{
"cells": [
{
"cell_type": "markdown",
"id": "normal-allowance",
"metadata": {},
"source": [
"### Violin Geometry"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "optical-digit",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
" <div id=\"sRHW3q\"></div>\n",
" <script type=\"text/javascript\" data-lets-plot-script=\"library\">\n",
" if(!window.letsPlotCallQueue) {\n",
" window.letsPlotCallQueue = [];\n",
" }; \n",
" window.letsPlotCall = function(f) {\n",
" window.letsPlotCallQueue.push(f);\n",
" };\n",
" (function() {\n",
" var script = document.createElement(\"script\");\n",
" script.type = \"text/javascript\";\n",
" script.src = \"https://cdn.jsdelivr.net/gh/JetBrains/lets-plot@v2.5.1/js-package/distr/lets-plot.min.js\";\n",
" script.onload = function() {\n",
" window.letsPlotCall = function(f) {f();};\n",
" window.letsPlotCallQueue.forEach(function(f) {f();});\n",
" window.letsPlotCallQueue = [];\n",
" \n",
" \n",
" };\n",
" script.onerror = function(event) {\n",
" window.letsPlotCall = function(f) {};\n",
" window.letsPlotCallQueue = [];\n",
" var div = document.createElement(\"div\");\n",
" div.style.color = 'darkred';\n",
" div.textContent = 'Error loading Lets-Plot JS';\n",
" document.getElementById(\"sRHW3q\").appendChild(div);\n",
" };\n",
" var e = document.getElementById(\"sRHW3q\");\n",
" e.appendChild(script);\n",
" })();\n",
" </script>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%useLatestDescriptors\n",
"%use lets-plot\n",
"// %use krangl"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "adopted-england",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Lets-Plot Kotlin API v.4.1.1. Frontend: Notebook with dynamically loaded JS. Lets-Plot JS v.2.5.1."
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"LetsPlot.getInfo() // This prevents Krangl from loading an obsolete version of Lets-Plot classes."
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "athletic-working",
"metadata": {},
"outputs": [],
"source": [
"%use krangl"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "painful-nitrogen",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<html><body><table><tr><th style=\"text-align:left\"></th><th style=\"text-align:left\">manufacturer</th><th style=\"text-align:left\">model</th><th style=\"text-align:left\">displ</th><th style=\"text-align:left\">year</th><th style=\"text-align:left\">cyl</th><th style=\"text-align:left\">trans</th><th style=\"text-align:left\">drv</th><th style=\"text-align:left\">cty</th><th style=\"text-align:left\">hwy</th><th style=\"text-align:left\">fl</th><th style=\"text-align:left\">class</th></tr><tr><td style=\"text-align:left\" title=\"1\">1</td><td style=\"text-align:left\" title=\"audi\">audi</td><td style=\"text-align:left\" title=\"a4\">a4</td><td style=\"text-align:left\" title=\"1.8\">1.8</td><td style=\"text-align:left\" title=\"1999\">1999</td><td style=\"text-align:left\" title=\"4\">4</td><td style=\"text-align:left\" title=\"auto(l5)\">auto(l5)</td><td style=\"text-align:left\" title=\"f\">f</td><td style=\"text-align:left\" title=\"18\">18</td><td style=\"text-align:left\" title=\"29\">29</td><td style=\"text-align:left\" title=\"p\">p</td><td style=\"text-align:left\" title=\"compact\">compact</td></tr><tr><td style=\"text-align:left\" title=\"2\">2</td><td style=\"text-align:left\" title=\"audi\">audi</td><td style=\"text-align:left\" title=\"a4\">a4</td><td style=\"text-align:left\" title=\"1.8\">1.8</td><td style=\"text-align:left\" title=\"1999\">1999</td><td style=\"text-align:left\" title=\"4\">4</td><td style=\"text-align:left\" title=\"manual(m5)\">manual(m5)</td><td style=\"text-align:left\" title=\"f\">f</td><td style=\"text-align:left\" title=\"21\">21</td><td style=\"text-align:left\" title=\"29\">29</td><td style=\"text-align:left\" title=\"p\">p</td><td style=\"text-align:left\" title=\"compact\">compact</td></tr><tr><td style=\"text-align:left\" title=\"3\">3</td><td style=\"text-align:left\" title=\"audi\">audi</td><td style=\"text-align:left\" title=\"a4\">a4</td><td style=\"text-align:left\" title=\"2.0\">2.0</td><td style=\"text-align:left\" title=\"2008\">2008</td><td style=\"text-align:left\" title=\"4\">4</td><td style=\"text-align:left\" title=\"manual(m6)\">manual(m6)</td><td style=\"text-align:left\" title=\"f\">f</td><td style=\"text-align:left\" title=\"20\">20</td><td style=\"text-align:left\" title=\"31\">31</td><td style=\"text-align:left\" title=\"p\">p</td><td style=\"text-align:left\" title=\"compact\">compact</td></tr><tr><td style=\"text-align:left\" title=\"4\">4</td><td style=\"text-align:left\" title=\"audi\">audi</td><td style=\"text-align:left\" title=\"a4\">a4</td><td style=\"text-align:left\" title=\"2.0\">2.0</td><td style=\"text-align:left\" title=\"2008\">2008</td><td style=\"text-align:left\" title=\"4\">4</td><td style=\"text-align:left\" title=\"auto(av)\">auto(av)</td><td style=\"text-align:left\" title=\"f\">f</td><td style=\"text-align:left\" title=\"21\">21</td><td style=\"text-align:left\" title=\"30\">30</td><td style=\"text-align:left\" title=\"p\">p</td><td style=\"text-align:left\" title=\"compact\">compact</td></tr><tr><td style=\"text-align:left\" title=\"5\">5</td><td style=\"text-align:left\" title=\"audi\">audi</td><td style=\"text-align:left\" title=\"a4\">a4</td><td style=\"text-align:left\" title=\"2.8\">2.8</td><td style=\"text-align:left\" title=\"1999\">1999</td><td style=\"text-align:left\" title=\"6\">6</td><td style=\"text-align:left\" title=\"auto(l5)\">auto(l5)</td><td style=\"text-align:left\" title=\"f\">f</td><td style=\"text-align:left\" title=\"16\">16</td><td style=\"text-align:left\" title=\"26\">26</td><td style=\"text-align:left\" title=\"p\">p</td><td style=\"text-align:left\" title=\"compact\">compact</td></tr></table><p>Shape: 5 x 12. \n",
"</p></body></html>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"var mpg = DataFrame.readCSV(\"https://raw.githubusercontent.com/JetBrains/lets-plot-kotlin/master/docs/examples/data/mpg.csv\")\n",
"mpg.head()\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "variable-delta",
"metadata": {},
"outputs": [
{
"data": {
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"},\n",
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"},\n",
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"\"layers\":[{\n",
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"},\n",
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"}\n",
"}]\n",
"};\n",
" var plotContainer = document.getElementById(\"RYUH5j\");\n",
" window.letsPlotCall(function() {{\n",
" LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
" }});\n",
" })(); \n",
" </script>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"letsPlot(mpg.toMap()) + geomViolin {y = \"hwy\"}"
]
},
{
"cell_type": "markdown",
"id": "prepared-jacksonville",
"metadata": {},
"source": [
"### `geomViolin()` and `geomDesity()`"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "compliant-bridges",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
" <div id=\"Vi1IBE\"></div>\n",
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"}],\n",
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"\"y\":0,\n",
"\"feature_spec\":{\n",
"\"ggtitle\":{\n",
"\"text\":\"geomViolin()\"\n",
"},\n",
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"},\n",
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"},\n",
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"\"scales\":[],\n",
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"}\n",
"}]\n",
"},\n",
"\"height\":266\n",
"}]\n",
"};\n",
" var plotContainer = document.getElementById(\"Vi1IBE\");\n",
" window.letsPlotCall(function() {{\n",
" LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
" }});\n",
" })(); \n",
" </script>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"val densityPlot = letsPlot(mpg.toMap()) + \n",
" geomDensity(color=\"black\", alpha=.5) {x=\"hwy\"; fill=\"drv\"} + \n",
" facetGrid(x=\"drv\") + \n",
" coordFlip() + scaleYContinuous(breaks = emptyList())\n",
" ggtitle(\"geomDensity()\")\n",
"\n",
"val violinPlot = letsPlot(mpg.toMap()) +\n",
" geomViolin(alpha=0.5) {\n",
" x = asDiscrete(\"drv\", order=1)\n",
" y = \"hwy\"\n",
" fill = \"drv\"\n",
" } +\n",
" ggtitle(\"geomViolin()\")\n",
" \n",
"gggrid(listOf(densityPlot, violinPlot), 2, 400, 300) "
]
},
{
"cell_type": "markdown",
"id": "surgical-hormone",
"metadata": {},
"source": [
"### Parameter `drawQuantiles`"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "residential-rings",
"metadata": {},
"outputs": [],
"source": [
"val DRAW_QUANTILES = listOf(.25, .5, .75)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "excellent-namibia",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
" <div id=\"WZ5JN9\"></div>\n",
" <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
" (function() {\n",
" var plotSpec={\n",
"\"ggtitle\":{\n",
"\"text\":\"drawQuantiles=[0.25, 0.5, 0.75]\"\n",
"},\n",
"\"mapping\":{\n",
"\"x\":\"drv\",\n",
"\"y\":\"hwy\"\n",
"},\n",
"\"data\":{\n",
"},\n",
"\"kind\":\"plot\",\n",
"\"scales\":[],\n",
"\"layers\":[{\n",
"\"mapping\":{\n",
"},\n",
"\"stat\":\"ydensity\",\n",
"\"draw_quantiles\":[0.25,0.5,0.75],\n",
"\"position\":\"dodge\",\n",
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"}\n",
"}]\n",
"};\n",
" var plotContainer = document.getElementById(\"WZ5JN9\");\n",
" window.letsPlotCall(function() {{\n",
" LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
" }});\n",
" })(); \n",
" </script>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"letsPlot(mpg.toMap()) { x = \"drv\"; y = \"hwy\" } +\n",
" geomViolin(drawQuantiles=DRAW_QUANTILES) + \n",
" ggtitle(\"drawQuantiles=$DRAW_QUANTILES\")"
]
},
{
"cell_type": "markdown",
"id": "committed-davis",
"metadata": {},
"source": [
"### Parameter `scale`"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "personal-disaster",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
" <div id=\"lfKKp7\"></div>\n",
" <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
" (function() {\n",
" var plotSpec={\n",
"\"kind\":\"ggbunch\",\n",
"\"items\":[{\n",
"\"x\":0,\n",
"\"width\":374,\n",
"\"y\":0,\n",
"\"feature_spec\":{\n",
"\"ggtitle\":{\n",
"\"text\":\"scale = null \"\n",
"},\n",
"\"mapping\":{\n",
"\"x\":\"drv\",\n",
"\"y\":\"hwy\"\n",
"},\n",
"\"data\":{\n",
"},\n",
"\"kind\":\"plot\",\n",
"\"scales\":[],\n",
"\"layers\":[{\n",
"\"mapping\":{\n",
"},\n",
"\"stat\":\"ydensity\",\n",
"\"draw_quantiles\":[0.25,0.5,0.75],\n",
"\"position\":\"dodge\",\n",
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"}\n",
"}]\n",
"},\n",
"\"height\":250\n",
"}]\n",
"};\n",
" var plotContainer = document.getElementById(\"lfKKp7\");\n",
" window.letsPlotCall(function() {{\n",
" LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
" }});\n",
" })(); \n",
" </script>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"val options = listOf(null, \"area\", \"count\", \"width\")\n",
"\n",
"val plots = List(options.size) { i -> \n",
" letsPlot(mpg.toMap()) { x = \"drv\"; y = \"hwy\" } +\n",
" geomViolin(scale = options[i], drawQuantiles=DRAW_QUANTILES) +\n",
" ggtitle(\"scale = ${options[i]} \")\n",
"}\n",
"\n",
"gggrid(plots, 2, 400, 250)"
]
},
{
"cell_type": "markdown",
"id": "nuclear-flight",
"metadata": {},
"source": [
"### Parameters used by `ydensity` statistic"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "forty-synthetic",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
" <div id=\"4teKl9\"></div>\n",
" <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
" (function() {\n",
" var plotSpec={\n",
"\"kind\":\"ggbunch\",\n",
"\"items\":[{\n",
"\"x\":0,\n",
"\"width\":374,\n",
"\"y\":0,\n",
"\"feature_spec\":{\n",
"\"ggtitle\":{\n",
"\"text\":\"Default\"\n",
"},\n",
"\"mapping\":{\n",
"\"x\":\"drv\",\n",
"\"y\":\"hwy\"\n",
"},\n",
"\"data\":{\n",
"},\n",
"\"kind\":\"plot\",\n",
"\"scales\":[],\n",
"\"layers\":[{\n",
"\"mapping\":{\n",
"},\n",
"\"stat\":\"ydensity\",\n",
"\"draw_quantiles\":[0.25,0.5,0.75],\n",
"\"position\":\"dodge\",\n",
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"}\n",
"}]\n",
"},\n",
"\"height\":250\n",
"}]\n",
"};\n",
" var plotContainer = document.getElementById(\"4teKl9\");\n",
" window.letsPlotCall(function() {{\n",
" LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
" }});\n",
" })(); \n",
" </script>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"val plotBase = letsPlot(mpg.toMap()) { x = \"drv\"; y = \"hwy\" }\n",
"val plots1 = listOf(\n",
" plotBase + geomViolin(drawQuantiles=DRAW_QUANTILES) + ggtitle(\"Default\"),\n",
" plotBase + geomViolin(drawQuantiles=DRAW_QUANTILES, kernel=\"epanechikov\") + ggtitle(\"kernel='epanechikov'\"),\n",
" plotBase + geomViolin(drawQuantiles=DRAW_QUANTILES, bw=.1) + ggtitle(\"bw=0.1\"),\n",
" plotBase + geomViolin(drawQuantiles=DRAW_QUANTILES, adjust=2) + ggtitle(\"adjust=2\"), \n",
")\n",
"\n",
"gggrid(plots1, 2, 400, 250)"
]
},
{
"cell_type": "markdown",
"id": "israeli-impossible",
"metadata": {},
"source": [
"### Grouping and tooltips"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "intended-criticism",
"metadata": {},
"outputs": [],
"source": [
"val plotBase2 = plotBase + \n",
" scaleColorBrewer(type=\"qual\", palette=\"Set1\") + \n",
" scaleFillBrewer(type=\"qual\", palette=\"Set1\") +\n",
" themeGrey()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "recorded-sally",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
" <div id=\"ioqClI\"></div>\n",
" <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
" (function() {\n",
" var plotSpec={\n",
"\"mapping\":{\n",
"\"x\":\"drv\",\n",
"\"y\":\"hwy\"\n",
"},\n",
"\"data\":{\n",
"},\n",
"\"kind\":\"plot\",\n",
"\"scales\":[{\n",
"\"aesthetic\":\"color\",\n",
"\"scale_mapper_kind\":\"color_brewer\",\n",
"\"palette\":\"Set1\",\n",
"\"type\":\"qual\"\n",
"},{\n",
"\"aesthetic\":\"fill\",\n",
"\"scale_mapper_kind\":\"color_brewer\",\n",
"\"palette\":\"Set1\",\n",
"\"type\":\"qual\"\n",
"}],\n",
"\"layers\":[{\n",
"\"mapping\":{\n",
"\"color\":\"@as_discrete@year\",\n",
"\"fill\":\"@as_discrete@year\"\n",
"},\n",
"\"stat\":\"ydensity\",\n",
"\"size\":2.0,\n",
"\"draw_quantiles\":[0.25,0.5,0.75],\n",
"\"alpha\":0.5,\n",
"\"position\":\"dodge\",\n",
"\"geom\":\"violin\",\n",
"\"data_meta\":{\n",
"\"mapping_annotations\":[{\n",
"\"aes\":\"color\",\n",
"\"annotation\":\"as_discrete\",\n",
"\"parameters\":{\n",
"\"label\":\"year\"\n",
"}\n",
"},{\n",
"\"aes\":\"fill\",\n",
"\"annotation\":\"as_discrete\",\n",
"\"parameters\":{\n",
"\"label\":\"year\"\n",
"}\n",
"}]\n",
"},\n",
"\"tooltips\":{\n",
"\"tooltip_lines\":[\"year|@year\",\"hwy|@hwy\",\"violinwidth|@..violinwidth..\",\"density|@..density..\",\"count|@..count..\",\"scaled|@..scaled..\"],\n",
"\"tooltip_title\":\"^x\",\n",
"\"tooltip_formats\":[{\n",
"\"field\":\"@..density..\",\n",
"\"format\":\".3f\"\n",
"},{\n",
"\"field\":\"@..count..\",\n",
"\"format\":\".3f\"\n",
"},{\n",
"\"field\":\"@..scaled..\",\n",
"\"format\":\".3f\"\n",
"}]\n",
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"}\n",
"}],\n",
"\"theme\":{\n",
"\"name\":\"grey\"\n",
"}\n",
"};\n",
" var plotContainer = document.getElementById(\"ioqClI\");\n",
" window.letsPlotCall(function() {{\n",
" LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
" }});\n",
" })(); \n",
" </script>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plotBase2 + \n",
" geomViolin(drawQuantiles = DRAW_QUANTILES, alpha = 0.5, size = 2,\n",
" tooltips = layerTooltips().title(\"^x\")\n",
" .line(\"year|@year\")\n",
" .line(\"hwy|@hwy\")\n",
" .line(\"violinwidth|@..violinwidth..\")\n",
" .line(\"density|@..density..\").format(\"@..density..\", \".3f\")\n",
" .line(\"count|@..count..\").format(\"@..count..\", \".3f\")\n",
" .line(\"scaled|@..scaled..\").format(\"@..scaled..\", \".3f\")\n",
" ) { \n",
" color = asDiscrete(\"year\")\n",
" fill = asDiscrete(\"year\")\n",
" }\n"
]
},
{
"cell_type": "markdown",
"id": "preceding-radar",
"metadata": {},
"source": [
"### Facets"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "least-commodity",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
" <div id=\"xmPqoa\"></div>\n",
" <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
" (function() {\n",
" var plotSpec={\n",
"\"mapping\":{\n",
"\"x\":\"drv\",\n",
"\"y\":\"hwy\"\n",
"},\n",
"\"data\":{\n",
"},\n",
"\"kind\":\"plot\",\n",
"\"scales\":[{\n",
"\"aesthetic\":\"color\",\n",
"\"scale_mapper_kind\":\"color_brewer\",\n",
"\"palette\":\"Set1\",\n",
"\"type\":\"qual\"\n",
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"}\n",
"}],\n",
"\"theme\":{\n",
"\"name\":\"grey\"\n",
"},\n",
"\"facet\":{\n",
"\"name\":\"grid\",\n",
"\"y\":\"year\",\n",
"\"x_order\":1.0,\n",
"\"y_order\":1.0\n",
"}\n",
"};\n",
" var plotContainer = document.getElementById(\"xmPqoa\");\n",
" window.letsPlotCall(function() {{\n",
" LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
" }});\n",
" })(); \n",
" </script>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plotBase2 + \n",
" geomViolin(drawQuantiles = DRAW_QUANTILES, alpha = 0.5, size = 2) { \n",
" color = asDiscrete(\"year\")\n",
" fill = asDiscrete(\"year\")\n",
" } + \n",
" facetGrid(y = \"year\")\n"
]
},
{
"cell_type": "markdown",
"id": "parental-classroom",
"metadata": {},
"source": [
"### `coord_flip()`"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "regular-person",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
" <div id=\"mbgMz7\"></div>\n",
" <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
" (function() {\n",
" var plotSpec={\n",
"\"mapping\":{\n",
"\"x\":\"drv\",\n",
"\"y\":\"hwy\"\n",
"},\n",
"\"coord\":{\n",
"\"name\":\"flip\",\n",
"\"flip\":true\n",
"},\n",
"\"data\":{\n",
"},\n",
"\"kind\":\"plot\",\n",
"\"scales\":[],\n",
"\"layers\":[{\n",
"\"mapping\":{\n",
"},\n",
"\"stat\":\"ydensity\",\n",
"\"draw_quantiles\":[0.25,0.5,0.75],\n",
"\"position\":\"dodge\",\n",
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"}\n",
"}]\n",
"};\n",
" var plotContainer = document.getElementById(\"mbgMz7\");\n",
" window.letsPlotCall(function() {{\n",
" LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
" }});\n",
" })(); \n",
" </script>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plotBase + geomViolin(drawQuantiles = DRAW_QUANTILES) + coordFlip()"
]
},
{
"cell_type": "markdown",
"id": "liable-telling",
"metadata": {},
"source": [
"### `geomViolin()` and `geomBoxplot()`"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "floppy-strength",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
" <div id=\"KKRbjl\"></div>\n",
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"}\n",
"},{\n",
"\"mapping\":{\n",
"\"color\":\"@as_discrete@year\",\n",
"\"fill\":\"@as_discrete@year\"\n",
"},\n",
"\"stat\":\"boxplot\",\n",
"\"outlier_size\":5.0,\n",
"\"outlier_shape\":21.0,\n",
"\"width\":0.2,\n",
"\"position\":{\n",
"\"name\":\"dodge\",\n",
"\"width\":0.2,\n",
"\"kind\":\"pos\"\n",
"},\n",
"\"geom\":\"boxplot\",\n",
"\"outlier_fill\":\"white\",\n",
"\"data_meta\":{\n",
"\"mapping_annotations\":[{\n",
"\"aes\":\"color\",\n",
"\"annotation\":\"as_discrete\",\n",
"\"parameters\":{\n",
"\"label\":\"year\"\n",
"}\n",
"},{\n",
"\"aes\":\"fill\",\n",
"\"annotation\":\"as_discrete\",\n",
"\"parameters\":{\n",
"\"label\":\"year\"\n",
"}\n",
"}]\n",
"},\n",
"\"data\":{\n",
"\"..middle..\":[NaN,NaN,NaN,NaN,NaN,26.0,17.0,21.0,NaN,29.0,19.0,21.0],\n",
"\"..upper..\":[NaN,NaN,NaN,NaN,NaN,29.0,20.0,24.0,NaN,31.0,22.5,24.0],\n",
"\"@as_discrete@year\":[1999.0,1999.0,1999.0,1999.0,1999.0,1999.0,1999.0,1999.0,2008.0,2008.0,2008.0,2008.0],\n",
"\"..ymax..\":[NaN,NaN,NaN,NaN,NaN,33.0,26.0,26.0,NaN,37.0,28.0,26.0],\n",
"\"..lower..\":[NaN,NaN,NaN,NaN,NaN,26.0,16.0,17.0,NaN,26.0,17.0,19.0],\n",
"\"drv\":[\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"4\",\"r\",\"f\",\"f\",\"4\",\"r\"],\n",
"\"..ymin..\":[NaN,NaN,NaN,NaN,NaN,22.0,15.0,16.0,NaN,23.0,12.0,15.0],\n",
"\"hwy\":[21.0,35.0,44.0,44.0,41.0,NaN,NaN,NaN,17.0,NaN,NaN,NaN]\n",
"}\n",
"}],\n",
"\"theme\":{\n",
"\"name\":\"grey\"\n",
"}\n",
"};\n",
" var plotContainer = document.getElementById(\"KKRbjl\");\n",
" window.letsPlotCall(function() {{\n",
" LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
" }});\n",
" })(); \n",
" </script>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plotBase2 + \n",
" geomViolin(drawQuantiles = DRAW_QUANTILES, alpha = 0.5, size = 1, trim = false) + \n",
" geomBoxplot(width=.2, position = positionDodge(.2), outlierShape = 21, outlierFill = \"white\", outlierSize = 5) {\n",
" color = asDiscrete(\"year\")\n",
" fill = asDiscrete(\"year\")\n",
" }\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Kotlin",
"language": "kotlin",
"name": "kotlin"
},
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"file_extension": ".kt",
"mimetype": "text/x-kotlin",
"name": "kotlin",
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"version": "1.7.20-dev-1299"
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}