Function for finding all perfect-k games from Retrosheet data for a particular season
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
perfect <- function(d, n_innings){ | |
# inputs are Retrosheet play-by-play data frame d and | |
# number of innings n_innings | |
# output is a data frame containing all Perfect-k | |
# games for that season | |
require(dplyr) | |
d %>% | |
mutate(PIT_ID = as.character(PIT_ID), | |
GAME_ID = as.character(GAME_ID)) -> d | |
# N_opp <- 2 * length(unique(d$GAME_ID)) | |
# first consider top of inning (BAT_HOME_ID = 0) | |
d %>% | |
filter(BAT_HOME_ID == 0, | |
BAT_EVENT_FL == TRUE) %>% | |
group_by(GAME_ID, INN_CT) %>% | |
summarize(N = n(), | |
S = sum(EVENT_CD %in% c(2, 3)), | |
Perfect = ifelse(N == S, 1, 0), | |
PIT_ID_first = first(PIT_ID), | |
Pit_N = sum(PIT_ID == PIT_ID_first), | |
.groups = "drop") -> | |
S_top | |
# now bottom of inning | |
d %>% | |
filter(BAT_HOME_ID == 1, | |
BAT_EVENT_FL == TRUE) %>% | |
group_by(GAME_ID, INN_CT) %>% | |
summarize(N = n(), | |
S = sum(EVENT_CD %in% c(2, 3)), | |
Perfect = ifelse(N == S, 1, 0), | |
PIT_ID_first = first(PIT_ID), | |
Pit_N = sum(PIT_ID == PIT_ID_first), | |
.groups = "drop") -> | |
S_bottom | |
# find pitchers with n_innings perfect innings | |
S_top %>% | |
filter(INN_CT <= n_innings) %>% | |
group_by(GAME_ID) %>% | |
summarize(Pitcher_First = first(PIT_ID_first), | |
Pitcher_Last = last(PIT_ID_first), | |
N_Perfect = sum(Perfect), | |
N_Pitcher = sum(Pit_N), | |
.groups = "drop") %>% | |
filter(Pitcher_First == Pitcher_Last, | |
N_Perfect == n_innings, | |
N_Pitcher == 3 * n_innings) %>% | |
select(GAME_ID, Pitcher_First) -> S2_top | |
S_bottom %>% | |
filter(INN_CT <= n_innings) %>% | |
group_by(GAME_ID) %>% | |
summarize(Pitcher_First = first(PIT_ID_first), | |
Pitcher_Last = last(PIT_ID_first), | |
N_Perfect = sum(Perfect), | |
N_Pitcher = sum(Pit_N), | |
.groups = "drop") %>% | |
filter(Pitcher_First == Pitcher_Last, | |
N_Perfect == n_innings, | |
N_Pitcher == 3 * n_innings) %>% | |
select(GAME_ID, Pitcher_First) -> S2_bottom | |
P_out <- rbind(S2_top, S2_bottom) | |
P_out$N_Innings <- n_innings | |
P_out$Season <- substr(d$GAME_ID[1], 4, 7) | |
P_out | |
} |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment