** Data sources: **
Tidycensus package (K. Walker and Herman 2021), R
package designed to facilitate the process of acquiring and working with
US Census Bureau population data in the R environment. The package has
two distinct goals: * Data retrieval from Census * Data manipulation and
wrangling for analysis
FredR: R Interface package to the Federal Reserve
Economic Data API. This package provides an interface to the Federal
Reserve Economic Data (FRED) API. FRED covers 240,000 US and
international macroeconomic time series from 77 sources (including the
World Bank, OECD, and BIS)
B15003 Educational Attainment for the Population 25 Years+
## Getting data from the 2019-2023 5-year ACS
## Warning: • You have not set a Census API key. Users without a key are limited to 500
## queries per day and may experience performance limitations.
## ℹ For best results, get a Census API key at
## http://api.census.gov/data/key_signup.html and then supply the key to the
## `census_api_key()` function to use it throughout your tidycensus session.
## This warning is displayed once per session.
## Loading ACS5 variables for 2023 from table B15003. To cache this dataset for faster access to ACS tables in the future, run this function with `cache_table = TRUE`. You only need to do this once per ACS dataset.
## Getting data from the 2019-2023 5-year ACS
## Loading ACS5 variables for 2023 from table B15003. To cache this dataset for faster access to ACS tables in the future, run this function with `cache_table = TRUE`. You only need to do this once per ACS dataset.
## Warning: Domain not specified, defaulting to observed range within each
## specified column.
| Education Attainment for 25 Years and Over Populations |
| Riverside county, CA _ 2023 Census |
| label |
estimate |
| 12th grade, no diploma |
54155 |
| Regular high school diploma |
379036 |
| GED or alternative credential |
48278 |
| Some college, less than 1 year |
121590 |
| Some college, 1 or more years, no degree |
258398 |
| Associate's degree |
137295 |
| Bachelor's degree |
259990 |
| Master's degree |
105656 |
| Professional school degree |
25186 |
| Doctorate degree |
16175 |
## Warning: Domain not specified, defaulting to observed range within each
## specified column.
| Education Attainment for 25 Years and Over Populations |
| Orange county, CA _ 2023 Census |
| label |
estimate |
| 12th grade, no diploma |
59669 |
| Regular high school diploma |
338576 |
| GED or alternative credential |
40810 |
| Some college, less than 1 year |
124620 |
| Some college, 1 or more years, no degree |
287217 |
| Associate's degree |
168956 |
| Bachelor's degree |
601466 |
| Master's degree |
243974 |
| Professional school degree |
71511 |
| Doctorate degree |
40097 |
## Warning: Domain not specified, defaulting to observed range within each
## specified column.
| Education Attainment for 25 Years and Over Populations |
| San Diego County, CA _ 2023 Census |
| label |
estimate |
| 12th grade, no diploma |
51863 |
| Regular high school diploma |
352202 |
| GED or alternative credential |
55030 |
| Some college, less than 1 year |
146419 |
| Some college, 1 or more years, no degree |
321875 |
| Associate's degree |
189330 |
| Bachelor's degree |
580152 |
| Master's degree |
250414 |
| Professional school degree |
66576 |
| Doctorate degree |
57934 |
## Warning: Domain not specified, defaulting to observed range within each
## specified column.
| Education Attainment for 25 Years and Over Populations |
| San Bernardino County, CA _ 2023 Census |
| label |
estimate |
| 12th grade, no diploma |
50634 |
| Regular high school diploma |
346298 |
| GED or alternative credential |
45335 |
| Some college, less than 1 year |
103731 |
| Some college, 1 or more years, no degree |
219189 |
| Associate's degree |
118432 |
| Bachelor's degree |
207111 |
| Master's degree |
84594 |
| Professional school degree |
17503 |
| Doctorate degree |
13070 |
## Warning: Since gt v0.9.0, the `colors` argument has been deprecated.
## • Please use the `palette` argument to define a color palette.
## This warning is displayed once every 8 hours.
| Education Attainment for 25 Years and Over Populations |
| Four Southern Counties _ 2023 Census |
| label |
Riverside |
Orange |
San_Diego |
San_Bernardino |
| 12th grade, no diploma |
54155 |
59669 |
51863 |
50634 |
| Regular high school diploma |
379036 |
338576 |
352202 |
346298 |
| GED or alternative credential |
48278 |
40810 |
55030 |
45335 |
| Some college, less than 1 year |
121590 |
124620 |
146419 |
103731 |
| Some college, 1 or more years, no degree |
258398 |
287217 |
321875 |
219189 |
| Associate's degree |
137295 |
168956 |
189330 |
118432 |
| Bachelor's degree |
259990 |
601466 |
580152 |
207111 |
| Master's degree |
105656 |
243974 |
250414 |
84594 |
| Professional school degree |
25186 |
71511 |
66576 |
17503 |
| Doctorate degree |
16175 |
40097 |
57934 |
13070 |