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components.py

@@ -279,11 +279,15 @@ def render_correlation_plots(
 
 def get_reporting_year_info_message(reporting_month: int, example_year: int) -> str:
     """Generate standardized info message about reporting year grouping."""
+    # Calculate start month (if reporting month is November, start month is December of previous year)
+    start_month = (reporting_month % 12) + 1
+    start_year = example_year - 1 if reporting_month == 12 else example_year
+
     return f"""
         📅 **Data is grouped by reporting years**:
         - Each reporting year ends in **{calendar.month_name[reporting_month]}**. This can be changed in *Settings*.
         - Example: Reporting year **{example_year}** covers 
-        **{calendar.month_abbr[(reporting_month + 1) % 12]} {example_year - 1 if reporting_month < 12 else example_year}** 
+        **{calendar.month_abbr[start_month]} {start_year}** 
         through **{calendar.month_abbr[reporting_month]} {example_year}**.
         """
 

main.py

@@ -34,6 +34,14 @@ def master_data_csv_to_parquet(file_path: str):
             Activity_Start_Date_Time=lambda df: pd.to_datetime(
                 df["Activity_Start_Date_Time"]
             ),
+            Org_Result_Unit=lambda df: df["Org_Result_Unit"].str.replace("none", ""),
+        )
+        .pipe(
+            lambda df: df.assign(
+                Sector=df["Sector"].cat.rename_categories(
+                    {"Fresh Water Lakes": "Freshwater Lakes"}
+                )
+            )
         )
         .to_parquet(save_path)
     )