diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..5b6a065
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,4 @@
+.Rproj.user
+.Rhistory
+.RData
+.Ruserdata
diff --git a/CityMPGvsCarClass_Plot.png b/CityMPGvsCarClass_Plot.png
new file mode 100644
index 0000000..15ced3f
Binary files /dev/null and b/CityMPGvsCarClass_Plot.png differ
diff --git a/Corvette_plot.png b/Corvette_plot.png
new file mode 100644
index 0000000..205ce97
Binary files /dev/null and b/Corvette_plot.png differ
diff --git a/Diaomonds_Plot.png b/Diaomonds_Plot.png
new file mode 100644
index 0000000..8c8206f
Binary files /dev/null and b/Diaomonds_Plot.png differ
diff --git a/HW02_A_Graph-Fails.Rmd b/HW02_A_Graph-Fails.Rmd
index eb8937c..6f98b03 100644
--- a/HW02_A_Graph-Fails.Rmd
+++ b/HW02_A_Graph-Fails.Rmd
@@ -33,7 +33,7 @@ What error is being thrown? How do you correct it? (hint, the error message tell
 data(mpg) #this is a dataset from the ggplot2 package
 
 mpg %>% 
-  ggplot(mapping = aes(x = city, y = hwy, color = "blue")) %>% 
+  ggplot(mapping = aes(x = cty, y = hwy, color = "blue")) + 
   geom_point()
 
 ```
@@ -41,8 +41,9 @@ mpg %>%
 ### Graph Fail 2
 Why aren't the points blue? It is making me blue that the points in the graph aren't blue :`(
 ```{r}
-ggplot(data = mpg) + 
-  geom_point(mapping = aes(x = displ, y = hwy, color = "blue"))
+mpg %>%
+  ggplot(mapping = aes(x = displ, y = hwy)) +
+  geom_point(color = 'blue')
 
 ```
 
@@ -55,9 +56,12 @@ Second, I wanted to move the legend on top of the graph since there aren't any p
 ```{r}
 mpg %>% 
 ggplot() + 
-  geom_point(mapping = aes(x = displ, y = hwy, color = class), alpha = 2) + 
+  geom_point(mapping = aes(x = displ, y = hwy, color = class), size = 2) + 
+  theme(legend.title = element_blank())
   theme(legend.direction = "horizontal") + 
-  theme(legend.position = c(5, 40))
+  theme(legend.position = c(.714, .8))
+  
+  #to remove the legend, use: theme(legend.position='none')
 
 ```
 
@@ -66,8 +70,8 @@ I wanted just one smoothing line. Just one line, to show the general relationshi
 
 ```{r}
 mpg %>% 
-ggplot(mapping = aes(x = displ, y = hwy, color = drv)) + 
-  geom_point() + 
+ggplot(mapping = aes(x = displ, y = hwy)) + 
+  geom_point(aes(color = drv)) + 
   geom_smooth(se = F) #se = F makes it so it won't show the error in the line of fit
 ```
 
@@ -79,9 +83,7 @@ Also, the x-axis labels were overlaping, so I rotated them. But now they overlap
 
 ```{r}
 ggplot(data = mpg, mapping = aes(x = manufacturer, y = cty, color = manufacturer)) + 
-  geom_boxplot() + 
-  theme(axis.text.x = element_text(angle = 45))
-```
-
-
-
+  geom_boxplot(aes(fill = manufacturer, alpha =0.1)) + 
+  theme(axis.text.x = element_text(angle = 45)) +
+  theme(axis.text.x = element_text(margin = margin(t = 20)))
+```
\ No newline at end of file
diff --git a/HW02_B_Mimic.md b/HW02_B_Mimic.md
index 28df272..04f93bd 100644
--- a/HW02_B_Mimic.md
+++ b/HW02_B_Mimic.md
@@ -32,6 +32,17 @@ is for. :smile:
 ``` r
 data("diamonds")
 #hint think about the *position* the bars are in...
+
+ggplot(diamonds, aes(x = cut, fill = clarity)) +
+  geom_bar(position = "dodge") +
+  labs(title = "My Diamond Collection", subtitle = "Boxplot representing the number of diamonds in my diamond collection by type of cut quality and clarity of diamond", x = "Diamond Cut", y = "Number of Diamonds") +
+  annotate(
+    "text",
+    x = 4, y = 5000,
+    label = "My Best Diamonds, of course",
+    vjust = 1, size = 3
+  )
+  
 ```
 
 Using the diamonds dataset, make this graph:
@@ -46,6 +57,11 @@ data("iris")
 Using the iris dataset, make this graph:
 
     ## `geom_smooth()` using formula 'y ~ x'
+    
+ggplot(iris, aes(Sepal.Length, Petal.Length)) +
+  geom_point(aes(shape = factor(Species), color = factor(Species))) +
+  facet_wrap("Species") +
+  geom_smooth(formula = y ~ x)
 
 ![](HW02_B_Mimic_files/figure-gfm/unnamed-chunk-4-1.png)<!-- -->
 
@@ -69,6 +85,12 @@ There is a trick to getting the model and year to print off together.
 `paste()` is a useful function for this, also pasting together parts of
 file names and parts of urls together.
 
+ggplot(mpg, aes(displ, hwy)) +
+  geom_point() +
+  geom_point(data = corvette, color = "red") +
+  geom_text(data = corvette, aes(label = paste(model, year), hjust = 1.1)) +
+  labs(title = "Corvettes are a bit of an outlier")
+
 ### Graph 4
 
 ``` r
@@ -87,3 +109,11 @@ graph below, I used Set2.
 Now using the above mpg dataset, make this graph
 
 ![](HW02_B_Mimic_files/figure-gfm/unnamed-chunk-8-1.png)<!-- -->
+
+ggplot(mpg, aes(class, cty, color = class)) +
+  geom_boxplot() +
+  geom_jitter() +
+  coord_flip() +
+  scale_color_brewer(palette="Set2") +
+  labs(title = "Horizontal Boxplot of City MPG and Car Class", y = "City MPG", x = "Car Class")
+
diff --git a/Homework2.Rproj b/Homework2.Rproj
new file mode 100644
index 0000000..8e3c2eb
--- /dev/null
+++ b/Homework2.Rproj
@@ -0,0 +1,13 @@
+Version: 1.0
+
+RestoreWorkspace: Default
+SaveWorkspace: Default
+AlwaysSaveHistory: Default
+
+EnableCodeIndexing: Yes
+UseSpacesForTab: Yes
+NumSpacesForTab: 2
+Encoding: UTF-8
+
+RnwWeave: Sweave
+LaTeX: pdfLaTeX
diff --git a/Iris_Plot.png b/Iris_Plot.png
new file mode 100644
index 0000000..b715b2b
Binary files /dev/null and b/Iris_Plot.png differ
diff --git a/README.md b/README.md
index 241da2d..0f9a627 100644
--- a/README.md
+++ b/README.md
@@ -5,5 +5,11 @@ There are two parts to the HW this week.
 
 [The first assignment asks you to fix some common issues with making ggplot plots ](HW02_A_Graph-Fails.Rmd). You can find the code in that link or the file: HW02_A_Graph-Fails.Rmd
 
+#I have attempted to fix the code in HW02_A_Graph_Fails.Rmd
+
 The second part of the HW will likely be more challenging as it asks you to try to recreate the graphs from just the images. [Here is a link to the markdown file](HW02_B_Mimic.md) with the images you will try to recreate or you can just find the file "HW02_B_Mimic.md" or find the html version "HW02_B_Mimic.html" (which would need to be previewed in RStudio or opened up by an internet browser to view properlY) in the repo. To make your lives easier, I also created a "starter" document that has the same code that you can find in the markdown (but obviously the code for the graphs themselves was removed). [Here is a link to the starter document](HW02_B_Mimic_starter.Rmd) or you can look for the file "HW02_B_Mimic_starter.Rmd" 
 
+#I have written code for the graphs in HW02_B_Mimic.md
+#My PNG files should be included in this directory for the graphs.
+
+#Thanks for stopping by!
\ No newline at end of file