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February 12, 2018 16:04
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Juliaでプロットの練習_180212
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# プロットの練習\n", | |
"legendのrenameについて躓いたので、いろいろ比べてみた。" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Julia Version 0.6.2\n", | |
"Commit d386e40c17* (2017-12-13 18:08 UTC)\n", | |
"Platform Info:\n", | |
" OS: Windows (x86_64-w64-mingw32)\n", | |
" CPU: Intel(R) Core(TM) i5-7200U CPU @ 2.50GHz\n", | |
" WORD_SIZE: 64\n", | |
" BLAS: libopenblas (USE64BITINT DYNAMIC_ARCH NO_AFFINITY Prescott)\n", | |
" LAPACK: libopenblas64_\n", | |
" LIBM: libopenlibm\n", | |
" LLVM: libLLVM-3.9.1 (ORCJIT, broadwell)\n" | |
] | |
} | |
], | |
"source": [ | |
"versioninfo()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Backends\n", | |
"\n", | |
"以下を読んだ感じだと、PyPlotとPlotlyあたりが無難な感じ。 \n", | |
"[Plots.jl Backends](http://docs.juliaplots.org/latest/backends/)\n", | |
"\n", | |
"- __PyPlot__ \n", | |
"\n", | |
"PythonのMatplotlibを呼び出して使うので機能が充実している。 \n", | |
"一方で、依存関係のトラブルは発生しがち。 \n", | |
"Matplotlibのバージョンによって見た目が異なる可能性あり。 \n", | |
"確かバージョン2.0前後でデフォルトカラーマップが変わった。 \n", | |
"古いバージョンを使っている場合は要注意。\n", | |
"\n", | |
"- __Plotly/PlotlyJS__ \n", | |
"\n", | |
"別々のバックエンドだが、内部で使ってるコードは共有のものが多いらしいのでまとめて説明されている。 \n", | |
"Plotlyの方はPlotsのデフォルトBackendとなっている。the only dependency-freeとあり、かなり安心。 \n", | |
"PlotlyJSが推奨オプションらしい。PlotlyJS.jlの優れた機能を使っているとか(詳細不明)。 \n", | |
"「Inline IJulia plotがどのセルからも更新できる」とある。嬉しい。 \n", | |
"出力もPlotlyより充実していて、EPS, PDFなども出力できる。 \n", | |
"\n", | |
"- __GR__\n", | |
"\n", | |
"速い。しかし、まだまだ開発途中なので仕様変更が多そう。\n", | |
"\n", | |
"---\n", | |
"\n", | |
"\n", | |
"他にも色々あるが、特に使わなそうなので割愛。" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Addtional Addons" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"[ここ](http://docs.juliaplots.org/latest/tutorial/#plotting-backends)に「もっと拡張できるよ!」的なことが書いてあった。 \n", | |
"GGPlots.jlも追加できるらしい。" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Plotly backend\n", | |
"[公式ドキュメント](http://spencerlyon.com/PlotlyJS.jl/)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 15, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"using Plots\n", | |
"plotlyjs();" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### Attributesの確認" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 16, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Defined Series attributes are:\n", | |
"arrow, bar_edges, bar_position, bar_width, bins, contours, fill_z, fillalpha, fillcolor, fillrange, group, hover, label, levels, line_z, linealpha, linecolor, linestyle, linewidth, marker_z, markeralpha, markercolor, markershape, markersize, markerstrokealpha, markerstrokecolor, markerstrokestyle, markerstrokewidth, match_dimensions, normalize, orientation, primary, quiver, ribbon, series_annotations, seriesalpha, seriescolor, seriestype, smooth, stride, subplot, weights, x, xerror, y, yerror, z\n" | |
] | |
} | |
], | |
"source": [ | |
"plotattr(:Series)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 17, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Defined Subplot attributes are:\n", | |
"annotations, aspect_ratio, background_color_inside, background_color_legend, background_color_subplot, bottom_margin, camera, clims, color_palette, colorbar, colorbar_title, fontfamily_subplot, foreground_color_legend, foreground_color_subplot, foreground_color_title, framestyle, left_margin, legend, legendfontcolor, legendfontfamily, legendfonthalign, legendfontrotation, legendfontsize, legendfontvalign, legendtitle, margin, projection, right_margin, subplot_index, title, title_location, titlefontcolor, titlefontfamily, titlefonthalign, titlefontrotation, titlefontsize, titlefontvalign, top_margin\n" | |
] | |
} | |
], | |
"source": [ | |
"plotattr(:Subplot)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 18, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Defined Plot attributes are:\n", | |
"background_color, background_color_outside, display_type, dpi, extra_kwargs, fontfamily, foreground_color, html_output_format, inset_subplots, layout, link, overwrite_figure, plot_title, pos, show, size, window_title\n" | |
] | |
} | |
], | |
"source": [ | |
"plotattr(:Plot)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 19, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Defined Axis attributes are:\n", | |
"discrete_values, flip, foreground_color_axis, foreground_color_border, foreground_color_grid, foreground_color_guide, foreground_color_text, formatter, grid, gridalpha, gridlinewidth, gridstyle, guide, guidefontcolor, guidefontfamily, guidefonthalign, guidefontrotation, guidefontsize, guidefontvalign, lims, link, mirror, rotation, scale, showaxis, tick_direction, tickfontcolor, tickfontfamily, tickfonthalign, tickfontrotation, tickfontsize, tickfontvalign, ticks\n" | |
] | |
} | |
], | |
"source": [ | |
"plotattr(:Axis)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": { | |
"scrolled": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"20×5 Array{Float64,2}:\n", | |
" 0.823648 0.469304 0.951691 0.0491219 0.0947919\n", | |
" 0.910357 0.0623676 0.801119 0.482761 0.948884 \n", | |
" 0.164566 0.353129 0.124323 0.665252 0.775188 \n", | |
" 0.177329 0.767602 0.114269 0.842256 0.177409 \n", | |
" 0.27888 0.043141 0.0795545 0.169107 0.0800227\n", | |
" 0.203477 0.267985 0.776674 0.938857 0.682194 \n", | |
" 0.0423017 0.0668464 0.104823 0.783726 0.92936 \n", | |
" 0.0682693 0.156637 0.838075 0.505805 0.973119 \n", | |
" 0.361828 0.605297 0.184115 0.622156 0.651778 \n", | |
" 0.973216 0.135745 0.312145 0.306804 0.596532 \n", | |
" 0.585812 0.838118 0.196407 0.796363 0.479261 \n", | |
" 0.539289 0.914712 0.873581 0.505874 0.0632371\n", | |
" 0.260036 0.300075 0.654922 0.39206 0.470637 \n", | |
" 0.910047 0.72285 0.586712 0.479356 0.382453 \n", | |
" 0.167036 0.119653 0.632696 0.0682234 0.97655 \n", | |
" 0.655448 0.76707 0.735004 0.479948 0.216105 \n", | |
" 0.575887 0.801924 0.548342 0.468397 0.86319 \n", | |
" 0.868279 0.0353445 0.476883 0.452457 0.0653417\n", | |
" 0.9678 0.484661 0.602375 0.644211 0.69999 \n", | |
" 0.76769 0.899199 0.791346 0.669275 0.850205 " | |
] | |
}, | |
"execution_count": 7, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"srand(0)\n", | |
"data = rand(20, 5)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div id=\"edf38ec4-0805-4b6c-a3ee-7a77a427fbea\" class=\"plotly-graph-div\"></div>\n", | |
"\n", | |
"<script>\n", | |
" window.PLOTLYENV=window.PLOTLYENV || {};\n", | |
" window.PLOTLYENV.BASE_URL=\"https://plot.ly\";\n", | |
" require(['plotly'], function(Plotly) {\n", | |
" Plotly.newPlot('edf38ec4-0805-4b6c-a3ee-7a77a427fbea', [{\"showlegend\":true,\"mode\":\"lines\",\"xaxis\":\"x\",\"colorbar\":{\"title\":\"\"},\"line\":{\"color\":\"rgba(0, 154, 250, 1.000)\",\"width\":1,\"dash\":\"solid\",\"shape\":\"linear\"},\"y\":[0.8236475079774124,0.9103565379264364,0.16456579813368521,0.17732884646626457,0.278880109331201,0.20347655804192266,0.042301665932029664,0.06826925550564478,0.3618283907762174,0.9732164043865108,0.5858115517433242,0.5392892841426182,0.26003585026904785,0.910046541351011,0.16703619444214968,0.6554484126999125,0.5758873948500367,0.8682787096942046,0.9677995536192001,0.7676903325581188],\"type\":\"scatter\",\"name\":\"y1\",\"yaxis\":\"y\",\"x\":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20]},{\"showlegend\":true,\"mode\":\"lines\",\"xaxis\":\"x\",\"colorbar\":{\"title\":\"\"},\"line\":{\"color\":\"rgba(227, 111, 71, 1.000)\",\"width\":1,\"dash\":\"solid\",\"shape\":\"linear\"},\"y\":[0.46930370935301835,0.06236755817015882,0.35312877270491705,0.767601895961374,0.043141023329413164,0.2679846344919068,0.06684644402498341,0.15663663731366406,0.6052967398293401,0.13574455851185352,0.838117753907359,0.9147120238969264,0.30007495800798534,0.7228497594213787,0.1196525672223625,0.7670696322682211,0.8019235854122897,0.035344549147287685,0.48466052213279887,0.8991991479715158],\"type\":\"scatter\",\"name\":\"y2\",\"yaxis\":\"y\",\"x\":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20]},{\"showlegend\":true,\"mode\":\"lines\",\"xaxis\":\"x\",\"colorbar\":{\"title\":\"\"},\"line\":{\"color\":\"rgba(62, 164, 78, 1.000)\",\"width\":1,\"dash\":\"solid\",\"shape\":\"linear\"},\"y\":[0.951690700362799,0.8011185163108001,0.12432272872023531,0.11426876182995338,0.07955447119057157,0.7766742218683131,0.1048226490565447,0.8380749803307581,0.18411485558080476,0.3121451099216308,0.19640742703220093,0.8735809112632831,0.6549215778230062,0.5867124396397687,0.6326955174849529,0.7350038044058131,0.548342114623342,0.47688264487569976,0.6023746021111653,0.7913462490414747],\"type\":\"scatter\",\"name\":\"y3\",\"yaxis\":\"y\",\"x\":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20]},{\"showlegend\":true,\"mode\":\"lines\",\"xaxis\":\"x\",\"colorbar\":{\"title\":\"\"},\"line\":{\"color\":\"rgba(195, 113, 210, 1.000)\",\"width\":1,\"dash\":\"solid\",\"shape\":\"linear\"},\"y\":[0.04912193901316875,0.48276146782949847,0.6652515059404427,0.8422557594578175,0.16910729451857898,0.9388569303494545,0.7837260309016443,0.5058046332164718,0.6221557939669518,0.30680415689806817,0.7963633990166934,0.5058741376644247,0.39206003754122043,0.47935649090647914,0.06822341709242075,0.4799481236784777,0.4683970163381419,0.45245669115936304,0.6442110258372615,0.6692753552886208],\"type\":\"scatter\",\"name\":\"y4\",\"yaxis\":\"y\",\"x\":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20]},{\"showlegend\":true,\"mode\":\"lines\",\"xaxis\":\"x\",\"colorbar\":{\"title\":\"\"},\"line\":{\"color\":\"rgba(172, 142, 24, 1.000)\",\"width\":1,\"dash\":\"solid\",\"shape\":\"linear\"},\"y\":[0.09479186551379559,0.9488838151206662,0.7751879774225319,0.17740896332315637,0.08002265274552212,0.6821935901697289,0.9293597577149693,0.9731187745702308,0.6517776347893842,0.596532097629072,0.4792609158905863,0.0632370551390915,0.4706372596782542,0.3824528206459128,0.9765501230411475,0.2161052678391404,0.8631896591631327,0.06534170236345038,0.6999897089476348,0.8502054654407449],\"type\":\"scatter\",\"name\":\"y5\",\"yaxis\":\"y\",\"x\":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20]}],\n", | |
" {\"showlegend\":true,\"xaxis\":{\"showticklabels\":true,\"gridwidth\":0.5,\"tickvals\":[5.0,10.0,15.0,20.0],\"visible\":true,\"ticks\":\"inside\",\"range\":[1.0,20.0],\"domain\":[0.05100612423447069,0.9934383202099737],\"tickmode\":\"array\",\"linecolor\":\"rgba(0, 0, 0, 1.000)\",\"showgrid\":true,\"title\":\"\",\"mirror\":false,\"tickangle\":0,\"showline\":true,\"gridcolor\":\"rgba(0, 0, 0, 0.100)\",\"titlefont\":{\"color\":\"rgba(0, 0, 0, 1.000)\",\"family\":\"sans-serif\",\"size\":15},\"tickcolor\":\"rgb(0, 0, 0)\",\"ticktext\":[\"5\",\"10\",\"15\",\"20\"],\"zeroline\":false,\"type\":\"-\",\"tickfont\":{\"color\":\"rgba(0, 0, 0, 1.000)\",\"family\":\"sans-serif\",\"size\":11},\"zerolinecolor\":\"rgba(0, 0, 0, 1.000)\",\"anchor\":\"y\"},\"paper_bgcolor\":\"rgba(255, 255, 255, 1.000)\",\"annotations\":[],\"height\":400,\"margin\":{\"l\":0,\"b\":20,\"r\":0,\"t\":20},\"plot_bgcolor\":\"rgba(255, 255, 255, 1.000)\",\"yaxis\":{\"showticklabels\":true,\"gridwidth\":0.5,\"tickvals\":[0.2,0.4,0.6000000000000001,0.8],\"visible\":true,\"ticks\":\"inside\",\"range\":[0.035344549147287685,0.9765501230411475],\"domain\":[0.03762029746281716,0.9901574803149606],\"tickmode\":\"array\",\"linecolor\":\"rgba(0, 0, 0, 1.000)\",\"showgrid\":true,\"title\":\"\",\"mirror\":false,\"tickangle\":0,\"showline\":true,\"gridcolor\":\"rgba(0, 0, 0, 0.100)\",\"titlefont\":{\"color\":\"rgba(0, 0, 0, 1.000)\",\"family\":\"sans-serif\",\"size\":15},\"tickcolor\":\"rgb(0, 0, 0)\",\"ticktext\":[\"0.2\",\"0.4\",\"0.6\",\"0.8\"],\"zeroline\":false,\"type\":\"-\",\"tickfont\":{\"color\":\"rgba(0, 0, 0, 1.000)\",\"family\":\"sans-serif\",\"size\":11},\"zerolinecolor\":\"rgba(0, 0, 0, 1.000)\",\"anchor\":\"x\"},\"legend\":{\"bordercolor\":\"rgba(0, 0, 0, 1.000)\",\"bgcolor\":\"rgba(255, 255, 255, 1.000)\",\"font\":{\"color\":\"rgba(0, 0, 0, 1.000)\",\"family\":\"sans-serif\",\"size\":11},\"y\":1.0,\"x\":1.0},\"width\":600}, {showLink: false});\n", | |
"\n", | |
" });\n", | |
" </script>\n" | |
] | |
}, | |
"execution_count": 8, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"plot(data)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"線の太さを変える" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div id=\"028c328e-c9ee-450f-8dd5-2d93acb3f566\" class=\"plotly-graph-div\"></div>\n", | |
"\n", | |
"<script>\n", | |
" window.PLOTLYENV=window.PLOTLYENV || {};\n", | |
" window.PLOTLYENV.BASE_URL=\"https://plot.ly\";\n", | |
" require(['plotly'], function(Plotly) {\n", | |
" Plotly.newPlot('028c328e-c9ee-450f-8dd5-2d93acb3f566', [{\"showlegend\":true,\"mode\":\"lines\",\"xaxis\":\"x\",\"colorbar\":{\"title\":\"\"},\"line\":{\"color\":\"rgba(0, 154, 250, 1.000)\",\"width\":3,\"dash\":\"solid\",\"shape\":\"linear\"},\"y\":[0.8236475079774124,0.9103565379264364,0.16456579813368521,0.17732884646626457,0.278880109331201,0.20347655804192266,0.042301665932029664,0.06826925550564478,0.3618283907762174,0.9732164043865108,0.5858115517433242,0.5392892841426182,0.26003585026904785,0.910046541351011,0.16703619444214968,0.6554484126999125,0.5758873948500367,0.8682787096942046,0.9677995536192001,0.7676903325581188],\"type\":\"scatter\",\"name\":\"y1\",\"yaxis\":\"y\",\"x\":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20]},{\"showlegend\":true,\"mode\":\"lines\",\"xaxis\":\"x\",\"colorbar\":{\"title\":\"\"},\"line\":{\"color\":\"rgba(227, 111, 71, 1.000)\",\"width\":3,\"dash\":\"solid\",\"shape\":\"linear\"},\"y\":[0.46930370935301835,0.06236755817015882,0.35312877270491705,0.767601895961374,0.043141023329413164,0.2679846344919068,0.06684644402498341,0.15663663731366406,0.6052967398293401,0.13574455851185352,0.838117753907359,0.9147120238969264,0.30007495800798534,0.7228497594213787,0.1196525672223625,0.7670696322682211,0.8019235854122897,0.035344549147287685,0.48466052213279887,0.8991991479715158],\"type\":\"scatter\",\"name\":\"y2\",\"yaxis\":\"y\",\"x\":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20]},{\"showlegend\":true,\"mode\":\"lines\",\"xaxis\":\"x\",\"colorbar\":{\"title\":\"\"},\"line\":{\"color\":\"rgba(62, 164, 78, 1.000)\",\"width\":3,\"dash\":\"solid\",\"shape\":\"linear\"},\"y\":[0.951690700362799,0.8011185163108001,0.12432272872023531,0.11426876182995338,0.07955447119057157,0.7766742218683131,0.1048226490565447,0.8380749803307581,0.18411485558080476,0.3121451099216308,0.19640742703220093,0.8735809112632831,0.6549215778230062,0.5867124396397687,0.6326955174849529,0.7350038044058131,0.548342114623342,0.47688264487569976,0.6023746021111653,0.7913462490414747],\"type\":\"scatter\",\"name\":\"y3\",\"yaxis\":\"y\",\"x\":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20]},{\"showlegend\":true,\"mode\":\"lines\",\"xaxis\":\"x\",\"colorbar\":{\"title\":\"\"},\"line\":{\"color\":\"rgba(195, 113, 210, 1.000)\",\"width\":3,\"dash\":\"solid\",\"shape\":\"linear\"},\"y\":[0.04912193901316875,0.48276146782949847,0.6652515059404427,0.8422557594578175,0.16910729451857898,0.9388569303494545,0.7837260309016443,0.5058046332164718,0.6221557939669518,0.30680415689806817,0.7963633990166934,0.5058741376644247,0.39206003754122043,0.47935649090647914,0.06822341709242075,0.4799481236784777,0.4683970163381419,0.45245669115936304,0.6442110258372615,0.6692753552886208],\"type\":\"scatter\",\"name\":\"y4\",\"yaxis\":\"y\",\"x\":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20]},{\"showlegend\":true,\"mode\":\"lines\",\"xaxis\":\"x\",\"colorbar\":{\"title\":\"\"},\"line\":{\"color\":\"rgba(172, 142, 24, 1.000)\",\"width\":3,\"dash\":\"solid\",\"shape\":\"linear\"},\"y\":[0.09479186551379559,0.9488838151206662,0.7751879774225319,0.17740896332315637,0.08002265274552212,0.6821935901697289,0.9293597577149693,0.9731187745702308,0.6517776347893842,0.596532097629072,0.4792609158905863,0.0632370551390915,0.4706372596782542,0.3824528206459128,0.9765501230411475,0.2161052678391404,0.8631896591631327,0.06534170236345038,0.6999897089476348,0.8502054654407449],\"type\":\"scatter\",\"name\":\"y5\",\"yaxis\":\"y\",\"x\":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20]}],\n", | |
" {\"showlegend\":true,\"xaxis\":{\"showticklabels\":true,\"gridwidth\":0.5,\"tickvals\":[5.0,10.0,15.0,20.0],\"visible\":true,\"ticks\":\"inside\",\"range\":[1.0,20.0],\"domain\":[0.05100612423447069,0.9934383202099737],\"tickmode\":\"array\",\"linecolor\":\"rgba(0, 0, 0, 1.000)\",\"showgrid\":true,\"title\":\"\",\"mirror\":false,\"tickangle\":0,\"showline\":true,\"gridcolor\":\"rgba(0, 0, 0, 0.100)\",\"titlefont\":{\"color\":\"rgba(0, 0, 0, 1.000)\",\"family\":\"sans-serif\",\"size\":15},\"tickcolor\":\"rgb(0, 0, 0)\",\"ticktext\":[\"5\",\"10\",\"15\",\"20\"],\"zeroline\":false,\"type\":\"-\",\"tickfont\":{\"color\":\"rgba(0, 0, 0, 1.000)\",\"family\":\"sans-serif\",\"size\":11},\"zerolinecolor\":\"rgba(0, 0, 0, 1.000)\",\"anchor\":\"y\"},\"paper_bgcolor\":\"rgba(255, 255, 255, 1.000)\",\"annotations\":[],\"height\":400,\"margin\":{\"l\":0,\"b\":20,\"r\":0,\"t\":20},\"plot_bgcolor\":\"rgba(255, 255, 255, 1.000)\",\"yaxis\":{\"showticklabels\":true,\"gridwidth\":0.5,\"tickvals\":[0.2,0.4,0.6000000000000001,0.8],\"visible\":true,\"ticks\":\"inside\",\"range\":[0.035344549147287685,0.9765501230411475],\"domain\":[0.03762029746281716,0.9901574803149606],\"tickmode\":\"array\",\"linecolor\":\"rgba(0, 0, 0, 1.000)\",\"showgrid\":true,\"title\":\"\",\"mirror\":false,\"tickangle\":0,\"showline\":true,\"gridcolor\":\"rgba(0, 0, 0, 0.100)\",\"titlefont\":{\"color\":\"rgba(0, 0, 0, 1.000)\",\"family\":\"sans-serif\",\"size\":15},\"tickcolor\":\"rgb(0, 0, 0)\",\"ticktext\":[\"0.2\",\"0.4\",\"0.6\",\"0.8\"],\"zeroline\":false,\"type\":\"-\",\"tickfont\":{\"color\":\"rgba(0, 0, 0, 1.000)\",\"family\":\"sans-serif\",\"size\":11},\"zerolinecolor\":\"rgba(0, 0, 0, 1.000)\",\"anchor\":\"x\"},\"legend\":{\"bordercolor\":\"rgba(0, 0, 0, 1.000)\",\"bgcolor\":\"rgba(255, 255, 255, 1.000)\",\"font\":{\"color\":\"rgba(0, 0, 0, 1.000)\",\"family\":\"sans-serif\",\"size\":11},\"y\":1.0,\"x\":1.0},\"width\":600}, {showLink: false});\n", | |
"\n", | |
" });\n", | |
" </script>\n" | |
] | |
}, | |
"execution_count": 9, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"plot(data, w=3)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"legendをいじりたい...が変わらない。" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div id=\"fb541979-29a3-4c07-8939-3c158a73bca6\" class=\"plotly-graph-div\"></div>\n", | |
"\n", | |
"<script>\n", | |
" window.PLOTLYENV=window.PLOTLYENV || {};\n", | |
" window.PLOTLYENV.BASE_URL=\"https://plot.ly\";\n", | |
" require(['plotly'], function(Plotly) {\n", | |
" Plotly.newPlot('fb541979-29a3-4c07-8939-3c158a73bca6', [{\"showlegend\":true,\"mode\":\"lines\",\"xaxis\":\"x\",\"colorbar\":{\"title\":\"\"},\"line\":{\"color\":\"rgba(0, 154, 250, 1.000)\",\"width\":1,\"dash\":\"solid\",\"shape\":\"linear\"},\"y\":[0.8236475079774124,0.9103565379264364,0.16456579813368521,0.17732884646626457,0.278880109331201,0.20347655804192266,0.042301665932029664,0.06826925550564478,0.3618283907762174,0.9732164043865108,0.5858115517433242,0.5392892841426182,0.26003585026904785,0.910046541351011,0.16703619444214968,0.6554484126999125,0.5758873948500367,0.8682787096942046,0.9677995536192001,0.7676903325581188],\"type\":\"scatter\",\"name\":[\"k1\",\"k2\",\"k3\",\"k4\",\"k5\"],\"yaxis\":\"y\",\"x\":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20]},{\"showlegend\":true,\"mode\":\"lines\",\"xaxis\":\"x\",\"colorbar\":{\"title\":\"\"},\"line\":{\"color\":\"rgba(227, 111, 71, 1.000)\",\"width\":1,\"dash\":\"solid\",\"shape\":\"linear\"},\"y\":[0.46930370935301835,0.06236755817015882,0.35312877270491705,0.767601895961374,0.043141023329413164,0.2679846344919068,0.06684644402498341,0.15663663731366406,0.6052967398293401,0.13574455851185352,0.838117753907359,0.9147120238969264,0.30007495800798534,0.7228497594213787,0.1196525672223625,0.7670696322682211,0.8019235854122897,0.035344549147287685,0.48466052213279887,0.8991991479715158],\"type\":\"scatter\",\"name\":[\"k1\",\"k2\",\"k3\",\"k4\",\"k5\"],\"yaxis\":\"y\",\"x\":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20]},{\"showlegend\":true,\"mode\":\"lines\",\"xaxis\":\"x\",\"colorbar\":{\"title\":\"\"},\"line\":{\"color\":\"rgba(62, 164, 78, 1.000)\",\"width\":1,\"dash\":\"solid\",\"shape\":\"linear\"},\"y\":[0.951690700362799,0.8011185163108001,0.12432272872023531,0.11426876182995338,0.07955447119057157,0.7766742218683131,0.1048226490565447,0.8380749803307581,0.18411485558080476,0.3121451099216308,0.19640742703220093,0.8735809112632831,0.6549215778230062,0.5867124396397687,0.6326955174849529,0.7350038044058131,0.548342114623342,0.47688264487569976,0.6023746021111653,0.7913462490414747],\"type\":\"scatter\",\"name\":[\"k1\",\"k2\",\"k3\",\"k4\",\"k5\"],\"yaxis\":\"y\",\"x\":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20]},{\"showlegend\":true,\"mode\":\"lines\",\"xaxis\":\"x\",\"colorbar\":{\"title\":\"\"},\"line\":{\"color\":\"rgba(195, 113, 210, 1.000)\",\"width\":1,\"dash\":\"solid\",\"shape\":\"linear\"},\"y\":[0.04912193901316875,0.48276146782949847,0.6652515059404427,0.8422557594578175,0.16910729451857898,0.9388569303494545,0.7837260309016443,0.5058046332164718,0.6221557939669518,0.30680415689806817,0.7963633990166934,0.5058741376644247,0.39206003754122043,0.47935649090647914,0.06822341709242075,0.4799481236784777,0.4683970163381419,0.45245669115936304,0.6442110258372615,0.6692753552886208],\"type\":\"scatter\",\"name\":[\"k1\",\"k2\",\"k3\",\"k4\",\"k5\"],\"yaxis\":\"y\",\"x\":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20]},{\"showlegend\":true,\"mode\":\"lines\",\"xaxis\":\"x\",\"colorbar\":{\"title\":\"\"},\"line\":{\"color\":\"rgba(172, 142, 24, 1.000)\",\"width\":1,\"dash\":\"solid\",\"shape\":\"linear\"},\"y\":[0.09479186551379559,0.9488838151206662,0.7751879774225319,0.17740896332315637,0.08002265274552212,0.6821935901697289,0.9293597577149693,0.9731187745702308,0.6517776347893842,0.596532097629072,0.4792609158905863,0.0632370551390915,0.4706372596782542,0.3824528206459128,0.9765501230411475,0.2161052678391404,0.8631896591631327,0.06534170236345038,0.6999897089476348,0.8502054654407449],\"type\":\"scatter\",\"name\":[\"k1\",\"k2\",\"k3\",\"k4\",\"k5\"],\"yaxis\":\"y\",\"x\":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20]}],\n", | |
" {\"showlegend\":true,\"xaxis\":{\"showticklabels\":true,\"gridwidth\":0.5,\"tickvals\":[5.0,10.0,15.0,20.0],\"visible\":true,\"ticks\":\"inside\",\"range\":[1.0,20.0],\"domain\":[0.05100612423447069,0.9934383202099737],\"tickmode\":\"array\",\"linecolor\":\"rgba(0, 0, 0, 1.000)\",\"showgrid\":true,\"title\":\"\",\"mirror\":false,\"tickangle\":0,\"showline\":true,\"gridcolor\":\"rgba(0, 0, 0, 0.100)\",\"titlefont\":{\"color\":\"rgba(0, 0, 0, 1.000)\",\"family\":\"sans-serif\",\"size\":15},\"tickcolor\":\"rgb(0, 0, 0)\",\"ticktext\":[\"5\",\"10\",\"15\",\"20\"],\"zeroline\":false,\"type\":\"-\",\"tickfont\":{\"color\":\"rgba(0, 0, 0, 1.000)\",\"family\":\"sans-serif\",\"size\":11},\"zerolinecolor\":\"rgba(0, 0, 0, 1.000)\",\"anchor\":\"y\"},\"paper_bgcolor\":\"rgba(255, 255, 255, 1.000)\",\"annotations\":[],\"height\":400,\"margin\":{\"l\":0,\"b\":20,\"r\":0,\"t\":20},\"plot_bgcolor\":\"rgba(255, 255, 255, 1.000)\",\"yaxis\":{\"showticklabels\":true,\"gridwidth\":0.5,\"tickvals\":[0.2,0.4,0.6000000000000001,0.8],\"visible\":true,\"ticks\":\"inside\",\"range\":[0.035344549147287685,0.9765501230411475],\"domain\":[0.03762029746281716,0.9901574803149606],\"tickmode\":\"array\",\"linecolor\":\"rgba(0, 0, 0, 1.000)\",\"showgrid\":true,\"title\":\"\",\"mirror\":false,\"tickangle\":0,\"showline\":true,\"gridcolor\":\"rgba(0, 0, 0, 0.100)\",\"titlefont\":{\"color\":\"rgba(0, 0, 0, 1.000)\",\"family\":\"sans-serif\",\"size\":15},\"tickcolor\":\"rgb(0, 0, 0)\",\"ticktext\":[\"0.2\",\"0.4\",\"0.6\",\"0.8\"],\"zeroline\":false,\"type\":\"-\",\"tickfont\":{\"color\":\"rgba(0, 0, 0, 1.000)\",\"family\":\"sans-serif\",\"size\":11},\"zerolinecolor\":\"rgba(0, 0, 0, 1.000)\",\"anchor\":\"x\"},\"legend\":{\"bordercolor\":\"rgba(0, 0, 0, 1.000)\",\"bgcolor\":\"rgba(255, 255, 255, 1.000)\",\"font\":{\"color\":\"rgba(0, 0, 0, 1.000)\",\"family\":\"sans-serif\",\"size\":11},\"y\":1.0,\"x\":1.0},\"width\":600}, {showLink: false});\n", | |
"\n", | |
" });\n", | |
" </script>\n" | |
] | |
}, | |
"execution_count": 10, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"labels = Array([\"k1\", \"k2\", \"k3\", \"k4\", \"k5\"])\n", | |
"p = plot(data, label=labels, legend=true)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"無理やりやってみる。 \n", | |
"DataFramesを経由して、カラムをリネームする。 \n", | |
"[StatPlots](https://github.com/JuliaPlots/StatPlots.jl)を使う。Plotsで使われることを前提に開発されている。" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": { | |
"scrolled": true | |
}, | |
"outputs": [], | |
"source": [ | |
"using DataFrames\n", | |
"df = DataFrame(data)\n", | |
"old = [convert(Symbol, \"x$i\") for i in 1:size(df)[2]]\n", | |
"new = [convert(Symbol, \"k$i\") for i in 1:size(df)[2]]\n", | |
"\n", | |
"df_new = rename(df, Dict(zip(old, new)));" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"以下ではエラーが出る。なんか変数で渡すとだめらしい。" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"using StatPlots\n", | |
"@df df_new plot(new);" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"手打ちなら動いたが...legend変わらず。" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div id=\"81b81f18-9862-40d9-975b-2892c9984325\" class=\"plotly-graph-div\"></div>\n", | |
"\n", | |
"<script>\n", | |
" window.PLOTLYENV=window.PLOTLYENV || {};\n", | |
" window.PLOTLYENV.BASE_URL=\"https://plot.ly\";\n", | |
" require(['plotly'], function(Plotly) {\n", | |
" Plotly.newPlot('81b81f18-9862-40d9-975b-2892c9984325', [{\"showlegend\":true,\"mode\":\"lines\",\"xaxis\":\"x\",\"colorbar\":{\"title\":\"\"},\"line\":{\"color\":\"rgba(0, 154, 250, 1.000)\",\"width\":1,\"dash\":\"solid\",\"shape\":\"linear\"},\"y\":[0.8236475079774124,0.9103565379264364,0.16456579813368521,0.17732884646626457,0.278880109331201,0.20347655804192266,0.042301665932029664,0.06826925550564478,0.3618283907762174,0.9732164043865108,0.5858115517433242,0.5392892841426182,0.26003585026904785,0.910046541351011,0.16703619444214968,0.6554484126999125,0.5758873948500367,0.8682787096942046,0.9677995536192001,0.7676903325581188],\"type\":\"scatter\",\"name\":\"y1\",\"yaxis\":\"y\",\"x\":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20]},{\"showlegend\":true,\"mode\":\"lines\",\"xaxis\":\"x\",\"colorbar\":{\"title\":\"\"},\"line\":{\"color\":\"rgba(227, 111, 71, 1.000)\",\"width\":1,\"dash\":\"solid\",\"shape\":\"linear\"},\"y\":[0.46930370935301835,0.06236755817015882,0.35312877270491705,0.767601895961374,0.043141023329413164,0.2679846344919068,0.06684644402498341,0.15663663731366406,0.6052967398293401,0.13574455851185352,0.838117753907359,0.9147120238969264,0.30007495800798534,0.7228497594213787,0.1196525672223625,0.7670696322682211,0.8019235854122897,0.035344549147287685,0.48466052213279887,0.8991991479715158],\"type\":\"scatter\",\"name\":\"y2\",\"yaxis\":\"y\",\"x\":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20]},{\"showlegend\":true,\"mode\":\"lines\",\"xaxis\":\"x\",\"colorbar\":{\"title\":\"\"},\"line\":{\"color\":\"rgba(62, 164, 78, 1.000)\",\"width\":1,\"dash\":\"solid\",\"shape\":\"linear\"},\"y\":[0.951690700362799,0.8011185163108001,0.12432272872023531,0.11426876182995338,0.07955447119057157,0.7766742218683131,0.1048226490565447,0.8380749803307581,0.18411485558080476,0.3121451099216308,0.19640742703220093,0.8735809112632831,0.6549215778230062,0.5867124396397687,0.6326955174849529,0.7350038044058131,0.548342114623342,0.47688264487569976,0.6023746021111653,0.7913462490414747],\"type\":\"scatter\",\"name\":\"y3\",\"yaxis\":\"y\",\"x\":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20]},{\"showlegend\":true,\"mode\":\"lines\",\"xaxis\":\"x\",\"colorbar\":{\"title\":\"\"},\"line\":{\"color\":\"rgba(195, 113, 210, 1.000)\",\"width\":1,\"dash\":\"solid\",\"shape\":\"linear\"},\"y\":[0.04912193901316875,0.48276146782949847,0.6652515059404427,0.8422557594578175,0.16910729451857898,0.9388569303494545,0.7837260309016443,0.5058046332164718,0.6221557939669518,0.30680415689806817,0.7963633990166934,0.5058741376644247,0.39206003754122043,0.47935649090647914,0.06822341709242075,0.4799481236784777,0.4683970163381419,0.45245669115936304,0.6442110258372615,0.6692753552886208],\"type\":\"scatter\",\"name\":\"y4\",\"yaxis\":\"y\",\"x\":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20]},{\"showlegend\":true,\"mode\":\"lines\",\"xaxis\":\"x\",\"colorbar\":{\"title\":\"\"},\"line\":{\"color\":\"rgba(172, 142, 24, 1.000)\",\"width\":1,\"dash\":\"solid\",\"shape\":\"linear\"},\"y\":[0.09479186551379559,0.9488838151206662,0.7751879774225319,0.17740896332315637,0.08002265274552212,0.6821935901697289,0.9293597577149693,0.9731187745702308,0.6517776347893842,0.596532097629072,0.4792609158905863,0.0632370551390915,0.4706372596782542,0.3824528206459128,0.9765501230411475,0.2161052678391404,0.8631896591631327,0.06534170236345038,0.6999897089476348,0.8502054654407449],\"type\":\"scatter\",\"name\":\"y5\",\"yaxis\":\"y\",\"x\":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20]}],\n", | |
" {\"showlegend\":true,\"xaxis\":{\"showticklabels\":true,\"gridwidth\":0.5,\"tickvals\":[5.0,10.0,15.0,20.0],\"visible\":true,\"ticks\":\"inside\",\"range\":[1.0,20.0],\"domain\":[0.05100612423447069,0.9934383202099737],\"tickmode\":\"array\",\"linecolor\":\"rgba(0, 0, 0, 1.000)\",\"showgrid\":true,\"title\":\"\",\"mirror\":false,\"tickangle\":0,\"showline\":true,\"gridcolor\":\"rgba(0, 0, 0, 0.100)\",\"titlefont\":{\"color\":\"rgba(0, 0, 0, 1.000)\",\"family\":\"sans-serif\",\"size\":15},\"tickcolor\":\"rgb(0, 0, 0)\",\"ticktext\":[\"5\",\"10\",\"15\",\"20\"],\"zeroline\":false,\"type\":\"-\",\"tickfont\":{\"color\":\"rgba(0, 0, 0, 1.000)\",\"family\":\"sans-serif\",\"size\":11},\"zerolinecolor\":\"rgba(0, 0, 0, 1.000)\",\"anchor\":\"y\"},\"paper_bgcolor\":\"rgba(255, 255, 255, 1.000)\",\"annotations\":[],\"height\":400,\"margin\":{\"l\":0,\"b\":20,\"r\":0,\"t\":20},\"plot_bgcolor\":\"rgba(255, 255, 255, 1.000)\",\"yaxis\":{\"showticklabels\":true,\"gridwidth\":0.5,\"tickvals\":[0.2,0.4,0.6000000000000001,0.8],\"visible\":true,\"ticks\":\"inside\",\"range\":[0.035344549147287685,0.9765501230411475],\"domain\":[0.03762029746281716,0.9901574803149606],\"tickmode\":\"array\",\"linecolor\":\"rgba(0, 0, 0, 1.000)\",\"showgrid\":true,\"title\":\"\",\"mirror\":false,\"tickangle\":0,\"showline\":true,\"gridcolor\":\"rgba(0, 0, 0, 0.100)\",\"titlefont\":{\"color\":\"rgba(0, 0, 0, 1.000)\",\"family\":\"sans-serif\",\"size\":15},\"tickcolor\":\"rgb(0, 0, 0)\",\"ticktext\":[\"0.2\",\"0.4\",\"0.6\",\"0.8\"],\"zeroline\":false,\"type\":\"-\",\"tickfont\":{\"color\":\"rgba(0, 0, 0, 1.000)\",\"family\":\"sans-serif\",\"size\":11},\"zerolinecolor\":\"rgba(0, 0, 0, 1.000)\",\"anchor\":\"x\"},\"legend\":{\"bordercolor\":\"rgba(0, 0, 0, 1.000)\",\"bgcolor\":\"rgba(255, 255, 255, 1.000)\",\"font\":{\"color\":\"rgba(0, 0, 0, 1.000)\",\"family\":\"sans-serif\",\"size\":11},\"y\":1.0,\"x\":1.0},\"width\":600}, {showLink: false});\n", | |
"\n", | |
" });\n", | |
" </script>\n" | |
] | |
}, | |
"execution_count": 13, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"using StatPlots\n", | |
"@df df_new plot([:k1, :k2, :k3, :k4, :k5])" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"一個ずつプロット \n", | |
"美しくないが、一応できた。 \n", | |
"保存時のdpi指定が機能しない。 \n", | |
"サイズ指定しても解像度は変わらず。" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 20, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"using Rsvg # 保存するにはこれをやれって怒られた\n", | |
"p = plot(data[:, 1], lab=\"k1\")\n", | |
"for i in 2:size(data)[2]\n", | |
" p = plot!(data[:, i], lab=\"k$i\")\n", | |
"end\n", | |
"p=plot(p, dpi=300, size=(1200,800))\n", | |
"savefig(p, \"testplot_js.png\")" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# PyPlot backend\n", | |
"上と同じ順番で実行していく。" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 21, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"Plots.PyPlotBackend()" | |
] | |
}, | |
"execution_count": 21, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"using Plots\n", | |
"pyplot()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 23, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
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\" />" | |
] | |
}, | |
"execution_count": 23, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"plot(data)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"そうなるのね..." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 24, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<img 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\" />" | |
] | |
}, | |
"execution_count": 24, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"labels = Array([\"k1\", \"k2\", \"k3\", \"k4\", \"k5\"])\n", | |
"p = plot(data, labels=labels, legend=true)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 25, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"using DataFrames\n", | |
"df = DataFrame(data)\n", | |
"old = [convert(Symbol, \"x$i\") for i in 1:size(df)[2]]\n", | |
"new = [convert(Symbol, \"k$i\") for i in 1:size(df)[2]]\n", | |
"\n", | |
"df_new = rename(df, Dict(zip(old, new)));" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 26, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<img 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gXZ79RS6p73H8f3X5zC2tOP+1FcRLHaksXeHwNo9qLDrZPG/6DSLBsdplipWhweoCaxK4LMvyxwIKPxku3FGc4ueuKwC719WvjRhWQUWwO1n3Uz3+HGeGyg83fGr4xJywoerQa3B8s5S2rBy0+1I6Tgn3nqw4PPVKC3pUAaDTUQ0zXzbtmxqxOoy0/+Efl9W/sGXSSeDFWHPcDrq4OdRosHFnV7qm7jPWV4/9zGqo/viF1jpkQFGv/k5DI0u3L/3d4g2Bwanh8zYu+MLvz+i4I1R9JuCUyajM1OEUJtHWG5+cVzmXw/K/NMFIue6iz8J4/a1Ivv8cKAM15CyC6xNng1sbt3I/Qd/WtAHb59f4RNPhjCT5JYz1blT3vjM9ez1S+hY/Vt07//Oor/7f7eRCqen1V9NRTAILN3uxn8gRGw4ocv5vD27sdo9NLeerct6euLqmBj8vMjThNq8sLkiWDDRSbjIBVbG58X3jc8i2utp+dTfIzpURWls9rxrUoT9UTVaGS7eKFpAjWCZbc4ZXb+iwYzZ2lyLYJWRvrDCHU9J3Lhc4A83lEZ+XLdUoMUK95UhilV2gQVw+8abORLo5sU83alPRhXe93iGLXWqyWhb09wRLFDnE4YDxxg5ob8PV43ikQplZtRfTcWztQlzg5GBJ0d1OZ+3ZydtK69GECriYzINs7WZeueaxS+wIgo2A7jnmTy02SXgjVG2QtVCyYyNMvrNzyKYzLg/9fcY6pomf2dwet4VKcJwSiE44Soy13VZL6KzdBBq1KwaykdaVrjlSYlGM3zniuLVXZ2O2SDwsVUiPzgmk9Fp6kfi6P6sjquIb44trWdxlvtM7nvzxzlHlSJphfc/nkEA/vNcdaaGq7EFiwEGo7Ov1bLkQhpbzqR733cK3XqNEpIKZ2bUX01FNIosudLNyGvjJAKFeUSFx3qIjHVXZP2VRjUYjvZFYFkd815st7QsXkd3KejH942/BKDlD/4BQ6Nr2u+Nza1k3gUCq39Kg+9gkYXybCajGlaHpzbwuUz831dkXhlV+PF2A82W0ogrjdvXigzHYeeAPu+90KPZNcpVhMASBIHbz/oob/uP8or3jawfJ8kKt+6ROBqCR681Uqf4AbA53LTbwDtHvbNq2XAn3p5dRMYXdw3LuwnVZHT2FKFG24VOjDYDJ/cUFsUa6t2FaLDgWXZ5QesUE1fH+YT8h0klSjPwuhj0Rea2aNBYUQ8NpsUnsKTwOKPf/BxKOoX7D/4BY7N7xjGGZg9KIoYcq+6mm/7IqdeuFBGseQVWLYJVcn7TL/O1AzJ/f77Iha2llx1bXLChWZ80oSLLpL3Hszq2IgQWwHltmznTtZbv5RDF+szLMo+eUPjJdgObXII6h1AQMVubabcLc0awADrXfxCTpZGeA9/T6RnUKDapUGaayehsGCwiHZe3MPTSGKlQ/sUe3p5duDsrx719NlwdWwGFgPfVcm8lb1ST0fmPEQWBzYvM0V2OhvH91+eQY2Fa/uCrGF1tsx5nmBBd1R7F6o+CANiNxY1gKYpMLDQwb4qwNvC5tJyMKuzYK/HeToE/O6s8kkMQBG5fI/KLPoXxZGHvPykwhJLKrs63YgSWGsW6mUO+w7w+fGDB47/1lsS/vKk6wL53mfo0VJNRJ4JooMMx/52S0WRnxcaPcfzgj8ika07KlY6UlJGS8rw1WBodl7gQDQKDT/vzOlcqEcR38qWK7B6cSl3TCiw216JOE/aF5y9w19jSsngK3eV4lNFv/RVSMID7U3+PybN0zmONTtWbSaryTsITEYV2Oyxd4LpcKIk5PLA0tHmEtQan0pCRFT72pITFAPddaUAsUd3VbNy6WiQtw097Cnvt04PHsz62YgQWwAUd57LOuYr73/zpvMc93i/z6edl/nCDyKc3GCZ/noz5sdjUAvd2mzBrF+FUVm66g3QqzIm3Hyp88zWKyimT0flThABGu4H2S1x4n/OTieVubDjctxdFztC+4qqcH1tKFvvg52hawZ/MUmC5BI6FIJSq7C9GORnH999/Q8bnpeX3/w5Te9e8x4v1zWAwIY3p05hRqfRHFTrrBDrsQlEjWNGg5oE1dwRLyiTIpKpsNECF8qXXZZ4dVvjRNgMt1vKJK4AOh8A1S4SC04TpwV5ER0NWx1aUwNKiWPtGDrJvePY5awcDCjc9IXHdUoGvXzh9+1PnELbbYXCBySmOxk7aV15D976aZUOlM5fJ6Fx0XOFCkRQGn8s9iuXt2UmjewP2hrkjD5WCq+N8AkOvI0tF7n0vApMeWHO4uE9Fc3TfX8FRLDmVwP/tz5MePI779/4f5qWrFnyMIIoYmlvIBKo7gtUfgU6Hel0uZgRLMxmd67OreWHV0oTF54mTMl95Q+ZL54pc1l4ZUuP2NSLPDyscC+Z/HUl7ezF1rMjq2Mp41lO4eMn5rG5ewf0HfzLjd0Mxhesfz7CyHn603YBBnK6IkzEfVrta09DhEPAnVUv++Vi9+S5C/sOMDjyv35OooTvp8Mw5hPNhrjfRekEzg0/7kJLZ37HIcoah3sp0b58NV8dWpEyC8dFD5d5KzvRNFD7PNeh5Kmc0g8VAxRqOKpkU/nu/ROrEYVru/hLm5euyfqyxubXqrRr6owqdjokI1jy1sYUSCw9gtjZjNDtm/b11clxOdf+9y81QTG1Au3qJwOc2V47MuLFLoMFEQc7u6cFeTO2LVGAJgsCOjR/ltaEDvDny9uTPYxmFD+yUSMvwq2uN1M9ir5+I+bDY1Tbodpv6s6EF7pbcnZdS71xL9757dXsONfQnFUojGAUMtuzfsku2uZHiEkMvZj/cNTD4KunkOO0rFofAavKchWiw4F+Eg5/7wgoGATqy6CMwiQIbmyuzDkuRMvi/93ckew7i+p0vYlm5MafHG5rdZKrYbFRRFDWCVTcRwdJvmtUMosG5OwihNo+wFEiywm171NKMB8pcd3U6NqPATSvV0TlyHlkrOZUg4xtcvBEsgMs6L2RF47LJKJasKNy+V+LgmMKv3mOkc46ajWTcN5ki7HCox3gXyPdrlg2D3Y8TnQgv16g8NA+sXMzprE4z7nObOblnFDmT3R2Lt2cXFnsLzW2b891qSTEYLTS3blqUdVh9EbXo2Shm95pucVWeVYMiSQQe+AcSb79Ky51/i3Vt7u8bQ3N1m40GkhCXmIxgRdKq8WgxiM1jMgpgNDswmhy1CFYR+ep+mScHFX6wzUCrvXLElcbta0T6IvDMUO7vwcxQHygKpo6urI6vSIElCiI7Nn6Ul71v8LbvCH/9iszDveoLNtfsIlnOkIqPnSpyn7grzibfv/yMj2Ay19Gz/369nkINnVnIxX0ulm5vIRXOMPLKeFbHe3t30raiMt3b58LVcf6iHPycjQfWVLa0CBwag9QCaf9SocgSYz/6Z+IHnsN1+19hPeO83B6vKJwIDWB0tiKHx1DShZnjViqayeiyutyuy/kQCw1gb5xbYIHm5l6LYBWDp70yf/uazN+cI3LVksq8hl7aJrCyHu47knuaMD3YC4KAsW15VsdX5l8AuGLZxSxrWMpXXvwJX90v848XiNzYNfd2U/EAoExGsFwWMInZea4YzQ6Wb/htjh/8AVKmiPHrGnmTDqUx1WdXfzUVe6sV19kNDDw5irLAF3NkvJdw4Niiqb/ScHVsJREdnizwXSz0RbIrcNfY7BJIy3BorHh7yhZFlhn/6X8Qe20vztv+EtvZF+e8xpujb/PxX/0BvWY1nZIZr85OwhMTtXZaFyEUxwtLUWRi4bld3DVUs9GawNKb0bg6CueyNoG/3VKx0kItQ1oj8mCvQjSd2/swPXgcY0sHonme2V5TqNi/gkE0cO6SjzAQfJUdK3sXNChLxtQ5hJrAEgQhp46VVZs+QSoxTv87Py9o3zWKQyqcXwQLoPMqDwl/Ct/++R3PvT27EA1mWpddkdd5yoWrQ42cLLY6LNVkNPsI1tlOAYHypwkVRWH8Z98i+tLjNN/yZ9jPye/9MhAeBODpWA8AUpV2EvZHFEwitNqKG8FKREeQpdS8KUKozSMsBrKicPtTEikZfrBtZgNapfHxNSKRNPy8L0eBlUMHIVSwwHpnXOGLb16EILaxxPjQgrU3iQmBpXURAqqbe5Z3SnVNXbStuIpjNcuGiiTfFCFA3VIbzevr6N89gjLPsE9vzy7cSy+eswOpUrHYnNQ7V+NbRHVYKUlhMJqdB5ZGnUlgbSNldXRXFIXgL/+H6DO/pOmmP8Rx/tV5rzUaUy1Enhp9A0UQqrYOqz8KS+yqI3+9WaDOVJwI1imLhoUElrsWwdKZnx9X+E2/wgNXGljiqGxxBbCyQeCyNiGnNKGiKDl1EEKFCqzRuML1/5uhw27gj869iecGXuLYWO+8j0nGp0ewQO1OyuVOadXmOwmOHlx0kYBqR5EV0pEM5jxShBpLr/YQG0oSeHt2g8F0MoTv5IsV794+F1od1mJhIAoKuaUIofyO7qHfPEBkz8M0fvD3qLv4vQWt5Yv5MYsmhqKj9LobqraTsD+iTGtMarcVJ4IVXcADS6MWwdKfxwcU1jfBdZ0VKSlm5fY1IrtPKgxEsrueyKEAcjS0uCNYiYzCB3dJRDLw2HVGblh9Je11rdx/cH5392TMh8FomzY7rt0uLNhFOJXW5VdQ17yK7n3fyXv/NfQnHcmAQt4RLIDGlQ4aVtgZ2DX7mIzh46p7e9vK/CMS5cTVsZWQ751FM/h50gMrhwgWqIaj+wNKXi3WhRLa9WPCO39I4/vvov6KGwtebzTm59y2TTitTbzkNld1BKtzSlC4w1EcN/dYqB+ztRmTeX7VbnV4SCdDVVlvG48M84v/XE0ocLSk593rldlWIWai2fKRlQIWA/zgWHZRrPSgGuRZtAJLURTuelriNZ/CL64x0FUvYBSN3LbhIzx94gV6x0/M+dhkzDctegXqndJgDndKgiCyatMnOHn0MeIRb75Po4bOaC7upgIEFqhRrPCJOMFjMy3+vT07aWg5Y8H6jUplcvDz0Gvl3kpWaC7uy3KNYLnUNv9jJdaR4b2PEHrsezRcdxv1V92ky5qjcT+tDjdXLLuYF20J0lU6j3BGBKtIbu6x0EBW0xdOmY1WX1NBOHCETDpKuIQCazCqcCQIV7ZXfmpwKo1mgQ92qaNzsikLSnt7EcxWDBPzQ7OhogTWF1+X+WG3wv1XGriw9dTWrl2xDY+9hQcOPjjnY2cTWB0OgdEEpOepuzmd5Wd+FIPRSs+BmmVDpZAKTcwhLCBFCNC8vg7HEiv9u6dHChRZYuj44nFvn426ppWLavBzX1ih1QZWY44RrBb1+FI6ukeefZTgz/+b+qs+Sv21t+q27mjMh9vewrZll+ITUrwdq76bOklWOBmbLqSLNY8wGprfZFTDWsVmo7GJxolSisc9XvW1vLJjcQksUNOEb4/Dq1nUdaYHj2Nq70IQs5dNFSOwvn9U5ouvy/zdVpGbVk7flslg4tYNH+bJvmfoCw7M+vjElDE5GlrHykJu7tPOZaln+Yab6T3wAFImkdNzqFEcUqEMCGDKcg7hXAiCQOfVHoJHo4T7Tr0p/N5XSSXGFm39FajPzdlx3uIRWDl6YGm0WAWWOkrXSRh98XHGH/pP6i6/kYb3fSIno9v5SGaSBJNh3HYXZ3nOwGWw87wxiCLnPpy8khmOQ1pWTUY1ihnByiYCrc0jrEaBFQ+fBCBZwhqzPYMyG5rBY1t8AuvqJarbwP1HshFYuXUQQoUIrGe8Mnc9LXHHWoHPbpp9S7+16mpabE6+f2j2KNZUF3cNzXMllzosUC0bknE/A0d+mdPjahSHdDiDyWFANBT+AXad1YDNY6H/iVN3eN6e3VhsLpyti8O9fS5cHecT8C6Owc99kdzTgxpbXKUpdI+9toexn/wrjovfS+MH79ZNXAGMxtXxTW67C1EQuax5Ay81C6SDPt3OUQn0R095YGl02AXCaYjk6EE0H4oiT6QIFxZYZmszosFMvAoL3WMTAisRK10Ea69XWXT1VxoGUeC21SI/6pbnNTBWpAzp4ROLT2AdC6pF7Re3CtxzqWHOi5jZYOKWDR9i9/GnGQjPDKUnYz4sNte0n+XruVLvXI1n+RV01ywbKoJUniajsyGIAku3uwkcDBFM+JJRAAAgAElEQVT1qhFKb8+Ee7to0OUc5aKlYytSJk7Q91a5t7Ig+Uaw4FQnYTE/m7H9zxL4wT9iP+8qmj7yaV3FFajpQQDPxE3htmUXM24W2N+3OCKQ2dI/UWs3tci9GF5YiegospTMSmAJgoDVXp1WDXEtRRgrjXjsjyh0h2DbIkwPauxYI+JPwmMn5r6eZEYGQMpMCqzDr/xnVmuXVWAFEgrXP57BZYWHrzZgXiBC8b5V19BkaeT7s9RizVaD1WIFo5Cf58rqzXcxNryfwNDrOT+2hr4U4oE1G+5zm7A0mxh4YpTIeB/hwJFFXX+l0eQ5G9Fgrvg0oTwx/DdXiwaNzU6BkXjxxq3ED71E4P6vYtt0Gc23/GlONRfZonlgtUwMp9/YtRVXUmHvyZd0P1c56Y8q2AzgtJz6WTHc3DUPLMcCY3I0qtWqQavBSpaoBmvPoPoaXr7ICtynstEpcE4L3H907m7CyQ7C9i6ioX4OPf+1rNYum8BKSQof3i3hT8Bj1xpxWhd+gSxGC7ec+UF29u7FGzl195FJRZEy8RkCSxQE2vLM97d1bcfRuJzufffm/uAaulKIi/tsiAaBJVe2MPrGOP0H/xfRYMazfHG5t8+GwWih2VP5g5+HYpCSycnFfSpaoXsx0oSJw6/j/85XsG44H+dtf1G0qOZozEeDuR6rUVUeRls9F4YNPBs6glRFdVj9EeisY1oEsBgRrEmT0fqFuwihOsflKIpCPHwSg9FasgjWHq/M2U61NnIxc/sakcf6FXyJ2a8p6cFeDE0tiPZ6jrzyDUyW+qzWLYvAUhSFTz4j8fywws/fY2B1Y/Yvzg1rrqPBUscPDj08+TPNxV0b9DyVXNzcpyKIBlZuuoOBI49W/J3O0EsBQr0zrQeqhVQoXXAH4em0XuDE5DBy4sCvaVl60YLeOYsFV8fWih/8nK8HlsbyOmi26O/onjx2AP//fBHr2s24dnwWwaCfqD+d0Zgft316ScMlsotxOcH+kUNFO2+p6Y8q0wrcAepN4DCq7f16EdU8sLL84qvGCFY6GSKTjtLkOYtE1FeSa8CeQYVtHWWvNCqYW1aJKAr8aA5PLG1ETiw8yPFDP2LtOb+X1bpl+cv8/T6Z+44qfOcKA5e25bYFq9HCR9ffyG96nmB4IgyqubhbHe4Zx+fq5j6Vrg23IIpGeg48kN8CJSAVTtP90CBDLwTKvZWioCgK6VCmYA+s0zGYRVovtRBJvI677Spd1y4nriVbiUe8xMKzd9tWApoHVr4pQkEQ2OzUt9A92fsWvm9/HnPXGbg+8X8RjGbd1p6N2QTW2voleGQTT/Y9W9Rzl5L+6Mxmhsk5sTr6fMZC/Vl5YGlUYwQrHlHTg82tm5GlBJnU7FMr9OJ4WKEvAtsWcXpQw20TeO8ygfuPzhXBOo6pfQVHXv0GRpODlZs/kdW6JRdYP+2W+etXZT5/jsitq/M7/Y1rfwuHycYPJ6JYyQUiWLl2EWqYrY0sO/Mmeg/cjyyl8lqj2Ay/OIYiKSSDld85lg9SQkbOKLqmCDXEJW+CkEEZPEf3tfXif3ue5IvP/mPWx7vatcHPlZsm7AsrNJigyZL/hVnPkTlyKoHv23+LaclKXL/zBQSzZcHHFIrmgTUVY3MrF0ZMPN3/PJkqSROeOM1kVKPDLugawcrWZFTD6vCQjPmR5Yxueyg3Wv1Vc5vaDV3sCN2eQQWBxV1/NZXb14i86lN4a2z6+1KOhZHGR5FcTfS++QPWnPPJrDMeJRVYLw7L7HhK4mOrBD5/Tv6ntpts3LT+AzzWvYvRmH9CYAmYbc0zjm235+bmfjqrN91JIjbCyaOP5b9IkVAkBe8LARAgOV6dAksvk9HZGO5/AptlNWOvWkhHK/NCu3/kEC+ezN6d3WJvoa55VWULrAgszy6TMydbXAK9YRhPFv4lLQWGUWIRGq+/A9FiLXi9bJgtgmVs9nDBUIxgMswbwwdKso9ikpIUhmLMSBGC/l5Y2ZqMaqhmowrJEtoZFJt4aABBMNDk3ggUv5Nwz6DMZhc0F3CjVElcv0zAaWHGAOi09zgAfWNPYzBaWbX5zqzXLJnA6g0p3LBT4rwWgXsvn9uOIVs+tO56LEYLP37rZyTjPsy2ZkRxZpSjw652HGVycHOfSkPLOtydl3KsAucT+g+FSI2ncZ/bRGo8XdF1N/mSCqvCR+8Ilure/gRLz7gWgMFn/Lqurxe+WIBYJk4klX2NnVaHVakUYtGgscWlPn5/QAeBFVRfe0PjzAh4MUhLaQKJ8RkCy+D0sDyYZImjtSrShIMxdaD3VIsGDT3d3BVFIRY6mdOYq1Nmo9VThxWLDGKra8NW1wZAMlo8TzVFUdjjrY76Kw2LQeC3V4l8/5iMNEUvpAd7SZkUjnf/nNVbfheTpSHrNUvy1xlPKrzv8Qz1Jvj5eww5j8eYDYfJzk3rb+CXxx5nPDgwa3oQ1DslBdVROF9Wbb6TgPdVxob3579IEfA+56e+y47rzAbktEImVh1phamkQ8URWIGh10nFAyxZdy1tFzoZfMZHJlF5fz//hCHlSCz7i6WrYytB39ukk8WtwcgXPQTWuiawGvQpdJfG1b+todG1wJH64Js0GZ2ZIhSAy10beab/RdKLwDB2PvojM01GNfSMYCVjo8hSIo8IVnUJrHh4EFt9B0ZzPaKhuJ2E3SEYiFZH/dVUbl8jMBiDJwanC6yR1hiiwczqLXfltF5JBNYdT0kMxuCx64y6tnN+eN37MIlGuocPzFrgDvm7uU9bY+V7sDcspbuColix4QTBo1HaL3FiblLFR6oK67BSoTSiWcRg0bdd3tuzE7PNibPtHJZc6UZOKQw9X3mNAtqX8UgOd6Oujq2gyBU5+FlR1MLYfAvcNYyiwNk6FbpLQT+iowHBVNzCdg3NA2u2CBbAZeZlhFMRXhuqrBu6XOmfCLrOGsFyCITSENXBzT2qeWDlILBUSx+hqgrdY+GT2OqXqEaqDndRxeNer4IowGVVJrC2ugXWN01PE0YH38ZrOM7qLXdhtjbltF5JBNbTXoVHrjGwvknfF6PeXMeH170Pf7APYY6wnR6eK4JoYOXZd9B/+BeTBfXlxvtcAFOdgZZNjVia1C+GaqzD0tsDS8Pbs4v2Cfd2S5MJz3lNnHzKh5ye22yu1KSlNMFkCMgtglXfvBqztRn/ycpLE44lIZLO36JhKnqNzJGC/pJFr2Cqi/v0c4p1TWA00RlXWNawdNGnCfsjCo1mqDfPEsGyqf/WI4o16YGVQ5G7KBqx2FuqLoJlr+sAJroki1hftmdQ5hyXQOMsr+1iRhAEdqwR+dlxhVBKQZFl+iMvI4gGVm/53ZzXK4nA+veLDUXL1X5k/fuxyWn64sFZf++2gpinm/tUujbeAgj0HvxBQevogZSUGHl1jNYLnYhGEXO9EQRIBSuzULsQ9HZxB4gGTxDyH6ZtxSn39qXb3aQjGYZfHtP1XIUQSIxP/vdoDgJLEARcHVvxVWAd1qRFQ4FF7gCbXfDWGCQyhX22paCvZPVXoEawHCY7dpN92s8FQcDY7EEeG2Hb8kt4duAlUos4TTibRYNGh0M/N/dYsB+TpSmn2hhQ04TxKolgKYpMPOLF1rAEUCN0xSrgP1V/VV3iSuPjq0USEjzUqxD3HmbIPkzX8vdjsTlzXqskAuu2NcU7TaOlgSZB5FDo5OTd/lQMokCbrfA7JYvNybIzPkTP/vvLPkx35LVxpKRM20XqCy4YBMwNxqqMYKXDGd07CL09uxBEE61T3NttbgstmxsZeHIUeZ6hn6VESw86TPacIligpgkDQ69VXBt6oSajU9nSIiApcHCsUIFV6gjWzA5CDUOzB2lshO3LLyWajvGKd/GO6joRmWkyqqGnm3s01I+jMfvolUY1eWElY35kKYW9fiKCZfcULTp3JKi+btUqsJbWCVy1ROC+IzJHXv4GAGsv+uO81lr0LQCKLCFmYsREEw+986tZj8nXzf10Vm2+k3hkkMHu/y14rXxRFAXvs36cGxqwNp+qGbE0mqpSYKVCad1NRr09O3EvvWiG63PnVW6SY2lGXx+f45GlxR9TBdZ61+qcarBAFVhSOkZwtLIGP/dFFCwG8NgKX+ssp4AowBsFNoBKQR9iiVOELbY5BJbTQ2ZshK7GZaxoXM6evudKti+9mc3FXaPBBHajThGsHC0aNGxV5OYeC58EwDY1RVikeYR7BmUMAlzaWp0CC9QB0K95x+jte5S2RAc2z6q81ln0AiuZGANF5uylF/Lw4UcJJyMzjinEzX0qTe4NtCy5oKzzCUM9MWJDSTounX6BNjeZqrTIPaOmQHUinYowOvDCrMOdHR02nBvqGXhiFCVPWw898cUDGEUjq5pW5BzBam7dVJGDn/vCsMyhzgktFLtRYH1jYZ2EipRBDo9XTATLOBHBAibThMlMsmR70xNtDuFsTLq561GDFR7IegbhVKopghWfEFj2iRSh1e4mGRtFUfSvKd3rVdjqFmatrasWPtQl8EHpO8iKxLLGi/K2lVr8Amvii2f7mveSljM8fPjRGceobu76nG/V5rvwnXyJ8dHyzAvzPufH5rHQuGZ6a041RrDkjEwmJmFu0C9FONK3F0VOT6u/msrSqzzER5L4D85MN5caXzxAi81Jq8PNSCy32WIGo5Umz9mVJ7AiSt5DnmejUEd3KTQGilIxAsvQ3IocCSKnEmxffinxTIKXBhdfmjCWUfAnZzcZ1dDDC0tRFKLBgbwiWOo8wtGq8A+MhQcRDVbMVrVsxOJwoygSqYS+NaWKorDXq3BllXUPno5ZDnN9+js4okuxd5yR9zpVI7DczSu4YfW1PHj4lzNMGVU3d30+RB2rrsNW114Wy4ZUKI3/QJD2i50zFLW5SRVY1XCx0CiGyai3Zzf1zrXUNS2f9fcNXXYaVzsY2F3+C68/HsBla8ZjbyElpQjm6GtViYajelg0TGWLS+BAQJlmDJgLUlDzwCpNkXtGlvAnxmZ4YGkYmlW7GWlslM6GJaxuXsGeE4uvm3BgIpEwVwQL9PHCSsZ8yFICR2M+AsuNIqdJJSrPniVX4uGT2Os7Jr8XrHbNSFXfNOHb46qnZLXWX2kc23cvJiXB6jEHfY6uvNeZIbCOHj3KxRdfzNq1azn//PN5662ZNRyJRII77riDs846i40bN3LDDTfg85XHvkAb9Gyxt3DLmR8klUnxsyPTx9p02AWG4+R9EZ6KaDCx8uwdnHj7EZLx0n4wh14IIBhFPFtnjgSyNJmQUzJSonJsBgpFMxk16ZQiVGSJod7dtK98z7zHdV7tITIQZ/zIzHRzKfFPRLDcDvXLOJ9C93hkkFiocgY/62EyOpUtLoFYBo7mGXCcdHFvKk0EK5AYQ1bkGRYNGkanaoApBdTU1bZll/L8wCvEM4mS7E8v+ifmDBY7gnXKoiG/CBZUh9lobMJkVKNYTvV7BmVMIlxSxfVX6VSEo6/9N10r3odVMvLzxOw349kwQ2DdfffdfPKTn+TIkSN85jOf4a67ZjqX3nPPPUQiEQ4cOMDBgwdpbW3la1/7Wt6bKIRkzIdosGI0OWixu7h+9TX89O1fEkufujVqt4OswIhO16ius24DZI4f/JE+C2aBLCkMvRDAc24TRttM001Lk5pGq6ahz6ciWPqkCANDb5CM+2etv5pK4xoHdZ02+neXd06ZLzaGy+7EMxHtGM2x7drVsRWonMHP0bSCL6FPB6HG5omROfnWYUnjPjCYEB2Nuu1pPk6ZjM4RwWpqAUEkM1GHtX35pSSkJC+cfLUk+9MLzWR06Swmoxp6RLA0k9H8arCqR2DFI4PY65dM/r9l4v2V1NnNfY9X4Xy3gMNUvQKrZ993kTIxuhovRUHgv/ydxPO0gpkmsEZGRnj99de57bbbAPjwhz9Mb28vx48fn/HAWCxGOp0mk8kQiURYujT3N7geJGKjWO2uydDox878ELFMnJ8fOdXpd8rNXZ9zWu0tdK67kZ4D30Mp0dT7wJshUqEM7ZfMfudrblRFSKqK6rBSoTSIYHLo4+Lu7d2F2dqMq/3ceY8TBIHOq92EuqOEerOfAag3/ngAl9VJs7URo2jMuZPQam+hrmllxfhhndDRA0vDaRVYXkfedViqRcPMlHux0PzM5qrBEgxGDI3OyUL3jvo21jlXs3eRmY6eiCh4bMw7Fq3DLhBMqfVa+RIL9WOyNGK25i6QT0V5Fn+huzYmR07EiB96CYPBitFcR0JHY2xZUXiqiv2vADKpKEde+y+6NtyCwR9EcXYwIln5RZ8OAqu/v5+Ojg6MRjUlIwgCy5Yt48SJE9MedPfdd9PQ0IDH46G1tZVgMMinP/3pOU8SCoWm/ZNM6tcVk4z5sNhPjcnxONxct3I7j0wpdj/luaJfTc2qzXcSCw0w2LNTtzXnY/A5Pw0r7Tg6rLP+3tygmo1WU6F7KpTBXGdEEPX5QHt7dtG24ioEcWHB5tzQgL3VUrYoVlJKEUqFabE7EQURt92Vc4oQKqsOS08PrKkU4uguB30lL3C3GMzUm+cuTjJM6SQEtZvwhcHXpkXlK53+eTywNPTwwormadEAaiOIydK46CNYspQmHhlCON6H90s78H/786R6D+nuhXVoDHwJqrrAvfvAfaRTEdZt/TRpby+OzhVc5BG4/2h+pTcziltOv5ObrdB39+7dCILA0NAQoihyxx138KUvfYkvfOELs56ks3P6B+Azn/kMf/mXf5nXhk8nEvQimhoJBE7VQ62yL+fR+E68o14sBgtGGQTqODoaJVCnkwAxddLg3sw7r9yDzXmBPmvOQWIkTag7ypIPNk97nqdjdIiMe0OYS1gaNjZWPOfz8GgE0SHM+5yzJREZJOR7m84Nv5v1ek0X2hn8xRiDbw1hbSvNnDqN4Yl0oDljIhAI0GxqYmBsMOe/hbXxTIJvP8jIcD9G0zz5mhLw1rAJEQu25BiBeT6Gub6n1tnNfLvbhN8fItdAVMI3jOBoYNTrw2Apfs9Pf2AAp6V53ucoOZrIjJx6rbc0biQlpdh5eA+Xd1xU9D3qQc+4jVazQiAwd3GcPS0CDt4ZCtGcyS8TEPT3YLK2Lvi5mOvvbbK6GPf36XKNKQdy0EfkuR8BCvJbBzFsuIHMK7sIDhzHYG4mNDag23N79JgJs2hhvXmcRfrnmhcpE+fwK9+gffWNxNM2kgPdmM6/jo8sifMXb1h46+QYbbZTesjpXNjZfZrA6uzsZGBggEwmg9FoRFEU+vv7WbZs2bQHfetb32LHjh1YrWo05dZbb+VrX/vanAKrv7+fhoZTYwwsFgsWiyXrJz4fciZEvXPNtCfblVL3K1kUnA3qz1ttaUKCHadTv6HB68/7JC//5lMY5VEaWtbptu7pHHvyJKZ6I8sv6kA0zv0lYG0OYEgZs3rh9aRY5xtKhbA1G3RZv/vELxBEI6s2XJ/1SI3mS5vxPxMh9GqKjh1tBe8hFwYlNW2xwrMcZ5OTJY1tDEdHc/5bGNdcyeEXPo+S6MXZenkxtpo1vm6JJQ6Z1paFn0Muz/PiTpl/eFsiZmmmM8fo2FAsiGnJmRz+1yHW37Ec5xk65i9nISxHaav3zPv8gq1LiZ08NnmMEydntqzjFf9+btx4fVH3pxdDyTRXLRFxOu1zHnOGQwEyRA31OJ35idt0fIjW5duyer/MdoyjoQOkUMmvmYWSHjpB+MkHSbz6JPG6NDTDkrv/hebOczl54Dlscoq6xg7SyaBuz+3l8QwXemCJe3H9rbLl6Ov3kEmFOPvSv8AKxOMRGladySfW1fFXBzL82t/An5+dm36Y9q72eDxs2bKF73//+wA8/PDDdHV10dXVNe1BK1eu5PHHH0dRFBRF4dFHH2Xjxo1znqShoWHaP3qJK5hIEdqmF4xqRcFTUyrtdhjUuZxmyZrrsdo9HNtfPMuGTEJi9LVx2i5yziuuQK3DqroUoU4dhN6enbQsuSineWWCQWDpdje+/UHiI6U1e9TG5LRMzL/y2FvyShHWO1djsjRVRJqwL6xvB6HGFq3QPcc0oaIoSEEfaUM7clph7K3ie5/N54GlYXC2IgV9KNKpqM62ZZfw0uBrMyxoKpX+KHQuEDBtNIPNkL+FjqIoxEIDOQ15Pp3FZjaa6juM7ztfYvgf7iZx+HUa338n9o+qjWh1repNvqGhGSkUwOpw6zbwWVYUnhqq3vorKRPnyCvfZPkZN+Fo7CQ92AuAqaOLZovADcvU0TlaRi+d5bi8Gd/Y99xzD/fccw9r167lq1/9Kvfeq7qWv/e97+XVV9VOli984QsEg0E2bNjAxo0b8fl8fPnLX9blieZKIjaK5bQLVsvE/2sdO6AWVHrj+voaiQYzK87ewYm3HiSVmH3YdKGMvDKGlJZpu3DhuwZLlbm5p8L6DHpW3dufX7B7cDZatzZjrjcy8GRpa7F8sQBmg5k6s/ot5Xa04IsHkHN0ZhYEEVfHefgHXy7GNnOiL6JvgbvGUge4LLl3EirxKEoqSUpSP1vjx4ovXlSBNb/nlqHZA7KMFDp1/bpy+SWk5QzPDrxU7C0WTDClEE6zYDSxUDf3ZNyPlEnkXYMF2sDnyq7BUhSFxOHXGf3GZxn5+h+T8fbRfPMf0/4336V+24dJxEcxWRowTdT1iQ1O5FBAdXPX6bkdCMBYsnr9r3rf/CHJuJ915/8RAGnvcQSzFYNTzVzcvlbk4Bjsm/hIfvG5f8pq3RnfXuvWreOFF16YceCvf/3ryf92Op089NBDuT4H3cmkY0jpGNbTLlhWo4UGc/00gdVuh/1FyBuvPPvjvPPyv9H31o9Zc87duq6tKAre5wO4zmqYtGGYD0tT9USwFFlRBz3rYNEwcuJpZCmVl8ASTSIdV7bQ9+gQndd6ps1/LCaayahWE+mxt5CRM4wlxnHlONXd1bGVw6/8B4osZVXgXyz6IgpXtOtf5yQIQl6O7prJaCqlfjHFh5OkQmldJwdMRVbkrCJYRqfa3SYFRjA2q//tsbdwlvsM9vY9x3Urtxdlf3rRP9EtuiwLQ9lCvLA0DyxHQQKrciNYiiwRf/MFwrt/Qrr/KKalq3He8dfYzr542udY9cA6ZdFgaHAihcawOM4mGQ8gS2lEQ2Hv6T2DMhYDXOCuPoElZRIcfuU/6Vz/IeqaugBID/Ziau9CENXr1XuWCnhscN9RmTarj2f7s7vRWdRO7skJATW1i1DDbXdNtkSDfgOfT8fq8LB07fvo3vdd3S0bgseixIeTc1oznI650YSUkMkkSmMdUUwyMQlFUnQxGfX27KLeuWbyw5Mr7Rc5MVgMnNxbOjNdbUyOhhb1yNWqAVSBlUlFCPre1m1/uZKWFQZj+ncQauTTSSiF1DuuZMSMvV2tJw12Fy+KNZYIIinSnCajGoYJUZUZm/7Fv235pbwytG/WeauVxInIwiajGoVEsGLB/E1GNWyOVqR0jHSqcv6mSiZN9MXHGf7q3QS++xVEq52W3/87PP/nP7BvvmzGTVI8PIh9ismooX4iRWj3AArJeIHT0IE9gwoXe4R5bTcWK8cP/YREbIT1E9ErmBBYHSsm/98kCty6SuSHx2Qe634CqzG7MqfFLbCmuLifjtvuYjQ+NUUIQzE1l6w3qzbfRTTYx9DxJ3Vd1/usH3ubhcZV2XV/aVGuakgTpkL6jMlRFDkr9/b5MFgMdFzuYvjFAFKyNOJVjWCdEliz1RVmi7NtM4JoKmsd1kBENfvVc0zOVLa4BE5EIJDI/vMtjat/y8Q4NK5yYGu1EDxaPIF1ygNr/hShaLEh2uuRAtPTO1cuuxhJlnh64MWi7VEP+qMKonDKhmE+Ohz53/hGQ/2YLA15eWBpnDIbLX8US07GCe99hKEvf4KxH38dY+sy3H/yr7j/4B+wrjtnTq+2WPgktrpTAktscCKFA5OZnWSBdViSrPB0ldZfSZkkh1/5dzrXfYB652pAHQCfHu6fJrBATROOJiR+fmQ3V3ddkdX6i1tgTVywTi9yB/UiNj1FKCApMBrXfx/OtnNobt3EsX336rZmcjyN/1CI9ktcWZsgTrq5V0GaMBVWn0Oh6ZqxoX0kYz7aV1xd0DruLU3IaaWoEY6p+GLTI1iNlnrMBnNeAstgtNHsOausAmvSA0vHQc9T2dKirrsvhyiWFPQj2BtJ+NPY3GaaVjsYP1a8SMYpF/eFI9IG53QvLACXzckmz4aKNx3tj6g3tMYs/OvabQVEsArwwNKwONTsRzkFlhQNEfzNAwx9cQfBX96LZe1mWj/737Tc9bdYutYv+HhtDqGGocGJEotgtqgj1Qr1wtrnh2CqOuuv+t76KfGwl/Xn/8nkzzIjAyClZwisTS6Bcxr3E075ed/q7MpNqkRgzaxJOT1F2DERBPIWQWAJgsCqzXcy0vcU4cAxXdYcesGPwSTiPrcp68do0Z6qimDNkiL0xbIPeXt7dmK2NuPsOK+g/VjdZixNJsaPliaV4E+MTYtgCYKgdhLmkSIEzXC0fIXufTnU5eTDmgawG3PrJJSCfuS6LhRJweax0Li6joQvVbQblNGYH5NopDGLTlZDcyuZwMwv/W3LL+W1of2MJ4rf8Zgv/dGFTUY1OhwC4ynyGkWimowWNkHEVsZxOZnxUcZ/dg9DX/w4kScfwn7edtr+73dw3vrnmNqWLbwAah1yKjE2vQarUb1umNLq13uhnYR7vDI2A5xfZfVXspTm8Cv/ztK1N9DgWjv588kOwvauGY9ZY3uCqNyF274qq3MsaoGViI1itjbPWsDntrsYSwRJTbRTttu0cTn6pwgBlq79ABabi+793yt4LTkjM/TiGJ6tzRit2RcliyYRU52hKiJY6XAGg01ENE1/iw6EvXzkZ3fRPXY8q3W8Pbto69qOKBaWahQEgca1dYwfKX4EK5FJEklFabFPv3HI16oBVIEVC58kFh7UY4s5cyKi4MaKPeMAACAASURBVLaCvUg1HAZRYJMztzosKehDsqhfZDb3qVR8sEhRrNGYjxa7C1FY+LJrbPYgjc38Yrxi2UUowNP9MxuRKoX+CHRmKaQLcXOPhfoLKnAHMJrrMRitJRVY6eF+Aj/8F4a+/AmiL++i7soP0/b5+2j60O9PDvvOlnjECzBtDqGhXo1cKbEIZmtzwc9tz6DCJW0CZkN1CawTbz9ELDTA+gv+ZNrP04O9GJpaEO3TW5798TFGwq8ylLmKn/Zmd51Z1AJLHZMzez2DVufgn/ATarWDgP5eWBoGo4WO1b+Fb6DwC5//QIh0OEP7JbkbupmbTKTGMwXvodzM1c01EDqJgsKJ0MkF14iFBgj63qItj+7B2WhaU0fMm1BnJBYR7T3rsjVP+7nHUYjAOl9du0xpwr5IcTywprKlRcjJqkEK+skY2hCNApYmE6Y6I/Z2a9HsGkZjfty27BpWtBTh6ZM0mq1NbGndyN4TlZsmzCmCNTEnNtc6LNUDq/AUoSAIWB2tJRFYqRNH8H/nywx/9ZMk3nmVxuvvoP3z99P43h0Y6rLPVEwlNnEdtNVPr8ECkEMBLHZ3QTVYGVnhmSGFbVU2HkeWM7zz8r+xZPX1NLZMT8OmvcdnpAcBHu/Zg0E0cHbr5dx39N0gsOLzCSz1QqZ9IZlEAbeteBEsAEdjF7HwQMHreJ/z07jGgb119rmD82FpNJGskhThbOnB0QnxMZqF0PD27kYQjbR1bdNlT01r1QjHeBELoeGUyejpdgwee0tWz3s2rA43jsauMgqs4nhgTWWzS+CdYPbDg6Wgj5TsxOq2TM67bFrtKGIEa2EPLA1jswclnUSOzvTX27b8Mt4YPkggPq73FgtGURT6o9mngvONYKUmPbAKSxFCca0aFEUhceQNRr/5WUb+5Y9ID/bS9NE/ov1vv0f99o8gWrPoBJiHeESNSNvq2id/JtrrwWCcMBv1kIjmL7Be86meZtVWf9X/ziNEg30zolegWTRMF1iKovBY9y6u6LyYO9Y18NLIu0FgxfyzFrgDk63Q0wrdbTBYxHmp9oalpJOhgkxHIyfjhHpjWVszAMQPvURqsAeoHi+suUxGtfqr0SzqsFT39gtzcm+fD3O9SY1wHCluHZY/Nt3FXcNtb8EfHyOTpx1IOeuwiuXiPpUtLrVT8c3Awhc/Rcogh8dJJeuweU55mzWuqSMZSJPwp3Tf32jMl1WBO5yyaji9kxDg8s4LEajMNOFoApJSdhYNAE1msObh5h4NqTeyhaYIgaJFsBKHX2fk63+M75ufQ46Fcd7+V7T+1bepu+i3EIz6+OnFw4NY7G4MU2wDBFHEUN80xc09/+e2d1DBYYTzqqj+SpEl3nnp32hfdS1NnukTaORYGGl8dEYEa//IIQbCg7xv9TXcsFygMcuXb5ELrLkjWHaTHYfJflqhu1DcCNbEh10zwMsH73N+zE0mXBuyFwXjP/0PInt/DqheWKkqEFjpOVKEo5MCa/5ITiYVZbT/OdpXFtY9eDpNa+sYPxqZdQi6XvjiAawGCw7T9Ltbj70FWZEJxPNzzHV1bCU4+haZEo9bkRWFE9HiWTRobGwWMAjZObpLoTFQFJJRC3b3qS+nxlUOENC9m1BRlKxMRjUMTs0La+aXY6OlgXPbNrGnArsJNZPRbGuw8nVz166xhaYIQRNY+kawFEnC9z9fAARa7v4Knv/zn9i3XK670W/stA5CDdXNfQyr3VOQeNzjVbi0TcCURUfoYqH/yC+IjPdwxgV/OuN3aW8fwAyB9eixXSypb2eTZwNWo8Dfbc1OOi1qgZWIjc5wcZ+K2kk4PYJVjC5CDe3DHs1TYGXiEqOvq3MHhSwLCuVoWC3WnRirYWkykYlLSMncRqpUGqlQZlaTUd9kinD+CNbwpHt7/v5Xs9G0to7UeJr4qP4RDg1/fAyX3TnDnsPjyN8LC6Cl43wURSIw9HrBe8yFkbga1Sh2BMtqFDizGd7IoslUCvqQMZOOCVinCCyjzUDdEhtBneuwgskwKTk96We2EKKjEcFkmWHVoLFt+aXsHzmUU0dtKeiPZm8yqtFhFxiM5hrB6sdorsdkyd8DS0NNo+kbwZJCAUinaLjuVqxnnJe11U6uxMInp9Vfaahu7loNVn7Xi7Ss8GyV1V+p0auv07biappbN834fXqwBwxGjJ5TqedwMsJT/c/zvlXXTL6OnzozO6G8aAWWosgk434s8xSNzhBYeXyQc8Fib0E0WImF8qvDGn55DEWCtgubFz54grRXbSmVg+rzNDcufrNRKSkjJeVZU4Ra5GohkTHUu5t652rqmmYWKxZC40o7gkEoaprQf5qLu4anADd3gHrXGkyWxpLXYRXbA2sq2Tq6S0E/aVQPJLtnuitz40Qdlp5RSl88ew8sUCM7hmbPrClCgMuWXohBNPBUhaUJ+yMKZhHctuwf027P/cZX6yDUQ7hYHa2kEmNIGf0Gukvjat2TNuqoWKgu7ktm/FwTWFaHm3QyiJRJ5Lz2K6MK0Ux11V8NHH2UcOAYZ1z4Z7P+Pj3Yi6m1E8Fw6rtn9/GnkGSJa/MYUbVoBVYqMQaKPGkUNxvu04qCOxwwFC+OmzuoF0V7w5K8UoSKrOB93k/L2Q2Y67M319Q8O7SxH5Nmo4tYYE2ajM7yd/DFAnjsLfjjAaQ5apEURVbtGVbo0z04FYPFQP1ye1EFlm9iDuHp1Jkd2I22vCNY2uBnX4nrsPrC6r+LnSIEVWC9GVDIyPN/xqVxH2mDOsjV5j5NYK2pIxXMkNAxSpmLyaiGwemZNUUIUG+pY2vb5opLE/ZH1eHbYg7CJ58Ilh4dhBpWhyqCCqlVOh3NYsPQNPf3U6EoikL8tDmEGmJ9M1J4bMpzy73Qfc+gQr0JzmmpDoGlKDLvvPR1Wru24WzbMusxp3cQKorCo927uHjp1lmvyQuxaAXWfC7uGjNThAJpGfy5i/mscTR05iWwxo9GSPx/9t47zo3DvPP+zgw6sAAW2M5OLpskS6IlUo2WRFXHlp1Lcy6X4kv1vb4kTuz0OPrYSi5OLrEcx8kll1yJk/h8ji/O5bWKLVGiGtUsWVSjRInkcrlL7HJRdtHLYGbePwaDBRYdGCwXefP7Rx8tgV3UmWd+z+/5PuECk4fbPwDDaoGlphNocqHsYA1y0F1O1l+Tky/mSRSSXDayF0VTWc7Vn6Javvgq+Uy4q+XO7ci/p+RwKP0p1NeuyalUL6gG0HNYsYWXTd+b2UyzKf1A7V+HPdkHRgRyCpxqMWCnxKMo9q1YPRIWV7Xd793hAtHcHFY4E0ESRIYd7Y/j6yysxtmgI9sO83r4LZZ6mBIzW3NpjS0dtoK7cbDS8d4ho4b6ARtVVpYQ7C5EZ3trzrqRnI9TlNO4PPVbhGpyGZtDP5/ku/iMPLGgcfOE0BaRfxAUOv0Qiegp9l9X373SVLWmwDoVO83p5Rnu2dXduWSACyxj0XOzAsuYutJP2GWae18nCbd0hWpYeCaKe8rB0PbOxnYLoZky90RJxJBsIha3NNAtwtU9hNUOlpG/umxkL9A4h7Vw9lGsdj/BqYN9eXz+PUMoOZXkXH8CfWvX5FSqF9goVCx+jr7d9e/oVLMp3b3qVw6lUlcH9b/Rqk2oxiMUpYka9wrA4pAY2mJuDiuciRJ0BpA6CDk3axECHN5yHTbRyhPnnzXjIZqiuRRs7bCmmHIJLOfbp7kbDCy3z2QHy8Sgu7IcRhpuL2/XrbIlaLDTW6dF6AuAqmJDR/106mDlFY3jixq3/gtpD2qaylvPf4GxrTcTbLDVQ4ldRMtnqxAND55+lFFXkIOT9R2vVhrgAks/yTQNuTuDaGjEssuAnsGC/rKwXN7NpOOdFVi5WIHYyWRHewdBr7iLi+dw7NM/MEoph2X3DTaqoZCQESwCkrP64xkp4QsuK601aFZgTew40jO9vZGGtjiRHGJf1uZk5CyZYrahgzXaw7ocgOHxqxFEy7rmsNYDMmrIZxPYOdS6wFLiUWQ1gHOstsAC8E17iJ9Jm5bDWuoA0WBICoyhZpKo+fqFvNvq4tDUezdUm/B8qjsHC2CxzQtfnYGVNa1FaHMGEESLqQ5WcSWC5O9v/srYylBvilAa0o8floIGgtjxc3txSSOrwJHJgS0RqrRw9hHikZN1JwcNyQvngNUJwmwxx9FzT/GBXXd0dGFUqYF99XKZMKJkw2JrTC9chY3qJ+KJUvCynywst3cLcn4FOZ9s+z6Lz8aQ7CKj7+2M5qtEF9EKeRz7SwVWaZLQNuAsrEJSh4yuLTbDpaDwruFtDRcfZ5IXiIffMH16sFKCJOCb9vQlh2VcDKxdk2NozN09bBTAYnXhH3vPuvKwZlPaugTcDbVDdC+uRCkUhuo6WKAH3eVkkexFc4LPnUBGDVmG9dZVo0lC0NuEJ6PvsJC6dMuKDSmqRigDW7pwsKB9FpYxROQaMqdFKAgiDteoyS3CMJbh/uWvQF/yLIgWHK7aQs7oamipBA7nSMc092MLGn4bXN3ZNcGGlKZpvPX8/YxuvpGRzdc3vJ0cOovo9pZfu2Ozz5At5vienbd3/bcHtsAyKO7NHB9j6spwOmySwIij3w5WiYXVZptQlVUWX4gxfmgYyd7Z2yEbcNFdV4DVhhIvBd191oFvEdaluGciuCxOXFZXzTJvQ4tnjyIIEuPbbu3rY/TvdpM8lzEdh2G0QZu1CGO5lfKOzW6kA0fX0cFKrk/A3dDVpZ2EjdwnTdMoxPOoitTQwfLucOvToia5lJ0wsAyVWVhN2oQ3broWm2TjifPHe3p8ZmghA4pG1w5Wu9GNMmTUpBYhmE9zV5aXkPz9bRFmkhdwusfrsrWkIf1iXUnEsLs7Lx6PhTRunhSQ/gXkrxZnHmNl6XX2NZgcNCSHZrBO7SjXFA+efpRrJ69i0tPZfshKDW6BlYk0DbiDPnXlkOxVJ+JJV/9p7qCHMNtR+EScYlrpiNxuSF44h+jxIQ4NI/mC5RbhoDtYckLGWgcyGsnEGCmdpEZdwbIzWamFmUcZ2XQdtg7CxN3Iv8eDpmgkzprLS4o02ENoyLho6IV/NDJ1kExivrwotp9ayWsk5P4zsCp1YERgpaBnv+pJy6YpyDo/yTlaP3kv2USGtpmTw9Iho5GOHSzJGwRRbOpguawubpi6ZkO0CbthYAEM28HeAc09k5jDYvNgtZv3HTeT5q7JBdRUvK8ThEDDCUIAwWJFdPt0VINrtKMMVq6o8dzSvwz+le5efZ7g1CFGN9/Y9Lb6ipztAJyLn+eNyNt8cFdvnZDBLrBaHLAEQaiZJJxy9Zfm7nCPIUq2ticJF45H8e/1NGxVNFNlxS15g6jx0mSlz0oxraDKgwkbbbQmJ5xddQH0vXzVRUZRzrB0/hnTljs3k3PMjs1nMT2HFc3GcFocuKz1hx16hY0CBCb18H809FLXv6NdGUXOejpYB4yge4M2oRKPUGQUBHAEG482lnNYLZAPrZSWM2SLuY4dLEGSkHwjKLHmzsqRbe/jVOwM88n+F8zN1CnF3ZAgCDoEum0HS0c0mDk0YaaDpazo302pzwysTKo+A8uQ6B1GLe0j7GSK8PkljbwCt04NbHlQ1sXZYyxfPMH+6z/Z9POiFnIUIwvl/NWDp4/is3s5vPlQT39/YF/BfCbaNOBuaC0Lq5u1DJ1IEERcQ5vbahEm5zKkzme7cq+geiml5Av+i2FhNWoRRiraLGvfV4Cl80+jKvm+4RkqJQgC/j1DLJ8yt8BqNkEIMObSr4p7KbCcnnFc3q3rksNaT8iooUkXjDkbB92VeBRZGMXhlxAtjQ+Bvmk3xYxCeqE3rotxITDWYYEF+km6EQvL0PWbrsEh2Xli9tK2CefS+t66bnAcU26hIwfLjB2ElTLTwTLeL6nPGaxMoj7F3dAqzX2sI8bXsQWNgB2ubHwYGggZ2avA5LWMbb256W2Li+dBU7FO7aCgyHx75nHev/M2rFL7TMp6GtgCK5cJt2wRQgOaex8dLNDbhJk2WoQLz8SwD1sJXNY4qN9Iaj5HMbpacUveQFWLEBjInYSaqiGninX3EFYWH6OuIJFsDFVbdekWzj6CZ3gXQ8O71uWx+ve4ySzkymBUMxTJxgg2CLgDOCx2vLahniYJQW8TrkcOazapk73HOyB79ypBEDgQFDjRrMBiFOe4o+nv8W5zIViEntuExoVApy1CAEtgrGmLEMBpcXDj5oMcO39p24TnU7C1SxxHJxe+ZkJGDTncY+QyYVP4cAbF/fX8Ihm5PygXTVPJphbaKrAc7pGOisdjIY1bJoWOYLEbUUvnnya28DL7r//llp9JOTQDgoBlYhvPzL9APJ/kA7t632M7sAWWEXJvpdoWof5F7ueyXpd3c8t9hHK6SOSVFSZuDCB0ESQsLs6Cpq0WWL5gRchdd38G0cGSU0XQwLqmRahqKpHsagZrzBWkqBZZzsUB/YCzePbourhXhvy79V5I/F3zclix7HJTBwt6h42CHnRfWXqDotxHOxe9RbjV0xnZ2ww1W5mjxCPI4jjOFlWfaBXx7nAR7xE4Gs5EERC6IkFLw60LLNCnCU8vz3C+yzVdZmgurXWcvzI01eaFr6ZppRahOROEhhzucSitX+tVykqY7457+OUn7+N/vPYVEx5drfKZCJoqN28RDg2jlBY+K8VsW0veM0WN5/8F5K+M7NXw+NWMbzvS8vbywjksI1OINgcPnn6U94zuZ7sJQxQDWWDpH5ZUmwXWCJGKtSqTLoGCCjHz1k7VqB2a+8UXltE0mLiuOx9WDp0FQcQ6vhXQCywtn0HNZZDsEpJTHMig+ypktLrAWs7FUTSFUedqixBW3YGVi6+Ryywx2Yf1OI1k81pxTdhNxTVEGuwhrNRoj7BRgOAmY/HzKz39nlZaTwZWpQ4EBebTEMnVnrTlWIyi5m8YcK+UGTmscCZKwOnH0gWXTQqMo8RjaEqx6e2um3wvTouDY5ewTTiX6jx/ZahdB6uQi6HImb60CMEc2OhSbJ7/ulnBaXHw7bNPkFfMXwzfjIFlSKe56wufob1VQM9d1JBVODLg+avI/HNEQy+2zF4ZMvLMC6mLvLR4gnumzcH8DOSr2A7F3dCoK4iiKazkdadjqsOR4G7k8m6mkFtueMVQ3jt4wIfV0x0MUw7NYBmdQrDp4XjJpxce5RyWzzqQLcJCov4eQmNqzuBDrUVw6PR2X9/o7Y3k36PzsMxwRDVNa7omx9BYnfxZp/IG92K1e/uewzIo7uutAyONg+65SA4QGyIaKuWfdqPkVFIXum/1LHUxQWjIMjwGmloOTjeS3WLn8ObrLuk0Ya8OViyvT7A1kxG96EeLECDbYw5LURW+kD+BTZD449s+S6KQ5Knz5i/kzpYyvq1ahFohj82qR1DaaRMeC2mMOOCyzs3WDaW3Xrgf/9gVTOxo3ebTNK08QfjQmaO4rS5u2dp84rBdDWiB1Zribsg4sBkj/etDcy+xsBrY9ctvJ8nHZKa6DLdD7VJK0SiwDJq730o+3vyqdyOqkCiCANY1IfdI1liWq7+fPrsXq2hZLbBmHmFi+22IPYYSO5V/j4f8ikwu0vtVaqaYJVvMtWwljfVIcwd9GCMweU3fc1jrDRk1tMsLQ9b6QfecznLF1UaB5dniRLQJPbWBu2FgGTIm0YotJglBbxPOxM8zs3K+q7/Vi/KKxsVs5wwsQ2Wae4s61hgeMr1FaLg8PTpYXz35T7wppfll21VcMbqPq8ev4IEzj5jxEKuUSYaQLA5sjsYXY5JXP45YZZ2TlWtjkvDYgsatA56/isw/T3juOPuua8+9UpPLqOk44uQ2Hj7zGLdvvxmnpXk+s10NZIGVy7bvYBmTO8YV/3rQ3I0Cq1EOa+GZKJ7NTjxbu0v+livuigJLKtFnVSPoPqAOlpwsYnVLiNIainsmhiRIDDt0fpGO4NBbZdnUAitLbzCxs/dQYqfy7XIjiJjSJjRWAY04m5+Mx9wjJApJcsXe+tzlxc9af3Ae2aLGUnZ9GViGREHgqkD9HFY+ZUWUlJoivu7vsYh4d7h7ymH1VmDpJ/52clgHJw/gsbovSdj9Qqn+bEZxL4TOknv31br/1i7NPZ2Yx2J1Y3OYa7GIkhWbM9BTgfVm5BT/47Wv8OGwwIHgPgDu2XUXJy6+wVziglkPFVhlYDUrIAwiuZRXEERrS5p7StZ4cUnjyIDvH3zrhS/gG7mMqV13t3V7OTQDwAlbhnA22vVi53oayALL+KDYW5yIoNbpcFgEAvb+Olg6XddaF9WQjeRZPpVi8nCga46LGo+iZpJVSylFuxPB4Sqvy9EdrMErsAoJGetQvQnCKEHnMKKw+pE1aO4LZx9FECQmtt+2ng8VAMkuMbTdZUqBFTUgo02mCGG1PbrU4fqLtQpOHULOJ0hET/X0exrp/CVgYFXq6mDtyhxNKVIoeLB7lba/f/5pD/GzGVSlu2NGOBspZwc7lWhzIHp8bRVYNsnK4S16m7CfQzz1VIaMNimmEw//PfFv/EXdf2uX5p7pAwPLUC+ohlQhze8e/zx7/Dv5/vO5cmF889Yb8NqGeOD0o2Y+VJ3i7mncHoSKi+7kMg73aMsM1vFFjaI22PsHo6HvsHT+KfZd98sIQnvPQw7NINgcPHTxJXYP72RvcNq0xzOQr2Q+E8Fq9yNKrUOqhtNRjWror4MliBKuoam6qIbFZ2NYnBIjV3dPIV67lNKQ5F2dJLT5rcjJImpxsGCjhURjyOjIGhfAmBBdOHuU4KZDfae3N5J/t4eVd1M9AymjLSjuhsoFVo9twsDEAQRBInqhPzmsMgPrEjhYoOew3onrV+aGlERMRzQE2j/0+abdqAWV1FznB42MnCVVSHftYEF7LCxDR7Ye5nziAmdXZrv+e93IKKabOVjywgzF5aW6xV/ADjYRQukWDlbcfESDIR022nmBpWkaX/jOXxLPJfjNfT+CRaNMcbdLNu7eeSvfOvs4cg/rrdYqmww1DbgDiA4Xgs1Rorm3fm5PLGiMO2HfpTmMmqK3XvgC3uBeNu3+QNv3kUMzpDZt5vnQS3xw2twhqYEtsOwdHLDW7q3rN80d9Dbh2hahUlC5+MKyvnfQ1v1LL4dmEOyuGlJw5bocAzZqTOUNihpS3DNRRteEv8dcI8RSF1k6//S6Tg+ulX+PRw9Cz/XGvIlkY3is7pb9/5HyEvPeCix98fMVfcthzaZAFGDzJXKwDgQFNOC1WEWBtRIpMbDab897NjuR7GJXPKy12cFuZAmMozTZR1ipayauZMjm4fHZp7v+e91oLqXDKd3W+sW0ms/py+lzGbRsrdsrCII+Sdgqg5WYM3UHYaWcXTpY3545xtFzT/Gp6z7OWGlqtRIyes/0Xazk4zwzb96FTCbZnOJuSPQOl2Cjoy0zWEb+qh/u4HootvgKF88d68i9At2weHrMiiRauGN7cyBppxrYAqudgLuhWthof6cIoYRqWNMiDL+yQjHX3d7BSsmhs1gntyGI1W+f5Austgh9JZr7gOWwCgm5ZoIQDIp79Xs+6hrBvnIWVcmtK/9qrTxbXUh2see1OfoEYetsiU2yEnD4ey6wQM9hRfpVYCU1plxgvUQLYy8fBqtYPUmYX4qhCh5cm7xt/x5BEvDucnf1/hrHnZ4cLP9oWy1CAKtk5eYt1697m3Au3dy9Mrh90Hh59ZRLaOpgaZrWF8iooW7W5cwnQvzJd/4r7995G3dsv1mHjAqivkeypO2+rbxndD/fPP1tUx6nqsjk0hebThAakrwB1ITeImyWwUoWNF4KD3b+6q3nv8BQYJrNu+9p+z6aUqSweJ6jYphbt97IkM3cq8GBLLBy2daLnitV2yJcJ5p7hYOlaRoLx6MM7xtquv+sHa0NuBuSfCNVLUIYLJq7pml6yL2Og6VDRqsdrFFXkC25KE7fNoYC5vXNO5UoCfim3T3nsCKZ1ogGQ6MmTBKCnsPKJM6TTZmzh61Sl4qBZcgmCVw+TBXRPRNKAuDa3FkfxD/tJjmT6bjlHi7jRXoosALjemtNbe9vH9n2Pi6kFnl3+WzXf7NTzaW0pvkrI9YANNyt2OrCt5BbpiincZs8QWjIyGC1W5jKisx9x/+YgHOYT1z7s4AOGZV8AQRJqrrtPdN38fLiq4SSiz0/zmxqEdDaLrCU0j7CZhmspxc1lAHOXy1ffI3FmUfZd+iXEESp9R1KKi7Nc9JVZKGYNI19VamBfDXbWfRcKaNFaHxx1ovmns9EyqTs5GyW9HyOyZt6W/CkFWXkpfm6BZbo1R0sTdOwOCQk+2DBRpWciiprNS3CjJwlLWdqputGnAF2FFZwbbp+PR9mXfn3eEjMZFAK3WfeItnltgusMXfvLCygzA3rR5vwUjGwKqUT3Vf/PxvWJy/bQTRUyjftQS1qJGc7awOHMxF8di/2NvKijWQZHoOijJqOt3X7A+PvwWf38vg6MrFaMbAMUjZWW8M8WSuau3HB2j8HaxxVySPn23ud/9urX+HMyiz33vSp8nJ2ZTlczl9V6tatN+GxunngTO9h92xSn0hsp0UoDQ1XZLDCDc95xxZ0t3m3r+eHd0n09gtfwOPfyea939vR/eSFczwxKrHFM8GVo5eZ/rgGuMBqf5HmqCuIrBaJ5xOA7mDlFFgxH7BbVpmFVfoyLByP4gjaGN7X+d7BShWX5kEpNnCwgiAX0DK6k2IbsEnChpDRbP02izOzhEeVUUevWJ8H2ET+PR40RSNxtnteUrSOS9dIo66gKS1Cp2cCl3dLX4Cjl4qBVakDQYHXYxpyaQAht6xhkdJI9vavcgHcUw4sTqljXMNSD4gGQ1JAz1q2m8OyiBK3bLlhXduEc+nmFHd5YQbL1HYsw2NdO1j9L7D017mdNuF3Fk7wv9/6J37mqh9lX3B3+efKSv0Cy2Gxc+eOW3j4zGMU1d5ysZmUQXFvJ4MVkXrTswAAIABJREFUQE0uY3eNoqkycn6l7u2eCA1u/mol/CahM99i36FPIHa4LSE2f4rvDEt8cPfdfXnuA1dgaaV9UZ05WNWw0fWiuYN+UCgki0ROxLveO1gpg9lhndhe82+rNPfVoPsgtQgLyfprchq1WdIXnicvSKy4qsP+l0LOMTs2r6XrNqFBcW+1JseQGbBRQ8E+LH4uqhoX0hvAwRrRV2O9VYKL5pNWbM7OhxEEsZTD6jDoHq6THexUlmF9jUtxuf027pFth1lML/F29N2e/nY7Sskay3maO1ihc1gnd5QmIus/jym3QDSvQ0vrKZ2YR7K6TGdgGVpdl9O8kF3Jxfn9Z/+Eayeu5of3/5uqf1OWw1UB90rdM30Xsdwyz17o7buWTYaw2n1YbE1CbyVJ3gBqOoG99JrVC7rHCxrfjWoDux7n7ee/gNu3jS37vq/j+z4eOYEqwN07+oP4GbhXVM7H0dQijg6uCtfCRteD5u70TCIIEpn4HBdfiCEIMH6o9wODvHAOaXgM0VV75jK4J+VJQt9gOVhyaeJxLQCyHBReU3wsnn2Ui65xIrn2LP1+ShAEfW1Ol0H3lJwmrxTabxG6RsgUdQRArwpOHWIlbO7i5wtpULRLh2gwdFVAQGCV6F7Iu3EMdecg+KfdJM911gYOZyI9O1iCy4Ngd7btYAFcNXY5AYd/XdqEc6WP/NYGxbSSXEFNrWCd3N50InKyNNi52OBjmEnM4+4TAwvac7A0TeNzz30RVVP5rRs/UcXl0zSNYgMHC2B6eAf7g7t7ZmJlkhfayl/B6jnBqukt8VydoPtTCxqqxkAG3OORt7lw+kH2HvrFjrd4aJrGoyxynXWSgLM/bIqBK7BypSKpk5C73+5DEqTyidqA2vWThSWKFpxDU6Tjcyw+F2P0vX6s7u72DlaqUcAd9ClCWC2wbAPoYIk2EYujun0TycTw2oawW1ZzM9nUIitLr5Hy7zLNyelV/j0e0hdyyKnOT+AGA6t9B0s/iJvRJhyZOoimFllePNHz7zJ0qRlYhoZsAtNevcBSFRVZ8eHogIFVKd9uvQ2cPNf+gSOciZYv8LqVIAhIw6Nts7AAJFHilq03cuz8M6h9IvUbKkNGGzhY8kLJdZ/cri+vbtAinHI3p7n3c4IQdGyJxTbUdB/hP556gOdDL/ObN/xizcWQmopDUcbSwMEC+ND03bwY+i6Lqe53HmbbRDTAKs3dWJeTr/PcjoU0trhhZ2/plUuiube/gd01wrb9P9TxfU9eeI3zdpXvmbiuD49M18AVWMYewk5ahJIoMeIMlB0sp0XAb+uvgwV6m3Bl/hz5ZZnJw70dZA0ZSynrSbDYEN3e6oXPyWLXBOr1ViEh12VgRbLRmmzS4sxREESEsfcQzm6cAgvoysUy1uS0g2kAPeQOvcNGQV/8bLENmZrDmm3haqynDKJ7bjGOhhXnWHcrqlwTdqye9nNYeaVAPJ/ouUUIepuwUWHSSEe2HiaciXIy0h9Sv6G5FAjApgYdK3lhFixWLKNTWIbHUDNJ1Hxtm7YVzT3d5wILmqMa3o2d5S9f+Rt+cO+HuH7TtTX/rqzo7lAjBwv01q3DYuehs0e7foyZZKhjB0vM5pAszrqThE8sqByZGsz8VSYxjzewp6sdtN986/8lmNc4tPuWPjwyXf+/KLCgPgurnw4W6CysxNI5hrY58Wzu7qBeKTWdRIlHGjpYUA0btfmtoK2Gxze6Cokitjr74cKZaM0E4cLZRxmZOkjQu7nqfb2UsnmtuCbsXeWwIm1S3A0FnQFEQTTFwRJEieDkNabysGaTGiOOxuDJ9dSBEYETUY3UOf1z4trc3aW6IAj4dnnazmFFTGBgGZKGx1CWO1uN9J6x/Yw4A31vE86ldQK4TWrsYFkntiKIElJAzznVKxaDdp1bVs/BMhhY7nUpsGqLkGwxx33HP8823xY+duCjde9rvD9rAdCVclmd3Ln9Fh46fZSiqnT1GLPJCy0p7oZEtxdEcRXVsOaCLJbTOBGFWwcUz5BJzuNs082rup+c5Ynwq9wS07CPb+3DI9M1cK9qPhNBEK1Y7Z3Nk64tsNaD5m6VJikUF3oGixoqW+1NCizRG6zKYMHgsLDkZBGbtw5kNBtjtMLBUopZls4/xcTOu8qMs/XevdZI/t0eVt5Jdfx4otkYQzZPVRu0mSyiRNAxbAqqAcxf/HypGViVOhAUSMiwOJsArYhrc/eOkm/aTep8BiXf+uRoBmTUkBRof12OIVEQuXXrTTxx/jhKlyfzdtSSgVUKuMPqRGSxToFVprnXufCV8ysUC6l1cLDG67bR/uzl/87F9BK/c9OnsDVwS4rLS2CxInqan5vumb6LcDbKi6Hvdvz4inKGQm655R5CQ4IoIlagGvJrHKynFjU0BjN/BXoezeXtvMA6NvsMOU3mDmECQeo9utNIA1lgOVwjHduZ+ol49WQ06YJQ7/ngpiqE/KhSjOErOmPuNJIcmgHJimW0MWhP8gVq1uUMStBdX/Rcz8GKVE0QLp0/jlLU6e1jrhEKSoFEIbmeD7Wh/Hs85JdlcpHOGCDR7HLb+StDo+4RUxwsMBY/x0maNHW2ERhYhg4E9WPFykIeKxEsw90XPL7dHjQVEmdb29/G8Wat+9qNLMNjaNkUaq6zg9aRbTcRzS7zRvjtnh9DIzWjuGuqSnFxthxrkLwBkCwNyfSNWFjp0l7XfkFGDTncY2TXtAifOH+cB04/wi9c+7Nsb7KmR0c0tD437Q1OsyewqyuyezZZQjR0UFToNPcYdvdojTt3LKSx3QPbLzFOpRupapFsarHtYrNSD5x5lKsKTibHd7e+cQ8auAIrl+1sD6Ehw8EynIVJl8BCtn+uh5JXSZ/RWxG57IIpv1MOlax2qTHDR/IFUUuYBskpItrEgXGw6u0hLKoKy7l41Ulq4ewjuH3bGRqeLrsDGyXo7t3lBrHzHFYk2z7F3dCYyxzYKKwufo6YlMPaSA7WuEt3RoorGlZpBcHSPfTTOWrTcRxt5LDCmSgemxuXtfd4wGprrTMX67KRvYy5Rvq6m3Au3djBUmKLaIVcucASRAnJP1rXwYLGLKwyA6tPewgNOdbsI7yYDvNHL/w5t2y9kXt2NV/HpaxEsDTJX1Xqnl138nzo5Y7jDZlSgeX0dFZg6Q7WaM0U4bFS/moQlUstgqZ27GCdXZnlZOQUt4ZyZWe1Xxq4Aiuf6WxNjqFR1wg5JV8ea+83zT383RWErP5ly6xZ+tyt5IVzTduDAJI3iJKIoakqgiBgHxDYqFpUKaaVmhZhLLeMqqnlSSxN01icOcrkzjsRBKFcYG2UHJbFIeHd5uo4hxXNtA8ZNWQmC8tic+MbvcwUHpamaZxPwbYNNJV0ICgg5qzYnb0FLwVBX4vUzuLnpUyU0S6OVfVksJW6aRMe2XaYJ+ee7Trz00zGe721WcCd6lhDM1RDQwcrMVdiYPW2CaOVnO4xioUkRTlDUVX43eP347a4+NVD/7GlM6WshJvmryp1x45bsIlWHjrTWdjdoLg7PRNt36dyXU6+goMVyWm8HmNg+VeZDoj2lXrozKP4bUMciORank971cC9sp2uyTFUdjoqWFiZIvQj/61pGqFnoozs3QWCSCYx3/pOrX6nquph0VYFli8Iqlpeq2HzWSis9EYOXg+VIaNrWoSRNZDRZOxdsqkFJnbcDsCww19CcGwMBwv0NmH83TSa2n7xHsnGCHYIUBwrtQjNukgITh0ypcBaykJOufSIhkpd49OwKA7sXTKwKuWb9pCaz1LMNi9YzGBgGZK8ARCltpc+V+rI1ptYzsV5belNUx5LpZbzkCnS0MGSF2YQXUNlXAAYgf0GLKyGDtY8rqHNfZ90q4SN/v0bX+fNyNt8+qZPMmRv3e9WlpeQ/O2dm9xWF7dtfx8PnTnaUT4ukwzhcI0htZnVBBCHhlETOs09l42glf7ekwv6cePWyY3zPe1ERoHVScg9rxT49tknuMN3GRateZ7ZDA1ogdX+mhxDY2ucjn7S3BMzGTILOaYOj+H0TJA2wcFSootohXxDRIOhMs29IoeV7+dOIJNUhox61xZYBh9Kf17puH5F7A3uBSoRHBvDwQK9wCpmFVLz7RHDDYp7sAsHK29i/iw4dZB0/Fxd2nMn2igMrEpdI+lXUoKv90Oeb9oNGsRbrEUKm7Amx5AgSjoLq8MWIcC+4G4mPeN9mSacK70EjTJYcugclsntVYWRJTDWsEU45RKI5KCwBi2TSczj7nN7EFZho2/Ov8CX3/gaP3HFR7hyrPWOOk1RUOKxpoiGtfrQ9F0sppd4afHVtu+TTbWPaDAkeQMopXU5aCr50sTysZDGLm/j4nijSyfa+7Ha2g97PjP3PIlCktvlYUS3t6rw74cGr8DKdudgBZzDiIJIOGvARktQu7T5LcKF41Gcozb8uz24vVtMaRHKobNA64q7psDyWcnHB8jBWlNgLWUi2EQrPrveb0on5hAlW/lACKV8XXbjFFierS4ku9h2mzBRSCKrxY5D7mMu81hYULn4ubcclsHA2ighd4Dpon6RsezufeDEEbRhH7a25GHpkFFzWoSgB927cbAEQeDI1pt4qg9twrlSMd3YwTpXc1EoBcZRk8tohXzN7Q0W1uKaa5N+Q0YNGQ7W1078LZeP7OXHr/hIW/dTEjHQ1IZrcuppf3APO/3beOD0I23fpxOKuyHJGwBVwSbqWcB8KYd1LKRyZEDdK+hugvDBM49y5ehljIdjWNcU/v3QQBVYSjGPnE/g6CLXYBEtBBz+inU5+s8XOl9L1lSFhEz0tQQTNwURRAGXd4spLUJ54Ryix4c41LyNJHr8IIjVNPeEjLbBYaOFhAwiNbT7SMnZMb4ImYTOPREqVlSMuoIbJuQOIEqlvXVtBt1XIaMdFlgGbNSk9qhraArX0Kae24SzKQ2PFYbNGZ41RZ5kFlFLM2PrfSVGOzksWZFZzq2Y5mBBqbXWIWzU0JFth4nnk7xy8TXTHg/oAXeLABN1cvxasUAxPF9bYJVySvXyZFN1Lnw1TVsXyCiAxeZFFSSkQpJP3/hJLGJ7S8ENyKilzQwW6J+jD03fzfH5F4lml9u6TycMLEOiVz9nWBU935rLLHExo3FyZXDzVwCZxIWO8leh5CIvL77GB6fvbLoRxUwN1KubL7kU3UwRQjULy20V8FrNp7kvPh9DkGD8oP6hdnk3m1NghWawTu5oWXELkoQ45K9GNairDtFGVSFRxOax1CzDjqyBjGYSc7iGqke11yI4NoL8ezwkzra3ty6W0w+unTpYww4/FtFiWoEF5uSwZpO6e7WRyNDZUAorYV4vmtMS8E17SIdyyOn636todhkNzfQCq9OQu6HdwzvZNDRpeptwLg1TbpDqLLGXF+dAVWtOZBZjIrLOc6lHc5fzcYqFZN8howAPnT1KUpC4deIKJjztF0vGc+mkRQhw5/ZbkESJb519rOVtNU0rUdw7c23K+wgL+nuUSy8NfP4K9GKzEzfvwTOP4rG6uXniGorh0L8WWGvVLcXdUL9ZWJqisfhcjLH3DmNx6lc+Lu8WsqlFlGKtHd6JOqm4dVSD7orYDNjoBp8klBPFmvwVQDhbnWOpl8VYi+DYCPLv0ffWJWZaf8AMByvQJsXdkCiIev7MRPcuOHWQ5aXXUYrdW7sbCdFgKHsxh5UwL+TMKrBKOawz9d/fVcioiS3CwBhqIoZW7DxTKQgCt209zNNzzyMr5h0L5lJa4x2Ei+cAsE5uq/q55B8BQaxbLAYdtTT3MqKhzwXWbHyeL73037C7RhnvcPWKshJGsLsQnQ3CaA00ZPdwZOtNPHD60ZY7I+V8HEXOdDw1J5UcLNIprHYfuXSYYwsae3yr+x8HUZlk+w5WUVV4+Oxj3LH9ZiyRi6CpXSEaspE8c0eXOHH/6bZuP2AFlm7Ddl9g1aG5m8jCir6RoBAvMnl49SCuX3VpZFOhrn+vms9RjC60X2B568BGNzgLq5CU61PcM7E1BdZczZdqzF2N4NgIco3bdV5SGzmsSDaGzz7UkBDdTGMu82CjoBdYmioT62Hx80YrsDRNI7esYdHCvJgPkij0/p13DNtwBG0N24TGhZzZDhbovKVudGTbYZKFFC93EKpupfOpxvsm5dA5pOExREd10SFIFn2lV512pygITDirHSxjSKifkNGCInPf8T9mzD3KtrEramCjraQshzvKX1Xqnum7CKUWeeXi601vtzo111mLULDYEF1DKIkYdtcI+Uy4lL8aqNN/leR8Ejkfb7vAeiH0MtHsMh+cvgt54RwIApaJba3uBkAuVmD+8TAn7j/Ny7//DnNHl3CMtMfSG6hXOF8qjrrhYEGDfYQmnpMXno3i3eHCPbUaSHCVDgq9tAmLi7OgaR05WEoJNmpxSYgWYcOzsOrtIdQ0rdQi1AvWopwhn42WX1NDhktgZqHRqwRBwLfH01aBFe0CMmpozESaO4BvZD8Wm6enNuFGorgDyKkiiixgFZdZkYZ4NWrORZWew6r//oazUZwWB26ry5S/Bauw0W4mCQF2+rex1bvZ1DbhXLqxg1VcqA24G5ICjZdXT7mFGgdLsjixmUDEb6S/OvFlZuNz3HvTp3APTdbdR9hMxZVIx+1BQ+8Z3c8272a++W5zsnuZ4t7F7j3RO4xaYmEtJ5Y4FR/c9Tiw+lq02y598Myj7AnsYk9gJ3JoBsvIFKLd0fD2+RWZC09GePVPTvPS753i/LcuYg9Y2fsTW7jus5ex7yfa2184UAVWLhvBavd2xACp1KhrhLScIS3rl0eTJu4jzC7lib+bZuLG6oOAjvEXekI1yKGzIIhY21xKqS981ttOgiDoQfcN72DVUtxThTQ5JV9mYBlF6tpWwSpsdOMUWKDvJUxfyCGnmuffItlYx/krQ2Y7WIIoEZh4b9cFVrygES/Atg20eiO7pLfUHF4Zu0Vf/GyGfNMeMov5uvlGnYHV+UqvZjIo4d1MEkKpTbjtMM/Mv0DBhDahqmnMp2FLIwdrYaZhgdUM1TC51sGK6wH3fmX6nr/wEl9/+5t87MBH2R3YWQJydvYaK8tLWLp0sARB4J7pu3h6/gVWcvGGt8skQwiiBUcXmCIdNrqMwzXG0or+3AY5f5VJlSCjbUwRRjJRnr/wUpnEr+eZt9fcrpCQCT0d4bUvneE7973NuQcWsXqt7PnRLRy6bz/7//02Rq/2I9nbL5sGqsDqluJuaC31e8pl3hTh4vMxLG6Jkau8VT+XLHacnomeUA3ywjkso1MItvYKS8kXRE2toCn6gd/us27oFqGmanUXPRvohdHSlWsmaRRY1Q5WwKEjOJY2EAsL9AILaLlWJZrpwcEqLbtuld/oRHrQ/aWuFj/PlpBcG8nByi7lAQ37sMQVwwKvmFRg+Xfrra/4mdr3N7ymtW2GBKsN0TvcsDBpR0e23URazvCdhc4XDa/VUhZklboOlppJoqxEGrruUmC88T7CtQ5Wcr7mO2+WotkYn3vuT7l+6hp+cO+HgNLC52wUtYMi1NhD2K3u3nkEAfjW2ccb3iabvIDTM4HQ5mRjpQyau901QiYVZr9fXyE1qMokLiAIUhmr0UwPn30ci2jh9u03o2laVZ65kCyycDzK639+lhc/+zYz/7yA5JDY/SObue6+/Vz2U9sYu8aPxdH5aw6DWGD1cNAymDRGgTXpEkjJkOwxk6HKKhdfXGb84DCipfYl7XWSsNORUtEbBE1DSejTaTa/dUOH3IsZBU3RahY9R8pB4VUHSxAknJ7JqttZRImgY3jDOVh2vxXnuL1lm7CbRc+GxtwjFNUiy02ufDtVcOogcn6FZKzzxc8GZHTrBspgZcN5rJYUVv8wB4KYVmDZvFacY3bi79bmDMykuFdK8nfHwjK03beVHb5tprQJ59KNGVjyYmlFTiMHa3gMJR5DK9Yel9Y6WJnEfF8mCFVN5fef/SKiIPAbN/xi2SEr09wz7QF3NbmAmorXrMl59qJKvM1zi8/u5eYtN/LA6UcaDutkkhe6WmwMBs1dbxEKhfBA4xlgtdgUxdrBqEqpmspDZ45yZNthPDY3anIZOS0TT+3hjb+c4cXPvMWZfwohWASmP7KJQ5/dz+U/u53xg6uDar1ooF7lbiGjhgyXwDgRT5Wyl73S3COvxilmFCZuqH+S1Aus7hyscsXdguBeqfo0941bYDWCjIazBh9Kn4LJJOZwDk3W/VKNukc2FM3dkH938xyWqqlEc8sdU9wNjZbaBWa2CQOT7wVB7KpNOJvSsIqr4/YbQdlwHqsQQfKPcGBE4M3lWlJ4t2qUwzIbMmrIEhhDWe6NtH/79vfx1PnneP7CSz39nrnS065HcZdD50CUsIzVd56kwDhoat3A/pRbIFxBc+8XZPQf3vpnXlo8wW/d+EsMO1b5aM4SxLjdHJbxHCozWHlF49YHFO56SCElt/dZ+9Duu5hLhni1wUqjbDLUMVjTkEFzz0qjuNVljoxv3PNBO2oXuHri4huEUot8YNMdXHxxmTf/+xxzwr3MPudE0zSmf3AT131mP1d8bAcT1wVqOIy9arAKrEy4qzU5hmySlWGHb9XBcpagdj3msBafi+Hf48E5Wr+F5/Ju6TqDpcajqJkk1qmdbd9H8uknazWxWmAV4nJHu/HWU4XSQsi1LcJIJsqww4e1NF2XSVxoeKBdO8CwUeTf6yEfk8lF64/WJ/JJimqxXER2qrIrayKqwWrz4B+9jNmTX6fQoTM2m9JPuOIGYmBllvJYigtIviAHggKyCm+2x3VsKf+0h2y4UDVEoqgK0az5LUIwWFjdtwgBPrLvwxycOsBvPfn7PDrzZNe/Zy6t4ZBgpE5WWF44h2VsM4Kl/mRsObDfhIV1MQuFXBw5nzDdwToVPc1fv/r3/Nv9/4aDkweq/m11H2F7r7PxHCqnCM8m9PbpSxGNf/OIQr6Ngv7qsSvYPDTVkOyeSYZwerovsLR8llNJHwA3+DfesbIT6YiG5m3jYk7hO4+/zs+d+xlSX9J492vzKOkcQekhDt67l/f8PzuZuCGA1WNuUVWpASuwol1R3Cs16hqpaBHqP+vFwUov5EjMZBq6V6CjGrKpxY56+obkhXNAZ0spRZcXJMsqzd1nRVNpGba+VCok6i96Dq+BjKbrQEYNjbmCG2qK0JBvlxtEWD5Vf19gJGvsWuzOwdLxDjbTn/sVh3+bRPRtHvvKXR0hG2aTGwvRoCoa+WgBi7KI5BvhyoCAgHltQt90KYdV4WIt51ZQNNVUBpYhS2AcZTmCpnafubNb7Nz3vt/gzh238HvP3s83Tj3Y1e85Xyqm64XPmwXcoSKwXydPVqa5Z7RVBpaJewgzcobPHv9jdvm38TNX/VjNv9udQRDEtgusMsXdt/p+n4rrn6+vHpE4flHj3z2uUGxxgauH3e/kyfPPkshXHy80TSWbWuiY4m7I2Ln3VrTEZyz25oJeamUSF+pOECp5hfArK5z8H7O8cO9JLn/pSiYs42z/0AQHf2cf23Y8TXDTEnZfe5iFXjUwBZamaeQyvbUIwXA69JPRkE3A0yPNffG5GNYhC4ErvA1v4/JuhtIXpFPJoRkEu6umv99MgiiWQ41QwcLaoDksOVlEcoqI1uqPYyQTLU8QQvMshgGR3UiwUQCLQ2Joq6vh2pzVZdbdFViCIJg+SQgwvu1Wbv/RR7E7AzzxtQ/z7nf/uq3XdjYF24ZMfSg9KR8toKlgJYzkC+K2Cuz1wysRcz4nVo8F14S9iocVXpMdNFPS8BgoMmqyNwvOIkr8+vW/wEf2fS9ffOmv+J+vfbXj785cSqubv9JjDeeaXhTqgf1A3cB+5YVvug+Q0S++9NfEssvce9OvlN3xqscmSjhcox20CMOIHl/VENKpFQ2vFX5op8DXb5f451mNn3taafkav3/nbahoPDLzRNXPc+kwmip3zMAyZNDc3w3rBVZuA16MtqtysVlqlyoFlcircd7+8nleuPctTv3dHIWETPzaGPdf+QXe+4k9bLp5BLvfum4rcgwNTIEl5xNoqtx7geVcw8JyQqhLB0vJqyy9tMzEdcOIUuOrduPg0E2bUA6dxTq5DUHs7K3SUQ2rDhZAfnljFliFhIxtqPZAF85GGS0VHkoxTy692HCaaNQZJFvMlREcG0n+PR7i76brtmij2e4o7pUac42wlDb/itTt28qtP/zP7Lr6J3ntyXt5/ps/RSG30vQ+Gw0ymgnrGxSMAgvg6qB5k4Sg4xoqC+i+FliB0h6/HiYJDYmCyMff+5P87FU/zt+8/r/54kt/1dE06ly6fv5KiUfQcumWuVFLg92KIw6wCKsOlmRx6K6SCTp67im+dfZxfungx9jsbVysONxj7TtYy+EaBtapuMZev6C7UttEvnyrxP98R+NXXlCbFlnDDj+HN1/HN09/u+p2Bqi6GwYWrBZYqZQKCOQy3Q9KXGoZxaZraBOR1+K8cO9bvP3l82SjebbeNc61v72Xqz6xi39w/SNX7NpbztdpShF58XxHeeZeNTAFVj5rrMnp7Ys26hohkq2gubu7Z2GFX1lByauMX9/cfTC+FN1MEsoLza8EG6mywLK6JQRJ2LCThIVELQMLDIq7XlCXDzANrmSNxccbMoe1x0Mxo5C+kKv5t2h2mWGHD0uLaZhmMhs2WilRsnHVLZ/lhg//DeH553nsK3cSazDinytqXMyyoQqsbDiPKKlIxMsF1oGgwKsxDdUkt9O/263n7GJ6zm4pE8Em2fDazLfyLP4Szb2HScJKCYLAj13xg3zq0Mf5v+88zO8d/0Lbq3Tm0vUdLDl0Dmg8QWioEapBFAQmXLqDZQTczWBgLaQucv+Lf8Ht227m7h1Hmt7W4R5v28Eq1i2wYK9v9f9/dFrkSzeK3P+6yu+faF7E3jN9F+fic7wZebv8s2yXFHdDgsOFYrEzVkxidQTXi/kSAAAgAElEQVQ65nxtJJVfC88U57+9hGeLk2t+cw8HPrmbzbeP4gjaOBl9h5n4LB+avqt8v2L4AijyvzpY9ZQvXaH3wsEC/aoynk+SL+0GnHR172AtPhdjeP8QjkDzfq5kceBwjXU8SagVZeSLc90VWBXrcgRRwOazbNhJwnqQ0YIis5KPM1KarkvHjVZBAwerjODYeNb30FYnok2sO00Y6YHibqgfLcK1mtp1N7f/2CM43OM88Q/fyzsv/2XNlfj50tPbaAwsmyuP5PGVA9cHgjqe5bRJZAvfLg8IlNuE4Yy+P7MfYEzR5dFPlj1OEq7Vh3ffzWfe96s8Nfcsv/Xk75Mt1l4MVKqoaixk6jOwigvnEOzOlrEGS2C84fLqKZdAKK3puUsT2oNFtch9xz/PkM3DJw/9h5bvTUcO1krtmpx34hp7fNV/4+cvl7jvGpFPv6TyX04qDX/fNRNXMukZ55sVYfdM8gKSxYHN0Z3TLQgCcZufK6wxnO7RthEUG1HGyiA1GSCzkGPzkZGaAbMHTz/ChHuMayauKv9MDs0AdLWDsFsNToFVcrAc7u6nCKECNlpqzUw6u3OwknMZUnNZJpuE2yvl8m3puMAqLs2DUuzqAyFWrMsBsPttG9bBkhMy1jUtQqN1VmZgJecBoWHIM+gcRkDYkEF30SLim3bXzWH1sibH0KhrhGh2maLa+KBthtzeLdzyQ//E7gM/x+tPfZZn//mj5EvvE6wysDYaxd1mSyBVBJAPjOiPzyyiu8Ul4Z5ylIPuRoHVL1lMmCSsp1u33sQf3Po7vB4+yaceu7cmaF2pUAZUrT7FXV6YwTrROtYgDevICa3O53ayBIHWJ4d7h4x+7fQ/cyr6Lvce/hU8ttYLmfUCq/0MViXFPZbTiORgr6/2e/DpAyK/dIXIzx9X+V+n6ztZoiDywV13cmz2GZIF/TOVSYZwDm3qumjXNI15McB+aaX03Aa7wLJY3US/q2DzWRjeV+0UZ+QMj88+w/fsuh1RWP0MyqEZJN8Ionv9QqIDU2DlMlEE0YLV7mt94yYaW+N0TLm7myJcfDaG3W9leH97b1Y3qIbVint7pw8PyRtEy6TQCrpTZ/dbyK9s0CnCOg6W0eozpggziTkdLCfVdwstooWA078hW4Sg87DiZ9MoheqDqr4mp/v8FeifaVVTiVUUO/2SKFl5z82/w43f+3fEFl7isa/cWeZlzaZAoH4u51JJZ2BFy+1BgBGHwGa3eZOEUMphnU6jaZoOGe3RaW8mfY9ff1o8105ezRdu/13mkyF+8dHfLsN+12quVEzXc7BaBdwNSYFxUJXyWq9KGQ5WJjHXM6LhlYuv849nHuQnr/wRLh/Z29Z9HO5xcplwy20GajaNlstUtQiNCcK9/trXRhAEPn+9yEf3CHz0CYUHz9f//R/YdTtFtcjREkYjmwx1nb8CmEnCnDjMFm0Zh2uU/ABnsDKJeZyeTUReiTN2cBhBrH6dH599hrxS4AM7b6/6ebdxm140MAWWviYniCD09pBH1qzLmXQJJGRItwmDAyhmFcKvxBm/vvbNbSTXUOc0d3mhtI3e1XnPxWBhGZOENt/GpLkrBRUlp9YgGowDu9EizCTmW3JPjEnCjSj/Hg9aUSN5rrqa72VNjiEjf7ae7t3kzju4/ceO4hraxJP/8H2c+s6fMZtUmHSBrcnAx3qqmFWQk8UyA6tSB0wOuvt3uymsyOQiBcLZKGN9dLB0Flb/TpD7R/bwp3d+jpSc4j8+8hvMJ2unn4128NY1hyZNKeqxhjYuCi2lwH69oPukC1bSceR8vOsWYVEt8tWT3+A3jv0ulwf28u8u+4G27+twj6GpRQotLloMREN1gaX/d3cDL0AUBP76fRL3bBX4waMKTy/UFllBZ4AbNh3kmyWyezYZ6jp/BXAspBG2BPDnY9gH3MHKJi9gYQwlpzJ+qPbi9IHTj3Bo8gBja7pd6z1BCINUYPVIcTfksNjx2oZWHawuWFjh766gFlXGr2v/xOj2biabDKGq7btInRLcK2W0RJRENc19o2EMGkFGw9kYDsmOx6rbIZnEHC5f8wJrzLUxae4Argk71iFLVQ5LURViue7X5BgyXNklE2Gj7cg1NMXNP/QN9lz7cd545j8x+epH2efsv4vWrrKlCUJLdraqRQh6m/CVqGba98G7U+edrZxOElmHFqESW+rrd3m7bwt/ftcfYpOs/Pwjv867sbNV/z6X1jEEXlt1MV0Mh0CRsbRx3JKGDdhoAxZWRs/adONgvRF+m599+JP81Ym/457pu/ita34RqYMdfquw0eaFbLGUhavMYJ1a0djqAZel8YWGRRT46m0SN44L3PNtpS425EPTd3Nm5RxvR9/VwZpdrskBOLagYvEOQ1J3sAZ5ijCTDKHGg/h2uXGOVGevziyf463ou3xw+s6qn6uZFMry0r8WWI1kOFhmqJL6PVkBtWtHmqax8GyM4OVe7L76lOJ6cvm2oGlKRyysXiru1XU5qw6WpmjIqf7mdDqV3GBNTmRNULg9B2tj0txBbw2sXZsTzydRNLXs0nUrt9WF0+K4JPkzUbRwxeHf4qbv+wre9Kv85IW7icw/v+6Po570Jc8gZc8i+WsdrKVs72uyDFkcEp7NTiKn4shqsYrfZrak4TG0fAYtW7sD0UyNu0f50p2fY8w1wieO/javXlxd4TKXapS/Oge0F2sQ7Q5Et69uu3PSBWOasdy9/QIrmU/x+Rf+Cz//yG9gFS385d1/xC9c+zM4Lc62fwfoDhZAtkXQXVkJgyAieVff73oB97p/wyLwf++U2OsXuPvhIu+sVJ+DDk5ezbhrlG++8zC59BLOLtfkaJrGsZDG+FgANR3H7gxSLKQobkCkTTvKxC9QjA0zfl2te/XgmUcJOPzcuOlg1c/lxXNAd3GbXjRABVYYRw9rcipVXWDpP2v3QJs8lyGzkGPixs5OisZBot02oZpOosQbb6NvJcHhQrDZUeIlvEUJNrrR2oQGxb1m0XN2FTKqqkWyqcWWB9rRDUpzN+Tf4yF1IYuc1p9zpLxrsbcCq1+w0U40sf02/nPwW8iu7Tz5f36At1/4k5b5lX4rGy5g9YiI5PUF6BU6ENRPgKa2Cac9JM9mQOsPA8tQmYXVxzahIb/Dx5/c8XvsCeziV459huPzLwIlREO9/NXCDKJ3GMnTXlZWCtRnYU25BUbVOQTJ0VbnQtM0Hp15kh9/4OMcPfcUv3Dtz/AXd/8Re4PTbT2OtXK42ttHqCwvIfkCCNKqO3YqrtUNuNfTkE3g4fdLjDrgzoeL5WwbgCRKfGD6Dl6ceRzQuqa4n07oQwnTm/TjjFXQi838Bj5WNpJSzFLIR7GK4wSvrP6M5ZUCj8w8wft33laDvZFDMyBZGu7G7JcGpsAyg+JuqDKr47WCy9I+zX3huRiOoA3/7s5yUassrPaC7vJCKeDebYElCEjeYNXCZ2DDoRoKCRlBErC4qu37cCZWDrhnkwtomtJymmjUNUJazmxI2CjoBRba6jh/1KQCC8xlYWmaxjtfnePcg4tt36eoapzMTZC77mvsO/SLvPnsf+aZb/zIJSVGZ8N5HD69yFvrYG31wLDdPKI76Gtz1BSM5kb7sibHkGXYYGGZP0lYTy6riz88ci/XTb2X33nqc3zr7OMlBlbtbeXQuY6mnhuhGiaduoOlOTe3nJybTy7wK49/ht979n6uHLucv/3Qn/MDe+/pqCW4VpLFjs0x3BLVoKxEqvJXiqpxOlHNwGqloEPgkQ9YEIC7Hi4Szq5+Jj+w6w7ssu56O7tsER4LaUgCXLFVP87YFL34aHdKciMpvaK3jYO7diDZqsuXp84/R7KQ4oO77qy5nxyawTq+peFuzH5pYAqsfCZqYoG16mAJgtA2C0tOF4mciDNxQ6DtcLshi9WF3TXStoOlV9xWLKPdT47oqAb9JG71WBDEDehglSYI1x5Ew5kIo0bAPakXpa2yGKNrBhg2mux+K84xOyun9ANmJBtDQCiThnuRTnM3p5iJvpZg6TsrhF9pTm2vVCgDigbbvFYuv/HXOfz9XyUeOcljf38H4blnTXlcnSq7lMfuKrUJ12SwBEHg6oC5QXfvDjeaqLErtYthR2/Tzs0kDg2DZO3bJGE92SUbnzn8a7x/52187rkvkk59s4GDda6jNozUgOY+WiqwCo7GF1UFRebLr3+Nn3zgF5hPhviDW3+H+97366a5h+2gGnQG1irvazYFeaX+BGEzbXILHP2AheU8fM+3FBIF/XM55hrhqhJxvtspwmMLKteMCHiD+utikfXT/iDmsJbeOg3A5DW106APnnlUX5hdh9DfS565Fw1EgaUqBeT8iqkFViy3UiYWT7naY2EtvbQCGnUnF9qRy7ulowLLOrEVQeqe8C15A6hVsFHrBnSwijUThJqmEc3Gyi3CTNzIYjQ/wKwiODZmgQW6i2XwsKKZGMMOP5YerrQNjblGTZmgLGYUznwjhM1rIR+T2/68zCZLDKwS2Xt82y3c/qNHGQpM89Q//hBvPX9/Xd5Rv6SpGtlIHpstCRYroqsWp2IE3c2SZBfJBtPsy+yt4u+YLUEUsQyPrkuLsFIWUeJXr/t5PrLv+xkXv8zSyv+qCtqr+RxKdKHjAqu4vFSzvFoUBKaYJ2Gpf1F14uIb/PRDv8SXX/8aP7DvQ/zNPV/ihk3XdvW8GkmnubdwsJbDSP7aJc/ttggrNe0T+Pb3WDid0PjwIwrZov67rvJOkhMkzqbad5QNGfmrI1MCosen58WyMoIgleHdg6SlN0+DJhCc3l718/nkAq9cfL0m3A6gqSrywizWqZ3r9ChXNRAFlgEz7JXibsiw740MTDsOlqZpLD4bZeRKL1ZPd0WPa2hz2ywsM5gdletyoDRJuMEcLDkhY10zQRjPJ5DVIqPOVcio3TWK1CKoakzjbVRUA+gFVi5aIBct6AysHgPuhkbdI8RyKxTaXHPSSOceWEQtqFz2M9sBSMy0F6SeNSjuFXWM0zPO+77/a+y/7pc5+dwf8/Q3fmTd2hKFuIxa0LAIESTfSN0204GgwEwSVvLmFVnh4BJb4lvq7p00U42cn35LEATumv4JzhZ+nNcW/g/3v/gXKKXCubg4C3QWJLYEx6Eoo6Zq3dKgOk9Uqr6oWskl+NxzX+QTR3+bIZubv/6e+/kPBz6K0+Lo/kk1UCuau6ZpFFeq1+S8E9dwSPUHANrRVUGBB++WeHFJ44cfU5BVjRFBJGtxVZHd29XbK3AxC0cmBQRRQhzyoyVXsLsGj+ZeSBZJXJzFahvBYq1+vx86cxSPzc0tW26ouZ+yvISWz6z7BCEMSoFV+iCY6WBBNQurlYMVP50mGy4wcWP39rPb2x7NXa+4e7c0pYoWIZRYWBvNwWoCGTXeJ31dRutwolWyEnD4N3TQ3bfLDQKsvJMyheJuyHDvoj3ARuNn0iw+H2PbByfwbHbiGLWRmGkvzzab0gjYwWOtLmQEUeKyG36F9/3AP5CMnuLo39/B0vmnu36M7Sob1vcCWpVaBpYhI+j+asy8YuicdxaH7CCzmDftd9aT7vxcmhPkXEpjvvi9/PurfoEHzjzKfcc/T0GR9dyoIGCZ2Nr27yqjGtYUi3I+gVONE9L0772maTx05ig/8cDHeWb+BT516OP82V1/wK7h7aY9r7VqtY9QTcWhKFdR3E+t6PwrsYc1STdNiHzjTolvzWv81JMKueQFPN7NHJ15suUKo7V6YkHFIsBNE/rjkbzDKIkYDvfowGWwll5eRpUieIarzwVFtcjDZx7jzu23YrfYa+5XBnb/a4FVX0ZQ1mFSgTVWLrBWWVitpggXn4vhHLfj3enq+u+6fFvIJEMtWyVKdBGtkDfFwdLyWdSc/uQMFtZGUr0WoeEslluEifm2WTgbGdUAYHFKDG11svKuXmD1ysAy1CsLS5VVTn/9AkPbXUyWJmS9O9wdOFha0x2EY1sPc/uPHcU3sp+n//GHOfnsH/W1ZZgN5xFEELPzDQusvX5wSOYG3U/Z30EVVVZO165FMlOWwJhpC5871VzpI/Fv993Ofe/7dZ6df5HffOL3SFw4jWVkCtHWvptUDuyvyZMZUYpz6mbOxef4xNHf5g+f/xKHJt/L393zX/jw7rv72oaFVQerEW+sDBmtyGB1MkHYTO/fIvJ3t0p85bTG6YshNo9dQbaY4/HZZzr6PcdCGgdHhfKFj+QNoCSWSw7W4BRYmqZx8YVlRH+shof4/IWXieWWuadOexBKk62uIUSvOcfaTlTzCX333Xe58cYb2bNnD4cOHeLkyZN17/jkk09y8OBBLr/8cvbt28dzzz3XtwdpjJPaTQovuqwu3FZXlYO1UqDc816rQlIm+lop3N7DlYlraDOaKrdkq/Q6QWholYWlP0/DwdoosFFN1ZBTxVrIaCaCKIjl8HcmMdeSgWVodAPDRg359wyx8m6KSCZGsMc1OYZWae7duRpzR8PkogWmP7IJQRTQCnm8W+2kQzmK2daF0GxyNX/VSA73KIe/739x2Y2/ylsv/glP/+NHyHaRK2lHmaU8jhE7WiJSlZGplEUUuNLEoLumaSzmLyKP58uTov2SNDyGmlxGkwt9/Tv1NJfSGHGA0yLwvi3X84dH7uVk5BSfTj1NbrKzMXh9ebW7xsEyohQR+SV++qFfIpKN8fnbPsunb/okAWfvQyHtyOEeQynmKBbq72Q0Fm6vXZNjRoEF8MO7RP7ysISWCfFqdhcHJ6/mgQ7ahJqm8cSCnr8yJHoDJQdrbKAwDcnZLNmLeTRbuCaL+8CZR9kbmGZ6uP750uBJ9mP5eivVFFgf+9jH+Lmf+zneeecdfu3Xfo2f/umfrrlTKBTiox/9KH/7t3/Lm2++yYkTJ9i/f3/fHmQ+G8Vi87TM4HSiSqejFc394ovLCKLA+LW9nQzdZRZW8zahHJpB9Pj0aaEeZMDvKlENalGjmNkYsFE5VQQNrHVahIFS+FtTFTLJUNsLXzfyuhxD/j0eimkFR8xlWovQaXEwZPN01R5NL+aYfzzM5ttGcU/o7kPsK3+E9tbXQYPkbOs24WxKa2vJsyBK7L/ul7n5B79Ocvksj/39HVycfaLjx9xK2aU8zlEbSjza0MECc1fmJAsp8koByzaB+JlUX3NYUsCgoK+/CzGXrt43+d6JK/ninf+JJXJ82nmm48+gJTBe48a9Pf8cRUHEKjzGj1z2A/zPD/4p105ebcbDb1sGbLRRK624vKQPUJSYXylZ40KatiCj7eqnpnMMscLXFiYQbHdwMnKKM8v/H3vvHebYQd77f05R79JIU3Znd7Z53dde3G2IYy8dJ6GEEOKQXAiXe1MIuQkmuYQSSuAH6RVuSLkplxtCKJdAILaxaa6LbdZ1++70Gc1Io15O+/1xdDTSjDQjzRxpxPPk+zw8PLDq0pzznvf9vp/vhY7u+2wakmWaCiwpEEHPpkya+w/RiHDh0RTOiEy5PNeEq0gWl3l09vu85uDL2t53JyJyLDUVWIuLizzxxBPcfffdALz+9a/n/PnzXLhwoelOf/EXf8Hdd99dL6rcbjfhcO+uKkyKu71cGbPAMg8EG9HcDd1g/uEUQ9eG17GaupVVJGy2SWiulG6/4rZaoo1xOTA4LCwLMrqO4t6wQVgqLGDoSsc058SAjwgBAns9CA6B/dl9to0IYWuoBkM3OPO5GdwxJ+PHVq/EqxdPwsJTOPzypmNCwzCYzLPhiHCt4rtv4djd9xJOXMV3v/Bmnvnex7qKkdpMpWQFd0TAUCrrEA2NunYInktDuU33uhtZv7vQQT9aSacw251fphtZvp+dGBOaDKzmY9MBR4z3P1elIsEvf+M3mewid1WKJupMr+VSmg999/f55vNfoiQH+H7lD3jlwZ/G1SbkvZfaLC5HWzE3CK3j9OlaBuFhG0+FxZzJfXrZwV383vMvwiOH+beznXWxHpjVcYhwy3BDgRWMouVqI8JCcmCmGRtJq2gsPZUhei3oWrmpg/WlU1/DKTq4c+LFLe9rVCuoydkdQTTAmgJramqKsbExZNk84QmCwJ49e5icnGy603PPPUepVOLYsWNcc801/Mqv/ArFYvur3Gw22/SfSqU7A2jFRsiopcZR0kY095WTeSoppe5L2Y5kpw+nO9JRB8uOilt0uRHcPvSGuBwYHBZWPYcw0DwibMxys4rRzjtYMXLVfNdm0H5KlEXkPQIHsgdt2yIEtkRzn384Re5CkYM/uQvRYR4O9HIBbSWJtjxLcMJD9tzGHaxkGUra5iPCtXJ5h7j1tf/Elbf+Fqce/3O+8/k3UMzNdvUYraQrOpW0gstnMbA27mBpBjyTtqPAMj/7kYNDiA6hjuPohaRwHARhZwqs/HqKuzJ3ntGKwR/feA9u2cWv/Mf/5OTymY4eT44kqKbm+fKpf+ctX/kljs8/xXXhcRJD11IydnUMgbZbqwVWa0uHtrJU95DB9hAN7VSq/T2864Zx3nbYwenS7Xz1zINU1M3PoQ/OGdwYF5oyEaVgFDQVpxxA19qPPwdJSz/IoFV1AofN45DFA5vLL/C557/M6y+9C5+jtTdaWZgEQ98RRAPAOt7A2q5JqwpXURQefPBB7rvvPgKBAG9961v54Ac/yCc+8YmWTzI+3tx9uOeee3jPe97T8YvMZWYR5RCplH1Bsn7By0I+SSqVwjDALfo5s1QgFW4uPqa+tYx72EHVXyKV2v5J2+UbI5U80/a9GNUy6tIc1VDcnvfrD1NYnEFJpcyRhQDpmQyM2NMtSKfTW7/vnNkZyStZCqnV3918bpErY5eSSqVIzr0AQEXzdfR5uFTzSvfM7Fl2+Ue3/Np6rfxQlolzexELAins+V0HpQCnVs52/LtRshrnv7JA+FovWqRCKmUetLXp2olRU5ECOVIvCCwnlxGk1ieOEykR8BHWs6RS3cfjxA/+DNcELuW5b9/Dff9wJxPXfxxofUXaicqLChigKgtIQA6ZQpvPZJcAIn6+O1lgv7RNxEVyEhEBqQqe3U6Wnk/jPbJ9xlk7Cf4wuZmLVGw8Lnaiizk/Q7tKpFKr/i/lzHMgO3D5xvjQ9e/ho8f/kF+997381oveyVWxje0jZxwan44ucubxT3Fs94v52cNv5OQ3fh5HZD/k4ORCjv3S9mwNWz1OSbKH5eR5fIn1n3ElOYsQHan/vT015yTucqAX0qRssuAtzZ8GBMqKi9+9IstbMz9CNvsl/uDR+3nHZTe1vZ9uwAOzft62v9r0PWm1U76SM3/rC7Nn8IYm7HmxPdL0d5P4JlysFJrPBX/4xKcIOPy8euzOtsc89fTTgEDOFUCw+e8kGt384ripwBofH2d6ehpVVZFlGcMwmJqaYs+e5rXbvXv3cu211xKJmB6hN73pTW2LKzA7Y8FgsP6/XS4XLtf6dcp20pUMoeGrO3pDnWpPbJz02QzBcAhZlBj1KWTwEo2uHhArKwq50zMceP0YsZg9BvtgZAKlkmz7XqoXT1LCIHzwSpw2vN9kNIFYKdSfzxlKIqsOWz/LrT5WQVdx+CVi8ebPNl3NsDsyRjQaZfFMGqc7QmK4sxHhAYfZ+as6VVvfo90q7y0QetRPtDhEdDy4+R060Hh0F48sHu/ofRuGwfNfmkRySVz6hglkz+rvvnB6Bev6OBorsqh6cRY9BPa2vkpcWdEBjat3hYi6t3b1Ho2+lF0T9/HQl3+Oqac+yuXXPIjc5qp0My1NmbOakL9MHojt2b9hRMalYYVTpea//a2oMFUi5okSH4pTvsxg+v4kkVCkbWG6XS3GRpDLub7+zrNVg5yqcjjuJRpdnQmnMgswspfY0BAx4I9f/ru879sf58PH/4D33/YbvKQFn6iklvm7E5/lc7n7GRV1/ui293Ht3hsAOFGYY8+lP4G0CHnJv+3vBrZ2nHL7RxCNfMv7zuXTeC97EaHav01WVS6NbP142Erz+gpub5yh+AgAn39VhFd8/io+f+5bHLvkFVwfb71J+YNlg3RV5VUHmr8n1ZhgHjNjEsDlqAz0cbK4WKE0PcPhnx0nY2QQJTfDowc4Pv8DHl14gvff+uvsSrSPEFrJJNGHRomNbC1maLtq+nYSiQTXXnst//iP/wjAv/7rvzIxMcHExETTnd785jfzwAMP1Ed9X//61zly5EjbJwkGg03/6aa4AqiUejAi9MTQDZ1U2byyaUVzn38kheQUiR+1b6juDW1Mc1dmz4EgdsWS2UjrYKMheYA8WAqONePBslohV83XcwiL2emOx4OwinYYdB/WgmeRgqNA9rR9uYkJ7xCZSo5yB+OD5RNZUs9kOfC6sabiCkCZv4gUG0Fwe3GoFxGdAplz7S/JL+YNvDLEuvuzXieXJ8Z1L/9jqsUFXnj0D7f8OKVkBckjIpQXEf2hTfPH7CK6JxtG26GDfrSKTn66tO3HbScpkli3fddrTdWmnmtBmmsjcrwODx+7/be5dfeNfOA7n+CrZ+9ruv33ph/j577yy3zh1Nf4+YlX8LvPKlwhmhfsSiWHUlnBHxpn2NNZjFmv5GkDGzU0DS2TWgMZhUtsTkgq5WbxNHiOXJLAu697OX7xBX783y/yXJvR9gOzOi4Jbk40F/dSzZcr15pag05zX3g0heyRiF0ZpJibwRvchaqr/Mnxv+KaxJXcsXfjTrcyt3MGd2ixRfjpT3+aT3/601xyySV8/OMf56//+q8BeNWrXsXx48cBuOWWW7jrrru45ppruOqqq0gmk3zoQx/qyQs0DMPMIeyByR1o8mE1/iEbmsHCoyniR8PIbvva/N7Aboq5aQyj9ShFmbuAHO+OJbORpGC0qcByDhALqxVkdGmLkFFLLslJ2BUa+E3CpVKKhdi8rT4dC9Ww2XtXS2YcTvSKALGr13fP1IVJHCN7kRPjaMlJAnu9GwJHL9YM7nasQQciB9h79Ts4dfwvySRbIyHnCoIAACAASURBVGI2UylZwRN3oWeXNzS4W7o2JnAiZaBtc+uvscDyj3uQXGJPeVittu96ramC+Rk1erAMXUedv7juROaUHLz/1l/nNQdeyice+VM++9wXWCwu8dvf/hj/81sfZW9onP/96j/l7iM/jWxQJ9MXc5bvcrzjGLNeqR1sVMumwNDrDCzDMGxFNFgq5mbwrgl5PjZxEwFngHHnfbzs31Uu5NZ/Pg/MGdycEHDLza9HcDgRPH7EQhlRcg00C0vXDBaPrxB/URjRIVLMzuDxj/GFU19lOjfLO697+4bHHMMwUGYGrMA6fPgwDz/8MKdOneL48eNcccUVAHzta1/juutWs57uuecenn/+eZ5++mk++9nPEgr1JtxUrebRtYrtHazV3LrVTcLGP+TU8zmqGZWRm+1tn3qD4+hate1mit2hlGYHK1X30rlCDqoZ+7a1tqNWkNFkySywLPO32cHqbDxoKe6N2RZ83Cstl1LkR7Lkp0soBXu+jzpsdJMCy4rDOfD6XS0PUMr8JPLwHhzD46iL03XgaLuNIxMyat+JZc+Vb8UfOcAT9717SzDS0mIFT8K1KaLB0rUxgaJqdiC2IzOg3PwOREkguM9L5nTveFhSJI62stTXjMepAgjAWAOmQUvVwMgje9e/RlHif9zw33nLlW/kU0/+b37my/+NZ5Mn+cBt7+YTP/p+xgIjiL4ggtNV78YVMuYSkDc4bl749hYptqHaxeVYha21zTlXhLzSfcjzZirlZ/EEmgssp+TgVQfuJC59C5dQ5aVfU1loOHdpusG35wxuH239WqRABD2XNmnuAxyXk34+h5JTGb7R7GyWcjNI3iH+7sT/5ccPvXJTir+eS6MXMoNVYA2ayjbH5FjyO324JVcTC6txi3D+oWUCezz4d9vH3gLwhSwW1voxoWEYtjM7xFAMNAW9aG6LWDT3QVjPrWaVdZBRq4M15IlhGAbF7EzHkFFLg05zB7ODpY2bHDC7oJTxDmjumXMF5h9OsfdVw3VsR6P0SgkttYBjZA/y8DjKwhTBCS9qQaO02Hr0eDFnb4ElSk6OHvskqfknOHvif3d9/1KyijfuQsssdVRgHR0S8Dvgx/9D5Zsz3Zv0LTV2sABCh/xkLxTQ1a0/5kaSIgnQtaY4rF5rKm8w6gWHuPp9K7MXgPZgZEEQeNuRn+HXb/hFXnf41fzDXX/OHXtvqxf3giAgNXTjitkpRMmF2xc3O1ilAexgrTRDRnuxQWgd/9YWWACvPvBSctUcH7nmOAUVXv7vaj1T8wcpWKk2868aJYVqsFFvYqBHhAuPpvDtduPfZZ6Di7kZnskv4pAcvO3qN296f2XuAgCO0f8ssNqqYnNMjiVBEJpOxKNegVTF5OGUl6ukT+a3lTvYTlax0ArVoGdT6MWcrSul1sxdt2juYQd6VUcr9+ag36kMw0DJqS0goyn8Dh9eh4dKcQldK9eL0k4V9w7VO2GDqlQpTXDIhyfutG1M6JQcRNyhth0sXdU587kZAns9jN7a+retLpi/S8fIXhyJcYxyAV+0DAJtx4QX880hz3ZoaNcN7LvqZ3n2ex/rCt2g5FXUooYn7kJb6WxEGHYJPPbjMiNegTu/pvHzD6oslbs7qReUIkW11FRghQ/60asGucne+LDkGmx0bcxML9WKgdVpFMmPHXo5//3of8Hv9K37NzkyXO9gFWu2AEEQB6KDpVQyaGrzd6itJBFcXkSP+V5OrhhIAuy3Z18FAKWygqaWWl5g7g3t5kjiCh6duZd7XykzVYDXfEOjqBo8MKvjluDGROsCy6K5u3yDG5dTzSqkns8xcmPt/FWb+jyVneXt1/wsAdfm0D1l9jyC04UUG+n1y22rwS+wSlZMjr0FFjRTvy2a+3zJZANJLpGha+wfezpcARyucD0KolG9CKW0YkLqNPfQYMBGtbKOrhgtcgiXG8aDtVFBlx2sxIDT3FVdJV3OMOSJEr7Ez8opG31YG7CwVuNwdiOIrQ++yrzJvJOHx5Frm5t6ZhbfLndL4Gi2arBS7Z6B1YmuvO29yLKXHzzw3o7vU0qaXTZ3TETPryCFO7tIuiwi8OBrJP7qxRJfvmhw6edU/v6U3nGn1/q9xRuOU75dbiSPSKZHPizL/9NPH9ZkHvasqY+UuQvIoxPb8uBJ0eF6odjouxzzCSyWQe0hFX8jrdLcmzs9WjqJFGk2uO8PNHf2tivrwsLbooMF8JqDL+PJhacJyXN87RUSTy0bvP5ejf+YNrh1WMDVZntVCkYHnua++PgKoijUF8zy2RnAIBSe4FX77+zoMerAbnHnypzBL7CKSyCION32ZLY1am0HC2Amp7HwWJrE9REkZ28+Hl9od8sRoTJ7HsHlaQoP3a6kWtyONUZw1sZC1R0usKo5i+K+NodwuWmDENiSBytTyXUE49sJpcorGBjEagVWealKOWVPply8Dc29MF9m+v4ku+8YwjfafoFCXZhEiiQQXR7koVEQJdSFKdOH1QI4erFWO3RDce9UTneIIz/6EWbPfp2ZM1/r6D7F2hjT6TSLwU46WJZEQeAXLhV54SdlXr5b4Oe+pfHSr2mczmx+ck+uWc4AEESB0H5fz3xYotuL4PX3dZNwKt+qg7Xe4N6tpEiiHvtTzE7VY8VGPSbTabF3y5gbqh3NXU0n12cQ2uy/KmZNinurESHAj4zfTMDp59/O3suNCZEvvUzim7MG/zFjtB0PgnlO0LJpc0Q4gBeihmGw8FiK2NWh+obzN0/+PwB+6uhbkcTOls6UOXv9zFvRD0WB5fLEEHqQnN5cYJn/X/qZHEpeZdRmc3ujvIHdLUeEyuw5HKMTtlbcQi0rS8uYf0jOoAOEne9grVLc128RWh2sQnYK2RnA6e6uk7h2Q3TQtFw0i92YJ0LooB8EbOtiJXzru3fNcTgbF+/K/MW6WVmQZOShMdSFSUL7fJSXq/XvzdLF2gZTLzpYALsOvYaRfS/lqW++F6WyOXW6nKziijgwap9xJx6stRr2CvzTHTJff4XEuZzBVf+q8tEnNapa+0Jrse4dbD5uhA76yV4soiu9GcnLkf5tEhqGsS6H0FCrqMnplgb3biRHExilPHqp0LTYMlbbVmyXE9trrXawmotYbSVZN7iDvSHPlkr5WQTRUX8Na+WSXbxs3+38+9n7UTSFY7tEPnuHRMgJr9nT/hwiBaMYlSJOV4RyMdl2o32nlD1fpJSs1s3t2UqOB2sF1tV7bu3oMQxNQ5mb3FGDO/wwFFil5Z6MB8FkJiWLy+iGTtQFThGkH6QI7vfhHbEHk9BK3uB46xHh3IWe/CCkoLlJCOZ2kzMgU9nhuByllkO4zoNVWiZudbBy3TGwLHW6TbdTWiqZ38WQN4rskQiMe+wrsFqMCOtxOG8Yq8fhtJMyP9nEYJOHx1EWpwnsM69A1vqwLuYNZGH1AsVuCYLAtXf8Lko1yzPf+9imty8umogG64Kimw7WWr18XOSZN8i860qRD3xf59ovqHxvvvXJKFlcIuoO45CaO7LhQz4M1SB7oTcVghSJo6X7Y1RerkBZo6mDpcxPga5vv4NV85OVF89RLadXO1i131WrnNh+yOmOIoiOdR0sbWV1RFjRDM7nerBBmJvB4x/ZsLnwmoMvY6WS4XszjwHwun0iqbfIHIm1fy2WV84puDF0lWp562kcvdDCoylcUQehA2Yl/zcn/g8epYjDHUGSO1s6U5PToCn/WWBtpnIhidsb3/yGW1DCG0MzNNLlDIIgcFSoEJgr2pI7uJG8wXGK2Zkmf4ehKigLUz1paa6FjTpDjoEYEYpOsYkxpukaqVK6IYdwdVTQjQYdNrpUSiEJEiGX6YgNX+Jn5XTejDLaphLeIQpKkYJintArKwoX/m2e4Rtr3bINpFfLaKn5pm6EY3gcdWEKV8iBO+YkuwY4ejFvQiclG70na+UN7uaKW97DuR/8Hctz39/wtqVkDdGwsgwOJ4J3e7NLryzw8Rskvv9aGb9D4LavaLzjO1p9Y8vS2g3C+v1H3Mg+ybZN0bWSIwnUdH9GhHXIaEMHS5mr+UZHt9nBqtki8nPPAqvZowk3iMLOdbAEQTBxBg0dLKNaQc9n6iPCs1lzjHnYZstuMTfb1n9laX94L1cMHeYrp1cDoMVNvHBS0OwMOXTzYmCtv2wnpZY1ln6QYfjGKIIocCZ9ni+f/jpHQ+P4urjYrvuZd3CDEH4ICiyT4m7/Nh+sGlKtkcpd6Qwlp9QSvminvMHd6Fq5af6tLk6DpvYklFIMRdGyDTT3sGPHO1jVrLJuPLhSyaAZer1A6pbibsktuwi5AgNbYC0XU8Q8EcTalWnoEj9qQaMwt/2sy0TtYsTyYZ39wiyiU2TfXZvnMqqL02AYyMMNHazEONpKEr1SIrhvPXB00mYGVjsdvOZtRIav5ol7fwNda/3bNXSD8lIVT9xZRzTYAT8FOBITeOjHJP70FpHPntW59F9U/vnsqgneLLDWd8sEUSB0wNc7o3vNHN4P7EodMtrYwZq7YHr23Os3A7uRGIiA7CC/eBpY9V1KolCjuQ8OqkG1uqO1AutUzaN3id0jwlxrRMNa3XXw5Ryff4q5fGeFtrVZ7lDMi9vKALGwlp7MoCsGw9dHMAyDP378fzEeGGNEkuohz51ImbuAFBpC9Nm83tylBr/AKi7ZTnG31OjV0ao6Nyyu8ORoCFHu7cdidWUafVirzI4J259PCsbQM6usHGd4MDpYaynuiw1GYZMB0z1k1FJ8gDcJl8vpJq9OcMKL6BRsGRNaNPfF4hJLJzJmHM5rx5C9mxtDlfmLADhGVj9zR22TUF2cJrjfR36mhFpeBVtaFPdeSxAljh77JLnUaU5//1Mtb1NOVTE0owEyau9xQxIFfvkKied/UuaWYYE3fVPjNd/QuJAzapDR1heCoYN+cpMltIr9XhcpksColuucu15qMm/gEGG4YUqjzNpjaxBEETmSoLByAVFyNvmOTJr7tp9iy3L7EpQaOljWSNYaEZ5cMQg6mj8XO2R2sDYvKm7feys+h5d/O/Mfm94WQPD4QXYg11A9g7RJuPBoishhP66wg/svfocTyed453VvNyODuimwbOZJblU/HAVWjzxYIVcQhyiTLC6zfCKDW9H5Rsy+3MF2soqGRh+WMnvevBLc5kijlaRQDC2XqhOfXaGd72ApWXVDyGi1nEZVCl0jGizFPbHB9WAVU8S8qwWWKIuE9vtsKbBiniiiIJJML3POisM50llHVp2fRAoPNXUj5GHz8zc3Cb1gQL6B63Qxb7A30PsOFkA4cRUHj/5XnnvkD8ivXFj37xYI1fRgdUZx34p2+QS+8FKZL71U4kTK4IrPq0zllol5Wj9f+JAPQzPIXrB/TChHa6iGPmwSTuVht695BKXOX9i2wd2SFElQzM/iDexu8h2ZMWaD08GyIKNyrYC3Ngjt6pYCGLpGKT/fUVHhkd28dOJH+Pdz96Pqm6dCCIKAFIwiFArIDt/A0NwL82VykyWGb4xSVEr85RN/y0vGb+ZFI0co5Wa6mmb8Z4HVgfSaAa9XBZYoiDWj+xJzD6VIj/o4YTh78lyNcrpDOFzBJlSD3RE5jZJCMdB19LyZBeIKO9DKelMnot8yg57XbxDKokzYvfrZdDN3b9Qg09yXSylia7AjoUv8ZM8Vtr1tJouS+djfcaBVdA68bqzjA79pcG8+WYpuH2IohrIwiSfhMv1ENR9WRTOYK/Zug7CVLr/5N3D7hnjy/vesG4uVklVEWTB/3x1S3LejH58Qee4NMm+9pIqi5fnT5yI8nlz//XkSLhwBuSe4hn6ysKYKRlMGoV7Moa0s2XYik6PDlMrJdSfSne5geXzDTR4sLV0LEXea6eYnM/b7r8rFJIau4PFvPiIE0+y+XErz8Mzxjm5vohpSuHyJgelgLTyaRvZJRK8I8I/P/AvZap5fPPpfUCrZ2sV2Zx0svVRASy/uOKIBBrzAqtROkL0aEYLZ6SjOVchdKFK6MspSmQ3Xse3SWlRDLytu60SjNdDcAao72MVqNSJM1goPURBXIaNbLrCGBrbAWiql6igKS+FDfnTFnm2zy6uXET4VM+NwIp1fMKgLkzga/FeWrExCQRDquYSwanrux4jQkuzwcu0dH2dx8ttMPv/5pn8rJSu44y4Q6MmIsJUCToF7rloBQBei3PRljV99SCNXXT2GCIJA6GBvfFiiPwwOJ2ofNgmnagsNlpS52kjZphOZFE1QVjPrbAE738EyeVF6rTukrSw1MbBOZYwe+K82hoyu1aHofi6NHep4TGj6ctO4vfGB8GDpqs7i8TSJ68LMFuf55xe+zM9c/npG/cOUciYPrNMCq7548Z8drI1lUdzdvt5sEYJ5Io6cGsIRkAldZhri5vsAtWtENeiFHFrGvivBtbJMjYNCc9dVHbWgrSuwlho2sYq5aSTZg7PN2GUzJXxDrFQyVDR7AJ52qaopZCpZYmt4Sb5RNw6/tO3YHF3VueW520iFl9vG4bSSoVRRl+ZwjKwvsOSEmUkIENznJXexiK4ZXMz3loHVTiP77mT34Z/gxLc/SKUhEskMeXZiFPOgVDumuG9XViH/ry8b5hM3iHzmpM7ln1f58oXVblb4oJ/cdMn2rrEgCMjheH9GhGs6WMrceRAl5MTWLoLWSooOUxFLeH3NCxljXoGFkhlivBMyYaNGfSmpETKaKhssle3NIIQGinuwc9/Raw6+jEdnn2Chg63AOs19QDpYqWdzqAWN4Ruj/On3P8OQJ8pPX/5awMwghPbA1bVSZs+DJNv2u9yOBrvAqv2ge9nBGnbE2TOzl5GbIowGzI9jttCHDlZwlea+uuo80ZPnEgNhEMTVDlbILGx2qsCqU9wDazxYpeX6BmEhY+WRbe3AZRVqFtRzUJQqmcyZtUBKQRQIHdp+bM7UfUl8BS/3Hby3bRxOKymL02Do60aEUOtgJWcwNI3gPh961aAwU6pT3Mf72MGydORHPoShazz97Q/V/7/SYqUe8gzbY2B1I6vAGvHF+PWrJZ59g8zVUYGfuFfjtf+hMp03CB30gc46zIUdagxK7pU03WCmsKaDNXsBeXgcQV4fGr4lBQKokoZbbN78GvXWaO7bX7LdktbCRhsho/WQZ7sZWPkZJNmDw9W5J/jOvbfhll187ex9m962PiL0xgfCg7XwaIrAHg8/UJ/mkdnv80sveisu2RzBFnMzGwJX10qZvYAjsdu+3+U29MNRYPUI0wCwe3YcWZMZvjFSh9r1Y95vFlhTZujx7HmQHD2ruAVRQgxG6nE5oiziCMg7tknYFjJaXCZu5RDmtr5BCKsF1qAZ3ZdrUL+1HSwweVj5qRJqcWtdjmItDid/TZYXxFNdre6r1gZhixGhPDwOmoqamse/240oC2TPF7mYNxj10jbzrJdy++Jc9eL3cfG5z7E4+V20ikY1q+KuGdxhaxT3rShZXCbkCtRPCBMBgX97ucQ/3yHx8KLB5Z9X+cy8hDMk94SHJTfEzPRKCyVQDZo7WPMXbL0orDjM45FLa4Y8j3kHheZufsaNOYQnTVsrh+xmYGVNREM3F5heh5c7J17CV8/ei6ZvfAyRglH0Qga3Z4jKDnewKisK6ZN5YjcE+bPvf4brRq7hxbtvqv97MTuDxz/acZqLMjcYBncY9AKrtITk8CI7eoSJBoInI5wKnaLsrRBzg0OEuVLvO1i+4DiaWqJaWjYJ7iN7ECR50/ttVVIwit4AG93JTcLVHML1BVZjDuFW/VdA/XEGDdVgddTWerDALLAwYGULXh1DNzj9uRncUQeeW0UqWpVstfPVfWVhEjEUa7nF6kjUUA0LU4iyiH+vl+y5Ahdz/WFgtdPElT/N0K6beOL+e8jPZwHwJho6WMHeAoMtmYiG5m6ZIAi88YCZa/jmAyLvfMTgIZePuRfs92FJ0UQ9KLlXmsw3M7DMC0N7C6yybn42zmrzaalOc+/DZKGVXN44IFAuLKKXChiVYn1EeHLFYI/fBNLaqVKHiIa1+rGDLydZXOYvn/zbDS+wxGAUDAOn5KNSStX9ZTuhxcfTiA6BB93fYb6Q5J3Xvb2psCzlZzoelRq6XkOH2M+T3IoGu8DqIQMLIDdVRFiUeCz+GMniEqIgMOKB2d5Al5vkrbOwpvuyUiqFhppgozvJwqpmFRDB4VstsApKkZJaboKMboXibsnr8OB3+gbO6L5USuEQZYLO9QA8d8SJO+7c0phw/pFaHM5P7iIRrLGwWoQ+t5M639rgDiCGYgguL2rNhxWqAUfNAqvrl2qbBEHk2mOfoJSb4eTxPwaoU9xFf7hvI4LGeKe1CrsEPvViie/eJfFswIM6X+a936lSUOwrFqRwAr2QQa/0boY2VTsm7qkRPLSVJYxywdYCq5SfRTAE5Fzz+0h4ajT3HQp8FkUZlzdGubBQRzQ0QkbtNrgDNVxF9wXW4dhB3nX9O/iXF77CHzz+KfQ2OYPWxYfTcGP6y3bmOGnoBguPpfFf4eIfTv0zb7j0LvaGmi+si9mZjj8LLb2IUSkiD8AGIQx4gVUuLvXU4D7/UAo5JHEqeLp+Ih7zCcz1YWPF6s4UMpN9Sf0243JW/UiukEwlszNXLdWsitMvN3mEkg2QUaWSRalkttXBAoh7hurw0kHRUilFzBNt2/oPH/J3bXRfG4ezlSxGM+S5dYElCALy8O4Go7sPJa9SXq7uaAcLIBg9xOHr38n05F9DcArZI5mIhj4Z3KF9TE6jbh0R+YM3BhGBh7+f58rPq3x9yh7waJ2FtdI7L81U3sArQ8ScgvbEN1rITuES/OuyFWVRIOHeuQ4WrLKw1Dpk1PzMexHyDNTAmp2ZutfqtZe8intu+hW+cvob/H+P/GnLcaFVYMmaRXPfmTFh5myB8nKVBwLfwuvw8nNX/dS625RynRdY1u/S+Z8jws3Vyw6WWtJIPrnC6M1RRFGoj5JGPTDbh1m/0x1BdvjIzz+HUa30oYMVrY9OYGc7WEpWXee/siCjcU+sbv7fKmTUUsI3eDT35ZIZk9NO4Uv8lJNVyqnOtx/PfXEW0bEahxNxh5EEqeMCy1CrqEuzTRE5a+VIjKMumgVWYMILAgwtFdm7s0kUABy+/pdxSrvJhP4Qw9D7hmiw1GpE2EqBuAtX1MEnR8rsDwq88usadz+gom5zO67OwurhJuFUwcwgtC4MlNkLCC5vPaTZDhWzU3gckZbvY8y3cx4soLZtt2AuEwgiUjCKphucydrPwNK1KuXC4pYLLIBXHzjGe295F/eef5CPPvRH6wCkoj8MgoCjan6fO7VJuPBoGiEKX8h/hXdc+xZ8a+xAuq7WgKudbxCK3gBin/yXm2nwC6weGdwXj6fRVYPRm2LEPNF6B2XU258OliAIeIPj5BdPAb1ndkjBGHo+g6HWjKQhB2pJ60l8x2aq5pT1FPeS2V2LeaMUrAJrGyNCsGCjg1VgLRVT6zYIGxU+6AeBjrtYSycyLD+dZf9rR+txOJIome+9wxGhmpwFXd8wsFceNlENhmEgeyQcw26uKJR2vIMFIMkuour/oMwznDvxDz2luK9VVVNIlzObdrAshQ/6EaYK3PcqiU/dJvJPZwy+M7/NAis8BILYU6P7VMFoyiBU587jGN1rK728mJ3C4x1p+T5GPcJA0Ny1lSRSKIogSVzMQ0XrxQbhPGBsaUTYqJfuu50P3PZuHpz8Hh/87idRGjI8BUlC9IeRS2bhVd6B46Ra0lg6keGxyGNcET/My/bdvu425cIChqF13sGq2W3s/F1uR4NdYJV6E5NjGAbzD6eIXRnEGXSYJ6MaT2fM279Zvze428ze8oXMsNMeqg4bzZlbbBZsdCeM7tWsui7oOVlcMjexJCfF7FQtj2x74+FBpLkvl9JNMTlrJXsl/OMeMh34sNSSxrkvzBK5PMDQkebL6Lh3qOMOljI/aT73Rh2s4XGMUh49b0I1lVEvV5cGo8AyDAMheTnx6Ot45rsfpZSd6VuBtVy7MOi0wAod9FGcK6MWNN5+qUjcDffNbK9wECTZtAD0ssDKmx0sS8rcRdttDYXsFL7QOHo2haE2d3AHpoPVABmtIxpsZ2B1x33aSD+y5xY+/JLf5JGZ47zv2x9v4gJKgQhGPofTHdmRTcLkEyvoms79vgd41/XvQGyxJVjMWpDRzqYZdi9ebFcDW2AZhtGzEWHuQpHifIXRW8yDYmMw8KhXYLEESh+gdt7gOKXiQl8qbjG0BjZq0dx3YEyotKK4F1OrG4S56XV5ZFtR3DtEqrzSdOW201oubdzBAnNMuHI6j7HJb/DCV+fRKjoHX79+nTvRBclemb+IGIgg+dpnFsq1TUKrGFsa8rKnWmWMnds+slTNqmgVnUuu/k0k2c051wt9GxFaRWwnI0Iwg5/B9J6IgsCdu4RtF1hgBg/3dkS42sEyNBVlYcrWE5laLVAtpfBFze2vtWT6Ue8AdLCKSdT0Yn0keypj4Jbs58B1Sy7fTLfuvoGP3f7bPLFwgt968COUVHOJQAxG0XIpXN4hyjvgwZp5ZIkz4TPcftktXBI90PI2pS6KTaNaQU3ODAyiAQa4wFKVAppaxt2DDtbcQyncQ04T/kdzp2OsdpW20IerJV9wnJKW6cvGg3XC0dfS3PvcwTIMg2pOxbEBZLRYg4xuV4na41njx52WhU5oxcBqVPiQHyWvUZhrvxWWPV9g/qEUe1/ZOg4n4eu8g6VuYHC3JA+NgiiiLprj27NBDwD69A62FWqyQp6DY3GufNH/IO3LsFQ505fnXl3O6AwJ4Qo7zE3R2gj42JjI8SWDdGWbY8LocM/icqqawXxxlYGlJmdAU2w9blm+S//wZcB6P9mYlx2luXt8CdMbtTJjjmSBkysm/0q0+eK4mJuteXTtwxNdP3otn/jRD/Dc0knu+ebvUFSKNXSPRXPvL2w0P1OiPFPlROIEv3DkzupERgAAIABJREFU7ra3K+ZmcbhCOFybmz2VhUkw9IFBNMAAF1irkFF7twiVvMrSDzKM3BStb7FZuXWGYTBag9r142rJ4x1GFzSI925T0pLoDYDkWIWNOkRkn9T3DpZa0DA0Y9OYHDsKLKurMChjQovivlmBFZzwIjqEtj4sXdU5/bkZAns8jN7WejSVqHVl261pN0pZWB/yvFaC7EAeGqujGk7rDpZdDrLnB6DASlZABHfMyUjkOkKlAM88/79QqvYzp9YqWVzC5/Di7eJkGD7orwNH79wloBvw4Oz2jjdyJNGzEeFMAQxgT61To8xeAOz1jVqxYYGxK0EQ1hVYo14BzYDkjtHcTTN/Ob/QNCIctA3CjXTN8JX83h0f5OzKBX79mx+kFPCjZVO4vYm+5xG+8K3z5OQcL3nx9YTd7TvnxW42CGfPgyBseizrp34ICix7O1gLx9NgwPANq56nuDdGSS2TVwqMmhfmfZn3uyqmKVkJunr+XIIgmJuEK6tdDVe4/7DR9pDRVJ0lVMja28EaFJr7kgUZ3aTAEh0iwf2+tj6s6fuTlJMVDr5xd9s4nIR3CEVXWSlnN3wuQ1NRF2faMrAaZWYSmiPCi3mD+ZinJ9Ev3aqUrOCOOhFlET2bYt/ybhQlx7Pf+3jPn7sTRMNahQ76KC1WqGYVJgICB4Jw3zYLLCmSQMssYWj2Zh2COR6E1Q6WMnceMRjdcKTcrYrZKQTRgSe0CykUW2d0H+tjykYrWQWWQgm5x4iGYm4Wj9/+Agvgyvhl/OGdH2Y6O8v7So+wUkjX4nL6NyJUqyqZp4qcHzvPXZe+YsPblnIzeLoosOTYKKLLvfmN+6TBLbBK9hdYlrl96EgQh3/1BG+diJPFZeIekAT6sknoqAH1Ks7++FikUKzewQJwhhx9zyOsZs3na8whVHWVdHmFIW8UVSmaXoxtbhCCGR3hc3gHZpPQGlVuVmCBOSbMnCugq80dqOJCman7kuy6I45vrP2BJOGzWFgbX5maG4TapiNCqGUS1kaEF/MG5REf+ZnSjmyiNqq0WMWTMC9StMwyLtHP5Te/m7NP/Q2p+Sd7+txbLbCAehfr2JjI/TPb+wzl6DDoehOKxS5ZkFHLa9QLg3sxO403sAtBEM1icQ2Zvp+ThVayFm6qkoIUiZNXzGxGuzcIweI+9abAAhNG+kfHPsKSXuQjh0ATnH0dET74wKO4VBc3vewIsihteNtiF5/FIEXkWBrcAqu4BAi43PZt12XOFCgnq4zc0nxAbBwliYLAiLc/LCySy4iGRLnUO3Nqo6RgtG5yB7OD1e8RYdXKIWzYIlwupTEwGPLEKNZGBdtlYFkapE3C5VIKp+TE7/RtetvwYT961SB3YfWHaOgGZz43gyvqYM9LNw4+7RQ2qtQyCOUOCix5eBwtvYhWNoOeneMe0CE3ubNjwtJiBU/cKrCWkEIxDh59O+HEFTxx37vRe7jk0CkDq1HOgAPvsGvVh7VL4GTGhHluVXUWVg/GhFN5g7AT/A6rg2X/ppbZtTYvqqToMOqaEeGwBwR2roMlyR5k2YsiqUjhOKdrGYSX2MzAArODZZfBvZ0ORCb4/SvfQV4W+Pzkd1AqGTS19/PXfLXA/KMpVmJpjl5+5aa374bi3o9ElG410AWWyxNF2KTC7UbzD6XwDrsI7mv2S8Q8EQRWYaNjfWJhqXMXcEtBCpmpnj8XWB2snc0jVHIqkltEcq7+9Bop7nXIaGj7HSzrMQepwBragOLeKN+oG9knNcXmzD+SInvejMMRHRv/6YZcQZySc9O4HHV+EtEXQvKHN31N1ibh8sw0RRUS425kj7SjY0Jd1SmnqngbOlhSaAhRlDl67PfILD3P6Sf/qmfPv5UOFphdLKuD9aNjAgJw/zbGhFaBtbYwsUNThdXulV4poS3P9aCDZSIawOzGrS0UZVEg4dm5DhaASwqiODREf6hniAa1WkCprPTEg7VW+0YO874XquRqZcD00smeP+f/efiL7F3Zy+GXTGx6W6WaNz+LDnIItVwaPZ8ZKEQDDHCBVS4u2Wpwr2YVlp/OMHLz+hOcLMpEPeEG2GjvO1hmWOp5PN7helHRa4nB5rgcZ9iBWtDQqv0b8VSzrSCj5uc+VIOMCqKMxzdiy/MlvINDc1/ahOLeKEEUzNicWoFVydTicG6ImDDSze4vCB2BVk2D++bdKzBHhADJSfOCYG9AIFDLJdwplZerYIA7bm5SNkJGI8NHOHjtL/D8w58kv3LR9udWdZXlUrrrDhZA6JCf8nKVSrpKzC1wdEjgvm2MCUWXG9EXXBczY4em8kaD/8r8HO3uFBQbfJdSJGFmHWrN1okx786ysJyCB9UtIQgCJ1cMEh4za9JO2cnA2kxiMMpIBf7b6KsA+N0HP8R0bq5nz3chM8XCYykM2WD/DZsXTd3gKpTZWnTTAG0QwgAXWCbF3T7/1cJjaQRJIHFd6xNcEwvL0/sOlp5NoRdz+MJ7Keb6U2BJ4ZgJi6yareA6C6uPXaxqCwbWUtEcnQWdAYrZaTz+Uds6l90AN3ut5VoOYacKX+InN1WqA0VFWWTirs4Lz0QH791ENHS2dSN6fIjBKPm5WoHlFwjt85G7WMTQdqazYCEaVjtYS02Q0StuvgeXJ8aT33wPhmHva0zVRtvtgp43UuiAzyT2Wz6sGg9rO69R6tEm4WTeYE+NgaXOmZtanSxFdCpVKVIpLdd9l3J0GAy9aSEHdp6F5dAdKA6zCO7ZBmF+FrDPIrGRRKcbwe1lWDMnOkF03nnvb3GhBxMVwzD4k8f/iutS1zF8NILk2vz4XsxZn0VnBZbgdCHF7Lkwt0uDW2DZSHE39Jq5/dpwPU5krdaysHp9pWRV3P744brvqNeSguaJQK8Z3XeChdWa4r5MvDY6K2anbDG4W4p7Y6RKK+uyuHZCm8XkrFX4Ej8YcO5Lc/U4HIdP3vyONSW8QxuOCA1NQ1mc6cjgbskxPI6+OIlHgiE3BPd70Sr6hsyuXqqUrCK5RBwBGcMw1uUQyk4f19zxcRYvfoupk1+09bkXG0bb3crhk/GNuldxDWMCCyV4Nr311yNFE70bEdZsg8rcReShMQSnfZvPdd+l5cFq4yfb6Q6WoypQFU0S+qlM7/xXIODx96dQkIJRpGIVBJGfO/RKgs4gv3rvezmbvmDr83xn6hFWTucJVAKM3tTZ30spNwOCiLuDz0KZPY88MoEgDlZJM1ivpkGmB8ueuIv0CzkqaYXRm9uf3BoLrFGvebDbbgjrRlJmzyO4PPhHLkWpZKmWMz17Lkv1uJya0d0Z6j/NXckqONaMCJPFBsioTQwsS3HvEAYGy6VtnLls0nIp3VUHyx114o45WXw8bcbhXNPdEX2zDpa6NGsCI7voRsjD47jT0+wNmGNI/7gHQRZ2zIdlGdwFQcAo5kGpIoWbjxuj+4+x69BdnHjw/VTL9v0OrONFYosXgqYPK49hGNw2IuCS2NaYUI6s9y5tV0XVIFWhTnHvjcG9OXtUbuMn2+kOllzSqOoFDMPoKQPL7UsgSo7Nb2yDxEAEPbeCyxNDUvL80bGPEPfGeNd9v83JZXtgvWW1wp8/8Te8vPBSPMMuAns7Y8YVczN4fCOI4uYXlcrceZwDZnCHAS+w7KK4zz+cwrfLjX+Pp+1t4p7VaJExrwnWW+xhJqEydx7H6AS+kDme6ceYUFoTlyO5RGSP1N8OVqsRYWl5NSYnO73tkOdGxesIjp0dE5bVCnmlwFCHxG9LkUv9iE6RAy3icDZTwjfEcimFprdmI6k1ptVGIc9r5UiME87NMOEzCwFRFgmMe3bMh1VKVvAkLP+V+R23isk5cvuH0XWFp7/9YdueO1lcwi25OtoKbaXwIT+VtELuQhGPLHDrsLBto7uWTto6Cp2q7VisdrDO2548UWdg1VhTgtOFGIisQzWMeWG+CLrNo95OZGgackFBM6pMZwrkld4gGoq5mb74ryxJwSh6Lm3S3ItJwu4gf3jsw+wOjPJr97+PZ5IvbPs5PvvcFyjmSuxa2M3wjZGOj2OdbhAamoYyPzlwG4QwoAWWrqtUSilbRoSVdJXUc7mW5vZGxb0x8kqBolLsC3PFWim1ujX9GBMKLi+C092EanD2EdWgVXW0sr5uRGhS3KNoaplyYcHWDtYqrmBnNwmXu2BgNWrvK0e45tcO4G4Rh7OZEt4hNENnuU3XRpmfRPQGEDvYILQkD4/j0FWOCKsnv+A+H9nzBds9Tp2o2IRoqF04tAh69viHufK293Lh2c+SnHrIlue2Ngi3miMauTSAf9zDmc/NoKs6x3YJPDhnbDkHVY7EMZQKesG+bngdMuoXVje17Da4Z6bwBsaafJdSZP24s05z7+GFbztp2WUcqnncOrkwD9i/QQhmB6vXiIZGmeieWh5hLfA54PTz+3f+DgfCE/zGNz/AUwvPbPnx5/IL/J/nvsDPyT+DYEDiRZ1jl0q5mY42CNXkDKj2RjfZpYEssKqlNGDYskU4/2gaySkSP7rxSSRRZ2GlGO0xNdhQlXpYqssbR5TcfUE1mDT3ZtioKyT3DTaq1Cnuq+1vwzBIllLEvUOrpkYbO1g+hxeP7N7xDpYFGY12uEVoSfZKeIe3Ria2ttva+bCsDcJuCgS5tkl4mbLacQ3u91LNqlRSfUZ+FFTUgtYAGa11sIKti9h9V91NbOx6nrj/HluYP1thYDVKkAQO/dRuSskKU/clObZLIK/AY4tbK7CkqNkBWtv52Y6sDtZuX8Omlt0drNz6rnUrVIOVEzu3EwVWOolTMwusi8kFJAH22weyr2snOlj1uJwG2KjX4eUTd3yAy4cOc88Dv8Pjc1sD9v75E39DyBFg3/R+olcE111cb6ROY3JWNwj/s4PVkeyiuOuawcIjKeIvCiO7N95aaBwlJdwgCr0rsNTFadBUHGP7EQQBb3BX34zu4jrYqLNvI0KL4u5oGBHmqnmqWpUhb9R2yChYuIKdRzUsdxiTY6dWae6t37s6d7HrbbCSN0ZBdDNRbiiwJsyNuEyffVilpGk4rnewVpYR/WEEubV/RRBEjh77JIXMJC889ifbfv6tMrAa5Rtzs/tYgun7FjlcqRB2wn0zWyywLO+SjT6sqYKJI3BJAsrcBXA4zeBvG1VosdgiRROo6TUdLE9tslDof6dUW0ni0Mzf1UJ6kf0BcLSJqdqqDMOodbD6V2CJwQhGuYDbHaW8JvXBI7v52O2/zdHhq/mtBz/CQ9OPd/XYj889xXemHuEXx99Gaa7K8I2dX1wahk4pP9dZgTV3Hik0ZGt0k10azALLyiH0bK/ASj2bpZpVGdnA3G4pVvPGJIvLSKLAcA+hdsrcBWD1StAXHO8jqmFozYhQprrSnw07i+LeeBVj+d5Mivs0CCLegL0H8Lg3tuMjwqVSCrfkwtdFKPB25Xf42nbvDF1DWZzqOhh1Mi9w1rmbRH71gkD2SnhH3GTP97vAMhENTRT38MYFTzB2mMPX/zInH/8zssvbAyvaUWABjB+L40m4OPcvM9wxsvUCS/QFEZyudUHJ29Fk3mCPr8HgPrzHVvgzNDOwLMmWn0xfNf0Pe3eO5q6tJJFdfiTZTTq30BP/VbWcRlNLePz9HRECOCV/yzxCl+Tkwy/5TW7edT2//e2P8a3JzsbriqbwJ8f/imsSV7JncgJnUCZyONDx66oUl9C1akc5hINIcLc00AXWdk3u8w+nCOz14N/V3txuySU5CbtCDUZ3oWd/yMrseaRwHNFrAiO9wd19RDVE65gGMFlYSl5dl3nXC1WzCoIkNKEyminuU+bWiNS932gjDQLNfbmUIubtjOJulwRBaItq0JYXQFW6QjSAmUF42rUb/0rzBUFwn5fsuf6e+UrJCs6wA8llHsbWIhra6dIb3okvtIcn7ns3hrG1372mayzVRtvblSiLHPqp3eSnS7wpneKRRYO80n2RJQgCks2bhFP5xgxC+zcIVaVIpbi0bkQoRYdBU5uOVQ5RIL5DNHc1nUQOJ3B5E5QKiz3zXwF4O/Ad2SWrwHIYLjSliFpdf5HkkBx84LZ3c/ueW/md736Se88/uOnjfuHUV5nOzfIrR36B5BMrJG6IIEidf2YWcLWTz0KZtX/xwi4NZIFVLi4hyW6kbVztl5errJzMr8sd3EiN5GuT5t6jDtaaitsbHKeQ6VMHKxRDyyzVDcl1VEOm910sa4OwschYKi0jIBDzRGobhPYD9gaB5r5cSvd1PGgp4WuNalAWakTuLjtYF/MG5127EZOTTab24D4fpcUKSr5/vDET0bBajDdS3DeSJLs5eucnWJ59nPNP/9OWnnulkkEzNFs6WACBvV7GXjLE6BNJRipVvj231TFhHNVOD1bBpLgbum5CaW0nuJvHvbUjQrnmJ1trdN8pFpaWTiKF47h8CcTyYo82CM0Cy+Pv54iwVmDV/GWtulgAsijx3lvexcv2/SgffeiP+OqZe9s+5nIpxd+d+L/8+KFXEpwMo5V1hq/vzntazFoU940/C71UQEsvDiSiAQa0wKoUk7i88W1d7c8/nELyiAwd6Zwd1MzC6t0f8trUb19wHKWyglLJ9eYJGyQFYxjVCkbZfHMWzb0fPiylBWR0qZgi4g4hi3It8NX+AivuHWK5lEZtgyvoh5a6pLjbpXYsLGV+EsHtqx9gO9XFPKyEdpuJAPnVbbXgfvNiKHuhf2e/xpBnWE9x30jx8VuYuOKneea7H6GU736ktgoZtS9tYu8rh3GHZN63MMd901vrrMmRBNqKPQWWYRj1HEJteR6jWulJBiGszx5tBxvdKRaWtpJEjsRRncOEjUUO9wAyWsrNIIgO3D77IuI2k+gNgOTAoZjn2nKhfdSSJErcc9Mv82OHXsEnHv0zvnjyqy1v9+kn/x6H5OBtV7+ZhUfTBA/4mv5OO1ExN43k8OJwbbycpswNrsEdBrXAKi1vy+CuqzoLj6UYvi7SFCq8meLeIZKlxhGh/X/IeiGHtrLUdKCqoxr6wsJqDRutpHtfYFVbQUZLqz6WYm7aVoq7pYQ3hm7opGyETHar5S5yCO1UwhtvOSI0I3K62yAEs4NVjZljRXVxdaztjjhxhR19A44aukFpqVrfIDTUKno+09GI0NJVL3kfoujgxLfe3/XzWx3RhE0dLADJKXLwjbu5PF+i8kRq8zu0eozosG1bhJkq5BUY9wmrJ7IeQEZbZY+Kbi+iNzA4HayVJFIkTl5KEDYWuaQHI8JibtaMCRP6d1oWBAEpGEEumwV9pU0Hy5IoiPza9e/gJy/9Mf7o+P/in5//UtO/P5N8nm+cf4C3X/OzyDkHmbMFRrowt1sq1TYINzs+KbMXQJSQE72PFtqKBrPAKi5ty+CeeiaHktcYuaW7q/O1I8L5Emg209xbVdyW/6AfqIY6bDRrFliyW0Jyi33JI2ydQ2hS3HVNoZSf71kHC9hRH1a3MTl2Ke4bIl1eQdGav19lfrLr8SDAxRy446MgiigLzb/X4D5v34zulRUFQzUaDO5mQdJpBwvA6Y5w9e0fYvrU/2PuXPuRRysli8s4RJmQy97NpfAhP/nLI/zYhSRTs5Wu7y9HEujFHHpl+yyDqdpXOe43/VeiN9B1x3MzFbNT5om0hXFeiibWGfZ3ooNlVCtm8R6Os2QkiBqLDG9u6+1apfxMXzcILYmBCEK+hCA6NuxgWRIEgV86+lbuvuIN/MUTf8vfP/05wPQl/vHxv+Jw9ACv2n8ni4+lkdwisau7b/d1jGiYv4Cc2N12c3inNbAF1nYM7tnzBTxxZ9f8oLg3RqaSo6JWGPMK6AYkbY5YU2bPg+RoqrjNaARnfzpYweYOFphjwn6wsNrlEA55YpTyc2DoPSqwdpbmXlSKFNXSjo0IDYw6hwsw/TQLU8hdGtzB7GDtDjmRY6Ooawus/T7y02W0au8XJtaHPNcgo+Hujhvjh19LYu+P8OQ3f7OlwbedzA3CoZ4sLVz1uhGKosgLn5vtGt4qRWujNRs2CafyNcioz0Q0yKMT23q/pWSF/HRz4ddqg9CSFB1eh5zYCZq7avHVwnGm9TgBI42hb368nPzGAue/Msf8oymy5wsohY39iaXcbF8ZWJakYBQjv4LbG2/rwVorQRB4+zU/y9uu/hn++sQ/8Zmn/pGvnr2PU6mz/Or170BEZOHxNPGj4a6mSJbMz6ITREPnYfU7oc6pX31UubhEfPyWLd+/MF/GO9I9nLEOGy2lGPWaJsvZIozYuFmvzF0wRzPS6kcvCCKeQH9YWILTheD116/4wRwT9rqDZegGSl5tgoyCaXKPe6N1s6udkFFLAacft+TasQ6WlYPYbUyOHUo0wEZH/TUQZXoRQ6l0zcCqagZzRdjrF5CHx1t2sAzNID9ZJHTQb88baKPSYgVBEnBFzN/TRhT3jSQIAtfe8XG+8bc3M3v26+y57PUd3c+EjNo3HmzUrqjMvxwc5hdfmDE3sLqgX0uRmjk8vbjtcd5k3kASzG7+0uwFXIev3fJjldNVTvzZORx+maPvPlT//4vZaQKxS1reR44MU36+mb006hVQDVgqQ6IHXaRW0tLJ2utJcLaa5AhQLixueDGoFFQmv7GI7JNQi5qZvQY4/BKehAtPwoXX+u9hN66Ig2JuhtjY9X14R82SglGqky/gHot31MFq1FuueiNOycFfPvl3yKLMK/bfwRVDh0k9l6WaUbtiXzWqmJth9MDLN72dujCJ+9A1W3qOfmggC6xKaWlbFPfifKUj9tVaNXY6RmsJ3qYPy76rVGX2fMsDny84TrEPI0Iwu1h6ZrWb4wo7KMza3KpbIyWvgtEMGa1oVTKVHEOeGIU6ZNT+FWUTNhprSzTvtZa2GJNjh1Zho6sHTmXe3CDsloE1VTDPE3sDICfGKT317aZ/9464kdwi2fN9KLCSFTxDToQa7FHLLCE4XAie7p/XH57AG9hFZun5ju9jFwOrnYavCvHQYhb5i3OELwl0TMCWglEQxXpRsB1NFcyOkaQpqEsz+G9/7ZYeRy1rPPeZiyh5FbVgImFE2exqFLJTjOy7s+X9rA6WYRj1ztlYQ8pG3wqsFfOzlMJDPFtM8Do2L7CKc+bx9Opf2o8r6qS8VKG4WKG0UKG0WCE/VSL5xAp6tVZ5yTrFkTmyz3q5mFuoFV4uPHEnkste7thaWTR318EElWL3v5s3Xf5aXJKTL576Gv/1mrcAsPBYGu+oG//u7r8kTS2Z6I5NzgVafgU9n9lSJ75fGrgCS1WKaEpxyyZ3Ja+i5FR8W+hgDdULrGWuitsPtTN0HWXuAp4jt637N29wN5nks/Y92QZaG5fjDDlIP9/bDcZWkNE63dwbo7j4FG5vAkneWizMZtpJmrvVwdoJk7tHdhNw+ps2CdX5SQSXt+tx2sWceTLY6xdwDI+TTy+iV8uITvM7E0SB4ER/fFil5KrBHVYRDVsdYQWHLu+6wLp86PCWnqsTHdslcHdsmFunz3Pui7Nc+pbOTiKCJCGFhmwbEY77BRPpoetb6ogZusHJf5yikqpy8A27OPMvMxQXKvh3eWon0mTbQkWOJECpoudXkALm305jTuyRWH+Yclp6EdEfIqU5OK+YI9hSYePPtzBXRpAEPHEXgiTgG/PgG2suNgzdoJJRKC1WyExNsfC0hlAdYuHRVP14CWZerNXtaux8OUOyLSNqMRhBz2VweQ+TXdpauPNrD7+a1x5+NWCeg1PP5pi4a2RLr6+YmwPYdERoWRS6Zfn1UwNXYG2X4l6cN68cvCPdrYXC6skoWVxCFgUSNkPttNQ8RrXccqXUG9zN7Nmv2/ZcG0kKRs2AzJpcYQfVnIquGYhdwOC6kRWT0zgitDY2494YSz1CNFiKe2PM1P5w+63lUgqP7MbbR4p7o9bCRpUtbxCa/z3uA2F4HAwDdXEG5+4D9dsE9/uY/mYSQzfq3aVeqLRYacoX1VaWELscDzYqNHQpk89/vqPbGobR0xEhwEtGBPIOmYs3jmA8OMPy0SyxKzsz1LfyLjVq/sIDnHr8z7jprs/gdLcv+qcK5netzF4AwDHavdfl/P+bI/18jit+YYLAPq9ZYM2V8e/yUNjEFrDqJ1usF1gjPc6JbSVtZQkpHOdUxiAnREGQ68HI7VSYLeMdcW0I1xREAXfEiTvixAiW4Wm47E1HCccvQy1plBYrlJKrna/M6TzzD6cwNPOcJLnEdUWXZ9iFZ8hZ7xB2IikYBUPHJQc79mBtpMXj5gVl4kWdh8g3qmRBRjcpsJT5SXODcKj/vrVO1ZcCS0nOQLCzg8N2Ke6FedOb4e6Su2GpkYVl90rwRmGpvuA41VIKtVpAdvrse9IWkkIxKmdO1P+3K+QAA6oZBXfUXoq6pWot6NnR0MFaaqC4T7YIfLVTcW9sW6nw29FObRBaMqOCGgqshUkcIxNdP87FvMGIB9yygF5b0lAXp5oLrH0+tPIChdpJtBfSqjqVFWV9ByuydVtBKH45pcfnqJbT/z97bx4kW36eZT5nye3kVpVbbbfu1rq3+962ZAnttmRb7gYh2cbgFQbb2AjZjGdjZhiGgWGGYcJjhcPhIAKCQYANAxjG2J7xNgbjFpKxpZZAarlt9e1VXbeqblVlVS5VuZ08mWf5zR8nT1ZmVe6V2yX0RigUfSurMisrzznf+b73e96BRQdAqVHGdKyZFlhRv8T7MhK/HIzyt+5H+eovHRB/IowaGj4uUlczWIX+NxPZnefIPfocn/+NH+UDf+pfICu9N7D2a4J3pWXM7EOU1QxycLzz0tHnChz++wK3v2uT1XtuTEogcW5H8Dyn/dAsbdjo6TH+G2630CdLpIPzzSO0TnMoqxleLYGQZAJaGmOEDlZ4c/RuvH6hqFBDCtEbGtEb3TdlwhYYxWbXuFE/aXD6oIJVb3H+ZAhvBIle14jeCBG9obmdtD43PO24HFmjoee7RrLjSgj8wbriAAAgAElEQVTB8RdOSb41hi88WXnhvRehyODINCu7i5reWtoNQphXgXWwA0/cG+mxhn61oGc9axDKBCbuxLijJA82Ot2VYPNwBzkc77nq7BUXevkRsRmOHuB8ROgdSP4Vj+Y+uwLLLFuoYaXr75LTC4TUIGGfRq20z+ra7MyKGS1Fvl7EdmyUKWepDVO+FZOzKGW0FA8KrwHuCdDK7qG9/ZvG/jm7VcGNqPv3k7UocnT1ktE9sh1CUiTKO/rMCqzzDMJuirv/5lMT/8x40j0/lfIvk742eMFmFpDRXnp2S+Jvf0Xwz75rkxd/+nV2fu2IO98/vMurJDI0Xn+x79dLuZeIJZ8kf/AFfv/Tf413PPNTly6oQggedXSwxgU5nr5a4av/zyEbH0iy+YHzQjS8GTovsEr7SLJKMLLe82dIoQhSQLs07tzU4OjqFIqRZZ+dELzzdl49E1yPgCYyAwss4Qj0rEH67aPjCfTKQQusOfh7vLFjKB2ApzueUwismo1+0kDPGlT26pTfrJH9fBEEKEHZLbiuh4jc0Ihe19p2DTnm3lD4HD+O3cRslPAHJ+s+VXbr6McNbv3JyfNk9fJByy4yuEniomaWdzwI8yqwWrEco6hRzwMS/gnv+PWsQXiC8aCntJbk9eJXAXd75g8m4/31lBeR0+vuoM3CqsynwMK2cGpllEj8nOY+Q1RDs2z22SBMIhybevVwxh2sFLawOTXO2l67ealQL8602zFMmXCK39l3Q1rt0xNE05gM0VCBGx0ect/a9iVUg+KXiWyHKO/Uui6s01S7wPIgo0K0KO6TFzyR1dvIip9S/pWhBdYsIKO99MyWxN98AV6yVW59xwZv/OIB6XessHJ3sJFfWc1glwsIy7x0dy+EoJR/mbvv+nGCWoYv/fZ/RzRxlzt/5ONdj8sZ0LBdRIN19BDt3b2N6L2kZw1e+b/2WL0b4fZ3dl9owxtB96KPCxkNRTaR5d6XIUmSUBOZS9E/G5o01w6WfZpHWU3zaklwNy4RaGYGbtsZhSZOU1zyXA1SvXKIFt2cuHMkSRK+iEo8ohK/HWaj9RG26jbV/TqVPZ3Krk7286eYz7mvPZDwuV2y7SCGdAN/073xNGonExdYx/+hSGDFx8qdyZdc6tVDQqNkEB7vEn7/Ryd+nnloLhwsqzXDH0UNPYc/tNr3oBskIQT6UWMiRIOn7hHhlDtYR/3vBEPhNSRZnQuqQfZYWC3YqBKUUQLyTONyekFGc3rRZWDVsgjHmrkHy33O+aMa8vVFjwhTlBoVDKvh+hYYP4MQ3A7W9cj5BUDNbGMd7116nBv8XBub4TSq6rkmalhpjyAcvQKWOTaioVOy4iOauEMp92DoY3N6AUVSWBnSbbiq3puRiPjgUweCtfeuEn8izOv/6hF2YzBnTF3NgBBdrDtPeuURZqNMPPU0N7/uz3Dnnf85f/Dv/ybZnU91PW6vxcC6oVSxS/mRDe5m1eKlf/SQwIqPJ3/o+iUPUngziFmxaFZM9PI+4fjgmyqXTL+4DpZTryEaetuD9WRcIhge3MHyOnTaxngjwllkEKohhZW7EbafzXD/Yzd5z//2FO/6n5/kyR/cJvnWGI1Tk93fPCEr/ZfsfPotALz5Wy9z8sVT6rnGWMew3XDIf7nkBjtfwX+plx8N9V85tQpO+XRs1My8NZcCy8w+HPmxV6G4N8sWVt0e64N9UWktRbFFvt7Q4HhKUDunYWDlD/ueqCRZQYtuzQXV0I7LOXNPwJIkuSysmXaweuUQFkh1MLDCMy2wFkNzF0JQrJ8uBDLqqc130/NYx3tI/iDKynh+JaeVS9fZwVLXtjFzB4gLGY+x22GaJWtm8Uu9MghhfAbWRcVT9yiPsEmY0/OkQomZj5p9ssQ3r0s8d+AuDLzl+7YwKxa7/zo78Pu8HL+LMTMApZz7+8XT7kj0rR/462zc+qN84Tf/IqWODbL91kLDZvWh+1pGGBE6psODn9vFMQX3/8JN1ODl98fzJelHjRZkdEiBtZq5ZNifZwfLQzRI8TRvlOHJuHszPMjkXjsy8EXVkdEa0OpgzfD850mSJIIJP+l3rHD7Ozf5+v/6Cd73k0+znfxF1rfOACjtH/Dav3jEl37yNb7wN17mpX+ww+6/Oeb05cpAWGr+xRJ202HtPVfbltYrB0OBq+axd6P4tQIL+6yAUxsNA9DQCxMb3K+yQejJa/vn60U2O6B2V5WV3QUhBp6otNj2nGju7gHglC/Q3GfYwTIrvSCjRdJa6jzwdYYjwnggil/x9ww+nqV0q07dMhbawcq0wmNzegEzu4u6to0kj3foH+lgOi6iwZNvbRss81L2XexmK/h5RrmElwqss8ko7hcVT92nVHgFIQZ3iGbNwOrUs1sSv3csqLdiga5/ZI3D3y0MDNVW+wQlA5TyL+ELrLS7JZKs8O6P/F3Cset87ld/qO2B3a8JAgqEC7vuplZ6cEdBCMHrv/CI2qM69//8jb5ezmDSj+yXqB3WW52KwUWF2spW7OykbIbdGLN50Ny94u7In6Zhw5Mrbgeroecu3Vh4qh0ahMe8ya9XDmfSwRpFsiKhJSyS4TdQ1CCbf1Tlvf/7PZ7+0ZtsfjAJksTRZwu89A8f8oW/8TJf/MlXefXn9zn83TyVPR3Hco+X4y8UWbkTuZKPVwjRziEcJPN4DyQZNTN9buI0NbeonObhmyM9ztDzVzC4N5B90pX+wJ2jpI3WAsfhFDYJzaMd9wMxoOLWYtfawM1ZSlJU5MhK1whhlh0sIYQb9NxxR+cIx71QhdwOlj+UQJ0hxsCDjc67g5Vvsb4W2cHyPtMneh5r0gzC6jkDy5O65hbE5oUxoS+soq0FKO9Mf5deCOFCRjPnx7hTyoMktbehJlUs9RS2qVMrXR57dmq+BZZMw4bPHrvv/9YHU0SuhXj9Fx61L2wXJfkD7vHdI/S5lHuZePpel9fH54/w/u/8J9hWnc//+p/Hthrs1+BaGKyjh25BPmRTa//fnpB7ocSd/+zapc23rtcmS2jrQSqHZxj6ydBwdyWRQTR0hF5t/9tGSMJ0oDBbNjLQorhLMq867k3pk3GJYGQNIWwa9d4GXX3MDULbamDoJwvJIfSkxBI41TMCmusv84VVVp+Kcv3Dazz98Zu892/d453/013u/tlrrD4ZpZ5rsPNrWV7821/l+b/2gBf/9huUd/SJye2emkYR2zKGFlhWdg81tYGkzmYpa1qaT4Glqm1EwTC5FPcJC6wjA20teKX5b7pjnOJB7Y6m4MMyD3dQUxttKGMvhWPbc/FgQWuTsCMuJ7CizszkbhsOjim6PFhnRhlb2KQ0l+I+7E52GrqIK5iHCq2T8CK3CAOKn5VAnONaDjO7hzqBb2G31YC+ET3/NyWeQvIHsU4ud11jt8IzAY6aVQvbcC6MCAvIkZWu+KlJFE/dBxgKHHWXM2a7Qejp6VVYC8FzB+45SFIk7vzpaxj5Jvu/3d9orSQyWKc9RoT5B+3fs1Ph2Dbv/xP/hNPjP+CF5/4y+xWnlUHYO3miU7kvn7H3Wydc/8ga6bcPN0eHN4KUjtwiVosP72ABXb/LZosWMQ8Wln2WQ4kneK0iE1Tc4Otg2H1NvXxYlmFjFJpj2VTqVXfku4gcQk8ezd3tzl0uzCXJ3V7MvHOVJ75rk7f/pbfw/p+8z9f/N09w69vXCSb9rN6Ljsxq6ye9PCoDa3fsJIpFaC4Flm/tOuaIHazGlTpYBtrG5ONBgLBPQ1ND5PRCG2p3OIXrhLdBOEha7BoNPY9tzd7BqcQTbZM7QGDFT7NstSF205THwOocEeZbkNGUlnRHBXPwH6RDqfl3sLwCawEU905lwimOzx4hGvpEwMjdqiDuh7j//OZFkmXUzLVLm4QAsdsaerYxNOB2XNVPmgA9Ke5XVTCcwR9cHejDciGj8+tgSZLEM5tSu8ACt0C59kyaR586oXrQ+1yhrmYuxeVYpk719E3i6csFFkBy452884/9DHsv/xLrB3+PbU24YboDCqzywxqv/ctHpN+1wvazo/n6wptBaqetAmuoB6uVn9nhJ+ukuc9a9lneZWCdwZ04yJI7IoTeBZZnUxmng1WvjlZUzFKyV2BpaYwR43JkVSZ6Q2Pzm1I8+YPXefrjN5F9Vysp6tVDAEJDrgfWY4BogDkVWOr6jZE6WMKxadQLE5nchSPQjxtoa1ePWvFGSR7U7qodLCHEyAUW0CYcz1JKPHVhRKi6sNHKdC+I0EFx7xgReoVOOpRArxwMHRVMQxktOfe4nLxeJOILE5pRBNCoymgpTs7ck9ckmze71W6Duyc39LnXJqHbZqgM8ApNovpJAyQIpToZWPmpFFiSJBFPD47MqZo16pYxtw4WuGPCF/KConF+Htp+Nk0oE+CNXzjoeVOkrGYuebDKhVcBwUqPDpan6099F0+997/lg8VP8O7yv0IYtb7nLaPY5OWf2yW6HeLO922NjBgIbwSxpCySpAyFScqROJIv0IVqWG/RD+bSwTo9QVlxEQ1Pxt3fL9jKye1ldK8dGiCDtjb6jX690ioqFtzBwmwSCKyOHfg8TenlA2QlQCDU/3h26jV3s/VrHSxXvo2bmNldhN3bFOipaZy6yP4JTl6NMxO74Vxpg9BTZ27dNFaCnXIRR6/g2xhWYHmw0XmgGhJdeYSzZGGZHsU91k1xVySZlUBsfh0sLUm+XsQZYmKepopGceHdK3A/0ye6G4jsRZCMo92q6PJfefKtbfccEQYSPvwxdeo+rHquQTDRHQVinxWuxMDqVCz51MACK9eRPjAvPbMlIYBPH50XUrIqc+f7r1E9qHPwO5dvGrztO+Gcf9ZLuQcgyUM5e3ff+9/zvPptbD7869R8es8LmVW3efCPHqIEFO79yI2xolm0jSC2eow/sD4UxyNJ0qVi0a9IpILz6WBZZzmUlVRXgSUrfvyhRO8O1pGBlgmM9X7olQP8wdWZelCHqU1zV8I0hsQAzVJ6y+A+qFj3bugmsTrMW/MpsDZvgtnEyh8OfFyjdfKaZIuw3Zq9wgahp04z9DRWgtsROUM6WKHIBpKktLEFs5QST+KUT9tFrz9+TnOftpplC9kvoQTOP275epFEaBXLOMWxGzPdIPSUCaewHIszozzz5/KU14ukFui/8pTRUuSsKuraNaQJ8AK7ld4FlprZxqmVsaulrn+XJInY7en7sOq5RhfBHVojwpXpFDzx9H2qZztYZu/C0DsvzBoy2qnrEYm7cbrGhADRGxpb35xi798cu529DqmJNbBMnOpZ+99K+QdEV2+jqIMBmNm6zN8J/Ax+NcNra7s0/d3PK2zBK/90j8aZyf2/cANfZDzvmy+sQiiHTxqN9q0kMpeQE9OOMeslIQT2WR47luag5m4QegqG16j36WCNu0GoVw6HBhvPWl6B5SOIUc/33ZCcteojIBqs7B5IEr7M7G/Kr6r5FFitOyDzYLAPy6hPHpOjHzVQgnI79uUq6i6wrt7BMg93kAIhlJZhs59kWSUU3ZhLB0uJJ0E47ROwqinIPmkmHaxm2cQf9XXdlZzoedKhZHtrcj4drFTruefXAs/XT0kEl6DACqfQsbDWxz+RCyHcEWH08td8rU3Cnj6sWxqVvTqOOb2O4UVEg7CaOLXS1DpY8dQ9EA6VVrTQReX0PLIkk5hzV/LZLZnnDi6/j9f/+Br+uI/X/9UjhHNeCJ2zsM6LgFKut8H9ovZrgqYU4k7gw6AofP7Xf6Sr4HzzVw45e73KvR++MbElwwmcoJiDz4ee1MQa9gXD/rRjzHrJqZbAMsn63ZHg3Q6ubC/YqBCC2pGBNob/Cs4p7ouUF5fjt30gHBrG6UJehz4iokFJriP5r95MmbXmUmAp4RhKPOWiCgbIC3qexINVyxpo68GJowY6ldZSFIxTLMd2ae5X7WC1NnFGYQ9pse35eLBadyyeD8vLJJxJB6sHxd3t7CTb3bp5bRHCfGGjhfpydLDSLU/DaXL8zkuxATWL3h2s9CZIMuZJrwIrjLAFlf3pLG04tsAoNC8Y3N0x9zQ8WACx5JOARKnwSs+v5/QCieAK6gRJE1fRs5sSb5ThYaX7XKT4Zd7yfVuU39TJPn8+8lcT3SwsNyLnQV+De6c8yGismOfrU99PufAaX/ytv4QQDoe/m+fos0Xe8t1bQyN7BsmSsojaaKZ4ZXUxHSzvvXtTdq9H3ogQIKhlaFzwKjVOTWzDmYyBtegCKxBCCoRQTfd3XNSYUC+PUGAd7S49wd3T3DhYvs1bQztYDT2HrARR/eMfuHrWuBJgtFMZLYkjHIrGKRuaC7W7SuyHeTh81dnTvFANbZp75yZh3DcbD1bZ6vJfgbtF6FLc9/EFYviDs40dAYgHYvhkdW4FlhBi4TE5nlKO+/6fxsc/tnZbF9xeJndJ9aMm13t2sMIbQZSAPLUxYaPQRDhcQjTA9Aos1acRXrnZNzInp+fnnmUJ8C2bErLkxuZc1MqdCOvvS/DwN7IYp+6WpRuUHGoXCfXKQSsiZ7QO1opq4Zzsk7j5ft79x/8OB6//Ol/6tZ/gzV85YvObU6y/f/LPtG0ZWHYeqqmRtkzVxBpCr+IY5xXVPDpYHsX9gZ0iE4KVwMURYXfRVzvyNgjHCznXKwdoC4KMdkqJJVANt0tq9EA1zFqO3cSoHQ/NIbSOJ2P5LULzLbCGoBoaep6glhy7C9XeILxCBmGnOmNVNrUW1K4x5Jv6vTbbwjzeHzmNXottz8WDJUdWQJYvsLBmU2B5I8JO5fUi6ZCHaJi9/wpAlmRSc9wkrDZrNO3mQiGjnuJnZSQhKIbGH6HvVi5DRjul9gh9BpfZFL2pTc3orl8IeYbOAmt6W33x1L2u2JhOzRPR0KnVgMQ7UxLPHfYet978jnWUoMxXf/EAIUTbHO6RyM9aBeOoHaz3yQdgW6jrN9i6823ceev/wO6bfw/lzue49R3rV/pd9IqLJVDsNfSj4bRQz1rRaXT3OlizyrsEsE5zoPp4sRHr6l6BNyLsJszrhwZqSHE3skd9jmYNs1EaKdx41pKjq6i6e/4fFAU0K9Wrx4AY2MFyDB379GSisPpFaK4Fln2WHxiZMynF3cg3EZYgPLUCyxsl5c9p7hPehFsnj8C28G3eHunxWuwaRu0Y25otpliSZRcu14lqmNOIsG4ZVM0a6TlCRj1ltPmxsAqGW7wuQwdLnBywYkJBHv/vu1sVBBXI9LkxV9e2e44IgbbRvdMfNKnquQayX+q6gNkldzNSCoWv/PM9uQXWSz0v3osqsMCNzfnUgegZEaOGFJ74ni1OX6mS+1LLV5nItPlR5fwDfIH4SHEs+zXBO+1W1tvmLZplE+P5jxARHybb/EmKxy9c6ffwOvSKWG93fQZJ7ZGtuHHFG99RZJ/lUFfSvNrKIOxUKLyGYxuYjfOFGc9/NU6DwCs2l6WDRbWCLxBrRybNU15M3KACy2qdZ77Wwbog35ZbYAyKzJmU4l7zMgivCBn1FPVHCCj+VlzO1Wju7Q3CEeGObVRD68CbpeRYsh2UC+6IsFkyp3Ix9ORYDlbN7iqw8vr8IaOe5klz92JylsGDZR3vkcLPyQTF5W4Vrkfoe+HwZbaxi8eI5uWrXeyWhl130LNXvxJ6BvfO1+FBRqfhvfQUT92jWS/S6LEM4cY7zY+B1alnNyVyBnyld0ILyadjpN8R581fOaJZMVFW19pdn7Oc678a5X3aq8L9xi5yLAG+CC//3C7Y8ME/93dZXXsbz//aj1ypy14r7SNJCtH0lsuNGiI5lgBF7YKNbrZufGfpw7JPc8graV4rwd0eHSzoho1OlEHogTUXvEUI5zT3gJZeiAer3rrmDfKjmdkWoiEzn6nHVTW3AktNXwPVNxA42tAng4zqWQM1rIy9LtxPbm5dqpvmPuGBbB7uoKykkbUeK1g9FG6zsOaDaugcEfpXfAjHjSOZljwGVueI0OsgpYKuB2u+Bdb8OlgexX3eG2e9ZGb3SPmiExWX/RhYntS1bRACM3f5piB6XUOSmYoPq37S7PJfgUvalqfkv/LkjdEu8rB0U293Xhehb1iTCCr03Cb0dPtPbYIEb/6/Ry1zuHuh7BeR00v7NcGN2kPU9Zu8/n8/onZkcP9jN9GSEd7/HT+Hogb53K/+OcxmdfgP6yG9vE8oukFkMzJSB0uSZZTV9KUOFnDlBaRBss9yNKMpqmY3ogEgGPHictz312461HONsQju4EXDSIQiVxu7TkPdNPf5F1ij8MDM7B5KYg05sFhw86iaW4ElKQq+9RsDfVhuTM5omyWd0rONqW0Qekq3vDoBRSIZuFoHa1T/FbgsLCR5Tkb3BM4FkztMFzbaLF+GjHoFTlyWsa36XCjunry/6yy9G54K9WK7G7pICSGwsrut8eikBVb/r/sy/VENil8mci00nQIr1+jyX4HHwJpuRykcv4Gihi4VWLlWRzIzR4p7p4KqxAfXJZ477P/Z9UVUnvhTm+R/v0S1uoUwajTLeapnOyP5rxq24KQO6dIup80Pkv/9Enf/7DaRbXc+HNBSfON3/jNq5T3+47/+LybiJXm+y/BGED1rjNQxd1ENHTR3r4M1w1Qx+yxHIehejy57sLrzCOvHDRBMtEEYDK8hK1fHC11VSmwVoVcJhFIYtQWMCMsHaMMM7tndxyIix9PcCiwA3+btIR2sHIEJ7g71I2MqgNFOdbKwNsOTt6LNo/EKLFnxEYqst/lQs5QSuxj4PIMCq51D2DEirBeI+MPYrbukeY8ITcei1Jg9bHRZNgid6hmOXmEtvsVJbfzicrfS3+AOIIejyJGVtj/iolwf1tVmOVbdxqxYlztYU8oh7JQkycRST13KJPSK00V1sMD1Yf3OkaA5IDM09Y44iaej7H8xhk2Is90vgHBG6mA9qkHY1nEqm+T2rnHz29ZJva3bgBRLPcl7P/r3Odp5jj/8vZ8Y+3eolfcJx7YJb4Zwmi56Y5g6u3FA+8Z3Vh0sYdvYpSIHagpFgtsXMoxVn4bqj7Q7WLWjOkiMvWilVxfPwPLkoXsCvmjPwOdZS68cDB2VmseThdUvSnMusG71jcyxTB3LrI1NcXcstzU7jYicTnWOkjZCk60EO7UK9ll+ZESDp/CcNgmVeBKnVkJY7glODStIqkRzqh0sE6QWvbmlXHuDcH6QUU+ZNmx09mPCgl5cig1Cz7ewnr6NYTeojDHaqZmCQgNuRAd3h91Mwj4F1i2NxqnZRghMonp7g/C8GyiEaOUQTr+j5Brdu1EN3vkguUBP3TObMroFnz/pfz6SJIknvnsLx5Y4lb6ds8MvuxE5ybtDf/5+VfDh0h556XtJPa2w9a2939v1W8/wtm/6X3n9S/8nD7/yL8f6HVxbwHb7nD2KD0tdXevyYMHVbnyHyS4XQDi8LqW5HQWffPnzHwyvtTtYtUODYMrflVYxivTycHL5vNSmuUvaYrYIKwcDF56choFdPH5sDO4w7wJr63bfyJxG3T15jWtyr+dcNs60EA2evA6WIxyX5j7BgeyBVcfpYIEL3ZwvC8ul9kqS5LKwprhJ2Cxb+KMqUscJKl8vtDYIH6H4NPxzJJ2fIzhmT3Mv1E+Xw+Ce3QVFZX39DsBYPqxBDKxO+fqgGqAj+PkKXSwvCqazg+XoFbDMqXewwC2wyoXXcZxzP2JOL7ASiC905Pv2JCQC8KkBY0Jwu9E3v2OdqvQecnuvEVm5NVLW3dFhk794YhNklzt/5vZA28Vb3vFxbr31B3jhU/8juUefG+n125aBUTtGi23jj6r4oupIPiwlsYZTPetapJj0xnek13nqnh++Yicv+a88eagGcDcIxx0PgmtyHwbWnJfaNHfhp2mc4tjT3ygfJL0y+L2wTvZBiK8VWP3kFRq9gKNeDuG4Jncvg3Cc9PJRlNGS2MLm1CixGZ7sQDaPHoLiQx0zM0mLz6+DBVxGNUyxg2VWLkNGc3rhfIMwem2q3rlhWg3GUSRlLh2sfH1JOljHe6iZa6xF3M2nkzH8FbvVwQwsT2pmGzP3qCtc2JMvohLKBK7kw6rnmvhjKmrwPEfR24CdRYEVS93DsRtUT8/PVTk9v9DxIIAiS3zrpnQpl7CX1t+fJKjuUSweEk8MHw9adZvkb+yC1GAj8W9RtMEFgyRJvP1D/weprffy+V//C1TPHg59Dr3i3lx7XevwRnC0DlaLTG91srBm2cFqQUa/0Exf8l958jpYQoiJNgiFECNl781LshYDWcFntawi9fn5sMxGGatZGVhgnYc8Px4bhNCjwHr99df5hm/4Bu7evct73vMeHjzoTTQGyOVyrK2t8T3f8z0jPVk7MqeH0b0dkzNmB0vPGvhjatcIaho673Tk2QhNBrUzD3fwrW0jKeO9Ni22Tb2axbEnH6mMIiV2ucCafgerF2S0QCqUQC8/Ihyf78EiS3KXv25WEkJQqBdJLsMGYStaYjW40iouxyiwKgJFgq0hmCnf2jaYzS4jcqditzRKb16hg5VrELy0QdiCjE7Z5A4QTz0FQLkDOLpIBlannt2S+MKJoNwcfD6SJIn1jS9hqrs4hcHHmWMLXv4nuyh1Cyv0bwleG+2iLys+3vft/wB/cJXP/eoP0jRKAx/vdea9xZbwZnA82OiFTcJZdrCkoMZLdW1gB6teO8asWFg1e+wNwqZxim0ZS+PBctmIq6ity848x4T6CIgGK7vnbuQHh3dil0WXCqwf+7Ef40d/9Ed57bXX+Ct/5a/wsY99rO83//iP/zgf/ehHx3pCl+h+2ejuMWcCofFOYLWj6RHcO9WZW7cZlmg6cDomymfcDUJP7hxatO/2ZiVJi4Dq6y6wpkxzb5a7IaOWY1M0zkhrrgdrnpBRT+k50NzLzQqmYy2Fyd2NlriOIitjc8B2q25xpfbwoHTKu6vs78MKo2cNrPr4W2fgjgi1CwWWU8qDJLW9I9NUIDpB5IIAACAASURBVJQkGF7r8mHl6oX2jdci9eyWjC3gd46GFxdy0kLIVepvrPftIAohePOXDym/qfNLb9vipvGHY/lG/cFVvuFP/lOMWp4v/OaPdY1VL0ov74Mku9vSgLYRxCg0sYzBnwslngJZ7kI1zJLmbp3lsKJpHHEZMuopqGVo6Ll2B27ciJxz7tNyjAjBRTX46u7fz6jN3kbhycVVMHCL0MzuPTYEd09dBdbJyQkvvPACP/ADPwDAd3/3d7Ozs8PDhw8vfePP//zPs7a2xjd/8zeP9YT9InMaeh5/cHXsdVU9a0wNMNqpzty6jQlYWMJxMI8eTlRgeV2dWfuwJElyje7lDhZWXKVZsqYGGzUvUNxPjTMc4ZAKJdEr84vJ6dQ8WFgeZHTRI0K7eoZTLaG2fAtpLTX2iHDYeBBAWUkj+QP9NwlvaSCg/HD8LpZwBPV8o8vgDm7nVY6sjN0hHlUXI3OWYUQIcDsKNyOMNCbUQ+7NUix1n9d/4QDHvDzCPfydPNnPF3nL927yQG4SNcuoYy7mRFef4H3f/g/J7X+WFz/zv/R9XK28jxbZaJ/nva7PsC6WpCgo8VRXh3RDc298izOgudunOaqtYvoiZNRTMJzBbJSpPDpDCcgEVse8dnnj0iUqsJToKnLVfUPnycLSKwdIskpQy/R9jJV9fEKePXUVWPv7+2xubqKq7glLkiSuX7/O3t5e1zcdHh7yMz/zM3ziE58Y6UnK5XL7f9bqes/IHKOeHxvRYDcdjEJzJh2szty6jdD4NHe7mEU0jYkKLDfOQpoTqiFxqYMlbIFZm6zT0CkhBM2Kha9jROhR3FdVP2ajPNcNQk+ZOdDcC/XliMnxjOceO2ZcFtZudbjBHdzxgpq51tfoHkz58UXViXxYzZKJ0xRzQTR0KtaxSdiwGpQalaUosCRJ4pktaSBw1JMulVFshae+560YhSb7v9190Sx8pczOr2e59q1p1t6TQMvvAoy9+QyQuf4B3v6hn+DNF/8xX/39f9z79bQ2CD1pawEkmZGN7taFPEKYjQ/LPstxEkgT88Fan8aUx8IqHR6gbQS7FnlGUb1yiCT7JkovmZWUWAJRLeEPJXomGcxK9cojQpENJFnp+XXRbGAVsiMnoiyLLt36XTQc92q/fvzjH+enfuqniERGOPMC29vnB9SdRJh/94MfoPDqiyg3z42XlbNDZN8KxWKfHIgeqh81QYClNcf6vlG16ovz6OyQQOMUiPJarso7tdEo59ZrfwhALbSCPsFrC2gZCsevE9+c/u/VKTsUwypk2++fIbkD+NxentDG8G2p09PTvl+zdBthC5qy0f75OyfuCdxpMW0s4jP52w2SRohcLU+hUJiZwX4v7y4pSHVBsTnf369T5lcfgKxQVkJIxSIxOcxXKi+P/J7vlMO8b9WkWBzuB3RW1qgf7CD6/OzglkrxtRKx9w3+XF38TFXfdC++jYBBsXh+/Bm5IyQtNrPPjxq6jl7e5yS7R850C8Og7Z/757WX3hdX+dlXQ7x0cMpGqP+N31n9CM0M0mg8IvWNEfb/XQ7fTQiu+zGyTXb+WZ7ok0Gi7/exd1LkWvUhtuKnLAeRJvg9V659O9fu/SEvfuZvIJQUia1v7Pp6qbCDFrve9R76kyrFnRKBpwYfi3Y4jnV80P7eUFMCIrx6XGaTwTeEg85TvWQWj3lTezdPRGxOT3vn5zYt98a+dLTP6lZ67M9FMfcGAW2N09Ozsb5vlmr6Qi5aKJHkrLA/t8/6WeEhvtBa3+dzsrsgHPTQCo0lOP4AEonhN89dBdb29jaPHj3CsixUVUUIwf7+Ptevd7flnn/++bY3q1qtUq/X+fCHP8xv/dZv9XyS/f19YjGX1CZsm8pP/BDBSp5oxwsUVplIbH2kF+3p+KvuQbN+J921XTQtbcTWKdSLbKYTrAZMKlKYRGK05ymXc1jhOInrg1ed+ykSv44w82O9H5PoLL2B8cph+3maPpMdcgSFRiIRG/Ldrvq9xlrDALIkNlaIJVyXdD3XwCerrPjdC+XGtfsEw/Pt8tysXqf5soka8REPjPY7jqv6YYN4IMZaem0mP39UnVYKiPQWybTber+e3OY3dn+bldUVZGnwEnHTFmTrFk+lNRKJ4TdT5WtPUP29l/p+HupPOuz+f1lWYivI6uDn7vwZxoMCkgzrt9JIyvmxdKyX8d+8x+qMjhHZehcv/x4ozjFNv3sxfWLtFokZeL7G1Z8ICT7+Hyy+rMd5eqv/e1lvHhJuhog4DRLf/hS1197g+N9UuPcjN3jjF79KeC3I1/3wbRS/zMmp4KnGLlb6OsnU5F2V9/yxT/DZ+iEPfvcv8y1/+jeIJe60v9bUs2zd/tauv29uu0qjaA4915XWr6PvvtJ+XDguAIuqEiWRGL4QP+q5VDQb6HqFN5R1nk6qfb8vorm/V6OaI3FrZexz9RvmKZGV7Zmf48dRdW2Ls1oJLboGdnlur81u5Iiv3uj7fPrOixhA8s7XIWujNXaWQV2fykwmwzve8Q7++T//5wD88i//Mjdv3uTmzZtd31QsFnn48CEPHz7kp3/6p/nIRz7St7gCiMVi7f/FV1d7RuY06oWxY3L0rEEg4ZtJcQXdZujNMVlYnv9q0g6JFp8XC6t7ROgLq0iKNBWje7Ps/gx/rHtEmAwlqFcOkJXgRNFIV1XnAsOstCwbhFZ2rytaIqOlMB2LM2M4yf5RDQSjjQgB1PVtnGoJu9b7Z8dvh3EsQfXRePkm9VyDYCrQVVyBF5Mzu5FdNHEHSVIo5R6c52cuwYgQIBOS+PrE4FxCy9SpVvbRzKAbXKzK3PnT16gdGHz5p18HSeLex26g+N3LwF5V8JTxEN/G+LaGTkmywns/+vcJRTb43K/8EI3WuNy2Ghi1LNqFzeHwRojaoTHUrK4mMtjlAsJyzysBRSIRYOqbhFYL//H7VrIvogHAF1hBlv3YUmEi0LVeOUCLLMcGoScllgDHIeBfnSvNXa8cEBpkcD/eQ44nH6viCnpsEX7yk5/kk5/8JHfv3uUTn/gEP/uzPwvARz/6Ub74xS9O5Ul7ReY0armxKe5eBuGs5K3zCyHGXgk2D3cm8jF40uZFc48lEUYNp+GOYSRZco3uUyiwvKBnX/QCxV1LumbX2NZcGVieMm0Ex+wKrGWJyTGPd9sGd4BM2CPZD/dXjMrA8jQokxBcQ7PslymPiWuonzQIpbvHisJq4tRKM6G4e1LUANHEWygVXiGn54n6I4TU5QmZfXZL5rlD0bcwKRdeA+EQ8WXa23fR6xrXPpQGB+5/7EY7fxRgv2Jzt7FH7NrVfS6+QJRv+M5/itks8/lf/xiO3Wyv4l9cbNE2g9gNh8bp4HOOspoBIdqMKhj/xncUeZDRV0S6r8EdXDuNz5fCVooTQ0aXhYHlydvI9SsRjBn7VD0Jx6ZeORpYbFrZvcfO4A49Cqwnn3yS559/ntdee40vfvGLPP300wD85m/+Ju9617su/YAf/uEf5pd+6ZfGetKLkTlCOG4Ha0xEg541CM+wwMpoKZqOSalRabOwRpHTMLDyhxMZ3D1p0Wvo1aOZ03TlNs19+iysZtlCCcrtO2RwKe4eA2tR2zMuD0rmZIZryMsQk+PUKjjl064Tk9e9G8Xk71Hcr4/awUpvgSRjHe/1/LqkSMRuamMb3XuHPLtdkVma3KFldG91sJbB4N6pZ7ckDmrwah/0VCn/ACSZaOxW1/bdjW9b4z1/8ykiW93u7dJxlpBoEty6WgfLUzh+nfd/xz+mmH2BL3/qr55HY11As4RHjMxRE+sAXZmEs2Bhee/VkS/Vl4HVfk0kkUJnqKHxpiheUbFMiAZwMQ0Afik4Nw5WvXaMEDahAQtP5mMW8uxpriR3T+3InJx7R9M0zhDCHmubwjJsGqcm2pRDnjt1PkrKj0Vzt7K7LtL/CgVWOL4NwqFePZr4Z4wi747FmQHNvVk2u8aD4I4I01rKLbAWgGgAUGSFZCjxn3wHyzxubYR1nJhWAnH8sm8kVMNuRZAJQUgdrYMl+fwoyTXMk/6d19gtjfKOPjIGxDHdzsblDcLZUdw75UbmvEKull8KBlanPrgu4ZP7jwlLuQdEVm7hX93sKrAkSUIJXC4InGwr2usKnfeLSm29hz/y7E/z8KV/yUuf/QRIMlp0o+sx/riKqilDNwmVVff9t3uwsKYp+yxHMxSnIfu504eB5UmyEhAcz0APLgJBCHupEA0ASnQFAJ/tw2pWsMwZofI75PHA+r0XwnLj9dTHKCLH02IKLC8ypzUmnITirmddVsesR4RAm4U1KtTOPNoBSboSFM0rPmY9JuwVlzO1DlbFzSH0JIToiMnZJ7wARIOntJYkV59NgeUIh6JxttBQYGiFPMsyaub8xCVJ0sig1VEZWJ3yZfpnEoILHLV0u50tOEz1vLspfKmD5VHcZzgiBLfAMhtlKuW9petghX0S78/0j80p5R8QT91HSWS6uj79FMzvUvXF2l2MaenG/e/lyXf/V5we/z6hyDryhSxHSZIIbwTRh3SwJNWPHE92oRo2NInD2pQ7WGd5zkJprkdAG3Zzoa/gqONvtZ0zsJZrRCipPuRwDJ/llgaNOYwJ9SEFlpU7BMf5WgdrVF2MzPEyj8YrsAyQLp94pylvlJTT82xqEoYNpRHSa8zDHdTUJrJ/8uLP+7DNmoUlBzWkgIbdCRttdbCuSki+SHGvmjUMu0HKp9E0ThfWwQIPNjqbk0e5UcFaAoq7ld1DTW0iqd0XtHQ4NfKIcFSDuyd1bbsvzR0geiMEMpRHDH7uFfIMbgdL8geQQkMyfK6oeOoeAE55f+kKLHDHhJ85ElgXOoJCCEq5B6yk76OuZrDPcj1zIjuVOHtIcfXGTHyRT3/jX+Xak3+SxPo7e35d2wyOxMJSVzMX4nLgqD5dmrt1euKOBwf4rwDMqoUwVrCc8W/U6q0Ca9k8WNCiuRvuZ8WYAwtLrxziC8TwBaI9v25mvQzCrxVYI6szMqfRGlcEx9go048MQil/l79n2uocJY1Dc580IqfrudUgQS2zkE3CwIoPxxJYV4SNukHPnRuEbhEXc9zu2CIgo54yM6S55+sexX2xW4Tmce9oicyINPeJOlhr2y5k1+x9J6IEFCJbIUoj+rDquQZKSMYX6R5puZDR1MyXJELRLVR/jICeW7oRIbgFVqkJX8p3Fxj16iFmo0Qsdd81h9sWTqX/KEsIwXb1IY3kbMYwkiTzno/8Pd77bZ/s+fXwRpB6roHdHFwEKquZC3E5Eg17/BizQbLPcjyUUwMN7uDCUWU7gWmeju2V1SsHqL4wvsCQGeQCpERXUXQvLmf2Piw38HpQRM4ucnQVJTwbpM4steACy+1gGfU8suJH9feuYHtJP57tBqEnb5S0oY1GcxdCTByRc1FafE6bhPHkpREhcOUxoRv0fN7ByrdGcmHLrVIX28FKclLLzyTHzCskF93BMvtES4xSXDpCsD9JByuzDUK0/ZW9FLulUX5z9AIrlA5cKqRmTXH3JEkSodUnSFo6mSXsYL07LRH1XY7NKeVcAv1K2h0RAl2FyUUVqk1uNI6Qr4hoGCRJkvoWxOHNIAjQj4cZ3dcuxOW4/z9NH5Z9muNlke6bQeipdmigkgREewozqtyiYnMhW9TDpMQSyNU6kqTQmEOBpZcPBnrRvCzVx1ELLbC8yJyGnicQGu9utHZkzKnAckdJo3awnHIRp1a+MksGWpuEC4jL8a+4BdZVjO5208E2nK4RoXdRVxslJFklFF4chDOtpTDsBtXm+NEtw+TF5CQW2MFy9CpOqYCvhzE0o6XI1wvYTv8OZVaHpgM3ouNdAIaFPoPrw2oUzZFYa/WTyxuE4I4I51FgAcixbVJWfSlHhKos8aHNyz6sUv4BvkDc7cCtusdZZ2FyUUe7eyg4xK7dnOXL7SttPQgS1A6GGN0Ta+64s7WBvtm68Z3WJqFTryEadfbU9NANwtqRQbi12WhU+xevvaRXlg/R4EmOJXAqpwS01JxGhAcD3wszu/tYjgdhkQXW1m0AmodvugXWGCcvs2ZhVqyZhDxflMfC0lSJuH94B8sbe06lgxXbnkseoRxPdmEa/FEV5Kt1sDwGlv/CiHAlEKdRPUKLbvXNnZqHxsEVjKt8vchqMI4qzyaEeBSZLVRCr82bTDiN3TLi99O4DCxPSjiGHIkPMbq7dyvlh4OLWyEE9ZMmWrpXgVVAnrHB3VMznGHFNkj28YgsWs9sSnzuWFAzz89NpdwD4ql7SJKEHAojBcMDje7l/YcAZC5ApeclxS8TSvmH+rDUxBo4Tvt8Ne0OlleEHo7gwdIPDaKtBZL6mJ2eemVw12aRUmKrOOUiAS09lwJr0HshbAvr5KDnjeLjoIUVWGr6Gqg+zMMdGvX8RBuEs2RgeUq3xilCiJFWgs3DHaRACCVx9e5MOHaNeuUQxxkt/3BSKbEkTqnYHpdJskQgdjVUg0dx93V1sPKktEQr8HVx/iugPe6ZhQ8rX188A8s63gNJxpe+fOLyQKuDikuPgTXuiBDcMaF50r/A8sd8BFP+ocBRq2Zj1e1LBnchxNxGhAAVfxwFgd0yJi+bnt2SaTrwe9mOAiv/gHj6POtVTWQGdrDMox32fRnWV7SZvtZB0jaHbxIqq+640zO6B1WJ1SnS3K0WxLQQSLE94LMvbIGeNYhd2wBJxqiN38Fa3gIrgWg2CIaSMx8RWqbuLjwN3CC0vzYiHFeSorQjcxp6fjyDe9ZAUiSCPe5sp620lqRuGVTN2khQO/NoB9/6DST56m+tFt9GCBujmr3yzxokJZ5EmA1E/byj4F+5GqqhWW51sDop7vUi6VByoQwsT4lQAlmSZ4JqKNZPl8B/tYeaXEfyXz5G2gXWAKP7bkUQ88FKYHyPiG9tMKoB3DHhMOBoPdfaIMx0b0E6tTJYJsrKfDpYOaUV6tvyNS2b7q24nZxPHbrnJtuqUzl9k3jqvMBSVgcXWL7cQ3bDN1HkxXmCwpshakeDI3O8AqvTTzYOBHqY7NMcDjLxVAJ5gGWlnm/gWILIZphgKDWWGdy2GjT03NKOCNs0dzU68w7WMETDeSf+awXW2PIic4yWB2tU1Y4MQmk/sjL7k0GmBwtrkKaxQejJIx7Pekyo9KO5X7GDJSkSqnY+Bsy3GFi18v4lmvO8pcoKyeDqTFAN+SXIITSzu31PShF/mJAaHNrBujHhRExd28Y6eTQQCxC7pVE7NLCM/j4w/aQBEgRTFxENHgNrPh2sk2YVwxehnH9lLs83riRJ4tlNqQ0cLedfBeF0dbCU1UwXP+qiVk4fko8vdgwT3ghi6TbNUv+OvRwIIkfiXcXiOBDoYbLPcpwGk9xZGTze90aZ4Y0gwUhmrA5WvXXDHFqyHEJPbZq7HJ75FqEHGe2XQ2hld5HDcZTIykxfx6y04ALLjcxxPVjjjQgnCdecROmO3LrNIR0sYVuYx/vTK7BaY7RZG917wUavSnNvVlwGVufiQr5eIBWI0tBzhBfcwYLzTcJpaxlicgZld7mw0RS5AXenb1YEN8f0X3lSM9sIs9GVGXdRsdthEFDZ7X/HYuSaBFZ8l1As5xT3OXWw9AJWZN2NnllSPbsl8+UC5A3BWf4BIBFLPtn+uprIYBdPenaHnFqFuFFET96c3wvuofBmKzJnKNE9M9MO1oE6mv/KH1PxRVSC4bWxCpFzcvlyFlhKzL059IsADT03k01rT3r5ACSZUHi959fNbG/UzOOixRZYW7dxTAOrWRnZ5C6EO/uexwYhuCwjCam9STiI5m6dPALbwrd5eyrPrfo0Aq1YmVnKawlfZGE1SpPDRs1yN8XdtE1OjRJJ3J+3aA8WnC8wTFO2Y1M0FjsidIwa9lkOdaN/R2IQC8tyBM8fC96bmazA8q0NDn0GCKX9+CLKQFyDftK45L+C1udUktoXglkrpxdQYzcoLWkHC+CZLfdv9e8OXMBoZPU2qu/cT6WsriEaOqJevfS9ZvYhAGLt5jxeal8FVn0oAXmoD0tNrGEXZ9PBap66DKyRNghbBaFbYI3ewfLGYss6IpQCGpI/gGqr2JaB1bz8mZmW9MoBofAasuLr+XWrD2rmcdHiO1iK2w4etYNlViws3SY8wwzCTqmySiK00u5g6RZU+jR22huEAy5s48pFNcy2wJJ8fmQteomF5TQFdn0w+K+fmmWzCzJaqLuQw7jjAiiXo8CaPs39rFHGFg6pBcbkWMfu52XQiSkzgOb+5YKgbMK3bExWYCmrGfD5B6IaJElyfVgDjO69Qp7BjTKRoytIyuy3NC3HpmCcEk7exahladTHj0WZh7bCEvdW4LlDpx2R06lz79LlTkvzcIempBLdXOwxKUkS4c0gtaP6wMcpibXLNPcRY8yGySjmOPSluDsCA8ubogTDmfE6WNVD/MHVrgJ4mSRJkktzb7GCDX12Y8JBkFFh25gnB1O9ns5bCy2wlHAMJ+6uaozqwZpHBuFFjcrCMg93UFbSyNr01rnni2rojMtxL16T+rC8EaEnr1MUNGtuSziy0e9b56ZMePo090Kb4r64AsvM7rpZmGv9x7AZrX+B9ZlDgaa6EMtJJMkyvvQ1rAGbhOD6sCp7Oo51uYgXjsDINwml/Ze+5rQo7vNQ0TjFEQ7JzFsBltaHBfDMpsxzjxxKuZeJp+91fU1twUZ7Gd3L+w/5qv8a12K9uwjzlLYRpDZCB8s6PY/+8WLMzkaIMRsk4TjI5TwHvvTAEaFVt2mcmt0dLP0EIUa7GdXLg8nlyyAluoraurmepQ9LH4BosApHYJuPLQMLFlxgATgp90IUDI+2RVg7MpBViWDy8ol3VvJGScNo7s3dV/Bde8tUnzscmxPNPZbAmSLNvXlhROht66lGqRX4uviTeTqURLfq1KaYGO916hY5IjSzuyiJtYFZmBktRbF+htkj4uPTR4JvXJPwX2GJZFgmIbibhI4pesIljWITYYs+kNH5IRq8Anwj81ZkJbDkPiyJcvkIs3FGPPV019fkyAoovp4FVuNwh1eD19kOL54qHt4MUj9p9Cy6PbnRP2Y7+mdaLCynVkK2TfRwauD27LnBPQS4HSzhWDRH7G7Wq8uLaPCkxBKouluxzjLweRDF3WplED6uiAZYhgKr3cEa7YSpZw1C6wGkOa4TnxdY7n/36mCJZoPGzssE3vK2qT63FruGXjlADKBuT0NKPNU1IvTFfCBNRnMXjsCsWhcgowUCih9LP14KgzucLzBM0+ierxeRkFgJLm7rxY2WGNxWz4RTCEQ7N7H9vY7gd7OCD21e7fgaBdUQvhZC9kk9cwn7hTzDeQ7hPOSNkDORNWLJO5TyL8/leSfRt2xK3BTu67vYwZJkGXU1fWmTUAiBfLLLK4GbA7lP81J4I4hw3Ci0froY/TMtmrt96i5lBFs/v5/0IxcT5OFDgpr7+FGRBstMcfekxBJQqSIr/pl1sIRwqFeP+m4Qmsd7SFoEObrYjeyraOEFlh32o9gKGKOldepHxlwAo51Kh9xRUsTn5n716mA1Hr4Mtkng7tdP9bm12DbCMamPCbIbV0o80TUilBUJf1SdaERoVi0Q3ZDRfL1ISku6kNEFIxo8pdsIjukVWAW9yGpwBXWBlHozuze0rZ7uAxv9Ul5QvYL/ypOa2capnuHUKn0fIysS0RtaTx9WPddEViUCK5c7nfPsYOX1IgHFT9QfIZa8t9QFVtwv8YHgyzTlWM9jTElkurxL4GIJ1KbOm9oNkvOxtQ6U52vSB2wSXoz+mVYHy9t6XckMnqbUDg1CmQCy6l4+g63Ir1GN7vXK4dJuEHqSYwlE+ZSglp6ZB6uhF3DsxoAOlmtwX8a8xlG18ALLCkj4HJVmK/h5kIQQcwt57lRaS1I1a+im3pfm3njjReRwDN/6zak+t9ftmfkmYcuD1ckuCkwIG+0JGdULLcjoAVp8OTpYKS3R2hCdng/LLSQXuEHYMLCLx0Pb6v1go58+FIRVeNeE/itP6nork3CoD8sFjl40KNdzDYLpy51qYTVxaqU5jgjzpDU3JzWevk85/8rIXptF6OuUV9iVn6JXL6cXC8tbzKkkbi7FhUwNKgQSvoE+LDkURgpF2h2skCqx4ofD2tU6WNZpDkPycy092OHeuUEI5/YWozq8EDGbVcxG6bHoYDm1MgEtTaM2G9joUMhodngnftm18ALLpIHP8bUP9EFqnJrYDQdtThuEnjJtFlaxL8298fqLBN7ytqkQ3Ds1NxZWLAm25VKyW5qUheXF5HSOCHN6gXRwhXr1aGk6WJ0botPSomNyrOPRfAuaL0TEH77UvfvMkeAD6xK+K47gfaktkKThRPfbGlbNpp7rdii7Ic+XfZZ2ye2yzovifqIX2p3OeOopbKtOrbQ7l+eeRKnmA16X7vNij4+0utqNNwAwjx5iqCH8Q8Zi81R4MzSS0b3zd9nQYMjy4VCVcicc+ZI8udr/HC4c4U5ROjiMihrEF1gZqYNVH1JULIs8dE/AvzIzmnu94jYNehWbwrExT/Yfa4M7LEGB1agX8PvjmCN0sPSse9DNCzLqqXOU1Ivm7jQMmnuvTd1/BaD6w/iDqwuBjQbiE3awWkHPvkgHxb1eIKMogFh4TE6n0gO26SZRoV5csMG9FS0xwonp4iah6Qh+Lyv40BXHgwCSP4CSWBvawYre0EDiEg+rftLoE/LsQUbnZ3JPhbwCy0UfLOuY0Lbq2JU3OVKfalPdO6UkMjjVM0Tz3I5hHj1kV7vB9ejiu1eewhvBkWCjXTR3TbpyB6uSy3E4ZIPQu8nv7GCBa3Qfxcaht/Isl72D1aa5K5GZebD0ygGKGsIfvOyxsovHYDYfa0QDLEGBZeh5Alp6pA6Wnm2gBOSevoxZKtka+bRp7hcO5ObOS2BbBO5M13/laR6oBjnego2Wr05zN8sWalhpexSEEBT0CSCIggAAIABJREFUIgnhGvWXgYHlyV1g+E+nwLKO91BWM8iB0NDHXiywvpgT1CzXLD0NjWJ0V4MK4c0g5Z3zuxan6dAsW30YWF5MzvxM7l5cVkBL4w8lKOWWs8DyInKSmfs8d3C52GizsDoI+9bhDg8CN5Zig9BTeDOIWbFo9gMO4mInrB4srKvIPMtx5EtxO9b/MbXDevs1dmpUmnu9cghIfcnly6I2zV0K0ZhRB0svH6DFtnqOpr0bxccZMgpLUGA19DzB+CZmdhdhD96Uq2UNtPXA3L0CAcXPSiB+nkd4oRXdeP1F5OjqzNqZ80A1KNFVkKRuVMOKD7vhDMyL6yWXgXVeBJcaFZqOSdRuMcyWqD0+TZq75dicGiUSC8whNLO7I/sWLtLcP30oiPjgnanpHF9qZniBBZeDnxsFtwPae4Mwj+QPIgVnD2l0hEO+Xmx3sCVJIp66v7SoBrezJvH2W0/xu1lBw+4ustTVbhaWsC3Mk0e8oNxke8JYpFnIK170o0GbhGvYp8dt796wGLNR5CvnqEfSA8fjtUMDNazgi3ZDbkPh0fII9crB0mBqBkkOx0GW8Tl+DD03E9+hPgAyamb3kIIa8pw61bPSQgssIQSNep5Q6haYTazcwcDH60fzi8i5KK/TsalJVE2oNM8PZsPzX82o8NNic6C5KypydKXtcQHwt1hY43axmmWzy+CebzGwAmaVYHgNRV2CdaWWvA3RaejMOMMRzsJHhKNmd12kuX/mSPDBdQl1SggUdW0bq5BFWIMJkLHbGka+2fbuNb0CawADax43WWdGGcux2huX4PqwlhU2epZ7icjqbZ65HqFuw/PH3QWHspICSWpvEnrRXq8Eb7AdXsQr7q1g0o/sl9rdol5SVzOIZgOnVgKuTnMXtk24foocH7JB2DK4X/z8jdPBWvbxILhYDzm6is+SXcaXcTb153C3KftsEB7vPfYbhLDgAstslBCOhbZ+1/3vAWNC4QjqC9gg9HSRheW1ox2jhvno9ZmNB8EdEeqVRzPfXlJiya4RoTeKHRfV0Cx3U9zzrQJGMU6Xyn8FbpHhbYheVR5TalFbhE7TwC5mR26rp7UUpUaZhtWgaQs+ezwd/5Un39o2CAcrdzjwcbGb7tXdGxM2ixa+iIoauoy6mC9k1C0+0x05qfHUfapnO1hThNNOS+X8y8RT93hbAlJBLo0JJdWHEku2NwnNo4cALgNriUaEkiyhrQ/2YSmJFqqhZXTf1CTqNpQmpLnb5QIyDuHkCAVWDw9wMOJ2sIYVeHrlkFBk+QssaMFGDff3mcUm4SCKu5ndfaxDnj0ttMDyCLGh1W2UeGqg0d0oNHEs0fPDPQ+ltRS5egfNvd764H31K+A4My+wHLuJMaN1WU9KPNllcvfHVJDGL7DMitXVQj/RC8iSjKPnlsp/BZ0LDFfPmFt0TI518giEQB1jRAiut/A/5gS6xZUBo51SMy1Uw5AxYWDFRyDhaxvdGwWrZ0QOuCPCeVPcuztY9wBBufDaXF7DqBJCcJZ7QDx9H1mSeGZT4rnDHj6sRKZdlJhHD2mEk5yp0aWAjHYqPCQyxyuwPB/WVVlYRsF9T5Lr/bcp7YaDkW9e8l+B28GyrfrQYOR65WDpGVie3Lgct5s8bRaWbRk09FzPEaFwnJFgyY+DFlpgeeufQS2Nb+vWwA6Wdzczb0SDp7SWaI0I3f8+bFlGGm/8AUo8hZqa3UETnhuqIdFVYMmqjC+i0hxjk1AI4Y4IOynu9QKrwTh6+dHSIBo8ZfoANydRXi+iSDIrgQEu2RnqPFpitC5hpsXvOdHzfPpQEPPB25PTK7CUSBw5HBuaSQgQvx0+72AVehvcwe1gyXM0uKuyykrw/O8ZTd4FpKXzYdWrXkSOu+n4zJbMf8wJzhoXxoQdLCzzcIdC/AYxH8T8y9PBAteHpWcbCLt3R0jWokj+YNtPthkeHGM2TIeH7rXo2mb/DpaeNUCcR+R0Khhu0dwH+LCEEC2K+/J4UAdJiSVQaq4PbtqbhPXqEdDbj2ufniCaja8VWFdVo3WHGNBS+DZuDexg6ceNnubCeckdp1Twy03C6vmB3Hj9RQJ3Zue/gjmysOLdI0JowUbH6GDZDQfHFJdGhOngKvXqUbtYXBZ53aZpbBIWjFMSwVWUBVHczewuykoKOTiaocbr3p3oeT5zJPimjen5rzyNkkkIrtG9elDHMmyaRaunwV0IMfccwlQogSydnyZVn0Zk9TblJUM1lHJuwRdPuwXWs5sSjnB9dZ1SO/AGZnaX/cgNri9Z9wpakTm2oJ7rbXSXJMk1ul/oYPWKMRtFheMTyrLG3Uz/Y6d2ZIAEobXLn802zX1Ap6dpFHFs47HpYMmxBFK5jOoLT52FpZdbPLAeMTlmi+X3tRHhFdWo55FkFV8gjm/rNvZZvm+0hn5koK1dNhfOS+1RUr3o0tzr4OgVzIOvEnjL7MaDAL5ADF9gZeZGdzmexKmcdW1z+uO+sTpYvSnuRTZ8Qddvt2QFll/xsRqMT8XonteLbaTHIjRKRE6nvO3Yw2qOzx6LK8fj9JJv1E3C2xoIKPxhGafZO+TZqZXBMucMGb38XPHkU0vHwirlH+ALnEfk3IpJ3I7Cpw4ud7DsszxOvYZdyPJqcLk2CD15rMNBPqxOVIOmSsT9k3ew9EKOY3+KzAC6Se3QIJQOoPgvXzbbeYQDOj31NgPrcelgrWKXT2dCc/co7qHIxqWvWdk9pEAIZWWwH+5x0MI9WIGQG0Ph27wF0DcyR88ahDcWt33WDRt1WViNN/4QhJip/8qTFrs2cxaWEkuAEO2Uehi/g9WL4p6vF/CcDctmcgd3TDiNAqtQL5JcIKJhEt9CJpzipUIew4YPbU7/dKCubWOd7HdFMPVSKBNADSscf8H97PXyYHnj67l1sOr5LoO7p3j6PqXcg4k31mahUu4B8dS9rhvQZ7dknjvsft+VRAYcG+PVFwB4Qbm+VAZ3T76win9lcGSOi2roprlP2sFySnnKWnrgDfzFiJxOqf4IihoaOCI8j4Z5PDpYSiwBjk0gmJi6B6teOSCgpVHUy++ne6O4/dhvEMIyFFitO0Q1fQ3U3pE5juW4ZOcFbRACbZpzm4Wlu/mDSmINNTl7aFw4dm0OI0L3b9G1STgmzd30KO5dI8Iiq0sIGfWU1lJTGREuMiZHmE2s/NHQiJyLymgpdkp5Vvzw9TN46eraNqLZaBPY+0mSJGI3NdfoLrmr+hd1TnGflwer0IaMdiqWeoqmcTozwvUkKuUfEGv5rzw9uyXxyhk8qp4Xgh4Ly3jpCyDJfJ7tpUI0dGoY0V1dXeuCjW5q0sQdrGAlhxXt3zERQqAf9t4gBPfzGwyvDcwj1CuHyIq/fc1bdnk094AvNvXP+rANwscdMOpp4QVWsPVhkxQF3/qNnj6ser6JcFhogdWZ3eZB7dz8wdl3r+Ac1TBLncfldLCw/n/23jy80bu89/48i3ZbkmXZHnvGM5OZzJZMMjPZgCSULBNIwwmhBE6BQqHAEEIhBdpCW9qe9+pp3/aCt7wnhzUNaegp7YGmHKAvW0M2SMi+zEySyeyZ1ZskW5Kt9Vl+7x+PHlmytVuW7SHf65oLYq2Wpee5dd/f+/MNqhgZEyPXGGw0n9SRnRKKy3pr5fQcyfw0PiODy9OL6lh8QGSz6vP2tsXkvpQUdy1yBoTZ8AahrT5vmFgmym8MSiht9l+BNSIEGhoTetdZHepcV7aYAlAqIxEDSSpSphdTQggrP7PSiLBQyCRjy2NMaOgZpqeOEewrL7CuHZKQgAdLtgltmnv2lWeQw4OczbuW5YgQGtgk7OlHZNOYaWtzbyEdrEA2gqOneoGVT+joGQNvlQ4WWEb3Wh2szPQInq5BJGnJ+d4Nyc4jdMq+4sZ/u1StwBJCnDMbhLAMtghLq3nH0IaKHaz0Em8Q2rKglJMMeiGbTKCNnsC1qf35g5Xk9a8hlTizqGMJ2ecHWSnrNriCVieh0TGhBRl1FNu7kQK6wJWfXpbdK2gPzV03daayiSUrsPRRK4DYMdDcCLbH3YtuRBfFfwWFkZTD2ZDR/UnpGQBOyCc5OjX/OGDEo8jdQSRl8Rddkvlp8ka+4ojQF1iL4vAum8icZOwwCLNY+NkKuyV2hSnLJZTdXiRvF+ZMAq1vPcDy7WANucnHNbSUXvHyIqphapaF1UoHKzqdJaQn6Q5XL7CKETk1MEFu3wCZOh6slQAZtaV0W19kHLgWZURY6bUw4lFELnNOGNxhqTtYmdicAuu8ipE56bEsTr+Kw7c0G4S2ijR3n8SF8ZcAOuK/ApuFlW37N4lSSbI8D9Vgw0bzicoHubmyYnLmQ0alZQgZtdXnDTOdnyGj1w6YraXJAul4qUaE2vgpZH8I2dvd1O0Sei+qlOYN/dVjSRYiSVZw9K2u28GaSEX41vi/YCom2e4MX3zqqxhm+XHATMQ6Oh4EKhZYkiQvK6O7tUEo4Q9vnXfZ9UMyD5wVZV/M1B6rMJkKrgdYth0sbzEyp/LnUg0Von9KNglHWqC5v3rGMnD3D1ZnYKVGsyhuGVdP9Yibeh2s9PSZZRUTVk+Sw4nk7cJhOMilY5hmY+eAehJCFHMI50ofK3xRfK2DtXDZJndbjtUbKkbmpMeW1n9lq0hz98CVqf2YoSHUDm06+ArFSUdQDaUjwkKx1GgHS0vqZf4r+0RlpMaXbQfLZmFFF9DFiqWXluKuj7XWVj8+YxUQ/a7FK9zV/uG6LKy79v4v3C4XG983yM5rt3IodpT/c/jHZdfpNKIBqDgiBMuHtWwKrOgBuoLnVRy/714tMZaBV0qSTuwx4dnu9QCsWaYdLG+fC0mRqvqw5O4ecDiLPqwhr0RahxoZ0RU1MmoVWGtX12BgFfxXtYzXnjpxOSutgwXWmNCRlwBRxCotVPnsFIaeqVhsauOnkByu4nt0pWvJCizTyKPlEvM6WDA/MscOeV5q2dtmg16JK1P7mRnuTPcKZrfvFh/VECozucsOGUeX0rDR3R4R2opmYngVN9mZ0WXcwZpdYGhV0SLFfWm2CLWxU00b3AFemLR+9+gidkbrsbBenHiFB078kj073s/qHf1sW7eR39pyE9/c+21GZ2Y7AhbFvXOQUUWSCbmDFS8PhC9gevIwptHk2XwRlCgQ3Cvp6lUSTrl8TGh3fo561tHnBo+6PDtYkiLhXeWq6sOSJAk12LdgFlZ8wiqKumrE5NTaILTl9g2g5eIYFTrhwjTIzIzhXSExObaU7hBq1nrv5NrEwsrYiIYK0Gnd3iCUV4ZPrZ6W7LfIZWYho7YUn39eZI6Rt+IJlksHayobp1ebYFP+DKOrOuO/AnC6A6jO7sVHNQTCmInyQsMZcDQc+Dx3RBhJx1jj8mEa+WVHcbcVLgFutqpoZhJFUggsAcVd6Hn06NmmGFgAGV3wVLQHkNpi8q8mx8Aw5vQUZno+484UJl9+7m42hzZy44brij/fs+N9+F3dfOnprxdHPp3uYIU81aGxgfA2TCPPTLw6HLkTEkKQKGQQVpJXlbhqQCrLJVQH1iJ7uzkgDyy7iJy58g3VzyQ0SjxY0DwLKzsZIeEMIjkqxzOZukl6Ildkc1WTu8tmYc0vRDKpcYQwVgwDy5bi70FJW8f+dvmw0gUeWMUO1tjJlr4oLlctWYFlvwndc1rwcyNzMhM5EEu7QWirz9uLQDBz/EkADoe2d/Txff7hzsTlJMtz+VzBxlANpm6ip4x5Hqwhxepo+QLLs4PlUpwEXP4FoRpiaYuBJS/BhpAeGQHTbHpE+MS4IGeq+F3BtnDAqqmYSTgxv/v6s+MPcWjyGJ+89CNlxYzX4eXTl3+Mp0df4IETv0BoecxUsmMF1kQ6WnU8CBT9Tks9JszMjJLPThHou7DqdXavlnhkVKCZVuHhe/1bGPiTuziVUpYlA6tUvkE36bEswqxcNKmhgaLJvdUOlpSIkvZV/1unx3Ng0lAHCyrH5diQ0Uq+o+Us2R9CnbZe0HZl4aanzyIrLlxz/I1CiKZhyctdS9jBsk5mc5kgcyNz0mPLY4MQZv0YYyf2csIzzAk667fpFKrBTCUR+mwsvTPgIDdVv8AqMrBKRoSRzCR9hWP4cu1ggY1qWNiIcMkQDWOtRUs8MirodcFQV3hRO1hq/2qQpHlG95SW5u69/8x1697Ixf3zR1xXrrmc69a9kS8/901ikRMAHaO4W4iG6sWcyxPC0zW45AWW/fhzNwhLtXu1xLQGz0SsIkVSVBR/iNMpsfwLrCEPZl6QjeUrXq709BdHhD6HhN/RXAfLMAVdqQjCX2uD0D4H1SuwqucRFinuK21E6A8hkgkcriC5NrGwMklrg3AursJMTiKyKRyD54bBHZaywCoc0F2e8oPY3Mic1GgWV48D1b00+W6lsg+4Y6OHORy6mJEWoXatykI1LL7JHcpZWK5gY3E5xZicOR2sgKlZcUiu5jbcOqmF0txjmakli8nRxk4id/eg+JobTz48InjToMSAN8xEavEKLNnpRunpn+fD+vZL95HS0nxs1weq3vaTl34EUwi+9uK/AB2kuFeBjJbKH9665KiGRORlVGd3zQWSS8NWjMwDc2JzTs+w7EeExcicKj4sNTSAmUpi5iyMwqAXRlKN3//JGRjQIrhCNQzuo1ncvc665yCnuwdJVivm9qVnRlAdPhxLFATfqhR/CJHL4PaG25ZHaDGw5heamr1BOPBagbVg5dIxVGf3PFT+3Mic9Pjy2CAE8Dm8eBQXkWyckYGLGG0RateqvAWa+2KysGy43FxUg542MPK1407y0+UFlilMYpkpvHpm2RrcbS2U5r6UkFELzNdc9yqtC56KCK4dkuj3LW4HC+ZvEp6ZHuW+g//Bey+4lQFf9ZNbyBPk9y/5EA9G97LfL3XE5G5BRmuPCMHqGi01bNT2X9XablNkiWsHpbJcwkRekNRY9h0sZ7eKo1ut6sNS5qAahrwSo5nGj4+H4iartSg9/bU7WPX8V2DhO9zeyqiGdPIMnu7VKy7+pUhzdwbaXGBV8l+dAtWB0jvQlsdZDlrSDlalyIC5kTnp0eWxQQjW1kpY8TLphNTaznewfP5hDD1DPjtZ/8otqtjBKtkkdAZsFlbtLlY+qYFEkVc2lU1gCANnPrnsvQc246xVRZcwh1AbO9m0b+HxcYFmwjWDMn3ePiLp6KIW7o6B8tDnrz9/Lz3uIO++4Lfq3vbGDdexw7mKe85zklEW/wSV0tJk9Cx9ntodrEB4K+nkGbRcctGfUzUlIi/X9F/Z2r1a4okJwYxm/Y1PW/Bz1i7zDhbUJrorPeWw0WY7WMcnZugyM/QOLGyD0JbFwpo/SsvMjKyYDMJSFWnuanf7RoTTZyua/fXxUzj6h5GqLJasRC2pB2uuwR3KI3P0rEFuSqtJz+20QnlBPNBFMBhYkg4WQHoRx4SSpwscznkjQqjPwsondZzdKlIhcsUuWKRMrMjxWq7q8/aSyE2T05sHbuYNjUQuuSSQUWHo6BNnm+5gPTIiCLvhwh5rPJrRs8zkmzgzNSl1YBg9NorQ8zwzupfHzjzF7bs+iFut/+VJkiRul7eQVOHeF//3oj1HW/UYWLZs31MienDRn1MlGXqW6aljVTcIS7V7tYxmwqNjhQIrZf3vcoWMlso35K4KG1UCISt9YrKwSehrjuY+MW4do9Qq3KX8tIY2rTd8DnL7Bqp6sFYaAwtmae5OyduWLULT0CxcRZUNwnOF4G5r6bYI58TklMqOzMmMWye75TIiBAgmU0x53Qz5JOJ5a9W9U7LHbKlFZGFJklSAjTbfwdKmdRzd5SHPCIG2jCGjtmzYqB3t04wmM1MASzIitDYIjaY3CB8eFVwzKCFJ1ogQFoapqCfHwDCYJrmJM3zluW9yUd8FXLvu6oZv3z+d5bdzfXzv0I94JXZk0Z4nzH4xqGVyB+gOnY8kq0tmdE/GDoEwCTbQwdocsICitg/r9AzIEgwtv2jQefIOusnG8ujZ+Xmokqyg9PQVYaODnua2CJMRq2hQqgCj06PWOai5DlaFEWGNcOPlLMnjA4cTh+kk2wafZiY1Boh5Ew1rg/DcQjTAUo8IPdUKLCsyJzWSBgk8/ctjRKjHxuiZyRBTjeJKcCe7WE53D6rDt/ibhP5ezJIRoeKUUb1KWQfLMAX/9wsGLydm30L5pIbTX7pBGMOHwNSzy96DVSywWigyZiGjnS+wtPHmNwhTmuDpCct/BbO/+6JuEhYyEn9w8EecTJzhjss+0pQfxUhEucW9iY3B9Xzxya+gtym2o5Ii6RgSUt2Rr6w46e45n+QSFVhWYVc5ImeuJEli92qpCBw9nRIMekFdhIDvdstXNzKnhIXlk0jpMJ1v7IuvFo9gSnJxFDZXqZEMslPC3VuZkTVXbt8A2ZnyTo+h58iloyuOgQWFL9z+EA5dKUBUFxaplUnakNHy18KciSPSM+dMRI6tJTW5V+1gFSJzZo7HcIedKM7lQXXNHdlHKA+Teop+l3WgaiVctFVJklQ0ui+m5nawoIBqKCmwvrDf5PPPmtzySy/7Y9ZrUCmHcFi1DkzLGdEAs7DRVjYJY5mli8nRR08i+wIoXZWJ45X0q3GBLiz/FUDIHUSRFCbaxLmpJNkXINXdxT+PPcpNG3ezObSxqdsbiRjOQB+fff0nOJE4xXcO/GCRnqn1HuhxB3Eo1XPnbAXC20hEDyzac6mlROTlqhE5lXT9kMz+SRhPC07PLH9Egy3vgAtkqhvdS1ANzbCwZjSBbyZC3teLpFT2/aRGs3hXuYu2h3py+/rJZqKIkhzNzMyo9XuswBEhWD4sNWcd4xdKc08XKO5zu3lF1Mw5xMCCJSqwhBDkMpVN7jC7SZg6m8K3jMaDuaP76PevwhQmXtUK92oWardQef3Di49qmBP4DODqmUU1PDFu8hfPmtxxocyw1+T6n+i8PCnQCh4sW9HMJKsU67+XK2TUllt14Xd2t4QriGWmcMgqfmfnMRTa+KmmfQsPjwj6PbCtUJMpskLYE1rUDpYkSXxvnQfTNPjIjvc1dVshBEZiEiXQy+bQRt619Rb+6cXvcCY5sijP1YKMNoaDsAqsg4u6IFBNtQjulXT9aqtIeGhEcDoFw8s0g3CuZFXG2189MseCjc5uEUJjX3wPJ2BQiyLXYKulChmEjcrtGwBhki35LBUZWCu1wOruQc1YHeOFbhKmp88WJjHlXwr0sZOgqKjhlfkaVdOSFFh6fhrTyOOuMiK0I3Myk2LZbBAKIcgd2c+q1ZaxNafFcCmd7WBBATba4cBnAFehgxXPCd7zkMEVfRL/z+tlvnd1miEvXP9jjVxSx1E6IkzHCCMK/JfGOyxLpVY3Ca0NwtCSrGDrYydxNPmt75ES/5WtxUY1HJs6wc89SW6d7ibkae69YKYSYGjFDdffu/g9hL29fPGpr2KK2uiQVlQPMloqf3gben560cf2cyWEqJlBWEmDXokLe+DBEZNTM2JFGNxt1TS69/RjJqcQWr6pDtbhhGBIi+KtwsAShiA9lmvYfwXgqQAbtd8bnq7Bhu9nOUn2h1BTFuh1oTT3dJUNQm38FGr/mqqdxJWqJSmw7OreVSOeQF61BT3vXDYGdz1yFiMRZej8SwErxHjI21kPFhTicqbPLC4LK9CLyKUxs7O/nLMAG/3oowbxPPzrdQoOWSLkggduUlmnmmAKoiUfkEg6ht/I4/UPt7X40GNjbbuvUvV5e4lkWhsRLgWiQRgG2sTZpsjH03nBMxHBtYPlf48+7+IVWEIIvvLcPaxSurnhRLzp964Rt/4mcoGB5VZd/OEVt7N34iV+cuyBtj9fq8BqjLcV6LM6SJ0GjmZTY4WInMYLLLC2CX9+VnAmtTIQDbZ8gx5SI9mK7x0lNItq6HJIdDdIcz8UFwwbUdzhyhuEmUgOYYjmOlhddlzOrA8rMz2C0xNqeJS73KT4Q8jJFCCRW+AmYaYaA2u0+S+KK0FLUmDZc9xqJncAo2sLQEOAt04od2QfyDLhTZfjVJxE0jEGvdKS0Nz1/AxaLr5oj2HD5UozCV0BB9qMwQ+PGdz9RoX13bMn6D6PxH2vt16HT70ocSxp/f9oOoZXT7d1gzB/8hBj//2DZA8937b7tNXXIs09ml4ayKgeGwVDa8q38KtxgSHgmqHyj36/N0xkkWjuj515iufH93Pb2t9EyeUwEs09jn19JTjbVbpscCc3briOrz//raIHrl2KZKJ1Ke62PF1DOFz+jgNH4xHL9xUI198gLNXuIYlTM5A1lj9ktFTeITdGzqwY2aUWCiyjlIXVSAcrbrAqH0GtskFoe76aOQe5vH2ANKeDtTIZWLYUfw9iJonL01uR8dWM0tMjFZmIrcCSV4KWqMCqnENYKs0xDMLA5amcQdVp5Y7uxzm8GcXjK46SBpegg1VENSyiD8vOeyv1YY0VvFQfX2vwrg3z3zbdeWtGn3OrXPsjnQOTadJ6BjWXaGuBlX7+EQBST/+8bfdpq79FmnssM7kkMTm6HS3RxIHp4RHBKg9sCZT/vN9nFZft7ozmjDxfe/5erhi8hKs2XQMwL5OwnoxEDCQZpbv8Nf74Jb+HQ1G589m72/V0SWsZZvKphkeEkiRZPqwOd7CSkQN1I3Iq6U2DEjardbnH5JTKVyMyRwmGQZKLqIYhb2MsrNFoHIfQqyIaUiNZnEFHEZzciGRZxeXtLWNGZWZG8HStvA1CW0Wauzu0YA9WJcioMRPHnEmccwwsWMICS5IUnO7qXoyc1oODCPrEqx18ZpUlhCB3dD+u8y8GZoOBh5agg+WzYaOL6PmwV5bNQgcrqwv++IB1VP6TjZU9L3bQ83fe5sapwC0/mwAhIBNtG6JBCEFm32NIbh/Z/Y9jZtsLxuzz9jKVTZA36uculmqpgp61sVNI3i7k7sbHk4+MCq4ZkuaNbPu9YfKmRjyJFOsxAAAgAElEQVSXaOtz/PeD/8F4KsLvX/oh1N5VoDpaKrDk7uA8f0bA5eeTl36EX5x6nEdPP9mW5xvNNAYZLZU/fEHHWVjx6IG6ETmV1O2UeH2/dZuV1MFyBlRUr1Jxk1BSVMs3WrJJWK+DJYQgHSt0Rnuqd7BagVxbcTmzBVY6eXbZJ1nUUpHm7vCTW4AHS8sl0XLJeSNC+3hwriEaYKkKrEwMl6d3Xpp2qbIJBw5pohiZs5TSx09hTk/h2rQDgD5PuDAi7HwHy+npRVHdi2p0l10eJLe3OJr546dMns5a5nVpunLxkU/qKG6Z4aDCw29VUaUYLmFgaml8bUI0aKcOY8QjBG+9HaHnyex9rC33a8vuWkSbGBPmjDzT+ZklY2A5Vq1r+CSbzAueiwquHZz/uSuysNo4JoymY/zzS/fxji03sT5gRWA4+lajTTT33jUTsaohz9eteyNvGLqM//HMXW0h0c9S3BsPlQ6EtzIzdWzBjKBm1KzBvVQ3rJbwqtDvafOTWkRJkoRv0E26WmROqH+WhdVAB2s0DT2Z2gVWuskNQltzYaNWB2sljwgLHSyla0E093Rhm3LuuFQbOwWycs5tEMISmtxdNQJehRCkx3O4u3NohdDnpVTuyD5QVJznWX6H/sKIcMgrMZmDnNFpFlYnUA3WJuEPT5h85YDJ31yponhk8vHKgMf89CxkdLhL4vMXx+k2rBNOytmeAiu971HkrgDeS6/FtWkHqWfaa3DuK8JGGy+wbIr7UhRY+tippoyhj41Z/isbMFqqxaC5373v2zgVJx/Y/u7iz9Q5mYSNyEjEqoY8S5LEp6/4GCktzT/s/ecFPV+Y/duHmyqwLkAIg+nJxSXM2zL0LDNTx4pRPc3qjy6WefRmFXmFBQ97h9xVWVhqT/8szb2BDtahhGBIiyBUJ7IvMO9yPW2Qi2tNbRDasuJyrEJEy00XujYrt3iQuwIgyThwL2iL0GZgzR0R6mMnUftWI6n1uXMrTUtmcnfVCFLVpnX0lIG337EsOli5o/txrtuC7LI+bH3eXovx5LFho519Pt7CJuFiSgn0MhOL8aFfGtyyTuLjF8gWqqFKXE5+DgNLiEn6JWuk894nVzG2wFGqEILM3kfxXHwVkqzgvWw3+WMvtnWj0O5aNFNkRNMFyGiHCyxhGmgTp1GbaKs/PCoY8sL5/vmXBV0BnLKjbQXWK9HD/Oz4Q3xkx+/Q7Zo1+6j9w2hNF1jRMoP7XA34+tiz8/388MhP2T+xMOhnJB0l4PLjUhojdwNFknqngKPJ2GGEMFruYPkcEpeEV1ZxBZYPKxPJYeTn2xSU0MBsHqFXYkarTXM/FBes0SKowXDFDnDR4N5SgTXbwVrpDCyw4ojk7gBOw7GgDlYmeQZJUvD4Bsp+ro2dmwZ3WEIPVi2De3rM6nx0rQ+hjZ1EGPMzqDolYZrkjuzDdf6O4s/6vGF0U6dLnQaWgoW1hvQi5hGCZWw8dCaKV4V7fkNBkiRcQUfVwOd8cj7FfVCRkRQ3Y0aY63+sM5Fp/XXSzhzFmBzHs8PKr/PsuArJ6Sb93EMt3+dceR0eupy+pjpYdkxOpwssIzYOWr6pA9MjI1Y8TqUTiiRJlrewDSNCU5j8z2fvZmNwPW/deEPZZY6BYczkJGam8XFerQ6Wrbdv+k0uCG/hi099tWkPXakmmmBg2XI4u/D613Ys9Nkq5CQCvfUjcs4l+YbcICA9XsHoHhrASMQQht5QjNmhBJxPtGrIc2okg6RIePqa5zDaHSwhBOmZyuTylSbFH0LVJAwtjd7iKN5iYA0iyeVeSm385DlHcLfV+HpEG5XLRAkOXFz18tRYFlmV8J2/huzP8+iRs0tW4WqjJzDT00X/Fcx2OhxEga6O09x9/mHOHFq8qBCAp7IhAqkDfPtahV63dUJ2BhxVacratE7Xmtlve9HMJIPCwOdfzUP/xcE1P9LZ/ROdh96qEnY3/+05s/dRZJ+/WOjKLg+eHVeTfuZBum94T9s4W32e5nhQscwkTsVJl7OzWGxtvLBB2OCBKZEXPB8T3LatOsivr02w0QdO/JIDscP8j91/jTLnYGpnEmrjp3Gtr18gCC2PmUpW9WDZUmSFz77uE3zkp5/m2y/fx4cufm9Lz70ZBlapOhmZk4gcwBdcj9rh99xSy7vKDRKkzmbpHi5nSqkhi6BuxKMMea0OyWhGsDlY+bhwOCF4uxFFCVa2L1gROS5kpfnjits3gGnk0XJxq4Mlybi7VjV9P8tJSncINWtNC7LpSM3j3czMDCMjI5hmeafxlQMvk0n5OXhw9ouImU4xceI0gR3gOdiZLyiNSpZlhoaG6Opqfd12aQqsdKwqxR2sUE/PgAvnGuuDoo0cX7ICK3dkH6gOXOtnIynsA3BOj+GU1y8JzV3LJclnEzjd8/0DC9VjYybfm+zhL8xJ1q2aPcC4gg4mD0xXvE0+qeHsLqe4bzZz+PzDbAlKPPhWlWt+pHPDT3QevEkl1ESRZW8Pei66smyTzHv59aSfeYD8yYNlf5+FqFmau71B2GmKuzZ2CsntQ65TeNh6dFRgVvFf2er3hhmdGa96eSNKaxnueuGfeNPaK9k1cNG8y9U+64SmTzRWYNmokHoFFsB5wbW894J38C8vf49r1l7FhmDzW0mRdJQLwluavl2gbxsnXvrfTd+uFSWiBwi26L9ayVKcMp6ws6IPSyl0ovTJcQbXWeeNkRqNlkMJQX8ugtKzq+LlrRrcwRoRAmRnJkhPj+DxDSDLS3KqbZtkfw/qmDU1yaYm6Aqur3i9J598ks985jPk8/PxStl0BElScP3LbFSW0DXM6SnkF7+EpCy/18jpdPKlL32J17/+9S3dvuO/kWlo5LNTNU3u6bEs3kF3MTJHG3kVLrmmc0+yRLmj+3Ct34bkmPVkBN1+VFm1xmBLwsKaRTW0u8CazAre+5DBu3p7UUfziMwMktfK2HMGHGgzOqZuIquz02Ujb2JkzfIRYSaGR0sVn+sFPRIPFYqsN//U4IGbFIKuxooS7exx9OgIwVs/XvZz1/kXowTDpJ9+oK0F1tGpxn1/sUJMTqelF3wLjRZ2D48K1vhgQ424xH5vmH3jLy/oef3ry98jmZvm9l0frHi57HKj9PQ3bHSfLbAa6yq9f/t/5ZFTj/PFp77KV27423kdtHqKpicbhoyWKtC7jWxqvLghvViyI3LO3/WRRXuM5SzvUOVNQnvUZ0yO071JoqsGzT1nCE4lDbqyUxUZWMIUpMay9O5s7djqLniMMqnxitynlSjFH0I5koFuqtLcZ2Zm+MxnPsNll13Gnj17cDjKTevTk8dwuLqLBSiAkZrGSMYKx7IlcSxVlaZp3H333XzmM5/h/vvvb6mT1fECK1fwrFSjuAth5T/1brfe3I7V5y3ZJqEwDXJHX6T7mneU/VyWZMKe0JLR3H0FrlQ6eZpgX3Mk51oSQrDnUYMZHf7gyj54qcAgKhRYrh4HCMtv5Q7NFpw2A8veItRNnclMHCUbL2NgbQ9Znazrfqzzlp8a3H+TQsBZv0DI7HsUyduFa/POsp9LsoL30uuYefwnBN9xG5LauDG5mvq9YZ44+2zD11+qmBxt7CSONRsbvv7DIybXDlb2X9nq94aJZmIYptF0YQIwOjPOd1/5Ae++4LcY7Bqoej11oHGjeyWKey05FQd//Lrf55M//1N+eORnvGPLWxu6HVjIjXguQbiFAslvR+ZED9I/fFXTt29UrUbknCvyDboZ+aUFxC19L0sOJ7K/Z5bm7qm+SXgsCX35GJIwK3qwsrE8Zr65iJxSebpm8whXOsXdluIPISVmkAJqWZB1qUZGRsjn8+zZs4eLLirvXgshiE/k8XQP4S4ZwetTEUS2D8fg+sV8+i1rz549PP7444yMjLB58+amb9/xkrEYk1PF55CLaxg5E++gZS50DJ63ZJuE2tnjiGwK1+Yd8y6zstuWpoPl8vYhK+62oxruesXk/5wQfPONCkMD1kmmlObuClgF1Fyjez5p/bej0MGazEyhmjqUdLBs7eiV+PlNKocTgt/8qVFz0wdKtge3X1mxhey9fDciM0Pm5aeb/G0rq88XZiobR2vQKL0UMTnCNNHHTzfsv5rKCfbG5sfjzFW/rw9DmExmW4th+vrz9xJw+XnvhbfWvJ6jfxi9QRaWkYghuTzI7sb9Rhf3X8DbNt3IP+z9X4w3sVYeK2yENmtyB+gKnoesuEhEFteHlShG5PyaFlhDHvS0QT4xHxej9gzM0tx91VlYh+KC1Zr1vrBTK0pljyBbQTQAKKoHh8tPNjVBZnpkRW8Q2pL9ISRDrxmXY3uu5nauAISpAQJ5znau0HLQhi/GiyX7d5nrJ2tUnS+wMnZMTuWDmJ2Yboc8O1ZvwIhHMVOVvT+LqdyRvUhOF8618z0ZVjBwdElo7hYLa3VbUQ0vTQo+/aTJx7bJvOM8GSVQyCMsKbCcQevNlk/MLbAKHawCpiGSmaTbtDZBfRUo7peEJe6/SeHlKcFNPzOY0aq/fvrYSfTIWTw7r654uWPVWhxrN5NuExOr39uLQBS3A+splpnq+IjQmJpAaLmGyce/HBUImBfwPFdF2GgLRvfnx/bzi9NPcNuu38Wj1j4xqQPD6NERhF6/iDXi0Yb8V3N1287fxefw8v8+/Y2G439mIaPNm9xlWcXfu5nkIhPdE5EDqM6utqUjrDTZRU9FH1ZooKE8wsMJwUZRHTKaGsni6FLLPKXNykI1jFkerBUMGbVVhI06e1rKIzQLX1hlufw1FVq+zH7TKZ04cYJrrrmGQCDAZZddtmiPswQdrEKBVaUNnx7LobhkaxwFOIbOAyC/BGPC3JH9OM+7sCIAzYKNLk0HC2xUQ3s6WGld8O6HdM73w5deb70lJNWJ7POXBT6rbgXFJVfsYEmKhOq1xkrRdAy/kS8+z0q6vE/mZ7+psHdScPN/GqT1yifB9N5Hkdw+3Jsrm1EBfJfvJnvgGYyZhQdg292LRlANGT3LjJYi3OEcQq2QQdgoA+uRUcHaLlhfw38FrdPcddPgK8/dw4XhLexe/6a613cMDINpokdH617XqEFxr6Uup49PX/4xnhh5lodPNkb8twvLvhb/ntYm4SIXWNFXWorIOVfk6nGguOSKPiylBDZai+Z+KCG4SIkiub0VO6Pp0WzL3Stbbm8/ieghTCO7omNybBULLLW7OIVqRqZZKLBKOljCNMDQl6TA8vv9/PVf/zX/+q//uqiP0/ECK5uOojp8qA5vxcvTY1m8A67iAUTtWwNq54GjwtDJHX+pmD84V33eQlyOB6JZyHeQ5g5WZ6hdBdYfPmlyLAnfuU7Fo84euJVAb1kHC6wuVn5ugTVtMbDsv1kkHaPH1JFkR9HwWUlvGJD56Y0Kz0QEb/tPg0yFIiuz71E8F72hJuXXs8s6qaefe6Tu71pPszT3+kVGrEBx7/SIUB87heTyVBxvVFIj/iuwihKP6m66g/Xjo/dzLH6CT162p6ETv41qaGRMaCRa62ABXD38Ot40/AbufPZuErlk3etH0jG6HD68VY5N9eQPbyMZO2idOBZJ8cjLBNrou1xpkiQJ35Cb1Ghm3mVqqB9jKoIwjZodrEMJOF9Ei5uHc5UasZasFiK3b4D4xD4AvOdCB6uQd+qQPS0FPptGHkmSkUu8nUKzvoQvZoH1xS9+kdtuu6343/F4nHDYOm5effXV+HyLizpZgg5WDJe3+gZhaqz8zS0pCo7B9R03uudPH0HkMmX8q1L1eXvJG3mCTmt0OTb/876o8vqHSSfPLvh+vveqyTdeMfkfb5C5MFR+cpT9vRjJ8gKrEs1dS+o4SijukXSMflnC27267mbI1atkfnyjwuPjgt/6uUG2pMjSxk6ij50qwkWrSekK4L7gCtLPPljzeo3I5/DiVT0NdbBihTFip0eE2pgF5mukmJnMCvZP1vdfwSxsNNLEAXQ6N8M9+/+FGzdcx7beTQ3dRu4KInm7GjK6NwIZraU/uPyj6KbO156/t+51I5loS/4rW4HwBVaMTeJky/dRS7MROe3ZmF2p8g66K/L4lNAAmAZGcpIhr8S0RkX7wSzFff55yMgZZGP5hXewfP1ohaL+XNgilJwuJLcPp3CTa3BEmNYFz0etf89FBPuTXcX/fj4qeG5c44WkkxfijrKfN/qv2tSjVHv27OEHP/gBiYQVYn/PPfdwyy23EAp15pjd+S3CdKSqwV2YgsxYjv5Ly7eylsLonjuyD8nlwTlc+aRhH4jd0iTgYzQtWNvVuba917+GfHYKLTeNw1Vn9lNFp2YEH/mlwa3nSXx06/wTsBIIoY2WnyycQQeZsfKDWz45m0MIFqIhLAy8gcYyCN80KPOjt8Bb/9Pg1gcM/s8NCi5FIrPvMSSXF/eWS+reh++K3cT+8b+jjZ5Y8EZKvy/cWIGVtguszm4R2iHPjegXBf/VNXX8V7b6vOGmRoTfevE75A2Nj+58f8O3kSTJMrrXKbCEEBiJyZY7WGAVv7df8kG++NRXuWH9m7hscGfV60ZaoLiXyi58ktEDdPdsaPl+qmk2IufXt4MFlg9r/MnJebiYUlTDYOHvOJqGTSW0hVhWEMtBKBdFGZ6/FZYaLXhH29DBAmskVs1vvNKk+EM4dINsOjJvi7OSDsbh0u/bywihwr/S5QQPsBowC/+a03O/pXJJne9ewWCQW2+9lW9961vccccdfP3rX+e+++5r+rFa1RJgGqJV33DZWB5TF3hXlccTOFZvIP38wwjDKANNLqZyR/fj2ri9KvzMHiXJIgYM14TaLYaKqIbpMwRczX+j1U2Ld+V3wt1vVCp+WJRAL7lDz5f9zBV0ED9YvnCQn9bpXjs7VommJ1lvZCsa3KvputUyP3wzvO1+g//6oMF91ytk9j6Ke/vrGmohuy+4HNnbTfrZhwjc/KGGH7eS+ry9DY3JoplJ3IoLX4sjpVYkhEAfO4V35280dP1HRgXru2B9d2MFVr83zInEqYaueyJxiu8f/jEf2fG+prt46sAw2uiJmtcxUwkwtAUVWABv3XgDP3/1F/z901/n3rf+T9xq5fiTSDrGxhbgpLbcvj5c3jCJ6EFWb/ovLd9PNVn+rl+/iJy58g26ESakx3N0rfYUf66ErKLGmJxg6HyrCB1NCzYFZt/7hxNW18ObiqD0zMdppEezIIN3oPmInFLZrCdP19Cy4zu1KiUQQs1HCpT6BE53sOb1twatIghgJn4SRXXjKcG36JMTIFE1rqiettZ++KLuuOMO3v72t7Nx40YGBgbYtau6n7fdWhKTezUGVrrQGZn77cExdB7oGnpk4SOxRiR0jfzxl8vyB+cq5A6iSDJZPYYqWbEMnZS3yMJqbZPwr543eWJC8K/XKvRUAX4q/l6M5CSiZEXVFXCQn9YxSzxnc3MII5kYrvx0VYN7Nb15jcz3b1D42WnBH/zHSbTRE3h3vLGh20qqE88lbyL97EML9sBY/rpGPFiT9Ho7S3E3piYQ+Sxqg8kGD4+aNentc9XfYFyOEIKvPHcPq3z9vHPr2xq+f1uOgWH08TM1N/yMuNVFlBcwIgSrY/ZHr/s40XSMe/dXp61H0tGWNghL5e9dvMicROTlX8uInLmyLSTpOZuEssuD7PNbNPfCd565PqxDCXCbOeR0EiU4/8SeGsng7XMhOxZ2arQ7WOcCA8uW3N2DmrE6UI34sLyqFSp+SVjiYv8Ml/TN/vclYYmdXWku6VPKftbMP6/a2HFt69atrF+/nttvv51PfOITC3oNmtWSFFjuKgex1FgO1auU+XlgdpOwUz6s/MlDCC1X1X8FVvZZyNNDLGNtEna6g+X29SMrTlItGN0fGTH56xdM/q9LZK5aVf0toAR6wTStTkJBzqAFG9UK7CthCrQZvTgiFEIwlZpAqcDAakS/OSzz77sVXAd/RU5xo26uPx605b1sN0YiasUbLUB9hQ3RerJjcjopbczqLjXCwIpmBS9OwrUN+K9s9XvDTGbqc8CeOPssz4zu5eOXfAin0vw6u9o/jMilMRPVX+dmIaO1NOxfzQcuejf/dvCHHJ48Nu9yG467kBEhWJE5ixX6bG8Q/rpLdSu4QpVzUZWefoypCbod4FPn09wPxQWXOmogGkazeBfov4KSDtY5VGAp/hBqyjKm55rgywnTQAijDNEgTAN0rWMbhHv27EHXdd75zncCkMvlWLNmDe9617vYv38/a9as4U//9E/b/rgdLbCEEGRrmNzTY1bA5tyOQFlkTgeUO7IPydOFY3VtH4UFG40yWGMleLEkSTKe7tVNbxLGsoL3PWLwG4MSf7az9p+/EgurCBstGN2NtAmCYlE8k0/hys8A1REN9XTzOpnbzV9xf9flfPBxFcNs7LV1rtuC2rd6wUysPm+YWGYK3ZwPMyxVdAlicvTxU0hOV9UNqFL9YtR63Rr1X4FVYAlEcUOykjRD4yvP38Olq3Zw1ZorGr7vUtkFolZjk9BIxECSUbrb8xq/+4K3c15gLV948ivoc7qcscwUArHgDlYgvI1U/AS61l52ixWR83JbkxtWsnxDnooFlhqyYKOSJFXcJDyUmC2w5prchRCkFpBBWKrZDtbKN7jbUvwh5KT1gmarxOVUUkVEg2b9rFMF1oMPPsjHP/7xIjjU5XJx5swZIpEI+XyeM2fO8Ld/+7dtf9yOFli6lsI0slVN7unRbBEwOledjMzJHd1n+a/qxIX0lbKwOrxFCDaqofERoRCCD/3SIKPDt69RUOTaJ157e6uswLJho3Gr+NBmrBOVPSKcSEfpNiyjaKswRD0ygi9ynM1XvpHvHreecyNFliRJeC/fTWb/rzCzrZ/g7CJjskaRARaxvvMdrMIGoVz/o/vIiGCjH4abWL7o99WHjX7v0I8YmxnnE5d+uOXxqBIaAMVR0+huJGLI3cG2+S5VWeWPX/f7HIuf4L6DPyy7LFJkYC2wgxXeBgiSsUMLup+5yqbGyWen8L/WwQIsG0m10GejBgvrUFxwgWx3RsvPQ7m4hpE1F7xBCOBw+fEFzyM4UBnzsxIl+3uQMzkU1d0UbHQWMlpSYOkFRMMiU9xHRkbYunUre/fu5VOf+tSiPlYldbTAqhWTYxqCTCRf9dtDpzYJhZYnd+KVmv4rWzZsdMgrMZLqbAcLmoeNfvWAyX+cFNz7JoU1DZx05a4gSHIZbFTxyMhOqdjB0mcsf5ZNcY9mJvGbeZAUPF2Dzfw6RaX3PYbkdHHttVfw7WsVvn1U8NFHDcwGiNzey69H5HNk9v+qpceG2ZNsPS9SNN35HEIr5LkxI/bDo2ZT3SuoT3OfzMT5pxe/y9s2/SYbFmAIlxQFtW+oJqphIQysatoW3sytW/4L/7j/f3N2ehZ0OlGkuC/s8fy9m0GS2x6Zk4hYIdyvdbAs+YbcaNM6+enyUbYSGkCPW1tuc60bhik4moTzzKiFCpnTPbHhpe3oYEmSxI2/9zirz79pwfe1XKT4Q0hIuFyhpmCjpmkVU3LJwpgVkeNo6IviQjQ0NMTBgwd5/PHH6e5ubdt+IepwgWUdtN0VTO7ZSA5hiKrbG52KzMmdeAV0rab/ypZthl7lEUvSwfL61zTswdoXE/zRUyafvFDmbesa+7NLioLcHcSIz55sJUmyWFhxu8CyOlj2iDCajtFt5PB0DSLLrS2pZvY9invb5chON+/eKPNPb1K497Dg9sfMukWW2tOPa9MO0s+0zsSaLbCq+4PSWpq0nunoiFAIgTZ+CrUB/9VERvDyVHP+KwCvw0uXw1cV1fDNff+MKqt86OL3NHW/leQYqJ1JaMQXxsCqpg/v+B1C7iB///TXiib7SDqGR3XT5ViYgVxRPXQFz2s70T0RfaUQkdPa2P1ck91lShewCrbU0ABoeczpKauDVbJ8dHIG8iYM5iNV/VeKRy5Ggr2mctk0d6czQLYJD5ZpaEiyo2ybcqkicjqteUffI0eOcOWVV7J582auuOIKDhyY/03su9/9Lrt27WL79u1cdNFFfPnLX27owewU7kqYhtRYeQbhXDmGLD/UYkfm5I7sQ/b5G2Ip9Xl6yehZ+twZJjKgNegVapd8/mHymcm6fo+UZkXhbA3AF65o7oSrBHoxk+W5fKU0d33GRPUpRR5NJBMjjMDX4olAj42hnT6Cp2R78H2bZO75DYV/OGjyycfNutly3suuJ3d0H/pU85lZAF0Oi2hey+hepLh3MCbHSEQR2TSOBjYIW/Ff2bK9hXN1KHaUnxx7kA9d/B78LbLXSqUODNfsYJmJaFsM7nPlUd384RW389zYfn52/CHA3iDsbctGaCC8re2ZhInIgUJEzrmx8r9QuXudyE6J1Ej5N1vbm6hPTszrYB0qIBqCmShKBcio5b/y/NrGENVTMS5H6WrOg2XkkZXlkUHYac37tN5222189KMf5fDhw3z2s5/lwx/+8LwbrVmzhp/+9Ke89NJLPPbYY9x555386lf1RzK5dBQkGad7/lglPZrD0a3i6Krc9VD7VnckMid3ZC+u8y9uqHVpG2K9snUiHu9wJuEsqqF2F+tTTxicmoHvXK/ibnC11ZbiD82Ly3EFHSUjQqM4HgRrbBY09Zb9V5l9j4HDifvCcvP0722R+Yc3KnztgMmnn6xdZHl2XI2kOkk/+1BLz2GWaF59RGiHQXfSg6XbG4QNFFgPjwg2+WG1r/mThQVaLf/dhRB8+blvsj4wzM2bbmz6PivJ0T+MmYhhZiuv4C6U4l5LVwxdwg3rr+Grz/8jk5n4giGjpbIzCRsNmW5EiegBAuEL2nZ/K12SLOFdNd+HpdosrKkJhnwSSc36ggmW/8qtgGM6glqlg9UO/9W5KsnTBaoDJ56mO1hl/ivTBENbdP/VclBZFTExMcHzzz/P+973PgBuvfVWXn31VU6cOFF2o6uuuopVq1YBEAgE2Lp1K6++Wr/wyWWiuHI1Y74AACAASURBVDy9Fc3j9gZhNRUjc84uXgfLzGXJnzpcNX9wruwDskOyTradZ2FZXaJUDaP7d4+ZfPOQ4H++QWFrsPmTrRKoHJeTLxkRllHc0zF8RqblUUZm32O4t12G7PLMu2zPVpmvXSVz50sm/9+p6q+17PbiufhK0s880PJJzs6arKboElDctbFTSA5XEahYS4+MmlzTBP+qVP0VOlgPnXyUFyOv8MnLPoJaZ/mjUc1mEs5//4p8DjM93XYPVqk+cemHkSWZLz/3zbYwsGz5w9vIZ6fIpsbbcn+GnmV68iiBvtcKrFL5KkTmyN4uJLfXorkXDiGjhS++hxKwyS8w4pF5HSxTM8lM5NrivzpXJUkSSncPqulo2oNV2sESeh4ESI6FwVxXgsoKrNOnTzM0NISqWh0JSZJYu3Ytp05VJzsfOHCAJ554guuuu67qdZLJJMlkkun4CA5XD7lcbt510mNZfFXGg7Ycg+ehjS5eByv/6stg6A35r8A6uUpISKZ1Muo0C8vjW4Ukq1U7WK8mLXP4b2+Q+NCWFre9Ar0YifkjwlxSQ5gCfcYsg4xG0xM4WmRg6VMT5E8erAkXvf0ChasGJL6wr3a0gveKG9AnzqCdOtz084D6NPfJ7BRe1dNyMHAr0sdOog6sqbvdOpYWvBKHawdbGyf1z4nLyeo5vvHCP3H1mtdx6arGPhuNSO233iPa2Pz3r13UL2aBFXT7+cSlH+ahk49yaPIYfZ52dbCsQqhdwNHpySNWRM5rHawy+YbcpMcs726p1NAA+tQ4Q4Xurb1JeDgh2OFLI3KZeQVWejwHgtc6WHWk+EM4NJlcOtoQ0FkIYXWwSgusYsjzue91mzePmzt/rtUBOHPmDLfccgvf+MY3GBqqDlQbHra+qX76/QG6fTIPvfKXfO5znytebmqCTDRP0G8wOTlZ7W7QegbQnnuYWDRS9yTTivIvPgW+AElHF1KN51GqoMvP1PQZFElwNJpi0l8b0NhuubyDTE4coWfO89VM+K+/8BJ0SPzd9hRTtYkDVaWrbszpOLHIRDE2KK9kwYSJ01HySQ1jWC/+3dKJM0iAIQVr/i0rSXvyflBUMkObyNa47e0bFN73hJefHYlzRW/lQkv0rkXq7mHysR/h7K4eLl5N3ZKP8ZmJqr/DmckRgq5A07/jQpQ9cxypZ1Xdx/zxaRXwsMOTYHKy+Q6eV7iJ5xKMRcZxKg6+e+QHTGbivHfDO9r++0r+XqZPHiZ3/ixQdmpqCiM5BsAMDtKL+Bpf6r+IXeHtvBB9CS+etvx+QvhQVC9jp57H6a+efdioRk88DYChDHT0/bbcZXRpCEMwdnQCV9/sydrs6iEzdgZ3bgro5vDEDENdU7wy5eP6oJUGklJcZceY+BHr23HOlUabnI9/eE2WDHcXUmocIQzGR4/jLPlSEo/HMU0TXdfRdQvjI0wdEIAy+7NcFpQC37AOa3Cx9PDDD/P5z3+emZkZZFnm5ptv5q/+6q/m1T+6rmOaJvF4fN5nr5HA6LICa3h4mDNnzqDrOqqqIoTg9OnTrF073/MxMjLC7t27+fM//3Pe9a531XyQ06dP4/f7efYn78fl6eeyG/8Kl2u2PThzJgMC+jaG8Ieqb/Fkz99O9D81/HqmIR9Ks5o4cxjP5p309jb+Tbbf18eMSLPKK5HASyjUmaxEW909azHz0Xl/7D97xuCFKZPHblZYP9C6TygzuJYYgoBDQg0WtkjWZDjNJF58mGnw93cTCoXIGxpSzqrkVq3eRlewucedOPI87q2X0jtYu/v1nh7BX7+ic9erXdy4qfqmYvzy3aSf/Bk9v30Hktrct6W1vWuIH0/gDwYqjsRmRJr+rnDHUtmFEIzERujacSX+Oo/5zMsGWwImF6xubXy5Ib8eAN1tIskG33/1p/z2tlu4cLj9GXiRwXVI0/Pfv+74KXJAaN0GZPfiRsN87qo7+NQDf86uNRe17e8Z6NuGljrRlvs7nTmFL7Ce/oHWfI3nqrpdOieJoqZdhEKzwXTxgTVkj+xjXX8PXlVnWvbh6NYZzcjsGLAgyD3rNhaPZwDxZBZ32El41eJ4/s4VTYVX4TpxDFTwODUCJe/vYDCILMuoqlqcgumFbpXqcBd/phk6ksNV/O+lUDgc5jvf+Q4bNmwgm82ye/du7rvvPt773veWXU9VVWRZJhgMtvRZLpsh9Pf3s2vXLr797W8D8L3vfY/169ezfv36shuNjo5y/fXX87nPfY4PfOADdR/E7/fj9/vRc3G6AqvKiiuYzSCstkFoazEjc8xsmvzpww2PB20VYaOeztPcwTK6z0U1PHjW5O/2mvz3y2ReP7CwrSN7RGPnwsEszT09nkPoojgijGUm8Rt5QMLT1VxEhBGPkn/1AJ6d9bMHZUnijy5S+OFJwaF49dfcd/n1mOlpsgeeaeq5gOXBMoTJVDZe8fJYh2NyzOQkIjPTEAPrkVGTa1ocD0IJCysV4Rsv/BM+h4/3bX9ny/dXS46BYfRKI8JEDMnlWfTiCmCwa4Dvvv1utoU3t+0+A+FtJGLticxJRA685r+qIIdPxRmcH5mjhAYwChvENs392LT1eVhnTIAsFzfibLWL4H6uS/H3oMxYm5uN5BGahs3AKjG0d3CD8Itf/CK33XZb8b/j8TjhcJh169axYYNFJnC73ezcuZPjx9tfV8w7Ct91113cddddbN68mb/7u7/jnnvuAeCmm27i2WefBeAv//IvOXXqFHfeeSc7d+5k586d3HvvvXUfLJeJVozJSY/lcPU4UN21uz+LGZmTO/4SmGYLBVZ4lube4S1CmE9zj2QE73/E4Lohic/tWPhKtx2XY5YY3S0sg8TMaesXtrcIIwUGlsMbRlGbMzBm9v8KFBXPha9v6Prv2yQx4IG/f7G6D8AxuB7HmvNJtRCdYxcZ1TYJO51DqI1bPsh6Ic8jKcGhBE0FPM+Vvbzx4MlHeejko9y263cXzWum9g+jR0cQRvmowNogXDz/1WLLH95GMna4SLFuVXZEzmv+q8qqRHRXevoRuQxmerpIcz82Yx0L+3JRFH/5olUxIuc1/1VdKf4QynShwKpDczfzWfKnjmCMnUU78yr500fInTpMfuQ4euQM+dNHFvTPzNcf5e7Zs4cf/OAHJBJWnu4999zDLbfcUtaNGhsb49///d+56ab2Q2Hn9ei2bNnCE088Me+KP/nJT4r//+677+buu+9u6oFMUyefmapIcU+NZasCRudqsSJzckf2oQTCqOHmOi/93l4imSjDAYmnI7WN14shb/cacukIhp5BVtx88BcGmgn/6xoFuQ08F9nrt+blJagGSZJwBh1Mn7I+aPYWYSQdxW/m8LVA+E7vfRT3ll3I3q6Gru9SJP5gu8x/e87kry4VrPJW/l29l+8m8R/fxJhJoHQFGn4+pTT3C9hSdpkQgli6szmE2uhJUB2ooVU1r2fzr97UAv/Klkt1EXD5+dHR+9nau4k3n3dNy/dVT+rAMJgGenQUR8kIzKK4r9xxTSC8DWFqzEwdxx/eUv8GVWRH5LzWwaos36CbiefLu8xFVMPkOIPe8xhJw1GHTL8HHNNR9DmIBm1aR08ZeF/rYNWV7A+hmBKqo6tuB0sfP038a38BwGK42vr/8Ms4hzfVvE4wGOTWW2/lW9/6FnfccQdf//rXue+++4qXJ5NJbr75Zj772c9yySWX1Lin1tSxIWg+MwkIXBUo7umxLOEdjZ38HIPnkX6uNb5RLeWO7MO16eKmIXN93l5m8in63BlG051fO/UGZlEN/3h2Az85LfjxW5TiBs1CJRXa6cYc2Kgr4CB5wupgOfyzMTlBU6cr0Jw/zkjEyL/6Mj3v/nRTt/vYNpm/2Wvy5ZdN/ubyyt1P7yXXkPjh3WRe+AVdb3xbw/fd7ezCpTgrohrSeoaskessA2v8FI7+NXVz+R4eNdkWpGrB2aj6vWESuSSfvPQjyIsIt7SLKn389JwCK4ba21rU0nJQoJAZmIgeWFCBZW8ivtbBqizfkJv8QxpaSsfhs45DSsiCjRqT4wx5N/DipMlRRWZLQMI4OR/RYI8YX+tg1VcRNurqIVeng6UODNP10T8DDLzd1nnKzKSsz3b/mgXH5KgNehLvuOMO3v72t7Nx40YGBgbYtWsXANPT09x444287W1v4zOf+cyCnkvV57go91pBxZicOR0sPWuQm9Tq+q9sOVZvwHjw3zBT08i+9mQLmelptLPH6Lr65qZva7NzAo4pxjOr0E2BWidEuZ2ygZ77z5zhs8+s59PbZW5a294TooVqKC80nEEHwhBIDgnFVaC4p2P4zTy+JiGjmRcfB0nGs/0NTd0u6JL46FaZrx0w+ZMdMt3O+a+70h3Eve0yUs882FSBZcFGK7OwigysDlLctbHGInIeGRHcsGbhf//LBneyvW8b2/vab2wvldzdg+T2oU2cppR8ZsSjuDZsX9THXkw53UE8XUMkoq8wzG+1fD+JyAFUZxe+wGsG90ryFiNzsgTOt7rfsi+A5HShT00w2GN5sJzIXD4A+lQEz9pyr11qJIviknGHzn3w5UJVjMtRu+t2sGSnG3lgEMXhxlk4J+iJKLLPj3P1hkV/rra2bt3K+vXruf322/nCF74AwMzMDDfeeCNvectb+Iu/+ItFe+yO5S7MxuSUF1iZcYuJVY+BZWsxInNyx14CIZr2X8HsKMkjxRDARIczCT1dg0iSwjeePcH2HvjbJqNwGlGlAss2uqs+udj1i6YiePVs0wyszL7HcG3e2VLB/KntMjMa3HOo+njWe/lutFOHasayVFI1mnssY0NGO7dBqI+dxDFYe/R6NiU4kmwtHmeuPrbrA3zq8o8u+H7qSZIky+he8rcRwsRITqIEV+6IEMAf3rrgTMJE9ACB3tcicqrJ0+dCUqQyH5YkSSg9AxiTEwx5JRJ5OJSU2RIQGPEo6twO1mgW76AbqYNfjFeq5K4gSBIu2dsQzd0088hyOQNrKSJy9uzZg67rvPOd1rLOnXfeydNPP833v//9oo/8b/7mb9r+uB371OYylQus1FgWJPA06MFajMic3JF9KKEB1N7a/pZKChcKLEVYBUgnjO6mEBxLCn54wuRv90nElUG8maN85zoVl9L+g0SluBw7EFXtmh1ZTSfPICGaiskxpuPkjr6Id8fVLT234S6J92yU+NKLZtUsSM+Fr0PydJF+trkA6P5qHaxMZynu5kwcMz2No04H65E2+K+WQvMyCdPTYOgr2uQO1lhvobDR1zYIa0tWJLyrXPM3CXv60SfHGSzsZmRNiQscSTC0iiPC1zYIG5OkKMi+AA7c5OrkEQphIkx9yTYIS/Xggw/y8Y9/HEcBbvr5z38eTdPYu3dv8d/nP//5tj9u5wqsdBTF4UWds42UHsvi7nWiOBt7KosRmZM7ug/X+a0Rql2Kk4DLj1kosEbaiGoQQjCSEtx/xuRL+w0+9AudK36g0/0tnfO/q/P2nxv8/Ysmx3w38hb92/Rl97XtsUslV4rLsQus7tm/W3Z6BKCpDlZm/69AAvdFV7b8/P54h8LpFPzb8cqvveRw4t31JtLPPGjlYDWoPm9vGdHcVjQ9WQyE7oS0MXuDsHYH6+ERkwt7oN+zsgosx8Ba9InTRaixSFostZVscgcIhLeSmR4hn020dHtDz1kROQU/12uqLN9Q5UxCY8rqYNnaJKzPslJicjf1QkTOa/6rhqX4QzgMtf4WYWGD1u5gCWEidK2jBdbIyAhbt25l7969fOpTn+rY49rqoAcrUtngPppr2H9lq52ROcZMHG3kVbquvbXl++jz9pLOx5Cl1jtYUznBS5OCl6YEL01R/P+ThVQhjwIX9khcFIJ3b5DZHpLY3iMx6AXT+HN+8W/P8OSPP8r1v3M/Tnew9oM1KcXfi0jPIPI5JKfVaSwWWD6rg2UKE5GxWsa+ZgqsfY/hOn9HUxt+c3VRSOLGNRJf2Gfw3o1SxUUF7+XXk3r8x+SO7se9uTG6dp83TDQziWEaKCVr3bHMZEczCPWxk6CoqOHapu+HRwQ3Da+8UZI6sAaRTWMmJ1ECvYhpu8Ba4R2sQucpGX2F8JrG8COlmp48bEXk9F3Y7qd2Tsk36Ca6L4EwRXHMp4T60V/4RbGDpUqCVVqEBOUFVmYijzDEaxuETUj2h1DzU+SzU/NicEplmoUCq9DBEpoGQiA1ifBZiIaGhjh4sD08ulbUwQIrNs/gDlYHa+CK5k5WjtUbSD//MMIw6m5V1X1eR18EaMl/Zcs6EccY8NTvYKU0wSvx2SLqxUIhNVIozFQJtgStouHNa2S290hsD0mc101V7IKiunjdW/+BB//lzTx7/6d4w833Nr0NWUs2C8tIThZP8s5A+YgwkUvi1TNIrgCKOj+ouZKMmQS5o/sI3vr7C36On90hc92PDX5+VvDmNfN/d+f6bajhIdLPPNBEgdWLIQziuUSZ3yqamSTcSYP7+Clr60ap/nE9NSM4Pk3LAc9LKbXfGilr46cLBdYkSDJyd+eK2MVQd89GJFklETvYUoGViFj+LX94cRcNVrp8Qx7MvCAby+Pps07eamgAkZmh20jhUVwMeQQkouBwIvtmv8ylRi3T7Gsjwsal+HtwjFv8wVwmiqer8he/WchooYOl2xmEvz7LBB0rsLLp6Dz/lZbSySf1pr89OIbOA11Dj5xdcGRO7ug+1PDQPONjM+rz9nIgeqgMNqqZgsNxeGlqtoh6aUpwPGklMwFs6LYKqd/bPNuR2hwAZws+Kl9gLZe95U6e+I8PcuT5u9h86cda/n3mqkhzT8aKBZbDp+AbcuMZshlYk/iNHK4qH7ZKyr74OAjwXNz6eNDWNYMS/397Zx7eRn3n/9fM6JYl2ZKPxAmJY+dw7ouEAOGmXIWSJWnL0ZZSCJTAZimFLmy3W5Zevya0lLZcZaF0t8BSCltoy1IgTSBZaAikdsht505sx7ds69bM/P6QJVvxbUvyke/refIkkTQzX9vjmc98jvf7zNyYCfRl3UzRSZKEbckltG54BW3V3cjmvs+5+IRorb8hKcBqCDQxPit/yGvuL9Gao333X1WNzv4rICbHoBiI1h6D6QvQWpuQnTlDfngabmTFhMM9DW/d4Pqwmut3YXcVYTT1TxvudCV+//BVBRMBlpLTLtXQXMt42xlMtWuozXUYXLlJD5++qmBM5No6us+1TKI43SgHI2CPiY32HGBFkGRDYkBDj4RBMYz63+uBkLkMVqC+Sy+Bv32CcMAlwk6WOUMOsCp2DCl7BTGx0ff8DYzPknjjiMYHJzX2eWOGyxCza5ibI3Ht5HhGCmZlS9iNqb0ZFpZczvTFa9i5+fu4xy0id8LSlOw33gujeju0sCRZYuF90xIGmPX+BhxqmCxX/0VG/eVbMJfMQUlBpkKSJO6fJ/PFv6psr9dZlNtNmfDMS2j53/8i8On/YT/zkj732VnNfaanQ9CuIdCYdvmCzkRqjpC1fF6vn9lUrTHXDbmW0RdgSYqCIa8w0eiutzaO+vJgHFfuTFrqB1ei8NbtwZUn+q/6wuQwYHQY8FV36Cl2iI3W8pVpkxmvRFDL6hKBVxx/tVBwHyiK043c4m8PsHqeJDx1gpBI6LTKXkGGm9xPzWD5q4NIMljzBvZNT5VljtrSSPTk0SEHWHntoozXTo4y3SVx3jiZn50t897VCvVfNlB1k5G/XGXgJ8sUbpkhsyRPTnlwFWf2uQ/gHr+Yj978ekJ7bKhIFhuSydxlkrAz9YEGnFqI7Oyifu1T87US2l/WL+/B/nLdFIliB6zf0b19jsEzDlPJXPzb+jdN6DI7MMnGpEZ3XdczapOjtjWjtXn7tMjZWKVz0RD8B4cbY36HVIPe0jTqG9zjxDwJ9yQa+PuLrut463fhyhX9V/3BPt6SNEkoO3JAMaI21fLdxQqrJkVRm2q7SH+ICcKBIztzMIZj53OoFy2sWH9Wx71dj4SRDCLASgshf32XJnd/TSylKxsGvoxUWOaEKncAYJ7ae3agL+JaWFdNbOK9aww8sVxhzSyF88fLeDKcUZAVI2d99ilUNcRHb92NrvXs1ddfJElCcXpQvT0HbHW+ugFlsAI7PwRdwzqE6cFTMcgS986V+d1BnUMt3d/Q7EsuJbT/70Sb+9ZwiYmNepKkGtrCPsJqOGMaWPGgo7cS4eFWncNtqdG/Gi4MBWfESoSMvQxWNNyW5BfaH4K+WsKBRpHB6if2Qgv+zlpYsowhJ49o48nEa2pzfVKDe6StvUVFZLAGhOJ0IyNjMrkI9iLVoKnhjv4rXc/4BGFvfPjhhwn9q9mzZ3PHHXcQCoVSfpyMBFjRiA81GujS5O6rCQ16esNYWEzkxNAyWKGKcgwFk7o4qw+UeIDVnWbScGDNGs/SK5+g9sj77P3osZTsMybV0Njj+43eoyjo/ZZoCJRvxjRldspvpLfMkMkxwaM7u5djsC5YDgYj/o839mt/p6q5xzWwMpXBitQcBVmJ6b/1wKZqHYnR2X8Vx1BwBmpzPVrQj97aNGYCLGcny5yB4K3fBSAyWP3ENt5CsCFMNNjxQKm4C1DbAyxdjcbEazuVCOPSDiKDNTASau6m7B5LhLquo2mRDomGaDg2QThCAqz58+ezbds2ysrK+PTTT6mrq+Ppp59O+XEyEmCF229KnUuEuq7jH4DJ86kYC6egeutRfS2DXlfcf3Co5FrjAVZqSnKpoGDyBcxcdi+7P3yE2qObh7w/xelG66VE6GuJaTX1R2RU87cR3Pd3rIMUF+0Nm0Hi7tkyz+7TaAh2zWLJFjvWuefg//jdfpVtTlVzTwRYGZgi1II+2ja/jnHiVCRD96PQAJuqNOa5wT0K+6/iGOOThCcOQqBtzJQIrVnjMZqzaRmgoru3bg8Go11Y5PQTeyfLnDiKOz+RwdJbm0DXkoaZfNVBZIOENTfzHrKjGdnR7keoZPVYItR1FXStk0TD8EwQrl+/njvuuCPx/+bmZnJzcwkGgwnR0XA4TCAQQB6iN2J3ZKTJPRyM3Zg7B1iRtqE5mMctcyJVh1AG0UMVba4jWl+Fc+otgzp+Z2xGK1km+4jJYMWZedY3aKjaxkf/u4ZLbnoHa9bAlerjKC4PkeOVPb4faa0B+icyGtj1N1Cjg1Zv74u7ZsmsK9d4YrfGdxZ1nVixL7mU+qf/lcjxyj7d2PNtuezs1KQct8lxp1kHS9dUGv/zx6jN9eR/o+cspK7rbKzWua5o9PZfQYdxa6iiDAAle2xksCRJwjUIy5xY/9UsYZHTT2wFZpBjQZNzih0AQ04+wZ1/A0BvF0ru3IPlrwpiG2dBSoP7xVhGNluQzDaMUqRHsVFNjRBSw1S3nMDgb0Bt88bcKLypmyCc5JyIpQ9NrdWrVzNjxgzWrVuHy+Xi2Wef5dprr8XtdnP48GFWrFhBZWUln/3sZ7n99tRbg2UmwAq0B1iderD81QPzIDyVzpY5lkEEWKGKmOr5UPuv4uRZc6kdYQGWJCssufJxNvz2Uj56807OW/UKsjy4H7nSR4lQC9SjG239GikPlG3GNGVW2rzm8qwSt8yQ+cUujfvmyVgNyRdQ8/SFyE43/m3v9hlgxXuwNF1DlmQaAo04TFmYlfQ+iXn/9DzBPR/jWf3vGHtxjT/cCkfb4KJRqH/VGdlsRcnOJbi/PcAaIxksiAmODjSL7K3bgydFU8CnA7JBxpafbJmjuAvQ2rxo4SB6+7Wrcw+Wrzoo+q8GieLMwaQ30+Y/2e37mhrmuK+eb370VNrW8MyVP2W6u6TXz2RnZ7Ny5Uqef/551q5dy5NPPskrr7wCQFFREWVlZbS1tfGlL32J1157jeuvvz6la8xQBqsRkDB36lvx1QSRDBKW3MHdqIZqmROq2IFxfNGQFMQ705Mx8HBjseVy1lVP8f7vV7H7gx8zZ/ng/JYUlwc9FEAL+pEtyXZHgWgQc7gVxda3NpQW9BHcux3XNUPPHPbGvXNlntqj8Zv9Gl+flfzUJCkKtsUX4f/oXVyfu63X8lueLZeoFqU52ILbmp2RCULftndp++sruK5djXXWkl4/u7G9/+q8caM7wIKY4Gh88GSs9GABOD2lHCh/HjUaROmHvZIaDdHaVEnJ/K+mf3FjCPv45Eb3zlINurcByWJHtsSyW7qm468Okrcota4Xpwuy040h0kIw2kMGS4sw0Z7Hr674CZIkEa2vBqMJQwp/ryf1s9937dq1rFixgpKSEgoKCli4cGHS+1lZWVx//fW88MILozTACtRjtrqROtmNxPuvhuJgPhTLnFBlOdY5Zw/62KeSZ/NQ2ZQ6A+pUkjtxGbPPfZCdW76Pp3Ap44s/M+B9JMRGvQ1dAqx6fwNOLYzFMb3P/QR3fQRqJC39V50pcUqsLJJ45FON1aUyyinnmX3JpbRtfJXg3o97PQ86BhjqcVuzafA3pnWCMHR4L00vP4Zt6WfIuvC6Pj+/qUpjYS7kmEd/gGUsOIPQ/r+DydrlHBvNuPJmga7R0rCfnIK+M+atjRXoWlSYPA8Qe6GVxt2t6Loem3yOB1hNtegtyROEgfowWlQXGliDRHG6MXoPEVVbUaOBLu4dmhrGarIzzjMVXdeJ+DSU7DwUR+YD2tLSUoqKirjzzjtZt24dAAcOHGDSpEkYjUbC4TCvvfYa8+alpprVmQw1uTd01cCqGbgH4akYJxQTqT6Mrg5MiiDaUIPaeHLI+ledyT9l2mykMf3MOxlffBnb3lqLr+XYgLdXnB0B1qnU+RtwqCEcrr5FX/3lmzFNLsWQk34l9PvnyxxogT8c6drMbiycgnFCSZ+aWHkJsdHY151Om5xocx0Nz/07polTyfnCP/ZpdxTvv7pwFOtfdSbehyU5R7dFzqk4PTMA+i04Gld+dwqT5wFhK7SghjRCTTEPPMXpAVkm2ngS3duY1ODurxIThENBcbpRAlEAgr6unT1iNwAAIABJREFUlZvkCcLIsE8Qrl69mmg0yqpVqwDYtGkTCxcuZP78+SxcuJCCggK+853vpPy4mQmwgo3dTxCOG9r0RmfLnIEQqigHScJcMmdIx+9Mns1DU7CZSLuD+EhDkmTOvPxnGM1ZbP3zHQmfqP4iO+N+hD0FWGHc7qm97kMLBQju+Tjt2as4S/JkLhov8eNyrduJQduSSwjs3Irma+1xH9kWJ0bZkCj/NgSa0pLB0sJBGp59GElW8HztO/0S5DvQAsd9cNEolmfoTNyTUBrlHoSnYjRlYXdN7rdUg7d+N3bXZGGRM0DsnSxzINYKoLhyURtPorU0JPV8+qoDmJwGjFkZMzMZUyhON0prrI+6Oy0sXQ13iIwO0wRhZzZs2MCaNWsSk4O33norO3fupLy8nF27dvGLX/wCiyX1wXZGAqxIoCGpwT3cHEENaoNucI9jSkwSDqwPK1RZjnFCCbLNMaTjdybP5kFHpyHQlLJ9phqTJYezPvsMzbU72fH+wwPaVjZbkCx2NG/XRveG5iMY0XBlT+l1H8FdH0EknLEAC2JZrG11Ou/XdBNgLb4IdBV/2fs9bi9LMrk2D7X+enRdpyENPVi6rtP00qNEa47iue2hfuuybarWkSU4b4wEWPFmfsmROSPtTOEcwCRhc91uUR4cBCaXAYNNSehbQazRPdpUi97SkKyBVRUc9AS7oF3N3R8LnLqbJIypuHfSwJKV2J8MU1VVRWlpKWVlZdxzzz0ZP/6wZLB8Ne0ehEM8wWW7AyU7d0CN7rqup8R/8FROLSWNVNzjFjDvgoc4UPYsx/f/cUDbKi5PtyXCZm/s+2/vo+kwUL4Z4xnTMHgGLxcxUK6YKDEnB9aXdxUeVRw5WErPxL/t3V73kWeNTRK2hFuJaFE8KZZoaH3nvwn8/T1ybvompom9ZwE7s7FKY5FHwmUaGwGW7HQjWbOQhij8OxJx5c7qV4DVYZEjAqyBIklSrNG9KrnRPXryGPhbUU7RwBL9V4NHcboxaAaQ5C5aWB0io3ENrJgHYV8tD+mgsLCQvXv38sEHH+BwpC6h0l8y1oPVWcXdXx1ENsmYs3ue3uovxsKBNbpH66tQvfUpk2eI07kZeqRTMv8WJk7/HJ+8cy+tTf0PTmNSDV0DLH9LrETbm8ioFgoS3LMN6/zUeQ/2h5gJtMKfj+nsauyuTHgp4cN7iNT2bGUSV3Ov98eyd6ksEQZ2fEDLm7/BcflN2Bac3+/tdF1nU7XOhaNcnqEzkiSRu/ohjEuvGO6lpBxX7ixC/jqCfVwfOixyRIA1GGyFli4ZrLhnbbzJPRpQCTVGRP/VEFCcbiQkzN2ouWtarE0mkcGKhEeMgnumSXuAJUsQDjUlZbD8J2P9V0OZIIwzUMucUEU5yHJK+68A7EYbVoOFusDIzmBB7Ea26NJHsNjy2fqn1ajRQL+26ymDFWmrRlVMGM09S14E92xDD4fSJi7aG9eXSEy0wyOfdh2GsM4+C8lix/9xz83ucQmOhhTb5ISrDtL423VY5y/HeflNA9q2wgtV/rHTfxXHXDwHKUXSKSMJV24pQJ+K7vE+LZHBGhz28RYCdSHUcCxjbcjJB7393+0ZLH9Ne4O7yGANmnhPrtno7NKDpanxAMsU8yAUAVb6yLLLoGvJAVZ1aMj9V3EGapkTqijHdMb0hB5KqogZA+eOigwWgNHsYNnVz9DadJCyjf/ar20Up7t7sdFAA1g8vaaAA+VbME4owZBXONglDxqTInHPHJkXKnVO+JKzWJLJjG3h+fi3bUDXuvcvzLfHMlh1KVRxV9uaaXjmIQy5heTceB/SAG0aNlXrKBIsHwP6V6cDWdlTkBVLn2VCb93udoucvidyBV2xF1pAjz3EQ8wuJ068yd1XFUSSwZovLHIGi2xzgGLAJNsJndKDpWux6UJZNkJ8grAfQztjkbQHWK6s2CHiTe66pscyWClKz3a2zOkLXdcJVe5IeXkwTkwL6zCHvccIDXBKbzhw5c1i4cU/5PDOFzmy+3d9fj6eweo8kafqGqZQCwZ7z7ILejhEcNfWjDa3n8rqUhmbAR7rxgTatuRS1KZawgd3drttns1DWItwqPkwLrMTkzK00rYejdDw3PfRIyE8t30X2Tzw34WN1RqLcyWcY6T/aqwjyQpOz/S+A6z63ThzZwqLnEFiG2cBCXwnYgFWXGwUuzORRfFVB7EWWJAN4ns8WCRJQnHkYMTcpeytaxEkSUGSlViDO8M7QTicpH1GNRFgtWewgg1htIg+ZImGOAOxzImePIrW2pTyBvc403KK+e89/8PNf7obCYlcm5vCrHEUZo1jgiP2d6FjPIVZBThNjmFp+juVojk3UH9iK3/f8M9k589LlDK6Q3Z5IBpB87ei2J0AeENestQQ1l4a3IN7P0EPB7EuyGz/VWecJomvz5R5YrfGtxfKSY3hpimzUDzj8W17t9vgOz7AsKe+YsjlQV3XaX71CcJH9pJ31487bgAD3MemKp2vTBM3iNGEK29W3yXCut3CImcIKCYZa64p0YelZOeBJCE7OxTEfVVB0X+VAmSnG6PaitdXnfS6pkWT+q+QZVBOTzmMjAVYFlt7/ftk+wRhikqEA7HMCVWUx9KaU2an5Nin8vWFN7Oq9BqqWms40Vbd/ncNh71H+eDER3hDHXpLWUY7hfGgK6uAQsd4JrQHY3k2D0oGR1oXXPxDmk6Ws/XPq7n4hrcwmLovn8blAzRvQyLAqg804tRCOF2Te9y/v3wzxvFFGPP7Z22QLtbOlnn0U41f7dG4f37H91eSJOxLLqF142toK9cgm5LPzfz2AYb9TQdZkD+0c8e3+Q18H/4vOdd/A3Px4Pa1zws1gdHvP3i64cot5djeP6BrapKrRZy4RU6xsMgZErbCjklCyWCMCY62B1hxixzPHOdwLnFMoDjdGENHCYVqk6oaMYmG+ARheNgmCPtDMBhk0aJF2Gw2Pv7445TvP/0BlkNGViwoxpj1hb86iMGqYHKm7tD9tcwJVe7ANGn6oEoy/SHWh+Uhz+ZhfkHXm2db2EdVWw0nWmuobosFX1WtNextqKDWX48Wb8aUDYyz5ydnvrLGJQKyvhzEB4rBaGPZ1c/w1xevYPuG+1lyxePd/kJ0tssxFsY0rxrbTmDSNTzu7m1y9EiY4M6tOC5amdI1D4ZCu8SXpkr8bKfG2jkyZqXja7SdeQktb/2W4KcfxvSxOpFtdqFICmE1PKQJwuC+7TT/4WmyLvgH7MsuH/R+NlVpKBKcWzAyL1qC7nHlzkJTg7R5D+PI6WpSG7fIyRYThEPCPt5C1fsNCcscy7xzCDtiWehQUwQ1pIkMVgpQnDkYjqmocpBouC3xuq5HO1TcR3iD+7e//W3OPvtsysvL07L/jGSwTNaOBmhfu4J7KiNa44Ri/Ns3oqsqktJ95kfXNEKVO7Cfe3XKjjtQskx2prtLunUAj6gRTvrq2oOu6tjfbTWUndzFmwfeTerp8lhzkoKuCVnjWFAwNyEVMRgc7qks+swjfPTmneQWnkXx/Ju7fEZJqLl3NLo3eQ9iAfI807rdb3DfdvSQH+uC4eu/6sx98xSe2x/lxUqdW2Z0nIOG3PGYimfj2/ZulwBLkRXybB5qfLWDLhFG6k7Q8PwPMU9fiOtztw3pa9hYrbMkT8Ih+q9GFXHrG2/dnm4DrPgEobDIGRr2QitRv0rYG8WcbSRn5RoaG2PXrHjp0CYmCIeM4nSj+CLggGAnLax4BkvXdfRoOKWC3gNl/fr1VFZW8vTTTwPQ3NzM1KlT2b9/P7t27aKiooJ77713FAdYDhmTpeOm5K8J4ZySWiPXDsuc4xjHdV+qitQcRvO1pK3/aqgYFSMTnYVMdHadstN1ncZgEydaY0FXVXvm61hrFVurttMc8mKQDVw+5UKun/UP/XYZP5UzZqyg/sRWyt/7N3LGLSCnIPl7JRmMyFmuJKmGttajWICsHqaeAuVbMIyb1OPPJdPMzJG4ZpLEIztUbp4uIXcK9O1LLqXpd79A9TYksnVx4gGWZxA+hFrAR8MzD6FkufB85cEeHwL6Q1z/6tYZov9qtGGx5WK25eGt383E6V0f9Lx1wiInFcTlF3zVwS5ai76qAAZ7aisopyuy042hNQQO2icJs2NBla4hK0bUQBhfTRQlqCO39E8KaCBY880opt6vg6tXr2bGjBmsW7cOl8vFs88+y7XXXovZbOaee+7hjTfeoKKiIuVri5OxDBaApuoEakOMOzu1Ss2mTpOEPd3IQxU7wGDEXDT6ng4lScJjdeOxupmX37V80BJq5c8H3uF3e97gzQMbOP+MZdwweyUze8gq9ca88x+isXo7f/vT7Vxy09uYLMmaRIozWQsr3FaNKimJn3Fn9GiYwKcfknXBigGvI518a77MeX9UefOoztWTOwIs64LzaXr1CfyfbMRx8aqkbeLZwYFmsHRNpeE3P0JtaST/Gz9Dtg3t5rmnGWoDcOEY0786XXDlzuyx0d1bvweXyF4NGXOOEcUs468K4p6ZnD3xVcca3EdqT9BoQnHmYFRjAU4sg5WNrsckGiTZhP+4j10vRoCBeQX3lwX3TiVrorXXz2RnZ7Ny5Uqef/551q5dy5NPPskrr7zC/fffz1133cWECRNGd4Dl7BRgBetC6GrqJgjjJFnmLLqw28+EKsoxF80c0fXgweI0O7hh1nVcN+Nq3j60iZd2v8bX37qPxePmceOslSweN7/fFxTFYGbZ1c+w4YXL+OTte1h2zXNJ254qNqoG6oiYXd3uP7i/DD3oGxZx0d44t0Di7HyJ9Ts0rp7c8QQkW+1Y556Db9u7ZF20Mulrik8SDjTA8v7xOUL7tpN7x/cSXntDYVO1hkH0X41aXLkzqTrwVpfXdV3HW7dLNLinAEmSsBda8FV3zZr4q4LklA5fyWosoTjdKJqCLBtjfoTWaehaTMxZVoxYsgPMvsmMIX9iWgLa/uqYrV27lhUrVlBSUkJBQQELFy5ky5YtvPnmmzz88MMEg0GampqYPXs2u3btSukaM5PBssQCLH+7B2GqREY705tljq6phCp34LjwupQfdyRhVkxcM/Uyriq+hPeP/Y0Xdv2eb/71u8xwl3Dj7JWcN3FZv6YT7a5JnHn5Y3z4xlep2P400xd/PfGe7HInaY7JoSboJnsFECjbgiF/IobxRUP+2lJJzD5H5rp3VbbWapyV3xFk2ZZcQsOv/o3IiQNJvoDxDNZAfAh9H71D28ZXca24A0vp4pSsfWOVztJ8CbtRBFijEWfuTCq2P0007Eua1g356wgFGkQGK0XYxltoOehLek0NawTqw0wQ/VcpQW63yzGZXIT8dShWOgIs2YguRcmaYME4LrUtQQOltLSUoqIi7rzzTtatWwfAjh07Eu9v2rSJ++67Ly1ThOkXGnV0ZLB8NUGMDgPGrNTHdb1Z5kROHEQP+kZs/1WqUWSFiyafyzNX/pRHLv537EY73928jpv/dDd/rnyHcLuVQW8UllzOtMV3snPLD2io2taxb6cHzRtrGNV1HXO4FaO9q5aTrkYJ7PwA6/zlIzId/7nJEtNdsH5HsvCoZcZi5Kxs/NuSrXPm589hUcE83P3MYIUO7abp5Z9jO+uylJVItfb+q7Fmj3M6EQ+gvA17k15vros9Obvy0iMhc7phL7QQqA2hRTt+v/01QdCFRU6qUByxh02z4kg0uccmCA1IkjSiJghXr15NNBpl1apVfX84haQ9wLKaO5rc/dXBlJcH4/RmmROqKEcymjFNnpGWY49UJEliyfgFPHrp93jq8vVMyZ7M+q2Pc8Prt/Pynj/gj/h73X7OuQ/iHreQrX++g1C7Wq/i8qC2NqJrKr6Inyw1iL0bk+fQ/jJ0f1vGzZ37iyJLfHOuwmuHdCq8HRoukqJgW3wR/k82oqvRxOvT3cU8eun3MPQjAxhtqqPhue9hmjSNnM/fnbIAc3cT1AcZUwbPpxtOz3SQ5C59WN76PcIiJ4XYx1vQtQ7dRYgJjCKBrUAEWKlAUgzIdhdG2RYrERLLYMmyMTFBOFICrA0bNrBmzRqMxq4uHBdeeGFasleQgQALSGSw/CdDKRMYPZXeLHNCleWYimcjGYZmcTKamZk7ne+d/wC/ufqXLBm/kF+V/Ref/8NtPFv+As1Bb7fbyIqRpVc9haqG2PbWP6LrWmy6TtPQ2ryc9B7Boqu4cqZ02TZQvgUldzzGCcXp/tIGzVemSeRZ4aefJmexbEs/g9bWTHDvJwPepxYK0vDsQ0gGI56v/VtKPbg2VmkYZThH9F+NWhSDBUdOcRfLHG/dLmGRk0LiVmz+dlkGaLfIyet78kzQfxRnDibNlAiwNF1FUgygRkHThj3AqqqqorS0lLKyMu65556MHz8zAZbFgxbRCNSlzuT5VDpb5nRGV1VCB3alzX9wtDHZNZEHzl7LS597iiuLL+GVvW/whT/cxs+2/YrqtpNdPm9zFLL0ysc5eeQ99n70WJLYaE39PgDyThEZ1VWVwKcfYJt/3ogsD8axGCTWzpb59X6Nk/6OLJZpQjHGwildyoR9oes6TS/9hGjtcTy3fhfFkZ3S9W6q1jkrT8JmGLnfU0HfuHJndQ2wxARhSjFYFMxuYyxr1Y5fWOSkHNnpxhhVEhWOmEuBMWaRA8Nu8lxYWMjevXv54IMPcDgyP9yQ9gDrwLEIVsdE/LUh0ElbibAny5zwsQr0kP+06b/qL/n2PO5efCsvr3iGG2ev5K9H3uemN77O9//vUQ42H0n6bMHkC5l51jfY/eEjNLbFRlpVbwONjZUAjDtFeTp0YAear2VYvQf7y50zZQwS/HL3KVmsJZcS2Pkhmr+thy270vqXFwmUbcZ90/2YJnYVkhwKif4rUR4c9ThzS/HW7UnYi6jREK2NFaL/KsXYC62JAEvXdXzVQSEwmmIUpxtDWCfor0PTouh6e4kwGgZJhtO4agQZCLD++dEGDKasWIMhqfMg7A5j4RQiVckBVqiiDMlsxXTGwDWhTgdcZidfnXs9L6/4D9Ys+hrltTu55c9reWDT9/m0tuMpe+aye8mbeC4fv/fPhBUV1dtAm/cIKhJO54SkfQbKNqO4CzB2msIbqbgtEreVyjy+W6Mt0pHFsi26EFQVf9n7/dqPv3wLLW/9F84rvow1DbIUOxuhMST0r8YCrtxZRELNBH01ALQ2VaJrUZHBSjH28ZaEcnu0VSPqV0UGK8UoTjcGv4quRfB5j4CuIynGEe9BmCkyVoz2V4cwZxsxWNNnYmwsLCZScwRdVROvhSp3YC6eE6sLC3rEarCwqvQaXrr2aR48+5+obqvh7nce4O63H+RvJz4GSWbplY8jyQqV444T8dYRaK0iYLQl9Y3omkpgx/+N2OnB7vjGHJmWMDy3ryOLpbg8mGcswr/t3T63Dx8/QNML67EuOA/H5TemZY0bqzVMMpwt+q9GPYlJwrrd7X/vSnpdkBrshRYirVHCrRGCtZHEa4LUITvdGHyxQQJvXeyBXJYMI2qCcDjJWIAV9yBMJ50tcwD0aITwoV2Yp4n+q/5ikA1cUXwxv/7sz/nhBf+Cqqv886bv8bU3/4nNtbtZfOXjtCpeDhx/HdVfS9SUrPQeOrATrc2LbcH5w/QVDJzJDokvFkv89FONqNaRxbIvvZTwod1E66t63FZtbabh2X/HkD+RnBu/mbagclOVzrJ8Cavovxr12JwTMZiy8NbHpBq89XuwOSdhNAsBzFRiTzS6hwjVRlDMMuac07tklWoUpxtDKHbNjPcVyooBPRISARaZzGDVBNNaHoRkyxyA8NF96OEQ5mkL0nrcsYgsyZw78SyeuOzHPHbpD8i1evj+Bz/lnz55noh1Nkd8fyOr5RhYkkVGA+WbUbLzME6a3sOeRyb3z1c40gavHOwIsKxzzkay2PD10OyuR8M0PPcwejSC59aHkE3pOb81Xee9GtF/NVaQJBmnpzRh7uyt2012XlcLLMHQsOSakE0SvqoAwZMR7IXCIifVxOxyYtWhloa9IElImh6bIBzmBvfe2LRpEzabjQULFiT+BAKp90vMSIClhjRCjZHE6Gy6SLLMoV3/ypo1oqUCRjqSJLGgYA7rL/4u/3Hlo8zKncHTDivHjNmYtDAGW4fI6GgsD8ZZ4JG4bILE+h1qovlYMpmxLjgP/8cbEq/F0XWdpld+SfhoBZ6vfQdDTl7a1rajEZpE/9WYwpU7M/HE763fjStXBFipRpIlbONifVih2vTff05HZKcbRVdQFAutTQeQZQN6XMh6hGewZs2aRVlZWeKP1dq7r+FgyEiAFaprr3+nOYMFyZY5ocodmEvmIPVDHFLQN9PcxXx3+X085bkanz6VKqMTz/hliffDh/agtTSNiunB7rh/vszfG2BDVacy4ZJLURtqCB9K9qhqe/91/FvfJueLazFPSe/NcWOVhlmBZfkiwBoruHJn0tpYib/1BCF/PS6RwUoL9vEW2o4GCDVERf9VGlCcMRFxs9EFmookKejRSCyTNQImCNevX88dd9yR+H9zczO5ubk0NjZm5PgZ6fwO1kZAAmtBenuwINbo7t+2AT0SJnRoN66rv5b2Y55uTMyZzM0HIhSu/5Tm1g4Zg0D5ZhRXLqbJpcO4usFzSaHEQg+sL9e4dELs2cM0ZTaKuwD/R+9iLp4DQHDvJ3j/8CuyLlqJfeln0r6uTdU65+RLWET/1ZjBlTsTXYtwfP8fY/8XAVZasBdaOLm1KfZvkcFKObLZimSyYFJivpqSrKBHIkhGE2o0QGu7lE86cLinYjD27nO4evVqZsyYwbp163C5XDz77LNce+21uN1u9u3bx6JFi1AUhVtuuYU1a9akfI2ZCbDqwljcpowo6MYtcwK7P4JoROhfpYG42KjW1kz8FNI1DX/5FmzzlyPJo1MpOWYCrXDjRpWyBp0FHglJlrEtuZS29/6H7OvuJNpcR8NvfoSldDGua9IfvKuaznvVOvfOHZ3fU0H3OHNjDyFH97zabpEzeZhXNDbpHFSJEmF6UJxujLQCJDJYksFEa2Mlf33x8rQd9+Ib/0JOQe8DbNnZ2axcuZLnn3+etWvX8uSTT/LKK69QUlLC8ePHcblcHD9+nKuuuorc3Fy+8IUvpHSNGctgZerkjlvmtL33B2S7E+P4oowc93RCdsXSwqq3AZyxHqzwkb1o3oYR6z3YXz5fLPHgNlhfrvLCxbFfD/uZl9D6lxfwbXuXtk2voThycH/lgYyUnssawBtGGDyPMUyWbKyOQrx1O3GPP1NY5KSJ+H3HmK1gsIhWkXQgO92Y1NiktSQbYgGW0YTDNZWLb/xL2o7rcPdPZ3Ht2rWsWLGCkpISCgoKWLhwYdL7EydO5IYbbmDz5s2jN8DKPiszI8hxy5zwwZ2xZutRmk0ZySjO9gxWpwArULYZ2ZmDacro1vIxyBL3zpW5928aP1yiM9khYcgrxDRlFs2//yWS1U7+Nx5DttrTug5d1/lbrc7/K9ewKLBU9F+NOVy5swi0Vgn9qzRitBswZRsx54vgKl0oTjeGltj1SUKK9WIZTShGW58ZpkxQWlpKUVERd955J+vWrQOgurqagoICZFmmtbWVP/3pT9x6660pP3bao48ss4Noq5qRBnfosMwBhP9gmpDtTlCMqC2xRkFd1wmUb8E6b/mYGCi4dYaMywSP7uwQHrUvuwIkCc/N/4Ixb0IvWw+NXY06396mUvJylHPeUPm4Tucny2TMigiwxhqu9jKhsMhJL0VXFeA+K2u4lzFmUZw5GIKxa6UUnw8ypr/feiCsXr2aaDTKqlWrAHj11VeZO3cu8+fPZ9myZXzmM5/hlltuSflx057BmuKJpfHSrYHVGWPhFCLHKkT/VZqQJAnF5Y6VCIHwkX2ozXVpsYgZDuxGiTWzZB79VOPfFsq4LRL2sy7DMmcZit2Z8uMdadV56YDGSwc0djRCtilWqryxROa8cRKKLIKrsUhcmkFksNJL/pk5GZsaOx2RnW4crUYKii4G7dMRM0HYmQ0bNrBmzRqMxti67r77bu6+++60HzftGazi3KmxCcL8zGliWGYsxjhxKoaCSRk75umG4vIkAqxA+WbkLBfmkjnDvKrU8Y+zZaI6PLmnk31OCoOruoDOE7tVlr8Rpei/ozy8XWNmtsTrlynUfMnAr84zcGGhLIKrMUxB0cVMP/Nu3OOEELJg9KI43Zhbo8xb/u1YeVAxjhgdxKqqKkpLSykrK+Oee+7J+PHTn8Fyl2D2GJENmeuFsi26ANuiCzJ2vNMRxRnLYMmJ8uC5Y6I8GCffKvHVaTI/36XxzblySiQSWsM6rx/RefGAxtvHY7n0yydK/PYihWsnS2QZR8ZFSZAZTBYXc8/79nAvQyAYEoojBwC1rQVdjSIZR072qrCwkL179w7b8dMfYOVOxZI/cr7hgtSguDxETh5Fqj6E2nhy1IqL9sY358n8aq/Gf1bo3D5zcMFPSNV561gsqPrjEZ2ACssLJH5xjsyqKTJ5VhFUCQSC0Ut8qlzztYAaHdEWOZkm7QFWsUcEWGMR2elB9TbC7q3IdifmkrE3UDDNJXHdFImffKpy64z+90Kpms77NTovVmr8/pBOcxjmu+GhxTLXl8hMyhJBlUAgGBvE1dy1+hPomoY6hiRHVFUFQB6kGkHaA6xsm1sEWGMQJduDHmhD3fkBtrnnICljpzzYmfvnySx7XeWNIzr/MKXnwEjXdT6p13mxUuflgxpVfpjigLtmydxQIjPbLYIqgUAw9pBtTpAVLLWHQdM4UVPLWHncPn78OAA5OTmD2j4jOliWApEyHGvEtbD0loYxMz3YHWfly5w/TmPdDo0VRVKX5s19zbEJwBcrNSpaIN8K1xfL3DhVYmle188LBALBWEKSZRRHDlk1lcx2mXjy6acZP3EiFsvoVs4PBoP88pe/ZPHixXg8nkHtI+1L/wlmAAAFLklEQVQB1m0vXs9HD32Y7sMIMkzcLieIApPH9pj5/fNkrnlb5f9O6iwfJ3HCp/PyAY0XD8SyVk4jXDdF4vFzZS4qlDCIyb9BEwqF+PGPf8zDDz+M2TyytHQEoxNxTqUf2ZmDeqyC+648h3/64Bi33XbbcC8pJdhsNp566qkuJcJQKMSPfvQjHnzwwV7PKUnXdb3Hd4dIS0sLLpcLr9eL05l6/SDB8KEFfVQ9sJKXdx1n9asfjOmfr6brzP19FKtBwmmMmS+bFLh6Ukyr6qozhBFzqhDXDEGqEedU+ql/5rsEd23FOn85jpu+xdGjR4lGo8O9rCFhMBiYNGkSJlPXClx/z6mMlAgFYw/JbMO49DKefeEhVg/3YtKMLEl8e6HClzepXFIo8dwFCv9QJOEyiaBKIBAI4o3uhoJYQDJ1av98Asc6IsASDApJkrBefRt7bvrmcC8lI9w4Vea6IpGpEggEglOR2wMs4zgh7t2ZtAZY8epjS0tLOg8jGCbiP9fT6ecbHu4FjHFOx3NKkF7EOZV+fIqF1lAUiz2H6GnwfY6fS311WKW1B+v48eOcccYZ6dq9QCAQCAQCwbBQW1tLXl5ej++nNcDSNI2qqiocDocYVxcIBAKBQDBm6Cu2SWuAJRAIBAKBQHA6MnY07QUCgUAgEAhGCCLAEggEAoFAIEgxIsASDIqioiJKS0tZsGABCxYs4OWXXx7uJQlGGWvXrqWoqAhJkti5c2fi9YqKCs455xymT5/O0qVL2b179zCuUjCa6OmcEtcrwWAJBoOsWLGC6dOns2DBAq644goOHz4MxJrcr7jiCqZNm8acOXPYsmVL0rYiwBIMmt///veUlZVRVlbGF7/4xeFejmCUsWrVKrZs2cLkyZOTXr/jjju4/fbb2b9/P9/61re49dZbh2mFgtFGT+cUiOuVYPDcfvvt7Nu3j7KyMq6++mpuv/12AB544AGWLVtGRUUFv/71r7npppuSFOxFgCUQCIaF888/n4kTJya9Vltby/bt2/nSl74EwMqVKzl06FDiiVEg6I3uzimBYChYLBauuuqqxLTgsmXLOHjwIAC/+93vuOuuuwBYsmQJBQUFSVksEWAJBs1NN93E3Llzue2226irqxvu5QjGAMeOHaOwsBCDIaaBLEkSkyZN4ujRo8O8MsFoR1yvBKng5z//Oddccw0NDQ1ompakg1VUVJR0rRIBlmBQvP/++5SXl7N9+3Y8Hg8333zzcC9JMEY4VVdGKMkIhoq4XglSwQ9/+EMqKir4wQ9+APR9rRJehIJBMWlSzHPKaDRyzz33MH369GFekWAscMYZZ3D8+HGi0SgGgwFd1zl27FjifBMIBoO4XgmGyiOPPMJrr73Gu+++i81mw2azAVBXV5fIYh05ciTpWiUyWIIB4/P5aG5uTvz/pZdeYuHChcO4IsFYIT8/n4ULF/Lb3/4WgFdffZWioiKKioqGd2GCUYu4XgmGyk9/+lNeeukl3nnnHbKzsxOvf/7zn+fxxx8HYNu2bdTU1LB8+fLE+0LJXTBgDh48yMqVK1FVFV3XKS4u5rHHHhM3QcGAuOuuu3j99depqakhNzeXrKwsKisr2bdvH1/96ldpaGjA6XTym9/8htmzZw/3cgWjgO7OqbfffltcrwSDJu6pXFxcjMPhAMBsNrN161ZOnjzJl7/8ZQ4dOoTJZOKJJ57gggsuSGwrAiyBQCAQCASCFCNKhAKBQCAQCAQpRgRYAoFAIBAIBClGBFgCgUAgEAgEKeb/AzOvUGxmCoWOAAAAAElFTkSuQmCC\" />" | |
] | |
}, | |
"execution_count": 26, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"@df df_new plot([:k1, :k2, :k3, :k4, :k5])" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"dpi指定すると壊れる。 \n", | |
"ええ..." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 27, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<img 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\" />" | |
] | |
}, | |
"execution_count": 27, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"p = plot(data[:, 1], lab=\"k1\")\n", | |
"for i in 2:size(data)[2]\n", | |
" p = plot!(data[:, i], lab=\"k$i\")\n", | |
"end\n", | |
"p=plot(p, dpi=300)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"figure sizeごと上げれば壊れない。 \n", | |
"保存も正常に行われた。 " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 28, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ |
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