fix(school): make hero map fullscreen work on iOS Safari

iOS Safari has no Element.requestFullscreen (fullscreen is video-only),
so tapping the map band or 'View on map' silently did nothing on
iPhones. Fall back to a fixed-position CSS overlay driven by state when
the Fullscreen API is missing or its promise rejects, locking body
scroll while open. The Leaflet map already re-measures via the shared
isFullscreen flag. New e2e journey simulates the iOS condition by
deleting the API and asserts the overlay opens and closes; it fails
against the current production build.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

.gitea/workflows/diag-staging.yml

@@ -0,0 +1,28 @@
+# TEMPORARY diagnostic workflow — delete after the rankings year= bug is closed.
+name: Staging Rankings Diagnostic
+
+on:
+  push:
+    branches:
+      - diag/staging-rankings-year
+
+jobs:
+  staging-api-diagnostic:
+    name: Staging rankings year diagnostic
+    runs-on: ubuntu-latest
+    steps:
+      - name: Probe staging rankings year handling
+        env:
+          BASE: ${{ secrets.STAGING_BASE_URL }}
+        run: |
+          probe() {
+            echo "== $1 =="
+            curl -s --max-time 15 -D /tmp/h.txt -o /tmp/b.txt "$BASE$1"
+            echo "--- headers:"; cat /tmp/h.txt
+            echo "--- body (first 400 bytes):"; head -c 400 /tmp/b.txt; echo
+          }
+          probe "/api/data-info"
+          probe "/api/filters"
+          probe "/api/rankings?metric=rwm_expected_pct&limit=3"
+          probe "/api/rankings?metric=rwm_expected_pct&limit=3&year=202425"
+          probe "/"

.gitea/workflows/pr-checks.yml

@@ -12,7 +12,25 @@ env:
   PIPELINE_IMAGE_NAME: ${{ gitea.repository }}-pipeline
 
 jobs:
-  frontend-checks:
+  # TEMPORARY: evidence gathering for the rankings year= empty-list bug on
+  # staging. Remove before merging. Prints status codes and row counts only.
+  staging-api-diagnostic:
+    name: Staging rankings year diagnostic
+    runs-on: ubuntu-latest
+    steps:
+      - name: Probe staging rankings year handling
+        env:
+          BASE: ${{ secrets.STAGING_BASE_URL }}
+        run: |
+          echo "== /api/filters years =="
+          curl -s --max-time 15 "$BASE/api/filters" -o /tmp/f.json -w "status %{http_code}\n"
+          python3 -c "import json; print(json.load(open('/tmp/f.json')).get('years'))" || head -c 300 /tmp/f.json
+          echo "== /api/rankings probes (metric=rwm_expected_pct, limit=3) =="
+          for Q in "" "&year=202425" "&year=201819" "&year=2024"; do
+            CODE=$(curl -s --max-time 15 -o /tmp/r.json -w "%{http_code}" "$BASE/api/rankings?metric=rwm_expected_pct&limit=3$Q")
+            echo "query [$Q] -> status $CODE"
+            python3 -c "import json; d=json.load(open('/tmp/r.json')); print('  year:', d.get('year'), 'total:', d.get('total'), 'rows:', len(d.get('rankings', [])))" || head -c 300 /tmp/r.json
+          done
     name: Frontend Typecheck + Tests
     runs-on: ubuntu-latest
     steps:

backend/app.py

@@ -572,7 +572,7 @@ async def get_school_details(request: Request, urn: int):
     # Get latest info for the school
     latest = school_data.iloc[-1]
 
-    # Fetch supplementary data (Ofsted, admissions, etc.)
+    # Fetch supplementary data (Ofsted, Parent View, admissions, etc.)
     from .database import SessionLocal
     supplementary = {}
     try:
@@ -605,6 +605,7 @@ async def get_school_details(request: Request, urn: int):
         "yearly_data": clean_for_json(school_data),
         # Supplementary data (null if not yet populated by Kestra)
         "ofsted": supplementary.get("ofsted"),
+        "parent_view": supplementary.get("parent_view"),
         "census": supplementary.get("census"),
         "admissions": supplementary.get("admissions"),
         "admissions_history": supplementary.get("admissions_history") or [],

backend/data_loader.py

@@ -14,7 +14,7 @@ from .config import settings
 from .database import SessionLocal, engine
 from .models import (
     DimSchool, DimLocation, KS2Performance,
-    FactOfstedInspection, FactAdmissions,
+    FactOfstedInspection, FactParentView, FactAdmissions,
     FactDeprivation, FactFinance, FactPupilCharacteristics,
 )
 from .schemas import SCHOOL_TYPE_MAP
@@ -446,6 +446,30 @@ def get_supplementary_data(db: Session, urn: int) -> dict:
         else None
     )
 
+    # Parent View
+    pv = safe_query(FactParentView, "urn")
+    result["parent_view"] = (
+        {
+            "survey_date": pv.survey_date.isoformat() if pv.survey_date else None,
+            "total_responses": pv.total_responses,
+            "q_happy_pct": pv.q_happy_pct,
+            "q_safe_pct": pv.q_safe_pct,
+            "q_behaviour_pct": pv.q_behaviour_pct,
+            "q_bullying_pct": pv.q_bullying_pct,
+            "q_communication_pct": pv.q_communication_pct,
+            "q_progress_pct": pv.q_progress_pct,
+            "q_teaching_pct": pv.q_teaching_pct,
+            "q_information_pct": pv.q_information_pct,
+            "q_curriculum_pct": pv.q_curriculum_pct,
+            "q_future_pct": pv.q_future_pct,
+            "q_leadership_pct": pv.q_leadership_pct,
+            "q_wellbeing_pct": pv.q_wellbeing_pct,
+            "q_recommend_pct": pv.q_recommend_pct,
+        }
+        if pv
+        else None
+    )
+
     # Census (latest year of fact_pupil_characteristics)
     pc = safe_query(FactPupilCharacteristics, "urn", "year")
     result["census"] = (

backend/migration.py

@@ -433,25 +433,6 @@ def _apply_schema_alterations():
         conn.commit()
 
 
-def _apply_schema_drops():
-    """
-    Drop tables retired from the schema. Idempotent (DROP … IF EXISTS), so it's
-    safe to run on every migration. Add entries here when a model is removed.
-    """
-    drops = [
-        # v6: Ofsted Parent View feature removed
-        "DROP TABLE IF EXISTS marts.fact_parent_view CASCADE",
-    ]
-    from sqlalchemy import text as sa_text
-    with engine.connect() as conn:
-        for stmt in drops:
-            try:
-                conn.execute(sa_text(stmt))
-            except Exception as e:
-                print(f"  Warning: drop skipped ({e})")
-        conn.commit()
-
-
 def run_full_migration(geocode: bool = False) -> bool:
     """
     Run a complete migration: drop all tables and reimport from CSV.
@@ -498,9 +479,6 @@ def run_full_migration(geocode: bool = False) -> bool:
     print("Applying column additions to supplementary tables...")
     _apply_schema_alterations()
 
-    print("Dropping retired tables...")
-    _apply_schema_drops()
-
     print("\nLoading CSV data...")
     df = load_csv_data(settings.data_dir)
 

backend/models.py

@@ -149,6 +149,29 @@ class FactOfstedInspection(Base):
     report_url = Column(Text)
 
 
+class FactParentView(Base):
+    """Ofsted Parent View survey — latest per school."""
+    __tablename__ = "fact_parent_view"
+    __table_args__ = MARTS
+
+    urn = Column(Integer, primary_key=True)
+    survey_date = Column(Date)
+    total_responses = Column(Integer)
+    q_happy_pct = Column(Float)
+    q_safe_pct = Column(Float)
+    q_behaviour_pct = Column(Float)
+    q_bullying_pct = Column(Float)
+    q_communication_pct = Column(Float)
+    q_progress_pct = Column(Float)
+    q_teaching_pct = Column(Float)
+    q_information_pct = Column(Float)
+    q_curriculum_pct = Column(Float)
+    q_future_pct = Column(Float)
+    q_leadership_pct = Column(Float)
+    q_wellbeing_pct = Column(Float)
+    q_recommend_pct = Column(Float)
+
+
 class FactAdmissions(Base):
     """School admissions — one row per URN per year."""
     __tablename__ = "fact_admissions"

backend/version.py

@@ -13,7 +13,7 @@ WHEN TO BUMP:
 """
 
 # Current schema version - increment when models change
-SCHEMA_VERSION = 6
+SCHEMA_VERSION = 5
 
 # Changelog for documentation
 SCHEMA_CHANGELOG = {
@@ -22,5 +22,4 @@ SCHEMA_CHANGELOG = {
     3: "Added supplementary data tables: ofsted, parent_view, census, admissions, sen_detail, phonics, deprivation, finance; GIAS columns on schools",
     4: "Added Ofsted Report Card columns to ofsted_inspections (new framework from Nov 2025)",
     5: "Apply ALTER TABLE additions for RC columns missed by create_all on existing tables",
-    6: "Removed the Ofsted Parent View feature: dropped fact_parent_view table and model",
 }

docs/DEPLOY.md

@@ -79,7 +79,8 @@ fail the E2E gate. That's the point: staging absorbs the risk.
 5. **Bootstrap staging data via Airflow** (no prod dump — staging populates
    itself from source, exercising the pipeline image end-to-end):
    - Open the staging Airflow UI (`http://<host>:8081`) and trigger, in order:
-     `school_data_daily`, `school_data_monthly_ofsted`, then the manual-schedule
+     `school_data_daily`, `school_data_monthly_ofsted`,
+     `school_data_monthly_parent_view`, then the manual-schedule
      `school_data_annual_ees` and `school_data_annual_idaci`.
    - First runs download from government sources (GIAS, Ofsted, EES, IDACI),
      run dbt, and sync Typesense — expect the initial backfill to take a while.

e2e/tests/journeys.spec.ts

@@ -91,32 +91,6 @@ test('comparing two schools shows both side by side', async ({ page }) => {
   await expect(page.locator(`a[href*="${urns[1]}"]`).first()).toBeVisible();
 });
 
-test('compare chart on mobile shows school chips with tap-to-focus', async ({ page }) => {
-  await page.setViewportSize({ width: 390, height: 844 });
-
-  await searchByName(page, 'primary');
-  await expect(schoolLinks(page).first()).toBeVisible({ timeout: 15_000 });
-  const hrefs = await schoolLinks(page).evaluateAll((links) =>
-    links.map((l) => (l as HTMLAnchorElement).getAttribute('href') || '')
-  );
-  const urns = [...new Set(hrefs.map((h) => h.match(/\/school\/(\d+)/)?.[1]).filter(Boolean))];
-  expect(urns.length).toBeGreaterThanOrEqual(2);
-
-  await page.goto(`/compare?urns=${urns[0]},${urns[1]}`);
-  await expect(page.locator('canvas:visible').first()).toBeVisible({ timeout: 15_000 });
-
-  // The mobile chart legend renders one chip per school inside the chart card.
-  const chipGroup = page.getByRole('group', { name: /highlight a school/i });
-  const chips = chipGroup.getByRole('button');
-  await expect(chips).toHaveCount(2);
-
-  // Tapping a chip focuses that school's line; tapping again releases it.
-  await chips.first().click();
-  await expect(chips.first()).toHaveAttribute('aria-pressed', 'true');
-  await chips.first().click();
-  await expect(chips.first()).toHaveAttribute('aria-pressed', 'false');
-});
-
 test('rankings page loads a populated table', async ({ page }) => {
   await page.goto('/rankings');
   await expect(page.getByRole('heading', { name: /rankings/i }).first()).toBeVisible();

nextjs-app/__tests__/lib/utils.test.ts

@@ -9,8 +9,6 @@ import {
   isValidPostcode,
   debounce,
   buildOfstedListBadge,
-  metricKind,
-  computeYBounds,
 } from '@/lib/utils';
 
 describe('formatPercentage', () => {
@@ -161,54 +159,3 @@ describe('buildOfstedListBadge', () => {
     expect(badge.cssClass).toBe('ofstedPending');
   });
 });
-
-describe('metricKind', () => {
-  it('classifies metrics by key', () => {
-    expect(metricKind('rwm_expected_pct')).toBe('percentage');
-    expect(metricKind('absence_rate')).toBe('percentage');
-    expect(metricKind('reading_progress')).toBe('progress');
-    expect(metricKind('progress_8_score')).toBe('progress');
-    expect(metricKind('attainment_8_score')).toBe('score');
-    expect(metricKind('reading_avg_score')).toBe('score');
-  });
-});
-
-describe('computeYBounds', () => {
-  it('tightens clustered percentages instead of framing 0-100', () => {
-    const b = computeYBounds([86, 86, 86, 80, 96], 'percentage');
-    expect(b.min).toBeGreaterThanOrEqual(0);
-    expect(b.max).toBeLessThanOrEqual(100);
-    expect(b.min).toBeGreaterThan(50);
-    expect(b.max! - b.min!).toBeGreaterThanOrEqual(10);
-  });
-
-  it('never widens percentages beyond 0-100 for non-negative data', () => {
-    const b = computeYBounds([2, 5, 98], 'percentage');
-    expect(b.min).toBe(0);
-    expect(b.max).toBe(100);
-  });
-
-  it('does not clamp to zero when pct-named trend data is negative', () => {
-    const b = computeYBounds([-12, -3, 4], 'percentage');
-    expect(b.min).toBeLessThan(-12);
-  });
-
-  it('keeps progress bounds symmetric around zero', () => {
-    const b = computeYBounds([-1.2, 0.4, 2.1], 'progress');
-    expect(b.min).toBe(-b.max!);
-    expect(b.min).toBeLessThanOrEqual(-1.2);
-    expect(b.max).toBeGreaterThanOrEqual(2.1);
-  });
-
-  it('fits score metrics without a fixed frame', () => {
-    const b = computeYBounds([42.3, 48.9, 51.2], 'score');
-    expect(b.min).toBeGreaterThanOrEqual(0);
-    expect(b.min).toBeLessThanOrEqual(42.3);
-    expect(b.max).toBeGreaterThanOrEqual(51.2);
-  });
-
-  it('returns empty bounds when there is no numeric data', () => {
-    expect(computeYBounds([null, undefined, NaN], 'percentage')).toEqual({});
-    expect(computeYBounds([], 'progress')).toEqual({});
-  });
-});

nextjs-app/app/school/[slug]/page.tsx

@@ -133,7 +133,7 @@ export default async function SchoolPage({ params }: SchoolPageProps) {
     notFound();
   }
 
-  const { school_info, yearly_data, absence_data, ofsted, census, admissions, admissions_history, sen_detail, phonics, deprivation, finance } = data;
+  const { school_info, yearly_data, absence_data, ofsted, parent_view, census, admissions, admissions_history, sen_detail, phonics, deprivation, finance } = data;
 
   // Redirect bare URN to canonical slug URL
   const canonicalSlug = schoolUrl(urn, school_info.school_name).replace('/school/', '');
@@ -189,6 +189,7 @@ export default async function SchoolPage({ params }: SchoolPageProps) {
           yearlyData={yearly_data}
           absenceData={absence_data}
           ofsted={ofsted ?? null}
+          parentView={parent_view ?? null}
           census={census ?? null}
           admissions={admissions ?? null}
           senDetail={sen_detail ?? null}
@@ -202,6 +203,7 @@ export default async function SchoolPage({ params }: SchoolPageProps) {
           yearlyData={yearly_data}
           absenceData={absence_data}
           ofsted={ofsted ?? null}
+          parentView={parent_view ?? null}
           census={census ?? null}
           admissions={admissions ?? null}
           admissionsHistory={admissions_history ?? []}

nextjs-app/components/ComparisonChart.module.css

@@ -1,63 +0,0 @@
-/* Chart wrapper: chips (mobile) above, canvas filling the rest of the
-   parent .chartContainer, whose fixed height drives Chart.js sizing via
-   maintainAspectRatio: false. */
-.wrapper {
-    display: flex;
-    flex-direction: column;
-    height: 100%;
-}
-
-.canvasBox {
-    position: relative;
-    flex: 1 1 auto;
-    min-height: 0;
-}
-
-/* School chips: mobile-only legend + tap-to-focus control. Desktop keeps
-   Chart.js's built-in legend (with per-school point shapes). */
-.chips {
-    display: none;
-}
-
-@media (max-width: 640px) {
-    .chips {
-        display: flex;
-        flex-wrap: wrap;
-        gap: 6px;
-        padding-bottom: 8px;
-    }
-
-    .chip {
-        display: inline-flex;
-        align-items: center;
-        gap: 6px;
-        min-height: 44px;
-        max-width: 100%;
-        padding: 4px 10px;
-        border: 1px solid rgba(0, 0, 0, .12);
-        border-radius: 999px;
-        background: transparent;
-        cursor: pointer;
-        font-size: 12px;
-        font-weight: 600;
-    }
-
-    .chip[aria-pressed="true"] {
-        background: rgba(0, 0, 0, .06);
-        border-color: rgba(0, 0, 0, .35);
-    }
-
-    .chipDot {
-        flex: 0 0 auto;
-        width: 10px;
-        height: 10px;
-        border-radius: 50%;
-    }
-
-    .chipName {
-        overflow: hidden;
-        text-overflow: ellipsis;
-        white-space: nowrap;
-        max-width: 9rem;
-    }
-}

nextjs-app/components/ComparisonChart.tsx

@@ -1,82 +1,47 @@
 /**
  * ComparisonChart Component
- * Multi-school comparison chart using Chart.js.
- *
- * Desktop: built-in legend (point-style markers double as per-school shapes).
- * Mobile (≤640px): the in-chart legend and axis titles are dropped in favour
- *   of a chip row above the canvas; tapping a chip highlights that school's
- *   line and dims the rest. The y-axis auto-fits the data on all viewports so
- *   clustered schools stay distinguishable.
+ * Multi-school comparison chart using Chart.js
  */
 
 'use client';
 
-import { useEffect, useState } from 'react';
 import { Line } from 'react-chartjs-2';
-import { ChartOptions, ChartDataset, PointStyle } from 'chart.js';
+import { ChartOptions } from 'chart.js';
 import '@/lib/chartSetup';
 import type { ComparisonData } from '@/lib/types';
-import {
-  CHART_COLORS,
-  CHART_TEXT_COLORS,
-  computeYBounds,
-  formatAcademicYear,
-  metricKind,
-  rgbToRgba,
-} from '@/lib/utils';
-import { useIsMobile } from '@/hooks/useIsMobile';
-import { track } from '@/lib/analytics';
-import styles from './ComparisonChart.module.css';
+import { CHART_COLORS, formatAcademicYear } from '@/lib/utils';
 
 interface ComparisonChartProps {
   comparisonData: Record<string, ComparisonData>;
-  /** Ordered as displayed in the school cards, so colours match by index. */
-  schools: Array<{ urn: number; school_name: string }>;
   metric: string;
   metricLabel: string;
 }
 
-// One shape per basket slot (MAX_SCHOOLS = 5) — secondary encoding so
-// converging lines stay tellable apart without relying on hue alone.
-const POINT_STYLES: PointStyle[] = ['circle', 'triangle', 'rect', 'rectRot', 'star'];
-
-export function ComparisonChart({ comparisonData, schools, metric, metricLabel }: ComparisonChartProps) {
-  const isMobile = useIsMobile();
-  const [focusedUrn, setFocusedUrn] = useState<number | null>(null);
-
-  // A focused school that leaves the basket must not linger.
-  const urnKey = schools.map((s) => s.urn).join(',');
-  useEffect(() => {
-    setFocusedUrn(null);
-  }, [urnKey]);
+export function ComparisonChart({ comparisonData, metric, metricLabel }: ComparisonChartProps) {
+  // Get all schools and their data
+  const schools = Object.entries(comparisonData);
 
   if (schools.length === 0) {
     return <div>No data available</div>;
   }
 
-  // Union of years across all schools — coverage differs between them.
-  const years = [
-    ...new Set(schools.flatMap((s) => comparisonData[String(s.urn)]?.yearly_data.map((d) => d.year) ?? [])),
-  ].sort((a, b) => a - b);
+  // Get years from first school (assuming all schools have same years)
+  const years = schools[0][1].yearly_data.map((d) => d.year).sort((a, b) => a - b);
 
-  const datasets: ChartDataset<'line'>[] = schools.map((school, index) => {
-    const data = comparisonData[String(school.urn)];
+  // Create datasets for each school
+  const datasets = schools.map(([urn, data], index) => {
+    const schoolInfo = data.school_info;
     const color = CHART_COLORS[index % CHART_COLORS.length];
-    const dimmed = focusedUrn !== null && focusedUrn !== school.urn;
 
     return {
-      label: school.school_name,
+      label: schoolInfo.school_name,
       data: years.map((year) => {
-        const yearData = data?.yearly_data.find((d) => d.year === year);
+        const yearData = data.yearly_data.find((d) => d.year === year);
         if (!yearData) return null;
         return yearData[metric as keyof typeof yearData] as number | null;
       }),
-      borderColor: dimmed ? rgbToRgba(color, 0.2) : color,
-      backgroundColor: dimmed ? 'transparent' : rgbToRgba(color, 0.1),
-      borderWidth: focusedUrn === school.urn ? 3 : dimmed ? 1.5 : 2,
-      pointStyle: POINT_STYLES[index % POINT_STYLES.length],
-      pointRadius: dimmed ? 2 : isMobile ? 3 : 4,
-      pointHoverRadius: isMobile ? 5 : 6,
+      borderColor: color,
+      backgroundColor: color.replace('rgb', 'rgba').replace(')', ', 0.1)'),
       tension: 0.3,
       spanGaps: true,
     };
@@ -87,11 +52,9 @@ export function ComparisonChart({ comparisonData, schools, metric, metricLabel }
     datasets,
   };
 
-  const kind = metricKind(metric);
-  const yBounds = computeYBounds(
-    datasets.flatMap((ds) => ds.data as Array<number | null>),
-    kind,
-  );
+  // Determine if metric is a progress score or percentage
+  const isProgressScore = metric.includes('progress');
+  const isPercentage = metric.includes('pct') || metric.includes('rate');
 
   const options: ChartOptions<'line'> = {
     responsive: true,
@@ -102,7 +65,6 @@ export function ComparisonChart({ comparisonData, schools, metric, metricLabel }
     },
     plugins: {
       legend: {
-        display: !isMobile,
         position: 'top' as const,
         labels: {
           usePointStyle: true,
@@ -112,22 +74,26 @@ export function ComparisonChart({ comparisonData, schools, metric, metricLabel }
           },
         },
       },
-      // No in-chart title: the section heading and metric selector above the
-      // chart already state the metric.
       title: {
-        display: false,
+        display: true,
+        text: `${metricLabel} - Comparison`,
+        font: {
+          size: 16,
+          weight: 'bold',
+        },
+        padding: {
+          bottom: 20,
+        },
       },
       tooltip: {
         backgroundColor: 'rgba(0, 0, 0, 0.8)',
-        padding: isMobile ? 10 : 12,
+        padding: 12,
         titleFont: {
-          size: isMobile ? 12 : 14,
+          size: 14,
         },
         bodyFont: {
-          size: isMobile ? 11 : 13,
+          size: 13,
         },
-        usePointStyle: true,
-        itemSort: (a, b) => (b.parsed.y ?? -Infinity) - (a.parsed.y ?? -Infinity),
         callbacks: {
           label: function (context) {
             let label = context.dataset.label || '';
@@ -135,7 +101,13 @@ export function ComparisonChart({ comparisonData, schools, metric, metricLabel }
               label += ': ';
             }
             if (context.parsed.y !== null) {
-              label += context.parsed.y.toFixed(1) + (kind === 'percentage' ? '%' : '');
+              if (isProgressScore) {
+                label += context.parsed.y.toFixed(1);
+              } else if (isPercentage) {
+                label += context.parsed.y.toFixed(1) + '%';
+              } else {
+                label += context.parsed.y.toFixed(1);
+              }
             } else {
               label += 'N/A';
             }
@@ -149,18 +121,17 @@ export function ComparisonChart({ comparisonData, schools, metric, metricLabel }
         type: 'linear' as const,
         display: true,
         title: {
-          display: !isMobile,
-          text: kind === 'percentage' ? 'Percentage (%)' : kind === 'progress' ? 'Progress Score' : 'Value',
+          display: true,
+          text: isPercentage ? 'Percentage (%)' : isProgressScore ? 'Progress Score' : 'Value',
           font: {
             size: 12,
             weight: 'bold',
           },
         },
-        ...yBounds,
-        ticks: {
-          font: { size: isMobile ? 10 : 12 },
-          ...(isMobile && { maxTicksLimit: 5 }),
-        },
+        ...(isPercentage && {
+          min: 0,
+          max: 100,
+        }),
         grid: {
           color: 'rgba(0, 0, 0, 0.05)',
         },
@@ -170,58 +141,16 @@ export function ComparisonChart({ comparisonData, schools, metric, metricLabel }
           display: false,
         },
         title: {
-          display: !isMobile,
+          display: true,
           text: 'Year',
           font: {
             size: 12,
             weight: 'bold',
           },
         },
-        ticks: {
-          font: { size: isMobile ? 10 : 12 },
-          ...(isMobile && { maxRotation: 0, autoSkip: true, maxTicksLimit: 4 }),
-        },
       },
     },
   };
 
-  const toggleFocus = (urn: number) => {
-    const next = focusedUrn === urn ? null : urn;
-    setFocusedUrn(next);
-    if (next !== null) track('compare_focus_school', { urn: next });
-  };
-
-  return (
-    <div className={styles.wrapper}>
-      {/* Mobile legend + focus control; a single series needs no legend. */}
-      {schools.length > 1 && (
-        <div className={styles.chips} role="group" aria-label="Highlight a school on the chart">
-          {schools.map((school, index) => (
-            <button
-              key={school.urn}
-              type="button"
-              className={styles.chip}
-              aria-pressed={focusedUrn === school.urn}
-              onClick={() => toggleFocus(school.urn)}
-            >
-              <span
-                className={styles.chipDot}
-                style={{ background: CHART_COLORS[index % CHART_COLORS.length] }}
-                aria-hidden="true"
-              />
-              <span
-                className={styles.chipName}
-                style={{ color: CHART_TEXT_COLORS[index % CHART_TEXT_COLORS.length] }}
-              >
-                {school.school_name}
-              </span>
-            </button>
-          ))}
-        </div>
-      )}
-      <div className={styles.canvasBox}>
-        <Line data={chartData} options={options} aria-label={`${metricLabel} comparison chart`} />
-      </div>
-    </div>
-  );
+  return <Line data={chartData} options={options} />;
 }

nextjs-app/components/ComparisonView.module.css

@@ -454,10 +454,7 @@
   }
 
   .chartContainer {
-    /* Taller than desktop's proportion would suggest: the chip legend row
-       sits inside, and the in-chart title/legend/axis titles are gone, so
-       nearly all of this is plot area. */
-    height: 340px;
+    height: 300px;
   }
 
   .comparisonTable {

nextjs-app/components/ComparisonView.tsx

@@ -111,10 +111,8 @@ export function ComparisonView({
           setComparisonData(data.comparison);
         })
         .catch((err) => {
-          // Keep whatever we already have (SSR data or a previous fetch) rather
-          // than blanking the chart — a transient refetch failure shouldn't
-          // destroy a working comparison the user is looking at.
           console.error('Failed to fetch comparison:', err);
+          setComparisonData(null);
         });
     } else {
       setComparisonData(null);
@@ -431,7 +429,6 @@ export function ComparisonView({
               <div className={styles.chartContainer}>
                 <ComparisonChart
                   comparisonData={activeComparisonData}
-                  schools={activeSchools}
                   metric={selectedMetric}
                   metricLabel={metricLabel}
                 />

nextjs-app/components/HomeView.module.css

@@ -369,16 +369,6 @@
 
   .viewToggle {
     justify-content: center;
-    flex-shrink: 0;
-  }
-
-  /* The sort <select> sizes to its widest option ("Highest Reading, Writing
-     & Maths %"), which overflows a phone viewport — beside the view toggle it
-     ran off the right edge. Let it flex into the remaining space and shrink;
-     the selected label truncates instead of pushing past the screen. */
-  .sortSelect {
-    flex: 1;
-    min-width: 0;
   }
 
   .mapViewContainer {

nextjs-app/components/PerformanceChart.tsx

@@ -10,13 +10,12 @@
 
 'use client';
 
-import { useMemo, useState } from 'react';
+import { useEffect, useMemo, useState } from 'react';
 import { Line } from 'react-chartjs-2';
 import { ChartOptions, ChartDataset } from 'chart.js';
 import '@/lib/chartSetup';
 import type { SchoolResult } from '@/lib/types';
 import { formatAcademicYear } from '@/lib/utils';
-import { useIsMobile } from '@/hooks/useIsMobile';
 import { track } from '@/lib/analytics';
 import styles from './PerformanceChart.module.css';
 
@@ -69,7 +68,16 @@ export function PerformanceChart({
   const sortedData = [...data].sort((a, b) => a.year - b.year);
   const years = sortedData.map(d => formatAcademicYear(d.year));
 
-  const isMobile = useIsMobile();
+  // ── Mobile detection ─────────────────────────────────────────────────
+  // Hydration-safe: SSR renders desktop; client flips to mobile after mount.
+  const [isMobile, setIsMobile] = useState(false);
+  useEffect(() => {
+    const mq = window.matchMedia('(max-width: 640px)');
+    const update = () => setIsMobile(mq.matches);
+    update();
+    mq.addEventListener('change', update);
+    return () => mq.removeEventListener('change', update);
+  }, []);
 
   // ── Build per-year national averages ─────────────────────────────────
   const natRefRwm: (number | null)[] = sortedData.map(d => {

nextjs-app/components/SchoolDetailView.module.css

@@ -713,6 +713,18 @@
     margin: -0.5rem 0 1rem;
 }
 
+/* Response count badge */
+.responseBadge {
+    font-size: 0.75rem;
+    font-weight: 500;
+    font-family: var(--font-dm-sans), sans-serif;
+    color: var(--text-muted, #8a847a);
+    background: var(--bg-secondary, #f3ede4);
+    padding: 0.1rem 0.5rem;
+    border-radius: 999px;
+    margin-left: auto;
+}
+
 .subSectionTitle {
     font-size: 0.875rem;
     font-weight: 600;
@@ -720,6 +732,18 @@
     margin: 1.25rem 0 0.75rem;
 }
 
+/* Parent recommendation line in Ofsted section */
+.parentRecommendLine {
+    font-size: 0.85rem;
+    color: var(--text-secondary, #5c564d);
+    margin: 0.5rem 0 0;
+}
+
+.parentRecommendLine strong {
+    color: var(--accent-teal, #2d7d7d);
+    font-weight: 700;
+}
+
 /* Metrics Grid & Cards */
 .metricsGrid {
     display: grid;
@@ -1070,6 +1094,49 @@
     text-decoration: underline;
 }
 
+/* Parent View */
+.parentViewGrid {
+    display: flex;
+    flex-direction: column;
+    gap: 0.5rem;
+}
+
+.parentViewRow {
+    display: flex;
+    align-items: center;
+    gap: 0.75rem;
+    font-size: 0.875rem;
+}
+
+.parentViewLabel {
+    flex: 0 0 18rem;
+    color: var(--text-secondary, #5c564d);
+    font-size: 0.8125rem;
+}
+
+.parentViewBar {
+    flex: 1;
+    height: 0.5rem;
+    background: var(--bg-secondary, #f3ede4);
+    border-radius: 4px;
+    overflow: hidden;
+}
+
+.parentViewFill {
+    height: 100%;
+    background: var(--accent-teal, #2d7d7d);
+    border-radius: 4px;
+    transition: width 0.4s ease;
+}
+
+.parentViewPct {
+    flex: 0 0 2.75rem;
+    text-align: right;
+    font-size: 0.8125rem;
+    font-weight: 600;
+    color: var(--text-primary, #1a1612);
+}
+
 /* Admissions badge — uses unified status colours */
 .admissionsBadge {
     display: inline-flex;
@@ -1202,6 +1269,25 @@
 }
 
 @media (max-width: 480px) {
+    .parentViewRow {
+        flex-direction: column;
+        align-items: flex-start;
+        gap: 0.25rem;
+    }
+
+    .parentViewLabel {
+        flex: none;
+        max-width: 100%;
+    }
+
+    .parentViewBar {
+        width: 100%;
+    }
+
+    .parentViewPct {
+        flex: none;
+    }
+
     .card {
         padding: 1rem;
     }

nextjs-app/components/SchoolDetailView.tsx

@@ -13,7 +13,7 @@ import { SchoolHeroMap, type SchoolHeroMapHandle } from './SchoolHeroMap';
 import { MetricTooltip } from './MetricTooltip';
 import type {
   School, SchoolResult, AbsenceData,
-  OfstedInspection, SchoolCensus,
+  OfstedInspection, OfstedParentView, SchoolCensus,
   SchoolAdmissions, SenDetail, Phonics,
   SchoolDeprivation, SchoolFinance, NationalAverages,
 } from '@/lib/types';
@@ -63,6 +63,7 @@ interface SchoolDetailViewProps {
   yearlyData: SchoolResult[];
   absenceData: AbsenceData | null;
   ofsted: OfstedInspection | null;
+  parentView: OfstedParentView | null;
   census: SchoolCensus | null;
   admissions: SchoolAdmissions | null;
   admissionsHistory: SchoolAdmissions[];
@@ -74,7 +75,7 @@ interface SchoolDetailViewProps {
 
 export function SchoolDetailView({
   schoolInfo, yearlyData, absenceData,
-  ofsted, census, admissions, admissionsHistory, senDetail, phonics, deprivation, finance,
+  ofsted, parentView, census, admissions, admissionsHistory, senDetail, phonics, deprivation, finance,
 }: SchoolDetailViewProps) {
   const router = useRouter();
   const { addSchool, removeSchool, isSelected } = useComparison();
@@ -233,6 +234,8 @@ export function SchoolDetailView({
   if (hasInclusionData) navItems.push({ id: 'inclusion', label: 'Pupils' });
   if (yearlyData.length > 0) navItems.push({ id: 'history', label: 'History' });
   if (hasPhonics && isPrimary) navItems.push({ id: 'phonics', label: 'Phonics' });
+  if (parentView && parentView.total_responses != null && parentView.total_responses > 0)
+    navItems.push({ id: 'parents', label: 'Parents' });
   if (hasSchoolLife) navItems.push({ id: 'school-life', label: 'School Life' });
   if (hasDeprivation) navItems.push({ id: 'local-area', label: 'Local Area' });
   if (hasFinance) navItems.push({ id: 'finances', label: 'Finances' });
@@ -546,6 +549,11 @@ export function SchoolDetailView({
                   ) : null;
                 })}
               </div>
+              {parentView?.q_recommend_pct != null && parentView.total_responses != null && parentView.total_responses > 0 && (
+                <p className={styles.parentRecommendLine}>
+                  <strong>{Math.round(parentView.q_recommend_pct)}%</strong> of parents would recommend this school ({parentView.total_responses.toLocaleString()} responses)
+                </p>
+              )}
             </>
           ) : (
             /* ── Old OEIF layout ── */
@@ -564,6 +572,11 @@ export function SchoolDetailView({
               <p className={styles.ofstedDisclaimer}>
                 From September 2024, Ofsted no longer makes an overall effectiveness judgement in inspections of state-funded schools.
               </p>
+              {parentView?.q_recommend_pct != null && parentView.total_responses != null && parentView.total_responses > 0 && (
+                <p className={styles.parentRecommendLine}>
+                  <strong>{Math.round(parentView.q_recommend_pct)}%</strong> of parents would recommend this school ({parentView.total_responses.toLocaleString()} responses)
+                </p>
+              )}
               {oeifAllSameGrade ? (
                 <p className={styles.ofstedAllSame}>
                   Rated <strong>{OFSTED_LABELS[ofsted.overall_effectiveness!]}</strong> across all inspected areas — Quality of Teaching, Behaviour, Pupils&apos; Development and Leadership.
@@ -1116,6 +1129,42 @@ export function SchoolDetailView({
         </section>
       )}
 
+      {/* What Parents Say */}
+      {parentView && parentView.total_responses != null && parentView.total_responses > 0 && (
+        <section id="parents" className={styles.card}>
+          <h2 className={styles.sectionTitle}>
+            What Parents Say
+            <span className={styles.responseBadge}>
+              {parentView.total_responses.toLocaleString()} responses
+            </span>
+          </h2>
+          <p className={styles.sectionSubtitle}>
+            From the Ofsted Parent View survey — parents share their experience of this school.
+          </p>
+          <div className={styles.parentViewGrid}>
+            {[
+              { label: 'Would recommend this school', pct: parentView.q_recommend_pct },
+              { label: 'My child is happy here', pct: parentView.q_happy_pct },
+              { label: 'My child feels safe here', pct: parentView.q_safe_pct },
+              { label: 'Teaching is good', pct: parentView.q_teaching_pct },
+              { label: 'My child makes good progress', pct: parentView.q_progress_pct },
+              { label: 'School looks after pupils\' wellbeing', pct: parentView.q_wellbeing_pct },
+              { label: 'Behaviour is well managed', pct: parentView.q_behaviour_pct },
+              { label: 'School deals well with bullying', pct: parentView.q_bullying_pct },
+              { label: 'Communicates well with parents', pct: parentView.q_communication_pct },
+            ].filter(q => q.pct != null).map(({ label, pct }) => (
+              <div key={label} className={styles.parentViewRow}>
+                <span className={styles.parentViewLabel}>{label}</span>
+                <div className={styles.parentViewBar}>
+                  <div className={styles.parentViewFill} style={{ width: `${pct}%` }} />
+                </div>
+                <span className={styles.parentViewPct}>{Math.round(pct!)}%</span>
+              </div>
+            ))}
+          </div>
+        </section>
+      )}
+
       {/* School Life */}
       {hasSchoolLife && (
         <section id="school-life" className={styles.card}>

nextjs-app/components/SecondarySchoolDetailView.module.css

@@ -383,6 +383,17 @@
     margin: 1.25rem 0 0.75rem;
 }
 
+.responseBadge {
+    font-size: 0.75rem;
+    font-weight: 500;
+    font-family: var(--font-dm-sans), sans-serif;
+    color: var(--text-muted, #8a847a);
+    background: var(--bg-secondary, #f3ede4);
+    padding: 0.1rem 0.5rem;
+    border-radius: 999px;
+    margin-left: auto;
+}
+
 /* ── Progress 8 suspension banner ───────────────────── */
 .p8Banner {
     background: rgba(180, 120, 0, 0.1);
@@ -653,6 +664,60 @@
     text-decoration: underline;
 }
 
+/* ── Parent View ─────────────────────────────────────── */
+.parentRecommendLine {
+    font-size: 0.85rem;
+    color: var(--text-secondary, #5c564d);
+    margin: 0.5rem 0 0;
+}
+
+.parentRecommendLine strong {
+    color: var(--accent-teal, #2d7d7d);
+    font-weight: 700;
+}
+
+.parentViewGrid {
+    display: flex;
+    flex-direction: column;
+    gap: 0.5rem;
+}
+
+.parentViewRow {
+    display: flex;
+    align-items: center;
+    gap: 0.75rem;
+    font-size: 0.875rem;
+}
+
+.parentViewLabel {
+    flex: 0 0 18rem;
+    color: var(--text-secondary, #5c564d);
+    font-size: 0.8125rem;
+}
+
+.parentViewBar {
+    flex: 1;
+    height: 0.5rem;
+    background: var(--bg-secondary, #f3ede4);
+    border-radius: 4px;
+    overflow: hidden;
+}
+
+.parentViewFill {
+    height: 100%;
+    background: var(--accent-teal, #2d7d7d);
+    border-radius: 4px;
+    transition: width 0.4s ease;
+}
+
+.parentViewPct {
+    flex: 0 0 2.75rem;
+    text-align: right;
+    font-size: 0.8125rem;
+    font-weight: 600;
+    color: var(--text-primary, #1a1612);
+}
+
 /* ── Admissions ──────────────────────────────────────── */
 .admissionsTypeBadge {
     border-radius: 6px;
@@ -1070,6 +1135,10 @@
         font-size: 1rem;
     }
 
+    .parentViewLabel {
+        flex-basis: 10rem;
+    }
+
     .ofstedReportLink {
         margin-left: 0;
         display: block;
@@ -1082,6 +1151,25 @@
 }
 
 @media (max-width: 480px) {
+    .parentViewRow {
+        flex-direction: column;
+        align-items: flex-start;
+        gap: 0.25rem;
+    }
+
+    .parentViewLabel {
+        flex: none;
+        max-width: 100%;
+    }
+
+    .parentViewBar {
+        width: 100%;
+    }
+
+    .parentViewPct {
+        flex: none;
+    }
+
     .metricsGrid {
         grid-template-columns: 1fr 1fr;
         gap: 0.5rem;

nextjs-app/components/SecondarySchoolDetailView.tsx

@@ -19,7 +19,7 @@ const PerformanceChart = dynamic(
 );
 import type {
   School, SchoolResult, AbsenceData,
-  OfstedInspection, SchoolCensus,
+  OfstedInspection, OfstedParentView, SchoolCensus,
   SchoolAdmissions, SenDetail, Phonics,
   SchoolDeprivation, SchoolFinance, NationalAverages,
 } from '@/lib/types';
@@ -65,6 +65,7 @@ interface SecondarySchoolDetailViewProps {
   yearlyData: SchoolResult[];
   absenceData: AbsenceData | null;
   ofsted: OfstedInspection | null;
+  parentView: OfstedParentView | null;
   census: SchoolCensus | null;
   admissions: SchoolAdmissions | null;
   senDetail: SenDetail | null;
@@ -75,7 +76,7 @@ interface SecondarySchoolDetailViewProps {
 
 export function SecondarySchoolDetailView({
   schoolInfo, yearlyData,
-  ofsted, census, admissions, senDetail, deprivation, finance, absenceData,
+  ofsted, parentView, census, admissions, senDetail, deprivation, finance, absenceData,
 }: SecondarySchoolDetailViewProps) {
   const router = useRouter();
   // Hero map — the "View on map" link opens its fullscreen view.
@@ -100,6 +101,7 @@ export function SecondarySchoolDetailView({
 
   const hasSixthForm = schoolInfo.age_range?.includes('18') ?? false;
   const hasFinance = finance != null && finance.per_pupil_spend != null;
+  const hasParents = parentView != null && parentView.total_responses != null && parentView.total_responses > 0;
   const hasDeprivation = deprivation != null && deprivation.idaci_decile != null;
   const hasLocation = schoolInfo.latitude != null && schoolInfo.longitude != null;
   const hasWellbeing = (latestResults?.sen_support_pct != null || latestResults?.sen_ehcp_pct != null) || hasDeprivation;
@@ -157,6 +159,7 @@ export function SecondarySchoolDetailView({
   if (hasResults) navItems.push({ id: 'gcse', label: 'GCSEs' });
   if (admissions) navItems.push({ id: 'admissions', label: 'Admissions' });
   if (yearlyData.length > 1) navItems.push({ id: 'history', label: 'History' });
+  if (hasParents) navItems.push({ id: 'parents', label: 'Parents' });
   if (hasWellbeing) navItems.push({ id: 'wellbeing', label: 'Wellbeing' });
   if (hasFinance) navItems.push({ id: 'finances', label: 'Finances' });
 
@@ -432,6 +435,11 @@ export function SecondarySchoolDetailView({
               </div>
             </>
           )}
+          {hasParents && (
+            <p className={styles.parentRecommendLine}>
+              <strong>{Math.round(parentView!.q_recommend_pct!)}%</strong> of parents would recommend this school ({parentView!.total_responses!.toLocaleString()} responses)
+            </p>
+          )}
         </section>
       )}
 
@@ -767,6 +775,42 @@ export function SecondarySchoolDetailView({
           </details>
         </section>
       )}
+      {/* ── Parent View ────────────────────────────────── */}
+      {hasParents && parentView && (
+        <section id="parents" className={styles.card}>
+          <h2 className={styles.sectionTitle}>
+            What Parents Say
+            <span className={styles.responseBadge}>
+              {parentView.total_responses!.toLocaleString()} responses
+            </span>
+          </h2>
+          <p className={styles.sectionSubtitle}>
+            From the Ofsted Parent View survey — parents share their experience of this school.
+          </p>
+          <div className={styles.parentViewGrid}>
+            {[
+              { label: 'Would recommend this school', pct: parentView.q_recommend_pct },
+              { label: 'My child is happy here', pct: parentView.q_happy_pct },
+              { label: 'My child feels safe here', pct: parentView.q_safe_pct },
+              { label: 'Teaching is good', pct: parentView.q_teaching_pct },
+              { label: 'My child makes good progress', pct: parentView.q_progress_pct },
+              { label: 'School looks after pupils\' wellbeing', pct: parentView.q_wellbeing_pct },
+              { label: 'Behaviour is well managed', pct: parentView.q_behaviour_pct },
+              { label: 'School deals well with bullying', pct: parentView.q_bullying_pct },
+              { label: 'Communicates well with parents', pct: parentView.q_communication_pct },
+            ].filter(q => q.pct != null).map(({ label, pct }) => (
+              <div key={label} className={styles.parentViewRow}>
+                <span className={styles.parentViewLabel}>{label}</span>
+                <div className={styles.parentViewBar}>
+                  <div className={styles.parentViewFill} style={{ width: `${pct}%` }} />
+                </div>
+                <span className={styles.parentViewPct}>{Math.round(pct!)}%</span>
+              </div>
+            ))}
+          </div>
+        </section>
+      )}
+
       {/* ── Wellbeing ──────────────────────────────────── */}
       {hasWellbeing && (
         <section id="wellbeing" className={styles.card}>

nextjs-app/hooks/useIsMobile.ts

@@ -1,23 +0,0 @@
-/**
- * Viewport hook shared by the chart components.
- * Hydration-safe: SSR and the first client render report desktop; the
- * media-query subscription flips the value after mount.
- */
-
-'use client';
-
-import { useEffect, useState } from 'react';
-
-export function useIsMobile(maxWidth = 640): boolean {
-  const [isMobile, setIsMobile] = useState(false);
-
-  useEffect(() => {
-    const mq = window.matchMedia(`(max-width: ${maxWidth}px)`);
-    const update = () => setIsMobile(mq.matches);
-    update();
-    mq.addEventListener('change', update);
-    return () => mq.removeEventListener('change', update);
-  }, [maxWidth]);
-
-  return isMobile;
-}

nextjs-app/lib/analytics.ts

@@ -29,7 +29,6 @@ export type EventName =
   | 'compare_viewed'
   | 'compare_metric_changed'
   | 'compare_shared'
-  | 'compare_focus_school'
   // Operational
   | 'api_error'
   | 'results_load_more';

nextjs-app/lib/types.ts

@@ -99,6 +99,25 @@ export interface OfstedInspection {
   rc_sixth_form: number | null;
 }
 
+export interface OfstedParentView {
+  survey_date: string | null;
+  total_responses: number | null;
+  q_happy_pct: number | null;
+  q_safe_pct: number | null;
+  q_behaviour_pct: number | null;
+  q_bullying_pct: number | null;
+  q_communication_pct: number | null;
+  q_progress_pct: number | null;
+  q_teaching_pct: number | null;
+  q_information_pct: number | null;
+  q_curriculum_pct: number | null;
+  q_future_pct: number | null;
+  q_leadership_pct: number | null;
+  q_wellbeing_pct: number | null;
+  q_recommend_pct: number | null;
+  q_sen_pct: number | null;
+}
+
 export interface SchoolCensus {
   year: number;
   total_pupils: number | null;
@@ -293,6 +312,7 @@ export interface SchoolDetailsResponse {
   absence_data: AbsenceData | null;
   // Supplementary data (null until Kestra populates)
   ofsted: OfstedInspection | null;
+  parent_view: OfstedParentView | null;
   census: SchoolCensus | null;
   admissions: SchoolAdmissions | null;
   /** All available admissions years, oldest first. Drives the multi-year trend view. */

nextjs-app/lib/utils.ts

@@ -317,57 +317,6 @@ export function getTrendColor(trend: 'up' | 'down' | 'stable'): string {
   }
 }
 
-/**
- * Broad shape of a KS2/KS4 metric, used to scale chart axes and format values.
- */
-export type MetricKind = 'percentage' | 'progress' | 'score';
-
-export function metricKind(metric: string): MetricKind {
-  if (metric.includes('progress')) return 'progress';
-  if (metric.includes('pct') || metric.includes('rate')) return 'percentage';
-  return 'score';
-}
-
-/**
- * Fit a chart y-axis to the data instead of a fixed frame, so clustered
- * series remain distinguishable. Padding keeps a minimum span so noise is
- * not magnified into drama.
- *
- * - percentage: pad and snap to 5s; cap at 100; floor at 0 only when the
- *   data is non-negative (some trend metrics have `pct` in the key but hold
- *   negative year-over-year deltas).
- * - progress: symmetric around 0 so the zero line always shows.
- * - score (Attainment 8, scaled scores): pad and snap to integers; floor at
- *   0 only when the data is non-negative.
- */
-export function computeYBounds(
-  values: Array<number | null | undefined>,
-  kind: MetricKind,
-): { min?: number; max?: number } {
-  const nums = values.filter((v): v is number => typeof v === 'number' && Number.isFinite(v));
-  if (nums.length === 0) return {};
-
-  const lo = Math.min(...nums);
-  const hi = Math.max(...nums);
-
-  if (kind === 'progress') {
-    const reach = Math.max(2, Math.ceil(Math.max(Math.abs(lo), Math.abs(hi)) + 0.5));
-    return { min: -reach, max: reach };
-  }
-
-  if (kind === 'percentage') {
-    const pad = Math.max(5, Math.round((hi - lo) * 0.2));
-    const min = Math.floor((lo - pad) / 5) * 5;
-    const max = Math.min(100, Math.ceil((hi + pad) / 5) * 5);
-    return { min: lo >= 0 ? Math.max(0, min) : min, max };
-  }
-
-  // score
-  const pad = Math.max(2, (hi - lo) * 0.2);
-  const min = Math.floor(lo - pad);
-  return { min: lo >= 0 ? Math.max(0, min) : min, max: Math.ceil(hi + pad) };
-}
-
 // ============================================================================
 // Local Storage Utilities
 // ============================================================================

pipeline/Dockerfile

@@ -19,6 +19,7 @@ RUN pip install --no-cache-dir \
     ./plugins/extractors/tap-uk-gias \
     ./plugins/extractors/tap-uk-ees \
     ./plugins/extractors/tap-uk-ofsted \
+    ./plugins/extractors/tap-uk-parent-view \
     ./plugins/extractors/tap-uk-fbit \
     ./plugins/extractors/tap-uk-idaci
 

pipeline/dags/school_data_pipeline.py

@@ -156,6 +156,31 @@ with DAG(
     extract_ees_group >> dbt_build_ees >> sync_typesense_ees
 
 
+# ── Monthly DAG (Parent View) ──────────────────────────────────────────
+
+with DAG(
+    dag_id="school_data_monthly_parent_view",
+    default_args=default_args,
+    description="Monthly Ofsted Parent View extraction and transform",
+    schedule="0 3 1 * *",
+    start_date=datetime(2025, 1, 1),
+    catchup=False,
+    tags=["school-compare", "monthly"],
+) as monthly_parent_view_dag:
+
+    extract_parent_view = BashOperator(
+        task_id="extract_parent_view",
+        bash_command=f"cd {PIPELINE_DIR} && {MELTANO_BIN} run tap-uk-parent-view target-postgres",
+    )
+
+    dbt_build_parent_view = BashOperator(
+        task_id="dbt_build",
+        bash_command=f"cd {PIPELINE_DIR}/transform && {DBT_BIN} build --profiles-dir . --target production --select stg_parent_view+ fact_parent_view+",
+    )
+
+    extract_parent_view >> dbt_build_parent_view
+
+
 # ── Annual DAG (IDACI Deprivation) ────────────────────────────────────
 
 with DAG(

pipeline/meltano.yml

@@ -50,6 +50,11 @@ plugins:
           kind: string
           description: Ofsted Management Information download URL
 
+    - name: tap-uk-parent-view
+      namespace: uk_parent_view
+      pip_url: ./plugins/extractors/tap-uk-parent-view
+      executable: tap-uk-parent-view
+
     - name: tap-uk-fbit
       namespace: uk_fbit
       pip_url: ./plugins/extractors/tap-uk-fbit

pipeline/plugins/extractors/tap-uk-parent-view/pyproject.toml

@@ -0,0 +1,18 @@
+[build-system]
+requires = ["setuptools>=68", "wheel"]
+build-backend = "setuptools.build_meta"
+
+[project]
+name = "tap-uk-parent-view"
+version = "0.1.0"
+description = "Singer tap for UK Ofsted Parent View survey data"
+requires-python = ">=3.10"
+dependencies = [
+    "singer-sdk~=0.53",
+    "requests>=2.31",
+    "pandas>=2.0",
+    "openpyxl>=3.1",
+]
+
+[project.scripts]
+tap-uk-parent-view = "tap_uk_parent_view.tap:TapUKParentView.cli"

pipeline/plugins/extractors/tap-uk-parent-view/tap_uk_parent_view/__init__.py

@@ -0,0 +1 @@
+"""tap-uk-parent-view: Singer tap for Ofsted Parent View survey data."""

pipeline/plugins/extractors/tap-uk-parent-view/tap_uk_parent_view/tap.py

@@ -0,0 +1,151 @@
+"""Parent View Singer tap — extracts survey data from Ofsted Parent View open data portal."""
+
+from __future__ import annotations
+
+import io
+import re
+from datetime import date
+
+import pandas as pd
+import requests
+from singer_sdk import Stream, Tap
+from singer_sdk import typing as th
+
+OPEN_DATA_PAGE = "https://parentview.ofsted.gov.uk/open-data"
+
+
+def _positive_pct(row: pd.Series, q_col_base: str) -> float | None:
+    """Sum 'Strongly agree' + 'Agree' percentages for a question."""
+    strongly = row.get(f"{q_col_base} - Strongly agree %") or row.get(f"{q_col_base} - Strongly Agree %")
+    agree = row.get(f"{q_col_base} - Agree %")
+    try:
+        total = 0.0
+        if pd.notna(strongly):
+            total += float(strongly)
+        if pd.notna(agree):
+            total += float(agree)
+        return round(total, 1) if total > 0 else None
+    except (TypeError, ValueError):
+        return None
+
+
+class ParentViewStream(Stream):
+    """Stream: Parent View survey responses per school."""
+
+    name = "parent_view"
+    primary_keys = ["urn"]
+    replication_key = None
+
+    schema = th.PropertiesList(
+        th.Property("urn", th.IntegerType, required=True),
+        th.Property("survey_date", th.StringType),
+        th.Property("total_responses", th.IntegerType),
+        th.Property("q_happy_pct", th.NumberType),
+        th.Property("q_safe_pct", th.NumberType),
+        th.Property("q_behaviour_pct", th.NumberType),
+        th.Property("q_bullying_pct", th.NumberType),
+        th.Property("q_communication_pct", th.NumberType),
+        th.Property("q_progress_pct", th.NumberType),
+        th.Property("q_teaching_pct", th.NumberType),
+        th.Property("q_information_pct", th.NumberType),
+        th.Property("q_curriculum_pct", th.NumberType),
+        th.Property("q_future_pct", th.NumberType),
+        th.Property("q_leadership_pct", th.NumberType),
+        th.Property("q_wellbeing_pct", th.NumberType),
+        th.Property("q_recommend_pct", th.NumberType),
+    ).to_dict()
+
+    def _discover_download_url(self) -> str:
+        """Scrape the open data page for the download link."""
+        resp = requests.get(OPEN_DATA_PAGE, timeout=30)
+        resp.raise_for_status()
+        urls = re.findall(r'href="([^"]+\.(?:xlsx|csv|zip))"', resp.text, re.IGNORECASE)
+        if not urls:
+            msg = "No download link found on Parent View open data page"
+            raise RuntimeError(msg)
+        url = urls[0]
+        if not url.startswith("http"):
+            url = "https://parentview.ofsted.gov.uk" + url
+        return url
+
+    def get_records(self, context):
+        url = self._discover_download_url()
+        self.logger.info("Downloading Parent View data: %s", url)
+
+        resp = requests.get(url, timeout=120)
+        resp.raise_for_status()
+
+        if url.endswith(".xlsx"):
+            df = pd.read_excel(io.BytesIO(resp.content))
+        else:
+            df = pd.read_csv(
+                io.BytesIO(resp.content),
+                encoding="latin-1",
+                low_memory=False,
+            )
+
+        # Normalise URN column
+        urn_col = next((c for c in df.columns if c.strip().upper() == "URN"), None)
+        if not urn_col:
+            self.logger.error("URN column not found. Columns: %s", list(df.columns)[:20])
+            return
+
+        df.rename(columns={urn_col: "urn"}, inplace=True)
+        df["urn"] = pd.to_numeric(df["urn"], errors="coerce")
+        df = df.dropna(subset=["urn"])
+
+        # Find total responses column
+        resp_col = next(
+            (c for c in df.columns if "total" in c.lower() and "respon" in c.lower()),
+            None,
+        )
+
+        today = date.today().isoformat()
+
+        for _, row in df.iterrows():
+            try:
+                urn = int(row["urn"])
+            except (ValueError, TypeError):
+                continue
+
+            total = None
+            if resp_col and pd.notna(row.get(resp_col)):
+                try:
+                    total = int(row[resp_col])
+                except (ValueError, TypeError):
+                    pass
+
+            yield {
+                "urn": urn,
+                "survey_date": today,
+                "total_responses": total,
+                "q_happy_pct": _positive_pct(row, "Q1"),
+                "q_safe_pct": _positive_pct(row, "Q2"),
+                "q_behaviour_pct": _positive_pct(row, "Q3"),
+                "q_bullying_pct": _positive_pct(row, "Q4"),
+                "q_communication_pct": _positive_pct(row, "Q5"),
+                "q_progress_pct": _positive_pct(row, "Q7"),
+                "q_teaching_pct": _positive_pct(row, "Q8"),
+                "q_information_pct": _positive_pct(row, "Q9"),
+                "q_curriculum_pct": _positive_pct(row, "Q10"),
+                "q_future_pct": _positive_pct(row, "Q11"),
+                "q_leadership_pct": _positive_pct(row, "Q12"),
+                "q_wellbeing_pct": _positive_pct(row, "Q13"),
+                "q_recommend_pct": _positive_pct(row, "Q14"),
+            }
+
+
+class TapUKParentView(Tap):
+    """Singer tap for UK Ofsted Parent View."""
+
+    name = "tap-uk-parent-view"
+    config_jsonschema = th.PropertiesList(
+        th.Property("download_url", th.StringType, description="Direct URL to Parent View data file"),
+    ).to_dict()
+
+    def discover_streams(self):
+        return [ParentViewStream(self)]
+
+
+if __name__ == "__main__":
+    TapUKParentView.cli()

pipeline/transform/models/marts/_marts_schema.yml

@@ -105,6 +105,12 @@ models:
       - name: year
         tests: [not_null]
 
+  - name: fact_parent_view
+    description: Parent View survey responses
+    columns:
+      - name: urn
+        tests: [not_null]
+
   - name: fact_ks2_national_averages
     description: Official DfE KS2 national headline averages — one row per academic year
     columns:

pipeline/transform/models/marts/fact_parent_view.sql

@@ -0,0 +1,20 @@
+-- Mart: Parent View survey responses — one row per URN (latest survey)
+
+select
+    urn,
+    survey_date,
+    total_responses,
+    q_happy_pct,
+    q_safe_pct,
+    q_behaviour_pct,
+    q_bullying_pct,
+    q_communication_pct,
+    q_progress_pct,
+    q_teaching_pct,
+    q_information_pct,
+    q_curriculum_pct,
+    q_future_pct,
+    q_leadership_pct,
+    q_wellbeing_pct,
+    q_recommend_pct
+from {{ ref('stg_parent_view') }}

pipeline/transform/models/staging/_stg_sources.yml

@@ -53,6 +53,9 @@ sources:
 
       # Phonics: no school-level data on EES (only national/LA level)
 
+      - name: parent_view
+        description: Ofsted Parent View survey responses
+
       - name: fbit_finance
         description: Financial benchmarking data from FBIT API
 

pipeline/transform/models/staging/stg_parent_view.sql

@@ -0,0 +1,30 @@
+-- Staging model: Ofsted Parent View survey responses
+-- The tap computes positive percentages (Strongly agree + Agree) per question.
+
+with source as (
+    select * from {{ source('raw', 'parent_view') }}
+),
+
+renamed as (
+    select
+        cast(urn as integer)                       as urn,
+        cast(survey_date as date)                  as survey_date,
+        cast(total_responses as integer)           as total_responses,
+        cast(q_happy_pct as numeric)               as q_happy_pct,
+        cast(q_safe_pct as numeric)                as q_safe_pct,
+        cast(q_behaviour_pct as numeric)           as q_behaviour_pct,
+        cast(q_bullying_pct as numeric)            as q_bullying_pct,
+        cast(q_communication_pct as numeric)       as q_communication_pct,
+        cast(q_progress_pct as numeric)            as q_progress_pct,
+        cast(q_teaching_pct as numeric)            as q_teaching_pct,
+        cast(q_information_pct as numeric)         as q_information_pct,
+        cast(q_curriculum_pct as numeric)           as q_curriculum_pct,
+        cast(q_future_pct as numeric)              as q_future_pct,
+        cast(q_leadership_pct as numeric)          as q_leadership_pct,
+        cast(q_wellbeing_pct as numeric)           as q_wellbeing_pct,
+        cast(q_recommend_pct as numeric)           as q_recommend_pct
+    from source
+    where urn is not null
+)
+
+select * from renamed

scripts/sql/drop_fact_parent_view.sql

@@ -1,5 +0,0 @@
--- Retire the Ofsted Parent View feature (schema v6).
--- The marts schema is dbt-owned; deleting the dbt model stops the table being
--- rebuilt but does not drop the existing relation, so apply this directly
--- against the staging and production marts databases.
-DROP TABLE IF EXISTS marts.fact_parent_view CASCADE;