{"id":884,"date":"2015-08-20T15:15:44","date_gmt":"2015-08-20T22:15:44","guid":{"rendered":"http:\/\/homepages.uc.edu\/~yaozo\/wordpress\/?p=884"},"modified":"2015-08-20T15:15:44","modified_gmt":"2015-08-20T22:15:44","slug":"introduction-to-ggthemes","status":"publish","type":"post","link":"https:\/\/zhuoyao.net\/index.php\/2015\/08\/20\/introduction-to-ggthemes\/","title":{"rendered":"Introduction to ggthemes"},"content":{"rendered":"<h1>ggthemes Package<\/h1>\n<div id=\"overview\" class=\"section level2\">\n<h2>Overview<\/h2>\n<p>Some extra geoms, scales, and themes for <a href=\"http:\/\/had.co.nz\/ggplot2\/\">ggplot<\/a>, including:<\/p>\n<div id=\"geoms\" class=\"section level3\">\n<h3>Geoms<\/h3>\n<ul>\n<li><code>geom_rangeframe<\/code> : Tufte\u2019s range frame<\/li>\n<li><code>geom_tufteboxplot<\/code>: Tufte\u2019s box plot<\/li>\n<\/ul>\n<\/div>\n<div id=\"themes\" class=\"section level3\">\n<h3>Themes<\/h3>\n<ul>\n<li><code>theme_calc<\/code>: a theme based on LibreOffice Calc.<\/li>\n<li><code>theme_economist<\/code>: a theme based on the plots in the <a href=\"http:\/\/www.economist.com\/\">The Economist<\/a> magazine.<\/li>\n<li><code>theme_excel<\/code>: a theme replicating the classic ugly gray charts in Excel<\/li>\n<li><code>theme_few<\/code>: theme from Stephen Few\u2019s <a href=\"http:\/\/www.perceptualedge.com\/articles\/visual_business_intelligence\/rules_for_using_color.pdf\">\u201cPractical Rules for Using Color in Charts\u201d<\/a>.<\/li>\n<li><code>theme_fivethirtyeight<\/code>: a theme based on the plots at <a href=\"http:\/\/fivethirtyeight.com\/\">fivethirtyeight.com<\/a>.<\/li>\n<li><code>theme_gdocs<\/code>: a theme based on Google Docs.<\/li>\n<li><code>theme_hc<\/code>: a theme based on <a href=\"http:\/\/www.highcharts.com\/\">Highcharts JS<\/a>.<\/li>\n<li><code>theme_pander<\/code>: a theme to use with the <a href=\"http:\/\/rapporter.github.io\/pander\/\">pander<\/a> package.<\/li>\n<li><code>theme_solarized<\/code>: a theme using the <a href=\"http:\/\/ethanschoonover.com\/solarized\">solarized<\/a> color palette.<\/li>\n<li><code>theme_stata<\/code>: themes based on <a href=\"http:\/\/stata.com\/\">Stata<\/a> graph schemes.<\/li>\n<li><code>theme_tufte<\/code>: a minimal ink theme based on Tufte\u2019s <em>The Visual Display of Quantitative Information<\/em>.<\/li>\n<li><code>theme_wsj<\/code>: a theme based on the plots in the <a href=\"http:\/\/www.economist.com\/\">The Economist<\/a> magazine.<\/li>\n<\/ul>\n<\/div>\n<div id=\"scales\" class=\"section level3\">\n<h3>Scales<\/h3>\n<ul>\n<li><code>scale_colour_calc<\/code>, <code>scale_shape_calc<\/code>: color and shape palettes from LibreOffice Calc.<\/li>\n<li><code>scale_colour_colorblind<\/code>: Colorblind safe palette from <a class=\"uri\" href=\"http:\/\/jfly.iam.u-tokyo.ac.jp\/color\/\">http:\/\/jfly.iam.u-tokyo.ac.jp\/color\/<\/a>.<\/li>\n<li><code>scale_colour_economist<\/code>: colors used in plots in plots in <em>The Economist<\/em>.<\/li>\n<li><code>scale_colour_excel<\/code>: colors from new and old Excel.<\/li>\n<li><code>scale_colour_few<\/code>: color palettes from Stephen Few\u2019s <a href=\"http:\/\/www.perceptualedge.com\/articles\/visual_business_intelligence\/rules_for_using_color.pdf\">\u201cPractical Rules for Using Color in Charts\u201d<\/a>.<\/li>\n<li><code>scale_colour_gdocs<\/code>: color palette from Google Docs.<\/li>\n<li><code>scale_colour_hc<\/code>: a theme based on <a href=\"http:\/\/www.highcharts.com\/\">Highcharts JS<\/a>.<\/li>\n<li><code>scale_colour_solarized<\/code>: <a href=\"http:\/\/ethanschoonover.com\/solarized\">Solarized<\/a> colors<\/li>\n<li><code>scale_colour_stata<\/code>, <code>scale_shapes_stata<\/code>, <code>scale_linetype_stata<\/code>: color, shape, and linetype palettes from Stata graph schemes.<\/li>\n<li><code>scale_colour_tableau<\/code>, <code>scale_shape_tableau<\/code>: color and shape palettes from <a href=\"http:\/\/www.tableausoftware.com\/\">Tableau<\/a>.<\/li>\n<li><code>scale_colour_pander<\/code>, <code>scale_fill_pander<\/code>: scales to use with the <a href=\"http:\/\/rapporter.github.io\/pander\/\">pander<\/a> package.<\/li>\n<li><code>scale_shape_cleveland<\/code>, <code>scale_shape_tremmel<\/code>, <code>scale_shape_circlefill<\/code>: shape scales from classic works in visual perception: Cleveland, Tremmel (1995), and Lewandowsky and Spence (1989).<\/li>\n<li><code>scale_x_tufte<\/code>, <code>scale_y_tufte<\/code>: x and y scales with pretty labels that also include the min and max values.<\/li>\n<\/ul>\n<p>Most of these scales also have associates palettes, as used in the <em>scales<\/em> package.<\/p>\n<\/div>\n<div id=\"miscellaneous\" class=\"section level3\">\n<h3>Miscellaneous<\/h3>\n<ul>\n<li><code>bank_slopes<\/code>: Find the optimal aspect ratio to bank slopes to 45 degrees<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<div id=\"examples\" class=\"section level2\">\n<h2>Examples<\/h2>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">library<\/span>(<span class=\"st\">\"ggplot2\"<\/span>)\n<span class=\"kw\">library<\/span>(<span class=\"st\">\"ggthemes\"<\/span>)\ndsamp &lt;- diamonds[<span class=\"kw\">sample<\/span>(<span class=\"kw\">nrow<\/span>(diamonds), <span class=\"dv\">1000<\/span>), ]<\/code><\/pre>\n<div id=\"tufte-theme-and-geoms\" class=\"section level3\">\n<h3>Tufte theme and geoms<\/h3>\n<p>Minimal theme and geoms based on plots in <em>The Visual Display of Quantitative Information<\/em>.<\/p>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">(<span class=\"kw\">ggplot<\/span>(mtcars, <span class=\"kw\">aes<\/span>(wt, mpg))\n  + <span class=\"kw\">geom_point<\/span>() + <span class=\"kw\">geom_rangeframe<\/span>()\n  + <span class=\"kw\">theme_tufte<\/span>())<\/code><\/pre>\n<p><img decoding=\"async\" src=\"data:image\/png;base64,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\" alt=\"\" \/><\/p>\n<p>The Tufte minimal boxplot.<\/p>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">(<span class=\"kw\">ggplot<\/span>(mtcars, <span class=\"kw\">aes<\/span>(<span class=\"kw\">factor<\/span>(cyl), mpg)) \n + <span class=\"kw\">theme_tufte<\/span>(<span class=\"dt\">ticks=<\/span><span class=\"ot\">FALSE<\/span>)\n + <span class=\"kw\">geom_tufteboxplot<\/span>())<\/code><\/pre>\n<p><img decoding=\"async\" src=\"data:image\/png;base64,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\" alt=\"\" \/><\/p>\n<\/div>\n<div id=\"economist-theme\" class=\"section level3\">\n<h3>Economist theme<\/h3>\n<p>A theme that approximates the style of plots in The Economist magazine.<\/p>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">(<span class=\"kw\">qplot<\/span>(carat, price, <span class=\"dt\">data=<\/span>dsamp, <span class=\"dt\">colour=<\/span>cut)\n + <span class=\"kw\">theme_economist<\/span>()\n + <span class=\"kw\">scale_colour_economist<\/span>()\n + <span class=\"kw\">ggtitle<\/span>(<span class=\"st\">\"Diamonds Are Forever\"<\/span>))<\/code><\/pre>\n<p><img decoding=\"async\" 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\" alt=\"\" \/><\/p>\n<\/div>\n<div id=\"solarized-theme\" class=\"section level3\">\n<h3>Solarized theme<\/h3>\n<p>A theme and color and fill scales based on the Solarized palette.<\/p>\n<p>The light theme.<\/p>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">(<span class=\"kw\">qplot<\/span>(carat, price, <span class=\"dt\">data=<\/span>dsamp, <span class=\"dt\">colour=<\/span>cut)\n                             + <span class=\"kw\">theme_solarized<\/span>()\n                             + <span class=\"kw\">scale_colour_solarized<\/span>(<span class=\"st\">\"blue\"<\/span>))<\/code><\/pre>\n<p><img decoding=\"async\" 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\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\" alt=\"\" \/><\/p>\n<p>The dark theme.<\/p>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">(<span class=\"kw\">qplot<\/span>(carat, price, <span class=\"dt\">data=<\/span>dsamp, <span class=\"dt\">colour=<\/span>cut)\n                             + <span class=\"kw\">theme_solarized<\/span>(<span class=\"dt\">light=<\/span><span class=\"ot\">FALSE<\/span>)\n                             + <span class=\"kw\">scale_colour_solarized<\/span>(<span class=\"st\">\"red\"<\/span>))<\/code><\/pre>\n<p><img decoding=\"async\" src=\"data:image\/png;base64,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\" alt=\"\" \/><\/p>\n<p>An alternative theme.<\/p>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">(<span class=\"kw\">qplot<\/span>(carat, price, <span class=\"dt\">data=<\/span>dsamp, <span class=\"dt\">colour=<\/span>cut)\n                             + <span class=\"kw\">theme_solarized_2<\/span>()\n                             + <span class=\"kw\">scale_colour_solarized<\/span>(<span class=\"st\">\"blue\"<\/span>))<\/code><\/pre>\n<p><img decoding=\"async\" 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\" alt=\"\" \/><\/p>\n<\/div>\n<div id=\"stata-theme\" class=\"section level3\">\n<h3>Stata theme<\/h3>\n<p>Themes and scales (color, fill, linetype, shapes) based on the graph schemes in Stata.<\/p>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">(<span class=\"kw\">qplot<\/span>(carat, price, <span class=\"dt\">data=<\/span>dsamp, <span class=\"dt\">colour=<\/span>cut)\n                             + <span class=\"kw\">theme_stata<\/span>() \n                             + <span class=\"kw\">scale_colour_stata<\/span>()\n                             + <span class=\"kw\">ggtitle<\/span>(<span class=\"st\">\"Plot Title\"<\/span>))<\/code><\/pre>\n<p><img decoding=\"async\" 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\" alt=\"\" \/><\/p>\n<\/div>\n<div id=\"excel-2003-theme\" class=\"section level3\">\n<h3>Excel 2003 theme<\/h3>\n<p>For that classic ugly look and feel. For ironic purposes only. 3D bars and pies not included. Please never use this theme.<\/p>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">(<span class=\"kw\">qplot<\/span>(carat, price, <span class=\"dt\">data=<\/span>dsamp, <span class=\"dt\">colour=<\/span>cut)\n + <span class=\"kw\">theme_excel<\/span>() \n + <span class=\"kw\">scale_colour_excel<\/span>())<\/code><\/pre>\n<p><img decoding=\"async\" src=\"data:image\/png;base64,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\" alt=\"\" \/><\/p>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">(<span class=\"kw\">ggplot<\/span>(diamonds, <span class=\"kw\">aes<\/span>(clarity, <span class=\"dt\">fill=<\/span>cut)) \n + <span class=\"kw\">geom_bar<\/span>()\n + <span class=\"kw\">scale_fill_excel<\/span>()\n + <span class=\"kw\">theme_excel<\/span>())<\/code><\/pre>\n<p><img decoding=\"async\" src=\"data:image\/png;base64,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\" alt=\"\" \/><\/p>\n<\/div>\n<div id=\"inverse-gray-theme\" class=\"section level3\">\n<h3>Inverse Gray Theme<\/h3>\n<p>Inverse of <code>theme_gray<\/code>, i.e.\u00a0white plot area and gray background.<\/p>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">(<span class=\"kw\">qplot<\/span>(carat, price, <span class=\"dt\">data=<\/span>dsamp, <span class=\"dt\">colour=<\/span>cut)\n + <span class=\"kw\">theme_igray<\/span>())<\/code><\/pre>\n<p><img decoding=\"async\" src=\"data:image\/png;base64,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\" alt=\"\" \/><\/p>\n<\/div>\n<div id=\"fivethirtyeight-theme\" class=\"section level3\">\n<h3>Fivethirtyeight theme<\/h3>\n<p>Theme and color palette based on the plots at <a href=\"http:\/\/fivethirtyeight.com\/\">fivethirtyeight.com<\/a>.<\/p>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">(<span class=\"kw\">qplot<\/span>(hp, mpg, <span class=\"dt\">data=<\/span> <span class=\"kw\">subset<\/span>(mtcars, cyl != <span class=\"dv\">5<\/span>), <span class=\"dt\">geom=<\/span><span class=\"st\">\"point\"<\/span>, <span class=\"dt\">color =<\/span> <span class=\"kw\">factor<\/span>(cyl))\n + <span class=\"kw\">geom_smooth<\/span>(<span class=\"dt\">method =<\/span> <span class=\"st\">\"lm\"<\/span>, <span class=\"dt\">se =<\/span> <span class=\"ot\">FALSE<\/span>)\n + <span class=\"kw\">scale_color_fivethirtyeight<\/span>()\n + <span class=\"kw\">theme_fivethirtyeight<\/span>())<\/code><\/pre>\n<p><img decoding=\"async\" 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M03dgYWdO6N9DMoq8dRdXe3\/aU\/z7NHaVSqFQqvouCUF6v12KxGAwGsVjMdy0Qym63e71eg8HAdyEdQCQSKRSK9u3LbT\/6I0eOrFu3TiaTLVy4MDc3l\/3cIZVKR4wYEbzZ4MGDT548WVVVlZKS0tpTyeVyTksNQyoV2TlKXVjuWnTCdKKGemeQeHAsgj7s0DRtsVgUCoVUKuW7FgjFXiDiConDbnwlJSUrV64cMmTIxo0bR44cGWhdqqmp+frrr5u3mvH7dxK2s0g+21N5eHycVESePuJcf8kh\/NsUANDRuAp6l8u1fv368ePHL168WKO5ZRCQ0WhctmzZlStX2B8Zhjl27FhCQgKPXenDfBbJ3lGSfw4kT3eX5J8y\/xYz2gPAXeKq6aasrMzlchkMhoMHDwYvz8nJyczMTE1NLSgomDp1akxMzIkTJ06fPr1o0aK2e91EOKWYrOivGJ0u+32p+T8\/Nb6XE52dEHFtWQDQPlwFfVVVFSHkgw8+CFnev3\/\/mJiYZcuWbd68+Z\/\/\/CdN0ykpKa+++mpOTg5HlQjJxHTlgDjZi0caxh24+XKmZvkAnVTUzu5WABA5OO910yWENNeYZyfzVUlrqqqqNBqNXq8nhPj8zMoL9rfOWx+Olf09x5CmxZcK8ImmaaPRmJiYiJuxYchkMrndbnZ4ZiRDawkhtyZ7GKZ8CImIyn9Y++mo2GqHL+ezuj3XXHxXBABhDReDTcI\/30M8nig\/PiF+3nHTzMMNMx9QFwzSK8VoxgGAFuCKvguLUYg+zI1ZMUj\/UYVz+Gd1F02YOAgAWoCg79ooQn73oKb4qW4MISP21W28bEdHewAIgaAXgr7R0iPjuz2ToVpSZplejI72AHALBL1AKMXUmv+M2v5ETFmtZ9Du2kNVbr4rAoBwgaAXlLGpiq\/Gx6VrJVOL6jGjPQCwEPRC00Mj3p8Xs\/gh7apvreO+uImsBwB0rxQgiYj6P4\/qcpLkF+q9EgydBYh4CPpwwY7ONc9ODjy4xyfMTpBjPhwAIGi6CROBORiaPwAAuEcIev61lunIegDoEAh6AACBQ9Dzr7Xm+C43\/Q4AhCcEfVhonulIeQDoKOh1Ey6Q7ADAEVzRAwAIHIIeAEDgEPQAAAKHoAcAEDgEPQCAwKHXTZgKHhaLDjkAcC8Q9OGoHZMfBO\/CrO9DCLGcMndkTQDQZaHpRoCouRf5LgEAwgiCXggw\/RkAtAFBH47utlEejfgA0Aa00Yepe8luto0eAICFoBcI8+xkfVYU31UAQDhC0w0AgMAh6AEABA5BLxzBHefRiR4AAjhso\/f7\/Xv37j1w4IDRaExISBg3btzo0aNFoqZTy+HDh3fs2GE0Grt37z5jxowBAwZwV0nkQL4DQHMcXtG\/\/\/77mzZteuihh1555ZWePXu+8847e\/fuZVeVlpauWrUqOTn5xRdf1Gg0y5cvv3z5MneVAABEMq6u6J1O5759+yZNmjR79mxCyJNPPunz+Xbt2jVhwgRCSGFhYZ8+fV5\/\/XWRSJSbmzt\/\/vydO3cuXbqUo2IAACIZV1f0165d8\/l82dnZgSWZmZkmk8nhcNTX11dUVIwYMYJtxpHJZEOHDj1\/\/rzH4+GoGACASMZV0CclJS1durRHjx6BJZWVlXK5XKlUlpeXE0IyMjICqzIyMjweT1UVxvEDAHQ8rppuoqKiBg4cyD5mGKaoqKi4uHjMmDEikchmsxFCtFptYGP2Mbu8NSaTyev1clRt+PP7\/Q6Hg6ZpvguBUH6\/nxDS0NBAURTftUAor9fr9\/tra2v5LqQDSKVSg8HQvn05HxlbX1+\/YcOG0tLSrKysWbNmtbjNnfyFiESiQI+dyERRVMhvQFb5g+6Lj\/xypV+tZVQav0LJKFSNKi2jUvvlSkahatToGLmSkcr4qplHPZ+6L\/C4fP+P3B2IYRjS0rsD4YCiKMG8NfdyJcFt0B85cmTdunUymWzhwoW5ublsoYHr9\/j4eHYzq9VKbr3Gb06v13NaapirqqpSqVQhvwTJtUvKc8eJy0G5nZTd2urOEimjVDNaPSNXErWGUWkYlZao1IxCxWh0jEpDlGpGoWK0ekahIioNo1Qx2ihGoSQqDaNUc\/7aOBAyG0TPp+7jruMpTdNGo9FgMEilUo4OAe1mMpncbndsbCzfhfCMw6AvKSlZvXr1E0888bvf\/U6j0QSWs63zFRUV993XdM1VUVEhk8mSkzEF493xPTbUtutM4EfKaScuB+VyUnYL5XISp51yOymbhXI7idNOuRyU3Uq5HMTlpJw2qq6aOJvOEJTTThp9rR2F0egYhYoo1Yxay6i1RKlilGpGrWNU6qYzhC6qaYOQ04laRwRxJQXQ1XEV9C6Xa\/369ePHj\/\/d734Xsio2NjY9Pb2kpCQ3N1ckEnk8nuPHj\/fr108mi8QWhg7EqDREpWHat7OHpmgXZTVTLkfQ2YI9K9gpu5VyO4nLQTlslNNO1VaL3OVNGzjsFO1q9WnlCoY9Q7CfG5RqRqNjlGqiVDd9blAGnSHYs4VKw6i1jFJN5Ip2\/iIA4FZcBX1ZWZnL5TIYDAcPHgxenpOTI5fLn3nmmYKCgoKCgscee+zYsWNVVVXz58\/nqBK4rUBDR7vbNyibmXI5ictBuRxNnyFcDspppxw2yuUgzqYzBHHaKatJVHXt19OJrfUjikSMWseoNEStYeRKRqtvOkMEf4ZQqRk1e+ZQsR84GKWaKFSWU+bg1hsMGIYIx1XQs30lP\/jgg5Dl\/fv3l8vl2dnZixcv3rFjxzfffJOUlPTHP\/4xMzOTo0qgbcGBqM+Kal8mMtooRtvOSZIpt5M4Hb+2LLmdlMPWdIZgW5YcNuJyUm4nZbdQ9bVN9ySsZsrtJN5Wx17QcrFHKl71+8FuheS19lUGIBSU2YyLnS6gqqpKo9FwcUc65L5lF7v49XmDPkOwZwgrcTm\/PPdXhdsnp33FIzL8IooQ8trIjzkqgb0Zm5iYiJuxYYi9GZuYmMh3ITzDF49AVyaRtvhh4pR0Jy\/lAIQndIoAAeLu+h2gK0LQR7pImMUeuQ8RDkEPxHLKzP7ju5AO82bR5DZ+BIg0CHoAAIFD0AMACByCHgQopFEebfQQ4dC9squ69+GswoZwBwjAFX2XFDKclcdKACD8IegBAAQOTTeRDpN\/AQgerujhV2gFAhAkBH2XFDy+CZfhANA2NN10YYh4ALgTuKKHyPJm0WTMiACRBlf0kS5yPhYE5\/ubRZPR0R4iB67oIULhuh4iB4IeAEDgEPQQKTABDkQsBD1EkEC4I+UhouBmLEQWRDxEIFzRAwAIHIIeIgv60UMEQtBDpAiOeGQ9RBQEPUQoZD1EDgQ9AIDAIeghUqAfPUQsBD1EEPSj5xRaw8IWZTZHypxWXVpVVZVGo9Hr9XwX0jF+Nl8+9\/NBpVSnlUer5VEqqU6jiFZJdSqZXkR1sYsPmqaNRmNiYqJUKuW7Ft6ERHz4nEdNJpPb7U5MTOS7EJ5hwBTwgPa5TC7jv81XHLTZ5\/cEllMUpZLpVVKdRh6tkUexZwKVTKeWRWkV0UqJViXXU4TisXKAroifoPd4PCGfJBQKhU6n46UY6GSBqz\/2us\/T6LK5G5xeq4M22Wmzy2u10SYHba53VNvof7k8Vp\/fG9hXRIlVMp1aptfIY1RSrVpuaDofKKLVMr1KqlfJ8L8IIFRnBP2mTZt+\/PHHgoKCwJJz584tX748eJu8vLx58+Z1QjHAr+aTwsvEyhh1cgxJbm0Xt9dup81Or9VONzg9FofHYqMbXF5rnf36Tw0XXF5ro98X2FgskiilOo3coJFHqaR6rSJaKdVpZFEahUEp0WnkUQqphttXCBB+OAx6v9\/vcrm+\/fbbAwcO3H\/\/\/cGrampqkpKS5syZE1gSFxfHXSXQpSmkmrbT2emxOr0Wh8dicze4vFY7bXLQZqfXWmOtqKg\/5\/RY\/Iw\/sLFEJFXKdFp5jEqqU8ujtHLDLx8IolRSnVYRLRUruH9NQvPayI9DPqhBWOEw6IuLi9euXdviKqPR2LNnz0GDBnF3dIgcKplOJdPFqlNaXMsQxklbXD6bzd1QeHaZz++1uett7vr0mIerLT84vVYnbWEIE9heIpJp5FFquUHV9MnAoJRqtYoYlVSrlhm0imiJSNZZr6wrQb6HMw6DPisra\/Xq1YSQNWvWhKyqqalJS0sjhHi93kjuqwCdgCKUWh6llke9V\/r74OU\/1Z9ns8nP+J0ei9Nr+eVWgdlOm9hbBf82XXZ6LU6PNXhHqViulUerZHq1TK+RR8tF6ka3yCHtoVNGa+QGtTwKZwIINxwGvV6vZ7sDqlSqkFU1NTU+n2\/OnDm1tbXdunWbMmVKXl6eSNTF+tWBMIgoEXvlHqdJa3GDRr\/P5bXaPWa7mz0B\/HKrwN1Q76yy02a3106Mv24vEyu1imiVVKe+9VaBWtb0QCLCxU0kCr5B1ckfgHjodcMwTE1NjcVimTZtWlxcXGlp6bvvvuvxeCZOnNjGXjRNNzY2dlqR4YZhGK\/X63Q6+S6kg\/H7iu786CKi0IkTdOqE5qu8Xm+DuV6hEbt8VqfX6vJaHR6z02txeq02V73R+pPDY\/Y0uoJ3kUvUapleJdWppFEqmV4l1aulepVMp5JFqaVRColGLEK\/547h9Xr9fn8Y\/uG8WTR54X9uu6tdRCKRQtHOG0g8\/H\/y+Xzz5s3r06dPQkICIWTw4MFut3v79u0TJkxo46LebDbTNN2JZYYdp9MZhv9f79Zveq3+x\/eLAj\/evHmTr0P\/ptfqjjq6mJJ4HURC9Dqi14kJURKivGWDRsbr9tlcPqu70R544Gq0mhzGG9Zyl88SPJiAEKIQa+RijUKiVUl0crFGKdEpJTq5WK2U6BRirUKiZQcTBF7Ob3qt7pAXIlSd+d\/szt1tVTKZjM3MduAh6KVS6YgRI4KXDB48+OTJk1VVVSkpLd9PI4TExcUxDNPaWsG7ceOGWq0WxlCD\/919p5AOTdN0XV1dfHz8vdxt8jbSdtrk9JodtMXuMbm8NjttcnjMDo\/F5P63vdmwMqVU5\/RYAkv+8f2isX3ma+QGtu+QUqbDsDKW2Wx2u93tzscO9v0tP3Xv3v2u9qao9r+nPAR9TU3N9evXH3vssZDr97b\/TiiKupfXKQAUReE2Rhhi3xSRSHQv745cpJRLlTEkqbUNvI1uq7uePQGw94qPV9xy0tp38e1fS6JEbItQyK0CjcKglupVsggaVsbmRhj+4Qi\/jd5oNC5btmzFihWZmZmEEIZhjh07lpCQgK70AK2RihUx6lvGlIUEPSHkpcFrXD6r3W2ye8wur9XmbnB6LXWOf7c6rIwdR9Y0z4S+6V6xRKdRGBQSdWe8qgjDYw9UHoI+MzMzNTW1oKBg6tSpMTExJ06cOH369KJFi8LwrAvQVdw2RJqGldFmG21yea3F32+20w3ERgghGrnB6bH6mV87O7Q4rIztPMoOK5OJla0eCcIPP230y5Yt27x58z\/\/+U+aplNSUl599dWcnJzOrwSg67rbwaghw8qKv98cWGWnTfkjdwWGldlpk8trs9FNLUVNw8o8luCbZBKRTC2P0jQNK4sOzDikkurUsiiN3CAVyzv05cI9wTTFXYPApikWki46TfHdTiz8y7Ayq93d4PRaA7cKbE0TTrQwrEwjj1bL9CqZXitnbxX8cmJQRKtl+s4ZVoZpilnorgsAtxc0rCy1xQ2ahpUFT0HqMTs9Vjtd3xAYVhZEJlEGnwB++XICvUqq18qjlTIMK+tICHoA6ABikUQjj9bIo1vbwOf3ujxWG93g9FoctMVOm9h7BnbaVGe\/bqMbPL5bhpUppBoN+6U08pim7yRoulXQdGLAsLI7h98UQCTq\/B4gEpFUq4jRKmJa28Dn9zg8lkDTEDsFqY1usLrrblh\/tNMN3sZbhkyqZDqVVB98r\/iXGeii2W8mEFFi7l9W14CgB4CwIBHJ9IpuekW31jbw+T02d4PDY3Z6rb9MSW220w0tf1sZoVRyvVykVoi1MQ0JSqlWK49RSrUauSECv60MQQ8AXYNEJDOoEgyqVoe5st9W5vLaHB4zeyaot9bYm76trL7Fbyv7Zco57S8fCHTapl6kghpWhqAHAIornB4AABP3SURBVIFgv60seElIrxu3z2F3m1w+q83d4PBYnJ6mWwX1jp+vNfyr7W8r08gNtwwr61LfVoagB4hEPE6ZyyOFRK3QtDXo1+mxOj0Wh9did5ucXoudNjtoE\/ttZU6vpZVvK4tWSfVquV4rjw65VRA+w8oQ9ACRjv3yXr6rCAtNw8rIbb6tjB1G4PRY2a8vttPmasvVloeVyfQaRbQqaFzxfbH99crOnu4FQQ8AcEcC31bW2vdWhgwrc9BmG93g8trsdMO\/TZddXqvDY9E9HIugBwDoqu5kWBkvs\/Ai6AEiHdptOg1fg7wQ9ACRCOEeUTAzMACAwCHoAQAEDkEPACBwCHoAAIFD0AMACByCHgBA4BD0AAACh6AHABA4BD0AgMAh6AEABA5BDwAgcAh6AACBQ9ADAAgcgh4AQOAQ9AAAAoegBwAQOAQ9AIDAIegBAAQOQQ8AIHAIeoCO92bR5DeLJnfslgDt1hlBv2nTpvz8\/JCFhw8ffuWVVyZNmrRgwYLTp093QhkAnSMQ3LcN8eAtOS8LIhiHQe\/3+x0OR2lp6YEDB0JWlZaWrlq1Kjk5+cUXX9RoNMuXL798+TJ3lQCEoZBwR9YDdyTcPXVxcfHatWtbXFVYWNinT5\/XX39dJBLl5ubOnz9\/586dS5cu5a4YAICIxeEVfVZW1urVq1evXp2Wlha8vL6+vqKiYsSIESKRiBAik8mGDh16\/vx5j8fDXTEA4ea1kR\/zXQJECg6DXq\/X33\/\/\/ffff79KpQpeXl5eTgjJyMgILMnIyPB4PFVVVdwVA9BpghP8ztMcuQ\/c4bDppjU2m40QotVqA0vYx+zy1hiNRpqmua4tnFksFovFwncV0LIbN24E\/\/ibXqvZB9evX29jr8Bmt90S7oUwfrcymSwhIaF9+\/IQ9M1RFHXbbTQajVKp7IRiwpPVapXJZAqFgu9CIJTP57Pb7VqtViwW810LhHI6nT6fT6fT8V1IB7iX\/2A8BH3g+j0+Pp5dYrVaya3X+M2p1epOqC1s2Ww2uVwujP+vAkPTtN1u12g0UqmU71ogVGNjI8Mw+MPhYcAU2zpfUVERWFJRUSGTyZKTkzu\/GAAAweMh6GNjY9PT00tKSvx+PyHE4\/EcP368X79+Mpms84sBABA8fqZAeOaZZy5evFhQUHDw4MHly5dXVVVNnTqVl0oAAASPn6DPzs5evHjx9evX169fbzKZ\/vjHP2ZmZvJSCQCA4FFms5nvGuD2zGazXC6P5H5HYcvn81mtVr1ej143YcjpdHq9Xr1ez3chPEPQAwAIHKYpBgAQOAQ9AIDAIegBAAQOQQ8AIHAIegAAgUPQAwAIHIIeAEDgEPQAAAIXFvPRA2vTpk0\/\/vhjQUFB8MLDhw\/v2LHDaDR27959xowZAwYMuJNV0FH8fv\/evXsPHDhgNBoTEhLGjRs3evRo9lswCd4dvvn9\/sLCwpMnT1ZXV8fHx48ePXrs2LF4d5oT5+fn811DpPP7\/U6n85tvvtm6dWtMTExubm5gVWlp6YoVKzIzM5966qmamppdu3Y9\/PDD3bp1a3sVdKC\/\/\/3vH374YXZ29qhRo7xe786dOzUaTe\/evQnenTCwcePG3bt3Dx06NDc3t7GxcdeuXSqV6sEHHyR4d26FKRD4d\/DgwbVr17KP+\/btG3xFv2DBAqVS+eabb4pEIo\/HM3\/+\/OTk5KVLl7a9CjqK0+mcPn36hAkTZs+ezS4pKCi4ePHitm3bCN4dvtE0\/eyzz06dOnX69OnskmXLltXW1q5bt47g3bkV2uj5l5WVtXr16tWrV6elpQUvr6+vr6ioGDFiBPtRVCaTDR069Pz58x6Pp41VvLwEobp27ZrP58vOzg4syczMNJlMDocD7w7vbDZbRkbGoEGDAkv0ej37S8a7EwJt9PzT6\/Xs7HoqlSp4eXl5OfnlC7lYGRkZHo+nqqqqrq6utVXp6emdVHcESEpKWrp0aY8ePQJLKisr2WlEL168SPDu8Co2NnbVqlWEkMbGRpqmL1y4cPTo0SlTphD87TSDoA9fNpuN3PpVuoGv221jVWdXKWhRUVEDBw5kHzMMU1RUVFxcPGbMGJFIhHcnfHz++ecbNmwghKSmpo4ZM4bgb6cZBH1XQlFUO1bBvauvr9+wYUNpaWlWVtasWbNa3AbvDl+ys7PT09PLy8u3b9+en5\/\/9ttvN98mwt8dBH34ClxoxMfHs0usViu73O12t7aKn1oF7ciRI+vWrZPJZAsXLszNzWVzAe9O+DAYDAaDoW\/fvkqlcu3atRcvXsS7EwI3Y8MX24xYUVERWFJRUSGTyZKTk9tY1fl1CltJScnKlSuHDBmycePGkSNHBq7+8O7w7tixY9OmTXO5XIElbHcGt9uNdycEgj58xcbGpqenl5SU+P1+QojH4zl+\/Hi\/fv1kMlkbq\/iuWlBcLtf69evHjx+\/ePFijUYTvArvDu\/S0tKcTueZM2cCS86ePUtRVHp6Ot6dEBgwFUaKioooigoeMKXT6Xbv3l1ZWelyubZt23b16tWFCxeyIzvaWAUd5fjx40ePHh00aFBVVVV5kO7du0skErw7\/NLpdBcuXDhw4IDP57t58+bBgwc\/+eSTvLy8YcOGEfzt3AoDpsLIkiVLRCJRyBQIhw4d2rFjR21tbVJS0vPPPx\/oBNL2KugQ27dvLywsbL78gw8+iImJIXh3+OZ0Ords2VJWVuZwOFJSUoYPHz5u3LjAFAh4dwIQ9AAAAoc2egAAgUPQAwAIHIIeAEDgEPQAAAKHoAcAEDgEPQCAwCHoAQAEDkEPACBwCHoAAIFD0AMACByCHgBA4BD0AAACh6AHABA4BD0AgMAh6AEABA5BDwAgcAh6AACBQ9ADAAgcgh4AQOAQ9AAAAoegBwAQOAQ9AIDAIegBAAQOQQ8AIHAIegAAgUPQAwAIHIIeAEDgEPQAAAKHoAcAEDgEPQCAwCHoAQAEDkEPACBwCHoAAIFD0EPLKisr582bN2HChJ9++qkdu5eWlhYVFbXv0Fu3bt28eXM7dpw+fXphYSEh5NKlS4sXL\/b7\/e0r4F74\/f5XX3116dKlXB\/oypUr+fn5kydPnjlz5tatW30+H6eH8\/v9H3\/88X\/\/939Pnjx5wYIFRUVFDMNwekToQAh6aNnnn39eU1Mzf\/78bt26tWP3kydPti\/oKysr9+zZM2HChHbsG\/Dggw9SFLV\/\/\/57eZL2+eyzzy5fvsz1USorK19\/\/XWGYebOnTtq1Kjdu3e379R453bs2PHBBx\/0799\/7ty5qampa9asKS4u5vSI0IEkfBcAYcrtdqempubm5nbycbdv3\/74449HR0ffy5NQFDVx4sR33nln5MiRCoWio2q7rerq6m3btsXFxXF9oO3bt8fHxy9btkwulxNCPB5PaWnpiy++SFEUR0fcv39\/dnb27NmzCSEjR45saGj48ssvR44cydHhoGPhih5a8Ic\/\/KGkpOSHH34YO3ZsRUWF0+l85513Zs6c+fTTT8+dO3ffvn2Bj+0Mw+zZs2fRokVTpkxZuHDhuXPn2N0PHz586dKlsWPH1tfXE0K++OKLP\/zhD1OnTl2yZMnx48cDB1qyZMnGjRuLioqmT59eVlZWXV1dVlY2fvz4Np58xYoVzz33XKClwu\/3P\/\/882+99VbISxg8eLBEIvnyyy\/b9xuI2lx1t7v4\/f41a9aMGjUqPT39bvfVZ0Xps6LucGOaps+cOTNx4kS5XO71ehmGmTVr1saNG+8q5d8smnznGzMM4\/P5gj\/bqdVqj8dz588A\/ELQQwsWLFgwYMCAHj16rFy5Mjk5+d133y0rK5s5c+brr7\/er1+\/9evXnz17lt1y06ZNf\/\/73\/v06fPyyy9rNJo\/\/\/nP1dXVCxYsePTRR1NTU1euXKnT6Xbs2PG3v\/2tV69e8+fPT05OLigoCP7Uf+nSpc2bNz\/66KPx8fFlZWVKpTItLa2NJx82bJjNZrt48SK7zffff9\/Q0DB8+PCQlyAWix955JETJ07c7WuP2lzFpvzdZv3+\/fuNRuOMGTPu9oiBiL\/DrP\/xxx89Ho9Op1u4cOHEiROfe+65rVu3er3eOz8im\/JvFk2+w7inKOrxxx8\/cODA6dOnTSZTSUlJWVlZdnb2nR8R+IWmG2hBamqqTqezWq29e\/dmGKa6unrmzJlPPPEEIWTgwIFlZWXfffdd\/\/79b968uX\/\/\/pkzZ06ePJkQkpOTM3v27CNHjkyfPl2v17vd7t69e1ut1o8++mjq1KnPP\/88IWTo0KGNjY1bt27NycmRSqWEkOvXr69du7Z79+6EkK1bt2ZkZIhEIkJIa08+bdo0nU5XWlrar18\/QkhpaWlUVNQjjzzS\/FU88MADhw8fpmmabd8I4Wlk3rlkD1n4xjfW4B+jNle98ZguZJsnuyszDaF\/OEajccuWLfn5+UqlsrXfqsj4s\/TLXSELFX97I\/hHfVaUe94bIdt4xv2WMcQGfjSZTISQNWvWDBs2bPr06d9\/\/\/2uXbtcLtfLL78csmO15ep103chCw9f3R78Y9m13SEbUESUlRZ6j+SFF164ePHin\/\/8Z\/bHBx98cNKkSc1fI4QnBD3cBkVRq1at8vv9\/\/73v+vq6q5du1ZfX8+2nPzrX\/\/y+XzDhg1jt5TJZG+\/\/bZEcst\/qitXrtA0PWLEiMCSESNGHDp0qLKy8r777iOEPPTQQ2zKE0Jqa2uTk5PZx609uUQiefzxx0+ePPnyyy9TFHXixImhQ4eKxeLmlRsMBr\/fX19fn5SU1HytlyF\/vRAa9M013yZZJQ4JeoZh1qxZM3jw4AEDBrTxVKKan+Vb\/3rbIzbfxvf46MagoGfbTIYMGcIme1ZWllgs\/uijj2bNmhVySqu2XD157dO2D3f46naFVBO8REyJQ4Le7\/f\/6U9\/unnz5ksvvZSSknL16tWPPvrof\/7nf5YsWXLblwPhAEEPt7d3794dO3ZYrdbk5OSePXvqdE0XuXV1dYQQg8EQ2LL5TVS2jT429teciomJYZezQa\/VagOr7Ha7SqW67ZMPGzZs\/\/7933\/\/vUwmq62tZT9qNMd+YrDbW05ztYS69pvE5stDWmxa3CZEUVFReXn5okWL2AhmGMbv93s8HolEwn46Yfn6DbIWXwvZt3lzTfNtQrC\/seCTyqOPPvrhhx9eu3atV69ewVs+1mPMYz3GhOwe0lzz2siP2z4cIeS777777rvvlixZMnToUPZwhJBt27bNnTs38J8BwhmCHm7j6tWrGzZseP7558eNG8e2S7zwwgvsKo1GQwix2+2Bv\/YffvhBqVSmpKQEdg\/EeuCyuqGhIbA8hEajCdxlbePJe\/fuHR8fX1paKpPJUlJSevbs2WLlDocj8DztY56dfCebXb161eFwsD1SAiZNmrRo0aLgjzItspwyB2e95ZT5todje\/U0NjYGltA0TQi5w\/5Fr438OJD1d5Ly5JezdfDvmX1848YNBH2XgKCH22AHTOXk5LApf+PGjdraWnbVAw88QAgpKyt78sknCSF2u\/21116bMWNGcND37t1bLpcXFxezbfSEkOLi4ujo6B49ejQ\/Vrdu3dgG6LafnKKo4cOHHzp0SC6XDx8+vLXeJjabTSQStXhGacMdhnuwyZMnBwf65s2bfT7fSy+9lJh4+08D5M7CPViPHj169Ojx1VdfDRkyhH3tJ0+e1Gg0d3g4csf5HhAfH08IuXDhQqBhrby8XCQStdgmBmEIQQ+3kZGRQQjZunXrsGHDqqurP\/vsM71eX1lZeePGjfvuu2\/IkCEbNmywWCxJSUmffvqpTCZjI08qlV67du3UqVOPPPLIM888s23bNpqme\/fufe7cuUOHDi1cuFAmkzU\/Vr9+\/QoLC\/1+v0gkauPJCSE5OTnsINhAI35zP\/74Y69evVq8E9uxEhISEhISAj9qNBqv19u7d2+ODkdR1NSpU1etWrVixYrHHnvs6tWr+\/fvf+WVV1r8lXaI3r179+nTZ+PGjTU1Nenp6T\/\/\/PPHH3\/81FNPBTe7QTgT5+fn810DhKOysjKr1Tpq1Kjo6OioqKjDhw+XlJTY7fb\/+q\/\/SklJOXjwYFJS0v333z9o0CCXy3X06NGjR48mJCTk5+ezva21Wm1ZWdmRI0dGjx7dv3\/\/qKior7\/+uqioSCwWz5kzJ9AbsqioSKPRDBkyhP3RYDDs3r37kUceYZ+ktScnhOj1+uPHj6ekpASPof3444979erVt29fQojf73\/\/\/fefeOKJBx98sDN\/b4SQo0eP+v3+5j0+O1B6enp8fPzZs2eLi4s9Hs9zzz03ZswY7kZLURSVnZ0tFou\/+uqrI0eOmM3m8ePH\/\/a3v+XuiNCxKLP57j42AnBq5cqVfr\/\/tt05TCbTnDlzFi1axN4ebO706dNvvfXWli1bAnd3ASIWBkxBeJk+ffqpU6cCtwGa83g8hw4d2rhxo16vHzx4cGub7dq1a\/LkyUh5AIKgh3CTlJT0zDPP7Nmzp7UNfD7funXrLl26tHDhQrYDZXM\/\/PCDzWbDiB4AFppuAAAEDlf0AAACh6AHABA4BD0AgMAh6AEABA5BDwAgcAh6AACBQ9ADAAgcgh4AQOAQ9AAAAoegBwAQOAQ9AIDAIegBAAQOQQ8AIHAIegAAgUPQAwAIHIIeAEDgEPQAAAKHoAcAEDgEPQCAwCHoAQAEDkEPACBwCHoAAIFD0AMACByCHgBA4BD0AAACh6AHABA4BD0AgMAh6AEABA5BDwAgcAh6AACBQ9ADAAgcgh4AQOAQ9AAAAoegBwAQOAQ9AIDAIegBAAQOQQ8AIHAIegAAgUPQAwAIHIIeAEDg\/j884Ec0J+uRrwAAAABJRU5ErkJggg==\" alt=\"\" \/><\/p>\n<\/div>\n<div id=\"tableau-scales\" class=\"section level3\">\n<h3>Tableau Scales<\/h3>\n<p>Color, fill, and shape scales based on those used in the Tableau software.<\/p>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">(<span class=\"kw\">qplot<\/span>(carat, price, <span class=\"dt\">data=<\/span>dsamp, <span class=\"dt\">colour=<\/span>cut)\n + <span class=\"kw\">theme_igray<\/span>()\n + <span class=\"kw\">scale_colour_tableau<\/span>())<\/code><\/pre>\n<p><img decoding=\"async\" src=\"data:image\/png;base64,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\" alt=\"\" \/><\/p>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">(<span class=\"kw\">qplot<\/span>(carat, price, <span class=\"dt\">data=<\/span>dsamp, <span class=\"dt\">colour=<\/span>cut)\n + <span class=\"kw\">theme_igray<\/span>()\n + <span class=\"kw\">scale_colour_tableau<\/span>(<span class=\"st\">\"colorblind10\"<\/span>))<\/code><\/pre>\n<p><img decoding=\"async\" src=\"data:image\/png;base64,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\" alt=\"\" \/><\/p>\n<\/div>\n<div id=\"stephen-fews-practical-rules-for-using-color\" class=\"section level3\">\n<h3>Stephen Few\u2019s Practical Rules for Using Color \u2026<\/h3>\n<p>Color palette and theme based on Stephen Few\u2019s <a href=\"http:\/\/www.perceptualedge.com\/articles\/visual_business_intelligence\/rules_for_using_color.pdf\">\u201cPractical Rules for Using Color in Charts\u201d<\/a>.<\/p>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">(<span class=\"kw\">qplot<\/span>(carat, price, <span class=\"dt\">data=<\/span>dsamp, <span class=\"dt\">colour=<\/span>cut)\n + <span class=\"kw\">theme_few<\/span>()\n + <span class=\"kw\">scale_colour_few<\/span>())<\/code><\/pre>\n<p><img decoding=\"async\" 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\" alt=\"\" \/><\/p>\n<\/div>\n<div id=\"wall-street-journal\" class=\"section level3\">\n<h3>Wall Street Journal<\/h3>\n<p>Theme and some color palettes based on plots in the <em>The Wall Street Journal<\/em>.<\/p>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">(<span class=\"kw\">qplot<\/span>(carat, price, <span class=\"dt\">data=<\/span>dsamp, <span class=\"dt\">colour=<\/span>cut)\n + <span class=\"kw\">theme_wsj<\/span>()\n + <span class=\"kw\">scale_colour_wsj<\/span>(<span class=\"st\">\"colors6\"<\/span>, <span class=\"st\">\"\"<\/span>)\n + <span class=\"kw\">ggtitle<\/span>(<span class=\"st\">\"Diamond Prices\"<\/span>))<\/code><\/pre>\n<p><img decoding=\"async\" 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\" alt=\"\" \/><\/p>\n<\/div>\n<div id=\"gdocs-theme\" class=\"section level3\">\n<h3>GDocs Theme<\/h3>\n<p>Theme and color palettes based on the defaults in Google Docs.<\/p>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">(<span class=\"kw\">qplot<\/span>(carat, price, <span class=\"dt\">data=<\/span>dsamp, <span class=\"dt\">colour=<\/span>clarity)\n + <span class=\"kw\">theme_gdocs<\/span>()\n + <span class=\"kw\">ggtitle<\/span>(<span class=\"st\">\"Diamonds\"<\/span>)\n + <span class=\"kw\">scale_color_gdocs<\/span>())<\/code><\/pre>\n<p><img decoding=\"async\" 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\" alt=\"\" \/><\/p>\n<\/div>\n<div id=\"calc-theme\" class=\"section level3\">\n<h3>Calc Theme<\/h3>\n<p>Theme and color and shape palettes based on the defaults in LibreOffice Calc.<\/p>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">(<span class=\"kw\">qplot<\/span>(carat, price, <span class=\"dt\">data=<\/span>dsamp, <span class=\"dt\">colour=<\/span>clarity)\n + <span class=\"kw\">theme_calc<\/span>()\n + <span class=\"kw\">ggtitle<\/span>(<span class=\"st\">\"Diamonds\"<\/span>)\n + <span class=\"kw\">scale_color_calc<\/span>())<\/code><\/pre>\n<p><img decoding=\"async\" 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\" alt=\"\" \/><\/p>\n<\/div>\n<div id=\"pander-theme\" class=\"section level3\">\n<h3>Pander Theme<\/h3>\n<p>Theme and color palettes based on the <a href=\"http:\/\/rapporter.github.io\/pander\/\">pander package<\/a>.<\/p>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">(<span class=\"kw\">qplot<\/span>(carat, price, <span class=\"dt\">data =<\/span> dsamp, <span class=\"dt\">colour =<\/span> clarity)\n + <span class=\"kw\">theme_pander<\/span>()\n + <span class=\"kw\">scale_colour_pander<\/span>())<\/code><\/pre>\n<p><img decoding=\"async\" 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\" alt=\"\" \/><\/p>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">(<span class=\"kw\">ggplot<\/span>(dsamp, <span class=\"kw\">aes<\/span>(clarity, <span class=\"dt\">fill =<\/span> cut)) + <span class=\"kw\">geom_bar<\/span>()\n  + <span class=\"kw\">theme_pander<\/span>()\n  + <span class=\"kw\">scale_fill_pander<\/span>())<\/code><\/pre>\n<p><img decoding=\"async\" src=\"data:image\/png;base64,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\" alt=\"\" \/><\/p>\n<\/div>\n<div id=\"highcharts-theme\" class=\"section level3\">\n<h3>Highcharts theme<\/h3>\n<p>A theme that approximates the style of plots in <a href=\"http:\/\/www.highcharts.com\/demo\">Highcharts JS<\/a>.<\/p>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">(<span class=\"kw\">qplot<\/span>(carat, price, <span class=\"dt\">data =<\/span> dsamp, <span class=\"dt\">colour =<\/span> cut)\n + <span class=\"kw\">theme_hc<\/span>()\n + <span class=\"kw\">scale_colour_hc<\/span>()\n + <span class=\"kw\">ggtitle<\/span>(<span class=\"st\">\"Diamonds Are Forever\"<\/span>))<\/code><\/pre>\n<p><img decoding=\"async\" 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\" alt=\"\" \/><\/p>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">(<span class=\"kw\">qplot<\/span>(carat, price, <span class=\"dt\">data =<\/span> dsamp, <span class=\"dt\">colour =<\/span> cut)\n + <span class=\"kw\">theme_hc<\/span>(<span class=\"dt\">bgcolor =<\/span> <span class=\"st\">\"darkunica\"<\/span>)\n + <span class=\"kw\">scale_colour_hc<\/span>(<span class=\"st\">\"darkunica\"<\/span>)\n + <span class=\"kw\">ggtitle<\/span>(<span class=\"st\">\"Diamonds Are Forever\"<\/span>))<\/code><\/pre>\n<p><img decoding=\"async\" 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\" alt=\"\" \/><\/p>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\">dtemp &lt;- <span class=\"kw\">data.frame<\/span>(<span class=\"dt\">months =<\/span> <span class=\"kw\">factor<\/span>(<span class=\"kw\">rep<\/span>(<span class=\"kw\">substr<\/span>(month.name,<span class=\"dv\">1<\/span>,<span class=\"dv\">3<\/span>), <span class=\"dv\">4<\/span>), <span class=\"dt\">levels =<\/span> <span class=\"kw\">substr<\/span>(month.name,<span class=\"dv\">1<\/span>,<span class=\"dv\">3<\/span>)),\n                    <span class=\"dt\">city =<\/span> <span class=\"kw\">rep<\/span>(<span class=\"kw\">c<\/span>(<span class=\"st\">\"Tokyo\"<\/span>, <span class=\"st\">\"New York\"<\/span>, <span class=\"st\">\"Berlin\"<\/span>, <span class=\"st\">\"London\"<\/span>), <span class=\"dt\">each =<\/span> <span class=\"dv\">12<\/span>),\n                    <span class=\"dt\">temp =<\/span> <span class=\"kw\">c<\/span>(<span class=\"fl\">7.0<\/span>, <span class=\"fl\">6.9<\/span>, <span class=\"fl\">9.5<\/span>, <span class=\"fl\">14.5<\/span>, <span class=\"fl\">18.2<\/span>, <span class=\"fl\">21.5<\/span>, <span class=\"fl\">25.2<\/span>, <span class=\"fl\">26.5<\/span>, <span class=\"fl\">23.3<\/span>, <span class=\"fl\">18.3<\/span>, <span class=\"fl\">13.9<\/span>, <span class=\"fl\">9.6<\/span>,\n                             -<span class=\"fl\">0.2<\/span>, <span class=\"fl\">0.8<\/span>, <span class=\"fl\">5.7<\/span>, <span class=\"fl\">11.3<\/span>, <span class=\"fl\">17.0<\/span>, <span class=\"fl\">22.0<\/span>, <span class=\"fl\">24.8<\/span>, <span class=\"fl\">24.1<\/span>, <span class=\"fl\">20.1<\/span>, <span class=\"fl\">14.1<\/span>, <span class=\"fl\">8.6<\/span>, <span class=\"fl\">2.5<\/span>,\n                             -<span class=\"fl\">0.9<\/span>, <span class=\"fl\">0.6<\/span>, <span class=\"fl\">3.5<\/span>, <span class=\"fl\">8.4<\/span>, <span class=\"fl\">13.5<\/span>, <span class=\"fl\">17.0<\/span>, <span class=\"fl\">18.6<\/span>, <span class=\"fl\">17.9<\/span>, <span class=\"fl\">14.3<\/span>, <span class=\"fl\">9.0<\/span>, <span class=\"fl\">3.9<\/span>, <span class=\"fl\">1.0<\/span>,\n                             <span class=\"fl\">3.9<\/span>, <span class=\"fl\">4.2<\/span>, <span class=\"fl\">5.7<\/span>, <span class=\"fl\">8.5<\/span>, <span class=\"fl\">11.9<\/span>, <span class=\"fl\">15.2<\/span>, <span class=\"fl\">17.0<\/span>, <span class=\"fl\">16.6<\/span>, <span class=\"fl\">14.2<\/span>, <span class=\"fl\">10.3<\/span>, <span class=\"fl\">6.6<\/span>, <span class=\"fl\">4.8<\/span>))<\/code><\/pre>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">qplot<\/span>(months, temp, <span class=\"dt\">data=<\/span>dtemp, <span class=\"dt\">group=<\/span>city, <span class=\"dt\">color=<\/span>city, <span class=\"dt\">geom=<\/span><span class=\"st\">\"line\"<\/span>) +\n  <span class=\"kw\">geom_point<\/span>(<span class=\"dt\">size=<\/span><span class=\"fl\">1.1<\/span>) + \n  <span class=\"kw\">ggtitle<\/span>(<span class=\"st\">\"Monthly Average Temperature\"<\/span>) +\n  <span class=\"kw\">theme_hc<\/span>() +\n  <span class=\"kw\">scale_colour_hc<\/span>()<\/code><\/pre>\n<p><img decoding=\"async\" src=\"data:image\/png;base64,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\" alt=\"\" \/><\/p>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">qplot<\/span>(months, temp, <span class=\"dt\">data=<\/span>dtemp, <span class=\"dt\">group=<\/span>city, <span class=\"dt\">color=<\/span>city, <span class=\"dt\">geom=<\/span><span class=\"st\">\"line\"<\/span>) +\n  <span class=\"kw\">geom_point<\/span>(<span class=\"dt\">size=<\/span><span class=\"fl\">1.1<\/span>) + \n  <span class=\"kw\">ggtitle<\/span>(<span class=\"st\">\"Monthly Average Temperature\"<\/span>) +\n  <span class=\"kw\">theme_hc<\/span>(<span class=\"dt\">bgcolor =<\/span> <span class=\"st\">\"darkunica\"<\/span>) +\n  <span class=\"kw\">scale_fill_hc<\/span>(<span class=\"st\">\"darkunica\"<\/span>)<\/code><\/pre>\n<p><img decoding=\"async\" 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\" alt=\"\" \/><\/p>\n<\/div>\n<\/div>\n<div id=\"maps-theme\" class=\"section level2\">\n<h2>Maps theme<\/h2>\n<p>A theme useful for displaying maps.<\/p>\n<pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">library<\/span>(<span class=\"st\">\"maps\"<\/span>)\nus &lt;- <span class=\"kw\">fortify<\/span>(<span class=\"kw\">map_data<\/span>(<span class=\"st\">\"state\"<\/span>), <span class=\"dt\">region =<\/span> <span class=\"st\">\"region\"<\/span>)\n(<span class=\"kw\">ggplot<\/span>()\n  + <span class=\"kw\">geom_map<\/span>(<span class=\"dt\">data  =<\/span>  us, <span class=\"dt\">map =<\/span> us,\n             <span class=\"kw\">aes<\/span>(<span class=\"dt\">x =<\/span> long, <span class=\"dt\">y =<\/span> lat, <span class=\"dt\">map_id =<\/span> region, <span class=\"dt\">group =<\/span> group),\n             <span class=\"dt\">fill =<\/span> <span class=\"st\">\"white\"<\/span>, <span class=\"dt\">color =<\/span> <span class=\"st\">\"black\"<\/span>, <span class=\"dt\">size =<\/span> <span class=\"fl\">0.25<\/span>)\n  + <span class=\"kw\">coord_map<\/span>(<span class=\"st\">\"albers\"<\/span>, <span class=\"dt\">lat0 =<\/span> <span class=\"dv\">39<\/span>, <span class=\"dt\">lat1 =<\/span> <span class=\"dv\">45<\/span>)\n  + <span class=\"kw\">theme_map<\/span>()\n  )<\/code><\/pre>\n<p><img decoding=\"async\" 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