Update app.R

app.R

@@ -2328,14 +2328,8 @@ create_advanced_pitch_characteristics <- function(data, player_name) {
     h <- pitcher_data$PitcherThrows[1]; if (is.na(h)) "Right" else h
   } else "Right"
   
-  if (nrow(pitcher_data) > 0) {
-    pitcher_data <- ensure_stuff_inputs(pitcher_data)
-  }
-  
   if (!is.null(stuffplus_model) && nrow(pitcher_data) > 0) {
-  
-    if (!is.null(reference_data_for_stuff)) {
-  
+    
       combined <- dplyr::bind_rows(
         reference_data_for_stuff$spring,
         reference_data_for_stuff$p5,
@@ -2343,9 +2337,9 @@ create_advanced_pitch_characteristics <- function(data, player_name) {
       )
   
       pitcher_data <- standardize_stuffplus_to_league(pitcher_data, combined)
-  
+      
     } else {
-  
+      
       message("WARNING: No reference data available. Using local standardization.")
       
       # Direct prediction for local standardization path
@@ -2355,7 +2349,7 @@ create_advanced_pitch_characteristics <- function(data, player_name) {
         message("Stuff+ prediction error: ", e$message)
         rep(NA_real_, nrow(pitcher_data))
       })
-  
+      
       finite_raw <- pitcher_data$raw_stuff[is.finite(pitcher_data$raw_stuff)]
       if (length(finite_raw) == 0) {
         pitcher_data$stuff_plus <- NA_real_
@@ -2363,24 +2357,24 @@ create_advanced_pitch_characteristics <- function(data, player_name) {
         q <- quantile(finite_raw, probs = c(0.01, 0.99), na.rm = TRUE)
         lo <- q[1]; hi <- q[2]
         pitcher_data$raw_stuff_winz <- pmin(pmax(pitcher_data$raw_stuff, lo), hi)
-  
+        
         raw_mean <- mean(pitcher_data$raw_stuff_winz)
         raw_sd   <- sd(pitcher_data$raw_stuff_winz)
         if (!is.finite(raw_sd) || raw_sd == 0) raw_sd <- 1e-8
-  
+        
         pitcher_data$stuff_plus <- ((pitcher_data$raw_stuff_winz - raw_mean) / raw_sd) * 10 + 100
       }
     }
-  
+    
   } else {
-  
+    
     if (is.null(stuffplus_model)) message("Stuff+ model not loaded")
     if (nrow(pitcher_data) == 0)  message("No pitcher data for Stuff+ prediction")
-  
+    
     pitcher_data$raw_stuff  <- NA_real_
     pitcher_data$stuff_plus <- NA_real_
   }
-
+  
   
   pitch_stats <- pitcher_data %>%
     dplyr::group_by(Pitch = TaggedPitchType) %>%
@@ -2482,6 +2476,7 @@ create_advanced_pitch_characteristics <- function(data, player_name) {
   list(stats = pitch_stats, colors = color_matrix)
 }
 
+             
 create_movement_plot <- create_pitcher_movement_plot
 
 create_velocity_distribution_plot <- function(data, player_name, pitch_colors) {