{
 "cells": [
  {
   "outputs": [],
   "cell_type": "code",
   "source": [
    "using InMemoryDatasets, StatisticalGraphics, DLMReader"
   ],
   "metadata": {},
   "execution_count": 1
  },
  {
   "cell_type": "markdown",
   "source": [
    "`Violin` produces Violin plot"
   ],
   "metadata": {}
  },
  {
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "",
      "image/png": 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      ]
     },
     "metadata": {},
     "execution_count": 2
    }
   ],
   "cell_type": "code",
   "source": [
    "iris = filereader(joinpath(dirname(pathof(StatisticalGraphics)),\n",
    "                                 \"..\", \"docs\", \"assets\", \"iris.csv\"))\n",
    "sgplot(iris, Violin(x=1:4))"
   ],
   "metadata": {},
   "execution_count": 2
  },
  {
   "cell_type": "markdown",
   "source": [
    "Passing `side` allows to draw only half of the density curve"
   ],
   "metadata": {}
  },
  {
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "",
      "image/png": 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      ]
     },
     "metadata": {},
     "execution_count": 3
    }
   ],
   "cell_type": "code",
   "source": [
    "sgplot(iris, Violin(x=1:4, side=:top))"
   ],
   "metadata": {},
   "execution_count": 3
  },
  {
   "cell_type": "markdown",
   "source": [
    "`Violin` also support the `category` keyword argument"
   ],
   "metadata": {}
  },
  {
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "",
      "image/png": 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transform=\"translate(570,0)\" x2=\"0\" y2=\"5\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/><line transform=\"translate(600,0)\" x2=\"0\" y2=\"5\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/></g><g class=\"mark-text role-axis-label\" pointer-events=\"none\"><text text-anchor=\"middle\" transform=\"translate(0,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">−1.0</text><text text-anchor=\"middle\" transform=\"translate(30,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">−0.5</text><text text-anchor=\"middle\" transform=\"translate(60,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">0.0</text><text text-anchor=\"middle\" transform=\"translate(90,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" 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     "metadata": {},
     "execution_count": 4
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   "source": [
    "sgplot(iris, Violin(x=1:4, category=5))"
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   "source": [
    "---\n",
    "\n",
    "*This notebook was generated using [Literate.jl](https://github.com/fredrikekre/Literate.jl).*"
   ],
   "metadata": {}
  }
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