{
 "cells": [
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   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-26T11:44:07.148300Z",
     "iopub.status.busy": "2024-04-26T11:44:07.148300Z",
     "iopub.status.idle": "2024-04-26T11:44:08.125477Z",
     "shell.execute_reply": "2024-04-26T11:44:08.125477Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "            <div id=\"CdElyK\"></div>\n",
       "            <script type=\"text/javascript\" data-lets-plot-script=\"library\">\n",
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       "                    window.letsPlotCallQueue = [];\n",
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       "                };\n",
       "                (function() {\n",
       "                    var script = document.createElement(\"script\");\n",
       "                    script.type = \"text/javascript\";\n",
       "                    script.src = \"https://cdn.jsdelivr.net/gh/JetBrains/lets-plot@v4.3.2/js-package/distr/lets-plot.min.js\";\n",
       "                    script.onload = function() {\n",
       "                        window.letsPlotCall = function(f) {f();};\n",
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       "                        window.letsPlotCallQueue = [];\n",
       "                        \n",
       "                    };\n",
       "                    script.onerror = function(event) {\n",
       "                        window.letsPlotCall = function(f) {};    // noop\n",
       "                        window.letsPlotCallQueue = [];\n",
       "                        var div = document.createElement(\"div\");\n",
       "                        div.style.color = 'darkred';\n",
       "                        div.textContent = 'Error loading Lets-Plot JS';\n",
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       "                    };\n",
       "                    var e = document.getElementById(\"CdElyK\");\n",
       "                    e.appendChild(script);\n",
       "                })()\n",
       "            </script>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pandas import DataFrame\n",
    "import numpy as np\n",
    "from lets_plot import *\n",
    "\n",
    "LetsPlot.setup_html()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-26T11:44:08.158737Z",
     "iopub.status.busy": "2024-04-26T11:44:08.158737Z",
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     "shell.execute_reply": "2024-04-26T11:44:08.173220Z"
    }
   },
   "outputs": [],
   "source": [
    "# This example was found at: www.cookbook-r.com/Graphs/Plotting_distributions_(ggplot2)\n",
    "np.random.seed(123)\n",
    "data = DataFrame(dict(\n",
    "    cond=np.repeat(['A','B'], 200),\n",
    "    rating=np.concatenate((np.random.normal(0, 1, 200), np.random.normal(.8, 1, 200)))\n",
    "))"
   ]
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    "execution": {
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     "shell.execute_reply": "2024-04-26T11:44:08.299776Z"
    }
   },
   "outputs": [
    {
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       "       (function() {\n",
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       "\"data\":{\n",
       "},\n",
       "\"mapping\":{\n",
       "\"x\":\"rating\"\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"ggsize\":{\n",
       "\"width\":500.0,\n",
       "\"height\":250.0\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[],\n",
       "\"layers\":[{\n",
       "\"geom\":\"histogram\",\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"binwidth\":0.5,\n",
       "\"data\":{\n",
       "\"..count..\":[1.0,1.0,3.0,8.0,22.0,37.0,67.0,73.0,68.0,53.0,41.0,17.0,7.0,1.0,1.0,0.0],\n",
       "\"rating\":[-3.3310550079193124,-2.8310550079193124,-2.3310550079193124,-1.8310550079193124,-1.3310550079193124,-0.8310550079193124,-0.3310550079193124,0.16894499208068758,0.6689449920806876,1.1689449920806876,1.6689449920806876,2.1689449920806876,2.6689449920806876,3.1689449920806876,3.6689449920806876,4.168944992080688]\n",
       "}\n",
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       "\"metainfo_list\":[]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"8jKJKj\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
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       "       })();\n",
       "   </script>"
      ],
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       "<lets_plot.plot.core.PlotSpec at 0x23120e76b30>"
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     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Basic histogram of \"rating\"\n",
    "p = ggplot(data, aes(x='rating')) + ggsize(500, 250)\n",
    "p + geom_histogram(binwidth=.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-26T11:44:08.300809Z",
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     "iopub.status.idle": "2024-04-26T11:44:08.363546Z",
     "shell.execute_reply": "2024-04-26T11:44:08.363546Z"
    }
   },
   "outputs": [
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       "}\n",
       "}],\n",
       "\"metainfo_list\":[]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"utxX8Y\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();\n",
       "   </script>"
      ],
      "text/plain": [
       "<lets_plot.plot.core.PlotSpec at 0x231212cebf0>"
      ]
     },
     "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",
    "(p \n",
    " + geom_histogram(aes(y='..density..'), binwidth=.5, colour=\"black\", fill=\"white\") \n",
    " + geom_density(alpha=.2, color=\"#de2d26\", fill=\"#ff6666\")\n",
    ") "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-26T11:44:08.363546Z",
     "iopub.status.busy": "2024-04-26T11:44:08.363546Z",
     "iopub.status.idle": "2024-04-26T11:44:08.379183Z",
     "shell.execute_reply": "2024-04-26T11:44:08.379183Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"mP6Fu5\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"data\":{\n",
       "},\n",
       "\"mapping\":{\n",
       "\"x\":\"rating\"\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"ggsize\":{\n",
       "\"width\":500.0,\n",
       "\"height\":250.0\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[],\n",
       "\"layers\":[{\n",
       "\"geom\":\"histogram\",\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"binwidth\":0.5,\n",
       "\"colour\":\"black\",\n",
       "\"fill\":\"white\",\n",
       "\"data\":{\n",
       "\"..count..\":[1.0,1.0,3.0,8.0,22.0,37.0,67.0,73.0,68.0,53.0,41.0,17.0,7.0,1.0,1.0,0.0],\n",
       "\"rating\":[-3.3310550079193124,-2.8310550079193124,-2.3310550079193124,-1.8310550079193124,-1.3310550079193124,-0.8310550079193124,-0.3310550079193124,0.16894499208068758,0.6689449920806876,1.1689449920806876,1.6689449920806876,2.1689449920806876,2.6689449920806876,3.1689449920806876,3.6689449920806876,4.168944992080688]\n",
       "}\n",
       "},{\n",
       "\"geom\":\"vline\",\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"xintercept\":0.3447125273333338,\n",
       "\"color\":\"red\",\n",
       "\"linetype\":\"dashed\",\n",
       "\"size\":1.0,\n",
       "\"data\":{\n",
       "}\n",
       "}],\n",
       "\"metainfo_list\":[]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"mP6Fu5\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();\n",
       "   </script>"
      ],
      "text/plain": [
       "<lets_plot.plot.core.PlotSpec at 0x231212ce5c0>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(p \n",
    " + geom_histogram(binwidth=.5, colour=\"black\", fill=\"white\") \\\n",
    " + geom_vline(\n",
    "     xintercept=np.mean(data['rating']), \n",
    "     color=\"red\", linetype=\"dashed\", size=1)\n",
    ") "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Histogram and density plots with multiple groups"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-26T11:44:08.379183Z",
     "iopub.status.busy": "2024-04-26T11:44:08.379183Z",
     "iopub.status.idle": "2024-04-26T11:44:08.394804Z",
     "shell.execute_reply": "2024-04-26T11:44:08.394804Z"
    }
   },
   "outputs": [
    {
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       "\"cond\":[\"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\"]\n",
       "}\n",
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       "\"metainfo_list\":[]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"7c2UJv\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();\n",
       "   </script>"
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      "text/plain": [
       "<lets_plot.plot.core.PlotSpec at 0x231212cfb20>"
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     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "p1 = ggplot(data, aes(x='rating', fill='cond')) + ggsize(500, 250)\n",
    "\n",
    "# Default histogram (stacked)\n",
    "p1 + geom_histogram(binwidth=.5)"
   ]
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  {
   "cell_type": "code",
   "execution_count": 7,
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     "shell.execute_reply": "2024-04-26T11:44:08.410531Z"
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       "\"cond\":[\"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\"]\n",
       "}\n",
       "}],\n",
       "\"metainfo_list\":[]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"UQZloZ\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
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       "       })();\n",
       "   </script>"
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       "<lets_plot.plot.core.PlotSpec at 0x231212cf2e0>"
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     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Overlaid histograms\n",
    "p1 + geom_histogram(binwidth=.5, alpha=.7, position=\"identity\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "execution": {
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     "shell.execute_reply": "2024-04-26T11:44:08.426754Z"
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       "}\n",
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       "\"metainfo_list\":[]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"ke4atb\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
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       "       })();\n",
       "   </script>"
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     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Interleaved histograms\n",
    "p1 + geom_histogram(binwidth=.5, position=\"dodge\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
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       "}\n",
       "}],\n",
       "\"metainfo_list\":[]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"3MkEcj\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();\n",
       "   </script>"
      ],
      "text/plain": [
       "<lets_plot.plot.core.PlotSpec at 0x23121318610>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Density plot\n",
    "p2 = ggplot(data, aes(x='rating', color='cond')) + ggsize(500, 250)\n",
    "p2 + geom_density()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-26T11:44:08.505369Z",
     "iopub.status.busy": "2024-04-26T11:44:08.505369Z",
     "iopub.status.idle": "2024-04-26T11:44:08.599778Z",
     "shell.execute_reply": "2024-04-26T11:44:08.599778Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"XteuSH\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"data\":{\n",
       "},\n",
       "\"mapping\":{\n",
       "\"x\":\"rating\",\n",
       "\"color\":\"cond\"\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"ggsize\":{\n",
       "\"width\":500.0,\n",
       "\"height\":250.0\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[],\n",
       "\"layers\":[{\n",
       "\"geom\":\"density\",\n",
       "\"mapping\":{\n",
       "\"fill\":\"cond\"\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"alpha\":0.7,\n",
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       "}\n",
       "}],\n",
       "\"metainfo_list\":[]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"XteuSH\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();\n",
       "   </script>"
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      "text/plain": [
       "<lets_plot.plot.core.PlotSpec at 0x23121318520>"
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     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Density plot with semi-transparent fill\n",
    "p2 + geom_density(aes(fill='cond'), alpha=.7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-26T11:44:08.599778Z",
     "iopub.status.busy": "2024-04-26T11:44:08.599778Z",
     "iopub.status.idle": "2024-04-26T11:44:08.647011Z",
     "shell.execute_reply": "2024-04-26T11:44:08.647011Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cond</th>\n",
       "      <th>rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>A</td>\n",
       "      <td>0.003787</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>B</td>\n",
       "      <td>0.685638</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
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      "text/plain": [
       "  cond    rating\n",
       "0    A  0.003787\n",
       "1    B  0.685638"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Find the mean of each group\n",
    "cdat = data.groupby(['cond'], as_index=False).mean()\n",
    "cdat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-26T11:44:08.647011Z",
     "iopub.status.busy": "2024-04-26T11:44:08.647011Z",
     "iopub.status.idle": "2024-04-26T11:44:08.678486Z",
     "shell.execute_reply": "2024-04-26T11:44:08.678486Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "   <div id=\"AMhqLj\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
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       "\"data\":{\n",
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       "\"cond\":[\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"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\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\"]\n",
       "}\n",
       "},{\n",
       "\"geom\":\"vline\",\n",
       "\"data\":{\n",
       "\"cond\":[\"A\",\"B\"],\n",
       "\"rating\":[0.0037867557901067606,0.6856382988765608]\n",
       "},\n",
       "\"mapping\":{\n",
       "\"xintercept\":\"rating\",\n",
       "\"color\":\"cond\"\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"linetype\":\"dashed\",\n",
       "\"size\":1.0\n",
       "}],\n",
       "\"metainfo_list\":[]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"AMhqLj\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();\n",
       "   </script>"
      ],
      "text/plain": [
       "<lets_plot.plot.core.PlotSpec at 0x2312131a320>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Overlaid histograms with means\n",
    "(p2 \n",
    " + geom_histogram(aes(fill='cond'), alpha=.5, position=\"identity\", size=0)\n",
    " + geom_vline(data=cdat, \n",
    "              mapping=aes(xintercept='rating',  color='cond'), \n",
    "              linetype=\"dashed\", size=1)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
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     "shell.execute_reply": "2024-04-26T11:44:08.709920Z"
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       "\"color\":\"cond\"\n",
       "},\n",
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       "},\n",
       "\"linetype\":\"dashed\",\n",
       "\"size\":1.0\n",
       "}],\n",
       "\"metainfo_list\":[]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"f3hjEx\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
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       "       })();\n",
       "   </script>"
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       "<lets_plot.plot.core.PlotSpec at 0x2312131b1f0>"
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     "execution_count": 13,
     "metadata": {},
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   ],
   "source": [
    "# Use frqpoly instead of histogram\n",
    "(p2 \n",
    " + geom_freqpoly(aes(fill='cond'))\n",
    " + geom_vline(data=cdat, \n",
    "              mapping=aes(xintercept='rating',  color='cond'), \n",
    "              linetype=\"dashed\", size=1)\n",
    ")"
   ]
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  {
   "cell_type": "code",
   "execution_count": 14,
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     "shell.execute_reply": "2024-04-26T11:44:08.788985Z"
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"\"cond\":[\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"A\",\"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\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B\",\"B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       "}\n",
       "},{\n",
       "\"geom\":\"vline\",\n",
       "\"data\":{\n",
       "\"cond\":[\"A\",\"B\"],\n",
       "\"rating\":[0.0037867557901067606,0.6856382988765608]\n",
       "},\n",
       "\"mapping\":{\n",
       "\"xintercept\":\"rating\",\n",
       "\"color\":\"cond\"\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"linetype\":\"dashed\",\n",
       "\"size\":1.0\n",
       "}],\n",
       "\"metainfo_list\":[]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"KSz8KD\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();\n",
       "   </script>"
      ],
      "text/plain": [
       "<lets_plot.plot.core.PlotSpec at 0x2312131ab90>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Density plots with means\n",
    "(p2 \n",
    " + geom_density()\n",
    " + geom_vline(data=cdat, \n",
    "              mapping=aes(xintercept='rating', color='cond'), \n",
    "              linetype=\"dashed\", size=1)\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Using facets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-26T11:44:08.788985Z",
     "iopub.status.busy": "2024-04-26T11:44:08.788985Z",
     "iopub.status.idle": "2024-04-26T11:44:08.804611Z",
     "shell.execute_reply": "2024-04-26T11:44:08.804611Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"7kI8pF\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"data\":{\n",
       "},\n",
       "\"mapping\":{\n",
       "\"x\":\"rating\"\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"facet\":{\n",
       "\"name\":\"grid\",\n",
       "\"x\":\"cond\",\n",
       "\"x_order\":1.0,\n",
       "\"y_order\":1.0\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[],\n",
       "\"layers\":[{\n",
       "\"geom\":\"histogram\",\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data_meta\":{\n",
       "\"series_annotations\":[]\n",
       "},\n",
       "\"binwidth\":0.5,\n",
       "\"colour\":\"black\",\n",
       "\"fill\":\"white\",\n",
       "\"data\":{\n",
       "\"..count..\":[1.0,1.0,3.0,8.0,17.0,26.0,39.0,41.0,23.0,20.0,14.0,6.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,5.0,11.0,28.0,32.0,45.0,33.0,27.0,11.0,6.0,1.0,1.0,0.0],\n",
       "\"rating\":[-3.3310550079193124,-2.8310550079193124,-2.3310550079193124,-1.8310550079193124,-1.3310550079193124,-0.8310550079193124,-0.3310550079193124,0.16894499208068758,0.6689449920806876,1.1689449920806876,1.6689449920806876,2.1689449920806876,2.6689449920806876,3.1689449920806876,3.6689449920806876,4.168944992080688,-3.3310550079193124,-2.8310550079193124,-2.3310550079193124,-1.8310550079193124,-1.3310550079193124,-0.8310550079193124,-0.3310550079193124,0.16894499208068758,0.6689449920806876,1.1689449920806876,1.6689449920806876,2.1689449920806876,2.6689449920806876,3.1689449920806876,3.6689449920806876,4.168944992080688],\n",
       "\"cond\":[\"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\"]\n",
       "}\n",
       "}],\n",
       "\"metainfo_list\":[]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"7kI8pF\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();\n",
       "   </script>"
      ],
      "text/plain": [
       "<lets_plot.plot.core.PlotSpec at 0x2312131bc10>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(ggplot(data, aes(x='rating')) \n",
    " + geom_histogram(binwidth=.5, colour=\"black\", fill=\"white\")\n",
    " + facet_grid('cond')\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-26T11:44:08.804611Z",
     "iopub.status.busy": "2024-04-26T11:44:08.804611Z",
     "iopub.status.idle": "2024-04-26T11:44:08.820188Z",
     "shell.execute_reply": "2024-04-26T11:44:08.820188Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"p32eUj\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"data\":{\n",
       "},\n",
       "\"mapping\":{\n",
       "\"x\":\"rating\"\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"facet\":{\n",
       "\"name\":\"grid\",\n",
       "\"y\":\"cond\",\n",
       "\"x_order\":1.0,\n",
       "\"y_order\":1.0\n",
       "},\n",
       "\"ggsize\":{\n",
       "\"width\":500.0,\n",
       "\"height\":250.0\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[],\n",
       "\"layers\":[{\n",
       "\"geom\":\"histogram\",\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data_meta\":{\n",
       "\"series_annotations\":[]\n",
       "},\n",
       "\"binwidth\":0.5,\n",
       "\"colour\":\"black\",\n",
       "\"fill\":\"white\",\n",
       "\"data\":{\n",
       "\"..count..\":[1.0,1.0,3.0,8.0,17.0,26.0,39.0,41.0,23.0,20.0,14.0,6.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,5.0,11.0,28.0,32.0,45.0,33.0,27.0,11.0,6.0,1.0,1.0,0.0],\n",
       "\"rating\":[-3.3310550079193124,-2.8310550079193124,-2.3310550079193124,-1.8310550079193124,-1.3310550079193124,-0.8310550079193124,-0.3310550079193124,0.16894499208068758,0.6689449920806876,1.1689449920806876,1.6689449920806876,2.1689449920806876,2.6689449920806876,3.1689449920806876,3.6689449920806876,4.168944992080688,-3.3310550079193124,-2.8310550079193124,-2.3310550079193124,-1.8310550079193124,-1.3310550079193124,-0.8310550079193124,-0.3310550079193124,0.16894499208068758,0.6689449920806876,1.1689449920806876,1.6689449920806876,2.1689449920806876,2.6689449920806876,3.1689449920806876,3.6689449920806876,4.168944992080688],\n",
       "\"cond\":[\"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\"]\n",
       "}\n",
       "},{\n",
       "\"geom\":\"vline\",\n",
       "\"data\":{\n",
       "\"cond\":[\"A\",\"B\"],\n",
       "\"rating\":[0.0037867557901067606,0.6856382988765608]\n",
       "},\n",
       "\"mapping\":{\n",
       "\"xintercept\":\"rating\"\n",
       "},\n",
       "\"data_meta\":{\n",
       "\"series_annotations\":[]\n",
       "},\n",
       "\"linetype\":\"dashed\",\n",
       "\"size\":1.0,\n",
       "\"colour\":\"red\"\n",
       "}],\n",
       "\"metainfo_list\":[]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"p32eUj\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();\n",
       "   </script>"
      ],
      "text/plain": [
       "<lets_plot.plot.core.PlotSpec at 0x23121359270>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# With mean lines, using 'cdat' computed earlier.\n",
    "(ggplot(data, aes(x='rating')) \n",
    " + geom_histogram(binwidth=.5, colour=\"black\", fill=\"white\")\n",
    " + geom_vline(data=cdat, \n",
    "              mapping=aes(xintercept='rating'), \n",
    "              linetype=\"dashed\", size=1, colour=\"red\")\n",
    " + facet_grid(None, 'cond') \n",
    " + ggsize(500, 250)\n",
    ") \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Box plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "execution": {
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     "execution_count": 17,
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   ],
   "source": [
    "# A basic box plot\n",
    "p3 = ggplot(data, aes(x='cond', y='rating')) + ggsize(300, 200)\n",
    "p3 + geom_boxplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
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       "\"mapping\":{\n",
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       "\"data\":{\n",
       "\"..middle..\":[0.011580957065717804,0.6553115546827485],\n",
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       "\"..ymax..\":[2.5983039272693147,3.0007020992171283],\n",
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       "\"data\":{\n",
       "\"..middle..\":[0.011580957065717804,0.6553115546827485],\n",
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       "};\n",
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       "<lets_plot.plot.core.PlotSpec at 0x23120e772b0>"
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     },
     "execution_count": 18,
     "metadata": {},
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    }
   ],
   "source": [
    "# A basic box with the conditions colored\n",
    "p3 + geom_boxplot(aes(fill='cond'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-26T11:44:08.852310Z",
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   "outputs": [
    {
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       "\"kind\":\"plot\",\n",
       "\"scales\":[],\n",
       "\"layers\":[{\n",
       "\"geom\":\"boxplot\",\n",
       "\"mapping\":{\n",
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       "\"data_meta\":{\n",
       "},\n",
       "\"data\":{\n",
       "\"..middle..\":[0.011580957065717804,0.6553115546827485],\n",
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       "};\n",
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     "execution_count": 19,
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   ],
   "source": [
    "# Style outliers\n",
    "p3 + geom_boxplot(outlier_color='red', outlier_shape=8, outlier_size=1.5)"
   ]
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