Update app.py

app.py

@@ -46,7 +46,7 @@ COLUMN_GROUPS = {
     "world_model_group": [
         'wm_recipe_percent_error', 'wm_geoguesser_mae', 'wm_weight_percent_error',
         'wm_music_mae', 'wm_youtube_view_percent_error', 'Show Rec Score',
-        "Show Rec MAE", "Show Rec Pearson", "Show Rec Std Dev Error"
+        "Show Rec MAE", "Show Rec Correlation", "Show Rec Std Dev Error"
     ],
 }
 
@@ -165,7 +165,7 @@ def load_leaderboard_data(csv_file_path):
         # Replace NaN with large/small numbers for sorting, which serialize reliably to JSON
         # Higher is better -> fill with a very small number so they sort last when descending
         df['Show Rec Score'].fillna(-99999, inplace=True)
-        df['Show Rec Pearson'].fillna(-99999, inplace=True)
+        df['Show Rec Correlation'].fillna(-99999, inplace=True)
         # Lower is better -> fill with a very large number so they sort last when ascending
         df['Show Rec MAE'].fillna(99999, inplace=True)
         df['Show Rec Std Dev Error'].fillna(99999, inplace=True)
@@ -799,7 +799,7 @@ MASTER_COLUMN_ORDER = [
     'wm_recipe_percent_error', 'wm_geoguesser_mae', 'wm_weight_percent_error',
     'wm_music_mae', 'wm_youtube_view_percent_error',
     "Show Rec Score", # Main Score
-    "Show Rec MAE", "Show Rec Pearson", "Show Rec Std Dev Error",
+    "Show Rec MAE", "Show Rec Correlation", "Show Rec Std Dev Error",
     # Writing
     "Writing ✍️",
     "avg_nsfw_score", "avg_dark_score",
@@ -871,9 +871,9 @@ ALL_COLUMN_DEFS = {
         valueFormatter={"function": "params.value === 99999 ? '' : String(params.value)"},
         cellClass="border-left-dashed"
     ),
-    "Show Rec Pearson": create_numeric_column(
-        "Show Rec Pearson",  
-        headerName="Show Rec Pearson", 
+    "Show Rec Correlation": create_numeric_column(
+        "Show Rec Correlation",  
+        headerName="Show Rec Correlation", 
         width=120, 
         filterParams={"defaultOption": "greaterThanOrEqual"},
         # Add this formatter to hide the placeholder
@@ -1194,7 +1194,7 @@ app.layout = html.Div([
                     html.Li([html.Strong("Show Recommendation Score:"), " A model's ability to predict what rating out of ten a person will rate a TV show based on their previous ratings."]),
                     html.Ul([
                         html.Li([html.Strong("Show Rec MAE:"), " The mean absolute error between the model's predicted ratings and the user's true ratings."]),
-                        html.Li([html.Strong("Show Rec Pearson:"), " Measures how well the model's predictions trend with the user's true ratings."]),
+                        html.Li([html.Strong("Show Rec Correlation:"), " Measures how well the model's predictions trend with the user's true ratings."]),
                         html.Li([html.Strong("Show Rec Std Dev Error:"), " The absolute difference between the spread of the model's predictions and the spread of the true ratings."]),
                     ], style={'listStyleType': 'circle', 'marginLeft': '20px'}),
                 ], style={'listStyleType': 'circle', 'marginLeft': '20px'}),