Airbnb Data Collection: Get the Data

(Last updated: May 22, 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), 2017-03-30 (2323 listings), 2017-04-18 (2398 listings), 2017-04-28 (2360 listings), 2017-05-15 (2437 listings)

Download zip file

Alpes Maritime

Survey dates: 2016-09-06 (24868 listings), 2017-01-28 (25888 listings), 2017-02-26 (26707 listings), 2017-04-24 (26057 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), 2017-01-18 (16871 listings), 2017-02-17 (16542 listings), 2017-03-27 (16362 listings), 2017-04-24 (17037 listings), 2017-05-12 (17201 listings)

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Anchorage

Survey dates: 2016-05-13 (447 listings), 2017-03-10 (728 listings), 2017-04-12 (764 listings), 2017-05-22 (842 listings)

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Asheville

Survey dates: 2016-09-10 (757 listings), 2016-12-26 (799 listings), 2017-03-10 (783 listings), 2017-04-12 (788 listings), 2017-05-14 (810 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), 2017-03-25 (7384 listings), 2017-04-13 (7889 listings), 2017-04-22 (8010 listings), 2017-05-10 (8487 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), 2017-03-27 (17385 listings), 2017-04-15 (17448 listings), 2017-04-24 (17572 listings), 2017-05-12 (17775 listings)

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Belgium

Survey dates: 2016-12-30 (15711 listings), 2017-01-29 (15761 listings), 2017-02-28 (15695 listings), 2017-04-26 (15980 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), 2017-03-26 (18999 listings), 2017-04-23 (19528 listings), 2017-05-11 (19681 listings)

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Bologna

Survey dates: 2016-02-07 (736 listings), 2017-04-30 (2976 listings)

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Bordeaux

Survey dates: 2016-03-17 (3095 listings), 2017-01-25 (6096 listings), 2017-02-23 (6250 listings), 2017-04-04 (6508 listings), 2017-04-30 (6799 listings), 2017-05-19 (6941 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), 2017-04-08 (4174 listings), 2017-05-05 (4411 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), 2017-04-12 (2389 listings), 2017-05-14 (2491 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), 2017-03-27 (1407 listings), 2017-04-14 (1442 listings), 2017-04-24 (1440 listings), 2017-05-12 (1473 listings), 2017-05-22 (1499 listings)

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Brno

Survey dates: 2016-10-31 (417 listings), 2016-11-05 (412 listings), 2017-03-10 (449 listings), 2017-04-12 (471 listings), 2017-05-14 (488 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), 2017-03-25 (1725 listings), 2017-04-12 (1775 listings), 2017-04-22 (1775 listings), 2017-05-10 (1739 listings)

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Cabo Frio

Survey dates: 2016-10-08 (685 listings), 2017-03-10 (1293 listings), 2017-04-12 (1372 listings), 2017-05-14 (1432 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), 2017-04-10 (2634 listings), 2017-05-08 (2645 listings)

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Cambridge MA

Survey dates: 2016-09-30 (1442 listings), 2017-03-10 (1694 listings), 2017-04-12 (1713 listings), 2017-05-14 (1765 listings)

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Charlottesville

Survey dates: 2016-05-12 (298 listings), 2016-12-26 (331 listings), 2017-03-10 (364 listings), 2017-04-12 (377 listings), 2017-05-14 (414 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), 2017-04-09 (7922 listings), 2017-05-06 (5080 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), 2017-03-25 (1800 listings), 2017-04-13 (1870 listings), 2017-04-22 (1885 listings), 2017-05-11 (1991 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), 2017-03-30 (18273 listings), 2017-04-17 (18470 listings), 2017-04-27 (18422 listings), 2017-05-14 (18619 listings)

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Denmark

Survey dates: 2017-05-04 (29318 listings), 2017-05-22 (23941 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), 2017-03-27 (7014 listings), 2017-04-14 (7150 listings), 2017-04-24 (7130 listings), 2017-05-12 (7228 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), 2017-03-27 (7236 listings), 2017-04-14 (7329 listings), 2017-04-24 (7394 listings), 2017-05-12 (7597 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), 2017-04-10 (1057 listings), 2017-05-08 (1074 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), 2017-04-27 (2925 listings), 2017-05-18 (3045 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), 2017-04-04 (8945 listings), 2017-04-29 (9198 listings), 2017-05-19 (9215 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), 2017-04-02 (1998 listings), 2017-04-28 (2134 listings), 2017-05-18 (1957 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), 2017-04-12 (1738 listings), 2017-05-14 (1782 listings)

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Girona

Survey dates: 2017-05-13 (393 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), 2017-04-04 (610 listings), 2017-04-29 (648 listings), 2017-05-19 (645 listings)

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Helsinki

Survey dates: 2016-05-07 (1971 listings), 2016-12-26 (2742 listings), 2017-01-23 (2733 listings), 2017-04-02 (2792 listings), 2017-04-28 (2932 listings), 2017-05-18 (2936 listings)

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Houston

Survey dates: 2017-04-30 (7758 listings), 2017-05-08 (7712 listings)

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Hungary

Survey dates: 2017-02-24 (4507 listings), 2017-04-28 (10517 listings), 2017-05-19 (10605 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), 2017-04-23 (6255 listings), 2017-05-14 (6496 listings)

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Jersey City

Survey dates: 2016-05-26 (1284 listings), 2016-12-26 (1538 listings), 2017-03-10 (1561 listings), 2017-04-12 (1647 listings), 2017-05-14 (1694 listings)

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Joshua Tree

Survey dates: 2016-05-27 (227 listings), 2016-11-06 (234 listings), 2017-03-10 (154 listings), 2017-04-12 (160 listings), 2017-05-14 (171 listings)

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Kenya

Survey dates: 2017-05-12 (4420 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), 2017-04-10 (349 listings), 2017-05-08 (366 listings)

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Lake Tahoe

Survey dates: 2017-05-08 (4365 listings)

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Las Vegas

Survey dates: 2017-02-25 (5268 listings), 2017-03-10 (5261 listings), 2017-04-12 (5520 listings), 2017-05-14 (5691 listings)

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Lincoln County

Survey dates: 2016-04-27 (435 listings), 2017-03-11 (810 listings), 2017-04-12 (492 listings), 2017-05-15 (878 listings)

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Linkoping

Survey dates: 2016-08-02 (57 listings), 2017-03-11 (50 listings), 2017-04-12 (50 listings), 2017-05-15 (56 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), 2017-03-30 (12045 listings), 2017-04-18 (12287 listings), 2017-04-27 (12499 listings), 2017-05-15 (12797 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), 2016-08-07 (48515 listings), 2016-09-22 (47472 listings), 2016-12-26 (53313 listings), 2017-01-21 (53947 listings), 2017-03-31 (55846 listings), 2017-04-19 (57645 listings), 2017-04-28 (57826 listings)

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Los Angeles

Survey dates: 2014-09-01 (10027 listings), 2014-09-18 (11317 listings), 2014-10-25 (11780 listings), 2015-04-06 (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), 2017-04-06 (29955 listings), 2017-05-03 (30696 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), 2017-04-12 (9707 listings), 2017-05-15 (9856 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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Melun

Survey dates: 2017-03-24 (36 listings)

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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), 2017-04-07 (7586 listings), 2017-05-04 (7948 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), 2017-04-10 (14342 listings), 2017-05-07 (14738 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), 2017-04-13 (6527 listings), 2017-05-15 (6789 listings)

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Nairobi

Survey dates: 2017-05-12 (2516 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), 2017-04-13 (4357 listings), 2017-05-16 (4463 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), 2017-04-08 (5722 listings), 2017-05-04 (5855 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), 2017-03-14 (38549 listings), 2017-04-21 (39745 listings), 2017-05-06 (40733 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), 2017-04-08 (388 listings), 2017-05-05 (420 listings)

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Newport

Survey dates: 2016-04-26 (57 listings), 2016-12-26 (70 listings), 2017-03-11 (94 listings), 2017-04-13 (61 listings), 2017-05-16 (83 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), 2017-03-30 (9962 listings), 2017-04-18 (10168 listings), 2017-04-28 (10229 listings), 2017-05-16 (10576 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), 2017-04-07 (5610 listings), 2017-05-04 (5863 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), 2017-04-10 (2257 listings), 2017-05-08 (2476 listings)

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Palermo

Survey dates: 2016-09-14 (3635 listings), 2016-12-26 (3770 listings), 2017-03-11 (3872 listings), 2017-04-13 (3996 listings), 2017-05-16 (4086 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), 2017-03-28 (62087 listings), 2017-04-16 (63179 listings), 2017-04-25 (63634 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), 2017-04-10 (972 listings), 2017-05-08 (1017 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), 2017-04-07 (7090 listings), 2017-05-04 (7242 listings)

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Pittsburgh

Survey dates: 2017-04-30 (850 listings), 2017-05-08 (892 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), 2017-04-08 (3634 listings), 2017-05-05 (3690 listings)

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Portland ME

Survey dates: 2016-07-31 (409 listings), 2017-03-12 (456 listings), 2017-04-13 (476 listings), 2017-05-16 (519 listings)

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Porto

Survey dates: 2016-10-13 (4174 listings), 2016-12-12 (4461 listings), 2017-03-12 (4729 listings), 2017-04-13 (4971 listings), 2017-05-16 (5150 listings)

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Prince Georges County

Survey dates: 2017-02-25 (1120 listings), 2017-03-12 (1121 listings), 2017-04-13 (1135 listings), 2017-05-16 (1149 listings)

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Quebec City

Survey dates: 2017-05-17 (2022 listings)

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Queenstown

Survey dates: 2017-03-28 (1171 listings), 2017-04-25 (1137 listings), 2017-05-10 (1205 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), 2017-03-31 (3091 listings), 2017-04-19 (3237 listings), 2017-04-28 (3178 listings), 2017-05-16 (3306 listings)

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Richmond BC

Survey dates: 2017-01-13 (760 listings), 2017-02-12 (627 listings), 2017-03-13 (620 listings), 2017-04-12 (561 listings), 2017-05-12 (531 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), 2017-03-25 (25430 listings), 2017-04-13 (25687 listings), 2017-04-22 (26000 listings), 2017-05-11 (26065 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), 2017-04-14 (743 listings), 2017-05-17 (761 listings)

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Saint Malo

Survey dates: 2017-05-17 (1285 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), 2017-04-09 (8225 listings), 2017-05-06 (8316 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), 2017-03-24 (8310 listings), 2017-04-08 (8319 listings), 2017-05-05 (8391 listings)

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Santa Barbara

Survey dates: 2017-01-15 (467 listings), 2017-03-12 (403 listings), 2017-04-14 (398 listings), 2017-05-17 (359 listings)

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Savannah

Survey dates: 2016-05-13 (494 listings), 2016-12-26 (615 listings), 2017-03-12 (717 listings), 2017-04-14 (752 listings), 2017-05-17 (777 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), 2017-04-09 (5920 listings), 2017-05-06 (6062 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), 2017-03-24 (11505 listings), 2017-04-12 (11619 listings), 2017-04-21 (11723 listings), 2017-05-10 (11516 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), 2017-04-14 (7201 listings), 2017-05-17 (7212 listings)

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Sri Lanka

Survey dates: 2016-04-27 (7107 listings), 2016-09-24 (8725 listings), 2017-04-28 (11568 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), 2017-04-21 (24992 listings), 2017-05-20 (25674 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 (23859 listings), 2017-03-12 (23297 listings), 2017-04-14 (24006 listings), 2017-05-17 (24419 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), 2017-04-04 (1574 listings), 2017-04-29 (1668 listings), 2017-05-19 (1708 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), 2017-04-08 (12755 listings), 2017-05-05 (13042 listings)

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Turin

Survey dates: 2017-01-11 (3092 listings), 2017-03-13 (3205 listings), 2017-04-14 (3301 listings), 2017-05-18 (3403 listings)

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Tuscany

Survey dates: 2016-08-02 (37295 listings), 2016-10-30 (38783 listings), 2017-05-04 (32850 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), 2017-04-08 (5618 listings), 2017-05-05 (5781 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), 2017-04-03 (16300 listings), 2017-04-29 (16940 listings), 2017-05-18 (17148 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), 2017-04-02 (6120 listings), 2017-04-28 (6404 listings), 2017-05-18 (6402 listings)

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Versailles

Survey dates: 2016-09-30 (6003 listings), 2017-03-13 (6052 listings), 2017-04-14 (6271 listings), 2017-05-18 (6515 listings)

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Victoria BC

Survey dates: 2016-07-08 (831 listings), 2016-11-06 (841 listings), 2016-12-10 (899 listings), 2016-12-25 (890 listings), 2017-02-12 (949 listings), 2017-03-11 (950 listings), 2017-04-10 (1004 listings), 2017-05-08 (1026 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), 2017-04-15 (7840 listings), 2017-05-18 (8010 listings)

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Warsaw

Survey dates: 2016-12-08 (3299 listings), 2016-12-14 (3389 listings), 2017-03-13 (3726 listings), 2017-04-15 (3863 listings), 2017-05-18 (4016 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), 2017-04-08 (8065 listings), 2017-05-05 (8115 listings), 2017-05-11 (8085 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), 2017-03-25 (1338 listings), 2017-04-13 (1446 listings), 2017-04-22 (1455 listings), 2017-05-10 (1577 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), 2017-03-14 (86 listings), 2017-04-10 (83 listings), 2017-05-08 (93 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), 2017-03-27 (545 listings), 2017-04-14 (563 listings), 2017-04-24 (561 listings), 2017-04-21 (576 listings), 2017-05-12 (580 listings), 2017-05-22 (139 listings)

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Zagreb

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Zurich

Survey dates: 2016-01-11 (912 listings), 2017-04-17 (2410 listings), 2017-05-18 (2271 listings)

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