{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Boxfill Tutorial\n", "\n", "This is an in-depth introduction to the boxfill graphics method in VCS. It breaks down each of the important attributes of the graphics method, how to use them, and what effects they have on your plots.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup\n", "\n", "This is just the normal setup for a plot in VCS; we get the data, retrieve a variable, initialize our canvas, and plot a basic boxfill." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import vcs, cdms2\n", "import os\n", "if not os.path.exists(vcs.sample_data):\n", " vcs.download_sample_data_files()\n", "f = cdms2.open(os.path.join(vcs.sample_data, \"clt.nc\"))\n", "s = f('clt')\n", "x = vcs.init(bg=True)\n", "box = vcs.createboxfill()\n", "x.plot(s, box)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> #### Tip 1:\n", "> You can use the list() function on most VCS objects to see what their attributes are" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "---------- Boxfill (Gfb) member (attribute) listings ----------\n", "graphics method = Gfb\n", "name = __boxfill_471349305815982\n", "projection = linear\n", "xticlabels1 = *\n", "xticlabels2 = *\n", "xmtics1 = \n", "xmtics2 = \n", "yticlabels1 = *\n", "yticlabels2 = *\n", "ymtics1 = \n", "ymtics2 = \n", "datawc_x1 = 1e+20\n", "datawc_y1 = 1e+20\n", "datawc_x2 = 1e+20\n", "datawc_y2 = 1e+20\n", "datawc_timeunits = days since 2000\n", "datawc_calendar = 135441\n", "xaxisconvert = linear\n", "yaxisconvert = linear\n", "boxfill_type = linear\n", "level_1 = 1e+20\n", "level_2 = 1e+20\n", "levels = [1e+20, 1e+20]\n", "color_1 = 0\n", "color_2 = 255\n", "fillareacolors = None\n", "fillareastyle = solid\n", "fillareaindices = [1]\n", "fillareaopacity = []\n", "fillareapixelspacing = None\n", "fillareapixelscale = None\n", "legend = None\n", "ext_1 = False\n", "ext_2 = False\n", "missing = (0.0, 0.0, 0.0, 100.0)\n" ] } ], "source": [ "box.list()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The Attributes\n", "\n", "So, let's begin working our way through the attributes in the `list()` output.\n", "\n", "\n", "### box.projection\n", "\n", "Projections change the mappings of spherical coordinates (longitude and latitude) to cartesian coordinates (X/Y). The `\"linear\"` projection maps each degree of lon/lat to an X/Y point directly, so each degree is equidistant, but that does cause some distortion of landmasses/data in parts of the globe. To get a good look at the north/south pole, a better projection to use is the `\"polar\"` projection. Each projection can be customized to get the exact mapping you want, but that's a subject for a different tutorial." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "box.projection = \"polar\"\n", "x.clear()\n", "x.plot(s, box)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### box.(x|y)ticlabels(1|2)\n", "\n", "These attributes control where tick marks appear on the axes of the plot. You pass in a dictionary that maps axis values (lon/lat) to string labels.\n", "\n", "> *Note:* You can also set ticlabels to the name of a vcs \"List\", which are a series of predefined mappings that you can look at using `vcs.listelements(\"list\")`\n", "\n", "\n", "VCS will determine the correct position (in X/Y) for your axis label and tick mark to appear, and place them there. In the below example, we'll set the positions for a few nice landmarks in lon/lat, and be able to see their locations on the map. `xticlabels1` controls tick marks on the bottom X axis; `xticlabels2` controls the marks on the top of the axis. `yticlabels1` controls the left Y axis, and `yticlabels2` controls the right Y axis.\n", "\n", "> #### Tip 2:\n", "> `xticlabels2` and `yticlabels2` don't display labels when using the default template in VCS. To make them appear, you have to create a new template (`vcs.createtemplate()`) and set the `xlabel2` and/or `ylabel2` priority to >0 (`xlabel2.priority = 1`). Priority of 0 on a template attribute prevents that attribute from being displayed; a handy way to hide any element of the plot that you don't want displayed!" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "box.projection = \"linear\"\n", "box.xticlabels1 = {0: \"Prime Meridian\", -121.7680: \"Livermore\", 37.6173: \"Moscow\"}\n", "box.yticlabels1 = {0: \"Eq.\", 37.6819: \"L\", 55.7558: \"M\"}\n", "x.clear()\n", "x.plot(s, box)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### box.(x|y)mtics(1|2)\n", "\n", "The **m**tics are \"mini\" ticks; they are meant to be smaller, intermediate tickmarks without labels that show up between the larger ticks. The default template does not display them; you have to use a custom template and set their priority to 1. Once again, `xmtics1` points to the bottom, `xmtics2` the top, `ymtics1` the left, and `ymtics2` the right. Below, we use the names of some of the predefined VCS lists that were mentioned in the previous section." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "box.xmtics1 = \"lon30\" # Every 30deg\n", "box.ymtics1 = \"lat20\" # Every 20deg\n", "template = vcs.createtemplate()\n", "template.xmintic1.priority = 1\n", "template.ymintic1.priority = 1\n", "x.clear()\n", "x.plot(s, box, template)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### box.datawc_(x|y)(1|2)\n", "\n", "The `datawc_*` attributes control the \"world coordinates\" of the plot. That is, they describe the section of the data to display in the plot. You specify values in the coordinate space of the axes of your data; for most of us, that means lon/lat values. This then allows you to reduce the displayed portion of your data to a specific area. Here, we'll zoom in on Livermore, and use the mini ticks to show the exact point that Livermore is located at. X1 is the start of the x axis, X2 is the end of the x axis; the same applies to Y1 and Y2." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "box.datawc_x1 = -125\n", "box.datawc_x2 = -117\n", "box.datawc_y1 = 34\n", "box.datawc_y2 = 38\n", "box.xmtics1 = box.xticlabels1\n", "box.ymtics1 = box.yticlabels1\n", "box.xticlabels1 = \"*\"\n", "box.yticlabels1 = \"*\"\n", "template.xmintic1.y1 = template.data.y1\n", "template.xmintic1.y2 = template.data.y2\n", "template.ymintic1.x1 = template.data.x1\n", "template.ymintic1.x2 = template.data.x2\n", "x.clear()\n", "x.plot(s, box, template, ratio=\"autot\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> #### Tip 3:\n", "> 1e20 is the \"automatic\" value for datawc_* attributes, and uses the entire dataset as provided to the plot call.\n", "\n", "### box.level_(1|2)\n", "\n", "`level_1` and `level_2` control what the minimum and maximum values of data displayed in the plot will be. They allow you to specify the exact range of values to use in the legend of the plot. Values outside of those ranges will be left blank on the plot. To reset them, set them to 1e20." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "box.datawc_x1 = 1e20\n", "box.datawc_x2 = 1e20\n", "box.datawc_y1 = 1e20\n", "box.datawc_y2 = 1e20\n", "box.xmtics1 = None\n", "box.ymtics1 = None\n", "box.level_1 = 20\n", "box.level_2 = 40\n", "x.clear()\n", "x.plot(s, box, template)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### box.color_(1|2)\n", "\n", "`color_1` and `color_2` control which parts of the colormap to use for the plot. It defaults to the full range of the colormap (0-255), but if you use fewer colors, it will break up your data into precisely that many discrete colors. You assign indices from the colormap." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "box.color_1 = 60\n", "box.color_2 = 80\n", "x.clear()\n", "x.plot(s, box, template)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### box.boxfill_type\n", "\n", "`boxfill_type` allows you to fully customize your boxfill. If you assign a `boxfill_type` of \"custom\", `level_1`, `level_2`, `color_1`, and `color_2` are ignored, and instead the attributes `levels`, `fillareacolors`, `fillareaindices`, `fillareaopacity`, and `fillareastyle` are used. We'll go into those more below. Since we're now using `levels` instead of the `level_*` and `color_*` attributes, VCS will attempt to break your data values into a nice range with 10-12 colors by default, which you'll learn to override shortly." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "box.level_1 = 1e20\n", "box.level_2 = 1e20\n", "box.color_1 = 0\n", "box.color_2 = 255\n", "box.boxfill_type = \"custom\"\n", "x.clear()\n", "x.plot(s, box, template)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### box.levels and box.fillareacolors\n", "\n", "`levels` describes the bounds for each \"bin\" that your data will be slotted into. To recreate the above levels, you'd do this:\n", "\n", "```\n", "box.levels = [0, 10, 20, 30, 40, 50, 60, 70, 80, 90, 100]\n", "```\n", "\n", "`fillareacolors` sets the color for each bin. Usually, the easiest way to choose colors is to let VCS do it for you:\n", "\n", "```\n", "box.fillareacolors = vcs.utils.getcolors(box.levels)\n", "```\n", "\n", "but you can do it manually as well:\n", "\n", "```\n", "box.fillareacolors = [0, 20, 40, 60, 80, 100, 120, 140, 160, 180]\n", "```\n", "\n", "You use any of VCS' color syntaxes for setting the colors here:\n", "\n", "\n", "```\n", "# In order: colormap index, color string, RGB tuple (0-100 for each value), RGBA tuple (0-100 for each value)\n", "box.fillareacolors = [0, \"red\", (85, 12, 3), (100, 100, 100, 50)]\n", "```" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "box.levels = [10, 15, 20, 25, 30, 35]\n", "box.fillareacolors = [0, 20, 40, 60, 80]\n", "x.clear()\n", "x.plot(s, box, template)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### box.fillareastyle and box.fillareaindices\n", "\n", "If you want even more control of the appearance of your plot, you can use the pattern/hatch system. `fillareastyle` has three possible values: `solid`, `hatch`, and `pattern`. `pattern` will have the same behavior as `hatch`, but be in black/white. `fillareaindices` let you choose what pattern to use for the fill; new patterns are added from time to time, so you will want to experiment and find ones you like." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "box.levels = [0, 25, 50, 75, 100]\n", "box.fillareacolors = [0, 60, 120, 180]\n", "box.fillareastyle = \"hatch\" # or pattern\n", "box.fillareaindices = [1, 2, 3, 4]\n", "x.clear()\n", "x.plot(s, box, template)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### box.fillareaopacity\n", "\n", "`fillareaopacity` lets you control the opacity of each of your bins. While you can manually set opacity using the `fillareacolors` ability to use RGBA values (or using a colormap with transparent colors), this will allow you to set the opacity of your bins from a single place. It takes a list of values the length of the number of bins you want, where the values are between 0 and 100 (100 being fully opaque)." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "box.fillareaopacity = [50, 100, 100, 25] # 0-100\n", "box.fillareastyle = \"pattern\"\n", "x.clear()\n", "x.plot(s, box, template)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### box.legend\n", "\n", "`legend` controls which levels are labeled in the legend. You set it to a dictionary that has keys from your range of values of your data, and values of the label you want displayed. VCS will place the labels at the appropriate point above/to the side of the legend.\n", "\n", "> #### Tip 4:\n", "> If you set the geometry of the legend (`template.legend.x1`, `template.legend.x2`, `template.legend.y1`, `template.legend.y2`) in the template to be taller than it is wide, the legend will draw itself vertically instead of horizontally (labels will be to the side, and the ticks will be across it in the appropriate direction)." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "box.legend = {15: \"This is a point\", 30: \"This is another point\", 60: \"One more\"}\n", "x.clear()\n", "x.plot(s, box, template)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### box.ext_1 and box.ext_2\n", "\n", "`ext_1` and `ext_2` mark the edge levels as open or closed; if set to true, any values below the lowest level or above the highest will be contained in the lowest or highest level." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "box.ext_1 = True\n", "box.ext_2 = True\n", "box.levels = [25, 50, 75]\n", "box.fillareacolors = [100, 200]\n", "box.fillareaindices = [1, 2]\n", "box.fillareaopacity = [50, 100]\n", "x.clear()\n", "x.plot(s, box, template)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### box.missing\n", "\n", "`missing` is the color used for masked out data. A mask can be applied to any variable using the `variable.mask` attribute, or using the `masked` comparison functions in `cdms2.MV2`; a number of other ways (such as using the `fill_value` attribute of a variable in a NetCDF file) will also mark a value as \"missing\"." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/doutriaux1/anaconda2/envs/nightly2/lib/python2.7/site-packages/vcs/VTKPlots.py:1005: MaskedArrayFutureWarning: setting an item on a masked array which has a shared mask will not copy the mask and also change the original mask array in the future.\n", "Check the NumPy 1.11 release notes for more information.\n", " data[:] = numpy.ma.masked_invalid(data, numpy.nan)\n" ] }, { "data": { "image/png": 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6+PDhZ86c2blz52233Qb2u5u65U4syAThK4JZfCNI7K6DQUtkSITHB6h169bvvPPO999/z2wtzzzzjDiDXXcRU93VUnUX7+Rs27btww8//OKLL9jH/fv3//TTT4sWLTpx4sSKFSsCgQBbIQ8M1s8L5Vp3EQ3+NNUHV11dffnll48YMWLfvn1vvPHG/PnzeSxv07Vp//Of/9Aafp6CPE180VzGqVOnFixYcP/99//zn/+cMGECoMsu6iap5U4qyAThK5wtvvHxxx9XVlYCQGpqqmhwZeCpulhZB4OWyJAIgwUIAC666KIpU6bk5+cDwOnTp9etW8fEBxisvmm0Wqq6eCfn8OHDd9xxxwUXXJCWlsbW7erbt+/QoUNvu+22mTNnjh07lqsf8Eyexwj401QfXHJy8m9+85vKyspp06Y1NDRw9aOidkdirYMSepCniSyay2nfvn1eXt6TTz6Zm5vLlpALsrupFmQ1D0GEkcmTJz/99NPr16+fMGGC2CWQFt+Q8sTFxcXHx8fHx+tWgHiqmE13HYyEhAS7ScgJo5jwCCAA+N3vfldQUFBTU7Nly5Zu3boNHTqU7eerb7Zp0yYvL+/MmTNbt27lK6Gmpqb+6U9/4m8YW7zz2muv/eMf/ygtRPXYY4/9+te//vLLLz/77LNdu3Y9++yz+/fvLy8vT0tLGzhw4FdffXXo0CGeec6cOatWrdqxY8eOHTvWrl0brnjnkYvR09R9cNddd92MGTMGDRp08cUXW19DXu2OxEIHJSwYPU0OUu4YEyZMuOOOOzZv3iyuNAeOuptqQVbzEER4cbD4xtVXXz1lypQpU6aIizNy8FSO3cUunCVFMeEZAgOAwYMH9+nTZ/PmzWvWrFmwYAHfr7v6ZklJie5CoerinZySkpJJkyYxET1p0qQdO3b8+OOPY8aMWbRoETR5MyxevJhlNlo/j7AI8jR1H1xGRsbq1atvvPFG3RU/OGp3JNY6KGHB6GlykHJXWlrapk2b3r17z58/f+vWrYWFhUF2N9WCbGXtYYIIJQ4W33AFu4tdOEuKYsImgADgnnvuuffeewHglltu4SHGR48e/frrr//+979v06bNTz/9NG3atDvuuGPUqFELFiyorq5mFW5hYeENN9wgnU3qPl511VU7duy4++67AeDjjz8ePnz4r371q127drGchw4duvjiiwHgvffeGzZs2IUXXnjzzTe3b9/+3Xff5RKesIXu09R9cCdPnrzzzjv/+Mc//uUvf5k0aRISXFXqjowcOfLYsWPSHqNjiWDQfZq6SOXu73//+3ffffePf/zj9OnTlZWVnTt3Vh8iNJU73SQJtSCreQgixKSlpYkTshITEw8cOCBmeP3116VD1DwS0jmtpHbo0KG4uFha0YIPE7uVFMWEUwDdfPPN999//5w5c/gKU2Cw+mb37t1NFwqVWLp0aVZWFluyNCEh4d577z137twbb7wxZsyYU6dOXXbZZbNmzYIm2duvXz8v5HlMofs0dVd4feCBBwYNGrRs2bK4uLjs7OyPPvrIaJxb7Y7U1dXFVAclXOg+TSssWrQoMzMzKyurqqrq+uuvz8zMvPrqq4PpbqoFWc1DELFMp06dQpYUZfjUi0JdfROsLRQqEQgE4uLikpKS+J6DBw/Gx8eTygklDh6ciNodiZ0OSoRy8ODBVq1atW/fnu8JckVGtSATBEEEiU8FEEEQBEEQhHeEbRYYQRAEQRBEuCABRBAEQRBEzEECiCAIgiCImIMEEEEQBEEQMQcJIIIgCIIgYg4SQARBEARBxBwkgAiCIAiCiDlIABEEQRAEEXOQACIIgiAIIuYgAUQQBEEQRMxBAoggCIIgiJiDBBBBEARBEDEHCSCCIAiCIGKOMAggTdPMsviLyLpgulpPiawLpqv1lMi6YLpaT4msC46sq/UOqwKooqJi1apVf/3rX7///nu2p7y8fOXKlatXr/72228BIBAIFBQUVFZWstSampqCgoL6+nrDMxIEQRAEQYQJSwJo586dw4cPb9u2bUJCwpAhQ/bu3btz585rrrmmTZs2CQkJ6enpX375ZXl5eU5OzsyZMxsaGgDg6NGjOTk5tbW1ZucmCIIgCIIINRrTKzhTp0698sorly5dCgD33HNPfX19bW1tUlLSypUrASAnJycxMXHy5MmTJk3q2rVrdnb2/PnzDx061Llz5+PHj7du3Vo6m6ZZ+lL/EFkXTFfrKZF1wXS1nhJZF0xX6ymRdcGRdbXeYckCdOrUqVatWrHtdu3anTx5srq6OiUlhe3p2rXrwYMHASAuLm7Tpk3Lli0rLy83PBdBEARBEES4sSSA5syZs2rVqh07duzYsWPt2rW33HKLmCpqySuuuGLx4sXZ2dnnzp3TOxNBEARBEET4sSSAJk+e/PTTT69fv37ChAmjR4/OysqKi4vjEufMmTMJCQk8c15eHgCsWrVK/1wEQRAEQRDhJt4sQyM333xz+/bt33333WeeeQYA+vXrV1xczJKKi4tHjhzJc8bFxb3wwguDBw8GgMTERN2zRdwcvMi6YLpaT4msC6ar9ZTIumC6Wk+JrAuOlKv11FfJqifU8ePHr7rqqtWrV0+ePBkAfvnll3Hjxl1yySWnT5+uq6vbtm1bWVnZlClTDh06xPI/8cQTCxcuNHKCHpi7Uv4CgiAIgiBikt3r8iyqERexKoB0CQQCmqZ17NjRLGMzSAARBEEQBMEJiwCyOgSmS6dOncyyEARBEARB+I6gBJBb7FqXZ5ZFn0FRZEnCb0JYfumJFCy1dSWWGnrwqw0LtclnzLKElFZVv0JSw/JAHb9jjg80xXF15Bi8dIf+esJFWGo5x7c3LFcbDMgvDeYNjLj7IGJpFhhBEARBEEQ0QQKIIAiCIIiYgwQQQRAEQRAxBwkggiAIgiBiDhJABEEQBEHEHCSACIIgCIKIOUgAEQRBEAQRcwQVCdoZmqalbn/QLNd5AgfbmmUJKXgwFccEE7kEiYni0WkhiDM7DtjTNrUaSfXbewIAnTofNcuiz7BO3+nuz0/borvfFikFy3X34y82fvMRgnkujm+gRwTzWzzCcXWEl99gyr5H1ZFjHFc4gIbywu98WGKAOX4ZggH5pbbKb2nmitCrEV8EQiSIYCjNXGGWxRAjNRBK1Osv1c0HMK9kGgB8GrjcIN0E1n5Xzl0i7vTDHSAIggg9VgVQVVXVSy+9pGna9OnTL7nkEgAoLy8vLCxs0aLFxIkTe/ToEQgEioqKMjIyUlJSAKCmpmbz5s2zZ8+Oj7f6FQRhRMVSLBQpMyg6651LakAXjyQC1z2qQdTIAuQK0s8xugO9HongAK8EQRCmWFInNTU1Q4cOvfvuu48fPz569OjPP/+8tLR03Lhxjz76aF1dXXp6+gcffHD48OGcnJzRo0e/9957mqYdPXo0Jyfn1ltvVVeDJwgcVe6wxtjxKAyCFXHDJALLaUUwcXB7v62BYMc4MI+R9CEIIhawJID279//008/LVq06MSJEytWrAgEAvn5+dnZ2bm5uQBQVla2YcOGyZMnJyUlHTt27Kmnnpo/f77ZKQkCwMC044cGWBU6ogyyiK0hcI8QZZZoJBN/YErBcvX34lY3idCIOcI64uPzQ4EiCB9iSQD17dt36NCht912W01NzdixYzt37lxdXT1w4ECW2rVr16+++goA4uLiNm3aNHLkyLFjxyYmJqKnJGKO3c1X1OOVsk9qZ1PTji3p439Eg5b021nbKT0XI/MbszCVZq4gDRR2VNGDqNjdygqXA32/qqV6zRAJl034FksCaP/+/eXl5TfddNPx48dffPHFQ4cOiamadn4q2RVXXLF48eLs7OytW7fqnYmIRXi1xaoqNimDV822LA0IdgUKonjsniqi4T/W4hQSaUwt0nWP36SbqRDniG+pWoikPaalzP8yYve6PN2LZNWL/6+f8CGWBNCGDRvGjBmzaNEiACgrK9u4cWNcXNy5c+dY6pkzZxISEnjmvLy8wsLCVatWAQDZgWIKpCZSd0oGBqnzqltf4w1V4CCSeB7ewPD2w3qTE31Yl3qIy3akoOsOlbr9QetuUtZvl2OsuJpJl2FadnRLU6QoBqn7pDIwd+XudXmm2Qj/o2mautPTufGW4gD9z//8z/vvv//WW281NDSkp6fn5ORUVFQcOHDgpZdeAoCMjIyRI0eOGjVqypQpzDi0b9++wYMHnzx58vjx46oTtKZpReX9db7GgGX7JhglOZv4Q1jEokmAgfsc6I6qqBi5PzPw0Bq6Djdq26bbfouzrlisHTbhHAAKdw9Q83MmDPwMSc1ouxtJfevoQCQVAb8kxyC/JT9tC78huiAz8/FCit/AJ5J3GiX1K7hT3YnbOUTJO69kGg+qJP009bewtyh1+4P47DzH4Qnw03r0uMOCM684W0ZH/rCQPCHAcdvkXXgh5OYHU0gR8ApQYnzvPVbUiLtYsgDdfffdb7zxxpgxY06dOnXZZZfNmjXrxIkT48aNy8rKOn36dF1d3fz588vKynj+Pn36PProowsXLkTOSUQKpsZzAOj1yEpc3HCPBNNs/OuM7EAWMa0HxVpVjLuDt/SxhiQH/Q97wfB2Qvo5puElw96axjjS/TfVQ2yPkcFP3UnELJYEUGJi4ocffnjw4MH4+HgWBKhly5bFxcWBQEDTtI4dOwLAiBEjRN+gBQsWLFiwwPCMhA/QNbOrRn7Jm1JXwYjKRlItplYfDrcSsQ3+r/UzSIiVHW4K8jTuTuRiavjxG/zlsTJWJRqBxJ2ODTlEaMD1EKCdH7+5fBHhxZIAYnTu3Fna06lTJ92chD+x4uxSOXeJbuPBZZCuVQax1ogKBjfqsFR8KM2IyrlLpKA7vJqLAucVwjqNL+pc+TVT32pR3nFDlyiJ6IWJCIz0kHXXLiJmsSGAiAhF1T1i3BdpG/TAzT+6GUQdg3v2GGWzpX7AuLlSlZCaRBgRcUYghuhKrPtWG/0uZgGiuf2Ri/rIpIJvOjhOxA4kgKIEfFK32hLwnUYmHxFxWEpXl6g7pYEzJKeaza70gcafZuJfqc73oRbOCKYPmESIUA0EBjKocu6SfMUNiNl+uPknxt8K0x5RRKCafpu5/ZFhmCABFOkYVVVipc+3pcy6h4gZdBHncxkNh6k5+Ud1hEvKpiJmkBozUcZ1slCRId6RBEMdDIpQ9cNRJ5Yb2X7YRmz6AOkWfyu9I1+B+0frDpbhtQHJo+iGBFCkIpl8eFUlyh1pW6zX+IFS86C2FtA0yUuVPrhDtKlIEgfOcN8gnlm9PKGCtjrDVpRBjf9i2Zv5yUZWe+CYiJv8ZUrzB+dwWm/kgliIGWLJMs0cFqz3WyyqFivZ/DZepj4a3QqcsIilOEDuYjcOEBIuBe+rOY7EgIOHsvDoS3FY6AguSlQxgZQKqUSJOXlECq5prAxpVRjMCOM7W1fKQV11I9xbQfz2YCJkIEhhOaRf5NGXBhNeyDFqwC1xiNCjWDV4aSoetBVJdcyCqiFmWfRB4hJ5h27EI05rdMVdXrJ0y6mS3Z0ogtVDgy0UugoMUSEevZzQ9H7qjpWHfuqo7mC02Ffh7msM1eDtRZfGrerIv3GAiIiA13FiZceqOd0KRRoIQzp/iNUHkUTqEBjbVkPaix/ZQhlWQIxG3iH+HNEoFX2wSt9vPWDCFLE7gZRWV7SOi1gYgrdq4nWLyqa5pf55/1UNJLqvidfJt0XfR924DxDDkACKEsThJHG/WpXwigax/TAk44fugBfiu2NkNGKh6/WOsAfy1SGAfXtt8pmI85Owgjg+6J/anzBF6l2caNrQ6b2gpqMQ46tCJFWM/nn/+aQE3f0AkJ+mP6uD7WQmK/HwGFc/QAIoclHddNiGrl1ErFzcrWiMzDCiOYrn0RVD0h7rFiCfwFys3L2rYQR3IyV8i9FKfIi7nh/wib+R2hv0yYWpiKqFqRlbsxdJ9IiQAIpUxHZXNNVINR1zUnHsIngW4s8AACAASURBVIc7/VQYzIpnw0PcAiTl4V4LbAlDXmW7Yhay+wNdIWo0kOpAQEQEuuqH7XRF+gSz1CiuJMJYaqRBt0phhqmYZOR8zWdO6EoKfH0Vt1QIG/8SLUBAJdcOJIAiFSstripfdMu8hFgFGMkdyaijeh3hSPW1+JFZgIxG9KDpMoy+xcptIVTG994DsIeqzohDV5rwAuWKPZX3UqQeCxibnST8XySleoNvI076fEQJ0TpGQsfFcah5eiu6EBYhARSRmDbzXJdULM3TzVnZfGK8lAQAKQXLxVlgoKdFcK8gplTYNUiSRapDpQqU5zc6P66xLHhTEo2M770HAIrK+xeV91+2bwJFhoxEVMOPqSKxiKRvuAzi28yfT7bjrms8nJc+0/oqLLhySc7kizSM5ewkRroHN1k5+65ohQRQ5GE6OC2aZ4wKOVL41SRVc/RytG4XyyNO3NWtrE0lDuh9ne6M9JDVvBE6ClZU3n987z1MBgHsMclN+AlWRrxTPwzds4lKiCN+VAeSHI/CRzG60bZs6SEpJx4XRnKCtv4tUUx44gCJH03LgzQXSaTcrJlEGGRcTQRjN3YcGAb5mbqIVhk2F4kniWNb+O3Fv1T6LVIDjwTIYXAdw52BQE+4SPv5l7qiJ1SxGPw5RZL+3XgTVAemgbkr8YAoeLAfBDyuCWK0X9an0CgJmqxB9VW9dFPfPIm9KmMvcvja+xC/RQlK3zVFdz/r6Kvvs4sFx2gAWtzg28iwNaCD2l7TNrUaSXUcuQ0PYWUlSpCRADLIro94uPWQPE19HgAAW2H5VJBAfThSPVY5d0kY1EgYvrK5AAKzNsldASR/twGOS2nIBBCDVyv4YJaaxHBRAKnojmEhMoiLOfAS03tiCy6AOKoSMvqu8AogXgPy6m/sRWfikyvcEkDxyRVgLKf8DLvyec0XA2H9ctx1I8QCiMHHO8TXzGL/Rxcj6cPRtfvq9n/AH/hWADGkxWfwMWj8tNYFkIgohnB0pVJEC6DwDIE5KJaOkRQPv8G4BchoCCb0pdpIMTBw0aAaoiVs/ZwUPadpW2cAwRokHSj2ID19PdR74vrXSQMErvTIXUTq/Fmv/mwR0dIHhJEI7uUqjU246McaDPzVQoq5LdGvW8xFegn+eXzDbj1AcKT37dOA2QFuY90CxF0GzTJGDOERQCGA6x5nktKoPJv6poDlikYFUV2SDJLsz2zD7vemFCyHKrNMzVEtQKo+U23jzc/ReIiuBgJlOM8Itd639fOl7rKtYxFEDwzTIbDwwmoxSf1EompxDJM7IuznL6gCEDSN6SRn3nfPD+sNNHqHeQFxXfTrlm7CGWHU0NZx0F+SXI6aD/CJ2+EhagUQOJU+OKYF3qj9lmoc3TzIyXl/i38Ut6VgP9D861IsuwSpIAfqDuqr3gAOxv65kQZROcgesPMzrYgtWzQbAlOmw/gB3Q5cUXn/aPLjQeC6JxixIkRe2cL77k8k7xRFVTDnV+FDXXan6UkFxMgqLL2iiLgh3RPjKBrIniTiZUcdAtPL7i3h9AGy2CpY8QFSPXtMf1WInaClp6v+dlOXGgT1S628TCnCRHeGFfuWiCR9QFE5oh7SNQWpwg53grZizLel9mxlVlF9gES4BUj3t4TLB8jI/xEXQHZ9gHyFZOzBpYlbTtC2vhSB+QAZxagMHGyLFwop1cjeKfUfWlX9Cim20Lxvo5vNP/jcB0jCykwuI5z5AAWJqQ+Q6tbNNFCs+wAF2fZwNAtyJ+xIYy5ITlewUhuqlyHJEWheb0Lz0+quFGZUOepKK0kb2ZVfRiDXbISVPHbRDYgSesSGczwARNcQvimSSQbx8nYd6YtMLU9GQ3IMyfAjPtaUguWVTWG9dE07LJV/BD2sV1C8tPYyDtZFEBzJyclXhEcAMaSGCpy2Ew1Be/yEGGc/M3j4fWZ1pdjPY0jVmXiduppJ194jpRr1I8U8KrpVsFHnVcwgfhSvGa/3dZsNvexWYc5AYfEBQhbzwqfBRxmqnoAgzDDBw7/aSAlJ+iw+uUL8aPRYmQGDv8a6763dlzlFsQ0TRJD4UP1AuIbAjMI36a4+bctEab3TjxswERzbNnGCsXwiGA2XGIlOW2IU1w3WnwUH//ZOnY8inhBiFGPpRTINcKy+Y/xK8LByu/TWL+MmyS7ob0eGwPBBLqNxN+Z+5Lg8nw2fOHAdccBufO89ktHL1GgfGtQ+sTjZnidltN2t/oTgcXwTxNnaujV2ZIG3L46bCRzH9Tk+yBXMKLYX2HrH8tO2hF6NhNMCpCIWKgmL7aiVTn+0Ig214orbiiXcFDyzrVMxLB6iW+Gmbn9QVx4ZBYbH4Veye24emMkgP3B+Apoba8pGB6GctetgVvy85itZMrgG4ifM1zs29IjTeT4NXB4F0ocgwiaAkBFBXQuQqaYRrRGxIIN0PcvEnWw7pQCzJfgTdSSL7ak0q3B1/SSs1NHI4BoP6uNbDWRxQUocDQDM/GO8m+LkBV5YTRDEWb5GXp8cUUyomaX8YfFsRRAtQAQR0YRHAPFejsWuEjS1glJDpYoettPWOE7EYSR9VPu5bt0aWaQIa2w5MEdbqaZLM1ekoJECHKgfrx3zxcn2dq9NgvnPNQCcrerFwzebOtCE0pvYAY7Vjy0zqopY7sRj1dNyqWT3K8KFeJ34eD1BRArhEUBi+Rf36zZXpt4qUlJUih4RtTd53lre3H4+r2Raob96j+ZUNk1mEc14VtAd6jL1/oHGsbNmMYfEr660rzCY9NEAggin0AzpJji4JCM0cSO5gkkfK6tY1AtqCckWFuKTKxyoH1W1GO00RbXr6I5zAUEQYSU8Akgq/4gTtNGCf3wnMnjBMM0Q0ag2niirWyUtoqtmrA91GSFZgMTBUzzSD0IDgBb0u6c7jOv4klTEGZRMylgXNEaGojDCNdmbJ82y6uFRwVHFkF37N0EQXhAeAYR7/0ghv3AvfbHpikGiqQ5FfLb4EBiidXQtQNZVkWoB8gMheL35UJ1mbVTLt55A7o7KObP9iKhniJqBaYKIDsIzDd5WA4NEpLC4crhuk4Y4lDieowhBeCziMwbxQXdEIzrwm7GIrfAERqjjmGoIWilAolFoad14r0bxc3mq7k4x89HSJDBm79xnkVRAF0VHIg6//UYq31ZjzZl+qQPwsMU+FD3SnF7J6cdWaVKDJoAj6aNb9o3ibscm+HNxXHl6N/0buWD8apftm4Ck+g08Qhj+1PCYHdapjJ1I0LYwCiKs7mSo7iO29BYRMnSFKX/cRouI4ZEVJaThVCO5I+YUp9MHT5DjRCGLtIsoHjXVP3B54Uxb6I65O5A+CM4ujCCIEGBDAB0+fPjVV1+dPn16q1atAKC8vLywsLBFixYTJ07s0aNHIBAoKirKyMhISUkBgJqams2bN8+ePTs+3sZX6GK64BSHj6EggymEChI72COQYR3R8BOM9FGRlE3q9gfFIVcXRY9Evf0VGIzEX8iwdbWhh+szx/LCyN0wdfuDAM4NwBzH09AIgggZNtTJ/PnzW7VqdfvttwPAzp07x40b9+ijj9bV1aWnp3/wwQeHDx/OyckZPXr0e++9p2na0aNHc3Jybr311tatW5ud2AZWDD9A0scA3fEg7xp+Iyw62ajCV8L6OmKidYfv5A2eKIM8En8ONFC4pI8XuDhfTHBzdj6uYTQ30N2nH8owjAQRRiJ3sMWqANq2bduHH374xRdfsI/5+fnZ2dm5ubkAUFZWtmHDhsmTJyclJR07duypp56aP38+ejL3sdimxjjcBKLaQowPchPHljkragD5FbriRvW49xRbGiialpl0S/24dZ78tC0he+EJIgrQjTzHt6XAJQ7wep4HgiUBdPjw4TvuuKN169ZpaWmjRo1as2ZNdXX1wIGNjlFdu3b96quvACAuLm7Tpk0jR44cO3ZsYmIiesrIgD94d90CQgyudULWGARTQozgEqHXIytLM/OMfgvXOmH8+WBHA0WN+gE3JAvHxVO5gtQwZCjGnqLy/jQWRkQuzIophfTkH4Ofzyh2icMigywJoMcee+zXv/71m2++WV9fP2LEiGefbTYJRdPOTyW74oorFi9enJ2dvXXrVr0zeUWQClRFfLRGzzsSVZHq8xsa3H06DGmMzPQXhcvuJdLcJ7oC9N6i/LQtUaN+YgH+BMf33sK1DpM+4hQwgoggxAHct5SZxGKIh/y0LXard/8MmVkSQCUlJZMmTYqPj4+Pj580adKOHTvi4uLOnTvHUs+cOZOQkMAz5+XlFRYWrlq1yuBkbiJNorb7GIzg8ZTVxknSwupOHxKWlj70GDl2iFj0fLJyKsdwMwabBh98vJkowKJhzBXmlUzLT9P392JvxTDjJSwkxIjPak4y/BARCmK2FFtG9s5Lba40FUnEh/OTLMUBuu+++6qqqv7+978DwNixY4cPH378+PEDBw689NJLAJCRkTFy5MhRo0ZNmTLl0KFDALBv377BgwefPGkYjdVWZdftjduRVElLSjcdudFGAXJ408gvknfZjS4bn+csHoV4btqKXCKBhORBoijpIg6+4GGWrMdnckuY4jGNbKkWo8yijxTLUDwoFLZMHwba8SGiTkKiKFnEKBazKGWkZoAVUsk8HLyEdRz/xhS8VkHw7pIQ8HA+kQXupO84vFAw3LvldjCYS1suTCJR1zEcpLfwDl8hsWTZs1L1ZeSuh/dzjJpRKxLFMZYsQEuXLs3Kyho7dmxtbW1CQsK9995bW1s7bty4rKys06dP19XVzZ8/v6ysjOfv06fPo48+unDhwuPHj6uzwDRNA/eQWlZVjVpvennjVzxoK18RCSw0SPhDDWXvNhh4weAzqqzfurBjS/3gsPOIGigERMQb4i7OygVylPXFJXDJwkav2LYyhiW7RKgfCSJcmA25ng+uIU6b5WJIXBkQER1sJWZpOUKxVBqVUNPy7qnW0cWSAGrXrt3HH38cCATi4uKSkpIA4KKLLiouLg4EApqmdezYEQBGjBjBzD+MBQsWLFiwwPCMIUQdJmPbndC2zfRRWYSdR1cR+8c7UiwMYgSaWnCtQ+bdoK+z6evihDi2Rz1PYx6X3gRCwlkRU48SR6KtaCBc/eSnbckHAIMBLMcGFYLwFCsxF5gFiCFGD6lYmsekT4OZ9AHB8MNhrZtbkzRDjCUBxOjUqZPpHr9hZBAycjhnbV682w9SlEHQvIvpB5y53FqfqSQ+BVs2OSuwR+bAWsOnhokfCS/glWOQAaZV67qkeEw1kGkq3/ZP/4QgEKxIHyN4Bc6HwOwafnavy6u3PLnVh9gQQFGAbtMr+sN6GhWmvqrXmyd/xd9XX2kgu1TOXeKfWDXILHdT8ENStz8Yn7wC7DfVhIqoXRz3GoXD9efQWQSxA/G2hDQQ4XO8fkUbB8X0pA80SaLIVT8QawKI0WSEOApCqylumBwfHLoeBp6+xB7hTP3wyXquTwfwyGuH9W8iupCHHdVyI95MB/e2vqoXd4KWXJIRI5Cp+YelirPZCcKfBGP4sUWDgRM0NEkiJoMilBgSQKIbSuXcJZUA0NwAIDpB6xzvHqr5Z3zvPfNKYsi9QHcs0kUx5C7q2A1hF6N76ED9cKRgJFKICtw4JKWK+XnxDEHrQhAO8Nrww3BzspJfiRUBJLa4bFuaU+265QBH1EARNxzGVIsD8w9DFDqSexDYkUEhc98JppEmRKQ7GfyN5apFNPyI4XnALJaPLiFoXQjCASGT5qbe0IxI9wGyFAfIXTRNC83N0u1xWvlqPIRDMMEqdM/M5Dx7s61cnkrowwuB/QhDHDy8EDJfTNKsqgByPASG/1IwFmcHxm3Qy06cRx2rEqOogYEjjikZbXeL/WCxEHGMhsPUUCviqRxP9XIcwQWvUhxHlAG0gA/r5HzRe/yXhv4G4lisse16pAWzHC+C0d1j5QW/vH4FdyKpe+c+i6RKWNE0LI+VnFaIT64IvRqJTguQKn1ceUIeEXEWIE/hIkOdqVepTFPn284mw1tHGrCzbqaKcbi3MhjrHtPhKiOKmlbaYsVHLERM+jiw/RCED+FlJD55i9/aMvV63JJEISCqBFCQk2zDCK/E+U+IoIv3CF0LkGTjCdkoGENHnMX8Y0Jg9aBoAdLVQKZz1x2jnpN9tRjpJ2RjCoSfsWv+CRnc0S2C1LyLZiGviSoBxIiI+y7BO6/1wiRhQkJ3hCs00kciRW+lG4KDvMCi4Uf12nEmg0S3ZbbRKHQMJBcbaiHpQzD4UI5ZxjAgvcAM3X5yfHIFgJOZuXax0kuPlFY4sgWQ9CQi5abrwktgpGhnFTGKNJ7TGepEd4+mvluBWYPik5dAhL94rqPbmVZtPFKn1m4fVxo1Lmpafb2ocf3qxkW7EF1F0oeACKlvuZU0P22LeMGhv/jQf6OnRKQAEqV61DwMUcz51h6rIq4gxnWPsxBBFgmX4tFFtNhFxPMKGVJFKY5zGbk/m46FiQpJlS/qHmf2JCJ24G+p/9t19jJLFykartw1YukOY7l4fp/QwiyDT6mv6sX+zDJGBlLdzX5aBL1tfE0Zs4zu4HWwSrtEzXvoCrg5lptkDB10DJyXRdlEyoYIkvim5a7jIzzMqXjl0iqn7sLukos3Kl5YcTxc+FEAmd4XF5+BfxBtCXyP6a0IO9zS0+uRlbz4eVcOU5uWahf3+E0PxTK6b6zk7qN3HECTspnXFM1ZTLJyOEFYRLSauNuoRyteaEQ/3PkwxwHiYwdRM4jgenAIK0E/HQfeKNw9AElN+rfV38KjoQ/MXSlu62Y+kaK7uxE8ShBDXFGVb0tRgmxxtDTJKAkPnpG+awoyE83rkOL+JF5xKZXKO98Zn1xhZAcS9+uOi+EhrHAch8AJJv4NcmxY4gDh4LfIccAeiyF57GKl1lWdxtiG4xuIBw9zXB3hd163xuZRypL+/St1tXZOyTIbcYAYYln2unWOj8E4QPyeen1zIxce7MQsYziRdA/bRopikIiTsMISkkdoyMn4JFNvPAlWVEKmpk0jVyGCcIAUfB/PHEGISyt6gRe2H/8QZgFEmCIFefNt0WW6h4keUQ95RFh0D0OsEeKTK8I4E823IDWmZPTVdfcx9YYmCAf4tvJ0jGgLd53QGH7CCwkgvyNagNhEX/B3SeaGH4/MPx5h5LQUv1TeE901gqdwqw8XkTxMogipH4JwBut8Bln3xoL0YZAAigDEOG8gyCCeanhkaBFLXZAlMMRI8/YlMWRUEYjmHzICWUH3TopOP8GEQySImIWNgiW5VOvGgvRhkACKDMSw/aCsgkQ4hrkwq9PWxD26o+BsZ/qu8xPTxMloJIbsQtKHIBzDxsJ2z22ssoI3AsUIJIAiCckCxDXQvBKHs8D8g6Q/vBvY5oh6RdcCxPbozgLTlUTiovRkEEJo7v7cuE3ShyCCh3SPLUgARR6i4Sc6LECi/mDT4D117gNlFVU2Dd6j2EWEiKQddX2ACIIwRawk2RAYqR+7hDkOkD+xElXCGUjMCVuhNcSJ8fgkecdRLgDgbKFhdBwA2OV0ntegplKqGzGIRwkSzTAMPERQqyrsqZUL4kYDAAD1vdeaNsSks3qDX6CHGu3G5++5iyBFRg39It5A3INt2b4JSGroCSY6juOyj8fOSd81BUl1TDC/1DGOowQFEyrJrVhoEni0s7ap1UZJeK3LY/moRuhI91yOxThAhDPEqWH+cYK2hTRKzcSQuIdJH9eXFTNSP3wnl0FG6FYxUmCb+ohaySTEiDcwPtnvMa5cYXzvPQDnjbVBjvc1f7VosDXm0FU/VOc4gAQQEWq44UeMFcTDCHHdo39wcGgG0keF6yRe11jpYPE6KLqjh7lIRMT5xEHct6VZC0bZLKJrWWSxyC1qICRquTPwIfiIfqy+xahuoZrHASSAIhj/xwTSxWigmu3f3Xw1MaNlxZx5CFlRPw2CEYhv8A6WUf3Cd1LtY5eI1kAsZBFb7CwfAJpP2HTlR5mOqFqJwsCkj5Wc1jGKzuribydsYd0IZKU7FwuQAIpUIrrZMIWNfFUszVNlEJM+3nlJa8pYGO9aAVUZkUBo4hGIhh/2b0bb3XiALgfmn/G99wT5yrlu9WHwKajqz4zWSskPuNIBo6qMQwIoUolK9cOHwKC59w/bFieIsVkPbmkgye+HaSAmg86Gai1AwkVYY8/iEYDbbT9HEjSS+pGGhxyoHwSho9+obxDTjrjfLSNQdHfAfAhzGDCqhUzrKNGOSFUZhwQQ4RdElyDc99ndlf+4u4/oH31eEtGYeiQjBah0C93FOrjoUceAxvfe42B9jyaF0WxulDQihs8CU7WOi3eD1E/IEKaMGK7oXm+8CLGpPIpZSAARfoEvoaqrfiqW5olBL6RUURJZnDWmO+mdqx++U50GT/gEqS0XW3rW8ItBuoO3eXAQKYOMCr11dKDdaNfsbPiQB47ub3fxVhAhwHpYZ10fIDL5IPhCAHkXd8cL8KgSHkXI0PvSPXwnEs4Hj+eBUz0UDcuxDkt0TOvK8/8y+Ax5Fui9AQCa5I4qYrTmIX84oo6R+kNneUJyBTthfVWv8zuDAH+xHUc9cUwwBQ1/7Z9I3qm7X9clU7TKsKFMALjrw1lqzgkDPwM9wcHXkOdSY3zvPcv6FDYmN6qNFfyoYSXT8tNWQJP4ePuNVDAGidHCC5puiWM3ob6ql2SzYfzhf1MH5qYCQH6a3J59OsGw/KZunxCfvEJswNg27+ubBuvSmivFBgCwYATqgg4uZ4xyGLgIfwMdv5/BRDv7wVVzcvBIPa6mB21o+BHyACjRyFyRPo6fC17FOT6ti/hCABEENF9GXuz0WOn96JpzdEGmibpSWRAMXv+qYzSiTaI0E3Pk4iYTrngY80qmST0N1fTCjuIaSFxstdcjmADCCd6YxC2dYO3dDhLTEkH4hMZKzE7cDaM5XxbnghH2BNBXX331z3/+c+7cuQBQXl5eWFjYokWLiRMn9ujRIxAIFBUVZWRkpKSkAEBNTc3mzZtnz54dH2/vKwgrOPAn8D+S7lExClRIVbw/Maq7RQFh6sYuTrNSEWdiW3HLbZJBcpBxiwSvfhj8Jbc+uiEhDHY4PAPhK8TJp1akDzRXOWK/DunjERItzDKcp6amZuLEiTk5OQCwc+fOa665pk2bNgkJCenp6V9++WV5eXlOTs7MmTNZNOujR4/m5OTU1taanZVwgtonjiZ0W4Xd6/K05vOzoPk2EZvoBqFh8Ag90iG9HllpFF8Kx9SlOj65gv8h2Wyh69gBTQ0kjyCqZiAiAk1QP9DksmNLwbD8/MWzdWyMY8M889BDD7Vu3Zpt5+fnZ2dn5+bmAkBZWdmGDRsmT56clJR07Nixp556av78+eiZCMIQI/XDt5G1LEyJp2CpkYPFuX6i1UcIQrhHNB3peh8zDeTADqTCVFF88167xX68FeqNJ/iw8kICKEKxHptehStj9m648qbFGlYF0CeffPLiiy++9tprI0eOBIDq6uqBAxv9zrp27frVV18BQFxc3KZNm0aOHDl27NjExETsdAShBx4k2sHyq+JsdnCpNSKsgLTZpjDpk1KwnDlBmyKNfKlTrkQZBJZ9gNQQgmyPagRiGYoHbRV3ip4cAACg8/ZaH73SvZ+8CeQayPoJCS8IRtAQoceSAKqpqZkzZ87q1asvvfRSNVXTzi8pf8UVVyxevDg7O3vr1mZ1AUGEHtFbyFlLTDgmGPVj6hjE4LpHd0Uq1fbD3aLz0wwNPxVL8/g4l6R7pD0WnYH4TUhbdiee0xQud6QbG0qXagJBU8KJ4ajujA4wGiElrGDJB+jhhx/u3r37tGnTzp49CwDnzp2Li4s7d+4cSz1z5kxCQgLPnJeXBwCrVq0CgMTERE1B7xsIwhMayE8oopDUD+7opkZbVplXMk3yBGIb3AFI9QRCgkez0NLW1Y8X6MrKgbkrSf2EEc2m7Ud1ZwyGqNFAqlrwWjBYsgDV1dW1a9duxowZJ06cAIAnn3yyX79+xcXFLLW4uJiNizHi4uJeeOGFwYMHA8Dx48e52xBH0zS3AgDg4R88Ao8qgeM4SlDh7gHSnpSCAflpja1Fp85H9Q4CCO5qPcLBSJYVzjaNOJwfLEiu8HMYQ8elYNm+CWZZ9AkcbGuWxRB8NGpB1RBlX4XeThnxtE1zGz/jH4Wd9pAKWkZ5//G992S03Z3fzGl6A0zrP773nr9O23A+6zQ+layQ7xsPAABF5f15sKLAQVBJBywoM4LJcxnU+L+uUS0sDkCOQ1g5PhBn2T6slsNDJeGkGSvdkia7oCh9xMlcEvzZ8efoINiYYkfMa9qTl7bszpJlWLggBLwuchz6zm4Vx4eSQoYlAfTUU0+xjYqKiu3bty9cuPCXX34ZN25cVlbW6dOn6+rq5s+fX1ZWxvP36dPn0UcfXbhwocH5CMJzHA/BEMHjTLVIWDyDqRGIYWQuUifPW5lOH3qQLr5p/AjCC3RNE3wITKp8pMfnSu1EDz14LA2BcXr16sU0WocOHYqLizds2LB58+YPP/wwMTFxxIgRhw4d4jkXLFjQ0NCgmn8IF+FRdAmV4OuXaMLFFaCsELIwDSz8jxWxoq7PxdHVRhZ1VSihV9pvqCPsugNbktypb5q1Di5BSsgxlixARnTq1MksC+E5lXOXVNL6PgAgzHI3yxhz+P/1cMVoxLErX4w0EBNMLHV87z0pBXoHEzGJrr+z9SGcYKZJgiB6SP0Egz0LEOE3LM6XiRF4beK4WokdfGU79MhcJNqHrBiKxMzQ3FxkeqzX1DdFujPLSIQOyfYj/onwZxfk4+OHk+hxi6AsQIQfoIEwwgEhkM6SrDGyQiG2H3UJsPOTuZTMql5Bhr1M0T2KBygS9yB30t35YmJgIS7xQ+8BTYiodiBd3yD+7ESrjy0jEHvuFO3JXUgAEVGFu4PrhGO4pmHzELkTkuSNVKo4IBR5jAAAIABJREFUO4uiR03ie9S5J6rnsiiDTDHykhYz3PXhrMq5S7gMYhuSKvLa3UqUQUBtoQ+QpA/7aDTDy6Lc0aW+qlfw0aQIERJA0QAL3eZiXzNCIenjW9Togoxhnb5jG1z3IJ5AzpyErFuATHOKWkey/TBXPGj+A70TQ7wdTVuG5iNChZX4h7ZMPiLOjiJM0UI/817TNFsVmeNINrxu1cXxaXE8+tKjpVgoi9rkM2BgjUdCBIFZABL8WCS6hkeRfnqjyzbtnfssuLoAE8NuKAvr8KAydmlVhV0Sexlcx/GL9EPT+CwfGuCBUtToKcEgtkBI+BYAWNbnfIwfXSRTEBdGeASm4kFbuQTndhr+KsYZq/NBqBXHo9KEg19S3IRqJBW5vR7FAUrfhUVgwutkNcSaCPLalwjqVn2BdSOQqTpGdw8o8JOLp5VeNjCrrEIfNs9We1eauSL0aoScoKMHcgYiC5Bv4dODG4QwuJqwHTyunEQXK4NopZkreGPmov4m/I+DFzjeYOX2+OSKBqGkgLAhuhaJ/tT0sgUDDYFFG6qfZozguu2H8IgGZcMVHLRDRpiOhamwMT4aqohBGqyNfzGMqim+XxN6cQ2KoRRI97gKCaCoguuemJJBbDknqhF8i4vSxIgQfIUppqMbRLTS0NxCY4TR+8DNOcwCxOUUPyff4+e1fSIREkDRCffTrIyEIHjBULGUr+ztcB0cwiOYCg+ZNLHeCycI12lw+qpzocw2tCYNxM/m7LSEFcgHKJqJeguQoH4If8Fc8lMKloem7hZdJbSmZdtNjmkOi/Vsxd3HCmT+IawQLwSv5yE8NOF9BlI/XkIWoCgnWmfIs2EvUj/+BA8P6B28qWCzwEQNhBQBKV6iD1dCJSICB0YgMaoTE83IbEHCdSJgGnzosTV5TwKfYYvMfHY8zRinU+ejiAAqsdlLDi98/Fu3ex3MFFA1qp5F8HnROME8UyQVOS0+fx6nfKmNydh2mwGvQa5HN0n053D2Q2zdgS6oWPwh0qZ2Ij9nwsDPjJLArOJFXuw1ozYZJYHZ3Ptub9yOpDq4+ZpNZx1pCAzPvKBqCJKKT+lHwGuGtqlY1APHSOEJ8tO2hF6NkAUo+hGNQBb7xH7GSjVBhBFbbX9oEB1LrcCzaagYMkry4R0gQoMVV2hdKIRHWCABFHNw3WPXSYIgIhfuISR+NAVRPGBZJxGxQ4N9DeQ4PDQRPOQEHROICxH4Svdoxn9EhOKgDQgZDU1/zl6zhuZ/pvtdxMHVEiFGc2r8I/UTLsgCRHiOpoxBqNWEWmsY9bYJn+OsDQgxrl+h+Hp7RENIvoUIBv6M6k0yEr6ALECxArP9MGcgbg0KWZ9Sa97ztlKVG3Wp62m9d8J/SG+piyVLtCvwQkT4kAZlg/A5JIBiiNTtD3KH6NAMhPG6W6wa+LZ1izFV+v5EeijWH2i04sVbGsv3kyA8hQRQzCFqIE+FhSR9JETrjpUqvqH56sdkBAo9khuKpHXwxx0LiMreXaRy6mmxJYKBnktkER4foLffSDXLch4kCIHjSCpgFkwFQYpeIIFE+gH0S/HTvl1q446JlMxtZunh5bMkcwUfhDIdjbLLtvL+LJrcNr1UZyF5TEP04iF58PhMyCU5jk0CZu8YEnsDD7yBfykWagW78ZZKpfq28DfKxfcnotGEDfGe9DYO2tmqyigFw7fGNgexc4JkUC4WEDVrHRbC6gdw7WpdeSLBRPpxHGZp2ECs9fEovNDbkNR8xxb9fF5CFqDYoqH5v2Jj5mLfxYtYuq6fkLALf20ku12MG35ExFvkrp1GNQI1KDY5giBsQQIo5hDrTVEDuVtfe406ChYaryZCxJUuL2ERtYSKxZb/y/+IkKFRWYhMSADFImL3UaxVfa6BdF1/4pMr2J/uIYR3UI2vi6cFSveEDUJB5sYnIsTYuudUX/kEEkCxi60S6xNUDVRf1Yv9GR1CeAGpH4u4roEYqimI/yt2bLz4aiJ4qL7yCeFxgiZ8RYPQnomDYv6EayCpEhHjG+kfSRAhQSxQriPZeyQ0pQjrWox090sZCItID8K7R0+4DlmAYh2j+tG3qOqHD4GR9AkNVMXbwnUjkNHN130uDcofNxEZ/bl7tdGNqn6ICIIEUEwj1ndi0Q2mEtQ8nrGFD3iRBiL8gFqCKpZik7HtogkbvPzylhgvvw2kX11CusnUMYg4tIaGUD8yTdNC00o5jhK0ZtQmJNVxpJ9gOFoqhUxwh9aVjRu71+UNzF3J/uWpu9flIS9Hl4Lluvsr5y4J/Qg3swDNK5nGPuanbeHbVkACXeChLGqTzyCpOI6DQj2RvBNJffOk4QXfu+V2oyQAKLfWQlMtbxH1Rrl766RxLvXMvHnWLQtPp2FhV9y91Mhlm3FfbnzvPZIdmn20srQ7EuzHo0g/gDYieD2G14GOkb60cu6S0KsRsgARAABc/ewWgoYFYwfyCKMJX/VVvWwpHsIZ1C4Gg7sFSjTk6D6UBoB5JdPmlUzLR7WOLu5eapQxvvceSf1wrKgfwj9YdYLeu3fv9u3bNU27+eabu3TpAgDl5eWFhYUtWrSYOHFijx49AoFAUVFRRkZGSkoKANTU1GzevHn27Nnx8Va/gggvqgUImurBsLd54iIY6kcVJobs2oEIwkV8UnYAgGkgu2VB0kDh+iE+uYdiJPqmIX7n1l/CJ1iyAJWWlo4cObJDhw51dXVDhw4NBAI7d+685ppr2rRpk5CQkJ6e/uWXX5aXl+fk5MycOZNZsY4ePZqTk1NbW2t27tBRGfIA7RHHQL2I8uHtC4omH3H+F/vDgwBxGaSbStjFJ01RBNEg+OiEF8d2IJVQ/hwt3PUPM/aw0Pb8Tzcnq47I/BNZWDLPbNq0aerUqbNnzwaAd95559VXXy0uLs7Ozs7NzQWAsrKyDRs2TJ48OSkp6dixY0899dT8+fNNzhhWKucuSTHwXyGCJ6VgeXyyO25AkvRh9Ysod/i3xCdXAFTo9nFFGWS3E0wQQRLe9pvjwALECZnqVW9UaL5a9KaSdoKdKR2uVHpEKLEkgB5//HFm16mpqdm/f39ycnJ1dfXAgY0rK3bt2vWrr74CgLi4uE2bNo0cOXLs2LGJiYnYGcOBKHqYNYhkkEW8M+YbGW9YVaJboUiOh3zngqohuiqHVf2Oa3+C4dELQISAINVPaB69FsLv4kiO5CJsJ+IETUQBlgSQpmmaptXV1U2bNi01NfWmm25av369mMqdt6+44orFixdnZ2dv3brV4GThh+sekkEW8bRWklSOkRkZ2dk0ClahGnscmP0JXULfOEUN4q2LxNuoOgO5/hPE+6PixTeCck7+M13/IsK3WBJAAFBTUzN58uSLLrpoy5YtmqbFxcWdO3eOJZ05cyYhIYHnzMvLKywsXLVqlcGZfERKwfLKuUtoRMx1QjwcLnlG05iXR3jUDsUgIbuNbpWC0FwtguvvnrtnIyIUS3GATpw4MX78+O7du69fvz4uLg4AFi9efODAgZdeegkAMjIyRo4cOWrUqClTphw6dAgA9u3bN3jw4JMnTxqdUIoDhEc9cYyVgArMOCyZiPFoCpGFW/dWtaLjcUTAQhWjZtDQEfdl+yYYJekuBc90ra7zuyR5HQe6wONn4EGhlvUpNEp66+hAoyQAyGi7G0lF7lKJ3l2yhekzJXTRUEtnnGdLY2rGFu6kf2Pv/K51WFAox69B70fkaRYsPmSvR1aChUhUjr9XQjzP2WZ+hI0E33lDwnEBWkhx8OB2wUQJQnCrEcExstZbkSiOsWQBWrhw4b/+9a+LL774lltuAYC5c+cuWrRo3LhxWVlZp0+frqurmz9/fllZGc/fp0+fRx99dOHChcePH2/durV0Nk2TBlvDDI2SWCQYTwKvSd3+oFHVwOx8UjNAo59EeAmxldSfVCzN66VIorBgK4wh4RGeah1dLAmggoKCgoICaWdxcXEgENA0rWPHjgAwYsQIZv5hLFiwYMGCBeB7fNui+w0HkXWMxtTD4u0oQaOfRHTDip6fX28H6ifs9QYRZVgSQEZ06tTJLAsRVYjRRJ7GswJAU1UlWfyMajHHhkFp/EtycufbTPSAHuI6TXYrZYIwpQFAUxbx9c4IxMtXF5OM4UEc9rKLKxpI9yTxygOyiziIZn3yPBFGghJARAzCLUBa2hawVhOpeYyOagDYZpCEkLr9QcQHiGNl2MtZpUwQpuiOsDANZKUQWcRxLyJkODD8hIBgdA9DfLJG0T0Iv0ECiHCIaN1xsQZ3BuIDxEGkjw9rZIJwRggKo2MzjH/Uj+OfYIR39jzCOywthUEQRjQ0VSVaJPQ+CcJv1Ff1CrLgaMKfiy2662je9DQc372GII5VIfUTiZAAIlygwVgJWdRGfq67K5bmVZhN0I0F/PyMIoX65mu5BAkXPfzPn1ipARzAf77jkze4NFzlykmI0BOeITBptKLwIBawBwGPs4KDBFN5+41UoyQAGDOuFEnFgw8hF2w6goOAnBaP/YAHeMDjzdyju/BW04bW5Cst+QzNK5lmFECosRYTVl3msI5j60o15TytUrBUHDycDxs7q3V78ee7PpxllITH88CDiJwtTEJSiXDR7Y3bmzaXCNuNe+TcAoP0lihuZF3ewNyVgwyTAVmx/EQQ5WVQ7sqBANq6PN3lk6UYQuIoeVpqtZrfAS6OvONDV3g4H5Gi8v5vngQAYCun4qG8EI6WouUXranw1scxeAMdTCscdsIjgIioR50tzyfS604f43WZGioN/OQ6QBBBohuYyha7mxSGrv7wFV5YDXUnVQTzRcG77xSV92e6h/1rlp3wCzQERoSUeSXTHNirez2yMuyDUEZT6GOEYBoYQoKHoWIfLQ7i7F6Xx/4G5q5kf2ZHeMvA3JW70YDRsQbXQGYZCb9AFiAi1DTYt2A3WoDQITCvCabLHgUE2ckOPXbfsRDD12mx+F7tNhhvIlzBLSMQ/+jWKmyEp5AAIsIAa5Z83kQRkY7/RRsSnJPDrCykfiICpoHYv+oqk4TfoCEwImxIE8c8mipCxCZc/fj8vUopWK5enlgi/DDaZYTpKJjF0T0r4OcRvyi8lUlReX/mBkSrTPofEkBEmPH/JF4iQnEw2BoWuEGU/9ktFMw3yCxXGAiXBU60MYcSPhA2r2Qan/ZhdhARNkgAET6iofmyXC7CYvmwk4v/ErYIfYsSJNY1RHhpaPo3Ui7Y/4gG5tCgzgLjGohkkD/RQr8AvaZp0pRmPAoLQqsqLEiD49P6EDwwDBL+Yc2oTUZJAIAHq8DjACHH4sGH8EAXtcln1EW7rPuK6iK6WYjrufLheeQG4lEuTIJ2oCABpYKJ54EUinI3NF+4+vSRDhLO50QKFuhh79xnxY885h7z2E3fNUXnGAuYFkMkVSoUpZkrUrc/yD/y6GKqBwxeMziOhcauh12GdDFsPzI1nddjdv11jAopr2342VSHaPw+IOC3yHGDiNdy+Jc6jgMkRaHLT9sSejVCFiDCd6QULBedQ52pHzbNmP2lFCwXKyNmnRaVEGEdF706CI5RoIeKpXnxyRXiX31Vr2AmK3mB0WrEPsF0ajqz0NhSPxJiF4tVVrx64ZUM1TY+5PwssNra2q1bt1522WXdunXr3r07cgxBhBIHgeOQ/GI1J2igxrqJH3VefgnHSj3LmKWB7EAewDSQpIR6PbJSsgBFEKGfBqWafxhcA4mmoCZVtCfIK5Tm8bGPXP2E/iYQ1mkUQCdPnhw5cmR9ff24ceN27tx5880333nnnfiRBBEybGkg6zmhSQ8xa7YYm05VQoQIaSAv4BoIzxZkxJrQ4LdAOEz6SD46waxZwVDH63mEJyZ9RCVkdBIiXDQOgT3//PPp6emvvvoqAGzZsmXVqlV1dXXogQThOaIiAT0tImUIEjb0xv7UVDL/SNBYmBeYqh9/ojsKJioAv+HKmhWq+uH7VV9Df96HGKfRAvTtt9/m5OSw7Y4dO44aNSoQCHTp0sX4QILwFtEGw0UJ25ZG3MVqyJb5xwpc9xhZ12MZsgMRuoS+sefF00o59VT9sJ35aUugufShsTAf0mgBSklJ2bp1K9s+duzYxx9/3LFjR+OjCCJ0iIqHj4Wxekf8yP2djc7DI3M4xs+enkSM4NvxL24E4vMM2P4QzzbAPbLdWq+U/SK8tgFhAnyQNQ/hEY0WoNmzZw8bNuyTTz45duzYK6+8MmvWrJYtW+JHEkTIkDQQCJYeSQNhZwkO3r8EGg4jwoRv1Q9DEh/c4BEC44fuBHhdglc/ADCvZBoSq6Jy7pL8kPxqIkjOxwE6cuTIhg0bqqqqrrvuuqysLPywYNA0TRLOjoMQ4NFxHMecCOa0wUTXQHAc4CHp39iB1UOx68GPjZtQbZQkBXiwBXJ72SOTxr+gSQw5fotwdAMpudKJXLZvglFSMIE3kGPxt6g1utbsLuNAwxrawX0a7f13QccrfzBWtEhYHQA4kYIkOo+HhH8pDlJerFcadkd4kVfFcYkwhX+pqEjYNl4z4IHHEMZe1HiLuEAUleKCqiGGRwK8/UYqkooE60KuVpx1L2oyfkPOFjqMH4bX2I6biWBwHAdIojRzRejjAMXv2LHjueeeE3dt3bp169atL7zwgsEhBBFOJKcfvqeThc6fW7hlSI8OGgA0svN7j131E3asW2XcQlzU3VNrWX7algy0+EvKj0bP/UmLiy66KCUlpXXr1ps2bTp+/HjHjh0/+uij0lJD2UsQYSdFmaiVUrA89FUMHl0tppjnQWDJyrlLxOWxCMIKXAOxDbPsTmADW0jx512jEOs/wi4tUlNT//znP3fv3v3BBx985ZVXHnvssdLS0rq6utOnT5sdSxCxC1vzeXzvPaweZBsxLonc0kDcn52vjUVT7iOX0swV4dIBXmggW249zPbDf35YbgKB0OgE/eOPP86aNYttt2vXbsSIET/99BNNgycIHDW6GtdAsTlAFozjp+TnTohE3PgXw7smX43srEt9Va/4ZIcvpIr4butGl1axPjmfCD2NAqhbt26bNm0aOHAgAPz88887duygafAEYREptizbiFknIW4HklodfROO4tJuRCzHHIpQ9eM10iJf3ONH9ASC4ES5iGrd5DZg05JO6sefNAqg3/72t0OGDPn888979uxZVFR033330TR4gggGix3EqESM//Z0k/TR1S74LDAjNABompU2MIiZWUTkIk5EGHvRGdeHukTwWD4xWMCjhkYBlJiY+K9//YtNg3/22WfHjx+PH0YQhCm6yw/FDqzB0NK2uGW2aRC0FJ+RvntdXnRrIDL/GCFqIMnq4yKI9Shmi3bU0BgHaP369atWrRIT9u7da3BIsGiaJtkD8eAQSLwpHDyMDR4pxCOQSAzBxGhxDBLcBQB6o8sSeRRVwjGVc5cgdmbHkXWsx2hROTBuAxhPx0XCk+DvvONoH3iAKzwgSttUwzA2gN4lx+GFAH0D2c/0wm0Iub1IVBgI4qkh97Y0cwW+Ohh+SUhULfzFxrHy2uuCh+TBQ6wZUZq5ggsU0VTDhcungcsRFxy89clP22J0IO7Wg1c4SNuEN0z4ncdrBuRVwe/8sj6FWKpxPDNbLXvl3CVhiAPE/rv++us7d+4MAA0NDSUlJWvXrkWPAgAIBAJFRUX848SJE5OSnJcogiAIu3DdE5VmEtbEHqWYJCip2x/MT1vBQ06DzYlaRrgyn5HwOY0CqGfPnj179mTb48eP//rrr6uqqpKTk40PhPLy8kWLFv3tb39jHxMSEpDMBOEdzAzgWzdD74zzBCOK1Y9ZrphGvEWi6OFez3yn3ZCMovXIKI/dcxI+JF7ddeLEiS+++OKCCy5QkyQSEhIyMjLEPceOHXv++ecPHDhw+eWX9+jRo2XLlmPGjDE6nCCCR2j83InIThDhhdabswi/RbqGH2bCYf+mbn/QVK/YXbU0GPUT9Y5rkUKjANq8efOaNWsAoKGhYd++fVlZWe3bt0cPBJb5yJEjbLtt27ZHjhxJT0/PysqaOXPma6+9dt999+Xm5pIAIggyAhEWCaZZjVnUMS/RK8jKShT8DNZlED+t6fOSlu5hH0kD+YFGATRgwIC5c+cCgKZpnTt3vuGGG9CjGjl+/HheXqMP4+rVq9evX9+lS5fVq1cDwODBg/fsiemouEQI8HT5dyIiiKZ3gNSPY6QxL868kmn5aZZkCsOK9JHgTw2RWdIQ7cDclbtR938iNDQKoG+++ebaa6/t0aMHnluiTZs2BQUF/OOhQ4f69u3LP/bs2fPoURqVILwigjw/yPzjHXxx3IjGoi2B0GUeugZLavP1KNxCOqF19QMApH58QvzevXs/+OCDt99+u3///l27duUJd955J3KYLtddd928efP+9Kc/dejQ4cSJE0VFRddee62m0Ro+hA4RJF+ChKkfHqiNlJC7+ORFyk/bAnC+DXZwSe42z7EGnwWmO4ZlOgoWZLRoVb/i0+CheQBPpodoRExVC15PjI/fv3//1q1bv/vuu6qqqsTERJ5gRQAdOXJkypQpbPuxxx4bP378Z599dvXVV48aNerjjz8+c+YM6P0ATdOkEBRPL8VezbcfwcKTIDiO9BNMhBs8EoPj8A+OweOsDEKLXPlSD7spGgv8YJZNZJsQc6wpBNkmvueuD2fpHWQJJF7FJ5VYcIcx47DIOk1RTyrikyt43cpWJspP25JScLvRgfhbhIO8Y5/8Gy1K6Bt4thC7D62Nk4J5AxF4TKN8s/hGKnjAnr9OMwxjY/SOMRHGo0mVZq5QI0sFwLBFrMhckVKwPHBQP7UTGoHpk3XYM0VqFbyWw4Oo1WLzg6FfgWHbgUeTcox4Ewbmpu5elyfuKVn2LADEAxQP2qoem75rCt+2G4iIB8gZ3/wjAIzP3AMAujGcej2ysmJpnvpoJLOQgxAP+O1FXnskEBqYVa1rRp2vhCXu3WJYxYHyYld6L3dU4seOHTt27Ng1a9aMGDHiqquuMst/nhEjRtTW1ko7H3rooby8vEAgcMkll/zhD384ceKE7rEEAUGs6xRBi67rWuab/BXcD+JHhB27Qy3WmzcCh9tRmIeNalDBR6JNp4mJlGaukGJA87DUVmonpoG4PBI/cmEqvhj0knhE/LZt2zZu3Dhx4sS77rpLTPj444+NjsFp2bIlG0q76KKLzPISsYtj9cOIlAj04tQSaac0K4QquBiEGjYXwT2LmfTh49HBjEQ36aQm84+wIAbXQKLtR9Q67CPoGYfYfvV9kCoK3TyEM+L79u17yy239O3bl80Cc5H//u//NstCEDGB6Fug+hmw6ozawijAdLq1CD1x1+FWHyMjEAAwbzxdDWTLCKQirv13r9DlkbSO0bgYAFQszTPy6Be7SXaVUDA/KrqJ7927d+/evf/v//7PwSwwgggXUbnQulj34StAEZwg3VfdonLuErbomcWWhtRPWBCnIzAN5OL8OyZ9mixAZrkBQDEOibDpjbq9I7s2IaNfRy+hm7PACCI08J6WWcZIQqyJWlX9qqK5BzrpIYSwayD27HBPUiLEGBmB+FiY3kEAghlPN9ShZE3h41988AvplfHBL166+bZYwMWqAB8fl5RQpU0lJ2qs2CSoWWAEES7wiiYKkBSPkd8AwQixBgqy2QjycMIijV5By+ShLnH8S1IM/KMYOojLIHWI06LXswiz+rASzZUQ28n3szfE+kvCJbhdgxbTQHaVU9SgsYlnDmaBOUbTNOm54j0nJKACfiAytxkHnyWLfyk+WxiZldq60jAJzOYS9zZuF/Gp7F3QAoZPxnY8SR65WkDvA797unbjYKb1Op4tjIPfQOTMB8bpz8RmFfebJ7HTLts3AUlFwF9d/A10DD4Nvnqo4S3SnXzLZfFbRweqqZzgp47r9sstlhdNmQGQFkTbg8ebQS4JL7+OCymgTw0PWIDPQpeCp4jgv0VTQuyIliHkakGo7VVhIV6PZNphG0hcH6Q0DWoyXOkGBxqeW2pwHABARtvdbEPXQ0C3UIjzM4w0EN6SIqUJv9q332h2YMXSvDBMg2f/9ejRIz8/X0x49tln9fITRJhBRs2jHubBEN2mr2AwHYMgYhDEIdo6Fg0kTPow9eP4S9lR7F9xXpv1s4mjcmZ5TeJoRzeNAqiurm7dunVZWVm9e/cuLCxs0aIFfhhBhAsphEasUV/VKz75vMndSgUXUzANNK8EswCFEdX8Q4QAI4OKF4guPsEjBYzevc7GamWm/QGme9h6sUZ5optGoVNRUfHwww+//vrrq1atKi0t1TRNDXJIEIQfYDNN+HwTs+yEJ6RExRpksQM3qIRgHa5ejzg3/4hIlzowd6UDa41YReSnbRH/dLUUc35S90cljRag77//Pjs7m223bdt2xIgRP//8c5cuXYwPJAiCiF3IkTni4IqkmQxaB2A2jdwU1SDtuvpxRvMJs3sk/cQ10KeBZkcFGQ8pgmgUQN26ddu0adPAgQMB4Oeff96xY0enTp3QAwkibMT4KBiBU1Tef3xvb2eENc6dsa+BGmgUzB9ITtC6xjy7Dzc0OJjwKJqKTQ/kk93sTiiLRBoF0G9/+9shQ4Z89tlnvXv33rZt2z333JOQkIAfSRBhhDQQw3SYn/AIxxqICDuqS5DuQ+TBLSEkOkBVxsGbkRisisCnRoqE4Mf6hEYfoDZt2hQXF994440tW7Z88sknFy9ejB9GEGHHXWdDIppw4CpBxBQDm9ZMZSqW/4l5RFUUvFsM7n6kKXuM1I+p+Wd87z38j+1xxVkwKguUVlRUtGKFzqN1vBiqKZqm2eq4t02tNkrCY2B4FF4ICUcB6NUCGlABj4GBR2JAjnV8oCn4zXfMD3YcS1mtwbpNeDAV/KlZCT7kADxcCh4kA0F6atJoPR7OBwH/pY7DLOEBhPA4QAj41f512gbEMIaHSrIVP0xsjfDStKyPztqZjUlOQzdE/hCVAAAgAElEQVSZ4riQWoxppAtSEh1fD47jgFsqumNhYghE7h8jSiI1oDP7KJqauPoZmLvSSqwpXdTLE8t+4GBbKUKVaKGsnLvESDlJIXlEKpbm6Z7NCvhzkQhPHCAvlkEliNDQoNdziilixFfRz5j2yIkIQjdIL65+oHlAZ1AQ1U+QqIVdrQHEnyAuduHAeQgAej2yshYaNZljJeRbGhdDNctGED6FvEqJMGK3OSEiEUlhcPUj2nukYQ3R+ussmKFFJDWm6hJpwS8HGkgkykI/xJtlIAjCp5D5x5/gz4X81iMa/mT5qLq4qpckg/iiFq7rHhF+SUYjjI0xq0qmMenDvHkcyKAoUz9AAoggIhRSPzikM4jQwESP0YQMr9WPRVIKluenNZMvDkxBonlJdzm8iIMEEBHxsFEwbH3LqIPUj88hI1CsoTuzxw/ShyPKneCndEVHGAgSQEQ00ACgxYwmIPVDENGEKyHNmCeQRTli1/aji8Xv8jO06ClBEARBhAfuQsQ21HBEhHeExwIkhTrAowUgoSMmDPzMKAkAPlmHjYq0Mo7EcLQKi6SCx2moxQNdGK8vgkfIKDw4AElForC8nYL9ljHjsFA0eFwTJFqS46A7wdDrkZWlmYYdKfyXIuBvER6NhkXZdwBy50szV/R6ZOVR418zxqXwQhJ4/JbAUMP0LkOxbmKrKiQRe1Xwt6gpss4e3RA7xYO2qjs5C6qGGCUV7saKoYRUot/qJMXh3WM9Mi9D1/KH1xtIzYCDv7pnq3ohqYE3HIZYcx7XrbNhCgBAEJHbkKharY0SAMDsBoq/hT1TZr9hGih1+4Olmc00EJ9+b3SL+FAUMiaFBPvBbwJ+Ax1jKz6TR4RHABEE4QBWCSLqh+BE2UAhDz8TTT+KYKiP1WjiPeEuNARGRA/RvTgGNX7WoXtFEIQpfhdAFUvzaEyUIIgIgg9GmGW0RGnmCq7n1BjERGShvhUWHygJei/wuwDq9cjKKHA1J4ggIZOGdXavy4uyexVlPydmYQ46ogZi5drF58tnp5tlJAD8L4AYpIEIi0T3KBgRKZhWWRbXq7doHiB8jhgyJ6VgOXus4r8Idjs/KQXLJZlFGBEZAoggrBOVGojGPiIOXANZicPrunmACAtM+ojvg+jPbuX5Oij7YddAEVEJ0ywwIgrhGij48GIEEXpYg6c2jQ4aQsKfWFc/fJ68lcyELbSGhlAvpK1pmql9WAQJ9mMrLId18GAVwzp9h6R6dEmOWTNqE5KKRyLJaLsbSXWMbmgWTomrVbwGAAANZpFLEPoV3Imk4tFo4iZg0TXwqCcq3ISOx81CQno4j7Ni9toj4OGFHIex2bVOv3+pATQA3GNmXEFAwqUEg/hcpMZMvLfqQpViMVQX0Lh3y+1gjEehVvBXBcHxWwRodXTXh7OMksCsvJQ7NVQMQpe5GJ5bCsbLjjoIycO1r3o2bk2Uypr0miExjfCaynFct93rsAjX0stZOXdJ6NUIWYCIaIaVJw0AkivqnWogPxDpa+4QHKQrb2VcjIgIuIOXWw+UvTPDOn3neC13QsW2ANq7d+/27ds1Tbv55pu7dOkCAOXl5YWFhS1atJg4cWKPHj0A4N///vd77713ySWXzJw5MyEhweyUBOEtzAIUH+EaiIhcRH8IxwMZtH5qpLB7XZ5FJ3cHMOnDtTIimsMeOdP/Hgj2nKBLS0tHjhzZoUOHurq6oUOHBgKBnTt3XnPNNW3atElISEhPT//yyy/fe++9rKysXr16vfzyy9OnTzc7ZWRAQ+9RQH1Vr/jkivjkCrOMBOE+zJ05jK0REWLmlUzzzk7DBJZHGit2sGcB2rRp09SpU2fPng0A77zzzquvvlpcXJydnZ2bmwsAZWVlGzZsaNmyZWZm5pQpU4YOHfriiy+anDFCoGorOmAWoIgzBdH4l3UaADSAeWbZQknTWt/ocksEYRPv1FXsYM8C9Pjjjz/11FMAUFNTs3///uTk5Orq6pSUxgUhu3btevDgwYyMjLfeeuv5559v3br1Qw89hJ6PIAgiamFLfPt/IIBwkd3r8gai/tGhhMJn4NgTQJqmtWjRoq6ubtq0aampqTfddJOU2tDQMGrUqA8++ODHH39MT0//y1/+YnQqgiAIL2gQXFDDji31gziOkANQROAr9cNgGohkkC72hsAAoKamZvLkyRdddNGWLVs0TYuLizt37hxLOnPmTEJCwokTJ7p37/7www/PmDGje/fuZAQiCCLEMCURxjECCkMVO+wWIjL4Tf0wmiIJ+U6cSWiapu70dG68PQF04sSJ8ePHd+/eff369XFxcQDQr1+/4uJillpcXDxy5Mhbb721T58+q1evjouLi4uLCwQCHTp0EE+iaZoURgKPBYLEEcHDUeCnRcIL4ZFL8Eg/eMwJx2E5/n979x4f053/D/x9MjGJSwhyaQgq4tZFlUhUKN21G3JBVLeIy7e+kba6q9riu+ja7vbXNuuLbbeLtqJZtItSbYqivqtxe6xIUtJQKlG0hCHITe6Z8/vjcHo6l8/MnJkzc2bO6/nw8JjMOXPmM+ecnHnlcz7nfdiLZVRieDWCVXTHGYy19GqfHGuTyFYtkBjrw62cKRGk+/nYZ5MfGWVj2JV+aiJZU9l1fhglmqR1TRwdAORoeSE7sX8pnKnvwmCt2I9N+78YSrTFWrUV9q9hiPUtbn97hHJEJLn4i7GPvd0lX3hwf3RavnTqC2XDiIjorMWqXX+btsH8SUFK77NkqyC1NewDDkWwJjL2wOMkfy9iFC2zUZeI2Vo2RrGfmkgLMbfm/gPZ1aRsfBs6sQINWW+eSl9oeX9gvmkgYxpReey93ybzIxV7u9SbvamiWccixwLQggUL/vOf/3Tq1Ompp54iovT09MWLFycmJiYnJzc0NDQ2Ns6fPz8pKSk1NVW4QOzNN980ST8AYD9H0w9onPRM2a6S/uwKgSCDtL/H63r4hPtjKHdIEW6+odzyXc6xAJSVlZWVlWXyZF5ensFg4DguLCyMiAYPHlxaWlpWVhYcHBwUFGRpMQAAyhJuh+Kpryhe7ASyG+PiRIdO52G0kHKkQ3zYvb+qpVwGEu8+ptDyleBYALImPDxc+qNOpxNqJAIAeIpnM5BHIPooQez1UfkYGo8Tcs+V9CXekoEcuwoMANzDiw4i4DxXdf+Acnwp/QiHF1tzySTGIFszep5reoAAvIWjJybcRhiyep+XnUoHJzXjVi1qpcIr250kHliU+xPr/mJl3jTXbRCAADxPSD/i+QuMXXUVDZ4FA9canLHS9zIQCBCAADxG7PXB0A0AdfLt9KNcJ5BX4Nx/5T3HcQ5VC3A/djUFdkEU2di1c149L7OcT2VhCGOqM0VuGDoMVeS2R+zPUrLcrhotFk+BMap9sEu/MF5IkgoZFjEOPYwiVWRrD2TUEQk5wSruIntzE3OLs+uayC5w5XBJHgn2VtNNtPpZHCp3ZDJ2x+Zxw+KNu23ezZvdpH9Yr4jdjfm150w9Mxs1hKxjL/ZSotWKR3vvst6R3Z/K/qUg6wGIvQf2ZnY6Mg5W7J2TLT6jkDFVLDdlwr9LqUI3u2QfsU2ULl/o/jSCQdAAHqDxP7x8m3CbbkdHLuO2TeARzWXRmt3xcAoMwN2QfnyVcCcvR6OPyDwDKfSnOdgPY4B8GAIQgFsh/fgqGb0+5pB41OaU3SdbvZeQvDW47+EUGAD4MqEoMwCACQQgAAAA0BwEINAQ1VZBBAB1wugfH4YABAA+DmfBANi0eRGiZwZBmxSKaDnBqhbArm3AkHNqEGMqo9QK+4XsqkXsqieM17KLVbDflFFugV1aIyFRfr0ZxpuyVwIb45OyPwvbveoa7y90psyGORtVgsjCe12xo/TI8QiZlX6Ivaswi0nVO7HVGK+1UeUrgjWxkhyoI8ImvT07o9IPsVfvz276/DNrYrYM3fOH4warMzA4VF7IBPtglZPFmqoQxu8pu8AV+7O8UDbM2qRxHU5Zm0S23nR/2VDGVEH0X1aecrCeuJ1lyczZX+DKnMUDjuiFDKuThD2w0MquKLvwWKC1CUSkWLk4h6AHCLTC49eynnp/ocfboGXK9QOtsV5vEHyDcE8VW3OBl0EAAq0Q6nnYmktZSD++R7j63fkL4AHAzRCAANwBfT9qoFwnEIBXc0kVK6+DAARagQgCLqfNrw0A34AABKA4ZC+fhPSjKRgG5HsQgACUhfSjKjyRSy73RfoBJ3Fm/8DNEIAAFIT0o0LOlzxB+tEmJzuBuPv/c/eLMpj881QY0uz+zPG8u0vjchxncjPIH9OXWJuZiHpbr77gTGEYhnWjNzGm7qsczJjKLmUhm+z6GTaqsDjh1T45ViedZxWcYVc9YdecYGDUJaL7NSes3fCPUcrCZs0ea4Qrzhj3F2S8qUJbzZk1zy4+pFBVLUaD2Ytlb7X4jELGEZ+xHoR9PqX32V0l/c2nso8MjMXKXrc2yT4csd9U9q4ie3MTs9gP+4DjDJMmSXeb/V+wCgiZ1AESAo20GJVN9s9pJ8Y3aenyhUrcCdWhAldrYra4P42gBwi0wv23O3bz24GdnPl711r6AbBI2tlDDmYa834gJXqGFEo/XsEzlaABfNv9M1+eL3UK5p4vmOZQBhLPl6UQIf1oloxyl8704ggvlC5BofQT/RftHqkQgADkYAzuwbgfr2AxA1n8khP/Pmac9gUtsBaazQcGiee8XIVToIpVqYP39/A9CEAAMol1pYUa00LoQfrxCsI3mXnceb5gmuxRaODbhI5D+nkMEqKPeYyQfS8wE7xZlnKmV0lVHOqFVQgCEGiCywcAiTfWENOP+KOtl4JaePz4C95FyED3c/MWshR9lCCeDiMHR1IzeLz7x2KgdDMEIPB9Co3yMwk9iD4APs/Oq8BcyCTruPYsmMc5OiDPtTxzGbzJQEJnrppmkH39LfuqVGcuUZb9WRiXgJKt628Z2L39Hmmt7ItdGZfBly5fyB67+tyhWdYmBZaxLqhm/xWlUJkG9h6o0EXIHjkxJHsPZP/us6/xZuyBsn/RyInL4NlkH45kr1ubGJ9U9oXu5MTKl/1FQLYazMCORzKODFckxWIis968kr7EpJoM2ar+oJv400hnkx5xZ77yZO+9wmKFlgjXGbg/jaAHCEA+oTCaZ3uSAcDnmcQdaxnI6zhfldQZMusAffvtt1lZWcLjkpKSlStXrl69+vvvvxeeOXHiRGZm5oYNGxobG60vA8AdEFAAAFRLifEJdpITgOrq6iZNmjR37lwiys/PHzFiRPv27fV6fVxc3JkzZw4ePJicnBwdHb19+/a0tDRbCwNQkNLpR+nlAwBYJHQC2ZrLAg/2uKiNnFNgy5Yta9eunfB4zZo1s2fPzsjIIKKioqINGzYEBAQkJSVNmTIlNjZ28+bNzCUBKEvRU1TO3BUIAMBJ0gwkPR0mrdDx0zPv35vqwR4XtXE4AB07dmzz5s2ffvrpqFGjiKi8vHzw4Htj07p37/7tt98+++yzU6dOzc7Onjhx4rJly5gLA/Ay0tCjUK4CALCTmHuupC+5cv9JsSaZ8KNQp0M6CBoEjgWgurq6OXPmrF69+oEHHjCfynEcz/OjR4/Ozc3dvn17XFzc008/vXTpUvM5AbyFSTcPQg8AqFBk1psmV4F5S3Ey6YVgbuZYAHrllVd69uw5bdq0CxcuEJHRaNTpdEajUZja1NSk1+tramp69uz5yiuvzJgxo1evXunp6WFhYcylAqiXoifRAACUo/Lo43GO1QH6/e9/f/PmTSKqqanZs2fP3/72t2vXrl26dGnbtm1ENG7cuFGjRv3nP//p06fP6tWrf/zxx+7du1tcjsk5SNm1Fpwhu9qHQsUqFKJca9lLZpC9etkvtFh9xM4C0IxSFlfSlzCKdHmkOg678AajyI1yO4Ps0i8eIXvXZZOxfwrYG5RdiYqNUW9GdgEhm2RvcbVtFzZn6mbJrp3Dxi5wxaBQa+2vscS40axDEcVRjvUAvfPOO8KD0tLSPXv2LFiw4NatW4mJicnJyQ0NDY2NjfPnz09KSkpNTTUYDPn5+StWrFi0aJHJQjjOx0pZAgAAqIj5XSY8WHDZIml7hHrQimYdixwLQKLo6GihrZ07d87LyzMYDBzHCae6Bg8eXFpaWlZWFhwcHBQUZGtJAOoi78pSAABVEW+2Jf1RJRmoMCnTpHkeITMAmQgPD5f+qNPpunXrZm1mAHcSxtbZcyJMJL2gVHavMgCAZ6kk7pgQxzsLzRNimUfCkJxCiABeQfZlBVfSl6AfCAC8l3mkUE/3Dzn4F6lyEIDAx8n+TUMGAgDf4JH+FYtMLkzxbCxzzSkwAB/jA3cZBAAtU9WgHzIbjWA+TNv91BKA1LAuwMfILq6F9AMAPkA8EebZ71YZAzHdw7E6QC7BcZx5HSBGUJVdGIZNoZoTChnf1mo9DyLae9dqpRDZLyRbr2VwZrEu/Cwpvc8KD3aV9Le/FoidpYPsobaCKGz2ryJzCn1SRpNkv5BsvZbB0T3QTs4cx3JODWJMZQzhV2iDkhOrVzaFNjebM2+q0I4tmzNvyv6Cthi/hCdNDrOFSZnuTyNq6QHybD4FELgw/QAAaJnFfg3xyeMGS69xL7UEIAAPknemDAAALErpfVb9/RoIQOCbUnqf3VXS39ZcP0HHDwCASwiH331md8JQ1aBswmXwAGtitiD9AAC4yq6S/im9z6q5EJEAPUDgg4Thz3Z2Aj1fMG1NDIb+AAC4jHDpicm9OBjzewQCEPggIfeIV4HZJL1gHkkIAMB5argCnw0BCHyQ/dFHJOQejIYGAHAJNUcfgWfqANlzYsJ5sot2yK5/42Nkl/OR/UJX8e9SKjxoLosWHrCbZK1ehZMUKkACZGsv8vgeqBKySxMpxJfWPPYx1/LvUur+NIIeIPBNYvSxhwpH5wF4nNCT6p6/VwHcD1eBgdZ5Rb0KAPcTx9LJOKcMoH4IQAAAYIH0ZjLsOQG8EU6BgW/y71Jq8yyY2MNvXrALAJB7wLchAIHPYmcgO6sEAQCAT0IAArCXSWFTcvVVYwAA4DYIQKBRQrF2+zuBTK6TNw9DAADgRTxTB8jm4AwAJwmlgKzVATIZ3Wln0Q6xvBA5eJm9Re6v0WLnx5QBVbUAwBmoAwTgYtJhQM5fyut86AEAAJVAAALf1FwWLXTYSLttpMQaJ/afBQMAAJ+BOkDgs8QOG3bPjfM9Q+7kXa0FAFAtBCDwZUL0ETqBhJ4e6f/Cg10l/f27lFrrKFIhoTIvkhAAgDNwCgx8nJCB9t5txUgMwvky81uoqpAY3RCAAACcgQAEWiEd9GOeHtQceizC0CUAAGcgAIG2mJwCE/IQLtUGANAa1AECAAAAT/JIHSAMggYAAADNkXMK7M6dOzt37kxLSwsMDCSikpKSnJwcPz+/SZMmRUVFEdGJEycOHjwYGho6c+ZMvV5va3kAAAAAbiWnB2j+/PnHjx8X0k9+fv6IESPat2+v1+vj4uLOnDlz8ODB5OTk6Ojo7du3p6Wl2VoYAAAAgLs53AO0e/fuQ4cOnT59WvhxzZo1s2fPzsjIIKKioqINGzYEBAQkJSVNmTIlNjZ28+bNzIUBAAAAeIBjPUB37tx55plnWrduHRMTM3fu3Obm5vLy8sjISGFq9+7dr127Nm7cuH379mVnZ7dr127ZsmXsBQIAAAC4n2MBaMWKFQ899NCZM2e++eabkydPvvvuu9KpHMfxPD969Ojc3NyrV6/GxcW98cYb1hYFAAAA4CmOBaCCgoLU1FR/f//AwMDU1NTDhw/rdDqj0ShMbWpq0uv1NTU1PXv2fOWVVw4cOLBs2TLODPstAAAAQGvM04LSgcGxMUADBw48fPjwvHnziOjo0aPx8fHV1dV5eXnC1Ly8vFGjRk2dOrVPnz6rV6/W6XQ6nc5gMHTu3Fm6EKU/EoAXEe6/YVIZa+/dVlZmJyJC2UbQIPYvBQN+X7yF++sAOVYIsaKiIjk5OSgoqL6+Xq/X79y5s76+PjExMTQ0tKGhobGxcffu3RcuXEhNTR0xYkR+fv7cuXMXLVpkshAOhRABJPy7lCIAAbAhAPk2jxRCdCwACQwGg06nCwkJkT7DcVxYWJjwY0tLS1lZWXBwcFBQkPnLEYAA2BCAAEwgAPk2jwQgx06BCcLDw9nP6HS6bt26EYCP8or7xgMAAIOcAASgQWLoESD6AAB4NQQgAAdYzD0WBzIDAICaIQAB2EWab0x6g8QnkYEAALwFAhAAixBrzBOP+CRCDwCAN5JzFZiTcBUYqJ954tlV0j+l91nzOZ8vmGb+pKKOG3owpg4Pv2xt0ttd8q1NAnu8UDaMMZW9etmvVci4DqesTVLu2iiFLteKOznF2qTKwp8uSTbXYWg5Y2reIzsYUxXaat61XfZVDmZMddVRxWuuAgPQFCH6pPQ+u6ukv8kk9qEBAABUCwEIwJT03Nbeu60sRh8AAPBqCEAAPzEf1oP0A+q0JmaLtUnuPy2rQqXLFzKmDt3zB2uTfn76+2enwhVasRbPrUth0IhCEIAA7pGmH4vXeQGogRB9GF/GNmdQITEEWP8FzDR7hiX6LyuFBxbHABUm3Vua8BUovdBBmjZMxgCZhE7zNWxxBvOouoZI/LPK5E8si2OA7DkcISTJgAAEGmXxwi7p8+IpMAJQjTUxW+xMNmtitqy5/1g9vZjWejt2lfQXvvutXVwpexC0RWIPkDAI2s4aFiZr3jzZWJzBfHuN63DKZq+PlD1tQ6VWGRCAAH46WNh5HARQCOPElv3Eb1zxaiP7v25N9n8X/kYIbbAZxVz1dg6R96Y2kyhjBpvrwVEmhcqkeUjep9MCVVwGz/4jW/aFNoxLDclDi2VcwMy4etkZzrTWmdcysBerEHZrxb+qzf9iY7fWmWtWFepbYnxSV12wak72Z2Fvl5xTg6xNCo+otDaJbP02sesIvNonhzGVQd5V3OK5GIH52BT2Z5G9f1rbZOZRSd5XtcXlyD48EpHhWgdrkwLLWLtffRfWdpk4+BvGVAZnjmPOHDdkEFKscDrPYg+iM5+FsU0d2jlxGTyAhz1fMG1NzBZvHEIBKmFneUwx9zBG43qEedyRcR2AjJeAcu6PcCql+4c4kxnW/PRQZt71UghAoBXSX3uLoxeFJ8VJwvzjtHQ4ACeJJ4wsjqgVFSZlqi33sNkZaMReH3tmBncSe4DIypgk8THjbKnvbVYEINAQabiR/iVksbNHeDKl9xbf+7UHV7H2bSEdVXb/uUwiGrrnDybnvLyC9FfA4rktO8f3gPoxNqJ00/vGtkYAAl9jcoAWf1GFxCN289h5nks4uPvGb7tvuJK+hIiuMOcpZE6VYvfE2Bw7bPMCZjEJxZ2cUpiU6XV9PyJG7w5+QTRCeum+5MFZsuNAqk4IQOBTrKUfgXkGsueiYmQgJ1n87rz/5L1J1raCEHekIrPeJNcNgjbvj0mRPHbtRvfS6LNLchc8iyvEtWsJ1E+6S0jHTZpQ//gBBCDwZZI8ZPmLVhqJ2JCB2IT1Y95JLq436STp0ZOEijWSrSA5mG4R4o5yzEOJ7KvAfBj2fDAh7hL7Kq3+9ZLS+6dUpM4/IxGAwAXsPJ3kTia/aXZeBm+NyVc7mBDTD3uwiHlHwr5KIrOCueK2YFwGDwAqZ340UFsGUkUdIDZGiRHZpWjIVokC2dgFHmSXS5FNuYITwmexGQvYVxwoh91pL85j0kthjl2dls39m5uYW9ykrr8LHTf0EM4lSTtUhPEubi5jY49Xz09kTJVdkYtdxkb2Yp35fZFdo8WZgj0MjFo+ZKucD4PFm13YSaHtotyBl8GZXwoGV30W9lEUdYDAa4jXtlj8i18aeqzVnHD07wBGRrEYwszH6zHmsUl6qyCQErev+bkkLx3yAgAagQDkxezp5FCIGAgsxgt2xR3hLyebXUcm2CehzNdAyv3rchknZRxageJHdrQfyDdYu0WDsH1ldwkAgE+ydrNFVUEA8m4mw0sZKcHizufMN7rF9zJpD2NgjT2Zw4RDLxGaZ9JCh5Ygxa5r55NMEo+qBngBgPqp/2iJAOStpF/tJqd72ANRRdKqtSbla8m+fdd83KtAJV+WsuOOOaH7x5514tXYXXcAAGze9bciApAHsMessLHP2lh80tqOKH6pmzywODNZ6tIUOHQiyUv59gAgdkVsAACbvCv6CBCAFGf+3WkxKNgTI2RcQ2jn6F2T2ay9Srpni1ccmHc7+Qxxo3jRr7SjbJYAAACwxhtzjwgByCn2jOS1GBrMWbxqyeRklryQYed+aTKbna8iH40+IvvXg7fA4B4AcCHvPUh6QR0ghTBqolgs8GDSQ+Oebg9rYciEq+o0OEShmhMM7vmYJj1hznxM9zTYhLUG2zMyXTZnatUwOFPoy/1krwT2x5S9WDZn1q1HKh7J/m1y5lfYmbXkfh65GLMwKdPad9Nzh2ZZfF4wcfA30h/XxGxxfxpBD5Bt5tdOC9tb6fRDbnkLEHh1R641JgHau47mAACKcjgAlZWVbdu2jeO4tLS00NBQIiopKcnJyfHz85s0aVJUVBQRnThx4uDBg6GhoTNnztTr9bYW6VaSv+8tj4wx//vYWgqRfU4K1Eba62PPkCkpVe0DJo1XVdsAwPdYvBb4/p9eP93JWOmb+snjWACqq6uLjY2dN29edXX1mDFjiouLCwsLExMTX3/99cbGxri4uNzcXIPBMHXq1LVr12ZlZe3bt2/79u22lupW4vBeaycC1sRsWWNxws/hq8WXMHp9bPafWyuG5B4micfJc3YAAI6yVg9F6kr6EhVmIMcC0MWLF2/cuLF48eKamprMzEyDwbBmzZrZs2dnZGQQUVFR0YYNGwICApKSkqZMmRIbG7t582Zbi/SA+zVvTCvbCpHo+YJpCp10B59k/mtvcWi8a8+s+eQJOwDwUrt+XpDWgyIAACAASURBVBdXOCqyxwCpgWMBqG/fvrGxsdOnT6+rqxs/fnxERER5efngwfcGFnTv3v3bb7999tlnp06dmp2dPXHixGXLlrEXqAR7KnA7epoDwH5iJJIO23TtLofcAwAeJNz8mIhS2POpm2MB6OLFiyUlJRMmTKiurt68efP169elUzmO43l+9OjRubm527dvj4uLe/rpp5cuXWptaYqSfkOY3/ChuSxauApMekkwCqKAchBZAMDbiblHvNXxq31yrM+udo4FoA0bNiQkJCxevJiIioqKNm7cqNPpjEajMLWpqUmv19fU1PTs2fOVV16ZMWNGr1690tPTw8LCmEtVHKMYoEniEfKQdAyQO8dzAAAAqJkYfXyAYwEoODj45MmTRMTz/PXr1zt16tSvX7+8vDxhal5e3qhRo6ZOndqnT5/Vq1cL2Sg8PNx8OQ9+8d/mT1qzbvQmW7P8jBBZ/LvYLlFozrwHKKW3hZtgy05Fsq9DZg9L8si4V9llOdgYn8WXPqYzGCWslPN2l3zGVPdvGmcG6im0TWWvBGc+i2zOvKlCBXvYZK9eZzA+qTMfk/FZnFosc7u8en6itUmGax2sTTIRmfVmYdLPhjM/d83qQB/2d7fJJ11DxHGc+WyKFgdyLADNmzfviy++SEhIqK2t7dq166xZs2pqahITE5OTkxsaGhobG+fPn5+UlJSammowGPLz81esWLFo0SKThVj8kC63q6S/M3uSyGIXkT23rQAAAAA7KZp1LHIsAAUFBR06dOjatWv+/v5CEaCAgIC8vDyDwcBxnHCqa/DgwaWlpWVlZcHBwUFBQbYWqSImtwiwCNeIAQCAlqnzmnYZHAtAgoiICJNnTM5z6XS6bt26kVfBCGgAAAA2IfpcSV8i/dFLyQlAPun5gmnIQAAAADaJucerkxACEAAAAMhhnoRMnlczBKCfQScQAACAo0wSz5X0JdZqJKrn4iHPBCB1DqESzoLZmgsAAABYIrPetHYZvMnNgjxYJJZz/4VnHMdF/2Vl6fKF7NnEakvDwy9bm4ddm0QG83qJ5lmVXcsn59QgxlSFBJZZrSpR30V+LYDwiErGVMZ2UahMCLsQiOwaS0R03NDD2iTGx7RJoQsG2Z9UoTdlU2ibMhbrTFUY9gpUaGfwCMbO4JG9iL2fyN6mzixW9q7rS5w5tDJ+X9jlhUy+tkqXL3R/GvFMDxARRf9lpfi4w9By8xnEktuF5tPuk5ZsdkmKFBYi3Rss3djyLFm/mTwAAACon8cCkE2O9gA5f7NJhyIURgsBAAB4L/UGIEc5FF8sshihHD0FBgAAAOrnOwHIeWKEkn0qGgAAALyCn60ZAAAAAHyNwz1ApaWlOTk5fn5+TzzxRPfu3YmopKREeGbSpElRUVFEdOLEiYMHD4aGhs6cOVOv19taJAAAAIBbOdYDlJ+fHx8f36FDB71eP2zYsHPnzuXn548YMaJ9+/Z6vT4uLu7MmTMHDx5MTk6Ojo7evn17WlqarUUCAAAAuJtjdYB++9vfDhgwYPny5UT0u9/9rrm5ub6+PiQkZOXKlUQ0d+7coKCggICA69evZ2dn//DDD5s3b162bJnJQjiOc37AMgAAAPgG/y6lDqURl3CsB6i2tjYwMFB4HBwcfPfu3fLy8sjISOGZ7t27X7t2bdy4cfv27cvOzm7Xrp15+gEAAADwOMcC0Jw5c1atWnX48OHDhw+/9957Tz31lHQqx3E8z48ePTo3N/fq1atxcXFvvPGGtUUBAAAAeAzvoI8//njGjBnBwcFTpkzheX7ChAmrVq0SJi1fvnzmzJnV1dUNDQ08z1+8eNHWmwMAAABYxoojTnP4KrAnn3yyY8eOBw4cWLt2LRH169cvLy9PmJSXlzdq1KipU6f26dNn9erVOp1Op9MZDIbOnTtLlyB0FFlYtFp5V4PRWkV5V4PRWkV5V4PRWkV5V4O9q7XKcXgtVFdXDxw4cPXq1ZMnTyaiW7duJSYmhoaGNjQ0NDY27t69+8KFC6mpqSNGjMjPz587d+6iRYtMluB1q967GozWKsq7GozWKsq7GozWKsq7GuxdrVWOa9aCwWDgOC4sLEz4saWlpaysLDg4OCgoyHxmr1v13tVgtFZR3tVgtFZR3tVgtFZR3tVg72qtcjywFrxu1XtXg9FaRXlXg9FaRXlXg9FaRXlXg72rtcpx7CowAAAAAB+AAAQAAACagwAEAAAAmoMTgbbhdCkAgDvhqAtugJ0MAAAANMfhQogMxcXFeXl5AQEBM2fOFJ4pKyvbtm0bx3FpaWmhoaFEVFJSkpOT4+fnN2nSpKioqO3btw8bNuzBBx8koqNHj3IcFx8fT0SXLl0qKCiYMmWK9XdzAfMGf/nllz/88IPweNasWXq9Xj0NNm/tuXPn9uzZw3Hck08+2a1bN1LZ6hWVlpYKrXriiSe6d+9Oam2n6M6dOzt37kxLSxPufKfm1v7www/bt29v3br1rFmz2rVrR+puLYNJs23N7lY2V7LBYNi1a5c4/6RJk0JCQqwvzx3Y+7CqGmzz+KCS1so4Anuw5TK+3TzYWk9x5RigoKCgurq63//+98KPdXV1sbGxdXV1BoNhzJgxRqMxPz9/xIgR7du31+v1cXFxZ86c2blzZ1ZWljD/iy+++OKLLwqP169fv3PnTstv4zomDSaiBQsW3Lp1KzIyMjIy0s/PT1UNNmltYWHhqFGjOnfu3NjYGBsbazAYVNVaUX5+fnx8fIcOHfR6/bBhw86dO6fOdkrNnz//+PHjwjeHmlvb0NAQHx/f1NSUn58/ffp0UndrGcybbesV7mPPSi4pKVm8eHHkfXq93tZSFcfeh9XTYHuODypprYwjsAdbLuPbzYOt9RjepfLz8zt06CA8PnPmTKtWrZqamu7cuUNEZWVls2fPfvnll4Wp6enpL7744saNG4cOHcrzfHl5eatWrVq1alVeXs7z/JAhQzZt2mTtXVxI2uC6ujqdTnf16lWj0Sg8o7YGS1s7f/78efPmCY8ff/zxtWvXqq21gieffPLPf/6z8Pj5559/5pln1NlO0a5du7p161ZZWSn8qObW3r59+3//93+NRuPRo0c7d+7Mq7u1DObNZs/vTvas5CNHjoSHhzMX41Y292H1NNie44N6WuvoEdizLXf0282zrfUIV/YAmejbt29sbOz06dNnzpw5fvz4iIiI8vLyyMhIYWr37t2vXbs2bty4U6dO3bx588CBA0OHDn3kkUcOHDhw48aNoqKihIQE9vJdrri4uKWlJSEh4Re/+MVzzz3X0tKi5ga/9dZb77zzDhHV1dVdvHixS5cu6mxtbW2t8GcoEQUHB9+9e1ed7RTcuXPnmWeead26dUxMzNy5c5ubm9Xc2o4dOy5cuPDvf/97RkbGnDlziEjNrWUwbzZ7fneyZyUTEc/zFffxHh1Yac8+TKppsD3HB1JNa6XsOQKTalpuz7cbqaa1buPKMUAmLl68WFJSMmHChOrq6s2bN1+/fl06VRjkHxYWNnjw4P379//73//+9a9/bTQa9+/f39TU9Mgjj4g31nCbrl27rlu3TjhkxMfHr1u3TjpVbQ3mOI7juMbGxmnTpg0dOnTChAnr16+XTlVJa+fMmfPcc88NHz6ciN57773s7Ox3331XnKqedgpWrFjx0EMP7d27t7m5eeTIkdKmkvpaK5g4cSLHcX/9618XLlwofV6drbVJnZf/sFcyEVVXV4uTVq9e3b59ewtLcQt79mFSTYPtOT6QalorZc8RmFTTcnu+3Ug1rXUbBQPQhg0bEhISFi9eTERFRUUbN27U6XRGo1GY2tTUJJxiHD9+/L59+7766qtt27Y1NzenpaU1NDSMHz+etWhl/PjjjwkJCcJN7CdOnHjkyBGVN7iurm7y5Mlt27bdsmULx3HqbO3kyZNbWlrWr1+/e/fusWPHJicnr1+/XoXtFBQUFKSmpvr7+/v7+6emph4+fFida1VQWFjYvn373r17z58/f8eOHTk5OWpuLYPFZquEnSu5ffv24lgrz7JzH1ZJg+08PqiktSbsOQKrpOV2fruppLVuo2AACg4OPnnyJBHxPH/9+vVOnTr169cvLy9PmJqXlzdq1CgiGj9+/C9/+UthHBbP85WVlTt37vzqq69Yi1bGxx9/fPXq1a1btxLR4cOHR48eXV1drdoG19TUpKSk9OzZc/369TqdjohUu3qffPLJjh07HjhwYO3ataTidhLRwIEDDx8+PG/ePCI6evRofHy8mveBrVu3Xr58+eOPP25oaLhy5UpERISa1y2DxWarhJ0rWT3s3IfVw57jgwrZeQRWCTu/3bTGxb3NBQUFY8eOraioIKLq6urk5OTAwMDa2tqQkJCtW7fW1NQkJiaGhoY2NDQ0Njbu3r07KCiopaUlLCwsPj7+888/J6LExMS8vLwbN24Iu5TSpA2+c+fOxIkT27ZtW19fr9PpPv/887q6OlU1WNra9PT0Dz/8MCkpieM44cdhw4apqrWi6urqgQMHrl69evLkyUR069YtdbaTiCoqKpKTk4OCgurr6/V6/c6dO+vr61Xb2ps3byYlJYWFhZWVlQ0ZMmT9+vW3b99WbWsZLO4Stl7kJvas5KKiIqH3QnjJihUrPHglvz37sKoabPP4oJ7WOnoE9mzLHf1282xrPcLFAcjctWvX/P39hSJAAoPBwHGcOscfENGNGzeISNo8lTfYhLe0Vs3tNBgMOp1OWgNDza29du1aYGBgx44dxWfU3FoGNTfb61ayd+3D5ryrtVJqbrm3f7u5nOIBCAAAAEBtFLwMHgAAAECdEIAAAABAcxCAAAAAQHMQgAAAAEBzEIAAAABAcxCAAMBhJSUlu3fvtjWXDeJC9u7de+7cOVuzExEVFhYePnzY1lwAALYhAAGAw44dO5aZmWlrLhuEO+QQ0apVq3Jzc23NTkT06aeffvDBB7bmAgCwTcFbYQCAz6uqqtq0adP58+f79OkzZ86cNm3aFBcXHz9+vLy8/NatW2PGjBELy965c+eDDz64evVq3759w8PDQ0JC+vbtO2nSpHXr1l2+fHn//v0PPPBAr169vvnmm7S0NCK6cOHCwYMH586dW11dnZ2dfenSpW7dulVWVgpLq6io+OCDD65cuRIVFSW8r9UmAgBYgh4gAJCpqqoqNjb24sWLs2fPPn/+fHx8fF1dXWFhYUZGhl6vnzBhwqJFi9566y0iunXrVkxMTEVFxfTp0wsKCiZPnvx///d/hYWF69atGzlyZKdOnfr37z9o0CDhGWHhZ8+eXbVqVUVFxbBhw77//vsZM2bcvHnzH//4BxFVVlbGxsaWl5fPmDHj9OnTI0eOrK+vZzUUAMAMeoAAQKasrKyuXbuuWrWKiIYOHRofH//RRx/5+/sPGjTo5ZdfJqI//elPb7755oIFC7Kysnr37v3aa68RUUxMjHCbZMHAgQODgoK6d+8eFRVlPr4nKyurW7duQooaMmTId999JzwZERExZ84cIlq4cGFqauqOHTtmzJhBAAB2QwACAJmE81nijz169Lh69WqPHj3EW5mGhIRUVVUR0bVr1x588EFxzujoaLKE4366OY/w4OrVq7169RJn6NWr140bN8rKyqqqqrKysoQnk5KSunbtar40AAAGnAIDAJnGjBmzZ8+eW7duEZHBYDhw4EBCQoLJPEKOGTNmzBdffCHcmPr69esHDhwwXxoRRUREnD9/vqamhogKCgqI6PHHH9+1a9fNmzeJqKKi4pNPPhGWVlNTs3Tp0szMzJdeeik/P1+argAA7IEeIACQKSUlpaio6NFHHx01atSRI0f++Mc/Dh8+3OIF7ZMmTfr666+FOXNzc9u1a+fvb+HgM3bs2OTk5EcffXTAgAFfffVVcHDwhAkTSkpKRowY8dhjjx05cqR169ZElJKSUlhYGBcXFx8fn5ub+9JLL/Xs2dN8aQAADLgbPAA4pa6u7ubNm2FhYYGBgdbmKSoqmjVr1meffebn5xcUFDRs2LBVq1ZNmjTJ4sy3b9+ur6/v0qWL+Ex9fb3BYAgLCxMCkEB43/Dw8ICAAEuLAQBgQQACAHd466233nnnnZEjR+bl5U2ePPmNN96w9QoAAAUhAAGAm9TX15eVlXXp0oXRVwQA4B4IQAAAAKA5uAoMAAAANAcBCAAAADQHAQgAAAA0BwEIAAAANAcBCAAAADQHAQgAAAA0BwEIAAAANAcBCAAAADQHAQgAAAA0BwEIAAAANAcBCAAAADTH39YMXm/z5s0NDQ3C4/79+4eFhX333XfJycnSeUpKSsyftDnJVdhvsXfv3p49e/br18/iVPVQ83oW16Gi7yLyjQ2qKbdu3dqzZ8+lS5ciIiImTpwYFhZm6xUA4PV8vweoS5culZWVixcvjoyM7Nix47FjxzIzM03mKSoq2rhxo8WXMya5CvstVq1alZuba22qeqh5PYvr0GKrXM43Nqh27N+//+GHH758+XJ8fPzt27eHDBmybds2Wy8CAK+ne/XVV23N492ioqKMRuMnn3zy7rvvhoaGnjp16tChQ5WVlZ999lljY2OfPn2IqKWlpWPHjtHR0atXr96zZ090dHRwcLDwcsYkIqqqqnrvvfe2bdt27ty58vLyixcvRkdHC5OKi4sPHDhw8uTJTZs2FRQUREVFtW/fXnjJ+vXrP/zwwwsXLgwYMKBVq1bCW3Ac9/nnn3/55Zc5OTliw9atW7dv377q6urAwECV9xm4eT3X1dWZry6ytHql67C+vt68VURUUVGxdu3a7du3l5SUCK8qLi7esWPH3r17O3fuHB4eTtrboBpx5cqVMWPGfPbZZzNmzIiKiho5cuRvfvOb1NTUlJQUg8FgcR8z31vEpRUXF2/btu3zzz//97///cADD3z99dfr1q0rLi5++OGH9Xo9WdpbpHtaQECAtSUDgMv5fg+QueLiYr1eP2HChMWLF7/zzjtEVFhYuG7dutdff/3IkSPt2rVbsGCBODNjUmVl5bBhw77//vu0tLTy8vIJEyZ8+umn0hfOnDlz796906ZN69ixY0xMTFFRUVVVVWxs7MWLF2fPnn3+/Pn4+Pi6ujrhLQoLCzMyMoSGLVq06K233iKikSNHdurUqX///oMGDSJvo+h6tri6LK5ek3Vo3qrKysrY2Njy8vIZM2acPn165MiR9fX1hYWFv/vd79q0adOjRw+xhRrfoD5p69atI0eOjI+PF58ZMGDA5MmTN23aZHELWtxbxNcWFha+/PLLffv2HTBgwKOPPvrCCy9MmDDh4sWLY8eO5Xne2t4i7GkdO3ZkLBkAXI/XgCNHjoSHhwuPs7OzH3nkEeHxli1bBg8eLDwZHx//2muvxcbGFhcXS1/LmPTXv/71l7/8pfhjSkrKM888I31hVFRUc3Oz8OOSJUueeOKJVatWSV8yYsSI9evXC2+RnZ09aNAg4fktW7aIj3/1q1+tW7eO9wbuXM8WV5fF1ctL1qHFVq1cufKxxx4ruW/AgAGbN2+WzinQ4AbVgkWLFmVkZJg8+corr8yePdviFrS4t4gvzM7OHjZsmPA4ISHh9ddf53m+traW47jLly9b21uEPY29ZABwOd8fBG2uTZs2woOQkJCKigrx+T/84Q+RkZGzZ88eNGhQdna29CUWJ5WVlYm94kTUu3fvu3fvSl/Vo0cPnU4nTj18+PDVq1f79u0rneHq1atiH0NQUJDwICQkpKqqiryc0uvZfHVZXL30c+atKisrq6qqysrKEp5PSkrq2rXr5cuXxTlFGt+gPmnAgAGrVq3ieZ7jOPHJY8eOpaSkkKUtaHFvkS5QONVFRIGBgcLj1q1b+/n51dbWWttbhD3N5pIBwLW0eApMiud58XFmZma/fv02btz40UcfmcxmcdLo0aP37NlTXl5ORFVVVTk5OSavysvLKykpIaKWlpYtW7aMHTt2zJgxe/bsuXXrFhEZDIYDBw4kJCSQJdKG+QBF1zPdX779q9fkVTU1NUuXLs3MzHzppZfy8/MffPBBi/Njg/qeqVOn8jy/bNkycQO9/fbbly9fTk9PN5nT0b3FHHtvcWbJACCDFnuArOnYsWNaWlpYWFhGRoY9k1JTU8+dOzd8+PDRo0cfPXpU+hekoG3btomJiaNGjSoqKho4cODSpUv1en1RUdGjjz46atSoI0eO/PGPfxw+fPi5c+dIS1y+nkUpKSnmq9fazNJXFRYWxsXFxcfH5+bmvvTSSz179jx06JD5nNigvkev1x88ePC5554bMmSIcPo1ODg4NzdX7PsxYXFvsTinOYv7p7i3OLNkAJCBwx+mUrdv325paQkNDbV/UmNj4/Xr10NCQkzOmPzzn//MysrKzc0tKyvr1KlTu3btxEl1dXU3b94MCwsLDAwkTXLhejYnb/UKrwoPDw8ICLA4Azaob6utrS0vLzfZstbY3FsY2HuLM0sGAIcgACll69atH3744e7du23NCN4BGxQAwJcgAAEAAIDmaH0QNAAAAGiQBwZBMwaxAgAAgAa5/3yUBwIQEf2SUm3N4jUO0qcJfRbZmsub1PbqZGsWr3Fk75LBGSttzeVNqiNtzeFVGiKabM3iTa7MXTJ0z//YmstrDA//wdYs3iShw0lbs3iTxDY+9bvj3/WCrVlcD6fAAAAAQHMQgAAAAEBzEIAAAABAcxCAAAAAQHMQgAAAAEBzEIAAAABAcxCAAAAAQHMQgAAAAEBzEIAAAABAcxCAAAAAQHMQgAAAAEBzEIAAAABAcxCAAAAAQHMQgAAAAEBzEIAAAABAczie523N42Icx9maBQAAADTEA2nE/W8JAAAA4Fk4BQYAAACagwAEAAAAmoMABAAAAJqDAAQAAACagwAEAAAAmoMABAAAAJqDAAQAAACagwAEAAAAmoMABAAAAJqDAAQAAACagwAEAAAAmoMABAAAAJqDAAQAAACagwAEAAAAmoMABAAAAJqDAAQAAACagwAEAAAAmoMABAAAAJqDAAQAAACagwAEAAAAmoMABAAAAJqDAAQAAACagwAEAAAAmoMABAAAAJqDAAQAAACagwAEAAAAmoMABAAAAJqDAAQAAACagwAEAAAAmoMABAAAAJqDAAQAAACagwAEAAAAmoMABAAAAJqDAAQAAACagwAEAAAAmoMABAAAAJqDAAQAAACagwAEAAAAmoMABAAAAJqDAAQAAACagwAEAAAAmoMABAAAAJqDAAQAAACagwAEAAAAmoMABAAAAJqDAAQAAACagwAEAAAAmoMABAAAAJqDAAQAAACagwAEAAAAmoMABAAAAJqDAAQAAACa429rBgAAAICfVDXyNxtp4fvH/fz8Xv2vYXXNfEVt08bdp6cO754yJMzWq9WC43ne1jwAAAAARERpawtaeN6P4/6REfP79wtajPzStKEfHvguYVTv97Z/3crf76Nuaxvr6ol4amkmvlk//VNbi/QMBCAAAACwS9raAuHBO//1yL9yL//n0u235sbcqTNWN/N3m/lLV6t6dA1+f8fXH82LYS9HDRCAAAAANOFUxnxjfT3x/JDN64VnGgw/nFn0/4ioX7SRiPjmhrZ/2SzOX/un2aRrRURtlmcR0fR/5HN+HBGtmzv02fWF/5oXc7eJv9tCNY18TTNVNRsbWmjDzpM6nZ/RyIsZyPjNh36DZrTkziM//c+bQ7rH3kr8+AV//1Ymz38+eaX0xxlrC4SkIiwz8+ltfv6WRzAvXv+kxectwiBoAAAArdM9GEVEnH+A9En/h3n/AY0U2Ggs/+7IDaOQfoiofSuOI5q+Nr9tK86PiOOIOOKII6L/nvzI05Me5olPW1vQ+PFTjZ/Mai750mL6YZiwc6H0R7GfZv4/vzGfWTYMggYAANC6gFlLa/+SbvosT81n9EL3z76d58WnZ60tIKIBYUEfHfrh17HdWnjieeLvBxWeJ464CY/11g/Y1vjJLP34VS0FrxMRkVH32N9N3uGL375t8oyQfibsXGjSD0REt2obiegP2U8JP2bO+dhPx5GDHT8i9AABAADAPXXvLxce1K54nu71+NCBa82XrleJ87QQEdHxy7fHxnarM/JNPDXxfLNkQE1a8oCUsy/zO6frn9hk/O7eOTXz9GNRYrch0h8Xf1RsbU4nIQABAAAA8U21RMRfL7v3c31D82m9/8DGxk9mmWeFZiO/5tnhtc18Qws1tlCjkVqM9ya1+PmPzc84V/3AjOsvERFffZGIyNhotgzLnh02Xfrj1coGImq8v/S3vyi18BpZEIAAAACA2r72L5Nn/Ac0thr5B2oVaPI8T/SnmUOEK79qmqm2ha9v4YmIOL8xR2YMP/ZMblzWqvpJ92fXEW8kP9ORzjbdrDKIj99OG+hHHBGduFRh/RWOwRggAAAA+Endu0sCxqcRUfMlf/3kh6ipvsfZ94lixRn8Oa6miYiohadm3tjYQkOLX21T/cNW3axDo//FG413bt2VLI9vuVmhC+tIDvLjuG8v3zvv9sGBiw+FtDldLl2ssxCAAAAAtITjLD8m4utrucA2/I2b9R+sIp2O6nXGs5/6PzL7cuvRnc/mXeHavTBlYHOLsaG+ubqJb/L3/9WhGTznd8cvdF/kC6EDu3Ql4o1GIop4oD0RNZFf087ZPM/rwjqRsZkc1Dko7Heb84WOn7O3asXnJ7+dt/OFOOuvsxcCEAAAgCaEjB58Y/9x6TNXP9oh/bHtG/+6dy2YTkdEbZbeKxcUkLM+MyJ/V1XMwNN72t86bfTzN3L+H3DpuhEfkF+r0cdmP2o8Ukr3Ls7qXFk84JsVw8NbVTe1azV5o7F0B192lPzszRsvfblCfOxHP8tngtatdOZPymBvgwAAAMCrRabNMQlAFSfPEpGx0Ub3TOvH0nNKEi6cupR//HarpujZgy880PLjvObVdMyPJ2ryC4y88sWXlQ9HDexHRMdLm7/v97cdBEkxgAAAAhlJREFUx8qampq3E/lFT2kpO0pELbnP68asYb8REZXW3DB5RqypeOVm7f9s/9bsFTIhAAEAAGjL17MypD8OWpP50w88L5wX4+vrxOeGduQqunUJ69bFz4/L/uTkofAxvXt0+sXXfz495E8Rd06cru/ROSI86v7MvYc+QkT/PSnkVx3u3F9mM3H+5Neq5fACkrBWCZqIdiS/NvFvx9sF/CylRIa2ER6k/u34py8ON3+VQ3AVGAAAgFYMWmdaXbC5rl7f+adbuAdM/i/hQds3PpLOpuOIiIxGfnbq4F7dO2bnFL10eeKGz4qyt1//zZ0NvORc1eNHpvPEnSi6Sm1C77129D8k9Zxt+1ficr2+tZB+hkV2kE4Syi22CXBB9w3uBQYAAKAt1z///PqeLwIf6Nzvz69bmFx7h4iojel1W/++9tOZMp3Ob/2Or8UfjZxfN8PFvw78pF7f8bu2wx+6c4B40k/ZRLbcrauUDsRuG9hefFx9t4mIgtqa9g+Jz1fdqRNe2z7Y9EJ9eyAAAQAAgF3+71qzmFY++PSUdFKvBzqMfrQnET1+dKbfk1vMXqo6OAUGAAAAdhkb4a+/fw3WnMmDm433yz8TPT6yFxG18OQV6YfQAwQAAACOOl1hvF5n5IgO5V28UFaZ/sSQIH8+prNrLlB3DwQgAAAA0BycAgMAAADNQQACAAAAzUEAAgAAAM1BAAIAAADN+f/dwp1GvyOSywAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "masked = cdms2.MV2.masked_less_equal(s, 30)\n", "box.missing = \"red\"\n", "box.fillareastyle = \"solid\"\n", "box.levels = range(0, 101, 10)\n", "box.fillareacolors = vcs.getcolors(box.levels)\n", "box.fillareaindices = [1]\n", "box.fillareaopacity = [100]\n", "box.ext_1 = False\n", "box.ext_2 = False\n", "x.clear()\n", "x.plot(masked, box, template)" ] } ], "metadata": { "kernelspec": { "display_name": "Python [default]", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.14" } }, "nbformat": 4, "nbformat_minor": 1 }