In 2022, San Francisco had the highest median household income of cities ranking within the top 25 in terms of population, with a median household income in of 136,692 U.S. dollars. In that year, San Jose in California was ranked second, and Seattle, Washington third.

Following a fall after the great recession, median household income in the United States has been increasing in recent years. As of 2022, median household income by state was highest in Maryland, Washington, D.C., Utah, and Massachusetts. It was lowest in Mississippi, West Virginia, and Arkansas. Families with an annual income of 25,000 and 49,999 U.S. dollars made up the largest income bracket in America, with about 25.26 million households.

Data on median household income can be compared to statistics on personal income in the U.S. released by the Bureau of Economic Analysis. Personal income rose to around 21.8 trillion U.S. dollars in 2022, the highest value recorded. Personal income is a measure of the total income received by persons from all sources, while median household income is “the amount with divides the income distribution into two equal groups,” according to the U.S. Census Bureau. Half of the population in question lives above median income and half lives below. Though total personal income has increased in recent years, this wealth is not distributed throughout the population. In practical terms, income of most households has decreased. One additional statistic illustrates this disparity: for the lowest quintile of workers, mean household income has remained more or less steady for the past decade at about 13 to 16 thousand constant U.S. dollars annually. Meanwhile, income for the top five percent of workers has actually risen from about 285,000 U.S. dollars in 1990 to about 499,900 U.S. dollars in 2020.

A dataset comprising various variables around housing and demographics for the top 50 American cities by population.

Variables:

Zip Code: Zip code within which the listing is present.

Price: Listed price for the property.

Beds: Number of beds mentioned in the listing.

Baths: Number of baths mentioned in the listing.

Living Space: The total size of the living space, in square feet, mentioned in the listing.

Address: Street address of the listing.

City: City name where the listing is located.

State: State name where the listing is located.

Zip Code Population: The estimated number of individuals within the zip code. Data from Simplemaps.com.

Zip Code Density: The estimated number of individuals per square mile within the zip code. Data from Simplemaps.com.

County: County where the listing is located.

Median Household income: Estimated median household income. Data from the U.S. Census Bureau.

Latitude: Latitude of the zip code. ** Data from Simplemaps.com.**

Longitude: Longitude of the zip code. Data from Simplemaps.com.

Graph and download economic data for Consumer Price Index for All Urban Consumers: Rent of Primary Residence in U.S. City Average (CUUR0000SEHA) from Dec 1914 to Sep 2025 about primary, rent, urban, consumer, CPI, inflation, price index, indexes, price, and USA.

This statistic shows cities in the United States with the highest average annual temperatures. Data is based on recordings from 1981 to 2010. In San Antonio, Texas the average temperature is 80.7 degrees Fahrenheit. Some cities that have the hottest maximum summer temperatures will not be included in this list due to their extreme temperature variance.

United States - Consumer Price Index for All Urban Consumers: Housing in U.S. City Average was 349.51600 Index 1982-84=100 in September of 2025, according to the United States Federal Reserve. Historically, United States - Consumer Price Index for All Urban Consumers: Housing in U.S. City Average reached a record high of 349.51600 in September of 2025 and a record low of 30.50000 in February of 1967. Trading Economics provides the current actual value, an historical data chart and related indicators for United States - Consumer Price Index for All Urban Consumers: Housing in U.S. City Average - last updated from the United States Federal Reserve on December of 2025.

Among the ** largest cities by population in the United States, Milwaukee, WI, had the largest homes in 2023. The average size of a home was over ***** square feet, while in Portland, OR, the average home was 1070 square feet. Since 1975, U.S. homes have grown substantially bigger.

Percent Sunshine by US City

Discovering the Clear Skies for Astronomy and Sunniest Locations in the US

By Gary Hoover [source]

About this dataset

This dataset provides all the information you need to plan a visit to a city that offers plenty of sunshine! With data on average annual percent of possible sunshine for US cities, you'll be able to answer questions like Which cities get the most sunlight on average each year?, What months are best for sunny days in [CITY]? and many more. Whether you're looking for somewhere warm and sunny to take your vacation, or clear skies for nighttime stargazing, this dataset has all the answers! Find out how each city in the US stacks up against each other and make sure your next trip is one filled with bright blue skies!

More Datasets

For more datasets, click here.

Featured Notebooks

• 🚨 Your notebook can be here! 🚨!

Research Ideas

• Creating a City Sunshine Index to compare the average percent of sunshine in different cities
• Estimating the amount of daylight hours available for astronomy stargazing in each city
• Creating a map to visualize monthly sunshine insights for vacation planning to different parts of the U.S

Acknowledgements

If you use this dataset in your research, please credit the original authors. Data Source

License

Unknown License - Please check the dataset description for more information.

Columns

File: Average Percent of Possible Sunshine by US City.csv | Column name | Description | |:--------------|:------------------------------------------------------------------| | CITY | Name of the city. (String) | | JAN | Average percent of possible sunshine in January. (Float) | | FEB | Average percent of possible sunshine in February. (Float) | | MAR | Average percent of possible sunshine in March. (Float) | | APR | Average percent of possible sunshine in April. (Float) | | MAY | Average percent of possible sunshine in May. (Float) | | JUN | Average percent of possible sunshine in June. (Float) | | JUL | Average percent of possible sunshine in July. (Float) | | AUG | Average percent of possible sunshine in August. (Float) | | SEP | Average percent of possible sunshine in September. (Float) | | OCT | Average percent of possible sunshine in October. (Float) | | NOV | Average percent of possible sunshine in November. (Float) | | DEC | Average percent of possible sunshine in December. (Float) | | ANN | Average percent of possible sunshine for the entire year. (Float) |

Acknowledgements

If you use this dataset in your research, please credit the original authors. If you use this dataset in your research, please credit Gary Hoover.

United States - Consumer Price Index for All Urban Consumers: All Items in U.S. City Average was 323.36400 Index 1982-1984=100 in August of 2025, according to the United States Federal Reserve. Historically, United States - Consumer Price Index for All Urban Consumers: All Items in U.S. City Average reached a record high of 323.36400 in August of 2025 and a record low of 21.48000 in January of 1947. Trading Economics provides the current actual value, an historical data chart and related indicators for United States - Consumer Price Index for All Urban Consumers: All Items in U.S. City Average - last updated from the United States Federal Reserve on November of 2025.

United States - Consumer Price Index for All Urban Consumers: Rent of Primary Residence in U.S. City Average was 438.32200 Index 1982-84=100 in September of 2025, according to the United States Federal Reserve. Historically, United States - Consumer Price Index for All Urban Consumers: Rent of Primary Residence in U.S. City Average reached a record high of 438.32200 in September of 2025 and a record low of 84.70000 in January of 1981. Trading Economics provides the current actual value, an historical data chart and related indicators for United States - Consumer Price Index for All Urban Consumers: Rent of Primary Residence in U.S. City Average - last updated from the United States Federal Reserve on December of 2025.

All Urban Consumers (Current Series)

The monthly mean temperature data presented in this dataset was obtained from the Climate Prediction Center (CPC) Global Land Surface Air Temperature Analysis, which was loaded into Python using xarray. The data was then filtered to include only the latitude and longitude coordinates corresponding to each city in the dataset. In order to select the nearest location to each city, the 'select' method with the nearest point was used, resulting in temperature data that may not be exactly at the city location. The data is presented on a 0.5x0.5 degree grid across the globe.

The temperature data provides a valuable resource for time series analysis, and if you are interested in obtaining temperature data for additional cities, please let me know. I will also be sharing the source code on GitHub for anyone who would like to reproduce the data or analysis.

United States Avg Sale to List: All Residential: Atlantic City, NJ data was reported at 96.555 % in Jul 2020. This records an increase from the previous number of 95.994 % for Jun 2020. United States Avg Sale to List: All Residential: Atlantic City, NJ data is updated monthly, averaging 93.834 % from Feb 2012 (Median) to Jul 2020, with 102 observations. The data reached an all-time high of 96.731 % in Sep 2018 and a record low of 90.861 % in Dec 2014. United States Avg Sale to List: All Residential: Atlantic City, NJ data remains active status in CEIC and is reported by Redfin. The data is categorized under Global Database’s United States – Table US.EB050: Average Sales to List: by Metropolitan Areas.

Consumer Price Index for All Urban Consumers: Food at Home in U.S. City Average Based on the Federal Reserve Economic Data Research. Collected monthly

United States Avg Sale to List: sa: All Residential: Salt Lake City, UT data was reported at 99.828 % in Jul 2020. This records an increase from the previous number of 99.572 % for Jun 2020. United States Avg Sale to List: sa: All Residential: Salt Lake City, UT data is updated monthly, averaging 99.259 % from Feb 2012 (Median) to Jul 2020, with 102 observations. The data reached an all-time high of 100.124 % in May 2017 and a record low of 97.802 % in Apr 2012. United States Avg Sale to List: sa: All Residential: Salt Lake City, UT data remains active status in CEIC and is reported by Redfin. The data is categorized under Global Database’s United States – Table US.EB051: Average Sales to List: by Metropolitan Areas: Seasonally Adjusted.

Redfin is a real estate brokerage and publishes the US housing market data on a regular basis. Using this dataset, you can analyze and visualize housing market data for US cities. Timeline: Starting from February 2012 until the present time (Data is refreshed and updated on a monthly basis)

The dataset has the following columns: - period_begin - period_end - period_duration
- region_type
- region_type_id - table_id - is_seasonally_adjusted. (indicates if prices are seasonally adjusted; f represents False) - region - city - state - state_code - property_type - property_type_id - median_sale_price
- median_sale_price_mom (median sale price changes month over month) - median_sale_price_yoy (median sale price changes year over year) - median_list_price
- median_list_price_mom (median list price changes month over month) - median_list_price_yoy (median list price changes year over year) - median_ppsf (median sale price per square foot) - median_ppsf_mom (median sale price per square foot changes month over month) - median_ppsf_yoy (median sale price per square foot changes year over year) - median_list_ppsf (median list price per square foot) - median_list_ppsf_mom (median list price per square foot changes month over month) - median_list_ppsf_yoy. (median list price per square foot changes year over year) - homes_sold (number of homes sold) - homes_sold_mom (number of homes sold month over month) - homes_sold_yoy (number of homes sold year over year) - pending_sales
- pending_sales_mom
- pending_sales_yoy
- new_listings - new_listings_mom
- new_listings_yoy
- inventory - inventory_mom
- inventory_yoy
- months_of_supply
- months_of_supply_mom - months_of_supply_yoy
- median_dom (median days on market until property is sold) - median_dom_mom (median days on market changes month over month) - median_dom_yoy (median days on market changes year over year) - avg_sale_to_list (average sale price to list price ratio) - avg_sale_to_list_mom (average sale price to list price ratio changes month over month) - avg_sale_to_list_yoy (average sale price to list price ratio changes year over year) - sold_above_list
- sold_above_list_mom - sold_above_list_yoy - price_drops - price_drops_mom - price_drops_yoy - off_market_in_two_weeks (number of properties that will be taken off the market within 2 weeks) - off_market_in_two_weeks_mom (changes in number of properties that will be taken off the market within 2 weeks, month over month) - off_market_in_two_weeks_yoy (changes in number of properties that will be taken off the market within 2 weeks, year over year) - parent_metro_region - parent_metro_region_metro_code - last_updated

Filetype: gzip (gz) Support for gzip files in Python: https://docs.python.org/3/library/gzip.html

Data Source & Credit: Redfin.com

United States Avg Sale to List: sa: Single-Family: Rio Grande City, TX data was reported at 98.095 % in Feb 2020. This records a decrease from the previous number of 101.257 % for Jan 2020. United States Avg Sale to List: sa: Single-Family: Rio Grande City, TX data is updated monthly, averaging 96.137 % from Feb 2012 (Median) to Feb 2020, with 97 observations. The data reached an all-time high of 109.589 % in Jul 2017 and a record low of 71.400 % in Aug 2016. United States Avg Sale to List: sa: Single-Family: Rio Grande City, TX data remains active status in CEIC and is reported by Redfin. The data is categorized under Global Database’s United States – Table US.EB051: Average Sales to List: by Metropolitan Areas: Seasonally Adjusted.

Graph and download economic data for Housing Inventory: Median Days on Market in Yuba City, CA (CBSA) (MEDDAYONMAR49700) from Jul 2016 to Oct 2025 about Yuba City, CA, median, and USA.

United States - Consumer Price Index for All Urban Consumers: Cable and Satellite Television Service in U.S. City Average was 593.92800 Index Dec 1983=100 in September of 2025, according to the United States Federal Reserve. Historically, United States - Consumer Price Index for All Urban Consumers: Cable and Satellite Television Service in U.S. City Average reached a record high of 599.39200 in February of 2025 and a record low of 180.80000 in January of 1992. Trading Economics provides the current actual value, an historical data chart and related indicators for United States - Consumer Price Index for All Urban Consumers: Cable and Satellite Television Service in U.S. City Average - last updated from the United States Federal Reserve on December of 2025.

United States - Consumer Price Index for All Urban Consumers: Services Less Energy Services in U.S. City Average was 434.08800 Index 1982-84=100 in August of 2025, according to the United States Federal Reserve. Historically, United States - Consumer Price Index for All Urban Consumers: Services Less Energy Services in U.S. City Average reached a record high of 434.08800 in August of 2025 and a record low of 28.80000 in January of 1967. Trading Economics provides the current actual value, an historical data chart and related indicators for United States - Consumer Price Index for All Urban Consumers: Services Less Energy Services in U.S. City Average - last updated from the United States Federal Reserve on November of 2025.

United States - Consumer Price Index for All Urban Consumers: Fuels and Utilities in U.S. City Average was 327.07700 Index 1982-84=100 in March of 2025, according to the United States Federal Reserve. Historically, United States - Consumer Price Index for All Urban Consumers: Fuels and Utilities in U.S. City Average reached a record high of 327.07700 in March of 2025 and a record low of 22.20000 in January of 1953. Trading Economics provides the current actual value, an historical data chart and related indicators for United States - Consumer Price Index for All Urban Consumers: Fuels and Utilities in U.S. City Average - last updated from the United States Federal Reserve on December of 2025.