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tdowgielewicz/navy_ships.py

Last active October 10, 2019 19:54
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US Navy shpis commission per year chart
Raw
navy_ships.py
import requests
from datetime import datetime
import dateparser
import matplotlib.pyplot as plt
import matplotlib.dates as mdates
from bs4 import BeautifulSoup
url = 'https://en.wikipedia.org/wiki/List_of_current_ships_of_the_United_States_Navy'
html_content = requests.get(url).text
soup = BeautifulSoup(html_content, "lxml")
statki = []
wykres = []
rows = soup.find_all("tr")
for row in rows:
try:
name = row.contents[1].contents[0].text
date = row.contents[9].next.contents[0]
date = dateparser.parse(date)
wykres.append(datetime.timestamp(date))
statki.append((name, date))
except IndexError:
pass
except Exception as e:
print(e)
print(wykres)
for statek in statki:
print(statek)
mpl_data = mdates.epoch2num(wykres)
fig, ax = plt.subplots(1, 1)
ax.hist(mpl_data, bins=52, color='lightblue')
ax.xaxis.set_major_locator(mdates.YearLocator())
ax.xaxis.set_major_formatter(mdates.DateFormatter('%Y'))
ax.set_title('US Navy shpis commission per year')
ax.set_xlabel("Year of commission")
ax.set_ylabel("Number of ships")
for tick in ax.get_xticklabels():
tick.set_rotation(85)
plt.show()
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('USS\xa0Abraham Lincoln', datetime.datetime(1989, 11, 11, 0, 0))
('USS\xa0Alabama', datetime.datetime(1985, 5, 25, 0, 0))
('USS\xa0Alaska', datetime.datetime(1986, 1, 25, 0, 0))
('USS\xa0Albany', datetime.datetime(1990, 4, 7, 0, 0))
('USS\xa0Alexandria', datetime.datetime(1991, 6, 29, 0, 0))
('USS\xa0America', datetime.datetime(2014, 10, 11, 0, 0))
('USS\xa0Anchorage', datetime.datetime(2013, 5, 4, 0, 0))
('USS\xa0Annapolis', datetime.datetime(1992, 4, 11, 0, 0))
('USS\xa0Antietam', datetime.datetime(1987, 6, 6, 0, 0))
('USS\xa0Anzio', datetime.datetime(1992, 5, 2, 0, 0))
('USS\xa0Ardent', datetime.datetime(1994, 2, 18, 0, 0))
('USS\xa0Arleigh Burke', datetime.datetime(1991, 7, 4, 0, 0))
('USS\xa0Arlington', datetime.datetime(2013, 4, 6, 0, 0))
('USS\xa0Asheville', datetime.datetime(1991, 9, 28, 0, 0))
('USS\xa0Ashland', datetime.datetime(1992, 5, 9, 0, 0))
('USS\xa0Bainbridge', datetime.datetime(2005, 11, 12, 0, 0))
('USS\xa0Barry', datetime.datetime(1992, 12, 12, 0, 0))
('USS\xa0Bataan', datetime.datetime(1997, 9, 20, 0, 0))
('USS\xa0Benfold', datetime.datetime(1996, 3, 30, 0, 0))
('USS\xa0Billings', datetime.datetime(2019, 8, 3, 0, 0))
('USS\xa0Blue Ridge', datetime.datetime(1970, 11, 14, 0, 0))
('USS\xa0Boise', datetime.datetime(1992, 11, 7, 0, 0))
('USS\xa0Bonhomme Richard', datetime.datetime(1998, 8, 15, 0, 0))
('USS\xa0Boxer', datetime.datetime(1995, 2, 11, 0, 0))
('USS\xa0Bulkeley', datetime.datetime(2001, 12, 8, 0, 0))
('USS\xa0Bunker Hill', datetime.datetime(1986, 9, 20, 0, 0))
('USS\xa0California', datetime.datetime(2011, 10, 29, 0, 0))
('USS\xa0Cape St. George', datetime.datetime(1993, 6, 12, 0, 0))
('USS\xa0Carl Vinson', datetime.datetime(1982, 3, 13, 0, 0))
('USS\xa0Carney', datetime.datetime(1996, 4, 13, 0, 0))
('USS\xa0Carter Hall', datetime.datetime(1995, 9, 30, 0, 0))
('USS\xa0Chafee', datetime.datetime(2003, 10, 18, 0, 0))
('USS\xa0Champion', datetime.datetime(1991, 2, 8, 0, 0))
('USS\xa0Chancellorsville', datetime.datetime(1989, 11, 4, 0, 0))
('USS\xa0Charleston', datetime.datetime(2019, 3, 2, 0, 0))
('USS\xa0Charlotte', datetime.datetime(1994, 9, 16, 0, 0))
('USS\xa0Cheyenne', datetime.datetime(1996, 9, 13, 0, 0))
('USS\xa0Chicago', datetime.datetime(1986, 9, 27, 0, 0))
('USS\xa0Chief', datetime.datetime(1994, 11, 5, 0, 0))
('USS\xa0Chinook', datetime.datetime(1995, 1, 28, 0, 0))
('USS\xa0Chosin', datetime.datetime(1991, 1, 12, 0, 0))
('USS\xa0Chung-Hoon', datetime.datetime(2004, 9, 18, 0, 0))
('USS\xa0Cincinnati', datetime.datetime(2019, 10, 5, 0, 0))
('USS\xa0Cole', datetime.datetime(1996, 6, 8, 0, 0))
('USS\xa0Colorado', datetime.datetime(2018, 3, 17, 0, 0))
('USS\xa0Columbia', datetime.datetime(1995, 10, 9, 0, 0))
('USS\xa0Columbus', datetime.datetime(1993, 7, 24, 0, 0))
('USS\xa0Comstock', datetime.datetime(1990, 2, 3, 0, 0))
('USS\xa0Connecticut', datetime.datetime(1998, 12, 11, 0, 0))
('USS\xa0Coronado', datetime.datetime(2014, 1, 27, 0, 0))
('USS\xa0Cowpens', datetime.datetime(1991, 3, 9, 0, 0))
('USS\xa0Curtis Wilbur', datetime.datetime(1994, 3, 19, 0, 0))
('USS\xa0Decatur', datetime.datetime(1998, 8, 29, 0, 0))
('USS\xa0Detroit', datetime.datetime(2016, 10, 22, 0, 0))
('USS\xa0Devastator', datetime.datetime(1990, 10, 6, 0, 0))
('USS\xa0Dewey', datetime.datetime(2010, 3, 6, 0, 0))
('USS\xa0Dextrous', datetime.datetime(1994, 7, 9, 0, 0))
('USS\xa0Donald Cook', datetime.datetime(1998, 12, 4, 0, 0))
('USS\xa0Dwight D. Eisenhower', datetime.datetime(1977, 10, 18, 0, 0))
('USS\xa0Emory S. Land', datetime.datetime(1979, 7, 7, 0, 0))
('USS\xa0Essex', datetime.datetime(1992, 8, 24, 0, 0))
('USS\xa0Farragut', datetime.datetime(2006, 6, 10, 0, 0))
('USS\xa0Firebolt', datetime.datetime(1995, 6, 10, 0, 0))
('USS\xa0Fitzgerald', datetime.datetime(1995, 10, 14, 0, 0))
('USS\xa0Florida', datetime.datetime(1983, 6, 18, 0, 0))
('USS\xa0Forrest Sherman', datetime.datetime(2006, 1, 28, 0, 0))
('USS\xa0Fort McHenry', datetime.datetime(1987, 8, 8, 0, 0))
('USS\xa0Fort Worth', datetime.datetime(2012, 8, 6, 0, 0))
('USS\xa0Frank Cable', datetime.datetime(1979, 10, 29, 0, 0))
('USS\xa0Freedom', datetime.datetime(2008, 11, 8, 0, 0))
('USS\xa0Gabrielle Giffords', datetime.datetime(2017, 6, 10, 0, 0))
('USS\xa0George Washington', datetime.datetime(1992, 7, 4, 0, 0))
('USS\xa0George H.W. Bush', datetime.datetime(2009, 1, 10, 0, 0))
('USS\xa0Georgia', datetime.datetime(1984, 2, 11, 0, 0))
('USS\xa0Gerald R. Ford', datetime.datetime(2017, 7, 22, 0, 0))
('USS\xa0Germantown', datetime.datetime(1986, 2, 8, 0, 0))
('USS\xa0Gettysburg', datetime.datetime(1991, 6, 22, 0, 0))
('USS\xa0Gladiator', datetime.datetime(1993, 9, 18, 0, 0))
('USS\xa0Gonzalez', datetime.datetime(1996, 10, 12, 0, 0))
('USS\xa0Gravely', datetime.datetime(2010, 11, 20, 0, 0))
('USS\xa0Green Bay', datetime.datetime(2006, 1, 24, 0, 0))
('USS\xa0Greeneville', datetime.datetime(1996, 2, 16, 0, 0))
('USS\xa0Gridley', datetime.datetime(2007, 2, 10, 0, 0))
('USS\xa0Gunston Hall', datetime.datetime(1989, 4, 22, 0, 0))
('USS\xa0Halsey', datetime.datetime(2005, 7, 30, 0, 0))
('USS\xa0Hampton', datetime.datetime(1993, 11, 6, 0, 0))
('USS\xa0Harpers Ferry', datetime.datetime(1995, 1, 7, 0, 0))
('USS\xa0Harry S. Truman', datetime.datetime(1998, 7, 25, 0, 0))
('USS\xa0Hartford', datetime.datetime(1994, 12, 10, 0, 0))
('USS\xa0Hawaii', datetime.datetime(2007, 5, 5, 0, 0))
('USS\xa0Helena', datetime.datetime(1987, 7, 11, 0, 0))
('USS\xa0Henry M. Jackson', datetime.datetime(1984, 10, 6, 0, 0))
('USS\xa0Higgins', datetime.datetime(1999, 4, 24, 0, 0))
('USS\xa0Hopper', datetime.datetime(1997, 9, 6, 0, 0))
('USS\xa0Howard', datetime.datetime(2001, 10, 20, 0, 0))
('USS\xa0Hue City', datetime.datetime(1991, 9, 14, 0, 0))
('USS\xa0Hurricane', datetime.datetime(1993, 10, 15, 0, 0))
('USS\xa0Illinois', datetime.datetime(2016, 10, 29, 0, 0))
('USS\xa0Independence', datetime.datetime(2010, 1, 16, 0, 0))
('USS\xa0Indiana', datetime.datetime(2018, 9, 29, 0, 0))
('USS\xa0Iwo Jima', datetime.datetime(2001, 6, 30, 0, 0))
('USS\xa0Jackson', datetime.datetime(2015, 12, 5, 0, 0))
('USS\xa0James E. Williams', datetime.datetime(2004, 12, 11, 0, 0))
('USS\xa0Jason Dunham', datetime.datetime(2010, 11, 13, 0, 0))
('USS\xa0Jefferson City', datetime.datetime(1992, 2, 29, 0, 0))
('USS\xa0Jimmy Carter', datetime.datetime(2005, 2, 19, 0, 0))
('USS\xa0John C. Stennis', datetime.datetime(1995, 12, 9, 0, 0))
('USS\xa0John Finn', datetime.datetime(2017, 7, 15, 0, 0))
('USS\xa0John P. Murtha', datetime.datetime(2016, 10, 8, 0, 0))
('USS\xa0John Paul Jones', datetime.datetime(1993, 12, 18, 0, 0))
('USS\xa0John S. McCain', datetime.datetime(1994, 7, 2, 0, 0))
('USS\xa0John Warner', datetime.datetime(2015, 8, 1, 0, 0))
('USS\xa0Kearsarge', datetime.datetime(1993, 10, 16, 0, 0))
('USS\xa0Kentucky', datetime.datetime(1991, 7, 13, 0, 0))
('USS\xa0Key West', datetime.datetime(1987, 9, 12, 0, 0))
('USS\xa0Kidd', datetime.datetime(2007, 6, 9, 0, 0))
('USS\xa0Laboon', datetime.datetime(1995, 3, 18, 0, 0))
('USS\xa0Lake Champlain', datetime.datetime(1988, 8, 12, 0, 0))
('USS\xa0Lake Erie', datetime.datetime(1993, 5, 10, 0, 0))
('USS\xa0Lassen', datetime.datetime(2001, 4, 21, 0, 0))
('USS\xa0Lewis B. Puller', datetime.datetime(2017, 8, 17, 0, 0))
('USS\xa0Leyte Gulf', datetime.datetime(1987, 9, 26, 0, 0))
('USS\xa0Little Rock', datetime.datetime(2017, 12, 16, 0, 0))
('USS\xa0Louisiana', datetime.datetime(1997, 9, 6, 0, 0))
('USS\xa0Louisville', datetime.datetime(1986, 11, 8, 0, 0))
('USS\xa0Mahan', datetime.datetime(1998, 2, 14, 0, 0))
('USS\xa0Maine', datetime.datetime(1995, 7, 29, 0, 0))
('USS\xa0Makin Island', datetime.datetime(2009, 10, 24, 0, 0))
('USS\xa0Manchester', datetime.datetime(2018, 5, 26, 0, 0))
('USS\xa0Maryland', datetime.datetime(1992, 6, 13, 0, 0))
('USS\xa0Mason', datetime.datetime(2003, 4, 12, 0, 0))
('USS\xa0McCampbell', datetime.datetime(2002, 8, 17, 0, 0))
('USS\xa0McFaul', datetime.datetime(1998, 4, 25, 0, 0))
('USS\xa0Mesa Verde', datetime.datetime(2007, 12, 15, 0, 0))
('USS\xa0Michael Monsoor', datetime.datetime(2019, 1, 26, 0, 0))
('USS\xa0Michael Murphy', datetime.datetime(2012, 9, 5, 0, 0))
('USS\xa0Michigan', datetime.datetime(1982, 9, 11, 0, 0))
('USS\xa0Milius', datetime.datetime(1996, 11, 23, 0, 0))
('USS\xa0Milwaukee', datetime.datetime(2015, 11, 21, 0, 0))
('USS\xa0Minnesota', datetime.datetime(2013, 9, 7, 0, 0))
('USS\xa0Mississippi', datetime.datetime(2012, 6, 2, 0, 0))
('USS\xa0Missouri', datetime.datetime(2010, 7, 31, 0, 0))
('USS\xa0Mitscher', datetime.datetime(1994, 12, 10, 0, 0))
('USS\xa0Mobile Bay', datetime.datetime(1987, 2, 21, 0, 0))
('USS\xa0Momsen', datetime.datetime(2004, 8, 28, 0, 0))
('USS\xa0Monsoon', datetime.datetime(1994, 1, 22, 0, 0))
('USS\xa0Monterey', datetime.datetime(1990, 6, 16, 0, 0))
('USS\xa0Montgomery', datetime.datetime(2016, 9, 10, 0, 0))
('USS\xa0Montpelier', datetime.datetime(1993, 3, 13, 0, 0))
('USS\xa0Mount Whitney', datetime.datetime(1971, 1, 16, 0, 0))
('USS\xa0Mustin', datetime.datetime(2003, 7, 26, 0, 0))
('USS\xa0Nebraska', datetime.datetime(1993, 7, 10, 0, 0))
('USS\xa0Nevada', datetime.datetime(1986, 8, 16, 0, 0))
('USS\xa0New Hampshire', datetime.datetime(2008, 10, 25, 0, 0))
('USS\xa0New Mexico', datetime.datetime(2010, 3, 27, 0, 0))
('USS\xa0New Orleans', datetime.datetime(2007, 3, 5, 0, 0))
('USS\xa0New York', datetime.datetime(2009, 11, 7, 0, 0))
('USS\xa0Newport News', datetime.datetime(1989, 6, 3, 0, 0))
('USS\xa0Nimitz', datetime.datetime(1975, 5, 3, 0, 0))
('USS\xa0Nitze', datetime.datetime(2005, 3, 5, 0, 0))
('USS\xa0Normandy', datetime.datetime(1989, 12, 9, 0, 0))
('USS\xa0North Carolina', datetime.datetime(2008, 5, 3, 0, 0))
('USS\xa0North Dakota', datetime.datetime(2014, 10, 25, 0, 0))
("USS\xa0O'Kane", datetime.datetime(1999, 10, 23, 0, 0))
('USS\xa0Oak Hill', datetime.datetime(1996, 6, 8, 0, 0))
('USS\xa0Ohio', datetime.datetime(1981, 11, 11, 0, 0))
('USS\xa0Oklahoma City', datetime.datetime(1988, 7, 9, 0, 0))
('USS\xa0Olympia', datetime.datetime(1984, 11, 17, 0, 0))
('USS\xa0Omaha', datetime.datetime(2018, 2, 3, 0, 0))
('USS\xa0Oscar Austin', datetime.datetime(2000, 8, 19, 0, 0))
('USS\xa0Pasadena', datetime.datetime(1989, 2, 11, 0, 0))
('USS\xa0Patriot', datetime.datetime(1991, 10, 18, 0, 0))
('USS\xa0Paul Hamilton', datetime.datetime(1995, 5, 27, 0, 0))
('USS\xa0Paul Ignatius', datetime.datetime(2019, 7, 27, 0, 0))
('USS\xa0Pearl Harbor', datetime.datetime(1998, 4, 27, 0, 0))
('USS\xa0Pennsylvania', datetime.datetime(1989, 9, 9, 0, 0))
('USS\xa0Philippine Sea', datetime.datetime(1989, 3, 18, 0, 0))
('USS\xa0Pinckney', datetime.datetime(2004, 5, 29, 0, 0))
('USS\xa0Pioneer', datetime.datetime(1992, 12, 7, 0, 0))
('USS\xa0Port Royal', datetime.datetime(1994, 7, 4, 0, 0))
('USS\xa0Porter', datetime.datetime(1999, 3, 20, 0, 0))
('USS\xa0Portland', datetime.datetime(2017, 12, 14, 0, 0))
('USS\xa0Preble', datetime.datetime(2002, 11, 9, 0, 0))
('USS\xa0Princeton', datetime.datetime(1989, 2, 11, 0, 0))
('USS\xa0Providence', datetime.datetime(1985, 7, 27, 0, 0))
('USS\xa0Rafael Peralta', datetime.datetime(2017, 7, 29, 0, 0))
('USS\xa0Ralph Johnson', datetime.datetime(2018, 3, 24, 0, 0))
('USS\xa0Ramage', datetime.datetime(1995, 7, 22, 0, 0))
('USS\xa0Rhode Island', datetime.datetime(1994, 7, 9, 0, 0))
('USS\xa0Ronald Reagan', datetime.datetime(2003, 7, 12, 0, 0))
('USS\xa0Roosevelt', datetime.datetime(2000, 10, 14, 0, 0))
('USS\xa0Ross', datetime.datetime(1997, 6, 28, 0, 0))
('USS\xa0Rushmore', datetime.datetime(1991, 6, 1, 0, 0))
('USS\xa0Russell', datetime.datetime(1995, 5, 20, 0, 0))
('USS\xa0Sampson', datetime.datetime(2007, 11, 3, 0, 0))
('USS\xa0San Antonio', datetime.datetime(2006, 1, 14, 0, 0))
('USS\xa0San Diego', datetime.datetime(2012, 5, 19, 0, 0))
('USS\xa0San Jacinto', datetime.datetime(1988, 1, 23, 0, 0))
('USS\xa0San Juan', datetime.datetime(1988, 8, 6, 0, 0))
('USS\xa0Santa Fe', datetime.datetime(1994, 1, 8, 0, 0))
('USS\xa0Scout', datetime.datetime(1990, 12, 15, 0, 0))
('USS\xa0Scranton', datetime.datetime(1991, 1, 26, 0, 0))
('USS\xa0Seawolf', datetime.datetime(1997, 7, 19, 0, 0))
('USS\xa0Sentry', datetime.datetime(1989, 9, 2, 0, 0))
('USS\xa0Shamal', datetime.datetime(1996, 1, 27, 0, 0))
('USS\xa0Shiloh', datetime.datetime(1992, 7, 18, 0, 0))
('USS\xa0Shoup', datetime.datetime(2002, 6, 22, 0, 0))
('USS\xa0Sioux City', datetime.datetime(2018, 11, 17, 0, 0))
('USS\xa0Sirocco', datetime.datetime(1994, 6, 11, 0, 0))
('USS\xa0Somerset', datetime.datetime(2014, 3, 1, 0, 0))
('USS\xa0South Dakota', datetime.datetime(2019, 2, 2, 0, 0))
('USS\xa0Springfield', datetime.datetime(1993, 1, 9, 0, 0))
('USS\xa0Spruance', datetime.datetime(2011, 9, 1, 0, 0))
('USS\xa0Squall', datetime.datetime(1994, 7, 4, 0, 0))
('USS\xa0Sterett', datetime.datetime(2008, 8, 9, 0, 0))
('USS\xa0Stethem', datetime.datetime(1995, 10, 21, 0, 0))
('USS\xa0Stockdale', datetime.datetime(2009, 4, 18, 0, 0))
('USS\xa0Stout', datetime.datetime(1994, 8, 13, 0, 0))
('USS\xa0Tempest', datetime.datetime(1993, 8, 21, 0, 0))
('USS\xa0Tennessee', datetime.datetime(1988, 12, 17, 0, 0))
('USS\xa0Texas', datetime.datetime(2006, 9, 9, 0, 0))
('USS\xa0The Sullivans', datetime.datetime(1997, 4, 19, 0, 0))
('USS\xa0Theodore Roosevelt', datetime.datetime(1986, 10, 25, 0, 0))
('USS\xa0Thomas Hudner', datetime.datetime(2018, 12, 1, 0, 0))
('USS\xa0Thunderbolt', datetime.datetime(1995, 10, 7, 0, 0))
('USS\xa0Toledo', datetime.datetime(1995, 2, 24, 0, 0))
('USS\xa0Topeka', datetime.datetime(1989, 10, 21, 0, 0))
('USS\xa0Tornado', datetime.datetime(2000, 6, 24, 0, 0))
('USS\xa0Tortuga', datetime.datetime(1990, 11, 17, 0, 0))
('USS\xa0Truxtun', datetime.datetime(2009, 4, 25, 0, 0))
('USS\xa0Tucson', datetime.datetime(1995, 8, 18, 0, 0))
('USS\xa0Tulsa', datetime.datetime(2019, 2, 16, 0, 0))
('USS\xa0Typhoon', datetime.datetime(1994, 2, 12, 0, 0))
('USS\xa0Vella Gulf', datetime.datetime(1993, 9, 18, 0, 0))
('USS\xa0Vicksburg', datetime.datetime(1992, 11, 14, 0, 0))
('USS\xa0Virginia', datetime.datetime(2004, 10, 23, 0, 0))
('USS\xa0Warrior', datetime.datetime(1993, 4, 7, 0, 0))
('USS\xa0Washington', datetime.datetime(2017, 10, 7, 0, 0))
('USS\xa0Wasp', datetime.datetime(1989, 7, 6, 0, 0))
('USS\xa0Wayne E. Meyer', datetime.datetime(2009, 10, 10, 0, 0))
('USS\xa0West Virginia', datetime.datetime(1990, 10, 20, 0, 0))
('USS\xa0Whidbey Island', datetime.datetime(1985, 2, 9, 0, 0))
('USS\xa0Whirlwind', datetime.datetime(1995, 7, 1, 0, 0))
('USS\xa0William P. Lawrence', datetime.datetime(2011, 5, 19, 0, 0))
('USS\xa0Winston S. Churchill', datetime.datetime(2001, 3, 10, 0, 0))
('USS\xa0Wichita', datetime.datetime(2019, 1, 12, 0, 0))
('USS\xa0Wyoming', datetime.datetime(1996, 7, 13, 0, 0))
('USS\xa0Zephyr', datetime.datetime(1994, 10, 15, 0, 0))
('USS\xa0Zumwalt', datetime.datetime(2016, 10, 15, 0, 0))
('Bougainville', datetime.datetime(2019, 3, 14, 0, 0))
('Carl M. Levin', datetime.datetime(2019, 2, 1, 0, 0))
('Cooperstown', datetime.datetime(2018, 8, 14, 0, 0))
('Daniel Inouye', datetime.datetime(2018, 5, 14, 0, 0))
('Delbert D. Black', datetime.datetime(2016, 6, 1, 0, 0))
('Delaware', datetime.datetime(2016, 4, 30, 0, 0))
('Fort Lauderdale', datetime.datetime(2017, 10, 13, 0, 0))
('Frank E. Petersen Jr.', datetime.datetime(2017, 2, 21, 0, 0))
('Hyman G. Rickover', datetime.datetime(2018, 5, 11, 0, 0))
('Indianapolis', datetime.datetime(2016, 7, 18, 0, 0))
('Iowa', datetime.datetime(2019, 8, 20, 0, 0))
('John F. Kennedy', datetime.datetime(2015, 8, 22, 0, 0))
('John Lewis', datetime.datetime(2019, 5, 13, 0, 0))
('Kansas City', datetime.datetime(2017, 11, 15, 0, 0))
('Lenah H. Sutcliffe Higbee', datetime.datetime(2017, 11, 14, 0, 0))
('Lyndon B. Johnson', datetime.datetime(2017, 1, 30, 0, 0))
('Marinette', datetime.datetime(2019, 3, 27, 0, 0))
('Miguel Keith ', datetime.datetime(2018, 1, 30, 0, 0))
('Minneapolis-Saint Paul', datetime.datetime(2018, 2, 22, 0, 0))
('Mobile', datetime.datetime(2018, 12, 14, 0, 0))
('Montana', datetime.datetime(2018, 5, 16, 0, 0))
('Nantucket', datetime.datetime(2019, 10, 9, 0, 0))
('New Jersey', datetime.datetime(2019, 3, 25, 0, 0))
('Newport', datetime.datetime(2019, 1, 29, 0, 0))
('Oakland', datetime.datetime(2018, 7, 20, 0, 0))
('Oregon', datetime.datetime(2017, 7, 8, 0, 0))
('Puerto Rico', datetime.datetime(2018, 8, 9, 0, 0))
('Richard M. McCool Jr.', datetime.datetime(2019, 4, 12, 0, 0))
('Savannah', datetime.datetime(2019, 9, 20, 0, 0))
('St. Louis', datetime.datetime(2017, 5, 17, 0, 0))
('Tripoli', datetime.datetime(2014, 3, 5, 0, 0))```

@tdowgielewicz
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