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analysis.py

@@ -3065,7 +3065,9 @@ def plot_sector_box_charts(
 
         bp = ax.boxplot(
             [
-                sector_data[sector_data["Reporting_Year"] == year]["Org_Result_Value"]
+                sector_data[sector_data["Reporting_Year"] == year][
+                    "Org_Result_Value"
+                ].dropna()
                 for year in years
             ],
             labels=years,  # type: ignore
@@ -3101,17 +3103,8 @@ def plot_sector_box_charts(
         # Customize tick parameters
         ax.tick_params(axis="both", which="both", length=0, colors=GREY40)
 
-        # Update x-axis tick handling - removed rotation
-        if len(years) > 8:
-            # Show roughly every nth tick to get 8 or fewer ticks
-            n = len(years) // 8 + 1
-            visible_ticks = range(0, len(years), n)
-            visible_years = years[::n]
-            ax.set_xticks(visible_ticks)
-            ax.set_xticklabels(visible_years, ha="center", weight=500, color=GREY40)
-        else:
-            ax.set_xticks(range(len(years)))
-            ax.set_xticklabels(years, ha="center", weight=500, color=GREY40)
+        ax.set_xticks(range(len(years)))
+        ax.set_xticklabels(years, ha="center", weight=500, color=GREY40)
 
     # Add overall title
     fig.suptitle(

ui/pages/sector_compare.py

@@ -88,7 +88,6 @@ try:
         st.pyplot(fig)
     elif chart_type == "Box and Whisker":
         # Add box plots
-        st.subheader("Distribution by Sector and Year")
         fig, param_data, plot_data = plot_sector_box_charts(
             filtered_raw_df, selected_parameter
         )