Spoilers for 2021 MH.
library(tidyverse)
## ── Attaching packages ─────────────────────────────────────── tidyverse 1.3.0 ──
## ✓ ggplot2 3.3.3 ✓ purrr 0.3.4
## ✓ tibble 3.0.4 ✓ dplyr 1.0.2
## ✓ tidyr 1.1.2 ✓ stringr 1.4.0
## ✓ readr 1.4.0 ✓ forcats 0.5.0
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## x dplyr::filter() masks stats::filter()
## x dplyr::lag() masks stats::lag()
theme_set(theme_bw())
x <- read_delim("random_nums.tsv", delim="\t", col_names=(c("A","B","C","D","E","F","G","H","I","J","K","L","M","N","O","P","Q")))
##
## ── Column specification ────────────────────────────────────────────────────────
## cols(
## A = col_double(),
## B = col_double(),
## C = col_double(),
## D = col_double(),
## E = col_double(),
## F = col_double(),
## G = col_double(),
## H = col_double(),
## I = col_double(),
## J = col_double(),
## K = col_double(),
## L = col_double(),
## M = col_double(),
## N = col_double(),
## O = col_double(),
## P = col_double(),
## Q = col_double()
## )
sim <- tibble(A=0,
B=rnorm(10000,4,sqrt(3)),
C=runif(10000,4,7),
D=rnorm(10000,mean=5,sqrt(6)),
E=runif(10000,2,4),
F=rexp(10000,2),
I=0,
J=rpois(10000,4),
N=rpois(10000,8),
O=rexp(10000,6),
P=rchisq(10000,3),
Q=rpois(10000,1))
First 5 columns all have duplicates.
ggplot(x,aes(A))+ geom_density()
ggplot(sim,aes(A))+ geom_density()
ggplot(x,aes(B))+ geom_density()
ggplot(sim,aes(B))+ geom_density()
ggplot(x,aes(C))+ geom_density()
ggplot(sim,aes(C))+ geom_density()
ggplot(x,aes(D))+ geom_density()
ggplot(sim,aes(D))+ geom_density()
ggplot(x,aes(E))+ geom_density()
ggplot(sim,aes(E))+ geom_density()
ggplot(x,aes(F))+ geom_density()
ggplot(sim,aes(F))+ geom_density()
ggplot(x,aes(I))+ geom_density()
ggplot(x,aes(J))+ geom_bar()
ggplot(sim,aes(J))+ geom_bar()
ggplot(x,aes(N))+ geom_bar()
ggplot(sim,aes(N))+ geom_bar()
ggplot(x,aes(O))+ geom_density()
ggplot(sim,aes(O))+ geom_density()
ggplot(x,aes(P))+ geom_density()
ggplot(sim,aes(P))+ geom_density()
ggplot(x,aes(Q))+ geom_bar()
ggplot(sim,aes(Q))+geom_bar()