{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Päivitetty 2025-11-30 / Aki Taanila\n"
     ]
    }
   ],
   "source": [
    "from datetime import datetime\n",
    "print(f'Päivitetty {datetime.now().date()} / Aki Taanila')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 7/7 Kaavioiden oletusparametrit ja niiden vaihtaminen\n",
    "\n",
    "Matplotlib-grafiikassa lukuisilla parametreilla on oletusarvot, joita voit muuttaa. Jos esimerkiksi haluat käyttää kaavioissa tiettyä fonttia, niin ei kannata vaihtaa fonttia jokaiselle kaaviolle erikseen. Oletusparametrit ja niiden arvot voit listata **rcParams**-komennolla.\n",
    "\n",
    "### Tuonit ja alkuvalmistelut"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RcParams({'_internal.classic_mode': False,\n",
       "          'agg.path.chunksize': 0,\n",
       "          'animation.bitrate': -1,\n",
       "          'animation.codec': 'h264',\n",
       "          'animation.convert_args': ['-layers', 'OptimizePlus'],\n",
       "          'animation.convert_path': 'convert',\n",
       "          'animation.embed_limit': 20.0,\n",
       "          'animation.ffmpeg_args': [],\n",
       "          'animation.ffmpeg_path': 'ffmpeg',\n",
       "          'animation.frame_format': 'png',\n",
       "          'animation.html': 'none',\n",
       "          'animation.writer': 'ffmpeg',\n",
       "          'axes.autolimit_mode': 'data',\n",
       "          'axes.axisbelow': 'line',\n",
       "          'axes.edgecolor': 'black',\n",
       "          'axes.facecolor': 'white',\n",
       "          'axes.formatter.limits': [-5, 6],\n",
       "          'axes.formatter.min_exponent': 0,\n",
       "          'axes.formatter.offset_threshold': 4,\n",
       "          'axes.formatter.use_locale': False,\n",
       "          'axes.formatter.use_mathtext': False,\n",
       "          'axes.formatter.useoffset': True,\n",
       "          'axes.grid': False,\n",
       "          'axes.grid.axis': 'both',\n",
       "          'axes.grid.which': 'major',\n",
       "          'axes.labelcolor': 'black',\n",
       "          'axes.labelpad': 4.0,\n",
       "          'axes.labelsize': 'medium',\n",
       "          'axes.labelweight': 'normal',\n",
       "          'axes.linewidth': 0.8,\n",
       "          'axes.prop_cycle': cycler('color', ['#1f77b4', '#ff7f0e', '#2ca02c', '#d62728', '#9467bd', '#8c564b', '#e377c2', '#7f7f7f', '#bcbd22', '#17becf']),\n",
       "          'axes.spines.bottom': True,\n",
       "          'axes.spines.left': True,\n",
       "          'axes.spines.right': True,\n",
       "          'axes.spines.top': True,\n",
       "          'axes.titlecolor': 'auto',\n",
       "          'axes.titlelocation': 'center',\n",
       "          'axes.titlepad': 6.0,\n",
       "          'axes.titlesize': 'large',\n",
       "          'axes.titleweight': 'normal',\n",
       "          'axes.titley': None,\n",
       "          'axes.unicode_minus': True,\n",
       "          'axes.xmargin': 0.05,\n",
       "          'axes.ymargin': 0.05,\n",
       "          'axes.zmargin': 0.05,\n",
       "          'axes3d.automargin': False,\n",
       "          'axes3d.grid': True,\n",
       "          'axes3d.mouserotationstyle': 'arcball',\n",
       "          'axes3d.trackballborder': 0.2,\n",
       "          'axes3d.trackballsize': 0.667,\n",
       "          'axes3d.xaxis.panecolor': (0.95, 0.95, 0.95, 0.5),\n",
       "          'axes3d.yaxis.panecolor': (0.9, 0.9, 0.9, 0.5),\n",
       "          'axes3d.zaxis.panecolor': (0.925, 0.925, 0.925, 0.5),\n",
       "          'backend': 'module://matplotlib_inline.backend_inline',\n",
       "          'backend_fallback': True,\n",
       "          'boxplot.bootstrap': None,\n",
       "          'boxplot.boxprops.color': 'black',\n",
       "          'boxplot.boxprops.linestyle': '-',\n",
       "          'boxplot.boxprops.linewidth': 1.0,\n",
       "          'boxplot.capprops.color': 'black',\n",
       "          'boxplot.capprops.linestyle': '-',\n",
       "          'boxplot.capprops.linewidth': 1.0,\n",
       "          'boxplot.flierprops.color': 'black',\n",
       "          'boxplot.flierprops.linestyle': 'none',\n",
       "          'boxplot.flierprops.linewidth': 1.0,\n",
       "          'boxplot.flierprops.marker': 'o',\n",
       "          'boxplot.flierprops.markeredgecolor': 'black',\n",
       "          'boxplot.flierprops.markeredgewidth': 1.0,\n",
       "          'boxplot.flierprops.markerfacecolor': 'none',\n",
       "          'boxplot.flierprops.markersize': 6.0,\n",
       "          'boxplot.meanline': False,\n",
       "          'boxplot.meanprops.color': 'C2',\n",
       "          'boxplot.meanprops.linestyle': '--',\n",
       "          'boxplot.meanprops.linewidth': 1.0,\n",
       "          'boxplot.meanprops.marker': '^',\n",
       "          'boxplot.meanprops.markeredgecolor': 'C2',\n",
       "          'boxplot.meanprops.markerfacecolor': 'C2',\n",
       "          'boxplot.meanprops.markersize': 6.0,\n",
       "          'boxplot.medianprops.color': 'C1',\n",
       "          'boxplot.medianprops.linestyle': '-',\n",
       "          'boxplot.medianprops.linewidth': 1.0,\n",
       "          'boxplot.notch': False,\n",
       "          'boxplot.patchartist': False,\n",
       "          'boxplot.showbox': True,\n",
       "          'boxplot.showcaps': True,\n",
       "          'boxplot.showfliers': True,\n",
       "          'boxplot.showmeans': False,\n",
       "          'boxplot.vertical': True,\n",
       "          'boxplot.whiskerprops.color': 'black',\n",
       "          'boxplot.whiskerprops.linestyle': '-',\n",
       "          'boxplot.whiskerprops.linewidth': 1.0,\n",
       "          'boxplot.whiskers': 1.5,\n",
       "          'contour.algorithm': 'mpl2014',\n",
       "          'contour.corner_mask': True,\n",
       "          'contour.linewidth': None,\n",
       "          'contour.negative_linestyle': 'dashed',\n",
       "          'date.autoformatter.day': '%Y-%m-%d',\n",
       "          'date.autoformatter.hour': '%m-%d %H',\n",
       "          'date.autoformatter.microsecond': '%M:%S.%f',\n",
       "          'date.autoformatter.minute': '%d %H:%M',\n",
       "          'date.autoformatter.month': '%Y-%m',\n",
       "          'date.autoformatter.second': '%H:%M:%S',\n",
       "          'date.autoformatter.year': '%Y',\n",
       "          'date.converter': 'auto',\n",
       "          'date.epoch': '1970-01-01T00:00:00',\n",
       "          'date.interval_multiples': True,\n",
       "          'docstring.hardcopy': False,\n",
       "          'errorbar.capsize': 0.0,\n",
       "          'figure.autolayout': False,\n",
       "          'figure.constrained_layout.h_pad': 0.04167,\n",
       "          'figure.constrained_layout.hspace': 0.02,\n",
       "          'figure.constrained_layout.use': False,\n",
       "          'figure.constrained_layout.w_pad': 0.04167,\n",
       "          'figure.constrained_layout.wspace': 0.02,\n",
       "          'figure.dpi': 100.0,\n",
       "          'figure.edgecolor': 'white',\n",
       "          'figure.facecolor': 'white',\n",
       "          'figure.figsize': [6.4, 4.8],\n",
       "          'figure.frameon': True,\n",
       "          'figure.hooks': [],\n",
       "          'figure.labelsize': 'large',\n",
       "          'figure.labelweight': 'normal',\n",
       "          'figure.max_open_warning': 20,\n",
       "          'figure.raise_window': True,\n",
       "          'figure.subplot.bottom': 0.11,\n",
       "          'figure.subplot.hspace': 0.2,\n",
       "          'figure.subplot.left': 0.125,\n",
       "          'figure.subplot.right': 0.9,\n",
       "          'figure.subplot.top': 0.88,\n",
       "          'figure.subplot.wspace': 0.2,\n",
       "          'figure.titlesize': 'large',\n",
       "          'figure.titleweight': 'normal',\n",
       "          'font.cursive': ['Apple Chancery',\n",
       "                           'Textile',\n",
       "                           'Zapf Chancery',\n",
       "                           'Sand',\n",
       "                           'Script MT',\n",
       "                           'Felipa',\n",
       "                           'Comic Neue',\n",
       "                           'Comic Sans MS',\n",
       "                           'cursive'],\n",
       "          'font.family': ['sans-serif'],\n",
       "          'font.fantasy': ['Chicago',\n",
       "                           'Charcoal',\n",
       "                           'Impact',\n",
       "                           'Western',\n",
       "                           'xkcd script',\n",
       "                           'fantasy'],\n",
       "          'font.monospace': ['DejaVu Sans Mono',\n",
       "                             'Bitstream Vera Sans Mono',\n",
       "                             'Computer Modern Typewriter',\n",
       "                             'Andale Mono',\n",
       "                             'Nimbus Mono L',\n",
       "                             'Courier New',\n",
       "                             'Courier',\n",
       "                             'Fixed',\n",
       "                             'Terminal',\n",
       "                             'monospace'],\n",
       "          'font.sans-serif': ['DejaVu Sans',\n",
       "                              'Bitstream Vera Sans',\n",
       "                              'Computer Modern Sans Serif',\n",
       "                              'Lucida Grande',\n",
       "                              'Verdana',\n",
       "                              'Geneva',\n",
       "                              'Lucid',\n",
       "                              'Arial',\n",
       "                              'Helvetica',\n",
       "                              'Avant Garde',\n",
       "                              'sans-serif'],\n",
       "          'font.serif': ['DejaVu Serif',\n",
       "                         'Bitstream Vera Serif',\n",
       "                         'Computer Modern Roman',\n",
       "                         'New Century Schoolbook',\n",
       "                         'Century Schoolbook L',\n",
       "                         'Utopia',\n",
       "                         'ITC Bookman',\n",
       "                         'Bookman',\n",
       "                         'Nimbus Roman No9 L',\n",
       "                         'Times New Roman',\n",
       "                         'Times',\n",
       "                         'Palatino',\n",
       "                         'Charter',\n",
       "                         'serif'],\n",
       "          'font.size': 10.0,\n",
       "          'font.stretch': 'normal',\n",
       "          'font.style': 'normal',\n",
       "          'font.variant': 'normal',\n",
       "          'font.weight': 'normal',\n",
       "          'grid.alpha': 1.0,\n",
       "          'grid.color': '#b0b0b0',\n",
       "          'grid.linestyle': '-',\n",
       "          'grid.linewidth': 0.8,\n",
       "          'hatch.color': 'black',\n",
       "          'hatch.linewidth': 1.0,\n",
       "          'hist.bins': 10,\n",
       "          'image.aspect': 'equal',\n",
       "          'image.cmap': 'viridis',\n",
       "          'image.composite_image': True,\n",
       "          'image.interpolation': 'auto',\n",
       "          'image.interpolation_stage': 'auto',\n",
       "          'image.lut': 256,\n",
       "          'image.origin': 'upper',\n",
       "          'image.resample': True,\n",
       "          'interactive': False,\n",
       "          'keymap.back': ['left', 'c', 'backspace', 'MouseButton.BACK'],\n",
       "          'keymap.copy': ['ctrl+c', 'cmd+c'],\n",
       "          'keymap.forward': ['right', 'v', 'MouseButton.FORWARD'],\n",
       "          'keymap.fullscreen': ['f', 'ctrl+f'],\n",
       "          'keymap.grid': ['g'],\n",
       "          'keymap.grid_minor': ['G'],\n",
       "          'keymap.help': ['f1'],\n",
       "          'keymap.home': ['h', 'r', 'home'],\n",
       "          'keymap.pan': ['p'],\n",
       "          'keymap.quit': ['ctrl+w', 'cmd+w', 'q'],\n",
       "          'keymap.quit_all': [],\n",
       "          'keymap.save': ['s', 'ctrl+s'],\n",
       "          'keymap.xscale': ['k', 'L'],\n",
       "          'keymap.yscale': ['l'],\n",
       "          'keymap.zoom': ['o'],\n",
       "          'legend.borderaxespad': 0.5,\n",
       "          'legend.borderpad': 0.4,\n",
       "          'legend.columnspacing': 2.0,\n",
       "          'legend.edgecolor': '0.8',\n",
       "          'legend.facecolor': 'inherit',\n",
       "          'legend.fancybox': True,\n",
       "          'legend.fontsize': 'medium',\n",
       "          'legend.framealpha': 0.8,\n",
       "          'legend.frameon': True,\n",
       "          'legend.handleheight': 0.7,\n",
       "          'legend.handlelength': 2.0,\n",
       "          'legend.handletextpad': 0.8,\n",
       "          'legend.labelcolor': 'None',\n",
       "          'legend.labelspacing': 0.5,\n",
       "          'legend.loc': 'best',\n",
       "          'legend.markerscale': 1.0,\n",
       "          'legend.numpoints': 1,\n",
       "          'legend.scatterpoints': 1,\n",
       "          'legend.shadow': False,\n",
       "          'legend.title_fontsize': None,\n",
       "          'lines.antialiased': True,\n",
       "          'lines.color': 'C0',\n",
       "          'lines.dash_capstyle': <CapStyle.butt: 'butt'>,\n",
       "          'lines.dash_joinstyle': <JoinStyle.round: 'round'>,\n",
       "          'lines.dashdot_pattern': [6.4, 1.6, 1.0, 1.6],\n",
       "          'lines.dashed_pattern': [3.7, 1.6],\n",
       "          'lines.dotted_pattern': [1.0, 1.65],\n",
       "          'lines.linestyle': '-',\n",
       "          'lines.linewidth': 1.5,\n",
       "          'lines.marker': 'None',\n",
       "          'lines.markeredgecolor': 'auto',\n",
       "          'lines.markeredgewidth': 1.0,\n",
       "          'lines.markerfacecolor': 'auto',\n",
       "          'lines.markersize': 6.0,\n",
       "          'lines.scale_dashes': True,\n",
       "          'lines.solid_capstyle': <CapStyle.projecting: 'projecting'>,\n",
       "          'lines.solid_joinstyle': <JoinStyle.round: 'round'>,\n",
       "          'macosx.window_mode': 'system',\n",
       "          'markers.fillstyle': 'full',\n",
       "          'mathtext.bf': 'sans:bold',\n",
       "          'mathtext.bfit': 'sans:italic:bold',\n",
       "          'mathtext.cal': 'cursive',\n",
       "          'mathtext.default': 'it',\n",
       "          'mathtext.fallback': 'cm',\n",
       "          'mathtext.fontset': 'dejavusans',\n",
       "          'mathtext.it': 'sans:italic',\n",
       "          'mathtext.rm': 'sans',\n",
       "          'mathtext.sf': 'sans',\n",
       "          'mathtext.tt': 'monospace',\n",
       "          'patch.antialiased': True,\n",
       "          'patch.edgecolor': 'black',\n",
       "          'patch.facecolor': 'C0',\n",
       "          'patch.force_edgecolor': False,\n",
       "          'patch.linewidth': 1.0,\n",
       "          'path.effects': [],\n",
       "          'path.simplify': True,\n",
       "          'path.simplify_threshold': 0.111111111111,\n",
       "          'path.sketch': None,\n",
       "          'path.snap': True,\n",
       "          'pcolor.shading': 'auto',\n",
       "          'pcolormesh.snap': True,\n",
       "          'pdf.compression': 6,\n",
       "          'pdf.fonttype': 3,\n",
       "          'pdf.inheritcolor': False,\n",
       "          'pdf.use14corefonts': False,\n",
       "          'pgf.preamble': '',\n",
       "          'pgf.rcfonts': True,\n",
       "          'pgf.texsystem': 'xelatex',\n",
       "          'polaraxes.grid': True,\n",
       "          'ps.distiller.res': 6000,\n",
       "          'ps.fonttype': 3,\n",
       "          'ps.papersize': 'letter',\n",
       "          'ps.useafm': False,\n",
       "          'ps.usedistiller': None,\n",
       "          'savefig.bbox': None,\n",
       "          'savefig.directory': '~',\n",
       "          'savefig.dpi': 'figure',\n",
       "          'savefig.edgecolor': 'auto',\n",
       "          'savefig.facecolor': 'auto',\n",
       "          'savefig.format': 'png',\n",
       "          'savefig.orientation': 'portrait',\n",
       "          'savefig.pad_inches': 0.1,\n",
       "          'savefig.transparent': False,\n",
       "          'scatter.edgecolors': 'face',\n",
       "          'scatter.marker': 'o',\n",
       "          'svg.fonttype': 'path',\n",
       "          'svg.hashsalt': None,\n",
       "          'svg.id': None,\n",
       "          'svg.image_inline': True,\n",
       "          'text.antialiased': True,\n",
       "          'text.color': 'black',\n",
       "          'text.hinting': 'force_autohint',\n",
       "          'text.hinting_factor': 8,\n",
       "          'text.kerning_factor': 0,\n",
       "          'text.latex.preamble': '',\n",
       "          'text.parse_math': True,\n",
       "          'text.usetex': False,\n",
       "          'timezone': 'UTC',\n",
       "          'tk.window_focus': False,\n",
       "          'toolbar': 'toolbar2',\n",
       "          'webagg.address': '127.0.0.1',\n",
       "          'webagg.open_in_browser': True,\n",
       "          'webagg.port': 8988,\n",
       "          'webagg.port_retries': 50,\n",
       "          'xaxis.labellocation': 'center',\n",
       "          'xtick.alignment': 'center',\n",
       "          'xtick.bottom': True,\n",
       "          'xtick.color': 'black',\n",
       "          'xtick.direction': 'out',\n",
       "          'xtick.labelbottom': True,\n",
       "          'xtick.labelcolor': 'inherit',\n",
       "          'xtick.labelsize': 'medium',\n",
       "          'xtick.labeltop': False,\n",
       "          'xtick.major.bottom': True,\n",
       "          'xtick.major.pad': 3.5,\n",
       "          'xtick.major.size': 3.5,\n",
       "          'xtick.major.top': True,\n",
       "          'xtick.major.width': 0.8,\n",
       "          'xtick.minor.bottom': True,\n",
       "          'xtick.minor.ndivs': 'auto',\n",
       "          'xtick.minor.pad': 3.4,\n",
       "          'xtick.minor.size': 2.0,\n",
       "          'xtick.minor.top': True,\n",
       "          'xtick.minor.visible': False,\n",
       "          'xtick.minor.width': 0.6,\n",
       "          'xtick.top': False,\n",
       "          'yaxis.labellocation': 'center',\n",
       "          'ytick.alignment': 'center_baseline',\n",
       "          'ytick.color': 'black',\n",
       "          'ytick.direction': 'out',\n",
       "          'ytick.labelcolor': 'inherit',\n",
       "          'ytick.labelleft': True,\n",
       "          'ytick.labelright': False,\n",
       "          'ytick.labelsize': 'medium',\n",
       "          'ytick.left': True,\n",
       "          'ytick.major.left': True,\n",
       "          'ytick.major.pad': 3.5,\n",
       "          'ytick.major.right': True,\n",
       "          'ytick.major.size': 3.5,\n",
       "          'ytick.major.width': 0.8,\n",
       "          'ytick.minor.left': True,\n",
       "          'ytick.minor.ndivs': 'auto',\n",
       "          'ytick.minor.pad': 3.4,\n",
       "          'ytick.minor.right': True,\n",
       "          'ytick.minor.size': 2.0,\n",
       "          'ytick.minor.visible': False,\n",
       "          'ytick.minor.width': 0.6,\n",
       "          'ytick.right': False})"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "rcParams"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "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",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Myynti 2017</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Helsinki</th>\n",
       "      <td>1321847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Turku</th>\n",
       "      <td>852669</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tampere</th>\n",
       "      <td>1032199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oulu</th>\n",
       "      <td>568230</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Myynti 2017\n",
       "Helsinki      1321847\n",
       "Turku          852669\n",
       "Tampere       1032199\n",
       "Oulu           568230"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Kaavio ilman oletusparametrien määrityksiä.\n",
    "df1 = pd.DataFrame({'Myynti 2017':[1321847, 852669, 1032199, 568230]},\n",
    "                    index=['Helsinki', 'Turku', 'Tampere', 'Oulu'])\n",
    "df1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Kaavio ennen oletusparametrien muutoksia"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Miljoonaa euroa')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(df1/1000000).plot(kind='barh', legend=False)\n",
    "plt.title('Myynti vuonna 2017')\n",
    "plt.xlabel('Miljoonaa euroa')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Kaavio oletusparametrien säätämisen jälkeen\n",
    "\n",
    "Seuraavassa määritetään:\n",
    "- pääteviivallinen fontti (**serif**)\n",
    "- fonttilaji **Times New Roman**\n",
    "- akselien asteikkojen nimiöille (**xtick.labelsize**, **yticklabelsize**) fonttikoko 8\n",
    "- kuvion oletuskoko **4 x 3**."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "rcParams['font.family'] = 'serif'\n",
    "rcParams['font.serif'] = ['Times New Roman']\n",
    "rcParams['xtick.labelsize'] = 8\n",
    "rcParams['ytick.labelsize'] = 8\n",
    "rcParams['figure.figsize'] = [4, 3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Miljoonaa euroa')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(df1/1000000).plot(kind='barh', legend=False)\n",
    "plt.title('Myynti vuonna 2017')\n",
    "plt.xlabel('Miljoonaa euroa')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Lisätietoa\n",
    "\n",
    "Löydät kaikki muistiot osoitteesta https://tilastoapu.wordpress.com/python."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.13.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}