Plane crashes
Someone recently suggested to me that it seems as though there have been more plane crashes than typical in recent months. I disagreed with this assessment, and said that one reason it seemed that way was because the crashes we’ve seen recently have been tragically salient.
Fortunately, only a couple of days after this conversation, I found a nifty little r function written by Phil Jette which scrapes a website that logs airline crashes. After obtaining the data, I thought I’d look to see if there was any support for the idea that there have been an inordinate number of crashes recently. Here’s a line graph by year:
df <- compiledData %>%
group_by(crashYear) %>%
summarise(crashes = length(crashYear)) %>%
ungroup()
df$crashYear <- as.numeric(df$crashYear)
library(ggplot2)
ggplot(df) +
geom_line(aes(x=crashYear, y=crashes, group=1), color='#88301B', size=1) +
scale_x_continuous(breaks=seq(1950, 2015, 5)) +
theme_bw()
There’s still more of 2015 to go. What if we extrapolated through the end of the year, given how many crashes have been observed so far? Today is May 15th.
start <- '01-01-2015'
now <- '05-15-2015'
as.Date(now, format='%m-%d-%Y') - as.Date(start, format='%m-%d-%Y')
## Time difference of 134 days
What proportion of the year is that?
134/365
## [1] 0.3671233
Okay, so let’s extrapolate whatever number of crashes we’ve seen so far through the rest of the year and replot with the new value.
year.complete <- 134/365
year.remaining <- 1-year.complete
estimated.total <- df$crashes[which(df$crashYear == 2015)]/year.remaining
df$crashes[which(df$crashYear == 2015)] <- estimated.total
ggplot(df) +
geom_line(aes(x=crashYear, y=crashes, group=1), color='#88301B', size=1) +
scale_x_continuous(breaks=seq(1950, 2015, 5)) +
theme_bw()
Caveats about the data source apply, but I think it’s safe to say that we’re not seeing a dramatic increase in plane crashes these days. Especially since all of this is just raw counts and doesn’t take into account the number of flights each year - something I’m sure is on an upward trajectory.