library(tibble)
myfile <- 'https://raw.githubusercontent.com/ishantnayer/Rfiles/master/listings.csv'
data<- read.csv(myfile)
tibble_airbnb<-as_tibble(data)
str(tibble_airbnb)## Classes 'tbl_df', 'tbl' and 'data.frame': 3585 obs. of 95 variables:
## $ id : int 12147973 3075044 6976 1436513 7651065 12386020 5706985 2843445 753446 849408 ...
## $ listing_url : Factor w/ 3585 levels "https://www.airbnb.com/rooms/10004575",..: 462 1876 2737 1261 2918 543 2402 1830 2890 3196 ...
## $ scrape_id : num 2.02e+13 2.02e+13 2.02e+13 2.02e+13 2.02e+13 ...
## $ last_scraped : Factor w/ 1 level "2016-09-07": 1 1 1 1 1 1 1 1 1 1 ...
## $ name : Factor w/ 3504 levels " Cozy Spot in Boston's Little Italy",..: 3036 967 2094 2878 1082 2410 2208 7 259 2360 ...
## $ summary : Factor w/ 3114 levels ""," APARTMENT INFORMATION 2 Bedroom/1 Bathroom Shared Furnished Apartment,Located Commonwealth Ave, Brighton,MA All utilities i"| __truncated__,..: 722 511 601 577 1388 2328 1103 2958 1721 2634 ...
## $ space : Factor w/ 2269 levels ""," Designed like a 'TinyHouse' in the country (with central air & heat) the magic of this place is in its urban setting, usa"| __truncated__,..: 1521 1318 417 934 398 1152 1639 2138 992 1173 ...
## $ description : Factor w/ 3423 levels " APARTMENT INFORMATION 2 Bedroom/1 Bathroom Shared Furnished Apartment,Located Commonwealth Ave, Brighton,MA All utilities i"| __truncated__,..: 767 540 636 611 1508 2515 1202 3256 1851 2906 ...
## $ experiences_offered : Factor w/ 1 level "none": 1 1 1 1 1 1 1 1 1 1 ...
## $ neighborhood_overview : Factor w/ 1729 levels ""," It is a very quiet and safe neighborhood. You will see many young professionals and students here. Close to Dorchester Ave, wh"| __truncated__,..: 1027 1340 1125 1022 506 1636 1030 923 1023 1471 ...
## $ notes : Factor w/ 1270 levels ""," We have extra guitars and other acoustic instruments; also games and fun books, some in Italian, French or Spanish, to rela"| __truncated__,..: 1 374 288 596 317 1 399 1155 1 631 ...
## $ transit : Factor w/ 1860 levels ""," Getting Around The Back Bay neighborhood sits on land reclaimed from water in the mid-nineteenth century. Unlike many other Bo"| __truncated__,..: 1234 847 819 1364 468 1492 1250 1648 1 845 ...
## $ access : Factor w/ 1763 levels ""," This magical Urban Oasis is connected to our Cottage. Your private patio and entry are at the back of the building and w"| __truncated__,..: 1554 146 762 1098 1596 484 768 128 1 1 ...
## $ interaction : Factor w/ 1618 levels ""," Our interaction with you is entirely mediated by your desires. We love to tell you about the hidden delights to be found"| __truncated__,..: 1 791 21 1255 463 1483 378 1444 1 758 ...
## $ house_rules : Factor w/ 1929 levels ""," No smoking in house but on the balcony it's ok. No more than 2 people. One real bed and one Murphy's bed (pull-out). Shared ba"| __truncated__,..: 447 1184 573 201 1334 1092 1328 546 164 709 ...
## $ thumbnail_url : Factor w/ 2987 levels "","https://a0.muscache.com/im/pictures/100022717/ccdf8b11_original.jpg?aki_policy=small",..: 2552 524 1812 1360 774 2195 413 2751 2469 1325 ...
## $ medium_url : Factor w/ 2987 levels "","https://a0.muscache.com/im/pictures/100022717/ccdf8b11_original.jpg?aki_policy=medium",..: 2552 524 1812 1360 774 2195 413 2751 2469 1325 ...
## $ picture_url : Factor w/ 3585 levels "https://a0.muscache.com/im/pictures/100019448/2ea9a03f_original.jpg?aki_policy=large",..: 3074 654 2205 1673 968 2662 517 3308 2979 1627 ...
## $ xl_picture_url : Factor w/ 2987 levels "","https://a0.muscache.com/im/pictures/100022717/ccdf8b11_original.jpg?aki_policy=x_large",..: 2552 524 1812 1360 774 2195 413 2751 2469 1325 ...
## $ host_id : int 31303940 2572247 16701 6031442 15396970 64200298 6570877 3164508 3962517 4434391 ...
## $ host_url : Factor w/ 2181 levels "https://www.airbnb.com/users/show/10021116",..: 898 705 303 1638 248 1693 1718 915 1152 1289 ...
## $ host_name : Factor w/ 1334 levels "40 Berkeley",..: 1276 82 1008 863 753 302 636 827 1104 280 ...
## $ host_since : Factor w/ 1281 levels "2008-11-11","2008-12-03",..: 880 223 6 388 625 1151 407 256 294 320 ...
## $ host_location : Factor w/ 177 levels "","AW","Abington, Massachusetts, United States",..: 31 31 31 31 31 31 95 31 31 31 ...
## $ host_about : Factor w/ 1241 levels "","\nI am a Radiologist with a passion for architecture. My pride and joy is my home which I have been renovating and restoring fo"| __truncated__,..: 1130 630 472 951 701 1 69 953 71 380 ...
## $ host_response_time : Factor w/ 5 levels "N/A","a few days or more",..: 1 5 4 4 5 4 5 4 5 5 ...
## $ host_response_rate : Factor w/ 53 levels "0%","10%","100%",..: 53 3 3 3 3 3 51 3 3 3 ...
## $ host_acceptance_rate : Factor w/ 73 levels "0%","100%","17%",..: 73 2 61 23 2 68 69 2 2 2 ...
## $ host_is_superhost : Factor w/ 2 levels "f","t": 1 1 2 1 2 2 1 2 2 2 ...
## $ host_thumbnail_url : Factor w/ 2174 levels "https://a0.muscache.com/im/users/10133129/profile_pic/1384900174/original.jpg?aki_policy=profile_small",..: 1120 1932 1857 1148 63 1455 2115 1977 932 2060 ...
## $ host_picture_url : Factor w/ 2174 levels "https://a0.muscache.com/im/users/10133129/profile_pic/1384900174/original.jpg?aki_policy=profile_x_medium",..: 1120 1932 1857 1148 63 1455 2115 1977 932 2060 ...
## $ host_neighbourhood : Factor w/ 54 levels "","Allston-Brighton",..: 41 41 41 1 41 41 41 41 41 41 ...
## $ host_listings_count : int 1 1 1 1 1 2 5 2 1 2 ...
## $ host_total_listings_count : int 1 1 1 1 1 2 5 2 1 2 ...
## $ host_verifications : Factor w/ 83 levels "['email', 'facebook', 'reviews']",..: 30 20 60 67 61 61 59 27 27 27 ...
## $ host_has_profile_pic : Factor w/ 2 levels "f","t": 2 2 2 2 2 2 2 2 2 2 ...
## $ host_identity_verified : Factor w/ 2 levels "f","t": 1 2 2 1 2 2 2 2 2 2 ...
## $ street : Factor w/ 1239 levels ", MA 02467, United States",..: 111 895 46 137 369 1131 658 311 1061 230 ...
## $ neighbourhood : Factor w/ 31 levels "","Allston-Brighton",..: 24 24 24 1 24 24 1 24 24 24 ...
## $ neighbourhood_cleansed : Factor w/ 25 levels "Allston","Back Bay",..: 19 19 19 19 19 19 19 19 19 19 ...
## $ neighbourhood_group_cleansed : logi NA NA NA NA NA NA ...
## $ city : Factor w/ 39 levels "","ALLSTON","Allston",..: 4 4 4 4 4 4 4 4 28 4 ...
## $ state : Factor w/ 1 level "MA": 1 1 1 1 1 1 1 1 1 1 ...
## $ zipcode : Factor w/ 44 levels "","02108","02108 02111",..: 23 23 23 1 23 23 23 23 23 23 ...
## $ market : Factor w/ 5 levels "","Boston","Other (Domestic)",..: 2 2 2 2 2 2 2 2 2 2 ...
## $ smart_location : Factor w/ 39 levels "ALLSTON, MA",..: 6 6 6 6 6 6 6 6 29 6 ...
## $ country_code : Factor w/ 1 level "US": 1 1 1 1 1 1 1 1 1 1 ...
## $ country : Factor w/ 1 level "United States": 1 1 1 1 1 1 1 1 1 1 ...
## $ latitude : num 42.3 42.3 42.3 42.3 42.3 ...
## $ longitude : num -71.1 -71.1 -71.1 -71.1 -71.1 ...
## $ is_location_exact : Factor w/ 2 levels "f","t": 2 2 2 1 2 2 1 2 2 2 ...
## $ property_type : Factor w/ 14 levels "","Apartment",..: 10 2 2 10 10 6 2 10 6 2 ...
## $ room_type : Factor w/ 3 levels "Entire home/apt",..: 1 2 2 2 2 2 1 2 2 1 ...
## $ accommodates : int 4 2 2 4 2 2 3 2 2 5 ...
## $ bathrooms : num 1.5 1 1 1 1.5 1 1 2 1 1 ...
## $ bedrooms : int 2 1 1 1 1 1 1 1 1 2 ...
## $ beds : int 3 1 1 2 2 1 2 1 2 2 ...
## $ bed_type : Factor w/ 5 levels "Airbed","Couch",..: 5 5 5 5 5 5 5 5 5 5 ...
## $ amenities : Factor w/ 3092 levels "{\"24-Hour Check-in\"}",..: 2483 2807 965 2729 668 50 3024 2542 331 1488 ...
## $ square_feet : int NA NA NA NA NA NA NA NA 12 NA ...
## $ price : Factor w/ 324 levels "$1,000.00","$1,235.00",..: 144 276 276 293 299 293 10 293 265 127 ...
## $ weekly_price : Factor w/ 244 levels "","$1,000.00",..: 1 140 136 1 1 1 1 1 1 1 ...
## $ monthly_price : Factor w/ 289 levels "","$1,000.00",..: 1 1 29 1 1 1 1 1 1 1 ...
## $ security_deposit : Factor w/ 55 levels "","$1,000.00",..: 1 53 1 7 1 1 1 1 1 22 ...
## $ cleaning_fee : Factor w/ 80 levels "","$10.00","$100.00",..: 44 2 1 52 20 41 1 2 1 52 ...
## $ guests_included : int 1 0 1 2 1 1 1 1 2 4 ...
## $ extra_people : Factor w/ 51 levels "$0.00","$10.00",..: 1 1 13 17 1 1 17 7 1 17 ...
## $ minimum_nights : int 2 2 3 1 2 2 1 1 2 4 ...
## $ maximum_nights : int 1125 15 45 1125 31 1125 1125 1125 1125 10 ...
## $ calendar_updated : Factor w/ 38 levels "1 week ago","10 months ago",..: 13 35 25 35 13 13 18 38 37 37 ...
## $ has_availability : logi NA NA NA NA NA NA ...
## $ availability_30 : int 0 26 19 6 13 5 22 30 12 20 ...
## $ availability_60 : int 0 54 46 16 34 28 39 60 42 50 ...
## $ availability_90 : int 0 84 61 26 59 58 69 90 72 80 ...
## $ availability_365 : int 0 359 319 98 334 58 344 365 347 107 ...
## $ calendar_last_scraped : Factor w/ 1 level "2016-09-06": 1 1 1 1 1 1 1 1 1 1 ...
## $ number_of_reviews : int 0 36 41 1 29 8 57 67 65 33 ...
## $ first_review : Factor w/ 976 levels "","2009-03-21",..: 1 314 4 967 627 842 589 305 650 244 ...
## $ last_review : Factor w/ 405 levels "","2010-10-16",..: 1 381 373 396 400 396 400 403 398 303 ...
## $ review_scores_rating : int NA 94 98 100 99 100 90 96 96 94 ...
## $ review_scores_accuracy : int NA 10 10 10 10 10 10 10 10 10 ...
## $ review_scores_cleanliness : int NA 9 9 10 10 10 10 10 10 9 ...
## $ review_scores_checkin : int NA 10 10 10 10 10 10 10 10 10 ...
## $ review_scores_communication : int NA 10 10 10 10 10 10 10 10 10 ...
## $ review_scores_location : int NA 9 9 10 9 9 9 10 9 9 ...
## $ review_scores_value : int NA 9 10 10 10 10 9 10 10 9 ...
## $ requires_license : Factor w/ 1 level "f": 1 1 1 1 1 1 1 1 1 1 ...
## $ license : logi NA NA NA NA NA NA ...
## $ jurisdiction_names : logi NA NA NA NA NA NA ...
## $ instant_bookable : Factor w/ 2 levels "f","t": 1 2 1 1 1 1 1 1 1 1 ...
## $ cancellation_policy : Factor w/ 4 levels "flexible","moderate",..: 2 2 2 2 1 1 3 2 2 3 ...
## $ require_guest_profile_picture : Factor w/ 2 levels "f","t": 1 1 2 1 1 1 1 2 1 1 ...
## $ require_guest_phone_verification: Factor w/ 2 levels "f","t": 1 1 1 1 1 1 1 2 1 1 ...
## $ calculated_host_listings_count : int 1 1 1 1 1 1 3 2 1 2 ...
## $ reviews_per_month : num NA 1.3 0.47 1 2.25 1.7 4 2.38 5.36 1.01 ...summary(tibble_airbnb)## id listing_url
## Min. : 3353 https://www.airbnb.com/rooms/10004575: 1
## 1st Qu.: 4679319 https://www.airbnb.com/rooms/10009367: 1
## Median : 8577620 https://www.airbnb.com/rooms/10021398: 1
## Mean : 8440875 https://www.airbnb.com/rooms/10032327: 1
## 3rd Qu.:12789527 https://www.airbnb.com/rooms/10033322: 1
## Max. :14933461 https://www.airbnb.com/rooms/10033710: 1
## (Other) :3579
## scrape_id last_scraped
## Min. :2.016e+13 2016-09-07:3585
## 1st Qu.:2.016e+13
## Median :2.016e+13
## Mean :2.016e+13
## 3rd Qu.:2.016e+13
## Max. :2.016e+13
##
## name
## Lux 2BR by Fenway w/WiFi : 8
## Lux 1BR by Fenway w/WiFi : 5
## Lux 2BR in Post-War building : 5
## Furnished Luxury 2BR at West End : 4
## 1085 Boylston St. ARTlab, 1 Bed Apt, Boston: 3
## Furnished Longwood 1BR Apartment. : 3
## (Other) :3557
## summary
## : 143
## The unit is stylishly designed for comfort, value and convenience. Centrally located on the line Boston<e2><80><99>s Back Bay and South End. : 21
## This apartment is complete with a fully equipped kitchen, living area, and a spacious bedroom. The community offers spectacular on-site amenities like a lounge area with a fireplace & plasma TV, private courtyard, and library. : 12
## My place is good for couples, solo adventurers, and business travelers. : 9
## This brand new unit in one of Boston's most desirable neighborhoods offers upscale design, spacious floor plans, sleek modern kitchens and floor to ceiling windows with wide open views of the downtown skyline. The InkBlock building is also atop a Whole Foods market, and is only steps away from Chinatown. Also has a gym, pool, and 24-hour concierge. : 9
## My place is close to Harvard Business School, Boston University, Harvard University, Green Line, Red Line, and bus. Located in lower Allston, 5 to 10 mins walk to Harvard Business School, 15 to 20 mins walk to Harvard Square, 5 mins drive to Boston University. Bus 66, 86, and 64 is 3 min walk. I-90, Storrow drive, Memorial drive is 2 mins away.. Very Safe Area, very often run at midnight and never had any problem.: 8
## (Other) :3383
## space
## :1057
## The studio's kitchenette comes equipped with a mini fridge, microwave, two plate stove top, toaster and coffee maker. All units are fully furnished and accessorized with kitchenettes: Free Wireless Internet All stainless appliances Maple floor, cabinets Memoire Pedestal bathroom sinks Antique 3<c3><97>6 tiling Italian track & floor lighting : 17
## B(PHONE NUMBER HIDDEN) : 12
## Our luxury high-rise apt. is conveniently located in the heart of Boston's Seaport Square, the unique location on Boston Harbor where the Financial District, the Seaport, and Fort Point all meet. Our unparalleled amenity package includes: Garage parking 24 Hour Concierge State of the art fitness center Wellness studio for yoga and group classes Fitness on Demand<e2><84><a2> Boxing area 18th floor Sky Deck First floor restaurants and shops Residents<e2><80><99> lounge with billiards room and open workspaces Private dining and event space Close proximity to South Station and easy access to harbor. Hubway<e2><84><a2> bike share station on premises and Convenient Zipcar<e2><84><a2> access. : 12
## Our professional managed apartments are great for those in town on business, pleasure or if you are teaching at one of the great schools in Boston. Our Temple Street apartment rentals offers free 40<e2><80><b2> Plasma TV, WiFi, utilities, Flatware, Silverware and Cooking Utensils, towels, linens and convenient access to downtown Boston. Studio Features: 40<e2><80><b3> flatscreen TV with built in WIFI Direct Satellite TV Grey Lacquer Kitchen Cabinets All Stainless Appliances Italian Carera Marble Counters European Style Bathrooms Individual Heat & AC Controls Property Features: Free High Speed Wireless Internet Coin-op laundry Access to Iron and Ironing Boar(URL HIDDEN)Vacuum For Guests to Share The studio's kitchenette comes equipped with a mini fridge, microwave, two plate stove top, toaster and coffee maker.: 12
## When you walk through the front door of this Flatbook, you<e2><80><99>ll find a clean place, ready to welcome you: from the fluffy towels to the welcome book filled with local knowledge. If you need anything during your stay, just contact our 24-hour guest experience team. We<e2><80><99>re always happy to help! In this Flatbook you<e2><80><99>ll find: <e2><80><a2> High-speed WiFi <e2><80><a2> Welcome book with local recommendations <e2><80><a2> Fresh linens and towels <e2><80><a2> Complimentary toiletries <e2><80><a2> Fully equipped kitchen <e2><80><a2> Basics like coffee, tea, sugar and cooking oil <e2><80><a2> Television with cable and an HDMI cord : 10
## (Other) :2465
## description
## Private room in a HOSTEL exclusive for Airbnb guests, the bathrooms are outside the room and are SHARED. Free parking and city views. Located one minute walk to metro station, one stop from downtown and airport stations. Private room in a HOSTEL exclusive for Airbnb guests, the bathrooms are outside the room and are SHARED. Free parking and city views. Located one minute walk to metro station, one stop from downtown and airport stations. FREE OFF-STREET PARKING ON PREMISES Downtown (Aquarium) is at 10 min from the moment you leave the Hostel. There is private parking in the building, and the waterfront is just a block away! The Apartment Hostel is just one minute walk from the metro station (Blue line, Maverick) and one stop from the (Blue line, Airport station). : 7
## Studio offers the luxury of home furnishings with the accessibility of downtown Boston and Walking distance to MGH. Our professional managed apartments are great for those in town on business, pleasure or if you are teaching at one of the great schools in Boston. Our Temple Street apartment rentals offers free 40<e2><80><b2> Plasma TV, WiFi, utilities, Flatware, Silverware and Cooking Utensils, towels, linens and convenient access to downtown Boston. Studio Features: 40<e2><80><b3> flatscreen TV with built in WIFI Direct Satellite TV Grey Lacquer Kitchen Cabinets All Stainless Appliances Italian Carera Marble Counters European Style Bathrooms Individual Heat & AC Controls Property Features: Free High Speed Wireless Internet Coin-op laundry Access to Iron and Ironing Boar(URL HIDDEN)Vacuum For Guests to Share The studio's kitchenette comes equipped with a mini fridge, microwave, two plate stove top, toaster and coffee maker. The studio's kitchenet : 7
## The unit is stylishly designed for comfort, value and convenience. Centrally located on the line Boston<e2><80><99>s Back Bay and South End. The studio's kitchenette comes equipped with a mini fridge, microwave, two plate stove top, toaster and coffee maker. All units are fully furnished and accessorized with kitchenettes: Free Wireless Internet All stainless appliances Maple floor, cabinets Memoire Pedestal bathroom sinks Antique 3<c3><97>6 tiling Italian track & floor lighting Wireless internet, set of towels and linens provided upon arrival, flatware, silverware and cooking utensils, direct satellite TV, coin-op Laundry in the building. Parking: Public transportation is the suggested form of transportation as it is only less than a 5 minute walk to the Back Bay Station. There is primarily street parking reserved for Boston residents which you need a permit in order to use. Nearby garages: Prudential Center Garage 800 Boylston Street Boston, MA (PHONE NUMBER HIDDEN) Copley Place P : 7
## Luxury high-rise apt. with unparalleled amenity package. Features first floor restaurants and shops, residents<e2><80><99> lounge and private dining and event space and State of the art fitness center. Close proximity to South Station and easy access to harbor. Our luxury high-rise apt. is conveniently located in the heart of Boston's Seaport Square, the unique location on Boston Harbor where the Financial District, the Seaport, and Fort Point all meet. Our unparalleled amenity package includes: Garage parking 24 Hour Concierge State of the art fitness center Wellness studio for yoga and group classes Fitness on Demand<e2><84><a2> Boxing area 18th floor Sky Deck First floor restaurants and shops Residents<e2><80><99> lounge with billiards room and open workspaces Private dining and event space Close proximity to South Station and easy access to harbor. Hubway<e2><84><a2> bike share station on premises and Convenient Zipcar<e2><84><a2> access. When Boston Harbor meets lavish living the result is this luxury building. This newly constructe: 6
## Our beautifully furnished apartment is complete with a fully equipped gourmet kitchen, living area, and 2 spacious bedrooms with walk-in closets. Guests can enjoy the indoor heated pool, lounge, cardio theater and many more of our on site amenities. 2 Bed, 2 Bath, Sleeps 5 This apartment is perfectly located between Boston<e2><80><99>s Financial District and Theater District. Situated right in the heart of Boston, overlooking the beautiful skyline, the builsing<e2><80><99>s newly constructed, fully furnished, luxury apartments are beyond compare. Whether you are looking for a relaxing swim in the 25-yard indoor infinity pool or attending to business in the Internet Caf<c3><a9>, these apartments have it all. On top of the five-star amenities inside the building, walk right outside and experience true Bostonian city life. Downtown Crossing is home to the historical Freedom Trail, over 100 restaurants, 500 retailers, bars, nightclubs, and different cultural events. Planning to explore Boston or beyond? This fantasti : 6
## Located in downtown Boston<e2><80><99>s West End, Avenir by Stay Alfred has everything you need for a first <c2><ad>class vacation. This furnished 2 bedroom, 2 bath condo offers a fully equipped kitchen, in<c2><ad>-home washer and dryer, and sleeps up to 5 people. Located in Downtown Boston! WE HAVE SEVERAL PROPERTIES IN THIS BUILDING AND THROUGHOUT BOSTON. While we decorate each condo similarly, minor differences between condos may not be reflected in the photographs. | Call 24/7 or visit the Stay Alfred website to book or to learn more about all of our Boston Vacation Rentals! | Located in the West End, the gorgeous Avenir by Stay Alfred offers Boston<e2><80><99>s premier vacation accommodations. Part of the recently revitalized Bulfinch Triangle Historic District, Avenir features gourmet kitchens and upscale design elements like high ceilings and cherry plank wood flooring. Community amenities such as a 24 hour fitness center and rooftop deck with stunning views will make your visit to Boston unforgettable. Gourmet di : 5
## (Other) :3547
## experiences_offered
## none:3585
##
##
##
##
##
##
## neighborhood_overview
## :1415
## Conveniently bordering the neighborhoods of the South End, Back Bay and Copley Square <e2><80><93> Steps to public transportation, the financial district, The Copley Mall, and Newbury Street. : 21
## Major Attractions: <e2><80><a2>Restaurants <e2><80><93> The Q Restaurant (1 min), Artisan Bistro (.1 mi), My Thai Vegan Caf<c3><a9> (1 min), Sip Wine Bar and Kitchen (.1 mi) <e2><80><a2>Faneuil Hall for shopping and dining <e2><80><93> .8 mi <e2><80><a2>Shops at Prudential Center <e2><80><93> 2 mi <e2><80><a2>Downtown Crossing featuring local events, eclectic nightlife, history and culture <e2><80><93> Freedom Trail, over 100 restaurants, and over 500 retailers <e2><80><93> .4 mi <e2><80><a2>Massachusetts Convention Center <e2><80><93> 1.1 mi <e2><80><a2>Copely Square - .8 mi <e2><80><a2>New England Aquarium <e2><80><93> 1.2 mi <e2><80><a2>Boston Opera House - .5 mi <e2><80><a2>Near Tufts University (6.9 mi), Tufts Medical Center (1.1 mi), and Emerson College (.2 mi) : 17
## Beacon Hill is one of Boston<e2><80><99>s most historic neighborhoods. Close to public transportation, the neighborhood offers antique shops, boutiques and restaurants. Beacon Hill is regarded as the most desirable and expensive neighborhood in Boston. : 13
## Characterized by cobblestone streets, clam chowder, fishing harbors, and crisp fall afternoons, Boston is the quintessential New England city. As one of the oldest cities in the nation, Boston lives up to its title of the "Cradle of Modern America," with endless traces of historical Colonial and Revolutionary America permeating its streets. At Fenway Triangle Trilogy you<e2><80><99>ll be in the heart of one of Boston<e2><80><99>s most dynamic and exciting neighborhoods. Step out your front door and you will be steps from some of the city<e2><80><99>s most renowned restaurants, shops, museums, parks, theaters, nightlife and sporting events. The Longwood Medical Area and Harvard Medical School are practically in your backyard and with the proximity to area Universities you can be assured that something exciting will always be happening in your neighborhood. : 10
## Located in Boston<e2><80><99>s award winning Back Bay district. Just steps from public transportation and trendy restaurants, shops, hair salons, upscale retail shopping financial and entertainment amenities Boston has to offer. : 10
## (Other) :2099
## notes
## :1975
## Although we do not allow pets in our apartment, this apartment is located at a residential property that allows pets and there may be pet owners in the building. : 44
## Things you'll need to bring: Paper products: toilet paper, paper towels, napkins Basic cleaning supplies Basic seasonings Cooking oil Coffee filters Garbage bags Corkscrew Extra linens: sheets, bath towels, kitchen towels Toiletries: shampoo, conditioner, soap Hair dryer The studio is cleaned between each stay. : 41
## All of our rentals are fully licensed and regulated, and maintaining excellent relationships with our building managers is our top priority. We furnish all of our properties to a uniform standard, but individual units may differ slightly from the pictures shown. : 25
## Unit Amenities Include: <e2><80><a2>Fully furnished <e2><80><93> bedding, table linens, dinnerware, flatware, glassware, bathroom accessories and towels, basic kitchen electronics, and basic cleaning supplies <e2><80><a2>Dishwasher <e2><80><a2>Fully equipped kitchen - stainless steel appliances, granite countertops, European-style cabinetry <e2><80><a2>Floor to ceiling windows <e2><80><a2>Washer/dryer <e2><80><a2>Spacious floor plan <e2><80><a2>Walk-in closets <e2><80><a2>Individually controlled heat & air-conditioning <e2><80><a2>Cable, local phone service, and wireless internet included <e2><80><a2>Complimentary Welcome Package featuring local area information, toiletries, and everyday home necessities Building Amenities Include: <e2><80><a2>Train and bus stop directly outside <e2><80><a2>Within walking distance of Walgreens, Dunkin Donuts, and C-Mart Supermarket <e2><80><a2>Parking garage with affordable daily and monthly rates <e2><80><a2>Heated indoor infinity pool <e2><80><a2>Club suite <e2><80><93> flat screen TV, games, and comfortable group seating areas <e2><80><a2>Fully equipped 24 hour fitness center with Cardio Theater <e2><80><a2>Massage room <e2><80><a2>24 hour concierge and doorman <e2><80><a2>In: 18
## We have fourteen listings available on airbnb: BACK BAY: * 2 BR | 2 BA condo (Unit #2) on Gloucester St: https://www.airbnb.com/rooms/2277821 * 3 BR | 2 BA condo (Unit #3) on Gloucester St: https://www.airbnb.com/rooms/2881388 * 2 BR | 2 BA condo (Unit #1) on Commonwealth Ave: https://www.airbnb.com/rooms/9231486 * 1 BR | 1 BA condo (Unit #5) on Marlborough St: https://www.airbnb.com/rooms/12092499 * 1 BR | 1 BA condo (Unit #6) on Marlborough St: https://www.airbnb.com/rooms/3985462 BEACON HILL: * 4 BR | 2 BA condo (Unit #PH) on Charles St: https://www.airbnb.com/rooms/6066455 * 2 BR | 1.5 BA condo (Unit #1) on Charles St: https://www.airbnb.com/rooms/6326257 NORTH END: * 2 BR | 1 BA Condo (Unit #1) on Commercial St: https://www.airbnb.com/rooms/8458210 * 1 BR | 1 BA Condo (Unit #1A) on North St: https://www.airbnb.com/rooms/7181950 * 1 BR | 1 BA Condo (Unit #2A) on North St: https://www.airbnb.com/rooms/11223924 SOUTH BOSTON: * 2 BR | 1 BA condo (Unit #1) on E Broadway St: https://www : 14
## (Other) :1468
## transit
## :1290
## Located less than a five minute walk to Back Bay station and also convenient to numerous shops, restaurants and entertainment amenities. : 26
## These newly constructed, luxury apartments epitomize what it means to live well in one of Boston<e2><80><99>s most eclectic and vibrant communities. An established neighborhood standout, the building<e2><80><99>s apartments offer floor to ceiling windows with one of the most beautiful views of the Boston skyline. No matter what your preference, you<e2><80><99>re within minutes of it all - Back Bay<e2><80><99>s trendy shopping centers, Fenway<e2><80><99>s endless entertainment, the best restaurants in Boston, and easy access to the Fenway T. The ease that comes with our 24 hour check in and concierge service, parking garage, as well as unparalleled on-site amenities makes this the only place to stay on your next trip to Boston!: 26
## Located less than a five minute walk to Park Street Station and also convenient to Government center and downtown Boston. : 14
## Most locals get around town by foot, giving Boston the name, "the Walking City." Home to the first subway system in the United States, public transportation is well-developed, but congested, so many students, residents, and visitors choose to walk. When walking is not practical, the Massachusetts Bay Transportation Authority offers commuter rail, rapid transit, light rail, bus, and trolley services. Logan International Airport, located in East Boston, is the area<e2><80><99>s main airport. Fenway gives you everything you love about city living and with a T-stop right next door, you<e2><80><99>ll be free to explore all Boston has to offer with ease. : 13
## Boston's convenient public transportation means that the locations of our properties are ideal for guests who prefer to travel without a car. : 10
## (Other) :2206
## access
## :1489
## You have access to the entire apartment, and all the fantastic amenities this building offers to its tenants. : 48
## All of our properties utilize our streamlined self-catered check in process, which means you'll never need to waste time trying to meet up with someone to get your keys. Just follow the easy instructions we'll send you a week before your arrival. : 25
## Wireless internet, set of towels and linens provided upon arrival, flatware, silverware and cooking utensils, direct satellite TV, coin-op Laundry in the building. Parking: Public transportation is the suggested form of transportation as it is only less than a 5 minute walk to the Back Bay Station. There is primarily street parking reserved for Boston residents which you need a permit in order to use. Nearby garages: Prudential Center Garage 800 Boylston Street Boston, MA (PHONE NUMBER HIDDEN) Copley Place Parking 2 Copley Pl, Boston, MA (PHONE NUMBER HIDDEN)ck Bay Garage 222 Berkeley Street #1420, Boston, MA (PHONE NUMBER HIDDEN) Pilgrim Parking - Atelier | 505 Garage 505 Tremont Street, Boston (PHONE NUMBER HIDDEN) (Entrance is on Warren Avenue) : 12
## You have access to the entire apartment, and all the fantastic amenities this building offers to its tenants. : 12
## The studio's kitchenette comes equipped with a mini fridge, microwave, two plate stove top, toaster and coffee maker. Guests have access to a set of towels and linens provided upon arrival, flatware, silverware and cooking utensils, direct satellite TV, wireless internet and coin-op Laundry which is located in the building for tenants to use. There is an access code given to each tenant which is needed to enter the front door to the building. which The unit has an access code to enter the unit. Parking: Public transportation is the suggested form of transportation as it is only less than a 5 minute walk to the Park Street Station. There is primarily street parking reserved for residents. Nearby garages: Laz Parking 100 Cambridge Street Boston, MA (PHONE NUMBER HIDDEN) (Intersection/Between: Cambridge St & Bowdoin St(URL HIDDEN) Government Center Garage 50 New Sudbury Street Boston, MA (PHONE NUMBER HIDDEN) Interpark 1 Center Plaza Boston, MA (: 10
## (Other) :1989
## interaction
## :1554
## Need more towels? A restaurant recommendation? Our guest experience team is just a phone call or email away, 24 hours a day. Otherwise, you<e2><80><99>ve got the place all to yourself. : 58
## We pride ourselves in offering top of the line service to all of our guests. With our 24 hour check-in service and 24 hour customer service, you have all the control over your travel plans. Our dedicated agents are available any time to address any questions or concerns. : 35
## We have local staff that you might meet in person that meticulously prepares the apartments for your arrival. Your check-in is typically handled by the building's front desk staff. We provide all other customer service and are available via phone and email promptly. 24 hour support is available for any emergencies that may occur. : 30
## Our dedicated customer service agents are on hand 24/7 and are committed to making sure you have the best stay possible! : 25
## We have local staff that you might meet in person that meticulously prepares the apartments for your arrival. Your check-in is typically handled by the building's front desk staff. We provide all other customer service and are available via phone and email promptly. 24 hour support is available for any emergencies that may occur. : 20
## (Other) :1863
## house_rules
## :1192
## House Rules 1. Check-in is 4 pm local time. If the unit is ready earlier, we<e2><80><99>ll let you know. Check-out is normally 11 am local time, but we<e2><80><99>d be happy to extend it as long as we don<e2><80><99>t have a cleaning scheduled. Just let us know. 2. All bookings require a security deposit of at least $300, which will be refunded within 7 days of your check-out. 3. For security measures we require all guests to provide proof of identification through ID verification on our own website. In order to check in we'll need a photo of your ID. 4. Our cancellation policy is as shown on our ad and defined by the site you are booking through. 5. Don<e2><80><99>t let $300 go up in smoke. There's no smoking allowed in any Flatbook and a $300 fine for breaking this rule. 6. Unfortunately we don<e2><80><99>t allow pets in any of our apartments. 7. Unless you<e2><80><99>re staying in one of our specialty apartments, we don<e2><80><99>t allow parties or excessive noise. 8. If we find the place very messy, we have to charge an extra $40 for every extra hour o: 44
## Please remember that this is a residential building. The building rules, apartment occupancy restrictions and the year-round tenants must be respected. : 41
## No Smoking No Pets : 39
## Please remember that this is a residential building. The building rules, apartment occupancy restrictions and the year-round tenants must be respected. Parties, pets and smoking are not allowed under any circumstances and incur significant fees. : 26
## No Smoking : 16
## (Other) :2227
## thumbnail_url
## : 599
## https://a0.muscache.com/im/pictures/100022717/ccdf8b11_original.jpg?aki_policy=small: 1
## https://a0.muscache.com/im/pictures/100224678/980856ba_original.jpg?aki_policy=small: 1
## https://a0.muscache.com/im/pictures/100226912/1736cae0_original.jpg?aki_policy=small: 1
## https://a0.muscache.com/im/pictures/100790220/e0bf62dd_original.jpg?aki_policy=small: 1
## https://a0.muscache.com/im/pictures/101314433/71b468ca_original.jpg?aki_policy=small: 1
## (Other) :2981
## medium_url
## : 599
## https://a0.muscache.com/im/pictures/100022717/ccdf8b11_original.jpg?aki_policy=medium: 1
## https://a0.muscache.com/im/pictures/100224678/980856ba_original.jpg?aki_policy=medium: 1
## https://a0.muscache.com/im/pictures/100226912/1736cae0_original.jpg?aki_policy=medium: 1
## https://a0.muscache.com/im/pictures/100790220/e0bf62dd_original.jpg?aki_policy=medium: 1
## https://a0.muscache.com/im/pictures/101314433/71b468ca_original.jpg?aki_policy=medium: 1
## (Other) :2981
## picture_url
## https://a0.muscache.com/im/pictures/100019448/2ea9a03f_original.jpg?aki_policy=large: 1
## https://a0.muscache.com/im/pictures/100022717/ccdf8b11_original.jpg?aki_policy=large: 1
## https://a0.muscache.com/im/pictures/100032642/23bb7075_original.jpg?aki_policy=large: 1
## https://a0.muscache.com/im/pictures/100224678/980856ba_original.jpg?aki_policy=large: 1
## https://a0.muscache.com/im/pictures/100226912/1736cae0_original.jpg?aki_policy=large: 1
## https://a0.muscache.com/im/pictures/10071981/7e03edf6_original.jpg?aki_policy=large : 1
## (Other) :3579
## xl_picture_url
## : 599
## https://a0.muscache.com/im/pictures/100022717/ccdf8b11_original.jpg?aki_policy=x_large: 1
## https://a0.muscache.com/im/pictures/100224678/980856ba_original.jpg?aki_policy=x_large: 1
## https://a0.muscache.com/im/pictures/100226912/1736cae0_original.jpg?aki_policy=x_large: 1
## https://a0.muscache.com/im/pictures/100790220/e0bf62dd_original.jpg?aki_policy=x_large: 1
## https://a0.muscache.com/im/pictures/101314433/71b468ca_original.jpg?aki_policy=x_large: 1
## (Other) :2981
## host_id host_url
## Min. : 4240 https://www.airbnb.com/users/show/30283594: 136
## 1st Qu.: 6103425 https://www.airbnb.com/users/show/25188 : 79
## Median :19280995 https://www.airbnb.com/users/show/9419684 : 61
## Mean :24923107 https://www.airbnb.com/users/show/12243051: 58
## 3rd Qu.:36221474 https://www.airbnb.com/users/show/22348222: 50
## Max. :93854106 https://www.airbnb.com/users/show/4962900 : 25
## (Other) :3176
## host_name host_since
## Kara : 138 2015-03-30: 137
## Seamless: 79 2009-07-10: 79
## Mike : 71 2013-10-14: 61
## Flatbook: 58 2014-02-14: 59
## Alicia : 50 2014-10-09: 50
## Marie : 42 2013-02-04: 25
## (Other) :3147 (Other) :3174
## host_location
## Boston, Massachusetts, United States :2421
## US : 521
## New York, New York, United States : 113
## Montreal, Quebec, Canada : 59
## Middlesex County, Massachusetts, United States: 50
## Cambridge, Massachusetts, United States : 42
## (Other) : 379
## host_about
## :1309
## ABOUT US:\n\nSeamlessTransition is a full-service relocation agency. \n\nSeamlessTransition offers short-term housing options to executives, medical professionals and leisure travelers looking to secure transitional housing in major cities throughout the United States. \n\nWe match an individual's or family's short-term housing needs and preferences with available and compatible housing inventory.\n\nOur goal is to find the best short-term accommodations at the best price in the best location to meet your housing needs and preferences. \n\nNo request is too large or too small. It is our pleasure to serve you.\n\nWe are available Monday through Friday, 8:30 AM to 5:00 PM (EST).\n\nOur Reservation Center closes at 3PM on Friday and will not reopen until Monday morning at 9AM.\n\nWe observe all US Federal Holidays. Kindly excuse our delay in response.\n : 79
## We have been providing vacation rental apartments for over 10 years across the East Coast. We are known for our distinctively furnished apartments in popular locations, and for our attentive service. You<e2><80><99>ll find that our rates are quite reasonable. If you're looking for a safe, comfortable place with fabulous amenities and Wi-Fi (we know you need the Wi-Fi!) in the Boston MA area, Washington DC, Miami FL or very close to NYC in Jersey City or Hoboken, we'd love to host you. Many of the buildings where our apartments are located feature amenities such as beautiful lobbies, 24 hour front desk staff, fitness centers, business centers, recreation rooms, indoor or outdoor pools and whirlpools. If you are traveling with children, some buildings offer playgrounds (many buildings are near public playgrounds as well) or indoor playrooms. Depending on the location, you can stay for just a few days, a week, a month or more. \n\nWe offer an assortment of short-term apartments in sizes ranging from a studio to three bedrooms that are fully furnished with all the comforts of home. Our local staff meticulously prepares your apartment before your arrival, and we offer 24 hour assistance for any emergencies after business hours. When you arrive at your apartment, the beds will be made, towels and bath amenities will be stocked in the bathrooms, and the coffee maker will be set up in the kitchen with some sample coffees, sweetener and creamer (teabags too if that is your preference) to start your morning off properly. If you<e2><80><99>d like to cook a meal, the kitchen is stocked with dishes, cutlery, glassware and pots and pans. The living room is set up with a TV and cable channels, and the Wi-Fi router password and instructions will be prominently displayed so you can get connected quickly. You can also make local and toll-free phone calls at no charge. \n\nPlease contact us to confirm the exact availability of the apartment you are interested in. We<e2><80><99>d love to host you (and your family) for your vacation or business trip. : 61
## We think a great trip starts with a 5-star host. That<e2><80><99>s why every Flatbook is cleaned by professionals and comes with 24/7 guest support and a welcome book filled with local knowledge. Discover a new way to travel with Flatbook. \n\nInterested in renting your place? Flatbook offers full service management for your short term rental. We take care of everything from pricing and booking to 24/7 guest support and professional cleaning, so you can earn revenue without all the work. : 58
## Stay Alfred was created based on the idea of offering short term rentals at an unbelievable price while making the booking process easy and problem free. Stay Alfred acquires properties in high-end buildings and condominiums in the best locations to ensure your stay is satisfying and you want to come back. Since we value your return business, we always offer discounts to those who stay in any of our units time after time. We want you to feel at home when you stay with us and that<e2><80><99>s why you will always be greeted with a professionally cleaned unit and quality furnishings. We welcome feedback in any kind of way to ensure we are meeting the needs of everyone!\n\nbest,\nJordan Allen\nOwner\n\nWe cater to:\n\nUrban Vacations\nFamily Travel\nCorporate Housing\nExtended stay In Denver, Seattle, and Portland\nInsurance and Job Relocation\nEvents and Weddings \nMilitary Training and PCS\nGovernment Workers\nPet Friendly Vacationers : 25
## Hi and welcome to Boston! I'm a local Real Estate agent that works and lives in the area. My office is not far from most of my Airbnb locations. I'm easy to get ahold of by text and happy to help my guest with questions about the area or near by restaurants etc... \n\nI try to accommodate all guest to the best of my ability. I truly love being a host and enjoy the positive feedback from my guest. Airbnb is such a fun and easy way to travel! \n\n : 24
## (Other) :2029
## host_response_time host_response_rate host_acceptance_rate
## N/A : 471 100% :2072 100% :1210
## a few days or more: 43 N/A : 471 N/A : 471
## within a day : 469 98% : 195 55% : 139
## within a few hours:1218 90% : 106 91% : 115
## within an hour :1384 96% : 90 94% : 113
## 89% : 87 98% : 97
## (Other): 564 (Other):1440
## host_is_superhost
## f:3178
## t: 407
##
##
##
##
##
## host_thumbnail_url
## https://a2.muscache.com/im/users/30283594/profile_pic/1427748834/original.jpg?aki_policy=profile_small: 136
## https://a2.muscache.com/im/users/25188/profile_pic/1265272246/original.jpg?aki_policy=profile_small : 79
## https://a2.muscache.com/im/users/9419684/profile_pic/1427816343/original.jpg?aki_policy=profile_small : 61
## https://a2.muscache.com/im/pictures/50576553-3d63-4e1e-8adf-8f4b4b7f09fe.jpg?aki_policy=profile_small : 58
## https://a0.muscache.com/im/users/22348222/profile_pic/1441049651/original.jpg?aki_policy=profile_small: 50
## https://a2.muscache.com/im/pictures/a307956d-b7c2-4402-bd0b-565a42200c8b.jpg?aki_policy=profile_small : 25
## (Other) :3176
## host_picture_url
## https://a2.muscache.com/im/users/30283594/profile_pic/1427748834/original.jpg?aki_policy=profile_x_medium: 136
## https://a2.muscache.com/im/users/25188/profile_pic/1265272246/original.jpg?aki_policy=profile_x_medium : 79
## https://a2.muscache.com/im/users/9419684/profile_pic/1427816343/original.jpg?aki_policy=profile_x_medium : 61
## https://a2.muscache.com/im/pictures/50576553-3d63-4e1e-8adf-8f4b4b7f09fe.jpg?aki_policy=profile_x_medium : 58
## https://a0.muscache.com/im/users/22348222/profile_pic/1441049651/original.jpg?aki_policy=profile_x_medium: 50
## https://a2.muscache.com/im/pictures/a307956d-b7c2-4402-bd0b-565a42200c8b.jpg?aki_policy=profile_x_medium : 25
## (Other) :3176
## host_neighbourhood host_listings_count host_total_listings_count
## Allston-Brighton: 375 Min. : 0.0 Min. : 0.0
## : 339 1st Qu.: 1.0 1st Qu.: 1.0
## Jamaica Plain : 319 Median : 2.0 Median : 2.0
## Back Bay : 312 Mean : 58.9 Mean : 58.9
## Fenway/Kenmore : 290 3rd Qu.: 7.0 3rd Qu.: 7.0
## South End : 233 Max. :749.0 Max. :749.0
## (Other) :1717
## host_verifications
## ['email', 'phone', 'reviews', 'jumio'] :930
## ['email', 'phone', 'reviews', 'kba'] :772
## ['email', 'phone', 'reviews'] :608
## ['email', 'phone', 'facebook', 'reviews', 'kba'] :218
## ['email', 'phone', 'facebook', 'reviews', 'jumio']:198
## ['email', 'phone'] :132
## (Other) :727
## host_has_profile_pic host_identity_verified
## f: 8 f: 982
## t:3577 t:2603
##
##
##
##
##
## street
## Boylston Street, Boston, MA 02215, United States : 64
## Beacon Street, Boston, MA 02116, United States : 50
## Garrison Street, Boston, MA 02116, United States : 44
## Brookline Avenue, Boston, MA 02215, United States: 41
## Columbus Avenue, Boston, MA 02116, United States : 31
## Boston, MA, United States : 30
## (Other) :3325
## neighbourhood neighbourhood_cleansed
## : 543 Jamaica Plain: 343
## Allston-Brighton: 364 South End : 326
## Jamaica Plain : 314 Back Bay : 302
## South End : 298 Fenway : 290
## Back Bay : 291 Dorchester : 269
## Fenway/Kenmore : 249 Allston : 260
## (Other) :1526 (Other) :1795
## neighbourhood_group_cleansed city state
## Mode:logical Boston :3381 MA:3585
## NA's:3585 Roxbury Crossing: 24
## Somerville : 19
## Brookline : 18
## Jamaica Plain : 18
## Cambridge : 16
## (Other) : 109
## zipcode market smart_location
## 02116 : 388 : 14 Boston, MA :3381
## 02130 : 331 Boston :3568 Roxbury Crossing, MA: 24
## 02118 : 247 Other (Domestic) : 1 Somerville, MA : 19
## 02215 : 236 Other (International): 1 Brookline, MA : 18
## 02134 : 232 San Francisco : 1 Jamaica Plain, MA : 18
## 02114 : 231 Cambridge, MA : 16
## (Other):1920 (Other) : 109
## country_code country latitude longitude
## US:3585 United States:3585 Min. :42.24 Min. :-71.17
## 1st Qu.:42.33 1st Qu.:-71.11
## Median :42.35 Median :-71.08
## Mean :42.34 Mean :-71.08
## 3rd Qu.:42.35 3rd Qu.:-71.06
## Max. :42.39 Max. :-71.00
##
## is_location_exact property_type room_type
## f: 505 Apartment :2612 Entire home/apt:2127
## t:3080 House : 562 Private room :1378
## Condominium : 231 Shared room : 80
## Townhouse : 54
## Bed & Breakfast: 41
## Loft : 39
## (Other) : 46
## accommodates bathrooms bedrooms beds
## Min. : 1.000 Min. :0.000 Min. :0.000 Min. : 0.000
## 1st Qu.: 2.000 1st Qu.:1.000 1st Qu.:1.000 1st Qu.: 1.000
## Median : 2.000 Median :1.000 Median :1.000 Median : 1.000
## Mean : 3.041 Mean :1.222 Mean :1.256 Mean : 1.609
## 3rd Qu.: 4.000 3rd Qu.:1.000 3rd Qu.:2.000 3rd Qu.: 2.000
## Max. :16.000 Max. :6.000 Max. :5.000 Max. :16.000
## NA's :14 NA's :10 NA's :9
## bed_type
## Airbed : 40
## Couch : 10
## Futon : 51
## Pull-out Sofa: 31
## Real Bed :3453
##
##
## amenities
## {} : 32
## {TV,"Cable TV","Wireless Internet","Air Conditioning",Kitchen,Heating,Washer,Dryer,"translation missing: en.hosting_amenity_49","translation missing: en.hosting_amenity_50"} : 15
## {TV,"Cable TV","Wireless Internet","Air Conditioning",Kitchen,Heating,Washer,Dryer,"Smoke Detector","Fire Extinguisher","translation missing: en.hosting_amenity_49","translation missing: en.hosting_amenity_50"} : 14
## {TV,"Cable TV",Internet,"Wireless Internet","Air Conditioning",Kitchen,Gym,"Elevator in Building","Buzzer/Wireless Intercom",Heating,"Family/Kid Friendly",Washer,Dryer,"Smoke Detector","Carbon Monoxide Detector",Essentials,Shampoo,"24-Hour Check-in",Hangers,"Hair Dryer",Iron,"Laptop Friendly Workspace"}: 14
## {TV,"Cable TV",Internet,"Wireless Internet","Air Conditioning",Pool,Kitchen,Doorman,Gym,"Elevator in Building",Heating,"Family/Kid Friendly",Washer,Dryer,Essentials,Shampoo,"24-Hour Check-in","Hair Dryer",Iron} : 11
## {TV,"Cable TV",Internet,"Wireless Internet","Air Conditioning",Kitchen,"Elevator in Building",Heating,"Family/Kid Friendly",Washer,Dryer,Essentials,Shampoo,"24-Hour Check-in","Hair Dryer",Iron} : 9
## (Other) :3490
## square_feet price weekly_price monthly_price
## Min. : 0.0 $150.00: 144 :2693 :2697
## 1st Qu.: 415.0 $200.00: 117 $1,000.00: 48 $3,500.00: 30
## Median : 825.0 $100.00: 101 $500.00 : 47 $1,200.00: 28
## Mean : 858.5 $250.00: 95 $450.00 : 37 $3,000.00: 26
## 3rd Qu.:1200.0 $75.00 : 94 $400.00 : 34 $1,800.00: 22
## Max. :2400.0 $199.00: 80 $350.00 : 30 $1,500.00: 21
## NA's :3529 (Other):2954 (Other) : 696 (Other) : 761
## security_deposit cleaning_fee guests_included extra_people
## :2243 :1107 Min. : 0.00 $0.00 :2211
## $100.00: 299 $100.00: 353 1st Qu.: 1.00 $25.00 : 277
## $500.00: 228 $50.00 : 325 Median : 1.00 $20.00 : 237
## $200.00: 178 $25.00 : 210 Mean : 1.43 $10.00 : 212
## $300.00: 133 $20.00 : 136 3rd Qu.: 1.00 $50.00 : 145
## $250.00: 107 $10.00 : 131 Max. :14.00 $15.00 : 136
## (Other): 397 (Other):1323 (Other): 367
## minimum_nights maximum_nights calendar_updated has_availability
## Min. : 1.000 Min. : 1 today : 833 Mode:logical
## 1st Qu.: 1.000 1st Qu.: 365 a week ago : 340 NA's:3585
## Median : 2.000 Median : 1125 2 weeks ago: 307
## Mean : 3.171 Mean : 28726 3 weeks ago: 221
## 3rd Qu.: 3.000 3rd Qu.: 1125 yesterday : 174
## Max. :300.000 Max. :99999999 4 days ago : 168
## (Other) :1542
## availability_30 availability_60 availability_90 availability_365
## Min. : 0.00 Min. : 0.00 Min. : 0.00 Min. : 0.0
## 1st Qu.: 0.00 1st Qu.: 0.00 1st Qu.: 0.00 1st Qu.: 19.0
## Median : 4.00 Median :16.00 Median :37.00 Median :179.0
## Mean : 8.65 Mean :21.83 Mean :38.56 Mean :179.3
## 3rd Qu.:15.00 3rd Qu.:40.00 3rd Qu.:68.00 3rd Qu.:325.0
## Max. :30.00 Max. :60.00 Max. :90.00 Max. :365.0
##
## calendar_last_scraped number_of_reviews first_review
## 2016-09-06:3585 Min. : 0.00 : 756
## 1st Qu.: 1.00 2016-04-05: 23
## Median : 5.00 2016-04-19: 19
## Mean : 19.04 2015-04-21: 16
## 3rd Qu.: 21.00 2016-04-18: 16
## Max. :404.00 2016-05-15: 16
## (Other) :2739
## last_review review_scores_rating review_scores_accuracy
## : 756 Min. : 20.00 Min. : 2.000
## 2016-09-05: 118 1st Qu.: 89.00 1st Qu.: 9.000
## 2016-09-01: 107 Median : 94.00 Median :10.000
## 2016-08-28: 94 Mean : 91.92 Mean : 9.432
## 2016-08-29: 78 3rd Qu.: 98.25 3rd Qu.:10.000
## 2016-08-21: 77 Max. :100.00 Max. :10.000
## (Other) :2355 NA's :813 NA's :823
## review_scores_cleanliness review_scores_checkin
## Min. : 2.000 Min. : 2.000
## 1st Qu.: 9.000 1st Qu.: 9.000
## Median :10.000 Median :10.000
## Mean : 9.258 Mean : 9.646
## 3rd Qu.:10.000 3rd Qu.:10.000
## Max. :10.000 Max. :10.000
## NA's :818 NA's :820
## review_scores_communication review_scores_location review_scores_value
## Min. : 4.000 Min. : 2.000 Min. : 2.000
## 1st Qu.: 9.000 1st Qu.: 9.000 1st Qu.: 9.000
## Median :10.000 Median :10.000 Median : 9.000
## Mean : 9.646 Mean : 9.414 Mean : 9.168
## 3rd Qu.:10.000 3rd Qu.:10.000 3rd Qu.:10.000
## Max. :10.000 Max. :10.000 Max. :10.000
## NA's :818 NA's :822 NA's :821
## requires_license license jurisdiction_names instant_bookable
## f:3585 Mode:logical Mode:logical f:2991
## NA's:3585 NA's:3585 t: 594
##
##
##
##
##
## cancellation_policy require_guest_profile_picture
## flexible : 999 f:3518
## moderate : 919 t: 67
## strict :1582
## super_strict_30: 85
##
##
##
## require_guest_phone_verification calculated_host_listings_count
## f:3348 Min. : 1.00
## t: 237 1st Qu.: 1.00
## Median : 2.00
## Mean : 12.73
## 3rd Qu.: 6.00
## Max. :136.00
##
## reviews_per_month
## Min. : 0.010
## 1st Qu.: 0.480
## Median : 1.170
## Mean : 1.971
## 3rd Qu.: 2.720
## Max. :19.150
## NA's :756sum(is.na(tibble_airbnb)) #No of missing values## [1] 24393Data Source = https://www.kaggle.com/airbnb-data/boston-airbnb-open-data
AirBnB Data link = http://insideairbnb.com/get-the-data.html
There are about 3585 observations and 95 variables that are associated with my dataset. I am not going to talk about each and every variable as I will not use all in my final analysis. So, as the project progresses I will briefly explain and summarize the variables that I am using.
Context and Purpose of Dataset
Since 2008, guests and hosts have used Airbnb to travel in a more unique, personalized way. As part of the Airbnb Inside initiative, this dataset describes the listing activity of homestays in Boston, MA.
Content
The following Airbnb activity is included in this Boston dataset: Listings, including full descriptions and average review score.
Variables
There are 95 variables in the dataset. As stated earlier, only some of them are mentioned below: Name: Name of the place where a Guest stays Summary: Summary about the place Space: About the spaciousness of the place Transit: How to locate the place and how to reach Various Variables about Host Various Variables with link url to the place like location, pics Various Variables for Location Various Variables for amenities Various Variables for Price Various Variables for Availability and Calender Various Variables for Reviews
Data Type
Str command in Data Summary Tab gives you the type of each variable.
Missing Values
There are quite a number of missing values in this dataset which are left blank. I will encode them as strings where data type is character and as a default value like 99 where type is int.
Variable Summary
Summary command in Data Summary gives you the summary of each variable as required.
I am not yet going to clean my data as I have numerous number of missing values. I will clean it according to the requirements of my analysis and will briefly describe what steps I have taken to clean the data, as and when required. But there are few basic ideas that I have in my mind in order to proceed with cleaning:
Will replace missing values (Strings in character variables and a numeric value like 99 in int variables)
Delete the observation if that row has quite a few missing columns
Format the data set, like using some variables as factors and some as int as required.
Following are the targets that I am hoping to achieve through this data:
I want to describe the vibe of each Boston neighborhood using listing descriptions
What are the busiest times of the year to visit Boston?
By how much do prices spike?
Is there a general upward trend of both new Airbnb listings and total Airbnb visitors to Boston?
P.S. Some analysis might change as depending upon the final results.