Batmobi

R Markdown

Batmobi Channel advertising fraud

No clicks

DT::datatable(Batmobi[[1]])

Amount of data without click behavior：1696

Click and download channel are inconsistent

require(tidyverse)

## Loading required package: tidyverse

## ─ Attaching packages ───────────────── tidyverse 1.2.1 ─

## ✔ ggplot2 3.0.0.9000     ✔ purrr   0.2.5     
## ✔ tibble  1.4.2          ✔ dplyr   0.7.5     
## ✔ tidyr   0.8.1          ✔ stringr 1.3.1     
## ✔ readr   1.1.1          ✔ forcats 0.3.0

## ─ Conflicts ─────────────────── tidyverse_conflicts() ─
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag()    masks stats::lag()

DT::datatable(Batmobi[[2]] %>% filter(network1!='Batmobi'))

Amount of Click and download channel are inconsistent:3617

Click and download interval is 0

require(tidyverse)
DT::datatable(Batmobi[[2]] %>% filter(click_time1 - install_time==0))

Amount of Click and download interval is 0:17932

Total data：19982

Fraudulent traffic ratio： 0.9822841