Created
December 31, 2021 21:57
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library(rvest) | |
library(dplyr) | |
library(janitor) | |
library(stringr) | |
# load data | |
url <- | |
'https://www.sports-reference.com/cfb/play-index/sgl_finder.cgi?request=1&match=game&year_min=2019&year_max=2021&school_id=north-carolina&c1stat=points&c1comp=gt&c1val=1&c2stat=opp_points&c2comp=gt&c2val=1&c3comp=gt&c4comp=gt&order_by=date_game#results' | |
mack_raw <- url %>% | |
read_html() %>% | |
html_elements('table') %>% | |
html_table() %>% | |
.[1] %>% | |
as.data.frame() %>% | |
clean_names() | |
# make first row the column headers | |
first_pass <- mack_raw %>% | |
row_to_names(row_number = 1) | |
# remove other column header row | |
mack <- subset(first_pass, Rk != 'Rk') | |
# fix unamed columns | |
names(mack)[5] <- paste0('Location') | |
names(mack)[7] <- paste0('Result') | |
# change date to only use year | |
mack$Date <- str_extract(mack$Date, "[^-]+") | |
# remove non-power 5 opponents | |
mack <- mack %>% | |
filter( | |
Opponent != 'Mercer', | |
Opponent != 'Georgia State', | |
Opponent != 'Western Carolina', | |
Opponent != 'Wofford', | |
Opponent != 'Appalachian State' | |
) | |
# change texas a&m bowl game to 2020 season | |
mack <- mack %>% | |
mutate(Date = replace(Date, Opponent == 'Texas A&M', 2020)) | |
# summarize point differential | |
mack_all <- mack %>% | |
mutate(diff_raw = as.numeric(Pts) - as.numeric(Opp)) %>% | |
group_by(Date) %>% | |
mutate(PD = sum(diff_raw)) %>% | |
select(Date, PD) | |
# show unique point differential totals | |
diff <- unique(mack_all) | |
# print it out | |
print(diff) | |
# A tibble: 3 × 2 | |
# Groups: Date [3] | |
Date PD | |
<chr> <dbl> | |
1 2021 -21 | |
2 2020 107 | |
3 2019 76 |
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