docs/examples/jupyter-notebooks/distributions.ipynb

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       "   <div id=\"yM77v3\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"library\">\n",
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       "           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",
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       "               window.letsPlotCall = function(f) {f();};\n",
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       "               window.letsPlotCall = function(f) {};\n",
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       "       })();\n",
       "   </script>"
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     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%useLatestDescriptors\n",
    "%use lets-plot\n",
    "import java.util.Random"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "val rand = java.util.Random(123)\n",
    "val n = 200\n",
    "val data = mapOf<String, Any>(\n",
    "    \"cond\" to List(n) { \"A\" } + List(n) { \"B\" },\n",
    "    \"rating\" to List(n) { rand.nextGaussian() } + List(n) { rand.nextGaussian() * 1.5 + 1.5 },\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "   <div id=\"ULBp0n\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"mapping\":{\n",
       "\"x\":\"rating\"\n",
       "},\n",
       "\"data\":{\n",
       "},\n",
       "\"ggsize\":{\n",
       "\"width\":500.0,\n",
       "\"height\":250.0\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[],\n",
       "\"layers\":[{\n",
       "\"mapping\":{\n",
       "},\n",
       "\"stat\":\"bin\",\n",
       "\"position\":\"stack\",\n",
       "\"binwidth\":0.5,\n",
       "\"geom\":\"histogram\",\n",
       "\"data\":{\n",
       "\"..count..\":[1.0,0.0,5.0,13.0,26.0,33.0,55.0,56.0,56.0,47.0,32.0,25.0,26.0,9.0,8.0,2.0,5.0,0.0,1.0],\n",
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       "}\n",
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       "};\n",
       "           var plotContainer = document.getElementById(\"ULBp0n\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
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     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "// Basic histogram of \"rating\"\n",
    "val p = letsPlot(data) { x = \"rating\" } + ggsize(500, 250)\n",
    "p + geomHistogram(binWidth=0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\"x\":\"rating\"\n",
       "},\n",
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       "\"width\":500.0,\n",
       "\"height\":250.0\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[],\n",
       "\"layers\":[{\n",
       "\"mapping\":{\n",
       "\"y\":\"..density..\"\n",
       "},\n",
       "\"stat\":\"bin\",\n",
       "\"color\":\"black\",\n",
       "\"position\":\"stack\",\n",
       "\"binwidth\":0.5,\n",
       "\"geom\":\"histogram\",\n",
       "\"fill\":\"white\",\n",
       "\"data\":{\n",
       "\"rating\":[-3.1852871412895105,-2.6852871412895105,-2.1852871412895105,-1.6852871412895105,-1.1852871412895105,-0.6852871412895105,-0.18528714128951052,0.3147128587104895,0.8147128587104895,1.3147128587104895,1.8147128587104895,2.3147128587104895,2.8147128587104895,3.3147128587104895,3.8147128587104895,4.3147128587104895,4.8147128587104895,5.3147128587104895,5.8147128587104895],\n",
       "\"..density..\":[0.005425118353943624,0.0,0.027125591769718124,0.07052653860126712,0.14105307720253424,0.1790289056801396,0.29838150946689934,0.303806627820843,0.303806627820843,0.25498056263535035,0.17360378732619597,0.1356279588485906,0.14105307720253424,0.048826065185492616,0.04340094683154899,0.010850236707887248,0.027125591769718124,0.0,0.005425118353943624]\n",
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       "\"position\":\"identity\",\n",
       "\"geom\":\"density\",\n",
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       "}\n",
       "}]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"LJpeSG\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "// Histogram overlaid with kernel density curve\n",
    "//  - histogram with density instead of count on y-axis\n",
    "//  - overlay with transparent density plot\n",
    "\n",
    "p + geomHistogram(binWidth=0.5, color=\"black\", fill=\"white\") { y = \"..density..\" } +\n",
    "    geomDensity(alpha=0.2, fill=0xFF6666)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"O2RfQc\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"mapping\":{\n",
       "\"x\":\"rating\"\n",
       "},\n",
       "\"data\":{\n",
       "},\n",
       "\"ggsize\":{\n",
       "\"width\":500.0,\n",
       "\"height\":250.0\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[],\n",
       "\"layers\":[{\n",
       "\"mapping\":{\n",
       "},\n",
       "\"stat\":\"bin\",\n",
       "\"color\":\"black\",\n",
       "\"position\":\"stack\",\n",
       "\"binwidth\":0.5,\n",
       "\"geom\":\"histogram\",\n",
       "\"fill\":\"white\",\n",
       "\"data\":{\n",
       "\"..count..\":[1.0,0.0,5.0,13.0,26.0,33.0,55.0,56.0,56.0,47.0,32.0,25.0,26.0,9.0,8.0,2.0,5.0,0.0,1.0],\n",
       "\"rating\":[-3.1852871412895105,-2.6852871412895105,-2.1852871412895105,-1.6852871412895105,-1.1852871412895105,-0.6852871412895105,-0.18528714128951052,0.3147128587104895,0.8147128587104895,1.3147128587104895,1.8147128587104895,2.3147128587104895,2.8147128587104895,3.3147128587104895,3.8147128587104895,4.3147128587104895,4.8147128587104895,5.3147128587104895,5.8147128587104895]\n",
       "}\n",
       "},{\n",
       "\"mapping\":{\n",
       "},\n",
       "\"stat\":\"identity\",\n",
       "\"color\":\"red\",\n",
       "\"size\":1.0,\n",
       "\"linetype\":\"dashed\",\n",
       "\"position\":\"identity\",\n",
       "\"xintercept\":0.7714418512688781,\n",
       "\"geom\":\"vline\",\n",
       "\"data\":{\n",
       "}\n",
       "}]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"O2RfQc\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "p + geomHistogram(binWidth=.5, color=\"black\", fill=\"white\") +\n",
    "    geomVLine(xintercept=(data[\"rating\"] as List<Double>).average(), color=\"red\", linetype=\"dashed\", size=1.0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Histogram and density plots with multiple groups"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"MLF8VK\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"mapping\":{\n",
       "\"x\":\"rating\",\n",
       "\"fill\":\"cond\"\n",
       "},\n",
       "\"data\":{\n",
       "},\n",
       "\"ggsize\":{\n",
       "\"width\":500.0,\n",
       "\"height\":250.0\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[],\n",
       "\"layers\":[{\n",
       "\"mapping\":{\n",
       "},\n",
       "\"stat\":\"bin\",\n",
       "\"position\":\"stack\",\n",
       "\"binwidth\":0.5,\n",
       "\"geom\":\"histogram\",\n",
       "\"data\":{\n",
       "\"..count..\":[1.0,0.0,3.0,9.0,22.0,28.0,45.0,35.0,26.0,21.0,5.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.0,4.0,4.0,5.0,10.0,21.0,30.0,26.0,27.0,22.0,24.0,9.0,8.0,2.0,5.0,0.0,1.0],\n",
       "\"rating\":[-3.1852871412895105,-2.6852871412895105,-2.1852871412895105,-1.6852871412895105,-1.1852871412895105,-0.6852871412895105,-0.18528714128951052,0.3147128587104895,0.8147128587104895,1.3147128587104895,1.8147128587104895,2.3147128587104895,2.8147128587104895,3.3147128587104895,3.8147128587104895,4.3147128587104895,4.8147128587104895,5.3147128587104895,5.8147128587104895,-3.1852871412895105,-2.6852871412895105,-2.1852871412895105,-1.6852871412895105,-1.1852871412895105,-0.6852871412895105,-0.18528714128951052,0.3147128587104895,0.8147128587104895,1.3147128587104895,1.8147128587104895,2.3147128587104895,2.8147128587104895,3.3147128587104895,3.8147128587104895,4.3147128587104895,4.8147128587104895,5.3147128587104895,5.8147128587104895],\n",
       "\"cond\":[\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\"]\n",
       "}\n",
       "}]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"MLF8VK\");\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 p1 = letsPlot(data) {x = \"rating\"; fill=\"cond\"} + ggsize(500, 250)\n",
    "\n",
    "// Default histogram (stacked)\n",
    "p1 + geomHistogram(binWidth=0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"R3tSda\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"mapping\":{\n",
       "\"x\":\"rating\",\n",
       "\"fill\":\"cond\"\n",
       "},\n",
       "\"data\":{\n",
       "},\n",
       "\"ggsize\":{\n",
       "\"width\":500.0,\n",
       "\"height\":250.0\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[],\n",
       "\"layers\":[{\n",
       "\"mapping\":{\n",
       "},\n",
       "\"stat\":\"bin\",\n",
       "\"alpha\":0.7,\n",
       "\"position\":\"identity\",\n",
       "\"binwidth\":0.5,\n",
       "\"geom\":\"histogram\",\n",
       "\"data\":{\n",
       "\"..count..\":[1.0,0.0,3.0,9.0,22.0,28.0,45.0,35.0,26.0,21.0,5.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.0,4.0,4.0,5.0,10.0,21.0,30.0,26.0,27.0,22.0,24.0,9.0,8.0,2.0,5.0,0.0,1.0],\n",
       "\"rating\":[-3.1852871412895105,-2.6852871412895105,-2.1852871412895105,-1.6852871412895105,-1.1852871412895105,-0.6852871412895105,-0.18528714128951052,0.3147128587104895,0.8147128587104895,1.3147128587104895,1.8147128587104895,2.3147128587104895,2.8147128587104895,3.3147128587104895,3.8147128587104895,4.3147128587104895,4.8147128587104895,5.3147128587104895,5.8147128587104895,-3.1852871412895105,-2.6852871412895105,-2.1852871412895105,-1.6852871412895105,-1.1852871412895105,-0.6852871412895105,-0.18528714128951052,0.3147128587104895,0.8147128587104895,1.3147128587104895,1.8147128587104895,2.3147128587104895,2.8147128587104895,3.3147128587104895,3.8147128587104895,4.3147128587104895,4.8147128587104895,5.3147128587104895,5.8147128587104895],\n",
       "\"cond\":[\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\"]\n",
       "}\n",
       "}]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"R3tSda\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "// Overlaid histograms\n",
    "p1 + geomHistogram(binWidth=0.5, alpha=0.7, position=positionIdentity)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"tirkWy\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"mapping\":{\n",
       "\"x\":\"rating\",\n",
       "\"fill\":\"cond\"\n",
       "},\n",
       "\"data\":{\n",
       "},\n",
       "\"ggsize\":{\n",
       "\"width\":500.0,\n",
       "\"height\":250.0\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[],\n",
       "\"layers\":[{\n",
       "\"mapping\":{\n",
       "},\n",
       "\"stat\":\"bin\",\n",
       "\"position\":\"dodge\",\n",
       "\"binwidth\":0.5,\n",
       "\"geom\":\"histogram\",\n",
       "\"data\":{\n",
       "\"..count..\":[1.0,0.0,3.0,9.0,22.0,28.0,45.0,35.0,26.0,21.0,5.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.0,4.0,4.0,5.0,10.0,21.0,30.0,26.0,27.0,22.0,24.0,9.0,8.0,2.0,5.0,0.0,1.0],\n",
       "\"rating\":[-3.1852871412895105,-2.6852871412895105,-2.1852871412895105,-1.6852871412895105,-1.1852871412895105,-0.6852871412895105,-0.18528714128951052,0.3147128587104895,0.8147128587104895,1.3147128587104895,1.8147128587104895,2.3147128587104895,2.8147128587104895,3.3147128587104895,3.8147128587104895,4.3147128587104895,4.8147128587104895,5.3147128587104895,5.8147128587104895,-3.1852871412895105,-2.6852871412895105,-2.1852871412895105,-1.6852871412895105,-1.1852871412895105,-0.6852871412895105,-0.18528714128951052,0.3147128587104895,0.8147128587104895,1.3147128587104895,1.8147128587104895,2.3147128587104895,2.8147128587104895,3.3147128587104895,3.8147128587104895,4.3147128587104895,4.8147128587104895,5.3147128587104895,5.8147128587104895],\n",
       "\"cond\":[\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\"]\n",
       "}\n",
       "}]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"tirkWy\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "// Interleaved histograms\n",
    "p1 + geomHistogram(binWidth=0.5, position=positionDodge())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"1j9mGJ\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"mapping\":{\n",
       "\"x\":\"rating\",\n",
       "\"color\":\"cond\"\n",
       "},\n",
       "\"data\":{\n",
       "},\n",
       "\"ggsize\":{\n",
       "\"width\":500.0,\n",
       "\"height\":250.0\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[],\n",
       "\"layers\":[{\n",
       "\"mapping\":{\n",
       "},\n",
       "\"stat\":\"density\",\n",
       "\"position\":\"identity\",\n",
       "\"geom\":\"density\",\n",
       "\"data\":{\n",
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       "}\n",
       "}]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"1j9mGJ\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "// Density plot\n",
    "val p2 = ggplot(data) {x=\"rating\"; color=\"cond\"} + ggsize(500, 250)\n",
    "p2 + geomDensity()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"c97i6I\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"mapping\":{\n",
       "\"x\":\"rating\",\n",
       "\"color\":\"cond\"\n",
       "},\n",
       "\"data\":{\n",
       "},\n",
       "\"ggsize\":{\n",
       "\"width\":500.0,\n",
       "\"height\":250.0\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[],\n",
       "\"layers\":[{\n",
       "\"mapping\":{\n",
       "\"fill\":\"cond\"\n",
       "},\n",
       "\"stat\":\"density\",\n",
       "\"alpha\":0.3,\n",
       "\"position\":\"identity\",\n",
       "\"geom\":\"density\",\n",
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       "}\n",
       "}]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"c97i6I\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "// Density plot with semi-transparent fill\n",
    "p2 + geomDensity(alpha=.3) {fill=\"cond\"} "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{cond=[A, B], rating=[-0.011843241476365302, 1.5547269440141214]}"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "// Find the mean of each group\n",
    "val means = (data[\"cond\"] as List<String> zip data[\"rating\"] as List<Double>)\n",
    "        .groupBy(keySelector = { it.first }, valueTransform = { it.second })\n",
    "        .mapValues { it.value.average() }\n",
    "val cdat = mapOf(\n",
    "    \"cond\" to means.keys,\n",
    "    \"rating\" to means.values\n",
    ")\n",
    "cdat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"dRRGQg\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"mapping\":{\n",
       "\"x\":\"rating\",\n",
       "\"color\":\"cond\"\n",
       "},\n",
       "\"data\":{\n",
       "},\n",
       "\"ggsize\":{\n",
       "\"width\":500.0,\n",
       "\"height\":250.0\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[],\n",
       "\"layers\":[{\n",
       "\"mapping\":{\n",
       "\"fill\":\"cond\"\n",
       "},\n",
       "\"stat\":\"bin\",\n",
       "\"bins\":10.0,\n",
       "\"size\":0.0,\n",
       "\"alpha\":0.3,\n",
       "\"position\":\"identity\",\n",
       "\"geom\":\"histogram\",\n",
       "\"data\":{\n",
       "\"..count..\":[1.0,8.0,40.0,79.0,53.0,15.0,4.0,0.0,0.0,0.0,0.0,3.0,8.0,25.0,56.0,47.0,39.0,14.0,7.0,1.0],\n",
       "\"rating\":[-3.1991095428876486,-2.2009746365655163,-1.202839730243384,-0.20470482392125167,0.7934300824008806,1.791564988723013,2.7896998950451453,3.7878348013672776,4.78596970768941,5.784104614011542,-3.1991095428876486,-2.2009746365655163,-1.202839730243384,-0.20470482392125167,0.7934300824008806,1.791564988723013,2.7896998950451453,3.7878348013672776,4.78596970768941,5.784104614011542],\n",
       "\"cond\":[\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\"]\n",
       "}\n",
       "},{\n",
       "\"mapping\":{\n",
       "\"xintercept\":\"rating\",\n",
       "\"color\":\"cond\"\n",
       "},\n",
       "\"stat\":\"identity\",\n",
       "\"data\":{\n",
       "\"rating\":[-0.011843241476365302,1.5547269440141214],\n",
       "\"cond\":[\"A\",\"B\"]\n",
       "},\n",
       "\"size\":1.0,\n",
       "\"linetype\":\"dashed\",\n",
       "\"position\":\"identity\",\n",
       "\"geom\":\"vline\"\n",
       "}]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"dRRGQg\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "// Overlaid histograms with means\n",
    "p2 + geomHistogram(alpha=.3, position=positionIdentity, size=0.0, bins=10) {fill=\"cond\"} +\n",
    "     geomVLine(data=cdat, linetype=\"dashed\", size=1.0) {xintercept=\"rating\"; color=\"cond\"}\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"fbN0Gk\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"mapping\":{\n",
       "\"x\":\"rating\",\n",
       "\"color\":\"cond\"\n",
       "},\n",
       "\"data\":{\n",
       "},\n",
       "\"ggsize\":{\n",
       "\"width\":500.0,\n",
       "\"height\":250.0\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[],\n",
       "\"layers\":[{\n",
       "\"mapping\":{\n",
       "\"color\":\"cond\"\n",
       "},\n",
       "\"stat\":\"bin\",\n",
       "\"bins\":10.0,\n",
       "\"position\":\"identity\",\n",
       "\"geom\":\"line\",\n",
       "\"data\":{\n",
       "\"..count..\":[1.0,8.0,40.0,79.0,53.0,15.0,4.0,0.0,0.0,0.0,0.0,3.0,8.0,25.0,56.0,47.0,39.0,14.0,7.0,1.0],\n",
       "\"rating\":[-3.1991095428876486,-2.2009746365655163,-1.202839730243384,-0.20470482392125167,0.7934300824008806,1.791564988723013,2.7896998950451453,3.7878348013672776,4.78596970768941,5.784104614011542,-3.1991095428876486,-2.2009746365655163,-1.202839730243384,-0.20470482392125167,0.7934300824008806,1.791564988723013,2.7896998950451453,3.7878348013672776,4.78596970768941,5.784104614011542],\n",
       "\"cond\":[\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\"]\n",
       "}\n",
       "},{\n",
       "\"mapping\":{\n",
       "\"xintercept\":\"rating\",\n",
       "\"color\":\"cond\"\n",
       "},\n",
       "\"stat\":\"identity\",\n",
       "\"data\":{\n",
       "\"rating\":[-0.011843241476365302,1.5547269440141214],\n",
       "\"cond\":[\"A\",\"B\"]\n",
       "},\n",
       "\"size\":1.0,\n",
       "\"linetype\":\"dashed\",\n",
       "\"position\":\"identity\",\n",
       "\"geom\":\"vline\"\n",
       "}]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"fbN0Gk\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "// Use frqpoly instead of histogram\n",
    "p2 + geomFreqpoly(bins=10) {color=\"cond\"} +\n",
    "     geomVLine(data=cdat, linetype=\"dashed\", size=1.0) {xintercept=\"rating\"; color=\"cond\"}\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"Cxryh2\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"mapping\":{\n",
       "\"x\":\"rating\",\n",
       "\"color\":\"cond\"\n",
       "},\n",
       "\"data\":{\n",
       "},\n",
       "\"ggsize\":{\n",
       "\"width\":500.0,\n",
       "\"height\":250.0\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[],\n",
       "\"layers\":[{\n",
       "\"mapping\":{\n",
       "},\n",
       "\"stat\":\"density\",\n",
       "\"position\":\"identity\",\n",
       "\"geom\":\"density\",\n",
       "\"data\":{\n",
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       "}\n",
       "},{\n",
       "\"mapping\":{\n",
       "\"xintercept\":\"rating\",\n",
       "\"color\":\"cond\"\n",
       "},\n",
       "\"stat\":\"identity\",\n",
       "\"data\":{\n",
       "\"rating\":[-0.011843241476365302,1.5547269440141214],\n",
       "\"cond\":[\"A\",\"B\"]\n",
       "},\n",
       "\"size\":1.0,\n",
       "\"linetype\":\"dashed\",\n",
       "\"position\":\"identity\",\n",
       "\"geom\":\"vline\"\n",
       "}]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"Cxryh2\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "// Density plots with means\n",
    "p2 + geomDensity() +\n",
    "     geomVLine(data=cdat, linetype=\"dashed\", size=1.0) {xintercept=\"rating\"; color=\"cond\"}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Using facets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"uLemsn\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"mapping\":{\n",
       "\"x\":\"rating\"\n",
       "},\n",
       "\"data\":{\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[],\n",
       "\"layers\":[{\n",
       "\"mapping\":{\n",
       "},\n",
       "\"stat\":\"bin\",\n",
       "\"color\":\"black\",\n",
       "\"position\":\"stack\",\n",
       "\"binwidth\":0.5,\n",
       "\"geom\":\"histogram\",\n",
       "\"fill\":\"white\",\n",
       "\"data\":{\n",
       "\"..count..\":[1.0,0.0,3.0,9.0,22.0,28.0,45.0,35.0,26.0,21.0,5.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.0,4.0,4.0,5.0,10.0,21.0,30.0,26.0,27.0,22.0,24.0,9.0,8.0,2.0,5.0,0.0,1.0],\n",
       "\"rating\":[-3.1852871412895105,-2.6852871412895105,-2.1852871412895105,-1.6852871412895105,-1.1852871412895105,-0.6852871412895105,-0.18528714128951052,0.3147128587104895,0.8147128587104895,1.3147128587104895,1.8147128587104895,2.3147128587104895,2.8147128587104895,3.3147128587104895,3.8147128587104895,4.3147128587104895,4.8147128587104895,5.3147128587104895,5.8147128587104895,-3.1852871412895105,-2.6852871412895105,-2.1852871412895105,-1.6852871412895105,-1.1852871412895105,-0.6852871412895105,-0.18528714128951052,0.3147128587104895,0.8147128587104895,1.3147128587104895,1.8147128587104895,2.3147128587104895,2.8147128587104895,3.3147128587104895,3.8147128587104895,4.3147128587104895,4.8147128587104895,5.3147128587104895,5.8147128587104895],\n",
       "\"cond\":[\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\"]\n",
       "}\n",
       "}],\n",
       "\"facet\":{\n",
       "\"name\":\"grid\",\n",
       "\"x\":\"cond\",\n",
       "\"x_order\":1.0,\n",
       "\"y_order\":1.0\n",
       "}\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"uLemsn\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(data) {x=\"rating\"} + \n",
    "    geomHistogram(binWidth=.5, color=\"black\", fill=\"white\") +\n",
    "    facetGrid(\"cond\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Box plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"zft5sx\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"mapping\":{\n",
       "\"x\":\"cond\",\n",
       "\"y\":\"rating\"\n",
       "},\n",
       "\"data\":{\n",
       "},\n",
       "\"ggsize\":{\n",
       "\"width\":300.0,\n",
       "\"height\":200.0\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[],\n",
       "\"layers\":[{\n",
       "\"mapping\":{\n",
       "},\n",
       "\"stat\":\"boxplot\",\n",
       "\"position\":\"dodge\",\n",
       "\"geom\":\"boxplot\",\n",
       "\"data\":{\n",
       "\"..middle..\":[NaN,NaN,-0.07086631157525378,NaN,1.4919182526259336],\n",
       "\"..upper..\":[NaN,NaN,0.6416537694070299,NaN,2.5394058236949233],\n",
       "\"..ymax..\":[NaN,NaN,2.5651261063320554,NaN,4.840753638069345],\n",
       "\"rating\":[2.758807051033883,-3.0852871412895104,NaN,5.670282212413405,NaN],\n",
       "\"..lower..\":[NaN,NaN,-0.6873048950020539,NaN,0.6568996124493531],\n",
       "\"..ymin..\":[NaN,NaN,-2.248662393224036,NaN,-2.114063574711831],\n",
       "\"cond\":[\"A\",\"A\",\"A\",\"B\",\"B\"]\n",
       "}\n",
       "}]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"zft5sx\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "// A basic box plot\n",
    "val p3 = ggplot(data) {x=\"cond\"; y=\"rating\"} + ggsize(300, 200)\n",
    "p3 + geomBoxplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"jzvB79\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"mapping\":{\n",
       "\"x\":\"cond\",\n",
       "\"y\":\"rating\"\n",
       "},\n",
       "\"data\":{\n",
       "},\n",
       "\"ggsize\":{\n",
       "\"width\":300.0,\n",
       "\"height\":200.0\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[],\n",
       "\"layers\":[{\n",
       "\"mapping\":{\n",
       "\"fill\":\"cond\"\n",
       "},\n",
       "\"stat\":\"boxplot\",\n",
       "\"position\":\"dodge\",\n",
       "\"geom\":\"boxplot\",\n",
       "\"data\":{\n",
       "\"..middle..\":[NaN,NaN,-0.07086631157525378,NaN,1.4919182526259336],\n",
       "\"..upper..\":[NaN,NaN,0.6416537694070299,NaN,2.5394058236949233],\n",
       "\"..ymax..\":[NaN,NaN,2.5651261063320554,NaN,4.840753638069345],\n",
       "\"..lower..\":[NaN,NaN,-0.6873048950020539,NaN,0.6568996124493531],\n",
       "\"rating\":[2.758807051033883,-3.0852871412895104,NaN,5.670282212413405,NaN],\n",
       "\"..ymin..\":[NaN,NaN,-2.248662393224036,NaN,-2.114063574711831],\n",
       "\"cond\":[\"A\",\"A\",\"A\",\"B\",\"B\"]\n",
       "}\n",
       "}]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"jzvB79\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "// A basic box with the conditions colored\n",
    "p3 + geomBoxplot {fill=\"cond\"}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"V19KMq\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"mapping\":{\n",
       "\"x\":\"cond\",\n",
       "\"y\":\"rating\"\n",
       "},\n",
       "\"data\":{\n",
       "},\n",
       "\"ggsize\":{\n",
       "\"width\":300.0,\n",
       "\"height\":200.0\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[],\n",
       "\"layers\":[{\n",
       "\"mapping\":{\n",
       "},\n",
       "\"stat\":\"boxplot\",\n",
       "\"outlier_color\":\"red\",\n",
       "\"outlier_size\":5.0,\n",
       "\"outlier_shape\":8.0,\n",
       "\"position\":\"dodge\",\n",
       "\"geom\":\"boxplot\",\n",
       "\"data\":{\n",
       "\"..middle..\":[NaN,NaN,-0.07086631157525378,NaN,1.4919182526259336],\n",
       "\"..upper..\":[NaN,NaN,0.6416537694070299,NaN,2.5394058236949233],\n",
       "\"..ymax..\":[NaN,NaN,2.5651261063320554,NaN,4.840753638069345],\n",
       "\"..lower..\":[NaN,NaN,-0.6873048950020539,NaN,0.6568996124493531],\n",
       "\"rating\":[2.758807051033883,-3.0852871412895104,NaN,5.670282212413405,NaN],\n",
       "\"..ymin..\":[NaN,NaN,-2.248662393224036,NaN,-2.114063574711831],\n",
       "\"cond\":[\"A\",\"A\",\"A\",\"B\",\"B\"]\n",
       "}\n",
       "}]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"V19KMq\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "// Style outliers\n",
    "p3 + geomBoxplot(outlierColor=\"red\", outlierShape=8, outlierSize=5)"
   ]
  }
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