Newer
Older
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"How many different publisher places are in the data set?"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(df['publisher_place'].unique())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Show me some!"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"ename": "AttributeError",
"evalue": "'numpy.ndarray' object has no attribute 'sample'",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-16-3d3e9c7ad7b5>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'publisher_place'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0munique\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msample\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;31mAttributeError\u001b[0m: 'numpy.ndarray' object has no attribute 'sample'"
]
}
],
"source": [
"df['publisher_place'].unique().sample(10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Oh, that doesn't work. Let's wrap it in a pandas DataFrame, step by step:"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"publisher_places = df['publisher_place'].unique()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([nan, 'Wien', 'Kierling', ..., 'Königstein i. T.', 'Detmold',\n",
" 'Furth i. W.'], dtype=object)"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"publisher_places"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"pp = pd.DataFrame(publisher_places)"
]
},
{
"cell_type": "code",
"execution_count": 20,
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"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>0</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Wien</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Kierling</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Kindberg</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Kirchau</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>Kirchhain</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>München</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>Kitzbühel</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>Innsbruck</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>Klagenfurt</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>Grein a/D.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>Bozen</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>Znaim</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>Graz</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>Heidelberg</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>Komotau</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>Gr. Siegharts</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>Köln</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>Bodenbach a. d. Elbe</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>Meissen</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>Leipzig</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>Konstanz</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>Korneuburg</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>Brașov</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>Mürzzuschlag</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>Salzburg</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>Frankfurt a. M.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>Arosa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>Kilchberg</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>Arys</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1515</th>\n",
" <td>Friedau</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1516</th>\n",
" <td>Wildalpe</td>\n",
" <th>1517</th>\n",
" <td>Gießhübl</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1518</th>\n",
" <td>Schlossberg</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1519</th>\n",
" <td>Frakfurt a. Oder</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1520</th>\n",
" <td>Casale Monferrato</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1521</th>\n",
" <td>gr</td>\n",
" <th>1522</th>\n",
" <td>Steinhaus a. Semmering</td>\n",
" <th>1523</th>\n",
" <td>Sternberg</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1524</th>\n",
" <td>Stronsdorf</td>\n",
" <th>1525</th>\n",
" <td>Thörl</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1526</th>\n",
" <td>Coburg</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1527</th>\n",
" <td>Traismauer</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1528</th>\n",
" <td>Trebnitz</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1529</th>\n",
" <td>Unterlamm</td>\n",
" <th>1530</th>\n",
" <td>Daun</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1531</th>\n",
" <td>Kilchberg-Züich</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1532</th>\n",
" <td>Mühlhausen</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1533</th>\n",
" <td>Eschwege</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1534</th>\n",
" <td>Tabarz</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1535</th>\n",
" <td>Suhl</td>\n",
" <th>1536</th>\n",
" <td>Weimar</td>\n",
" <th>1537</th>\n",
" <td>Friedrichsroda i. Th.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1538</th>\n",
" <td>Leipa i. B.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1539</th>\n",
" <td>Schumburg a. D.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1540</th>\n",
" <td>Pisa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1541</th>\n",
" <td>Straßburg i./E.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1542</th>\n",
" <td>Königstein i. T.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1543</th>\n",
" <td>Detmold</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1544</th>\n",
" <td>Furth i. W.</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>1545 rows × 1 columns</p>\n",
"</div>"
],
"text/plain": [
" 0\n",
"0 NaN\n",
"1 Wien\n",
"2 Kierling\n",
"3 Kindberg\n",
"4 Kirchau\n",
"5 Kirchhain\n",
"6 München\n",
"7 Kitzbühel\n",
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"8 Innsbruck\n",
"9 Klagenfurt\n",
"10 Grein a/D.\n",
"11 Bozen\n",
"12 Znaim\n",
"13 Graz\n",
"14 Heidelberg\n",
"15 Komotau\n",
"16 Gr. Siegharts\n",
"17 Köln\n",
"18 Bodenbach a. d. Elbe\n",
"19 Meissen\n",
"20 Leipzig\n",
"21 Konstanz\n",
"22 Korneuburg\n",
"23 Brașov\n",
"24 Mürzzuschlag\n",
"25 Salzburg\n",
"26 Frankfurt a. M.\n",
"27 Arosa\n",
"28 Kilchberg\n",
"29 Arys\n",
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"1515 Friedau\n",
"1516 Wildalpe\n",
"1517 Gießhübl\n",
"1518 Schlossberg\n",
"1519 Frakfurt a. Oder\n",
"1520 Casale Monferrato\n",
"1521 gr\n",
"1522 Steinhaus a. Semmering\n",
"1523 Sternberg\n",
"1524 Stronsdorf\n",
"1525 Thörl\n",
"1526 Coburg\n",
"1527 Traismauer\n",
"1528 Trebnitz\n",
"1529 Unterlamm\n",
"1530 Daun\n",
"1531 Kilchberg-Züich\n",
"1532 Mühlhausen\n",
"1533 Eschwege\n",
"1534 Tabarz\n",
"1535 Suhl\n",
"1536 Weimar\n",
"1537 Friedrichsroda i. Th.\n",
"1538 Leipa i. B.\n",
"1539 Schumburg a. D.\n",
"1540 Pisa\n",
"1541 Straßburg i./E.\n",
"1542 Königstein i. T.\n",
"1543 Detmold\n",
"1544 Furth i. W.\n",
"[1545 rows x 1 columns]"
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pp"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Better. Now show me some randomly:"
]
},
{
"cell_type": "code",
"execution_count": 21,
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"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>0</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1007</th>\n",
" <td>Wörschach</td>\n",
" <th>1494</th>\n",
" <td>Raibl</td>\n",
" <th>339</th>\n",
" <td>Imst</td>\n",
" <th>879</th>\n",
" <td>Zbiroh</td>\n",
" <th>457</th>\n",
" <td>Bad Sachsa</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 0\n",
"1007 Wörschach\n",
"1494 Raibl\n",
"339 Imst\n",
"879 Zbiroh\n",
"457 Bad Sachsa"
"execution_count": 21,
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"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pp.sample(5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Sort Things"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Just sort the sample, please:"
]
},
{
"cell_type": "code",
"execution_count": 22,
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"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>0</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>599</th>\n",
" <td>Aue</td>\n",
" <th>938</th>\n",
" <td>Chocěn</td>\n",
" <th>314</th>\n",
" <td>Ernstbrunn</td>\n",
" <th>739</th>\n",
" <td>Hall Tirol</td>\n",
" <th>788</th>\n",
" <td>Hardegg</td>\n",
" <th>3</th>\n",
" <td>Kindberg</td>\n",
" <th>19</th>\n",
" <td>Meissen</td>\n",
" <th>725</th>\n",
" <td>Neuchatel</td>\n",
" <th>1211</th>\n",
" <td>Sommerein</td>\n",
" <th>1302</th>\n",
" <td>Vorkloster bei Bregenz</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 0\n",
"599 Aue\n",
"938 Chocěn\n",
"314 Ernstbrunn\n",
"739 Hall Tirol\n",
"788 Hardegg\n",
"3 Kindberg\n",
"19 Meissen\n",
"725 Neuchatel\n",
"1211 Sommerein\n",
"1302 Vorkloster bei Bregenz"
"execution_count": 22,
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"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pp.sample(10).sort_values(0)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Why the '0' in `sort_values(0)`? That's the name of the column to sort by."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Sort the whole thing:"
]
},
{
"cell_type": "code",
"execution_count": 23,
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"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
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" <th></th>\n",
" <th>0</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1248</th>\n",
" <td>Békéscsaba</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1303</th>\n",
" <td>Łuck</td>\n",
" </tr>\n",
" <tr>\n",
" <th>389</th>\n",
" <td>#</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1489</th>\n",
" <td>A B.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1239</th>\n",
" <td>A.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1397</th>\n",
" <td>Aachen</td>\n",
" </tr>\n",
" <tr>\n",
" <th>487</th>\n",
" <td>Abbazia</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1280</th>\n",
" <td>Abbazia-Lovrana</td>\n",
" </tr>\n",
" <tr>\n",
" <th>313</th>\n",
" <td>Absam b. Innsbruck</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1181</th>\n",
" <td>Abtenau</td>\n",
" </tr>\n",
" <tr>\n",
" <th>722</th>\n",
" <td>Achensee</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1479</th>\n",
" <td>Adelsberg</td>\n",
" </tr>\n",
" <tr>\n",
" <th>340</th>\n",
" <td>Admont</td>\n",
" </tr>\n",
" <tr>\n",
" <th>354</th>\n",
" <td>Aeuckens</td>\n",
" </tr>\n",
" <tr>\n",
" <th>308</th>\n",
" <td>Aflenz</td>\n",
" </tr>\n",
" <tr>\n",
" <th>934</th>\n",
" <td>Afritz</td>\n",
" </tr>\n",
" <tr>\n",
" <th>982</th>\n",
" <td>Aggsbach</td>\n",
" </tr>\n",
" <tr>\n",
" <th>819</th>\n",
" <td>Aigen</td>\n",
" </tr>\n",
" <tr>\n",
" <th>462</th>\n",
" <td>Albendorf</td>\n",
" </tr>\n",
" <tr>\n",
" <th>57</th>\n",
" <td>Alexandria</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1111</th>\n",
" <td>Alland</td>\n",
" <th>786</th>\n",
" <td>Alland II</td>\n",
" <th>947</th>\n",
" <td>Allensteig</td>\n",
" <th>933</th>\n",
" <td>Allentsteig</td>\n",
" <th>765</th>\n",
" <td>Allerheiligen</td>\n",
" <th>396</th>\n",
" <td>Alsfeld</td>\n",
" <th>730</th>\n",
" <td>Alt Aussee</td>\n",
" <th>736</th>\n",
" <td>Alt Lengbach</td>\n",
" <th>1348</th>\n",
" <td>Altaussee</td>\n",
" <th>955</th>\n",
" <td>Altenberg</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1177</th>\n",
" <td>Würflach</td>\n",
" <th>829</th>\n",
" <td>Würnitz</td>\n",
" <th>650</th>\n",
" <td>Würzburg</td>\n",
" <th>674</th>\n",
" <td>Ybbs</td>\n",
" </tr>\n",
" <tr>\n",
" <th>651</th>\n",
" <td>Ypres</td>\n",
" </tr>\n",
" <tr>\n",
" <th>802</th>\n",
" <td>Ypser</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1487</th>\n",
" <td>Ysper</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1144</th>\n",
" <td>Zakopane</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1249</th>\n",
" <td>Zantan</td>\n",
" </tr>\n",
" <tr>\n",
" <th>652</th>\n",
" <td>Zara</td>\n",
" </tr>\n",
" <tr>\n",
" <th>879</th>\n",
" <td>Zbiroh</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1028</th>\n",
" <td>Zell a. See</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45</th>\n",
" <td>Zell am See</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1074</th>\n",
" <td>Zistersdorf</td>\n",
" </tr>\n",
" <tr>\n",
" <th>37</th>\n",
" <td>Zittau</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1368</th>\n",
" <td>Zlabing</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>Znaim</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1369</th>\n",
" <td>Zuckmantel</td>\n",
" </tr>\n",
" <tr>\n",
" <th>560</th>\n",
" <td>Zurigo</td>\n",
" </tr>\n",
" <tr>\n",
" <th>654</th>\n",
" <td>Zurzach</td>\n",
" </tr>\n",
" <tr>\n",
" <th>431</th>\n",
" <td>Zwettl</td>\n",
" </tr>\n",
" <tr>\n",
" <th>401</th>\n",
" <td>Zwiesel</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>Zürich</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1521</th>\n",
" <td>gr</td>\n",
" </tr>\n",
" <tr>\n",
" <th>769</th>\n",
" <td>spitz</td>\n",
" </tr>\n",
" <tr>\n",
" <th>861</th>\n",
" <td>w</td>\n",
" </tr>\n",
" <tr>\n",
" <th>417</th>\n",
" <td>Č. Krumlov</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1304</th>\n",
" <td>Łuck</td>\n",
" </tr>\n",
" <tr>\n",
" <th>893</th>\n",
" <td>Šibenik</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>1545 rows × 1 columns</p>\n",
"</div>"
],
"text/plain": [
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" 0\n",
"1248 Békéscsaba \n",
"1303 Łuck\n",
"389 #\n",
"1489 A B.\n",
"1239 A.\n",
"1397 Aachen\n",
"487 Abbazia\n",
"1280 Abbazia-Lovrana\n",
"313 Absam b. Innsbruck\n",
"1181 Abtenau\n",
"722 Achensee\n",
"1479 Adelsberg\n",
"340 Admont\n",
"354 Aeuckens\n",
"308 Aflenz\n",
"934 Afritz\n",
"982 Aggsbach\n",
"819 Aigen\n",
"462 Albendorf\n",
"57 Alexandria\n",
"1111 Alland\n",
"786 Alland II\n",
"947 Allensteig\n",
"933 Allentsteig\n",
"765 Allerheiligen\n",
"396 Alsfeld\n",
"730 Alt Aussee\n",
"736 Alt Lengbach\n",
"1348 Altaussee\n",
"955 Altenberg\n",
"... ...\n",
"1177 Würflach\n",
"829 Würnitz\n",
"650 Würzburg\n",
"674 Ybbs\n",
"651 Ypres\n",
"802 Ypser\n",
"1487 Ysper\n",
"1144 Zakopane\n",
"1249 Zantan\n",
"652 Zara\n",
"879 Zbiroh\n",
"1028 Zell a. See\n",
"45 Zell am See\n",
"1074 Zistersdorf\n",
"37 Zittau\n",
"1368 Zlabing\n",
"12 Znaim\n",
"1369 Zuckmantel\n",
"560 Zurigo\n",
"654 Zurzach\n",
"431 Zwettl\n",
"401 Zwiesel\n",
"33 Zürich\n",
"1521 gr\n",
"769 spitz\n",
"861 w\n",
"417 Č. Krumlov\n",