Notebooks/8.1 Vector maps in Python.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Vector Maps in Python"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Vector map formats\n",
    "\n",
    "reading shapefiles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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3.827915388000065), (34.17964818300004, 3.831651500000021), (34.180163297000036, 3.832231360000037), (34.18944405900004, 3.832110314000033), (34.20579097600006, 3.8318971070000316), (34.21301150000005, 3.8318029320000733), (34.21482264400004, 3.8317793100000586), (34.21605959300007, 3.8317631770000276), (34.22539138800005, 3.831641465000075), (34.22561954500003, 3.8316384890000563), (34.22539138800005, 3.8475736210000377), (34.225334504000045, 3.8515465380000364), (34.225322446000064, 3.852388726000072), (34.223020672000075, 3.8592065660000685), (34.217746129000034, 3.8748297250000405), (34.21581525700003, 3.8805489520000265), (34.21321362400005, 3.88170258100007), (34.213141360000066, 3.8817346250000355), (34.205119669000055, 3.8823274610000453), (34.20450380600005, 3.8822835720000626), (34.19315253600007, 3.881474626000056), (34.18921820200006, 3.881194247000053), (34.18296071100008, 3.8807483090000687), (34.18226909100008, 3.880699021000055), (34.17600390200005, 3.8802525340000216), (34.175606955000035, 3.8800050100000476), (34.17447591700005, 3.8792997300000707), (34.171250308000026, 3.8772883420000426), (34.17073759700003, 3.876469878000023), (34.169652883000026, 3.8747383010000362), (34.16774940200003, 3.8716996910000603), (34.16685645100006, 3.870274233000032), (34.16679381300003, 3.8701742410000293), (34.16604848900005, 3.8701147510000737), (34.15364026000003, 3.869124356000043), (34.15324153700004, 3.8690925310000353), (34.15193883000006, 3.8689885520000757), (34.15127310300005, 3.8690798810000615), (34.12817085700004, 3.872249193000073), (34.127920172000074, 3.8722140210000475), (34.127296398000055, 3.872126503000061), (34.109156479000035, 3.869581396000058), (34.094862404000025, 3.8613942020000422), (34.09311309700007, 3.8603922540000326), (34.093006496000044, 3.8604235360000416), (34.08847198800004, 3.861754187000031), (34.08806240300004, 3.8618743800000743), (34.08993729600007, 3.8743451090000463), (34.090381327000046, 3.8772985550000385), (34.09061609500003, 3.878860100000054), (34.09132347800005, 3.8835652120000645), (34.09162759900005, 3.8855880520000596), (34.10104726700007, 3.890404500000045), (34.10871149400003, 3.8943233590000546), (34.11539557200007, 3.897741050000036), (34.116365425000026, 3.8983861220000335), (34.118880079000064, 3.900058677000061), (34.11985206700007, 3.900705169000048), (34.121371141000054, 3.906602469000063), (34.125355031000026, 3.9220685950000416), (34.13091551900004, 3.9436553340000273), (34.13349394200003, 3.95366520500005), (34.13351865100003, 3.9537611290000427), (34.133827471000075, 3.954685383000026), (34.134112850000065, 3.9555394830000523), (34.134089637000045, 3.9556784300000345), (34.13406747000005, 3.955811115000074), (34.13385768000006, 3.95706685600004), (34.13381575100004, 3.9573178330000474), (34.13434620500004, 3.961286745000052), (34.13440995000008, 3.961763690000055), (34.124354362000076, 3.967037967000067), (34.105591283000024, 3.9768794270000285), (34.10354942200007, 3.9791483930000595), (34.08212041000007, 4.002960830000063), (34.081814800000075, 4.003061114000047), (34.06972445700006, 4.007028480000031), (34.064150375000054, 4.008857578000061), (34.06408358400006, 4.008879495000031), (34.061933639000074, 4.00958498500006), (34.05954083600005, 4.010370168000065), (34.05933828700006, 4.016431680000039), (34.05911681600003, 4.023059463000038), (34.05894663600003, 4.028152305000049), (34.08048532200007, 4.0347972620000405), (34.08384732500008, 4.035834482000041), (34.087765303000026, 4.037043228000073), (34.08940258800004, 4.042068491000066), (34.09130936400004, 4.047920894000072), (34.09162759900005, 4.048897641000053), (34.09192469900006, 4.062233647000028), (34.08431027200004, 4.076717482000049), (34.07936955200006, 4.086115507000045), (34.07914941300004, 4.086534247000031), (34.071833154000046, 4.090463735000071), (34.06370023100004, 4.094831845000044), (34.06156340000007, 4.098872510000035), (34.058959483000024, 4.103796418000059), (34.05301687900004, 4.115033654000058), (34.04951035600004, 4.121664355000064), (34.049439447000054, 4.121798442000056), (34.053506095000046, 4.127614696000023), (34.05833585100004, 4.134522372000049), (34.06207346300005, 4.1398680280000235), (34.06213682900005, 4.139958656000033), (34.06518572900006, 4.14431929400007), (34.04772991800007, 4.179138844000022), (34.047359750000055, 4.179877228000066), (34.03392004900007, 4.192154545000051), (34.03383815300003, 4.19222935800002), (34.01200489000007, 4.212174287000039), (33.99682164700005, 4.2262791970000535), (33.99429136700007, 4.228629773000023), (33.99031661500004, 4.232322233000048), (34.01413585900008, 4.256818913000075), (34.10410578500006, 4.349347647000059), (34.14454849900005, 4.391437383000039), (34.30518699900006, 4.557433022000055), (34.31801753900004, 4.570608916000026), (34.376546172000076, 4.632502595000062), (34.39738728100008, 4.630957932000058), (34.39971994600006, 4.630785044000049), (34.56235484600006, 4.790297550000048), (34.56266843000003, 4.7906051130000264), (34.612130129000036, 4.8391172080000615), (34.71120962400005, 4.936294496000073), (34.716309343000034, 4.941296306000027), (34.74723623400007, 4.9711632090000535), (34.782277228000055, 5.005003209000051), (34.78441744100007, 5.0070700680000755), (34.949683884000024, 5.166672171000073), (34.95008660800005, 5.16706109200004), (35.044307367000044, 5.258052530000043), (35.06233712000005, 5.274789722000037), (35.22142331400005, 5.422470956000041), (35.26136520400007, 5.459549394000021), (35.28919558900003, 5.485384606000025), (35.30606000000006, 5.501040000000046), (35.309660001000054, 5.4976500000000215), (35.31080000000003, 5.494060000000047), (35.30912999900005, 5.481210000000033), (35.31670000100007, 5.472540000000038), (35.31803000000008, 5.468200000000024), (35.318259642000044, 5.466030275000037), (35.318609999000046, 5.462720000000047), (35.31837740000003, 5.461644435000039), (35.317199999000024, 5.456200000000024), (35.31637000000006, 5.4523199990000535), (35.31579469500008, 5.448113468000031), (35.315440000000024, 5.445520001000034), (35.30506566400004, 5.430581669000048), (35.30087210800008, 5.424543236000034), (35.297960000000046, 5.420350000000042), (35.293919999000025, 5.371590000000026), (35.29507000000007, 5.365170000000035), (35.301900000000046, 5.348940000000027), (35.30796000000004, 5.341020000000071), (35.31292000000008, 5.337890000000073), (35.31913000000003, 5.333970000000022), (35.32185590800003, 5.333233565000057), (35.32607238200006, 5.332094437000023), (35.328896592000035, 5.331331445000046)]], 'type': 'Polygon'}, 'properties': OrderedDict([('OBJECTID_1', 1), ('COUNTY', 'Turkana'), ('Province', 'Rift Valley'), ('ADM0', 'Kenya'), ('ADM3', None), ('ADM4', None), ('Shape_Leng', 15.1484195545), ('Shape_Area', 5.74380418891)]), 'type': 'Feature', 'id': '0'}\n"
     ]
    }
   ],
   "source": [
    "from fiona import collection\n",
    "infile = 'example_data/Kenya_admin_WGS84/Kenya_admin_2014_WGS84.shp'\n",
    "fin = collection(infile, 'r')\n",
    "mapdata = []\n",
    "for feature in fin:\n",
    "    mapdata += [feature]\n",
    "print('First feature: {}'.format(mapdata[0]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## converting map formats\n",
    "\n",
    "shp_to_geojson: convert shapefile to geojson. Parameter is infile: name of shapefile (.shp).   Useful function from Martin Laloux, found on http://geospatialpython.com/2013/07/shapefile-to-geojson.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import ogr2ogr\n",
    "\n",
    "ogr2ogr.main([‘’,'­f','GeoJSON','../test2.json','../TZwards.shp'])”"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def shp_to_geojson(infile):\n",
    "    # read the shapefile\n",
    "    reader = shapefile.Reader(infile)\n",
    "    fields = reader.fields[1:]\n",
    "    field_names = [field[0] for field in fields]\n",
    "    buffer = []\n",
    "    for sr in reader.shapeRecords():\n",
    "        atr = dict(zip(field_names, sr.record))\n",
    "        geom = sr.shape.__geo_interface__\n",
    "        buffer.append(dict(type=\"Feature\", geometry=geom, properties=atr))\n",
    "\n",
    "    # write the GeoJSON file\n",
    "    outfile = infile[:-3]+\"json\"\n",
    "    geojson = open(outfile, \"w\")\n",
    "    geojson.write(json.dumps({\"type\": \"FeatureCollection\",\n",
    "                             \"features\": buffer}, indent=2) + \"\\n\")\n",
    "    geojson.close()\n",
    "    return()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Location\n",
    "\n",
    "Using a gazetteer to find a location for an address\n",
    "\n",
    "Using point-in-polygon methods to find which (nonstandard) region a point is in."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Getting lat/long from an address\n",
    "\n",
    "Null Island is the point (0,0) just off the west coast of Africa.  It's the traditional place to put \"no address\" data. https://www.gislounge.com/null-island-where-geocoding-errors-go-to-live/ "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Location: (38.8976989, -77.036553192281)\n"
     ]
    }
   ],
   "source": [
    "from geopy.geocoders import Nominatim\n",
    "from geopy.geocoders import GoogleV3\n",
    "geolocator = Nominatim()\n",
    "googlocator = GoogleV3()\n",
    "\n",
    "address = '1600 Pennsylvania Ave NW, Washington, DC'\n",
    "result = geolocator.geocode(address, timeout=10)       \n",
    "if result is None:            \n",
    "    result = googlocator.geocode(address, timeout=10)        \n",
    "if result is None:\n",
    "    latlon = (0.0, 0.0)\n",
    "else:\n",
    "    latlon = (float(result.latitude), float(result.longitude))\n",
    "print('Location: {}'.format(latlon))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Getting the distance between two points\n",
    "\n",
    "Distance is a strange thing.  For example, there's as-the-crow-flies distance, but if you're travelling, you usually need (in a city) city-block distance, or a distance calculated from the distances along connecting roads. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Vincenty: 8890.506673759479 km; Great circle: 8891.331219968702 km\n"
     ]
    }
   ],
   "source": [
    "from geopy.distance import vincenty\n",
    "from geopy.distance import great_circle\n",
    "\n",
    "loc1 = (0.0, 0.0)\n",
    "loc2= (38.89, -77.03)\n",
    "vindist = vincenty(loc1, loc2)\n",
    "circledist = great_circle(loc1, loc2)\n",
    "print('Vincenty: {}; Great circle: {}'.format(vindist, circledist))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# Getting distance from google maps and OSM\n",
    "https://developers.google.com/maps/documentation/distance-matrix/intro#RequestParameters\n",
    "http://py-googlemaps.sourceforge.net/\n",
    "\n",
    "NB: you will need to \"pip install googlemaps\" from the terminal window before you can run this code. You will also need to get an API key (see above). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#this won't run until you get a value for api_key\n",
    "from googlemaps import Client\n",
    "gmaps = Client(api_key)\n",
    "address = 'Constitution Ave NW & 10th St NW, Washington, DC'\n",
    "destination = gmaps.latlng_to_address(38.887563, -77.019929)\n",
    "local = gmaps.local_search('cafe near ' + destination)\n",
    "directions = gmaps.directions(address, destination)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Help on package googlemaps:\n",
      "\n",
      "NAME\n",
      "    googlemaps\n",
      "\n",
      "DESCRIPTION\n",
      "    # Copyright 2014 Google Inc. All rights reserved.\n",
      "    #\n",
      "    #\n",
      "    # Licensed under the Apache License, Version 2.0 (the \"License\"); you may not\n",
      "    # use this file except in compliance with the License. You may obtain a copy of\n",
      "    # the License at\n",
      "    #\n",
      "    #     http://www.apache.org/licenses/LICENSE-2.0\n",
      "    #\n",
      "    # Unless required by applicable law or agreed to in writing, software\n",
      "    # distributed under the License is distributed on an \"AS IS\" BASIS, WITHOUT\n",
      "    # WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the\n",
      "    # License for the specific language governing permissions and limitations under\n",
      "    # the License.\n",
      "    #\n",
      "\n",
      "PACKAGE CONTENTS\n",
      "    client\n",
      "    convert\n",
      "    directions\n",
      "    distance_matrix\n",
      "    elevation\n",
      "    exceptions\n",
      "    geocoding\n",
      "    places\n",
      "    roads\n",
      "    timezone\n",
      "\n",
      "CLASSES\n",
      "    builtins.object\n",
      "        googlemaps.client.Client\n",
      "    \n",
      "    class Client(builtins.object)\n",
      "     |  Performs requests to the Google Maps API web services.\n",
      "     |  \n",
      "     |  Methods defined here:\n",
      "     |  \n",
      "     |  __init__(self, key=None, client_id=None, client_secret=None, timeout=None, connect_timeout=None, read_timeout=None, retry_timeout=60, requests_kwargs=None, queries_per_second=10)\n",
      "     |      :param key: Maps API key. Required, unless \"client_id\" and\n",
      "     |          \"client_secret\" are set.\n",
      "     |      :type key: string\n",
      "     |      \n",
      "     |      :param client_id: (for Maps API for Work customers) Your client ID.\n",
      "     |      :type client_id: string\n",
      "     |      \n",
      "     |      :param client_secret: (for Maps API for Work customers) Your client\n",
      "     |          secret (base64 encoded).\n",
      "     |      :type client_secret: string\n",
      "     |      \n",
      "     |      :param timeout: Combined connect and read timeout for HTTP requests, in\n",
      "     |          seconds. Specify \"None\" for no timeout.\n",
      "     |      :type timeout: int\n",
      "     |      \n",
      "     |      :param connect_timeout: Connection timeout for HTTP requests, in\n",
      "     |          seconds. You should specify read_timeout in addition to this option.\n",
      "     |          Note that this requires requests >= 2.4.0.\n",
      "     |      :type connect_timeout: int\n",
      "     |      \n",
      "     |      :param read_timeout: Read timeout for HTTP requests, in\n",
      "     |          seconds. You should specify connect_timeout in addition to this\n",
      "     |          option. Note that this requires requests >= 2.4.0.\n",
      "     |      :type read_timeout: int\n",
      "     |      \n",
      "     |      :param retry_timeout: Timeout across multiple retriable requests, in\n",
      "     |          seconds.\n",
      "     |      :type retry_timeout: int\n",
      "     |      \n",
      "     |      :param queries_per_second: Number of queries per second permitted.\n",
      "     |          If the rate limit is reached, the client will sleep for the\n",
      "     |          appropriate amount of time before it runs the current query.\n",
      "     |      :type queries_per_second: int\n",
      "     |      \n",
      "     |      :raises ValueError: when either credentials are missing, incomplete\n",
      "     |          or invalid.\n",
      "     |      :raises NotImplementedError: if connect_timeout and read_timeout are\n",
      "     |          used with a version of requests prior to 2.4.0.\n",
      "     |      \n",
      "     |      :param requests_kwargs: Extra keyword arguments for the requests\n",
      "     |          library, which among other things allow for proxy auth to be\n",
      "     |          implemented. See the official requests docs for more info:\n",
      "     |          http://docs.python-requests.org/en/latest/api/#main-interface\n",
      "     |      :type requests_kwargs: dict\n",
      "     |  \n",
      "     |  directions(client, origin, destination, mode=None, waypoints=None, alternatives=False, avoid=None, language=None, units=None, region=None, departure_time=None, arrival_time=None, optimize_waypoints=False, transit_mode=None, transit_routing_preference=None, traffic_model=None)\n",
      "     |      Get directions between an origin point and a destination point.\n",
      "     |      \n",
      "     |      :param origin: The address or latitude/longitude value from which you wish\n",
      "     |          to calculate directions.\n",
      "     |      :type origin: string, dict, list, or tuple\n",
      "     |      \n",
      "     |      :param destination: The address or latitude/longitude value from which\n",
      "     |          you wish to calculate directions.\n",
      "     |      :type destination: string, dict, list, or tuple\n",
      "     |      \n",
      "     |      :param mode: Specifies the mode of transport to use when calculating\n",
      "     |          directions. One of \"driving\", \"walking\", \"bicycling\" or \"transit\"\n",
      "     |      :type mode: string\n",
      "     |      \n",
      "     |      :param waypoints: Specifies an array of waypoints. Waypoints alter a\n",
      "     |          route by routing it through the specified location(s).\n",
      "     |      :type waypoints: a single location, or a list of locations, where a\n",
      "     |          location is a string, dict, list, or tuple\n",
      "     |      \n",
      "     |      :param alternatives: If True, more than one route may be returned in the\n",
      "     |          response.\n",
      "     |      :type alternatives: bool\n",
      "     |      \n",
      "     |      :param avoid: Indicates that the calculated route(s) should avoid the\n",
      "     |          indicated features.\n",
      "     |      :type avoid: list or string\n",
      "     |      \n",
      "     |      :param language: The language in which to return results.\n",
      "     |      :type language: string\n",
      "     |      \n",
      "     |      :param units: Specifies the unit system to use when displaying results.\n",
      "     |          \"metric\" or \"imperial\"\n",
      "     |      :type units: string\n",
      "     |      \n",
      "     |      :param region: The region code, specified as a ccTLD (\"top-level domain\"\n",
      "     |          two-character value.\n",
      "     |      :type region: string\n",
      "     |      \n",
      "     |      :param departure_time: Specifies the desired time of departure.\n",
      "     |      :type departure_time: int or datetime.datetime\n",
      "     |      \n",
      "     |      :param arrival_time: Specifies the desired time of arrival for transit\n",
      "     |          directions. Note: you can't specify both departure_time and\n",
      "     |          arrival_time.\n",
      "     |      :type arrival_time: int or datetime.datetime\n",
      "     |      \n",
      "     |      :param optimize_waypoints: Optimize the provided route by rearranging the\n",
      "     |          waypoints in a more efficient order.\n",
      "     |      :type optimize_waypoints: bool\n",
      "     |      \n",
      "     |      :param transit_mode: Specifies one or more preferred modes of transit.\n",
      "     |          This parameter may only be specified for requests where the mode is\n",
      "     |          transit. Valid values are \"bus\", \"subway\", \"train\", \"tram\", \"rail\".\n",
      "     |          \"rail\" is equivalent to [\"train\", \"tram\", \"subway\"].\n",
      "     |      :type transit_mode: string or list of strings\n",
      "     |      \n",
      "     |      :param transit_routing_preference: Specifies preferences for transit\n",
      "     |          requests. Valid values are \"less_walking\" or \"fewer_transfers\"\n",
      "     |      :type transit_routing_preference: string\n",
      "     |      \n",
      "     |      :param traffic_model: Specifies the predictive travel time model to use.\n",
      "     |          Valid values are \"best_guess\" or \"optimistic\" or \"pessimistic\".\n",
      "     |          The traffic_model parameter may only be specified for requests where\n",
      "     |          the travel mode is driving, and where the request includes a\n",
      "     |          departure_time.\n",
      "     |      :type units: string\n",
      "     |      \n",
      "     |      :rtype: list of routes\n",
      "     |  \n",
      "     |  distance_matrix(client, origins, destinations, mode=None, language=None, avoid=None, units=None, departure_time=None, arrival_time=None, transit_mode=None, transit_routing_preference=None, traffic_model=None)\n",
      "     |      Gets travel distance and time for a matrix of origins and destinations.\n",
      "     |      \n",
      "     |      :param origins: One or more locations and/or latitude/longitude values,\n",
      "     |          from which to calculate distance and time. If you pass an address as\n",
      "     |          a string, the service will geocode the string and convert it to a\n",
      "     |          latitude/longitude coordinate to calculate directions.\n",
      "     |      :type origins: a single location, or a list of locations, where a\n",
      "     |          location is a string, dict, list, or tuple\n",
      "     |      \n",
      "     |      :param destinations: One or more addresses and/or lat/lng values, to\n",
      "     |          which to calculate distance and time. If you pass an address as a\n",
      "     |          string, the service will geocode the string and convert it to a\n",
      "     |          latitude/longitude coordinate to calculate directions.\n",
      "     |      :type destinations: a single location, or a list of locations, where a\n",
      "     |          location is a string, dict, list, or tuple\n",
      "     |      \n",
      "     |      :param mode: Specifies the mode of transport to use when calculating\n",
      "     |          directions. Valid values are \"driving\", \"walking\", \"transit\" or\n",
      "     |          \"bicycling\".\n",
      "     |      :type mode: string\n",
      "     |      \n",
      "     |      :param language: The language in which to return results.\n",
      "     |      :type language: string\n",
      "     |      \n",
      "     |      :param avoid: Indicates that the calculated route(s) should avoid the\n",
      "     |          indicated features. Valid values are \"tolls\", \"highways\" or \"ferries\".\n",
      "     |      :type avoid: string\n",
      "     |      \n",
      "     |      :param units: Specifies the unit system to use when displaying results.\n",
      "     |          Valid values are \"metric\" or \"imperial\".\n",
      "     |      :type units: string\n",
      "     |      \n",
      "     |      :param departure_time: Specifies the desired time of departure.\n",
      "     |      :type departure_time: int or datetime.datetime\n",
      "     |      \n",
      "     |      :param arrival_time: Specifies the desired time of arrival for transit\n",
      "     |          directions. Note: you can't specify both departure_time and\n",
      "     |          arrival_time.\n",
      "     |      :type arrival_time: int or datetime.datetime\n",
      "     |      \n",
      "     |      :param transit_mode: Specifies one or more preferred modes of transit.\n",
      "     |          This parameter may only be specified for requests where the mode is\n",
      "     |          transit. Valid values are \"bus\", \"subway\", \"train\", \"tram\", \"rail\".\n",
      "     |          \"rail\" is equivalent to [\"train\", \"tram\", \"subway\"].\n",
      "     |      :type transit_mode: string or list of strings\n",
      "     |      \n",
      "     |      :param transit_routing_preference: Specifies preferences for transit\n",
      "     |          requests. Valid values are \"less_walking\" or \"fewer_transfers\".\n",
      "     |      :type transit_routing_preference: string\n",
      "     |      \n",
      "     |      :param traffic_model: Specifies the predictive travel time model to use.\n",
      "     |          Valid values are \"best_guess\" or \"optimistic\" or \"pessimistic\".\n",
      "     |          The traffic_model parameter may only be specified for requests where\n",
      "     |          the travel mode is driving, and where the request includes a\n",
      "     |          departure_time.\n",
      "     |      \n",
      "     |      :rtype: matrix of distances. Results are returned in rows, each row\n",
      "     |          containing one origin paired with each destination.\n",
      "     |  \n",
      "     |  elevation(client, locations)\n",
      "     |      Provides elevation data for locations provided on the surface of the\n",
      "     |      earth, including depth locations on the ocean floor (which return negative\n",
      "     |      values)\n",
      "     |      \n",
      "     |      :param locations: List of latitude/longitude values from which you wish\n",
      "     |          to calculate elevation data.\n",
      "     |      :type locations: a single location, or a list of locations, where a\n",
      "     |          location is a string, dict, list, or tuple\n",
      "     |      \n",
      "     |      :rtype: list of elevation data responses\n",
      "     |  \n",
      "     |  elevation_along_path(client, path, samples)\n",
      "     |      Provides elevation data sampled along a path on the surface of the earth.\n",
      "     |      \n",
      "     |      :param path: An encoded polyline string, or a list of latitude/longitude\n",
      "     |          values from which you wish to calculate elevation data.\n",
      "     |      :type path: string, dict, list, or tuple\n",
      "     |      \n",
      "     |      :param samples: The number of sample points along a path for which to\n",
      "     |          return elevation data.\n",
      "     |      :type samples: int\n",
      "     |      \n",
      "     |      :rtype: list of elevation data responses\n",
      "     |  \n",
      "     |  geocode(client, address=None, components=None, bounds=None, region=None, language=None)\n",
      "     |      Geocoding is the process of converting addresses\n",
      "     |      (like ``\"1600 Amphitheatre Parkway, Mountain View, CA\"``) into geographic\n",
      "     |      coordinates (like latitude 37.423021 and longitude -122.083739), which you\n",
      "     |      can use to place markers or position the map.\n",
      "     |      \n",
      "     |      :param address: The address to geocode.\n",
      "     |      :type address: string\n",
      "     |      \n",
      "     |      :param components: A component filter for which you wish to obtain a\n",
      "     |          geocode, for example: ``{'administrative_area': 'TX','country': 'US'}``\n",
      "     |      :type components: dict\n",
      "     |      \n",
      "     |      :param bounds: The bounding box of the viewport within which to bias geocode\n",
      "     |          results more prominently.\n",
      "     |      :type bounds: string or dict with northeast and southwest keys.\n",
      "     |      \n",
      "     |      :param region: The region code, specified as a ccTLD (\"top-level domain\")\n",
      "     |          two-character value.\n",
      "     |      :type region: string\n",
      "     |      \n",
      "     |      :param language: The language in which to return results.\n",
      "     |      :type langauge: string\n",
      "     |      \n",
      "     |      :rtype: list of geocoding results.\n",
      "     |  \n",
      "     |  place(client, place_id, language=None)\n",
      "     |      Comprehensive details for an individual place.\n",
      "     |      \n",
      "     |      :param place_id: A textual identifier that uniquely identifies a place,\n",
      "     |          returned from a Places search.\n",
      "     |      :type place_id: string\n",
      "     |      \n",
      "     |      :param language: The language in which to return results.\n",
      "     |      :type langauge: string\n",
      "     |      \n",
      "     |      :rtype: result dict with the following keys:\n",
      "     |          result: dict containing place details\n",
      "     |          html_attributions: set of attributions which must be displayed\n",
      "     |  \n",
      "     |  places(client, query, location=None, radius=None, language=None, min_price=None, max_price=None, open_now=False, type=None, page_token=None)\n",
      "     |      Places search.\n",
      "     |      \n",
      "     |      :param query: The text string on which to search, for example: \"restaurant\".\n",
      "     |      :type query: string\n",
      "     |      \n",
      "     |      :param location: The latitude/longitude value for which you wish to obtain the\n",
      "     |          closest, human-readable address.\n",
      "     |      :type location: string, dict, list, or tuple\n",
      "     |      \n",
      "     |      :param radius: Distance in meters within which to bias results.\n",
      "     |      :type radius: int\n",
      "     |      \n",
      "     |      :param language: The language in which to return results.\n",
      "     |      :type langauge: string\n",
      "     |      \n",
      "     |      :param min_price: Restricts results to only those places with no less than\n",
      "     |          this price level. Valid values are in the range from 0 (most affordable)\n",
      "     |          to 4 (most expensive).\n",
      "     |      :type min_price: int\n",
      "     |      \n",
      "     |      :param max_price: Restricts results to only those places with no greater\n",
      "     |          than this price level. Valid values are in the range from 0 (most\n",
      "     |          affordable) to 4 (most expensive).\n",
      "     |      :type max_price: int\n",
      "     |      \n",
      "     |      :param open_now: Return only those places that are open for business at\n",
      "     |          the time the query is sent.\n",
      "     |      :type open_now: bool\n",
      "     |      \n",
      "     |      :param type: Restricts the results to places matching the specified type.\n",
      "     |          The full list of supported types is available here:\n",
      "     |          https://developers.google.com/places/supported_type\n",
      "     |      :type type: string\n",
      "     |      \n",
      "     |      :param page_token: Token from a previous search that when provided will\n",
      "     |          returns the next page of results for the same search.\n",
      "     |      :type page_token: string\n",
      "     |      \n",
      "     |      :rtype: result dict with the following keys:\n",
      "     |          results: list of places\n",
      "     |          html_attributions: set of attributions which must be displayed\n",
      "     |          next_page_token: token for retrieving the next page of results\n",
      "     |  \n",
      "     |  places_autocomplete(client, input_text, offset=None, location=None, radius=None, language=None, type=None, components=None)\n",
      "     |      Returns Place predictions given a textual search string and optional\n",
      "     |      geographic bounds.\n",
      "     |      \n",
      "     |      :param input_text: The text string on which to search.\n",
      "     |      :type input_text: string\n",
      "     |      \n",
      "     |      :param offset: The position, in the input term, of the last character\n",
      "     |                     that the service uses to match predictions. For example,\n",
      "     |                     if the input is 'Google' and the offset is 3, the\n",
      "     |                     service will match on 'Goo'.\n",
      "     |      :type offset: int\n",
      "     |      \n",
      "     |      :param location: The latitude/longitude value for which you wish to obtain the\n",
      "     |                       closest, human-readable address.\n",
      "     |      :type location: string, dict, list, or tuple\n",
      "     |      \n",
      "     |      :param radius: Distance in meters within which to bias results.\n",
      "     |      :type radius: int\n",
      "     |      \n",
      "     |      :param language: The language in which to return results.\n",
      "     |      :type langauge: string\n",
      "     |      \n",
      "     |      :param type: Restricts the results to places matching the specified type.\n",
      "     |          The full list of supported types is available here:\n",
      "     |          https://developers.google.com/places/web-service/autocomplete#place_types\n",
      "     |      :type type: string\n",
      "     |      \n",
      "     |      :param components: A component filter for which you wish to obtain a geocode,\n",
      "     |                         for example:\n",
      "     |                         ``{'administrative_area': 'TX','country': 'US'}``\n",
      "     |      :type components: dict\n",
      "     |      \n",
      "     |      :rtype: list of predictions\n",
      "     |  \n",
      "     |  places_autocomplete_query(client, input_text, offset=None, location=None, radius=None, language=None)\n",
      "     |      Returns Place predictions given a textual search query, such as\n",
      "     |      \"pizza near New York\", and optional geographic bounds.\n",
      "     |      \n",
      "     |      :param input_text: The text query on which to search.\n",
      "     |      :type input_text: string\n",
      "     |      \n",
      "     |      :param offset: The position, in the input term, of the last character\n",
      "     |          that the service uses to match predictions. For example, if the input\n",
      "     |          is 'Google' and the offset is 3, the service will match on 'Goo'.\n",
      "     |      :type offset: int\n",
      "     |      \n",
      "     |      :param location: The latitude/longitude value for which you wish to obtain the\n",
      "     |          closest, human-readable address.\n",
      "     |      :type location: string, dict, list, or tuple\n",
      "     |      \n",
      "     |      :param radius: Distance in meters within which to bias results.\n",
      "     |      :type radius: number\n",
      "     |      \n",
      "     |      :param language: The language in which to return results.\n",
      "     |      :type langauge: string\n",
      "     |      \n",
      "     |      :rtype: list of predictions\n",
      "     |  \n",
      "     |  places_nearby(client, location, radius=None, keyword=None, language=None, min_price=None, max_price=None, name=None, open_now=False, rank_by=None, type=None, page_token=None)\n",
      "     |      Performs nearby search for places.\n",
      "     |      \n",
      "     |      :param location: The latitude/longitude value for which you wish to obtain the\n",
      "     |                       closest, human-readable address.\n",
      "     |      :type location: string, dict, list, or tuple\n",
      "     |      \n",
      "     |      :param radius: Distance in meters within which to bias results.\n",
      "     |      :type radius: int\n",
      "     |      \n",
      "     |      :param keyword: A term to be matched against all content that Google has\n",
      "     |                      indexed for this place.\n",
      "     |      :type keyword: string\n",
      "     |      \n",
      "     |      :param language: The language in which to return results.\n",
      "     |      :type langauge: string\n",
      "     |      \n",
      "     |      :param min_price: Restricts results to only those places with no less than\n",
      "     |                        this price level. Valid values are in the range from 0\n",
      "     |                        (most affordable) to 4 (most expensive).\n",
      "     |      :type min_price: int\n",
      "     |      \n",
      "     |      :param max_price: Restricts results to only those places with no greater\n",
      "     |                        than this price level. Valid values are in the range\n",
      "     |                        from 0 (most affordable) to 4 (most expensive).\n",
      "     |      :type max_price: int\n",
      "     |      \n",
      "     |      :param name: One or more terms to be matched against the names of places.\n",
      "     |      :type name: string or list of strings\n",
      "     |      \n",
      "     |      :param open_now: Return only those places that are open for business at\n",
      "     |                       the time the query is sent.\n",
      "     |      :type open_now: bool\n",
      "     |      \n",
      "     |      :param rank_by: Specifies the order in which results are listed.\n",
      "     |                      Possible values are: prominence (default), distance\n",
      "     |      :type rank_by: string\n",
      "     |      \n",
      "     |      :param type: Restricts the results to places matching the specified type.\n",
      "     |          The full list of supported types is available here:\n",
      "     |          https://developers.google.com/places/supported_type\n",
      "     |      :type type: string\n",
      "     |      \n",
      "     |      :param page_token: Token from a previous search that when provided will\n",
      "     |                         returns the next page of results for the same search.\n",
      "     |      :type page_token: string\n",
      "     |      \n",
      "     |      :rtype: result dict with the following keys:\n",
      "     |              status: status code\n",
      "     |              results: list of places\n",
      "     |              html_attributions: set of attributions which must be displayed\n",
      "     |              next_page_token: token for retrieving the next page of results\n",
      "     |  \n",
      "     |  places_photo(client, photo_reference, max_width=None, max_height=None)\n",
      "     |      Downloads a photo from the Places API.\n",
      "     |      \n",
      "     |      :param photo_reference: A string identifier that uniquely identifies a\n",
      "     |          photo, as provided by either a Places search or Places detail request.\n",
      "     |      :type photo_reference: string\n",
      "     |      \n",
      "     |      :param max_width: Specifies the maximum desired width, in pixels.\n",
      "     |      :type max_width: int\n",
      "     |      \n",
      "     |      :param max_height: Specifies the maximum desired height, in pixels.\n",
      "     |      :type max_height: int\n",
      "     |      \n",
      "     |      :rtype: iterator containing the raw image data, which typically can be\n",
      "     |          used to save an image file locally. For example:\n",
      "     |      \n",
      "     |          ```\n",
      "     |          f = open(local_filename, 'wb')\n",
      "     |          for chunk in client.photo(photo_reference, max_width=100):\n",
      "     |              if chunk:\n",
      "     |                  f.write(chunk)\n",
      "     |          f.close()\n",
      "     |          ```\n",
      "     |  \n",
      "     |  places_radar(client, location, radius, keyword=None, min_price=None, max_price=None, name=None, open_now=False, type=None)\n",
      "     |      Performs radar search for places.\n",
      "     |      \n",
      "     |      :param location: The latitude/longitude value for which you wish to obtain the\n",
      "     |                       closest, human-readable address.\n",
      "     |      :type location: string, dict, list, or tuple\n",
      "     |      \n",
      "     |      :param radius: Distance in meters within which to bias results.\n",
      "     |      :type radius: int\n",
      "     |      \n",
      "     |      :param keyword: A term to be matched against all content that Google has\n",
      "     |                      indexed for this place.\n",
      "     |      :type keyword: string\n",
      "     |      \n",
      "     |      :param min_price: Restricts results to only those places with no less than\n",
      "     |                        this price level. Valid values are in the range from 0\n",
      "     |                        (most affordable) to 4 (most expensive).\n",
      "     |      :type min_price: int\n",
      "     |      \n",
      "     |      :param max_price: Restricts results to only those places with no greater\n",
      "     |                        than this price level. Valid values are in the range\n",
      "     |                        from 0 (most affordable) to 4 (most expensive).\n",
      "     |      :type max_price: int\n",
      "     |      \n",
      "     |      :param name: One or more terms to be matched against the names of places.\n",
      "     |      :type name: string or list of strings\n",
      "     |      \n",
      "     |      :param open_now: Return only those places that are open for business at\n",
      "     |                       the time the query is sent.\n",
      "     |      :type open_now: bool\n",
      "     |      \n",
      "     |      :param type: Restricts the results to places matching the specified type.\n",
      "     |          The full list of supported types is available here:\n",
      "     |          https://developers.google.com/places/supported_type\n",
      "     |      :type type: string\n",
      "     |      \n",
      "     |      :rtype: result dict with the following keys:\n",
      "     |              status: status code\n",
      "     |              results: list of places\n",
      "     |              html_attributions: set of attributions which must be displayed\n",
      "     |  \n",
      "     |  reverse_geocode(client, latlng, result_type=None, location_type=None, language=None)\n",
      "     |      Reverse geocoding is the process of converting geographic coordinates into a\n",
      "     |      human-readable address.\n",
      "     |      \n",
      "     |      :param latlng: The latitude/longitude value for which you wish to obtain the\n",
      "     |          closest, human-readable address.\n",
      "     |      :type latlng: string, dict, list, or tuple\n",
      "     |      \n",
      "     |      :param result_type: One or more address types to restrict results to.\n",
      "     |      :type result_type: string or list of strings\n",
      "     |      \n",
      "     |      :param location_type: One or more location types to restrict results to.\n",
      "     |      :type location_type: list of strings\n",
      "     |      \n",
      "     |      :param language: The language in which to return results.\n",
      "     |      :type langauge: string\n",
      "     |      \n",
      "     |      :rtype: list of reverse geocoding results.\n",
      "     |  \n",
      "     |  snap_to_roads(client, path, interpolate=False)\n",
      "     |      Snaps a path to the most likely roads travelled.\n",
      "     |      \n",
      "     |      Takes up to 100 GPS points collected along a route, and returns a similar\n",
      "     |      set of data with the points snapped to the most likely roads the vehicle\n",
      "     |      was traveling along.\n",
      "     |      \n",
      "     |      :param path: The path to be snapped.\n",
      "     |      :type path: a single location, or a list of locations, where a\n",
      "     |          location is a string, dict, list, or tuple\n",
      "     |      \n",
      "     |      :param interpolate: Whether to interpolate a path to include all points\n",
      "     |          forming the full road-geometry. When true, additional interpolated\n",
      "     |          points will also be returned, resulting in a path that smoothly follows\n",
      "     |          the geometry of the road, even around corners and through tunnels.\n",
      "     |          Interpolated paths may contain more points than the original path.\n",
      "     |      :type interpolate: bool\n",
      "     |      \n",
      "     |      :rtype: A list of snapped points.\n",
      "     |  \n",
      "     |  snapped_speed_limits(client, path)\n",
      "     |      Returns the posted speed limit (in km/h) for given road segments.\n",
      "     |      \n",
      "     |      The provided points will first be snapped to the most likely roads the\n",
      "     |      vehicle was traveling along.\n",
      "     |      \n",
      "     |      :param path: The path of points to be snapped.\n",
      "     |      :type path: a single location, or a list of locations, where a\n",
      "     |          location is a string, dict, list, or tuple\n",
      "     |      \n",
      "     |      :rtype: dict with a list of speed limits and a list of the snapped points.\n",
      "     |  \n",
      "     |  speed_limits(client, place_ids)\n",
      "     |      Returns the posted speed limit (in km/h) for given road segments.\n",
      "     |      \n",
      "     |      :param place_ids: The Place ID of the road segment. Place IDs are returned\n",
      "     |          by the snap_to_roads function. You can pass up to 100 Place IDs.\n",
      "     |      :type place_ids: str or list\n",
      "     |      \n",
      "     |      :rtype: list of speed limits.\n",
      "     |  \n",
      "     |  timezone(client, location, timestamp=None, language=None)\n",
      "     |      Get time zone for a location on the earth, as well as that location's\n",
      "     |      time offset from UTC.\n",
      "     |      \n",
      "     |      :param location: The latitude/longitude value representing the location to\n",
      "     |          look up.\n",
      "     |      :type location: string, dict, list, or tuple\n",
      "     |      \n",
      "     |      :param timestamp: Timestamp specifies the desired time as seconds since\n",
      "     |          midnight, January 1, 1970 UTC. The Time Zone API uses the timestamp to\n",
      "     |          determine whether or not Daylight Savings should be applied. Times\n",
      "     |          before 1970 can be expressed as negative values. Optional. Defaults to\n",
      "     |          ``datetime.utcnow()``.\n",
      "     |      :type timestamp: int or datetime.datetime\n",
      "     |      \n",
      "     |      :param language: The language in which to return results.\n",
      "     |      :type language: string\n",
      "     |      \n",
      "     |      :rtype: dict\n",
      "     |  \n",
      "     |  ----------------------------------------------------------------------\n",
      "     |  Data descriptors defined here:\n",
      "     |  \n",
      "     |  __dict__\n",
      "     |      dictionary for instance variables (if defined)\n",
      "     |  \n",
      "     |  __weakref__\n",
      "     |      list of weak references to the object (if defined)\n",
      "\n",
      "DATA\n",
      "    __all__ = ['Client']\n",
      "\n",
      "VERSION\n",
      "    2.4.3\n",
      "\n",
      "FILE\n",
      "    /Users/sjterp/anaconda/lib/python3.5/site-packages/googlemaps/__init__.py\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import googlemaps\n",
    "help(googlemaps)"
   ]
  }
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