Created
January 12, 2017 14:36
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Computes platoon advantage percentage for all hitters using Retrosheet data
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platoon_dist2 <- function(pbpdata, season, data=FALSE){ | |
require(dplyr) | |
require(ggplot2) | |
require(Lahman) | |
d_PA <- filter(pbpdata, BAT_EVENT_FL==TRUE) | |
S_left <- summarize(group_by(filter(d_PA, | |
BAT_HAND_CD=="L"), BAT_ID), | |
Opp=sum(PIT_HAND_CD=="R"), | |
Same=sum(PIT_HAND_CD=="L")) | |
S_right <- summarize(group_by(filter(d_PA, | |
BAT_HAND_CD=="R"), BAT_ID), | |
Opp=sum(PIT_HAND_CD=="L"), | |
Same=sum(PIT_HAND_CD=="R")) | |
S <- full_join(S_left, S_right, by="BAT_ID") | |
names(S)[2:5] <- c("LR", "LL", "RL", "RR") | |
# replace NA's with 0's | |
for (j in c(2:5)){ | |
N.na <- sum(is.na(S[, j])) | |
S[is.na(S[, j]), j] <- rep(0, N.na) | |
} | |
# identify as right-handed, left-handed, or both sides hitter | |
S <- mutate(S, | |
L = LR + LL, R = RL + RR, | |
Side=ifelse(L > 0 & R > 0, "B", | |
ifelse(L > 0, "L", "R"))) | |
S <- mutate(S, | |
N_opp = LR + RL, | |
N = LR + LL + RL + RR, | |
P_opp = 100 * N_opp / N) | |
SM_L <- summarize(S_left, O=sum(Opp), S=sum(Same)) | |
SM_R <- summarize(S_right, O=sum(Opp), S=sum(Same)) | |
SM_L <- mutate(SM_L, N=O + S, Pct = 100 * O / N) | |
SM_R <- mutate(SM_R, N=O + S, Pct = 100 * O / N) | |
TH <- theme( | |
plot.title = element_text( | |
colour = "blue", | |
size = 18, | |
hjust = 0.5, | |
vjust = 0.8, | |
angle = 0 | |
) | |
) | |
p <- ggplot(filter(S, N >= 100), | |
aes(N, P_opp, color=Side)) + | |
geom_point() + geom_smooth() + | |
ggtitle(paste(season, "Platoon Advantage vs Number of PA")) + | |
ylab("Pct Platoon Advantage") + | |
xlab("Plate Appearances") + | |
geom_hline(yintercept=SM_L$Pct) + | |
geom_hline(yintercept=SM_R$Pct) + | |
annotate("text", x = 650, y = SM_L$Pct + 5, | |
label = "Batting Left") + | |
annotate("text", x = 650, y = SM_R$Pct + 5, | |
label = "Batting Right") +TH | |
if(data==TRUE) S else p | |
} | |
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