forked from benho89/Cover2FiguRes
-
Notifications
You must be signed in to change notification settings - Fork 0
/
Copy pathCFB_Red_Zone.R
210 lines (171 loc) · 7.45 KB
/
CFB_Red_Zone.R
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
library(tidyverse)
library(cfbfastR)
library(cfbplotR)
library(showtext)
###############################################################################
add_logo <- function(plot_path, logo_path, logo_position, logo_scale = 10) {
if (!logo_position %in% c("top right", "top left", "bottom right",
"bottom left")) {
stop("Error Message: Uh oh! Logo Position not recognized\n Try: logo_positon = 'top left', 'top right', 'bottom left', or 'bottom right'")
}
# Read in raw images.
plot <- magick::image_read(plot_path)
logo_raw <- magick::image_read(logo_path)
# Get dimensions of plot for scaling.
plot_height <- magick::image_info(plot)$height
plot_width <- magick::image_info(plot)$width
# Default scale to 1/10th width of plot.
# Can change with logo_scale.
logo <- magick::image_scale(logo_raw, as.character(plot_width / logo_scale))
# Get width of logo.
logo_width <- magick::image_info(logo)$width
logo_height <- magick::image_info(logo)$height
# Set position of logo.
# Position starts at top left (0, 0).
# Using 0.01 for 1% - aesthetic padding.
if (logo_position == "top right") {
x_pos = plot_width - logo_width - 0.01 * plot_width
y_pos = 0.01 * plot_height
} else if (logo_position == "top left") {
x_pos = 0.01 * plot_width
y_pos = 0.01 * plot_height
} else if (logo_position == "bottom right") {
x_pos = plot_width - logo_width - 0.01 * plot_width
y_pos = plot_height - logo_height - 0.01 * plot_height
} else if (logo_position == "bottom left") {
x_pos = 0.01 * plot_width
y_pos = plot_height - logo_height - 0.01 * plot_height
}
# Compose the actual overlay.
magick::image_composite(plot, logo, offset = paste0("+", x_pos, "+", y_pos))
}
###############################################################################
team_info <- cfbd_team_info(only_fbs = TRUE) %>%
select(school, conference, color) %>%
rename(team = school)
p5 <- c("ACC", "Big 12", "Big Ten", "Pac-12", "SEC")
g5 <- c("American Athletic", "Conference USA", "FBS Independents",
"Mid-American", "Mountain West", "Sun Belt")
pbp <- read.csv("cfb_pbp.csv", header = TRUE)
df <- pbp %>%
select(pos_team, game_id, drive_number, drive_result, play_number, down,
yards_to_goal)
f <- function(x) { round(x * 100, 1) }
red_zone <- df %>%
filter(down == 1 & yards_to_goal <= 20) %>%
group_by(pos_team, game_id, drive_number) %>%
slice_min(play_number, n = 1) %>%
mutate(td = ifelse(drive_result == "TD", 1, 0)) %>%
group_by(pos_team) %>%
summarise(n = n(),
td_rate = sum(td) / n()) %>%
mutate_at(vars(td_rate), f) %>%
mutate(label = as.character(td_rate)) %>%
rename(team = pos_team) %>%
filter(team %in% team_info$team) %>%
left_join(team_info, by = "team") %>%
mutate(color = case_when(team == "Charlotte" ~ "#046a38",
team == "Toledo" ~ "#15397f",
TRUE ~ as.character(color))) %>%
arrange(-td_rate)
p5_top <- red_zone %>% filter(conference %in% p5) %>% head(25)
g5_top <- red_zone %>% filter(conference %in% g5) %>% head(25)
font_add_google("Fjalla One", "Fjalla One")
showtext_auto(enable = TRUE)
showtext_opts(dpi = 300)
base <- ggplot(p5_top, aes(x = reorder(team, -td_rate), y = td_rate,
label = label)) +
theme(plot.background = element_rect(fill = "#F0F8FF", colour = "#F0F8FF"),
panel.background = element_rect(fill = "#F0F8FF"),
panel.grid.major.x = element_blank(),
panel.grid.minor = element_blank()) +
labs(title = "Converting Red Zone Trips to Touchdowns: Weeks 0-8",
subtitle = "Season 2022 | Power Five | Top 25 | At least one first down in red zone",
caption = "Data: cfbfastR & CollegeFootballData.com | Plot: @cover2figuRes",
y = "Touchdown Conversion %") +
theme(text = element_text(family = "Fjalla One"),
plot.title = element_text(size = 20, hjust = 0.5),
plot.subtitle = element_text(size = 16, hjust = 0.5),
axis.title.x = element_blank(),
axis.title.y = element_text(size = 14),
plot.caption = element_text(size = 10, hjust = 0.5)) +
scale_x_cfb(size = 25) +
theme_x_cfb() +
scale_y_continuous(limits = c(0, 100),
breaks = seq(0, 100, 20)) +
geom_segment(aes(x = reorder(team, -td_rate), xend = reorder(team, -td_rate),
y = 0, yend = td_rate,
colour = color), size = 3, show.legend = FALSE) +
geom_point(aes(colour = color), size = 10, show.legend = FALSE) +
geom_text(colour = "white", size = 3, family = "Fjalla One") +
scale_colour_identity() +
theme(plot.margin = unit(c(1, 1, 3, 1), "lines"))
ragg::agg_png("Base.png", width = 14, height = 8,
units = "in", res = 300)
base
dev.off()
base_img <- magick::image_read("Base.png")
base_raster <- grid::rasterGrob(base_img, width = unit(1, "npc"),
height = unit(1, "npc"))
plot_with_personal <- add_logo(
plot_path = "Base.png",
logo_path = "Cover2.png",
logo_position = "bottom left",
logo_scale = 18
)
magick::image_write(plot_with_personal, "Personal.png")
plot_with_ncaa <- add_logo(
plot_path = "Personal.png",
logo_path = "NCAA.png",
logo_position = "top left",
logo_scale = 15
)
magick::image_write(plot_with_ncaa, "Plots/CFB/CFB_Red_Zone_P5_Top.png")
base <- ggplot(g5_top, aes(x = reorder(team, -td_rate), y = td_rate,
label = label)) +
theme(plot.background = element_rect(fill = "#F0F8FF", colour = "#F0F8FF"),
panel.background = element_rect(fill = "#F0F8FF"),
panel.grid.major.x = element_blank(),
panel.grid.minor = element_blank()) +
labs(title = "Converting Red Zone Trips to Touchdowns: Weeks 0-8",
subtitle = "Season 2022 | Group of Five + Independents | Top 25 | At least one first down in red zone",
caption = "Data: cfbfastR & CollegeFootballData.com | Plot: @cover2figuRes",
y = "Touchdown Conversion %") +
theme(text = element_text(family = "Fjalla One"),
plot.title = element_text(size = 20, hjust = 0.5),
plot.subtitle = element_text(size = 16, hjust = 0.5),
axis.title.x = element_blank(),
axis.title.y = element_text(size = 14),
plot.caption = element_text(size = 10, hjust = 0.5)) +
scale_x_cfb(size = 25) +
theme_x_cfb() +
scale_y_continuous(limits = c(0, 100),
breaks = seq(0, 100, 20)) +
geom_segment(aes(x = reorder(team, -td_rate), xend = reorder(team, -td_rate),
y = 0, yend = td_rate,
colour = color), size = 3, show.legend = FALSE) +
geom_point(aes(colour = color), size = 10, show.legend = FALSE) +
geom_text(colour = "white", size = 3, family = "Fjalla One") +
scale_colour_identity() +
theme(plot.margin = unit(c(1, 1, 3, 1), "lines"))
ragg::agg_png("Base.png", width = 14, height = 8,
units = "in", res = 300)
base
dev.off()
base_img <- magick::image_read("Base.png")
base_raster <- grid::rasterGrob(base_img, width = unit(1, "npc"),
height = unit(1, "npc"))
plot_with_personal <- add_logo(
plot_path = "Base.png",
logo_path = "Cover2.png",
logo_position = "bottom left",
logo_scale = 18
)
magick::image_write(plot_with_personal, "Personal.png")
plot_with_ncaa <- add_logo(
plot_path = "Personal.png",
logo_path = "NCAA.png",
logo_position = "top left",
logo_scale = 15
)
magick::image_write(plot_with_ncaa, "Plots/CFB/CFB_Red_Zone_G5_Top.png")