diff --git a/2-identify-the-problem.md b/2-identify-the-problem.md
index 323c47a..82de817 100644
--- a/2-identify-the-problem.md
+++ b/2-identify-the-problem.md
@@ -185,6 +185,73 @@ Now, we do see that by subsetting to the "Rodent" taxa, we are losing about 357
rodents <- rodents %>% filter(taxa == "Rodent")
```
+
+
+::::::: challenge
+
+There are 3 lines of code below, and each attempts to create the same plot. Identify which produces a syntax error, which produces a semantic error, and which correctly creates the plot (hint: this may require you inferring what type of graph we're trying to create!)
+
+
+
+
+A. `ggplot(rodents) + geom_bin_2d(aes(month, plot_type))`
+
+B. `ggplot(rodents) + geom_tile(aes(month, plot_type), stat = "count")`
+
+C. `ggplot(rodents) + geom_tile(aes(month, plot_type))`
+
+
+::::: solution
+
+In this case, A correctly creates the graph, plotting as colors in the tile the number of times an observation is seen. It essentially runs the following lines of code:
+
+
+``` r
+rodents_summary <- rodents %>% group_by(plot_type, month) %>% summarize(count=n())
+```
+
+``` output
+`summarise()` has grouped output by 'plot_type'. You can override using the
+`.groups` argument.
+```
+
+``` r
+ggplot(rodents_summary) + geom_tile(aes(month, plot_type, fill=count))
+```
+
+
+
+B is a syntax error, and will produce the following error:
+
+
+``` r
+ggplot(rodents) + geom_tile(aes(month, plot_type), stat = "count")
+```
+
+``` error
+Error in `geom_tile()`:
+! Problem while computing stat.
+ℹ Error occurred in the 1st layer.
+Caused by error in `setup_params()`:
+! `stat_count()` must only have an x or y aesthetic.
+```
+
+Finally, C is a semantic error. It produces a plot, which is rather meaningless:
+
+
+``` r
+ggplot(rodents) + geom_tile(aes(month, plot_type))
+```
+
+
+
+:::::
+
+
+:::::::
+
+
+
## Summary
In general, when encountering a semantic error for which a remedy is not immediately apparent, some steps to take include:
@@ -287,7 +354,7 @@ facet_wrap(~species)
`stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
```
-
+
Our improved code here looks good. Checking the dimensions of our subsetted data frame using the dim() function confirms we now have all the *Dipodomys* observations, and our plot is looking better. In general, having a 'print' statement or some other output before plots or other major steps can be a good way to check your code is producing intermediate results consistent with your expectations.
@@ -321,7 +388,7 @@ ggplot(krats, aes(date, fill=plot_type)) +
`stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
```
-
+
This looks much better, and is easier to see the trends over time as well. Note our x axis still shows bins with year labelings, but the continuous spread of our data over these bins shows that dates are treated more continuously and fall more continuously within histogram bins.
@@ -386,6 +453,6 @@ krats %>%
`stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
```
-
+
It looks like the study change helped to reduce *merriami* sightings in the Rodent and Short-term Krat exclosures.
diff --git a/config.yaml b/config.yaml
new file mode 100644
index 0000000..7cfb9eb
--- /dev/null
+++ b/config.yaml
@@ -0,0 +1,81 @@
+
+#------------------------------------------------------------
+# Values for this lesson.
+#------------------------------------------------------------
+
+# Which carpentry is this (swc, dc, lc, or cp)?
+# swc: Software Carpentry
+# dc: Data Carpentry
+# lc: Library Carpentry
+# cp: Carpentries (to use for instructor training for instance)
+# incubator: The Carpentries Incubator
+carpentry: 'incubator'
+
+# Overall title for pages.
+title: 'RRRRR, I’m stuck!'
+
+# Date the lesson was created (YYYY-MM-DD, this is empty by default)
+created: 2024-05-14
+
+# Comma-separated list of keywords for the lesson
+keywords: 'R, reprex, help, The Carpentries, error, debug, reproducible example'
+
+# Life cycle stage of the lesson
+# possible values: pre-alpha, alpha, beta, stable
+life_cycle: 'pre-alpha'
+
+# License of the lesson
+license: 'CC-BY 4.0'
+
+# Link to the source repository for this lesson
+source: 'https://github.com/carpentries-incubator/R-help-reprexes'
+
+# Default branch of your lesson
+branch: 'main'
+
+# Who to contact if there are any issues
+contact: 'kgahm@ucla.edu'
+
+# Navigation ------------------------------------------------
+#
+# Use the following menu items to specify the order of
+# individual pages in each dropdown section. Leave blank to
+# include all pages in the folder.
+#
+# Example -------------
+#
+# episodes:
+# - introduction.md
+# - first-steps.md
+#
+# learners:
+# - setup.md
+#
+# instructors:
+# - instructor-notes.md
+#
+# profiles:
+# - one-learner.md
+# - another-learner.md
+
+# Order of episodes in your lesson
+episodes:
+- 1-intro-reproducible-examples.md
+- 2-identify-the-problem.Rmd
+- 3-minimal-reproducible-data.Rmd
+- 4-minimal-reproducible-code.Rmd
+- 5-asking-your-question.md
+
+# Information for Learners
+learners:
+
+# Information for Instructors
+instructors:
+
+# Learner Profiles
+profiles:
+
+# Customisation ---------------------------------------------
+#
+# This space below is where custom yaml items (e.g. pinning
+# sandpaper and varnish versions) should live
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diff --git a/md5sum.txt b/md5sum.txt
index 1ae6c63..5167eef 100644
--- a/md5sum.txt
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new file mode 100644
index 0000000..c212732
--- /dev/null
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@@ -0,0 +1,1622 @@
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