{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
" <div id=\"5dxedG\"></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@v2.3.0/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(\"5dxedG\").appendChild(div);\n",
" };\n",
" var e = document.getElementById(\"5dxedG\");\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,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Lets-Plot Kotlin API v.3.2.0. Frontend: Notebook with dynamically loaded JS. Lets-Plot JS v.2.3.0."
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"LetsPlot.getInfo()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"%use krangl"
]
},
{
"cell_type": "code",
"execution_count": 4,
"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": [
"val mpg_df = DataFrame.readCSV(\"https://raw.githubusercontent.com/JetBrains/lets-plot-kotlin/master/docs/examples/data/mpg.csv\")\n",
"mpg_df.head()\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"val mpg = mpg_df.toMap()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
" <div id=\"8uA7fH\"></div>\n",
" <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
" (function() {\n",
" var plotSpec={\n",
"\"mapping\":{\n",
"\"x\":\"displ\",\n",
"\"y\":\"hwy\",\n",
"\"color\":\"manufacturer\"\n",
"},\n",
"\"data\":{\n",
"\"displ\":[1.8,1.8,2.0,2.0,2.8,2.8,3.1,1.8,1.8,2.0,2.0,2.8,2.8,3.1,3.1,2.8,3.1,4.2,5.3,5.3,5.3,5.7,6.0,5.7,5.7,6.2,6.2,7.0,5.3,5.3,5.7,6.5,2.4,2.4,3.1,3.5,3.6,2.4,3.0,3.3,3.3,3.3,3.3,3.3,3.8,3.8,3.8,4.0,3.7,3.7,3.9,3.9,4.7,4.7,4.7,5.2,5.2,3.9,4.7,4.7,4.7,5.2,5.7,5.9,4.7,4.7,4.7,4.7,4.7,4.7,5.2,5.2,5.7,5.9,4.6,5.4,5.4,4.0,4.0,4.0,4.0,4.6,5.0,4.2,4.2,4.6,4.6,4.6,5.4,5.4,3.8,3.8,4.0,4.0,4.6,4.6,4.6,4.6,5.4,1.6,1.6,1.6,1.6,1.6,1.8,1.8,1.8,2.0,2.4,2.4,2.4,2.4,2.5,2.5,3.3,2.0,2.0,2.0,2.0,2.7,2.7,2.7,3.0,3.7,4.0,4.7,4.7,4.7,5.7,6.1,4.0,4.2,4.4,4.6,5.4,5.4,5.4,4.0,4.0,4.6,5.0,2.4,2.4,2.5,2.5,3.5,3.5,3.0,3.0,3.5,3.3,3.3,4.0,5.6,3.1,3.8,3.8,3.8,5.3,2.5,2.5,2.5,2.5,2.5,2.5,2.2,2.2,2.5,2.5,2.5,2.5,2.5,2.5,2.7,2.7,3.4,3.4,4.0,4.7,2.2,2.2,2.4,2.4,3.0,3.0,3.5,2.2,2.2,2.4,2.4,3.0,3.0,3.3,1.8,1.8,1.8,1.8,1.8,4.7,5.7,2.7,2.7,2.7,3.4,3.4,4.0,4.0,2.0,2.0,2.0,2.0,2.8,1.9,2.0,2.0,2.0,2.0,2.5,2.5,2.8,2.8,1.9,1.9,2.0,2.0,2.5,2.5,1.8,1.8,2.0,2.0,2.8,2.8,3.6],\n",
"\"hwy\":[29.0,29.0,31.0,30.0,26.0,26.0,27.0,26.0,25.0,28.0,27.0,25.0,25.0,25.0,25.0,24.0,25.0,23.0,20.0,15.0,20.0,17.0,17.0,26.0,23.0,26.0,25.0,24.0,19.0,14.0,15.0,17.0,27.0,30.0,26.0,29.0,26.0,24.0,24.0,22.0,22.0,24.0,24.0,17.0,22.0,21.0,23.0,23.0,19.0,18.0,17.0,17.0,19.0,19.0,12.0,17.0,15.0,17.0,17.0,12.0,17.0,16.0,18.0,15.0,16.0,12.0,17.0,17.0,16.0,12.0,15.0,16.0,17.0,15.0,17.0,17.0,18.0,17.0,19.0,17.0,19.0,19.0,17.0,17.0,17.0,16.0,16.0,17.0,15.0,17.0,26.0,25.0,26.0,24.0,21.0,22.0,23.0,22.0,20.0,33.0,32.0,32.0,29.0,32.0,34.0,36.0,36.0,29.0,26.0,27.0,30.0,31.0,26.0,26.0,28.0,26.0,29.0,28.0,27.0,24.0,24.0,24.0,22.0,19.0,20.0,17.0,12.0,19.0,18.0,14.0,15.0,18.0,18.0,15.0,17.0,16.0,18.0,17.0,19.0,19.0,17.0,29.0,27.0,31.0,32.0,27.0,26.0,26.0,25.0,25.0,17.0,17.0,20.0,18.0,26.0,26.0,27.0,28.0,25.0,25.0,24.0,27.0,25.0,26.0,23.0,26.0,26.0,26.0,26.0,25.0,27.0,25.0,27.0,20.0,20.0,19.0,17.0,20.0,17.0,29.0,27.0,31.0,31.0,26.0,26.0,28.0,27.0,29.0,31.0,31.0,26.0,26.0,27.0,30.0,33.0,35.0,37.0,35.0,15.0,18.0,20.0,20.0,22.0,17.0,19.0,18.0,20.0,29.0,26.0,29.0,29.0,24.0,44.0,29.0,26.0,29.0,29.0,29.0,29.0,23.0,24.0,44.0,41.0,29.0,26.0,28.0,29.0,29.0,29.0,28.0,29.0,26.0,26.0,26.0],\n",
"\"manufacturer\":[\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"honda\",\"honda\",\"honda\",\"honda\",\"honda\",\"honda\",\"honda\",\"honda\",\"honda\",\"hyundai\",\"hyundai\",\"hyundai\",\"hyundai\",\"hyundai\",\"hyundai\",\"hyundai\",\"hyundai\",\"hyundai\",\"hyundai\",\"hyundai\",\"hyundai\",\"hyundai\",\"hyundai\",\"jeep\",\"jeep\",\"jeep\",\"jeep\",\"jeep\",\"jeep\",\"jeep\",\"jeep\",\"land rover\",\"land rover\",\"land rover\",\"land rover\",\"lincoln\",\"lincoln\",\"lincoln\",\"mercury\",\"mercury\",\"mercury\",\"mercury\",\"nissan\",\"nissan\",\"nissan\",\"nissan\",\"nissan\",\"nissan\",\"nissan\",\"nissan\",\"nissan\",\"nissan\",\"nissan\",\"nissan\",\"nissan\",\"pontiac\",\"pontiac\",\"pontiac\",\"pontiac\",\"pontiac\",\"subaru\",\"subaru\",\"subaru\",\"subaru\",\"subaru\",\"subaru\",\"subaru\",\"subaru\",\"subaru\",\"subaru\",\"subaru\",\"subaru\",\"subaru\",\"subaru\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\"]\n",
"},\n",
"\"ggsize\":{\n",
"\"width\":600.0,\n",
"\"height\":250.0\n",
"},\n",
"\"kind\":\"plot\",\n",
"\"scales\":[],\n",
"\"layers\":[{\n",
"\"mapping\":{\n",
"},\n",
"\"stat\":\"identity\",\n",
"\"size\":5.0,\n",
"\"position\":\"identity\",\n",
"\"geom\":\"point\",\n",
"\"data\":{\n",
"}\n",
"}]\n",
"};\n",
" var plotContainer = document.getElementById(\"8uA7fH\");\n",
" window.letsPlotCall(function() {{\n",
" LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
" }});\n",
" })(); \n",
" </script>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"// Default legend\n",
"val p = letsPlot(mpg) {x=\"displ\"; y=\"hwy\"; color=\"manufacturer\"} + geomPoint(size=5.0) + ggsize(600,250)\n",
"p"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
" <div id=\"xVfvH7\"></div>\n",
" <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
" (function() {\n",
" var plotSpec={\n",
"\"ggtitle\":{\n",
"\"text\":\"Two columns legend\"\n",
"},\n",
"\"mapping\":{\n",
"\"x\":\"displ\",\n",
"\"y\":\"hwy\",\n",
"\"color\":\"manufacturer\"\n",
"},\n",
"\"data\":{\n",
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"\"width\":600.0,\n",
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"\"kind\":\"plot\",\n",
"\"scales\":[{\n",
"\"aesthetic\":\"color\",\n",
"\"discrete\":true,\n",
"\"guide\":{\n",
"\"name\":\"legend\",\n",
"\"ncol\":2\n",
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"}],\n",
"\"layers\":[{\n",
"\"mapping\":{\n",
"},\n",
"\"stat\":\"identity\",\n",
"\"size\":5.0,\n",
"\"position\":\"identity\",\n",
"\"geom\":\"point\",\n",
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"}]\n",
"};\n",
" var plotContainer = document.getElementById(\"xVfvH7\");\n",
" window.letsPlotCall(function() {{\n",
" LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
" }});\n",
" })(); \n",
" </script>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"// Layout the legend in two columns\n",
"p + scaleColorDiscrete(guide=guideLegend(ncol=2)) + ggtitle(\"Two columns legend\")"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
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" <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
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"\"width\":600.0,\n",
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"},\n",
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"\"discrete\":true,\n",
"\"guide\":{\n",
"\"name\":\"legend\",\n",
"\"ncol\":2,\n",
"\"byrow\":true\n",
"}\n",
"}],\n",
"\"layers\":[{\n",
"\"mapping\":{\n",
"},\n",
"\"stat\":\"identity\",\n",
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"}]\n",
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" })(); \n",
" </script>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"// Same and fill by rows\n",
"p + scaleColorDiscrete(guide=guideLegend(ncol=2, byRow=true)) +\n",
"ggtitle(\"Two columns legend filled by rows\")"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
" <div id=\"s8ftfy\"></div>\n",
" <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
" (function() {\n",
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"\"hwy\":[29.0,29.0,31.0,30.0,26.0,26.0,27.0,26.0,25.0,28.0,27.0,25.0,25.0,25.0,25.0,24.0,25.0,23.0,20.0,15.0,20.0,17.0,17.0,26.0,23.0,26.0,25.0,24.0,19.0,14.0,15.0,17.0,27.0,30.0,26.0,29.0,26.0,24.0,24.0,22.0,22.0,24.0,24.0,17.0,22.0,21.0,23.0,23.0,19.0,18.0,17.0,17.0,19.0,19.0,12.0,17.0,15.0,17.0,17.0,12.0,17.0,16.0,18.0,15.0,16.0,12.0,17.0,17.0,16.0,12.0,15.0,16.0,17.0,15.0,17.0,17.0,18.0,17.0,19.0,17.0,19.0,19.0,17.0,17.0,17.0,16.0,16.0,17.0,15.0,17.0,26.0,25.0,26.0,24.0,21.0,22.0,23.0,22.0,20.0,33.0,32.0,32.0,29.0,32.0,34.0,36.0,36.0,29.0,26.0,27.0,30.0,31.0,26.0,26.0,28.0,26.0,29.0,28.0,27.0,24.0,24.0,24.0,22.0,19.0,20.0,17.0,12.0,19.0,18.0,14.0,15.0,18.0,18.0,15.0,17.0,16.0,18.0,17.0,19.0,19.0,17.0,29.0,27.0,31.0,32.0,27.0,26.0,26.0,25.0,25.0,17.0,17.0,20.0,18.0,26.0,26.0,27.0,28.0,25.0,25.0,24.0,27.0,25.0,26.0,23.0,26.0,26.0,26.0,26.0,25.0,27.0,25.0,27.0,20.0,20.0,19.0,17.0,20.0,17.0,29.0,27.0,31.0,31.0,26.0,26.0,28.0,27.0,29.0,31.0,31.0,26.0,26.0,27.0,30.0,33.0,35.0,37.0,35.0,15.0,18.0,20.0,20.0,22.0,17.0,19.0,18.0,20.0,29.0,26.0,29.0,29.0,24.0,44.0,29.0,26.0,29.0,29.0,29.0,29.0,23.0,24.0,44.0,41.0,29.0,26.0,28.0,29.0,29.0,29.0,28.0,29.0,26.0,26.0,26.0],\n",
"\"manufacturer\":[\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"honda\",\"honda\",\"honda\",\"honda\",\"honda\",\"honda\",\"honda\",\"honda\",\"honda\",\"hyundai\",\"hyundai\",\"hyundai\",\"hyundai\",\"hyundai\",\"hyundai\",\"hyundai\",\"hyundai\",\"hyundai\",\"hyundai\",\"hyundai\",\"hyundai\",\"hyundai\",\"hyundai\",\"jeep\",\"jeep\",\"jeep\",\"jeep\",\"jeep\",\"jeep\",\"jeep\",\"jeep\",\"land rover\",\"land rover\",\"land rover\",\"land rover\",\"lincoln\",\"lincoln\",\"lincoln\",\"mercury\",\"mercury\",\"mercury\",\"mercury\",\"nissan\",\"nissan\",\"nissan\",\"nissan\",\"nissan\",\"nissan\",\"nissan\",\"nissan\",\"nissan\",\"nissan\",\"nissan\",\"nissan\",\"nissan\",\"pontiac\",\"pontiac\",\"pontiac\",\"pontiac\",\"pontiac\",\"subaru\",\"subaru\",\"subaru\",\"subaru\",\"subaru\",\"subaru\",\"subaru\",\"subaru\",\"subaru\",\"subaru\",\"subaru\",\"subaru\",\"subaru\",\"subaru\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\"]\n",
"},\n",
"\"ggsize\":{\n",
"\"width\":700.0,\n",
"\"height\":400.0\n",
"},\n",
"\"kind\":\"plot\",\n",
"\"scales\":[{\n",
"\"aesthetic\":\"color\",\n",
"\"discrete\":true,\n",
"\"guide\":{\n",
"\"name\":\"legend\",\n",
"\"nrow\":5\n",
"}\n",
"}],\n",
"\"layers\":[{\n",
"\"mapping\":{\n",
"},\n",
"\"stat\":\"identity\",\n",
"\"size\":5.0,\n",
"\"position\":\"identity\",\n",
"\"geom\":\"point\",\n",
"\"data\":{\n",
"}\n",
"}],\n",
"\"theme\":{\n",
"\"axis_title\":\"blank\",\n",
"\"legend_position\":\"bottom\"\n",
"}\n",
"};\n",
" var plotContainer = document.getElementById(\"s8ftfy\");\n",
" window.letsPlotCall(function() {{\n",
" LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
" }});\n",
" })(); \n",
" </script>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"// Adjust legend and axis\n",
"// - five rows legend\n",
"// - draw legend below plot\n",
"// - remove axis\n",
"p + scaleColorDiscrete(guide=guideLegend(nrow=5)) +\n",
" theme(axisTitle=\"blank\").legendPositionBottom() +\n",
" ggtitle(\"Five rows legend and below\") + ggsize(700,400)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
" <div id=\"LBRAMC\"></div>\n",
" <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
" (function() {\n",
" var plotSpec={\n",
"\"mapping\":{\n",
"\"x\":\"displ\",\n",
"\"y\":\"hwy\"\n",
"},\n",
"\"data\":{\n",
"\"displ\":[1.8,1.8,2.0,2.0,2.8,2.8,3.1,1.8,1.8,2.0,2.0,2.8,2.8,3.1,3.1,2.8,3.1,4.2,5.3,5.3,5.3,5.7,6.0,5.7,5.7,6.2,6.2,7.0,5.3,5.3,5.7,6.5,2.4,2.4,3.1,3.5,3.6,2.4,3.0,3.3,3.3,3.3,3.3,3.3,3.8,3.8,3.8,4.0,3.7,3.7,3.9,3.9,4.7,4.7,4.7,5.2,5.2,3.9,4.7,4.7,4.7,5.2,5.7,5.9,4.7,4.7,4.7,4.7,4.7,4.7,5.2,5.2,5.7,5.9,4.6,5.4,5.4,4.0,4.0,4.0,4.0,4.6,5.0,4.2,4.2,4.6,4.6,4.6,5.4,5.4,3.8,3.8,4.0,4.0,4.6,4.6,4.6,4.6,5.4,1.6,1.6,1.6,1.6,1.6,1.8,1.8,1.8,2.0,2.4,2.4,2.4,2.4,2.5,2.5,3.3,2.0,2.0,2.0,2.0,2.7,2.7,2.7,3.0,3.7,4.0,4.7,4.7,4.7,5.7,6.1,4.0,4.2,4.4,4.6,5.4,5.4,5.4,4.0,4.0,4.6,5.0,2.4,2.4,2.5,2.5,3.5,3.5,3.0,3.0,3.5,3.3,3.3,4.0,5.6,3.1,3.8,3.8,3.8,5.3,2.5,2.5,2.5,2.5,2.5,2.5,2.2,2.2,2.5,2.5,2.5,2.5,2.5,2.5,2.7,2.7,3.4,3.4,4.0,4.7,2.2,2.2,2.4,2.4,3.0,3.0,3.5,2.2,2.2,2.4,2.4,3.0,3.0,3.3,1.8,1.8,1.8,1.8,1.8,4.7,5.7,2.7,2.7,2.7,3.4,3.4,4.0,4.0,2.0,2.0,2.0,2.0,2.8,1.9,2.0,2.0,2.0,2.0,2.5,2.5,2.8,2.8,1.9,1.9,2.0,2.0,2.5,2.5,1.8,1.8,2.0,2.0,2.8,2.8,3.6],\n",
"\"drv\":[\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"r\",\"r\",\"r\",\"r\",\"r\",\"r\",\"r\",\"r\",\"r\",\"r\",\"4\",\"4\",\"4\",\"4\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"r\",\"r\",\"r\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"r\",\"r\",\"r\",\"r\",\"r\",\"r\",\"r\",\"r\",\"r\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"r\",\"r\",\"r\",\"4\",\"4\",\"4\",\"4\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"4\",\"4\",\"4\",\"4\",\"f\",\"f\",\"f\",\"f\",\"f\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\",\"f\"],\n",
"\"cty\":[18.0,21.0,20.0,21.0,16.0,18.0,18.0,18.0,16.0,20.0,19.0,15.0,17.0,17.0,15.0,15.0,17.0,16.0,14.0,11.0,14.0,13.0,12.0,16.0,15.0,16.0,15.0,15.0,14.0,11.0,11.0,14.0,19.0,22.0,18.0,18.0,17.0,18.0,17.0,16.0,16.0,17.0,17.0,11.0,15.0,15.0,16.0,16.0,15.0,14.0,13.0,14.0,14.0,14.0,9.0,11.0,11.0,13.0,13.0,9.0,13.0,11.0,13.0,11.0,12.0,9.0,13.0,13.0,12.0,9.0,11.0,11.0,13.0,11.0,11.0,11.0,12.0,14.0,15.0,14.0,13.0,13.0,13.0,14.0,14.0,13.0,13.0,13.0,11.0,13.0,18.0,18.0,17.0,16.0,15.0,15.0,15.0,15.0,14.0,28.0,24.0,25.0,23.0,24.0,26.0,25.0,24.0,21.0,18.0,18.0,21.0,21.0,18.0,18.0,19.0,19.0,19.0,20.0,20.0,17.0,16.0,17.0,17.0,15.0,15.0,14.0,9.0,14.0,13.0,11.0,11.0,12.0,12.0,11.0,11.0,11.0,12.0,14.0,13.0,13.0,13.0,21.0,19.0,23.0,23.0,19.0,19.0,18.0,19.0,19.0,14.0,15.0,14.0,12.0,18.0,16.0,17.0,18.0,16.0,18.0,18.0,20.0,19.0,20.0,18.0,21.0,19.0,19.0,19.0,20.0,20.0,19.0,20.0,15.0,16.0,15.0,15.0,16.0,14.0,21.0,21.0,21.0,21.0,18.0,18.0,19.0,21.0,21.0,21.0,22.0,18.0,18.0,18.0,24.0,24.0,26.0,28.0,26.0,11.0,13.0,15.0,16.0,17.0,15.0,15.0,15.0,16.0,21.0,19.0,21.0,22.0,17.0,33.0,21.0,19.0,22.0,21.0,21.0,21.0,16.0,17.0,35.0,29.0,21.0,19.0,20.0,20.0,21.0,18.0,19.0,21.0,16.0,18.0,17.0],\n",
"\"hwy\":[29.0,29.0,31.0,30.0,26.0,26.0,27.0,26.0,25.0,28.0,27.0,25.0,25.0,25.0,25.0,24.0,25.0,23.0,20.0,15.0,20.0,17.0,17.0,26.0,23.0,26.0,25.0,24.0,19.0,14.0,15.0,17.0,27.0,30.0,26.0,29.0,26.0,24.0,24.0,22.0,22.0,24.0,24.0,17.0,22.0,21.0,23.0,23.0,19.0,18.0,17.0,17.0,19.0,19.0,12.0,17.0,15.0,17.0,17.0,12.0,17.0,16.0,18.0,15.0,16.0,12.0,17.0,17.0,16.0,12.0,15.0,16.0,17.0,15.0,17.0,17.0,18.0,17.0,19.0,17.0,19.0,19.0,17.0,17.0,17.0,16.0,16.0,17.0,15.0,17.0,26.0,25.0,26.0,24.0,21.0,22.0,23.0,22.0,20.0,33.0,32.0,32.0,29.0,32.0,34.0,36.0,36.0,29.0,26.0,27.0,30.0,31.0,26.0,26.0,28.0,26.0,29.0,28.0,27.0,24.0,24.0,24.0,22.0,19.0,20.0,17.0,12.0,19.0,18.0,14.0,15.0,18.0,18.0,15.0,17.0,16.0,18.0,17.0,19.0,19.0,17.0,29.0,27.0,31.0,32.0,27.0,26.0,26.0,25.0,25.0,17.0,17.0,20.0,18.0,26.0,26.0,27.0,28.0,25.0,25.0,24.0,27.0,25.0,26.0,23.0,26.0,26.0,26.0,26.0,25.0,27.0,25.0,27.0,20.0,20.0,19.0,17.0,20.0,17.0,29.0,27.0,31.0,31.0,26.0,26.0,28.0,27.0,29.0,31.0,31.0,26.0,26.0,27.0,30.0,33.0,35.0,37.0,35.0,15.0,18.0,20.0,20.0,22.0,17.0,19.0,18.0,20.0,29.0,26.0,29.0,29.0,24.0,44.0,29.0,26.0,29.0,29.0,29.0,29.0,23.0,24.0,44.0,41.0,29.0,26.0,28.0,29.0,29.0,29.0,28.0,29.0,26.0,26.0,26.0]\n",
"},\n",
"\"ggsize\":{\n",
"\"width\":700.0,\n",
"\"height\":350.0\n",
"},\n",
"\"kind\":\"plot\",\n",
"\"scales\":[],\n",
"\"layers\":[{\n",
"\"mapping\":{\n",
"\"color\":\"cty\",\n",
"\"shape\":\"drv\"\n",
"},\n",
"\"stat\":\"identity\",\n",
"\"size\":5.0,\n",
"\"position\":\"identity\",\n",
"\"geom\":\"point\",\n",
"\"data\":{\n",
"}\n",
"}]\n",
"};\n",
" var plotContainer = document.getElementById(\"LBRAMC\");\n",
" window.letsPlotCall(function() {{\n",
" LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
" }});\n",
" })(); \n",
" </script>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"// Set color to city MPG and shape to drive·train\n",
"val p1 = letsPlot(mpg) {x=\"displ\"; y=\"hwy\"} + geomPoint(size=5.0) {color=\"cty\"; shape=\"drv\"} + ggsize(700, 350)\n",
"p1"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
" <div id=\"UtzbP1\"></div>\n",
" <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
" (function() {\n",
" var plotSpec={\n",
"\"mapping\":{\n",
"\"x\":\"displ\",\n",
"\"y\":\"hwy\"\n",
"},\n",
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{
"cell_type": "code",
"execution_count": 12,
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{
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"}],\n",
"\"theme\":{\n",
"\"legend_direction\":\"horizontal\",\n",
"\"legend_position\":[1.0,1.0],\n",
"\"legend_justification\":[1.0,1.0],\n",
"\"axis_line_y\":\"blank\"\n",
"}\n",
"};\n",
" var plotContainer = document.getElementById(\"riH9i1\");\n",
" window.letsPlotCall(function() {{\n",
" LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
" }});\n",
" })(); \n",
" </script>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"// Adjust colorbar size\n",
"// Change order in drive-train legend\n",
"// Set labels to legends and axis\n",
"// Remove vertical axis line\n",
"p1 + theme().legendPosition(1, 1).legendJustification(1, 1).legendDirectionHorizontal().axisLineYBlank() +\n",
" scaleColorContinuous(name=\"City MPG\", \n",
" low=\"dark_blue\", high=\"light_blue\", \n",
" guide=guideColorbar(barHeight=10, barWidth=300)) +\n",
" scaleShape(name=\"Drive-train\", breaks=listOf('f', 'r', '4'), labels=listOf(\"front\", \"rear\", \"4X4\")) +\n",
" xlab(\"Engine displacement (L)\") + ylab(\"Highway MPG\")"
]
}
],
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"kernelspec": {
"display_name": "Kotlin",
"language": "kotlin",
"name": "kotlin"
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"mimetype": "text/x-kotlin",
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