├── .gitignore ├── DivvyFucked ├── icons │ ├── bicycle-24@2x.png │ ├── harbor-18@2x.png │ └── prison-24@2x.png └── map2.html ├── README ├── src ├── current_data.py ├── collect_current_station_statuses.py └── generate_availability_distributions.py └── SampleData ├── assortment_of_text.txt ├── capital_station_locations.csv ├── 20130818_2355.json ├── 20130818_2356.json └── 20130818_2357.json /.gitignore: -------------------------------------------------------------------------------- 1 | 2 | .DS_Store 3 | DownloadedData -------------------------------------------------------------------------------- /DivvyFucked/icons/bicycle-24@2x.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jcbozonier/DivvyData/master/DivvyFucked/icons/bicycle-24@2x.png -------------------------------------------------------------------------------- /DivvyFucked/icons/harbor-18@2x.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jcbozonier/DivvyData/master/DivvyFucked/icons/harbor-18@2x.png -------------------------------------------------------------------------------- /DivvyFucked/icons/prison-24@2x.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jcbozonier/DivvyData/master/DivvyFucked/icons/prison-24@2x.png -------------------------------------------------------------------------------- /README: -------------------------------------------------------------------------------- 1 | Going to do cool stuff with Divvy 2 | 3 | 4 | 5 | Capital Bikeshare trip history data source: 6 | http://www.capitalbikeshare.com/trip-history-data 7 | 8 | 9 | Divvy minutely data source: 10 | divvybikes.com/stations/json 11 | 12 | 13 | Chicago Bike routes: 14 | https://data.cityofchicago.org/Transportation/Bike-Routes/3w5d-sru8 15 | 16 | -------------------------------------------------------------------------------- /src/current_data.py: -------------------------------------------------------------------------------- 1 | import urllib 2 | import datetime 3 | import time 4 | import json 5 | from boto.s3.connection import S3Connection 6 | import sys 7 | 8 | con = S3Connection('','') 9 | dd=con.get_bucket('divvy_data') 10 | 11 | while True: 12 | current_file_name=datetime.datetime.now().strftime('%Y%m%d_%H%M') + '.json' 13 | if dd.get_key(current_file_name) == None: 14 | json_file = urllib.urlopen('http://www.divvybikes.com/stations/json') 15 | json_text=json_file.read() 16 | try: 17 | current_state = json.loads('[' + json_text + ']')[0] 18 | key = dd.new_key(current_file_name) 19 | key.set_contents_from_string(current_state) 20 | except: 21 | print 'error', sys.exc_info()[0] 22 | time.sleep(30) -------------------------------------------------------------------------------- /src/collect_current_station_statuses.py: -------------------------------------------------------------------------------- 1 | import urllib 2 | import datetime 3 | import os, time, socket, datetime, glob 4 | import subprocess 5 | 6 | socket.setdefaulttimeout(20) 7 | 8 | def group_previous_days_files(): 9 | print "Attempting grouping..." 10 | print "bozo..." 11 | todays_group = datetime.datetime.now().strftime('%Y%m%d') 12 | print "Today's group is " + todays_group 13 | log_filenames = [file_path for file_path in glob.glob("./DownloadedData/*.json") if not todays_group in file_path and not 'day_' in file_path] 14 | print "Logs found: " + str(log_filenames) 15 | for log_filename in log_filenames: 16 | print "Grouping " + log_filename 17 | base_log_filename = os.path.basename(log_filename) 18 | the_date = base_log_filename.split('_')[0] 19 | grouped_file_path = data_folder + 'day_' + the_date + '.json' 20 | with open(grouped_file_path, 'a') as day_file: 21 | with open(log_filename, 'r') as minute_file: 22 | minute_text = minute_file.read() 23 | day_file.write(minute_text) 24 | print "Removing " + log_filename 25 | os.remove(log_filename) 26 | #subprocess.call(['s3cmd', 'sync', './DownloadedData/day_*.json', 's3://bozo-divvy/day-log/']) 27 | os.system('s3cmd sync ./DownloadedData/day_*.json s3://bozo-divvy/day-log/') 28 | print "Done uploading to S3" 29 | for day_file in glob.glob('./DownloadedData/day_*.json'): 30 | os.remove(day_file) 31 | 32 | data_folder = './DownloadedData/' 33 | while True: 34 | current_file_name = datetime.datetime.now().strftime('%Y%m%d_%H%M') + '.json' 35 | current_file_path = data_folder + current_file_name 36 | if not os.path.exists(current_file_path): 37 | print "Downloading file... then sleeping." 38 | try: 39 | urllib.urlretrieve ("http://divvybikes.com/stations/json", current_file_path) 40 | except: 41 | time.sleep(3) 42 | continue 43 | group_previous_days_files() 44 | else: 45 | print "File already exists. Sleeping" 46 | time.sleep(30) 47 | -------------------------------------------------------------------------------- /SampleData/assortment_of_text.txt: -------------------------------------------------------------------------------- 1 | 2 | 3 | create table trip_data (Duration text,Start_time text,Start_Station text,Start_terminal integer,End_date text,End_Station text, End_terminal integer, Bike_num text, Subscription_Type text); 4 | .separator "," 5 | .import 2013-2nd-quarter.csv trip_data 6 | delete from trip_data where Duration='Duration'; 7 | .headers ON 8 | 9 | create view bike_stats as select Bike_num, min(date(Start_time)) first_service_day, max(date(Start_time)) last_service_day, count(distinct date(Start_time)) days_in_service, (julianday(max(date(Start_time))) - julianday(min(date(Start_time))))+1-count(distinct date(Start_time)) days_not_in_service, count(start_time) trips, count(case when Subscription_type like('Subscriber') then start_time else null end) subscriber_trips from trip_data group by 1 limit 20; 10 | 11 | create view start_station_stats as select Start_Station, Start_terminal, count(1) as trips_started, count( case when Subscription_Type="Subscriber" then 1 else null end) subscriber_trips_started, count( case when Subscription_Type="Casual" then 1 else null end) casual_trips_started from trip_data group by 1,2 ; 12 | 13 | create view end_station_stats as select End_Station, End_terminal, count(1) as trips_ended, count( case when Subscription_Type="Subscriber" then 1 else null end) subscriber_trips_ended, count( case when Subscription_Type="Casual" then 1 else null end) casual_trips_ended from trip_data group by 1,2 ; 14 | 15 | 16 | create table stations (name text, terminalname integer, lat real, long real); 17 | .separator "," 18 | .import capital_station_locations.csv stations 19 | delete from stations where name=’name’; 20 | 21 | create view station_stats as 22 | select 23 | 24 | Start_Station station, Start_terminal terminal, trips_started, subscriber_trips_started, casual_trips_started, trips_ended, subscriber_trips_ended, casual_trips_ended 25 | from start_station_stats a 26 | join end_station_stats b 27 | on a.Start_terminal=b.End_terminal 28 | join 29 | 30 | 31 | select * from trip_data a join trip_data b on Start_terminal = End_terminal; 32 | 33 | 34 | 35 | select (strftime('%s',end_date)-strftime('%s',start_time))/60, count(1) from trip_data group by 1 limit 50; 36 | 37 | 38 | 39 | create view pairwise_trips as 40 | select start_terminal, 41 | end_terminal, 42 | start_terminal || end_terminal pathname, 43 | start.lat start_lat, 44 | start.long start_long, 45 | end.lat end_lat, 46 | end.long end_long, 47 | count(1) trips 48 | from trip_data td 49 | join stations start on td.start_terminal = start.terminalname 50 | join stations end on end_terminal = end.terminalname 51 | group by 1,2,3,4,5,6,7; 52 | 53 | 54 | 55 | .mode csv 56 | .output out.csv 57 | 58 | select start_terminal terminal, pathname, '1' pathorder, start_lat lat, start_long long, trips from pairwise_trips 59 | UNION 60 | select end_terminal terminal, pathname, '2' pathorder, end_lat lat, end_long long, trips from pairwise_trips; 61 | 62 | 63 | 64 | 65 | 66 | 67 | 68 | 69 | import bs4 70 | f=open('bikeStations.xml','r') 71 | x =bs4.BeautifulSoup(f) 72 | 73 | table = [] 74 | table.append(['name','terminalname','lat','long']) 75 | for e in x('station'): 76 | table.append([e('name')[0].text,e.terminalname.text,e.lat.text,e.long.text]) 77 | 78 | import csv 79 | f= open('capital_station_locations.csv','wb' 80 | writer = csv.writer(f) 81 | writer.writerows(table) 82 | 83 | 84 | 85 | http://kb.tableausoftware.com/articles/knowledgebase/using-path-shelf-pattern-analysis 86 | -------------------------------------------------------------------------------- /src/generate_availability_distributions.py: -------------------------------------------------------------------------------- 1 | import json 2 | import glob 3 | import csv 4 | import datetime 5 | 6 | counter = 0 7 | stations = {} 8 | for file_path in glob.glob("../LargeSampleData/DivvyDataSample/*.json"): 9 | counter += 1 10 | #if counter > 1440: 11 | # break 12 | print "Processing " + file_path + "..." 13 | json_file = open(file_path) 14 | json_text = json_file.read().replace(" u'", "'").replace("{u'", "{'").replace("'", "\"").replace(": None", ": \"\"").replace(": False", ": 0").replace(": True", ": 1") 15 | try: 16 | minute_data = json.loads(json_text) 17 | except: 18 | print "Errored on " + file_path 19 | continue 20 | time_text = minute_data['executionTime'] 21 | event_time = datetime.datetime.strptime(time_text, '%Y-%m-%d %I:%M:%S %p') 22 | events = minute_data['stationBeanList'] 23 | for event in events: 24 | station_id = event["id"] 25 | weekend = event_time.weekday() >= 5 26 | hour = event_time.hour 27 | key = (station_id, weekend, hour) 28 | if not key in stations: 29 | stations[key] = { 30 | 'id': station_id, 31 | 'available_docks': [0]*55, 32 | 'available_bikes': [0]*55 33 | } 34 | station_info = stations[key] 35 | station_info['available_bikes'][event['availableBikes']] += 1 36 | station_info['available_docks'][event['availableDocks']] += 1 37 | 38 | available_bikes_by_station = {} 39 | available_docks_by_station = {} 40 | 41 | for key in stations.keys(): 42 | station_id = key[0] 43 | hour = key[2] 44 | if not station_id in available_bikes_by_station: 45 | available_bikes_by_station[station_id] = [[0]*55 for i in range(0,24)] 46 | if not station_id in available_docks_by_station: 47 | available_docks_by_station[station_id] = [[0]*55 for i in range(0,24)] 48 | 49 | available_bikes_by_station[station_id][hour] = map(lambda le_tuple: le_tuple[0] + le_tuple[1], zip(available_bikes_by_station[station_id][hour], stations[key]['available_bikes'])) 50 | available_docks_by_station[station_id][hour] = map(lambda le_tuple: le_tuple[0] + le_tuple[1], zip(available_docks_by_station[station_id][hour], stations[key]['available_docks'])) 51 | station_bikes = [] 52 | station_docks = [] 53 | for station_id in available_bikes_by_station.keys(): 54 | bike_available_hours = available_bikes_by_station[station_id] 55 | dock_available_hours = available_docks_by_station[station_id] 56 | for hour in xrange(0,24): 57 | bike_available_distribution = bike_available_hours[hour] 58 | dock_available_distribution = dock_available_hours[hour] 59 | hours_for_bikes_normalized = [round((1.0*i)/sum(bike_available_distribution), 6) if sum(bike_available_distribution) != 0 else 0 for i in bike_available_distribution] 60 | station_bikes_hour = [station_id, hour] 61 | station_bikes_hour.extend(hours_for_bikes_normalized) 62 | station_bikes.append(station_bikes_hour) 63 | hours_for_docks_normalized = [round((1.0*i)/sum(dock_available_distribution), 6) if sum(dock_available_distribution) != 0 else 0 for i in dock_available_distribution] 64 | station_docks_hour = [station_id, hour] 65 | station_docks_hour.extend(hours_for_docks_normalized) 66 | station_docks.append(station_docks_hour) 67 | 68 | def convert_to_andys_religion(raw_data): 69 | andys_fantasy_data = {} 70 | for row in raw_data: 71 | the_hour = row[1] 72 | if not the_hour in andys_fantasy_data: 73 | andys_fantasy_data[the_hour] = { 74 | 'hour': the_hour, 75 | 'stations': [] 76 | } 77 | stations_for_hour = andys_fantasy_data[the_hour]['stations'] 78 | stations_for_hour.append({ 79 | 'station_id': row[0], 80 | 'availability': row[2:] 81 | }) 82 | return andys_fantasy_data 83 | 84 | 85 | ideal_dock_format = convert_to_andys_religion(station_docks) 86 | ideal_bike_format = convert_to_andys_religion(station_bikes) 87 | 88 | date_text = datetime.datetime.now().strftime("%Y_%m_%d") 89 | with open('dock_availability_' + date_text + '.json', 'w') as f: 90 | json.dump(ideal_dock_format, f) 91 | with open('bike_availability_' + date_text + '.json', 'w') as f: 92 | json.dump(ideal_bike_format, f) 93 | 94 | #with open('bike_availability_by_station_hour.csv', 'w') as f: 95 | # writer = csv.writer(f) 96 | # writer.writerows(station_bikes) 97 | #with open('bike_availability_by_station_hour.json', 'w') as f: 98 | # json.dump(station_bikes, f) 99 | #with open('dock_availability_by_station_hour.json', 'w') as f: 100 | # json.dump(station_docks, f) 101 | 102 | #station_info_for_csv = [{'station_id': item[0][0], 'weekend': item[0][1], 'hour':item[0][2], 'available_bikes':item[1]['available_bikes'], 'available_docks':item[1]['available_docks']} for item in stations.items()] 103 | 104 | #with open('station_distributions.csv', 'wb+') as f: 105 | # writer = csv.DictWriter(f, ['station_id', 'weekend', 'hour', 'available_bikes', 'available_docks']) 106 | # writer.writeheader() 107 | # writer.writerows(station_info_for_csv) 108 | 109 | 110 | -------------------------------------------------------------------------------- /DivvyFucked/map2.html: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 10 | 11 |
12 | 13 | 137 | 138 | 139 | -------------------------------------------------------------------------------- /SampleData/capital_station_locations.csv: -------------------------------------------------------------------------------- 1 | name,terminalname,lat,long 2 | 20th & Bell St,31000,38.8561,-77.0512 3 | 18th & Eads St.,31001,38.85725,-77.05332 4 | 20th & Crystal Dr,31002,38.8564,-77.0492 5 | 15th & Crystal Dr,31003,38.860244,-77.050276 6 | 18th & Hayes St,31004,38.8573,-77.0574 7 | 15th & Hayes St,31005,38.8604,-77.0603 8 | S Joyce & Army Navy Dr,31006,38.8637,-77.0633 9 | Crystal City Metro / 18th & Bell St,31007,38.8573,-77.0511 10 | 12th & Army Navy Dr,31008,38.8629,-77.0528 11 | 27th & Crystal Dr,31009,38.848441,-77.051516 12 | S Glebe & Potomac Ave,31010,38.8426,-77.0502 13 | 23rd & Crystal Dr,31011,38.8533,-77.0498 14 | 26th & Crystal Dr,31012,38.8518,-77.0498 15 | 19th St & Pennsylvania Ave NW,31100,38.9003,-77.0429 16 | 14th & V St NW,31101,38.9176,-77.0321 17 | 11th & Kenyon St NW,31102,38.929464,-77.027822 18 | 16th & Harvard St NW,31103,38.926088,-77.036536 19 | Adams Mill & Columbia Rd NW,31104,38.922925,-77.042581 20 | 14th & Harvard St NW,31105,38.9268,-77.0322 21 | Calvert St & Woodley Pl NW,31106,38.9236,-77.0501 22 | Lamont & Mt Pleasant NW,31107,38.9319,-77.0388 23 | 4th & M St SW,31108,38.8767,-77.0178 24 | 15th & P St NW,31201,38.90985,-77.034438 25 | 14th & R St NW,31202,38.912682,-77.031681 26 | 14th & Rhode Island Ave NW,31203,38.9086,-77.0323 27 | 20th & E St NW,31204,38.8963,-77.045 28 | 21st & I St NW,31205,38.9008,-77.047 29 | Georgia & New Hampshire Ave NW,31400,38.936043,-77.024649 30 | 14th St & Spring Rd NW,31401,38.9375,-77.0328 31 | John McCormack Dr & Michigan Ave NE,31502,38.9346,-76.9955 32 | 5th & K St NW,31600,38.90304,-77.019027 33 | 19th & East Capitol St SE,31601,38.8896,-76.9769 34 | Park Rd & Holmead Pl NW,31602,38.9308,-77.0315 35 | Good Hope & Naylor Rd SE,31700,38.8601,-76.9672 36 | Connecticut Ave & Newark St NW / Cleveland Park,31305,38.934267,-77.057979 37 | Randle Circle & Minnesota Ave SE,31702,38.878,-76.9607 38 | Minnesota Ave Metro/DOES,31703,38.897063,-76.947446 39 | Nannie Helen Burroughs & Minnesota Ave NE,31704,38.9016,-76.9422 40 | Anacostia Metro,31801,38.8624,-76.9949 41 | Good Hope Rd & MLK Ave SE,31802,38.867373,-76.988039 42 | 19th & E Street NW,31206,38.8952,-77.0436 43 | 4th St & Rhode Island Ave NE,31500,38.919488,-77.000624 44 | 10th & U St NW,31111,38.9172,-77.0259 45 | Georgia Ave and Fairmont St NW,31207,38.9249,-77.0222 46 | 1st & N St SE,31209,38.8743,-77.0057 47 | 20th St & Florida Ave NW,31110,38.9154,-77.0446 48 | 7th & T St NW,31109,38.9155,-77.0222 49 | 23rd & Eads St,31013,38.853613,-77.053535 50 | M St & New Jersey Ave SE,31208,38.8763,-77.0037 51 | Massachusetts Ave & Dupont Circle NW,31200,38.9101,-77.0444 52 | 1st & M St NE,31603,38.9057,-77.0056 53 | 21st & M St NW,31212,38.9054,-77.0471 54 | 17th & K St NW,31213,38.90276,-77.03863 55 | 4th St & Massachusetts Ave NW,31604,38.9003,-77.016 56 | 3rd & D St SE,31605,38.8851,-77.0023 57 | Potomac & Pennsylvania Ave SE,31606,38.8803,-76.9862 58 | 14th & D St SE,31607,38.884,-76.9861 59 | 17th & Corcoran St NW,31214,38.9121,-77.0387 60 | Van Ness Metro / UDC,31300,38.944551,-77.063896 61 | Florida Ave & R St NW,31503,38.9126,-77.0135 62 | 8th & Eye St SE / Barracks Row,31608,38.8792,-76.9953 63 | Ward Circle / American University,31301,38.938736,-77.087171 64 | Idaho Ave & Newark St NW [on 2nd District patio],31302,38.934751,-77.074647 65 | 14th St Heights / 14th & Crittenden St NW,31402,38.947774,-77.032818 66 | Anacostia Library,31804,38.865784,-76.9784 67 | Pennsylvania & Minnesota Ave SE,31805,38.873057,-76.971015 68 | Eastern Market / 7th & North Carolina Ave SE,31610,38.886952,-76.996806 69 | McPherson Square / 14th & H St NW,31216,38.899641,-77.032005 70 | Benning Branch Library,31705,38.894,-76.947974 71 | USDA / 12th & Independence Ave SW,31217,38.887237,-77.028226 72 | Georgetown Harbor / 30th St NW,31215,38.9022212,-77.059219 73 | 12th & Newton St NE,31501,38.933668,-76.991016 74 | US Dept of State / Virginia Ave & 21st St NW,31220,38.894919,-77.046587 75 | L'Enfant Plaza / 7th & C St SW,31218,38.886266,-77.022241 76 | 10th St & Constitution Ave NW,31219,38.893028,-77.026013 77 | Kennedy Center,31211,38.895184,-77.054845 78 | Eastern Market Metro / Pennsylvania Ave & 7th St SE,31613,38.884,-76.995397 79 | 18th & M St NW,31221,38.904742,-77.041606 80 | Tenleytown / Wisconsin Ave & Albemarle St NW,31303,38.947607,-77.079382 81 | 13th & H St NE,31611,38.9003,-76.9882 82 | 5th & F St NW,31620,38.897222,-77.019347 83 | New York Ave & 15th St NW,31222,38.8991,-77.0337 84 | Convention Center / 7th & M St NW,31223,38.90572,-77.022264 85 | Harvard St & Adams Mill Rd NW,31112,38.927872,-77.043358 86 | 19th & L St NW,31224,38.903407,-77.043648 87 | C & O Canal & Wisconsin Ave NW,31225,38.90375,-77.06269 88 | 7th & Water St SW / SW Waterfront,31609,38.878925,-77.024016 89 | D St & Maryland Ave NE,31612,38.894758,-76.997114 90 | 34th St & Wisconsin Ave NW,31226,38.916442,-77.0682 91 | 13th St & New York Ave NW,31227,38.900283,-77.029822 92 | 8th & H St NW,31228,38.8997,-77.023086 93 | 10th & Monroe St NE,31504,38.932514,-76.992889 94 | Eckington Pl & Q St NE,31505,38.910972,-77.00495 95 | 6th & H St NE,31615,38.900384,-76.99831 96 | 3rd & H St NE,31616,38.90002,-77.002166 97 | Bladensburg Rd & Benning Rd NE,31617,38.900413,-76.982872 98 | 4th & East Capitol St NE,31618,38.889955,-77.000349 99 | Lincoln Park / 13th & East Capitol St NE ,31619,38.890461,-76.988355 100 | Branch & Pennsylvania Ave SE,31701,38.8692,-76.9599 101 | 13th & D St NE,31622,38.894832,-76.987633 102 | New Hampshire Ave & T St NW,31229,38.91554,-77.03818 103 | Metro Center / 12th & G St NW,31230,38.898364,-77.027869 104 | 14th & D St NW / Ronald Reagan Building,31231,38.894514,-77.031617 105 | 7th & F St NW / National Portrait Gallery,31232,38.897324,-77.022322 106 | 17th & K St NW / Farragut Square,31233,38.902061,-77.038322 107 | 20th & O St NW / Dupont South,31234,38.908905,-77.04478 108 | 4th & D St NW / Judiciary Square,31621,38.895344,-77.016106 109 | 19th St & Constitution Ave NW,31235,38.8923,-77.0436 110 | 37th & O St NW / Georgetown University,31236,38.90774,-77.071652 111 | 11th & H St NE,31614,38.899983,-76.991383 112 | 25th St & Pennsylvania Ave NW,31237,38.903827,-77.053485 113 | Columbus Circle / Union Station,31623,38.89696,-77.00493 114 | North Capitol St & F St NW,31624,38.897446,-77.009888 115 | 11th & M St NW,31266,38.905607,-77.027137 116 | 36th & Calvert St NW / Glover Park,31304,38.922581,-77.070334 117 | 14th & G St NW,31238,38.898069,-77.031823 118 | Potomac Ave & 35th St S,31052,38.844015,-77.050537 119 | Ohio Dr & West Basin Dr SW / MLK & FDR Memorials,31240,38.88412,-77.04657 120 | 11th & F St NW,31262,38.897857,-77.026975 121 | 23rd & E St NW ,31260,38.896104,-77.049882 122 | Lynn & 19th St North,31014,38.897315,-77.070993 123 | Rosslyn Metro / Wilson Blvd & Ft Myer Dr,31015,38.8946,-77.072305 124 | Clarendon Blvd & Pierce St,31016,38.893648,-77.076701 125 | Court House Metro / Wilson Blvd & N Uhle St,31017,38.891696,-77.0846 126 | N Rhodes & 16th St N,31018,38.892164,-77.079375 127 | Fairfax Village,31706,38.86559,-76.952103 128 | 21st St & Constitution Ave NW,31261,38.892459,-77.046567 129 | Wilson Blvd & N Edgewood St,31019,38.889,-77.0925 130 | Columbia Rd & Belmont St NW,31113,38.920669,-77.04368 131 | 17th & Rhode Island Ave NW,31239,38.906602,-77.038785 132 | Thomas Circle,31241,38.9059,-77.0325 133 | Wilson Blvd & Franklin Rd,31020,38.8904,-77.0889 134 | Clarendon Blvd & N Fillmore St,31021,38.8881,-77.09308 135 | Clarendon Metro / Wilson Blvd & N Highland St,31022,38.88786,-77.094875 136 | 18th St & Pennsylvania Ave NW,31242,38.89968,-77.041539 137 | Maryland & Independence Ave SW,31243,38.887299,-77.018939 138 | 4th & E St SW,31244,38.88412,-77.017445 139 | 3rd & G St SE,31625,38.881185,-77.001828 140 | 7th & R St NW / Shaw Library,31245,38.912719,-77.022155 141 | 9th & Upshur St NW,31404,38.9418,-77.0251 142 | 1st & Rhode Island Ave NW,31506,38.915417,-77.012289 143 | Columbia Rd & Georgia Ave NW,31115,38.928156,-77.02344 144 | California St & Florida Ave NW,31116,38.917761,-77.04062 145 | Benning Rd & East Capitol St NE / Benning Rd Metro,31707,38.889935,-76.93723 146 | 3000 Connecticut Ave NW / National Zoo,31307,38.930282,-77.055599 147 | Anacostia Ave & Benning Rd NE / River Terrace ,31708,38.896544,-76.96012 148 | M St & Pennsylvania Ave NW,31246,38.905126,-77.056887 149 | 15th St & Massachusetts Ave SE,31626,38.88732,-76.983569 150 | Congress Heights Metro,31806,38.844711,-76.987823 151 | N Quincy St & Glebe Rd,31035,38.876393,-77.107735 152 | Wilson Blvd & N Oakland St,31033,38.8815,-77.10396 153 | N Veitch & 20th St N,31029,38.896923,-77.086502 154 | 11th & K St NW,31263,38.90268,-77.02674 155 | Fairfax Dr & Wilson Blvd,31023,38.885801,-77.097745 156 | Key Blvd & N Quinn St,31027,38.896015,-77.078107 157 | 1st & K St SE,31628,38.87861,-77.006004 158 | 39th & Calvert St NW / Stoddert,31306,38.922649,-77.077271 159 | 1st & Washington Hospital Center NW,31507,38.928743,-77.012457 160 | Virginia Square Metro / N Monroe St & 9th St N,31024,38.882788,-77.103148 161 | Central Library / N Quincy St & 10th St N,31025,38.88397,-77.10783 162 | Washington Blvd & 10th St N,31026,38.884734,-77.093485 163 | Jefferson Dr & 14th St SW,31247,38.888553,-77.032429 164 | Smithsonian / Jefferson Dr & 12th St SW,31248,38.888767,-77.02858 165 | George Mason Dr & Wilson Blvd,31036,38.87887,-77.1207 166 | 6th St & Indiana Ave NW,31264,38.894573,-77.01994 167 | N Veitch & Key Blvd,31028,38.893241,-77.086045 168 | N Adams St & Lee Hwy,31030,38.89593,-77.089006 169 | 15th & N Scott St,31031,38.89054,-77.08095 170 | Washington Blvd & 7th St N,31032,38.880834,-77.091129 171 | Ballston Metro / N Stuart & 9th St N,31037,38.881044,-77.111768 172 | N Randolph St & Fairfax Dr,31034,38.882629,-77.109366 173 | Jefferson Memorial,31249,38.879819,-77.037413 174 | Good Hope Rd & 14th St SE,31803,38.866611,-76.985238 175 | Glebe Rd & 11th St N,31038,38.883921,-77.116817 176 | N Quincy St & Wilson Blvd,31039,38.880151,-77.107673 177 | Fairfax Dr & Kenmore St,31040,38.884616,-77.10108 178 | Gallaudet / 8th St & Florida Ave NE,31508,38.90509,-76.9941 179 | 20th & L St NW,31250,38.903584,-77.044789 180 | 12th & L St NW,31251,38.903819,-77.0284 181 | 21st St & Pennsylvania Ave NW,31252,38.901539,-77.046564 182 | 19th & K St NW,31253,38.902204,-77.04337 183 | Prince St & Union St,31041,38.803124,-77.040363 184 | Market Square / King St & Royal St,31042,38.804718,-77.043363 185 | Saint Asaph St & Pendleton St,31043,38.810743,-77.044664 186 | King St & Patrick St,31044,38.805317,-77.049883 187 | 15th & K St NW,31254,38.902,-77.03353 188 | Commerce St & Fayette St,31045,38.805648,-77.05293 189 | Henry St & Pendleton St,31046,38.811456,-77.050276 190 | Braddock Rd Metro,31047,38.814577,-77.052808 191 | King St Metro,31048,38.805767,-77.06072 192 | 24th & N St NW,31255,38.9066,-77.05152 193 | 10th & E St NW,31256,38.895914,-77.026064 194 | 22nd & I St NW / Foggy Bottom,31257,38.90088,-77.048911 195 | Utah St & 11th St N ,31049,38.883669,-77.113905 196 | Barton St & 10th St N,31050,38.884961,-77.08777 197 | Arlington Blvd & N Queen St,31051,38.889365,-77.077294 198 | Lincoln Memorial,31258,38.888251,-77.049426 199 | 20th St & Virginia Ave NW,31259,38.894722,-77.045128 200 | 5th St & Massachusetts Ave NW,31265,38.90093,-77.018677 201 | 39th & Veazey St NW,31308,38.943837,-77.077078 202 | Fessenden St & Wisconsin Ave NW,31309,38.954812,-77.082426 203 | M St & Delaware Ave NE,31627,38.905707,-77.003041 204 | Columbia Pike & S Courthouse Rd,31053,38.863833,-77.080319 205 | Walter Reed Community Center / Walter Reed Dr & 16th St S,31054,38.857803,-77.086733 206 | 28th St S & S Meade St,31055,38.846222,-77.069275 207 | 18th St & Wyoming Ave NW,31114,38.918809,-77.041571 208 | 5th & Kennedy St NW,31403,38.956595,-77.019815 209 | Georgia Ave & Emerson St NW,31405,38.949662,-77.027333 210 | 14th & Upshur St NW,31406,38.942016,-77.032652 211 | 14th St & Colorado Ave NW,31407,38.956432,-77.032947 212 | S Troy St & 26th St S,31056,38.847977,-77.075104 213 | S Four Mile Run Dr & S Shirlington Rd,31057,38.8444,-77.085931 214 | S Oakland St & Columbia Pike,31058,38.860789,-77.09586 215 | S Abingdon St & 36th St S,31059,38.835213,-77.094295 216 | S Arlington Mill Dr & Campbell Ave,31060,38.84232,-77.089555 217 | S Kenmore & 24th St S,31061,38.848454,-77.084918 218 | Connecticut Ave & Yuma St NW,31311,38.947175,-77.065131 219 | Wisconsin Ave & O St NW,31312,38.90849,-77.063586 220 | S George Mason Dr & 13th St S,31062,38.854691,-77.100555 221 | Connecticut & Nebraska Ave NW,31310,38.955016,-77.069956 222 | 17th St & Massachusetts Ave NW,31267,38.908142,-77.038359 223 | 15th & 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