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library(tidyverse) | |
library(gt) | |
library(escnscrapeR) | |
library(rvest) | |
# styled after: Dom Luszczyszyn | |
# https://twitter.com/domluszczyszyn/status/1353003080439255043?s=20 | |
qbr <- espnscrapeR::get_nfl_qbr(2020) %>% | |
select(starter = name, qbr = qbr_total) | |
fpi <- espnscrapeR::scrape_fpi(season = 2020, stat = "PROJ") %>% | |
select(team, win_prob = make_sb_pct) %>% | |
left_join( | |
espnscrapeR::scrape_fpi(season = 2020) %>% | |
select(team, fpi_score = fpi, rk, off:st) | |
) | |
daily_lines <- "https://www.espn.com/nfl/lines" %>% | |
read_html() %>% | |
html_table() %>% | |
map(set_names, nm = c("team", "rec", "line", "open", "ml", "fpi")) %>% | |
bind_rows() %>% | |
tibble() %>% | |
mutate( | |
fpi = str_remove(fpi, "%"), | |
fpi = as.double(fpi) | |
) | |
daily_lines | |
nfl_data <- raw_json$events %>% | |
tibble(data = .) %>% | |
unnest_wider(data) %>% | |
select(competitions) %>% | |
unchop(competitions) %>% | |
unnest_auto(competitions) %>% | |
select(competitors, odds)%>% | |
unchop(competitors) %>% | |
unchop(odds) %>% | |
unnest_wider(competitors) %>% | |
rowwise() %>% | |
mutate(leaders = pluck(leaders, 1, "leaders", 1, "athlete", "displayName")) %>% | |
unnest_wider(odds) %>% | |
select(details, overUnder, team, starter = leaders) %>% | |
unnest_wider(team) %>% | |
select(team = displayName, nickname = shortDisplayName, abb = abbreviation, starter, odds = details, ou = overUnder, contains("color"), logo) | |
table_data <- daily_lines %>% | |
left_join(nfl_data) %>% | |
left_join(fpi) %>% | |
left_join(qbr) | |
table_data %>% | |
select(logo, starter, qbr, fpi_rank = rk, win_prob, line, ml) %>% | |
gt() %>% | |
text_transform( | |
locations = cells_body(vars(logo)), | |
fn = function(x){ | |
web_image(url = x, | |
height = px(30)) | |
} | |
) %>% | |
tab_header(title = html(" <b>Game Probabilities: January 24</b>")) %>% | |
cols_label( | |
logo = "", | |
starter = "Starting QB", | |
qbr = "QBR", | |
fpi_rank = "FPI Rank", | |
win_prob = "Probability", | |
line = "Odds", | |
ml = html("Money<br>Line") | |
) %>% | |
cols_align(align = "center", columns = vars(fpi_rank, win_prob)) %>% | |
data_color( | |
vars(win_prob), | |
colors = scales::col_numeric( | |
palette = c("#ff2d21", "white", "#489bca"), | |
domain = NULL | |
), | |
autocolor_text = FALSE | |
) %>% | |
tab_style( | |
style = cell_text( | |
font = google_font("Roboto Mono") | |
), | |
locations = cells_body( | |
vars(qbr, fpi_rank, win_prob, line, ml) | |
) | |
) %>% | |
tab_style( | |
style = cell_text( | |
font = google_font("Roboto Slab") | |
), | |
locations = cells_title(groups = "title") | |
) %>% | |
tab_style( | |
style = cell_borders(sides = "bottom", color = "#f9fbfc", weight = px(8)), | |
locations = cells_body( | |
rows = 2 | |
) | |
) %>% | |
tab_style( | |
style = cell_borders(sides = "bottom", color = "transparent", weight = px(3)), | |
locations = cells_body( | |
columns = 1 | |
) | |
) %>% | |
tab_style( | |
style = cell_borders(sides = "bottom", color = "transparent", weight = px(3)), | |
locations = cells_body( | |
rows = 4 | |
) | |
) %>% | |
tab_style( | |
style = cell_text(weight = "bold"), | |
locations = cells_body(columns = vars(fpi_rank)) | |
) %>% | |
fmt_percent(vars(win_prob), scale_values = FALSE, decimals = 1) %>% | |
tab_source_note( | |
html("<span style='float:right';><b>Data</b>: ESPN | <b>Table</b>: @thomas_mock| <b>Inspiration</b>: @domluszczyszyn</span>") | |
) %>% | |
opt_table_font(font = "Lato") %>% | |
tab_options( | |
heading.align = "left", | |
heading.border.bottom.width = px(3), | |
heading.border.bottom.color = "black", | |
table.border.top.width = px(3), | |
table.border.top.color = "transparent", | |
table.border.bottom.color = "transparent", | |
table.border.bottom.width = px(3), | |
table.background.color = "#f9fbfc", | |
column_labels.font.size = 12, | |
table.width = px(600), | |
heading.title.font.weight = "bold", | |
data_row.padding = px(1), | |
source_notes.padding = px(8) | |
) |
Author
jthomasmock
commented
Jan 24, 2021
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