{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Creating\n", "The primary goal of `exoatlas` is to create populations of exoplanets which which we can interact in fairly standardized way. Here we summarize a few different pre-defined `Population` objects we can create. \n", "\n", "\n", "\n", "*Documentation to add:*\n", "\n", "+ Add some more details for populations.\n", "+ Explain how to create your own default population.\n", "+ Talk about filtering false positives in the TOI population.\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import exoatlas as ea" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Throughout this page we'll use handy `physical_summary()` wrapper as a way to visualize some of the basic properties of a particular population. For more on useful plots and plotting tools, see [Visualizing](visualizing.html)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Solar System\n", "The eight planets in our own Solar System are an extremely useful comparison sample. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " [solarsystem] Loaded standardized table from /Users/zkbt/.exoatlas/data/standardized-SolarSystem.txt\n", " [solarsystem] 0/8 semimajoraxes are missing\n", " [solarsystem] 0/8 are still missing after NVK3L\n", " [solarsystem] 0/8 semimajoraxes are missing\n", " [solarsystem] 0/8 are still missing after NVK3L\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "solar = ea.SolarSystem()\n", "ea.physical_summary(solar)\n", "solar" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Confirmed Planets\n", "The [NASA Exoplanet Archive](https://exoplanetarchive.ipac.caltech.edu) maintains a list of confirmed transiting exoplanets. These are systems that have been characterized in sufficient detail that they are unlikely to be false positives. \n", "\n", "This archive contains planets discovered through a variety of methods. We can access *all* exoplanets in the archive, regardless of discovery method, with:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/Users/zkbt/.exoatlas/data/standardized-AllExoplanets.txt is 0.025 days old.\n", "Should it be updated? [y/N]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\r", " 0%| | 0/629 [00:00" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "exoplanets = ea.Exoplanets()\n", "ea.physical_summary(exoplanets)\n", "exoplanets" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For many purposes, it will be really handy to have just those exoplanets that transit their stars. To access those:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/Users/zkbt/.exoatlas/data/standardized-TransitingExoplanets.txt is 0.049 days old.\n", "Should it be updated? [y/N]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 3%|▎ | 21/616 [00:00<00:02, 203.66it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[transitingexoplanets] Loaded standardized table from /Users/zkbt/.exoatlas/data/standardized-TransitingExoplanets.txt\n", "[transitingexoplanets] 1626/3135 semimajoraxes are missing\n", "[transitingexoplanets] 0/3135 are still missing after NVK3L\n", " [massradius] skipping 2515 planets that are missing data or uncertainties\n", " [massradius] skipping 4 planets that are consistent with zero\n", " [massradius] plotting inked errorbars, this may take a while\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 616/616 [00:04<00:00, 132.45it/s]\n", " 4%|▍ | 24/618 [00:00<00:02, 239.43it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[transitingexoplanets] 1626/3135 semimajoraxes are missing\n", "[transitingexoplanets] 0/3135 are still missing after NVK3L\n", "[transitingexoplanets] 1626/3135 semimajoraxes are missing\n", "[transitingexoplanets] 0/3135 are still missing after NVK3L\n", "[transitingexoplanets] no symmetric uncertainties found for \"mass\"\n", "[transitingexoplanets] no symmetric uncertainties found for \"radius\"\n", "[transitingexoplanets] 1626/3135 semimajoraxes are missing\n", "[transitingexoplanets] 0/3135 are still missing after NVK3L\n", "[transitingexoplanets] 1626/3135 semimajoraxes are missing\n", "[transitingexoplanets] 0/3135 are still missing after NVK3L\n", "[transitingexoplanets] no symmetric uncertainties found for \"mass\"\n", "[transitingexoplanets] no symmetric uncertainties found for \"radius\"\n", " [fluxescape] skipping 2516 planets that are missing data or uncertainties\n", "[transitingexoplanets] 1626/3135 semimajoraxes are missing\n", "[transitingexoplanets] 0/3135 are still missing after NVK3L\n", " [fluxescape] skipping 1 planets that are consistent with zero\n", " [fluxescape] plotting inked errorbars, this may take a while\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 618/618 [00:03<00:00, 162.57it/s]\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "transiting = ea.TransitingExoplanets()\n", "ea.physical_summary(transiting)\n", "transiting" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Kepler vs. Non-Kepler\n", "Which planets were discovered by Kepler or not?" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/Users/zkbt/.exoatlas/data/standardized-TransitingExoplanets.txt is 0.049 days old.\n", "Should it be updated? [y/N]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 9%|▉ | 21/230 [00:00<00:01, 202.35it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ " [kepler] Loaded standardized table from /Users/zkbt/.exoatlas/data/standardized-TransitingExoplanets.txt\n", " [kepler] 1527/2712 semimajoraxes are missing\n", " [kepler] 0/2712 are still missing after NVK3L\n", " [massradius] skipping 2479 planets that are missing data or uncertainties\n", " [massradius] skipping 3 planets that are consistent with zero\n", " [massradius] plotting inked errorbars, this may take a while\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 230/230 [00:01<00:00, 192.02it/s]\n", " 10%|█ | 24/232 [00:00<00:00, 236.32it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ " [kepler] 1527/2712 semimajoraxes are missing\n", " [kepler] 0/2712 are still missing after NVK3L\n", " [kepler] 1527/2712 semimajoraxes are missing\n", " [kepler] 0/2712 are still missing after NVK3L\n", " [kepler] no symmetric uncertainties found for \"mass\"\n", " [kepler] no symmetric uncertainties found for \"radius\"\n", " [kepler] 1527/2712 semimajoraxes are missing\n", " [kepler] 0/2712 are still missing after NVK3L\n", " [kepler] 1527/2712 semimajoraxes are missing\n", " [kepler] 0/2712 are still missing after NVK3L\n", " [kepler] no symmetric uncertainties found for \"mass\"\n", " [kepler] no symmetric uncertainties found for \"radius\"\n", " [fluxescape] skipping 2479 planets that are missing data or uncertainties\n", " [kepler] 1527/2712 semimajoraxes are missing\n", " [kepler] 0/2712 are still missing after NVK3L\n", " [fluxescape] skipping 1 planets that are consistent with zero\n", " [fluxescape] plotting inked errorbars, this may take a while\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 232/232 [00:01<00:00, 150.17it/s]\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "kepler = ea.Kepler()\n", "ea.physical_summary(kepler)\n", "kepler" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/Users/zkbt/.exoatlas/data/standardized-TransitingExoplanets.txt is 0.050 days old.\n", "Should it be updated? [y/N]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 5%|▌ | 20/386 [00:00<00:01, 194.38it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ " [nonkepler] Loaded standardized table from /Users/zkbt/.exoatlas/data/standardized-TransitingExoplanets.txt\n", " [nonkepler] 99/423 semimajoraxes are missing\n", " [nonkepler] 0/423 are still missing after NVK3L\n", " [massradius] skipping 36 planets that are missing data or uncertainties\n", " [massradius] skipping 1 planets that are consistent with zero\n", " [massradius] plotting inked errorbars, this may take a while\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 386/386 [00:02<00:00, 130.14it/s]\n", " 6%|▌ | 24/386 [00:00<00:01, 231.28it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ " [nonkepler] 99/423 semimajoraxes are missing\n", " [nonkepler] 0/423 are still missing after NVK3L\n", " [nonkepler] 99/423 semimajoraxes are missing\n", " [nonkepler] 0/423 are still missing after NVK3L\n", " [nonkepler] no symmetric uncertainties found for \"mass\"\n", " [nonkepler] no symmetric uncertainties found for \"radius\"\n", " [nonkepler] 99/423 semimajoraxes are missing\n", " [nonkepler] 0/423 are still missing after NVK3L\n", " [nonkepler] 99/423 semimajoraxes are missing\n", " [nonkepler] 0/423 are still missing after NVK3L\n", " [nonkepler] no symmetric uncertainties found for \"mass\"\n", " [nonkepler] no symmetric uncertainties found for \"radius\"\n", " [fluxescape] skipping 37 planets that are missing data or uncertainties\n", " [nonkepler] 99/423 semimajoraxes are missing\n", " [nonkepler] 0/423 are still missing after NVK3L\n", " [fluxescape] skipping 0 planets that are consistent with zero\n", " [fluxescape] plotting inked errorbars, this may take a while\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 386/386 [00:02<00:00, 145.79it/s]\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nonkepler = ea.NonKepler()\n", "ea.physical_summary(nonkepler)\n", "nonkepler" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### TESS vs. Non-TESS\n", "Which (confirmed) planets were discovered by TESS or not?" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/Users/zkbt/.exoatlas/data/standardized-TransitingExoplanets.txt is 0.050 days old.\n", "Should it be updated? [y/N]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 16/16 [00:00<00:00, 177.11it/s]\n", " 0%| | 0/16 [00:00" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tess = ea.TESS()\n", "ea.physical_summary(tess)\n", "tess" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/Users/zkbt/.exoatlas/data/standardized-TransitingExoplanets.txt is 0.050 days old.\n", "Should it be updated? [y/N]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 4%|▎ | 21/600 [00:00<00:02, 205.91it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ " [nontess] Loaded standardized table from /Users/zkbt/.exoatlas/data/standardized-TransitingExoplanets.txt\n", " [nontess] 1625/3103 semimajoraxes are missing\n", " [nontess] 0/3103 are still missing after NVK3L\n", " [massradius] skipping 2499 planets that are missing data or uncertainties\n", " [massradius] skipping 4 planets that are consistent with zero\n", " [massradius] plotting inked errorbars, this may take a while\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 600/600 [00:04<00:00, 143.96it/s]\n", " 0%| | 0/602 [00:00" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nontess = ea.NonTESS()\n", "ea.physical_summary(nontess)\n", "tess" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Space vs. Ground\n", "Which planets were discovered from telescopes in space or telescopes on the ground?" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/Users/zkbt/.exoatlas/data/standardized-TransitingExoplanets.txt is 0.050 days old.\n", "Should it be updated? [y/N]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 7%|▋ | 20/275 [00:00<00:01, 196.31it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ " [space] Loaded standardized table from /Users/zkbt/.exoatlas/data/standardized-TransitingExoplanets.txt\n", " [space] 1531/2775 semimajoraxes are missing\n", " [space] 0/2775 are still missing after NVK3L\n", " [massradius] skipping 2497 planets that are missing data or uncertainties\n", " [massradius] skipping 3 planets that are consistent with zero\n", " [massradius] plotting inked errorbars, this may take a while\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 275/275 [00:01<00:00, 166.47it/s]\n", " 8%|▊ | 23/276 [00:00<00:01, 221.46it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ " [space] 1531/2775 semimajoraxes are missing\n", " [space] 0/2775 are still missing after NVK3L\n", " [space] 1531/2775 semimajoraxes are missing\n", " [space] 0/2775 are still missing after NVK3L\n", " [space] no symmetric uncertainties found for \"mass\"\n", " [space] no symmetric uncertainties found for \"radius\"\n", " [space] 1531/2775 semimajoraxes are missing\n", " [space] 0/2775 are still missing after NVK3L\n", " [space] 1531/2775 semimajoraxes are missing\n", " [space] 0/2775 are still missing after NVK3L\n", " [space] no symmetric uncertainties found for \"mass\"\n", " [space] no symmetric uncertainties found for \"radius\"\n", " [fluxescape] skipping 2498 planets that are missing data or uncertainties\n", " [space] 1531/2775 semimajoraxes are missing\n", " [space] 0/2775 are still missing after NVK3L\n", " [fluxescape] skipping 1 planets that are consistent with zero\n", " [fluxescape] plotting inked errorbars, this may take a while\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 276/276 [00:02<00:00, 135.68it/s]\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "space = ea.Space()\n", "ea.physical_summary(space)\n", "space" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/Users/zkbt/.exoatlas/data/standardized-TransitingExoplanets.txt is 0.051 days old.\n", "Should it be updated? [y/N]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 6%|▌ | 19/341 [00:00<00:01, 183.35it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ " [ground] Loaded standardized table from /Users/zkbt/.exoatlas/data/standardized-TransitingExoplanets.txt\n", " [ground] 95/360 semimajoraxes are missing\n", " [ground] 0/360 are still missing after NVK3L\n", " [massradius] skipping 18 planets that are missing data or uncertainties\n", " [massradius] skipping 1 planets that are consistent with zero\n", " [massradius] plotting inked errorbars, this may take a while\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 341/341 [00:03<00:00, 111.55it/s]\n", " 7%|▋ | 25/342 [00:00<00:01, 240.86it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ " [ground] 95/360 semimajoraxes are missing\n", " [ground] 0/360 are still missing after NVK3L\n", " [ground] 95/360 semimajoraxes are missing\n", " [ground] 0/360 are still missing after NVK3L\n", " [ground] no symmetric uncertainties found for \"mass\"\n", " [ground] no symmetric uncertainties found for \"radius\"\n", " [ground] 95/360 semimajoraxes are missing\n", " [ground] 0/360 are still missing after NVK3L\n", " [ground] 95/360 semimajoraxes are missing\n", " [ground] 0/360 are still missing after NVK3L\n", " [ground] no symmetric uncertainties found for \"mass\"\n", " [ground] no symmetric uncertainties found for \"radius\"\n", " [fluxescape] skipping 18 planets that are missing data or uncertainties\n", " [ground] 95/360 semimajoraxes are missing\n", " [ground] 0/360 are still missing after NVK3L\n", " [fluxescape] skipping 0 planets that are consistent with zero\n", " [fluxescape] plotting inked errorbars, this may take a while\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 342/342 [00:02<00:00, 142.78it/s]\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ground = ea.Ground()\n", "ea.physical_summary(ground)\n", "ground" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Good mass or bad masses?\n", "Which planets have masses that have been detected at better than $2.5\\sigma$?" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/Users/zkbt/.exoatlas/data/standardized-TransitingExoplanets.txt is 0.051 days old.\n", "Should it be updated? [y/N]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 4%|▎ | 20/539 [00:00<00:02, 199.49it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ " [goodmass] Loaded standardized table from /Users/zkbt/.exoatlas/data/standardized-TransitingExoplanets.txt\n", " [goodmass] no symmetric uncertainties found for \"mass\"\n", " [goodmass] no symmetric uncertainties found for \"mass\"\n", " [goodmass] 144/539 semimajoraxes are missing\n", " [goodmass] 0/539 are still missing after NVK3L\n", " [massradius] skipping 0 planets that are missing data or uncertainties\n", " [massradius] skipping 0 planets that are consistent with zero\n", " [massradius] plotting inked errorbars, this may take a while\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 539/539 [00:03<00:00, 146.42it/s]\n", " 4%|▍ | 24/539 [00:00<00:02, 239.28it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ " [goodmass] 144/539 semimajoraxes are missing\n", " [goodmass] 0/539 are still missing after NVK3L\n", " [goodmass] 144/539 semimajoraxes are missing\n", " [goodmass] 0/539 are still missing after NVK3L\n", " [goodmass] no symmetric uncertainties found for \"mass\"\n", " [goodmass] no symmetric uncertainties found for \"radius\"\n", " [goodmass] 144/539 semimajoraxes are missing\n", " [goodmass] 0/539 are still missing after NVK3L\n", " [goodmass] 144/539 semimajoraxes are missing\n", " [goodmass] 0/539 are still missing after NVK3L\n", " [goodmass] no symmetric uncertainties found for \"mass\"\n", " [goodmass] no symmetric uncertainties found for \"radius\"\n", " [fluxescape] skipping 0 planets that are missing data or uncertainties\n", " [goodmass] 144/539 semimajoraxes are missing\n", " [goodmass] 0/539 are still missing after NVK3L\n", " [fluxescape] skipping 0 planets that are consistent with zero\n", " [fluxescape] plotting inked errorbars, this may take a while\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 539/539 [00:04<00:00, 116.31it/s]\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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yhx9+yIQJE1i2bBmjRo2y8mOa05UtWLBAG8hmJiwsjE2bNmlid+LEibRo0YJz585pNxENGjQgMDCQv//+G4COHTvaCekmTZrY9XH27NlERUUxduxYxowZk+MxecLkyZMJDg52uv6VV17RXuc0EMtZOjdnfPjhh3bi1tuWAHdFsmXfly9fzogRI9x+pGy2W0RHR9OiRQuys7P5448/HO7HU0+y+b8SAgpvkxeRZFu/fm5FssrXW/JQn3gBcXvA10NCiGBAJ6W0en4shAgAgoBKt9N7ma9GZYCqTpodKqW8blOWDPx6+2+eEKKS/WbaPjcB99/e50XgXSnlSiHEWGAnptRjqzxJg2Y5XbB5gIItzz77LC+//LJVmac5L/MyMbyl2LWM6potCZbRXtvBbPv379denz9/3q5PtmI0PDycZcuWYTQaGT9+PKmpqUybNo1ly5bZRQP/+usvHnzwQW153759PPTQQ9ry7t27rfobFhbGJ598AqANIHnnnXcICQnR/HEJCfaB/08//VTz9LqDbZYGV35dSwuDo4FY7txQFDVWrFjBiy++6NJu4YiJEycyYcIEOnXq5Pa5kRtPsifnhhLJCm+TW5FsNBrdOifMN4+KkoUSuwWEEKIi8C7QGZBCiL3A+1LK+NtVRgITMAlby2wHiThJ9WUWurcFdJqU0ng760NDTFkTshyIYcvtn3ZS/g2Qc5oAB5htDPXq1fNou/zKeZmVlcUPP/xA586dnbaZU2J4o9FIXFwcer2ejRs3MmjQID799FNtsJeZ1NRULdI4cuRIu/28/vrrWmow8+QTbdq04ZNPPmHixInMmTPHqn6FChU0m8Ls2bOZMmUKVatW5fz589oANkfMmDGDa9euASZP7auvvsqxY8cc1h0yZAiZmZl2Yvdf//oXW7dutasfFhZmFa21ZMuWLfTr189pvxxFXS0HAHoS1QXnloWCwNO+OyMnT7IzbAfu5YdIdiWWlUhWeBudToe/v79KUaZwiBK7BcfHwG7gidvLg4FPMGU4QEoZAUQIIcZJKRd42PZuoMvtiPD3wGFgII5tEnmKZWTXWR1PRtvnRG5E8s8//0yXLl1ynRi+U6dOHD9uCnZXq1aNX375hd27d1OrVi2aNGnCoUOHWLVqFfXq1aNXr1789ddfZGRkMHfuXHx8fKz8l82bN2fs2LFEREQAJm/t9evXSUtLo0+fPgAsWbKEGzdukJ6ezqJFixg3bhyzZs1iypQp/Pjjj3Ts2JH58+dz7tw5AB555BG2bdtGZmamdswTJkxgwYIFzJs3j8uXL3PfffcBJruJZQaGb775xm7WopkzZ1pFrM3Mnj2bhQsXWondxYsXa5HdL774wqXYzS8c2RvykxEjnJ4KeUZ+imTLnMnOsB2dr0SyQqHIS5TYLTgqSCk/sFiednsKXgCEEA9IKX8ALgkh7BSClHKLi7aFlDJVCDEcWCClnC2E+K/3uu4+7kR2X3jhhfzrkAPMj/pzEsmOPKO2keSrV6/SoEED/vzzT2rUqEG3bt0IDAzk9OnTNGrUiLlz5zJs2DCio6PJzMxEr9fTokULrb3WrVuze/duRowYwcGDB/Hz86N3796cPHmSY8eOce7cOVauXImfnx9VqlThueeeIz09nU6dOjFgwACCg4NJTU1lwoQJLF26lJdeeklre/bs2ej1ek3INmzYULMRJCYmAqZI74QJE1i5ciXDhw/X7A6O3jNzejJLbKOzS5cu9TjtWE64k0/Ym0RGRrr8jq5fv54hQ4a43Z7Zd+0pjtLf5TXeFsnORLM3RbKtWDYPalUoFCUXJXYLjh+FEE8Bn95e7o8pY4KZbpjSjfV1sK0EXIrd21kZBgPmsGmBfNbuRHYLK7aTNjjCNpL85JNPEhoaysWLF6lbty7jxo1j2rRp/O9//+O7777jrrvuIjIykjFjxlC7dm3Onj1L8+bNWb58OUOHDiU6Oprdu3fz5JNPYjAY8PX1ZdSoUUyfPp1KlSpx9uxZQkJCtKk+mzVrxvz582nfvj2//PILtWvXpmPHjtx///289tprxMXF8dFHHzFs2DBCQ0NZtWoVw4cPZ+nSpfj6+mIwGJBSanmQK1SowJtvvkmnTp24desWderU4fr1f5wvs2bN4uDBg3Tu3Jm9e/cyefJknnzyST799FOmTJli9/5kZ2c7fN8sI76esHDhQj766COEEA5TsrnC7K32NKq7atUql2J348aNHoldV7gahFfQN4WecCciOTs7261Be7kRyZ5kfVEiWaEoPiixW3CMBF4B1t9e1gEpQohXMOWxLYPpheNUAK6ZALwBfC6lPC6EqAt4dbY1d8mtZ7cwYitCHIlhc/TNfJGcOXMmYJpbHtDsAi+99BI3btzg4Ycfply5coSHhzNlyhR0Oh379+/n7bffZuHChdSqVYs2bdpw6tQpGjVqRJcuXRg5ciQ+Pj5kZ2fTqFEjpkyZQr9+/ahYsSJnz57l5MmT9O7dW+vTpUuXuHnzJs2aNaNx48b8/vvvZGdnM2TIEM6cOcOMGTNo0KABBw8epEmTJsTExBAUFITBYGDIkCEsXLiQa9euMWHCBJKTkzl69ChHjhzRBnmY8/w6ivRaTil68+ZN7fWSJUtyJXYXLVqk/fdU7JY0nM38V5gRQmhCMy8iyZYDlHIjkt3NcKFEskJRuFBit4CQUpZ2p54QYgYwW0p56/ZyeWCSlPItB3XfAHZIKX8GfrbY1xngZdv6+UFRjuzmFNV1RdeuXbXXb731z0dlHhiWmprK22+/DZhSbrVr144PP/wQo9HIH3/8wYwZM4iKiuLVV1/VoqCJiYnaxffatWv4+vqyYcMGbty4oQnxe++9lxMnTrB69WoyMzN5++23+de//sW1a9f4888/adWqFfv37ycmJga9Xk/jxo357bff0Ol0WoqwxYsXo9fr6dChA0ajkXvuuYeoqChSU1Np3bo1QUFBNG3aFCkl0dHRNG7cmGnTprFjxw769u1rJQjKlCnDzZs30ev1JCcnYzAY8PHxYdSoUR69n5Y+4po1a3Lp0iVtUJ6ZFStWuPTD5jY/cn4KRm8NZAPTJCZFTezmFm9Ekt0dxa9EskJR9FBitwC5LVzrY8qFC4CUcrdNtd5Syjct1t8UQvQB7MQuply944UQzTBNKbwd+FZKedNBXcUd4koMr1y5ErAXWAEBAVbLc+bMYenSpSQlJdGhQwerdRkZGSxfvpzMzEwrn2dSUhIPPvgge/fuJSIigtatW2tR1dTUVIKCgoB/hPXFixf57bff6NSpEwsWLKBJkybs27ePwMBANmzYwLRp04iMjKRRo0b4+PiwdetW/P396dq1K4sXL+bYsWOcPXsWPz8/IiMjGTZsGEOGDMFgMLBs2TIeeugh0tPT6dOnDzdv3tQG7h06dIjmzZtreYBr1qzJ3r17iYmJoVWrVhw8eNDlxf+zzz5j6NCh+Pr6IqVESsmYMWP44osvtPfCMu1bZGRkngz+Kkr2AYVnWEaSPcGRSHYlljMyMrR1rnAmknMSy0okKxSuUWK3gBBCvACMxzQj2W9Ae2A/8IBNVR8hhL+UMuP2doGAw1FUUsqPMWV5QAjRAugFbBFC+AC7MEV9DzraNq8oTjYGb2AWopaP+9u0aUPLli2ZMmUK4eHhmm928eLFADRt2pSFCxdy8qRpdmidTsfRo0epWLEiCQkJREdHs2fPHnx9fSlVqhSjR49m+fLl2oXVbDdITExk/PjxGAwGLl26ROPGjQHThTsjIwOA5ORkAgICNMvBzJkzKVOmDBkZGbRo0YJKlSpx9913ax5f875tMxwYjUYmTpxI//79ad68OUuWLCEuLo67776bFStW8PDDD1sJAXPU19Lj+8MPP5CYmEj79u3p1KkT06dPp3v37kgpOX36NL179+arr77i9OnT+Pr6UrZsWS3ibSkEfHx88nQU/6BBHs+x4hbmtHCKwkd+i2Szt94ZOYlkZ2JZiWRFSUGJ3YJjPNAG+EVK2V0I0RB4z0G99cD3QogoTAPTngfW5NS4lPK/wH+BmUKIMkAP4AUgX8VuUbYx5AW2s7FNnjyZOnXq0LRpU63MPJXvxIkT2bhxI/v377eafMJ8gZ00aRLx8fFkZ2djNBqJiIggIyMDvV7PwoULtUFzBoOBmTNnkpSUpLWzbt06jh8/zooVKwAoXbo0ixcvplOnTvTp04e0tDRtf6NHj8ZoNGp1Y2JiHB7boEGD2LhxI2AS5KmpqVr0W6fT0b9/f77++muSkpJo0KCB3fbz5s1j4sSJ2sU9JiaGM2fO8Mwzz2AwGIiOjqZSpUqkp6fz3HPPkZGRwQMPPMDly5fJzs4mJCSEEydOaO0dPHiQtm3basLE8mK/bds2+vfv71IQuCuSXQ1O+/jjj3nqqadybAOws2XcKZY5ihWFg7wQyY7Esici2ZNBe0okK4oqSuwWHOlSynQhBLcjt38IIewUwO20YUe5nX8X+EBKudNVw7cjuY8AtbH4jKWUuct5pPAajjyU5sFrYBK45ovTpEmT2LhxI3q93mr64Hbt2hETE0NsbKxVNHXx4sV0795dsz6kpKQA/2REcDRDWWRkJM8884yWFu3MmTNW6998803NXzt//nyrdeacueaobp06dazWW05IYO5n06ZN8fHxcfjewD+J4b/++mtatWpFQEAAoaGhWl8Ali1bRnBwsNUAN6PRyMmTJ2nTpo12kZ86dSpPP/20nSDIyMhASsnly5c5fPiwVeo3S2JiYmjZsiW+vr7s2rWLvn37uiUILEXyJ5984rbYnTt3rpXYvdOorqd+3WnTpln5yxWFh6Iqkm3rKJGsKCiU2C04LgohygFfAN8JIW4CsU7q/hfwxRTZdSdf7tdAOhADmOfPdf7LlYeYbQx33323lldW/eBZc+DAAT7++GNt2XJSBp1Oh6+vL/CPP9Uyr2t4eLgWrTV7cFu1aoWfnx+NGjXS2jH7WufNm8ekSZNo1qwZnTt3ZtWqVSxdupSBAwdq3lpLzEL3kUceITU11a7f5mmGAc02sXbtWqtMCbNmzaJUqVKMHTuWhIQEq6ixZf8tpw7esmULGzdu5OGHH7br07hx41iyZInm4TW/T7az0gkhqFGjhrZs2a/WrVsD8PbbbzNmzBiHj5GXLVtGz549ycrKYvv27Tz88MMO7Ra2mIXJ77//ToUKFYiJieHbb7/lsccecykILI9fofAGeSmSbW8gPRXJnkSU1TVDcacosVtASCn/7/bLfwshfgTKAjts6wkhngTmAD8BAlgghJgspfzMRfPVpZRNXazPN8w2hgYNGowwp6hSgzCscRRxNRMUFOTwcfS+fftYv349tWvX1sSi5YQOZmEJ0KxZM7vtd+3axbp169DpdCxYsICpU6dSvnx5h30ICwsD/hGjDRs2BEyRx5kzZ2pRW19fX8LDw9m+fTvDhg3j5Zf/SQCyaNEixo4dq2VzcJdLly5ZLZvFcWRkJIsXL9bErhnLiTQqVKhgtW79+vVcuXLFKnoqpcTPz8/h5BlJSUncc889APTt21cTyGCKJOfkufzll1/Q6/VkZGSwZ88e2rZt61Ikt2/fnn379ll97/fs2cPDDz/s9JxYtWoVo0eP9oonWUV1FWbuVCS7k9nCYDCQkpKSa5HsjlgurtcMhecosVtACCHaA8ellElSyp+FEKWBFsABm6pTgTZSymu3t6uMabCZK7G7XQjxsJTy27zoe24ICAigfv36eToIo6iKZNtZxywZPny4Fo20zOxgFsiWQtmcseHFF1/kxRdf1HL8Wh6/bfRwxIgR/PyzKUuds7y34eHhmo8Y4NChQwCav3bhwoVkZWURFBRERESEJhDNffP19aVTp04AbN682aptSy8ymCaNGDt2rDajmy0RERFMnDiRUaNGaTl3zV7XefPmsX79em7cuKFZHmyxtQo4YtGiRXYi2nYbnU7nVCSbuXXrFj4+PrRu3ZpTp07RpUsXO5G8efNmevfu7VAIZGRksH//fpo0aeJUJO/evZvGjRuj1+vZu3cvPXr0cPvcyOuBe4qSh6VIts084wpbkZyTWPaGSFaULJTYLTiWAC0tllMclAHozEL3NvGYJqBwxS/A50IIHZCFKSKsTVRLTVWuAAAgAElEQVRREPj6+lKtWjWXdQraX5YfInn16tVWkdqcZmlzNnGCWSDbikXA7nG+OYvDvHnz0Ov1jB8/3ko479+/32WfHe3DzJQpU7jvvvtITExk+vTp3Lhxg+3bt2vrFy1aRHh4uOa7tcTs9bW0MixevJixY8eSnJwMQNu2ba22MQvo0aNH233m4eHhVK5c2eWx2PpgHUXNlyxZYid2c8vAgQOBf24kzCJ57dq1vPDCC3z22WcuvbUXL150KJLN/69cuUKNGjUwGAx888039OrVy2l2C1ssB+7Z/v/qq68YOHDgHYlklU1C4S7eFsnOxHJKSopbeZIVxQ8ldgsOIS2u1lJKoxDC0eexQwixE9h0e3kg8E0Obc8DOgAx0pUKLGQUl0EYc+bM0R7tR0ZGcv36dW2ygLVr1+Z6lLyjGcpcYZtcPzw8HCEE48ePt7IYvPzyyyxfvtwql68llh5iwK7e6NGjmTFjBpcvX+b111+38vEuWbKEiRMnsnz5cqfHMH/+fKeC2hx1NmNZzyxIp0yZwpw5c2jZsiV9+vTRbAy2DBkyxOrmwVEE15Knn34asJ7QwlPMg9PGjh1rVZ7TFMS2OIskDxw4kLp16wLw+OOP21lWnIlkR+dGRkaGFjGLjo6mZUvb+24Tluepq3NjxYoVjBw5UkWSFXnGnYhkRclCid2C44wQ4mVM0VyA0cAZ20pSyslCiCeATpgitMullJ/n0PafwLHCIHTzI89ufvjLPBHJBoOB/fv34+vry44dO2jRogWnTp1Cr9dTpkwZLl++rAmCCRMm5NnAvY8++ogJEyZoUcWJEydqU/uaWbFiBePHj6dt27ZOxa4ZcyTWNnKckZHBK6+8wg8//MDrr7+uCcoPP/yQmzdvMmnSJCIiIuzaM98QmGdug38sF+aIpKUof/755+nUqRPDhw9n+vTp+Pv7W0UOO3bsaCV0LbMgOBLZtp7fWbNmodfrtUF5gwcPdvl+5IS7WRhc8cwzz7hcb2k9cXTD4I7dwhEvvvgiHTt29FgkW0aSn3nmGY4cOaItuyuSbW8glUhWeBv1fSp5KLFbcLwEfIRpJjQJfA84VBtSys3AZkfrnHAZ+EkIsR3IsGgnLNe9zSWFOc+utx6d2QqB6tWra8tCCHr06EFcXBwGg4Hy5ctrtgJbchqpPGTIEK5fv+72IAyzUDQLukmTJtl5dleuXOnWrGMRERHs37+fiIgIhwPqXn31VTIzM+3KzYO6zDcijiLTpUqV0l6b+2q+mbD0M//yyy+cPHnSShybsW03PDzc6SP8+fPnazcBlhYKMA3Gi421ToqSm6iu7SQbuSWnpwB5ZRUYPXp0rkSyOZJsMBho0aKFS7HsTCQ7wtOBSUokKxQKS5TYLSBu+3Cdhn6EEEk4Thfmjv/27O0/v9t/OGlLkQs8Eck9e/bUfKdSSt5//33at2+f54MwfH19efTRR7lw4YJb6XxyeqT+0UcfkZmZSUxMjJ3YnTRpEosWLbITha+99hozZswAcDiJhCPMUVVXfPjhh/z3v64z8M2fP98qN7Hl5xQREcGECRMYM2YMtWrV0sTu66+/rolySxEZFhZmZ+W4U8w+XWezr3l7gglPsXzvPCG3kWRLkZzTU5bMzExSU1M9Fsnu+vWVSFYoih9K7BYQQojZwDQgDVPKsWbABCnlegApZek7aH6NlPJvm/21uYP2FLnEUkQKIRg6dCgBAQFeiySbX1sueyKSBw4cyOHDh2nbti3Hjx93KgjGjh2L0Wh0OiFEToO6zp4963Sdu95V84xwYJ/L15b27dtbRTwXLVqkWRQsxbqtKDNvM2/ePO31/PnzPRa7zqK6ZhFtPmZXs6+5Q3EZAHanIvlO7Ba2KLuFQlH8UGK34HhYSjlFCPF/wEVgAPAjpumBrRBCdAbqSymjhBCVgNJSSufqATYLIR6VUl66vX1XYBHQxOtHofCI3AxOyyu7RVZWFr1793ZLJFvOMrZnzx67i3316tU5c+aMnRAYP348GRkZdmnNPvroI81mYesVjoqKsptWGUwWh99++41Lly6xbt06l2LXnB7NctulS5cyatQoK2uEpYC2xNLu4So1HGBn7Vi8eLHTNG6OMKdbs6Qgo7pFifyIJCu7hUJR9BGFYAxTiUQIcVxK2UgIsQLYLKXcIYT4XUrZzKbeu0BroIGU8h4hRFXgP1LKTi7abgMsBvpiSmU2A+grpbzgbJtc9L8uphzAZaWU/XOq37p1a3n48GFv7V6Rh3iaGD4rK4uwsDBGjRrltt1i6tSphIWFORQEgwcP5vHHH+f555+38yR37dqVihUrkpyczHfffed0X2ZfriXNmjWzmyUup4wMjlixYoWVz/nuu+/mr7/+0pabNGlCTEyM2+3dd999nDhxwqM+KAoGT0Sy5evciOScxLJer1ci+Q4QQhyRUrbOuaaiOKAiuwXH10KIPzDZGEbfniwi3UG9/8M02cSvAFLK2NsTUDhFSnnodqaHb2+32UNKGZdTh4QQq4B/AdeklI0tynsBEYAPECmlnCWlPAMMF0K4mtxCUQTJTST57NmzdO3a1e3E8A899JBVzktLkRwaGsrevXu59957AWuRXKVKFYKDg/Hz8+PMmTNOBYFlFgczjlKS5SafbmRkpJXYtd2XO75jM3PnzvV4/4qCw1uRZFfnRlZWVq48yUokKxTOUWK3gJBSvi6E+BBIlFJmCyFSgcccVM2UUkohhAQQQtgPRb+NEOJrrAeiBQEJwEohBFLKR3Po1mpgIbDWok0fTBaIHpjsFoeEEF9JKVUoSqHxwgsveCSSmzT5x1FjG0meOXMmWVlZ3HPPPXaCQAhB27ZtMRgMXLhwwWUkWafTWV30u3btysmTJ+0EwebNmxkyZEiO2S2cYTtgzxMLQ1hYWK5z+CqKDvkpks31XeFJ3nAlkhXFASV28xkhxBQp5ezbiw9JKf8DIKVMEUJMBWyvfJ8KIZYB5YQQI4DngRVOmg8HXIYChBBWk1lYIqXcLYSobVPcFjh9O5KLEOJjTKJciV2Fhjvpy5xhK5KfeuoplixZQtWqVe3q9uzZU8tkkNPsSbbCwFkked++fVbZIswi2dlFf9iwYcTFxdmty02e5FdeecXOr+uIvMgIkd8sW7bMLkezwjW5FclSSrdmFPNUJHua2UKJZEVhQXl28xkhxK9Sypa2rx2sWwhslFJGCyF6AA9jSju2U0rp0KwohPgJUz7eL6WU5y3K/YAuwDDgRynlahf9qw1sNdsYhBD9gV5SyhduLw8F2gHvAtMxRXwjpZQzHbT1IrdzB9esWbPVuXPncnx/FArA5Yxud4qUEqPRqF3o+/Xrx4YNG9zyYboTSfZUELgjkmvWrMn58+dzrFeYad26Ncq3X7hxJpJzEs3uimRPzo28FsnKs1uyUJHd/Ec4eW27/CcwTwgRCnwCbJBS/pZD270wRX43CSHqALeAAExe22+BcDfacNVfM1JKGY9pYgynSCmXCyEuYxoo12rfvn0e/eipqEDJJa+ELpgiyT4+Pvj4+BAQEEBaWhohISE5bmcrknMSBM4iybbYimRH58a4ceO4deuW1Tpvz7inUAghch1JdnfQXm4iyZ6kgVPXDIUjlNjNf6ST11bLUsoIIEIIUQvT5BNRQogAYBPwsZTylF3DUqZjysKwWAjhC1QC0qSUt+6gvxeBGhbL1YFYJ3Wd4uPjQ+XKldUgDEWhw9fX1616tiLZXSxFssFgYM2aNQwYMMCpIDALAUuR3KZNG377zfo+1R2R7Oi/s1zJCkVuEUJo3z1PsBTJ7ojl3IpkR+eGomShbAz5jBAiG0jBFDENBFLNq4AAKaXTs1AI0QJYBTSVUubJFcuBjUEPnAIeBC4Bh4BBUsrjnrTrKvWYJ4MwLNfdiUhW/jKFmXXr1jF06NB825+7j/MdRZLdPTdyE0nOSSzfqUhWnl2Ft/BUJFv+N9O9e3dlYyhBqMhuPuOpSL0doe2FKbr7IPAz8F4edA0hxCbgfqCSEOIi8K6UcqUQYiywE5MdYpUnQlcI0RfoW69ePad1vD1S2dlMY2oQhsIR+Sl0PcFbkeScBEFaWhqJiYl3LJKdnRtmkayErsJbeCOSrChZqMhuIeX2oLSngUeAg8DHwBdSypQC7VguKUyTSuQ0CMPZOm+I5PwehKEofBTWCKcrkZzTaP6cRHJubiCV3UKRl6gBaiULJXYLKUKIH4GNmGZXu1HQ/cktFpHdEX/++WdBd+eOKEkjlRUKd3FHJDt72uKuSPbk3NDpdOrcUOSIErslCyV2FflCYYrs5jfujlS2reONQRhqpLKisGIWye76kC3LjEaj03Y9FcmWKeDUuVFyUGK3ZKE8u4o8xR3PbnGnKI5UViJZkddYepL9/f092tbdaakNBoPmSc6NSHbn3FAiWaEo/KjIriJfKMmR3fzGkUh2N7LsCk8HJimRrChsWIpkT56y5FYkuzo3lEguWFRkt2ShIrsKRTHDm5HknEbxe0MkOxMESggovI03I8nOzo20tDRt2ZVItjxPlUhWKPIWJXYVeYqyMRQd8kIkOxIEnojk3IziV0JA4W2Kmkh2dG4okawoySgbgyJfUDYGhS2eimRP7Ba5SQOnhICisOBKJLs6N9wRyZ7eQBZXkaxsDCULFdlVKBQFwp1Gkt0dxZ+bSLIngqA4CgFFwZIXkWRHNqTciGR3z43iKpIVRRMldhUKRZHCUiQHBga6vZ0nItlgMJCenp5rkeyOIFBCQOFt7lQku3NupKenk5ycrESyokihxK4iT1GeXUVhwVsiOSdBcCciWUWSFQVBbkWy7WQi+S2SS4LdQuEdlGdXkS8oz66ipOGp3SI3nmQlkhVFkfzwJOd0bpQpU0Z5dksQKrKrUCgUeYCyWygUjilMdgtFyUCJXYVCoShEFAW7hRLJioLAm3YLRclCiV2FQqEoBnhbJDsTy+6KZB8fn1xNmqBEssLb6HQ6/P39PRbJiuKDEruKPMU8QA1IFUL8z2JVWSDBprqjMlflntZxRiXguk0b7rx2tt/CeBw59dud43K3j944Bst2ittn4eq1s/0WluPwpN/qO5W7Os4o6d8pbx9Dffe7rCjySCnVn/rL8z9guatlZ2Wuyj2t42Lbw7ZtuPO6KB1HTv1257jc7aM3jsFZ34vDZ1GUj8OTfqvvlPpOefM7VZiOQf0VvT8dCkX+8HUOy87KXJV7WseTNtx57Wy/hfE4cuq3O8flzjp31ruLo74Xh8/C1Wtn+y0sx+FJv9V3Knd1PGmjOByHu/0ujMegKCKo1GOKEo8Q4rAsBiloisNxFIdjAHUchYnicAygjkOhuBNUZFehgOUF3QEvURyOozgcA6jjKEwUh2MAdRwKRa4p1JFd8+Cm0qVLj7jnnnsKujsKFxw5cuS6lLKybbnFALURQUFB+d8xhULhFGM+/vzrVJIFRSEiNTVVSikdBvyU9ig6ONMethRqsWtGzb5V+BFCuJyNJjg4WKakpORnlxQKRQ6cvJR/+UYbVPPNt30pFDkhhEiVUga7qqO0R+EnJ+1hRtkYFAqFQqFQKBTFFiV2FQqFQqFQKBTFFiV2FQqFQqFQKBTFFiV2izHHjh0r6C4oFAqFQqFQFChK7BZjTpw4UdBdUCgUCoVCoShQlNhVKBQKhUKhUBRblNgtxly7di3HOn/99Vc+9EShUCgUCoWiYFBitxhz/fp1u7KNGzdaLZ89e5YNGzbkV5cUCoVCoVAo8hUldksYmzZtsiuzFcCKguHzzz9n8ODBjB49mt9//x2A5cuX06RJE2rXrs3kyZNJS0sr4F4qFAqFoqRiMBhYsWIFAwcOZMqUKZw/f76gu+QW+oLugCL/+P777wu6C0WCAwcOsHTpUpKSkhgwYAADBw7M832+9957/Pvf/9aWV65cySuvvMKsWbO0srlz53L16lXWrl2b5/1RKBQKhcKWQYMG8Z///EdbjoqK4vDhw9SqVcut7b/66is2bNiAn58fL7zwAt26dcurrlqhxG4xZ/Xq1Tz77LOsXLmSs2fPFnR3NKSUfPrpp+zYsYOqVavy0ksvUaNGjYLuFt9//z29evXCYDAAsHnzZk6cOMF7771nV9dgMKDX5+4UysrKYsOGDezbt486deowe/Zsq/WZmZksWbLEbrtNmzaxYMECypYta1WenZ3N33//TZUqVQgOdjkDpkKhUCgUHnP8+HEroQsmu+SiRYuYPXs2BoOBuLg4AEJDQ+22j4iIYMKECdryhg0b+Oyzz+jXr59d3eTkZFatWkVMTAxt2rRh2LBhBAQE5LrvysZQTPnmm28AWLt2LStXriQqKopffvkFsLctxMbG5nv/xowZw1NPPcXq1auZMWMGzZs3LxSD5WbOnKkJXTNhYWGkpqZqy8uXL6d69er4+vrSvXt3/vjjD6v6f//9N6dPn3a5n379+vHcc88RGRnJ1KlTrdo3k56ebldmMBi49957adGiBevXrwfgu+++o27dutSrV48qVaowc+ZMt49XoVAoFAqA+Ph4RowYQfXq1Wnbti1btmyxWn/u3DmH2+3du5e6devi6+tL1apVqVq1Kr179+bGjRtaHaPRyPTp0622k1Ly/vvvExMTw61bt7TytLQ0unTpwvjx44mMjGTkyJH07NkTo9GY62NTYreYsn37du318OHDadGiBe3btwdMUUUzUVFRXL582WEbO3bsyJO+XbhwgWXLllmV3bhxg7CwsDzZnydcuHDBriw5OZlXXnmFxx57jBdeeIGRI0dy6dIlAH766Sf69OlDdnY2N27coEePHtSpU4f69evTvn17rZ4l+/btY+vWrTn2pUWLFg7LL1++zG+//cbQoUNZv349TzzxhOabSk5O5s0332Tnzp2eHLZCoVAoSjiPPfYYkZGRXLp0iUOHDtG/f38r+2OHDh0ICgqy2+7AgQN2T4537NjByy+/rC1nZGRoUV9Ljh49StOmTQkNDeXdd98F4JNPPuG3336zqrd7924rXeMpSuwWU65du8bu3bsBk5XBcjY1sw90zpw5NGrUCID58+cDpi/oxIkTmThxIjt37tRee1P4nj171uEdWmGI7D788MN2ZXq9nmXLlvHVV1+xcuVKu/Vnz55l7969vPrqq+zatUsrP3DgACNHjrSr/+effzrct+UjGp1OR0JCAn369CEwMBAhhMNt5syZQ1JSkl15ZGQkW7dutbqzVigUCoXCEceOHWPfvn1WZVJKq8BU+fLlWbFiBYGBgVpZgwYNnEZcLSPDgYGBdOjQwa6OlBIwPcl8//332b59u9Nr5KlTp9w/IBuU2C2mhISE0LVrVwCrR+pGo5ErV67w/fffM3fuXH755RdCQ0P56KOPAOjVqxcPPvgg7dq1AyA8PJzw8HB69erltb61bNmSMmXK2JXff//9XttHbnn//ffp2LGjtly6dGk7W4Mj9Ho9X375pV359u3brSLp4Hxmu+nTp1OlShXA9Dn973//Y+fOnXz33XccPnzY4TbOxOxnn31G3759qV69umZ3UCgUCoXCEc4y/diWDxo0iEuXLrF161ZiYmJ48sknnbaZmZnJ5s2btWV3dMTjjz/O3r17Ha6zHczmyTgkJXZLANOmTdNemx93P/jgg7z66qu0b98eX19f4J/o7rZt2/jkk0/o2bNnnvSnVKlSLF++3CqS2b17d8aNG5cn+/OE8uXLs2/fPn799Vd+/vlnnn766Ry3ue++++jYsSOVKlVy2F50dDTdunUjJCSEVq1aMWfOHIftREZGcuXKFauy7OxsVq9eTcuWLWnZsqXdNhcvXqRu3bpO+5aWlsaLL77IzZs3czwOhUKhUJRMWrVqRf369e3KBw0aZFdWvnx5HnnkERo3bsyAAQPw8fFx2GZ2djb9+/enYsWKVKhQgcWLF+fYj8zMTHbv3m11PRVCMHnyZAwGA7t27SIjIwMwWTTdpVBnYxBC9AX61qtXr6C7UuT4+++/qVixolVZSkoKoaGhGAwG1qxZw+TJk+nTpw+VK1fm+vXrVqMk4Z+7sF27dvHQQw/lqh/mz9Df39+qfODAgTz00EP89NNPVKtWTfMTFxbMftn4+HiWL19utc7Hx4f69esTGxtLjx49CAsLQwhBzZo17R6zDBgwgF69emmDzRx5lsz873//c1i+evVq6tWrxzvvvMPjjz9ut75p06b07t2bn3/+mZs3b9r5hNPS0oiOjuaRRx7J+cDzgPPnzxMVFcWNGzd4/PHH6d69e4H0Q6FQKNyhOGuP3bt3s2XLFsqWLctzzz1H7dq1AZN17uuvv2b48OHs27ePcuXK8eqrrzoM+GRnZ/Ptt99y/vx5IiIiyM7OdrnP3Njprl+/zsaNG/nvf/9L1apV2bRpkxYoCgkJYdWqVfz4449utyfMfonCTOvWraWzx7gKe5YsWcLSpUtp2LAhoaGh7Nq1i8qVK5OdnU2pUqW4dOkSAwcO5Ny5c3z88cc0aNCA69ev89RTTzFjxgxGjRrFlStX+PzzzwEYPHhwjrOsCSGOSClbO1sfHBwsU1JSvHugXsBgMJCdnY2tGDcjpWTMmDEsXboUKSWBgYGEhYVRrlw5Tpw4QYcOHejVqxdnz56lXr162J5PXbp0Yc+ePV7pa+/evR0a9Pv166c9Knrttdfs0piByY9l9mfnJ8ePH6dTp04kJCRoZbNmzeK1117L974o7Dl5KSvnSl6iQTXffNuXQpETQohUKaXLPI3FTXvYpv4qVaoUP//8s91Tw8TERAIDA7WnvpbcuHGDBx54QJv46E7Q6/W0bduWEydOWGVjMBMSEsK1a9dyasal9jCjbAzFkFGjRlGzZk1CQ0NJSUkhPj4eMEUpr1y5Qnx8PG+++SbR0dHUqVOH69ev4+vry7fffmuXJQFMj8qLG9nZ2UyZMoXy5csTFBTE448/7vCkEkKwePFizpw5w7fffstff/3FunXrePrpp/nggw/o06cPQ4YM4cSJE3ZCF/Ca0AWcjkSNiYnRXj/88MN2uQgHDBjgFaEbHx/Pe++9R79+/ZgxY4aVgHXG9OnT7ep98MEHDgfVKRQKhSL3xMXF8c477/DEE08we/Zsq9/Z9PR0q4mLwJS954MPPrBrp0yZMg6FLsCHH37oFaELpmBTdHQ01apVc7jeDaHrNkrsFkPCwsKoXbs2N2/eRKez/oirVKlCxYoVeeKJJ7h06ZJmLq9RowYVK1bUcvGaiYqKAqBTp05aWpDiwLx585gzZw7JyckYjUa+/PJLhg4d6rDuyZMnyczMpEePHuzYsYPo6Gir9Rs3bsRoNDrNmJDX/PnnnzRo0IDRo0fz6KOPWuXn7d69u1emg05NTaVTp078+9//5vPPP2fq1Kl069aNzMxMl9udPHnSriwlJaVY3kApFApFQZGYmEj79u354IMP2LJlC6+99hoPPvigZjG4evWqw+ipbZ54Mz///DNNmzalYsWK9OjRQ0tRapuxwRscP37c623aosRuMWT+/Pns3LmTM2fOcPr0aYKDg7URlQkJCZQrV06bxODLL7/UMiOkpaXx448/kpiYCMDUqVOpU6cO1atXJzs7G51Ox3vvvcd7773HTz/9VCDH5i0c2TK+/fZbzVObkJDAyJEjCQoKomHDhjRo0IBOnTrZCV0zp0+fdjhALb84deoUS5YssZucYs+ePQ79UnFxcaxbt46tW7e6lW3i448/thOuv//+u8MMFJZ06tTJrqxKlSoURy+cQqFQFBTr1q3jzJkzVmWHDh3SngjWqFGDmjVr2m3XoEEDlixZwt69e7WncL/++ivdu3cnJiaGGzdusGvXLurVq8fixYspX7583h9MHlCoB6gpPMc8WcH999/P0aNHadiwIfHx8QQGBpKUlERCQgJly5alR48eHD16lICAAFJTU60M5qdPn6Zq1ar88ccfTJ8+nZ07d2o5cC2ju+Zk0EURPz8/uzIfHx/0ej1Go5GWLVva/XBER0c7NeIvWLDA5eCzgsJgMHDu3DlCQkIASEpKYuHChbz33nvaiNZ7772XH3/8kbvuustpO+YsHrasWrWKWrVq0bZtW4fr33rrLb7//nst3VpAQABLly51+ohMoVAoFJ7jLA3XzJkzue+++6hbty7Lli3jiSee0IIivr6+fPnll1ZBi549e5KUlGRny0tNTWXMmDGAyWvrTpCkMKEiu8WMyMhIwCREL1y4wNmzZwkMDNQebRsMBuLj45k/fz7BwcEYjUZu3rxplTrENouD2TfTrVs3wsPDtXJLr2hR48UXX7Qr69+/P+XLl2fbtm12QtfM0aNH7TJTdOvWjb///jsvuukVhgwZwrRp01i9ejXVqlXjzTff1IQumLJADBgwgIMHD/LTTz85nKbYWTaOHTt20K5dO6cWl5CQEH7//Xe2bdvGunXruHDhAo899ph3DkyhUCgUpKWlOZ2VMzo6mrZt2/LVV1/xwAMPcOHCBdavX0+7du3scsAD7Ny50272MluKmtAFJXaLFfPmzaNy5coAtGnTBoC7776b4OBg7Y4sPT1di6plZ2cTGhoK/JMSq2LFivj6+mI0GrUoptmMfv/992u5eM2sW7cuj48qbxgxYgQLFiygQYMGhIaG8vLLL2uzox06dMjpdkajkWeeeYZt27YxZ84c9u7dW+hTaZ06dYq3336b5557zunAsD179tCuXTu6d+9OjRo17FK6dO7cmTfeeMNpPsXp06c79eHq9XptIF9BWj0UCoWiOLJ8+XKH4yPMxMfH89hjj1G9enX++OMPBg8e7FLQ2trhigNK7BYjwsLCAGjXrh2ZmZkIIYiLiyMgIIDDhw+TkJBAZmYmycnJ+Pn5kZmZyZUrVwgKCtJEcqVKlUhNTUWn03HlyhXeeOMNzZj+xhtvALBixQptn0V5dq6xY8fy1ltvUb9+fQ4cOMDKlSuRUvLEE0843SYjI4OhQ4dy7jCWeG8AACAASURBVNw5AgICePnll70yAKwwcf36dYYMGWJ39z5jxgzOnj1rNcOcmezs7CId6VcoFIqiwrVr16yCC59++qlb28XFxdGtWzc6duzoMKpbnFFitwjiaBaSZ599Vnvdrl07/Pz8SE1NJSYmhsDAQE6fPk1WVhZ+fn6UKlVKm9v61q1bBAcHM3ToUKSUxMbGao/wY2Nj2bZtm9buzJkzgX+sEmZWr17t5SPMH1asWMHQoUPZvXs3Bw4cYPz48bz11ls0a9YsxwkY3n77bcaNG8evv/6qTSRhzsYghKB06dJ53v+8JDY21qF4rVGjBr1797Yr9/HxyTf/dlJSUo5JzBUKhaIokpiYiNFodLguOTmZ/v37ExoaSo0aNejSpQuXLl0iOTnZ7fYNBgP79+93uo+iQNmyZQkOdpki2Q4ldosgS5YssRO85gFIYEr3ZJ6Nq3z58iQnJ3PkyBGklNrkCSkpKfj5+VGmTBlSU1O1FFKxsbGkpqZqZne9Xu/w0fPYsWNZu3YtAGvWrPH+QeYDlv5jMwsXLsRgMLB161Y2b97M//3f/znc1lGGgzJlynDXXXchpSzyeWSFEHbebTNjxoyxy9v71ltvOc2V6C1iYmJo3749ZcqUoUqVKnaWGoVCoSiqREdH06xZM8qWLUuNGjUcXlenTp3K5s2bNaG6d+9eWrduzdGjR/O7uwVKQkICL730Ev/5z3/c3kaJ3SLKkiVLrJazsrJ45ZVXAFPEUqfT4efnh8Fg4NKlS9rISr1eT2JiIrdu3aJUqVJcvHiR9PR0li5dyqVLl/D19cXf39/Km2m2OADa7CsLFy5k2LBhRdKobubmzZt2ZUlJSdrjnX79+rFlyxb69u1rV8+RdzUhIYGrV696v6MFgJSSFStWcPDgQfr160erVq2YMmUKCQkJlC9fnsOHD7N27VqmT5/OoUOH7JKVexuDwcAjjzzCgQMHAJPVYuLEiVZPHhQKhaIokpiYyCOPPKKJ1tjYWJ577jnt986MIwF85coVp+3q9cU34da8efMYPHiw2/WV2C3CWEZ3zQPMzp07B5hy5wUEBGA0GtHr9ZQpUwZ/f38qVqxIWloa5cqVIysry+pRRlJSEj4+PqSmplKzZk2qVq1qtb9JkyZpEWRzntqifDL169fPrqx3796axcPM0qVLrfLF9uzZk/79++d5/wqaqKgoOnfuzOeff86vv/7KnDlzaN++PWvWrKF9+/YMGzaMTZs25Wrec0/Zs2cPFy5csCsvbn5phUJR8ti+fbvdhA9SSj7++GOrMnO+fHcpysEod8hpUiNLlNgtoowaNYrRo0dblYWHh2v5UK9evUpWVhaxsbGkpKSQkpJChQoV+Ouvv5BSkp6eTlpamhbxNc8klpWVRVpaGkeOHLF7LL1u3ToGDx7MCy+84NEdVWFl5syZPProo5rXtnPnzlaD78xUrVqVvXv3cubMGc6fP8+OHTtYvHixtq0QgiZNmuR39/Oc2NhYu0EMf/zxB88++6yWoePYsWP07NmTDh06MGXKFM0+4y6pqamMGzeOSpUqUa1aNd5//32HXjLbKZBzKlcoFIqigtleaIvt71tRHwviKRUrVqRUqVJeaUuJ3SKKrdC1HExknvkkNDSUwMBA0tLSMBgMBAUFASY/ZnZ2NpmZmWRnZ2M0GilXrhxgSjIdEBCAEIIrV66QkZHBzZs3rU66+Ph47fWQIUN45pln8vJQ84wyZcrw5ZdfEhsby7lz59izZ49dNNuSOnXqUKNGDcDkhf7yyy+5du0a165d48cff7SbWcYshB1Rrlw5Ro0aRZMmTQpsmuGcsE0q7opffvmFOXPm0KJFC37++We3txs7diwLFy4kPj6e2NhY3n33XWbPnm1Xr3379nYD4HQ6HS+88ILb+/I233zzDcOHD2fSpEku0/4oFAqFK3r37m03u5m/v7/dtfWll17Kz24VOMHBwVy+fJkjR47c8cxtSuwWAxYtWmSVF+/HH38kLi6Oq1evUrp0aXQ6HTqdTqtjFlfmSK5ZNOh0OgwGA/7+/qSmpnL58mUyMzOJi4vTpgcePXq0lRgZOnSoVSaIokiVKlUcTqPoDpUqVaJSpUpUrFiRH374gd69e3PXXXfRs2dPDh8+zJAhQxxud+vWLZYsWYLRaNRuQooDGRkZvPXWW4ApP/O4ceO4//77GTRoEIcPH7aqm56e7nDaZnO+Y0uEEOzYsYOhQ4dSpUoV2rVrxxdffEGHDh3y5kByYPr06TzyyCOsWrWKsLAwWrZs6TI/s0KhUDjD39+fH374gf79+3PXXXfRtWtXduzYQcOGDa3qvfvuu/Tq1auAepn/nD9/nqeeeoqWLVuyfPnyO2qr6BouSzCjRo0CTD7Gffv2cfHiRQwGAzVq1ODmzZtMnjyZunXrcvXqVXQ6HT4+PnYDqiwfFQcEBHDs2DGCg4OpVauW3ePr7OxszR9cs2ZNpkyZwrJly7z2eKG40Lx5c7755hurMmeTMJg5fvx4XnapQDh48CA1a9a089hu2bKF/fv306JFC8AUOXZkWXCW/zE0NFTLAFKQJCcna2n4zKSmpjJjxgw+//zzAuqVQqEoytx99905Zhfw9fVl9OjR7NixI596VfBs27aNI0eO0L9/f6Kiopg3bx5xcXF06dIFIYTbGRlUZLcIYrYwdOnShddff50jR44AaCIiMTFRmyVNp9NpgiIpKQmdTqdZF4KDg9HpTF+BRo0akZaWpnlx77rrLqt9pqWlaVkZXn/9dau7rHnz5uXVoRY6srKy3J5dJj4+vkhPupFbMjMzHQ4my8jIICwsjLi4OD744APat2+v2WcsuXHjBn/++Wd+dDVXXL16lZSUFLvy06dPF0BvFApFSaFfv348+uijBd2NfMc8FfKzzz5LTEwMV65c4T//+Y/bk2mAErtFmo8//ph+/fppflqdTkdoaChSSu2xfEJCAmCKzqakpBAcHGwVbQwMDCQlJYVNmzaRlZWlJafOyMgA/hntaJmJwdZTaZ65rTgjpWTq1KmaYb5nz55Op8c1c+PGjWI/GtZT1q9fT0hICO+88w5Hjx7l+vXrdnWSkpKYOnVqrto3Go1ERUXxxBNP8NJLL3Hs2LE77bIdderUoVatWnbljqaNvnDhAjNmzGDq1Kk5zjevUCgUztixY0eJfXIUGhrqsPzEiRNut6HEbhHmqaeeom/fvppxOyAggNDQUJKSkjSRao5C+vj4EBwcjJQSX19fSpcuTWpqKomJiYApZVlwcDArVqygbNmy2j4cDUybO3euVrZgwYK8PchCwuLFi5kxYwZJSUlIKfn222958skn7erFxcWxYsUK1qxZQ0hIiJ3nyhG2dpCJEydqqc5yskEUV8wecU8ZO3Yszz//PFu2bGHZsmW0bduW//73v17tm06nY9WqVVbnSfPmzXnnnXes6h05coRGjRoxdepUZsyYQatWrVzaME6fPs0PP/yg3XDeunWLqKgoVq5cmS/p3RQKReHk2LFjjBgxoqC7ked069bNrszX15cBAwY4rO/VyK4QIkAI0V8IESGE+I8QYq0QYooQolFO2yryjqioKLp168bq1aupU6cOOp2Or7/+mmvXrvH/7J15XA3rH8c/06q9yJKSSnbZCiEiS0julSVde641kZ3rynZ/F9HN0sK170vZ17IThRZERUpFiySptJ+e3x/Hmdt05iztYd6v17w653nmWeac08x3nvl+P181NTUoKCjQ0mGFhYWQk5ODmpoaiouLIScnB4qi6Cxf6urqkJOTg7y8PLKysmijVk5ODsnJyfRFvewF9+HDh/D09KzBo6492PRcg4KC6ExzAN9AMzQ0xIwZMzBlyhQYGxtj/fr1aNGiBQB+kNXIkSOF7lJzcnIwcuRIuLm5ITw8HP/88w8CAwPx+PHjnzYtbmFhIQghOHPmDGbPno0NGzbQWtIpKSn466+/4OTkxEgqkZqaKhTEkJeXx7g5qyqsrKzw7t07nD17Frdv30ZYWJhQpkFXV1dGJr2SkhIsX75caLWfx+Nh4sSJaNmyJQYMGICmTZti06ZNMDQ0hKOjI37//XcYGhoiKCioyo+Dg4OjbpOamoq+fftKfJL4IzBu3DgsXryY1u/X0tLCyZMnRSoxlCe4W2yAGkVRawDYArgD4BGANAD1ALQCsJGiqHoAFhFCfq5cdXWAqVOnYurUqdi/fz/u378PgG8gNG7cmF7NffjwIRo3bgwFBQU0adIEcnJyyM7OBo/Hg5aWFj59+kQnmhAEs/F4xZAhMqgnK4cmTRpDQYaH7KzP6NCBf2/z5s0bmJubIzY2Fv3798eNGzdq7TOoSdh0ECmKYpQ7OzszfDnT09Oxf/9+vH79Gs+fP4eWlhby8/NZV3sTEhJw5swZRll8fHzVHcB3yMyZMxm6x15eXjh9+jRsbW1pw9fb2xtLliyBm5sbUlJSWG8OBNrTVY2amhp+/fVXkfVswYcpKSnIyMhgpPc+cOAAw7c7Ozsby5cvZ7TLysrCggULEBwcXAUz5+Dg+F44cuQIa7bP752OHTsy0hy3a9cOEyZMgKqqKpYuXYqEhAR06NBBrJb6+PHjsWzZMqnGk7Sy+4QQYkoIWUQIOUYIuUEIuUQI+YcQYgtgPAAFqUbiqBaioqIQFxcH4D+XhdL6qGpqaigqKsKwYcNQUFDAWFXS0tJEU201qOMzWmoVoKtOEcx1C9Cp0VeY6ZWgjWY2DOp9gFnTQry45oMuTQrRw1gNF456gxRmIyUlBQAY2cV+VGbOnClUNnz4cFqXNzc3l9U/9NGjR5CRkUHnzp3RvHlzNGrUCAoKwv8yAv3e0pTVlf2Z6N69O/bs2cMoS0pKwpw5c2hDV4CHhwdSU1PRoUMHVt+uVq1aYeLEiRg7dizOnTtXrfMuTY8ePYTKjIyMGOm3AcDf31+q/h4/flwl8+Lg4KibJCYmYtu2bVi9ejVu374NQggdd/M9IY12fF5eHtzd3eHo6Ah3d3c8fPiQdulr2LAhzMzMJCYNKpv4ShxijV1CiNjE84SQNEJIiLh9flYuXrxYI+O4ubnB0dGRNmJzcnIQEREBHo8HOzs7NGnSBIQQPHr0CBkZGaAoCqoKJWgo+xlmOoXopi+DiSMsoFWPBy01/g/LoLkBbZAJNGgXuMxHPTmCzOTXWD1/PDpo58N5VDc0UyvEqaMHauRYaxN7e3vs27cPJiYmaNq0KZycnBircUpKSjAyMhJq16FDB8Z7LS0toYQg8vLyWLJkiVDb1q1bw9bWtoqOoG6hoqKCBg0asNbJy8vjzp07rEkt2FZpi4uLERcXB3l5eQwePJhRp6WlhX379uHIkSPw9fXFyJEjayyg8n//+x/jZKykpAQvLy+hCwHbjQ4b+vr66NKlC2RlZdGzZ0/OrYGD4wfCzc0NBgYGcHFxwbp162BlZYUBAwbUmpZ4ZZAmIVFMTAwiIyOxd+9eLFy4kBEDUR2INXYpitr67e9FiqIulN2qdWbfOaV9CauLrVu3AgAmTZpEGw55eXl0xpHPnz/jw4cPAIBLFy9CQy4fHRsVYO2cX1BfMR86jbXxPuk9Hj16BADo2bMnlJSU0K9fPwDA19yvsBlmAw8PD3h4eEBNTQ26urqIePEtWxsvHzqqxUDqz7HiNHXqVDx//hxJSUnw9PSEuro6XUdRFDZv3kz7GgF8f6L//e9/Qv38888/2L9/P0aMGIGpU6ciKChI5Oq4QFP5R6Jly5awtbVlZOIrTVFRkUitXbY7fXV1dXTs2BHR0dE4ePAgo47t8d+KFSvKnWO+IhgbG+P169c4duwYdu/ejfj4eFZBeCcnJ1YJttLIysoiOTkZT58+RUlJCYKDgzFkyBCRnyEHB8f3Q1RUFJYtWyZkJN6+fVvoCVdt0KhRI7Grtaqqqli3bh2rSo04rl27Bn9/f9jY2KBdu3Zo2rQpmjRpgmnTplX5irakpBKHv/2t+ggPjkqzbds2uLi4AAAUFBQYurmmpqbIy8vDly+ZaKohi3ljesC4Pt+AoCgKsnKytEHRTL8ZrauroqKCi5evgUdk8PlLPlq16wRQcgAphrqGutAcRo4cWROH+l1gZ2eH58+f48SJE1BUVMT48eNZ//kpisKUKVOkyjwniMz/npCXl0f79u1FSm3FxMRUWEe3bJCGnJwcXF1dsWLFCtp3XRKFhYVYtmwZtm/fXqE5lAdlZWU4ODigoKAAO3fuxPXr16Gvrw8XFxe0atUKAN+1ISQkBNu2bUNYWBgePnzIuOgpKSnB0dERXl5ejL6zsrJw5syZnyJKm4PjR6WkpETsdbQmFs7YEASyFxUVIS0tDQBfAmzgwIGYOHEiFBUVcfXqVTRt2hQTJ06EpqYmNm7cWK4xsrKyMHToUCEjf9++fXj48CGioqKq7njEVRJCQr/9lT7ZPUe1cejQIUyaNAkAf1VXYKxu3LgRioqK0NDQQE5ODhQVFZGSkgKqMAsdGhZCvR6F4oL/jKbTp09DQUEBhoaG0KyvjRyeEpq364nN23ZCQUUTM2bOxv79+5GU9AXtBzryG5UUI+aLGrJDE/ApB5gzjS8FYmdnV7MfQh2nbdu2WLt2bZX1Z21tDQ0NjRrx26IoSqrHT5IoKirCtGnTsHbtWlYd3apk0KBBWL9+fbk/n+PHj9eIsStg3LhxDH/hY8eOISQkBMbGxgD42ZME8zlw4AD+/PNPJCUloXPnzvDx8cGtW7dY+5XGN46Dg6PuEhAQgFevXomsF8iI1jS2trZCur4pKSmYOHEiBg0aBADo27cvo75///7lMs7z8/NFXnOio6Px5MkTdOvWrZwzZ0eSG8Opb38jKIp6XnaT0HYfRVFpFEW9KFVWn6Ko6xRFxXz7y64nwSHE1q1bcfgwf6H9wIEDSE9PB4/HQ69evXD16lUA/BU1AwMDDBk8ECoF79FFF9BvogVNTU18+fIFRcV845gQ4HO+LJZvPoJNh+8jpbA+PubJ41N2IUoIhcePHyM3NxeFhYX4+++/ce/ePUBGDrnFcmjZtT9epsnAfsF2oH5bQEF4tZej6lBXV8f58+fRunXrah/LwMCgyvpydnaudkMXAMLDw8UauqL8gmvSSHz58qVQYNyXL19EyvZNmTIFiYmJyMrKQnh4OMzNzeHg4CDkwqGhocHdbHJwfOfURubF0u52bAhcCtgQN99///2XtZ2CggJrYLYk6bCq1EiXpMYw/9vf4eBLkJXdxHEAQFkHteUAbhJCWgK4+e09hwS2bt2K7du30zq36enp+Ouvv9C7d2+MHDmSIWavSHJRvzAW+g3kUa9ePWhoaKBRo0bIyspCQUERPhcp4ekHBUSmyWD2olWYPccJABAbG0v3YWBgQK8a9+rVi757mzx5Mnr37s33L5WRBVQaA427Ao261tRH8VNiaWmJqKgopKSkCElSlU1IwYY0Eav169dHampqhecoCTZDunXr1ti+fTuWLFmCf/75B3/99Ve5+xWVdGPw4MHYvHkzbt26xWrYTp06tdxjVRRR+phsKZUFyMjIQE1NDQB/9cPQ0BCXLl2CqakpFBQU0Lt3bwQEBKB+/frVMmcODo6agS2RQnVjbGwMJSUlkfXjxo3DwIEDWesEMT1sNG3aFElJSbhy5Qo2b96MmJgYpKamIisrC+fOnWPcsOvq6mL8+PFi5zl8+HDxB1IeCCHVtgEwAPCi1PtXAHS+vdYB8EqafkxNTcn3xsyZM6u0Pw8PDzJw4EBCCCGbN2+myxs1akS8vb1J3759yC/9TMidw2sISbxNVjtakqUO3cliezNCEm8Ta7NmZPPG9cTExIQ0b96ctGnThmzYsIEQQsisWbPI9u3bSfPmzYm3tzdZu3YtsbKyIrq6ulLPD0AIEfMdKisrV9EnwfHs2TOyY8cOcu3aNRIUFES0tbUJAAKAGBkZEUNDQ/q9lpYWCQ4OJrNnz6bLamOrV68e472Kigq5e/cu47jy8/NJx44dKz2Wmpoayc7Opvvdt28fUVJSIgCIjIwMGTVqVI1+X1lZWURNTU1onv/++6/Ydnfv3qU/jxYtWpDTp09X+dyi3xfW2MbBUZcA8JXUEdvD1dWVUBRVo+dkBQUFsfXTp08nU6dOpd/LyMiQdevWkYiICBIcHEx4PF65jzMlJYW4ubmRVatWkeTkZJKbm0vGjBnDOr6jo6NUfUqyPQSbJDeGbIqiskRt4tqKoDEhJAUAvv1tJGH/H4q9e/dWqN2DBw9oaTFBNqgtW7bQr7e6u2F492bQ1+Q7s2/ctJFObpCclgk06oJM2aZI/pBBp7BVVFSEm5sb3NzcAPAfO9erV48R/c8mh1WW8jqkc1Sejh07Yu7cubC2toa5uTkSEhJw7tw5BAQE4PXr17Czs6NXPAsLC/HixQt4enrCzMysyubQqFEjbN26Ff3795dq//z8fMZ7CwsLIX8vRUVFqfy9xKVQVldXx8GDBxkr3lOnTsWnT5/w/PlzZGZmws/PT6o5VxVqamo4fPgwLa1DURQmTJgAR0dHkW0+ffoEGxsbWnQ9NjYW9vb25coFz8HB8X2wdu1avHnzBvb29jU2piRf4AMHDmDz5s2IiIjAyZMnERYWhhs3bsDExATm5uYwNjZm1ZYXh4eHB/744w+sX78eLVu2xNGjR3Hq1CkkJSXhwYMH+OuvvzB9+nQEBARU2F4SBUWkCEihKGodgFTw1Rko8JNJqBFC3CS0MwBwiRDS4dv7TEKIZqn6z4QQVr9diqJmAJgBAPr6+qYJCQnSHE+dYdasWdi5cyejrHfv3njw4EGF+xw0aBCGDRsGHo+HxYsXAwCm/DYKvA/PcPgAX57k6NGjuHjxIho0aID0AiW8Si2EoVELZGRkQE9PDwBfOzcoKAjR0dGgKApjx46Fj48P2rRpg+joaNy5cwfr16/HzZs3Jc6pfv36Av3eUEIIw5oq/R0qKCiYFhQUVPjYOaTj2rVrGDp0KKNMVlYWb9++hbq6Otzd3REYGIiwsLAKB70pKirSxuvy5cuxadOmcvchIyOD7OxsVp+tjh07IiIiQmTboUOH0n7qpVm0aBHWrFkjlWtHbfD161c8efIEzZo1o1NIi2Lfvn2YNm2aUPmqVauwbt26KpvTqyR2ibfqoLWufI2NxcEhCYqicgkhKizltWp73LlzB3///Tfy8vJgZGSEQ4cO1ej4pXnz5g19rnJycoK3tzejvmvXrggNDZWqr4CAAFhbWzPKZGVlERcXB319/QrPkc32YEOSz64Aa0KINyEkmxCSRQjxATCqAvP6QFGUzrcJ6oCffpgVQsi/hBAzQohZ2YxD3yOCu5TevXtX6I5F8IPftm3bf6tkeZ+g+CUKCrL8GxY/Pz+MHz8ehTwg7H0JilT0QUDh7Nmz+P3333H06FEAgLu7OwBg6dKlrKn2xPnklEbSqm7p71CSQzxH1XDt2jWhMh6Ph+vXr0NDQwPr1q3DrVu3hAzi8mBqakq//vfff1n3kRQAVq9ePZw+fRoLFy7E/v37GSu/e/bsEetPJirwbciQIXXW0AWAjIwMnD9/Hk5OTli3bh2yskQ/HJOXZzcMRZVzcHBUDbVte/Tr1w8BAQG4f/8+du/eLTGYrLpo374946ac7doSFhYmlNFSFGwLFIJrU00grbHLoyhqPEVRshRFyVAUNR6AcBJ6yVwAMPnb68kAzlegj+8SwSrNgwcPWFdsJFFcXEwLyKuoqMDl9zGYNcYCMtR/hu7p06dx1O8y1FtZgaqnxbhbmjhxIgAgOTmZLlu+fDmWLl1Kv2/fvj392tDQUOKcygZLcdQ+oiJoy5a7uroykmJIi4KCAjZv3gyAb3SyJW2gKAq3bt3C9OnTMWrUKNZgsIYNG2LSpEnw8PCAo6MjrKys6Mdq3bt3R3p6OkaNYr+f7ty5s1DQXa9evTBgwACxcyeEICYmBpmZmVIda1Xy8eNHmJubY+vWrfD398fq1asxYMAAlJSUsO7/66+/CqUVVlJSwoQJEwAAgYGB+O233zB8+HAcPHiwSiTjODg46gYlJSWIiYlBbm4u5s6dK3U7GRkZofOGAGVlZWhqaopciOjXrx9d16pVKxw/fpxRz3ZtUVNTowNpJSEqUFrUNauqkdbY/Q3AWAAfvm1jvpWJhKKo4wCCALSmKOo9RVHTAGwEMIiiqBgAg769/2kQ56NXlrIuEPv370eDBg0wf/58aMl+wac3wRg8aBD9Q5OXl8fgUdMw3sUNBw4dA8BXcejUqROjn5SUFMZctm7dChsbGwCAiYkJvR9b6ls2ShvLHLXP1KlToaOjwygzMzMTSqPbtm1bvHr1Chs3boSjo6NQRLCioiJr//3790evXr0AgPYjL4u2tjb69euHf//9F35+flizZg169uwJRUVFqKmpwdbWFmUfDQYFBcHX15d+r6ysjJMnT9KJF0pjbW2NR48eYenSpRgxYgQ2bdoEf39/savJQUFBaNmyJVq1aoUmTZpg0aJFNWogHjhwgHGjCQAhISEICAhg3V9NTQ23bt3CkCFDoKWlBQsLC/j7+8PQ0BD+/v7o168fjh8/jsuXL2PKlClYuXJlhecWExOD/fv3w8/Pr0b0nDk4OETz8OFDxrmKoij8/fff6NixI7p27Qo7OzuRSgnt2rUTeV7Ozc1FZGQkZs6cKVTXuHFjTJ8+nX7qFB4ezrAHAP7iliBplYAFCxawZrVkY8qUKULXJlNTUyHXhmpDmii22trAlzf719jYWKqovLrChQsXKq3G0KVLF0IIIXv37iUWFhbEwsKCWFpaEvL5DSGJt8kESz1CEm+T9TMGkKmDjAjJes9ov3v3bkIIIf/88w+jvHXr1oz3hoaG9OvVq1fTr8tGyksCIiIiBd+hoqJiufrjYCcpKYl8/fpV7D4JCQlk/vz5ZPDgwWTNmjUkMzNTYr+FhYVk+/btZMiQIcTR0ZHcvn2bNVpXoOAh8BbQZAAAIABJREFUoH///kL7uLm50fUFBQXEyMhIqijgP/74Q2hev/32m9B+4iKkeTweSUtLY0QKFxQUkCZNmgj1c/DgQYmfS1Xh4uLCesx79uyR2DY1NZVs2bKFrFmzhkRERLB+5srKyiQnJ6fc89rk5Ut0WvamtzbdbMiN4LgaUWMIDw8n1tbWpEGDBsTKyooEBweXe/4cHBUFYtQYasv2KCgoII0bNxb6/27atCnjXLF69WrW84mtrS2ZO3euSIWFNWvWkIKCAmJgYCBWicHExIR8+fJFaH53794l48aNI8OHDyeHDx8mhPAVFkqr34gjMTGRuLi4lOvaJAlRtkfZTVqjsx4AJwDeAPYJNmnaVsX2M0mP+fj4kC5dupAuXboQHx8futzCojdZPO0XQhJvE5J4m5ze6kxI4m2ydvpA0qdbO5H9VdTYLS+SfnCc9FjlCAsLIyYmJgQAUVVVJatWrar2MT08PBhyOGZmZiQrK4uxT0pKCrGxsSEyMjJETU2NLF26lGFonjt3TmopnIsXLwrNQV9fn3Xf9PR0oX19fX1Js2bNCABiYGBAzp07Rwjhn6DZ+vjll1+q+BMTzbVr14TGl5WVJYmJiWLbPXv2jGhqajLkf9gMdwDEy8urXBePr1+/EuPOgxnGrk7L3mSy09pqN3YzMjJI/fr1GfNXU1MjSUlJFfp8OTjKizhjl9SS7XH79m2x58gTJ04QQgixtLQUuWCQm5vLajADIGPGjCF79+6V6nzs7u4udq7R0dGkW7duBOBLSy5YsKBCcmSVRVpjV1o3hsMAmgCwBnAXgB6AbCnbcpSDWbNmISwsjH4tCCZrppKP+Bf/KTk0aNAAM2bNwdnAOHwpkMPp06elHsPFxYXxfuvWrVUwc47qori4GCNGjKAVCnJycrB+/Xohn6qqxsXFBa9evYK3tzcuXbqE4OBgIf+sJk2a4NKlS8jJyUFGRgY2bdrEeNQVGBjI2nfZR2T29vYYNmyY0H7NmjUTKtPU1BSaR0xMDBwcHOhEDfHx8RgzZgwSEhKgpcWeqFFSQobr16+je/fuUFdXx5AhQ/Dy5Uux+4vD2toaS5YsoYNNlJWV4ePjw3p8pXF1dWX4GJeUlIgMbHNyckLz5s1FfuZleffuHS1RWJq4uDip2lcGX19fOkmOgOzs7Gr/TXNw1GVEnasECAKCRcmGjRkzBkpKSrTdUBZfX1+pY4YEsoeisLOzw5MnTwDwpSU9PDzg4+PDuu+DBw8wfPhwmJiYwMXFhTXWo7qR1tg1JoSsAv9O6CAAGwAmEtpwVAEeHh5AZiwmjLRilFv2H4h/zz6Cgpo2Zs2ahVGjRmHTpk3YtGkT9u3bR+9nbm4OAPD396flyuTk5LB48WL6fVnjl6NuERQUxJqFq7SPa3XRsmVLzJ49GzY2NmL1bZWUlISihgMCAmgt6LLs3LkTISEh8PHxwYMHD3DixAkhfzAAWLFihVD50qVLhVJPnj59WshXraioCGfPnoWJiYlQ8Jq8vDycnJxEHs+rV68wfPhwPHnyBNnZ2fD398eAAQOQm5srso0k3NzckJiYiDt37iA5ORnTp0+X2IZNgi03N5efxZCFL1++YM6cOVLNx8DAgNb+LU3rNm2kal8ZRF2sOXlCjp+ZTp06idUuF/x/jBkzRqiuS5cu6Ny5M2O/ytCtWzeRdS9fvmTV/Ga7Jj179gxWVla4fPkyXrx4gW3btrEubFQ30hq7AjHGTIqiOgDQAD87Gkc1MWPGDACAnnoxkP2O/nGcPHUSkFEAGnUGFNRgbGxMJ4Jo2LAhLl++jAMHDtAGb8+ePQHwV5YEhsegQYMYSSk46jaiol2ljYIVRUpKCjZs2IAlS5ZIvRpYHnbs2MFa/vfff6NXr14wNTXFrFmz6IA3NmxsbHDv3j1MnDgRo0aNgq+vL1asWCG0n6gc64Lys2fPYvny5ejcuTNsbW1x69YthoRaWQ4dOiRkkH348AGXLl0S2UYadHR0YGlpyWpkssF2wdHX18e9e/fw8uVL1tXpiIgIsbJmAhQVFTF3rjPjZqJx48aY9E25pTqxs7MTCmyRl5fH2LFjq31sDo66zLlz57Bs2TLWc5ogve68efMwf/58+n+oV69eDENTnKFaGi0tLfTq1QutW7dmlPfu3VtsQH15rkk7d+4UOpcGBwfj8ePHUs2xypDG1wHA7wC0APQFEAe+Pu5MadpWZsN3GqBGSMV9du/du0c2bNhANmzYQDw3LCeje2iTjU5DyNxfO5DRPbTJxV3LCSn8L0Dpt99+E+pj7969ZPv27az9l/XZ9fDwoF9Xh88uuAC1KsHCwkLI3zMoKKjC/UVFRQn5TJZOQ10eCgoKSGGhcABSnz59WH3BXr58WeF5iyItLY1oaWkxxtHW1iYZGRnl6ufz589kw4YNpE2bNqxzP3r0aJXPXRyvX78mOjo69PgKCgrk/PnzdH3fvn2F5qirqyu171z0+0JyJySR/L39BNlx4Ap5+iarxtIFBwQEkLZt2xIAxNjYmHFcHBzVDepggFpp3r17R4YMGUIoiiIaGhpk1apVpKSkhLFPTk4OSUtLY22vqqoq0S+39LkF3wJdx4wZQ96/f8/aZ2lGjBjBaEtRFLl69arQfg4ODqxj+/v7M/b7+vVrhXx+RdkeZTdpDE4ZAGOl6ay6tp8pQI0mJ4WQxNtkdA9tOijt+BYnQgqYUY9+fn6szcsatQJmzZolcshbt25VeLqSfnBcgFrlyMjIIM7OzqRly5bEysqKBAQEVKq/iRMnCp18VFVVpY6qJYSQzMxMMm7cOCInJ0eUlJTI7NmzSX5+Pl2/detWoTHatm1bqXmL49mzZ8TW1pY0a9aM/Prrr+TFixflav/161fSrl07kRcGLS0t1gjl6iY7O5scOHCAeHp6Cl2E7t69S+rVq8e44JRHZaK6DFtpjF0BktRFODiqA3HGLqlDtkdeXh4pLi4udzs3Nzexhq44Y1hXV5ekpqaK7T8nJ4csWbKEtG7dmvTp04cOCC6Ln5+fUP8NGzYkeXl5hBD+ebtHjx4EAGnSpAnx9vYu13FWmbHL7wv3pNmvura68IMrL+U1dksrL5C8DEIS7xCSeJtsX2JHruxaSsi7e4TkS3eh3b59u0hj19fXt1zzkhbO2P2+MDU1rfSq67hx44TaL1u2jK4vLi4ms2fPpqXGOnXqVC2ruhWBx+ORU6dOkZkzZ5KNGzeS9PR0sm/fPpEn/27dutVZaaxXr16RP/74gyxcuJA8fvy4XG3rgrHLwVEbfC/GbkXh8XhkxYoVRENDg8jJyZGxY8eSM2fOEGdnZ7Ju3Tri6uoq1hheu3Yt3dfTp0/JokWLyMKFC0l4eHi557Jq1SqirKxMAJAWLVqQwMBAQgj/qaCurq7Q2OVZzKlqY3cVgMUAmgGoL9ikaVsV2/f4gyuPsevj40M6d+7MN3gLc0iQ32Z6NZck3ibOIzuR54/Lp3vLGbsc4mDTYpSTkyMyMjKkS5cu5MaNG2LbFxQUEDk5OdYVgdJs2LCBNGzYkCgqKpLffvuNVTJMWvLz88nx48fJpk2bSGhoaIX7IYSQyZMnM+atr68vUgu3tG7wjwZn7HL8rPxoxu7Zs2dJu3btiKysLLG0tCTPnj0jhBBSUlLCujIcFBQk1tiVkZEhurq6ZNq0aURWVpYul5WVJWfOnCn3/LKzs0lcXBzDFcPf35917MmTJ0vdr7TGrrQBao7g6+zeAxD6bQuRsi2HBGbNmoXCwkLM+n0q8PE5Qp4E03VXr17F08QCOC9xxf79+2txlhw/EitXrhQKSiguLkZJSQnCw8MxfPhwxMfHi2xPURTk5eWFyktnXtu5cydWrFiBjx8/oqCgAMeOHaPT3ZaXzMxMdOvWDQ4ODli2bBlMTU2xbt26CvUVFRWFgwcPMsoSExOFpLAEDBo0qELjcHBwcNQEz549w+jRoxEZGQkej4e7d+9i0KBByM3NBUVRrEo6JSUlrOfw0vVJSUnYu3cveDweXc7j8SqUsVFVVRWGhoaMTJdlVXUEiMrgWRmkMnYJIYYsm3T5ZH9S2rZti2XLlglt169fZ92fV1yIoEv/AjymZMjQcXMRm5IFR0dHTJ06VerxxckqcXA0adIEEREROHv2LKsBmp+fjxMnTohsLy8vz/p7FKiIAPwUuWW5du0aUlNTyz1fLy8vIRmu9evXIykpqdx9vX79mrW8sLAQLi4u9MlYRkYGrq6utJwPBwcHR13k8OHDDIMUANLS0nDlyhWRbZYsWYKioiKR9eJ49epVhdqVpW/fvmjbti2jTFZWVmot4PIgJ3mX2oOiKFsAtsbGxrU9lXIzf/58+vX169fFrw4RghaahQgNvovQ4LsAAE8vT3zhqeJ9jlKFxnd2dq5Qu6pG8B1Wx50aBzvPnz/HkydP0KlTJ5iZmYncT15eHr/++itSU1Nx5MgRofrSd+BseHh4QE1NDUePHoWCggJmzJiBpUuXim1DUZTEftkIDQ0VKisuLsbz58+hq6tbrr569OgBeXl5oRN9nz59MGfOHDg5OeHFixfo0qULmjdvXu65cnBwfN98z7ZHacSda9nOqRRFCVxXxdKnT59KzUuAjIwM/P39sWTJEty8eROGhoZYtWoVunfvXiX9l4aS5sBqGzMzMxIS8gN7TXx5iwkj+qBZs2bYsGEDPL08MXfRakC7A0BR0NXVha2tLXbu3Fnpofz8/DB69OgqmDQTiqJCCSEiLSsVFRXClq2Jo2pxdnaGp6cn/X7SpEk4cOCA2JNeeno6jIyMkJ39X1LEevXqITo6Wmpjr6SkRCj5w65duzBr1ixG2dChQ8WuNgDAlStXcOPGDejr62Py5MnQ0tLC+vXr4erqythPVlYW8fHx0NPTk2qOpdmxYwcWLFhAr4YMGjQIFy5cENJ+/dF5lVSxlZ2K0FpX9CNTDo6ahqKoXEKIirh96qrt8e7dOxw8eBBZWVkYPXo05OXl0b17d0ZincaNG+Pt27dQUmJfMDM3N8ejR48YZV26dIGqqiru37/PKNfQ0MCXL1/ofv39/dGpU6cqPqqKIcn2ECCtzy5HdZH7EchKAMAXiweAlPRsoEE74JuBsnDhQgQHB4vsgoMD4At1lzZ0AX5yhICAALHttLW14e/vj549e0JeXh6mpqa4fPmyVIZudHQ0rKysICsrC319fUb2vpkzZ2LTpk1o2rQplJWVMWHCBNYV5NLMmzcPNjY28PDwwIIFC9C1a1ekpaXByclJ6HHX8uXLK2ToAvybgri4OBw6dAj3799HQEDAT2focnBwfH+Eh4ejffv2WLVqFTZv3owePXrA1NQUnTp1QqtWrSAvLw8rKytcv35dpKEL8DM6lk5coaSkhC1btsDPzw/29vaoV68emjVrhm3btiElJQWnT5+Gn58f3r59W2cM3fIg9couRVG6AJqjlOsDIeReNc2LQV29u6o0RV+BD2EA4eH06dNIS0vDbKd5GDr1T1wNuM3YtXPnznj69CkAvi/klClTAPBzZZf2k5QEt7L74+Lu7k6ngC7Nn3/+ifXr11f5eMXFxTA2NkZCQgKj/ObNm7CyshLRSjRv375FixYthB6jCeafl5cHX19fxMfHY9CgQXR2wO+Nd+/e4X//+x9CQkLQuXNnrFy5EoaGhrUyF25ll+Nn5Xtd2f31119x/vx51rouXbogLCxM6r6SkpJw8uRJlJSUwN7eHs2aNauqaVaYZ8+eYePGjXjz5g0sLS3xxx9/sGaKFCDtyq5UPrsURW0CYA8gEoDAC5qAr87AIQW7du3CzJkz/yvgFQEfIwDC/zhHjRoFbx8fHAt4jqISWQwcOBATJ07E5MmThfoSpDLds2cPXVYeg5fjx6SsuoKANm3aVMt49+7dEzJ0Af7vsyLGbnR0NKu/mCAHu5KSEiZNmlT+idYhcnJyYGFhgcTERAB8v7krV64gMjISmpqatTw7Dg6Ouo7gfMhGeHg4IiIiYGJiIlVfurq6WLhwYVVNrdLExsbCwsICOTk5AICQkBDcuXMHT548qVCsR2mkdWP4FUBrQsgwQojtt21EpUb+ydi9e/d/bwgBPkUCvHzGPunFWvht6mwAwI0bN2hD18fHh/EX4Bu3gtzSnKHLkZubi6FDh6J///6M8u7du1fLSj4AVjkbceWSMDU1ZZWi+V5XcNnw8/OjDV0BKSkpYpUvODg4OARIOh9W9PxbXeTm5qKkpESqfXfv3k0bugJCQ0Nx717l11WlNXbjAHDPoCrIrl27GH+RFQ8UfGbupNIUWSWqAICJEycyqmbPns34W5rff/+9aifL8V1x584ddOjQASoqKmjZsiVmzJiB/fv3w8nJCbt27cKdO3eqRbMQ4EfktmrVilFGURQcHR2F9n3w4AFmzZoFJycnPHnyhLW/Ro0awc3NjXEH37NnT9bf/fdKeno6a/mnT59qeCYcHBzfIytXrkSDBg1Y68zNzdGuXbsanhE7ERER6NmzJ1RUVKCrq8tYrBOFqPOjqPLyINZnl6KoHeC7K+gC6ATgJgBaCJYQMq/SMxA3uf/kP6bHxMRU51DVjpmZGUJCQoC8DCD9ObNSQQNo1AmLlyzFli1bWNsLfHYvX74Md3d33Lp1q0LzqGmf3VLSY9Pz8/NZWnJUlPT0dBgYGKC0L7SsrCyeP39eYye8+Ph4uLi44ObNmzAwMICrqyvGjBnD2OfIkSOYNGkS7aIgKyuL06dP45dffmHtMzY2Fjdv3kTz5s0xaNAgIZWH75nXr1+jbdu2jJUOiqLw7NkzqR89ViWczy7Hz4o4n926bHsMGTIE/v7+9Hs5OTnUq1cPtra28PDwQOPGjWtxdnyKiopgZGSE9+/fM8r9/f0xePBgke0uXryIESOYTgMqKipISkqChoYGa5uqUmMIAT9b2gUA6wE8RA1mUCOEXCSEzBB1kN8T06dPB4rzgYwoZoWMAqDdHqDEfxXm5ubYunUrrl69Wo2zrHoE32Fde7TyI3Du3DmUDfrj8Xg1+kjcwMAA586dQ3Z2NiIiIoQM3bNnz+L3339n+OLyeDysXr1aZJ8tWrTAjBkzYG1tLZWhm52djQ8fPlT8IKqJ9PR0ZGZmMspatWqF3bt30/656urq8Pb2rhVDl4ODg526anvcv3+fYegC/EDhtWvX4tixY2IN3a9fvyIlJYVR5uPjg27dusHMzAzbt2/H+/fvURWLUnfv3hUydAFIVOOxtbXFqlWraGUcHR0dnDp1SqShWx7EXkkIIQcJIQcBaApelyrTqvToPxEzZ0zn++mWlF5JofgSY7J8P8U3b96IbF9QUIBt27YhLS0NAHt2Ko6fi5pMtVgRLly4ADs7OxQUFAjVifutS0txcTFmz54NbW1tNGnSBL169UJcXFyl+60MCQkJcHFxgZ6eHho2bAhtbW389ttvyM3NBcBPe9y0aVPcvXsXL168QHJyspAWMQcHBwcbsbGxrOWlz6fBwcFwdnaGi4sLnj59CkIIFi9ejIYNG6Jp06YwNTVFZGQk3NzcMGfOHISEhCA0NBTz589Hs2bNoK2tjY0bN1ZqnpW5Nq1btw4pKSl48eIFEhMTMWzYsErNRYC0zweFJQGAKVUyg5+FzDigMItZpmEI1NPEjh07AABxcXHw9vZmbS4IPGrUqBEA0NJj5aWsVinH98vIkSPRsGFDRplAz7Y2uXPnDubPnw8XFxeR+ygqKsLLy0vqwAU23N3dsXPnThQWFgIAgoKCMG7cuAr3V1kiIyPRqVMnbNu2jU5jzOPxcPz4cfz55584dOgQmjZtiqFDh6JTp07YtGkTp+3LwcEhNX379mVVJRDYB8eOHUOvXr3g6emJbdu2oVu3bpg7dy7c3d2Rl5cHAAgLC8PIkSOxbds21jG+fv2KFStWwMPDgy4rKCjAgQMH6FgQwc27KCwsLKRKA3zx4kUMGzYM/fr1g4+PD/0EUFNTE+3bt4ecXBUm+SWEiNwAOAC4CCATfFcGwXYbwA1xbatyMzU1Jd81X9MISbxNSOJtErD3D/7rtOeElJQQQghp1aoV8fLyIiYmJsTExIRuFhISQr8+ePAg8fDwICNGjCD9+/ev4QOQDIAQIuY7VFZWrsXZ/bhEREQQGxsboq2tTSwtLUlgYGCtzsfNzY2A7+cv1bZo0aIKj2VqasraZ3x8fBUekfRMnjxZ5HHq6OgQRUVFofJDhw7VylwFRL8vrLGNg6MuAeAr+Q5tj82bNxNZWVn6HDJhwgTC4/EIIYQYGhoKnWPU1NRYz0lKSkpiz81qamqEx+MRHo9H+vXrx6jr1q0byc/PFzvPd+/ekXHjxhFtbW3SrVs3cuHCBUb9yZMnhcZcvnx5uT8PSbaHYJO0svsQgDuAqG9/BdsiAEMktOUAgKI8IOMV/fb6jeuAbD2gfhuAouhVXUHaUgD06m54eDgOHTqEQ4cOAQDq169PrxhxcABAhw4dcOnSJXz8+BF37txB7969a20uOTk5WLduXbnaeHt7S1wlEIW6urpQmYyMDOLi4jB9+nT88ssv2LNnD2P12NvbGx07dkTr1q2xdu1aFBVVXYCWuEAWGRkZVneO69evV9n4HBwcPz6LFy9GfHw8fH198fz5cxw+fBgyMjI4cuQI3r59K7S/YEW3LL169RI7TnZ2NmJjY3H16lXcuXOHUffkyRP4+vqKba+np4fjx4/j48ePePz4MWxtbRn1bMH4np6eVeIzzIYkn90EAPfBvwO6W2oLI4QUi2vLAYCUABmRACnG9evXsXTZUoBQOHkjApDlRyY7OzvDzMwMwcHBMDIyAsAP0BEwadIkWkj/exfU5/ixSU5OFtJIBEA/dmPz18rLy2NtIw1z584VKhs0aBCGDRuGPXv24MKFC5g+fTrmzJkDgH8idXJyQkREBF6/fo01a9Zg0aJFFRqbjb59+4qsE+VaIkgRzsHBwSEtenp6GD16NB3Y+ueffwpJlgowNTUVcn0YMGAAJGWGU1RURKNGjRAdHc1a/+rVK9Zyafn48aNQWU5OjkjjvLJI9NklhPAA5FIUVbfCEr8HvsQDhdkA+Bdht01uSM5Thv2k6Yzdjh49ih49esDY2BizZs2CtbV1LUyWg6PiFBcXQ1tbGzo6OkJ1v//+O96/f89qnPbo0YP2Qy8vdnZ2OHnyJHr16oW2bdti5cqV0NDQEFoZ2LNnD1JTU+Hl5SXUx549e2if38qybNkydOvWjX5PURSMjY2xe/dubNy4USjQomHDhlxwGgcHR6X4+vUrw7+2NPr6+jh06BAuXLgAS0tLtG7dGs7Ozhg0aBC+fPkitl8XFxdoaGiIfFpY2aeIZSXGAL6vr5ZW9WgfSOv9mw8ggqKo6wBorSNSczq71TlM9ZD/GchmZkqCkjY+FbAHpMybNw+LFy+GgoICIw2w4HVpCSZRaWHrIqV0dmt7KhzVxMaNG+Hm5obPnz+jbdu2yMjIoB/Zt23bFuvXr0fjxo2xZs0axMTE4MKFCwAAExMTHD58mLVPHo8nVSagsWPHYuzYsfT7Pn36sPaVkpIiJNMG8AMviouLRUYPlwdNTU08evQId+/eRVpaGgYOHMjI6X7mzBns3r0bt27dQosWLeDs7Aw9Pb1Kj8vBwVG1fE+2R0ZGBqsrmJ6eHmJiYqCgoIBWrVrBxMQE06ZNw44dO0SqIvTs2RN6enqws7Ojg33Nzc0xb948bN++nd5v8uTJlV6U++uvvxAbG4vLly8DADp16lStKlPSGruXv201CiHkIoCLZmZm0yXuXJfgFQGfohAUFPRfaj9ZRUBLvJEaGRnJ8GPZs2cPnSFN4LcLQKpMJHUFwXeooqLyfX2HHFJx8uRJrFixgn4fFRUFIyMjuLq6QltbG9bW1nREraqqKs6fP4/ExER8/fqVVRnE19cXK1asQGxsLHr06AFPT0+YmUnUC6extrZGYGAgo0xJSQkrV65Eu3bt8O7dO0adra0tlJWVy3PIYqEoCv369WOtU1RUxNy5c1lXuDk4OOoONW17fP78GR4eHnj06BHat2+PRYsWQVdXV6q2zZo1Q7t27RAZGckoHz16NOMmftSoUQgNDQUA1vgBeXl5HD9+HM2bNxeq27ZtG37//XeEhISgY8eOMDU1Lc/hsaKsrIz27dvj3r17yM/PR/v27UVmhqsKpDJ2CV9Xl0NaMqKBkkI8fvz4P2O3fltAVh7jx48X2UyUbwwAdOzYkbXc39+fc3vgqDWOHz8uVBYXF4e2bduie/furG309fVx//59DB06FAkJCRgwYADWrFmDxMREjBs3jg4oe/ToEYYMGYL4+Hioqqoy+njx4gU+f/4Mc3NzyMv/l5lr0aJFCAoKwpUrV+iyvLw8OhlLu3btEBMTg+LiYtjY2DCeonBwcHDUNEVFRejXrx+eP+dnVg0ICKCDz6R5pJ+fn4958+bB1dWV1uFXUlLChw8fkJCQgObNmyMmJoY2dEujqKiIgoICGBgYwMPDg9XQFWBiYlKlyW82bdoENzc3+v2xY8dQUFAAPz+/KhujNFIZuxRFtQSwAUA7APRzeEKIUbXM6nsmOwnIL5PnXr05UI+fMYktUMXb21uk3+C+ffvg6OiIzp07s9YHBARwxi5HrSFKJ1acfuzTp08xcOBA+jcfFRWFgIAAaGhoCOnufvr0CVeuXMHYsWORnp6OsLAw/P3337h79y4Afoads2fPokePHgD4J/nLly8jMjIS06ZNQ3BwMKO/2NhYvH37FqqqqlWSlacuUlhYiDNnziAyMhI9e/bEkCFDWLU5OTg4ap/Lly/Thq6A9+/f4/Dhw5g3T7Sn6K1bt7Bv3z5GJk1ZWVnweDzk5eXh+PHjePDgAaKjo0W6LfTt2xdHjx5FgwYNxGarfPPmDY4dOwYAcHBwQMuWLct7mEKUflot4OzZs8jOzoaamprYtkVFRQgJCSlXamRpk0rsB+ADoBhAfwCJj361AAAgAElEQVSHALA72/3MFOYAX2IRFBRECzZv9PDB3JVbaL+Usnh7e8PHx0dkZpT9+/dX23Q5OCrLjBkzhAypnj17inwSAQC7du0Surl7/fo1njx5IrLNxo0boaenB2tra9rQBYCUlBRMmDCBkY4Y4K/gsj2qKygoQF5e3g9r6BYUFKB///5wcHDA+vXrMWzYsFpPMsLBwSGa5OTkcpUDwPz58zFgwAAcPXqUEYtQWsIUABITE3H+/Hno6+tj6NChQv3Mnj0bDRs2FGvoXr9+He3bt8fq1auxevVqdOjQAdeuXZN0WBJhi8koKSnBwYPiHQnu3bsHfX199OrVi6FcJQlpjV0lQshNABQhJIEQsgaAldSj/AyU8PjpgEkJevbsifnz54NHKCx3OwhPTy/Y2NgwdhcYvwJZpOzsbLRp04axz+PHjwHwV3cFlPbjuXnzZrUcCgeHtFhZWcHX1xdmZmZo2rQpHB0dcf78ebFtJEUBl+XmzZtYsWIFq/EK8Fcd2G4WhwwRlgJXVVVFYGAgzp8/j969e8PQ0BCzZ89GRkZGueZUVzl27BgePnwoVFZ2hZuDg6P2OHnyJBwcHODk5AQDAwPWJy9sxinAXxgQ6PNLg+B8e/z4ccyZMwfa2tpQVVVFgwYN4Ofnh8TERLHtly9fzlicKCwsxLJly6QeXxRls6kJcHZ2xq1bt1jriouL4eDggNTU1HKPJ7UaA0VRMgBiKIqaCyAJQMX0gn4gGAFombFAMTMiMq1IE5Bjf5x79epVFBYW4vz587RcU6NGjbBu3Tq8ePGCsW9pf8VmzZrhzz//ZNTPmDED9vb2GDBgQGUPiYOj3IwaNQqjRo2Sev/Ro0ez+vqK4uzZs2LrFRUVhdImA8DKlSsRHh7OWIXIycnB1KlTGfvt3LkTFy9exNixYzF+/PgqCb6oLZ49eyay3NzcvIZnw8HBUZbly5dj06ZN9Pt9+/ZhyZIl2LFjB/Ly8iAvL4/ly5fD0tKStf3z58+FnmSJQk5Ojpb40tDQwLx587Bv3z7k5+cjJycHx44dw6NHjxAVFcWIfShNWXtEVFl5WbBgAV6+fMlYzBNw+PBhWFkJr6c+e/ZM7Iq3OKRd2XUBoAxgHgBTABMATK7QiD8Q9GpJ3ifga5kvQLkJckqEo7xLZx0ZOXIkOnfujICAAAB8XxhXV1dYWlri1KlTOHXqFKZOnYqxY8fiypUr9GpwZmYmZGVloaysjLi4OHz8+BGenp44ceJE9RwoR53Dx8cHZmZm6NKlCzw8PKQ++dUF7OzssGbNGqGgM1GI8/8FACcnJ1a3BBUVFVy9ehWjR4+WOEZSUhI8PDzQvXt3nDp1Sqp51UVK6/yWpjyKFhwcHNVDZmYmtm7dyijLz8/HmzdvkJycjHv37uHdu3diM1GampqKdDtgcw14+vQp/Xr//v1COuSxsbHw9/cXOZ4gHkJSGSEEO3bsQNeuXdG1a1fs2LFD7HWJoiiRiTBEGd6NGzcW63IhDqlaEUKeEEJyCCHvCSFTCSGjAIhPv/GzwCtipAMGAMgpAVot6ccQvr6+sLe3h729Pfz8/LBx40Z619LadaqqqvDy8oK3tzctOebo6AiAvxIscIXw9PSEtrY2+vTpAyMjI9jb2+Ps2bO0Lh7Hj82WLVswZ84chIaG4unTp1i4cCHWrFlT29MqF6tXr0ZqaioSEhKwZMkSsfvOnz8fBgYGjDJ1dXUMHz4cBw4cYE07WZrMzEyp51VSUiI2KKSuM3bsWAwcOJBRNmPGjO96tZqD40fhw4cPrO5Y8fHx0NTURJ8+fSQGXRkaGmL58uWMMk1NTUyZMgVNmzZllAse+y9atAjv379n1RoHIDZl+z///ANNTU36vYaGBmsSiw0bNmDevHkIDw9HeHg45s2bhw0bNog9lr59+wrlDZCRkaHtnrLo6emJNJAlIdbYpSgqsNTrsgFpjys04o/G51dASelgG4ovMyYjSxunLVu2xMmTJ3Hy5EmMHj0anz7x1RpKf2kWFhZ4+PAhnJycAPD9ECUh0BPljNyfCzZ/LU9Pz1qYSeVQUVGBvr4+3NzcEB4ejh07duD8+fNwcnJCo0aNYGRkBHd3dyxatAgPHz7E5MmT0bFjR8ydOxdv3rzBxYsXMXnyZIlKA2WNP0l8+PCBcUP6PSEvLw9/f39cvnwZmzdvRmBgIHbt2lXb0+Lg4ABgbGzMmiK8vOeo//3vfwgJCcHmzZtx5swZfPz4EXv27BHSEQf4Prv//PMPevTogcGDBwvVa2hosMY3CDAzM8Pbt2+xf/9+7Nu3D2/fvmVd2S29cCdAkm+xjIwM/P39MWrUKGhpaaFLly44ffq0WJerPXv2YMeOHbC2tsakSZPE9s8YS0K9SqnX7cvUVbuWDUVRthRF/VvegJaaQplkAXnpzEL15oCiOqOotKzImDFj6NdRUVH0KpKSkhJdLvAD/hGUGATfYdkoUY6Kk5WVJVSWnZ1d51wZ0tLSkJ6eLnlHAJ07d8bcuXMxYsQIeHp64sOHD4iNjcXChQtRXFyM+fPn4+DBg3j+/Dm8vb0xcuRIXLp0Saq+582bxziZq6mpwcHBAerq6iLbuLm5obi4WKr+6xoyMjIYNmwYFi9eXOmUnhwcPyPVZXvIysri0KFDjMyKFhYW+OOPP8rdl6mpKRYvXoyRI0dCTk4OYWFhdAIfNpKTkxEVFYWdO3fSMQ5t2rTBhQsXxJ4LAb6rg2DFVpRyFNt1qWxZXl4eEhISGBKTzZs3h5+fHzIyMhAWFoZff/1V7Fzk5OQwd+5cXLt2TaJyQ2kkGbvirp7VfmUlhFwkhMyokzJBxfnQQpkLuYI639iVAsEdmMDILf2jEAjdlw2kAURHaNZVBN+hNKlfOaSDzQfVzs6uzmipfvz4EdbW1mjcuDEaNWoEOzs7ZGdns+779etXREVFiVRaAIAjR44wfN1LSkrw4MED2NraCgVrsqGkpISrV6/i6dOnuHLlCpKTk3Hs2DGkpaXh4cOHrD5gnz9/FvnIj4OD48emOm0PS0tLvH//HteuXcPjx49x//79CkshpqWlISYmBgAwffp0iTfo7969w8yZM5GcnIy0tDRERUWhb9++YtsIdMy3b9+OHTt2oEePHqyJH0ov5Akofa3avHkzmjRpAgMDAxgbG4tUXKguJBm7mhRFjaQoatS313bftlEA6qAFWkMQAnyKAoVSAviUDFC/DcBicLBd6Js1awYAmDlzZrmGLithxvHz4e7uDjs7O8jIyICiKNjY2MDLy6vW5lPWKJw9ezYddEkIwdmzZ9G5c2cYGRlh5MiRiIiIAMBPQamjo4N27dpBT09PZIDlnTt3RI69ZcsWpKWl4datW7h3755QUorSdOrUCUOHDqUD4xQVFdGzZ09WHVpzc/MfVouXg4OjdlFSUoK1tbXIgFJJFBYW4rfffoOOjg5atWqF1q1bi1RiKY3gCZecnBy9uhsfH4+JEyfCyMgINjY2Qnrnq1atYuj3lpSUsC4ybNu2DSNGjABFUaAoCsOHD6czpF2/fh1Lly6lF/Xevn2LkSNHilwEqQ4kSY/dBTCi1GvbUnX3qmVG3wPZ74DCMo83NFoA8nz1hcDAQDx48IBR7erqiry8PDx//lys4L6AyZN/erELDhGoq6vj9OnTyMjIQElJCbS1tWtlHhcvXsTChQvx5s0bGBkZYfv27bC2tmaVCouLiwPAP8ndvXsXR48ehYuLC12fnp6OiRMnwsLCAnp6eoy2RkaiEzUWFBSgc+fOSElJAcB/LHft2jWxaS/LsmXLFkRHR9O61oaGhvD29saSJUtw4sQJKCkpYc6cORg+fDj+/vtvvHjxAt27d8cff/whFBDCwcHBUZ0EBQXBzs6OoTX7+vVryMjICN3sC8pkZWXh7OwstFgmSEITHx8PgH9+vnr1KsaPHw9vb2+oqanRK8elYSvT1NTE+fPn8eHDB6xevRpHjhyBrq4ufvnlF1blnaysLAQEBMDCwgL5+fnlOmdXBLEru9+UF0Ru1TqzukphDvDlLbOsXn1A7b9kDxYWFjAxMcGyZctgYmICVVVVrFu3Do0bN0ZERATtw9u1a1eRw7C5MHBwlKZ+/fq1ZujGxcVh1KhRdCBlXFwchg8fjn379on1GwP4LgLu7u5C5cXFxax+uDNnzhQygAXIy8vThi4AREdHY+HCheU5FDRs2BCPHj1CaGgoAgMDERMTA09PT2zZsgXv379HTEwMFixYgK5du2L//v148uQJvLy80LdvX7HuFxwcHBxVSVZWFoYNG8aaVKGsoSsvLw9fX1/cvHkTb9++ZVVQuHz5Mm3oCiCE4MiRI3QAfVklHIC/IJCVlQVnZ2c0b94cZmZm9JO5f//9F7t27cLXr1/B4/Fw5swZocU/AVu3boWOjg4MDAxgbm4uMcFFZZCkxjDhWzIJUfUtKIqyqPpp1VFICZARBYa7sow8oNVaaNerV6/i1q1buHbtGp3nefHixbC1taXzSj9+/BgmJibw9vZGeHg465ChoaEip1NRcWUOjsri6+uLoqIiofLZs2dLFdglyiBesmQJ1NXVMWfOHFoOp3HjxggMDET79swY2Xr16rHO4caNG9IcghBdu3ZF7969UVBQgCNHjgjVl33kFhsbi3PnzlVoLEnk5uZi9+7dmD9/Po4dO8Z6nBwcHD8XV65cESuluHbtWjg6OmLMmDFo3749xo0bhyVLluDVq1es++fk5Ijs68KFC0hNTRUZeGZvbw9PT08kJiYiNDQUDg4OuHjxIo4ePSq0f1xcnJBeuoyMDAIDA+nA6kePHmHKlCki51NZJLkxNAAQTlFUKIBQAB8B1ANgDMASQDqA5aKb/2B8eQsUlQla0WoFyCkC4P8Qr169SlexPc4dPXo0du3ahYSEBMjLy6NZs2aQl5fHs2fPGCn5BISHhwtpZJ48eRJ3796l30+bNg1jx46FtbV1uQ6HEIKcnBzk5uYiLy8P+fn5KCoqQnFxMXg8Hu17Q1EUFBQUIC8vDwUFBSgpKUFJSQnKysoSV/E4fkwUFRVZy8X5zAqQlZXFqlWrEBoaKqTWIDj5+vj4oLCwkA7W9PLywsuXLxn7GhgYICcnB+/fvxcqrww8Hk9qJQZp1SbKQ35+Pvr27cu40T1y5AguX75cZ4IQOTg4ah5R510BXl5e8Pf3R79+/eg0wWFhYRg+fDgiIyOFXMJsbGygoqLCGoxLCEFhYSFrevfMzExGZkoBO3fuZJ2jnJwc3N3daWlVgP1acfv2bWRmZjJ0fasKSW4M2wB0BXAcQEMAA769TwIwkRAyihAi7LzxI5KfyffVLUUu1ADl/9KUDhs2DDt27KC15QSGYkhICK5cuQKAv+o0Y8YMdOjQAQCgrKyMGzduQE9Pj165OnDggNip2Nvbw9LSEjo6OmjevDn27t0rtaGbk5OD+Ph4PH36FPfv30doaCiioqIQHx+P1NRUfPr0CV++fEFOTg6ys7ORlZWFL1++4OPHj0hOTkZ8fDyioqIQFhaGwMBAPHz4kCGtxlG9REZGwsnJCfb29jh27FityY2NGzdO4om3NIKbIh0dHRw+fBi9e/fGgwcPMGnSJJiamrL6dB08eJBe0WST4YuOjmacPAH+/9yqVavKcyhCqKmpwdbWVuJ+srKyGD58eKXGYuPEiRNCT3QET4o4ODh+ToKDg+Hu7i72hjctLQ0zZswQMlALCgpYU7Q3aNAAZ8+eZXWHs7CwgL6+Pn755RehOrZUvgD/idT06dOFyh0cHPD27VuWFkyUlZUlZsysKBIzqBFCeISQ64SQNYSQmYQQF0LILkJI9TlX1DVKioGMaGaZrCI+g/kDuXXrFlxdXeHq6gpFRUX67sTQ0BDDhg2j9xs8eDBUVFTQqlUrNGzYEO3bt0enTp2Ql5eHO3fuiNWOu3//PjZs2ICcnBw6OOb+/ftip5+Xl4e4uDgEBwcjJCQE8fHxyMzMlGoVThKFhYXIyMiodD8ckgkLC4OZmRm8vb1x6tQpjB8/HosWLaqVuTRp0gRnzpwRWtk3MjKio3xLc+bMGaSkpCAxMREODg4AgFatWuHgwYMICQmBlpaWUJvi4mKcP38eALuiCcAPSNu7dy86duyILl26YP369Thy5Ag6dOgAJycnpKWlVej49u7dCzs7Ozott7OzM7Zs2UK7JNWvXx9z586Fp6cn9uzZIzYDUXmJjIxkLY+KiqqyMTg4OL4fUlNTMXjwYDx48EDiAkdICHtyW0G7sLAw2NnZoUOHDpg1axZMTEzw4cMHzJs3D2pqaqAoCkOHDsXJkycB8JNF9OvXj+7H0tISBw8eRKdOnYTGcHBwwNy5c+Hh4YGWLVtCV1cXCxcuxM6dO+lzpzjMzc1Zn3BXBdwzaGn4/AbgMfNJo35bECqYUWRlZQUrKys8ffqUoUPXoEGD/7N35/Ex3P8fwF+fXOQQOSQk5EBIXCkR1VJVDXVGoqgktI7UWdqqCkUp5au0P22DqvssoqirKCXuOoPEmbjPJghBIvfn98fa6U5mdrNJ9oz38/HYh+xnZ2c+Y5OZ9858Pu83VqxYIVq2Y8eOopmRU6ZMga2tLd555x1MnjxZbVdatWqFVq1aYfbs2cIt31atWskum56ejtu3b+Px48da7SYxbTNnzsSLFy9EbXPmzMG4ceOMMlGtU6dOOHv2LKZOnYoLFy7gzTffxNdff407d+5g4MCBSExMhJubGyZOnChcKU1JSUFaWhqaNWsGGxsbYV1dunTBvHnzJNsYPHgwtm/frnYi2L179/DZZ58Jww5Ux76fP38eBw8exJkzZ0pcT93V1RUbNmxAdnY2LC0thVrtgwcPxo0bNzB16lT8/PPPwvJz5szBoUOHZK9Ql1SLFi1K1E4IKd/WrVundZoudcHw7du3ceXKFbRu3VqIHc6fP48DBw4gKSkJP//8M/7v//4PeXl5oiJXbm5uiI+Px40bN8A5R82aNQEoLmD0798fBw4cQKVKlTBixAjhqu7nn38uyrYDAP369cMPP/wg2g83NzdYW1sL84/27t2L4OBg/PPPP3B1ddXyf0c7JTsDvIqyHgBZRWY+VvICKqofU9K4cWPR8/Pnz+P8+fNCYvwxY8aITvSA4vJ9cnIy2rRpA6D4oQyaPHr0CAkJCUhMTCw20LWxsUGVKlXg5eWFunXromHDhmjcuDGaNm2Kpk2bIigoCI0bN0b9+vVRp04deHt7o0qVKrC3ty9xAEHK5ubNm5K2vLw8UTYCXYuNjUWtWrXg4uKCgQMHSm6P1a9fH6tXr8aZM2cwb948eHp64vXXX8fZs2fx6NEj3Lt3D8OHD0d2dja6deuGunXrCrfHDhz4L3uhunzT6enpaisJtm3bFrGxsRrH1yYlJSE+Pr4Ue65QsWJFIdAFAAcHB2RnZwtXPZTOnj1bpr9ZVV27dpUkaP/ss880Zm8hhJRfuqhAumDBAkRFRUkmpV28eBG7d+8GoBhuphroqvL19RUCXUBxF2///v148uQJHj58iGnTpmkcYuHt7Y19+/aha9euqFOnDvr27Yvw8HDJRPuUlBT88ssvpd1NtejKriYFucDjZHGbtT1QuaZk0T179khOqoWFhfD390dycrJwxen27dtYvXq1sMzy5cvRt29fYVjDwoUL0aZNG9GsROV430mTJmm8gpeZmYkrV65oDHAtLCyElFVOTk5lGh/DOUdWVpZBE0O/ytq2bYujR8V3E6pXr4569erpZXtLlizBZ599JjxftGgR0tLShKEFxVEtifnjjz+KMhekpqYiKioKN27cgJWVFV577TUEBQUhISFB6/7NmDFDMnlTzpEjR7B582Y4OjpiwIABwiSNS5cuYfny5Xjx4gUiIiI01mNXVXSiXHHtJWVhYYF169bhn3/+EXL6yt0yJIS8Gnr06IFx48YhO/u/O8w2Njbo3bs31q5dK7njp4667E6aMjwUpyTFd4KCgoTzx48//qg2TaSujqWqtAp2GWOfAVgK4BmARQCaABjLOd+l8x6ZkscpQKFqyh8GuNRTVEsrIiQkBCEhIcLzCRMmYOrUqQCAFStWIDAwEKtWrRIqpy1fvlwY2rBixQrUq1dPbVLlTp06YceOHaLhDcpJcIBibOP169dx7949tbcwHB0d4eHhAXd3d+iqdC9jDPb29rC3t9fJ+ohmMTExOHz4sPClytnZGcuXL9dbRgxlJgRVW7duRWpqKqpWrVqidcnN3L179y6SkpLQpEkTAMCmTZswdOhQ/Pnnn8Wur3Xr1ggKCkJwcLDaMWqAYvbyxIkThec//fQT9u3bh8zMTLRv314YHhEbG4vFixcL+a1zcnLwyy+/YNOmTXB0dMQnn3wiVB9q3ry57La0DZa19eabb+LNN9/U6ToJIbq1f/9+/PTTT3jw4AHCwsLw+eefi+4G6YKXl5dQxCcpKQmNGjXCrFmz0LZtW3z44Yfo0aOHVnNn5Obp2NjYlDiTkzaUWZ3UTWSWO78o6fpYCmg/jGEA5/wpgPegyMrQH8B3Ou9NEYyxUMbYArnUF3qXmQq8eCBuq+wL2JR8TF5gYCCWLl0KKysrJCQkYMWKFejbty/27NmDjz76CHv27BEyMSi/eS1atEj4ZVD+K/etLDs7GydPnsTdu3dlA11XV1cEBQUhKCgIHh4eOgt0taX8DHVxG+ZVV6lSJezduxenTp3Czp07cefOHdEXrNJKTU3FiRMnRFcNAMgOD+Ccl+qWmlylMQsLC1SrVk147uLiAnd3d9nhMY0bN0ZISAj8/f3x2WefCVeJf/75Zzg6OgrL2dnZwc5OUcnQ29tbctLJzMzEt99+i0mTJonGAXPOMWHCBDx//hzR0dGwt7fHF198gQMHDmDbtm3o1KmTcEUiICAAY8aMEa33vffeEybeFZWfn485c+agY8eO6N+/P86cOQNAMXM5JSWFcugSYmK0jT3279+PkJAQbNq0CYcPH0ZMTAyio6O13s69e/fw5Zdfon379vj666/VBqz5+flo3LgxEhMTkZ+fj8TERLRt2xYA0KZNG9y5cwd//fUXFi9eLDoeasPe3l52gnBRz549w4kTJ4odGpmfn48vvvgCTk5OsLe3R48ePfDo0SPZ5eS8/vrrshkdyoxzXuwDQOLLf38G0O3lz6e1ea8uHk2bNuUGlZfN+e2DnN+K/+/x70nOCwuFRY4cOcJnzZrFZ82axY8cOSJZxd9//y163rJlS962bVu+a9cuUfuhQ4f4zJkzRY/JkycLry9cuJBzzvnw4cNF7/vpp5/4F198wXv27Mnj4+MljzNnzvBnz56V7f+hBACc5Bo+Qzs7O4P1hWhv5MiR3MrKigPgrq6ufOPGjcJrs2fP5lBUUBEeISEhpdrOiRMneIUKFUTrGjBggGiZwYMHS7YHgDdu3JhPnz6dDxo0iM+dO5dnZmaK3peens6XLFnCly9fzjMyMnhmZia/evUqv379uuz6vLy8uKWlpexr0dHRsu0A+Ntvvy3a7pkzZ/icOXP47t27eWFhIS8sLOQ3b97k48eP597e3tzX15dPmTKFf/jhh6L1VKxYkX/55Zfc0dGRA+AeHh5848aNPDU1lY8aNYq//fbbfNiwYfzmzZul+r8uiUt3cg32IMSUAMjkZYw9wsPDJccJCwsLfu/evWK3/+TJE+7p6Sl6r7+/P8/NFf+tLFiwgDs7O3MA3NLSkjdv3pwnJSXJrvPZs2d8+vTpvHXr1tzV1VXtsUz1YWlpWWxf582bxx0cHDgAbmtry2fOnKl22SlTpki2ERoaKllu6tSpkuVatGjBCwoKiu2PquJiD+VD22B3KYBdAFIA2AGoBOCUNu/VxcPgwW7aWXGge3s/57mZksVmzZqldhW///4755zzQYMG8ZYtW/KgoCDeunVr2WU///xz/ssvvwi/QKtXrxZekwt2s7Ky+NKlS/nHH3/MZ8yYIQpyjx49yh88eFCy/dUBCnbNz/r16yUHGzs7O56ens4557ywsJBPmjSJOzs7c0tLS/7+++/z1NTUEm0jKyuLz5s3j3/88cd8zJgxvHfv3rxjx4587ty5PD8/X7Ss8mBatD+tWrUStQUGBvLs7GzZ7eXk5PCYmBju4eHBvby8uJOTk2Sd1tbWsgf9wMBAIQCVe9SrV0/tfu7Zs4f7+flpdXKRe1hbW/PatWuL2jw9PYXPQl8o2CWvKl0Euy1btpT9e1YXjKqaOXOm7HvXrFkjLPPPP//ILuPq6sozMjJE68vMzOSvvfZaiY89NjY2vFDlQl5Rly9f5owxyfuOHTsmu7y/v79kWcYYf/LkiWi5/Px8HhMTwx0dHbm1tTWPiorijx8/Lvb/jXPOt27dygcPHswnTpyodbCr7WC/aACNAVzjnGcxxlyhGMpQ/jy/D2QXuZXgWBOwtivRajZu3IiHDx/ixIkTGDRoEObMmSNMBvvzzz9x9+5deHp6IiMjA6dPn0bdunUBKCpH/fbbb5Jboh07dgSgqNh06dIl+Pr64vDhw3j99deFZby8vFCzZk3KkkC0sm3bNklbVlYW4uPj8f7774Mxhm+++QaTJk1CYWGh7BCYv/76C1u3boW7uzuio6NRvXp14bX8/HyEhITgn3/+EdqaNWuGQ4cOSbKRAJBts7S0lOSRTkxMRKdOnfD3339LZv+OGjUKc+bMEbVZW1sLQwWqVasmW1fexsYGv/zyC8LDwyWvKXXt2lW2/cmTJwgPDy/TRM28vDxcvXpV1Hbv3j389ttvGD58eKnXSwjRn9DQUBw+fFjUVrt2bUlpcznKDAhF7dq1CxEREQAgm44RUGRcWrRoEZ4+fYpHjx4hPDwcN27cwNmzZ0u4B4pc+Y0bN8b27dtFx2+l7du3yw6R/PPPP0Xxh5K643jR84elpSVmzJiB7777Tu35Rc7YsWMxY8YMrZZVpW1U9BYABwCBjLG3ATQAoPt6bnOMIUIAACAASURBVMaWnw08uSJus6kMVKpRqtUNGTIEwH9JnrOzs9GjRw9s374dZ8+exfHjx3Ho0CEAihLAycnJsLKywuPHj7Fy5UoAECbv2NjY4Pr16zh37pxkrIutrS2aNGmC2rVrU6BLtKY6XlZV0clnjDHZA9HEiRPRoUMHzJ07F5MmTUJgYCCSk//LXrJlyxZRoAsAJ06cwMaNG2W3KzdOy8/PT3bZvXv3Cqn8lAoLC7FkyRLJsu7u7li9ejW2bdumNqXNiBEj0LJlSwwaNEj29bCwMLWV2Xbu3Kkx0C1Lid/U1NRSv5cQol8jR45E7969hfNu7dq1sW7dOq3+5j08PGTba9T4L95ISVFfoHbChAmYPHky5syZg7Zt22osRlWcxMREtZkR1J0n1LXLBcABAQFqc5CrO7/IefDgAWbNmqXVskVpGxmNVnl8DWArgG9KtUVTxTmQfhngKpNvmCXgEgBoebJav349oqKiEBUVJTwfNGgQevToISzTrl07zJ07F+np6ZgyZYrwza1Xr16oW7eucMJftWoVvvrqK6xfvx5jx45FXFwcxo8fL5mk5u7ujuDg4BKl/yDl1/HjxxEaGoqAgAAMHDhQYw7ewYMHS35vWrZsiZYtWxa7nfT0dMycOVPSpvqNWzXwVaWuffz48aJcskFBQRozffz111/Cz8ePH8fcuXNlJ3sVFBQgMjISnTt3RufOnUW5IgHFl0Vlnt8pU6Zg8uTJ8PHxgbe3N4YOHYpr165h06ZNavtSXCGJsLAwuLu7C887deqk9d+rauEZQohpsbGxwapVq3D79m0kJSUhJSVF63zYQ4cOlbQxxtC3b1/hufKOr5yi6caOHz+uZa/lqR5PVYWHh6NOnTqitho1aghxTlFyacOuX78uTIA+f/48PvjgAwQEBKBPnz6SO1qa3Lhxo9QTerUaxsA5FxWKZ4x5AZipZnHz9PwekFNklmHlWoC1fIJlQJoeo0ePHkJgGxUVhSNHjgBQnNzd3Nzw9OlTXLlyBcHBwQCA+fPnC9/ubt68idDQUOGKbkZGBhISEhAREYHGjRvj+++/F111YoyhQ4cOqF+/ftn2m5QbV65cQZs2bYTStZcvX8ahQ4eQlJQkm57M19cX//zzD3744QdcvXoVbdq0UfvtPjMzEzExMYiLi4OdnR3CwsJkq5pdvnxZ+FldZb+3335btn3s2LGiPLsJCQlqrx4AiiuqX331Fe7fv6/xqkafPn2En21sbLB3715MmDABBw4cQEBAACZNmiQczC0tLYWS39pq37496tSpI7kKo8yD2b17d7Rr1w7Ozs5o1qwZ/Pz8cP78eUydOhVbtmyRLTVcsWJFfPPNN3pJwUMI0S1PT0/ZjDOavPHGG/juu+8wefJkvHjxAg4ODpg1axZq164tLDNw4ECtr9jm5OSgQYMGomAzPDwc169f12p4gzItalFWVlbo2LEj7t69i7y8PAQGBmLdunVqv7DL3Y3KzMxEZmYmnj17hrffflvIOnH58mXEx8fj8uXLWlWfbNiwIZydnUtXFVabgb1FHwAYgKTSvLc0D71PUMvN4vz2AfGktNQzouwLJRUZGSn8PHLkSM4557/++ivnnPOwsDAeERHBOed8wIAB/P333xctX79+fb5ixQqenZ3Njx07xuPj4/kPP/wgTEI7dOiQZLC3sYEmqBnd2LFjZScg7Nixo8zr7t27t2S9FStWlLR9+umnovd9+umnoteHDh2qdhtyk8NsbGxKNeHLysqK29ra8mHDhkkms82fP1+YBd2iRQuemJiotk95eXl87969/PDhwxoncdy+fZv369eP165dm3fs2JEfOHCAZ2Rk8DZt2ogmaUyfPl30vjlz5kj63qRJE71PTFMqOons8Nn7fPTkeTxy4Hg+fc46nng9kyaokXIJOpigVhIXLlzgI0aM4JGRkXzt2rVCe3p6Oj9x4oTa7EnNmzcv8fEvICCAnz9/XljHli1beOXKldUuzxgT9UnVmDFjJMuPGjVK7X6OGDFCsvwbb7zBOef8xx9/lN3+smXLtP5/XLduXdHMPlpNUNNqGANjbDZjLPblYw6AgwBKPhLaFHEOpF+SGb7gr/XwBTnvv/++8PN7770HALh27RqGDRsGAPD398c333wjGvi9Zs0ahIWFAVCMPzx9+rRw1UdZKcrOzg5BQUE0bIFIPH36VLa9rHmqnz9/LimPC8gnKC9aiefnn3/G+fPnsXLlSiQlJWksAyl39dne3h4RERElHvf65Zdf4tmzZ5g7d64oqfnff/+NwYMHCyUqjxw5go4dO8reGjt37hxq166Nd999Fy1btsRrr70mKW2pVKNGDSxduhRXrlzB9u3b0apVK6xatUpUVZFzRS7f27dvC23Dhg3DxIkT4eTkBAsLC4SGhuLPP//UKu+lrj1+/ARDhgzBqlWrsG/fPsT+/DO+njDB4P0gpLxJSEhAcHAwZs+ejTVr1iAiIgKjR48GoCgOFBwcrPbK5s6dO9GoUaMSbe/SpUtYs2aN8Lxdu3aSPOpK/v7+2LNnD3r16iX7ulzxB00FIaZOnSoqUlG/fn3h6rQuzlE9e/YUKtHu2bNH6/dpO2b3JIBTLx//ABjDOe+j+S1m4tkdILfIf7STH2BV+jK6AETjdDt06IBff/0Vu3btEm7z3rp1C7du3RK9Jz09XShreubMGckvp5OTE4KCgtTWriavNtXfOaVKlSoJlb9Kq7CwUDawzc3NlbTJHXzq16+PPn36oGHDhhq38/HHH0vaBg4ciDVr1uDmzZslKovcqFEj2UkPv/32m6Tt7t272Ldvn6R98ODBor/RpKQk4QSljaKT8wDF+GHVsXWMMUyePBmPHj3CixcvsGXLFrUTV/Rt27atePjwoajt+PHjuHDhglH6Q0h5MXPmTMlwpdjYWK2qnjk5OWHKlCkl3uaqVauEn1NSUmSHnQHA1atXNY4NlisipKmwkKOjI3bu3IkrV64gMTER58+fF9bfvXt3ySR6a2trjVlw5Li5uSEyMhLvvvuu1u/RKtjlnC9XefzGOT9c/LvMQF4m8PS6uK2iK+Cg+5ONi4sLAEXwASgChfbt2wvfaHJycjBv3jysXLkSlpaW2LBhg2jWupubGwIDA/VWGpaYvzZt2mDWrFlwclIkSqlVqxY2btxY5rsAjo6Owh0HVcpUeqpKOm5N1bRp0zBhwgRUr14dnp6eGD9+PKZNmwZAMZ5MOda9qKIHz7p168LW1lb2aq26Mp6FhYWYNm0aWrVqhcjISBw6dEgYc69KXbogzjkuXbqEBw/+q7qobjy9XLuFhYVsyh51Ll68iE8//RSRkZFYvXq1bGqgkpJLyaapnRCi2c2bN3Hr1i3cuHFD8lpubq7aO0VFhYaGSgI7dWV4lZSVJAHAx8dH9FxVfn6+6A5UUR9++KGk7aOPPtK4bUCRmaLoFekGDRpgyZIlwoTd6tWrY82aNfD29i52fWWmaYwDgHUv/00CkKjySMLLqmqGeOhlzG5hoaIqmqh4xEHO83N0v62X5s2bx3v27MnDwsL4pEmTOOf/jdlt06YNr1evHh85ciRv0aIFHzFihDBG9+LFixrHC5oC0Jhdk/HixQt+69Ytnf7OPH78mEdFRXFra2vu6OjIx4wZI6mUwxjjGzZs0Nk2i7p48SJ3cXERbdPOzo7HxcXxuLg43qtXL25rayu8Vrt2bUkVsqNHj3ILCwvROvz9/XmXLl1EbRUqVJBsCwAPDg6W9OvkyZO8Tp06wljhgQMH8vz8fP7o0SOhXfkoWjWuNBISEridnZ1ovcp5ASWlOqZ27vId3KNOS9GjRsDb/PDZ+zRml5Q70OOY3dTUVN66dWvh79PX11dyLKlevTrPy8vTep25ubl85cqV3N3dXetxu6q+++47tcseOHBA7XZfvHjBhw4dyu3s7LitrS0fPHgwz8rKKtX/i+q+3Lx5s0T7r05xsYfyUVyw6/HyXx+5hzYb0MVDL8Fuxg1xoHsrnvPn/+pk1eoGW0+fPp3HxcWJgt3NmzfzQYMG8Z49e/LDhw/z+Ph43qJFCyHQTU5ONvlAl3MKdl8VBQUFot/H1atX8y5duvCePXtKSmTrw7179/j06dP5sGHD+KJFi/iLFy+E1+Qq9/Tp00eyjs2bN/OmTZtyFxcX3qNHD75nzx7ZE8Abb7whem5hYcE3bdokWldBQYHsiSw2NpZzznlGRgafPXs2//zzz/nmzZt18rccEREh2Z61tXWpKieqBqMXbmXzvp9MFgJd7/rv8JnzNtAENVIu6TPY7dGjh+Rv1M3NTfjZycmJ7969u8Tr3bFjR4kmqu3fv1/0/s2bN0sqVb777rtabVtZEt3UaBvsMq6D21/6FhwczJWFGXQi9zmQegqKz/olWzegSvFVT7QREhIiO3bRxcUF7dq1Q05OjnALomfPnjh16hQcHByE/KZ79uxBSEgIvLy8RGlITBlj7BTnXP4+MwB7e3uemZlpyC4RHcvMzARjTO3tMGNKS0uTFMMAFLfv5G4hqjp48KBsOrSWLVviww8/xIEDB1ChQgV8/PHHaNGihWiZ06dPy+bVfPfdd0s0eaIkWrRoITse+OzZswgMDCzRui7flQ71uHXrFu7cuYP69esLQ2J0wb+6/BASQoyBMZbFOVefyBuljz1sbGwkw6js7e0RHx+PBw8eoHXr1hpziKuzcuVKrYYQKC1fvlyy/P379zF79mxcvnwZLVu2RK9eveDp6Vmm4jfGVFzsoaRxzC5j7Blj7Km6h+66a0C8UJF9QTXQtbAGnNUP0NbW8uXLERISIvy8bNkyyTLKimjBwcGIi4tDaGgo/v33X1Ei/5CQEFSvXt1sAl1SvmVkZKBXr16oXLkynJyc0LdvX9ncsMbk4uICNzc3SburqysGDhyIkSNHSpKdZ2VlISUlBU2aNBEVfVA6fPgwhgwZgocPHyI2NlYS6Cq3K8fV1bWUe1I85TFGlYeHh85ybnt7e6NFixY6DXQJeZXIzZNwcnJCs2bN0KlTJ42B7pUrVxATE4MBAwZg8+bNotfee+89rcf2W1pa4p133pG0e3h44H//+x/69OmD2bNno0aNGvDz85MtH6+t69evSya3mhqNwS7nvBLn3BHATwDGAqgOoAaAMQCm6r97evD0JpD3XNzmXBewLPtVh759+2LPnj346KOPYGNjgxUrVgAAvvvuOwBATEwMxo4di0aNGmH06NHIz89HYmKipPyvh4eH2jKphBjaiBEjsG7dOhQUFCAvLw8rVqxATExMse/LyMjA4MGDUbVqVdSrVw8LFy7UWx+trKwkM5atrKyQkJCARYsW4aeffkLTpk2F8txz5syBp6cn6tatCz8/PwwbNky2LjygqFX/7bffyr7m4+OD7t27i9osLS3x6aef6mCv5MXExIhOYk5OTli+fDlNXiXERFSpUkXSps0X4DNnzghFpJYuXYrw8HBRmfKqVati5cqVar9kK9nY2ODnn39WO/Hr6tWr+OCDD4S7XteuXUP37t1F2WdevHiBkSNHwtPTE35+fvi///s/yXqSk5MRFBSEWrVqoVq1avjoo49ks/SYAq2GMTDGjnHOmxfXpi86G8aQ8xRIOw3RVV27qoCr9imNtBUeHo6nT59i7969koofc+fOxdChQ5GYmIgnT55g8eLFiI6OBqD4ZQ4ICDC7Wwo0jKFk8vPzcf/+fVSrVk1thgBTUFhYCFtbW8kBzMXFBY8ePdL43s6dO2P79u2ittWrVyMyMlLn/VQ6fPgw4uLiUKFCBcyfPx/Pnj0Tvd6+fXtMmTIFzZuLD13W1tZISUnBuXPn0KVLF8l6AwMD1VYhys7Oxvfff49t27ahatWqGDVqFFq3bq27nVLj1KlTePDgAVq1alWqW6KA/DAGfaFhDMSU6HMYg5WVlSQ9l62tbbF3xCIiIiQ5zStWrIj79++L7rRkZ2fjwoULsLGxwcaNG/Hvv/+ic+fOqFu3LpKTk/H666/Dzc0NT548QV5enuSu14wZMzB27FjJ9mfNmoWRI0cCAPr16yep3hYbG4sRI0YIz5s2bSqqegkoSq6rBuj6ppNhDCoKGGO9GWOWjDELxlhvAOoTrZkiueELlhUA5zpq31JSa9asQXh4ODp16gRlYNeuXTvJcnPnzsWlS5ckCfirVKliloEuKZn169fDx8cH3t7e8PLyks39aiqePHkim+LGzs4Oly9fRo8ePeDr64vQ0FCcPn1aeP3u3buSQBcAFixYoJN+ZWdnY9y4cahTpw6aNm2KpUuXAlCMs42NjcXIkSMlgS6gGA8vF2zn5eVh586deOutt2T3V1NKtYoVK+Lrr7/GsWPHsGXLFoMEuoDiRNOhQ4dSB7qEEP2QO15ok5bx6tWrkrbs7GzcvXtX1FaxYkUEBQWhYcOGmDhxIn755Rd07twZderUQefOnWFvb4+oqCi4uLjA3d0djDE4OTnhp59+AgC1ufqV8zEyMzOxevVqyeuqx++bN29KAl0AopSppkTbYDcKwAcAUl8+er5s0yvGWChjbEFZK0ABADJuAPlFvlU5+wMWurv1FxkZiV69esHGxkY4AQ0YMABjxowRlpk5cyby8vKQlpaGhIQELF68GICi4km9evXKXaCr/Aw1JaF+ldy4cQORkZFCfsXU1FR89NFHuHjxopF7JpaTk4P+/fujatWqskFjv3790Lp1a2zYsAE3b97Etm3b0KZNGyEnq1yOW03tJTVkyBBMnz4dV65cQUJCAgYMGCAMGwIUQ4H8/f0l78vPz8e1a9dk1+ni4oLKlSvjk08+EbVbWVlpNWyDEFI+lDX2GDdunFZtRcmNsfX09JQ9lmkyfvx4rFmzRpR/OyMjAyNHjsSGDRsQEREhGZPv6uqKnj17AlAUjSg6vBKAKI94pUqVZIdOFTfEwli0LSpxg3Mexjmvwjl345yHc85v6Llv4Jxv5ZwPKnNp3NxnwLPb4ja7aoCt7j+UyMhI0ZWhyMhI0e2CGTNmIC8vD3/++SeCgoIQHR0Na2trREdHy1Z8MnfKz7A87ltR//77L0aPHo127dph7NixSEtLkyyzadMmyUGksLAQf/zxh6G6qZXp06dj2bJlor5WrFgR/v7+mDlzJmrVqoXU1FTRezIyMoSr1L6+vrITunr37l3strOysjBs2DBUrlwZbm5uGD9+vOiWoOp2VKmWImaMYdGiRVqX3a1Vqxa6du0KAPjhhx+wePFidO7cGb1798aBAwfQpk0brdZDCDF/ZY09hgwZgk2bNqFbt254//33sW3bNgwYMKDY940bNw7NmjUTnjs4OGDu3LkYPnw4KleujKpVq2LixImyFS1V/f7772pfmzp1Ktzd3REfH49OnTrBw8MDdevWRZ06dfDNN9/g5s2bsLKykr3wptrm4uIimxnis88+K3Y/jUGry5qMsYoAogE0ACCUTeKcF//pGZva4Qu6nwD2+++/Y/369QAgW4f60aNHwkl7+/bt6Ny5M2xsbFC1alWTHrdJivf8+XO0aNEC168rKvL9/fff+OOPP3D27FlRpTFlBb2i1LUby4YNGyRt2dnZiI+Ph4eHB+bOnSv7PtVx2b///jsGDRqEHTt2wNHREZ9++imGDBlS7LZHjBiBJUuWCM//97//oUKFCpg4cSIAxVVnuasORceEv/XWW7h9+zbGjBkj298GDRrAysoKzZs3x9dffy18SWWMYcCAAVqdnAghRE5YWJhs5UlNnJ2dcezYMRw6dAgPHz5ESEgIhg8fjpUrVwIAnj59im+//Racc7WTZgFF1cuiQx+Unj9XTNBv3Lgxtm7ditdffx2nTp0CABw9ehS///47Dh48KBtQFx0y9euvv8LPzw8bNmyAs7MzPv30U4SGhpZonw1F22EMKwFUA9AewH4oMjJI722aoqc3FWWBVTnX1enwBaWePXsKg8uLllLNzMyU1JhftmwZlQAuJ+Li4oRAVyk5OVkSNPbs2VOSD9bV1VWvk7Y45zh79iySk5O1fo/cFQ0rKythrNcbb7wh+eZvaWmJHj16CM89PT2xbds2ZGVl4dGjR5g8eXKxw3Ty8vJkr9qqBr/u7u6yV1p79eolabO3t8fEiRMlY9QsLCywatUqnDlzBvPnz0eNGjU09oto79bt25gzdy6mTZuG+Ph9xu4OIXqTn5+PRYsWITIyEuPGjcOdO3fKvE7GGFq1aoVu3brB2toaa9eulSwzbdo0fP/992rXMXz4cLWvqV6N3bVrlxDoKv3777/YuHEjOnbsKHlvRESE6Lm1tTW++uornDx5Ert37zbZQBfQPtj145x/DUXFkeUAOgNoVMx7jC/3GfD0lrjNrhpgq78cmEq+vr7Czz/++CMCAgIwZ84cIdDx8fFBzZo1MW/ePNjY2ODw4cN67xPRH3U1zou2Ozo64uDBg4iIiECdOnXQs2dPHDhwQDZVjS4kJyejQYMGaNy4Mfz9/fHuu++KMoOoI5c6Kz8/H82bN8eFCxcwY8YMFM3k0qhRI9lcrxUqVICFhXaHGmW1G7l2VStXrkTbtm2F9Q8dOlQ0Nl6Vu7s7/vjjDyFvtYeHB5YuXYrGjRtr1SeivStXr2LwoEHYsH49/v77b0yZMhnzfv3V2N0iRC+ioqIwcOBArF27FtOnT0dwcLDaK6qlpe54GBMTgzNnzsi+Z9iwYRg4cKCk3crKCp06dRKeazpvjR8/XnQl19PTU5SJwdxoG+wqZ5U8YYw1BFAZgK9eeqQrvBBIvwxx8QgbvQxfAKQzEI8fPw5AMR6zTZs2sLa2xtChQ4Vgd8GCBWjbti1Gjx6Nr7/+WlRUgpgfuW/BRdtPnz6NdevWwdbWFmvWrEFycjLWrVuns2IAcgYMGCCa/BYfH6/VRIkPPvgA69atk8wgTk5ORt++fbFjxw7JexITE0UH5pycHGzZsgW///67cOusODY2NoiKks597devn+h59erVsXv3bqSnpyM9PR2//PKLxqFA7du3R0pKClJTU3Hr1q0SVSEi2lu7Zo1kCNfGDRuQ8dQ8axARos65c+ckY2NTU1PVDvEqDVtbW9k7Vkqqx+EnT55g7dq12L59O/Lz87FgwQJJDvD8/HxERUUJx+l27drJzhXq2LEjvvzyS9HQsHv37mkcOqFP169fx7p16ySFgUpC22B3AWPMGcAEAFsAXAAws9RbNYSnt6TFI1x0m31BleoEI9VbuSkpKVixYgUsLS0xcOBAPHv2DFZWVjh8+DAFuOVIcHAwpk+fLoz7tLW1xaxZs9CwYUMUFBSgV69eCAoKQq9eveDr64sff/xR733KyMiQvWPwxx9/4KkWwUfPnj1lSwOfPHlStuJYtWrVhGEK586dg5eXF8LCwvDBBx/Ax8cHx44d06rfc+bMwaBBg2Bvbw9nZ2fExMQgJCQER44ckYwjc3Z2LrZ8cX5+Pg4cOCD0m4YN6c/9+/clbfn5+Xj4wLSrKxFSUuqyuhQdzlZWs2fPRkBAgOxr9+7dw5kzZ7B79254eXkhMjISnTt3RsOGDXHv3j3ZUunJyclISUkBAHh5eWHhwoVwcHAAoBiWMGbMGDRr1gxHjx6VvFdTlbULFy7g5s2bpdhDzaZMmQI/Pz/06tULDRs2RHR0tOzV7uJom41hEef8Mef8AOe8FufcnXNuuvemcp8rxuqqsqtqkOELgCLIABQDwe/fvw8LCwtYW1ujSpUqcHFxwWeffabx2xoxT2PHjsXdu3dx8OBB3LlzR0jOvWbNGqxbt05YrqCgAKNHjxZVq9EHW1tbODo6StpTU1NRrVo1IeeiJtWqVZO02dvby6biUl4xPnHiBJo2bSpKU5Oeno5hw4Zp1W97e3vMnz8fz58/x6lTp4TctS1btkSDBg1kD+DqJCYmonbt2mjdujVef/11NGvWTDZLBtENZTl0VS6urvDxka/kRIi5atmypWRuDgC8++67ZVqvarngH374ATVq1MClS5dkl50zZw6aNGmC8PBw0d2zy5cvo3bt2pJc/oAioFWt5ta/f3/cu3cPBw8exK1bt/Ddd9/B3t5edtK0h4eHbH8DAwPRoEED+Pr6okuXLrLpKkvj/PnzmDRpkugix5IlS/Dnn3+WeF3FBrsvC0lUUXluwxgbyBgzrcSgSpxLsy9Y2ABOhiu/+/HHHyM/Px9paWk4c+aMUJHp2bNnGDBggFmPeyGaubq64q233hLlGty/f79kuYKCAhw8eFCvfbGxscHnn38u+5qyFGTRyQlFyeV3DAsLw+DBg7Ft2zZ0794d4eHh2Lhxo5CfduDAgbIlIxMSEpCVlYXCwkIcPHgQ+/btk82qoGr48OGiA/2lS5dK9PcTHR0t+lJx8uRJfPXVV1q/n5RMZGQkGjX6bzqHnZ0dxowZQ1fTSbnj6uqKefPmiVKNvv/++5IhVyVx9uxZNGnSRCgXPHr0aNmqa0Un+sotk52djatXr0qWjY6OlpQurlSpEt566y3h4kaFChUkKcQYYxg9erRkO3379kVSUpLw/M8//9RZBTW5cycA7Nu3r8Tr0ngEYoxFAJgPIJMxlgLgGygyM5wAUHzCTGN4JjN8wbkuYGmY1F779+/H3r178eLFCzx+/BiJiYlITExEbm4unJ2dMXv2bBw9ehSzZ882SH+IcSjHTO3YsUPtlUQ/P/1/AZs8eTISEhLU3n7aunUrmjZtKvtabm6ubDUcZX7dzp07o3PnzkI75xwZGRlqy+p6eXkhLS0NHTt2FAJYX19f7NixQ+1tul27dknatm/fjpCQELRo0QKjRo2SJEdXevz4MeRKfcqtk+iGvb09YmNjceHiRWQ8eYLGjRurrdZEiLnr168funTpgiNHjsDX1xeBgYFlWt/06dO1mt9Qktv4zs7OaNu2LdLT0xEeHq5V+kcA+Pbbb1GrVi3ExcXBzs4OQ4YMwXvvvSda5tGjRzhy5IjkvVu3blV755BzMZbsnAAAIABJREFUrnXxLOWk4qJKc+4s7sruBABNOeeeAEYC2AlgBOe8G+dcWifO2PIyFZXSVNm5A3b6mekOKCamffjhhwAUaTliY2Nx6NAhoVJUamoqzp07BwCoWbMmnJ2dceXKFXTs2BGrVq3SW7+Icb3zzjv45JNPsG3bNhw/flzyxx0aGormzZsbpC8NGzZU+5rc2Fulx48fy2ZuKDpWbc2aNfDz84OlpSW6du2qtoLO1KlT8cUXX4iu1N64cQPDhg3D4cOHERoaitdeew1ffvmlMBTIy8tLsp7CwkLs3bsXU6dORUhIiNoE6w4ODrJFJeTWSXSrfr16ePPNNynQJeVelSpV0LVr1zIHuoB8ueCysra2RlxcHHbv3o1PPvkEp06dQmhoKPz9/REdHa0xe0T//v2xc+dObNy4URLoAoovt3Llyt3c3CRtcXFxqFOnDiwtLfH222+Lrgar065dO0lVuXr16qFPnz7FvldCmepH7gEgocjzS5qW19ejadOmvFiFhZz/e5LzW/H/Pe4c4jw/t/j36kCfPn0455wnJyfz+Ph4XrduXd6qVSv+ySef8NjYWO7v7y8su3LlSoP0yZAAnOQaPkM7Ozsj9s6wfvzxRw7FOBrRo2nTprxv3758yZIlPDdX/7+XhYWF/NChQ3z+/PncwsJC0h9nZ2d+7NgxjesICAiQvK9///7C6//88w9njIler1y5sui5hYUFj42N5ZxzXqlSJdn/GxsbG9Hzt956i3PO+dKlS2WXV33s2LFDbf9nzJgh6cvWrVt18L9bPly6k2uwByGmBIpUqmWPPXToyy+/LPZ4p+7RrVs3Xr9+fUl7TEyMsP6UlBRuZ2cner1u3bo8Ly+v1H2OiYmRbHPdunWiZY4ePSo5T3h4ePAXL14Uu/4XL17wefPm8b59+/KZM2fyx48fi14vLvZQPoobSOXOGPtC5bmD6nPO+axi3m84z+4o8uqqMuDwBUBxFffu3bs4duwY0tLSkJubi2vXrglX8GbPno0RI0aU7lsJMRsLFy6UbXd0dMSyZcsM0oe0tDS0b99eyMPo5OQEBwcH3LlzBxUqVEBeXh4eP36M5s2bo3fv3li+fLlsCppFixaha9euSE9PBwDUr18fU6dOFV5fsWKF5JZaRkYGpk2bhmvXrsHW1hbR0dFCTlsfHx/hToeSvb29pPrZoUOHcOrUKfTr1w/Vq1fH0qVLkZCQgMuXL0v6KJcBQCkmJgZ16tTBmjVrYGdnh0GDBsmWMSaEEGMbN24c9u/fjxMnTgBQFL8prjSwUqVKlXDixAmMGjUKK1asgJWVFaKjo0XpwpYsWSIZ35ucnIy4uDitSrnL+e6771CzZk3ExcXB3t4eQ4cOFQ1vAxR50YueJ+7fv69VIYqKFStiyJAhWg+/UKe4YHchgEoanpuGvBfA0yLpPmzdADvppXS9dSEvDytXrsTx48eFksCZmZmwt7cXbmFrumVMyg91B6eit2P0afz48aKE40+ePIGXlxdOnDgBb29vUR9/++03dOjQQfZLWMuWLXH79m3s3r0bDg4OaNOmjahAhLpiEU2aNJHN5ztx4kT06tVLdOCrV6+e7Nha5RCKdu3aoV27dvjrr7/QoUMH0TJWVlayt9dUdevWDd26ddO4DCGEGJuyXPDBgwfx6NEjpKen4+OPP9bqvZ07d4adnR3mzZuHefPmyS6jLuXkggULSh3sMsaKDUbVnSe0LTakCxq3xDmfrOlhqE4W63GyooiEErMCnOsYbPN5eXl48uQJgoODhfRKERERCAsLE2Y0vvPOO5Ru7BXxwQcfSNqqVKmCsWPHGqwPe/bskbQlJSVh27Ztwnjy4pZXsrOzQ1hYGEJCQiQHp379+kmuCHt7ewvVzYrq2bMn9u/fj379+uHDDz/Erl27MGrUKMlybm5uaNWqlaitffv2GDdunFA8wtHREYsXL0b16tXV9p0QQswJYwxvv/02unXrhujo6GKDXUtLS4wYMQI9e/Ysdt1FLxYo6WOssKq+fftKzhNeXl5o166dXrerynBhtb5kpgI5RSbRONUGLG0M1oVLly7B29sbs2fPFrIs5OXloaCgQJipmJ6eLlSlIuXb+PHj0b9/fyEoa9asGRISEmBjY7jfSdVy1UpOTk6oV6+e1strIzg4GOvXr0ejRo1ga2uLjh07YteuXcK+P3/+HKtWrcLixYuFvLutWrXC0qVLsWLFCrRr1w4RERH46quvhMlMtWvXxqZNm0QpfZSmTZuGO3fu4MiRI7h79y5VQiOElGsLFy5EbGys7GvKfO2xsbHCHeR9+/Zh7ty5snfL2rdvLzuhrGbNmrrtdBFNmzbFhg0bEBgYCFtbW3To0AG7du0y6DmRFR1HYYqCg4O53AeHglzg3xNAocqVqgpOgLvhat7fvn1b8q1o6dKlWL58OVavXo2oqCjExcWBMSZ7xa+8YIyd4pwHq3vd3t6eFx2XWd5lZGQgOztbKBFtSHv27EHHjh1FV3FnzJiBmJgYdO7cGdu3bxfaPTw8kJCQIFtAoiwuXryINm3aCKnK7OzssHXrVrVJ158+fYoHDx6gVq1aWqemMWeZmZlYv349Hjx4IMyONrTLd6VX+fXFv7rh5k8QUhzGWBbnXBr5qVAbe6g4efIk9u7di5o1ayIsLEwvAVxOTg6aNWsmymDQqFEjnDhxQrgoUFBQgO7du2Pz5s3CMsOGDZOUL/7xxx/xxRf/TcWysrLCtm3b0L59e5332xCKiz2E5bQJdhljNTnn14tr0xe1v3CPLgJZqSqdsgCqNgOsDZPu5unTpzh9+rRo/KGjoyPu37+Pzp07IzQ0FFu3bjVIX4yNgl3Tk5CQgIULF+L58+fo1auXUNwkJycHS5Yswb59++Dn54dPPvkEnp6eOt9+WFgYtmzZImqrV68eLly4oPNtmZu7d++iZcuWQnlNxhjmz5+PgQMHGrQfFOySV5Uugt2JEyeKJoA1adIE+/btk61cWVYZGRmYN28eEhISEBQUhKFDh6Jy5crC6xs2bECPHj0k7zt+/DiaNWsmatu+fTvWrl0LW1tbDBw4EMHBxcaKJkvXwW4C5zxIZgPy2eh1TPYX7sUj4GGRPG2VawGOhilLmZeXh1OnTiE7O1tos7KyQnBwsFBCkILd/1Cw++qpVq2acFVXVUZGhl5OBoaWm5uLq1evokaNGrKlNTUZPny45IpL5cqVcffuXdnbjPpCwS55VZU12L116xZq1qwpmZA8c+ZModLYixcvcP36ddSsWVPvOadjYmLw/fffS9pnz56N4cOH63XbxqRtsKtxzC5jLIAx1h1AZcbY+yqPfgCkRaENpbAAeJwibrN2ACoZLln84MGDRYEuAAQEBKBixYpYvXq1kE5j9erVBusTIaakQYMGkjYfH58SB4amaNOmTfD29kb9+vXh4eGBmTNnluj9cifQjIwMXLlyRVddJITo0enTp2Uz7yhLsC9duhTVq1dHgwYN4OnpqTYlpa7IHW8BzUWFXiXFTVDzB9AFgBOAUJVHEADD3m9TlXEdKFANNBng4g8YYJxfXFwcOnXqhMTEREyaNAl79+4FoJhZWKWKolJbVFSUcEU3KipK730ixBRNnTpVdJXS0tISM2bMMPvxuGlpaYiIiBCuWmdmZmLMmDElqteuzDusqlKlSmrLYxJCTEtgYKBs6qzGjRsjOTkZH3/8sZA+8cmTJxg8eLAkx7guRURESKpydu3a1aApL02Zxjy7nPPNADYzxt7knP9joD5plvsceF6kvF2lGoCNYa4WdezYEdWqVcOoUaMwebIi+5qjo6PsbMbIyEiD9IkQU/Tmm2/i/PnzWLVqFbKzs9GrV69ycZVh586dyMnJkbRv2rRJ6xPLV199hW3btolKdf7vf/+Dg4ODrrpJCNGjmjVrYtSoUaKhAw0aNMCQIUOwaNEiyVVfzjm2bNmit2NghQoVsG/fPsTFxeHcuXNo3rw55RdXUVxRCaVHjLE9AKpyzhsyxgIBdOWcTy3ujTrFuSKnLlTGGVtWBBx9DbL5vLw8XLhwATt37gQAfPnll+jQoQMmTJgg+w2PruqSV52Pjw/Gjx9v7G7olIuLi2y7q6ur1uvw8fHB+fPnsXbtWiEbw2uvvaarLhJCDGDmzJno2rUr9u7dC19fX/Ts2RO2trZqjwXqjh26UrFiRfTt21ev2zBX2k5Q2w9gNID5nPMmL9vOcc4NcplGGCT+/D7wuEi50CqNAFvtTzJlkZSUhEePHgFQBLo//PADGjZsKAxfeJXRBDXyqsjPz0dgYCAuXrwotDk5OSEpKQk1atQwYs9KjiaokVeVrlKPyXn27Bnq16+PO3fuCG0eHh64cOECnJycSt5ZopZOJqipsOOcHy/Sll/ybpVBQR7wpEiVD9sqBgt079y5IwS6SjVq1KBAl5BXjJWVFeLj4zFixAgEBQUhKioKhw4dMrtAlxCiH5UqVcKhQ4cwcOBABAUFYcCAATh8+DAFukak7TCGh4yx2ng5foAx1gPAfb31Sk7GNYCrxNfMEnDyM8imnz9/Likc0bVrV9SqVcsg2yeEmJaqVauqrWpExHJycnD4yBEceHETXbp0gYeHh7G7REipPHr0CJs3b4aNjQ3Cw8M1jrH38fHBggULDNg7oom2we4nABYACGCM3QVwHUAfvfWqCHvrAiCzSGzt6ANY6T/7WUFBAS5cuCAqHGFlZYWYmBjZcbqEEEIU/k1NxWeffoq0tDTcTzmMChUqYN26dejatauxu0ZIiezfvx9dunTB8+fPAQDu7u7Yu3ev2pRfxLRoFa1xzq9xztsCcAMQwDl/i3N+o7QbZYwtYYylMca0ysPhU0mczxbW9ooMDHqiWgjiypUryMrKEr3u7+8vFI4ghBAib9nSpUhLSxOe5+TkYPjw4SgoKDBirwgpuREjRgiBLqBIQThmzBgj9oiUhFbBLmOsAmMsCsBnAEYyxiYyxiaWYbvLAHTQdmFbqyKJm53qKEoD68m2bdsAAA8ePMD9++Iryh4eHnBzc9PbtgkhpLyQKw19+/ZtUco1QkxdVlYWkpKSJO1Hjx41Qm9IaWgbMW4GEAbFpLRMlUepcM4PAEgv1ZvtqgEV9TPIe+vWrRg8eDAAIDo6GkuWLBFv2s4Ofn6GGSdMCCHmztfXV9Lm6uqKatWqGb4zhJSSra2tbC59GsJgPrQds1uDc671lVi9YVaAk/4mhYWGhiI0NBRbtmyBl5cXMjIyhNcsLCxQv359WFpa6m37hBBSnvTt2w8JCQlQph1kjGH69OmwsbExcs8I0R5jDDNnzkRERIQwBMfW1hbTpk0zcs+ItrQNdo8wxhpxzqXX8fWEMTYIwCAAaOBXQzFO16E6YKn/g2RgYCBu3LghaqtVqxZVNyoh1c+QTm6EvHpq166FZcuWY9fuXchLfxvdu3dH06ZNjd0tQtRSPW95e3sL7T169MDZs2exdu1a2NjYoE+fPrJXe4lp0raoxAUAflBkYcgBwABwznlgqTfMmC+AbdoUpggODuYnT5xQvrG0m9RKRkYGzpw5I8q+4OLigkaNGoHpedvmjIpKEGJ+qKgEeVXps6gEMRxti0poe2W3Yxn7U3YGCDTz8/Nx8eJFUaBrY2ODgIAACnQJIYQQQsyQtqnHbnLObwJ4AUVhCeWjVBhjawD8A8CfMXaHMRZd2nXpUnJyMrKzxWnOAgIC6BY8IYQQQoiZ0urKLmOsK4D/A+AJIA2AD4CLAEo1FZFzHqnldkMBhBoiA8K///4rygcJKMoBu7i46H3b5ZnyM6xQoYKxu0IIIYQUy5CxBzEMbVOPfQvgDQDJnPOaAEIAHNZbr17inG/lnA+qXLmyXreTnZ2NlJQUUZuDgwOVA9YB5WdIWSwIIYSYA0PFHsRwtA128zjnjwBYMMYsOOfxABrrsV8GwznHxYsXRRV9lGnGqBwwIYQQQoh503aC2hPGmAOAAwB+Y4ylQVFgwuzdvn1blE8XAPz8/GBnZ2ekHhFCCCGEEF3R9tJlGBST00YC2AngKoBQfXXKUJ4/f47r16+L2lxcXODp6WmkHhFCCCGEEF3S6sou51w1QepyPfVFQp+DxAsLCyVpxqytrREQEKDzbb3KaIIaIYQQc0IT1MofjVd2GWPPGGNPX/6r/Fn5/Km+O6fPQeLXrl1D0SIHdevWpTRjOkYT1AghhJgTmqBW/mi8sss5r2SojhjS48ePcefOHVFbtWrV4ObmZqQeEUIIIYQQfdAY7DLGKgIYAkWp4EQASzjnZj0xLT8/H5cuXRK1VaxYEXS7ghBCCCGk/ClugtpyAMEAkgB0gqKwhFlLSUlBTk6OqC0gIABWVtompiCEEEIIIeaiuAivPue8EQAwxhYDOK7/LunPgwcPkJqaKmrz9vaGk5OTkXpECCGEEEL0qbgru3nKH4wxfIExFsoYW1A0D25p5ObmIjk5WdTm4OAAX1/fMq+bqKf8DFWLdhBCCCGmSpexBzENxQW7r6lmYAAQaK7ZGFJSUpCXJ8TuYIyhXr16VCVNzygbAyGEEHNC2RjKn+KyMZSLCCUtLQ0PHjwQtfn6+sLe3t5IPSKEEEIIIYZQ7i9r5ubmIiUlRdRWqVIleHt7G6lHhBBCCCHEUMp9sJucnCwavmBhYYGAgAAwxozYK0IIIYQQYgjlOthNS0vDw4cPRW00fIEQQggh5NVRboNdueELjo6O8PLyMlKPCCGEEEKIoZl0sFuW9B9ywxf8/f1p+IKBUeoxQggh5oRSj5U/Jh3sljb9x4MHD2j4gomg1GOEEELMCaUeK39MOtgtjfz8fBq+QAghhBBCAJTDYPfatWvIzc0VnjPGaPgCIYQQQsgrqlwFuxkZGbh3756ozdvbm4YvEEIIIYS8ospNsFtYWIjLly+L2mxtbeHj42OkHhFCCCGEEGMrN8HurVu3kJWVJWrz9/eHhUW52UVCCCGEEFJC5SISzMrKwq1bt0RtHh4ecHJyMlKPCCGEEEKIKTDpYFfbXHcpKSkoLCwUntvY2KBWrVr67h7RAuXZJYQQYk4oz275Y9LBrja57tLS0vD48WNRm5+fH6ytrfXdPaIFyrNLCCHEnFCe3fLHpIPd4hQUFODq1auiNmdnZ7i7uxupR4QQQgghxJSYdbB78+ZN5OTkCM8ZY6hTp44Re0QIIYQQQkyJ2Qa7WVlZuH37tqjNy8sLdnZ2RuoRIYQQQggxNWYb7KakpIBzLjyvUKEC5dQlhBBCCCEiZhnsPnjwQDIprXbt2qBJUIQQQgghRJXZBbuFhYW4du2aqI0mpRFCCCGEEDlmF+zeu3cPL168EJ4zxuDn52fEHhFCCCGEEFNlVsFuXl4ebty4IWrz8PCAvb29cTpECCGEEEJMmkkHu0WrmNy8eRP5+fnC65aWlvD19TVS74g2qIIaIYQQc0IV1Mofkw52VauYZGVl4e7du6LXfXx8YGNjY6TeEW1QBTVCCCHmhCqolT8mHeyqunbtmijVWMWKFVGjRg0j9ogQQgghhJg6swh2CwoK8PDhQ1FbrVq1YGFhFt0nhBBCCCFGYhbRompJYABwdHSkVGOEEEIIIaRYZhHsFp3cVLNmTSP1hBBCCCGEmBOzCHZVOTs7w9nZ2djdIIQQQgghZsDsgl26qksIIYQQQrRlVsGuq6srHB0djd0NQgghhBBiJswq2KWruoQQQgghpCTMJth1d3eHg4ODsbtBCCGEEELMiNkEu1QWmBBCCCGElJRZBLsVKlSAnZ2dsbtBCCGEEELMjJWxO6AJYywUQCiAp4yxFCN2pQqAh8UuZXzG7KePXKPKZ1jAGDuj8lJlABlFFpdr09Re0mXUUf6/qa5Dm5/VbdcU96O4fmuzX9r2URf7oLqe8vZZaPpZ3XZNZT9K0m/6nSrdMuq86r9Tut6H19S9oHLeymaMnS9mPebEXGKZkvDXainOOT2KeQA4aew+mHs/ASzQ9Fxdm6b2ki5T3P+b6jq0+dmc9qO4fmuzX9r2URf7oK7v5eGzMOf9KEm/6XeKfqd0+TtljH2ACZ9Ty/J/X54e2u6TWQxjIOXC1mKeq2vT1F7SZUqyDm1+VrddU9yP4vqtzX5p85o2r2tLru/l4bPQ9LO67ZrKfpSk3/Q7VbplSrKO8rAf2vbbFPeBmAn2MjImGjDGTnLOg43dj+KYSz9NTXn5fysP+1Ee9gGg/TAl5WEfANoPYzCnvmqjvO0PoP0+0ZVd7Swwdge0ZC79NDXl5f+tPOxHedgHgPbDlJSHfQBoP4zBnPqqjfK2P4CW+0RXdgkhhBBCSLlFV3YJIYQQQki5RcGuBoyxJYyxNMbYOWP3BZDvD2PMhTG2mzGW8vJf55ftjDEWyxi7whhLZIwFGa/nhBBCiHlgjHVgjF1+ef4ca+z+lJWpxTJlxRjzYozFM8YuMsbOM8Y+K+49FOxqtgxAB2N3QsUySPszFsAeznkdAHtePgeAjgDqvHwMAjDPQH0khBBCzBJjzBLAXCjOofUBRDLG6hu3V2W2DKYVy5RVPoBRnPN6AN4A8ElxnxEFuxpwzg8ASDd2P5TU9CcMwPKXPy8HEK7SvoIrHAXgxBjzMExPzR9jzJ4xdoox1sXYfSkNxlg9xtivjLH1jLGhxu5PaTHGwhljCxljmxlj7xm7P6XFGKvFGFvMGFtv7L6U1su/ieUvP4/exu6PLpSHzwUoH38nJnTMeh3AFc75Nc55LoC1UJxPzZapxTJlxTm/zzlPePnzMwAXAVTX9B4Kds1fVc75fUDxCwDA/WV7dQC3VZa7g2J+GcozdbdxNNyuGgNgnWF7qVlJ9oFzfpFzPgTABwBMKtVMCfdjE+d8IIB+AHoZobtqlXA/rnHOo43TU/VK+HfxPoD1Lz+PrgbvbBGl+JuWMIXPRUf7YdS/Ex3tg6kcs+jcaUYYY74AmgA4pmk5CnbLLybT9iqn3liGIrdx1N2uYoy1BXABQKqhO1mMZdByH16+1hXAISiGt5iSZSjBfrw04eXrpmQZSr4fpmYZtN+HGvgvCCgwYB/VWQbt/6YbMca2FXm4S1dpFMugu/0w1t/JMuhgH0zkmEXnTjPBGHMAsAHA55zzp5qWtTJMl4gepTLGPDjn918OU0h72X4HgJfKcjUA3DN470wE5/zAy2+AqoTbVQDAGFPernIAYA/FAfoFY2w757zQgN2VVcJ9uMA53wJgC2PsTwCrDdlXTUqyH4yxiwC+A7BDedvKVJT08zBs77RTwn24A8Vx5AxM4EJJSfrOOZ8OwCSHJOliPxhjDEb8O9HVZ2Eixyw6d5oBxpg1FIHub5zzjcUtb/QDFimzLQD6vvy5L4DNKu0fMYU3AGQohzsQgeztKs75eM7551AcbBeaQqCrgew+MMbeYYpsHPMBbDdO10pE3a3DEQDaAujBGBtijI6VkLrPw5Ux9iuAJoyxr4zTNa2p+yw2AujOGJsH0y21WqJb0Cb8uZT0Vrop/p2U9LMwlWPWCQB1GGM1GWM2ACKgOJ8SE/Hyy91iABc557O0eQ9d2dWAMbYGwDsAqjDG7gCYxDlfbEr9geLb/DrGWDSAWwB6vlx8O4BOAK4AyALQ3+AdNn0ab1dxzpcZriulJrsPnPN9APYZtitlom4/YgHEGrozZaBuPx4BMJUgpDjq9iETpn8cKdEtaBP+XEq6H6b4d1LSfdgHEzhmcc7zGWPDAfwFwBLAEs75eSN3q0xMLZbRgZYAPgSQxBg787JtHOdc7ZckCnY14JxHGrsPqjT0J0RmWQ7gE/32yOyVh9tV5WEfANoPU2LO+2DOfVdVHvbDbPfhZdBkDnfEtGJqsUxZcc4PQf7LlFo0jIG8ysrD7arysA8A7YcpMed9MOe+qyoP+1Ee9oGUExTsklfCy9s4/wDwZ4zdYYxFc87zAShvV10EsM6Ub1eVh30AaD9MiTnvgzn3XVV52I/ysA+kfGOKu92EEEIIIYSUP3RllxBCCCGElFsU7BJCCCGEkHKLgl0AjLECxtgZxtg5xtjvjDG7l+3P9bCtcKamohJj7BvGGGeM+am0jXzZZlIlXwkhhBCiHcbYeMbYecZY4st4o/nL9s+VMUcx79+njAPY/7d33uF2VcUC/w01SItUEdHQpSUBQuglgCCo9KaRIggPpahPUGwMCxDBgAooSHkQmoBUATEEpPeEEgKogBAfCAJ5NIHQ5/0xc5J9T86595ybe2/izfy+7373nLVXmb322vvMnjVrlsgkEVlsBmQZLSLPhBwTRGS6iE5dlB8ksTW0iAwTkVkt7N10pLLrTDGzoWa2OvAevRt3cQd8Z65mTMRXrdbYhVl096UkSZIkSTpHRNbHd41by8wG4xuA1Dbc+DbQpbI7g+3P2SD5cDMbGu3/trt1m9l4Mzu028L1EansTs8dwArVBBFZQET+LCIPishEEdk+0geJyF9E5Kx4YxsrIvPFseVFZIyIPCAid4jIZ0VkA2A7YFS8US3foP2r8a05EZHlgNeBlyuynC4i46O9Ukk/XkQej7fGEyNt17BWTxCR23u0l5IkSZIkaYWlgMlm9i6AmU02s+dF5FDgk8AtInILgIhsJSL3hL5xmYgs0FnFInJ16BmPicgBlfQ3ReRoEbkPWL+TKu6hsrOdiBwpIuNCdzhTRCTS1w5d4h4qMfzFd767Lj4fJSKHVY49GnrS/CLyxyj/qIjs3nLP9RCp7FYQkbmAbXDrapV3gB3NbC1gBHBSbQAAKwK/MbPVgNeAnSP9TOAQM1sbOAw4zczuxuMMHh6W5L83EOMN4FkRWR34MnBp3fEfmdkwYDCwqYgMFpFFgB2B1eKt8djIeySwtZkNwZXsJEmSJEn6lrHAMiLyhIicJiKbwtSd754HRpjZiHBN+DGwZegb44H/7qLufUPPGAYcKiKLRvr8wKNmtm5swtCMz+NGthq/NrN1YqZ7PtwiDXAucKiZdaY4d9bG82Y12Xa+AAAewklEQVQ2JOod0406ZohUdp35xLecG49vuVu/jZ4Ax4nII8BN+FvQknHsGTOrbVf3ADAo3sQ2AC6Les/A3+xa5RLclWEH4Kq6Y7uJyIPAQ8BquEvEG7hCfraI7IRvDwxwFzBaRPbHtz1Mkumo+KxPCGvCBl3kn+qv1YsyNfVtj+MHishebdRXO8fa36CqRaIH5K36/V8rIgN7ot5K/duJyBE9VFfDtQgiMp+I3NZkyrOz+rr0HxSRH9Z9v7udNprUOVBEvtmNcvVjoa1+rR+bUvGlrMu3hoiMble+pP9hZm8CawMH4DO1l4rIPg2yrof/pt8VusPewGe6qP5QEZkA3IvvWLdipH8IXNFJuVEi8jRwIXBcJX2EiNwnIhOBzYHVRGRhYKCZ3RZ5LuhCpnomAluKyAkisrGZvd5m+Rkmtwt2poTvSjNGAosDa5vZ+yIyCRgQx96t5PsQfxOaA3itizo741pgFDDezN6oGZFFZFncSryOmb0aD9IBsZf3cHzb4D3wQN6bm9mB4k7wXwAeFpGhsRd8klSZOv5FZGvgZ8CmM1ckdgCuo4G/uojMZWbt+phNd4+LyKBuS9dJ/SJyHj7N99OeqtzMrqH3d5/aF7jSzD6sJorInPVp3eCHVH5QzazTF6oWGQh8EzitzXJdPe+bErN/TcdmFTObKCKfEpFPm9n/dqe9pP8Q99CtwK2hSO4NjK7LJsCNrW7vKyKb4f6/65vZ2yJyK9N0k3e6uG8PB64EDgXOA9YWkQH4/TTMzJ4VkaOiPgFa2ZThAzoaUQcAmNkTIrI2sC3wMxEZa2ZHt3KOPUVadltjYeClUHRH0MWblpm9ATwjIrsCiDMkDv8bWLCL8lOA7zP9j+VCwFvA6yKyJO5yQViSF479vL8N1H50lzez+8zsSGAyHfcpT5JGLAS8ClPH7aiwVk5s5GclIgNE5Nw4/lDcH4jIPuK+ZNeKr/o9WET+O/LcG643Lfu2h/XsOBG5DfiWVHzDRGQFEbmpYplu5AvfKdLc12wdcT/4AeJ+Z4+Juxh1Rr0P3OHiPnCPSEc/+70ibYKIXBBpi4vIFZF/nIhsWOnPX4vIwmFJnSPSPyYiz4rI3I36MvIsK+4DOE5EjulE7pHAH6LMZiJyi4j8jnDrEpGvisj9cU3OkAYWYGngPygixxOzZyJyUaS9Gf8vFZFtK+VHi8jOIjJnjL1av/1XA3mPB5aPeke1Ml47Q5r7KlbH3vdpvO5i1+ibJ0Rk40q119JxwXEyGyIiK4vIipWkocA/4nNVJ7gX2FAiIlPc3yt1UvXCwKuh6H4Wtwy3jJl9BJwMzCFu6KgpypPF9YpdIt9ruN6xURwf2aTKScBaIftawLLx+ZPA22Z2IXBiLU9fkpbd1rgIuFZExgMPA39tocxI4HQR+TEwN+6aMCH+nyXumL5LE79dzOySBmkTROQh4DHgadxNAfxG+YP4W5kA34n0UXGDCfDnaD9J6qm58QzA3W02j/Sd8IfyEGAxYJxMv9DxIAAzWyMetmMrD+fVgTWj3qeA75vZmiLyS2Av4Fe4b/uBZvak+CzEaWa2uYhcA1xnZpcDhN4x0Mw2je9HVWS4CDjezK6Ke6DRS3ztHMFdj3ZspWPMbFzIciw+a3OhmTV14QgFcAvCFUpEtsKnFYfj9+E1IrIJ8H/Aj4ANzWyyhPKP//D80szuFJFP41utrlKR53XxKctNgVuALwE3xIv4dH2JX8uTgdPN7HwRmbqwpE7ueYDlzGxSJXk4sLqZPSMiqwC7h7zvi8hp+DPu/Lqq9jWzV8QX6o4TkSvM7AgRObiJNfWSqPf6kGEL4BvAfsDrZraOiMyLT+uONbNnKmWPCPlqL/c702C8mtkLdW1WxwLAz8zsUtxX8eio6wLcV/HayFMdeysy/dicy8yGh+KuuLUN3DXuCODnDc49mX1YADhV3L3pA/x5WFtMdibwJxF5Ifx29wEujnEP7sP7RJN6xwAHirtY/g1XltvCzExEjgW+Z2ZbiMhZ+AvuJGBcJevXgHNE5G38udSIK4C94v4aV5F7DVwf+Qh4H7/H+5RUdgEza7jasZZuZpNpvppx9Ur+Eyufn8GdsuvrvIsmocfM7Kgm6ZtVPu/TRI7hDcrt1CRvklSpTsGvD5wvbr3cCLg4psJeDMvWOsAjlbIbAacCmNlfReQfQE3ZvcXM/g38W0ReZ5riMBEYLB1922v1zUtz6hdrIiILAkub2VUhwztdnWM3OBp/cL+DT/k1oqZADcJ992+M9K3i76H4vgCu/A4BLo9nC2b2ShzfEli10h8LxTlWuRRXEG/BrYanddGXGzJt4ewFwAkN5F8MX2Bb5f6KcrkF7nM4LuqfD3ipQT2HikjtRaLmP9iZ69SfgFPih/3zwO1mNiVeEgaLyC6Rb+Go65km9UDz8Vrv/tFsLIwQke/hYaAWwY0KtTE73dir48r4/wA+Bmq8hK+2T2ZjzOwB/P5sdOxU4hka32/Gx219vs0qnwdVDm3TpN6mURzq9Qgzu4Lw7zWzH+MKdqNzGFJJOirSb8XdM2qz0ls1aHISzRXkPiGV3SRJpmJm94gvNloct0R2RWd5qv7sH1W+f4Q/e9r1bX+rzfbboaGvWbAIrqTOHemN5JhiZkPFF3Jch1u8Twn5fmZmZ3QQ2md2GvnAzYH7302py1/9eg3u97YIroDejK+87qwvu/K3m0LHc4aO5ynAeWb2g2YVSOf+g42FMnsn8m2NK/AXV9o7xMza+YHs9liQ5r6KNRpd8yq1sf0hHX9XB+B9myTJTCR9dpMkmUq4IsyJW+NuB3YP/8nFgU2A++uK3E74b4X7wqfx6bQumVHf9kodz4nIDlHHvNLCbkQNmEQDX7PgTOAnuLtEI6toVZ7XcevvYSIyN27N2Dcsr4jI0iKyBO5WtJtEmKCKG8NYfIEpkT6d8horu+/H3ROuM7MPu+jLu5jmN9rQ187MXgXmDKWvEX8GdgnZEZFFRKR+7UJn/oPvR3804hJ8inRjpll/bgC+USsjIiuJyPx15erHSCvjtRkNfRWb0NLYDFYCejVySZIkXZPKbpIktcVDD+PTtXvHVPBVuMvCBNx6+D0z+1dd2dNwJWlilN3HInB6i4wE9gs/1MeIDVVwBehw8QVtXS042xOfPn8EuBv4RBvt17gCWCT64BuEr5l4eLMPzOx3+IKodURk8+bVgJk9hPfZHmY2FvgdcE/00eXAgmb2GL4A9bY4919E8UOBYeKLsh6n+W6OlwJfpeP0erO+/BZwkIiMwxXSZozFXQEandPj+NTm2OjnG5k+nOIYYK44fgwd/QfPBB6RWKDWoN1NgJvM7L1IOxuPdvCgeJi7M6ibiTSPLHOX+IKyUbQ2XqEy3uPv+FiAU/NVvJqOvor1tDM2RwB/7CJPkiS9jJi1Ek3iP5tYLDEGX6yxDPAXOlqffmFm9QstOqtvH2CsmT0f3yfh01+Te0rmvkJ8t7Xrw08oSZLZFBFZE/hvM9tzZsvSHwg/5NuAjczsg5ktTzLrUdVNuggT1qjsJGaC3lFtV0TuNrMNxKMtnGJmu4jIGsB3O1lfNFOYXXx2p8aPDN+3v3d3sYr4aut98Kmp53tMwpnHqbhFI5XdJJmNMbOHxMON9URc3cRdeo5IRTfphIaxrXuDzu5r8djlbY9Ti3jZYfirhSmbJeNLzy5uDFPjR3aGiJwuIuPFY0RW42FOEo/BeCe+he8w4KKYApsvsh0iHuNzYvir1dfdatzR/cVjPU4Qj7f5sUjfNabrJkiEfxKR1WRa3MtHJOL4SYN4mPE3WqbFoPwOgJn9A1hURLoz9ZskST/CzM5JRbdnMLMnY6V6kjSjGtt6KRG5XabtxLhxpH85frMfFZGGawakQXzrSH9TRI4Wkfuoiygl08cu/5L4zmkPicctXzLyLSoiYyP9DCoLQWVavOxB0nFXzVkuvnS/V3alcfzIWiDy2l8tCPiPzGwYMBjYVEQGV8q8Y2YbmQdFHg+MNLOhlVXTk833sj4d3+WsEasDX8HDhP0UD7K8Jh6Evrb16ZXm+1IPwd0t9ov0I4GtI327SDsQODms1MPwhTrVeJhD8dXBI/H4k0ub2epmtga+z3WNB/HwREmSJEmS9DINdJOv4DGza7GiHw73gBNwF8yh+JqBHRpUt6+ZrY3rAYdKLHzFo7Q8ambrmtmdDcoNNLNNzewk4E5gvdBJLgG+F3kUuDPSr8FnLLpiPL7gdJZhdnBjaBQ/spkbw27xVjQXvvhiVabFFG0nzmKz+Ladxh2Nz6uLB3geiIc7qq1OvgsYLSK/r7R1D/AjEfkUriQ/KSLN4mFeCywnIqfiCybGVuTKWJBJkiRJ0nfU6ybj8E0b5gauNrOHxRfD3mpmLwPEAs9N8EWUVZrFt/6QiJ/bhKpe8yngUhFZCpiHaTGtNyF0GjP7o4i82sK5zXI6Rb+37NI4fuR0iMiyuEV2CzMbjCuEPRFnsVEeaBx3FHyv7IPD+lqYtrf0gfhq6GXwN75FY4X4dvg53hA3Ri0e5tD4W9nMjorQQkPw4M8H4auda2QsyCRJkiTpOzroJmZ2O65Y/hO4QDwSTJexo6VjfOsh+AY2tXrf6cItqarXnIrvIrgG8F901H/ajWQwy+kU/V7ZbSF+ZI2F8Av/eviqNNyVJGgnzmK7LAi8EG93U2NiisjyZnafmR0JTAaWEZHlgKfN7BR8emEwTeJhim8UMEfslPITOu5NnbEgkyRJkqSPqNdNxONWv2RmZ+Hbja8F3Ie7VC4Wi+O/jEf4qNJZfOt2WBhXtAH2rqRXY6lvA3y8hbpmOZ1idnBjgGnxI2+K78tLx73RzzGzU0TkITw+5dO420AzRgO/FZEpNN9GuLv8BB/g/8DdG2pK9ahYgCa4QjsB33P9qyLyPvAv4Gjzfelr8TDnwPehPgh/yzo30gB+ABBK9Qq4j02vUUoZg0/bNGNh4PXelKGP2miVWUmW3mYx/AWtK1rtk3b6rjv9PKPXpievbd4X/ZtW7o3euC+6k7+7ZXqyfE/WNVlVP99DsnSXqm6yGR6/+X3gTWAvM3tBRH6Abw0ueJjQ+sX2Y4ADxeNb/42O8a3b4Sh8u/F/Rh21jXUKcLGIPIgr2q1EWJj14kubWb//A9YELpjZcsyKf8COwDEzW46jjjrqzP7Qxn+iLH1wruN7sk/a6bvu9POMXpuevLZ5X/Tvv1bujd64L7rb17PbvdHbf/1RNwHmxZXluWa2LNW/fu/GAFN3NLolpgGSjswFnDSzhWDaYr3/9DZaZVaSZVah1T5pp++6088zem168trmfZH0xn3RnfzdLdOT5XurrplCP9VNZsn40rPFDmpJksw8SinjVXXYzJYjSWY18t5Ikr5htrDsJkkyUzlzZguQJLMoeW8kSR+Qlt0kSZIkSZKk35KW3SRJkiRJkqTfMruEHkuSZAYppZwDfBF4SVVXj7RF8F14BgGTgN1U9dVSigAnA9sCbwP7qOqDUWZvfIMUgGNV9bxInwQMU9XJpZS1gcuBnVT1ob45wySZMXriHimlDAKuq5TfH/gGsIWqtrJ7VZIkdaRlN0mSVhkN1MelPAL4s6quiMd/PiLSt8G3rFwROAA4Hab+8CuwLjAc0FJKhyDlpZTBuKK7eyq6yX8Yo5nBe6RKKWVP4BBgq1R0k6T7pLKbJElLqOrtwCt1ydsD58Xn84AdKunnq6qp6r3AwFLKUsDWwI2q+kr8eN9IR+VgFXzf9z1V9f5eOpUk6RV66B4BoJSyG64Yb6WqrWzKkiRJE1LZTZJkRlhSVV8AiP9LRPrSwLOVfM9FWrP0Gn8ADlbVO3tN4iTpW9q9RwA+A/waV3T/1VeCJkl/JZXdJEl6A2mQZp2k17gJ+HoppT8FWU+SRnR2L7yMb8u6W9+JkyT9l1R2kySZEV6sTb3G/5ci/TlgmUq+TwHPd5Je4+D4f1qvSJskfU+79wj4grVtgANLKSP7StAk6a+kspskyYxwDbB3fN4bd0Oope9VSpFSynrA6zGFewOwVSnl47EwbatIq/ER8GVg5VLK0X1yBknSu7R7jwCgqi/j/uzHlVK27kuBk6S/kcpukiQtUUq5GLgHV0SfK6XsBxwPfK6U8iTwufgOcD3wNPAUcBbwTQBVfQU4BhgXf0dH2lRU9V188c52pZSDev3EkqSH6Il7pIqqPgNsB5xTSlm3D04hSfoluYNakiRJkiRJ0m9Jy26SJEmSJEnSb0llN0mSJEmSJOm3pLKbJEmSJEmS9FtS2U2SJEmSJEn6LansJkmSJEmSJP2WuWa2AEnSU5RSPgQm4uP6L8Deqvp2KeVNVV2gh9vaAXhCVR/vyXqj7n2AUcA/K8lf6U5bpZTtgFVV9fhSylHAm6p6YsSwvV1VbyqlTAKGqerkVutqV45O6vwa8K34uirwN+BDYIyqHtFT7fQkpZRFgN1U9be92MYuwEqqelwpZUngWmBu4CBVvbu32u1pSilzAZNVdWApZUt8K+gdulnXDJXvLqWUVYGL8RjQOwI7AfvjofOuAlZQ1VFNys4J3KqqG3ez7X2B61vdMriUsgxwoqru3p326urqsr9LKWsBS6jqmPi+I530RxftfQL4H1X9QndlTpJmpLKb9CemqOpQgFLKRcCBwC96qa0dgOuAlhXQUspcqvpBi9kvVdWDu87WOap6DR68vj79yHbqCdkb1jUjqOq5wLnRxiRgRFdKd1/QxbVaBB9bbSm7bV7/w/ENBcBjs05U1f3aaGtOVf2wHfma1NOOzLMspZRjgb+q6oXdKL4TcLmqHhN1fRMfp892VTCuQbcU3WBf4EGgJWU3ZJpO0e3F67gWsDowJtq/qrsVqeq/SimvlFLWVdX7ekrAJIFUdpP+yx3A4GpCKWUBfPeij+NWsh+r6h9KKYOAPwF3AhvgFtXtVXVKKWV54DfA4vgWnvvjys52wKallB8DOwObAwcA8+BB4vcMq/Jo4BVgTeDhUsoXgQ1U9eVSyhzAE8B6rSh4pRQBTo22ngEEOEdVL69aZ0spw3DrzmZhJR5WrziHXNep6uWRdHgpZUR8/oqqPlUn+4OllIm1uurL16znpZTNgAK8CAwFrsSt7d8C5gN2UNW/d3WuUecCwK9xi+/cwJGqem0p5evAtnhfrwb8HFgA+AowBdhWVV8rpdwJjAfWjeNfU9XxXdS7ZeSdt5SyM3A1MBB/Vv5QVa/DNwVYuZTyMP4jfxMVC1gp5bfAnap6YSnlOeAMXHH9VZT5NbAY8BbwdVV9ou68VwX+raqvxrU8Dpgvyg4HdgO+j1//a1T1hzULatS9VfT3PVHfMrhluMZgfJvaD4DTgU/jVstDVfXeUAwXB5YD/lVKOQBX7NcC3ge+raq318m8UJO+qmfhUsrVwErALdFvVkrZBjgSmBd4EthXVd8qpXwBf2F9GXio0t5iwDnAIOBN4ABVfbRBey1TSlkHOBG//i8B++Bj52Dgw1LKpsAkvL+uL6WchT8TVlfVb4dl8gxgWcDw58EDhGU72jgCV54H4Ar00aWUFaLv7gPWA/4XtyBvj99Dl5ZSpgDDVfW9irwr4ddlUXw2ZCe87y9X1aH14xnf2OKH+A6FH+H374/iPjlYVR+Oc7hTVVeo65v1gF+G3G9H3zyHX7P54r4/Fr/+tf5YFr9Gi+LPg6+p6nOllAuB/wPWAT4BfLeiJF8NjIy+SJIeI312k35H/PBvgytZVd4BdlTVtYARwEmhQAKsCPxGVVcDXsMVWIAzgUNUdW3gMOC0mEa+BjhcVYeG8nalqq6jqkNwF4qqFW4lYEtV/Q5wIf4wB/8hmtBE0d29lPJw5W8+/AdwZWANXOneoBvd04w3VHU4riz9qoHs322jriG4srUGsCc+HT8cOBs4pI16jsTdGYbjCv5JpZQBcWw13IK1HnAC8KqqrokrF1+t1DGvqq4f8pzdQr3r4y8qn8MV5+1jvGyJ/9gDHAH8La59K64Wb6nqhqp6GT6evhnj6Qd4f9ezYZwHqjoeOBq4KGYtlsCVihH4S8iG8QIFsDDwoKoOV9V7apWp6rMh61Dcin6Jqv4TOAX4uaoOwxXoWv8QdX9JVfcEDgXeU9Xa9byglDJPnczN+qqedYFv42NjFWD7UsoSeJ9uEeUfAb5VSvkYrjxui1tHP1mp5xjgPlUdDBwFjG7SXkuUUuYFTgZ2jmtzIXBMzGacDYxS1S1V9eu4Iryxqp5SV81vgBtDprXx50C1jW1xRXldXIndoJRSu4dXBn4Vz58p+EvhpcDDwO5x/d6jIxcDv4xnzgYhVz1Tx3Mp5Uv4c3F4lDmpjS76C7BR3GPHAMeq6hQqY7Py4lzjNODs6I/L6PhcWQIf5zsAP6ukj2fGLOFJ0pC07Cb9iZr1C9yy+z91xwXfZ34T3LKxNLBkHHtGVWtlHwAGhQVwA+CyUkqtjnmbtL16WMQG4paUGyrHLqtMKZ+DW5d/hU9RntukvuncGELui6Ou50spNzcp2x0urvyvKipV2VtlnKq+AFBK+TswNtIn4kpaq2wFbBPWMHCr0qfj882q+hbwVinlTaZZLifiCnqNiwFU9eZSyhJxTTurd6yqvhqfBTihlLIRPl6WCYtiu1wKUEoZiCvnV1TGU6Nn8FK4JbMR6+LnPjnq/B2wCW5hfg/3IW1IjJ+9gY0iaUvcQl3L8vF4qQL4g6q+E583wn3IUdXHSinPAyvQ0YWnWV+9VifGvao6KeS5pCLLqsDdIcs8+CzLqrhf/N8j/0XAXhWZvhAyjS2ljC6lzB9jona+Q5mmBH8CeLeUclh830xVq7Ktgr9A3RQyzIlbLtthM2CPkOkD4I148a6xFa5s1izUC+Bj9SXgKVWtvZw/gFusm1JK+TiwmKpeG+29E+n1WavjeUt8JmhKlHmlPnMnDATOj5muVlkXqL2InY8ryTWuVlUDHimlLF1Jf4mOLzVJ0iOkspv0J6b67DZhJD49u7aqvh9T/zWL3ruVfB/iU+5zAK91UWeN0bg1ZkK4DmxWOTb1B1hVny2lvFhK2Rz/MRhJezTb3/sDps3UDGiSp9V6q5/fqs9Y315Yx6uWvmpfflT5/hHtPXOEBm4PobS12kZ9f1kX9VbPdy/cWrqWqn4QLgmN+rba9zTIU6tT8CntrsbTlCbt1OpoWi4UiOkIheJM4Iuq+nalrg5T45G3KnNXbdZota+aXY8xYUWuyjGsQf5mMk0nY7y81nz4u/LZFeAR7eZCsgrN5K21cayqdngJDzeG+udPK/dJZ23VqL+Ojcq08uz4KXCDqp4W8o5poe3OqJ5v9doNwMd/kvQo6caQzE4sDLwUiu4I4DOdZVbVN4BnSim7git1pZQhcfjfwIKV7AsCL5RS5qZrBfZsfJr0921aTW8H9iilzFlKWYqOVtJJ+NQpTHPBaIfdK//v6Sxjg/a2x31fe5ob8Cl0AEopa3ajjt2j7GbAi2H5a7Xe2nj5oJTyOXwmAKa/9v8AViulzBMWt80bVRYWtheKr1inlDJHZTxV+QtuOW3EvcCIUsqiYTXcA7itSV6inXnwaeTDVPWpyqGbgIMq+Zop4bcTY7qUsgpueX6qLk+zvqpnvVLKp4tHKdgNt+Dejfu/LxdtzF9KWRG3HK9USlk2Xqi+3ESmLYHnqlbdbvA4sHQpZXjUOU8pZbU267gFX7hI3KML1R2/AdivlDJ/5PlUCzMF9WMNmDqWJodrAqWUAeH20Rljo/35oswikT6JaffyLk3KLsy06DD7dCVfcC9+jcFdi25vkq/KSsAM+V4nSSNS2U1mJy4ChpVSxuM/lH9tocxI/AdiAvAYrtgBXIIv6noopvZ+gi+quLGFeq/BpzCbuTDA9D67G+BT1E/iU/Wn01HJKcDJpZQ7cMtQu8xbSrkP9239Tgv5z8IVlPtxC/WMKBrNKMDHSikTSymP4b6Z7fJGKeVufGHf/m3WewHuVzke2BXve1T1RWB8lD9eVZ/BF9ZMxKdrH+xEnj2AAyvj6YsN8twKDGtUWFVri4Juxf0571XVP3bSHrgP5JrAsZXxtASu6G5YSnmklPI40/qnnlNxF6GJ+D20VwP/0YZ91YC7cV/RifjizGuiP/fDF2JNiDwrhQX6QHzx6B3A05V6joz2HsH9Rr/WRR90iqq+iyt6vwgZHsLHdTscDGwd/TQe+GxdG9cDlwP3Rp7f48+BzjgXODuuWb2f9Ejgu9EHd+KzVk1RXzA4Bh+7DzPtPh+F+0jfjS/ebcQJwKhSyl116TcDQ+I5WK8oHwwcEPLtTmvPlRFAV+M5SdpGzFqZCUmSpKeI6dlfzuiUaZk+okJSoVRWmc9sWdqllPIb3F/61pktS5L0BWG9vwP4gqq+PrPlSfoXadlNkj6k+KKoK/CV+EnSjGPp2uqXJP2JJfDoIKnoJj1OWnaTJEmSJEmSfktadpMkSZIkSZJ+Syq7SZIkSZIkSb8lld0kSZIkSZKk35LKbpIkSZIkSdJvSWU3SZIkSZIk6bekspskSZIkSZL0W/4fR/GIL6lmaUQAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "good = ea.GoodMass()\n", "ea.physical_summary(good)\n", "good" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/Users/zkbt/.exoatlas/data/standardized-TransitingExoplanets.txt is 0.052 days old.\n", "Should it be updated? [y/N]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 27%|██▋ | 21/77 [00:00<00:00, 202.24it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ " [badmass] Loaded standardized table from /Users/zkbt/.exoatlas/data/standardized-TransitingExoplanets.txt\n", " [badmass] no symmetric uncertainties found for \"mass\"\n", " [badmass] no symmetric uncertainties found for \"mass\"\n", " [badmass] 1482/2596 semimajoraxes are missing\n", " [badmass] 0/2596 are still missing after NVK3L\n", " [massradius] skipping 2515 planets that are missing data or uncertainties\n", " [massradius] skipping 4 planets that are consistent with zero\n", " [massradius] plotting inked errorbars, this may take a while\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 77/77 [00:00<00:00, 197.58it/s]\n", " 32%|███▏ | 25/79 [00:00<00:00, 247.51it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ " [badmass] 1482/2596 semimajoraxes are missing\n", " [badmass] 0/2596 are still missing after NVK3L\n", " [badmass] 1482/2596 semimajoraxes are missing\n", " [badmass] 0/2596 are still missing after NVK3L\n", " [badmass] no symmetric uncertainties found for \"mass\"\n", " [badmass] no symmetric uncertainties found for \"radius\"\n", " [badmass] 1482/2596 semimajoraxes are missing\n", " [badmass] 0/2596 are still missing after NVK3L\n", " [badmass] 1482/2596 semimajoraxes are missing\n", " [badmass] 0/2596 are still missing after NVK3L\n", " [badmass] no symmetric uncertainties found for \"mass\"\n", " [badmass] no symmetric uncertainties found for \"radius\"\n", " [fluxescape] skipping 2516 planets that are missing data or uncertainties\n", " [badmass] 1482/2596 semimajoraxes are missing\n", " [badmass] 0/2596 are still missing after NVK3L\n", " [fluxescape] skipping 1 planets that are consistent with zero\n", " [fluxescape] plotting inked errorbars, this may take a while\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 79/79 [00:00<00:00, 229.90it/s]\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "bad = ea.BadMass()\n", "ea.physical_summary(bad)\n", "bad" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## TESS Objects of Interest\n", "These are mostly still candidate planets, but really useful for helping coordinate follow-up efforts!" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/Users/zkbt/.exoatlas/data/standardized-TOI.txt is 0.009 days old.\n", "Should it be updated? [y/N]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "0it [00:00, ?it/s]\n", "0it [00:00, ?it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ " [toi] Loaded standardized table from /Users/zkbt/.exoatlas/data/standardized-TOI.txt\n", " [toi] 1288/1288 semimajoraxes are missing\n", " [toi] 114/1288 are still missing after NVK3L\n", " [toi] no asymmetric uncertainties found for \"mass\"\n", " [toi] no asymmetric uncertainties found for \"radius\"\n", " [toi] no asymmetric uncertainties found for \"mass\"\n", " [toi] no asymmetric uncertainties found for \"radius\"\n", " [massradius] skipping 1288 planets that are missing data or uncertainties\n", " [massradius] skipping 0 planets that are consistent with zero\n", " [massradius] plotting inked errorbars, this may take a while\n", " [toi] 1288/1288 semimajoraxes are missing\n", " [toi] 114/1288 are still missing after NVK3L\n", " [toi] 1288/1288 semimajoraxes are missing\n", " [toi] 114/1288 are still missing after NVK3L\n", " [toi] 1288/1288 semimajoraxes are missing\n", " [toi] 114/1288 are still missing after NVK3L\n", " [toi] 1288/1288 semimajoraxes are missing\n", " [toi] 114/1288 are still missing after NVK3L\n", " [fluxescape] skipping 1288 planets that are missing data or uncertainties\n", " [toi] 1288/1288 semimajoraxes are missing\n", " [toi] 114/1288 are still missing after NVK3L\n", " [fluxescape] skipping 0 planets that are consistent with zero\n", " [fluxescape] plotting inked errorbars, this may take a while\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "toi = ea.TOI()\n", "ea.physical_summary(toi)\n", "toi" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Brand New TOIs vs. Previously Known TOIs\n", "Which TESS Objects of Interest are brand new, and which were previously known?" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/Users/zkbt/.exoatlas/data/standardized-TransitingExoplanets.txt is 0.052 days old.\n", "Should it be updated? [y/N]\n", " [nontess] Loaded standardized table from /Users/zkbt/.exoatlas/data/standardized-TransitingExoplanets.txt\n", "/Users/zkbt/.exoatlas/data/standardized-TOI.txt is 0.009 days old.\n", "Should it be updated? [y/N]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "0it [00:00, ?it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ " [brandnewtoi] Loaded standardized table from /Users/zkbt/.exoatlas/data/standardized-TOI.txt\n", " [brandnewtoi] 1117/1117 semimajoraxes are missing\n", " [brandnewtoi] 110/1117 are still missing after NVK3L\n", " [brandnewtoi] no asymmetric uncertainties found for \"mass\"\n", " [brandnewtoi] no asymmetric uncertainties found for \"radius\"\n", " [brandnewtoi] no asymmetric uncertainties found for \"mass\"\n", " [brandnewtoi] no asymmetric uncertainties found for \"radius\"\n", " [massradius] skipping 1117 planets that are missing data or uncertainties\n", " [massradius] skipping 0 planets that are consistent with zero\n", " [massradius] plotting inked errorbars, this may take a while\n", " [brandnewtoi] 1117/1117 semimajoraxes are missing\n", " [brandnewtoi] 110/1117 are still missing after NVK3L\n", " [brandnewtoi] 1117/1117 semimajoraxes are missing\n", " [brandnewtoi] 110/1117 are still missing after NVK3L\n", " [brandnewtoi] 1117/1117 semimajoraxes are missing\n", " [brandnewtoi] 110/1117 are still missing after NVK3L\n", " [brandnewtoi] 1117/1117 semimajoraxes are missing\n", " [brandnewtoi] 110/1117 are still missing after NVK3L\n", " [fluxescape] skipping 1117 planets that are missing data or uncertainties\n", " [brandnewtoi] 1117/1117 semimajoraxes are missing\n", " [brandnewtoi] 110/1117 are still missing after NVK3L\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n", "0it [00:00, ?it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ " [fluxescape] skipping 0 planets that are consistent with zero\n", " [fluxescape] plotting inked errorbars, this may take a while\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "new_toi = ea.BrandNewTOI()\n", "ea.physical_summary(new_toi)\n", "new_toi" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/Users/zkbt/.exoatlas/data/standardized-TransitingExoplanets.txt is 0.052 days old.\n", "Should it be updated? [y/N]\n", " [nontess] Loaded standardized table from /Users/zkbt/.exoatlas/data/standardized-TransitingExoplanets.txt\n", "/Users/zkbt/.exoatlas/data/standardized-TOI.txt is 0.009 days old.\n", "Should it be updated? [y/N]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "0it [00:00, ?it/s]\n", "0it [00:00, ?it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[previouslyknowntoi] Loaded standardized table from /Users/zkbt/.exoatlas/data/standardized-TOI.txt\n", "[previouslyknowntoi] 171/171 semimajoraxes are missing\n", "[previouslyknowntoi] 4/171 are still missing after NVK3L\n", "[previouslyknowntoi] no asymmetric uncertainties found for \"mass\"\n", "[previouslyknowntoi] no asymmetric uncertainties found for \"radius\"\n", "[previouslyknowntoi] no asymmetric uncertainties found for \"mass\"\n", "[previouslyknowntoi] no asymmetric uncertainties found for \"radius\"\n", " [massradius] skipping 171 planets that are missing data or uncertainties\n", " [massradius] skipping 0 planets that are consistent with zero\n", " [massradius] plotting inked errorbars, this may take a while\n", "[previouslyknowntoi] 171/171 semimajoraxes are missing\n", "[previouslyknowntoi] 4/171 are still missing after NVK3L\n", "[previouslyknowntoi] 171/171 semimajoraxes are missing\n", "[previouslyknowntoi] 4/171 are still missing after NVK3L\n", "[previouslyknowntoi] 171/171 semimajoraxes are missing\n", "[previouslyknowntoi] 4/171 are still missing after NVK3L\n", "[previouslyknowntoi] 171/171 semimajoraxes are missing\n", "[previouslyknowntoi] 4/171 are still missing after NVK3L\n", " [fluxescape] skipping 171 planets that are missing data or uncertainties\n", "[previouslyknowntoi] 171/171 semimajoraxes are missing\n", "[previouslyknowntoi] 4/171 are still missing after NVK3L\n", " [fluxescape] skipping 0 planets that are consistent with zero\n", " [fluxescape] plotting inked errorbars, this may take a while\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "previous_toi = ea.PreviouslyKnownTOI()\n", "ea.physical_summary(previous_toi)\n", "previous_toi" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From all these basic populations, you can make your own to play with by indexing, slicing, or masking as described in [Exploring](exploring.html). Have fun!" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.3" } }, "nbformat": 4, "nbformat_minor": 2 }