Dataset Preview

Split (1)

train

The full dataset viewer is not available (click to read why). Only showing a preview of the rows.

The dataset generation failed

Error code:   DatasetGenerationError
Exception:    ArrowInvalid
Message:      Failed to parse string: '41662/AL' as a scalar of type double
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1831, in _prepare_split_single
                  writer.write_table(table)
                File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 714, in write_table
                  pa_table = table_cast(pa_table, self._schema)
                             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2272, in table_cast
                  return cast_table_to_schema(table, schema)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2224, in cast_table_to_schema
                  cast_array_to_feature(
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 1795, in wrapper
                  return pa.chunked_array([func(chunk, *args, **kwargs) for chunk in array.chunks])
                                           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2086, in cast_array_to_feature
                  return array_cast(
                         ^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 1797, in wrapper
                  return func(array, *args, **kwargs)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 1949, in array_cast
                  return array.cast(pa_type)
                         ^^^^^^^^^^^^^^^^^^^
                File "pyarrow/array.pxi", line 1135, in pyarrow.lib.Array.cast
                File "/usr/local/lib/python3.12/site-packages/pyarrow/compute.py", line 412, in cast
                  return call_function("cast", [arr], options, memory_pool)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "pyarrow/_compute.pyx", line 604, in pyarrow._compute.call_function
                File "pyarrow/_compute.pyx", line 399, in pyarrow._compute.Function.call
                File "pyarrow/error.pxi", line 155, in pyarrow.lib.pyarrow_internal_check_status
                File "pyarrow/error.pxi", line 92, in pyarrow.lib.check_status
              pyarrow.lib.ArrowInvalid: Failed to parse string: '41662/AL' as a scalar of type double
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1455, in compute_config_parquet_and_info_response
                  parquet_operations = convert_to_parquet(builder)
                                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1054, in convert_to_parquet
                  builder.download_and_prepare(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 894, in download_and_prepare
                  self._download_and_prepare(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 970, in _download_and_prepare
                  self._prepare_split(split_generator, **prepare_split_kwargs)
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1702, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1858, in _prepare_split_single
                  raise DatasetGenerationError("An error occurred while generating the dataset") from e
              datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.

id int64	NAME string	host id int64	host_identity_verified string	host name string	neighbourhood group string	neighbourhood string	lat float64	long float64	country string	country code string	instant_bookable bool	cancellation_policy string	room type string	Construction year float64	price string	service fee string	minimum nights float64	number of reviews float64	last review string	reviews per month float64	review rate number float64	calculated host listings count float64	availability 365 float64	house_rules string	license null
1,001,254	Clean & quiet apt home by the park	80,014,485,718	unconfirmed	Madaline	Brooklyn	Kensington	40.64749	-73.97237	United States	US	false	strict	Private room	2,020	$966	$193	10	9	10/19/2021	0.21	4	6	286	Clean up and treat the home the way you'd like your home to be treated. No smoking.	null
1,002,102	Skylit Midtown Castle	52,335,172,823	verified	Jenna	Manhattan	Midtown	40.75362	-73.98377	United States	US	false	moderate	Entire home/apt	2,007	$142	$28	30	45	5/21/2022	0.38	4	2	228	Pet friendly but please confirm with me if the pet you are planning on bringing with you is OK. I have a cute and quiet mixed chihuahua. I could accept more guests (for an extra fee) but this also needs to be confirmed beforehand. Also friends traveling together could sleep in separate beds for an extra fee (the second...	null
1,002,403	THE VILLAGE OF HARLEM....NEW YORK !	78,829,239,556	null	Elise	Manhattan	Harlem	40.80902	-73.9419	United States	US	true	flexible	Private room	2,005	$620	$124	3	0	null	null	5	1	352	I encourage you to use my kitchen, cooking and laundry facilities. There is no additional charge to use the washer/dryer in the basement. No smoking, inside or outside. Come home as late as you want. If you come home stumbling drunk, it's OK the first time. If you do it again, and you wake up me or the neighbors down...	null
1,002,755	null	85,098,326,012	unconfirmed	Garry	Brooklyn	Clinton Hill	40.68514	-73.95976	United States	US	true	moderate	Entire home/apt	2,005	$368	$74	30	270	07/05/2019	4.64	4	1	322	null	null
1,003,689	Entire Apt: Spacious Studio/Loft by central park	92,037,596,077	verified	Lyndon	Manhattan	East Harlem	40.79851	-73.94399	United States	US	false	moderate	Entire home/apt	2,009	$204	$41	10	9	11/19/2018	0.1	3	1	289	Please no smoking in the house, porch or on the property (you can go to the nearby corner). Reasonable quiet after 10:30 pm. Please remove shoes in the house.	null
1,004,098	Large Cozy 1 BR Apartment In Midtown East	45,498,551,794	verified	Michelle	Manhattan	Murray Hill	40.74767	-73.975	United States	US	true	flexible	Entire home/apt	2,013	$577	$115	3	74	6/22/2019	0.59	3	1	374	No smoking, please, and no drugs.	null
1,004,650	BlissArtsSpace!	61,300,605,564	null	Alberta	Brooklyn	Bedford-Stuyvesant	40.68688	-73.95596	United States	US	false	moderate	Private room	2,015	$71	$14	45	49	10/05/2017	0.4	5	1	224	Please no shoes in the house so bring slippers or extra socks to keep your feet warm- especially in winter! No smoking either inside or outside. Please be considerate of neighbors from 10pm-7am in terms of noise. Please take out any trash and leave in the large blue garbage bin at the end of the driveway when you leave...	null
1,005,202	BlissArtsSpace!	90,821,839,709	unconfirmed	Emma	Brooklyn	Bedford-Stuyvesant	40.68688	-73.95596	United States	US	false	moderate	Private room	2,009	$1,060	$212	45	49	10/05/2017	0.4	5	1	219	House Guidelines for our BnB We are delighted to welcome you. Check in Sun – Thurs by 8PM and Fri, Sat by 9pm. Please bear in mind that this is not a hotel but our home and we are opening it to you. We will do our utmost to make your stay enjoyable and fun. We ask that you take care to respect our home and its appea...	null
1,005,754	Large Furnished Room Near B'way	79,384,379,533	verified	Evelyn	Manhattan	Hell's Kitchen	40.76489	-73.98493	United States	US	true	strict	Private room	2,005	$1,018	$204	2	430	6/24/2019	3.47	3	1	180	- Please clean up after yourself when using the kitchen. - When using the bathroom, please be careful to minimize the amount of water on the floor when showering and using the sink. - Please make sure to remove any strands of hair from the sink and floors with a tissue or paper towel. - Be respectful of the noise level...	null
1,006,307	Cozy Clean Guest Room - Family Apt	75,527,839,483	unconfirmed	Carl	Manhattan	Upper West Side	40.80178	-73.96723	United States	US	false	strict	Private room	2,015	$291	$58	2	118	7/21/2017	0.99	5	1	375	NO SMOKING OR PETS ANYWHERE ON THE PROPERTY 1. Be respectful of the other tenants 2. If you use the grill, be sure to turn off the gas 3. Notify the owner of any discrepancies or things not functioning properly immediately 4. Please treat carpet stains promptly (or notify the owner) 5. Kindly turn off lights, air condi...	null
1,006,859	Cute & Cozy Lower East Side 1 bdrm	1,280,143,094	verified	Miranda	Manhattan	Chinatown	40.71344	-73.99037	United States	US	false	flexible	Entire home/apt	2,004	$319	$64	1	160	06/09/2019	1.33	3	4	1	null	null
1,007,411	Beautiful 1br on Upper West Side	18,824,631,834	verified	Alan	Manhattan	Upper West Side	40.80316	-73.96545	United States	US	true	flexible	Entire home/apt	2,008	$606	$121	5	53	6/22/2019	0.43	4	1	163	My ideal guests would be warm, friendly, and respectful of sharing my home and it's rhythms. I am allergic to cigarettes, so no smoking please, not even in the yard. A quiet homecoming is much appreciated at the end of the evening's nightlife.	null
1,007,964	Central Manhattan/near Broadway	88,136,055,909	verified	null	Manhattan	Hell's Kitchen	40.76076	-73.98867	United States	US	false	strict	Private room	2,008	$714	$143	2	188	6/23/2019	1.5	4	1	258	- One of the bedroom closets is not accessible to guests - Please be mindful of the neighbors, quiet time after 10PM - Check-out time is at 11AM on the day of your departure. - If you're going to smoke outside, please clean up after yourself and do not throw cigarette butts on the ground - The refrigerator and cabine...	null
1,008,516	Lovely Room 1, Garden, Best Area, Legal rental	26,802,410,424	verified	Darcy	brookln	South Slope	40.66829	-73.98779	United States	US	true	moderate	Private room	2,010	$580	$116	4	167	6/24/2019	1.34	4	3	47	null	null
1,009,068	Wonderful Guest Bedroom in Manhattan for SINGLES	88,920,244,552	verified	Leonardo	Manhattan	Upper West Side	40.79826	-73.96113	United States	US	false	flexible	Private room	2,019	$149	$30	2	113	07/05/2019	0.91	3	1	68	null	null
1,009,621	West Village Nest - Superhost	46,551,725,984	verified	Daniel	Manhattan	West Village	40.7353	-74.00525	United States	US	true	flexible	Entire home/apt	2,018	$578	null	90	27	10/31/2018	0.22	3	1	100	Arrival time can be no later than 9:00PM unless pre-arranged. No visitors allowed at anytime without prior approval. Overnight guests are not allowed at all. There is no room for guests. Don't ask. No smoking. 11:00 PM is quiet time while watching private room tv is acceptable. No eating meals in the room. It's too sma...	null
1,010,173	Only 2 stops to Manhattan studio	62,566,345,680	unconfirmed	Heather	Brooklyn	Williamsburg	40.70837	-73.95352	United States	null	null	moderate	Entire home/apt	2,009	$778	null	2	148	6/29/2019	1.2	3	1	197	Absolutely no smoking in the building, handling of art work or damaging personal property. All additional charges for movie rental are the responsibility of the renter. Shower before entering the hot tub. No glass or food in the hot tub. Turn off all lights and appliances when leaving the unit.	null
1,010,725	Perfect for Your Parents + Garden	80,380,130,347	verified	Ryan	Brooklyn	Fort Greene	40.69169	-73.97185	United States	null	null	flexible	Entire home/apt	2,006	$656	null	2	198	6/28/2019	1.72	5	1	96	- Please be mindful of the neighbors, quiet time after 10PM - Check-out time is at 11AM on the day of your departure. - If you're going to smoke outside, please clean up after yourself and do not throw cigarette butts on the ground - The refrigerator and cabinets are available for your use but please do not take food...	null
1,011,277	Chelsea Perfect	73,862,528,370	verified	Alberta	manhatan	Chelsea	40.74192	-73.99501	United States	null	null	moderate	Private room	2,008	$460	null	1	260	07/01/2019	2.12	3	1	325	null	null
1,011,830	Hip Historic Brownstone Apartment with Backyard	72,145,018,858	null	Martin	Brooklyn	Crown Heights	40.67592	-73.94694	United States	null	null	moderate	Entire home/apt	2,004	$1,095	null	3	53	6/22/2019	4.44	5	1	345	LAUNDRY - Laundry can be done by the visitor before 10 pm, preferably on weekends. - Please provide your own detergent and fabric conditioner. Keep the machine clean and remember to clean the filter before and after use. - Please ask hosts to teach you how to operate the machines if you are not familiar with it. - Plea...	null
1,012,382	Huge 2 BR Upper East Cental Park	79,805,143,117	verified	Audrey	Manhattan	East Harlem	40.79685	-73.94872	United States	null	null	moderate	Entire home/apt	2,013	$281	$56	7	0	null	null	3	2	347	No smoking, No pets. No shoes in the house. Visitors are permitted in the common area only. Please use the dining room to enjoy your meals. Also refrain using an electronic device while having your meal. Quiet time between 10:00pm-6:00am.	null
1,012,934	Sweet and Spacious Brooklyn Loft	86,554,611,512	verified	Alissa	Brooklyn	Williamsburg	40.71842	-73.95718	United States	null	null	flexible	Entire home/apt	2,016	$477	$95	3	9	12/28/2021	0.07	3	1	193	- No smoking or open flames on the property - Please respect the peace and privacy of our neighbors - Access Roslindale Urban Wild from street - do not jump backyard fence - Max of 3 occupants, please!	null
1,013,487	CBG CtyBGd HelpsHaiti rm#1:1-4	53,754,237,010	verified	Mary	Brooklyn	Park Slope	40.68069	-73.97706	United States	null	null	moderate	Private room	2,013	$133	$27	2	130	07/01/2019	1.09	4	6	54	Arrival time can be no later than 10:00PM. No visitors allowed at anytime without prior approval. Overnight guests are only allowed as part of the reservation. Never more than 2 people in this room. No smoking. 11:00 PM is quiet time while watching private room tv is acceptable. No eating meals in the room. It's too s...	null
1,014,039	CBG Helps Haiti Room#2.5	87,668,933,180	null	William	Brooklyn	Park Slope	40.67989	-73.97798	United States	null	null	moderate	Private room	2,017	$1,050	$210	1	39	01/01/2019	0.37	3	6	9	null	null
1,014,591	CBG Helps Haiti Rm #2	57,827,496,420	unconfirmed	Charlotte	Brooklyn	Park Slope	40.68001	-73.97865	United States	null	null	strict	Private room	2,005	$816	$163	2	71	07/02/2019	0.61	4	6	344	We take great care of our home and expect you to do the same. Smoking is not permitted anywhere on the property.	null
1,015,144	MAISON DES SIRENES1,bohemian apartment	48,387,947,293	null	Miranda	Brooklyn	Bedford-Stuyvesant	40.68371	-73.94028	United States	null	null	strict	Entire home/apt	2,006	$1,175	$235	2	88	6/19/2019	0.73	4	2	372	null	null
1,015,696	Sunny Bedroom Across Prospect Park	81,686,279,636	null	Carlos	Brooklyn	Windsor Terrace	40.65599	-73.97519	United States	null	null	moderate	Private room	2,021	$530	$106	1	19	6/23/2019	1.37	5	2	344	Quiet neighborhood, middle apartment of big house, quiet after 11:00. No smoking or candles in apartment. Clean kitchen after use.	null
1,016,248	Magnifique Suite au N de Manhattan - vue Cloitres	38,811,420,224	verified	Adrianna	Manhattan	Inwood	40.86754	-73.92639	United States	null	null	strict	Private room	2,017	$274	$55	4	0	null	null	null	1	96	To treat our home with respect. No smoking inside but feel free to use the front porch. The marble in the bathroom is very easily stained. We ask that you limit drinking coffee, red wine, etc to the bedroom.	null
1,016,800	Midtown Pied-a-terre	19,382,804,591	unconfirmed	Andrew	Manhattan	Hell's Kitchen	40.76715	-73.98533	United States	null	null	moderate	Entire home/apt	2,016	$209	$42	10	58	8/13/2017	0.49	null	1	103	Please no pets or smoking in the house, though you can go out on a private porch if you must indulge. Feel free to bring food and cook...I love it when guests prepare a meal. Quiet hours 9PM to 6AM.	null
1,017,353	SPACIOUS, LOVELY FURNISHED MANHATTAN BEDROOM	51,449,163,855	verified	Daryl	Manhattan	Inwood	40.86482	-73.92106	United States	null	null	strict	Private room	2,021	$432	$86	3	108	6/15/2019	1.11	null	3	172	My ideal guests would be warm, friendly, and respectful of sharing my home and it's rhythms. I am allergic to cigarettes, so no smoking please, not even in the yard. A quiet homecoming is much appreciated at the end of the evening's nightlife.	null
1,017,905	Modern 1 BR / NYC / EAST VILLAGE	86,424,057,349	unconfirmed	Tyler	Manhattan	East Village	40.7292	-73.98542	United States	null	null	flexible	Entire home/apt	2,010	$666	$133	14	29	4/19/2019	0.24	null	1	56	Just be respectful, clean, and quiet after 10:00PM!	null
1,018,457	front room/double bed	69,410,526,955	unconfirmed	Byron	Manhattan	Harlem	40.82245	-73.95104	United States	null	null	flexible	Private room	2,004	$770	$154	3	242	06/01/2019	2.04	null	3	105	No loud noises or loud music. Please help us save the planet by shutting off all the lights when they are not needed. Make sure the coffee maker, toaster and other appliance are off when you leave every morning. No pets. Remove your shoes and keep them inside the apartment. ABSOLUTELY NO SMOKING is allowed in the hous...	null
1,019,010	Spacious 1 bedroom in luxe building	80,369,762,211	verified	Mary	Manhattan	Harlem	40.81305	-73.95466	United States	null	null	flexible	Private room	2,007	$512	$102	2	88	6/14/2019	1.42	null	1	169	null	null
1,019,562	Loft in Williamsburg Area w/ Roof	50,968,902,783	unconfirmed	John	Brooklyn	Greenpoint	40.72219	-73.93762	United States	null	null	moderate	Private room	2,007	$858	$172	4	197	6/15/2019	1.65	null	3	383	LAUNDRY - Laundry can be done by the visitor before 10 pm, preferably on weekends. - Please provide your own detergent and fabric conditioner. Keep the machine clean and remember to clean the filter before and after use. - Please ask hosts to teach you how to operate the machines if you are not familiar with it. - Plea...	null
1,020,114	back room/bunk beds	25,066,620,900	verified	Alfred	Manhattan	Harlem	40.8213	-73.95318	United States	null	null	strict	Private room	2,021	$545	$109	3	273	07/01/2019	2.37	null	3	411	Please no smoking on the property	null
1,020,667	Large B&B Style rooms	57,938,703,679	unconfirmed	Jared	Brooklyn	Bedford-Stuyvesant	40.6831	-73.95473	United States	US	true	strict	Private room	2,016	$191	$38	1	74	05/12/2019	0.66	null	2	76	No smoking, this is non-negotiable. No illegal drug use and we make no exceptions. We do not allow additional guests or parties. We expect respectful behavior, particularly late at night. We can allow friendly, house- trained dogs. We have a dog of our own, so its important that your dog be under your charge at all...	null
1,021,219	Lovely room 2 & garden; Best area, Legal rental	53,343,148,512	verified	Brad	Brooklyn	South Slope	40.66869	-73.9878	United States	US	true	moderate	Private room	2,003	$1,111	$222	4	168	6/21/2019	1.41	null	3	416	null	null
1,021,771	Clean and Quiet in Brooklyn	26,207,748,876	verified	Arthur	Brooklyn	Bedford-Stuyvesant	40.68876	-73.94312	United States	US	false	moderate	Private room	2,004	$203	$41	60	0	null	null	null	1	294	NO Shoes in the house. This is why my house is so clean! NO Smoking inside or outside (cigarettes or anything else). NO Parties (inside or outside). NO pets (inside or out) This is a nice quiet neighborhood. Please be respectful of others.	null
1,022,323	Cute apt in artist's home	88,653,822,946	verified	Joyce	Brooklyn	Bushwick	40.70186	-73.92745	United States	US	true	moderate	Entire home/apt	2,005	$1,097	$219	2	231	6/22/2019	1.96	3	2	214	Please no shoes inside the house and no smoking (cigarettes or anything else) either in or outside. Please be respectful of neighbors in the evening and early morning (10pm-7am). When you leave at the end of your stay, please take your trash outside to the large garbage bin at the end of the driveway.	null
1,022,876	Country space in the city	49,725,315,867	verified	Deanna	Brooklyn	Flatbush	40.63702	-73.96327	United States	US	true	strict	Private room	2,011	$1,020	$204	1	0	null	null	3	1	356	House Guidelines for our BnB We are delighted to welcome you. Check in Sun – Thurs by 8PM and Fri, Sat by 9pm. Please bear in mind that this is not a hotel but our home and we are opening it to you. We will do our utmost to make your stay enjoyable and fun. We ask that you take care to respect our home and its appea...	null
1,023,428	LowerEastSide apt share shortterm 1	31,736,204,344	null	Clark	Manhattan	Lower East Side	40.71401	-73.98917	United States	US	true	moderate	Shared room	2,012	$1,010	$202	1	214	07/05/2019	1.81	5	4	110	Not smoking, drugs, or alcoholics allow. Guest most inform the purpose of their trip and provide ID or passport upon arrival. Only 1 gust allow unless the guest consult the host first for any other type of arrangements.	null
1,023,980	ENJOY Downtown NYC!	63,131,487,263	unconfirmed	Byron	Manhattan	East Village	40.7229	-73.98199	United States	US	false	strict	Private room	2,005	$563	$113	2	245	6/21/2019	2.08	3	2	354	null	null
1,024,533	Beautiful Sunny Park Slope Brooklyn	50,357,575,975	verified	Alina	Brooklyn	South Slope	40.66278	-73.97966	United States	US	true	flexible	Entire home/apt	2,020	$370	$74	3	15	5/27/2019	0.39	2	1	33	No smoking inside. Since I have a dog, there are no other pets allowed.	null
1,025,085	1bdr w private bath. in lofty apt	45,597,582,469	null	Charlie	Brooklyn	Fort Greene	40.69673	-73.97584	United States	US	false	strict	Private room	2,008	$687	$137	7	25	9/30/2018	0.23	1	1	405	No smoking, No pets. No shoes in the house. Visitors are permitted in the common area only. Please use the dining room to enjoy your meals. Also please refrain using an electronic device while having your meal. Quiet time between 10:00pm-6:00am.	null
1,025,637	West Side Retreat	55,430,108,992	unconfirmed	Alford	Manhattan	Upper West Side	40.79009	-73.97927	United States	US	false	strict	Private room	2,017	$856	$171	4	81	6/16/2019	0.69	3	1	86	Free WiFi! * No smoking anywhere on property. *No out-door shoes to be worn in the house. We ask that guests be willing to be considerate and quiet while coming and going from 10 pm to 6 am, please. This is a non-smoking property. There is no smoking anywhere on the property, inside nor on the porch. We also ask guests...	null
1,026,190	BEST BET IN HARLEM	2,107,606,817	unconfirmed	Chester	Manhattan	Harlem	40.81175	-73.94478	United States	US	true	flexible	Entire home/apt	2,006	$62	$12	7	97	6/13/2019	0.84	null	1	152	- Quiet hours between 10pm-6am - Visitors in common spaces only	null
1,026,742	Entire apartment in central Brooklyn neighborhood.	41,615,406,010	null	David	Brooklyn	Prospect-Lefferts Gardens	40.65944	-73.96238	United States	US	false	strict	Entire home/apt	2,007	$435	$87	null	11	06/05/2019	0.49	null	1	353	null	null
1,027,294	1 Stop fr. Manhattan! Private Suite,Landmark Block	81,253,735,818	unconfirmed	Victoria	Queens	Long Island City	40.74771	-73.9474	United States	US	true	flexible	Private room	2,022	$916	$183	null	248	07/01/2019	2.25	null	1	26	The room is strictly non-smoking, however, you can smoke in the back porch. No drugs! No visitors without previous authorization. We do prefer adults since the house is not "child proof" and, we are full time workers. Babies OK! Please, keep in mind that, this is not a hotel. The room should be left in good condition...	null
1,027,846	Charming Brownstone 3 - Near PRATT	42,134,614,458	verified	Jared	Brooklyn	Bedford-Stuyvesant	40.68111	-73.95591	United States	US	true	moderate	Entire home/apt	2,019	$459	$92	null	61	5/25/2019	0.52	null	1	32	No smoking, please. No drugs or guns allowed. Only registered guests allowed; no other visitors please. We cannot accommodate pets as I already have two. Cat: OK to let Bella out of the house. Dog: Please don't let Moe out of the house. He'd like to run to the street. He is also a bit noisy when visitors arrive. P...	null
1,028,399	bright and stylish duplex	53,466,382,920	verified	Chloe	Brooklyn	Bedford-Stuyvesant	40.68554	-73.9409	United States	US	false	moderate	Entire home/apt	2,015	$363	$73	null	11	01/01/2017	0.1	1	1	85	No smoking. No pet. No shoes in the house. Visitors are permitted in the common area only. Please use the dining room to enjoy your meals. Also please refrain using an electronic device while having your meal. Quiet time between 10:00pm-6:00am.	null
1,028,951	Fort Greene brownstone	49,393,946,881	unconfirmed	Abraham	Brooklyn	Fort Greene	40.69142	-73.97376	United States	US	true	strict	Private room	2,009	$212	$42	null	135	6/17/2019	1.16	1	2	null	We limit number of guests not staying, so please keep it to a maximum of 2 additional visitors within normal social hours (noon-11pm). We are respectful of others, and expect the same from our guests. Have fun and come and go as you please. We promise to do the same.	null
1,029,503	Blue Room for 2 in Brownstone for $1350 monthly	1,529,890,895	unconfirmed	Sophia	Brooklyn	Bedford-Stuyvesant	40.68043	-73.93934	United States	US	false	moderate	Private room	2,015	$728	$146	null	112	6/16/2019	1.01	2	3	null	We regret we cannot accommodate pets. Strictly no smoking anywhere on the property. Not inside. Not in the yard. Not on the deck or driveway. Like many New England houses, our house is constructed entirely of wood. No smoking please.	null
1,030,056	Cozy 1BD on Central Park West in New York City	50,562,514,538	unconfirmed	Madaline	Manhattan	Upper West Side	40.78635	-73.97008	United States	US	true	strict	Entire home/apt	2,013	$901	$180	null	73	07/07/2019	0.63	3	1	null	No smoking anywhere on the property. Quiet and no noise after 10 pm or before 6 am. No outdoor shoes to be worn in the house. Please respect our home as we would yours. No pets.	null
1,030,608	* ORIGINAL BROOKLYN LOFT *	49,585,766,302	verified	Sawyer	Brooklyn	Williamsburg	40.7042	-73.9356	United States	US	false	flexible	Entire home/apt	2,007	$335	$67	null	82	5/17/2019	0.7	2	1	null	null	null
1,031,160	Greenpoint Place...Has It All!	52,857,769,781	unconfirmed	Madaline	Brooklyn	Greenpoint	40.73506	-73.95392	United States	US	true	moderate	Entire home/apt	2,014	$254	$51	null	328	6/29/2019	2.82	5	1	null	Strictly NO smoking. No loud noises after 10pm.	null
1,031,713	Beautiful Apartment in Manhattan!!!	39,829,029,279	verified	Richard	Manhattan	Kips Bay	40.73961	-73.98074	United States	US	true	moderate	Entire home/apt	2,017	$903	$181	null	19	3/25/2019	0.22	5	1	null	Check-in is at 3pm, and check-out is by 11am. Arriving slightly earlier, or want that extra hour to sleep? Should be fine, but please check with us first. We understand that accidents happen. But we do ask that you please let us know when they do. Chances are we can fix them as effortlessly, as long as we know in advan...	null
1,032,265	Williamsburg 1 bedroom Apartment	84,933,495,312	unconfirmed	Paul	Brooklyn	Williamsburg	40.70881	-73.9593	United States	US	false	moderate	Entire home/apt	2,012	$439	$88	30	105	6/22/2019	0.9	5	1	null	No smoking or pets. Don't forget to recycle.	null
1,032,817	null	18,424,415,847	unconfirmed	Carina	Manhattan	Lower East Side	40.72004	-73.99104	United States	US	true	flexible	Private room	2,009	$1,024	$205	5	19	5/18/2019	0.17	4	1	null	null	null
1,033,369	null	48,877,238,684	null	Sophia	Manhattan	Hell's Kitchen	40.75531	-73.99293	United States	US	true	strict	Private room	2,006	$658	$132	2	289	06/09/2019	2.49	3	2	null	null	null
1,033,922	null	71,987,706,184	verified	Rosie	Brooklyn	Greenpoint	40.72401	-73.93788	United States	US	false	flexible	Private room	2,020	$543	$109	4	138	06/04/2019	1.19	1	3	null	No smoking.	null
1,034,474	null	85,649,449,746	verified	Frederick	Manhattan	SoHo	40.7221	-73.99775	United States	US	true	strict	Entire home/apt	2,019	$256	$51	30	21	6/29/2019	0.3	5	1	null	Quietly please. I am on the top floor and have people living in the condo below me. Thanks!!	null
1,035,026	null	22,028,915,442	null	Agata	Brooklyn	Williamsburg	40.71185	-73.96204	United States	US	false	moderate	Private room	2,012	$294	$59	2	42	6/30/2019	0.38	3	1	null	I expect them to come and go quietly and to let me know their schedule as soon as they know it. During the week people need to check in before 8AM or after 6PM	null
1,035,579	null	51,930,287,368	unconfirmed	George	Manhattan	Chelsea	40.74623	-73.9953	United States	US	true	moderate	Entire home/apt	2,004	$779	$156	180	5	11/03/2018	0.12	2	1	null	null	null
1,036,131	null	85,658,272,266	unconfirmed	Kelsey	Manhattan	Upper East Side	40.77065	-73.95269	United States	US	false	strict	Entire home/apt	2,020	$653	$131	2	66	3/30/2019	0.57	5	2	null	Thank you for your interest- we look forward to hosting you! We are looking for friendly, courteous guests who will be respectful of our home. No parties. No smokers please. Please be aware of usual check-in time of 6p (or after) and check-out time of 4p (or earlier). There might be flexibility on some days so feel...	null
1,036,683	null	91,715,353,208	null	Sabrina	Brooklyn	Prospect Heights	40.67811	-73.96428	United States	US	true	flexible	Entire home/apt	2,012	$303	$61	30	143	1/26/2019	1.33	1	2	null	No smoking indoors	null
1,037,236	Double Room w Private Deck Clinton Hill Best Area	71,078,326,464	unconfirmed	William	Brooklyn	Clinton Hill	40.69	-73.96788	United States	US	false	flexible	Private room	2,010	$825	$165	7	27	9/30/2017	0.23	2	2	null	null	null
1,037,788	Your Heaven in Hells Kitchen	20,543,275,700	verified	Melissa	Manhattan	Hell's Kitchen	40.75979	-73.99119	United States	US	false	strict	Private room	2,013	$646	$129	30	191	null	1.65	1	1	null	null	null
1,038,340	Light-filled 2B duplex in the heart of Park Slope!	42,969,787,263	verified	Ellia	Brooklyn	Park Slope	40.67343	-73.98338	United States	US	false	flexible	Entire home/apt	2,006	$1,037	$207	3	4	9/24/2017	0.16	3	1	null	We are both professionals who, while friendly and definitely social, like to sleep when we get the chance. We expect our guests to be respectful of the space, and I promise we will do the same! No smoking in the house, please!	null
1,038,892	Sunny, Modern room in East Village!	79,667,908,130	unconfirmed	Walter	Manhattan	East Village	40.72649	-73.97904	United States	US	false	strict	Private room	2,015	$87	$17	1	338	07/01/2019	4.72	3	2	null	null	null
1,039,445	HAVEN LOFT - Entire Floor - Six Windows - Bricks	19,095,545,297	unconfirmed	Sawyer	Brooklyn	Williamsburg	40.70933	-73.96792	United States	US	true	moderate	Entire home/apt	2,007	$316	$63	1	148	6/23/2019	1.4	1	1	null	null	null
1,039,997	Large Room in Amazing East Village Apt	58,710,475,260	unconfirmed	Valeria	Manhattan	East Village	40.72298	-73.98474	United States	US	true	flexible	Private room	2,017	$735	$147	1	106	6/21/2019	1.26	3	2	null	I feel very responsible and accountable for your needs and comfort while you stay at my home... I will go above and beyond for you! That being said -- I do not charge hotel pricing for a reason. Hotels allow for 24 hour on call service, if you lock yourself out or are having trouble with something... a hotel front des...	null
1,040,549	SpaHa Loft: Enormous and Bright	27,952,493,551	null	Adelaide	Manhattan	East Harlem	40.80164	-73.93922	United States	US	false	flexible	Entire home/apt	2,017	$524	$105	4	190	6/23/2019	1.64	4	1	null	null	null
1,041,102	Lovely EV Artist's Home	90,314,634,438	unconfirmed	Reid	Manhattan	East Village	40.72162	-73.98008	United States	US	false	moderate	Entire home/apt	2,019	$238	$48	9	49	5/14/2018	0.43	3	1	null	These are prohibited: -No Smoking -No Pets -No Bed Bugs- (If you have any suspicion that you have been in a place that has bed bugs, please do not come to our home.) A full refund will be offered. Bedrooms: -Leave the room in the same condition that you found it. -"Sleeping" quiet hours are from 9:00PM to 9:00AM. At...	null
1,041,654	Cool Room in Hell's Kitchen	44,843,744,875	verified	Charlie	Manhattan	Hell's Kitchen	40.76342	-73.98865	United States	US	false	moderate	Private room	2,017	$603	$121	7	23	06/01/2019	0.43	3	1	null	null	null
1,042,206	HARLEM, NEW YORK WELCOMES YOU!!	98,195,975,718	null	Violet	null	Washington Heights	40.83139	-73.94095	United States	US	true	moderate	Private room	2,011	$571	$114	2	49	6/18/2019	1.6	2	2	null	The usual courtesies apply: - No smoking - No overnight guests unless part of the reservation - Be reasonably quiet after 10 at night	null
1,042,759	BLUE TRIM GUEST HOUSE	4,726,877,402	unconfirmed	Audrey	null	Clinton Hill	40.68346	-73.96374	United States	US	true	strict	Private room	2,014	$398	$80	2	105	6/26/2019	0.92	1	1	null	Shoes off please Cat can go in or out as he desires, don't worry if you let him out No smoking No drugs or excessive alcohol No pets Please do not light candles We will provide a small basket for your toiletries to bring to and from the bathroom. Please discuss any guests you bring into the household beyond those on th...	null
1,043,311	Charming East Village One Bedroom Flat	74,322,993,447	verified	Violet	null	East Village	40.72828	-73.98801	United States	US	false	strict	Entire home/apt	2,018	$618	$124	5	21	01/02/2019	0.2	4	1	null	no smoking quiet	null
1,043,863	Manhattan Room	11,468,499,446	verified	Sofia	null	Upper East Side	40.76865	-73.95058	United States	US	false	strict	Private room	2,007	$116	$23	1	142	07/06/2019	1.5	4	1	null	I'm a semi kosher vegetarian which means that I don't bring any pork or shelled fish into the house. Chicken/Red meat is fine. Please confirm in your message that you're ok with this "house rule."	null
1,044,415	Little King of Queens	68,599,531,533	unconfirmed	Melanie	null	Woodside	40.75038	-73.90334	United States	US	true	flexible	Private room	2,012	$54	$11	30	25	null	0.22	2	1	null	No Street Shoes allowed in House. No cooking Keep rooms Neat and Clean	null
1,044,968	Fort Greene Retreat on the Park	43,811,392,937	null	Lenny	Brooklyn	Fort Greene	40.6932	-73.97267	United States	US	true	flexible	Private room	2,013	$744	$149	3	143	6/16/2019	1.28	2	1	null	null	null
1,045,520	Beautiful Meatpacking District Loft	6,644,226,026	unconfirmed	Eddy	Manhattan	Chelsea	40.74138	-74.00197	United States	US	true	strict	Private room	2,011	$1,065	$213	3	167	5/28/2019	1.65	4	1	null	null	null
1,046,072	null	73,077,753,757	verified	Arthur	Brooklyn	Williamsburg	40.71154	-73.96112	United States	US	false	moderate	Private room	2,017	$1,057	$211	3	61	4/22/2019	0.54	3	4	null	No smoking. One's home is their sanctuary. Please treat mine with care. I've worked hard for it and try to make it as pleasant as possible for guests to stay. :)	null
1,046,625	Spacious luminous apt Upper West NYC	97,798,221,815	verified	Alisa	Manhattan	Harlem	40.82915	-73.95136	United States	US	true	flexible	Entire home/apt	2,005	$1,056	$211	31	54	3/23/2019	0.49	3	1	null	You may come and go as you please. No smoking is allowed in the house.	null
1,047,177	Entire 2 Bedroom - Large & Sunny	54,627,928,830	verified	Edgar	Manhattan	Lower East Side	40.71851	-73.98892	United States	US	false	moderate	Entire home/apt	2,017	$909	$182	5	70	null	0.62	4	1	null	No smoking. We kindly ask for taxis or other rides to call and not use a horn as this is a quiet neighborhood.	null
1,047,729	Sunny, Spacious Top Floor Haven	88,585,125,323	verified	Justin	Brooklyn	Flatbush	40.65401	-73.96323	United States	US	true	moderate	Entire home/apt	2,017	$586	$117	6	16	6/15/2019	0.15	4	1	null	null	null
1,048,282	Private room Great Deal at Lower East Side	15,834,881,958	unconfirmed	Violet	Manhattan	Lower East Side	40.7114	-73.98794	United States	US	true	strict	Private room	2,013	$575	$115	30	94	04/08/2019	0.84	3	1	null	- Please be careful when coming and going so not to let the cat out. He is usually very curious to leave! - Please keep the noise down from 10pm until 8am. - Guests are not allowed to have other guests come over. - Please be considerate and treat our home with respect. - Check-in is 5.30pm during week-days. Please chec...	null
1,048,834	perfect for a family or small group	34,333,762,709	unconfirmed	Sienna	Brooklyn	Brooklyn Heights	40.69723	-73.99268	United States	US	false	strict	Entire home/apt	2,013	$292	$58	1	25	08/04/2016	0.24	3	1	null	null	null
1,049,386	2 bedroom Williamsburg Apt - Bedford L stop	76,203,104,999	verified	Lucy	Brooklyn	Williamsburg	40.71833	-73.95748	United States	US	true	strict	Entire home/apt	2,007	$194	$39	3	61	08/09/2018	0.53	4	1	null	Sorry, no smoking. You'll be sharing the house, so consideration is a must, e.g. quiet hours are 10pm-6:30am.	null
1,049,938	Oh glorious spring!	7,693,754,055	unconfirmed	Ellia	Manhattan	East Village	40.72334	-73.9844	United States	US	false	flexible	Private room	2,022	$123	$25	3	194	6/30/2019	1.73	2	1	null	Rules are to respect everyone in the home and keep the place clean as is found.	null
1,050,491	Great Location for NYC	65,444,463,877	null	Emma	Manhattan	East Village	40.72912	-73.98057	United States	US	false	strict	Private room	2,004	$1,079	$216	1	2	2/14/2016	0.05	5	1	null	I just ask that you clean after yourself if you use the kitchen.	null
1,051,043	Cozy Bedroom in Williamsburg 3 BR	14,067,827,221	unconfirmed	Lilianna	null	Williamsburg	40.71156	-73.96218	United States	US	false	moderate	Private room	2,015	$266	$53	3	174	6/22/2019	1.54	5	4	null	Dryer and Washing Machine are in Basement (1.00 each) Please pick up after yourself :)	null
1,051,595	Sunny room+Pvte office in huge loft	12,884,105,458	null	Albert	null	Bushwick	40.70032	-73.9383	United States	US	false	moderate	Private room	2,012	$728	$146	4	24	null	0.28	5	1	null	To enjoy, relax, feel safe and cozy. Also, keep the place clean and quiet in the evening.	null
1,052,148	Spacious Prospect Heights Apartment	63,218,812,094	unconfirmed	Sarah	null	Prospect Heights	40.68233	-73.97261	United States	US	false	flexible	Entire home/apt	2,021	$583	$117	4	166	6/27/2019	3.4	2	1	null	We ask that guests be respectful as there are others living in the home. NO smoking or pets please.	null
1,052,700	Large Parlor Room, Landmark Home 1 block to PRATT	89,635,238,032	unconfirmed	Rubie	Brooklyn	Clinton Hill	40.68634	-73.966	United States	US	true	moderate	Private room	2,012	$51	$10	7	16	5/31/2019	0.2	null	6	null	House rules are just common sense; especially take care not to be too noisy for the neighbors. Also no smoking inside. Also I'm quite attached to the Rietveld chair, so be careful with it :).	null
1,053,252	2-bed brownstone duplex + garden	40,398,018,895	unconfirmed	Alfred	Brooklyn	Prospect Heights	40.68035	-73.97162	United States	US	false	moderate	Entire home/apt	2,018	$588	$118	7	21	5/21/2019	0.3	null	1	null	No smoking in the building no partying in building	null
1,053,805	Charming 1 bed GR8 WBurg LOCATION!	85,349,309,260	null	Chester	Brooklyn	Williamsburg	40.70984	-73.95775	United States	US	false	moderate	Entire home/apt	2,010	$360	$72	5	168	7/22/2018	1.57	null	1	82	No pets. Sorry, it takes too long to clean. No smoking. Same reason. No open flames (candles, etc) Unless it is a birthday cake. No smoking inside the building or outside on the property. $10,000 fine from management billed to guest if you smoke inside the property. Quiet hours 11 p.m. -7 a.m. (Inside and outside of...	null
1,054,357	null	43,086,080,920	verified	Joyce	Brooklyn	Bushwick	40.70093	-73.92609	United States	US	true	strict	Entire home/apt	2,011	$380	$76	null	118	6/18/2019	1.05	null	2	92	null	null
1,054,909	null	8,644,470,108	verified	Sydney	Manhattan	Upper West Side	40.79764	-73.96177	United States	US	true	strict	Entire home/apt	2,017	$343	$69	null	null	07/07/2019	0.71	null	1	55	We ask that guests be respectful and considerate of the family members who live in the home. NO smoking or pets please.	null
1,055,461	null	2,531,706,698	null	Victoria	Manhattan	Harlem	40.82803	-73.94731	United States	null	null	flexible	Private room	2,021	$160	$32	null	1	10/09/2018	0.11	null	1	158	House should be left as tidy as you found it. No extra guests.	null
1,056,014	null	31,493,374,340	verified	null	Manhattan	Chelsea	40.74008	-74.00271	United States	null	null	moderate	Private room	2,022	$528	$106	null	30	05/01/2019	0.27	null	2	64	null	null

End of preview.

YAML Metadata Warning:empty or missing yaml metadata in repo card

Check out the documentation for more information.

EDA Summary — Airbnb Open Data - Lior Feinstein

This project explores an Airbnb dataset to understand which factors influence the review ratings that listings receive. The analysis includes data cleaning, visualizations, and investigations into how price, room type, neighbourhood group, and host activity relate to guest review rating.

1. Dataset Overview

The dataset consists of 102,599 Airbnb listings in the New York City,United States. It includes 26 original features covering listing attributes, host characteristics, availability details, and review metrics.

Key Feature Types (full list in the notebook)

Categorical Features:

room_type
neighbourhood_group
host_identity_verified
cancellation_policy
instant_bookable

Numerical Features:

price
service_fee
review_rate_number
minimum_nights
number_of_reviews
availability_365

Prediction Goal

The primary task is a regression problem:
Predict the numeric review_rate_number (1.0–5.0) for each listing based on features such as price, room type, and neighbourhood group.

2. Data Cleaning

A series of preprocessing steps were performed to prepare the dataset for analysis and modeling.

Columns Removed

host_id, host_name, name — Identifier/text fields not useful for prediction
country_code, country — All entries are within the US
cancellation_policy, house_rules — Non-numeric and removable per instructions
last_review — Not relevant to the analysis
license — Mostly empty

Data Quality Fixes

Corrected spelling issues in neighbourhood_group:
- "brooklm" to "Brooklyn"
- "manhatan" to "Manhattan"
Handled rare categories by checking frequency
Filled missing values
Resolved contradictions (e.g., listings with 0 reviews but a rating)
Removed duplicate listings using the id field

Outliers handling

I handled outliers using box plots:

it is noticable that minimum nights has outliers as it is not possible to have negative value, and it is weird to have values larger than 365.

number of reviews and reviews per month : we can see there are a lot of outliers. That popular listing is an outlier, but it's one of the most important data points! We definitely keep these, it just implies about the property popularity.

calculated host listings count - there are many "Far" data point but, it might be "superhosts" or property managers who own many listings. we will keep it.

3. Visualizations and Insights

The EDA included various visual explorations of the dataset to examine relationships between listing characteristics and review ratings.

The prices per room type varies, and there doens't seem to be an outlier. no changes will be done to the data.

4. Research Questions and Findings

Q1 — Is Room Type Related to Being Highly Rated?

Room type shows only a weak relationship with high ratings.

Hotel rooms have the highest proportion of 5-star reviews
Shared rooms have the lowest
Overall, differences across room types are modest, suggesting room type alone is not a strong predictor of guest satisfaction

Q2 — What Is the Price Distribution of Highly-Rated vs. Not-Highly-Rated Listings?

Key observations:

Listings with a rating of 0 tend to have much lower median prices
This is likely because new or unrated properties set lower prices to attract initial guests
Once listings begin receiving ratings, their prices increase and become more consistent

This suggests that hosts raise prices after building credibility through reviews.

Q3 — Does Neighbourhood Group Affect Rating?

There is an important difference between raw counts and percentages:

Manhattan has the highest number of 5-star reviews because it has the most listings
Staten Island and Queens have the highest proportion of 5-star ratings

This indicates that while Manhattan has high volume, its rating consistency is lower. In contrast, smaller markets like Staten Island show more uniform guest satisfaction.

Q4 — Does the Number of Listings a Host Manages Influence Their Ratings?

A clear but slight pattern emerges:

Hosts who manage more properties tend to have higher average ratings

This may suggest that professional or experienced hosts provide more consistent service and maintain higher-quality listings.

Final Summary:

Room type has only a minor impact on ratings, with small differences across room categories.
Price and rating show no clear correlation, and low prices mainly indicate new, unrated listings.
Neighbourhood group influences rating consistency, with Staten Island and Queens performing best proportionally.
More experienced hosts (managing more listings) consistently receive higher ratings.

Recommendations:

To better understand rating patterns, Airbnb should collect additional guest-experience metrics such as cleanliness, communication, response time, and review sentiment, since these factors likely drive satisfaction more than listing attributes.
Because experienced hosts receive higher ratings, Airbnb should also offer training and support programs—such as onboarding guides, communication templates, and best-practice recommendations—to help new hosts deliver more consistent, high-quality service.

Video Presentaion Link: https://drive.google.com/file/d/1INd5mj2PZmQ2AeaZzTGegr71bwfOGU2u/view?usp=sharing

Downloads last month: 9

Total file size:

37.6 MB