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TudorandClaude Opus 5 ccd5074c90 test(e2e): destination journeys, including the no-bar rule
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The helper throws rather than skipping when no school returns a
destinations block: a silent skip would let a real regression in the
sections ride along unnoticed, which is why the distance journeys were
changed the same way in 4f01fbd.

The disadvantaged journey computes the residual itself and asserts it
appears nowhere on the page — the one number the section must never state.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01BvdDKvFFSZuMVDH5fEyTob
2026-08-28 16:16:25 +01:00
TudorandClaude Opus 5 2b4cf20d75 feat(destinations): the post-16 section, replacing the placeholder
The 'Post-16 destination data coming soon' note is deleted rather than
reworded: for a school with no sixth form the truthful statement is that
the question does not apply, and a placeholder there implies something is
missing. hasSixthForm and .sixthFormNote go with it — nothing else used them.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01BvdDKvFFSZuMVDH5fEyTob
2026-08-28 16:15:21 +01:00
TudorandClaude Opus 5 cef2f77149 feat(destinations): the After Year 11 section
Question cards over one bar, with the cards acting as a lens on the bar
rather than a summary beside it — focusing a card dims everything it is
not made of, so the grouping we chose is inspectable rather than asserted.

The bar renders only when canRenderBar allows it. Where a category is
withheld the section says so and shows the table instead: the categories
sum to the cohort, so a bar drawn from the published segments leaves a
gap whose width is the withheld figure.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01BvdDKvFFSZuMVDH5fEyTob
2026-08-28 16:14:13 +01:00
TudorandClaude Opus 5 68b6417149 feat(destinations): types and secondary section flags
Destinations are secondary-only, so the flags go on computeSecondaryFlags
rather than computeSchoolFlags. A phase counts as present only when some
pupil group carries categories — an empty block would otherwise open a nav
entry pointing at a section that never renders.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01BvdDKvFFSZuMVDH5fEyTob
2026-08-28 16:11:37 +01:00
TudorandClaude Opus 5 c5719ef362 feat(destinations): serve destinations without closing the gaps
The serialiser carries status through and computes no totals of its own.
The only aggregates in the payload are ones DfE published itself; whether
showing one is safe depends on how many of its components are suppressed,
which the frontend decides.

The batch guard grows from six tables to eight.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01BvdDKvFFSZuMVDH5fEyTob
2026-08-28 16:10:29 +01:00
TudorandClaude Opus 5 5e5b61987a feat(destinations): marts, with R3 masking applied at the boundary
Disadvantaged and other-pupils partition the whole and the all-pupils
figure is published, so publishing both halves recovers the suppressed
one. The mask is applied in the mart rather than the API so no consumer
added later can reach an unmasked combination.

The R1 test is a warn, not an error: DfE publishes the recoverable
combination and the mart's job is to carry it faithfully. Refusing to
close the gap is the API's job and the frontend's.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01BvdDKvFFSZuMVDH5fEyTob
2026-08-28 16:08:20 +01:00
TudorandClaude Opus 5 c564566432 feat(destinations): staging models that keep 'withheld' distinct from 'absent'
safe_numeric maps every EES sentinel to NULL, which is right for attainment
and wrong here: one of those states has to print 'withheld' and the other
has to print nothing. A status column carries the difference.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01BvdDKvFFSZuMVDH5fEyTob
2026-08-28 16:07:17 +01:00
TudorandClaude Opus 5 9188626051 feat(destinations): a tap that preserves the suppression sentinel
EES writes 'c' where a figure is withheld and the categories sum to the
cohort, so counts and percentages are emitted as text with the sentinel
intact. safe_numeric must never be pointed at them.

School rows and the England reference need different establishment pins:
at national level selective schools, studios and UTCs are separate
populations rather than labels, so leaving establishment open multiplies
30 rows into 190. Two queries per period, each keeping its own level.

Verified against the live API for 2022/23: 135,240 school records over
4,508 schools, exactly 30 each, no duplicate keys, 31,382 sentinels kept.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01BvdDKvFFSZuMVDH5fEyTob
2026-08-28 16:06:37 +01:00
TudorandClaude Opus 5 7ae9ecdc36 feat(destinations): colour tokens, with the absence hatched not coloured
Activity not captured includes independent schools and moving abroad, so a
red segment would be a factual error. The hatch doubles as the secondary
encoding that rescues the neutral/blue pair, which separates at only dE 7.6
as flat fills.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01BvdDKvFFSZuMVDH5fEyTob
2026-08-28 15:58:25 +01:00
TudorandClaude Opus 5 1980d79eee feat(destinations): the disclosure rules, as executable guards
The destination categories sum to the cohort and DfE publishes the cohort
total, so a lone suppressed cell is recoverable by subtraction. canAggregate,
canRenderPublishedAggregate and canRenderBar are what stop a consumer doing
that; toBarSegments throws rather than leaving a readable gap.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01BvdDKvFFSZuMVDH5fEyTob
2026-08-28 15:57:46 +01:00
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+1
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@@ -919,6 +919,7 @@ async def get_school_details(request: Request, urn: int):
"phonics": supplementary.get("phonics"),
"deprivation": supplementary.get("deprivation"),
"finance": supplementary.get("finance"),
"destinations": supplementary.get("destinations"),
}
+101
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@@ -20,6 +20,7 @@ from .models import (
DimSchool, DimLocation, KS2Performance,
FactOfstedInspection, FactAdmissions, FactAdmissionDistance,
FactDeprivation, FactFinance, FactPupilCharacteristics,
FactKs4Destinations, FactKs5Destinations,
)
from .ofsted_codes import ofsted_page_url, report_card_labels
from .schemas import SCHOOL_TYPE_MAP
@@ -816,6 +817,73 @@ def _finance_dict(f) -> dict:
}
# Destination measures that are totals DfE published itself, rather than one of
# the categories that partition the cohort.
_AGGREGATE_MEASURES = {"agg_sustained_education", "agg_sustained_all"}
def _format_cohort_year(year) -> str | None:
"""202223 -> '2022/23'.
The section has to date its own cohort. Destination measures run about two
GCSE years behind the results shown above them on the same page, so an
undated figure reads as stale data rather than as a different question.
"""
if not year:
return None
text = str(year)
if len(text) == 6:
return f"{text[:4]}/{text[4:6]}"
if len(text) == 8:
return f"{text[:4]}/{text[6:8]}"
return text
def _destinations_block(rows: list) -> dict | None:
"""Shape destination rows for one phase into the API's block.
Carries `status` through untouched and emits no computed totals. The only
aggregates present are ones DfE published itself; whether showing one is
safe depends on how many of its components are suppressed, which the
frontend decides (lib/destinations.ts, rule R2).
Deliberately does NOT compute a residual, a "remaining pupils" figure, or
any total that would close a gap left by a suppressed category — the
categories sum to the cohort, so such a figure names the withheld cell.
"""
if not rows:
return None
years = [r["year"] for r in rows if r.get("year") is not None]
if not years:
return None
latest_year = max(years)
rows = [r for r in rows if r.get("year") == latest_year]
groups: dict = {}
for row in rows:
group = groups.setdefault(
row["pupil_group"],
{"cohort": row.get("cohort_pupils"), "categories": [], "aggregates": {}},
)
measure = row["destination_measure"]
cell = {
"category": measure,
"pupils": row.get("pupils"),
"percentage": row.get("percentage"),
"status": row.get("status"),
}
if measure in _AGGREGATE_MEASURES:
group["aggregates"][measure[len("agg_"):]] = cell
else:
group["categories"].append(cell)
if not groups:
return None
return {"cohort_year": _format_cohort_year(latest_year), "groups": groups}
def _empty_supplementary() -> dict:
return {
"ofsted": None,
@@ -827,6 +895,7 @@ def _empty_supplementary() -> dict:
"phonics": None,
"deprivation": None,
"finance": None,
"destinations": None,
}
@@ -954,6 +1023,38 @@ def get_supplementary_data_batch(db: Session, urns: list[int]) -> dict:
result[f.urn]["finance"] = _finance_dict(f)
_safe(_finance)
# Destinations — KS4 and 16-18. Both marts are long-format, so every row
# for a URN is collected and _destinations_block picks the latest year and
# shapes the pupil groups. A phase with no rows serialises as null rather
# than an empty shell, so the frontend renders nothing rather than an empty
# section.
def _destinations():
from collections import defaultdict
def _collect(model):
per_urn = defaultdict(list)
for r in db.query(model).filter(model.urn.in_(urns)).all():
per_urn[r.urn].append({
"year": r.year,
"pupil_group": r.pupil_group,
"destination_measure": r.destination_measure,
"cohort_pupils": r.cohort_pupils,
"pupils": r.pupils,
"percentage": r.percentage,
"status": r.status,
})
return per_urn
ks4_rows = _collect(FactKs4Destinations)
ks5_rows = _collect(FactKs5Destinations)
for urn in urns:
ks4 = _destinations_block(ks4_rows.get(urn, []))
ks5 = _destinations_block(ks5_rows.get(urn, []))
result[urn]["destinations"] = (
{"ks4": ks4, "ks5": ks5} if (ks4 or ks5) else None
)
_safe(_destinations)
return result
+45
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@@ -321,3 +321,48 @@ class Ks2NationalAverage(Base):
gps_high_pct = Column(Float)
gps_avg_score = Column(Float)
science_expected_pct = Column(Float)
class FactKs4Destinations(Base):
"""KS4 leavers destinations — one row per URN, year, pupil group, measure.
Long format rather than wide because pupil_group is a real third dimension.
`status` is load-bearing: 'suppressed' means DfE withheld a figure it
considered disclosive and the page must print "withheld"; 'not_applicable'
means the measure does not apply and the page must print nothing. `pupils`
is null for both, so collapsing status to a null check loses the
difference — and the categories sum to the cohort, so a consumer that
treats a withheld cell as zero republishes what DfE hid.
"""
__tablename__ = "fact_ks4_destinations"
__table_args__ = (
Index("ix_ks4_dest_urn_year", "urn", "year"),
MARTS,
)
urn = Column(Integer, primary_key=True)
year = Column(Integer, primary_key=True)
pupil_group = Column(String(20), primary_key=True)
destination_measure = Column(String(40), primary_key=True)
cohort_pupils = Column(Integer)
pupils = Column(Integer)
percentage = Column(Float)
status = Column(String(20))
class FactKs5Destinations(Base):
"""16-18 study leavers destinations — same grain as FactKs4Destinations."""
__tablename__ = "fact_ks5_destinations"
__table_args__ = (
Index("ix_ks5_dest_urn_year", "urn", "year"),
MARTS,
)
urn = Column(Integer, primary_key=True)
year = Column(Integer, primary_key=True)
pupil_group = Column(String(20), primary_key=True)
destination_measure = Column(String(40), primary_key=True)
cohort_pupils = Column(Integer)
pupils = Column(Integer)
percentage = Column(Float)
status = Column(String(20))
+112
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@@ -0,0 +1,112 @@
"""The destinations serialiser's contract: it carries suppression through, and
never emits a total that closes a gap left by a suppressed category.
The destination categories sum to the cohort, so an aggregate that happens to
equal the residual names the withheld figure exactly. See
docs/superpowers/specs/2026-08-28-destination-measures-design.md.
"""
from backend.data_loader import _destinations_block, _format_cohort_year
def _row(group, measure, pupils, status, cohort=180, percentage=None, year=202223):
return {
"pupil_group": group,
"destination_measure": measure,
"pupils": pupils,
"percentage": percentage,
"status": status,
"cohort_pupils": cohort,
"year": year,
}
def test_suppressed_category_serialises_as_suppressed_with_null_pupils():
rows = [
_row("all", "school_sixth_form", 75, "published", percentage=41.7),
_row("all", "sixth_form_college", None, "suppressed"),
]
block = _destinations_block(rows)
cats = {c["category"]: c for c in block["groups"]["all"]["categories"]}
assert cats["sixth_form_college"]["status"] == "suppressed"
assert cats["sixth_form_college"]["pupils"] is None
assert cats["sixth_form_college"]["percentage"] is None
def test_published_category_keeps_its_figures():
block = _destinations_block([
_row("all", "school_sixth_form", 75, "published", percentage=41.7),
])
cat = block["groups"]["all"]["categories"][0]
assert cat["pupils"] == 75
assert cat["percentage"] == 41.7
assert cat["status"] == "published"
def test_no_closing_total_is_emitted_for_a_partially_suppressed_group():
rows = [
_row("all", "school_sixth_form", 75, "published", percentage=41.7),
_row("all", "sixth_form_college", None, "suppressed"),
_row("all", "further_education", 61, "published", percentage=33.9),
_row("all", "apprenticeship", 8, "published", percentage=4.4),
_row("all", "employment", 6, "published", percentage=3.3),
_row("all", "not_sustained", 5, "published", percentage=2.8),
_row("all", "not_captured", 4, "published", percentage=2.2),
]
block = _destinations_block(rows)
group = block["groups"]["all"]
published = sum(c["pupils"] for c in group["categories"] if c["pupils"] is not None)
residual = group["cohort"] - published
for value in group["aggregates"].values():
if value is None or value.get("pupils") is None:
continue
assert value["pupils"] != residual, (
"an aggregate equal to the residual identifies the suppressed cell"
)
def test_aggregates_are_separated_from_categories():
rows = [
_row("all", "school_sixth_form", 75, "published", percentage=41.7),
_row("all", "agg_sustained_all", 171, "published", percentage=95.0),
]
block = _destinations_block(rows)
group = block["groups"]["all"]
assert [c["category"] for c in group["categories"]] == ["school_sixth_form"]
assert group["aggregates"]["sustained_all"]["pupils"] == 171
def test_only_the_latest_year_is_served():
rows = [
_row("all", "school_sixth_form", 60, "published", year=202122),
_row("all", "school_sixth_form", 75, "published", year=202223),
]
block = _destinations_block(rows)
assert block["cohort_year"] == "2022/23"
assert len(block["groups"]["all"]["categories"]) == 1
assert block["groups"]["all"]["categories"][0]["pupils"] == 75
def test_all_three_pupil_groups_are_carried():
rows = [
_row("all", "school_sixth_form", 75, "published"),
_row("disadvantaged", "school_sixth_form", 17, "published", cohort=62),
_row("other", "school_sixth_form", 58, "published", cohort=118),
]
block = _destinations_block(rows)
assert set(block["groups"]) == {"all", "disadvantaged", "other"}
assert block["groups"]["disadvantaged"]["cohort"] == 62
def test_cohort_year_is_reported_so_the_page_can_date_itself():
block = _destinations_block([_row("all", "school_sixth_form", 75, "published")])
assert block["cohort_year"] == "2022/23"
def test_format_cohort_year_handles_the_six_digit_form():
assert _format_cohort_year(202223) == "2022/23"
assert _format_cohort_year(None) is None
def test_empty_rows_yield_none_not_an_empty_shell():
assert _destinations_block([]) is None
+9 -2
View File
@@ -132,16 +132,23 @@ def test_one_query_per_table_and_latest_row_per_urn():
"FactPupilCharacteristics": [],
"FactDeprivation": [],
"FactFinance": [],
"FactKs4Destinations": [],
"FactKs5Destinations": [],
}
session = _FakeSession(rows)
out = get_supplementary_data_batch(session, [1, 2])
# Exactly one query per table — six total, regardless of two URNs.
# Exactly one query per table — eight total, regardless of two URNs.
assert sorted(session.queries) == [
"FactAdmissionDistance", "FactAdmissions", "FactDeprivation",
"FactFinance", "FactOfstedInspection", "FactPupilCharacteristics",
"FactFinance", "FactKs4Destinations", "FactKs5Destinations",
"FactOfstedInspection", "FactPupilCharacteristics",
]
# A school with no destination rows gets null, not an empty shell — the
# frontend renders the section from the block's presence.
assert out[1]["destinations"] is None
# Latest Ofsted kept per URN
assert out[1]["ofsted"]["overall_effectiveness"] == 2
assert out[2]["ofsted"]["overall_effectiveness"] == 1
+122
View File
@@ -2366,3 +2366,125 @@ test('with autosuggest off, the search box is a plain input', async ({ page }) =
await page.getByRole('button', { name: /Search/i }).first().click();
await expect(page).toHaveURL(/search=abbey/);
});
// ── Destination measures ───────────────────────────────────────────────────
//
// These journeys need marts.fact_ks4_destinations to be populated, which only
// happens after the annual EES DAG runs. Until then the helper below fails the
// suite loudly rather than skipping: a silent skip here would let a genuine
// regression in the sections ride along unnoticed, which is exactly what the
// distance journeys were changed to avoid.
async function secondaryWithDestinations(page: Page): Promise<{
urn: string; destinations: any;
}> {
const res = await page.request.get('/api/schools?search=school&per_page=100');
expect(res.ok()).toBeTruthy();
const body = await res.json();
const urns: string[] = (body.schools ?? [])
.filter((s: { phase?: string; attainment_8_score?: number | null }) =>
s.phase === 'Secondary' && s.attainment_8_score != null)
.map((s: { urn: number }) => String(s.urn));
for (const urn of urns.slice(0, 25)) {
const detail = await page.request.get(`/api/schools/${urn}`);
if (!detail.ok()) continue;
const data = await detail.json();
if (data.destinations?.ks4) return { urn, destinations: data.destinations };
}
throw new Error(
'No secondary school returned a destinations block. Either the annual EES '
+ 'DAG has not run on this environment, or the destinations marts are empty.',
);
}
test('a secondary school page says where its Year 11 leavers went', async ({ page }) => {
const { urn } = await secondaryWithDestinations(page);
await page.goto(`/school/${urn}`);
const section = page.locator('#destinations');
await expect(section).toBeVisible({ timeout: 15_000 });
await expect(section.getByRole('heading', { name: 'After Year 11' })).toBeVisible();
// The section must date its own cohort: destinations run about two GCSE
// years behind the results above them, and an undated figure reads as stale.
await expect(section).toContainText(/20\d{2}\/\d{2}/);
});
test('the destinations bar is absent entirely whenever a figure is withheld', async ({ page }) => {
const { urn, destinations } = await secondaryWithDestinations(page);
await page.goto(`/school/${urn}`);
const section = page.locator('#destinations');
await expect(section).toBeVisible({ timeout: 15_000 });
const allGroup = destinations.ks4.groups.all;
const suppressed = (allGroup?.categories ?? [])
.filter((c: { status: string }) => c.status === 'suppressed');
if (suppressed.length > 0) {
// R1: a bar drawn from the published segments leaves a gap whose width is
// the withheld figure, readable straight off the axis.
await expect(section.locator('[data-destination-segment]')).toHaveCount(0);
await expect(section.getByText(/withheld/i).first()).toBeVisible();
} else {
const published = (allGroup?.categories ?? [])
.filter((c: { status: string }) => c.status === 'published');
await expect(section.locator('[data-destination-segment]'))
.toHaveCount(published.length);
}
});
test('switching to disadvantaged pupils never reveals a withheld figure', async ({ page }) => {
const { urn, destinations } = await secondaryWithDestinations(page);
const disadvantaged = destinations.ks4.groups.disadvantaged;
test.skip(!disadvantaged, 'this school publishes no disadvantaged breakdown');
await page.goto(`/school/${urn}`);
const section = page.locator('#destinations');
await expect(section).toBeVisible({ timeout: 15_000 });
const radio = section.getByRole('radio', { name: /disadvantaged/i });
await expect(radio).toBeVisible();
await radio.click();
const suppressed = (disadvantaged.categories ?? [])
.filter((c: { status: string }) => c.status === 'suppressed');
if (suppressed.length > 0) {
await expect(section.locator('[data-destination-segment]')).toHaveCount(0);
// The residual must appear nowhere on the page — it is the withheld figure.
const cohort: number = disadvantaged.cohort;
const publishedTotal = (disadvantaged.categories ?? [])
.filter((c: { status: string }) => c.status === 'published')
.reduce((sum: number, c: { pupils: number }) => sum + c.pupils, 0);
const residual = cohort - publishedTotal;
const text = (await section.textContent()) ?? '';
expect(text).not.toMatch(new RegExp(`\\b${residual}\\b`));
}
});
test('a school with no sixth form has no post-16 destinations section', async ({ page }) => {
const res = await page.request.get('/api/schools?search=school&per_page=100');
const body = await res.json();
const noSixthForm = (body.schools ?? [])
.filter((s: { phase?: string; has_sixth_form?: boolean }) =>
s.phase === 'Secondary' && s.has_sixth_form === false)
.map((s: { urn: number }) => String(s.urn));
test.skip(noSixthForm.length === 0, 'no sixth-form-less secondary in this dataset');
await page.goto(`/school/${noSixthForm[0]}`);
await expect(page.locator('h1').first()).toBeVisible({ timeout: 15_000 });
// Absence is the correct statement, so there must be no placeholder either.
await expect(page.locator('#post16-destinations')).toHaveCount(0);
await expect(page.getByText(/destination data coming soon/i)).toHaveCount(0);
});
test('the destinations section never claims a pupil stayed at this school', async ({ page }) => {
const { urn } = await secondaryWithDestinations(page);
await page.goto(`/school/${urn}`);
const section = page.locator('#destinations');
await expect(section).toBeVisible({ timeout: 15_000 });
// The published file records the TYPE of place a leaver went to, never which
// one, so the page can never say a pupil stayed on here.
const text = (await section.textContent()) ?? '';
expect(text).not.toMatch(/stayed on (here|at this school)/i);
});
@@ -0,0 +1,92 @@
import { render, screen } from '@testing-library/react';
import { DestinationsSection } from '@/components/school/DestinationsSection';
import type { DestinationPhase } from '@/lib/types';
import type { DestinationCategory, DestinationStatus } from '@/lib/destinations';
const cell = (
category: DestinationCategory,
pupils: number | null,
status: DestinationStatus = 'published',
) => ({
category, pupils,
percentage: pupils === null ? null : (pupils / 180) * 100,
status,
});
const ALL_PUBLISHED = [
cell('school_sixth_form', 75), cell('sixth_form_college', 21),
cell('further_education', 55), cell('other_education', 6),
cell('apprenticeship', 8), cell('employment', 6),
cell('not_sustained', 5), cell('not_captured', 4),
];
const fullPhase: DestinationPhase = {
cohort_year: '2022/23',
groups: { all: { cohort: 180, categories: ALL_PUBLISHED, aggregates: {} } },
};
const suppressedPhase: DestinationPhase = {
cohort_year: '2022/23',
groups: {
all: {
cohort: 180,
categories: [
cell('school_sixth_form', 75), cell('sixth_form_college', null, 'suppressed'),
cell('further_education', 55), cell('other_education', 6),
cell('apprenticeship', 8), cell('employment', 6),
cell('not_sustained', 5), cell('not_captured', 4),
],
aggregates: {},
},
},
};
describe('DestinationsSection', () => {
it('dates its own cohort so it is not read as stale next to the GCSE section', () => {
render(<DestinationsSection destinations={fullPhase} />);
expect(screen.getByText(/2022\/23/)).toBeInTheDocument();
});
it('renders one bar segment per published category', () => {
const { container } = render(<DestinationsSection destinations={fullPhase} />);
expect(container.querySelectorAll('[data-destination-segment]')).toHaveLength(8);
});
it('renders NO bar at all when a category is withheld', () => {
const { container } = render(<DestinationsSection destinations={suppressedPhase} />);
// R1: a bar with a gap in it publishes the withheld figure by its width.
expect(container.querySelectorAll('[data-destination-segment]')).toHaveLength(0);
expect(screen.getAllByText(/withheld/i).length).toBeGreaterThan(0);
});
it('never states the remainder for a partially suppressed group', () => {
const { container } = render(<DestinationsSection destinations={suppressedPhase} />);
// 180 cohort - 159 published = 21, the withheld figure. It must appear nowhere.
expect(container.textContent).not.toMatch(/\b21\b/);
});
it('shows a card value for a group whose components are all published', () => {
render(<DestinationsSection destinations={fullPhase} />);
// academic route = 75 + 21 = 96 of 180 = 53%
expect(screen.getByText('53%')).toBeInTheDocument();
});
it('refuses a card value when one of its components is withheld', () => {
render(<DestinationsSection destinations={suppressedPhase} />);
// academic route needs sixth_form_college, which is suppressed.
expect(screen.getByText(/not published/i)).toBeInTheDocument();
expect(screen.queryByText('53%')).not.toBeInTheDocument();
});
it('never claims a pupil stayed at this school', () => {
const { container } = render(<DestinationsSection destinations={fullPhase} />);
// The published file reports destination TYPE, never destination institution.
expect(container.textContent).not.toMatch(/stayed on (here|at this school)/i);
});
it('renders nothing when no group carries categories', () => {
const empty: DestinationPhase = { cohort_year: '2022/23', groups: {} };
const { container } = render(<DestinationsSection destinations={empty} />);
expect(container.firstChild).toBeNull();
});
});
@@ -0,0 +1,45 @@
import { render, screen } from '@testing-library/react';
import { Post16DestinationsSection } from '@/components/school/Post16DestinationsSection';
import type { DestinationPhase } from '@/lib/types';
const phase: DestinationPhase = {
cohort_year: '2022/23',
groups: {
all: {
cohort: 96,
categories: [
{ category: 'higher_education', pupils: 56, percentage: 58.3, status: 'published' },
{ category: 'further_education', pupils: 12, percentage: 12.5, status: 'published' },
{ category: 'apprenticeship', pupils: 9, percentage: 9.4, status: 'published' },
{ category: 'employment', pupils: 13, percentage: 13.5, status: 'published' },
{ category: 'not_sustained', pupils: 6, percentage: 6.3, status: 'published' },
],
aggregates: {},
},
},
};
describe('Post16DestinationsSection', () => {
it('names the Year 13 cohort, not Year 11', () => {
const { container } = render(<Post16DestinationsSection destinations={phase} />);
expect(container.textContent).toMatch(/Year 13/);
expect(container.textContent).not.toMatch(/Year 11/);
});
it('reports higher education destinations', () => {
render(<Post16DestinationsSection destinations={phase} />);
expect(screen.getByText(/UK higher education/i)).toBeInTheDocument();
});
it('uses its own anchor so the nav does not collide with After Year 11', () => {
const { container } = render(<Post16DestinationsSection destinations={phase} />);
expect(container.querySelector('#post16-destinations')).toBeTruthy();
expect(container.querySelector('#destinations')).toBeNull();
});
it('renders nothing when no group carries categories', () => {
const empty: DestinationPhase = { cohort_year: '2022/23', groups: {} };
const { container } = render(<Post16DestinationsSection destinations={empty} />);
expect(container.firstChild).toBeNull();
});
});
@@ -76,3 +76,31 @@ describe('dark-theme safety', () => {
expect(offenders).toEqual([]);
});
});
/**
* Destination measures add the first new colour family since the palette was
* set. The tokens have to exist in both blocks or the section renders one
* theme's fills on the other theme's ground — the exact failure the suite
* above exists to catch, but for tokens rather than literals.
*/
describe('destination tokens', () => {
const css = fs.readFileSync(
path.join(__dirname, '..', '..', 'app', 'globals.css'), 'utf8');
const TOKENS = [
'--dest-sixthform', '--dest-sfcollege', '--dest-fecollege',
'--dest-apprentice', '--dest-employment', '--dest-none', '--dest-none-hatch',
];
const DARK_AT = css.indexOf('@media (prefers-color-scheme: dark)');
it('defines every destination token in the light palette', () => {
const light = css.slice(0, DARK_AT);
expect(TOKENS.filter((t) => !light.includes(`${t}:`))).toEqual([]);
});
it('redefines every destination token for dark', () => {
const dark = css.slice(DARK_AT);
expect(TOKENS.filter((t) => !dark.includes(`${t}:`))).toEqual([]);
});
});
@@ -0,0 +1,108 @@
import {
canAggregate, aggregateCells, canRenderPublishedAggregate,
canRenderBar, toBarSegments, CARD_GROUPS,
type DestinationCell, type DestinationGroup, type DestinationCategory,
} from '@/lib/destinations';
const pub = (category: DestinationCategory, pupils: number, cohort: number): DestinationCell => ({
category, pupils, percentage: (pupils / cohort) * 100, status: 'published',
});
const sup = (category: DestinationCategory): DestinationCell => ({
category, pupils: null, percentage: null, status: 'suppressed',
});
const fullGroup = (): DestinationGroup => ({
cohort: 180,
cells: [
pub('school_sixth_form', 75, 180), pub('sixth_form_college', 21, 180),
pub('further_education', 55, 180), pub('other_education', 6, 180),
pub('apprenticeship', 8, 180), pub('employment', 6, 180),
pub('not_sustained', 5, 180), pub('not_captured', 4, 180),
],
aggregates: {},
});
describe('canAggregate — R2, computing from components', () => {
it('allows a sum when every component is published', () => {
expect(canAggregate([pub('apprenticeship', 8, 180), pub('employment', 6, 180)])).toBe(true);
});
it('refuses a sum when any component is suppressed', () => {
expect(canAggregate([pub('apprenticeship', 8, 180), sup('employment')])).toBe(false);
});
it('refuses a sum when every component is suppressed', () => {
expect(canAggregate([sup('apprenticeship'), sup('employment')])).toBe(false);
});
});
describe('aggregateCells', () => {
it('sums published cells and derives a percentage from the cohort', () => {
expect(aggregateCells([pub('apprenticeship', 8, 180), pub('employment', 6, 180)], 180))
.toEqual({ pupils: 14, percentage: (14 / 180) * 100 });
});
it('returns null rather than a partial sum when a component is suppressed', () => {
expect(aggregateCells([pub('apprenticeship', 8, 180), sup('employment')], 180)).toBeNull();
});
});
describe('canRenderPublishedAggregate — R2, a total DfE published itself', () => {
it('allows it when no component is suppressed', () => {
expect(canRenderPublishedAggregate([
pub('school_sixth_form', 75, 180), pub('sixth_form_college', 21, 180),
])).toBe(true);
});
it('REFUSES it when exactly one component is suppressed — the aggregate identifies it', () => {
expect(canRenderPublishedAggregate([
pub('school_sixth_form', 75, 180), sup('sixth_form_college'),
])).toBe(false);
});
it('allows it when two or more components are suppressed', () => {
expect(canRenderPublishedAggregate([
sup('school_sixth_form'), sup('sixth_form_college'),
])).toBe(true);
});
});
describe('canRenderBar — R1', () => {
it('allows a bar when the whole group is published', () => {
expect(canRenderBar(fullGroup())).toBe(true);
});
it('refuses a bar when a single category is suppressed', () => {
const g = fullGroup();
g.cells[1] = sup('sixth_form_college');
expect(canRenderBar(g)).toBe(false);
});
});
describe('toBarSegments', () => {
it('derives widths from counts, not from rounded percentages', () => {
const segs = toBarSegments(fullGroup());
expect(segs).toHaveLength(8);
expect(segs[0].widthPct).toBeCloseTo((75 / 180) * 100, 10);
expect(segs.reduce((a, s) => a + s.widthPct, 0)).toBeCloseTo(100, 6);
});
it('throws rather than silently leaving a gap when the group is suppressed', () => {
const g = fullGroup();
g.cells[1] = sup('sixth_form_college');
expect(() => toBarSegments(g)).toThrow(/suppressed/i);
});
});
describe('CARD_GROUPS', () => {
it('partitions every destination category exactly once, plus the absence', () => {
const grouped = Object.values(CARD_GROUPS).flat();
expect(new Set(grouped).size).toBe(grouped.length);
expect(grouped).toEqual(expect.arrayContaining([
'school_sixth_form', 'sixth_form_college', 'further_education',
'other_education', 'apprenticeship', 'employment',
]));
expect(grouped).not.toContain('not_sustained');
expect(grouped).not.toContain('not_captured');
});
});
@@ -0,0 +1,84 @@
import { computeSecondaryFlags, buildSecondaryNavItems } from '@/lib/schoolSections';
import type { School, SchoolDestinations } from '@/lib/types';
const schoolInfo = {
urn: 137083, school_name: 'Northbrook Academy', phase: 'Secondary',
has_sixth_form: true,
} as unknown as School;
const base = { schoolInfo, yearlyData: [], deprivation: null, finance: null };
const phase = (categories = 1) => ({
cohort_year: '2022/23',
groups: {
all: {
cohort: 180,
categories: Array.from({ length: categories }, () => ({
category: 'school_sixth_form' as const,
pupils: 75, percentage: 41.7, status: 'published' as const,
})),
aggregates: {},
},
},
});
const ks4Only: SchoolDestinations = { ks4: phase(), ks5: null };
const both: SchoolDestinations = { ks4: phase(), ks5: phase() };
describe('computeSecondaryFlags — destinations', () => {
it('flags KS4 destinations when the block carries categories', () => {
const flags = computeSecondaryFlags({ ...base, destinations: ks4Only });
expect(flags.hasKs4Destinations).toBe(true);
expect(flags.hasKs5Destinations).toBe(false);
});
it('flags both phases when both are present', () => {
const flags = computeSecondaryFlags({ ...base, destinations: both });
expect(flags.hasKs4Destinations).toBe(true);
expect(flags.hasKs5Destinations).toBe(true);
});
it('flags neither when the block is absent', () => {
const flags = computeSecondaryFlags({ ...base, destinations: null });
expect(flags.hasKs4Destinations).toBe(false);
expect(flags.hasKs5Destinations).toBe(false);
});
it('does not flag a phase whose groups carry no categories', () => {
const empty: SchoolDestinations = {
ks4: { cohort_year: '2022/23', groups: {} }, ks5: null,
};
expect(computeSecondaryFlags({ ...base, destinations: empty }).hasKs4Destinations)
.toBe(false);
});
it('does not flag a phase whose only group has an empty category list', () => {
const empty: SchoolDestinations = { ks4: phase(0), ks5: null };
expect(computeSecondaryFlags({ ...base, destinations: empty }).hasKs4Destinations)
.toBe(false);
});
});
describe('buildSecondaryNavItems — destinations', () => {
const navInput = {
ofsted: null, admissions: null, admissionDistance: null,
hasLocation: false, yearlyDataLength: 0,
};
it('adds both entries, after GCSEs', () => {
const flags = computeSecondaryFlags({ ...base, destinations: both });
const ids = buildSecondaryNavItems({ ...flags, hasResults: true }, navInput)
.map(i => i.id);
expect(ids).toContain('destinations');
expect(ids).toContain('post16-destinations');
expect(ids.indexOf('destinations')).toBeGreaterThan(ids.indexOf('gcse'));
expect(ids.indexOf('post16-destinations')).toBe(ids.indexOf('destinations') + 1);
});
it('adds no entry for a phase that will not render — the nav must not link to a missing anchor', () => {
const flags = computeSecondaryFlags({ ...base, destinations: null });
const ids = buildSecondaryNavItems(flags, navInput).map(i => i.id);
expect(ids).not.toContain('destinations');
expect(ids).not.toContain('post16-destinations');
});
});
+28
View File
@@ -105,6 +105,23 @@
--series-7: #0E7A86;
--series-8: #8A4A6B;
/* ── Destination measures ───────────────────────────────────────────
Education is one hue in three steps (school-like -> college-like) so the
education destinations read as one family; apprenticeship and employment
are separate hues. The absence is neutral and HATCHED, never a colour:
"activity not captured" covers independent schools, moving abroad and
training DfE holds no data on, so rendering it as a bad outcome would be
a factual error. The hatch is also the secondary encoding that rescues
the neutral/blue pair, which separates at only dE 7.6 as flat fills.
Every other adjacent pair clears dE 10.9 under protanopia. */
--dest-sixthform: #0F766E;
--dest-sfcollege: #4A9E96;
--dest-fecollege: #7CBFB8;
--dest-apprentice: #806200;
--dest-employment: #2F6F8F;
--dest-none: #6B7580;
--dest-none-hatch: rgba(107, 117, 128, 0.34);
/* ── Phase: category, desaturated so it stays under the status hues ── */
--phase-primary: #0F766E;
--phase-primary-bg: rgba(167, 215, 197, 0.40);
@@ -293,6 +310,17 @@
--series-7: #6FD0DC;
--series-8: #D99BB8;
/* Destinations. Not a naive inversion: the education ramp reverses
direction so its darkest step stays the one furthest from the
school, and each step is re-checked against the dark card. */
--dest-sixthform: #5FC7BB;
--dest-sfcollege: #3E9B92;
--dest-fecollege: #2A716B;
--dest-apprentice: #EFC658;
--dest-employment: #8FB4D9;
--dest-none: #8B9AA1;
--dest-none-hatch: rgba(139, 154, 161, 0.34);
--phase-primary: #5FC7BB;
--phase-primary-bg: rgba(95, 199, 187, 0.16);
--phase-primary-text: #8ADACF;
+3 -1
View File
@@ -148,7 +148,7 @@ export default async function SchoolPage({ params }: SchoolPageProps) {
notFound();
}
const { school_info, yearly_data, absence_data, ofsted, census, admissions, admissions_history, admission_distance, deprivation, finance } = data;
const { school_info, yearly_data, absence_data, ofsted, census, admissions, admissions_history, admission_distance, deprivation, finance, destinations } = data;
// Redirect bare URN to canonical slug URL
const canonicalSlug = schoolUrl(urn, school_info.school_name).replace('/school/', '');
@@ -171,6 +171,7 @@ export default async function SchoolPage({ params }: SchoolPageProps) {
schoolInfo: school_info, yearlyData: yearly_data,
absenceData: absence_data, census: census ?? null,
deprivation: deprivation ?? null, finance: finance ?? null,
destinations: destinations ?? null,
};
const primaryFlags = computeSchoolFlags(sectionInput);
const secondaryFlags = computeSecondaryFlags(sectionInput);
@@ -236,6 +237,7 @@ export default async function SchoolPage({ params }: SchoolPageProps) {
deprivation={deprivation ?? null}
finance={finance ?? null}
nationalAvg={nationalAvg}
destinations={destinations ?? null}
flags={secondaryFlags}
/>
</SchoolDetailShell>
@@ -0,0 +1,38 @@
/**
* DestinationsSection — where a school's Year 11 leavers went. Server component.
*
* The headline is deliberately NOT the sustained-destination rate. That figure
* sits between 92% and 97% for nearly every school in England, so leading with
* it would say nothing; the mix is what actually varies between schools.
*
* The section dates its own cohort because destination measures are published
* about two GCSE years behind the results in the section above — undated, the
* figures read as stale rather than as a different question.
*/
import type { DestinationPhase } from '@/lib/types';
import { Section, sectionStyles } from './sectionShared';
import { DestinationsView } from './DestinationsView';
export function DestinationsSection({ destinations }: { destinations: DestinationPhase }) {
const all = destinations.groups.all;
const hasContent = Object.values(destinations.groups)
.some(group => (group?.categories?.length ?? 0) > 0);
if (!hasContent) return null;
const cohort = all?.cohort ?? null;
const year = destinations.cohort_year;
return (
<Section id="destinations">
<h2 className={sectionStyles.sectionTitle}>After Year 11</h2>
<p className={sectionStyles.sectionSubtitle}>
Where {cohort ? `the ${cohort} pupils` : 'the pupils'} who left Year 11
{year ? ` in ${year}` : ''} were during the following year. The Department
for Education tracks leavers for two terms, so these figures cover an
earlier year group than the GCSE results above.
</p>
<DestinationsView destinations={destinations} phase="ks4" />
</Section>
);
}
@@ -0,0 +1,232 @@
'use client';
/**
* DestinationsView — the interactive body of both destination sections.
*
* Three question cards over one bar, with the cards acting as a lens on the
* bar rather than a summary beside it: focusing a card dims everything the
* card is not made of, so the grouping we chose is inspectable rather than
* asserted.
*
* Everything here defers to lib/destinations.ts for what may be shown. In
* particular the bar is rendered only when canRenderBar() allows it: the
* destination categories sum to the cohort, so a bar drawn from the published
* segments leaves a gap whose width IS the withheld figure.
*
* The one client component in this directory besides AdmissionsViewToggle.
* The all-pupils view is what the server renders into the HTML; the switch and
* the hover linkage are the only parts that need the browser.
*/
import { useState } from 'react';
import type { DestinationPhase, DestinationGroupPayload } from '@/lib/types';
import {
CARD_GROUPS, CARD_QUESTIONS, CATEGORY_LABELS, CATEGORY_ORDER,
aggregateCells, canRenderBar, toBarSegments, cardGroupFor,
type CardGroup, type DestinationCell, type DestinationGroup, type PupilGroup,
} from '@/lib/destinations';
import styles from './destinations.module.css';
const GROUP_LABELS: Record<PupilGroup, string> = {
all: 'All pupils',
disadvantaged: 'Disadvantaged',
other: 'All other pupils',
};
const GROUP_ORDER: PupilGroup[] = ['all', 'disadvantaged', 'other'];
function toGroup(payload: DestinationGroupPayload): DestinationGroup {
return {
cohort: payload.cohort ?? 0,
cells: payload.categories,
aggregates: payload.aggregates,
};
}
function cellsFor(group: DestinationGroup, card: CardGroup): DestinationCell[] {
const wanted = new Set(CARD_GROUPS[card]);
return group.cells.filter(c => wanted.has(c.category));
}
export function DestinationsView({
destinations, phase,
}: { destinations: DestinationPhase; phase: 'ks4' | 'ks5' }) {
const available = GROUP_ORDER.filter(
g => (destinations.groups[g]?.categories?.length ?? 0) > 0,
);
const [selected, setSelected] = useState<PupilGroup>(available[0] ?? 'all');
const [focused, setFocused] = useState<CardGroup | null>(null);
const payload = destinations.groups[selected];
if (!payload) return null;
const group = toGroup(payload);
const barDrawable = canRenderBar(group);
const segments = barDrawable ? toBarSegments(group) : [];
const withheld = group.cells.filter(c => c.status === 'suppressed');
const dimmed = (card: CardGroup | null) => focused !== null && focused !== card;
return (
<div className={styles.view}>
{available.length > 1 && (
<div className={styles.switchRow}>
<span className={styles.switchLabel} id={`${phase}-cohort-label`}>Show</span>
<div
className={styles.switchButtons}
role="radiogroup"
aria-labelledby={`${phase}-cohort-label`}
>
{available.map(g => (
<button
key={g}
type="button"
role="radio"
aria-checked={selected === g}
className={styles.switchButton}
onClick={() => { setSelected(g); setFocused(null); }}
>
{GROUP_LABELS[g]}
<span className={styles.switchCount}>
{destinations.groups[g]?.cohort ?? ''}
</span>
</button>
))}
</div>
</div>
)}
<div className={styles.cards}>
{(Object.keys(CARD_GROUPS) as CardGroup[]).map(card => {
const cells = cellsFor(group, card);
if (cells.length === 0) return null;
const total = aggregateCells(cells, group.cohort);
const { question, hint } = CARD_QUESTIONS[card];
const keys = cells.map(c => (
<span key={c.category} className={`${styles.swatch} ${styles[c.category]}`} />
));
if (total === null) {
return (
<div key={card} className={`${styles.card} ${styles.cardWithheld}`}>
<span className={styles.cardQuestion}>{question}</span>
<span className={styles.cardWithheldValue}>Not published</span>
<span className={styles.cardHint}>
Too few pupils went to {hint} for the Department for Education
to release a figure.
</span>
<span className={styles.cardKeys}>{keys}</span>
</div>
);
}
return (
<button
key={card}
type="button"
className={`${styles.card} ${dimmed(card) ? styles.dim : ''}`}
data-group={card}
onMouseEnter={() => setFocused(card)}
onMouseLeave={() => setFocused(null)}
onFocus={() => setFocused(card)}
onBlur={() => setFocused(null)}
>
<span className={styles.cardQuestion}>{question}</span>
<span className={styles.cardValue}>{Math.round(total.percentage)}%</span>
<span className={styles.cardHint}>went to {hint}.</span>
<span className={styles.cardKeys}>{keys}</span>
</button>
);
})}
</div>
{barDrawable ? (
<div className={styles.barBlock}>
<div className={styles.bar}>
{segments.map(seg => {
const card = cardGroupFor(seg.category);
return (
<div
key={seg.category}
data-destination-segment={seg.category}
data-group={card ?? 'none'}
className={`${styles.segment} ${styles[seg.category]} ${dimmed(card) ? styles.dim : ''}`}
style={{ width: `${seg.widthPct}%` }}
title={`${CATEGORY_LABELS[seg.category]} — ${seg.labelPct}% (${seg.pupils} pupils)`}
>
{seg.widthPct >= 9 ? `${seg.labelPct}%` : ''}
</div>
);
})}
</div>
<div className={styles.barScale}>
<span>0%</span><span>25%</span><span>50%</span><span>75%</span><span>100%</span>
</div>
</div>
) : (
<div className={styles.withheldPanel}>
<strong className={styles.withheldTitle}>
No breakdown chart for this group
</strong>
<p className={styles.withheldBody}>
{withheld.length === 1
? 'One of the destinations is withheld'
: `${withheld.length} of the destinations are withheld`}
{' '}because too few pupils went there. These destinations add up to
the whole year group, so drawing the rest as a chart would give the
withheld figures away. The table below shows what was published,
and nothing more.
</p>
</div>
)}
<div className={styles.tableWrap}>
<table className={styles.table}>
<thead>
<tr>
<th scope="col">Destination</th>
<th scope="col">Pupils</th>
<th scope="col">Share</th>
</tr>
</thead>
<tbody>
{CATEGORY_ORDER.flatMap(category => {
const cell = group.cells.find(c => c.category === category);
if (!cell) return [];
const card = cardGroupFor(category);
const isWithheld = cell.status === 'suppressed';
return [(
<tr
key={category}
data-group={card ?? 'none'}
className={dimmed(card) ? styles.dim : ''}
>
<th scope="row" className={styles.rowName}>
<span className={`${styles.swatch} ${styles[category]}`} />
{CATEGORY_LABELS[category]}
</th>
<td>
{isWithheld
? <span className={styles.withheldMark}>withheld</span>
: cell.pupils}
</td>
<td>
{isWithheld || cell.percentage === null
? <span className={styles.withheldMark}>withheld</span>
: `${Math.round(cell.percentage)}%`}
</td>
</tr>
)];
})}
</tbody>
</table>
</div>
<p className={styles.footnote}>
Shares are rounded and may not add up to 100%. A pupil counted under a
school sixth form may have moved to a different school&apos;s sixth
form — the published data records the type of place, not which one.
</p>
</div>
);
}
@@ -0,0 +1,40 @@
/**
* Post16DestinationsSection — where a school's Year 13 leavers went.
* Server component.
*
* A separate publication, a separate cohort and a separate question from
* After Year 11, so it is a separate section rather than a tab: a parent
* choosing a secondary and a student choosing a sixth form are not the same
* reader.
*
* Not rendered at all for a school without post-16 provision. A "no data"
* placeholder there would imply something is missing, when the truthful
* statement is that the question does not apply — which is why the old
* "Post-16 destination data coming soon" note is gone rather than reworded.
*/
import type { DestinationPhase } from '@/lib/types';
import { Section, sectionStyles } from './sectionShared';
import { DestinationsView } from './DestinationsView';
export function Post16DestinationsSection({
destinations,
}: { destinations: DestinationPhase }) {
const hasContent = Object.values(destinations.groups)
.some(group => (group?.categories?.length ?? 0) > 0);
if (!hasContent) return null;
const cohort = destinations.groups.all?.cohort ?? null;
const year = destinations.cohort_year;
return (
<Section id="post16-destinations">
<h2 className={sectionStyles.sectionTitle}>After the sixth form</h2>
<p className={sectionStyles.sectionSubtitle}>
Where {cohort ? `the ${cohort} students` : 'the students'} who finished
Year 13{year ? ` in ${year}` : ''} went next.
</p>
<DestinationsView destinations={destinations} phase="ks5" />
</Section>
);
}
@@ -15,7 +15,7 @@ import {
} from './lastDistanceOffered';
export function SecondaryAdmissionsSection({
admissions, admissionsHistory, admissionDistance, schoolInfo, hasSixthForm,
admissions, admissionsHistory, admissionDistance, schoolInfo,
}: {
/* Nullable for the same reason as the primary section: a school can have a
published cut-off and no EES admissions row. */
@@ -23,7 +23,6 @@ export function SecondaryAdmissionsSection({
admissionsHistory: SchoolAdmissions[];
admissionDistance: SchoolAdmissionDistance | null;
schoolInfo: School;
hasSixthForm: boolean;
}) {
const cutoff = describeCutoff(admissionDistance);
// Moved with this section from SecondarySchoolDetailView, its only consumer.
@@ -112,11 +111,6 @@ export function SecondaryAdmissionsSection({
</p>
)}
{hasSixthForm && (
<div className={styles.sixthFormNote}>
This school has a sixth form (Post-16 provision). Post-16 destination data coming soon.
</div>
)}
</section>
);
}
@@ -14,11 +14,14 @@
import type {
School, SchoolResult, AbsenceData, OfstedInspection, SchoolCensus,
SchoolAdmissions, SchoolAdmissionDistance, SchoolDeprivation, SchoolFinance, NationalAverages,
SchoolDestinations,
} from '@/lib/types';
import { ofstedLegacyAreas } from '@/lib/utils';
import type { SecondaryFlags } from '@/lib/schoolSections';
import { OfstedSection } from './OfstedSection';
import { GcseSection } from './GcseSection';
import { DestinationsSection } from './DestinationsSection';
import { Post16DestinationsSection } from './Post16DestinationsSection';
import { SecondaryAdmissionsSection } from './SecondaryAdmissionsSection';
import { DistanceSection } from './DistanceSection';
import { SecondaryHistorySection } from './SecondaryHistorySection';
@@ -40,13 +43,14 @@ export interface SecondarySchoolSectionsProps {
deprivation: SchoolDeprivation | null;
finance: SchoolFinance | null;
nationalAvg: NationalAverages | null;
destinations: SchoolDestinations | null;
flags: SecondaryFlags;
}
export function SecondarySchoolSections({
schoolInfo, yearlyData, ofsted, census,
admissions, admissionsHistory, admissionDistance,
deprivation, finance, nationalAvg, flags,
deprivation, finance, nationalAvg, destinations, flags,
}: SecondarySchoolSectionsProps) {
const secondaryAvg = nationalAvg?.secondary ?? {};
@@ -85,6 +89,18 @@ export function SecondarySchoolSections({
/>
)}
{/* Destinations follow attainment: they answer "and then what happened",
which only lands once the results are in view. */}
{flags.hasKs4Destinations && destinations?.ks4 && (
<DestinationsSection destinations={destinations.ks4} />
)}
{/* Sixth-form schools only. Absent, not placeheld, for a school with no
post-16 provision — the question simply does not apply there. */}
{flags.hasKs5Destinations && destinations?.ks5 && (
<Post16DestinationsSection destinations={destinations.ks5} />
)}
{/* See PrimarySchoolSections: distance and EES admissions are independent
sources, so either one warrants the section. */}
{(admissions || admissionDistance) && (
@@ -93,7 +109,6 @@ export function SecondarySchoolSections({
admissionDistance={admissionDistance}
admissionsHistory={admissionsHistory}
schoolInfo={schoolInfo}
hasSixthForm={flags.hasSixthForm}
/>
)}
@@ -0,0 +1,299 @@
/*
* Destination sections.
*
* Every colour comes from the --dest-* tokens in globals.css, which are
* defined in both themes. Nothing here is a literal colour — see
* __tests__/components/darkThemeSafety.test.ts for why.
*/
.view {
display: flex;
flex-direction: column;
gap: 1.5rem;
}
/* ── Cohort switch ─────────────────────────────────────────────────────── */
.switchRow {
display: flex;
flex-direction: column;
gap: 0.5rem;
}
.switchLabel {
font-size: var(--step--2);
font-weight: 600;
letter-spacing: 0.06em;
text-transform: uppercase;
color: var(--text-muted);
}
.switchButtons {
display: inline-flex;
flex-wrap: wrap;
gap: 2px;
padding: 2px;
background: var(--bg-secondary);
border-radius: var(--radius-md);
align-self: flex-start;
}
.switchButton {
appearance: none;
border: none;
background: transparent;
font: inherit;
font-size: var(--step--1);
font-weight: 600;
color: var(--text-secondary);
padding: 0.5rem 0.9rem;
border-radius: calc(var(--radius-md) - 2px);
cursor: pointer;
white-space: nowrap;
transition: background var(--transition), color var(--transition);
}
.switchButton:hover { color: var(--text-primary); }
.switchButton:focus-visible { outline: 2px solid var(--brand); outline-offset: 1px; }
.switchButton[aria-checked='true'] {
background: var(--bg-card);
color: var(--text-primary);
box-shadow: var(--shadow-soft);
}
.switchCount {
margin-left: 0.4rem;
font-weight: 500;
color: var(--text-muted);
font-variant-numeric: tabular-nums;
}
/* ── Question cards ────────────────────────────────────────────────────── */
.cards {
display: grid;
grid-template-columns: repeat(auto-fit, minmax(14rem, 1fr));
gap: 0.75rem;
}
.card {
display: flex;
flex-direction: column;
gap: 0.35rem;
text-align: left;
font: inherit;
background: var(--brand-bg);
border: 1px solid transparent;
border-radius: var(--radius-md);
padding: 1.15rem 1.25rem;
cursor: pointer;
transition: border-color var(--transition), opacity var(--transition);
}
.card:hover { border-color: var(--brand); }
.card:focus-visible { outline: 2px solid var(--brand); outline-offset: 2px; }
.cardWithheld {
background: var(--bg-secondary);
border-style: dashed;
border-color: var(--border-strong);
cursor: default;
}
.cardQuestion {
font-family: var(--font-display);
font-size: var(--step--1);
font-weight: 700;
color: var(--text-primary);
text-wrap: balance;
}
.cardValue {
font-family: var(--font-display);
font-size: var(--step-3);
font-weight: 800;
line-height: 1.05;
letter-spacing: -0.02em;
font-variant-numeric: tabular-nums;
color: var(--text-primary);
}
.cardWithheldValue {
font-family: var(--font-display);
font-size: var(--step-1);
font-weight: 700;
color: var(--text-muted);
}
.cardHint {
font-size: var(--step--2);
color: var(--text-secondary);
}
.cardKeys {
display: flex;
gap: 0.3rem;
margin-top: 0.2rem;
}
.cardKeys .swatch {
width: 1.5rem;
height: 0.35rem;
border-radius: 2px;
}
/* ── Bar ───────────────────────────────────────────────────────────────── */
.barBlock {
display: flex;
flex-direction: column;
gap: 0.5rem;
}
/* 2px surface gaps between segments so adjacent fills stay distinguishable
without a border darkening the palette. */
.bar {
display: flex;
gap: 2px;
height: 3rem;
border-radius: var(--radius-sm);
overflow: hidden;
background: var(--bg-card);
}
.segment {
display: grid;
place-items: center;
min-width: 2px;
overflow: hidden;
color: var(--text-inverse);
font-size: var(--step--2);
font-weight: 700;
font-variant-numeric: tabular-nums;
transition: opacity var(--transition);
}
.barScale {
display: flex;
justify-content: space-between;
font-size: var(--step--2);
color: var(--text-muted);
font-variant-numeric: tabular-nums;
}
/* ── Category colours ──────────────────────────────────────────────────── */
.higher_education,
.school_sixth_form { background: var(--dest-sixthform); }
.sixth_form_college { background: var(--dest-sfcollege); }
.further_education,
.other_education { background: var(--dest-fecollege); color: var(--text-primary); }
.apprenticeship { background: var(--dest-apprentice); }
.employment { background: var(--dest-employment); }
/* The absence is hatched neutral, never a colour: "activity not captured"
covers independent schools, moving abroad and training the department holds
no data on, so a red segment would state something false. The hatch is also
the secondary encoding that separates it from the employment blue. */
.not_sustained,
.not_captured {
background-color: var(--bg-card);
background-image: repeating-linear-gradient(
45deg,
var(--dest-none-hatch) 0 3px,
transparent 3px 7px
);
box-shadow: inset 0 0 0 1px var(--dest-none);
color: var(--text-secondary);
}
.swatch {
display: inline-block;
width: 0.9rem;
height: 0.9rem;
border-radius: 3px;
flex: none;
}
/* ── Dimming, for the card-to-bar linkage ──────────────────────────────── */
.dim { opacity: 0.3; }
/* ── Withheld panel ────────────────────────────────────────────────────── */
.withheldPanel {
background: var(--bg-secondary);
border-radius: var(--radius-md);
padding: 1.15rem 1.25rem;
display: flex;
flex-direction: column;
gap: 0.5rem;
}
.withheldTitle {
font-family: var(--font-display);
font-size: var(--step--1);
font-weight: 700;
color: var(--text-primary);
}
.withheldBody {
margin: 0;
font-size: var(--step--1);
color: var(--text-secondary);
}
.withheldMark {
display: inline-block;
font-size: var(--step--2);
font-weight: 700;
color: var(--text-muted);
background: var(--bg-secondary);
border: 1px dashed var(--border-strong);
border-radius: 999px;
padding: 0.1rem 0.5rem;
}
/* ── Table ─────────────────────────────────────────────────────────────── */
.tableWrap { overflow-x: auto; }
.table {
width: 100%;
border-collapse: collapse;
font-size: var(--step--1);
}
.table th,
.table td {
padding: 0.55rem 0;
border-bottom: 1px solid var(--border);
text-align: right;
font-variant-numeric: tabular-nums;
}
.table thead th {
font-size: var(--step--2);
font-weight: 600;
letter-spacing: 0.05em;
text-transform: uppercase;
color: var(--text-muted);
white-space: nowrap;
}
.table th:first-child { text-align: left; }
.rowName {
display: flex;
align-items: center;
gap: 0.6rem;
font-weight: 500;
color: var(--text-primary);
}
.footnote {
margin: 0;
font-size: var(--step--2);
color: var(--text-muted);
}
@@ -1883,15 +1883,7 @@
color: var(--phase-secondary-text);
border: 1px solid rgba(var(--status-above-rgb), 0.2);
}
.sixthFormNote {
margin-top: 1rem;
padding: 0.625rem 0.875rem;
background: var(--bg-secondary);
border-radius: 6px;
font-size: 0.825rem;
color: var(--text-secondary);
border-left: 3px solid var(--brand);
}
.genderSplitHint {
font-size: 0.7rem;
color: var(--text-muted);
@@ -2107,7 +2099,6 @@
border-top: 1px solid var(--border);
}
.cutoffMapFigure {
/* Enough to read a set of concentric rings and no more — this is a
diagram of a number, not a map anyone navigates by. */
+155
View File
@@ -0,0 +1,155 @@
/**
* Destination measures — categories, the card grouping, and the disclosure
* guards.
*
* DfE suppresses individual cells with `c`, and the destination categories sum
* to the cohort. So subtracting the published cells from the cohort total
* recovers a lone suppressed cell exactly — which is the case on 22% of
* mainstream secondaries. The guards below are what stop this module's
* consumers doing that by accident, and they are why a percentage is never
* reconstructed from a partial sum.
*
* See docs/superpowers/specs/2026-08-28-destination-measures-design.md.
*/
export type DestinationCategory =
| 'school_sixth_form'
| 'sixth_form_college'
| 'further_education'
| 'other_education'
| 'apprenticeship'
| 'employment'
| 'not_sustained'
| 'not_captured'
// 16-18 only.
| 'higher_education';
export type PupilGroup = 'all' | 'disadvantaged' | 'other';
export type DestinationStatus = 'published' | 'suppressed' | 'not_applicable';
export type CardGroup = 'academic' | 'college' | 'work';
export interface DestinationCell {
category: DestinationCategory;
pupils: number | null;
percentage: number | null;
status: DestinationStatus;
}
export interface DestinationGroup {
cohort: number;
cells: DestinationCell[];
/** Aggregates DfE published itself, keyed by slug. */
aggregates: Partial<Record<'sustained_education' | 'sustained_all', DestinationCell>>;
}
/** Display order, which is also bar order: education, then work, then absence. */
export const CATEGORY_ORDER: DestinationCategory[] = [
'higher_education',
'school_sixth_form', 'sixth_form_college', 'further_education', 'other_education',
'apprenticeship', 'employment', 'not_sustained', 'not_captured',
];
/**
* Our grouping, not DfE's — the single most arguable thing on the page, which
* is why it lives in exactly one place. `not_sustained` and `not_captured` are
* deliberately absent: they are the absence of a destination, not a route, and
* "activity not captured" includes independent schools and moving abroad.
*/
export const CARD_GROUPS: Record<CardGroup, DestinationCategory[]> = {
academic: ['higher_education', 'school_sixth_form', 'sixth_form_college'],
college: ['further_education', 'other_education'],
work: ['apprenticeship', 'employment'],
};
export function suppressedCount(cells: DestinationCell[]): number {
return cells.filter(c => c.status === 'suppressed').length;
}
/** R2: a sum computed from components is safe only if every component is published. */
export function canAggregate(cells: DestinationCell[]): boolean {
return cells.length > 0 && cells.every(c => c.status === 'published');
}
export function aggregateCells(
cells: DestinationCell[], cohort: number,
): { pupils: number; percentage: number } | null {
if (!canAggregate(cells) || cohort <= 0) return null;
const pupils = cells.reduce((sum, c) => sum + (c.pupils ?? 0), 0);
return { pupils, percentage: (pupils / cohort) * 100 };
}
/**
* R2, the other direction: DfE published this total itself. Showing it beside
* the components is safe only when it spans no suppressed component, or two or
* more. Exactly one, and the total names the withheld figure.
*/
export function canRenderPublishedAggregate(components: DestinationCell[]): boolean {
return suppressedCount(components) !== 1;
}
/** R1: a bar is drawable only when nothing in the group is withheld. */
export function canRenderBar(group: DestinationGroup): boolean {
return group.cohort > 0 && group.cells.every(c => c.status === 'published');
}
export interface BarSegment {
category: DestinationCategory;
pupils: number;
/** Exact width from the count — never the rounded percentage. */
widthPct: number;
/** Rounded value for the segment label. */
labelPct: number;
}
export function toBarSegments(group: DestinationGroup): BarSegment[] {
if (!canRenderBar(group)) {
throw new Error(
'toBarSegments: refusing to draw a bar for a group with suppressed categories — '
+ 'the gap left behind would disclose the withheld figure (R1).',
);
}
const byCategory = new Map(group.cells.map(c => [c.category, c]));
return CATEGORY_ORDER.flatMap<BarSegment>(category => {
const cell = byCategory.get(category);
if (!cell || cell.pupils === null) return [];
const widthPct = (cell.pupils / group.cohort) * 100;
return [{ category, pupils: cell.pupils, widthPct, labelPct: Math.round(widthPct) }];
});
}
export const CATEGORY_LABELS: Record<DestinationCategory, string> = {
higher_education: 'UK higher education',
school_sixth_form: 'State-funded school sixth form',
sixth_form_college: 'Sixth-form college',
further_education: 'FE and other colleges',
other_education: 'Other education destination',
apprenticeship: 'Apprenticeship',
employment: 'Employment',
not_sustained: 'Not recorded as a sustained destination',
not_captured: 'Activity not captured',
};
export const CARD_QUESTIONS: Record<CardGroup, { question: string; hint: string }> = {
academic: {
question: 'Do leavers stay on an academic route?',
hint: 'a school sixth form or a sixth-form college',
},
college: {
question: 'Or move to a college?',
hint: 'an FE or other college',
},
work: {
question: 'Or straight into work?',
hint: 'an apprenticeship or a job',
},
};
/** Which card a category belongs to, or null for the two absence categories. */
export function cardGroupFor(category: DestinationCategory): CardGroup | null {
for (const [group, categories] of Object.entries(CARD_GROUPS) as [CardGroup, DestinationCategory[]][]) {
if (categories.includes(category)) return group;
}
return null;
}
+23 -1
View File
@@ -10,6 +10,7 @@
import type {
School, SchoolResult, AbsenceData, SchoolCensus,
OfstedInspection, SchoolAdmissions, SchoolAdmissionDistance, SchoolDeprivation, SchoolFinance,
SchoolDestinations, DestinationPhase,
} from './types';
import { isSpecialSchool } from './utils';
@@ -20,6 +21,7 @@ export interface SchoolFlagsInput {
census: SchoolCensus | null;
deprivation: SchoolDeprivation | null;
finance: SchoolFinance | null;
destinations?: SchoolDestinations | null;
}
export interface SchoolFlags {
@@ -183,10 +185,22 @@ export interface SecondaryFlags {
p8Suspended: boolean;
isSpecial: boolean;
suppressComparison: boolean;
/** Whether a destinations phase has anything to render. A block can exist
* with empty groups when the pipeline has run but the school has no rows,
* and a nav entry for a section that never renders links to nothing. */
hasKs4Destinations: boolean;
hasKs5Destinations: boolean;
}
/** A phase is renderable only if some pupil group actually carries categories. */
function phaseHasContent(phase: DestinationPhase | null | undefined): boolean {
if (!phase) return false;
return Object.values(phase.groups ?? {})
.some(group => (group?.categories?.length ?? 0) > 0);
}
export function computeSecondaryFlags({
schoolInfo, yearlyData, deprivation, finance,
schoolInfo, yearlyData, deprivation, finance, destinations,
}: Omit<SchoolFlagsInput, 'absenceData' | 'census'>): SecondaryFlags {
const latestResults = yearlyData.length > 0 ? yearlyData[yearlyData.length - 1] : null;
@@ -212,6 +226,8 @@ export function computeSecondaryFlags({
return {
latestResults, hasSixthForm, hasFinance, hasDeprivation, hasLocation,
hasWellbeing, hasResults: !!hasResults, p8Suspended, isSpecial, suppressComparison,
hasKs4Destinations: phaseHasContent(destinations?.ks4),
hasKs5Destinations: phaseHasContent(destinations?.ks5),
};
}
@@ -228,6 +244,12 @@ export function buildSecondaryNavItems(
const navItems: NavItem[] = [];
if (ofsted) navItems.push({ id: 'ofsted', label: 'Ofsted' });
if (flags.hasResults) navItems.push({ id: 'gcse', label: 'GCSEs' });
// Destinations sit straight after attainment: they answer "and then what
// happened", which only makes sense once the results are in view.
if (flags.hasKs4Destinations) navItems.push({ id: 'destinations', label: 'After Year 11' });
if (flags.hasKs5Destinations) {
navItems.push({ id: 'post16-destinations', label: 'After sixth form' });
}
if (admissions || admissionDistance) navItems.push({ id: 'admissions', label: 'Admissions' });
if (admissionDistance?.distance_m != null && hasLocation) {
navItems.push({ id: 'distance', label: 'Distance' });
+33
View File
@@ -369,6 +369,12 @@ export interface SchoolDetailsResponse {
admission_distance?: SchoolAdmissionDistance | null;
deprivation: SchoolDeprivation | null;
finance: SchoolFinance | null;
/**
* Optional so an older backend, which does not send the key at all, still
* typechecks. Null means the school has no published destination data;
* either way the sections simply do not render.
*/
destinations?: SchoolDestinations | null;
}
export interface ComparisonData {
@@ -598,3 +604,30 @@ export interface SortConfig {
key: string;
direction: SortDirection;
}
// ── Destination measures ────────────────────────────────────────────────────
// Shaped by backend/data_loader.py::_destinations_block. `status` is the field
// that matters: 'suppressed' is DfE withholding a figure it judged disclosive
// and must render as "withheld"; 'not_applicable' must render as nothing.
// `pupils` is null for both, so a null check alone loses the difference.
import type { DestinationCell, PupilGroup } from './destinations';
export interface DestinationGroupPayload {
cohort: number | null;
categories: DestinationCell[];
/** Totals DfE published itself. Never computed here — see lib/destinations.ts. */
aggregates: Partial<Record<'sustained_education' | 'sustained_all', DestinationCell>>;
}
export interface DestinationPhase {
/** e.g. "2022/23" — the section dates its own cohort, which runs about two
* GCSE years behind the results shown above it. */
cohort_year: string | null;
groups: Partial<Record<PupilGroup, DestinationGroupPayload>>;
}
export interface SchoolDestinations {
ks4: DestinationPhase | null;
ks5: DestinationPhase | null;
}
+11 -1
View File
@@ -178,9 +178,19 @@ with DAG(
bash_command=f"cd {PIPELINE_DIR} && {MELTANO_BIN} run tap-uk-ees target-postgres",
)
# Destinations come from the EES query API rather than a release ZIP,
# so they are a separate tap. Run after extract_ees rather than beside
# it: both write to the raw schema and the loader is happier serial.
extract_ees_destinations = BashOperator(
task_id="extract_ees_destinations",
bash_command=f"cd {PIPELINE_DIR} && {MELTANO_BIN} run tap-uk-ees-destinations target-postgres",
)
extract_ees >> extract_ees_destinations
dbt_build_ees = BashOperator(
task_id="dbt_build",
bash_command=f"cd {PIPELINE_DIR}/transform && {DBT_BIN} build --profiles-dir . --target production --select stg_ees_ks2+ stg_legacy_ks2+ stg_ees_ks4+ stg_legacy_ks4+ stg_ees_census+ stg_ees_admissions+ stg_ees_ks2_national+ stg_ees_ks4_national+",
bash_command=f"cd {PIPELINE_DIR}/transform && {DBT_BIN} build --profiles-dir . --target production --select stg_ees_ks2+ stg_legacy_ks2+ stg_ees_ks4+ stg_legacy_ks4+ stg_ees_census+ stg_ees_admissions+ stg_ees_ks2_national+ stg_ees_ks4_national+ stg_ees_ks4_destinations+ stg_ees_ks5_destinations+",
)
sync_typesense_ees = BashOperator(
+6
View File
@@ -41,6 +41,12 @@ plugins:
"201718": "http://10.0.1.224:8081/filebrowser/api/public/dl/0L61fE_a?inline=true"
"201819": "http://10.0.1.224:8081/filebrowser/api/public/dl/XJGJ5lG1?inline=true"
- name: tap-uk-ees-destinations
namespace: uk_ees_destinations
pip_url: ./plugins/extractors/tap-uk-ees-destinations
executable: tap-uk-ees-destinations
settings: []
- name: tap-uk-ofsted
namespace: uk_ofsted
pip_url: ./plugins/extractors/tap-uk-ofsted
@@ -0,0 +1,16 @@
[build-system]
requires = ["setuptools>=68", "wheel"]
build-backend = "setuptools.build_meta"
[project]
name = "tap-uk-ees-destinations"
version = "0.1.0"
description = "Singer tap for UK EES destination measures (KS4 and 16-18), school level"
requires-python = ">=3.10"
dependencies = [
"singer-sdk~=0.53",
"requests>=2.31",
]
[project.scripts]
tap-uk-ees-destinations = "tap_uk_ees_destinations.tap:TapUKEESDestinations.cli"
@@ -0,0 +1,7 @@
Metadata-Version: 2.4
Name: tap-uk-ees-destinations
Version: 0.1.0
Summary: Singer tap for UK EES destination measures (KS4 and 16-18), school level
Requires-Python: >=3.10
Requires-Dist: singer-sdk~=0.53
Requires-Dist: requests>=2.31
@@ -0,0 +1,10 @@
pyproject.toml
tap_uk_ees_destinations/__init__.py
tap_uk_ees_destinations/tap.py
tap_uk_ees_destinations.egg-info/PKG-INFO
tap_uk_ees_destinations.egg-info/SOURCES.txt
tap_uk_ees_destinations.egg-info/dependency_links.txt
tap_uk_ees_destinations.egg-info/entry_points.txt
tap_uk_ees_destinations.egg-info/requires.txt
tap_uk_ees_destinations.egg-info/top_level.txt
tests/test_tap.py
@@ -0,0 +1,2 @@
[console_scripts]
tap-uk-ees-destinations = tap_uk_ees_destinations.tap:TapUKEESDestinations.cli
@@ -0,0 +1,2 @@
singer-sdk~=0.53
requests>=2.31
@@ -0,0 +1,291 @@
"""EES destinations tap — KS4 and 16-18 destination measures, school level.
Separate from tap-uk-ees on purpose. That tap pulls a release ZIP and reads a
CSV inside it; the destinations files carry sex, ethnicity, FSM status, prior
attainment and SEN in the same table, so the whole-file route would download
millions of rows to keep a few hundred thousand. The query API filters server
side — with every dimension pinned, one year is ~250k rows across all
geographic levels rather than 1.9M.
The one thing this tap must not do is tidy the data up. EES writes `c` where a
figure is withheld, and the destination categories sum to the cohort — so
turning `c` into NULL here would let a downstream sum reconstruct exactly what
DfE suppressed. Counts and percentages are emitted as TEXT, sentinel intact,
and safe_numeric must never be pointed at them.
See docs/superpowers/specs/2026-08-28-destination-measures-design.md.
"""
from __future__ import annotations
import requests
from singer_sdk import Stream, Tap
from singer_sdk import typing as th
API_BASE = "https://api.education.gov.uk/statistics/v1"
TIMEOUT = 180
PAGE_SIZE = 10000
KS4_DATASET = "019d4f41-22d1-71b2-a1a7-f3b91026815b"
KS5_DATASET = "019d4e73-6440-7523-b60c-bfab1ad4a30d"
# Filter option ids, read from each dataset's /meta endpoint. KS4 and 16-18 use
# different ids for the same concepts, so they are declared separately rather
# than shared. `agg_` measures are totals DfE published itself; they are kept
# because they survive suppression far better than their components, and the
# frontend decides whether showing one is safe.
KS4_DESTINATION_SLUGS = {
"DCz1Q": "school_sixth_form",
"eLsdu": "sixth_form_college",
"o2MJm": "further_education",
"b7v6t": "other_education",
"mlKo9": "apprenticeship",
"QIJEw": "employment",
"RZrek": "not_sustained",
"1j7Ui": "not_captured",
"WiEl2": "agg_sustained_education",
"EfSAq": "agg_sustained_all",
}
KS4_PUPIL_GROUP_SLUGS = {"p9WRS": "all", "OvPnC": "disadvantaged", "7VmdX": "other"}
# Every other dimension held at Total: sex, student-characteristic topic,
# ethnicity major and minor, student characteristics. Pinning these is
# mandatory, not an optimisation — unconstrained they cross with each other and
# return 45 rows where 30 are wanted.
#
# The two establishment dimensions are deliberately NOT pinned. A school row
# carries its own establishment type ("State-funded mainstream schools"), never
# Total, so pinning Total there returns zero rows. Verified: with this set, one
# school-year yields exactly 30 rows — 10 measures x 3 pupil groups, no
# duplicates.
KS4_PINNED = ["X542f", "jHdaA", "9c6y4", "Y0RhH", "wBpIb"]
# The England reference needs a DIFFERENT pin set. At national level the
# establishment dimensions do vary — selective schools, studio schools, UTCs
# and so on are separate populations, not labels — so leaving them open
# multiplies every figure into 190 rows where 30 are wanted. Pinning
# establishment type to Total within the state-funded mainstream group gives
# exactly 30, and the parts reconcile: 151,912 disadvantaged + 441,823 other =
# 593,735 total for 2022/23.
#
# Note it must be the mainstream GROUP, not the Total group: DfE does not
# publish the disadvantage split across all establishment types at once, so
# pinning group=Total silently drops two thirds of the reference.
KS4_NATIONAL_PINNED = KS4_PINNED + ["5RcSd", "rgHcN"]
# Indicator ids are per-dataset, not shared. The 16-18 set below differs.
KS4_INDICATORS = {
"cohort": "Poghe",
"pupils": "1roqi",
"percentage": "dPjk0",
}
KS5_DESTINATION_SLUGS = {
"dkyu0": "higher_education",
"QIB6w": "school_sixth_form",
"9c3u4": "sixth_form_college",
"S4UgV": "further_education",
"EfYDq": "other_education",
"PaLTe": "apprenticeship",
"9c8k4": "employment",
"Wi6R2": "not_sustained",
"o2l7m": "not_captured",
"wBXtb": "agg_sustained_education",
"o2c4m": "agg_sustained_all",
}
KS5_PUPIL_GROUP_SLUGS = {"Y0PuH": "all", "HTeez": "disadvantaged", "CnSVI": "other"}
# As KS4, plus the two qualification dimensions — without them a sixth form is
# counted once per qualification level rather than once. Establishment omitted
# for the same reason as KS4.
KS5_PINNED = ["Pa2Ae", "o23fm", "NOBQD", "BSdu7", "fde2Y", "gJpLO", "tXHPE"]
# State-funded mainstream schools group + establishment type Total, as KS4.
KS5_NATIONAL_PINNED = KS5_PINNED + ["0hanT", "S4ROV"]
KS5_INDICATORS = {
"cohort": "5TESd",
"pupils": "tjybE",
"percentage": "fzKfY",
}
def _period_to_time_period(period: str) -> str:
"""'2022/2023' -> '202223', the convention every other mart here uses."""
start, end = period.split("/")
return start + end[-2:]
def row_to_record(
row: dict,
urn_by_location: dict[str, str],
destination_slugs: dict[str, str] | None = None,
pupil_group_slugs: dict[str, str] | None = None,
indicators: dict[str, str] | None = None,
) -> dict | None:
"""Map one API row to a Singer record, or None if it is not one we keep."""
destination_slugs = destination_slugs or KS4_DESTINATION_SLUGS
pupil_group_slugs = pupil_group_slugs or KS4_PUPIL_GROUP_SLUGS
# Read geographicLevel, not the locations keys: a school row also carries
# NAT, LA and REG entries for its parents, so testing "NAT in locations"
# would admit every local-authority row as a national one.
level = row.get("geographicLevel")
if level == "SCH":
urn = urn_by_location.get(row.get("locations", {}).get("SCH", ""))
if not urn:
return None
elif level == "NAT":
urn = None
else:
return None
applied = set(row.get("filters", {}).values())
destination = next(
(slug for fid, slug in destination_slugs.items() if fid in applied), None
)
group = next(
(slug for fid, slug in pupil_group_slugs.items() if fid in applied), None
)
if destination is None or group is None:
return None
values = row.get("values", {})
indicators = indicators or KS4_INDICATORS
return {
"urn": urn,
"time_period": _period_to_time_period(row["timePeriod"]["period"]),
"pupil_group": group,
"destination_measure": destination,
"cohort_pupils": values.get(indicators["cohort"]),
"pupils_raw": values.get(indicators["pupils"]),
"percentage_raw": values.get(indicators["percentage"]),
}
def _fetch_meta(dataset_id: str) -> dict:
resp = requests.get(f"{API_BASE}/data-sets/{dataset_id}/meta", timeout=TIMEOUT)
resp.raise_for_status()
return resp.json()
def urn_by_location_from_meta(meta: dict) -> dict[str, str]:
"""Location id -> URN, for the school-level options."""
for group in meta.get("locations", []):
if group.get("level", {}).get("code") == "SCH":
return {o["id"]: o["urn"] for o in group.get("options", []) if o.get("urn")}
return {}
def time_periods_from_meta(meta: dict) -> list[str]:
return [t["period"] for t in meta.get("timePeriods", [])]
class DestinationsStream(Stream):
"""One stream per dataset. Pages the query API, one time period at a time."""
_dataset_id: str = ""
_destination_slugs: dict[str, str] = {}
_pupil_group_slugs: dict[str, str] = {}
_pinned: list[str] = []
_national_pinned: list[str] = []
_indicators: dict[str, str] = {}
schema = th.PropertiesList(
th.Property("urn", th.StringType),
th.Property("time_period", th.StringType),
th.Property("pupil_group", th.StringType),
th.Property("destination_measure", th.StringType),
th.Property("cohort_pupils", th.StringType),
th.Property("pupils_raw", th.StringType),
th.Property("percentage_raw", th.StringType),
).to_dict()
primary_keys = ["urn", "time_period", "pupil_group", "destination_measure"]
replication_key = None
def _query(self, period: str, pinned: list[str], keep_level: str,
urn_by_location: dict[str, str]):
"""Page one period of one geographic level, yielding Singer records."""
criteria = [
{"filters": {"in": list(self._destination_slugs)}},
{"filters": {"in": list(self._pupil_group_slugs)}},
*[{"filters": {"in": [p]}} for p in pinned],
{"timePeriods": {"in": [{"period": period, "code": "AY"}]}},
]
page = 1
while True:
resp = requests.post(
f"{API_BASE}/data-sets/{self._dataset_id}/query",
json={
"criteria": {"and": criteria},
"indicators": list(self._indicators.values()),
"page": page,
"pageSize": PAGE_SIZE,
},
timeout=TIMEOUT,
)
resp.raise_for_status()
payload = resp.json()
for row in payload.get("results", []):
if row.get("geographicLevel") != keep_level:
continue
record = row_to_record(
row, urn_by_location,
self._destination_slugs, self._pupil_group_slugs,
self._indicators,
)
if record is not None:
yield record
if page >= payload.get("paging", {}).get("totalPages", 1):
return
page += 1
def get_records(self, context):
meta = _fetch_meta(self._dataset_id)
urn_by_location = urn_by_location_from_meta(meta)
periods = time_periods_from_meta(meta)
self.logger.info(
"%s: %d school locations, %d time periods",
self.name, len(urn_by_location), len(periods),
)
# Two queries per period, because school rows and the England reference
# need different establishment pins — see KS4_NATIONAL_PINNED. The API
# cannot filter by geographic level, so each pass keeps its own and
# discards the local-authority, district, regional and constituency
# rows that come with them.
for period in periods:
yield from self._query(period, self._pinned, "SCH", urn_by_location)
yield from self._query(period, self._national_pinned, "NAT", urn_by_location)
class KS4DestinationsStream(DestinationsStream):
name = "ees_ks4_destinations"
_dataset_id = KS4_DATASET
_destination_slugs = KS4_DESTINATION_SLUGS
_pupil_group_slugs = KS4_PUPIL_GROUP_SLUGS
_pinned = KS4_PINNED
_national_pinned = KS4_NATIONAL_PINNED
_indicators = KS4_INDICATORS
class KS5DestinationsStream(DestinationsStream):
name = "ees_ks5_destinations"
_dataset_id = KS5_DATASET
_destination_slugs = KS5_DESTINATION_SLUGS
_pupil_group_slugs = KS5_PUPIL_GROUP_SLUGS
_pinned = KS5_PINNED
_national_pinned = KS5_NATIONAL_PINNED
_indicators = KS5_INDICATORS
class TapUKEESDestinations(Tap):
name = "tap-uk-ees-destinations"
config_jsonschema = th.PropertiesList().to_dict()
def discover_streams(self):
return [KS4DestinationsStream(self), KS5DestinationsStream(self)]
if __name__ == "__main__":
TapUKEESDestinations.cli()
@@ -0,0 +1,134 @@
"""The tap's one testable job without a network: mapping an API row to a Singer
record without destroying the suppression sentinel."""
from tap_uk_ees_destinations.tap import (
row_to_record,
KS4_DESTINATION_SLUGS,
KS4_PUPIL_GROUP_SLUGS,
)
def test_published_row_keeps_its_numbers_as_text():
row = {
"timePeriod": {"period": "2022/2023"},
"geographicLevel": "SCH",
"locations": {"LA": "u9Oo4", "NAT": "dP0Zw", "SCH": "IXn5B"},
"filters": {"wYXbx": "DCz1Q", "9ss4v": "p9WRS"},
"values": {"Poghe": "264", "1roqi": "182", "dPjk0": "68.9"},
}
rec = row_to_record(row, urn_by_location={"IXn5B": "137083"})
assert rec["urn"] == "137083"
assert rec["time_period"] == "202223"
assert rec["destination_measure"] == "school_sixth_form"
assert rec["pupil_group"] == "all"
assert rec["cohort_pupils"] == "264"
assert rec["pupils_raw"] == "182"
assert rec["percentage_raw"] == "68.9"
def test_suppressed_row_preserves_the_c_sentinel():
row = {
"timePeriod": {"period": "2022/2023"},
"geographicLevel": "SCH",
"locations": {"SCH": "IXn5B"},
"filters": {"wYXbx": "eLsdu", "9ss4v": "OvPnC"},
"values": {"Poghe": "41", "1roqi": "c", "dPjk0": "c"},
}
rec = row_to_record(row, urn_by_location={"IXn5B": "137083"})
assert rec["pupils_raw"] == "c", "the sentinel must survive extraction"
assert rec["percentage_raw"] == "c"
assert rec["pupil_group"] == "disadvantaged"
def test_national_rows_are_kept_with_a_null_urn():
"""The England reference travels in the same response. It is kept, with a
null urn, so fact_destination_national has something to read."""
row = {
"timePeriod": {"period": "2022/2023"},
"geographicLevel": "NAT",
"locations": {"NAT": "dP0Zw"},
"filters": {"wYXbx": "DCz1Q", "9ss4v": "p9WRS"},
"values": {"Poghe": "500000", "1roqi": "190000", "dPjk0": "38.0"},
}
rec = row_to_record(row, urn_by_location={})
assert rec is not None
assert rec["urn"] is None
assert rec["percentage_raw"] == "38.0"
def test_other_geographic_levels_are_dropped():
"""A school row also carries NAT, LA and REG entries for its parents, so
the level has to be read from geographicLevel rather than inferred from
which location keys are present."""
row = {
"timePeriod": {"period": "2022/2023"},
"geographicLevel": "LA",
"locations": {"LA": "u9Oo4", "NAT": "dP0Zw"},
"filters": {"wYXbx": "DCz1Q", "9ss4v": "p9WRS"},
"values": {"Poghe": "1", "1roqi": "1", "dPjk0": "1"},
}
assert row_to_record(row, urn_by_location={}) is None
def test_school_row_with_an_unknown_location_is_dropped():
row = {
"timePeriod": {"period": "2022/2023"},
"geographicLevel": "SCH",
"locations": {"SCH": "unknown"},
"filters": {"wYXbx": "DCz1Q", "9ss4v": "p9WRS"},
"values": {"Poghe": "1", "1roqi": "1", "dPjk0": "1"},
}
assert row_to_record(row, urn_by_location={"IXn5B": "137083"}) is None
def test_rows_without_a_recognised_destination_are_dropped():
row = {
"timePeriod": {"period": "2022/2023"},
"geographicLevel": "SCH",
"locations": {"SCH": "IXn5B"},
"filters": {"wYXbx": "notaslug", "9ss4v": "p9WRS"},
"values": {"Poghe": "1", "1roqi": "1", "dPjk0": "1"},
}
assert row_to_record(row, urn_by_location={"IXn5B": "137083"}) is None
def test_every_slug_maps_to_one_measure():
assert len(set(KS4_DESTINATION_SLUGS.values())) == len(KS4_DESTINATION_SLUGS)
assert set(KS4_PUPIL_GROUP_SLUGS.values()) == {"all", "disadvantaged", "other"}
def test_indicator_ids_are_per_dataset_not_shared():
"""The 16-18 dataset uses different indicator ids for the same concepts.
Reusing the KS4 ids there returns IndicatorsNotFound from the API."""
from tap_uk_ees_destinations.tap import KS4_INDICATORS, KS5_INDICATORS
assert set(KS4_INDICATORS) == set(KS5_INDICATORS) == {"cohort", "pupils", "percentage"}
assert not set(KS4_INDICATORS.values()) & set(KS5_INDICATORS.values())
def test_ks5_rows_are_read_with_the_ks5_indicators():
from tap_uk_ees_destinations.tap import (
KS5_DESTINATION_SLUGS, KS5_PUPIL_GROUP_SLUGS, KS5_INDICATORS,
)
row = {
"timePeriod": {"period": "2022/2023"},
"geographicLevel": "SCH",
"locations": {"SCH": "IXn5B"},
"filters": {"dest": "dkyu0", "dis": "Y0PuH"},
"values": {"5TESd": "176", "tjybE": "98", "fzKfY": "55.7"},
}
rec = row_to_record(
row, {"IXn5B": "137083"},
KS5_DESTINATION_SLUGS, KS5_PUPIL_GROUP_SLUGS, KS5_INDICATORS,
)
assert rec["destination_measure"] == "higher_education"
assert rec["cohort_pupils"] == "176"
assert rec["pupils_raw"] == "98"
assert rec["percentage_raw"] == "55.7"
def test_establishment_dimensions_are_not_pinned():
"""A school row carries its own establishment type, never Total — pinning
Total there returns zero rows for every school."""
from tap_uk_ees_destinations.tap import KS4_PINNED, KS5_PINNED
establishment_totals = {"4369U", "rgHcN", "EfHQq", "S4ROV"}
assert not set(KS4_PINNED) & establishment_totals
assert not set(KS5_PINNED) & establishment_totals
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@@ -180,6 +180,74 @@ models:
- name: year
tests: [not_null]
- name: fact_ks4_destinations
description: >
KS4 leavers destinations — one row per URN, year, pupil group and
destination measure. status distinguishes a figure DfE withheld
('suppressed') from one that does not apply ('not_applicable'); pupils is
null for both, so status is the only thing that tells them apart. R3
masking is applied here: a category withheld for disadvantaged pupils is
withheld for the other-pupils group too.
columns:
- name: urn
tests: [not_null]
- name: year
tests: [not_null]
- name: pupil_group
tests:
- not_null
- accepted_values:
values: ['all', 'disadvantaged', 'other']
- name: destination_measure
tests: [not_null]
- name: status
tests:
- not_null
- accepted_values:
values: ['published', 'suppressed', 'not_applicable']
- name: fact_ks5_destinations
description: >
16-18 study leavers destinations — same grain and same suppression
semantics as fact_ks4_destinations. Only institutions with post-16
provision appear.
columns:
- name: urn
tests: [not_null]
- name: year
tests: [not_null]
- name: pupil_group
tests:
- not_null
- accepted_values:
values: ['all', 'disadvantaged', 'other']
- name: destination_measure
tests: [not_null]
- name: status
tests:
- not_null
- accepted_values:
values: ['published', 'suppressed', 'not_applicable']
- name: fact_destination_national
description: >
England destination measures by phase and pupil group — the national
reference the school sections compare against. Repointed with the cohort
switch so a school's disadvantaged pupils are measured against national
disadvantaged pupils, not against the national average.
columns:
- name: phase
tests:
- not_null
- accepted_values:
values: ['ks4', 'ks5']
- name: year
tests: [not_null]
- name: pupil_group
tests: [not_null]
- name: destination_measure
tests: [not_null]
- name: fact_ks2_national_averages
description: Official DfE KS2 national headline averages — one row per academic year
columns:
@@ -0,0 +1,40 @@
{{ config(materialized='table') }}
-- Mart: England destination measures by pupil group — the page's national
-- reference.
--
-- Kept separate from the school facts so the section's England bar can repoint
-- with the cohort switch. Comparing a school's disadvantaged pupils against
-- the national all-pupils figure would flatter or damn the school for its
-- intake rather than its work, which is the failure this whole feature is
-- meant to avoid.
--
-- The tap pins establishment type to Total within the state-funded mainstream
-- group for these rows, so the parts reconcile: for 2022/23 KS4, 151,912
-- disadvantaged + 441,823 other = 593,735 total.
select
'ks4' as phase,
year,
pupil_group,
destination_measure,
cohort_pupils,
pupils,
percentage,
status
from {{ ref('stg_ees_ks4_destinations') }}
where urn is null
union all
select
'ks5' as phase,
year,
pupil_group,
destination_measure,
cohort_pupils,
pupils,
percentage,
status
from {{ ref('stg_ees_ks5_destinations') }}
where urn is null
@@ -0,0 +1,50 @@
{{ config(materialized='table') }}
-- Mart: KS4 leavers destinations — one row per URN x year x pupil group x
-- destination measure.
--
-- Long format, unlike the wide fact_ks4_performance next door. pupil_group is
-- a real third dimension, so going wide would need three sets of every column,
-- and the disclosure tests are far easier to write over rows than columns.
--
-- R3 IS APPLIED HERE rather than in the API. Disadvantaged and other-pupils
-- partition the whole, and the all-pupils figure is published — so publishing
-- both halves recovers the suppressed one by subtraction. Where a category is
-- withheld for disadvantaged pupils it is therefore withheld for the other
-- group too, and the all-pupils view keeps it. DfE already does this in 493 of
-- 498 cases; this closes the remaining 5 so that no consumer, now or later,
-- can reach an unmasked combination.
--
-- See docs/superpowers/specs/2026-08-28-destination-measures-design.md.
with staged as (
select s.*
from {{ ref('stg_ees_ks4_destinations') }} s
inner join {{ ref('dim_school') }} d on d.urn = s.urn
),
-- Categories withheld for disadvantaged pupils at this school and year.
masked as (
select distinct urn, year, destination_measure
from staged
where pupil_group = 'disadvantaged'
and status = 'suppressed'
)
select
s.urn,
s.year,
s.pupil_group,
s.destination_measure,
s.cohort_pupils,
case when m.urn is not null and s.pupil_group = 'other'
then null else s.pupils end as pupils,
case when m.urn is not null and s.pupil_group = 'other'
then null else s.percentage end as percentage,
case when m.urn is not null and s.pupil_group = 'other'
then 'suppressed' else s.status end as status
from staged s
left join masked m
on m.urn = s.urn
and m.year = s.year
and m.destination_measure = s.destination_measure
@@ -0,0 +1,50 @@
{{ config(materialized='table') }}
-- Mart: 16-18 study leavers destinations — one row per URN x year x pupil group x
-- destination measure.
--
-- Long format, unlike the wide fact_ks4_performance next door. pupil_group is
-- a real third dimension, so going wide would need three sets of every column,
-- and the disclosure tests are far easier to write over rows than columns.
--
-- R3 IS APPLIED HERE rather than in the API. Disadvantaged and other-pupils
-- partition the whole, and the all-pupils figure is published — so publishing
-- both halves recovers the suppressed one by subtraction. Where a category is
-- withheld for disadvantaged pupils it is therefore withheld for the other
-- group too, and the all-pupils view keeps it. DfE already does this in 493 of
-- 498 cases; this closes the remaining 5 so that no consumer, now or later,
-- can reach an unmasked combination.
--
-- See docs/superpowers/specs/2026-08-28-destination-measures-design.md.
with staged as (
select s.*
from {{ ref('stg_ees_ks5_destinations') }} s
inner join {{ ref('dim_school') }} d on d.urn = s.urn
),
-- Categories withheld for disadvantaged pupils at this school and year.
masked as (
select distinct urn, year, destination_measure
from staged
where pupil_group = 'disadvantaged'
and status = 'suppressed'
)
select
s.urn,
s.year,
s.pupil_group,
s.destination_measure,
s.cohort_pupils,
case when m.urn is not null and s.pupil_group = 'other'
then null else s.pupils end as pupils,
case when m.urn is not null and s.pupil_group = 'other'
then null else s.percentage end as percentage,
case when m.urn is not null and s.pupil_group = 'other'
then 'suppressed' else s.status end as status
from staged s
left join masked m
on m.urn = s.urn
and m.year = s.year
and m.destination_measure = s.destination_measure
@@ -33,6 +33,20 @@ sources:
- name: legacy_ks2
description: Pre-COVID KS2 school-level data (2015-16 to 2018-19) from DfE performance tables
- name: ees_ks4_destinations
description: >
KS4 leavers destinations, long format — one row per URN x year x
pupil group x destination measure, plus England rows with a null urn.
pupils_raw and percentage_raw are TEXT and may carry the 'c'
suppression sentinel; they must never be passed through safe_numeric,
because the categories sum to the cohort and collapsing 'c' to null
lets a downstream sum recover a withheld figure.
- name: ees_ks5_destinations
description: >
16-18 study leavers destinations. Same grain, same suppression
caveat, and only institutions with post-16 provision appear.
- name: ees_ks4_performance
description: KS4 performance tables (long format — one row per school × breakdown × sex)
@@ -0,0 +1,46 @@
{{ config(materialized='table') }}
-- Staging model: KS4 leavers destinations, school level plus the England
-- reference (which carries a null urn).
--
-- DELIBERATELY DOES NOT USE safe_numeric. That macro maps every EES sentinel
-- (z, c, x, q, u) to NULL, which is right for attainment — there, "suppressed"
-- and "not applicable" are equally unrenderable. Here they are different
-- claims: one has to print "withheld", the other has to print nothing, and
-- collapsing them would also let a downstream sum reconstruct a withheld
-- figure, because the destination categories add up to the cohort.
--
-- See docs/superpowers/specs/2026-08-28-destination-measures-design.md.
with source as (
select * from {{ source('raw', 'ees_ks4_destinations') }}
-- National rows carry a null urn and feed fact_destination_national.
where (urn is null or urn = '' or urn ~ '^[0-9]+$')
and time_period ~ '^[0-9]+$'
)
select
case when urn ~ '^[0-9]+$' then cast(trim(urn) as integer) end as urn,
cast(trim(time_period) as integer) as year,
trim(pupil_group) as pupil_group,
trim(destination_measure) as destination_measure,
case when cohort_pupils ~ '^[0-9]+$'
then cast(cohort_pupils as integer) end as cohort_pupils,
case when pupils_raw ~ '^[0-9]+$'
then cast(pupils_raw as integer) end as pupils,
case when percentage_raw ~ '^-?[0-9]+(\.[0-9]+)?$'
then cast(percentage_raw as numeric) end as percentage,
-- The whole point of this model. 'suppressed' is DfE withholding a figure
-- it considers disclosive; 'not_applicable' is the measure not applying to
-- this row at all. The API and the frontend treat them differently.
case
when pupils_raw ~ '^[0-9]+$' then 'published'
when lower(trim(pupils_raw)) = 'c' then 'suppressed'
else 'not_applicable'
end as status
from source
@@ -0,0 +1,47 @@
{{ config(materialized='table') }}
-- Staging model: 16-18 study leavers destinations, institution level plus the
-- England reference (which carries a null urn). Only sixth forms and colleges
-- appear here, so a secondary with no post-16 provision has no rows at all.
--
-- DELIBERATELY DOES NOT USE safe_numeric. That macro maps every EES sentinel
-- (z, c, x, q, u) to NULL, which is right for attainment — there, "suppressed"
-- and "not applicable" are equally unrenderable. Here they are different
-- claims: one has to print "withheld", the other has to print nothing, and
-- collapsing them would also let a downstream sum reconstruct a withheld
-- figure, because the destination categories add up to the cohort.
--
-- See docs/superpowers/specs/2026-08-28-destination-measures-design.md.
with source as (
select * from {{ source('raw', 'ees_ks5_destinations') }}
-- National rows carry a null urn and feed fact_destination_national.
where (urn is null or urn = '' or urn ~ '^[0-9]+$')
and time_period ~ '^[0-9]+$'
)
select
case when urn ~ '^[0-9]+$' then cast(trim(urn) as integer) end as urn,
cast(trim(time_period) as integer) as year,
trim(pupil_group) as pupil_group,
trim(destination_measure) as destination_measure,
case when cohort_pupils ~ '^[0-9]+$'
then cast(cohort_pupils as integer) end as cohort_pupils,
case when pupils_raw ~ '^[0-9]+$'
then cast(pupils_raw as integer) end as pupils,
case when percentage_raw ~ '^-?[0-9]+(\.[0-9]+)?$'
then cast(percentage_raw as numeric) end as percentage,
-- The whole point of this model. 'suppressed' is DfE withholding a figure
-- it considers disclosive; 'not_applicable' is the measure not applying to
-- this row at all. The API and the frontend treat them differently.
case
when pupils_raw ~ '^[0-9]+$' then 'published'
when lower(trim(pupils_raw)) = 'c' then 'suppressed'
else 'not_applicable'
end as status
from source
@@ -0,0 +1,15 @@
-- pupils must be null wherever status is not 'published', and never null where
-- it is. This is what stops a later coalesce, or a wide-format refactor,
-- turning a withheld figure into a zero — which would read on the page as
-- "no pupils went here" rather than "we are not told".
select
urn,
year,
pupil_group,
destination_measure,
status,
pupils
from {{ ref('fact_ks4_destinations') }}
where (status <> 'published' and pupils is not null)
or (status = 'published' and pupils is null)
@@ -0,0 +1,20 @@
-- R3 GUARD. Fails if a category is suppressed for disadvantaged pupils but
-- still published for the other-pupils group.
--
-- The two groups partition the cohort and the all-pupils figure is published,
-- so publishing both halves recovers the withheld one. fact_ks4_destinations
-- masks the other group to prevent it; this asserts the masking actually held.
select
d.urn,
d.year,
d.destination_measure
from {{ ref('fact_ks4_destinations') }} d
inner join {{ ref('fact_ks4_destinations') }} o
on o.urn = d.urn
and o.year = d.year
and o.destination_measure = d.destination_measure
and o.pupil_group = 'other'
where d.pupil_group = 'disadvantaged'
and d.status = 'suppressed'
and o.status = 'published'
@@ -0,0 +1,24 @@
{{ config(severity='warn') }}
-- R1 TRIPWIRE. Flags a school/year/pupil group that has exactly one suppressed
-- category while its cohort total is published — the combination that lets the
-- withheld figure be recovered by subtracting the published categories.
--
-- This is a WARN, not an error, and the distinction matters. The mart is not
-- wrong: DfE publishes exactly this, and the mart's job is to carry the source
-- faithfully. What must refuse to close the gap is everything downstream — the
-- API serialiser and lib/destinations.ts, which have their own tests. This
-- query exists so the condition stays visible and counted, and so anyone
-- adding a consumer later has to look at it rather than discover it.
--
-- Expect a non-trivial count: measured at 22% of mainstream secondaries.
select
urn,
year,
pupil_group,
count(*) filter (where status = 'suppressed') as suppressed_categories
from {{ ref('fact_ks4_destinations') }}
where destination_measure not like 'agg\_%' escape '\'
group by urn, year, pupil_group
having count(*) filter (where status = 'suppressed') = 1