{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Balkendiagramm mit ggplot2\n",
    "\n",
    "Balkendiagramme sind sehr nützlich, um Erscheinungen anzuzeigen und die erste Wahl nicht auf das Histogramm fällt. In ggplot2 gibt es zwei Arten von Balkendiagrammen, die dadurch bestimmt werden, was durch die Balkenhöhe dargestellt wird. Per Standard nutzt geom_bar `stat=\"count\"` wordurch die Höhe proportional zu Anzahl der Erscheinungen für jede Variable festgelegt wird. Um einzelne Werte aus den Daten mit den Balken darzustellen können wir `stat=\"identity\"` verwenden.\n",
    "\n",
    "Es gibt keine wirklich einfache Methode, um dies mit qplot zu lösen weshalb wir direkt mit ggplot einsteigen.\n",
    "\n",
    "Schauen wir uns dazu den eingebauten Datensatz mpg (Verbrauch) an.\n",
    "\n",
    "## ggplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "library(ggplot2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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QIECBAgQKBNgTG/xC7OFJ155pnp1FNP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      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Anzahl (oder Summe der weights)\n",
    "g <- ggplot(mpg, aes(class))\n",
    "# Anzahl der Autos in jeder Klasse:\n",
    "g + geom_bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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gJScWphJAQIECBAgAABAgQI5CwgIOVcAN0TIECAAAECBAgQIFAcAQGpOLUwEgIE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\n",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Balkendiagramme werden automatisch gestapelt, wenn mehrere Balken\n",
    "# bei der selben Position plaziert werden\n",
    "g + geom_bar(aes(fill = drv))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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1/5yvC+970vfO973wvz5s3r2n769Onh+9//ftfr+OSZZ54Jjz32WNOy8i9mld/U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\nSUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g + geom_bar(aes(fill = drv), position = \"fill\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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KS066f3BAgQIECAAAECBAjkKCAg5Yip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\nkgXjHwAAAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Wir können die Balken alternativ schmälern\n",
    "g + geom_bar(aes(fill = drv), position = \"dodge\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Soviel zu den Grundlagen der Balkendiagramme!"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}