diff --git a/tutorials/airbnb_data_preprocessing.ipynb b/tutorials/airbnb_data_preprocessing.ipynb deleted file mode 100644 index e5064b83d6bcfb96a49985fa903c6f47f91f91d1..0000000000000000000000000000000000000000 --- a/tutorials/airbnb_data_preprocessing.ipynb +++ /dev/null @@ -1,3307 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## AirBnB dataset preprocessing\n", - "\n", - "Here I include some preprocessing that is neccesary before we pass the data to the wide and deep model" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(79129, 106)\n" - ] - }, - { - "data": { - "text/html": [ - "
\n", - " | id | \n", - "listing_url | \n", - "scrape_id | \n", - "last_scraped | \n", - "name | \n", - "summary | \n", - "space | \n", - "description | \n", - "experiences_offered | \n", - "neighborhood_overview | \n", - "notes | \n", - "transit | \n", - "access | \n", - "interaction | \n", - "house_rules | \n", - "thumbnail_url | \n", - "medium_url | \n", - "picture_url | \n", - "xl_picture_url | \n", - "host_id | \n", - "host_url | \n", - "host_name | \n", - "host_since | \n", - "host_location | \n", - "host_about | \n", - "host_response_time | \n", - "host_response_rate | \n", - "host_acceptance_rate | \n", - "host_is_superhost | \n", - "host_thumbnail_url | \n", - "host_picture_url | \n", - "host_neighbourhood | \n", - "host_listings_count | \n", - "host_total_listings_count | \n", - "host_verifications | \n", - "host_has_profile_pic | \n", - "host_identity_verified | \n", - "street | \n", - "neighbourhood | \n", - "neighbourhood_cleansed | \n", - "neighbourhood_group_cleansed | \n", - "city | \n", - "state | \n", - "zipcode | \n", - "market | \n", - "smart_location | \n", - "country_code | \n", - "country | \n", - "latitude | \n", - "longitude | \n", - "... | \n", - "beds | \n", - "bed_type | \n", - "amenities | \n", - "square_feet | \n", - "price | \n", - "weekly_price | \n", - "monthly_price | \n", - "security_deposit | \n", - "cleaning_fee | \n", - "guests_included | \n", - "extra_people | \n", - "minimum_nights | \n", - "maximum_nights | \n", - "minimum_minimum_nights | \n", - "maximum_minimum_nights | \n", - "minimum_maximum_nights | \n", - "maximum_maximum_nights | \n", - "minimum_nights_avg_ntm | \n", - "maximum_nights_avg_ntm | \n", - "calendar_updated | \n", - "has_availability | \n", - "availability_30 | \n", - "availability_60 | \n", - "availability_90 | \n", - "availability_365 | \n", - "calendar_last_scraped | \n", - "number_of_reviews | \n", - "number_of_reviews_ltm | \n", - "first_review | \n", - "last_review | \n", - "review_scores_rating | \n", - "review_scores_accuracy | \n", - "review_scores_cleanliness | \n", - "review_scores_checkin | \n", - "review_scores_communication | \n", - "review_scores_location | \n", - "review_scores_value | \n", - "requires_license | \n", - "license | \n", - "jurisdiction_names | \n", - "instant_bookable | \n", - "is_business_travel_ready | \n", - "cancellation_policy | \n", - "require_guest_profile_picture | \n", - "require_guest_phone_verification | \n", - "calculated_host_listings_count | \n", - "calculated_host_listings_count_entire_homes | \n", - "calculated_host_listings_count_private_rooms | \n", - "calculated_host_listings_count_shared_rooms | \n", - "reviews_per_month | \n", - "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", - "13913 | \n", - "https://www.airbnb.com/rooms/13913 | \n", - "20190307140352 | \n", - "2019-03-08 | \n", - "Holiday London DB Room Let-on going | \n", - "My bright double bedroom with a large window has a relaxed feeling! It comfortably fits one or t... | \n", - "Hello Everyone, I'm offering my lovely double bedroom in Finsbury Park area (zone 2) for let in ... | \n", - "My bright double bedroom with a large window has a relaxed feeling! It comfortably fits one or t... | \n", - "business | \n", - "Finsbury Park is a friendly melting pot community composed of Turkish, French, Spanish, Middle E... | \n", - "For art lovers I can give guest my Tate Members card to which offers free access to the both the... | \n", - "The flat only a 10 minute walk to Finsbury Park Station (London Zone 2) with access to the Picca... | \n", - "Guest will have access to the self catering kitchen and bathroom. There is the flat is equipped ... | \n", - "I like to have little chats with my guest over a cup of coffee or tea or even a drink in our loc... | \n", - "I'm an artist and have my artwork up on the wall so please care. When existing: You must lock a... | \n", - "NaN | \n", - "NaN | \n", - "https://a0.muscache.com/im/pictures/985879/b0680c62_original.jpg?aki_policy=large | \n", - "NaN | \n", - "54730 | \n", - "https://www.airbnb.com/users/show/54730 | \n", - "Alina | \n", - "2009-11-16 | \n", - "London, England, United Kingdom | \n", - "I am a Multi-Media Visual Artist and Creative Practitioner in Education. I live in London Engla... | \n", - "within a day | \n", - "60% | \n", - "NaN | \n", - "f | \n", - "https://a0.muscache.com/im/users/54730/profile_pic/1327774386/original.jpg?aki_policy=profile_small | \n", - "https://a0.muscache.com/im/users/54730/profile_pic/1327774386/original.jpg?aki_policy=profile_x_... | \n", - "LB of Islington | \n", - "4.0 | \n", - "4.0 | \n", - "['email', 'phone', 'facebook', 'reviews'] | \n", - "t | \n", - "f | \n", - "Islington, Greater London, United Kingdom | \n", - "LB of Islington | \n", - "Islington | \n", - "NaN | \n", - "Islington | \n", - "Greater London | \n", - "N4 3 | \n", - "London | \n", - "Islington, United Kingdom | \n", - "GB | \n", - "United Kingdom | \n", - "51.56802 | \n", - "-0.11121 | \n", - "... | \n", - "0.0 | \n", - "Real Bed | \n", - "{TV,\"Cable TV\",Wifi,Kitchen,\"Paid parking off premises\",\"Smoking allowed\",\"Free street parking\",... | \n", - "538.0 | \n", - "$65.00 | \n", - "$333.00 | \n", - "$1,176.00 | \n", - "$100.00 | \n", - "$15.00 | \n", - "1 | \n", - "$15.00 | \n", - "1 | \n", - "29 | \n", - "1 | \n", - "1 | \n", - "29 | \n", - "29 | \n", - "1.0 | \n", - "29.0 | \n", - "3 months ago | \n", - "t | \n", - "30 | \n", - "60 | \n", - "89 | \n", - "363 | \n", - "2019-03-08 | \n", - "14 | \n", - "3 | \n", - "2010-08-18 | \n", - "2018-06-17 | \n", - "95.0 | \n", - "9.0 | \n", - "10.0 | \n", - "9.0 | \n", - "10.0 | \n", - "9.0 | \n", - "9.0 | \n", - "f | \n", - "NaN | \n", - "NaN | \n", - "f | \n", - "f | \n", - "moderate | \n", - "f | \n", - "f | \n", - "3 | \n", - "1 | \n", - "2 | \n", - "0 | \n", - "0.13 | \n", - "
1 | \n", - "15400 | \n", - "https://www.airbnb.com/rooms/15400 | \n", - "20190307140352 | \n", - "2019-03-08 | \n", - "Bright Chelsea Apartment. Chelsea! | \n", - "Lots of windows and light. St Luke's Gardens are at the end of the block, and the river not too... | \n", - "Bright Chelsea Apartment This is a bright one bedroom ground floor apartment in an interesting ... | \n", - "Lots of windows and light. St Luke's Gardens are at the end of the block, and the river not too... | \n", - "romantic | \n", - "It is Chelsea. | \n", - "The building next door is in the process of being taken down and rebuilt. I thought that this wo... | \n", - "The underground stations are South Kensington and Sloane Square. They are an equal distance from... | \n", - "There are two wardrobes for guests exclusive use, and two long drawers as well as the two bedsid... | \n", - "If I am in the country I like to welcome my guests and show them around. If I am overseas I make... | \n", - "NO SMOKING PLEASE.. No unauthorised guests. Not safe for small children. There are two wardrobe... | \n", - "NaN | \n", - "NaN | \n", - "https://a0.muscache.com/im/pictures/428392/462d262a_original.jpg?aki_policy=large | \n", - "NaN | \n", - "60302 | \n", - "https://www.airbnb.com/users/show/60302 | \n", - "Philippa | \n", - "2009-12-05 | \n", - "Kensington, England, United Kingdom | \n", - "English, grandmother, I have travelled quite a lot. I love being in different countries, as lo... | \n", - "within a few hours | \n", - "100% | \n", - "NaN | \n", - "f | \n", - "https://a0.muscache.com/im/users/60302/profile_pic/1348610590/original.jpg?aki_policy=profile_small | \n", - "https://a0.muscache.com/im/users/60302/profile_pic/1348610590/original.jpg?aki_policy=profile_x_... | \n", - "Chelsea | \n", - "1.0 | \n", - "1.0 | \n", - "['email', 'phone', 'reviews', 'jumio', 'government_id'] | \n", - "t | \n", - "t | \n", - "London, United Kingdom | \n", - "Chelsea | \n", - "Kensington and Chelsea | \n", - "NaN | \n", - "London | \n", - "NaN | \n", - "SW3 | \n", - "London | \n", - "London, United Kingdom | \n", - "GB | \n", - "United Kingdom | \n", - "51.48796 | \n", - "-0.16898 | \n", - "... | \n", - "1.0 | \n", - "Real Bed | \n", - "{TV,\"Cable TV\",Internet,Wifi,\"Air conditioning\",Kitchen,\"Buzzer/wireless intercom\",Heating,Washe... | \n", - "NaN | \n", - "$100.00 | \n", - "$600.00 | \n", - "$2,250.00 | \n", - "$150.00 | \n", - "$50.00 | \n", - "2 | \n", - "$0.00 | \n", - "3 | \n", - "50 | \n", - "3 | \n", - "3 | \n", - "50 | \n", - "50 | \n", - "3.0 | \n", - "50.0 | \n", - "today | \n", - "t | \n", - "0 | \n", - "8 | \n", - "8 | \n", - "104 | \n", - "2019-03-08 | \n", - "81 | \n", - "2 | \n", - "2009-12-21 | \n", - "2018-03-30 | \n", - "95.0 | \n", - "10.0 | \n", - "10.0 | \n", - "10.0 | \n", - "10.0 | \n", - "10.0 | \n", - "9.0 | \n", - "f | \n", - "NaN | \n", - "NaN | \n", - "f | \n", - "f | \n", - "strict_14_with_grace_period | \n", - "t | \n", - "t | \n", - "1 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0.72 | \n", - "
2 | \n", - "17402 | \n", - "https://www.airbnb.com/rooms/17402 | \n", - "20190307140352 | \n", - "2019-03-08 | \n", - "Superb 3-Bed/2 Bath & Wifi: Trendy W1 | \n", - "Open from June 2018 after a 3-year break, we are delighted to be welcoming guests again to this ... | \n", - "Ready again from June 2018 for bookings after a 3-year break and a full refurb, we are excited t... | \n", - "Open from June 2018 after a 3-year break, we are delighted to be welcoming guests again to this ... | \n", - "none | \n", - "Location, location, location! You won't find better than this! Situated in Fitzroy Street, W1, w... | \n", - "This property has new flooring throughout. Guests must remove shoes at the front door otherwise ... | \n", - "You can walk to tourist London or take numerous transport options close by. Our closest tubes a... | \n", - "Full use of whole independent apartment | \n", - "Always available by email or phone (before, during and after your stay). We provide a welcome pa... | \n", - "The apartment benefits from new flooring throughout. Guests MUST remove shoes at the front door ... | \n", - "NaN | \n", - "NaN | \n", - "https://a0.muscache.com/im/pictures/5673eb4f-a853-4102-8518-a9e8180a9cf1.jpg?aki_policy=large | \n", - "NaN | \n", - "67564 | \n", - "https://www.airbnb.com/users/show/67564 | \n", - "Liz | \n", - "2010-01-04 | \n", - "London, England, United Kingdom | \n", - "We are Liz and Jack. We manage a number of holiday let properties in Fitzrovia, central London ... | \n", - "within a few hours | \n", - "88% | \n", - "NaN | \n", - "t | \n", - "https://a0.muscache.com/im/users/67564/profile_pic/1320663729/original.jpg?aki_policy=profile_small | \n", - "https://a0.muscache.com/im/users/67564/profile_pic/1320663729/original.jpg?aki_policy=profile_x_... | \n", - "Fitzrovia | \n", - "16.0 | \n", - "16.0 | \n", - "['email', 'phone', 'reviews', 'jumio', 'offline_government_id', 'selfie', 'government_id', 'iden... | \n", - "t | \n", - "t | \n", - "London, Fitzrovia, United Kingdom | \n", - "City of Westminster | \n", - "Westminster | \n", - "NaN | \n", - "London | \n", - "Fitzrovia | \n", - "W1T4BP | \n", - "London | \n", - "London, United Kingdom | \n", - "GB | \n", - "United Kingdom | \n", - "51.52098 | \n", - "-0.14002 | \n", - "... | \n", - "3.0 | \n", - "Real Bed | \n", - "{TV,Wifi,Kitchen,\"Paid parking off premises\",Elevator,\"Buzzer/wireless intercom\",Heating,\"Family... | \n", - "NaN | \n", - "$500.00 | \n", - "$1,378.00 | \n", - "NaN | \n", - "$350.00 | \n", - "$65.00 | \n", - "4 | \n", - "$10.00 | \n", - "3 | \n", - "365 | \n", - "3 | \n", - "3 | \n", - "365 | \n", - "365 | \n", - "3.0 | \n", - "365.0 | \n", - "4 days ago | \n", - "t | \n", - "29 | \n", - "59 | \n", - "89 | \n", - "363 | \n", - "2019-03-08 | \n", - "39 | \n", - "14 | \n", - "2011-03-21 | \n", - "2018-10-15 | \n", - "93.0 | \n", - "10.0 | \n", - "9.0 | \n", - "9.0 | \n", - "9.0 | \n", - "10.0 | \n", - "9.0 | \n", - "f | \n", - "NaN | \n", - "NaN | \n", - "f | \n", - "f | \n", - "strict_14_with_grace_period | \n", - "f | \n", - "f | \n", - "13 | \n", - "13 | \n", - "0 | \n", - "0 | \n", - "0.40 | \n", - "
3 | \n", - "24328 | \n", - "https://www.airbnb.com/rooms/24328 | \n", - "20190307140352 | \n", - "2019-03-08 | \n", - "Battersea 2 bedroom house & parking | \n", - "Artist house, high ceiling bedrooms, private parking and in a conservation area near Battersea P... | \n", - "- End of terrace two bedroom house close to Southwest corner of Battersea Park, SW11 - Private g... | \n", - "Artist house, high ceiling bedrooms, private parking and in a conservation area near Battersea P... | \n", - "family | \n", - "- Battersea is a quiet family area, easy access to Battersea Park and Clapham Junction/Lavender ... | \n", - "- Please have a profile or tell us more about yourselves so we can have a better understanding o... | \n", - "- 5 mins walk to Battersea Park, 15 mins walk to Clapham Junction, and 20 mins walk over to Chel... | \n", - "- there is a communal garden in our complex - the house is near a public gym (Latchmere Leisure ... | \n", - "We rent out our house only when we are away. There is self access to the house via the back entr... | \n", - "A house manual will be emailed once a booking is confirmed. A printed copy will be left inside t... | \n", - "NaN | \n", - "NaN | \n", - "https://a0.muscache.com/im/pictures/428381/d92f98ab_original.jpg?aki_policy=large | \n", - "NaN | \n", - "41759 | \n", - "https://www.airbnb.com/users/show/41759 | \n", - "Joe | \n", - "2009-09-28 | \n", - "Florence, Tuscany, Italy | \n", - "I've been using Airbnb for a while now, both as a user and as a host. My partner and I find hote... | \n", - "within a day | \n", - "100% | \n", - "NaN | \n", - "t | \n", - "https://a0.muscache.com/im/users/41759/profile_pic/1368165960/original.jpg?aki_policy=profile_small | \n", - "https://a0.muscache.com/im/users/41759/profile_pic/1368165960/original.jpg?aki_policy=profile_x_... | \n", - "Battersea | \n", - "3.0 | \n", - "3.0 | \n", - "['email', 'phone', 'reviews', 'jumio', 'offline_government_id', 'government_id', 'work_email'] | \n", - "t | \n", - "t | \n", - "London, United Kingdom | \n", - "LB of Wandsworth | \n", - "Wandsworth | \n", - "NaN | \n", - "London | \n", - "NaN | \n", - "SW11 5GX | \n", - "London | \n", - "London, United Kingdom | \n", - "GB | \n", - "United Kingdom | \n", - "51.47298 | \n", - "-0.16376 | \n", - "... | \n", - "3.0 | \n", - "Real Bed | \n", - "{TV,\"Cable TV\",Internet,Wifi,Kitchen,\"Free parking on premises\",\"Pets allowed\",\"Pets live on thi... | \n", - "1001.0 | \n", - "$175.00 | \n", - "$1,050.00 | \n", - "$3,500.00 | \n", - "$250.00 | \n", - "$70.00 | \n", - "2 | \n", - "$0.00 | \n", - "30 | \n", - "1125 | \n", - "30 | \n", - "30 | \n", - "1125 | \n", - "1125 | \n", - "30.0 | \n", - "1125.0 | \n", - "3 days ago | \n", - "t | \n", - "0 | \n", - "20 | \n", - "50 | \n", - "325 | \n", - "2019-03-08 | \n", - "92 | \n", - "0 | \n", - "2010-11-15 | \n", - "2016-09-07 | \n", - "98.0 | \n", - "10.0 | \n", - "10.0 | \n", - "10.0 | \n", - "10.0 | \n", - "9.0 | \n", - "9.0 | \n", - "f | \n", - "NaN | \n", - "NaN | \n", - "f | \n", - "f | \n", - "moderate | \n", - "t | \n", - "t | \n", - "1 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0.91 | \n", - "
4 | \n", - "25023 | \n", - "https://www.airbnb.com/rooms/25023 | \n", - "20190307140352 | \n", - "2019-03-08 | \n", - "All-comforts 2-bed flat near Wimbledon tennis | \n", - "Large, all comforts, 2-bed flat; first floor; lift; pretty communal gardens + off-street parking... | \n", - "10 mins walk to Southfields tube and Wimbledon tennis, the flat is located in a private building... | \n", - "Large, all comforts, 2-bed flat; first floor; lift; pretty communal gardens + off-street parking... | \n", - "none | \n", - "This is a leafy residential area with excellent transport connections. Shops and other local am... | \n", - "Non-smokers only. No pets. | \n", - "Free off-street parking; buses to Richmond/Tooting and Putney/Clampham Junction via Wimbledon La... | \n", - "Entire flat; use of communal gardens. | \n", - "I'm happy to provide you with any helpful hints on the local area and getting around. | \n", - "No smoking. No parties. No loud music after 10 pm. Please dispose of all rubbish and leave the k... | \n", - "NaN | \n", - "NaN | \n", - "https://a0.muscache.com/im/pictures/d693d930-06a8-49ec-98c2-2d4646ab3224.jpg?aki_policy=large | \n", - "NaN | \n", - "102813 | \n", - "https://www.airbnb.com/users/show/102813 | \n", - "Amanda | \n", - "2010-04-03 | \n", - "Rome, Lazio, Italy | \n", - "Hi, I'm a sociologist/anthropologist, NLP executive coach and self-confessed language-junkie wit... | \n", - "within an hour | \n", - "100% | \n", - "NaN | \n", - "t | \n", - "https://a0.muscache.com/im/pictures/user/2e886fec-a40a-4a03-9ded-1e5a042682bb.jpg?aki_policy=pro... | \n", - "https://a0.muscache.com/im/pictures/user/2e886fec-a40a-4a03-9ded-1e5a042682bb.jpg?aki_policy=pro... | \n", - "Wimbledon | \n", - "1.0 | \n", - "1.0 | \n", - "['email', 'phone', 'reviews'] | \n", - "t | \n", - "f | \n", - "Wimbledon, London, United Kingdom | \n", - "Wimbledon | \n", - "Wandsworth | \n", - "NaN | \n", - "Wimbledon | \n", - "London | \n", - "SW19 6QH | \n", - "London | \n", - "Wimbledon, United Kingdom | \n", - "GB | \n", - "United Kingdom | \n", - "51.44687 | \n", - "-0.21874 | \n", - "... | \n", - "2.0 | \n", - "Real Bed | \n", - "{TV,Wifi,Kitchen,\"Free parking on premises\",Elevator,\"Buzzer/wireless intercom\",Heating,Washer,\"... | \n", - "700.0 | \n", - "$65.00 | \n", - "$630.00 | \n", - "$2,515.00 | \n", - "$250.00 | \n", - "$50.00 | \n", - "2 | \n", - "$11.00 | \n", - "4 | \n", - "100 | \n", - "4 | \n", - "4 | \n", - "100 | \n", - "100 | \n", - "4.0 | \n", - "100.0 | \n", - "3 days ago | \n", - "t | \n", - "1 | \n", - "1 | \n", - "1 | \n", - "16 | \n", - "2019-03-08 | \n", - "26 | \n", - "6 | \n", - "2016-03-05 | \n", - "2018-07-11 | \n", - "91.0 | \n", - "10.0 | \n", - "9.0 | \n", - "9.0 | \n", - "9.0 | \n", - "9.0 | \n", - "9.0 | \n", - "f | \n", - "NaN | \n", - "NaN | \n", - "f | \n", - "f | \n", - "moderate | \n", - "f | \n", - "f | \n", - "1 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0.71 | \n", - "
5 rows × 106 columns
\n", - "\n", - " | groups | \n", - "
---|---|
0 | \n", - "[amenity_tv, amenity_cable_tv, amenity_wifi, amenity_kitchen, amenity_paid_parking_off_premises,... | \n", - "
1 | \n", - "[amenity_tv, amenity_cable_tv, amenity_internet, amenity_wifi, amenity_air_conditioning, amenity... | \n", - "
2 | \n", - "[amenity_tv, amenity_wifi, amenity_kitchen, amenity_paid_parking_off_premises, amenity_elevator,... | \n", - "
3 | \n", - "[amenity_tv, amenity_cable_tv, amenity_internet, amenity_wifi, amenity_kitchen, amenity_free_par... | \n", - "
4 | \n", - "[amenity_tv, amenity_wifi, amenity_kitchen, amenity_free_parking_on_premises, amenity_elevator, ... | \n", - "
\n", - " | amenity_24-hour_check-in | \n", - "amenity__toilet | \n", - "amenity_accessible-height_bed | \n", - "amenity_accessible-height_toilet | \n", - "amenity_air_conditioning | \n", - "amenity_air_purifier | \n", - "amenity_alfresco_bathtub | \n", - "amenity_amazon_echo | \n", - "amenity_baby_bath | \n", - "amenity_baby_monitor | \n", - "amenity_babysitter_recommendations | \n", - "amenity_balcony | \n", - "amenity_bath_towel | \n", - "amenity_bathroom_essentials | \n", - "amenity_bathtub | \n", - "amenity_bathtub_with_bath_chair | \n", - "amenity_bbq_grill | \n", - "amenity_beach_essentials | \n", - "amenity_beach_view | \n", - "amenity_beachfront | \n", - "amenity_bed_linens | \n", - "amenity_bedroom_comforts | \n", - "amenity_bidet | \n", - "amenity_body_soap | \n", - "amenity_breakfast | \n", - "amenity_breakfast_table | \n", - "amenity_building_staff | \n", - "amenity_buzzer_wireless_intercom | \n", - "amenity_cable_tv | \n", - "amenity_carbon_monoxide_detector | \n", - "amenity_cat | \n", - "amenity_ceiling_fan | \n", - "amenity_ceiling_hoist | \n", - "amenity_central_air_conditioning | \n", - "amenity_changing_table | \n", - "amenity_children’s_books_and_toys | \n", - "amenity_children’s_dinnerware | \n", - "amenity_cleaning_before_checkout | \n", - "amenity_coffee_maker | \n", - "amenity_convection_oven | \n", - "amenity_cooking_basics | \n", - "amenity_crib | \n", - "amenity_day_bed | \n", - "amenity_disabled_parking_spot | \n", - "amenity_dishes_and_silverware | \n", - "amenity_dishwasher | \n", - "amenity_dog | \n", - "amenity_doorman | \n", - "amenity_double_oven | \n", - "amenity_dryer | \n", - "... | \n", - "amenity_projector_and_screen | \n", - "amenity_rain_shower | \n", - "amenity_refrigerator | \n", - "amenity_roll-in_shower | \n", - "amenity_room-darkening_shades | \n", - "amenity_safety_card | \n", - "amenity_sauna | \n", - "amenity_self_check-in | \n", - "amenity_shampoo | \n", - "amenity_shared_gym | \n", - "amenity_shared_hot_tub | \n", - "amenity_shared_pool | \n", - "amenity_shower_chair | \n", - "amenity_single_level_home | \n", - "amenity_ski-in_ski-out | \n", - "amenity_smart_lock | \n", - "amenity_smart_tv | \n", - "amenity_smoke_detector | \n", - "amenity_smoking_allowed | \n", - "amenity_soaking_tub | \n", - "amenity_sound_system | \n", - "amenity_stair_gates | \n", - "amenity_stand_alone_steam_shower | \n", - "amenity_standing_valet | \n", - "amenity_steam_oven | \n", - "amenity_step-free_access | \n", - "amenity_stove | \n", - "amenity_suitable_for_events | \n", - "amenity_sun_loungers | \n", - "amenity_table_corner_guards | \n", - "amenity_tennis_court | \n", - "amenity_terrace | \n", - "amenity_toilet_paper | \n", - "amenity_touchless_faucets | \n", - "amenity_tv | \n", - "amenity_walk-in_shower | \n", - "amenity_warming_drawer | \n", - "amenity_washer | \n", - "amenity_washer_dryer | \n", - "amenity_waterfront | \n", - "amenity_well-lit_path_to_entrance | \n", - "amenity_wheelchair_accessible | \n", - "amenity_wide_clearance_to_bed | \n", - "amenity_wide_clearance_to_shower | \n", - "amenity_wide_doorway | \n", - "amenity_wide_entryway | \n", - "amenity_wide_hallway_clearance | \n", - "amenity_wifi | \n", - "amenity_window_guards | \n", - "amenity_wine_cooler | \n", - "
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5 rows × 192 columns
\n", - "\n", - " | id | \n", - "host_id | \n", - "description | \n", - "host_listings_count | \n", - "host_identity_verified | \n", - "neighbourhood_cleansed | \n", - "latitude | \n", - "longitude | \n", - "is_location_exact | \n", - "property_type | \n", - "room_type | \n", - "accommodates | \n", - "bathrooms | \n", - "bedrooms | \n", - "beds | \n", - "price | \n", - "security_deposit | \n", - "cleaning_fee | \n", - "guests_included | \n", - "extra_people | \n", - "minimum_nights | \n", - "instant_bookable | \n", - "cancellation_policy | \n", - "reviews_per_month | \n", - "has_house_rules | \n", - "host_gender | \n", - "accommodates_catg | \n", - "guests_included_catg | \n", - "minimum_nights_catg | \n", - "host_listings_count_catg | \n", - "bathrooms_catg | \n", - "bedrooms_catg | \n", - "beds_catg | \n", - "amenity_24-hour_check-in | \n", - "amenity__toilet | \n", - "amenity_accessible-height_bed | \n", - "amenity_accessible-height_toilet | \n", - "amenity_air_conditioning | \n", - "amenity_air_purifier | \n", - "amenity_alfresco_bathtub | \n", - "amenity_amazon_echo | \n", - "amenity_baby_bath | \n", - "amenity_baby_monitor | \n", - "amenity_babysitter_recommendations | \n", - "amenity_balcony | \n", - "amenity_bath_towel | \n", - "amenity_bathroom_essentials | \n", - "amenity_bathtub | \n", - "amenity_bathtub_with_bath_chair | \n", - "amenity_bbq_grill | \n", - "... | \n", - "amenity_projector_and_screen | \n", - "amenity_rain_shower | \n", - "amenity_refrigerator | \n", - "amenity_roll-in_shower | \n", - "amenity_room-darkening_shades | \n", - "amenity_safety_card | \n", - "amenity_sauna | \n", - "amenity_self_check-in | \n", - "amenity_shampoo | \n", - "amenity_shared_gym | \n", - "amenity_shared_hot_tub | \n", - "amenity_shared_pool | \n", - "amenity_shower_chair | \n", - "amenity_single_level_home | \n", - "amenity_ski-in_ski-out | \n", - "amenity_smart_lock | \n", - "amenity_smart_tv | \n", - "amenity_smoke_detector | \n", - "amenity_smoking_allowed | \n", - "amenity_soaking_tub | \n", - "amenity_sound_system | \n", - "amenity_stair_gates | \n", - "amenity_stand_alone_steam_shower | \n", - "amenity_standing_valet | \n", - "amenity_steam_oven | \n", - "amenity_step-free_access | \n", - "amenity_stove | \n", - "amenity_suitable_for_events | \n", - "amenity_sun_loungers | \n", - "amenity_table_corner_guards | \n", - "amenity_tennis_court | \n", - "amenity_terrace | \n", - "amenity_toilet_paper | \n", - "amenity_touchless_faucets | \n", - "amenity_tv | \n", - "amenity_walk-in_shower | \n", - "amenity_warming_drawer | \n", - "amenity_washer | \n", - "amenity_washer_dryer | \n", - "amenity_waterfront | \n", - "amenity_well-lit_path_to_entrance | \n", - "amenity_wheelchair_accessible | \n", - "amenity_wide_clearance_to_bed | \n", - "amenity_wide_clearance_to_shower | \n", - "amenity_wide_doorway | \n", - "amenity_wide_entryway | \n", - "amenity_wide_hallway_clearance | \n", - "amenity_wifi | \n", - "amenity_window_guards | \n", - "amenity_wine_cooler | \n", - "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", - "13913 | \n", - "54730 | \n", - "My bright double bedroom with a large window has a relaxed feeling! It comfortably fits one or t... | \n", - "4.0 | \n", - "f | \n", - "Islington | \n", - "51.56802 | \n", - "-0.11121 | \n", - "t | \n", - "apartment | \n", - "private_room | \n", - "2 | \n", - "1.0 | \n", - "1.0 | \n", - "0.0 | \n", - "$65.00 | \n", - "$100.00 | \n", - "$15.00 | \n", - "1 | \n", - "$15.00 | \n", - "1 | \n", - "f | \n", - "moderate | \n", - "0.13 | \n", - "1 | \n", - "female | \n", - "2 | \n", - "1 | \n", - "1 | \n", - "3 | \n", - "1 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "1 | \n", - "0 | \n", - "... | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "1 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "
1 | \n", - "15400 | \n", - "60302 | \n", - "Lots of windows and light. St Luke's Gardens are at the end of the block, and the river not too... | \n", - "1.0 | \n", - "t | \n", - "Kensington and Chelsea | \n", - "51.48796 | \n", - "-0.16898 | \n", - "t | \n", - "apartment | \n", - "entire_home/apt | \n", - "2 | \n", - "1.0 | \n", - "1.0 | \n", - "1.0 | \n", - "$100.00 | \n", - "$150.00 | \n", - "$50.00 | \n", - "2 | \n", - "$0.00 | \n", - "3 | \n", - "f | \n", - "strict_14_with_grace_period | \n", - "0.72 | \n", - "1 | \n", - "female | \n", - "2 | \n", - "2 | \n", - "3 | \n", - "1 | \n", - "1 | \n", - "1 | \n", - "1 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "... | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "
2 rows × 225 columns
\n", - "\n", - " | age | \n", - "workclass | \n", - "fnlwgt | \n", - "education | \n", - "educational_num | \n", - "marital_status | \n", - "occupation | \n", - "relationship | \n", - "race | \n", - "gender | \n", - "capital_gain | \n", - "capital_loss | \n", - "hours_per_week | \n", - "native_country | \n", - "age_buckets | \n", - "income_label | \n", - "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", - "25 | \n", - "Private | \n", - "226802 | \n", - "11th | \n", - "7 | \n", - "Never-married | \n", - "Machine-op-inspct | \n", - "Own-child | \n", - "Black | \n", - "Male | \n", - "0 | \n", - "0 | \n", - "40 | \n", - "United-States | \n", - "0 | \n", - "0 | \n", - "
1 | \n", - "38 | \n", - "Private | \n", - "89814 | \n", - "HS-grad | \n", - "9 | \n", - "Married-civ-spouse | \n", - "Farming-fishing | \n", - "Husband | \n", - "White | \n", - "Male | \n", - "0 | \n", - "0 | \n", - "50 | \n", - "United-States | \n", - "3 | \n", - "0 | \n", - "
2 | \n", - "28 | \n", - "Local-gov | \n", - "336951 | \n", - "Assoc-acdm | \n", - "12 | \n", - "Married-civ-spouse | \n", - "Protective-serv | \n", - "Husband | \n", - "White | \n", - "Male | \n", - "0 | \n", - "0 | \n", - "40 | \n", - "United-States | \n", - "1 | \n", - "1 | \n", - "
3 | \n", - "44 | \n", - "Private | \n", - "160323 | \n", - "Some-college | \n", - "10 | \n", - "Married-civ-spouse | \n", - "Machine-op-inspct | \n", - "Husband | \n", - "Black | \n", - "Male | \n", - "7688 | \n", - "0 | \n", - "40 | \n", - "United-States | \n", - "4 | \n", - "1 | \n", - "
4 | \n", - "18 | \n", - "? | \n", - "103497 | \n", - "Some-college | \n", - "10 | \n", - "Never-married | \n", - "? | \n", - "Own-child | \n", - "White | \n", - "Female | \n", - "0 | \n", - "0 | \n", - "30 | \n", - "United-States | \n", - "0 | \n", - "0 | \n", - "
\n", - " | workclass | \n", - "education | \n", - "marital_status | \n", - "occupation | \n", - "relationship | \n", - "race | \n", - "gender | \n", - "native_country | \n", - "age_buckets | \n", - "education_occupation | \n", - "native_country_occupation | \n", - "
---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", - "Private | \n", - "11th | \n", - "Never-married | \n", - "Machine-op-inspct | \n", - "Own-child | \n", - "Black | \n", - "Male | \n", - "United-States | \n", - "0 | \n", - "11th-Machine-op-inspct | \n", - "United-States-Machine-op-inspct | \n", - "
1 | \n", - "Private | \n", - "HS-grad | \n", - "Married-civ-spouse | \n", - "Farming-fishing | \n", - "Husband | \n", - "White | \n", - "Male | \n", - "United-States | \n", - "3 | \n", - "HS-grad-Farming-fishing | \n", - "United-States-Farming-fishing | \n", - "
2 | \n", - "Local-gov | \n", - "Assoc-acdm | \n", - "Married-civ-spouse | \n", - "Protective-serv | \n", - "Husband | \n", - "White | \n", - "Male | \n", - "United-States | \n", - "1 | \n", - "Assoc-acdm-Protective-serv | \n", - "United-States-Protective-serv | \n", - "
3 | \n", - "Private | \n", - "Some-college | \n", - "Married-civ-spouse | \n", - "Machine-op-inspct | \n", - "Husband | \n", - "Black | \n", - "Male | \n", - "United-States | \n", - "4 | \n", - "Some-college-Machine-op-inspct | \n", - "United-States-Machine-op-inspct | \n", - "
4 | \n", - "? | \n", - "Some-college | \n", - "Never-married | \n", - "? | \n", - "Own-child | \n", - "White | \n", - "Female | \n", - "United-States | \n", - "0 | \n", - "Some-college-? | \n", - "United-States-? | \n", - "
\n", - " | workclass_? | \n", - "workclass_Federal-gov | \n", - "workclass_Local-gov | \n", - "workclass_Never-worked | \n", - "workclass_Private | \n", - "workclass_Self-emp-inc | \n", - "workclass_Self-emp-not-inc | \n", - "workclass_State-gov | \n", - "workclass_Without-pay | \n", - "education_10th | \n", - "education_11th | \n", - "education_12th | \n", - "education_1st-4th | \n", - "education_5th-6th | \n", - "education_7th-8th | \n", - "education_9th | \n", - "education_Assoc-acdm | \n", - "education_Assoc-voc | \n", - "education_Bachelors | \n", - "education_Doctorate | \n", - "education_HS-grad | \n", - "education_Masters | \n", - "education_Preschool | \n", - "education_Prof-school | \n", - "education_Some-college | \n", - "marital_status_Divorced | \n", - "marital_status_Married-AF-spouse | \n", - "marital_status_Married-civ-spouse | \n", - "marital_status_Married-spouse-absent | \n", - "marital_status_Never-married | \n", - "marital_status_Separated | \n", - "marital_status_Widowed | \n", - "occupation_? | \n", - "occupation_Adm-clerical | \n", - "occupation_Armed-Forces | \n", - "occupation_Craft-repair | \n", - "occupation_Exec-managerial | \n", - "occupation_Farming-fishing | \n", - "occupation_Handlers-cleaners | \n", - "occupation_Machine-op-inspct | \n", - "occupation_Other-service | \n", - "occupation_Priv-house-serv | \n", - "occupation_Prof-specialty | \n", - "occupation_Protective-serv | \n", - "occupation_Sales | \n", - "occupation_Tech-support | \n", - "occupation_Transport-moving | \n", - "relationship_Husband | \n", - "relationship_Not-in-family | \n", - "relationship_Other-relative | \n", - "... | \n", - "native_country_occupation_Thailand-Prof-specialty | \n", - "native_country_occupation_Thailand-Protective-serv | \n", - "native_country_occupation_Thailand-Sales | \n", - "native_country_occupation_Thailand-Transport-moving | \n", - "native_country_occupation_Trinadad&Tobago-? | \n", - "native_country_occupation_Trinadad&Tobago-Adm-clerical | \n", - "native_country_occupation_Trinadad&Tobago-Craft-repair | \n", - "native_country_occupation_Trinadad&Tobago-Exec-managerial | \n", - "native_country_occupation_Trinadad&Tobago-Machine-op-inspct | \n", - "native_country_occupation_Trinadad&Tobago-Other-service | \n", - "native_country_occupation_Trinadad&Tobago-Prof-specialty | \n", - "native_country_occupation_Trinadad&Tobago-Protective-serv | \n", - "native_country_occupation_Trinadad&Tobago-Sales | \n", - "native_country_occupation_Trinadad&Tobago-Tech-support | \n", - "native_country_occupation_Trinadad&Tobago-Transport-moving | \n", - "native_country_occupation_United-States-? | \n", - "native_country_occupation_United-States-Adm-clerical | \n", - "native_country_occupation_United-States-Armed-Forces | \n", - "native_country_occupation_United-States-Craft-repair | \n", - "native_country_occupation_United-States-Exec-managerial | \n", - "native_country_occupation_United-States-Farming-fishing | \n", - "native_country_occupation_United-States-Handlers-cleaners | \n", - "native_country_occupation_United-States-Machine-op-inspct | \n", - "native_country_occupation_United-States-Other-service | \n", - "native_country_occupation_United-States-Priv-house-serv | \n", - "native_country_occupation_United-States-Prof-specialty | \n", - "native_country_occupation_United-States-Protective-serv | \n", - "native_country_occupation_United-States-Sales | \n", - "native_country_occupation_United-States-Tech-support | \n", - "native_country_occupation_United-States-Transport-moving | \n", - "native_country_occupation_Vietnam-? | \n", - "native_country_occupation_Vietnam-Adm-clerical | \n", - "native_country_occupation_Vietnam-Craft-repair | \n", - "native_country_occupation_Vietnam-Exec-managerial | \n", - "native_country_occupation_Vietnam-Farming-fishing | \n", - "native_country_occupation_Vietnam-Handlers-cleaners | \n", - "native_country_occupation_Vietnam-Machine-op-inspct | \n", - "native_country_occupation_Vietnam-Other-service | \n", - "native_country_occupation_Vietnam-Prof-specialty | \n", - "native_country_occupation_Vietnam-Sales | \n", - "native_country_occupation_Vietnam-Tech-support | \n", - "native_country_occupation_Vietnam-Transport-moving | \n", - "native_country_occupation_Yugoslavia-Adm-clerical | \n", - "native_country_occupation_Yugoslavia-Craft-repair | \n", - "native_country_occupation_Yugoslavia-Exec-managerial | \n", - "native_country_occupation_Yugoslavia-Farming-fishing | \n", - "native_country_occupation_Yugoslavia-Machine-op-inspct | \n", - "native_country_occupation_Yugoslavia-Other-service | \n", - "native_country_occupation_Yugoslavia-Priv-house-serv | \n", - "native_country_occupation_Yugoslavia-Transport-moving | \n", - "
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5 rows × 817 columns
\n", - "\n", - " | age | \n", - "workclass | \n", - "fnlwgt | \n", - "education | \n", - "educational_num | \n", - "marital_status | \n", - "occupation | \n", - "relationship | \n", - "race | \n", - "gender | \n", - "capital_gain | \n", - "capital_loss | \n", - "hours_per_week | \n", - "native_country | \n", - "age_buckets | \n", - "income_label | \n", - "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", - "25 | \n", - "Private | \n", - "226802 | \n", - "11th | \n", - "7 | \n", - "Never-married | \n", - "Machine-op-inspct | \n", - "Own-child | \n", - "Black | \n", - "Male | \n", - "0 | \n", - "0 | \n", - "40 | \n", - "United-States | \n", - "0 | \n", - "0 | \n", - "
1 | \n", - "38 | \n", - "Private | \n", - "89814 | \n", - "HS-grad | \n", - "9 | \n", - "Married-civ-spouse | \n", - "Farming-fishing | \n", - "Husband | \n", - "White | \n", - "Male | \n", - "0 | \n", - "0 | \n", - "50 | \n", - "United-States | \n", - "3 | \n", - "0 | \n", - "
2 | \n", - "28 | \n", - "Local-gov | \n", - "336951 | \n", - "Assoc-acdm | \n", - "12 | \n", - "Married-civ-spouse | \n", - "Protective-serv | \n", - "Husband | \n", - "White | \n", - "Male | \n", - "0 | \n", - "0 | \n", - "40 | \n", - "United-States | \n", - "1 | \n", - "1 | \n", - "
3 | \n", - "44 | \n", - "Private | \n", - "160323 | \n", - "Some-college | \n", - "10 | \n", - "Married-civ-spouse | \n", - "Machine-op-inspct | \n", - "Husband | \n", - "Black | \n", - "Male | \n", - "7688 | \n", - "0 | \n", - "40 | \n", - "United-States | \n", - "4 | \n", - "1 | \n", - "
4 | \n", - "18 | \n", - "? | \n", - "103497 | \n", - "Some-college | \n", - "10 | \n", - "Never-married | \n", - "? | \n", - "Own-child | \n", - "White | \n", - "Female | \n", - "0 | \n", - "0 | \n", - "30 | \n", - "United-States | \n", - "0 | \n", - "0 | \n", - "
\n", - " | workclass | \n", - "education | \n", - "occupation | \n", - "relationship | \n", - "native_country | \n", - "age | \n", - "hours_per_week | \n", - "capital_gain | \n", - "capital_loss | \n", - "
---|---|---|---|---|---|---|---|---|---|
0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "25 | \n", - "40 | \n", - "0 | \n", - "0 | \n", - "
1 | \n", - "0 | \n", - "1 | \n", - "1 | \n", - "1 | \n", - "0 | \n", - "38 | \n", - "50 | \n", - "0 | \n", - "0 | \n", - "
2 | \n", - "1 | \n", - "2 | \n", - "2 | \n", - "1 | \n", - "0 | \n", - "28 | \n", - "40 | \n", - "0 | \n", - "0 | \n", - "
3 | \n", - "0 | \n", - "3 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "44 | \n", - "40 | \n", - "7688 | \n", - "0 | \n", - "
4 | \n", - "2 | \n", - "3 | \n", - "3 | \n", - "0 | \n", - "0 | \n", - "18 | \n", - "30 | \n", - "0 | \n", - "0 | \n", - "
\n", - " | workclass | \n", - "education | \n", - "occupation | \n", - "relationship | \n", - "native_country | \n", - "age | \n", - "hours_per_week | \n", - "capital_gain | \n", - "capital_loss | \n", - "
---|---|---|---|---|---|---|---|---|---|
0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "-0.995129 | \n", - "-0.034087 | \n", - "-0.144804 | \n", - "-0.217127 | \n", - "
1 | \n", - "0 | \n", - "1 | \n", - "1 | \n", - "1 | \n", - "0 | \n", - "-0.046942 | \n", - "0.772930 | \n", - "-0.144804 | \n", - "-0.217127 | \n", - "
2 | \n", - "1 | \n", - "2 | \n", - "2 | \n", - "1 | \n", - "0 | \n", - "-0.776316 | \n", - "-0.034087 | \n", - "-0.144804 | \n", - "-0.217127 | \n", - "
3 | \n", - "0 | \n", - "3 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0.390683 | \n", - "-0.034087 | \n", - "0.886874 | \n", - "-0.217127 | \n", - "
4 | \n", - "2 | \n", - "3 | \n", - "3 | \n", - "0 | \n", - "0 | \n", - "-1.505691 | \n", - "-0.841104 | \n", - "-0.144804 | \n", - "-0.217127 | \n", - "
\n", - " | age | \n", - "workclass | \n", - "fnlwgt | \n", - "education | \n", - "educational_num | \n", - "marital_status | \n", - "occupation | \n", - "relationship | \n", - "race | \n", - "gender | \n", - "capital_gain | \n", - "capital_loss | \n", - "hours_per_week | \n", - "native_country | \n", - "income_label | \n", - "age_buckets | \n", - "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", - "25 | \n", - "Private | \n", - "226802 | \n", - "11th | \n", - "7 | \n", - "Never-married | \n", - "Machine-op-inspct | \n", - "Own-child | \n", - "Black | \n", - "Male | \n", - "0 | \n", - "0 | \n", - "40 | \n", - "United-States | \n", - "0 | \n", - "0 | \n", - "
1 | \n", - "38 | \n", - "Private | \n", - "89814 | \n", - "HS-grad | \n", - "9 | \n", - "Married-civ-spouse | \n", - "Farming-fishing | \n", - "Husband | \n", - "White | \n", - "Male | \n", - "0 | \n", - "0 | \n", - "50 | \n", - "United-States | \n", - "0 | \n", - "3 | \n", - "
2 | \n", - "28 | \n", - "Local-gov | \n", - "336951 | \n", - "Assoc-acdm | \n", - "12 | \n", - "Married-civ-spouse | \n", - "Protective-serv | \n", - "Husband | \n", - "White | \n", - "Male | \n", - "0 | \n", - "0 | \n", - "40 | \n", - "United-States | \n", - "1 | \n", - "1 | \n", - "
3 | \n", - "44 | \n", - "Private | \n", - "160323 | \n", - "Some-college | \n", - "10 | \n", - "Married-civ-spouse | \n", - "Machine-op-inspct | \n", - "Husband | \n", - "Black | \n", - "Male | \n", - "7688 | \n", - "0 | \n", - "40 | \n", - "United-States | \n", - "1 | \n", - "4 | \n", - "
4 | \n", - "18 | \n", - "? | \n", - "103497 | \n", - "Some-college | \n", - "10 | \n", - "Never-married | \n", - "? | \n", - "Own-child | \n", - "White | \n", - "Female | \n", - "0 | \n", - "0 | \n", - "30 | \n", - "United-States | \n", - "0 | \n", - "NaN | \n", - "