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Viola Nawrocka - Homework 2 #49

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4 changes: 4 additions & 0 deletions .gitignore
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.Rproj.user
.Rhistory
.RData
.Ruserdata
13 changes: 13 additions & 0 deletions HW02.Rproj
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Version: 1.0

RestoreWorkspace: Default
SaveWorkspace: Default
AlwaysSaveHistory: Default

EnableCodeIndexing: Yes
UseSpacesForTab: Yes
NumSpacesForTab: 2
Encoding: UTF-8

RnwWeave: Sweave
LaTeX: pdfLaTeX
97 changes: 97 additions & 0 deletions HW02_A_Graph-Fails - Viola fix.Rmd
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---
title: "What went wrong?"
author: "Robert Gruener"
date due: "7/13/2020"
output: github_document
---

```{r setup, include=TRUE}
knitr::opts_chunk$set(echo = TRUE, error = TRUE)
```

## HW02 Part A

In this document, I will add some examples of some coding mistakes, it is up to you to figure out why the graphs are messing up.

### First load packages

It is always best to load the packages you need at the top of a script. It's another common coding formatting standard (like using the assignment operator instead of the equals sign). In this case, it helps people realize what they need to install for the script and gives an idea of what functions will be called.

It is also best coding practice to only call the packages you use, so if you use a package but end up tossing the code you use for it, then make sure to remove loading it in the first place. For example, I could use `library("tidyverse")` but since this script will only be using ggplot2, I only load ggplot2.

```{r load libraries}
library("ggplot2")
library("magrittr") #so I can do some piping
```


### Graph Fix 1

What error is being thrown? How do you correct it? (hint, the error message tells you)

```{r}
data(mpg) #this is a dataset from the ggplot2 package

#the column was actually called "cty", not "city"
mpg %>%
ggplot(mapping = aes(x = cty, y = hwy, color = "blue")) +
geom_point()

```

### Graph Fix 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")

```



### Graph Fix 3
Two mistakes in this graph. First, I wanted to make the the points slightly bolder, but changing the alpha to 2 does nothing. What does alpha do and what does setting it to 2 do? What could be done instead if I want the points slightly bigger?

Second, I wanted to move the legend on top of the graph since there aren't any points there, putting it at approximately the point/ordered pair (5, 40). How do you actually do this? Also, how do you remove the legend title ("class")? Finally, how would you remove the plot legend completely?
```{r}
mpg %>%
ggplot() +
#Alpha controls transparency; since max value for this parameter is 1, 2 doesn't change anything.
#Instead of alpha = 2, use size = 2 to make the points bigger.

geom_point(mapping = aes(x = displ, y = hwy, color = class), size = 2) +
theme(legend.direction = "horizontal") +
theme(legend.position = c(0.6, 0.8)) +
theme(legend.title = element_blank())

```

### Graph Fix 4
I wanted just one smoothing line. Just one line, to show the general relationship here. But that's not happening. Instead I'm getting 3 lines, why and fix it please?

```{r}
mpg %>%
ggplot(mapping = aes(x = displ, y = hwy, color=drv)) +
geom_point() +

#Needed to change the data considered for geom_smooth to hwy vs. displ only, and eliminate the drv.

geom_smooth(aes(x = displ, y = hwy, color=NULL), se = F)
#se = F makes it so it won't show the error in the line of fit

```

### Graph Fix 5
I got tired of the points, so I went to boxplots instead. However, I wanted the boxes to be all one color, but setting the color aesthetic just changed the outline? How can I make the box one color, not just the outline?

Also, the x-axis labels were overlaping, so I rotated them. But now they overlap the bottom of the graph. How can I fix this so axis labels aren't on the graph?


```{r}
ggplot(data = mpg, mapping = aes(x = manufacturer, y = cty, fill = manufacturer, color = manufacturer)) +
geom_boxplot() +
theme(axis.text.x = element_text(angle = 45, vjust=1, hjust=1))
```



129 changes: 129 additions & 0 deletions HW02_A_Graph-Fails---Viola-fix.md
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What went wrong?

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I can see the graphs now! I have to go to the top right corner of this file with the "...", click the dots and then say "see file" and it brings me to a github page with the graphs on them. Nice job!

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Cool! Thank you for pointing it out. It makes it much easier to review!

================
Robert Gruener

``` r
knitr::opts_chunk$set(echo = TRUE, error = TRUE)
```

## HW02 Part A

In this document, I will add some examples of some coding mistakes, it
is up to you to figure out why the graphs are messing up.

### First load packages

It is always best to load the packages you need at the top of a script.
It’s another common coding formatting standard (like using the
assignment operator instead of the equals sign). In this case, it helps
people realize what they need to install for the script and gives an
idea of what functions will be called.

It is also best coding practice to only call the packages you use, so if
you use a package but end up tossing the code you use for it, then make
sure to remove loading it in the first place. For example, I could use
`library("tidyverse")` but since this script will only be using ggplot2,
I only load ggplot2.

``` r
library("ggplot2")
library("magrittr") #so I can do some piping
```

### Graph Fix 1

What error is being thrown? How do you correct it? (hint, the error
message tells you)

``` r
data(mpg) #this is a dataset from the ggplot2 package

#the column was actually called "cty", not "city"
mpg %>%
ggplot(mapping = aes(x = cty, y = hwy, color = "blue")) +
geom_point()
```

![](HW02_A_Graph-Fails---Viola-fix_files/figure-gfm/unnamed-chunk-1-1.png)<!-- -->

### Graph Fix 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")
```

![](HW02_A_Graph-Fails---Viola-fix_files/figure-gfm/unnamed-chunk-2-1.png)<!-- -->

### Graph Fix 3

Two mistakes in this graph. First, I wanted to make the the points
slightly bolder, but changing the alpha to 2 does nothing. What does
alpha do and what does setting it to 2 do? What could be done instead if
I want the points slightly bigger?

Second, I wanted to move the legend on top of the graph since there
aren’t any points there, putting it at approximately the point/ordered
pair (5, 40). How do you actually do this? Also, how do you remove the
legend title (“class”)? Finally, how would you remove the plot legend
completely?

``` r
mpg %>%
ggplot() +
#Alpha controls transparency; since max value for this parameter is 1, 2 doesn't change anything.
#Instead of alpha = 2, use size = 2 to make the points bigger.

geom_point(mapping = aes(x = displ, y = hwy, color = class), size = 2) +
theme(legend.direction = "horizontal") +
theme(legend.position = c(0.6, 0.8)) +
theme(legend.title = element_blank())
```

![](HW02_A_Graph-Fails---Viola-fix_files/figure-gfm/unnamed-chunk-3-1.png)<!-- -->

### Graph Fix 4

I wanted just one smoothing line. Just one line, to show the general
relationship here. But that’s not happening. Instead I’m getting 3
lines, why and fix it please?

``` r
mpg %>%
ggplot(mapping = aes(x = displ, y = hwy, color=drv)) +
geom_point() +

#Needed to change the data considered for geom_smooth to hwy vs. displ only, and eliminate the drv.

geom_smooth(aes(x = displ, y = hwy, color=NULL), se = F)
```

## `geom_smooth()` using method = 'loess' and formula 'y ~ x'

![](HW02_A_Graph-Fails---Viola-fix_files/figure-gfm/unnamed-chunk-4-1.png)<!-- -->

``` r
#se = F makes it so it won't show the error in the line of fit
```

### Graph Fix 5

I got tired of the points, so I went to boxplots instead. However, I
wanted the boxes to be all one color, but setting the color aesthetic
just changed the outline? How can I make the box one color, not just the
outline?

Also, the x-axis labels were overlaping, so I rotated them. But now they
overlap the bottom of the graph. How can I fix this so axis labels
aren’t on the graph?

``` r
ggplot(data = mpg, mapping = aes(x = manufacturer, y = cty, fill = manufacturer, color = manufacturer)) +
geom_boxplot() +
theme(axis.text.x = element_text(angle = 45, vjust=1, hjust=1))
```

![](HW02_A_Graph-Fails---Viola-fix_files/figure-gfm/unnamed-chunk-5-1.png)<!-- -->
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