wikipedia_language_editions.ipynb

       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>Washington metropolitan area</td>\n",
       "      <td>Federal district</td>\n",
       "      <td>702455.0</td>\n",
       "      <td>177.0</td>\n",
       "      <td>3,969[30]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>Yangon</td>\n",
       "      <td>City</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>Alexandria</td>\n",
       "      <td>Urban governorate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>Jinan</td>\n",
       "      <td>City (sub-provincial)</td>\n",
       "      <td>8700000.0</td>\n",
       "      <td>10244.0</td>\n",
       "      <td>849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>Guadalajara</td>\n",
       "      <td>Municipality</td>\n",
       "      <td>1385621.0</td>\n",
       "      <td>151.0</td>\n",
       "      <td>9,176[21]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>81 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                         City[a]             Definition     Population  \\\n",
       "                         City[a]         City proper[c] City proper[c]   \n",
       "0                          Tokyo  Metropolis prefecture     13515271.0   \n",
       "1                          Delhi           Capital City     16753235.0   \n",
       "2                       Shanghai           Municipality     24870895.0   \n",
       "3                      São Paulo           Municipality     12252023.0   \n",
       "4                    Mexico City             City-state      9209944.0   \n",
       "..                           ...                    ...            ...   \n",
       "76  Washington metropolitan area       Federal district       702455.0   \n",
       "77                        Yangon                   City            NaN   \n",
       "78                    Alexandria      Urban governorate            NaN   \n",
       "79                         Jinan  City (sub-provincial)      8700000.0   \n",
       "80                   Guadalajara           Municipality      1385621.0   \n",
       "\n",
       "        Area(km2)  Density(/km2)  \n",
       "   City proper[c] City proper[c]  \n",
       "0          2191.0      6,169[13]  \n",
       "1          1484.0     11,289[15]  \n",
       "2          6341.0  3,922[17][18]  \n",
       "3          1521.0      8,055[19]  \n",
       "4          1485.0      6,202[21]  \n",
       "..            ...            ...  \n",
       "76          177.0      3,969[30]  \n",
       "77            NaN            NaN  \n",
       "78            NaN            NaN  \n",
       "79        10244.0            849  \n",
       "80          151.0      9,176[21]  \n",
       "\n",
       "[81 rows x 5 columns]"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cities_proper = cities[[\"City[a]\", \"City proper[c]\"]].swaplevel(0, 1, axis=1)\n",
    "cities_proper"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "touched-laser",
   "metadata": {},
   "source": [
    "Now we can plot the population size against the area size:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "tired-indian",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x1152 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "cities_proper.plot.scatter(x='Area(km2)', y='Population', ax=ax)\n",
    "ax.set_yscale('log')                                # We see more when scaling\n",
    "ax.set_xscale('log')                                # the axes logarithmically.\n",
    "\n",
    "for t in cities_proper.itertuples(): \n",
    "    ax.annotate(t[1], (t[4], t[3]))  # add labels\n",
    "#   ax.annotate(t[\"City[a]\"], (t[\"Area(km2)\"], t[\"Population\"]))  # add labels → does not work\n",
    "    \n",
    "ax.plot([10, 1000], [1000000, 100000000])   # 100k/km²\n",
    "ax.plot([10, 10000], [100000, 100000000])   # 10k/km²\n",
    "ax.plot([100, 100000], [100000, 100000000]) # 1k/km²\n",
    "ax.annotate(\"100k/km²\", (12, 1000000))\n",
    "ax.annotate(\"10k/km²\", (12, 100000))\n",
    "ax.annotate(\"1k/km²\", (120, 100000))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "measured-andrews",
   "metadata": {},
   "source": [
    "This allows us to identify densily (Manila, Dhaka, Mumbai, etc.) and sparsely (Khartoum, Atlanta, Houston, etc.) populated cities together with their size (both in population and area)."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "exclusive-summary",
   "metadata": {},
   "source": [
    "## German Federal States"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "pleasant-steam",
   "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>Wappen</th>\n",
       "      <th>Land</th>\n",
       "      <th>Abk.</th>\n",
       "      <th>Haupt­stadt</th>\n",
       "      <th>bevöl­kerungs-reichste Stadta</th>\n",
       "      <th>Beitrittzum Bund</th>\n",
       "      <th>Regierungs-chef</th>\n",
       "      <th>Regierungs-partei(en)</th>\n",
       "      <th>Bundes­rats-stimmen</th>\n",
       "      <th>Fläche(km²)[12]</th>\n",
       "      <th>Ein-wohner(Mio.)[12]</th>\n",
       "      <th>Ein-wohnerje km²[12]</th>\n",
       "      <th>Aus­länder(%)[13]</th>\n",
       "      <th>Sprachen</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Baden-Württemberg</td>\n",
       "      <td>BW</td>\n",
       "      <td>Stuttgart</td>\n",
       "      <td>Stuttgart</td>\n",
       "      <td>1949[14]</td>\n",
       "      <td>Winfried Kretschmann (Grüne)</td>\n",
       "      <td>Grüne und CDU</td>\n",
       "      <td>6</td>\n",
       "      <td>35748</td>\n",
       "      <td>11.103</td>\n",
       "      <td>311</td>\n",
       "      <td>16.1</td>\n",
       "      <td>Deutsch</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Bayern</td>\n",
       "      <td>BY</td>\n",
       "      <td>München</td>\n",
       "      <td>München</td>\n",
       "      <td>1949</td>\n",
       "      <td>Markus Söder (CSU)</td>\n",
       "      <td>CSU und Freie Wähler</td>\n",
       "      <td>6</td>\n",
       "      <td>70542</td>\n",
       "      <td>13.140</td>\n",
       "      <td>186</td>\n",
       "      <td>13.7</td>\n",
       "      <td>Deutsch</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>BE</td>\n",
       "      <td>—</td>\n",
       "      <td>—</td>\n",
       "      <td>1990[15]</td>\n",
       "      <td>Franziska Giffey (SPD)</td>\n",
       "      <td>SPD, Linke und Grüne</td>\n",
       "      <td>4</td>\n",
       "      <td>891</td>\n",
       "      <td>3.664</td>\n",
       "      <td>4112</td>\n",
       "      <td>19.6</td>\n",
       "      <td>Deutsch</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Brandenburg</td>\n",
       "      <td>BB</td>\n",
       "      <td>Potsdam</td>\n",
       "      <td>Potsdam</td>\n",
       "      <td>1990</td>\n",
       "      <td>Dietmar Woidke (SPD)</td>\n",
       "      <td>SPD, CDU und Grüne</td>\n",
       "      <td>4</td>\n",
       "      <td>29654</td>\n",
       "      <td>2.531</td>\n",
       "      <td>85</td>\n",
       "      <td>5.2</td>\n",
       "      <td>Deutsch, Niedersorbisch, Niederdeutsch</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Bremen</td>\n",
       "      <td>HB</td>\n",
       "      <td>Bremen(de facto)</td>\n",
       "      <td>Bremen</td>\n",
       "      <td>1949</td>\n",
       "      <td>Andreas Bovenschulte (SPD)</td>\n",
       "      <td>SPD, Grüne und Linke</td>\n",
       "      <td>3</td>\n",
       "      <td>420</td>\n",
       "      <td>0.680</td>\n",
       "      <td>1621</td>\n",
       "      <td>19.0</td>\n",
       "      <td>Deutsch, Niederdeutsch</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Hamburg</td>\n",
       "      <td>HH</td>\n",
       "      <td>—</td>\n",
       "      <td>—</td>\n",
       "      <td>1949</td>\n",
       "      <td>Peter Tschentscher (SPD)</td>\n",
       "      <td>SPD und Grüne</td>\n",
       "      <td>3</td>\n",
       "      <td>755</td>\n",
       "      <td>1.852</td>\n",
       "      <td>2453</td>\n",
       "      <td>16.8</td>\n",
       "      <td>Deutsch, Niederdeutsch</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Hessen</td>\n",
       "      <td>HE</td>\n",
       "      <td>Wiesbaden</td>\n",
       "      <td>Frankfurt am Main</td>\n",
       "      <td>1949</td>\n",
       "      <td>Boris Rhein (CDU)</td>\n",
       "      <td>CDU und Grüne</td>\n",
       "      <td>5</td>\n",
       "      <td>21116</td>\n",
       "      <td>6.293</td>\n",
       "      <td>298</td>\n",
       "      <td>16.9</td>\n",
       "      <td>Deutsch</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Mecklenburg-Vorpommern</td>\n",
       "      <td>MV</td>\n",
       "      <td>Schwerin</td>\n",
       "      <td>Rostock</td>\n",
       "      <td>1990</td>\n",
       "      <td>Manuela Schwesig (SPD)</td>\n",
       "      <td>SPD und Linke</td>\n",
       "      <td>3</td>\n",
       "      <td>23295</td>\n",
       "      <td>1.611</td>\n",
       "      <td>69</td>\n",
       "      <td>4.8</td>\n",
       "      <td>Deutsch, Niederdeutsch</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Niedersachsen</td>\n",
       "      <td>NI</td>\n",
       "      <td>Hannover</td>\n",
       "      <td>Hannover</td>\n",
       "      <td>1949</td>\n",
       "      <td>Stephan Weil (SPD)</td>\n",
       "      <td>SPD und CDU</td>\n",
       "      <td>6</td>\n",
       "      <td>47710</td>\n",
       "      <td>8.003</td>\n",
       "      <td>168</td>\n",
       "      <td>9.9</td>\n",
       "      <td>Deutsch, Saterfriesisch, Niederdeutsch</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Nordrhein-Westfalen</td>\n",
       "      <td>NW</td>\n",
       "      <td>Düsseldorf</td>\n",
       "      <td>Köln</td>\n",
       "      <td>1949</td>\n",
       "      <td>Hendrik Wüst (CDU)</td>\n",
       "      <td>CDU und Grüne</td>\n",
       "      <td>6</td>\n",
       "      <td>34112</td>\n",
       "      <td>17.926</td>\n",
       "      <td>525</td>\n",
       "      <td>13.8</td>\n",
       "      <td>Deutsch, Niederdeutsch</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Rheinland-Pfalz</td>\n",
       "      <td>RP</td>\n",
       "      <td>Mainz</td>\n",
       "      <td>Mainz</td>\n",
       "      <td>1949</td>\n",
       "      <td>Malu Dreyer (SPD)</td>\n",
       "      <td>SPD, Grüne und FDP</td>\n",
       "      <td>4</td>\n",
       "      <td>19858</td>\n",
       "      <td>4.098</td>\n",
       "      <td>206</td>\n",
       "      <td>11.8</td>\n",
       "      <td>Deutsch</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Saarland</td>\n",
       "      <td>SL</td>\n",
       "      <td>Saarbrücken</td>\n",
       "      <td>Saarbrücken</td>\n",
       "      <td>1957</td>\n",
       "      <td>Anke Rehlinger (SPD)</td>\n",
       "      <td>SPD</td>\n",
       "      <td>3</td>\n",
       "      <td>2571</td>\n",
       "      <td>0.984</td>\n",
       "      <td>383</td>\n",
       "      <td>11.8</td>\n",
       "      <td>Deutsch</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Sachsen</td>\n",
       "      <td>SN</td>\n",
       "      <td>Dresden</td>\n",
       "      <td>Leipzig</td>\n",
       "      <td>1990</td>\n",
       "      <td>Michael Kretschmer (CDU)</td>\n",
       "      <td>CDU, Grüne und SPD</td>\n",
       "      <td>4</td>\n",
       "      <td>18450</td>\n",
       "      <td>4.057</td>\n",
       "      <td>220</td>\n",
       "      <td>5.3</td>\n",
       "      <td>Deutsch, Obersorbisch</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Sachsen-Anhalt</td>\n",
       "      <td>ST</td>\n",
       "      <td>Magdeburg</td>\n",
       "      <td>Halle (Saale)</td>\n",
       "      <td>1990</td>\n",
       "      <td>Reiner Haseloff (CDU)</td>\n",
       "      <td>CDU, SPD und FDP</td>\n",
       "      <td>4</td>\n",
       "      <td>20459</td>\n",
       "      <td>2.181</td>\n",
       "      <td>107</td>\n",
       "      <td>5.3</td>\n",
       "      <td>Deutsch, Niederdeutsch</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Schleswig-Holstein</td>\n",
       "      <td>SH</td>\n",
       "      <td>Kiel</td>\n",
       "      <td>Kiel</td>\n",
       "      <td>1949</td>\n",
       "      <td>Daniel Günther (CDU)</td>\n",
       "      <td>CDU und Grüne</td>\n",
       "      <td>4</td>\n",
       "      <td>15804</td>\n",
       "      <td>2.911</td>\n",
       "      <td>184</td>\n",
       "      <td>8.6</td>\n",
       "      <td>Deutsch, Dänisch, Nordfriesisch, Plattdeutsch ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Thüringen</td>\n",
       "      <td>TH</td>\n",
       "      <td>Erfurt</td>\n",
       "      <td>Erfurt</td>\n",
       "      <td>1990</td>\n",
       "      <td>Bodo Ramelow (Linke)</td>\n",
       "      <td>Linke, SPD und Grüne</td>\n",
       "      <td>4</td>\n",
       "      <td>16202</td>\n",
       "      <td>2.120</td>\n",
       "      <td>131</td>\n",
       "      <td>5.4</td>\n",
       "      <td>Deutsch</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Bundes­republik Deutschland</td>\n",
       "      <td>DE</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>—</td>\n",
       "      <td>Olaf Scholz (SPD)</td>\n",
       "      <td>SPD, Grüne und FDP</td>\n",
       "      <td>b –</td>\n",
       "      <td>357588</td>\n",
       "      <td>83.155</td>\n",
       "      <td>233</td>\n",
       "      <td>12.7</td>\n",
       "      <td>Deutsch (Amtssprache) und die anerkannten Mind...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Wappen                         Land Abk.       Haupt­stadt  \\\n",
       "0      NaN            Baden-Württemberg   BW         Stuttgart   \n",
       "1      NaN                       Bayern   BY           München   \n",
       "2      NaN                       Berlin   BE                 —   \n",
       "3      NaN                  Brandenburg   BB           Potsdam   \n",
       "4      NaN                       Bremen   HB  Bremen(de facto)   \n",
       "5      NaN                      Hamburg   HH                 —   \n",
       "6      NaN                       Hessen   HE         Wiesbaden   \n",
       "7      NaN       Mecklenburg-Vorpommern   MV          Schwerin   \n",
       "8      NaN                Niedersachsen   NI          Hannover   \n",
       "9      NaN          Nordrhein-Westfalen   NW        Düsseldorf   \n",
       "10     NaN              Rheinland-Pfalz   RP             Mainz   \n",
       "11     NaN                     Saarland   SL       Saarbrücken   \n",
       "12     NaN                      Sachsen   SN           Dresden   \n",
       "13     NaN               Sachsen-Anhalt   ST         Magdeburg   \n",
       "14     NaN           Schleswig-Holstein   SH              Kiel   \n",
       "15     NaN                    Thüringen   TH            Erfurt   \n",
       "16     NaN  Bundes­republik Deutschland   DE            Berlin   \n",
       "\n",
       "   bevöl­kerungs-reichste Stadta Beitrittzum Bund  \\\n",
       "0                      Stuttgart         1949[14]   \n",
       "1                        München             1949   \n",
       "2                              —         1990[15]   \n",
       "3                        Potsdam             1990   \n",
       "4                         Bremen             1949   \n",
       "5                              —             1949   \n",
       "6              Frankfurt am Main             1949   \n",
       "7                        Rostock             1990   \n",
       "8                       Hannover             1949   \n",
       "9                           Köln             1949   \n",
       "10                         Mainz             1949   \n",
       "11                   Saarbrücken             1957   \n",
       "12                       Leipzig             1990   \n",
       "13                 Halle (Saale)             1990   \n",
       "14                          Kiel             1949   \n",
       "15                        Erfurt             1990   \n",
       "16                        Berlin                —   \n",
       "\n",
       "                 Regierungs-chef Regierungs-partei(en) Bundes­rats-stimmen  \\\n",
       "0   Winfried Kretschmann (Grüne)         Grüne und CDU                   6   \n",
       "1             Markus Söder (CSU)  CSU und Freie Wähler                   6   \n",
       "2         Franziska Giffey (SPD)  SPD, Linke und Grüne                   4   \n",
       "3           Dietmar Woidke (SPD)    SPD, CDU und Grüne                   4   \n",
       "4     Andreas Bovenschulte (SPD)  SPD, Grüne und Linke                   3   \n",
       "5       Peter Tschentscher (SPD)         SPD und Grüne                   3   \n",
       "6              Boris Rhein (CDU)         CDU und Grüne                   5   \n",
       "7         Manuela Schwesig (SPD)         SPD und Linke                   3   \n",
       "8             Stephan Weil (SPD)           SPD und CDU                   6   \n",
       "9             Hendrik Wüst (CDU)         CDU und Grüne                   6   \n",
       "10             Malu Dreyer (SPD)    SPD, Grüne und FDP                   4   \n",
       "11          Anke Rehlinger (SPD)                   SPD                   3   \n",
       "12      Michael Kretschmer (CDU)    CDU, Grüne und SPD                   4   \n",
       "13         Reiner Haseloff (CDU)      CDU, SPD und FDP                   4   \n",
       "14          Daniel Günther (CDU)         CDU und Grüne                   4   \n",
       "15          Bodo Ramelow (Linke)  Linke, SPD und Grüne                   4   \n",
       "16             Olaf Scholz (SPD)    SPD, Grüne und FDP                 b –   \n",
       "\n",
       "    Fläche(km²)[12]  Ein-wohner(Mio.)[12]  Ein-wohnerje km²[12]  \\\n",
       "0             35748                11.103                   311   \n",
       "1             70542                13.140                   186   \n",
       "2               891                 3.664                  4112   \n",
       "3             29654                 2.531                    85   \n",
       "4               420                 0.680                  1621   \n",
       "5               755                 1.852                  2453   \n",
       "6             21116                 6.293                   298   \n",
       "7             23295                 1.611                    69   \n",
       "8             47710                 8.003                   168   \n",
       "9             34112                17.926                   525   \n",
       "10            19858                 4.098                   206   \n",
       "11             2571                 0.984                   383   \n",
       "12            18450                 4.057                   220   \n",
       "13            20459                 2.181                   107   \n",
       "14            15804                 2.911                   184   \n",
       "15            16202                 2.120                   131   \n",
       "16           357588                83.155                   233   \n",
       "\n",
       "    Aus­länder(%)[13]                                           Sprachen  \n",
       "0                16.1                                            Deutsch  \n",
       "1                13.7                                            Deutsch  \n",
       "2                19.6                                            Deutsch  \n",
       "3                 5.2             Deutsch, Niedersorbisch, Niederdeutsch  \n",
       "4                19.0                             Deutsch, Niederdeutsch  \n",
       "5                16.8                             Deutsch, Niederdeutsch  \n",
       "6                16.9                                            Deutsch  \n",
       "7                 4.8                             Deutsch, Niederdeutsch  \n",
       "8                 9.9             Deutsch, Saterfriesisch, Niederdeutsch  \n",
       "9                13.8                             Deutsch, Niederdeutsch  \n",
       "10               11.8                                            Deutsch  \n",
       "11               11.8                                            Deutsch  \n",
       "12                5.3                              Deutsch, Obersorbisch  \n",
       "13                5.3                             Deutsch, Niederdeutsch  \n",
       "14                8.6  Deutsch, Dänisch, Nordfriesisch, Plattdeutsch ...  \n",
       "15                5.4                                            Deutsch  \n",
       "16               12.7  Deutsch (Amtssprache) und die anerkannten Mind...  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "url = \"https://de.wikipedia.org/wiki/Land_(Deutschland)\"\n",
    "tables = pd.read_html(url, decimal=',', thousands='.')\n",
    "\n",
    "states = tables[0] # select the correct table (try out some numbers)\n",
    "states"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "conventional-subject",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "fig, ax = plt.subplots()\n",
    "states.plot.scatter(x='Fläche(km²)[12]', y='Ein-wohner(Mio.)[12]', ax=ax)\n",
    "ax.set_yscale('log')                                # We see more when scaling\n",
    "ax.set_xscale('log')                                # the axes logarithmically.\n",
    "\n",
    "for t in states.itertuples(): \n",
    "    ax.annotate(t[3], (t[10], t[11]))  # add labels\n",
    "    \n",
    "ax.plot([100, 10000], [1, 100]) # 10000/km²\n",
    "ax.plot([1000, 100000], [1, 100]) # 1000/km²\n",
    "ax.plot([10000, 1000000], [1, 100]) # 100/km²\n",
    "ax.annotate(\"10000/km²\", (1000, 40), color=\"#1f77b4\")\n",
    "ax.annotate(\"1000/km²\", (10000, 40), color=\"#ff7f0e\")\n",
    "ax.annotate(\"100/km²\", (100000, 40), color=\"#2ca02c\")\n",
    "plt.show()"
   ]
  }
 ],
 "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": "3.9.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}