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app.R
CHANGED
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@@ -1,58 +1,380 @@
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library(shiny)
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library(bslib)
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library(dplyr)
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library(ggplot2)
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)
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if (input$show_margins) {
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margin_type <- if (input$by_species) "density" else "histogram"
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p <- p |> ggExtra::ggMarginal(
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type = margin_type, margins = "both",
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size = 8, groupColour = input$by_species, groupFill = input$by_species
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)
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}
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| 55 |
)
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}
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shinyApp(ui, server)
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library(shiny)
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library(plotly)
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library(gridlayout)
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library(bslib)
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library(DT)
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library(rsconnect)
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library(baseballr)
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library(dplyr)
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library(tidyverse)
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library(rvest)
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library(ggplot2)
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library(janitor)
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library(ggthemes)
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library(ggpubr)
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library(jsonlite)
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library(utils)
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library(magick)
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VAA <- function(milbtotal){
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milbtotal <- milbtotal |>
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mutate(VAA = -atan((vz0+(az*(-sqrt((vy0*vy0)-(2*ay*(y0-(17/12))))-vy0)/
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ay))/(-sqrt((vy0*vy0)-(2*ay*(y0-(17/12))))))*(180/pi))
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}
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pitcher_summary <- function(game_pk){
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tmilb <- mlb_pbp(game_pk)
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tmilb <- tmilb |>
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filter(type == "pitch")
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tmilb <- tmilb |>
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select(matchup.batter.fullName,matchup.batter.id,matchup.pitcher.fullName,
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matchup.pitcher.id,result.event,details.description,details.type.description,
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result.description,pitchData.startSpeed,
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pitchData.plateTime,pitchData.zone,pitchData.breaks.spinRate,pitchData.extension,
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pitchData.coordinates.pX,pitchData.coordinates.pZ,pitchData.coordinates.x0,
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pitchData.coordinates.y0,pitchData.coordinates.z0,pitchData.coordinates.aX,
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pitchData.coordinates.aY,pitchData.coordinates.aZ,pitchData.coordinates.vX0,
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pitchData.coordinates.vZ0,pitchData.coordinates.vY0,pitchData.coordinates.pfxX,
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pitchData.coordinates.pfxZ,pitchData.breaks.breakVerticalInduced,pitchData.breaks.breakHorizontal,
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hitData.launchSpeed,hitData.launchAngle,hitData.totalDistance,details.isInPlay,last.pitch.of.ab)
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colnames(tmilb) <- c("Batter Name","Batter ID","Pitcher Name","Pitcher ID",
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"result","description","pitch_name",
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"des","start_speed","plateTime","zone","spin_rate",
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"extension","px","pz","x0","y0","z0","ax","ay","az",
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"vx0","vz0","vy0","pfxX","pfxZ","IVB","HB","hit_speed",
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"hit_angle","hit_distance","inPlay","lastPitch")
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tmilb <- is_barrel(tmilb)
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tmilb <- tmilb |>
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mutate(is_strike_swinging = ifelse(description == "Swinging Strike" |
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description == "Foul Tip",TRUE,FALSE))
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tmilb <- tmilb |>
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mutate(date = gdate)
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return(tmilb)
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}
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break_plot <- function(game){
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ggplot()+
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geom_point(game,mapping =
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aes(x=HB, y = IVB,color = pitch_name),size = 4) +
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geom_vline(xintercept = 0, color = "lightblue",linewidth = 1,linetype = 4)+
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geom_hline(yintercept = 0, color = "lightblue",linewidth = 1,linetype = 4)+
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xlab("Horizontal Break from Pitcher's Perspective (in) ")+
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ylab("Induced Verical Break (in)") +
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xlim(-25,25) +
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ylim(-25,25) +
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ggthemes::theme_igray()+
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theme(panel.grid.minor = element_line(color = "gray",
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size = 0.25,
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linetype = 1))+
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guides(color = guide_legend(title = "Pitch Type"))
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}
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pitch_plot <- function(game){
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ggplot()+
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geom_point(game,mapping =
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aes(x=px, y = pz,color = pitch_name),size = 3.5) +
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geom_segment(aes(x=-0.71,xend = 0.71, y = 1.5,yend = 1.5))+
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geom_segment(aes(x=-0.71,xend = 0.71, y = 3.6,yend = 3.6))+
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geom_segment(aes(x= 0.71,xend = 0.71, y = 1.5,yend = 3.6))+
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geom_segment(aes(x=-0.71,xend = -0.71, y = 1.5,yend =3.6))+
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xlab(" ")+
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ylab(" ") +
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xlim(-3,3)+
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ylim(0.2,4)+
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ggthemes::theme_few()+
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guides(color = guide_legend(title = "Pitch Type"))+
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theme(axis.text.x=element_blank(),
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axis.ticks.x=element_blank(),
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axis.text.y=element_blank(),
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axis.ticks.y=element_blank())
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}
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summary_table <- function(game){
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rows <- nrow(game)
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sumtable <- game |>
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mutate(VAA = -atan((vz0+(az*(-sqrt((vy0*vy0)-(2*ay*(y0-(17/12))))-vy0)/
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ay))/(-sqrt((vy0*vy0)-(2*ay*(y0-(17/12))))))*(180/pi)) |>
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mutate(team_fielding_id = ifelse(description == "Called Strike" |
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description == "Swinging Strike" |
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description == "Swinging Strike (Blocked)",1,0))|>
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mutate(swing = ifelse(description == "Foul" |
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description == "Foul Pitchout" |
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description == "In play, no out" |
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description == "In play, out(s)" |
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description == "In play, run(s)" |
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description == "Swinging Strike" |
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description == "swinging Strike (Blocked)" |
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description == "Foul Tip",1,0)) |>
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mutate(is_strike_swinging = ifelse(is_strike_swinging == TRUE,1,0)) |>
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mutate(Pitch = pitch_name) |>
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group_by(Pitch)|>
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summarize(Pitches = n(),
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'Pitch%' = round(sum(Pitches)/sum(rows) * 100,digits = 1),
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'Avg. Velo' = round(sum(start_speed)/Pitches,digits = 1),
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'Spin Rate' = round(sum(spin_rate)/ Pitches,digits = 1),
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'Extension' = mean(extension,na.rm = TRUE),
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| 115 |
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'IVB' = mean(IVB,na.rm=TRUE),
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'HB' = mean(HB,na.rm = TRUE),
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'VAA' = mean(VAA,na.rm= TRUE),
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| 118 |
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'CSW%' = round(sum(team_fielding_id)/
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sum(!is.na(team_fielding_id))*100,digits = 1),
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'Whiff%' = round(sum(is_strike_swinging)/
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sum(swing)*100,digits = 1))
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}
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#MLB ID Stuff
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mlbid <- mlb_schedule(season = 2024, level_ids = "1")
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mlbteamH <- mlbid |>
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select(teams_home_team_name)
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mlbteamH <- distinct(mlbteamH)
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mlbteamA <- mlbid |>
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select(teams_away_team_name)
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mlbteamA <- distinct(mlbteamA)
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#AAA ID Stuff
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aaaid <- mlb_schedule(season = 2024, level_ids = "11")
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aaateamH <- aaaid |>
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select(teams_home_team_name)
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aaateamH <- distinct(aaateamH)
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aaateamA <- aaaid |>
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select(teams_away_team_name)
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aaateamA <- distinct(aaateamA)
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#FSL ID Stuff
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fslid <- mlb_schedule(season = 2024, level_ids = "14")
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fslid <- fslid |>
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filter(teams_home_team_name == "Daytona Tortugas" |
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teams_home_team_name == "Jupiter Hammerheads" |
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teams_home_team_name == "Palm Beach Cardinals" |
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teams_home_team_name == "St. Lucie Mets" |
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teams_home_team_name == "Bradenton Marauders" |
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teams_home_team_name == "Clearwater Threshers" |
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teams_home_team_name == "Dunedin Blue Jays" |
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teams_home_team_name == "Fort Myers Mighty Mussels" |
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teams_home_team_name == "Lakeland Flying Tigers" |
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teams_home_team_name == "Tampa Tarpons")
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fslteamH <- fslid |>
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select(teams_home_team_name)
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fslteamH <- distinct(fslteamH)
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fslteamA <- fslid |>
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select(teams_away_team_name)
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fslteamA <- distinct(fslteamA)
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#SB ID Stuff
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sbid <- mlb_schedule(season = 2024, level_ids = "21")
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sbteamH <- sbid |>
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select(teams_home_team_name)
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sbteamH <- distinct(sbteamH)
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sbteamA <- sbid |>
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select(teams_away_team_name)
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sbteamA <- distinct(sbteamA)
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ui <- grid_page(
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layout = c(
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"header header",
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"sidebar area2 "
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),
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row_sizes = c(
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"40px",
|
| 173 |
+
"1fr"
|
| 174 |
+
),
|
| 175 |
+
col_sizes = c(
|
| 176 |
+
"280px",
|
| 177 |
+
"1fr"
|
| 178 |
+
),
|
| 179 |
+
gap_size = "1rem",
|
| 180 |
+
sidebarPanel(
|
| 181 |
+
dateInput("date",
|
| 182 |
+
"Date:","2024-02-22"),
|
| 183 |
+
selectizeInput("level","Level:",c("MLB","AAA","FSL","Spring Breakout")),
|
| 184 |
+
selectizeInput("homeT","Home Team:",mlbteamH[,1]),
|
| 185 |
+
selectizeInput("awayT", "Away Team:",mlbteamA[,1]),
|
| 186 |
+
selectizeInput("gamenum","Game Number (For Doubleheaders):",c("1","2")),
|
| 187 |
+
actionButton("update","Find Pitchers",icon("magnifying-glass"),
|
| 188 |
+
style = "color: #FFFFFF; background-color: #0077B6"),
|
| 189 |
+
selectizeInput("pitcher","Pitcher (For Spring Breakout if pitchers not loading, try changing game number:",c(" ")),
|
| 190 |
+
selectizeInput("league","MLB or MiLB Photo",c("MLB","MiLB")),
|
| 191 |
+
textInput("title","Card Title"),
|
| 192 |
+
actionButton("update1","Make Card",icon("plus"),
|
| 193 |
+
style = "color: #FFFFFF; background-color: #0077B6"),
|
| 194 |
+
width = 15,
|
| 195 |
+
),
|
| 196 |
+
grid_card_text(
|
| 197 |
+
area = "header",
|
| 198 |
+
content = "2024 MLB/AAA/FSL Summary Cards (BETA)",
|
| 199 |
+
alignment = "start",
|
| 200 |
+
is_title = TRUE
|
| 201 |
+
),
|
| 202 |
+
grid_card(
|
| 203 |
+
area = "area2",
|
| 204 |
+
full_screen = TRUE,
|
| 205 |
+
card_header(textOutput(outputId = "cardTitle")),
|
| 206 |
+
card_body(
|
| 207 |
+
gap = "0px",
|
| 208 |
+
grid_container(
|
| 209 |
+
layout = c(
|
| 210 |
+
"area3 chart chart chart ",
|
| 211 |
+
"breakgraph breakgraph strikezone strikezone"
|
| 212 |
+
),
|
| 213 |
+
row_sizes = c(
|
| 214 |
+
"1fr",
|
| 215 |
+
"1fr"
|
| 216 |
+
),
|
| 217 |
+
col_sizes = c(
|
| 218 |
+
"1fr",
|
| 219 |
+
"1fr",
|
| 220 |
+
"1fr",
|
| 221 |
+
"1fr"
|
| 222 |
+
),
|
| 223 |
+
gap_size = "0px",
|
| 224 |
+
grid_card_plot(area = "breakgraph"),
|
| 225 |
+
grid_card_plot(area = "strikezone"),
|
| 226 |
+
grid_card(
|
| 227 |
+
area = "chart",
|
| 228 |
+
card_body(
|
| 229 |
+
tableOutput(
|
| 230 |
+
outputId = "myTable"
|
| 231 |
+
),
|
| 232 |
+
)
|
| 233 |
+
),
|
| 234 |
+
grid_card(
|
| 235 |
+
area = "area3",
|
| 236 |
+
plotOutput(outputId = "picture")
|
| 237 |
)
|
| 238 |
+
)
|
| 239 |
+
)
|
| 240 |
+
)
|
| 241 |
+
)
|
| 242 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 243 |
|
| 244 |
+
server <- function(input, output) {
|
| 245 |
+
game <- reactive(pitcher_summary(input$game_pk))
|
| 246 |
+
id <- reactive(as.character(game()[1,4]))
|
| 247 |
+
observeEvent(input$level,{
|
| 248 |
+
if(input$level == "AAA"){
|
| 249 |
+
updateSelectizeInput(session = getDefaultReactiveDomain(),"homeT","Home Team:",choices = aaateamH[,1])
|
| 250 |
+
updateSelectizeInput(session = getDefaultReactiveDomain(),"awayT","Away Team:",choices = aaateamA[,1])
|
| 251 |
+
}
|
| 252 |
+
if(input$level == "FSL"){
|
| 253 |
+
updateSelectizeInput(session = getDefaultReactiveDomain(),"homeT","Home Team:",choices = fslteamH[,1])
|
| 254 |
+
updateSelectizeInput(session = getDefaultReactiveDomain(),"awayT","Away Team:",choices = fslteamA[,1])
|
| 255 |
+
}
|
| 256 |
+
if(input$level == "MLB"){
|
| 257 |
+
updateSelectizeInput(session = getDefaultReactiveDomain(),"homeT","Home Team:",choices = mlbteamH[,1])
|
| 258 |
+
updateSelectizeInput(session = getDefaultReactiveDomain(),"awayT","Away Team:",choices = mlbteamA[,1])
|
| 259 |
+
}
|
| 260 |
+
if(input$level == "Spring Breakout"){
|
| 261 |
+
updateSelectizeInput(session = getDefaultReactiveDomain(),"homeT","Home Team:",choices = sbteamH[,1])
|
| 262 |
+
updateSelectizeInput(session = getDefaultReactiveDomain(),"awayT","Away Team:",choices = sbteamA[,1])
|
| 263 |
+
}
|
| 264 |
+
})
|
| 265 |
+
observeEvent(input$update,{
|
| 266 |
+
if(input$level == "AAA"){
|
| 267 |
+
pname <- aaaid |>
|
| 268 |
+
filter(date == input$date) |>
|
| 269 |
+
filter(teams_home_team_name == input$homeT) |>
|
| 270 |
+
filter(teams_away_team_name == input$awayT) |>
|
| 271 |
+
filter(game_number == input$gamenum)
|
| 272 |
+
pname <- tryCatch({pitcher_summary(pname[,6])},error=function(e){cat("ERROR :",conditionMessage(e), "\n")})
|
| 273 |
+
updateSelectizeInput(session = getDefaultReactiveDomain(),"pitcher","Pitcher:",choices = pname[,3])
|
| 274 |
+
}
|
| 275 |
+
if(input$level == "FSL"){
|
| 276 |
+
pname <- fslid |>
|
| 277 |
+
filter(date == input$date) |>
|
| 278 |
+
filter(teams_home_team_name == input$homeT) |>
|
| 279 |
+
filter(teams_away_team_name == input$awayT) |>
|
| 280 |
+
filter(game_number == input$gamenum)
|
| 281 |
+
pname <- tryCatch({pitcher_summary(pname[,6])},error=function(e){cat("ERROR :",conditionMessage(e), "\n")})
|
| 282 |
+
updateSelectizeInput(session = getDefaultReactiveDomain(),"pitcher","Pitcher:",choices = pname[,3])
|
| 283 |
+
}
|
| 284 |
+
if(input$level == "MLB"){
|
| 285 |
+
pname <- mlbid |>
|
| 286 |
+
filter(date == as.character.Date(input$date)) |>
|
| 287 |
+
filter(teams_home_team_name == input$homeT) |>
|
| 288 |
+
filter(teams_away_team_name == input$awayT) |>
|
| 289 |
+
filter(game_number == input$gamenum)
|
| 290 |
+
pname <- tryCatch({pitcher_summary(pname[,6])},error=function(e){cat("ERROR :",conditionMessage(e), "\n")})
|
| 291 |
+
updateSelectizeInput(session = getDefaultReactiveDomain(),"pitcher","Pitcher:",choices = pname[,3])
|
| 292 |
+
}
|
| 293 |
+
if(input$level == "Spring Breakout"){
|
| 294 |
+
pname <- sbid |>
|
| 295 |
+
filter(date == input$date) |>
|
| 296 |
+
filter(teams_home_team_name == input$homeT) |>
|
| 297 |
+
filter(teams_away_team_name == input$awayT) |>
|
| 298 |
+
filter(game_number == input$gamenum)
|
| 299 |
+
pname <- tryCatch({pitcher_summary(pname[,6])},error=function(e){cat("ERROR :",conditionMessage(e), "\n")})
|
| 300 |
+
updateSelectizeInput(session = getDefaultReactiveDomain(),"pitcher","Pitcher:",choices = pname[,3])
|
| 301 |
+
}
|
| 302 |
+
})
|
| 303 |
+
observeEvent(input$update1,{
|
| 304 |
+
if(input$level == "MLB"){
|
| 305 |
+
id <- mlbid |>
|
| 306 |
+
filter(date == as.character.Date(input$date)) |>
|
| 307 |
+
filter(teams_home_team_name == input$homeT) |>
|
| 308 |
+
filter(teams_away_team_name == input$awayT) |>
|
| 309 |
+
filter(game_number == input$gamenum)
|
| 310 |
+
game <- tryCatch({pitcher_summary(id[,6])},error=function(e){cat("ERROR :",conditionMessage(e), "\n")})
|
| 311 |
+
game <- game |>
|
| 312 |
+
filter(`Pitcher Name` == input$pitcher)
|
| 313 |
+
id <- as.character(game[1,4])
|
| 314 |
+
}
|
| 315 |
+
if(input$level == "FSL"){
|
| 316 |
+
id <- fslid |>
|
| 317 |
+
filter(date == as.character.Date(input$date)) |>
|
| 318 |
+
filter(teams_home_team_name == input$homeT) |>
|
| 319 |
+
filter(teams_away_team_name == input$awayT) |>
|
| 320 |
+
filter(game_number == input$gamenum)
|
| 321 |
+
game <- tryCatch({pitcher_summary(id[,6])},error=function(e){cat("ERROR :",conditionMessage(e), "\n")})
|
| 322 |
+
game <- game |>
|
| 323 |
+
filter(`Pitcher Name` == input$pitcher)
|
| 324 |
+
id <- as.character(game[1,4])
|
| 325 |
+
}
|
| 326 |
+
if(input$level == "AAA"){
|
| 327 |
+
id <- aaaid |>
|
| 328 |
+
filter(date == as.character.Date(input$date)) |>
|
| 329 |
+
filter(teams_home_team_name == input$homeT) |>
|
| 330 |
+
filter(teams_away_team_name == input$awayT) |>
|
| 331 |
+
filter(game_number == input$gamenum)
|
| 332 |
+
game <- tryCatch({pitcher_summary(id[,6])},error=function(e){cat("ERROR :",conditionMessage(e), "\n")})
|
| 333 |
+
game <- game |>
|
| 334 |
+
filter(`Pitcher Name` == input$pitcher)
|
| 335 |
+
id <- as.character(game[1,4])
|
| 336 |
+
}
|
| 337 |
+
if(input$level == "Spring Breakout"){
|
| 338 |
+
id <- sbid |>
|
| 339 |
+
filter(date == as.character.Date(input$date)) |>
|
| 340 |
+
filter(teams_home_team_name == input$homeT) |>
|
| 341 |
+
filter(teams_away_team_name == input$awayT) |>
|
| 342 |
+
filter(game_number == input$gamenum)
|
| 343 |
+
game <- tryCatch({pitcher_summary(id[,6])},error=function(e){cat("ERROR :",conditionMessage(e), "\n")})
|
| 344 |
+
game <- game |>
|
| 345 |
+
filter(`Pitcher Name` == input$pitcher)
|
| 346 |
+
id <- as.character(game[1,4])
|
| 347 |
+
}
|
| 348 |
+
output$breakgraph <- renderPlot({
|
| 349 |
+
break_plot(game)
|
| 350 |
+
})
|
| 351 |
+
|
| 352 |
+
output$strikezone <- renderPlot({
|
| 353 |
+
pitch_plot(game)
|
| 354 |
+
})
|
| 355 |
+
|
| 356 |
+
output$myTable <- renderTable({
|
| 357 |
+
t <- summary_table(game)
|
| 358 |
+
return(t)
|
| 359 |
+
},width = '1150px',digits = 1,na = "NA",align = 'c')
|
| 360 |
+
output$picture <- renderImage({
|
| 361 |
+
if(input$league == "MLB"){
|
| 362 |
+
y <- paste("https://midfield.mlbstatic.com/v1/people/","/mlb/300?circle=false",sep = id)
|
| 363 |
+
}
|
| 364 |
+
if(input$league == "MiLB"){
|
| 365 |
+
y <- paste("https://midfield.mlbstatic.com/v1/people/","/milb/300?circle=false",sep = id)
|
| 366 |
+
}
|
| 367 |
+
photo <- tempfile()
|
| 368 |
+
download.file(y,photo,mode = 'wb')
|
| 369 |
+
list(
|
| 370 |
+
src = photo
|
| 371 |
+
)
|
| 372 |
+
},deleteFile = TRUE)
|
| 373 |
+
output$cardTitle <- renderText(
|
| 374 |
+
title <- paste(input$title,"Made by @TimStats", sep = " ")
|
| 375 |
)
|
| 376 |
+
})
|
| 377 |
}
|
| 378 |
|
| 379 |
+
|
| 380 |
shinyApp(ui, server)
|