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fix(demo): give the short-window blood pressure a shape to show
Every 90-day series in the seed is a mean-reverting walk, and around a settled target that is flat noise. A 7-day trend line over the last 30 days of blood pressure drew a straight line, which is the view the demo exists to show. A busy stretch three to four weeks back now lifts blood pressure and pulse and lets them settle again, the mood dips with it, and weekend readings sit a touch higher. Blood pressure also pulls back towards its target harder, so a seed no longer ends several mmHg above the band its stored texts describe; today's reading settles on the days after the stretch. The two stored texts that summarise the last weeks mention the stretch. An integration test runs the real seed and holds the 7-day mean to a visible swing and today's reading to the settled side of it.
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@@ -225,11 +225,15 @@ function randomWalk(
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// fresh seed — iOS #33); clamping every step keeps the series inside the
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// same band the input validator enforces.
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clamp?: { min: number; max: number },
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// How hard each step pulls back towards the target. The default lets a
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// series wander; blood pressure needs a firmer pull, or a seed could end
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// several mmHg above the settled band its stored texts describe.
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reversion = 0.03,
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): number[] {
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const values: number[] = [start];
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for (let i = 1; i < days; i++) {
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const prev = values[i - 1];
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const drift = (target - prev) * 0.03; // mean reversion
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const drift = (target - prev) * reversion;
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const noise = (Math.random() - 0.5) * volatility;
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let next = Math.round((prev + drift + noise) * 10) / 10;
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if (clamp) next = Math.min(clamp.max, Math.max(clamp.min, next));
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@@ -397,6 +401,23 @@ async function bulkInsert(
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}
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}
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/**
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* A busy stretch inside the 90-day window, in days before "now": blood
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* pressure and pulse rise and settle again, and the mood dips with them.
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* Without it every short-window series was flat noise around its target and a
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* 7-day trend line over 30 days drew a straight line; with it the line has a
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* shape to follow. It ends well before today, so the latest readings, the
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* tiles and the stored texts still describe a settled, optimal band.
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*/
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const BUSY_STRETCH = { from: 27, to: 12 } as const;
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/** 0 outside the busy stretch, rising smoothly to 1 at its middle. */
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function busyStretch(daysBefore: number): number {
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const { from, to } = BUSY_STRETCH;
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if (daysBefore > from || daysBefore < to) return 0;
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return Math.sin((Math.PI * (from - daysBefore)) / (from - to)) ** 2;
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}
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/** Pollen season bump: 0 outside `[from, to]`, peaking at `peak` mid-season. */
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function pollenSeason(
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doy: number,
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@@ -563,6 +584,7 @@ export async function seed() {
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span,
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3,
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VALUE_RANGES.BLOOD_PRESSURE_SYS,
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0.1,
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);
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// Diastolic BP: 82 → settled ~76 (clamped)
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const diaBP = randomWalk(
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@@ -571,6 +593,7 @@ export async function seed() {
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span,
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2.5,
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VALUE_RANGES.BLOOD_PRESSURE_DIA,
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0.1,
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);
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// Spot pulse (daytime heart rate): ~72, gently lower
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const pulse = randomWalk(74, 70, span, 3, VALUE_RANGES.PULSE);
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@@ -597,9 +620,35 @@ export async function seed() {
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);
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// Steps: 6500 → a solid ~9000
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const steps = randomWalk(6500, 9000, span, 1500);
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for (const series of [weights, sysBP, diaBP, pulse, restingHr]) {
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// The busy stretch lifts blood pressure and pulse, and weekends read a
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// touch higher than weekdays, as home readings tend to.
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for (let i = 0; i < span; i++) {
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const before = days - i;
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const weekday = daysAgo(before).getDay();
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const weekend = weekday === 0 || weekday === 6 ? 1 : 0;
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const busy = busyStretch(before);
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const lift = (
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series: number[],
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by: number,
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range: { min: number; max: number },
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) => {
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series[i] = Math.min(
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range.max,
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Math.max(range.min, Math.round((series[i] + by) * 10) / 10),
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);
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};
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lift(sysBP, busy * 12 + weekend * 2, VALUE_RANGES.BLOOD_PRESSURE_SYS);
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lift(diaBP, busy * 7 + weekend * 1, VALUE_RANGES.BLOOD_PRESSURE_DIA);
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lift(pulse, busy * 6, VALUE_RANGES.PULSE);
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}
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for (const series of [weights, restingHr]) {
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settleLatest(series);
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}
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// Today's reading settles on the days after the busy stretch only, so it
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// describes the band the series came back to.
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for (const series of [sysBP, diaBP, pulse]) {
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settleLatest(series, BUSY_STRETCH.to - 1);
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}
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// Each series carries the source that writes it on a real account, the
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// way the integration writes it: the Withings scale and cuff (weight,
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@@ -1580,7 +1629,9 @@ export async function seed() {
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if (Math.random() < 0.05) continue;
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const date = daysAgo(days - i);
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const rawScore = Math.round(Math.min(5, Math.max(1, moodTrend[i])));
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// The busy stretch costs about a point of mood at its height.
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const moodScore = moodTrend[i] - 1.2 * busyStretch(days - i);
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const rawScore = Math.round(Math.min(5, Math.max(1, moodScore)));
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const mood = moodOptions[5 - rawScore]; // invert: score 5 = SUPER_GUT
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const tags = tagOptions[5 - rawScore];
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const loggedAt = new Date(date);
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@@ -3302,8 +3353,9 @@ export async function seed() {
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content: "How has my blood pressure been trending lately?",
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},
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answer(
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"Your blood pressure has been settling nicely. Over the last few " +
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"weeks the morning readings have drifted into the optimal band, and " +
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"Your blood pressure has been settling nicely. After a higher " +
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"stretch about three weeks ago, the morning readings have come back " +
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"down into the optimal band, and " +
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"your resting heart rate is sitting in a comfortable range too. " +
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"Keeping up the steady sleep and daily movement looks like it is " +
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"paying off — worth staying consistent with the morning measurements " +
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@@ -3675,10 +3727,11 @@ export async function seed() {
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{
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scope: "blood-pressure",
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text:
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"Your blood pressure is averaging about 118/76 over the last few " +
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"weeks — down roughly 10 mmHg systolic from where this quarter " +
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"started, and now comfortably inside the optimal band. That is a " +
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"real, earned shift, not day-to-day noise. Keeping the morning " +
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"Your blood pressure is averaging about 118/76 over the last two " +
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"weeks, back down after a busier stretch before that. It sits " +
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"roughly 10 mmHg systolic below where this quarter started, " +
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"comfortably inside the optimal band. That is a real, earned " +
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"shift, not day-to-day noise. Keeping the morning " +
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"readings on a steady schedule will make the trend even easier to " +
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"follow.",
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},
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@@ -0,0 +1,65 @@
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/**
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* The demo's short-window charts need a shape to show. Every 90-day series in
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* the seed is a mean-reverting walk, and around a settled target that is flat
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* noise: a 7-day trend line over the last 30 days of blood pressure drew a
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* straight line, which is exactly the view the demo exists to show off. The
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* seed now carries a busy stretch a few weeks back that lifts blood pressure
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* and lets it settle again.
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*
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* This runs the real `scripts/seed-demo.ts` and holds the last 30 days of
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* systolic readings to two things at once: the 7-day mean moves visibly, and
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* today's reading has come back down from the stretch. Before the stretch the
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* swing measured 2 to 3 mmHg; with it, about 8 to 14. The seed is random, so the
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* bounds sit between the two rather than at either.
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*/
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import { beforeAll, describe, expect, it, vi } from "vitest";
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import { getPrismaClient, truncateAllTables } from "./setup";
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vi.mock("@/lib/db-compat", () => ({
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ensureDbCompatibility: vi.fn().mockResolvedValue(undefined),
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}));
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let systolic: number[];
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let means: number[];
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beforeAll(async () => {
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const prisma = getPrismaClient();
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await truncateAllTables(prisma);
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const { seed } = await import("../../scripts/seed-demo");
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await seed();
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const user = await prisma.user.findUniqueOrThrow({
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where: { username: "demo" },
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select: { id: true },
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});
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const since = new Date(Date.now() - 31 * 24 * 60 * 60 * 1000);
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const rows = await prisma.measurement.findMany({
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where: {
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userId: user.id,
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type: "BLOOD_PRESSURE_SYS",
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source: "WITHINGS",
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deletedAt: null,
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measuredAt: { gte: since },
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},
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orderBy: { measuredAt: "asc" },
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select: { value: true },
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});
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systolic = rows.map((r) => Number(r.value));
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means = [];
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for (let i = 6; i < systolic.length; i++) {
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const week = systolic.slice(i - 6, i + 1);
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means.push(week.reduce((a, b) => a + b, 0) / week.length);
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}
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}, 180_000);
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describe("demo seed, short-window shape", () => {
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it("gives the 7-day systolic mean over 30 days a visible rise and fall", () => {
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expect(systolic.length).toBeGreaterThanOrEqual(28);
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const swing = Math.max(...means) - Math.min(...means);
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expect(swing).toBeGreaterThanOrEqual(6);
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});
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it("brings today's systolic reading back down from the stretch", () => {
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expect(systolic.at(-1)).toBeLessThanOrEqual(Math.max(...means) - 3);
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});
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});
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