Banks issue loans, including secured by real estate. For the company, this is insurance, and for the client, it is an opportunity to get more at a lower percentage. Each object of collateral is assessed: residential with the help of IT (for example, SRG group or "Mobile Appraiser"), but commercial - more often manually. No one has yet announced a full-fledged automated tool for evaluating commercial real estate.

Attributes

• id - Unique object ID

• region - Region

• city - City

• street -Street

• floor - Floor

• realty_type - Property type (coded)

• total_square - Total area

• date - Date

• lng - Longitude

• lat - Latitude

• per square meter price - Price per sq. meter

• osm catering points in 0.001 - Number of catering establishments within a radius of 100 meters, OpenStreetMap

• osm catering points in 0.005 - Number of catering establishments within a radius of 500 meters, OpenStreetMap

• osmcatering points in 0.0075 - Number of catering establishments within a radius of 7500 meters, OpenStreetMap

• osm catering points in 0.01 - Number of catering establishments within a radius of 1000 meters, OpenStreetMap

• osm shops points in 0.001 - Number of shops within a radius of 100 meters, OpenStreetMap

• osm shops points in 0.005 - Number of shops within a radius of 500 meters, OpenStreetMap

• osm shops points in 0.0075 - Number of shops within a radius of 7500 meters, OpenStreetMap

• osm shops points in 0.01 - Number of shops within a radius of 1000 meters, OpenStreetMap

• osm offices points in 0.001 - Number of office buildings within a radius of 100 meters, OpenStreetMap

• osm offices points in 0.005 - Number of office buildings within a radius of 500 meters, OpenStreetMap

• osm offices points in 0.0075 - Number of office buildings within a radius of 7500 meters, OpenStreetMap

• osm offices points in 0.01 - Number of office buildings within a radius of 1000 meters, OpenStreetMap

• osm finance points in 0.001 - Number of office buildings within a radius of 100 meters, OpenStreetMap

• osm finance points in 0.005 - Number of office buildings within a radius of 500 meters, OpenStreetMap

• osm finance points in_0.0075 - Number of office buildings within a radius of 7500 meters, OpenStreetMap

• osm finance points in 0.01 - Number of office buildings within a radius of 1000 meters, OpenStreetMap

• osm healthcare points in 0.005 - Number of clinics and hospitals of organizations within a radius of 500 meters, OpenStreetMap

• osm healthcare points in 0.0075 - Number of clinics and hospitals of organizations within a radius of 7500 meters, OpenStreetMap

• osm healthcare points in 0.01 - Number of clinics and hospitals of organizations within a radius of 1000 meters, OpenStreetMap

• osm leisure points in 0.005 - Number of leisure facilities within a radius of 500 meters, OpenStreetMap

• osm leisure points in 0.0075 - Number of leisure facilities within a radius of 7500 meters, OpenStreetMap

• osm leisure points in 0.01 - Number of leisure facilities within a radius of 1000 meters, OpenStreetMap

• osm historic points in 0.0075 - Number of monuments and historical sites within a radius of 7500 meters, OpenStreetMap

• osm historic points in 0.01 - Number of monuments and historical sites within a radius of 1000 meters, OpenStreetMap

• osm building points in 0.001 - Number of buildings within a radius of 100 meters, OpenStreetMap

• osm building points in 0.005 - Number of buildings within a radius of 500 meters, OpenStreetMap

• osm building points in 0.0075 - Number of buildings within a radius of 7500 meters, OpenStreetMap

• osm building points in 0.01 - Number of buildings within a radius of 1000 meters, OpenStreetMap

• osm hotels points in 0.005 - Number of hotels within a radius of 500 meters, OpenStreetMap

• osm hotels points in 0.0075 - Number of hotels within a radius of 7500 meters, OpenStreetMap

• osm hotels points in 0.01 - Number of hotels within a radius of 1000 meters, OpenStreetMap

• osm culture points in 0.001 - Number of cultural objects within a radius of 100 meters, OpenStreetMap

• osm culture points in 0.005 - Number of cultural objects within a radius of 500 meters, OpenStreetMap

• osm culture points in 0.0075 - Number of cultural objects within a radius of 7500 meters, OpenStreetMap

• osm culture points in 0.01 - Number of cultural objects within a radius of 1000 meters, OpenStreetMap

• osm amenity points in 0.001 - Number of objects related to convenience within a radius of 100 meters, OpenStreetMap

• osm amenity points in 0.005 - Number of objects related to convenience within a radius of 500 meters, OpenStreetMap

• osm amenity points in 0.0075 - Number of objects related to convenience within a radius of 7500 meters, OpenStreetMap

• osm amenity points in 0.01 - Number of objects related to convenience within a radius of 1000 meters, OpenStreetMap

• osm train stop points in 0.005 - Number of railway stops within a radius of 500 meters, OpenStreetMap

• osm train stop points in 0.0075 - Number of railway stops within a radius of 7500 meters, OpenStreetMap

• osm train stop points in 0.01 - Number of railway stops within a radius of 100 meters, OpenStreetMap

• osm_transport stop points in 0.005 - Number of public ground transportation stops within a radius of 500 meters, OpenStreetMap

• osm_transport stop points in 0.0075 - Number of public ground transportation stops within a radius of 7500 meters, OpenStreetMap

• osm_transport stop points in 0.01 - Number of public ground transportation stops within a radius of 1000 meters, OpenStreetMap

• osm_crossing points in 0.001 - Number of pedestrian crossings within a radius of 100 meters, OpenStreetMap

• osm_crossing points in 0.005 - Number of pedestrian crossings within a radius of 500 meters, OpenStreetMap

• osm_crossing points in 0.0075 - Number of pedestrian crossings within a radius of 7500 meters, OpenStreetMap

• osm_crossing points in 0.01 - Number of pedestrian crossings within a radius of 1000 meters, OpenStreetMap

• osm city nearest name - Name of the nearest town

• osm city nearest population - Population of the nearest city according to OpenStreetMap

• osm city closest dist - Distance to city center, OpenStreetMap

• osm subway closest dist - Distance to nearest metro station, OpenStreetMap

• osm train stop closest dist - Distance to nearest train station, OpenStreetMap

• osm transport stop closest dist - Distance to the nearest public transit stop, OpenStreetMap

• osm crossing closest dist - Distance to the nearest pedestrian crossing

• reform count of houses 1000 - Number of houses within a radius of 1000 meters according to the source Reform

• reform count of houses 500 - Number of houses within a radius of 500 meters according to the source Reform

• reform mean floor count 500 - Average number of storeys of houses within a radius of 500m according to the source Reform

• reform mean floor count 1000 - Average number of storeys of houses within a radius of 1 km according to the source Reform

• reform mean year building 500 - Average value of the year of construction of houses within a radius of 500m according to the source Reform

• reform mean year building 1000 - Average value of the year of construction of houses within a radius of 1 km according to the source Reform

• reform house population 500 - Coefficient of the number of people living within a radius of 500m by source Reform

• reform house population 1000 - Coefficient of the number of people living within a radius of 1 km by source Reform

• price type - (1 - the price was obtained from a manual estimate, 0 - the price from the ad)