Airbnb Data Collection: Get the Data

(Last updated: March 13, 2017)

Each link downloads a zip file of the data for a named city or region. The zip file holds one or more csv files. Each csv file represents a single “survey” or “scrape” of the Airbnb web site for that city. The data is collected from the public Airbnb web site without logging in.

Here is the data provided for each listing. Please note that while other data can be collected from the site, and while other sites (especially the excellent Inside Airbnb) collect richer data about the host and the details of each listing, I have no plans to expand the scope at the moment:

  • room_id: A unique number identifying an Airbnb listing. The listing has a URL on the Airbnb web site of http://airbnb.com/rooms/room_id
  • host_id: A unique number identifying an Airbnb host. The host’s page has a URL on the Airbnb web site of http://airbnb.com/users/show/host_id
  • room_type: One of “Entire home/apt”, “Private room”, or “Shared room”
  • borough: A subregion of the city or search area for which the survey is carried out. The borough is taken from a shapefile of the city that is obtained independently of the Airbnb web site. For some cities, there is no borough information; for others the borough may be a number. If you have better shapefiles for a city of interest, please send them to me.
  • neighborhood: As with borough: a subregion of the city or search area for which the survey is carried out. For cities that have both, a neighbourhood is smaller than a borough. For some cities there is no neighbourhood information.
  • reviews: The number of reviews that a listing has received. Airbnb has said that 70% of visits end up with a review, so the number of reviews can be used to estimate the number of visits. Note that such an estimate will not be reliable for an individual listing (especially as reviews occasionally vanish from the site), but over a city as a whole it should be a useful metric of traffic.
  • overall_satisfaction: The average rating (out of five) that the listing has received from those visitors who left a review.
  • accommodates: The number of guests a listing can accommodate.
  • bedrooms: The number of bedrooms a listing offers.
  • price: The price (in $US) for a night stay. In early surveys, there may be some values that were recorded by month.
  • minstay: The minimum stay for a visit, as posted by the host.
  • latitude and longitude: The latitude and longitude of the listing as posted on the Airbnb site: this may be off by a few hundred metres. I do not have a way to track individual listing locations with
  • last_modified: the date and time that the values were read from the Airbnb web site.

The first line of the CSV file holds the column headings.

Here are the cities, the survey dates, and a link to download each zip file.

Aarhus
Survey dates: 2016-10-28 (2258 listings), 2016-11-26 (1900 listings), 2017-01-21 (2167 listings), 2017-02-21 (2295 listings)

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Alpes Maritime
Survey dates: 2016-09-06 (24868 listings), 2017-01-28 (25888 listings), 2017-02-26 (26707 listings)

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Amsterdam
Survey dates: 2014-05-24 (5645 listings), 2014-08-30 (6840 listings), 2015-01-19 (7693 listings), 2015-03-17 (7807 listings), 2015-12-16 (9850 listings), 2016-05-31 (13360 listings), 2016-08-04 (15314 listings), 2016-12-15 (17018 listings), 2016-12-27 (17011 listings), 2017-01-18 (16871 listings), 2017-02-17 (16542 listings)

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Anchorage
Survey dates: 2016-05-13 (447 listings), 2017-03-10 (728 listings)

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Asheville
Survey dates: 2016-09-10 (757 listings), 2016-12-26 (799 listings), 2017-03-10 (783 listings)

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Auckland
Survey dates: 2016-08-19 (4590 listings), 2016-12-26 (6103 listings), 2017-01-16 (6230 listings), 2017-02-12 (6507 listings)

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Barcelona
Survey dates: 2014-05-20 (10441 listings), 2014-09-04 (10413 listings), 2015-01-14 (12467 listings), 2015-04-29 (10468 listings), 2015-11-06 (14012 listings), 2016-05-30 (17154 listings), 2016-07-25 (19145 listings), 2016-08-28 (18953 listings), 2016-10-22 (16383 listings), 2016-12-10 (15148 listings), 2017-01-18 (17153 listings), 2017-02-18 (17269 listings)

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Belgium
Survey dates: 2016-12-30 (15711 listings), 2017-01-29 (15761 listings), 2017-02-28 (15695 listings)

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Berlin
Survey dates: 2014-05-18 (7789 listings), 2015-01-19 (11553 listings), 2015-07-04 (12903 listings), 2015-11-07 (14132 listings), 2015-11-30 (14922 listings), 2016-05-01 (16135 listings), 2016-05-29 (8490 listings), 2016-08-30 (15680 listings), 2016-10-09 (16540 listings), 2016-12-15 (18551 listings), 2017-01-01 (18684 listings), 2017-01-17 (18312 listings), 2017-02-16 (18473 listings)

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Bordeaux
Survey dates: 2016-03-17 (3095 listings), 2017-01-25 (6096 listings), 2017-02-23 (6250 listings)

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Boston
Survey dates: 2014-09-24 (1275 listings), 2015-01-18 (1730 listings), 2015-07-07 (2048 listings), 2015-11-21 (2610 listings), 2015-12-14 (2718 listings), 2016-01-16 (2827 listings), 2016-02-16 (2890 listings), 2016-03-18 (2978 listings), 2016-04-14 (3086 listings), 2016-05-18 (3277 listings), 2016-06-18 (3365 listings), 2016-07-16 (3459 listings), 2016-08-19 (3477 listings), 2016-09-16 (3486 listings), 2016-10-18 (3651 listings), 2016-11-21 (3864 listings), 2017-01-14 (4037 listings), 2017-02-16 (4131 listings), 2017-03-12 (4131 listings)

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Brighton
Survey dates: 2015-02-20 (719 listings), 2015-10-11 (1058 listings), 2016-12-14 (2316 listings), 2017-03-10 (2287 listings)

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Bristol
Survey dates: 2016-11-20 (1173 listings), 2016-12-12 (1231 listings), 2016-12-27 (1197 listings), 2017-01-06 (1243 listings), 2017-01-18 (1259 listings), 2017-02-17 (1321 listings)

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Brno
Survey dates: 2016-10-31 (417 listings), 2016-11-05 (412 listings), 2017-03-10 (449 listings)

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Broward County
Survey dates: 2015-09-30 (2208 listings), 2015-10-24 (2385 listings), 2015-11-28 (2623 listings), 2015-12-16 (2788 listings), 2016-01-20 (2945 listings), 2016-02-23 (3223 listings), 2016-03-30 (3378 listings), 2016-04-19 (3573 listings), 2016-05-22 (3816 listings), 2016-06-22 (3884 listings), 2016-07-20 (4064 listings), 2016-08-23 (4282 listings), 2016-09-19 (4450 listings), 2016-10-23 (4599 listings), 2016-11-25 (4806 listings)

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Busan
Survey dates: 2016-10-28 (1642 listings), 2017-01-13 (1603 listings), 2017-01-16 (1613 listings), 2017-02-12 (1690 listings)

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Cabo Frio
Survey dates: 2016-10-08 (685 listings), 2017-03-10 (1293 listings)

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Calgary
Survey dates: 2016-08-22 (2170 listings), 2016-09-11 (2257 listings), 2016-09-21 (2295 listings), 2016-10-27 (2356 listings), 2016-12-09 (2521 listings), 2016-12-25 (2443 listings), 2017-02-12 (2565 listings), 2017-03-11 (2580 listings)

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Cambridge MA
Survey dates: 2016-09-30 (1442 listings), 2017-03-10 (1694 listings)

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Charlottesville
Survey dates: 2016-05-12 (298 listings), 2016-12-26 (331 listings), 2017-03-10 (364 listings)

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Chicago
Survey dates: 2013-12-23 (2095 listings), 2014-05-13 (1979 listings), 2015-02-18 (3196 listings), 2015-10-03 (4989 listings), 2015-10-23 (5513 listings), 2015-11-26 (5843 listings), 2015-12-15 (6000 listings), 2016-01-19 (5954 listings), 2016-02-21 (5962 listings), 2016-03-21 (5999 listings), 2016-04-17 (6140 listings), 2016-05-21 (6100 listings), 2016-06-20 (6270 listings), 2016-07-18 (6582 listings), 2016-08-21 (6707 listings), 2016-09-18 (6799 listings), 2016-10-21 (7230 listings), 2016-11-24 (8343 listings), 2016-12-24 (8520 listings), 2017-01-14 (8207 listings), 2017-02-17 (8239 listings), 2017-03-13 (8088 listings)

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Christchurch
Survey dates: 2016-08-19 (1213 listings), 2016-12-26 (1547 listings), 2017-01-16 (1607 listings), 2017-02-12 (1712 listings)

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Clichy sous Bois
Survey dates: 2017-03-10 (7 listings)

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Copenhagen
Survey dates: 2015-02-21 (7884 listings), 2016-01-26 (8248 listings), 2016-06-04 (14590 listings), 2016-10-04 (16068 listings), 2017-01-20 (17593 listings), 2017-02-20 (17852 listings)

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Dublin
Survey dates: 2016-03-05 (3625 listings), 2016-08-30 (5528 listings), 2016-10-10 (6092 listings), 2016-12-27 (6361 listings), 2017-01-18 (6234 listings), 2017-02-17 (6473 listings)

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Edinburgh
Survey dates: 2014-05-25 (1127 listings), 2015-02-19 (1689 listings), 2015-11-02 (2915 listings), 2016-03-28 (4571 listings), 2016-05-29 (5340 listings), 2016-08-09 (7342 listings), 2016-12-26 (7067 listings), 2017-01-17 (7021 listings), 2017-02-17 (7129 listings)

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Edmonton
Survey dates: 2016-09-11 (842 listings), 2016-09-22 (856 listings), 2016-10-28 (912 listings), 2016-12-09 (973 listings), 2016-12-25 (959 listings), 2017-02-12 (1020 listings), 2017-03-11 (1024 listings)

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Estonia
Survey dates: 2016-07-10 (2437 listings), 2016-11-07 (2222 listings), 2017-01-30 (2673 listings), 2017-03-01 (2743 listings)

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Florence
Survey dates: 2015-10-11 (5309 listings), 2015-11-02 (6175 listings), 2015-12-20 (6583 listings), 2016-01-07 (6698 listings), 2016-08-05 (8553 listings), 2016-09-12 (8525 listings), 2016-12-26 (8702 listings), 2017-01-24 (8725 listings), 2017-02-22 (8753 listings)

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Frankfurt
Survey dates: 2016-03-27 (1580 listings), 2016-08-21 (1717 listings), 2016-12-26 (1944 listings), 2017-01-23 (1910 listings), 2017-02-22 (1968 listings)

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Geneva
Survey dates: 2014-11-26 (702 listings), 2016-08-09 (666 listings), 2017-01-23 (1663 listings), 2017-03-10 (1676 listings)

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Groningen
Survey dates: 2016-03-18 (382 listings), 2016-03-28 (386 listings), 2016-12-26 (533 listings), 2017-01-24 (588 listings), 2017-02-22 (607 listings)

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Helsinki
Survey dates: 2016-05-07 (1971 listings), 2016-12-26 (2742 listings), 2017-01-23 (2733 listings), 2017-02-22 (258 listings)

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Hungary
Survey dates: 2017-02-24 (4507 listings)

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Iceland
Survey dates: 2016-07-29 (4768 listings), 2016-09-24 (5005 listings), 2016-10-25 (4993 listings), 2016-11-29 (5180 listings), 2016-12-22 (5573 listings), 2017-01-27 (5629 listings), 2017-02-26 (5820 listings)

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Jersey City
Survey dates: 2016-05-26 (1284 listings), 2016-12-26 (1538 listings), 2017-03-10 (1561 listings)

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Joshua Tree
Survey dates: 2016-05-27 (227 listings), 2016-11-06 (234 listings), 2017-03-10 (154 listings)

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Kitchener Waterloo
Survey dates: 2016-05-22 (262 listings), 2016-09-22 (274 listings), 2016-10-28 (282 listings), 2016-12-10 (346 listings), 2016-12-25 (326 listings), 2017-02-12 (353 listings), 2017-03-11 (343 listings)

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Las Vegas
Survey dates: 2017-02-25 (5268 listings), 2017-03-10 (5261 listings)

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Lincoln County
Survey dates: 2016-04-27 (435 listings), 2017-03-11 (810 listings)

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Linkoping
Survey dates: 2016-08-02 (57 listings), 2017-03-11 (50 listings)

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Lisbon
Survey dates: 2015-03-18 (5652 listings), 2016-03-20 (8968 listings), 2016-06-02 (10272 listings), 2016-09-12 (10998 listings), 2016-12-26 (11668 listings), 2017-01-21 (11654 listings), 2017-02-21 (11792 listings)

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London
Survey dates: 2013-12-21 (13054 listings), 2014-05-13 (13237 listings), 2015-01-17 (21298 listings), 2015-12-25 (33225 listings), 2016-01-09 (34414 listings), 2016-03-03 (31432 listings), 2016-08-07 (48515 listings), 2016-09-22 (47472 listings), 2016-12-26 (53313 listings), 2017-01-21 (53947 listings), 2017-02-22 (6068 listings)

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Los Angeles
Survey dates: 2014-09-01 (10027 listings), 2014-09-18 (11317 listings), 2014-10-25 (11780 listings), 2015-04-03 (13797 listings), 2015-04-06 (13899 listings), 2015-08-03 (15790 listings), 2015-08-27 (16649 listings), 2015-09-09 (16968 listings), 2015-10-13 (17420 listings), 2015-11-16 (18665 listings), 2015-12-10 (19709 listings), 2016-01-11 (18863 listings), 2016-02-10 (19311 listings), 2016-03-12 (19717 listings), 2016-04-12 (20951 listings), 2016-05-14 (21986 listings), 2016-06-14 (21996 listings), 2016-07-13 (23071 listings), 2016-08-15 (23793 listings), 2016-09-13 (24744 listings), 2016-10-14 (25347 listings), 2016-11-17 (24633 listings), 2016-12-17 (30735 listings), 2017-01-12 (29517 listings), 2017-02-10 (29316 listings), 2017-03-10 (29252 listings)

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Lyon
Survey dates: 2016-05-14 (7346 listings), 2016-10-02 (8106 listings), 2016-12-27 (9816 listings), 2017-03-11 (9494 listings)

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Madrid
Survey dates: 2014-08-29 (4790 listings), 2015-02-21 (5393 listings), 2017-03-11 (12615 listings)

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Mallorca
Survey dates

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Menorca
Survey dates: 2016-04-19 (1769 listings), 2016-04-20 (1757 listings), 2016-11-06 (1866 listings)

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Miami
Survey dates: 2015-08-17 (6947 listings), 2015-10-03 (7057 listings), 2015-10-18 (7414 listings), 2015-11-19 (7676 listings), 2015-12-12 (8349 listings), 2016-01-13 (8553 listings), 2016-02-12 (8855 listings), 2016-03-14 (9468 listings), 2016-04-12 (7032 listings), 2016-05-15 (7243 listings), 2016-06-15 (7160 listings), 2016-07-14 (7244 listings), 2016-08-16 (7211 listings), 2016-09-14 (7190 listings), 2016-10-15 (6562 listings), 2016-11-18 (6854 listings), 2016-12-21 (9808 listings), 2017-01-13 (7810 listings), 2017-02-12 (7845 listings), 2017-03-12 (7663 listings)

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Montreal
Survey dates: 2014-08-30 (4424 listings), 2015-01-15 (6216 listings), 2015-09-02 (9236 listings), 2015-10-03 (9234 listings), 2016-06-29 (12476 listings), 2016-07-26 (12884 listings), 2016-08-20 (12587 listings), 2016-09-21 (12021 listings), 2016-10-27 (12444 listings), 2016-11-26 (11489 listings), 2016-12-08 (11518 listings), 2016-12-25 (13814 listings), 2017-02-11 (13729 listings), 2017-03-10 (13877 listings)

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Moscow
Survey dates: 2014-05-26 (1589 listings), 2014-08-24 (1843 listings), 2015-10-11 (3585 listings), 2015-11-02 (3819 listings), 2016-10-08 (5561 listings), 2017-03-11 (6201 listings)

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Nashville
Survey dates: 2016-05-22 (3012 listings), 2016-08-30 (3486 listings), 2016-10-10 (3603 listings), 2016-12-16 (4067 listings), 2017-03-11 (4077 listings)

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New Orleans
Survey dates: 2015-01-16 (1905 listings), 2015-08-21 (2092 listings), 2015-10-03 (2667 listings), 2015-11-19 (2941 listings), 2015-12-13 (3041 listings), 2016-01-15 (3319 listings), 2016-02-15 (3697 listings), 2016-03-16 (3857 listings), 2016-04-12 (4177 listings), 2016-05-17 (4378 listings), 2016-06-16 (4069 listings), 2016-07-15 (4432 listings), 2016-08-17 (4482 listings), 2016-09-15 (4525 listings), 2016-10-16 (4449 listings), 2016-11-19 (4707 listings), 2017-01-13 (5067 listings), 2017-02-12 (5540 listings), 2017-03-12 (5663 listings)

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New York
Survey dates: 2014-05-10 (18921 listings), 2014-08-31 (20777 listings), 2014-10-17 (22388 listings), 2014-12-02 (25405 listings), 2015-02-27 (26441 listings), 2015-03-14 (28552 listings), 2015-08-10 (30001 listings), 2015-09-10 (30059 listings), 2015-10-13 (29898 listings), 2015-12-04 (33926 listings), 2015-12-21 (36062 listings), 2016-01-21 (36003 listings), 2016-02-25 (34935 listings), 2016-03-24 (34678 listings), 2016-04-03 (34380 listings), 2016-04-20 (34661 listings), 2016-05-23 (35067 listings), 2016-06-23 (34205 listings), 2016-07-20 (35547 listings), 2016-08-24 (37769 listings), 2016-09-20 (35620 listings), 2016-10-23 (35795 listings), 2016-11-26 (37439 listings), 2016-12-26 (39079 listings), 2017-01-15 (38768 listings), 2017-02-17 (37878 listings)

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Newhaven CT
Survey dates: 2015-08-21 (369 listings), 2015-10-03 (475 listings), 2015-10-21 (431 listings), 2015-11-26 (567 listings), 2015-12-15 (586 listings), 2016-01-18 (604 listings), 2016-02-20 (632 listings), 2016-03-21 (678 listings), 2016-04-16 (473 listings), 2016-05-20 (481 listings), 2016-06-20 (489 listings), 2016-07-18 (444 listings), 2016-08-20 (431 listings), 2016-09-17 (444 listings), 2016-10-20 (448 listings), 2016-11-23 (471 listings), 2016-12-24 (407 listings), 2017-01-14 (359 listings), 2017-02-16 (373 listings), 2017-03-13 (370 listings)

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Newport
Survey dates: 2016-04-26 (57 listings), 2016-12-26 (70 listings), 2017-03-11 (94 listings)

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Nice
Survey dates: 2016-06-25 (8802 listings), 2016-10-06 (9288 listings), 2016-12-08 (9444 listings), 2017-01-21 (9511 listings), 2017-02-21 (9604 listings)

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Oahu
Survey dates: 2015-08-17 (2481 listings), 2015-10-18 (2696 listings), 2015-11-19 (2855 listings), 2015-12-12 (3086 listings), 2016-01-14 (3193 listings), 2016-02-13 (3214 listings), 2016-03-15 (3190 listings), 2016-04-14 (3539 listings), 2016-05-16 (3665 listings), 2016-06-15 (3844 listings), 2016-07-14 (3953 listings), 2016-08-17 (4020 listings), 2016-09-14 (4233 listings), 2016-10-15 (4200 listings), 2016-11-18 (4662 listings), 2016-12-21 (5146 listings), 2017-01-13 (5051 listings), 2017-02-12 (5249 listings), 2017-03-12 (5346 listings)

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Ottawa
Survey dates: 2016-05-16 (1496 listings), 2016-08-23 (1586 listings), 2016-09-21 (1624 listings), 2016-10-27 (1736 listings), 2016-12-07 (1897 listings), 2016-12-25 (1906 listings), 2017-02-12 (2003 listings), 2017-03-11 (2090 listings)

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Palermo
Survey dates: 2016-09-14 (3635 listings), 2016-12-26 (3770 listings), 2017-03-11 (3872 listings)

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Paris
Survey dates: 2013-11-27 (19004 listings), 2014-05-16 (19946 listings), 2014-09-21 (27326 listings), 2014-12-26 (28826 listings), 2015-02-28 (31341 listings), 2015-12-17 (40005 listings), 2015-12-31 (41761 listings), 2016-05-26 (55951 listings), 2016-08-10 (62213 listings), 2017-01-01 (62963 listings), 2017-01-19 (62043 listings), 2017-02-18 (61666 listings)

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Peel
Survey dates: 2016-09-24 (838 listings), 2016-10-29 (875 listings), 2016-12-09 (919 listings), 2016-12-25 (896 listings), 2017-02-12 (927 listings), 2017-03-11 (930 listings)

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Philadelphia
Survey dates: 2015-08-20 (5990 listings), 2015-10-18 (7318 listings), 2015-11-19 (7177 listings), 2015-12-12 (7141 listings), 2016-01-14 (6895 listings), 2016-02-14 (7062 listings), 2016-03-16 (7026 listings), 2016-04-15 (6976 listings), 2016-05-16 (6813 listings), 2016-06-16 (6753 listings), 2016-07-15 (6921 listings), 2016-08-17 (6928 listings), 2016-09-15 (6904 listings), 2016-10-16 (6600 listings), 2016-11-19 (6875 listings), 2017-01-13 (7068 listings), 2017-02-12 (7152 listings), 2017-03-12 (7101 listings)

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Portland
Survey dates: 2014-10-28 (1748 listings), 2015-02-22 (1900 listings), 2015-08-22 (1917 listings), 2015-10-23 (2622 listings), 2015-10-26 (2722 listings), 2015-11-21 (2847 listings), 2015-12-13 (2952 listings), 2016-01-15 (2897 listings), 2016-02-15 (2970 listings), 2016-03-17 (3077 listings), 2016-04-13 (3128 listings), 2016-05-17 (3238 listings), 2016-06-17 (3383 listings), 2016-07-15 (3496 listings), 2016-08-18 (3661 listings), 2016-09-15 (3714 listings), 2016-10-17 (3626 listings), 2016-11-19 (3914 listings), 2017-01-14 (3860 listings), 2017-02-16 (3837 listings), 2017-03-12 (3748 listings)

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Portland ME
Survey dates: 2016-07-31 (409 listings), 2017-03-12 (456 listings)

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Porto
Survey dates: 2016-10-13 (4174 listings), 2016-12-12 (4461 listings), 2017-03-12 (4729 listings)

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Prince Georges County
Survey dates: 2017-02-25 (1120 listings), 2017-03-12 (1121 listings)

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Reykjavik
Survey dates: 2016-04-24 (2551 listings), 2016-06-06 (2799 listings), 2016-06-30 (2936 listings), 2016-08-08 (2813 listings), 2016-09-11 (2821 listings), 2016-11-02 (2807 listings), 2016-11-23 (2996 listings), 2016-12-25 (3036 listings), 2017-01-01 (3053 listings), 2017-01-21 (2969 listings), 2017-02-22 (3046 listings)

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Richmond BC
Survey dates: 2017-01-13 (760 listings), 2017-02-12 (627 listings), 2017-03-13 (620 listings)

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Rome
Survey dates: 2013-11-27 (1714 listings), 2014-05-19 (7810 listings), 2014-08-25 (9168 listings), 2014-11-28 (10778 listings), 2015-08-29 (15703 listings), 2016-01-06 (17900 listings), 2016-08-05 (23754 listings), 2016-09-11 (24061 listings), 2016-12-26 (25104 listings), 2017-01-16 (25275 listings), 2017-02-16 (25226 listings)

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Saint Denis
Survey dates: 2017-03-10 (564 listings)

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Saint Lucia
Survey dates: 2016-09-25 (642 listings), 2017-03-12 (718 listings)

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San Diego
Survey dates: 2014-05-25 (1901 listings), 2014-11-03 (2632 listings), 2015-08-22 (3318 listings), 2015-10-03 (4014 listings), 2015-10-23 (4222 listings), 2015-12-03 (4482 listings), 2015-12-16 (4587 listings), 2016-01-19 (4721 listings), 2016-02-22 (4813 listings), 2016-03-23 (4954 listings), 2016-04-18 (5356 listings), 2016-05-22 (5764 listings), 2016-06-21 (6257 listings), 2016-07-19 (7056 listings), 2016-08-22 (7177 listings), 2016-09-19 (7394 listings), 2016-10-22 (7481 listings), 2016-11-25 (7839 listings), 2016-12-25 (8030 listings), 2017-01-15 (8021 listings), 2017-02-17 (8054 listings)

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San Francisco
Survey dates: 2013-11-17 (215 listings), 2014-05-11 (4771 listings), 2014-08-24 (4771 listings), 2015-02-19 (5202 listings), 2015-06-05 (5305 listings), 2015-08-21 (5140 listings), 2015-10-21 (5587 listings), 2015-11-21 (7146 listings), 2015-12-14 (7399 listings), 2016-01-16 (7604 listings), 2016-02-17 (8549 listings), 2016-03-19 (8539 listings), 2016-04-15 (8051 listings), 2016-05-19 (7913 listings), 2016-06-04 (8669 listings), 2016-06-18 (7783 listings), 2016-07-17 (8037 listings), 2016-08-19 (7983 listings), 2016-09-17 (8076 listings), 2016-10-19 (8236 listings), 2016-11-21 (8407 listings), 2016-12-23 (8899 listings), 2017-01-14 (8508 listings), 2017-02-16 (8397 listings), 2017-03-12 (8286 listings)

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Santa Barbara
Survey dates: 2017-01-15 (467 listings), 2017-03-12 (403 listings)

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Savannah
Survey dates: 2016-05-13 (494 listings), 2016-12-26 (615 listings), 2017-03-12 (717 listings)

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Seattle
Survey dates: 2015-09-01 (3223 listings), 2015-10-23 (3544 listings), 2015-11-28 (3715 listings), 2015-12-15 (3836 listings), 2016-01-19 (3871 listings), 2016-02-22 (3974 listings), 2016-03-22 (4048 listings), 2016-04-18 (4170 listings), 2016-05-22 (4413 listings), 2016-06-21 (4654 listings), 2016-07-19 (4935 listings), 2016-08-22 (5153 listings), 2016-09-18 (5253 listings), 2016-10-21 (5393 listings), 2016-11-24 (5654 listings), 2016-12-25 (5858 listings), 2017-01-15 (5717 listings), 2017-02-17 (5834 listings), 2017-03-13 (5816 listings)

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Seoul
Survey dates: 2016-05-29 (8519 listings), 2016-10-02 (9969 listings), 2016-12-28 (10690 listings), 2017-01-15 (10905 listings), 2017-01-15 (10930 listings), 2017-02-11 (11121 listings)

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Singapore
Survey dates: 2015-06-28 (2815 listings), 2016-06-11 (5796 listings), 2016-10-11 (6753 listings), 2017-03-12 (6828 listings)

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Sri Lanka
Survey dates: 2016-04-27 (7107 listings), 2016-09-24 (8725 listings)

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Switzerland
Survey dates: 2016-04-28 (15587 listings), 2016-08-13 (18901 listings), 2016-10-30 (19775 listings), 2016-11-30 (21043 listings), 2016-12-23 (22104 listings), 2017-01-26 (22506 listings), 2017-02-24 (23195 listings)

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Sydney
Survey dates: 2014-09-26 (5567 listings), 2015-01-20 (7424 listings), 2015-03-20 (7871 listings), 2016-01-29 (13134 listings), 2016-06-11 (17343 listings), 2017-01-25 (23969 listings), 2017-01-25 (23859 listings), 2017-03-12 (23297 listings)

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Tallin
Survey dates: 2016-07-08 (1378 listings), 2016-12-26 (1468 listings), 2017-01-24 (1483 listings), 2017-02-22 (1536 listings)

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Toronto
Survey dates: 2013-12-14 (2617 listings), 2014-05-18 (2656 listings), 2015-02-18 (4831 listings), 2015-06-29 (6587 listings), 2015-07-25 (6586 listings), 2015-11-21 (7607 listings), 2015-12-13 (7969 listings), 2016-01-15 (7980 listings), 2016-02-16 (8352 listings), 2016-03-17 (8452 listings), 2016-04-13 (9149 listings), 2016-05-18 (9446 listings), 2016-06-17 (9595 listings), 2016-07-16 (10155 listings), 2016-08-18 (10700 listings), 2016-09-15 (11026 listings), 2016-10-17 (11301 listings), 2016-11-20 (11735 listings), 2016-12-17 (12801 listings), 2017-01-14 (12597 listings), 2017-02-16 (12679 listings), 2017-03-12 (12528 listings)

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Turin
Survey dates: 2017-01-11 (3092 listings), 2017-03-13 (3205 listings)

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Tuscany
Survey dates: 2016-08-02 (37295 listings), 2016-10-30 (38783 listings)

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Vancouver BC
Survey dates: 2015-04-25 (3036 listings), 2015-08-22 (3375 listings), 2015-11-26 (4595 listings), 2015-12-15 (4751 listings), 2016-01-17 (4731 listings), 2016-02-19 (4833 listings), 2016-03-20 (4916 listings), 2016-04-17 (5004 listings), 2016-05-20 (5209 listings), 2016-06-19 (5297 listings), 2016-07-18 (5611 listings), 2016-08-20 (5820 listings), 2016-09-17 (5926 listings), 2016-10-20 (5758 listings), 2016-11-22 (5611 listings), 2016-12-23 (5843 listings), 2017-01-14 (5619 listings), 2017-02-16 (5596 listings), 2017-03-13 (5588 listings)

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Veneto
Survey dates: 2016-11-07 (11543 listings), 2017-01-24 (15153 listings), 2017-01-30 (15218 listings), 2017-02-22 (15508 listings), 2017-03-01 (15743 listings)

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Venice
Survey dates: 2015-12-20 (3161 listings), 2016-11-20 (5323 listings), 2016-12-27 (5727 listings), 2017-01-10 (5773 listings), 2017-01-23 (5801 listings), 2017-02-22 (5955 listings)

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Versailles
Survey dates: 2016-09-30 (6003 listings), 2017-03-13 (6052 listings)

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Victoria BC
Survey dates: 2016-07-08 (831 listings), 2016-11-06 (841 listings), 2016-12-10 (899 listings), 2016-12-12 (895 listings), 2016-12-25 (890 listings), 2017-02-12 (949 listings), 2017-03-11 (950 listings)

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Vienna
Survey dates: 2015-07-24 (5274 listings), 2015-08-01 (5445 listings), 2017-01-11 (7790 listings), 2017-03-13 (7787 listings)

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Warsaw
Survey dates: 2016-12-08 (3299 listings), 2016-12-14 (3389 listings), 2017-03-13 (3726 listings)

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Washington
Survey dates: 2015-01-16 (2815 listings), 2015-08-22 (2800 listings), 2015-10-23 (3843 listings), 2015-11-26 (4081 listings), 2015-12-15 (4257 listings), 2016-01-18 (4245 listings), 2016-02-20 (4304 listings), 2016-03-21 (4290 listings), 2016-04-16 (4512 listings), 2016-05-20 (4756 listings), 2016-06-20 (4738 listings), 2016-07-18 (4960 listings), 2016-08-20 (5104 listings), 2016-09-18 (5186 listings), 2016-10-20 (5297 listings), 2016-11-23 (5975 listings), 2016-12-24 (7497 listings), 2017-01-14 (8885 listings), 2017-01-19 (9097 listings), 2017-02-16 (8475 listings), 2017-03-13 (8236 listings)

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Wellington
Survey dates: 2016-08-19 (858 listings), 2016-12-26 (1018 listings), 2017-01-16 (1039 listings), 2017-02-12 (1192 listings)

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West Indies
Survey dates: 2016-09-28 (39195 listings)

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Yellowknife
Survey dates: 2016-09-27 (67 listings), 2016-11-20 (78 listings), 2016-12-26 (84 listings), 2017-02-12 (93 listings), 2017-03-11 (89 listings)

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York
Survey dates: 2016-11-21 (551 listings), 2016-11-29 (754 listings), 2016-11-30 (587 listings), 2016-12-04 (495 listings), 2016-12-15 (511 listings), 2017-01-04 (92 listings), 2017-01-18 (496 listings), 2017-02-10 (519 listings), 2017-02-17 (532 listings)

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Zagreb
Survey dates

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