diff --git a/Tutorial10.R b/Tutorial10.R
new file mode 100644
index 0000000..c3a1058
--- /dev/null
+++ b/Tutorial10.R
@@ -0,0 +1,25 @@
+#Question 1
+setwd("C:/Users/megan/Desktop/r-novice-inflammation/r-novice-inflammation-data/data")
+data <- read.csv("wages.csv", header=TRUE, stringsAsFactors = FALSE)
+library(ggplot2)
+ggplot(data, aes(x=yearsSchool, y=wage))+
+  geom_point()+
+  geom_smooth(method ="lm")+
+  theme_classic()
+
+
+  
+#Question2
+dat <- read.table("data.txt", sep = ",", header = TRUE, stringsAsFactors = FALSE)
+#scatter plot
+ggplot(dat, aes(x=region, y=observations))+
+  geom_point(alpha=0.1)+
+  geom_jitter()+
+  theme_classic()
+#bar graph
+ggplot(dat, aes(x=region, y = observations))+
+  geom_bar(position = "dodge" , stat = "summary", fun = "mean")
+
+##The bar graphs and the scatter plot show different stories because the bar graph only shows mean observations 
+#of each region whereas the scatterplot shows you more of the distrubtion of the observations and the range 
+#of the observation
\ No newline at end of file
diff --git a/data.txt b/data.txt
deleted file mode 100644
index 11b5ddb..0000000
--- a/data.txt
+++ /dev/null
@@ -1,4001 +0,0 @@
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