Rendering markdown file for github
Nana Boateng June 26, 2018
Load Required Packages
pacman::p_load(skimr,kable,kableExtra)
## Warning: package 'kable' is not available (for R version 3.5.0)
## Bioconductor version 3.7 (BiocInstaller 1.30.0), ?biocLite for help
## Warning in p_install(package, character.only = TRUE, ...):
## Warning in library(package, lib.loc = lib.loc, character.only = TRUE,
## logical.return = TRUE, : there is no package called 'kable'
## Warning in pacman::p_load(skimr, kable, kableExtra): Failed to install/load:
## kable
# Load the caret package
library(caret)
## Loading required package: lattice
## Loading required package: ggplot2
# Import dataset
orange <- read.csv('https://raw.githubusercontent.com/selva86/datasets/master/orange_juice_withmissing.csv')
# Structure of the dataframe
str(orange)
## 'data.frame': 1070 obs. of 18 variables:
## $ Purchase : Factor w/ 2 levels "CH","MM": 1 1 1 2 1 1 1 1 1 1 ...
## $ WeekofPurchase: int 237 239 245 227 228 230 232 234 235 238 ...
## $ StoreID : int 1 1 1 1 7 7 7 7 7 7 ...
## $ PriceCH : num 1.75 1.75 1.86 1.69 1.69 1.69 1.69 1.75 1.75 1.75 ...
## $ PriceMM : num 1.99 1.99 2.09 1.69 1.69 1.99 1.99 1.99 1.99 1.99 ...
## $ DiscCH : num 0 0 0.17 0 0 0 0 0 0 0 ...
## $ DiscMM : num 0 0.3 0 0 0 0 0.4 0.4 0.4 0.4 ...
## $ SpecialCH : int 0 0 0 0 0 0 1 1 0 0 ...
## $ SpecialMM : int 0 1 0 0 0 1 1 0 0 0 ...
## $ LoyalCH : num 0.5 0.6 0.68 0.4 0.957 ...
## $ SalePriceMM : num 1.99 1.69 2.09 1.69 1.69 1.99 1.59 1.59 1.59 1.59 ...
## $ SalePriceCH : num 1.75 1.75 1.69 1.69 1.69 1.69 1.69 1.75 1.75 1.75 ...
## $ PriceDiff : num 0.24 -0.06 0.4 0 0 0.3 -0.1 -0.16 -0.16 -0.16 ...
## $ Store7 : Factor w/ 2 levels "No","Yes": 1 1 1 1 2 2 2 2 2 2 ...
## $ PctDiscMM : num 0 0.151 0 0 0 ...
## $ PctDiscCH : num 0 0 0.0914 0 0 ...
## $ ListPriceDiff : num 0.24 0.24 0.23 0 0 0.3 0.3 0.24 0.24 0.24 ...
## $ STORE : int 1 1 1 1 0 0 0 0 0 0 ...
# See top 6 rows and 10 columns
head(orange[, 1:10])
## Purchase WeekofPurchase StoreID PriceCH PriceMM DiscCH DiscMM SpecialCH
## 1 CH 237 1 1.75 1.99 0.00 0.0 0
## 2 CH 239 1 1.75 1.99 0.00 0.3 0
## 3 CH 245 1 1.86 2.09 0.17 0.0 0
## 4 MM 227 1 1.69 1.69 0.00 0.0 0
## 5 CH 228 7 1.69 1.69 0.00 0.0 0
## 6 CH 230 7 1.69 1.99 0.00 0.0 0
## SpecialMM LoyalCH
## 1 0 0.500000
## 2 1 0.600000
## 3 0 0.680000
## 4 0 0.400000
## 5 0 0.956535
## 6 1 0.965228
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Creating a Table
library(tidyverse)
## ── Attaching packages ────────────────
## ✔ tibble 1.4.2 ✔ purrr 0.2.5
## ✔ tidyr 0.8.1 ✔ dplyr 0.7.5
## ✔ readr 1.1.1 ✔ stringr 1.3.1
## ✔ tibble 1.4.2 ✔ forcats 0.3.0
## ── Conflicts ─────────────────────────
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag() masks stats::lag()
## ✖ purrr::lift() masks caret::lift()
library(DT)
kableExtra::kable(orange[1:10, 1:10])
| Purchase | WeekofPurchase | StoreID | PriceCH | PriceMM | DiscCH | DiscMM | SpecialCH | SpecialMM | LoyalCH |
|---|---|---|---|---|---|---|---|---|---|
| CH | 237 | 1 | 1.75 | 1.99 | 0.00 | 0.0 | 0 | 0 | 0.500000 |
| CH | 239 | 1 | 1.75 | 1.99 | 0.00 | 0.3 | 0 | 1 | 0.600000 |
| CH | 245 | 1 | 1.86 | 2.09 | 0.17 | 0.0 | 0 | 0 | 0.680000 |
| MM | 227 | 1 | 1.69 | 1.69 | 0.00 | 0.0 | 0 | 0 | 0.400000 |
| CH | 228 | 7 | 1.69 | 1.69 | 0.00 | 0.0 | 0 | 0 | 0.956535 |
| CH | 230 | 7 | 1.69 | 1.99 | 0.00 | 0.0 | 0 | 1 | 0.965228 |
| CH | 232 | 7 | 1.69 | 1.99 | 0.00 | 0.4 | 1 | 1 | 0.972182 |
| CH | 234 | 7 | 1.75 | 1.99 | 0.00 | 0.4 | 1 | 0 | 0.977746 |
| CH | 235 | 7 | 1.75 | 1.99 | 0.00 | 0.4 | 0 | 0 | 0.982197 |
| CH | 238 | 7 | 1.75 | 1.99 | 0.00 | 0.4 | 0 | 0 | 0.985757 |
DT::datatable(orange[1:10, 1:10])
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