library(tidyverse)
## ── Attaching packages ─────────────────────────────────── tidyverse 1.2.1 ──
## ✔ ggplot2 3.1.1 ✔ purrr 0.3.2
## ✔ tibble 2.1.1 ✔ dplyr 0.8.0.1
## ✔ tidyr 0.8.3 ✔ stringr 1.4.0
## ✔ readr 1.3.1 ✔ forcats 0.4.0
## ── Conflicts ────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag() masks stats::lag()
dat <- read_csv("https://bit.ly/2sqZ1k5")
## Parsed with column specification:
## cols(
## id = col_double(),
## gender = col_character(),
## race = col_character(),
## ses = col_character(),
## schtyp = col_character(),
## prog = col_character(),
## read = col_double(),
## write = col_double(),
## math = col_double(),
## science = col_double(),
## socst = col_double()
## )
dat
dat %>% ggplot(aes(x=read, y=write)) + geom_point()
![](data:image/png;base64,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)
ggplot(dat, aes(x=read, y=write)) + geom_point(color='steelblue') + geom_smooth(method='lm')
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)
dat %>% ggplot(aes(x=read, y=write, shape=gender)) + geom_point()
![](data:image/png;base64,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)
ggplot(dat, aes(x=read, y=write, color=ses)) + geom_point(aes(shape=gender)) + geom_smooth(method='lm', se = FALSE) + facet_wrap(~ schtyp, nrow=3)
![](data:image/png;base64,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)
dat %>% ggplot(aes(x=read, y=..density..)) + geom_histogram(binwidth = 10) + geom_density()
![](data:image/png;base64,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)
dat %>% ggplot(aes(x=read, y=..density..)) + geom_density(aes(color=gender, fill=gender), alpha=0.3)
![](data:image/png;base64,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)
dat %>%
gather(course, grade, read:socst) %>%
group_by(course) %>%
summarise(mean_grade=mean(grade),
sd_grade = sd(grade),
y_min=mean_grade-1.96*sd_grade/sqrt(n()),
y_max=mean_grade+1.96*sd_grade/sqrt(n())) %>% ggplot(aes(x=course, y=mean_grade, ymin=y_min, ymax=y_max)) + geom_point() + geom_errorbar()
![](data:image/png;base64,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)
dat %>%
gather(course, grade, read:socst) %>%
group_by(course) %>%
summarise(mean_grade=mean(grade),
sd_grade = sd(grade),
y_min=mean_grade-1.96*sd_grade/sqrt(n()),
y_max=mean_grade+1.96*sd_grade/sqrt(n())) %>% ggplot(aes(x=course, y=mean_grade, ymin=y_min, ymax=y_max)) + geom_bar(stat='identity') + geom_errorbar()
![](data:image/png;base64,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)
dat %>% ggplot(aes(x=read, y=write, color=ses)) + geom_point() + scale_color_manual(values= c(high="purple", middle="green", low="steelblue"))
![](data:image/png;base64,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)
install.packages("ggcorrplot")
## Installing package into '/home/rstudio-user/R/x86_64-pc-linux-gnu-library/3.5'
## (as 'lib' is unspecified)
dat %>% select(read:socst) %>% cor %>% ggcorrplot::ggcorrplot(type='lower', method='circle')
![](data:image/png;base64,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)