Course_1_Lab2
Jerome
7/25/2021
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getwd()## [1] "C:/Users/Jerome/Documents/0000_Work_Files/0000_Coursera/Statistics_with_R_Specialization/Course_1_Probability_&_Data/Lab2"library(statsr)## Warning: package 'statsr' was built under R version 4.0.3library(dplyr)## Warning: package 'dplyr' was built under R version 4.0.2##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, unionlibrary(ggplot2)data("nycflights")nycflights <- nycflights
write.csv (nycflights, file = "nycflights.csv", row.names = FALSE)names(nycflights)## [1] "year" "month" "day" "dep_time" "dep_delay" "arr_time"
## [7] "arr_delay" "carrier" "tailnum" "flight" "origin" "dest"
## [13] "air_time" "distance" "hour" "minute"?nycflights## starting httpd help server ... donestr(nycflights)## tibble [32,735 x 16] (S3: tbl_df/data.frame)
## $ year : int [1:32735] 2013 2013 2013 2013 2013 2013 2013 2013 2013 2013 ...
## $ month : int [1:32735] 6 5 12 5 7 1 12 8 9 4 ...
## $ day : int [1:32735] 30 7 8 14 21 1 9 13 26 30 ...
## $ dep_time : int [1:32735] 940 1657 859 1841 1102 1817 1259 1920 725 1323 ...
## $ dep_delay: num [1:32735] 15 -3 -1 -4 -3 -3 14 85 -10 62 ...
## $ arr_time : int [1:32735] 1216 2104 1238 2122 1230 2008 1617 2032 1027 1549 ...
## $ arr_delay: num [1:32735] -4 10 11 -34 -8 3 22 71 -8 60 ...
## $ carrier : chr [1:32735] "VX" "DL" "DL" "DL" ...
## $ tailnum : chr [1:32735] "N626VA" "N3760C" "N712TW" "N914DL" ...
## $ flight : int [1:32735] 407 329 422 2391 3652 353 1428 1407 2279 4162 ...
## $ origin : chr [1:32735] "JFK" "JFK" "JFK" "JFK" ...
## $ dest : chr [1:32735] "LAX" "SJU" "LAX" "TPA" ...
## $ air_time : num [1:32735] 313 216 376 135 50 138 240 48 148 110 ...
## $ distance : num [1:32735] 2475 1598 2475 1005 296 ...
## $ hour : num [1:32735] 9 16 8 18 11 18 12 19 7 13 ...
## $ minute : num [1:32735] 40 57 59 41 2 17 59 20 25 23 ...ggplot(data=nycflights, aes(x = dep_delay)) +
geom_histogram()## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
ggplot(data = nycflights, aes(x = dep_delay)) +
geom_histogram(binwidth = 15)
ggplot(data = nycflights, aes(x = dep_delay)) +
geom_histogram(binwidth = 150)
hist (nycflights$dep_delay, breaks = 75, xlim =c(-1,400), col = 'red')
range(nycflights$dep_delay)## [1] -21 1301rdu_flights <- nycflights %>%
filter(dest == "RDU")
ggplot(data = rdu_flights, aes(x = dep_delay)) +
geom_histogram(binwidth = 1
)
rdu_flights %>%
summarise(mean_dd = mean(dep_delay), sd_dd = sd(dep_delay), n = n())## # A tibble: 1 x 3
## mean_dd sd_dd n
## <dbl> <dbl> <int>
## 1 11.7 35.6 801sfo_feb_flights <- nycflights %>%
filter(dest == "SFO", month == 2)ggplot(data = sfo_feb_flights, aes(x = arr_delay)) +
geom_histogram(binwidth = 1)
sfo_feb_flights %>%
summarise(mean_ad = mean(arr_delay), sd_ad = sd(arr_delay),IQR_ad = IQR(arr_delay), n = n())## # A tibble: 1 x 4
## mean_ad sd_ad IQR_ad n
## <dbl> <dbl> <dbl> <int>
## 1 -4.5 36.3 23.2 68rdu_flights %>%
group_by(origin) %>%
summarise(mean_dd = mean(dep_delay), sd_dd = sd(dep_delay), n = n())## `summarise()` ungrouping output (override with `.groups` argument)## # A tibble: 3 x 4
## origin mean_dd sd_dd n
## <chr> <dbl> <dbl> <int>
## 1 EWR 13.4 32.1 145
## 2 JFK 15.4 40.3 300
## 3 LGA 7.90 32.2 356sfo_feb_flights %>%
group_by(carrier) %>%
summarise(mean_ad = mean(arr_delay), sd_ad = sd(arr_delay),IQR_ad = IQR(arr_delay), median_arr = median(arr_delay), n = n())## `summarise()` ungrouping output (override with `.groups` argument)## # A tibble: 5 x 6
## carrier mean_ad sd_ad IQR_ad median_arr n
## <chr> <dbl> <dbl> <dbl> <dbl> <int>
## 1 AA 11.5 29.5 17.5 5 10
## 2 B6 -6.33 11.0 12.2 -10.5 6
## 3 DL -13.5 22.0 22 -15 19
## 4 UA 1.81 48.3 22 -10 21
## 5 VX -13.8 40.8 21.2 -22.5 12nycflights %>%
group_by(month) %>%
summarise(mean_dd = mean(dep_delay)) %>%
arrange(desc(mean_dd))## `summarise()` ungrouping output (override with `.groups` argument)## # A tibble: 12 x 2
## month mean_dd
## <int> <dbl>
## 1 7 20.8
## 2 6 20.4
## 3 12 17.4
## 4 4 14.6
## 5 3 13.5
## 6 5 13.3
## 7 8 12.6
## 8 2 10.7
## 9 1 10.2
## 10 9 6.87
## 11 11 6.10
## 12 10 5.88nycflights %>%
group_by(month) %>%
summarise(median_dd = median(dep_delay)) %>%
arrange(desc(median_dd))## `summarise()` ungrouping output (override with `.groups` argument)## # A tibble: 12 x 2
## month median_dd
## <int> <dbl>
## 1 12 1
## 2 6 0
## 3 7 0
## 4 3 -1
## 5 5 -1
## 6 8 -1
## 7 1 -2
## 8 2 -2
## 9 4 -2
## 10 11 -2
## 11 9 -3
## 12 10 -3ggplot(nycflights, aes(x = factor(month), y = dep_delay)) +
geom_boxplot()
nycflights <- nycflights %>%
mutate(dep_type = ifelse(dep_delay < 5, "on time", "delayed"))nycflights %>%
group_by(origin) %>%
summarise(ot_dep_rate = sum(dep_type == "on time") / n()) %>%
arrange(desc(ot_dep_rate))## `summarise()` ungrouping output (override with `.groups` argument)## # A tibble: 3 x 2
## origin ot_dep_rate
## <chr> <dbl>
## 1 LGA 0.728
## 2 JFK 0.694
## 3 EWR 0.637ggplot(data = nycflights, aes(x = origin, fill = dep_type)) +
geom_bar()
nycflights <- nycflights %>%
mutate(avg_speed = distance / air_time)
select(nycflights, avg_speed, tailnum)## avg_speed tailnum
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## 32735 6.847458 N36272range(nycflights$avg_speed)## [1] 1.28000 11.72308#nycflights <- nycflights %>%
#mutate(avg_speed = distance / air_time)
#select(nycflights, avg_speed, tailnum)
#arrange(desc(avg_speed)))ggplot (data = nycflights, aes(x=avg_speed, y = distance)) +
geom_point()
nycflights <- nycflights %>%
mutate(arr_type = ifelse(arr_delay < 1, "on time", "delayed"))qplot(factor(nycflights$arr_type), geom = "bar")
table(nycflights$arr_type, nycflights$dep_type)##
## delayed on time
## delayed 8453 5009
## on time 1898 17375