diff --git a/dashboard-react/components/CheckboxMenu.js b/dashboard-react/components/CheckboxMenu.js
index 094dd5e..bfaece2 100644
--- a/dashboard-react/components/CheckboxMenu.js
+++ b/dashboard-react/components/CheckboxMenu.js
@@ -39,22 +39,6 @@ export default function CheckboxMenu({
   const allSelected = selectedOptions.length === options.length;
   const noneSelected = selectedOptions.length === 0;
 
-  const [canScrollUp, setCanScrollUp] = useState(false);
-  const [canScrollDown, setCanScrollDown] = useState(false);
-  const scrollRef = useRef(null);
-
-  const checkScrollPosition = () => {
-    const element = scrollRef.current;
-    setCanScrollUp(element.scrollTop > 0);
-    setCanScrollDown(
-      element.scrollTop < element.scrollHeight - element.clientHeight
-    );
-  };
-
-  useEffect(() => {
-    checkScrollPosition(); // Initial check
-  }, [options]); // Re-check when options change
-
   return (
     <div className="my-4 border border-gray-300 rounded-md shadow-sm">
       <div className="flex justify-center mx-auto">
@@ -89,19 +73,15 @@ export default function CheckboxMenu({
         </button>
       </div>
       <div className="my-1 border-t border-gray-300"></div>
-      <div>
-        {canScrollUp ? (
-          <div className="scroll-arrow up text-center text-primary shadow-bottom">
-            ▲
-          </div>
-        ) : (
-          <div className="h-6 shadow-bottom"></div>
-        )}
+      <div className="relative">
         <div
-          className="overflow-auto flex-grow px-0 h-[150px]"
-          ref={scrollRef}
-          onScroll={checkScrollPosition}
-        >
+          className="absolute top-0 left-0 right-0 h-6 pointer-events-none z-10"
+          style={{
+            background:
+              "linear-gradient(to bottom, rgba(255, 255, 255, 1), rgba(255, 255, 255, 0))",
+          }}
+        ></div>{" "}
+        <div className="overflow-auto flex-grow px-0 h-[150px]">
           <ul className="menu dropdown-content rounded-box z-[1] mx-auto">
             {options?.map((option) => (
               <li key={option}>
@@ -132,13 +112,13 @@ export default function CheckboxMenu({
             ))}
           </ul>
         </div>
-        {canScrollDown ? (
-          <div className="scroll-arrow down text-center h-6 text-primary shadow-top">
-            ▼
-          </div>
-        ) : (
-          <div className="h-6 shadow-top"></div>
-        )}
+        <div
+          className="absolute bottom-0 left-0 right-0 h-6 pointer-events-none z-10"
+          style={{
+            background:
+              "linear-gradient(to bottom, rgba(255, 255, 255, 0), rgba(255, 255, 255, 1))",
+          }}
+        ></div>{" "}
       </div>
     </div>
   );
diff --git a/dashboard-react/components/Dashboard.js b/dashboard-react/components/Dashboard.js
index 7748e14..0b403cb 100644
--- a/dashboard-react/components/Dashboard.js
+++ b/dashboard-react/components/Dashboard.js
@@ -129,6 +129,9 @@ export default function Dashboard() {
               tickangle: xTickAngle,
               ticklen: 10,
               automargin: true,
+              tickfont: {
+                weight: "bold",
+              },
             },
             hovermode: "x",
           }}
diff --git a/dashboard-react/components/DashboardFilterControls.js b/dashboard-react/components/DashboardFilterControls.js
index 802211b..a035c60 100644
--- a/dashboard-react/components/DashboardFilterControls.js
+++ b/dashboard-react/components/DashboardFilterControls.js
@@ -58,14 +58,14 @@ export default function DashboardFilterControls() {
             options={Object.keys(temperatureFilterDict)}
             selectedOptions={snap.filters.selectedTemperatureLevels}
             filterKey="selectedTemperatureLevels"
-            title="Average Temperature"
+            title="Mean Temperature"
             infoText="Select one or more options to filter the data by the average temperature range during the field test."
           />
           <CheckboxMenu
             options={Object.keys(moistureFilterDict)}
             selectedOptions={snap.filters.selectedMoistureLevels}
             filterKey="selectedMoistureLevels"
-            title="% Moisture"
+            title="Mean % Moisture"
             infoText="Select one or more options to filter the data by the average % moisture."
           />
           <CheckboxMenu
diff --git a/dashboard-react/components/OperatingConditionsDashboard.js b/dashboard-react/components/OperatingConditionsDashboard.js
index 5859647..d660bab 100644
--- a/dashboard-react/components/OperatingConditionsDashboard.js
+++ b/dashboard-react/components/OperatingConditionsDashboard.js
@@ -12,14 +12,17 @@ export default function OperatingConditionsDashboard({
   const [plotData, setPlotData] = useState([]);
   const [errorMessage, setErrorMessage] = useState("");
   const [selectedMetric, setSelectedMetric] = useState("Temperature");
+  const [ignoreMaxDays, setIgnoreMaxDays] = useState(false);
+  const [applyMovingAverage, setApplyMovingAverage] = useState(true);
 
   const metrics = ["Temperature", "% Moisture", "O2 in Field"];
 
+  const [effectiveMaxDays, setEffectiveMaxDays] = useState(maxDays);
+
   useEffect(() => {
     csv("/data/operating_conditions.csv")
       .then((data) => {
         const formattedData = [];
-
         const selectedColumn =
           selectedMetric === "Temperature"
             ? "Temperature"
@@ -29,14 +32,9 @@ export default function OperatingConditionsDashboard({
             ? "Oxygen"
             : null;
 
-        const filteredData = data.filter(
+        let filteredData = data.filter(
           (d) => d["Operating Condition"] === selectedColumn
         );
-        let timeSteps = filteredData.map((d) => d["Time Step"]);
-
-        if (selectedMetric !== "Temperature") {
-          timeSteps = timeSteps.map((d) => d * 7); // Convert weeks to days
-        }
 
         const nonTrialColumns = [
           "Time Step",
@@ -44,6 +42,31 @@ export default function OperatingConditionsDashboard({
           "Time Unit",
         ];
 
+        filteredData = filteredData.filter((row) => {
+          // Check if all trial columns are empty (null, undefined, or empty string)
+          return Object.keys(row).some(
+            (col) =>
+              !nonTrialColumns.includes(col) &&
+              row[col] !== null &&
+              row[col] !== undefined &&
+              row[col] !== ""
+          );
+        });
+
+        console.log("Filtered Data:", filteredData);
+
+        let timeSteps = filteredData.map((d) => d["Time Step"]);
+        if (selectedMetric !== "Temperature") {
+          timeSteps = timeSteps.map((d) => d * 7); // Convert weeks to days
+        }
+
+        const maxDaysFromData = Math.max(...timeSteps);
+        const calculatedEffectiveMaxDays = ignoreMaxDays
+          ? maxDaysFromData + 5
+          : Math.min(maxDays, maxDaysFromData);
+
+        setEffectiveMaxDays(calculatedEffectiveMaxDays); // Update state
+
         const trialCount = {}; // Reset trial count each time data is processed
 
         Object.keys(data[0]).forEach((column) => {
@@ -53,18 +76,34 @@ export default function OperatingConditionsDashboard({
             if (selectedMetric !== "Temperature") {
               windowSize = 3; // Reduce window size for non-temperature metrics
             }
-            yData = movingAverage(yData, windowSize);
+            if (applyMovingAverage) {
+              yData = movingAverage(yData, windowSize);
+            }
             const trialName = mapTrialName(column, trialCount);
 
             formattedData.push({
               x: timeSteps,
               y: yData,
-              mode: "lines",
+              mode: "lines+markers",
               name: trialName,
             });
           }
         });
 
+        if (selectedMetric === "Temperature") {
+          formattedData.push({
+            x: [0, 45],
+            y: [131, 131],
+            mode: "lines",
+            name: "PFRP",
+            line: {
+              dash: "dot",
+              color: "red",
+              width: 2,
+            },
+          });
+        }
+
         formattedData.sort((a, b) => a.name.localeCompare(b.name));
         setPlotData(formattedData);
         setDataLoaded(true);
@@ -73,7 +112,7 @@ export default function OperatingConditionsDashboard({
         console.error("Error loading CSV data:", error);
         setErrorMessage("Failed to load data.");
       });
-  }, [windowSize, selectedMetric]);
+  }, [windowSize, selectedMetric, ignoreMaxDays, applyMovingAverage]);
 
   const mapTrialName = (trialName, trialCount) => {
     const mappings = {
@@ -154,8 +193,8 @@ export default function OperatingConditionsDashboard({
 
   const yMax =
     plotData.length > 0
-      ? Math.max(...plotData.flatMap((d) => d.y.map((y) => y + 0.05)), 1.05)
-      : 1.05;
+      ? Math.max(...plotData.flatMap((d) => d.y.map((y) => y + 0.05)))
+      : null;
 
   const xTickAngle = plotData.length > 6 ? 90 : 0;
 
@@ -167,19 +206,6 @@ export default function OperatingConditionsDashboard({
         </div>
       ) : (
         <>
-          <div className="flex justify-center my-4">
-            <select
-              className="select select-bordered"
-              value={selectedMetric}
-              onChange={(e) => setSelectedMetric(e.target.value)}
-            >
-              {metrics.map((metric) => (
-                <option key={metric} value={metric}>
-                  {metric}
-                </option>
-              ))}
-            </select>
-          </div>
           <Plot
             data={plotData}
             layout={{
@@ -197,6 +223,7 @@ export default function OperatingConditionsDashboard({
                   text: `<b>${yAxisTitle}</b>`,
                 },
                 range: [0, yMax],
+                showline: true,
               },
               xaxis: {
                 title: {
@@ -205,7 +232,8 @@ export default function OperatingConditionsDashboard({
                 tickangle: xTickAngle,
                 ticklen: 10,
                 automargin: true,
-                range: [0, maxDays], // Cap x-axis at maxDays
+                range: [0, effectiveMaxDays],
+                // range: ignoreMaxDays ? null : [0, effectiveMaxDays],
                 showline: true,
               },
               hovermode: "x",
@@ -214,6 +242,43 @@ export default function OperatingConditionsDashboard({
               displayModeBar: false,
             }}
           />
+          <div className="flex justify-center my-4">
+            <div className="w-1/3 flex justify-center">
+              <select
+                className="select select-bordered"
+                value={selectedMetric}
+                onChange={(e) => setSelectedMetric(e.target.value)}
+              >
+                {metrics.map((metric) => (
+                  <option key={metric} value={metric}>
+                    {metric}
+                  </option>
+                ))}
+              </select>
+            </div>
+            <div className="w-1/3 flex justify-center">
+              <label className="flex items-center">
+                <input
+                  type="checkbox"
+                  checked={!ignoreMaxDays}
+                  onChange={(e) => setIgnoreMaxDays(!e.target.checked)}
+                />
+                <span className="ml-2">Cap at 45 Days</span>
+              </label>
+            </div>
+            <div className="w-1/3 flex justify-center">
+              <label className="flex items-center">
+                <input
+                  type="checkbox"
+                  checked={!applyMovingAverage}
+                  onChange={(e) => setApplyMovingAverage(!e.target.checked)}
+                />
+                <span className="ml-2">
+                  Display Raw Data (No Moving Average)
+                </span>
+              </label>
+            </div>
+          </div>
         </>
       )}
     </>
diff --git a/scripts/pipeline-template.py b/scripts/pipeline-template.py
index cd564da..a082e7d 100644
--- a/scripts/pipeline-template.py
+++ b/scripts/pipeline-template.py
@@ -596,8 +596,32 @@ def preprocess_data(self, data: pd.DataFrame) -> pd.DataFrame:
 # Map Trial IDs to the technology used in the trial
 all_trials["Technology"] = all_trials["Trial ID"].apply(map_technology)
 
+# Anonymize brand names
+brand_mapping = {"BÉSICS®": "BÉSICS®"}  # Note: no anonymization for BÉSICS®
+brand_counter = 0
+
+
+def anonymize_brand(brand: str) -> str:
+    """Anonymizes brand names by mapping them to a generic brand. Sorry for the global variable.
+
+    Args:
+        brand: The brand name
+
+    Returns:
+        The anonymized brand name (eg "Brand A")
+    """
+    global brand_counter
+    if brand not in brand_mapping:
+        brand_mapping[brand] = f"Brand {chr(65 + brand_counter)}"
+        brand_counter += 1
+    return brand_mapping[brand]
+
+
+all_trials["Item Brand"] = all_trials["Item Brand"].apply(anonymize_brand)
+
 all_trials.to_csv(output_filepath, index=False)
 
+
 # Make sure all trial IDs are represented in operating conditions
 unique_trial_ids = pd.DataFrame(all_trials["Trial ID"].unique(), columns=["Trial ID"]).set_index("Trial ID")
 df_operating_conditions_avg = unique_trial_ids.merge(