T+rNnTRI4QQP+DsWUktU8rTvSjUIKnDhs8mSvDWHVb1FHUCr5onXkvs2MuU44SQghNMU6dOlaeeekqefvppqVOnjkybNk0iIyOVP7g9YE2qVq2aaof2eF///v3lnXfesWoHixIyEhmXgnDJq1EjWoKDK6hTUbFiL6uiglEjt0iN4VtENm82J3qwCTKFB/Vrv4lM+k3UDBYedYsTYppCKw7N5sjpYjKZpxWPH58mBw4MsBJLzKZHCCE+zpkzklq2tKd7UbjRNOXtoTmojWVpFhjAmCZCSMEIJqRU3bJli3To0MFqO9bXr19v9z0bNmzI0r5jx46yefNmSUlJsWy7dOmSVK9eXdXB6NKli7JGZcf169fl4sWLVktuXPLgs56Q8JmUK/egFClSJktRQbUgMHfv3ixBpjh5zRLMliagW5xMYpLIsEhpVa1VluMZBVGbNslSrdrLantCwieydm0RiiVCCPEnCxMFU54wJadItUQRUw7JHUxp6ZbMeYhnYlwTISTfBNPZs2clLS0tS9E+rNsW99PBdnvtU1NT1f5A7dq1VRwTigei0jpc8Vq2bCmHDh1y2JfJkydLeHi4ZYGVKzcueUlJm+XKlT0SEdHffgNchJFpx0EKU1yitSxxTZpM6zRNAgOs/antWY9uuGGyVK9urtukaam4rGfYrrLCuCZCCPExCxNd8vKEFhIsTQeK7Fu2QHmG4LHRAJGrN9XIOm7DCjVmjIpnYlwTISTfkz7Afc7WSmO7Laf2xu133HGH9O7dWxo0aKBinRYtWiQ33XSTvG+b9cbA6NGjVUpYfYmLi7NrYbJ1yUP6cHOqbzMnT86VkJCqUrr03fYFSUZMk6MUpvgEJpu4ph2JvaTbw69YKo1nfu40u652JpMurLAnTWJiouXIkbFWbRjXRAghvuiSxximvHI8XORq/TrKIwSP5a+KFDt4NOu4jXuPrVvN8UyMayKE5JdgKleunAQGBmaxJp0+fTqLFUkHsUj22gcFBUnZsmXtdyogQJo2bZqthSkkJEQlijAu9mKYbF3yIE5g5YEASUu7KqdOLZSKFftJbOwktT1TvFgOZIlpsloy4po0mxks+FHfOud7VatJVRo3uAkgXspeNjzd6tS2bbpUrNhXbT92bJIcOjQ8Sxvb9xNCCCmkMOmDR2Ka9FGZcU2EkHwRTMHBwSo9+MqVK622Y71FixZ239O8efMs7VH4D0UAixSxn0sVFqjt27erIoJ5Tvpg45KnZ6mDANm3r6+kpSVKWtql7AWJbUyTIa7JZDODpfyoM2o15VRp3J4QqlNnnlSpMkI9j49/X9asCWDqcUII8TVSU0X++09SyzDpQ0HHNJls45refNOc2MnGK4QQQnLtkjdq1Cj55JNP5LPPPpN9+/bJs88+q1KKDx482OIq17ev2UoCsD02Nla9D+3xvk8//VSef/55S5sJEybI8uXL5ciRI0ooIQsfHvV95hZHSR900XT27Hfq0hkfP901600OcU1ZKo1DMNq5GDty0atVa5pUqzbW4qKntzVCFz1CCCnE/GcuJ8GkDwUQ04R1FLu1k+1W8frrWbxCEpISJHpNtHokhJAgV09Bz5495dy5czJx4kRVKwlVz3/55ReV4Q5gm7EmEwrc4nUIqw8++EAqV64sM2bMkIcfftjS5sKFCzJw4EDluocEDg0bNpQ//vhDmjVrlqdvCEkfigbZr+VUrdqLynIDQWIyBbvm6pZDXJNtpXF55hmRgwfNF+P27c2Bpxkueo4ICIBlDBduuAimSWzsBGUJu/HGd+iiRwghhZ0zZ9SDSvpgv4whyWtMU0QjuZogsu1vkaDzF8zZbu1h6xXSsaOq7zRh7QTpenNXiQjNm7cLIcQPBRMYMmSIWuyBbHe2tGnTRrZu3epwf++9955a3A1c8sKLhtt97eBBc/9RC0nTkpUIcVo06XFNGQOeAunJu90jFeLOS6CtJwDEks3FODtsXfUOHBgkCQlz5Pjxd+X48alKSNmzTOF9sERlJ8QIIYR4kWBiWvH8RxOpPOVDs3Upu4lOvA6vkA4dLKnHi9TeKNKzUQF0khDic1nyCguOXPIgLE6e/EwCAopJ69bXLDFNxux5OWKnVlPEMTtiyZ6LHkz+cM+z46ZnL67p5ptnS7VqozNa6C56yXbflyVpBSGEEO8jo6wGBVP+E5wmEhx/MmevELyOic3ly5l6nBDiP4JJ1WGySSuuC4uQkGpStux9YjIFWCWCcEk02cQ0aQEm51z0li83u+fZyaTnKK4J4i7jmfobG/u6sjwZPxOz6BFCSCGyMAUGSlpYSU/3xOdJDhLZjximjCy32dZqAj16MPU4IcR/BJO9OkwQJNWqvSLJySekVKm7LNt10WSbXMGVmCZTevaVxi0MGGAWTnYy6eWcejxNqlQxpxuHm96aNUHqNXwWey6FLHZLCCFeKpjKlcs5eRBxCylVKlk8QrKt1QSSkrKmHneQvIkQ4h/49JXaXh0mCJLw8BaiaalSunSmYAIQHLmK/wkJkV8XTpTGA0Vl48EytHM27Y8ftyR+yCmTnj3rUa1a06V69fEZLcwC78KF37NYx+imRwghXuySB8FEvLJWU5bU40jeZMcrhBDiH/i+S55NHSZdXAQHV5ZixW5yy3HS0tNk4I7XZGtlkW1YIkT67dCljAP0C64xk54LLnqZsUqZXyGE1ZEjr2Q8p5seIYR4tYWpfHlP98IvcaZWUxZskzc5iEMmhPgmucqSV5hd8sD5879L6dLtxZTN7JIrrDu2To5fPG4VYIqLsUvpFxxk0rNn8bIVQ0ePTpDYWLQLkGPH3pBjxyYxkx4hhHi7hYmCyaO1mlZ0XCB1ytfJfGH9epFhw7J/M7xCXjFPTFomOQ3lQgghvonfueSlpPwnly5ts4pfyiu2he0QYNrU4J6nL5tHP5HzznLIpGfPclSjxni1LpJuVew2JeW01a7pokcIIV4Ww0Q8W6tJz3TbsKHI/Pk5x5TBK2TzZvNiJw6ZEOKb+J1L3oULa5SgKF26nduOY6+oHS7Gyj3P4KZ30/9tcO5inE0mPUcuelg3i0AU4jUbDuPjZ8qWLc0lJeW8bNvWzmEmPSaGIISQAoYueV4DJj1fWzlO0mIdJIGQvJULIYQUfvyuDhPc8YoWrSlFi1Z323FaVWslVcOqiskSJmoNttcsUVVCT11w/mL88MNZM+mtWiU17lskUf82z9IcogexWRBEbdqkSPXqr6rtSUl/y19/lZHERAjFrNDqRAghBQxurumS5zUkXEqQVze8IXv/b55V6vFskze5UC6EEFL48dkYJk3TlEuebQwTRIVtdry8EhgQKNM7TZfui7orcaRZEpKaxRJ4q8t0MT3a1FLdPUd/6StXMp/DKpWNz7R9N70JytKE7ZZ+BoaqdT11emLiOovIMlqdsD+0yVXGQEIIIdmTlGQuR0GXPO9LPR7RSD2/ekJTyZuQSc+p5BCPPCJy6ZLVJOe56xckffgzEjBjppTt2tOhdWv2ltkyqPEgu94q7noPISRv+KyFKTU9VT0aXfKuXz8hV67sUwkf3E23Ot3kux7fSZWwKlbbw4uGq+14XSIjXfeXBrBK2fOZzjD/a0cO5VC01px+omjRGuoxNhZJIswWKdv6TbQ4EUJIPqNPnDHpg+9k0rt0KbN2U8YkZ9FXJ0r52LPq0ZHFCdatCWsnqEdnyc17CCF5w2cFE6xLoMy1Hy31iS5cWK0eS5Vqmy+xOxBFMSNiZHW/1bKw20JpXa21VCpRSR6q/ZDDYrcu+0sbLU6jRyuLU42X90tU9QwLlN1it6nq8fLlnVK58tCMr918XIimI0eQaS9atm9vbzfOiTFOhBDiRuCOB2hh8vpMenDNUy56v34hu8s7WbspY5KzxI69al096okhGOdESKEkyJcTPoDAgCIWt7Rr12KkRIl6Ehxc0UpQuNs9r22UWZDBVN5uXjt57+/3JKJkhFpHvBPaoNitshQZXfScTWuqW5x0jKnIV62SmF8fk5j7z1oJH/1RPxcmUxHRtBR1iT927HVLdj1HFid3nydCCPFbrCxMJz3dG5JTJr2IRnItJlkirrhYuykD5daHSc577rGOc2rfXkL/2Ch7ZooUqb1RpKfZHZAQ4n0E+HLCB6CV6qNu9nHTf/bsEiUICqqo67kr5yQoIEieW/Gc9FrSS4mnqOlRsmTfEnMDo4ueq256RjDjBWsThNSYMaKdOytRy6uYrU52ZrPCw9tKmzbJGSJIs0pFDovT/v1PqxgwZtYjhJB8gBamQm9xsizvv5/je5XIwiRnly7WyZyWL5fKk2dK3bOiHpkoghDvJcjXXfKQJQ+iKDX1Pzl+fJqcODFLNC0138USRNEj3z5ilQACxF+MV8khLHFN7nDTw8V42zaRpk1Ftm6VGup6HC/SZrnIq6+q2ayY356QmKD4LFYnpFmHSDLHOaVJQEAxOXnyUzl58jOLiNKB257JZI6HsrU6MVEEIYS4YGEKCxMJts7iSgqPxcky9g4ebJ7kdGbc/vXXzCnKgAAxDR8uJQ4dsnLbcyZRBCGk4AnwdZc8PUte8eK3qEeIJZPJLKLyi7T0NBmxbEQWsaSOn7Ft5LKRqp0VupuePnOFGSlYh5ytIA7RpIP3DBlimc3SEuIlKhXWtnEWqxNElJ74oXr1V5QASk+/mvGz0PseqMTRvn39xGQyqedG65wx9kkXUzqMfSKEEDuwBpNvkItJTqs4p0OHRMvYoAVmkyiCcU+EeByfd8nT6zDFx89QjxBLmpZsSQSRH6w7tk6OXzzu8HWIpriLcapdFoxuevXqiZw757yZ3tgOz48etazWWBAoUWP2W9z2Yprsk5jAeRIVNUFuOzvaUt/JXPwWF3+z+Cld+m4pUqS8nDo1X2JijAkyNKvU5My2RwghTsIaTL6BzSSnM4khbDFlDNumNAeJIjCWs74TIR7H513ykFY8JgYZ4nZJWNid0qjROksME8gPSxNqJLilnW1iCFw4+/Y1B4y6GniqF9dDrYhNm0SrKxL1mUhUr2Yir5qDUJXFqWO8lEq/TcJ/PS6mTvdJzHmzqIqNfT0jSYSZmJjx6rzCja9UqXZKNOlueazvRAgh2YBrOjPkFWqsaiFFml308pIYQsfisodEES+/bB7rbYrYh144wkQRhBQwQb5uYUo595nEnDEHZUZFWYuk/BJNzhaS23tmr6yJWZOZOc8esDhhAdevu2ZxsscSc8KJGvMy3Pb+GIzCTBLTRySmY7xEpfSRqLH7RTadFVm7V2TRBCWOgCnFJFoRTSpVelJOnsQOzC6Fly/vkZIlG2ecT3MslG5xYtwTIYTYsTDVqcPTUojRayF1vbmrZczXE0Os6LhA6pSvI/vO7JPHF/eWv9bWkGKHYpwauy0ue2i7fbtIt27msRrrgYHKba9yyhUpcVbkMhJF9Bhsfh1ue8OHi8yYIXL33fn86QnxPwJ8Pq24SaRMmXtVGu3w8JaW13EzjzgcWETcDQRQ1bCqYrJc+uzz+rrXs2bOyw7bGKfcxDkZwQU4Ntb8NEAkaq5Jov633no2699/1dPwf0OlTQdNZd87eXKuctuDgALFitWStLSLGTs1n09YnA4efEZMpgDGPRFCiBFamHw/MUSjRupxT0WRoP8Scz/RefVq5nvhKeLAbS/5peeVp4h61DQ59+M3ciaqvHokhOSdAF93yatQ9UUJCAiWsLDmEhhY3KoNRFONGu4rXKsDa9H0TtPV85xEkzFznlOiyTYVuatxTg6AxSlqviZy+LBlW0xfk8QEfaGsTg0HJGV0Nt7yevUvzALq4sW/JCSkqnmjRX8GyIkTH1isUyAl5axKV24b9wQrlNlN8jVL8gjjNtviwkwmQQgp1DDpg9+QHCSy/9cvLJOc+3+cK+eKuWffatR/8kmRyZMleOsOtU09Ll+eNXmEvcQRTCZBiNP4ftKHgCCVOrt0aSQzKDiQMhypw6uEVcmxbbaZ81y1Om3YAJNabrtt3S+TZo5zun+RsmApt73+IlE/lFXblVXqzXgpldZALlxYLaUOhUrbu0WJKJU4wpL+B48mlXhj7doAJZaKFr1RPR49Ol4JJNvse8ZttgLKNiMfBRQhpFBlVrt4MaNoLfEHUqpUskxyXmlSX24bnFnPKTeJInTUOxISRMaOteS1Vfvp39/aCrV8edbEEfaSSVBAEeJ/MUy6S17atf2SmnpBSpVqX+B9gGh64OYHVDa83478plzwcsqc9/4/78uwZsMcxzTlFOcE4PesJ4rIQ7IIFeekMJ9LJZAgoL44Z2WFuhC4Q4mm8L/MM1wQURfubqC2K4tToCbVqo2RuNgpopnSlIBKTjZnEYyNxexXpuN2Ssppu26SuoBS+89wpdQzHepCyxgvhdeN1kPWiSKEeAUsWuv3GOs55TlRREYNKKvYJ4ioDNTw2ru32RPFkDjC8lx/XL5ckse+LMEZbn3Bm7epiVK49FnVhWKsFPFTgnzdJe/qpb8kIKC4hIU180g/IHzaRrV1OnPes8uflXc3vKtc+rIUts2tgHJHsggrAWXHCvXVHpE0ldsnU0RtEQnfhXoTsExNUqLIlCyiBWsSGfmilC1zn2zdfLs5T0SGaIqPnynxx2eq50gkERxcyWxRSjVZ/VptBRSsUtbZD60FFEUVIcQr0CezaGEiDhJFPPFtb/lrcbgEXUjM+RzlUANKCSldLOn07InilOZMfJqmakCZRoyQ4IMHM936IKo6dFAufSViz8pluPZ1ecTaKtW+vchvv2VNNkFRRXwQn3fJS0r8Q8LDW6k4Jk/ibOY8Pabp4UUPy8S1E+WrXV+pTHouu+oVkNuein1aYBJJTVWCTLntPWkWUbc9n1VkVV9gtlLBsnRk80AlliCicFWvltJTTBBdpgyPPi1Fzp83z4RpQXAhECla9AYlfmIPm4WR4vC/Zt9sQ/wVnptmfuCyq9+FC2sNlivr+Cm6/hFC3GZhomAiDhJF/BMpsm/lwjzVd8qWxERlhdKtWqoG1MGD1m59zz0n8sMP1q59kydnsUrl2tWP7n+kkOG7FqbU61I0MFASE/+UqCj3J3bIbeY8iCE9ZskR+uvj12QmTKgSWkUGNh4otcrUUuIr21Tkrrrtwaf+vvtE/vvP1Y+V0eHMz5Pptmdet8Q9fZb5OkTUhdtMcqGR2QoFYaUSTDxpzuZjtkKJlE9sIJrcKrFBX4oJeixIJOBKqhJUmuGjxwTOl5gP8MZ9EhbaXIKKlJGY/+aJqZOhjxBT99YVeb+ZXpPXLKp++T+Jud98AxOV1k9kAdbXqLg3xFjplipjbSndcqVbtXQXQqM7oL5ubKO7CNI9kBA/Rr/usg4TySnuKcJ99Z2cwcqtb88ekYceyqwLhccJEzKtUgEBYoJl6dChHF395NVXra1SICdLlT0rle02WrJIARLkyxamW8OLSHr6lQJP+JBd5jxkw0PmvJxEky3xSfE5CiiAeCm4/+UoqnKKe8qliLK1KNkKKF1EXWikWVz2zA01KyuUatff/Cb9/WZRdcxKVFU43UBOl91hFkHpIimJxyTJtMksqoqY9xOghUhM4DyJmYmVfVK61N0SGBQmMWdtRNWqVRI19axcqB0qF2r9rgr4Rt37lWyfGSIXArabs/r921xifn1MiSyLqPqpnMi996ljWIRXhhDT24QfKCYxN8aI1Kxptnj9VE6O3ndETDfUylZk6duya0MhRkghszAFB4uEhnq6J8Rf3PZyQ0btJ4uIwp+UlMx1uALqYklv/8QT5t92RlyVqhuVG1F1111ZBRUwbrPXxl49KmdEFoUY8VfBBPc1FIVtEJ4mElBSihW/VbwBPXPeiGUj5PhFc9KD3GIroMoWK6sez13N9FWGRcvpWChbAeUmK5TduCcnrFCIe8r6RnuiaoeVgKr43UWRwBIS81CixSoVti9ALtycUVNXE0k6/7ekmi6Zd5khqkzpAapwb8w9EFVJEpxeRomktTPM/SlZoqESPof/3Cs13jeIqkOhSmTFBK8S6ehAeB0KlVJ/JUnMzfNEYsxZBKOmxktM8O8S0/ELhyLLLULsyCGRX38VU6f7JKr95xLz2xOiLfs/kc6ds21z/vAiKV2zh0vvcUubmNfk/PnfpHTp9i4LR9s2TPpBvLoGk7vcq4jfJYq4miDyz99mt71bAyqp1/fH75TyPZ+UslfddEBXrVlof/Kk9TbUjTKKKtCrl0iRItaWqoEDReLiMgWUreufPZFlr02HDllElUpgoSey2LTV+4SYN++X5F0wzZo1S95++21JSEiQW265RaZNmyatWpktHPZYu3atjBo1Svbs2SOVK1eWF198UQYPHmzVZvHixTJu3Dg5fPiw1KxZU9544w156KGHXO7bii395dntG5UgmdZAZN3pFOkzo6bMvvNOqVPu5nypu5SbzHnIhocED+7CKJRs6ztBpOUqgYQHrVBH+1kLqJxEVaaASrK2Sqn3XbUSVVW/uC5acLDE9ky2iKpSmzU53zhDVKWLBB9LkuTq5tfApcvb1GNc25MS1xbPksSUFigXaiXJmt8gsuKlZHpNCdCCJabjPonBtSYwSYpfriAXap2WxKjMvqafglumdU0reyLLLUJsZRWRU2eV6Lqw7ZhcCFwtUadEZGX2bUolicvvyXOb7cfM6en3F5eY2mtdEo722hydVV4JMV1M6uLS3SLQSlzmQeDZtnGXcCyI/cbGThFfxtUxL1u2bTMH4ePmhDclxE1ue1ciRKUr161QbhdQ7iLjfsHKUqWLJZ1XXrFef+wxkaCgTJGF902cmGnJwuOLL5pjs2xElVV9KjcKsRxFFshrG0/u19mEHqsKSODl9thr1ojcfrt4JOnDN998IyNHjpSxY8fKtm3b1KDRuXNnOXbM7Cply9GjR+Xee+9V7dB+zJgxMnz4cCWQdDZs2CA9e/aUPn36yI4dO9Rjjx49ZOPGjS5/oGJXFku7UsclJECkbpjI1vOi1otf/lr2nT0g3gDc5JA6HBYgZwrb5pY81XdypmjuHXeYRVQek0moxBFf2N+GBc+NogqLOfNexraMmlA5oSeciOmTosQSnre5x7ztfDMtMwFFgEjQuRRLVj9Q9VuRhkNECSxFmki1hWnmtOk4Nq7Zh2Ik5eRBs7N3hifklRKnrSxZ4FhfkbW/m/sfeC1AglJLKOsWhBcEWJHk4mYhtkrU9vC0elIq7Tb1fO1Kc5vil8urx9i+mftNvhovl6uJpF7MFGLpp+Ol2lei3B8vJK5Wj+pcG8VafLzaZmyDuDJX35PnNhm1vG773xX1qIobZwhH22BhbMupjSlDiCnL2/IqUvqvq2p9+7a71CNeN0G86UlAVv5ueY9LbZIy9rv9LksyEdvkIvr69u3tXWqTm/d4Yr/Hjk0SX8XVMS/HWfg//zRnLtUD4gnJh+QRWeo9LVsgjQaKHPpiusiCBWr5d+67biuim6+cP68may1JKvQJWz1DIB537jRn/zMyblxmIgv8GT8+07KLR5RbQeFfo7V34kTRAszrsH7JyJEi779vLaLGjs1ZZGHJaxtP7teZhB7p6dmvO/Med7Vx9J4JE8RjFqapU6fKU089JU8//bRax0zb8uXL5cMPP5TJ+BJs+Oijj6RatWqqHahTp45s3rxZ3nnnHXn44Yct+7jnnntk9OjRah2PsEph+1dffeVS/76IFRlcV6RyMZEiASKRxUS6VRX57KjImgt/ydHGaa4lS/DSmCZn0es7IbYJ6c3dTn4mk8hnq5QjUXWhgciFxpKZkCJjP5duMFucdEtVYl2zMNLXy/xlFqVoq28L2yFysYGIKcUsmiqsFDnTLsNylSYSuTBd0opdlrgemdat0K1X5L9mmS6E10/tlvQQESmTafG6UsJ8jvV1cOJB82LkWB/zokgzf641v5tHnMDLpgzhqUnMkxnbLmW0UVYzkaBE6/USsUXEpJkkpn+yxPQz9zHkdEYb6JVAkVL7i6l+w7Kntyl63NwGgg99Lru9hDpgTP9LSvRhW/G4ICUCzW2SpMSFsnKh1rmM9XipeLG5+T0d10tse3ObkhcgHM/I2hU4v/EScamd+TvouFqdc53kK/FSeZ3IuTtELtRdLaF7RCqsEYnvmineIDSrrBR17i/UWy1hu0QqLRM53i2zTdp/8VL1Z5H/mohcqL9awnaK1J0osnsifjerVUbOKlWGSlzcO5b3pKdfk2rVXlKWHeVGGd5GqlV7UWJjjddLTaKiXrVYzBAvd9ttvykxoq/r1h4j2GZ8jzNt8mO/4eGtReQP8UVcHfOyBTcluPkz3qjUZwFbUjBufNv+Fklqf6fFKnUxYau0G1zAsVH5RUbMlRW2MVhwETS8JqfNE5pWJCdbW7/27xcZMcK6zZtvWq+/8op1cowuXcxWLyOI0TLSo4e5jbHf48ejTKWYzEmBxRQdnfk6HnVxZ3wPBIGxDdwbjfvFo9Eah/XXXrO2zsEqg0fjNniBxcZmXqu+/tock2YUVdhvTkJMf57fbRy9Z+tW8YhgSk5Oli1btsjLL79stb1Dhw6yfv16u++B9QivG+nYsaN8+umnkpKSIkWKFFFtnn322SxtdJFlj+vXr6tFJxGmWMwG/mte71Nd5NIlkY6lRT7aK/KNsvjGybI9y6RV9Vy6UriZu6vcLfPvnS8vrXpJTlw8ka/HOpxwWBqVMV8k85XwcPOis25dZhpdHVyk9JsGBD4PGZK57iRlMwTURTvbdGIeEyn7kUiZb7JuU+8NENnVU+RYT5FqGdvi6otcrC0S/pdI/G0igT1Fqn8hcvxm8zq2139FZOfr1uuxPUX2ZAgT7Kv6N+Y2CTZtjqLNdRFTkllQJcGClSxy+VqmyApKE7l8NXO97I/m/UL4WITYTpGL9TOFWMRPIic7mZ/DClb3NZH0IiL7X84QeakiN3wscnhghhCDWFukqTbxD2Vuq/i7yKn2mVazMptFEptlrgeeTFEZCi+XzdimiaSfE7laPHO0SCl2VbVJuZS57WoxkXR9/ZrI5VqXzR8q4wHn5HKZVOv1Iues1o8Ebsj6niJnMteTRf41rbZuk2EhPNTBvOivXY4SOflh5jo4cK95sbS5QSRhrnWb/V3Ni6VNTZGEhYb1y+vkxAlzPKHOvn2T1KJz+fJaOXGiqFWbPXvGqyWzze8SH2+yu667xe3Z86pazJhs2gTZaRNgs1/rdZOpSI7vcdTmyhWzWNJ8zGLi6phnOy6BILgS6bOdGNT1ZA+4+Zg8WQIWviehwaESIAGW84fnxm05rTvzHk/u1xc/k6/sN7F8qFyvf4tolRrI9ZMBsm9rqOz/7Ru5JaCianPg7AEZ89UAmdrsFaleqrrEnjks4RPflFLXxD+wJ8QcYGXN0ku6OGysmQVcyZI570cHN7XAznss6PdStm1s+4LkHDp6oeMSmMjMABPdxsQ0gwaZH43bpk61Xp8yxXr9kUeyvsdeG5zj7NpAXObUxsF7tIzzgN+8KY9xoybNhRHuxIkTUqVKFfnrr7+kRYsWlu2TJk2SefPmyYEDWV3ebrrpJnniiSeUK54OBpqWLVuq/UVEREhwcLB8/vnn0gvBgBksXLhQnnzyySyDj050dLRMcKOpjRBCSN5ADOoNN9zgM6fR1THPdlzC+PbvvxmzeIQQQjwCxFKxYsUKPumDrUrLSbnZa2+73dV9wm0PiSR0Lly4INWrV1d+5eFGC4eXcvHiRYmMjJS4uDgJCwsTb4f95fnl74H/b46AhR+u12XcVBDb23B2fLIdl3DdvPHGG2X//v0SWgjSiCclJUnVqlXl+PHjhaK/hbHP7C/PL38PBfv/Vrt2bXUNLlDBVK5cOQkMDJSTNqkjT58+LRUrms23tlSqVMlue7gplC1bNts2jvYJQkJC1GILxFJhECA66Cv7y/PL3wP/33zh+hBg67dfyHF1zLM3LiGzHsirO0hB3mAUpv4Wxj6zvzy//D0UHPo1OK+4NLrBda5x48aycuVKq+1YN7orGGnevHmW9itWrJAmTZqo+KXs2jjaJyGEEJLf5GbMI4QQ4nu47JIHdwOk/YbggdCZM2eOcoPT6yrBJSE+Pl7mz5+v1rF95syZ6n0DBgxQCR6Q8MGY/W7EiBHSunVrmTJlijzwwAPyww8/yKpVq+RPpF8lhBBCPEROYx4hhBDfx2XBhHpJ586dk4kTJyozV7169eSXX35R8UMA24z1KWrUqKFeRxa8Dz74QBWunTFjhiWlOMBM3ddffy2vvPKKKl6LwrWofXG7C8Wm4AYxfvx4u2563gj7y/PL3wP/33h98H5yGvOyg9f5/IfnmOeXv4eCI8SP77VdypJHCCGEEEIIIf6Eb0XoEkIIIYQQQogboWAihBBCCCGEEAdQMBFCCCGEEEKIAyiYCCGEEEIIIcSXBdOsWbNUNr6iRYuqmhnr1q0Tb+CPP/6Q+++/X2UGREG977//3up15NuIjo5Wr6MCcdu2bWXPnj0e6+/kyZOladOmqlp6hQoV5MEHH5QDBw54bZ8//PBDqV+/vqW4J1L+/vrrr17ZV0fnG7+LkSNHemWf0Q/0z7igyLQ39lUHJQ169+6timIXL15cbrvtNtmyZYtX9jkqKirL+cUydOhQr+srSE1NVZlMca1Ff2644QaVOS49Pd3Sxtv67Gk4NrkHjk0Fh7ePS4BjU/7CsckBWiHn66+/1ooUKaJ9/PHH2t69e7URI0ZoJUqU0GJjYz3dNe2XX37Rxo4dqy1evBiZCLWlS5davf7mm29qoaGh6vVdu3ZpPXv21CIiIrSLFy96pL8dO3bU5s6dq+3evVvbvn27dt9992nVqlXTLl265JV9/vHHH7X/+7//0w4cOKCWMWPGqN8C+u9tfbXln3/+0aKiorT69eur36yON/V5/Pjx2i233KIlJCRYltOnT3tlX8F///2nVa9eXXviiSe0jRs3akePHtVWrVql/fvvv17ZZ5xL47lduXKluk6sXr3a6/oKXn/9da1s2bLazz//rM7tt99+q5UsWVKbNm2apY239dmTcGxyHxybCobCMC4Bjk35C8cm+xR6wdSsWTNt8ODBVttq166tvfzyy5o3YSuY0tPTtUqVKqkLkc61a9e08PBw7aOPPtK8AfzToN9r164tNH0uXbq09sknn3h1X5OSkrRatWqpG+Q2bdpYBiZv6zMGpQYNGth9zdv6Cl566SXtzjvvdPi6N/bZCH4HNWvWVP30xr5iAqV///5W27p166b17t1bPffGPnsSjk35B8cm/x2XAMemgoVjk5lC7ZKXnJys3G06dOhgtR3r69evF2/m6NGjcvLkSau+o7BWmzZtvKbviYmJ6rFMmTJe3+e0tDRV/Pjy5cvKNc+b+wqXq/vuu0/uvvtuq+3e2OdDhw4pNwy4YT366KNy5MgRr+3rjz/+KE2aNJFHHnlEuZQ2bNhQPv74Y8vr3thn47VswYIF0r9/f+UO4419vfPOO+W3336TgwcPqvUdO3bIn3/+Kffee69a98Y+ewqOTfkLxyb/HpcAx6aCgWNTJkFSiDl79qy6Ua5YsaLVdqzjH9yb0ftnr++xsbHiaWAUGzVqlLpJQmV7b+3zrl27lEC6du2alCxZUpYuXSp169a1XMi9qa8Aom7r1q2yadOmLK952/m9/fbbZf78+XLTTTfJqVOn5PXXX5cWLVoo33Vv6yuAmENcG363Y8aMkX/++UeGDx+uBve+fft6ZZ91EN944cIFeeKJJ9S6N/b1pZdeUjeqtWvXlsDAQHXtfeONN+Sxxx7z2j57Co5N+QfHJv8elwDHpoKDY5OPCCYdzMjaXlBtt3kr3tr3Z555Rnbu3KlmkL25zzfffLNs375d3WwuXrxY+vXrJ2vXrvXKvsbFxcmIESNkxYoVKkGJI7ylz507d7Y8v/XWW5UwrVmzpsybN0/uuOMOr+orQPIBWJgmTZqk1mFhgriDiIJg0vGmPut8+umn6nzDmmfEm/r6zTffKCvYwoUL5ZZbblH/dwgMR5/xf+eNffY0hflceGvfOTb597gEODYVHBybMinULnnlypVTM5221qTTp09nmQ3xNvRsY97Y92HDhin3ptWrV0vVqlW9us/BwcFy4403qhtlZPdp0KCBTJ8+3Sv7CvdRHB+ZHIOCgtQCcTdjxgz1XO+XN/XZSIkSJZRwgiuEN57fiIgIZV00UqdOHTl27Jh67o19BpilXbVqlTz99NOWbd7Y1xdeeEFefvll5ZqJ30GfPn3k2WefVf933tpnT8GxKX/g2OR+Cvu4BDg25Q8cm3xIMOFmGf/kK1eutNqOdbgOeTOICcENhrHv8BXFhcpTfceMEWbvlixZIr///rvqo7f32d5nuH79ulf2tX379sqFEDPz+gKh9/jjj6vnSNPsbX02gvO6b98+JUy88fy2bNkySxp8xNtUr15dPffGPoO5c+eqmCvED+h4Y1+vXLkiAQHWQwYmrPS04t7YZ0/Bscm9cGzKPwr7uAQ4NuUPHJts0Hwkdeunn36q0oqPHDlSpRWPiYnxdNdU1plt27apBad66tSp6rme8hxZZ5BpZsmSJSpV52OPPebRVJ3/+9//VH/WrFljle74ypUrljbe1OfRo0drf/zxh0pxvHPnTpVWPCAgQFuxYoXX9dURxmxE3tbn5557Tv0Wjhw5ov39999aly5dVGpZ/X/Lm/qqp8QNCgrS3njjDe3QoUPal19+qRUvXlxbsGCBpY239TktLU2l7keGP1u8ra/9+vXTqlSpYkkrjn6VK1dOe/HFF722z56EY5P74NhUsHjzuAQ4NuU/HJuyUugFE/jggw9U/ZXg4GCtUaNGljTYngb1VCCUbBfceOjpOpEeEyk7Q0JCtNatW6uLkaew11csqM2k4019Ropj/XsvX7681r59e4tY8ra+OjsweVOf9VobmJCoXLmySiG9Z88er+yrzk8//aTVq1dP9QflBebMmWP1urf1efny5ep/DHXEbPG2vuLmCL9VCLyiRYtqN9xwg6ozd/36da/ts6fh2OQeODYVLN48LgGOTfkPx6asmPDH1upECCGEEEIIIaSQxzARQgghhBBCSH5CwUQIIYQQQgghDqBgIoQQQgghhBAHUDARQgghhBBCiAMomAghhBBCCCHEARRMhBBCCCGEEOIACiZCCCGEEEIIcQAFEyGEEEIIIYQ4gIKJEEIIIYQQQhxAwUQIIYQQQgghDqBgIoQQQgghhBAHUDARQgghhBBCiAMomAghhBBCCCHEARRMhBBCCCGEEOIACiZCCCGEEEIIcQAFEyGEEEIIIYQ4gIKJEEIIIYQQQhxAwUQIIYQQQgghDqBgIoQQQgghhBAHUDARQgghhBBCiAMomAghhBBCCCHEARRMhBBCCCGEEOKAIPER0tPT5cSJExIaGiomk8nT3SGEEL9B0zRJSkqSypUrS0AA5+GM45IOxyVCCCn4sUknr2OTzwgmiKXIyEhPd4MQQvyWuLg4qVq1qqe74VVcu3bN010ghBC/pmjRonneh88IJliW9AE7LCzM090hhBC/4eLFi2rCSr8Ok6yDNS1MhBBS8BYmd01a+Yxg0gcjiCUKJkII8dx1mFifDzzy3BBCiGdwx/WXzuaEEEIIIYQQ4gAKJkIIIT7Fhx9+KPXr17d4HDRv3lx+/fVXKzeN6OholaSiWLFi0rZtW9mzZ4/VPq5fvy7Dhg2TcuXKSYkSJaRr165y/PhxD3waQgghnoaCiRBCiE+BxBNvvvmmbN68WS133XWXPPDAAxZR9NZbb8nUqVNl5syZsmnTJqlUqZLcc889KtOfzsiRI2Xp0qXy9ddfy59//imXLl2SLl26SFpamgc/GSGEEE9g0ow59wp50HF4eLgkJiYyhokQQnj9taJMmTLy9ttvS//+/ZVlCYLopZdesliTKlasKFOmTJFBgwapcaR8+fLyxRdfSM+ePa0ysf7yyy/SsWNHu2cX+8FiJCgoSFmxGMPkeSB2U1JSPN0NQoibKFKkiAQGBjp8HRLn6tWrbrkG+0zSB0IIIcTeTfK3334rly9fVq55R48elZMnT0qHDh0sbUJCQqRNmzayfv16JZi2bNmibqyNbSCy6tWrp9o4EkyTJ0+WCRMmWNaRNRDHIp4FN034Hi5cuMCvghAfo1SpUspLIL8npSiYCCGE+By7du1SAgkpZUuWLKnc6+rWrasED4BFyQjWY2Nj1XPcXAcHB0vp0qWztMlOAI0ePVpGjRqVL5+H5B5dLFWoUEGKFy9Oax8hPjIRcuXKFTl9+rRaj4iIyNfjUTARQgjxOW6++WbZvn27ulFevHix9OvXT9auXWt53XY2EoNvTjOUObWBpQqLrTsI8ayFURdLZcuW5VdBiA9RrFgx9QjRhP/x7Nzz8gqTPhBCCPE5YCG68cYbpUmTJspVrkGDBjJ9+nTlugFsLUUYcHWrE9okJyfL+fPnHbYhhQM9ZgmWJUKI71E84387v+MTKZgIIYT4PLD2ICFDjRo1lCBauXKl5TWII1ifWrRoodYbN26sgomNbRISEmT37t2WNqRwwaQbhPgmpgIqmE6XPEIIIT7FmDFjpHPnziqrHVKFIzX4mjVrZNmyZWpwRYa8SZMmSa1atdSC55il7NWrl3o/Mq4+9dRT8txzzyk3LmTYe/755+XWW2+Vu+++29MfjxBCSAFDCxMhhBCf4tSpU9KnTx8Vx9S+fXvZuHGjEkuotQRefPFFJZqGDBmiXPbi4+NlxYoVKqudznvvvScPPvig9OjRQ1q2bKkE1U8//ZSvPvKE5ASKLOO3qxMVFSXTpk1z+4l74okn1O/f0XHz81i+zoEDB5SV21j3jdine/fuqmaeN0DBRAghxKf49NNPJSYmRrngIe5o1apVFrEEYGWKjo5WbnbIogd3PKQMN1K0aFF5//335dy5cyoTE8QSLFaEeBMovDxw4ECn2roirhDv9/nnn4s7wf8k/veQjCW/j2WPN954Q7nUYvIDqaidAUIRfYaV2gjOI86nDvqPdvqCzJxw7V2yZEmWfY4dO1aGDh1qmaCB9RuFtZHlrUSJEnLbbbfJl19+6fLnQ6xm06ZN1X6RAAEiFOIsO9A/XBtRdy4sLExlFl2+fHmuXJ6jo6NV+QUkYsB50wuFO8L2nOkLrsk6r776qvreUGvV01AwEUIIIYQUQnCj686EFsgqmJ6ertxSnRUVeaWgjoVYxUceeUT+97//ufQ+TJ688sorOSYVgODAJAyWbdu2qXptsFAbRcvx48flxx9/lCeffNKyDaUO6tevr7J57ty5UxXX7tu3r5qkcQVM/ECI/f333yr+MjU1VdWSQw06R/zxxx9KMKEgN+rPtWvXTu6//37Vf1d46623lCVo5syZSsTDgob95mRFM54zfcH51sF5gTDNjYB0O5qPkJiYqOHj4JEQUnCkpqVqq4+u1hbuXKgesW677XrKdZfb5OY9ud0vyRu8/tonPT1du3z5snoknuHq1ava3r171WNh49KlS1qfPn20EiVKaJUqVdLeeecdrU2bNtqIESMsbapXr6699957lvXx48drkZGRWnBwsBYREaENGzZMbcf7cI9kXMDcuXO18PBw7aefftLq1KmjBQYGakeOHNH69eunPfDAA5b94v1Dhw5VC9qXKVNGGzt2rNVvG/tcunSp1WdAWxxDf924YJ/A9ljXrl1T/S5fvrwWEhKitWzZUvvnn38sr69evVq9f9WqVVrjxo21YsWKac2bN9f279/v1HnVP7MzoI9PPvmkVq5cOe2DDz6wbMc5x7nPbp9paWlakSJFtEWLFlm2vfvuu1qTJk1yPO69996rjpsXTp8+rc7T2rVrXXpf3bp1tQkTJjjdPj09Xf0+33zzTavvEOfjo48+yvP3EB0drbVq1SpX/+PuvAa73cIEtQp1CrMcTGvff/+9U6oYpkuoyhtuuEE++ugjd3eLEL8jLT1N1sSska92faUek1OTrdbxek5tcnrPxLUTJWpalLSb1056LemlHiu+U1Etxm3FJxV3uY2j97z+ajtpcFcv9Yg2xnVn2tiuR02PkiX7loisWiVSt675Ediu29vmjvf4wn5Xr3b590kIyZ4XXnhBVq9erYouI8YOrluwAjjiu+++U7F3s2fPlkOHDqn7LyQq0V2vqlatKhMnTrTM5OvA5RTuXJ988olyo4I7lz3mzZsnQUFBKiZwxowZ6lh4j7P8888/6hEusji+PXc1PcYQ1hYcb+vWrao8AKw1//33XxbXtnfffVc2b96s+gXLTH4AKwgSyeDcZWetsbXUof+gUaNGVvfIiJvMicTERJVsJi9gH8CV/cC6CKuQK+85evSoKtMAa5YO6tG1adPGUijcEZcuXZLq1aur32aXLl3sWraaNWumfjtwsfYompv55Zdf1KzD4sWL7c422IKZjOLFi6sZEyjEjz/+WCny7777zqXjcoaT+LPFxnb9293falWnVtUkWixL4IRAq/WyU8qqJbs2WG/fR7Q95UQ96u8xbkM723V723LTJst7xou2sbJgqlI9yqs26+OdaGOzbhpvXs7Vq6m2aU2bYmrQ/KivY3YKi3GbbZvcvMdH9pvYqBEt/HaghcnzZDf7fOLiCW3LiS0FtuB4zpKUlKSsRF9//bVl27lz55Q1xZGFCdaLm266SUtOTra7T1trlD7Lj3u17du3W223Z2GCBco4U//SSy+pbc5amI4eParabNu2zeGxYFXDPeCXX35peR2fp3Llytpbb72VxcKk83//939qmzOWRFctTDjfsJjg/E2cONGhhQnHhzUQS0BAgLKO6Z9dp0GDBpZ9OOLbb79V3/3u3bu13ILv6f7779fuvPNOl96Hcwzr4alTp5x+z19//aU+e3x8vNX2AQMGaB06dHD4vg0bNmhffPGF+u398ccf2sMPP6x+3wcPHrRqt2PHDrX/mJgYj1qY3J5WHKlcsTgLrEnVqlWzBCLWqVNHzRa888478vDDD7u7e4R4HbDYrDu2ThKSEuTQf4fk4y0fy/Gk45bXyxYzV6c/d/WcZVugKVDStDSH6zrtD4vM+FVkeGeR32qm2ayfy7nNDWky6TeRumdFPd5+g/k9Vttq2KzfIO5pY+c9HQ6LNDthfi8eR/9pvY7X9eeO2tiu33NYBFUcyuzOePOmTYieNT/q6ytWZD531CY37/GV/W7dmuW3R4i3M3vLbJmwdkKBHW98m/ES3TbaqbaHDx9WMTcIwtfBrD8yPzoC8Tm4l4KnTqdOneTee+9VHj+wvuRU5BmxIjlxxx13WNW8Qd9g4YE1xV3ZI/G5ESuEzJQ6qIkGK8O+ffus2hr7jIQJAElecE/pbmAxgYXpmWeecRgDhWQLsIjpVjtY0gYNGqRKE+B7AFevXrWK0bEFVkRkDfz444/llltuyXV/0U/EQ/35559Ov+err75SiRt++OEHh1ZGV+ohQUNnVyMJvycsOvjOYY1Dsh1YMHWQREI/p57E43WYNmzYYGXGAzC9IssR/mnwj2IPmOaM5jlvyKBBiCviKCI0Qs5ePivPrnhWjl/MFEi26EIpe/Fju272Es+raBmX7rogyXWbddbrr/1uvf7UFpGRG0XSTCKBmgjk4bi1hnWTyPv/ZxY/xjavog1EJbbjpmWNSHpGxhs8fvI9LvSZ2xQTJpg3YtIUj337mrfr28D48Y7X8fjoo+ZH2zZGevQwv27k1VezX3/kkZzfgza2OLPfnN7jTBtCCgmDGg+Srjd3LbDjRZQ039Q7g9lg4xrI4ogEAwj4x8060ua//fbbKuzB0b2UfkPqjuKf2Idtv3NKlGCL/n5nbr6Nn0l/DS5l+UXv3r3VZP7rr79ulSFPJyAgQLkPGgUdXCmnTJliEUzlypWT8+fP290/vie0Q/IEJH3ILcOGDVOJJeD+B1c3Z/jmm29U7blvv/3W5VpzlSpVUo9wy9OFqy5eK1as6PR+cP6Q5Q/upEZ0V0wkOPFrwYQTbHtCsY7sHmfPnrU6+UbgbzsBNzWEeLEgalG1haw/vt6h9UjHVuy4LH7yyRrz0c/WgmTmz2ZRoQsQDE3RNgLky+/MosW4DeIHwyC24/HHhZnP9cdJNmEwr9hMjH3ys/U6jl/MYFRDH286n7VNoLENFsN4iv5FXrLzRRoHeQzgp09nbZOW5ngd77lwIef32JvosR3wbdftZR3KTZv82i8hhQRco7F4I7jxhiBAxjPdYoIb7YMHD6rYkOzET9euXdWCjGm1a9eWXbt2qZl7WJJgDcot6IvtOgo/69Yl3NAaY6Nw42u0CuD4ILs+4HOjHSwjeiFpiC54HuVXHShXbuhx79mtWzenM+3h3MCqpNOwYUPZu3evXcsSYnggrpxNE28LRCXEEmLesL8aNWo4bVlC/Bce77vvPpePW6NGDSWaINTx+QCsoxCA+Dyu9B8p5/W4O53du3cr4Qex6deCydFMgr3tRkaPHi2jRo2ysjCxRgbxNmsRXOXa/pumxM+nnUWO50YMOSF+bNeHbBQZtilT7NgTNosWiQRo1qLljd+tP2MNc8yo+bNoIrVsNAD2FWwjQMplllCwbDOCY4XY3GM7O7epCzUdve/Gddv92WuT03sIIcSToI4PZvyR+AEuXZhIRpID3LRnV9cGYuT2229Xqca/+OILJaAQVA9gFYHV4dFHH1UuZq7egMbFxan7LriZwfUMrlNwydO56667VFppuFnB0vPSSy9ZWYHg5oX+oIg0boDhmoaU4kZQhwhiBJ8bLogQi0hZDeGF85EXjh07pqwVeMR50utBQaThfDsDBAXOLxJr2E72494VRgAAkQQBgZpGqCVk9KB6+umnrdwYIW6w3xEjRqhQFH0fEI6uJF+AQF64cKFyqYN7oL4fnGPdrQ33zijUPX/+fLUOkQRrFmph4XvT34P2tt+NI3CvDjE7adIkJaCx4Dl+g7roBThOlSpVlOgEMHrgmGiPe3i44eE7+eCDD6z2v27duiyeaB5By0ecSfqAVIHDhw+32rZkyRItKCjIYeCiPZj0geQ3xsQLE9ZM0Kq+WzXnRAZOJCno0Nu8ri+j77JeH9pJtANlREvNWE8T0ZJN5kesp2dsw6OWz0u6neOk52Ob/P48XNxzDhIz0gSzrIM1TPrgeQpzWnEkfujdu7dKjFWxYkUVkJ9dWnHcb91+++1aWFiYSjxwxx13WCVGQJB9/fr1VTIC27TitthL+jBkyBBt8ODBav+lS5fWXn75ZatgegT9I8gfx65Vq5ZKAmZM+gCQ2Atpz5EUwVFacXxXSCuOVN7ZpRU/f/68ZRsSSWAbEks4AsexTW2OBftzhO35BuvXr1fvs5f0QV/QbyTgeOONN7TU1MzSFXhepUoVbdmyZTn2Sz8/xoQZ2fXV3j6wGM8/jmXcr71081jQzvZ8H83m3OJ3gJT2SC+Oz966dWtt165dWc6lcb8jR47UqlWrphJcIIU8fjs4t0bwW8DvDb9dRxRU0gcT/uSXGIPqhGkQ1YYdgRkIFOcymigxuwCVifgmZ4E6hRpGGkWkgCQkP6xHN287bkiIILLxY7NF55/KIrcPML/XuG1cO5HlhnprY+4SmWSw4rzaRqT/dpFqiZmWH/xDBrjB4uEOawwhzgDHQsxF8vprDYZXzDS7K0aEuM61a9dU2mO4DWUXbE9IQTFr1ixlBYL1yVlghXrooYfkyJEjUrp0aSlIYLl844031H16drFw+QGsTThXiAXLzf+4O6/BbnfJQ071f//917KODwHxo5tWbc2BgwcPViZcmHkHDBigRBISPsBMSIgnQE2eEctGWIujDNe5xS4mRPjsB2s3uNcNsTxg4lrrYztyttBd65x1MwO2OYtsX7d36eAtHSGEEJJ/IEYJ8WiodwTXOWeAGyNqQRW0WNKPPWnSpAIXSwDHhOunN+B2CxNUcLt27bJs79evn1KpSJcYExOj2ukgMOzZZ59VBdNQ8BZWJwgpV6CFieTVorR74TSpOGaS9G77n13rEQTR8gWZ7zlYRuSG8yJBGTFC54qKFE0TKZnimvDISQwRa5JLhcmGCU9L+fRiUqtMLZVM41RwipQpVlrqFami2uxJPSH/XT4nFVKCLW0uXD4npUqUtfueQFMAcvaaHcyMGYxst9lrgwBmY0pdZ97jY/u9eOWKhA8cSAuTDbQweR5amAjxba4VkIUpX13yChIKJpIbgRQ1/j35cUh7GSO/yeKp8Q5d6R57SCR6rUit/8xWoNyKmsIqhq6Fl5SDb70ktxSvnkWQ3FzuZvuCw5039MbgWtSHcDJVKikYeP21DwWT56FgIsS3uVZYXfII8WZxFDPhWTnUsLo8u3ykLH43XsJPiNw8db7UbefYlQ4i56ul1vu092/nTLa1AhdLZcuKfPopfGUztzkrbAwipWiFClLfIFJyLnFICCGEEOIbUDAR32TVKpHhw2Xdc49Ir8RPLeLo+kvPyyMZ7nVGgfTFEuvCpVUuZRU5tkkUClwM2RM/tMYQQgghhOQrFEzE50hLS5XLzz0jYfsOSMirE7NYj174U2TERmv3uAqZdeUckp1YyjdLEF3RCCGEEEI8CgUT8Tl3u+9n/E8W7DxrEUizf7Z2r3vrt4Lv57XQ4nLk1WFyc6VbMuN9KIYIIYQQQrweCibiW+52T4ts/ikz8xwEUlSiHfc6m8x07kqIYFcMZcQA1WWiAkIIIYSQQgcFE/Epd7s9H4jUPZdzXFFuxRJSWq+Z+ZyUCa8kDSs1lMCAwCwJEQghhBBCiO/gqE4mId5lUapbV9Z9Ol76DYmQsJ0HLALp8+/N7nYAGujmc5nr7uBSaFHZsnimpG36R2TLFgnetUc6PP6qNOkyUAKbNBVp1IgprgkhhLgdpERGkdMyZcqolMjbt2/nWXYS1Px88MEHLett27aVkSNHuv38RUdHy2233ebwuPl5LFKw0MJECo9FadxEGWFwp4NAirhsbU3Ka2KGM8VEuvQSKRteUZ5v8bzcdfuj0pjWI0IIIQXMsmXL5PPPP5c1a9bIDTfcIOXKleN3kEuWLFkiRYoUcaotxBWEybRp03Js+/zzz8uwYcPc/r1AIC9dutRKfOXXsWyZM2eOLFy4ULZu3SpJSUly/vx5KVWqlPg7FEyk8CRwSHCuFpLJRXGUEihSsUQFeajOQ1Ihqp5MqVVPWlVrpdztCCGEENsYWpkxQ+Tuu/P1xBw+fFgiIiKkRYsWDtskJydLcHAwv6AcgJXO3da/tLQ0KVmypFoKgoI61pUrV6RTp05qGT16dL4fr7BAlzziFSzZt0SiplVXiRvCj8Srx55fPyLjvz1r5XKXU+iRKQeBdPtTIveOqigrF70p//62SEaOWChTR6+Wn985IQMHfCQP3vOMtI1qS7FECCHEGhT4HjNGZN8+8yPW8wm4dsGacOzYMWVtiIqKslg/nnnmGRk1apSyON1zzz1q+969e+Xee+9VN9QVK1aUPn36yNmz5slGcPnyZenbt696HSLs3XffzeKmhuN8//33Vv2AZQFWLp34+Hjp2bOnlC5dWsqWLSsPPPCAxMTEWPUbVpF33nlHHQdthg4dKikpKZY2169flxdffFEiIyMlJCREatWqJZ9++qkSITfeeKN6r5Hdu3dLQECAEpD2gHDB+UBfcTzsG/syYvtZZ82apY5btGhRdb66d+9u6f/atWtl+vTp6nxgweeDlQ/Ply9fLk2aNFH9XrdunUM3uQkTJkiFChUkLCxMBg0apIStDr5LW+sV9oF96a+Dhx56yOq7tz1Wenq6TJw4UapWrar6g9dgldRBv/F+WNfatWsnxYsXlwYNGsiGDRskO3CeXn75ZbnjjjuybedvUDARj1qUdix4V05WKyuzJj8sdbfFWyVwOPO2SK3zmT9Sk5PWIxSY3V1OpNFA6+WDOU/JlFdWy09vx8s9j7wkzZs/Io/d+hgFEiGEkJxZsUJk0ybzczxiPZ/ADbt+M5yQkCCb9OOKyLx58yQoKEj++usvmT17tnq9TZs26oZ58+bN6qb51KlT0qNHD8t7XnjhBVm9erVy81qxYoUSAFu2bHHZ8oAbb4iuP/74Q/7880/1HJYIoyDAcSBu8Ii+QnAZRReE29dffy0zZsyQffv2yUcffaT2g5v7/v37y9y5c62O+9lnn0mrVq2kZs2advsF8Yc2EF3o03///ac+pyNwjoYPH67O74EDB9T5at26teW8N2/eXAYMGKDOKxYIOx2IscmTJ6t+169f3+7+f/vtN/U6Pv9XX32l+gIB5Sz6d43zYPvdG0Ff8dkhMHfu3CkdO3aUrl27yqFDh6zajR07VrnzIQbupptukscee0xSU1Od7g8xQ5c84jGL0ohfh6uU4JVOiExaJRKcbl0vKTQ5d+m/4UhX9prIngoiyUEikWGRMq3TNOlWp1t+fRxCCCGFiStXRPbvd749LBajRokEBGBq3/yI9fnzYZpxfj+1a4sUL55js/DwcAkNDZXAwECpVKmS1Wuwwrz11luW9VdffVUaNWokkyZNsmyDgMCN/sGDB6Vy5cpKTMyfP99ikYKQgRhzBYgcWHo++eQTJW70m3pYdiDAOnTooLbB+jRz5kzV99q1a8t9992nRARECPqzaNEiWblypdyd4dKI+CydJ598Un2ef/75R5o1a6YsUwsWLJC3337bYb9grYHr2MMPP6zWIcBgCXIErHYlSpSQLl26qHNcvXp1adiwoeW8w8UR1hjb8w4gsvRz6Ai8H+cf+7jlllvUeyBYX3vtNXX+cqJ8+fLqEefVXh90IJReeuklefTRR9X6lClTlEjD+fjggw8s7SCW8B0ACDf06d9//1XfDXEeCibikfpJ3Y+/Jvf8q2ValOzEJxXRcpes4dk7npWSVW+Qz0umSkRoBOORCPEzMAMMN5T9+/dLsWLFVAwIbiZuvvlmSxu43uCm0cjtt98uf//9t5XrEG42MEt89epVad++vXLlcfVGk2QlISlBZm+ZLYMaD1LX6QIHYqlx49y/H6Jp716RJk1cex+sOsiumgfgEma9yy3qRtlefAssPfjtwgIEy4kxpsf4/+AMOA5utCEyjFy7ds3KXQ435BBLOnDN27Vrl3oOKwdeg0XMHmiLm3sIDgimn3/+We3/kUcesds+MTFRWWGMnw3WN5wjW7c8HQgeiCQINT1WB+5vEDiunnt7wO3NuC/07dKlSxIXF6eO6w4uXrwoJ06ckJYtW1ptx/qOHTusthktYTi/4PTp0xRMLkLBRAo8213J6Emi9dfkrZXWFiVgciKBA1zu9pUT6WswGHVt9ZRMubO3lTjKvHwSQvwJxCAgbqJp06bK9QQuKZj9RpwHZpZ1cKNkdP+xDZ6HL/9PP/2kZtYRG/Hcc8+pWWncOBpvCInrJFxKkAlrJ0jXm7t6RjBhdt1ZlzTcePftaxZZEEo6sBZgP65Ymdwwq2/8DeuxLPfff7+aFLAFN8i2LlqOgNXIVmQYY49wnMaNG8uXX37p0CoCbLPRYb94L8AERk48/fTTKgbrvffeU/+fiJlyRsw4CwQfMsDBKgb3RFi0EB8E17ecssHZnntX0K1ysDJld55zs08d7Nd2m/H70F/Tvw/iPBRMpEDc75ZMG2TJdtfweKr8+ZlIg1OZbewNNSYnXO4qlqG7HSHEGmPgM8BNFwKwIXT0WAWAQGlHLi+YuYYb0xdffGFxHYJrENycVq1apeIFSCEGN+DOWnrg3gVrkiMrE5IrePD3AHe8xYsXq+QAsK7YAhc+3DTDelqtWjW1Dami4R5ntPRA9MBaowOhhbgl43G++eYbSzKD3HDrrbeqm3VMauj/V7YgeQWEyYcffii//vqripdyBFzoIArx2fT/bUyS4H8d/XUEzhOOj2X8+PFKKP3+++/SrVs3NXGCRBK5BRYeWPV0cYi+wfqnW6ZtzzOsRUePHrXaB76v7PqA8w9XS8RsGa9p69evV5Y54n6Y9IHkf0KHSQ/L8J/PSmqGAsK8SovjzhWYdZTAYfaHT8nyp1bL0RFHGZtECMkWiB97qYUxw4ybPwRCI74Cbio6uOHCrK8elwFwg1KvXj11U2IPuPDh5kdfUMOEFHJgCRg3zmxNsge24/V8zJiXE7CmItEBgvkR+3PkyBFlOUECBT319VNPPaXiaBBLhKxzcEm1jae56667VOwRrC9IjDB48GAr68Tjjz+uMvMhMx4yxOEmH8JnxIgRcvz4caf6ClHXr18/1Tdk5MM+8H+IuCYdWG/RP8QlQewZ3e3sgeO/+eabKrkC3HCHDBkiFy5ccNgebn5IOAH3wNjYWBXbBRGnuyiijxs3blRZ5pBp0FVrDNwfcb5h0YbggyBDZkP9fOM8YyIG5xDfBc6HrcUafcB3dfLkSSVu7YHvE1ZFiFgkr0BmO3wmnI+8gGNiP3C/BHCn3L59u/qN+TMUTCRfU4RXivtPPvjFnPUuSLPOdufMj89oTdpWWeRs7Uh5ZeRiie79CbPbEUJyBC4qSDl85513KrGj07lzZ+VahFllZJqCOw5uZCB69JsGzDQjgN0IUhDjNUexU5jx1hfGOvkAyP527Ji1K54RbI+LM7fzEBDyyJgHcQTLJ37nuGnGb1C/SUfSBFgikEUNVhX8P8C9zgj+D2BBRbtevXqp+D2jKxyew9oDKxUsMXXq1FHCB9YUVyxOsBwhjTeEDRIPYLICac+NQHBAeGD/OQFXWWTeg8iCuILLHWKSHAFrEmIc8f+Oz4AkEYhTROwVwOeGgKlbt66yBiFJhCsg1hEpy3EekakQ7pJ6ynAAIYjX4N4LaxrSsNtmAMR3gcQY+D70hBS2INMfPjsWWO5gWf/xxx/VsfMCzgeOie8FoK8NGzZU+/ZnTJqjqLhCBmbzcHHATGJuTcXEPWKp+6LuKqHD8gWO2zkTn1SpZGYChxgmcCDEa/Hm6y9m3//v//5Pua5kJ2DgIoOAbMQr4WYQle6RsUsXUMaAcdzc4KbCFrS1bQ/XH7jm2MYV+DtbE7ZK4zmNZcvALdIoIm9JELIDCQNgxahRo4aquZMrIIjOnHH8eoUKIoUwEQhqEyEVuW1NIG8AAhD9g+UKkxSE5OZ/HBJHd4/M6zWYMUzEbaStWC71+vaUu+7R5I3fMhM6iIvxSdXSist7o5bKnbXaM4EDISTXoPAnZkUxK56TtQdxEBBMeoA8Ypswww13GKOVCW57yLpnD8REYbEdrEkhB3V4DLV4SP6BCQdkkxs3bpyyzlAsEW+BLnnEPWiaXH5hhNx0KlU+/VGkSULOPy7b+KR7R1WU3797W8J2HpA2N3ewiCVCCHHtcqSpmAG43cDlDjOPOXHu3Dl1o6an3YW7EuI34BZjtEIh5sCRYCKE5A24xiGWCNZqY60pQjwNLUzELaQt+1UJHVD9omOXOyOQQ+Wvm+SFAZ9JRLko1ksihLjNDQ8udT/88IOKZ9BjjuA2CNcM1ERBTAEKXUIgIbh7zJgxKqBdj31AW8RRID4AKcWRMAKxDYgVcJTdizhP6B8bZc9MkSK1N4r0zD+XPOIYJFvwNhCHhIUQb4OCieSpCK3MmCFLKidKvScflVoGkeRILA3tLLIhMvP11x+dLY814cWREOI+EFQOEANhm14cN2MI6EbmJ2THQjYtiKZ27dqpbFPGopyoA4MYJLgG6YVrP//8c9ZgyiuaJpUnz5QSZ0UuT54p0mOw83WMCCHEAzDpA3Ed5Am5/XaRTZvkv3o1ZVHwYRm8Nee3wQVvS2WR2weIRIazfhIhvoI3J33wJO4MOPYpUNeoU6fMddTNyqc6RnpAONI0O1M0lRBSuLh69aryEmDSB+KV7neBmzap52V2H5bByKzqREAcXPBqXy0uax6zTuhACCHEjybcnnvO4ratBQaICXWMUO8qH0SlXkcIBVgpmAjxPa5kFFc21gzLD+iSR1xiyd7FcsOgx+RWk0iglhmrFJCDCx5ShD/f4nm56/ZHpU0hTL9KCCEkj6SmosCOyJ49me7baenKW0FWrMgXKxPcL1F3Ry9KjFpCtPYR4hsW/CtXrqj/bfyP2xb/dTcUTMQ5Vq2Si4OelE01jku3uMzNphxc8PrtECnz3FiJbjeBFiVCCPFX9u4V6dtXZMsWsyXJWAISNzr5aGVCinigiyZCiO9QqlQpy/94fkLBRHJG00QbPVrCjhyXiUedP2HQ+pEXRe6u2ppiiRBC/JG0NGTPEHnlFZHy5c3bjGJJb5OPViZYlJDYo0KFCpKSkuL2/RNCPAPc8PLbsqRDwUSci1navFk9L2Izztlzv9PBPGFgpQjZUKs9zzIhhPgbKAKMFNEbNog8+6zI2rUiJ06IpCPq1QZYlvLRygRwY1VQN1eEEN+CgonkGLNU56lHpbYeoOvADU93v5vVzNzAlNHqux4zaV0ihBB/AoJo1iyRF18UqVxZ5I8/RJo2Fale3b5Y0q1OsbEiyckiISEF3WNCCMmWnBKbEX+tsVS3rqz7dLysfq671ElIzbG+ku5+FwzlJCJVw6rKdz2+k251uhVUrwkhhHiamBgRFPYdNsyc4GHHDpE77zSLILjdIYZpyxbZt2yBNBoo6lF+/hnZGETataNYIoT4l2CaNWuWJSd648aNZd26ddm2//LLL6VBgwYqgw18jZ988kk5d+5cfnWPOCAtLVUuPveMyL59EvHS6zJtmdmqZCRVRHaXEzXYGZdOw8vIZ48skNX9VsvREUcplgghxF+Ahejjj0VuvVXk8GHzxNv774uUKJHZJjJSpFEjtVytX0e2VRb1KPfdp4qgyzffiPzyiyc/BSGEFJxgQrX0kSNHytixY2Xbtm3SqlUr6dy5sxw7dsxu+z///FP69u0rTz31lOzZs0e+/fZb2bRpkzz99NP50T3igCX7lki/IREStvOAWr/xXLqyHJns+HHWOytS/oqoAW97ZZNaxvf+WB6v/7i0jWpLNzxCCPEX4uNF7r1XZOBAkUcfFdm1S6S9i7Gr/fubi9kOGCBy/nx+9ZQQQrxHME2dOlWJHwieOnXqyLRp0yQyMlI+/PBDu+3//vtvVYV7+PDhyip15513yqBBg2RzRqIBUjBiqfs3D8vwn8+qeCQAy5KjHA9o89rv5gZ0vyOEED+1Kn3xhUi9eiI7d5qtQ7AyhYW5vi8kesB7L18WGTkyP3pLCCHeI5iSk5Nly5Yt0gGZbgxgff369Xbf06JFCzl+/Lj88ssvqhDVqVOn5LvvvpP7YKZ3wPXr1+XixYtWC8kdaSuWS712PeXFP0WanTDHI0mGZSmnmKUZd71N9ztCCPE3Tp0Seeghc22lLl1Edu8W6dw5b/tEUfPp00Xmzxf58Ud39ZQQQrwvS97Zs2clLS1NKlasaLUd6ydPnnQomBDD1LNnT7l27ZqkpqZK165d5X34Pztg8uTJMmHCBHd33//QNLn8wgi56VSqRJ/NmgUP8Ur7y4n0tcndYEkZfuezdL8jhBB/4ttvRf73P3PB2aVLRR580H37hgD77juRQYNEWrYUKVvWffsmhBBvS/qAQnFGYDmy3aazd+9e5Y736quvKuvUsmXL5OjRozJ48GCH+x89erQkJiZalri4OLd/Bn+psaTHLBVNyzleSY9Z2lbZJC8/ypThhBDiN5w9a45R6tHDnNEOViV3iiWA+4TZs+FGIjJ8uHv3TQgh3iKYypUrpwrD2VqTTp8+ncXqZLQWtWzZUl544QWpX7++dOzYUWXZ++yzzyQhIcHue0JCQiQsLMxqIa7XWNo16EGrmKWc4pUAY5YIIcQ/ykuoRwAXOcQqrVwp8tVXIosWiZQvnz/HRu0meJgsXCiyZEn+HIMQQjwpmIKDg1Ua8ZW4qBrAOlzv7HHlyhUJCLDuil6NG5Ypkj9JHuZM7i63xaVYxSzZA69XTzLJwi5zmTKcEEJ8HYy7Y8ao8hKq+Czc5B54QKRZM5E9e8xWJgceI26jVy+z9QqeJmfO5O+xCCGkoGOYwKhRo6RPnz7SpEkTad68ucyZM0elFNdd7OBOFx8fL/MR2Cki999/vwwYMEBl0YN1CVYlpCVv1qyZVMZME3F/koc+PeSj6znHLOmvvf7obHmsyRP8JgghxNdZscJcZBZs2yZy4IDI55+bhVN+CyUdHOejj0RuuUXkmWfMNZoIIcSXBBOSN6Do7MSJE5X4qVevnsqAV716dfU6thlrMj3xxBOSlJQkM2fOlOeee05KlSold911l0yZMiU/uuff6EkeTuuOeI5jllbcKBIZFinTOk2TznVssj4QQgjxTevSuHEi8PpITzdvu/HGghVLOnDj/+ADs0Xr4YfNsVOEEOIBTJqP+LwhrXh4eLhKAMF4pmxYvtxcHDAbIKW2VBb5af5YiW43gVnwCCG8/uYCDK9Xr16VYsWKOUx6VGjGiGXLRDp2dNthtiZslcZzGsuWgVukUUQjxw1xiwKhtHq12R3QQSw0IYTk5zU437LkES9E00QbM9phcgfbGkt3V21NsUQIIf5mXcqIIbaAdWz3xPwqbnJmzTJbvJDK3DfmeAkhhYx8cckj3smfH78qd27dlmX70M4iGyLt1Fiq1b5gO0gIIcQ7YpeMpKWZt+N1N1qZnAbZ+D78UKR7d5GvvxZ57LGC7wMhxK+hhcmPUohXf+H1LNtTTSL9dohsi2CNJUII8VuMsUv2wHZPWZkAYpgQyzR0KAKhPdMHQojfQsHk66xaJVrdupL8RF/lZmdLkCbS7IRIh8PmddZYIoQQPyQ5WQTJmPRED7ZgOwrEo52nmDkTtUtEBg2iax4hpEChS54f1NIw7dsnPTPqzpqyKUzbechUGXb7cMYtEUKIvxESYna7Q82jo0fN7m+zZ4s0aZLZpkIFcztPUbasuU+oz7RggUifPp7rCyHEr6Bg8hN/dJMTSR4igstSLBFCiL8SGWlejh83r3fpIuJttRBRQLd3b5Hhw0XuukukShVP94gQ4gdQMPmydemVV8wZhjQtS0FaW06XEFlQtlpB95IQQoi3cfCgpJcoLhMPzJZBoYMlIjRCvIrp00V++01k4ECRn38u+PpQhBC/gzFMvmxd2rzZ4udtLEi7rbL1sr2ySQIiI6VVtVae7jUhhBBPc+iQXIuKlAl/TJSES16YYKFMGZE5c0R++UXk88893RtCiB9AweSLaJokDhuYpd4SMuIhVsn4ginDWW9ap2l0xyOE+ASTJ0+Wpk2bSmhoqFSoUEEefPBBOXDgQJaChtHR0VK5cmVV1LBt27ayB4VRDVy/fl2GDRsm5cqVkxIlSkjXrl3luO6u5sscPCjXb/ByjwO4Cz7xhMjIkeZkFIQQko9QMPkaq1bJ5YjyEn7oWJa4JduMeIBZ8QghvsbatWtl6NCh8vfff8vKlSslNTVVOnToIJcvX7a0eeutt2Tq1Kkyc+ZM2bRpk1SqVEnuueceSUpKsrQZOXKkLF26VL7++mv5888/5dKlS9KlSxdJQ10iX+bgQblW08sFE3jvPZHQUJGnn2bWPEJIvsIYJl9C00R7+WUpcepcthnx3lwTJH2fnytVwqsqN7zAAJuq7oQQUohZtmyZ1frcuXOVpWnLli3SunVrZV2aNm2ajB07Vrp1Mwd2zps3TypWrCgLFy6UQYMGSWJionz66afyxRdfyN13363aLFiwQCIjI2XVqlXS0U4BV1iksBgJCipkw+ylSyInTsj1G6qL/CfeTalSIp98ItK5s/lxwABP94gQ4qPQwuRLrFghpi1b1FNHIbCQRpUupErVohWkbVRbiiVCiM8D8QPKIPZFkDX7qJw8eVJZnXRCQkKkTZs2sn79erUOcZWSkmLVBu579erVs7Sx5woYHh5uWapWrSqFjkOH1MM1b3fJ0+nUyWxhGjVKJDbW070hhPgohWzqizgEyR1Gj7ZYlrLLioeMeG8nn+PJJIT4PLAmjRo1Su68804ldgDEEoBFyQjWYzNuutEmODhYSpcunaWN/n5bRo8erY5VqDl4UD1cr1FNZLMUDt59V2T5cpH+/UVWrhQJ4FwwIcS9UDD5Ula8bdssliVjVrwVN2Zt7nVpYgkhJB945plnZOfOnSoGyRaTTTpqiCvbbbZk1wZWKizGtlevXpVCZ2EqW1bSSodLoSEsTOSzz0Tuucdc2PZ///N0jwghPganYXwBTZOkwU9m2ewoK15kGFOIE0J8H2S4+/HHH2X16tVW7nFI8ABsLUWnT5+2WJ3QJjk5Wc6fP++wjU8CC9NNN0mhA3FmgweLvPCCyBdfiNStq5IgEUKIO6BgKsxgMKhbV/Y+86iExmStlWGbFY8pxAkh/gAsO7AsLVmyRH7//XepUaOG1etYhyBCBj0diCNk12vRooVab9y4sRQpUsSqTUJCguzevdvSxicprIIJvPWWSLlykj7kfyL79knyS88zex4hxC38f3t3AmdT+f8B/DOLGduQ3YwtoSJbKEWihBaVVJS9VKSFECGFylahUqIkpfUvSv2yljUpawkpS9aRSGasw8z5vz7Pda57r3tnYWbu9nm/ul333DP3Pufc7XzP93m+jwKmYB6zNHCg+VGo8vbn58y55FoVz84yqYS4iIQDlhRnRTtWvONcTMwk8WJ3j2OXOpYMHz58uCkbziCoS5cuyJ8/P9q1a2fWYdGGrl27ok+fPvjuu++wdu1adOjQATVq1HBWzQvJ3xXOVxWsARNLjPfogcgjjvLxMWt+cXRXFxG5QBrDFKz4I7BypflnnjTfq7EqXrkk4PUbX0aP655SVTwRCXkTJkww15yM1rO8OAMj6tevnwmgevToYbrd1a9fH/PmzTMBlm3s2LGmLHibNm3Muk2bNsX777+PqKgQnYrh4EHgv/+CN2BiwDd9OqyICERwmo3ISEQMHgyw0mEGY9NERNKjgClYfxT4I8Af7dRUk13aWBzo6KUinrMqXpEyCpZEJGy65GWEWaYhQ4aYiy958+bFG2+8YS5h4UyFPFSpcqZ/QpA5cyLRDo0i0tIcJxa53Mu8WSIimaWAKcizS8QfhyvSqYhHqoonIiKZmYMJlSsDSZuD+kSiE0uMK8skIhdIY5iCjWXh376PITUi44p4pKp4IiKS6QwTqwkWKBC8JxJdgyVyzTKJiJwnBUxBZtm7z6Hob1sRZaVfEY9UFU9EREK+Qp6dXfI1YS3HL/H+THTVFBHxRgFTEElNPY2CL4xCWiYq4pGq4omISMgHTCkpwM6djmySNwyUeD/XExE5DxrDFEQ2fPAqqu8+5TPKtSviPX/NM2hyeQs0Kt9IhR5ERCRjDDY4hulMFcGgEhvr6Hb3zz/m5qZ/NqH9jA74qPU0VE2KAdq2dUxqy/VERM6DAqZgYVko8+ok0/WOCaT2dwG/l/BREa9MTTS52L2croiIiE979gCcpyoYM0xUrpzjAuB4IrB2BXC8ZlUgvg7w3XfA668DTz4JFC3q75aKSBBSl7wgkTpnNopt2Gb+zXoPBwsAaxPOvewprIp4IiJynhXyTEnxEDN0KHDqFPDCC/5uiYgEKQVMQWDGxi+wvlsr59glVcQTEZFsH7/EktwVK4beji1VChgwAHjzTWDLFn+3RkSCkAKmADdj0wxMGnEPau86O3ZJFfFERCTbA6ZLLgHy5AnNHfvUU0Dp0kD//v5uiYgEIQVMASw1LRU9Zz+JYd/jnMp4nlkmVcQTEZGwq5CXWfnyASNGADNmAEuW+Ls1IhJkFDAFsKU7l6La2j1mfiXPF8o1yzS2xVhs77kdrau29lNLRUQkqIV6wET33w/Uqwf06eO7BLmISG4GTG+99RYqVqyIvHnzom7duli6dGm66588eRKDBg1ChQoVEBsbi0qVKuG9995DOEtM2muySFYG8y6Vyl9S5cNFROT8sCDCtm2hHzBxYtsxY4BVq4BPPvF3a0Qk3MuKf/bZZ+jVq5cJmho2bIiJEyfilltuwcaNG1G+fHmvf9OmTRv8/fffmDx5MipXroz9+/fj9OnTCGdXrN6FKxIdVfHSm3fpeGzxXG6ZiIiEjL/+4szooVkhz1OjRkDr1o4iELxmVz0REX8ETGPGjEHXrl3x0EMPmdvjxo3D3LlzMWHCBIxgH2IPc+bMweLFi7Ft2zYUPTNHwsUXX4ywZlmo8dZ0RFjAsWjgugfO1BN3wZtRpePxY5Wm/mqliIiEQnc8CvUMk23UKKBaNWDsWGDgQH+3RkTCsUteSkoKVq9ejebNm7st5+3ly5d7/ZtZs2ahXr16GD16NMqUKYNLL70Uffv2xXFOopdOF76kpCS3S0iZNw8R7DYAIP9poMRx9/mW1iVEYG1CBJ65b7y644mIyIUFTMy0lCkTHnuxcmXg8ccdRSD+/tvfrRGRcAyYDhw4gNTUVJTivAcueHvfvn1e/4aZpWXLluG3337DzJkzTUZq+vTpeOyxx3w+DzNVhQsXdl7KnZnhOyRYFqxBg5xjl1gRb/jCSLfBTKqKJyIi2RYwsTsex/iEi2efdZRQf+45f7dERIJAjn07RkS49x+zLOucZba0tDRz30cffYSrr74at956q+nW9/777/vMMg0YMACHDx92Xnbt2oVQsezd5xCxerWzBx4r4tXdk4ZpBTri49YfY2HnhaqKJyIi2SMcKuR5Yvd/Bkvvvgv89pu/WyMi4RYwFS9eHFFRUedkk1jEwTPrZIuPjzdd8ZgpslWtWtUEWbt37/b6N6ykV6hQIbdLKJix8QvEDnnxnMp4zDJVGfchYqNi0OTiJuqGJyIi2SMcAybq0cMxWe/TT/u7JSISbgFTTEyMKSM+f/58t+W83aBBA69/w0p6e/fuxZEjR5zL/vjjD0RGRqJs2bIIp4lqZ7zWHVftPbcynj3vEu/neiIiIhfs2DGAJybDoUKep5gYYPRoVp4C5s71d2tEJNy65PXu3RvvvvuumUdp06ZNeOqpp7Bz5050797d2Z2uU6dOzvXbtWuHYsWK4YEHHjClx5csWYKnn34aDz74IPKFUcnPpTuW4MlvDqQ77xLv53oiIiIXbMsWx3U4ZpioVStHqfG+fR2l1UVEcitgatu2rSncMGzYMNSuXdsEQN9++62ZlJYSExNNAGUrWLCgyUD9999/plpe+/btcfvtt+P1119HOPn7312o/G/G8y5xPRERkQsWbiXFPXFsNSez5Tim997zd2tEJJzmYaIePXqYizcs5uDp8ssvP6cbX1hZsAAtH30O2wsC+woCHVp7X21/AWBaMe+T/4qIiGQ5YCpSBChWLHx3XL16QIcOjsp5990HxMX5u0UiEi4Bk2SBZZnJ8wps2YHqAO6+1zHXkqcIRJhy4o3KN9LuFRGR7Cv44KOKbdgYPhyYPt0xqe2LL/q7NSISYMJo0oUANm8esHKl8+bRPN6DJRp38zhVyBMRkewRrhXyPHEuxz59gFdfBUJomhIRyR4KmAIhuzR4sHPCQCsiAsMWAUViL3JbTRPViohItvvzTwVMtv79AU5vMnCg3mgi4kYBU6Bkl9LSzM0IyzLlw/dWf99MUKuJakVEso7Fhlg8KCEhwUyM/uWXX7rd36VLF7Pc9XLNNde4rXPy5Ek88cQTZn7BAgUK4I477vA5N2BQ+vdf4MCB8Cwp7g3HLg0bBkybBqxa5e/WiEgAUcDkT5aFf/s+htSIcyepPTagD5pUaIz7a9yviWpFRLLo6NGjqFWrFsaPH+9znZtvvtlUbbUvrObqqlevXpg5cyY+/fRTLFu2zMwV2LJlS6SGSvlpZpdIXfLOevBBoHp1R/c89gAREVHRB/9a9u5zuO63recs5yS1RX/b6rj/4Rf80jYRkWB2yy23mEt6YmNjUbp0aa/3HT58GJMnT8aHH36Im266ySybNm0aypUrhwULFqBFixYImZLiyjCdFR0NvPIKo2mAWcm77vLXqyMiAUQZJj9JTT2Ngi+MMpPRer2f81Px/tTTudwyEZHwsGjRIpQsWRKXXnopHn74Yezfv9953+rVq3Hq1Ck0b97cuYzd+6pXr47ly5d7fTx24UtKSnJekpOTEfABU0ICJ0P0d0sCC4NhXvr1A1JS/N0aEQkACpj8ZNmW71H631NmMlpvuLzUoVNmPRERyV7MPn300Uf4/vvv8eqrr2LlypW48cYbTdBD+/btQ0xMDIpwjiIXpUqVMvd5M2LECBQuXNh5KVu2bGC/bKqQ5xuzTNu2ARMm5OILIiKBSvMw+cnelIPo8DDw3QfAvgJAr1u8T1L7cspBfzRPRCSktW3b1vlvZo3q1auHChUq4H//+x9at26dztBTyxSI8GbAgAHo3bs3gmoM01VX+bsVgYnjmB56CBg6FOjYESha1N8tEhE/UobJT+Lj4lHpEHDpv8ALTRwT1Xpe9hR2rCciIjn8nRwfbwKmP88UQuDYppSUFBw6dMhtPXbbY5bJ15ioQoUKOS9xrLoWqFjQgBkmjV/yjRXzTp3SRLYiooDJXxr9cRLffBqBvwoDCy7xPlFtuULl0Kh8I380T0QkrBw8eBC7du0ygRPVrVsXefLkwfz5853rsJLeb7/9hgYNGiDoJSaylKAq5KWHgfGAAQArLW7ZkmsvjYgEHmWY/MGyENX3aRQ86b1kKYMlGnfzOERF+hrlJCIivrAE+Lp168yFtm/fbv69c+dOc1/fvn3x448/4q+//jLFHzhnE+dbuutMVTSOQeratSv69OmD7777DmvXrkWHDh1Qo0YNZ9W8kKiQp5Li6XvqKaYbHZPaikjYUsDkB6lzZgPr15t/X3wYuGWb+8tQtlBZTG8zHa2r+u5HLyIivq1atQpXXnmluRDHFvHfzz33HKKiorB+/XrceeedpkJe586dzTUDKNdudGPHjkWrVq3Qpk0bNGzYEPnz58fXX39t/j4kAqbISOASL10c5Kx8+YDhw4EZM4ClS7VnRMKUij7kshkbv0Dlh+9HDZNJckxS++L3EbjmwSGoUuxSM2aJ3fCUWRIROX9NmjQxBRp8mTt3boaPkTdvXrzxxhvmEnIYMFWsCMTE+Lslga9dO+C11xyT2a5Y4Qg0RSSs6FOfi2ZsmoFJI+5BzT2nznS6c0xSW2dPKpZPHoLY6Fg0ubiJgiUREclZLG6h7niZwwBpzBhg5Urgk0+QmJyIIYuGmGsRCQ8KmHJJaloqes5+EsO+BzzPeTLLxOW9Zvc064mIiOQoVcjLmkaNAI5vGzAAR7/8HG3uHYoj336ZQy+OiAQaBUy5ZOnOpai2dg+u3uvoiueKWSYur7p2t1lPREQkx5w+DWzdqgxTVo0aZaoLlu8/HNUOAAkjxjvKs4tIyFPAlEsSk/biBS/ZJRvzSryf64mIiOSYHTsc8wupS17WcM6qli0Rk7jf3Czwy0Zg3rwceYlEJLAoYMolCbHFUeHwudklG2sulUtyrCciIpJjVFL8/DCbtGOH88SnFRUJDB6sLJNIGFCVvFxyXZWmGNKsMF748jBatQF2XuR+PwOpqNLx+LFK09xqkoiIhGvAFBsLlCvn75YEF2aT1q51nviMSE1zFILg8hYt/Nw4EclJCphyCcuEP7mnLBZefBhfVfM+Ue30NuNVIU9ERHK+Qh67l6k8dtayS8wmcQ6uVJfiTLzN5c2bAxG++pCISLBTl7zcsGABULkySqzcgNlNyiAmyn3eC01UKyIiuZph0vilrGEWidkk12CJeNvOMolIyFKGKTfOSg0caCoSWVFReD1hDz686zOULFDSzOGgiWpFRCTXA6b77tNOz2p2iRm5tLRz72dmSVkmkZCmgCmHpc6ZjSiefTL9nVNx74ESaF21NaIjtetFRCSXHT8O7NypDFNWpKQ49pm3YMkOqP76y7Eex4aJSMhRl7wcNGPjF1jfrRVSI85OUPvU//7FrN+/ysmnFRER8Y7zL/EAX13yMo9BEE98rl5tLpvmTEOdR2CusWgRUKKEY3/myaN3nUiIUsCUQ2ZsmoFJI+5B7V2nEGWdnaC2zp5Us5z3i4iI5CqVFD8/rChYp465HK9ZFWsTYK7RuDHw0UfADz8Ab72VzS+WiAQKBUw5IDUtFT1nP4lh3zuySq54m8t7ze5p1hMREcnVCnmFCzuyIpI9mjUDHnsM6NfvbEAqIiFFAVMOWLpzKaqt3YOr9zqySq54m8urrt1t1hMREcn1CnkqgZ29Ro0CypQBOnUCTp/O5gcXEX9TwJQDEpP24oXvAV/5Iy7n/VxPREQkVwMmzsEk2atAAeCDDxxjnUaP1t4VCTEKmHJAQmxxlD8MRPm4n8vLJTnWExERyTWagynnXHst0L8/MGQIsG5dDj6RiIRMwPTWW2+hYsWKyJs3L+rWrYulSzPX/eyHH35AdHQ0ateujWB1XZWmuKN3aUy+EkjOA1zzIExFHftS9xHgzt7xZj0REZFc8d9/wP79qpCXkxgsVasGdOwInDyZo08lIkEeMH322Wfo1asXBg0ahLVr16JRo0a45ZZbsJPzGKTj8OHD6NSpE5o2De5AIioyCs+0fQNNtwGf1AB+Kg9TUYeXdQkRWJsQgWfuG2/WExERybWCD6SS4jknJsbRNW/zZuC553LwiUQk6AOmMWPGoGvXrnjooYdQtWpVjBs3DuXKlcOECRPS/btu3bqhXbt2uJZp7SDX+mBJXHwY+LCW+/KyhcpiepvpZvJaERGRXA+YNIYpZ9WsCbzwAvDyy8CyZTn8ZCKSG6Kz+wFTUlKwevVqPPPMM27LmzdvjuXLl/v8uylTpmDr1q2YNm0aXnzxxQyf5+TJk+ZiS0pKQsBYsAC49178d1Fe7K1RGt+1moy/j/yN+Lh4NCrfSJklERHxz/il0qWBQoW093Na377ArFlA587AL78ABQtqn4sEsWwPmA4cOIDU1FSUKlXKbTlv79u3z+vf/PnnnybA4jgnjl/KjBEjRmDo0KEINKmpp3H0qcdQ6L//cCwO6Fi7E26seKO/myUiIuFOFfJyT1QUMHUqUKsW8PTTQAY9bEQkTIs+RHjM8WBZ1jnLiMEVu+Ex+Lk0C/2qBwwYYMY82Zddu3bB32ZsmoHOPeJR6DfHxHUJycDmT94wy0VERPxKFfJyV+XKwCuvAG+/DcyZk8tPLiIBnWEqXrw4oqKizskm7d+//5ysEyUnJ2PVqlWmOMTjjz9ulqWlpZkAi9mmefPm4cYbz83QxMbGmkugYFB0z2d3Y8U3QNqZSPR0BPDU/w7hmoS7Mb3tFxq3JCIi/mFZjoCpTRu9Armpe3fgq6+Arl2B9euBokW1/0WCULZnmGJiYkwZ8fnz57st5+0GDRqcs36hQoWwfv16rFu3znnp3r07LrvsMvPv+vXrI9ClpqWi55yeaLYVuHrv2Z0abTluN98K9JrTy6wnIiKS6/7+m2coVSEvt7FnzeTJwLFjwJmTwiISfLI9w0S9e/dGx44dUa9ePVPxbtKkSaakOAMhuzvdnj178MEHHyAyMhLVq1d3+/uSJUua+Zs8lweqpTuXYvfh3fjie4AhkWuxcGaZhn0P1K+0y6zX5OImfmypiIiEJWaXSCXFc1+ZMsCbbwLt2wOtWinLJxKEciRgatu2LQ4ePIhhw4YhMTHRBD7ffvstKlSoYO7nsozmZAomicmJJovEbJIn1ywT1xMREfFLSXFmOypV0s73h/vvB2bOBB59FGjUCIiP1+sgEkRyrOhDjx498Ndff5nS3ywzfv311zvve//997Fo0SKffztkyBDTHS9YxBcsjRfOZJe84XLez/VERCTnLVmyBLfffjsSEhJMwaEvv/zS7X6Ok+VvDe/Ply8fmjRpgg0bNritw9+vJ554wozNLVCgAO644w7s3r07eDNMF1/MAcD+bkl4YrDKSnl58gAPP+wYUyYiQSPHAqZw0qh0fVRMinTriueKyy9OjjTriYhIzjt69Chq1aqF8ePHe71/9OjRZpJ13r9y5UqULl0azZo1M4WIbL169cLMmTPx6aefYtmyZThy5AhatmxpqrsGHZUU97/ixYF33wX+9z/HuCYRCe8ueeEmKl9+rPpqAop06oZIC+je8ux9diH1F+97G7fky++vJoqIhJVbbrnFXLxhdmncuHEYNGgQWrdubZZNnTrVVHL9+OOP0a1bNzNdxeTJk/Hhhx/ipptuMutwYvVy5cphwYIFaNGiBYIuYPJScVZyWcuWjop5Tz0FNG0KVKyol0AkCCjDlE1uqXEXrk6MwOQ6wNqEs5d/Li+HQb2+wC03PJxdTyUiIhdg+/btZuqL5s2bO5dxmorGjRtj+fLl5ja7kp86dcptHXbf45hcex1P7MKXlJTkvLhmq/yKGbEtW1TwIVCMGQMUKwZ07ux4bUQk4CnDlE2s6dORBgsn77gVC5s9bQo8xMfFo1H5RoiK9NVZT0REcps9T6Dn3IC8vWPHDuc6nCajSJEi56zjOc+gbcSIEWYSdltcXJzPdXMViyylpChgChSFCjGlCdxwAzBuHNCnj79bJCIZUMCUTZI/nIwVFwNtmzyu0uEiIkGAxSA8u+p5LvOU3jqcMoPTagQcVsgjlRQPHI0bc5AcMGgQcPPNwBVX+LtFIpIOdcm7QJyMdsObzyPux9XYUiYvmlZseqEPKSIiOYgFHsgz+7N//35n1onrpKSk4NChQz7X8cRufZyM3b4wwxQw45diYoDy5f3dEnH10kvAJZcAnToBp05p34gEMAVMF2DGphm4eFwFFBw0zBR3uObPE6j0+iVmuYiIBKaKFSuagGj+/PnOZQyOFi9ejAYNGpjbdevWRZ48edzW4RyCv/32m3OdoMGAifMvRal7eEDJlw/44APgl1+AF1/0d2tEJB3qkneeGBTd8/k9aLbFQoXDjmV19gFXrN2De5LvwfQ209G6qqP6koiI5C6WAN/CQgcuhR44v1/RokVRvnx5UzJ8+PDhqFKlirnw3/nz50e7du3M+oULF0bXrl3Rp08fFCtWzPxd3759UaNGDWfVvKAKmNQdLzDVqwc8+6wjYGIFvauu8neLRMQLZZjOsxtezzk9TV/2UfMBe/q50xHAsO9NJ3f0mtPLrCciIrlv1apVuPLKK82FOLaI/37uuefM7X79+pmgiZOs16tXD3v27MG8efPcutGNHTsWrVq1Qps2bdCwYUMTUH399deICrZMjQKmwMZxTLVrAx07OuZoqlYNWLDA360SERfKMJ2HpTuXYnfSbjTfCtT+22VnWsDVe4FmW4F5lXeZ9Zpc3OR8nkJERC5AkyZNzEktX1i4YciQIebiS968efHGG2+YS9A6eRJg5T9lmAJXnjyOrnkM7jlH099/AwMHOuZpyqAIiYjkDmWYzgNLhjOt9ML3QJrHfcwycTnvN+uJiIj4y7ZtQFqaAqZAx6xSly6OYIlWrgTmzfN3q0TkDAVM54HzKzG7xGyS5w60s0y8n+uJiIj4tTseKcMU2JgNXbPm7G12+xw82LFcRPxOAdN5aFTuOoxanOec7JKNI5d4P9cTERHxa8BUsCBn3NWLEMiYTVq16uzt1FRlmUQCiAKm8xB1OhWXH8vvc+dxOPDlxwuY9URERPxe8EFjYQIXs0jMJnkrJjJggLJMIgFARR/OR2wsTs6fg8h612JigxhMqZbivKt0wVLo26Avbqx/n1lPRETEb1QhLziySxyz5M3atcCMGcDdd+d2q0TEhQKm87Ty23dxUxpw94TFqFHwhCnwwDFLjco3QlRkkJWcFRGR0A2Ymqhaa8BnlyIjHcU5vOncGeDcX4UL53brROQMBUxZwHmVWCqcwVHRLz7HHxUL4dLq1yAhKw8iIiKSG5KTgX37VPAhkKWkADt3+g6W6Ngx4NZbgblzHePRRCTXKWDKpBmbZpjJajn/Ut5TwIHfgDFN8+OKTTPQumrrnH2VREREsurPPx3XqpAXuNh1n93x/vnH9zq7dwPt2wN33OGY2DZfvtxsoYgoYMp8sHTP5/fAgoWmW4EpXwEFTgEfVT6GPz6/B9PbTFfQJCIigVlSvEoVf7dE0lOunOPiS506wLffAjffDNx1F/Dll5xVWftUJBepSl4muuExs8Rgif8N/w4olwQciwY2F3Os02tOL7OeiIhIQAVMJUoAF13k75bIhWrUCPj6a2DxYuDeex1d+UQk1yhgygDHLLEbHtmT1VL+047bDKR2Je0y64mIiAQMVcgLLTfeCMyc6aiqd//9wOnT/m6RSNhQwJQBFngwLOCF74HUCMdNXvM2l7utJyIiEggUMIUedsubPh2YNQvo2NExwa2I5LiwKvqQmpqKU6dOZelvyuQvgwoFKuC6nUDNPMCp8oD9CDUBtP8XWFbesd6JEydypN0iIoHs9OnTiNDEqIFXrppFH1qrKFHIuf124NNPgbZtHUUj3nvPUZZcRHJM2ARMR44cwe7du2HxRyQLilvF8U6jd1AiKRXbbgXOJJgMPlLfKKBzoSgUP1kc27dvz/Z2i4gEurS0NDz77LMmcJIAceAA8N9/qpAXqjiR7YcfOqrnxcQAEycCOmkhkmOiwyWzxGApf/78KFGiRJbPhJb6twAK7PVd8rNcQgkUKFoqG1oqIhJceBKK2fXmzZtj3759uOiiixCps92BUyFPJcWDCrv3T1w9Ed3qdkN8XHz6K3Mc08mTwAMPODJNr7+uoEkkh4RFwMRuePxRZ7CUL6vzF1gW8h4+ZrJJ3sIsLuf9iI/VF5WIhKWYmBjkzZvXfM+mpKSYf0uABEyVKvm7JZIFiUcSMXTxUNxx2R0ZB0zUpYujYl63bo6g6eWXdSwikgPCImCynVcfe3bhS0nxGiyZx+T/+GXF9ZQOFxGRQAmYypfXJKfh4JFHHJmmJ590zM/04ov+bpFIyAmrgOm8sGtJ1arYu28LEvYfc0wuV7Cg+zp58mjApYiIBA5VyAsvTzzhCJqeftqRaRo82N8tEgkpCpgy4VRUBKzjx5AWGYFITgKo/vkiIhLIWCGPk51K+Ojb1xE0PfusI2jq18/fLRIJGapDmQ72x08+mYw9yXtw0QkgtWABLNq5BJ+s/wSL/lqE1LTwnP/gr7/+Mt0b161bFxCPk5Hff/8d11xzjRlXUbt27Rx9rlDD1+fLL7/M8dfr4osvxrhx47w+b04/V05h+ytXroyoqCj06tUL/tSkSRO/t0FyUVqaI2BSwYfwM2iQI7vUvz/w2mv+bo1IyFCGyYdDxw9hV9IupKSmICYVWLPzezz++xgkHvvbuU7ZQmXx2s2voXVVzXORkS5duuC///5zOwguV64cEhMTUbx4ceSk559/HgUKFMDmzZtR0LM7pWRaVl4vBlcVK1bE2rVrMxWkrly50rxG2en99983QQLfdzn9XN5069YNDzzwAJ588knExcUhNyxatAg33HADDh06ZKrV2WbMmIE87Dos4WH3boDzAipgCk9Dhzpef54kYaape3d/t0gk6OVYhumtt94yB0w8q1+3bl0sXbrU57r8MW/WrJmpYleoUCFce+21mDt3LvwZLG09tNUES/Tjn9/jnjX93YIl2pO0B/d8fg9mbJrhp5YGN555L126NKKjczZu37p1K6677jpUqFABxYoV87pOVic0Dkc58Xqxohrxs8+y/7khN56L877t378fLVq0QEJCQq4FTL4ULVrU720QP1TIq1JFuz0csQDVqFFAz57Ao486JrYVkcALmD777DNzZnfQoEHmDHOjRo1wyy23YOfOnV7XX7JkiQmYvv32W6xevdqcIb399tvN3/qjGx4zS7b8x1Px4spXTfnwc9Y9s7TXnF450j2Pk0GOGjXKdOuJjY1F+fLl8dJLLznPJLPbkuvZc3aV4jKe3bfPsPMs8zfffIPLLrvMHCTec889OHr0KKZOnWq6JhUpUgRPPPGEmasqve5QfBw+njf8265du5oAmWXb+VyvuXQFGDJkiHm+r776yjw2L2y/axcvbmvZsmXx9ttvuz32mjVrzDrbtm0ztw8fPoxHHnkEJUuWNMH1jTfeiF9++cXnPuTf8j01bNgw82+2xX7ezz//3HRVYlA/bdo0s/6UKVNQtWpVs+zyyy83gb+rn3/+GVdeeaW5v169epg5c6ZbNzV7n7vivvSs0Pj111+bEwl8nEsuuQRDhw51m/ST67/77ru46667zOtWpUoVzJo1y+0xNmzYgNtuu83sBx4M83PG4JCfJ2YTOCeOqz59+uD666/3ua/+/PNPcz/bVK1aNcyfP9/tfs8uecxitG/f3lmun23k/iO+F4j7in/D/WxnGlu1aoURI0aYQOLSM2fAvXWTYzaL3xt8bD7e//3f/znvy+j9z/uZ3eH7xX7P8bX39lz8XrrzzjtN9pH7sk2bNvj777MnR/h3zJJ9+OGH5m8LFy6M++67D8nJyV73I5/bDk74/rTf7/bjuGI7+Jg2e/+88soriI+PNwH+Y4895hbQnzx5Ev369TMZP34vcL9PnjzZbDe/O4mfaz4vH89blzy+dp06dTLr8f3F/czX32a/j3niip8H7pubb77ZvCYSJAETT2y4vLckzPA3Z+xYR3bpoYeAjz5yLF+wAKhWzXEtIpmWI6f2x4wZYw6gH+KH9MxBAX94J0yYYA6UPHkeKA0fPtwcXPOgkgdc3vCggRdbUlJSltp47NQx/H7g93OWH005ih2HdzhvH9q2CbtP7Pf5OAyaGGBNXjsZ9RLqZfi8lxe/HPnzZO7s9oABA/DOO+9g7NixJkPCgxWOx8mKY8eO4fXXX8enn35qDvBat25tLjwYYoDKQOTuu+82j9+2bVucDzvYYQDC7lrLly83QQ0P+Hjw2bdvX2zatMm8RvYBNc9479271/kYnOiSB6EfffQRurt0H/j4449NxpFBBYNZBgj8W7adB64TJ05E06ZN8ccff5jlnrjPbrrpJnOwx3bwwO/AgQPmvv79++PVV181beKBJ/c1u++NHz/evO8YsD/88MOm+1bnzp1NoNmyZUtzEMwAa/v27ejJM3hZxM9Chw4dzOtiBzncX8TntzGIGj16NF5++WW88cYbJjjZsWOH2c49e/aY4IYHwt9//7050P/hhx9M0MXl3F88wH+aFZMAs5xtHjlypM/XkO8Lvn4rVqwwr1VGY14GDx6MjRs3Yvbs2ebvtmzZguPHjzsDy6uvvhoLFizAFVdcYebpsX333XemvQzI+Jqm9/hsL4Nvbsv999+P6tWrmwP4jDRo0MB8rzz33HOmKyZ5647J52eAwtd48eLFZj/16NHDfBYY5Nj4GjHw5ckHBht8X7Nt9gkMz+fmc/LEwRdffGFu8zVzfbz0LFy40Hx2eM19yrYw0OJ7kRjo/Pjjj+b9U6tWLfM+5HuaARSfj59nPj/3sa955xhIMUBiEM71+Fm49dZbzetpd93jdwcDN+57fj75nuVniJ9RCYKAifMv5XD2XoIgaHrzTUchiE6dHBV9X3kF2LQJGDgQaNpU06GIZFK2f5uyiw3P6D/zzDNuyzkLPA+kM4MHbzy493YAbGPgxQPK88Vgqe6kusgu3b7plqn1Vj+yGnXi62S4HrefB4o8eOfBOlWqVMkENlnBM9MMVPm3xAwTD4B4Bp0HkMwk8Kw0D87ON2DiAZbra8FsAF9rBlA8sOTz8MCNAS67dPnCgIDBNoMCdp/j+4CB3kB+sZ85kFy/fr3p6sQAh3hAxwPZ6dOnO4MOV3YXMrbBfm47YGJAwCDB9sILL5gAyl7G7eABJIMyvgY8UGQ27b333jNn5RkI7N69G4+yy0MW8CCbnw/7dWVww+dm1sA1YOJBLYME+yQCgyYGIgz+3nzzTRMwcv/YB7h2toZ4woKBoB0w/e9//zMHwHw9vGFgw6CWWQoGv/ZzMvPgCzMzDCyZaSPXTAmzTsQMiedrzuCE2TPXIMqbe++913nShfuHARb3gWfWzxs+NvcPsyzpvee43b/++qsJOhhwED8ffG051umqq64yy/heZNbFzhx17NjRBH7eAiY+NzOgxO+w9J7fG2Z9+LlnF0hmOXmSgM/FgIknBvi54r7giQD7/WOzvzP5/J6ZTpsdKDHAZjBHfG9z+/lZ4n63vzuY8bW/Ox5//HGTqZUgoIIPYmNV33feccwXyd8TFgShlSuBefOAFi20r0T8ETDxYJQHlaVKlXJbztueXYR84UErz+b7Orizsy+9e/d23uYZcfuAJzOY6WHwkl6GqeIh4LcDm9D9t+EZPt7ElhMznWHKDB68MsBg9uRC8MDePuCxXwce2LqebecyBiEXggdWPAhmsMMsAwPnrFak48E3DxA/+eQTE1DwjD/bZb8PGIhzbIjnOCQ+HzMAWWUf6NM///yDXbt2mUDDPpNPzDjwwNt+TXhG33X8C7NfWcXt4MG468E2PzMnTpwwQY39+DVr1nQLMniwbr9O7H7G7JSvgfwMtp599lmTLWKFQAZ53I++ih1w29jl0w6WMrNtDBSZzWC3SZ4QYabGPgBPT40aNTIMlrw9P29nd4U+bje/N1y/O3gSgcEG77MDJn5mXMcAMQN0oZ8ZXxisMVhyfS6eKCBuP+9r3LjxeT8+t4snEerXr+9cxs8UM2K8z9d3R05usz+wi6TnSTfX3ylmH3n/pEmTTFaR+4snKvj6BEWG6c47/d0KCRT8PmHvjm+/ZX/cs8tYTa95c2WZRDIhx/L1nmM2+OPjucwbHizzh4xd8uyztN4ww2BnGc4Hu8V5y/SwnYX3F0beoym4NAW4Jn8VvLjlXew5sd/rOKYIRJhqeV2v7IqoyLMHORfKV1caG7vI2O1Nr3CB5wE1XwNvy3gG3fW2Z1ep9Ioi8Iz3U089ZQJdHtTywJLdyH766SdkFbNM7IbHgInXHDRvV2VjG3nQ5q1rk6+z6elxDR7s7We3PNcDSbIPXtPrPub6umS07/hcPBBzzW7ZOH7Ilt7rlNH7g58djgNklokZCHZhTK9LmLdty+jzyuwTA2Rmr5ipYXDP8TbM+qXnQirU2W3K7Ps/I76+lzyXZ/SZyYzMvDcu9HXPDF/v48xsc2Y+A8GEwQ/fuzbXQJXdYZnxZmaR2dsXX3zRjLVld8eALqDBTML27aqQJ+6+//5ssEQct6wsk4j/ij7w4JY/Op7ZJJ6Z9Mw6eSsWwTP8PAC3u5vkNh4UlCtUDmWSOT4JiIqIwmvV+jju81z3zJJxN4/L1mCJOJCbB0fsiuON3eXJdRB2dp1952O7Pi678DDz4QsrIDKzwLEfzBKxSIVnxocZBdfCEr60a9fOnE1nFobd7BhA2erUqWPeVzw7zudwvVxoaXK+N8uUKWPGdHk+tl3AgJkHFpiwx+kQMzie+47dKZkh9fW6cDt40OX5PLzYgUBGmH3ifk8vSGB3NnbZY5dCZgoaNmzoc11uG7vYuY4r4ziZjHB7mc3i+CiOGeLZeLIzSJl5zX3x3Le8zQyk/bwZvf8z856zt5vZRRu7YbJYRGbGSmUF28z3r2vQkdXPLLNzDJ6YffUmM/ud28zMqesJjYMHD5ruftm9zYGO3yXsMmlf7PcVXyO+n1m4iCc2OHaOhWv4PcgTOQGNwRJff5UUFxu/c5hNcjkh4PT44477RSR3Ayb+YLP6l2eFLd5Or7sOM0s88OKPEfvs+1ORlEgUOHU2QGodfyOm1xmFMnndM17MLE1vMz1H5mFipoEDsTmu5YMPPjABCA8YWQ2LeHDNbkTMxvFAh2f5meHJDixqwDEU7Gq1atUqU4QhvTlc2Baux2IGbAsH67PLmSt2aeJYEQYK7Lbp60CfwQnfJwyceVDH6mU2BtHMYLHrF5+L4204Vopdz/j8F4r7kmPjOHaM28HAjRkanmW2gzkGNGwbD6qZtfHMpjA7xa5MHHfFAft8P3tWF2QhAr6mfD5WumM3KJ4s4HZkFseTsBsqC2Vw2xnUcuyNXeCAmJ1jd0KeGWfFuPRw37JLFgsKMChkMMaDxfRwO5gJ5nZyO1gQwT7gZoaLAf+cOXPMeDkGIFnFqnjsSsjXgmO7OH6L253Z9z/fc+zCyZMOfM95C/q53Qw+GZjz/c7n4D5glzfXLpvZgQU62PWTmQt+ntm9iwUzsoLbxLFvDz74oBlvxLFXzBzyJBNx7B9P+vC14HNx+72djOHnil1Ply1bZl5vFnTgCQPXz1s44OeG1Rr5vcPPkl2Nk/uVwS27mtrYo4Hvi/TG4rIbNT+X9sVXJcUcpZLi4oljlfib7O1EypYtjuIP//6r/SaS22XFObaI41l4sMODQXbX4llcu/oZxx/xoMQ1WOJtHvBwvAV/qHg5n4OsC8YzLXv3ntP9jkHTXzfOwsJr3sbH17yMhZ2+x/ae23N00loGHiwFzQNTHoiyKIM9hoABDPcbq+ZxXA3Lj/PAODvwdeDBKKutMUhgZaz05q3h68qzsGwfAwaerWa2yRUPznhAzoNQnsXlgHNfePDKgzg+pmsXJB4IMkhhu3jAyG4yPMhh4JRR9jIzmJHh+5YBDs/k8+CI/7YzTBz3xcqNDJaYSWNAwf3uioPumW1hO/kYdhdTVwxkeEDLkwgcI8P3PIMyHuxmFsecsDoeD4jZTp6kYHdC18CWwR1PQjDb4Pp584brskQ6D/hY3Y77wltBA8+TI/wsM+Dga8LMMjNa9pl7VnFjdosHpOdzIM5ui3w8Pj7P7rMwAbMjmX3/M/Dme5PvS77nGKh4skvos9ACt4EBFLswMoDNbvwMs2AFAyW2mcEZP1tZxSIuLN7Czxgzbvxs2RlNBj3cb+zSys+EHWB64okAvmdY9ZEnIZhR4Xs2nCa35XcVT1zw5As/O/zN4XuG3192D4msjsXlCReepLAvrmMCczVg4vd1QkLuP7cEbnbJV+8FdsNdssRRavzrr3O7dSJBI8LKoU7pPDDgAQq7zLA7A0tj23PA8CDOnivFPvPqrYsJz6T6mvvHE8/m8QeKQRbL5LriYHqeMbQn0k0XxwpwgHV64yF4UFGjhu8vIAkbfB/zfcUS5FktcpEbeDDNDI/nHE4i2YlBOT8DPMHB7p8Zfs8GIAadbDuz+jyJwS6s7KLKcZOunyd232TmNDPTXdgnD7hfMjOGN1vwxCS7W17gPIZrEteYSrKZrewaSI+vtrvg+5En41zmljsHu6LWqcM5L3jgxbleODA4W18TEX9giMNhFNnxHZxjRR949tMzy2DzDIIyOz9JroiMRMqllXBs6++IS41GVOUq3gMmBUsSwHjigN0imZVhtzkRQYbFSJgVZjc9dvslZpNcA6aMxuJ6FiOyf6xzPcOk8Uty9k3p6I73zz/m5qZ/NqH9jA74qPU0VC1xZswiC2yVKQNMnQpwbkEOqXj3XVb20X4UOUMpEi8Opx5DwRQgguWrWdHL85KJksgi/sQucHfccQe6detmKnuJSPqYGWIXcgZIzBqzCITrWFxOlcCeEJkpne9XCpjEE6dNYAapTh0cr1kVaxNgru1lYNdRnn3v0gX47TdHD5pbb2U/dZ590/4UyckMUzBL+e8golnFt4jviXNF7EH4gVhqOaCytiIBiOPHWHqf848xc8QxcOzaza7g7LrBia05eTOLZPDCf3MsJ8d1BiwW+dizRxkmubDgisVoWGCKc12yYAT/rRNvEuYUMJ3Bg94jKUdwMvUkYpKP4nSeKESnU+hARESC1+7du3H//febCoosCsJxS6xEahdf4Vgmdqdj13J74tp58+YF9hxMrHhGVbx0JRfJLGabmF1ikNS1q2Ny227dgJdfBgL5/S+SgxQwATh0/BB2Je1CSmqKmXyp1nHg3/wW8pz4D0XyFcnJ/S8iIn5gV3T0hVkmVrj0rHIZ0OyS4hrDJNmBJw/YLXXiRKZkARY7ee89zj2i/SthJ+zHMDFY2npoqwmW4k4CNfYDedKAg3nTzHLeLyIiEvD+/JNzDnB+A3+3REIp28TKi6wezCk2OGcTpyvwMsebSCiLDPdueMws2comAbGpAIcvHT0zHQnvD8QxKiIiIm5U8EFyCoOl774D3niDE7kBtWo55m8SCRNhHTBxzJLphgeg0AmgwKmzO6XQmak0eD/XExERCWgKmCQncToVZpd++cUxMXLjxkCvXsCxY477FyxwTIDLa5EQE9YBkx0sUZlkM3zJsM7c9raeiIhIQFLAJLmhcmVg8WJg7FjH+CZmm5YuBQYOBDZtclyrZ46EmLAOmGKiYtyyS/YcwLzmbS53XU8c/vrrLzMget26dQHxOKGAA8tr1659wY/DSaEvyoUZ2o8dO4a7774bhQoVMq/hf//9B3+WUPd3G0T87uBB4N9/VSFPci/bxOwSs00lSgDXX++YIJd4zXLkIiEkrAOmgjEFEROZxy27BI8sU0xkjFnPSSnn89KlSxe0atXKbVm5cuWQmJiI6tWrn9+DhjnOATVu3Di3ZW3btsUfdqWsHDR16lQsXboUy5cvN69h4cKFkRuaNGli5sdxxYlEc7MNIgFJFfLEH1iRkWOZOPmta6GIAQOUZZKQEtYBE89KV4wq7pZdgkeWqWJUMbOewRSzUs7ZJioqCqVLl0Z0tKrbZ5d8+fKhZMmSyGlbt25F1apVTbDL19D5GfGDmJgYv7dBJCAq5NndpURyE4tB7N599jaPldauBW6/HdiwQa+FhISwDpj4oY47kHROdsl5N2Dud/bFZYo5F1POaWlpGDVqFCpXrozY2FgzI/1LL73ksxsSu7ZxGbu6uXbP+uabb3DZZZeZWervueceHD161GQImKEoUqQInnjiCaSmpjofh4/x5ZdfurWFj8PH84Z/27VrV1SsWNEcsPO5XnvtNbfuZny+r776yjw2L2y/a5c8bmvZsmXx9ttvuz32mjVrzDrbtm0ztw8fPoxHHnnEBAXsDnbjjTfiF3YJyGCCyvvuuw9FixZFgQIFUK9ePfz000/O+ydMmIBKlSqZA2+2/cMPP3T7ez7/u+++i7vuusvswypVqmDWrFnO1ygz7d65cyfuvPNOFCxY0LS7TZs2+Pvvv7OUSWGGjpk6+/4dO3bgqaeecu5TX13yLmT7fLXt1VdfxZIlS8zf8nZm3jf26z1jxgzccMMN5rlq1aqFH3/80e1vfvjhBzRu3Njcz/dnixYtzMSh3PbFixeb95a9zXxMb5+FL774AldccYX53PB9zva64rLhw4fjwQcfNBOR8rM1adIkn9ssEhQZJp7lL1DA3y2RcMLjo8GDeQbUfTl/k+bOBdiDhL8Rn38OnDpTWUskCIVvwMSqLqtXm/63Eb//Dni5mOU8GOd6vPTu7ei3S7zmbS5fsybzF7uaTCYMGDDABEyDBw/Gxo0b8fHHH6NUqVJZ3MxjeP31180kjXPmzDEHl61bt8a3335rLjx45oHi9OnTcb7soOHzzz837XzuuecwcOBAc5v69u1rAoSbb77ZdJ3ihd2oXEVGRpqg5qOPPnJbzm2+9tprcckll5jy7rfddhv27dtn2r569WrUqVMHTZs2xb/su+/FkSNHzMH33r17TRDA4Kpfv36mzTRz5kz07NkTffr0wW+//YZu3brhgQcewMKFC90eZ+jQoWYbfv31V9x6661o3769ec7MtpvBDtfnAf/8+fNNhobd584Xgw7u82HDhjn3qTcXun2+nvvhhx8228fn5e2sGDRokHlPMFC+9NJLcf/99+P06dPmPi7j68lgh4HUsmXLcPvtt5ugnIESn5PPbW8zu3V64vuC28LXZf369SZg52fIM+BnEMXgee3atejRowceffRR/M7PvEgwUsEH8Qf7RLLLSVdnIMXvdXbN4+8tf+84ES4ngt67V6+VBB8rRBw+fJhpIHPt6fjx49bGjRvNtdPq1fw45/6Fz5sJSUlJVmxsrPXOO+94vX/hwoVmew8dOuRctnbtWrNs+/bt5vaUKVPM7S1btjjX6datm5U/f34rOTnZuaxFixZmuY1/M3PmTLfnK1y4sHk84uNzHT6fLz169LDuvvtu5+3OnTtbd955p9s6no+zZs0aKyIiwvrrr7/M7dTUVKtMmTLWm2++aW5/9913VqFChawTJ064PU6lSpWsiRMnem0Hl8fFxVkHDx70en+DBg2shx9+2G3Zvffea916661u++PZZ5913j5y5Ihp5+zZszPV7nnz5llRUVHWzp07nY+xYcMG87g///yzuf38889btWrVct7fuHFjq2fPnm7t4v7jfrRVqFDBGjt2rNs6fI34WmXn9nnDtrGNrjL7vnn33XfP2Q+bNm0yt++//36rYcOGPp/X237x/Cy0a9fOatasmds6Tz/9tFWtWjW3fdehQwfn7bS0NKtkyZLWhAkTfD63+Hb69Glr5cqV1m+//eb+PRvm+L46evSouc5x/P7o3j3bHm713tUWhsBc54ScfHy1PZf2Dd/XV11lWZGR3o93uJz3c71ffuEBiGUVKGBZ0dH8IbKsRYsc94kEwXdw+GaYLr/cZIesVatw/NNpOP5/n57NJHleVq1yzC1gZ5dsvM3lvN/X33pe+LyZsGnTJpw8edKcbb8Q7NbE7lg2ZqjYHYldw1yX7d+//4Keh13SeLa+RIkS5rHfeecd0w0tK6688kpcfvnl+OSTT8xtZmPYLmYL7MwBM0bFihUzz2Fftm/fbjI23jBjwcdldzxf+7lhw4Zuy3iby13VrFnT+W9262M3LnufZdRuPhYzIa7ZkGrVqpnuap7Pk92yY/uym+tzxcfHm2v7uewMU05s859//unW9dS1HezSx3FQObXNIjmKZ/A5hokD8EVyS0oK+5s73n++3pe7djnW4/ctu67v2cP0PvDrr46uejVqsN84kOwyl4tIAArb0fZWvnw4ckUVHD/yH0paFo6VKw2Ucqny4or9cDdu9P5lwOUHDgAtWmRr+zgWKD3sCkaOE/sOp7z0D86TJ4/bbR4Yeltmd1Gzb7s+rq/HtrHrHcfSsIsTu0zxYPvll192GyeUWewKxu5szzzzjLnm+JXixYub+9hGHmCzW6EnX6W0M9qP5FksgNvuuSyjfZZeu709XnrL7dc3K69BTm9fZp8nM212fS67HfZzZeb1yoi37fNsl2c7znebRQICuzixu3eVKv5uiYST2FhHd7x//jE3N/2zCe1ndMBHraehaomqjnVYhIjr2VjN9MkngSeecBSLePNNx2S4/fsDnToBjz0GVD3ztyIBJCwzTIeOH8L6/euxd+9mFNnxN1IjgK1pB81ynwMaPbNLNi7n/dk8SRsH3vPg8Tt+oXjBTA65jl3JrvmM+Niuj8sz8xwL5QvLS3NMEseBMNvCIhWeGR8WHHA9u+9Lu3btzLgTZpM4roqBiI3jlTh+iVX1+ByuFzs48cQsAveLr/E4rPTGcTKuWCqby7MivXYzm8Rs2y6eaTuDY71YwMLX83i+Btx3HIOU1X2aXduXE+8bX6+Xr/d8ZreZ+9vbNnO8FCszioRshTxlmCS3sedEnTrmcrxmVaxNgLm2l7mVG3fFk1o33cSBtqwI5Aii/u//HL12bryRlXscY6BcaVoX8aOwC5gYFG09tBUpqSkomwTkSQPSIoCT1imz/JygKSsp52yUN29e9O/f3xQo+OCDD0wAsmLFCkyePNnczyCBXbw4oJ3z7vzvf/87pxLY+WLlufHjx5tKb6tWrUL37t3PORvvim3henPnzjVt4QD7lXY1wTPYDZAFBTZv3owDBw74zJaw0h6DL1bdYyEAVpaz3XTTTSaDxQIKfC5WSOOB8LPPPmue3xsWFGBXK/4Nq6+xah0rqNmV2Z5++mlTDIBdCnmAP2bMGFPEgEUJsiKjdjMQYBDFffrzzz+jU6dOphgFuzH6eg34mvLCQgQMRj0nZuU+ZaW6PXv2mH3qTXZtX068b3wVOuF7h9vL9wu3nVX+7O3jNjNzydeey7xlhFjggkHXCy+8YN6PrNDIduXENosETMEHngyoWNHfLRE5v6DrxRcdx1osoHTyJHDPPfzCB154Adi3T9O6iN+FVcDEbjm7khxn+QudcMyzRAyaeJt4v1v3HTvlnN64JN7vmnLOJgw8ePDHqnPMCLCqmj3GggeiHDPDA0qWZmY1vRf5hZMNGHgxGLv++utN5oQHmhwL5QsPjFl5j+2rX78+Dh48aA54XbGyGUta2+OcGLz4wsCC1ez4mK5dtNhlitXx2C6Wg2bGgJXQePDsq3ogMxLz5s0zZchZ/a1GjRoYOXKkM9PAQIrV19iFkJXZJk6ciClTpjhLZWdFeu1muW2WyGbbGUCxet5nn33m87G4fZ07d3YGVgzIWIrbFSvkcds5Rs3OOHrKzu3L7veNN3xN+XpxP1599dUmQGY5enuuLj4mXztmkbjN3sbJMRPJbqKsDMl5ovj54b6yS7KLhGTAdMkl/GHwd0tEzh+Po9q149wSjnmcbr0VGDnSEVDxNysXp3UR8RTByg8IAUlJSShcuLDp5sR5blydOHHCFAYoWaYkth/ZbpZV/QfIf2bCWu6AY3mATWeOOS8rdhniYuP8sRkiIkGH3SRZnp0nChjAM0MujpN0x48fN/slRydW5gSh/Cn/5ptse8g1iWtQd1JdrH5kNerE18m2x82Nx1fbQ2i/s2fFlCmO8uTMPBE/S+XLO4ImjtvTpOWSC9/BYZVhYjc81+ySvet4zdt2lsleT0REJOBpDiYJVSzoxHFNdrBEPDmwYwdw2WWO7FOHDsC77wJbtpz3ePLE5EQMWTTEXIsg3AOmmKgYc10m2ZFVcmWdWe66noiISEDjwPht21QhT0KTXXjLs2APbzO7dN99wObNQLdujtvMPHXsCHC8N4tPZTKASjySiKGLh5prEYR7wJQ/T34UPRXtll2CR5aJ9xeMOTtHkYiISMBihTEGTaqQJ6GI3e44ZsmzOipvszpks2aO+1kJl11SGUBxnsFHHmFFqrMB1HvvOU4s+Aig4pb8hA3jHdciCPd5mBgUlT8SBQunzwmYyDpzfw72NBcREcne7nikgElCjeu0Lt4qFdvTujRv7pjf6bbbHBd77BOnl+C8jbyw+h4fzy4gwSJKvGYlPgAJI8ajwAHg6IjxQJvuGhcl4RswceDXkZPJKJJyymdAxOXRp9McHyoNIhQRkWAImFiVs0wZf7dEJHtlZVoXz0rFHPvUsqXjYgdQS5eeDaCmTXMc6zEDVaUKCvyy0axmrpnVatFCr6aEX8A0Z9scxB6OhRV1DBdx3iUA20tEoVD+oma8UnRktOmuZwIplmX1NUmtiIikK6tzb0k2BEwcu6HfLQk19rQu//xjbm76ZxPaz+iAj1pPQ9USZyZfL1kyc9O6MIBiNUle6NAhRwC1cCEwcaLpYWRXTY5o1crR1Y9FJfjZYvaW1wkJ538ynZPucnLe1193TNgrQSfkA6YZm2bg3v+7F8/WehYXW82QEpMXpyOAQxGpOHT8H5QrVA6F88bhpOsZixNnyuWJiEjG2fsjR8zEysWLF3fOcSa5RBXyJJSxCx0vAI4nAmtXAMdrVgUutGx5kSLAHXc4gq1x49yqJptjwL17gQ0bHGME7QxXgQKOwMkOouxAitfFivl+LmayBg50jK3iddOm6sUUhEI6YEpNS0XPOT2RhjRsnDMBkQ0rY0fx4uaNeuQYcCIaOJR4CGXiyuTsHBkiIiEsLS3NTKQ9ZswYfzclPAMmllUWkfOvwOdaVIK3mbFlmXJ299u+3fE5Y5EJXvOyfDmwZ8/Zvyla1HsgxWtOxOs56W52dvlT9ipXhHTAtHTnUuxO2m1yrAO//AeVJz+IU6VL43R0FJJLAF3aONb74K4PcHWZq/3dXBGRoMTJwd977z2MHTvW300JL8ePO8ZwqOCDyPlX4PPE4Mk1sLn8csfF05EjjqDKNZDiv7/9Fjh48Ox6rt2UeXK+a1fg+eeBUqWAEiUc3Qp5KVgw65mn3MheKSAL3YCJmSUGS19s/MLcvncDcOXf/NdpRO3ebZZd/Zeje+q8ysCeY3s0M72IyHlK4VlYyX08WCMFTCI5V4HPVwDCAKd2bcfFE8ucM3iaPh145RX352VmimXPPbF7oB08uQZSvv7NYi+uQV9OZK9yOiBbkMNju1jgo379wA6Y3nrrLbz88stITEzEFVdcgXHjxqFRo0Y+11+8eDF69+6NDRs2ICEhAf369UP37t2z/LyzNs/CgGUDcNna3Xh9NrDnBuD9L88M5HNZj+OYXvgemFcJiI+LP8+tFBGRUJfV37Ncw4MxStRkmyK5VoEvM9hF7+qrgSee8N7l78orgVmzgAMHgP37HYUteO36b54Q+fFHx78PHz73OfLnd8zBZmMgw+657dsDcXGOgM6+9vy3621un68gKCcDMiuHgzE+/tChjoxfoAZMn332GXr16mV+ZBo2bIiJEyfilltuwcaNG1GeJRw9bN++HbfeeisefvhhTJs2DT/88AN69OiBEiVK4O67787Sc3ec0RGIBb74Dqh2APj4CyCvl89DtAVcvRdon1gcjcoHwA+fiIgEnKz+nuUaHgxMnuz498iRQOvWGkgu4o8KfOfT5W/VKuDXXzMffJw8eTa4soOqJUuAd95x/07gOjNnOm4nJzsurkGVN9HR3gMpFrngWC0GMdaZ6XYeeAB49FHHfvF1iYnJ3H3M/uRkdoyPt2ZNtj1cjgRMHPjbtWtXPPTQQ+Y2z8bNnTsXEyZMwIgRI85Z/+233zY/PFyPqlatilWrVuGVV17JcsBEzbc6giFisMR4yVuhcMb7ry8vjKgIlREXEZEL/z3LNTwYsAed8+BLc8eIBEYFvuzq8ueKAQbnWrPnW+Pjsxubt+wVx0b99NPZx2WWjOOtGDzx2vPfvu7bts3RtdB1mxIT+aV4NojjxVeWLqs46TCrDXLMF4M4bguvPS+ZWc5/z5mTrSeRonOiL/vq1avxzDPPuC1v3rw5ljNS9eLHH38097tq0aIFJk+ejFOnTnmd1+PkyZPmYjtspytPAv0XAP+dCZI8u+J5it6fjCRG5BdyFkFEJIwlJSU5S4yHkqz+nnn+LlF0dHT27xc+HoM1ngkmHhzwNueOyaYDhEhEIi4mzlznxOuak4+vtmu/+/09w+8BBhvM0vjCuaC43vkcf373HfD7745ueZ64nPezixvxGJpl1HnJLO6DG290zF/lGZDVqgV8//3Z7xpmsE6dOhtAMUDz/DevXf/NzA8DPk+cA6tCBcdj8nl54b/ti+cy+9/2NdvBsvDMwKWkwGKm7Mxv04VWw46wsvmbau/evShTpozpVtegQQPn8uHDh2Pq1KnYvHnzOX9z6aWXokuXLhjIPoxn8MeI3R/4ePHx544xGjJkCIayb6KIiASErVu34pJLLkGoyOrvmefvEn+7ttiFGURExC/y5s2LyAuc3DvHij54RnIZRXfe1ve23DZgwABTJMLGSRMrVKiAnTt3onDhwgiGM7LlypXDrl27UKhQIQQ6tVf7V+8Hfd58YYaf3aqLcqBzCMrs75nn7xK/NytXrozff/8dcXY2KEgkJyejbNmy2L17t9qu/a73TADTZ9W37MwJZXvAZM/0vm/fPrfl+/fvRyn2q/SidOnSXtdnV4ZiPmZPjo2NNRdPDJaCIQCxsa1qr/av3g/6vIXC98OFnsELNFn9PU7yyxAAAEw2SURBVPP2u8TKehSMk6PzQIzUdu13vWcCmz6r3mXnd1e2/7rFxMSgbt26mD9/vtty3nbt0uDq2muvPWf9efPmoV69el7HL4mIiOS08/k9ExGR0JMjpwPZJeHdd981M79v2rQJTz31lOkqZ8+rxG4LnTp1cq7P5Tt27DB/x/X5dyz40Ldv35xonoiISLb8nomISOjLkTFMbdu2xcGDBzFs2DDTHaF69er49ttvzRgj4jL+4NgqVqxo7ucP0Ztvvmkmrn399dezVFKc3SCef/55r930ApHaq/2r94M+b/p+CHwZ/Z6F0ve8K7Vd+13vmeCgz2ruyPYqeSIiIiIiIqEitEboioiIiIiIZCMFTCIiIiIiIj4oYBIREREREfFBAZOIiIiIiEgoB0xvvfWWqbSXN29eM2fG0qVLEQiWLFmC22+/3VT94+RZX375pdv9rLcxZMgQc3++fPnQpEkTbNiwwW/tHTFiBK666iozq3vJkiXRqlUrbN68OWDbPGHCBNSsWdM5uSfn85o9e3ZAttXX/ub7olevXgHZZraD7XO9cJLpQGyrbc+ePejQoYOZ8Dp//vyoXbs2Vq9eHZBtvvjii8/Zv7w89thjAddWOn36NJ599lnzXcv2XHLJJaZyXFpamnOdQGuzvwXqb9OF/g4EC2/fsYEso++vQJWZ74ZAEWzHZZlt+6lTp9C/f3/UqFEDBQoUMOtw+p69e/ciGPa7q27dupl1xo0bh0AS9AHTZ599Zr4MBw0ahLVr16JRo0a45ZZb3MqW+8vRo0dRq1YtjB8/3uv9o0ePxpgxY8z9K1euNAejzZo1c87YnNsWL15sDtZWrFhhJmbkl2Dz5s3NdgRim8uWLYuRI0di1apV5nLjjTfizjvvdH65BVJbPbE9kyZNMgGfq0Br8xVXXGFKKduX9evXB2xbDx06hIYNG5rJrhk4b9y4Ea+++iouuuiigGwzn99139qTo957770B11YaNWoU3n77bdMezkfE9r388st44403nOsEWpv9KZB/my70dyAY+PqODVSZ+f4KVJn5bggUwXZcltm2Hzt2DGvWrMHgwYPN9YwZM/DHH3/gjjvuQDDsdxsDqZ9++skEVgHHCnJXX3211b17d7dll19+ufXMM89YgYS7eubMmc7baWlpVunSpa2RI0c6l504ccIqXLiw9fbbb1uBYP/+/abdixcvDpo2FylSxHr33XcDuq3JyclWlSpVrPnz51uNGze2evbsaZYHWpuff/55q1atWl7vC7S2Uv/+/a3rrrvO5/2B2GZXfB9UqlTJtDMQ23rbbbdZDz74oNuy1q1bWx06dDD/DsQ2+1Ow/DZl9XcgGPj6jg1kGX1/BbKMvhsCVTAel/lquzc///yzWW/Hjh1WMLR99+7dVpkyZazffvvNqlChgjV27FgrkAR1hiklJcWkq3n2yxVvL1++HIFs+/bt2Ldvn1vbOflY48aNA6bthw8fNtdFixYN+Danpqbi008/NWcx2DUvkNvKs7e33XYbbrrpJrflgdjmP//805zpYVeL++67D9u2bQvYts6aNQv16tUzGRp2JbryyivxzjvvOO8PxDa7fpdNmzYNDz74oOmKEIhtve666/Ddd9+Zs5b0yy+/YNmyZbj11lvN7UBss78E829TRr8DwcDXd2wgy+j7K5Bl9N0QLELtO4yfXf6eBEOWMi0tDR07dsTTTz9terYEomgEsQMHDpgD5VKlSrkt522+6QOZ3T5vbd+xYwf8jScBevfubb4IObN9oLaZXcQYIJ04cQIFCxbEzJkzUa1aNeeXWyC1lRjUMV3OVL+nQNu/9evXxwcffIBLL70Uf//9N1588UU0aNDAdHkMtLYSgzmOa+P7duDAgfj555/x5JNPmh889uUOxDa7dkP477//0KVLF3M7ENvK/vH8Ab788ssRFRVlvntfeukl3H///QHbZn8J5t+mjH4HAl1637GBLKPvr0CW0XdDsAil7zAeEz3zzDNo166dGeMdDN06o6OjzXs+UAV1wGRjBO35Je+5LFAFatsff/xx/Prrr+YsUSC3+bLLLsO6devMweYXX3yBzp07mz74gdjWXbt2oWfPnpg3b54ZBO5LoLSZ4y1sHEjKwLRSpUqYOnUqrrnmmoBqq32Gimdohw8fbm7zDC2DOx6EuB5wBFKbbZMnTzb727PfdiC1lWNymAX7+OOPzRlAfu44Rodt5ucuENvsb8G+L9L7HQhEmf2ODUSZ/f4KRJn9bggWwf65ZQEI9gjhe4qFZwLd6tWr8dprr5kTHYG8n4O6S17x4sXN2QzPM3b79+8/5wxBoLGrjQVi25944gnTPWDhwoWmsEIgtzkmJgaVK1c2PzSsiMRBhfzgBWJb+aXA52e1LJ5J4YXB3euvv27+bbcrkNrsipV3GDixm14g7t/4+HiTXXRVtWpV5yD7QGwz8czlggUL8NBDDzmXBWJb2VWCZyz5Q8z3AbtPPPXUU+ZzF6ht9pdg/m3K6HcgkGX0HcvMR6DK6PsrkGX03RAsQuE7jMFSmzZtTPdCFm0JhuzS0qVLzT4uX76883PL38U+ffqYarKBIqgDJh4s84vRri5l4212HQpkHBPCD6dr29nvnV/u/mo7z6LwjCKrq3z//femjYHeZm/bcPLkyYBsa9OmTU0XQp59sy8M9Nq3b2/+zVKsgdZmV9yvrIDEH/ZA3L+sMOVZ/ph96itUqGD+HYhtpilTppgxCxxzYQvEtrIKU2Sk+08GgwK7dHAgttlfgvm3KaPfgUCW0Xcs36+BKqPvr0CW0XdDsAj27zA7WOJJTZ6EY3n6YNCxY0eTyXb93DI7yUB87ty5CBhWkPv000+tPHnyWJMnT7Y2btxo9erVyypQoID1119/BUSlnrVr15oLd/WYMWPMv+2KJazEwuorM2bMsNavX2/df//9Vnx8vJWUlOSX9j766KOmPYsWLbISExOdl2PHjjnXCaQ2DxgwwFqyZIm1fft269dff7UGDhxoRUZGWvPmzQu4tvriWcEpkNrcp08f817Ytm2btWLFCqtly5ZWXFyc87MVSG21KwJFR0dbL730kvXnn39aH330kZU/f35r2rRpznUCrc2pqalW+fLlTYUsT4HW1s6dO5sKRt988435zLFdxYsXt/r16xewbfanQP5tutDfgWASLFXyMvP9Fagy890QKILtuCyzbT916pR1xx13WGXLlrXWrVvn9tk9efJkwO93T4FYJS/oAyZ68803zc6NiYmx6tSpEzDlTxcuXGjeGJ4XfrnYJSxZupllLGNjY63rr7/efED9xVtbeZkyZYpznUBqM8uY2q97iRIlrKZNmzqDpUBra2Z/zAOpzW3btjU/FDzoS0hIMGViN2zYEJBttX399ddW9erVTXtYwnnSpElu9wdam+fOnWs+Y5s3bz7nvkBrKw8Y+F5lgJc3b17rkksusQYNGuT2Yxxobfa3QP1tutDfgWASLAFTZr6/AlVmvhsCRbAdl2W27QxUfX12+XeBvt+DIWCK4P/8neUSEREREREJREE9hklERERERCQnKWASERERERHxQQGTiIiIiIiIDwqYREREREREfFDAJCIiIiIi4oMCJhERERERER8UMImIiIiIiPiggElERERERMQHBUwiIiIiIiI+KGASERERERHxQQGTiIiIiIiIDwqYREREREREfFDAJCIiIiIi4oMCJhERERERER8UMImIiIiIiPiggElERERERMQHBUwiIiIiIiI+KGASERERERHxQQGTiIiIiIiIDwqYREREREREfFDAJCIiIiIi4oMCJhERERERER+iESLS0tKc/46IiPBrW0REwollWc5/R0bqPJyIiISWkAmY6MSJE/5ugohI2MqbN6+/myAiIpLtQipgsn+wlWESEcndDJNOWImISKgKmYDJDpJ4rYBJRMR/38MiIiKhRJ3NRUREREREfFDAJCIiIiIi4oMCJhERERERkVAfwyTBLzU1FadOnfJ3M0TEQ548eRAVFaX9IiIiYUkBkwREha19+/bhv//+83dTRMSHiy66CKVLl1ZhBxERCTsKmMTv7GCpZMmSyJ8/vw7IRALshMaxY8ewf/9+czs+Pt7fTRIREclVCpjE793w7GCpWLFiejVEAlC+fPnMNYMmflbVPU9ERMKJij6IX9ljlphZEpHAZX9GNc5QRETCjQImCQia8FIksOkzKiIi4UoBk4iIiIiIiA8KmESySZMmTdCrVy/n7Ysvvhjjxo3L9v3bpUsXtGrVyufz5uRzhbrNmzebSnDJyckIFydPnkT58uWxevVqfzdFREQkIClgEskhK1euxCOPPJKpdbMSXL322mt4//33kZ3++usv0+Vq3bp1Of5c3p67a9euqFixoikuUKlSJTz//PNISUlJ9+8YKLLNn376qdty7kfuTxvbz/XsS8GCBVG3bl3MmDHjnMccNGgQHnvsMcTFxTmXrV+/Ho0bNzZtK1OmDIYNG2Yqx2XFkiVLcPvttyMhIcG04csvv8T5OHToEDp27IjChQubC/+dUTl+bmeLFi1QvHhxr69xbGws+vbti/79+59Xm0REREKdAiaRHFKiRIlsLWbBioJpaWnmQJlz4uSG3Hiu33//3WzXxIkTsWHDBowdOxZvv/02Bg4cmOHf5s2bF88++2yGhQgKFSqExMREc1m7dq0JINq0aWMySrbdu3dj1qxZeOCBB5zLkpKS0KxZMxPoMAB+44038Morr2DMmDFZ2sajR4+iVq1aGD9+PC5Eu3btTMAzZ84cc+G/GTRl9NwNGzbEyJEjfa7Tvn17LF26FJs2bbqg9omIiIQiBUwi54EHoZ06dTLZCs5L8+qrr2aYNRoyZIjp+sQz+jwAf/LJJ52Zkh07duCpp55yZkHszAiDlW+++QbVqlUzf8f1vHWTO336NB5//HGzPsuzM4hwzYJ4y2pwXTt7xOwOXXnllWZdtok8n4vdt9hulpZmsHLdddeZQMK2aNEi8/ffffcd6tWrZwLGBg0auAUmnm6++WZMmTIFzZs3xyWXXII77rjDZDy8ZYA83X///Th8+DDeeeeddNdjm9jVjpcqVargxRdfRGRkJH799VfnOp9//rkJasqWLetc9tFHH+HEiRNmP1WvXh2tW7c2gRwDpqxkmW655RbznPz788VghkHSu+++i2uvvdZcuN18f6S3fxlQPffcc7jpppt8rsP3DF+nTz755LzbJyIiEqo0D5MEpMTkRCQeScy154svGI/4uMxPyPn0009j4cKFmDlzpjkI50E0x4DUrl3b6/rTp083mRN2H7viiivMZL2//PKLuY+BAQ/U2X3v4Ycfdvs7Thg6YsQIc5DMg1oGKt5MnTrVdGv76aefsGrVKvNYFSpUOOfxfPn5559x9dVXY8GCBaZ9MTExXtfr168fvvjiC/N8fPzRo0ebbM2WLVtQtGhRt65tDCKZZevevTsefPBB/PDDD8gsBkGuj5de5oj7nt3kOnfujAIFCmQqU/fBBx+Yf9epU8et2xyDPFc//vij6Y7HYNXG7R0wYIDpSmgHmrmBbWHGr379+s5l11xzjVm2fPlyXHbZZRf0+Hz9mWUSERERdwqYJCBNXD0RQxcPzbXne77x8xjSZEim1j1y5AgmT55sDrrZXYsYQLhmJjzt3LnTBFY8y58nTx6TaeIBKjEw4ESgHDfDdVyxq9lbb71lAqr0lCtXzgRkzKTwwJnjbng7swETAxtiUObZBtes2oQJE0y2hRkTYoZj/vz5Zn8wiLS99NJLJtCgZ555BrfddpvJ1DArlZGtW7earm/esnbe9OjRw4y1YtZn8ODBPgMwZgPp+PHj5jWYNGmSGS9lYwDEsU2uGNi6joeiUqVKOe/LzYCJz+ctYOYy3nehOD6L+0BERETcKWCSgNStbjfccdkduZphyiwe0LMgAbtE2Rj0pHeG/9577zXd89jljF3Qbr31VlMEIDo6/Y8gMz01a9bMsE3MNLjOk8O2MeBgNoXBWHbgdjOA43gYGwMPBn6eY19c28wui7R//34TKKZn7969Zv9wfz300EOZahezP8wwsUvio48+6nUdBqNr1qxxZu2YSevWrZsJEPk62IGUt4DOc/4huyueP+Yl8vacbE92tIVFLbhvRERExJ0CJglI7B6XlS5yuSmrFdLsDBDHmTAbw4N1ZkVefvllLF682AQd6R3EZsfBMB/Ds90ZFUrw5CtQ8HbA7rpN9n0s7JBRsHTDDTeYYI/Zn6zo0KGDKcbAcUKeGSHieKXKlSu7BXTz5s3DqFGjnAETq8ixCp0rZts8szcM/FwzTbmFbfn777/PWf7PP/9kS1v+/fdfZ6ZRREREzlLRB5Es4oE3A4IVK1Y4l/FA+48//kj37xj8sKDB66+/boojcEwKu87ZmSRmg86Xa1vs2yxuYGeXeCDMCnG2P//80y2bYI9ZSq8N3G6ut2zZMregi2OmqlatiguxZ88eU2iCY4pYAIIBTlZwfY71YpfBzHYr475hVsnGghcbN250W4fBG8c2uZY4Z6DFoh3eArOcxLawayHHm9k4Zo3LWLDhQv32229mH4iIiIg7BUwiWcSxMCywwDE7rAbHA01Wk0vvIJ/jfjjOh+tu27YNH374oQmgWDiBePDNA3MGDgcOHMjya7Jr1y707t3bZLFY6YxjgHr27Om8/8YbbzQlrdktjQEOCzG4ZoE4DobtYRU2ZjF4EO6JBRXY5Y3bzfUYXHCMFAMv7o/zxcwSgyVm4ZglYsaEWZ2sjsvhOCkWRGB5ck/MgtmPuX37dpPBmjt3Lu688063Yg4MYl2DRpbxZpc/vr587VjkY/jw4WZfZyXzx3FvLAFuz4HENvDfHNuWWQxK2V2R+5wBMS/8d8uWLd26g15++eWmna6ZIz6XHQzyPcLbnvuXBR9YqVBEREQ8WBdo8eLFVsuWLa34+Hj217FmzpzpvC8lJcXq16+fVb16dSt//vxmnY4dO1p79uxxe4wTJ05Yjz/+uFWsWDGz3u23327t2rUrS+1IS0uzjh49aq4leBw/ftzauHGjuQ4mycnJVocOHcz7tVSpUtbo0aOtxo0bWz179nSuU6FCBWvs2LHm3/xc1K9f3ypUqJBVoEAB65prrrEWLFjgXPfHH3+0atasacXGxprPEU2ZMsUqXLjwOc/duXNn684773Te5vP26NHD6t69u3n8IkWKWM8884zbZ4GfuebNm5vnrlKlivXtt9+ax+Zz2N555x2rXLlyVmRkpHlMb8/F1+mJJ56wihcvbtrasGFD6+eff3bev3DhQtP+Q4cOOZetXbvWLNu+fbvXfck28H5vl/R47m9avny5+Tvue1+Pz3Zfeuml1ksvvWSdPn3auR7/XaZMGWvOnDluj/nrr79ajRo1Mn9XunRpa8iQIW77ltvFx+W2+2LvF88L96/t+eefd2u3NwcPHrTat29vxcXFmQv/7bqviY/r+rr62r98Ptf9dtFFF1nHjh07r8+qvn9FRCSURfB/uACzZ8825YLZlebuu+82ZzbteVt4lvqee+4xZ0FZ5Yvdlnr16mXmjOFZbhvPWn/99dfmLDwHYffp08ecFWWZ5swOWOdmsHtNdo35kNzBymk8285qY5mpoCaSk1iR8KuvvjLZp8xi98q77rrLZA6LFCly3s/NLBbZc2PlJhbZYHe89CYLTu+zqu9fEREJZRdc9IHlhe0Sw544PwgHubtiVyFW1WJXFFbMYlDFrkrsomRPrDht2jTTPYeD49lNRkQkN3D+Kp7YSU5ONpX1MoPdExloXEiwRCwAwm6ZuY2TEfOEFidOFhERkQCokscAiRmgiy66yNxmFokDx137znNAdfXq1c1kjL4CJv7I8+IqoxLNIiLp4XcIJ93NipEjR2bLTmX2xh84RuvZZ5/1y3OLiIgEg1wt+sAuHZzEkgOpCxUqZJZx4DErb3menWWZ3PQGfbMiFjNY9iW9SUNFREREREQCOmBiFum+++4zc7FwnEBGMpqMccCAASZbZV92796dzS0WEREREZFwF5lbwVKbNm1MlxOOabKzS/ZkjJzjxHPCSE4Omd5kjOxGwsexL5kdbyAiIiIiIhIwAZMdLHGiTBZxYBU8V3Xr1jXzwbgWh+AEm5zzJDsmYxQRERERETlfF1wlgRMybtmyxXnbnpCxaNGipngDy4pzssxvvvnGTAhpj0vi/Ry7xPFHnPSSpcQZTHF53759UaNGDWfVPBERERERkaAMmDif0g033OC83bt3b3PduXNnDBkyBLNmzTK3a9eu7fZ3CxcuRJMmTcy/x44da6pTMRPFuZSaNm1q5iLJ7BxMIiIiIiIiOeGCJ64NFJo4MThp4lqR4KCJa0VEJFzlallxkVDBAJ2TnLILKas5shuqZE6XLl3QqlUr521mmnv16pXtu48ZbtfMtufz5uRziYiISOhQwCShY8ECoFo1x3UOmzNnjuk2yrF5LFLCiZbl/MyYMQMvvPBCptbNSnDFsZDfffddtr8sDJC//PLLXHkuV//++y+eeOIJXHbZZcifPz/Kly+PJ5980kyrICIiIgE8hkkkILBn6cCBwKZNjuumTXlkm2NPt3XrVsTHx6dbyZHl8lnYRNLHLF12Z/9YYKZgwYLmkhty47n27t1rLq+88gqqVauGHTt2oHv37mbZ9OnTc/S5RUREwpkyTBIa5s0DVq50/JvXvJ1D2LWLZ/p37txpsg0XX3yxM/vx+OOPm8InxYsXR7NmzczyjRs34tZbbzUH1JxbrGPHjjhw4IDz8Y4ePYpOnTqZ+xmEvfrqq+dkUrxlNS666CKT5bLt2bMHbdu2RZEiRUzFyTvvvBN//fXXOV3SeMDN5+E6jz32mCn9bzt58iT69euHcuXKmbnOqlSpgsmTJ5sgpHLlyuZvXbH8f2RkpAkgvWHgwv3BtvL5+NiewyY9t5UTW/N58+bNa/YXK23a7V+8eDFee+01sz944fYtWrTI/Hvu3LmoV6+eaffSpUt9dpMbOnQoSpYsaeZv69atmwlsbXwtx40b57Y+H4OPZd9Pd911l9tr7/lcnKB72LBhKFu2rGkP72NW0sZ28++ZXWPRHGaMatWqhR9//BG+MIv5xRdf4Pbbb0elSpVw44034qWXXsLXX3+N06dP+/w7ERERuTDKMEngOXYM+P33zK/PA3BWZ4yM5JGq45q3P/gga1mmyy8H8ufPcDUesPOAddKkSVi5cqVbNcepU6fi0UcfxQ8//GACA3bXa9y4MR5++GGMGTPGVIHs37+/qQj5/fffm795+umnTdXImTNnmomcBw4ciNWrV2dpTMyxY8fMgXejRo2wZMkSU3XyxRdfxM0334xff/3Vmeni8zBY4jWnA2CAxedh+4iBGw/aX3/9dXMAz2kCGNzx4P7BBx/ElClTTPcz23vvvWeek/vDGwZ/XIdBF7MivM3t5MG+r6qb7Gb24Ycfmuwdu6Ex+LH3+x9//GECBwYjVKJECWdQyGCMAd0ll1xiAjQGV57YbY6BGLeff/fAAw+Y4JaBR2bw9Wawxf3Afeurkifbym2dOHEirrzySrMP7rjjDmzYsMEEg7ZBgwaZNnMZ/33//feb14WvX2awOx4Dv8yuLyIiIufBChFpaWnW0aNHzbUEj+PHj1sbN240106rVzMEyv0LnzeTxo4da1WoUMFtWePGja3atWu7LRs8eLDVvHlzt2W7du1iisXavHmzlZycbMXExFiffvqp8/6DBw9a+fLls3r27OlcxvVnzpzp9jiFCxe2pkyZYv49efJk67LLLnN7/588edI8zty5c83tzp07mzafPn3auc69995rtW3b1vyb7eHzzJ8/3+s2792714qKirJ++uknczslJcUqUaKE9f777/vcT/Hx8dbIkSOdt0+dOmWVLVvWuvPOO932m72tX3zxhVWoUCErKSnJ6+O5rmtbuHChafeXX37ptvz555+3atWq5bzN7S9atKj5nrBNmDDBKliwoJWammpuc//wtXXFx+BjpfdaeD5XQkKC9dJLL7mtc9VVV1k9evQw/96+fbt5nHfffdd5/4YNG8yyTZs2WZlx4MABq3z58tagQYMsv31Wz9D3r4iIhLKQOy2578g+xMfF+7sZciGY6Vm9OnPr8vi1UydHRorZJRuzTHycrGSZuP4FYpcwV8wUMZvhbXwLu7Ex48QuYddee63bmB4O7M8KPg8zE3FxceeUgnbtLnfFFVe4ZUWYbVq/fr35Nyv98T5mxLzhurfddpvJllx99dWm4AUf/9577/WZ/WCGzXXbmAnhPvI1mwG7MVaoUMFkiZjB4YXd39hlLav73htmzVwfi23j5Nu7du0yz5sdkpKSzLiihg0bui3n7V9++cVtWc2aNd32L+3fvx+XZ/Be5HPwtWDW7vnnn8+WdouIiIh3IRcw/X3kbwVMwY4HtHXqZG7duXM5SOjc5QyeuJxjhVq0QG4pUKCARzPSzJiTUaNGnbMuD5D//PPPTD0uu8R5BhmuY4/4PHXr1sVHH310zt+y25otT5485zwu/5by5cuXYTseeughMwaLk02zWxq79GUmmMksBnxr1qwx45LmzZuH5557zowPYlc4drPLyr7PCu4H4nis9Pbz+TymjY/rucz19bDvs18PX5KTk00gySCc3Rs9X1MRERHJXir6IMGLB7aDBzuySd5wOe/349zMderUMeNWWByARRNcLzzA5zUPeFesWOH8m0OHDpmxOp5BD7M1NgZaHLfk+jxcxvE1ns9TuHDhTLW1Ro0a5mDd29gfG4tXsN0TJkzA7NmzzbgmX/i8DApdt43FCZgNSw+zUDfddBNGjx5txl9xrJE93otjsVhI4nwxw8Osno1tY+DB4gze9jMzORzH5YqvV3pt4JiihIQELFu2zG358uXLUbVq1fNuu92e5s2bm/0wa9YsMx5LREREcpYCJglerG62c6d7VzxXXL5rl2M9P2EVOhYu4GD+n3/+Gdu2bTOZEwYadunrrl27msIPLEjAqnOsBsdMhysWSRg/frzJvrAwAstJu2YW2rdvb4oXsDIeiyTwIJ+BT8+ePbF79+5MtZVBXefOnU3bWJGPj8FMz+eff+5ch1322L4BAwaYYMy1u503fP6RI0eaTMjvv/+OHj164L///vO5Prv5seAEuweybPYHH3xggji7iyLb+NNPP5kgisUoMsrGeGL3R+5vVi5kwMfubKxsaO9v7mcWnOA+5GvB/eFZ2IFt4Gu1b98+E9x6w9eTWcXPPvsMmzdvxjPPPGO2ifvjfDGzxGCJVRVZRIPBE9vAy4UEkSIiIhJmXfIkjMTGOkqI//OP73VKlnSs5yfMNLBiHivjtWjRwpTt5lgZdqmyD9JffvllM46GVdTYJa1Pnz7nTEbKimus6Hb99debx2QVNtdMDbvFsToen6d169bm4LpMmTJo2rSpyXhkFjNHrNLHwObgwYNmclTedsWAY/jw4elml2zcFmZs7CCQf8MxSb4mW2W3O5baZjc8jo9i9bhPPvnEjL0iVuhjEMOxO8wUeWZ/MsL9wcfkfuRrcd999zlLhhMDQQa1LVu2NBkyTqjr+Rx8LVgq/Z133jH72LV0u42V/hjQcPs5JontZUbItUJeVvH1ZrBIDFZdsY12iXMRERHJXhGs/IAQwM3gAdQfh/9A7fjMl2MW/+JBMQ/2KlasqO5FHnMTsdy355xAgYABINvHzBXnSZLwkN5n1f7+5Tg4z3FaIiIiwU4ZJhHJFGZkWE1u8ODBZh4pBUsiIiISDjSGSUQyhV3jOJaI3elYkEFEREQkHCjDJBKAWGwh0HAcEi8iIiIi4UQZJhERERERER8UMElACJHaIyIhS59REREJVwqYxK/suYRcJ2EVkcBjf0Zd5/8SEREJBxrDJH7FSUE59w7nqrHnE1JZYpHAyiwxWOJnlJ9Vz4l8RUREQp0CJvG70qVLm2s7aBKRwMNgyf6sioiIhBMFTOJ3zCjFx8ejZMmSOHXqlL+bIyIe2A1PmSUREQlXCpgkYPCATAdlIiIiIhJSRR+WLFmC22+/HQkJCSZT8OWXX57T/33IkCHm/nz58qFJkybYsGGD2zonT57EE088geLFi6NAgQK44447sHv37vNqT8Hlqy5oe0RERERERLItYDp69Chq1aqF8ePHe71/9OjRGDNmjLl/5cqVpg98s2bNkJyc7FynV69emDlzJj799FMsW7YMR44cQcuWLZGamprl9sS/OolR2gVtk4iIiIiICEVY2Ti5BjNMDHxatWplbvOhmVliQNS/f39nNqlUqVIYNWoUunXrhsOHD6NEiRL48MMP0bZtW7PO3r17Ua5cOXz77bdo0aJFpp6bz3X8+HHkK10aEf/3f0Am/05ERC6M8/s3Xz5VuRQRkZCTo/Mwbd++Hfv27UPz5s2dy2JjY9G4cWMsX77c3F69erUZ6O+6DoOs6tWrO9fxhoFXUlKS82JnrKyoSGDwYGWZREREREQksAMmBkvEjJIr3rbv43VMTAyKFCnicx1vRowYgcKFCzsvZcuWNcsjUtOAlSuBefNyYItERERERCSc5GjAZPOciJTdNzKanDSjdQYMGGC689kXtyIRnFhRWSYREREREQnkgMme5NAzU8QJSu2sE9dJSUnBoUOHfK7jDbv2FSpUyHmJi4s7eyeLRSjLJCIiIiIigRwwVaxY0QRE8+fPdy5jcLR48WI0aNDA3K5bt66ZFNF1ncTERPz222/Odc5LpMYyiYiIiIiInyeuZQnwLVu2uBV6WLduHYoWLYry5cubCnnDhw9HlSpVzIX/zp8/P9q1a2fW5/ijrl27ok+fPihWrJj5u759+6JGjRq46aabzr9haWnArl2M0JiOutDNFBERERGRMHTBAdOqVatwww03OG/37t3bXHfu3Bnvv/8++vXrZ8rN9ujRw3S7q1+/PubNm+fWhW7s2LGIjo5GmzZtzLpNmzY1fxvFsUjn4/PPgUqVgJIlFSyJiIiIiEhgzMMUCPOAxFS6BNGP9gCee87fTRIRCQuah0lEREJZrlTJy01JNzYApk/3dzNERERERCQEhFzA9F+LxsD69cAff/i7KSIiIiIiEuRCLmBKblQfKFAA+OILfzdFRERERESCXMgFTFbevMCtt6pbnoiIiIiIXLCQC5iMe+4B1qxhjXN/t0RERERERIJYaAZMzDAx06RueSIiIiIicgFCM2AqWBC4+WbgvfeAatWABQv83SIREREREQlCoRkwUevWwKZNjsvAgZwoxN8tEhERERGRIBO6ARMr5dlWrgTmzfNna0REREREJAiFZsDEbNLIkWdvR0UBgwcryyQiIiIiIlkSmgETs0nMKtlSU5VlEhERERGRLIsMyewSs0nMKrlSlklERERERMI9YCr4w8+ObBKzSq6UZRIRERERkXAPmOLHTgYifWwWl2ssk4iIiIiIhGvAlCfxbyAtzfudXL5rF5CSktvNEhERERGRIBSNEPPHF5NQHSXcF44ZA/zvf8DcuUBCAhAb66/miYiIiIhIEAm5gOl0fCkgvrb7wr59gY8+Av75B7j6an81TUREREREgkzIdcnzqlYtoHp14MMP/d0SEREREREJIuERMEVEAB07Al99BRw+7O/WiIiIiIhIkAiPgInatQNOngS++MLfLRERERERkSARPgFT2bLADTcA06b5uyUiIiIiIhIkwidgInbLW7QI+PhjoFo1YMECf7dIREREREQCWIRlWRZCADfj+PHj+OPwH6jtWSXPlpwMlCwJFCsG7NkDXHUV8NNPjjFOIiJyQd+/+fLlQ4S+T0VEJMTkeIbp9OnTePbZZ1GxYkXzY3rJJZdg2LBhSHOZXJY/tkOGDEFCQoJZp0mTJtiwYUP2NyYuDrjmGkewRCtXAvPmZf/ziIiIiIhISMjxgGnUqFF4++23MX78eGzatAmjR4/Gyy+/jDfeeMO5DpeNGTPGrLNy5UqULl0azZo1QzIzQtmJyTQ7WKKoKGDwYMdyERERERGR3O6S17JlS5QqVQqTJ092Lrv77ruRP39+fPjhhya7xMxSr1690L9/f3P/yZMnzd8w2OrWrZvXx+U6vLiKjo5Ov0ve3LnAzTefu3zOHKBFiwvaThGRcKUueSIiEspyPMN03XXX4bvvvsMff/xhbv/yyy9YtmwZbr31VnN7+/bt2LdvH5o3b+78m9jYWDRu3BjLly/3+bgjRoxA4cKFnZeyrIKXHsaFzCYxq+RKWSYREREREfEhGjmMWaPDhw/j8ssvR1RUFFJTU/HSSy/h/vvvN/czWCJmlFzx9o4dO3w+7oABA9C7d+/MN4RjlThmyVNq6tmxTMoyiYiIiIhIbgZMn332GaZNm4aPP/4YV1xxBdatW2e637EbXufOnZ3reVZWYheP9KotMQvFi2eVpnSzS5GRgEuxCScu5/3McqnCk4iIiIiI5FbA9PTTT+OZZ57BfffdZ27XqFHDZI7YpY4BEws82Jmm+Ph459/t37//nKzTeUtJAXbu9B4sEZfv2uVYzyUIExERERGR8JbjY5iOHTuGSGZwXLBrnl1WnOXGGTTNnz/feX9KSgoWL16MBg0aZE8jGASx293q1WcvP/8MMFi7807Hbd6vYElERERERHIzw3T77bebMUvly5c3XfLWrl1rSog/+OCD5n52u2MXveHDh6NKlSrmwn+zil67du2yryHlyjkurnr0AEaOBKZOBQoXzr7nEhERERGRkJDjZcU5l9LgwYMxc+ZM082OY5dY8OG5555DTEyMWYdNGDp0KCZOnIhDhw6hfv36ePPNN1G9evVMP489hindsuKe9u4FypcHXnsNeOyx891EEZGwprLiIiISynI8YMot3gKmxORETFw9Ed3qdkN83NnxUW7uugvYupX1zlXwQUTkAr5/8+XLl26xHhERkWCU42OY/CnxSCKGLh5qrn3ixLjr1wNvvAFUqwYsWJCbTRQRERERkQAW0gFTprCUeIUKwLBhwKZNwMCBjjLkIiIiIiIS9hQwsYLfDTcABw863gz2JLYiIiIiIhL2FDAxm7R27dk3QlSUYxJbZZlERERERMJeWAZMLAYxZNEQc22ySSz4YEtNVZZJRERERETCOGCyi0Ek73Vkk5hVcqUsk4iIiIiIhGvAZItb/KMjm8SskitlmUREREREJKwDJgtIGDUBpuiDN1yusUwiIiIiImEtbAOmmFQgZs8+IC3N+wpcvmsXkJKS200TEREREZEAEY0wlRIN/D77Q9SILO1+xyefAGPGALNmAbVqAbGx/mqiiIiIiIj4WdgGTHSqTGkgvo77wksvBd59F1i0CLjtNn81TUREREREAkDYdsnzqWBBoFs3YNIkICnJ360RERERERE/UsDkzeOPA8eO4UjvJ/DPxSVwcNZnuf7CiIiIiIiI/ylg8qZsWaBtW+T/4BOU2HEAeZ8bBlhWrr84IiIiIiLiXwqYfLn2WkSeOmX+WeCXjcC8ebn4soiIiIiISCBQwOQNs0lTp3KqJsfNKM3JJCIiIiISjhQwecNs0sqViDhzMyI1zdxWlklEREREJLwoYPKWXRo8GIiKcl/O21yusUwiIiIiImFDAZOP7BJSU92X87ayTCIiIiIiYUUBk7fsUqSP3cLlyjKJiIiIiIQNBUyuUlKAnTuBtDTve4vLd+1yrCciIiIiIiFPAZOr2FhHt7vVq81l05xpqPMIzDUuvRS46irH/VxPRERERERCXq4ETHv27EGHDh1QrFgx5M+fH7Vr18ZqBiVnWJaFIUOGICEhAfny5UOTJk2wYcMG+EW5ckCdOuZyvGZVrE2AucbIkY5gaft2r3+WmJyIIYuGmGsREREREQkNOR4wHTp0CA0bNkSePHkwe/ZsbNy4Ea+++iouuugi5zqjR4/GmDFjMH78eKxcuRKlS5dGs2bNkJycjIBx551AzZrA0KHAggVAtWqO6zMSjyRi6OKh5lpEREREREJDdE4/wahRo1CuXDlMmTLFueziiy92yy6NGzcOgwYNQuvWrc2yqVOnolSpUvj444/RrVs35AZmhiaunohudbshPi7ee8GH558H7r6bKTPg99+BgQOBpk2BCHvGJhERERERCSU5nmGaNWsW6tWrh3vvvRclS5bElVdeiXfeecd5//bt27Fv3z40b97cuSw2NhaNGzfG8uXLfT7uyZMnkZSU5LxcaDYqUxmiVq0Y7TmCJVKZcRERERGRkJbjAdO2bdswYcIEVKlSBXPnzkX37t3x5JNP4oMPPjD3M1giZpRc8bZ9nzcjRoxA4cKFnZeyZcvm8JbAkUlyndBWk9mKiIiIiIS0HO+Sl5aWZjJMw4cPN7eZYWJBBwZRnTp1cq4X4dGtjV31PJe5GjBgAHr37o1cn9R261bvk9nWLJG7bRERERERkeDPMMXHx6MaCyS4qFq1KnZyviPAFHggz2zS/v37z8k6uWK3vUKFCjkvcXFxyJVJbV0zTKQsk4iIiIhIyMrxgIkV8jZv3uy27I8//kCFChXMvytWrGiCpvnz5zvvT0lJweLFi9GgQQMEDGaRmE1iVsnVmSxT3OIf/dUyEREREREJ1oDpqaeewooVK0yXvC1btpjKd5MmTcJjjz1m7me3u169epn7Z86cid9++w1dunQx8zW1a9cOAcHOLrFSnjeRkUgYNQGwcrthIiIiIiIS1GOYrrrqKhMIcczRsGHDTEaJZcTbt2/vXKdfv344fvw4evToYeZtql+/PubNm5fz3ewyKSLlFMAuhGlp3ldIS0PM3r8R45F8EhERERGR4JbjARO1bNnSXHxhlmnIkCHmEois2BhHd7x//jG3N/2zCe1ndMBn17+OKl2fBtq3x+897kHKN7f6u6kiIiIiIhJsAVNIKFfOcQFwPBFYuwJIvrEh0Lcv8OqrKFDnEmwYD+S5/CegbR1/t1ZERERERIJhDFPI698fiItD+cEvo9oBIGHEeMeYJxERERERCXoKmC4Ux1nddx+iDx02Nwv8stFRUU9ERERERIKeAqYLxWzSjz86C+RZUZGOinrKMomIiIiIBD0FTBeK2aRVqxBx5mZEapqjQISyTCIiIiIiQU8BU3bMzxQV5b6ct5VlEhEREREJegqYLkDc4h8d2aRUjwmYeFtZJhERERGRoKeA6XxZQMKoCUCkj10YEaEsk4iIiIhIkFPAdJ5iUoGYPfuAtDTf3fV27gRSUi7g5REREREREX9SwHSeUqKB32d/CKxebS6b5kxDnUdgrjF5smOlnj1xcO6X+OfiEjg467NsfNlERERERCQ3ROfKs4SoU2VKA/F1zL+PJwJrVwDHa1YFWtQBli8HRo1CvrKlkH/HARx9bhhwextHVz0REREREQkKyjDllFGjTHe9/Bv+MDc1oa2IiIiISPBRwJRTihYFihVz3tSEtiIiIiIiwUcBU07hxLV//eW8qQltRURERESCjwKmnKAJbUVEREREQoICppzKLmlCWxERERGRoKeAKaeyS5rQVkREREQk6ClgymYRKaccE9amN6Htli1AtWrAggXZ/fQiIiIiIpKNFDBlMys2xtEdz9uEtiNGOFaKiwN+/x0YONARQImIiIiISEDSxLU5oVw5x+WcCW3bA7NnA0uWONZjYMXxTi1a5EgzRERERETkwijDlJuYTUpOPns7Ksox3klZJhERERGRgKSAKTcxm7R27dnbqalns0wiIiIiIhJwcj1gGjFiBCIiItCrVy/nMsuyMGTIECQkJCBfvnxo0qQJNmzYgLCYm4nV9JRlEhEREREJSLkaMK1cuRKTJk1CzZo13ZaPHj0aY8aMwfjx4806pUuXRrNmzZDs2n0tyMUt/tH73Eyspqcsk4iIiIhIeAdMR44cQfv27fHOO++gSJEibtmlcePGYdCgQWjdujWqV6+OqVOn4tixY/j4448REiwgYdQE33Mz0ZNPei01npiciCGLhphrEREREREJ0YDpsccew2233YabbrrJbfn27duxb98+NG/e3LksNjYWjRs3xvLly30+3smTJ5GUlOS8BHI2KiYViNmzz/fcTMS5mTZtOqfUeOKRRAxdPNRci4iIiIhICAZMn376KdasWWPGL3lisESlSpVyW87b9n3e8LEKFy7svJQtWxaBKiUa+H32h97nZuKyli3PBlPqniciIiIiEj4B065du9CzZ09MmzYNefPm9bkeC0G4Ylc9z2WuBgwYgMOHDzsvu3fvRiA7VaY0UKeOuXBOprUJZ+ZmuvJKRo1nV1QRCBERERGR8AmYVq9ejf3796Nu3bqIjo42l8WLF+P11183/7YzS57ZJP6NZ9bJFbvtFSpUyHmJi4tDUGJJ8VWrzt5WEQgRERERkfAJmJo2bYr169dj3bp1zku9evVMAQj++5JLLjFV8ebPn+/8m5SUFBNUNWjQACHNV6lxevZZTWgrIiIiIuJn0Tn9BMz8sPKdqwIFCqBYsWLO5ZyTafjw4ahSpYq58N/58+dHu3btEMqcpca9YdZp3jzE/bcNG8YDeS7/CWhbJ7ebKCIiIiIS1nI8YMqMfv364fjx4+jRowcOHTqE+vXrYx6DhWDtZpfVUuO+quc98ggSihREgQPA0RHjgTbdOdgrt1sqIiIiIhK2/BIwLVq0yO02izsMGTLEXMJFpkqN79yJAjsd/yzwy0bHeKcWLXKtjSIiIiIi4S7X5mGSLJYaX7ECKFiQiSjDiop0jHdymaNJRERERERylgKmQCw1zmX//QccOQK7A15EaprmaBIRERERyWUKmIKpeh5vK8skIiIiIpJrFDAFIo5VYvW81FT35bzN5SNHAtWqAQsW+KuFIiIiIiJhQQFToGaXWD3PlxdfBDZtAgYOzHBMU2JyIoYsGmKuM7NcRERERETOUsAUYCJSTpnqeOlWzzt2zHHNbBOzUelIPJKIoYuHmuvMLBcRERERkbMUMAUYKzbGEQh5q57HyWzLlz+7ssY0iYiIiIiE/sS14qFcOccFwPFEYO2KM9Xzfv3HkX3yHNOk+ZlERERERHKEMkzBXjmPBg1y3M8iECoGISIiIiKSbRQwBYm4xT96r5xH7L731VeOIhCZLAYhIiIiIiIZU8AUDCwgYdSE9CvntWvnCKgyWQxCREREREQypoApCMSkAjF79qVfOe/48bP/VjEIEREREZFsoaIPQSAlGvh99oeoEVna+wrLlwNPPOG9GETNErnWThERERGRUKOAKUicKlMaiK9z7h0cq9S9uyOr5Dq+id33Bg9GXO8u2DAeyHP5T0BbL38vIiIiIiI+qUtesGMWyVsxCHbfW7kS5QaNQrUDQMKI8SoEISIiIiKSRQqYQqHUeDrFIPJuc8zbVOCXjSoEISIiIiKSRQqYgllKimMi2/SKQZxhRTm66KncuIiIiIhI5mkMUzCLjXV0x/vnnwwLQUSkOrromS58LVogbslPGtskIiIiIpIBBUxBKDE5ERNXT0S3ut0QX64cwEtmCkFQr17Ahg1mTFOBA8BRjm1q0x2IiMjVbRARERERCQbqkheEEo8kYujioeY6S4Ug6PffgZYtHWOaNLZJRERERCRdCpjCsBAEZs+GZa+usU0iIiIiIj4pYArTQhAR3sY2LVgAVKvmuBYRERERkZwPmEaMGIGrrroKcXFxKFmyJFq1aoXNmze7rWNZFoYMGYKEhATky5cPTZo0wYYNG/TyXEghiNWrzWXTnGmo8wjMNVatcgREHNvkiuOXBg4EBgwANm1y/JuZKhERERGRMJfjAdPixYvx2GOPYcWKFZg/fz5Onz6N5s2b4+jRo851Ro8ejTFjxmD8+PFYuXIlSpcujWbNmiE5OTmnmxeaWASiTh1zOV6zKtYmwFzjwAFg48ZzxzYxOFqzxhFQkZ1xEhEREREJczleJW/OnDlut6dMmWIyTatXr8b1119vskvjxo3DoEGD0Lp1a7PO1KlTUapUKXz88cfo1q1bTjcx/MY2ZTRvEzNQXLd5c1XPExEREZGwlutjmA4fPmyuixYtaq63b9+Offv2mayTLTY2Fo0bN8ZyziXkw8mTJ5GUlOS8KBuVvoiUU5me5NZkoDSuSUREREQkdwMmZpN69+6N6667DtWrVzfLGCwRM0queNu+z9fYqMKFCzsvZcuWzeHWBzcrNsb72KbZHzrGNXmrqte5M9C/v8Y1iYiIiEjYytWJax9//HH8+uuvWLZs2Tn3RXhMnMrgynOZqwEDBpjgS7LAZZLb44nA2hVA9KH/HOOavPn7b8eF7IxTixba5SIiIiISNnItw/TEE09g1qxZWLhwoVs2iAUeyDObtH///nOyTq7Yba9QoULOC6vwSRZZQMKoCenP2eTq6aed1fMOzvoM/1xcwlyLiIiIiISqHA+YmCliZmnGjBn4/vvvUbFiRbf7eZtBEyvo2VJSUkx1vQYNGuR080JKYnIihiwaYq4zIyYViNmzL3Pjmmj9euCee4BDh5D3uWEoseOAuc7OEuRZ3QYRERERkaAOmFhSfNq0aabiHbNAzCTxcvz4cXM/u9316tULw4cPx8yZM/Hbb7+hS5cuyJ8/P9q1a5fTzQspiUcSMXTxUHOdGSnRwO8cw5TZcU3sIvnll0CFCijwi6Mbn7m2S5Bnw8S3Wd0GEREREZGgHsM0YcIEc83JaD3LizMwon79+pkAqkePHjh06BDq16+PefPmqZtdLjhVpjQQXydz45qYSeIlIoK9+cARZlZEBCKefRZo1swx4a098W3TpipJLiIiIiJBLzo3uuRlhFmmIUOGmIsE0Lgmb131mGVKSjLBkrnJ15cT3rZv7ygMQSoQISIiIiIhItfnYZLAluG4Jl8B8Kefnjvxrb2ul656GqskIiIiIsFAAZOkO67pnyVzMHHiI+Yab7yRub1lT3z7v/85gibXrnpngiiNVRIRERGRYKCASbyPa6pTx1x2VS6B7omTsKtSceCDDzJfgpzuugt48MFzu+oBiFvyEzaMd1yLiIiIiAQqBUySKREpp4CdOzNfgpxOnwbef9/l3Rbp6KqXloaEEeNR7QDMdXaWJRcRERERyU4KmCRTrNgYR4bItQT5w8DxSyv6robnuZzBFh+jfXvvZcmVeRIRERGRAKOASTKvXDlnV73jNatiQykg+t/DvjNE6RSIsO+x7KzTmZLlF5p5UjEJEREREclOCpjELwUinGXJ7azTU08BM2de8IS4KiYhIiIiItlJAZMERoGI114D7rkHVoRH5okBlZcqeyIiIiIiuUEBkwRGgQiyLERYHpmnLl28VtnLStZJREREROR8KWCSwCgQ4cuHH579N7NOAwakm3VSuXIRERERyU4KmCQwCkRkBgOltWuBSy/1nnXyVTRC2SgREREROU8KmMQvBSJM1ukRYBOXsWtdVjJP27e73+7Y0RSM8Fo0gkGTxkCJiIiIyHlSwCR+KRDBrNPaBODE5ZWBgwezlnnyHBv1zz9A69bA3Xe7lCuPcARKc+d6z0aRMk8iIiIikgEFTBL8452iooCLL/YoV24Ba9YAd9119nG4nsucT14zTwqiRERERMSFAiYJ/vFOqanAX395L2N+4sTZx+F6DM6aNQOefPLczFNWgygFVyIiIiIhTwGTBMd4p8xknTJTxpx/v3w5MH68c5Flj4Pq1SvzQZRlIaV/X7PcXCtDJSIiIhKSFDBJUIx3ypYqe8S/P37cbVGEPQ7q9dfPrsb/tWsHPPig9zFQ8+YhZs0v5p/mOqMCE16yUYnJiRiyaIi5duVruYiIiIjkPgVMEpRZJ+flxx+BokUv/Ak8uvOZIOrff4GpU93XY3GJDh2Arl1hncl2Wfxbjo3yVWDCRyB15Nsv0ebeoebala/lIiIiIpL7FDBJUGadEqvEY0jSLCReUQFYt86t+179rsDpiwpn7cG9dedjIOSZ0Tp2DFi8GNizBxFn7ovg3zJAYjBldxnk3/bpAyQlOQInL139vM4ZlZW5pDSGSkRERCTHKWCSoJR4JBFDFw81155FI34uB2ya//GFz/nkK4hi5okV9zyxq58d4PBvN2wAChcGbrvt7Dp87ocfBp577tw5o2jevMzNJZXF7n8qXCEiIiJyfhQwSUjKtjmfPDEQYpaJFfcywuCqdGn3dfncu3YBL754dhH/d8cdwDXXAPfff7arH69Zze/tt8/NUHnLWvkqRpFO4Qpvyw/O+gz/XFzCXLvJbCCmqoIiIiISQhQwSVjP+XRe3feyElzt23duuXNv46VSUhyXQ4fOdvXj9R9/AD16nN0G/q9VK+Dee2GdSZSZwOqRR4BPPwVGjnQvRsFxVb6CKx9dBfM+Nwwldhww1+kGV1nJfGVDyXavgVxWgjMFciIiInIeFDBJeMlE971sD6I8u/b56uq3efO5Xf08ug9G2HNLJScj4kzMYQKrnTtNdsoEI65uuQVo2dJ9Gav/de8OPPCA+5irJ54Axoxx7xL4v//5Dq4yu8zX32cluPIWyGXx73MqkLvg4CyYnsvX8kWL3NcREREJIQEVML311luoWLEi8ubNi7p162Lp0qX+bpKEAc/uez7HQM2Z5gggpk0Dvv02e4MrX139Mtt9kIFWpUre7zt92v02x2B99RWQmOg+5urPP4G+fd3Xvf12IDrafRwW3XMP0Lbt2YCL1126mOqBbkHYY48BX38N9Ox5NrPG6379gM8+y3xw5W1sV1aCsxwM5C4oOAum50pv3aFDvb/3REREQkA0AsRnn32GXr16maCpYcOGmDhxIm655RZs3LgR5cuX93fzJByDqPg65t/HE4G1K2CCKXuZY/ka/LzCEVzViCxtlm36ZxPaz+iAj1tOweVd+jiCk9zAQGvrVkcwktEEvlyH1fsYZLkGaL7+llmqb75xX3bkiPttHjSz+6ErPhbbxPFZnst//dWREfN8nrg4R+Do6q67TNt4yM5QzFzfd5+jvQzO+Ny87tzZcWFA67qcRTZc17UDuVGjgAEDzm43rzl5cbdu7kHU5MlAkybADz+4L58+3fE3rstmzz53GYOwFi18B20Xsu6F/n12rbtmjftrJiIiEkICJmAaM2YMunbtioceesjcHjduHObOnYsJEyZgxIgR56x/8uRJc3EVHR2NSETCOnM2lP+Oi4lzW+ZreWaX5dS6uflcalf27oPUMgmwStdyvC/3RWLLmjicqFcb1i+/AAcOmOWbD2zGo18+jHlfFUL04SQEhPz5M16HB/8//wxcdFHmCl14+/uYGMf4LNdgzA5ePN1wA/D9994fKy7OMYaLQRPbwkvBgmfvZ6D1ySemu6Lb8v/+c1y7Ltu/39ElkQoUOLt8zx5TwdAEbrbevd3a4MRsmucyBnKey9q0AfLmdewD1+UMGLkfXJdxjq+yZR3tcF3esaNZ14qLOxs0dup07t9zm6680lFq33U5J2D2XJfftddfDzCTX6iQe4DJa9dlDCKbN3cESJ7Lz7TLvC6WhYjMVqEUEREJEhGW6xGgn6SkpCB//vz4v//7P9zFs8ln9OzZE+vWrcNiznvjYciQIRjq0g0kPj4eW7ZsybU2i4iIO3anjvQsciIiIhLkAiLDdODAAaSmpqJUqVJuy3l7n2c3nzMGDBiA3i5nfpOSklC5cmX8/vvviHM9ixrkkpOTUbZsWezevVvbFQRC9fUK5W3Tdl24ADjvJiIiEtoBk82zK0d63TtiY2PNxVUiB7F7eZxQOKAjbVdwCNXXK5S3Tdt1YULt/SAiIuIqIPpOFC9eHFFRUedkk/bv339O1klERERERCSsAqaYmBhTRnz+/Pluy3m7QYMGfmuXiIiIiIiEt4DpksfxSB07dkS9evVw7bXXYtKkSdi5cye6c4LNTGD3vOeff/6cbnrBTtsVXEL19QrlbdN2iYiISMBXybNxDqbRo0ebsUjVq1fH2LFjcT3L3oqIiIiIiIR7wCQiIiIiIhJIAmIMk4iIiIiISCBSwCQiIiIiIuKDAiYREREREREfFDCJiIiIiIiEcsDE6noVK1ZE3rx5zXxOS5cuRbBZsmQJbr/9diQkJCAiIgJffvml2/2szTFkyBBzf758+dCkSRNs2LABgWzEiBG46qqrEBcXh5IlS6JVq1bYvHlz0G/XhAkTULNmTRQqVMhcWAZ/9uzZQb1Nvl4/vhd79eoV9NvGNnNbXC+lS5cO+u2iPXv2oEOHDihWrBjy58+P2rVrY/Xq1SGxbSIiIoEg6AOmzz77zBzQDRo0CGvXrkWjRo1wyy23mDmcgsnRo0dRq1YtjB8/3uv9LLc+ZswYc//KlSvNwV6zZs2QnJyMQLV48WI89thjWLFihZmE+PTp02jevLnZ1mDerrJly2LkyJFYtWqVudx444248847nQehwbhNnthuzoXGwNBVMG/bFVdcYaYssC/r168P+u06dOgQGjZsiDx58pigfePGjXj11Vdx0UUXBf22iYiIBAwryF199dVW9+7d3ZZdfvnl1jPPPGMFK74sM2fOdN5OS0uzSpcubY0cOdK57MSJE1bhwoWtt99+2woW+/fvN9u2ePHikNouKlKkiPXuu++GxDYlJydbVapUsebPn281btzY6tmzp1kezNv2/PPPW7Vq1fJ6XzBvV//+/a3rrrvO5/3BvG0iIiKBIqgzTCkpKabrCbMWrnh7+fLlCBXbt2/Hvn373LYzNjYWjRs3DqrtPHz4sLkuWrRoyGxXamoqPv30U5M1Y9e8UNgmZgVvu+023HTTTW7Lg33b/vzzT9Mtjd1377vvPmzbti3ot2vWrFmoV68e7r33XtPt9corr8Q777zjvD+Yt01ERCRQBHXAdODAAXPAWqpUKbflvM2DhFBhb0swbycTZ71798Z1112H6tWrB/12sTtXwYIFzcFn9+7dMXPmTFSrVi2ot4kY/K1Zs8aMX/IUzNtWv359fPDBB5g7d64JKNjeBg0a4ODBg0G9XQz6OKauSpUqZtv4XnzyySfNtlIwb5uIiEigiEYI4ABuz4Nzz2WhIJi38/HHH8evv/6KZcuWhcR2XXbZZVi3bh3+++8/fPHFF+jcubMZsxXM27Rr1y707NkT8+bNMwVUfAnGbeO4RluNGjVMNrBSpUqYOnUqrrnmmqDdrrS0NJNhGj58uLnNDBPH0jGI6tSpk3O9YNw2ERGRQBHUGabixYsjKirqnDOl+/fvP+eMajCzq3kF63Y+8cQTpuvQwoULTcGEUNiumJgYVK5c2RysMhvDgh2vvfZaUG8Tu7eynaw0GR0dbS4MAl9//XXzb7v9wbhtngoUKGACJ3bTC+bXLD4+3mQ2XVWtWtVZ9CaYt01ERCRQBHXAxINWHtyxApsr3mZ3m1DBMRc88HHdTo7f4sFsIG8nz2IzszRjxgx8//33ZjtCYbt8bevJkyeDepuaNm1quhoyc2ZfGBC2b9/e/PuSSy4J2m3zxNdq06ZNJuAI5teMFfI8S/X/8ccfqFChgvl3MG+biIhIwLCC3KeffmrlyZPHmjx5srVx40arV69eVoECBay//vrLCiasTLZ27Vpz4csyZswY8+8dO3aY+1nlipWtZsyYYa1fv966//77rfj4eCspKckKVI8++qhp86JFi6zExETn5dixY851gnG7BgwYYC1ZssTavn279euvv1oDBw60IiMjrXnz5gXtNvniWiUvmLetT58+5n24bds2a8WKFVbLli2tuLg45/dEsG7Xzz//bEVHR1svvfSS9eeff1offfSRlT9/fmvatGnOdYJ120RERAJF0AdM9Oabb1oVKlSwYmJirDp16jjLVgeThQsXmkDJ89K5c2dneWCWRmaJ4NjYWOv66683Bz+BzNv28DJlyhTnOsG4XQ8++KDz/VaiRAmradOmzmApWLcpswFTsG5b27ZtTZDAkysJCQlW69atrQ0bNgT9dtHXX39tVa9e3bSbUypMmjTJ7f5g3jYREZFAEMH/+TvLJSIiIiIiEoiCegyTiIiIiIhITlLAJCIiIiIi4oMCJhERERERER8UMImIiIiIiPiggElERERERMQHBUwiIiIiIiI+KGASERERERHxQQGTiIiIiIiIDwqYREREREREfFDAJCIiIiIi4oMCJhEREREREXj3/5EtxdHLBflBAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "set_seed(0)\n", "simulation_conv = conv1.simulate(1000)\n", "Plot(simulation_conv)" ] }, { "cell_type": "code", "execution_count": 30, "id": "236995bc", "metadata": {}, "outputs": [], "source": [ "set_seed(0)\n", "conv_est = Estimate(simulation_conv, \"CONVOLUTION\", d1,\n", " NbIteration=100,\n", " Estimator=\"PenalizedLikelihood\",\n", " Weight=0.5)" ] }, { "cell_type": "code", "execution_count": 31, "id": "4cb8c2f1", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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