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U.S. REAL ESTATE DATASET


50


STATES + DC


136M+


PROPERTIES


109M+


VALUATIONS


85M+


RENT ESTIMATES


60M+


MORTGAGES

This comprehensive real estate dataset includes detailed property
characteristics, ownership information, transaction history, geographic
insights, valuations, tax assessments, rental data, zoning classifications, and
environmental details.




Designed to support market analysis, lead generation, investment evaluation, and
development planning, it offers valuable insights into millions of properties
across the United States.

Dataset Columns

Full_Address

Address

The complete physical address of the property, including street name, house
number, city, state, and ZIP code, providing precise location details.

Unit

Address

The specific unit or apartment number associated with the property, applicable
in multi-unit buildings or complexes.

City

Address

The name of the city where the property is situated, used for geographical
classification and analysis.

Zip

Address

The 5-digit postal code corresponding to the property’s address, used for
location accuracy and mail delivery purposes.

Zip_4

Address

The additional 4-digit code appended to the 5-digit ZIP code, offering more
granular location detail for the property.

County_Name

Address

The name of the county where the property is located, providing a key geographic
and administrative classification.

State

Address

The U.S. state where the property is located, critical for regional
classification and compliance with state-level regulations.

Address_Unit_Name

Address

The specific number or identifier for the unit within a multi-unit property,
such as an apartment or suite, providing additional address detail.

Address_Unit_Type

Address

Specifies the type of unit associated with the property (e.g., Apartment, Suite,
Unit), providing additional detail for multi-unit properties.

Address_Street_Number

Address

The numeric component of the property’s street address, representing the
building or lot number for precise identification.

Address_Street_Name

Address

The name of the street where the property is located, excluding street number or
directional prefixes, used for address identification.

Address_Street_Type

Address

The classification of the street associated with the property (e.g., Avenue,
Road, Street, Boulevard), providing additional context to the address.

Address_Direction_Post

Address

Specifies the directional indicator following the street type, such as “North”
or “East,” used to distinguish properties on similarly named streets.

Address_Direction_Pre

Address

The directional prefix (e.g., N, S, E, W) that appears before the street name in
the address, indicating the orientation or section of the street.

Address_Subdivision

Address

The name of the subdivision or neighborhood where the property is situated,
providing additional geographic and community context.

Metro_Div_ID

Address

The unique identifier for the metropolitan division where the property is
located, used for detailed regional and economic analysis.

FIPS

Address

The Federal Information Processing Standards (FIPS) code identifying the
geographic area where the property is located, used for standardized regional
analysis.

Tract_ID

Address

The unique identifier for the census tract where the property is situated, used
for detailed geographic and demographic analysis.

Block_ID

Address

The unique identifier for the census block where the property is located, used
for demographic and geographic analysis.

Block_Group_ID

Address

The unique identifier for the census block group where the property is situated,
offering intermediate geographic segmentation between census tracts and blocks.

Lat

Address

The geographic coordinate that specifies the north-south position of the
property on the Earth’s surface, expressed in decimal degrees.

Lon

Address

The geographic coordinate that specifies the east-west position of the property
on the Earth’s surface, expressed in decimal degrees.

Lat_Lon_Precision

Address

The accuracy level of the latitude and longitude coordinates provided for the
property, specifying the degree of spatial resolution.

Value_Estimate

Value

An estimated market value of the property, calculated using national data models
with a margin of error under 4% nationwide and under 2.5% in metropolitan areas.

Value_Estimate_Per_SqFt

Value

The estimated market value of the property per square foot, calculated by
dividing the total estimated value by the property’s total square footage.

Value_Forecast_12m

Value

The projected market value of the property for the next 12 months, calculated
using the Home Price Index (HPI) forecast specific to the property’s ZIP code.

Value_Forecast_24m

Value

The projected market value of the property for the next 24 months, calculated
using the Home Price Index (HPI) forecast specific to the property’s ZIP code.

Value_Forecast_36m

Value

The projected market value of the property for the next 36 months, calculated
using the Home Price Index (HPI) forecast specific to the property’s ZIP code.

Rent_Estimate

Rent

An approximation of the monthly rent the property can generate, determined
through averaging and market adjustments, with a precision margin below 5% and
rounded to enhance usability.

Amenities

Property Specs

A detailed list of additional features or facilities associated with the
property, such as swimming pools, fire sprinklers, or outdoor kitchens, that
enhance its comfort and value.

Attic_Flag

Property Specs

Indicates whether the property includes an attic, with “Y” denoting presence and
“N” denoting absence.

Basement_Area

Property Specs

The total area of the basement in the property, measured in square feet,
indicating the available space below ground level.

Basement_Flag

Property Specs

Indicates whether the property includes a basement, with a “Y” denoting presence
and “N” denoting absence.

Bathrooms_Full

Property Specs

The total count of full bathrooms in the property, including facilities such as
a sink, toilet, and a bath or shower.

Bathrooms_Partial

Property Specs

The total count of partial bathrooms in the property, typically including a
toilet and sink but no bath or shower.

Bedrooms

Property Specs

The total count of bedrooms in the property, indicating the number of rooms
designed primarily for sleeping.

Building_Quality

Property Specs

The assessed quality grade of the building, as recorded in public records,
reflecting its overall construction standards and condition.

Buildings_Total

Property Specs

The total count of buildings present on the property, including all primary and
accessory structures.

Condition

Property Specs

Represents the overall condition of the property, classified on a scale from C1
(excellent) to C6 (poor), based on structural integrity, maintenance, and
livability.

Construction

Property Specs

Specifies the types of construction used for the property, such as wood, brick,
or steel, as categorized in public records.

Cooling

Property Specs

Specifies the cooling systems present on the property, such as Central Air,
Wall/Window Units, Ceiling Fans, or specialized configurations like Zoned
Cooling or Whole House Fans.

Elevator

Property Specs

Indicates whether the property is equipped with an elevator or similar vertical
transportation features, such as escalators or lifts, for improved
accessibility.

Fireplace_Flag

Property Specs

Indicates whether or not the property contains a fireplace. Values include a
binary flag (Yes/No or equivalent) to denote the presence of a fireplace.

Foundation

Property Specs

The type of material used for the property’s foundation, such as concrete,
stone, or wood, providing insight into its structural base.

Heating

Property Specs

The types of heating systems installed in the property, such as central heating,
forced air, or radiant heat, detailing the methods used to maintain indoor
warmth.

Living_Area

Property Specs

The total gross living area (GLA) of the property, measured in square feet,
representing the usable living space within the building.

Lot_Area

Property Specs

The total area of the property’s lot, measured in square feet, providing insight
into the land size associated with the property.

Parking_Garage

Property Specs

The total number of garage parking spaces available at the property, providing
storage or vehicle accommodation.

Parking_Total

Property Specs

The total number of parking spaces available at the property, including both
garage and outdoor parking spots.

Pool_Flag

Property Specs

Indicates if the property includes a private pool, with options for “Yes” or
“No.”

Property_Type

Property Specs

Specifies the classification of the property, such as Single Family Residential
(SFR), Condominium, Land, Commercial, or Townhouse, providing insight into its
use and structure.

Public_Sewer_Flag

Property Specs

Indicates whether the property is connected to a public sewer system, with “Y”
for yes and “N” for no.

Roof_Materials

Property Specs

The type of material used for the property’s roof, such as shingles, metal, or
tiles, indicating its durability and style.

Roof_Type

Property Specs

Specifies the architectural style of the roof, such as gable, hip, gambrel, or
flat, providing details on the property’s structural design.

Solar_Panels_Flag

Property Specs

Indicates whether the property is equipped with solar panels, with “Y”
representing presence and “N” representing absence.

Stories

Property Specs

The total number of stories in the property, including all above-ground and
below-ground levels.

Walls_Exterior

Property Specs

The type of material used for the exterior walls of the property, such as brick,
siding, or stucco, providing details on its construction.

Water_Source

Property Specs

Specifies the source of water available for the property, such as municipal,
private, well, or spring.

Year_Built

Property Specs

The year the property was originally constructed, providing historical context
for its age and potential condition.

HOA

HOA

Indicates whether the property is part of a Homeowners Association (HOA),
signifying potential community governance and additional property regulations.

HOA_Fees

HOA

The total monthly fees associated with the property, including HOA dues, other
association charges, and additional recurring fees.

Owner_Address_City

Owners

The city component of the property owner’s mailing address, specifying the
municipal area for correspondence.

Owner_Address_State

Owners

The state component of the property owner’s mailing address, represented by a
two-letter abbreviation for efficient identification.

Owner_Address_Street

Owners

The current mailing street address of the property owner, used for official
correspondence or communication purposes.

Owner_Address_Unit

Owners

The specific unit number or name within the owner’s mailing address, providing
detailed information for precise identification.

Owner_Address_Unit_Type

Owners

Specifies the type of mailing address unit associated with the owner, such as
apartment, suite, or PO box, providing additional address details.

Owner_Address_Zip

Owners

The ZIP code portion of the property owner’s mailing address, provided in its
standard 5-digit format for regional identification.

Owner_Address_Zip4

Owners

The additional 4-digit ZIP code extension of the property owner’s mailing
address, providing enhanced geographic precision.

Owner_Names

Owners

The names of the property owners, with the ability to list up to six individuals
or entities associated with ownership.

Owner_Occupied_Flag

Owners

Indicates whether the property is occupied by the owner, providing insights into
primary residence status.

Last_Sale_Date

Last sale

The recorded date of the most recent sale transaction for the property,
indicating when ownership was last transferred.

Last_Sale_Price

Last sale

The sale price of the property in its most recent transaction, expressed in U.S.
dollars.

Last_Sale_Buyer1

Last sale

The name of the primary buyer involved in the most recent sale of the property.

Last_Sale_Buyer2

Last sale

The name of the secondary buyer involved in the most recent sale of the
property, if applicable.

Last_Sale_Seller1

Last sale

The name of the primary seller involved in the most recent property sale.

Last_Sale_Seller2

Last sale

Represents the name of the secondary seller involved in the last recorded sale,
if applicable.

Last_Sale_Distressed_Flag

Last sale

Indicates whether the property’s most recent sale was a distressed sale, such as
a foreclosure or short sale.

Last_Sale_Flip_Flag

Last sale

Indicates whether the last recorded sale of the property was part of a property
flip, where it was purchased and resold within a short time frame.

Last_Sale_REO_Flag

Last sale

Indicates whether the last recorded sale of the property was a Real Estate Owned
(REO) transaction, typically involving bank-owned properties.

Last_Sale_Partial_Interest

Last sale

Indicates whether the most recent sale was a partial interest transaction, where
only a portion of the property ownership was transferred, or a full sale.

Last_Sale_Recorder_Book

Last sale

Indicates the record book number where the last sale deed was officially
recorded.

Last_Sale_Recorder_Doc

Last sale

This column contains the document number assigned by the assessor for the
recorded lien associated with the most recent property sale.

Last_Sale_Recorder_Page

Last sale

This column captures the page number of the lien as recorded in the county
recorder’s office.

In_Default_Flag

Mortgage & Liens

Indicates whether the property is currently in default.

Last_Default_Date

Mortgage & Liens

Date when the lien was last recorded as in default.

Lien1_Amount

Mortgage & Liens

The total dollar amount financed for the first lien.

Lien1_ARM_Adj_Date

Mortgage & Liens

The specific date on which the adjustable rate for the first lien changes.

Lien1_ARM_Index

Mortgage & Liens

Index used to adjust the interest rate for the lien, such as LIBOR or CD rates.

Lien1_Borrower1

Mortgage & Liens

The name of the primary borrower associated with the first lien.

Lien1_Borrower2

Mortgage & Liens

The name of the second borrower associated with the first lien.

Lien1_Due_Date

Mortgage & Liens

The repayment due date for the first lien.

Lien1_Duration

Mortgage & Liens

The total duration of the first lien in months.

Lien1_Interest

Mortgage & Liens

The interest rate applicable to the first lien.

Lien1_Lender

Mortgage & Liens

Name of the financial institution or individual providing the first lien.

Lien1_Lender_Type

Mortgage & Liens

Classification of the lender that provided the first lien.

Lien1_Principal_Balance

Mortgage & Liens

The remaining balance of the principal amount for the first lien.

Lien1_Principal_Paid

Mortgage & Liens

The total amount of principal repaid on the first lien to date.

Lien1_Start_Date

Mortgage & Liens

The initiation date of the first lien contract.

Lien1_Type

Mortgage & Liens

Specifies the type of loan associated with the first lien (e.g., Conventional,
ARM, USDA).

Lien2_Amount

Mortgage & Liens

Amount in dollars financed for the second lien.

Lien2_ARM_Adj_Date

Mortgage & Liens

Reflects when the interest rate adjustment occurred for the second lien.

Lien2_ARM_Index

Mortgage & Liens

ARM index followed by the second lien.

Lien2_Borrower1

Mortgage & Liens

Name of the first borrower on the second lien.

Lien2_Borrower2

Mortgage & Liens

Co-borrower associated with the second lien.

Lien2_Due_Date

Mortgage & Liens

Scheduled repayment date for the second lien.

Lien2_Duration

Mortgage & Liens

Length of the loan agreement for the second lien, in months.

Lien2_Interest

Mortgage & Liens

Reflects the applied rate for the second lien.

Lien2_Lender_Type

Mortgage & Liens

Classification of the lender that provided the second lien.

Lien2_Lender

Mortgage & Liens

Entity providing financing for the second lien.

Lien2_Principal_Balance

Mortgage & Liens

Remaining unpaid balance on the principal of the second lien.

Lien2_Principal_Paid

Mortgage & Liens

Total principal paid toward the second lien to date.

Lien2_Start_Date

Mortgage & Liens

Reflects the initiation date of the second lien.

Lien2_Type

Mortgage & Liens

Defines the nature of the second lien (e.g., ARM, conventional).

Liens_Principal_Balance

Mortgage & Liens

Total remaining principal balance across all liens on the property.

Liens_Principal_Paid

Mortgage & Liens

Total principal amount repaid for all liens on the property.

Liens_Total

Mortgage & Liens

Total value of liens currently placed on the property.

APN

Tax assessment

This column contains the Assessor’s Parcel Number (APN), a unique identifier
assigned to the property for tax assessment purposes.

Last_Tax_Assessed

Tax assessment

Assessed value based on the latest tax assessment records.

Last_Tax_Assessed_Improvements

Tax assessment

The most recent assessed value of buildings or structures on the property.

Last_Tax_Assessed_Land

Tax assessment

The latest assessed value of the property’s land, excluding any structures.

Last_Tax_Exemptions

Tax assessment

Any applicable exemptions associated with the property’s tax record.

Last_Tax_Total

Tax assessment

Total property taxes assessed annually for the property.

Last_Tax_Year

Tax assessment

The tax assessment year associated with the recorded tax amount.

Legal_Description

Tax assessment

The legal description of the property, including boundaries, lot details, and
survey information, as recorded in public records.

Land_Use_Category

Zoning

Specifies the land use category as defined by the county, indicating the zoning
and permitted property usage (e.g., residential, commercial, agricultural).

Land_Use_Sub-Category

Zoning

Specifies the detailed subcategory of land use as defined by the county,
providing granular information about the property’s permitted usage (e.g.,
Single Family Residential, Condominium Unit).

Zoning_Code

Zoning

The official zoning code assigned to the property, indicating permitted land use
and development regulations (e.g., R1, R2, Residential).

Zoning_Info

Zoning

A detailed textual description of the zoning code, outlining permitted land uses
and specific property restrictions (e.g., Residential, Single Family).

College_Degree

Local Market

Percentage of the population within the zip code that holds a college degree.

Commute_Time

Local Market

Average commute time in minutes for residents within the zip code.

Home_Ownership_Cost

Local Market

Median monthly cost of home ownership in dollars within the zip code.

Household_Income

Local Market

Average household income from all sources within the zip code.

Median_Home_Value

Local Market

Median home value for properties within the zip code.

Poverty

Local Market

Percentage of households below the poverty line within the zip code.

Rent_Cost

Local Market

Median monthly cost of rent in dollars within the zip code.

Retirement_Income

Local Market

Average household retirement income within the zip code.

Unemployment

Local Market

The unemployment rate calculated for residents within the zip code.

Purchase Dataset

$8,900

End-of-year sale

89% off

$945.00

Purchase

Data sample

Download

LEAD TIME

Under 24h

Expect an email after purchase with the download links.

Last updated

Nov 28

This dataset is normally updated every 2-3 weeks.

Files

.CSV

Open as a spreadsheet or import into DB.

Total size

120GB

Split into 51 separate files, one for each state & DC.

License

✅ Internal business use

✅ Personal use

✅ Marketing

🚫 Resale or distribution

Dataset Overview

Explore the wide range of insights you can uncover with this dataset. Below is a
visual representation showcasing some examples of the data available.



US Residential Mortgage Statistics

Rate

Median mortgage rate for all properties.

3.9%

ARM

Share of adjustable rate mortgages.

1.2%

In default

Properties with mortgages in default.

2.1%

Equity

Median equity of mortgaged homes.

57.2%

Multiple liens

Properties with 2 or more active mortgages.

8.2%


F.A.Q.

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Which geographic areas are included in the dataset?



Is the dataset suitable for AI and machine learning projects?



Does the dataset include zoning and land-use classifications?



How is ownership information collected and verified?



Is the dataset organized by property type?



Can I request the dataset in a format other than CSV?



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