{ "cells": [ { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "%load_ext ipycache\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this first step towards our map, we acquire data from OpenStreetMap for Singapore, filter and clean it using GeoPandas and the fuzzywuzzy library.\n", "\n", "Recipes contained in this notebook:\n", "* Obtaining geographic data from OpenStreetMap\n", " * Through Metro Extracts\n", " * Through the library `geopandas_osm`\n", "* Using GeoPandas\n", " * Plotting\n", " * Geographic manipulation\n", " * Basic data manipulation via Pandas\n", " * filtering\n", " * string and regex replacement\n", "* Using `fuzzywuzzy` to clean data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Obtaining geographic data from OpenStreetMap" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Method 1: Download from Metro Extracts\n", "\n", "[Metro Extracts](https://mapzen.com/metro-extracts/) is a service by MapZen that packages up OSM data from key cities around the world for convenient download, updated weekly." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "--2015-03-20 22:15:01-- https://s3.amazonaws.com/metro-extracts.mapzen.com/singapore.imposm-geojson.zip\n", "Resolving s3.amazonaws.com (s3.amazonaws.com)... 54.231.10.80\n", "Connecting to s3.amazonaws.com (s3.amazonaws.com)|54.231.10.80|:443... connected.\n", "HTTP request sent, awaiting response... 200 OK\n", "Length: 17780196 (17M) [binary/octet-stream]\n", "Saving to: ‘singapore.imposm-geojson.zip’\n", "\n", "100%[======================================>] 17,780,196 306KB/s in 71s \n", "\n", "2015-03-20 22:16:12 (243 KB/s) - ‘singapore.imposm-geojson.zip’ saved [17780196/17780196]\n", "\n" ] } ], "source": [ "# Download the Singapore IMPOSM GeoJSON zipfile\n", "\n", "!wget https://s3.amazonaws.com/metro-extracts.mapzen.com/singapore.imposm-geojson.zip" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Archive: singapore.imposm-geojson.zip\n", " inflating: singapore-admin.geojson \n", " inflating: singapore-aeroways.geojson \n", " inflating: singapore-amenities.geojson \n", " inflating: singapore-buildings.geojson \n", " inflating: singapore-landusages.geojson \n", " inflating: singapore-landusages_gen0.geojson \n", " inflating: singapore-landusages_gen1.geojson \n", " inflating: singapore-places.geojson \n", " inflating: singapore-roads.geojson \n", " inflating: singapore-roads_gen0.geojson \n", " inflating: singapore-roads_gen1.geojson \n", " inflating: singapore-transport_areas.geojson \n", " inflating: singapore-transport_points.geojson \n", " inflating: singapore-waterareas.geojson \n", " inflating: singapore-waterareas_gen0.geojson \n", " inflating: singapore-waterareas_gen1.geojson \n", " inflating: singapore-waterways.geojson \n" ] } ], "source": [ "# Unzip the file\n", "\n", "!unzip singapore.imposm-geojson.zip" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The relevant files for us are `singapore-roads.geojson` and `singapore-admin.geojson`, which gives us administrative boundaries." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We know we'll have to do some filtering with `singapore-roads.geojson`, so let's open it up in Pandas..." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "ename": "ValueError", "evalue": "Mixing dicts with non-Series may lead to ambiguous ordering.", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mread_json\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'singapore-roads.geojson'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[1;32m/home/michelle/.virtualenvs/sgmap/local/lib/python2.7/site-packages/pandas/io/json.pyc\u001b[0m in \u001b[0;36mread_json\u001b[1;34m(path_or_buf, orient, typ, dtype, convert_axes, convert_dates, keep_default_dates, numpy, precise_float, date_unit)\u001b[0m\n\u001b[0;32m 196\u001b[0m obj = FrameParser(json, orient, dtype, convert_axes, convert_dates,\n\u001b[0;32m 197\u001b[0m \u001b[0mkeep_default_dates\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnumpy\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mprecise_float\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 198\u001b[1;33m date_unit).parse()\n\u001b[0m\u001b[0;32m 199\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 200\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mtyp\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m'series'\u001b[0m \u001b[1;32mor\u001b[0m \u001b[0mobj\u001b[0m \u001b[1;32mis\u001b[0m \u001b[0mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m/home/michelle/.virtualenvs/sgmap/local/lib/python2.7/site-packages/pandas/io/json.pyc\u001b[0m in \u001b[0;36mparse\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 264\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 265\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 266\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_parse_no_numpy\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 267\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 268\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mobj\u001b[0m \u001b[1;32mis\u001b[0m \u001b[0mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m/home/michelle/.virtualenvs/sgmap/local/lib/python2.7/site-packages/pandas/io/json.pyc\u001b[0m in \u001b[0;36m_parse_no_numpy\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 481\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0morient\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m\"columns\"\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 482\u001b[0m self.obj = DataFrame(\n\u001b[1;32m--> 483\u001b[1;33m loads(json, precise_float=self.precise_float), dtype=None)\n\u001b[0m\u001b[0;32m 484\u001b[0m \u001b[1;32melif\u001b[0m \u001b[0morient\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m\"split\"\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 485\u001b[0m decoded = dict((str(k), v)\n", "\u001b[1;32m/home/michelle/.virtualenvs/sgmap/local/lib/python2.7/site-packages/pandas/core/frame.pyc\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, data, index, columns, dtype, copy)\u001b[0m\n\u001b[0;32m 206\u001b[0m dtype=dtype, copy=copy)\n\u001b[0;32m 207\u001b[0m \u001b[1;32melif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdict\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 208\u001b[1;33m \u001b[0mmgr\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_init_dict\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mindex\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolumns\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdtype\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 209\u001b[0m \u001b[1;32melif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mma\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mMaskedArray\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 210\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mnumpy\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mma\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmrecords\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mmrecords\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m/home/michelle/.virtualenvs/sgmap/local/lib/python2.7/site-packages/pandas/core/frame.pyc\u001b[0m in \u001b[0;36m_init_dict\u001b[1;34m(self, data, index, columns, dtype)\u001b[0m\n\u001b[0;32m 334\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 335\u001b[0m return _arrays_to_mgr(arrays, data_names, index, columns,\n\u001b[1;32m--> 336\u001b[1;33m dtype=dtype)\n\u001b[0m\u001b[0;32m 337\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 338\u001b[0m def _init_ndarray(self, values, index, columns, dtype=None,\n", "\u001b[1;32m/home/michelle/.virtualenvs/sgmap/local/lib/python2.7/site-packages/pandas/core/frame.pyc\u001b[0m in \u001b[0;36m_arrays_to_mgr\u001b[1;34m(arrays, arr_names, index, columns, dtype)\u001b[0m\n\u001b[0;32m 4615\u001b[0m \u001b[1;31m# figure out the index, if necessary\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4616\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mindex\u001b[0m \u001b[1;32mis\u001b[0m \u001b[0mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 4617\u001b[1;33m \u001b[0mindex\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mextract_index\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0marrays\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 4618\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4619\u001b[0m \u001b[0mindex\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m_ensure_index\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m/home/michelle/.virtualenvs/sgmap/local/lib/python2.7/site-packages/pandas/core/frame.pyc\u001b[0m in \u001b[0;36mextract_index\u001b[1;34m(data)\u001b[0m\n\u001b[0;32m 4666\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4667\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mhave_dicts\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 4668\u001b[1;33m raise ValueError('Mixing dicts with non-Series may lead to '\n\u001b[0m\u001b[0;32m 4669\u001b[0m 'ambiguous ordering.')\n\u001b[0;32m 4670\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;31mValueError\u001b[0m: Mixing dicts with non-Series may lead to ambiguous ordering." ] } ], "source": [ "df = pd.read_json('singapore-roads.geojson')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Aw, shucks...Pandas can't open GeoJSON files. # TODO: why\n", "\n", "Luckily, GeoPandas comes to the rescue!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "GeoPandas is an extension of Pandas that adds geographic capabilities. We'll see in a bit some of the awesome geographic manipulation we can do. But for now, it's sort of a relief that we can open GeoJSON files!" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import geopandas as gpd" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": true }, "outputs": [], "source": [ "df = gpd.read_file(\"singapore-roads.geojson\")" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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accessbridgeclassgeometryidnameonewayosm_idrefservicetunneltypez_order
0 None 0 highway LINESTRING (103.8284047430461 1.3068665711867,... 0 Orchard Road 1 4386520 None None 0 primary 6
1 None 0 highway LINESTRING (103.8433569686602 1.28958115900517... 1 Merchant Loop 1 9590308 None None 0 residential 3
2 None 0 highway LINESTRING (103.8412715511506 1.28860734949448... 2 Clemenceau Avenue 1 9590470 None None 0 primary 6
3 None 0 highway LINESTRING (103.8420525768883 1.29002322057853... 3 Merchant Road 1 9590561 None None 0 secondary 5
4 None 0 highway LINESTRING (103.8447162618978 1.28850685047542... 4 Read Cresent 1 9590577 None None 0 residential 3
5 None 0 highway LINESTRING (103.8513752648741 1.39678611968956... 5 Tampines Expressway 1 14058412 TPE None 0 motorway 9
6 None 0 highway LINESTRING (103.8579654524252 1.39413458843965... 6 Seletar Expressway 1 14061945 SLE None 0 motorway 9
7 None 0 highway LINESTRING (103.8443906249596 1.31096833932369... 7 Central Expressway 1 14295878 CTE None 0 motorway 9
8 None 1 highway LINESTRING (103.8664486928081 1.29436714189819... 8 ECP Rochor Road Exit 1 14458223 None None 0 motorway_link 23
9 None 0 highway LINESTRING (103.8021676259133 1.27279203931056... 9 Telok Blangah Road 1 14458224 None None 0 primary 6
10 None 1 highway LINESTRING (103.6372540162506 1.34803621646112... 10 Ayer Rajah Expressway 1 15004371 AYE None 0 motorway 29
11 None 1 highway LINESTRING (103.8341078737844 1.27236565189612... 11 Ayer Rajah Expressway 1 15005218 AYE None 0 motorway 29
12 None 0 highway LINESTRING (103.8541000539577 1.39778775711882... 12 Seletar Expressway 1 15092487 SLE None 0 motorway 9
13 None 0 highway LINESTRING (103.8610271940164 1.40078252730367... 13 None 1 15092593 None None 0 motorway_link 3
14 None 0 highway LINESTRING (103.8541408738262 1.39762062196953... 14 Seletar Expressway 1 15092594 SLE None 0 motorway 9
15 None 0 highway LINESTRING (103.8408083671813 1.31467506836410... 15 None 0 9584847 None None 0 footway 0
16 None 0 highway LINESTRING (103.8578884227351 1.39304544394129... 16 None 1 15092850 None None 0 motorway_link 3
17 None 0 highway LINESTRING (103.8387570640176 1.31267631973334... 17 Scotts Road 1 8096835 None None 0 primary 6
18 None 0 highway LINESTRING (103.8392504228384 1.31344946648208... 18 Newton Road 1 9585045 None None 0 primary 6
19 None 0 highway LINESTRING (103.8373030552741 1.31470365065393... 19 Sarkies Road 0 9585074 None None 0 residential 3
20 None 0 highway LINESTRING (103.842835949559 1.291595917070989... 20 Unity Street 0 9588130 None None 0 residential 3
21 None 0 highway LINESTRING (103.8308129476469 1.30390055092971... 21 Paterson Hill 1 9586040 None None 0 primary 6
22 None 0 highway LINESTRING (103.8318304268731 1.30502766544945... 22 Patterson Road 1 9585621 None None 0 primary 6
23 None 0 highway LINESTRING (103.7749761452852 1.38575318818034... 23 Kranji Expressway 1 15773693 KJE None 0 motorway_link 3
24 None 0 highway LINESTRING (103.7114082945315 1.36711217079856... 24 None 1 15773695 None None 0 motorway_link 3
25 None 0 highway LINESTRING (103.8227325415305 1.27891518721688... 25 Central Expressway 1 15774741 CTE None 0 motorway 9
26 None 0 highway LINESTRING (103.840308386657 1.287336988249505... 26 Central Expressway 1 15775018 CTE None 1 motorway-11
27 None 0 highway LINESTRING (103.6635033709619 1.32316124241309... 27 Upper Jurong Road 1 15775493 None None 0 motorway_link 3
28 None 0 highway LINESTRING (103.8445550778999 1.31091209675340... 28 Central Expressway 1 15775020 CTE None 1 motorway-11
29 None 0 highway LINESTRING (103.8858461769513 1.35177773039972... 29 Hougang Ave 1 0 4887867 None None 0 residential 3
..........................................
62515 None 0 highway LINESTRING (103.8447872566178 1.34067682165575... 62515 None 0 330213797 None parking_aisle 0 service 0
62516 None 0 highway LINESTRING (103.8529749510948 1.34078017052188... 62516 None 0 330213798 None parking_aisle 0 service 0
62517 None 0 highway LINESTRING (103.8468275794882 1.33968608070064... 62517 None 0 330213799 None driveway 0 service 0
62518 None 0 highway LINESTRING (103.8468381406862 1.33498802397186... 62518 None 0 330213801 None driveway 0 service 0
62519 None 0 highway LINESTRING (103.8448426609977 1.34049996349880... 62519 None 0 330213802 None driveway 0 service 0
62520 None 0 highway LINESTRING (103.8517760874838 1.33962623391200... 62520 Lorong 6 Toa Payoh 1 330213981 None None 0 secondary_link 3
62521 None 0 highway LINESTRING (103.8549077341475 1.33705198380933... 62521 None 0 330213781 None None 0 steps 0
62522 None 0 highway LINESTRING (103.8467848317821 1.34170737665094... 62522 None 0 330213766 None driveway 0 service 0
62523 None 0 highway LINESTRING (103.846060970624 1.339905183649603... 62523 None 0 330213782 None driveway 0 service 0
62524 None 0 highway LINESTRING (103.8472062738736 1.33912952232991... 62524 None 0 330213780 None driveway 0 service 0
62525 private 0 highway LINESTRING (103.8568858632965 1.32973474997694... 62525 None 0 330069948 None driveway 0 service 0
62526 None 0 highway LINESTRING (103.8544328993328 1.34317957412434... 62526 None 0 330213785 None driveway 0 service 0
62527 None 0 highway LINESTRING (103.8468528928358 1.34090095374661... 62527 None 0 330213778 None driveway 0 service 0
62528 private 0 highway LINESTRING (103.8595746940155 1.34965694125876... 62528 None 1 330785634 None driveway 0 service 0
62529 None 0 highway LINESTRING (103.8546323886283 1.33303914766501... 62529 None 0 330069911 None parking_aisle 0 service 0
62530 None 0 highway LINESTRING (103.8442157784594 1.34044011671013... 62530 None 0 330213803 None driveway 0 service 0
62531 None 0 highway LINESTRING (103.77509433012 1.331970119734268,... 62531 None 0 331376625 None None 0 footway 0
62532 private 0 highway LINESTRING (103.8146235531243 1.35609767947631... 62532 None 0 330872771 None None 0 service 0
62533 None 0 highway LINESTRING (103.7916909174987 1.29639941814166... 62533 None 0 330230340 None None 0 tertiary 4
62534 private 0 highway LINESTRING (103.8600742554446 1.34619026992523... 62534 None 1 330785637 None parking_aisle 0 service 0
62535 None 0 highway LINESTRING (103.7745914997486 1.33213943417838... 62535 None 0 331377095 None None 0 steps 0
62536 None 0 highway LINESTRING (103.775110255736 1.332153348137646... 62536 None 0 331376626 None None 0 footway 0
62537 None 0 highway LINESTRING (103.7747972754715 1.33181027684075... 62537 None 0 331377098 None None 0 footway 0
62538 None 0 highway LINESTRING (103.7750795779704 1.33226591709727... 62538 None 0 331376624 None None 0 steps 0
62539 None 0 highway LINESTRING (103.8567095918727 1.34121167089725... 62539 None 0 330213800 None parking_aisle 0 service 0
62540 private 0 highway LINESTRING (103.8601053523054 1.34619722690486... 62540 None 0 330785952 None driveway 0 service 0
62541 None 0 highway LINESTRING (103.7747296335129 1.33193634066448... 62541 None 0 331377096 None None 0 footway 0
62542 None 0 highway LINESTRING (103.7747785838274 1.33163434069313... 62542 None 0 331377097 None None 0 footway 0
62543 private 0 highway LINESTRING (103.8595054594953 1.35042723816041... 62543 None 0 330785633 None driveway 0 service 0
62544 None 0 highway LINESTRING (103.8552120810517 1.33421789470830... 62544 None 0 330069915 None driveway 0 service 0
\n", "

62545 rows × 13 columns

\n", "
" ], "text/plain": [ " access bridge class \\\n", "0 None 0 highway \n", "1 None 0 highway \n", "2 None 0 highway \n", "3 None 0 highway \n", "4 None 0 highway \n", "5 None 0 highway \n", "6 None 0 highway \n", "7 None 0 highway \n", "8 None 1 highway \n", "9 None 0 highway \n", "10 None 1 highway \n", "11 None 1 highway \n", "12 None 0 highway \n", "13 None 0 highway \n", "14 None 0 highway \n", "15 None 0 highway \n", "16 None 0 highway \n", "17 None 0 highway \n", "18 None 0 highway \n", "19 None 0 highway \n", "20 None 0 highway \n", "21 None 0 highway \n", "22 None 0 highway \n", "23 None 0 highway \n", "24 None 0 highway \n", "25 None 0 highway \n", "26 None 0 highway \n", "27 None 0 highway \n", "28 None 0 highway \n", "29 None 0 highway \n", "... ... ... ... \n", "62515 None 0 highway \n", "62516 None 0 highway \n", "62517 None 0 highway \n", "62518 None 0 highway \n", "62519 None 0 highway \n", "62520 None 0 highway \n", "62521 None 0 highway \n", "62522 None 0 highway \n", "62523 None 0 highway \n", "62524 None 0 highway \n", "62525 private 0 highway \n", "62526 None 0 highway \n", "62527 None 0 highway \n", "62528 private 0 highway \n", "62529 None 0 highway \n", "62530 None 0 highway \n", "62531 None 0 highway \n", "62532 private 0 highway \n", "62533 None 0 highway \n", "62534 private 0 highway \n", "62535 None 0 highway \n", "62536 None 0 highway \n", "62537 None 0 highway \n", "62538 None 0 highway \n", "62539 None 0 highway \n", "62540 private 0 highway \n", "62541 None 0 highway \n", "62542 None 0 highway \n", "62543 private 0 highway \n", "62544 None 0 highway \n", "\n", " geometry id \\\n", "0 LINESTRING (103.8284047430461 1.3068665711867,... 0 \n", "1 LINESTRING (103.8433569686602 1.28958115900517... 1 \n", "2 LINESTRING (103.8412715511506 1.28860734949448... 2 \n", "3 LINESTRING (103.8420525768883 1.29002322057853... 3 \n", "4 LINESTRING (103.8447162618978 1.28850685047542... 4 \n", "5 LINESTRING (103.8513752648741 1.39678611968956... 5 \n", "6 LINESTRING (103.8579654524252 1.39413458843965... 6 \n", "7 LINESTRING (103.8443906249596 1.31096833932369... 7 \n", "8 LINESTRING (103.8664486928081 1.29436714189819... 8 \n", "9 LINESTRING (103.8021676259133 1.27279203931056... 9 \n", "10 LINESTRING (103.6372540162506 1.34803621646112... 10 \n", "11 LINESTRING (103.8341078737844 1.27236565189612... 11 \n", "12 LINESTRING (103.8541000539577 1.39778775711882... 12 \n", "13 LINESTRING (103.8610271940164 1.40078252730367... 13 \n", "14 LINESTRING (103.8541408738262 1.39762062196953... 14 \n", "15 LINESTRING (103.8408083671813 1.31467506836410... 15 \n", "16 LINESTRING (103.8578884227351 1.39304544394129... 16 \n", "17 LINESTRING (103.8387570640176 1.31267631973334... 17 \n", "18 LINESTRING (103.8392504228384 1.31344946648208... 18 \n", "19 LINESTRING (103.8373030552741 1.31470365065393... 19 \n", "20 LINESTRING (103.842835949559 1.291595917070989... 20 \n", "21 LINESTRING (103.8308129476469 1.30390055092971... 21 \n", "22 LINESTRING (103.8318304268731 1.30502766544945... 22 \n", "23 LINESTRING (103.7749761452852 1.38575318818034... 23 \n", "24 LINESTRING (103.7114082945315 1.36711217079856... 24 \n", "25 LINESTRING (103.8227325415305 1.27891518721688... 25 \n", "26 LINESTRING (103.840308386657 1.287336988249505... 26 \n", "27 LINESTRING (103.6635033709619 1.32316124241309... 27 \n", "28 LINESTRING (103.8445550778999 1.31091209675340... 28 \n", "29 LINESTRING (103.8858461769513 1.35177773039972... 29 \n", "... ... ... \n", "62515 LINESTRING (103.8447872566178 1.34067682165575... 62515 \n", "62516 LINESTRING (103.8529749510948 1.34078017052188... 62516 \n", "62517 LINESTRING (103.8468275794882 1.33968608070064... 62517 \n", "62518 LINESTRING (103.8468381406862 1.33498802397186... 62518 \n", "62519 LINESTRING (103.8448426609977 1.34049996349880... 62519 \n", "62520 LINESTRING (103.8517760874838 1.33962623391200... 62520 \n", "62521 LINESTRING (103.8549077341475 1.33705198380933... 62521 \n", "62522 LINESTRING (103.8467848317821 1.34170737665094... 62522 \n", "62523 LINESTRING (103.846060970624 1.339905183649603... 62523 \n", "62524 LINESTRING (103.8472062738736 1.33912952232991... 62524 \n", "62525 LINESTRING (103.8568858632965 1.32973474997694... 62525 \n", "62526 LINESTRING (103.8544328993328 1.34317957412434... 62526 \n", "62527 LINESTRING (103.8468528928358 1.34090095374661... 62527 \n", "62528 LINESTRING (103.8595746940155 1.34965694125876... 62528 \n", "62529 LINESTRING (103.8546323886283 1.33303914766501... 62529 \n", "62530 LINESTRING (103.8442157784594 1.34044011671013... 62530 \n", "62531 LINESTRING (103.77509433012 1.331970119734268,... 62531 \n", "62532 LINESTRING (103.8146235531243 1.35609767947631... 62532 \n", "62533 LINESTRING (103.7916909174987 1.29639941814166... 62533 \n", "62534 LINESTRING (103.8600742554446 1.34619026992523... 62534 \n", "62535 LINESTRING (103.7745914997486 1.33213943417838... 62535 \n", "62536 LINESTRING (103.775110255736 1.332153348137646... 62536 \n", "62537 LINESTRING (103.7747972754715 1.33181027684075... 62537 \n", "62538 LINESTRING (103.7750795779704 1.33226591709727... 62538 \n", "62539 LINESTRING (103.8567095918727 1.34121167089725... 62539 \n", "62540 LINESTRING (103.8601053523054 1.34619722690486... 62540 \n", "62541 LINESTRING (103.7747296335129 1.33193634066448... 62541 \n", "62542 LINESTRING (103.7747785838274 1.33163434069313... 62542 \n", "62543 LINESTRING (103.8595054594953 1.35042723816041... 62543 \n", "62544 LINESTRING (103.8552120810517 1.33421789470830... 62544 \n", "\n", " name oneway osm_id ref service tunnel \\\n", "0 Orchard Road 1 4386520 None None 0 \n", "1 Merchant Loop 1 9590308 None None 0 \n", "2 Clemenceau Avenue 1 9590470 None None 0 \n", "3 Merchant Road 1 9590561 None None 0 \n", "4 Read Cresent 1 9590577 None None 0 \n", "5 Tampines Expressway 1 14058412 TPE None 0 \n", "6 Seletar Expressway 1 14061945 SLE None 0 \n", "7 Central Expressway 1 14295878 CTE None 0 \n", "8 ECP Rochor Road Exit 1 14458223 None None 0 \n", "9 Telok Blangah Road 1 14458224 None None 0 \n", "10 Ayer Rajah Expressway 1 15004371 AYE None 0 \n", "11 Ayer Rajah Expressway 1 15005218 AYE None 0 \n", "12 Seletar Expressway 1 15092487 SLE None 0 \n", "13 None 1 15092593 None None 0 \n", "14 Seletar Expressway 1 15092594 SLE None 0 \n", "15 None 0 9584847 None None 0 \n", "16 None 1 15092850 None None 0 \n", "17 Scotts Road 1 8096835 None None 0 \n", "18 Newton Road 1 9585045 None None 0 \n", "19 Sarkies Road 0 9585074 None None 0 \n", "20 Unity Street 0 9588130 None None 0 \n", "21 Paterson Hill 1 9586040 None None 0 \n", "22 Patterson Road 1 9585621 None None 0 \n", "23 Kranji Expressway 1 15773693 KJE None 0 \n", "24 None 1 15773695 None None 0 \n", "25 Central Expressway 1 15774741 CTE None 0 \n", "26 Central Expressway 1 15775018 CTE None 1 \n", "27 Upper Jurong Road 1 15775493 None None 0 \n", "28 Central Expressway 1 15775020 CTE None 1 \n", "29 Hougang Ave 1 0 4887867 None None 0 \n", "... ... ... ... ... ... ... \n", "62515 None 0 330213797 None parking_aisle 0 \n", "62516 None 0 330213798 None parking_aisle 0 \n", "62517 None 0 330213799 None driveway 0 \n", "62518 None 0 330213801 None driveway 0 \n", "62519 None 0 330213802 None driveway 0 \n", "62520 Lorong 6 Toa Payoh 1 330213981 None None 0 \n", "62521 None 0 330213781 None None 0 \n", "62522 None 0 330213766 None driveway 0 \n", "62523 None 0 330213782 None driveway 0 \n", "62524 None 0 330213780 None driveway 0 \n", "62525 None 0 330069948 None driveway 0 \n", "62526 None 0 330213785 None driveway 0 \n", "62527 None 0 330213778 None driveway 0 \n", "62528 None 1 330785634 None driveway 0 \n", "62529 None 0 330069911 None parking_aisle 0 \n", "62530 None 0 330213803 None driveway 0 \n", "62531 None 0 331376625 None None 0 \n", "62532 None 0 330872771 None None 0 \n", "62533 None 0 330230340 None None 0 \n", "62534 None 1 330785637 None parking_aisle 0 \n", "62535 None 0 331377095 None None 0 \n", "62536 None 0 331376626 None None 0 \n", "62537 None 0 331377098 None None 0 \n", "62538 None 0 331376624 None None 0 \n", "62539 None 0 330213800 None parking_aisle 0 \n", "62540 None 0 330785952 None driveway 0 \n", "62541 None 0 331377096 None None 0 \n", "62542 None 0 331377097 None None 0 \n", "62543 None 0 330785633 None driveway 0 \n", "62544 None 0 330069915 None driveway 0 \n", "\n", " type z_order \n", "0 primary 6 \n", "1 residential 3 \n", "2 primary 6 \n", "3 secondary 5 \n", "4 residential 3 \n", "5 motorway 9 \n", "6 motorway 9 \n", "7 motorway 9 \n", "8 motorway_link 23 \n", "9 primary 6 \n", "10 motorway 29 \n", "11 motorway 29 \n", "12 motorway 9 \n", "13 motorway_link 3 \n", "14 motorway 9 \n", "15 footway 0 \n", "16 motorway_link 3 \n", "17 primary 6 \n", "18 primary 6 \n", "19 residential 3 \n", "20 residential 3 \n", "21 primary 6 \n", "22 primary 6 \n", "23 motorway_link 3 \n", "24 motorway_link 3 \n", "25 motorway 9 \n", "26 motorway -11 \n", "27 motorway_link 3 \n", "28 motorway -11 \n", "29 residential 3 \n", "... ... ... \n", "62515 service 0 \n", "62516 service 0 \n", "62517 service 0 \n", "62518 service 0 \n", "62519 service 0 \n", "62520 secondary_link 3 \n", "62521 steps 0 \n", "62522 service 0 \n", "62523 service 0 \n", "62524 service 0 \n", "62525 service 0 \n", "62526 service 0 \n", "62527 service 0 \n", "62528 service 0 \n", "62529 service 0 \n", "62530 service 0 \n", "62531 footway 0 \n", "62532 service 0 \n", "62533 tertiary 4 \n", "62534 service 0 \n", "62535 steps 0 \n", "62536 footway 0 \n", "62537 footway 0 \n", "62538 steps 0 \n", "62539 service 0 \n", "62540 service 0 \n", "62541 footway 0 \n", "62542 footway 0 \n", "62543 service 0 \n", "62544 service 0 \n", "\n", "[62545 rows x 13 columns]" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###Yay!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What's more, we can do geo stuff really easily like plotting the contents of this GeoDataFrame." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVgAAAEACAYAAAD2sW7aAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXd4FNXXgN+7mx7SSLLUDRAIvXfpvSkdaYIgiAYQpApK\n", "YLMQFWwgqAlFelPpXWrovfcWMEtdkhAgvez9/pjFHyUViKDfvM8zD+zOnXvPTGbO3jn3FCGlREVF\n", "RUXl1aN53QKoqKio/FdRFayKiopKDqEqWBUVFZUcQlWwKioqKjmEqmBVVFRUcghVwaqoqKjkEBkq\n", "WCGEXgixQwhxVghxRggxOJ12U4UQl4UQJ4UQlXJGVBUVFZV/FzaZ7E8GhkopTwghcgFHhRBbpJTn\n", "HzcQQrQCikkp/YQQNYBgoGbOiayioqLy7yDDGayU8o6U8oT1/zHAeSD/M83aAPOsbQ4C7kKIPDkg\n", "q4qKisq/iizbYIUQhYFKwMFndhUATE98vgEUfFnBVFRUVP7tZEnBWs0Dy4BPrTPZ55o881mNv1VR\n", "Ufl/T2Y2WIQQtsByYKGUclUaTW4C+ic+F7R+92w/qtJVUVF5o5FSPjtZfOkO091QZqbzgckZtGkF\n", 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But plotting this has shown us that there's too much data in here. Not only is Singapore (the dense diamond-shaped island) included in this set, there's also roads from Malaysia to the north and Indonesia to the south in here. We'll have to filter them out. To do that we'll need the data in the `singapore-admin.geojson` file." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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admin_levegeometryidnameosm_idtype
0 2 POLYGON ((103.5682607272107 1.276999922341711,... 0 Singapura -536780 administrative
1 6 POLYGON ((103.75383539292 1.394411191244401, 1... 1 North West Community Development Council -3831714 administrative
2 6 POLYGON ((103.5682607272107 1.276999922341711,... 2 South West Community Development Council -3831716 administrative
3 6 POLYGON ((103.8567891361339 1.355489991496248,... 3 South East Community Development Council -3831715 administrative
4 6 POLYGON ((103.8733000604621 1.362206494328233,... 4 North East Community Development Council -3831713 administrative
5 6 POLYGON ((103.7926486337553 1.299063941341472,... 5 Central Singapore Community Development Council -3831712 administrative
6 10 POLYGON ((103.6607330681441 1.548248032044329,... 6 Taman Impian Emas 232080984 administrative
7NaN POLYGON ((103.915249893284 1.385568199577297, ... 7 Pasir Ris 244243731 administrative
8NaN POLYGON ((103.9200380554719 1.374212145700731,... 8 Tampines 244243399 administrative
\n", "
" ], "text/plain": [ " admin_leve geometry id \\\n", "0 2 POLYGON ((103.5682607272107 1.276999922341711,... 0 \n", "1 6 POLYGON ((103.75383539292 1.394411191244401, 1... 1 \n", "2 6 POLYGON ((103.5682607272107 1.276999922341711,... 2 \n", "3 6 POLYGON ((103.8567891361339 1.355489991496248,... 3 \n", "4 6 POLYGON ((103.8733000604621 1.362206494328233,... 4 \n", "5 6 POLYGON ((103.7926486337553 1.299063941341472,... 5 \n", "6 10 POLYGON ((103.6607330681441 1.548248032044329,... 6 \n", "7 NaN POLYGON ((103.915249893284 1.385568199577297, ... 7 \n", "8 NaN POLYGON ((103.9200380554719 1.374212145700731,... 8 \n", "\n", " name osm_id type \n", "0 Singapura -536780 administrative \n", "1 North West Community Development Council -3831714 administrative \n", "2 South West Community Development Council -3831716 administrative \n", "3 South East Community Development Council -3831715 administrative \n", "4 North East Community Development Council -3831713 administrative \n", "5 Central Singapore Community Development Council -3831712 administrative \n", "6 Taman Impian Emas 232080984 administrative \n", "7 Pasir Ris 244243731 administrative \n", "8 Tampines 244243399 administrative " ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "admin = gpd.read_file('singapore-admin.geojson')\n", "admin" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/svg+xml": [ "" ], "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# The first one is what we want\n", "\n", "sg_boundary = admin.ix[0].geometry\n", "sg_boundary" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We filter to the roads that lie `within` this Singapore boundary. The `within` function is from the `shapely` geographic manipulation library, whose capabilities are exposed in an intuitive way by `geopandas`." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": true }, "outputs": [], "source": [ "sg_roads = df[df.geometry.within(sg_boundary)]" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAW0AAAENCAYAAADE9TR4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3XdUFFf/P/D33b5Lb0vvTVABERFFQQU79t67YtcYOwrY\n", "e+xiNJbYe1esYEGxC0hv0nsv2/f+/jB5vj4pJo8xMfllXud4DswMdz4zO+ez1zu3EEopGAwGg/HP\n", "wPrSATAYDAbj92OSNoPBYPyDMEmbwWAw/kGYpM1gMBj/IEzSZjAYjH8QJmkzGAzGP8hHkzYh5AAh\n", "pIQQkvAr+zsQQmoIIa9/+Bfywb5uhJAUQkg6IWTh5w6cwWAw/o3Ix/ppE0LaA6gH8D2ltPkv7O8A\n", 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"x3FlCE/aHMdxZcj/AVbRlj5Wdx8ZAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sg_roads.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That looks a lot more like it! We can also take a look at the relative sizes of the dataframes:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(62545, 13)\n" ] }, { "data": { "text/plain": [ "(29451, 13)" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print df.shape\n", "sg_roads.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also do standard `pandas` style filtering. For example, we can extract just the \"highways\" - meaning roads - from this dataframe with the following line of code." ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(28810, 13)" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sg_roads = sg_roads[sg_roads[\"class\"] == 'highway']\n", "sg_roads.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll do a bit more filtering on the output presently, but first let's look at the second way of obtaining OSM data, which will bring us to the same point with very little code." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Method 2: Query OSM directly via `geopandas_osm`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This second method uses a library called `geopandas_osm`, written by Jake Wasserman. It will eventually be incorporated into `geopandas.io`, but for now we use it as a stand-alone library. You can find the code [here](https://github.com/jwass/geopandas_osm). It queries OpenStreetMap directly through their Overpass API.\n", "\n", "It's more convenient as we don't need to download and unpack the data from Metro Extracts every time. Also, the Overpass API is updated roughly once a day, so if you find yourself making edits to OpenStreetMap directly that you want to see reflected in the data you download, it's a much shorter wait. Note, however, that the API does take quite some time to return results!" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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highwaynamegeometry
0 primary Orchard Road LINESTRING (103.8284048 1.3068666, 103.8287382...
1 residential Hougang Ave 1 LINESTRING (103.8858462 1.3517778, 103.8859356...
2 primary Scotts Road LINESTRING (103.8387571 1.3126764, 103.83872 1...
3 tertiary Keng Lee Road LINESTRING (103.8395387 1.3132203, 103.8396493...
4 footway NaN LINESTRING (103.8408084 1.3146751, 103.8412438...
5 primary Newton Road LINESTRING (103.8392505 1.3134495, 103.8394598...
6 residential Sarkies Road LINESTRING (103.8373031 1.3147037, 103.8359738...
7 primary Patterson Road LINESTRING (103.8318305 1.3050277, 103.8315539...
8 secondary Orchard Boulevard LINESTRING (103.8348293 1.3004045, 103.8342528...
9 secondary Grange Road LINESTRING (103.8348293 1.3004045, 103.8346883...
10 primary Paterson Hill LINESTRING (103.830813 1.3039006, 103.8302888 ...
11 primary River Valley Road LINESTRING (103.8313547 1.2960058, 103.83227 1...
12 residential Unity Street LINESTRING (103.842836 1.291596, 103.8422129 1...
13 residential Merbau Road LINESTRING (103.8430392 1.2934171, 103.842244 ...
14 residential Mohamed Sultan Road LINESTRING (103.8387207 1.2909753, 103.8388778...
15 residential Saiboo Street LINESTRING (103.8387207 1.2909753, 103.8386978...
16 residential Merchant Loop LINESTRING (103.843357 1.2895812, 103.8436285 ...
17 primary Clemenceau Avenue LINESTRING (103.8412716 1.2886074, 103.8414779...
18 secondary Merchant Road LINESTRING (103.8420526 1.2900233, 103.8421061...
19 residential Read Cresent LINESTRING (103.8447163 1.2885069, 103.8448984...
20 motorway Tampines Expressway LINESTRING (103.8513753 1.3967862, 103.8518491...
21 motorway Seletar Expressway LINESTRING (103.8579655 1.3941346, 103.8580422...
22 motorway Central Expressway LINESTRING (103.8443907 1.3109684, 103.8445533...
23 motorway_link ECP Rochor Road Exit LINESTRING (103.8664487 1.2943672, 103.8653088...
24 primary Telok Blangah Road LINESTRING (103.8021677 1.2727921, 103.8022844...
25 motorway Ayer Rajah Expressway LINESTRING (103.6372541 1.3480363, 103.6373882...
26 motorway Ayer Rajah Expressway LINESTRING (103.8341079 1.2723657, 103.8361228...
27 motorway Seletar Expressway LINESTRING (103.8541001 1.3977878, 103.8545108...
28 motorway_link NaN LINESTRING (103.8610272 1.4007826, 103.8599639...
29 motorway Seletar Expressway LINESTRING (103.8541409 1.3976207, 103.8537589...
............
29039 service NaN LINESTRING (103.8962452 1.308929, 103.8962545 ...
29040 service NaN LINESTRING (103.8963869 1.3154738, 103.8964208...
29041 service NaN LINESTRING (103.8948332 1.3162965, 103.8949344...
29042 service NaN LINESTRING (103.9243887 1.3058938, 103.9244309...
29043 service NaN LINESTRING (103.9239223 1.3058523, 103.923993 ...
29044 service NaN LINESTRING (103.8982788 1.3119643, 103.8981389...
29045 service NaN LINESTRING (103.9230115 1.3075672, 103.9231694...
29046 service NaN LINESTRING (103.8950937 1.3163567, 103.8951445...
29047 service NaN LINESTRING (103.9218713 1.3068476, 103.9219578...
29048 service NaN LINESTRING (103.8958409 1.3167593, 103.8956646...
29049 service NaN LINESTRING (103.9259704 1.3064983, 103.9258357...
29050 service NaN LINESTRING (103.9255259 1.3062226, 103.9254309...
29051 service NaN LINESTRING (103.8956646 1.3167249, 103.8956338...
29052 service NaN LINESTRING (103.9261383 1.3067769, 103.926265 ...
29053 service NaN LINESTRING (103.9258459 1.3083791, 103.925754 ...
29054 service NaN LINESTRING (103.8971049 1.3127559, 103.8970379...
29055 service NaN LINESTRING (103.896544 1.3139329, 103.8966131 ...
29056 service NaN LINESTRING (103.8965426 1.3119683, 103.8968468...
29057 residential Marine Drive LINESTRING (103.9098645 1.3024331, 103.909354 ...
29058 service NaN LINESTRING (103.9087401 1.301585, 103.9089982 ...
29059 service NaN LINESTRING (103.9083074 1.3029351, 103.9089768...
29060 service NaN LINESTRING (103.9080775 1.3032895, 103.9088848...
29061 service NaN LINESTRING (103.9077598 1.303779, 103.9073851 ...
29062 service NaN LINESTRING (103.9071591 1.3023186, 103.9067438...
29063 service NaN LINESTRING (103.9056312 1.3028917, 103.9058463...
29064 service NaN LINESTRING (103.9061311 1.3012161, 103.9062264...
29065 service NaN LINESTRING (103.9079658 1.3034616, 103.9078315...
29066 service NaN LINESTRING (103.9089611 1.3019279, 103.9083074...
29067 path NaN LINESTRING (103.7561811 1.4075004, 103.7560779...
29068 path NaN LINESTRING (103.7560785 1.4074843, 103.7561811...
\n", "

29069 rows × 3 columns

\n", "
" ], "text/plain": [ " highway name \\\n", "0 primary Orchard Road \n", "1 residential Hougang Ave 1 \n", "2 primary Scotts Road \n", "3 tertiary Keng Lee Road \n", "4 footway NaN \n", "5 primary Newton Road \n", "6 residential Sarkies Road \n", "7 primary Patterson Road \n", "8 secondary Orchard Boulevard \n", "9 secondary Grange Road \n", "10 primary Paterson Hill \n", "11 primary River Valley Road \n", "12 residential Unity Street \n", "13 residential Merbau Road \n", "14 residential Mohamed Sultan Road \n", "15 residential Saiboo Street \n", "16 residential Merchant Loop \n", "17 primary Clemenceau Avenue \n", "18 secondary Merchant Road \n", "19 residential Read Cresent \n", "20 motorway Tampines Expressway \n", "21 motorway Seletar Expressway \n", "22 motorway Central Expressway \n", "23 motorway_link ECP Rochor Road Exit \n", "24 primary Telok Blangah Road \n", "25 motorway Ayer Rajah Expressway \n", "26 motorway Ayer Rajah Expressway \n", "27 motorway Seletar Expressway \n", "28 motorway_link NaN \n", "29 motorway Seletar Expressway \n", "... ... ... \n", "29039 service NaN \n", "29040 service NaN \n", "29041 service NaN \n", "29042 service NaN \n", "29043 service NaN \n", "29044 service NaN \n", "29045 service NaN \n", "29046 service NaN \n", "29047 service NaN \n", "29048 service NaN \n", "29049 service NaN \n", "29050 service NaN \n", "29051 service NaN \n", "29052 service NaN \n", "29053 service NaN \n", "29054 service NaN \n", "29055 service NaN \n", "29056 service NaN \n", "29057 residential Marine Drive \n", "29058 service NaN \n", "29059 service NaN \n", "29060 service NaN \n", "29061 service NaN \n", "29062 service NaN \n", "29063 service NaN \n", "29064 service NaN \n", "29065 service NaN \n", "29066 service NaN \n", "29067 path NaN \n", "29068 path NaN \n", "\n", " geometry \n", "0 LINESTRING (103.8284048 1.3068666, 103.8287382... \n", "1 LINESTRING (103.8858462 1.3517778, 103.8859356... \n", "2 LINESTRING (103.8387571 1.3126764, 103.83872 1... \n", "3 LINESTRING (103.8395387 1.3132203, 103.8396493... \n", "4 LINESTRING (103.8408084 1.3146751, 103.8412438... \n", "5 LINESTRING (103.8392505 1.3134495, 103.8394598... \n", "6 LINESTRING (103.8373031 1.3147037, 103.8359738... \n", "7 LINESTRING (103.8318305 1.3050277, 103.8315539... \n", "8 LINESTRING (103.8348293 1.3004045, 103.8342528... \n", "9 LINESTRING (103.8348293 1.3004045, 103.8346883... \n", "10 LINESTRING (103.830813 1.3039006, 103.8302888 ... \n", "11 LINESTRING (103.8313547 1.2960058, 103.83227 1... \n", "12 LINESTRING (103.842836 1.291596, 103.8422129 1... \n", "13 LINESTRING (103.8430392 1.2934171, 103.842244 ... \n", "14 LINESTRING (103.8387207 1.2909753, 103.8388778... \n", "15 LINESTRING (103.8387207 1.2909753, 103.8386978... \n", "16 LINESTRING (103.843357 1.2895812, 103.8436285 ... \n", "17 LINESTRING (103.8412716 1.2886074, 103.8414779... \n", "18 LINESTRING (103.8420526 1.2900233, 103.8421061... \n", "19 LINESTRING (103.8447163 1.2885069, 103.8448984... \n", "20 LINESTRING (103.8513753 1.3967862, 103.8518491... \n", "21 LINESTRING (103.8579655 1.3941346, 103.8580422... \n", "22 LINESTRING (103.8443907 1.3109684, 103.8445533... \n", "23 LINESTRING (103.8664487 1.2943672, 103.8653088... \n", "24 LINESTRING (103.8021677 1.2727921, 103.8022844... \n", "25 LINESTRING (103.6372541 1.3480363, 103.6373882... \n", "26 LINESTRING (103.8341079 1.2723657, 103.8361228... \n", "27 LINESTRING (103.8541001 1.3977878, 103.8545108... \n", "28 LINESTRING (103.8610272 1.4007826, 103.8599639... \n", "29 LINESTRING (103.8541409 1.3976207, 103.8537589... \n", "... ... \n", "29039 LINESTRING (103.8962452 1.308929, 103.8962545 ... \n", "29040 LINESTRING (103.8963869 1.3154738, 103.8964208... \n", "29041 LINESTRING (103.8948332 1.3162965, 103.8949344... \n", "29042 LINESTRING (103.9243887 1.3058938, 103.9244309... \n", "29043 LINESTRING (103.9239223 1.3058523, 103.923993 ... \n", "29044 LINESTRING (103.8982788 1.3119643, 103.8981389... \n", "29045 LINESTRING (103.9230115 1.3075672, 103.9231694... \n", "29046 LINESTRING (103.8950937 1.3163567, 103.8951445... \n", "29047 LINESTRING (103.9218713 1.3068476, 103.9219578... \n", "29048 LINESTRING (103.8958409 1.3167593, 103.8956646... \n", "29049 LINESTRING (103.9259704 1.3064983, 103.9258357... \n", "29050 LINESTRING (103.9255259 1.3062226, 103.9254309... \n", "29051 LINESTRING (103.8956646 1.3167249, 103.8956338... \n", "29052 LINESTRING (103.9261383 1.3067769, 103.926265 ... \n", "29053 LINESTRING (103.9258459 1.3083791, 103.925754 ... \n", "29054 LINESTRING (103.8971049 1.3127559, 103.8970379... \n", "29055 LINESTRING (103.896544 1.3139329, 103.8966131 ... \n", "29056 LINESTRING (103.8965426 1.3119683, 103.8968468... \n", "29057 LINESTRING (103.9098645 1.3024331, 103.909354 ... \n", "29058 LINESTRING (103.9087401 1.301585, 103.9089982 ... \n", "29059 LINESTRING (103.9083074 1.3029351, 103.9089768... \n", "29060 LINESTRING (103.9080775 1.3032895, 103.9088848... \n", "29061 LINESTRING (103.9077598 1.303779, 103.9073851 ... \n", "29062 LINESTRING (103.9071591 1.3023186, 103.9067438... \n", "29063 LINESTRING (103.9056312 1.3028917, 103.9058463... \n", "29064 LINESTRING (103.9061311 1.3012161, 103.9062264... \n", "29065 LINESTRING (103.9079658 1.3034616, 103.9078315... \n", "29066 LINESTRING (103.9089611 1.3019279, 103.9083074... \n", "29067 LINESTRING (103.7561811 1.4075004, 103.7560779... \n", "29068 LINESTRING (103.7560785 1.4074843, 103.7561811... \n", "\n", "[29069 rows x 3 columns]" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "name": "stdout", "output_type": "stream", "text": [ "[Saved variables df2, sg_roads2 to file '/home/michelle/Dropbox/Repositories/public-facing/SingaporeRoadnameOrigins/notebooks/sgosm.pkl'.]\n" ] } ], "source": [ "%%cache sgosm.pkl df2 sg_roads2\n", "\n", "import geopandas_osm.osm\n", "\n", "# Query for the highways within the `sg_boundary` we obtained earlier from the sg_admin.\n", "df2 = geopandas_osm.osm.query_osm('way', sg_boundary, recurse='down', tags='highway')\n", "\n", "# This gives us lots of columns we don't need, so we'll isolate it to the three we do need\n", "sg_roads2 = df2[df2.type == 'LineString'][['highway', 'name', 'geometry']]\n", "\n", "# display the GeoDataFrame that results\n", "sg_roads2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There's a slight discrepancy in the number of roads, which could be due to changes in the OpenStreetMap database since the Metro Extract was extracted. In any case, we've arrived at roughly the same point. Let's carry on with the cleaning, with this GeoDataFrame." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## More cleaning\n", "\n", "Since we're doing name classification of roads, we can drop the roads with no names in the database." ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(11999, 3)" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "named_roads = sg_roads2[sg_roads2.name.notnull()]\n", "named_roads.shape" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "That cut down on a lot of roads! Let's also make sure that we're doing actual roads, not footpaths and the like:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "residential 4716\n", "primary 2571\n", "secondary 1259\n", "motorway 585\n", "tertiary 571\n", "unclassified 564\n", "service 495\n", "footway 225\n", "cycleway 221\n", "motorway_link 217\n", "trunk 205\n", "primary_link 104\n", "pedestrian 55\n", "track 37\n", "construction 34\n", "trunk_link 34\n", "path 34\n", "steps 27\n", "secondary_link 19\n", "proposed 8\n", "tertiary_link 8\n", "raceway 7\n", "living_street 2\n", "rest_area 1\n", "dtype: int64" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "named_roads.highway.value_counts()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[Skipped the cell's code and loaded variables filtered_roads from file '/home/michelle/Dropbox/Repositories/public-facing/SingaporeRoadnameOrigins/notebooks/filtered_roads.pkl'.]\n" ] } ], "source": [ "%%cache filtered_roads.pkl filtered_roads\n", "\n", "accepted_road_types = [u'motorway', u'primary', \n", " u'primary_link', u'residential', u'road',\n", " u'secondary', u'secondary_link', u'tertiary', \n", " u'tertiary_link', u'trunk', u'trunk_link', u'unclassified']\n", "\n", "filtered_roads = named_roads[named_roads.highway.isin(accepted_road_types)]\n", "filtered_roads.shape" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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highwaynamegeometry
0 primary Orchard Road LINESTRING (103.8284048 1.3068666, 103.8287382...
1 residential Hougang Ave 1 LINESTRING (103.8858462 1.3517778, 103.8859356...
2 primary Scotts Road LINESTRING (103.8387571 1.3126764, 103.83872 1...
3 tertiary Keng Lee Road LINESTRING (103.8395387 1.3132203, 103.8396493...
5 primary Newton Road LINESTRING (103.8392505 1.3134495, 103.8394598...
6 residential Sarkies Road LINESTRING (103.8373031 1.3147037, 103.8359738...
7 primary Patterson Road LINESTRING (103.8318305 1.3050277, 103.8315539...
8 secondary Orchard Boulevard LINESTRING (103.8348293 1.3004045, 103.8342528...
9 secondary Grange Road LINESTRING (103.8348293 1.3004045, 103.8346883...
10 primary Paterson Hill LINESTRING (103.830813 1.3039006, 103.8302888 ...
11 primary River Valley Road LINESTRING (103.8313547 1.2960058, 103.83227 1...
12 residential Unity Street LINESTRING (103.842836 1.291596, 103.8422129 1...
13 residential Merbau Road LINESTRING (103.8430392 1.2934171, 103.842244 ...
14 residential Mohamed Sultan Road LINESTRING (103.8387207 1.2909753, 103.8388778...
15 residential Saiboo Street LINESTRING (103.8387207 1.2909753, 103.8386978...
16 residential Merchant Loop LINESTRING (103.843357 1.2895812, 103.8436285 ...
17 primary Clemenceau Avenue LINESTRING (103.8412716 1.2886074, 103.8414779...
18 secondary Merchant Road LINESTRING (103.8420526 1.2900233, 103.8421061...
19 residential Read Cresent LINESTRING (103.8447163 1.2885069, 103.8448984...
20 motorway Tampines Expressway LINESTRING (103.8513753 1.3967862, 103.8518491...
21 motorway Seletar Expressway LINESTRING (103.8579655 1.3941346, 103.8580422...
22 motorway Central Expressway LINESTRING (103.8443907 1.3109684, 103.8445533...
24 primary Telok Blangah Road LINESTRING (103.8021677 1.2727921, 103.8022844...
25 motorway Ayer Rajah Expressway LINESTRING (103.6372541 1.3480363, 103.6373882...
26 motorway Ayer Rajah Expressway LINESTRING (103.8341079 1.2723657, 103.8361228...
27 motorway Seletar Expressway LINESTRING (103.8541001 1.3977878, 103.8545108...
29 motorway Seletar Expressway LINESTRING (103.8541409 1.3976207, 103.8537589...
30 primary Turf Club Avenue LINESTRING (103.7572461 1.4233889, 103.757277 ...
33 motorway Kranji Expressway LINESTRING (103.7740277 1.3968194, 103.7740856...
34 motorway Kranji Expressway LINESTRING (103.7024781 1.3606672, 103.7029984...
............
28587 primary Jurong Town Hall Road LINESTRING (103.7456548 1.3238507, 103.7456587...
28588 primary New Upper Changi Road LINESTRING (103.9278275 1.3236756, 103.9294382...
28589 tertiary Punggol Central LINESTRING (103.9090633 1.4008567, 103.9089959...
28590 tertiary Punggol Central LINESTRING (103.9085407 1.4013837, 103.9090685...
28593 primary Serangoon Road LINESTRING (103.8635402 1.3219606, 103.8636524...
28594 secondary Tanah Merah Coast Road LINESTRING (103.9878283 1.3174213, 103.9873099...
28595 secondary Tanah Merah Coast Road LINESTRING (103.9819889 1.32008, 103.9822557 1...
28596 unclassified Tanah Merah Ferry Road LINESTRING (103.9880358 1.3171467, 103.9882954...
28597 unclassified Toh Guan Road East LINESTRING (103.7480459 1.3364131, 103.7477151...
28598 secondary Toh Guan Road LINESTRING (103.7471773 1.3321312, 103.7473666...
28599 secondary Toh Guan Road LINESTRING (103.7476578 1.3368285, 103.7476645...
28600 unclassified Toh Tuck Link LINESTRING (103.7587476 1.3306791, 103.7580119...
28601 residential Toh Tuck Road LINESTRING (103.7605157 1.3375774, 103.760884 ...
28602 residential Toh Tuck Road LINESTRING (103.7717609 1.3410362, 103.7718022...
28603 secondary Yio Chu Kang Link LINESTRING (103.8737945 1.3560351, 103.8735798...
28618 secondary Harbour Drive LINESTRING (103.7667516 1.2907781, 103.7671805...
28619 secondary West Coast Ferry Road LINESTRING (103.7666223 1.2908582, 103.7667516...
28781 residential China Street LINESTRING (103.8479024 1.2838138, 103.8482049...
28784 residential Clarke Quay LINESTRING (103.8448404 1.2907019, 103.8447671...
28819 secondary Sungei Kadut Drive LINESTRING (103.7465423 1.4078451, 103.7462293...
28820 secondary Sungei Kadut Drive LINESTRING (103.7469404 1.4300587, 103.7469354...
28829 unclassified Macalister Road LINESTRING (103.8301091 1.2795678, 103.8297781...
28838 residential Countryside Walk LINESTRING (103.8377302 1.3901191, 103.8380534...
28923 residential Lorong 4 Toa Payoh LINESTRING (103.850795 1.339425, 103.8508394 1...
28924 residential Lorong 4 Toa Payoh LINESTRING (103.8515894 1.3395955, 103.8513506...
28964 secondary_link Lorong 6 Toa Payoh LINESTRING (103.8517761 1.3396263, 103.8520148...
28978 residential PIE LINESTRING (103.67452 1.3306795, 103.6770103 1...
28998 residential Nepal Park LINESTRING (103.7878953 1.3008067, 103.7879641...
28999 residential Nepal Park LINESTRING (103.7878222 1.3015588, 103.7881668...
29057 residential Marine Drive LINESTRING (103.9098645 1.3024331, 103.909354 ...
\n", "

10636 rows × 3 columns

\n", "
" ], "text/plain": [ " highway name \\\n", "0 primary Orchard Road \n", "1 residential Hougang Ave 1 \n", "2 primary Scotts Road \n", "3 tertiary Keng Lee Road \n", "5 primary Newton Road \n", "6 residential Sarkies Road \n", "7 primary Patterson Road \n", "8 secondary Orchard Boulevard \n", "9 secondary Grange Road \n", "10 primary Paterson Hill \n", "11 primary River Valley Road \n", "12 residential Unity Street \n", "13 residential Merbau Road \n", "14 residential Mohamed Sultan Road \n", "15 residential Saiboo Street \n", "16 residential Merchant Loop \n", "17 primary Clemenceau Avenue \n", "18 secondary Merchant Road \n", "19 residential Read Cresent \n", "20 motorway Tampines Expressway \n", "21 motorway Seletar Expressway \n", "22 motorway Central Expressway \n", "24 primary Telok Blangah Road \n", "25 motorway Ayer Rajah Expressway \n", "26 motorway Ayer Rajah Expressway \n", "27 motorway Seletar Expressway \n", "29 motorway Seletar Expressway \n", "30 primary Turf Club Avenue \n", "33 motorway Kranji Expressway \n", "34 motorway Kranji Expressway \n", "... ... ... \n", "28587 primary Jurong Town Hall Road \n", "28588 primary New Upper Changi Road \n", "28589 tertiary Punggol Central \n", "28590 tertiary Punggol Central \n", "28593 primary Serangoon Road \n", "28594 secondary Tanah Merah Coast Road \n", "28595 secondary Tanah Merah Coast Road \n", "28596 unclassified Tanah Merah Ferry Road \n", "28597 unclassified Toh Guan Road East \n", "28598 secondary Toh Guan Road \n", "28599 secondary Toh Guan Road \n", "28600 unclassified Toh Tuck Link \n", "28601 residential Toh Tuck Road \n", "28602 residential Toh Tuck Road \n", "28603 secondary Yio Chu Kang Link \n", "28618 secondary Harbour Drive \n", "28619 secondary West Coast Ferry Road \n", "28781 residential China Street \n", "28784 residential Clarke Quay \n", "28819 secondary Sungei Kadut Drive \n", "28820 secondary Sungei Kadut Drive \n", "28829 unclassified Macalister Road \n", "28838 residential Countryside Walk \n", "28923 residential Lorong 4 Toa Payoh \n", "28924 residential Lorong 4 Toa Payoh \n", "28964 secondary_link Lorong 6 Toa Payoh \n", "28978 residential PIE \n", "28998 residential Nepal Park \n", "28999 residential Nepal Park \n", "29057 residential Marine Drive \n", "\n", " geometry \n", "0 LINESTRING (103.8284048 1.3068666, 103.8287382... \n", "1 LINESTRING (103.8858462 1.3517778, 103.8859356... \n", "2 LINESTRING (103.8387571 1.3126764, 103.83872 1... \n", "3 LINESTRING (103.8395387 1.3132203, 103.8396493... \n", "5 LINESTRING (103.8392505 1.3134495, 103.8394598... \n", "6 LINESTRING (103.8373031 1.3147037, 103.8359738... \n", "7 LINESTRING (103.8318305 1.3050277, 103.8315539... \n", "8 LINESTRING (103.8348293 1.3004045, 103.8342528... \n", "9 LINESTRING (103.8348293 1.3004045, 103.8346883... \n", "10 LINESTRING (103.830813 1.3039006, 103.8302888 ... \n", "11 LINESTRING (103.8313547 1.2960058, 103.83227 1... \n", "12 LINESTRING (103.842836 1.291596, 103.8422129 1... \n", "13 LINESTRING (103.8430392 1.2934171, 103.842244 ... \n", "14 LINESTRING (103.8387207 1.2909753, 103.8388778... \n", "15 LINESTRING (103.8387207 1.2909753, 103.8386978... \n", "16 LINESTRING (103.843357 1.2895812, 103.8436285 ... \n", "17 LINESTRING (103.8412716 1.2886074, 103.8414779... \n", "18 LINESTRING (103.8420526 1.2900233, 103.8421061... \n", "19 LINESTRING (103.8447163 1.2885069, 103.8448984... \n", "20 LINESTRING (103.8513753 1.3967862, 103.8518491... \n", "21 LINESTRING (103.8579655 1.3941346, 103.8580422... \n", "22 LINESTRING (103.8443907 1.3109684, 103.8445533... \n", "24 LINESTRING (103.8021677 1.2727921, 103.8022844... \n", "25 LINESTRING (103.6372541 1.3480363, 103.6373882... \n", "26 LINESTRING (103.8341079 1.2723657, 103.8361228... \n", "27 LINESTRING (103.8541001 1.3977878, 103.8545108... \n", "29 LINESTRING (103.8541409 1.3976207, 103.8537589... \n", "30 LINESTRING (103.7572461 1.4233889, 103.757277 ... \n", "33 LINESTRING (103.7740277 1.3968194, 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"execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "filtered_roads" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAX0AAAD3CAYAAADxJYRbAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3XVYVNn/B/D3mWToHEAYQBQkFESxFbGwu7sVXVdda13F\n", "hVHsWHUN7O7GbizsRgFpBomhYWB6zu+PcX/r17V71/t6nvuse++dc84chg9nzj1BKKVgMBgMxo+B\n", "9a0LwGAwGIyvhwn6DAaD8QNhgj6DwWD8QJigz2AwGD8QJugzGAzGD4QJ+gwGg/EDeWvQJ4RsJITk\n", "EEIev+F6ICGkmBBy/8UR8tK1VoSQOEJIAiHk189dcAaDwWB8OPK2cfqEkEYAZAC2UkqrveZ6IIAJ\n", "lNIOr5xnA4gH0BzAcwC3AfSmlMZ+vqIzGAwG40O9taVPKb0CoPAdaZDXnKsNIJFSmkopVQPYDaDj\n", "xxWRwWAwGJ/Lp/bpUwD1CSEPCSEnCCFeL847AJC8dF/Gi3MMBoPB+IY4n/j6ewBElNJyQkhrAIcB\n", "uH96sRgMBoPxJXxS0KeUlr7075OEkFWEEEvoW/ail24VvTj3D4QQZvEfBoPB+AiU0td1r7/VJwV9\n", 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So this is looking pretty right." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we'll check whether the road names are correct. Since OpenStreetMap is crowdsourced, it's possible that there are typos. Also, often they use abbreviations for the streets - but only sometimes. For our own sanity, we'll expand out all the abbreviations to their full length." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(10636, 3)" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "abbrev = ['Ave', 'Dr', 'St', 'Blvd', 'Ter', 'Pl', 'Gr']\n", "nonabbr = ['Avenue', 'Drive', 'Street', 'Boulevard', 'Terrace', 'Place', 'Grove']\n", "\n", "for a, b in zip(abbrev, nonabbr):\n", " filtered_roads.replace('(.)' + a + '(\\.|$)', r'\\1' + b, regex=True, inplace=True)\n", " filtered_roads.replace('(.)' + a + ' ', r'\\1' + b + r' ', regex=True, inplace=True)\n", "\n", "abbrev = ['Lor', 'Jln', 'Kpg', 'Bkt']\n", "nonabbr = ['Lorong', 'Jalan', 'Kampong', 'Bukit']\n", "\n", "for a, b in zip(abbrev, nonabbr):\n", " filtered_roads.replace(\"^%s\\.?\\s\" % a, b + ' ', regex=True, inplace=True)\n", " filtered_roads.replace(\" %s\\.?\\s\" % a, ' ' + b + ' ', regex=True, inplace=True)\n", "\n", "froads = filtered_roads.copy(deep=True)\n", "froads.shape" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(10490, 3)" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# quick filter because I realised that there's some carpark entrances and exits in there\n", "# also remove flyovers\n", "# ~ here is a negative: filter to just the roads that do not contain \"exit\", etc\n", "froads = froads[~froads['name'].str.contains(\"exit\", case=False)]\n", "froads = froads[~froads['name'].str.contains(\"entrance\", case=False)]\n", "froads = froads[~froads['name'].str.contains(\"flyover\", case=False)]\n", "froads = froads[~froads['name'].str.contains(\"fyover\", case=False)] # a typo\n", "froads = froads[~froads['name'].str.contains(\"underpass\", case=False)]\n", "froads = froads[~froads['name'].str.contains(\"access\", case=False)]\n", "# remove a handful of \"roads\" that look like junctions between roads\n", "froads = froads[~froads['name'].str.contains(\";\")]\n", "\n", "froads.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I'm going to compare them with a correctly-spelled list of roads I got off another website." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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Roadname
0 Abingdon Road
1 Adam Drive
2 Adam Park
3 Adam Road
4 Adis Road
5 Admiralty Drive
6 Admiralty Lane
7 Admiralty Link
8 Admiralty Road
9 Admiralty Road East
10 Admiralty Road West
11 Admiralty Street
12 Ah Hood Road
13 Ah Soo Garden
14 Ah Soo Walk
15 Aida Street
16 Airline Road
17 Airport Boulevard
18 Airport Cargo Road
19 Akyab Road
20 Albert Street
21 Alexandra Lane
22 Alexandra Road
23 Alexandra Terrace
24 Aliwal Street
25 Aljunied Avenue 1
26 Aljunied Avenue 2
27 Aljunied Avenue 3
28 Aljunied Avenue 4
29 Aljunied Avenue 5
......
3916 Yishun Northview Drive
3917 Yishun Ring Road
3918 Yishun Street 11
3919 Yishun Street 20
3920 Yishun Street 21
3921 Yishun Street 22
3922 Yishun Street 61
3923 Yishun Street 71
3924 Yishun Street 72
3925 Yishun Street 81
3926 Yong Siak Street
3927 York Hill
3928 York Place
3929 York Road
3930 Youngberg Terrace
3931 Yuan Ching Road
3932 Yuk Tong Avenue
3933 Yung An Road
3934 Yung Ho Road
3935 Yung Kuang Road
3936 Yung Loh Road
3937 Yung Ping Road
3938 Yung Sheng Road
3939 Yunnan Crescent
3940 Yunnan Drive
3941 Yunnan Road
3942 Yunnan Walk
3943 Zion Road
3944 Zion Close
3945 Zehnder Road
\n", "

3946 rows × 1 columns

\n", "
" ], "text/plain": [ " Roadname\n", "0 Abingdon Road\n", "1 Adam Drive\n", "2 Adam Park\n", "3 Adam Road\n", "4 Adis Road\n", "5 Admiralty Drive\n", "6 Admiralty Lane\n", "7 Admiralty Link\n", "8 Admiralty Road\n", "9 Admiralty Road East\n", "10 Admiralty Road West\n", "11 Admiralty Street\n", "12 Ah Hood Road\n", "13 Ah Soo Garden\n", "14 Ah Soo Walk\n", "15 Aida Street\n", "16 Airline Road\n", "17 Airport Boulevard\n", "18 Airport Cargo Road\n", "19 Akyab Road\n", "20 Albert Street\n", "21 Alexandra Lane\n", "22 Alexandra Road\n", "23 Alexandra Terrace\n", "24 Aliwal Street\n", "25 Aljunied Avenue 1\n", "26 Aljunied Avenue 2\n", "27 Aljunied Avenue 3\n", "28 Aljunied Avenue 4\n", "29 Aljunied Avenue 5\n", "... ...\n", "3916 Yishun Northview Drive\n", "3917 Yishun Ring Road\n", "3918 Yishun Street 11\n", "3919 Yishun Street 20\n", "3920 Yishun Street 21\n", "3921 Yishun Street 22\n", "3922 Yishun Street 61\n", "3923 Yishun Street 71\n", "3924 Yishun Street 72\n", "3925 Yishun Street 81\n", "3926 Yong Siak Street\n", "3927 York Hill\n", "3928 York Place\n", "3929 York Road\n", "3930 Youngberg Terrace\n", "3931 Yuan Ching Road\n", "3932 Yuk Tong Avenue\n", "3933 Yung An Road\n", "3934 Yung Ho Road\n", "3935 Yung Kuang Road\n", "3936 Yung Loh Road\n", "3937 Yung Ping Road\n", "3938 Yung Sheng Road\n", "3939 Yunnan Crescent\n", "3940 Yunnan Drive\n", "3941 Yunnan Road\n", "3942 Yunnan Walk\n", "3943 Zion Road\n", "3944 Zion Close\n", "3945 Zehnder Road\n", "\n", "[3946 rows x 1 columns]" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "correct_roads = pd.read_csv(\"sg_roadnames.txt\",skiprows=2, header=None)\n", "correct_roads.columns = [\"Roadname\"]\n", "correct_roads" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(3946, 1)" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "correct_roads.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So there are 3911 roads in the list of correct roads. How many in the list of filtered roads? Roads can share names, so we need to count unique values." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "3434" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(froads['name'].value_counts())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It looks like we have an approximate subset, so it makes sense to try matching the roads in OSM with the roads from our \"correct\" set. We can use the `fuzzywuzzy` library from SeatGeek to do this." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from fuzzywuzzy import process" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "('Aljunied Avenue 1', 94)\n" ] } ], "source": [ "# To give us an idea of how this library works...note the transposition of the i and e\n", "\n", "print process.extractOne(\"Aljuneid Avenue 1\", correct_roads.Roadname.values)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we do it on all the unique roadname values." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [], "source": [ "roadname_values = pd.DataFrame(pd.unique(froads.name))\n", "roadname_values.columns = [\"name\"]" ] }, { "cell_type": "code", "execution_count": 161, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[Skipped the cell's code and loaded variables augmented_roads from file '/home/michelle/Dropbox/Repositories/public-facing/SingaporeRoadnameOrigins/notebooks/augmentedosm.pkl'.]\n" ] } ], "source": [ "%%cache augmentedosm.pkl augmented_roads\n", "\n", "import re\n", "\n", "# We'll augment our dataframe with the best guess output by fuzzywuzzy and its associated score\n", "\n", "augmented_roads = roadname_values.copy(deep=True)\n", "\n", "def correct_road(rd):\n", " # if there's an exact match, return it (note: fuzzywuzzy may already do this instead\n", " # of searching through everything for the top match, but I don't know for sure)\n", " if rd in correct_roads.Roadname.values:\n", " return rd, 100\n", " else:\n", " # use fuzzywuzzy to find the closest match\n", " closest_match, score = process.extractOne(rd, correct_roads.Roadname.values)\n", " # only use the closest match if there's the same number of words\n", " rd_words = rd.split()\n", " closest_match_words = closest_match.split()\n", " if len(closest_match_words) == len(rd_words):\n", " # in addition, if the only difference is in the number, then just return\n", " # the old number\n", " if ((closest_match_words[:-1] == rd_words[:-1]) and \n", " (re.search(\"\\d\", closest_match_words[-1])) and\n", " (re.search(\"\\d\", rd_words[-1]))):\n", " return rd, 100\n", " else:\n", " return closest_match, score\n", " else:\n", " return rd, 100\n", "\n", "augmented_roads[\"corrected\"], augmented_roads[\"score\"] = zip(*augmented_roads.name.apply(correct_road))\n", "\n", "augmented_roads" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some of these are obviously wrong. Let's inspect the ones that did get changed more closely." ] }, { "cell_type": "code", "execution_count": 162, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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namecorrectedscore
6 Patterson Road Paterson Road 96
18 Read Cresent Read Crescent 96
91 Tomlison Road Tomlinson Road 96
101 Chua Chu Kang Road Choa Chu Kang Road 94
255 Mounbatten Road Mountbatten Road 97
326 Choa Chu Kang Cresent Choa Chu Kang Crescent 98
344 Sungei Kadut Cresent Sungei Kadut Crescent 98
382 Neo Tiew Cresent Neo Tiew Crescent 97
398 Woodland Centre Road Woodlands Centre Road 98
410 Woodlands North Drive North Woodlands Drive 95
412 Woodlands North Link North Woodlands Link 95
542 Japanesen Garden Road Japanese Garden Road 98
555 Seconf Chin Bee Road Second Chin Bee Road 95
579 Student Walk Students Walk 96
587 Neythai Road Neythal Road 92
588 Fan Yong Road Fan Yoong Road 96
591 Kian Teck Cresent Kian Teck Crescent 97
592 Joon Koon Circle Joo Koon Circle 97
594 Forth Lok Yang Road Fourth Lok Yang Road 97
856 Eastwood Rd Eastwood Road 92
860 Eastwwod Terrace Eastwood Terrace 94
1012 Jelan Selamat Jalan Selamat 92
1013 Jelan Sayang Jalan Sayang 92
1034 Lorong Abu Taib Lorong Abu Talib 97
1050 Ermani Street Ernani Street 92
1055 Lakme Terrance Lakme Terrace 96
1063 Jalan Terang Bulah Jalan Terang Bulan 94
1074 Jalan Binjai Jalan Binja 96
1102 Jalan Limau Bali Jalan Limau Balli 97
1227 Tong Soon Green Thong Soon Green 97
............
2589 Spingwood Walk Springwood Walk 97
2592 Parkstone Rd Parkstone Road 92
2593 Swanage Rd Swanage Road 91
2595 Wareham Rd Wareham Road 91
2596 Crescent Rd Crescent Road 92
2724 Jalan Lebat Daum Jalan Lebat Daun 94
2775 Chua Chu Kang Way Choa Chu Kang Way 94
2785 Kampung Sireh Kampong Sireh 92
2801 St. John's Road St John's Road 97
2818 Kent Ridge Cresent Kent Ridge Crescent 97
2822 King Albet Park King Albert Park 97
2831 Saint Martin's Drive St Martin's Drive 92
2880 Tai Thong Cresent Tai Thong Crescent 97
2890 Fairway Drive Fairways Drive 96
2984 Bt Merah View Bukit Merah View 90
2989 Mohamed Ali Lane Mohamad Ali Lane 94
3045 Tao Chin Road Tao Ching Road 96
3070 Bright Hill Cresent Bright Hill Crescent 97
3075 Senoko Cresent Senoko Crescent 97
3139 Kampung Wak Hassan Kampong Wak Hassan 94
3187 Arumugam Rd Arumugam Road 92
3196 Japan Pelangi Jalan Pelangi 92
3209 St Helena Rd St Helena Road 92
3210 Queens Avenue Queen's Avenue 96
3261 St. Margaret Road St Margaret's Road 95
3315 Spingwood Terrace Springwood Terrace 97
3333 Lengkok Lengkok Lengkok Angsa 95
3353 Bah Soon Pah Rd Bah Soon Pah Road 94
3368 Hai Sing Cresent Hai Sing Crescent 97
3400 Sin Joo Walk Sing Joo Walk 96
\n", "

105 rows × 3 columns

\n", "
" ], "text/plain": [ " name corrected score\n", "6 Patterson Road Paterson Road 96\n", "18 Read Cresent Read Crescent 96\n", "91 Tomlison Road Tomlinson Road 96\n", "101 Chua Chu Kang Road Choa Chu Kang Road 94\n", "255 Mounbatten Road Mountbatten Road 97\n", "326 Choa Chu Kang Cresent Choa Chu Kang Crescent 98\n", "344 Sungei Kadut Cresent Sungei Kadut Crescent 98\n", "382 Neo Tiew Cresent Neo Tiew Crescent 97\n", "398 Woodland Centre Road Woodlands Centre Road 98\n", "410 Woodlands North Drive North Woodlands Drive 95\n", "412 Woodlands North Link North Woodlands Link 95\n", "542 Japanesen Garden Road Japanese Garden Road 98\n", "555 Seconf Chin Bee Road Second Chin Bee Road 95\n", "579 Student Walk Students Walk 96\n", "587 Neythai Road Neythal Road 92\n", "588 Fan Yong Road Fan Yoong Road 96\n", "591 Kian Teck Cresent Kian Teck Crescent 97\n", "592 Joon Koon Circle Joo Koon Circle 97\n", "594 Forth Lok Yang Road Fourth Lok Yang Road 97\n", "856 Eastwood Rd Eastwood Road 92\n", "860 Eastwwod Terrace Eastwood Terrace 94\n", "1012 Jelan Selamat Jalan Selamat 92\n", "1013 Jelan Sayang Jalan Sayang 92\n", "1034 Lorong Abu Taib Lorong Abu Talib 97\n", "1050 Ermani Street Ernani Street 92\n", "1055 Lakme Terrance Lakme Terrace 96\n", "1063 Jalan Terang Bulah Jalan Terang Bulan 94\n", "1074 Jalan Binjai Jalan Binja 96\n", "1102 Jalan Limau Bali Jalan Limau Balli 97\n", "1227 Tong Soon Green Thong Soon Green 97\n", "... ... ... ...\n", "2589 Spingwood Walk Springwood Walk 97\n", "2592 Parkstone Rd Parkstone Road 92\n", "2593 Swanage Rd Swanage Road 91\n", "2595 Wareham Rd Wareham Road 91\n", "2596 Crescent Rd Crescent Road 92\n", "2724 Jalan Lebat Daum Jalan Lebat Daun 94\n", "2775 Chua Chu Kang Way Choa Chu Kang Way 94\n", "2785 Kampung Sireh Kampong Sireh 92\n", "2801 St. John's Road St John's Road 97\n", "2818 Kent Ridge Cresent Kent Ridge Crescent 97\n", "2822 King Albet Park King Albert Park 97\n", "2831 Saint Martin's Drive St Martin's Drive 92\n", "2880 Tai Thong Cresent Tai Thong Crescent 97\n", "2890 Fairway Drive Fairways Drive 96\n", "2984 Bt Merah View Bukit Merah View 90\n", "2989 Mohamed Ali Lane Mohamad Ali Lane 94\n", "3045 Tao Chin Road Tao Ching Road 96\n", "3070 Bright Hill Cresent Bright Hill Crescent 97\n", "3075 Senoko Cresent Senoko Crescent 97\n", "3139 Kampung Wak Hassan Kampong Wak Hassan 94\n", "3187 Arumugam Rd Arumugam Road 92\n", "3196 Japan Pelangi Jalan Pelangi 92\n", "3209 St Helena Rd St Helena Road 92\n", "3210 Queens Avenue Queen's Avenue 96\n", "3261 St. Margaret Road St Margaret's Road 95\n", "3315 Spingwood Terrace Springwood Terrace 97\n", "3333 Lengkok Lengkok Lengkok Angsa 95\n", "3353 Bah Soon Pah Rd Bah Soon Pah Road 94\n", "3368 Hai Sing Cresent Hai Sing Crescent 97\n", "3400 Sin Joo Walk Sing Joo Walk 96\n", "\n", "[105 rows x 3 columns]" ] }, "execution_count": 162, "metadata": {}, "output_type": "execute_result" } ], "source": [ "augmented_roads[(augmented_roads.score >= 90) & (augmented_roads.score < 100)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "While the ones with a score under 90 are mostly wrong, and it would be more worth it to just use the original names supplied by OSM." ] }, { "cell_type": "code", "execution_count": 163, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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namecorrectedscore
15 Merchant Loop Merchant Road 77
20 Seletar Expressway Seletar Road 85
21 Central Expressway Central Circus 63
25 Kranji Expressway Kranji Loop 85
45 Serangoon Viaduct Serangoon Road 77
103 Elgin Bridge Jalan Woodbridge 64
106 Esplanade Drive Adam Drive 85
197 Buangkok Drive Gul Drive 85
202 Compassvale Bow Compassvale Road 84
204 Sengkang Square Geylang Square 76
206 Rivervale Drive Riviera Drive 86
207 Rivervale Crescent Riverina Crescent 86
245 Buangkok Link Gul Link 85
273 Boundary Close Toh Close 85
300 Tampines Industrial Avenue 5 Tampines Ind Avenue 5 86
353 Brickland Road Adam Road 85
413 South Woodlands Way North Woodlands Way 89
480 Tampines Industrial Avenue 4 Tampines Ind Avenue 4 86
623 Pioneer Walk Pine Walk 86
624 Sunview Road View Road 86
642 Sago Lane Admiralty Lane 85
656 Cantonment Close Jago Close 85
719 Holland Link Holland Plain 88
770 Jalan Pasu Jalan Ampas 86
1009 Lengkong Lima Lengkok Lima 88
1010 Lengkong Satu Lengkok Satu 88
1011 Lengkong Empat Lengkok Empat 89
1043 Lengkong Tiga Lengkok Tiga 88
1120 Mayflower Link Mayflower Lane 86
1290 Anderson Bridge Anderson Road 79
............
2948 MacRitchie Viaduct Maritime Avenue 61
2965 Simei Lane Anchorvale Lane 85
2975 Tampines Industrial Avenue 1 Tampines Ind Avenue 1 86
2979 Tampines Industrial Avenue 2 Tampines Ind Avenue 2 86
2980 Tampines Industrial Avenue 3 Tampines Ind Avenue 3 86
2981 Tampines Link Gul Link 85
2990 Bayfront Link Gul Link 85
3001 Harbourfront Avenue Bedok Avenue 85
3015 Stirling Walk Kew Walk 85
3042 Technology Drive Adam Drive 85
3082 Pavilion Circle Gul Circle 85
3085 Pavilion Grove Ash Grove 85
3098 Republic Cresent Gul Crescent 71
3099 Republic Link Gul Link 85
3121 Cleantech Loop Clementi Loop 74
3122 CleanTech View Sims View 85
3123 Cleantech Heights Kew Heights 85
3141 Gambas Cresent Tuas Crescent 74
3146 Tembeling Lane Bali Lane 85
3227 Lentor Plain Lentor Lane 87
3239 Chancery Court Cameron Court 74
3283 Kian Teck Lane Kian Teck Avenue 87
3287 Tuas South Boulevard Tuas Avenue 1 85
3291 Burgundy Drive Burgundy Rise 89
3349 Greenwich Drive Adam Drive 85
3352 Kitchener Link Arts Link 85
3384 Pasir Ris Coast Industrial Park 6 Pasir Ris Coast Ind Park 6 88
3393 Kallang Airport Way Kallang Way 1 87
3403 Seletar Green Walk Ah Soo Walk 85
3412 Sin Ming Lane Sin Ming Avenue 86
\n", "

129 rows × 3 columns

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" ], "text/plain": [ " name corrected score\n", "15 Merchant Loop Merchant Road 77\n", "20 Seletar Expressway Seletar Road 85\n", "21 Central Expressway Central Circus 63\n", "25 Kranji Expressway Kranji Loop 85\n", "45 Serangoon Viaduct Serangoon Road 77\n", "103 Elgin Bridge Jalan Woodbridge 64\n", "106 Esplanade Drive Adam Drive 85\n", "197 Buangkok Drive Gul Drive 85\n", "202 Compassvale Bow Compassvale Road 84\n", "204 Sengkang Square Geylang Square 76\n", "206 Rivervale Drive Riviera Drive 86\n", "207 Rivervale Crescent Riverina Crescent 86\n", "245 Buangkok Link Gul Link 85\n", "273 Boundary Close Toh Close 85\n", "300 Tampines Industrial Avenue 5 Tampines Ind Avenue 5 86\n", "353 Brickland Road Adam Road 85\n", "413 South Woodlands Way North Woodlands Way 89\n", "480 Tampines Industrial Avenue 4 Tampines Ind Avenue 4 86\n", "623 Pioneer Walk Pine Walk 86\n", "624 Sunview Road View Road 86\n", "642 Sago Lane Admiralty Lane 85\n", "656 Cantonment Close Jago Close 85\n", "719 Holland Link Holland Plain 88\n", "770 Jalan Pasu Jalan Ampas 86\n", "1009 Lengkong Lima Lengkok Lima 88\n", "1010 Lengkong Satu Lengkok Satu 88\n", "1011 Lengkong Empat Lengkok Empat 89\n", "1043 Lengkong Tiga Lengkok Tiga 88\n", "1120 Mayflower Link Mayflower Lane 86\n", "1290 Anderson Bridge Anderson Road 79\n", "... ... ... ...\n", "2948 MacRitchie Viaduct Maritime Avenue 61\n", "2965 Simei Lane Anchorvale Lane 85\n", "2975 Tampines Industrial Avenue 1 Tampines Ind Avenue 1 86\n", "2979 Tampines Industrial Avenue 2 Tampines Ind Avenue 2 86\n", "2980 Tampines Industrial Avenue 3 Tampines Ind Avenue 3 86\n", "2981 Tampines Link Gul Link 85\n", "2990 Bayfront Link Gul Link 85\n", "3001 Harbourfront Avenue Bedok Avenue 85\n", "3015 Stirling Walk Kew Walk 85\n", "3042 Technology Drive Adam Drive 85\n", "3082 Pavilion Circle Gul Circle 85\n", "3085 Pavilion Grove Ash Grove 85\n", "3098 Republic Cresent Gul Crescent 71\n", "3099 Republic Link Gul Link 85\n", "3121 Cleantech Loop Clementi Loop 74\n", "3122 CleanTech View Sims View 85\n", "3123 Cleantech Heights Kew Heights 85\n", "3141 Gambas Cresent Tuas Crescent 74\n", "3146 Tembeling Lane Bali Lane 85\n", "3227 Lentor Plain Lentor Lane 87\n", "3239 Chancery Court Cameron Court 74\n", "3283 Kian Teck Lane Kian Teck Avenue 87\n", "3287 Tuas South Boulevard Tuas Avenue 1 85\n", "3291 Burgundy Drive Burgundy Rise 89\n", "3349 Greenwich Drive Adam Drive 85\n", "3352 Kitchener Link Arts Link 85\n", "3384 Pasir Ris Coast Industrial Park 6 Pasir Ris Coast Ind Park 6 88\n", "3393 Kallang Airport Way Kallang Way 1 87\n", "3403 Seletar Green Walk Ah Soo Walk 85\n", "3412 Sin Ming Lane Sin Ming Avenue 86\n", "\n", "[129 rows x 3 columns]" ] }, "execution_count": 163, "metadata": {}, "output_type": "execute_result" } ], "source": [ "augmented_roads[(augmented_roads.score < 90)]" ] }, { "cell_type": "code", "execution_count": 164, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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namecorrectedscorefinal_name
0 Orchard Road Orchard Road 100 Orchard Road
1 Hougang Avenue 1 Hougang Avenue 1 100 Hougang Avenue 1
2 Scotts Road Scotts Road 100 Scotts Road
3 Keng Lee Road Keng Lee Road 100 Keng Lee Road
4 Newton Road Newton Road 100 Newton Road
5 Sarkies Road Sarkies Road 100 Sarkies Road
6 Patterson Road Paterson Road 96 Paterson Road
7 Orchard Boulevard Orchard Boulevard 100 Orchard Boulevard
8 Grange Road Grange Road 100 Grange Road
9 Paterson Hill Paterson Hill 100 Paterson Hill
10 River Valley Road River Valley Road 100 River Valley Road
11 Unity Street Unity Street 100 Unity Street
12 Merbau Road Merbau Road 100 Merbau Road
13 Mohamed Sultan Road Mohamed Sultan Road 100 Mohamed Sultan Road
14 Saiboo Street Saiboo Street 100 Saiboo Street
15 Merchant Loop Merchant Road 77 Merchant Loop
16 Clemenceau Avenue Clemenceau Avenue 100 Clemenceau Avenue
17 Merchant Road Merchant Road 100 Merchant Road
18 Read Cresent Read Crescent 96 Read Crescent
19 Tampines Expressway Tampines Expressway 100 Tampines Expressway
20 Seletar Expressway Seletar Road 85 Seletar Expressway
21 Central Expressway Central Circus 63 Central Expressway
22 Telok Blangah Road Telok Blangah Road 100 Telok Blangah Road
23 Ayer Rajah Expressway Ayer Rajah Expressway 100 Ayer Rajah Expressway
24 Turf Club Avenue Turf Club Avenue 100 Turf Club Avenue
25 Kranji Expressway Kranji Loop 85 Kranji Expressway
26 Prinsep Street Prinsep Street 100 Prinsep Street
27 Tanglin Road Tanglin Road 100 Tanglin Road
28 Alexandra Road Alexandra Road 100 Alexandra Road
29 Nicoll Highway Nicoll Highway 100 Nicoll Highway
...............
3404 Seletar North Link Seletar North Link 100 Seletar North Link
3405 Ghim Moh Link Ghim Moh Link 100 Ghim Moh Link
3406 Hougang Street 31 Hougang Street 31 100 Hougang Street 31
3407 Hougang Street 32 Hougang Street 32 100 Hougang Street 32
3408 Serangoon Lane Serangoon Lane 100 Serangoon Lane
3409 Gambir Walk Gambir Walk 100 Gambir Walk
3410 Upper Serangoon Crescent Upper Serangoon Crescent 100 Upper Serangoon Crescent
3411 Ubi Close Ubi Close 100 Ubi Close
3412 Sin Ming Lane Sin Ming Avenue 86 Sin Ming Lane
3413 Compassvale Lane Compassvale Lane 100 Compassvale Lane
3414 Lorong 5 Realty Park Lorong 5 Realty Park 100 Lorong 5 Realty Park
3415 Wee Nam Road Wee Nam Road 100 Wee Nam Road
3416 Tampines Street 72 Tampines Street 72 100 Tampines Street 72
3417 Changi South Lane Changi South Lane 100 Changi South Lane
3418 Telegraph Street Telegraph Street 100 Telegraph Street
3419 Biopolis Street Biopolis Street 100 Biopolis Street
3420 Biopolis Link Biopolis Link 100 Biopolis Link
3421 Plymouth Avenue Plymouth Avenue 100 Plymouth Avenue
3422 Gentle Road Gentle Road 100 Gentle Road
3423 Leicester Road Leicester Road 100 Leicester Road
3424 Simon Walk Simon Walk 100 Simon Walk
3425 Joo Hong Road Joo Hong Road 100 Joo Hong Road
3426 Florence Close Florence Close 100 Florence Close
3427 Hoot Kiam Road Hoot Kiam Road 100 Hoot Kiam Road
3428 Yishun Avenue 8 Yishun Avenue 8 100 Yishun Avenue 8
3429 Choa Chu Kang Avenue 6 Choa Chu Kang Avenue 6 100 Choa Chu Kang Avenue 6
3430 Clarke Quay Clarke Quay 100 Clarke Quay
3431 Countryside Walk Countryside Walk 100 Countryside Walk
3432 PIE PIE 100 PIE
3433 Nepal Park Nepal Park 100 Nepal Park
\n", "

3434 rows × 4 columns

\n", "
" ], "text/plain": [ " name corrected score \\\n", "0 Orchard Road Orchard Road 100 \n", "1 Hougang Avenue 1 Hougang Avenue 1 100 \n", "2 Scotts Road Scotts Road 100 \n", "3 Keng Lee Road Keng Lee Road 100 \n", "4 Newton Road Newton Road 100 \n", "5 Sarkies Road Sarkies Road 100 \n", "6 Patterson Road Paterson Road 96 \n", "7 Orchard Boulevard Orchard Boulevard 100 \n", "8 Grange Road Grange Road 100 \n", "9 Paterson Hill Paterson Hill 100 \n", "10 River Valley Road River Valley Road 100 \n", "11 Unity Street Unity Street 100 \n", "12 Merbau Road Merbau Road 100 \n", "13 Mohamed Sultan Road Mohamed Sultan Road 100 \n", "14 Saiboo Street Saiboo Street 100 \n", "15 Merchant Loop Merchant Road 77 \n", "16 Clemenceau Avenue Clemenceau Avenue 100 \n", "17 Merchant Road Merchant Road 100 \n", "18 Read Cresent Read Crescent 96 \n", "19 Tampines Expressway Tampines Expressway 100 \n", "20 Seletar Expressway Seletar Road 85 \n", "21 Central Expressway Central Circus 63 \n", "22 Telok Blangah Road Telok Blangah Road 100 \n", "23 Ayer Rajah Expressway Ayer Rajah Expressway 100 \n", "24 Turf Club Avenue Turf Club Avenue 100 \n", "25 Kranji Expressway Kranji Loop 85 \n", "26 Prinsep Street Prinsep Street 100 \n", "27 Tanglin Road Tanglin Road 100 \n", "28 Alexandra Road Alexandra Road 100 \n", "29 Nicoll Highway Nicoll Highway 100 \n", "... ... ... ... \n", "3404 Seletar North Link Seletar North Link 100 \n", "3405 Ghim Moh Link Ghim Moh Link 100 \n", "3406 Hougang Street 31 Hougang Street 31 100 \n", "3407 Hougang Street 32 Hougang Street 32 100 \n", "3408 Serangoon Lane Serangoon Lane 100 \n", "3409 Gambir Walk Gambir Walk 100 \n", "3410 Upper Serangoon Crescent Upper Serangoon Crescent 100 \n", "3411 Ubi Close Ubi Close 100 \n", "3412 Sin Ming Lane Sin Ming Avenue 86 \n", "3413 Compassvale Lane Compassvale Lane 100 \n", "3414 Lorong 5 Realty Park Lorong 5 Realty Park 100 \n", "3415 Wee Nam Road Wee Nam Road 100 \n", "3416 Tampines Street 72 Tampines Street 72 100 \n", "3417 Changi South Lane Changi South Lane 100 \n", "3418 Telegraph Street Telegraph Street 100 \n", "3419 Biopolis Street Biopolis Street 100 \n", "3420 Biopolis Link Biopolis Link 100 \n", "3421 Plymouth Avenue Plymouth Avenue 100 \n", "3422 Gentle Road Gentle Road 100 \n", "3423 Leicester Road Leicester Road 100 \n", "3424 Simon Walk Simon Walk 100 \n", "3425 Joo Hong Road Joo Hong Road 100 \n", "3426 Florence Close Florence Close 100 \n", "3427 Hoot Kiam Road Hoot Kiam Road 100 \n", "3428 Yishun Avenue 8 Yishun Avenue 8 100 \n", "3429 Choa Chu Kang Avenue 6 Choa Chu Kang Avenue 6 100 \n", "3430 Clarke Quay Clarke Quay 100 \n", "3431 Countryside Walk Countryside Walk 100 \n", "3432 PIE PIE 100 \n", "3433 Nepal Park Nepal Park 100 \n", "\n", " final_name \n", "0 Orchard Road \n", "1 Hougang Avenue 1 \n", "2 Scotts Road \n", "3 Keng Lee Road \n", "4 Newton Road \n", "5 Sarkies Road \n", "6 Paterson Road \n", "7 Orchard Boulevard \n", "8 Grange Road \n", "9 Paterson Hill \n", "10 River Valley Road \n", "11 Unity Street \n", "12 Merbau Road \n", "13 Mohamed Sultan Road \n", "14 Saiboo Street \n", "15 Merchant Loop \n", "16 Clemenceau Avenue \n", "17 Merchant Road \n", "18 Read Crescent \n", "19 Tampines Expressway \n", "20 Seletar Expressway \n", "21 Central Expressway \n", "22 Telok Blangah Road \n", "23 Ayer Rajah Expressway \n", "24 Turf Club Avenue \n", "25 Kranji Expressway \n", "26 Prinsep Street \n", "27 Tanglin Road \n", "28 Alexandra Road \n", "29 Nicoll Highway \n", "... ... \n", "3404 Seletar North Link \n", "3405 Ghim Moh Link \n", "3406 Hougang Street 31 \n", "3407 Hougang Street 32 \n", "3408 Serangoon Lane \n", "3409 Gambir Walk \n", "3410 Upper Serangoon Crescent \n", "3411 Ubi Close \n", "3412 Sin Ming Lane \n", "3413 Compassvale Lane \n", "3414 Lorong 5 Realty Park \n", "3415 Wee Nam Road \n", "3416 Tampines Street 72 \n", "3417 Changi South Lane \n", "3418 Telegraph Street \n", "3419 Biopolis Street \n", "3420 Biopolis Link \n", "3421 Plymouth Avenue \n", "3422 Gentle Road \n", "3423 Leicester Road \n", "3424 Simon Walk \n", "3425 Joo Hong Road \n", "3426 Florence Close \n", "3427 Hoot Kiam Road \n", "3428 Yishun Avenue 8 \n", "3429 Choa Chu Kang Avenue 6 \n", "3430 Clarke Quay \n", "3431 Countryside Walk \n", "3432 PIE \n", "3433 Nepal Park \n", "\n", "[3434 rows x 4 columns]" ] }, "execution_count": 164, "metadata": {}, "output_type": "execute_result" } ], "source": [ "final_roadnames = augmented_roads.copy(deep=True)\n", "final_roadnames[\"final_name\"] = final_roadnames.apply(lambda row: row[\"corrected\"] if row.score >= 90 else row[\"name\"], axis=1)\n", "final_roadnames" ] }, { "cell_type": "code", "execution_count": 165, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Final clean-up\n", "\n", "final_roadnames.loc[3432, 'final_name'] = 'Pan-Island Expressway' # was: PIE\n", "final_roadnames.loc[2492, 'final_name'] = 'Woodlands Drive 75' # was: Woodlands Drive 50" ] }, { "cell_type": "code", "execution_count": 166, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# drop the intermediate columns in final_roadnames and write out to csv file\n", "final_roadnames.drop([\"score\", \"corrected\"], inplace=True, axis=1)\n", "final_roadnames.to_csv(\"singapore-roadnames-final.csv\")" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# write out our filtered roads GeoDataFrame to a GeoJSON file\n", "filtered_roads.crs = None\n", "filtered_roads.to_file(\"singapore-roads-filtered.geojson\", driver=\"GeoJSON\")" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.6" } }, "nbformat": 4, "nbformat_minor": 0 }