{
 "cells": [
  {
   "outputs": [],
   "cell_type": "code",
   "source": [
    "using InMemoryDatasets, DLMReader, StatisticalGraphics"
   ],
   "metadata": {},
   "execution_count": 1
  },
  {
   "cell_type": "markdown",
   "source": [
    "`Density` can be used to fit a normal pdf or a kernel density to data. By default it used normal density."
   ],
   "metadata": {}
  },
  {
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "",
      "image/png": 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      ]
     },
     "metadata": {},
     "execution_count": 2
    }
   ],
   "cell_type": "code",
   "source": [
    "ds = Dataset(x=rand(100))\n",
    "\n",
    "sgplot(ds, Density(x=:x))"
   ],
   "metadata": {},
   "execution_count": 2
  },
  {
   "cell_type": "markdown",
   "source": [
    "Passing `type=:kernel` allows fitting a kernel Distributions"
   ],
   "metadata": {}
  },
  {
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "",
      "image/png": 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      ]
     },
     "metadata": {},
     "execution_count": 3
    }
   ],
   "cell_type": "code",
   "source": [
    "sgplot(ds, Density(x=:x, type=:kernel))"
   ],
   "metadata": {},
   "execution_count": 3
  },
  {
   "cell_type": "markdown",
   "source": [
    "`Density` like other plots allow `group`"
   ],
   "metadata": {}
  },
  {
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "",
      "image/png": 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pointer-events=\"none\"><text text-anchor=\"end\" transform=\"translate(-7,403)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">0.0</text><text text-anchor=\"end\" transform=\"translate(-7,366.6363636363636)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">0.1</text><text text-anchor=\"end\" transform=\"translate(-7,330.27272727272725)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">0.2</text><text text-anchor=\"end\" transform=\"translate(-7,293.90909090909093)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">0.3</text><text text-anchor=\"end\" transform=\"translate(-7,257.5454545454545)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" 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role-legend-symbol\" pointer-events=\"none\"><path transform=\"translate(6,6)\" d=\"M-5,-5h10v10h-10Z\" fill=\"#4c78a8\" stroke-width=\"1.5\" opacity=\"1\"/></g><g class=\"mark-text role-legend-label\" pointer-events=\"none\"><text text-anchor=\"start\" transform=\"translate(16,9)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"#000\" opacity=\"1\">Iris-setosa</text></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" pointer-events=\"none\" display=\"none\"/></g><g transform=\"translate(0,12)\"><path class=\"background\" aria-hidden=\"true\" d=\"M0,0h83.1826171875v11h-83.1826171875Z\" pointer-events=\"none\" opacity=\"1\"/><g><g class=\"mark-symbol role-legend-symbol\" pointer-events=\"none\"><path transform=\"translate(6,6)\" d=\"M-5,-5h10v10h-10Z\" fill=\"#f58518\" stroke-width=\"1.5\" opacity=\"1\"/></g><g class=\"mark-text role-legend-label\" pointer-events=\"none\"><text text-anchor=\"start\" transform=\"translate(16,9)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"#000\" opacity=\"1\">Iris-versicolor</text></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" pointer-events=\"none\" display=\"none\"/></g><g transform=\"translate(0,24)\"><path class=\"background\" aria-hidden=\"true\" d=\"M0,0h83.1826171875v11h-83.1826171875Z\" pointer-events=\"none\" opacity=\"1\"/><g><g class=\"mark-symbol role-legend-symbol\" pointer-events=\"none\"><path transform=\"translate(6,6)\" d=\"M-5,-5h10v10h-10Z\" fill=\"#e45756\" stroke-width=\"1.5\" opacity=\"1\"/></g><g class=\"mark-text role-legend-label\" pointer-events=\"none\"><text text-anchor=\"start\" transform=\"translate(16,9)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"#000\" opacity=\"1\">Iris-virginica</text></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" pointer-events=\"none\" display=\"none\"/></g></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" pointer-events=\"none\" display=\"none\"/></g></g><g class=\"mark-text role-legend-title\" pointer-events=\"none\"><text text-anchor=\"start\" transform=\"translate(0,9)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"#000\" opacity=\"1\">Species</text></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" pointer-events=\"none\" display=\"none\"/></g></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" display=\"none\"/></g></g></g><defs><clipPath id=\"clip1\"><rect x=\"0\" y=\"0\" width=\"600\" height=\"400\"/></clipPath></defs></svg>"
      ]
     },
     "metadata": {},
     "execution_count": 4
    }
   ],
   "cell_type": "code",
   "source": [
    "iris = filereader(joinpath(dirname(pathof(StatisticalGraphics)),\n",
    "                                 \"..\", \"docs\", \"assets\", \"iris.csv\"))\n",
    "\n",
    "sgplot(iris,\n",
    "        Density(x=:SepalLength, type=:kernel, group=:Species)\n",
    ")"
   ],
   "metadata": {},
   "execution_count": 4
  },
  {
   "cell_type": "markdown",
   "source": [
    "Users allow to combine `Density` and `Histogram`"
   ],
   "metadata": {}
  },
  {
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "",
      "image/png": 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      ]
     },
     "metadata": {},
     "execution_count": 5
    }
   ],
   "cell_type": "code",
   "source": [
    "ds = Dataset(x=randn(100));\n",
    "sgplot(\n",
    "        ds,\n",
    "        [\n",
    "          Histogram(x=:x, color=:steelblue, outlinethickness=0.5, space=0.5),\n",
    "          Density(x=:x, type=:kernel, color=:red, fillopacity=0.3),\n",
    "          Density(x=:x, color=:green, fillopacity=0.3)\n",
    "        ],\n",
    "        xaxis = Axis(offset=10, domain=false),\n",
    "        yaxis = Axis(offset=10, domain=false, grid=true)\n",
    "      )"
   ],
   "metadata": {},
   "execution_count": 5
  },
  {
   "cell_type": "markdown",
   "source": [
    "---\n",
    "\n",
    "*This notebook was generated using [Literate.jl](https://github.com/fredrikekre/Literate.jl).*"
   ],
   "metadata": {}
  }
 ],
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