Apartment attributes

[PatMyron]

https://www.apartments.com/
grouped bar chart?

from collections import defaultdict
import pprint

skip = (
  ' Washer & Dryer Hookups',
  ' Doorman',
  ' Furnished',
  ' Lofts',
  ' Gated',
  ' Fireplace',
  ' Patio',
  ' Office',
  ' Den',
  ' Yard',
  ' Clubhouse',
  ' Business Center',
  ' Controlled Access',
  ' Playground',
  ' Basement',
  ' Concierge',
)
national = defaultdict(lambda: 0)
for city in cities:
  print(city)
  city = cities[city]
  map = {}
  total = city[0]
  s = city[1]
  for line in s.splitlines():
      if line.startswith(skip):
        continue
      line = line.replace(',', '').strip(')')
      map[round(int(line.split('(')[1])/total, 4)] = line.split('(')[0]
      national[line.split('(')[0]] += round(int(line.split('(')[1])/total/11, 2) 
  pprint.PrettyPrinter().pprint(map) 
pprint.PrettyPrinter().pprint(national)

Details

cities = {
'nyc': (4885, '''Air Conditioning(1,662)
 In Unit Washer & Dryer(1,337)
 Washer & Dryer Hookups(518)
 Dishwasher(1,488)
 Wheelchair Access(253)
 Parking(833)
 Laundry Facilities(1,722)
 Fitness Center(1,490)
 Pool(382)
 Elevator(1,455)
 Doorman(1,334)
 Dog Friendly(2,496)
 Cat Friendly(2,285)
 Furnished(534)
 Lofts(10)
 Utilities Included(1,340)
 Gated(195)
 Fireplace(124)
 Patio(129)
 Garage(648)
 Hardwood Floors(1,581)
 Balcony(497)
 Office(207)
 Den(53)
 Yard(28)
 Clubhouse(420)
 Business Center(331)
 Controlled Access(755)
 Playground(570)
 Basement(77)
 Walk-In Closets(719)
 Concierge(1,163)'''),

'la': (22795, '''Air Conditioning(13,898)
 In Unit Washer & Dryer(11,316)
 Washer & Dryer Hookups(1,925)
 Dishwasher(14,426)
 Wheelchair Access(3,584)
 Parking(16,976)
 Laundry Facilities(8,937)
 Fitness Center(11,542)
 Pool(12,181)
 Elevator(10,497)
 Doorman(1,201)
 Dog Friendly(14,990)
 Cat Friendly(15,515)
 Furnished(4,450)
 Lofts(2,632)
 Utilities Included(7,011)
 Gated(10,821)
 Fireplace(4,449)
 Patio(7,126)
 Garage(9,723)
 Hardwood Floors(9,296)
 Balcony(10,620)
 Office(2,520)
 Den(2,176)
 Yard(1,062)
 Clubhouse(7,492)
 Business Center(5,765)
 Controlled Access(10,261)
 Playground(1,067)
 Basement(76)
 Walk-In Closets(9,400)
 Concierge(3,209)'''),

'chi': (28270, '''Air Conditioning(14,565)
 In Unit Washer & Dryer(11,974)
 Washer & Dryer Hookups(1,333)
 Dishwasher(15,150)
 Wheelchair Access(3,235)
 Parking(14,931)
 Laundry Facilities(12,524)
 Fitness Center(10,769)
 Pool(6,397)
 Elevator(9,946)
 Doorman(3,958)
 Dog Friendly(16,780)
 Cat Friendly(18,922)
 Furnished(2,662)
 Lofts(931)
 Utilities Included(15,093)
 Gated(5,936)
 Fireplace(2,511)
 Patio(3,024)
 Garage(8,774)
 Hardwood Floors(14,674)
 Balcony(5,356)
 Office(2,361)
 Den(1,222)
 Yard(1,275)
 Clubhouse(3,152)
 Business Center(5,586)
 Controlled Access(5,565)
 Playground(472)
 Basement(669)
 Walk-In Closets(7,314)
 Concierge(4,646)'''),

'sf': (5263, '''Air Conditioning(1,168)
 In Unit Washer & Dryer(2,598)
 Washer & Dryer Hookups(168)
 Dishwasher(2,625)
 Wheelchair Access(927)
 Parking(3,361)
 Laundry Facilities(1,447)
 Fitness Center(2,657)
 Pool(764)
 Elevator(2,601)
 Doorman(593)
 Dog Friendly(3,459)
 Cat Friendly(3,627)
 Furnished(1,193)
 Lofts(510)
 Utilities Included(1,289)
 Gated(1,288)
 Fireplace(661)
 Patio(1,160)
 Garage(2,408)
 Hardwood Floors(2,057)
 Balcony(1,745)
 Office(450)
 Den(401)
 Yard(199)
 Clubhouse(1,557)
 Business Center(984)
 Controlled Access(1,957)
 Playground(375)
 Basement(93)
 Walk-In Closets(1,985)
 Concierge(1,037)'''),

'dc': (20189, '''Air Conditioning(16,439)
 In Unit Washer & Dryer(14,181)
 Washer & Dryer Hookups(861)
 Dishwasher(15,311)
 Wheelchair Access(5,936)
 Parking(17,998)
 Laundry Facilities(6,016)
 Fitness Center(16,139)
 Pool(12,165)
 Elevator(13,773)
 Doorman(1,844)
 Dog Friendly(16,347)
 Cat Friendly(17,345)
 Furnished(2,703)
 Lofts(1,511)
 Utilities Included(5,898)
 Gated(5,937)
 Fireplace(2,841)
 Patio(7,200)
 Garage(13,235)
 Hardwood Floors(9,164)
 Balcony(11,104)
 Office(1,328)
 Den(3,381)
 Yard(802)
 Clubhouse(9,586)
 Business Center(10,070)
 Controlled Access(11,675)
 Playground(2,075)
 Basement(258)
 Walk-In Closets(11,426)
 Concierge(12,624)'''),

'dal': (24361, '''Air Conditioning(15,758)
 In Unit Washer & Dryer(12,546)
 Washer & Dryer Hookups(8,117)
 Dishwasher(14,728)
 Wheelchair Access(6,268)
 Parking(20,197)
 Laundry Facilities(8,534)
 Fitness Center(18,109)
 Pool(18,818)
 Elevator(6,664)
 Doorman(517)
 Dog Friendly(22,813)
 Cat Friendly(22,700)
 Furnished(1,791)
 Lofts(2,867)
 Utilities Included(1,964)
 Gated(10,588)
 Fireplace(7,269)
 Patio(12,415)
 Garage(10,212)
 Hardwood Floors(9,663)
 Balcony(14,032)
 Office(3,664)
 Den(3,237)
 Yard(3,254)
 Clubhouse(12,773)
 Business Center(14,094)
 Controlled Access(10,567)
 Playground(4,213)
 Basement(194)
 Walk-In Closets(13,980)
 Concierge(3,599)'''),

'hou': (40483, '''Air Conditioning(26,201)
 In Unit Washer & Dryer(22,696)
 Washer & Dryer Hookups(9,241)
 Dishwasher(27,491)
 Wheelchair Access(8,087)
 Parking(33,726)
 Laundry Facilities(13,356)
 Fitness Center(28,387)
 Pool(33,942)
 Elevator(9,940)
 Doorman(562)
 Dog Friendly(34,650)
 Cat Friendly(34,710)
 Furnished(2,461)
 Lofts(4,093)
 Utilities Included(4,417)
 Gated(22,560)
 Fireplace(8,074)
 Patio(17,064)
 Garage(16,785)
 Hardwood Floors(15,767)
 Balcony(20,253)
 Office(5,293)
 Den(3,751)
 Yard(3,391)
 Clubhouse(23,062)
 Business Center(22,126)
 Controlled Access(19,687)
 Playground(7,652)
 Basement(142)
 Walk-In Closets(23,106)
 Concierge(6,714)'''),

'bos': (40307, '''Air Conditioning(8,214)
 In Unit Washer & Dryer(13,362)
 Washer & Dryer Hookups(870)
 Dishwasher(14,956)
 Wheelchair Access(1,607)
 Parking(12,669)
 Laundry Facilities(18,547)
 Fitness Center(6,095)
 Pool(3,502)
 Elevator(5,920)
 Doorman(980)
 Dog Friendly(9,529)
 Cat Friendly(13,977)
 Furnished(2,449)
 Lofts(184)
 Utilities Included(17,293)
 Gated(2,836)
 Fireplace(1,953)
 Patio(3,142)
 Garage(5,998)
 Hardwood Floors(13,933)
 Balcony(4,781)
 Office(1,144)
 Den(1,141)
 Yard(1,370)
 Clubhouse(2,995)
 Business Center(3,129)
 Controlled Access(2,428)
 Playground(362)
 Basement(1,619)
 Walk-In Closets(4,134)
 Concierge(3,892)'''),

'phi': (8728, '''Air Conditioning(5,277)
 In Unit Washer & Dryer(4,696)
 Washer & Dryer Hookups(331)
 Dishwasher(5,283)
 Wheelchair Access(1,771)
 Parking(5,645)
 Laundry Facilities(3,786)
 Fitness Center(4,591)
 Pool(2,374)
 Elevator(4,323)
 Doorman(1,493)
 Dog Friendly(5,670)
 Cat Friendly(6,464)
 Furnished(1,209)
 Lofts(703)
 Utilities Included(4,304)
 Gated(1,923)
 Fireplace(742)
 Patio(1,265)
 Garage(2,866)
 Hardwood Floors(3,368)
 Balcony(2,092)
 Office(648)
 Den(805)
 Yard(435)
 Clubhouse(2,535)
 Business Center(2,569)
 Controlled Access(3,718)
 Playground(822)
 Basement(637)
 Walk-In Closets(2,781)
 Concierge(2,520)'''),

'atl': (13125, '''Air Conditioning(8,081)
 In Unit Washer & Dryer(7,351)
 Washer & Dryer Hookups(3,700)
 Dishwasher(7,872)
 Wheelchair Access(3,632)
 Parking(10,955)
 Laundry Facilities(4,017)
 Fitness Center(10,513)
 Pool(10,911)
 Elevator(4,189)
 Doorman(616)
 Dog Friendly(12,008)
 Cat Friendly(12,013)
 Furnished(1,639)
 Lofts(1,135)
 Utilities Included(1,455)
 Gated(5,806)
 Fireplace(2,412)
 Patio(4,819)
 Garage(5,058)
 Hardwood Floors(3,911)
 Balcony(6,784)
 Office(1,979)
 Den(1,272)
 Yard(731)
 Clubhouse(7,938)
 Business Center(6,970)
 Controlled Access(6,220)
 Playground(2,249)
 Basement(133)
 Walk-In Closets(6,904)
 Concierge(2,282)'''),

'sea': (13107, '''Air Conditioning(5,290)
 In Unit Washer & Dryer(8,839)
 Washer & Dryer Hookups(523)
 Dishwasher(8,041)
 Wheelchair Access(3,345)
 Parking(11,090)
 Laundry Facilities(2,496)
 Fitness Center(9,762)
 Pool(1,493)
 Elevator(7,699)
 Doorman(483)
 Dog Friendly(12,088)
 Cat Friendly(12,141)
 Furnished(1,660)
 Lofts(1,693)
 Utilities Included(1,243)
 Gated(5,566)
 Fireplace(1,590)
 Patio(5,003)
 Garage(8,497)
 Hardwood Floors(3,667)
 Balcony(7,372)
 Office(1,837)
 Den(2,463)
 Yard(434)
 Clubhouse(5,832)
 Business Center(4,649)
 Controlled Access(7,401)
 Playground(538)
 Basement(174)
 Walk-In Closets(6,195)
 Concierge(3,198)'''),

'mia': (11902, '''Air Conditioning(5,880)
 In Unit Washer & Dryer(5,636)
 Washer & Dryer Hookups(421)
 Dishwasher(5,609)
 Wheelchair Access(1,865)
 Parking(7,086)
 Laundry Facilities(2,071)
 Fitness Center(6,429)
 Pool(8,598)
 Elevator(3,919)
 Doorman(410)
 Dog Friendly(7,741)
 Cat Friendly(7,625)
 Furnished(2,399)
 Lofts(119)
 Utilities Included(3,070)
 Gated(3,832)
 Fireplace(115)
 Patio(2,052)
 Garage(3,674)
 Hardwood Floors(976)
 Balcony(4,293)
 Office(508)
 Den(742)
 Yard(220)
 Clubhouse(3,984)
 Business Center(3,554)
 Controlled Access(3,120)
 Playground(2,180)
 Basement(58)
 Walk-In Closets(4,423)
 Concierge(2,016)''')
}

[PatMyron]

https://chart-studio.plotly.com/~PatMyron/46

bos 0.24
nyc 0.26
chi 0.4
sf 0.4
mia 0.41
phi 0.46
la 0.50
hou 0.54
sea 0.55
atl 0.56
dal 0.58
dc 0.63

Wheelchair Access 0.19
Utilities Included 0.29
Laundry Facilities 0.37
Balcony 0.41
Walk-In Closets 0.41
Elevator 0.41
Hardwood Floors 0.42
Garage 0.43
Pool 0.48
In Unit Washer & Dryer 0.54
Air Conditioning 0.56
Dishwasher 0.61
Fitness Center 0.61
Parking 0.74
Dog Friendly 0.76
Cat Friendly 0.78

[PatMyron]

https://ourworldindata.org/technology-adoption
https://www.sfgate.com/news/article/Transition-Promises-To-Be-Slow-3305074.php
https://blogs.sas.com/content/graphicallyspeaking/2019/10/02/when-did-household-air-conditioning-become-ubiquitous-in-the-us/