housing: Housing data from kaggle

In CUFESAM/Elastic-Net: An Amazing Fast Way to Fit Elastic Net

Description

A subdata from kaggle "Get start" competition

Usage

data("housing")

Format

A data frame with 10153 observations on the following 140 variables.

floor

for apartments, floor of the building

area_m

Area, sq.m.

green_zone_part

Proportion of area of greenery in the total area

indust_part

Share of industrial zones in area of the total area

preschool_quota

Number of seats in pre-school organizations

preschool_education_centers_raion

Number of pre-school institutions

school_quota

Number of high school seats in area

school_education_centers_raion

Number of high school institutions

school_education_centers_top_20_raion

Number of high schools of the top 20 best schools in Moscow

healthcare_centers_raion

Number of healthcare centers in district

university_top_20_raion

Number of higher education institutions in the top ten ranking of the Federal rank

sport_objects_raion

Number of higher education institutions

additional_education_raion

Number of additional education organizations

culture_objects_top_25_raion

Number of objects of cultural heritage

shopping_centers_raion

Number of malls and shopping centres in district

office_raion

Number of malls and shopping centres in district

build_count_block

Share of block buildings

build_count_wood

Share of wood buildings

build_count_frame

Share of frame buildings

build_count_brick

Share of brick buildings

build_count_monolith

Share of monolith buildings

build_count_panel

Share of panel buildings

build_count_foam

Share of foam buildings

build_count_slag

Share of slag buildings

build_count_before_1920

Share of before_1920 buildings

build_count_1921.1945

Share of 1921-1945 buildings

build_count_1946.1970

Share of 1946-1970 buildings

build_count_1971.1995

Share of 1971-1995 buildings

build_count_after_1995

Share of after_1995 buildings

kindergarten_km

Distance to kindergarten

school_km

Distance to high school

park_km

Distance to park

green_zone_km

Distance to green zone

industrial_km

Distance to industrial zone

water_treatment_km

Distance to water treatment

cemetery_km

Distance to the cemetery

incineration_km

Distance to the incineration

railroad_station_walk_min

Time to the railroad station (walk)

railroad_station_avto_km

Distance to the railroad station (avto)

railroad_station_avto_min

Time to the railroad station (avto)

public_transport_station_min_walk

Time to the public transport station (walk)

water_km

Distance to the water reservoir / river

mkad_km

Distance to MKAD (Moscow Circle Auto Road)

big_road1_km

Distance to Nearest major road

big_road2_km

The distance to next distant major road

railroad_km

Distance to the railway / Moscow Central Ring / open areas Underground

bus_terminal_avto_km

Distance to bus terminal (avto)

oil_chemistry_km

Distance to dirty industries

nuclear_reactor_km

Distance to nuclear reactor

radiation_km

Distance to burial of radioactive waste

power_transmission_line_km

Distance to power transmission line

thermal_power_plant_km

Distance to thermal power plant

ts_km

Distance to power station

big_market_km

Distance to grocery / wholesale markets

market_shop_km

Distance to markets and department stores

fitness_km

Distance to fitness

swim_pool_km

Distance to swimming pool

ice_rink_km

Distance to ice palace

stadium_km

Distance to stadium

basketball_km

Distance to the basketball courts

hospice_morgue_km

Distance to hospice/morgue

detention_facility_km

Distance to detention facility

public_healthcare_km

Distance to public healthcare

university_km

Distance to universities

workplaces_km

Distance to workplaces

shopping_centers_km

Distance to shopping centers

office_km

Distance to business centers/ offices

additional_education_km

Distance to additional education

preschool_km

Distance to preschool education organizations

big_church_km

Distance to large church

church_synagogue_km

Distance to Christian chirches and Synagogues

mosque_km

Distance to mosques

theater_km

Distance to theater

museum_km

Distance to museums

exhibition_km

Distance to exhibition

catering_km

Distance to catering

green_part_500

The share of green zones in 500 meters zone

prom_part_500

The share of industrial zones in 500 meters zone

office_count_500

The number of office space in 500 meters zone

office_sqm_500

The square of office space in 500 meters zone

trc_count_500

The number of shopping malls in 500 meters zone

trc_sqm_500

The square of shopping malls in 500 meters zone

cafe_count_500_na_price

Cafes and restaurant bill N/A in 500 meters zone

cafe_count_500_price_500

Cafes and restaurant bill, average under 500 in 500 meters zone

cafe_count_500_price_1000

Cafes and restaurant bill, average 500-1000 in 500 meters zone

cafe_count_500_price_1500

Cafes and restaurant bill, average 1000-1500 in 500 meters zone

cafe_count_500_price_2500

Cafes and restaurant bill, average 1500-2500 in 500 meters zone

cafe_count_500_price_4000

Cafes and restaurant bill, average 2500-4000 in 500 meters zone

cafe_count_500_price_high

Cafes and restaurant bill, average over 4000 in 500 meters zone

big_church_count_500

The number of big churchs in 500 meters zone

church_count_500

The number of churchs in 500 meters zone

mosque_count_500

The number of mosques in 500 meters zone

leisure_count_500

The number of leisure facilities in 500 meters zone

sport_count_500

The number of sport facilities in 500 meters zone

market_count_500

The number of markets in 500 meters zone

green_part_1000

The share of green zones in 1000 meters zone

prom_part_1000

The share of industrial zones in 1000 meters zone

office_sqm_1000

The square of office space in 1000 meters zone

trc_count_1000

The number of shopping malls in 1000 meters zone

trc_sqm_1000

The square of shopping malls in 1000 meters zone

cafe_count_1000_na_price

Cafes and restaurant bill N/A in 1000 meters zone

cafe_count_1000_price_high

Cafes and restaurant bill, average over 4000 in 1000 meters zone

big_church_count_1000

The number of big churchs in 1000 meters zone

mosque_count_1000

The number of mosques in 1000 meters zone

leisure_count_1000

The number of leisure facilities in 1000 meters zone

sport_count_1000

The number of sport facilities in 1000 meters zone

market_count_1000

The number of markets in 1000 meters zone

green_part_1500

The share of green zones in 1500 meters zone

prom_part_1500

The share of industrial zones in 1500 meters zone

office_sqm_1500

The square of office space in 1500 meters zone

trc_count_1500

The number of shopping malls in 1500 meters zone

trc_sqm_1500

The square of shopping malls in 1500 meters zone

cafe_count_1500_price_high

Cafes and restaurant bill, average over 4000 in 1500 meters zone

mosque_count_1500

The number of mosques in 1500 meters zone

sport_count_1500

The number of sport facilities in 1500 meters zone

market_count_1500

The number of markets in 1500 meters zone

green_part_2000

The share of green zones in 2000 meters zone

prom_part_2000

The share of industrial zones in 2000 meters zone

office_sqm_2000

The square of office space in 2000 meters zone

trc_count_2000

The number of shopping malls in 2000 meters zone

trc_sqm_2000

The square of shopping malls in 2000 meters zone

mosque_count_2000

The number of mosques in 2000 meters zone

sport_count_2000

The number of sport facilities in 2000 meters zone

market_count_2000

The number of markets in 2000 meters zone

green_part_3000

The share of green zones in 3000 meters zone

prom_part_3000

The share of industrial zones in 3000 meters zone

office_sqm_3000

The square of office space in 3000 meters zone

trc_count_3000

The number of shopping malls in 3000 meters zone

trc_sqm_3000

The square of shopping malls in 3000 meters zone

mosque_count_3000

The number of mosques in 3000 meters zone

sport_count_3000

The number of sport facilities in 3000 meters zone

market_count_3000

The number of markets in 3000 meters zone

green_part_5000

The share of green zones in 5000 meters zone

prom_part_5000

The share of industrial zones in 5000 meters zone

trc_count_5000

The number of shopping malls in 5000 meters zone

trc_sqm_5000

The square of shopping malls in 5000 meters zone

mosque_count_5000

The number of mosques in 5000 meters zone

sport_count_5000

The number of sport facilities in 5000 meters zone

market_count_5000

The number of markets in 5000 meters zone

price_doc

I don't know

Source

www.kaggle.com

Examples

data(housing)

CUFESAM/Elastic-Net documentation built on May 21, 2019, 12:07 p.m.