# Fix typo in chapter 5, section 5.8 (#495)

this PR addresses issue #493

1. Section 5.8 example questions now references correct figures [Figure 5.12 (a)] and [Figure 5.12 (b)] poverty and unemployement rate, respectively, in concordance with example text.

2. Section 5.8 guided practice question now references correct figure Figure 5.12 (d) In concordance with guided practice text.

explore-numerical.qmd

@@ -1231,7 +1231,7 @@ terms_chp_05 <- c(terms_chp_05, "intensity map")
 ```
 
 ::: {.workedexample data-latex=""}
-What interesting features are evident in the poverty and unemployment rate intensity maps in @fig-county-intensity-maps-3 and @fig-county-intensity-maps-4?
+What interesting features are evident in the poverty and unemployment rate intensity maps in @fig-county-intensity-maps-1 and @fig-county-intensity-maps-2?
 
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@@ -1245,7 +1245,7 @@ One observation that stands out when comparing the two maps: the poverty rate is
 :::
 
 ::: {.guidedpractice data-latex=""}
-What interesting features are evident in the median household income intensity map in @fig-county-intensity-maps-2?[^05-explore-numerical-14]
+What interesting features are evident in the median household income intensity map in @fig-county-intensity-maps-4?[^05-explore-numerical-14]
 :::
 
 [^05-explore-numerical-14]: Answers will vary.