|
| 1 | +{ |
| 2 | + "cells": [ |
| 3 | + { |
| 4 | + "cell_type": "markdown", |
| 5 | + "metadata": {}, |
| 6 | + "source": [ |
| 7 | + "## GeoJSON Example - Stations\n", |
| 8 | + "\n", |
| 9 | + "In this Python snippet we use stations (geographic) from the Swiss public transportation and convert the data to a GeoJSON (http://geojson.org/) file.\n", |
| 10 | + "\n", |
| 11 | + "\n", |
| 12 | + "- Donwload the _'bfkoordgeo.csv'_ file, https://opentransportdata.swiss/en/dataset/bhlist/resource/b92a372f-7843-4ddd-b1c6-c9c6397e1097\n", |
| 13 | + "- Convert the file from ISO-8859-1 to UTF-8\n", |
| 14 | + "\n", |
| 15 | + "```\n", |
| 16 | + "iconv -f ISO-8859-1 -t UTF-8 bfkoordgeo.csv > out.csv\n", |
| 17 | + "```\n", |
| 18 | + "\n", |
| 19 | + "\n", |
| 20 | + "> __Note:__ The data is from the _Open Data Platform Swiss Public Transport_, https://opentransportdata.swiss/en/\n", |
| 21 | + "\n", |
| 22 | + "\n", |
| 23 | + "### Required libraries\n", |
| 24 | + "- pandas, http://pandas.pydata.org/\n", |
| 25 | + "- geojson, https://pypi.python.org/pypi/geojson/\n" |
| 26 | + ] |
| 27 | + }, |
| 28 | + { |
| 29 | + "cell_type": "markdown", |
| 30 | + "metadata": {}, |
| 31 | + "source": [ |
| 32 | + "### Load the data\n", |
| 33 | + "First let's load the data with pandas. The data frame contains the stations from the public transportations from Switzerland and some from adjoining countries. We have the columns:\n", |
| 34 | + "- StationID\n", |
| 35 | + "- Longitude\n", |
| 36 | + "- Latitude\n", |
| 37 | + "- Height\n", |
| 38 | + "- Remark\n", |
| 39 | + "\n", |
| 40 | + "Longitude and Latitude should be _WGS 84_ coordinates." |
| 41 | + ] |
| 42 | + }, |
| 43 | + { |
| 44 | + "cell_type": "code", |
| 45 | + "execution_count": 4, |
| 46 | + "metadata": { |
| 47 | + "collapsed": false |
| 48 | + }, |
| 49 | + "outputs": [ |
| 50 | + { |
| 51 | + "data": { |
| 52 | + "text/html": [ |
| 53 | + "<div>\n", |
| 54 | + "<table border=\"1\" class=\"dataframe\">\n", |
| 55 | + " <thead>\n", |
| 56 | + " <tr style=\"text-align: right;\">\n", |
| 57 | + " <th></th>\n", |
| 58 | + " <th>StationID</th>\n", |
| 59 | + " <th>Longitude</th>\n", |
| 60 | + " <th>Latitude</th>\n", |
| 61 | + " <th>Height</th>\n", |
| 62 | + " <th>Remark</th>\n", |
| 63 | + " </tr>\n", |
| 64 | + " </thead>\n", |
| 65 | + " <tbody>\n", |
| 66 | + " <tr>\n", |
| 67 | + " <th>0</th>\n", |
| 68 | + " <td>6</td>\n", |
| 69 | + " <td>7.549783</td>\n", |
| 70 | + " <td>47.216111</td>\n", |
| 71 | + " <td>441</td>\n", |
| 72 | + " <td>St. Katharinen</td>\n", |
| 73 | + " </tr>\n", |
| 74 | + " <tr>\n", |
| 75 | + " <th>1</th>\n", |
| 76 | + " <td>7</td>\n", |
| 77 | + " <td>9.733756</td>\n", |
| 78 | + " <td>46.922368</td>\n", |
| 79 | + " <td>744</td>\n", |
| 80 | + " <td>Fideris</td>\n", |
| 81 | + " </tr>\n", |
| 82 | + " <tr>\n", |
| 83 | + " <th>2</th>\n", |
| 84 | + " <td>11</td>\n", |
| 85 | + " <td>7.389462</td>\n", |
| 86 | + " <td>47.191804</td>\n", |
| 87 | + " <td>467</td>\n", |
| 88 | + " <td>Grenchen Nord</td>\n", |
| 89 | + " </tr>\n", |
| 90 | + " <tr>\n", |
| 91 | + " <th>3</th>\n", |
| 92 | + " <td>16</td>\n", |
| 93 | + " <td>6.513937</td>\n", |
| 94 | + " <td>46.659019</td>\n", |
| 95 | + " <td>499</td>\n", |
| 96 | + " <td>La Sarraz, Couronne</td>\n", |
| 97 | + " </tr>\n", |
| 98 | + " <tr>\n", |
| 99 | + " <th>4</th>\n", |
| 100 | + " <td>22</td>\n", |
| 101 | + " <td>7.589551</td>\n", |
| 102 | + " <td>47.547405</td>\n", |
| 103 | + " <td>277</td>\n", |
| 104 | + " <td>Basel SBB</td>\n", |
| 105 | + " </tr>\n", |
| 106 | + " </tbody>\n", |
| 107 | + "</table>\n", |
| 108 | + "</div>" |
| 109 | + ], |
| 110 | + "text/plain": [ |
| 111 | + " StationID Longitude Latitude Height Remark\n", |
| 112 | + "0 6 7.549783 47.216111 441 St. Katharinen\n", |
| 113 | + "1 7 9.733756 46.922368 744 Fideris\n", |
| 114 | + "2 11 7.389462 47.191804 467 Grenchen Nord\n", |
| 115 | + "3 16 6.513937 46.659019 499 La Sarraz, Couronne\n", |
| 116 | + "4 22 7.589551 47.547405 277 Basel SBB" |
| 117 | + ] |
| 118 | + }, |
| 119 | + "execution_count": 4, |
| 120 | + "metadata": {}, |
| 121 | + "output_type": "execute_result" |
| 122 | + } |
| 123 | + ], |
| 124 | + "source": [ |
| 125 | + "import pandas as pd\n", |
| 126 | + "\n", |
| 127 | + "df = pd.read_csv('data/bfkoordgeo_utf8.csv')\n", |
| 128 | + "df.head()" |
| 129 | + ] |
| 130 | + }, |
| 131 | + { |
| 132 | + "cell_type": "markdown", |
| 133 | + "metadata": {}, |
| 134 | + "source": [ |
| 135 | + "Now we do some data cleaning and remove all rows where _Longitude_ and _Latitude_ are _'null'_." |
| 136 | + ] |
| 137 | + }, |
| 138 | + { |
| 139 | + "cell_type": "code", |
| 140 | + "execution_count": 5, |
| 141 | + "metadata": { |
| 142 | + "collapsed": false, |
| 143 | + "scrolled": true |
| 144 | + }, |
| 145 | + "outputs": [], |
| 146 | + "source": [ |
| 147 | + "df = df[df['Longitude'].notnull()]\n", |
| 148 | + "df = df[df['Latitude'].notnull()]\n", |
| 149 | + "\n", |
| 150 | + "# will display all rows that have null values\n", |
| 151 | + "#df[df.isnull().any(axis=1)]" |
| 152 | + ] |
| 153 | + }, |
| 154 | + { |
| 155 | + "cell_type": "markdown", |
| 156 | + "metadata": {}, |
| 157 | + "source": [ |
| 158 | + "### Convert pandas data frame to GeoJSON\n", |
| 159 | + "Next we convert the panda data frame to geosjon objects (_FeatureCollection/Feature/Point_). " |
| 160 | + ] |
| 161 | + }, |
| 162 | + { |
| 163 | + "cell_type": "code", |
| 164 | + "execution_count": 6, |
| 165 | + "metadata": { |
| 166 | + "collapsed": false |
| 167 | + }, |
| 168 | + "outputs": [ |
| 169 | + { |
| 170 | + "ename": "ImportError", |
| 171 | + "evalue": "No module named geojson", |
| 172 | + "output_type": "error", |
| 173 | + "traceback": [ |
| 174 | + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", |
| 175 | + "\u001b[0;31mImportError\u001b[0m Traceback (most recent call last)", |
| 176 | + "\u001b[0;32m<ipython-input-6-24a9a6f30e7a>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mimport\u001b[0m \u001b[0mgeojson\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mgeojson\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mvalues\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mzip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'Longitude'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'Latitude'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'Remark'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mpoints\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mgeojson\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mFeature\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgeometry\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mgeojson\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mPoint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mv\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mv\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mproperties\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m{\u001b[0m\u001b[0;34m'name'\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mv\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mv\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mvalues\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", |
| 177 | + "\u001b[0;31mImportError\u001b[0m: No module named geojson" |
| 178 | + ] |
| 179 | + } |
| 180 | + ], |
| 181 | + "source": [ |
| 182 | + "import geojson as geojson\n", |
| 183 | + "\n", |
| 184 | + "values = zip(df['Longitude'], df['Latitude'], df['Remark'])\n", |
| 185 | + "points = [geojson.Feature(geometry=geojson.Point((v[0], v[1])), properties={'name': v[2]}) for v in values]\n", |
| 186 | + "\n", |
| 187 | + "geo_collection = geojson.FeatureCollection(points)\n", |
| 188 | + "\n", |
| 189 | + "print(points[0])" |
| 190 | + ] |
| 191 | + }, |
| 192 | + { |
| 193 | + "cell_type": "markdown", |
| 194 | + "metadata": {}, |
| 195 | + "source": [ |
| 196 | + "### Save the GeoJSON (FeatureCollection) to a file\n", |
| 197 | + "Finally we dump the GeoJSON objects to a file." |
| 198 | + ] |
| 199 | + }, |
| 200 | + { |
| 201 | + "cell_type": "code", |
| 202 | + "execution_count": 1, |
| 203 | + "metadata": { |
| 204 | + "collapsed": false |
| 205 | + }, |
| 206 | + "outputs": [ |
| 207 | + { |
| 208 | + "ename": "NameError", |
| 209 | + "evalue": "name 'geojson' is not defined", |
| 210 | + "output_type": "error", |
| 211 | + "traceback": [ |
| 212 | + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", |
| 213 | + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", |
| 214 | + "\u001b[0;32m<ipython-input-1-49573f81a20e>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdump\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgeojson\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdumps\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgeo_collection\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msort_keys\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m '''\n\u001b[1;32m 4\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'stations.geojson'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'w'\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mfile\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0mfile\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwrite\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdump\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", |
| 215 | + "\u001b[0;31mNameError\u001b[0m: name 'geojson' is not defined" |
| 216 | + ] |
| 217 | + } |
| 218 | + ], |
| 219 | + "source": [ |
| 220 | + "dump = geojson.dumps(geo_collection, sort_keys=True)\n", |
| 221 | + "\n", |
| 222 | + "'''\n", |
| 223 | + "with open('stations.geojson', 'w') as file:\n", |
| 224 | + " file.write(dump)\n", |
| 225 | + "'''" |
| 226 | + ] |
| 227 | + }, |
| 228 | + { |
| 229 | + "cell_type": "markdown", |
| 230 | + "metadata": {}, |
| 231 | + "source": [ |
| 232 | + "### Result\n", |
| 233 | + "You can find the resulat (GeoJSON file) from this snippet here\n", |
| 234 | + "- [stations.geojson](stations.geojson)" |
| 235 | + ] |
| 236 | + } |
| 237 | + ], |
| 238 | + "metadata": { |
| 239 | + "kernelspec": { |
| 240 | + "display_name": "Python 2", |
| 241 | + "language": "python", |
| 242 | + "name": "python2" |
| 243 | + }, |
| 244 | + "language_info": { |
| 245 | + "codemirror_mode": { |
| 246 | + "name": "ipython", |
| 247 | + "version": 2 |
| 248 | + }, |
| 249 | + "file_extension": ".py", |
| 250 | + "mimetype": "text/x-python", |
| 251 | + "name": "python", |
| 252 | + "nbconvert_exporter": "python", |
| 253 | + "pygments_lexer": "ipython2", |
| 254 | + "version": "2.7.12" |
| 255 | + } |
| 256 | + }, |
| 257 | + "nbformat": 4, |
| 258 | + "nbformat_minor": 2 |
| 259 | +} |
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