{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 3. Matplotlib with images" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have seen in the previous notebook that images are simply matrices of numbers that can easily be handled as Numpy arrays. To visualize some operations, we plotted the result using Matplotlib but didn't dive in how exactly that worked. Here we review the basics that will allow you to plot one or multiple images, and make basic adjustments to the output." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3.1 Why Matplotlib\n", "\n", "There are many great libraries such as Altair, Plotly or Bokeh that allow one to easily create beautiful plots with little efforts (often less that with Matplotlib). However when specifically dealing with (2D) images, Matplotlib remains a reference, in particular in the perspective of creating \"publish-ready\" figures. It indeed allows one to customize every detail of a figure, in a way difficult to achieve with other tools. It also serves as a basis for other plotting libraries, and it is therefore also helpful to be familiar with it." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3.2 ```pyplot```\n", "\n", "All the necessary plotting functions reside in the ```pyplot``` module of Matplotlib. Except for the color module that we use to create colormaps, it is the only module used throughout this course. ```plt``` contains for example all the functions for various plot types:\n", "- plot an image: ```plt.imshow()```\n", "- line plot: ```plt.plot```\n", "- plot a histogram: ```plt.hist()```\n", "- etc.\n", "\n", "Let's import it with it's standard abbreviation ```plt```:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We also import again skimage to read an image that we will use in the plotting demos (see next chapter to learn about importing images) and numpy for general calculations:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import skimage.io\n", "image = skimage.io.imread('../Data/neuron.tif')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can directly use the functions from ```plt``` to disaply e.g. our image:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.imshow(image);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As any other function, ```plt.imshow``` can take optional arguments allowing you to change the rendering of the image. For example you can choose a color map to replace the default *viridis*:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.imshow(image, cmap = 'inferno');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What is actually happening when we plot this image? Matplotlib does a lot of things in the background: it creates a figure for us, adds axis to the figure and finally displays the image. It's great that we didn't have to care about all these things, but as soon as we want to create more complex plots, we'll need access to all these elements.\n", "\n", "While it is possible to customize a plot to some level using simply ```plt.``` calls, it makes it rather difficult to clearly \"control\" the plot.\n", "\n", "## Getting more control\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In order to gain more control on the plot, we need to gain control on the elements that constitute it. Those are:\n", "- The ```Figure``` object which contains all elements of the figure\n", "- The ```Axes``` object, the actual plots that belong to a figure object\n", "\n", "We can gain this control by explicity creating these objects via the ```subplots()``` function:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that we just get an empty figure with axes that we should now fill. For example the ```ax``` object can create an image plot on its own:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.imshow(image, cmap = 'inferno');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can go further and customize other elements of the plot. Again, this is only possible because we have reference to the \"image-objects\". For example we can add labels:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.imshow(image, cmap = 'inferno');\n", "ax.set_xlabel('x-axis')\n", "ax.set_ylabel('y-axis');\n", "ax.set_title('Neuron');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also superpose multiple plots. As we want all of them to share the same axis, we use the same ```ax``` reference. For example we can add a line plot:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.imshow(image, cmap = 'inferno');\n", "ax.plot(np.random.randint(0,1200,10),np.random.randint(0,1000,10))\n", "ax.set_xlabel('x-axis')\n", "ax.set_ylabel('y-axis');\n", "ax.set_title('Neuron');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And finally we can export our image as an independent picture using the ```fig``` reference:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "fig.savefig('My_first_plot.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Most common plots\n", "\n", "The three most common plots used in this course are: the image plot, the line or scatter plot, and the histogram. For each we create here an example with the most useful customizations.\n", "\n", "### Image plot" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(2,2))\n", "ax.imshow(image, cmap = 'inferno', vmin = 0, vmax = 100);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- ```figsize``` in the ```subplot``` function allows us to specify the figure dimensions\n", "- ```cmap``` specifies the colormap (or lookup table). A complete list can be found [here]( https://matplotlib.org/tutorials/colors/colormaps.html)\n", "- ```vmin``` and ```vmax``` specify the intensity range to display" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Line plot" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "points = np.random.randint(0,1000,(100,100))\n", "\n", "fig, ax = plt.subplots()\n", "ax.plot(points[:,0],points[:,1],'r-o', linewidth = 0.2, markersize = 4);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- ```'r-o'``` is a code to specify the look of the plot. E.g. here 'r' stands for red, '-' stand for line, and 'o' stand for dot. See [here](https://matplotlib.org/3.1.1/api/_as_gen/matplotlib.pyplot.plot.html) for all options.\n", "- ```linewidth``` and ```markersize``` are self-explanatory" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Histogram" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "data = np.random.normal(10,3, 10000)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.hist(data, bins = np.arange(0,25,0.2),color = 'r', alpha = 0.5, density=True);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- ```bins``` specifies the bins to use and can have various formats. In this course it is always used as a list of positions corresponding to bin edges.\n", "- ```color``` specifies the bin color\n", "- ```alpha``` sets the transparency e.g. when superposing histograms\n", "- ```density``` specifies whether the bin hight should be normalized to sum up to 1." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Multi-axis plots\n", "\n", "There are multiple ways of creating figures with a grid of plots. We show here two used throughout this course. \n", "\n", "### subplots\n", "In the first case, we specify the size of the grid when creating the figure with ```plt.subplots()```. This provides a list of ```Axes``` objects, each corresponding to one element of the grid:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(2,2)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(2, 2)" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ax.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We access each element of the ```ax``` array like a regular list and use them to plot:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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Yi+5bNNPFbcq9GFu0prQp8fbUdfZpV8IxOjITFsKmGROmNlrpjMGcrzCn5/1CplWJLmaDID2QmYRspXqtlGz14yAS18WWhti61I2FssAdH9AuK7CCfWOFbOuOaHWuV+cG11HsQlIdxtzrhSK3UtNizi5QXeAO59hN7UlleETxmEYEprNSTVm4wjndGLyb0+1qv/Y8J2D8jNvWE610f/ruxAS7aXZJa9y2b+imt40d/bjQFtAaqSqkqvy9lIXXb8WSyOBWNcn9pFavFKHt1H1OjS/8bcaENTln9M7FFq99bsWMjIyMJwyPR6b5y9wvmlg82haqEgmC67jN1Hn7+oVBcxWQ6GqAXsc1+pe4ocSY0S9+CQJ353pypWGxqetd3ZLrXHSd0FwXFVoVnXXMDW4+f4GejPTXgtH30eIfNE7918QyFcM53PEBzdEcN7PYi8aTrW1HjFo3XkADcQwEp20H/VbcLl54mxZZbVArtMcH6GKGu7LwhCISxKfjmyS38byGBd0lhAR2iMBwvxNkO5AQ33l6sd3vwe2sSV9x+/R91ITI7eu3rv2/YHEcjW3iXQ3bU3M1oRsbaRdTa3IY231ajeM5HhHjQMbTMWdkZGQ8YXg8CNckaUoWpeAecg629XjxmXLZhP1TfU+Jg4PgOSDsg2nBdXRcp365d2L8IPCWyDo1Ij3BChZISyAJ2wZ3fIBeOeh1YKPrR9eMF7n43+haUdtJdFYic7ryOjLAnK3HWqs+2s8NRDDe31mxeoLlnHcX9paUrp9tjb27oj0oaZ65glbFoP3ygxzGFI07jkgckSjbuWHX2+HaEXnroxkXc6QokKr056UuRNh1IY4sR8mfU4gg7MYmQbuWuiBTxPeXuhiTa6gqut0iJ+cDwdVorGH8AanVNrj/Up3ivaIq47+LVLc2gX3vWS+kj+87IyMj4wnE40G4wi/pWFclMnw3MnJ/aF177VNh9y8al0VZxeTKyC4J2eduCl0nFhO/qCSuPh1SL6SEKOoIXc69JcufCM5hbp16fVOrrL/oKu31Y09cAklwnQstcb1NWrgipNfurxl/B7QQpFVPnmKyFbvqprQ54ZiNrBrbemogyGpDcbrBVYZ2XnTELDov9B3chQw6tJh4je4pWNkSK15Pdrf1QFpiwh5ISUzA4mOjse+6BXuBuLXjfvv7MNOEykTv74SFKU5nodt60AsauzvO/lqX/FCIkY4zHV9sBU4R/9hIrIhhe6QhjN2JmXRlZGQ8oXg8CNeUBSqxTkkZWSWC20R1LJyOf40HS0O82MULUbTg9CkGJvQ5YgeBdNxeisJbTEwknGdYgHbyYsV9liUUBXqw8OL4bT0mCa3PS2XOLpjdXCF1OyxUvcUi0TgFUtJZdsK4YgI2ylkVE5VYF7aY0ZYGaZzXbQWkVrz0ez++zvIVHw86rxhNizldYVcN9XGJW1a7i3FM4tL9/WVl3HesAUt0bT3Z6qyPYoy3eC3nXisF+0l6OLbP8tO5U/t3NPSTWrlcyz0tS33byNqWWl/j7d6iNtb4DeOcuKcpIpmmvoi1hvGPn2Qc8fs/6jIVz/ckfXc4GRlvK97//iykz3jTeAwIV6w3mta8iIiPVIvyCGnr/PeyRA6XnhgFTdZUBGJAGja/T6sVhqTKjovGD2pkQUmtS6mIPVjSpLNquatX0IN5n4V9dL2wUNUN5vapF4LHUWipTicVzx8uYVYNwv2pCLF4Eba2F8zXTy1pFxYTkzwYL5jjAU8TpXTbuZ5k9rquusGeblAR3CxyK4ZxT9zbaJ7i+wgauHBO9Gzi56BtlIesG7vOKu+SnCImU1avfajKMTHuB55Y7eJ9qUYxbR/aBAIU/sV9mYnnGxAn2E0DQeL3fd/fzL5Alu4eh/xbYxf2lLVVRBBryYwrIyPjScRDj1L8vHBZZKG6IXnnVBRhEKH31q89ixUMJKt3lyS/2NO+U6TRbEGQnmppnKJmwrUCMKtwV+bDrYMXRTfNEKUYrHcT7pphLMlCHREQWW12SM9Ori0YhP0hquxgwfZqSTOX6cU7tjbFlqSAqfJEiYB/x2K1rSnPGtp5QRGIVkoMCzvSt/VzEpOyTi+XBgyEtv1zSDlF0yAnZ/29CJ7MA95lrbp7DowIe9CHqRFfBimZq/7ZRukk/AE3WMCCC13dkI4ibGPHujA/gPEcxZbUVHd2r9xjl+Eya9zE30n6rsZWrrS6QUbGQ0e2YmU8QDwehAt23YrpwuQSUob15KR1oLV3DRnjy6zs6xPGrsPwfZ/14pJEkEoXWRhZxPpw+F6SNXYv0lkC7O3zrp0MFp1wzx2G7PZuTFQKO1rkRn0H7VhdexKg2pMqiclJL9Zv+3JB7viQO195lWYmmBav4UpJ14Tea3SsbWEx98e37BKs1kco9n2oItua6vUz6qcP0HmXEDXV/YAfZ6zPivfbxP0Vz01RjI7Fero4fYHEc5mkWJD5DJq2ywTfWSm79AxSWPTqFdyyQuoWnc/ACrSK9M/Oz4NcrD0xNFxiATOjkj5T76fP/yaRizSyYH2u6SFGUZ3R+z5ViihO/nofkYuTQvopjVtGxqOIQM4yScu4TzwGhEvH/3mnC02ajTu0STNpty0UhV+M+lxQ0cJwWVRWbPkKfcfnT2UPjxKfpqHwo1/xgVDNKq/VappefC7W9mLxQJB2SJqqX1Cn8hhpVEswFunHrr/CQiv79VAARjh/zxFv/KYL5v/skKNPtzsWpZ30FEGXFcbYWaLap69QH88wjaN4Y4W0rU+YutqMrxnp8WS1wZ55HZdcbLqs/O3Q77Yei/SnrG9hfkT6qNGRRa91O5aq1Pqysy8Q1S4HmYj4xLvWeH1bVaLzqidbchGRSfDkUQR3tESrAlnOvDZutfFpNrqErH1tRJh27aXWLWs7S1zbP7+98xKfH9qm+wPxmhL2x9bgNOo3tewmREwc/Y8isQZmM//+v+kK4hkZGRmPHh4DwiX9f/BS2LGL7l6arMgS4P9TV/TKAbLeouvNmGwFTGX/DtcKx2OCNXXdxBLVk6M4/cGs8q7CWTlYOGI9E/Q6pn6byFUWW5NEhpxc/SK3S8Cm3GkE4XucKiEmTdIlWjWC/cgh5ZlS3W28xypcVxXKos8+r12yVrUDkdRF1R0TyltrzHrrr10Wfl46y5zOK59HbbUZ5fEyZyva8gCdzzyZUTsmifGYxzfdp9UIBLW37sXtIyvkvpxevv3YoqTq3db9c24adLaA5Rw1BnEO+8bp8GxiDV5HSs3tM7AGrTxZa48PoDC+VFLdeMtX0Cim5YT6gcT7ux8XReHdlfE143dHE0I1IXjvNV1TkY37rFxpH3H7qA/Vrg6nCJQVHB3C7bv75z4jIyPjMcZjQLgG7Oih4l/dE9qu0SdeKyPbGgrbWboYE6zLBMABl+nJAsKCgvYuJgD39BHtwYzijTPvHqt9YknZbMfEKnEX9oStLOmzijeRODqIyWN3l0Yuwn7sCVGLxecRQdODhSc129oTgVnF+XOGxQ2lWEG7sJz/O0fMX59hzzfI2ic/lYu17zpcrnUQ9p2uhmFsmqGw9Xo7Gqe0Dme9NUycg9J25Y0azLpGS4sW1vetEbmM7ylk3g9zGIvIU/LRXVuMYVS4O9ZghRJNsEPMRqWEjPHC+LKA1mFWXVb7YJELc5w+Y+egwUekimBXGy/UN4IuZ/5dWW39u9u0nkRF6F2IHTlS0z0Dazt34oS2bmSd3LMNnTs2Ikox8Uotu1P7ptJHhHmNRP1SlbDadHOZdVwZGRlPHh4LwtVbtmJMCXrTX/8xiepcgXqxHi+g8blT2EfkdgYZ6aymdF9FgWwaLHgysa490Yqzrqc6o2jxVwMSav6FBdNaqErq569iT9eYu7s6pVH7JPpulI6hLzXU9sQpnKuLksVNhzgoz1qaA8vZ85byrMWebnbrJ4a+w3a4pjGYs6iOITq4IsO52xpzK9LZFX5sao3XQM3KTpcVRR3CSNw/Ev33U6m71q2kePK4yPLwHHfqNDr1OqyurZQlupyj8xIcyGY7Tggbp5uIxjJ+RDIQRdWefMmZDHnYrPVRnN0YJNTSbFpEdRDfx884RmrZCpiybBk7uN+N7grp91l492m4psT40Y8mbRrvTmxbsksxIyPjScSjT7gksmztE+2m24FsweSCoE1EzOIIrymtWLw/rS23T3RvOp1UnHZBFTm7QM4Fd/UKLAtPuIJbLIkaHMYhPUEM0ZgSai8WBW455+xdc6qTkrm12Nun+7U6ffddpNwUMeqsNO5wjqy2NNevYBrH/FaDOKU+KHAWjj7dUN286EhjNA99SaUJgqfqI/VanS5wDYMlKKBpwRrc1UOkbXGlgeUM07ae6MX1GmPiFtyUjScx/f1OzE1ac7LfniLm3X7oLFqzCnf1EC2tL7i92vhrNmNX8OS1I2LeW8uCaznWvtXDPYlz6KxCy8JbvhrnraPhHVtt0O3WB4f0kbtRpGM63/vGFv5O9rodx8EZQ1/J313IdxdHEacELwQ1xKWEMjIyMp4wPPqESxn+E7bJf/Kp3uoyLVbqOnQtYL0ro03cNKqM3DDhvJRoRVat4JLqtVohXUHdDItvpI+STb1rgbgEccqCnjCpIusNhy+taJYF22cWzFqfMHSUeiFxoe1mzu867giKlgVuXmLrFrV+wTeN68nS4adX2PMtbGtvZYmvFUr3RNfrxzBlcUlrHaafXTtzvkarEldZtPTjta3rIkHNuL80/USqZ0tctlOpCNKktGKNJzwdgQ6WtvZ4AUawb5wNpYOCwH5CnB/ekXEG/LHbcmQBi61yISHrZusDKmICVZW4o6W3np6o13wFa9y+Oo19MIhOk7F4f5rnbQr7rFvhh8qUe9F22fRDwlezx4KckZGR8Zjj0SdcMe5liZrat1eLJZ01rPXJUWGIXiQhVCki4ifWQFmii5knH0Ho3kREK+Sz6giBObtAC4tWpT8nDDVYOULUlt+5s1DHKRykaSneOAcO2B5XNMcLyk3j29QydmmliMXbQe8jglysKdYbdDnHNA5XWtqO5FQnNfbMR9H1rsTQR5jX3uXZ3UMQ5gdXWXztgDS9RfKsZLP193pqWb9jSVsa5ttOUB6uVzf0CVgDaUn7TIMCkuv4j+4zPLeis/odLNAylM0Bs26wp2s/F3Uzvl50f3FaCWDIGweD2zJK3TByXZqJqEr1hGpEYDeKuaud5atC2qJ7Bxp0u91NhhrcpjGia+4V1odUIVN/i04hzupwWQqJgPCOZOtWxsNGTuuQ8ZDx+BCuUYmSKBorHAsRiVORh+GcCWjrEGlgPvNWo/UGZnMfWbcvyk/E5y8KVoamQc7dOLrwsjD8sEBXpbcqbccL6qgcUddfsKwMQuOguXLIZktxWyjuRot/Z4UJBEfnVb+/J0np+ELEofhs983xAje3vli1EUztvFg9nJveb9xnJwTvEbv9jBkKcsfnxgQiJUPddc3pGrm+oF1Y6msLisIMqSJCNYGQGT24LeMs+KbLHO+60kSdyxE7BBBoWQyBCGHOrAEriCqy9eWWJFjYYotUTDwTDV6PODv9RDLdmHyF82MtWY9IW0bbwqpF1t38dkXB9egAmjlydjHWeOHG72lMrFLELsHYlZgmEg5kKyVk8d9lknRVZrORdfnSCNGMjIyMxxiPD+Ha+UWdFBfep9kancN0O9WBAIj0i2gfdRanTiiKIa9R3fhkl92xkQUqtnA0zdg6EYhGLd4yFsrOpFaRYC0K5wXELrRwraYF9TqrkIKg1wLFRAJ8FF08RmM6kjH021zxCTrteY0oNHOLivhUDxIRgXgOYwIWp8AIYw7jiMvkTLlVUxdg0HW1niSVpzXn71rQzGfwzjmHP3eBPVn3JEiXcy8k32z7+9XFDLcoaa5UXgcG2E2LPdt6HZQqaq0Xw3djMmdr/1zjtBKx7i0QujTDPhPE4TLrTapxSs9J90daqB33pHbPvbNEiSruYIF79hpm2yB3z7ri7uz+KEijEKdycsVjSMeTto3JVhT12X9avNYsIlw503xGRsaTiseDcKWh6GE7YMptOEpC6vMS7Swa3XmqitR1pNnpLE4wWECgI0n1IADf82t8J6ptt8Egcg5JO6MItlGNuXHoelwAACAASURBVFR0PbUgdeSmLyYdR6p150hIvxD3BT7tQ1mwfdcx9RVLedJiNy1aGMqbF0jrIwNNJ9w2m8aTmdSyE7RrvcspsVCF76Ge4JS1Zmp/Wp+x9S7U+aJg/XTJ9kA4e/eCxc2C4tSTJ6mjlBllQXt8gFsUNMsCtV6HZlrFrBqfkHTTdFbEZkSgdqIv47HG95TsHz3/WPs0lctqNEe63wUezg95sbr2qrvFrvuyUU2DtC2maXFPXWH9whVmhcG8ceLjAJ2CttOEb19OrtQClgrh4+047Yq1fjs+Xx3U23FfADktRMbni1xkOuMRxuNBuKaI0hT2lSIxSbmQ2MrVnTNVD0+DVoaBPKXWq532DL/Sd+okjhsPbreyAGeHbOUp0n2Re05nJdt3X6N6/dy7vwIJKoshui2+ZrwdXJI0VDfOMdsFZuPzXZnSQmGor/pSPKI+wnCHZMUWn+C+g10rVbdPremi61rY6K5APvQX9sUi+E5jJNua2WtnuOIKmyslF89Y1k8ZljdKlq+ssKutt/R1Y9aZRRpHdXuNbNpBbxVZr/qkpOnznXp2e1ypk0R7imRNkZTYXZ5G3Tqz/92Ot6NKCKMAi7rG3Dlj3jjcokSPDpDTC5/8Nx5j2I7JvSbjHs2Djq452h/uJUbqWoytXwHWZr6VkZHxRGLPT+lHCEKkH2H4jzrOAbSvrpyYQQ81ZVWI+0wvG6cHSMTqcZme9Jy9xXmjc6ODXeRZRCqmEPcR65EAcUpxuo1E513bUHNwSl8UC6JFvNB6VqJWfBTgrPTEZLXFntfYdePdicJAiIKuyci4z5BoNHYlRmOWbe3lQ4X1+6Zq54V5iRGPvWlhs2V2a0N1pjRLWD8lnHyx5eL5BW4564MSdD5DRZDaYU5WyHrjk7Ruax8pGhKThvmL5ybcR7i2G9oFfZ9GyWlj7LVuJW1Gx+MSOGFfatFN2+zMXRQJGL/z2xq5e4Y5WeFmJe74EJlVI5fzKOAhzME+7CNV+8YUl/yJId07YK0v7VMUPEjGJSLvE5GPicjHReTbJ46/V0R+QkQ2IvLHov3vFpF/KCIfFZGfFpE/8sAGmfHWIFu7Mh4xPAYWLhkWrylBb2pBSPQjIwHyfUZBpVnEw7Uni+1GSLOUjywdUyQtEizrcj5ob6baBbiEnDmHOY9r9OlYVxSnWUj7CJ9VyfbajNd+ScVTP9Ny+Kkz384azHrrc0zNrCdjRpLxJGQuvd5O6R3FXKzHBGdPZOJovOHT+pI+0rSYszXz2zO2hyWrZ4X6EFbXDdXdOXZeIK3DbFuKkzVstkN2+lj437jd66QIz2XCujmVcd6fsut+24k+jAnypBU3RERG725MRMOPjok0Jb31yZmh4oEqcr7C1g3t9SNUfW4zbVrvWlT11uAwbBdda8qdmI4tfE/vZypti3T6yKeO+9xlenyInK/g1v39nX6uEBELfDfwdcDLwAdF5AOq+pGo2S3gW4CvT05vgD+qqv9cRK4AHxaRv5ecm/EoIJOsjEcUj76FK2BKOwLDL/mpxWDq3MiqJbJH7NthMlqs+4zJ1o7FKyrnk1q9RlayyI1WP3sFvbIcfu0PJ4wtDikZa3zxZw0Rk4EQpYQn/gzHrPULf1VgVy1XP+GwG0Va9UlGF6Uvqtw4TOMwtUOLpN9YRB/IU3ztKetam+i/EqvdjtUrtpKFc1qHrLfMPnvO4rajWMP2qqNZCM2Bxc0tblZ4QtWllCDWZKWWv5gYxsf3uBfjguTxsw7P1verI0vTpRF46fsbu+lS8pJmeJ8qGr3P7d76kk3m9pkvk3S4RArriVZRIPOZz003Gkv0XsV/M1N/c3HkMIxdiOHdthaZVbRf/Byf/vpnuHjvc97NudrAZrvb51uHXwp8XFU/qapb4PuB3xw3UNXXVfWDQJ3sf1VV/3m3fQp8FHjhQQ42IyPjycKjT7h6b0e0qO0LXYdBmHuZqyNk9w5Ws9T9EreLyVVE1lKSFROr2NoRt9tZkMO2cxR31rTHC18i5mDhXSs2crtVJXrtCD1cjslJIFdFV/zYmDEJijVVKbERnyLBVb424cHLa+avr3zag6bFrL3WSauCzdMztPCpIfq+Q1qENMcTDGQrJn/9MR3cePF5cbvUIgc+1UFZjPZL4zC1Ulwoy1cMZqs0C4OKYDY+RYakJCsmPqmbdY+1TcO9RM82Jd3pPY7Se8Tk67LUC7D7OUWe9rnp4n19NQU6gf1wj7LaIJsad7iA+cz/SChLn9B151oDySXNIZb+3aR6rtgl2hO1jtzVjuc+uGH+6hlyvkJPz4eo3weDF4CXou8v83mQJhF5Efj3gH+65/g3i8iHRORDN27c+DyGmZGR8STiMXAp0i/IO5F78cIV8nClCRanFoVRXqGo3RT2uBKnysFMWTumju8kMHUOc+cUc+YLM+t8NiQIFUELS/vUAe2iwKxbilvnyGbrdVCALiragwpTWsy58ZYCp4N7L7U8Ra5MrKE9KGlnluLMJzXtM6Y3XsTvlnOq21vUGtqZhYM5tmnBNWOhfFqbMXVlhmuHDPyBAFozFO/el5QU+sSsA2ESqBuKi5byzDC/rbQlqICoYi7qXW1bTx4id9k+V290rb7sjoxdxZeRrh3h/D7EqU6mUjFMJfK9TJC+T3DvFKXLat80yMk5xhjc0RLTadmkbnxerLgUUJij1NJ7SbqKyzSTYg0UFnv3nMWtE982JloPLjXEVMefk/9SRA6BHwa+VVVPptqo6vcC3wvw1V/91Q/GP5oxRnYjZjwGePQJl4i39kSWCbF2KF0C/j/skJIg/MK+l94kXSjM/oWzbz+R9+iyhTddnPvjU3o01T57u2zqSIfj3XvFZxv/sER6stAnMg2pEAJJiOcu/oxJTFTn8eK5iuqk9eJ4Y/qyQaE/2dbYM2ivzH0OKxuRnlTXNEWyYndmHNUYtl20uI9csxH5SvvtSJQ0LXbd0lYVzQKkhWLjfP6wNBt+Op50nuK+07Gwq9nbR6onrVX7EJKJjsa3h9DAYLXayUuXIE4A7CICFtKgdHMvF2vc9SPclQPMnVMfbBHSr/R9JGPYlzKiv250P3FBeRGkKGA+81UWNts+uKP/G7GWByiafxl4d/T9XcAr93uyiJR4svW3VPV/fYvHlpGR8YTjkSdcao0XlIdCz8HKITKUSwkL0JQbMQ3Bj/aJ7UT1E0kegzuoJ097Chn34+wWWjXJvgixa1LKclzgOIiy+zFGqRJUQdwuofKdIhdrjBWaI5/CwdQN4hw4epG5v69IpxTpco4+durF8VXhdT1GwNi+TqLUja/RV7cYp8g6WKOEvuRksHSlWrE4w3ys2Wqj+4nnKXwP447JURDNh3bddc26Zn53xvrY0M7A3lSfLyx2H4Y53n1wu5acCXF82LfPPTyyet3jXfH3ssf6tU9TOCqhk+i3YpH8VC3DiWur6WjNtsacrdHKJ8NNqyuM5mNqXgLCfaT6u05bKEWBXjvCVQWy7qxZ0Zz6WqTt5fqzN48PAl8qIl8CfAb4RuB33M+J4h/4fw98VFX/4oMaYMZDQGoNy9axjIeER55wYYT2eIE9tz60fVvvWiy6dntdh2m77nPk8kmsEmOXX5LXKLZa3Yc1Y0q7FVvodnJvpULtVNANY4tP0yIXG2xpcVUBB3NM57aTYLEIJAb6ZKdY38aECL66wbiI/BkDoj1x2TwzR42wPN2MiUxKWtLcWjuRiol2a5io8XZM4mL3aDxHzmEutsxu1dSLChiKfO8QuZTExtfZc/2+UHi/eyyWj78Pj2yXlEy+A/18TbxDl1m2pvJ0hTbxZ5pENY5iJHJxX6xRe+DLPzUNihusxUTP6l4kcmrc4EsMXTuifvaQ8sa5j0TsAidCWR+No3MfkBNOVRsR+cPAj+LNcH9dVX9aRP5gd/x7ROQdwIeAI8CJyLcCXwF8JfC7gH8lIv+y6/JPqOqPPJjRZmRkPGl49AmXU5rDiuZKRXG6xd46Q9yg95hMLJq6DoN25GDpayTW9bSOK2k/6i8aT8jkDUwmTE372CFWQeeVnhffR7DGxFnbU5dgBGla7O1zTFmgi4rzn3eVkxcLDj/Tcvizp5iTC3+JwoI1uHnl0wScrRCnvmRPuEZY1ENWeEBLSzM31EvD7GiGOV9NL8BxwtKpsVqDzipvsQxEMCVkgVjGpCvtJyZHTQsCagRRMFvdbRf6m0pXsSflgz89Id/J/rDtLzFN+Pcmv91H1KdcijHZGg3E7G87VWS6ay8iuGevcfsXXuXqR06QuqW5foWyaZHVGk2txTt/Y5Y+bcSUbstGKSucIifnVGvvQtSm2U1/cp8pW94sOoL0I8m+74m2X8O7GlP8vzxAX2fG54mHbZ3KBa8z3gQe+ShFUV/zDqA9KNHlbH+UV7ydLGYSZyvv9k8J3OP9sRUjjVTUZLHYSWIZxp+cr7G7zDeIbnbivuIUCpdZGDqXmWxr5NxHGxbnymd/24o3vuoYnVdeD1Y3yGqDOVt5rRh48lEWPjt7XMomKnyts5LqtKXYKPVR5SMip8bQz4HZIYWIeGtHiKYM54RozDCWdG5SAhfn8OrGqyIUG8U0it1GVpnIdTo5f3G/oX0YV/R+xAlsw7sk0Xb4PtqeyMM1zM9+a6jECWWhJy2+genTeeztayovVkjJcHwI16/BckFzbcH2UFArXRCD+PekKHbHEOYm/AuiemO7BLjhM8x3SFWh4Fp0s0HPLnztxHZCb5iRkZHxhOPRt3CpYk/XmLXFzX3YulalX7xCRFWM9Jd2IF+qsFp70hG7gRLdlb/k2D00le5h1O4SYfRkNGNdD33FVpJIzxL2T1lXhntzgzVIxS946kvf2FtnPP1Tjs1Tx6gobllhGk/IAHRRodZiQk3EfTUD2xY381GMaoTytKVYNcOCOUFQetdlsE4FsqOKzkrcYeWTn/obH1831Wh1JG3HlRodl9ZhNy3SFqBdRvzQNi3bE8YVY8qlu0/HlW6nrs5R87H7sX+WMkQ8DpfU0efIgtpFGk4J86WqvMbxfDVOqTBKw9C9v/MZ519+neKipXppS/Vzt3jutdKL55sWe3ft00LUFdJ4DZ/G/YEnUdYii7kvvL7eerLWtmB8Xz6R6oQrMhXhx9KAkf7s4Vi7MjIyMh4mHgvCJesaWdeYdeMTb1YlWhbI+cpnyp7QYolIn2Hbd6ODyD5G6kqMrWMuOV9kZ+EMJClgn/toXyqB8a2O9UmxVWUHaZqHMF7rCYo0LeZkxbMfnrG9WtAuSmgV06VgOHvPMXbtWH5iMyY3RqCNrmsM4nziU3GKrTsxfkjtMNzgLlEJYwwFrTtX5vbqDHMx927ONlmE4z5U/XXSlA67E+eLUCuIA9PqcA9TWq00K37UDzAmfYX1Grm4nxBQURZjK6Em+j6RwQcVbwOyXPi+OgIsxTjZrVozRFmGffMKZpXXQHUJQnVe9ePZ67oEHx3YOpYfu+m/1423zIZIV0DWG7bvvkb97kO2h4bjnznF3j71zzk8y7JAq5L2aMH2qTnzz5wid8+6kjxMz2fYdtqP1c9/4ibtLXnZ8pWRkfHk4dEnXDAUG97W/j/8RYWWBYbOBdP9wo7Lqdwrd9YOpvQ0CdmKSVd3oO9779gntD8UhXf/+R2DZWuqbXQdQnvYJVupBadzH1av3KW64dNqtIcz1k8fUVw0lCcNpvGERl3h59U5xEm/uEu30JrTFbRK2enpxPhkqLLejglaPNbYMhWscE4x24bq1npIYzHlKo2/N+3YopW6KbvzzbbFdRkF6oOC4sQi6zA/urv4x3M95d4SQQ98XcaedMTElu69NAK2+zPqCKiE5Kyt8/NbFt6y2HitmB4dcPFFR9itY/baGdtnDzh7oeLoEyuKW+fDnATNWXgny4LmaI5cmWFvX/Qu5EDamFVQlcjFetAAFgV6sKBdzrC3TnyOtvg9iYi7OGV1veT2l1nsFkxzSHm+pLrjyZ3ZNJi7Fz3BLU7roWZn2/oIx0CgLiHHPSYDAx5YhGJGRkbG24rPm3CJyLuB/wF4B97m8b2q+pdF5CngB4AXgU8B36Cqt7tzvgP4fUALfIuq/uh9XGhwCwFUwvr5Q1xpKM8aypvGC7hrQVL3ot21QonIbskeIkKWWLj2hfjvI29TyS+DNUyGnTsLUiqonyRh8XZfWieyxsT9OgW8ezGQBavK5vqcVgts7VDj9TtSWJ+ZPbjeguYpuqasN9htjdQOtyzRwqCF9ekn4vHFrsY0GlEVuVhTrDZdYegJN9+k5c4N1qY4a3ysKQJcIayvGYq1L0/k+2nHpDC2oLnE7RUITtGlMtjW2M3WE6VwbmwdayL3pvXWH0RwR0uaq3NolYt3zhGnHH76AnO2BmNwVcH89Qtk48sylbdWHG18zUdZb4Z7TFI0iDHYVYmW/pmLi+4lRJ52Vigq73qvnznk4p1ztgfCM/94jTSr3aSvXboNd2WBaWF2B1wJr34tqAjv+EcLDl7bUtxde4uedrUsT1eecIUfO200T1OYcr0/uBQQGU8ysmg94zHEm7FwTRZzBX4v8PdV9TtF5NuBbwe+TUS+Ap/35hcA7wR+TES+TFUnkiNFSNxJUjdUd7fUhyWuEOrrS4qZxaxq/8s+lJoJhCVE+cVuuon/+CfdglHqiB0dDrvWq52UEXGb2PJTlbBlPM4JC0vsjhqRDNVxvqMRyfFEa0cnYwRZOZafPkGtr5/YXPFi+FA7ERiKQ4dM8OA1Pur7NhcbdGZ9AENhsDdPvbstWKL655ZkKg/3EUhEnDU+tYqFe5qyfMW5v6AnR2qFeilsj8C9nsxLmkZkqpB315eWvug1TRRFl5LBWMQfp5koLO21K9RPzamvWO5+ccHqOeX6TzHoyrY19mI96ls2W8zdbi5aN01cRHzajjdOeq0erfPbXXoPWW3AGHRe0T59iFk3SKvM36hZ3IhctOKJ4egeC0t7UHH+nKE8U+orQnnbML8pXPm5C4qbZ11kaTe+phl+zEylaennt+t/Km2LEa9Py6QrIyPjCwCfN+FS1VeBV7vtUxEJxVx/M/C1XbO/Cfw48G3d/u9X1Q3wsyLycXwx2Z+4x5X8whBZI4rX7mBnFW45Y/vMgtXzB768y+0Se/ccar8QSKe/8aftEqFRLi3oI6wu01pNka2p9qmWpyd8znW5sdzgoozza8WkKrVuxRqj1JUYX2s0feEeAYMnpdYgmwYzK2jn/l9xd9WTNi3MoIsKZX7i8Tj1yVFhsPAE61M83imiGK+tMSmL7yHuI0YgadaMrUDWggNbg92AK/09iDGoVW+Fa5O+w/UDOm2SxO9a9P7sTc0RW8lE0JlFnDJ/fcP8xtbHMqxqzNmmf+47JYqmLEJTZDNE9zXRvLQtmHY0PtmKdzlag1XvxpXOGqdV6e/LGF/UO0pAa082XP8pP67ttYqD1wyLG9u+lFT4O+wrJQSLcOxCjJ/7aK4n7rGvwZmSrktc/xkZGRmPKd4SDZeIvMhQzPW5joyhqq+KyLNdsxeAn4xO21s4VkS+GfhmgLm9MpkSQNhigPKOwT0zp10YzLZE6rl3y1iLLiovzN4yiuBKBexxlGJsxdpH0AJBmsyvpSFrtutdifHiI1FUW388nOsn7bKJHqdTiM9Lt1Oo9qRDOhettI7VcwvWVw3HnxTMtvU6nXXjk8xORC7qokILQ7Ps3JBnHUlpW0+ERhGiiZUrJm0p0QrC+vjeUsIaW8gC6XIKRsGAqRW78c/TlRYpC2+5i59DuG4bacO6eZVej+Q6reAMOb0YxpGK7GNYg7t6iLRKeePC9xW7UgORC27bcM8pcR49suQ9DO9bPCfdvYyspE3riXVhYWsGV3G4t6l5BczpOeZ8hZYFxd2C9qBCWufdiMEa1lsZLyHHcVH4qaCULtKRFkbJWtNErRkZGRlPEN404ZKkmOslAvKpA5PsQqPir8fVszpa9CMXjqhS1A32fEtzdYGrDO2VGRbvejQnF17XUljkXMfalel7GbkQ4xI/cZsdq9LuDey4H+NjvetsKuv5vUjTVK3CcC4M7qZmghgE95pIX+6urYTtFaFZWOZ3N5gLr6+SWCsVd3GxwRQGNUK7MKxfOKS6W2FvnXuSURhPVGK32ei+u7HH0YmxKzGMc8rCF/cFQ1BDVVIfz/3tbxQTZUeYnEPw1yt8TjCpG69zi++3bryrNJ7zNLrRuV4rhTHIpvaJZEfpDiKyFO+fKp498T6lpKtPDRERvzh6FvAksxtfP2tT2fqHDrrABv9+SNN61+e2RmeV1+rFWq1+cHvI5768YGkx7r0FuC/5G8jIyMh4TPGmCJdMF3P9rIg831m3ngeCouZNFY4NUOcGK9HWQeH1R7Yw6NHcu086a4sWM1xVoKWhaNohvL1td6xPU1GMk2SrH8geMrWv/bDTf8bEaSqUvidQdpyVe4psxe3jRT2429p28jyzbijWjoPPgpuJJxjOp3/oxxK2rRfJa1XiSoupFVcIL3+dZfHZihf+QYu563qXpBjDTv1H7dzDhd1NP5EK2C9DTMhE0LlPwmprRdf+s38P9p0fXMNxxvtUqxXSXqSWLedGRFGXM+R8PdSYDM8hdRu6ZD6CBiqydgYiJZ0ebxS0keaM21ekPb1eMu4dy61z/tmPLImmJ446q3rC1b8TRryF6jKX9r4qDiFHWEzY9pGwjIyMjCcEn/f/buLZxFQx1w8Av6fb/j3A3472f6OIzMQXj/1S4J99LtccuVbixbF1mJMLylfvYG+fexeICG5ZeU1N62iPD9DlfExkhnvpP+N/IwKWusLGkzFYacL2lBsrJRPB5Ra70mIrV9B2hSzhl7kPY6tPTM5Ux1F/EeGT1ZbytKWthNVTlnZZDmOMF1Yj6GKGzme4ZUlzUHDxbIGrhIOXDNVdpV1WPlt93fjotSnXm0msW/HYU/fqvvkL9xQyzFuDGuOJiIKKYDfOa5acDuQxRF52onIKO/STEpNUVD91H9b69B7Ov3shrxWx4D7+dwnSJLjDdZJ3MEp+2t8T/u+iL8LuPKEK/YVjqop2usHx1A8W3d5qFtydziHrLeKct+JZO1w/FItPn9kU9hXqFjP8y8L5jIyMJxxvxsL1NUwUcwW+E/hBEfl9wM8BvxWgKxL7g8BH8BGO//k9IxTBL6KpOyVYBOJf8RoVGTYG99Shd6tZ68PondI8dYA5nGFvnflz1ptxfwlSbZbG1wiWgUACYlIT9EWxhWUfYQttUytK6sLamRfdJSRpn6l1KXXxtS3FeY20JXffKxy+UlHcNlAzaHWMt2zROqRusG2LqyyugM2RYX5bsVulnRnKMA/73FYpgZ3aF8Z22Wd8XlWyfWZBOzOoFexWMZtI4D6aU0GrEl1UyNl6d07jdyrMe1zHMU7+WRbe9RaTq4A44Ws87mTs4f1J378RqenGHb73Fq6p+oUxnPrEv/H56Xl7rGMj1yT4LPYHiy4wYs+f7GVu9svGGZBJV8b94FFJBxGPI9dXzLhPvJkoxcuKuf6aPef8GeDPfK7XGpU0CX21zrv8AhGKBciAuXPuizIvZriFdzlpKdTHc8yqRo3x5r26Gc6N+48XwYTwUZY+0i/OwG0TK1Kw4uxbhAJRi6PihouP94XxTSX9TEvdjNyBbkwEE7ePOJ+vyjQwuyUU5814bKq4g4V3N3URbWqV4mTN7O6MN36RZX4DZncV6axLGPEpJAJhS9fQrs1gqZogUfH3fVaTsL9pMbWjrUyXlwps3Vm4IhKgs8qf1rRIsMC5iCilOq2wL1gf+4i66DlM1XiEMencZ5WccGfvRL6m+eDixz9FlkKFhdbtbxeTn7YdufDEGp/JflujTeuLtDsHm9Zr1WaVn79gUUsJUmwVTT/TffF4Qk62S0pkZWRkZDzueCwyzWsa9eQGN8hU5nfa1uckwv9KtyvrrTQHc5+RfOFzT7njA+SiC9cPFqlukbwse7zvWLpf/J1Fq1uE1Yi3fASrR3AZpgL50EdZeNLVJHqheFGf0n2FBTuN7Evdb/0kTpC+bozFxvH0R1uK002fBkGtJzB9zcNwL4X1kXhnLajFlSAtPtFo3O9lWqzOrRee0Yj4hEjHe2mDQtJPa3BWcKXgrGDriMR194ExuIM55ny9a6EJ14gtWekcRXOp84r2qUPs7fOBVKeBDHHeN+fG72dsyQqkM7xvuhtssZNgdx8x6eakJ2WxbiptNwygG5cb3IOBjBfWuxgDKVxtfMb6559C6hZz444vRA3gojkNQRtT15vSdPUaQcuoSHdGRkbGE4bHgnCN/qNOhLdxvcTRYhWsQg3eHda2GPCi78OKdmkxmwYpDJgDZFNj7p4PFqdAZqYsH8F6FGrDpWQrWL6CdaVpxgQubIdUCjFSi8mUnmifjiyM7TL0bjMdMvEDfbyo+Dp+FBaNa/mFw6sNaoTZ6yue+ohFrTC701KcbZG2HTRTAXHW+jgysY2IpBFgeKa9ZWwqQ3xCNrS0uMr0ttaQfV1FkFnlz9vWmNOLIXrwXrUZY8TPf1ZRv3AVHBSpDm2KyEXX6KMNY1H8BCmbKmKtZoJ4BYS/hcRaNbrPqX0pIVOHOoHVuh/LyIXfabramYVlQXXbDiWFgkU3zs015bZMLVvButXPmcGX9smkK+MxRnYxZuzB40G44mithHyJNb0LJfy67xcriDReFnHemiXrjU+c2kUwtgclzfU5s3mJvXMxRK7BmGzFVpe+3MtgURIVdtId0FkyAlJxdkxoYuvWPrIVu7lSxG64HcuIG9x4YRzOoQKmVuoDg31qwWzb9Pc3lYcL8AWi11uufOqC9XVfuoZWxwvqFAFMyZIRX7sxLNZpm5iUje5FRyJ4VwltKYOD20B7ZYbZNj7hqEtctLGFLJ63fmBJexFfk3BWYS+avrxNP6+X3TORe1pkKKDePacpsjWFuPrBzlzAQLZSUrNP6xURrZSo7erWAwAAIABJREFUjcYRzldFVhvKz56gyxkY4//2esvsPSxZ6bH+GUZWtvg+MjIyMp4wPB6Ea2qRiYtUx6HmqbUrnBMJmKVuvPanqWiuH/r2Cs2VCoxg75qhWLExPpFqw5j0wECIAmmK8zPFi7gmi3t/HwmpivtM21yWe2uKlKQarqlISBG0tJiNQw8tzYGlMgbZbAe3aJhvII5plU2NEcEeVbRzg5YGXVTd/KpPIXEw90WqQz6nmcWcroe+IxfWcL8RqQjuxZgwiNBVLUcLi6ssZqswhxClWB8WnD9bcPypDdXF1hO7oCuLF//YXVl5nV+fjyuab51X/l7WtdcGxrq7oJ+LBfKJAF4n9t0PdjRdU+5EMxFR27bgzLTr8bLkoikpC207S7LQICsIGev7ovKxBvJeRPteLsOchysjI+MJxeNBuNLorKnP5Ff8ZORhvEh2UXfezWQo725RK2yPK+SoojhvfFmWdYMJiUD3RQtO5WgKSMeQ5t5KBfOptWUfAYvb7iN0aRHoeJ/xrkNpHaKW2d2W8u52mJMpi1C438jKZ7YOVwh3v/SA8+cNL/z4CeZ0DUZYPX+AqR3zV8/QecH26oxZ26UnKD35Cjosfx0G91R87UCyontQa9BZhZsVfn1WvFey9OTqyktbipPNtIYp3VdY3NHS6/nadrBaBuJVFj2x6Mli//7tWjTT59HPfqpHSyxaaZWDWKM4+mER7qPvNrkfa8f6qJDzKiZacV9uHHAymfW9S1EhbYtstrjDpRfZ11H7+N7j93iKZKXWt5xpPiMj4wnH40G4Au716zh1V6QIi0GwRrQtxesn2LJAFxX1tTnt3NBWQrM0FBc+CaiJS8CE60xFF06RrdQlOZX6YcpFuC8tREqiIuH1jkVt3/fgwjqY+ySm2+4+gzsxttBNzbmIr6VoDaZuEbWYFo4/1Q6aq9Yxf/3C68EAc75hft4RoMKCmXDpxfO771hn2aIq0YXPCbY9tLQz8VGpRpjdcZQnW29di59FP4eMRPeoev1eSo4Lix4uccsKc7IayFaaciOZmxHiZ0D3QyAKopiqyblDoALpit3P3Ts+WRM0RkxoYNf1KAZCKGlMnMSMz++up677oVI3fV6uPv1E/AMgHufUeMJ2intUg8jIyMh4XPEYEK6IPO3LH+Sm/4Pfl18LEb/gNb69OIc7nHHn582ojwRTw/KzLUXXlztawJW51wuVBldZqldPhvI1MZFKrRf7EmemLinbfQZXJnSRWwmBC1aX4MpJE6KGa6dWhnRstsAtStqZwW7cuE2YnzhaEDzR6AiUuCHZphqhPHPYdeuF+F0eMLPq6gnGLsROxN6n1JhCPPYp4mUMblmxeseC7aGhPhCapVCsoLjw9yuK5xGpNqtPBhvtCyQqWNqq0peEUvX1Ii+2QwRrrGsL/U3dR2ShGt+aDEEU3T3tWLKitsCQkDR2lwfdYuq6+1yi/ProxDQy0w3kK7gmY4tZ2yJ14y2kNipaHsjbJbq9EXYE/EE0n5GRkfHk4TEgXDIubDxVJiT+HrchIV1TYvJuETUnK45eWvDK11S4Ujnsig65mcXNLM3ScvdLSuZvOKpTR7GcYTfbYbHpavP1gvopfVZATM5EcE8fcesXHXP1Y2cUN0+HvESpFSUlILFl7DI3Znp+YX1+stKyvl5y8OoG7fRcoz4MwMQi3lnAtCq5eGGJOKWZG1bXLcd1R7Rgl5x0CVT7fdaitD6lxJSlrrOkSUScgmVte23GG19R4ErYXnPMbwiuEJyFxc1oPjoiqxIJ82cz1s8fMru5Qi42XncWMtcvZtRPH/hC3tu216BJyOQe5iaUSwrvZprsFAZSBaNi5uHp6ARRmyx4nhCxveL5qZxbKVJSFrvxYutW7yJ0voRPcFN215dtDVeWXVqTxpOlcI6xuy7GWIM2EW3cjzW7FDOeFORoxYwEj9f/bvGv7IDwH/gepPUPowODC1AVaVrmL5/wjn9ac+1noLrTUJ5ssec1Kn4xX9x0VGeO4qL17reY/HR1BnU5RxczWMwH61VoE7sBrfX1CZdzbn3lMbPf+Rpv/LuHuKOlt64Et1qwfHXX8GkoZHwf8WeM2NIVhM3WC55pWsqbZxz/6zsUt1fYTduTmR39TSxij67nDisunulchq1y9oKwvVKiRaRTC/9UR+kydDnzNRCDHssIOq9wh3MvuLemd0dqpzdT6+fNzbzA3TSwenHLf/DLf4ZmAWpge1XYXCto5wVadlUGQroCY9DDBfX1Ja4y1NfmNE8f4o4WuOUcd7TEzSvsukFq5ysVhNQYsassWLZS0ptGLEYWxRCpOlV0GujL78R9Bh1XavXayUQPuz829v1NxFalyyIE97kgAxpf8FsPFsh8Nr6eDn9Xo3cpdSfG71bOv5WRkfGE4zGwcDH6dd0jTguRuDB6l0scydhhJ0lq0FA1Plnq8mfvsHil9JaNzmrhFgWIXwQvnrHIUxZxB5Q3BXO+Gmm3Tr7iKcpzx+zGhe9DpP9ks/UpBbpxuuMDPvs119geCyc/8TxXzxzN8Yyybr0GPCz0XSkZIHLFTWiILrNsBWLQuSAlFGa2fmwWaA9mniwV1mcYT11DiZtPWsVuu0s7uPZvWsrzZteKSOeCDKL4QHYDaQnWLafDXKXWvW7bLWe4RYGzgtlC9VrJP7n4chZrwIAK1Eth9dyMxU3BrBpkVkLjcPOC+rji5IsKTA1XXnKYLueXz54Ooi1ytu3uzw3u4pHbOtHW7UsNEd9HNyeSELF4flM9Vyqij/f3z6S/bBKpmFq8RoEPnasQpi1KI+vU7uEQxCJNS/3cAlsYzOs1GsT5YR5SPVcy5oyMjIwvJDwehAt2fwl3/7n31RiTdBBT4fKjxKixtQl6C4w41+dZ0s6iU968wGxmrN4xp1544tIsLfrsAXbjs9fLqgYrzO40fZCbW1bUhyXr6yXNXDj61Ibqxrm/XGnZPLvk7IvAbOHok8rspMVZQ3tQYazAxpOi5ukDLp6fU6wc8xtrn5qAZpy/qp+TS1yL1vTapJ4ANK3X4mwaZFnRXFtQ3JHe6udr9ujufOGF8Ff/rWV7XKIOypOW4mwglP1EwEC2urmWukVL0Hnpy/D0gvTIKpdouXRW0Fyd0VaGdm6oThW1QnFhKS581+VWUfF1HpvFjPKiorhwmK2jOfDi+u2xcPgZh6gnVWbrSawEHVfkYhxZtcJYgrYu1tSliXHjc2JMuLV3rLBRotwpDaKmz53uR8W+YJGdvFgTmi0YW7XUJa7BzvUYfuh02jx7vvXPL7hVY9fiFKZc/5mEZTwJyK7DjHvg8SBcsRsi/qUeLF+xZisqA6TpuhJbB+LFMFgxggA4RIBFVgW7rTm42LKYl969VXgB/fp6hVqhPGmwa58mQQuhPayQRjGNUp45qrteXF4/teyj6bZXLFd/BuzWUWz8tdq5wZUz7MaXH2oOCtZPWU6/yNDOLE99xHD0MU8Id5apEHAWlwOCHfIyyrEFXWLQBnO2Re2c9fOHrJ4+5uq/OffkLuRbijVJdrBKod7apYXBFQa7Taw48fXDeMC7+AoDrSJG6M0pErmJw/U6ofz66RIUNscGU3uyagqwWz+nagSMcvGsUB/D0SeEq7dr7KrxbtNCKM4LytMae173kZladhF3xnj332ozdqsSzWus35rCPjc2kZZrHxJCNhn4MZV7q9vfXWTaFZgGn/T77JA6oh9H8seT9NeniNg2uEWJXnkae7pB3rjjfwRpN1difNqJWL8VY4okPkD+JSLvA/4yYIG/pqrfmRx/L/A3gF8M/Feq+hfu99yMjIyMy/B4EK6AfWHvU8dTl2NYKEziVoyLDMeWiZAos7CecHTH7WrrF9vCW7pMu6Q+LHCloTzZotbgqoLV9ZLFzRqzaZnfbDwBLAztvKA420JhMI1SbBRXwPbAUArUB4bNsbC84ZjfamiWfqGb31SapdDOBDcvsesaLRhK6fQE0ucVm4xYExkn7dQxkQjE6tZ7Sxa/7nVe/zvP8OxPOszZaijxExMop2hlaA4M1Z0GVxm0MnAxXG8UaRklMtVZyfq5JcV5Q1G3KNYT3F7vY7pi2KDWQmHYHlc4K2yOhfqKUJ4prqS3bgGsn4bZbWH5mmJehnLlkEaRZhDzF3forWxBxC+NgDU0Ty+oDwsWnz717uK0hA8M97SvSHVA+l6xx2KV/hC4F5z6aNCoz/gdvzSxafpexG5Ga6MEromAPiZxPXHz39vDivPnZ1QnMw7OV3C+im5uHGEZDbqbw+Tv1wgPqrKPiFjgu4GvA14GPigiH1DVj0TNbgHfAnz953FuRkZGxl48PoTrsmzVU7/iI4R6dAEjfcywc+wWCpqnZhCb98RLxNeRE6F8paasyi7NRIvOKporJWfvtCxu1hR3114sTuc+c4rZtrBtmb/eXbryliFplXZWoYWwetpQnhku/n/23jTmku06z3vW3jWd4Ru6+3Y32XcgL8eQCm0poUVDQQADdoBosBQETiAYBhLDAWHAip0ESWz9sv4YEJAB8Y8kghAYjmEbkh0ksAALoRPDUgIoiiVKtqjBsq5IXt6pb4/fdIYa9l75savq7Kqvvr5NkVe53Tov0PjOqVNVp2pXnd5vrfWud90MzZltqRQPPbZSqms5qTWYbUN1o8Bnob1NdtKQvX26i0hFlhqapZAmyLbaaaaGg9QSTbBb5d23j7m5IUzsiQ1j1ZNW6QX0ZtOQnQSC51OhmSXgC+ymBqeYrg1OH9UCjMHNU3waHOp9ngSRekS4tDdoDdG06lrOxZ2U6kiojtpLMxPKG570zJCfCMlaSTZCulKKE4/LhfVNQ5PnHH7VY6smpL/idGF8Xt5jzyrqeQJJEOn3JNAF8q3zIqScuz6CV9lCjJePidaYhI0JVxeNHG0X91bsDVK7qO6TnOXHKXkjO3LVWUNMka2pfcVRKVXsuuHgq00Yx77lT2QtMYWpooz3P7X43cBrqvpVABH5KeCHgJ40qeo94J6IfP83u+0ee+yxx5PwbBCuWOQb46qGvdF/4Op8cMSOcGVKJ57surTROBo00hWJk107mHa/2cMNL3xFSR9vg1C+i6LUTbAhaMlEsoqc1ttt7bYgf5wDkJ7XXFsZmiI0iXZFq+txis8t1fWMR59OqY6V9HOnbDYZr/zNaxRvngUrg+g83bUFak1ouuxaK4buvDoC1mqXZo8U84spy7frQFBiorUbRNQYTOXITivKGwXbY0uyVcojS35iyU4rtKuO7CvrglhevJI/LIPtxixBrA/CdWtQaaVjEr6nmVsu7qRsbgnVkdIsPTrzSO64c+uEt966jt1m2C0hvenBNEp5aCiPBVsCEsZtbFXRa7Uk2E+Yiw2zt31wsL++xJ5uggUCgbT6IsN2hQ9jkh5j3O5mHO0aE6yxKF531YmDasaRiB64XPEHl6NdE9HfKzGuXozRki5pCx9kW/Xj0VWbSpru0s1TGJOswXvLlXYq3zpeBN6I3r8JfOHbva2IfBH4IsArr7zyzR/lHnvs8Vzi2SBckVj30vKrNpnSuEQYa2PesxVQ937cUDpqXk3bb86cb0k9oVVM3USpEg0RE/HDibfZ6aLs2ZZkFiI+yXkJQNvlj/r6rI1ANagIUliWb3n8PajePoJDoTz2pGcF5sKgtiVFZR0iSpkhOYvSRvH5dxGrbU1+0gAJPgneXFIK+GhsjEGzhM2dBcnaBaJkwGdQZYHgbG+ENGt2apHGty2ECOdqpZ+cfSJUxymmVpKND8vSNopjhWphqJewuS00hdIcOUg9+WHJn/rUP+O75q/zX9z7U9iSQEgN+CSkZn0CxUNlfi94arUXOvxNE2RTDsehI2C1w12bUR8kzGqPbSOUUjfYk4shyYrvjfiaJsllQjaKXk2mIWnvRRNIzZRXV7zepf6hXQp07HUVI35QmbKCiN3px6SrXad3zO/253yIFnfGuMagfkLjJuH694TMmmF61Jr3U8M1teenTWA+9baq+pPATwJ8/vOff58SpHvsscezhmeDcMGTn8if1C7EXCZeT0W2wgetVmlEtOL9xa+7NFBVY5LWCLUKRKyPrEw9vXcTpg9eTMl51WqqdhojRMjeHU1gAtVBgbeG4kTJT0OUqj7MMEXC5magarP7NZtbGU0uZI8zTONCyq5Ll0lIG7qjGdubBabyJBtPMzdsbxVkmcWeb1urDG2rHS3VgUWNkKwdzdxQzwU3Cxw0XQkuE85eSZg98szvVoH0JIEI1kcpPhHKI8v5K0L+KAjfg2s8+JZlNvMdyaIxyKwhLRrmRUVhan51/RG0NjQzSLaBbJXHQrJR8nOlnoXjw+1SiKhCWQ01bP21MFDVpI/WmCpEGoP5aksSYk3XuOJQhK7RuC5nIX3bpR79MLJ21T7GWq7JlGL8md1V5fb3+VQVYCeKvyp6NdXHMHacn3q46e6hWBfYhJY/ZCkyK0Lj8rLisiDfB6IV79+MtGjffrwJvBy9fwl4+/dh2z322GOPZ4RwjZ/Sx27zT4kpX6PBhNbrmCYiEd2EOdULMX6vIX0mm7L3zhrsM3aZ7/fd7SAcm9nUqA2pSokmeHWyS88llu2tnHt/xLB4U8jf8H31Y7202FJI156mMJy/kodG3JXiigSpM2h8IHjGoHlI49TLlGZmSACfBMK0upWy/qMJt385Y/7WGm3F625mcLmQXSjN3FItDM0c6qMQ7WoWUC8E00BVCfZ6it1YbNvsup4bNjcMqxehfrmkPEnxy4bZ8ZamMdRnOTSB6JhlTZK5lq8qx8sNzhv+t9f/EOerAllbqusecy9ULmbnGgxqN57sTLClG/iKydSE3kVbfEhtsq1JnA6vF9BX33XXdQreh7ZPcXVjHNGa0s91Qvw4+jixzdTDwwBTv4c+0jWKasVi+Jj4PInwxCnFNKEzth1UXzoX9G5FFioqAa3r4X6tRZIEneWhIKOtnNWm4emDTt80fgn4pIi8CrwF/DDwp38ftt3jW8XecmGP5wDPBuGK8TQEy2toqDvy5hpPTpeiXOP9jNM+XQSjm4TH6Z5Ot2MM1K39QudyPjg+Px3p6r4T0CxBNtWArElL5rQt5Vcj3PyyMr9XBjsKE/ROwW/K0OShos8Vgk8hfwybWxnJMsHUHlt7vDVBdJ8ISLCoaAoJ6T8N5MXW4FNh9fKC9U3D2cegeCgkK2iKpE+2qAWfKG7pwSh1abArgyuE8polWVnSteIyqA9CJKs5COvOP3LGtfmG1Dpev3cdvCBzh1hPPqs5WmxYZhUG5Sjf8Mb5MY/P59TnOeQeSosasFsQB7YMYm5TuUBa3RMm8bYacqDtqptAArprEpufjgl5h+7eMGa37Ziwxd8JfTTIL4tdCrqLGI33z+6efdL9fMmT60m/mZh8xVGsMUGLiZlpU6YQCkXac4y/V8oqpBXTJBQaVHbXaSBJ8EdLylsL1rdTsnPP7K0V9sHp1cf5bYCqNiLyI8CXCNYOf0NVf0NE/nz7+U+IyIeAXwYOAS8i/wnwWVU9m9r2fT3gPfbY47nCs0G4xmXsUxPJE6JecTRr3JNu0mBybBFxyQcpIl1PMr1UBZu0/ebaCXgsxo+Jl0jQwqy3mC4VFR9PJ2zHoHXD4vWLdhvtq/lSF3zALj4ciJBPBbWBDIkPRMTngiYWV1g0CdEsAJcFTZWaVmYmYbuu2g+gmQu2UsSDK2BzDOIFNYrLtN0IENBlg95wlC6QOb+1yNaii4Z0VtNUCeqELG8o0gZrPOs6pShqNl5IswYROFps+OTxfVLxJMZhRTmrCso6oXw0Q6pQvGBqKB4r6SoYnZrGI7UPflGtzujK69ShF5tfcf3HUaep69h5uo2JdrdtvL0qVDXmPPpsipxNkKup+/pSWrE9J7EmVOoOWutE2shxqjEuUonTgZ0HWJGFSG5M7vzot7Utg7FunqKzHF3Oaa7NePypgtVLgpspdiscflWYvcXVBQjfRqjqzwI/O1r2E9Hru4R04VNtu8cee+zxtHg2CBcMn8CnUolXGCsOJqO2fD4mWpP6ruEOhpPseFKI0kX9fuNJuHHovMDfOMCcroeRk454deLjKH0pDbvJt5uY+4ktnIe5KNtzboXMqQ3nqBkuEzQBUyv5SUijZStPsnH4NESdmtxgKyVZe0IVn0FtS6ay0Ai6SUJ0jJaINUXgVNUhIEq9VHzhQnRsbRAnSGVQ60hyx3xeMstqEuMpmwSvcH2+wYrnrdMjqiohyxqcFy7KoJnK0xpfCMYoqXXcnl/wUnGCw1D6hI1LmScVZZ1gLwy2DMeWbCG78KQXDlN3BrYEwX80lmpkV6UZk5+28KF7r4m9ZBJ7KS0YEyvZXYueWMfrTmm+4irYqcrFzsE9uj/DpnKJdA1v26EeakDE4p6kV6UPxxEvicTwBwvc8Rx7Ue72GaP7TjzSNG1RhUHnGfVBwvnHoPiOx5yfzJE3M/JTh1mX08exxx577PGc4NkhXHEFlXO7p/MOE33lphy6O1zVCqXfZqznChvFK156LUmy0+BMiezTJAR/nB+SLdXeSJXWy2iQipIoetC+F+eDMagnhKO69awlO61ZvmPwaTgH4yC9cNhNSK+ZxqA2wR0Itta2GXdo8RP6EYbUpMtDJWGtbbowJUTEMlDrQ2Xi3JMelXhvcJJiNgZNg2WDTRxGlMR4Uus4zLfcnp2TmYZ/eXqL1DqKRcNhscWIUjYJqyqo5a8v19yan/PS/IQX8xNqtSztFq+Gr1y8yDurQ9ZnBWkt2E1LLivF1O11nYouDS/0kAh164ysL/r14n1eJbafWn7FvXI5sjYWse/I96SofrDqZdJ0iWBdhfHnU+L4jmwlFl3O0SwNdhnbMkqvX0XcNNiQbEqMKoUIxf1Dtr9+zOJMMCVkZ83o/J9CNrDHHnvs8Yzh2SFc8ZP52FvoCo3Kk2wh4u1CCfvlCW/c464r1+/eh42jCJgbaX4geE5tK0wrdAd2juvx/iPriH6Ch2BzcDhHnAYhdhdNS5MgTO70RyJoFqwIzLZm8UZrttpG/aR2wVOr3d5eGIp3QzpSVKFpj9dK8KACVrcTTj8F9YdKiq/nmArUthYQuaKpQu4oZlUQRi+2XJzOwBnyeU2WNqSJI08abs/O+fzR63wiv8sjt+RGumLtMxpvqdXwsFwEgsgSgI8fPeCT83tcTy7Yasp5XXBkN1xPzqj9Kzw6W4AXmqVHnMFUIXXa+XBhBU3MUL9lJCpQ2F3XwXVwO1F83+A73nZMsmKh+FiX5yNifQUpukSgroqGQSDnXSFG3QxaC03aoMQPFFc1s/ZXELP4AcYYsBadhQikOb0YpLgvIXooUkI6E+9D9e7pmjs/52kO8jbSaoLpbTyWe+yxxx7PIZ4NwjXVAy5GV/Le9lbsXeWf4EA/JlNTxpLjCVG6KMZVmp6pSbKdoGVTBoKUWDTPAulq3C7FqLojAyK9nxHGoNbi5xbb6n2wNlgzWMEtck4/MScplYOvrZBtE/RKUxN5FKUZmMEONHIGo8GAdPWS8B//4D/kf/j73092Atub2uu7pBZ04bCZ57AoeWG2YpmW3D9YsmlS5mlFYRs2TcrHDx/w71z7Mt+Zn5AiwAPc4msAbFX5lfIWX16/ytplXMs2vJBf8Ifmb/Bi8ph77oBHzZJX8/t8PAvW/IukRL0gqUeXSu1TspPg3+VyQbzBO8EaCVYUXVqx2RGUS2OzuzF2Y99HiUxLnJrL135MtMYka1yVyjAtOHkMU8fU7btxgXR1kc5of4NreUW14iUtV7fuyDZC2mipzvLg+batwj3cnVM3JlP9JCcNiT00IbUtjSNdl/2DgxZJ68dlQoulPfbYY4/nEM8G4YLpJ/RuOex0UPGyK9r8RG8GE9tYRB+Trklt127D3bJun3HFGkQTjm9JVIa7scSnlvThKkxm/QSUIlXTR1vMtoLK7GwivKJOkFowWUK9gNmj0EhYnNu1I+qOo/v+cQpriihqiHiZ2nH0muev/+z3cfNfemwZNE1NAW6uuALwkGYNd5anfObgLqk4Pr6wbH1KKo65qbieXPCdxTf4WLrlll1MXtrb9px/s/glVuopFdI2aNfxzxO3CPtIGn6nSVk1OVnegChNmUCi+EypDoSmkNA8WwFtI3zWggex2gvn1crOcqOL1MTVildFnrrPxmM5Lp4Yi+aj8X5aShG7zg8iaTHJ63RpUynEiQeVJ0Z9W6uGvleoyM6ywblddNW3Jqetb9wl0fzIW6vXtrm2+tIHSxIk9O/Uyu5+O/so1x577PGc4hkgXLp7ivZXRGWekA65tLdYDxO9F2PCJBJNYIPo1lUEa2oCHqQKR1VsXgEfNC2pxV+b4fMUUzeQpdTX59hNHSwCGjecbKNIh6i0jbIth683FPfWO5Km2jebVqu9vki8Do93NLnFrXvUCLP7NS//47CtaZTrv+XZ3Eg4+7hgGsWpMMsrFknF3FQc2TUfzR5g8HgMhdS8nJzxSjIjlWmyBZCK5Zqdc2203KlnLufctCteSuDIzDlwa1ITzs1axacel3rqm476unDwRoI0SrIJwnlRgsGmF9rO5b3tgtp2XMZmpt017oXlbndPja95lwp7kh6rj5DtSG9/H7ZRpykMoq7xd3ffEd27l0hXu+8rrSFGmkfyFC2yEH1VRbrG3c4Nj7l73bjpKOnIUFXSNJC3tg+pdj5nnX5RQhUpNkR/Sedwf0+69thjj+cPzwDhEi77A02Qq1ErE7Hmyqf5Kb1Lp+G6lKIJG0yLrp/0fqJ9Tr8PFyZsWZekTehHhyo0jlR1pyPqBfMTdgbtfu2qYraud2TL+0HkRpxHrd2RrXgf3esu8tKlY33QgaWm9fwSCX6uXikeC9X9hHoRokhlnXBe5xjxfCg95UP2jBdszUIMRoSlzLFPaMH0JFgxvGAXvBAFL29Y5SjdcDTfUDUJZ77A547jayuqJqFeHFKi/4kOAAAgAElEQVQ8knAh23OWxgeX/Pj8jenTukggr+J1ONZpEpbXzc5SYopYx+R1Ssf1JFz1cBDdc2P3+cHruL3Oe+07jkQZCUQtSXptoXiF1Sbsu9r1ixy4v3f6rPiaTjW77qJbWdsyILFQumiTlnhZS9ceSw8PaI5yeCO64HvssccezwmeAcLVYkrw22HCEuJSi5CJz3Q0N/apwykR/RhXkJbJ9zBML7aTqTRR655ucl1twtO+CV5ZncBeqnoXXcjaqEHjQjPs9jt7B/URKZDOcHLczmdEwLp+iqgitQuO96ltCYmgCjb1JGvFVuC8oCpsXcra5aTSUGEoRDg0BQClNuQkA9LlRlGQb4aQLSXl48V9vpLc4XQ9C6fjhcfvHGLPEtK2F+PgWmiwJRDndsUKLcENn0l/jhjpx1G7IocuihX3zhyPcxx5mkonR0RsED3toj4SVdZOEfx23UuELyLlAoNm7YOuCtFvQRIb7rHFbHdv9DpCP4jw7v62JCvqsaiO4e9yTLy8wnrTW1v0x2GjyF1rhKp5hqy2pDEx3mOPPfZ4jvBsEK6xLuWq6qsp7dbIbb5/PWofMjZAnUohxunHflKaqlp8kg6lm3y7yXNKA4MLvfsYRsk0Ca7kq48fU9zfYh9eDNNhEXEbkL6YDMST9FVpUOiJoM/a6JhXsCHV6ArwFqQRtusMr0JhQkTEq+G1uuDAlBwYx7m3FFIxF5gbS4ql1Ia5Sdlqw9o7XrAzUnm6qIbHs9WEBxcLqjIBUfrG2kZpZqFa0VsJl76/Hrr7G48XbWQHvTwend5uluMWGfZkjZTVrvggHsNWZN6Tlvhaez+IeA5GOiZFo+MKL6Mo11T6uomE/CKX0pP99m3Et6s4xJrW1kF3xzdKoQ8eTLqIVX8hDJKl4BzaFqsMdFvte3UM07Nm91ATn4c0LqQdt9V7RwX32GOPPZ5BPAOEaxSpAjq36/DpTgvzJJ3KYI+qgyhAvByeLGqWaMK7VNL/JKKlemlS68XtIrtJHIJavI8WRJOgKpqlZGf17rOOZE1F1brv7T6LKuZCQ+bh5x3xCH5cbbWaV8prOeKDx1UzN9QLQROPWiVNHYXdueKf+YKvVrdwGFJxHNsVAJk4Ppo85LqtSAHnK+47wWOp2XDb5uSSPmHkA15vlNNmziyraZxpT6vBlZbPfv4Nfv3XPsLy7WAJoW1KdDAqRgZtfsSH871EXCGQhzaSaNZthNFaMC1JmSJecDmt2F2r+PUoinOJdMX3WUxOou/r+xd2yzoi79wgQttFzcTaHQGMIqZjYh7ryy494MTLnQtGu/0XjVP/UaRrbKQaH3OXwuyP4/Lw7bHHHns863gGCNcEieh6JcKkKHiQRjFR+iISIXfvx8L4sR1EHMUaH8mlysVuQu4EzfHrKR1OJIKfJEvxss5/yXnSexe77br1riBdmiY78X2c0mxTaNLqxbq02ngfKoJxSjMz1Ethe91QHYeqQHNQM5tVZNZRq+Wt+joP6gNKDce69Smv5vc5tmvmZk0ujlphpYZTH3RfC2moFU59xTVj3jPSdWQcB3ZLkTQ8buY0tSVJHU4TTrazYFchBE+uLnUlEuZ6nYrqjUTz/Ym3+jdxSONCSrddjoRqUnEe1OzSwvE1mWrtE8Paoe6qvRdjLWFYvItejXFJVN+tZ0wg5929myQ7wh852/fpwiilOdB3tRWbkzYr8W+wwzjSPAWvvYGqP5yF864azNl6OI577LHHHs8ZvmXCJSKW0Oz1LVX9ARG5Dvw08FHg68C/r6qP23V/FPhzhFzZX1TVLz3Vl4xTFTEmol+TYvk2NTImWRPn029/Kc0zSutM+nL5icm3e5KPU3pX6KgufRcE/65ZHqIAziH1jlz10ZkJ0qVpgru+wJ5ueo1OJ57XWUZzNMNeVMF2wnn84YztzRnZSYWpHW6RUh2k+FRoZsFyoToUNFF07pjNKg6KkkQ8p80Mp4a1zzipZ1Q+YWErtq1o+pFbcstekImnJszgFqUQx5ERUjFc+JJDUzxR03VsEj6Rv4s1n8E5gzrBG4MY5Y3XX2D+wARdkAai1Y/PFRZcg7Ef3zfe78Y6vibO99FGRNrUXLvNVHRrbBkR3xswIOaXNFwRIRoe8oRpakeobNBoCQTRet0M0s1TUd2BzqtridSlHhuHNg2T6KLNaRp+n1WN4i9HtcQE7VieUb76Avf/0oZtaTn80oL8zLP8XYtZtca+V1Rt7rHHHns8y/h2RLj+EvBbwGH7/q8A/1hVf1xE/kr7/i+LyGeBHwa+A7gD/J8i8ilVfdJUGGBHUY+r0hzd3yc0tx7YQozTOAwJWf/5mGxN4SoN13ibqZY/wwMYvm6/X9bb4f66dJPT6Qo7EfzhjGaRYs9LmptzTOUwZxvc8Zx7nz/g5HMNx78x4/pvlZjS8eA75zQFXPsdwW5DE+zQ0keolkIzF1wegjqSevK04YXZiuvZipN6zkk9p/SWizqnUYvLhFotqbQRMHfEwlc4hEJqjiRM4nNJmZtselxHyCXloVvivKEoalZlQVNaTOKhTjDBnqtPSwULgm5co2vUEdYutepHpLVdT+dF8EgbRCHbaxI3GE86HZMO2zuNBPOXrvXYif6KdGOMJ/UCbRfuzFG787lCFxXvO45Y9VWEbvQbGhWiSJIEjdv1JfYiWJmIdg83yS66lqXovKA5KnjwuYJPv/A6X/7aKzSzYFS7fmVBelHgCoO7/wwE3vfYY489vkl8S/+zichLwPcDfw34z9rFPwT8sfb1/wz8HPCX2+U/paol8DUReQ34buD/+T19+RO8tqZSivFnsEsrjpdHCwYT30Av0y/UaYLUpYtGjYcnPZviVOP4da+90pAei/Va8fZdehDaVj47l3pxii8SXBEsDtws5Z3vmbH9w2vSb8ywpbK9nmCahPk9j28JFmIwtaJWWH3IUF4HUwIK4kBL21tCnNQzTqo5BsWIZ1XnWONJxZOK4+36Gkd2RYrjoVuyMCU3zJpMPKnw1IJ5CKL5tc8okprUOmgMUhr8zCGLhmZuaXIhtQISxkOsgG9TixPXV40gOnE/GRNaJ9kQXdXlDNlUQTjvPMRpbWvRVJCyfm9riDjiFacgp9LPo6jUezWt7lLHmtg2suf777jkSB9HgycKTrqHDZHLRKuHCFrkQfcHgXimSRhnY8LyxOKXBT41+Nxy8Ibjtb/zKY40NBtPNkqycqCQPapC4/E99gD4sR/7//sI9tjj24Zv9VHyvwP+S+AgWnZbVd8BUNV3RORWu/xF4Bej9d5sl12CiHwR+CJAYUNvvSf2hevQPoFPTSztfqcjAkykaEaEbOIgB+teWt6KlwfLerPH9v24LUz3fhRN0zwN5Kmqh+feTbqdqWSa4A9nLYGAZpG2TaiDVsblhvLYUjxU8p+fkWwg2XjStcduPLYMtgmamN7qXY9TVi8pH/3X3+S13/4wxd0EU4NZW7bzjHppeVQuWNW7CFXlLNeKTTv8hsKUrH3OG/WNfp17LDFyznVpqNVhkKeyhzAYPpo9oLAhOpYdllQXGWIVsR6XK2oJTbZTgzRKCGF1OzDg3YDMiNdp4us9si17Yb1bZJjEYLsUXRxVFQ/GMui5GBuevhfie+WKSOqTUuH9ttZCYneWI5FmaziQI73VlCi+hTp/2Si1+6624bk43/byLELVom0fBER6LZjZNCHKunVkZwnNzJKdVMHot3QhFVw3wTNtjz322OM5w++ZcInIDwD3VPXLIvLHnmaTiWWTjEZVfxL4SYCj9JYOJja4ZHI66dE18uW6Kn34xAOORclTkYSw0uWo1VjM3pGqboKS4LHVpwE7sfBUBMxISA91k/yU43kneidEa7a3ZvhMEKe43FDPhdlDR3re0CwM5gxm96rQzFoEU7vdhNfuW9sJM3eeO/9XzslvvcTRgbC+o5hSSC6g8TnvmCMulhl52uC8wRpPbh1GlJmtOXUz1j7DqeHAbpmbkpXPSKXhxBfUWuGpODKOVO17phZTsXw6vcdHlw85rQoab1jcLNlWKZvTgsQH7qPtmIS0qEBiEDw03RgGIiRjQ9ORrk7aSlJxHnu6bfVho9tWNXiiOd8SEDMkcJPXdUTEJjR4sbB+kPoba73ie9OGqJKUNV0bnScK0eMm1lf1Kh0/sIigh0ua64uQPrQGU4b7U1OLZglulgZ94Pl6oDFUazDGYFcpaWrDfVdWbcsqvxfO7/H84sd+bB+x+wOObyXC9W8APygi3wcUwKGI/G3gXRH5cBvd+jBwr13/TeDlaPuXgLef5osGHkKdM3asuYmbEjvXi+NjE8hL+xxNYPGysenjE4lZLIaf0uOkaXAsTxP6vnKNQ+d5SFM2vm+h0juaj9OUTaiUGxBO6YxR23ScNfhZip8lmEZBgr7LJ8rpx4X5PSU5L1leVC2RiIiGZ0e2OoLgw3cYIH9ckWws9YElWVvqJdRLAYXmbsHJDcPR8ZraWUSUJm2CN5etKX1CbhoWScn1ZEWtCWsfbCIWpsSKslXBeMd183SpxU+kOX/y+FfJTcNXkjskxvPO+SF1lVDdEqq7Kemq1Zp5DanE7tr2r3carnagd278UwaxnTh+rNHrxqxbz02Q7fG+YBcBiyOh3bWcImLSiue7FlTx59G92LXm6XVbT0termoBNPouSVP0YM7m5UPqpSVdebJH213TdK+otdhtg7nYBOIXRxPbFK3Uza6gofsNf7PHvMcee+zxDOH3TLhU9UeBHwVoI1z/uar+GRH5r4D/APjx9u8/aDf5GeDvish/SxDNfxL4p+99hBbSFKlbgbKRvhcesPvbEbHGIE0TUnDdPiaEyO05DAjVmHhNkrKx6elUVWJ3LN1+Wx0LZdVbNEgXsWqPT2d5cEOPK8r87vN+3YhsuRtLXJEgjUdTAwqm9uQPt230JhiXFo9SkvMKs42+syMAUy1rACG4iaOKaY9HBebAtrH4NBig2q1QrxPWRYZrLMZ4nDM4L9zlkIss58OzM25m52w1wavhtDniHXPMNk85yLccoBwY+9RarlQsH01O+VRxl/Iw4VE15ywrcEthmzWsXkzIzg3JRvGJwTbBTb4nWt04ulEqcQpxelFD2naAcYRJdRfl6t7HJKxbN65wjdPK444EHYFyfnc/T2kDowcQqZvh8tG9Gw5rd77jNlgDF/zlPJA4KzTzEH1sDlIefSbj2ve9zaN/eIc7/+S8T73ifZRy9cGYdTxWrb5R/NBSQ5vmvdOme+yxxx7PKN6PcqAfB/6eiPw54BvAvwegqr8hIn8P+E2gAf7CU1Uoqvb/aav3QbDcfxRNEnU9/M8doMj7CBE2eBPRuOm+czw5xTgu1x8YTnbb5VnwZ4p770EgWZ3+qoMfHoOst20qz/QpLGxE1hq70yIZ01cg+tTg8oRHn0lYvuk5em2NbOoQsXIeWxnsqhoadY6F/+GEhmTMhBSTuKBPMsZjy6DlyRLpfbmauYfc453BN4IXi1fBuUAavAqH2ZYLl5OKw4onNw2FqTlxc96ob7BNzoALXko88HSk68gIB3bDi/ljvAr3kpq1TWlqS3PsOP2ExVvL8q6Chr2qElJgtPdCOMCoAnFEnkwwT5WImElM9oOV/W4/3TJrqV6+hreG/K3TcM/G5LqtIJTuXrTJjmD36USDLudsXjogv7fBnq7ARenKjqQktidYmqWB7HUmoiLh3umaUEMfRYsjmuNWQ1iLzgv80Zz737VEFJZvNtjSY+qg9Tt40/HuL9zh2l3f9qpsdmMZ4ZLHVztGlyogYyK4D3DtsccezyG+LYRLVX+OUI2Iqj4E/vgV6/01QkXj0yPq7RbtB9hpSvq/8Xc1TV8phTX45Ry/zLCPVq2/UrNLZ0STRJe2mUwPxogjFYAuZug8DwaOXXokXtddMYvEaVGRMBF2uixrqG8f8vBfnXH09YbZG2cANIcFbpYEfuCVprD4FFwWRMqiutN8eb+bdL3f9QnsdDn9+9FxOdfm5MKxS+0wrZGozQ1qhXQF9SGYzJEXNRuf4UvbyoGUxhucCpWz5KbBtlWLeVJjUeamZKspb9Q38GqAM16wDUvJw/c8QUR/YDJu2XPum0NO6uABZo3HWI89qGkWNSezHCRh9siTnbaXSxURD50w20gQu/tgiiBRNErbvopqTdDRtZ9Jw2UxehStcteXfO1P5rgbNa/+nSOKt8/7NPL29pyTj2cs7zqK+xXJ6abX0uE9UtZ9pam2411fK9C0rfgTgl4K0NRSH2Zkj0tQ3emm2uP0R/OdqagETaPOC3yRheu53kJVh99J93me4RcFbpHic8vsoUc8pOsGe1YhziGNJ72/Yvn1LJCt1sftqgeZQcWw3xGr7hfVi/L77feMa4899nj+8EwY3ozJVuwIHy/rdC49OiPIBkzjMBe7ZsSdaWVHvrrojyQJpAl+XgQxbzVqozMW7kNrTJrtCE6/rh+mjsZpq3hZn7pSQkgmkJ3tzRy+7xFvXMy49Q+uYStlc8OQbJWDN0pk41muGmb3Lab2mEibJc7vyvV12Ny6C5Z1pGJMxOJUm6iijUdKF/wwS0t2FtJ0ditI6phlNc4ZtqVFS0sD+NxgRUlMIFrdP4BaLWsfGl4vTMWJn3NWFbySPOa2XXNgEmZkV5KuXFLuJOf8/MUBJ9WcTZ3ifGj1gyg2UeoDx/p2iissRS7kJ4ZkazClw5Rt5Mp73CIPRGbTYKo2Suo9mqd4K/g8obyeU9wLlZf2otxFMJ3bkbSWbK1eXnDwNQNfzVFb4ZY51bWcR5/NWH9IaQ4bNh+yHHy9YPmWJX+4ZfXKgtUtwwu/tsaUQd+kqSVZO5p5IFbiwTiPl7S/Tnbd4LNwX/vMwCJFc4vPLU1hyR4DixlYoby94O53Z/gUXvg1x+KNFLuqAnG7ViC1Byv4xOCTMD7zuyWmbDCrMlQQRi2oTNVaYLg2UhenV7vfZ3/PeQatfhiR/Ce50+/xBwudsHwvMN/jOcMHn3BN/D98le2DNlHUgugputONRCRIYjFzt0733jnM+WqXghNB8wQtctxBjqkdZlOHNGDjQq+901UQscf77Nq7TBGrq7RDuiNbmmf4BLb/9AZJpmyvQ34KyVZZvFOTnLaGnD4y5zZhopYmRLUC6dLL39WPxfAWkL5Z8UgEbi3iPeqDt5dpFGmE5EKoGsumSnGNCWkiAW0bSjfekIjnKFlT+pS1zzh3BQCFqclNDR5qjY/jMQdG39Mm4rYNlY8GpXKWurGkaROE+42B1FMfKbYWtt7gUyG7MNitxZYJpvHUy4THnwpu+AffcKQXDnGBkLqZwZSe+iDBJ+AWYb31S3NcKiSlJ7lwZA9D9aKbZzQHKfVCWL7tehLr8wQ3MzQFJGth8VZCsgn2Fc3CYpocUyv5mXLx8oyk9G30srseghqwWx8sObbtQ4AnEMT2uvpbSx59x4xmJszf9czv1fjM4hYpLjOsPpyyveVI1iF61iwzfB7G3WUGnVukUWzlSc8b7KpCtqHasU+lxqS9ie7hjmBFD0QDt3kxXOqnOH546dbZY4899ngO8cEnXFOyqq7fm8iuIlF3xKtbR6LozqAaDHYl8/Hn3evuc+if4KWNGPUl7KN2KV0k6OrzkOH6Hcbf3Ubq/NGCB//aEevbwvxumJzzU2XxVondNkjVhFRUJ5DuU5yRBqjIWl+jZvp7iVJo8T7icWjHkkxCyX9iMJXHloqtlOxcqN7JqV92iFFI27SbVVRhltYcpFvuVYfcrw4wbWjNirKRFKeGuakoTI0Rz3lVtOTrPq+mG47M7MohPTIz/sTyN3nULNg0KRd1hhB8wE7O5kG+d9ywKkIqLn9oKR5Y0nODcUErZBwUD5R6CdtrBpcJSalBr+bBFZZqaUhKpV4kaAKP/hVLdaRc+01LUpgQydu2aTwrJNtAWrrm2ZoI6bnj5q+FnpQ+Eeq5UC/D/WtKR1Z5TGXZ3Eywp0qyaXCpQRNDelrhM0uyrjHrHQnqtX60Wi4XChuKh0p+5khPS3xquXg5iN3TtfLKlzymbEhWTSiisCFlbC8AQ1jW3i99yr0j3uNClcHttNPE9Y71Y4I1aF7td8viKNiTfkN77LHHHs8wPviESyNCBcOI1rjiKjY5bclWr/fqdqcaytdjG4f+u0Zkq3vdRcPqJjzpx+vG23afdfsei+rj7cYi9bZcHgk6m82LCx58Tw2NoXhoWdx15I9qkvMSGh+0Xp1WrDvHNhoyOIY0CRoZCDqkqu69pS4dT/tePLtm1p22x4TJv9ONpReOemGoF5A/MpR3DEcHa9ZGqWsLKkGzbTxvrK7xrjlkmZbMbE2jBtMq2S9cTukTPpydMjcVp27GG/V1rHgOzF2W4p8Y6fpIoryUPeK14iYiynG+4d31ASfMsZnDGUVTz6c/cpfX3rmFygwVwVZgS3B5W4ugu5qEJhe8NSGF1yjFY4daqJeGJheKB0rxEERpI32KKUNEy24gO9vZTZgymH2iwVBWbfevTQmWDrMOovrksaF4t3W3Twz+MMNe1CRn22AG2hKgvgoxgjSQPN5w4zfArqvgb+Uckqekm5z03JGebANJVx2S9Y5cdfdD/HvqfgPd35Ge8kozYSMhhRgTq3H0Kl4WP3jsscceezyH+OATLhmlEMdmpq3X1qUIF9PaL4mJRhzxuiryFJOyJ/VB7AT2rbmpe+EQs22Qi/W0t1b8t4O1+HlB/cKc7TXL0T83ZOfK7IGjeLANacza7RpRjy0dVFs7h45EhSgLWYo7LPCJIX3oh9GKqeMYwyumrFHnQpTLGpKtUDw2mNqwecGwvkjhAGZ5BWQ4J6TWMUtqEglGqMfpBo+EVJh4jpM1DkMqjnNXsPYZtVqO7IZKLU/TwvjcO3599RLvrg8womSmYZbUHB+uWW0zSlJck/Dbv3uH9GGC3YJPwbbFrqYGBNI1mFoxDsQpydYjrh1ThXphcalgnOJEKI8F30Yds8dB59R5m2lX0TiKDoVijAkC3hJ1ASjbCtjEkgJS1si23hH9sTloT9YDEUtONztyJqHV0PJ32oqBLi3Y3Ts9kbocHe6J19QDCfGiETmLjFTD71Iui+k7oqWj+xfed9IlIv828NcJhav/k6r++OhzaT//PmAN/Ieq+ivtZ/8p8B8RhA5fAf6sqm7f1wPeY489nht88AkXMvC+AoYl7Gb6CTsW1+/+859wjB+L2eN9d6Qs3qbTgvXfHxEya/t2Lq//wBHlDcen/laKOVm1wvxov91E2fp1aZqgsww/SzGl4+DrW7KLDFMp2UmFuajafbQTZmxnMI6WdX+9R7yggD0XpIgu9/g8h4PXRrlGy1wnLJKg9dk4MkJ1pFRhcs0Sh2rQGF1frFkmJYsksBsjnk2Ts3Eplbc03nKcrmkwPPILDMoiKbmWrDg0W46NGUS31r7ika8494Y7iZBi+dLqE3xjfY2LMidPGh5slzxYL1iXGdt161pfGZJTi6nANNDMwTQSekVKIGDJBtTC+rph+Y4jPWswbSWjGqE6sKxvC7P7cPoJuP25u1Q/fZv8YRXIVtXsiFNM6qPoY2wV0kcQY+LcbSMCdRNE6V3asCMtYzLURVJjAtW97ipMx/uf8l6rmt0DxThlOIpqdRhEt6YMU60N/T17P7mWaI0sUdqdve/pRBGxwH8P/FsEI+ZfEpGfUdXfjFb7XoJH4CeBLwD/I/AFEXkR+IvAZ1V101rc/DDwN9/Xg95jjz2eG3zwCVdig5FoXQ+qE+NG0mN7iG5ZD3P5c2BgBDlAbCQZYyoNOY5+abARUAMvffoe65dustzU7STnd15Lpu19eDCnujnD1J700QZ72vYgLDJykaDX2tStt5cbTp4dVAeT+xjSOJQKUzdB29X22gseU9HkPNKTiSekvuJUq0pvE2HbtjnpxpCeGi7WOdcP1xzNtogoiXgO0i2HyZaVy2k0VNNtXTBA9QgOw2kddFoLWzE3FTeTc/5w9pBrXR/NFlaEU2/5SnmHc71Hhudr5U02Tcoiq1jXKd94fI3NOkMf5tiN4BYeuzWk50KyhuKRkq5b0b9XXCq4LJzz2auG2RceUP/0dWZe+7QcIszuGe5+T87mw7B83VD+9m2OvlGF69N1CxiTp7FuLyLqohMkGQbVegKhynTsoTaV8ibo8VQEfzQPWq/1dih0j++VbrvRvvom7YPbSyerc/Uq+4ZOu9Wn7mUnoI9xlWbw/cN3A6+p6lfD18tPAT9E8Abs8EPA39LwH8Uvishx2zEDwv+XMxGpCR7AT9UpY48/4NhXW+7R4gNPuNQKergIqbmqHhCtMYka+3ONX3fvdzsfmT62yy6J6dtUoR7Mg45rtRlGA8ww+SVeefn/WLP957coHpSBtGTp8LzSBHdU8O53z6nncOcXtiFK0upqTOMw63JwPJM6m0sDNp6823FQDRWMaoOuq6s8C4My3H5qInQ+kF8I+jEvSO2xRkjWnvk7CaeHM949KUiPSj575y6fPnyXuQnRrdw0nDUFG1IS42k8HCRb5qaisZbEOOam4jOzt/ie4i0+nAzJFoBT5a5b8lp5m6+Wt7iTPSYVx41ixUWds65Tmsbgt5bsXDCNIN5gt8EzrHigZBceu/UkWxcaWxtoZgn1Imi2Ht094sM1LeH0vUeW3TYs3pyxua3M3/XMHtQkqzpcs7YAI7ZMuJxyjt8/4drF0dMm6m853mdMlrqm6Bp6GTbLlGxV7tKP3bbjfbVRs6mHlMkHF/UMjGk776wrqgv7qkVj0DiqNSaiIpfTmu8PXgTeiN6/SYhivdc6L6rqL4vIf00wc94A/0hV/9HUl4jIF4EvArzyyivfpkPfY489nnV84AkXXvFFgvEFerwEp5iTc2jbgMSE6ZKIHi59PtkEOEYc6RlFfWRbXa7UGpGtbt300Rq7qnencVC0hpbSp5N8arj2L2ps6bGbBs2SoSFrtL9Lmp140oqjD919EL0AACAASURBVFPooxIeadrp3tphK6HdoAy/d4xuzm3TmtK0qUYPphI84JxhmZZ87+GvcWw2nPgZc1PydnONX9+8xBvbaxynG17N73MzOefEzbmRXPCx9AEfSZSlzAF47Na87YRzn3HdbvmFzau8tr3NW9tj3lkf8uH5GQfJlsYbHm9nNK7VDHnBJ6BGQYJOy260rz60lUcizzIrgiuEw697jr5qmT2o26hVpI2rGm7+6pbtjZR05UlW9UBTN7hm4+sXE/cYU6ns+L5SDRHFqX24EVluCZU5XZOdbXbdDp6kUxyhi2TFqeS+4MJIuPCDbgk6JFsDEbzf+W4ZQkrfMSRmvw9pxBGmburxAUyuIyLXCNGvV4ET4O+LyJ9R1b99aWXVnwR+EuDzn//87+sJ7rHHHh9cfOAJlziPuSjRIg3NmVNL6hxysQlRhfgpfUr8OxLZD/Y9lVLsJrbO0LFb5v3OCiJ2oe8iXJ0gutNWOQ8G3CxFNBhVdg7h1XHG5oWE4rFj9uYKTQ2nn1xw+PUtybocHkv//XF0Y2KgNJCe/nwjD7H+tSeU1iWW6vYBANk7Z0PSNfrbVyy2y0R1N2Q+RIg0EXwWuAGHNYcHG47TDQ5hbhrm5pzb1vDJ5B4vJ494OF/wYnLGdeM4MAm1elIxnPiGWoV3/BoP/LPyFl+tbmFRtppwtzzire0xd1eH3D9f8HC94DM37tJ4y7ZOUBVcY5GNDZN8A529l+kK+1oOg7QGn1noC5lcOMQF4bzdNEjd3ludu7yG5t+5bY1iS9enEgf2CbubbbfsScQiik5dIvGxNjBL0TwNzaCreqgl7GBt36vzUreD7piia3tldWF/bCMi/7TmpGPipQaSBKHZka6pwpH3P8r1JvBy9P4lLqcFr1rnTwBfU9X7ACLyvwLfA1wiXHvsscceU/jAEy68Bi2KKjrPEK/4ZYFpW5/IukS2Vau1GUa24tdXNai+hHGkIV7WTZ7OTVtKdG+NQYsUt8yCl5IV6qVl/o7HVI70rMZUnvSixlQNqpaDb5QkJ5vdhNlHFrg80cVtUsbO8OPJfWpSbfdnyp0ovLMLuHTOl763fZklIFAvEtY3LT4DP/fcvnnGhxbneISvbF/mbnLOsV0BD7lu4NOpx6Qr8rZ9T6kNNY7Xa+H/Xn8HtVpeSM6oNeFBc8A/uf8pzquc1Hikvb5N6yh/scn5+tkNAGpnSa3DVQZbs7N66IKMGlK9rjBoIriZbc89pK3redByFY896bnsUnkiPYE22wa7dTsC2nm59eT7ilTvVWlG2EWyxkL1uOq1I0hZEn4PvTje7fbR9X2M9GSTqXF2v4euynfQNWEKsYFpf07R++5vTLKidfo2W52ey0XH1B3fex3Dtwe/BHxSRF4F3iKI3v/0aJ2fAX6k1Xd9AThV1XdE5BvAHxWROSGl+MeBX36/D3iP5wx7F/0/0PjgEy4Ikayywmwb/DzFJwZdZKxfnHP+suXWl9ck986QTdk/+YtIMHWM0JOtscv8cKXpp+9IFN9Pglk6jCQlFp3l+HkWIluNkl1swRhsmSJeMZsasypJu/03Dqkb0tV2Fynp/ooMLSX66NsVZLHb1oxSUCNNltQN6aN1v0j8aJ0pstWNlfcgNhDFNESHLl7are9VaNRwd3PASTXjxdkJHy0eAPCiPeVO0rDyDWt1PPQz1v6Alc/51fVH+M2zDzFPao7TDWdNzlurY16/dx1XWtKiYTaryNMGazzlNqW5SLnbGJaLqDK/MWgCzioUYDcS+kzOhKYUko3iE+kTRz4RyiPh9JPg5p7D37aIz5jVDtuMKuq8x64q3Gynx5OrSMJUtGtC7zdlIjqIbHWv6wZZbUMqOE12ea+ufVWa7L430mf1hxM3kWaUKhyfQ7wsThdeOseJVOLUOhJVCE+NV/fgYK8oYvk2QVUbEfkR4EuExPjfUNXfEJE/337+E8DPEiwhXiPYQvzZ9rP/V0T+F+BXgAb4Vdq04R577LHH0+AZIFw7XYx9fI45t+iiQLOE2b2Siw/P+eq/W3D4OzM+9PMPdu12RoJgGEW1usnsSf/Bj8lXrMsRwd08onxhRvHmeehBlydoaqmO0tAa5XSL1A2aJyTQ96NDNQjXjcE01ZD8jV/Hf7vX8dw2SPt0Kc2JNFZ8Lt4jm2oo5I8J2pikxej30Q5jqRQP4OIVhcRT1gkn27bqMK24aHIeVQt+y97hRnZBLg1vltf4+sV1SpdwLV9T+YR3zg9xPthKhJ6IysUmR52ACk2ZcF5ZNpljudiSZg2uMCCK84aqSpAMssMSXQofu/2A3717E31jRrNUeCiYBpJNEM2Lb9OjIqQrS3Zu8VawtcenQnUtJ699COg17Ig8YERCRLU1mhWVoW5rPFYdxlHRqWsTY1RBKGUdcqN9IUfbXNwadF6EVKMfXT+9bOkgIqHC8CqyNVi5JVNxpWHcqmcKvc9Wd095cKCdwD4em+48fp+gqj9LIFXxsp+IXivwF67Y9q8Cf/V9PcA99tjjucUHn3Ap4BydQ7w0raVBmiDznOv/woLk+BSa6wuSZtfDDu8HDvNYu3vy70rWx6L0Tr/VIU7LdJ9r0EF1qSU/T/GzJNglaOh5l5xtQ+NrDa7eUraas64y0FXh2Eb96a4UWcdC+X5sRhN1PNmO17NmR8YMgQi2+1QjO8PUcbGAKmMdcWfoqRBcIgrwhSKpR4GT9QzvhVWaUTvLvWJJYjxOhdw63nl8SHWRQW2QIqSCdZNAEqofUSDzoS9jY5BGkEYwlaAKJ8sCzTzJogYVLi4K1AnWej53520+d/g2r+b3+LE3fpDZadhfdqZk545k7TCVw9Q7gmTXQnZi+7FqlimbFxLEFeT3VkjdNfcO5yy9bi8IyftlnqvHv7vWYyPdKfuRWCMYR8dgSLaNAWvwyznuMCd5MB3VCrfPKLrVEauxZmugFZRdFWLspTXufTh2i+8jXxPkDdqHnY68XXG/77HHPu22x3OGDz7hIkp/iEIT+VEZQ/ZgxcFblvVNy/3vnHPwZsbi6+dIl6Jr9TedLQJpEqXmzLB0Pp78rJkUM2sXVUiTENGygBHsWYXUoediErdeSWyIaiU2VL11EaSOHMVplKnoFkxHnqbIVreukcuT/0QqpyOu5Bk+Mb0thbjhRNg3tIaBPYRPDNvrlvoA1CpaG1bnRb//7TpDRKkqi/cGV9rQY3GVIE4wW0G3huRcEC9U1xzpqcE4QRyIC+13TAU+AzRUHPrU4grL9rMNqGDeKfCJUiZKYYP9xN99+AXMg4zsFJKNkq49aOiNaCrXFlzojpSXu2tmao+pPd4Kai3Crtq0GxNN23vDaV+4MbhWsNP69Tu+wsNtfL07YjZ2aI/Jv7W9l5t4j70oB8ROR5G0cfurgX6rW96v7LnU4zAmWjEGTal3KUZpG7n3v93O8FQCSR1WPY7I5R577LHHc4hngnB16CaILjIk2xKpGxZfhWS9ZPWhlPLQkt6YYxcZ25tBmD1/exPSeRAmgdSieRpeGwkNmcsGKR1YQbOE+jDDJ0L+oG2V4gkTaztp+jzl/nfN2NxSXvnfa9LH6x0pSmwQOLfpP1PWu6qxWJ8F067fTxK+T0Whxhj7QY3X6cTv3odIlxE0SVCThRSai9KcY22XkWCuWSTURynr2wZXKGo16Kc2FqkFX3iyG1vqTUpzkoUIlYApBZ8pfuGgtOQPDfnjkJr0d0MfQVHFbsHWGoiXZxBkUwNNIcCMZqZo2lpSePjeG1/B4vnS65/BbgTTKLYMRqc+C+7yKDuy5fTSJC+NJ62aNkVsdr5lvo10bSrwIX1smtah3dpwoOM2TuPKw6vSiiOdnTbNTms4RbITi+ZZOIf1NqwLgcgY0zdSv1SJOOpD2t8PY8SieNUw/l1UKuaBsWB+lGZU54f7kR25kyIPxL2q0apmR9auSGXvscceezzjeAYIlw61Ij64uEsnFrYec64UZUN+NwmTTeuNlBuhvJFx+okFi7sp2VunwQKhsYhTmuMZ5fWMppBgZHlWgodmmVJeS0jWPpT/tw7twW+pDhYPwLXfrljcTbCl6yNVam0v1pdNtWvLMq5gm4pkxa1axpqx8cQbI65YnJw8R8QpsnnotEEGcAcF3uYY3zZIbr9XrRnsR2cp2xcKNjcszSIQoC7lZ7dCei7US6HKM8x5QnIu2EqwG0gvQhNnnxpMDdlpIEMm6luoEriLcYo0kTC9O2wR0jWkK0NTCJvbQnWkYJU/UnyDu25BVQZhucuFdBW+w25ClajpGjh3ZGtCfyXeYGuHOyxwBzlGBMqqHzNNLecfWzK/W5E+XLWEjOE1GAvkn4SYiLUVhJfuEZG+VyciSFlFaeROVGcGthIxfbnU5P2q4otYIC9mnFGeXg8GkbBBhG3gvdVu0zT9MV5qdL3HHnvs8RziGSBcnWh99PTcRmC6uUC8R6oataZ3ZE/vnpI+zti8dBB8ldrmvVL5dvKZkawc+YMGjHD66QNm92qKt8/J7klfQQhAuSv9F2tQY8hOK2wZ0pbaTnKa2hDRqtqGw+OIFgxThDG6SXeKdIWTHu6jW9ZN9FMYR7pkRM7aSBeNw2xrNE/RWduD0Ll+Hu8mcTUGN0/Y3LCcfgrqF0s4SxAfxO3zt4X8LDTN3jzOaGaQbCFZKdl5MB9FQ3ZYfBvBcmFZfLlDRCWk98TTC9y7z1TAbpVkG1JTzUyozlP+m3f/BOd1QX2RMSslpEI1/BOvPdnqxyT20FJt06c7gms2NW6Z0xwX2G2C1A41Bl+kJFulmVuSM7u7T2JiPUWQYx3X2M9tjPieSRL6xtequ4jplAFvV7HYXtee3HTHN4WryPp4+VXWEDGu8tPq0pIQCFlV7T6yBsReSoXuscceezwveAYIl0Ypie7JvYsgtJNPZwJpWo+i9nNpQqRr9rX/j703jbUtuc7DvlW1hzPde9/Q80CKDEkNFmxFZkTJAYTAsqAhsRkYDsAggWU7iCBEToT8iaX8kf8o8I/8iAU4EoTAggwHVgQhgBlDHhTZgpJA1EDLlkSKFJtskt3N7tdvvMMZ9lC18qOq9l67du37Htlquu/rvYCLe84ealfV3ufUd7611rf6os9c5I6lKXLUxznyXYvsdA8w4whw7FiIYwL6uK6YBSGCPjtAHTLPzLADWRU6YDcKYg8LZCooX6k+rqwbeoLhSJmisSsrdbxkyozts9zCXO1dHBoXGezxEmitA4/BDZtrmFWB0/ctcPY+QnPNuCzCnIEGKE8Vlvcssr0bk820q7V4zljct8j2fQ3DcB8DmOqGTA4k2VJB1xaqtpPSCzZ3jKIJYWMZ4ze+9AFYS4AhNBuGagjtkmD2Cvm2dfckdiMO3Kd9PUTWCtRa2MIxciBCe3OBZqOxuNegeNDA5gq7F4+Q7VcoX3ngEiVSbuJBxyNQkXIZah/E7+8RL0v3XFaNA1AxaDNmkHnLi8KB//N9z2QCw4Lkcl5lBiEmjkm4DUeslKyjCAxdjsEdmQBtIWtyUh9vttlmm+2K2xUAXDK2RXzh+y9tDixXWMRaAWiCzpVY+KiFA0hNi9XnG+ea8dmE2S3HBJCxrgD1qnQZhvuql10IoEio0FNrgaruWQ4AneK8P6Zjl+IstRTASk5DlM0l5SpiHS1FfVmaVLZjinEL42bu9MC4yGCOF3jwwTVuf8QiO1MoTgn7py3syjg34rl7hMo7CptXXCYgtY4lUi2QbYHyjJFvHXhSLff3IwT2yz6AXe1JWOiDc8UGABR0bZn8GHOF+x/KcfFn99CvLKDvZzCrBsYoUOVqKNocuPvnGtz4rRzFAwXN6GskSvaR2YFOAX7IWHDTQtUugP7wZIGLZxwQKh+00E0LKGD/RAEmjSfulkPh2lT8XKwiH5t/JuzJxmXlVo0DS/vKtRmXlpIlfoRqfRfXZX2Sg1UOqHECQCX7ETFbnWBpDBYFAEtlLSIxzriNEExvAtE5g67ZZpvt8bMrALh4+IUu/w8O4/FiJPcFo34fRSxHJ9ngQZwtc7QnGfShBNUtaFeBV6XTzzrfOZdb6wJ/qWnTweqpWK2U+GUq3keOQ/eyBa7zkVtyit0K/ZAZmDJgP2Q1BsBjASYGHVydQLsoYEqArtVobQEyCromsFbQFWFxm5BtgXzLKM96jStTaoCB8swiv7DI9sa5dS3Dlm4sqnbzTT4ZIriD2RDIqC6bEMKlSGE8mVPwZwKKl5ZYvsE43FQ4lAtQS654dQ2YBSNfNjjcLGBeUdB7Bd1QP254ENya8f2DY/6ye1vQ0QLtRiPfMla3W+RnNWjfQB0Urn3OjTckY9DeDuc/vp9aOxdhfN8zJ2oKrR1T2/hi5lLNfsrkvg6YCTAmAtbd5FP/TAWJB2kxQyWPGcRUBrV7PY7VYiN+bAhtrthGc3XJOGeb7XGwWXH+XWlXAHB584tDV6InsB7hPfMw0NjtdP/Dwhbv94wGl/lQ5V0Ul949U6C8r5CfAXpfg7YHKLEwc1V7F2KCUZKgK07pl/2KWQ/pLgoWL1QSbIWYr6C1JWUd5DGyT0E6Io61ic4xmwJkgeUfLMHasUvZA+f6a9fusPLMIt+5c0ypoGqLZq1gSmDzetC+sj1T5YGXakIcEoBMOUanMTArL8jaWgc8fJ/J94+YwVAgw7jxmcYBLw0s7isc7ipsn3fZkE4TjVC9vkRh4YgTgmfQNKh27XKmxvUkJQjw8W3lfZdIkZ/VULvaC+wSsrqFLjK0mwL1yTGKBxVUKCAtXcvSTegm2GXL+vvdZUG29dAt+ZC4plER9nBvYy0vIh8r5YPaH1ZKJxWvFbNZEmjF7sZB5qUAWzE4uwxIzjbbbLM9JnYFANcQEIzS2UNGYMpVJt/HopOhHa2d20acw+sVrK/buH71gOzs4FyGsiBwiBMLIE226To0BjzWOmajAz0RCIw1m2Q7k9Mjxi1Bn9wPCLHKiN2Sx5FjmaAUeFmgemKJ/VM52gUh3wJgQLWM/IIBAh58UMF85Aynf3iMm39oYDPC7skM1Q2C1cDiHkM17MBW4wVpmV1WZ7hsGFvTz63at4D29QxNcEGKoHntCk+r2qBorJe1IGSakB00OMtgShevpGpgedsF8qsqwXwaD+qsTc91CKZvLahl2A3B5hpKk3NPe1aUmhYZgP0zR9g+V+D45RzZ/X0/zkPlAvIz3TGOZCxQFmAiqO0+XXA60viSYqayJuLoWRDbQiA6EQGlS4igugFbM3YdTtVMlK78gdtw7OYfZy9GfeJLPi+zzTbbbI+pXQHAhQG7FRYZVj27NbApFxtzry4f9sfMUlgUmhZqy86dA3RAAUAaqISg9al+yCLD8f44LmtqEZKMi2Ts4vbkudLieBwSYM9f264WQKbQnpQ43ChQHSs0ayd8qirnbsx94LvNCMtbQNUeY/MqI7+wPiNQgxiojwnZDp30AvlgdZKuMcm6BaYLcNpWibkkZrByGaKqbt3xOgBFglIEZRiLu67fNgdYkRNPbX0b1oOnuu1cb9TwYB46UJTp7r7aMsf5exa49y2E65/VOPnjFrpqe2YUAHYV1q9maNc5svOqZ82IOrBOzH0mrbWgi537SWEixicWRaVIaqHb5dmtcC/DMy6er05lntmV/8ncx5606oVJu+dmIqYrJdnQPbN2eIws65M6J9k+T2c3zjbbbLM9BvbOB1yEXtRRuE4oBj0poDUCRlFmVwgyJur0i1iR186yQ4YqLAjxtVLALo6VCqxWvD917FQslnwfXFOXsQIppkYL1kwwaKwIvCjBiwztUYHDzRz1RoEssLpjHUvVMpqVcjpZigAGrn2hAT7PXTYh4ICNzTMcbhBMCdiMkEmwFYL5fQyWC14PYOiS2DvlRFHZx39RkHfoQo0UOFOoTwrc+i5GcV/h6IsMm3sNroPPkEwInSanb1XCLl1xcrVrQNZiebvB0RcL6Iq7AP6un+xiAPW9LdQuF8Kq/jnrsl7NkClNxXrFFoL6o2dBvpdgjBJgR4Iu8sHzA7Y4VpyXbFWnPG/gAurCtqjvqc+k0uiQdPzsj44N+6anYrbZZpvtqto7H3ABPUCSoCm2KVdiOB8YxkWF/5l2jEaegQ5OFsEd+whAJshSTLnyOlffRAzOpYuPGrAuSXCVqsMn24vBoWQQ/Llc5LBHC3CmYBYZmk0GVo4d2rzWojh1BZGJGUWm0Bzl2D6ToTy3yPYtqLYDbasMgK40Dk8wth9qYPMCNz7DyFvbJ6wpoD0poS/qcWkcYBi83s21gjl2WaPq0DhAE8Ya2B8i2IKgn6ignmvR3jqGrp2oqmpsD9Isxs9L5yr2ZaC2B+hD07vcakb5BuPmWe3crgHACm80jHFs1Z4dOxYYMjkW5vH7cD/ktkuAWMfyClZIuhlhjAP5WQa07RCMBbekUr1MRHh+pTREYKmU7t/HLsG+0UsY28h9KJks8szwV6EPO9tss812Ve1qAC5gWNdQxj6lhB8lsJILlzwvABp4l+Fe1qKLFsQUqAkAJlAdKUAUl2ZJ2VTb4X/k9ntov1JtyP8h7s3Ha9lNieakhCkdu1cdK5y9X/kahKbPFIRbF5Vh5HtG8aCF3rUusD3cB3IK/Nm+AJ474Me+7V/h7+IvINsV2HyFUNyvoCrHrmSnlS+ZZPt+TY0x07DL3Ls22x44hfMUdRII5b0GR//PEuffAJRhyNqzcoM4IuHqlPfNF6kmoIvPCnNFVQ1tDOy6hM01qMic7EgtxkAW0ArtjTVMqVHc2UJdHACYsdu5u6ZgXVNgK3q2BiyvdsBLBs5zcF0uClCeOUV6XwC+K2BtLSjPfQyi29cVlQYwUpiPA+LlPQp9lHYZixs+qo/ANM72LrI5Y2+2x9yuAOCK3HYBNHVf3gJoSTCVim+KF4UsFCA249is1Dkj5szF+wx0pUbdfwgDFf7L4OV4IYqu2V1rasFKLXaRG5SLHHZV4vDUCs2RhmoYNgNsTihOgc1rBqryyvytGxjnGroyWL7JyC5qJ5XRDt1FXLhHKv/sEj997/tw8/cVFg8szFKhyhbIdgbZAwG2UmyW7KtWrlC0Yai67vWz5LHWTQi1gN43OP5SBtY5bOaAlmoAs1Qgq6EPbZ/okJo/nWYWg0YXM0PtCFRkTqbC1wOU947XC9z68Aq6YjxRmV7LLQaV8gdDzPLF9xHowJKMZZTv5X7A/ZDgMu+SAsJT1LkSw2cFcBpdqfJQl2l1hT7GPwhiCYjUPMvyQnPs1myzzfYusCsAuIRNuYEmQEXsKuqAWKbdr/lYCiC22E0SbwdNqqAPjn0IY+H6l3DJyAUxBnWXsQPSpRPeB1M9s1XfXKLZuPaJGdneXWB5h1Her6H2rcsu9NdSuxo2W8CsFXSlgaodusLI6WIRM258xkL9AZDtGmTbdjBPnCtwrqBqNZR+CMfkWZeRSMy+D6J0jhx/mCf2x9fODbp6U+NwndAuXILF4ZrCgoH8TDmChXuB1579s8NrqGieA3NEXqIixWBqjeqplTu9QQ9EAzBvI2Al3eVyPIlnpHMjdt0ZxzR2+43p9eHCNh+v2LlwjQGKHLAuI5QRALDt2a6UFIR8TQrABHh1HRuOqxv3BNB62OdptsfHZi2q2d5ldjUAVwyagB5UGTMWDRUq8KPt4TwbgQXZtnRTjmJSBGhSCnazAO2qXmV+iq3RqmelpiQIJHMnz5+K4YrtMtAo+oyyQHNtgcONDO2CkB1cUHl+VqNQBDIMvW/6TD7fDlknxXC44crbHL3sdLN6xsn9r441ts8q3PxUjfyidTFXrR2MhbXTv4ImoKWuFqU5LmBKjfyshj6v+oDziXntah96Fy+1FnpbY3FXA8hRb5yXL985Udagw0XBTSj114A+Lk/GvElmSsEXQDfg9RLNUxtkDw5QZzvAWnCmkV00eOIPGHrfujE0bQciu0D3oGofnruY4RJuwpi5Gh4WuUNHAMb2rsqQJFLkHfBjrYDC6dC5LFAAVo2Bz6RLUWT4hv9T7NZlz/DDCmrPNtvjbDP4fFfYWwpXJaJrRPTLRPQZIvojIvouIrpBRL9KRJ/z/6+L43+CiF4ios8S0fc92lWCyy+UTPGv27ZfpMI2Y/rFxS9YbCy4bd3/8GXfNO7PmDHoSil6y8Uj9MNacJ5h995j2GvrHpzJvgzOs32fRR9jBmXUhzhWTZ4TM3qpQGu5EGrl2K1VgfrEga3b/2GLe395i3alQNa5CvV5NZBN6K7pY6iWd4xzQeaRtATcAn72DQrbb9/DLBygcRpWtpNjoKqB2tVQ2wrKAztVOWV7vW1Q3DtAXXhh0TaaR/83YhbDHAl3o2oZunLHmYJw+r4c+6cXzkUJDNuIEyA6kB+5y4QLlIxxGZ5FBl6W4EUJZBr6rEJ56wLZ6R4ki5jnGXhRwK6XfYHp8NzJ++X/UuzVpbUGffD8gOWSY2F2z2AAe8oJvlLdjNtii05FPnYpxkxXfEz8/AXwGsewhVqeIXvW+vmfMddss832GNpbZbj+LoB/xsx/hYgKACsA/yOAX2Pmv0NEPw7gxwH8LSL6FgAfA/CnADwH4P8mog8xcyJ4ZWgsF0L5C1h8sQ+0hoCka4KKArwsQds92Gs9ETBktCT7JHW7EkZVjfVL9/31ojaCyXIuYb+0hwX9P8x1GLvDZH9j1yIA5BnqkwJtSaiPCf/BN38Bn7nzVJetRo0HOQL0dcWcAVBrUTyokG21qzepCRRcZwDsQqN8wMh+d4n8ouqA1kjUMzEuAnp3l6xFGZggooHuFXnG0FVr8kyXB176YKALBbBCfUQwJWH3LCPfKaxyl0HI1o6Yt4FxBLZCzF/Y17TI7+3BuUb91AbtSmNxawd1fkBQjmfl+k51455PrTyTRGNccYnrWQIpjuZOZixy99j4wP+IOXO1MkXJn1EXqGe5YHu3oSK3TYqediddojAfxhNYyPgZ6OIuJaAddWu22Wab7crb1wy4NnUSWAAAIABJREFUiOgYwHcD+GsAwMw1gJqIPgrgP/KH/QKAXwfwtwB8FMAvMnMF4GUiegnAdwD4zUsvFL58BdAaxauI7UMXi3Fp7aRccLNW7td8YKBIOQFVd/Ll7JY0CUYu9r3wqWSiwnFxO7HivTxW695FKvenSv2k4tRSfQ4B+UTgPEN7bYV2o7F7WqFdAr//a9+I4y8wFncrUGM7sEXGKbjLPpOx4Na5EXVlnHutFYCRXEzb8ZdaZDsDvWv64PjLXKmyr51elWg304Dx9xw9AIzdvGQBhgVVLVRpkF8QiDPUGwVdM45fJizum15SIlwzNYcSrEo3INA9i2Qs0BiYVYGz95Y4+/eA5/7fJRa7UO7J9qU7rQW1BnaRoz1ZwuYblK+dgg6VG5tko1J98ttSbsbumZ9wx8nPRBxwL9uE1u4+t62P5xJAKuViHF9o7HaXr+X/8CMqNBO2a5oZrtlmm+2xtLfCcL0fwG0AP09EfwbAJwH8GICnmfl1AGDm14noKX/88wA+Ic5/1W8bGRH9MIAfBoCF2gy/7JXQH5LbBplrgrWQWVZVnawhF9iAkcuGhqVU+ub9ti7I2u+Ia9eJdgZMQxyvE9pPZaoFoCJBWBxrlmores2Zhr22RnWzxP66Kyx94zOuzmG2M9D7xqu3245FCgxSdy0/5k7Us3bK75ShA0p62zhtrkMLsrZnzCK2LLkow7kkB64+a3rmMgDtUOTau6KkJhdZgBWD9g00AJu79uojwv5pQr51rNxkbFEKDIZrhzkw3GczNi7rsbpGqJ5u0Gw0Sq1BaIZtWQYUg7XGxQsldk8pPFVvkL9hQLYZ3VNmdlIXol+peC4OtT+7oUQ/OohAHsjHP1C6z4IE1nkGqNwxcgF0ycxFWdpnVNJnAmyJElz9XDJGbPWcrTjbbLM9xvZWYrgyAN8O4GeY+d8HsIVzH05Z6ps0SXUw888x84eZ+cOFWvqN4pf2V5HJRHkOWpRg69iZLgsrmG8vXozcJfvFTzIdkh3oYrJSLj1/Lk/sS7qxgsU6YlMq7Cn3TdeGZ7d0AFsLtCsFzoCj1wyWb1Yo71WuDM2hdeAhxG3JP8mQGF8WJ4CxTMEcL8BLX6OvtVCNgapdhmPIBCUrsgJTcWii/cF1mV2ckeXBuZxp8GbpFPJDLFBoT7SpaoN8xzBLwuHFGvVxXy9yMGd2uk9JliaU6jEOXB5/2eCJT2TILxKgWTyv1BiUpwbHr3imTane3RYJlKZsxO4+BGyhyAdj7VyPRvzwCM+/B5AhsYKUcsWuY5mI+HUqmD5c37Io1i0slZ0YS1LMNttssz1G9lYYrlcBvMrMv+Xf/zIc4LpFRM96dutZAG+K418U578A4CuPdKWUFpDcZsxYtFETaLlwi8f+MGSPZFzOJb+oB4tbzA5IBiK0F1yCItZmsHDG8VRhW39B939KdVyazG6L48KCGxEAtEb71DGq6yVsScgvDPILoDhtoC+qXund2GHJGWAY5KxE/5rWjV0RzCpHfa1AeYehay9BEMrn+PNH4qKp1yl3lASqgXHzY+cMoLp12Y1EAKJ58gWuA7NS3mMcf6rogugHGYPx/Mf9CvMd7/OsFdUtyvsNVJOBWsfmsCIQj+P56FBh8bqGXeVuW545kGN5KH6KnkkdiZqm+o6h67A73wfEj35QyOfeiufVGKBVnulKZE/KOSBCV/InvIYdfiZk1meY48H8ebAZHmFfNmq2d5HNmXmzvUvsa2a4mPkNAK8Q0Tf6Td8D4NMAPg7gh/y2HwLwj/3rjwP4GBGVRPQ+AB8E8NuPcKV0vIjcRok0dsAt+FXtmC3X6TEDNHVVH9tyWWZYKCfTtW2GgIUESzUQm0yBLGlxrFY4L7Y4u63vPELdR3u0RHW9BGeEbGdR3jlg+doFsgd70KEBVTWoEnpNsn/xohwYp9bFwHGZ4+x9S4DgaixmrrA0l1q4H+NMx4lsyzjAPwaa4VzhmqRDDTpUrj8AuMxhVwvYzRKHZ9bYP7OAyZWroWiBdgEcrhNsoXqNrcAyKhr2R/4Px8SAOPSpblx258FAGQtbZrBHK1cyanC/3Nyp8x30+QF637j6kD6+0LFdvbBvHCifYmFd98bPUAfQrB0WvRasVn9f7ZDpbRov5ioye6UbMRQ+D9tl+R9pMXiX91y6DyO2bbbZZpvtcbS3JAsB4L8F8L8T0e8D+DYA/xOAvwPge4nocwC+178HM38KwC/BgbJ/BuBHHyVD8aERtFPuDOsWjpCNOG52CNJILHAjpmACINFUULAMaHcNDMDXKGZILuZhEQ+Lb+K6A0sdQwRoBXuyRn1zBShANYxs27pCzPvasyp26OaLBUilGy/0zR9HPqNx81qNbGdw8Z4VDs9uYBeuFiPL/sZ9DwusbDtsS5W/EWxZ3Je4EDSXTmA0P2+gWka71qDWuTR1BZAFqus5uMzHzKC8H6ntHWsjM0q9W3HvrkctwxYaZlO4YP/Y1dmaPo6tFQxUkbvj86x3A/pnchRDyMPnNhZAjV2Lg/MVOTehNBqOp6vHGB+jBbBKsL7D4yOQOvXjJpV9/DaGcRHR93tZmpd8FnW8n4jop/3+3yeibxf7RjI4b19PZ5tttsfN3pIsBDP/GwAfTuz6nonjfwrAT72Va46CdbuUdR59qXcBxloBUH1gPduxZhGGC1mi7+gyuUKR4uEBaZfUFEMlwVG8PZWVOGWxGCzgag8eOwDEClCVRX7RgCrTq7ozDyQWRkBHvu+YHUbn7yHHHha3AbMukJcaurLgzGtvxS64AZsE0V5qTGERxpgJUWLeYtdk3UD5MWlroY4LVNc0cj+WbMewOaHeKJTrHPk+H2YSysB4Ob/BZBB7DJCbFqo2qG6WoJZRPKjHgq2exeJFAS4yqH3Tg15y5ZbMyRLUWOj750BVd9cKPepc2QGUtWa6dI8wGWTPsc8udtlbdtmeAbyBx/FVqfmPn+nLAJlsT35u38ageSLSAP4e3A/BVwH8DhF9nJk/LQ77ATj2/YMAPgLgZ/x/IC2DM9tss832SHZFlOZlJpRKbqdMg4/WoN0B3AghR8tAkQGZBlW1X4x0GmyFQshxYDIESyBlG1IxM/JXfcTysD+HpsBW12fbuyglAAPGIEyWK2J2C/pqgeb6EqYkVCcaq1uNyxqs2z7YO47XmjIJMCSwZccacdNCXzBKY7F7cY16rbC61UBvdefqGzF6j+o26gCLGm4LoC1a9MlYIGQvWoAJYAVwkEBr0QuhLjRyTel7MHA7JyQ84mMAf8+A8+c1Fg8Yizfb4TFFDrtZYP/CEWxBWH5lP0xSIAI1rSvu7d2MZDInVBq7qRcl2qdP0BwXULVFfm8Hde8caNv+mZXP8qLsAKnru//ceGmUZMkeA7B2n5Pux0kHtjvE3I/vsthEaRKMSe0toH//9nkVvwPAS8z8BdcV+kU4uRoJuD4K4B+wm8hPeFbrWbikoO9GJIPztvV0ttlme+zsagCuCZDVvYcGsswt8KIIbyfi6HW3ktpF8r1gvZKByUTg9dItkodq/CsfnoHo30SnJxYlGbs0xYJJWYgU8OpcfQxoQnu8QLvUIAuo1rnXAtgiKWqaUmtPWchUC8cb67e5gtEMgFqNtlQ43FQoLjSK+6p3uU6NL54HWUYnWDzOmG1jHhac9nphMAbFaQ0olz2pWkDX7pTFfYP8rGePekYRACYAlmQR43EYCyLjC2e3yHct1EHWMFReJFajOtFgDSw6dXXbs4lkoc52zr2oNZALZincex3i4xhWE5obOYAVil0F2poO0DP8/crUkGkLAqbAkCnu5ngY79WxW4P7I8BZfM7DmN2wLWakvz5yEM8DeEW8fxU9e3XZMc8DaJGQwWHmbXwRKWvznve850+s87O9i2wu9fNY2luN4fr6WfwLXOue3QoL5v7QASdgyFDFmV4ABtlZwBCIJV2NSoHXC7cgJjIDJ2NtZDxL/Bf2R20Ntl3mYgzsFuAW9jKHXWiQZZR3Kpz88QX0WSU7NVx8JfMUtxv+y/gp6YL07IwLomcsbzdYv2GhGtH+wPV2CbsV9qdcsw8DavE2HyuVnR5Q3q0AC2QHi2xvUZ4bFKcN1L512ZR5BnN9DfPkCbgs+jHH8w94cCRimyJgRvsaizd3yO7uXeFoWYeyNVDbA659+hTHLx9cIWstQJxok6q6F+glApc5eL0EH62BwsefAcjPGyxfPyC/t3P3QKk+VtBLgrC1fUmpFMgOoEnr9Hbh+qMsc+55CbRi8BXfi9Q2KQEh4wXf/tI+qZbjTk4d88gyOFLW5sknn3wr/Z1tttkeI3vnM1zh6y8sCJYxCHj3X/RdqR7JXvkv9qmSKKk4rtBGOH7AdFnrXDdSJ0qyOMI6gPcorhbJmnRBxirNpkgXV2jfM05c5LDrEgBQnNZQF3WffRhYoHCeEW2kdMKmgJjsszC7ynF4Iu/BFnA5uJLtPMochbmWMVadm1ds8zIQZCy4aUFtDrIM1QIggIlgcwWdKVc8uwlFnKmXaAjuVgkW5X1JgV/Pqql941yFoQ5kB1hsdy+0YZjjcth+GHNrR/NBAHhdYPfeY6jaly3aN8geNCBjQIe6r3s5Nd9R4PxIW8sKICW3G7jPnmcPu/4YRMxW5GJ/FHe1dCl+fRiuR5GmmTqGkZbBmW222WZ7JHvnM1yhLA8wjPXw2Vbka+IF6wQdHxaQHY5PuA9T7FanxdW2w4Vt4thRbUf5esq1GNxbvsRK3+eJhVScy3mGw3uuYff8yrkTZYB8GDfzsB/MD29bAr9I9kIyZKo2UC2DNXDvm3Kcv38DLrO+PFA8X6m5mZjXR9qWasu/1rWLrwIDF89qvPlnS5x+YI2737qBWRdQhxb6/g5oDTh38X6DwsodmNPjIHphJMFaYFo9QwWgYwOpqpHd3/VAKfR3qtKAcUH5xWkDYkBXxtWoNKbLNh1Ib8RNGCcNMZkUkgJa0joWyrq5GTFdCSY3ZfLza8U5ow6nT/8TsN8B8EEiep8Pev8YnFyNtI8D+Ks+W/E7AZwy8+uXyODMNttssz2SveMZLi40sFx06fMA3MKUZd1CI4v3du7GQcmSIVCLVa258+wMQVcsE5HS5JrKCBtsj4+ZWviCFERwxUnmRrJQ0v3jXYrmxgbNcQabEbKtYz46Zst4dkXGbsVM0aMwb0pF/VF9AH1jAAb2NxUOTzJAGkdfzEGHBo4mEW2m5kKCTllzUf6f6uvAJef3hfI9FmgXGhfPZSjOGYcnAPPNW5QPVljdNi5I3YMdstyVC+I8g72+QX29RLZtkb155gCSjKVLCc6SZ8r8HHOQebDsta18wsJljE7ieaGqRv76A2SZHswPBcFU1YPMkMnY/RCJPweXJS1IsCXEhJnZAXiVgzcr0L4C7fae6RpKcyRfx9fsAuQfgRH9EzJmbonobwL45wA0gL/PzJ8ioh/x+38WwK8A+EEALwHYAfjrookgg1MA+EK0b7bZvnqbY7TeVfaOB1zU2u6XNS9LF0elCXaRI7v1wIWyBmZAEdz3KLovdCflEMVuTaSkP0xYciBeGu277PyosfGClPyVn2YrBsAEADKN6r03sX8yBytCVlnYUsGuCpBxKui0q8btTV0zdisGYBGumWLpfMzU8o0DDtdXOP4CsH6jde6xcGwsOzHhih2IiqZcnKm+pwAYe32sukV9rHH65/dY/+YKxTlw+PwK5SmjvCuSCbr6kX2f202O1747R7Yt8OKvttCtcc9bygITBcCuCigv10C1czGOdMQMj+d0yl3Ztq7AdeaV4Lu58ucF/S5/LPnrkGi/i218WAkdkbHYJZ1Y8dwzu2eLCKqqXd/EnA9A8sAVK46xUV++jvUTmflX4ECV3Paz4jUD+NGJc6dkcGabbbbZHmrveMAVNI6CO4YXBfYfegJkGNmbUaxLIn4LRE4uYrvvFwdgctGJhSSBHkg9SjmVlEm2jFxDYUfqYJdtH7MoMkvOx2sh07CbBeprGXTD0HsDWyh86S8Slq9u8Mxv1yhvCQX5qXqB3ZzZ4aIfWK34ODkPxruZrEV2dsDJyxrtQiO/aHtwEBb7lKjpFLuWmp8YpMW6WHKBtwzOFWyRoVkR7K0FiIHFmxbr14HyQQu9b/rC19E1qTUo3tzi+d9QIMNQ+8YVzZZu2cR9pLqBOheyGyGbUt7PlHYa0MuAAH5OPUsWnhtr3bMhx+ozIO3RCupiDzr0/eGli+ejfQWSkhHdWC/JUAwm6y0qgKoa6v5Flwk6mDelASukQLpxhXZ5CK5S+nlTQsazzTbbbFfc3vmAi+EWHS/sSIcaq8/fd/sEIKBY9kEKsPsyJQDGzJYEXZcE2I/YgpRFQfpRAz3YSrlcUjFI8eJsLZBlsNc2uPPt19AuCcdfbqEq51pSDePeN2X4+e/9WfyN/++vwf6eTrcfMyuX2WUCrILNoNaAiZDf20OXWadE7xZiNXQTPsxSDFaQRAj7L5tHoh5s5wrL+wbXPuMU57PKzRO17NjTwG6F5yO4ccm5ABevnLrtrdBE0zxmrEI/ArBKBdxPzZ+0IGoKAKbtXObuvRk884FVIzJQVeOyLP25rAmH545Q3DsgCwXEjek/F5INBvpkFCEsPKoDYRkgdq5VaR0QTsxJuFb0ORv92OlcwVG25GyzzTbbY2LvfMAF7gVFmV2szXbvdnkZBAC+HmADWf+wC1pvhCZS7L4Q72PXoXwf2pIlVEagTJRMScZ9SWAQB2AHEJEKnJbaW5mGWRXI9wxdM6oThfLUaUhZIpAF/sY//a9x85MK+cUBSBEGg7gZ0XZ4L4FeLLoqgUQc2G8tqDFQgmWCUrDLArSvQdz0/YnjtOJ+xeBMslkxuEoyTj0wyc8NFjmBNUG1DJsRTClAS4r9Y3Zxb4KV6xIAQjA9MGTtAjsJuOeyIZBtxi7DACDDtqjsE3vQFKQeRoyYvD4R7PEK++c22D+ZoVkB+RZY32pgc3J1HTcrUN24v6oeAaJBBYZQuUFmIcZB9T4+kE30/MrXHbuH/jM2BbzktrmW4uNrs7bUbO9ye+cDrm4N7BfD7qvdMyty4SZy2kPsy8Bw+GU/tQB4kwBKBstfVhg4PmfQTzmEiXaGMS4qDbYiVyIAZGcHHH2RcfHi0oMHgq4AEOPaFxqcvEzItxX01hWlptQilgJawQKTknJpphgyw4B2gqPMrpagLTTyxmXR0cFrUikFwGeRxvFZI6aH+hiwmOWTLEjcH6K+hqGfr3alUW8Uii2754kAXVnXvgwst6JNIUbaxQNKyYtMOxcj2kESAm+WTjcrU4ApoGjvGKEUWAzj8X3msnCg6FD1xygFPl6jvbaC3lagxhUNp10FalonqJpr7J/IsHuGAAaOv9yguLvvAdwyR/30GjYjLL98Cjrf9aApuHu7OC0hEfEo7r1w3BRzGhdAj+2yeLLZHh+bQdZss10BwBWbr/PmXvfBvdJCoHwHsrRQnfdtABgHzEuXYOQeJCKgLFymmXQrxm7EKCal61u8IMn4pjCWGIBZ664Zl5dhBhnHcBEDyrAjdAwjO21cth1Rn3Ag1cyDXVanUfZB9iWO74pipqAJdrNAdXOB/LzpmJyBy44I7F2OA+ZRzs9AfZ16HSjpTotB1khbin19wwy6slCt9npcDFUz9L4Fsc/y4+i8GDSbaD+RA5INemCXZ+BMo3lqA5MrZLsWqrEdiBoxjWEsRC7WKtP9fEh3pZelcHMIf922Y9/IKqjTHa5/mrH5ygJgoLizdQXKw/woBVrnOP1gAbO8jtUrBdT5oRNYlbIq42ch4WZMxVylWMpYZyvlRvw6BszPNttss/27tKsHuIAhYDIGLNLXOzZCKSfQKLOjpD3siz7eH1gV4RaSIG6qPJDfOWwrxXZJd5Mv38JHa9jjpRPTrGpAa6dtpTXMKgMIyHYWplRo14TyXg29rQHDLrg7CHCm4qZi1ihlEmTJfgJJVoq1wvaFFR58QOPa5xWyswOoEXNvuctWY00gq4bXCfOudA/qYm2ukUvKbzc8WuzJWGBfIzvPsSgV2oV/NqyfH9l2DLxCn+I4sSnRUwCwBFUZ2EzBLDKQbRwbq5RjylJMXqZhN0sAgK6aTkC1u4axoO0e2aF2126jQHXjMiHVKaO8qNy4q2Z0z1RjcXiSoFqNw7VjZIcjHH9+C33nzIGutkVX8kcG03dxWcMA+75slujLlMWMcuxCnFmud5fNbNds71K7GoArwUh126XqvNzvy+9Q4zMTuU+plwH1g1/ZQkpirErvMgMDgJFuxZTFavWj+CTfZh/ML5gjrcB5Bl7koIOTLdh96Ansn8iwea2G3rVoVhm2T2scf7FBeb+BKRXUzsscBImDQaYcxjFR8rUUSY0Zrkc1Zizu1dDVsm8nnkcrgq7j6/n9IfMOAIgF6xWDIsPpdgIAA0AA9K6GrnJYL6BLxjGEsdzBoK04di2AoBh0dW5VC2KGvnsBqpZoT0rYUkMdlM9u1H2bjRDPbQ30gws33rhskHQzS9YrBsChjFAQaW0j9lQpZLfP8fy/cmNv1xmgnOyFKa+70kBnW1f82sSZiwIkdi5G3bPAMSCVFjNYqc/pZSLFs80222yPkV0BwCUX2JByPgEELIO0cotB3ThxVF97jqoG2B+6RaEDSjqdVTgCUkGMNBWngnTsVteOdIfFAegRyAKRUyNvDbCrgDyDPV6iOtHQtbuGLTWqaxqmJCePcVEjv9eCKlczL2hK+Y7JzgxdmLGFQP74mLDwx3Ff8ViNhd61yLaM/Kwda03JxVlRv195kCBYJTJ97NRAJT8eR7A4tiucp1y2pK4Mmo0HXBZgwrgN2Vb8XmZaTs1floHqBvrUQh1qsNaOScMl12J2mZIR4O7mQ7qf5fPTAT0Xn0hhW+z6DW73qkb+5rnr5l04Zq3M0VxfgIvMVXMwBiMWKv4cDOLnomzMcLxwySfB1BTACsfPXsbZ3q02s3+PtV0BwCW+fVMlSOQ2RX2wvLVAXbuzF4UDXXUz0OJKxl0FvaGYoaobB4IEIImD4UfnuI1dHA2Azl04YA6IwIvSX3/INLU31qhuFMgOjHxrQIbBymXbrW5ZZNsWdGg76YsuJinOnpP/U+7EOJYqdq8NWKjI3RZlKx5/qUZxWrs6f9KlGdq2AfFg+FqyRsxuewzWgJ5tit18KcbMAxq9a6GOcpABiBlmlYOaBdT5DiRzFWJgLPscz2fqHHaggbyMiRPqVT2YVS7eCxIUWwtAuaoKwLCqgr8es3eD+qSQZDWDjg0T/4m692QO/dxoBX2ooXZVP/elEzRFa8B17VyMU4HzUkYi6qtrT7DGsdBpOF9aIpFlttlmm+1xsisAuNB/WYvg3c4k6Eq5MJoGdHrhFjn/K370lS5diWroUhwEvaeyCBOWjN0KC3ZgCLK+XiJ3tSJdkDUy7RiOIgcZi/yihdVO8kFVBqpukQcpssbV5utYLel6S7EqMvBcMlYhuD6MNWY25LYwhhicMUMdWhQPqs4V2oE/eaxkc0I7cR9ZjCHFskyNLzBd4nqufmGD4jyDKV3fbaFg1jnU9pJ+hL5MmdwnNbKMcWAlsHXM7h4HN3FrQbtDPz+BhdpXPbvVTXtU6zOAfckAiuMCIOu66PehbX0ySf+sgah3uSsH+nmRg7YHkLV9XNeUPITczmb4LAD95zEFtma34myzzfYus3c+4Bot/NGXvwzqBfrAX2kBKGUaWJS9GycsdnyJmKlfRFLSDpNSEBIwBJdaADU+ziYAK841qieWaI4zbD5/BhgGFxlQ5rCLDEwEVVugUFCV6aQBOlAlswDjmCTJZEkVc2DESnXnpeY8WIr9GsT4MDjXaDcF8oNQuJfHAtOAScYtSbdYzMzFcUxyDGGsHbDwbsWqBTUW5iiHzQi6si6OKwWOp56FeA7i42S/ujmlPi6tzHB4Zo3zF3Jcf+mA/LUHfX3GcH7dTF5fZs/24+4ZpQ6EyW2CxWWFYWkgaT4TsmPXMt0/797VzYr67NKmAbfisydV5oMFNzzz+EeT7Ht8zmyzzTbbY2jvfMDVBecKdkv+0g6vI9dif7oHStYCLcCbEnZVeleS7WJlQg29QTA8c1ckm6SrL7JRvFccsxXciEUOLnLwIu/cVEyE+iSDzQlmUzowFcZgGcpamHWO+iRDeccJi8raf6O4LPk+VaYnlWUn45Om2C830OH+RDucKbQrjSzXrsxMvL90Y6eQdRebBF0yXmiQUZiOUxr1N4ypNUCeQe8aZIsMplQOB5Ua5mQJfU6OcYrL/EiT4DkCmZ3Fz4GMSbMMm2vsn8xw708zim2Jk7ulc7l2gDntvuuf4QmwNbhmv23AtCpc/sMiuCzFs8OLAvZkhfr6wkmOXDSgfQO1O/Sub5sYf5J5DGBejd2MQA/OZqX52Wab7TG1dz7gmjDSCsgycNMMF5nAIHnGR6q/A4C5vsLZ+1e4/smqd+kA7oveB66TsS6zzLJ7X9VOlgFwAEwwY8mg4YFYqQYyjfq9N3H3Wxa49rkatlRgRVjccor55f0WnBE4IwAanBGaVYb8okV2ukd2aJGdemYrCJkOgtvFQhkvdqlMyCmAEo6R2+NxpjIYIzBiC8Lh2RWW1gLbg3NbKe0yL1ceVNaNY38kKxSDO9nn2O0ZxyvFC3U0H9S0QKVQ3APaoxLNJkNzpLD95hLHX1pg9dI9d59DaZ+4rSmgFblUB9sC0Pd9p8aguLBYv5oh30ZVsB8CVhjiXgNj0JIAX2wsqMjBy9KNP7BnifgpIs+QhflSrm6ktoyy8jFgXpbCrhbgkzX0/XPw/jBsbwpspUBWnLX4VbjtZ5ttttmuml0dwBXFj7jFYQi2oAhYLtwX997TK55ZCizH7W9bY/HAuXgGrrdgpcL5tz6J179L473/tELx+pnb7gFZ59KSafrxQhyyDsvCF5rOcPaeBdqVi2fRBwubEWyhoVoLZSxQM/ShdYET+fSaAAAgAElEQVTyee7A1nkFOvSaSgOg1S1aU0HNie1hQUvFlsm+h+0pF6PUiArHBbDq1detJpiNwiJ3bikui25OqGq8TpS8bxFrFgPC1Hguc4/G7lS/naoGTpPKACrD/obCg2+2qE9yvPDmEuqBdaV4ZD8ScWqDPqTcrHH/ACcbUbVYfmWP7KJAtmv7+KnU8RCu6svASnewHX1GAIDbFnQgl83YxfdFbvkA6ILKPACG7Rgv1WUH+xixVYn982ssFaDfaF2sV0hGiV2LPNFfaWFsqXmc7WraXMZnttlGdgUAV+ILOCwu8eJhBdCS8Uwiu3DzhkG2s14LKQJbftG7eFaDddBqEsDDRAHpRF64ctWrfwNgRWiev4b7H1zg+mcPUI3B6s0Gy3sE1Vio2kIDUFXrjl1lKO8enMCptSguDr2WVnA3SZAlr59y7cUmXYap+Cu5LbjzUrFNMcsk21HKLcTPLnHrIwo3/tDvKgu3cPtafh1YTYHdkaCoGQORBMvEbQuKVfGBHgwCPXPVtKDGP/YEHL+kUd4XbSrqmbcY/IX5iMFXKpZLHh9eNi3UrkFhrKsCEAC8nA8IoCVNxkDJ+DRjhvGMMeiy7FjgcDzQu+ZT7nkRC+lAmNevE8ymenCBFeA03yhUcdAesJnh/YmD5WV/w7iUBhW5c7E3TfIjP9tss8121e0hK/U7yMICEb+PgufZ2EFRXWYGt62XiWiw+cPbWLxy6sBRWNiKHHztyGWR+cLBz/wmQ+8TAcwSKDCjef4GvvK9N8DLwsXIKIK9tsb9Dyxw9yMtDk8UMEu3wOuDA1uqaqFqA7VvoM8PWL52Dn26B6raMUCHuis23GsxiTgf6dIMFrsFQz9jUCMBQwy2ZEHtFKiYAndE4EWBdlOgWSkcfdM9XDxPMOscvMzdoh1Ar5TWiNm1OFMy/h8DRM+4dPF2cZvyfPGatYKqLDavtzj5QoujV727dgAU7HjeIouBUVfkXLzuMgYzlyhAdeOkPXKXMDHo21SywiBOSvXApTvXfw667FE7/B+7HFNSD/LzxTw4l9sW3DqGjNsWqGqo++euiLx3m1ORg8oStFmD1itQlnn3ugBb8XVDdrB2khTwn73ZZpvN28wQPlZ2BRguTCwQYfGN3CPhePm++2XvGCPO0ZdQ0Rq8WaE9WSC7cwGqajz1uxeAtVA7L7dABD5egzMFdb7v0/aJYBYai7vcBbuTdf1a3zLAJzLYnFEfZ8i8hpa+8G5C7pXgqaJ0EHKKQYkBSbDYBTY5lxP7icYgLmyfAnYBfOUZ7LoE5wrKAPt/fRPXvmRdxiWhB1mj2KGEu1DGg8X9SI071UfZjowB89uJAdUyoBhWA9T62pNKgJY20a+p6ydskEgRgCbgZBraHPVTK9icsHhDQd+7AJpL2k3JKiQlGnT/7McleeRnKN4fxhWzmrIotTWO+SPl3I0hpjFY5mRX7Mkatsygzw+gB+fg1rh2FJDMICZfBisw07NLcbbZZntM7WoArlgCAhguyHIBIYVRNqOMfWF27kRprUF2f+czxgzU/QvHnLSO9ahfuIGz9y2QHRjHnwboUDlWTCkUd/e4cWfXtcnKxWaZBSE7MKojgnkyw40/Mi4mq/Zq8LLsTty/eNFJxWPF7kQZZzPl4pJAJgVspuKQYvAjgZLWLvMyU4AHMuvXGIt7xhWL3gXB2MRCOsUgpWLHHtbf1LGyr+xBinIZiu1Ku3qOLcPmCqrU4MYlRJDM2IyC+IPoqNsk5ofHsiEDY+4YVLspUJ1o3P8mjWx7gud+g6BvnzqGtG3H4EpqWcWmde+mi4HYSDol+pEiLX5u4iQBCcKM9/rJa5kaZDTUGQFHS9hFAb1cgHZ7V/AaHnTF1SL8Z4CtB2azHtfjZTNDM9tsnV0NwBXAUwyk5K90ZhewK7cD/WLkNYnoUDl3R4jRAZwkgDSiPnaKCNnpHiefs1Be0Z0su1/uhUJzbQHVWGR1C7YKvF6gPs5hcoLNCEcf+wp+8v3/F/6bn/8RvPAvW6iLSoiUenDVJuKrpoLhYzASu/lSbrcp1uBhbFZ8rdB2IvBe7RuwIhSnBF0p5KeOHRy4bqXbL+5zuE4qZmvKAigyZrqvsVmnW0YWULUBBc9ZrkGLrA9kD+N8FBPX7gCZBCxKAVrB3NjAbApQbZFvLYpTjfyCB33tikIHoCUC2QGMXXRW9Z+HED8Vs71yvuTcpJ4R6Z6NxjZ4D6ATOwUc82V9Ie37pgeIWQbK0N13bg1Gel2hjyYKG5htttlme4zsagAuYOjeGChcDxmIzlKaXXCxNRQ0norcLapGtKHIx06FhYWhTrdQFyEY3wez+wLE7fII9lqG9UUFUgrNjSXMQmF5u0G70fjKvRP8o5OPOErAZ+olgUAADZcBhhQY8ucycx84PsVUPao7bmrfhCuSjAUaA1UbV3aotlCt1wyTsVCpa8WFs0M/I/YoOe4I/LG1fRWBGJD64wgt1Nkei8aAiwy20I6RXGpAwfU51KNM1C4cgCl/nQ5kxSxX0F/TvvB5ZZAfdq45TVje0dDVxNwHYKX1kPWJg84H+nTx8xK5n6cYy2CW01GdYftl2YTBpRlqbob9XhaFNyts338Cahmrz90Bzrf9Mx+OVZR2O84222yzPQZ2dQAX0P96j+NTwuvuONV/eSsC5blTy64bhHgsc7wAvMtLbUVcVog3ik0LFiosvk2L1RcfgMu8C4KmxqK830BVBtm2xTP/cIE/WP0ZPHO/ht7Ww3imONA7BkZTQMi7kWQ5F/LHjxTxHxITI11kl7qUwn55rNS+alqoLYNaC7MuYDMFXTXDsXQLqwAyATANXMTjBb0r0OxfA3DvxbEk20m5JYO8BocYOgtWJewqc0Ko2gm3kmekkmDTB8JL4DWqoenjmXhZgssc7UmJ7MEBtPPsJoCcGRsAzVEOsymgzvOOVaUwxljoFBj9gBj8sIjjsiQQm3LLh/tC5EBVEhRH7syw3zIAdnMFuGcScEH0ITbL318mwu4JjYsXCc/wE1h91nYZxdy2M7s122yzPfZ2xQCXSn8pR/FaAWBxpp2iuXYFhMkrndsyd+7B7aFfcJijzK9o0Um5l6xyhX5XBQ5PLpFftIBy8UGLixp0aLHaNy6+ybDLQGzC4hIWrUsCxlMAKuqLBCIAEJcbmowrCi6s9N7L3ZCCKemU41snygrjJC/sInM1A0OG3JS7dIJ9C+OWtQQ5BlaJeDe21gGmsD/OqrQWYMd0wTJUppDl2tVWLBTaoxJ5azvX42DMqTkVwDTUKuT1Es1TR6hu5ChOW9hCITMiUxMAHWpk5xpmlaG6lkOfLaA9a9rdXwm2UjFccZWFTu4hAspTn5t4DGGsl9U9lBa2y7qOREDbggPIK3MX77jMsXuWsLgD6Mq4z+Nq6ca7Dz88HtLP2WabbbYrbFcDcHWLavRl7JksUj6dPCy0np3oYqWqGtQ4VoWsdcyLbDcscAHghKLScoEVC3t3jCLY4yXMqoDyZWH0rkV2fw+q/OJZiQVaAo1YQDRcOxr6pYHYl+yXACXtAkqwWXJ8AeyE/al2vHuUWlduCMoXQ94ydJ05sCvjqy6TbJgYV9cPUVORPdCSgCzJDso4LKLevcjcuZHp0EAVGWxRgDOCNQSzKpA1pgfGYgwSAAemi5lB2hcjz118oN7VKJmR39+jE12VmZpkQbsK+VmO+miJ+uYCi0PdJW4M7l8K8MSxXAMXuh2DMTnnMXs5YvKi+yKBXqwOH4OzwHgxOzQfPotVg82rjOXtFvlt51a1m4XT9WIGb4247uWs7GyzvSttFpO98nY1AFcKMJAClYVz2yjlAt9bH6AdkhA7XaKeveK27UFKCGiWCznQaSeFRS9mmbpYKevkIMhY5A9ccWRVuxIqMui+60NgD1KK6kQDYDcAEonFvnMjiu0pVmgwnijGq2sv1T4EmEsBo0hqoYvt8QBscMbIRaXGczM4nIeAwx8Ts3cDQAkMYqkG7cZuRXHPHcBhx24tFFRGIAaAJTL29QWBDnSNXIlELgkjz7rjyFro+wbqTI2Fa3U/Z9S00Pe2WJYazTqDXRXux4DUWwPSmXujbL8oXtEal0QSM0adezGxPcxZzKxJGwGshMn71hpAuTjIm79rveK+k5Sw4fMZ+qQ8yzXNu872TrMZBMw22yPbW4pQJaL/nog+RUR/SET/iIgWRHSDiH6ViD7n/18Xx/8EEb1ERJ8lou975OtkGago0Ik7eqFFAC5r8FA5N4a1w0Xau2c6EcpIEBXsRR2jffFCIhf6cF5onypX25Aswy4yJzVgbOdeQ2B/ZJHi0DcJDASIGAAKMZ5Hjc0agZVwbhhzBCLlNQfnS2Aq/5RyMUpajTMuTe8240z354RxhwD2aNyDvkZuQDlu2e8OVArGq+vvlA2eDwd+qTFQLeP8RY07fzrD4WYOu9DgIutZ0/A/tBHGVeTg9RL2aOnHye5eN61j+Jq2v/ehb+G9cVl9+ZsXWLy575MM4n5K61x3iZisgTQKYRA0P3AZmnH7gx8EnGa1wvVTLFd4P5A48e7RpnEs89nWiaX68auLPfTp1s1VkTvR1M36bcVbRPT9/vvnJSL68cR+IqKf9vt/n4i+Pdqviej3iOifvH29nG222R5H+5oBFxE9D+C/A/BhZv5WABrAxwD8OIBfY+YPAvg1/x5E9C1+/58C8P0A/lci0qm2hz3U4JvXwOtlV4iaiBxQ8l/kfKjcsf6Lno0DXh0AkwuI5W5bt2/CYtXwxCQAiqD2DejQAoTxoinZivg9evYpmttR3NKkCSYrZuRSwCocN3U9uW3kdmIWbttQXsYOs9eEnhgvcqfcHwBLqsRQChyJfqb6Ojw0MT/x/YoAbZxJR8YJS+0/ssWf/0ufxO4JhXalXfD/auHi1CSjF8ZTFjBPXYM9WrhSPV1VAA9o2nb4LCjqY7RCn4wFHWonshvkQeI5iVmmrzbOqQPLUYbsyJUorhWDqSkgljpO9dcLlR84zId/pro5bXwtxiBCvCjwdiEu/33z9wD8AIBvAfCf++8laT8A4IP+74cB/Ey0/8cA/NHb0sHZZpvtsba3moOdAVgSUQZgBeArAD4K4Bf8/l8A8J/61x8F8IvMXDHzywBeAvAdj3SVqgZt946Fstz9714DTt8nDiw2ZrgoyFIn8f+pBQZ+kZevA9jIM7DWLji8qpHdPnexOgM2wQ7/wnZgDIYioDQF+OT+ACqTDBUwAlvyGCT2XQouw5wCYCVit8J8dTFPbpxmXcIeLVxZm9h9GLNFYVvEZsVzMeh/ZPLYy2LbxAldfUybE5oHJd44HIE1YHNCfVKgfmoNe33TuwwD2PJJGWpbQZ3uQPvKMzdmCLoCwPKlpfr5Ettb48431rGCUjqkSzoQz26iSHU/Jjt2L3aMbJT4MRWbFyxmrlL75GeHyBUoz32ZH+3jyqzpmObONWu5K3cUygdht3eSLFNB+m/dvgPAS8z8BWauAfwi3PeStI8C+Afs7BMArhHRs2549AKA/xjA//Z2dXC22Ub2t//27LJ9TOxrjuFi5teI6H8G8GUAewD/gpn/BRE9zcyv+2NeJ6Kn/CnPA/iEaOJVv21kRPTDcL8usVAb0MVu6PKL5SCs6sGWLGwdAokNLl+kgIczXUqwLUFhfbVw7+umV46XhYildEN6nCMgkQJOl4GmKSAykipItR9dd8SqSZZLAqPAWvljuMydm/dQAaY/jiQjRjR0Jcr+9Z0YAK44Li01PzKYXo47ZQM5B2laweYK1/+txuc/9SGs3/SAcaFwuKFBT+c4AaAebAcabWQsEOoJysxTeS05/rg+I9C/b9w8cOaU+8kyqG3BsGmQNSWJwtwLAHfnRLIjMcMYg60plkvRQEi42yerJMDfU+trmsofH0E2wlhQ24KqGlw3HRDktnXxcA8rxv612/MAXhHvXwXwkUc45nkArwP4XwD8DwCOLruI/P56z3ve89Z6PNtssz029lZcitfhfg2+D8BzANZE9F9edkpiWxLlMPPPMfOHmfnDhVqMwVb4L3+xx8VxY7eLNT0Ai/WKUudc9itbKfBqAXNUonpuA3N9DXu0dOyEdB1izDDFzNUIDAngl2KaRtl7j+B+nAqGl2xQMljevZENAVkGzl2QOOcZeLVA+/QJqhdOevch4Mr6HJwLibVfoKVLzv8fAaSHAMj4fwy2UnMg2b44Li70Qx8Mjr/c4vof18j2FtWRhikJumbomvHgG9eoXrwOXpSOgZJxekHOQYCprn9GMFqyv7Ifge3yqvz2eAl7sgGKvMuG7SywTTryxneyKL6Q9GrRueDdcz8e80MtBqfBLRlK8Eg1fKDf5otdw5qhK9LHrcGHA/Dh0B8j3bCP0revzR7lOyh5DBH9JwDeZOZPPuwi8vvrySef/Fr6Odtssz2G9layFP8CgJeZ+TYAENH/CeDPAbhFRM96dutZAG/6418F8KI4/wU4F+TDLZQsCRaYkI55AQYBwjItPpgMIp7SJSLBlE3FqmgnaGmPFvjKd29gvuMM1/+PNTav7KEPTZIx6NyeQa07vE6ZGgIqN6QxCEtl8sWMUAqIXQZKJsFPmOss82Ke7rEhuMw6WEZxZ9fHKQEIUgice5di3fRthbblgp5g+qbchoPg+AkX4iC4XqlkrFwXT2Yt8rPas0oWnGvk5zlYu/JMnBFMqWEWLlkAleivANdSJkIataJckD+H5fnwAM272vbPrfHgAxme/u0F8tfuOSYIAtR0gxTPc0qlvbteYuwT4PzSY0zi8xNKC0nGzQg3c1xcXn6+ZFFuq3rX4qOWVPrq7VG+g6aO+SsA/hIR/SCABYBjIvqHzHzZj8zZZpttts7eCnf/ZQDfSUQrcivb98AFk34cwA/5Y34IwD/2rz8O4GNEVBLR++CCUn/7q75q5HbqgFQcGwSMY1bi7THjlWISYuFHpcCLEnaRI9sC+LfHyLcW6qLu6wbKoPjQL+mmEe0lA/ftRBzVaCoS7kgZ13ZJbFd4H46LWa/R9bMM+298Gq/+xaexf/7IzXNroM72yG6fQZ3t+jqEIQPvULti3fH4UixPYjxxf0b7o3O72L5Ee6nEgM6MhTo0UNsKtKugzvYobm9R3N6ivHtAtjOuBA8DrIWbUIAtec1BFmWstXZJNmxgyfKLFqoBmk0GXi9dPUJKPD8DlqwHN9y2LpmkNQLwRD8EUq7VywpHpxjfuGi83J5inEPWYngdrie3yUzeP3n7HQAfJKL3EVEBl8Tz8eiYjwP4qz5b8TsBnDLz68z8E8z8AjN/gz/vX85ga7bZZvtq7K3EcP0WEf0ygH8Np3z1ewB+DsAGwC8R0X8FB8r+M3/8p4jolwB82h//o8z86D9l5WKRijGKGTCOWLGBXhGNFwhgzGoJC8HyvCzBS1eG5fpnKzTHGYr7dVdbMVx/AA4EcCMit+hepnWUYLkuzViM2YKETbFAsY0AiR+3eeoEL/9lDVCLk5dVBzZIxqzJckXMQAvQvu73xf3xzBPJaycYwhgYpsbi7k+fcDBoryy8+0/E1MnnxloX5mS9GjzgjtcK1FqoQqM492K4RQYucxefFvTepPs4MFVEgCwp5eVHQhH1ZNA5M9AaFK+d4ql9C1YEc1Qi21d9hl98b7oJFW5yA3ASDAkWOBXPJduNt6VU7kX5rCSblYoxiy2ARGOdC9RnjL4dxswtEf1NAP8cLqv67/vvpR/x+38WwK8A+EG4pJ4dgL/+9vRmttlme7fZWxI+ZeafBPCT0eYKju1KHf9TAH7qq75QHOTrGpvqVDoGJK61GFwgcXHgcKxwL3aLe56BVyUAQO1qlPsG+VnWi1uKEjYDYCUAUedKTLEJ6nJARFnmQINvtwNhcZCzPGfCNRlrKSWD770bsXnhJk4/sMLx5whHrxgs3zg4+Qt34hBsSXdQuG8hDsli7EKbcGMmg/99gHySqbusvQCGicYBOh40skLv+gx98Bmg2SmBrI9FI4JdFKAyhzrdAnWUeSrBl7Ud0Jua97AtPBdkDKhuoO9euOSEwKKFeK6mdeBNAUBfs7ArizOKU/Q/Ph7FVPTZCs9tqqxQ2B+SUoDhj5iBJpgHUqkfA/7zRxrpa/wJGzP/Chyoktt+VrxmAD/6kDZ+HcCvvw3dm2222R5je+crzTP6BV0JZgJIg66Y1YozuAB0MV7xYhEWLMl4eUaCFiV4tYAtNFTVgvY1yFjQXgOZ7rMUpTskZp3ihStegOIMsNiCrtijps1bBjT1r+V1IxYtZtPccQq8KGCWGfKdxfIzFuX9CmrninCPMjNjY3ZZfVoIoArw3F03sBvdaeP+BIAW97EL/BfnDsYADMv7xDbol+1YpgAUCQCjhso1qieWoFJDVy7Qm3ZZXx8xAMTB/NteRiM1P+F++/tDoSRO0zoQbyzYa1q1T53g9ENrHH2pQvHK3Z5R1doJi3aTN8Fq+fsx+dmRP2okKPxqQJDX0hpY7K4PnzOtnZhxloH3e/c5VPbrArpmm2222f5d2DsfcIUVTIKMsHA8LM4pLuSbcsEMrnVJSBsRbJnDlo7RUqEWX+NK+YxkASRIDBan14cg57Cwxen2UazXcDFnMHjIdMnreFA1iiGLApZZjdkkGSAPrVDeukB+mrmakYcWdGg6QOA7Nx13YzwYUQrQQwasu65WfT8FyJV22fsp2YyRJQBbx2a11td+jKQMWuPch1UDskvYnOC8UYBaL6ADOANckfQ8c8+EKFQ9MAli4vvtx0AyozHPwdrNidWE6maO/E7ZxwsOGMXIhSfBV5x4kpgb2Y/BcxuAYBywH7vl1UT2bzDL7hjPeHFd96WThp2Z7udss8022xW1dz7gAjCqCRfcWHHGW8omtyfcH6kAYMDFGi1L2GUGfWihLirHPORZv0jLGJvgutIREIg1wgZjjICTGoKgODZJZjmOwF2i/Eoydky039lq6ca6yFydyF3lJB7qBmrvhDtJAsyp2Dq5jQi8KNxcaTsEaBNxZBKABWCZ3C/nIJqvqXivUX+9+Giy0LZy94sONco3zmFLV1LKrHPYZQZqFi7zxFrYkzV2Lx5heWsPfefMA3EzBJPBEvF2XUA9+TkrcthFAWSuD9c/u3XPnQBz3EbuQulW7K71ELAV+kKOzxvobcl5khbAYrh8/BkaCKL6/iQEiDmwc29fZuJss8022zvCrgbgipkqYMxwycU+tfB358Vuxii2S5qUgsidorzaVqC6gV0vAU1OIVzWRQxWFs69sj84txRHICtRAPgyDanBtgRwSmdU9iBu4IpMXJOIwEdrvPxfPAN9AJ78Nw2Wr5w5Jqs1IEOdTpQ/cQxOwtzH2wFwpoAyd+xNK+K/0IMjEPXyB/E8RXMy0i/DmOlKgbIxG+ivJ0VZ49JMgEsA2B2g6gYocthVDrPMAHYsJ1U1aFdheStz1QZ8xuHgmrGL7jL3snexqqqB1QVUY0E796xRFUtsRD8UUqAr9fmIry37mHJtB6ZL9j+OgexiIzHcljIpSiyfzZngmm222R5DuyKAi4f/5esplmuS1ZhwJU4AL/JlXEAEVfc18NTFzh3g2YYBowL0rjQkQFNq4U3Fd8XunTiIOdo+cM357cwiriY6bgA+8hz22ho2Z6xfAcq7B8fQBDBpAYDTgEq6eOX9YL8gM4O1htmUyOCAS8xosGj3oZmZMvkgshiMXgbCmBmkRdmhkPwggWA0TgLAWsMWCqZQIKvBy8KBrtZA3z33rj47Gs+jWPcMeSaRQ0mh1o5dlR2I1n0Ae/w5SLJTD3HHx89iloHy3AXxN62rXWoTpbSC1IOa+IyJY9zcTwDERwxRnG22d6WFMj9zuZ8rZ1cDcMUmXSBTC0qwlOuRGcNgYvE6DvrNsk5BnfZ1v+iZIUsDYCBwSq3LJhtZKEUEDBesGEClmJApoNYNNdWWGgUid3pdIX7Ly13AWrz3n+ygDi3U9uADswXIIurdbimgK7Z1LJQHMNQYmBsLqH0BXTXOtWjMWJBU9H0EVCTgxBiQTSUUPJQ5JBrIWwzmUYtnLMR0UYP89g56U4AVgTWBMw2q6n6+YheZDChPMI1dDBc8EPEq/mB2dSv/f/bePMqWrK7z/fwi4pyTeTPzTjXPtwqroKiygKqyCsVGuguxUAHfW2pDt1rydCEu52V3C9j9LJdtP5bPeWhtWmmhtUGeSlMIMkhrI0oVFMhQIxQ13qpbw51zPOdExO/9sfeO2LFPnMy8Q948ee/+rJUr48T4ix2Rub/n9/vt33bXd4n4/gCEcGQotIcRx/29tOUaur8vSUw7z0wzPHeOzv4FGAxwZTQaJSEkoY4xhudvPmdJE+86CWSZsbls+ZuJRCKR04CtJbhch+FPWUKQ5Oz2q0YdBp1OmzemOheN3BXJUjNPoKrJZfLFlrYU4vQEUZWP4zoyd15f0IVCalypCF+UOXNtiQIty1EP2Dh8z1hii3J2O2ivC52MZH6FxJU1sKHEqpMP77XN21h9DPYtjHcmGZSQJUac+JM7j7vfMbXFVq1J5rVDW+5W62jMcft4yfviRE6SwGBIIgKpUMx00TQx8x8OcyMavPewEU5ueY4j922Fjva65DumyA4tkR623lTXXt77KyJ1za2GlygIra8mtNoEoLseJaqCDHOyoyvI0grqC7xGrlfwLF05CHvuSoSHz7WovWXG09n6WCKRSGRLszUEV1vulj+MP9xPEiOWcka/6TsxJrTnunhii17X1D9aGdSdnUuOD4fRh7WwQhGVmppJZJmpo+QLsjAs4+fFjOuce13TyS/3TeJxuH9LZ+qS7SWzcyCeNQulks6vQH9Qe7RgRFC11ulifP5UiAxzsiPLaOBBbJuOqJEkH+SkuWuEifW+wGqEG6UuKeE+j4iPsjQicD2jHZ3wGprSIEk3QwV0KkMHWT3qzorU1nP57101N6FXikQUWVohK8t6NKLzaKVp7S1zdZ7bzTsAACAASURBVMMSYWRaH69dViV8v9r2z3N0cYmkPzBV7NV7r/0ipy4x3hdg/vuXBjaGXl0txw9wiEQikS3OFhFcQVKtE0shlaerMGLL93CNCye2kUgdShwMTbJ4IlUZBD/fqPqG3xaWaQi61IwAnOoiB4+MehUqwZA0E6xbOkARsYnsJrzUGLU4zjvkwnBZRnnWdvbfsIvOsrL9a4tGPLiJmH2vU1sOkhf68q/RSGT3O1cX8hqakCy97ojXcWxxVp8gv209Awzcc2qIOT+RX00JBu1kJj+pPwxP2dy3uQIZmOmAiu1TlJ0UZsyIxapGlj+n4NgTlyOfVQXJc2TJ25YkRmA5ykCkteEnw/u/x+1biSipRZX3Xmm/v/o9uPetMUIyeB/bSFPzRQRgOBiffxmJRCJbmC0guATpmqH46uVESa/XnOjWDxEWJSOzRDa8HJ53wceJkiRBex10uotmCenBhXqEXig+wkl5Hf753W/nRSIIiyWCTE+ZTtUf1RgKOLuvqkKe1yP7Qo+P299PHnfhw5lpli7bztL5wln3F8iyXzTTXSMZDfX5NgTXqEpOpLW4a3i+rIiTYe7lHZXVNcKaWi63rHGOdJUw4picrtUS5hvnzwsTxfKu1yoyk/rY6r0bDCl7MwxnMjoC2ktJloemCr2dtkjDGFn4XrRtg2bB1o6ti9bJTK6Ymy6oEsdtiepjQokOXxQ33l1PJFVtYD17/qCE0DOcBMIrPIeP84TZqviSpeb9XBpvbiQSiWxltoDgoukpcEKmkxlhtNJv/uOvvEOFTXr2OpWRUhLBcPpSkW4H3TaFbuuxePkc6XLJ9NFlU3vKVXpvYzUvhstPaUuid54tJ0YsYcjMeYx8T1LbyL62fBw3wkx7Hcpeh97BARfcmZMdNSUuJC9GR79Vzdn0LDXO7e4r8fZtKXVQFfPMi0ok+oT1stYz5+MILSMXxwmsyqbKI1c24pBtYsu/d6WsRJcUJclyjkxnaCehv6ODFD2mB7ZafFgFftyEz4E3VMtydNQrUG6fJllKq3WS2CKiYT0scyPNfMbwb8APyfr3OG6d2r+/MC9+XDkVd562vDxnqxOzg4GdumkN73MkEolsUbaE4NKirP8Rqw0p9gej397bktj9/Jcqyb7ln3oiVW5TuWMbqDL13IB0oV+FiLQsGevFSmR0ZFoVaknaOzO3Gzpqe5gg3+tW8/ytKvq8MJ8k9rgkMQUzk4SkPyRZXKnaS/KitRxCdW0nVFqE1Nj8sjZcaBFM+M4loLt2rXZbQ1y1deChTaENpdZepmBUZ7O6floNiKi8dh6h980J5fTwEr1SKTspSSoMt2cUc1NkK4PmgAP/9Rg3q4GXXK9JbbtIXg1i0E4KM9OU0x00Tcj2z8PikrXZ3VxZl3MoCki7JtdvjOhvXRcO5BgnFFcTSTbnbGwBWv95VPNYrkNgRyaLWKogElmTLSC4NAhdWK/JcEy+TVuCtJ9k39jXfKM2w/A76FQXnZkyYbpESI+skCwuNwt+NnJdkqaoCs5bV+MugLQ5omstwk5wMLS3FCSLh9h10u2iU0ZsVbYPhnUStts3qduorVPUtvsObKxyyFrEzlgBlaWQMxq6dPYHHr311DKTNBmxI6zKP2KjezcSO3oyT8d6Mv2yH9WxdrLpZF7QHdOkw5K8VAa7p0jnV0w9rSQxojJMMF8v9hnJcp80L4x4TlOGO6ZYPrfDHJANc+NNC9vFJdrndkCEn9Po79Pm7fK/ULTkmgF1En+ptuZa+37V6ER37vA5uO0qEAtxRSKR05AtILgsLnfEH53YVmfIebFCfBEG9WjETseM+OtkpsCpKjLISYaFqSLvEqChGQpZrfP0pzlxHgcntsJOzJ8o2xF0muHUNuY2ZNRr40KPvS7l3AzFDtvpL/XrMg/VvZTWw0RD9IxME+QIxE2jBEbokWg7vsrdKqBIzLWt102s2POLlvqjOFsr6/v37S2HAwhaC6SG3jEnpLb1zITkruyH3+5hTpz/7tnaXMmgi3ZSkqFSZoKmaVM6jIihVYRXIo1io65yPf2BOWeS0NsnZEvTpAteMrsLu/v36byi4aje6r6gVbyHcyW22eq8lk6gtXkgx3l3qzIYbmRwZktORA9XJLIm0au45dgagstPIPeFli+i7Dd5yTITwvDnNgzPZb9NS2ZGp+lU13SOrkhnPzc5W8N8fM2tkbkdx8xX54urNg9bG6Gwa+mwQjFghFaH4pyd9M/bRjIsKaYSplaGJKXWXrpGiKuohFAjbOh7IMIE6LZyFW3er/B450EDI/zEG0HqxFgoqkI7wvZx+9h1IyM1w/3bQo22QohJ6vdqbbn6Zm0CIcS2o/SHMNMlGSqD7QnFXM94SNvCeL5gb0n6l47JJSx2z5AsDUiOLpkwOlTPURaWyfpD62HyvHK+OEoEnZ1BFpbR5eX2dmkbYbtaTuJqhO+Me1/HhRSh+mKi/X49IXpkaxI7/0hkLFtDcPm0/dO2IqqRkO17unyxlGVGaGWpCSN1MrSboUmCDBTJrSCxEw+bw4MOKPRQCUHYs2UU5GrejLbQjSRN71dLR1bdb2ZKBhS7t/PYa3aQ9uH8u1boHh6SrHijK4PaUI0yCat4sMaKLJ8xuVtuGqGGYC0KU3Zjumee29IK4o+4C8+3imCqbF3NnnFJ227AggvZrQyMGEysx0XVjI5sEQGVgPAEPEnCYEeHfDqh6Ar9s3uki9MkZWkEvGrTG+jy7KAqlyFlWeXqyWBIetTm2/mhQW/kJ/1B5a2UJDFzUYYhRd+zOW7k4jiB1Sam26bBCr1qQXuHc1+O1OTSEvIotiKRyOnL5AsupU4Cn5uFvED7A3AV5r2RiCNFGV2RTVsoUjods68Lr1GYTrUsTekJW4dK8tpb1RAKbSPAGrbqaK5Ym4AamWxYaQ2D+vj1vtSVU7BTvmSpub9hwfl3DciWCtIlO/2K65BbCnGOVMMflwzflqTeZlt4DKM5XL7YK7dPU/YysucUWdLR0G2bkGobtBAK0jaREB7rzitSTd1Ef9h8rr7nrUV0VlMj1TdXTfWT5DCcSRicPUNXhGR+2YQD3f5JUgm7xjULG+q1Yl/m3ZydXgHUKm+qRHNTpb0uuBrct8sha/OyuXbw27sqReGJ/eqLxZjweTgpu30OWpRIa7UKr83SFOl2bUmIFVOHK0YUJ5vbb4+erEjkOJh8wSXYTjSl3Dlr6hutrDT3UYUkbeSQVPkvRVElRDPMqzBh1fGXJVJkFDu2kW/v0X12sfJujXi23HWAajhYS0J/vf8qwsvfVp0z2D/1Eu1Db5n1jpRn7USnMpLDiyQLS0x/rV/ZYcoStIRW20JI4fK4EN64PDYYH/prS5JWJVkemoKhdpqiKrk8tNWdo2ovez7/ugHVRN4t4a1qHydebJ03wkm1naerKEYHBTTEmxHxstxn294F8rkew7mMfDoh35aCbDOi64gX2hWpRRQ06slVIjXPbakEb0CDzTcU9y4n5p2vQsxVXhrVOaqEeahzIcd4okbezbZ6dVV1fHesJ5TH5bmNC8+WasTW7DakP0CHxJz5SORYiLlcW4bJF1xgO4KS5OkD5nOQo+J+S9KBKTMJM6mdB7EwHbqsDKA/qDt0Fy4sTe2txctmKTMxgmtcvpbzXknSHtr0CYfOj5xrTD0m/3hfVIxsTmCqx/CcbSSDkrQoTaef13lZ1X22jfDzf8Ox5+20eTXGdahBNf6qhtXiMtkwNzbbsOfI1D4hYcfdkjg/YoNb9vZpiAF/YEQ4WnM10eDwJpNOji6RlSX5tllWdidMHSpJB8br5e8/mhNYe/4qe7VEQ4/a0BS81U5mEvxdzqJ6IebUhMsbuXmucGnbSMHwnsaFwkMPbTigoO2crQLVf18KdGkFGQybU1RFJo/YoUciJ8TkCy73/1eSOgTmCSDpdNC5GRNe6XUppzvISl6HWIrSJDNXNX6o/qlLllXzFs48vmg6pIH9p+97t9q+9UN7WNGtXytE6DrAMXM5jh3N6PJ+pnpomtB96mjt7XB5PZ4dY4t4juvY2hL11zvCMvSG+O3nbPcHPAxtcVDvWq32umXf7jCciJd0XhRmQmf/OHffdp1S5xFJHlbytHlGnrfLeZrCivfVCEpVxIbtZKlP91CH2UyQXMkWc5Ilmx+W582yHsE9qd9eoWgv7BeE0gotW33e5MC54sB2MML0lBG1uR1AUlK/02F7uFDiarXBwkEfYRi3esYt7/04L6U7Js9tOoD7u2o3IzJBRPEViRwzky+4hDrkU3UWJgQn3S75Rbvp7+ox9dwyFIqs5GZ0WF6SLNhvzlkK0z2kP0SGQ+NBcV4qm9+UPnMYnZ2u82p8EhlTtHKMqPKTqd3vkbAM7UIL2hPu/eTjbsfkndnaXFiPkROUI5NBt4UU2/DFlt9JtgmAcV65cPLtQNw5gSKu7W3+GQCFlzPVcmzTY5U0PSW+J6UtxNkS1qxE1VBMWDMQe87TVhWQBZMT5URTGJYTI3glL0iWhnQPJmgqpjTHyqAerThO+PrCps1DatdpWcJgYARjI8ewDkWSpcYLZt8ZrXLHwnYMBJOjzTZni5vGx7//MKwYej3dNdLgHXJCq/Q8izGkGIlETkMmX3DhhYCyxExya3N+dKpLsjxkemlghvSXivQHZq45MB1QYadIme7BMG96J6xXoBoxVZTodNeWhPCKSPqJxG3lHRqJ1mPE2GojFP3ltkKTXvVxsszk4bSECn3PSTXdjvUKVkVB7faRa4Yeq7Yw4VqEI9VWWa46V1dw1CWJh4VdQ2HgE3hlRkYThoJIS6oCtXYKHeNpG0IZFDwNQo/aMX8qbi7MthCZFmbuRESQoiAZFuR+8VmXDB++VzAqeHwvarVPcA8rfTtTQLN0iWRZdT3dNoX0E2TFto/LPVwlt838fSVU3zJc4ryz0xddAab0R0vY14otmdlm2mqlb7y8rj28to5EIsdBzOWaeMbEECYJ2+mnqQmjbZtieNFuyh0zAMjiCsmRRWR+CVkwtYpkaQVZWDKFS3OTn1P2OsFpa+GkqqYzGOYmKT/sVN0Ix9AT4NcBg6Ygc6UYqrChevuHnavNsXF2jTSBXbdzDt0xW3nONPhp2Ox7fpLAy7VaoVa3XBTNdW37tDEud83RCKHZsGIwj2RD6PnLrqK5LwD8Y0Jaw8CBt6hqN2/Ua3hdWzJCVgbN/CvXFiNTOqkJHxZKPpXSP3dbVQKj8oy1PYPSE9GhV1Kk+Y6UBVqU6HCIlmU9kXtp5+z0pmvSXhemp8wE0X4eV9hmifH0SadT7+uu1xZKbgkfG89l7WltkKaVcG20m7e/KdBKJBI5XqLgmli2gIfL4iaVToVkaWiqpw+GtmPzwmlFiftmLqkNU/QHpAeP2lIQNL06ztPhwn9u3sTKW5CakYBAsrAEK33jJNDS65C07hDDMKLrSJO02ek3kpGD8/jLLsS3Y475a86ms1gwvbRSj3Abl0DucJ27H2ZzITwIPD407QOvnZTKa7dWwn94jrbPOG8I5Odsp+xldJ88VFVSb+TrrRJeG3fuxj7jzhHOcQnjQ6DhVFKhB9I/zqsHlw5MAVpNUyRNkNxNg5QE72Eo3gO7fCHmzu97u5wdbl2eI1mKJgnay8jPmiHp56QH5s077L8/fhtIUtf7Gkeb2PWn9XEeq5L6S4pbt9w3cyZ63siRicSjoysSiZyGbAEPF+Yf+fIKcnSR5OgS6f4jyNKKqTFlC2aOFNfU0nSWNtRT1aOCpmDAfSsv65IRQeK5rPSrwpWVPXabv18lkHzPQJhY33aO0BMARqDZTlrPP4vFq85iav+A3tMLNBPjvU4u9Jy05AOJndBYsgwJ89Vc+QlfkLV5qcogxOof744ZJ4hG8p6ElfOmmb+0V3mBqvvxz+nb1xZ2dbSJzjQdFRWNa4jJ0ep0vEKogSfPr8s2JswqNtRtRgqaKYvSpZzOUevF80OeobfUF9q+JzQUXv4IVNVR76N9JureZ5tEv3JOjwMv2k7/8rPRuRmk16vD841zW69ZUTbtWA2/fpcvPFObn5dluDxD7fcbeVtA9T67EPNGerhE5FYReVBEHhKRt7RsFxH5bbv9SyJyvV1/iYj8rYjcLyL3ishPbZyVkUjkdGRreLi0DpNU9ZUcbfkl1XG14FE/6tMmEgZDRqqua4nmJcwvNuoh1cd6nZ9b1iC8ZO0fP/WPd47GMcZTobvmOHL1DnqHCzr7F2xYqxw9ZrVcK6991NV2cna17VfQbMtxYa61PEvjPjfOocw8fITpqcyEgMfRNkLRt9ktO9t9wkRufz1AlpjipxjnigyH9ShHqOt1jZmiRzJby8uJsuke5bYuyUpOWpZoN6smDW+Efkfyouz7UZT2q1DLc3aE80uG7VEUKCCqSFGy7amMdKVHupxXAlOy1BQSdqMr297x4F4bXjk/4d7T6CO5XWXR9LR6YktdbtspQERS4PeAbwX2Ap8VkTtU9T5vt1cDV9qfm4Hft79z4GdV9fMiMgd8TkQ+HhwbiUQiY9kaggtMB5OCDj3hMk5gtdEy8k9S683xp0oJQ3BgR6x5YqyRJO+Elo6GE/0QIwTHeaGktjCS7ci1kzG1f0j3wIopb+G8cEXYWa/RaXkeJi3rROVW8TlyrHcPYZHW0Mu0lh2N05rzyuIyST8dP2/luNF8azGuXfxjE6lGFmpmare5OTU9Q6sfgTok6I5PEnSqZ+4lLyi3dRnumKKbL0FhBX+a2Dkb18g1c+dsE+LhulKNMEvSyrumuXc+m88lQHpgnunDiybJPi/M6FDr2RUR6HTQ2WnyXdvq0KOrW1cUTe9cEDo0bZAi26ZMWywt18f4wtIfzRg2wbi/25PLTcBDqvowgIi8F3gd4Ium1wHvVmPQnSKyU0QuUNV9wD5r67yI3A9cFBwbiUwGMYF+ItkagqtKmi6rmkdA7U3yhY7PuBwrMJ1A1kXntpnE7dC7Ego5P+emLUToL7t8p3H5OO6cbTYHyNFFk7PlxKALebbV0mpLEm8bWelGPY7bpy2p3+WgjSR7r30P41DVesLwsj6PSDB/YZtI8QWtl2/mRpy2zX9oNgQhVhET8ipLpF/XsmqMlrQjGUcGJrjlsjQjY1XRTkY51aGYTtBOSjIcGC+pP/qxLck+FFN+flVVWsE7Jqzf5U7p3iv3vAoToZOiQNK0DkeHJSXShHKmx95bZpACLv6bhOyZw+a5JGI8YYNhHU4OS1tkYnIsex2SskQXl2p7xpXBsG19qjxcGIH0hPd5L8Z7tdY+F2HFFoCI7AFeAtzVdhEReRPwJoBLL730BE2ORCKnC5MvuJRmDaWW4fh1baHw2HFiCNMh+VOe+N6tNipvVTO/qyHq/ATkMAm6zVuxSrK8pInpiNzULO6SzuPQVhOrTVyF9pqbaR7vhw5HPFgtXrnw/hveIO/YtbxvpYKYcxS7Zii2dekcXEKOLiIMR/Ol2kLHjTIFoeC221xOWlijC3D5VtXIwiQxAsyrej4yrU/wjmgpRnAlCXQyVs7usrIrpXs4Qwa5eS+7HTNXo29XIwG+RVSG9cj8vwEXInXPISxD4sJ4qRHXqk0vlSR5LXRs+yTLQ+YeVbK+ki70TRFgMO3hQpD9gakI79rBfRHJc/PcksSUfLClS5oJ8V4YsbrHxD4GQUMhevJp+2YQNvyq+4jILPAXwE+r6tG2i6jqO4B3ANx4442nxHUXiUQmn8kXXNCcGsYnTMAOR1y11W5yaAmSmtBK9S27GA0NNo4JRJRb5yd6+51nqYCOJiaH5/LPl6SmY8uyakDASG0qL19HOib3yNUUaw1V+teukrLL0ftxgtJPnK+G7hejtofLI4J0jbCfbS/NUuafN8eRyxPO+WLG9GMlsoApMOqERDipcng9l/PWlnHte1i8zy6kaeYkTBrtY3KL/OcijNRj81BbQFeGKTOPLdA72EOGhfF2beugO6bodjOSQzZUV0Aj32+1d9W33V9O0uZgiTDc2DBQG9fTQX0uARNOTYWdX10kWRgg80vVu4cqmiYw3YNux4w07A/qNlGbu9a3XuKixRNamVHbVYmsxMvL3Fhv117gEu/zxcBT691HRDoYsfWnqvqXG2hnJBI5DdkaoxTH1XZqy31xrKNgp+aFCSUmiTeC0euU1ftpHKi1R8t99reNXKgtJOZ7tIKQ2FSv9rqUtvMvXPmLsv5ZT75UI3/MXccTlEna3D+1uThn7US2TZsimmEY1W+jMrj3caPbfLv9nB67b+9wzo5HSrLlHE1T6Jhpl0SkTlpvS+Rv3GvLNXzPVxDa0qKs27YsTZu7ZXerWVZ7aPzr+Pfn6oMB5AXJkUUzwGFYUk5nFL2Ewc6MfLZb16FKgrYfVxsrrElWGSZIliJd63kKj3HnVB0NA7rwupZViFr6Q2RlSHpoiWRpxYyynJ6yozcz6HYouxnFrhlWrjqf8tJzYfcOZHq6+S4Hodyw7aoiw670SlJ/PgV8FrhSRC4XkS7weuCOYJ87gB+woxVfChxR1X1ibuSPgPtV9ddPhbGRSOT0Yk0Pl4i8E/hO4FlVvdau2w38GbAHeBT4XlU9ZLe9FfghzHixn1TVj9r1NwB/DEwDHwZ+StebKeuLi7ZQmiP0EqzmMXDbi8JM/xOUgljz2Lbzt11/nPBzocNej6oSOZjODZpV8UNR4+WhaRlcI/R0hHlkrSMl67CcZJkRBQ1RJs2pjSobtPbqufWNz2MS8gPBKEXJ1JPz9J4SZDA0I/qcACKrQ6otZRpGPHkNUeaEnTeCr0wQN1WUHXygCY15E7UszYi9NK0Lnfph3HFhZZtjx0qJqJIkCeUwIytN5DRdHnpzHrZ4pUQYmXonnJ7IHZuKsTP8QtD2voXrXC6kN/BCBwPE1WgrCnSqRznbI9/eQ0olO7BMsrCMTncpd/UopzokC/26zYuWZwTNkKJvi/uS4wSX/6Vng1DVXER+HPgoZlzlO1X1XhF5s93+B5j/Td8OPAQsAW+0h78M+H7gyyLyBbvubar64Q01ehKIideRyElhPSHFPwZ+F3i3t+4twCdU9e22ls1bgJ8TkRdivjVeA1wI/I2IXKWqBWZ49ZuAOzH/1G4F/vpk3UhF27B/P1+nTeO5XK7QY+Z3fGH+jC9I2s4Z5tk4Gh1sUuUQqS0rUE1E7XtN2vKpHEXRXN8W9qzWtwgWd35XeT3PkcUSlvu4SuUiYrxO1QhOaYrSNg+gu8a4elz++rwwswP4HjIngPxRpP552u7Dv0bohXKCMk1MPpUrmGvvoZHA7zxqHTtFTumdU5K6vRujUM22SmDkBfQHJMsZ5VRGNl8agdIyUXZ1jrDUA4x6t/w2L8z1q5pZbd6x9ZyvLIDU5mwNbbMlSD9DRcx8jMO8qrY/vdQ372pRQiezc0uWtTCWxHoLS8SvzN+GE12nxsOFFUgfDtb9gbeswI+1HPcp2vO7Th/iyLZIZENZU3Cp6iftqByf1wGvsMvvAv4O+Dm7/r2q2gceEZGHgJtE5FFgu6p+GkBE3g18F8ciuMLaS+FyW0jGJUy3jfJy+xZl04vji6g2L1flcdDmiEnnnQjP33YOXyQUhREAncx0xoNh7VUZN6LNP89q4cq1aCuvUJWN8MJ+IW0etFB8Vl6foP5YIIhUxQidUmqx5aakUUXUKxPhiz53Tb+Cf1v9r+Bd0QJkpV+d3z2jSmSliXkGns0iUueGtYk936NXJijGQyZFWdXBkmHtzTLT1wQhbGgK+rDtw7kt7SARbZtxwKdt0IHfVi6x3ran8+aJKkle0FvpG2G10q+8wDIcmml6tk2RnzMH7KCz7zB6dL46n2QZKuXI+1vlI/oCa9xyJBKJnEYcb9L8ebYuDTa/4Vy7/iKMB8vhhlQP7XK4vhV/WPVUMrO6JWEFc0ciJpTke4ncVC42JCPdDsU5O5GyJDk4jw4Gtcco9CiE+F6uxkhJaR7nr/OT1l1H2+2YEF5/YOpsubIP48KII6MCW0JroQgLE/PDff1kefc77KhHqsp75/NHAarn9Qmvu1pBVBeOU61LOgRzQIqtWK7DYeXdGS1T0ZLj54uuRJrhY9/D5e4ry7zn501o7RcodWUpwrbQErA1xcrU5EalYiZXD8N/DU+c91zb3r220gptI3N9nGAPC5b6ttpn5wZqSJ6jRVEXGq6qznuCUUyiveQF+WyHld0Zc6WSDXN0ZcU8QycEK/vL9uT4KLAml+jpOn2I3suJ4GQnzbepE11lfSuq+g5VvVFVb+zKtLehbO9Q27aNhBOThhiSLEO3zzD/dbOsXDBr1iVJ1amTBmUG2qqUa3CN1ZL2nTfNwxU2FVcHzI5KbEwcXTeKd6An9kY6cWnu0xiZSNMT5XuK/M/htUO8MhGyfc4k2E/1vKltgiT76tqBh6XKsSq9Xb1QbNiGWYrObUO63aZYs6MqJbOTjLsEe7dPY+5Ie04/ZOvW57ktDSF1mKsxOMJ/v1rEVij+vSR17aRmEumOnVIpHAAQiuS1Riz6gr5N6NuE+FGhHOShuVGvaYpOdb3RqSWUhRG3pfclxBY01TyH5RWm9h5l7uFF0vk+OtWtRs26shC1zV7Y0P+dJLX4WmdKZyQSiWxFjtfD9YyrviwiFwDP2vXjhlTvtcvh+mOnElKBIPBrUPmdTOFtd8emCfS6aK/D3COLJMt2Ml0XUlJtn8alLR8mTZBOx5RlKIvx+wYeL8kydHab6bBXVuow4no8W6t5vNryqdo8X6sl0YdJ59Uxzc5b0sQbdeeSzFuOIRByfh6X76VJkmYIMaQwo+lIxE7xJLgiqSJiQrM2jNcoDzGunEiwrHluztPJjHjoN0OLhHlsIV67qdpyC92MspeZ46ZNWyXORn8SdPXezTYPZeIt28T2yqvq7sN5cV3btonmUHw58ZYmlLPTJFlq8q4Y1jllYX6jlragao4cWSBbXDbeq05mJ2DVfgAAIABJREFURtiWNp+r0qTSHJHoc2oLn0YiZxbRozVRHO9/ujuA2+zybcAHvPWvF5GeiFyOmY/sMzb8OC8iL7XDq3/AO2b9+F4r/5u6n8MzriCo29d+1l4XFSE5uowcXcQlIetKf3wHLdK0IREjtrbPmpBM2Am35XClick72jZtahq5qXr8RHGoxVubZ6rts79vW+iy8salzXO43y5/yl/X+FyOdOCqihxdMO2Xm3IK1bD/xvNpCaP550vNlDo63TMFNv129vOWVM0k5P1BnZzu8u+gnszcecl8e91nLW1eWfD+WCGoZQl5QTnVpbRT1TS8Qf69+e3eJhKdx8/ak892KHZMmXy9NsEWluhw9+4/V1sqo7520/4R2ryWjTB73b6i3vX88Gab51hL4+kaDNGVPrq0XM3WIFn9Pc6JZ2dzNUF1W97WenMPI5FIZAuynrIQ78EkyJ8tInuBXwDeDrxPRH4IeBz4HgA7xPp9mPnFcuDH7AhFgB+lLgvx16wzYf5osX/ho4f+6MFjuKf18ezau6yDs4H9x+WrOznXXwtj3+QyufY9PsG2GU6+fY+e1LOdiH2XnUxDIpFIZBJYzyjFN4zZdMuY/X8Z+OWW9XcD1x6TdYYHVfXG4zhuwxGRuyfVNoj2nQiTbBtE+yKRSGSrsTWm9olEIpHIqSHm/UQiG0LMVo1EIpFI5Ezg9tujoN5EtoLgesdmG7AKk2wbRPtOhEm2DaJ9kUgksqWYeMGlqhP7j3uSbYNo34kwybZBtC9ygkQvRyRyypl4wRWJRCKRSOQkEkOLm0JMmo9EIpEzhbZONna8kTbidEAnnYn1cInIrSLyoIg8JCJv2SQbLhGRvxWR+0XkXhH5Kbt+t4h8XES+an/v8o55q7X5QRH5tlNgYyoi/yQifzWBtu0UkT8XkQdsG37jpNgnIj9jn+k9IvIeEZnaTNtE5J0i8qyI3OOtO2Z7ROQGEfmy3fbbIienmugY+/5f+2y/JCLvF5Gdm2VfJBKJTDoTKbhEJAV+D3g18ELgDSLywk0wJQd+VlWvBl4K/Ji14y3AJ1T1SuAT9jN22+uBa4Bbgf9s72Uj+Sngfu/zJNn2W8BHVPUFwIusnZtun4hcBPwkcKOqXguk9tqbadsf23P7HI89v4+Z+P1K+xOe82Ta93HgWlW9DvgK8NZNtC8SiZwo0Zu1oUyk4AJuAh5S1YdVdQC8F3jdqTZCVfep6uft8jxGMFxkbXmX3e1dwHfZ5dcB71XVvqo+AjyEuZcNQUQuBr4D+ENv9aTYth14OfBHAKo6UNXDk2IfJpw+LSIZsA0zt+em2aaqnwQOBquPyR4x85puV9VPq5lT593eMSfdPlX9mKq6SUfvpJ4v9ZTbF4lEThIxv2vDmNQcrouAJ7zPe4GbN8kWAERkD/AS4C7gPDs/JHYC73PtbhdhOh7HXrtuo/hN4N8Bc966SbHtCuA54L+JyIuAz2G8cZtun6o+KSK/ipmWahn4mKp+TEQ23baAY7VnaJdPtZ0A/xfwZ3Z5Eu07s4kdaGQ14vtxSphUwdWW19EyO/CpQURmgb8AflpVj66SdnLK7BaR7wSeVdXPicgr1nNIy7qNbNMMuB74CVW9S0R+CxsSG8OpbLtdGC/M5cBh4P8Tke+bBNvWyTh7NsVOEfl5TPj9T92qMXZMWjue/qzWkcZONrIeYvL8SWNSQ4p7gUu8zxfDcU0RfcKISAcjtv5UVf/Srn7Ghkewv91U1KfS7pcBrxWRRzEh138hIn8yIba56+1V1bvs5z/HCLBJsO+VwCOq+pyqDoG/BL5pQmzzOVZ79lKH9U6JnSJyG/CdwL+2YcKJsi8SiUQmhUkVXJ8FrhSRy0Wki0nAveNUG2FHUP0RcL+q/rq36Q7gNrt8G/ABb/3rRaQnIpdjkoI/sxG2qepbVfViVd2DaZ//parfNwm2WfueBp4QkefbVbcA902IfY8DLxWRbfYZ34LJz5sE23yOyR4bfpwXkZfa+/oB75iTjojcCvwc8FpVXQrs3nT7IpFIZJKYyJCiquYi8uPARzEjyN6pqvdugikvA74f+LKIfMGuexvwduB9IvJDmM77ewBU9V4ReR9GWOTAj6lqcYptniTbfgL4UyuaHwbeiBH5m2qfDXH+OfB5e61/wkxFM7tZtonIe4BXAGeLyF7gFzi+Z/mjmBGF08Bf25+Nsu+tQA/4uA2z36mqb94M+yKRyHEQw4SnFKmjAJFIJBI5mdx444169913b8zJ15NbEzvUyEYR362xiMjnVPXGcP1EergikUgkcgzExObIZuG/c/H9W5UouCKRSGQrEXZqsZOLbAbxvTtmouCKRCJnDDbR/7cwuaF/qKpvD7aL3f7twBLwg6748VrHTgSxE4xEJpZJHaUYiUQiJ5V1Thn2aupph96EmYro1E43Fit9R7Y64Tvc9vkMJHq4IpHImUI1ZRiAiLgpw+7z9nkd8G5bU+xOMROwXwDsWcexG8MZ2jlFtiBrvatt29fKPzyN8hPjKMVIJHJGICLfDdyqqj9sP38/cLOq/ri3z18Bb1fVT9nPn8DUGtuz1rHeOd6E8Y4BPB948BjMPBvYf4y3NglsVbth69q+Ve2GrWv7eu2+TFXPCVdGD1ckEjlTWM/UQic8LZGqvgNT1+2YEZG724aTTzpb1W7YurZvVbth69p+onZHwRWJRM4U1jNF07h9uus4NhKJRMYSk+YjkciZwnqmDLsD+AExvBQ4YqckmojpxiKRyNYlergikcgZwbgpw0TkzXb7HwAfxpSEeAhTFuKNqx27AWYeVyhyAtiqdsPWtX2r2g1b1/YTsjsmzUcikUgkEolsMDGkGIlEIpFIJLLBRMEViUQikUgkssFEwRWJRCKbjIjcKiIPishDIvKWzbbnWBCRR0XkyyLyBRG5e7PtGYeIvFNEnhWRe7x1u0Xk4yLyVft712baOI4xtt8uIk/adv+CiHz7ZtrYhohcIiJ/KyL3i8i9IvJTdv1Et/sqdp9Qm8ccrkgkEtlE7LRBXwG+FVOW4rPAG1R146vYnwRE5FHgRlWd6EKWIvJyYAEzk8C1dt2vAAdV9e1W6O5S1Z/bTDvbGGP77cCCqv7qZtq2GnaWhgtU9fMiMgd8Dvgu4AeZ4HZfxe7v5QTaPHq4IpFIZHOpphxS1QHgpg2KnERU9ZPAwWD164B32eV3YTrViWOM7ROPqu5zk7+r6jxwP3ARE97uq9h9QkTBFYlEIpvLRcAT3ue9nIR/7qcQBT4mIp+z0xptJc6zddawv8/dZHuOlR8XkS/ZkONEheVCRGQP8BLgLrZQuwd2wwm0eRRckUgksrmse9qgCeVlqno98Grgx2z4K7Lx/D7wPODFwD7g1zbXnPGIyCzwF8BPq+rRzbZnvbTYfUJtHgVXJBKJbC7rmXJoYlHVp+zvZ4H3Y0KkW4VnbL6Oy9t5dpPtWTeq+oyqFqpaAv+VCW13EelgRMufqupf2tUT3+5tdp9om0fBFYlEIpvLlp02SERmbFIxIjIDvAq4Z/WjJoo7gNvs8m3ABzbRlmPCCRbL/8EEtruICPBHwP2q+uvepolu93F2n2ibx1GKkUgkssnY4eW/ST1t0C9vsknrQkSuwHi1wEwV9z8m1XYReQ/wCuBs4BngF4D/CbwPuBR4HPgeVZ245PQxtr8CE9pS4FHgR1xe1KQgIt8M/D3wZaC0q9+GyYea2HZfxe43cAJtHgVXJBKJRCKRyAYTQ4qRSCQSiUQiG0wUXJFIJBKJRCIbTBRckUgkEolEIhtMFFyRSCQSiUQiG0wUXJFIJBKJRCIbTBRckUgkEolEIhtMFFyRSCQSiUQiG0wUXJFIJBKJRCIbTBRckUgkEolEIhtMFFyRSCQSiUQiG0wUXJFIJBKJRCIbTBRckUgkEolEIhtMFFyRSCQSiUQiG0wUXJFIJBKJRCIbTBRckUgkEolEIhtMFFyRSCQSiUQiG0wUXJFIJBKJRCIbTBRckUgkEolEIhtMFFyRE0ZEHhWRV4rI20TkD0/B9W4XkT/Z6OtEIpFIJHKyyDbbgMjpg6r+p822IUREHgV+WFX/ZrNtiUQikciZS/RwRSKRSCQSiWwwUXBFThp+qE9E9oiIishtIvK4iOwXkZ/39k1E5C0i8jUROSAi7xOR3cGxbxKRp0Rkn4j87CrXfa2I3Csih0Xk70Tkarv+vwOXAh8UkQUR+Xcb2wKRSCQSibQTBVdko/lm4PnALcD/7cQQ8JPAdwHfAlwIHAJ+Lzj2nwNXAq8C3iIirwxPLiJXAe8Bfho4B/gwRmB1VfX7gceB16jqrKr+ysm+uUgkEolE1kMUXJGN5hdVdVlVvwh8EXiRXf8jwM+r6l5V7QO3A98tIllw7KKqfhn4b8AbWs7/L4EPqerHVXUI/CowDXzTBt1PJBKJRCLHTEyaj2w0T3vLS8CsXb4MeL+IlN72AjjP+/yEt/wY8PUt57/QbgNAVUsReQK46ESMjkQikUjkZBI9XJHN4gng1aq60/uZUtUnvX0u8ZYvBZ5qOc9TGPEGgIiIPc6dR0+y3ZFIJBKJHDNRcEU2iz8AfllELgMQkXNE5HXBPv9BRLaJyDXAG4E/aznP+4DvEJFbRKQD/CzQB/7Rbn8GuGJD7iASiUQikXUSBVdks/gt4A7gYyIyD9wJ3Bzs87+Bh4BPAL+qqh8LT6KqDwLfB/wOsB94DSZJfmB3+X+Af29HMP6bDbmTSCQSiUTWQFRjxCUyWYjIHuARoKOq+eZaE4lEIpHIiRM9XJFIJBKJRCIbTBRckUgkEolEIhtMDClGIpFIJBKJbDDRwxWJRCKRSCSywUx84dOzzz5b9+zZs9lmRCKRU8TnPve5/ap6zmbbEYlEIieTiRdce/bs4e67795sMyKRyClCRB5be69IJBLZWsSQYiQSiUQikcgGEwVXJBKJRCKRyAYTBVckEolEIpHIBhMFVyQSiUQikcgGEwVXJBKJRCKRyAYTBVckEolEImsgIj8oIp9aZftfi8htG3Ttt4nIH27EuSOnjjUFl4i8U0SeFZF7vHW7ReTjIvJV+3uXt+2tIvKQiDwoIt/mrb9BRL5st/22iMjJv51IJBKJRE49qvpqVX3XiZ5HRF4hInuDc/8nVf3hEz13ZHNZj4frj4Fbg3VvAT6hqlcCn7CfEZEXAq8HrrHH/GcRSe0xvw+8CbjS/oTnPHN5+GG45hrIMvP74YfXty0SiUQikciWYE3BpaqfBA4Gq18HOCX/LuC7vPXvVdW+qj4CPATcJCIXANtV9dNqJm98t3fMyWOripPXvAYeeACKwvx+zWvWty0SiUQiAIjIJSLylyLynIgcEJHfFZFERP69iDxmIzXvFpEddv89IqIi8kYReUJEDonIm0XkG0TkSyJyWER+d/Qy8jsickREHhCRW7wNfyciP2yXf1BEPiUiv2rP+4iIvNrb940icr+IzIvIwyLyI3b9DPDXwIUismB/LhSR20XkT7zjXysi91ob/05Erva2PSoi/8bewxER+TMRmdqQRo8cE8ebw3Wequ4DsL/PtesvAp7w9ttr111kl8P1rYjIm0TkbhG5+7nnnlu/VVtVnDz4IJSlWS5L83k92yKRSCSCjaT8FfAYsAfTv7wX+EH788+BK4BZIBRRN2OiLv8S+E3g54FXYiI13ysi3xLs+zBwNvALwF+KyO4xZt0MPGj3/RXgj7xUmmeB7wS2A28EfkNErlfVReDVwFOqOmt/ngru9SrgPcBPA+cAHwY+KCJdb7fvxUSRLgeus20Q2WROdtJ8W16WrrK+FVV9h6reqKo3nnPOMUyptlXFyfOfD4l9FCLms7/N/Y0mSXNbJDKpbFVvc2SrchNwIfBvVXVRVVdU9VPAvwZ+XVUfVtUF4K3A60XEn9bul+z+HwMWgfeo6rOq+iTw98BLvH2fBX5TVYeq+mcYQfUdY2x6TFX/q6oWmEjQBcB5AKr6IVX9mhr+N/Ax4J+t817/JfAhVf24qg6BXwWmgW/y9vltVX1KVQ8CHwRevM5zRzaQ4xVcz9gwIfb3s3b9XuASb7+Lgafs+otb1p9cVhMuk8wHPwgveAGkKVx8Mfzar9XbfuM3zH2kKVxxhdk3Epl0tqq3ObJVuQQjcPJg/YUYr5fjMcwcwud5657xlpdbPs96n5+0aTH++S4cY9PTbkFVl+ziLICIvFpE7hSRgyJyGPh2jCdsPTTuSVVLTGTJjxo97S0vBfcQ2SSOV3DdAbjhr7cBH/DWv15EeiJyOcZN+xkbdpwXkZdal+oPeMecPHzhcv758P73n/RLbAhXXAH33gt5Dn/+57BnDzxm/5527oT77zfb/vt/N4IsEpl0tqq3ObJVeQK4NPBcgflif5n3+VIgpymqjoWLghH2l3KMzgMR6QF/gfFMnaeqOzFhQXfesdEfS+OerD2XAE8eix2RU896ykK8B/g08HwR2SsiPwS8HfhWEfkq8K32M6p6L/A+4D7gI8CPWXcqwI8Cf4hJpP8aJjHw5OILl/e/Hw6Guf5bgOuvh6NH4cAB8+Nz881w112bY1cksh6OHIF/+AfztxhD4ZFTx2eAfcDbRWRGRKZE5GWYXKefEZHLRWQW+E/An7V4wtbLucBPikhHRL4HuBojlo6FLtADngNym0z/Km/7M8BZLrm/hfcB3yEit4hIB/hZoA/84zHaETnFhN8GRlDVN4zZdEvbSlX9ZeCXW9bfDVx7TNadCElifpaXYXr6lF32hMnsI7nuOvj7v4der94mYjqyr30Nnve8zbEvEmljOITPfhbm5uBlL4OPfARe+Up4/HEjtmIoPLKBqGohIq8Bfht4HOMl+h+YxPILgU8CU8BHgZ84gUvdhYnc7McIo+9W1QOrHzJi67yI/CRGOPUwOVZ3eNsfsI6Oh+1ggBcGxz8oIt8H/A4mjPgF4DWqOjj+24qcCqQZjp48brzxRr377ruP/cB9+0z+yOOPwzd909r7TxJFAZ/7nBGKjz4K3/mdtbcA4NOfhhtvhE5n00yMnEE8/LDJwXrwwVo8XXGF2aYKX/gCDAbmnUzT+rjPfha+4RuO+XIi8jlVvfEkWR+JRCITwek7tc8FFxjRNTdnwhxbiTQ1Amt+Hl71KuPp8omhxcipZFwC/Fe/Cv/4j3DVVead9MXWgQNw1lmbY28kEolMIKev4HJ8/dfDPfesvd+kcf318PnPm5DiNdeYZUeSwGWXwSOPbJ59kTOHtgT4f/gH2L7dhA9nZkaPefhhuPzyU2vnKUBEbrXTlj0kIm/ZbHsikcjW4fQWXFNTJofr7LPhWAqoTgJlCd2uyY056yzz85Wv1NsvuQSeesoMEDjTiTWfNpbLL69D2iLm88teBuedt/pxp9l0qTaf5vcwhSlfCLzBTmcWiUQia3J6C65rroH77jN5J75Y2Qrcdx98//fXnq3LLjPia9++ep+XvnQ0tHgmio9Y82njuP9+8x5edpnxrF59NXz0o5tt1WZxE/CQLaI5wFQyf90m2xSJRLYIa45S3NIkSR0Kuegi2Lt369Sx6vdN0nyWmYTkbtcIqLvugtlZk5vmCqU+9pjpEKEWH2VZi497793ce9loTkXNp9USx09XPv95+Iu/gFtugbe9rR5BuxZPP23q4J1+tE1ddnO4k4i8CXgTQEp2w0y2y9vqBin5JZc87+HYQUxtx/mffQNYu5KT22e1fSW4lj9nSDB/SEdLLiwO09WCgWQ81dnFUOz3edW6IHVRBvcUnLBxyTGGrWLH+hBIhGKmAwpSKlIoZSaUHSEdKDI0doqzV0GzFFCzzl1XBE3NvUleeM9PIE3s/WpwK94+Y9s/vEl3SAKJmP9zbW20ynO/LD9Il6L6PCDlsSyYlch/L9Y436qIt+Cfs/RPGLSD23G1Z+8fOvIOuGutv03WpqUx1nG+o+WB/ao6Mk3O6S24HKqmmOg//MPWEVyOl7wEPvMZ480Ck5z8t38LL3+5EVyXXVbfV5qeeQUnBwMTXn38cXO/G1Xz6dWvNkniqqe/kFU1RXYfeQR++IePPRfriSeOa3TiFmBdU5Sp6juAdwDs6Jyj37jr/zQdpdq/S3/ZP/mUmV9Y+y2j+1c7VrxARSLNTi3xTHbr19onWUXBuO32t4iACH/w3P/gYi1JgUIL9mrBm8/7V+aYTkaxc5ZkYRlZWrHncULG2iFSDxZSNT9FgRYlkiaoKiKCP6re1R91+1TnUa32r5rP/ywCvS4L157PcCYhKZRsqSTflpD2lemnl0kW+1CUyEq/Okd+wS5kWJAeXOD8/kFuf+YDXJwfYm/3LH7+RbfxTLKd9OACsjIw18jsIJK8MKkfoRBI07odakOb95A0g1C6fRbtZCQLSzDMTRu584bP1/8NfOjp38cb1kJByXfs/u7RZ6wlSGLaNE3RwbBaN5Zwe/AOiYj5wuaeq/3tjpE0gakerPTRojTnW62CQhlsS6R+d/xtzq6Wv7fGux7+PXjtN1LJwT0z36HjllWhLPnY8p88Rgund0gRzAiqr37VLF9xxdYIsfX7xqMF5kF2Omad4+Uvh09+sv7sj1r0514UOf3rdf3jP8Lf/I2ZYSBJzO+TVfNpcdG06113mdpn1T+201jI7tsHv/RLcM458MY3npaJ7yfAuKnLjo22f/6SmA5IvU7T31eS2rvhd2xhJ+g6DrWdVlGYnzI4r1t2osk/ttTRDs2t03JUlHU7XDw8RGq1Z4py8fBQJZw0S9FOMr4Dddf3t5el6egSK7I8e0SkEl9alA1b1B03cgkZySnsHegbb1YJUsL0cwOm9y6SHFlClvtGbJVqvFQiyLAgWRpAWVZiK0W5eHCA/3jPu0n6ufkflNp7Hea1eGy7ZxGzv9vH7lfdQ2nbz3XkSYJ2MnQqQzuBr6RNgHjP86xigeeSWQr7naFA2JvurPd375knnNSKP5mbQTodc073Xvn7+8vut29PaZ6TDofmHs7aiWRZUwhN9dCZaSuaArEVvpfhvTqKsl1sQf33U7V/svoXi0BsuXeu+lLfJraqY8fLqtNfcO3YUZeFcKUiJp177zXhQ8f118M//VP9OU2NB+HTnzafs8zc2969Rmzs2WP2ufpq+L3fM/uF36ROBz7/eXjxi42ovPdeuPNO8/tEQn15bmqg3XWXEec33WQE7ek+ifjSkhGuH/gA3HabEVqXXrrZVk0anwWutFXLu8Dr8QpWrso4keX91tIKpNAD5Z/DXx+KLXeNcaIs7GBs56WhyAuXfbFmPR9VB2TDzHs7u5udeWd3JSrK2Wny2S46MwW9bt1hJUldSsTZUNlSX0NEKi/XCJ6XDWqvl+8NaxznRE6SoKmQ9ku6h3N6+5fpPLdIMr+EDHPjlSrKWgjlBemBeSOiRCqxBUZgXrK8n2R+GbIU7XaM6HL3438Brp6V9fCUZS2+Qlsrk+vjpSyN6HPnc8/BPa+WZzhbrvD8wTO8Zddr2ZvurMTWL+y4tXlM6KUqrTcqS6Fraz4G7+wIoehyIh3M/Q6HyMISdDLj1XLnWekjB4+gedE8n39vzlb/XlcTTW22hcLL3ecq5xH/2dj30lzfO497T1qEvc+ZEVL0ecELTCLw1VdvtiXjyfNmUVMR4/FaWTEjL8HkcV1+uSl5ce21ZvlTnzJFXt/3PlOE0jEcGtF1wQWnT97RE0+YsgQ7d66971qoGqG2uGg6kOuuGy0q+8EPwrd+q8mXO50qp5elKVC6sGBKkHzv95pQ4g03HN/5nnhi64Xt14mq5iLy45hq5SnwTjud2foYF1asOiTMe6c6XqC1rQ9xoZpxHcu4cKL7bDvKSuQEx1Tf+jtWWJTK7We/htufu4OL80M8l85x+zmvrWyRYUG2NETy0nTeaWJEzTCvvwj6oqRFdIQhxZHPZVkJL3dHLhwnYQeYJOi0mcGje2RY39swN3lYRTkqAIuiDhOqsjfbxSX5QRKswMx2GXGSJOiObSSLfWRh2Rxrj3HhpsZ50xTyvOFJqZZTXzSLsbkoTVjWde5pajxH/rP0nlVPh3xT/xE+NvUCSBN+5Jw31Pt4z9o2WC1KnIenLJHF5aaIqHLzyubntnWVt8qs16JE+gPzfzbLQIe16A+FsWsnkSD3r4Xw3U4EAu02ViS2fRFJmgLeLasGIUYnutq8tC2cGYJr1y44dMj8Pussk4Pjf/PYCrzkJcbr4nK5wCQmz8+bavR79tShxVAsdDpmGP+TT5pQ5A03tNdO2iosLxtv3jd+Y3O97/JdDw8/XJcLueYaI2LHccUV8IlPmH3OPvv47J407rnHvD8XXGD+8V97rRFf/+yfHf85n376dM3fAkBVP8yxz503KpZ8b4K/Pk2RNEXHhU3Czq3Nk+V7tNpyU/zltuuMy11x27BixnWEec7TMsubz/1XXFkcYFgqh8sOUECSkCwuk8wvVh2ZdjvodK9OSHdiJhBbYb5WKLYqO/CS6/ycsPB/fJJAJ6PcMUOxrQupkB5YRgZDK7Rs6LUs6/8jfghJtbL5V866lZ/f/yHOK47yVLqD289+DeQFycISqtOUs1Ok/aERle4R+TY1BIzYXO+WNnfHWBtMmLNcO2KRCKkW3Lr8AH819cL6ekVRexXbvKXuty+w83xUtPr7VjuW7ctJ2vhyoQWgQ6TbRbpdcy+dzORv+SmRLqya0BRFIqvH5ty+bffZZp/72/QFa3BM453zPV7jwopjODME1/OeZ8JEzutz3XXwpS/Bi160uXa1sbTUPvejiPFAhHNDXnmlCTc6IVAU4wXHRRfBhReaUFyWTeb9r4c774RXvGJ0/fOeZ3Ktrrxy/LHPPGMEqogRqcfi8du+3YSnt7rgevRRI76vvRaefda8c9dfbwZj/It/sdnWnX6sFX4B75t8AdNTSFGY8MpqXoRxOCHmwjktnWhrTle4zSXGJwlqPRRVx+sSvm0no2VpxE+e82jnHF4wfIYHehfY85RClPE8AAAgAElEQVQmRAeggk53jchIzf5VmM9coGqPRsfmX7txr80E+Wq5TSyWJeWOGfLtU2gqZItDI7YGw2b4EIw9Tgj6Han16HXLIT90wW0APH/5SZ5O5sz2vECW++hcj2LHDMniCjrVMeHGwbApKoOk/jYqz53r0MtAkHj5bA3vmCqvW/wSH9l2DQVpLbD92SBCwd72uUzqPDqHO9e4hPRGGLVtuz2v88x1rAAf5rUnK8zh8sVQ25+TO6d/TPilxvfgOdvctjVoC1WbtgjCimtw+udwwaibem7OhI8mcR7J+++HF46ppfjiF8MXvzi6/iUvMcetrBgx1u+PvzcR4+Has8dMGfTMMyfN9FOCm5+v7Z/vrl1w+PDo+vn5Ovl9acl4Am+6Cc4999iuPTcHR48en92TwP79ZkRrlhmP52OPmeUXvtB4Pl/+8hPz+k7i39Mk4CcWV+sC74ILD5Wl6Zj9jnGc2HIdyGqjFl14yCU8O/z8l7aEa2+7tn1zt8n4LsHbFzkmgCQkZVF7wZw4c4JgkFPumEHnZkbLjSRNkeOHcvwf04xN21tFmdnReNvmlxF7v8nCSrvYcrb6IybBdK55QVIWpsnK0oQLk7QOF6rCYEh6ZJlipkN+zhzazUwoNczlCjx4/ojEhjcltWHYlUHzOuFoxukpJMuQTsbrlr/MJ6evZCnpjiTQN0KIDc9RIAfcCEJrm7iE9jAEGeLfX/iFIbiGqqKDAXJ00bxTfruMG+gRfnHwcxbH5aON2Oj9XYR5ay2Me8/EF+Tr+N95ZgguMC9t4QV1b7jBeL0mDd/lGyJiBNXS0ui2b/5m05mqGkHxmc+sfp0dO0zo6PDhrZNU/8gjxru0WujPMRzC3XebdnjiiTr5/URG3XU6W7Oy/8qKeTf27zdC6+KLjfg891zTHnfeaf4eTnQy9EcfPbH2PV1x+VR+XpVI/TmRRvhDh0OT+5Sl4zuN1UZZ+eLKH4Xob3e0dDBh6MR0KkGoz/Ms+YKoBBIteahzDl+X70e3TTUTyMuS5OC8yW8qlJVLd1KcvcMIF5cgXdoQWhB685Po2xhJjnfX9D8DmglS6GhivB+qa8vNsdu+rtjPQz07y8JgyOOd3VyaH/INQZb7ZPN9ym5CMZWZ+0uTpkfEDxdSe7N84dW4JzeoIsgvq8TuwLw3r1x6gC9MX8b+1P6fdKKkLbE+fP4tYUGXLG6EX0vf1HivvftLvPc3zFf0761UdDCs8wWTdNTO6lqrfFHwCe0c59UaF1J3XzZavKsjHkU/nLhG0vyZI7iuuaZZN6nXMy/vVutAr7uu3cslYgTU3/+9ubfdu00+zVo8//n1iMevfe3k23uyWFgwgmG1Dl3VhIrvugu+/GXjEbzpJuPB2Ur5eicLVeMRvOceM5jiBS8w6/7u78zy+eebdtqzx+SynegMBfv3b/1w6wZwfn6Y/3LgvXzo2T/gvxx4L+eXCyPeKel06tFmthwAqs3Eaf/buPM0+J2d3xF5HU5VYqAltChpnSDt7y9ZZjwmiZc4T90BjdTFssfPS4+5tKTsdEmmOsaDNBg2RYL9v5ssLNHbv4wMi/rvs/JYBDlOTpS4MFpS1+YK87mq67Qs63SPopMgeWnythzhF87wc2VfSYI2+ullMqYJ+pG8IJlfJl3OGe7oUG7rjv4P8nOAwvXVZYWRsJXr1IO8NoqCl648zL5klseSncYrlWXItimTKwWrj+pz71eb58eOqKzeUXee0MtVFqzpWar29bxtoffVX648akGkqrJzlbC4Iyxf4cqw+HaFX2L8d76l3UZCiy6fcJzDhDNJcPV6zVpWYHK67r57c+xpY35+be+NiEl4X1wc3dbtmrycz3/e5DG5Qp1r4UJMU1MmtNR27s3ECYdxydgPPWQ8WZ/9rBFXL36xyUlab2X005H77jOeq+uuM++5iCkS+4lPGPG1Y4cR2DMzRnjF6ZE2COEXj3yEi4vDpmZTcZhfPPzhRgcjImakmldHSIvSfO50kNltRhj5eSlrjbhqG7UVhArBE2OOls6tUZ6hJZfFdUgiwpF0G9u7BeXOOb626xL2FAca5jVGow1zkkPzJhHcH4VW6ljBJCLo7DbodevE/bYRYn4nnKZVwvxw9zaK6ZTEF3nQ6DADgxv7XZQfMiMSA9uWSZlOSlNLytXWGuak831UhLLnhRWd3S331mgn/z7yojnC0Xs2bt9r+3spSrinc0HDdu11TUiyTZi0eb3G0e00hXFleOC189epZ3Pb/m4fJ4Dcj3+upOX5OoqifnfCgSD++z7ub2bcQBZ7j3X9rWYIu83basqXjPECWs7gHgnTMJ1Os9zCZvLAA+sbjv/1X28603CUHpg8prPPNoU5v+EbjAi56ab1Xd8l1f/TP5m2mZSk+nB0Jph6ao8/bpaf9zz4uq8zy/2+acdJsf1U8/jjJoR69dXNXMCjR40Qv+UW849s3z7z3l9zjZkE3U0HBRxXYdeYvzUWJ7aASnT5HVJVvLNtFOFwWHf6iTQTg+3xDc+VH04sg2/s4blD/HU2dKV+orYn5jRpCa0A/altdKcX0V7KCim90hQD1TyvRyk6791qyfBh+QRPgMhyf0SQjVSShzqx3yXUz0wz2Nkhn5L299X3NvmeJEeSMKcDnqRLVXPAbn88281Vg/08OB2M/h4M6SzkFFMZmRNaoTDM0kZ+G8AFxVFuP/QhLs4Pszfbxe27v4N9yVyzrbz22zN4jnOLRT4xfVXz+nmOHF2o7kUwYh4wIWs1z3K0LWrB7vLDNBEzDVLQVtWz9cpJmA1+orrUy2laf3lIUyBt5oUZA5pt5HtSw7yzcR6x1UKO/vHjaPk7Cd9V38sVzm7Qesq1LTqNcPMp+lx/fT1B9GbjxfNXRcR4wubnR48HU7CyKODAATOy7lgS40VMm7i6XpudVP/QQ0YETk+bEYIu+X0wMDlZN9/cDGP1embbmcbBgyZPC4y3crc3R9ozzxiP1yteYZ7vkSPG++kq6RdFXakfOK7Crg89tPro0DMYV2wSTDe9N93Z7CT8IpHuMxhx4lXoltBjO266Ev/b/GqdzrjRWbb+kg68+k6J941+THjRdIyQHl0mPWQqtu/r7uSC4mh9Hktd3b5s5k8lYzo0zyOkw2F9nBUx0uY1ciO2RSh3znHoRbtYOjsln05MDlcourRlnbdtx2Ceo1NzxtPjvGb1DSGlGaHoJ9zLYEj32QWSYYlO2bploZcL6mmNLE5spSgX54e4/eBftZhkQscX5Ee4evgM/2v6qqpdQyFQiWf3HKqQoCDTU6ammt3W8NpkKbpzjmLXDLqtR7ljlnL3HOWu7eiOWXT7DOzcDjvnkG6n8X7UJwlyvPxQXlsOoZ1SqKJoEf3W9jVDpI0GW8Wbtd5ke/90bYn0aTr+74ozzcN14YUmhOgXZnTi5ehRI062CtdeO+rleuopc49gvBt33WU8HV/4gkmQPpY8pu3bTSL+V75iQk8337yqq3RDOHzY5AWlqfHIbN9uvHVnYj7WOAYD807v3GmEVsijjxqB9dKXms7ki1+Ej30Mvu3bjKfUdRonWtj18OEouFpRfmHHrVVY8blkll/ccavnQQiGrQNVSQc/PFgUkJnq3M5DMVI8dVxH4Xu+3Ln948Ph8vaYcA7D1vIMTjz0uiZXK88hH4KuIGnK0azHhRxgXzJbeaLAE2mqpkNtq2PkRt/Z5Spnyxc6WQqFjM+HAkiExa/bzoHXLjH1mVm2P1aMeJQqkeTO7epvORtFuIBl7j3/BQx39EjykuzAMlIUpmDqcp8nu7u5aHiIJzu7PI+kSaBPF0welyz1TS0vl/wuAoMh55fz3L7/Di7OD/NsMsu55Xw176ERXYer9nbCSUQ4O5/n+sETfKT3fDvncyC0guXGOpeTZWuQiQh0OpxfHuX25/6nmSeydxb/4ax/xTN5hiz162cOJj9PhHL7NrSbIdt6JjduuW/qj9myD9XciNAe2gu9W2lqPXFF9fxGPINtx7t9w/XOU9WW2O97g8NRv6HIC/LVpKT6UiRpYr7s5zkMx3/JObMEF7Q/tOuuM96Btg7rVHHo0LFVTRepyxQ4obhvXzMk6Sa6diMy/erz6+Wqq0ytqjvvhPPOq0N3G0lZmuT3j34UXvUq83xOtdibdFSNZ7YsjZhq84zed5/JYzv//HquzX374N/+21HResUVZoaC66+PgvakIjyd7eRHzno9F3OUw/S4bHCQp9i5dk6WN7mv+aeu6NwMsjJAV/pNseVoq9sFY8I8Y64beKIqcVSNpCyrKXq018EVC3Uhwqpoq81jOqQ9dhULHEpnPE+Y57kSsfWtfE/GqABrC6dV9b38Ugm+aBJbaDUR0vtm6Swo3SO5iVi566pCJ6uqz6st1qppLSTTXspwZRuaCJ2DKyQrA3PtTmbaJUtZKLdxYbqE7pgzoqOobUsWlik6M+hUzyTrlwlnFQucNZhHgbce+ijnFUdJgHPLBQoShNKrZL+zEqhic8R2FMt8Q/8R/nb6KnLblY/UiQoJQnKqJmxdPec85/bnPlBV0b+4f4BfeuBPefNFP9AYzFG1b5KQHFqANKmmNCp2zECWmCmIhrmpjO9yFP1K9n4l+MZ6++Uiy0y40r+m/+5oIKhaEt4rz3HbyMY2L5dv0zgPmZfPJaV9Lztd2D4Lh46Mb3vORME1NTVaPBRMWOq558ykvZvBV7967BW6r73WjC70vVxhZ/kt32JGpZ1//vHfn0uqf+opMwry+us3plL9V75ihGeSGK/Mz/xMPYn3sbBzZz2zwOnIAw+YcPENN4zPPfz0p80o1QsvNHmKN99sBkS8+v9n702j5MrKK9F9zh1iyIjIeVKmpNQ8UVXUxFBVQDE1UEy22wPYGOO2TUHTptv2W57tEv3aGBua1bhX49e8fl72sx80NJjZPPthg4Eqah5UpTGlUkpKKechMsY7nfN+fPfEPffGjVRKKWFAfGvlysyIO5w7RJx997e//b1hfUB1NWBL08n8KDrHNCthjzuPBaOAYVHBHC/GxcVpT956Gb3vE6tgGiHThTjAWi9lomI9o0sVakKBjKWYRH8JQVcG5lIVMmtRdaGQ1KrFC6v0kqyRlJhFFw4Ec1jJ9qDlKu5r4mglJtdTRJK1by8J1PS0nAbQZFeOQI3rERDI2KgNc+QWJMwGEOQM1HaVkJ3PwKg5YM3QALXepE2r3QUCCF/bU53GZGYYvOmBOX7U2LrpxsbpSQ6L+fBMA0wIwKLWPQONFfTKRQhugPtNMM/HEs/hlD0McI6hoNLS9xggndS02YsxfxXTZg8O974xOn4pkRcOXuxM4eHsDtSZTYBJb9yta7D0PpTh+U01S+U8bES+HBvLuLdM51KdY72QQKWCfZBxKWMwGg4J9TmDzGfoXmm4dO/6AYEoLWh8rAWOJA+vgWGEgvgUbV3sPuvwN0CAOtCAkg68ksxu2mtp9hHqvGqifmZbQMPpWNGo4sYDXIcOkSg8KU7ft49Yrn8pwAVc3aSl3M+7u9PX55wm22eeofTcZo5vyxZqA/PUU7TdF77w6rel4uLFSFe3Zw8xaidOkN7uasAWQCL6J5+8Okbv+zmmp6OU3/796cucPAl85StUNPCWt0SsxGOPUQoxk7n24zp5svN4fhSkg9HYmnmjiEPuDBasLog0AKSetHUQFaYCZb2Z3si5k26kE5BrG6TS76WwBQAxDo5PaS7TIJDiuC12C0BcmwPEhM51mMg5NTS4HU2YBjVF9kZ7YFSa4OVk8zs1tghotLbLWJT2AyLwFQQt4KTWlTkLuUUBJgCrGsDvMlAdNWBVAxgVp71/otq2+hsA8zwIU4JXtT6GkDG9FgCcRQ/uuvQcFo0CpGLQGMOiXcKkNQBRyIKzBpjpxnpJTpu9rYbYARjmjQLuH30njUH1Wgzd/C3h4Q31o3hD/RjeX/5GC5DNmt3h6ZGx69jWp1FIwIi0XsyyIPNZyKyF/dVpXLJ6MeYtx9g1Sv0G0fbT9EvKmV/KFvhiVRb5sBkGVXGGY2Dq+P0ATMpIfK9f47T7KXnvpzFb3IjS71zTRyaZ3k4Vk8nPSZoYX0tVSt+ndKJqD9UhbizRPJCuFVCxZQsBgPXi+ec371d0LePQIUodAZ1z3F1dBEIsa/MFAkpUv3MnsV0b8fpKxsoKpbgefZTGrMTvfX3E3DhOpEW7mlBl2T8sUS7Tw4DnEdOY9LpaXKTz+d3vktfce98LvOY1Edg6dozO5/Vi/KrVjZnR3ojBEFX6aYDkuDmIA15YkKJ/+UsRSyW2TQpSxCr+SGydMnEkQZaqCOu0vIpwuy0PJ8tqGeKyah18uUINmvMhcFfaqRjYiqeAmMFxzuzDNneRJmvfbwEVkc+iOp5FY6yIoK+0oYfO2ISfcLBHyNKIviJkLgNvlO757LKP7LIHYXEIAyid82Ev1kPQqM0HyqBUG8c2dxHn7X7SkakJPXTP7w+q2OPMYo87Rz/NGQDAKXsYk9YQJo1BTFpDWOwdgrQM2n8+E7eIEAKHB96MObOEAAwXjW78We+raSzqHIbaNS4C3N18HvfVj2IkWGvpuw4vf7VdxG2kX2P1OuMcLJeFGOiG6M7j4Np5XPS78IeDb8WcUWqBrRa7loykGS7Cez307IICIU2HfhyXwLCQkJYJUcxBduUI7BXyQHcRLBumdV0vLBZh2meBpY8j7bXW50TTganfutFw27ZSPndJLVfSRNbgkZ3FZSojbzyGS0Uagt6xgya2sbHO6ym/IiEivyLdUPVqYmFhc4aRKoW2XgwPU1XjiRNkdKlXsV1NlEpktHrqFIHOy4nqm03SZUlJ433xi9uXEYJMOl/xis2N7YcllFt+sdiuL/R9Yi2DgBqy33wz8NBDwFvfGr8OU1M0Ya53T/8orl9IRF/ChoFGYCEnXDSYiQWex7C/ijkz1G6up8VKpg5FAMCgVEaQSNNIiVgaRq2XrILUWC3GeSSiVhVzpkEsjNq2po9ijndFjDzjHAE3YMgAAUgUDSnBmg4KFxrw8ybcwRwyARmGxny5EpWK7c754XGYBqWsLBMia8HwAkiDAZ4E9wXZGgQShXMNGDUXcL14/z6AUp2J/eWFizos9PtV9DZdShX6BGKXWA6T5mD0IM85FrwqRvxy1F9RSuqpaFsQtgFp0XiNgNgdcI5Z9OJD/W+ADAQMBpzMjGj+UlEq7yXOFGbNEoaDSpvVSNITathbxQdW/g7jQZiWHHgLZq0eYv0yVGkZdOcAznDz9AlMyW7UmYkaL+KDva/HpDkQP99h2rJNJ5ZIW8YAsaY5U6CEOS75VelVpbYFUcoTe7omNVZPJj4XifQhZ/G5XH9ffz3p85YWndgt9X2all5UDzDK8JWLdUHXjQm4lCno3r3t7+3YQQCiU1PjkyejJ6Kr8StKi6mpzaW/DhygyfZy6aLdu8kK4JvfBH7iJ65+f3ooUb1qFaOL6oOAQJbrktbojjvWt7241oULaaD6ByGkpLSt5xEw1c/Z6dPEAqrm46ZJlhCPP06Np/XjnZ8ndux6epKt1yz9RxEPIXHR6MFubx6T1iDmjSIOenNYkKV4anEjOivGIjbMsmL+Si2w1YnFUj5ICNkOvXlwKHRvsROt5UWLzeLVOqRpQNoWraOGqjRBgQSs1outifp5axC73HlMZkZa7zE/gLlUA9AFt9uG352D5fg0yXsslspqC53lUnofxsDqTZhNBzKfBfcFhGUgCEGOvebBqFIVXSuVqLahziuA/qCKPjTQG9RhBy72ePNYMrpw2hgADNDEqldGaudn1chjnzcfAS7GCGT4AcyKgeZIHoHFkXVDQblKwzUlJOcA03RK2j5udS6gySycyI5hzihiJBTZt9J+CUD6gdWvRYa7/ioeWPkq3n3ofTQmDvCmD2OtgZvWpnDa6EcTprY/iRG/HANsD/Tch1mzO/KNA6K0pWY+Gktd8nhVZeu6qablKhwJXibmS2ZtsMAM7wEf0nXbzVDTtFLaPjsK61XrvDSHeyEBnTPopK/U96tYxA2wW8CNCrh6eghwpcWWLTTxdwJc+/ZFDBdjV+5XlBbXAhjU6xtLGd1yC4nfH3643Uz0asM0yb18ZobSjLlcNBHffPPGdENHjxJ4u1bu8Nu2kQno9u3XZnvfq5icJKB0661APk+vra5GwF43eQUoBT4zQ2yjHtUq2XmkmeNey1iv2fqPIorwC1+G6SHV2/WENYwDwTyOGkPxp+v1GlJrIQMBxnwgmyHWqOkAmSzgem1Np2PGoBwRk+X7YDURgYc0YXIYI34Zh+e/SpYBVh8OD70Fs+hqbX/EL+P31v4BQyuVmLaIMQbBOAw1Wal9BwLMcWGuMJjlJgGhUP8jMxGgk1m79XoLJCXHpyoOGYPMZ+F35yCyBjWr5gzcEySEV+uGIKnfr6JX1FqsGwBirqxB7PdncCK/PdKLKZZPNeTWv7u173BfAqYM4LNwBg/3yytNsIEcgpwBrzcH0+SRVYTBMeKt4bncWGh3EW6fcxz0ZpHhEo907cJ2toYPj7wJvzn3FQz5FTJGHfkxwA7TcRb1bhy/tBJjwbY6S2BSgrk+sXt+gJtr53DCGoErDLQ0aXQwIdhagQFg3Ce27P7Bt8fTaSlmujr4AtCmJWuFpi1DEACNAKwZnl+T0t+y1AX4WbBqPa7xgojfp4migFgoEMYZYiarSSPhlg9HApDpn8uE6SrLZGLs8uXMT29MwHW52L+fJpIDB9rf+/KXo7TixATw2c9+z4eXGj09NDFvJF7/euBjHyOAs9nUoorz50nPZduUuuzt3biofn6efg8PX5uxqG099tgPDuCamSFmdfduYmCDgPR2ntc5BTs5Sexhkh0NAjr2V77y+o87reIXoGN585sJKCpfr04PMTdC6F/gGpgSjGOedWFYVDFnlNKBlQ6+Ur2EZAQAlK+SSuXYVtw6wTQjXyPPJ51M+F7MAkKbHKXvtyaRw8tfaRlybvWW8J/mP4/f638rPMngwcAHlr/SsjcY91dxeOWreM/Qz0WicrMfE8EKpoyB+ITpB4D0CRyFmjem3g/3La1wurLMOCDkPAQZipGQ8IsZwGAwah6YBPwsQY8+v4rB5iJVJbo0US4ZeZy2huKA0zBgSR+eZHGwBUDqbXI6FCqdtQaw21ugKkT18BlQ/0ar4qE2noOfzQBbsiicr6O0soqK3YU97jxWugdJSO5QBeSeYBGljMCjg7dgyKxiNTOAE7k+/MfhbpzhQ2A+gQ9pGCSGZwxMCixYJQx55YgFs3rBy7UWUHxh/RyO2qN0jIkWPLZwsTVYjVcrBqvpLI4OaNIqBpOva4L+tvSkDK97yEQxKSG6chBDveCuD1auhs3d0f5QkKxCTPPk0seQHE9yWR1saVWfrd8Gac30fsyXc5q/cQFXb29n64D+fgJUabFzJ7ExTzxBLMSjj25uHDMzVPl3LaK/n9JN/f3rL8cY8L73AX/yJ8Dv//7V729piVJcALB1a7yFUKVCbNeePWRJ0Sl8n871y19+9eP4QY5KhdKuo6OUTp2aovQs58RGdqrUPHKEtF1Js1EpgX/+5395Hdz10Dr+oEaiFN3hNjKBCyd8pF7gXZRa5IUotRgzISVforZJI5wQpJRgnqdZAoQpHICAjJ6G8bzWRNXJr6mtqk0LBbYAIslGvDLqRhaW5yAvXYwF5fgk7a/GgJXDLWQDL77DUCPTaiatV6qF67Km1j1Cm2hHxBoOz38J494yzhcH8Xs3/QLmeTekwTAyO4c+Zw2wTXiS2J+ym8FpawhMuAASeq2QdVQp1F3uPE5aw7Fz2uonmMbWaK8LxsEg29PtAaVQszkTzX4LbhdDdWsOu7xZXOgahidmW8sBwIRYQU/Gx1ODe9FjNOCYFmYzveCeAHcCMDMAcygVzBj97vLq2Oks4GN9r8H7lv4Ro36ZWLCBtxCDKARucabxnDUCXyaAu5TY481hr7eAeV7AoKi2KidbHRI6pc50X7m0SPY6FBJStje7brWN8n2wIAD3A4i+IppjRWRMDr60RnegkIAM0gFfJ0+uJAOWrMrV/9ZtV5SDfLJDhOfGtwV0Pn7ciFWKKnbtopRLp7j5ZprU1gvNBfmq48IFAiubDcaIsTp1amPLWxbwjncAf/EXV7afep1A5qOPEmBVFYbJqsJikdJclQrpyzrpMB58kBzt/6Vjo9WnaU3QryZ8n6oKn3+e7rX5eQJauRydzzvv7Ay2lF5ux4729x56iFLF3wujWM9rVbDFYnJy870Zf5hCn2QAXOAlbPWWY4uo1GIsWmmMxLXUQZlKVaZ8B8mw1F56XiRCpjdSh5lszJuWHpk29TZFDNNmLyp2F5btEubMUsr7PW0s0AwvYdRfbaUNne19BGTU2KSMe3NFA4z/ADg890WMe8swILG9soCPPPF/Yv/c8zgwNwVpGjg+vhvHh3dgsjiGU93jWLaKcZDFE4BD/R/aPkh9/5xDGpxa9NhWuyWFWi9kxBaNAga8cnz7gtr9ZGarsMs+JAfqgwYq2yzszC/iub4dxG4JiTF3CQOiilM94yg268isNbG8kkH2Qhn2xTL4WgO80gBrOmANB6zWwJa1OYzWFnGMDcKRHL8y8k68afxX8Z6Rd2DWKIGLALc0z+OINQof8WMf8Vax353BtNkHBonf6X9rqy3VtNGDB3rvC49XSykmDUXT/OB0Vkh/Pfm3JkqPCfA9D3y1iuzFCqRFaUamfzcmwZWhX0OkL6fGHGggX7d9UJ5cybZE+rb0KkZ9nXV8uG5cwMUY+Rp1mmSLRdLBXA5MvfCF1Drn+yUGBsgmYCMxMUET9+VYOt+n9NYjjxCjdeedxGZtxHV+zx5aVq2rx5EjZN56vUTXhhGje9cNxcgEQcTIpIVy999MPPMMpfwUeLtwIQKu66VVpaSCh/3701nDp56i9J3Sfl1pXKmO8NixSL8lJR3XQwLd1yMAACAASURBVA9RCnSzvRl/WIKhrYxc8FAQrH2RR6lFrT8q41FpfxqroE98yd0mKtZ08KS36Umu07E5b/j6Az334ZLRrVkG3Be15gFwuPeNLdDVshRIAJyy1YXuoEEvCQmz4mqi83BZ12sDV2kNrZV3FQBwSAw7ZZzq3Y7T5jBW/AyMmgej6UMyRl6qChCxcGJuGa1q+wgCTLgLmDL76bjUD0DmnQJk68B5+oNNmBJbMgroD2rtY/cDwHGRWXZgVyX8POCWGOzuBmbH+yDyGQzJKoZRx3RhGJxJZFwXl9wuAleuh1JjDdXADMdL6eS9ziwCMJyxh7DfmcFJYxAt2wwAPPBxc/MCjlhbELSyZgLFoIEDziUS5Fsj2OfN4Tl7DDOsiPsH3443jrwX9w++veXzNeKX8d+X/ie+Ovvn+O8Ln8JIsBa/x3VPt07WCp1YIL0SUL/nXQ+sXAVfa0BkLIjuAljGjoNy9fdlHixi49lI30QlA0jzsGM8slvJZMKUfeeH3Rs3pQgAv/EblMLplPbYSEucbJYsD/6lQ91ce/YQc7JRm4k3vQn4xCeIodJ7TEpJOrZqNRK/X60RqS6q/853CKSurdH2Lpf+3Ezs20fMyqFDl192o9WnpRIxe1djIHvmDAGtwUECbgcPdnaKT4brklP8y1+efh1OnqRzuRl7kStlal2X7o1HHyWgevPNUQeCL3+Z7i1linqlvRl/aCJki/TKLqDlZq4zBAtGEQeVISpA6UJNgDzilfGB1bBqLGQc1CQY2yOLu4irfac229Ui6VIeSymGIG3W7MYf9b4eM2Y3XG61AJHMZ8GkxCzrwXsGfzY5oOjvkP1ZNrrQG9SwIkrgNb1Hn4wE7UDMbiG5DQiBabO31YYmYAznCpoWy+DgTRfSMsAzBlkycJYYTwLMhdvNIkDTzMZfD5fn9WYEEPWxphyzAAMPfEoVq2rKsDqTV5vIrmTgdRnIeS6CDLDUncNYuYyhZhOL+QE0kUFPuYyzrJf6NoZ6vWF3FWdM0npZ0scBZwaT5iAazEa/W8YKy0XpaSlh+i5e4M3gGWuMWDspYcgAe715VJiN45ktkFLiZucins1swQ5vsQ3Iq/tBVS4qXdcHVv8O9/e/LX78UqClQtfZLT3ToXvPqf/15aUABI86HkgJVmvA8HwEAyVIWQALAkg/oNSilAR21LCFtq+0dGJybOp//b7Qx5XUUtoW0NdNbZz8ALK7AFZrQFZr7fsJ48YFXM8/H2e00iZZ1YzS99evntuzh1J5aTYT68X589cmnZhsrTI4SCmqoaGNrf+TPwl88YvAj/84Ce/n5mh7Bw4QMLhWMTpKP48+SsDjfe+7dttOi64uSoF2CimBZ58lq4zdu+kaqrRCJ0amWCS39yuJs2eBz3+e9H8ve9mVe2KtrRHD+OpXp7NQFy7QuLdtu7LtbiZqNQL2UpIRbvLzsXMn8PWv03ivlUbxBzkSX/YeD0XZwozeFxLHrREc9GZw1BppW1eBrdhE1/e2jhqVFshLvh/6JrWWSwJtrZ1PEpQxxmDLgPRnyreLMXhDRVhLHKxSbzE84Qpt+iYAmDdL2O/OYsXoIvF+NkPb4gyQLAJa+kOQ+q3Aj2Hgw4Ovx+8sfQ0j7irOFYfw23e8C2xFggUBNYv2BZgXgPv0HSmVsF5nuXRGRAj0yzqWjEIEqrQ0YezYNNF+bIzKRgPA89YAdgbLOG0PReuo6symi8xcDaOyiUxR4Oy2Xlg1D1vEMhq5LBatHowszuMM64tbWITCcgmgN6hh1F3FEXtLi+EZ8cs4am9pjc+SPg65M3jaHm99f+zwl2ELD8et4db4D3qzOGUNRanGBBCRUmLYX2vdg4Ampk8CF933LQ28xG6qBOhKem/pEQSAC/CVKmQhBxTyYQUjjZHZNiAEidlb22eUy1P3crKKMrl9w4iDvlaaMGKumGXB3zaE6VcXMfSUh9z5MgEvx133wfXGBVxpKaPhYeCrXyW255Zb6Ea8804CB+tZKAwMdLaZWC9mZ+NC86uNpA5s926aDDcKuIKAUlv/+T8D99+fXhF3LaNeB975TmK7du9eX1R/PUIISr+5LrW7KRSAj3yEmjpPTkZVdWlhmp31aHpIScDywQdJa/Vrv3blKTuAwO/Zs8C996a/v7xM4DrZqup6xcICnSPTpDHdfHPnZefm1n//RohWtkNjnThwnvViwl3CGStkSlVJPSTmrVJUtahF20Tnp0x0eiR76WkpSF2vpf/WmbFYnz0t3SgQ7Y8a+AqYq00E3Tky8wTIX0qfeEwDMp8l0bbjAUKgwSzkpYsazwImNT9maqJMmn6myQ4Yg2lxvOvW/wBpckjOwGsBDJcYB970IQ0GaZtw+jMw6wGMpohPvElwCGDQr+CENRyBo2R3EqExW0q/pR7UEkxZwAwYwm+dg1YVKUCA1RfoajbR6Mqg95KH/uYMhM0wbQ5g69IcTpuDdE701Gr4e5u3BCkkjmVGW6/tcWYxaUXf+xnpYZ83j6esMTDOMRBUMeiVcc7qR93K0PUDsMudx0WzB01GWjopAGYTwzocrKHboxTwnFHEtNGDrcFKVP1o9KRX8SVBix5plbdpr2tCeyWmhxAEbiwTopCD4QdAvUEtijIWvRfbl2LXNKCVTFnq+9QfXNJSotygVleewPBjDjILdWK26s3OQDGMGxdwpaWMPv5xMoqcmSFWIZslNsI0KW24XvpndJT8rTbTkuZqY2GhfcIdGqIJr5MmqFYjV3eAGLH3vIeq206epGPerC9Yp3jySUopFosklp+c3JhT/bUIz6P9S0kVpsofrNEg0Hf8+Ob3cekSMWCqivVqgRZA6e5yuTPYbzYpBZ704LraWG+cU1N0bIODlB5+8snL+28JQefiRreHSLJFUiJgBmGIVkVU0EqxLPAiDnqXsGAWIWQEqKaNnhboEuH/AC4LutJSifprSbAVG2vK+23LCAG+WgGvGmSIms1EhqiMQZoGgr4uBDkTvBnAXK6BOS6msqM40LyEY7kBBF02uGWA1zhNmEIDMFJixF3B4eXQ/8vsxeGBN2PBLCKwTARdFoKMAbNKpqas6ba0UoxR+yB7xYU0OIKMAXRlaZIWflwoLwQyCOAwszPQYyxy4FfaLoNHzbuTbBeAFZ6n9CkrJJg+Bng+xlaW8WT/BF574hmcHBjDqb4x7D93Eaf4MJjnxrVtIfA61JjGN3N7sWrlW9sriCZcZrZSvVnpYbe7gCOZMWSFh13NWSwahVb6EOH13OYtY5XnUGbR/DYcrIG7tN85s4Q5K0pdP9B7H/54+UsYElVKbXe/PkohplkxpBn5prWiSuuuIBKgC+EDhO+DrdXAOYco5cFDLRvzfPLFkomsj/7AsQG7ivU0k8zggGnAKNeQW16jZb2IUWPrSG9uXMCVNDDduZPaogCk0fnc50grMztL4vqPfYx61BUK6ambiQlilTYKuDZT2ZgWycly1y7yCHvggWiy+9u/parBIKB024teFF/v0CGaIL/7XZpUr3VcuEBAq6cnem3PHjr3jz5KTGHS5mCzkc8TID19moDzHXe0A7snnticw73etmhxkbzN7r8/vYJvo3H8OI2zk0u8EMSevepVV7+PZKTdk8eOEejbti1+TwTBxkxqb3R7CMboPGkMBUsWcwgZWRKET9jHM6M46M3iqBmxvw/03hc5fxs9+HT+heBBAGHEJ7pUu4cOvkdJpiv5Wpo1BALRPnNI2XJvZ46nsRuU3jPnfFqFsRajxPyANuV5EJ4ZMUr6uQt/6/5f4/4KDi9+GR/t/1eYLE2gPmzDXgtIHM95ZGAabo+5HowqEBSzEBYnrypdyK8d3w53AScyiRS4ns5U6UW1rkp76tYbKkLwNW+WsE+lT/XzJUjLNeitYry+CCdv4MTwFuyZmcUJcwuMWiOeSgSQFw52O3M4YQ9j1ci3xjHil/HHi1/AoKhi2uzBn3T/K+Th4jl7FHu9efhgOGaPxs4vYwyjfhkeM7BkFjHir6EU1AEJOIaFU1b6w/qs2Y0/7Hsj5nkRDk/5jusEaIA4awV0ZoT0ykWhATBlg6KYrnoTYqAEUewCX61QsYWqFkx4i0XXhbX/HRuPNj/oKUXGwEwTyGaIjXXcVnFH6zNiGOsWgd24gEsZmJ48SZPJJz9JouR77iFvrl/+ZdIzHT1KwOTuu4n1KpeBf/onEpMn49QpWnfv3stX3k1NXf8n/d/9XRJqC0ET+H330aTXCQgMDNC4tmwhAHEt00GNBgHXNOdzw6DXZ2cpzXjLLRvXjq1nsLmyQj+PPgq8613pDM709NUxeqqooFIh5nNggJjRe+4ButuFzFcUTzxBzKRexJCMb32LvLauBxMpBDFYrkss1tU6yUt5w9tDSIOToFxpO8L2M2Ch87oMEHAjmiTUeoxh3ihgRKxhlpcAzjDLu3F//9uwO1jAaWMQnDPcWzuBn6k/ifGgHAnpeaml0WqBJ63XXeo4ZZS2ib2mRQuUcUZNrRVoVGm5hIVC3LletAMqAGeMAexeOY8T5k74pSzAGHjoFQWBlshc9/9SoIuMwg2UTlZIHG+bZBsQpn1Un0Tm+dSjzwvAhQRrKjaKodVysjW2hGYrmTZUxxZox6OfJ/V/OG51DiQYCbzVQ0p4Hgp+A7trF/G0uxMXuwawozqLo8UdyK9U2tKIw84KiqKJWaMEJ0z9GcLHiKjgQ4tfQJ+ohYazK/jDlb/D7/W/BQe8WZy2h+ExIwYMGGPoD6oY95axauSw121i1ihi1h4GYwy73LmO9woArCKHnqCOOZ74rkszEAXiwEp3d9cBWKdehslQ6UUAcD3wahPSJjPcZHeF2DVKXis99A4IeoQdEZhpQvaWIGwTrBmyWeH2pJRhL1LyBJPrFNFtCnAxxn4NwC8DkACeBfCLAPIAPg1gAsAUgJ+WUq6Ey/8OgF8CWYq9X0r595vZ/6ZCGZgCpNG68076Avn2t8mqoL+fmJi77ybQUqsRbfjqVxNb8thj9P+BA9EEe9ttwBe+QBqltAtbKBATlskQ65Lmo3Q10WnSff75+JfeuXOXZ11uv53Owfj4+j0lrzQefrizDknFyAj9PP10lPbrFApoHTsWvaYYlK9/nYBjby8BoEym8zmammr3AVsPxM3NkcWF79O1d11abmBg830gpSTW6sCB9as3H36YrtO1aoOkwnVp20A85ZqMev3y1hPVKllYKCb5csUIP6zBGWmbagaVtrtei7E4b/Zhm7eMs9ZAKhuwwAo4GMxigXUhgCauD+i3APAz9adajuDjQdR+JeahpQGppDYrplfp4B+kpxRbofl6tblr68slKw5b+yUgIxhV8bFaE4ZlQNgm0JUFD9N2LGQsYtWIYJi1unG+OAJ4PrjjUmsczwdX3kpKe8VkC7g4g1lIzpCvOHE9VDgZ7/QWcdYciIMtNVY1fv3/5HEn2TlN13U2M4gd7iKeN4Zj5+hXlr+Brw3cjnojg5ud5/FXW1+J3EqCmZESdzSnkA1czPEC7nDOY9IcxJC/Bp8bWGY59Iq6ZjgLDIoq6szGRasbDBHQUE2tx4IyRoIKHszuwiqPS2WUrit+aPF7oMoyGA4qmAPS76H1mC1d06UzWEm/q6T2S69iRHQvs3oT0uii9k++Twl3xRZDu1YbySqlpRINA7K3BG+oAGuhBlZr0PalbLX1kaqCFFhX43vV39iMsTEA7wdwUErZYIx9BsDbABwE8I9Syg8xxn4bwG8D+C3G2MHw/UMAtgD4OmNsr5RyAwrk6xzZbNSi5BWvID+hxcVocti1iybcT36SJvMDBwg8jIzQZHLiBK17000EVG6+OX0yXFsjFsx1icXQ0bRpUhsaPd220eh0I+lp041OdoxRGf/yMgnpr6TasVM8/jil8jbKxrzwhTRhf+c7dO7TqtxUqkoPlbZqNjfWQ/CZZ9JZvGQa7E1vAv7qr+j/oSFiPA8dIuF9f/+1abgdBARQXvrS9cHMs88SUL+W1aOrq8TWPfcc8Eu/dHl29vjx9cHwhQvE9t17LzVJf81rqCJ3vWKEH9YQEn7Bhl+0YVZcGMtVMEFPyD4zYCPlaV4DX8eNYRwMZnHU2ALWlacUhofWJDee1n4lbXvaeFriYyDGaOnLpKUoY9otxtom5dj3kJp0tIq9mPBcu8fOWoPYWZ/DWTkMbpmQORu1nT1YmzBRuBigcLaCj/pvwG/OfxUjfhnTdj/+cuyVqBZKYNUGmJCQhgaG1KSuXOEBSMuAn+Xw8hyZUga81mj73rSlD8fKRGnClLHC4JAZmxhLXTyvL6eApQa6PHBYWrEBGMN+ZwYeM1GVNrY0l3FkeAK7V2ZRmneQqdfBmi5M38fB+jSeyGzD+Uw/bYFzTJqDrX0dalzAtNkTepIRHp82e7Bq5KmpuZQYDdZQEsS8rPAcHG7hq5lDsevaZozbIQ0NEAPbuvHSDEXV68m/O/UITVs2rcl0uDxjDGKoFysv6EHPsTUwL4A/UITlB2CNJmSbSD+ZVjTQso1I020ZmmWFkGBrNdhNSiFK328BrrZj1o8pJTb7iGwCyDHGPBCzdQnA7wC4N3z/rwB8E8BvAXgrgP8ppXQAnGWMnQbwIgDf3eQYNh8HDxKrooTnt9xCTYEffJB0K+EXDH7u54C//3sCXbfeSkBA9VtUDuy+D/zd3wFveUv7fkolAmWKgteF7p5HDFQn9/vhYUr1pbSK6DhB6n0fd+zY+GQ3NETMz003UWqpULh6M82zZwmUXClAKBSIeTp9msw0X/SiOIjVfbNUcE5gcSPMoeMQ8C2V2t9L8+S67bZo8vja1+h+eOlLr01Kr9GgY7z33giEp7FsUtJ5uVY9Jy9douvc00PHYtuXB1tAuphYxXPPETP2ohcR0N65E/jMZ9b3svshDiYBwwkQZA0EXRZ4UxOU65FMxSgHeYNjDkWMigpmEQmk1USoV4wJABeN7tYEmXSK1ysVkwxYLOWo+4Ul7m8pw559aRqoNBYh+bSf8nlxuIWM7wJBQH30hEB23kB9sIC5n2nA+X+7YX6D4Ze3/RIAoMevIiMlacUAuh8zGfpfpfoAErJbJmTWhsxYsCsBpMHglWyYSxZYM6pmG/LXsGAUokGliN/BGLEddthUWwTx9KFaXtOe6YBszciiO6jDDjzc7l4Ah8SEs4CXVCfx+OALsHV1GV/vuxnzecDO19ETrGCrv4jPd99Om0/x+xpxVzBrlPDpwu34pbWH0CMaLcPZ0WANxdBgdsYoYtbuBofETe4lPGNtaQFnnf2SUsIAVVd28uGi8xMyrYmgxuzJ/ogJFitNvK5HmpBdfS8Wu4CMDTQc+L05uAUGaTCwuk8FImGTc4aQgVVjbGNhVWqfU7pb/W7dyyHYkhKQAaQj6GFHrbteinKdlOhVAy4p5UXG2EcAnAfQAPAPUsp/YIwNSylnwmVmGGOKHhkD8LC2ienwtbZgjL0bwLsBYNv3wltITaTJSe6znyXW4fbbo4l57146yfk8AbJbbokAibJT+NSnKDVjmvR+Mo03OdkuDreszs7tUlIqS6Xa9Dh7loCf47SngFTa9Nw5Ak5Xkh68805imO65hzRrr3zlxiZjPapVSp1uxvpi924CULqoXkrS3U1Nxc9HJ4PN4WHSh+n2E48/nl4YsLRE+5mfj1ICO3cSE3byJNlv/OmfXjsbhqUlYoxe9ar4l0KSZXvDG6iQ4wUv2Pw+JyfpumzZcu2KI6Sk+2X//qszhf1hDSlhVJrgTQMiS2Xr0rZoYvJ8+GDgUkAovij5pC0kFo0iDnqzWKjXEIDHGIkHeu7DH69QxdicUcTX8geRC5qo80xrGZ2ZShPMr9eKJFnNyKQko0k7fE9nvzQ9i3o9rT1QdGyixQbN8BK2eCu4ZPeRyH25iv4jAk5fN3atXMLzvWOQdYC5Hka8Mo4N7YY0DHA/MgNt+24MH2xFhqoYJWewKgHMhh9NmOHY+vwqTmTDgic1uavPv5pYpYTMWBAFm8xP6cDj+w3XzUsXw94ajDCBw8JlbnPO4YLVh2ez43hR8ywezu/C50u3oZkdQCNjwTEsGMzD1uYCDM/B0cyWuF5MCy4F9nrzEGBYNIp4x8i/wSsapzDDSyhJB7O8iBm7FF0HADe7F/GM5selV4KqyMgALjPbgHvrWoZaKb1iNdaKR90PCBnUsNIwtqxiz2ybNI61RtRIHWhVJdIYw/s3m0Ft3wDMegD7ggv7/DKGZy0Sz/sBjHITMmMBng3mk4ZP6tsDCAwZBlguC5nLUEWrFzJWnLZFRqopqcikCF8rZmhrdN0hNpNS7AWxVjsArAL4X4yxd6y3SsprqSOTUn4CwCcA4I477thA4vUaRXKS+8mfJMDy+ONUebZzZ8QUve51BAaefprYKT1l9qY3ERg4cIDSVr4f7323unplJqmMRfqmZEhJ4FClKpNhmgROzp+/snPBGIGbyUlyN//Wty6vwUqO67HHCKhtNnRR/ec+R9fkve8F/vzPCUwqoNUJUG7dStdQnb9Ll+hvdb18P7pOjAF//dfAv//3kUt6vU7Mo5R0Hn/rt4Cf+qnNH9f0NAHptF6SSZbt9OnNgS0pqRCiXqf79mqrQdfW2lnBSoVS5HfdFbngO0709/UQ9v+ghJRgTQ+s6ZEvlMkB24K0TLBaA9NWH7Z6Kzhn9MXK0hljLYdtADhuDuOQO4vnrNEYCJq1uvHB3tdh0hikFKO7jJc6U3gksx1VZNr1LomJUxdSA+2gLPl6UTqo8nR7nGRKKtkWKBY6S8oYykYeo+4MLtl9NCH6AfhaA+OPchS5g7PFERjMRYYJeL6N6u5uGE2B/BknzihxhlbfmlDHxYQA9wWYkDC8UIyvrB0A5ISLBrfbWQs1RmWGaXCIrA23JwNez8IsVzHslFEQCc8xxlBnNs4bPQgsO0o9SolxdxlLRgEDQRXbvGX8Zc/dBKK9AMwGWCBx09IUFpHFSqYYs9eAlDBlAF8yZIWLNzaO4qQ5hJJowmEm9jqzWGZ5nMsMUvUgY3ScPjGHNznTOJobhzTpcyktM84ShveFLX04zIinjRMpZJbPgTkZgBOEYKYmj2EM0uDENCnPMUbsEzI2aaAcmqtk1m71Pux079H2TSAQyJ+ktnXEMEr6rR4omg7crb3wthbgFji6T1RgrFToOqtraZmQtoWglIPbl0X2YgWsXI2yJzqL2KZFlFGfRqA9Tar3jewQm0kpvgbAWSnlAgAwxv4WwF0A5hhjoyG7NQpAdWSdBqDbqo+DUpDXJ9YTPqfFnj2d27vccQcBqEcfJbZmxw5ilnbuJL2R41BKaGSENEeqD6NpRkyIEltLSSmkaxnFIqX/0sLzCCR0dZGxaRI0DQ1RlV4aezUyQse9fTulUFVxwUbikUfWN4u90vA8srVQWrlaja7x175GwHZiovO6yS/8558nkHPmDGn1TJMYLMsiS4zXvpbE+P/wD8Revvzl8S/hK3WaT4vJSTqmTkzZzp1RhanS1V1NqD6YydY7abERYHTqVHzMFy4QEE7eV7OzkUXKRsSqP8TBvJBRcT36ws/ZkJYJDsBlDBmx2mZO2u7+zjHLCxjxy+07AFrrTdt9CHwDL3am8HhmO8rItTEUuh8YkCJ618eeeK9P1DGX6QNkOAHrzFZi2eR+oJYPjyf2v5RYNrrQ51dbDaaZ5+Pg2ZM4WpqAhRqCQgbjpSpO9u2CteaD+5IMVYVJ51UIMMFakzsLJ1peaQCBhBXq6RiXkLZJ7AZn2N5cwgl7JD7WMH0IKVGSDgadCjhjkOVVBK4NXnMgHQ/zvIAZI0WWoMIPWizZoL+GhmHjTxc+hx7RwDLP49OlO1GWEtwNkM27uH3+DI6ObIc574CX6+H5iZjELf4qCkETr3EvwZACW4IyvpvZgYqRA6QElwI7/RWczgxDduUg8hkYKxXsr17AGXsIHjNbDAzzKA0HI4QBno8Rv4z/tPJF0sqZvTg8+uOYyQ9Q8YJPxQiy1IX6thKcxSZkvQB3qAvVMRulMw2Yy7UWuGwVLigAYpnwS1mwYgbGSp1SyK4XpeoyNmBbZJqrUtGmCdmVQ5DPwFheI482/b7SgDsTEo0BCyt7DRguwP0CrFoe9iqBO+74dE6lBPMCmBUv6tkZBFThqABUp++sTrotIEyXrl9huRnAdR7ASxhjeVBK8dUAHgdQA/ALAD4U/v5iuPyXAHySMfZRkGh+D4DLdE3eRFyp/09PD6WSFhaiSU5nASYm6P1vfIOq32ZmIgCXyZBwemaG0owHD9LyU1MREBgeph8hgL/8SwIOqp/e9WQALItA4K5dwH/5L/HJUkpKnaWlKgFKk95yCwHNl72MUpfHj0e6tU5x+jRNtrnc5sdfr1Na9/hxsuqoVknQv2MHpbB8n0DTeoBLj+98h7b5yCN0/Xbtit5bXCS9meMQIzY7S47427YRyFIf7o3uq1McOULXvhPLdOYM8F//K/Drvx6d7ysVm9dqxNqZZnrrnbTYCDDSUxvPPksFJ2kgfHHxe9tq6CqCMbYVwP8NYATEe3xCSvkxxlgfrlWlNWORkBsAbIbmaAHC4rCqPqxFDrgmwE2wZKN1I85CLRpFHPJmEah0S0JrpVI1M2Y3BBjubEzhidwEVnj757ATk9AmjtbYMAZKNznMRKxPHTRwpU2GbSBM/1tvgxO+N2+UsN+bxbJZAITEkL+KBSPfmmQNISB7Gfy8DcMTkDzU75gGJGNUoahAa2I8rOnAcD0wT0DkLXKmNw3wcGK3EGDEX0NGeJSLYYysKQCsGTmctQepN6E0gQYDZB6wNEYvyYrpxysEekQdRebh/tVvoyesKOwTNRxe+BLes/VdGHTL2F6dx6defDcKMwGsoBluJ2ixdnc0pnBv/QS+ljsEQwo8nNmB81ZfNAbGIAwLPCBmi7keDMfFzvosZsxu1JkdARnOAV+zvDCI/Tk89xWMyPcaAQAAIABJREFU+qste4k/KH8F73jJ/4bCuTp4lcYkbBPZ+TrM1SZg+LCWGyg5Acy1JuniVAo0oTljnMNoWJAWXXMmNEbR4JCW2WKhYFPq3RssoL4lC7eLYfDBJpjfiOsC1X4MA6KYAw+AzCogLGDmXkAyhpFv59A168IsN4nRk2Evy0qDAFcQhHqvRMumZKQxV5ezsEjEZjRcjzDGPgvgSQA+gKdAacACgM8wxn4JBMp+Klz+aFjJeCxc/n3XtUIxyVadOEEMDUCT6o4d8S+Axx8HPvxh4EMfilix3//9uMN8oUBP8h//OAGsEyfizIPqFXjsGKVZfL99cj55ktJRxSKlZx55hF7fvfvqGg9fCVjbti3eBoixCAimRbVKk//qKvDpT9MYT5ygY5iYoO319sbHUC7Tcd1225Ufix4rK7SfyUkCfffdR4B2cTEyA73nHhrXQw8R09gJVAQBgcpGg0DwO9+ZvtypU5QGO3KE0mOZsGLpIx8B/uAPovvigx+8+uN65BFiDDu1Mzp+nEDy614H/Lf/RvfelTCFqvVOV9e1E/UnQwg65/v3r3/PJifh77/wAfyGlPJJxlgRwBOMsf8PwLtwrSqtdYdwEKtgl114BQvCZPAG8gj8PBjLQTZcYhFUybmUZJKqaWyOmcN4a/1IzJxTol1rNWeWEDCG251zeNLeimWjK55ORLogvpMLfStNyBhV/7mIjzN5jRPpqBjrIWW8QlvTU9VhI+81UIeFQb+Co+Z4yBIxTKzNYxbDsGs1SNuEXyQxPAvIXBVA1BxaOcEDpPGRDAgEBsqL6PECSIuB2wJ7V87iPO/BmLuCGbuXwKQ+psQxteYU5aemgy3Fiqn1w9e7hINhvwLfMDEUVKLiPhCo2eUtoMJ6cGRsG9wSIFROSEqM+qsYby5hzFvB49nt+GLhhRj213A0O47z9kAc4JkGgZZa5BM27i2jwjIoG/m43UWyclQSWzjuLceqXrdVFiBMBqlOhevBCNs2cacJZrtgjgteZpGWLg24MEa2HUtrUf/KQNDfRmgB0nAAziGzNoL+AnjTBwsksksecguyNUYw8tyC0u+Fxx502agNc1hVCa/IYK1wZBcZiufrMBerYWVpOD4lH5EyahCfFuuZuJIR3BWBrk1VKUopHwDwQOJlB8R2pS3/RwD+aDP73HAkneT374+exBcXCWCpOHuWAMJLXkIMSG+vGjAJxvXqMcZoua4uSjmlpXoOHqQL+qlP0f+6bUClElXslUrRZDo5ScyQZRF4uB5tbl76UtJi/czPbGz5QoF0Qy94AaXabrqJGLInniD7i3KZzp0KKYmNuvdeYoTGxzd2HHr6d9cuAjTbthHT9OY3E/s4N0eMU9KOYNcuAn+PPUZAWtfGTU3RepxT1ejXvtYZbH3rW7T8T/90BLA5p3TcG99I9gYqnnji8seUDCmpddKtt3Y2Rj1yhN7bvp3uz9270w1202JqigDpwMD16RIAELNoWXSu7r57407636cpxbC4RxX4VBhjx0GFPG/FNau0ljQxaN5N5uwqjIwNkc/AHczh1MR2jC8v4mK2G0a5Bng0EbBQf0OrhQJmxjBrlDAarEWpLIGI8dJa+SyZJTzJDNzunMfTmXEsGsVUsJXmpxUDXpquScqwWkuIKEWp+2vpoCrJbqllQjPJtuUBnLf7sd+5BCEZTtnDGnME5AIXjiPAfAfM8cEzJoIs/ZjlRgu02czHFmcZlhf6ngkBCXpvKdeDydwIgoINo+HDLtdwwhiKAIA+3jSgqM+taRWJejCGjPAw4S9hleex1VvGRbMbW/xyqz3TglHEnNmNst2HIX8NhgOMNRYx2lyC1Wyi4Ndxye7BY9kJAMAbKkewxnPUDFtnkEJtEvMDuGCwpI9e2YAEw4JZ7GzNod+XEFjIdGPQofEFYJjODaA0WQGvOq1z2QKbQZBerKCua/J/ZaXga/dFEAA8iI2PuYxSjgaHISW464OFbJy0LQJdnAPKfy28Psaag4EjdB3cXhtdsxy5BbfVSkp9DltN3ZUuS08h6tddjzQhfKsHZwJ0XQ/R/Pd96E7yO3YAf/EX0XsDA9GT+cwMMSP1Ok3wX/86aba2byd90733EohIVpHt2UMMyJ/9GQm4k5OPaQI///PAV75CbMDu3ev7We3ZQz/Ko0sISsutl5bxtae4jcToKI3z3Dk6viuJF7+Y0qUvexmBrn/+Z5rYdQuGBx8EfvVXiSVaXCQAkVLKjFyO1lMpRz39e/o0idI/8xnyRAOItZme7qx36u2lc+s4BKosi8Dstm1R5ejsLF2v5PmaniaN29paOxjbuRP40pc2b2ngumQm+7KXRULyZDz+OGnpFEM6OkrLpp0/PVTrne3bN+Y9tl5cjon65jfpnG6keEJ9YSnB8fd5MMYmANwK4BEAm6q01quss0Yxfg2VOBkuOABrlcMZzMKyfAS2BeZlKS1jGJA5G3ytDriIVXAtmQX0BDXM8y4IbhJVwiMgpTNVyzyPR+1teLFzHk/bY5g3ii2A1Aa0womGXLNFK5WoTz5csTxaqrG1Lp2w9U5y9PnTJzj9fQA54WGNZ0lvFEa/V8ESy9GELAR4EGCwtgS7N0CzyFGoe+AIwN0ArsdxEUX4nAN2fDIVpQJ5cuUNjDRXMJMfADwljOeJClERH58OIpNAS7/Pw/0Zwsd+ZwYXrV7sd2ZwLLsFfzjwVhxe/DK2+cuYN4r43aGfQJVnsMVdwv65S5A5gblcP3rtKpgb4DF7Z8gaCYy5y5jwl/HnvfdGdkDqGnDeanJ9nvfiNu8iFrv6MMX7ovsv2YRbD4PjgLmI39z7TvzHU5/EVmcJ03YfDo/8BHilSeL3lsZJRsesMUXJ7482xlTdb/p5A1opvdZ96Aek4zINwOVRqliB4uSDQLger9TAaw1Iy4RZNhF02WCBoDSiYsNUyrlNf6WDQBErYKF7QVsvrHREAMTMWltGrdfB+PT7PnQneYCeypM3Ra1G4COZsrnjDnpdpSAzGeATnwB+5VfiE/a2bcSMPfwwMStpqbmxMdLgXLhAKavLaWlsO7JRuHiRts0YpdGSzbOvBjiNj1OV3pWup7RLyn3+5S8n9k8BUQVslTXF4GBne4B6nZgxVTyQbP8yNRUxWUtL9P96Yv3du0kXd+gQXRNlTKdfj9On47Ybqm2TKhj49V8HfuzH4gUW589H6ddkpKUc0mJtjViyJGDX47vfJbCtWitZFo3r3Ll0kfu1ar2TjPUmyyNHCNBeKfgslzff6ug6B2OsAOBzAP6DlHJtHRF52httJ02vsu62h2RcaBulcJiUMD0fRs2FaQSQ/RxBMQMDlHrka3VKEZkGWE3TmAA4YY3goDeDY5kI7+mTm9JzMYNjzezCd/kOvLTxPJ7NjGGWdac/xUcH0JZ+bDta3dA0yQ50CqW3SXtIVOsZHL5hwgg9rigdt4aD7iWcyIyiu9EAA4OwTMwYWzA5PIjaMEev5yE7WweXDsCCkPloZ19Y3QE3OSRn6GY1HJvYBrvswliuEWAxOdkF1BOVh+rzrqrUApF4PV6lx4TATe4lnLUHcFvzPJ7LbMGyUQC4xP8+8Ca8vfIYvt21B0U4KAQLmOrbjmN5E8tmATvn5zCb6YEjesGaDhiArd4ydngL+Ofcnigla2qeYKowQ0rkhIvh5jIez00AMoinEoF4WjHUSu13ZnDSHILT5Hjv2C/E74WWsFwDa0GAKsugIB2qhtXvg9glj4OuljWEBvySPTtZELTG17qb9GNIYRLJXoTSxswPKPXpepAZGzLUs7W0Wq3BdQCfnXzBks24OzXgvk5Vij9YcccdNEkplkQI0tMkm/+qizoxEddf7dhB2q0XvzhKKe3bR9t97jkCBouLNOnr8cIXRhV7jQZpk559tnNVoR5jY/QjBAmgHYfYHOUYv7ISF31vJIaGaD1d0L/R2LqV2Lpt2wg43nVX1Iqm2dx425Z8Pg4SJiYIgEkZ+V49+SSN89SpyEQTIFCydSt94Vy4QOdWCAIsis0CCEw/+CBta2WFrsvp01QZ+NhjxICpVO8rX0ngKllgUatRWjUZ2SxdiyQATsbcHB1XJ0ZISnoQuPVWGs/8PAEUpVGr1+Og1XHovDC2fuudaxlCRNfYcS6/fDJWVqIU/fdhMMYsENj6f6SUfxu+fN0qraUQxDAJAbgCMEl/xG0XzBOUPgnZFmlmIGwT0uIw/SAqb/cAcI55qwejYdViWkk900rYqzyLB3O7cE/zDDgkLpk9KWAqsX4aeFIv6cAprZS+BaCMuCt3CtgyZICRoIK8cLHVX8Yaz2LCWwWERMXMY5YXIe0tOGsPRdu2TIggA7Mp0DUHiAxrmaYyITHireLw7Ocx7q1Qtd3Ij2Em1w9pWxCWgVK9jqqVw4XXmsjN2Rj7pwC8TIyWNDldo2T/Rxmmh02j3X5Cb/cjyYLhVGYY99RP40h2HAtmCZASr64dR93IIGAcPjNwKrcFopRHTgocXJjGg/l9ONozga5yFTyg6rrt7iJccBREE9/J7ooB25jjvZSwpI8JZ4HSscpSIslsCREDiuN8DfO8ALcpwFTOVNeoqWMX8fOxauTRH1RRMewW26mAFGOsBfj1NlKxzgbrWSjo+0uMu83GRAi69jrjJTiBboA6A4SAq5VGVMatiZR27IEhrV2RYrmSrvmdQFgibhzAlc/TBLW8TJ5aKsWTjEOHaLJNtnwZGwPe9jaamO+8k4DUqVOksXnkEQJeSt9yzz2plSpoNilNVi7TJDYxQdu9XHAeMT4rK1G/u43qe/SYmCAgMDNzddV2L3kJMTJ3300pwT17gL/5G/KtupqYnaXU66c+RQJ9xTD191O67N/+22hZKSkF+D/+B314xsZCfxyDrllfHwHjfJ6YoXvuIebt7/8eeP/7aZlmk8aurs/FiwTcknYgSiD//PPtY1YFD+sBrqkpus6dBO9CUMXrXXfReVQFCnpasNGgfayu0rnIZAhUXqkB7dWGYufuvps+N1fT4qlc3nxV53UKRoji/wJwXEr5Ue2tL+E6VFq3tU5ppecYZtwcdpw/i4smgVOZy0DkbarC8wIE3V3gdYc8jADAMLDICjjgX4LqfNdJBK/2VecZfCu3By9vTGIwqOC9a9/GuL9KzuR9b8Ks3dueckpOZDomC6vDYqAqNmHxiI0RAj1+DQNBHQzRNiVjCMAxZ5Ywa5ZgMIET1ghs28O4t4IZsxv7nFmctIfj2xYCrOHCqgRwSga8vIHsvAWzTn0SFdhSja4Pz38J7973Hoi8Bb/LxDZzHie7t6HrAofZkAjyNnjdBWs4xJCksX/qeFTKKXmOwjjkXsJkZgSvaJzCEXsMBgRuak5jnzeHf+w6gFVGjZ+XjAKyzMd4YwY2l3h4ZB9mC33ILYeaJSGxozGPKs9gOCjjtD0MYZhhoYCI9FThWLkUOOTM4OnsOHZ4iy3PrrbvC60FUZ+7Bu64WDF74+lC/dg6RJNZyEkvYkPbzlfiISDZJki3QNFSfAqUMf09zlLHEmN01f2u0p0AWX9o+jYmJfnbtZrFa0C5U2j6yFjo4CrZH7JD3DiACyDx97e/TROc8l1KRjabbiAKELviuqTzuv32yB7h1lsjDc7UFPDRjxKDtWULiepvvZWq5NRF7e6mSezsWQJet922cQuF3t5oEv+bvyGwl8nQ8Wx0ImYMLS+xK22gzTkxTIohO3WKKgiTKbuNxJkz5Ob/wAPA4cPR65UKpbAUAyVlxDjlcsC73x2dy2eeoeugj6uh9Ul76CFiiX7xF4G3v52YJP08qR5/x49HDNu+fQRsOwGuUokYzU4A5PhxmmQUU5UMzyMN3CteQfeg76ebxE5PE0Ds6bl+Qng99C+d8+eJcVPsnHrQuNJQk/L3Z9wN4OcBPMsYezp87XdBQOvaVFrLaFLQnbZbE0P41F6XBsbdKmB3Uel9X4HK9g2DyuiFhN/XBV7IADNLVDrfdPC8OYBXNU5GPlJaJLVZUko0mYVv5PbiL+b/Gn2hPcG4v4rDy1/Fe7a8M0qb6dVmahsAVSnqoZYNWRRbkpeTzWQshcUgsYoszliD0TYSGpyD7gyOZ7cAjMGFBVtqpp/JFGg4qZo1DyywUN7PULhkw1zhgIcW2ALCHpPuEllDBAFgMQS9DE6JI7siYbgSQYbD4nz9tJX+WtqYGMNeZxbnrH789NpjmDF7UJBNOMKCy0x8tnAbwBjG/BVcNHvgMQOvrx7F/7r5XvSLCmqZLAxXgjt03nbWZ1BmGZhSYN4soieoU5uinA1WbSbuM4mb3Ys4khkDpMQFowdbvWWctaOeizHzT8tE1m1iqLGKE/ZoqzgDQLRcp2pDHeQgAeyh3XfJ1j06w5XWv1APEQIjff3keh3YsVhqEiAX+64cMZOdGksnmS491hunCl04fx17Kf7gRSZDDM96WpT1tCxbthCDorfnMU366ekhMPSSlxAQUEDB86j6sauLUoB9oXfKjh0EWvQ00UZ0QSr276fjaDQI8ElJoEMZTnaK3l7Sil0N4AIopfjggwSMlHbt2WfpvG6kz5/vE0u2tAT8u3/Xrqt7+mliH2dmIof8Q4fS03vd3cTEHDhA4E9nJp95htio170O+NmfpfP84Q9Tg+ZSiZgtAPijPyKx/6VLdE4//vFI49bdTQyT3lS8UCBglxZPPEHnYHw8/X3VN/FVr4qemL/1rahAAKB7a3GR7pvvBdBSoe77Z56he/VqiwVqtavvvfk9DCnld5CuywKuYaV1W3NgADIQlPILgZCuWwEAvlqjpsy5DESOHgylxeB1ZyGXLYiuPDiAXNPBWWsgXrWIxCSYAHyenUOvaMSbXvsrYcPeEEgE2pN/jJmTYEKgX9aw21/Eu+e+jaGggnmjiE+U7saM2YMZowSXaw+zajJLPhBqmq4+UcMKz4e7ILbiEi/hnvokHs3tSE37MCHBAgnuA5llBrMWAbRpqw/j3nKrGnDa6gULBKQhsW9uCs8M7UVlgiG7AGTKEkyGYJIzspBoiavbLmbIdii2K7qm99ROwWMG7qlP4pnsVjyR3Y4JdwEeM3DOjuxTJrwlFEUT5/ggjmdGIAKOnO+gyXtbbvh7KhexZORRRg4HmxfxXGkC3c0ZEoFXGnEBO4BDzYs4lh1t4QKfGTBF5MIeVdRFY9/fuIhnrLHovCY1XknGMvm3dl+t17ezlVrUL38aWFIMmK4VSy6ng58giIEbZnBysnc9SD+gJu1CAE5AWrWMHbFcSuOnh86mJX8nX9PHEwRxAPgjhiuM2VmaCEZGaFLo5Lo9NkbsQqdJc8cOOsnnz0dVhLffThOpYmVUA+ypKZo0q1VKk62sRA2qGaMJ/bbbool4bGzjKRh1g+dykdD+3DlivTinMaRVxe3eTYyKcjO/Uh0YQOt+5StUSAAQo/fQQwRG1nMzP3eOzsvOnQRM9GXrdQJyPT10DKOjcV1WWnR3U7prYCDSGFUqBADPnCFmS8Wdd1Lq07ajdkt33UUftGyWzmetRusWCgTAgoDA4b/+19FYTbP9SUnKyJuqvz99rGtrBCZ1Af1DDxFA55yAjt5652rsJzYTQhADfODA1XnCqZiZiUD/lTxA/JCGTFY9iTgzEANGqgKwQfcyCwIYDQPSNICuLLgbQGZMwOQQ3V3IyTWct4axvbmAeRQQgEDTeu7xAMKWQkutptezZjf+j+m/wri3jGmrF4f734yytDEiKjBDtqooHOSFAwmGJaOAd5W/i6GgAgMSQ0EF76o8jPeM/Hy7vkuXVehSC5VuBDDqreJoVvu+ZQxrVhcGmlW4zEx/CA6BmekI9B8PYFacFlPzwNhP4AMX/xbj3jJmzW78Y+EAuoSDqpmF5QbgdQASEBbAAoBpwGldtgNoeUWxehNjYhVdvoOt3jLOWAPoQxNPZbfhmcw4XuBcxDmzj1zgGYMpA+x159AvangkuwNlswvCymLUWQKzJTzLhOFJ7Fu9gAWrhHJgYV/zEk4Ut0LkM0ATqc3A9zqzOJcZoPPE4uNMgl2ZtRH0FXDzxRM4ao22Xxf1v2KvVLWqfl7UrrVrqRjbJPhqM9jtxEypZu1c+18tn1wuGkA4rjCdp2vbTIP0ZAoUNhxyrB/tA/MC8IVVSOVwr5v4Ko+wtP2labrU+AwD17u1zw9W1GrE6Lz0pXRCv/OddA0XQJPFY491BlwATaxHjtDkrfryFQpxn62xMZp8v/lNuolrNWJgdICzukoTq5S0reeeo/Tci17U3rNOD89LT9Vs304/QUATuOfR5KnvU31ohocpZXalgMv3aYyvfW0cdN51V+RblnyaFYKAy9gYAQxlMQHQsT/9NPmave51V5YeLRYjtkkxZ11dBNruuy99nVtuIU3UmTMEqup1Ot99fcAXvkCieb2K03HoOGu16NwpMMQYXf/jx+ne6sTsLC5GfSlVPPUUgatnn6Xzc7nWO9cz1tYIbL3//e2VtBcvXp411WN1Nbqn1mOLb5TQv6gTwlu9X+IlsxsjfhmzVk/49M4ocRkIEtYDkLYFaRrwixlwx0c2x3GpMIhjTi9eMH8KR83RaMJUlYRJ0bSUODz0Fnxw9nMYCipYMbpgS7/lML7VW8YHFz6PP+h/My4YPfDAwQyGbd4y5qwROAY9xI37ibSdv9ouzk5O5EAbCN/lzuOMEsRr98uQv4YT9gj6gipV+Kl1FRNhRBNsS1vGqI/fbGYA90/8m1Yvv63uEm5pnEfFzeJcZhCZ+Qb+f/bePMquszzz/X17OGPN86TSWFJptDxItrFsphBCIECGvgQSOgPpThYJ3Z1eqwNJ33Sgs5oe08NKL+4lKySBTkjSTUiwgQAhGGPLNpYHybJkSSWpSqpSzXOdcU/f/eM9u/Y+p06VSiR977o271q1pKpzzh6+/Z39Pft5n/d52y6aaFORXPaxcg7K98X9vPbarbNEMq4D5QXSlWq4CbMZH4NXrT6avAJpv8y59CCHylNcTPevn/Lu8iw2Aa+m+mgOigKOgJV0I7v00vrvh+dvMJVup+ArWsiRTzbgaUXH8hxLOiWAKmamu8uZZ85sqNvfMkBh+B6BacnYJxO4/S3sWZ1iwmrF881ovOsAOYAed5lPLH91Xev3Wy0/zLTVHKXEqQZl9ZpYa6MO8IqPb6A3sFVyAnU+UydNWTkIdKCgWFo/lqoUfoVB9pMmZCwSS2bUUihkdOPeXPXSlrXMVshurY+ZAUawZfrxtQ244oaaAwMCBkAGeGhIUlB30kS6No4dE2CWTEqa7q67BEjEjU5TKdHmfOpTUpk3OVm9eLW0VKduPE8q5b7wBWG97ruvfprwdlWGphm5vc/NRX0cjxyJWKhcThbGO9VfPf10VBjw1FMytuGNtV6j64mJCOxalozRAw+IRmh0VHRxCwvwa79254yIZcmYnT0radUPf1jO88yZ+nYJLS3CMi4vi8nptWvC1P3Kr8jrN2+KPUQ80un67YzuvVfG8AtfkH29+mr161pH6dvZ2WpB/IsvVvdT3E7rnf9dceOGzJE3vWnjcVy/Dj/wA5HW7XY9ScP4PrMVRbxaqwZ8KdNYT6GsGUl69Eq0WEEEnrSJCsR80vDy2EGeIGmDqXAak3idGW4ZO+hZyTGts7GFKQa2YszNtGrkt9vfySfmH6PNz2MQiZ4NoMtfEwF/jK1I4klTZKAhKDFnNtDp5yommTBREfxX6YXWxyBWlBJ7UEwFopctGYkacb6mzc9zKdnLcHmKRZWJGJvwXIIArcBwNW7WwGxLk3Qq9gieH5liAuN2Gwntcbw0zpKZZaXk0DhWoNSREpDl6+qFMs7qaM2Au0QmENZxItFGPt0Ivk9HaZmk74KhGHSXOJ8eoNNf45XUAASaTn+NTj/HqN1B0UiQ0Q4+Csew1pmnctLGNjyOzo8x3tCBk7dRKqB/YYKLVg/K9egorzCS6K6aO33eMkUzwZLVuFHfFgTcNFsY9BYZs7qlJ2EyQd/SHF45YNVIg+9VA+SaFDTAJ5a+yoC/hIlo/T6x/FV+seP969dpSzYrFuti+c0sF0KwVQtqNtN6xYBWLVCrOo6Y4F4Vy9gzq+iM+DEq00CH7bRux2TVvhZut1Yo/7r14YJqQ83x8ep+imFjZsepn3ZLpQTw3E7MfuKEAIjjxwXEtLcLmxFPyZTLwv60tMBf/IXohTYLy4rc3R1HQMSVK8IyhJFOC9uyWS++2gg9sbQWZieXEybm4kVhdq5d2z7gOn9ewEV4M73/fqmaDLVGYe++556TsXn2Wdl3yGZduSKp3RdflL/fc48AtPe853tbpK9eFQD4oQ8JKB0fl5RWmGKtjb17BSCFTNPevQKEnn9e5snevRs1W5ulMxYWBGT9zM9sfuxnz0Zj9sILAry+/W35/Ac/KOnp/y/B1rlzAsDvu69+CvNHfkS+J1pvrydpbXwfeNVfZOIVWvFS80psqPyKCZh9xyeRz+H4GXRKvodKw3RHJ8e8VWZ9G9+LUkmqVBamrMZt/KOLX6c9yAlzVvlRyHIxZzSQ9UvkjWS0uFbc2ne6Cyg0v97+Xj6++BUGvCXmjAY+3vEj9ZntUIxeG0qx15mrTiVWIuOXKFSWp4KRIKM8Cio6lvBH2yZGOUA3mHhZk4RhoMpOdaVhZVxnzUbWjBRaw9DqOCNqELMpgZ8y0LaBTidkYXY12jQYsPJkygXwfMabu8lnspEJqNY0+0VagiKrRoI3lK5xye7B1QZTiU4yXold3gKzRiMX0/3rx9DnrTBnN+GYwlQGCZPRdDe/fuF/8R/v/VFKpDBVQL85wxVrEOZdtBGdb6it6/DWMHXApFW5TyUqmrnQj8swcEmQ8LUI7bMpGvNrNC8tcs3qrNZrKVUtkI99Zwf8ZUJ4HLKYt0tXR5e3RtNVL91WW7kIFU2UUT81VwdgrUctKAvfW2GSFR6qKOe87l+mdcQmx899s7Ti7cTzr2sfrtoIFW6qAAAgAElEQVR+ipcvV79+8mTE1tTGoUOyWG7mbh6Phx6SEv9TpyTVePp0NeC6cEE0TrYtIORLX4If/MHbg7lEQoDMzIwAi1AflM/Dn/xJtR5iaOj2BpNKRT5huRz84R/KxGpuri4C2CympuQc4udm25KajGvempoERHz606KhSiYFaM3OygL/S78kT7meV9/FfzsRjsnevTL+DQ3y89d/LSBms8o4w5DzCHsZuq6M8913i6t8a6uArx/4gerP1Dqm37olx1xv7sSZ1V27JFVqGMJutrVJa6V77pEKxBs3qu094sLgmZmNwtW/rwgCYScPH95ccwZyDnFRbe136Hbx/ZTixuqsev+GjJeUNQr4qb3ulXtZWVkkPAfXTaAqDZTtFQdtKs717+Ho0g1eTexAKzBLHoZfYXtqQM+At7QunFcI4AqANZXi002neKh0DRPNVVsq3Q47UxxzJxmz21kjga19fqdFaguaghIHnGkatdgyBBo8w8LDwA1M8Z3CwNMKz7BwlUl3sCZC/9oWOcCgu7heeXkz0cFweUr6R65bGkjqUPkBSpskV3zsFQflepFlQhiVse13l/hG9hB3ObcYTXRwdHWUF9sOE1iKlaEs+R7FA1+7Tra0Bloxsms3RZKkpnIEaRunJUnS1+ggIG149C0sM2638ONLZzib3sFYohPHsDlQnKSsLC6m+qNzCg+7YonhWAl0MkGQMDm2NMZISy/5ZBoVQMZ1yE67LPiVhtzxMBTNbp7moMg1u5Meb4WPzz8m2rtEGx/vfDfTRkWKEt47bAsj8NldmOaVRF8kuI/NqQ1gQyl6vZVKG6kVhLdRTFgt9UEJ1eJ5raMem1XsVm1KkDrMmGlWP4CEnldxoBXfVuDXCPqNuu8PU4uq7BA0ZERk78beHx+HuIavHsiqZd/i+3zdiubj/RTDcv94GIboj+ql50zzzhaLN74xcl7v65MFOfTY8rzIgiJkhM6elVThVjqxMMIG06++KsDlxAlZsMNUZNgS58qV6DP1GnTHo6FBWJ4DB+RYH3tMWKjN+jg6jgCJeLo0jL17Rf8Tnm9oLHrXXQJiBgcFzM3MSMovfKJ64omoWm+7EVYxdndHxzIxEb1++TK84x2bf742fXrhgoCO1VVJlR05Ap/5jLA990gZN/v2CQsYpp9HRsRf6j3vqb+POLN6/Tq89a0Cwu++W7YbFgKkUpubxQaBpDpffDH6WxyMhT0Xt9vPMB4rK6IfO3Vqa3atXI6qNDf7Dn0/th+3ezo2FDM00e2tMmPXeXiqLAZOoEj4Lnnfx1zKkXBX0ekEbmsKL21xw+6grbzGbKXqzYi3gKnsB89nwmphRwV0hYvpL3V+gLvL4yS1yzcyh0nis688A4CLyVcyR2LbMapShAfLk4zYosUydIAZeNg6wFQai4Ck9sgQYPsFbAKOlG9xMdlPW1BAVSCfVgojCNjrzuEpUwAosNudR2mNZ5iAABg/kSUo5aAEgWlg5R2MYhlcPwKuWtg/k4A9lW2WjARvy1/kQsMg77/xBIuNTTCv4SJMOc2sGUk8DNpmlnEsG+37eGslErkCXqCwTdjnTHE51cNHpr7G1xqP8Gqil353iUa3xEiqG9+ofK9qmRMEKJJKolMWR8o3mWlr4jdePs2HX/4qY01d/I+db+V0+gBGrJ0TFXYxHTj0+iti5QB8fP7RyG/MWeTjs1+SwgWQhs7JDGQTHJ2+wit2b4XRqVOBuL4b+VuHv4alff7Pth/hk4uP0uWvrWu44mnqej05NwCoEHRVWU/ojezWVsCm1li0KhUZS+fVWjPE2WOjYpLqesJumabsn9h9tZJCrjrOescT/r82fP91zHDF+ykODcnvtTE4KE/6g4MbF/5w8LfDMBiGgK4nnhAtTFhxCDXoW8kid/fdol86e1ZAznbi4EG5oGfOCLgKAZdhbNSixRt0h/s8eLDanfzIEVl477tP0lthqi8IhAGKC8effrrauqA27r8fvvIVSVXatizqHR3CHu3eLezW/v1yLKHp55vfvH2wFZ53KiWsX71rcunS7TV5s7NSnRhe15DheuGFSGN1771yzKdPy7/9/QKyQAolGhu3bqcTb1WkteifxsfhL/+y2sh1qzAM2e9mDGtohup51TcIpeR8du2KijficeOGzI24xq5e+D789/8unnL/4T9ERrD1vkNbxes+pRhLo2zmHxS7qa+QojtYZYbmDaX2YTiGRcav9Ifzwif2JMt7krhNijW3nZMXrrEYiNA8aEpDYwoMg8A2CBImialVPt71Xj458xfri+nH294FSvFSapCjpQkeLo5wOiXFDwYBJj4GmsCItfUJwZxpcNXqY39+mivJHgJlEhgmbu3crKS7hkuTfDl9GN9KbGBW9pWm+XrDETwVPfReTXSz35mJdEwJG6+9CbfBxiwHaEthUcbQZZTpRixOZZv7y9N8LXOYwLJkHFAcyt/ipa59ZFMuF9oHyftJMqpAIl/C8j2sckCyVMLyXKzAwyIgEbgcK9zkfGaQP5j8NJ9rfYhs4PCe1ZeYsFtZMTPscecr+qbKNa/kapXW7HVmwTcgSHEoP8HZvt38p9N/QHdeChZ2rczy81e/wdNHDgiO0BpDBwRKYQUe+9xZzmeiZgcb/MbcJbFAsKWy86bVydsmX+B0co9gkXgvwsq1qDW7bfYLNPlFrlkdKKX4ZOvbuWpHnoPa8wid5QMURuARGNaG1GBtG5+eYLWiCVtmwmzht1pFgL8e2/G7isd6dWLtuh1jmsLUZJwx832U6wlDapoxC5QKeNssnVgbGwT8FdH869aHK95P8ZlnNhf73n+/iMprm/8ODclCu11hvW1HTZ5DY9Hu7o2O5PfcIwv8yZMi4P72t4Wt2Q5bYZoiOF9bk/3s3Rulx+IRb9ANwlBdulTdnmXnzujL1t4uIC4cg6kpGROQxff48a0Xz0cfFbD2hjdIpWH8XL7yFdn+8LBM5scfF/C2XUPM8+cl7XbiRH1GJmTMFhfra7DCCIskQkuPEFCWStXX6PBh2eepU8JQnT4tN6bvfleATHe37Ks2ymX4L/9F9h1nhYaHRQ/4gQ9EjclBtvW9uLeD7KPeOYbHMTYmYxa/eZw7J8zjqVNbP0hoLSnrd75T5tmdaLbqbet1Hao6HV2vTUj8d1hPPwHVoKsCWBxMWoNC+AbwA4zVIk3jaSYfShDYmldvDXL3zWtcaNpFkJRmzSu7bVILAYm1ACuTZLrcyr/teCcjYYWgZa4Lzs+nBjhVusaHV5/kUy1vJFAGrmEz7M2y6KdloQwX3fYmFo8203I5h39rkaTyKWNtnGOV35v9AnkzJWAr/lolLAIBW7HQSqHC3oi2Jf5ktkmpwyY7VUZX9FzRsIdpPBljg4ABb4mU74OCiUQ7U01dZLsDzjX1sbcwiWrNUvQyBGVNtDRqsCvHZ5kcXxvlr1rv4+O3vsi/3PE+Gtw8q6R4PrunSvC/ftymIaJ8relzl3iiaZh+vUYiE/DpN7+Jcsqi51vLVZ5o/cWFaBumQa+7xlSylcOlKc5mBiGVJNMWcGRilCUzS6ufrxQuKCYS7Th9LRiONPLuzM1SCCyK2KzbH4T3y7hUonKvyrgFur1VriS6oybTxMTxSq3rCnUQsKxSNAclloyGyqbVhjEIgViVAN9f5hNLX+UXO9+/cf6HsYV9RDTAMYCj6zBdOhBRYpimpPKdclxozIiBsOcJWAo/Y5gbU4xxDVqdauP1Y/1+a59KZDKbe2+FuqSpKfF+CqOlJWI27mQ/hw9HFWiLixsZrFC/FFaxPfKILOpDQ/XBU204jiz6x45Jquv0aWGptuqtl0hUm4KGzMtLL8mXzqrcIF99VZiw3l75uXlTmCXTlPTS8HC0jZUVASHnzsGP/Rj8xE+IAL4WFGWzMvYh2Hr44e2By9FR0T0dPbq1RUZYlXjypNxEXnyxuvIz1FRduiTH/9hjInhvbJTxP3u22u8rdH8HAek7d4ru6qMfrW/sGrJN3/ymXOszZyJm9cAB+O3fFqaqsbH6uEZHowbppimMY70CjjuNZLI69Rfqtd77XjnfqSkZo3iKEgQMNjUJMB0clG2ELOl243UPsLaIeqmIOpVQ8SYpqhawAA4WNlLmriosvPJ8UhOr9Hy3mWKHhb0SMOc3smNhmpsdvQSWIj0fYOcDrIKP4YgpplYV/ValETKmAY7LcHGKa8luZuxm3lq4xN9kD+EbJpfsLjq8NY6401y2enEyWRaPNZP8qWkWvtDDSHkXh+avccnqFoYmvkBWejsOuEtcSPRXA7LKotbrLjMVsh7x132fa8ku9vgLXMsOgOdjz+doXipKerExJeLy0Ly1Ut056Cywz51lWWW4ke6kaFbukYaB19LEWq/DjulZRtr6aepYoG9ugVkrK8L4Gsf5Y6ujjCXa+Y2pR3ms5yRJS3PR3hG9x7bRtokqOtWgyxDQknUdpuwO7lq7yOdb34KvLYq7HKZ3NtE7toKpNb5S3Gjswk9ZmL4GAzJFh/byCuezg7QmfDrsOcyyZqq9g19t+Uf89sU/ZkdpnvFkO/9q3wcwSx74mpbiKpbrMK+y1amykNlSquqhN+E77PYWuJDoq3kY0+K5pXWVBYRSilUzw4C7yKKfkRShYayvb0bgscdbIB24+EptFOD7yxu/B7dxka/WPFZAUpzpqgVd60xXzX3Jk4bfOpsWI9RSOSoujDc9j4PHrYxQt8nMvX4A17Fjop2qZbHCGBoSHVLoqfV3idZWWaRfeUUW1XppoWPH5PWjR2XyP/ywLNoLCxsbYNfG6GikOdu7V0DB888LUNhuelIpOcaf/3lhc+65R9iMz35WmBGlhCkpFsX0EwRYPPOMAKxduyKn+X/xL6LtnjwpFYohgDl3To4plRLg8dGP3h5UzM3Jor97d33NWG0sLIgeLgR6tYt+XFMVVtr90R8JWL37bmEZa695+EVzXQGRv/qrMl5PPRU1Hr91S1J0LS2SMnz44ag9T8gKnT8vLFa99N7u3aw7/buuXP+QgWxv//sBLysrAigfeigan7Aper24fl1A+NvfDn/+5/IgElYv2rZc983A7/XrwoqNjAhYe/TRv/vxvxYi9nS9HnFbiJoUxgINdLhrzNsyZzY061VqXaO0zpZ6PqpYJjO6THrSRrk+y0GCg6V5ppvbcZUU6BQ6TVSbiQqy2POKBa+Z9iDPvJZ9qb1J9s0uctXdievLouyuNfD24lWuJ9pAGcwnmplXzexLrDJ5PMXNPsXqM7205AK8lhRLhRZa3RJLZjpipGyZe7tzU9wI283U+c41B0WmEjX6Na3BNHGBhCEgTIWNmU0RTJuAn02iTcWgv0TaKYCGcbOVjHa4VGkZFAdxytfMJ1ppZYqe3BJTqp1Gd4EDuQmuWNUPVocKE6yZSX515q95uvEAU1Yzv3Hzi+woLTCRaOO3+n6caVNMNTfqtuTcTAVH/Cle6tiLa1sYDiSmbd7/D3+JP//P/zfduRVG27v452/+EEWdJD2vMIoeB5dm+G7LPvYYK8y2tbHQrlmxsuSXGrCKPv/40IcxHK/ilA/GSgE78BgozHAx1ceQnkR5ftQGM54Orvxu6ICDzjTnEv3Vx68r+dDKHFxnsCrXxVMmJlKZ16TLDJXmsAyN7we4yuKq1UEhkUJrzYTZUgFdFTbObIkNT02lYi3oigP3MFUI9RmlKnZq48thEYvyfNzuNKZlYMy66FCcX7leG/Rc4XH8HeL1A7iUkif/2vRRPO69VxaXOAsR+ja1tt7Z/rq7ZfH8X/8LfvqnN77e0LCx+fShQ6IxevLJ6gbLtbG2Vs1gKCXptjDNuGNHZEZ6u4izOY2N8FM/JVqugwfhb/9WFuYzZwRYTE8L63XihICWmRlZgL/+9UiInkrJmE1PV7c8euIJAXcXL0aNuGujWBTmpaNje0ArjEuXBCBsFltVq774YuRXFo+Q3cnnRfR+7ZqM1alTYu3x5S9LD8gHHoDPfU6uXa0VxdWrwu5tp92RbVf3XlxYgL/5m+hLv3//5inEzWJsTLazlfYuHi+9JNf7n/2zqI1SvH+i48g2w+KM2gXz/e+XcQqB7bveBV/84p0d82s1apmsys19vROjEbEGi0aGIX+WBdW0EWytpxgrC194j9AaXA8VBKiyK2yEaXDJ7OLI+FVedoco9qRw08IxeBkT3ZVltinJgaVxZs0se5wZSnMZzjftIrFUQidN3Aablw4OM19q5WeffZyrbW8jUAbaNjnf1UNuyOH4rWtMFXvw1xIEpsGt1m6OLFxnscJUee1ZCr0pMrky1s0Ea16DAKaaJtANbpE1FWPpa+eXaTCR6qS/vMCkEtCvPB9tKHatzmP7YrMw2dhOqdyO8nyavTwrZqZa6B8Oeb5My4jJreZO9uam8AuKFTeNl+rg2NpNzicH0EoxVJqi3c/xluVX+XrTMZ5uOsCnRz/DgLOwLlb/xORf8Iu7f0H8vEJQEkuvmQQccW7x+b1vZU9pGj9lkFjTaFMxn+7kc/e8iT+5+xHppeiACsBLJ3n4+nUyCQe3OcX5tj4Or93gzI5B1HyCjHZRfiBsZRBIdaYpmqzD+XHOJQcgCJiw2+h3FplItK+D1ypApRTHyrc4lxioZnTqyQ4qryst7aB2ewsMubP0+musGGkuJHooK1vSsDXxW60/vEHDFcamthGx70aVVioetUL5kNWqSg1W2K7wQUcp8HzMvCONwsO0ajy1WC+qUv81/8bfs0m8fgAXyEL/3e9GzZ9rI5MRwLC4GPU73LdPFt5w4bkT1qG1VViPL32pfkXb7t3CCsS1ZV1dsu8nnxQmJTyO7URjowCVGzeEiTl+vH7/wdoIKXjDkGO+dCkyDg17GT70kICtxx8XsDU9LWMxNiYWF3/6p1Jx2d8vYOU735HX3/hGOZcTJ2R8Q5f6eKVgEMgYm+bmgvjNop6dhW0LYxSmLePVqkoJSDRNAd+GUV8XViwKIxp6pu3eLezf8LCkgLu6hGn8gz8QA9UjR6o/PzUlgPt2bOVm0d4uY3bvvTKOIyNRejuZlO1upYE7e1aYqO3YmkDUHPzgwc3nTCKxuZ5Ra5nLcWA7MnLnDyqvxYinQapSbOaGRSZsA6QCvaHaq1pEX9GjhOxDWC3oB1EFWOXz02QZmBpnstBNOmWjTQNtiYC+1JkE0+BgfobRbBe5RAbD1/gNCZSnMTyNnQvIlzI80X2UH1o7z1e6T+BZFk6jCeNZrjm72T83SbrkcKlpgMBOMmoN0FvOcb2zj1Kbydqgwa7paZ5vHKLpyqos2jXDNOAvixVE3CYCqsDLmpFiwJlj0m5g0F0gpV1QBjcT7RRUE34mhdtoU2w3abmSp3dqmkuJ7gg8hELusIVLoEHDtYZejizc4KZqp2CleCU7yLHVMQINb8iPUDQSfKn1Xs5md4FS62ALWAddYcpUgHCUKrUDj3sLYzzdfYRiRxJ/waDUamC4YDhwbG6cV9sGMLxK+tHQpDM5Hrn1CjNtXTxbPkDZMbj7xlXOt+0iNWJir5Uw866ALa0llakU2jA4FExKE/DK3Chik9ZuNK5x/RZwtDzBK4m+6qbi0aQDNEntst+Zpd9bIlAGAQY3rVZOp/YwaTVHovpaDVtszk5bzeuarQ2MVvj9gGpdVj3T0Q2VgmZkHbE+Z2pAWc321i0iHI8gbaMb2zHXyqiFZXkI0pWxUoZo3+KpxHhsV3tWidcX4Apz1vHFuDaOHBGAEBp1xilUkEV0K61UPC5dkqf+z3ymfm/Gnp76Yn7LEqBy9qxUlN2pG/7OncJwnTsnAOfee7cGMUeOSHrz2DH5sly9Kovl+94nrI1SAkCeeEIW+tnZ6EsVBALK7r9f0mphH8dyWcBrCPzClje7dsm+pqfl/C9cEEuGe++9c/1SEEj6sVZ4PjwsYx+m/uLVqgcOiP/YM8/Ifv/5P9+43bExee2BB2T8XnxRbk5790YGr5cuybE//LCk7eJzamVFrnecHfq7hFLVc6BUkrkRgpueHmE1QY7z9Gm5ptsF61evyudSqShVvd3q3Pgx1tqw7Nx556zcazk2K3uv97pBdcoxXCiMmK4rBFpx48bw72EDZstkkTTD5Snm8o14RavykCFgfXAtz+7iDI/ueIDkQgnlBQQJi2KHTXrexSj7pOY9evMLXMz0czPTyXtuPcNjffdT9myssiaw4FJfPw2rJYaLN7nW38l0sZX+a4v4FavBXWOLLKRa8FMGQcrGLLloi/VWOkbgS/WjoeTkN6lY21mYocNd5UE3x0upHZFDfZhm1JrFYZv0D86y+FetOKsZdGCtt/ipAl6BRicMvKxBYtnjlfadnJi4wkV6CJRBr7fMDy+f5QutJ3GVydmmPesL7HiqnR2lhfXm2OPJdqqc8A0DrRQJXA44M8w1tHGtp5fAVJRbDMqtCjunafTyOH4CZck1zaTW2DuzQNNqiYuZfaxYDZwqXESrgIt2H+aKQ3pFNGLK9derDpWnwDQYSK5yvWcHpWkw8sWoAi8eIcNlGBws3WLE6txQpNDh59jjzNEZ5BhyZnkl0ccVu4tXMjFgRjikOv7Lxv3VRqClLVMl1sFXret8vc/Vzot4mtE0YwauNVquOIhbB27yu9+QIN+bJLGaJJsvQr4YO5+g+jPRQVfGsOb7e5tKyzswQHqNxD33VHsb1YujR0V7E0bsaYBicfN+ebURihM/+EH42tcEHNRGR0f9v0PkXv/003eu51FKPn/kiHw+bJhdL9JpWXS/+12pmBwcFC+rw4dlOyMjMh4hs3PgQETNG4YAkaeeknG5/35JoS0vwx//saRNa/VLR44IA/b1rwsj9uCDW4Ot69flWCxL/r1+Xf5+5kx9UJNKVVdjhtWqnif/njwpn7typdq7DKRowHXlnMbGpMLynnuq+ySurAiIfu97pZ/kgw9KKvryZUm7nT379we26kUqJQD1xImocvPMGUlB/tf/Ktd9u2Dr5k0Zl4WF6lR6CE7vJB57TMCuacq/v/M7m6fvX28RPh3Xe/qNi24rry8aGdr8PFABWLHPVvsdxUBWEEQ/YXiyKF9O9DCcGxcPIsfFyuc5ungVd97hRqGFzNgy5lIec62MNhW5PlmArZUS5mKezMoqbhEWdAOnG4Z5z81naJrK0XCjSON4mYZJB7WiONexh6R2OODc4FLHADuZpNSs6F1bYsltwSxrnNYkXnsDQWOG4p528sOd9O70uDA0jE4mBAyusy2w01tgSC8wpBaZtZp4qnGYJStLyUxuEN2jwSxpZiZbOHzrFlcbesEyhdGqAK11cb1pYBQ9EsseGIrAVkw2t/G5V3+Xr174JD89/xSf7zzFbneesWxPxFwZBr95+IPcbOjERzFvN/GZ/h9A2+b6T5CwSBo++51pzrXuxmuyWOtPku81KLUr3AYodir6ElNcONhDi5fj+MQoLSsl5s0WVv1GplPtvHHpHK8M7eBac/86yFIlF1Wq2IJUUonK8+koLKILPkt2I1iGnLNpRHPONNCNGXGlV4ohd5bxRDuuYbHLnedU8SrvzJ/nnfnz7PXmGbU7+Er2KF/OHuGb2YPcTLSjQ7F9LNZ1XbWsJLGHg/h7DVXFfIWtraq+I3G2K/5a/HsSAikQMFUPbMUj/HtQDRDNgkfj9Typ2SJhy5+6n6/aVkwaEMY29F2vL4YLojRMrXN4PFpaBKDkcpJeOXRIFupjx7bX7qc2UikBCleuCDsWFx0PDQnb0tlZ/7PxBtj33VdffH27fT/0kFT7nT4t5xKmeYpF8ZUK4+RJ2c8b3ygMz4svyhgMDVWn7WoZo7C/3sWLwnD4vjAu//7fSwry2Wflc4cOCZi5dElAysjI9s6nnuj9qafk2nwvxp8g1/ODHxTW8ckn5fqMjUVsXqEgVZfPP1+dcpybk/TpT/5kJDw3jKg35Cc/Cf/0n35vx/S9Rm+vAEzTFHH/q6/K8YMA9oMH67NVMzMCjHM5uR5x+4d4E/btRtyGBeq3Cno9RlzkG4/NGvYainmzkaFglkU/Gy0AlVBKoeo9f8Urq8K0UQV8aW0wrRrpLS7gGSad3hoXkn3owKDDWUb5pfU5klgo0nFeYy+VoOyINsj1MdaKqEKZBSPJE6kh3nv9Sb7acpySnVr/rFlKkWttoRg0cnRylNYgT/utIhfad2KVK8JrXxMkTZy2BIsHbJwWTX8iz/VBxeAftZIaX2FnboqU5wCKm4k2ct0daNPAWsyD75M3klHroZBZ0hrlB6QXNcazNtk5VyrP1tnBakCgDQPD8UmsOJTbU/iNmt/5m9+n3VnFANq8PL889XV+9tBH6PDW2O3Ncz3VBYbBdKKVf3TsIwRJEyPwecvkOfr1EjcbutEKsm6JPYU5znbvx8uYFGyLYpfCadY4lk9pwGV49hZql8ORayOkdZln+4bJGAX2TC9wK9XFXYvXGO1r52a6k9b5AsrXG3y0wn6RGe3Q7ua47PWTnswRJC1oa8BcKaIcl1vJNvpUjvFUM82FVd6Qu0RTUGI/FgGKm1Yb5xP9rJjpaC7ViubjLGqcZY39uw6kdJQSD93m46/XFops2ih6qx6Lm0WtTUQ8KkyXqshoVMnBLIvBrDYNtKFQth2lm+tFrY6r6ncTlbKhjmsQvB4BF0Qs11YsxD33yKL+8MPVjEmhUO1vtVksLVWnU06ckMX7pZeEBYo/+d+ub2PYAPvMGVkEt5vSjEdfn/y88ooImQ8dksU4TBmGFYrve5+8f35ewNKv/upG8X7twhrGoUMC2F54Ieod+YM/KCDpyBERl9u2sDMDA3I83/lOVNm3WdQTvV+4ELXVqdcsNxSb1wMaritpudAW4tQp+I3fkHH9qZ/aXNQ/MyPg7EMfkgrFUqn6ml26BL/+6wKsr127fSr37yteekksO0Lxf1w3trYm1yO8wQ0OCgO5tCTsVnOzsGH/O5io71tESNXedMIAACAASURBVMTEuhv+vtlHbjNvNNWmqHVNUmuq0RZI86PFczyX3sPFZJ9cHz+IfpRC4WGslbADUIWypOlCA9HQhkIFLOsk30of4J0LL/K1pmMUzCTaNDBXS1hpC+UGXDZ62Fme5SevnGZ0Rxu6o6nCQElFnUqZNNwKGBiZ5Vb7bo5eXqHDL5Myy4w3dlG2kwKKyi5+xiZIGFirkjYaT7QzXJqUdj+wzmAZJZfkssfulXlGm7vRywpVVhDExsYw0AmLYl8Wq+CjgoC9a5PYRpmefOSJZaBp83KUG9JM+klanRwH87e42DS4vjgHlqLUkuLpzCHumh6lYKZZyWTpyy1yZugATtbAzWoKvkG5VeM1++hCwC5nml9e/Tb2CY8PWx/AuLlIwnTYszjLVHM7+6dvcWbnXg4uTZBZE0+tyoWWf20LVZQ1SQFD5RnOpQfXwbHfmsZttEg7PjvyczS7Od6af5XRXCfNXp4xs50n00MUjUQ0V+L3zNAmKM6W1lolbDJHtRYbCaXUuunpZu+LgxWlVDXbtVmKLv6gEv8O1brL12uzU3mP1lpMT8Pt+YFoCisPN8ow0KFvWdXnlaRDw2M3jer0qGlsXuzG6xVwhZV5tYt0PELdTG1qZbsM18hINaCzLGEgQmPUN70pYtiOH99azB/GiROSmvxeANfUVCSA//EfFxYkEXN5np0VxiiRiJz3//E/jvpAbieuXRPG5Gd+JvJ+Gh6WbczPwy/8guwvnxfrCBAm7Nlntz73Wm3Q7t2S8gujsVGARbyX5M6d1eam8fjiF+FHf1SKI559VvyzwubXL7wg2wv90LJZYYDm5iRV+K53yX5WV+UnnAtnzggDmkzKeBWLcv67d2+vfdP3Er4f2VRslkKs9f4aGxNQ/NJL8rmwArJ2u3fSbun7cfvY6ol8q3YhxkZxsa4sdoYOCFD1wZa8cb0gplmXGHQW+HLDMfY7M9wKmx5rzYpK0ewXWLHEr0k5LoZlSmrPUUBl4fWq58UKKb6ROcgPrZzjGw2HyVlptNZYa05FU+XTWMzx2ZaHuHfhClP5Nm6k4npLzQ5/mbtWrnOxNMj1lm5m2xIkTR/DCSh2CnudnnMpdiXwkorEUgLD89GGgevZYvlkyLH6zWlKnSkMJ6ApV2SstxsrEZBImJhrJdE8VRZJbZs4jSbdpSX6VxboNFbI6DwzjU10r0W9A281tZHbmSYz7bBoNVFIpDiWv8kLXUO4CYtys8naoCK/2EIm002PM0+XPcPXT0rFsZfR9JdnudLSiJf0afNWODlxHX/V4OyHdlDSCdJXfIpZiyMzN5lqa6ahlOelnt0kcyKqt4q+VD/q2E858vo6UhznfFJ6JCbw2bE6S6qk6WcF0/GY9jOsGCkezw4zb2Sx7KDq+q9HWPVqGOiGNKrkgOOy7tlVw2atf4b4r9XMV72UYpz5woz6LK7P83pVgLX9FGuBVL2m1nEfrnoPNyEzGnqugeAC04SEjUqnwHHRZaeOID8QoBXffngOjrNxX5V4fQIuEDbgpZe2ruLq7pZKNMeR9NHEhPx/O+Lu2pw2yML39NMCtuJNm9dFnFsAwDA6OgTEPP64pIG2YibKZRHOay0AIm7u+eCDAoJOn5bzXF2Vv4deZSEYDN3Kb8fUlErSpPnHfzxiABcWpEIzBEfhNrLZ6FhGR0VA/9nPCrtUr2LwscdEK3XjhgC0f/Nvqg1qm5pEVxUHXF1dwijWA1xTU3Itl5akEOATn4jO9+GHhaEaHZVjPHhQmLlcDj72MZkz4T7n5mTsLlwQsBZnNNNp2db16wKK7r//e09/1ovlZbm2p05t37EfZB5fvy5pz8cfF4AYgt/RUflehOa3f9f4f4Pd+/9D1D6l17rNbxKrKkVzUGTFEFBf2xw4HZQpqti9aF3HVM1E7PXmcTE5n+gDrZg2Gul1FplKtEEQMK8y7HbmZT+6IkAvlte9s0IbADnmap+inErytexh3rF2nr/JHmZVNWAUXbSpGMjPcEs1sWJkaWeVBZ3iyMooKIVr2RQ6Grl8bzOLk4dYWWtFORrDALfBxCwr7EKAlzJYG0xKI25H46cslJsAL+Ca2c9QeZpLTYNgGLgNNl7aoLu0yny2CT+hyHfZFB6w6H4+wZ5rE/zr0T8Vk9BsB5+z3oxXsml0izy3dy+ZTI5iyyP8zOkn6VkRT6x/85YfpSNYZKmtFbNo4jsWz7cMcbhwg7O9gyzvNnF3lCkv21wZSnPfC+M8dXgfWXuJhUwjKlC0ltYoZRTDk5OsNKcpd1k8f3gnszcbWcunaF9y2L82znSyk7JKMJ1qJjvtYxUD0ms+piEs3DqIic2lk/lreCiOF27QG6ziYDGeaGPVzHIxe5ggidiF+AH3566S1zZjyc7qeVIbQYAqlGIWJkH1GrDhczFGLNRR1bJgVbrDKDatVKw6npDpqmG16pmeKmPrh5t4StG21jWPcUNXMQI30amEVPsC2nWrt2uaKEs6HqhKiy20RnteNAZ14vULuJJJAU+3AxMnTwpIOnVKWIw6osG6UW8yKyUsUqEg2/vOdyKPpOPHbw8Aw2hoEND27LMbG2BrLWzQ6qoAw/vu2xzEdXSIPuz3fk8YolOn5G/xBTwsIIi71NeL3/s9sUfo6pJqxZs3BRh+6EPy1PCtb8Gf/Zlon+IRmn9evChGmf39AmJ27Yres2cP/M//KWPzxS9W+1WBAK2rV283agJAv/hFYfP6+wUkvvvdGwHL/v2Sdnz6aQGDzz4Ln/pUNYhuaBDgMjYm47yZkeiePXIuzz0nx7ldIOO6mzeWHh0VsLhdf60wgiBqGH76tHw+vo+VFQGpZ87IHB0a+rvZOnw/pbgxtmOcGGg0mhmzkf3eLKtmBq2rbSIUkNUuhQrg0nVsFjJ+mb3ePNfsDgpG5LC+QAPDzhRzvounTAJlYKCjakfDAFfc60WcXHMdax4MC0aSLzfcxbty5/hb8zBLpFC2otEvcctuQfk+lu/x4NoINxMdUuWmFBfbBxk+M85o0EvaKaMNhZcx8bImftLASyrKzQo/pQhsSC5BsSuB1WBhuAGmG+DlUpQ70gS2AQpMJ6DTW+JC+y7QkFjTmC4EtuITY3/OjtI8ptYM5ub4uVf+lk+88f/gSscwh+YmuNHcyv7cBD/3T36Oyzt6UGUDM29w+PoUplVghUbsgsZPwBONBzi0eAMvaGLGSLOjeZKh3Bzf+OlDtD2dZ2B5CW9QYRo+J2+McrZvgMVTjVi+z97Reb7ZdZD8WhJ3LcnbL7zAfKKZy529uF4SO68xy5rWlRWKRRPDdsGXnoo7ynOkPId2P8fh4gTzViMXk32sWUletHZF9yfDgJIrc0JrGt08jjYom9bG1OD63IxJM8KqzjjAjkf4u2lSTmexm5M4ZS0p6JAxqt0+EeNVO59rX6vrd1Uv4uArzmLVArQ4MDNUdN/z/PW0Z3y/quxIWtG20JkUyjHBrWTFLIuguYFyV5ZCt01iLSB9K485v7L5cVbi9Qu4QEDEyy9vXMDjYRiSXhsb2/525+Y213kdOyYL+UMPCZvwzDPCKIUAcLuhlHzuyhVJdYXMBQjQ2e7C/hd/IZ5Yp04JY/LEE9UeWQ0NUVuezYDmn/6pAMBUShbygYFq41LLEi3Xt74lbNWDD24cn0OHBADt3ClgI+zjePRodXXgvn0CmOIpxdqqxDDCL/TSkrA2yaSk2N7+dikiCEF0vQi9vK5fl7EMbS7CME0BY4ax9fyBSFQ/Nyds15Ejt7dL2Cx1/dJL8tl6Zq1bhdZRQcSrrwqorAV0bW0R4L/vvmrvr1RKrtFmIPD7sXnUlrHXW0i2YL3iKZj4IpUOHJbs7Ppr66EUO5wFEvjCatV+bw2DS3YPR5xJXknvqK/TCRkQ0xImwFV1xfgh8Cori0cbj/Pu1XM8ziF6VtYoKpsDpSk0iivJHjzHZMTuQpsmtvJ56JXzpLTHeGMbGKLDsn1pRJ3rtUAJUNImaBNUAGZZEyQV2jLxUyaXmgbYXZjmSmM/fkJhKY+Cn8DNGOKMYYKfVBQ6DQZzs5iV8zOAvrVFnrxvDw9cv8bl/R289cp5Xti9m8t9vaA0usFDt/uc72/l+LVxcXhXWXTWw067POd0s+/mLPuuTUCr4urhLkqehbfDoHWiwE8//Qyn79rLyF1dJI8GDKolDpyfYvZ4E83JEmXX4pFvXach5/D5h46SXDDJLGnsfIDhBOxbnaLoW7QUVukvzJP2ykzYrTiYTFnNTDc0MZrorAY162Lz6DqmtcuAu8RL6Z3sL00xtd4mUm+4jrKNILKOqJ6I1Q+dlTmyHNi0riwym2ipn9nZBHjVm9cb0oqVc1KmgTZi5xcCqrheC6LUX7xIJZ4ONETAr1Mip1FxcBdvr6U1qlQWY92kjU4n0Q0ZvNY0S/tT5AcUflpjlhRN1xXpW1R/jzaJ187dM+yXV1s5t1Vks1E111YxOCgLZagVul2MjVXrZuKhlLBK8/MCOoaGIrfzUKsU71e4VbiuMFnz87KND35w+2krrcW2YXAwYkpOnhRQE2qPQtZmK2B6+rQsxvm8CMm3coh/y1tEdD43Jwv5yZPV7NI99wjrd//9kgLVWti1YlGAZbEoIGlsTABTX1/1+dRGLgd//dcC4np6xOpiZETmxTe+sfX4PPaY3IR+7ddkv5/9rBx/fNvXrsk2txudnfJz/rwcx333bQ5iC4Vq+5FQr3Xs2PfGOp0+LaBvcVH2uZn7fcishRrGMEolmQO+H6Wob9fN4PspxShqzRw3M1Dc8DQfLRyhKWqo4UroAKfG2ccMPA66s0xYLSyHDuvxh6UYYzFpNdPnLDJpSip+XQsWX4Q9H51J4aca0V4iYjDC18PFGfC0wdnUDj4282XOZPfwaPM9lNcrvgKuWJ0Mlae5kurFsSzKZcW81cSRpVEuZfrxE7aco07gJxTaAsPVJJcljZbIB1hFn8A28FMKL2kQOAnSBQcrFaB8g4PLt3i1ZQemowlMCAzNwYVbWH7AZFMrfatL6z0Lr3d0cXzuOtf2tdCxtoyhAs4N7kQ5Gm36WEmfTKZMOuEy09nEQy+O8NLBAZqaHEwVcGulmVK7RcvNAgtBllw5SdNakcGlBdpX8nzhh+7hgUuj6L0G2VSO7GwZp9PCWNZkLIe3PH6JKTo5PTgMWrFrZp6e8RzJgseupRn2rE7yRMthtFI837iXHEkIAqzA42D+Fq+kazIbqqK3q/yuLZOEW2ZfaZrzqYENdggyYWLAKmQ3oUbHqaPt1+q3goCctukqLzBLtnrbWkcO7uu7jUDWBj0X8U1Xe3NVAbG4jcpm6cNaxkvFxPCNWfyWDGauHG0zHuE+CVCeJ70WDQOdSeA2WqztgdThJdaWM6iJBMkVH6NQ54G/Trx2AFc964B6lXS1cfiwVO7VOoXXArgvflGAzcWLUXXcZnG7NOXwsCyAHR3y4zjRMcTbzmwWIyOycFqWpCKtSi766acFwN2ulczsrLz3wIGN7WiOHJHjKZdlgW9rg3/wD6obP4dA9sIFYch+8ie3Tl3G49gxAUwnTgiL1dZWDTAffliYsFDfFqYyX3lFgNp3vyss15Ur1YCrdnzm5iSVt7AgzEzYUFxrScm9/e1yDZqaIhPWMP7sz0QjFgLRdFrAYEODjElXl4Ct2xU5bBZxUf2uXZFpaTwKhYgFW1oSkHaneq0wnntOzt+2ZdxCU9968eqrMl61kUpVs2rT0xE7qJSwgGFj+HrNwm/38PNaj3gFle9HT+dhxP4f12rljAQNQYmckap6j9Z6g264y1ulLSjwSqK3yioh9qHY8SgWzQaGnWnmzEofRcuK9Ce1jIeB9EQEqYSrgC1lGOwsz5EwZds3rDb+R9tD7C3N0OasMpVorSzMGl+ZOIZFWrsUPVBBwKTZzLTZxIG1cZZTTdxq6iSx4tIwZRDYssAbPtg5H7PoSysbz0CbFn6jwnQ1k0Ybe27dYryhi1TOIak97ITHztIMTsbk3NAOEtrl3/3Ae/jY336JvpUlrnV18Z9/+O1MdTfSbi5zauwan3rHW9CORtsBKuljWj6G0lhGgG363HygjZ+4cJarJzu5strNwOISLX6Ri2/tZ2ByiQ/95VN8895hXj44QPqYxw9efpWmAyUGC4tcUd3c/fINHvi/RmkbLbDQkuEP3/QGRnsHOHl1lCPjt1jymnG9FC4G3+44zA27nZF0L8oLUI63DgQOFW9xPg624oxTfB4Bh8uTnE3tiCpNw+sZB9bh9a7V6cW3FO6jht0CgXgqNOCNz7VwH/FUeJ11cYOOizoAa7Oofb2eOD4EW5aJbsigE7bYZZTKser3zYCbpNpVsYyhNSmlSM01UXqlheyqwihDYtWrHrMtqo9fO4Brq355W0VTU33WqhbA/diPwV/91e2Zke1Gb2/E0vT1CcAZGYnE+QMD1aBv3z7p3VcoiOFmbTsbw5AFOawI3KylzAsvCIBobd0ItsLjeu45eS2sBhwbi7RhIZB99FFhqz72sY1O71tFKGzP5cQ6IkyzDQ8L+FRKziO05ADZdy4nejCQcbp+Xdi9t70tWhzOno20R+H4zM/Lv5cvV99QRkeFtXFdua733Sevf+YzYgsxNBT5SGkt2ialZFzf+lb4l/8y8r5qbJR51NgowGQ7zE4oqh8dlXM9ebK6GKNQkHkxOioC+Uce2f4Yx+PcOWH4WlslXbwV2ILtd1Lo6YlAahBE3l9awwc+IMd9pw8/r+WIP5nXegttolHRWjNpNDHkzTFi1CmOWcdwigPlSRbMBl61Kw9bcRGwbGy9XD/8HeCS3c1hZxJHxcBWLNXUE6zxr6cepc9bZiLZzm/1/iizRpad5XkSgfRgHbPbcUwRGO8pznA11cV5q5d35V7mnPa50TmI8jWqUGLM7ORQeYq1ZJabDT1oK4FvwMXMblopcCR3kxG/F2Nctq0rrJ9yfel5V1nIzZxBakaBrylpg5aVVVJrRfK2zZGZ6+SzGV44spuVAwq3u8wPfeMaa6k07/gnv0ahyebg3DiFjEWLm6ONPOeP95HpL5BbSYNvkMy4JGwP2/JJWh7d6TXua77BUPckR16c4JXWAfwmg4VdWY6PTjCZbOZb7x9mx/PLLJFlsGWZhgcdHvjSdV78B4O8+Xcuc+ybEzROlTA0tC/m+cnvPM9TP3eQtWySxw7dh71o0DjuYxV8DD8QqwuQCsXKPBnOT3Il1QOhN1btw70faafuKo3ycqrSH7FSWDdjNtLlrzFrNVXrketVJse1epuAog0AajN9GMi9MizEcKvF5XVb/cSZ4M2aWVelGHX16+G2DQNME52W+5qxkovGrl5mJPZQpJF0JkEg1bsrBfq+HeA1JitMq4Fyg21ru187gKvWOmDPHmkwrJToi8Kn760+G2da6gG4oSERZ2/FYE1NVVfQbRZ79gjDErI0u3fLMWgtovOBgWrQNzICv/mbktbZyun+8GHxi/rOdwS4hF+YxUVhie65R4DJdppDKyXi9zhQuXQJPvpR2fbP//ydga0w7rpLju+RR6I026VLwr7cf78s+IcORanW55+vTtGGgOrb3xbG68wZAa+/+ZubX+cdO+Rcwvlx4ECUEisWBWR96lNSvVdP/7ZnjzBN09PSP/HQIaleHByUG8namoDHYrH6c1t9CcNxTSbh939fQNGJEwLclpeFTW1r29wX7HZx6ZJss7tbrvnRo/977B4Moxrgj419bw8/r9Wo1wMuHmHJe6W3ojZif4//G4twoWsLCvT5K1xKdOMrSQ+Fi1ftgqhCFqNmTk5Zzexz54R5UtWShI/PP0qft4QJ7CjP828n/if/tu89jLX04gRGlGLUmqTnotAUzSQYmi83H+cduVdQ5QzXW/tEP+W4zKtmhpwZbjT14GeTrOzLYJU1etRiyUuxf/kWrmExFreQCNNLYQoqbgYbaFJuiYdzF3i04wSXMz34dpL8DoOPvPsrjP2rPhZUM88c3402YP/kNI5t0VrOE6Sh2Swx9kAHx9JTzDU2UPRsMrZDyvQoejZ7m+Z5b+sLHE8uY6MwO1weeW4c9y6bEorn3thHoZAk4QcsvjHD+86/wK7VedrTORqmyxz/q3FK91o0/Y/SurTKAPoWlzl3uJdAG7gJE9MWvZkKDLSn8RNmDCwpBvKzzNqNlIxEVaXihjSfaXC4NMHFRC9BvMl54LFiZRlyZphVzVFV4QY204iYqZqqVNldvTTg1mzq+rY9X0BXReulYtsLr6UMUJ37Zj0tV/jeGtsIsZwQkKWVQpUc8S0Lz6lif1G3orCuIXEAnqS2ledjF8qglIjqU9Z65wLlKTR1vuOVeO0Ars3cz8tlaXmyvCzpqXrVdm1tGxeFWgC3Y4cspu9/v4jEP/CB+scxPl6fOaoXu3bJ4rRrl/w+PCyAqlgULVUt6Bsd3V5boe5u0YmFAu3xcTmHRx6RRXxoaGvxc09PBBxrGz93dIg56uOPy36ee257ep7aCKsfQ4+v4WGZ6M89J6m0gweF1XrxRUlxtrdXfz6fl7Hr6YEPf1ha8Fy4EKUhQ5bGsgQofepT8Mu/LKArnB9hOI60xPmJn6hvIwEyR77wBWE6x8bkeB5+WHRrnnfnIvbaOHFCgPKZMwK2//APZY5pLWnRO40bN6JU6MiIzJvbtfspl7d+MKkX9bSTtd+dO20R9FqMek/o4d+hOlVcs+hUSVFii9yQO0cxYXMhIQ9tcYBVC7o2VDHGtrNoZCmyzIC3xEjY6NkwUL7PgLdMeGQGkrbE99lVnmOmrYv5TBv2YgFVLLOvNMMrLTvR6YSkwPyAr6bu5W2r50m4ZUbMTpQf4PlguQ6q6GAkLNwspBelkbAKAkbsLhqCModXRrmZ7mLNTG9ITRGIUeXe8gw2AStGikupXmaMRpTrY7g+zVcDRj7Zh7vcwNWWnSSXFH2FOUxL0+TlWexI4XQpDuJytGMSW/nszZqUAhtb+WQMhzYrx/HUTfbYJbrMLJwtwRUFBxug0YSDSd6xusKbxk9TCjQOYPWBWdA4vSbT70rT9fk1sofKBN0GxkyA0uArxWhfB8rQYGmChMZpVHgphekouvIrzCab0Z4Ah7byGspULFpNwlaaSlK7cuEjIG3AgdIko4lOXBW7x8d1VfF/K2NZVQgRzsf1tF5Y7VeZW2yMep0P4q7zVUxaHORVXq+bQqzzoFIv/Rg/ZmXFeoUqFVk2hNpTJWasqnLeVRWRcXf7mLfWOmD1/XUbCVVZD5XroR0zKha4Dcv12gFcm7mfJ5NiVgnClPze7wmD8O53Vy8ue/cKexVW6D32GPzwD8vfDhyQFNqlSwJ6LEsWwVoQcKfR3y8sVwi4QMDC88/L32sXrs00S/XCsoRJ+tznRGt04kTUdPp2Gq/BQQE+vb3wl38peqfxcWHhfvEXZWH+lV+JQM3UVOTlBDKWtxub1lYBLvEWMqYZ+YM99ZSc/9e+Jv+GAv7ZWbkm2awYrD77rJxrf7+wYEEgoNVxZB/Dw1Ic8Au/AH/+5xu7C+TzArZ+93erdVy1cfmynFNHR3XF6rFjAgyffFKO83th/MLo7hbm8fOfl2rBUMd2p3HrlqQnBweFdfvOd0Trd7tWO3/8x/AP/+HG9ykl1yhMnabT0XHV007We/h53YaOnqLjlVNbtSqpebovqASZoEzBSKK1JhuUOVq+xVW7iwmzRVgtw5BFJLaAVbFbNelFYu9FKc4n+nhv4WWu2l3s8haw/QACzS2rhX5vGRONj2LCamXE7gINrcUy+/UtDM+jrziDayfYlVljjgbyHrLYac03U8O8efVVEnaJi6k+upxlXkjtYmdpjmude2i64ZGaLayDNLQmH1hcTPQxWF6kl0WuJLplUdeapPbYXZ5FK4PrSQEWw6VJRhMdNHhFcmYWpQLeduEsq8ksl9p2klz2GH5xkWSmjNlRZKy/BUyPgfw8MyebGDLmaDYL7ErMYxAQYJBSLjusVQatNPZaCv56FVpMeCANiz5cduCyg30kiX28maba6tLPLNHx8hwL9yVpTSjUv+rE+U/z2KM+owMd/NLHPoBhB2grwO10cdsUjeMWytO0ra1xNd2HoX2SuHT7q1xKV7oDVGwXtCmMpYo1qN7rzDFtt4hdyDpD6kdzKg6AKsB6Q/qvXrVdnPUiBnwqrFO9qGrnE993uI+QKaswrxsqFLeyhqjRPJK00amE9OLUGhU27g6BVnjM4f89fwNLKi9Un7uybQFvrheBtZAlM6V0VlXaBGrLBDuz3gGgXrx2ANd24r775Gd+Xha1UkkWtcOHIyF0CLj27BEG5sIFWazC8H0pzf/934ePfGT7jaw3i3pu9vfdB//tv8Gf/ImYgYav/+zPCkOzHTbpwgXRJ33kI6IJe/JJmWzb1QJpLWmoclkAzs2bAmIMQwDNgw9G7+3tjdKoWgvrETbLNgxJv9Ubp7vvluOq1RV1dEjK8utfF1bm5ZcF7ORykn58wxui9zY3CxsYLiiGEV2vxUVhjJ59Vpzlays4l5bg05+G//gfBfhtBrjGx+W87rlHAIxhSPrzfe8TJikEFYuLcu733/+9AaXr1+VcfvmXBXCfPi2MWz1R/WYxNyegNExDvviipH63czzPP1+/ECAIZOxXV+V8i8XoxhmCrfB9ly9v/vDzugxVTVFtBq5qWpko01hfgCbMloqOq4ud7iKWCng50YcR4xpCL6ENKRqor6eJgzGt2eUv0hSUeKQ4wtPpPbiYYMJvtb2Ljy9+mQFvmQmrlY93vntdJ7ToJllUDRhumZRa46LVD+UEPaVF+r2iLEQAWnPDbmOPO0fGL7FoZslZafrLy9i5EmbBjcBWpRlz+LmbVhuWpTiSm6CkLGzt4yhLWvpUFupk4FBWFresNobLk9xSMLiwRClpcbFhADvn0eLm6PBXSRVcznUN0FBc5cLOTvoXFlgmg6ECeuwVesxVVIoidAAAIABJREFUOkyXrDIwlKJhMYn5lRxqwkUfTUK3CRkDBm04noJLZWioKYCYcGHKQzWapBoT9O3NwrIPAxZL3+niy3+2l79t2s9yfxYzH6DsgNauNRzPws02/T/svXeYJWd55v17K5zcOcfpyVEajSYooEEgMCIIsI2xWQPr5TPJCwb7W6/Be7E2XnvX+MMX64DXsBh7wSRjwLA22IAAoSzNjEYTNKl7Zno6d0/ncFKF9/vjOXWqzunumRGSs57r6qu7z6lT9VY49d51P/dzPyRmlZxIXyb2nYvDnIx1h9+zACiZUkWKUmjTYEP+KgtmkgUzJcvYFtospX0jx3TazNDsLjFt1YTri94/o3E9q4OgoXr17SVyzVW7z1f8HW2vs866w7Hoiu+JMgx52LZkHcrXsFK6NxWd8nai1Y5lfVb0O7lWs+uA3YqV5gzLhIIX+UgJeJlmeed1bQ1uXRxrLgfDq3cH/q0BriCam+Ed75AD//3vS2uXvr6wgXHAOAUtgKIRaMIsSyr0Nm8WJimdFlDybCZHEABx4cLqtMt73wu/93sCegKgcPSoTHrDw+tvZ2VFGIrdu0OWqbtbUomB1uh6TYkHBmQivece2c6VKwJOt24VzVRnZ6WgMhpKyTEJfLI8r7KZcjwuYwtSmkFj8GqRv9ZyTDs7xa1+ago+/OHVqdBdu8TLbC33/8ZGef1d75Jz3NMj4O2mmyR995nPwPveJ2BwPT+umRkBMUHK8MgROVe33ipsZ3UxQaHwowGlp56q1GslEsJyDQ6uLapfKxYXK6snjxy5tvVEdaxH1xuGMFvRpusQflcCzdYL6cP1Yy3BbxBrWEJUTBJATHvcVBxlyGpkwUiytTAZar1KUU4dGsY1e9gBGL7HBncWW8skcjnWzGOJjZhoKTsrjWXCquPdrW8ufSg6SZWMUT2f7blRzsda5RrI5pkwaxiP14agwNdYhTyOMnnX7AOcSvdiJGwwFK+YOMb3a3bhKDPUJVXpf1ryc3gaanQBRxkM2k0VE/rGwlXOxTvQhqLVXcJ1LMDnmUwvRtEj7eXpLE6TwOV0Wx+9UzM8umUDu68McWZ3B13eIlkvjq1c/GlNZtyhNhtDnS/gNAL7Epj3pKBH7sNe4HAOsN3GPFGEpIKchmEHumzotlGfXkD/SRt8awVqDUgZ1Iz7pDcUMPLQcmWJhaYEWivmxmsxFy1sQ0l1Zin2LF3hmVQPWkuKV4ouVMh0aY02FB3OPEXT5qpdXz6OugREyiyW74NWzFkZthUmmDYzFedTrsVIejE431XXUgV7qlSFcagK0mpr3UvWspUIfkppPu35ZeapotF15LugLFMYpXSy1OvTLx+LgDmrSKUrhdYlkBXpsag9Kr+X1cDL15DNla0tyuMwI8xdyQhVx2OolTy244W2KWvEv03AFYRpSpXbj/2YTJ733y9syAc+sLq/XDS2bBHws3u3LNffL4CiWBQw9myjWs8UjO3w4dAZPLj49+yRZZVa3aPv3DlhIg4frpxkT54UgNDcLONuapL0YHVMTIQs38/9XJgmXF6WfX3oIUl5OY4AhPW8xqJhmpWWG4GfUwBk6+qEMVlZCVO8vg+f+pSMo6dHGmj39MDv/A68+90CUqORTgu7VB2uGx63TZsEtGSz8Fd/JXqsj33s2gxlLidAtZqBq60NwVYw3kADGI8LO3f5sgCv2267tl7OdQVQ3XLL2maofX3CaB49KkB5PUPbfF7AecBgXr4s5/t64DqIbPbGeoQGceKEHPfvfveF9OH1olqXsl711VqCYUPR4S6w2Z3m/yb3iG5kDQAd1W5FfwMh01ACWTGl0RouWw24ZixcRsO5WJsYosbX6ZwQTMSlybPWzZLFFsF+eVL0UL4CwjYvnjIZSrbw2faXYLea1C0UOGp1gafZni1VSUaE11llk9IOphJR/3hCqpsNNNsL4yyaKUbthor06I7cGM8ku9mfvczjmS34KGzTY9PKJKbvc6qxj+1LYzywfTu+oUnmHJqHVtiyOMXGuqvUJbJYCc1oIcZ0g0fsbTbFMz52XZFYh0fKd7ExKWiXlGGT1y5Z36O5M4b92UV4VRoOJoX1GnfRr8vAE3m4JwWWgsdzqJUC+RqLk7VddE7N0zE9DwGeMTRusmT0aig2ZccZTrbgKgvckoY2Ksgu7XtLcQHbdxm2G0N2MABYhoFOxvHSMcz5LKpQjGiVVMXxK+u2oox11JertFzF1RcFRVXjkj8jLFc0lRmE64ZzlVKr0pPlz5cY36DiENMo2TqUxht0SSBYVQjUtEHIWAXhG6iYDZ6HLhWrVOi2Sv9rr7Q/ke9meRyR/VCuJ2nHfHHdqmP4tw64orFxo7BeL3qRgJy/+zsBQGtNlsGJvfXWMCWmtaQZY7GQ8brRqK0VdiJK7YKs59w5qca7/fZwQgwAmlJhi5onnhC9UrVp6vi4jClwdj9wQCbjI0dCPdPyskzW7e2V1Yujo7LNm24SULl5s3wB4/HrN/9eL6r9nObnZd8/8QkBRJOTor3au7cyvdXaKsDrq18Vpu3QofDc3HQTfPzjq8Hu8eOyrZkZOU+HDsm+T02J19bwsIBKwxAQGY3A1yxqdgqy7/m8MG+joyG9X83sbNwoQOmJJ0SbFXXGDyKoHD18+Nr+WoYhYw+0bbt3V5qfep6M9aUvlf+XlmTZar3atWI9/63q0Dq08QiA7wvpw2tE5dM5QOB2Le+GWpjqG7WhNDuLE0yaGU7Euolrl4KyZSIxjVVC5fLkFF2H9ulzZ7C0jw9csZtx1DrXmgKUKum25hi1IteY1qsmNVyPnuI0zwSmmuUHECJsQbj8Rm+Gwdp2lpP13LrUz4sWL/BoYjO7ciP0x1pAKWzfZXNxijZviZwRw1Umrc4CrWoRfJ8FM83ZeCcN5NiTH8FHMWw1cFN+mPPxDtJ+ER/FopXG1B67F8coZmI8Xb+B2yfOM9HcwPbFYTYeG+VibxPTbRmGtjSyITbLlqFJlnWMk7t78TBoP7pArNkh1xQjVvDos2ZoNIvYgOcXmZ3R2AMuV1tcmt6TJv6wC1c92GzDuAvLPtyZhGTpHnlXkqlv5Wl/ZJHkKxyGNjayc3CChlyW07Eudh0Y5vTJDdQPezS6y4xYjcybGYxihDExVGgTATQUl6nRhUrH+TKIKonHXQ8j68jrpgmGXD+r9FzlbayTuYj+XcVgrRLHR1OKUXAS2V65f2FZ8F8ak+dVMLQBa6ZMM2Tfik4lWIzsd1RftuoBJ/q654nRbnlD1an/CNNVbaQaHXOQwiwXBqzPLj+nGnGlVL1S6itKqXNKqbNKqTuUUo1Kqe8qpfpLvxsiy/+aUmpAKXVeKXXvc9n2P1js2iWMzPveJ0zQ5z8vYusLFyqXM025AQUaLBCQcMcdwhI9+qgAmRuNW28V1iga6bSwZrffDn/xF5XmkTfdJJPqgw8K2/DiF68WwxeLoguqBmEbN8pr998vYG5gQIBWtKXP+Likx/r6hP2Yn68U7d966/VF2DcS9fWy3a1bJSV7++2yP4YhYGhuLlw2kxEBfzotjM+ZM/K6UsJURS0ZggnCssI2PU88Iet873tl/Rs2CJC55RY5hw89JIAMwj6X1WzC7t2i//vAB+R4m2Zo7lkdpil6s0RC1p3Ph+9duiT7++IX37iZaaBtGx0VwByIQIOWPcHN6+jRZwe24MbAczYrKfhDh1azjP9CQyllKqWOK6X+tvT/83z/WuNp19dozy87xwOrRMBN3jI7C+OctduYNmsYMuvp9ecrhMjBsqvYLd9jk3OVbcVJNjlXGbabuBBvZyDWVgG2yiLi0rocTGzlM2emqfHy2CqiGVojVdTrznLFalpdQRjuSPi3bZHAo6BN7KllTtHBvJHk7uWzXLVr2VSYYkdujF5nhvPxDp5KbuBsopMLmW76k530x9vpT3ZSMG22OFM0ecsUrBhvnnuM/zD/CMPxJlzLosOb54HaXWwuTPKy2VNsWZnA14rXjz3OaEsTJzb18NTOHi70tHL01h7iSYc9Z0ZJjxQ4vaeLB3p2Me7UY53wOZvpYLS5EV8bpFSBuPJwNCzOw+TjkL9qkD0QJ9dnsbhcwPV9KGoYcmDcg8MpEdlHjod9s4nTZvKyJ8/huibH23rpnpujdjnHfD6JchQ75kZYiicZy8hDsi5VH1bfi9J+gTZ3kcv2Gt/FQEzveijHxVjJCQtTAjIz8VoayIUWDeVr0w8r0q8VVfesZSNBjXIo90is1m+tUcVXcS1HwZNhhNeyYcj9O3CsDx70IyL7aEozAFDKMFCWKeuJMsgRqxVdDYyCtH50uerwdehW39mE19GI31hT1pGtK8soxXNluP4A+Hut9U8ppWJACvgvwPe01h9RSn0Q+CDwAaXULuBNwG6gE7hfKbVNa71+wvOfKtrahGnZu1dYr85OYUvuv19O9o4dofbo5ptlkr5wQQCRUvKa1sJCLS8LOLpeaieZFIBUqngox6ZNkurbvFnWF1hOBG19lpcFsKz1BXnssfVF8pcvC4Bx3dBwNIiJCfn5mZ+RiT2XW72eWCws8f1R3M9BgMOVKwK6Xvc62dbKitgz9PbKMRwYEJAUbGfXLtnnujo5pg8/LKB3714BagErdvx4KJ6/eFG2Y1nwtretHodliQXDuXMC5v7wDwVYFQqVDKfWckw7O2UMn/ykjPt60dUlnzl6NGxe3tRUWYzxbGLPHgFvjzwi+qk3vjE8B48/XlnQ8HzFxISAxB+1cvKfb7wfOAsEArUP8nzfv6pTFdGo/l/B1uIky0Zc7B7KkxKoEmuklKoQzIMwWRvdGSzt4aG4YjeX2/4oFfHfivyu9uWatGppKy4wYtVzzm5jT35cUovBk3wwESuF7TskfYdlq1SpXJ1SioIzy6TZzDMVqxPXbkcm2DPxLl7sLvEzc09yLt7O/ZkSwxowILaF15jGXMiVNToLKs2CmcKvSXLAvcLn4y9h0GjkzoXz3JXr55Hu3fTkLvDvxh7kiaZt3DJ3mZ+/8h2Ga5q5f+fN5OtNtkyPM9xVx+1XLmI1+Fza20IuGSfjFMj6MeqfXuGZtg78BpOMloqzWS9De2GR2nNFVjI2S/uT2MojrYo0TPjEpjRLh21qr5hYX1lG74xDR9X0esWh/U2z3Dd0lduaLpN7o8XXb7+Vpzf2sH18ktN0k57S7J0a5Cudh7GynojePb+cnQ0i5jv0Fa5yJtG1mtkqX1t++VhXnBPPZ8ZMs5VpZuMNpdRccCGt8dC11mtVFhLzOkmTtyzXQ1WqssxkRWJN09TAdsEUjZYCEa07bsWDQTR9WdGDMepbZxCmHl0PXa3FLu9b6YHFFk0hRQeNv5rVUgLgiMcobGzm6vtz5Asmtd9OE1/0yVw0MVbyMkZ7fVj1IzNcSqla4MXAp0s7XNRazwOvBz5TWuwzwI+X/n498CWtdUFrfRkYAG7QsOofOTZtCpkOkMnyNa8RawHDENbrBz+QdBCITueb36xsyBwArzvukHU9+uj1+zAePLhavB2Av/p6YWSeflom2SNHhJV69aslRTY+Xvm548cFhFRf1JcuhVYUt98ujEkuJ+sFWdfYmIi3lRKQt2fP2pPs/v2rWbkbif5+AS6uKwxQkMo6cEBShkEVplJh+jBgogYGJBX3ne+E1ZJzc3J8lRKQpLUAkqDZ9De+Ia+/8Y3rjyloHh4AzXvukfP25JMCrHM5YZIOHZLz/Gw1T0rJMX3mGTlX1/PEul4kEmFF5pEjMvYLF0TrFm2yfSOxtCQM4XrA+fx5YVPvvPNfFdhSSnUDrwH+NPLy83//Ms21PbgMRbu/yCdnvsQ3pz7Bp2a+yN3Zfq7YjYxZ9Wt+JmAQHBQ2HpuKU2wtTLDJucoVs4HzsZDJqqgOq075VIfW5JRNUhfLAGvUqqfLmatcrjT5bi1Ocd5ewwIlymJEtt+8PMOsSpVZlo35KXbkRjkV6+abDXup1Xn6nOmKz/q1Sdy0DYaB21KDX59GWyZ+c4ZdnSM0940zvq+BltoCXm2CT93zcp68ZQMXurr5+K77ODA/QPfKDCaanqVp/vjbn+DWiQHe8eAP6F6c5eyedhZ2p2mMZ5l3UozkG0geK3CuqY3BdDOLbhxHm8SLDj1/N8PWe6fofuMs3e+Zwx5ySSmX2FmHZMEks7+OBjOF+XQRfTgFS6vTSurfj2Fc8TB8aJ5e5oN/+W32n7+C65gc29nLvv4Rbr84wInmjWWpllgQUHHeDDQ78mMipg98oqLnNgpOUokwVRc9N1pLn8BCUf63zEpxfdnK5BrFF4Huy/fJIy2b1k03RiIKttb01QpAS8wO92WdcQQM76ptBGxY0Qk/u4a1hLIsaUrd0YBOJ0N2rfSeisdQMRuVSaEb63A6G5i+KcH25incoombVBQzBtneNIWeerLbmpi/af17+3NhuDYBV4E/V0rtBY4hT4ttWutxAK31uFIq+FZ2AY9HPj9Sem1VKKXeCbwToPfZGmo+XxE0mI5GLCbgav9+mYS+9CXxudq+XVIsly+zSoweAC8Q8LK0JACmuuILhE0xzdXtVYJKxn37BOjV18MrXxm+f8stArCUEh3WyIgwKVER9tSUAJ2NG1e7zG/dKiDmK18RNiZgSObmZBzrCcttO/xyXo/l0loAUjYbphCr4/hx6csYtcmImuSZZlhYcOiQCLYff1zGkU4LaHzmGXkvWO4LXxC90333ieVC0Fporbh4Uc5vkJoNxP4XL4p/2+23C6vY0CA/gXD+RkBIoNf6yZ+U/Xn6afncWg3BbySOHZNj1NQkY/jOd0Srtp4h77Xi/Hk5XtVpcxAw19GxukDjX0f8PvCrQJR+fl7vXwkjs9Yi5Zv/b859i25PfK66vHl+NnuMBzPbQ6FuZJIolCa1Lm+BDe4M9X6W/5u6uRJchYOoFC9H9TLlF6uuXaVkoi+ZPM7ZNbTlx7C1h4NRnpCbnUWpcKuawFf9XfqddAvkjBiW9ticn0BpzeVYCwUzBkrMPD1l8caZx/lY+6vwzdK0ZBgoT6PjJp3eHGk3R42dozk9y0OHuzl39RYmVzroaZtltqGG4VgLN01e5sB0Pw+176YtN49RQi4mms6lOZqXl/jdV95HjbnIlnNXacqs0JBcwXJcNl2c5tidvUyk6zF9n4Tn0ntihqJtc9MfjJEccVAaUheL7Hn7ONP/oxa9zcJqKT3g/DALXRYcSsCMB5eKsClSWXzRKevuTK1pnlsmteKwf3CEM92drNSbNE1kWYolSkBKxPPKVOBLalFpzc3ZIU6kNoSn0VCoVb4Mcvy0UqLXMhQ6k0TligKyPD/8MQQ4aVuhCs71rSGiJqnBb8sC9xrAryoFvl7T6kATqy2zxOz55W2scqQ3ImL9NQpOglSlNGSPatQqr3mdiIdtlCxpP6SC42eKDs7PJPBtAz9uUjPsMfD5bdRpiC37WDmNteKBhthsEXth/fnguQAuC7gV+EWt9RNKqT9A6Pf1Yq1RrJnw1Fr/b+B/Axw4cODaSdF/qNi2TViYau+mILZvl3TjzIyklx55RIDOT/zEas1UEAEIuBbw2r9fQETUa2rLFhHk19VJum1wUJiqqKZr3z4BLIWCMFQBaMpm5fWWluu38+nqkqeCyUkRqZ88KRP4sWPra4L275f313PXd1153/cFeK5XTBB4O23aJFqrgKGanFzfqPXlLxdN0Z13Cgu5tCQM2a//unhPHT0q7Nnb3ibg8/hxGe9aMTYm26wGzAMD8vr73y//X7woLaMSCQGjudz1vdguXpRrJJqWveUWAW/RPpLRuJYW4NQpAUGB7YfWMpZ775X17dr17Bi04AkyCppdV3Rn+/ev/XDwLzyUUvcBU1rrY0qpl9zIR9Z47br3r7pYqyyzTmViALZA0g3d3jybi5Ol5eSXqTQb3RniePRkT/O95DZyyqZVe2xwwy4EazEJwetaa5r9Fd61+Ij00jNr+GTtXcyYmfJuKGCTO03BieFqhesqpowMB/ODPJ3sxdEKz7Rp95Y4neha3RYm+L+KcdnlT7JiJekrXOWC1RZObsH4HJchs4EvtdzJf579Nh/b9Hp6c9P43hJe0YAYjKSbceImS6kE93ffxJ4jVzhb007tcoGOuTnOJ3rYc2GQpvwS36o7QDzrMBurobG4hInGVzDaWM9oYwNziRqmajPQXKCrZZ7heJ6Nx6/yg1u3UT+Zo3dwhn2Dw9TaeeK9LrUreWoHpQcigOFDot9lqckm06hwtIcx7mEOOfDWOhh04EVJEdCPudBZmmY32+h+p+w0P9jVxMWdTTQtL/Omh49wdGcv3715F+/56x9ysbsT3zZQrgYVAp6bc8OcTvXIoQuOn6/XBr6+j8oXUL5GmwZeOoZhGZilFN2CmaTOy7JASrZhlJhYn1DTeaNFUZ4n19E1mNS1qmurFpB7kGWWLUcqvMeica3K3qoHlQqtZDCOYFumAQYoz0fHLNAJqVo0ZZmyfk5rjJyLUfQw8h6xRQs3aRKbL2LmHFTBE4sIZ53UZSmeC+AaAUa01k+U/v8KArgmlVIdpafDDmAqsnzUmKgbGHsO2/+Hj7q61am6aASVak1N8N//u0zOn/ucpMY6OgRQrQUwqoHX7t0h82IYMoEHfllaCwAxDAFVliUA7MwZ2XZX5CF73z6xOnjzm+VCPXpUAOP1UkHz88JyBCDtmWfE4f2nfiqswlgvAo2T61bqnZaXBbBZlkza17JGAAFlASA8dChsXj05uXY7JpB9OnxYgMG+faH+a98+SfF2dsox/uAHRcPV0yMALQpUg/0fHZXtz82FFYBPPSXnNlpMUF8Pr3qVeHP93d+Jrm/fvvU9t44dEzC1FpNVWysp3bNnBUAfPHh9tuzCBbkuogUMjz4qY7ftsIH5xYvPzoPLdUPANTcn5+7uu599Feq/nHgR8Dql1KuBBFCrlPocz/f9S1OpLYGKyqkRs74Mujzk/wGzBaMEskzt4ynF91I7cDDY6kzRb7fS6i1RVBYXY9fpGkGYwvnPV79AqycApNVb4m1Lj4UeW6VJ0kAzYdRgaR9Le1jaY9bKsLswxqRdx87cBCOxRjYzK21pgrJ8rWVfFWUY2uot0axX6GCZ+9M7Udpns3sVXMKJ2TBo8Zao97JgKOK+w5+e/mM+dMdb8bXCsw3cBLxs8AQLOsWw3cwtl69w89AgqZTDvoXLPJ3p46VjT9FamOd8qgt7uQBK85nOl/ALQ98m4RcZrGvl9+94Na2FeQyvF2tZ4fpxxo06tg1OcGZ7O0vxBLWTOeJ4nN3bwQY9i9mWwa0zubVziIaRbAXq3vCuWc58twO/WKDti1kKv9xACsTktM+GBhNO5sWjq8FEf7YT9dOj6FGXqQ01fOjDr2clFaPXm+Holl5Siw4bsjM81rWDn7z4CO89/U1hF5XJr217C76nOJ/qxMUqH/eK9j5EjmvpNVUyRlWej7mQF1BQen/SrGVbcZIFIynies8vARCjAsBpwxChePSiqm4FtBbgCwrLqARbq/y6ovcoU1glVXBCAf+15p+oyH29XqVBi6yAWVMKXZvBbUyjtIBRo+CWdIMmOmbhJW3M5SLGUlaOS6ArNA0Mw8BcsbFtU4BWoSjL+P41KxQB1DV7E10nlFIPAW/XWp9XSn0YCNDFTER02qi1/lWl1G7gC4juoRP4HrD1eqLTAwcO6KNHj/7IY3zO8Ud/JG7tQRw7VsmSBNViAcMzMCCTMcgkunmzsA3X8vU6fVrYjgB4aS2T6ObNkgbcvVu0RQsLlYLo48cl1RNUjB09Kszb174mwODVr16foQticVG2H2XUxsfDJt133RU2Pl5vXQGLddttYeudTEY+cyMT/siIrKOvr3IMgbv5eqxUEIHDu1LCOH30o3LeursFkE5NhYLfvj5JBZumHFfDECbz7rtlmaBh9kMPCdCL2i+ALHvHHQIEv/UtATqZjOwDyGcSiZAhuvXWa6cxg8jn5VratEnGXN2wG4TZLBQqLSjOnBFQWM0C5vOyjt7ea3cmmJuT1HlLi7C1Qduq59ob8jmEUuqY1voGTN6et+29BPgVrfV9SqmP8jzev+rsVn1ny09T9u4JnLFL12N7cY4PT36DbneOEaueP6u5g3mVxDcMLqsGPCv8zmmty4Cry1ug1Vvi6XjPqvRMteljEH87/r/KbBqAh+K+7l+MaFwMtubHpXWPrLBU5Wux3Z1kPN5Ao7fCZasZnYrLhO8GqSmv3Mh6gzNDUjtcNWuoVwWupFrFC9LzMbVHjzdPDB9tKjBMpu0aZuO1+EkbLxPjRfNn6M7P8PlNd6Pimu6GYaZGO2FGPJu2LI8xZDexKTfJlXgzjcVltmTHGI43s2zE2Z6fwDMNriRb6CtOY1maej+Lafs8unUrN80NcnpDF4uZOAdGBzixp4Ndi2PEsy4oMGzN+IY6Yq0eGbNA19g8XUNz3PuJMxWASxtw/q9baf/8EsVXx8m0xkkoG04UYG88BJ9P5uV/EzhfxN1j81TR5uHiNiZHath7coSzTR18d/NOXvngWc77m/mLL/8Btu+VV+Fi8O/2/L8sqYSAplILpCjoUYE1RwBkApYqSNOV9F4qaHnja7YWJum3W1br7uRCAqXoK0wxbDXgGVYIfqJ+bCVQtcWdZiAwwC1dT2XAFIjnow/w1XODYYiOSmtpjxNpyxNc12vGGpYqa0Xw/dM1KXI9tTgZE3vFJzabx8g6ZWNZPxUHy8CYX0HlixWpUcopWiMsaNC60ngV+Puxj695D3uuVYq/CHy+VKF4CXgbQsB9WSn188AQ8EYArfUzSqkvA2eQZ5z3/LOsUKyOdFom/sw6WoxEotK6YMsWAQt33SWT78mTApqGh2VdN920mvUKtEKnTws7sWuXAAjDEAbn1CnRPJ04UVm+v2+fpB9jMRlDwCq9/vUCeubnr12+v7ws6wyMPYNGxOfOSZrrr/8JmhvNAAAgAElEQVRaQMPOnTKG9SZhyxIGqVgUZi8K3m4krlxZne7s6JB9u5EHgsZG2ZdPf1qA6ac+Jetsbw/BFsi6hoYEHLuuHOtvfUsE8qdOhRWQDzwgx6QaYC4thddBW5uAn/l5AdOB+/6pU5KeHB2VtOaNMkSJhGwzsBSp1sSNj8v2o+a41+qNmUjINXjlirCFBw9W6gKDGBgQYDc7G157/4Rg659BfITn8/5lmWDbqJLPW7u3wIfHAoDVwH9reBUfrX85pmngWxaDRgOup8s6KqCCtXAxsLWHpX3RVVEJtKL/V7MKwqbNYSJZo1GzrpJB8H18ZWCYBr5tlydEbRqcS/TwpokH+cvaQ/JEH1SOlcanEjZbChOYvsuVRBM5ZYOv2VSYwSgasv++xjNMhmONFOJJvKYMXsJCuT7aNkCD4fhc1G1MqzS/+sRX+G7bXk62bcZadjDyss14Pk+zM8e8SpLJrbAxP86Q3UjKyWMql0cyW8smnmMZafdzrrabDn8OY8ngLzffzRZniE3TUxzt3kzdwiKXGptZbE1ydnM7KgEZlWffyAgFy2J6XwbVrpn9+xQNQ1kMXyyaFjYl0Quw9MYkmb1xzJwNOQXxqEYI0XQ9moNGEzbHsFB0ssS24iSHv9fPsf0bMHzNL3z3h/iOIu24ZbAVrMLCZ8lOiQEqhH5cUWZprYimF7VCr6qg06tBVsBylf73lYmJpEHLy0YrXKP3uOj8pBSUehvi+SFYDSwegohWwGot11b09eC6joC1KPiKtsGSzYbgUWdS0l/RVLgp0dO5NTazO2M0vHqM2W920vmDpXLqFd8vp1zLNhTRYxMATNNE+UYIfAHtutdNmz4nhusfI/7JGa6jR8WCIWCWqhku1xV91bvfHb6Wywl4CnRPWsv/y8vCfrW1CXMSsF4B0Dl/Xlitt7xFQEs+L9WRAdtRLMqEXs34fO5zMsG/+c2V4uYjR0STVK0PAtF2HT1aqSvavVvSW6UnInbskEn4xAnZ7lvesno9Z84I6OjpEaBx2203fmxB2LPNm9e2zdBaekr+0i9dfz2Li8IkXbgg4DQAom95ixzX4Au9cWPY5/HBB0UIH4uFHlN/+ZfCaDY2yriiX6DHHpPlg9e+/30BQm9+c7hMoNfq7RWgDXKe13KRXy9cF/74j8VyYuNGAUOXL6++7h599MZ6Y2ot10Ims9rcNGj/87Wvybb+GYCtf2yG6x8y6hLt+s6mN0o6Qms+Of1FukvNoH1g0qjhHS0/K+xB9FozjNAjyfVkEtQa0ymyoXAVA43SPv2xazRcr4p2b5H/Mf11Wv1lRqx6vpg+wKOpzTiqNAnHY9QYRZKFHFNG5fexy5sn7hUpKFsc3oF2d4HfnPo6Xe48U1YNH2p/A9oUKwXl+bS5C0zHajlTsyFMEZX2zWtI49SLENmLK2Z3WmRGfOoGshjLRV4zfZSBWCu3ZS/yhdbDeFrSRe2FOQztkfKLTNm1HFi+hIHmcryViyXz1DIIMOT35uIkGVXkTNMG6o0sO/JD3D5zjqTKM9lQww9v3cLghiY8V9G6sET3/ByubXBleyMNTo6DI1eYO5SifW6RV3z0GerGcqw0xTn9hg4yqSKFlxg0Z/K018SJKQvmfNgdqzyfroZPzsN75NhNeyuceKSWMRo43tPLmUIH9hWHzcen+cauA/T/x1/D9kKGy1Em9x389VLPSR02UA5SulDRxLoMAgIWJoigCrH0foczz5KRYFmVHsZKAvpiTwO+aRAfXaBnaYJpM03ekH3SpetSdFZeGShtyU8wELCjpoHOpMh11xCfymEurKzW+IGI40sAS8dssXHI5ivT7wEjF3wvoOIhurrVEKaJTiXw61Jc3ZdBaciMuJgFH8PxwYBcS4yZPSYNZ33qT81Ks+vIsSwfxhKIqu7HqKLgMzIOGZvm21N/8g/CcP3biMBdfC2GoL9/tct4Mik6rJkZSfcoFTITExMyeQ4OSirHNKUp9YULcrIHBiTl9V//q+iQvvrVULQciwnoCiKfFwC4tCTgLmggHURgM6FUKLAOPvfkk5JGi8b585WUcWDoWlMD/+W/SLufHTvEZmF+Xsaye3c4iU9MCDi9XhozOg7HWd+jTClJsV28uLZTexBBn8UvflHAycKCsH9//ucicA/A7LZt8OOlKv8jR4SBDPoTDg/Ltt73vpDxOXo0PB6trXL+o1+y7u6w/RHI8i0toV4rSDOfPy/nNx6X6+B6rJdlCeNnWaKlSyRWu+g/8sjqlkPrhVIylpmZ1aL6XE4qX/fvv36vxhfi2UeVSWMAtkBSAa3+Mp5hyaQR+Zh23XKlFKaBn0nhZ2Lo2RVMYwFcD+3rVWxBOW1TxQ6gFBNWHR9puJcLsbbypHeLM8apeCduJoNOxVlaWKHdmWbKDll4A01ffpK3LjxBtzvHqFXP7ze8jF+d/Q6t3iIG0OYu8tvjX+V9nW9m3KoFS6EUnOrbycyeJHWDLsnhRQDc2gRe0hJyxde4CRPfBmV6ZNwct82dZcrI0JO/ylPxXj48+GW+0HQHjjbYnRvF0h6D8RbeNfV9+uNtPJARfdiWwmR5X8sPjaZBm7vIpsIUk8l6mrxlXjl+nMe2bOV8RztH93bRzlVUysdaUpzt6OR7+3ZixTw2L05iFDRf+5l97KqdIGvG+fTLD2Mon31fGGLu1hQ0wEpXnC5rDsdapO1MkeRuKUQwo2fUUrAvAUdycDBJbT8k+xziwy7TKo2nDRbaaziwcoWMvcJbP/gf+Nzv/DmW7+MYJr96y/+DHzMxtEYpH5wAgEhaFl96FkRb+2hDlQXz2FZZX6RcytfMuFXH1uIk/VZrGah6jRkuvzaO1+Sw8fN1eJfnUdj4NTXk21LMb46RmfBIXC1iLeQkrawUWsXBsCV1aRiSMgachgTaLlX8KUQvBWjbxKmNEZsTK5+ybqo0Tr8uhSq6GIvZ0tiUAKlEDOV4GNk8FB05ysH78Rh+OoGXtvHjJskZH+WDnXUxF4soz0O5PvbVFTKDMZTrS9owCuqqogy2Ihqx6Pe1LMpf5/PReAFw3UgEqbt9+1aDriDNVC3+C3oPVk+K7e3y4ziiwfK8EGxBJdB5zWtkYg3STDt3CuA5e1ZYlKDS4ud+Tsb1wAOrjSkPHhRQoJRMsoVC2AYmulyxKCzV0FDIBm3YIO+99rXCoPm+bPvlL5cxVh+L/ftlW9GWPNeKY8eun34MNFi9vWsDucuXpTfiW94igOHAAQEQhw/LPm3cWNl65oEHxOLhvvtC1unoUWEde3pEmzU0JPseBalf/rK8FgCsHTuESevvl3P5yCPCDq1V0RcA8gAgay3bqgbI1dHWJgA8may0yjhxQtLQz1bQ3tQkacYzZ8L1jo6KFcfIyPULG16IHymiWYRqkfykUcPW4gT9dltZ51KOwAjSBcP1MJZLaWYffNsWXBGLlxr4is5ElTRXfiohqb9iqWWVUijfR3t2aPLoa05Yvex1RzmeaIhoVcI0FIbB9sJEGWyZaLrdOX519tu0estlI0cDEcm3O/PgzJPBoZ4ci9ZVWrctsdIdp+GHcUxHU6hbwSxCarKIcnyYVPgXTZLFAj2LUxxP97LiGmzMTXIu0cl/63kDPzv1EH9bcwseBiN2A/tWBvlfzS/jcrI1bHoNoS9VaZ8xDey8T8orcNfUMzT5K3xo71uZ7s6Qiq3wuiefZGGDRZYY9+/cwcpKCgqK7YOjFFtNBra10WksYCuv/NPYv8zwLY20nV9k/CdrSasi836KxWICrzBBDTlqtEWSGGa0HUxKSQPs764Q22jT3JHj9OUU806anGPjeYrTW7q46fII000Z3v/2N/H9lv3cefYiQ0Y7xayNlTcwCh5GQaE8YWS8tOjFpIrOLZ87HbfxTYUftyg0xklMSScOc7kQirs9D+UY5TSi15hhpSdNzWUDLsXRZhEnHafYVMvYLfVk2zVurUuu3aRmMEFm1CQ+k2elN82MWsEZr8MouGjTQNsmVtbDTQmwUj4Yno+vSqAMMLMufkyuaz9mQNpGx038uImbMInNAekkmIpCW5qJQzF8G5pPeqSHbcyVogC3hoRcS6bCtwx8S45PaqKAUXAxVgrguKHODTCKTpi6D/Ri0WKBKKulS3lkCEFX9Pa7njN9Vbxwh71eJJMyUdq2pK3WMrsMJt5qYXyg4Vqrys62QwYkYHGCE97bKymuVEom+fFxASZnzkha6/JlYcBGRmQ9gS3BXXdJH8hqNuTQIal07OuT1OZabuFPPCG+Vq9/vUzuvb3iYXX0aJiSAxnj8LCkD6stFILGosXi9dmS0VEBHDciqr/tNgGJd91V+fqpU5IW/PmfF/ZmUZ6guftuSZG99KUCTqKO7tPTAoyGhgTQBBWOgbC9rU3YrwBsQijoD86X1nJMFheFgfqTP4F3vvP6hqOJRJhmHhoK+zhGmbYgfF/GFpyryUn5v7VV1hMFg882du2S6/KP/gg+9KEKXcIL8TxH1X34NxpeXfbeGjHr+Y36VzNjZdjpTLCg44xGDE/LT9HB+SmlkTzXI+Y6eCiUJ07oZVZHa/A8jKWVMghDKXTcopdlLrZvwfNNjJyDyubRrsdJq5N9k+c4nukrTUalQZsmDe4yi2ayDLYgBFdjVj0d7kJYYWk1SErJNNhenOSpph0sttQxN2vixzSpLRBfkGbC6XGHmJ8D5YMH7fk5LM/nO/XCDqtckfN+B9uzY5yt3cCXGm/nGwO/z//X8irqvBwPZHYwaK22PlHlZsVyPO6YP8fe/DCnM73UOTk+0XsvLblFOiammW1M8Zlb76GlZYyNi1c5cHKIp1s2sGN0grN9bXhtioxfwFI+dVaWgm8Tv+IwajSQyhUotpm42gQfHC1Tab2XJesVqDF0JdgqaIiV9F0FOY5tpkHaKGKgKXom9VNZ5lqTqAK84ysP84G3vAFrGp7YuoWbLw2zlEozl6zDzJuYBQvD9XEyFnPb5EG0ZsjDXvZQnpbDmjQwCj5OjYVvgZeW5bLdKTxbYRV8rGUPb2gOP5nBS8Vwa2yctCIz5pWBrBu3IQFuAqysIj1qYeU02gQ3bWK4cQxHYzqKXFcM5cRL7GVwPhTaADPvYzhg5EsPAT4CEEsAyG/NMLs7iZtUpCZ9UlMOfszES9t4MYOVDpt8q4eVFfbMzcTw43LcvZiBTpkoV2MWfewlF3OliMo7peIOL0zBypcL5Ub0bzpsSVSRQgzc5pXBqn6K1VXHwTLXkGm9ALiuF0Fj6VtvlVRaVKMUTFL19aFeJxp10sqibPGwXnz722Haq7tbHNEffVQ+09go4GR4WNJ4P/ETAoI++1kBPC9/ebieeFxYpkcfXc0c7d8Pv/u78Au/sBrknDsnYLGtLWSDBgZk/IZRyXwF2i6l1q6ku1GW6/Ll1QBqvQj6HkaNZR97TI7Xe94TVg4GvR0NQ3RrS0uVpcdTU3KuWkqNXv/n/5SG2NcDGk89VamfUkqOwcCAjOvtb5djWCy5dKdSwkZei4EKqgc9T8CP44Tp59e+VpjEHTskJbppk5yb+nopCLgR3da14sknReT/jnfIcXj4YbnOno3O7IW4saj6qk1Ydbyr6U1lHUigPzljt1PnZdnlTjBq1bNAAhX1q4pUgw3bDbwke4HLZiOY/qonc6CyUszzUFqT8JbxVD2m51e0S/GBZ6w2bl4a5FSy0t6k013gmUQXI1ZDGXT5iKXAbzbfx4emv1UuAPhwy+sIrCW8TJLpQw1k2xSpCZmc4wua9GgBM++iiq6kohyXrflxFqw0F+0W0XoBmAZeMkHRtTk4L4a8f9j8cn5m/kk+3fRiLsZaZXKs1ieV4uaVK2wpTGKi+XTzS7jZHcXRFtvy44ykW7hU004+YxBbgtGGdia3Znjx0wN88K+/xcdf+1KWahMkdYGk7VBj55kq1uKMGOSXLRYbE9QlbKbrITHq4rfWkDAcDDxGnQauOh5wlY12jjqj9IA+UIRNNjyVh/syMFCkbsziUOoSZ+s6yLk23cuzDHc30nNplsd3baJzboGx+kZWEgaP9XSy89w0zXPTjNa0Ynhaigw8SExrnAzkGwy8mMIqaMyCDz54CZNixsAqaJy0hbZgdodJsU7TcMbEShjMO3XYGBQtC99UWHkBLQKUFJ5lEltyaTnp4CaFPXJSCicjQMooeMSKPjkjQW1qhWw+jZVz8WwDbRnYC0X8mImVdTCyIQgqV0xS0nJ5Gq0gMaOJL3rYCwV822S5Rx5G7aym99s+RsHFWnGliMKU4gFzGTCQ10rXdrmCsCTaX2XWGomo/qrcUL4aYFU0r/bD16IsWHWmqypeAFzXi7o60Sa1tQnTFWUizpyRifVasW/f2qnFaGzaVJn28n34P/9HUjzNzcJaLS8LOEil4Md+DD7yEVnno4+GjuMgIG3btkpxv+dJKu3Xfk2YrJ07w8l1eVn8q6rNWrdskTTq7bfD178uzNfIiGzrb/5GGJ+mJknf3XFHyO4Epe/VbvnROHmystpuvYhWBfb0SNqup0f2ZX5etG9LS2HVZ/TJIp0WQPPgg7IvgQ/X974nqdyuLnjrW2Us+/atP4bAC6YalB05ItfEe98r5yAKfFdWBKQF42lqEqC41hfRNMPtT08LizY4GLJor31teG089pgAzIWFH83g1HXleBw4IA8S4+MCGHt7pV3V0tKzL3p4Ia4dmvCJGSpK2Cv6wAELKslCLEWXO0+XXqDfaA0rEYPVaY3jK2zfBbsK0FeDreDvoLrL9USvEl22FA4m/WYzu1aGcQwLDIONhSkux6TP6m+3vIbfmvo6Ld5yGVw1ecu8u71USBOI1JVik5rj9JatTN/pgGuQmDFJT3jEZx2spQK4Psr3sZwiu7LD9MfbyRkxlOOWU00WPluKU7iWSY4E2/LjTCYb+ePEj7F7ZZiBWCtzZrpCo2Zon/3Zy3Q7c5xM9fKD2l30FWf4ifmjHG3cxtnGDdS7KyyZSexlDydt4KQhPmvQZi6w1Bnn4299CXc/fp7zK+2cu7kdy/AZXmkguxSjb3qGkd2NbHpqioF9bcRNl22nJxhtbKAjtkDb2CLT3Rk8x8RUPjXGBBnlC9PlaDhegEMlALYlBqcLdM57dG+eZSDRQp3Os2H0Ij+4eRtNuRV6FmeZqU9TqLHZvmGC842tdB/Ls2VkhPMN3ZgF8OLCJAWMEoAbV/imISk8V5OY89AmOBkDN65ITGsSM6C0vD8cb2bX5BD96U7MHMQWVfk8GAVhiizfJ5GzJVVohvoss+BhZMU6IQ9smJjkUqodLAO/Noa57GAt5lGOV67oU2uYgyoXrLkcTc+AmS2Kv5XnoeI2di6OveRhz+cFpGtdBuvBtVzhRxb9rkW/D1V6SrlsFGsWDhpKUohRYKWrgFr0tbUeetaIFwDX9SKTEVACAmYOHhS2aft2+O3fDoFDfX2laWY0tm8PrRZuJAxDNEnf+IbojX75l2XSHRgQkfP582K+2d4u6zx3LhSFNzfLT7Eo6cNduwSgvPSlst477pCJe9cuAZPHjq0WzweRSMj29u4VxuWxxyRdGTA3NTXy/+OPC5gJKiT37xdgtxbLVSgIcL0Rb6rR0cqqy9tvF9B4zz1icAqyj9XbCS74tjYR+wcteIaG4BWvgN/4jTC157qSmowCQNMMjVyPH68EZI4jYCdwYN+6VZi+KOBKpyuZv6tXZZkgenvXtnJobhZguFbhwtGjwrIqJdfaszU4nZuT9Gpw/sbGQg2ZUqH+7OGHBZA/l5TlCxGGqtRwVTtea88Py9pL741a9YwDW5xJXEwu2c1lJqxs+aC1+AaZYYqkIqIl+75Pxs+zZMTD5aqX933y2mTIbuTu/ACXOzdhLsbJekm68jOktMPbOt4WDByUomDYdLnz5apFTBM/lcC3s6w0xag7YRBb0iSnPRLTeUljOh64Hg3OEp35OU4lumkvzvP7E1+n25ll1G7gsw0vYtKu40K8Dd80uNu5QB9zXK7t4aTu4lSsi5+ae5IH09uZsmtJ+wV2FsbpcuY4ntzAkdQmNrpXuXfhFFN2HV9uuI12b5GPnfpTegozDCea+dDef8+VWBuGY7DRG2WoJs6FPW1orfjaK2/lrqP9/Me/eoDXPnqS7qF5ptsyfPxPXkrfwDTj2+qxDI96K4ufUdRmcyyZCeqn40zvrqVO5yhqs7JR8amCMFt25Hu6J47z+DwXNrRzNZvm5SfP8ODPb2X7+UnO7mxnmjT7nx7k0U3bOH+xE3vG4mo8idOcYP/wRZ5u3IThKFBgZ8FwNIYHytNYeR/lyXlWGpy0iWcrDE/jKUWhXuGXWMfYfBErW8Ry83JpRK4xtMYveMS8IoZfKIPqiuvMFebVA6x8DkPnwTKxAVVwUHlHUnql6yxqpVC+Tk0BYtZCLgRnSloNZfoXZNkgLRgArDKQ0hXfq3IqPajkjI61KtZsDVQyUpXv5Rpi+HLqMAK2yu9d+z78r9ZG+nmLqKPu+98vE6LnCcj5T/8pXG7LFgFEa0Vrq7AShcL1t6e1gKATJ+ANb4APfEBe37pV+ifeeacAhkuXhAXLZgV03Xmn6JgefVSYks5OYcM++UkBVFGG5o47ZLJ+6KFr9/Lbu1fGAaJdO3xYGK2oN4lSsr5sNlxWKWEC8/nV6zx6dP02QdWxslLpf/alL8mYAlYxYNGqTfuiVY0B2AI5j4ODlcC3q0uAxtmz4Wvbt0shg9aVTN30tIDLu+8OxfEBe3Ate5WWFtnn4CeXE4Ys+Amamj/9tFxHAaA1DBnL4KAwWdWC/N275efhh6/dESFoBRUFy9Vg1vPkOr3rLtGLPfnktffphbjBUKigIW7wioqUlRtrP2H7QH+snTGzjl35Mdq8pYrlfKUw8Fff4KPfhZKeCyQ1OG6WJA6uGwryIfxtmixbKc4lO3lN+gn+/r3b2JWYI5tMcyHZQUWrF62ZM9NklINtgk7G8WuSdJiLjJsN1AzmqR12SU25xGcLGMulVJLj0pubotbJciYugP/DJbBloul2Znnr3CMMxFrRvk9fdpLm/Dxm0eVYcmN5377ScIgfX3yK1yyd5EUr/UxZtdxfs5ukX2RbfhxXm8yaab5fKxXUv3nlr+gplBpZ56f57ZN/QWylyG2DFxg3mxiraUJrRczySMQcjt7Zx+sePEHP4Bymr2meWOI9v/QDPMdgOpFhppBmslDL6KYG6vpzTBZrmSlmyPs2hvKpNfLUG4awW1ccqDPI1nmMuMucLWZZ8HNk/SI/3LmZ1NECu54c58iePqYLNeTnLWaMDPlcnLNdHey4NIk1a2EUwXBhrjHJU719HJgcwMLBTQAatAnZFgOlwV50ic0XiC0UsZYdtAHZNoVvKha2QN1LJ7BymvhMEaPgCutUdKTqr/QT/O/5PpYnywiAKsp7jqTvlOtV/jguKlfAmFuW3o2BfYQXslzRa3NVyi/4u9QqR2Xz8lN0ymMgaP0TrK9Yes1d4/rWGu37BI3fo9/DchhqtXmqaUoRSpBKDH77XrgPEYZ11WtrxAuA69lEkOoBOZlXroTvXY9hOHRIJtdrxfnzIft08GDJi8eWCf7d75bUpu8LU/MrvyIMxdmzwiYF9hQB8HrkEdne4cMyuVbHtm3y2WvpjIJJIbhwbVuYsh/+cDWY2rYtTPc5TtjbMRrj48LK3YhQvjo++Uk5Lm9+szCMnicAJSqID2JuLky1bd++GsDU1goADmLDBgGIQfPmdFrA3qlTYcFDf7+wQocPrz5mO3aETNSNRF9fCL7275dU7Wc+I+Dw935Pxmiast4vfUm0Z9XtiIJIpWRMy8ty7VTrE06ckBvQ9dz6o619du0SYPvII5XX+Avx7MMyy9Wf1Qalwb1kLaPS4O+8YXMm0YmHYrczQdLLo7VmyKyn21tY++YeNZ6s9vYKfJCC16Nar9KYlu0klvZ4+5Uf8MSOncymG8OUYbBe00DHbc60b6WvJUexSxjr+vl5sitgrjjEZxwSV/OYi4WSC73LnuUrLBFnyA4Z1ABsgUxI3Y4YSTe4K/QVp2kvzPPx5pex+eoQaM1Gd5qb88OcTvewsXCVJRUn5eVpdJY4n+hgJNbIoZWLfLdmT3mfuosz5W2YaHpyV7lpZpCTNX0UvQT2gsFyVh6s6pJ56lM5usYWyhOkqaF1aJkr2xvJexaub+Kj8DCYI0WxIN+dlFGkxVpib2yGBjMFsx5MubAthqkUC77JiUIX5x2LC45m1Kknh02NLpA1bIbmGlhYTJEdrsEYTTDv1uPnbTrGl4jNK5JXNQ0XfJLjitPxjdw8PETzzDLK1yz2GRivnMZJiR2EKqX7zJUiyakiuQ6f2Zs1mWFF4Stt1A4VRU/n+uS1RcIrhIDJcVGetA7SnsbwI6Cp1FJIlcBWGRwFPyXgU9ZQBWL1cvubNcA+lFvo+HUpiMfKYwmBlBeyXK4bgrYAuPk+2nUrgU+02jDaYsvXYufg69U/AXMVjDO47lelFFX4c4Ms1wuA69lEX1/lzaynR/yagoj0jloVgc3C5cur3xsdlcmtsVEA01qVkNWppqEhEU8//LBst65O2JfHHxfmolCQiXNxUZi3KAOitTBc73ynaJgChmWtuOUWATZBGIak9J54YvXnGhtlTI8/LiAhSEkGcT0/rbVCawEh99wTpvZuv12YvCBlEl22Oj7/eTlPpim/v/GNsKo0GsG4Ll0KXwsYtiNHhOVar6djTc21j+G1IgDVd90lBRH33ivVoY89Jj5igebqerF1qyz32GPhtfLQQ8J0RntBrhdRh2iQ/b3rLjnGDz98Y+zsC7EqtKnQtWlx3FaVbFe0BU/wP4S6kqih47SZ4UysgzZ/hZ3OJK4yifnOanYsmkYJ1lc6t7omhU4GBpdG5YNIKUzt8eLFc1yZ6+KJcwfYMjwm+xCz0Yk4OpUQL6SaNG5bHeMvreepF3XSs3KVuuwiCzoGjhbuKsUAACAASURBVIuxnMOeWsJYyKLyBVLFLDevDHE+3sG8mQo9wrRmyqol8FX3UIzYDVi+y8HsJVqdBb6R2Yvv+Ny8PMjepcvUUCRv2syQ4v7MTjrdeRxlMRxrIuNm2Z0f5YnUpvAYaM1IrLG8DR+YjtVyOr0BwwEr65MaV7hXk0wONTI2U0ddLM/VvkzoBKBgtj2Frwwsw8dQPjVWnpRRZHpnhn2nh7AzLjuTo9ydvEKHlRHd1vkiJAzYHMPTmgkvw0ChjfuX9vB0oYeNp2aY3Z1msTtB8+wytTNZZmI12EsKK6+wlgyGUu1sHp0mPekRX/Cxlzzicw7xWZcB3UXv+CzdMzMoH2Yn6jAc2W9Var2kXB8z75IeMTAcqQCsu1zEWnHESNX3GbYa6M3PVKbiSoDD12CU2t6UgVOUYYq+Hu2tGQCmtdLY1e70pfe1beJm7MgYIqAtylwFYCtgr6p6LlazWfJiFWAyVCQt6FemCYN1BL520YhqtapTktX7WRUvAK5nEx/7mLAOping6/vfF9Yj8FbatatS/F4dgRt7AMoWFgRoFYtidHmtNjxRpkYpmUQ7OoQ527s3ZCI2b4Y/+zMZYyIhAK6nR3ykAhbmyJHQ4iDolRjo1KojHq80Ww22f/fdwgBFASdQbkc0PS2sUQDWTp8OWxjdaPg+/NZvCau1dWv4umXJcWxtXf2ZYjH06xoeli/p4KD87u8XNmm9htzbtglzNzQkKePNmyWFumPHtfsRBpqvHyWGh4URDABfLCYg9+BB2f+f/mkR4Afpx8HB9ddl23Id5XJy3PbtW/uaGhpae3/WejLr7ZV1njx57Wv7hVg7fI2fsASktDbgN9VXMF7V2iyo1HxF39daM2g3ccFuZbszRa87y6pWItGn7dLfPd48w1YDKl8MBcsBGxGZTFrdRe5bPsXX6/Yzn4+xPGVDzqezMItfk8CrS+I1pHCb0nh14hLfcM7BPhWndmWZXn+O8VhDyH6UWgC15efoys9wKtGNqyvT/92FGT7a+ApGrIYy2Ppw6+t5yco54tplzKqnRhfpLU4zYLewf+kSRV/hmjbna3o4l+ziq/UH6StOczB7iU5nniUVZyRWqUH8ja6fYjTWiI9iLNbIDxp3U1tYQbm65GcFRlGhHIXnGWTsApf+rInCZgttQrHL5OxH2rh97BINsSxba66yKzXG/vQgt9QNc9dEP/fccpZ7UxN0mGLTs/TYPM/s05zOelwgy5eXu/nB0i4uZlt4cHoLl59oZrCjkaVUgtyKxfFtPdz7+FmGm5rExiGmxV/LgVMNG9g3dhmz4GMWfZTjYzgeRsHjcqwN2/XY+/QYHd8zSU47pR6XIdBRRZeW43laj/jEFzysFadCU4cvnQuAEEiVAJTvgVHFGoXMlR8CoOh1FQVM0R6PQVT1SQyWNxayxEYXSr0U/QpW7Xopu4DJqvj+BNsvOehXAKOolQOsrkKMsGLKNCrfj1zDzyZeEM0/m+juDiedoNEwCBPy8MMCiq7HBNx2m4As2xb2pLqH4HrxN38TWkds3y4WD/39ArbOnAl1UZ/+tOh6WlqEcXr8cXn9He8Qg9DHHhNgEWXRDh8OGy1X93kEWT5qvBnEnXfKcXCc1SLw3btFC/T974vmamXl2dkOOA78+q9LSq1aYK+1AIGREfkdBaLPPCPA7pln5BhH2SHbFjBzrVZRgUdV4Br/ildc32B061Zh/MbGhFG60ZiclPTvWmnR/n7Rl7W0VIKmqakwNa21VD9G35+YkJTqhz4kOqympkqwGmz3RnV0IMf14EEB1y+I6p9VKM/HWC6gEzZ+0sa3/3/23jxKkvQs7/19seSete9b73v3TPdMz4xG0iwSCCEJga+1YIwlDL5GurIx92KMMMIwBmNhOAbse+9BgOFcAZKxkTTCI4HW0Whm0Ozqvbu6q7uru2vft1xj++4fb0ZmZFZWd89ozPGR+j2nTlVlRkZ8sWR8Tzzv8z6vKS1bcsVKakYevurcrMNo+D8EV4EyuGD3kdAuh5xpps1WqdiTFdWY38q6E4FDEatmBRF1oQ8CDAUH3DlKZowTiRGpjPQDMGCis5dt+Xk6VY5FxNrGaYtR7LJIrPgkJ/No2+CVI7v4wPPf5KwdaTWkNbvKc+RUnMtWd81ss/J16vHW0UpxITHIh/s/UNW0HS+Mc2/hGn+TPkxrICnUPc4812JdnEyOMJHqZnlAHrZiM+so1+Pl9A7et/oip+JDzNmtEXYPtKFYtLP8P/1vB2VwqnU7O915hgsLxCyfKaubIAZaAS0uLdkibXaRfG+c61/vJvmSQ8t9cQ4aJTLTlzl27Rrp+1w6zICsYeHqgMRhl/WxAPdwjJmggHXC4ZX9/YwV++l31rix0cFsuZWpUhuz+RZaz+V5uX2Ee7M38AITx7NYy6SYzbay5+oC4x39KA90OEMHBjey3WxbmWMiLi2MAssgiJkEtmLOb6fNzXP02jiXjT6UW7m2Qnd5rbE2ysTNWroxbDxeZ5/QRJMUGAaGt0XmJqzgjjKrje13TBNiNjpui/7KcTcDrspyKmwC7TV5v6EKcMvqwurYdP1rt2lOWl99GICWynuFh/YrrzXqhsP136KJ9h2G67VEuVxvD5FOC2hZXr652FhrYYUmJwW83coaYW2tJpQOrSPCpss/9EOi3zl5UsAMCGj60R+V9NvgYC1tdvfdks7bs0cAUFubpOTm5mrbeughYeoKhc3j6Oiob9Adjfvuk3TlxMTm93p7RXv2wQ/eXlorjFxOWvX8m3/TvJrx5Elhbx54QIBOGJYl7M7LLwsgaDSiBdn3vj5Js27FSs3M1Cr4bsfNPZuVcTbTym0Vq6vCVm2lQcvlhJlsjJ6eegF+Lldjvz79aWGvHnxQxv2GN8jYnn66+Xl9tdHRURPVf+5zAqotS35HU7F3ohaBFsFv0UErmeyCTALdkibobEFnUnIzNwyUaWxiu2Az46W1+BVdiPWxrhIktMdBZ4aY9jZrs6B+ogo1mRUtV5e/wX5nlguxPhK+w41Yp6Qf4xZ+JoafMLnSM4DV4tPh56QtyrpLetohsVDCcDwMx+fohWs8E9vDUGEBtMb0XI4UbjBjtTJnNhR7BJpWv0DGK9b6MvrrfGL6T/nitd/jl+ef4PPZY+xzZun2NjB1wNfSB7gQH+BEchsjxUVA/J8A2oI8Xe46/6X9Ye4qTdLhF+omwlYvz77iDKcTwxRMuW+PtQ4RWCZWPKDHXiSIQZAK6OleZ1vbCgGKM6Vhzl3r5XJHJ3NofDS7BhWHj/oceEHTEyQxMHDRTFiKp1d28KdrR3jlTC/faN3FWXOEL80d4quz+/ni9BG+vTzMXCFL78Qa5bjN1XQ3M7lWlkspPN8gFrhMtHUQaJPhxSXQoNzwxMNqLIOyNSmzjNNm47THcLMmXtqk0GczMdzOla4+7l4bx/S92rmviNKNkodZ8lFeAxtVAd9lbRJznU0sUqBF97aJ4YJatqBROxoC+mjD6ZglfRgtU0BYeI4q6W1t1MbaLDVep8mi8gDSoMuq+4nuQKPUJ5pejBqbRt+r+HBpT/SH4QNB3ZjCv28BtMK4A7heS5w7t7kJMEjq6Z3vlAbIjZPv2JiAnL174R/+w3oB/lYRNfpsFoODIoaemhLX8LvvrlX1tbbKhHv//ZIey+cFFP32b8Pjj1N1L48Cr4cekom72eTc3y8MTrM4elQ0TM0m3eVlAVyjo83NYRtjbk40W7/+61v7eJXLki61bWF3pqZk2+99rwCCn/qpmwOMoSE5V1/72ub3XnxRgO4v/qKsc2np1mN+tVEoCIvWzPMqCETofjNvsDCUkuvjvvvkWnrzmwX8hwDs1CkBng89JAUSZ8/e+pq7nTh4UBi0CxdqFbvvfvd3vt7v1ggCVNkRU0YgsAz8dIzcrlam39mPu627CrzCSUgptQmAVSeaykNAUdkktcuM1cp5u49hb4XdzlwdS5HSDgUVqxPFY5oorTkQLGCaBucTgwz5q9xIdqOzKfyODH46hvI0sZUS8eUyU343HeUN2jdWsZfyJKbWMddLlSqyMrGlHCtejHRQoru8yv7yDGfjQxR0pB1XZVwJXPrdNa7GhKVKByU+PvdZhr1lDDQ2Pr+y8AQ5I8HnWu7hfGIQ17Cr65hTGYZmpjDzZTrdDTrcPFcSfcS1x5OZg8S0x/GCaGUHnWXa/QLnkoPVc0EAhitptOtt3SwOx9m3LA+MgVZ42mC2mOXFle3MjLVxvm+QMbeTSc+ioH3m4h4X7lec/ZbDc7NJnin08fXcQb6QPULhmzZncsP8TfwIX5k7wOzVLNdyXUwvtbKcT5GZLGJ4AVfaeiitJFhcT5Mrx1DArusLXOztZ7y/m1RQok2voS0IbPCTCi+huNw+wI78LIEFga3w4wbFToOluxRL9wTM7Ujz8s49HCpPEafhgTIIxH3diwjVI8Bkwu5g2FuunauQ4UI8zpoZhlYBW+NrUOvzGVYb5iu2E1HQFS4fNfmN6LOqYK2yzqre0Q9qPQwbmaso+Al1WY3pwOh74d/NIgRdzbRa1f2tvGbeGk7dAVyvJTxv6wbNO3aIHqdUEjAzPS0pxJYWSR+GKbvjx2+e2rrVdsKIxwVA5HL1jFUYhlHT8oyMCIh7+9sFgKlKXvvEiRrwevhhAR1RsTuI4P/Gja3HcfCgfEkaq/UuXxZ7C6Ukjfncc1tP+levioP+r/5qjapujNBbLIzdu+Vz73xnrT3SpUu3BgDHjsnnVlflf8cR9i+brfl63XefrCta0dgswv1Jp7fWwoXhunIMtjLC/da3bj/NDHKNfOMbkuYbGRG2KWS/9u+X4/XSS3Ju1tfht35LAP93ykyFthlAnV/YnWiIyjHyA8yVDay5NTF21JCcL6M8uPr3E8x+Xy86m4KYXXfdVxmtRq2XIa2Rqy10leKK3c0Nq4ODziz9nlQwDnmrTFptdYxPp5/noDvLhcG9jN+9H6MlRSJjsdLXi9eeotSTJGclaV1ewciVUWUXK+8yHnTQl18kXZJrXBsGyvMZyc8xYbRCEFAgxv3Fcc7FB2tdjSITpxH47C3NMhrro8dbY39xmg6/QLe/UdeXsTUo8kwqkgqP3DOWjRRd+RW6i2tk/SJX4+I6v8NdZDzWxYupnfgofmL5GcqGzbV4JOVeZQDhcrqffQvTrLrtXBvo4P4rlyk7JqulJPOFLJ2ncnx9ZD/fXt/G36zczePr9/BfVu7ht+e/n391/b38XM+P8uWTh/n232zjc+ooY8VusieL/FX6LkaXe5lZbWHb9DLjvd14ZYv4DQ9jFi7292HHPFTCFw+tos+6kUA5YHR4mL1FvHf6jOg50k4JL6NBiyWEVQy4ZA1yz7UrJJak+jAz7dH9bU3Pc4r0XIAbt3hp+362e0u0UaylkD0fVXYxSp6kGyttd6gwRQHSJaDuWEUrWsP1RH8azk1dNBjwiqVEuSakNysm2fEYOlUxzo7qvRqreqvDCsdzC7AFNaDVWGnYDIA1fqbKrImWTLtuZJkI02Uat63nugO4bie28rq5WfT2yuT6ta8JIGrUOCWTMkEvLn5nY3vhBdFWvf/9wjJ961ubvwClkmznwQcFTBw6JDf1L31JJurQguLJJ8WJff9+0X41Wj9ks7V+hc1izx4BgGfPyv+hE79Swry1tgrQeeqpzVV9p0/LeP7Vv6qxb83MQTc2NvtR9fYKe/ZqAcB990l6cnpajuNb3iIALCoof/BBSQOHadvGCC0kQPY16ufVGFqLpUZj4/Awzp8XsH4rkB3GyoqA+Ucead46Kh6X433//fJz+DD8p/8kwPQ7Zab27au/ETfq++6EhKZ2sy47qJKDsZbHWM1j5sp0jJbJXjUIbIXXkUbHbKo9SSsAqzrBVICYpX38cKJpuIwcw+Z8cpCSGeOgN0c2KNXpcfY5c8QCl3PpYbyKeH+PnuPcwM5qE2GzFLDkJOjNL8lE6QUY60VwPS7ZvewozZMo5DHyRfB9Um6RQmBxID9BXsX428QuBt2VpiLnu8qTFIwY+8vTuJgsmhn2lWcpKpsw6eOjWDCz5IzKJBxOalCdkPOBzZGNca4letCGIoaPq0wwDGwV4CuD84kh9hc3p/mV1iit8QwLS3v4CfG2OrVviAdOjZNfi+HPwEzQysVcL+eW+zi5NMhXpvfzldkDfP3qXi5cHeDq5T4+Yx0nPxrHHFXseGGZ/77zfsyzsDDfQnE1AQUTXbJpmfYYuZTnvLGL1Yk2iitJTCsADd2Xc4y19eIHBkcGpvnxgy/xDwde4JXt27j70hSpxYDYuia24WMVfLQDS0Ga4aVZrJxDfKFEZqJEy7US6ckisXWfUqfFqW17aA2K9JeXRbdVqS4Mq1ZDIbk2a10COr0cn5j5M74w+X/ziZk/o68C3DWRVHQYUe1sJcrKIh6eyWgqMGoZEVo9BHJeg0wKry25Sb4RbeReV80bMltQ88+K6rSi2q2Q3ap+X6L2JiGwakxdhqBsC/BmmhFvLlW/n7eIO4DrdiJ6IAuFmzcp9n1J5Zw7JxPhBz8orz/7rACwaBw8ePMJ+lbx4ovC8HR0yERdLkuK8ZvfrDE34XJhVSII2HvLW0RI/9nPCljp6oIf+zHRCD35pLBZjz9eXwRw8KCAgpvF9u3itv/SS8IMhX5YR44IcEkkZNujozWLjG99S4DPRz5SW8/8/OYqxEuXNmvBzpyRL+rOnZv9tm4VWkuq9L//d0nHLSzUC9B7e0WE/uY3yzFsZuQaWkJ0dm6u2GyMp54SBrGZLmxhQa6dUDt2q7h2TY7fI4/cns4MBKjOzb16YNosnnhC2NzQL+yJJ17ber4HQkcrtTyvCrxUySW2mCc75WGVNAtHU+QOdhF0ZMW+IREXOwnLEgNGw4BEnKSlKSQyEI8zle5hkJyAdLOmjVmJt3A+u4120+VAsEAXBQ4H81zJDjDd0itVk3GLTmeNpXgrxoaHtVrCWi0Sn1wlKPmYBJL6cb3K5CX7cC42wN7CFLZTot3LU1Q2R0qTXLa7WVFJVs0U6aAsmjIApYgFLu9ZfxkfgwmrAxeTo+VJDpRnWLQy/FLP32fSEuuGaauN3+14W/WzQB2T0euuoYFpoxVL+xCPscNa53LLEG26wO7SLKeTI7yU2sGSneWta+dqwC+ynsAyuDTcz3BpDm1qysT4+s4DHDg1y6PPXOI3P/44p9/za3zqn/4x9gWP2dk2bsx24CwnUEUTM2egVm0mdR97Ly5D2WTR7WLHWI7k1TipqzFSExY9Z32OnprjUmw76UlF5opJatwm8CHwDWKzFr3jJcZbukmYHutegk9PP4CxGON0607edPoydt4HLb0RARatLBmnSKqYxyi5mLmy/OQdYitl0jNSWT6e6SdAsaM8X7kYhT3StlnTVEXin64+w5BXMaH1Vnhs4X/U3oyagEP935Xju2okafXyze9JIegK9VSGQtsWKggwc+W6+5JuSFM2tsaq0281XB9VwBQ0AKhmOquoqamqATFl2zXT0zrD08i6QuAVgq7bIGLuAK5XGxcuNNdvgQCtl14SkGVFLuRt26Si7+WXN7vR33VXzaH91cQrr9T6GYaRSsnF/OijMiGPjdWzTI3R1iapuERC2KcXXhCA9f73iyhfa3jXuwTkWJYwJLOzt7ZAGBwU1ii6TaXqGbKwSu7f/3sRqYfANIxmKcWlpRog0lrYnd5eGd+XvyzM1KsBAHNzwvz99E8L6LtypR7QDQ/XigEefVS21wiaw+bm27cLAIpUh9XFs88K6I0WW4TheXJd3U5/SRA20PelqvTVhNZyLb5aYNosdu4UoBoWcWxlzHonqqF9cbsOn/hVqYyRK5G+uk7LdZfYhqbcYuJ0pvB6Wti4q5eNo/34/R3o1kzVRyuRNtno7sJvTbHe10OsO4nf00rQ3kLQ2YLf30Fpdw+dA/Ds4N14mRRHmGcjmcFNpsAyCeI2C0cTxHeuMZ3pxCiUa+7ipoFOxmRCNk2xeSiFjuFS2XYmPsSh8jR3FW+QCFzOxAdxVeWepxSX7B72OnO0+3n2l6Z5tHCRbyV34WByX2mctHY4ER9iwm7nhtXBWLyPDw98kB8a+Vl+p/NtnE5UuiA0TGT97ipW4DNhdzBm97A3N4nlu7iWxSDrtCiXC4nB6mcvJAaZtDt429qZSpoKtFIECQu31WZ+OE1aF9GmBs9Ar8VZcVv5mcefYtf0Alag2Tm1yB99/FMYazbmTByjZKBjASiILxncdWmG87GdjJe28+hLl9HrNr1XCmRvBGTmXO4bHecS28hMB6QWAtKzAalZTetpC28+DRq6VvIsZjO8o/MM92XGmVxtwywqlK8407aDY3NXCWIKbSJiel8zluhjb24a5fp1P0bBwV4uYq87aNtgLt3Fkp3lYHFKzmXRQZVdtGVIU3M89rrz7PXm6fPXCe+6IeiqA1ZbPdwpRZ+/zm8vfY4/mf8zYcf89frzFyUuLBMdj4GWohIjVxIGzpAK26gVSl009CEFmuuqdAMYDJerpAcbPbea6by037BMBPyrWAyVSqJidgNYu1Ol+PpGMyBw9apMxjt3SsouFtssJAz7GKZSUk0YsiWton14VcaZJ05ImrKRAYqCt6NHZTJ86ilhr7aK3l5hoRYWZOzHjgnbNDYm/QFnZmT/fF9AwS/90mYH+cZYWBDQs2+fHJcwjhyppRtBtrNvn2y/GXsUjevXa6m+cllYuHvvrR2DnTtlfN/61q0BgOOI7uktb5FzlUoJkGt0VW8EjKHLfhRQhbqtsBrn8OH6fQQB4QcPNrfcADlGt6Pb0lqunf7+V28gC8IQPv54zUvuDjP1dxC6dnOvePvoUBRcATjGRpHE9VU6Tq7QcWaN+FwOaylPfElYirXdaZzeTLX5dLqYp1xWBDGTUm+SUk8MryWOjptow8DL2JTbLQZKS+xcn+a60cGTrYeZVxkOL1+hq7CMUXJ44KVxZpcHMMu+pOxMAx0XoAWI3qdQqrQD8jeV6pcqzNaYXfkORjQ9w/4qmaDETneBjqBAzojT4+cwlOaC3c/p+BAtQYmckWA5VkmHGwpL+3iq4f5a2eZgxYF+Kt4RHlnWiXPPyhiJYpF8Isl455CkZUNrDK25lOpnLNHHO1ZOoJWBSpiUuhIUuiy8NEy3tzE4v4qZM8gs+rTO+fStrGNWtmtqzc75BVKTBtlxaLli0HLBJjtucOTkLHkvRdFJo9YszsV20rlQ4L5rV+lczrF/dpqzye3ENgJiG778rAckl336LxUxZuLE1hRGAIapuS9xgwF7Bacs58CPK1zLYjzdx+HJa9hrLkbYwNnXXEz2szc/Ve/E7nooxxPWyFD42TirmXbGUn3cVZ7A8l1GvCWGW5fZaS3RE+S4nOzF1j4zVivhzOWjmLTab49BNwweW/4CQ96KADV/lceWv1A7fyHwMs2aCXDZqbXpqbQJqp63hpR6XeVuo91DY0RZKWWA0UQLHL5Xd50F1ZRjHcPWWNEIMreGrveGql/XHaf51zGiyHp+Xib4ZFImzEYdTbOc7sCApKhOn5a0GtRATjRWVpr7Vp08KbYGzfRNDf47LCzAP/knYgsQTTE2xsiIAI+rV4XJOn5cwNfGhowxmqO+eBE+85mbVwGGnl3t7VI5+dRTtXW0tkqq8c/+TMDSe94j7NGJE2KXsVXMzAhztrgo6b23vnVzajeRqKXNtor5efn8o4+Kriz8ciwtCQN15crWnzUMAV3f+EZtfxpNVBuNYk+fFqYsTK02xunTNU3dzaJQkO3ef//NDXJvFuvrcj6i9iLfCTP1elQ8ftdHg16kEqGLNX5lgiyVMTaKqFyx2jfOnl0jc3mNxLInvkqVG7ztlPFcH6XByvsk58oYZZ+1fVmczgSxuRz3fPsCPVMLnFe9OL5CFUoUfYNzVh+m53Pv+mXS60XUsmhztGGgTRNtm8KU5EuyPder+WdVwkBzpDRJOijxibZHuKs8CVpjKNhbmmF/eYacirFiZrindAMDzYqRZsZs4UKsnyUzzaC7QllZLJqZOv+iXc48V+ye6IES8X95ER/FjN1WZwWwbKZ5x/ppxqxuVoKkpMuSMbRt1QThwLVkL2dSIzy8MUrGKlPsNFnbC6VdZab7svStrINWHD81yTV/kOst3XXu99fbuknPBKQWA9IzPi3XffqvbnD8+hVeTu/F3vCxcwFWUXMutZ2ujXU+cvqLfKXnGEYZrKKPWQwwiwFW0cfK+bQtFwkKFu1zJcrE8TZs/uPc9/OJmbfg5mKYZYU2AA05K8mi3cLO9Zm6+3FZW6wbSXqc1YreLmx9I+DLKLpo06A16bDN3qCYyvDuwhnW0i1cSg9zrm87xXiCfeVZLsT7+eWe/405s6UKth7r/uH6yzmq44pUvpq+y5C32sCOrdbE77YtBSFWZYlmfQ9Do1RbhPRhOr1++1vcc7YCX81E9I02EI2x1TZC/VcFkGnHqQIzZUoa8lb38TuA63Yi9K7Z2JBJulAQVmJtTVKFzXQ3zdrHRNd3//0yCT/zjDAk+/bVABhISnD79vrPnT4tk+3NdD5hD8MTJ4TlisdF5xOmGLeK3buFZYqCnl27hAWJPuHs3Qv/6B9JU+3PfW7zOkdH65tDZzLC7D35pHyxDh2Cn/kZYeNCVkepWgPsRuAJArZ6ewUQTk5Khd9WTxFhX8NmYODSJQFcYcuaMAoFAc07d4oAfn6+9l547sMwTdFhRUHXVnHxogDMvr7m709PC9C9GQMJksY9dUrA3lZWGXfif9HQ9U/bUC/sDdmusP9cpHecKruofJHk+Ar2bEW8HLOrbXbctIXhB8w7SYbnpsheL9GxvMrhtXGWvDhjVnfNDynS6HfebqFkxCiX4PDUFQzXFyF52cHIFVHFSiWZH2EmKsCnxclxoDTFuVg/eRXH04obZhvv23iF3e4Cq1YajaLdL1BSKaHKpAAAIABJREFUFlNWO8nA4UK8n3m7FZSi3xcN1pxV8dgzVHV8Co2OpmeUYsRbxjFsZu222nfOD+gI8rw9d47/t/OtdJXXUUUHI1cCrQlakgTZFDoRA9tCJ2xudA3yxe0P8FPzX2V9p8JtC9C+QtualWyKey5MsBS0E8tp/vX9/5iZbDu+Utxo7eJP9n8/8VUBVbENn/iGy/7ZScZjvagyWCUfq+RjlgIMJ2Ay3QWBYvvKPGbZx3ACzLIvPyUfq+iTKRSIOx4tQZ4rXT1gaZ6+vptXJofBV7gZjZ8AL6nwEwYrsSwlLPoLS3X3nlm7lU53A1vLg7byAxJOiT2FafatT7KnNI1Ompzv3sGpXXv55INvozPYYHB2gbsWxin1pzmx7wh+PM5svJ3f6P4hfmT4n/Ph/g8wazXxQWzI3vT7a+xxF5g02+pbNFntArLiMXQmKXoxPxBmNxTSh3NLpB8iWqPjNkFLSsBXhO3aUiC/VUu9Ztqum9lBRPsohoxXVFwfbXEU+ntV+jLqINjc+aEh7gCu24lMRibiCxeEJbh4UYBWo4N3NNrabm0n0NMj4OHSJWFl1tZqInXfr0f3Z88KYzQ4ePN1xmLiSxWyPWEcPSqgolkVYxgHDwortrBQe+2JJ2opqIEBAUyrqwI67rlHANZnP1vrrbiyshlAhKDvG98Qzdb73idaosbYu1fYtqeeqteJXbtWO5bNjEIb4/hx0bhF44UXJHXY2F4omxXQe/fd8v9ddwmIDBm83bs3s16xmADEp5+uf92yZNy7dkl1qmE030+Q83z1aj04bRYXLwr79uCDt1163DQaK4xej/hOxvM9Ew2eQNHfUKfpIqhMRtH2KJ5fbZETMhjK9TDyRRJTa9izG+Rck2xhnb03LtG9MMe52ADdwQbX2wdr5faGqpThmwx4a8yYLYzb3VxJ9HJgY4KhjVmU44qOq9JsuIxB3Hfoc1aqlWu/u/iXLKkUI84iRSPGfneOLA6j8T4OlafwlcGk3U57kGe3M89fZ47wUmK7aIG0psdbxwp8piuGp6ElAUox4i5LU+sIK7HdXaKgYsxbLbXltWbEWyYTlLgQ72fJbqHdz1cZuVCjhKnwWxIsHe/i4k+3cvU9Lbz8fcN8/pEj/O+vfAUCjbFhYZQN5oIe3nTqCmt+BrMUMGt38K8f+SAfeM/P8mPv/CgvtB7g+MwYdsHBLPscnbvCudQIhhtU2EeN8jSGG3BgeYLr8W6uxXtYMVIcXr6KqhjEGk5Fa+UHGGjivXkuvzmFl1KYKxa+Z+C5JqpsYJYUgQ1Lb3QpdBsEpsFcvIO459BZXK8ZhCrFaGKAt62eZm9phr2lWfrcVa5aXVyyexhLDLAQa6HUHWN1V4x8r8lyIsv9i5fIGwnGR7pZH4mhU3EwDG7EOxlx6kGdCu0iIj04be1xqDxNSdmMxvp4rONd1RZNE/FOfnX7+6uMjyqKvcimptWh31b4YFs5v6pQwtiQbgzVBvCN95utGKrwem/2/6YG1Mbmv6NVi41ar/D96OuhmN73xST1JizXHcB1O9HaKozW88+LbujYsdd3srnnnlrD6a98RV6Lrv/8eQEGzZzHG+NmJapDQ82rGKNx7JgAjBDgRB3uJyfhbW8T4Dk8LMdjcFDG73liWBoEzZk0wxDh+I4d8H3ft3W1Y9gA+7nnaq1vzp2Tsd9u+iuVkp+FhZpe69AhWUdjbN8ugC56vN/4Rtm3IBDg3OxYJZNyLJ99tvZayGqWSiK2vxkgvx2/rRdfFN3XoUM3X+52opF5vBN/RxG5aTcyXXWL6frJKEw3RvVTFUCh/QBcj87iKn9w5Q/5wtXf4bHZz4MXcMPsEGDmBwSJGG5nGr+rhaAtI9qmliTZpGbZyoDv4weKC1YvucDiYHGKVidX6X8XMGe10uuv89jiEwxXKtd6/Q1+Y+mvuNuZrjo2JXyH0Vgfzyb38FBhjF5vHUdZfD25D4KAVZUgFTj0e6skA4cJu6NeSF25V6W0Q8GoMLhKscNZYEPFWbRb6u5rB50ZNowECc/hstUFQcAVu5td5Tkx8tQaVXIx8mVU2cePg2pz8DIBbkYzn27jv93/AD/7P75OalLRcsnggRPXOZvdQTJfll6FWk5dwUvSvbRO4Bgsqgx//vx/5CtP/TL/59hf0ZdbQvlagJTrowLNrtUpFo0MhSDB1XgPPfkVxmL93LN8GdtxKsL2QPo3GgqFxpxKkLkOsRUDbzEBCxVdlyP9FO2kS6lTWK7AMrie6qXL22DQXWavM8ted57d7gIvpXfiYXAp0cd1u5MAhfJ8rOU89rqDCjTxDZ83fXuM2EaZL6eP4BTg+IkrtFx3pHIxbuMaNjY18FON8LpUimG9zg53iXOJQVbsLBgGs+luPrTjn/Cu/R/lw7t/mlmVrWmzyo4UHEUNTaPrjv4fNsd23FqT7OoYIqyWaW62eAgjZKiin4uyVdXXQ8DXkGJs9OKK/t/403gtb8W2cQdw3TquXRN2KXRuv12PJJDJequWOI3R3i5Aw7KEMQpP9OioTO5bMSWN8fzz8IM/uDW7Fo+Lfml8fOsU4xveIKm9RiG7UtJIOh4XwDQ0JKzY/LyAkkOHZJlCQcbx/PPyt+NIm55/+S/hH/wDYZ9Mc2sbhbAB9uQk/It/AR/4wK3Tbo1x8KAAy5dequm1msWJE5td3ZWS7TcyWI2RyQhjFvarzGREeD87e3OQ9MorAlK3Au2eV+tB2QwkvpbI57cW7b+WyOVe3/V9t0dlclCmtPAJo9FFvulkFAKxampPlvvppacYcgUItQUFPrrw13WsR2AbFPpiOK0xgrgwBPuXxhnz2qRazQ/EosL1WFNJzscHyGiHg+VpbO1RVhYtQZkhb6U6UZho+vwNFs0MvobReD/j8W52Owtk/CJPJfZwtDzBGau/xoYYBgtmhvtK17lud27eT6Vo93IsW5XryQ/Y5cyzaiRZMtOyjGEQD1zuLk0wFuth1UpjKI1vShagbNjiUh+4tfUaBn4mhgogeSZJctbELCniK4rSaiufOvYw//zZLzE0u0LeTzHaNsSO8iyBqXDTBoENy24rQ8uLGE7Ar5/7FN3lNUw0g4UlPn7+T5k3slUAtW1tlqJvsRLL0ubkWDSy2J6LpxUn09vZn5+kxc2LDxZAoDl8dob1yQ4ysz5tlwPazhlYOYVRVigNZknhzyRRAcQClz35KUkRWgb7SzMUzAQ/N/UEv3f9T/l3058l6xdpdzfqQYDnY5RchmYWeGD0Cld0Dwt+GuV6LOoUi8U499wYxY8ZlAZb8LtapIIwdIQ3DEnzmiZJ5XPInWbdSnIp0Y9OJdDppNiYmGalT6OD2igIoxV9kNgitqpErHvoqFSHK9NAhTqwxhY+jdHYjDr6u2qIGmkx1Kw5tYowY1Xdrll7L5Juv524A7i2isVFYbUsSxiZV9t8GSQd1WgDcat4xztkIvvmN4UFse2bt/eJxsSEaJ3i8XpLg2Zx7NjNnd8ffljE8QcP1ruSZzIiWG9rg7/5G0mxPvCAANIjR+QGuySGiQwMCKB55zvF3TybrYEZrevZoTCuXhWgcf/9Iqj/wR8UpucWX9q6z4c9/n7hF2QsWwEb368VGjSGbcsxChtFbxVtbcJkvfSSpFTHxgRMdXfXp2bDuH5dPtOsRyTUzEwffbS5men/KrGVMe2daIj6ay90jQfqJgsV9fKJ3sjDiDSbDieiXn+jKlI2gKGK2WhfrMxkzyAq0KQnSyRmcpjLOdqKa2zoGEGgazqxKIOgNVNWG+dj/exwl7i/OM6x0nWWjVS1ci0AFswMf5vew5zdxn5nlhF3mQuxPsbjPQwFa3wruYttwWq4Y7T4RTr9PE8n9zDsNjxkVfaz119nvtJzcbc7z5KZlobcle9uV5Bjh7vIqcQwrrLYVZrlSqynbj1j8T52eYti5plOUOrPkBuO4yUUdh5ia5Bc1CSWxJphPZ3kj/7ZcX715U8xk2nHTxjkeywW7rVZ3m8SWOLuLmlDn+HiovQURIDnQHmFdSOF0pq+3CLaDZi3WzGKHv1ri8xbWSbsTkbyCyhfczYxTFdpnd7yCoFlYLg+LbkCfs4ktuaRWHLJzPik5hRWCQxHs3tinjc+PcEbXrnGyMo8V9J9XEoPcik9yNdbDvEb1/4rw+UlEam7y/wfS99gwFuTVjyVc6qCgIPrN7A8n1M9O/BiMbRZuS49n5y2uaQ7OT57EZ2FlYNZnM4MpOIE2TRBq7Cj2/UqfVaRs227WE22VsXtOmYLeHe9GivVjO1psHmo64kYuRbqgI6qCNTDz8VjELOr7a02pQ630mSFDNamtGGwNbtVG2htfEo1pBwj7zUu3yTuAK7GCFvyLC1JymdoSA7m2NjNU0TN4rWmHb//+2ViXlqSn9tBz54nZqVh2m1o6OZVf+Ey99wjTE4jI6YUfPzjwrA1upIPDwuYfOQR+LVfkxTj3r0ClN7wBtFBGYbov37lV+CP/1iE41HW6w1vEJbk3Ln67b773aJpCwLZn9/8TVn2mWdubSwafj7s8Xf9Ovzcz239uW9/W/bfNJt7i7W2SoHClSv1BrCN0dUl4ONP/qTWFmjHDmFHo5HPC/u1laXDtWsCGF+NmentxC10Ba8pVldf/QPI92qEOpbK/SAU/6pmvde2elqOTF4KmZQWzXSdO/u8KQ802VKOfNnEXNzAWlgX/YwfMOSuMGW01rMCoRBZ17/W663R5ecY8VY4ER9itlK5Nme28OnsfewrzbDTXeSi3cuVeC8oxV5njnG7i1mrlZKyGPRWyfhF+r01Lsd7WbXSJLVLzHfqUjG29nAxQWv2lmaYN7KsmjX2dLuzSNx3GI33E3ppWQa4drxuYg7SSdYzraQ6DHI7suQGY5TaDFSgMYsaq6CJr2lMR2N4kJyDHU+V+Oibf5KfPvllMislxu0Bjl6cxCqBVUJSf1oT81wW7WydKHzJzrCjOEeHs07CKzNld4CvMRyxZVC+pmDEyfjFKvC5muwFw2D36iRmyQMvwCx5mEUPq+DRtbjGsUvXOHr5Okev3mA1luVi6wijrcNczfajtYHypE0OfkCXt1EHAofcZc6lhzngzaGTcTpVkYPlGUbbRhjbO8DMGyw2tsUJEpKpUb7oAr1AccoY4J6LY/RfW2UqaGUkP4dyXLKlDQ7nJ1hQKcbNTvBDoO6jcgWMjbyArShLGzJT4f+wycxU3ooAlmgBSWRdVUCmdUXjWAFqprGZ4dqqZU8zvVd1G8Hm38EWacFmDHT4+s3YtkpYt1zieyW0FmPS0C+rESxFUferidCm4dVMeCdOSNXiPfeIsemzzwrAuVl14nPPifYoGmFKs71968+FgvYTJ4RRiRp/Rqv9Gl3J77pLQNq+ffB7vwe///u197q6ZELO5+E//AdhqCxLNE/Dw+IOXyiI+WnYvzD02Lp4sb5H18WLwjY98oikORcXBdw1i8VFAVvRMV+7JqCusXeh1rVelfv3C6BsFNRDLW361a+KGWyz8H0B5O95jywXmro2bi+0o2gWp08Ls3nvvc3f/07i/PmtzXpfa0S1C3di61DUnsYjk0ddNVOUzWp8Pfp36PRdWd9fZO7jPfkT9HtrTNrtfLLjzei4jSoEtXROZb3bywtcM9s3b0sp+txVHpv7K4a8FRbMLM+kdnPJ7uVqrJsYPufig3xZe9ywO3hrfpSsdrga7xaQVBnjNneJBStL3hSR/pzdxi5nnn2lWZ5MH6juxqVYL4ecac5Zg9Wx7HQWuRjr5U2FMX5i7TkGvFWxJOh6N51BnkmrnTUzVWUzdjoLjCd6q+PXhkIn4uiExXh2iD16khutnagAUosBhqsxPI2bMlAasYvQMHRxnZZiwErc5M97H+Unz32VP9/7VhK2J82hYxB4inm7lUcXz/CHgz/AB2aeYri8xKLdwu8Pvx0fxZtWRnmi83gtVQioSCpt3mqh211nPt6GjpvM0k5rKceHp7/MF7ruZffKBKbSaNNgobedp941RGzVIntNExhgexqzJPugfE2Lm2egsIgONFN2O0PuMgaVykC7A60UE619/EDxPCey2zkb7ACtSC64ZK/FMMtaNGphVK4T5SsuqG52TU+zoZLEfYc9+SkcbVSrUqusaOP1ejNSIBTCN9wvov/rxmPXZNmwwER5Au7qUpHRykWo10tW2/v4QITRahx7s++kYcpnwuWa7W912YYxNIk7DBfIhPT88wIi7r23+URymznaTXHo0GYW52YR2jd86EPCdsTjAhby+ZqQuzHGxoTZagR1Bw7UW03cLI4dk8rGaIpx3756z5Vt24T9C9mwN71JWKrdu8UiIhzbyZNSpfcLvyAVg+97n1QBvvAC/OEf1vRwHR0ibv/LvxQQ1mybUSf0o0dl+cZKS63hr/9a1nPgQH2Pr337ZNuNdhMnT9YqHpPJzc26o3HXXZKebabH01qqKh99VMDZjh3CxoGcu1AH9+KLknrdVGmjvzMz09uJcvnm7aheS9wBW7cf0evRbNB/NFggAJvvNaEWKgK2eoMNTieGeaz37/GuPT/Ph/Z8iEUrS7xcwtGq1q/OD4i5DjHfJW8k6tddYbZ+be7zVVF8j7/OQ4XLPJ/axWisjwDFmNVFGZOH8mPY2uPz2aPsL89Wx9vnrlJWFitGqjr+uPZIBQ6X7W66vI26/Zy02iW1WEmTKjQHnJkq2BIPp2U+vvA5Ltq9rBlJ+WxFEB/XHuUKI6Zti6AtTZCJ4WViuBmLiZZuBguLJBc90lMlkrMlEgsl0lMl7A0fN6kwfM3uxSkmdBdWzkW7mj/rfYQfu/QUy2aWYW+G1cMeq7tj9Kh1luNZZmJtfGjvh3nn3R/jnz7wLxh0lsk4Rb7Wcoi7169ihAJsPwAvqFpdLBlpOr0cfkscbSgGcwv0F5bZW5jhwMYkM1Ybl+L9XEoOMNXWhdntYBxax0sqVACGD4bjs2ttmv0bE2TcEhfTQ1xKDvArg+9hqlIZOGe18FjPD9NdWmVobZYrQTvlIqhK5WZ8Nk/nmRzpSbHOoJFhrTBXV1Qn3c4qP7h+hgm7QypHwwiBZAjmG5tZR1v3hMs3XM/VnohaV7sv1Jmbhp+vVCZG0/CqkmKss4mIjL+2kQaWqg5gNVYqNkkHhuBqU59FXUvBhxW2rwIbfG8zXDduyER64MDNGYCFhVcv2g4jkbh5OqpxPPm8MDiWJUzJSy+Jnmn37hrgGRmpMUKFgrBJW6U7YzERrTdrKdMYQ0OiPXr6aQEjTzwhKbrQyPSJJ2pVi+fPy7KPPioi8O5ueb+jQ1J5H/5w/bp37pSfjQ1pw/PZz4pe7QMfEM3S5cuynv/8n8Wn6+LF5k7oQ0NyLr75TQHHKyvScPvIEdGKvf3ttTHv2gW/9Vtij2EY9WxfqSRA63bj+HHxwnrjG+uP5TPPiK9XCHZD7dvYmIDtkydrqclUqn6dYXHBm950x1/ruz1MszZBGUbtqTh8SImmkKMWHlEQFn4OaNclxuxutgWrUplXLLOkUhwrXeel+PbaurRmjzPHufhA/XiUos9ZpU0XGfRWq0/eBtDtb+Apk35vDUsHHHZmuBTrRSuDKauNPY741I24S2yYSWL4dZOyRcB+Z5ZTCZFj7CjP43sGK5YUrqxZaQ7mp/nlxS8w6K2yaGb4t13vroItABPo9nPE8PFUzRJge3mRa/EumYhNgyATx22N48cNtKEotxgs7GzlvgvjbBQyGI5fPcYGYPgaFSj2z08wpdoxSl6VjdJK8aneh3jf5ed5cV83Dx8Z4/8btRnb3cu7Tk3xcna3rE9rts9PMa9acLRByYhxNjHEXRvXuJAaJO2XWbIy1Uk7oxz6WCe5dIlcEGNWZZlJtHIuNcTn2o5zsDjNVKKTVTNLfNkl+0ySje0QV9BSKrBjZZ7YRsBEsgvPMlBFF1Wp9pszW/nZwR+nw8/jYXCkMMG5+ADnE5INObw+ybnkEIFlosoOpu8TpOMEtomKWcJYOTURP/jsc2ZZ6u7kmda7GMlvMKY75fBvBSzC6zUEYs2Yo8hn61heswaoogUkSmt0IoayLVTZEcuFCPDSQSD9DitpSK21fMeiDFf0mXAro9Nm7Fb0/+j+hL/DL8trIGG+NwHX8rIwP0NDt9dS5dq12xeuv9aYnBTm6MgRSW2CgLVMRlJlXV0CDj/0IQETw8MCXGZmZJLfKkLh9wMP3N44GlOMzdi5sALvj/9YgOrRo6JNeuklGesf/dHW689m4b3vlYv1S18S4X1bm6TrSiXRS33kI7LOe+7ZDFLC4/LAA/AHfyBg8sd/vOZPFgLCMCYmBBzedZcAyYcflvcbAXb4JHYz5uaRRyQF+ta3ynLPPSfjjFZ7ho20tRYAvbwsyzb2PZydlUrRt7zlfy5b5DivrrL2TrzO0SBFCEFT9eYd9QFSm4AVsGlSaPcLXI934dsxzFJFK+MHLBtputwNgkSt+0GPv8G8la2b9Ha5C2SCMklcVmJZJq02BitgJwCmrVZGvGWOF6/xdHovtvZxTBvb8ymbMUaNfjJ+iXfkz7JmpvhK5pAwDYHG0AGHy1OcTIxUxzse72FPeQ5fmazb8n3+ibXnqtWPXX6Ojy59SZgvL5Ies9rp8nOk3GVmrFbWzBQJ7VA04+iYTZCKU+pJ4WZNDFdLGtBWxNZgwuvnwPINrti9KE8mWm2bmGUf17HZvTTNt9J7MVyvdoyVIojF+OSe7+OfPfU4c+dbyLbEWHRTeDGTjnSe/3D2kwwXFlg3k/xf2z9IgKK/uMRMrJ2T6e0cKE7R6heYt1ro9HJgKjYSaZ5sPcyBjRuMxXvBDzB9j6CCCM4nBtnhLJDyHabsHlqumexaWSQeuGzEkpzp2048HWDlfeLL5QrIqFXNlZXFgLtCUcW4kujFNazq/lxIDnCgNMX5xGCVLTIKChWz0EpJxV9FF9Xp5egL1hnt3c31h7tI53q578XrHFmfoRwt5IiCkaif1qZLvx541bFUDen1RhYLQAVigKoqzFn4jair6A2/P55X61jQaHa6la4rHGPjvT8EZ9HtNEa4rXB7WzndN8T3VkrRcYQhmp0VpiJkiW4VWt8+S9QsBgfFjHSrmJoScXyz5sUHD4ouCYS5CUXsN24Iu5RK3XzCjj55vJoIU4xbGaWOjUlj6wcfFPbmJ39ShOM/+qMCBG+1PaWE4fq5n5P9/shHBGju2SPvvelNwno9//xm+4rTpwUQ3n23jGF6euvtDA/LfoyNCeg6fVoqKxurBLdtk2O6VYR+XG98ozBy3/62jDVqLhuG1sJSFgrC0DWatb5eZqa3E/8z9Ft34rVFY9qwQUu16f9wOaj7DvfqHHPJTvADdBCZfBsFvUFAt7fOgpEh7jvsL8/wcOESab/EuorzfHInF+P9/Grv32PSlrTUjNXKV9MHOVSe5mvpgyyaGTJBmR5vTUT5lYmpbFhciAuLcqg0RdxzUFpzV2mCU4mR2pgrMRbrYcBdIeWVINCbrCaGvBU+3XI/C2a2rq3MDbuT0cQAae3wA/nz5M1EldlyupO4GVmL0hqrqLHzAa1XPayFAKPkEyuWRWTuBRgFB3xNd7DGbLqjNsbIsdWiyecv+9/Cz37pa8RmNUfGx3k2foDfee6PGS4sYKJp9Qs8NvUZ5lKdxIyAfWUxHPWVyT3F65TjSS62jnApPcSM0YZRdnEDg5gr2Y5tpQWuxbqqoGXc7iLlFfmh6Re4a2qcZaedC+0jXOvsQRtQajPwUiaBFdED+pK+2+vMkdIuZxODjMe6aPUKZFwR6vtaCh0GneVa659Kr0XlCktmoDlQnsbG51x6hFyf3NMc4gTA2fQIR5wp4qoJqIoysY3XbEM6sVHDpRveq3u/0mtU5YqSGgdhsCwLZRiii/T9iimqKf+H4EcH9f5cjT544evh75vdg7f6zjYCuzDC7W8R3xsMl9YyQQaBaIdeSwVYsbi5WfTtxsCAsD/NXOJnZsTHqtELKhphU+qooDwIpDR/ehp++ZfhU58SwLBtG/zO79T7N3meVNCFburJpAC1dFp+ksnmx6QxxRiClCCQNGuYxvzbv4VPf1r2MZkUgPjVr4pJ6u0Aivvuk2rEpSX42MdEvP7lL4slBMjrzz8vQDmdFrPSXE4Ap1KSpvzGNwTANNMq7dwpx251VSogmx3r3l4Z/1Z+Z7t3CyC87z45nrOzNdZqK3C5uir6ta9/XY4FiJZrYOD189e6Vbjua39QuBOvT0RBU+ME5fubv3sN1V3R19PaIa9iotEKAkJPLoKAniDHgpmtfn6vN8+CkeGgM8NQxcX9bHyAZTNT1ZMFmQQzRheP9fwIHV6eKVOYpOPFa4w4S4zZ3YCmIygyGuuraFh8DjoznIoPMRrrY68zx5C7zLHyBI9nj4lnU6MWRilG4/0cLk8xFutl0mqvNjr2gUUzw98mdzFrtXApHikOqqxn2mqjJShSNuPs9xeYjfdwrSOLl1BYJRGV2+sOMUOhfI1ZdLlidnFgY4ILqSEBKIFB/8Yi4zu76d7YQK9ZAjqqxpry28kqDi9e5kMP/jPeNf4Sc2YLV9q66S+tYFRSngYwXFpijzeLMjWt2uFEy04KbWnKpQxeyWJ7bo7rsa4qIL5qdrK/OMNocoCEX6aEhfJ8RrwlEvjkzQTPZPYxUliBVUXC0jgZUAHYhQCzFIACbQo4adcFBsvLXIz3yimvMC1X7G4OlacZU704ls2SkWZXeY6UKlGwEtX2UTqdpCPr0uuucDE1KFjBMrFyLl1nNGbRw8i7BFbAqZad7PCWmTFapIDBq1jqhNd0I8MVSRNusn+oWyxyjTdjiqKAOAgEdMXsKgjTpiE2EX4gaUgDCLaoXmyaUozoscLfW7FbDanR+nFGGa+t8cV3J8MV9WLavVvE1IcOyWT5asHWzIwwOMXiq9P83E7Mzcn6owCg2QltbZXX9+ypv2Fv2yYg8DPR2/OIAAAgAElEQVSfEd1UEMjvj31MNEfhz0MPCctx/LjonnbuFGamVBKQdvKkgImXXxYdVfj3yy+LmD2dhv/23+Av/kJe+8QnZPsvvyzNsX1fjlFXlwCKoSH45Cfh3/07YZNu4rxbjd27ZbkPf1hShKOjwnpduiRjDfswrq4KAOzurn1JstlaA+ytmMR9+wSkwc3Zxq0i3NbYmBz3Awe2bnRtWXLcdu6UY3/1qgDjb3zj9TUzvRPfcSil2pRSn1FKjSqlLiilHlRKdSilvqqUGqv8bo8s/6+VUpeVUheVUm+/9RZ0rUReR/4Om/ZC7bWwiW/lSboqKva8qrh42FvhhmqpunariDC4zcszbnbQ5uU54MxwtDTBAWcWD4MnU/sZjfWxTLI6eWnbItPts99comzGOB/rZ404Q6VFLlpdnI0PMOIts6c8RwGrOuYjpUnOxgQUeRjMm1n2OPP8dfow+0oz9DvLm/U7lQfFs7EB9pdn+PWuWhuYNSPFL/a+l15/g2mrbfMkBwx6K0zFO5lLtHG+awfF1hj712+Q3j3L8t/P46XE/sHKOZgbZZQjKaY1I0Grm6syQj25FTaKWQxPE9gRLV3IcJkGe41rnHyoiws9w6xYGTrKG/zw3Iusm4k6P7LJWAeXjR7GrB5eTOzgwNp1rFwZe81h1s+yoWPs3Zis258AMAKfvcVZskGRfeVZ5u1WLib6mbTb2VAJRlNDHFu5SqLsYJbls35MsbbDptibENPT4hRJz+FscghXWTKTa10FGudi/RxwZjAq192VeC+7nfkq+LO0z+GNa/imwbn2HfipJDoRB8vEXC8Tn8thrRXB8zBcDx1oLrRsp90s02OXxIOrulNRD6taMUhjRW40jdg0DFUH0DY9eGgt12AI9gxDCgIcd/O6oqL5TYamEfDVrPtD4/UXiuMbmrhjVq6fsPggNGK9SXrxu5PhClNvQSA6mX/7b+H9739t65qYENH6889/Z4ArkagHbQsLAnYaLQRCvVZjHD0Kjz0mvlejo5Ky+uIXZVK/fLn+KXp0tGbY2dEhy+zaJcvt3i1jSCbFcuJ24/hxORahxcLhw9LK52Mfq3l/dXZKgcDKCvzu70pF4s/8jIjZb6cC78tfFmBk2yJE7++X37t3i3Gq68p6jh8XbdTjjwtT9+CDAsoefFAAWrQCMRrZrOx3T490D2hmA3GzuHFDthPq+c6cEdAcfdIDEea/8IKkV0EYuf/6X+EnfuLv1sy0WHz9qxO/++I/AV/SWr9XKRUDUsAvAV/XWv+mUuoXgV8EPqqUOgj8A+AQMAB8TSm1V2t90ycKHZkI627GDSkVHZn4m6UrYraBG09DsRzRsVCd8EwF7UGBHyhcYM1I8LXkPmbCnoWauif8Dj9H39osc0E3o3YvyijJhGIYZHSJSUM+N2Z188bCZbJBJ4YK2OMtciXeg69Ct++AXmeVCasNreF8fIB2d4OD5WkmrXbWVYMGUylOxYc4Wp7gtzvfTsGIUzBitHgFktqp9VisLBsyZNmgxJTZBbaF0xpjrS3NeHcH9x49ydDZRdjoYD5oEcbKqwHXabudQ/lJ1pMJ9jmzXGwZIrZaJlZy0VlD2CK3di52unNcjPfRN7pC39IKPzD/bZ7N7me4tMAX2o7x0MZFhpxlJmMd/OrAe4RprMQ5q4/vn/42r2R2orTHspmmFLO4qzjBmfggWik8bfCTC99kzUxxKjnC5VgvoFB+ULGr0HgoTie3cWB2ghsd3cx1t+LHFYV+Td9ijkOlScbSA7ierlo06MbUmFKciQ1wpDjBqaSkeEdTg+wrz7OhE2T9EufTgwSFONgapyeDlzJJzBUwNkqSfgw0U2Ybg+UlFNKiZzzRS5+3xnZ3gWs02A3dRCwfBVKNzvLV94IKQ1VZRsGmh3WttRQMRLfXuK6Q5SKSSgyZp2a9ETcZnzasV1dAVCPDFbK3OgKybuF+/90JuBpTb6Ojot05fPi1G0p+pwzXwYMCBO69V1JkV682F7JPTNRSf43x1rcKWBgYqLdL2LevBjBD5uvYMWFalpZqjZxDr66ttEe3iuFhYXjm58Xy4ed/vt5tfMcOAaZ9fcIm/cIviMg8lxOw1Np6cz2RW/EOOn5cxl0uy3n74hdrpq49PQIiw96SuRx8/vPCpHV2yr4tLwsYfPOb6xuAP/ecgLInn5Rq0MXF+pY/Fy9KerK9XVi9MO2aSgmIXFur9wA7ckQ0bomErC+brRmuhiD06afhp35KGK6f/3l5/atfvf2+kN9JXLgg6ejXO0ql74qqSqVUC/Aw8I8BtNYO4CilfgR4tLLYJ4GngI8CPwL8hda6DIwrpS4D9wPPbbmR8N4bAVqb2vlEXq9PsfiVNiLSzmSXt8iNWCftutKTThloNBm/yD53njeVrvC15H7GrQ6eTexmzUxuYsxb/QKD/jpLRorz8T4oGyi3VGU+RsqLTFqViTQIMHTAopnhgt3HO3JnGI31Sb/Dyv31gDPDVbuLohHjiDvDGbufFTvLSpBmyF1h0F3mUrwPX6vqvdfQARpFv7/Gs7b4/vXqNeI6ImCvHRT6/TVm4h1o28JrS+FlTAq9Bl4S/vaVo7Rc1fSX1ji4ch3Pkb6KKtACYIApq5WDxSnWzKQcNtfHKHiYplMV1GMYbC8v0E8OLsID0xcxXJ/fGvl7tBY3+GzrcX5g5RR/1XYPl+O9XKpUAUbH6iuTZSNFV3mN1Zh8PwpWgqtWH+9fepHzqSGuxLtZKmZFxK6pByUBaAJU2cOI21xMDDGyvoAdc5nKdPDGFyZwCjHOprdh5MuAu4mhix63AIPReD8HnRnOxwfACxhwlpmx2xlN9EOgUa6Pn4qxvi3O+i4YeDZJouAIkAsCiliktCOtCD2fIGEz0TVIa5Bn/8QEo1YX+KqejWo2psprzdKM1Wt+C2aoUetVx5RF1intswyU50n5RxABUrdjkBode2TM1b+jv8OHqHA14evmTdKOfLcCrigAMQyxF9i7t6bjMk2ZLG9H2xIeyFLp/2fvveMkO8863+97UqXOOU33xJ6ssaRRsGRZMmCzOGEbFgNLWGxjzC7pYvZylw0Ml2WXcNew9+4SFlhjA2Kxd23LQbZxkC1baSTNjDSamZ6ePJ1zqnjSu388dapOVXdPUAAuO8/nU5/urj51wntOnfd3fs/v+T2vjC24ckX0PFevilj/q1/deLlo/zaK9nYBT69/fe379fYNn/qUpNeCQI778GFZrq1NQOPUlDBBUTQ0yHLXA6MXLghb87GPSVXh2tr69i6ZjKT7zp2r9od84gkZv337BJCl0zL+8SeJiH1bXRXmas8eEc5PT8u+bd0q/x8fl32P9GcHDlRB0MKCbLepSVKTx49XQdrUlOzztm0yHk88Idt66KHqPtxxh1wjBw+K4D2XE/D24osCXgYH4ROfEObN86SQwvPgox8VINvVJXqte++VbX/847L87Gx1GxcvitA/KoR4LSMIagHnqxWzsy9fz/j3K7YDc8BHlVKHgOeBnwe6tdZTAFrrKaVUdLD9wNOxz4+X36sJpdQHgQ8CJI2G2pu9UX2ar3kvnq6INCSRnkQZGDok9AKS/hr5UFJI3cEqDxbOc9luQwH/ufEBlFLs8OYEbCnxLFJK0RAWGfSXWDZSnLK7ZYKqPJSWtxuGZMIiV+22GOMzxwW7kx53iWedQSxCdhWmOOd0MezOMGa1UDDkPjpqdjDszlTAyLjdigpDhkszlAyHy1YbmbDEdn+Bk8l+DB1yqDjGC4kB5swGXlcaW8fSgIDEyXQHYUuGUnuCQqsJGtpGAqy8vEoFg7NOL4kwz978BKFWnEv2oIEVM81b1l7iky13C3MTaFQYYBY8trgLJIMSjW6eRl3iG62H2Lk6zXyYYTLVypTRTFOwghH4/E3zQd4/9w3Sgcs5u7u6j7EJNqccVnWCgeICCk0mdMlbCf665W72FycwCbmc6mKoNM+lZCe6rDmT864FdBkaVfAwgcuN3WwtTnLf7Gk+/qb7yFwwacznN0y7RuuIR8mwGTdbeFNuhDGzhcdSu9ntzuCEPq6yRUCvNaUWRanbw2swSZgmCq9O/C4/tWmSHUgw25WiFFrcdmWEl4wewmjuKF9TWmsRssfWsZGeSwfhuocRXXdsyjSr1g+x0GFYm8ILQ0l1GjbK9aqgKy5wrxfR1zSV3wRshVqAVDQWUYqxnq2+gWrFf5iAayP/qGSyCjx8X9JBXvkJYf/+je0HxsaqeptooF9uvOMdYi+htYCvd7zj5gxRQcDKz/2cpKvizun1VgjxOHtWAEpHhwCWiOWJx9qasG9x+nbbttrUptYCEp5/Hn7lV4ThGB+X9d17b3VsDhyQ/bv3XvHKesMb5PdnnxUQ8uCDwhR9/esC8Pbvl/Px3HNSCTg+LmBnyxYpBAgCAWqplGjx7rpLwNupUwIUH39c9u3gQQFgVrkk+hOfkPX89V8LgJueri0oSCTks5OTtYxife/EXK7qv6WU6L8OHpS0p+PIz337xFds717xAevulpTqj/1YrQN/FKOjrxzA/13GwsJrw5z97YcF3AH8rNb6GaXUf0LSh5vFRjeAdY+zWuv/CvxXgGa7q5xHKd/Yb6D9R80GbRssi+25cc4bbfQHKzQHee4PLjBvNvKi3cvRxFaG/VkCZbLfm+a5xBBNYYEVlSQdugz5C+RMaU5NlKqRHa32E0Xc4q/YtTIDMwzwlEl3uMbx5CBoTSL0eFf2BM+ktpE1q6x/ybBZM5J0+GvMW42iEzMMzjo9pEOXN+XPUlQ2T2WE1QqVKUJ6dxJXWRxLDLLFXWDMLlcQGopub4WZRGsZbCXx0wbagsaJgNRsCcMNymnEEDwfV5uMOD1Yoc9wYRLQaBR/03iAne4si2ED7f4sO4szqEBzpaEbN5XgwMIlxlUHe1eucrZpgO5wgTnVAJ7P+UQXOwsznEt0czS1nQPFce7IXeJYZts6gJPyS5j4DHqLnE72cTYhhQZKw6nUAPsL41ihT1p50vjZSUCxJF5qOvYqn59985dZ7GriM4cOs8e7wMXGXSIUjz8cb/C56JymwxJbvEWu2m1iFqsUZxM9HCyMcTIzhApCjKJP09UAZ9XCzm6ghwp1lcjxAhIrAVZJU8LmxcxWDq5e4rzZQUFXiYLNtFrr9FzXAVs4dlk/FVQ+R6jR8a9dORWpQFK8jg0JR/y7lF7/MFP/+2ZVhUoJ87tRC6514n59QxYRrxhwKaVM4DlgQmv9dqVUG/DXwFbgMvADWuul8rL/Eng/EAA/p7X+8ivd/oZRD0AiEX0cgEVC9TCUZQtSRsvu3dUecdPTVY3VKy3fv1abnBuJy5elytFxBAyNjgpw8LxatiX+M+oPaFnCIH3pS3KsxeLGWqL4MT72mKTcovibv5HP/eqvVl3ho2P53d8VzVSUpjx+XNaVTMJ/+k/CcoWhvH/smKRGe3vlS/TYY8KcNTbKOt74RgFBL7wgHlV9McPGiJm67z5hiWZm5LNdXQKu8nlJZ27dKudtYUFSuFNTVaD7r/5V9dq48074nd8Rhiza9yilCTKO3/62gNz48W7k4TU4KID0wAE5pnvvFYZvYEC2G489e+Q43vjG184jK5sVAPpaxLVY2P9/xTgwrrV+pvz3/0AA14xSqrfMbvUCs7Hlt8Q+PwBcw5OkHBt5AcXfi1p/xZ/CTYVKJWVizRdI+0UO6yu8sXSRLyb38GhyL4FhsyuYq9zg24IcS0aaKbOJg+4kgTLIK4czTi+qjompYSDK76eVL+nC8t893jJZM0VKu6ypRGUi7wtX+WZ6mNYwz6C7IIwYgBJbiT3uFCsqiafMymd6/WXOlJ3r95cmuWi2UbCSlLTBRbuD78qdYbSxmy4vK07ylrBmrRR5qW8rpdYEYUJhZwPsLDgrHma2BEFZ01PuCRjtu69MztrdtAY5/snK01x12jEUPJPZwajVRejA+WQPfmOa292LBLZJEBicTm9Ba4M2b43FTAbCkFAbmGWZXqe/ymebXse+4iR35y5wNC3SgH53gcawRJe7wlcb9jGS7GNPYZKkUaRoJirsladNAu3Q4mX5txf/mg5vjXGnjSM972barvYmbQlz9OVXGWnbwmpjhlLB4Lyzi3uvXOBq0IVfb6NQHv/YCWabOwdaV0xvB7xFurwVZq0mLtid7CjOcCHdi3J9EksehmehfGFztKFQWiyFJuwWDhcuMxr2ooolklMmYVruW9qxOZkeZDg3wZyRYUlV09gRu7rO1HSjfWd9il2HYUUQX/+/GlATVrVhKgjAN8pM1wbVk7HxEUG8Ian76HdiFisRIIyTLfXMV6Ttir7em9lFlOPVYLh+HjgDRKKg/4tXUXD6qkRcRB81YX7pJTkZnieTZQRSjh4VQbvnCZsRDfTx48LcvNyJZnCwynApJX9HBqfx2Og9zxPm5b77ZN+gynKlUlW2JZ0WsGjb8rKs9UDR84R1uesumfg367MYgQ4QVuvxx6URdbzJc1+fvO6/v7YX46FDApgOHxYwc+WKNOQ+dEjGf21N9l1r0WnNzcn+rKxQaVrd0lILtqK4/345R1u3CpPU3S3n8pvfFEZubk40X5Yleq442KkHukrBhz8shQhHjhCVyuP78mV9/HEBh9cLzxPw98ADIo5/3/vkXH/ykwJU3/Y2Abwg4/O5z8n+f/3rAipfC/AyMrLebPVW1ITWelopNaaU2q21Pgt8J3C6/Ppx4DfLPx8pf+SzwMNKqY8g97BdwNHrbGVjvUi9J9BGN+kgpK24zA8sP8u00cDTziCfSR4Qq4ZoMgigPciyYGboDVY553Sz15umz1/mS6m9NdVi6/YsDCuga6s3z2WrtQaUdeocoVacSvSzszQNwKA7z5qRYMnMsGRmaA7yHChNMuJ0iyM8MJLo42BxnJOJfgw0+0sTXLQ6Kn0WZ40WtpVmcfxFRu1utFJcSHSxy53hnNPNgdIkLxkDdOosc80dlFoTaEth5UPs5RJGyRftVVlnpGImoIQhW9wFUlom6l3FaX6/9U2EKHYEC9yXPccXjRR+CJatuD84yZzZwkhDH8r10YZBsyqwbDdU1x2GXLXbGCzNMWk10+ct81xqK/cULvK+xcd5MrWTcaeNEIPxzI7KpDyS6uNQ/govpgaFj9EapUN8ZfCmtTN0+qsYwIC7yJGpT/NTuz6INgyGvRmWW5s42rUHe82XHoohFDMm3967iwe/fY75IMmytmMVgVTmlkY/z2CwxCWrXQB0+fyPO+3sKM1Q8kxW7AyFsEC7u8q82YKVdQkthRGEhAkLZaQxsgWUG5IzkmRCVzRffoCxlkcFCTAMsQCxTEbTfQwW50gFHpOmQAHZpSoY2izWMVux99Y1vA7rwE7ke1W2YtAGqEgLHIbV9dZXJVb6I4aik9xITB/fp7rUZw2TFTFo1wFb8AoBl1JqAHgb8BvAL5bffvUEp69WbCSif/55mZQjcBKlh26/vfreZz5TFaLv2iXg4VqNoK8VX/3qxm1y4hGd4DjYAZn4f+Znamnk228X0HWzqR3bFrH+4cPCko2MiOYq3rQ6HsePS7udhx9eD94mJmoB4pkzkoZ96KEqMGttFcH55csCMoJAGMeHHxbQGYbCgl26JOPx3vcKQOnokPRiPKU7MyPvmSY88ogwW/398vOf/3Nh5M6fFyA5NCQ/62NoSHRekYeYacIHPyiu9T/1U9VG1rOzkv6MH/PFi/CDPyggLn4On3xS9jeZlBTq1auy7NCQXDP1xq1RvOlNwoZ953e+cga1PrR++QUi/3vFzwJ/Wa5QvAj8BPK8+gml1PuBq8A/BtBan1JKfQIBZD7wz6//wHid87qJE/au0gwH8jMsqBTPOEMcc/pBa3aF5QeuMkjTQHuQQymFQ8CQN89pqxs/5nBfIzKuqxyLnuZT+BUtFkBzUGCLt8Sj6f0V/c2Av0TRcCRdWJ7cV4wUq4kUe7xp5o0G5kwpQrmU6OSgO4nWmlNOH2HdMV6yOzB1wB5/lh5/hccye2gN82zz5hlz2hgMlkilDV7o7QUDDE9j5XyMvFe1AdBi9dDiZenyV0VjBIybrRSsBP2lBZ5I7RBHd6W44HSSN2yGC1N0hVnelj3Jp3e+gcsN3RTbbGHPVj16sstMJmqrJfNGgnS4QIhiS2kBK/CZMRvJpbbR7a8y4vTQ6y8xZdYaKp9MDnCgOM5Jp788QUt6rtNfqzV+9RZpDvIMBCucS/aS12kMX+NnTAxXo0KNWVIorTi+dQf7z14i4+eYNGLb09LGqaQsTiX6awFD+fcLiW72Ficphg6Tdiv73CmW7Qx+wcNocFC+JnRMSFgYRbdchakrgBE/EDAE4McYKMfmquqiy13h7tJV3rf0bQb8JcatFo60vo0psym2K+td5jdiwqrDXyusV6pO8xi/tqL0Yj2zValU1FWNZPncbhj1urjN0oQbVR+/hinF3wP+TyCen3pFglOoFZ0O3qgb/LWiXkQ/OCh6m2ulXC5dEj1OpGN66SWpLtu6VcTnmwGUzeJaOqsoNhIjnz27saDdNIXdmZjY2FD1WhGJw6N06eysaLEiwBkxLt/6lrz+/b/f+MLs76/dtucJs/Uf/6PYN3z84wJAtm2T7bW2SqXi2Fi1YOHHf1wAShhKevBTnxLg8+ij0hT6p39amDutJV0YNRe/8045Jw0N1Y4BXV3ymp0VILiRc/xXviLbfvLJqtN7f79cD1/9qhiUfuUrsg/1gvNIhxdnSv/8z4UZbWystjz6yEcEmF3P78s0Ja342GOvfYufW7FhaK1PAIc3+Nd3brL8byAPmC9zg3Vi3dhEYCjNvaXLdAZrnLc7+XTqIH3BCjkziTKsssDYqLBbSikMX/M6d4KskeBLqb0VYJNVCTJhiZyRiPa7WskVBDUwcLs/z0WzVrv1lvxp/mfmdZX7Tp+/wqjdxaxVnjhjAE4DZ5xeuv1V9ngzjCR6afQKtIU5XrD714GtKAJlcsbupiEssd+dZMJuZc1M0axceuwCl7oHCJIGRinEznqoUoAKQ+zAY6g0hxmEgGbZSDNq1d43Td+jMSgykWit7muomVZN3FO6wMVkF13BKs3zy3R6NtOJTsxSSBqXnJkgHWZreuYlApe2IMe+4iTHk4OMpPoqk+1uPcV3Zk9XtWeVSRhCrbhodzBcmqZgOIzbrfR7S8xaTXT5q2XjV8Ws1URzYZVT6R4ohpiUMJocSi0mdhlcWHlNaCvcBoPznQP0eVPsyM9wweqkJcizP5jivNVByYwVg8UZojKbeSbRy6HSOCeNfs7YPewvTHDS2Y7hBpTaEyhf4yy7Ne2DFGXQYZropIN2LIy8i+OXyHhF0tojZQboZod/NvpNOv0VYe/8ZY4sfYEPdf5w9To0DNFZGYYAuM1a98QiLrLX9bLJ+oeWUEu1Z5nd1dG+x9mnuhT7urRh9N5mEV/fDYIteAWASyn1dmBWa/28UuqhG/nIBu9teERx0enhw4dvTmW6UWwkoh8ZkYl8796NPzM3R03/xD17BKDddptog44elROTycg6Xo3Jcny81gQ1m5X0W9wCIh47dggg6uu7ue3bdm1qMAIqrivMXxgKsEilBBDcKKCz7arZ6rFj0lamqalqS/GzPyspwR/+YRnDr39d2KK4tm1kRCaFn/xJaf1z4oQAnwMH1uvODhyQcxpnrOLHs2OH/C9ie/bsqfUM+8Y3ZF8bG+U4H31U2LyDBzcuoqhnSs+eleN873urqcpvf1sYs2PHbixV6DgC/B5/XBi1VyNWVl6e7ceteG2iphLKWPd+Q1jkbncMM2nzfHqAJ8PqhNkUFJhKdoBl0pub41dW/oauMMu42cJHG++hJ1jDV4YwUaFGyBzFlNXCTm+Wc4YAkQrDFTnbxwxWHR1QMuyK5ma/O8WI3U1XmOXI/OcZ8JdZMtL8Utu7KsuUV1pzmDNWE4s6zbvXjnHS6eObiZ0ccCdZtdLVua7uwdFUmkUrw4V0L33uIi0UWU02k7SzNJKn0GGRnnbZsjxDQykHfoiH4pLZTmjGtl+XytntznDG6a1hMrqDVdr8LE9ndnCgOMHT6R2cs3vozq7xuktnGR/qpsVZ40Kmn/25C6I985Zo9vOUMDnvdBOimDSbafALZA1JkZ5N9OIrk7dmX2TU6a6OSxmw5IwEi2aGg6VxxqxWCOGPWh/kJ5a/zYC3xJzZyJGu72XMapPqOtMQKZGSFFmkRTd8qkaoSZO5VAtFX/H9i88ybzbwbHpb9bxGEZ3rWCitOWd38h25EUadLhx83rz8IhcSQyz3JHGKmsxSHqNQFFf6EJqUx/1c5UpvP6HtkpxbwMgWcQNFHptlM8m0kcC3M3R4q3Vtm5b5w7mHGfCXhfHqfQ/jvV14TQ6GG2Iv5jEW18D3q2CrnLJTSkGyrB+sMJvl71PZGmWdkakOIQBtmhVhfgV4RcvIRmKDUjd/bga24mAs7r0F6//eIF4Jw3U/8E6l1FuBJNCklPoLXm3B6asRm7FLc3My0R0+vPEEGw/HEUACMllHpqFra8KmaC3LHDz48jU59Wmg55+//iR8112i77r77pvb1r596/vsOY6s53/8DwFEWt88kxfFHXcI4/W1r0nF4dGj8KM/KoL7Rx4RMPmNbwhrNT1dfcLYtUsE9SCfGxsTQPLSSzLW9bqz3bslfbdRz8AvfrEKtLdskdRlFKmUsErPPisp1a1b5bwNDQnT9l3ftf6Y6pnS9nbRa0Xn7Kmn5Pw3NIie67d+q1rdeK1IpWS8nnjixpqpXy9GR9enpV/NuNaT361YHxuALIABf4ltwSJ5M8njjXsInATkC+XrS9EZZiV9V3ahP7L4BbpDSUVtCZZ439ozPJXcyqPpsoFvzKlbKYWiTr+lFDqTEl1SsQRKLCQu2tVq5G3uHKnQ5VhiC78//9/L7XegLczxa0uP8qGuH44di64yBUphhj573SDYqGwAACAASURBVCm+nNpLV5Blq7/AaaeXvcVJTqUGqLRpgcp3Zsid47LdRo+7xL+d+SwD/hLzThPPdu3CsXw6R5eZyzUzrTNM2g0oFXPjr5/Yytdlh7/GvNlQaTGUUAE7izPMWE2ccXo5VBxjomxZofyAGauR6WQ7GdtnW24KVznsKU5iqxLTqoGphKTthotTXLXbyOPQ5y0zmuipbPeS3cHpZD9vy77IFzIxy5vycc5bjZjFkLYgB8CCmeH/af9uXEyuJjtl2fJ9JeqR6Ky4UE7zGj44xYC0W6JtPk/rwir9y7N05xc5k+rn7SvHWbAaKGCtH5eallIyTEVlczLRR7+/zLHkEIN6haUww3ShC9v1sc08JFyU4YNShIENSYcXh4bQJjS5BSw/K5WAQSjYRYcYq3nGnTYG3MUKexegGCg3Rx/wlzky/Rk+0PdzhKbCa7OBNE6+hMoFlfS1pnx+LaOGaatpnVNv6xB9vyrHravsVqR5jPc6jD5XU7lYl2rc6F63kQXEDTavftmAS2v9L4F/KfumHgJ+SWv9I0qp3+FVE5y+xtHZKSnD55+XSTLS/NyMBURjYzU1VyyK5ulmvb42ihde2NwANR7JpOzD3Jwcz41Gc7OAlPr4sz8Txu4f/SPRQ3V0iB1FlG7cTBcUsWKLi7XvffKTAuI+9CFhXe64Q5i8nTsFSH3gA8JmRX0gf+AHRAB/4IAAmsFBYcEiV/iREXnt3Fk93u3bBZjVj1k90J6fl1Rie3uVNbzrLkkf//mfC7idnBTA94UviJYsHhFTGunenniiOh7PPitMV9RvUinRsj322I0J76OU5DPPbGyIe7NxKz359yp6/GV+beVLDATLzBoNPNxwmDNWN99K7BDrB62gUJQn/PLNu93PMuL0VMTHA8FytRgK6A+W6QyyzJjC/G7m5l0twTfQmSQUyzqoIMDRPq6S4poBf5mskSBBQKiM8iRZ3d5AsLzxdaUUTUGBQW+Rk04/2jC4bCZpCIvsd6eYtZvodxeYcNrXsS0WIYHtcGTirxjwFzGBTneF2xcucs7po3t5iWNNg7imJSL5uP2BoWQyjqeHtKY7WOVUcqBSDGARVir19pcmOF3u1fjm3BnOJXpQPuhAc8eli1zu6aMju4qhQ3J2khUyNQAvVIrfm/nvdAZr0mC763uZNpvo9ZZ5KrmdFj/HO3Mv8LnMIQF8YYhNQG+wyqKR4W3ZF1kxU+wpTfPFzAEwHXaWZmrGEkD7JpQswlUHt8lGZxWebVBUCcKcQUtujYuJLp5uGCZMWhRam7HXciwEKZbsdGUsaqIO7BKG5JwEO71Zzqf7OLA6xcpMBtxQGkdHOqmyVk4VXFpOrxA0JFBaV+0Sair3Qo50fS9HZh5hwFtkwm6l31usXEeRXg3AXvNwljVmriQVpoYhabDYd0CHISrKxmwEsiPQVE6Vr3u/YtUAyrLEzytgvUh+o16L1wNb8X2p89XbLF4LH67f5FUTnP4thFLCBszOCtt1110yeb8cZqfe6+ull6qs2P79N16mv7AgF1BLy/WXBQFI3/rWzQEuENYnMmLVGn7/9wUk7N8vqbE3vEGW6+6W43juOWGtNnIZNwwBTFHK7swZMRb99V8XFuv8eQEjO3aIiP7znxdwpZSAmzAUBuv1r69aUly6JOt68kkBLXv2VEHx+fPCRA0NCUDaskXA7bPPrm+XFEVHh7wi4NXWJusLQwF0Fy6IncNzz0n15JkztSnn7dtF7P/xj0tlY3Q+jx2ravvicfCg/O/48Ws3J4+ipUXG57nnXluG6pXGLTB341EeKgFbwhZ1hWt8f+4EP9X+g5XFdHlSiUBTU1hglar+CmDcbGEgWK7qfowGzjp1xsNU04d5ZZEK3aoYPgwldVNmmnZ6s5x3JOXY4a+i0DjaZ9xqQWvNuNVSYSYCYNlIsbs0xYTVUkmnAfQFKzihx0uJvhpmJ2tmOGmm2O3O0O6vsWw1iKasrvee6XsMeEs14K6nsMSXMrdx99JZ/unk13m46w1ktVP5TKUyrAxqot+H3RlGnW6a/Rz9/jKXrTap1AO2uuKi75UBZqgUDUGRfncFEkmW2zOcaR7ETIa4q4pFP8Oe/CQlbXKp7E92ZPYRugJJmW3xF/n3M/+T/9DxNobdaUZ1D6BZNDL8i8Uv8UjD7YRK4WKyxV/ieGqQXn8ZQ8NnGl5X61YfjVsEYgwDbZmEyRSlxiTaUoS2oie/RI+3xMmWbYTKEA8yQBuKkaYhhpYnSPtLTFittSxNnHGLMV5ZI8mSDhgsznEq08uBhYuccvoEAPlBBVioMEBpjcqXMANN0JSoXX8ETvyQINB8pFUyBJ4y+eXFL5XPr1y3Y+lOVBBiLXuoIEAVI5ZsEz+segKkHuxEVYobWa8EyFwayx4pqIKu+LIbFBlcM+IpxNea4YqH1vobSDUiWusFXivB6WsZXV0CWJ57ThiMH/3RV7Y+y6r28wtDYZPyefl7eHhzMKW1ALWb1fMcOrR5D8HNYmBA0mB9fZJue897RLd25YrotqJWN1EYhqReCwX5vatrfaXl/LyM3969VbDy9NMCZMbGZHt33impxmxWmJ19+8TNvaVFln3wwaqQ3DBk/1ZWZFziTztDQwKMnnpKjmXLFmHiNjJ3jUcEvBYWxCDVNOH7vk/W+dRTApxdV4Bl5ICvtYBQx5E0YQS2XnhBAN9GX9BMRtbV2rpeZ3atffP9mz+XUczP31yPzJsN3/+H4sH1txPltjwClCRMhC1S5ea38dL3qPqqz1tmxO6pWdWvtr6VX1t6lIFgmUmzmb9oOIyvzHW2DxGjNWG2sNOf47zTTaU3XQTstMbSIR4mjWGR5rDIeauDPe4041YrSil+teWt/NryoxXtzZ813MtZp4f+YJl+dxlXWTjaZ8HMMOmUH/YiUX8s1XjW7qJTpXh79kU+0Xi4Itwd8JcwdMgub45xu40Br5qGGkt2oMKQZzPb0VrzxuUzXLLbxUOLDSZ6RO9WNGx2uHOsGUlOO70VoXint4qrpaoSoNtfwSbkoewZvtByB9uDFY517EKbsLjHJldKk51r4Aw2SbfIweI43d6q7HN5ewbQFaxxzulC6bBi13HO6eaM08OD+XM80niIQJl0BFm2l+YYs1p5KTnAu9ZOCOCKMXP1TJEIuDSmG4LS7FkZ59z2Ts4cGqZhPMRPKlpHC1jLBYxsEZIBVzLddBYW2eXNihu+EQOn9SxQGYAsWA0k/GU6C0tMJZsZKM0zYbRUUnE6YYEHc0aGruISs7RiLQWokgdBiBX6UsRQTt/NWU016dYjnd/LkfnPMuAucjXTya/u+CGUH0oloedXU82bgJx6N/p1cS2PO6g6xYchWGL+qvBjTJeuXrOVdWywLxGwihucih/H+uU2iX+YTvMvN5QSdmRmRtiuu+9+ddzADaOaEtNaJt+otc7QkDBI0Qk+evTm9VhQFUmvrt6cYDoCGz/5kwJA5uclVfbgg8K2bCbYBxmnp58WEHLbbQJWm5urzFgUti0AZssWAbW/+7tSBfjcc7Idw5DPHz8uLNHRoyJi/+Y3q+anly8L0InH+LikUi1L1vX5z8vyBw7IZ9/4xmuzMUEgIGhwUI65rU22MToqFYvveY+wbCMjkmo8eLCa+gRJV7a3C+C6VkXi1q0CFqemqvq0a0VPj+zby2mwfenSa8uO3Wzq+n/z0I4JqSTjVmtZDyWAYtxqLZudVs0hI31JUoUUlb1OhDttNfNTnT8EoWa/P4WnDTTr26VArBqMKkMWL7vf6c1y3u7ECV0GvEVOO720BHmWjHRlf6at5kp1GcAuV+S4E2YLlhFwe2kMT5m0Bzl8ZYl3lWFUJ6Io3QfMWY18tuEQ78ke52uZPQShwV3Fy3w1s4+1RAP/uudH+PULD7MlN8/VdCdHtvxjuSeaBs817OB7F55lzskwXJwmj83VOINTBip3Fy8xbrUy6nRXKyO1Jh2WaNYFLtvtDLszKGDGbGTE7mHNStLiZ7HwCZRJod2g2KnJ9xjoVRtV9CgZNjkjwbfSu/jhlafpLjNcITAdszuoTNphyILVyGPpYd61doIRp5uWsMDXMnsZLk0TojhvdzBcnBJgEr9HRZN11JMvhB5/EavR5Vjfdpa2mgR7cySW06TnAoxSGbAEAcrz0abBvNVEzkqx31nm2OAwRj7Eml0VJiliuOK6LmDSbmVrsMCSyuCYkAldcspB25ZUFOZNllSK4dIMc2ToCLOiRwtCPAwu2R0y5kZ13KOYNpv4UN+PMezNcrZhAAohSpUkVRmWmSdDV0BXdO1WHkTqxejX8rqKs1YxM2GttVRDGja6IY0qlFD5Qhl0VQ1za0BvDQCu22a0T3FgFi2zmXM91cLXWxFFGMqE98ADwrrEew6+GqGUMFx33y2vQkEAxmc/K6Ai6nf4cuJ1rxPGZaMolQQgPPdc9fX1r8Pv/R78yI9In8HDh6u+VLfffn3g1t0tzFUyCf/lv8jT80YVjbffLmAKBHw99JAI3Xt7BejEl1tZkQn92DEZn+j/27bJZ+IxMCAA+a674N3vhve/XwDRRz8q6cHf/m35zEZPKysr8r/bbxfQdP/9cjxPPCFg5yd+Av7NvxFG71vfEuD50ktVW4qREWGwIp+w68WBA8IcZrM3tnx/v7B/L6fn4muZ8vuH00fxbyWUL5PbkZ53Me60C3uTaOdf7/9RedqOayLLZfdb/QUul1NYSimUaQgbVo6hYJErRhugap78NzOXrHf2NsIAU4eEKPZ6sxUn+u5gjRnrOt95pWgO8uz2Zng2uZUTiS2cTfSS0D67S9PscGcxItagjoEqGA7fTu3gbdmTHC5d5VSin7VEA6Whds7vHuDf3fteHnzXb/Hjb/owk63dhA1JtCOtuj7b+DrevHaKi04ni1aGfe4U7b58lxKhx9uyL3LW7mYk0VsDtgzf4778BUytGfIXOW93ctbpZtkShnrabuG+3DkuWe2kposYHrSf80mNI+2CysdshVLJ+Svd38eY1UaAIq8c/r+WN7GjNEPFaCMCCVrjKYspq5nvWzvGM8mtNRN53kywYDaInik+VjHGK+mVOLh0keW2DE/8YBf5bhNnDdSFNIkVTWLBQ7l+2VpBAIvyfNCavJXkRM8O+raMsXSPQdicrl5vhsE6La7WXDbb6fZWmGzuYps/L4DI9VC5AqbvssOdZbg0zXBxijDUjNrSxPuS01kFWxulBX0fXA/th6iSi/J8WW/JK/t8Ic7wZaPuyB9OKYUyjOq1a9T93PD6rB5XfeugaHzDtEOYTpZTjbHUdLRM/e/ReqLvYD3wq9+fTWxQ4BbDtT4i6wilZMKfnpYJ1zQ31i690ti6VV5HjwrgWlqS31tahH252clz61YRqsctLUBYqJ07q9WYs7MCTP74jwU8xFsBXa9iM4qVFak63LkTfv7n5b3Tp4Vl6+6u7kO8hcixYyKct21JMY6OyjoOHpRl77pL0nq9vQIQ9+6tapqefHJ9CrP+GN/yFnnNzclxfexjYi8ReWpFPmynTwsDFo+2NgFeS0vC9k1NwX/+z/CLvyhj+u53y3Lnz8v+bN16Y+MUxb33Csh98MEbS8tFFZM3mo782wjPe+3aEf1DjDAEz2c6TPOh7n+CTjrkhztQgSa9OluzqFIKI/QJlCFZCoWkdBozqFwBfB9b+yS0T95y5MG8bnP1BpIuFk7oUlJ2jN2a45wtxqQv2r1owA59/E0miooxJZp+bxGbcJ2x5ozVxIzRgkUofQrDkHkjzYJdBnCGQa+/TGtY4ER6iKKTZCBY5lJrgrUWi4Z8gaBgodJw5R2K1HgDPUddEjN+ZTuPZg7y3asnebThAKedXrr9Fd6efYFJq4WzTg9jZkuZFQoxlWaHN8+h4hiPpXczbzetq0ArKYuEV2LOaqLTXaa0mqT5kklGFXDzVtU8MxJxay1sTa/ITd65doKsleKuwmUu2J1ciI3ZDneWQBk8mdpBUVl8d+40X87sF2CmNWhYsBsZcBdo97Ms2I01k/1gcR7bhpMd21hoayKckX6MydmQzBQkln3MgldtfF09WXKIfoA1X2Q8McTdL15lZdVi0SyL3aPXBpV4o1YnB+evcM7q5P7cOeYMMbIddBf4WnIY0wkZtTqr9/T4/BTry4lVZpfKbu8ihg9FFxZLN2MaaNMgbCw72xer+6NTMt+qQgkVt4yoHOs1KhSjiIEjbYAquRhL2UolaM24GSaEQc01IscVrbdOq7VR78RNjIyjuAW46mNtrdbvqadHwMMf/qFoce6887XZ7lNPiVt6BAwWF6uNlBcXpQVN3EcsEqK7bu2NJJkUBuLAgc3ToVevCoD4hV8QEHn77bIt31+fttsotJbKTsdZnz6MrBmmp6vpxte9TlKGL7wg24gm7CjF+Bd/IQAk+uzrXy8gd+tWARwDAwLKtm8XVupaoCuKzk557d8vrYze8hYBSZ4nIPPuu6su+U1NAhqjp77WVtnvN71JgNcf/IEcZ5TCDENJt95IdHbWskIPPijpzhupXATZztmzkiqsB9H1MT0t18Wt+PsTGpl0ysaOquiSvrAk/ytXDgKoIEBrzU5vvixkr97EletVmIPh0iyn7B62+YtcsdoY8hdrnrTrqxTHrBa2+wtccLpAKYxQ0ie73BnO2F0VNmi7N8+o2Vnz2frY683wVGoHE0Zmveao/NPHYNTugjCkI8yxpzhJgqDsAN/M6WQ/YWsD3+Oc4KN3fwd3vXiJhgWXllKOM5ktLG+3+Oib/5D3PfFPCY+bNetfNVOcdbq5q3iZUaebjiDH19J7eXP+DCNOUrRa/hpt/hq+IffRR9P7yVnrMwY9/gr/ev7z9PvLTFgtfKztDUw47diLBVr1KmtGUgTpcZYjfrzAU6nt7HTnOJYcxNY+7147xtPJbXQEubKrvQCGrJHgi6m9fGDlCf574+EqY6I143Ybw+4MhcAWN/ugyDZvgSuJDtZSjWjHJLUU0DJionyNVdIYnkb5utLeKGo/hNbVNK7S4Hokx1a4RDNbirOkVY4JsxVMXQURseMxCdlamKZkGbxj9QQnnT5WVZJpu0X6RyuTBTMjraSMpvWAC+R6dsr398CvpMzl77pUZnl/lQowSh464VQ+q01Fsa8RZ7GIVWbtVBCgKwI6BcQeWkNdaxOhQ9aV5IUalJbUajyi86rXj0llW/VViOusN6JUsLn+f7G4BbhuJCK2a2pKtF333PPqsl0XLgjrEnc2b2urarn27q02vz5zRjyiPvc5AV8b7Uck8H7ggfX/GxkRJ/Vf+IUqy2IYku66++7rM2pXrgjwuPPOa+vbenrkVSoJmAtD2aef+Zna5ZJJsYb4gz8QMBa1KnrgAfHp2rVLttfZKWB4bu7GAFcUbW3wK78ipqZf+YoAt/ixgzB1x47JuPm+gL0f/EEZi6Eh+NM/lW1/+tPympmBf/fvNm7PVB9DQwJOI8BlmsLi3Yz9w+7dwvaNjQlI3SzGxjav0Hy14laF4k2GrpqFai1am1xB/mUa6IRMMKrkoVwXVdZ4VXRdWkvaRWs6gzXm7EYwDewgEDuHSMRLVcMV13RpZWIQVta1y5slVDBhtVFS5YlRaww0WOY6t2+tNQ4B+9wZTju95Ch/pqw/q0QESGKswbzZQIufwy8rVzrDPJa2mMi0c9Hp4+ClMV4cGmLb5BzDC5OMtGxBhfC+L/4k7c8b2NlijTclwHm7kx9Yu0qbn+PRzAF6vSWeTGylK8zx7twJzttdnExtoc9dxDcsAVtxO4TyGB2Z+yx9/jIGmj5/mR9beoLZRDOj9iANfp65VCOE0lO1PVFghlYIVXV/wpA5q4nX5y+wYGY4lRxAo3jX2gm+kdlNgoA80ux6zmwkb6Z4LDXMGwrn+ZraU8MyjTrdHCyMUTAdfAyxsDCraT97LSBpK7QpnQVCSxEkYqAlesVBlNaSXiy/N2610hZmRTfmdFfSY23uKh3l1GygDK44HXjJJBczfezOjtHkFVkK3Mr4LYRphv1pFsotnGrSk+VrQJdBU2T1UAFZpiHXjYql55QibEpT6Gug0GnhpcHOQWbGI7QVYcIibEhLCtL1xPerDhBV2vxEYKvcY3R9/8RyBAKka9sDqdrfI00l1KYyNwJem9lDbBC3NFzxCIJrp3oibdfx49VmxK80oubN15pII7d0kJ9XrkAuJ+ChVFq/vFICBC5cqH3/+edFo/QzP7P+OFtbYXl5830oFAQwGYak3W60mCCREGBx770yvp/6lKRO6+Onf1oq8556qnqsDz4oQHNgQMT8Wgs7drNjr5R4aj3/vAjhn31W2K3oRtzcLOzXzp3CGH74w1UbjP/23wT0RU2xp6epae1zI9uuf2JqbBSAfb1WT/HYv1+Yzsm/Ha/gW/EqReVrK2JgXRY4E0jZvSqU5Ik7DNkRLHAxIcA8mgx0GaTpMKTLW2NWNVTXHUtlVJr96o370QGYOhDXeDMjDE55uSF/kStlzVi0jihagzw73VlecPq5arfTHazGji3GcBhGDdjqCLLsd6cYc9o5n+zhfKqXs5l+XGVxz8Qp+sfnUT50Zldo1lk+ve317F25ys5T82z5kqb5cgkz54nepzyJ9XrL7HZn+FJmP2ftLr4rd5p7Sldo0SVGrC4+3XA7Y1Yr9+XO0RlkmTXiY1Ur5o4KGEC8ofq9JYJQkQxKYBu4jUlJi2lNW26FFZWqFgTIgAOSSt3hznGgOMFlu50/bnmAhPZJ4bGnOMlwaYYlJQxb0bD5Qmo/31E4WzFARWuaggIoRbuf5bLTWdValUGJnzZxGwxUSCXVbJZC0ZiV72FaGQKa42ySX64CLF9vi0GSSRp519Jz7HGn2RXMYRiK0WQvo043F5wuvMYGdEOKUmOGC21D6ITNsDeLIjb/RD/L6Vu0gHWdToJpoIolVLFUTtMZ6JZGvMFOwuYMujFN2N4koEwptGmgbZNCh0W+R+E1KlILPs5CgdRUHrPoo1M2pS0t5Hd3oVsaK1qvyjVen9KL2K4bCVV7Xay7X9c3rK6PG7SDqCx+U0v/Q4/Tpzdv9ROFUgIeIjG16157+evFjTAdkaYMqLSouftuSdWdOSOar6NHBYRF0d8v4CC6CT7+uAC3979/PUtx4oSk8QqFjbd/4oSMzf33XxsYXivOnBFQtWOHgLCnn66axEbx3veKdcbjj4sOTCkR2J8+LaBrbU0+e/LkzW//iSektdDCgqQqb7tNgNfRo8JqXb4sabtIX7Vzp4DW7/keAdkrK8IgVapWyqDr6FFZz4svbj5+G0Vvr6Qtr1y58c8cOiTndHb2+sveir+fEQro0mGI9n3x3/JlUrRDHw+zIpSPlgfY7c8xmugCQ9HoF1iLPLpQGLrMYMUqsuK/e5g4BNwfjnHW6WHebKwCq1CT1D55Zdd8DsRnqkkXOVM2DfWUiR1RPHF9U2zitXXA/tIkptKcsnsoJVKQcCrl+MuWgL2vtx7EdDXfe+4o/WsLhIbBqeatNC7lOXTpPEbBpze3wB9d/GM+f+E/8tGxP6EpyHPW6aYzWGOPN0MKnwtOJ+edamo0ZyRYMVIsGBn2ejNYOsayQGU/x63WitA9qhq9mOhiq1rGbXaqx1Z2oycoO9wrJaxkGTC0BTl2eLO8lOgjbybxTZsXnX663BUuOJ1opdjjz9Lri2lsyUrw+YbbeGP+HB1hjmF3hmZd5GRmkBdTg+x2p6vb9nwMN8AshRg+qFBj+BorF2IWfPHFCmX8S2WLjnUCfK1pddcYzk8yXJyi21vm0cxBbM9lImxg3mgQYJdw0OkkXlcDpY4UoWOSS6aZS7fhGRY73eo9R0eN0ctslU4lBGzF05pBSI+3zB9OfZwvnP5N/uTY/0urm8NyS6hsQZgqz0d5PsZKntbTq3Q9X6Lr+RKp8TWM1YK8lnMYqwVUoFnZZpPd3UrQ3YJuzEDCqVTibhpxQ1MdSi/Gsq4sek+W26Dq8Ho+W9dhszaKWynFeBQKNy4Y7+uTSfOZZyTddaOannjEAd61UjWf+5w00r50qarhglqvL61lfbmc/D48LMDw6acFLASBpMnqoyBiXBoaBGTEBdqTk6KZOnRofR/Dm42VFdFodXbKF/Xee8WZP0o3Rr0SDxwQNitulPrQQ5JePHBA7BcSiWsbnNbHc88JSG1oECbrhRdEy3XPPXLsf/Znct6///urnzl5UrRtzz8vy/7iL4oxbNRo2zBk/ypVLIawYYcOVdO827ZVm59vFLt2SSqzoeHGvbPuuENAnmXVGq2Ojd14xeSt+LuNeKoiCNCmyaC7wBWjuZoOLLtuawMy2sVVlhh2Ar3BiqSFgJIysXVAqf6JPjZBXLHaOOxNkMZlPNVemRiVUrTpLAtm1QoCQ6GAPe4Us1Yzi2Zm/b1po3uVYTBUmiMRepxK9guzkU4SNqUwCh6UXGl8nLAIixZ+xuF8ax/pUomWMMdwYYzUrMtY2MKSdrhj6iy/OP55uspNkDuDNX554Uv8h/bv4aLdwaJKcYc7zkW7k93FSc46PaA1+9wpXnD6pdpNa3Z5c3habAui/QQ40vEOjsx/jgF/qeIYry2T8cEuujOzFFUCa7WI8hQRTdnjLnNk7hEGvCUm7FYebr6HGbuFrJGgWRdZMdJgKELD5oSzjTuLV1hyGhlJ9tEc5DmcHSs3sG7jyfROPrD8LR5uvkf6KwYhBSzmjAyDxTmuJjpEm1VwsdZskgkDP1lOHYdaxO+xh9USJonQo2jaGDpkyJ3HVrLfS0Za7CeizyiDk4l+ht0ZFsIGFijf20OFUQoILYMgaaFCj0W7UfpaFkrSMsnIsGymaQnyLBsNYJmEDcLgmWVfrqhfZzS+JpotxXk+NPFlPtz1j1kxY074QYhyPYwVTSJbkuuv5NU+iBsGhhdS7FQYvkmxpQmr2EjThRzm/Kr0n/R9Ki1/4sL1GNiqr2DUBpJ6LHOZlAAAIABJREFUjPZls6ivjqxPIW6k6dokbgGueNysPiViuyYmhO26994br+BaWZF0YGenfP5a/kzbtwsbND5edVrfaF/275fftRbAcu4cfOQjsl//4l9s/Lljx6pC+c5O+VxUNdnbu14U/3Li/PkqIN2xQ0BgV5ekJe+5R/b31CmxTOjtFUDW3S1fuqeflmUeeEBYqn375Fi/+lU53usB5JMnhe2LA5pDhwScXrggoPJd7xLwcuyYgKueHgE0jiPLfM/3yOc+9jHRm124IOfh4YdF0/VLvyTbKBaFhYsKGb72NbnBLy3Je52d6ytP77jj5nWBd98tFZsHDlStO6anX3v9Flz7xnQrNo7Nysej1EeoSWuXvBW7Rh1bWp14PltLs5xK9lWr5iKQD7jaJIFPiapvV7zFD4CjA95UGOW3+98JhVIFbAF0hjkBK5VlffZ5M5xxenCVVU1RVhiB2P6XmaPmoMBAaYkriQ6yZkq0abaFTtqootgW5Ic7KHRYtIzl8RYcvLRFqQOCaYMRa4C23BpBSfPG1ZdI+iXyRoJOP94EOTIZFc/CnnCNZ5LbaA+yTNst7HRnsXTAiN1VTTeZJqNmDym/yP7SJHN2E7Nl24tpq7lSbVgZU61ZKjVwZ3GEEx3ynh14uErkF0dmH6kAiAFvkR9afoaPtL2ZrOXQ6y8LkAi1HL9lsmKlsQOPJl2kqGxecAZYVinetfo8zUGR3277bt6aPUmQgAlbfMUWrUZS3hIdpRXmE80owMy7mCWb0JL9UIGW6sSK75MmHZTY7S8xazYSoLjqtOFFCvMo3RtVFpYfGEedbga8Rba4LmNOO0przIUsqpTCb04QJkyMosFUso3FQiPDeoFlp4k5o5ldxSnxXfMDrKU12nWO1tKqMLjldHh92rbHXyETlFghdp8zjGobobIRMH6MPS0vY82t0f+YHLufEe2i32ATJFqxF/Oo1Zw0vw7qKxdjadZKFaNZZXM3SyXCemZro+9xvYarZjvr4xbgisLzXr6Ddn9/le3q7r4xUfeJE1U3+amp61c/NjTUpgyvFUoJW/Wxj8Ev/7IAr2eekfe7u6vGnRMTwtTFAcDiojR9fvvb13u1vNyYm6ttlZRKSeowAktKVQ0+JydlPD75SQE0584Jc/PIIwIcn31W2Lvbb5cWOx/4QG2xQTzOnhXWbCMwu3Wr9E+8774qC3X4sACjP/ojYRLHxmrTvW98o7BYiUQV3OzaJcu/5S1VA9coIhPdkRE5jnxeHPR37xYPL8sShvOBB8Qu4ju+48ZB/333CVC7884bbxl1K/4OInYzrgCm2u9Vd7AqBpqhRpmGTAauB5ZFP2uMtfRB4EChKOaNqiqQ90xbUkl1Ef3f0CEHvCleSkqPQxWrtktoT4T3SOqxLcjRHaxWGKLKeqJJyzCqxZOGaIaGvRnWzBSnGofEJFMplB9IGi5fAtsibEpRajYxXc327AwXWnqxMh7vOneM8aCbvuU5tuRmecHZwlcy+2grrbLVnWfFSNES5hEiomwWC+KibnXiKouuYIWSytCgSxgKSoZTm/YHClaSU6qXjjDLvsIElxMdlQrCmjELQsy8z9W2TnZOTjAdNLDFW+Sq0w66FkAYyN8ohTYUpQASboGSlShX1IUYvs+ZRC87ijO0+jkmrGYGvQU+13CIvaUphkvTjDrdHCqNY4U+V5Ki35uwWxkuTVPwHXJGBuUFmKUAr6EMuEJQhGwrzOD4ov8rKpPLdruMURjWAuOIkQ+rRrTR2IybLbQFWXbnxzmbHkC5HuZKiFF00aYpTBpw1W6jJ1zjh5af5ilnG7u8ucr8EHom83Yj5+KtivygrjWUnL90UAQzZtFRrs5V0efi+xpLBauSiz0rXU+sBYRZS9h4reLVpqyyi349C1V/P43P8To2HvXA61rM1WZsVrT8NXDELQ1XFKdPVxmizSKR2FikDnJxvP71wnB961tVT6uNYqPeeq9m9Zfvi43FXXcJG/L931+ttEwkqpqvL3+56iUVOcy//vXCxLxaYGujyrrbbhPN00bR1yfA6q/+SgBTEMg63vMeAWN33CEM0/798r9vfnNj1uXyZTnm6PjiMTUl2//gBwWQvfRS9X9PPgnve5+wbz09wirGNWP33COsWxTptCz/4osCgOqju1uA9f798OY3C0CMKhYLBfjLv5RjTSSEjbwZfdYDD8h53OyafLWjzp36VtxIxKufDDbyDWoN8yyX01EVsXwYokpFGt0sK3aD6IZMky3+IldNSSVrrSli4gSxe00YE71rzcHSBAXDYcTsxM5mKxVaIL0FL5VZtSFvkQbtMpLoq/X2imtHQSYTy6LPX2a3N8NooocJpw2dTFQnmtjk5bdlKPSk6Fpe4dClS+xbusLO/BQ9q0tctPo5Z/VxzurmG8ndPLh8ir35Ceww4LizhQ/3vLdiMrpipPhMwyEawiKuNnBNBwyD804X9xQvM29kGLPa2OIurL+XloHGvNnI6UQvXd4Ku0vTAl7rrQ3CkGDJoWU5i+H72L5PUJ4ma3Vf8jda44WKcbuVbcFi9fiDoGyDoLlktXNf4TwdfpbTiT50EJJXDiPJPi7Z7Vy02nhH/iS7StOVsRtN9LDdnRMbDz/AzPu0ra2xd2GMPStjbA3nudrax9l0H6OJHsasNhLarwLjyjVWCz4r78Vei2YDV50Obs9fpr+4wM7cBMPLV9i9cJHhpSvsLM2wzV/geGIL55M9GJbB+WQP5xLyumB1sKJSwmra1YffI21vZ9xqEbBltnCk9a2octVudP3Gr9XKtRn/CdUCk3xRikwKJVS+iLmSIzGxgiqUHfQTDiqdQjlOudvBNe5VmwnrK6ya2vznRnqu+P+vMZffYriiiHrnbRTRSWhullTgtZy2t2wRxuuZZ2TCrvdOmp2Vyfxm2u/cTBQK8Cd/IlV5EdOWSAiwmJur2jW88ILYSzzzjEzafX3S4kcpYUyyWWHVXmmMj6/vaxg9ZV9rAh8drb1ZXL4sabO5OQEvIyMCZI4fF9D10EPVz05OSmovMlONRwTi7r1X/t66VZi+yAl/714Zj4cekn287TZh0nI5Yek6OgREjY9XNVPNzQKmPvYx0ZpF7vsbRdxvDISpWl6WtOuBA9LTcmBAttXSItfJrl0bj1NUVPCnfyqM5Gsdi4vrG3TfiutH9OQb8wiKos1fY8koM711KYzdrgAatZItO3GbJAkomU5lGVdZJJRMTJEuJUop7ncnOe900ROsctVsZbA0x0W73JYp9pCy351kwmiuuK9XfJPqgAhIyvF1xatcSXQyWW58rcupLsJQvJRMg97CAo2+R7CyQlg0mU81Mprux8r5XNSd7L48wbl0L+2FBXpy8xBqvtRwgO3FGWadBtCaaaORD/X8SGUXBr0Ffn7p6/zPhttpDvKsqCTJ0CVvJjGQXn+9yqXPW2LSbq09BzFgdTnZjakD9pSmyZpJxuy2yjJG0ccOXc6ZnexaGQfKInCtOdL5To7MfZYBf4k5s5HfaH8rBpoxq5Vt3jyhkgKG0DDp95YYt1rodRdpCQt8Ob2frJGg31tixUpT0LaANWUx4vQymujl/1j8CneUxmgOC4xbrfzfne/gHavHOZMaIAwTLKpWzrYMYHghoW1g5n3sgoAsXdasrXv4rJv8TR3Q7a+SCd3Ks4BGPruqHAa9BV6w+8gbsapMw4AUrKabeaK1nXfOHuWi2UZTWGTVSFZZqEJJ0oLllOC01cxPdfwQu/w5zttyrTSWxff1/RErqWtV21tUlf+H78v/zeq1hlJifQHysJJMSBo7J0xwRde1mT1E/H0dM2StXPO6CrDi382NUo01dhFsGrcA141E5K7d1CRM0PVam0Rs19iYWCnce6+kj7SWar2bbUx9o7GyIpP+933f+hY7e/cK89bZKYyI68pPreGf/TP5/bnnqFgvnDjxyvVbMzObj1XU7mezVOru3QKqIlC2datUGDY1yTG+853ydzIpWqsnnxTwEjnEb7Teo0dlXOrHpr9f9vXkSQEV9am9vXuFLTx3ToBRJiMFDP3V1AsdHZLqjLRgQ0MbtznaKFpaqv0P9+wRLZhhyPmcmBAQl0rJ+h1HlomnY2+7TVi6rq7XloGambk5D7Rbsf5pt3yT7wmz0hg6WGbcbOFXm/9ROa1Y9kcKciyrlFTfRU/6linarkRCnvi1JggU9jq/eemVeMVqY0uwxIjVjQasGNDb5i8wabdyyJ3glN2Np6wqFxdNPBFIKb+GS9OElsm82cBiplWsAGwTv82hTy3ScnUF8hpMxVRjG+MNjWglE1ZoG2xfmmRMN2PliuxaHsMolFg2kozaZb1mqJk1Gul1l5iymmsfyMpVgr/f9AAD/jLdwSq94RL73Gk+kznENm+eZFBiqpzG6vJXK3qt6tjryrEFGJxJ9NIUFNhXmmTKambJbJTjMW2CkomnDLFsKM+S02aTAECl6PJWGPIWOJYcJFQGJpoLZjs7vTlGrU5awjwtfo5pp4UzTi/D7gwTZjNdYZa9xUlxa48Bi1BLqjRKoW7xF/mN2U/x8z0/TJ9e5azZhW9lCByD0FKY/4u9N4+y7DzLe3/fns5c8zz03F09aGqpJcuWbMtcbGMb24IEDOQSYDHYgUzkXq7hJkEyCQmBLLhZhBDMhYQVZhzHeGCOJQvLalm0ph6rq7tLXV1d81xn3sN3/3j3PmefU6eqq1vihoX0rlWrqs7ZZ+9vD2d/z37e533eSiA6rjg4VvLbDlz63XVSWiroNapm6+BhMG+1MWN1tLxcr6o+DlfnWdVVlux20NHDgkYnLMqDWX7jgW/kR//8C/yfs39Mn7chRQc9H2bOapdU+DY6z5otSjzipr0RCGth5Ftzio+7w8dDKVQowAfEUy46NmGqWxtKqjpdD1xpNSQDCxpd5qOI2KrIeiL+0BQfe/Nndoi3ABcI2HCc7d8vlWTCy+Vkot1tjI4Kc/T88/J7bq7OrNxJ7CRYXlyE3/1d+M7v3L658L33CsiZnZV9yeXqFYmWVdclVavCmpimHJe77rozo9dr17ayW1E4jgDZ7eILXxCfq7i7/vCwVA2+612iM6tUZB9+7Mfqqcuf+zn4tm9rXFdkZnrqVOtqy1JJfrJZGdd2lPDhw/Lzmc/Iej77WQG3UQwOCtvlOMIQvvKKHPPbib17pYCgs7N+br7hG4Rhu3RJ9vn3fk/0YFHj8/l5EfY/9dTt6cBuN8rlO+/z+WaNmjg3xm4pIwRbq5jAiL/Gp9b/hI93h1XEhmLQ2+S8M1gXuAcBmWqFQiKD35nD2CyK0NgzwDdq5fFKKfa4K6xZWTwsXCsBliVP/LH05pC3TkJ79Yq+5jFHqakgoFcX6PPyTGQHqSTTnPBmOaiXMSo+2jXId2WY7Oxnttwl7uzhPhBojCDAz9hU2y3659fJFTY4VJzly5ljlJRdZ7oBgoAlM8thb45UkKJkODXQ5eCTVAFTZoZVO8ded5m73Tm+lL6LQ/4yioC3Va/zlcxRps1u9lUWxBHdbquvP55uC9e7Yaa4YKUZdNc4UZ3honEIP2mgA5NNI8lQsFw/LkZoVKsUC6qDh0vX8FVdr+MrEyPwGPHX2F9Z5Iu5e+sC/nAMC1YbQ+4qI8GGiOxjOqURb61GjkhlZp4hd5WCmWRveYHXiiNYSQs/YWAHLsPeMmmzhKKK4VY4VF1AAS4G82aWkhFj+RrE401/RxG+NuH0M+ytsqeyyFSiV5g/rcUvq9di4T54+x+M0x9WkI54qzy59AU+0VdvdB6PQIuW0A+4ta9V7LUGptWQsW7XBQGtGxk+w0AnHYL2NNXOJIavsfIuquRiFMt1C4tg6/63nGdrmjCjkfGKC+kjBm47UMhbgEvi/PnW6acoIruIZnfl3YRpCvPy7LMCQJoryeJCxjuNmzdl8v/u7xa2ZLvI5eCLX5SJ+oMf3H45xxGt0csvi+3EuXN1ndDx47tLNa6u7jwWEKbm0qXWlZcHDrQ2Bo1YrJKYBfLRj9ZNUaem4Cd+ohFwra4Kc/Xud2/P/kRmq48/LqDi6adl+ei8ZLONLZ/27xcG7amn5Ljff39dK7Z3r7BgSklq8OmnhSns6xNg1N+/8zEBSZk+/3wdFIOwahFr9/a31/d3fl7Yvenp+r78nb8jIPWNZrveqlB8w2LEX6s1JjHRjPhiOqxMgwPeEtes7pqIPophb5ULe06wcTBD55mKpG6ic2KaYBr0kcczkywluzlenOZCdo889VeqkvIyDR4ovcaGmeSSM9BaNBw5nONzxJunZCUpjvSQ3a8YvLFBT6XAn44exV4UBsXDQW0otKVlbyyFm7aw8x72WpGDq9M4MwG54iYvJg+hbI8SVgxoxSZKrZlw+rm7PM3Z5EgNkByuLggADf83A48ziT0c8RYZt/uoWhaua/K+/Dles7q5muhjX2URD4N1I9XIBMEWndOs3cGsbXGguMBef5nLQ8N05j0mGKLHy7PktItGKZ0QUFl1WbUydPoFVlWKorbo1CWyQZWeoMiZ5N4amGzXZdbDdC1BQF4lmDdyHKvMcNEZrJ2/aauzJswPgFmrnaKyOVSZZ6ywwPXyTS4XR/HSDqVsgqmBPpZHkrRd90hfWUGjuGKFD9vNfQLjxQ/N5zuuowpfu2l20BkUOVqe4VJyCHSAcn2cfEBm2mI0vxirINVSQBBfRyzWSNLuFsRiJEq/NYOWFuBL+wHKsdGphKQOI/aseVkj7MwQpn4BsVXRGjPQJCphyj0QM9ggnUS3ZzBXN9GlcuP6tgNbrUBWc9ViXH+2TbwFuKCxv1+rKJWEuXg96wf4ru+SiXRkRJzGQcDSblNPreLaNWF7vv/7d7ZIiFryvOMdO7N5Udi2jNs06yxNs9fXoUPb+0ddurQ9uxVFR4csd7vR3S37cf26gK/4DWNysu4lFjUDb25SHY/IMPb975d9zWRk3F/+suijTFPAy4sv1tN+pinH5j3vEaG8bQvQmZqqO9ZfvCjrfde7BGwfOSIs3G4AF4g4/6mnRBjfqgpTKQF3lYpUonZ0yN8vvSQM2MCATGj9/QIGjx59q5rxf2U06UemzY4QdMnkOm12gKFIJEyUsigFTijsVZJG9HywTBZPZkmuadHKRE/0oXt9h18gbfucPXWM9fs9Rj5fhs1wMjBNbqT7+UDhAktWlrOJffJ6PHUY/t/j57m/egPTUlzJDFJMZjl3Yj+lfoOefBW9qtCeInBMDC/A8AOoasyy6Ik826Z7dZ09y3NQdpm0u+moFlkwBzlUnOWq1V1vQ7PNA+yE1VNrQzPgrTMfpQd9n35/k6JymLPamdXtjLnzbBgprlk9GFoza7Wzv7KIqX3uqUzzUnIPeZWsfb4BbAVBDaxq2+Jy2whB0uJY+QYD3joTzgGOBTdZdHrERb3ihj5RmnmzjX5vg9VEBsvQPFy8yh/n7uEjGy/x1USYejcM+qqbTJiNfnybZorXlMmDless2m3Yvs9/bX87P7T2l/T5myyYOf4sfZyScngqc5SnzOM8WrpCR3mTq5kRbrb3ke+zWDsWUG23GVlIoYtmozY2XhTQDKqgEYS10H6tmhmKyuHe8g0qpoOqeKRmSlh5hxvJHkZLi5g0VpDGI2KjVq0M+6rLrNixB/VWVgotROza81BlVeu2UGOLoSG1pwlfD1PymqDGeBlNdio6naA0nCFlgDkXMx+GralF3QSuWkUExFodx6Z4C3DBrRmmYrHeFPhOnvKfe04AQsR2Xb8uk/DDDwtDcacNsc+fF43YD/7g9iCqWKxritraJD3ougKc4uLtVnHihGwjqt5UqrGS88qVevug0dG6/UKhsHsD2eHhRgH67cTevQIkLl6s3zgOHpSKwfFx0V41V4PG49o1AXzf/u2Nxy+RqJutvvOd8l78vKdSAsJzOan8fOUVAWlra3Kuu7pk22fPChh75zuFJTx/vg7adhPvetetG12vrwuYi8b98MNyjl59VToDzM0J8PzMZ2TMUaeCQ4ckzX078deVqvxbHS3uFzrgiY4P1jRcc0aOX8i9GwLNoc0bnLcHGzyWiJzOgeycj1UMRIcS6BpgSQdV+vUml3L7yA+ajM1PMZkcwF7fAK1JBVWOVOeZNXIsqWxddGwaDNkl0tUiyvPp9IvY+Dx17GGmj3XQOV7GcH3Six6pVYXhBpiVADvvYVQ8tCFsVmK5jFGssr80R2LBY10lGbd7ULa0n+msbHLZ6mPAd3HNKLW6feFM2XDYNBL0eRt06RIXLLn/Zv0SWV3hqt1b+86P2/30+JucqM5wITnCidI055LDoDULQRvvLV7kmt3LheSQeFM1gzytQ6PWBKXBFDN7E8ysjTIwtcxxb46VZDt7SgvcMDtDFiMg6VcoKZtkUOHRwmVeToxwJSEPU/NWGwP+BnO0gVKk/Ar79DK29kHDIW9RNFUalowMvZU1zqT2MWH1cnrwYMP4DvtLuL7JGhm+mj7MXd4stutyfPU605kOvCs9JFZjgNlQorsK92nLvrYCX81zWuz/imHzamKEjxZeYbrcy4Zt4fgBT+z7GD919XcZqS6Lhqv3I7XPNaf9AmVgGFFqXTeKz32fBpPSZtAVaHQkPYmn9XSwdfl4QUpghCBMml7HmU1jLU8aUFV5QJBiEzMEbH7Dw8cWsXx8vNHxNkyUY0vRiOvWHyZaxFuAq1i8dV/Acnn3vQObY2JC0mNxb45IUH36tACu3U7CliVI3LLEj+rcOUn9bef78fLL8oV75BEBWbOzdabu2rVb71dbm7TY2S7i3lpTU8IWgYCwVq72rWJ0VI7Dnbqk/8t/CT/1U1LV2N0tQKlUkkrFqPl3q9jYEF3YD/xA62NgmgJ0nn56a+uldFqum1xOPtvRIcCmt1fO5cqK7FMuJ+OwbQG6k5OiJXvkkd2l+0xT9uG5527NFsYjlxMwHbWNGhioawc9T8DoCy/U+zJ2dMj1cd99d+5F91bsHE1miHNGlo93fXttkjjqzrPPW2ZWZdGxp+moQksc0bNkzy2CbUmKJZzYTMvgYCLPWWsU7dhkqmWS1x1hnLSm19ugy83zSnKUxzdfZFWlOFKeBUPhDnbz0qOjdDxb4tjCFaYS3Uz3jbB0NMfy2zxSyw6JNZnwzHKAUQ2kHUvVFwf5IKAvv85IfhEdBFy3eqgYUiCkqm59gvcD9vsLYkMRsXLNTFNcX6U1s2Y735p/iS9lRO5hap/93gpnnfBBIQYelswcq3aOE+VpNowEe6tLXLe7WTXS/I/sSe4p3+BAZQGUwaZyGkXjSqGTDl7WwU0bpPdtUJn1meno5brRw/7laR7YvMps7l68QLY57K5iBD6uMlkyMwQaDlQWMAKfLr9An7fBJVtAYrdf4KI9gKvCVjgKrjh1pvu61cU9lWnOO0O4TVPyhN3HQXcRBayaOc6lRrnLneeF1Bgdy0XefvMqZddhzs01AYUdgFbs2lKxh6iGpudxMGZZnMvsYcBdI1nwWbB6mc328EPH/wFHF69x2QwLACJGrTmadVLN4vN40+kWesddGYvGX9MaqH9Waz+2/gAVBBirm/XxmCYquu9FFbeVqjBf0SUaZ9aiiIyGw9ZI+L7cR3cwPn3LVOfixVszPXBnT/elkqS0WqUMLUsmXt8Xtms32rC+PhHHP/20AKbv/d7WE+TMjDBfBw+KvkgpqUCMA7sHH5RJ91axZ8/u+v3t2VPv79jWVu9TOD5+a1awrU2YmtuN558XLdqFCwIkJicFwD31lIznj/+4sSH3tWvC/liWsEKPPbZzmi2yXThzRkTwEe0cMVxRjI0JsI6iq0sAzuiofAE/+1nZvwj4/OVfynWxm8hmRTPWqn/kTvq/zk45/3/1V42vW5Ycg49+VHpb/oN/IOnUpSWxE/nlXxYPty9/Wfb5rXj90XKC0A3vjdsDvKMyybKR2bp8IE7iReWIUB4aWqjcpRd4aXgMbZmoSpUHn73GwmoOo1DheOEGxyuzBJkURxLrjPjr3HS6pWFxYpCLvXsYvrnB0Y0bjCcGmbU6QCky8z7dpy0CW1Fts2ru5ma+AkUXay3P/rVpjq29RsfGGuNGL5fNPiq+Chm5oNZAOVfJs2kkSGiPCmbriTliY2Lao06/wPPJ/Rxx5wE4UZ3lnD3Y+ppXCl8rzjlDBMpgzJ0nFVRrQONVZ5iUdpmwetg0EoxV5xhzF0jiiTlrJoG2DQwfKpfauefcHFOJbrQSQPTF3D18bPV53lO4xAPl1/g7my+SxMdWmn5vk5OVG3xb/kV+fum/83jhFa7b3SxaOSYS/dy0OnANa9uUU2CYvOyMcLQ6J2OOXx9BwFW7l46gRI+3iQYuZUa4a2WKNTPLxbY9rBtpxoo32V9dkuMYNb9ueb3tLkOjQuYnKtjA97li9uC4Ffbm56h2JSmNZPHbUrU+mdtGVB0Y97DazqKh2Tol/rsVq1V7vQnURe9F6cEg6ocZVkpWqvLjuiFrpeQ66Mji9XegO9tQti0pxrDSdouPXrgtrTWUyjtWaEbxFsMV5fD/OuKFFySdtFPs3y8g5bnnhPnaienp7YWf/VnRVH3sY1vfr1Zlm80teebmtloGKCXM29WrO/eBHB6uj2038eKLUjEXbWttrQ7sUimZ7JtvBsePCyN0OxWcL70k44/8zGZnJXX2L/6FMH/PPy/7/Yu/KK13UimpeoysJhYXRVPXSpgfD6XkHD71lADjd79b1rW42LjcqVNiVxEHtW1tsk/33AO/9EvCjN1zj6zj5ZcF5ESViDvFwICAn8nJRl+37QoOoujpEZB4q2rJri4ZU5TaDgJhDP/H/xBgaZqyL7Z95+nvN3M093WDxglKGYxVZ/ls6m5OuHNhdWJsYolXdmkt6cQw7qrMcC41jLlWRnk+w+UlRrx5dL7C3YUpxpOD/MXRt7N+IM3xmRv8uvNe+vMrTOUGyegKx66PM+10cdEeQLmSIgyX6ClIAAAgAElEQVQcEz+psMqaSk7h91p0XfSxNivkSpt0VzcYKSzyfGq/sFmGqqdRWnhBDbprVJTFlBnT+TSnE+M6m/DzQ/46550hNoIk7y+c55nUYXS0fNyyIn5sEEPSFSPD48VX+VzmXql2VIpXnBHurU7zSnIP41YGfJ+9/hoJv0i+WmEyGKRvc40T83N0LJa5avZjFKqoShXl+kw6vVjap8fP89X04RrTNmH18l/mf4NeP4+BZthb44fXv8L/0/ENrBspAlTTeFtUwxkGZ5MjHK3OMmO2sxH1Gwz3d9LuYW+wivI3mbUGmM72sLcyz2R6gPV0lovsxalWGfPm8Ty4anQ1phRj1ZIRq9VQBdjEdm0JrcEyuen00ZbxOeze4C8fOsD1nm6cVw2qKwJ6xPuqKQ0X97IKNMSn26iqL2KymlOEMujGc97qAaYZzDYXCcRBmB8m+uPb8qso38TYUJBLESQdzFQSVSyhfYBA6KnmbhFh2lEHfgjw9FZQFou3ANdfV+XV2bMCLnbDjEVs17VrAm7e9rbWTyif/azodFqZXF64IJPy29++9bNXr8r6m2N4WCrc9u7dvj0OyIS8G9PL6GKMb7+jo57aKxaFLQppau65p75dy6r7nd0qLlwQABnZX0QgKkq73X136E7swZ/8iTjK/9IvCdsWK0FnfPzW24riPe+BT39aANLAgKRj45FKCRu1sLDVeyydFtD3uc9Jo+z775efmRk53w8/fOvr5NAhAZlLS/VWRIXCrStGBwbkWJw7V2+fdKuIdF5xMJfPC/P1278dioxNAep3373ztfNW1MFTPE0SvQ60+QUK2JSNBDetdva6S1y3wu+a75PSHmXTkRRQuYIKPf2OeIuUDJujmzcJKgLChrw1vtYxxuHSLJ/L3YdvWJgbFdonoH15k3l6GPGrHNm8QTmR5uWRIxhugLVSQAcGOpOk2mbj24rAUuS+Y4Yn9n+eX/jZx9n73DrlquaFxD4O61kqhN6CXrB1wmti7FO6SjHedie63ptTi+EkebC6wFWrB5SiLSixaGZxtEcJp3HZeMTGUDQcvu7s4dMLv0VnUGTa6uDJzg9x1hninYVxblodGGgwTQJt0J1f497N19C24mzvPlaMKhOpQcxqCaVduoJ1HO1iBT7PpA7yaPkqJyozXLF7qSiLXj/f0DdwxFujrGz2usvMmy2saKLxRn0Ow3FfcgY5VJ3H0gErVuN3+7rTw6i3xmBxmetdw2TWSwxVl5lPdRLYJqVUiqtBF06pyFh5Hu0HXLF7xcttp4idkxogiwMWw0Bphd+Vxc86rFQDVp02Hj1/hXNt+3igdIVrKheuImwKHQGtUMiuAwRoxcFXJHKvid9DpqlFN4ba8YpdIy0rLaO/W1ReNvwP1MxOAZQh+151MVb9+hgtC2VRS9Nqz9/q1xWN0W/BwDXFm/tOubn5xripN8fqqtxItqvgiyIu5gNhbEZHBQTt319PRXqetIA5frxRNwXCtIyPy3utANH58zunTKNWNa0AWRRjY7vTEe1kZAoCPOJeX6++KvtmGDLGl17aWXcFItRPJuvHZjsz0/vuk3Ta936vtDD6xCfq6dHoJj82tvO2muP++6UqMqKhmyOyuejt3QqglBLbiX/37wRonjkjr991l6SIH3zw1tfiyZOSjnzwwdvTFA4Py5gvXhQx/51EJiPp1YjB01qO5Z/+qfxvGHJ+T55s7KJw7dpWP7U3o3lqlPaIP6GHAGzUXxOhPLBmpMn6JbqDIstGGpTBqLfGZacPQweMumskXZ+9/iobiSyX7H4uI1YK2aBCTlcYKS7wqj0kj/F+gLFeYHh1jgXl0O8vcaw0zR9l7qZKCi9lEnRYZPIVlGHgdqXwkwapRZekUyV3eoPTNw5ys72LUls7ll9Elatb9y8CDU2Toq09BvwNXkyMNk12uuGzWuual1jaLxOgKBsOnX4BE82Lyb3cXZ7mnEqKmWoUrdJ0WtMZFPnna39KV1AIjURX+bcrf8i/6fwmrtq9dAcFXk2MyMOCbaGTDi+nD9GnN+jMFxjbuIHvwpSf42hxmjWV4nxyhN6qGJ5es3uZMXIc8FewAo9ps4NRfzXW97GD16xuPlJ4lc9n7mkYG6GYG6Ua5gAdBCjgit3HPm8ZywvEvDUCZUpxw+xgeHOdA5PXuZnr40B1nrLhsJbJ4qcstG9T9ROM60EM3+NQZR6F5qrVg6fMRjAVHr8ayGpmucwwnWYaaMNCVXzschEA10xxtusA909eo80rAU2gMmK4TLNRg+UHYMavg7heq+meGWe2onMd/90cgW4tkope36maMEKEocFu7X3TFIPfbJrCgXaUp0lPLMFmoX7NR8saqlYluV28uQHX+LhMom90nD27sxVBFNPTW/sM2rakA69eFZBz330Cth5+WCbnSJPj+wI2urq2d4R3XWEmOreW7NbCNCUF2arnYTwcR2wHdmp/tFuGKlpfdOwjBibywzp+vLVB6dSUALSjR2VbX/3q9mamIO+dPi2+VImEAJq/+AtZTzT5327cfbeAqqtXWxc7PPCApFVbAc9IE/bVr4ogPwgEZCaTkmIcGWnd+zEejz4q+qqdfMVaxb59MubIMuN2Y2Oj0RpFKVlnfLzlslz7hYKMzTTh+75PthsEctw+/OFbp3H/tkb09B7Tpez117huNT6YTdvdHPXmqWiLgSDPUb2MMhMEXsCNZBcdac1L2WHmnE6MokvfSh6U4rHiOGcSo8yqti29XPvcFTxlMm/mOG8N4gXSFiX92ho6YaNtcY1XVZ+x6XnSpRJFM8HE1w/z+fQYbaseZqEq+qwggID6ZNOUtoqzC/uqyywbafIqdt8I00jxdi4qXF5rzX5vmfPOEI72GPDWxatKa847gxx3ZznvDIHWdAVFOv28aI3ic7iCNTNDn7+5xUh01cywZGRYCdIcd+e4YIUSDtfDKGhyfp7lXI5neu+ibXODj66e4bLVS1FJFdqileMjpat8IX03KMU1swvbDPjN3EP84MazdAeFGpsGAr4MHeBTN5eNegiq6JjFxOrRMXzN6mbYW2XYW+WmE14f4XG+abQxWNpkjzfL1e4hjpVvsplOog0DrUITXNMg0CaXnX6U1hxwF7HxmTS7KSurAXhFIKt2PixpI6VTCXTCxmtPoGc2JLUapo5trckC53P7eFx9jT6VZSFs86PCdW1pgQN4ysTSPl5kGBtnfZt1W3Egtl1aXsfAq0FrMNXchLrB6kGLxQrINRlen1HhQFThqJWi2GOSH1UM6B7S44HotkDSqBG7dYt4cwOuqHT2jYwzZ3YP4hYXt2eEDh6UCe4TnxCPrXg6aGJCUksPPrhzOueFF3anizpwQJiTkZHtnx5OnhSAt9367sRVPYrI6+vgQZmcp6eFfYzG1tMj1Zyrq7LcyooAtN2AjocfFu3V448L8+I48NM/LZP+7Z77kREBpkePCjvXzBhNT8P3fI8A+UOH4I/+aCubY5oCmqL+j6dOyXX48svCbJ4+Df/qX23PCEWask9/WsDM7cTBg7LeZi3YbmJ+vm6Nsl0kk1uNfa9du/M07t+2CCeQAX+DT63/CSP+GgtGlp/o+GbyVpJMUGFYr6NMC51M8o3udb6UOoHpW4xnhlEVl06zgmPBddowV8UPT+mARwuXuWJ2M2uE7GJs0rmnMk1HUOIrqcOgFAXDYri6wrTZC56PTjsYHYpDizNoX3G1Z5BAa1TZI30jj7YM8LV4ULnh5BLZXTQ3RY7rqrRmxFsRE9B4xNjhGvAIY9RfY9rsRAcBx6qz3LQ7OFytN3TPBhUeK10WnZaZ5qrdt+09azps82Oi8YFFI8uIu0KXUeCy3ceU1c1hvcRlcwjl+eB6mEGFPu2CbbASJPlc+wPgegxWVxhw1/GUwbTZwR5vhet2NyiFi8lXU4c46wzxjaVx/iJ1lDUjiQKuWj3S7sfpb6gCVEbMRy0WOgjkPaW4aXXSpwvsc5d4LWxYLuyLYtbMMVDdZO/aLBd6Rrlv4RqbqTReMoHtScVgBI40cNXpgyBgn7dMUnvcsDopmMmG1GHUq1BnUrh9OSpdNs66R+CE51/7tfOtylWsTRM/bfHSyEHSM0X2VVd4zeiISUti58WQ66FgJMjoKusqVQdR8d9xJjiKpv6jWyIOslpZOWzXbid6Pd7XUSnwPGFRlQEJGxwbnbIpDiqSS2BWfLRpoNIpOR6l6MHjFuPkzQ647iR20trMzQmLcjtpyu3Wt7gomp+f+ilhc06flon+q1+V9j23YikWFgSo7BZUPPSQAKpmC4Qo4jeIVmOO3PhfT2SzovOKA7crVwTETkzAt36rgIVbmZk2xyOPCMB53/uEDfvkJ+FTnxLQ+od/KIAml5PjXA0rVzyvpSCXM2cEJK2tCWNz+nS9S8EP/7BcA1qL6Hw7NieREGDy7LMyNqUE0N53n4zl+nVZx3aMkOMIoLtw4fZF7GNjsr5bMZrNsbl5Z8xYc0/M203j/m2I2qQqN+MIbJlo+oNN/u36l/iZzvdTMJNM2MO1qq/JZB+PrZ3ntLMXVaqQ8Ur0Bhtc9gcxCuKvlQkq3J2/ziV7gEt2f33CBjq9PIP+BgZawFY4liIWo7oKhmLYzpP0NsgXU1zMjWJWfNS8i1Hx5JxVYuLqOLhqdtSOszZhKK3J6QobxvbtoAygx9+kwy9h43PAXWLc7ucx9zLjVi8+BhNOoybyoLvInNlGwQhZsyZWI2Jqal5n3pqwTl3fTAWTvf4q7ytd5Gu5Mebtdg4VZrhq9sjxKC3RUSzz+d6HIHBr+zlrdTBrBNja532VWUa9VQrKZimmz1o30/xVYg99/ibD/hqX7T58ZWLqRvlB1FOwxqI0gdTab6VYIENXAIeqC1xx+ur3YT9gzszR65Y4sDbD+Z69fGDpDJezw/hpB8v1a0234+neSasbpRSj7goj7gpzVoeAQzOsbLRFl2cWqyS0xl4tCXirVMEKYl5YAapYwd6wmRzq53jhBitBB8fW57ioemiwljAUm0GSNl0mrxw6ghLrVqxhe7MNRGTpAFv1UHH9VitdllLQ7H0XZ7ea3eGbwVnEeGkttQ3h36rikp3WpBY97EVJqwbZpPh6aY0u+PXt7mCS+uYFXGtrr889vjmiyq7dAoFr18RwM57eipiMmzdF7P2hD4k5pdbCMPzO7whLsRu38omJnXVZzZFIyPFoJfqO4uTJersf160DlFdeEXA3OdkIWpo1aq1Ers3vLS/DH/xB/VgUi8IkPfoo/OqvysR/8KAcv/37t+b3t9tOJgP/8T/Keo4dg3/0j8SD6777ZF2Tk8KG5XKSFo30C82hdR3kPPCAVEfOzMjf8/ONN8xWLvpR78P+/noLnwjkKiVAqEZ578AIdXaKVixiwm4nTpyQc2ZZdbPaW8V2QPtW0aon5t+gUEr9KPADyN3yLPB9QBr4PWAf8Brw7Vrr1XD5nwC+H/CBf6y1/tNdbKThmozAFgjg6PM3uZweFpDv101OXdPEDHz+w+Lv0+9vsmhk+fGuj9R6kPb7m+SoMmV2smKkahOc4buMuQusmRku2v0c9JYahpPGY8ydR5UMrmdH2cy0o7wA03UxqtJCRflBo+1ILX0YiocNs/H7HTEk4Ri01ry9Msnp5AEMHdDr52kLitRENuG8GCjFokozYfdyvDrLF9N3sddd5unkYek1GK4LqAHJq3Yv91SmecUeqjNFxFJiYczbHXyid2t/v1UrS4cu867SBCt+jgmzhyPuPDY+FcPhktGB9vw6eIydO1eZTCQGuGJ2847yNRaDIoFWXLO78ZXJdbubo5VZLjoDHKvOMOBvcMXq5dcW/hv9/ibTVge/nn0bV+y+OiBpriBsEnyvWFk83+RodZZLUXuj8L1FlaVLedy7eY2PXXuGf3j+C0xlevnJsb/Hok6K2zrUQFcE7m7YwpgN+usMBnkWjQ6WrRz4PioIMFd9jA2jfh34ARix9JvWKNfDXCmQSJhgwWpbJ2VXce/mFOftAVzqQGZFpRjy15kyuxjSGy2q/ZrE5oEvlgzNjFEtvdji9eiYNTBrTfesLQCrRcTnD88HQ2OsF+j+KzkOqiIaxiByN4jGZIQsl7E9y/XmBVwTE7fn+n2reP752zOn/PCHxcYgmpg/8AHRF12+LGDrgx8UtuS55wSAPfCAsFC//dsC0pqZqPgXNRJuR3qvVnntVp8D8a6Kg8bmz50+LV9A25YfxxGQdvRo42sRaLmTeO452d9Ip/VP/on8/pEfqVfoLSzI8QNJFY6N3RoQPPCA6J/+4T+U5aemBGQ+9pi8HwnZH3hg9+BicFD29fRp0TNNTtZT1fv2CRsX19CNjsp56e+XCs4DB0TzFaWhd8MIua6ApT17hOW6k/ZQ994r27Ws+jH964jtemL+DQil1DDwj4HjWuuSUur3ge8AjgP/U2v9M0qpHwd+HPikUup4+P4JYAj4C6XUEa2bKIzm7VjiwaQ9qX6Kt/XxUUzbnZLGiNI1MUbpYxsv0BdsYgK9QZ5Prf4Rn+j7Lg5WFygYCSbMLj7iTfN1ew8Ao94Kab/KRWcADIND1Xmu2VLNO+yukAmqlA2bS3Y/E1Yf2rNQgUYFmiBpoXxfWvW4jRqwZhCwppLSR9DKgtYYOqA/yJPx6/507yhdZcnIkgvKLJg5qdZr8b3SWgugNLP0Bnlcw2LNSDWyZU1g7qLdzzFvgUvOQB24xJatifBbPSgYBmtWji9lTzJaXuJ7Vp5l0czyVPYYgVZUwy1ry5T+e5G4HaQvonYIlMGU2cGymaWkbA54S5g6YNVIUzYdEtolrxL8VWIv/2HpM/QFm2Gj5zU+sfk1nk8eqJ/nuIZL/thy390wU7jKlB6TqVFZJtCgApZUlp+59Jv0laT59Z7CIv/q0m/x8SMflzZEKmhs9RM7JrPpXmaSCXpUgaMbs6zqBPNmmzBYbuzcx3V60bWhFKrqYi/kcXQF5fhUMXklMcKJ8jTXzU42DSnucZWFrQNJxXk6lj6Mp6Rj1bzE3osDU60h+rq1esiOg6hWLFa8J2LcqiLuERavsIw9AKm4g7xSGPmSvOZ64jRvJcUiolhku3jzAi64syd22Polfu01YaJ2KxiHRkPQIBDt0uSkiKj/6T+V9Ny5cwKs4t5cWksK6+tfr1sUxMPzZEK+HfAXj7ExSeNt1xJn3z7RUEXtZK5eFcCyHSt2J9HTI4Dq7FlhnZ5+Wti6ePudvr76NtfX615fyaTo3VqlUiPR+tNPS3rx858XpvMrXxGQdeqUCL+/9jWpMG3lcRU1so7fEHt65Nx/wzfIuq5dq7M55841erE1X3O9vXK+ItuG3TBC8XZLkaN8Nnv7jO3990va+pOflPP45qwitICUUspFmK0Z4CeAx8L3fwN4Gvgk8FHgd7XWFWBSKXUFeAh4btu1Gya6uwMqVVS+iNaaJ7s+xJMrX2LEl1TXE+0fkGXDG70ONSWJoEpfkN/S5Pru8jRXzW4KZpJOt8CqkSYXlBn11rhhdXLD6KxNTumgyqFQA3XTamfa6kQpRUZXGfQ3mDGy4hjva3BMacwcxCa62HVuap9+d51MUEFpzUF3kQm7F4XCV4oFq40ZI4dSij5vg2dTB7ls9zZWvjWHUhha0xvkmbS6GfLWmLD7GlJSzaJupRRVLFaMNH3ehlTybVntNmmnWuWdSSqo0u4V+LWORznizvOBzbO8P3+WpPaYtrv4yYPfwbyTlUk1vJ/0l9e5bPeB1kzZ3Rxz57hoD3DFlntRp18g6Rd5f+UiV+xepsweeoN8Q6PnPn+zNs5mVi4aa8Pr4dhLhsNFu4/7Std5NTFCoGS+Ub7PUHG5YRujpUX8jCPaq3JFgBfUWckwfej3toPWLBUNlh2bzsoGR0vTbFoZbhphhaRSwv+GTu0N/Sj9AFWu4ilNggpuuO7zzhD7q4ukg6r0wbxVg+idogZEIyDWCP5ry0TsVisWqxWb1dw8O/7ZkLXSEcgyFCrqLWwY6IQtx6AsjvRKKUg4aMeQDM828eYFXLd70qOI2rpEDuXVqqSU3vGO21vPkSPCZEQ3BcMQr6exMZnoh4cl/dX8ZcxkBFS9853Chk1NiR4oWu6FF25trbBT5HIylvX11hN4T0+jq/rCws7GqXcShw7Bv/k38Pf/voCuxx7bGRy3t9f3uVRq9Pq6++5GIGyawuA9/bS4rf/+70tqcnxcKj4PHBBwt7QkGqtmM9qokXWrMTz+uKQof/iH6+Pt7r51QcHQkICuCGTdihFy3UbweatG1zvFP//ncj530ozBnT+c/A0OrfVNpdS/B6aAEvBnWus/U0r1a61nw2VmlVLR08QwcDq2iunwtYZQSv0Q8EMASSsnYKtQqt28Z1WOj3fHWl8ZKkxdqIaJYU9luYkNg0UjwzlrQLyVAs2gv06HX6TTLnHBqfdgHK6uctSdZ95uE8F2OJFEwuhCkGBIFdGmifICqLpYi1Vsz6W/ukLaq8oTfky35SmTBTPHjCn3hYB6i5oaGAr/Pl6d5UxitPZeeFwa/g//Yaw6x7jdyzF3gVedoW3BVtMxZsFuZ6wyy2qQwjXsltuKfaCuZ7Is9rmLmJ7PeUuc618w9/Pxla+Q1pII2+Mu86vj/5kfuOtHWHRtcPVWDavWLBoZev08i2YWlGLVypLQHh8tvEq/v8G8kZNlgkKtUfm6kQr/bhxjfB+3A6meYfOqM8w91ZucN4ZxfblmpjK97CkuYmqNrxTzqQ501qCazGBv2pjLm+KsHgNb2jIxChVhaDwfPJ9VkqzaA+R0maOVWUqGw3W7GxX44qQeb78E8r8HN8wc+0uLXHH6hBX0FdfsHgara+yvLjFpdkr/yEDvfC9prlAMj7Mwek0SlTiobjWft9JrNb8XB1pKgamEkY4qab2whZZW8l0JAasKNDph1tLsWvuoYgmVcLbva8ybtbXP4uKdp1Ha2xvb0NyuQ3oUv/zLkhIyzXqPxKh0/sd+TBimVhfmwIBogEBA2z33CGgYG5P1fPd3764Vz05x771ShbddDAyIdunGjTvvgbhTPPusbGNxcXemoPFIpQSAPvSQgK2zZ4UBeuGFejse2xaA/Mwz4th/8aJ8SUxTzqfWcn088oicl2efrZ/z7dIUly8Lq3j//ZK2jMryI9AabzHUKvbule1HzcBvN979bmHXbvdBoplpfRNVESqlOhHWaj+SIswopf73nT7S4rUtB1xr/Wmt9Smt9SmHpDBbXizr2JxGid/0a813NUrBE+3fxLTZgY9i3sjx450frRlZnqjO0hdsCpNidJLwq4y584y582wYSW5a7ZxzhmSAEdgCbL/KaLDOIb3M4eIMhzemOFK4yZH8NCPFBVZJMWH3MmH2cNnqZcLuY8LuY9LqpqDqk4lCgFEcKPS7a/y/i7/Fj63/T35u5XMMeOs1Vqp5WaUU7X6RvJHgWHWe885gbYzxzzQd2/p6tGbc7mfMnW8NtJr1UEqR1RVO+PMs2O1cTUiFo07Y6HRSxho70bb2+ZnL/62+rqApxYVUPvZEjFX4+pOrX6pZUvQFeQIUC0ZW0sdmB/8x906OVOfY467UdGnxY7Id2IpSzrVWQJWwFZBp8Mm3fR+vdfThKYPruT7+6SM/yInCdQoDFuuHMvjdOXQ6CY5dA03KD1CFklSeeo1FEBskuOQMsGi3cdRb4GCw0ngMogh7KAZegFkVFk07thiGGgazTgcrRprjYXum2M7E0ocNJ7hRMK+MBp1gw+/o7+Z7Xjx92Mxg6aDxPaiDr/Ca0mEKVftNbFoIwHSlCsUSam1T/g7k2EX2EDq7fZHIm5Pheu21O9dvtbVJ+f/QkExOR47cmbVEtSpMycsvw3vf23hiL18WgGAYAmj6YqXPHR2SsooimZRKxitX5OKfnHxjvI6OHRN9UCvT1P37RWcFd5663C6+/nXxcXr/+wXQvZ6w7bo2KggkbRc5xB89KtfAV78qVg6/8ivCMN5zTz3FmMvVvabOnhVPs2bbgyhWV+VasG1ZT5QGTSQEwD7zTF0bZ9ty/pufhA4dEvA3NSVgvFWUy6290AxDwOlzz90e2/rmriL8RmBSa70IoJT6LPAOYF4pNRiyW4NA5EswDcRLO0eQFOQOoetpCYg9tTeVvzc3xw3/njPb+Pe597ChEszbHaADUn6ZA/4qHUGBp5NHeHd5ggBFFYNxS+4VvTpPR1DisFu3VIicoFzLZratn/FkmvOD+7DXqxhlF1WsiKlpTLPTnM5raHBM42taaz61+kcM+es1vVKkOauNQamGdY0G61SUxTWnt8GrquEIttp2DLxN2r0c8pa4GmrVtoAuWQkH3UU8y+Fc2z4Rf7seJAy8nix+0mT6Whd7qssNoKu/ssZRdw7X01w1utGoxkIB4LrVzT53mddsacwdWVEAYSVqnm8e/GHQmsPuIvvcJaaNLtbMNCcqN5kx21k1Mw3HptX+194Pt302OcIxd44bfoIFs4/ve8c/w/A0fsKg3GEyV+7k5MwkZ7v3szaWITPjkLi5LqLvZjABDWAqGkNRW1xKDGJqn6PVOfwArjq9dXYuDsJCNihoT6MSDsZmAVV1WbfSFJXNR4tnKRkO//f6n9EX5Jk2O3ii44PMGdk6o2WYoR7KlAbSfgjMWrFbt4raMjENWLSdyKDUUI2thcL90IYp22xIRUZ/B+hA1YpXat9d05TP7qBdfnMyXK0Yit1GJiOAIJ+Xn1t5EzVH1ED5m75J0k+TkzL5R6Ataqvy4IPCclWrkiJ74QX5OXNGRNcvvSRaKnh9LWu2i54e2c94k+Z4FIvCJr2RceaMHJ9HHql7gu2mqfduwjAETD30kBzbmzcFlJZK8MUvSvufP/szYQ8fe0yOYRzY3n23fPbMmbpDfhSbm43mq1F6+PTpegPoiG0DAWaXL7ce57FjwobNzbV+fzsQDHJtHjy4MzvZHF/4glxvppi4ro8AACAASURBVCm/t6sivNMU/N/smAIeVkqllcww/xtwEfg88D3hMt8D/GH49+eB71BKJZRS+4HDwNdvuZWoz9p2ImCovTfgrfMry7/LlxY/zf+1/j95rHyZm2ZbqIPxOeQuMhjkWTGSpLTLN5UuMORvEKCw0BwOljjsLnCyfIOXnBFhp8yQpXL6mEgNMtk2TLG9jZcfG8Z8fI783jRB2qnrdZpC+0GYNtE1tqCZeYpixF9r0BKN+GvCFsRAWfT7gLdMGYt1lSSvnC3gTQ5R43hasV4FI0EZk06/0DRwYSw6/CIn3Dmmk7281j6MTljiLWZbBDkROjtLRZ4Y+lZcafgDSBnqjWQPF3N7mLKlKrE7KEjlX+wcFs0ECe1ihOdw2hJGUtYhrvPRsvNmllcSIyybGYb8dTwMuvw8x6uzONqLDT3GBBrGFnYQgCDgojPIQGWV/qVlkgslEgtFUnMlcjcqmCswq7oYW5hGBeAnDQEy0bGJfocslQ5F9brpB8+jGhhcsvu5ZndzqLrAkcocRiCFHtHnXAwc36U0lGHmvV24I92QcKSDgWnzSnKEf736RfqDzdq18am1PxKwEzWHbjzZ4RhbzAHROdjpvtT8fvTgExfsR70P49vw/TrYahb2t9KGRWMPhOUy1vPbDunNCbheT0Q3yTNn7qyRb7yB8vQ0/PzPbz/pGYZUtZ06JSDhwQfl7wcekAl8dVVA2J49jXTr3r31if71xKlT9UrH5kiltgdjtxMRADVN0VSdOlX3MTt5UoDlGx1KCbB56CFhFwcG4D/9Jzmun/60pGRPnZIxPf98o+D2bW+Dj3wEfu3XhFUEAUHNLXOUkjTfK6/UKxU9T8BZOr3zsbvnHgGEy8tb3ws1KNtGf78ArzhY3CmiKkLPk99vIsG81vp54DPAi4glhAF8GvgZ4L1KqQngveH/aK3PA78PXAD+BPiRW1Uotthoi5RInW341Maf1jRbQ8E631V4if4gz8OV13i8dJb9/gonqjN8rPgyE3Y/X04c4q/sEFgl+mupv2tOLxXT2Wr8aBjoZIIgaZPXWTpfNLALAUa+KqmlaAJuAj5b0jT1Y9jAAiyGqTMQsHHTbOewt8CR6jz93kZtuWTg0uEX8FEshF5W0boiRrBVCrKVzklrzU27iyF/HRX4DSnHseocGV3hfGYPa8dGmP5wP6XhsFrS8zE2SliLGxgbRebJ8vHh72HK6gqrR7t5Yv/HINC4hsWSmeVMci9j1TmOVOcxgnoabsLu40hV0mZPdn6olgaOWJxoTKlAekoWjQTjdj/jzgBlZeNpxbsKlzlcmd967KmnGlulGyecfjoKGwysLqCKFYyNEs5iAWexQHnTourajC4vgQZtqpgQXm95oI0zbDWDVkArIAjwAsVlp5/Ldh/7q8scrc7VgOKU2cFoeQk772G44GYtdCYl6UWl0LClgGDED6UWMYZXe56wW54f03Q1pQ6V2vpwsIP/VUvz0zjQam6a3YpxjqoW42ANGl/zg7eqFBtidnb33kPbxauvwrd8y519Ns5GaS3/30npvGUJm3HwoNhJxCvbPvMZAXMR6Io/UafTsr3d9OJTqu7+HhfGr61JajOfl4n69TQvjgPQ2VkBXdGxSCR2rPh4w+LUKQGtN2+KN9enPiUeaCdPCrB95hkBYxEQ7O2V97JZ0XctL7fWF4CwdS+8ICA46oUYr1rcLh54QNKDJ0409ibcTRw8KEBvcbHe4Pv1RLH4+k1t/4aG1voJ4ImmlysI29Vq+Z8GfvoONrT177joN7xumj26RoM1DrmLlA2Hi84gc4Y0cX5OHWDJzNLQgy6cAA54S0xYfQ0TUM1FPJVAp2yUH9A5XqHd91krh2Ardl9qYFNi1VtK1aso8ypBNiiTD0v/2/0iP9/+Hn5k4y/rFZgdH2TOakcpRZtXqIGS3iDPmpFi0u7ZWiHW+ri3TLXF44Jdb/3T7ecZ8De47AzgWg5+XzuT32qC8mifNGpgQ0WptRDszRltfGIglPEZBjpINEyurjK55AxgBB6HvUWCQHPV6SNQBkUjQVZXmLPa+XjvdzakCKNigjQei03TblQ5et3u5rA7z7cUXua8PcjlxICc24Qj6c94O6T4dRMEvJbsYzQ/z3BliRmnU5Y3DZQXMN/Rzt71RdykRcmx0AlbWLqIUIunj8N1K6VCmx8Lqi7aVSgdSPsgrUHDFbsXtGa/t0ISnymrExMP5+Y6fSUPbSj8XAKrVKllBLZYopgh+xdPtfugW4KhJhG9DHory9XqtWYwFrFqgcEW/WSz6epO7vERSPQDlGmEFhLbpxTffIBrenp7Hc5uYnlZmI6d+hNuFxsbdcH5G6mZuR3AVihIVVqkZYrfxNraRJ8Vr+obGhKbhL1768Dq4kXRbnmeMFCv53jeKh165MidmXvebvT1yf4sLcEv/AL89/8uQvmlJWHzPvc50UZFDJBSci6XloRRevZZSRG3orgffFCOk+tKOnC35+rtbxew9+CDMoZCYffA5957ZUzZ7OtP/UZGrW/FnUV8AohpilrFtNnOHn+tQcv0ncUX+f6u76w1bT7mLXDRDAsnTbM+cYbrNXQgy4YTSQ2o2BY6Lfo/o1glUXJJumWMVAi2gnoKJg6s4oBI1+Y+zYLKsMddJW/LOof8DV5NjPDx3u9suW8biTY2/AxDlRUe9FY4k9jDIXeBa1aPaIJagK1WacZo+7IjdZZLAzeNdt5fOM+riRHOJ4bBsnBHulk/lKZtQpG74ZOaK4v9RXQeIpYuFEbHNi6vGUZ9bOEYAsNi3OjH0AGH3EUUmk2V4BcXfo/eIF/rpzhntdfGpwwDk4DAsLYydUpRMWzOJUY4lxjhRHWGb8m/zKTdzStqryyvWmjcQtCoDZjO9DGwPs+e8gJTTg8qTOVa64qpXA8nlqaYSAzgJh1UwsZYL0C1Mc3d4AUXBDWg56Mw0ATNlX8oJlU3GIo93gpH3RnmS52sL2sR6EcsmmNTMtv4d9YH+OTyH4v7v9nBk10fqgOfuON8PP2+WxK56Rxt8dvacux0DeDJrsRYrjj4UiGQavUwEDbnViYx8f32AO3NB7heT2hd90u63VhaEo3Qr/86/OiP/q9z3s5k6q1ommNtrZ5eiodpwu/9HnzHd0gD62gCtywBEa9HE3cr0XZ39/Z6pzc6hobki3XzJnzzN8v5euwx0ZMdPSr/f+lLkiqMQGKhIGlGraUA4utfF6F+cyHFyZNy7WSzAnYLhS2bbxnvfKcI8B99VIDu7TRbf8c7pGLyPe+5s8KOKFZXBXC/FbcfmvqEbqjG70oL0PVE+wf4Lyu/U/tfAf1BXgCUFoPQeZWpT0x+OJlrjUaz119jKmqGHfl6aY1KJtDpJIFjYlQ8VEkaEa9g0+cus+wltqaYmlmnponLNy2s8P1cUGZT2zuyVAQBRuDxkDvFZzL3UTUcjMDjgLeEoaXP3s1I7xSN32zSzETjMOppr4j16XPX6QoKXHH6yBuJMH3q4Kcs7GJA6lJAYrWCUZQm3CqqzIsLyBvOnUZV3ZqBs44xQPK2JlAG42YvhqH4tYXfbDA4fXLlSzWmK2Klao2rY+nQeEukCIidd4Y47wxxwF3kI5svMWH3MWu1s2o0PXBFYwpT0/NWG12VdQ4WZriaHAgN/asYtsnL/Qe4f/kar6b3ggZVtOQYxDoKNJy5yHMLCLSKqduiC8Cvg5RAc8PuxiagvbLJUGWFhWQny46kb72+dq7s72H/lUU+kf4+AXJBKDSPxOewPasVno9tvzvxh5o4KNwpzdgcvr/VrDte1RiNKxTIK8cBy0KXSgLajOCW23sLcN1ORB5XFy7c3udmZmTSfOghqUT7G+q8TUeHsDTNEV3oX/yiVNA9/HBd21WpwJ//uWih7gR07cboc3BQjuHQ0O2v/3ZjdFQKGdbWBFh97WuSFhwehr/7dyW99pWvSJr1V35FmM777xdW8ORJOR7PPy8i+mZgftddAh5zOdnfublbF10oJaDvy18WsHY7wEkpqYx85pm6m/6dRPSU/1bcfkRfiTgIib5PLSb5ObONOSMXGp6K91Yt7aIUXbrIRWug4SnaVSY2PlVlkdKiEdo6DkWQsAkSFsoPxE0eWNNJjuRnWbb6Gsaj4yAxivhE5vvCSoSvjbirXLQHWrt7h+tTwHtL4zyTPEhFW+AH+IbJ1bCxczYoc6Q6j9KaOauNdTO9VUPWZFKpDbAJGKvOM2/muGQPgVLc7c3xarobLJPEfB573cJPOxhlD1UOWxf5MRZlu+IcX8BIb1BgyW5rmP9rWifTINC6BragSZ9EHUi1+n87rzGAa3Yvr1ndHHEXOFRdYF0lCZTimt1LoMw6I+mJASl+wIqRwTMNjpZnuJQYlPRhxUXpFK/27uP40hRnO/djZJKYcTsI00DbVt0mInZMfKUwdQCGVb8OlNF4XoAps5ORYJ1LiX76ghJH3XlWzAy66vPkH/8O+9YXmHa6ebLrQ8ypbBOj2JTCi4Ov5irF5mgFtqKIeiM2mK8GW3VbRtN2myPQskzIeOlqtd46qXm5beKO76JKqVGl1FNKqYtKqfNKqX8Svt6llPpzpdRE+Lsz9pmfUEpdUUqNK6Xef6fbvuN4Pb5RMzMyud5uemZyss5QHDp0Z9v+Xx1KCVjM5QRsReL9U6dkIt/YqFdPxn9efFGYvZ0qSXYj2t637/V7i91O7N8vAKNaFTD1wgty/kFSeh/4QD3V+S3fItWHX/+6LBe5/I+MSEqvedyRdcTQkDBmu4lIgP/UUzsfy1Zh2wKityt+2E3c7jbfisYwzEYmAho1OE3H99OZt8dE15080f5NAAz4G8yZoZ6v5lFkUFEWjvbo8jZZUVvvT8ow0KkEQcrCLHsY+QraEP8pQEBF1McxSl0phTKNRt1UzCMsPlmlgwoFMyEalto+x4TX4TqOVOZYNLOsWLkGlioCd3kjyWWnn/HEAKnAZawyJz0OtR+muHTD5wCG/XUOuYtcsAelkXQ6he5q59zIUY4GC2LqWRIhub1cEOuLqisMSzPQalX1Fh6PDqvKaqJNGBDTbDyXYUTnDKjrk4ImWxC2Vl7WjkHseMXTqIEyuOQMcN4ZxCJgQyU54C0xVpml19uUffD8hobiGyrBlNHBXeXpmht8Ym4TY8nlptfOkZUbBCmLIPLmskyCjiyFo734fR0Nfl1ai0mrEcQYnBZMpvYDXG3gBJ5UZGa6udC1n2ouzc+e/6/sW18QIFpd5smlz8tnPL81EIqDnluBrRoAjDGxfmy9re5fcbAYbTf+Oz6m6FqvpSzry+gow+P7OwKtKF4Pw+UB/4fW+kWlVA44o5T6c+B7eQP7kL2hMTd3Z3oj3xdGYzdi53iMjwvoeM97Xr9QPx5RX6z/v1kH296ablRKUlfVqgCjePi+gNyo52E8LEuAzW7b0UQtdeL2C3+dceiQpDpTKWmh9Morsq/ReTx5Uq6JF18UMBppHn7jN0Tsr7UwWpubAryOHpX0KNR1cr/zO8Ka7UaXVSxKf82vfOX22aqODtFgXbrUul3RW/HXG82eW7AVaIV/9wQFxq1ePt75bVsmmc6gyEVnqHEy0gFVTBLao0cXGbdjWrtogjBNtC2O8kZBAEeQSYmrdqnSGmgkQiPgUrkm+G5gBGKT1V5vVXo3tpjYIuCQDFxOuLN8NnNf2Ai5aQJtSl/OmW3M2e0YwD53CUv7VJTNddUJGhztcdhdYNbu4KbdLyAll2Hy7w1glqH3ZZelfI6h0gqzKofyVR1kRce7xoo0VcI1vw5o00DbtrioRya2MVCklOLJ7m/myeUvSsGA2cETnR9smV5tLgDYzlV/i/2FcriQGKLPXSehPa5aPaS0x1h5lsAzec3oxNWqNu6ishm3ermvNMUr7BF9X9Wl4NgknRT9ep35XDvK9VCVKqpYITVvSRugyCoiHGuA2jrdtOpbCJJeC8G3UXFZSefoq643eJONeGuxh4+mNGIr0BXXQDZfZ3HtVs013th67COmKz7+UINV30647XhmcTvGK9J/NTF921mmwOsAXGHri6j9xaZS6iLS5uKjvFF9yN7ouNMn9dOnpV3L7cTZs5J6fN/76hPtGxVdXaKreaPXu1NEDas7OqSdT7x34tCQVNQ1Ay7TrBuHNke1KkAs3iYoimRSmK44ELnrLjkPb7TR6k5x9Kiwbh0dkiqMUsmlkrTxmZ+XFOhP/qSkRbNZ0cedOiXX2vi4sH+2LesxTXkvkRAG7MMfhv/8n+Gf/bNbj+XyZalcLBQEwD3yyO3ty+ioaMCmp2+f5b1Tfd5bIRGf5Jtfa2K8uoIil63eLcd80F+Xljotbv5Vw6Hb36RKTHgchgrbuKAURtWvAQojH5auez4rKkWnl2fVytb1RH5d17NlAolpY1LaZVOFFc/NE3AQAQn4cPEsn0vd3fheU/pRmcYWYXygA67Z0hUk6VU54i6w119lUyV4Prm/riqybYKODIGtydyAxHKZJVIc8ZZIGg5lEoBuDajiKd74+dDhhKw12jDwOtNYgCqWG1Nh4TGaNXINBQOqFTgI90tv86ysm8BoKxA2b7WxoNrZX13EMeByegRtGhzYnMH2q2yoJLNWO1prXGXyqj3IvaXrnEuO4OGgTZPZtm72VBdop0g+5Qjo8nxpAdSka9Na4ytDfMZucStQSomcyXUJDElRAtxIdDNaWa5XJ1oddYCEWRewNz+YtGSntjmuUTRrtywLZdvC2rkeulwR1qx5uVrXhxYAKw4GQ1BVY3SbAOJOvUPfEA2XUmofcBJ4HnhdfcjC9f1/7b15kBxnmSb+vJlZR9/darW6JbXu05aNL9ny2MA4gFl7PGMggmAG5scxCwTHsjuwP3YWDLHh9ezOzuzuBLEzG+Af5wALY8LDMAGeAQNjDCyXfMiALdmSpdbVslrqVt9dZ2a+vz/e78v8Miur1JL6Vj4RFVWVVZn55pdZ9T35Hs8b9CLbWE9x+1JxuWTr8GEpszelDy62raefFu/HvffOj0emt1d0lhaScB04IOG1bFakDeLNqru7pYJztjZls2ED7DiKRTm+uFbVs89KJeWOHQ37Vc0p9uwR79a6dUK6jh0D3v1u8ZYyCxH6r/9VPGJmuyiiqDdpYEBkGj7/eckHe8Mb5Dxu2wZ86UvAH/9xYzv0H1Frq1Q6PvnkpffMvOYaqbZ83etEQ+zqbFa9+DAb5NabUDR0SMsv4qxu0swMnUzU503izya+i35vHKftTjzQ9XsYsg2vseNIqxUiSZTX+Tle6KUZsVqw3T2HUU9ucNiCNOqNe7MBxFW613kTeCKzppZAGRPZ7aXjeDqzAVU7E53gEvK8apYbeWIWGBl42J/bhKznSr4XASdya1BqygG+j03/VIBVcmHNlEBVFy9lenF98RSeyykhZSNsao5vZNzNxHbl6YHrw2tyYBWzsMtVwJaEco7nfhm21wqVRvOL4rpizFzXI5a0bCCzGhmbcE35LCasvBBTy0O7V8DOsvw/ncyuRtnK4Fe5DXhFaRCHeS3KRMgMF3CmdRX2TJ/CMWcNqo4tCvRJ1ZoAfI9h27H8qITehAzGYGYVNmASJ5o3KLJKeGDzH+LPBh5Gf3VMKjhX/X54/ccrQ2WHtTd6DQhsTa6h0YCaiMAtTaiuaUNmZFpu9n3je5rskYWwZDG+/VhY2LaM/VjCD3wP8BN+MwaumHARUSuAfwDwYWaebMDukj5IZC7M/FmIACH27t07NwkkJ05c+sRSLst69YhBEn72s1BPajZaV5eDpqZQ1mEhwBxtmHzjjUJ+brop/M7OneLlmgsPVFOTEJ04brxRQmqel6zPtWpV2JNwLnHDDZKjtmOHVBoePRq9Sz58WELVJ04IEbrllto/i61b5bFvn5Cvv/5r8Ta9613iffre98QbOhtvUleXeA3j52A2+MQnhCQyN25WnWLuoScMfWdMFoDQk2D7XpADFNwxE2G9O44zmkTFvDEPTjyG9Urdvd+bwINj3wkaY5NjS54Ws+QumWSLE0Ifxh1/kHekJzJdkWb8trJeFSedVejzp3HS7krMYdniXQADod6WHgpbxDfZ92s8XUnYUh0BLJJm0xYBFnDB6gAyDjbSJPLVc6gOy36YSJLiVUL4S/Zq7CiexUtZ4yYxydsYvI2+X1sZw7lsJ6yKDzgW2FFNjJOS7U2vSR1tsSS1/AgMzbM44i2OXLJxKL8eHe4M9hRexhlqw7jdjAmrCWDGZncUOXZRsHP4TXY9rq0M4RSvwjQRYBOeb9uIm0eP4deZfqXFZiTRU6gf5pMN2/cl1JaUq2Qca9nKIuuU4Xbk4YwVYI+LqOz7179TGmAbY05EoeZWRHuLInY0JFpJBDDYhw9mAlVdOJMlUKEENgmeWWkZ9x5rOQi17YCEx8+rF3rLGp5XXCHhIqIMhGx9jZm/qRbPYR+yOcTwsOTOXAr27xfVby+B9cbBDDz+uIR83vjGKxMDnQ0WMpH5N7+RcdBoa5P8MS2AqpHLCRGcL6LpOELGrr8+mZiMjoqtSeert1c8S5eb93bLLUKmbrhBPFnDw+Hkp6UsNm9OFkqNY+tW4MMflvy2r3xFPE8vvijh1X/zb2ptHB2t1X1bs0ZI8KXKlFzFzaoXDUm5W6qM3/wdb/bGcNJZJXfljg12Afge2rmEM1ZnuB5ZcvvKvhKRFJiVceTYkoeVzUT7I6p+d4ll9ECtBIT+zLZlsnEc6Rfn+djmjuCFbB92VM6HOS+6p5zP6PUm0etO4vlMrLrYIiCXBWczoGJZEo/9mC1abgJlbHRHcdxehWJGSAQ5Drg5D7e7FfAZJ6eagKqLrFvCzqlBAMC41YTzyiNYogymKItud0rEYlEbqmtUKdjmlXDWz8CZKNb0yYv3htQ9JiPjaB63lvEwSVeMYEXCjRRKSuj3Nf/9vo/xbCsm/CzWl0awtjyOlzJrUCVb+jsCaOUKdlWG4DFje/kcThJj1LFhZR0817YR102dxsFMb1h1Z7T5AQCfCJkgNG6Qo3hvQp8BYlCpDGd4KuxeoIsMbDuUX3BsIWBahyuORhIj5ndMJH3fdcEzBVjliqjYs3FdmyKn7IceK32cBpmLFIXE7VNesouR6ctmBar32BcAvMDMnzQ+0n3I/hK1fcj+jog+CUman10fssXCCy9ISGhm5uJK354HPPaY/Bndd9/KK6EvFES/y8QNN9Sqpt94o5CS22+fP1uuu048MkkkY9UqecTBLPlWzz5b+2dFVNsgvB5uu03I1F/9FfCf/pMQpnXrolIWTU2Sp/XUU0LMGpH8DRvEq7V6tfzBdXYC//2/i5RDa6sco21LGDOp2fr69UK6LkUYdtcuubaZk3XPkrCQ5H4lIl4+r8hSHDZ7cCEl8OwiIFSn7c4YSQrXTVTutigMJeqKPIsCGQTd9gZAcIc/iRw6vAIm7ObQzojXwZYKwHwWNDqBDPmoWnYYowgIg+RhtaKMbm8GF5xWTDvRGzAiEh0sT8JyRBQRVJUvATvK51CxMjiYXacXgRwHfnc7Rm7pQqbIaD82I5WIVRdVtnAkswbwfXR4BewsnFFj1IGzTgeuqZzFOPJwyQ5JkalVRgmTqyaqVdEuQy5b8z9RV5zVREAkUfd7idIRcTJnJvIzi7hpxpH8pHIVZ5xODFrt2OmehwcLx5zVABGmKRsUVPS749hXGMAFdxhP2tfA7WjCQMc6bJ0YwUC2K+w6YHh3tPBprdF+zXtmAnserJliINYLywr7OAIqVGuQtCTEhUxnm7elfyc+hzoMPoPL5eR1zcpEi6LHNBtNL9sOHSzVSp0W7IIrccPcCeDtAJ4jol+pZR+HEK1HiOjdkOawbwYAZj5IRLoPmYvL6UN2uYgn4l0Mk5PiqVmzRhKl4yrb5rZKJSFbXV0yUa60BGNNPJOgVdN1+M+ywj+o+SKd7e1S+XcpIBK9qyTNK93T8sCB2h+0Tvo3vUvNzULQDhwQ79JXvxolo/oOTocY9+8PqxjrYcsWeXzucxKSnZmRMX32WbHvwAEhuEl5a5s3i2dsYGB2IfNHHxWSd+LE7IR3K5WFy5dbkSBQVuQX2MiJolxO3hu5VIEXwPODiaKNyxi0usLvABHvwgOd9+LB8e9EKuPIssC5DLgpC3Ys2KPTYYVeLCld382fc9qxs3IeE1pWwky+189llQMGYLs7ghedNUK4LAI15eU3XyzBZh9b3AvwLQsvOT3hvoCA3MB1oRXW4x6fLq+Add44jubWoEwZZYIFZDPgliYUNrWj0EfofsEDFU3RTL0PCxNQYTUA66ujWO+Ow2ULe6pn8etsf2iT2a5Ii6xa0bCdcFxfjj3IO/KDcGJNv0erNvQHm+rmaNXL6WpUtRjZvusJFdLvLQtHMr2qMnQII9SMc3Z7QGoHM10YzHRhuzeCuy78BqfzG3Cqew3G/Db0VUs429QuKvS+r4RTRRbCrtf6xoRadtrpwobyCE5lVsmYZRxwUw7IOJIrVqmK5ykoXEhKVK8TStSIkOKEEHEkr8szfluayJmiaoYOV1zsNwnaE6ZU8cmx5fosAKjWb0d3JVWKP0VyXhYw133IrhRHj0r+zWzx7LOiewQkh8gsFdudmZEw4tq18+vVWUyMj9c2Ztbo7g6T27U+2U03ieL6pSiiXyo2bRLCsHnzlW/LsqSPYlJxhuuKjtaxY+Eynaz+1a+KGv327ZJ/de+94qlqaxNC2Nkp9q1ZI3lnZlPuenjPe8SD1t4uocY//mN57XlCbLUi83XXRSs4d+yQG4PTp8Vr1ghbt4r+V2dnsjcwjnhFaopLh+EpCIhMxhFiVCoD7GOVX8CYyruRu2kPG6ujOOUYZCs+AbGPIas1yNkCAMpmwM15cHMOM1vaYBd9NE0WRXtKlfkngusk1AJhfooijDZ78AClvI5QckERhOsqL2PEbkURUh1peoziKuswyQQzdrvnMGXlxaul+hOhbQAAIABJREFUvqcrzDiXgZ/LIDdawdpfunAmReKCXC8q1BlLRB9UY2izhxsqZ3B38QU8n1mLM9muSMUgxydui0DM8KHDsV5AEk2YHij9PjK0s/EQJ1Qu1iNY8XGU8J9Vs17JyuCg04fV3jT2uEM44azCDLJCn4hw1F6NabsFdtVGW7mITr+AtRjFRFcripWceCDVf44PC5b2jyQ1fI55Q4twkOcqIlWvAPz2JlgFO1hGai4NXC9xKQgyiU3sNxAPidcT6TW3Z7byCQY3NvBJCfhJni6jxyZXKnIscUHVGK4Opfnx8dkTrngisg69aAwMAH/wByJounYt8KlPrVyydezYxb0me/cCP/1pGFrM56XYYD5RT4ZirqEbhGucOAG86U3i8bzuOuALXxBC9Pd/L+R761YhaceOCWHP54UY3XVX4xCj6d3Yvl1I/rveJZIRu3dLXphureP7Qr6KRVlv1y4hT9deK9WU2ezF+x42NdVWgNbDyMjltbJKEYA9P5xIWIUUy5UIMVjtTUs4zEALqjhFyruoJx74SPQGWBTkNvkdzQAz8sMV2NPlIETEpnAlEJ0cdNuhmMYXAAQNfhW2V4bFc6UnG98PyNjOyjkcdVZjU+UCzmTXhmQrlxWvRlKyPoDV3hR6q1M4nOuFy7I/stR6lgW2CLAsWOUqrJlSMJbkeqG3qZEnyGd4sHAgswEb7TEAhJ3lIRAgqvbasxfzaKzzxpUcB4fEWVV9aj3EeJivIeK5anFPSlLeki9tm+L2RUgXkYTsVDJ/4LUDMGK3YsRqw2Z3FBv9MRzJ9sJjGZshtKJ7poIObxJHOvvxUtM63DvyNM74XXgZOYzZOfRVx/FnY/+M9d6EeFE77sGQ2YLJBIVVpb5hO5EbFDFwxgZamuA3ZcC2BWdkCpgpKJv1wfmhnIPnAXZWcv2SKmfreQ1j1bJ1iWKj5tQqYhHXTkvaN1eq0eskASss2egKMTwsid+Ncrbuu09Il+eJ+vj99y+cfQuN8+cvPnkTCSk5ejRctnPn/Pc/XLVKZCgWEmYT53we+MAHhMjv3i3itl1dksfW1SXjYaruE0lo8Gtfi/YO6+sTiQmN9etl3HM54D/8B1n3mWdk34D8yV9/vXjZbrtNlu/fL4++PvFyjY42Po6mJsnLmw08b/4LQFY0YiRGe3eqVZXAG6+Mks83uaOSQA8Yd/QJVVSQij/KZsWz1ZKXMJ1twZ4owZosRAU/zcnJbBTsM6atLFr9UjRkZNvhfj0Plu6tZ0xaLizY7KHfHcOo3YyN7ihezPVFK8hUdVpk0vIZlufh2tLLsH0fB7NrhWwBcjytzeBcFuzYct1XqqBCSUQ6yxUpBtBEqw6Rq2kNBOCUswpdfgEvKVX7ZrjY5Z7HzvIQMrEsl2a/jIKVq9kutE1xqEneVNi/2ESt14tUwCkEy6zaz9QBBuSPHTvs+5gwFiesLhy2e7CzMoRN1dGAHFzgJoxWsrhm4hR8z8I/bLkDbnsGmayFXdVz+IuxR7Fe5Qn2e+N4cOKx8Lq5GGHRHltmULEMe2wGNFMCPB/VjjymtrbAXd0mfQmTxkUn2ruuCoHXehgRu6YiHqjAjtpcs6DAQ6+X5JkytbXiBSVxG7QURYNE/5VPuIzGnA3BLGGZa69t/L3Dh0PX9Uqu8hoclMl/Nli3TjyD114rk/OrXy3VgvOJXbsWrqk1IB6hpNDyb/+2eL6YJfR25gwwMSFeId3+SD/e9CYhZp/+tIQZn35aCNO3viUesJMn5Zratw/4x3+UPK7/8l+AP/1T6Vf5s59FiZKukNy3Tx7Foqz/f/5P436fzc2z93ClCfNzA7NBcqw60WIfvp5I1J9+M6rRnojx/CtNtjIZIJ8D57MicMoMqriwp8uwZophk2AgnIziuSsKZ612rPWmDG+ckTitkuu3V8/jqLM6/BzAebsNu8vnYPsefJ8wbjXD59DDwJ54gdgIaRIR+rxJ7HLP48VcH85lRPaCbAvUnIff0Qp3TTs45wT5U1SqyPG4nhA4s6VNMExcOxnqYzdeH8r04dryWcBnnKU2HHbW4CVnDTa4Y9hZNghJME4UEJRgf8rrFoRIdX6QJd4l7WGKt/YJEK9gRGxiryczEPfc6P0054JQdUDyTKJmEXzbxgvZtRh1WrCn8jJWedOA62HSz2LQ7sIrLgzAqjJ+1bMVPd40DufWYo03lVgJ2yh0Bovwcn41+vMVIVO2LeerXAEVy6BCCbmzk2g7UYA9bUREzOszIE5qHNiv/R1o3bD4mMTtq2ereS6NEGFke3HpibiXUv8W9Y1pveR6XA2Ea7YVXPv3zy40uHlzeGcz2yqv+UA2m6xFNVc4fTo5r6keHnhApA08T54//vGw/+B8IZud//ClRlwaQ8NxgL/4C0l4n5qSHKojR6QTQBLWrQM+9CEhPd3dQsRuuUWem5sl/+3AAeAjH5GCBd8XQvef/7OEsF98Ua7VpGa7mzeL1+tDHxJ7f/xjyTkzvY+AKN+bXrYU8wszWTqSgyWTxSYtB2HboGwGWzCB4053Mtk1PDaUVWSrKQfOZYPPqVSVlj3VsD9izcQd8VBwkFRM8Uwu3bMRAPkeLDA8ssPPIM2zt7vDOGmvwlpvAmet9nAfytYAPsPxXFxbHIRr2XghtxY+q96NuSy8tatRuKYPld4WVDoz0pLI55A46uo5TX5M+QI9GZoeiCTJCwA+E87a7VjvjgfLmQgDmdU4kunFOWrFzup57CyfR7c3bUz6LCSv6kar4uLHqd+b9ngx4hsjgRw/DuOzeiQylJbwQVUvDHWa3rKEsZhWeXJZ9rCncBq5SglF18bh1n7ccu4oqk0WjvZswHZvBINOQo/IuBfUtiV0rMgJZTKYae1ArjMDv6tVbgbM8+e6oOkinPOToJliNL8w1kKK21tCD1js+INn0wsYO9ZLgnnOjPFjz6+/TfYBz5cqyHrkWm/+8qxaRpievrja++nTQE+PhHEa4de/ll55u3fLRbZ798WrvOYLvb0SepoPnD8v43Ep0GKagPyoBgbmv+H0TTeJZ22hUM9Tun27hPPGx8XDtX27EP3x8frbuvVW2d6TT4ZhgZ4eKTbYu1fEc83xPHFC/qhaWuQ7+/dLlWQ9/OEfyvdvuklCnE8+KY9U5HRxkXANZXwXVXICr0SeXZSsXHL4xHFAuRwon5NE8owDzjqSF0MEchWBUlVgETIS2GBFJ0zdXNv83HxWr7e5IyIzYIIZ11TO4lCmD9vdERx1umtzZYyJcb0/gW3eBRzMrMUFp028MdkMkMvC6+nEyfs6MHxDBuQxsuNVWCWjutIgV0Hlnp6o4wQliXTFyNdophV5ctHsl6OTNSTh/GimBy/m14Igjbd3Vc4h51cDrwg35cCtzXJO4uHFhATuPHko2ZlkYpBE1uppeRmvA48Yc+gBtKzA81ajHaWgx2/IbsfB7Fps8MawszSE6a4mPL1xO24aPYbxNW0Ya+/CQ92vCUjXoN2JBzrvDffv2HIOm/JAUx6Uz6nkcQZVqrBnynJN6tCgmfiuPF5BuNmyasdBSYhE+l0mIYnEJo0rUOvhNa/zuIfL9DyaYxe7XsC++r01JlxpcobrAqdOXbw33VNPicent3dpTFqrV4sX41L74s0Gx45dumL8rl3ifdGSELt2SVXe5OTFdcwuF1qGQv+I5wtHjly828DGjRKCHRqScXjPe+T8XHtt/QbdmzcLyXroIQkfmvISSeO5Y4eQ2MOH5fyMj0uYsb8/TKrXIJJk/SeekDCmbgM0PS3X8tNPyx/g9dc3VuZfaTInCw1G8MdNba2A64HLFUArzPvhtcuuiy2VYQxoGQh9XpRQJGUyUgqvVdThiVCl7wtpUWFLcsO2KBHPVlIFWMRWRoGyaPaKYd5SsA4hQ4yqlYkQqmurQzjkrMF17jmMWU2BjEMcObeEHe4FnLE7ccZuA8BhBZvKPaKqh779FTgFD3ZBtV8pV0LPSMxTV6OGX8+7Ea8yM3As04Pri6fxXHZ9dDwsQr87hkGrAyUrI4KpzNjkjiLPLlzO4Wjbdnj5LJxhBhU4GrrV+zL21+xVUGCjvZEuWjAJYr1crfhx6e0SBa2bUK5Gz6smNnU8flq+AkQ4mu2Fk8vguvGTGO7swIHV23HjyACO965Fs1/B/fk/xJiXDY6RFKmTDRn79Pywih8AVUug6ky0pZKWzvF9sOsF1aCJ5871pJo3KVlej4M53jpEaJJ9Pc7xhtjmOYhvT4WFKYE/RXLybFu8b9kMuFACqpWGhRMr28PlecmJjSZ+8Yv6oURdkWjbwNvfLpVoSwX6op1rTExcHkF69NFaz58WKZ1P3HijhOHmE2NjtUrvcWzbJkUX11wjoc4nnxRP1aFDQjrroaUF+J3fkWM4fjxcbo7ntm2hJ3XTJikYOHBAqhPvvFOu8Z/9rDZZXueYPfFE6C1rbQ0T7nfvlu3s3y8EbD5D1FcrCGoSteF3qtCK8aff4RcxSTk1GTDyfhVlOwvKZUEtzeIxaGsF2luFmLgSjmH1QLkCKlfhN2VQWdcehm5UZVU0iZhr7+jNpGciDNodWO9Nhp8pbKsO45itkvjV+pvcC3jZ6UDVzmGTN4YTTnd0uyovZpM7ig3eJJ7PrMWY3RyEociy4K/ugtfTAbYI1nQBTccuIDM0AWuyCHtiBlSu1oZp4pNy3LtVb5l+7etwpLw+nO3DTvd8DRnLe1WUYOTlEOFkphuHs7047XRh1+hp7Jo4jV5vUryLDZLoAWn0XaSMQZaMCtEYgvCc/jzpO5q8ZDNB/p4O1wU3arpDQKNtWULi3bKHY8Ue8Chw0+kBHG/pw5bqOZzt60VProK8w7I/HbJ0XUlNcF2gVJaHvjZZZEReplasLY2ElZy5rOhxqerTQHLE85M9R64LFIrhOfRipNYkW0mJ70kyDSYZS8oZM8c3GKPYmJn7z2bArc2BN7FR8+qVTbgOHaqvIQWIYOTWrfXv8O+7TyZB35fv3nff/Ni5lHDoUHIfw4th61YhV64rz1u3RitM5gvz3VdycnJ2DchbW8V71Nkp0g9tbaKptW+fhP4aka6dO4XkmiFGczy/+MWoB2vdOskV279f3m/YIMTr3Dng5z+P5rU5jnz2k5/U7jefl9Dmvn1CXA8dCkOPzz8v18Ftt8nzwMDsxitFLdSfujV0ASiWIhNAL09jyG4HLMJ2msBAx4YwXJjLSJVePiteK9WahI3kbe0hmNnUimJPmMcVgSZVRBFylQgyyEDgFWBk4aJCTrCt1X4BLhPGKY9N7ihO27EbErLQ7JawpzqEUasZRzM9kX2SZQH5HKo9zfBzjlKd90ElqT6kYjkMi7pu9Jji5OFy8naMc1CxM5iwmrCmavxGfQ5nR1NHDTKhVn3CS9yFY5VOVKrArtJZ7CwPoZUrURsN5LmKkp2tm1eWOKknhR6tWJ/FqhBvAOIFNCQy4l67xLCbLgRwPViTBUwVHTzfsRnN+QK8LLCxOIyzTV3YVR4ST5TnSZWtCuey2mekkbcitVN+Bq1uKcw3q7oi1JpxJOzpOAG5JEVaKZORhy1dCyR/ykhuT3o2EU+Wj1dSmrmFcQ9ZPByd5HE0z4nngQsl0OhEtEVVHaxswlUsRgUi45+NjjauxLva+s4VCqGA6Vzh5pvnP89q+3YhxPOBF15oTNo1du0ScnPwoIR7+/uFfP34x8AddwDPPVdfIV+Txs2bhdz8+MdRb+rttwO//GV0nZ4e2edPfxouu+YaCTX+5jfisdLXbj4v5+HnP69vv+MI6brtNvHMvfGNYdK+bnKd4tKh/3/JCivXDNJDmQzQ3QW0NiPTlkexZxX8thbxAiiPCZWrgYYVgHDidxwJJfqMllMzaDs+o6r3dM4TB/uO2qSrEOslAXMkqX6LNypJ/ArNfgWr3CmccTqRgY+cX8EE5WQyViRta/U8er0pHMyuwxQZCc8q7wf5HNi2kH15Epmz42FSvPbQqOfIpG4mLps5O+YkF59MLYNk1pMJ8Bnn7Has8qaRYePmMIimhp6ogOho8lAsY5zyOJzrw5FsLzq9GeysnsP26vlAQkPvg8whT/CqBNv2vDBcWmeiNysfyfWksMAAm94uIKhcNBPbAQSeJdZ9NqsuqFBGdqyM4WI3Dmf7YZV83Dp8GEPUiusKp4xE/di58DzxuiZdd6rilStVoFSWfLOMA+5sk9yvbFaKebT3rCkP5LJS+WcWnCSNhxlKTEJSc+p4wr2+uUgicEkhYouCYgG4rggY69y+qzak2Cj/5KmnwryWeti1C0uiInGh8OtfSwuZucSpUxKWdZz585T09IhA51wj6S6xHixLyL0mSn19ku/X2irhvjvvlPGdnm68nZYWyb06dCgMMTqOVCiePh39bmenJMWbIUMi8Vrt2SMES98ktLVJCPGppy5+TJYVSl0AV8fNxnyBICGfhD9qK5+Hu3YVCttWYVt2Ekfa+0ElF15bDn6z5MtQpQq2SLVFyRhCl2piUhOlfW4c1nQpOYWiJhHZCtdPQNnKIO+HHpM8V1USvwULwHbvAo7k1gIAdlaHMUk5fHTycfzTyOfwuQt/h1cVj2DI7sTxzOpwf2bycTYjx1Ysg6YLQhK1l8Xw0NQVm2xULab3ZRKxOkUAcbyY6cPuyhBgERzd1zI2dkHoC1BhO30+ZTwHnS4cyfXhuNONrf4F7Kyew3p3HH3eJD4x9hj++fz/h89c+Dr6/Olkz5wZFot7v+qRKk1WY3IJga1EEsLL5yTBn2L7DUJrkodGrgerUEV2tAK74OMI9eCX2c24aeYEWrmMneVztZ4gc0wTNa/C42LfB1cqtTbr17rYQ3vBAsmUBG9TvZuKete8fh3PazP06CLrm+/Jkv9i86GPzyDJV2dIsVqtL9iowyUXm0iT8pJWKvR4zXWS9H33CenSchHz5Snp7Y0KiM4F6jXJboTW1tCT1d8vZNCyxOP0yleKt282uYBmFSMgIUat02WipUU8aD/8YfQur6lJSN6qVUL4Xn5ZXm/cKPliF9PXutpuNuYNIdEgRxJsqSkPam7ChswMTqMTzYOTyBaK8EoerOkCnJEpWOMzStbBl3CbIm2RpHFXhRT1Ms8H5zNhk2A9acQTiWtCLNFJ87SzChu8CQBKgNXuCtbZU3kZzzu9APvo9SZxzmrBg5Pfwzp/EjYY670JvK1wAAUj/AggnLgcR/JwTJJlVFPqvLOgClF5tSICoCZM75WZm3NZ8gCMAacbtxaO47MXvo7/PfYNfGb4YfTpnDYz4TyQ51CCo3r41P+nRzaO2j04kuvDhNOEvxj7Nnr9qVA8dPw7NV6ZGr2uGkJkEALTS1mtBqQrIvRqeOQ44wiBSUpON7xdOrRInger6oEzkhxfoCwea7seM5TFvspJ7KyeVwQ5di0FB6MJjIdzVqvkuenl+nhKZdDkjOR+VauhGLAuhrIscHMeyOfE05VUTRh/DQj5tezo9RKE1a0oMY9dUzXeOz0+ZAG2JXmVTU2q2CGqAdeIaAWbuug3livqiZiOjckgdXfXfhZHUl7ScsLAgBDL2XiXDhyYn/6HcaHYF18UL8tzz81tkvbWrdGk87nAzEy0cvBisCwh5qbo6ObNIohaKkmo71WvEuX4JKX3OAnSIcYf/Uhs2bcvzNsykcuJV+xHP6od054eIV7lshCvpiYJeV6smOFqutmYV6jJxVZhtOY8qutXwe9oQY6rqJR87BwewFG3Q7w95YqoqU8XJI9JJUD7uVj1nzHRMbNMBlVXmg6rBtPBpKErHPXEEWwj5sFVkxGDQcor0YwqCrb0eNxeHcZxpxu+5YCYsdqfwYjdin6lQg7IhBIIY5q2AkBnG7ijNaie49gjYrNZlh8jmokelNiYhE3B/ejyiyijz9hNeP/0z9CnCGRAjjRMz4gOKxp9JCO2q9fTyGGNPx1MthHxUHOdOJJCoDHJjYi3jbl2/JSdOjcuKKYwxyIejtNaYx7Dzdsor2kWDysRfp1dj+/mr8GdpWO4o3w8rC5U5Cq4pozzNWE1oYPLYR6W+i57fpgLpsPIvurZabRr4lxWwo6OHXq5ksbMIvkdZDLhd/X+zJuNJI+nkZ+nX9eEBm1bSKveTiy3r+ZaTsDKJVyVSrKu1m9+M/dhs8WArqBsRKbuuy8qRlrPu6R/rI3kAS4XcU/J7t3ivdm+XXKEnnoqlCl49tmLh9wawQzpXSmGh4WYXAp275ZxjmPbNiE+o6MiMfGqV8kxm2rva9eK9lYcOsR48KBofPX0yHMctg285jW1avQaW7YI8TpxQkKTuVxjpf7lfrOx1KCbSuccWIUqqFAGlSuwiyVY1SpcT+fASJ4LKwV1VlpF9uikkoJA7QQChBIASuw0UHR3bHDPKvjdneJZs83QipEbAxgTIoPJQr8/idN2J+B7WOtPY8rKY9rKAexjlzeMFx3p/ThoJwhjBmROKuXQ1Y6p63pQWt8mHjgzrJWUyK0RqygEoCrlKJp7YyJpUtV5aXpZA+LV50/VkqOE7+oxdnvaUdnQLXlHWgDUtKXeGNULwWnESYIpbWB6u0zEQm5BWLFajYodx7WoTM+hof9mV3z4GQKrsCkRYSTThn9suQF93iRurp5BvzuWQN7jnsgYEdMFHPHQr17muuLZBcA5B9W1nfDWdYNaW0J5lKTKy6AdVQPPZpyE+7G5z/QO6mtMh8SLZZWvFY5fhGD5/lUaUkzCM8+IqvdKwH33SYjJ84S4vO51Yd++Z56RZ63jBDTOw3n22fnxbgH1PSVNTUJ8b71VHnv3iibUqVMhAdOP2eZnveIVc9dSaGAg2rh6NmhpEbKzfXutuvuuXUKWTp+WY3z1qyVcqEnX+vXJREpD5xuOjYltSX8oRKK5deCAyHsk4RWvkG2NjADf/75USM5nfl0K+WMvlkCTM7AmC7BHJtA2PY5p18b24lm8ZHfX3hmzH4TT2PNDPSognJgUSOdyabJlhp2ZQaUyyEy6T0qa17k+KrerQja6vWlMUw4dXEKeqzhntwHM6PILmEJWFOeZ8UD73QGh0M2NYYXq49zXjZmd3ciPVJAbmo6Gxc0kd7NEX38WK+sn1dCYksRGNSExJ88kMuMbIdY48cBFyFFcjoAIpd4mTG3MBV6g4HiMbT7QeW90jDrvTbYtKWlbE8yYnaYWF3LZMMdPFwpEjk2FDeOJ5wZI5aFJdbkFYoZdcJGZVF48g2SMOy34VbYfH5n8IT4z9vf40ujfYWf1HAJdRG1nnHzoGwMxptb7qL2s+npWrflKPTlcuKEd5S2rwW0toJzko8Ekt4rEcbWqilPq5HfFYSbdm4RVJ8XrVBvPEzV5LXAaXAtG7pZlNfRwrUzh03JZtJBMDA1Jfk1r6+LYNNcwQ3XMMonv3Rv9jva4mOKZcTCLNzCpdcJcQHtKZgPHqQ0DM0uo8Pjx6B15X5/kSEUUsuWC10KRlw09XpeL7m5prL19e3T5nj2htzGXE9L14x9LFWK8T2MSNm8W0vaNb4gu3OCgnNNHH416oF75Sgk9bt2a3DHAtmWfb3+7EEPm0AO6FER9Vxo4DJPoUve1lREczfRgh19Q85hXSwCCZGNCpKdyAklApRoSLSPPh10fmJoJ1L8jk4E5+enXakceE2z24bCHDe4Yns+sDVZb507gYHZtsN6Q3Y73rfqDkLRpG30L3NWGiWs6kBv3kBmZVmGtWLK0aXPi+IVEk103JFpJ8hdqKCNjmRDmCr6fMBk/0HkvHhz/Dvq98aiyeqJtjJaBCTTlHQkB18FQpgPv635LdL9JcgXadhNGaDUxd8mxRPwUkjFI1SrYJKmN5HnIkvCbFk8FwE1StGGVXNi+D846Qrhiod+PTj6ODi7CBtDjz+CjU0/gk+134Qh1o2pnAITnedhuxWpvGiOOktjRfScNO4IxAITcACBmkOej+WUHdikHu+gGBJOULh0blZg113jsWCNjb1YomtOFFc+l88KbAXNdKAJ7CXPFyiRchw5Fk519X8Inr3714tk010hSIo/j0UdFVPPkyXBijqNej8ClAiIhDvGQ1tCQePKA8I+0o0OkDQ4cEK/Z5WIuqjV1n8d4WPsVr5A/vmeekWT33/5tyb26447ZbbelBfgf/0MIdiOitG+fjEO1KrpdSXjpJSOc1MADmuLK4fmADbDud+f72FE5j5fsmFhoXamGGDkgSzwSth2SJd+PTgwaPoNhkDGTGAVEi8PXRGijKqYpiz3uOfzaUeSKGdvcCxhwug3CENuWaZ8jOS/5kSqyF0oib6G9cF5IouoRnwgMDxP7XjQZOv6dmnUNYmnZ0fXiXiayhEBqctTIJLVdminCKtv1+1YmVfM1yCMLUG9czHUtCioL2bHBuQwoXv1nVPkRALYA+IaXzLLA+Zwci+vBb86i2pFH1i0AniL8tiU+P+M4JHdPYIPR50/hoNOHndXz8NnCUbs7uCbGrGbscEcwwobDQ2udWXbgXWPXOD6Vz0UA7AtTaBqfET061wvD0jqEl8mAW5vgdjXDKruwL0yJbp2WGvFixFYfezAGNqg5L2NRKIbrmF5Xn2vJmN6kOd4NJCpWZkjRdUXTQ+OXv5xdY+rlhNkkNW/dCjzySOM8nELh0hLDlwr6+sSjt3dvGJbUbZd+8YswLHk5yflX4vHTocEbbqgf3rz5Zkmk/7//V0KKd90lXqvZymfMVh/u5pvF01avp2Vaibgw0JNUoK3kw2YJ/fmI5VGZ0BOlmWNlEgXHAbe3gPMJ12rcc6JzofR2g8+45nWvO4EhqxW7vWG8mFkTaCM1cxU+EYpWtpZs1QFNzqDp2IjkoJkhz6TQWVKSeLyy0pz8LlZ9aR6X7hdZ41Vq4Fm7CFiTXGbRwaKwIrVhFZ22OR7yIkMItO5OjXwuvS9HugtQuSKeqHgekcrhqtt3Uq9broAtgp/PwGuyVONwH3ANAmeEK2tDr9LC7EhmDU6coYPQAAAba0lEQVTbHdhTGZLqRFN2QsM8/yp8LhW3+rpSpFRrexWKoEIpULOPhC4BwLbgt+Qw+NoWnL67A+6aDiCbkarglmZQc5MKQaowoRl+Vp4ubs7D72gR4WFzvM0Cjni+YbxqXE5K3dO3MgmXiZMn5Q5/vkJmi4W5SGp+8cWVNcl2dAjJeMc7hETu3SthPV0ZOZvk/DNn6nuEZoN166T5t+7/Vg+33irhvu9/X87hf/tvYU7exeQzLoUoXX+9kLp4ThmQViIuBBjRO2mfscEdQ953cdRZHU5E8QkJiE4qkbwXNSGZIpOmdysJZoWYuX0jQVpva5VfRJtXwhmrHb6eIpixxR3BcXtVNAxp2ma8FoFNK2z7olTjA49Dkn5TUhJ53F5OOEYzdBjfRsQDF0+uN7x6kbGO5RXVg+Et9LpaUNnQLUKeSiU9UcIiqdow7nHR0J+ZVXlm/pYV5lsFlYU+h3JIihwEorFxO9RDF2booozS6iwKPQ78nAN2LGEJ2Uz4n6Pz0iK5ex14oP2eYBdlyuBgbi1c2NjjncPW6gg+PvUv+OeRz+Ezo4+I1IYpaBonwr7hlVKeLl1Mwq7WHjNyrQBYxSraTjA6j/qwp41OBT5LCLI5Lwn35jjo34zrSo7lhUnpiagkMiLjllSNaBnEV//nNwgxrryQYqEQ5sNUqzKBzjZcc7VhbEwm2pWGzk4pJAAkOT8eMnVdCadNT0fvRjZvlryoffuubP9tbaLFtW6dbK9eg/Hf+i1pufPd715aV4NHHxVCdvhw/VCxid27pSF5XDX/UvLrUlw+PJWfpf6w2/0yZigLn6NEJ6IflfTeBPsA2RJaCf7kvSiJqFcpFvd+GInePf40PBAYwK/sddhUGcVArgf97rhKHqfabUXax9iSW+M4AcEiMmQd/Cgp0hMgu4a3qp73zCRHRn5QNDzqh54LPfaATOANCGJkfXOMG0ERHnZsTG1rw8QWCz2/dtB00gdNA+S6YSg37o2L70/nvIFRgzpinDqkiaobeCH1+AR9CU1bvdgYG2BFFqhqo+XkNHKjOVDVE29XcwbckUc268AaU6E6D2HuHlCbk6VwwW7BBbsFXxx9GL2q+rPfH8eDk4/hfd1vjRZLRKr9km4+wlCd7qAES4VJHRtsEzpfmoE1XQFNFYJrD8xg2wKapGUWFcvSQF6Pifodsm6J5vl1z70ZOiQisOrXbOqyNbrRXnkerhdeCBOvGzWmvtoxMCBSASsVGzZInlMSHEeIh66O3LtXqldHR0UUVFdHPvWUVBVeSthhYAD46EfFe3XPPcm6WSZe9SohhevXz95rdTnezW3bxOs3V1WcywhE9EUiOk9EzxvLVhHRD4joJfXcZXx2PxEdJaLDRHS3sfwWInpOffY3NBulQyCYZPu8SXxm/O/xP6cexUemf4Q+N6bFFCdbFwG7niRqm3/yprcq7rkJVjS8avq9Qr87DguM004XPLJgw4fju2jhCiYso+2XSV7MkJhtiaK59rpoEdNASd7wrlwsb8u0LbIfg1BaseIYW+XidHeCmptCwcx4cY0eIz9GvupVt8W8QpExBpAbd9Fx3IdTdEVCIeMEjaODpPWkRP7IsSbsw5RsMImXbyjJe56cf9sKX+tDNZXlzf2Yx2d6HF0P1sSMFDhUffhNDrychUqnA7c1G+pQWbGxr6eNpca4N6JDBvR7E6EQsGPXrqO3yRx6Z43K0CC8rkLUVK6CSlXYYwVYhZJUWar2QMg4QDYDP+vA62pBaWcf/I1rgFUdSsTUuJZj4rPxsQvCvTo8a4XvZ4OVR7h8Xy7uw4eBHTuurNpsJePcOcmDWqno728ssxAHkTSYfs97orlhmUwos6EfR47U/4Hdd594tXRo8E//tPGPkUgkPT7xCVGBn8/w3saNQgS/9a35b7e0tPAlAPfEln0MwOPMvAPA4+o9iOhaAG8BsEet82ki0jPCQwDeC2CHesS3mQw1wT049T30++PhXf70D6LfSxJybAR1h04zRcSlIC66rrH9Pm8Snxl7BP888jl8ZOpHGFfEqo+n8PHpx/GtC1/E/zv1o1BxXe+DCJTPg/I5eVYClQCAqhv1apnrBa8lnBV4t9SyGq9T0rOJWA4UZ5wYKUvw9JnyDaaXzjJexxPyTc0vU5bD85E/M4X2Q+PInJ2ENaOSrm0r2u0kQaahhnglkTxTXd7noIcm2VaU0KpxZN+HbgIdEAPtZU0Kq2rovLhSGVQsw6q4oKoPp+AhM+3BLlYlaV1/V58r09NYp9HzoN0BfZY9iPRG0GS7kWdLLzOXa1KkGp7DZ3ClEuaweR44l4XX3Yby1h5UNq4CE8GaLsIqVeFnJE8tov8V5JlFvVs1BRABGYx5smbJM1ZeSJFZxC+nplZWftJcYnCwcdPulYLOTgmbdnVd/LtAspxEX18tMZ2YEE+Y+YPL5eR6iyvrnzolxN+sFI17pIiE6HV2itfxSiosL4a1a8UDp3slXgVyEMz8EyLaHFv8BgB3qddfBvAjAB9Vy7/OzGUAx4noKIDbiOgEgHZm/gUAENFXALwRwHdna0e/P2FUdcn7GiQlW5t6S0meEZ2nEg+DmCFJM+lXkwpFPB6cfCyoOOvigoR7Ot6MBycfwxp/StmqwkBdfxBuX3uObCVLQCQTXtWNek2S8qk0PC+6PCnsGSxPICx6+1p53XVBMz5QLIcJ7aSEO4MKToqS0iQPoN5HnAAlqZS7nnQHMD1kOnxnVpGa20k6DnMfSUUD2oOYzSgl+LBak5mD6sTAo6Zb+fjGNnWyvvYSBbbJZ0H/StcDyhVYRQd+3oEz5cOaLofiuyb0NpLCiuoaeKD1bnXDMYFBqwMPtN+tSCCFmllJ3rE624t6+zwAtuRsoaqGzQKVHTARyGdQ1Q3U9psKZblWPR/IOBL6VXlcwZjblmqr5dWSrog9/kXDiCZWFuGamhKdraeflnL7FMk4fVryh1Y6rrlGwsqzOdbjxyWHazbQyfkmikUhLxs3hmTGUrkkx49fnNxYFvCmNwEPPyw5iNdfPztbLgdaewu4eL7YykUvM58FAGY+S0Rr1PL1AH5pfG9QLauq1/HlNSCi90I8YchbqgKYfQxaHej3hdh4AAatjnASTArJsB9WUQG18QhfTXLas+AhnEzrebkCDwQHIZt+L0YEVR/FessjJMHzhABkHJmMVY/EIIcoqW1MOFDJBHKWkdpEeYVANsII+8WR5EEzx81cbuZ+ATWEiJmE6PgUki2z+TYbMhEm6dP7tOxachU/PoN0sQdQqRxsX5OSgGTZlpwDw2YiCnPDksie6dHzLTCUh8zzAx0sqoaeRzYLFyL5e1RL8hWGMh14X+eba84D64rDeiH0+O/BHBv9uQ7zcejtI2ZYrodcqSzEqlQOvMBUrUqbnuY83J42AB3InB0HT04F2yPHAZNfc/0G+YgmwYq/bkDQVla87fBhKelfyrpSi43LaVmznJHJzE4W4vx5kZW4XOjk/H/5FyF6ti0eLf2HAlyc3Ni2hPqeekqS+ucLqRxEIyTN9txgee1C5s8y815m3pulMO/pgba7MWipqi6rEw+03R2dOOKhGCPRPhJa0knT2Qy8nk74a7pA2WxMk6vBJBZsX4V7rHi4pwOwKDEMpA4w3E42IyE81QMykH0w959EcMz3NR4gjj7i6yUlvcer/yL7j31m7hcw1MRjOWLx/cZDcvFefCpPjd2wui2SZO04EnbVXvR4kr62MW6vKQVhUSjvAEQ8XME2HccgPcZ3zePTnq4a756R5K9zozwfVPVqvx8vADDHQhOvuGBrPE+xkffIotoxiNuqW+44tlSHWqGnk0tl0HQBPF0AV1XFousGfRvJ9eC2ZjC9sQlur8rnUrmH7Lph7pgax8g4W1b9MOKKl4UYGJBclH37xEswNrbYFi0NqLYIERw9KiGuqwU33SQyEI1QLAphmguYCe2HDkk+1qWQm2wWeOtbgSeeqJ/0f6VI5SAA4BwRrQUA9XxeLR8EsMH4Xj+Al9Xy/oTls8aQ1Yr3dbwJv9f1Lryv880YsgwRyJqy+Hg40fCCWSR34O0tmNreitLaVllmWSpJnKK95vR24uFKNXk80HFPtO1M+z2Az3ig/Z4oQWz9V5Hj0cKmVHWDRtuB7IM+puD4YqQrSY5Bf2Z+J1KZiKgnyvQUme/j+47DkImg9jZJsM/njNY2sST7OKlT64bkLpbzk6QKDwCODW5rFnIcJ262VHdKn0BDJwqIpjkEmm5e7fl0XfEyKjHTmobWcdkFcyy0HeY+jCR1ztjSRDqjWirFCwDixKlRDqHZ+9AkZ+Z6KiG+xosZz6HTVa+2LXp0QXWqD/ieEC3dVDsgxapZdrGE/OAk2gZmYE+VwflsKBvhxbxbZtjQfDaJVyPyqLAyQoq6SbPvSzhnheekzBrx/KWJCaC9ffHsWQzYdvjHU+/O47nn5i9v6lIlHAAhf3/0R8BXviI3EFfieUtCKgcBAN8G8E4Af6mev2Us/zsi+iSAdZDk+CeZ2SOiKSK6HcB+AO8A8L8vea8BkYoRArPViznJeMbnge6QBeSy4FwGbcdnYBWrSsneNjSZEtq4JOXD2BbONa3G+zJvjd7RAxhCu4SBEqQqyHHArc3ymyqVwjBiPEE+ItnAjZfrz0wk5Xfp9cznyDoJHi2gZvIm2zKq7lT430tYBzEiZ+Zx+Ry6LSwrGkKMwxOPESxSLZ5ISQso+YJsRr7DHJWHSMptSnjNrivbyThCHsrR0CLieWxxGOPGrOQWsqLHBZ+BJhkrS9voIdwWG9dmTSEAhWOkQ5+eJ8tMcqdCmsHYJpHmOPnS5M224Lc2wXJsybtCNcwpi+c3si8KKnBBE9NwZooi7ZBxpMLWV/lcASelaEWiiUtsA7cyPFzxROWrMyelFsPD0V56hw6JJ/BqQyPVd6AxGbtSXK5AbWurkK5HHgHGxy/+/RR1QUQPA/gFgF1ENEhE74YQrd8hopcA/I56D2Y+COARAIcAPAbgg8yBANAHAHwewFEAx3AJCfMAol6rJHX0eiGr+F09WeBcViqvJougyRnoRG0uletP0BQL7VgEymTA7a0Skon/BpKSlm1L8o6am0TTSFeFmYniQEjekjxTSe/N75perTjZsuzoNvSzzp8yl0Xe+zUTODODJqdl/FwVQrMTxjweRotLN9jSUoebciKwaY5zPLRaroiOlU5ON6soyxXxEmovmWmv2ZDa92qvH0UE2fcB14Ofz8JXrWoi3iDz2MxxTyKJ2uOn7HFbM/A68pKvl/R/GZfoCCr/jPOqpDLCfUftr0GS1zIeZtchdjb2x8b4J3mO2RdPV6UKLpXBhWLQC5OMylJNnrXNukF1Yg5XvcpTAyvDwzWbvoJXI2ZmwrY9xeLsGiSvRDQ3iyBuEpay2n5np5Cuv/1b4P3vn7uw51UGZn5rnY9eW+f7fw7gzxOWPw3guto16mPSG5n+3tgX5v4O8PzFvzJLrMbLGFnE/TfCauAybFs4LF37JBth6do3H7admNOtXal9m5IWrgzCdTlhm6sFmnX/6ldXtwjs1q2itr5tW3T5xMTSVtvv7hbS9dBDwJ/8SVTXJ8VywGFm3rvYRtQDET29VO1byrYBqX1XgqVsGzB/9q2MkOJc9BVcyahWVRXOPIXNlgN6e6US0cTEhEg8LHX09gJvfjPwqU/NKjEzRYoUKVIsPawMwpWiMQ4cqNWNuhrR0xMlXS++uLS9WyY2bADuvRf47GcX25IUKVKkSHEZSAnXSoeu0IsrqF+N2L5dworA8vQU7dghYeGvfW2xLUkxeyx1hryU7VvKtgGpfVeCpWwbME/2UUPZ+iWAvXv38tNPP73YZixPPPOMPF93nbSeSSG5bDt3CvHaujUsKlhOeOopYGQE+N3fXWxL5gVE9MxSzu9IkSJFistB6uFa6SiXU7Jloq1NpDFuvBG47bbl2bj51lsl9+znP19sS1KkSJEixSyREq6VCK28f9ttwLvfvTxJxXzh9a+XRtK+H/Y2XI644w45huefX2xLUqRIkSLFLJASrpUIU3n/yJHlSyrmA4cPG6J4y1wk95WvlG4CJ04stiUpEkBE9xDRYSI6SkQfW4T9byCiJ4joBSI6SEQfUstXEdEPiOgl9dxlrHO/svcwEd29ADbaRPQsEf3TErStk4i+QUQvqjH8rSVm379X5/V5InqYiPKLaR8RfZGIzhPR88ayS7aHiG4houfUZ39DdOXl9XVs+5/q3P6GiP6RiDrn27YFJ1yL/Sd0VSBV3q+Plda4+VWvAp58Uo7DccSzmXo0Fx1EZAP4FIDfBXAtgLcS0bULbIYL4CPMfA2A2wF8UNnwMQCPM/MOAI+r91CfvQXAHgD3APi0Oo75xIcAvGC8X0q2/TWAx5h5N4AblJ1Lwj4iWg/gTwDsZebrANhq/4tp35fUtk1cjj0PAXgvpK3WjoRtzpVtPwBwHTO/AsARAPfPt20LSriWyJ/QysdKIxVziZXYuPnBB6Upuect7zDpysJtAI4y8wAzVwB8HcAbFtIAZj7LzAfU6ykIYViv7Piy+tqXAbxRvX4DgK8zc5mZj0NaGN02X/YRUT+A34O0S9JYKra1A3g1gC8AADNXmHl8qdin4ABoIiIHQDOkmfqi2cfMPwEwGlt8SfaQNJJvZ+ZfsFT0fcVYZ05tY+bvM7NuOvpLhM3p5822hfZwLfqf0FWBlUgq5gorUSQ39WguRawHcNp4P6iWLQqIaDOAmyCNt3uZ+SwgpAzAGvW1hbb5fwH4j4h0h14ytm0FMAzgb1XI8/NE1LJU7GPmMwD+CtLE5yyACWb+/lKxz8Cl2rNevV5oO9+FsDfqvNm20IRrViediN5LRE8T0dPDw8MLZtyKwUokFSnqI/VoLkUk5XYsigYPEbUC+AcAH2bmyUZfTVg2LzYT0e8DOM/Mz8x2lYRl8zmeDoCbATzEzDcBmIEKh9XBgtqncqHeAGALgHUAWojobY1WSVi2mJpQ9exZcDuJ6BOQ8LsWOJw32xaacM3KYGb+LDPvZea9PT09C2BWihTLGKlHcyliEMAG430/JOSzoCCiDIRsfY2Zv6kWn1PhEahn3X5hIW2+E8DriegEJNLxGiL66hKxTe9vkJn3q/ffgBCwpWLf6wAcZ+ZhZq4C+CaAO5aQfRqXas8gwtDevNtJRO8E8PsA/h8ORUnnzbaFJlxL4k8oRYoVhdSjuRTxFIAdRLSFiLKQJNxvL6QBqoLqCwBeYOZPGh99G8A71et3AviWsfwtRJQjoi2QpOAn58M2Zr6fmfuZeTNkbH7IzG9bCrYp+4YAnCYi7S5+LYBDS8U+SCjxdiJqVuf5tZAcvaVin8Yl2aPCjlNEdLs6rncY68wpiOgeAB8F8HpmLsRsnhfbnDmyfbYI/oQAnIH80P5ogW1IkSJFinkFM7tE9G8BfA9SQfZFZj64wGbcCeDtAJ4jol+pZR8H8JcAHiGid0Mm7jcrmw8S0SMQYuEC+CAzewts81Ky7d8B+JoizAMA/jXESbHo9jHzfiL6BoADan/PQtrRtC6WfUT0MIC7AKwmokEAD+DyzucHIFWFTZC8qu/iClHHtvsB5AD8QKk7/JKZ3z+fti14ax8iuheSLKn/hP680ffT1j4pUlxdoLS1T4oUKVYgFtrDBWb+DoDvLPR+U6RIkSJFihQpFgup0nyKFClSpEiRIsU8IyVcKVKkSJEiRYoU84yUcKVIkSJFihQpUswzUsKVIkWKFClSpEgxz1jwKsVLBRENAzjZ4CurAYwskDlzjdT2xUFq++JgtrZvYuZU8ThFihQrCkuecF0MRPT0ci0hT21fHKS2Lw6Ws+0pUqRIcaVIQ4opUqRIkSJFihTzjJRwpUiRIkWKFClSzDNWAuH67GIbcAVIbV8cpLYvDpaz7SlSpEhxRVj2OVwpUqRIkSJFihRLHSvBw5UiRYoUKVKkSLGkkRKuFClSpEiRIkWKecayJVxEdA8RHSaio0T0scW2Jw4i2kBETxDRC0R0kIg+pJavIqIfENFL6rnLWOd+dTyHiejuxbM+sMcmomeJ6J/U+2VhOxF1EtE3iOhFNf6/tYxs//fqenmeiB4movxStZ2IvkhE54noeWPZJdtKRLcQ0XPqs78hIlrI40iRIkWKhcCyJFxEZAP4FIDfBXAtgLcS0bWLa1UNXAAfYeZrANwO4IPKxo8BeJyZdwB4XL2H+uwtAPYAuAfAp9VxLiY+BOAF4/1ysf2vATzGzLsB3AA5hiVvOxGtB/AnAPYy83UAbGXbUrX9S2q/Ji7H1ocAvBfADvWIbzNFihQplj2WJeECcBuAo8w8wMwVAF8H8IZFtikCZj7LzAfU6ynIpL8eYueX1de+DOCN6vUbAHydmcvMfBzAUchxLgqIqB/A7wH4vLF4ydtORO0AXg3gCwDAzBVmHscysF3BAdBERA6AZgAvY4nazsw/ATAaW3xJthLRWgDtzPwLlgqerxjrpEiRIsWKwXIlXOsBnDbeD6plSxJEtBnATQD2A+hl5rOAkDIAa9TXltox/S8A/xGAbyxbDrZvBTAM4G9VOPTzRNSCZWA7M58B8FcATgE4C2CCmb+PZWC7gUu1db16HV+eIkWKFCsKy5VwJeV4LEl9CyJqBfAPAD7MzJONvpqwbFGOiYh+H8B5Zn5mtqskLFus8+EAuBnAQ8x8E4AZqLBWHSwZ21W+0xsAbAGwDkALEb2t0SoJy5bk7wD1bV1Ox5AiRYoUl43lSrgGAWww3vdDQi9LCkSUgZCtrzHzN9XicyqMAvV8Xi1fSsd0J4DXE9EJSLj2NUT0VSwP2wcBDDLzfvX+GxACthxsfx2A48w8zMxVAN8EcAeWh+0al2rroHodX54iRYoUKwrLlXA9BWAHEW0hoiwkGffbi2xTBKrS6gsAXmDmTxoffRvAO9XrdwL4lrH8LUSUI6ItkOThJxfKXhPMfD8z9zPzZsjY/pCZ34blYfsQgNNEtEstei2AQ1gGtkNCibcTUbO6fl4Lyf1bDrZrXJKtKuw4RUS3q2N+h7FOihQpUqwYOIttwOWAmV0i+rcAvgep5PoiMx9cZLPiuBPA2wE8R0S/Uss+DuAvATxCRO+GTLBvBgBmPkhEj0DIgQvgg8zsLbzZDbFcbP93AL6myPgAgH8NublY0rYz834i+gaAA8qWZyHtcFqXou1E9DCAuwCsJqJBAA/g8q6RD0AqHpsAfFc9UqRIkWJFIW3tkyJFihQpUqRIMc9YriHFFClSpEiRIkWKZYOUcKVIkSJFihQpUswzUsKVIkWKFClSpEgxz0gJV4oUKVKkSJEixTwjJVwpUqRIkSJFihTzjJRwpUiRIkWKFClSzDNSwpUiRYoUKVKkSDHP+P8Bj3n9w7tlNXMAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# create figure with 2x2 subplots\n", "fig, ax = plt.subplots(2,2, figsize=(10,10))\n", "\n", "# fill each subplot\n", "ax[0,0].imshow(image)\n", "ax[0,1].hist(data, bins = np.arange(0,25,0.2),color = 'r', alpha = 0.5, density=True);\n", "ax[1,0].plot(points[:,0],points[:,1],'r-o', linewidth = 0.2, markersize = 4);\n", "\n", "# here we add two plots to the last subplot\n", "ax[1,1].imshow(image)\n", "ax[1,1].plot(points[:,0],points[:,1],'r-o', linewidth = 0.2, markersize = 4);\n", "\n", "# we can add titles to subplots\n", "ax[0,0].set_title('image')\n", "ax[0,1].set_title('histogram')\n", "ax[1,0].set_title('lineplot')\n", "ax[1,1].set_title('combination');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### ```add_subplot```\n", "\n", "Here we only create a figure, and progressively add new subplots in a pre-determined grid. This variant is useful when programmatically creating a figure, as it easily allows to create plots in a loop:\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# create a figure\n", "fig = plt.figure(figsize=(7,7))\n", "for x in range(1,5):\n", " # add subplot and create an axis\n", " ax = fig.add_subplot(2,2,x)\n", " # plot the histogram in the axis\n", " ax.hist(np.random.normal(10,x,10000),bins = np.arange(0,20,0.1))\n", " # customize axis\n", " ax.set_title(f'Width: {x}')" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": false, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": true } }, "nbformat": 4, "nbformat_minor": 4 }