wikidata-capitals.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "284bbf4c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import geopandas\n",
    "import matplotlib.pyplot as plt\n",
    "from SPARQLWrapper import SPARQLWrapper, JSON"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a2007411",
   "metadata": {},
   "source": [
    "SPARQL query\n",
    "\n",
    "```\n",
    "#List of states and capitals\n",
    "SELECT DISTINCT ?state ?stateLabel ?capital ?capitalLabel ?lat ?lon\n",
    "WHERE\n",
    "{\n",
    "  ?state wdt:P31 wd:Q35657 .\n",
    "  ?state wdt:P36 ?capital .\n",
    "  ?capital wdt:P625 ?coord .\n",
    "  ?capital p:P625 ?coordinate .\n",
    "  ?coordinate psv:P625 ?coordinate_node .\n",
    "  ?coordinate_node wikibase:geoLatitude ?lat .\n",
    "  ?coordinate_node wikibase:geoLongitude ?lon .  \n",
    "  SERVICE wikibase:label { bd:serviceParam wikibase:language \"en\" }\n",
    "}\n",
    "ORDER BY ?stateLabel \n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "5da65a82",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>state.type</th>\n",
       "      <th>state.value</th>\n",
       "      <th>stateLabel.xml:lang</th>\n",
       "      <th>stateLabel.type</th>\n",
       "      <th>stateLabel.value</th>\n",
       "      <th>capital.type</th>\n",
       "      <th>capital.value</th>\n",
       "      <th>capitalLabel.xml:lang</th>\n",
       "      <th>capitalLabel.type</th>\n",
       "      <th>capitalLabel.value</th>\n",
       "      <th>lat.datatype</th>\n",
       "      <th>lat.type</th>\n",
       "      <th>lat.value</th>\n",
       "      <th>lon.datatype</th>\n",
       "      <th>lon.type</th>\n",
       "      <th>lon.value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>uri</td>\n",
       "      <td>http://www.wikidata.org/entity/Q173</td>\n",
       "      <td>en</td>\n",
       "      <td>literal</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>uri</td>\n",
       "      <td>http://www.wikidata.org/entity/Q29364</td>\n",
       "      <td>en</td>\n",
       "      <td>literal</td>\n",
       "      <td>Montgomery</td>\n",
       "      <td>http://www.w3.org/2001/XMLSchema#double</td>\n",
       "      <td>literal</td>\n",
       "      <td>32.361666666667</td>\n",
       "      <td>http://www.w3.org/2001/XMLSchema#double</td>\n",
       "      <td>literal</td>\n",
       "      <td>-86.279166666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>uri</td>\n",
       "      <td>http://www.wikidata.org/entity/Q797</td>\n",
       "      <td>en</td>\n",
       "      <td>literal</td>\n",
       "      <td>Alaska</td>\n",
       "      <td>uri</td>\n",
       "      <td>http://www.wikidata.org/entity/Q29445</td>\n",
       "      <td>en</td>\n",
       "      <td>literal</td>\n",
       "      <td>Juneau</td>\n",
       "      <td>http://www.w3.org/2001/XMLSchema#double</td>\n",
       "      <td>literal</td>\n",
       "      <td>58.30194</td>\n",
       "      <td>http://www.w3.org/2001/XMLSchema#double</td>\n",
       "      <td>literal</td>\n",
       "      <td>-134.41972</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>uri</td>\n",
       "      <td>http://www.wikidata.org/entity/Q816</td>\n",
       "      <td>en</td>\n",
       "      <td>literal</td>\n",
       "      <td>Arizona</td>\n",
       "      <td>uri</td>\n",
       "      <td>http://www.wikidata.org/entity/Q16556</td>\n",
       "      <td>en</td>\n",
       "      <td>literal</td>\n",
       "      <td>Phoenix</td>\n",
       "      <td>http://www.w3.org/2001/XMLSchema#double</td>\n",
       "      <td>literal</td>\n",
       "      <td>33.448333333333</td>\n",
       "      <td>http://www.w3.org/2001/XMLSchema#double</td>\n",
       "      <td>literal</td>\n",
       "      <td>-112.07388888889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>uri</td>\n",
       "      <td>http://www.wikidata.org/entity/Q1612</td>\n",
       "      <td>en</td>\n",
       "      <td>literal</td>\n",
       "      <td>Arkansas</td>\n",
       "      <td>uri</td>\n",
       "      <td>http://www.wikidata.org/entity/Q33405</td>\n",
       "      <td>en</td>\n",
       "      <td>literal</td>\n",
       "      <td>Little Rock</td>\n",
       "      <td>http://www.w3.org/2001/XMLSchema#double</td>\n",
       "      <td>literal</td>\n",
       "      <td>34.736111111111</td>\n",
       "      <td>http://www.w3.org/2001/XMLSchema#double</td>\n",
       "      <td>literal</td>\n",
       "      <td>-92.331111111111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>uri</td>\n",
       "      <td>http://www.wikidata.org/entity/Q99</td>\n",
       "      <td>en</td>\n",
       "      <td>literal</td>\n",
       "      <td>California</td>\n",
       "      <td>uri</td>\n",
       "      <td>http://www.wikidata.org/entity/Q18013</td>\n",
       "      <td>en</td>\n",
       "      <td>literal</td>\n",
       "      <td>Sacramento</td>\n",
       "      <td>http://www.w3.org/2001/XMLSchema#double</td>\n",
       "      <td>literal</td>\n",
       "      <td>38.575277777778</td>\n",
       "      <td>http://www.w3.org/2001/XMLSchema#double</td>\n",
       "      <td>literal</td>\n",
       "      <td>-121.48611111111</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  state.type                           state.value stateLabel.xml:lang  \\\n",
       "0        uri   http://www.wikidata.org/entity/Q173                  en   \n",
       "1        uri   http://www.wikidata.org/entity/Q797                  en   \n",
       "2        uri   http://www.wikidata.org/entity/Q816                  en   \n",
       "3        uri  http://www.wikidata.org/entity/Q1612                  en   \n",
       "4        uri    http://www.wikidata.org/entity/Q99                  en   \n",
       "\n",
       "  stateLabel.type stateLabel.value capital.type  \\\n",
       "0         literal          Alabama          uri   \n",
       "1         literal           Alaska          uri   \n",
       "2         literal          Arizona          uri   \n",
       "3         literal         Arkansas          uri   \n",
       "4         literal       California          uri   \n",
       "\n",
       "                           capital.value capitalLabel.xml:lang  \\\n",
       "0  http://www.wikidata.org/entity/Q29364                    en   \n",
       "1  http://www.wikidata.org/entity/Q29445                    en   \n",
       "2  http://www.wikidata.org/entity/Q16556                    en   \n",
       "3  http://www.wikidata.org/entity/Q33405                    en   \n",
       "4  http://www.wikidata.org/entity/Q18013                    en   \n",
       "\n",
       "  capitalLabel.type capitalLabel.value  \\\n",
       "0           literal         Montgomery   \n",
       "1           literal             Juneau   \n",
       "2           literal            Phoenix   \n",
       "3           literal        Little Rock   \n",
       "4           literal         Sacramento   \n",
       "\n",
       "                              lat.datatype lat.type        lat.value  \\\n",
       "0  http://www.w3.org/2001/XMLSchema#double  literal  32.361666666667   \n",
       "1  http://www.w3.org/2001/XMLSchema#double  literal         58.30194   \n",
       "2  http://www.w3.org/2001/XMLSchema#double  literal  33.448333333333   \n",
       "3  http://www.w3.org/2001/XMLSchema#double  literal  34.736111111111   \n",
       "4  http://www.w3.org/2001/XMLSchema#double  literal  38.575277777778   \n",
       "\n",
       "                              lon.datatype lon.type         lon.value  \n",
       "0  http://www.w3.org/2001/XMLSchema#double  literal  -86.279166666667  \n",
       "1  http://www.w3.org/2001/XMLSchema#double  literal        -134.41972  \n",
       "2  http://www.w3.org/2001/XMLSchema#double  literal  -112.07388888889  \n",
       "3  http://www.w3.org/2001/XMLSchema#double  literal  -92.331111111111  \n",
       "4  http://www.w3.org/2001/XMLSchema#double  literal  -121.48611111111  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def query_wikidata(sparql_query, sparql_service_url):\n",
    "    sparql = SPARQLWrapper(sparql_service_url, agent=\"Sparql Wrapper Jupyter\")  \n",
    "    \n",
    "    sparql.setQuery(sparql_query)\n",
    "    sparql.setReturnFormat(JSON)\n",
    "\n",
    "    result = sparql.query().convert()\n",
    "    return pd.json_normalize(result[\"results\"][\"bindings\"])\n",
    "\n",
    "q = \"\"\"\n",
    "SELECT DISTINCT ?state ?stateLabel ?capital ?capitalLabel ?lat ?lon\n",
    "WHERE\n",
    "{\n",
    "  ?state wdt:P31 wd:Q35657 .\n",
    "  ?state wdt:P36 ?capital .\n",
    "  ?capital wdt:P625 ?coord .\n",
    "  ?capital p:P625 ?coordinate .\n",
    "  ?coordinate psv:P625 ?coordinate_node .\n",
    "  ?coordinate_node wikibase:geoLatitude ?lat .\n",
    "  ?coordinate_node wikibase:geoLongitude ?lon .  \n",
    "  SERVICE wikibase:label { bd:serviceParam wikibase:language \"en\" }\n",
    "}\n",
    "ORDER BY ?stateLabel \n",
    "\n",
    "\"\"\"\n",
    "\n",
    "sparql_service_url = \"https://query.wikidata.org/sparql\"\n",
    "df = query_wikidata(q, sparql_service_url)\n",
    "\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "058668ad",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>state.type</th>\n",
       "      <th>state.value</th>\n",
       "      <th>stateLabel.xml:lang</th>\n",
       "      <th>stateLabel.type</th>\n",
       "      <th>stateLabel.value</th>\n",
       "      <th>capital.type</th>\n",
       "      <th>capital.value</th>\n",
       "      <th>capitalLabel.xml:lang</th>\n",
       "      <th>capitalLabel.type</th>\n",
       "      <th>capitalLabel.value</th>\n",
       "      <th>lat.datatype</th>\n",
       "      <th>lat.type</th>\n",
       "      <th>lat.value</th>\n",
       "      <th>lon.datatype</th>\n",
       "      <th>lon.type</th>\n",
       "      <th>lon.value</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>uri</td>\n",
       "      <td>http://www.wikidata.org/entity/Q173</td>\n",
       "      <td>en</td>\n",
       "      <td>literal</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>uri</td>\n",
       "      <td>http://www.wikidata.org/entity/Q29364</td>\n",
       "      <td>en</td>\n",
       "      <td>literal</td>\n",
       "      <td>Montgomery</td>\n",
       "      <td>http://www.w3.org/2001/XMLSchema#double</td>\n",
       "      <td>literal</td>\n",
       "      <td>32.361666666667</td>\n",
       "      <td>http://www.w3.org/2001/XMLSchema#double</td>\n",
       "      <td>literal</td>\n",
       "      <td>-86.279166666667</td>\n",
       "      <td>POINT (-86.27917 32.36167)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>uri</td>\n",
       "      <td>http://www.wikidata.org/entity/Q797</td>\n",
       "      <td>en</td>\n",
       "      <td>literal</td>\n",
       "      <td>Alaska</td>\n",
       "      <td>uri</td>\n",
       "      <td>http://www.wikidata.org/entity/Q29445</td>\n",
       "      <td>en</td>\n",
       "      <td>literal</td>\n",
       "      <td>Juneau</td>\n",
       "      <td>http://www.w3.org/2001/XMLSchema#double</td>\n",
       "      <td>literal</td>\n",
       "      <td>58.30194</td>\n",
       "      <td>http://www.w3.org/2001/XMLSchema#double</td>\n",
       "      <td>literal</td>\n",
       "      <td>-134.41972</td>\n",
       "      <td>POINT (-134.41972 58.30194)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>uri</td>\n",
       "      <td>http://www.wikidata.org/entity/Q816</td>\n",
       "      <td>en</td>\n",
       "      <td>literal</td>\n",
       "      <td>Arizona</td>\n",
       "      <td>uri</td>\n",
       "      <td>http://www.wikidata.org/entity/Q16556</td>\n",
       "      <td>en</td>\n",
       "      <td>literal</td>\n",
       "      <td>Phoenix</td>\n",
       "      <td>http://www.w3.org/2001/XMLSchema#double</td>\n",
       "      <td>literal</td>\n",
       "      <td>33.448333333333</td>\n",
       "      <td>http://www.w3.org/2001/XMLSchema#double</td>\n",
       "      <td>literal</td>\n",
       "      <td>-112.07388888889</td>\n",
       "      <td>POINT (-112.07389 33.44833)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>uri</td>\n",
       "      <td>http://www.wikidata.org/entity/Q1612</td>\n",
       "      <td>en</td>\n",
       "      <td>literal</td>\n",
       "      <td>Arkansas</td>\n",
       "      <td>uri</td>\n",
       "      <td>http://www.wikidata.org/entity/Q33405</td>\n",
       "      <td>en</td>\n",
       "      <td>literal</td>\n",
       "      <td>Little Rock</td>\n",
       "      <td>http://www.w3.org/2001/XMLSchema#double</td>\n",
       "      <td>literal</td>\n",
       "      <td>34.736111111111</td>\n",
       "      <td>http://www.w3.org/2001/XMLSchema#double</td>\n",
       "      <td>literal</td>\n",
       "      <td>-92.331111111111</td>\n",
       "      <td>POINT (-92.33111 34.73611)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>uri</td>\n",
       "      <td>http://www.wikidata.org/entity/Q99</td>\n",
       "      <td>en</td>\n",
       "      <td>literal</td>\n",
       "      <td>California</td>\n",
       "      <td>uri</td>\n",
       "      <td>http://www.wikidata.org/entity/Q18013</td>\n",
       "      <td>en</td>\n",
       "      <td>literal</td>\n",
       "      <td>Sacramento</td>\n",
       "      <td>http://www.w3.org/2001/XMLSchema#double</td>\n",
       "      <td>literal</td>\n",
       "      <td>38.575277777778</td>\n",
       "      <td>http://www.w3.org/2001/XMLSchema#double</td>\n",
       "      <td>literal</td>\n",
       "      <td>-121.48611111111</td>\n",
       "      <td>POINT (-121.48611 38.57528)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  state.type                           state.value stateLabel.xml:lang  \\\n",
       "0        uri   http://www.wikidata.org/entity/Q173                  en   \n",
       "1        uri   http://www.wikidata.org/entity/Q797                  en   \n",
       "2        uri   http://www.wikidata.org/entity/Q816                  en   \n",
       "3        uri  http://www.wikidata.org/entity/Q1612                  en   \n",
       "4        uri    http://www.wikidata.org/entity/Q99                  en   \n",
       "\n",
       "  stateLabel.type stateLabel.value capital.type  \\\n",
       "0         literal          Alabama          uri   \n",
       "1         literal           Alaska          uri   \n",
       "2         literal          Arizona          uri   \n",
       "3         literal         Arkansas          uri   \n",
       "4         literal       California          uri   \n",
       "\n",
       "                           capital.value capitalLabel.xml:lang  \\\n",
       "0  http://www.wikidata.org/entity/Q29364                    en   \n",
       "1  http://www.wikidata.org/entity/Q29445                    en   \n",
       "2  http://www.wikidata.org/entity/Q16556                    en   \n",
       "3  http://www.wikidata.org/entity/Q33405                    en   \n",
       "4  http://www.wikidata.org/entity/Q18013                    en   \n",
       "\n",
       "  capitalLabel.type capitalLabel.value  \\\n",
       "0           literal         Montgomery   \n",
       "1           literal             Juneau   \n",
       "2           literal            Phoenix   \n",
       "3           literal        Little Rock   \n",
       "4           literal         Sacramento   \n",
       "\n",
       "                              lat.datatype lat.type        lat.value  \\\n",
       "0  http://www.w3.org/2001/XMLSchema#double  literal  32.361666666667   \n",
       "1  http://www.w3.org/2001/XMLSchema#double  literal         58.30194   \n",
       "2  http://www.w3.org/2001/XMLSchema#double  literal  33.448333333333   \n",
       "3  http://www.w3.org/2001/XMLSchema#double  literal  34.736111111111   \n",
       "4  http://www.w3.org/2001/XMLSchema#double  literal  38.575277777778   \n",
       "\n",
       "                              lon.datatype lon.type         lon.value  \\\n",
       "0  http://www.w3.org/2001/XMLSchema#double  literal  -86.279166666667   \n",
       "1  http://www.w3.org/2001/XMLSchema#double  literal        -134.41972   \n",
       "2  http://www.w3.org/2001/XMLSchema#double  literal  -112.07388888889   \n",
       "3  http://www.w3.org/2001/XMLSchema#double  literal  -92.331111111111   \n",
       "4  http://www.w3.org/2001/XMLSchema#double  literal  -121.48611111111   \n",
       "\n",
       "                      geometry  \n",
       "0   POINT (-86.27917 32.36167)  \n",
       "1  POINT (-134.41972 58.30194)  \n",
       "2  POINT (-112.07389 33.44833)  \n",
       "3   POINT (-92.33111 34.73611)  \n",
       "4  POINT (-121.48611 38.57528)  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gdf = geopandas.GeoDataFrame(\n",
    "    df, geometry=geopandas.points_from_xy(df['lon.value'], df['lat.value']))\n",
    "\n",
    "\n",
    "gdf.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "07a14a26",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "world = geopandas.read_file(geopandas.datasets.get_path('naturalearth_lowres'))\n",
    "\n",
    "fig, ax1 = plt.subplots(figsize=(16,12))\n",
    "world[world.continent == 'North America'].plot(ax=ax1,\n",
    "    color='white', edgecolor='black')\n",
    "gdf.plot(ax=ax1, color='red', figsize=(50,36))\n",
    "\n",
    "\n",
    "plt.show()"
   ]
  },
  {
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