Open Street Map (OSM)

  • Community driven
  • Anyone can edit / contribute
  • Has a great API (which this demo will not take advantage of)
  • Some find the licensing to be preferable

In [3]:
!sudo pip install pyshp


Downloading/unpacking pyshp
  Downloading pyshp-1.2.1.tar.gz (59kB): 59kB downloaded
  Running setup.py (path:/tmp/pip_build_root/pyshp/setup.py) egg_info for package pyshp
    
    no previously-included directories found matching 'shapefiles'
Installing collected packages: pyshp
  Running setup.py install for pyshp
    
    no previously-included directories found matching 'shapefiles'
Successfully installed pyshp
Cleaning up...

In [2]:
%matplotlib inline
import matplotlib.pyplot as plt
import pandas as pd
import numpy as np
import shapefile #pyshp
import pickle
import geopy
from geopy.distance import vincenty
import networkx as nx
import sys
from lxml import etree
from collections import defaultdict
from io import StringIO, BytesIO

Raw data from OSM

If you are participating in the workshop, this link will be active:

https://s3-us-west-1.amazonaws.com/dsworkshop/sm_map.xml

Afterwards, I will delete this, and you will need to visit:

https://www.openstreetmap.org/#map=10/33.9838/-118.2184


In [3]:
rtree = etree.parse("sm_map.xml")

In [4]:
!head -25 sm_map.xml


<?xml version="1.0" encoding="UTF-8"?>
<osm version="0.6" generator="Overpass API">
<note>The data included in this document is from www.openstreetmap.org. The data is made available under ODbL.</note>
<meta osm_base="2015-05-10T17:45:02Z"/>

  <bounds minlat="33.9263" minlon="-118.499" maxlat="34.1053" maxlon="-118.164"/>

  <node id="653656" lat="33.9598406" lon="-118.3770539" version="10" timestamp="2012-08-05T21:43:42Z" changeset="12626769" uid="104962" user="techlady"/>
  <node id="653661" lat="33.9615983" lon="-118.3690656" version="5" timestamp="2012-04-15T01:08:27Z" changeset="11304856" uid="28775" user="StellanL"/>
  <node id="653666" lat="33.9608531" lon="-118.3689360" version="5" timestamp="2012-04-15T01:08:27Z" changeset="11304856" uid="28775" user="StellanL"/>
  <node id="653678" lat="33.9807115" lon="-118.3934249" version="5" timestamp="2010-02-03T21:20:31Z" changeset="3786390" uid="72235" user="Basstoelpel"/>
  <node id="653681" lat="33.9896085" lon="-118.4004080" version="7" timestamp="2014-11-08T00:00:47Z" changeset="26631893" uid="1376118" user="ChrisZontine"/>
  <node id="653688" lat="34.0270294" lon="-118.4295020" version="3" timestamp="2010-08-17T06:05:37Z" changeset="5514740" uid="82317" user="AM909"/>
  <node id="653689" lat="34.0286331" lon="-118.4254724" version="7" timestamp="2012-04-11T19:04:28Z" changeset="11268439" uid="104962" user="techlady"/>
  <node id="653690" lat="34.0301176" lon="-118.4218423" version="5" timestamp="2012-04-11T19:04:28Z" changeset="11268439" uid="104962" user="techlady"/>
  <node id="653691" lat="34.0311455" lon="-118.4199769" version="6" timestamp="2012-04-11T19:04:28Z" changeset="11268439" uid="104962" user="techlady"/>
  <node id="653692" lat="34.0319982" lon="-118.4184130" version="4" timestamp="2009-07-14T22:11:30Z" changeset="1831297" uid="28775" user="StellanL"/>
  <node id="653693" lat="34.0324501" lon="-118.4175748" version="11" timestamp="2013-03-15T03:21:49Z" changeset="15369028" uid="1679" user="andrewpmk">
    <tag k="highway" v="traffic_signals"/>
    <tag k="source" v="Bing"/>
  </node>
  <node id="653695" lat="34.0317243" lon="-118.4168181" version="7" timestamp="2010-03-02T03:26:52Z" changeset="4014168" uid="82317" user="AM909"/>
  <node id="653696" lat="34.0316858" lon="-118.4152498" version="7" timestamp="2010-03-02T03:26:52Z" changeset="4014168" uid="82317" user="AM909"/>
  <node id="653697" lat="34.0314668" lon="-118.4137029" version="7" timestamp="2010-03-02T03:26:52Z" changeset="4014168" uid="82317" user="AM909"/>
  <node id="653699" lat="34.0300922" lon="-118.4091712" version="6" timestamp="2009-06-09T20:36:55Z" changeset="1471512" uid="112254" user="sdtoooc"/>

In [5]:
# WHAT KIND OF ELEMENTS DO WE HAVE?

dir(rtree)


Out[5]:
['__class__',
 '__copy__',
 '__deepcopy__',
 '__delattr__',
 '__doc__',
 '__format__',
 '__getattribute__',
 '__hash__',
 '__init__',
 '__new__',
 '__pyx_vtable__',
 '__reduce__',
 '__reduce_ex__',
 '__repr__',
 '__setattr__',
 '__sizeof__',
 '__str__',
 '__subclasshook__',
 '_setroot',
 'docinfo',
 'find',
 'findall',
 'findtext',
 'getelementpath',
 'getiterator',
 'getpath',
 'getroot',
 'iter',
 'iterfind',
 'parse',
 'parser',
 'relaxng',
 'write',
 'write_c14n',
 'xinclude',
 'xmlschema',
 'xpath',
 'xslt']

In [6]:
# WHAT IS IN THE ROOT?

r = rtree.getroot()
dir(r)


Out[6]:
['__class__',
 '__contains__',
 '__copy__',
 '__deepcopy__',
 '__delattr__',
 '__delitem__',
 '__doc__',
 '__format__',
 '__getattribute__',
 '__getitem__',
 '__hash__',
 '__init__',
 '__iter__',
 '__len__',
 '__new__',
 '__nonzero__',
 '__reduce__',
 '__reduce_ex__',
 '__repr__',
 '__reversed__',
 '__setattr__',
 '__setitem__',
 '__sizeof__',
 '__str__',
 '__subclasshook__',
 '_init',
 'addnext',
 'addprevious',
 'append',
 'attrib',
 'base',
 'clear',
 'extend',
 'find',
 'findall',
 'findtext',
 'get',
 'getchildren',
 'getiterator',
 'getnext',
 'getparent',
 'getprevious',
 'getroottree',
 'index',
 'insert',
 'items',
 'iter',
 'iterancestors',
 'iterchildren',
 'iterdescendants',
 'iterfind',
 'itersiblings',
 'itertext',
 'keys',
 'makeelement',
 'nsmap',
 'prefix',
 'remove',
 'replace',
 'set',
 'sourceline',
 'tag',
 'tail',
 'text',
 'values',
 'xpath']

In [7]:
node_counts = defaultdict(int)

children = r.getchildren()
for child in children:
    node_counts[child.tag] += 1

print(node_counts)


defaultdict(<type 'int'>, {'node': 300171, 'remark': 1, 'bounds': 1, 'note': 1, 'meta': 1, 'relation': 566, 'way': 44306})

In [8]:
def rec_print(elem, level=0):
    for i in range(level):
        sys.stdout.write('\t')
    sys.stdout.write(elem.tag)
    if elem.text is not None:
        sys.stdout.write(elem.text)
    ecount = 0
    for k in range(len(elem.keys())):
        key = elem.keys()[k]
        val = elem.values()[k]
        if ecount > 0:
            sys.stdout.write(';')
        sys.stdout.write(' ' + key + '=' + val)
        ecount += 1
    print ''
    for child in elem.getchildren():
        rec_print(child, level+1)

In [9]:
! grep -A 7 '10565341' sm_map.xml


  <node id="10565341" lat="34.0234837" lon="-118.1727565" version="13" timestamp="2012-09-25T16:19:20Z" changeset="13248929" uid="207745" user="NE2">
    <tag k="exit_to" v="Whittier Blvd / Olympic Blvd"/>
    <tag k="highway" v="motorway_junction"/>
    <tag k="is_in:state_code" v="CA"/>
    <tag k="ref" v="19"/>
    <tag k="source" v="usgs_imagery;survey;image;CDOT"/>
    <tag k="source_ref" v="AM909_DSCV1401"/>
  </node>
--
    <nd ref="10565341"/>
    <nd ref="658940249"/>
    <nd ref="29414044"/>
    <nd ref="658940248"/>
    <nd ref="10565342"/>
    <nd ref="19344946"/>
    <tag k="hgv" v="designated"/>
    <tag k="hgv:national_network" v="yes"/>
--
    <nd ref="10565341"/>
    <nd ref="74376899"/>
    <nd ref="74376902"/>
    <tag k="highway" v="motorway_link"/>
    <tag k="oneway" v="yes"/>
    <tag k="source" v="usgs_imagery;survey;image;CDOT"/>
    <tag k="source_ref" v="AM909_DSCV1401"/>
  </way>

OSM Nodes

  • Vertex
  • Point with metadata

OSM Ways

  • Collection of Nodes
  • Additional metadata
  • Linear features
  • Area boundaries

OSM Relation

  • Describe relationships and groups
  • For example, bike route on multiple roads
  • For example, turning restrictions

Tags

  • Key Value pairs of extra data

In [10]:
tags = {}
interesting = ['node', 'relation', 'way']
for interest in interesting:
    tags[interest] = defaultdict(int)

for child in children:
    tag = child.tag
    if tag == 'node' or tag == 'relation' or tag == 'way':
        tag_counts = tags[tag]
        gchildren = child.getchildren()
        for gchild in gchildren:
            key = gchild.get('k')
            tag_counts[key] += 1

In [11]:
keys = []
counts = []
for tc in tags.keys():
    tag_counts = tags[tc]
    for tag in tag_counts.keys():
        keys.append(tag)
        counts.append(tag_counts[tag])
    df = pd.DataFrame({'key': keys, 'count': counts})
    df.sort('count', ascending=0, inplace=True)
    n = 25
    x = np.arange(n)
    s = df['count'].sum()
    plt.figure(figsize=(5,8))
    plt.barh(x, df['count'][0:n]/s)
    plt.yticks(x+0.4, df['key'])
    plt.gca().yaxis.grid(False)
    plt.title(tc + ' (items=' + str(s) + ')')
    plt.show()



In [12]:
!cat sm_map.xml | grep -i "Ralphs\|Ralph's"


    <tag k="name" v="Ralphs"/>
    <tag k="name" v="Ralphs"/>
    <tag k="name" v="Ralph's"/>
    <tag k="name" v="Ralphs"/>
    <tag k="name" v="Ralph's"/>
    <tag k="name" v="Ralphs"/>
    <tag k="name" v="Ralphs"/>
    <tag k="name" v="Ralphs"/>
    <tag k="name" v="Ralph's"/>
    <tag k="name" v="Ralphs"/>
    <tag k="store_name" v="Ralphs Cloverfield"/>
    <tag k="name" v="Ralphs"/>
    <tag k="name" v="Ralphs"/>
    <tag k="old_name" v="Ralphs Grocery Store"/>
    <tag k="wikipedia" v="en:Ralphs Grocery Store (Los Angeles, California)"/>
    <tag k="name" v="Ralphs"/>
    <tag k="website" v="https://www.ralphs.com/storeHours?store=70300277"/>
    <tag k="name" v="Ralphs"/>
    <tag k="website" v="https://www.ralphs.com/storeHours?store=70300185"/>
    <tag k="name" v="Ralphs"/>
    <tag k="website" v="https://www.ralphs.com/storeHours?store=70300044"/>
    <tag k="name" v="Ralphs"/>

In [13]:
# EXTRACT ROADS

roads = {}
values = defaultdict(int)
children = r.getchildren()
for child in children:
    tag = child.tag
    if tag == 'way':
        gchildren = child.getchildren()
        for gchild in gchildren:
            k = gchild.get('k')
            if k=='highway':
                i = child.keys().index('id')
                road_id = child.values()[i]
                v = gchild.get('v')
                if v=='primary' or v=='secondary' or v=='tertiary' or v=='residential':
                    roads[road_id] = child
                values[v] += 1

In [14]:
# EASY LOOK UP FOR NODES

nodes = {}
children = r.getchildren()
for child in children:
    tag = child.tag
    if tag == 'node':
        ref = child.values()[child.keys().index('id')]
        lat = float(child.values()[child.keys().index('lat')])
        lon = float(child.values()[child.keys().index('lon')])
        nodes[ref] = [lat, lon]

In [15]:
!cat sm_map.xml | grep -i "park"


    <tag k="exit_to" v="Howard Hughes Parkway;Sepulveda Boulevard"/>
    <tag k="name" v="Westlake/MacArthur Park"/>
    <tag k="exit_to" v="Glendale Boulevard; Echo Park Avenue; Union Avenue; Belmont Avenue"/>
    <tag k="amenity" v="parking"/>
    <tag k="amenity" v="parking"/>
    <tag k="amenity" v="parking"/>
    <tag k="exit_to" v="Howard Hughes Parkway"/>
    <tag k="name" v="Firestone Park"/>
    <tag k="name" v="Jefferson Park"/>
    <tag k="name" v="Ocean Park"/>
    <tag k="name" v="Newton Park"/>
    <tag k="name" v="Hancock Park"/>
    <tag k="name" v="View Park"/>
    <tag k="name" v="Morningside Park"/>
    <tag k="name" v="Country Club Park"/>
    <tag k="name" v="Cypress Park"/>
    <tag k="name" v="Brentwood Park"/>
    <tag k="name" v="Saint James Park"/>
    <tag k="name" v="Baird Park"/>
    <tag k="name" v="Park La Brea"/>
    <tag k="wikipedia" v="en:Park La Brea, Los Angeles"/>
    <tag k="name" v="Huntington Park"/>
    <tag k="name" v="Hyde Park"/>
    <tag k="amenity" v="parking"/>
    <tag k="note" v="Need to confirm this parking lot is for vendor delivery only"/>
    <tag k="amenity" v="parking"/>
    <tag k="amenity" v="parking"/>
    <tag k="amenity" v="parking"/>
    <tag k="amenity" v="parking"/>
    <tag k="amenity" v="parking"/>
    <tag k="amenity" v="parking"/>
    <tag k="amenity" v="parking"/>
    <tag k="amenity" v="parking"/>
    <tag k="amenity" v="parking"/>
    <tag k="amenity" v="parking"/>
    <tag k="amenity" v="parking"/>
    <tag k="amenity" v="parking"/>
    <tag k="amenity" v="parking"/>
    <tag k="name" v="Civic Center/Grand Park"/>
    <tag k="name" v="Westlake/MacArthur Park"/>
    <tag k="amenity" v="parking"/>
    <tag k="amenity" v="parking"/>
    <tag k="amenity" v="parking"/>
    <tag k="note" v="Need to confirm this parking lot is for vendor delivery only"/>
    <tag k="amenity" v="parking"/>
    <tag k="amenity" v="parking"/>
    <tag k="amenity" v="parking"/>
    <tag k="name" v="Westwood/Rancho Park"/>
    <tag k="leisure" v="park"/>
    <tag k="leisure" v="park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Bethune Park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Blair Hills Park"/>
    <tag k="website" v="http://www.culvercity.org/Government/PRCS/Parks/ParkSites/BlairPark.aspx"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Centinela Park"/>
    <tag k="leisure" v="park"/>
    <tag k="leisure" v="park"/>
    <tag k="leisure" v="park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Coombs Park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Corona Park"/>
    <tag k="leisure" v="park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Crescent Bay Park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Crestwood Hills Park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Culver West Park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Darby Memorial Park"/>
    <tag k="leisure" v="park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Douglas Park"/>
    <tag k="leisure" v="park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Culver Park Continuation High School"/>
    <tag k="leisure" v="park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Exposition Park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Glassell Park Elementary School"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Hancock Park Elementary School"/>
    <tag k="name" v="Hillside Memorial Park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Hotchkiss Park"/>
    <tag k="name" v="Hyde Park Elementary School"/>
    <tag k="name" v="Inglewood Park Cemetery"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Salazar Park"/>
    <tag k="leisure" v="park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Lindberg Park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Little Bear Park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Los Amigos Park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="McManus Park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Memorial Park"/>
    <tag k="name" v="Morningside Park Reservoir"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Bristow Park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Palms Park"/>
    <tag k="leisure" v="park"/>
    <tag k="leisure" v="park"/>
    <tag k="leisure" v="park"/>
    <tag k="leisure" v="park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Prospect Park"/>
    <tag k="leisure" v="park"/>
    <tag k="leisure" v="park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Rogers Park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Rose Hill Park"/>
    <tag k="name" v="Sierra Park Elementary School"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="South Park Elementary School"/>
    <tag k="leisure" v="park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Trinity Park"/>
    <tag k="leisure" v="park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Veterans Memorial Park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Veterans Park"/>
    <tag k="leisure" v="park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="West Hollywood Park"/>
    <tag k="leisure" v="park"/>
    <tag k="leisure" v="park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Will Rogers Memorial Park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Hollywood Memorial Park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Associates Park"/>
    <tag k="leisure" v="park"/>
    <tag k="leisure" v="park"/>
    <tag k="leisure" v="park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Frederick D Fagg Junior Park"/>
    <tag k="leisure" v="park"/>
    <tag k="leisure" v="park"/>
    <tag k="leisure" v="park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Oak Park Hospital"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Montecito Park"/>
    <tag k="leisure" v="park"/>
    <tag k="leisure" v="park"/>
    <tag k="leisure" v="park"/>
    <tag k="leisure" v="park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Broadway Park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Carousel Park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Clover Park"/>
    <tag k="name" v="Ocean Park Child Care Center"/>
    <tag k="name" v="Ocean Park Station Santa Monica Post Office"/>
    <tag k="name" v="Ocean Park United Methodist Church"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Colorado Center Park"/>
    <tag k="name" v="Sunset Park Christian Church"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Oakhurst Park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Tellefson Park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Westwood Park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Blanco Park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Burton Chace Park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Culver Slauson Park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="El Marino Park"/>
    <tag k="leisure" v="park"/>
    <tag k="leisure" v="park"/>
    <tag k="leisure" v="park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Acacia Park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Ashwood Park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Constitution Park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Fortyeighth Street Park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Monteith Park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Mount Carmel Park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Norman O Houston Park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="North Park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Queen Park"/>
    <tag k="leisure" v="park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Siminski Park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Clara Park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Colonel Leo H Washington Park"/>
    <tag k="name" v="Community Hospital of Huntington Park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Cudahy Park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Ernest E. Debs Regional Park"/>
    <tag k="name" v="Huntington Park Post Office"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Lugo Park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Marlow Park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Miles Park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Pixley Park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Bandini Park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Soto Station Huntington Park Post Office"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Stanford Avenue Park"/>
    <tag k="name" v="State Street Station Huntington Park Post Office"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Treder Park"/>
    <tag k="leisure" v="park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Watts Towers State Historical Park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Westside Park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Alpine Park"/>
    <tag k="leisure" v="park"/>
    <tag k="leisure" v="park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Everett Park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Greaver Oak Park"/>
    <tag k="leisure" v="park"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Lummis Park"/>
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    <tag k="leisure" v="park"/>
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    <tag k="amenity" v="parking"/>
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    <tag k="service" v="parking_aisle"/>
    <tag k="service" v="parking_aisle"/>
    <tag k="service" v="parking_aisle"/>
    <tag k="amenity" v="parking"/>
    <tag k="boundary" v="national_park"/>
    <tag k="leisure" v="park"/>
    <tag k="park:type" v="state_recreational_area"/>
    <tag k="boundary" v="national_park"/>
    <tag k="leisure" v="park"/>
    <tag k="park:type" v="state_recreational_area"/>
    <member type="way" ref="77424875" role="parking"/>
    <member type="way" ref="77424886" role="parking"/>
    <member type="way" ref="77424881" role="parking"/>
    <member type="way" ref="77424871" role="parking"/>
    <member type="way" ref="77424869" role="parking"/>
    <member type="way" ref="77424895" role="parking"/>
    <member type="way" ref="104357816" role="parking"/>
    <member type="way" ref="104357814" role="parking"/>
    <member type="way" ref="104357802" role="parking"/>
    <member type="way" ref="104357812" role="parking"/>
    <member type="way" ref="104357815" role="parking"/>
    <tag k="parking" v="underground"/>
    <tag k="site" v="parking"/>
    <tag k="amenity" v="parking"/>
    <tag k="amenity" v="parking"/>
    <tag k="parking" v="surface"/>
    <tag k="name" v="Monterey Park"/>
    <tag k="name" v="Huntington Park"/>
    <tag k="name" v="Ocean Park Boulevard"/>

In [16]:
!cat sm_map.xml | grep -B 10 -i "swimming_pool"


  <node id="608957461" lat="34.0691222" lon="-118.2886168" version="1" timestamp="2010-01-08T05:07:54Z" changeset="3567664" uid="82317" user="AM909"/>
  <node id="608957462" lat="34.0691081" lon="-118.2879874" version="1" timestamp="2010-01-08T05:07:54Z" changeset="3567664" uid="82317" user="AM909"/>
  <node id="608957463" lat="34.0703144" lon="-118.2895287" version="1" timestamp="2010-01-08T05:07:54Z" changeset="3567664" uid="82317" user="AM909"/>
  <node id="608957464" lat="34.0703116" lon="-118.2886202" version="1" timestamp="2010-01-08T05:07:54Z" changeset="3567664" uid="82317" user="AM909"/>
  <node id="608957465" lat="34.0703144" lon="-118.2879840" version="1" timestamp="2010-01-08T05:07:54Z" changeset="3567664" uid="82317" user="AM909"/>
  <node id="608957466" lat="34.0704187" lon="-118.2879295" version="1" timestamp="2010-01-08T05:07:54Z" changeset="3567664" uid="82317" user="AM909"/>
  <node id="608957467" lat="34.0704948" lon="-118.2878275" version="1" timestamp="2010-01-08T05:07:54Z" changeset="3567664" uid="82317" user="AM909"/>
  <node id="608957468" lat="34.0704948" lon="-118.2872661" version="1" timestamp="2010-01-08T05:07:54Z" changeset="3567664" uid="82317" user="AM909"/>
  <node id="608957469" lat="34.0705004" lon="-118.2883889" version="1" timestamp="2010-01-08T05:07:54Z" changeset="3567664" uid="82317" user="AM909">
    <tag k="access" v="private"/>
    <tag k="amenity" v="swimming_pool"/>
  </node>
  <node id="608957470" lat="34.0711486" lon="-118.2885454" version="1" timestamp="2010-01-08T05:07:54Z" changeset="3567664" uid="82317" user="AM909">
    <tag k="access" v="private"/>
    <tag k="amenity" v="swimming_pool"/>
--
    <tag k="highway" v="traffic_signals"/>
  </node>
  <node id="1646640141" lat="33.9796984" lon="-118.4035810" version="2" timestamp="2014-02-14T16:53:04Z" changeset="20562360" uid="47892" user="richlv"/>
  <node id="1646640142" lat="33.9787702" lon="-118.4042868" version="2" timestamp="2014-02-14T16:53:04Z" changeset="20562360" uid="47892" user="richlv"/>
  <node id="1647954943" lat="34.0511353" lon="-118.2390630" version="1" timestamp="2012-02-26T01:38:40Z" changeset="10793863" uid="28923" user="California Bear">
    <tag k="historic" v="monument"/>
    <tag k="name" v="Go For Broke Monument"/>
    <tag k="wikipedia" v="en:Go For Broke Monument"/>
  </node>
  <node id="1654007219" lat="34.0500269" lon="-118.2653284" version="1" timestamp="2012-03-01T06:34:52Z" changeset="10834676" uid="613171" user="Rizzle">
    <tag k="amenity" v="swimming_pool"/>
--
  <node id="2271337048" lat="34.0752768" lon="-118.3963702" version="1" timestamp="2013-04-18T06:19:02Z" changeset="15769427" uid="1368006" user="Randy Worden">
    <tag k="addr:housenumber" v="353"/>
    <tag k="addr:postcode" v="90210"/>
    <tag k="addr:street" v="N Foothill Rd"/>
    <tag k="amenity" v="veterinary"/>
    <tag k="name" v="Beverly Hills Small Animal Hospital"/>
    <tag k="website" v="http://www.bhsah.com"/>
  </node>
  <node id="2271337821" lat="34.0826969" lon="-118.3842895" version="1" timestamp="2013-04-18T06:20:51Z" changeset="15769427" uid="1368006" user="Randy Worden">
    <tag k="access" v="yes"/>
    <tag k="amenity" v="swimming_pool"/>
--
    <tag k="name" v="Westchester High School"/>
  </way>
  <way id="28738219" version="2" timestamp="2012-04-18T19:11:26Z" changeset="11347340" uid="104962" user="techlady">
    <nd ref="315989661"/>
    <nd ref="315989662"/>
    <nd ref="315989663"/>
    <nd ref="315989664"/>
    <nd ref="315989665"/>
    <nd ref="315989666"/>
    <nd ref="315989661"/>
    <tag k="amenity" v="swimming_pool"/>
--
    <tag k="wikipedia" v="en:Mildred E. Mathias Botanical Garden"/>
  </way>
  <way id="44664327" version="3" timestamp="2013-08-07T17:48:00Z" changeset="17256986" uid="1519787" user="kdano">
    <nd ref="566860853"/>
    <nd ref="566860855"/>
    <nd ref="566860857"/>
    <nd ref="566860859"/>
    <nd ref="566860860"/>
    <nd ref="566860861"/>
    <nd ref="566860853"/>
    <tag k="leisure" v="swimming_pool"/>
    <tag k="sport" v="swimming"/>
  </way>
  <way id="44664328" version="3" timestamp="2013-08-07T17:48:00Z" changeset="17256986" uid="1519787" user="kdano">
    <nd ref="566860862"/>
    <nd ref="566860863"/>
    <nd ref="566860864"/>
    <nd ref="566860865"/>
    <nd ref="566860866"/>
    <nd ref="566860867"/>
    <nd ref="566860862"/>
    <tag k="leisure" v="swimming_pool"/>
    <tag k="sport" v="swimming"/>
  </way>
  <way id="44664330" version="2" timestamp="2012-11-18T04:08:55Z" changeset="13913970" uid="429617" user="DamienRoz">
    <nd ref="566860868"/>
    <nd ref="566860869"/>
    <nd ref="566860870"/>
    <nd ref="566860871"/>
    <nd ref="566860868"/>
    <tag k="amenity" v="swimming_pool"/>
--
    <tag k="gnis:feature_id" v="250869"/>
    <tag k="gnis:state_id" v="06"/>
    <tag k="name" v="Utah Elementary School"/>
  </way>
  <way id="47517375" version="1" timestamp="2010-01-04T22:01:30Z" changeset="3541340" uid="82317" user="AM909">
    <nd ref="605023249"/>
    <nd ref="605023251"/>
    <nd ref="605023253"/>
    <nd ref="605023255"/>
    <nd ref="605023249"/>
    <tag k="amenity" v="swimming_pool"/>
--
    <nd ref="605023289"/>
    <tag k="landuse" v="residential"/>
    <tag k="name" v="Pueblo Del Sol"/>
  </way>
  <way id="47517377" version="1" timestamp="2010-01-04T22:01:30Z" changeset="3541340" uid="82317" user="AM909">
    <nd ref="605023228"/>
    <nd ref="605023270"/>
    <nd ref="605023257"/>
    <nd ref="605023259"/>
    <nd ref="605023228"/>
    <tag k="amenity" v="swimming_pool"/>
--
    <nd ref="701631133"/>
    <nd ref="701631135"/>
    <nd ref="701631111"/>
    <nd ref="701631114"/>
    <nd ref="701631116"/>
    <nd ref="701631136"/>
    <nd ref="701631138"/>
    <nd ref="701631139"/>
    <nd ref="701631120"/>
    <tag k="access" v="private"/>
    <tag k="amenity" v="swimming_pool"/>
--
    <nd ref="934035776"/>
    <nd ref="934035777"/>
    <nd ref="934035779"/>
    <nd ref="934035781"/>
    <nd ref="934035784"/>
    <nd ref="934035786"/>
    <nd ref="934035789"/>
    <nd ref="934035791"/>
    <nd ref="934035793"/>
    <nd ref="934035773"/>
    <tag k="leisure" v="swimming_pool"/>
  </way>
  <way id="80066102" version="3" timestamp="2012-08-22T16:50:47Z" changeset="12822988" uid="104962" user="techlady">
    <nd ref="934036041"/>
    <nd ref="934036043"/>
    <nd ref="934036044"/>
    <nd ref="934036045"/>
    <nd ref="934036046"/>
    <nd ref="934036047"/>
    <nd ref="934036041"/>
    <tag k="amenity" v="swimming_pool"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <tag k="parking" v="multi-storey"/>
  </way>
  <way id="121970288" version="2" timestamp="2013-04-25T20:02:39Z" changeset="15865119" uid="1391153" user="cordos1">
    <nd ref="1364014305"/>
    <nd ref="1364014325"/>
    <nd ref="1364014433"/>
    <nd ref="1364014361"/>
    <nd ref="1364014310"/>
    <nd ref="1364014285"/>
    <nd ref="1364014305"/>
    <tag k="amenity" v="swimming_pool"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <tag k="tourism" v="hotel"/>
    <tag k="website" v="http://http://www.lemontrose.com/"/>
  </way>
  <way id="138203848" version="1" timestamp="2011-11-24T05:55:21Z" changeset="9929805" uid="78090" user="Roman Fischer">
    <nd ref="1514999051"/>
    <nd ref="1514999038"/>
    <nd ref="1514999039"/>
    <nd ref="1514999052"/>
    <nd ref="1514999051"/>
    <tag k="access" v="private"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <tag k="amenity" v="university"/>
    <tag k="building" v="yes"/>
  </way>
  <way id="140790307" version="1" timestamp="2011-12-12T01:10:40Z" changeset="10095471" uid="86253" user="Rouge568">
    <nd ref="1541661110"/>
    <nd ref="1541661237"/>
    <nd ref="1541661055"/>
    <nd ref="1541661111"/>
    <nd ref="1541661104"/>
    <nd ref="1541661110"/>
    <tag k="amenity" v="swimming_pool"/>
--
    <tag k="highway" v="service"/>
    <tag k="service" v="alley"/>
    <tag k="source" v="Bing"/>
  </way>
  <way id="146630712" version="1" timestamp="2012-01-20T16:08:50Z" changeset="10447880" uid="152074" user="beweta">
    <nd ref="1598988278"/>
    <nd ref="1598988279"/>
    <nd ref="1598988276"/>
    <nd ref="1598988274"/>
    <nd ref="1598988278"/>
    <tag k="leisure" v="swimming_pool"/>
--
  <way id="160068961" version="2" timestamp="2014-01-15T04:10:42Z" changeset="20006591" uid="416346" user="Brian@Brea">
    <nd ref="1721440628"/>
    <nd ref="1721440649"/>
    <nd ref="1721440631"/>
    <nd ref="1721440650"/>
    <nd ref="1721440636"/>
    <nd ref="1721440637"/>
    <nd ref="1721440632"/>
    <nd ref="1721440658"/>
    <nd ref="1721440628"/>
    <tag k="amenity" v="swimming_pool"/>
--
    <nd ref="1725879754"/>
    <nd ref="1725879776"/>
    <nd ref="1725879746"/>
    <nd ref="1725879743"/>
    <nd ref="1725879748"/>
    <nd ref="1725879783"/>
    <nd ref="1725879752"/>
    <nd ref="1725879778"/>
    <nd ref="1725879725"/>
    <nd ref="1725879756"/>
    <tag k="amenity" v="swimming_pool"/>
--
    <nd ref="1729762716"/>
    <nd ref="1729762718"/>
    <tag k="landuse" v="residential"/>
  </way>
  <way id="161001776" version="1" timestamp="2012-04-25T00:33:41Z" changeset="11410453" uid="104962" user="techlady">
    <nd ref="1729779549"/>
    <nd ref="1729779513"/>
    <nd ref="1729779425"/>
    <nd ref="1729779455"/>
    <nd ref="1729779549"/>
    <tag k="amenity" v="swimming_pool"/>
--
    <nd ref="1877959151"/>
    <tag k="highway" v="residential"/>
    <tag k="oneway" v="yes"/>
  </way>
  <way id="177354294" version="1" timestamp="2012-08-22T17:01:56Z" changeset="12822988" uid="104962" user="techlady">
    <nd ref="1877991805"/>
    <nd ref="1877991807"/>
    <nd ref="1877991808"/>
    <nd ref="1877991804"/>
    <nd ref="1877991805"/>
    <tag k="amenity" v="swimming_pool"/>
--
    <tag k="leisure" v="pitch"/>
    <tag k="source" v="Bing"/>
    <tag k="sport" v="tennis"/>
  </way>
  <way id="177523065" version="1" timestamp="2012-08-23T15:16:01Z" changeset="12834174" uid="152074" user="beweta">
    <nd ref="1879452124"/>
    <nd ref="1879452123"/>
    <nd ref="1879452120"/>
    <nd ref="1879452122"/>
    <nd ref="1879452124"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <nd ref="1949285141"/>
    <tag k="building" v="yes"/>
    <tag k="layer" v="1"/>
  </way>
  <way id="184446759" version="4" timestamp="2013-08-03T15:06:57Z" changeset="17204991" uid="1519787" user="kdano">
    <nd ref="1949285215"/>
    <nd ref="1949285055"/>
    <nd ref="1949285139"/>
    <nd ref="1949285168"/>
    <nd ref="1949285215"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <tag k="building" v="yes"/>
    <tag k="name" v="Charles E. Young Research Library"/>
    <tag k="name:alt" v="Young Research Library"/>
  </way>
  <way id="184446767" version="4" timestamp="2013-08-03T15:06:57Z" changeset="17204991" uid="1519787" user="kdano">
    <nd ref="1949285059"/>
    <nd ref="1949285085"/>
    <nd ref="1949285191"/>
    <nd ref="1949285151"/>
    <nd ref="1949285059"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <nd ref="1951239793"/>
    <nd ref="1951239779"/>
    <tag k="building" v="yes"/>
  </way>
  <way id="184623337" version="3" timestamp="2013-08-08T19:18:26Z" changeset="17271080" uid="1519787" user="kdano">
    <nd ref="1951239805"/>
    <nd ref="1951239786"/>
    <nd ref="1951239803"/>
    <nd ref="1951239799"/>
    <nd ref="1951239805"/>
    <tag k="leisure" v="swimming_pool"/>
--
  <way id="184710632" version="3" timestamp="2013-07-13T19:41:48Z" changeset="16940842" uid="1519787" user="kdano">
    <nd ref="1952163769"/>
    <nd ref="1952163951"/>
    <nd ref="1952163978"/>
    <nd ref="2383605136"/>
    <nd ref="1952163837"/>
    <nd ref="1952163967"/>
    <nd ref="1952163769"/>
    <tag k="access" v="private"/>
    <tag k="covered" v="no"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <tag k="addr:street" v="Broxton Avenue"/>
    <tag k="building" v="yes"/>
  </way>
  <way id="184710640" version="2" timestamp="2013-07-13T19:41:48Z" changeset="16940842" uid="1519787" user="kdano">
    <nd ref="1952164056"/>
    <nd ref="1952164069"/>
    <nd ref="1952164041"/>
    <nd ref="1952163780"/>
    <nd ref="1952164056"/>
    <tag k="access" v="private"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <tag k="addr:street" v="Kinross Avenue"/>
    <tag k="building" v="yes"/>
  </way>
  <way id="184710661" version="2" timestamp="2013-07-13T19:41:48Z" changeset="16940842" uid="1519787" user="kdano">
    <nd ref="1952164009"/>
    <nd ref="1952163965"/>
    <nd ref="1952163994"/>
    <nd ref="1952164030"/>
    <nd ref="1952164009"/>
    <tag k="access" v="private"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <nd ref="1952175554"/>
    <nd ref="1952175512"/>
    <tag k="building" v="yes"/>
  </way>
  <way id="184711073" version="2" timestamp="2013-07-31T21:36:06Z" changeset="17172397" uid="1519787" user="kdano">
    <nd ref="1952175517"/>
    <nd ref="1952175552"/>
    <nd ref="1952175494"/>
    <nd ref="1952175527"/>
    <nd ref="1952175517"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <nd ref="1952176742"/>
    <tag k="leisure" v="pitch"/>
    <tag k="sport" v="tennis"/>
  </way>
  <way id="184712197" version="3" timestamp="2013-08-03T15:06:57Z" changeset="17204991" uid="1519787" user="kdano">
    <nd ref="1952186698"/>
    <nd ref="1952186613"/>
    <nd ref="1952186658"/>
    <nd ref="1952186651"/>
    <nd ref="1952186698"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <nd ref="1955200931"/>
    <tag k="leisure" v="pitch"/>
    <tag k="sport" v="american_football"/>
  </way>
  <way id="184956145" version="1" timestamp="2012-10-09T16:48:01Z" changeset="13429543" uid="804586" user="Simon Shek">
    <nd ref="1955200865"/>
    <nd ref="1955200923"/>
    <nd ref="1955200921"/>
    <nd ref="1955200947"/>
    <nd ref="1955200865"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <nd ref="2030730868"/>
    <tag k="building" v="yes"/>
    <tag k="name" v="Gym"/>
  </way>
  <way id="192522646" version="1" timestamp="2012-11-24T20:39:36Z" changeset="14018912" uid="985983" user="hindo84">
    <nd ref="2030733334"/>
    <nd ref="2030733336"/>
    <nd ref="2030733332"/>
    <nd ref="2030733330"/>
    <nd ref="2030733334"/>
    <tag k="amenity" v="swimming_pool"/>
--
    <nd ref="2120009770"/>
    <nd ref="2120009776"/>
    <tag k="barrier" v="wall"/>
  </way>
  <way id="202015245" version="2" timestamp="2013-01-19T22:01:50Z" changeset="14713587" uid="977071" user="nathansnider">
    <nd ref="2120014460"/>
    <nd ref="2120014461"/>
    <nd ref="2120014459"/>
    <nd ref="2120014458"/>
    <nd ref="2120014460"/>
    <tag k="amenity" v="swimming_pool"/>
--
    <nd ref="2169940769"/>
    <tag k="amenity" v="parking"/>
    <tag k="parking" v="surface"/>
  </way>
  <way id="206923583" version="1" timestamp="2013-02-24T02:00:33Z" changeset="15143130" uid="253164" user="palewire">
    <nd ref="2169940728"/>
    <nd ref="2169940726"/>
    <nd ref="2169940722"/>
    <nd ref="2169940724"/>
    <nd ref="2169940728"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <nd ref="2281265045"/>
    <nd ref="2281265064"/>
    <nd ref="2281265050"/>
    <nd ref="2281265090"/>
    <nd ref="2281265076"/>
    <nd ref="2281265102"/>
    <nd ref="2281265103"/>
    <nd ref="2281265072"/>
    <tag k="access" v="permissive"/>
    <tag k="alt_name" v="SM Swim Center"/>
    <tag k="amenity" v="swimming_pool"/>
--
    <tag k="name" v="Humanities &amp; Social Science"/>
  </way>
  <way id="218925535" version="1" timestamp="2013-04-25T20:02:39Z" changeset="15865119" uid="1391153" user="cordos1">
    <nd ref="2281265007"/>
    <nd ref="2281265051"/>
    <nd ref="2281265024"/>
    <nd ref="2281265032"/>
    <nd ref="2281265060"/>
    <nd ref="2281265089"/>
    <nd ref="2281265007"/>
    <tag k="amenity" v="swimming_pool"/>
--
    <tag k="name" v="East building"/>
  </way>
  <way id="220774860" version="1" timestamp="2013-05-10T18:11:51Z" changeset="16068767" uid="104962" user="techlady">
    <nd ref="2298632806"/>
    <nd ref="2298632887"/>
    <nd ref="2298632815"/>
    <nd ref="2298632829"/>
    <nd ref="2298632802"/>
    <nd ref="2298632799"/>
    <nd ref="2298632806"/>
    <tag k="amenity" v="swimming_pool"/>
--
    <tag k="name" v="McAlister Soccer Field"/>
    <tag k="sport" v="soccer"/>
    <tag k="surface" v="grass"/>
  </way>
  <way id="221553708" version="1" timestamp="2013-05-16T01:30:37Z" changeset="16146527" uid="86253" user="Rouge568">
    <nd ref="2305822925"/>
    <nd ref="2305822926"/>
    <nd ref="2305822927"/>
    <nd ref="2305822928"/>
    <nd ref="2305822925"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <nd ref="2512229233"/>
    <tag k="leisure" v="park"/>
    <tag k="name" v="Poinsettia Recreation Center"/>
  </way>
  <way id="244066767" version="1" timestamp="2013-10-30T18:11:07Z" changeset="18621729" uid="977071" user="nathansnider">
    <nd ref="2514213494"/>
    <nd ref="2514214157"/>
    <nd ref="2514214029"/>
    <nd ref="2514214359"/>
    <nd ref="2514213494"/>
    <tag k="amenity" v="swimming_pool"/>
--
    <nd ref="2547323170"/>
    <tag k="highway" v="service"/>
    <tag k="service" v="parking_aisle"/>
  </way>
  <way id="247877728" version="1" timestamp="2013-11-23T17:15:02Z" changeset="19076378" uid="310589" user="hno2">
    <nd ref="2547323163"/>
    <nd ref="2547323164"/>
    <nd ref="2547323156"/>
    <nd ref="2547323152"/>
    <nd ref="2547323163"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <nd ref="2547323061"/>
    <nd ref="2547323068"/>
    <tag k="aeroway" v="helipad"/>
  </way>
  <way id="247877732" version="1" timestamp="2013-11-23T17:15:02Z" changeset="19076378" uid="310589" user="hno2">
    <nd ref="2547323139"/>
    <nd ref="2547323133"/>
    <nd ref="2547323132"/>
    <nd ref="2547323135"/>
    <nd ref="2547323139"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <tag k="addr:city" v="Beverly Hills"/>
    <tag k="building" v="yes"/>
  </way>
  <way id="256742923" version="1" timestamp="2014-01-15T18:28:45Z" changeset="20019594" uid="1850423" user="andzan75">
    <nd ref="2623778177"/>
    <nd ref="2623778178"/>
    <nd ref="2623778179"/>
    <nd ref="2623778181"/>
    <nd ref="2623778177"/>
    <tag k="access" v="private"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <nd ref="2624916341"/>
    <nd ref="2624916342"/>
    <nd ref="2624916343"/>
    <nd ref="2624916344"/>
    <nd ref="2624916345"/>
    <nd ref="2624916346"/>
    <nd ref="2624916347"/>
    <nd ref="2624916348"/>
    <nd ref="2624916328"/>
    <tag k="access" v="private"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <nd ref="2645048289"/>
    <tag k="building" v="house"/>
  </way>
  <way id="259153581" version="1" timestamp="2014-01-31T04:33:42Z" changeset="20294301" uid="1911128" user="thethirdone">
    <nd ref="2645048293"/>
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    <nd ref="2645048296"/>
    <nd ref="2645048293"/>
    <tag k="access" v="private"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <nd ref="2645048347"/>
    <nd ref="2645048344"/>
    <tag k="building" v="house"/>
  </way>
  <way id="259154217" version="1" timestamp="2014-01-31T04:55:23Z" changeset="20294454" uid="1911128" user="thethirdone">
    <nd ref="2645055082"/>
    <nd ref="2645055083"/>
    <nd ref="2645055084"/>
    <nd ref="2645055085"/>
    <nd ref="2645055082"/>
    <tag k="leisure" v="swimming_pool"/>
  </way>
  <way id="259265877" version="1" timestamp="2014-01-31T22:01:39Z" changeset="20308263" uid="1911128" user="thethirdone">
    <nd ref="2646240289"/>
    <nd ref="2646240290"/>
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    <nd ref="2646240292"/>
    <nd ref="2646240289"/>
    <tag k="leisure" v="swimming_pool"/>
  </way>
  <way id="259265878" version="1" timestamp="2014-01-31T22:01:39Z" changeset="20308263" uid="1911128" user="thethirdone">
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    <nd ref="2646240293"/>
    <tag k="leisure" v="swimming_pool"/>
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  <way id="259265879" version="1" timestamp="2014-01-31T22:01:39Z" changeset="20308263" uid="1911128" user="thethirdone">
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    <tag k="leisure" v="swimming_pool"/>
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    <nd ref="2646240301"/>
    <tag k="leisure" v="swimming_pool"/>
  </way>
  <way id="259265881" version="1" timestamp="2014-01-31T22:01:39Z" changeset="20308263" uid="1911128" user="thethirdone">
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    <nd ref="2646240305"/>
    <tag k="leisure" v="swimming_pool"/>
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  <way id="259265882" version="1" timestamp="2014-01-31T22:01:39Z" changeset="20308263" uid="1911128" user="thethirdone">
    <nd ref="2646240309"/>
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    <nd ref="2646240311"/>
    <nd ref="2646240312"/>
    <nd ref="2646240309"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <nd ref="2646240318"/>
    <nd ref="2646240313"/>
    <tag k="building" v="house"/>
  </way>
  <way id="259265884" version="1" timestamp="2014-01-31T22:01:39Z" changeset="20308263" uid="1911128" user="thethirdone">
    <nd ref="2646240319"/>
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    <tag k="leisure" v="swimming_pool"/>
  </way>
  <way id="259265885" version="1" timestamp="2014-01-31T22:01:39Z" changeset="20308263" uid="1911128" user="thethirdone">
    <nd ref="2646240323"/>
    <nd ref="2646240324"/>
    <nd ref="2646240325"/>
    <nd ref="2646240326"/>
    <nd ref="2646240323"/>
    <tag k="leisure" v="swimming_pool"/>
  </way>
  <way id="259265891" version="1" timestamp="2014-01-31T22:01:40Z" changeset="20308263" uid="1911128" user="thethirdone">
    <nd ref="2646240351"/>
    <nd ref="2646240352"/>
    <nd ref="2646240353"/>
    <nd ref="2646240354"/>
    <nd ref="2646240351"/>
    <tag k="leisure" v="swimming_pool"/>
  </way>
  <way id="259265892" version="1" timestamp="2014-01-31T22:01:40Z" changeset="20308263" uid="1911128" user="thethirdone">
    <nd ref="2646240355"/>
    <nd ref="2646240356"/>
    <nd ref="2646240357"/>
    <nd ref="2646240358"/>
    <nd ref="2646240355"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <nd ref="2646250316"/>
    <nd ref="2646250313"/>
    <tag k="building" v="house"/>
  </way>
  <way id="259266837" version="1" timestamp="2014-01-31T22:11:55Z" changeset="20308435" uid="1911128" user="thethirdone">
    <nd ref="2646250317"/>
    <nd ref="2646250318"/>
    <nd ref="2646250319"/>
    <nd ref="2646250320"/>
    <nd ref="2646250317"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <nd ref="2646292286"/>
    <nd ref="2646292279"/>
    <tag k="building" v="house"/>
  </way>
  <way id="259269271" version="1" timestamp="2014-01-31T22:30:33Z" changeset="20308754" uid="1912380" user="gravy19">
    <nd ref="2646292288"/>
    <nd ref="2646292291"/>
    <nd ref="2646292295"/>
    <nd ref="2646292297"/>
    <nd ref="2646292288"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <nd ref="2646292387"/>
    <nd ref="2646292389"/>
    <nd ref="2646292393"/>
    <nd ref="2646292396"/>
    <nd ref="2646292398"/>
    <nd ref="2646292401"/>
    <nd ref="2646292404"/>
    <nd ref="2646292408"/>
    <nd ref="2646292410"/>
    <nd ref="2646292300"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <tag k="amenity" v="parking"/>
    <tag k="name" v="Los Angeles Police Academy Parking Lot"/>
    <tag k="parking" v="surface"/>
  </way>
  <way id="259856777" version="1" timestamp="2014-02-04T02:37:47Z" changeset="20364537" uid="416346" user="Brian@Brea">
    <nd ref="2653182757"/>
    <nd ref="2653182708"/>
    <nd ref="2653182753"/>
    <nd ref="2653182698"/>
    <nd ref="2653182757"/>
    <tag k="amenity" v="swimming_pool"/>
--
    <tag k="amenity" v="school"/>
    <tag k="name" v="Brentwood school East Campus"/>
    <tag k="name:old" v="Brentwood Military Academy"/>
  </way>
  <way id="260307262" version="1" timestamp="2014-02-06T16:31:04Z" changeset="20414798" uid="1911128" user="thethirdone">
    <nd ref="2657769157"/>
    <nd ref="2657769158"/>
    <nd ref="2657769159"/>
    <nd ref="2657769160"/>
    <nd ref="2657769157"/>
    <tag k="leisure" v="swimming_pool"/>
  </way>
  <way id="260307263" version="1" timestamp="2014-02-06T16:31:04Z" changeset="20414798" uid="1911128" user="thethirdone">
    <nd ref="2657769161"/>
    <nd ref="2657769162"/>
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    <nd ref="2657769165"/>
    <nd ref="2657769166"/>
    <nd ref="2657769167"/>
    <nd ref="2657769161"/>
    <tag k="leisure" v="swimming_pool"/>
--
  <way id="260307264" version="1" timestamp="2014-02-06T16:31:04Z" changeset="20414798" uid="1911128" user="thethirdone">
    <nd ref="2657769168"/>
    <nd ref="2657769169"/>
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    <nd ref="2657769173"/>
    <nd ref="2657769174"/>
    <nd ref="2657769175"/>
    <nd ref="2657769168"/>
    <tag k="leisure" v="swimming_pool"/>
--
  <way id="260307265" version="1" timestamp="2014-02-06T16:31:04Z" changeset="20414798" uid="1911128" user="thethirdone">
    <nd ref="2657769176"/>
    <nd ref="2657769177"/>
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    <nd ref="2657769181"/>
    <nd ref="2657769182"/>
    <nd ref="2657769183"/>
    <nd ref="2657769176"/>
    <tag k="leisure" v="swimming_pool"/>
--
  <way id="260307266" version="1" timestamp="2014-02-06T16:31:04Z" changeset="20414798" uid="1911128" user="thethirdone">
    <nd ref="2657769184"/>
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    <nd ref="2657769190"/>
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    <nd ref="2657769184"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <nd ref="2657769192"/>
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    <nd ref="2657769192"/>
    <tag k="leisure" v="swimming_pool"/>
  </way>
  <way id="260307268" version="1" timestamp="2014-02-06T16:31:04Z" changeset="20414798" uid="1911128" user="thethirdone">
    <nd ref="2657769201"/>
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    <nd ref="2657769204"/>
    <nd ref="2657769201"/>
    <tag k="leisure" v="swimming_pool"/>
  </way>
  <way id="260307269" version="1" timestamp="2014-02-06T16:31:04Z" changeset="20414798" uid="1911128" user="thethirdone">
    <nd ref="2657769205"/>
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    <nd ref="2657769208"/>
    <nd ref="2657769209"/>
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    <nd ref="2657769205"/>
    <tag k="leisure" v="swimming_pool"/>
  </way>
  <way id="260307270" version="1" timestamp="2014-02-06T16:31:05Z" changeset="20414798" uid="1911128" user="thethirdone">
    <nd ref="2657769211"/>
    <nd ref="2657769212"/>
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    <nd ref="2657769214"/>
    <nd ref="2657769215"/>
    <nd ref="2657769216"/>
    <nd ref="2657769211"/>
    <tag k="leisure" v="swimming_pool"/>
  </way>
  <way id="260307271" version="1" timestamp="2014-02-06T16:31:05Z" changeset="20414798" uid="1911128" user="thethirdone">
    <nd ref="2657769217"/>
    <nd ref="2657769218"/>
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    <nd ref="2657769221"/>
    <nd ref="2657769222"/>
    <nd ref="2657769223"/>
    <nd ref="2657769217"/>
    <tag k="leisure" v="swimming_pool"/>
--
  <way id="260380444" version="1" timestamp="2014-02-07T00:10:08Z" changeset="20422145" uid="1911128" user="thethirdone">
    <nd ref="2658515070"/>
    <nd ref="2658515071"/>
    <nd ref="2658515072"/>
    <nd ref="2658515073"/>
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    <nd ref="2658515075"/>
    <nd ref="2658515076"/>
    <nd ref="2658515077"/>
    <nd ref="2658515070"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <nd ref="2658515079"/>
    <nd ref="2658515080"/>
    <nd ref="2658515081"/>
    <nd ref="2658515082"/>
    <nd ref="2658515083"/>
    <nd ref="2658515084"/>
    <nd ref="2658515085"/>
    <nd ref="2658515086"/>
    <nd ref="2658515087"/>
    <nd ref="2658515078"/>
    <tag k="leisure" v="swimming_pool"/>
  </way>
  <way id="260380446" version="1" timestamp="2014-02-07T00:10:08Z" changeset="20422145" uid="1911128" user="thethirdone">
    <nd ref="2658515088"/>
    <nd ref="2658515089"/>
    <nd ref="2658515090"/>
    <nd ref="2658515091"/>
    <nd ref="2658515088"/>
    <tag k="leisure" v="swimming_pool"/>
  </way>
  <way id="260380447" version="1" timestamp="2014-02-07T00:10:08Z" changeset="20422145" uid="1911128" user="thethirdone">
    <nd ref="2658515092"/>
    <nd ref="2658515093"/>
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    <nd ref="2658515095"/>
    <nd ref="2658515096"/>
    <nd ref="2658515097"/>
    <nd ref="2658515092"/>
    <tag k="leisure" v="swimming_pool"/>
  </way>
  <way id="260380449" version="1" timestamp="2014-02-07T00:10:08Z" changeset="20422145" uid="1911128" user="thethirdone">
    <nd ref="2658515098"/>
    <nd ref="2658515099"/>
    <nd ref="2658515100"/>
    <nd ref="2658515101"/>
    <nd ref="2658515098"/>
    <tag k="leisure" v="swimming_pool"/>
  </way>
  <way id="260380450" version="1" timestamp="2014-02-07T00:10:08Z" changeset="20422145" uid="1911128" user="thethirdone">
    <nd ref="2658515102"/>
    <nd ref="2658515103"/>
    <nd ref="2658515104"/>
    <nd ref="2658515105"/>
    <nd ref="2658515106"/>
    <nd ref="2658515107"/>
    <nd ref="2658515108"/>
    <nd ref="2658515102"/>
    <tag k="leisure" v="swimming_pool"/>
  </way>
  <way id="260380451" version="1" timestamp="2014-02-07T00:10:08Z" changeset="20422145" uid="1911128" user="thethirdone">
    <nd ref="2658515109"/>
    <nd ref="2658515110"/>
    <nd ref="2658515111"/>
    <nd ref="2658515112"/>
    <nd ref="2658515109"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <nd ref="2658515133"/>
    <nd ref="2658515134"/>
    <nd ref="2658515135"/>
    <nd ref="2658515136"/>
    <nd ref="2658515137"/>
    <nd ref="2658515138"/>
    <nd ref="2658515139"/>
    <nd ref="2658515140"/>
    <nd ref="2658515141"/>
    <nd ref="2658515133"/>
    <tag k="leisure" v="swimming_pool"/>
  </way>
  <way id="260380457" version="1" timestamp="2014-02-07T00:10:09Z" changeset="20422145" uid="1911128" user="thethirdone">
    <nd ref="2658515142"/>
    <nd ref="2658515143"/>
    <nd ref="2658515144"/>
    <nd ref="2658515145"/>
    <nd ref="2658515142"/>
    <tag k="leisure" v="swimming_pool"/>
--
  <way id="260380458" version="1" timestamp="2014-02-07T00:10:09Z" changeset="20422145" uid="1911128" user="thethirdone">
    <nd ref="2658515146"/>
    <nd ref="2658515147"/>
    <nd ref="2658515148"/>
    <nd ref="2658515149"/>
    <nd ref="2658515150"/>
    <nd ref="2658515151"/>
    <nd ref="2658515152"/>
    <nd ref="2658515153"/>
    <nd ref="2658515146"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <nd ref="2658515155"/>
    <nd ref="2658515156"/>
    <nd ref="2658515157"/>
    <nd ref="2658515158"/>
    <nd ref="2658515159"/>
    <nd ref="2658515160"/>
    <nd ref="2658515161"/>
    <nd ref="2658515162"/>
    <nd ref="2658515163"/>
    <nd ref="2658515154"/>
    <tag k="leisure" v="swimming_pool"/>
  </way>
  <way id="260380460" version="1" timestamp="2014-02-07T00:10:09Z" changeset="20422145" uid="1911128" user="thethirdone">
    <nd ref="2658515164"/>
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    <nd ref="2658515169"/>
    <nd ref="2658515164"/>
    <tag k="leisure" v="swimming_pool"/>
  </way>
  <way id="260380461" version="1" timestamp="2014-02-07T00:10:09Z" changeset="20422145" uid="1911128" user="thethirdone">
    <nd ref="2658515170"/>
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    <nd ref="2658515170"/>
    <tag k="leisure" v="swimming_pool"/>
  </way>
  <way id="260380466" version="1" timestamp="2014-02-07T00:10:09Z" changeset="20422145" uid="1911128" user="thethirdone">
    <nd ref="2658515195"/>
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    <nd ref="2658515195"/>
    <tag k="leisure" v="swimming_pool"/>
  </way>
  <way id="260380467" version="1" timestamp="2014-02-07T00:10:09Z" changeset="20422145" uid="1911128" user="thethirdone">
    <nd ref="2658515202"/>
    <nd ref="2658515203"/>
    <nd ref="2658515204"/>
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    <nd ref="2658515206"/>
    <nd ref="2658515207"/>
    <nd ref="2658515208"/>
    <nd ref="2658515202"/>
    <tag k="leisure" v="swimming_pool"/>
  </way>
  <way id="260380468" version="1" timestamp="2014-02-07T00:10:09Z" changeset="20422145" uid="1911128" user="thethirdone">
    <nd ref="2658515209"/>
    <nd ref="2658515210"/>
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    <nd ref="2658515212"/>
    <nd ref="2658515213"/>
    <nd ref="2658515214"/>
    <nd ref="2658515209"/>
    <tag k="leisure" v="swimming_pool"/>
  </way>
  <way id="260380469" version="1" timestamp="2014-02-07T00:10:09Z" changeset="20422145" uid="1911128" user="thethirdone">
    <nd ref="2658515215"/>
    <nd ref="2658515216"/>
    <nd ref="2658515217"/>
    <nd ref="2658515218"/>
    <nd ref="2658515219"/>
    <nd ref="2658515220"/>
    <nd ref="2658515221"/>
    <nd ref="2658515215"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <tag k="access" v="permissive"/>
    <tag k="amenity" v="parking"/>
  </way>
  <way id="265120250" version="1" timestamp="2014-03-08T22:06:35Z" changeset="20995941" uid="47892" user="richlv">
    <nd ref="2707776890"/>
    <nd ref="2707776888"/>
    <nd ref="2707776883"/>
    <nd ref="2707776885"/>
    <nd ref="2707776890"/>
    <tag k="access" v="private"/>
    <tag k="leisure" v="swimming_pool"/>
  </way>
  <way id="265120251" version="1" timestamp="2014-03-08T22:06:35Z" changeset="20995941" uid="47892" user="richlv">
    <nd ref="2707776892"/>
    <nd ref="2707776891"/>
    <nd ref="2707776887"/>
    <nd ref="2707776889"/>
    <nd ref="2707776892"/>
    <tag k="access" v="private"/>
    <tag k="leisure" v="swimming_pool"/>
  </way>
  <way id="265120253" version="1" timestamp="2014-03-08T22:06:35Z" changeset="20995941" uid="47892" user="richlv">
    <nd ref="2707776880"/>
    <nd ref="2707776879"/>
    <nd ref="2707776877"/>
    <nd ref="2707776878"/>
    <nd ref="2707776880"/>
    <tag k="access" v="private"/>
    <tag k="leisure" v="swimming_pool"/>
  </way>
  <way id="265120255" version="1" timestamp="2014-03-08T22:06:35Z" changeset="20995941" uid="47892" user="richlv">
    <nd ref="2707776886"/>
    <nd ref="2707776884"/>
    <nd ref="2707776881"/>
    <nd ref="2707776882"/>
    <nd ref="2707776886"/>
    <tag k="access" v="private"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <tag k="sport" v="tennis"/>
  </way>
  <way id="287775745" version="1" timestamp="2014-06-12T21:37:26Z" changeset="22897654" uid="104962" user="techlady">
    <nd ref="2913395194"/>
    <nd ref="2913395195"/>
    <nd ref="2913395196"/>
    <nd ref="2913395197"/>
    <nd ref="2913395198"/>
    <nd ref="2913395199"/>
    <nd ref="2913395194"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <nd ref="2983970739"/>
    <tag k="building" v="apartments"/>
  </way>
  <way id="294777181" version="1" timestamp="2014-07-28T01:46:25Z" changeset="24394355" uid="1679" user="andrewpmk">
    <nd ref="2983970693"/>
    <nd ref="2983970691"/>
    <nd ref="2983970692"/>
    <nd ref="2983970694"/>
    <nd ref="2983970693"/>
    <tag k="access" v="private"/>
    <tag k="leisure" v="swimming_pool"/>
--
  </way>
  <way id="295004929" version="1" timestamp="2014-07-29T19:15:05Z" changeset="24429150" uid="1679" user="andrewpmk">
    <nd ref="2986539372"/>
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    <nd ref="2986539367"/>
    <nd ref="2986539371"/>
    <nd ref="2986539372"/>
    <tag k="access" v="private"/>
    <tag k="leisure" v="swimming_pool"/>
--
  <way id="296106670" version="1" timestamp="2014-08-05T22:40:55Z" changeset="24565813" uid="635984" user="Karindag">
    <nd ref="2998734826"/>
    <nd ref="2998734827"/>
    <nd ref="2998734828"/>
    <nd ref="2998734829"/>
    <nd ref="2998734830"/>
    <nd ref="2998734831"/>
    <nd ref="2998734832"/>
    <nd ref="2998734826"/>
    <tag k="access" v="private"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <tag k="name" v="Gersten Pavilion"/>
  </way>
  <way id="299220262" version="1" timestamp="2014-08-21T09:02:58Z" changeset="24904348" uid="1911128" user="thethirdone">
    <nd ref="3031868474"/>
    <nd ref="3031868475"/>
    <nd ref="3031868476"/>
    <nd ref="3031868477"/>
    <nd ref="3031868478"/>
    <nd ref="3031868479"/>
    <nd ref="3031868474"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <nd ref="3104120263"/>
    <tag k="leisure" v="pitch"/>
    <tag k="sport" v="tennis"/>
  </way>
  <way id="305747567" version="1" timestamp="2014-09-30T17:37:28Z" changeset="25773011" uid="360392" user="maxerickson">
    <nd ref="3104120272"/>
    <nd ref="3104120278"/>
    <nd ref="3104120277"/>
    <nd ref="3104120271"/>
    <nd ref="3104120272"/>
    <tag k="leisure" v="swimming_pool"/>
  </way>
  <way id="305747569" version="1" timestamp="2014-09-30T17:37:28Z" changeset="25773011" uid="360392" user="maxerickson">
    <nd ref="3104120275"/>
    <nd ref="3104120280"/>
    <nd ref="3104120279"/>
    <nd ref="3104120273"/>
    <nd ref="3104120275"/>
    <tag k="leisure" v="swimming_pool"/>
--
  <way id="306071971" version="1" timestamp="2014-10-03T05:56:28Z" changeset="25824410" uid="2254507" user="ajcadoo">
    <nd ref="3108812831"/>
    <nd ref="3108812832"/>
    <nd ref="3108812833"/>
    <nd ref="3108812834"/>
    <nd ref="3108812835"/>
    <nd ref="3108812836"/>
    <nd ref="3108812837"/>
    <nd ref="3108812831"/>
    <tag k="access" v="private"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <tag k="name" v="Symantec"/>
    <tag k="smoking" v="no"/>
    <tag k="website" v="http://www.symantec.com"/>
  </way>
  <way id="311687929" version="1" timestamp="2014-11-08T04:39:38Z" changeset="26634539" uid="2451271" user="Aiuwa">
    <nd ref="3174134316"/>
    <nd ref="3174134317"/>
    <nd ref="3174134318"/>
    <nd ref="3174134319"/>
    <nd ref="3174134316"/>
    <tag k="leisure" v="swimming_pool"/>
--
  </way>
  <way id="311688510" version="1" timestamp="2014-11-08T05:02:25Z" changeset="26634682" uid="2451271" user="Aiuwa">
    <nd ref="3174144257"/>
    <nd ref="3174144258"/>
    <nd ref="3174144259"/>
    <nd ref="3174144260"/>
    <nd ref="3174149061"/>
    <nd ref="3174149062"/>
    <nd ref="3174149063"/>
    <nd ref="3174144257"/>
    <tag k="leisure" v="swimming_pool"/>
--
  <way id="312969396" version="1" timestamp="2014-11-15T18:38:06Z" changeset="26805190" uid="2008445" user="jacobgelman">
    <nd ref="3188831898"/>
    <nd ref="3188831899"/>
    <nd ref="3188831900"/>
    <nd ref="3188831901"/>
    <nd ref="3188831902"/>
    <nd ref="3188831903"/>
    <nd ref="3188831904"/>
    <nd ref="3188831905"/>
    <nd ref="3188831898"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <tag k="sport" v="tennis"/>
    <tag k="surface" v="paved"/>
  </way>
  <way id="312970166" version="1" timestamp="2014-11-15T18:45:21Z" changeset="26805368" uid="2008445" user="jacobgelman">
    <nd ref="3188834515"/>
    <nd ref="3188834516"/>
    <nd ref="3188834517"/>
    <nd ref="3188834518"/>
    <nd ref="3188834515"/>
    <tag k="access" v="customers"/>
    <tag k="leisure" v="swimming_pool"/>
  </way>
  <way id="312970167" version="2" timestamp="2015-03-25T18:43:04Z" changeset="29734711" uid="2008445" user="jacobgelman">
    <nd ref="3188834519"/>
    <nd ref="3188834520"/>
    <nd ref="3188834521"/>
    <nd ref="3188834522"/>
    <nd ref="3188834519"/>
    <tag k="access" v="customers"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <nd ref="3188834536"/>
    <nd ref="3188834537"/>
    <nd ref="3188834538"/>
    <nd ref="3188834539"/>
    <nd ref="3188834540"/>
    <nd ref="3188834541"/>
    <nd ref="3188834542"/>
    <nd ref="3188834543"/>
    <nd ref="3188834523"/>
    <tag k="access" v="customers"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <tag k="leisure" v="pitch"/>
    <tag k="sport" v="tennis"/>
    <tag k="surface" v="paved"/>
  </way>
  <way id="312970175" version="1" timestamp="2014-11-15T18:45:22Z" changeset="26805368" uid="2008445" user="jacobgelman">
    <nd ref="3188840572"/>
    <nd ref="3188840573"/>
    <nd ref="3188840574"/>
    <nd ref="3188840575"/>
    <nd ref="3188840572"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <nd ref="3253149872"/>
    <nd ref="3253149873"/>
    <nd ref="3253149874"/>
    <nd ref="3253149875"/>
    <nd ref="3253149876"/>
    <nd ref="3253149877"/>
    <nd ref="3253149878"/>
    <nd ref="3253149879"/>
    <nd ref="3253149880"/>
    <nd ref="3253149871"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <nd ref="3256591959"/>
    <nd ref="3256591960"/>
    <nd ref="3256591961"/>
    <nd ref="3256591962"/>
    <nd ref="3256591963"/>
    <nd ref="3256591964"/>
    <nd ref="3256591965"/>
    <nd ref="3256591966"/>
    <nd ref="3256591967"/>
    <nd ref="3256591928"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <nd ref="3259163535"/>
    <nd ref="3259163536"/>
    <nd ref="3259163537"/>
    <nd ref="3259163538"/>
    <nd ref="3259163539"/>
    <nd ref="3259163540"/>
    <nd ref="3259163541"/>
    <nd ref="3259163542"/>
    <nd ref="3259163543"/>
    <nd ref="3259163513"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <nd ref="3259163550"/>
    <nd ref="3259163551"/>
    <nd ref="3259163552"/>
    <nd ref="3259163553"/>
    <nd ref="3259163554"/>
    <nd ref="3259163555"/>
    <nd ref="3259163556"/>
    <nd ref="3259163557"/>
    <nd ref="3259163558"/>
    <nd ref="3259163544"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <nd ref="3259163668"/>
    <nd ref="3259163669"/>
    <nd ref="3259163670"/>
    <nd ref="3259163671"/>
    <nd ref="3259163672"/>
    <nd ref="3259163673"/>
    <nd ref="3259163674"/>
    <nd ref="3259163675"/>
    <nd ref="3259163676"/>
    <nd ref="3259163559"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <nd ref="3259163684"/>
    <nd ref="3259163685"/>
    <nd ref="3259163686"/>
    <nd ref="3259163687"/>
    <nd ref="3259163688"/>
    <nd ref="3259163689"/>
    <nd ref="3259163690"/>
    <nd ref="3259163691"/>
    <nd ref="3259163692"/>
    <nd ref="3259163677"/>
    <tag k="leisure" v="swimming_pool"/>
  </way>
  <way id="319501977" version="1" timestamp="2014-12-30T00:49:35Z" changeset="27790599" uid="1427293" user="kingrollo">
    <nd ref="3259163693"/>
    <nd ref="3259163694"/>
    <nd ref="3259163695"/>
    <nd ref="3259163696"/>
    <nd ref="3259163697"/>
    <nd ref="3259163698"/>
    <nd ref="3259163699"/>
    <nd ref="3259163693"/>
    <tag k="leisure" v="swimming_pool"/>
  </way>
  <way id="319501978" version="1" timestamp="2014-12-30T00:49:35Z" changeset="27790599" uid="1427293" user="kingrollo">
    <nd ref="3259163700"/>
    <nd ref="3259163701"/>
    <nd ref="3259163702"/>
    <nd ref="3259163703"/>
    <nd ref="3259163704"/>
    <nd ref="3259163705"/>
    <nd ref="3259163700"/>
    <tag k="leisure" v="swimming_pool"/>
  </way>
  <way id="319501979" version="1" timestamp="2014-12-30T00:49:35Z" changeset="27790599" uid="1427293" user="kingrollo">
    <nd ref="3259163706"/>
    <nd ref="3259163707"/>
    <nd ref="3259163708"/>
    <nd ref="3259163709"/>
    <nd ref="3259163706"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <nd ref="3259163724"/>
    <nd ref="3259163725"/>
    <nd ref="3259163726"/>
    <nd ref="3259163727"/>
    <nd ref="3259163728"/>
    <nd ref="3259163729"/>
    <nd ref="3259163730"/>
    <nd ref="3259163731"/>
    <nd ref="3259163732"/>
    <nd ref="3259163710"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <nd ref="3262512558"/>
    <tag k="highway" v="steps"/>
    <tag k="source" v="bing_imagery"/>
  </way>
  <way id="319902856" version="1" timestamp="2015-01-01T17:34:20Z" changeset="27844840" uid="152074" user="beweta">
    <nd ref="3263858589"/>
    <nd ref="3263858587"/>
    <nd ref="3263858588"/>
    <nd ref="3263858591"/>
    <nd ref="3263858589"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <nd ref="3272952675"/>
    <tag k="highway" v="service"/>
  </way>
  <way id="320688317" version="1" timestamp="2015-01-06T15:06:14Z" changeset="27958054" uid="152074" user="beweta">
    <nd ref="3273201441"/>
    <nd ref="3273201443"/>
    <nd ref="3273201442"/>
    <nd ref="3273201440"/>
    <nd ref="3273201441"/>
    <tag k="access" v="private"/>
    <tag k="leisure" v="swimming_pool"/>
    <tag k="source" v="Bing"/>
  </way>
  <way id="320688318" version="1" timestamp="2015-01-06T15:06:14Z" changeset="27958054" uid="152074" user="beweta">
    <nd ref="3273201453"/>
    <nd ref="3273201454"/>
    <nd ref="3273201452"/>
    <nd ref="3273201451"/>
    <nd ref="3273201453"/>
    <tag k="access" v="private"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <tag k="source" v="Bing"/>
    <tag k="sport" v="tennis"/>
  </way>
  <way id="320688320" version="1" timestamp="2015-01-06T15:06:14Z" changeset="27958054" uid="152074" user="beweta">
    <nd ref="3273201689"/>
    <nd ref="3273201686"/>
    <nd ref="3273201681"/>
    <nd ref="3273201683"/>
    <nd ref="3273201689"/>
    <tag k="access" v="private"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <tag k="source" v="Bing"/>
    <tag k="sport" v="tennis"/>
  </way>
  <way id="320688325" version="1" timestamp="2015-01-06T15:06:14Z" changeset="27958054" uid="152074" user="beweta">
    <nd ref="3273201674"/>
    <nd ref="3273201672"/>
    <nd ref="3273201670"/>
    <nd ref="3273201671"/>
    <nd ref="3273201674"/>
    <tag k="access" v="private"/>
    <tag k="leisure" v="swimming_pool"/>
    <tag k="source" v="Bing"/>
  </way>
  <way id="320688326" version="1" timestamp="2015-01-06T15:06:14Z" changeset="27958054" uid="152074" user="beweta">
    <nd ref="3273201450"/>
    <nd ref="3273201449"/>
    <nd ref="3273201447"/>
    <nd ref="3273201448"/>
    <nd ref="3273201450"/>
    <tag k="access" v="private"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <tag k="source" v="Bing"/>
    <tag k="sport" v="tennis"/>
  </way>
  <way id="320688328" version="1" timestamp="2015-01-06T15:06:14Z" changeset="27958054" uid="152074" user="beweta">
    <nd ref="3273201459"/>
    <nd ref="3273201661"/>
    <nd ref="3273201460"/>
    <nd ref="3273201458"/>
    <nd ref="3273201459"/>
    <tag k="access" v="private"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <tag k="leisure" v="pitch"/>
    <tag k="sport" v="tennis"/>
    <tag k="surface" v="asphalt"/>
  </way>
  <way id="322551693" version="1" timestamp="2015-01-16T21:25:13Z" changeset="28196261" uid="2581749" user="mdapol">
    <nd ref="3293254912"/>
    <nd ref="3293254913"/>
    <nd ref="3293254914"/>
    <nd ref="3293254915"/>
    <nd ref="3293254912"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <nd ref="3308560563"/>
    <nd ref="3308560564"/>
    <tag k="highway" v="footway"/>
  </way>
  <way id="324151335" version="1" timestamp="2015-01-25T05:41:47Z" changeset="28388320" uid="296869" user="Zian Choy">
    <nd ref="3308914772"/>
    <nd ref="3308914773"/>
    <nd ref="3308914775"/>
    <nd ref="3308914774"/>
    <nd ref="3308914772"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <nd ref="3322255246"/>
    <nd ref="3322255247"/>
    <nd ref="3322255248"/>
    <nd ref="3322255249"/>
    <nd ref="3322255250"/>
    <nd ref="3322255251"/>
    <nd ref="3322255252"/>
    <nd ref="3322255253"/>
    <nd ref="3322255254"/>
    <nd ref="3322255238"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <nd ref="3382140911"/>
    <tag k="amenity" v="parking"/>
  </way>
  <way id="331153582" version="1" timestamp="2015-03-03T23:35:36Z" changeset="29234450" uid="1427293" user="kingrollo">
    <nd ref="3382140933"/>
    <nd ref="3382140934"/>
    <nd ref="3382140935"/>
    <nd ref="3382140936"/>
    <nd ref="3382140937"/>
    <nd ref="3382140933"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <nd ref="3382262911"/>
    <nd ref="3382262912"/>
    <tag k="highway" v="service"/>
  </way>
  <way id="331162951" version="1" timestamp="2015-03-04T02:52:17Z" changeset="29235778" uid="1427293" user="kingrollo">
    <nd ref="3382264125"/>
    <nd ref="3382264126"/>
    <nd ref="3382264127"/>
    <nd ref="3382264128"/>
    <nd ref="3382264125"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <nd ref="3382373939"/>
    <nd ref="3382373932"/>
    <tag k="amenity" v="parking"/>
  </way>
  <way id="331179027" version="1" timestamp="2015-03-04T06:10:19Z" changeset="29237000" uid="1427293" user="kingrollo">
    <nd ref="3382373948"/>
    <nd ref="3382373949"/>
    <nd ref="3382373950"/>
    <nd ref="3382373951"/>
    <nd ref="3382373948"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <nd ref="3382373953"/>
    <nd ref="3382373954"/>
    <nd ref="3382373955"/>
    <nd ref="3382373956"/>
    <nd ref="3382373957"/>
    <nd ref="3382373958"/>
    <nd ref="3382373959"/>
    <nd ref="3382373960"/>
    <nd ref="3382373961"/>
    <nd ref="3382373952"/>
    <tag k="leisure" v="swimming_pool"/>
--
  </way>
  <way id="334454495" version="1" timestamp="2015-03-24T07:17:04Z" changeset="29697429" uid="447903" user="Glassman">
    <nd ref="3415488717"/>
    <nd ref="3415488718"/>
    <nd ref="3415488716"/>
    <nd ref="3415488715"/>
    <nd ref="3415488713"/>
    <nd ref="3415488714"/>
    <nd ref="3415488717"/>
    <tag k="access" v="private"/>
    <tag k="leisure" v="swimming_pool"/>
--
  </way>
  <way id="334944247" version="1" timestamp="2015-03-26T23:52:12Z" changeset="29767313" uid="2008445" user="jacobgelman">
    <nd ref="3420671197"/>
    <nd ref="3420671198"/>
    <nd ref="3420671199"/>
    <nd ref="3420671200"/>
    <nd ref="3420671201"/>
    <nd ref="3420671202"/>
    <nd ref="3420671203"/>
    <nd ref="3420671197"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <nd ref="3420755005"/>
    <nd ref="3420755006"/>
    <nd ref="3420755007"/>
    <nd ref="3420755008"/>
    <nd ref="3420755009"/>
    <nd ref="3420755010"/>
    <nd ref="3420755011"/>
    <nd ref="3420755012"/>
    <nd ref="3420755013"/>
    <nd ref="3420755004"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <nd ref="3448133708"/>
    <nd ref="3448133716"/>
    <tag k="highway" v="footway"/>
  </way>
  <way id="337760864" version="1" timestamp="2015-04-10T08:00:13Z" changeset="30111803" uid="2813104" user="CK16">
    <nd ref="3448142098"/>
    <nd ref="3448142099"/>
    <nd ref="3448142100"/>
    <nd ref="3448142101"/>
    <nd ref="3448142098"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <nd ref="3490720551"/>
    <nd ref="3490720548"/>
    <tag k="building" v="yes"/>
  </way>
  <way id="342048490" version="1" timestamp="2015-05-01T12:12:58Z" changeset="30690032" uid="360392" user="maxerickson">
    <nd ref="3490947765"/>
    <nd ref="3490947769"/>
    <nd ref="3490947768"/>
    <nd ref="3490947764"/>
    <nd ref="3490947765"/>
    <tag k="leisure" v="swimming_pool"/>
--
    <nd ref="3492912720"/>
    <nd ref="3492912721"/>
    <nd ref="3492912722"/>
    <nd ref="3492912723"/>
    <nd ref="3492912724"/>
    <nd ref="3492912725"/>
    <nd ref="3492912726"/>
    <nd ref="3492912727"/>
    <nd ref="3492912719"/>
    <tag k="access" v="customers"/>
    <tag k="leisure" v="swimming_pool"/>

In [17]:
children = r.getchildren()
for child in children:
    tag = child.tag
    if tag == 'way':
        id = child.get('id')
        if id=='28738219':
            z = child
            break

rec_print(z)


way
     id=28738219; version=2; timestamp=2012-04-18T19:11:26Z; changeset=11347340; uid=104962; user=techlady
	nd ref=315989661
	nd ref=315989662
	nd ref=315989663
	nd ref=315989664
	nd ref=315989665
	nd ref=315989666
	nd ref=315989661
	tag k=amenity; v=swimming_pool
	tag k=name; v=Westchester Pool
	tag k=sport; v=swimming

In [18]:
pool_count = 0
children = r.getchildren()
ways_with_pools = []
for child in children:
    tag = child.tag
    if tag == 'way':
        gchildren = child.getchildren()
        for gchild in gchildren:
            k = gchild.get('k')
            v = gchild.get('v')
            if k == 'amenity' and v == 'swimming_pool':
                pool_count += 1
                ways_with_pools.append(child)

pool_count


Out[18]:
19

Uses for Open Street Map in Data Science

  • POI Data
  • Urban topological analysis
  • Roadway data
  • Misc. GIS projects