** 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
City of Menifee, CA _ 2023 Census
label estimate
12th grade, no diploma 1778
Regular high school diploma 16489
GED or alternative credential 2518
Some college, less than 1 year 7417
Some college, 1 or more years, no degree 13475
Associate's degree 8031
Bachelor's degree 10833
Master's degree 4248
Professional school degree 696
Doctorate degree 760
 
## Warning: Domain not specified, defaulting to observed range within each
## specified column.
Education Attainment for 25 Years and Over Populations
City of Murrieta, CA _ 2023 Census
label estimate
12th grade, no diploma 1403
Regular high school diploma 13099
GED or alternative credential 1960
Some college, less than 1 year 6241
Some college, 1 or more years, no degree 15134
Associate's degree 7585
Bachelor's degree 14749
Master's degree 6292
Professional school degree 1283
Doctorate degree 513
 
## Warning: Domain not specified, defaulting to observed range within each
## specified column.
Education Attainment for 25 Years and Over Populations
City of Temecula, CA _ 2023 Census
label estimate
12th grade, no diploma 1169
Regular high school diploma 11821
GED or alternative credential 1219
Some college, less than 1 year 5437
Some college, 1 or more years, no degree 13087
Associate's degree 7528
Bachelor's degree 18552
Master's degree 7110
Professional school degree 2000
Doctorate degree 672
 
## Warning: Domain not specified, defaulting to observed range within each
## specified column.
Education Attainment for 25 Years and Over Populations
City of Perris, CA _ 2023 Census
label estimate
12th grade, no diploma 2443
Regular high school diploma 13751
GED or alternative credential 1831
Some college, less than 1 year 3318
Some college, 1 or more years, no degree 6261
Associate's degree 3240
Bachelor's degree 4012
Master's degree 1187
Professional school degree 104
Doctorate degree 278
 
## Warning: Domain not specified, defaulting to observed range within each
## specified column.
Education Attainment for 25 Years and Over Populations
City of Lake Elsinore, CA _ 2023 Census
label estimate
12th grade, no diploma 1804
Regular high school diploma 10395
GED or alternative credential 1502
Some college, less than 1 year 3747
Some college, 1 or more years, no degree 6998
Associate's degree 4418
Bachelor's degree 7426
Master's degree 2427
Professional school degree 264
Doctorate degree 298
 
## 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
Cities _ 2023 Census
label Menifee Murrieta Temecula Perris Lake_Elsinore
12th grade, no diploma 1778 1403 1169 2443 1804
Regular high school diploma 16489 13099 11821 13751 10395
GED or alternative credential 2518 1960 1219 1831 1502
Some college, less than 1 year 7417 6241 5437 3318 3747
Some college, 1 or more years, no degree 13475 15134 13087 6261 6998
Associate's degree 8031 7585 7528 3240 4418
Bachelor's degree 10833 14749 18552 4012 7426
Master's degree 4248 6292 7110 1187 2427
Professional school degree 696 1283 2000 104 264
Doctorate degree 760 513 672 278 298
U.S. Census data 2023 Illustration by JOE LONG 
## 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