bstraehle/airbnb-san-francisco-202403-embed

Overview:

This dataset consists of AirBnB listings with property descriptions, reviews, and other metadata.

It also contains text embeddings of the property descriptions, which were created using OpenAI's text-embedding-3-small model.

Data:

https://insideairbnb.com/san-francisco/

Data Dictionary:

Field	Type	Calculated	Description	Reference
id	integer		Airbnb's unique identifier for the listing
listing_url	text	y
scrape_id	bigint	y	Inside Airbnb "Scrape" this was part of
last_scraped	datetime	y	UTC. The date and time this listing was "scraped".
source	text		One of "neighbourhood search" or "previous scrape". "neighbourhood search" means that the listing was found by searching the city, while "previous scrape" means that the listing was seen in another scrape performed in the last 65 days, and the listing was confirmed to be still available on the Airbnb site.
name	text		Name of the listing
description	text		Detailed description of the listing
neighborhood_overview	text		Host's description of the neighbourhood
picture_url	text		URL to the Airbnb hosted regular sized image for the listing
host_id	integer		Airbnb's unique identifier for the host/user
host_url	text	y	The Airbnb page for the host
host_name	text		Name of the host. Usually just the first name(s).
host_since	date		The date the host/user was created. For hosts that are Airbnb guests this could be the date they registered as a guest.
host_location	text		The host's self reported location
host_about	text		Description about the host
host_response_time
host_response_rate
host_acceptance_rate			That rate at which a host accepts booking requests.
host_is_superhost	boolean [t=true; f=false]
host_thumbnail_url	text
host_picture_url	text
host_neighbourhood	text
host_listings_count	text		The number of listings the host has (per Airbnb unknown calculations)
host_total_listings_count	text		The number of listings the host has (per Airbnb unknown calculations)
host_verifications
host_has_profile_pic	boolean [t=true; f=false]
host_identity_verified	boolean [t=true; f=false]
neighbourhood	text
neighbourhood_cleansed	text	y	The neighbourhood as geocoded using the latitude and longitude against neighborhoods as defined by open or public digital shapefiles.
neighbourhood_group_cleansed	text	y	The neighbourhood group as geocoded using the latitude and longitude against neighborhoods as defined by open or public digital shapefiles.
latitude	numeric		Uses the World Geodetic System (WGS84) projection for latitude and longitude.
longitude	numeric		Uses the World Geodetic System (WGS84) projection for latitude and longitude.
property_type	text		Self selected property type. Hotels and Bed and Breakfasts are described as such by their hosts in this field
room_type	text		[Entire home/apt|Private room|Shared room|Hotel] All homes are grouped into the following three room types: Entire place Private room Shared room Entire place Entire places are best if you're seeking a home away from home. With an entire place, you'll have the whole space to yourself. This usually includes a bedroom, a bathroom, a kitchen, and a separate, dedicated entrance. Hosts should note in the description if they'll be on the property or not (ex: "Host occupies first floor of the home"), and provide further details on the listing. Private rooms Private rooms are great for when you prefer a little privacy, and still value a local connection. When you book a private room, you'll have your own private room for sleeping and may share some spaces with others. You might need to walk through indoor spaces that another host or guest may occupy to get to your room. Shared rooms Shared rooms are for when you don't mind sharing a space with others. When you book a shared room, you'll be sleeping in a space that is shared with others and share the entire space with other people. Shared rooms are popular among flexible travelers looking for new friends and budget-friendly stays.	https://www.airbnb.com/help/article/5/what-does-the-room-type-of-a-listing-mean
accommodates	integer		The maximum capacity of the listing
bathrooms	numeric		The number of bathrooms in the listing
bathrooms_text	string		The number of bathrooms in the listing. On the Airbnb web-site, the bathrooms field has evolved from a number to a textual description. For older scrapes, bathrooms is used.
bedrooms	integer		The number of bedrooms
beds	integer		The number of bed(s)
amenities	json
price	currency		daily price in local currency. NOTE: the $ sign is a technical artifact of the export, please ignore it
minimum_nights	integer		minimum number of night stay for the listing (calendar rules may be different)
maximum_nights	integer		maximum number of night stay for the listing (calendar rules may be different)
minimum_minimum_nights	integer	y	the smallest minimum_night value from the calender (looking 365 nights in the future)
maximum_minimum_nights	integer	y	the largest minimum_night value from the calender (looking 365 nights in the future)
minimum_maximum_nights	integer	y	the smallest maximum_night value from the calender (looking 365 nights in the future)
maximum_maximum_nights	integer	y	the largest maximum_night value from the calender (looking 365 nights in the future)
minimum_nights_avg_ntm	numeric	y	the average minimum_night value from the calender (looking 365 nights in the future)
maximum_nights_avg_ntm	numeric	y	the average maximum_night value from the calender (looking 365 nights in the future)
calendar_updated	date
has_availability	boolean		[t=true; f=false]
availability_30	integer	y	avaliability_x. The availability of the listing x days in the future as determined by the calendar. Note a listing may not be available because it has been booked by a guest or blocked by the host.
availability_60	integer	y	avaliability_x. The availability of the listing x days in the future as determined by the calendar. Note a listing may not be available because it has been booked by a guest or blocked by the host.
availability_90	integer	y	avaliability_x. The availability of the listing x days in the future as determined by the calendar. Note a listing may not be available because it has been booked by a guest or blocked by the host.
availability_365	integer	y	avaliability_x. The availability of the listing x days in the future as determined by the calendar. Note a listing may not be available because it has been booked by a guest or blocked by the host.
calendar_last_scraped	date
number_of_reviews	integer		The number of reviews the listing has
number_of_reviews_ltm	integer	y	The number of reviews the listing has (in the last 12 months)
number_of_reviews_l30d	integer	y	The number of reviews the listing has (in the last 30 days)
first_review	date	y	The date of the first/oldest review
last_review	date	y	The date of the last/newest review
review_scores_rating
review_scores_accuracy
review_scores_cleanliness
review_scores_checkin
review_scores_communication
review_scores_location
review_scores_value
license	text		The licence/permit/registration number
instant_bookable	boolean		[t=true; f=false]. Whether the guest can automatically book the listing without the host requiring to accept their booking request. An indicator of a commercial listing.
calculated_host_listings_count	integer	y	The number of listings the host has in the current scrape, in the city/region geography.
calculated_host_listings_count_entire_homes	integer	y	The number of Entire home/apt listings the host has in the current scrape, in the city/region geography
calculated_host_listings_count_private_rooms	integer	y	The number of Private room listings the host has in the current scrape, in the city/region geography
calculated_host_listings_count_shared_rooms	integer	y	The number of Shared room listings the host has in the current scrape, in the city/region geography
reviews_per_month	numeric	y	The average number of reviews per month the listing has over the lifetime of the listing.
description_embedding	array of float	y	1536-dimensional embedding array of description field.