125 US Cities Ranked, 2019 — us_cities_ranked • js4shiny

A ranking by U.S. news of the 125 most populous US metro areas to find the best places to live.

Usage

us_cities_ranked

Format

A data frame with 125 rows and 26 variables:

us_news_rank: integer. Ranking by U.S. News
city: character. City name
state: character. State name, abbreviated
state_full: character. State name, full
metro_population: double. Population of meto area
average_annual_salary: double. Average annual salary
avg_temp_high_f: double. Average high temperature in ºF
avg_temp_low_f: double. Average low temperature in ºF
median_age: double. Median population age
median_home_price: double. Median home price
avg_annual_rainfall_in: double. Average annual rainfall in inches
unemployment_rate: double. Unemployment rate
median_monthly_rent: double. Median monthly rent cost
avg_commute_time_mins: double. Average commute times in minutes
percent_single: double. Percent of metro population that is single
total_students: double. Total number of students
total_teachers: double. Total number of teaches
violent_crime: double. Crime rates per 100,000 people
property_crime: double. Crime rates per 100,000 people
link: character. Link to url on usanews.com
lat: double. Latitude of metro area
lon: double. Longitude of metro area
lat_min: double. Latitude minimum bounding box of metro area
lat_max: double. Latitude maximum bounding box of metro area
lon_min: double. Longitude minimum bounding box of metro area
lon_max: double. Longitude maximum bounding box of metro area

References

https://data.world/dataremixed/125-us-cities-ranked-2019, https://realestate.usnews.com/places/rankings/best-places-to-live