diff --git a/scripts/codemod-v1-to-v2.test.ts b/scripts/codemod-v1-to-v2.test.ts
index 0b03e2e4..4e7ceae9 100644
--- a/scripts/codemod-v1-to-v2.test.ts
+++ b/scripts/codemod-v1-to-v2.test.ts
@@ -192,7 +192,9 @@ describe("upgradeV1ToV2", () => {
     const { doc } = upgradeV1ToV2(v1({}));
     const kf = doc.keyFeatures;
     expect(Object.keys(kf)).toHaveLength(11);
-    for (const entries of Object.values(kf)) {
+    for (const [field, entries] of Object.entries(kf)) {
+      // Power-only, so Electrification has no scope it can apply to: see below.
+      if (field === "electrification") continue;
       expect(entries).toHaveLength(1);
       expect(entries[0].sector).toBe("Power");
       expect(entries[0].geography).toBe("Global");
@@ -200,6 +202,28 @@ describe("upgradeV1ToV2", () => {
     expect(kf.emissionsTrajectory[0].value).toBe("Significant decrease");
   });
 
+  it("emits no Electrification for a Power-only pathway, which it cannot apply to", () => {
+    expect(upgradeV1ToV2(v1({})).doc.keyFeatures.electrification).toEqual([]);
+  });
+
+  it("keeps Electrification across sectors for a multi-sector pathway", () => {
+    const { doc } = upgradeV1ToV2(
+      v1({
+        sectors: [
+          { name: "Power", technologies: [] },
+          { name: "Buildings", technologies: [] },
+        ],
+      } as Partial<PathwayMetadataV1>),
+    );
+    expect(doc.keyFeatures.electrification).toEqual([
+      {
+        sector: "across sectors",
+        geography: "Global",
+        value: "Significant increase",
+      },
+    ]);
+  });
+
   it("nests an array-valued field rather than splatting it into entries", () => {
     const doc = upgradeV1ToV2(
       v1({
diff --git a/scripts/codemod-v1-to-v2.ts b/scripts/codemod-v1-to-v2.ts
index 575b0659..dc586956 100644
--- a/scripts/codemod-v1-to-v2.ts
+++ b/scripts/codemod-v1-to-v2.ts
@@ -39,6 +39,7 @@ import { fileURLToPath } from "node:url";
 import type { PathwayMetadataV1 } from "../src/types/pathwayMetadata.v1.d.ts";
 import type { PathwayMetadataV2 } from "../src/types/pathwayMetadata.v2.d.ts";
 import { technologyBelongsToSector } from "../src/utils/timeseriesTaxonomy.ts";
+import { isForbiddenKeyFeatureSector } from "../src/utils/keyFeatureRules.ts";
 
 const V1_ID = "http://pathways.rmi.org/schema/pathwayMetadata.v1.json";
 const V2_ID = "http://pathways.rmi.org/schema/pathwayMetadata.v2.json";
@@ -223,7 +224,14 @@ export function upgradeV1ToV2(doc: PathwayMetadataV1): UpgradeResult {
           ),
           energyEfficiency: scoped(sector, geography, kf.energyEfficiency),
           energyDemand: scoped(sector, geography, kf.energyDemand),
-          electrification: scoped(sector, geography, kf.electrification),
+          // A Power-only pathway's widest scope is Power, which electrification
+          // cannot apply to: the pair carries no value at all.
+          electrification: isForbiddenKeyFeatureSector(
+            "electrification",
+            sector,
+          )
+            ? []
+            : scoped(sector, geography, kf.electrification),
           policyTypes: scoped(sector, geography, kf.policyTypes),
           technologyCostTrend: scoped(
             sector,
diff --git a/scripts/import-pathway-data.test.ts b/scripts/import-pathway-data.test.ts
index 3c5ce97d..6b632cda 100644
--- a/scripts/import-pathway-data.test.ts
+++ b/scripts/import-pathway-data.test.ts
@@ -18,6 +18,7 @@ import {
   buildDataAvailability,
   descriptionFromV1,
   keyFeaturesFromV1,
+  buildKeyFeatures,
   charCount,
   withinLimit,
   buildCoreDrivers,
@@ -164,12 +165,17 @@ describe("value normalization", () => {
     expect(isAbsent("No information")).toBe(false);
   });
 
-  it("does not treat the scope sentinels as absent", () => {
-    // Cookbook decision 0023 made these authored values, and #858 added them to
-    // the schema. They used to be swallowed here, which discarded the very
-    // distinction they exist to draw: an explicit value terminates #869's
+  it("does not treat the scope sentinel as absent", () => {
+    // Cookbook decision 0023 made it an authored value, and #858 added it to
+    // the schema. It used to be swallowed here, which discarded the very
+    // distinction it exists to draw: an explicit value terminates #869's
     // fallback chain where an absent entry keeps broadening.
     expect(isAbsent("Not applicable at this scope level")).toBe(false);
+  });
+
+  it("does not treat 0023's measure-level Not Applicable as absent either", () => {
+    // It means something only at a forbidden pair, where buildKeyFeatures
+    // drops it; anywhere else it must reach the off-enum report.
     expect(isAbsent("Not Applicable")).toBe(false);
   });
 
@@ -490,6 +496,99 @@ describe("keyFeaturesFromV1", () => {
     expect(keyFeaturesFromV1(v2, new Report(), "T")).toBeNull();
     expect(keyFeaturesFromV1(null, new Report(), "T")).toBeNull();
   });
+  it("drops Electrification of a Power-only pathway, which cannot apply", () => {
+    const kf = keyFeaturesFromV1(
+      {
+        ...v1,
+        keyFeatures: { ...v1.keyFeatures, electrification: "Minor increase" },
+      },
+      new Report(),
+      "T",
+    );
+    expect(kf?.electrification).toEqual([]);
+    expect(kf?.emissionsTrajectory).toHaveLength(1);
+  });
+});
+
+describe("buildKeyFeatures", () => {
+  const SECTORS = new Set(["Power", "Buildings"]);
+  const GEOS = new Set(["across regions", "TH", "VN"]);
+  const row = (sector: string, geography: string, electrification: string) => ({
+    "Key features sector scope": sector,
+    "Key features regional scope": geography,
+    "Emissions trajectory": "Moderate decrease",
+    "Electrification": electrification,
+  });
+
+  it.each(["No information", "Moderate increase"])(
+    "refuses an Electrification cell on a Power row holding %s",
+    (value) => {
+      const report = new Report();
+      const kf = buildKeyFeatures(
+        [row("Power", "TH", value), row("Power", "VN", value)],
+        SECTORS,
+        GEOS,
+        report,
+        "T",
+      );
+      // One error naming both rows, not one per cell.
+      expect(report.errors).toHaveLength(1);
+      expect(report.errors[0]).toContain(
+        "T: Electrification cannot apply to the Power sector",
+      );
+      expect(report.errors[0]).toContain("{TH, VN}");
+      expect(kf.electrification).toEqual([]);
+      // The rest of the row still imports.
+      expect(kf.emissionsTrajectory).toHaveLength(2);
+    },
+  );
+
+  it.each(["", "Not Applicable", " not applicable "])(
+    "accepts and drops an Electrification cell on a Power row holding %j",
+    (value) => {
+      const report = new Report();
+      const kf = buildKeyFeatures(
+        [row("Power", "TH", value)],
+        SECTORS,
+        GEOS,
+        report,
+        "T",
+      );
+      expect(report.errors).toEqual([]);
+      expect(report.lines).toEqual([]);
+      expect(kf.electrification).toEqual([]);
+    },
+  );
+
+  it("still reports Not Applicable off-enum away from a forbidden pair", () => {
+    const report = new Report();
+    const kf = buildKeyFeatures(
+      [row("Buildings", "TH", "Not Applicable")],
+      SECTORS,
+      GEOS,
+      report,
+      "T",
+    );
+    expect(report.errors).toEqual([]);
+    expect(report.lines.join("\n")).toContain("off-enum value(s) dropped");
+    expect(kf.electrification).toEqual([]);
+  });
+
+  it("imports Electrification for other sectors and across sectors", () => {
+    const report = new Report();
+    const kf = buildKeyFeatures(
+      [
+        row("Buildings", "TH", "Minor increase"),
+        row("across sectors", "across regions", "Moderate increase"),
+      ],
+      SECTORS,
+      GEOS,
+      report,
+      "T",
+    );
+    expect(report.errors).toEqual([]);
+    expect(kf.electrification).toHaveLength(2);
+  });
 });
 
 describe("data-availability cell parsing", () => {
diff --git a/scripts/import-pathway-data.ts b/scripts/import-pathway-data.ts
index bbfb4ba0..d906b8e6 100644
--- a/scripts/import-pathway-data.ts
+++ b/scripts/import-pathway-data.ts
@@ -42,6 +42,10 @@ import {
   availabilityMetricsForSector,
   technologyBelongsToSector,
 } from "../src/utils/timeseriesTaxonomy.ts";
+import {
+  isForbiddenKeyFeatureSector,
+  type KeyFeatureKey,
+} from "../src/utils/keyFeatureRules.ts";
 import countryCodeSchema from "../src/schema/common/countryCode.v1.json" with { type: "json" };
 import pathwayMetadataV2Schema from "../src/schema/pathwayMetadata.v2.json" with { type: "json" };
 import sectorSchema from "../src/schema/common/sector.v1.json" with { type: "json" };
@@ -764,20 +768,28 @@ async function readWorkbook(path: string, prefix: string): Promise<Sheets> {
 // Value normalization helpers.
 // --------------------------------------------------------------------------
 
+/** 0023's measure-level marker, lower-cased; meaningful only at a forbidden pair. */
+const NOT_APPLICABLE_CELL = "not applicable";
+
 /** Cells that mean "no value at this scope" -- the entry is omitted entirely. */
 /**
  * Whether a cell records nothing at all, as against recording an absence.
  *
  * The `not applicable` / `not available` prefixes used to be here, and taking
- * them out is the point of the change. Cookbook decision 0023 made those
- * authored values rather than empty cells: `Not applicable at this scope level`
- * says this row is not the widest scope the field is calculated for, and
- * `Not Applicable` says the measure is meaningless for the sector at any scope.
- * #858 added both to the schema, and the epic turns on the distinction — an
+ * them out is the point of the change. Cookbook decision 0023 made
+ * `Not applicable at this scope level` an authored value rather than an empty
+ * cell: it says this row is not the widest scope the field is calculated for.
+ * #858 added it to the schema, and the epic turns on the distinction — an
  * explicit value terminates #869's fallback chain where an absent entry keeps
- * broadening. Swallowing them here threw away exactly what they were added to
+ * broadening. Swallowing it here threw away exactly what it was added to
  * express.
  *
+ * 0023's other value, `Not Applicable` for a measure that is meaningless for
+ * the sector (Electrification × Power), stays in the workbook but not in the
+ * data: such a pair has no entry at all. It is deliberately not absent here,
+ * because it means something only at a forbidden pair; {@link buildKeyFeatures}
+ * drops it there, and anywhere else it is off-enum and reported.
+ *
  * A consequence worth keeping: a cell still carrying a pre-0023 spelling now
  * fails `matchEnum` and is reported in `badValues` instead of vanishing, so the
  * importer's own report names the cells left to correct.
@@ -1046,8 +1058,16 @@ type ScopedEntry = {
  * Emits every resolvable (sector, geography) scope. Entries whose sector or
  * geography does not resolve against the pathway's declared coverage are
  * omitted and reported, so the file still passes validateScopedEntries.
+ *
+ * A cell at a field × sector that cannot apply (Electrification × Power, see
+ * `FORBIDDEN_KEY_FEATURE_SECTORS`) is written as no entry at all. The workbook
+ * may say so with 0023's `Not Applicable` or leave the cell blank; either is
+ * dropped. Any other value there -- `No information` included -- is an
+ * authoring error that stops the import, as validateScopedEntries would reject
+ * the entry. Refused rather than dropped, so the workbook and the data cannot
+ * disagree about what the pathway reports.
  */
-function buildKeyFeatures(
+export function buildKeyFeatures(
   rows: Row[],
   declaredSectors: Set<string>,
   geoAllowed: Set<string>,
@@ -1063,6 +1083,8 @@ function buildKeyFeatures(
   const badSectors = new Set<string>();
   const badGeos = new Set<string>();
   const badValues = new Set<string>();
+  // "<column>\0<sector>" -> the geographies of rows with a value there.
+  const forbidden = new Map<string, string[]>();
   let dupScopes = 0;
 
   for (const row of rows) {
@@ -1096,6 +1118,12 @@ function buildKeyFeatures(
     for (const [column, field] of Object.entries(KF_COLUMN_TO_FIELD)) {
       const raw = row[column] ?? "";
       if (isAbsent(raw)) continue;
+      if (isForbiddenKeyFeatureSector(field as KeyFeatureKey, sector)) {
+        if (raw.trim().toLowerCase() === NOT_APPLICABLE_CELL) continue;
+        const key = `${column}\u0000${sector}`;
+        forbidden.set(key, [...(forbidden.get(key) ?? []), geography]);
+        continue;
+      }
       let value: string | string[] | null = null;
       if (KF_ARRAY_FIELDS.has(field)) {
         const tokens = splitList(raw);
@@ -1141,6 +1169,17 @@ function buildKeyFeatures(
   if (dupScopes) parts.push(`${dupScopes} duplicate-scope value(s) collapsed`);
   if (parts.length > 1) report.note(`${id}: ${parts.join("; ")}`);
 
+  // One error per column and sector, naming its rows, rather than one per cell:
+  // a pathway can have dozens of Power rows.
+  for (const [key, geographies] of forbidden) {
+    const [column, sector] = key.split("\u0000");
+    report.error(
+      `${id}: ${column} cannot apply to the ${sector} sector, but ${geographies.length}` +
+        ` ${sector} row(s) give it a value {${geographies.join(", ")}} -- leave` +
+        ` those ${column} cells blank or "Not Applicable" (not "No information")`,
+    );
+  }
+
   for (const field of Object.keys(fields)) {
     fields[field].sort(
       (a, b) =>
diff --git a/src/components/KeyFeatures.test.tsx b/src/components/KeyFeatures.test.tsx
index 50a109dc..b6deb571 100644
--- a/src/components/KeyFeatures.test.tsx
+++ b/src/components/KeyFeatures.test.tsx
@@ -462,7 +462,6 @@ describe("FeatureItem with a resolution (#869)", () => {
 
   it("inherits Electrification of Power from across sectors, and says why", async () => {
     renderResolved("electrification", [
-      e("Power", "TH", "Not Applicable"),
       e("across sectors", "South East Asia", "Moderate increase"),
     ]);
 
@@ -474,11 +473,23 @@ describe("FeatureItem with a resolution (#869)", () => {
     );
   });
 
-  it("shows No information for Electrification of Power with nothing across sectors", async () => {
-    renderResolved("electrification", [e("Power", "TH", "Not Applicable")]);
+  it("shows Not applicable for Electrification of Power with nothing across sectors", async () => {
+    renderResolved("electrification", []);
 
-    expect(screen.queryByText(/not applicable/i)).not.toBeInTheDocument();
+    expect(screen.queryByText("No information")).not.toBeInTheDocument();
     expect(queryScopeBadge()).not.toBeInTheDocument();
+    expect(await tooltipOf("Not applicable")).toBe(
+      "Electrification does not apply to the Power sector.",
+    );
+  });
+
+  it("still shows No information for Electrification of another sector", async () => {
+    renderResolved("electrification", [], {
+      sector: "Buildings",
+      geography: "TH",
+    });
+
+    expect(screen.queryByText("Not applicable")).not.toBeInTheDocument();
     expect(await tooltipOf("No information")).toBe(
       "Nothing is recorded for this pathway at any scope.",
     );
@@ -644,9 +655,6 @@ describe("feature config against the schema", () => {
     "No information",
     // Skipped by the resolver, never rendered.
     "Not applicable at this scope level",
-    // Skipped by the resolver like the sentinel above. The validator (PR 2)
-    // limits it to Electrification × Power.
-    "Not Applicable",
   ]);
 
   type ValueSchema = {
diff --git a/src/components/KeyFeatures.tsx b/src/components/KeyFeatures.tsx
index 1c65740f..3b265f52 100644
--- a/src/components/KeyFeatures.tsx
+++ b/src/components/KeyFeatures.tsx
@@ -286,6 +286,12 @@ export const GROUPS: GroupConfig[] = [
 
 /** The visible text of every absent value, authored or not. */
 const NO_INFORMATION = "No information";
+/**
+ * The visible text where a feature cannot apply to the sector and the pathway
+ * reports nothing broader to show instead. Kept apart from "No information",
+ * which means the pathway could say something here and doesn't.
+ */
+const NOT_APPLICABLE = "Not applicable";
 
 /*
   Tooltip copy for the states the resolver tells apart (#869). Authored and
@@ -297,6 +303,14 @@ const AUTHORED_NO_INFORMATION_TOOLTIP = "The pathway does not report this.";
 const UNAVAILABLE_TOOLTIP =
   "Nothing is recorded for this pathway at any scope.";
 
+/** Why a feature has nothing to show for a sector it cannot apply to. */
+function notApplicableTooltip(
+  feature: FeatureConfig,
+  notApplicableSector: string,
+): string {
+  return `${feature.label} does not apply to the ${notApplicableSector} sector.`;
+}
+
 /**
  * Why a value is inherited. A feature that cannot apply to the requested sector
  * says so, rather than claiming that sector simply has no value.
@@ -348,14 +362,21 @@ export const FeatureItem: React.FC<FeatureItemProps> = ({
 
   // Only a resolution can say which kind of absence this is, so the
   // widest-value path keeps its untooltipped badge.
-  const absenceTooltip =
+  const notApplicableSector =
     resolution?.status === "unavailable"
+      ? resolution.notApplicableSector
+      : undefined;
+  const absenceTooltip = notApplicableSector
+    ? notApplicableTooltip(feature, notApplicableSector)
+    : resolution?.status === "unavailable"
       ? UNAVAILABLE_TOOLTIP
       : resolution
         ? AUTHORED_NO_INFORMATION_TOOLTIP
         : undefined;
-  const noInformation = (
-    <Badge tooltip={absenceTooltip}>{NO_INFORMATION}</Badge>
+  const absenceBadge = (
+    <Badge tooltip={absenceTooltip}>
+      {notApplicableSector ? NOT_APPLICABLE : NO_INFORMATION}
+    </Badge>
   );
 
   // Names the broader scope an inherited value came from (#859).
@@ -422,7 +443,7 @@ export const FeatureItem: React.FC<FeatureItemProps> = ({
         <div className="flex flex-wrap">
           {selectedOnly
             ? selected === NO_INFORMATION
-              ? noInformation
+              ? absenceBadge
               : pill(selected, true)
             : feature.options.map((opt) => pill(opt, opt === selected))}
         </div>
@@ -443,7 +464,7 @@ export const FeatureItem: React.FC<FeatureItemProps> = ({
         <div className="flex flex-wrap">
           {selectedOnly
             ? validSelected.length === 0
-              ? noInformation
+              ? absenceBadge
               : validSelected.map((opt) => pill(opt, true))
             : feature.options.map((opt) =>
                 pill(opt, selectedArr.includes(opt)),
@@ -466,7 +487,7 @@ export const FeatureItem: React.FC<FeatureItemProps> = ({
     );
     const textColor = palette[selectedIndex]?.text ?? "text-rmigray-500";
     const valueDisplay = isNoInfo ? (
-      noInformation
+      absenceBadge
     ) : (
       <span className={`text-xs font-semibold ${textColor}`}>
         {selectedValue}
@@ -516,7 +537,7 @@ export const FeatureItem: React.FC<FeatureItemProps> = ({
       ? "text-rmigray-500"
       : NEUTRAL_SELECTED_COLOR.text;
     const valueDisplay = isNoInfo ? (
-      noInformation
+      absenceBadge
     ) : (
       <span className={`text-xs font-semibold ${textColor}`}>
         {selectedValue}
diff --git a/src/data/cgs-iesr/CGS-IESR-1-5-2024.json b/src/data/cgs-iesr/CGS-IESR-1-5-2024.json
index bb4c72c2..26c8f688 100644
--- a/src/data/cgs-iesr/CGS-IESR-1-5-2024.json
+++ b/src/data/cgs-iesr/CGS-IESR-1-5-2024.json
@@ -95,13 +95,7 @@
         "value": "No information"
       }
     ],
-    "electrification": [
-      {
-        "sector": "Power",
-        "geography": "ID",
-        "value": "Not Applicable"
-      }
-    ],
+    "electrification": [],
     "policyTypes": [
       {
         "sector": "Power",
diff --git a/src/data/cgs-iesr/CGS-IESR-BAU-2024.json b/src/data/cgs-iesr/CGS-IESR-BAU-2024.json
index ec59f9c0..eca171b9 100644
--- a/src/data/cgs-iesr/CGS-IESR-BAU-2024.json
+++ b/src/data/cgs-iesr/CGS-IESR-BAU-2024.json
@@ -78,13 +78,7 @@
         "value": "No information"
       }
     ],
-    "electrification": [
-      {
-        "sector": "Power",
-        "geography": "ID",
-        "value": "Not Applicable"
-      }
-    ],
+    "electrification": [],
     "policyTypes": [
       {
         "sector": "Power",
diff --git a/src/data/iea/IEA-APS-2024.json b/src/data/iea/IEA-APS-2024.json
index 5dd7b3f2..3f14eb11 100644
--- a/src/data/iea/IEA-APS-2024.json
+++ b/src/data/iea/IEA-APS-2024.json
@@ -1623,11 +1623,6 @@
         "geography": "Global",
         "value": "Not applicable at this scope level"
       },
-      {
-        "sector": "Power",
-        "geography": "Global",
-        "value": "Not Applicable"
-      },
       {
         "sector": "Steel",
         "geography": "Global",
@@ -1688,61 +1683,6 @@
         "geography": "Southeast Asia",
         "value": "Not applicable at this scope level"
       },
-      {
-        "sector": "Power",
-        "geography": "Advanced economies",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Africa",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Asia Pacific",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Central and South America",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Eurasia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Europe",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "European Union",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Middle East",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "North America",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "OECD",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Southeast Asia",
-        "value": "Not Applicable"
-      },
       {
         "sector": "Steel",
         "geography": "Advanced economies",
@@ -1828,36 +1768,6 @@
         "geography": "US",
         "value": "Not applicable at this scope level"
       },
-      {
-        "sector": "Power",
-        "geography": "BR",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "CN",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "IN",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "JP",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "RU",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "US",
-        "value": "Not Applicable"
-      },
       {
         "sector": "Steel",
         "geography": "BR",
diff --git a/src/data/iea/IEA-CPS-2025.json b/src/data/iea/IEA-CPS-2025.json
index b99b6b5b..0431a29c 100644
--- a/src/data/iea/IEA-CPS-2025.json
+++ b/src/data/iea/IEA-CPS-2025.json
@@ -865,86 +865,6 @@
         "sector": "across sectors",
         "geography": "US",
         "value": "Low or no change"
-      },
-      {
-        "sector": "Power",
-        "geography": "Global",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Africa",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Asia Pacific",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Central and South America",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "China",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Eurasia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Europe",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "European Union",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Middle East",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "North America",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Southeast Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "BR",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "IN",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "JP",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "RU",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "US",
-        "value": "Not Applicable"
       }
     ],
     "policyTypes": [
diff --git a/src/data/iea/IEA-NZE-2024.json b/src/data/iea/IEA-NZE-2024.json
index f7dfee58..90f1f53a 100644
--- a/src/data/iea/IEA-NZE-2024.json
+++ b/src/data/iea/IEA-NZE-2024.json
@@ -185,11 +185,6 @@
         "geography": "Global",
         "value": "Not applicable at this scope level"
       },
-      {
-        "sector": "Power",
-        "geography": "Global",
-        "value": "Not Applicable"
-      },
       {
         "sector": "Steel",
         "geography": "Global",
diff --git a/src/data/iea/IEA-NZE-2025.json b/src/data/iea/IEA-NZE-2025.json
index 0610cbdf..841ed54f 100644
--- a/src/data/iea/IEA-NZE-2025.json
+++ b/src/data/iea/IEA-NZE-2025.json
@@ -149,11 +149,6 @@
         "sector": "across sectors",
         "geography": "Global",
         "value": "Significant increase"
-      },
-      {
-        "sector": "Power",
-        "geography": "Global",
-        "value": "Not Applicable"
       }
     ],
     "policyTypes": [
diff --git a/src/data/iea/IEA-STEPS-2024.json b/src/data/iea/IEA-STEPS-2024.json
index 3b6aa54a..0699f370 100644
--- a/src/data/iea/IEA-STEPS-2024.json
+++ b/src/data/iea/IEA-STEPS-2024.json
@@ -1627,11 +1627,6 @@
         "geography": "Global",
         "value": "Not applicable at this scope level"
       },
-      {
-        "sector": "Power",
-        "geography": "Global",
-        "value": "Not Applicable"
-      },
       {
         "sector": "Steel",
         "geography": "Global",
@@ -1692,61 +1687,6 @@
         "geography": "Southeast Asia",
         "value": "Not applicable at this scope level"
       },
-      {
-        "sector": "Power",
-        "geography": "Advanced economies",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Africa",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Asia Pacific",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Central and South America",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Eurasia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Europe",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "European Union",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Middle East",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "North America",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "OECD",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Southeast Asia",
-        "value": "Not Applicable"
-      },
       {
         "sector": "Steel",
         "geography": "Advanced economies",
@@ -1832,36 +1772,6 @@
         "geography": "US",
         "value": "Not applicable at this scope level"
       },
-      {
-        "sector": "Power",
-        "geography": "BR",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "CN",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "IN",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "JP",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "RU",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "US",
-        "value": "Not Applicable"
-      },
       {
         "sector": "Steel",
         "geography": "BR",
diff --git a/src/data/iea/IEA-STEPS-2025.json b/src/data/iea/IEA-STEPS-2025.json
index 6fd3cf54..c81c03e6 100644
--- a/src/data/iea/IEA-STEPS-2025.json
+++ b/src/data/iea/IEA-STEPS-2025.json
@@ -865,86 +865,6 @@
         "sector": "across sectors",
         "geography": "US",
         "value": "Minor increase"
-      },
-      {
-        "sector": "Power",
-        "geography": "Global",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Africa",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Asia Pacific",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Central and South America",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "China",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Eurasia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Europe",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "European Union",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Middle East",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "North America",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Southeast Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "BR",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "IN",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "JP",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "RU",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "US",
-        "value": "Not Applicable"
       }
     ],
     "policyTypes": [
diff --git a/src/data/jetp-id/JETP-CIPP-2023.json b/src/data/jetp-id/JETP-CIPP-2023.json
index ef91bdf3..a29f71d3 100644
--- a/src/data/jetp-id/JETP-CIPP-2023.json
+++ b/src/data/jetp-id/JETP-CIPP-2023.json
@@ -76,13 +76,7 @@
         "value": "Significant increase"
       }
     ],
-    "electrification": [
-      {
-        "sector": "Power",
-        "geography": "ID",
-        "value": "Not Applicable"
-      }
-    ],
+    "electrification": [],
     "policyTypes": [
       {
         "sector": "Power",
diff --git a/src/data/jrc/JRC-GECO-1-5-2025.json b/src/data/jrc/JRC-GECO-1-5-2025.json
index f4f5caf4..598d7186 100644
--- a/src/data/jrc/JRC-GECO-1-5-2025.json
+++ b/src/data/jrc/JRC-GECO-1-5-2025.json
@@ -1657,201 +1657,6 @@
         "sector": "across sectors",
         "geography": "ZA",
         "value": "Moderate increase"
-      },
-      {
-        "sector": "Power",
-        "geography": "Global",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Algeria & Libya",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "EFTA",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Mediterranean Middle East",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Morocco & Tunisia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Rest Balkans",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Rest Central America",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Rest of Commonwealth of Independent States",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Rest of Persian Gulf",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Rest Pacific",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Rest South America",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Rest South Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Rest South East Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Rest Sub-Saharan Africa",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "AR",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "AU",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "BR",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "CA",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "CL",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "CN",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "EG",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "EU",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "GB",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "ID",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "IN",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "IR",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "JP",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "KR",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "MX",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "MY",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "NZ",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "RU",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "SA",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "TH",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "TR",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "UA",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "US",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "VN",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "ZA",
-        "value": "Not Applicable"
       }
     ],
     "policyTypes": [
diff --git a/src/data/jrc/JRC-GECO-NDC-LTS-2025.json b/src/data/jrc/JRC-GECO-NDC-LTS-2025.json
index eee2c2fe..c571bb83 100644
--- a/src/data/jrc/JRC-GECO-NDC-LTS-2025.json
+++ b/src/data/jrc/JRC-GECO-NDC-LTS-2025.json
@@ -1644,201 +1644,6 @@
         "sector": "across sectors",
         "geography": "ZA",
         "value": "Moderate increase"
-      },
-      {
-        "sector": "Power",
-        "geography": "Global",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Algeria & Libya",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "EFTA",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Mediterranean Middle East",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Morocco & Tunisia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Rest Balkans",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Rest Central America",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Rest of Commonwealth of Independent States",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Rest of Persian Gulf",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Rest Pacific",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Rest South America",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Rest South Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Rest South East Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Rest Sub-Saharan Africa",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "AR",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "AU",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "BR",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "CA",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "CL",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "CN",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "EG",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "EU",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "GB",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "ID",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "IN",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "IR",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "JP",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "KR",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "MX",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "MY",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "NZ",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "RU",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "SA",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "TH",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "TR",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "UA",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "US",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "VN",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "ZA",
-        "value": "Not Applicable"
       }
     ],
     "policyTypes": [
diff --git a/src/data/jrc/JRC-GECO-REFERENCE-2025.json b/src/data/jrc/JRC-GECO-REFERENCE-2025.json
index 141660ea..402d1c87 100644
--- a/src/data/jrc/JRC-GECO-REFERENCE-2025.json
+++ b/src/data/jrc/JRC-GECO-REFERENCE-2025.json
@@ -1644,201 +1644,6 @@
         "sector": "across sectors",
         "geography": "ZA",
         "value": "Moderate increase"
-      },
-      {
-        "sector": "Power",
-        "geography": "Global",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Algeria & Libya",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "EFTA",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Mediterranean Middle East",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Morocco & Tunisia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Rest Balkans",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Rest Central America",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Rest of Commonwealth of Independent States",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Rest of Persian Gulf",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Rest Pacific",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Rest South America",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Rest South Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Rest South East Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Rest Sub-Saharan Africa",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "AR",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "AU",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "BR",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "CA",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "CL",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "CN",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "EG",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "EU",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "GB",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "ID",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "IN",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "IR",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "JP",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "KR",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "MX",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "MY",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "NZ",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "RU",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "SA",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "TH",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "TR",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "UA",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "US",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "VN",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "ZA",
-        "value": "Not Applicable"
       }
     ],
     "policyTypes": [
diff --git a/src/data/ngfs/NGFS-B2C-GCAM-2024.json b/src/data/ngfs/NGFS-B2C-GCAM-2024.json
index ed027747..2669a64c 100644
--- a/src/data/ngfs/NGFS-B2C-GCAM-2024.json
+++ b/src/data/ngfs/NGFS-B2C-GCAM-2024.json
@@ -2554,11 +2554,6 @@
         "geography": "Global",
         "value": "Not applicable at this scope level"
       },
-      {
-        "sector": "Power",
-        "geography": "Global",
-        "value": "Not Applicable"
-      },
       {
         "sector": "Steel",
         "geography": "Global",
@@ -2724,166 +2719,6 @@
         "geography": "USA",
         "value": "Not applicable at this scope level"
       },
-      {
-        "sector": "Power",
-        "geography": "Africa Eastern",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Africa Northern",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Africa Southern",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Africa Western",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "AR",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Australia NZ",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "BR",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "CA",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Central America and Caribbean",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Central Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "China",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "CO",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "EU-12",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "EU-15",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Europe Eastern",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Europe Non EU",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "European Free Trade Association",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "IN",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "ID",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "JP",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "MX",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Middle East",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "PK",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "RU",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "ZA",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "South America Northern",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "South America Southern",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "South Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "KR",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Southeast Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "TW",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "USA",
-        "value": "Not Applicable"
-      },
       {
         "sector": "Steel",
         "geography": "Africa Eastern",
diff --git a/src/data/ngfs/NGFS-B2C-MESSAGE-2024.json b/src/data/ngfs/NGFS-B2C-MESSAGE-2024.json
index 10a42b14..b3c30729 100644
--- a/src/data/ngfs/NGFS-B2C-MESSAGE-2024.json
+++ b/src/data/ngfs/NGFS-B2C-MESSAGE-2024.json
@@ -1061,76 +1061,11 @@
         "geography": "Western Europe",
         "value": "Moderate increase"
       },
-      {
-        "sector": "Power",
-        "geography": "Global",
-        "value": "Not Applicable"
-      },
       {
         "sector": "Steel",
         "geography": "Global",
         "value": "Not applicable at this scope level"
       },
-      {
-        "sector": "Power",
-        "geography": "China",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Eastern Europe",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Former Soviet Union",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Latin America and the Caribbean",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Middle East and North Africa",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "North America",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Other Pacific Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Pacific OECD",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Rest Centrally Planned Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "South Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Sub-saharan Africa",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Western Europe",
-        "value": "Not Applicable"
-      },
       {
         "sector": "Steel",
         "geography": "China",
diff --git a/src/data/ngfs/NGFS-B2C-REMIND-2024.json b/src/data/ngfs/NGFS-B2C-REMIND-2024.json
index 13fb45be..09d4d094 100644
--- a/src/data/ngfs/NGFS-B2C-REMIND-2024.json
+++ b/src/data/ngfs/NGFS-B2C-REMIND-2024.json
@@ -1298,11 +1298,6 @@
         "geography": "Global",
         "value": "Not applicable at this scope level"
       },
-      {
-        "sector": "Power",
-        "geography": "Global",
-        "value": "Not Applicable"
-      },
       {
         "sector": "Steel",
         "geography": "Global",
@@ -1368,66 +1363,6 @@
         "geography": "US",
         "value": "Not applicable at this scope level"
       },
-      {
-        "sector": "Power",
-        "geography": "Canada / NZ / Australia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "China",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Countries from the Reforming Economies of the Former Soviet Union",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "EU 28",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "IN",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "JP",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Latin America and the Caribbean",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Middle East / North Africa / Central Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Non-EU28 Europe",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Other Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Sub-saharan Africa",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "US",
-        "value": "Not Applicable"
-      },
       {
         "sector": "Steel",
         "geography": "Canada / NZ / Australia",
diff --git a/src/data/ngfs/NGFS-CP-GCAM-2024.json b/src/data/ngfs/NGFS-CP-GCAM-2024.json
index 60a6d48b..97490509 100644
--- a/src/data/ngfs/NGFS-CP-GCAM-2024.json
+++ b/src/data/ngfs/NGFS-CP-GCAM-2024.json
@@ -2553,11 +2553,6 @@
         "geography": "Global",
         "value": "Not applicable at this scope level"
       },
-      {
-        "sector": "Power",
-        "geography": "Global",
-        "value": "Not Applicable"
-      },
       {
         "sector": "Steel",
         "geography": "Global",
@@ -2723,166 +2718,6 @@
         "geography": "USA",
         "value": "Not applicable at this scope level"
       },
-      {
-        "sector": "Power",
-        "geography": "Africa Eastern",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Africa Northern",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Africa Southern",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Africa Western",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "AR",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Australia NZ",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "BR",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "CA",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Central America and Caribbean",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Central Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "China",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "CO",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "EU-12",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "EU-15",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Europe Eastern",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Europe Non EU",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "European Free Trade Association",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "IN",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "ID",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "JP",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "MX",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Middle East",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "PK",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "RU",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "ZA",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "South America Northern",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "South America Southern",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "South Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "KR",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Southeast Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "TW",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "USA",
-        "value": "Not Applicable"
-      },
       {
         "sector": "Steel",
         "geography": "Africa Eastern",
diff --git a/src/data/ngfs/NGFS-CP-MESSAGE-2024.json b/src/data/ngfs/NGFS-CP-MESSAGE-2024.json
index 881801ac..86f58612 100644
--- a/src/data/ngfs/NGFS-CP-MESSAGE-2024.json
+++ b/src/data/ngfs/NGFS-CP-MESSAGE-2024.json
@@ -1061,76 +1061,11 @@
         "geography": "Western Europe",
         "value": "Low or no change"
       },
-      {
-        "sector": "Power",
-        "geography": "Global",
-        "value": "Not Applicable"
-      },
       {
         "sector": "Steel",
         "geography": "Global",
         "value": "Not applicable at this scope level"
       },
-      {
-        "sector": "Power",
-        "geography": "China",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Eastern Europe",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Former Soviet Union",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Latin America and the Caribbean",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Middle East and North Africa",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "North America",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Other Pacific Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Pacific OECD",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Rest Centrally Planned Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "South Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Sub-saharan Africa",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Western Europe",
-        "value": "Not Applicable"
-      },
       {
         "sector": "Steel",
         "geography": "China",
diff --git a/src/data/ngfs/NGFS-CP-REMIND-2024.json b/src/data/ngfs/NGFS-CP-REMIND-2024.json
index 66f80592..7ed2e1b7 100644
--- a/src/data/ngfs/NGFS-CP-REMIND-2024.json
+++ b/src/data/ngfs/NGFS-CP-REMIND-2024.json
@@ -1298,11 +1298,6 @@
         "geography": "Global",
         "value": "Not applicable at this scope level"
       },
-      {
-        "sector": "Power",
-        "geography": "Global",
-        "value": "Not Applicable"
-      },
       {
         "sector": "Steel",
         "geography": "Global",
@@ -1368,66 +1363,6 @@
         "geography": "US",
         "value": "Not applicable at this scope level"
       },
-      {
-        "sector": "Power",
-        "geography": "Canada / NZ / Australia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "China",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Countries from the Reforming Economies of the Former Soviet Union",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "EU 28",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "IN",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "JP",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Latin America and the Caribbean",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Middle East / North Africa / Central Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Non-EU28 Europe",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Other Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Sub-saharan Africa",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "US",
-        "value": "Not Applicable"
-      },
       {
         "sector": "Steel",
         "geography": "Canada / NZ / Australia",
diff --git a/src/data/ngfs/NGFS-DT-GCAM-2024.json b/src/data/ngfs/NGFS-DT-GCAM-2024.json
index 2243802d..da79c317 100644
--- a/src/data/ngfs/NGFS-DT-GCAM-2024.json
+++ b/src/data/ngfs/NGFS-DT-GCAM-2024.json
@@ -2554,11 +2554,6 @@
         "geography": "Global",
         "value": "Not applicable at this scope level"
       },
-      {
-        "sector": "Power",
-        "geography": "Global",
-        "value": "Not Applicable"
-      },
       {
         "sector": "Steel",
         "geography": "Global",
@@ -2724,166 +2719,6 @@
         "geography": "USA",
         "value": "Not applicable at this scope level"
       },
-      {
-        "sector": "Power",
-        "geography": "Africa Eastern",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Africa Northern",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Africa Southern",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Africa Western",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "AR",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Australia NZ",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "BR",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "CA",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Central America and Caribbean",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Central Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "China",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "CO",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "EU-12",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "EU-15",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Europe Eastern",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Europe Non EU",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "European Free Trade Association",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "IN",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "ID",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "JP",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "MX",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Middle East",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "PK",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "RU",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "ZA",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "South America Northern",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "South America Southern",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "South Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "KR",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Southeast Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "TW",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "USA",
-        "value": "Not Applicable"
-      },
       {
         "sector": "Steel",
         "geography": "Africa Eastern",
diff --git a/src/data/ngfs/NGFS-DT-MESSAGE-2024.json b/src/data/ngfs/NGFS-DT-MESSAGE-2024.json
index 71c20c40..9c6e823f 100644
--- a/src/data/ngfs/NGFS-DT-MESSAGE-2024.json
+++ b/src/data/ngfs/NGFS-DT-MESSAGE-2024.json
@@ -1061,76 +1061,11 @@
         "geography": "Western Europe",
         "value": "Moderate increase"
       },
-      {
-        "sector": "Power",
-        "geography": "Global",
-        "value": "Not Applicable"
-      },
       {
         "sector": "Steel",
         "geography": "Global",
         "value": "Not applicable at this scope level"
       },
-      {
-        "sector": "Power",
-        "geography": "China",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Eastern Europe",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Former Soviet Union",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Latin America and the Caribbean",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Middle East and North Africa",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "North America",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Other Pacific Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Pacific OECD",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Rest Centrally Planned Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "South Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Sub-saharan Africa",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Western Europe",
-        "value": "Not Applicable"
-      },
       {
         "sector": "Steel",
         "geography": "China",
diff --git a/src/data/ngfs/NGFS-DT-REMIND-2024.json b/src/data/ngfs/NGFS-DT-REMIND-2024.json
index a021f065..e4cf4b3d 100644
--- a/src/data/ngfs/NGFS-DT-REMIND-2024.json
+++ b/src/data/ngfs/NGFS-DT-REMIND-2024.json
@@ -1298,11 +1298,6 @@
         "geography": "Global",
         "value": "Not applicable at this scope level"
       },
-      {
-        "sector": "Power",
-        "geography": "Global",
-        "value": "Not Applicable"
-      },
       {
         "sector": "Steel",
         "geography": "Global",
@@ -1368,66 +1363,6 @@
         "geography": "US",
         "value": "Not applicable at this scope level"
       },
-      {
-        "sector": "Power",
-        "geography": "Canada / NZ / Australia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "China",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Countries from the Reforming Economies of the Former Soviet Union",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "EU 28",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "IN",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "JP",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Latin America and the Caribbean",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Middle East / North Africa / Central Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Non-EU28 Europe",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Other Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Sub-saharan Africa",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "US",
-        "value": "Not Applicable"
-      },
       {
         "sector": "Steel",
         "geography": "Canada / NZ / Australia",
diff --git a/src/data/ngfs/NGFS-FW-GCAM-2024.json b/src/data/ngfs/NGFS-FW-GCAM-2024.json
index 45c5d100..840578d8 100644
--- a/src/data/ngfs/NGFS-FW-GCAM-2024.json
+++ b/src/data/ngfs/NGFS-FW-GCAM-2024.json
@@ -2553,11 +2553,6 @@
         "geography": "Global",
         "value": "Not applicable at this scope level"
       },
-      {
-        "sector": "Power",
-        "geography": "Global",
-        "value": "Not Applicable"
-      },
       {
         "sector": "Steel",
         "geography": "Global",
@@ -2723,166 +2718,6 @@
         "geography": "USA",
         "value": "Not applicable at this scope level"
       },
-      {
-        "sector": "Power",
-        "geography": "Africa Eastern",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Africa Northern",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Africa Southern",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Africa Western",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "AR",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Australia NZ",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "BR",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "CA",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Central America and Caribbean",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Central Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "China",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "CO",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "EU-12",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "EU-15",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Europe Eastern",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Europe Non EU",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "European Free Trade Association",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "IN",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "ID",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "JP",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "MX",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Middle East",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "PK",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "RU",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "ZA",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "South America Northern",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "South America Southern",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "South Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "KR",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Southeast Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "TW",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "USA",
-        "value": "Not Applicable"
-      },
       {
         "sector": "Steel",
         "geography": "Africa Eastern",
diff --git a/src/data/ngfs/NGFS-FW-MESSAGE-2024.json b/src/data/ngfs/NGFS-FW-MESSAGE-2024.json
index a8b9c282..f82f1c7f 100644
--- a/src/data/ngfs/NGFS-FW-MESSAGE-2024.json
+++ b/src/data/ngfs/NGFS-FW-MESSAGE-2024.json
@@ -1061,76 +1061,11 @@
         "geography": "Western Europe",
         "value": "Moderate increase"
       },
-      {
-        "sector": "Power",
-        "geography": "Global",
-        "value": "Not Applicable"
-      },
       {
         "sector": "Steel",
         "geography": "Global",
         "value": "Not applicable at this scope level"
       },
-      {
-        "sector": "Power",
-        "geography": "China",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Eastern Europe",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Former Soviet Union",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Latin America and the Caribbean",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Middle East and North Africa",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "North America",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Other Pacific Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Pacific OECD",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Rest Centrally Planned Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "South Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Sub-saharan Africa",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Western Europe",
-        "value": "Not Applicable"
-      },
       {
         "sector": "Steel",
         "geography": "China",
diff --git a/src/data/ngfs/NGFS-FW-REMIND-2024.json b/src/data/ngfs/NGFS-FW-REMIND-2024.json
index 53e71eb6..42bbedb7 100644
--- a/src/data/ngfs/NGFS-FW-REMIND-2024.json
+++ b/src/data/ngfs/NGFS-FW-REMIND-2024.json
@@ -1298,11 +1298,6 @@
         "geography": "Global",
         "value": "Not applicable at this scope level"
       },
-      {
-        "sector": "Power",
-        "geography": "Global",
-        "value": "Not Applicable"
-      },
       {
         "sector": "Steel",
         "geography": "Global",
@@ -1368,66 +1363,6 @@
         "geography": "US",
         "value": "Not applicable at this scope level"
       },
-      {
-        "sector": "Power",
-        "geography": "Canada / NZ / Australia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "China",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Countries from the Reforming Economies of the Former Soviet Union",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "EU 28",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "IN",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "JP",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Latin America and the Caribbean",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Middle East / North Africa / Central Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Non-EU28 Europe",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Other Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Sub-saharan Africa",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "US",
-        "value": "Not Applicable"
-      },
       {
         "sector": "Steel",
         "geography": "Canada / NZ / Australia",
diff --git a/src/data/ngfs/NGFS-LD-GCAM-2024.json b/src/data/ngfs/NGFS-LD-GCAM-2024.json
index b3ac6bed..14096ca7 100644
--- a/src/data/ngfs/NGFS-LD-GCAM-2024.json
+++ b/src/data/ngfs/NGFS-LD-GCAM-2024.json
@@ -2554,11 +2554,6 @@
         "geography": "Global",
         "value": "Not applicable at this scope level"
       },
-      {
-        "sector": "Power",
-        "geography": "Global",
-        "value": "Not Applicable"
-      },
       {
         "sector": "Steel",
         "geography": "Global",
@@ -2724,166 +2719,6 @@
         "geography": "USA",
         "value": "Not applicable at this scope level"
       },
-      {
-        "sector": "Power",
-        "geography": "Africa Eastern",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Africa Northern",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Africa Southern",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Africa Western",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "AR",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Australia NZ",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "BR",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "CA",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Central America and Caribbean",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Central Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "China",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "CO",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "EU-12",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "EU-15",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Europe Eastern",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Europe Non EU",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "European Free Trade Association",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "IN",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "ID",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "JP",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "MX",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Middle East",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "PK",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "RU",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "ZA",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "South America Northern",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "South America Southern",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "South Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "KR",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Southeast Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "TW",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "USA",
-        "value": "Not Applicable"
-      },
       {
         "sector": "Steel",
         "geography": "Africa Eastern",
diff --git a/src/data/ngfs/NGFS-LD-MESSAGE-2024.json b/src/data/ngfs/NGFS-LD-MESSAGE-2024.json
index 397144a6..beee6e70 100644
--- a/src/data/ngfs/NGFS-LD-MESSAGE-2024.json
+++ b/src/data/ngfs/NGFS-LD-MESSAGE-2024.json
@@ -1062,76 +1062,11 @@
         "geography": "Western Europe",
         "value": "Moderate increase"
       },
-      {
-        "sector": "Power",
-        "geography": "Global",
-        "value": "Not Applicable"
-      },
       {
         "sector": "Steel",
         "geography": "Global",
         "value": "Not applicable at this scope level"
       },
-      {
-        "sector": "Power",
-        "geography": "China",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Eastern Europe",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Former Soviet Union",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Latin America and the Caribbean",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Middle East and North Africa",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "North America",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Other Pacific Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Pacific OECD",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Rest Centrally Planned Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "South Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Sub-saharan Africa",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Western Europe",
-        "value": "Not Applicable"
-      },
       {
         "sector": "Steel",
         "geography": "China",
diff --git a/src/data/ngfs/NGFS-LD-REMIND-2024.json b/src/data/ngfs/NGFS-LD-REMIND-2024.json
index 32f3ea72..fa159632 100644
--- a/src/data/ngfs/NGFS-LD-REMIND-2024.json
+++ b/src/data/ngfs/NGFS-LD-REMIND-2024.json
@@ -1299,11 +1299,6 @@
         "geography": "Global",
         "value": "Not applicable at this scope level"
       },
-      {
-        "sector": "Power",
-        "geography": "Global",
-        "value": "Not Applicable"
-      },
       {
         "sector": "Steel",
         "geography": "Global",
@@ -1369,66 +1364,6 @@
         "geography": "US",
         "value": "Not applicable at this scope level"
       },
-      {
-        "sector": "Power",
-        "geography": "Canada / NZ / Australia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "China",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Countries from the Reforming Economies of the Former Soviet Union",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "EU 28",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "IN",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "JP",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Latin America and the Caribbean",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Middle East / North Africa / Central Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Non-EU28 Europe",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Other Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Sub-saharan Africa",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "US",
-        "value": "Not Applicable"
-      },
       {
         "sector": "Steel",
         "geography": "Canada / NZ / Australia",
diff --git a/src/data/ngfs/NGFS-NDC-GCAM-2024.json b/src/data/ngfs/NGFS-NDC-GCAM-2024.json
index 28e651bc..8d235d1e 100644
--- a/src/data/ngfs/NGFS-NDC-GCAM-2024.json
+++ b/src/data/ngfs/NGFS-NDC-GCAM-2024.json
@@ -2553,11 +2553,6 @@
         "geography": "Global",
         "value": "Not applicable at this scope level"
       },
-      {
-        "sector": "Power",
-        "geography": "Global",
-        "value": "Not Applicable"
-      },
       {
         "sector": "Steel",
         "geography": "Global",
@@ -2723,166 +2718,6 @@
         "geography": "USA",
         "value": "Not applicable at this scope level"
       },
-      {
-        "sector": "Power",
-        "geography": "Africa Eastern",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Africa Northern",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Africa Southern",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Africa Western",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "AR",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Australia NZ",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "BR",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "CA",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Central America and Caribbean",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Central Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "China",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "CO",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "EU-12",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "EU-15",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Europe Eastern",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Europe Non EU",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "European Free Trade Association",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "IN",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "ID",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "JP",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "MX",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Middle East",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "PK",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "RU",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "ZA",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "South America Northern",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "South America Southern",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "South Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "KR",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Southeast Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "TW",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "USA",
-        "value": "Not Applicable"
-      },
       {
         "sector": "Steel",
         "geography": "Africa Eastern",
diff --git a/src/data/ngfs/NGFS-NDC-MESSAGE-2024.json b/src/data/ngfs/NGFS-NDC-MESSAGE-2024.json
index fc640b3e..8fea2987 100644
--- a/src/data/ngfs/NGFS-NDC-MESSAGE-2024.json
+++ b/src/data/ngfs/NGFS-NDC-MESSAGE-2024.json
@@ -1061,76 +1061,11 @@
         "geography": "Western Europe",
         "value": "Moderate increase"
       },
-      {
-        "sector": "Power",
-        "geography": "Global",
-        "value": "Not Applicable"
-      },
       {
         "sector": "Steel",
         "geography": "Global",
         "value": "Not applicable at this scope level"
       },
-      {
-        "sector": "Power",
-        "geography": "China",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Eastern Europe",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Former Soviet Union",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Latin America and the Caribbean",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Middle East and North Africa",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "North America",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Other Pacific Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Pacific OECD",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Rest Centrally Planned Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "South Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Sub-saharan Africa",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Western Europe",
-        "value": "Not Applicable"
-      },
       {
         "sector": "Steel",
         "geography": "China",
diff --git a/src/data/ngfs/NGFS-NDC-REMIND-2024.json b/src/data/ngfs/NGFS-NDC-REMIND-2024.json
index a3ca990d..e2cb8c32 100644
--- a/src/data/ngfs/NGFS-NDC-REMIND-2024.json
+++ b/src/data/ngfs/NGFS-NDC-REMIND-2024.json
@@ -1298,11 +1298,6 @@
         "geography": "Global",
         "value": "Not applicable at this scope level"
       },
-      {
-        "sector": "Power",
-        "geography": "Global",
-        "value": "Not Applicable"
-      },
       {
         "sector": "Steel",
         "geography": "Global",
@@ -1368,66 +1363,6 @@
         "geography": "US",
         "value": "Not applicable at this scope level"
       },
-      {
-        "sector": "Power",
-        "geography": "Canada / NZ / Australia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "China",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Countries from the Reforming Economies of the Former Soviet Union",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "EU 28",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "IN",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "JP",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Latin America and the Caribbean",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Middle East / North Africa / Central Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Non-EU28 Europe",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Other Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Sub-saharan Africa",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "US",
-        "value": "Not Applicable"
-      },
       {
         "sector": "Steel",
         "geography": "Canada / NZ / Australia",
diff --git a/src/data/ngfs/NGFS-NZ2050-GCAM-2024.json b/src/data/ngfs/NGFS-NZ2050-GCAM-2024.json
index 1c41cb13..09d87fc3 100644
--- a/src/data/ngfs/NGFS-NZ2050-GCAM-2024.json
+++ b/src/data/ngfs/NGFS-NZ2050-GCAM-2024.json
@@ -2554,11 +2554,6 @@
         "geography": "Global",
         "value": "Not applicable at this scope level"
       },
-      {
-        "sector": "Power",
-        "geography": "Global",
-        "value": "Not Applicable"
-      },
       {
         "sector": "Steel",
         "geography": "Global",
@@ -2724,166 +2719,6 @@
         "geography": "USA",
         "value": "Not applicable at this scope level"
       },
-      {
-        "sector": "Power",
-        "geography": "Africa Eastern",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Africa Northern",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Africa Southern",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Africa Western",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "AR",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Australia NZ",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "BR",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "CA",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Central America and Caribbean",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Central Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "China",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "CO",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "EU-12",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "EU-15",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Europe Eastern",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Europe Non EU",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "European Free Trade Association",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "IN",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "ID",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "JP",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "MX",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Middle East",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "PK",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "RU",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "ZA",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "South America Northern",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "South America Southern",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "South Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "KR",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Southeast Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "TW",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "USA",
-        "value": "Not Applicable"
-      },
       {
         "sector": "Steel",
         "geography": "Africa Eastern",
diff --git a/src/data/ngfs/NGFS-NZ2050-MESSAGE-2024.json b/src/data/ngfs/NGFS-NZ2050-MESSAGE-2024.json
index b2823eae..879b28e1 100644
--- a/src/data/ngfs/NGFS-NZ2050-MESSAGE-2024.json
+++ b/src/data/ngfs/NGFS-NZ2050-MESSAGE-2024.json
@@ -1062,76 +1062,11 @@
         "geography": "Western Europe",
         "value": "Moderate increase"
       },
-      {
-        "sector": "Power",
-        "geography": "Global",
-        "value": "Not Applicable"
-      },
       {
         "sector": "Steel",
         "geography": "Global",
         "value": "Not applicable at this scope level"
       },
-      {
-        "sector": "Power",
-        "geography": "China",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Eastern Europe",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Former Soviet Union",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Latin America and the Caribbean",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Middle East and North Africa",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "North America",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Other Pacific Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Pacific OECD",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Rest Centrally Planned Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "South Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Sub-saharan Africa",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Western Europe",
-        "value": "Not Applicable"
-      },
       {
         "sector": "Steel",
         "geography": "China",
diff --git a/src/data/ngfs/NGFS-NZ2050-REMIND-2024.json b/src/data/ngfs/NGFS-NZ2050-REMIND-2024.json
index 333d3943..449d81c3 100644
--- a/src/data/ngfs/NGFS-NZ2050-REMIND-2024.json
+++ b/src/data/ngfs/NGFS-NZ2050-REMIND-2024.json
@@ -1299,11 +1299,6 @@
         "geography": "Global",
         "value": "Not applicable at this scope level"
       },
-      {
-        "sector": "Power",
-        "geography": "Global",
-        "value": "Not Applicable"
-      },
       {
         "sector": "Steel",
         "geography": "Global",
@@ -1369,66 +1364,6 @@
         "geography": "US",
         "value": "Not applicable at this scope level"
       },
-      {
-        "sector": "Power",
-        "geography": "Canada / NZ / Australia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "China",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Countries from the Reforming Economies of the Former Soviet Union",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "EU 28",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "IN",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "JP",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Latin America and the Caribbean",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Middle East / North Africa / Central Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Non-EU28 Europe",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Other Asia",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "Sub-saharan Africa",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "US",
-        "value": "Not Applicable"
-      },
       {
         "sector": "Steel",
         "geography": "Canada / NZ / Australia",
diff --git a/src/data/philippines-department-of-energy/PHDOE-CES1-2023.json b/src/data/philippines-department-of-energy/PHDOE-CES1-2023.json
index 7b3e269f..b82f61d8 100644
--- a/src/data/philippines-department-of-energy/PHDOE-CES1-2023.json
+++ b/src/data/philippines-department-of-energy/PHDOE-CES1-2023.json
@@ -123,11 +123,6 @@
         "sector": "across sectors",
         "geography": "PH",
         "value": "Moderate increase"
-      },
-      {
-        "sector": "Power",
-        "geography": "PH",
-        "value": "Not Applicable"
       }
     ],
     "policyTypes": [
diff --git a/src/data/philippines-department-of-energy/PHDOE-CES2-2023.json b/src/data/philippines-department-of-energy/PHDOE-CES2-2023.json
index f5c231f4..72371685 100644
--- a/src/data/philippines-department-of-energy/PHDOE-CES2-2023.json
+++ b/src/data/philippines-department-of-energy/PHDOE-CES2-2023.json
@@ -123,11 +123,6 @@
         "sector": "across sectors",
         "geography": "PH",
         "value": "Moderate increase"
-      },
-      {
-        "sector": "Power",
-        "geography": "PH",
-        "value": "Not Applicable"
       }
     ],
     "policyTypes": [
diff --git a/src/data/philippines-department-of-energy/PHDOE-REFERENCE-2023.json b/src/data/philippines-department-of-energy/PHDOE-REFERENCE-2023.json
index 29ccce41..fe4696d1 100644
--- a/src/data/philippines-department-of-energy/PHDOE-REFERENCE-2023.json
+++ b/src/data/philippines-department-of-energy/PHDOE-REFERENCE-2023.json
@@ -123,11 +123,6 @@
         "sector": "across sectors",
         "geography": "PH",
         "value": "Moderate increase"
-      },
-      {
-        "sector": "Power",
-        "geography": "PH",
-        "value": "Not Applicable"
       }
     ],
     "policyTypes": [
diff --git a/src/data/transitionzero/TZ-BAU-2024.json b/src/data/transitionzero/TZ-BAU-2024.json
index 2fab999c..4c910455 100644
--- a/src/data/transitionzero/TZ-BAU-2024.json
+++ b/src/data/transitionzero/TZ-BAU-2024.json
@@ -245,63 +245,7 @@
         "value": "No information"
       }
     ],
-    "electrification": [
-      {
-        "sector": "Power",
-        "geography": "ASEAN",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "BN",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "ID",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "KH",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "LA",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "MM",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "MY",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "PH",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "SG",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "TH",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "VN",
-        "value": "Not Applicable"
-      }
-    ],
+    "electrification": [],
     "policyTypes": [
       {
         "sector": "Power",
diff --git a/src/data/transitionzero/TZ-EBAU-2024.json b/src/data/transitionzero/TZ-EBAU-2024.json
index 87b5be4e..a1e19132 100644
--- a/src/data/transitionzero/TZ-EBAU-2024.json
+++ b/src/data/transitionzero/TZ-EBAU-2024.json
@@ -245,63 +245,7 @@
         "value": "No information"
       }
     ],
-    "electrification": [
-      {
-        "sector": "Power",
-        "geography": "ASEAN",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "BN",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "ID",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "KH",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "LA",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "MM",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "MY",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "PH",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "SG",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "TH",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "VN",
-        "value": "Not Applicable"
-      }
-    ],
+    "electrification": [],
     "policyTypes": [
       {
         "sector": "Power",
diff --git a/src/data/transitionzero/TZ-ISG-2024.json b/src/data/transitionzero/TZ-ISG-2024.json
index 6a94b528..a4ed438d 100644
--- a/src/data/transitionzero/TZ-ISG-2024.json
+++ b/src/data/transitionzero/TZ-ISG-2024.json
@@ -245,63 +245,7 @@
         "value": "No information"
       }
     ],
-    "electrification": [
-      {
-        "sector": "Power",
-        "geography": "ASEAN",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "BN",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "ID",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "KH",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "LA",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "MM",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "MY",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "PH",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "SG",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "TH",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "VN",
-        "value": "Not Applicable"
-      }
-    ],
+    "electrification": [],
     "policyTypes": [
       {
         "sector": "Power",
diff --git a/src/data/transitionzero/TZ-REGI-2024.json b/src/data/transitionzero/TZ-REGI-2024.json
index 8e43e062..758567f7 100644
--- a/src/data/transitionzero/TZ-REGI-2024.json
+++ b/src/data/transitionzero/TZ-REGI-2024.json
@@ -245,63 +245,7 @@
         "value": "No information"
       }
     ],
-    "electrification": [
-      {
-        "sector": "Power",
-        "geography": "ASEAN",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "BN",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "ID",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "KH",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "LA",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "MM",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "MY",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "PH",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "SG",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "TH",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "VN",
-        "value": "Not Applicable"
-      }
-    ],
+    "electrification": [],
     "policyTypes": [
       {
         "sector": "Power",
diff --git a/src/data/un-sdsn-cw/SDSN-CW-BAS-SG-2024.json b/src/data/un-sdsn-cw/SDSN-CW-BAS-SG-2024.json
index 44314355..b2b19060 100644
--- a/src/data/un-sdsn-cw/SDSN-CW-BAS-SG-2024.json
+++ b/src/data/un-sdsn-cw/SDSN-CW-BAS-SG-2024.json
@@ -70,13 +70,7 @@
         "value": "No information"
       }
     ],
-    "electrification": [
-      {
-        "sector": "Power",
-        "geography": "SG",
-        "value": "No information"
-      }
-    ],
+    "electrification": [],
     "policyTypes": [
       {
         "sector": "Power",
diff --git a/src/data/un-sdsn-cw/SDSN-CW-BAU-SG-2024.json b/src/data/un-sdsn-cw/SDSN-CW-BAU-SG-2024.json
index c192d5d6..4f1f861a 100644
--- a/src/data/un-sdsn-cw/SDSN-CW-BAU-SG-2024.json
+++ b/src/data/un-sdsn-cw/SDSN-CW-BAU-SG-2024.json
@@ -71,13 +71,7 @@
         "value": "No information"
       }
     ],
-    "electrification": [
-      {
-        "sector": "Power",
-        "geography": "SG",
-        "value": "No information"
-      }
-    ],
+    "electrification": [],
     "policyTypes": [
       {
         "sector": "Power",
diff --git a/src/data/un-sdsn-cw/SDSN-CW-EP-LA-2025.json b/src/data/un-sdsn-cw/SDSN-CW-EP-LA-2025.json
index db68fda4..15a4300c 100644
--- a/src/data/un-sdsn-cw/SDSN-CW-EP-LA-2025.json
+++ b/src/data/un-sdsn-cw/SDSN-CW-EP-LA-2025.json
@@ -71,13 +71,7 @@
         "value": "No information"
       }
     ],
-    "electrification": [
-      {
-        "sector": "Power",
-        "geography": "LA",
-        "value": "Not Applicable"
-      }
-    ],
+    "electrification": [],
     "policyTypes": [
       {
         "sector": "Power",
diff --git a/src/data/un-sdsn-cw/SDSN-CW-EP-MY-2024.json b/src/data/un-sdsn-cw/SDSN-CW-EP-MY-2024.json
index 49f7a1a5..c83e8b76 100644
--- a/src/data/un-sdsn-cw/SDSN-CW-EP-MY-2024.json
+++ b/src/data/un-sdsn-cw/SDSN-CW-EP-MY-2024.json
@@ -115,11 +115,6 @@
         "sector": "across sectors",
         "geography": "MY",
         "value": "No information"
-      },
-      {
-        "sector": "Power",
-        "geography": "MY",
-        "value": "Not Applicable"
       }
     ],
     "policyTypes": [
diff --git a/src/data/un-sdsn-cw/SDSN-CW-EPP-MM-2025.json b/src/data/un-sdsn-cw/SDSN-CW-EPP-MM-2025.json
index d9c614fc..4263d060 100644
--- a/src/data/un-sdsn-cw/SDSN-CW-EPP-MM-2025.json
+++ b/src/data/un-sdsn-cw/SDSN-CW-EPP-MM-2025.json
@@ -83,13 +83,7 @@
         "value": "Significant increase"
       }
     ],
-    "electrification": [
-      {
-        "sector": "Power",
-        "geography": "MM",
-        "value": "Not Applicable"
-      }
-    ],
+    "electrification": [],
     "policyTypes": [
       {
         "sector": "Power",
diff --git a/src/data/un-sdsn-cw/SDSN-CW-EXT-TH-2024.json b/src/data/un-sdsn-cw/SDSN-CW-EXT-TH-2024.json
index 39a623e7..104abbf9 100644
--- a/src/data/un-sdsn-cw/SDSN-CW-EXT-TH-2024.json
+++ b/src/data/un-sdsn-cw/SDSN-CW-EXT-TH-2024.json
@@ -78,13 +78,7 @@
         "value": "No information"
       }
     ],
-    "electrification": [
-      {
-        "sector": "Power",
-        "geography": "TH",
-        "value": "Not Applicable"
-      }
-    ],
+    "electrification": [],
     "policyTypes": [
       {
         "sector": "Power",
diff --git a/src/data/un-sdsn-cw/SDSN-CW-HA1O-SG-2024.json b/src/data/un-sdsn-cw/SDSN-CW-HA1O-SG-2024.json
index 3a6b06ff..ee572cb2 100644
--- a/src/data/un-sdsn-cw/SDSN-CW-HA1O-SG-2024.json
+++ b/src/data/un-sdsn-cw/SDSN-CW-HA1O-SG-2024.json
@@ -81,13 +81,7 @@
         "value": "No information"
       }
     ],
-    "electrification": [
-      {
-        "sector": "Power",
-        "geography": "SG",
-        "value": "No information"
-      }
-    ],
+    "electrification": [],
     "policyTypes": [
       {
         "sector": "Power",
diff --git a/src/data/un-sdsn-cw/SDSN-CW-HA1S-SG-2024.json b/src/data/un-sdsn-cw/SDSN-CW-HA1S-SG-2024.json
index 27b4903a..f688bb9f 100644
--- a/src/data/un-sdsn-cw/SDSN-CW-HA1S-SG-2024.json
+++ b/src/data/un-sdsn-cw/SDSN-CW-HA1S-SG-2024.json
@@ -72,13 +72,7 @@
         "value": "No information"
       }
     ],
-    "electrification": [
-      {
-        "sector": "Power",
-        "geography": "SG",
-        "value": "No information"
-      }
-    ],
+    "electrification": [],
     "policyTypes": [
       {
         "sector": "Power",
diff --git a/src/data/un-sdsn-cw/SDSN-CW-HA2O-SG-2024.json b/src/data/un-sdsn-cw/SDSN-CW-HA2O-SG-2024.json
index 2dfa6a46..4a2d93ee 100644
--- a/src/data/un-sdsn-cw/SDSN-CW-HA2O-SG-2024.json
+++ b/src/data/un-sdsn-cw/SDSN-CW-HA2O-SG-2024.json
@@ -80,13 +80,7 @@
         "value": "No information"
       }
     ],
-    "electrification": [
-      {
-        "sector": "Power",
-        "geography": "SG",
-        "value": "No information"
-      }
-    ],
+    "electrification": [],
     "policyTypes": [
       {
         "sector": "Power",
diff --git a/src/data/un-sdsn-cw/SDSN-CW-HA2S-SG-2024.json b/src/data/un-sdsn-cw/SDSN-CW-HA2S-SG-2024.json
index 2ada2fd0..878367ce 100644
--- a/src/data/un-sdsn-cw/SDSN-CW-HA2S-SG-2024.json
+++ b/src/data/un-sdsn-cw/SDSN-CW-HA2S-SG-2024.json
@@ -80,13 +80,7 @@
         "value": "No information"
       }
     ],
-    "electrification": [
-      {
-        "sector": "Power",
-        "geography": "SG",
-        "value": "No information"
-      }
-    ],
+    "electrification": [],
     "policyTypes": [
       {
         "sector": "Power",
diff --git a/src/data/un-sdsn-cw/SDSN-CW-MAP-LA-2025.json b/src/data/un-sdsn-cw/SDSN-CW-MAP-LA-2025.json
index 47f19c27..7fbfeac5 100644
--- a/src/data/un-sdsn-cw/SDSN-CW-MAP-LA-2025.json
+++ b/src/data/un-sdsn-cw/SDSN-CW-MAP-LA-2025.json
@@ -72,13 +72,7 @@
         "value": "No information"
       }
     ],
-    "electrification": [
-      {
-        "sector": "Power",
-        "geography": "LA",
-        "value": "Not Applicable"
-      }
-    ],
+    "electrification": [],
     "policyTypes": [
       {
         "sector": "Power",
diff --git a/src/data/un-sdsn-cw/SDSN-CW-MAP-TH-2024.json b/src/data/un-sdsn-cw/SDSN-CW-MAP-TH-2024.json
index 5ea63509..1aaf3ad1 100644
--- a/src/data/un-sdsn-cw/SDSN-CW-MAP-TH-2024.json
+++ b/src/data/un-sdsn-cw/SDSN-CW-MAP-TH-2024.json
@@ -78,13 +78,7 @@
         "value": "No information"
       }
     ],
-    "electrification": [
-      {
-        "sector": "Power",
-        "geography": "TH",
-        "value": "Not Applicable"
-      }
-    ],
+    "electrification": [],
     "policyTypes": [
       {
         "sector": "Power",
diff --git a/src/data/un-sdsn-cw/SDSN-CW-MAP1-PH-2024.json b/src/data/un-sdsn-cw/SDSN-CW-MAP1-PH-2024.json
index 3d7e9cb7..e3fbdca3 100644
--- a/src/data/un-sdsn-cw/SDSN-CW-MAP1-PH-2024.json
+++ b/src/data/un-sdsn-cw/SDSN-CW-MAP1-PH-2024.json
@@ -104,11 +104,6 @@
         "sector": "across sectors",
         "geography": "PH",
         "value": "No information"
-      },
-      {
-        "sector": "Power",
-        "geography": "PH",
-        "value": "Not Applicable"
       }
     ],
     "policyTypes": [
diff --git a/src/data/un-sdsn-cw/SDSN-CW-MAP2-PH-2024.json b/src/data/un-sdsn-cw/SDSN-CW-MAP2-PH-2024.json
index 2ef2e7a0..d30af5e9 100644
--- a/src/data/un-sdsn-cw/SDSN-CW-MAP2-PH-2024.json
+++ b/src/data/un-sdsn-cw/SDSN-CW-MAP2-PH-2024.json
@@ -103,11 +103,6 @@
         "sector": "across sectors",
         "geography": "PH",
         "value": "No information"
-      },
-      {
-        "sector": "Power",
-        "geography": "PH",
-        "value": "Not Applicable"
       }
     ],
     "policyTypes": [
diff --git a/src/data/un-sdsn-cw/SDSN-CW-MAP3-PH-2024.json b/src/data/un-sdsn-cw/SDSN-CW-MAP3-PH-2024.json
index 3fcfb886..8d1cc5a7 100644
--- a/src/data/un-sdsn-cw/SDSN-CW-MAP3-PH-2024.json
+++ b/src/data/un-sdsn-cw/SDSN-CW-MAP3-PH-2024.json
@@ -103,11 +103,6 @@
         "sector": "across sectors",
         "geography": "PH",
         "value": "No information"
-      },
-      {
-        "sector": "Power",
-        "geography": "PH",
-        "value": "Not Applicable"
       }
     ],
     "policyTypes": [
diff --git a/src/data/un-sdsn-cw/SDSN-CW-MAP4-PH-2024.json b/src/data/un-sdsn-cw/SDSN-CW-MAP4-PH-2024.json
index 1e326a8d..bed2e908 100644
--- a/src/data/un-sdsn-cw/SDSN-CW-MAP4-PH-2024.json
+++ b/src/data/un-sdsn-cw/SDSN-CW-MAP4-PH-2024.json
@@ -102,11 +102,6 @@
         "sector": "across sectors",
         "geography": "PH",
         "value": "No information"
-      },
-      {
-        "sector": "Power",
-        "geography": "PH",
-        "value": "Not Applicable"
       }
     ],
     "policyTypes": [
diff --git a/src/data/un-sdsn-cw/SDSN-CW-NZE-TH-2024.json b/src/data/un-sdsn-cw/SDSN-CW-NZE-TH-2024.json
index 86868bb7..7def6d6c 100644
--- a/src/data/un-sdsn-cw/SDSN-CW-NZE-TH-2024.json
+++ b/src/data/un-sdsn-cw/SDSN-CW-NZE-TH-2024.json
@@ -78,13 +78,7 @@
         "value": "No information"
       }
     ],
-    "electrification": [
-      {
-        "sector": "Power",
-        "geography": "TH",
-        "value": "Not Applicable"
-      }
-    ],
+    "electrification": [],
     "policyTypes": [
       {
         "sector": "Power",
diff --git a/src/data/un-sdsn-cw/SDSN-CW-OEP-LA-2025.json b/src/data/un-sdsn-cw/SDSN-CW-OEP-LA-2025.json
index 442ea182..a6bc30d3 100644
--- a/src/data/un-sdsn-cw/SDSN-CW-OEP-LA-2025.json
+++ b/src/data/un-sdsn-cw/SDSN-CW-OEP-LA-2025.json
@@ -71,13 +71,7 @@
         "value": "No information"
       }
     ],
-    "electrification": [
-      {
-        "sector": "Power",
-        "geography": "LA",
-        "value": "Not Applicable"
-      }
-    ],
+    "electrification": [],
     "policyTypes": [
       {
         "sector": "Power",
diff --git a/src/data/un-sdsn-cw/SDSN-CW-OEP-MY-2024.json b/src/data/un-sdsn-cw/SDSN-CW-OEP-MY-2024.json
index d2ee8a4e..76d5ee0a 100644
--- a/src/data/un-sdsn-cw/SDSN-CW-OEP-MY-2024.json
+++ b/src/data/un-sdsn-cw/SDSN-CW-OEP-MY-2024.json
@@ -115,11 +115,6 @@
         "sector": "across sectors",
         "geography": "MY",
         "value": "No information"
-      },
-      {
-        "sector": "Power",
-        "geography": "MY",
-        "value": "Not Applicable"
       }
     ],
     "policyTypes": [
diff --git a/src/data/un-sdsn-cw/SDSN-CW-OEP-PH-2024.json b/src/data/un-sdsn-cw/SDSN-CW-OEP-PH-2024.json
index 36d2da49..657a664a 100644
--- a/src/data/un-sdsn-cw/SDSN-CW-OEP-PH-2024.json
+++ b/src/data/un-sdsn-cw/SDSN-CW-OEP-PH-2024.json
@@ -103,11 +103,6 @@
         "sector": "across sectors",
         "geography": "PH",
         "value": "No information"
-      },
-      {
-        "sector": "Power",
-        "geography": "PH",
-        "value": "Not Applicable"
       }
     ],
     "policyTypes": [
diff --git a/src/data/un-sdsn-cw/SDSN-CW-OEPP-MM-2025.json b/src/data/un-sdsn-cw/SDSN-CW-OEPP-MM-2025.json
index ae9c5f1b..8c72b699 100644
--- a/src/data/un-sdsn-cw/SDSN-CW-OEPP-MM-2025.json
+++ b/src/data/un-sdsn-cw/SDSN-CW-OEPP-MM-2025.json
@@ -90,13 +90,7 @@
         "value": "Significant increase"
       }
     ],
-    "electrification": [
-      {
-        "sector": "Power",
-        "geography": "MM",
-        "value": "Not Applicable"
-      }
-    ],
+    "electrification": [],
     "policyTypes": [
       {
         "sector": "Power",
diff --git a/src/data/un-sdsn-cw/SDSN-CW-OMAP-LA-2025.json b/src/data/un-sdsn-cw/SDSN-CW-OMAP-LA-2025.json
index fd705415..4b7ee277 100644
--- a/src/data/un-sdsn-cw/SDSN-CW-OMAP-LA-2025.json
+++ b/src/data/un-sdsn-cw/SDSN-CW-OMAP-LA-2025.json
@@ -72,13 +72,7 @@
         "value": "No information"
       }
     ],
-    "electrification": [
-      {
-        "sector": "Power",
-        "geography": "LA",
-        "value": "Not Applicable"
-      }
-    ],
+    "electrification": [],
     "policyTypes": [
       {
         "sector": "Power",
diff --git a/src/data/un-sdsn-cw/SDSN-CW-OMAP-MM-2025.json b/src/data/un-sdsn-cw/SDSN-CW-OMAP-MM-2025.json
index c1c8c8ac..0e65e1ac 100644
--- a/src/data/un-sdsn-cw/SDSN-CW-OMAP-MM-2025.json
+++ b/src/data/un-sdsn-cw/SDSN-CW-OMAP-MM-2025.json
@@ -91,13 +91,7 @@
         "value": "Significant increase"
       }
     ],
-    "electrification": [
-      {
-        "sector": "Power",
-        "geography": "MM",
-        "value": "Not Applicable"
-      }
-    ],
+    "electrification": [],
     "policyTypes": [
       {
         "sector": "Power",
diff --git a/src/data/un-sdsn-cw/SDSN-CW-OMAP-MY-2024.json b/src/data/un-sdsn-cw/SDSN-CW-OMAP-MY-2024.json
index 75ff9ad3..54e32104 100644
--- a/src/data/un-sdsn-cw/SDSN-CW-OMAP-MY-2024.json
+++ b/src/data/un-sdsn-cw/SDSN-CW-OMAP-MY-2024.json
@@ -114,11 +114,6 @@
         "sector": "across sectors",
         "geography": "MY",
         "value": "No information"
-      },
-      {
-        "sector": "Power",
-        "geography": "MY",
-        "value": "Not Applicable"
       }
     ],
     "policyTypes": [
diff --git a/src/data/un-sdsn-cw/SDSN-CW-SEP-PH-2024.json b/src/data/un-sdsn-cw/SDSN-CW-SEP-PH-2024.json
index ed9818b9..f76b66b2 100644
--- a/src/data/un-sdsn-cw/SDSN-CW-SEP-PH-2024.json
+++ b/src/data/un-sdsn-cw/SDSN-CW-SEP-PH-2024.json
@@ -103,11 +103,6 @@
         "sector": "across sectors",
         "geography": "PH",
         "value": "No information"
-      },
-      {
-        "sector": "Power",
-        "geography": "PH",
-        "value": "Not Applicable"
       }
     ],
     "policyTypes": [
diff --git a/src/data/uts-isf/UTS-ISF-OECM-2024.json b/src/data/uts-isf/UTS-ISF-OECM-2024.json
index 3f38f24a..bfc3f973 100644
--- a/src/data/uts-isf/UTS-ISF-OECM-2024.json
+++ b/src/data/uts-isf/UTS-ISF-OECM-2024.json
@@ -915,111 +915,6 @@
         "sector": "across sectors",
         "geography": "ZA",
         "value": "Significant increase"
-      },
-      {
-        "sector": "Power",
-        "geography": "Global",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "EU27",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "AR",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "AU",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "BR",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "CA",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "CN",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "DE",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "FR",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "GB",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "ID",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "IN",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "IT",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "JP",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "KR",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "MX",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "RU",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "SA",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "TR",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "US",
-        "value": "Not Applicable"
-      },
-      {
-        "sector": "Power",
-        "geography": "ZA",
-        "value": "Not Applicable"
       }
     ],
     "policyTypes": [
diff --git a/src/data/vn-erea-dea/EREA-DEA-GG-2024.json b/src/data/vn-erea-dea/EREA-DEA-GG-2024.json
index 9bb33ffb..95d142f9 100644
--- a/src/data/vn-erea-dea/EREA-DEA-GG-2024.json
+++ b/src/data/vn-erea-dea/EREA-DEA-GG-2024.json
@@ -170,11 +170,6 @@
         "geography": "VN",
         "value": "Not applicable at this scope level"
       },
-      {
-        "sector": "Power",
-        "geography": "VN",
-        "value": "Not Applicable"
-      },
       {
         "sector": "Steel",
         "geography": "VN",
diff --git a/src/data/vn-erea-dea/EREA-DEA-GT-2024.json b/src/data/vn-erea-dea/EREA-DEA-GT-2024.json
index 60b41f29..72af48db 100644
--- a/src/data/vn-erea-dea/EREA-DEA-GT-2024.json
+++ b/src/data/vn-erea-dea/EREA-DEA-GT-2024.json
@@ -171,11 +171,6 @@
         "geography": "VN",
         "value": "Not applicable at this scope level"
       },
-      {
-        "sector": "Power",
-        "geography": "VN",
-        "value": "Not Applicable"
-      },
       {
         "sector": "Steel",
         "geography": "VN",
diff --git a/src/data/vn-erea-dea/EREA-DEA-NZ-2024.json b/src/data/vn-erea-dea/EREA-DEA-NZ-2024.json
index 91cb5f49..75433490 100644
--- a/src/data/vn-erea-dea/EREA-DEA-NZ-2024.json
+++ b/src/data/vn-erea-dea/EREA-DEA-NZ-2024.json
@@ -171,11 +171,6 @@
         "geography": "VN",
         "value": "Not applicable at this scope level"
       },
-      {
-        "sector": "Power",
-        "geography": "VN",
-        "value": "Not Applicable"
-      },
       {
         "sector": "Steel",
         "geography": "VN",
diff --git a/src/data/vn-erea-dea/EREA-DEA-NZPLUS-2024.json b/src/data/vn-erea-dea/EREA-DEA-NZPLUS-2024.json
index 2d973479..092538ea 100644
--- a/src/data/vn-erea-dea/EREA-DEA-NZPLUS-2024.json
+++ b/src/data/vn-erea-dea/EREA-DEA-NZPLUS-2024.json
@@ -171,11 +171,6 @@
         "geography": "VN",
         "value": "Not applicable at this scope level"
       },
-      {
-        "sector": "Power",
-        "geography": "VN",
-        "value": "Not Applicable"
-      },
       {
         "sector": "Steel",
         "geography": "VN",
diff --git a/src/data/vn-erea-dea/EREA-DEA-VN-BASELINE-2024.json b/src/data/vn-erea-dea/EREA-DEA-VN-BASELINE-2024.json
index 8dcf9b0f..7e119ac7 100644
--- a/src/data/vn-erea-dea/EREA-DEA-VN-BASELINE-2024.json
+++ b/src/data/vn-erea-dea/EREA-DEA-VN-BASELINE-2024.json
@@ -169,11 +169,6 @@
         "geography": "VN",
         "value": "Not applicable at this scope level"
       },
-      {
-        "sector": "Power",
-        "geography": "VN",
-        "value": "Not Applicable"
-      },
       {
         "sector": "Steel",
         "geography": "VN",
diff --git a/src/pages/PathwayDetailPage.scope.test.tsx b/src/pages/PathwayDetailPage.scope.test.tsx
index 82a949de..86af2da8 100644
--- a/src/pages/PathwayDetailPage.scope.test.tsx
+++ b/src/pages/PathwayDetailPage.scope.test.tsx
@@ -1,5 +1,11 @@
 import { describe, it, expect, vi, afterEach } from "vitest";
-import { render, screen, fireEvent } from "@testing-library/react";
+import {
+  render,
+  screen,
+  fireEvent,
+  waitFor,
+  within,
+} from "@testing-library/react";
 import userEvent from "@testing-library/user-event";
 import { MemoryRouter, Route, Routes } from "react-router";
 
@@ -60,6 +66,14 @@ const fixtures = [
       energyDemand: [
         { sector: "Power", geography: "SG", value: "No information" },
       ],
+      // Never recorded for Power, which it cannot apply to: Power inherits it.
+      electrification: [
+        {
+          sector: "across sectors",
+          geography: "Global",
+          value: "Moderate increase",
+        },
+      ],
     },
     coreDrivers: {
       policies: "Carbon pricing sustained across the region.",
@@ -120,6 +134,44 @@ const fixtures = [
       ],
     },
   },
+  {
+    // Power only, like JETP-CIPP-2023: no across sectors row, so nothing for
+    // Electrification to inherit.
+    id: "detail-power-only",
+    name: { full: "Power-only Pathway", short: "PO" },
+    description: "Pathway blurb",
+    pathwayDescription: "The description prose.",
+    pathwayType: "Normative",
+    modelYearNetzero: 2050,
+    modelTempIncrease: 1.5,
+    publication: {
+      publisher: { full: "Publisher S", short: "PubS" },
+      title: { full: "Publication S", short: "PubTitleS" },
+      year: 2024,
+    },
+    sectors: [{ name: "Power", technologies: [] }],
+    metric: ["Capacity"],
+    geography: { country: ["SG"] },
+    keyFeatures: {
+      emissionsTrajectory: [
+        { sector: "Power", geography: "SG", value: "Significant decrease" },
+      ],
+    },
+    coreDrivers: {
+      policies: null,
+      emissionsTargets: null,
+      technologyCosts: null,
+      investmentChange: null,
+      macroeconomicDrivers: null,
+      behavioralShifts: null,
+      otherDrivers: null,
+    },
+    dependencies: [],
+    dataAvailability: {
+      overall: "Hosted as a single timeseries file.",
+      byMetric: [],
+    },
+  },
 ] as const;
 
 /*
@@ -181,6 +233,36 @@ const selectScope = async (name: string): Promise<void> => {
   await userEvent.click(screen.getByRole("button", { name }));
 };
 
+/** The key feature labelled `label`: its item in the group's list. */
+async function findFeature(label: string): Promise<HTMLElement> {
+  let item: HTMLElement = await screen.findByText(
+    label,
+    { selector: "p" },
+    WAIT,
+  );
+  while (
+    item.parentElement &&
+    !item.parentElement.classList.contains("space-y-4")
+  ) {
+    item = item.parentElement;
+  }
+  return item;
+}
+
+/** Open the tooltip on `trigger`'s focusable ancestor, and read it. */
+async function tooltipOf(trigger: HTMLElement): Promise<string | null> {
+  const focusable = trigger.closest("[tabindex]") as HTMLElement;
+  // Re-fired inside waitFor: TextWithTooltip attaches its listeners in an
+  // effect, and a focus that lands before them is dropped without a trace.
+  await waitFor(() => {
+    fireEvent.focus(focusable);
+    expect(screen.getByRole("tooltip")).toBeInTheDocument();
+  });
+  const content = screen.getByRole("tooltip").textContent;
+  fireEvent.blur(focusable);
+  return content;
+}
+
 describe("PathwayDetailPage — scope ribbon (#872)", () => {
   afterEach(() => {
     vi.resetModules();
@@ -430,4 +512,39 @@ describe("PathwayDetailPage — scope ribbon (#872)", () => {
     },
     TEST_TIMEOUT,
   );
+
+  it(
+    "says Electrification does not apply to Power, inheriting where it can",
+    async () => {
+      // Electrification is on the full panel only, not At a glance's subset.
+      await mountDetailPage("/pathway/detail-scope?tab=assumptions");
+      const electrification = await findFeature("Electrification");
+
+      // Opens on Power · Global, which inherits the across sectors value.
+      expect(electrification).toHaveTextContent("Moderate increase");
+      expect(
+        await tooltipOf(
+          within(electrification).getByText("Across sectors · Global"),
+        ),
+      ).toBe(
+        "Electrification does not apply to the Power sector; showing the" +
+          " closest broader scope this pathway reports.",
+      );
+    },
+    TEST_TIMEOUT,
+  );
+
+  it(
+    "shows Not applicable, not No information, when Power has nothing to inherit",
+    async () => {
+      await mountDetailPage("/pathway/detail-power-only?tab=assumptions");
+      const electrification = await findFeature("Electrification");
+
+      expect(electrification).not.toHaveTextContent("No information");
+      expect(
+        await tooltipOf(within(electrification).getByText("Not applicable")),
+      ).toBe("Electrification does not apply to the Power sector.");
+    },
+    TEST_TIMEOUT,
+  );
 });
diff --git a/src/schema/pathwayMetadata.v2.json b/src/schema/pathwayMetadata.v2.json
index 6bd4ca72..c6b3b1f0 100644
--- a/src/schema/pathwayMetadata.v2.json
+++ b/src/schema/pathwayMetadata.v2.json
@@ -216,7 +216,7 @@
           }
         },
         "electrification": {
-          "description": "Represents the extent to which energy end-uses transition from fossil fuels to electricity. Scoped: see keyFeatures.",
+          "description": "Represents the extent to which energy end-uses transition from fossil fuels to electricity. Scoped: see keyFeatures. Never recorded for the Power sector, which it cannot apply to (validateScopes enforces this).",
           "type": "array",
           "uniqueItems": true,
           "items": {
@@ -241,7 +241,6 @@
                   "Minor increase",
                   "Moderate increase",
                   "Significant increase",
-                  "Not Applicable",
                   "Not applicable at this scope level"
                 ]
               }
diff --git a/src/schema/pathwayMetadata.v2.test.ts b/src/schema/pathwayMetadata.v2.test.ts
index a617a588..fdf6c5f3 100644
--- a/src/schema/pathwayMetadata.v2.test.ts
+++ b/src/schema/pathwayMetadata.v2.test.ts
@@ -116,9 +116,6 @@ const WIDEST_ON_BOTH_AXES: ReadonlySet<string> = new Set([
  * reason. Listed rather than tolerated, so an unplanned addition still fails.
  */
 const DELIBERATE_ADDITIONS: Readonly<Record<string, readonly string[]>> = {
-  // A property of the sector (meaningless for Power), not of the row's scope,
-  // so it survives at every scope where the sentinel would not.
-  electrification: ["Not Applicable"],
   // Cookbook decision 0020.
   newTechnologiesIncluded: ["SMR"],
 };
diff --git a/src/types/pathwayMetadata.v2.d.ts b/src/types/pathwayMetadata.v2.d.ts
index 4747c183..8c26b098 100644
--- a/src/types/pathwayMetadata.v2.d.ts
+++ b/src/types/pathwayMetadata.v2.d.ts
@@ -315,7 +315,7 @@ export interface PathwayMetadataV2 {
         | "Significant increase";
     }[];
     /**
-     * Represents the extent to which energy end-uses transition from fossil fuels to electricity. Scoped: see keyFeatures.
+     * Represents the extent to which energy end-uses transition from fossil fuels to electricity. Scoped: see keyFeatures. Never recorded for the Power sector, which it cannot apply to (validateScopes enforces this).
      */
     electrification: {
       sector: ScopeSector3;
@@ -329,7 +329,6 @@ export interface PathwayMetadataV2 {
         | "Minor increase"
         | "Moderate increase"
         | "Significant increase"
-        | "Not Applicable"
         | "Not applicable at this scope level";
     }[];
     /**
diff --git a/src/utils/keyFeatureResolution.test.ts b/src/utils/keyFeatureResolution.test.ts
index 9389a8cd..f3203ce3 100644
--- a/src/utils/keyFeatureResolution.test.ts
+++ b/src/utils/keyFeatureResolution.test.ts
@@ -353,9 +353,8 @@ describe("resolveKeyFeature — edge cases", () => {
     });
   });
 
-  it("skips a Not Applicable cell and inherits across sectors, naming its sector", () => {
+  it("inherits Electrification of Power from across sectors, naming the sector", () => {
     const p = withEntries("electrification", [
-      e("Power", "TH", "Not Applicable"),
       e("across sectors", "TH", "Moderate increase"),
     ]);
     expect(resolveKeyFeature(p, "electrification", at("Power", "TH"))).toEqual({
@@ -368,20 +367,37 @@ describe("resolveKeyFeature — edge cases", () => {
     });
   });
 
-  it("is unavailable when nothing follows the Not Applicable cell", () => {
+  it.each(["Significant increase", "No information", "Not Applicable"])(
+    "never reads an Electrification of Power cell, even one saying %s",
+    (value) => {
+      // The validator rejects any value there; the resolver does not rely on it.
+      const p = withEntries("electrification", [
+        e("Power", "TH", value),
+        e("across sectors", "TH", "Moderate increase"),
+      ]);
+      expect(
+        resolveKeyFeature(p, "electrification", at("Power", "TH")),
+      ).toMatchObject({
+        status: "resolved",
+        value: "Moderate increase",
+        sourceScope: { sector: "across sectors", geography: "TH" },
+        notApplicableSector: "Power",
+      });
+    },
+  );
+
+  it("is unavailable but names the sector when nothing is across sectors", () => {
     // A Power-only pathway: no across sectors row to fall back to, for the
-    // ribbon's Power and for an empty sector alike.
-    const p = withEntries(
-      "electrification",
-      [e("Power", "SG", "Not Applicable")],
-      {
-        sectors: [{ name: "Power", technologies: [] }],
-        geography: { country: ["SG"] },
-      },
-    );
+    // ribbon's Power and for an empty sector alike. The sector is named so the
+    // page says "Not applicable" rather than "No information".
+    const p = withEntries("electrification", [], {
+      sectors: [{ name: "Power", technologies: [] }],
+      geography: { country: ["SG"] },
+    });
     const unavailable = {
       status: "unavailable",
       requestedScope: { sector: "Power", geography: "SG" },
+      notApplicableSector: "Power",
     };
     expect(resolveKeyFeature(p, "electrification", at("Power", "SG"))).toEqual(
       unavailable,
@@ -391,21 +407,16 @@ describe("resolveKeyFeature — edge cases", () => {
     );
   });
 
-  it("knows no forbidden pairs: what Power records is its answer", () => {
-    // Only the data's Not Applicable marks a pair as inapplicable; requiring it
-    // at Electrification × Power is the validator's job (PR 2). Until then an
-    // authored value there is shown, like the six SDSN Singapore files' No
-    // information.
-    const p = withEntries("electrification", [
-      e("Power", "TH", "No information"),
-      e("across sectors", "TH", "Moderate increase"),
-    ]);
-    expect(resolveKeyFeature(p, "electrification", at("Power", "TH"))).toEqual({
-      status: "resolved",
-      value: "No information",
-      sourceScope: { sector: "Power", geography: "TH" },
-      requestedScope: { sector: "Power", geography: "TH" },
-      isFallback: false,
+  it("names no sector when a field that applies there is unavailable", () => {
+    const p = withEntries("emissionsTrajectory", [], {
+      sectors: [{ name: "Power", technologies: [] }],
+      geography: { country: ["SG"] },
+    });
+    expect(
+      resolveKeyFeature(p, "emissionsTrajectory", at("Power", "SG")),
+    ).toEqual({
+      status: "unavailable",
+      requestedScope: { sector: "Power", geography: "SG" },
     });
   });
 
diff --git a/src/utils/keyFeatureResolution.ts b/src/utils/keyFeatureResolution.ts
index a8ca7840..656a5a19 100644
--- a/src/utils/keyFeatureResolution.ts
+++ b/src/utils/keyFeatureResolution.ts
@@ -27,8 +27,8 @@ import {
   containsCodes,
   declaredGeographyTokens,
   declaredTokenCodes,
+  isForbiddenKeyFeatureSector,
   isScopeLevelNotApplicable,
-  MEASURE_NOT_APPLICABLE,
   widestGeography,
   widestSector,
   type KeyFeatureKey,
@@ -51,9 +51,9 @@ export type ResolvedKeyFeature =
       /** The source differs from the request on either axis. */
       isFallback: boolean;
       /**
-       * Set when the walk skipped a `Not Applicable` cell (Electrification ×
-       * Power) before finding this value. Names that cell's sector, so the badge
-       * can say the feature does not apply there.
+       * Set when the field cannot apply to the requested sector (Electrification
+       * × Power), so that sector was left out of the walk and the value comes
+       * from across sectors instead. Names the skipped sector.
        */
       notApplicableSector?: string;
     }
@@ -61,7 +61,15 @@ export type ResolvedKeyFeature =
    * Nothing usable anywhere on the chain. Not the same as an authored
    * `No information`, which is the pathway's answer and resolves.
    */
-  | { status: "unavailable"; requestedScope: Scope };
+  | {
+      status: "unavailable";
+      requestedScope: Scope;
+      /**
+       * Set when the field cannot apply to the requested sector, so the absence
+       * is "does not apply", not "not recorded". Names that sector.
+       */
+      notApplicableSector?: string;
+    };
 
 type ResolvablePathway = Pick<
   PathwayMetadataType,
@@ -146,13 +154,15 @@ export function geographyChain(
  * else ends it, including an authored `No information`, `None` or `No new
  * technologies`: those are the pathway's answer, not an absence of one.
  *
- * A `Not Applicable` cell (Electrification × Power) is skipped the same way, and
- * the walk goes on to `across sectors`. Most pathways open on Power, so stopping
- * there would hide the pathway's electrification everywhere it is first seen;
- * inheriting the across-sectors value, badged and explained, shows it. A pathway
- * with nothing across sectors ends `unavailable`, as any exhausted chain does.
- * Malformed or non-array input degrades to "no entries", and so to
- * `unavailable`.
+ * A field that cannot apply to the requested sector (Electrification × Power,
+ * see `FORBIDDEN_KEY_FEATURE_SECTORS`) leaves that sector out of the walk
+ * without reading it, and goes on to `across sectors`. Most pathways open on
+ * Power, so answering "not applicable" there would hide the pathway's
+ * electrification everywhere it is first seen; inheriting the across-sectors
+ * value, badged and explained, shows it. A pathway with nothing across sectors
+ * ends `unavailable`, still naming the sector, so the page says the feature does
+ * not apply there rather than that nothing is recorded. Malformed or non-array
+ * input degrades to "no entries", and so to `unavailable`.
  */
 export function createKeyFeatureResolver(
   pathway: ResolvablePathway,
@@ -166,19 +176,25 @@ export function createKeyFeatureResolver(
   );
 
   return (field) => {
+    const notApplicable = isForbiddenKeyFeatureSector(
+      field,
+      requestedScope.sector,
+    );
+    const fieldSectors = notApplicable
+      ? sectors.filter((sector) => sector !== requestedScope.sector)
+      : sectors;
+    const notApplicableSector = notApplicable
+      ? { notApplicableSector: requestedScope.sector }
+      : {};
+
     const entries = asEntries(pathway.keyFeatures?.[field]);
-    let notApplicableSector: string | undefined;
-    for (const sector of sectors) {
+    for (const sector of fieldSectors) {
       for (const geography of geographies) {
         const entry = entries.find(
           (e) => e.sector === sector && e.geography === geography,
         );
         if (!entry || entry.value == null) continue;
         if (isScopeLevelNotApplicable(entry.value)) continue;
-        if (entry.value === MEASURE_NOT_APPLICABLE) {
-          notApplicableSector ??= sector;
-          continue;
-        }
         return {
           status: "resolved",
           value: entry.value,
@@ -187,12 +203,12 @@ export function createKeyFeatureResolver(
           isFallback:
             sector !== requestedScope.sector ||
             geography !== requestedScope.geography,
-          ...(notApplicableSector ? { notApplicableSector } : {}),
+          ...notApplicableSector,
         };
       }
     }
 
-    return { status: "unavailable", requestedScope };
+    return { status: "unavailable", requestedScope, ...notApplicableSector };
   };
 }
 
diff --git a/src/utils/keyFeatureRules.test.ts b/src/utils/keyFeatureRules.test.ts
index 55f995b8..74fd96a2 100644
--- a/src/utils/keyFeatureRules.test.ts
+++ b/src/utils/keyFeatureRules.test.ts
@@ -6,6 +6,7 @@ import {
   containsCodes,
   declaredGeographyTokens,
   declaredTokenCodes,
+  isForbiddenKeyFeatureSector,
   isScopeLevelNotApplicable,
   widestGeography,
   widestSector,
@@ -286,3 +287,24 @@ describe("isScopeLevelNotApplicable", () => {
     expect(isScopeLevelNotApplicable(undefined)).toBe(false);
   });
 });
+
+describe("isForbiddenKeyFeatureSector", () => {
+  it("forbids Electrification of Power", () => {
+    expect(isForbiddenKeyFeatureSector("electrification", "Power")).toBe(true);
+  });
+
+  it("allows Electrification of other sectors, including across sectors", () => {
+    expect(isForbiddenKeyFeatureSector("electrification", "Buildings")).toBe(
+      false,
+    );
+    expect(isForbiddenKeyFeatureSector("electrification", ACROSS_SECTORS)).toBe(
+      false,
+    );
+  });
+
+  it("allows every other field for Power", () => {
+    expect(isForbiddenKeyFeatureSector("emissionsTrajectory", "Power")).toBe(
+      false,
+    );
+  });
+});
diff --git a/src/utils/keyFeatureRules.ts b/src/utils/keyFeatureRules.ts
index d1f3e52c..97e118ae 100644
--- a/src/utils/keyFeatureRules.ts
+++ b/src/utils/keyFeatureRules.ts
@@ -1,7 +1,7 @@
 /**
  * The rules for reading scoped keyFeatures that the app and the validator must
  * agree on (#869, cookbook decision 0023): the scope sentinels, the
- * Electrification × Power exclusion, the scope-level sentinel value, which
+ * forbidden field × sector combinations, the scope-level sentinel value, which
  * countries a pathway's own geography token covers, and a pathway's widest scope
  * on each axis.
  *
@@ -41,17 +41,29 @@ export const ACROSS_REGIONS = "across regions";
 export const SCOPE_LEVEL_NOT_APPLICABLE = "Not applicable at this scope level";
 
 /**
- * The measure for a field that cannot apply to a sector at all — Electrification
- * of the Power sector, since power already is electricity. Distinct from
+ * Field × sector combinations that cannot apply by definition: power cannot be
+ * electrified, because it already is electricity. Distinct from
  * {@link SCOPE_LEVEL_NOT_APPLICABLE}, which is about where a value is recorded
  * rather than whether one can exist.
  *
- * The resolver treats it like that sentinel: not an answer, so it skips the cell
- * and falls back to `across sectors`. Which (field, sector) pairs must carry it,
- * and that it appears nowhere else, is the validator's rule (PR 2), so the
- * resolver needs no list of them.
+ * A forbidden combination carries no value at all — not a marker, not
+ * `No information` — so nothing in the data says it is forbidden; this list is
+ * the one place that does. The validator rejects any entry at one, and the
+ * resolver drops the sector from the chain without reading it, so the page can
+ * say the feature does not apply rather than that nothing is recorded.
  */
-export const MEASURE_NOT_APPLICABLE = "Not Applicable";
+export const FORBIDDEN_KEY_FEATURE_SECTORS: Readonly<
+  Partial<Record<KeyFeatureKey, readonly string[]>>
+> = {
+  electrification: ["Power"],
+};
+
+export function isForbiddenKeyFeatureSector(
+  field: KeyFeatureKey,
+  sector: string,
+): boolean {
+  return FORBIDDEN_KEY_FEATURE_SECTORS[field]?.includes(sector) ?? false;
+}
 
 /**
  * Is this cell the scope-level sentinel? True for the scalar, and for any array
diff --git a/src/utils/scopeAvailability.test.ts b/src/utils/scopeAvailability.test.ts
index 66da6861..574ebed1 100644
--- a/src/utils/scopeAvailability.test.ts
+++ b/src/utils/scopeAvailability.test.ts
@@ -93,7 +93,6 @@ describe("scopeAvailability", () => {
       const av = scopeAvailability(
         withKeyFeatures(
           entry("Steel", "TH", "Not applicable at this scope level"),
-          entry("Power", "VN", "Not Applicable"),
           entry("Cement", "ID", "No information"),
           entry("Rail", "MY", ["No information"]),
           entry("Aviation", "PH", ["Not applicable at this scope level"]),
@@ -102,14 +101,32 @@ describe("scopeAvailability", () => {
         { keyFeatures: true },
       );
 
-      for (const sector of ["Steel", "Power", "Cement", "Rail", "Aviation"]) {
+      for (const sector of ["Steel", "Cement", "Rail", "Aviation"]) {
         expect(av.hasSector(sector)).toBe(false);
       }
-      for (const geography of ["TH", "VN", "ID", "MY", "PH"]) {
+      for (const geography of ["TH", "ID", "MY", "PH"]) {
         expect(av.hasGeography(geography)).toBe(false);
       }
     });
 
+    it("ignore a forbidden field × sector, whatever it holds", () => {
+      // The resolver never reads Electrification of Power, so a value there
+      // would make Power selectable with nothing new to show.
+      const av = scopeAvailability(
+        {
+          dependencies: [],
+          keyFeatures: {
+            electrification: [entry("Power", "VN", "Significant increase")],
+          },
+        } as unknown as PathwayMetadataType,
+        [],
+        { keyFeatures: true },
+      );
+
+      expect(av.hasSector("Power")).toBe(false);
+      expect(av.hasGeography("VN")).toBe(false);
+    });
+
     it("count an array value with anything besides No information", () => {
       const av = scopeAvailability(
         withKeyFeatures(entry("Steel", "TH", ["No information", "CCUS"])),
diff --git a/src/utils/scopeAvailability.ts b/src/utils/scopeAvailability.ts
index f56a74cc..f60602ab 100644
--- a/src/utils/scopeAvailability.ts
+++ b/src/utils/scopeAvailability.ts
@@ -1,8 +1,9 @@
 import type { PathwayMetadataType } from "../types";
 import { asEntries } from "./keyFeatureScope";
 import {
-  MEASURE_NOT_APPLICABLE,
+  isForbiddenKeyFeatureSector,
   isScopeLevelNotApplicable,
+  type KeyFeatureKey,
 } from "./keyFeatureRules";
 import { pathwayToolAvailability } from "./timeseriesAvailability";
 
@@ -23,14 +24,12 @@ export const ALL_AVAILABLE: ScopeAvailability = {
 };
 
 /**
- * Does a key-feature value say something about its scope? Not the two
- * not-applicable markers, which the resolver skips, and not "No information":
- * a token whose only values are "No information" would show nothing new when
- * selected.
+ * Does a key-feature value say something about its scope? Not the scope-level
+ * marker, which the resolver skips, and not "No information": a token whose
+ * only values are "No information" would show nothing new when selected.
  */
 function isInformative(value: unknown): boolean {
   if (value == null || isScopeLevelNotApplicable(value)) return false;
-  if (value === MEASURE_NOT_APPLICABLE) return false;
   const values = Array.isArray(value) ? value : [value];
   return values.some((v) => v !== "No information");
 }
@@ -41,8 +40,11 @@ function keyFeatureScopes(
 ): { sectors: Set<string>; geographies: Set<string> } {
   const sectors = new Set<string>();
   const geographies = new Set<string>();
-  for (const field of Object.values(keyFeatures ?? {})) {
-    for (const entry of asEntries(field)) {
+  for (const [field, value] of Object.entries(keyFeatures ?? {})) {
+    for (const entry of asEntries(value)) {
+      // The resolver never reads a forbidden sector, whatever it holds.
+      if (isForbiddenKeyFeatureSector(field as KeyFeatureKey, entry.sector))
+        continue;
       if (!isInformative(entry.value)) continue;
       sectors.add(entry.sector);
       geographies.add(entry.geography);
diff --git a/src/utils/validateScopes.test.ts b/src/utils/validateScopes.test.ts
index 9218278a..588e4ff2 100644
--- a/src/utils/validateScopes.test.ts
+++ b/src/utils/validateScopes.test.ts
@@ -237,6 +237,43 @@ describe("validateScopedEntries — reporting", () => {
   });
 });
 
+describe("validateScopedEntries — forbidden field × sector", () => {
+  const electrification = (sector: string, value: string) =>
+    validateScopedEntries(
+      pathway({
+        keyFeatures: {
+          electrification: [{ sector, geography: "SG", value }],
+        } as unknown as PathwayMetadataV2["keyFeatures"],
+      }),
+    );
+
+  it.each(["Not Applicable", "No information", "Moderate increase"])(
+    "rejects Electrification of Power holding %s",
+    (value) => {
+      const errors = electrification("Power", value);
+      expect(errors).toHaveLength(1);
+      expect(errors[0]).toContain("/keyFeatures/electrification/0 ");
+      expect(errors[0]).toContain("Leave the entry out");
+    },
+  );
+
+  it("accepts Electrification of another sector, and across sectors", () => {
+    expect(electrification("Steel", "Moderate increase")).toEqual([]);
+    expect(electrification("across sectors", "Moderate increase")).toEqual([]);
+  });
+
+  it("accepts other fields for Power", () => {
+    const errors = validateScopedEntries(
+      pathway({
+        keyFeatures: {
+          emissionsTrajectory: [entry("Power", "SG")],
+        } as unknown as PathwayMetadataV2["keyFeatures"],
+      }),
+    );
+    expect(errors).toEqual([]);
+  });
+});
+
 describe("validateScopedEntries — one value per scope", () => {
   const dup = (geography: string, value: string) => ({
     sector: "Power",
diff --git a/src/utils/validateScopes.ts b/src/utils/validateScopes.ts
index 2d5e8803..ac96d8b5 100644
--- a/src/utils/validateScopes.ts
+++ b/src/utils/validateScopes.ts
@@ -18,6 +18,13 @@
  * compares whole entries, so two at the same (sector, geography) with different
  * values are "unique" to the schema while being contradictory as data.
  *
+ * It also rejects any entry at a field × sector that cannot apply
+ * (`FORBIDDEN_KEY_FEATURE_SECTORS` in `keyFeatureRules.ts`, today Electrification
+ * × Power). Such a pair carries no value at all. Unlike the rules around it,
+ * this one reads only the entry's own `sector`, so draft-07 could express it per
+ * item; it lives here so that the validator, the importer and the page all read
+ * the one declaration in `keyFeatureRules.ts` rather than a copy in the schema.
+ *
  * It also enforces #461 -- that a technology belongs to the sector it is attached
  * to. #461 suggests mirroring the `if`/`then` sector conditional in
  * `pathwayTimeseries.v1.json`, but that keyword pair defeats
@@ -50,6 +57,10 @@ import {
   technologyBelongsToSector,
   UNSEGMENTED,
 } from "./timeseriesTaxonomy.ts";
+import {
+  isForbiddenKeyFeatureSector,
+  type KeyFeatureKey,
+} from "./keyFeatureRules.ts";
 
 /** `$id` of the schema these checks apply to. */
 export const PATHWAY_METADATA_V2_ID =
@@ -255,6 +266,17 @@ export function validateScopedEntries(pathway: PathwayMetadataV2): string[] {
         );
       }
 
+      // A field that cannot apply to a sector (Electrification × Power) has no
+      // value there at all. Not "Not Applicable" and not "No information": the
+      // resolver never reads the cell, and the page says the feature does not
+      // apply, so any value would be authored and then silently ignored.
+      if (isForbiddenKeyFeatureSector(field as KeyFeatureKey, entry.sector)) {
+        errors.push(
+          `${at} is ${field} for the ${entry.sector} sector, which it cannot` +
+            ` apply to. Leave the entry out: no value, not even "No information".`,
+        );
+      }
+
       // One scope, one value. The schema's `uniqueItems` only rejects entries
       // that are identical including their value, so two entries at the same
       // (sector, geography) carrying *different* values validate cleanly -- and
diff --git a/testdata/valid/pathwayMetadata_v2_full.json b/testdata/valid/pathwayMetadata_v2_full.json
index fbae549f..92f7d58a 100644
--- a/testdata/valid/pathwayMetadata_v2_full.json
+++ b/testdata/valid/pathwayMetadata_v2_full.json
@@ -109,7 +109,7 @@
         "value": "Significant increase"
       },
       {
-        "sector": "Power",
+        "sector": "Steel",
         "geography": "SG",
         "value": "Moderate increase"
       }