Created
April 1, 2014 14:49
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Graphs locations of all pitches that resulted in balls in play for Cliff Lee on Marh 31, 2014
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# Cliff Lee's pitches in first game of 2014 season | |
# March 31, 2014 | |
# scrape all Gameday data for that day | |
library(pitchRx) | |
d <- scrape("2014-03-31", "2014-03-31") | |
# pick out the Cliff Lee pitch data | |
library(dplyr) | |
locations <- select(d$pitch, | |
pitch_type, px, pz, des, num, gameday_link) | |
names <- select(d$atbat, pitcher_name, batter_name, | |
num, gameday_link, event, stand) | |
data <- inner_join(locations, filter(names, | |
pitcher_name == "Cliff Lee"), | |
by = c("num", "gameday_link")) | |
topKzone <- 3.5 | |
botKzone <- 1.6 | |
inKzone <- -0.95 | |
outKzone <- 0.95 | |
kZone <- data.frame( | |
x=c(inKzone, inKzone, outKzone, outKzone, inKzone), | |
y=c(botKzone, topKzone, topKzone, botKzone, botKzone) | |
) | |
# focus on only the pitches that resulted "In play" | |
# define a new variable result that is either "OUT" or "HIT" | |
data.inplay <- subset(data, substr(des, 1, 7)=="In play") | |
data.inplay$result <- with(data.inplay, | |
ifelse(substr(des, 10, 12)=="out", | |
"OUT", "HIT")) | |
# the graph | |
print(ggplot(data.inplay, aes(px, pz, color=result)) + | |
geom_point(size=4) + | |
geom_path(aes(x, y), data=kZone, lwd=2, col="red") + | |
facet_wrap(~ stand, ncol=1) + | |
ylim(1, 4) + xlim(-1.5, 1.5)) |
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