EVOLUTION-MANAGER
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} a[href^="https:"] { text-decoration: underline; } code > span.kw { color: #555; font-weight: bold; } code > span.dt { color: #902000; } code > span.dv { color: #40a070; } code > span.bn { color: #d14; } code > span.fl { color: #d14; } code > span.ch { color: #d14; } code > span.st { color: #d14; } code > span.co { color: #888888; font-style: italic; } code > span.ot { color: #007020; } code > span.al { color: #ff0000; font-weight: bold; } code > span.fu { color: #900; font-weight: bold; } code > span.er { color: #a61717; background-color: #e3d2d2; } </style> </head> <body> <h1 class="title toc-ignore">Introduction to ggridges</h1> <h4 class="author">Claus O. Wilke</h4> <h4 class="date">2022-09-22</h4> <p>Ridgeline plots are partially overlapping line plots that create the impression of a mountain range. They can be quite useful for visualizing changes in distributions over time or space.</p> <div id="geoms" class="section level2"> <h2>Geoms</h2> <p>The <strong>ggridges</strong> package provides two main geoms, <code>geom_ridgeline</code> and <code>geom_density_ridges</code>. The former takes height values directly to draw ridgelines, and the latter first estimates data densities and then draws those using ridgelines.</p> <div id="ridgelines" class="section level3"> <h3>Ridgelines</h3> <p>The geom <code>geom_ridgeline</code> can be used to draw lines with a filled area underneath.</p> <div class="sourceCode" id="cb1"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(ggplot2)</span> <span id="cb1-2"><a href="#cb1-2" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(ggridges)</span> <span id="cb1-3"><a href="#cb1-3" aria-hidden="true" tabindex="-1"></a></span> <span id="cb1-4"><a href="#cb1-4" aria-hidden="true" tabindex="-1"></a>data <span class="ot"><-</span> <span class="fu">data.frame</span>(<span class="at">x =</span> <span class="dv">1</span><span class="sc">:</span><span class="dv">5</span>, <span class="at">y =</span> <span class="fu">rep</span>(<span class="dv">1</span>, <span class="dv">5</span>), <span class="at">height =</span> <span class="fu">c</span>(<span class="dv">0</span>, <span class="dv">1</span>, <span class="dv">3</span>, <span class="dv">4</span>, <span class="dv">2</span>))</span> <span id="cb1-5"><a href="#cb1-5" aria-hidden="true" tabindex="-1"></a><span class="fu">ggplot</span>(data, <span class="fu">aes</span>(x, y, <span class="at">height =</span> height)) <span class="sc">+</span> <span class="fu">geom_ridgeline</span>()</span></code></pre></div> <p><img 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" /><!-- --></p> <p>Negative heights are allowed, but are cut off unless the <code>min_height</code> parameter is set negative as well.</p> <div class="sourceCode" id="cb2"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb2-1"><a href="#cb2-1" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(patchwork) <span class="co"># for side-by-side plotting</span></span> <span id="cb2-2"><a href="#cb2-2" aria-hidden="true" tabindex="-1"></a></span> <span id="cb2-3"><a href="#cb2-3" aria-hidden="true" tabindex="-1"></a>data <span class="ot"><-</span> <span class="fu">data.frame</span>(<span class="at">x =</span> <span class="dv">1</span><span class="sc">:</span><span class="dv">5</span>, <span class="at">y =</span> <span class="fu">rep</span>(<span class="dv">1</span>, <span class="dv">5</span>), <span class="at">height =</span> <span class="fu">c</span>(<span class="dv">0</span>, <span class="dv">1</span>, <span class="sc">-</span><span class="dv">1</span>, <span class="dv">3</span>, <span class="dv">2</span>))</span> <span id="cb2-4"><a href="#cb2-4" aria-hidden="true" tabindex="-1"></a>plot_base <span class="ot"><-</span> <span class="fu">ggplot</span>(data, <span class="fu">aes</span>(x, y, <span class="at">height =</span> height))</span> <span id="cb2-5"><a href="#cb2-5" aria-hidden="true" tabindex="-1"></a></span> <span id="cb2-6"><a href="#cb2-6" aria-hidden="true" tabindex="-1"></a>plot_base <span class="sc">+</span> <span class="fu">geom_ridgeline</span>() <span class="sc">|</span> plot_base <span class="sc">+</span> <span class="fu">geom_ridgeline</span>(<span class="at">min_height =</span> <span class="sc">-</span><span class="dv">2</span>)</span></code></pre></div> <p><img src="data:image/png;base64,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" /><!-- --></p> <p>Multiple ridgelines can be drawn at the same time. They will be ordered such that the ones drawn higher up are in the background. When drawing multiple ridgelines at once, the <code>group</code> aesthetic must be specified so that the geom knows which parts of the data belong to which ridgeline.</p> <div class="sourceCode" id="cb3"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb3-1"><a href="#cb3-1" aria-hidden="true" tabindex="-1"></a>d <span class="ot"><-</span> <span class="fu">data.frame</span>(</span> <span id="cb3-2"><a href="#cb3-2" aria-hidden="true" tabindex="-1"></a> <span class="at">x =</span> <span class="fu">rep</span>(<span class="dv">1</span><span class="sc">:</span><span class="dv">5</span>, <span class="dv">3</span>),</span> <span id="cb3-3"><a href="#cb3-3" aria-hidden="true" tabindex="-1"></a> <span class="at">y =</span> <span class="fu">c</span>(<span class="fu">rep</span>(<span class="dv">0</span>, <span class="dv">5</span>), <span class="fu">rep</span>(<span class="dv">1</span>, <span class="dv">5</span>), <span class="fu">rep</span>(<span class="dv">2</span>, <span class="dv">5</span>)),</span> <span id="cb3-4"><a href="#cb3-4" aria-hidden="true" tabindex="-1"></a> <span class="at">height =</span> <span class="fu">c</span>(<span class="dv">0</span>, <span class="dv">1</span>, <span class="dv">3</span>, <span class="dv">4</span>, <span class="dv">0</span>, <span class="dv">1</span>, <span class="dv">2</span>, <span class="dv">3</span>, <span class="dv">5</span>, <span class="dv">4</span>, <span class="dv">0</span>, <span class="dv">5</span>, <span class="dv">4</span>, <span class="dv">4</span>, <span class="dv">1</span>)</span> <span id="cb3-5"><a href="#cb3-5" aria-hidden="true" tabindex="-1"></a>)</span> <span id="cb3-6"><a href="#cb3-6" aria-hidden="true" tabindex="-1"></a></span> <span id="cb3-7"><a href="#cb3-7" aria-hidden="true" tabindex="-1"></a><span class="fu">ggplot</span>(d, <span class="fu">aes</span>(x, y, <span class="at">height =</span> height, <span class="at">group =</span> y)) <span class="sc">+</span> </span> <span id="cb3-8"><a href="#cb3-8" aria-hidden="true" tabindex="-1"></a> <span class="fu">geom_ridgeline</span>(<span class="at">fill =</span> <span class="st">"lightblue"</span>)</span></code></pre></div> <p><img src="data:image/png;base64,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" /><!-- --></p> <p>It is also possible to draw ridgelines with <code>geom_density_ridges</code> if we set <code>stat = "identity"</code>. In this case, the heights are automatically scaled such that the highest ridgeline just touches the one above at <code>scale = 1</code>.</p> <div class="sourceCode" id="cb4"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb4-1"><a href="#cb4-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggplot</span>(d, <span class="fu">aes</span>(x, y, <span class="at">height =</span> height, <span class="at">group =</span> y)) <span class="sc">+</span> </span> <span id="cb4-2"><a href="#cb4-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">geom_density_ridges</span>(<span class="at">stat =</span> <span class="st">"identity"</span>, <span class="at">scale =</span> <span class="dv">1</span>)</span></code></pre></div> <p><img src="data:image/png;base64,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" /><!-- --></p> </div> <div id="density-ridgeline-plots" class="section level3"> <h3>Density ridgeline plots</h3> <p>The geom <code>geom_density_ridges</code> calculates density estimates from the provided data and then plots those, using the ridgeline visualization. The <code>height</code> aesthetic does not need to be specified in this case.</p> <div class="sourceCode" id="cb5"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb5-1"><a href="#cb5-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggplot</span>(iris, <span class="fu">aes</span>(<span class="at">x =</span> Sepal.Length, <span class="at">y =</span> Species)) <span class="sc">+</span> <span class="fu">geom_density_ridges</span>()</span></code></pre></div> <p><img src="data:image/png;base64,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" /><!-- --></p> <p>There is also <code>geom_density_ridges2</code>, which is identical to <code>geom_density_ridges</code> except it uses closed polygons instead of ridgelines for drawing.</p> <div class="sourceCode" id="cb6"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb6-1"><a href="#cb6-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggplot</span>(iris, <span class="fu">aes</span>(<span class="at">x =</span> Sepal.Length, <span class="at">y =</span> Species)) <span class="sc">+</span> <span class="fu">geom_density_ridges2</span>()</span></code></pre></div> <p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAGACAYAAABFmt0fAAAEGWlDQ1BrQ0dDb2xvclNwYWNlR2VuZXJpY1JHQgAAOI2NVV1oHFUUPrtzZyMkzlNsNIV0qD8NJQ2TVjShtLp/3d02bpZJNtoi6GT27s6Yyc44M7v9oU9FUHwx6psUxL+3gCAo9Q/bPrQvlQol2tQgKD60+INQ6Ium65k7M5lpurHeZe58853vnnvuuWfvBei5qliWkRQBFpquLRcy4nOHj4g9K5CEh6AXBqFXUR0rXalMAjZPC3e1W99Dwntf2dXd/p+tt0YdFSBxH2Kz5qgLiI8B8KdVy3YBevqRHz/qWh72Yui3MUDEL3q44WPXw3M+fo1pZuQs4tOIBVVTaoiXEI/MxfhGDPsxsNZfoE1q66ro5aJim3XdoLFw72H+n23BaIXzbcOnz5mfPoTvYVz7KzUl5+FRxEuqkp9G/Ajia219thzg25abkRE/BpDc3pqvphHvRFys2weqvp+krbWKIX7nhDbzLOItiM8358pTwdirqpPFnMF2xLc1WvLyOwTAibpbmvHHcvttU57y5+XqNZrLe3lE/Pq8eUj2fXKfOe3pfOjzhJYtB/yll5SDFcSDiH+hRkH25+L+sdxKEAMZahrlSX8ukqMOWy/jXW2m6M9LDBc31B9LFuv6gVKg/0Szi3KAr1kGq1GMjU/aLbnq6/lRxc4XfJ98hTargX++DbMJBSiYMIe9Ck1YAxFkKEAG3xbYaKmDDgYyFK0UGYpfoWYXG+fAPPI6tJnNwb7ClP7IyF+D+bjOtCpkhz6CFrIa/I6sFtNl8auFXGMTP34sNwI/JhkgEtmDz14ySfaRcTIBInmKPE32kxyyE2Tv+thKbEVePDfW/byMM1Kmm0XdObS7oGD/MypMXFPXrCwOtoYjyyn7BV29/MZfsVzpLDdRtuIZnbpXzvlf+ev8MvYr/Gqk4H/kV/G3csdazLuyTMPsbFhzd1UabQbjFvDRmcWJxR3zcfHkVw9GfpbJmeev9F08WW8uDkaslwX6avlWGU6NRKz0g/SHtCy9J30o/ca9zX3Kfc19zn3BXQKRO8ud477hLnAfc1/G9mrzGlrfexZ5GLdn6ZZrrEohI2wVHhZywjbhUWEy8icMCGNCUdiBlq3r+xafL549HQ5jH+an+1y+LlYBifuxAvRN/lVVVOlwlCkdVm9NOL5BE4wkQ2SMlDZU97hX86EilU/lUmkQUztTE6mx1EEPh7OmdqBtAvv8HdWpbrJS6tJj3n0CWdM6busNzRV3S9KTYhqvNiqWmuroiKgYhshMjmhTh9ptWhsF7970j/SbMrsPE1suR5z7DMC+P/Hs+y7ijrQAlhyAgccjbhjPygfeBTjzhNqy28EdkUh8C+DU9+z2v/oyeH791OncxHOs5y2AtTc7nb/f73TWPkD/qwBnjX8BoJ98VQNcC+8AAAA4ZVhJZk1NACoAAAAIAAGHaQAEAAAAAQAAABoAAAAAAAKgAgAEAAAAAQAAAkCgAwAEAAAAAQAAAYAAAAAAQgQwdwAAQABJREFUeAHtnQd4FNXXxg9dpEpvIkhHiiBVaSrSkd6RKk2KVKnSRAURFBSlCBb4iwoqKCKoKKD0JoqAFAHpIEgXkfLlPX4TNyGbbDYzu1Pe+zyb7M7O3PK7szNnzj0l0a2IIiwkQAIkQAIkQAIk4CECiT00Vg6VBEiABEiABEiABJQABSCeCCRAAiRAAiRAAp4jQAHIc1POAZMACZAACZAACVAA4jlAAiRAAiRAAiTgOQIUgDw35RwwCZAACZAACZAABSCeAyRAAiRAAiRAAp4jkNRzI7ZgwJcuXZJr165ZULM1VSZOnFiSJ08uf//9tzgxCkKyZMnkn3/+sQaOxbWCO4qTzhdfJE5lnyhRIkmRIoVyv3nzpu+QQvL+2LFjsnjxYlm7dq1cuXJFjD7gt3jHHXdImTJlpH79+pI/f/4Y+5M0aVK5ceOGY3+vGCeuN04s+M069feKcwvXSpw7TitJkiTR8934rQTTf8xd6tSp/R5KAcgvmsC/wAnmpB83bgR33nmnQHBz4g8jZcqUcvnyZUfeDFKlSqX9vnjxYuAnmE32NG7WOG+cVnAxveuuu+Svv/4K6c0Mv69XXnlFpk6dKmnSpJGHH35YKlasKNmzZ1eEJ06ckB07dshbb70l48aNkwYNGshzzz0nmTJlioLYeGC5fv16lO1O+IDrDfp/4cIFJ3T3tj7iWunE3ysGkiFDBjl37pyj7k/GBOA6jwd0K++tFIAM2vxPAiRAAiYSwA3/ySeflDVr1kidOnWkSZMmKgj4NpEnTx7BC99/99138tFHH8n3338vb7zxhlSpUsV3V74nARIwmQBtgEwGyupIgARI4MyZM9KwYUPZsmWLDBw4UFq1anWb8ONLCdq1Rx99VF588UXJmjWrtG7dWt5++23fXfieBEjAZAIUgEwGyupIgAS8TQBLhC1btpSjR4/KiBEjpGTJkgEDwZLFkCFDpFq1ajJ8+HCZMGFCwMdyRxIggfgR4BJY/HhxbxIgARLwSwA2P127dpV9+/apAHPPPff43dffF7BX6tSpk6RPn16mTJkiV69elZdfftnf7txOAiQQJAEKQEGC42EkQAIkEJ3ACy+8IKtWrZL+/fvLvffeG/3reH1u3LixwOtuxowZ6skyePDgeB3PnUmABGInQAEodj78lgRIgAQCIrBs2TJ58803pWnTplKqVKmAjolrJ7jGw/Nr0qRJKgR169YtrkP4PQmQQIAEKAAFCIq7kQAJkIA/AnBn79evn5QoUUJd2f3tF8z2Ro0aadiHMWPGqHs8vMlYSIAEEk6AAlDCGbIGEiABjxPAkhdilkBDg6CLZpc2bdrI+fPnVcjKkiWLVK5c2ewmWB8JeI4AvcA8N+UcMAmQgJkE5s+fLytXrpSOHTtKunTpzKw6si4IVRCuChQoIJ07d5Y9e/ZEfsc3JEACwRGgABQcNx5FAiRAAnLq1CkZPXq0lC9fXsqWLWspEaTD6Nu3r6RNm1agEfrjjz8sbY+Vk4DbCVAAcvsMc3wkQAKWERg5cqTm9WrXrp1lbfhWjFQqCKyIKNPt27dXF3nf7/meBEggcAIUgAJnxT1JgARIIJIA3N0/++wzDXpo1dJXZGM+b2ADBIPrn3/+WTVCTkxo7DMcviWBsBGgABQ29GyYBEjAqQSQABmRmpG9HVGbQ10KFiwoXbp0UQHspZdeCnXzbI8EXEGAApArppGDIAESCCUBZG8/cOCALkNZ4fUVyFgeeughgYs8okUvWLAgkEO4DwmQgA8BusH7wOBbEiABEoiLAIyPJ0+eLFWrVpW8efPGtbul3yMmEGIQDRgwQHLlyiUVK1a0tD1WTgJuIkANkJtmk2MhARKwnAAytt+8eVOaNWtmeVuBNIDcY/ny5VM3/L179wZyCPchARKIIEABiKcBCZAACQRI4JdffpEPPvhAoz2H0vA5tu4hXxjc4+Eh1rp1a3XNj21/fkcCJPAvAQpAPBNIgARIIEACiPmTOXNmqVmzZoBHhGa3NGnSyKBBg+TSpUsaIwj/WUiABGInQAEodj78lgRIgASUwDfffCNr1qyR5s2ba5Z2u2GBezxsgfbv36/LYdeuXbNbF9kfErAVAQpAtpoOdoYESMCOBG7cuCFjx47VVBQVKlSwYxe1T/fee688/fTTsn79eunZs6faKtm2s+wYCYSZAAWgME8AmycBErA/AeT72rdvn7Rq1cr2nS1evLj06NFDli5dqstitu8wO0gCYSJAN/gwgWezJEACziBw+fJlmTBhgpQrV04QgNAJBVoq9Pvtt9+W1KlTy5gxY5zQbfaRBEJKgAJQSHGzMRIgAacRmDZtmpw7d05atGjhqK4/+uijmits1qxZkjJlShkyZIij+s/OkoDVBCgAWU2Y9ZMACTiWAIIMTp8+XapXry5Zs2Z13Djq1q0rf//9t0ydOlVSpEihOcQcNwh2mAQsIkAByCKwrJYESMD5BLD0lSRJEk054dTRNG7cWK5fvy4TJ07UsfTp08epQ2G/ScBUAhSATMXJykiABNxCYMeOHfLRRx+p4TPsaJxc4LoPT7bx48dL4sSJpVevXk4eDvtOAqYQoABkCkZWQgIk4DYCo0aN0qCHNWrUcMXQ4MF269YteeGFF1QIeuqpp1wxLg6CBIIlQAEoWHI8jgRIwLUEvvzyS1m3bp3G1Ema1D2XSaTKgBA0btw4nTsKQa49hTmwAAi455cdwGC5CwmQAAnERQARlOE2XqRIESlbtmxcuzvu+zZt2mifIQQlSpRIYwY5bhDsMAmYQIACkAkQWQUJkIB7CMyYMUMOHz4cqSVxz8j+GwmEIGiCnnvuOTWMRkZ5FhLwGgEKQF6bcY6XBEjALwG4vU+ZMkUefvhhueeee/zu54Yv2rZtq6kykOAVnm6dO3d2w7A4BhIImAAFoIBRcUcSIAG3E8DSF7ykmjVr5vah6vjatWunQtCzzz4ryZMnlyeeeMIT4+YgSQAEKADxPCABEiCBCALff/+9LF68WDOpp0mTxjNM2rdvr3GCBg8eLHfccYdnhD/PTDAH6pcABSC/aPgFCZCAVwggWjJSReTLl0+Xv7wybowThtCdOnUSGH/369dP7rzzTkEEaRYScDsBZoN3+wxzfCRAAnESePXVV+XQoUMqCGAJzGsFY+7WrZuUKlVKvcJWrlzpNQQcrwcJeO+X7sFJ5pBJgAT8E9i1a5cg4Wnt2rVdb/jsn4KoITQiRBcuXFgNords2RLb7vyOBBxPgAKQ46eQAyABEgiWAHJk9e3bVzJlyiRNmjQJthrXHJcsWTLlkSNHDoGX2J49e1wzNg6EBKIToAAUnQg/kwAJeIbAa6+9Jsj51aVLF/WC8szAYxkoDKEHDhwoqVKl0jxox44di2VvfkUCziVAAci5c8eekwAJJIDAjz/+KJMnT5ZatWpJoUKFElCT+w6FF9wzzzwjV69eFaTPuHDhgvsGyRF5ngAFIM+fAgRAAt4jcOnSJTX2zZkzpyBTOsvtBLAsOGjQII2K3aFDB/USu30vbiEB5xKgAOTcuWPPSYAEgiSAGzuiPvfs2VNg98ISM4HcuXNrQthNmzbpf6TPYCEBtxCgAOSWmeQ4SIAEAiLwzjvvaMBDBACEBogldgLFihVTGykEiRw/fnzsO/NbEnAQAQZCdNBksaskQAIJI7BhwwYZOXKkVK1aVapUqZKwyjx0dKVKleT06dMCo/G7775bPcQ8NHwO1aUEKAC5dGI5LBIggagEDh48KMh9lSdPHoFNC0v8CDRq1Ej++OMPGTp0qGrOkDCWhQScTIBLYE6ePfadBEggIALnzp1Tby+kfUDcH9r9BITttp2QMqNIkSK6JIbwASwk4GQCFICcPHvsOwmQQJwErly5Im3atJEjR45ofJv06dPHeQx3iJlAkiRJpE+fPho4EoESwZSFBJxKgAKQU2eO/SYBEoiTAJKcQmvx008/aaLPXLlyxXkMd4idAJKlDhgwQDPII0bQ+fPnYz+A35KATQlQALLpxLBbJEACCSOAIH4dO3aUtWvXqgs3clyxmEMgY8aMGiMIUaLhTQfWLCTgNAIUgJw2Y+wvCZBAnAQuX76sy14//PCD2vyULFkyzmO4Q/wIwBsM9lRbt26Vp556Sm7cuBG/Crg3CYSZAAWgME8AmycBEjCXADyVGjdurDdm5LS6//77zW2AtUUSKFq0qEbUXr58uWqEIr/gGxJwAAG6wTtgkthFEiCBwAggezmMc5G7atiwYZIvX77ADuReQRMoX768QOM2Z84cQQ6xMWPGBF0XDySBUBKgABRK2myLBEjAMgIrVqyQ7t27S7p06WTUqFGSNWtWy9pixVEJPPLII2oHNGvWLEmRIoUKn1H34CcSsB8BCkD2mxP2iARIIB4EkJ9q6tSp8tJLLwnSNvTq1UtSpUoVjxq4qxkE6tSpowlTX3/9dcGcDB8+3IxqWQcJWEaAApBlaFkxCZCA1QTggo24NF9//bXUrVtXWrRoIYkT07TRau7+6m/YsKEg2OS0adME8ZfGjRvnb1duJ4GwE6AAFPYpYAdIgASCIYDYPl26dNH0DL179xbYorCEn0CDBg0kefLk8vbbb8vZs2f1Pz6zkIDdCPBRyW4zwv6QAAnESeDdd9+V+vXr635jx46l8BMnsdDuULt2bbXHWrJkic7TmTNnQtsBtkYCARCgBigASNyFBEjAHgTgbQTX9sWLF2tGdwTho3bBHnMTvRfIIH/XXXepfVa5cuUEBtIlSpSIvhs/k0DYCFADFDb0bJgESCA+BPbu3SvQLHz55ZfStWtXXf6i8BMfgqHf97777hNo6GAXBI3dW2+9pQbSoe8JWySB2wlQALqdCbeQAAnYjMDSpUtV+Ll06ZKMHj1aqlSpYrMesjv+CCAcAeYMGqGRI0dK8+bN5dChQ/5253YSCBkBCkAhQ82GSIAE4ksA7tQvv/yyPPnkk1KoUCHVJuTOnTu+1XD/MBOApq5z587Sv39/2blzpy5fImwBPMVYSCBcBCgAhYs82yUBEoiVABJsIrDh5MmTBZ5FuHkiEzmLcwmULl1aJkyYIAic+Nprr6nx+syZMykIOXdKHd1zCkCOnj52ngTcSQBeQ02bNlV7HyTabNasmdqRuHO03hoVhFikK4EgVKBAAU2dUaZMGRk/frwcPXrUWzA42rASoAAUVvxsnARIIDqBI0eOyOOPPy7I64V8Xg8++GD0XfjZBQSyZcumUbuxFAbN0IwZM1Qj1KZNG/Xy++uvv1wwSg7BzgToBm/n2WHfSMBjBODpBSPZ69evq8Fsjhw5PEbAe8PNnj27dOrUSaN4//DDD/L9999rhnloimrWrKnLn1WrVtUcY96jwxFbSYACkJV0WTcJkEDABGAci6WuO+64Q4WfjBkzBnwsd3Q+AeRvg8CDF7SAa9eu1denn36qud1q1aoVKQwlS5bM+QPmCMJOgAJQ2KeAHSABEoDwA5ufNGnSyJAhQzSjO6l4l0CuXLlUEwht4IEDB2Tjxo2qGfr444/13EBMoSZNmjACuHdPEVNGTgHIFIyshARIIFgCv/76q2p+IPzA5gf/WUjAIJA3b17BC4lu9+/fL+vWrZMvvvhC5s2bJ/fcc4+0bNlSX4g3xEIC8SGQKCLOxq34HMB9byfw559/Clx2nVJSpEghGTJkkFOnTsmNGzec0u3IfqZPn16QBdyJpy64o984Z5xWkGUdwgnYm1UOHjyoBs84JyH8pEuXzqyqWY+LCdy8eVN+/vlnWb16tWzZskV/U4899ph06NBBKleubKrHINJ5OPH3iumHfdW5c+fEiQblKVOm1HlNyL3VuNf5+ylQA+SPDLeTAAlYSuDEiROq+YFgxWUvS1G7rnKcMyVLltTXxYsXdXns22+/VU0QtEUQhKAxSps2bcjH/s8//wjO7bNnz8q1a9cEN3JopzJnzhzyvrDB2AlQAxQ7n4C+pQYoIEym7UQNkGko41WRmRqgCxcuqEHryZMn1eA5S5Ys8eoLdyaB6ASgWd2xY4d88803sm3bNk2S27hxY3niiSdUUIq+f6Cf49IA/fbbb7JmzRrZsGGD/PjjjwKtJjRU0Qu0p4h3BE0VbJhCYeRPDdC/qx3R58L4TAHIIJGA/xSAEgAviEMpAAUBzYRDzBKA8FQMu43t27fLiBEj1I7DhO6xChKIJPDHH38INEKrVq3SJdsiRYqoRggRxeNrKxRdAMJyEgSeFStW6Aseayh333235MuXT/9D2wPtU9KkSdU8AstQhw8flt27d2t8qyRJkugDQN++ffWYyI6b/IYCEAUgk0+p26ujAHQ7Eyu3UACykq7/us0QgPCU3rNnT/n8889l0KBBUqxYMf8N8hsSSCABxJPaunWrCkKwGcL598ADD0j16tXloYcekuLFi6umKLZmEJYBtkbQ8CBOEf5DiIdgVKJECX0h633q1KljqybyO9wvUN9XX30lSO6L5bpnnnnGEuN/CkAUgCJPPKveUACyimzM9VIAipmL1VvNEICQ/mDKlCnSrVs3NVa1us+snwQMAlh23bRpk2zevFk1MbDVgYYGWps8efJIpkyZNNcchCTYFWF5FstZv//+uy5pIfYQUndAaIf9ETzQElL+/vtv9WZbsmSJOqXgdwEDbjMLBSAKQGaeTzHWRQEoRiyWbaQAZBnaWCtOqAC0cOFC6dOnjzRq1EhjuMTaGL8kAQsJQIMD2x28sISFJTNoYyCUoMBwGUtYWMrKmTOnuuFDSLIiACMELaQBQRT0fv36yYABA0zzYqMAFLsARC8wC39krJoESOBfAnjyxoW9QoUKFH54UoSdQPLkyaVw4cL6CndnYJMEWzg8IEyePFl++eUXmTZtmmqjwt03t7fPZKhun2GOjwTCTABP2B07dtQlg65du4a5N2yeBOxHANpVRL3u3bu3fPfddwLvNWilWKwlQAHIWr6snQQ8TeDKlSvSvn17ZQCPFzx5s5AACcRMoHz58hoQFOk/4LF27NixmHfkVlMIUAAyBSMrIQESiE4AxqR4okX6Atg2wHaLhQRIIHYC+fPnl2effVbd9xs2bKg2SrEfwW+DJUABKFhyPI4ESCBWArBn+PLLLwXLXojOy0ICJBAYgRw5cqhdENJAwGnAiDUU2NHcK1ACFIACJcX9SIAEAiawdOlSmTRpkub5guEzCwmQQPwIIDo68uNBCELme6TXYDGXAAUgc3myNhLwPIGdO3fq0lepUqU015fngRAACQRJAELQ0KFDNS4RjKTPnDkTZE08LCYCdIOPiQq3kQAJBEUAF2gYPSPr/VNPPRUZzwRPr3DvPXXqlAaVQxRdxFUpWLCgBqMLqjEeRAIeIJAtWzZNFvz8889L69at5eOPPw446rQH8CRoiBSAEoSPB5MACRgEEFn3ySefVOPNMWPGaDA5pB/ABXvfvn0qDEHwSZQokSA30o0bNzTWSaVKlaR27drMlm2A5H8SiEYgV65cMnDgQHnxxRelXbt28v777wtSdLAkjAAFoITx49EkQAL/T2Dw4MGaamDIkCGaJ2nWrFmagwkG0NAG3X///ZHB3ZCjCWkGkFcJCSuRWPLRRx9VW4dUqVKRKQmQQDQCSNmBUBIvv/yy9OjRQ9566y1BUlWW4AkkGR1Rgj+cR4IAjNRwQXdKQf4bhHq/fPmyJgd0Sr+NfuLJxwhZb2xzyn9wR8E547QCzU2KFCliZD99+nSNXovEjkgMiZxf0P488cQT0rlzZ8mdO3eUNAII/IZlMiSTRGJKXMiRHBJB4Iz0A07jw/6SgNUEYBMED7H58+drjKCaNWvG2mSaNGkcd38yBmSkHUnIvdW41xl1Rv9PASg6kSA+UwAKAloCDqEAlAB4CTjUnwC0fPlyTXNRo0YNwQUZtgrIbwSNULly5SLtgPw1jQtdkSJFNDs3AsB99tlnaisEQcq4CPo7lttJwGsEkJsMMbXmzp0rf/31l1SpUsUvAgpA/z7s+wNEAcgfmXhspwAUD1gm7EoByASIQVQRkwD0008/qU0ChBXY/yD2z9GjR9V9FwHd4lPuvPNOFYLSpUsny5Ytk3Xr1mmuJgZQjA9F7usFAlhWhtb03XffVW1+2bJlYxw2BaDYBSC6wcd42nAjCZBAXAR+//13adOmjSCZY69eveSjjz6SXbt2acb3hAQ+hC3Q2LFj1TsMK/QrV66Mqyv8ngQ8RwCpMuA8MG7cOJk3b57nxm/GgCkAmUGRdZCAxwjA3b1Vq1a6vIUs77/++qtGfW7atKkUL148wTTg9QIhCEtoMPaEQfW1a9cSXC8rIAE3EYBbfNWqVXW5+dNPP3XT0EIylqQhaYWNkAAJuIYAjOeh+UG2auQsQoJTCCiw46lfv75p44TBNbxdsJSGJ9xDhw7J008/TXd50wizIqcTwLI0nAxghtGnTx91UqhTp47ThxWy/lMDFDLUbIgEnE8AF1rEIYHGB5ofwyMFxphdunQReHeZXR577DEVtC5cuCDDhw+XLVu2mN0E6yMBxxLAb84IM9G9e3eBUwJLYATMv1oF1i73IgEScBgBhB5o0aKFxvpBdndoZvbu3as2OshVBBddqwragncZYqG88sorqhFKiHusVf1kvSQQDgIwiO7du7cuP+NBBEmIWeImQAEobkbcgwQ8TwCanw4RMX5gkIxgbMWKFdMYUliagltuXPFIzAAIj5ZnnnlGkBMJMYNGjRrFLNlmgGUdriCAmDdYIkZsra5duwptguKeVgpAcTPiHiTgaQJXrlzRgIY//PCDXmAR0RkFUZz379+v+YlCFZEWNg+PP/64Lolh2Q02SEuWLNH8Yp6eJA6eBCIIQAiCLVCZMmXUM/ONN94gl1gIMA5QLHAC/YpxgAIlZc5+jANkDsdAajG8vRDvB5ofQ/hBHq8pU6bIPffcE5aM7xkzZlTvl4sXL8rnn38uP/74o8D1HrnGWEjAywRgE4S4QMi3N23aNM1SULFixTgDktqNmREENSFL3YwEHYJZpQAUAsg+TVAA8oFh4Vtod+DWjsCGWHoqWrRoZGurV6+W77//Xp8ykdIiHAUXt1KlSqn32aZNm1QQOn/+vNomwYOMhQS8SgCa0tKlS+vw58yZo8mIEV/LECqcwMXoq5UCEJfAnHAmsI8kEGICsPWpW7euuteOHDlSChQoENkDaH8WLVqk2iAYJYe7wP0eWbKbNWsmWKaDdxqWxRg3KNwzw/bDTaBx48YaSgJG0Vg6Pnz4cLi7ZKv2KQDZajrYGRIIL4GbN2/KpEmTNM4PghGOjojEDFd337JmzRqNAYSLq10KtEG4wCNTNtT/H374ofTv31++/vpr+eeff+zSTfaDBEJO4KGHHpIRI0bI8ePHBSEl6CH23xTQBug/FkG/4xJY0OiCOpBLYEFhi/MgBBqEp9fChQs1oGG3bt0ErH3LrVu31K4A9jZmBj30bSMh71OmTCkPPPCAlC9fXhOqLl26VJfqYBeBjPShMtZOyBh4LAmYTQDL1JUqVdKlMAQtPXbsmObdQxBTu5ZQLIFRADJh9ikAmQAxHlVQAIoHrAB2xRr7jBkz1HX20qVL6un1yCOPxGg0uXXrVtWqIPFp5syZA6g9PLukTZtWhSBog06dOqVPvVjWg23E3Xffrd4y4ekZWyWB8BCAXdyDDz4oqVOnlgULFqiWFA8ydljGjolIKASgRBFPdLdiapzbAifw559/qq1E4EeEd0/8EPBEgBsD7DmcVpAdHMauoTx10daRI0fkt99+EyQBhWHw6dOnBXMPTyS4ZIMlNAx4qkLMGvQTwQGzZ8+uN11cbGCYiH1wnB0K1OEIMIhxPfzww5rfC1nZ/RXk58KS0nPPPedvF1tux9wtXrxY1q9frzcA2DdhOYDG0racLnbKYgInTpyQ2bNna/JiPOzAzq9gwYIWtxq/6qHNxXUXCoZgi3Gv83c8BSB/ZOKxnQJQPGCZsKvVAhAEGWQ1h2s13L937NihqR8g5BglXbp0KuCkSpVK8EOF0INlFtjQQEDAjxY5s+CKipchrMFWBVGNYbh73333adAyBC6DxiJUBf3D0hBcZDG2QoUKaSyfuJ4EISThQomw+3iSdGLBhR8G3LBjgpDasGFDwQ0A88JCAl4jgN8B7OVwjWrUqJFqf3F9skOhAGSHWQigDxSAAoBk4i5mC0Bnz57V/FKbN2/WNA/bt29XjQ66nC1bNo11g2UTGAXjM7Q68Vk7xxIT4ung5ou1d2gjoEWCR4bh4pknTx7VDkEYKlmypIa0j00TEwxOCHPQgkD9jUSmeOJr0KCBthdIfQiqtnv3bk1F4XRbGhiEwtYJwRyzZs2qAiBsh1hIwGsE4C0JZ4EvvvhCkG8P7vKdOnXSOFt4qAtX8bQAhAnBUyaesAMtgRzzyy+/6M3L16030Pr97UcByB8Za7YnRACCwIFEnrBlQVJNxI85cOCAdhRr49CC4NzAUxCWrOJz/sV3tOgLhCG0j5g7+A+hCFok2KpAKIKWqHDhwpH9gSEvtE9xFVzI9u3bpxqejRs3qns4ljwhVJUrV061Hvfee29c1UR+jydEhNmH5xeEJrcUMP/f//6ngl3x4sXVCBwCEQsJeI0Acv0hvhfuo3hQw9I9tEJYLkYAVFyTQlk8LQANHjxY43nEJ8FiIMfg6Rc3tTp16pg2lxSATEMZUEWBCkCwzdmzZ48uZ0HwhQZk586dgh86CnJYQdCBwIMX3L1D/SOPPmA8jUE7dPDgQYFXFgQi2Bv5Lr/BCDxTpkwqCEFow/INlu0wLthGwTYJY0fBeKC5ghAFzRIEKsO4MHrbsX3+5JNPNNDg1KlTdekotn2d+B1sgyAIwQgciV1xfQjn068TGbLP7iGA6yQCneIhEalwjMjrUErAsQDXTauvla4XgHDRxgXH94kWdhO4oMOGAhd32E7gwo6nZbzHzQ8FQgduFpgY3Bywno+Lv3EMjgdA3EDgrWI8yWNfTJzh3os+4AaDm6GvWh/LInjhphjXUgQFoND+8A0BCFoJaDXwwpIGtCmYbzzVw14F242Cp3poT6DVgeYDr7jm1TjWDv9xjp08eTLS8BoaHvxW8NuAxggFgg3Oc9gTQUDCch2W7vA7SEjBbwTaH2hI4Brv1oJrwwcffCArVqxQgbhHjx6WZrh3K0eOyz0EcN+FMAR7SPzHNRYF105Ehof9ILTmSImDBy1ojeBgY8bDg+sFIAgwULEhVDduUBBwkOl5woQJMnDgQMHTJoQQ5BzCzQ6CES5Q48ePF9hr4GKPmyEEGuwD9TyOwb6TJ0/WGwMEIywvwHsFCeJef/11vUG0a9dONQLDhg3Tix1uLkYSOSRYxGcIZjCGxWcEkzIKbrZYOjEKnq7NdgnGTQdrsoa2wmjLjP84OXFyQbI3jHODrTf68cZn3/94jxdu1MZ/vMcL48SPzHjhnMAL44YQi5sS+glBGTd9CLmYX7xwjL+C8wI/Rgi2EAIMgdff/tzunwB+P8i+PmbMGNu6zPrvffy/gbZw+vTpKmBWrVpVn3bjXwuPIAH3EYBmGdcDPGDiHhlTwf0FQhDy8uE6jPso7sMQmnDfwbUY3lmwo8RDG+7r+K5NmzZRvDINO0vcD4It6IuvgiV6PWF1fcAAYXCFNce2bduqQILORrdNAOyPPvpItT1Qy+ECBUEI4EaNGqU3xegD27t3r7z33nv6xA/V9meffaYCkO9+EGwQIbNChQoq6Hz88ceR2iIIZSjvv/++LF++PIoABCPZQYMGRVaF6LNmuxDiJIMhmvF0H9kY3wREwBCSIMCyJIwAHjCgPYvLSyxhrdjnaCwT4iELsZFwbcKLhQRIIDACuGfByQKvQAuuMbVq1dIl+ujHGKs30bcH8hkPz7GVsApA6BgMrMaNG6cCEASNmGxzsAxlaFgg/CCzrWHHUK1aNfVsiT5IqP+x3IECDcC2bdui7ALpFXAMzw+4JUMYQoEkCgELQhTchPNEGKP6FghtvhogaCvg4WNmwaTDfiU2LUew7UHwhHSOExQaGKcVLPHgScTQMjmp/3giQr+hyXJCgR1SzZo1NWaOE/prVh/x+0MqDYQLwLUASVehPQ5Xtnn0B9cZK64HZjHzVw+e/nG9hjbfiQUP5U75vUbni5UV9B3adDsXnB/QAvneR81YAsO9DvX6K2EXgLCGCDUV1heRyBDr7tELQBgFNj/QjhgFSyMxlbjiqgAK2vW9icJ2BD9SBHlr2bKlGkPCcBSxEnwLJssQwLAd9hlWXJhimzjf/sT3PdSPuBFDtehEAQh9xxOD79zFl0G49jcEIKf0HW7z+P3hocOLBQ9k0H5B+MHy/Lx583TJPNQsIERgOdiK64zVY8G1GDciJ/YdbIzfrNWcrKgffUcBf7uX6NdEfDZeVvU9fE7+PiOCFgg2O3C1ww89tlKlShWN3QFjLEi2waqn0Q6MOg3hBtbuUHtDwwRbIQhAsO1Zt26dY3+4sXHkdyQQFwEETIT2A8KPl22oihUrJqNHj9brQL169TSadFzs+D0JkID9CdhCAEJIesQsiWn5KzpCLG21atVKvVJwUcIyF2yBgikwhIbRdIeIBJAzZ85UI2io+6EJ6tmzp3Tv3l2f/uAlxkICXiOAJWloRJEiw+sF1x3YG8KwHg9HWBpjIQEScDYBx6XCgDCCdULDdgdPqDCShjdXsAWapOiW4tgG1S2WWuIqdIOPi5C530Oti/mJrjI1txVraoN3BPqNc8buBQ8asAGCjR7LvwSwbIzlMLgFw/kBwlAoihuWwOJjFBsKpoG2AbsvJ/xeYxoPBHY4hGD51GnFDBuguHKBBac6CSNJ3EDgrg6LcRS45yKZY0JKdOEHdcW0LSFt8FgScBIBLDEjKiy0pCz/EYAtBWIizZo1S42kEYupc+fO/+3AdyRAAo4h4DgBCFLhO++8o3GAYKOA/ESGh5hjqLOjJGBzAtCswtDfN/6Vzbscsu4hYCoCQsIuCqE04GGDJXMWEiABZxFwnAAEvFAH0y7BWScae+scAojjAQEIIe+t8kR0Do2Ye4qlcdgOQkiEBhoeTtAMsZAACTiHgCMFIOfgZU9JwHkEsPSFZIi4wbPETgAxw+CEgej1EBz79esX+wH8lgRIwDYEKADZZirYERKwB4H58+drahoEB2WJm0CLFi3UWWLixIlq4I4AiiwkQAL2J0AByP5zxB6SQMgIwNtl2bJl0rBhw4A8IEPWMZs3hCCJWBaDZxgKhSCbTxi7RwIRBCgA8TQgARKIJIB8eIgOXrly5chtfBMYgWbNmumOEIIgDHE5LDBu3IsEwkWAAlC4yLNdErAhAST/RYR0hJtgiT8BCEGI84TlMBQKQfFnyCNIIFQEKACFijTbIQGbE9i+fbvs3r2b3kwJnCcsh6FACIJh9IABAxJYIw8nARKwggAFICuosk4ScCABaH8QABSZz1kSRsCwCZo0aZIgXtmQIUMSViGPJgESMJ0ABSDTkbJCEnAegStXrsinn34qSDYcbG49543a2h5jOQxBE5Fv8O+//9ZcYta2yNpJgATiQ4ACUHxocV8SCJLApUuX5L333pMvvvhCdu7cKYkTJ5bSpUtL69atpUGDBvo5yKpNOWzJkiWCPlarVs2U+ljJvwQaN26swRJnzJghEDJffPHFsM8154YESOBfArbIBs/JIAE3E1i5cqU8+OCDkTc/uJjXrVtXTp8+rSkU6tWrp0lHw8ngf//7nxQsWFBy5MgRzm64su369etL+/btZe7cuTrfWBJjIQESCD8BaoDCPwfsgYsJQLAYPHiwFC5cWIYNGyZZsmSJHC0EoV9++UXeeustFYg++ugjKVq0aOT3oXqzd+9e2bRpk3Tt2jVUTXqunccee0zTisycOVPOnj0rs2fPltSpU3uOAwdMAnYiQA2QnWaDfXEVAQg0gwYNkkqVKqkQ5Cv8GAO97777ZPTo0ZIqVSqB4eyhQ4eMr0L2f968eXpzrlChQsja9GJDSCyLAIkQNrHsefz4cS9i4JhJwDYEKADZZirYETcRWLt2rQwcOFCzqXfp0kWNYf2ND55X8BKCwewTTzyhtiL+9jV7O4xzFyxYoEt0yZMnN7t61heNQMmSJWX48OEq/NSqVUu2bdsWbQ9+JAESCBUBCkChIs12PEPg1KlT0q1bN8mXL59A+EFU4LgKhCAEzfv9999D6jIN4+dz587Jo48+GlcX+b1JBPLmzStjxoxRrR+WQRF+gIUESCD0BCgAhZ45W3Q5AQS+u3btmvTq1SteLuW5c+cWZBdfuHChLF++PCSU3n33XSlQoIDcfffdIWmPjfxLIGPGjDJy5EgpV66cagr79u0bUs0f54EESECEAhDPAhIwkQCElxUrVkiHDh3krrvuinfN0MTALmjo0KGW3xB37dolmzdvpvYn3rNkzgFYcuzRo4d07NhRYzDBUHrr1q3mVM5aSIAE4iRAAShORNyBBAIjgEzqo0aNkjJlykj58uUDOyiGvSA8/fHHH/Lqq6/G8K15m9555x1JkyZNgvpqXm+8WxOE3rFjx2oS2scff1zfI2YQCwmQgLUEKABZy5e1e4jA+PHjVWsDQ+aElOzZs0vNmjUFLtNHjhxJSFV+j71w4YIutVWtWlUD9fndkV+EhACWICEEwTsMYREQkfuzzz4LSdtshAS8SoACkFdnnuM2lQCWkxDzBzcw2HcktKCeFClSyIQJExJaVYzHf/jhh5qeoXr16jF+z42hJ4AUJE2aNJEXXnhBMmTIIN27d5c6derI6tWrQ98ZtkgCHiBAAcgDk8whWk8AT+8QfGrXrm1KY3feeacggvAnn3wie/bsMaVOoxJkKEcgPqTiyJQpk7GZ/21CANG4ERYBMaQQNLFly5byyCOPaBoVzB0LCZCAOQQoAJnDkbV4mMC6detk1apV+vSeLFky00hAOwP3+FdeecW0OlHRV199pe72iEPDYl8CiBn0/PPPy9NPPy1nzpxRY2kEq5w2bZqmUbFvz9kzEnAGAQpAzpgn9tLGBLBMBRsO5Psys8BLCDnDYAuyf/9+06qePn26IBYN0nOw2JsAYkiVLVtW7YNGjBghOXPmFNiaQXsHY/mlS5dqyAV7j4K9IwF7EqAAZM95Ya8cQuD777+XjRs3CgLaIcO72QVLH8gZ9eabb5pSNdys0V+zlupM6RQrCYgABNbevXvL1KlTpUWLFgK7syeffFJKlCghzzzzjGzYsCGgergTCZDAvwTMv2KTLAl4iMDkyZNV+4OAdlYUGEIjPgzSVSDCdELL66+/LpkzZ6bre0JBhvF4LIvCOPrFF1+UcePGabqVL774Qho1aqTziiXTY8eOhbGHbJoEnEEgYAEIxnfLli2LVLe+/PLL6vHy9ttvO2Ok7CUJmExg/fr1+tQNj61A0l0E2zwEINSf0N8asr7jNwztD/KOsTifQJ48eTR6+JQpU1QLlCtXLo0fBYEcARbXrFnj/EFyBCRgEYGABSAk8KtXr54m8UPuGngpoPTp00fgUstCAl4j8Nprrwli9lil/TF4IlghMom/9957cvXqVWNzvP9j6QTag2rVqsX7WB5gbwJYfsVSWM+ePQVavlatWsn27dulWbNmGlPqyy+/tPcA2DsSCAOBgAUg2CDA4O6ee+6RuXPnqnHm4sWL1Tjvgw8+CEPX2SQJhI/AL7/8It99953+Dqyw/Yk+MgRGRKTpTz/9NPpXAX3+7bff9Fhof5j1PSBkjt0pVapUquWbOHGi9O/fX/766y/p3LmzCkLUCDl2WtlxCwgEJAAhFsXFixf1yRE/ppUrV+p6M/qDjNcI289CAl4igAeC9OnTS6VKlUIybCxtIEcY4vcEUyZNmqRpLxj4MBh6zjwGy6bwFhs9erTGFMI1HBqhLl26qCbfmaNir0nAPAIBCUBI6ojAbPB4+fjjj9UOCDFErl+/rstfDz/8sHk9Yk0kYHMCMDCFa3qNGjXile09ocOCLdDOnTs1gWl86sIxixYt0iXsO+64Iz6Hcl+XEEBMIQTrhNcYIksj1ca8efNcMjoOgwSCIxCQAIQnCdgAQQ3frl076dWrl2TLlk2aNm0q3377rf4PrnkeRQLOIwBjZBgRI4llKAue5hFtGklM41PgKYTjqP2JDzX37Yul2mrVqslLL70U6TqPvHUIsshCAl4kEJAABDAwet6yZYsg6q2RpRoRSvft26c/Ji/C45i9RwBZumEDV7lyZYGtRSiLcQNbsmSJ2gMF0jbslLBk3bx5cyY9DQSYB/aBUT2MpRFTCJ6M0Czi2s5CAl4jELAABDBQo5YvXz7S5RdLX6G+CXhtgjheexFAPB5kUg9XGgk8wWPpGf2Iq/zzzz/y7LPPSv78+aVixYpx7c7vPUYA13JoB2HegBhCSObLQgJeIhAvAQgG0PD4wloy7CA2b94sTM7npdPF22O9deuWzJo1S0qVKqVLwOGgAXs8tB+I/QZSXhw4cECXra2MUxQODmzTHAIIigkhGQIykq+OGTNGcJ6zkIAXCAQsACHsepEiRTT/DJ4aTp48qT8ceMGcOHHCC6w4Ro8TwFIS3Mlh/BzOAi0Qlp6R0sJfgeCDKNWwU7r33nv97cbtJKBLo926ddP0GjNmzJAePXpEBrwlHhJwM4GABSDEkcBTAsLxI/EjCowxYZcwf/58NzPi2EhACcAFHckoixcvHlYiWIrOkCGDICBpTOXGjRsaoBS2HsgZxUICgRCoX7++PPXUU4K0GjCOhr0bCwm4mUBAAhB+CHjaxNJX2rRpI3lkzZpVYAiNAIksJOBmAgcPHlSPRxiMhrvgoQNG2J9//rlcunTptu7ASQFGrYj3kjJlytu+5wYS8EfgwQcf1OCJuN63bNlS47/525fbScDpBAISgJImTaqansuXL982XkTExQWZhQTcTACu7xAmQhX4MC6WVatW1Qi/iO/jWxCrC8kwkbYGgRNZSCC+BKBhhD0Qru0UguJLj/s7iUBAkgtC58PuoV+/frJp0yYdH7RCUMEjIm64PGKcBJp9dS4BnOsw/ofWxS6BBLNkySJFixaNsvx86NAh6d69uxQsWFAj/jqXOHsebgKFCxdWIWj37t2aVyymh99w95Htk0BCCQQkAKGRmTNn6powEj/CwBIu8G3atJFHHnlE7Q0S2hEeTwJ2JfDJJ5/oUoAdlr98GSGa77Zt2wRZ3pGOpnXr1hqZGvFdmO3dlxTfB0MAgrShCWrbtq1qHIOph8eQgF0JBCwA5ciRQ4NmrVq1SuBeC4EIF18YQPNia9fpZb/MIIDlr2LFimnmdzPqM6uOsmXL6rIcnBEQlR0RfXHDQsZ3FhIwgwCEoAEDBui1Ho4w165dM6Na1kECtiAQqwC0YcMGXQdGTyH4IO0FgqshASo8wXDBXbFihezYscMWg2EnSMBsAjAGRQgIu2l/MM4UKVJoYFLEBDp+/LhGa8eDCgsJmEkAS619+vTRXJDQLjL2m5l0WVc4CSSNrXFI/CVKlFBbnwYNGsj58+dj3B0Zhj/66KMYv+NGEnAyAWh/MmXKpMEH7TgOLIMhPhGWKHLnzm3HLrJPLiBw//33C2IFvfHGG5I+fXqZMGGCC0bFIXidQKwCEJa4jAiyiP+DgiihxjYYhyKMOr3AvH4auXP8p0+f1pgojRs3tu05jiUKJCaGx06ok7O6c9Y5Kn8E4CKPsAvvvfeeIIL0wIED/e3K7STgCAKxLoElS5ZMjSoxEix34QkANj/wCsNSWKFChWTatGmOGCg7SQLxJWAEGkTkZTsXeKdt3bpV6Klj51lyR9/gDYzVAEQZDyQdiztGzVG4lUCsApDvoOECj2BweApAQUwUBFybOnWqfPbZZ7678j0JOJ4AoinjSRdej77BP+04MMQmQn/Xrl1rx+6xTy4jAJMHxKEaMmSILF++3GWj43C8RCAgAQiW/zjRkS0YKncULHu1atVKhg4d6jckv5dAcqzuIoDzHYbFdjR+jk46Y8aMGvQQQRBZSCAUBDp16qT2oYg7hajjLCTgRAIBCUCw+cGS19GjR28b44ULF+Ts2bO3becGEnAyARg/58mTRwoUKOCIYcAYGolajxw54oj+spPOJoDQJ7169dLceO3atdNzz9kjYu+9SCAgAQi2QAh4CJXn4cOHIzlt3rxZw+4zEnQkEr5xAQEEFlyzZo1Ur17dMaMpU6aMLktTC+SYKXN8RxEVHYbQsAnFagCCcbKQgJMIBCQAYUAItnb16lV1tUWgNdgAIRAbDET79+/vpDGzryQQKwGc66lSpYq0d4t1Z5t8iZtQ+fLlVXBjnBabTIoHugH7OATfRIgUhGKAZzALCTiFQMACUIYMGTQQ1s6dOzUSNG4ScL2FXRCSpbKQgBsIwJMKMa2wpAShwkkFfT537pz89NNPTuo2++pwAgjDgIfgX3/9Vbp06SLXr193+IjYfa8QCFgAApC///5btm/frrmH4HoLaZ9Pm145VbwxzgULFuh57QTj5+gzYsQEWr16dfSv+JkELCWQP39+6dmzp2YMeOaZZyxti5WTgFkEAhaAkA6gSJEi0qFDBxk3bpycPHlSnn32WYEL7okTJ8zqD+shgbASmDNnjpQsWVKQbd2JBVogeOUgYB0LCYSSQOnSpaVjx47ywQcfMFJ0KMGzraAJBCwAIS1GxYoVBRGhkQcMBctgcIdHcEQWEnA6ARgQ79u3TxDszakFDyTQysKIm4UEQk3g4YcfFkROnzJlisCTkoUE7EwgIAEIS11ICjl27NgoQeGyZs0qTz/9tCxdutTOY2TfSCAgAm+99ZZmfC9evHhA+9txJ9jqof9cBrPj7HijTxCA4DU8YsQIBsn1xpQ7dpQBCUAwcoamJ6ZQ+zCEZi4wx84/O/7/BH7//Xf55ptv1PXdyHXnVDiI0nvo0CF9OXUM7LezCcBUAqEZECtoxYoVzh4Me+9aAgEJQPCGwbIA0mFs2rRJYUArhFxJb775pjAOkGvPD88MbPbs2YK4JrChcXqBLUbq1KnVINXpY2H/nUkAD8Uwika+yJYtW8r69eudORD22tUEAhKAQGDmzJnqHYPcSAcOHBCs9bZp00ZVnX369HE1JA7O3QSg2YQdGzQniG/l9ILApcjZBzsgRHBnIYFwEMDKAR6ac+bMKfXq1ZOff/45HN1gmyTgl0DAAlCOHDlUil+1apXGAYJAtG3bNr1xICw6Cwk4lQC8ViAEOdH13R9zBCjFmJinyR8hbg8FAWhVESjxrrvuUk3Q7t27Q9Es2yCBgAgELAChNkT7RLhz5ARDDjBG/QyIMXeyMQF4TMH4GctGMOp3S8mdO7fkzZtXvvvuO7cMieNwKAFEVR88eLDceeedgkzySDXDQgJ2IBCwAPTjjz9KqVKlpEmTJhopd8yYMfLQQw/pMhgCJLKQgBMJfP3112os7EY7NmiB4KSA0BUsJBBOAkiZMXToUEmRIoW6ye/Zsyec3WHbJKAEAhaAnnrqKbWRQLZpBEU8ffq0usbDuO3VV18lThJwJIEZM2Zo1ncE+XRbgR0QbjhYtmYhgXATSJ8+faQQ1KhRI0FaJRYSCCeBgAQg2BJs3bpVJk6cqAZt6DCs/JEMFarNZcuWhXMMbJsEgiKAnFkQ4N2o/QEQGHRXqFBBBaAbN24ExYgHkYCZBGALNHz4cPVSRLwg3FdYSCBcBAISgLCGiwzwMRlUQpXpJtuJcE0E2w09AYRwQOBACAluLfDWRIJU3mjcOsPOGxfuJRCCMmXKpDZBK1eudN4g2GNXEEgyOqIEMhKo0qHtgT0B3BthW/D666+rAWn37t3VKPrgwYPqdpsxY8ZAqnTNPlevXnVUBmTMH7QD0OzdunXLcfMAz5KE2p1hKRfnc4MGDaRw4cKOYxBohyHgbd68WfP1wWaPhQTsQACx5fDggQzycELIlSuX3HfffXbo2m19wLUS13gnljRp0mjfr1+/7rjuI5wHSkL6btzr/A0+UcQNMKA7INZv4QUWV0HwKwhGXip//vmno34gEGZxY4Qw68SlEeNcDPDUjfFURCJfBPJEziJ4p7i5IMI18vZNnjzZsUle3Tw/Xh4bbm6ww1u3bp3GDBo4cKDYLRI7lu1wjXdiyZ49u2qA//rrL8d1H4InrvEJET6Ne52/wSf190X07cj+HsgNBxIXCwnYmQAuZhB+kK/I7cIP5gGaHwR6hEt8ixYt7Dw17JvHCOB+AQcbmFG88sorApMKLzyUeGyabTvcgGyA0HtIUlh6iOtFAci2c82O/T8BZKlGhGS3Gj9Hn2g8SUEIgq1FQtTJ0evlZxIwgwA0Pk2bNlVBCGEp6tSpI/v37zejatZBArESiFMAwhrtqFGj5NixY1oRgh+2bdtWl1DgZksPsFj58kubEcD5C5uDSpUqaXRam3XPsu48+uijcvHiRdmwYYNlbbBiEkgIAdxPcK+B0X7NmjXl448/Tkh1PJYE4iQQqwCEiJ0wVHvttdfEWEOEwfPSpUtl5MiRUrJkSZXct2/fHmdD3IEE7EBg3rx5asuG3EReKvfcc48UKFBA8ITNQgJ2JYDzdNy4cVKsWDHp3bu39OjRQwUiu/aX/XI2gVgFIHjJIPrzoUOHJF++fHL48GHBDeTFF1+Uvn37aib4ypUry5w5c5xNgb33BIFr167pOYuEvtmyZfPEmH0HWaNGDdm3b58mM/bdzvckYCcCsMtDgu0nn3xSvvrqK6lSpYosWbLETl1kX1xCIFYBCMlOYTQJVzoUeJNgvbZ58+aRw8fJGVN8oMgd+IYEbELgww8/FBjzw/XdiwWBS+FBh5sKCwnYnQBSueBhG55MXbt2ldatW6sAb/d+s3/OIRCrAITEp8gCb5QVK1aoRghugUbB0hgMo1lIwM4EYPw7depUTXqKRKFeLHBQgOcbXI6RzJiFBOxOAMESsRLRq1cvQeR2BPbE5+PHj9u96+yfAwjEKgBhHXb16tU6DPjiL1++/DbPGbjWFi9e3AFDZRe9TGDBggVy9OhRadiwoZcxCIyhEc7i22+/9TQHDt5ZBGCLilRMyCG2cOFCtU0dMmQIl3OdNY22622sAhDUjtOmTZOnn35aYDQKG4rOnTvrIBBEb9CgQepV0qxZM9sNjB0iARC4dOmSwO0dmahLlCgh9957r6fBIA0BvG2wnE2XeE+fCo4bPEKx4AEG8YLq1q2rXmII79CmTRt1zMH9iYUE4kMg1qiFHTt21AiY7777rtoBLVq0SPLmzav1w44C6TCmT5+uF9T4NGrWvmgfIdXh3RLfAnUqcpzBuJvFXQTg6o6YN59//rlqLY1Iok2aNHHXQIMcDVyMv//+e00Ei3AALCTgJAKpU6dW72M8lP/www+qzYTBNIT72rVr6yoFzmsvBDl10rzZsa+xCkDocP/+/fUVvfOIpQLBAwJIuMrOnTtViAlGAMITMOybKACFa/bMaxfxbSDQbtq0SdasWSMbN27UQIcwnsTNHhdJ5BriXP/LPE+ePFKkSBH58ssvNR6SeTPBmkggdARge1q9enV9HThwQNauXauazQ8++EDzVZYpU0bKly8vDzzwgGp/s2TJErrOsSVHEIhTAPI3ikAT1+Hp++bNm1GkcaQiMAypkdQSthkIhQ6NDAqe4GGwCSNsnLR4j5scPHggtBiSPZ4AfPPG4DgYd0Z3cUbUXwRyzJkzp9YV05hi2iemfsR0LLdZSwDzcPbsWT0fTpw4oVpJBOhEtFj8R2JTFKjIIQw3btxY7r//frn77rs1/cOZM2d0GdfaXjqrdjwpIzcYtKiB/padNUL21ksEsDKBF5bDfv/9d30g2rVrl8yaNUtTa4AF7jkFCxbUByFcG/BQhPsO7jFI4A0NEjMZeOmsEQlaAAoU09atWwVLaEh4h4KT8vnnn9d4QnCfHzNmjNpl4EYGS3+s7c6cOZIlfyEAACnQSURBVFNjDyEvDGKXFC1aVE9kPMHv3r1bQ6Y/9thjMnv2bEmbNq20a9dOj8GSB/aB3cerr74qUJXChgnqfrj/nj59Wg3potuB+Nsnej9gC4WCPvhGKcXNpFChQvqdWX9w03/hhRfU7sqsOo16IDTihw6hLz4ltlxwxne+//HeeEEI9n0hCSte6ANeWL+HMAyvQowdmeoh9OIV19o+BB8EUIN3V5IkSTRwGpbA0B60P6VLl/a87U/0eUZ8Lzwo4AaBJ2QWEnAbAZzfEHDgMfbbb7/pgxMioccWDR0P1wj7gnsH3hsvZCbHagf+49qJ6wxeiRMnjvLCtdX3Bab47PtfP/j8Mb732WTaW/QXtn7Gddm0ik2uCGxh1A7uRgFn9Dshq0xxJfu2XACCCvKll17Sp3RI3EidAYEBZe7cuRpRGqpKPOFDAEIeGBR0HMGvAADLcIgIChdICEp4avUtWP6A8ANPH6hFIXBBHYr38FJD8Ea8/+ijj3QfuFEaBV5use3j2w/jGBiA4wZrFIwRN2EzC7QW8LqL6+YfbJv40YX6R+GvvZi2o38QbvEKpECIip4/6Pz58ypQIc8QS1QC4AsNKpayd+zYkaCLTNSa7fspHOe8fWl4q2fxXf7CwxMepPHyLTiHYir+tse0byi3OeWcx/0TwS+hiTOKwTQhWjk8VMdWLBeAICUj6SSCr0FTA8EBmhssg0FwgUCEGz0KnvYN4QZpNgAALwhM0IZAyIFxG7Q/vgW2QAjyBiEHpX379vr/zTffVANtYztioKAPAwYM0O/xB+3BK8bfPr79MA5C8EfflAIYC7RLZhZI7oi7ZEXByZYhQwaBIBeXhGxF+wmtE9o8CDcxCU5G3dAiIeJzxYoVVTNkbOf//wjAgwaaTAjwr7/++n9f+HmHp108HYO90wquQ7gJ4sHCqocKK5mAO7SjTvTcw0MMnuJh0uDEgqUzXOOdWGAHidxqRioru4/B9z6KJM64xhtOLMH0Hfc6w7QmpuNjdYOP6YBgtkGrA6NjqB6xVITgViiQ7OrXr6+ujXBvHD9+vK7L4jsM3ihGYjwIPtDY9OzZ0/hK/2Pt1vfCAEEKIDNnzhxlmQcXPrxwITdKXPv49sM4hv/tTwDLl/jh0/PL/1xByMZva/HixZF2VP735jckQAIk4C4C/0kCFo4Lthl4CkA8FmOJC1I1jC9h1Ir/WKuFlicmjcSwYcNUUwNNkBEF1FfggVYI2iTjyRT2RtCeVKtWTYUuQ3qHtgneL74CUCD7WIiGVVtAAMupsOvC3EY3iLegOUdXCa0onpLeeOMNR4+DnScBEiCB+BKwfAnM6BCMmxEzCGp3o3Tq1ElGjx4t77//vhqsIu+Y7xqgsV/Lli01+BUEKGh2kCXYd10Q6mF4/mA/qPxw08M+uLCjXWxHvTCwggG2b4E2Kq59fPfne/sTmDJlimoEETWWJXYCMPKEK/H8+fPV1s7QzsZ+FL8lARIgAecTSBSxxnYr3MOAhsZwi4+tL3BxhxDjq8Hx3d/wKMJF3bdgO9YRISj5K4Hs4+9Y9D8h65T+6rVqu5ttgA4fPqx2YtAW+ibttYqlG+rF76pfv36afXv48OF+h0QbIL9oLP+CNkCWI/bbAG2A/KKx9AuzbIBg7+qvhGQJzF/jxvZAhB/si2U0f8IPvodNQ3Thx9gem/AT6D7Yj8XeBJA9Ggbt8HBiCYwAflfwsISG1VguDuxI7kUCJEACziVgCwHIufjYczsR2L59uyBdCwzqYxKE7dRXu/UFy8BwEIDxOAsJkAAJeIEABSAvzLJHxoigmrD/QsZzlvgRgBYWRuOIC2Q4E8SvBu5NAiRAAs4iQAHIWfPF3vohgLxW69evFxjS+xrI+9mdm2MggJAUCBxmRG2PYRduIgESIAHXEKAA5Jqp9O5AYMD+3HPPSeHChTUgpndJJGzk8JSEFgjpMRBDiYUESIAE3EyAApCbZ9cjY4Px7sGDBzURokeGbNkwH3/8cdUCIWQFCwmQAAm4mQAFIDfPrgfGhqCHkyZNksqVK2s2aA8M2dIhwmUUwRFhC4S0ESwkQAIk4FYCFIDcOrMeGdfEiRPVe4kxf8yb8AYNGmhE9kDyg5nXKmsiARIggdASoAAUWt5szUQCu3fvlrlz52o+uUBjSZnYvGurQm495N3D0uLx48ddO04OjARIwNsEKAB5e/4dPfpnn31WU5wY+eUcPRibdR4eYfCme+WVV2zWM3aHBEiABMwhQAHIHI6sJcQE4Pa+Zs0azfOWPHnyELfu/uZSpUqlOfKQI2z//v3uHzBHSAIk4DkCFIA8N+XOHzBi1YwaNUqKFCki5cuXd/6AbDqCWrVqaf688ePH27SH7BYJkAAJBE+AAlDw7HhkmAi8+uqrcvToUXniiSfC1ANvNIukuY0aNZIvvvhCtm3b5o1Bc5QkQAKeIUAByDNT7Y6Bwij3pZdeUlft3Llzu2NQNh4FAiNmz55dA03auJvsGgmQAAnEmwAFoHgj4wHhJDB27FhJkiSJNG3aNJzd8EzbYI0QA0gzsnz5cs+MmwMlARJwPwEKQO6fY9eMEDfhxYsXq/CTOnVq14zL7gMpW7asFCxYUCB8Xr9+3e7dZf9IgARIICACFIACwsSdwk3gxo0bMnz4cMGyFyIVs4SWQOvWrdUbbM6cOaFtmK2RAAmQgEUEKABZBJbVmktg3rx5smvXLmnXrp0kTszT1ly6cdeWP39+qVChgtoCXbhwIe4DuAcJkAAJ2JwA7yQ2nyB2T+TPP/8UuGJXrFhRM76TSXgItGzZUi5evMjgiOHBz1ZJgARMJkAByGSgrM58AhMmTJCrV69Kq1atzK+cNQZMIFOmTIKo27Nnz5bffvst4OO4IwmQAAnYkQAFIDvOCvsUSWDHjh2a7wsJOpGpnCW8BJAiI02aNBqIMrw9YeskQAIkkDACFIASxo9HW0wAhs9Zs2aV2rVrW9wSqw+EwB133CEtWrSQFStWyLfffhvIIdyHBEiABGxJgAKQLaeFnQKBTz75RDZt2iRt2rSRZMmSEYpNCDz00ENSoEABGTFihFy7ds0mvWI3SIAESCB+BCgAxY8X9w4RgStXrqjHUcmSJaVUqVIhapXNBEIgUaJE0r59ezl06JBMnz49kEO4DwmQAAnYjgAFINtNCTsEAlOmTJEzZ85I27ZtCcSGBPLkyaPxmIy8bDbsIrtEAiRAArESoAAUKx5+GQ4CBw8eVM1CzZo1NQ9VOPrANuMmgBQZyZMnl2effTbunbkHCZAACdiMAAUgm00IuyPqYZQqVSpp2LAhcdiYAOYIsYGWLVsm33zzjY17yq6RAAmQwO0EKADdzoRbwkhg5cqV8vXXX6unUcqUKcPYEzYdCIHKlStrcMqhQ4cK7LZYSIAESMApBCgAOWWmPNBPJNrEcgrSLlSqVMkDI3b+EGEQ3bFjRzl58qS8/PLLzh8QR0ACJOAZAhSAPDPV9h8oEm3u379fnnjiCcGNlcUZBHLmzCn16tWTmTNnys8//+yMTrOXJEACnidAAcjzp4A9AMDjCxoELKnky5fPHp1iLwImgEjd2bJlkwEDBgg0eSwkQAIkYHcCFIDsPkMe6d+LL74oN27cUNsfjwzZVcNEoMrOnTsLUpcwNpCrppaDIQHXEqAA5Nqpdc7AsGwyf/58gRYhffr0zuk4exqFQKFChaR69eqqydu7d2+U7/iBBEiABOxGgAKQ3WbEg/1BSgXk+6pVq5YHR++uIcMtPl26dNK3b1/V6LlrdBwNCZCAmwhQAHLTbDpwLIsWLYrM95U0aVIHjoBd9iWAZKldunSRbdu2yRtvvOH7Fd+TAAmQgK0IUACy1XR4qzNGvq/ixYsz35eLpr5o0aJSo0YNmThxouzatctFI+NQSIAE3ESAApCbZtNhY5k2bZrGj4HbO4u7CGApLEuWLNKzZ09mjHfX1HI0JOAaAhSAXDOVzhrIkSNHdIkEmoIcOXI4q/PsbZwEkCOsW7dusmfPHoGHHwsJkAAJ2I0ABSC7zYhH+jN27FhJkSKFNGrUyCMj9t4wEc+pcePGMmPGDFm9erX3AHDEJEACtiZAAcjW0+POzq1bt06WLFkiTZs2FSTUZHEvgccff1zgHt+rVy9BsEsWEiABErALAQpAdpkJj/QDwQ6HDx8uefLkkWrVqnlk1N4dZuLEieWpp56Sq1evSu/eveXWrVvehcGRkwAJ2IoABSBbTYf7OzN37lzZvXu35vvCzZHF/QQyZsyorvErV64UGL6zkAAJkIAdCPAOZIdZ8Egfzp49KxMmTJCKFSvqsohHhs1hRhB44IEHNNAl5n/9+vVkQgIkQAJhJ0ABKOxT4J0O4OaHpZBWrVp5Z9AcaSQBuMbnzZtXvcNOnz4duZ1vSIAESCAcBCgAhYO6B9tEvq958+Zpvq8MGTJ4kACHjEjfsAOCENy1a1dmjecpQQIkEFYCFIDCit8bjcPwddiwYZrvq06dOt4YNEcZIwHYAyE44qZNm+S5556LcR9uJAESIIFQEKAAFArKHm9jwYIFsmXLFjV8Zr4vj58MEcMvVqyYNG/eXGbNmiULFy4kEBIgARIICwEKQGHB7p1Gz58/Lwh6CCPYkiVLemfgHGmsBOrVqycVKlSQgQMHyo8//hjrvvySBEiABKwgQAHICqqsM5IADJ8vX76s2p/IjXxDAhEEYAeENCgdOnSQ48ePkwkJkAAJhJQABaCQ4vZWYz/99JO8++67avicKVMmbw2eo42TAPKF9evXT5OlQgi6cuVKnMdwBxIgARIwiwAFILNIsp4oBG7evCmDBg2S7NmzCw2fo6DhBx8CMIqGEPTrr79qugycNywkQAIkEAoCFIBCQdmDbcyZM0fg+t6xY0eh4bMHT4B4DBlJU5E5ftmyZfQMiwc37koCJJAwAkkTdjiPJoHbCRw9elTGjx8vVapUkSJFity+A7eQQDQC5cuXl1OnTmnm+Ny5c6vgHG0XfiQBEiABUwlQADIVJysDgSFDhqjWp3Xr1gRCAgETqF+/viBC9IgRIyRbtmxSu3btgI/ljiRAAiQQXwJcAosvMe4fK4FFixbJihUrpG3btpI6depY9+WXJBCdAIyh77//fs0gv3Hjxuhf8zMJkAAJmEaAApBpKFnRmTNnZPjw4VKqVCl58MEHCYQE4k0gceLEagyNZbB27dqpcXS8K+EBJEACJBAAAQpAAUDiLoERwNLXtWvXaL8RGC7u5YdAihQpZMCAAZImTRpp0aKFHD582M+e3EwCJEACwROgABQ8Ox7pQ+DTTz+VL774Qtq0aSNMduoDhm+DIoDl02eeeUbgFo+0GTCQZiEBEiABMwlQADKTpkfrOnbsmAwdOlTTXcDzi4UEzCCAGEHQKp47d06FoD///NOMalkHCZAACSgBCkA8ERJEAJne+/TpI4kSJZLOnTsnqC4eTALRCcAbbPDgwYLQCi1btpQLFy5E34WfSYAESCAoAhSAgsLGgwwC06ZNk7Vr10qXLl0kbdq0xmb+JwHTCMAgGsth+/btk1atWsmlS5dMq5sVkQAJeJcABSDvzn2CR75p0yZBstOaNWuq63KCK2QFJOCHAKJFI7XKrl27KAT5YcTNJEAC8SNAASh+vLj3/xOAyzvSF9xzzz16QyIYErCaQMGCBVUI+uWXX3Q57OLFi1Y3yfpJgARcTIACkIsn16qhXb9+Xbp27apLEbD/Ya4vq0iz3ugEChUqpMth0AQ1a9ZMaBgdnRA/kwAJBEqAAlCgpLhfJIExY8bIhg0bNFpvpkyZIrfzDQmEggA0QTCM3r9/vzRu3Jgu8qGAzjZIwIUEKAC5cFKtHNJ7770ns2fP1iWIEiVKWNkU6yYBvwTy588vw4YNkxMnTghyiB08eNDvvvyCBEiABGIiQAEoJircFiOBr776Sm861apVkzp16sS4DzeSQKgIwP7s2Weflb///lvq1asn27dvD1XTbIcESMAFBCgAuWASQzGE9evXq9Fz8eLFmeoiFMDZRkAEECdo5MiRGoKhUaNG8uWXXwZ0HHciARIgAQpAPAfiJLB161bN7o4nbhg9J0mSJM5juAMJhIpA+vTpZcSIEVKkSBENxjl16tRQNc12SIAEHEyAApCDJy8UXd+4caMmpMST9sCBAwWJKllIwG4E7rjjDunXr58uzY4fP169FC9fvmy3brI/JEACNiJAAchGk2G3rnz99ddq7JwjRw7NyXTnnXfarYvsDwlEEkicOLG0bt1aevToITh3EaATMYNYSIAESCAmAhSAYqLCberp1bFjR0HcFbgcU/jhSeEUAg899JCMHj1ajaNhrD9z5kxBzjoWEiABEvAlQAHIlwbfy5UrV+Tpp59W75qHH35Y+vfvL1heYCEBJxG4++67ZezYsVK5cmUVhho0aCB79uxx0hDYVxIgAYsJUACyGLCTqocbMZYNFi1aJJ06dVJvLxo8O2kG2VdfArBXw3mMHGIImggPxhdffFGFfN/9+J4ESMCbBCgAeXPeo4waxqJ4Wq5bt65cu3ZNEOn5kUceibIPP5CAUwmULFlSYBj96KOPyquvvipYInv//fcFKV1YSIAEvEuAApB3516FHUR2rlixorz11luCZYLnnntOcufO7WEqHLobCWAZt02bNqoBypkzp3o0QhCaN2+eXL161Y1D5phIgATiIJAowjiQ1oFxQIrrayRkdNJF9K+//pJPP/1UJk2aJMePH5dy5cpJ8+bNBa7uLCTgBQJYEsNS77Zt2+Suu+7SUA+tWrWSAgUK2HL4adKkEfxunai1Sps2rSRPnlz++OMPW7KNq1M4P5yadDd79uxy7tw5PXfiGqfdvk+ZMqU6LyTk3opl8AwZMvgdmmsFIITHD1XMGicIQDBuXrlypSxevFiWL1+uF9KyZcvK448/LghwyEICXiRw5MgRdZlfu3at3iSKFi2qaTWqV68u9913nyRKlMgWWCgAhW8aKACFhz0FoCC5T5kyRe6//36pWrVqkDXE7zA7CkBnz56Vn3/+WRDFGRd3BDT8559/BDF9HnzwQfWOyZgxY/wGyr1JwKUE8MC0ZcsW2bBhg/5uYAuHGx+Wh8uUKSNI/AvhCFGnw1EoAIWD+r9tUgAKD/tQCEBJwzO0+LUKte+hQ4ckXbp0kilTpigHQ70HAQRur0mTJtXYH8gMDVU2LmJQvaJgH3zOmjVrlOOPHTum2hAIBjjeKBAg8MJ2u8TAwWol1OCXLl2SCxcuqGoTfTx9+rScPHlSjh49KgcOHFCPF2xDgRYMLBo3bqxCITixkAAJRCWA3wkeDPDCdWLXrl2yY8cO+fXXXwVJgI2lJ1x/8ubNq3ZysCXCsjG2Qc0O4QjLPalSpdKXce2J2hI/kQAJ2IWA7ZfATp06JX379lVBBO9x8YGXEsr06dNl6dKlkitXLhUCYNOCtf3JkydL5syZpVevXnqheuGFF+T8+fMqMNx7773qEQL3biRRhACEi9aJEyf0OFzMkGEaAgUELlwI8RkGk0ZBYtBXXnnF+Cg9e/aUChUqRH424w0Evlq1asnFixdVqMMTKl7xKTD8xEUaEXJZSIAEgiMA4QdLZdCgxqfgd4ffIIQrCEPJkiXTFx60cP3BC/vghaU247+x7Ob7H+/xAGRsi08/wr2v0Wenmpsa7MPNMZj2cU6Bu93Z4zcyd+7cKHao6DvKzZs3gxm6HoOHmdSpU/s9/j+Vh99dwvsFhI38+fOrmzYuQDNmzNA4HhAGEO5+4cKFenFZsmSJGjUiWScyQsOlu3Tp0iosQUCCUIQLGYQpqLqROHHdunXy+eef60UK/2GkB5dwPMHNmTNHBw53WdjM+ApA0AhBsDAKJu/GjRvGR1P+ow9oMyEGYP46gh80Lr7os91/GDGNAT+MhPwoYqozVNvM+FGHqq8xteNU9gk957EMFs4C7k64kcXECH0Hf7OvkTG1ZcU2p57zYAFh2wnXedxDjb5Gn8OEnDdx3d9sLwDBUPfdd9+V9u3bq0AAwQYCyDfffKPAJk6cqLwgKOzcuVN69+4dhR9yAQ0dOlS3ATDsgnAsPJ/Kly8vzZo103X+KlWqSLFixXQ/uMt+8MEHsnfvXlWD58mTJ0qdsAeAQGUULK9hKc7MggvGhAkTzKwysi6cbFDZQ6OWkJMrssIQv8FSAzR6cZ3cIe5WQM2BO/qNc8ZpBTcC2KKAvdMKBP4sWbLImTNndInLaf2nDVD4Zow2QKFj73sfNcsGKLbe214Aghvfhx9+KD/++KOsWrVKunXrJm+88YbeRKDZadiwYWzj0/V5X9U1VGLGTX/cuHFyMMJeaPXq1QLDaQg8CJqGoIAtW7aUJk2a6Oc1a9bE2ga/JAESIAESIAEScBYB2xuHYDkL2haooAcMGKAu24hdA00ODBQhIMFd9fDhwzJ//nxVtWK93bCXQURjw4jRcAXH/jAebtu2rRpFt2vXTho1aiS///67anzQFgSgwoUL6zKZYQDprKllb0mABEiABEiABPwRsL0GCAIMlqw6dOigqmvYA2H5Css4LVq0EAQvg2cTVNxDhgzRcUKL8/LLL6sQ9Nhjj6mGB/tC84PkiNAaQZ1fo0YN6dy5s9r8YAkNmh8srw0bNkwNm6E5KlWqlGqe/AHkdhIgARIgARIgAecRsL0XmIEUAgpsJ7Au6FugnYFrONbIfQs0QPC6gKCDAm8qeGRgm29BnXAph8eXb4GdA7zDYIsTV4E9hxXGynG1G+z3tAEKllzCj6MNUMIZBlMDbYCCoWbOMYwEbQ7HYGphJOjYI0HbXgNkTDqEl5gKDJujCz/YDzd53xLTPvgeAk504QfbY9qG7SwkQAIkQAIkQALOJ2B7GyDnI+YISIAESIAESIAE7EaAApDdZoT9IQESIAESIAESsJwABSDLEbMBEiABEiABEiABuxGgAGS3GWF/SIAESIAESIAELCdAAchyxGyABEiABEiABEjAbgQoANltRtgfEiABEiABEiABywlQALIcMRsgARIgARIgARKwGwEKQHabEfaHBEiABEiABEjAcgIUgCxHzAZIgARIgARIgATsRoACkN1mhP0hARIgARIgARKwnAAFIMsRswESIAESIAESIAG7EaAAZLcZYX9IgARIgARIgAQsJ0AByHLEbIAESIAESIAESMBuBCgA2W1G2B8SIAESIAESIAHLCVAAshwxGyABEiABEiABErAbAQpAdpsR9ocESIAESIAESMByAhSALEfMBkiABEiABEiABOxGgAKQ3WaE/SEBEiABEiABErCcAAUgyxGzARIgARIgARIgAbsRoABktxlhf0iABEiABEiABCwnQAHIcsRsgARIgARIgARIwG4EKADZbUbYHxIgARIgARIgAcsJUACyHDEbIAESIAESIAESsBsBCkB2mxH2hwRIgARIgARIwHICFIAsR8wGSIAESIAESIAE7EaAApDdZoT9IQESIAESIAESsJwABSDLEbMBEiABEiABEiABuxGgAGS3GWF/SIAESIAESIAELCdAAchyxGyABEiABEiABEjAbgQoANltRtgfEiABEiABEiABywlQALIcMRsgARIgARIgARKwGwEKQHabEfaHBEiABEiABEjAcgIUgCxHzAZIgARIgARIgATsRoACkN1mhP0hARIgARIgARKwnAAFIMsRswESIAESIAESIAG7EaAAZLcZYX9IgARIgARIgAQsJ0AByHLEbIAESIAESIAESMBuBCgA2W1G2B8SIAESIAESIAHLCVAAshwxGyABEiABEiABErAbAQpAdpsR9ocESIAESIAESMByAhSALEfMBkiABEiABEiABOxGgAKQ3WaE/SEBEiABEiABErCcAAUgyxGzARIgARIgARIgAbsRoABktxlhf0iABEiABEiABCwnQAHIcsRsgARIgARIgARIwG4EEt2KKHbrFPtjLYFVq1ZJ9+7d5euvv5ZcuXJZ2xhrj0KgS5cukjx5cpk2bVqU7fxgLYHffvtN6tatK3PmzJGKFSta2xhrj0JgzJgxsmXLFvnss8+ibOcHawn8888/UqJECRk7dqw0a9bM2sYcWjs1QA6duIR2++bNm0LZN6EU43/8jRs3BC+W0BLAuc5zPrTMjdbAnee8QSN0/3nOx82aAlDcjLgHCZAACZAACZCAywgkddl4OJwACGTOnFlq1aold955ZwB7cxczCZQtW1aSJuXPzkymgdSVOnVqPeczZcoUyO7cx0QC9913n6RMmdLEGllVIAQSJ06s5zzNHPzTog2Qfzb8hgRIgARIgARIwKUEuATm0onlsEiABEiABEiABPwToC7ePxtXf3Px4kXZvHmzPPzww64ep50Gt23bNvn7778ju1SwYEHJkCFD5Ge+sY7AL7/8IkeOHJFy5crJXXfdZV1DrDmSwI4dOwTXGd+CJcgCBQr4buJ7iwicP39er/ElS5YULv3GDDnJ6IgS81fc6mYC48ePl++++04aNWrk5mHaZmzXr1+X9u3bCy5Ku3fv1lfevHkla9astumjWzsyffp0Wbx4saRKlUomT54s+fPnlxw5crh1uLYZ14IFC2TDhg2R5zs+wxuMYQisn6I1a9bIyJEjJX369DJ79mz1gCxSpIj1DTusBWqAHDZhZnT3q6++kkOHDplRFesIkMDBgwc15tKECRMCPIK7mUHg2LFjsmLFCnn77bcFhtAPPPCA7Ny5U/+bUT/r8E+gZ8+ekV9CA4cbcufOnSO38Y11BBYuXKix3qpWrSrVqlWTESNGSOPGja1r0KE10wbIoRMXbLdPnjwp77//vjz11FPBVsHjgiCwd+9eFYCWLVum2ogrV64EUQsPiS8BBOArXry4nD59WsAeyy9t27aNbzXcPwEEsOz7wgsvyODBgyVt2rQJqImHBkoAGs6NGzcKrjPQwmXJkiXQQz21HwUgD003ApI9//zz0rdvX10O8NDQwz7UPXv2yK+//qo2EfjfvHlz+eOPP8LeL7d3AIIPtG9Y8oUWAsuQ69evd/uwbTW+b775RtKlS6f2V7bqmIs78+STT8q6deukfv368s4778iAAQNcPNrgh8YlsODZOe7I+fPnS+HCheX++++XXbt2Oa7/Tu4wUmDgZcRewlMxNBLURlg7qxD6z549Kx9//LEkSZJEUwN8+umnUqFCBWsbZu2RBJACo2nTppGf+cZ6Ar169ZLWrVtLw4YNVRCCxh+/AcZjisqeGqCoPFz9aenSpbJo0SKpUaOG9OnTRw4cOCANGjRw9ZjtMrijR49G8QDLnTu3HD9+3C7dc20/EPSzUKFCKvxgkPC8gw0QS2gI/P7774JzH3YoLKEhAM0yXnBwQdDVypUr6xIYH3pv508B6HYmrt3yv//9T2AAjdfUqVMFXkjwjmGxnsDq1asF3kgoWJf/9ttvGYLAeuzqcYQLP2zfUGAQDZsgltAQgMcjtM7JkiULTYNsRV3eEf0ZS+0oJ06ckD///FMQkZslKgEugUXlwU8kYAkBZGOGB1jHjh3VIPexxx6T0qVLW9IWK/2PAIw/of7HC15geCJ+6aWX/tuB7ywlAPure++919I2WPntBHr37i1z5syRS5cuadJr2H2mSJHi9h09voWpMDx+AnD4oSUA7Q9sUXgxCi13xJ/BzQDGuCwk4BUCly9fpsNLLJNNASgWOPyKBEiABEiABEjAnQRoA+TOeeWoSIAESIAESIAEYiFAASgWOPyKBEiABEiABEjAnQQoALlzXjkqEiABEiABEiCBWAhQAIoFDr8iARIgARIgARJwJwEKQO6cV46KBGxJYNWqVTJq1ChNSYG0LAjXH8qCCNxjxoyRw4cPx9jsF198IbNmzYrxu1BuvHDhgjZ3/fp17S/cyVlIgATMJUAByFyerI0ESMAPgdGjR0v16tUFEckRjwepWSpVqqTxkfwcYvrmq1evCvrhTwBasmSJzJw50/R241Mh0hggUCkKBCD0F1HbWUiABMwlQAHIXJ6sjQRIIAYCyMc1btw4jYa9adMmmT17tuzYsUPGjh0rw4cPZ2JYH2bI3s1CAiRgPQFGgraeMVsgAc8TQD4oBCNEXi7fgoi1CA557tw5DeGP73788UeZNm2aHDp0SIoWLSrPPPOM5MiRQw9DJvevv/5aHnroIdXUJE+eXJo0aRIlp91vv/2mGhSkYUDy2YoVK8rTTz8t2NeMElf/kG6jZs2a8uabb2q+t0cffVQQiRcBMFHQP2To3rx5s5QtW1a1YhgThMFJkyYJlruQogb79+vXT485f/68cti+fbumNACTbNmy6Xf8QwIkEBwBaoCC48ajSIAE4kGgWLFiUqpUKWnevLnatECQwfJO2rRpBbZA+fPn19qQIw0CC6I2I30ItCElSpSQY8eO6fd79+6Vl19+Wdq1ayflypVTIQBZr7GchoKlIuwPjdMTTzwhBQoUkOeee05GjBih3yf0TyD9e/XVV7Xtu+++W7PODxs2TMeIts+cOSMQiCDwPP744wKbqPr168uCBQu0a8iblSpVKsmZM6cKf0Z/27dvL//884/UqlVLYKdUt25d4yv+JwESCJbALRYSIAESCAGBCC3GrS5dutxKnz79rYjr1a00adLcihCIbkVoPCJbjxCSbkVksY78jDfY1rNnT9323nvv6bERQkDkPkOGDLmVKVMm/fzll1/e6tSp060IbVPk9xH5125FZMTWzxGaJj1+zZo1kd/7vunevfutMmXK+G6K8j7Q/v3000+Rx3Xt2vVWhK2TfkZfI/KT3bp582bk9xFarlsRgk/kZ7QfIbTp57/++kv7i+OMEiEs6TbwZCEBEgieAJfAgpUceRwJkEC8CEDbAwNjLA3BDghLRfC4euCBB2T16tWSL18+wRJP9uzZJeKGH1k3loKwXGQU5FGrVq2a8VFq1Kgh48ePV8NmaEjwHTQ1yAK/c+dO+eabb0xZLoIHWSD9S5kyZZSM87lz55aNGzdqfzGO2rVrS6JEiSL7X69ePfnss88iP8f0pkKFCpGbwQsFWjEwZSEBEgiOAAWg4LjxKBIggXgQwFLPqVOndFkLAg1u6HjBNqd48eIyb948tXeJ0Ixo1vbEif9bnX/sscfkrrvuimwtc+bMattjbMiQIYO+xbJZhOZF7W9g7xOh9VFbIWz/9ddfjd2D/g/X9ED6B7sj34KxRDyj6iYsgfkKM9gYoRHz3T3G976CjiE8GXXGeAA3kgAJxEmAAlCciLgDCZBAQglAGwOtTp06daJkp06dOrVqZ2APBMEGN3oYPL/wwguRTX711VeSLFmyyM9HjhwR2ALBvgcFGh7YzcDAumnTpgI7GmwzjI5/+OEHNcCOrCDIN4H2L7bq77vvPtm6dWuUXZYvXx7lMz+QAAmEhsB/j1mhaY+tkAAJeJBAw4YNIz2y4OEETycIAvCOgldVixYtlEqPHj1k7ty5uiQErzEsjTVo0OA2N3l4TEGjBCNpuNR36NBBoGmBZxQMoCNsZ1TrgrYWLlwoWL6KqSxatEjefffdKF9dvHhRvv/++yivCJuhePUvSoU+H+DVBYFnwIABqq1CUEijbmO3jBkz6vLd8ePHjU38TwIkYAEBaoAsgMoqSYAEohKAYAK7nwgDZfWQgpABgQUaEdgCGXYtEAiwZAVNDoIlZs2aVQYNGqRLZ0aN6dKlU4EGtjWoA/vC8wqlf//+Gl8Ix91xxx3qeTZx4kQZPHiwGNGVjXrw//3331e3dHhZGQXLZVWqVDE+6n/UBaEqkP5FOTDah9KlS6twh9hHsH968MEH5cknnxR4xRkFwiKWBiH8QdPFQgIkYA2BRLCftqZq1koCJEACtxPAJQeRmGG7gyWwmApcvk+ePCm5cuWK8jW0Q9Ci/PHHH+pSDnsbGB1HL7C1gR1QhKdZ9K9M+eyvf3FVDiNqGHFjmc4offr0URsl36Wwa9euaZiA6PZExjH8TwIkkHACXAJLOEPWQAIkEA8CMOKF9saf8IOqYPMTXfiJ3gSWimISfrAfvrNK+EH9gfQP+0UvWFpDnCMse0HThdQbb731VuQSoLE/hDcKPwYN/icBawhwCcwarqyVBEjAAgJYioIxslNLRJwh1X5FxAYSRKouWLCgBknE0iALCZBAaAlwCSy0vNkaCZAACSgBGGZjOYyFBEggPAQoAIWHO1slARIgARIgARIIIwHaAIURPpsmARIgARIgARIIDwEKQOHhzlZJgARIgARIgATCSIACUBjhs2kSIAESIAESIIHwEKAAFB7ubJUESIAESIAESCCMBCgAhRE+myYBEiABEiABEggPgf8D3IAeee8fIpYAAAAASUVORK5CYII=" /><!-- --></p> <p>The grouping aesthetic does not need to be provided if a categorical variable is mapped onto the y axis, but it does need to be provided if the variable is numerical.</p> <div class="sourceCode" id="cb7"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb7-1"><a href="#cb7-1" aria-hidden="true" tabindex="-1"></a><span class="co"># modified dataset that represents species as a number</span></span> <span id="cb7-2"><a href="#cb7-2" aria-hidden="true" tabindex="-1"></a>iris_num <span class="ot"><-</span> <span class="fu">transform</span>(iris, <span class="at">Species_num =</span> <span class="fu">as.numeric</span>(Species))</span> <span id="cb7-3"><a href="#cb7-3" aria-hidden="true" tabindex="-1"></a></span> <span id="cb7-4"><a href="#cb7-4" aria-hidden="true" tabindex="-1"></a><span class="co"># does not work, causes error</span></span> <span id="cb7-5"><a href="#cb7-5" aria-hidden="true" tabindex="-1"></a><span class="co"># ggplot(iris_num, aes(x = Sepal.Length, y = Species)) + geom_density_ridges()</span></span> <span id="cb7-6"><a href="#cb7-6" aria-hidden="true" tabindex="-1"></a></span> <span id="cb7-7"><a href="#cb7-7" aria-hidden="true" tabindex="-1"></a><span class="co"># works </span></span> <span id="cb7-8"><a href="#cb7-8" aria-hidden="true" tabindex="-1"></a><span class="fu">ggplot</span>(iris_num, <span class="fu">aes</span>(<span class="at">x =</span> Sepal.Length, <span class="at">y =</span> Species_num, <span class="at">group =</span> Species_num)) <span class="sc">+</span> </span> <span id="cb7-9"><a href="#cb7-9" aria-hidden="true" tabindex="-1"></a> <span class="fu">geom_density_ridges</span>()</span></code></pre></div> <p><img src="data:image/png;base64,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" /><!-- --></p> <p>Trailing tails can be cut off using the <code>rel_min_height</code> aesthetic. This aesthetic sets a percent cutoff relative to the highest point of any of the density curves. A value of 0.01 usually works well, but you may have to modify this parameter for different datasets.</p> <div class="sourceCode" id="cb8"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb8-1"><a href="#cb8-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggplot</span>(iris, <span class="fu">aes</span>(<span class="at">x =</span> Sepal.Length, <span class="at">y =</span> Species)) <span class="sc">+</span> </span> <span id="cb8-2"><a href="#cb8-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">geom_density_ridges</span>(<span class="at">rel_min_height =</span> <span class="fl">0.01</span>)</span></code></pre></div> <p><img src="data:image/png;base64,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" /><!-- --></p> <p>The extent to which the different densities overlap can be controlled with the <code>scale</code> parameter. A setting of <code>scale=1</code> means the tallest density curve just touches the baseline of the next higher one. Smaller values create a separation between the curves, and larger values create more overlap.</p> <div class="sourceCode" id="cb9"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb9-1"><a href="#cb9-1" aria-hidden="true" tabindex="-1"></a><span class="co"># scale = 0.9, not quite touching</span></span> <span id="cb9-2"><a href="#cb9-2" aria-hidden="true" tabindex="-1"></a><span class="fu">ggplot</span>(iris, <span class="fu">aes</span>(<span class="at">x =</span> Sepal.Length, <span class="at">y =</span> Species)) <span class="sc">+</span> <span class="fu">geom_density_ridges</span>(<span class="at">scale =</span> <span class="fl">0.9</span>)</span></code></pre></div> <p><img src="data:image/png;base64,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" /><!-- --></p> <div class="sourceCode" id="cb10"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb10-1"><a href="#cb10-1" aria-hidden="true" tabindex="-1"></a><span class="co"># scale = 1, exactly touching</span></span> <span id="cb10-2"><a href="#cb10-2" aria-hidden="true" tabindex="-1"></a><span class="fu">ggplot</span>(iris, <span class="fu">aes</span>(<span class="at">x =</span> Sepal.Length, <span class="at">y =</span> Species)) <span class="sc">+</span> <span class="fu">geom_density_ridges</span>(<span class="at">scale =</span> <span class="dv">1</span>)</span></code></pre></div> <p><img src="data:image/png;base64,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" /><!-- --></p> <div class="sourceCode" id="cb11"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb11-1"><a href="#cb11-1" aria-hidden="true" tabindex="-1"></a><span class="co"># scale = 5, substantial overlap</span></span> <span id="cb11-2"><a href="#cb11-2" aria-hidden="true" tabindex="-1"></a><span class="fu">ggplot</span>(iris, <span class="fu">aes</span>(<span class="at">x =</span> Sepal.Length, <span class="at">y =</span> Species)) <span class="sc">+</span> <span class="fu">geom_density_ridges</span>(<span class="at">scale =</span> <span class="dv">5</span>)</span></code></pre></div> <p><img src="data:image/png;base64,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" /><!-- --></p> <p>The scaling is calculated separately per panel, so if we facet-wrap by species each density curve exactly touches the next higher baseline. (This can be disabled by setting <code>panel_scaling = FALSE</code>.)</p> <div class="sourceCode" id="cb12"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb12-1"><a href="#cb12-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggplot</span>(iris, <span class="fu">aes</span>(<span class="at">x =</span> Sepal.Length, <span class="at">y =</span> Species)) <span class="sc">+</span> </span> <span id="cb12-2"><a href="#cb12-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">geom_density_ridges</span>(<span class="at">scale =</span> <span class="dv">1</span>) <span class="sc">+</span> <span class="fu">facet_wrap</span>(<span class="sc">~</span>Species)</span></code></pre></div> <p><img src="data:image/png;base64,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" /><!-- --></p> </div> <div id="varying-fill-colors-along-the-x-axis" class="section level3"> <h3>Varying fill colors along the x axis</h3> <p>Sometimes we would like to have the area under a ridgeline not filled with a single solid color but rather with colors that vary in some form along the x axis. This effect can be achieved with the geoms <code>geom_ridgeline_gradient</code> and <code>geom_density_ridges_gradient</code>. Both geoms work just like <code>geom_ridgeline</code> and <code>geom_density_ridges</code>, except that they allow for varying fill colors. <strong>However,</strong> they do not allow for alpha transparency in the fill. For technical reasons, we can have changing fill colors or transparency but not both.</p> <p>Here is a simple example of changing fill colors with <code>geom_ridgeline_gradient</code>:</p> <div class="sourceCode" id="cb13"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb13-1"><a href="#cb13-1" aria-hidden="true" tabindex="-1"></a>d <span class="ot"><-</span> <span class="fu">data.frame</span>(</span> <span id="cb13-2"><a href="#cb13-2" aria-hidden="true" tabindex="-1"></a> <span class="at">x =</span> <span class="fu">rep</span>(<span class="dv">1</span><span class="sc">:</span><span class="dv">5</span>, <span class="dv">3</span>) <span class="sc">+</span> <span class="fu">c</span>(<span class="fu">rep</span>(<span class="dv">0</span>, <span class="dv">5</span>), <span class="fu">rep</span>(<span class="fl">0.3</span>, <span class="dv">5</span>), <span class="fu">rep</span>(<span class="fl">0.6</span>, <span class="dv">5</span>)),</span> <span id="cb13-3"><a href="#cb13-3" aria-hidden="true" tabindex="-1"></a> <span class="at">y =</span> <span class="fu">c</span>(<span class="fu">rep</span>(<span class="dv">0</span>, <span class="dv">5</span>), <span class="fu">rep</span>(<span class="dv">1</span>, <span class="dv">5</span>), <span class="fu">rep</span>(<span class="dv">3</span>, <span class="dv">5</span>)),</span> <span id="cb13-4"><a href="#cb13-4" aria-hidden="true" tabindex="-1"></a> <span class="at">height =</span> <span class="fu">c</span>(<span class="dv">0</span>, <span class="dv">1</span>, <span class="dv">3</span>, <span class="dv">4</span>, <span class="dv">0</span>, <span class="dv">1</span>, <span class="dv">2</span>, <span class="dv">3</span>, <span class="dv">5</span>, <span class="dv">4</span>, <span class="dv">0</span>, <span class="dv">5</span>, <span class="dv">4</span>, <span class="dv">4</span>, <span class="dv">1</span>))</span> <span id="cb13-5"><a href="#cb13-5" aria-hidden="true" tabindex="-1"></a></span> <span id="cb13-6"><a href="#cb13-6" aria-hidden="true" tabindex="-1"></a><span class="fu">ggplot</span>(d, <span class="fu">aes</span>(x, y, <span class="at">height =</span> height, <span class="at">group =</span> y, <span class="at">fill =</span> <span class="fu">factor</span>(x<span class="sc">+</span>y))) <span class="sc">+</span></span> <span id="cb13-7"><a href="#cb13-7" aria-hidden="true" tabindex="-1"></a> <span class="fu">geom_ridgeline_gradient</span>() <span class="sc">+</span></span> <span id="cb13-8"><a href="#cb13-8" aria-hidden="true" tabindex="-1"></a> <span class="fu">scale_fill_viridis_d</span>(<span class="at">direction =</span> <span class="sc">-</span><span class="dv">1</span>, <span class="at">guide =</span> <span class="st">"none"</span>)</span></code></pre></div> <p><img src="data:image/png;base64,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" /><!-- --></p> <p>And here is an example using <code>geom_density_ridges_gradient</code>. Note that we need to map the calculated x value (<code>stat(x)</code>) onto the fill aesthetic, not the original temperature variable. This is the case because <code>geom_density_ridges_gradient</code> calls <code>stat_density_ridges</code> (described in the next section) which calculates new x values as part of its density calculation.</p> <div class="sourceCode" id="cb14"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb14-1"><a href="#cb14-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggplot</span>(lincoln_weather, <span class="fu">aes</span>(<span class="at">x =</span> <span class="st">`</span><span class="at">Mean Temperature [F]</span><span class="st">`</span>, <span class="at">y =</span> Month, <span class="at">fill =</span> <span class="fu">stat</span>(x))) <span class="sc">+</span></span> <span id="cb14-2"><a href="#cb14-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">geom_density_ridges_gradient</span>(<span class="at">scale =</span> <span class="dv">3</span>, <span class="at">rel_min_height =</span> <span class="fl">0.01</span>) <span class="sc">+</span></span> <span id="cb14-3"><a href="#cb14-3" aria-hidden="true" tabindex="-1"></a> <span class="fu">scale_fill_viridis_c</span>(<span class="at">name =</span> <span class="st">"Temp. [F]"</span>, <span class="at">option =</span> <span class="st">"C"</span>) <span class="sc">+</span></span> <span id="cb14-4"><a href="#cb14-4" aria-hidden="true" tabindex="-1"></a> <span class="fu">labs</span>(<span class="at">title =</span> <span class="st">'Temperatures in Lincoln NE in 2016'</span>)</span></code></pre></div> <p><img src="data:image/png;base64,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" /><!-- --></p> </div> </div> <div id="stats" class="section level2"> <h2>Stats</h2> <p>The ggridges package provides a stat <code>stat_density_ridges</code> that replaces <code>stat_density</code> in the context of ridgeline plots. In addition to setting up the proper <code>height</code> for <code>geom_density_ridges</code>, this stat has a number of additional features that may be useful.</p> <div id="quantile-lines-and-coloring-by-quantiles-or-probabilities" class="section level3"> <h3>Quantile lines and coloring by quantiles or probabilities</h3> <p>By setting the option <code>quantile_lines = TRUE</code>, we can make <code>stat_density_ridges</code> calculate the position of lines indicating quantiles. By default, three lines are drawn, corresponding to the first, second, and third quartile:</p> <div class="sourceCode" id="cb15"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb15-1"><a href="#cb15-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggplot</span>(iris, <span class="fu">aes</span>(<span class="at">x =</span> Sepal.Length, <span class="at">y =</span> Species)) <span class="sc">+</span></span> <span id="cb15-2"><a href="#cb15-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">stat_density_ridges</span>(<span class="at">quantile_lines =</span> <span class="cn">TRUE</span>)</span></code></pre></div> <p><img src="data:image/png;base64,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" /><!-- --></p> <p>We can change the number of quantiles by specifying it via the <code>quantiles</code> option. Note that <code>quantiles = 2</code> implies one line (the median) at the boundary between the two quantiles.</p> <div class="sourceCode" id="cb16"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb16-1"><a href="#cb16-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggplot</span>(iris, <span class="fu">aes</span>(<span class="at">x =</span> Sepal.Length, <span class="at">y =</span> Species)) <span class="sc">+</span></span> <span id="cb16-2"><a href="#cb16-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">stat_density_ridges</span>(<span class="at">quantile_lines =</span> <span class="cn">TRUE</span>, <span class="at">quantiles =</span> <span class="dv">2</span>)</span></code></pre></div> <p><img src="data:image/png;base64,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" /><!-- --></p> <p>We can also specify quantiles by cut points rather than number. E.g., we can indicate the 2.5% and 97.5% tails.</p> <div class="sourceCode" id="cb17"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb17-1"><a href="#cb17-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggplot</span>(iris, <span class="fu">aes</span>(<span class="at">x =</span> Sepal.Length, <span class="at">y =</span> Species)) <span class="sc">+</span></span> <span id="cb17-2"><a href="#cb17-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">stat_density_ridges</span>(<span class="at">quantile_lines =</span> <span class="cn">TRUE</span>, <span class="at">quantiles =</span> <span class="fu">c</span>(<span class="fl">0.025</span>, <span class="fl">0.975</span>), <span class="at">alpha =</span> <span class="fl">0.7</span>)</span></code></pre></div> <p><img src="data:image/png;base64,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" /><!-- --></p> <p>Using the geom <code>geom_density_ridges_gradient</code> we can also color by quantile, via the calculated <code>stat(quantile)</code> aesthetic. Note that this aesthetic is only calculated if <code>calc_ecdf = TRUE</code>.</p> <div class="sourceCode" id="cb18"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb18-1"><a href="#cb18-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggplot</span>(iris, <span class="fu">aes</span>(<span class="at">x=</span>Sepal.Length, <span class="at">y=</span>Species, <span class="at">fill =</span> <span class="fu">factor</span>(<span class="fu">stat</span>(quantile)))) <span class="sc">+</span></span> <span id="cb18-2"><a href="#cb18-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">stat_density_ridges</span>(</span> <span id="cb18-3"><a href="#cb18-3" aria-hidden="true" tabindex="-1"></a> <span class="at">geom =</span> <span class="st">"density_ridges_gradient"</span>, <span class="at">calc_ecdf =</span> <span class="cn">TRUE</span>,</span> <span id="cb18-4"><a href="#cb18-4" aria-hidden="true" tabindex="-1"></a> <span class="at">quantiles =</span> <span class="dv">4</span>, <span class="at">quantile_lines =</span> <span class="cn">TRUE</span></span> <span id="cb18-5"><a href="#cb18-5" aria-hidden="true" tabindex="-1"></a> ) <span class="sc">+</span></span> <span id="cb18-6"><a href="#cb18-6" aria-hidden="true" tabindex="-1"></a> <span class="fu">scale_fill_viridis_d</span>(<span class="at">name =</span> <span class="st">"Quartiles"</span>)</span></code></pre></div> <p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAGACAYAAABFmt0fAAAEGWlDQ1BrQ0dDb2xvclNwYWNlR2VuZXJpY1JHQgAAOI2NVV1oHFUUPrtzZyMkzlNsNIV0qD8NJQ2TVjShtLp/3d02bpZJNtoi6GT27s6Yyc44M7v9oU9FUHwx6psUxL+3gCAo9Q/bPrQvlQol2tQgKD60+INQ6Ium65k7M5lpurHeZe58853vnnvuuWfvBei5qliWkRQBFpquLRcy4nOHj4g9K5CEh6AXBqFXUR0rXalMAjZPC3e1W99Dwntf2dXd/p+tt0YdFSBxH2Kz5qgLiI8B8KdVy3YBevqRHz/qWh72Yui3MUDEL3q44WPXw3M+fo1pZuQs4tOIBVVTaoiXEI/MxfhGDPsxsNZfoE1q66ro5aJim3XdoLFw72H+n23BaIXzbcOnz5mfPoTvYVz7KzUl5+FRxEuqkp9G/Ajia219thzg25abkRE/BpDc3pqvphHvRFys2weqvp+krbWKIX7nhDbzLOItiM8358pTwdirqpPFnMF2xLc1WvLyOwTAibpbmvHHcvttU57y5+XqNZrLe3lE/Pq8eUj2fXKfOe3pfOjzhJYtB/yll5SDFcSDiH+hRkH25+L+sdxKEAMZahrlSX8ukqMOWy/jXW2m6M9LDBc31B9LFuv6gVKg/0Szi3KAr1kGq1GMjU/aLbnq6/lRxc4XfJ98hTargX++DbMJBSiYMIe9Ck1YAxFkKEAG3xbYaKmDDgYyFK0UGYpfoWYXG+fAPPI6tJnNwb7ClP7IyF+D+bjOtCpkhz6CFrIa/I6sFtNl8auFXGMTP34sNwI/JhkgEtmDz14ySfaRcTIBInmKPE32kxyyE2Tv+thKbEVePDfW/byMM1Kmm0XdObS7oGD/MypMXFPXrCwOtoYjyyn7BV29/MZfsVzpLDdRtuIZnbpXzvlf+ev8MvYr/Gqk4H/kV/G3csdazLuyTMPsbFhzd1UabQbjFvDRmcWJxR3zcfHkVw9GfpbJmeev9F08WW8uDkaslwX6avlWGU6NRKz0g/SHtCy9J30o/ca9zX3Kfc19zn3BXQKRO8ud477hLnAfc1/G9mrzGlrfexZ5GLdn6ZZrrEohI2wVHhZywjbhUWEy8icMCGNCUdiBlq3r+xafL549HQ5jH+an+1y+LlYBifuxAvRN/lVVVOlwlCkdVm9NOL5BE4wkQ2SMlDZU97hX86EilU/lUmkQUztTE6mx1EEPh7OmdqBtAvv8HdWpbrJS6tJj3n0CWdM6busNzRV3S9KTYhqvNiqWmuroiKgYhshMjmhTh9ptWhsF7970j/SbMrsPE1suR5z7DMC+P/Hs+y7ijrQAlhyAgccjbhjPygfeBTjzhNqy28EdkUh8C+DU9+z2v/oyeH791OncxHOs5y2AtTc7nb/f73TWPkD/qwBnjX8BoJ98VQNcC+8AAAA4ZVhJZk1NACoAAAAIAAGHaQAEAAAAAQAAABoAAAAAAAKgAgAEAAAAAQAAAkCgAwAEAAAAAQAAAYAAAAAAQgQwdwAAQABJREFUeAHsnQeAU0UTx/9JruZ6L9zRm0gVkA6i0gREKZ8UpfcqoCIKghTpRZBepHeQ3nvvCNKL9A4Hx8H1u3w778xxwJVcLuUlmT1jkvd2Z2d/75FMdmdnFBpRwIUJMAEmwASYABNgAjZEQGlDY+WhMgEmwASYABNgAkxAIsAGEN8ITIAJMAEmwASYgM0RYAPI5i45D5gJMAEmwASYABNgA4jvASbABJgAE2ACTMDmCLABZHOXnAfMBJgAE2ACTIAJsAHE9wATYAJMgAkwASZgcwTsbG7ERhjwy5cvERsbawTJ+olUqVSwt7dHdHS0fgKM2EqpVEKhUCAhIcGIvegn2tHRUdIrPj5ePwFGbOXg4CCre0w7VFPdaw8fPsLUmbOxe+8BvIqOAUXvUCmU8PBwxeef1ULLb5rAxcVFq5b0zPfaGzh0fmPr95rOoFJU1Pdes7Ozg7u7ewpJ/NKUBBQcByjruJ89eyYrY0OtVosvBg/cv38/64MzsAQyMujDIioqysCSsy7O398fkZGRIINWbsXLywt0n8mtmOJe27hpC7p06YxEhR0885eBa7aCUDm6IC7iKV7cPofwa8fh6uqGGTOmo1KF8smI6F4jA42uqdwK3Wv0byAiIkJuqkGu95qzszM8PT1l+7mmz71GP1R9fX1ldw/YikK8BGYrV5rHyQQskMCatevRrl0b2HkEIXu1dvDKVwb2ag8oVXZw9AyAX5GPkaNae8SpnNGk8VdYsXKVBY6SVWYCTMAcBNgAMgd17pMJMIEMCew7cECa+XEJzIvgCv+DysE51Tb2Lp7IVvlruATlR/du3bBk2YpU6/FBJsAEmEBKAmwApaTBr5kAE5AFgYcPH6JNm3ZilicQgWW+hEKpSlcvmhEKLPMF3EIK4rtePbFtx8506/NJJsAEmAAbQHwPMAEmIDsCbTp0RnRMLILK1peWu3RRUCGcogM/rAcn3xC0b98eFy9d0qUZ12ECTMBGCbABZKMXnofNBORKYOafc3Hy6CH4fVALds5umVKTZoqCyjYA7JzQ8H+NZelknKkBcWUmwASMRoANIKOhZcFMgAlklsCTJ0/w29AhYinrPbiJ3V76FPIVCizbEPfv3kH5CpX0EcFtmAATsAECbADZwEXmITIBSyHw48+/IC4uHn7Fq2dJZUcPP9i7euH2rRuYNXd2lmRxYybABKyTABtA1nldeVRMwOIInPnnH2xcvwZe71UUK1iuWdbfySMAdq5q/DrgV1y4dCHL8lgAE2AC1kWADSDrup48GiZgsQRo9sfBxQNeeUsbbAxOvh6w81ajVYd2soykbbCBsiAmwAQyTYANoEwj4wZMgAkYmsD+/fvx9/Ej8C5UJcMt75npWyGijof2qIrbV6+j/9BfM9OU6zIBJmDlBNgAsvILzMNjApZAoP9Pv8DZ3Q9uoe8bXF11Pn/4N/oA82fOwd4D+wwunwUyASZgmQTYALLM68ZaMwGrIbB92w5cunoRLt7ZpES5xhhYQP0ScMnrj87duvLWeGMAZplMwAIJsAFkgReNVWYC1kRg2JBh0nCcXL2NNiyFSiyFdf8I4c+eo3ufXkbrhwUzASZgOQTYALKca8WaMgGrI7Bv7z5cuHJeGpdCoTDq+ByDPBDYvAy2rN6AFWs4aapRYbNwJmABBNgAsoCLxCoyAWslMGLYSDgrXUw2PN8aheD+QXb06dMH9+/fN1m/3BETYALyI8AGkPyuCWvEBGyCwJnTZ3Dy9AkEJIZCIf5MVUK6VEG8IhGtO7eHRqMxVbfcDxNgAjIjwAaQzC4Iq8MEbIUAzf44Kp3gjUCTDtnewxkhnavg9JETGDVhnEn75s6YABOQDwE2gORzLVgTJmAzBG7duoXd+3bBLzEESvFn6uJeMjt8PyuMCaPH4tiJ46bunvtjAkxABgRM/8kjg0GzCkyACZiXwJiRY6GCHfwQbDZFgr4pA6dQb7Tp0Bbh4eFm04M7ZgJMwDwE2AAyD3fulQnYLIFnz55h9drV8NUESUaQuUAo7VXI3vsTPBNb49t162guNbhfJsAEzESADSAzgedumYCtEpgycQri4+Pgj1CzI6Ct8dk6VMT+7XswbtLvZteHFWACTMB0BNgAMh1r7okJ2DyBmJgYzJs/Tzg+B8ABjrLg4VUxL3xqFsLo4aOw/9ABWejESjABJmB8AmwAGZ8x98AEmMB/BBbOW4gXr14I8ye7rJgEtygHdW4/tGnfDg8ePJCVbqwME2ACxiHABpBxuLJUJsAE3iJAMXcmT54CD4UP1HB966x535I/UI7vPkV0fCwat2yG2NhY8yrEvTMBJmB0AmwAGR0xd8AEmAAR2Lh+I+49vIsAjfl9f1K7IvY+LpJT9JVzl9D9+56pVeFjTIAJWBEBNoCs6GLyUJiAnAmMGzMeLkp3uAsPILkW10JBCG5dHmuX/4XJM6fKVU3WiwkwAQMQYAPIABBZBBNgAukTOHrkKM5fPgd/EfhQ7oXyhXl/WhBDfx0igjXukbu6rB8TYAJ6EmADSE9w3IwJMAHdCYwcNgpOSrW0+0v3VuarGdK2IlzyB6Btu3a4efOm+RThnpkAEzAaATaAjIaWBTMBJkAELl26hINHD0izP6ZMepoV+go7JbILp+gEBwW+at4Ur169yoo4bssEmIAMCbABJMOLwioxAWsiMGzIcDgoHeGLIIsaFiVNzf5DNdy5dVtkjm/HmeMt6uqxskwgYwJsAGXMiGswASagJwFaPtq2c9t/SU9VekoxXzN1bl8pc/y+bbvx25gR5lOEe2YCTMDgBNgAMjhSFsgEmICWwLDBw0W+L5VIe5FNe8jinr0q5IHfF8UwadxEbNi6yeL0Z4WZABNInQAbQKlz4aNMgAlkkcCdO3ewftM6+GtCzJr0NIvDkJoHNf0QbkWzoVvXbvj3+r+GEMkymAATMDMBNoDMfAG4eyZgrQQGDxgCpTB9AmSQ9DSrjBVKBbJ/+zE0ajs0bfkNoqKisiqS2zMBJmBmAmwAmfkCcPdMwBoJXLt2Des3r5eiPqtgZxVDtHNzkiJF37l+C12//9YqxsSDYAK2TIANIFu++jx2JmAkAgN+Hgh78edvBbM/KRGp8/ghuE15bFq1DrMXzEl5il8zASZgYQTYALKwC8bqMgG5Ezh18hR27t0hZn+ySw7Qctc3s/r5VHsPnpXyYmC/ATh34Vxmm3N9JsAEZEKADSCZXAhWgwlYC4Eff+grRX32s+CdXxldi5D2lWDn64IW7VojMjIyo+p8ngkwARkSYANIhheFVWIClkpg9arV+Of8GWRLzC0coK3340XlbI/svT7Bg1v30LPv95Z6uVhvJmDTBKz3E8qmLysPngmYnkB0dDR+6T8A7goveAnvH2svzjl9ENSiDNaJzPHLV6+09uHy+JiA1RFgA8jqLikPiAmYhwClvHj67AlCNfnMo4AZevWtVRjupXKgzw99QHGPuDABJmA5BNgAspxrxZoyAdkSuHjxEmbNmSXt+nKGq2z1NIZioZ2rINFegZYd2yIxMdEYXbBMJsAEjECADSAjQGWRTMCWCNCXfqd2neAARwQjly0NXRqrnbsTQrpVwfmTZzBs7EibGz8PmAlYKgE2gCz1yrHeTEAmBAb0H4hL1y4ie2J+q9z2rgtmt6Ih8KtbFJN//wNHjh/TpQnXYQJMwMwE2AAy8wXg7pmAJRM4cfwEhg3/TSx9hcAd3pY8lCzrHti0NJxDvdG+cwe8fPkyy/JYABNgAsYlwAaQcfmydCZgtQQiIiLQtHEzsfClFuZPHqsdp64DU9qrEPptVTx99ATdfuipazOuxwSYgJkIsAFkJvDcLROwZAIajQZtWrbFk6ePkSuxkJT01JLHYyjdnUK8ENyyLLas3oDFK5YaSizLYQJMwAgE2AAyAlQWyQSsncDggUOw/9A+5NAUhDNcrH24mRqfT/VCcMvhgT69e+PG9euZasuVmQATMB0BNoBMx5p7YgJWQWDR/EWYOmMKgpBDeP0EWMWYDD0IdbC7mBXToFPHrxEbG2to8SyPCTABAxBgA8gAEFkEE7AVAju278QPffsIw8dfbHnPbSvDzvQ4yR8oTy5HnD1/A78O7J3p9tyACTAB4xNgA8j4jLkHJmAVBA4dOITWrVvBVeOOnCgEhfjjkjYBV1cVhv/sgT/nrMRfqxalXZHPMAEmYBYCbACZBTt3ygQsi8CBfQfQpGlTOCaokUdTxKoTnRryyvTs4I4GddT47rsfce7sGUOKZllMgAlkkQAbQFkEyM2ZgLUT2LdnH5o1awaHeCfk1RQTwQ7trH3IBh3frLHeyJ1DhVatmuLJkycGlc3CmAAT0J8AG0D6s+OWTMDqCWzbsg1ff/21NPOTTxg/dmz8ZPqau7oo8defPoiKfIGWLeojMjIy0zK4ARNgAoYnwAaQ4ZmyRCZgFQRWLFuJVm1awznRjWd+snhFc+ewk4ygc+evoXPHJoiPj8+iRG7OBJhAVgmwAZRVgtyeCVghgVnTZ6H7t93gnugtjJ+iNpvjy5CXtnxpRyya4oPtO4+hxTd1kZCQYEjxLIsJMIFMEmADKJPAuDoTsHYCo4aPQv+B/eEjIv3kQWF2eDbgBa9XQ40/x/tg2YptaNu6AeLi4gwonUUxASaQGQLszZgZWlyXCVg5gf4/9cesObNEeMNQ8ZfPykdrnuE1a+AChYgg0OrbnQgLq49pM5bAxYWjaZvnanCvtkyAZ4Bs+erz2JlACgK9evSWjJ9g5GLjJwUXY7xsWt8Fq2b74vCRU/i8blVOmWEMyCyTCWRAgA2gDADxaSZgCwS+7d4TS5YvFlnd84oIz7lsYchmH2PtT52xd7U/Il8+RI0aVbFyxQKz68QKMAFbIsAGkC1dbR4rE0iFwA/f9RE+KUulWZ9AZE+lBh8yFoHihR1wfEsAPq1sh27df0CL5l/g1q1bxuqO5TIBJpCCABtAKWDwSyZgawQG9BuIBYvmSzM/5PfDxfQEvDyVWD7DFwsm+eD03ydRuXIFDP71Ozx9+tT0ynCPTMCGCLABZEMXm4fKBFISmDh+ImbMni4tefHMT0oy5nnd+AsXXNwfiG/buWDO3CX4sHQJ/NKvO27evGkehbhXJmDlBNgAsvILzMNjAqkRWLXiLwwbOQx+yMY+P6kBMtMxdzclfvvJE1cPB6FLK2csW/4Xypcvh5bN62Hnjs1ITEw0k2bcLROwPgJsAFnfNeURMYF0CZw4fgLf9uwBT2H+ZEf+dOvySfMQCPATmeT7eeHWiSCMHyyeb5zG19+0RrmyRfHHxGG8PGaey8K9WhkBNoCs7ILycJhAegTu37+PZk1Fbq9EtdjrVQgK8cdFvgQoj1iXVm44uycQO1b4o+wH0Rg56g+ULFkcvb5tJTLM/yNf5VkzJiBzAmwAyfwCsXpMwFAEYmNj0bhRE0RHRiOPpjCntzAUWBPJqVLOCYun+OLm8WD07eaKXbt2oFr1Gmja+DMcOrjXRFpwN0zAegiwAWQ915JHwgTSJdCzey9c/fcKciW+Dwc4pVuXT8qXAC2P9e/lgetHgzBzjDfu3z2PBg0b48t6H2Pf3p3yVZw1YwIyI8AGkMwuCKvDBIxBYNH8Rfhr7Sppu7ub8P7hYvkEHBwUaNnYFf/sDsCSab54FXEdXzX+Gg2+/ASHD+0z+gBpRvHatWs4fuwYTp8+DVpe5cIELIkA5wKzpKvFujIBPQhcuXIVP/38E7zgL+X40kMEN9GLgEavVpltpFQq0LCOGg1qO2Pl+ij8OuYa6jf4ChUrFEGvXv1QtlylzIpMtT5lrz9y+AC2b1uN/QcO4MLFOyKj/Ztj9PF2wScfl0fjpu1QtmzFVOXwQSYgFwJsAMnlSrAeTMAIBOhXeouvW0CZaIccKGiEHlikXAgoRIbVhnXVqC8MoWVrIzF47CXJEPqwVAG079hDpNuoC5VKlWl1Txw/ir9WzcfadZvx5Okr+HjZ4ZPKDmj9Pw8UyGsPX2+VyGqvwZ17wkA6FSOMsN1StvuyHxbEoMFjUbhI8Uz3yQ2YgCkIsAFkCsrcBxMwE4Gf+/TDzds3UAAfwE78cbF+AjQjREEV//e5Gqs2RGHk5Bto27YzggL7okH9z1Hrs0YoVvwDKJWpe0DExMTg4IF92LH9L6zfsBW374QJI8dOGFdOQqY/Kn7oKNqmsnuwJCQDbEQ/Df7aFIV+w/8VfdXGd706ovu3/UAGGhcmICcC/Ikop6vBujABAxLYsW0HFi5dIAId5oYrPAwomUVZAgFpaUzMCNGs0KHjMZi56CXmzluEPybPh6ODCv4B3qhQ7gO4ublDo9GI2Z0nIiv9TVy4dBsxMfHw8lShTjUyevxQrbIT7Ox0M2Co3wa11agjkr32G/EcI0ZNwclTJzB5ykK4uLhYAjrW0UYIsAFkIxeah2lbBJ4/f46uXbvBTeGJIE0O2xo8j/YdAuVKOYIeU4ZrsO9IDGYvjsC1G+G4dH4PwiMSpRkdby8FCuZW4qu6rqhUxhGlizuIJTPdjJ53OhQHHB0VGPWLF8qXdkTzrsfRqGFNLFq8Dp6e7ISfGi8+ZnoCbACZnjn3yASMTqB75x54+fIlCmlKc7BDo9NOqwP9jYe0JGb1OO0c+6SSk/TIqixd239ZS41ty1So/bXYpfa/z0R6j03w8OAZSV35cT3jEUh9Edh4/bFkJsAEjExg1YpV2L57G0I0eeAIZyP3xuKZQMYEypZ0xNal/iKx62188/UXiIyMzLgR12ACRibABpCRAbN4JmBKAk+ePEGfPn3gofCREp2asm/uiwmkR6BkUQesm++Ls+euoEvnrzmxa3qw+JxJCLABZBLM3AkTMA2BLh26IiY6Fjk0vOXdNMS5l8wQqCD8geb/4Y2t2w5jyKAfMtOU6zIBgxNgA8jgSFkgEzAPgcULl2Dfob0I1eQVqS4czaME98oEMiBAPkFD+3pi6vRFWLZkTga1+TQTMB4BNoCMx5YlMwGTEXj8+DH69e8nklz4wgdBJuuXO2IC+hD4oYs7mnypxg8/9sfpv4/rI4LbMIEsE2ADKMsIWQATMD+BTu06Iz4mTkR7LmB+ZVgDJqADgemjvFEwrx3atWuBZ8+e6dCCqzABwxJgA8iwPFkaEzA5gYXzFuLg0QNi11c+2IulL434C1c8xx37W7jpcB337e/hJV6YXC/ukAmkR8DZWYnlM7wREfEC3bo2l4IxplefzzEBQxNgA8jQRFkeEzAhgQcPHqD/gF9EolM/sfQViHDlc5y1O44rmpN4pLmF56ow3I2/jIs4jrP2J/BM+dSE2nFXTCB9Anly2mP2eC/s3HUCf0wYln5lPssEDEyAAyEaGCiLYwKmJFCzRi3ExcaJha8CuK+6g7sJl+HkmQ0hhevB2S+7lH8pMSEekQ//RdjFg7gWdhoe9kHIFZdXZAazN6Wq3BcTSJVAvRpq9OzgJlJmTEKp0hVQrnyVVOvxQSZgaAI8A2RooiyPCZiIwLTJ0/Do8UMEaLLjieqRZPx45vsQoVVbQO2fIzn5pFJlB9fg/Mj+cUsElK6LCE0YzqlOiGWxCBNpyt0wgfQJ/CZ2hZUu4YguXTqAYllxYQKmIMAGkCkocx9MwMAErl69it+G/yYtezlBnWT85C0N/2LVkg2f1Lr0yFEUOaq1hdLFFZcUJ3lJLDVIfMzkBOztFVgyxVskYX2Fbl2ac5BEk18B2+yQDSDbvO48agsmEB8fjzYt2kCVaCc2vOfEDZyXRuNb9FOdRmXv4onQj8UsUUAuXEs8jYd293Vqx5WYgDEJhGazw5zfvbFn39/4fdwQY3bFspmARIANIL4RmICFERjY/1dcuX4FORLfw1WckXZ90RAUCt2TbyrtHBBcoRHccxbD7fgLuGd3x8IosLrWSKD2p874vrM7Ro+dij17tlnjEHlMMiLABpCMLgarwgQyIrBz+07MnjtLmvlJRCKiEQkX6JdZW6FQIrBUHXjlL4t7YqfYbbsbGXXP55mA0QkM+dEDlco4iXxhnXD3DhvmRgduwx2wAWTDF5+HblkEHj16hE6dOsFN4SkZQHdwRRg/btIW+KyMxK/oJ/B5vwoexv+LG/bXkmeUsiKT2zIBfQmoVAosnuoDR4dYtG/XWPgFxegritsxgXQJsAGULh4+yQTkQYD8fr5u8g2iI2OQS/M+nuERovAKIcgLhfjLavF5ryL8hAP1k7ib+Nf+sjCCErMqktszAb0JBPipsGy6D86ev44+P3TUWw43ZALpEWADKD06fI4JyIRAt87dce7CWWH8FBLRexxwD9fhDm9p/sdQKnqJLfQBYknsWdw9XLE/jwTxx4UJmItAuVKO+OM3LyxbvgXTpowxlxrcrxUTYAPIii8uD806CMydPRdz5v+JYOSWjJ5neIwYMf9DO8AMXTyEU3Rw+YaISAjDRfsziBM9cWEC5iLQpqkrurZ2xaAhY7Bhw0pzqcH9WikBNoCs9MLysKyDwN49e/HzL/3EXE+AMHhySIN6iJuS47ObyP1ujEJBE0OqNEOsIkYETDzJecSMAZll6kxgzEAv1PrEGW3bdsShQ3t1bscVmUBGBNgAyogQn2cCZiJw7tx5tGzZCi4aNzHX856kxUuEC8+fCGEOhRpVK2efEGT/pHVywMQHjneN2h8LZwJpEZCcoqf4oEhBO9Su/RkuXTyXVlU+zgQyRYANoEzh4spMwDQErl27hgZfNoAyToU8miJQij8qj3BHeAA5Znnnly6jsHfxQKBInaHRJOJOzCVcczmPeLEoxoUJmJqAi1qJdfN9EOATh6+++hLXrl42tQrcnxUSYAPICi8qD8myCVy9eg11atVFbGQc8iYWS05aGodYafeXH7IZZOeXLpSUqqSEqX6fF0V43BOcczqG5/acUV4XdlzHsAR8vVXYutQX7q6xaNjwc1y+lBQB3bC9sDRbIsAGkC1dbR6r7AmcPXsWdevURUxkLPIlFpdme7RKP0VSygpf4Q5t6uJWPBT5xzWEQ05PXI07LWaDLoi5oFhTq8H92TiB4EA77FzhC0+3aNSv/wVOnjhq40R4+FkhwAZQVuhxWyZgQAJbNm1B3dp1EfcyHvkTS4iFLqc3pD8Wm9894Cttg3/jhIneOAa4I8/gughpXxHhiU/xj/1hPHS6y4ETTcSfu0kiQEbQ7r/8kDM0Dg0bNcT6dSsYDRPQiwAbQHph40ZMwHAEEhMTMXzIcLRq0wqO8S6S8UN+PikLOT/T1ndfsRfMnIXyjflUL4SCE/8Hj3I5cTv6Es6pj+OF6rk51eK+bYyAn48Ku1b6oXoVB7Tv0B3Dhv6EhASOW2Vjt0GWh2uXZQksgAnIjMDNmzdx5u8zOH/uAm6J148ePUZ4eDiio6MlTR0dHeHu7g5fX1+EhIagQMH8KFq8KLy9vU0+kuvXr6OD2N579sI/0s6uEE3qkZ1p+ctOLIh5wMfkOqbWob2nGtm7fywZQ3em78flWyfh7RKM0Fe5zTZDlZqefMx6CZBj9MpZPhg81h6Dx83BocMHMX78LOTOk8d6B80jMygBNoAMipOFmZoApYg4ceIktm3ehiNHjuD8hXOIiomS1FCKZJ9OCjXsNPZQauySd1JRmofbYjkpQRmHaE0UEjTxUn07lR3y5c6PDz74AJU/qoSKlSvCy8vLKEN6+fIlxowYg1lzZkEldMuHYmkaN5T0NEzs/6LZH0OkvTDkgFwKBiL/qPp4uvU87i88hnD7xwhV5oNvTKAhu2FZTCBVAjQj+UtvkTy1rCNaf3sdn1arip49OqJ9x96gHzpcmEB6BNgASo8On5MlgX///Rcb123CDpEZ/dSZk4iNi4FKoRLBAd3hqfEXLsLuUMMVDhonKDTp5Mn6L91VrLS49BKRCRG4f+URll9bjoVLF0hjz5EtJ8qWK4uPP6lqEIPo3r17mDp5GhYtWoio6CjQjq5sIsKzSszvpFXC8VQkpYgXcz/yNCoUKiV8axWGR9ncuDtzP24cOY8w18fI9bIAzwaldVH5uEEJVK3ghDO7AvDzsOcYMeoPLFi4CL169kaDRt/Azi7tf1sGVYKFWRwB2d4Z27ZtQ/ny5eHi4qIzVF3anDt3Dg4ODsiXL5/OcrmieQncvn0bhw8dwc5tO3Hg4H48efZEKKSAq8IdPpogKT2Ei8Y9eYYns9qSvw09kpeXhGFEiUYj8Bwv7j7DX6v+wtIVSySxwQHZUKJ4CZQsXRIflCqB/Pnzw9Mz7YjMUVFROH/+vNB9F7Zu3YpzF8+CZqa8NYHII2Z9HOGcobpheCDcodXizy3DuuasYO+lRs7vq+P5wX9xZ9o+nHM4JnKXvQePONMvLZqTA/dtHgJurkpMGOqNts1c8dOwcPTs/TPGjBmNFi2/QaP/tYa/v795FONeZUtAtgbQ9u3bUaxYsUwZQLq0oS8jMqrYAJLnPanRaEB+MYcPHsbB/Ydw7Ngx3L5/S1LWSekM10RPMV9SWBg9XtLSlrFG4Szmk+jhL+ZnKDE6GUQvhUH08mE4dm3bjQ1b1id37eTgBE8PL3i4e0jT7uTUHBkZibBnYXge8UyqpxDmmZvCE9mRXxg/AcmxfZKFpPGCZn6eixkgbRqMNKrJ6rBn+dxwKRCAm+N34MqFvxGszovgyOyy0pGVsV4CRQs5YP18Pxw/HYMxUyMwYuREDBs+EZUqFEWNmnXwUdXayJkzp/UC4JHpTMCsBhB57ZMvhIeHR7LCr169kqYsf/rpJ7i6uoJ8PGJiYqRn+nLU/tp+9uwZYmNj4ePjA/qV7ebmhpRtyOHV2dkZNHvg5+eXbEjVqVMHtG6sLaTD3bt3kS1bNqhUKu1hhIWFSY/g4GCo1erk4/zCMATIKZmWg/69+q8IbX8ZVy5fweXLl/HvzX8RE5vkrEwGjzrRXSxp5ZS2f7uI1+YqWoOIlqzIICLDJAqRiBaGUazQN+5xLB49DhNbwsVJMTulEn+OYsYmu1jkEmabMKXchB/S6/tL13E8xxNJJuUCs6Ri7+OCPAPr4P6iY7i35jSiXF4i16uCes/SWdLYX+uqef2SX5mcQKlijlg8xRGPniRg6ZpILFt7CT/3Oy0imw9FUKAHSn5QGIULF0W+AkWRO3dBhIaG8me9ya+SeTs0uwHUtGlTzJ49GwEBAeLG1IjcRy0xYsQIfPfdd5gwYYJkhPz+++94/vy5ZBgtWbIEw4cPx/HjxyWjhgwiMmioTqtWraQ2VHfs2LGgX+JkGFFagUGDBqFUqVKYNWuWtAOoefPmOHPmjGQ00WzQw4cP0b17d6lO//79pfdkmF24cAH0vkKFCslX6v79+9LMhPZAwYIFJSNL+16fZ9J1+dIVCH/2Qko9QDIUYqmE0hCkVtI7Z2/vAHux7h0ZFamzjJTyxGV4XeiNsBc1iRrp+pCedJ0SxfuExARoEhIRFxeH+ASRJCGOHsKjJjoG0cJojRaGKc2EvIoUy0kREdJOrPCIcES8eiHV13ZCjr3OShc4JDoLP5cgyX9HLeZ4HBLl68RIPjuuQkd6GLOE4aHEg5bALK2Qb1DwN2XgnN0btyfvwSWXGOR7VVjn2S9DjDflrWwIeZmT8fqHVubacW1DEvD3VaFbGzfp8TQsAbsOxmD/kWgxQ3QCE3YdEp+Trz9jPdxF9C0nB/FdY49iRfLAzd0Vbq5iNlj8mKaHg3Csps9XJ2dPNG7SXvp+IV3t7cVGC6XYdOH0ZuyujMaR8sd4RnX5vOEJmNUAIl+cTz75BOS78/XXX0sGCRkduXPnfmOk5PS6bNkyabZn3z7hWyD8eMgQIue2AQMGSF+sbzQQb65cuYJ58+YhV65cWLhwIdauXSsZNynrkWHTr18/lC1bVjJ0Vq5cmTxbREYZlUWLFmHLli1vGECnT5/G999/nyxq9OjRki9I8gE9XpC+nbt2kowLPZqbvQkZMWREkX+LSinmP4RTsp3SDnYilYK99BDeLo7OCPXwhnuwuwhnLzxuvHzg5eYDDxdP0SYpJBUZV0KQ+I+sLmF0pRiZ9utEe4zev/Fa1Kd2bxxL0V778u12dFzbhgw9hZJGk3SMnsnYo2O6FpKhFPVJprbV2zIk+dqx/idY0uG/Y3SIZsJOLN4tZsBy/VfDMp+8quQDzQjdGL4Ft/0vo1XVdnB1cpXude31Cr3qB6X4IZKnZPHkQUqMkt+JFymuL52j8vp+kU4nXbf/GN4NdUaY/SMUCyki3YtSfXFVkq6u1DzL/6M79G15dOzON66o4XoBcC6oQx905en+194x9Kx9rW2ekkbK19rz9JzyuPa19jm183SM+tEWqktFe+zt93QuLXlvn6P3VLT105JFdTLq7+06KetrX1MdKtr+kt69fp903EdM4DZspBAPOk8/6oBbd17g6rUw3Lz1FHfvh+PYyUd4+CgKMVHX8ehhPF6+ihc/4uLFj7pEEUojQWy6oD4VqFyljvTdoe2JnjO7WqANzZFSBr82HQGzGkA0zNq1a2PIkCGSAUSGxmefffbO6GkZipaxqJDxU65cOcnipvcfffQR1qxZQy/fKIGBgciVK5d0jKY2T5069cZ5mvGh2YmSJUtKx9977z3JGKI3zZo1kwwsMkooNUHOnDmlOtr/kdFGvinaQkt0Dx480L7V65lmqqg/WvLLaqFfKhTnhsaob9H+Mkn5TK+17+nXDj1o2TDl0mFG/dHWVGpHy5ZyK+QkSfcELcvKoSyYuwCaxYnwFp5Ill5cCwcj96C6uD54I5Ycn49Nq9dLcZhej6vF65cGeuXo+LH57rXQWtIoHsekPhj6PKN/A3K511JqSbPqNIsut0Kfa/QDOauftW+PSy3+eRWlR7mkMx3frpDOe60u+n6u0Y/4zM4apaMOn8okAbMbQAUKFJA+pMg5ef/+/ejUqdM7Q6AbX1vI54eWtLQlrQ8QMgDSK2Sp0xex9Avyv4rkfEu+P4MHD0bjxo3RoEEDyRH7wIEDb4ii6U56aAv5IxnCcMnsrwdt/28/kxz6oDCVkZGS4du6vP2e6mofb58z93utXpkZjzF1XrliFVyU7nAUS4PWUNS5fZFb+AX9O3A9an5ZG1vXbDJanCXipb2O2mc5MpSrbnLUS6uT9llO11Ork/ZZTrqxLmkTSFp3SPu8Sc7QLBD57BQvXjx5TTWtjitXriwFvLtz54609EXLZ/oUmnEpUqQItMbNiRMnJN8immEiXyEygMi359ChQwYxbvTRkdvYLgHaDHD81DF4JvpaFQTnHN7IPaA2Ht5/iM//Vx80Ti5MgAkwAXMQkIUBVK1aNVy9ejXV5a+3odDSVpMmTdCjRw8MHDhQWubSN9AVOUKTozU5Xk+fPl1ygq5Ro4a0DbtLly7o2LEjsmfPLu0Se1sPfs8EjElgw7oNkqO4l9hFZm3FOacPcv5cEzfEDsCvWjaTnOitbYw8HiYgFwK005mi5A8bNgxt27bF3LlzQRMIpiovXrxI7op8d9evTwohMn/+fMm/NvmkGV4oxJTd215kZlBD9y5pyzqtu2p9dwgoOUnTFnh9C23JpiWjlIWO0TKa1ucl5bm3X9MSmJyc2bRLYLRbTW5F37VyU4xDTj5ATRo1xbFDx1Eo8cMMh/4Id3ALl5GvwU863a8ZCkxRIfbFE9zYOg25f6kNt6LCg9SA5cXJW5JjdI3PP8PsyTMMKDlJFN1r5J9Gfl1yK3Sv0RI17Y6UW6H0L/SZJrdCrhDknyTXzzV97jVypaCchMYqFCqGVliOHj0K+nFPvme7du2SNv1MmzYN7du3N1bXktyuXbuCJi1osxGV+vXrS+8nT56M6tWr4/3338e4ceOkc+b4n9l9gDI7aEpYSdvVa9asKTWl6LpDhw7NrJg36r9t/NDJ1I690YjfMAEjESBj+tDRg/BJDDZSD/IQ6/5BdmTrUAmbp2zArzmGYECfpA9JeWjHWjAByyZAIUtoQw9thvnnn3+k1QztiGjFg/xt6fu0YcOG2sMGf6aZp3r16iXLXbVqVfJrObywOAOIfgXMmTNHigNE8WfIktTuEJMDUNaBCWSVwPZt28VW21gR69r6lr/eZuPzSUHEPorAtN8ni0S0edG0UeO3q/B7JsAE9CBAO59XrFgh+bGSK0fKQjM/hw8flmZmyACi2UiaWPjxxx+RJ08eqSotk/36668YNWqUNPNGu50p3h7tgKZlLdrA1Lt3b+TIkUOqT+4klBqIJiXI6AoJCcGNGzekXdo0O9a3b19MmjRJmlygsDdvF5I5cuRI6budvtPJNYV2XGsLjYf6uHXrlhQqp127dvjww4xnyLXtU3uWhQ9Qaoqld4wcmKtWrSpNobHxkx4pPmeJBFavWA0npfxzfxmKbWDjUqD0GX2++wGHjx0xlFiWwwRsmgBt4AkKCnonVpEWCq2iUPR9bVaFmTNnvhE65enTp6Bj2iVkWkIjlxMySmrVqoWdO3fi448/lgIOk8zNmzdLS2oUpJh2ZxcqVEgKVkxZFug1FTKOaLf324U2Q5Bby6ZNm6QZI/LrpaU78hOiQgbVRyLkDYUMIMOHXFMoOPHFixffFpWp9xY3A5Sp0XFlJmBhBMhhcfe+PfBI9LEwzfVXlz7MQrt8hH9/WYcWrVth15btoNhfXJgAE9CfAPn9aGPhpSaFcm2SCzAZLBnNpJAxRH5rU6ZMAcXMo0IzQBS37/Hjx1ImBzpGKzTkY6SNDffHH39Iu6pTLoNRvbcLzeyQbxfpQu4ntDxHs0kUcJhmiygeHxliNCNFenz11VeSHll1YWYD6O0rwe+ZgBkJHNh/EJHRrxCKAmbUwvRdKx3tkKNPdVz9cTUafdMY29dvkT5MTa8J98gErIMAzf5QeJe0Cm30oaLNr5lWPTpO8fcoG8Pff/8tuaBcunQJe/fulZqkjDdHszha4yc9eW+fI2ONnKVpp5q20IYnmvmhpbgyZcpIS3OUtoqcp2kGinZxk15ZKRa5BJaVAXNbJiBnAiuXrYSD0lHkGHtzV6KcdTaUbvbeLsjxfTXcvHod7bp3MpRYlsMEbJIAZUygHdJpBQumXJg0+6pdniJIKWdUyMdWW2hjBi2ZURw+WgajncbkYP120dcgoWU4kqnNMEDPlMGB/IboNSVGJyOJDCSaCercubPkB0SzTVkpPAOUFXrclgkYmMCOndvhnugtMg1R7iLbK+p8/gjpWBk7J27F8LEj8WOvH2wPAo+YCRiAQMWKFUGhIMho0O6UphyXNKPSpk0bKQVVo0aNJD8d7SxOSmOJHJi1ZfXq1dixY4dkUJFhQoWOUaHdZlktefPmlfyDKC0WGTxUKOMDBSomP1/yVSLnazJ86EEO0zQTREts5A+sb+EZIH3JcTsmYGACp079jbDwMHjawO6v9NBR8lS/z4tiwpjfsW7zhvSq8jkmwATSIEDxhdatW4fx48dLgYMpywHN9tBSFu3conxvZEBQId8d2rU1a9YsKTYVzRyRMaIttDxF/om0JEXl5s2b+Pnnn6XX6cXAoxmhCxcuZBi7qUOHDpJhRj4+NBtE/kA0w0RBEylpOhXaFUa72kgPMoConnbHmlRBj/+xAaQHNG7CBIxBYOXSlVAp7OAu0p/aegn6ugzci4WgW5euOHP2jK3j4PEzAb0IVKpUCWvXrpVmbmhJjB6044oci8lAIj8a8uehQg7ONMtDgTApHdR3332X3CftwGrdurW0A4x8i0juL7/8IvkPvZ1oPLmRePHFF19IRktGTtalS5fGwoULMXXqVGnnGqWhot1jEydOlMSRQ/To0aOlbfvkJE3O3ZTKShtgMWWfmXltcZGgMzM4U9UlSzQ9K9hUemj74UjQWhKZezZ3JOhSJUoj6mEc8qBwphS31EjQGQ3y1dVHklO0j68rdu86lGmHR44EnRHh1M9zJOjUuaR3VN97zdiRoFPqTAm7Hz16lLzDkqJE0+4rcjAmg4YKLWeR8zEZH9qlqJQyqM2TJ0+SZaQ8l9ZrakN90/eSLoX6p2Uv7czP220oEwQ5btOW+KwWngHKKkFuzwQMQODKlSu49/CuTQQ/1BWXyjlp6js2OhKtWzUABWLjwgSYgH4EKLZOyvASZGDQLI/W+CGpWufj1IwfOk9tUsqgYxkVaqOr8UOyyPhKy/ih87QcZwjjh2SxAUQUuNg0AdrtMGbc7wgKyQ4P8cuiWJkPMGzcSJN+4a4Qy19KhVLs/cratk5rvJD9e3vi79NX0PPb1m/sUrHGsfKYmAATMB0BNoBMx5p7kiEBCuJV9dPqGDNqJB4/egC3wtkQl9MVfwgH3Co1PsnQec9QQ9qwfgPcNd5QgTdmvs20cEEHzBrrjdVrdmHI4D5vn+b3TIAJMAG9CLABpBc2bmQNBCgT9+df1Be5ZW4j9KPmUDk4wi1/IHL0+Bh5f/sC9x8/QO0G9aQdB8YcL21L/ffWNZvf/ZUe46b1XTC0rwemTF2A6VPHpleVzzEBJsAEdCLABpBOmLiSNRJo2bY9bt++jeBKTeDsG/LGENV5/ZCrvwjz/vAR2nTt8MY5Q79Ztni5FPfHE76GFm1V8vp09UC3Nm4YOGg0liyaYlVj48EwASZgegJsAJmeOfcoAwJTZ8zCIZFzK6BkbTh5BqaqkXN2b2RrXxEHtu/BvCULUq1jiIMUq8Nd4SUWv+wNIc6qZYz91RPfNHJB7+8HY+XyGVY9Vh4cE2ACxiXABpBx+bJ0GRKgbZQjhv0Gt+yF4RaalKU4LTW9KuWFx4c5MXjQYClwWFr19D1OAb8uXb0IT42fviJsqh2F7p85xhtf1VOj+7cDsHTxnzY1fh4sE2AChiPAHpeGY8mSLITAT78MRHyiBiHFqumkcXDr8rjUfRmGjh2BUYNeJ+vTqXEGlWj5C2IBzNajP2eA6Y3TKpUCcyf4wM5OgZ69f0Z4+DO079jrjTr8hgnYMgFKaUGZ2lPm9jIUjyZNmkjpKAwlz5xy2AAyJ33u2+QEzp0/j80b1sG3yMdQOeoWmMtBBOLzqfU+lsxbiO+79gQFTDRUWf3Xamn5y16TFPPGUHKtXQ4ZQX+O94anu0LyCbp9+6Z4HqtXJmprZ8Xjsz0CFNpj3759UMMNDnA0GIAXijCUL1/eYPLMLYgNIHNfAe7fpAQGDhoKe2c3eOYplal+/esVQ9jm8xg1cSxGDR6eqbZpVaaIp5euXUQOFEyrCh9PhwAth40f7I2coXb4ftByXL5yCZOnLMx0xOh0uuBTTMCiCQQgVEQWS93HUTuwZ3iE53iCXEjfHYDq/6M8qG1mFc/sA2QVl5EHoQuBs2fP4cDeXfAqUB5KVeZsfzt3J3hXK4jli5cZbFv8ovlLpN1fXjae/FSXa5denW/bu2PdfD/Q9a32aQXs3bM9vep8jgkwgRQEovBKMoBSHLKZl2wA2cyl5oGOGDNWzP64wj1nMb1g+NYpgrjoGEybO0uv9m83Wv3XX1LkZ9799TaZzL+vWdUZJ7YGIE/2WDRu0hx9vu8ofIPCMy+IWzABJmAzBNgAsplLbdsDpeWmndu2wCNP6UzP/mjJkS+QR9lcmDdnrpQ0UHtcn2fKwHz99r8i95fh/In00cOa2mTPZoddq/ww6hdPrFi5HsWKFcIP33eXEjFa0zh5LEyACRiGABtAhuHIUmROYOLkaVAoVfDI/UGWNPWp+T6e3n+Ezdu3ZknOvNnzoVLY8e6vLFF8t7FSKXaGdXDH2T2ByB6cgOkz5uGjKqWwYvl8NoTexcVHmIBNE2ADyKYvv20MnrKIr1i+VMT9KSLSXThladCuhYLgHOKFmXNn6y2HtqauWbtaxP7xFbm/VHrL4YZpE8gRYofTO4NwYF0AcoVEoHuPPqhQvjhmzfwdr169Srshn2ECTMBgBI4fP44LFy4YTJ6hBbEBZGiiLE92BJatWIXIlxFi51dJg+jm+UkBHNl7EJRIVZ+yZ/cehIWHZbg7Qx/Z3OZNAmU+cMSWJX6SIVSySDR+GTACJT8ojMG/9gblYOPCBJiAcQicFyFHatasiaNHjxqnAwNIZQPIABBZhLwJzP5zDtS+oXD0MIy/jVflfNKA5y5dqNfAZ8/4E05KZxGhw0uv9two8wTIEFox0xcX9weheSN7zF+wFOXKlUGXTk1x/tzZzAvkFkyACaRJYNq0aahWrZrsQ1LobAAlJiZi8+bNiI2NlQY9evRo1KtXD3/+yaHo07wL+ITZCVy8eAmXzv8D91wlDKaLvYcwXoqHYvlyiuKcuUI7k3bv2wXvxEBpC3zmWnPtrBLIk9Neih1083gwfhPZ5Y8cOYBPq1VH29YNcOni+ayK5/ZMgAkIAq6urjhx4gRKlCgBitcl16KzAfTzzz+jTp06oNxFixYtwo8//iiNqXv37li6dKlcx8d62TiB6bP/lPx+XEMMG2zQq0o+3L5yHWczOXswf45wxk2IF3nfg2z8yph3+B7uSvTu5I6rhwIxaZgXTp8+jk8+rYa+P3Y2Ss43846We2cCpiXQrFkzBAYmBWA0RjoOQ41GZwNoypQp2LhxI3LkyIH58+ejdu3aWLNmDQYNGoQlS5YYSh+WwwQMRoDCwa9bsxquIe+Lre+GzbTuXio7VM4OWLAic/f+3LnzpNg/DsiaM7bBINm4IAcHBTo0d8Ol/YH49Xt3Mau3FlUqf4iNG1baOBkePhOwfgI6GUBhYWGIiIjARx99hKioKOzevRtffvmlRCdPnjx48uSJ9ZPiEVocgY2bt+BVxAt45CxqcN2VDnZwL5MT69es0znh4N49e3H3wR0R9zmbwfVhgVkj4OSkQN/uHtL2+RKFE9C2XTf07tVW+rzLmmRuzQSYgFwJ6GQAeXl5Qa1WS8nVVq5cKfkBkXd3fHy8tPxVtWpVuY6P9bJhAvMXLIKThx+cvIONQsGzYh6EPXiMo8eP6SR/wriJwvlZLc0A6dSAK5mcAAVT3LjQDxOHemHlqk34vO5HuH3rpsn14A6ZABMwPgGdDCByYiIfoBo1aqB58+bo2rWrtL7XsGFD7Ny5E/TMhQnIicCzZ89w+OA+uIYWNppabkWywd7NGYtXLcuwjxs3buDg0QPwS8zGzs8Z0jJ/hU4t3bBvTQDCnz8Qy/3V8Pcp3Yxc82vOGjABJqArAZ0MIBJGTs/k1X3o0CGMHz9ekt+jRw9cvXoVRYsafolB1wFwPSaQGoEly1YiMSFRBD80ngGkUCnhViYHtm7akuEy2Mhho2CnsGfn59QulkyPlSzqgMMb/EVE6TjpR96+vTtkqimrxQTkSYD8g1u0aCFP5YRWOhtANIJixYqhTJkyydvaaOnLxcVFtoNjxWyXwDKxRV3tnx32anejQvAsmxvPHz3FsXSWwR4+fIj1G9fBT5NNxH3OXBZ6oyrPwjMkEOivwo4VfihdQoXmLVpi107ONJ8hNK7ABCyEQKYMIHKAJouOdn7du3cPFOaa4gNxYQJyInD79m0p9o+bEZe/tON1LRIMO1cnLF2b9q6h4UNHQCP+mQQgVNuMny2IgJurEuvn+aLih/Zo3aYV9u/baUHas6pMgAmkRUBnA4jyebz33nto2bIlhgwZAvpV279/f1SsWBEPHjxISz4fZwImJzB34WIp8amhY/+kNhBpGUxsiadlsNQKpVtYsWq5NPtjB8NuxU+tPz5mHALOzkqs/tMXZUrYo1WrVjj99wnjdMRSmQATMBkBnQ2gNm3aiNDx5fDo0SOEhib9kp0zZw6USiUWL15sMoW5IyaQEYHVf62GS1BeqOxNE2vHo2wuPL33CP/88887qvXr2x9KjRIiN/k75/iAZREgI2jNXF/ky63EN980xc0b1y1rAKwtE0iFAMUkcxV7U22x6OSQEBkZKSU0mzt3LtzdX/tUBAQEgByhp0+fjp49e9oiPx6zzAicP38B927fQFDZ+ibTzK2o8O1xssfy9X+hSJEiyf0ePnQEW3dsEQtf+YTnD8/+JIOx4BfScth8X1So+0gYQQ2wbv0ueHjY5peHBV9Gm1H9Ce7jJZ5nOF4HOOImLmZYLy4xLsM6llRBJwPIzs5Omul59erVO2M7d+6cdO6dE3yACZiBwILFS8XMj6M0A2Sq7ikoomvxEGzetBmD+v4idUsxsnp2/xZqpRv8xdZ3LtZDgByj1/1nBHVs3wQLFq2DSqWyngHySCyeAN2P+fMXEDthEww6Fk9Fbvj6+hpUpjmF6WQAOTg4oHr16tIsz8iRIyV9aVaIcoJRigxtXjBzDoT7ZgJEYP26tVAH5TN46ouM6Np7ueDO4bO4fv06cuXKheFDh+Pm3ZsoiJIi7o/OK80ZdcPnZUKgUH57LJzsjXot/sbQwT/gl4FjZKIZq8EEIBnkuXLlNAoKT09Po8g1h1CdDCBSjJa5KP3Fhx9+KG2Dpy3wlGupcePGoISoXJiAuQmcPHkSTx49QHCFKiZXxd4vKRzEqvVLUL5UVUyZPlXs+spus2vrJr8AZujws0+cMeRHD/w8bDGKFiuJL75sagYtuEsm8C6B2NhYbNmyBQ4iEr6dk9u7FfQ8EvX4hhQOR8/msmumswEUHByMw4cPS+kwLl68CJoVKl68uPSQ3ahYIZskMEzMugjrHC4BuUw+floGo7Jj8zrMmDgPLsL0yYbcJteDOzQtgT5dPXD8dBy++66v2CVbDAUKvm9aBbg3JpAOAe8C5eGeQTDYl/cu49WDawj4oFY6kpJO3djwe4Z1LKlCunPzR44cAfn4UNmzZ4+U9oJmfSgBKu0Ee/r0KXbs2IGzZ89a0phZVyskoNFocPKk2JosnsUeeLON8PTfNxD1Kgq5NYXFwpf59DAbABvsePY4b2QLUqBduxZIzU/SBpHwkC2IQMzzh4i4fd6CNDacqunOANHWd0pzQb4+9erVQ3h4eKo9N2rUCMuWZZwPKdXGfJAJGIDAwQMHERUTZQBJWRNB9ld2dRAcIk2zBT9r2nJrQxCgnWHLpnujXJ0H+PGHTpg4aZ4hxLIMJsAEjEwgXQPo1KlTyWkvKP4PFfqlTclRqZAjNGWJp1hAXJiAOQksWSh2fynskKCJN6caKFbIHs/vvRD/OMyqBnduYgJF3nPAhCGeaP/ddpSvMBNNmrY1sQbcHRNgApklkK7lYm9vD9oCT4WWuzp06CAFPST/H1oKK1CgACZNmpTZPrk+EzAogQSx1XPLti1w1pg/L129Ws64//I5EmHY7acGBcbCjEKgdRNXNPlSjX79BuHyJdtcUjAKWBbKBIxEIF0DKGWfFOjwxo0bKF++vHTY2dlZygo/YcIErF27NmVVfs0ETEpg7569eBkZATUMt9tB3wHUre6M2HgNoh2e6iuC21kwgSkjyB9IiU6dWiI6OtqCR8KqM4GsEThz5gxWrFgha784nQwg7Za6hQsXiuBK+SUqtOzVpEkT9O3bV/IRyhoqbs0E9CeweMESOCqdRCxTZ/2FGKhl8fcdkC1QhWj1YwNJZDGWRMDVRYlFU7xx9dpd/DqwtyWpzroyAYMRqFGjhmQbUML0YsWKYevWrQaTbUhBOhlA5PNDS1537959p+8XL14gLCzsneN8gAmYggDdlzt374Bnop8IOJjkm2aKftPro15NZzyKeQqN+ONiewQ+KOKA3/p6YO68v0R08NW2B4BHbNMEDh06JNkKGzZswPDhw6XHmDFjZMlEJwOIfIE+/vhjKeLz7du3kwdC1t24ceNQs2bN5GP8ggmYksD2rdsRGR0JLxF2UC7l8xpqvIyKR5Qy9V2TctGT9TAegW/bu6FGVWf06t0b91L54Wi8nlkyEzAvgTJlyoBC6GjLkydPZLsMppMBRAOhzO+0pp09e3Yp+R/5AJUuXRofffQRevXqpR0rPzMBkxJYungZnJRqEXbwdZLerCgQK2aUslqqlHOEm1gKiXdP2jmZVXnc3vII0Kz5n+O94Wgfh+7dWiAxMdHyBsEaM9r9iHsAAD3pSURBVAE9CJB7jItL0oaUO3fu4LfffhMbA/rpIcn4TXQ2gLy9vaUo0OfPn8fUqVMlg4iCJJJfkHanmPHV5R6YwGsCZJDv3rdbWv56fTSLryiQTxaLvb0Cn33qhLCEJ1mUxM0tmYC/rwp//u6Fg4fP4/dxQyx5KKw7E8g0AbIVKleujAEDBsh2lUhnA4hGHxMTg9OnT+PKlSuoVKmSFAeIf9lk+r7gBgYisHHDJsTGxcDbgMtfhkpcWq+GM55ERCOaAwIZ6GpbppjqVZzRu5MbxoybJpYF9lvmIFhrJpBJAseOHUO1atUwevRoUEBluZakID86aHfhwgXUqlULDx48kKZz69ati/79+0vRoVetWoXAwEAdpHAVJmA4AksXLYVa6Qp1oqvhhBpIUs2PnWEv/nXFqx8CL0yfm8xAw2AxBiAwpI8n9hyKQ9cu7bF12wF4eXkZQCqLYALyJHDv3j3UqVNHyg5RpUoVeSr5n1Y6zwCRFVeuXDlQRGjKA0aF/IJovW/x4sX/ieMnJmAaAhERETh09KBY/vI3TYeZ7MXdTYnK5ZwQruDt8JlEZ3XVaUl00WRv0D3bq6d8fw1bHXgekFkIjB8/XrITaOOUSqWSHpRMXY5FJwOIUl4cPXoUgwYNgrv7a2fTgIAA9OjRAxs3bpTj2FgnKybw18rViE+IF8tf8jSACP2XIir0gxcvEYdYK74SPDRdCOTOYYfpo7ywZethzJg2TpcmXIcJWCSBkSNHSimzKEK/9kGzQnIsOhlA5ORMMz2pZTomR2g6x4UJmJLA0sVL4arwgJOI/yzX8rnwAyKf6lg17waT6zUypV4N66rRsYUrBg8dg8OH9pmya+6LCTCBVAjoZLlQ7q/q1auD0mGQcxMVmhWiLPFTpkyRrYd3KuPlQ1ZA4PHjx/j77Cl4aeQ7+0OYgwPtULKoA145sgFkBbedQYYwZoAXihS0R+PG9aX8igYRykKYABPQi4BOBhBJnj59umT0fPjhh7h+/TqqVq2KZs2aSQESu3fvrlfn3IgJ6ENg0bxF0syKIXd/6aOHLm3q13bGvRfhIjWqebPU66Ir1zE+AUdHBZbN8MHLly/QplUDjg9kfOTcAxNIk4DOBhA5MR0+fBh79uyR4gCRQXTq1CnJAZocnbgwAVMRWLFyJTwU3rCHg6m61LufL2qqha+SSI7qyDGB9IZoZQ1zZbfD3Ane2LHrBEYOl2eAOCtDzsNJh4CdsyscPeUTST8dVQ1+Sudt8NRzeHg4KKw15QTz8fGRZoQMrhELZALpEKAYVNduXEUuFEqnlnxOFchrj/y57REV9hAuMRwqQj5Xxrya1P7UGb/08sCgsXNQuMgHqFO3oXkV4t6tksCLW2cR/ex+hmMjA+jR6W0Z1osXcdesqehsAP3999/48ssvcePGDRQsWFDa5kZJUJs2bYrZs2fD0dHRmrjwWGRKYN7s+VApVPDU+MlUw3fValDHGWOnPhM71hKhFH9cmAAR6N/LHafOxuLbb3sjZ858whAqxmCYgEEI0KpMSEgoEhKjgVfvJjHXtxO12Pnt6empb3PZtdPZAOrcuTMoqNH+/fuRLVs2ae36xIkTwpmvMWjff58+fWQ3OFbIughoxJaq1WtWw0MYPyK6hMUMrv5nagyb8AJRDk/gEitvx22LgWoFilK+sPl/+KDi54/RslVTbNiwExRahAsTyCoBMoBKlSqZVTGptg8KCkr1uCUe1MkAou3vJ0+exJo1a+Dnl/TLm7a+UzJUMnwoECIbQJZ4+S1L5/37DuDp8yfIh+IWpXiJIg7Ins0OMa/EMhgbQBZ17YytrKtImrtmrg/K1X6Els3rY+Vf26BWyze0g7F5sHzDEIiNjcXq1avhFOwJew9nwwgVUl5efoj8+fMbTJ65BelkAFFmVw8PD9CMT82aNd/Q+fLly/yr5Q0i/MZYBOb+OQ+OSie4J1peKoGGdZ0x9c8wePIymLFuD4uVmyPEDqvn+OCThjfRvl1jzJm7ihNMW+zVlJfi/g1LwKtyvnSVenHyFl7+cw/BLcqmW49OXmyzIMM6llRBZ4eEn3/+GW3btsWPP/6I3bt3i+naDaDt79OmTZO2wu/atQv0IIOICxMwNAGKO7V95zZ4JQZAIf4srTSorUZkTAKi7Z9amuqsrwkIfFjCEYun+mD3nuPo9W0bKZKuCbrlLpgAIq89QdjOizZJQqcZICLzyy+/SLvARowYAXqkLB06dEh+26VLF/zxxx/J7/kFEzAEgVXL/5Iyv/vCMndSlfnAEdkCVYiOfgj1c8tx4DbEtWMZuhGoU80ZM8d4o3XPbXBxaYdhI2bq1pBrMQEmoBcBnQ2ghw8f6vSrhNJmcGEChiYwf958kfrCE04aF0OLNpm8Rp+rMX3uU14GMxlxy+uo+f9c8fKVBt37bYSdqh0G/zbD8gbBGjMBCyGgs7XC29wt5IpaoZq3bt3CPxfOIAcKWPToGolcUOOnR0jLYOo4ngWy6ItpROU7t3KTgmf2GrABMbEdMXzkZM63aETeLNp2CWToA3Tp0iUMGDAA2myu5Ivx9ddfw9vbG+XLl8fmzZttlx6P3CQEJk2YLMX+sYTUF+kBoWWw0GA7RLk8SK8an2MC6N7WHZOGeWHh4rXo1KEpYmKsKwAdX2LrJ0CZI5YuXSoFT5braNM1gCjqbtmyZTFx4kRERUVJY+jYsSM2btwo+QQVK1YMDRs2xOnTp+U6PtbLwgkkJCRg0dKFcNQ4i8g/Ok9YynbUX9VzxoPIp2IvWKJsdWTF5EGgQ3M3LJzkg81b9+GrRjU5eao8LgtroQOBWrVqYfTo0Thy5IhkQ1y9elWHVqavkq4BRLF9SpQogZs3byJPnjy4ffs2FixYgGHDhonopd9KmeArVaokRYI2vercoy0Q2LJ5C8gICkZuqxhu4y9cEBWbKIIiPraK8fAgjEvgf/VcsGWJH65eu4qaNSrh1Mnjxu2QpTOBLBI4f/48KA7RihUrMHbsWClxOsUKlGNJ1wCiZKdfffUV3NzcJN23b98Oil76v//9L3kslStXluIDJR/gF0zAgARmTZ8NtdJVOA77GlCq+UQVL+yAfLlEbjBeBjPfRbCwniuXdcKRjQHw847CF19+gWlTx+q0IcXChsnqWgmBQoUKYceOHdJoKHfo3r178d5778lydOkaQKQ8ZYHXFhoUzQh5eb0OREdLY05OTtoq/MwEDEbgwYMHOHz8ELwTLXPre1ogmjVQ425EGBIQn1YVPs4E3iBAGeT3r/FHm6Zq/DpoNBrWr4ZrMl1WeENxfmOzBBYuXIjs2bNLgZLr1q0rSw7pGkCFCxeWrDfSPDo6Glu2bHknEjQFPyxSpIgsB8dKWTaBaZOmAxqFmPuxntwzdEUaf6FGXLwG0eqHln2BWHuTEnByUuCP37yxfoEf7ty+gk8+rYphQ/siIiLCpHpwZ0xAFwLNmjUDhc+h1BnffPONLk1MXiddA6h9+/aYNGkSevTogTp16kjrem3atJGUfPToEb7//nvJyalRo0YmV5w7tF4ClPR0xbIVmDV7JrzgJ1yf7a1qsHnFElipYg6IcLhvVePiwZiGQM2qzvhndwC6t1Fj2ox5KFOmOCaMH4rnz5+bRgHuhQmkQ4B8hSl3KBVyn+nUqVPyklg6zcxyKl0DqFWrVhgyZIiU+oJmgCi5Wq5cuSRF69WrJ6XBmDp1qrQd3hzanzt3DrRTTZ9y5swZXLt2TZ+m3MZIBMLCwjBh3AR8UKwkeggn+3hNPPyRzUi9mVfsN41ccDf8BWLB25vNeyUss3dKojq8nxcu7AvClzWVGD12MkqVLIbve7fDsaNHLHNQrLVVEKAZyc8//xwUMocKOUPTjnE5lgz3Fffq1Qv0eLvMnDkT+fLlg4ODw9unTPaevM0pUSvpkdlCDt3k30S727iYj8D169execMWbNq4CSdPn0CimP3xhA/UcJW2ipP7szWWr+qp0XvAM8So78EhIulHhTWOk8dkXAKUSHXGGB8M6O2BKXNfYs7SLSJ20AaEBHvh02pVULlKLTFDVPENv03jasTSbZ0AOUF37dpV3HdlpKS+77//PmbNmiVLLBkaQGlpTYPSpdDMUWJiItRqdXL1Z8+eJf+DpABfd+/elRylyJihQpYjpdQgJ2x/f3/pNVmVtJ5IRotWFi3L0a40baF2L168QGDgm06zcXFxUiDHbNmypZllObU6qemh7YufdSdA98Djx49FGIU7uH7tOi5duASagbtw6TwiXiX5L7gqPBCsyQVvkesrUbgHn8Vhi4/8nB4hX28VaoiljKNHHsANbAClx4rPZUwgRATYHNrXE4N+8MD2fdFYtSESm7ZsEJnlV0uNc+fyQ+H335P8MXLmyg9fv1DxmRuIHDly8CaWjPFyjUwSoKTpP/zwg/Rd7urqmsnWpquutwGkq4q0Fjh37lxpuYzaXLhwAUOHDpXiCZ04cQK//vorcufODYo4TVZj7dq1MX36dCn2EGWWr169OsiinDFjhjRbc/HiRXTu3BnVqlWTrEp3d3c0b95carNu3TqpzsuXLzF+/HgQePJh2rdvHzw9PaUv4VGjRkn9pdQ/rTpv60G+UFRIh5UrVyaLoKBPBQpkLU0D6dz3u5/w5OHTZLmpviB7T/PuGfKb0RqD9KxUKhEfHy8d057TPlNr7Wt6lt5L/0/xP+3xFM9Ul2ZoNBoRxk8YtfSgGD3UDxmQ9IiJjREO81GIiokWwTMjRQb0SOHwG5tCMGCvcICzyOmlFh4+/sLMcRPPdprXfj63cFkKekjGkDWXFl+5YMN2YeQrXgge7tY8VB6biQioVArU+MhZelCXF6/G4cDRGBw/HYUz54+IbPMH8CIi4Q1t1Go7eHk4wd3dGa4uTlC7OMPJ0QGOjvZiht9e5CQTIUjtVFCJH6VKZdJni/h4gXglfb7Q5432d6j2MyhlBwpFup4WKaum8zrp840+1xIStEFE6bNL+4GY8lkrRvtBSed0L/cfhOHly2jky/t6B/TbrVX27ujRc6j0w53OqQQjGntmc2HS56e1FrpWcjZ+iLvRDSCaBhs5ciTu3LmDkJAQKXUGGQxU5s+fL0WULlWqFMj/gwygzz77TDpHN8b69eulL2pagiNHqqpVq0qGEvn+pCw0m0DGz/Lly6VfM2RwHTx4UHpNu9QoeCNt1V+2bJlUhwI8agvFKEivTko9tG3IAXz37t3at9JUX1ZzpdEMyc7dO/Hi+Ytkuam+0P47T/VkFg9qP8X+EyN9mEkGUNIHnPh/8gee9PEnbnCl+HCjB30AqJTCXdnOHm5OHvB194faWQ03Fzd4enjBx9sHgeIXp79PIFzUNNNHhtRrfalreh8dE4X2fVvDNyFIGEGq1xVM9EolPuhNVep86gwvTxVyl3RBs3pdpG6JwVuXIUkdLaD/lNPWo+dXYhbtjiIWuYukPisrSCcPia4hvdc+0wl6rS0pz9HxuPg43P6qDIJK+Igvx6QZWm0bqa7Qi+4TMoZTykxZRys7s8/xBePxcNMnKF00EhpXrYGo/QegfdZKpS/Z1+Oko9r7N+ko/V/b5vV4qV7qRVufzmrbpVZT26e2ztvPKdu8PqcQhgTd8HT9kvTWnnt3HCklJL3W1n33zJtHNChQXCEeQGuJTVK7p2GvcOr0TTHz/kj8aInG07Bw4UD9EuHhUSIRa4z44RKLqOgIMZuegDgRtDMuTvzISdBIhoe4zP/9+CH16Q747/k/DEk/qJL6SRrbmxpZwrvwFzFizIm49u/1NNW1s1Ojectn0jZvqiTda+KZPgczUyhgIBfzETC6AUQ3RM2aNbF161ZppoYMB1oPpGUwMlwolxhtr6dCy1xa44acpuimogcZTL/99ptk5FSsWFGa/UmJjHyBSpcunTyV26JFC+n0lClTJAdtbZyijz/+WNKhd+/eyc2pP8pplladlHpoG1Hwx23btmnfSmMhAyYrhQyoQ0cPZkVEcltaIvTw8MD9+/LbZUTjpF8G2tQqyUr/92LSxMmIS4gVe7/M4/xMv3BNVRwcFGhW3xkLVh3FxFkl0/Wno9hb9G/GPCV/mt0a/V7zLoo40fvjV2mqkOYJutfo80frjJlmRTOcoKV9+jcQ8dIMW9gdgWIfikca4zbvvZaGUuKws7OzNJMvp8817ee+vveavb19sktH2iPnM8YiYIi5yQx1o1kdcjqmvCC0VOTrmxTVl6YLKUDSF198IT2GDx8uzRKRQLrZtaVGjRrSkhMte9GMTZcuSb+Wtefpy56WYbSFDCm6Mf38/KRlGe1xsrbpQV/A2pJRnZR6aNvws3EI0K/HWTNnSVGfxUS8cTqRmdRWjV3Fr+8obNmU5KshM/VYHSbABKycgJ27ExyDrXOzSUaXzugzQKQARYMkX50///xTyiRPx+hXBjlSU7RfMnDI4Zl8bCZMmECn3yg//fSTZCjRTFDx4sWlWZyUBg/NCk2bNk1M4YZLMx/0mpbbPv30UyxatEj65Uz90WwTheROaQB99NFHGdZ5Qxl+YzQCmzdtxoPH95EfYs7eRkqx9x1QorAjFi+eg7r1XqeYsZHh8zCZABMwIoHnh64j5l54hj24FQvBgyUZ55mLj6b5WOspJjGACBc5N1PMoAoVKiTTa926NQYOHCgZIORDQHnHfHx8ks9rXzRu3Bjjxo2TDCia2enWrdsbzmYUbKl+/fqgekFBQdIuMKpD05LULx0nueSQRQ7YKQvNRmVUJ2V9fm08AhPH/yHyfrnBPdHbeJ3IUHLrJmp07/e3iO57GyGhoTLUkFViAkzAkgjQj3wfXx8k/itijYmHoYq7q5tVLdkpxLLDf+5rhkKUeTkpt8Wn15q2uJMRk3IGJ2V97U4k7TZ57Tk6TluxtUldtcdTPutSJ2X9lK9Jf5Ivl2J0v4wsDDQtH6CzZ8+JHX/VkBMFReqLtHdfpNf1I9wB7SDL1+CnZKfE9Oq/fe7a+rEIrFMYvo1LvH0qw/dPNp/D3ZkHEHcnNNN9h79IRLYS99C5U2t89/2gVPuSq1+G3O812fsAieV6uRW53mty9AHSXrus+ABpXUK0sgzxTH5vbdu2NYSod2TQhAGlubCGYrIZoPRg0T84XQoto6VXyKGMHm+XtI6nrKdLnZT1+bVhCYwdORYOSkerS3yqCyUPdyUa1XUWy2DL0bPXgEzvJNGlD67DBJiA7RCg+HqLFy9GjhAHeIudpoYqZy5EI1TMUrMBZCiiLMfmCZAf2NadWxGYmF1EFnntoG5LYNo1c8X85Q+xfdtG1Kgpz8zJtnQ9eKxMwBoIDO7jhqb1X4evSG1M2/ZGYd/hGBFEM2NH6MCi8ttZnNqYdD1mm982utLheiYhMH7M71CIhVh/hJikPzl2Ur60IwoXdMSC+dPlqB7rxASYgJUSOHIiFpPnvLTS0aU/LDaA0ufDZ41MgCJgL1u+FD6aQKvL+p5ZdB2+UYtgmCdw6+bNzDbl+kyACTABJpBJAmwAZRIYVzcsgWlTpkvpMwKQ3bCCLVDa1w1FehBnJebPm2SB2rPKTIAJMAHLIsAGkGVdL6vSlnbezZo5UwQ+9IMjXge+tKpBZmIwbq5KfN1QjcVLVoGcGLkwASbABJiA8QiwAWQ8tiw5AwIL5y3C84jnCBIJUbkkEejUwhVhzyKxZvViRsIEmAATsGgCz58/x4oVK2Q7BjaAZHtprFsxCj81ceJEeCh8RNILN+sebCZGV7igAyqXc8KcP2dkohVXZQJMgAnIj0Dnzp0xaNAg+Sn2n0ZsAMn20li3YqtXrcb9R/cQoGHfn7evdNfWrvj7zHUcP3bk7VP8ngkwASZgEQQWLlyIixcvylpXNoBkfXmsV7kxo8fCVeEBd+gWBNN6Sbw7sno1nBEabI9Zs8a/e5KPMAEmwARkTuDWrVsYNWqU9JCzqmwAyfnqWKluW7dsxb83ryGQZ39SvcIqlQJdWrlg/Ya9uHfvXqp1+CATYAJMQI4EKK9ny5YtpcTmGWVvMLf+bACZ+wrYYP+/DR4mkp66wkNk/eKSOoE2TV3h6KDAnNm/p16BjzIBJsAEZEiAZn5KlSqFypUry1C7N1ViA+hNHvzOyAQOHTqE0+f+RoBIe6EQf1xSJ+DlqUTz/6mxYOFyUGJDLkyACTABSyAwZ84cTJkyBTT7U7VqVZw7dw5BQUGyVJ0NIFleFutVavDAIXBSquGNAOsdpIFG1qOtG8JfRGPZktkGkshimAATYALGJXDhwgVERETgxYsX2LVrF95//33cvy/PHGJsABn3XmDpKQj8c+YfHDl+WMz+hPLsTwouab3Ml9sedao5Y/qM6aB1dS5MgAkwASZgOAJsABmOJUvKgAD5/jgqneAjQh9y0Y1A705uuHHziQiMuFS3BlyLCTABJiATAqVLl8aZM2dkos27arAB9C4TPmIEAleuXMGeA7vhL2Z/lOKPi24EKn7ohNIlHDFu7HDdGnAtJsAEmAAT0IkAfxPphIkrZZXAsMHD4aB0FFm/grMqyubaf9/ZDcdOXMbhQ/tsbuw8YCbABJiAsQiwAWQssiw3mQAFxdqyYwv8ErOJuR9V8nF+oRuBL2o6I19uB0z6Y4RuDbgWE2ACTIAJZEiADaAMEXGFrBIYMXSEMHtU8EdIVkXZZHulUoHvOrlix66TOHf2H5tkwINmAkzAOAQ83JUICbLNH6Z2xkHKUplAEoEHDx5g7Ya18NeEChOIbzd974tvGrrg1zERmDRpGCZPWaSvGG7HBJiADRFYty0Kt+/FZzjiJl+qMeKP8AzrRUZa125U/kbK8JJzhawQGDVsFKBRiKg/oVkRY/NtHURU6F4dXPD9oN347ruryJ0nr80zYQBMgAmkTkChUMDFRY2NOxLFIyb1SnocVSgdYG9vr0dLeTZhA0ie18UqtHr69ClW/LUCvppgMfdjPf9ozHVx2n3timETXgpfoN8wZhwHRzTXdeB+/9/eeQBGVWVv/JtJIz0BQg0gCIiKiApYUFZR0dW1rSLsrgqKhRZA+bPSUWooAREUsKGIIAqrIIJgR1hdAaVJEQsI0qSDkDrzv+eSFzJDSCaTeeTNvO/iOPPeu+Xc353MfHPuefeSgNUJJCUl4fjxP61uZrnbxxigch+C0DVgwrjnkJeXh2r0/gRkkGNjnOj1eCzenbcUO3bsCEidrIQESIAE7EqAAsiuI29yv2Up9Fmz30Ild3Xl+4kyuTX7VN/t4XjExTow+fnh9uk0e0oCJEACJhCgADIBKqsEJj83GVnZWcr7U5s4AkggId6Jno/G4e13PsTOnTsDWDOrIgESIAF7EaAAstd4n5Peyu7l09+Yrjc8jUL0OWnTTo30UJukxkQ7MGkivUB2Gnf2lQRIILAEKIACy5O1KQIvT30Fx08cVzt+1SEPEwjIuh1PPh6H2XMWYodaZJKJBEiABEig9AQogErPjCWKIZCdnY1pL01Dslr2sAJii8nJS2Uh0POxeCTEO9QeYUPKUg3LkgAJkIBtCVAA2Xbozen4zDdm4vDRQ/T+mIO3oNb4OCdkj7A57y7B5k2bCs7zBQmQAAmQgG8EKIB848RcPhBwuVyYNGkyElEJMYj3oQSzlIVAt4fj1KJkDnTu/HBZqmFZEiABErAlAQogWw67OZ2e+85c7N2/R935xdgfcwh71hoT7cTAXgn4cetvWLf2O8+LPCIBEiABEiiWAAVQsXh4sTQEJmRMQLwjSfl+kkpTjHnLQKBP1wTUqxOJESP6laEWFiUBEiAB+xGgALLfmJvS48WLFmP779tRzU3vjymAz1KpTIGN6BuPr5avx+efLTlLLp4mARIgARLwJkAB5E2Ex34RGDt6HGIdCTr+x68KWMhvAvfdEYNmTaMwbNhAvfWI3xWxIAmQAAnYiAAFkI0G26yuLl+2HJu3bkJVN1d9NotxcfXKzs/jhiRi85bf8fZsbpJaHCteIwESIAGDAAWQQYLPfhMYPWoMop2xau2fFL/rYMGyEbi2RQXcc1sMxowZq3aBPl62yliaBEiABGxAgALIBoNsZhfXfL8Gq9euQlVXLTjUP6byIzBmUBKOHP0Tz00YWn5GsGUSIAESCBICFEBBMlBWNTN9xGhEOaPVvl/VrGqibeyqWztcbZERj5dfmYWff/rJNv1mR0mABEjAHwIUQP5QYxlNYOvWrVj23y9RxZUKp/rHVP4E+vdMQEolJ4YM7lX+xtACEiABErAwAX5rWXhwrG7aqGHpiHRGqcifGlY31Tb2xcY4MW5wIj774jssXvSebfrNjpIACZBAaQlQAJWWGPNrAjt37sSST5cgxVVT+X7CSMVCBO6/KxY3XBuNwYMH4MSJExayjKaQAAmQgHUIUABZZyyCypL04aOV7AlTe76nBpXddjF28ogk7PvjCDLGDrZLl9lPEiABEigVAQqgUuFiZiGwd+9eLPhwPlLcNZUECicUCxK4oH4Enu4ej2kvz8b6dWssaCFNIgESIIHyJUABVL78g7L1saPGwe1yoypqBaX9djG6X1oiGtSNQJ//68oVou0y6OwnCZCAzwQogHxGxYxC4MCBA3j3P++gsvL+hCOCUCxMICrKgWnjkrBuwzZMnTLOwpbSNBIgARI49wQogM4986BuMWN0hvImuNSqP9z2IhgGUlaI7tIxDuMyJuMntWwBEwmQAAmQwCkCFEB8J/hM4NChQ5g1Z7by/lRXvp9In8sxY/kSGNU/CdVSnHjqqcfgcrnK1xi2TgIkQAIWIUABZJGBCAYzMsaMR25ujvL+1AkGc2ljPoG4WCdezkjGqtU/ciqM7woSIAESyCdAAcS3gk8ExPszc9ZM5f2poXw/UT6VYSbrEGh9bQV0VVNhY8ZOwqaNG6xjGC0hARIggXIiQAFUTuCDrdmM0fT+BNuYedubPjAJdVLDkJbWCdnZ2d6XeUwCJEACtiJAAWSr4favs3Ln18xZb9L74x8+y5SKiXZixqRkbPlxJ0aP6m8Zu2gICZAACZQHAQqg8qAeZG3Kqs95eXmojvOCzHKa602gedMoDH4qAVOmzcKyLz/xvsxjEiABErANAQog2wy1fx3dvXs35sx9W6/6zDu//GNotVJ90xIgt8f37NlNr+tkNftoDwmQAAmcCwIUQOeCchC3MXTwMMDl4J1fQTyG3qaHhTnw5uSKyMo6gZ49OsLtdntn4TEJkAAJhDwBCqCQH2L/O7hVLZy3YNF8VHXX4qrP/mO0ZMlaNcPxyvhkfPb5akx9cawlbaRRJEACJGAmAQogM+kGed39+vRHhCNK7fjOPb+CfCiLNP/uW2PQ/ZE4jEyfiG+/XVFkHp4kARIggVAlQAEUqiNbxn4tX7Yc/1VfitVd56kd38PKWBuLW5XAmEHJaNo4El06d2I8kFUHiXaRAAmYQoACyBSswV2pbJfQ9+l+iHXGo7K694spdAlERjrwzkuVkJn5J7p2+Rd3jQ/doWbPSIAEvAhQAHkB4SHw+mtv4JftP6Om63w41D+m0CZQJzVcB0UvX7FOrQ80ILQ7y96RAAmQQD4BCiC+FTwIHDlyBOnp6UhGChJQ0eMaD0KXwK03RGNI70RMfnEGFi54N3Q7yp6RAAmQQD4BCiC+FTwIDOw7ECdPnkAq6nuc50HoExjQKwF33hKDnr1644cN60K/w+whCZCArQlQANl6+D07/+3/VmLe/Hmo5q6jtjuN9rzIo5An4HA41FYZFVGvjhMdO/4Tf/zxR8j3mR0kARKwLwEKIPuOvUfPZXPM7l27I0YFPldFbY9rPLAPgbhYJ95/vTIyTx7FIw/fp4KjM+3TefaUBEjAVgQogGw13Gfv7PBnR+D33TtRx3UBnOofk30J1K0djv9Mr4T1G35Cj+4dIHcFMpEACZBAqBHgN12ojagf/ZGpr1dff0V7fmJV6DMTCbRsHoXXn6uIhYu+wjODnyIQEiABEgg5AuEh1yN2qFQEjh07hsc6PYoYRxxquOuWqiwzhzaB+++Kxe978tBn6DtISamCtJ79Q7vD7B0JkICtCFAA2Wq4z+zsE5064+Chg7jQ3YxTX2fisf2ZJ59IwL79LowaPRnx8VHo+Ehv2zMhABIggdAgQAEUGuPoVy/Gjx2PL5Z/jrq4CBUQ61cdLBT6BEYNSMLR4y70H5gB2Un+wQ6cEgv9UWcPSSD0CVAAhf4YF9nDRR8uRsaEDLXRaSoqoVqReXiSBAwCk0cmIzfXjaf7jUNObgQe6ZRmXOIzCZAACQQlAQqgoBy2shm98ttV6NKlMxIcFVHL3aBslbG0LQjIGkFTx1RERIQDAweNwmE1bfrU/w2xRd/ZSRIggdAkQAEUmuN61l6t/X4t2rdrjyhXNOq5L+ZeX2clxQveBEQETR5ZEcmJTowaPw27dv2OiZOme2fjMQmQAAkEBQEKoKAYpsAYuUp5fu6/vx2cueGo77oUYeDwB4asvWoZ9nQSatUIQ9qAD7Ft+/X4z3uf2gsAe0sCJBASBLgOUEgMY8mdWPjBQtx7370Iy4lAAyV+whFRciHmIIGzEHj8wXgsnpWCLZu34NImDfHVMoqgs6DiaRIgAYsSoACy6MAEyqy8vDwMHTIMjz/xOGLyEtDQ3VRJn8hAVc96bEyg9bUVsHppFdSvk4127R/EoAE98eeff9qYCLtOAiQQTAQogIJptEpp6+bNm3HT9Tdj6stT1H1edVDf3YTTXqVkyOzFE0itEY7P5qVgRL9EvPnWXLS6rhn+M+8tuN3u4gvyKgmQAAmUMwEKoHIeADOal128H+nQCTfdeBO2//obGqKputn9fAY8mwGbdeq1gZ7unoi1n1ZDkwvVprppfXBLm6ux8IN5EA8kEwmQAAlYkUDICqCsrCwr8jbVpvXr16PrE91wYaOLMOPNN1DVXRsXupqr3b0qmtouKycBIdCgXgQ+nJmCj2ZXQVz0PjXtmoZrrr4UEycMw2+//UZIJEACJGApAiF5G9DEiRPRtGlT/OUvf7EU7EAbk5mZiVWrVmHxBx9h6cdL1b5NOxHhiERldw21sWktxvoEGjjr84nATa0qQB4rVmbhhenHMGHiVIweOwWXNK6N1jfcgKuuuQmXX95Cba0R71N9zEQCJEACZhAICgGUm5uL7du3IzExEZUrV/bgcPjwYRw6dAi1atVCeHg4xPOzbds2NGjQANnZ2YiMPBXwK3nkuGrVqh7ld+3apVa4zUWNGjV0eePiwYMHIQ85HxMTY5w+p88nTpzA0aNHdf/27tmL37b9hm2/bsdPP/2EH3/8ETt374DL7UK4Ixzx7oqoh8ZIclfmnl7ndJTY2NkIyI7y8jhy1IX5H53AgqV/YPrrM9XaQW/oIvXqpqBhg/NR7/x6qJVaF9WqpyKlSi1UrFgRCQkJWiBFRPBuxbPx5XkSIIGyEbC8ANq3bx969eqlhYi8rlu3Lp599lnd66lTp2LRokVITU2FxL1kZGTg559/1gLhyJEjqFatGmrXro2RI0dCjkUs1atXD+np6SpuIQyDBw9Wi7nt0h+2e/bswfjx47XAGjRoEPbu3asF16ZNmyDHLVu2LCD9zTffYMKECQXH3bp1w1VXXVVw7M+LHTt2oOVV12rBk5uXi5y87CKrEbFTwRGLaLV3V+2whkgIS0acMwEOR8jOZhbJoaiTEbmRCHNFITrKv7vcwiIrwBkVjihn6b90RWjHxIXD7YhSpgV+LBwqgsut/lkviWUo1jalZfDg/THqARUT5Ma6jVlYuSYTa3/IxOata/H+e6uxa09OkV2LiHAiJlq95yuEITJCPSLV6lXhToSrv1/Zl8zplIfirRZpVP+px+nn3buPqTxOVK1i7HN3ylLPhuRcUUlYF75msC98Tsrl5/Oouphz+fnFVl1aV5ufX04U1FPonM6pc+e/KmxDUfmMAkVdk3PA3n1/wuVyo3o18cKdOmf0V2zzjGH3vK4rKCgjR6Wxp6j8+ecK+i7H+W1qY+RYtZLfzKkAe+82dQ6dz5PhqVOnbSyqL0aeU8/7D5xAZlYuUmuoN65hR0GWU+1GRMbjhSlvo1GjRvrKqfedA9HR0QU5fXmRk1P0+96XssxTdgKWF0AiNurXr4+hQ4dC3izTpk2DeEbE0/Pxxx9j7ty52suzcOFCvP/+++jRowcWL16M22+/XbnZL9diSQSSiBvx9IiYWr16NS688EJ8/fXX+OCDD9SHawX9vH//fn0bb2xsLF577TVNd9asWViyZImHABKPUM2aNQvoR0VFlTnYMykpCXffeQ8O7Tuk7YlWbcTHxykRloTKKZVQqWIlVKmsYivi8qcNjM8H9QXgfceNiDvtDctUcVDGh0rhz4t8y+WP1q0+BHUq4ro+f7bPCzmvyug65NOyuHynWtD55ctKyujg2EJlirQlv40i6zauSd1GPWJSXAXkKhFTmmT0IXLIw3AnZCHP7R24azRQFKR8Q5T+jRuSh7zoY/lNe+c16pDLxrX8srpE4euF88hrt9qCIgK5OWKXdz65XjgZ1402jGvGeRFnxmvjWuFn45p3eSOPXJdr8nBr8SG2nY65k+uF86hDnU6fu+QaN+RxKp1qJycnF7v37Me+fQdw4MB+9WPlEI4dO4rjx9WXkZrqzVTvZWkjR/0N56q8IqTy1A8Fl8ulHtDP8ndg/C3Is9N5QAklp/pbTVZNGe3nN6uf5G9HFS51OtX3UhcrVMCpfrCIoDXsLXTpnLwMCz+oPg9dqFPH06MujRt/D6cMKXtfA1WPSG2xTbzeZ6aS7Czp+ukaI6OOqO+YLMWmyumT+tXpOiIikrTYMYL8PT7XvEoVdyjvX6byI1C6b4pysLN58+Z444030KFDBy1CRNiIAPnkk0/0l/zYsWO1VfIhuXHjRqSleW7S+MMPP6Bfv346j4gCiQuSsi1atMCVV16Jtm3b4uqrr0arVq3QuHFjne9f//oX3n77bWzduhUbNmzAeeedp88b/2vSpIkWVMaxTK+Jd6msacjwQWWtQpcXPjJduHv37oDUF8hKRCzKh8XJkycDWW1A6qpSpYoW18ePH/evPqVPDh03J+A8OTlZ1X3IP7tMLCXvtcjYRBw6UPb3WnxyPcQrrXJ+gOyV95r8GJAfTFZL8l6Tv4FjxwzBbB0L9XtNfaZZLYl3RX4oWulzzfjc9/e9Jj8eGAtXfu80ywug6tWrY86cOVizZg2+/PJLPPHEE3jxxRf1Lyfx7Nx9993F0pOYocJuRokDMlT78OHDsU3FCy1btgwSOC2C59JLL9Xepvbt2+Pee+/VxytWrCi2DV4kARIgARIgARIILgKBD1YIcP9lOkumr5o1a4bevXsrt2Qd/QtAPDlbtmyBCKSLL74YEkMze/Zs7SKVeAzDJd+6dWssXbpUT3/JL8EvvvhC55cA5wceeEAHRT/00EO455579K264vGRtkQAyfyuTJPJ1BkTCZAACZAACZBA6BCwvAdIBIxMWXXs2FHfxSXxQDJ9JS7Hdu3a4R//+Ie+A0xc3X379tUjI16ccePGaRF08803aw+P5BXPz3XXXae9RjIN06ZNG3Tq1AkS8yNTaBJnJC79/v37QwKbxXN02WWXac9T6Aw5e0ICJEACJEACJOBQQXhGNKKlaYhAEVO9o+zFOyNz6d7zqOIBkvlVETqSZK5dgp3lXOEkdcqt5hIzUzjJXWNyK64E3ZWUJAZI7LNKYgyQfyNR5hgg/5r1qZRV4zKs/l5jDJBPby+PTFZ9r1kxBsgAV5YYIO+lXYw6+Ww+Act7gAwEIl6KShLY7C1+JJ+8IQunovLIdRE43uJHzhd1Ts4zkQAJkAAJkAAJBD8By8cABT9i9oAESIAESIAESMBqBCiArDYitIcESIAESIAESMB0AhRApiNmAyRAAiRAAiRAAlYjQAFktRGhPSRAAiRAAiRAAqYToAAyHTEbIAESIAESIAESsBoBCiCrjQjtIQESIAESIAESMJ0ABZDpiNkACZAACZAACZCA1QhQAFltRGgPCZAACZAACZCA6QQogExHzAZIgARIgARIgASsRoACyGojQntIgARIgARIgARMJ0ABZDpiNkACJEACJEACJGA1AhRAVhsR2kMCJEACJEACJGA6AQog0xGzARIgARIgARIgAasRoACy2ojQHhIgARIgARIgAdMJUACZjpgNkAAJkAAJkAAJWI0ABZDVRoT2kAAJkAAJkAAJmE6AAsh0xGyABEiABEiABEjAagQogKw2IrSHBEiABEiABEjAdAIUQKYjZgMkQAIkQAIkQAJWI0ABZLURoT0kQAIkQAIkQAKmE6AAMh0xGyABEiABEiABErAaAQogq40I7SEBEiABEiABEjCdAAWQ6YjZAAmQAAmQAAmQgNUIUABZbURoDwmQAAmQAAmQgOkEKIBMR8wGSIAESIAESIAErEaAAshqI0J7SIAESIAESIAETCdAAWQ6YjZAAiRAAiRAAiRgNQIUQFYbEdpDAiRAAiRAAiRgOgEKINMRswESIAESIAESIAGrEaAAstqI0B4SIAESIAESIAHTCVAAmY6YDZAACZAACZAACViNAAWQ1UaE9pAACZAACZAACZhOgALIdMRsgARIgARIgARIwGoEKICsNiK0hwRIgARIgARIwHQCFECmI2YDJEACJEACJEACViNAAWS1EaE9JEACJEACJEACphOgADIdMRsgARIgARIgARKwGgEKIKuNCO0hARIgARIgARIwnQAFkOmI2QAJkAAJkAAJkIDVCFAAWW1EaA8JkAAJkAAJkIDpBCiATEfMBkiABEiABEiABKxGgALIaiNCe0iABEiABEiABEwnQAFkOmI2QAIkQAIkQAIkYDUCFEBWGxHaQwIkQAIkQAIkYDoBCiDTEbMBEiABEiABEiABqxFwuFWymlG0p2wE3nrrLQwfPhybNm0qW0U2K92yZUu0b98eaWlpNuu5/92dM2cOnnnmGfzwww9wOvl7yleSrVq1wt///nf06tXL1yK2zzd37lwMGjQIa9euRWRkpO15EEDZCfATq+wMLVeDaFqXy2U5u6xuUF5eHvh7oHSjJO8zeZCbf9xKV8reuY33mr0psPeBJEABFEiarIsESIAESIAESCAoCFAABcUwlc7I2rVr49Zbby1dIebGjTfeiPr165NEKQgY7zWHw1GKUsx6ww034IILLiCIUhCoVauW/lzjVGspoDFrsQQYA1QsHl4kARIgARIgARIIRQL0AIXiqLJPJEACJEACJEACxRIIL/YqLwYtgWPHjmHVqlUQVztT8QSOHz+ODRs2eGS66qqrPI55UDQBuftr586daNGiBZKTk4vOxLOaQFZWFr777rszaDRs2BCVKlU64zxPeBL45Zdf9HvtyiuvRFRUlOdFHpGAHwQogPyAFgxFxo8fD/nAoAAqebRWrlyJyZMne8T/UACVzG3q1Kn4/vvv0axZM7z00kvo378/rrjiipIL2jRHZmYm3n///YLeZ2dn6x8pkyZNogAqoFL0i1GjRmHfvn1o0KABJk6cCGFWo0aNojPzLAn4SIACyEdQwZRt6dKl2L59ezCZXK62bt26FXfeeSc6dOhQrnYEU+O7du3Cp59+iunTpyMuLk4Ln40bN1IAFTOIiYmJGD16dEGOKVOmaOHTtGnTgnN8cSaBw4cP48svv8T8+fO15yc8PBwLFixA586dz8zMMyRQCgKMASoFrGDIunfvXsyaNQtdu3YNBnMtYaMIIPkSF27iDeKaNiUPy+rVq3HJJZfgjz/+wEcffaR/mT/wwAMlF2QOTUCmDj///HM8+eSTJFICAfnbjIiI0N6yI0eO6OnqKlWqlFCKl0mgZAIUQCUzCpocslDYiBEj9OqysbGxQWN3eRsqAuibb77Rvy5nzJiBPn36lLdJlm9fhM+2bduQnp6uV4EW75kwZPKNgHjO2rZtC/6dlsxLPD7//ve/0bdvX716dk5OjvbYllySOUigeAKcAiueT1BdnT17Nho1agRxqXMbDN+H7rXXXkNSUpLeyuGOO+7AXXfdpYMtU1NTfa/EZjlFbB88eBDz5s1DWFgYmjRpgvfeew+MnSr5jSBe2nXr1uktRErOzRzyA2XMmDF6ulXifl544QVITJBsi8FEAmUhQA9QWehZrOyiRYt0kGWbNm3Qo0cP/Prrr/rL3GJmWsocCUSVeCljcTXZY6hq1arYs2ePpey0mjEpKSl6IT8RP5LkTiaJAWIqmYBMGbZu3VpPu5acmznWrFmDq6++Wt+kEBMTg3bt2uF///sfwZBAmQlQAJUZoXUqkE1QJQBaHs8//zzq1q2rAwetY6H1LJHYArljzpi+Ec/ZgQMHtBfNetZaxyL5QhJW4s2QJAHREhPEVDIB4UZWJXMycohXUZidPHlSnxLxQ0+jQYfPZSHAKbCy0GPZoCcgWzjIjtxyG7c8JLZFYg0k7oDp7AQkCFUC7eUhQarCS6YpmEomIB5H3nFYMicjh2yBcfvtt6N3794Qj62897p06WJc5jMJ+E2AW2H4jY4FQ42A3GGSkJAA7mvl+8jm5eVBFpKUW7yZSMBMAnJ3pniBZBqMiQQCQYACKBAUWQcJkAAJkAAJkEBQEWAMUFANF40lARIgARIgARIIBAEKoEBQZB0kQAIkQAIkQAJBRYACKKiGi8aSAAmQAAmQAAkEggAFUCAosg4SIAESIAESIIGgIkABFFTDRWNJwJOAbBI5ZMgQfVu1bIPy9ddfe2Yw+SgrKwvPPvssduzYUWRLH374IV5++eUir53Lk0ePHtXN5ebmantlGw8mEiABexOgALL3+LP3QUzgmWeewU033QRZAVzW4ZGtUK699lqPHcfN7l5mZibEjrMJoIULF+r1lcy2o7j6u3fvrhcGlTwigMReWSWdiQRIwN4EKIDsPf7sfZASkH24hg8fjqlTp+od7F999VW9S/bQoUMxYMAA7N+/P0h7FnizuW1C4JmyRhIIBQJc7jYURpF9sB2B33//HbII4QUXXODR97S0NJw4cQKHDx9G5cqV9TXZS0k2kJQViC+66CK9s7ZsKilJtgD5+OOP0bJlS+2pkb3Q7r33Xo895H755RftQdm8ebNehE62wejZsyckbyBSSfbJNhu33HILpkyZgt27d+PGG2/Uq3cb+5CJfa+//jpWrVqF5s2ba6+Y9EnEYEZGht61fv78+XrT1ieffFKbLIteyg7ja9euxcUXX6xfV6tWLRDdYR0kQAJBQoAeoCAZKJpJAoUJNG7cGJdddhnuv/9+HdMiQkamd2Qla4kFql+/vs7+2Wef6Y0kZbXmtm3b6k0kZef2Xbt26euy0/a4cePw0EMPoUWLFhAR8M9//lNPp0kGmSqS/OJxevDBB9GgQQMMGzYMAwcO1OXL+j9f7Hvuued027IlguwB1b9/f91HaVv2bRNBJILnzjvvhMRE3XHHHXj33Xe1aY0aNUJsbCxq1qypxZ9hr2xFkZOTg1tvvRUSpyRbLTCRAAnYjIBaXpyJBEggCAkoL4b7sccecyclJbnVx5Y7Pj7erQSRWwX4FvRGiST3PffcU3AsL+Rct27d9LkZM2boskoEFORRe6G5lfdIHy9evNj9yCOPuJW3qeD6ww8/7L7uuuv0sfI06fIrVqwouF74RefOnd3NmjUrfMrjta/2rVu3rqDc448/7laxTvpYbFV7Q7ldLlfBdeXlcivhU3As7SvRpo/VVgraXilnJCWW9DnhyUQCJGAfApwCs5ngZXdDh4B4e2QDV5kaWrlypd6RXe64uuKKK7Bs2TKcf/75eoqnevXqeoNXo+cydSTTRUaKiorC9ddfbxyiTZs2SE9P14HN4iGRa+KpkR25N27ciE8++UR7igoK+PlC7iCTKaiS7IuOjvbYPb127dr49ttvdavSj7/+9a8e+7f97W9/w4IFC4q1qvBu4sJLknjFhCkTCZCAPQhQANljnNnLECMgUz379u3T01oiaOQLXR4Sm3PJJZdg5syZkHgX5RnRu7U7nadnu2+++WYkJycXEElJSfHYYLJixYr6mkybKc+Ljr+ReB/l9dGxQnJ+y5YtBeX9fSG3pvtin/fml9IX9RtVNytTYIXFjJxUHrESTSosdIzNb406SyzMDCRAAiFBgAIoJIaRnbAbAfHGqGkc3HbbbTrGxeh/XFyc9s5IPJAIG/mil4DnkSNHGlmwdOlSREREFBzv3LkTEgsk8T2SxMMjcTMSYH3fffdB4mjknBF0vHz5ch2AXVCBny98ta+46iWA+bvvvvPIsmTJEo9jHpAACZBAUQRO/yws6irPkQAJWJLA3XffXXBHltzhpOJ+tBDo1asX5K6qdu3aabu7dOmCN998U08JyV1jMjV21113nXGbvNwxJR4luWVcbqnv2LEjxNMiQdESAK1iZ7TXRdqaO3cuZPqqqCR3io0ePVrfhWZcP3bsGL766iuPh4oZKpV9Rl3ez+LlEsHTu3dv7a2SRSGNuo28lSpV0tN3cgcZEwmQAAkYBOgBMkjwmQSCiIAIE4n7UQHK+g4pERkiWMQjIreNG3EtIghkyko8ObJYYtWqVdGnTx89dWZ0NzExUQsaia2ROiSv3Hkl6amnntLrC0m5ChUq6DvPxo4di6effhrG6spGPfK8fv167ZmSO86MqSiZLmvVqlXhbLouEVW+2OdR0Ovg8ssv1+JO1j6S+KdrrrkGjz76qL6938gqYlGmBkX8iaeLiQRIgASEgEPivYmCBEggeAnIn7CsxCyxOzIFVlSSW7737t2L1NRUj8viHRIviiycKPE0Em8jQcfeSa5JHJC608z7UkCOz2ZfSZVLELUEccs0nZF69OihY5QKT4VlZ2frZQK844mMMnwmARKwHwFOgdlvzNnjECMgQbzivTmb+JHuSsyPt/jxxiBTRUWJH8kn18wSP1K/L/ZJPu8kU2uyMKNMe4mnS7beeOWVVwqmAI38It4ofgwafCYBEhACnALj+4AEbExAprUkGDlYk1pnSHu/1NpAkPijhg0b6kUSZWqQiQRIgASKI8ApsOLo8BoJkEDQEJDAbJkOYyIBEiABXwhQAPlCiXlIgARIgARIgARCigBjgEJqONkZEiABEiABEiABXwhQAPlCiXlIgARIgARIgARCigAFUEgNJztDAiRAAiRAAiTgCwEKIF8oMQ8JkAAJkAAJkEBIEaAACqnhZGdIgARIgARIgAR8IfD/ePgtGdp0GyYAAAAASUVORK5CYII=" /><!-- --></p> <p>We can use the same approach to highlight the tails of the distributions.</p> <div class="sourceCode" id="cb19"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb19-1"><a href="#cb19-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggplot</span>(iris, <span class="fu">aes</span>(<span class="at">x =</span> Sepal.Length, <span class="at">y =</span> Species, <span class="at">fill =</span> <span class="fu">factor</span>(<span class="fu">stat</span>(quantile)))) <span class="sc">+</span></span> <span id="cb19-2"><a href="#cb19-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">stat_density_ridges</span>(</span> <span id="cb19-3"><a href="#cb19-3" aria-hidden="true" tabindex="-1"></a> <span class="at">geom =</span> <span class="st">"density_ridges_gradient"</span>,</span> <span id="cb19-4"><a href="#cb19-4" aria-hidden="true" tabindex="-1"></a> <span class="at">calc_ecdf =</span> <span class="cn">TRUE</span>,</span> <span id="cb19-5"><a href="#cb19-5" aria-hidden="true" tabindex="-1"></a> <span class="at">quantiles =</span> <span class="fu">c</span>(<span class="fl">0.025</span>, <span class="fl">0.975</span>)</span> <span id="cb19-6"><a href="#cb19-6" aria-hidden="true" tabindex="-1"></a> ) <span class="sc">+</span></span> <span id="cb19-7"><a href="#cb19-7" aria-hidden="true" tabindex="-1"></a> <span class="fu">scale_fill_manual</span>(</span> <span id="cb19-8"><a href="#cb19-8" aria-hidden="true" tabindex="-1"></a> <span class="at">name =</span> <span class="st">"Probability"</span>, <span class="at">values =</span> <span class="fu">c</span>(<span class="st">"#FF0000A0"</span>, <span class="st">"#A0A0A0A0"</span>, <span class="st">"#0000FFA0"</span>),</span> <span id="cb19-9"><a href="#cb19-9" aria-hidden="true" tabindex="-1"></a> <span class="at">labels =</span> <span class="fu">c</span>(<span class="st">"(0, 0.025]"</span>, <span class="st">"(0.025, 0.975]"</span>, <span class="st">"(0.975, 1]"</span>)</span> <span id="cb19-10"><a href="#cb19-10" aria-hidden="true" tabindex="-1"></a> )</span></code></pre></div> <p><img src="data:image/png;base64,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" /><!-- --></p> <p>Finally, when <code>calc_ecdf = TRUE</code>, we also have access to a calculated aesthetic <code>stat(ecdf)</code>, which represents the empirical cumulative density function for the distribution. This allows us to map the probabilities directly onto color.</p> <div class="sourceCode" id="cb20"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb20-1"><a href="#cb20-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggplot</span>(iris, <span class="fu">aes</span>(<span class="at">x =</span> Sepal.Length, <span class="at">y =</span> Species, <span class="at">fill =</span> <span class="fl">0.5</span> <span class="sc">-</span> <span class="fu">abs</span>(<span class="fl">0.5</span> <span class="sc">-</span> <span class="fu">stat</span>(ecdf)))) <span class="sc">+</span></span> <span id="cb20-2"><a href="#cb20-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">stat_density_ridges</span>(<span class="at">geom =</span> <span class="st">"density_ridges_gradient"</span>, <span class="at">calc_ecdf =</span> <span class="cn">TRUE</span>) <span class="sc">+</span></span> <span id="cb20-3"><a href="#cb20-3" aria-hidden="true" tabindex="-1"></a> <span class="fu">scale_fill_viridis_c</span>(<span class="at">name =</span> <span class="st">"Tail probability"</span>, <span class="at">direction =</span> <span class="sc">-</span><span class="dv">1</span>)</span></code></pre></div> <p><img src="data:image/png;base64,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" /><!-- --></p> </div> <div id="jittering-points" class="section level3"> <h3>Jittering points</h3> <p>The stat <code>stat_density_ridges</code> also provides the option to visualize the original data points from which the distributions are generated. This can be done by setting <code>jittered_points = TRUE</code>, either in <code>stat_density_ridges</code> or in <code>geom_density_ridges</code>:</p> <div class="sourceCode" id="cb21"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb21-1"><a href="#cb21-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggplot</span>(iris, <span class="fu">aes</span>(<span class="at">x =</span> Sepal.Length, <span class="at">y =</span> Species)) <span class="sc">+</span></span> <span id="cb21-2"><a href="#cb21-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">geom_density_ridges</span>(<span class="at">jittered_points =</span> <span class="cn">TRUE</span>)</span></code></pre></div> <p><img src="data:image/png;base64,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" /><!-- --></p> <p>Where the points are shown can be controlled with position options, e.g. “raincloud” for the raincloud effect:</p> <div class="sourceCode" id="cb22"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb22-1"><a href="#cb22-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggplot</span>(iris, <span class="fu">aes</span>(<span class="at">x =</span> Sepal.Length, <span class="at">y =</span> Species)) <span class="sc">+</span></span> <span id="cb22-2"><a href="#cb22-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">geom_density_ridges</span>(</span> <span id="cb22-3"><a href="#cb22-3" aria-hidden="true" tabindex="-1"></a> <span class="at">jittered_points =</span> <span class="cn">TRUE</span>, <span class="at">position =</span> <span class="st">"raincloud"</span>,</span> <span id="cb22-4"><a href="#cb22-4" aria-hidden="true" tabindex="-1"></a> <span class="at">alpha =</span> <span class="fl">0.7</span>, <span class="at">scale =</span> <span class="fl">0.9</span></span> <span id="cb22-5"><a href="#cb22-5" aria-hidden="true" tabindex="-1"></a> )</span></code></pre></div> <p><img src="data:image/png;base64,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" /><!-- --></p> <p>We can also simulate a rug:</p> <div class="sourceCode" id="cb23"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb23-1"><a href="#cb23-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggplot</span>(iris, <span class="fu">aes</span>(<span class="at">x =</span> Sepal.Length, <span class="at">y =</span> Species)) <span class="sc">+</span></span> <span id="cb23-2"><a href="#cb23-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">geom_density_ridges</span>(</span> <span id="cb23-3"><a href="#cb23-3" aria-hidden="true" tabindex="-1"></a> <span class="at">jittered_points =</span> <span class="cn">TRUE</span>,</span> <span id="cb23-4"><a href="#cb23-4" aria-hidden="true" tabindex="-1"></a> <span class="at">position =</span> <span class="fu">position_points_jitter</span>(<span class="at">width =</span> <span class="fl">0.05</span>, <span class="at">height =</span> <span class="dv">0</span>),</span> <span id="cb23-5"><a href="#cb23-5" aria-hidden="true" tabindex="-1"></a> <span class="at">point_shape =</span> <span class="st">'|'</span>, <span class="at">point_size =</span> <span class="dv">3</span>, <span class="at">point_alpha =</span> <span class="dv">1</span>, <span class="at">alpha =</span> <span class="fl">0.7</span>,</span> <span id="cb23-6"><a href="#cb23-6" aria-hidden="true" tabindex="-1"></a> )</span></code></pre></div> <p><img src="data:image/png;base64,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" /><!-- --></p> <p>Note that we are using <code>position_points_jitter()</code> here, not <code>position_jitter()</code>. We do this because <code>position_points_jitter()</code> knows to jitter only the points in a ridgeline plot, without touching the density lines.</p> <p>Styling the jittered points is a bit tricky but is possible with special scales provided by ggridges. First, there is <code>scale_discrete_manual()</code> which can be used to make arbitrary discrete scales for arbitrary aesthetics. We use it in the next example to style the point shapes. Second, there are various point aesthetic scales, such as <code>scale_point_color_hue()</code>. See the reference documentation for these scales for more details.</p> <div class="sourceCode" id="cb24"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb24-1"><a href="#cb24-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggplot</span>(iris, <span class="fu">aes</span>(<span class="at">x =</span> Sepal.Length, <span class="at">y =</span> Species, <span class="at">fill =</span> Species)) <span class="sc">+</span></span> <span id="cb24-2"><a href="#cb24-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">geom_density_ridges</span>(</span> <span id="cb24-3"><a href="#cb24-3" aria-hidden="true" tabindex="-1"></a> <span class="fu">aes</span>(<span class="at">point_color =</span> Species, <span class="at">point_fill =</span> Species, <span class="at">point_shape =</span> Species),</span> <span id="cb24-4"><a href="#cb24-4" aria-hidden="true" tabindex="-1"></a> <span class="at">alpha =</span> .<span class="dv">2</span>, <span class="at">point_alpha =</span> <span class="dv">1</span>, <span class="at">jittered_points =</span> <span class="cn">TRUE</span></span> <span id="cb24-5"><a href="#cb24-5" aria-hidden="true" tabindex="-1"></a> ) <span class="sc">+</span></span> <span id="cb24-6"><a href="#cb24-6" aria-hidden="true" tabindex="-1"></a> <span class="fu">scale_point_color_hue</span>(<span class="at">l =</span> <span class="dv">40</span>) <span class="sc">+</span></span> <span id="cb24-7"><a href="#cb24-7" aria-hidden="true" tabindex="-1"></a> <span class="fu">scale_discrete_manual</span>(<span class="at">aesthetics =</span> <span class="st">"point_shape"</span>, <span class="at">values =</span> <span class="fu">c</span>(<span class="dv">21</span>, <span class="dv">22</span>, <span class="dv">23</span>))</span></code></pre></div> <p><img src="data:image/png;base64,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" /><!-- --></p> <p>All common aesthetics for points can be applied to the jittered points. However, the aesthetic names start with <code>point_</code>. In the next example, we have mapped an additional variable onto the size of the points.</p> <div class="sourceCode" id="cb25"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb25-1"><a href="#cb25-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggplot</span>(iris, <span class="fu">aes</span>(<span class="at">x =</span> Sepal.Length, <span class="at">y =</span> Species, <span class="at">fill =</span> Species)) <span class="sc">+</span></span> <span id="cb25-2"><a href="#cb25-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">geom_density_ridges</span>(</span> <span id="cb25-3"><a href="#cb25-3" aria-hidden="true" tabindex="-1"></a> <span class="fu">aes</span>(<span class="at">point_shape =</span> Species, <span class="at">point_fill =</span> Species, <span class="at">point_size =</span> Petal.Length), </span> <span id="cb25-4"><a href="#cb25-4" aria-hidden="true" tabindex="-1"></a> <span class="at">alpha =</span> .<span class="dv">2</span>, <span class="at">point_alpha =</span> <span class="dv">1</span>, <span class="at">jittered_points =</span> <span class="cn">TRUE</span></span> <span id="cb25-5"><a href="#cb25-5" aria-hidden="true" tabindex="-1"></a> ) <span class="sc">+</span></span> <span id="cb25-6"><a href="#cb25-6" aria-hidden="true" tabindex="-1"></a> <span class="fu">scale_point_color_hue</span>(<span class="at">l =</span> <span class="dv">40</span>) <span class="sc">+</span> <span class="fu">scale_point_size_continuous</span>(<span class="at">range =</span> <span class="fu">c</span>(<span class="fl">0.5</span>, <span class="dv">4</span>)) <span class="sc">+</span></span> <span id="cb25-7"><a href="#cb25-7" aria-hidden="true" tabindex="-1"></a> <span class="fu">scale_discrete_manual</span>(<span class="at">aesthetics =</span> <span class="st">"point_shape"</span>, <span class="at">values =</span> <span class="fu">c</span>(<span class="dv">21</span>, <span class="dv">22</span>, <span class="dv">23</span>))</span></code></pre></div> <p><img src="data:image/png;base64,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" /><!-- --></p> <p>Similarly, we have aesthetics for the vertical lines, named <code>vline_</code>. And the vertical lines can also be shifted so they are aligned with the jittered points. This allows us to generate figures such as the following:</p> <div class="sourceCode" id="cb26"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb26-1"><a href="#cb26-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggplot</span>(iris, <span class="fu">aes</span>(<span class="at">x =</span> Sepal.Length, <span class="at">y =</span> Species)) <span class="sc">+</span></span> <span id="cb26-2"><a href="#cb26-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">geom_density_ridges</span>(</span> <span id="cb26-3"><a href="#cb26-3" aria-hidden="true" tabindex="-1"></a> <span class="at">jittered_points =</span> <span class="cn">TRUE</span>, <span class="at">quantile_lines =</span> <span class="cn">TRUE</span>, <span class="at">scale =</span> <span class="fl">0.9</span>, <span class="at">alpha =</span> <span class="fl">0.7</span>,</span> <span id="cb26-4"><a href="#cb26-4" aria-hidden="true" tabindex="-1"></a> <span class="at">vline_size =</span> <span class="dv">1</span>, <span class="at">vline_color =</span> <span class="st">"red"</span>,</span> <span id="cb26-5"><a href="#cb26-5" aria-hidden="true" tabindex="-1"></a> <span class="at">point_size =</span> <span class="fl">0.4</span>, <span class="at">point_alpha =</span> <span class="dv">1</span>,</span> <span id="cb26-6"><a href="#cb26-6" aria-hidden="true" tabindex="-1"></a> <span class="at">position =</span> <span class="fu">position_raincloud</span>(<span class="at">adjust_vlines =</span> <span class="cn">TRUE</span>)</span> <span id="cb26-7"><a href="#cb26-7" aria-hidden="true" tabindex="-1"></a> )</span></code></pre></div> <p><img src="data:image/png;base64,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" /><!-- --></p> </div> <div id="using-alternative-stats" class="section level3"> <h3>Using alternative stats</h3> <p>The stat <code>stat_density_ridges</code> may not always do exactly what you want it to do. If this is the case, you can use other stats that may be better for your respective application. First, <code>stat_density_ridges</code> estimates the data range and bandwidth for the density estimation from the entire data at once, rather than from each individual group of data. This choice makes ridgeline plots look more uniform, but the density estimates can in some cases look quite different from what you would get from <code>geom_density</code> or <code>stat_density</code>. This problem can be remedied by using <code>stat_density</code> with <code>geom_density_ridges</code>. This works just fine, we just need to make sure that we map the calculated density onto the <code>height</code> aesthetic.</p> <div class="sourceCode" id="cb27"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb27-1"><a href="#cb27-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggplot</span>(iris, <span class="fu">aes</span>(<span class="at">x =</span> Sepal.Length, <span class="at">y =</span> Species, <span class="at">height =</span> <span class="fu">stat</span>(density))) <span class="sc">+</span> </span> <span id="cb27-2"><a href="#cb27-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">geom_density_ridges</span>(<span class="at">stat =</span> <span class="st">"density"</span>)</span></code></pre></div> <p><img src="data:image/png;base64,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" /><!-- --></p> <p>Second, there may be scenarios in which you don’t want <code>geom_density_ridges</code> to do any density estimation, for example because you have done so already yourself. In this case, you can use <code>stat_identity</code>. The benefit of using <code>geom_density_ridges</code> with <code>stat_identiy</code> over using <code>geom_ridgeline</code> directly is that <code>geom_density_ridges</code> provides automatic scaling.</p> <p>As an example, assume we have calculated density curves for the <code>Sepal.Length</code> column in the <code>iris</code> dataset:</p> <div class="sourceCode" id="cb28"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb28-1"><a href="#cb28-1" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(dplyr)</span> <span id="cb28-2"><a href="#cb28-2" aria-hidden="true" tabindex="-1"></a></span> <span id="cb28-3"><a href="#cb28-3" aria-hidden="true" tabindex="-1"></a>iris_densities <span class="ot"><-</span> iris <span class="sc">%>%</span></span> <span id="cb28-4"><a href="#cb28-4" aria-hidden="true" tabindex="-1"></a> <span class="fu">group_by</span>(Species) <span class="sc">%>%</span></span> <span id="cb28-5"><a href="#cb28-5" aria-hidden="true" tabindex="-1"></a> <span class="fu">group_modify</span>(<span class="sc">~</span> ggplot2<span class="sc">:::</span><span class="fu">compute_density</span>(.x<span class="sc">$</span>Sepal.Length, <span class="cn">NULL</span>)) <span class="sc">%>%</span></span> <span id="cb28-6"><a href="#cb28-6" aria-hidden="true" tabindex="-1"></a> <span class="fu">rename</span>(<span class="at">Sepal.Length =</span> x)</span> <span id="cb28-7"><a href="#cb28-7" aria-hidden="true" tabindex="-1"></a></span> <span id="cb28-8"><a href="#cb28-8" aria-hidden="true" tabindex="-1"></a>iris_densities</span></code></pre></div> <pre><code>## # A tibble: 1,536 × 7 ## # Groups: Species [3] ## Species Sepal.Length density scaled ndensity count n ## <fct> <dbl> <dbl> <dbl> <dbl> <dbl> <int> ## 1 setosa 3.93 0.000869 0.000701 0.000701 0.0435 50 ## 2 setosa 3.94 0.000973 0.000785 0.000785 0.0487 50 ## 3 setosa 3.94 0.00109 0.000876 0.000876 0.0543 50 ## 4 setosa 3.94 0.00121 0.000975 0.000975 0.0604 50 ## 5 setosa 3.95 0.00135 0.00109 0.00109 0.0673 50 ## 6 setosa 3.95 0.00150 0.00121 0.00121 0.0749 50 ## 7 setosa 3.96 0.00166 0.00134 0.00134 0.0831 50 ## 8 setosa 3.96 0.00184 0.00149 0.00149 0.0922 50 ## 9 setosa 3.97 0.00205 0.00165 0.00165 0.102 50 ## 10 setosa 3.97 0.00226 0.00183 0.00183 0.113 50 ## # … with 1,526 more rows</code></pre> <p>We can plot these as follows:</p> <div class="sourceCode" id="cb30"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb30-1"><a href="#cb30-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggplot</span>(iris_densities, <span class="fu">aes</span>(<span class="at">x =</span> Sepal.Length, <span class="at">y =</span> Species, <span class="at">height =</span> density)) <span class="sc">+</span> </span> <span id="cb30-2"><a href="#cb30-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">geom_density_ridges</span>(<span class="at">stat =</span> <span class="st">"identity"</span>)</span></code></pre></div> <p><img src="data:image/png;base64,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" /><!-- --></p> <p>Notice how this plot looks different from the one generated using <code>stat = "density"</code>, even though the density computation was exactly the same: (i) The density curves extend all the way to zero. (ii) There is no horizontal line extending all the way to the limits of the x axis.</p> <p>Finally, if you prefer histograms to density plots, you can also use <code>stat_binline</code>. Note that overlapping histograms can look strange, so this option is probably best used with a <code>scale</code> parameter < 1. The option <code>draw_baseline = FALSE</code> removes trailing lines to either side of the histogram. (For histograms, the <code>rel_min_height</code> parameter doesn’t work very well.)</p> <div class="sourceCode" id="cb31"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb31-1"><a href="#cb31-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggplot</span>(iris, <span class="fu">aes</span>(<span class="at">x =</span> Sepal.Length, <span class="at">y =</span> Species, <span class="at">height =</span> <span class="fu">stat</span>(density))) <span class="sc">+</span> </span> <span id="cb31-2"><a href="#cb31-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">geom_density_ridges</span>(<span class="at">stat =</span> <span class="st">"binline"</span>, <span class="at">bins =</span> <span class="dv">20</span>, <span class="at">scale =</span> <span class="fl">0.95</span>, <span class="at">draw_baseline =</span> <span class="cn">FALSE</span>)</span></code></pre></div> <p><img src="data:image/png;base64,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" /><!-- --></p> </div> </div> <div id="themes" class="section level2"> <h2>Themes</h2> <p>ridgeline plots tend to require some theme modifications to look good. Most importantly, the y-axis tick labels should be vertically aligned so that they are flush with the axis ticks rather than vertically centered. The ggridges package provides a theme <code>theme_ridges</code> that does this and a few other theme modifications.</p> <div class="sourceCode" id="cb32"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb32-1"><a href="#cb32-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggplot</span>(iris, <span class="fu">aes</span>(<span class="at">x =</span> Sepal.Length, <span class="at">y =</span> Species)) <span class="sc">+</span> </span> <span id="cb32-2"><a href="#cb32-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">geom_density_ridges</span>() <span class="sc">+</span> </span> <span id="cb32-3"><a href="#cb32-3" aria-hidden="true" tabindex="-1"></a> <span class="fu">theme_ridges</span>()</span></code></pre></div> <p><img src="data:image/png;base64,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" /><!-- --></p> <p>However, without any further modifications, there are still a few issues with this plot. First, the ridgeline for the virginica species is slightly cut off at the very top point. Second, the space between the x and y axis labels and the ridgelines is too large. We can fix both issues using the <code>expand</code> option for the axis scales.</p> <div class="sourceCode" id="cb33"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb33-1"><a href="#cb33-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggplot</span>(iris, <span class="fu">aes</span>(<span class="at">x =</span> Sepal.Length, <span class="at">y =</span> Species)) <span class="sc">+</span> </span> <span id="cb33-2"><a href="#cb33-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">geom_density_ridges</span>() <span class="sc">+</span> </span> <span id="cb33-3"><a href="#cb33-3" aria-hidden="true" tabindex="-1"></a> <span class="fu">scale_x_continuous</span>(<span class="at">expand =</span> <span class="fu">c</span>(<span class="dv">0</span>, <span class="dv">0</span>)) <span class="sc">+</span></span> <span id="cb33-4"><a href="#cb33-4" aria-hidden="true" tabindex="-1"></a> <span class="fu">scale_y_discrete</span>(<span class="at">expand =</span> <span class="fu">expand_scale</span>(<span class="at">mult =</span> <span class="fu">c</span>(<span class="fl">0.01</span>, .<span class="dv">7</span>))) <span class="sc">+</span></span> <span id="cb33-5"><a href="#cb33-5" aria-hidden="true" tabindex="-1"></a> <span class="fu">theme_ridges</span>()</span></code></pre></div> <p><img src="data:image/png;base64,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" /><!-- --></p> <p>Instead of expanding the axis, you can also turn off clipping for the plot panel.</p> <div class="sourceCode" id="cb34"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb34-1"><a href="#cb34-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggplot</span>(iris, <span class="fu">aes</span>(<span class="at">x =</span> Sepal.Length, <span class="at">y =</span> Species)) <span class="sc">+</span> </span> <span id="cb34-2"><a href="#cb34-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">geom_density_ridges</span>() <span class="sc">+</span></span> <span id="cb34-3"><a href="#cb34-3" aria-hidden="true" tabindex="-1"></a> <span class="fu">scale_x_continuous</span>(<span class="at">expand =</span> <span class="fu">c</span>(<span class="dv">0</span>, <span class="dv">0</span>)) <span class="sc">+</span></span> <span id="cb34-4"><a href="#cb34-4" aria-hidden="true" tabindex="-1"></a> <span class="fu">scale_y_discrete</span>(<span class="at">expand =</span> <span class="fu">c</span>(<span class="dv">0</span>, <span class="dv">0</span>)) <span class="sc">+</span></span> <span id="cb34-5"><a href="#cb34-5" aria-hidden="true" tabindex="-1"></a> <span class="fu">coord_cartesian</span>(<span class="at">clip =</span> <span class="st">"off"</span>) <span class="sc">+</span></span> <span id="cb34-6"><a href="#cb34-6" aria-hidden="true" tabindex="-1"></a> <span class="fu">theme_ridges</span>()</span></code></pre></div> <p><img src="data:image/png;base64,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" /><!-- --></p> <p>By default, <code>theme_ridges</code> adds a grid, but the grid can be switched off when not needed. Also, axis titles can be centered.</p> <div class="sourceCode" id="cb35"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb35-1"><a href="#cb35-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggplot</span>(iris, <span class="fu">aes</span>(<span class="at">x =</span> Sepal.Length, <span class="at">y =</span> Species)) <span class="sc">+</span> </span> <span id="cb35-2"><a href="#cb35-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">geom_density_ridges</span>() <span class="sc">+</span></span> <span id="cb35-3"><a href="#cb35-3" aria-hidden="true" tabindex="-1"></a> <span class="fu">scale_x_continuous</span>(<span class="at">expand =</span> <span class="fu">c</span>(<span class="dv">0</span>, <span class="dv">0</span>)) <span class="sc">+</span></span> <span id="cb35-4"><a href="#cb35-4" aria-hidden="true" tabindex="-1"></a> <span class="fu">scale_y_discrete</span>(<span class="at">expand =</span> <span class="fu">c</span>(<span class="dv">0</span>, <span class="dv">0</span>)) <span class="sc">+</span></span> <span id="cb35-5"><a href="#cb35-5" aria-hidden="true" tabindex="-1"></a> <span class="fu">coord_cartesian</span>(<span class="at">clip =</span> <span class="st">"off"</span>) <span class="sc">+</span> </span> <span id="cb35-6"><a href="#cb35-6" aria-hidden="true" tabindex="-1"></a> <span class="fu">theme_ridges</span>(<span class="at">grid =</span> <span class="cn">FALSE</span>, <span class="at">center_axis_labels =</span> <span class="cn">TRUE</span>)</span></code></pre></div> <p><img src="data:image/png;base64,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" /><!-- --></p> <p>If you prefer to use a different theme than <code>theme_ridges</code>, for example <code>theme_minimal</code>, it is still advisable to adjust the alignment of the axis tick labels and the axis scales.</p> <div class="sourceCode" id="cb36"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb36-1"><a href="#cb36-1" aria-hidden="true" tabindex="-1"></a> <span class="fu">ggplot</span>(iris, <span class="fu">aes</span>(<span class="at">x =</span> Sepal.Length, <span class="at">y =</span> Species)) <span class="sc">+</span> </span> <span id="cb36-2"><a href="#cb36-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">geom_density_ridges</span>() <span class="sc">+</span> </span> <span id="cb36-3"><a href="#cb36-3" aria-hidden="true" tabindex="-1"></a> <span class="fu">scale_x_continuous</span>(<span class="at">expand =</span> <span class="fu">c</span>(<span class="dv">0</span>, <span class="dv">0</span>)) <span class="sc">+</span></span> <span id="cb36-4"><a href="#cb36-4" aria-hidden="true" tabindex="-1"></a> <span class="fu">scale_y_discrete</span>(<span class="at">expand =</span> <span class="fu">c</span>(<span class="dv">0</span>, <span class="dv">0</span>)) <span class="sc">+</span></span> <span id="cb36-5"><a href="#cb36-5" aria-hidden="true" tabindex="-1"></a> <span class="fu">coord_cartesian</span>(<span class="at">clip =</span> <span class="st">"off"</span>) <span class="sc">+</span></span> <span id="cb36-6"><a href="#cb36-6" aria-hidden="true" tabindex="-1"></a> <span class="fu">theme_minimal</span>(<span class="at">base_size =</span> <span class="dv">14</span>) <span class="sc">+</span> </span> <span id="cb36-7"><a href="#cb36-7" aria-hidden="true" tabindex="-1"></a> <span class="fu">theme</span>(<span class="at">axis.text.y =</span> <span class="fu">element_text</span>(<span class="at">vjust =</span> <span class="dv">0</span>))</span></code></pre></div> <p><img 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" /><!-- --></p> </div> <div id="cyclical-scales" class="section level2"> <h2>Cyclical scales</h2> <p>Many ridgeline plots improve in appearance if the filled areas are drawn with alternating colors. To simplify the generation of such plots, <strong>ggridges</strong> provides cyclical scales. These are scales that cycle through the aesthetic values provided. For example, if we use <code>scale_fill_cyclical(values = c("blue", "green"))</code> then <code>ggplot</code> will cycle through these two fill colors throughout the plot.</p> <div class="sourceCode" id="cb37"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb37-1"><a href="#cb37-1" aria-hidden="true" tabindex="-1"></a> <span class="fu">ggplot</span>(diamonds, <span class="fu">aes</span>(<span class="at">x =</span> price, <span class="at">y =</span> cut, <span class="at">fill =</span> cut)) <span class="sc">+</span> </span> <span id="cb37-2"><a href="#cb37-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">geom_density_ridges</span>(<span class="at">scale =</span> <span class="dv">4</span>) <span class="sc">+</span> </span> <span id="cb37-3"><a href="#cb37-3" aria-hidden="true" tabindex="-1"></a> <span class="fu">scale_fill_cyclical</span>(<span class="at">values =</span> <span class="fu">c</span>(<span class="st">"blue"</span>, <span class="st">"green"</span>))</span></code></pre></div> <p><img src="data:image/png;base64,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" /><!-- --></p> <p>By default, the cyclical scales will not draw a legend, because the legend will usually be confusing unless the labels are manually altered. Legends can be switched on via the <code>guide = "legend"</code> option, just like for all other scales.</p> <div class="sourceCode" id="cb38"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb38-1"><a href="#cb38-1" aria-hidden="true" tabindex="-1"></a> <span class="fu">ggplot</span>(diamonds, <span class="fu">aes</span>(<span class="at">x =</span> price, <span class="at">y =</span> cut, <span class="at">fill =</span> cut)) <span class="sc">+</span> </span> <span id="cb38-2"><a href="#cb38-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">geom_density_ridges</span>(<span class="at">scale =</span> <span class="dv">4</span>) <span class="sc">+</span> </span> <span id="cb38-3"><a href="#cb38-3" aria-hidden="true" tabindex="-1"></a> <span class="fu">scale_fill_cyclical</span>(<span class="at">values =</span> <span class="fu">c</span>(<span class="st">"blue"</span>, <span class="st">"green"</span>), <span class="at">guide =</span> <span class="st">"legend"</span>)</span></code></pre></div> <p><img src="data:image/png;base64,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" /><!-- --></p> <p>Legends can be modified as usual.</p> <div class="sourceCode" id="cb39"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb39-1"><a href="#cb39-1" aria-hidden="true" tabindex="-1"></a> <span class="fu">ggplot</span>(diamonds, <span class="fu">aes</span>(<span class="at">x =</span> price, <span class="at">y =</span> cut, <span class="at">fill =</span> cut)) <span class="sc">+</span> </span> <span id="cb39-2"><a href="#cb39-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">geom_density_ridges</span>(<span class="at">scale =</span> <span class="dv">4</span>) <span class="sc">+</span> </span> <span id="cb39-3"><a href="#cb39-3" aria-hidden="true" tabindex="-1"></a> <span class="fu">scale_fill_cyclical</span>(</span> <span id="cb39-4"><a href="#cb39-4" aria-hidden="true" tabindex="-1"></a> <span class="at">name =</span> <span class="st">"Fill colors"</span>,</span> <span id="cb39-5"><a href="#cb39-5" aria-hidden="true" tabindex="-1"></a> <span class="at">values =</span> <span class="fu">c</span>(<span class="st">"blue"</span>, <span class="st">"green"</span>),</span> <span id="cb39-6"><a href="#cb39-6" aria-hidden="true" tabindex="-1"></a> <span class="at">labels =</span> <span class="fu">c</span>(<span class="st">"Fair"</span> <span class="ot">=</span> <span class="st">"blue"</span>, <span class="st">"Good"</span> <span class="ot">=</span> <span class="st">"green"</span>),</span> <span id="cb39-7"><a href="#cb39-7" aria-hidden="true" tabindex="-1"></a> <span class="at">guide =</span> <span class="st">"legend"</span></span> <span id="cb39-8"><a href="#cb39-8" aria-hidden="true" tabindex="-1"></a> )</span></code></pre></div> <p><img src="data:image/png;base64,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" /><!-- --></p> <p>Cyclical scales are defined for all the common aesthetics one might want to change, such as color, size, alpha, and linetype, and the legends are combined when possible</p> <div class="sourceCode" id="cb40"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb40-1"><a href="#cb40-1" aria-hidden="true" tabindex="-1"></a> <span class="fu">ggplot</span>(diamonds, <span class="fu">aes</span>(<span class="at">x =</span> price, <span class="at">y =</span> cut, <span class="at">fill =</span> cut, <span class="at">color =</span> cut)) <span class="sc">+</span> </span> <span id="cb40-2"><a href="#cb40-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">geom_density_ridges</span>(<span class="at">scale =</span> <span class="dv">4</span>, <span class="at">size =</span> <span class="dv">1</span>) <span class="sc">+</span> </span> <span id="cb40-3"><a href="#cb40-3" aria-hidden="true" tabindex="-1"></a> <span class="fu">scale_fill_cyclical</span>(</span> <span id="cb40-4"><a href="#cb40-4" aria-hidden="true" tabindex="-1"></a> <span class="at">name =</span> <span class="st">"Color scheme"</span>,</span> <span id="cb40-5"><a href="#cb40-5" aria-hidden="true" tabindex="-1"></a> <span class="at">values =</span> <span class="fu">c</span>(<span class="st">"blue"</span>, <span class="st">"green"</span>), <span class="at">guide =</span> <span class="st">"legend"</span>,</span> <span id="cb40-6"><a href="#cb40-6" aria-hidden="true" tabindex="-1"></a> <span class="at">labels =</span> <span class="fu">c</span>(<span class="st">"Fair"</span> <span class="ot">=</span> <span class="st">"blue w/ black outline"</span>, <span class="st">"Good"</span> <span class="ot">=</span> <span class="st">"green w/ yellow outline"</span>)</span> <span id="cb40-7"><a href="#cb40-7" aria-hidden="true" tabindex="-1"></a> ) <span class="sc">+</span></span> <span id="cb40-8"><a href="#cb40-8" aria-hidden="true" tabindex="-1"></a> <span class="fu">scale_color_cyclical</span>(</span> <span id="cb40-9"><a href="#cb40-9" aria-hidden="true" tabindex="-1"></a> <span class="at">name =</span> <span class="st">"Color scheme"</span>,</span> <span id="cb40-10"><a href="#cb40-10" aria-hidden="true" tabindex="-1"></a> <span class="at">values =</span> <span class="fu">c</span>(<span class="st">"black"</span>, <span class="st">"yellow"</span>), <span class="at">guide =</span> <span class="st">"legend"</span>,</span> <span id="cb40-11"><a href="#cb40-11" aria-hidden="true" tabindex="-1"></a> <span class="at">labels =</span> <span class="fu">c</span>(<span class="st">"Fair"</span> <span class="ot">=</span> <span class="st">"blue w/ black outline"</span>, <span class="st">"Good"</span> <span class="ot">=</span> <span class="st">"green w/ yellow outline"</span>)</span> <span id="cb40-12"><a href="#cb40-12" aria-hidden="true" tabindex="-1"></a> )</span></code></pre></div> <p><img src="data:image/png;base64,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" /><!-- --></p> <p>Because these cyclical scales are generic <strong>ggplot2</strong> scales, they work with any geom that accepts the respective aesthetic. Thus, for example, we can make histograms with alternatingly colored bars.</p> <div class="sourceCode" id="cb41"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb41-1"><a href="#cb41-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggplot</span>(mpg, <span class="fu">aes</span>(<span class="at">x =</span> class, <span class="at">fill =</span> class, <span class="at">color =</span> class)) <span class="sc">+</span> </span> <span id="cb41-2"><a href="#cb41-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">geom_bar</span>(<span class="at">size =</span> <span class="fl">1.5</span>) <span class="sc">+</span></span> <span id="cb41-3"><a href="#cb41-3" aria-hidden="true" tabindex="-1"></a> <span class="fu">scale_fill_cyclical</span>(</span> <span id="cb41-4"><a href="#cb41-4" aria-hidden="true" tabindex="-1"></a> <span class="at">name =</span> <span class="st">"Color scheme"</span>,</span> <span id="cb41-5"><a href="#cb41-5" aria-hidden="true" tabindex="-1"></a> <span class="at">values =</span> <span class="fu">c</span>(<span class="st">"blue"</span>, <span class="st">"green"</span>), <span class="at">guide =</span> <span class="st">"legend"</span>,</span> <span id="cb41-6"><a href="#cb41-6" aria-hidden="true" tabindex="-1"></a> <span class="at">labels =</span> <span class="fu">c</span>(<span class="st">"blue w/ black outline"</span>, <span class="st">"green w/ yellow outline"</span>)</span> <span id="cb41-7"><a href="#cb41-7" aria-hidden="true" tabindex="-1"></a> ) <span class="sc">+</span></span> <span id="cb41-8"><a href="#cb41-8" aria-hidden="true" tabindex="-1"></a> <span class="fu">scale_color_cyclical</span>(</span> <span id="cb41-9"><a href="#cb41-9" aria-hidden="true" tabindex="-1"></a> <span class="at">name =</span> <span class="st">"Color scheme"</span>,</span> <span id="cb41-10"><a href="#cb41-10" aria-hidden="true" tabindex="-1"></a> <span class="at">values =</span> <span class="fu">c</span>(<span class="st">"black"</span>, <span class="st">"yellow"</span>), <span class="at">guide =</span> <span class="st">"legend"</span>,</span> <span id="cb41-11"><a href="#cb41-11" aria-hidden="true" tabindex="-1"></a> <span class="at">labels =</span> <span class="fu">c</span>(<span class="st">"blue w/ black outline"</span>, <span class="st">"green w/ yellow outline"</span>)</span> <span id="cb41-12"><a href="#cb41-12" aria-hidden="true" tabindex="-1"></a> )</span></code></pre></div> <p><img src="data:image/png;base64,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" /><!-- --></p> <p>While the previous example won’t win any design awards, more subtle effects can be helpful.</p> <div class="sourceCode" id="cb42"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb42-1"><a href="#cb42-1" aria-hidden="true" tabindex="-1"></a>mpg <span class="sc">%>%</span> <span class="fu">group_by</span>(class) <span class="sc">%>%</span> </span> <span id="cb42-2"><a href="#cb42-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">tally</span>() <span class="sc">%>%</span> </span> <span id="cb42-3"><a href="#cb42-3" aria-hidden="true" tabindex="-1"></a> <span class="fu">arrange</span>(<span class="fu">desc</span>(n)) <span class="sc">%>%</span></span> <span id="cb42-4"><a href="#cb42-4" aria-hidden="true" tabindex="-1"></a> <span class="fu">mutate</span>(<span class="at">class =</span> <span class="fu">factor</span>(class, <span class="at">levels =</span> class)) <span class="sc">%>%</span></span> <span id="cb42-5"><a href="#cb42-5" aria-hidden="true" tabindex="-1"></a> <span class="fu">ggplot</span>(<span class="fu">aes</span>(<span class="at">x =</span> class, <span class="at">y =</span> n, <span class="at">fill =</span> class)) <span class="sc">+</span> </span> <span id="cb42-6"><a href="#cb42-6" aria-hidden="true" tabindex="-1"></a> <span class="fu">geom_col</span>() <span class="sc">+</span></span> <span id="cb42-7"><a href="#cb42-7" aria-hidden="true" tabindex="-1"></a> <span class="fu">scale_fill_cyclical</span>(<span class="at">values =</span> <span class="fu">c</span>(<span class="st">"#4040B0"</span>, <span class="st">"#9090F0"</span>)) <span class="sc">+</span></span> <span id="cb42-8"><a href="#cb42-8" aria-hidden="true" tabindex="-1"></a> <span class="fu">scale_y_continuous</span>(<span class="at">expand =</span> <span class="fu">c</span>(<span class="dv">0</span>, <span class="dv">0</span>)) <span class="sc">+</span> </span> <span id="cb42-9"><a href="#cb42-9" aria-hidden="true" tabindex="-1"></a> <span class="fu">theme_minimal</span>()</span></code></pre></div> <p><img src="data:image/png;base64,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" 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