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<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>T2.3 Β· Grid Outage Forecaster + Appliance Prioritizer</title>
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.badge-luxury { background: #374151; color: #9ca3af; }
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</head>
<body>
<div class="container">
<!-- Header -->
<div class="header">
<div>
<h1>β‘ Grid Outage Forecaster</h1>
<div style="color:var(--muted);font-size:12px;margin-top:3px;">T2.3 Β· AIMS KTT Hackathon 2026 Β· Kigali, Rwanda</div>
</div>
<div class="header-meta">
<div class="metric">
<div class="metric-val">0.176</div>
<div class="metric-lbl">Brier Score</div>
</div>
<div class="metric">
<div class="metric-val">61.2</div>
<div class="metric-lbl">MAE (min)</div>
</div>
<div class="metric">
<div class="metric-val">2.79h</div>
<div class="metric-lbl">Avg Lead Time</div>
</div>
</div>
</div>
<!-- Business selector -->
<div class="biz-tabs">
<div style="color:var(--muted);font-size:12px;align-self:center;margin-right:4px;">Business:</div>
<div class="biz-tab active" onclick="switchBiz('salon',this)">π Beauty Salon</div>
<div class="biz-tab" onclick="switchBiz('cold_room',this)">π§ Cold Room</div>
<div class="biz-tab" onclick="switchBiz('tailor',this)">π§΅ Tailor Shop</div>
</div>
<!-- Offline banner -->
<div class="offline-banner" id="offlineBanner">
β οΈ <strong>OFFLINE MODE</strong> β Forecast last updated <span id="staleTime"></span>.
Plan valid for 6 hours from generation. After 13:00 without refresh, treat HIGH-risk hours as confirmed.
Call 0788-GRID for live status.
</div>
<!-- Tabs -->
<div class="tabs">
<div class="tab active" onclick="showTab('forecast',this)">π Forecast</div>
<div class="tab" onclick="showTab('plan',this)">π Appliance Plan</div>
<div class="tab" onclick="showTab('sms',this)">π± SMS Digest</div>
<div class="tab" onclick="showTab('about',this)">βΉοΈ About</div>
</div>
<!-- FORECAST TAB -->
<div class="panel active" id="tab-forecast">
<div class="chart-wrap">
<div class="chart-legend">
<div class="legend-item"><div class="legend-dot" style="background:#6366f1"></div>P(outage)</div>
<div class="legend-item"><div class="legend-dot" style="background:rgba(99,102,241,.25)"></div>Uncertainty band</div>
<div class="legend-item"><div class="legend-dot" style="background:#22c55e"></div>LOW risk <12%</div>
<div class="legend-item"><div class="legend-dot" style="background:#f97316"></div>MEDIUM 12β25%</div>
<div class="legend-item"><div class="legend-dot" style="background:#ef4444"></div>HIGH >25%</div>
</div>
<canvas id="forecastChart" height="220"></canvas>
</div>
<h2 style="margin-bottom:8px">Hourly Risk β click a cell to drill into plan</h2>
<div class="hour-grid" id="hourGrid"></div>
<div class="summary-bar" id="summaryBar"></div>
</div>
<!-- PLAN TAB -->
<div class="panel" id="tab-plan">
<div style="display:flex;align-items:center;justify-content:space-between;margin-bottom:10px;">
<h2 id="planHourLabel">Hour 0 Β· 00:00</h2>
<div style="display:flex;gap:8px;align-items:center;">
<button onclick="changeHour(-1)" style="background:var(--surface2);border:1px solid var(--border);
color:var(--text);padding:4px 10px;border-radius:5px;cursor:pointer;">β</button>
<span id="planHourNum" style="font-size:13px;color:var(--muted)">Hour 0</span>
<button onclick="changeHour(1)" style="background:var(--surface2);border:1px solid var(--border);
color:var(--text);padding:4px 10px;border-radius:5px;cursor:pointer;">βΆ</button>
</div>
</div>
<div class="ap-grid" id="applianceGrid"></div>
<div style="background:var(--surface);border:1px solid var(--border);border-radius:8px;
padding:12px;font-size:12px;color:var(--muted);margin-top:4px;">
<strong style="color:var(--text)">Shedding Logic:</strong>
Luxury β Comfort β Critical (never shed during peak unless P > 0.50).
Within category: lowest revenue shed first. Critical always ON during business peak hours.
</div>
</div>
<!-- SMS TAB -->
<div class="panel" id="tab-sms">
<h2>π± Morning Digest β Feature Phone SMS</h2>
<p style="color:var(--muted);font-size:12px;margin-bottom:14px;">
Sent at 06:30 CAT. Max 3 messages Γ 160 chars. Works on any GSM phone. No internet required.
Language: Kinyarwanda/English mix for maximum reach.
</p>
<div id="smsBox"></div>
<div class="sms-box" style="border-color:#6366f1;margin-top:16px;">
<div style="font-size:12px;font-weight:700;color:var(--accent);margin-bottom:8px;">
π Offline Fallback Protocol
</div>
<div style="font-size:12px;color:var(--muted);line-height:1.7;">
<strong style="color:var(--text)">If no internet refresh by 13:00:</strong> Device shows last cached plan with
a red β οΈ staleness banner. Risk budget: plan valid for <strong style="color:var(--orange)">6 hours</strong>
from generation time. After 6h, all HIGH-risk flags remain but MEDIUM degrades to LOW (overly cautious).
Maximum acceptable staleness before stopping to trust the plan: <strong style="color:var(--red)">8 hours</strong>.
Owner sees: "PLAN STALE β use generator, call 0788-GRID."
</div>
</div>
<div class="sms-box" style="border-color:#22c55e;margin-top:10px;">
<div style="font-size:12px;font-weight:700;color:var(--green);margin-bottom:8px;">
π Illiteracy Adaptation β Voice + LED Relay
</div>
<div style="font-size:12px;color:var(--muted);line-height:1.7;">
<strong style="color:var(--text)">Design choice: Colored LED relay board</strong> (3 LEDs per appliance slot).
<br>π’ GREEN = ON safe Β· π‘ YELLOW = shed if load high Β· π΄ RED = OFF now.
<br>Board connects via GPIO to a βUSD 8 ESP32 running cached plan. No reading required.
Physical override switch lets owner override any LED. Justification: LEDs are universal,
no language barrier, no smartphone needed, $8 hardware cost, zero ongoing data cost.
</div>
</div>
</div>
<!-- ABOUT TAB -->
<div class="panel" id="tab-about">
<h2>Technical Notes</h2>
<div style="display:grid;grid-template-columns:1fr 1fr;gap:10px;">
<div class="sms-box">
<div style="font-size:12px;font-weight:700;color:var(--accent);margin-bottom:6px;">Model</div>
<div style="font-size:12px;color:var(--muted);line-height:1.7;">
<strong style="color:var(--text)">LightGBM</strong> classifier for P(outage) + regressor for E[duration | outage].
Features: lagged load (1h, 2h, 24h, 48h), rolling stats, weather (temp, humidity, rain, wind),
temporal (hour, DOW, month, peak flags, rainy season). Training: 150-day window.
Evaluation: rolling 30-day held-out.
</div>
</div>
<div class="sms-box">
<div style="font-size:12px;font-weight:700;color:var(--accent);margin-bottom:6px;">Performance</div>
<div style="font-size:12px;color:var(--muted);line-height:1.7;">
Brier score: <strong style="color:var(--green)">0.1756</strong> (naΓ―ve base rate = ~0.212)<br>
Duration MAE: <strong style="color:var(--green)">61.2 min</strong><br>
Avg lead time on true outages: <strong style="color:var(--green)">2.79h</strong><br>
Inference latency: <strong style="color:var(--green)"><300ms CPU</strong><br>
Retraining time: <strong style="color:var(--green)"><10 min</strong>
</div>
</div>
<div class="sms-box">
<div style="font-size:12px;font-weight:700;color:var(--accent);margin-bottom:6px;">Constraints Met</div>
<div style="font-size:12px;color:var(--muted);line-height:1.7;">
β
CPU-only Β· β
<10 min retrain Β· β
<300ms serve<br>
β
50KB static UI Β· β
Feature phone SMS digest<br>
β
Offline fallback protocol Β· β
Illiteracy adaptation<br>
β
3 business archetypes Β· β
Critical-before-luxury rule
</div>
</div>
<div class="sms-box">
<div style="font-size:12px;font-weight:700;color:var(--accent);margin-bottom:6px;">Hardest Trade-off</div>
<div style="font-size:12px;color:var(--muted);line-height:1.7;">
Chose LightGBM over Prophet: faster retrain, handles irregular time steps,
natively supports tabular weather features. Trade-off: less interpretable
seasonality decomposition. Compensated with explicit hour/DOW/month features
and SHAP values available in eval notebook.
</div>
</div>
</div>
</div>
<footer>T2.3 Β· Grid Outage Forecaster + Appliance Prioritizer Β· AIMS KTT Hackathon 2026 Β· CPU-only Β· <50KB</footer>
</div>
<script>
// ββ Embedded Data βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
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22:00","risk_level":"HIGH","p_outage":0.2834,"expected_duration_min":102.5,"appliances":[{"name":"Sewing Machine (2Γ)","category":"critical","state":"OFF","watts":0,"revenue_rwf":0,"shed_reason":"Business closed"},{"name":"Overlocker","category":"critical","state":"OFF","watts":0,"revenue_rwf":0,"shed_reason":"Business closed"},{"name":"LED Lights","category":"critical","state":"ON","watts":20,"revenue_rwf":0},{"name":"Iron Press","category":"comfort","state":"OFF","watts":0,"revenue_rwf":0,"shed_reason":"Business closed"},{"name":"Standing Fan","category":"comfort","state":"OFF","watts":0,"revenue_rwf":0,"shed_reason":"Business closed"},{"name":"Music System","category":"luxury","state":"OFF","watts":0,"revenue_rwf":0,"shed_reason":"Business closed"},{"name":"TV / Display","category":"luxury","state":"OFF","watts":0,"revenue_rwf":0,"shed_reason":"Business closed"}]},{"hour":23,"timestamp":"2024-06-29 23:00","risk_level":"HIGH","p_outage":0.2596,"expected_duration_min":106.9,"appliances":[{"name":"Sewing Machine (2Γ)","category":"critical","state":"OFF","watts":0,"revenue_rwf":0,"shed_reason":"Business closed"},{"name":"Overlocker","category":"critical","state":"OFF","watts":0,"revenue_rwf":0,"shed_reason":"Business closed"},{"name":"LED Lights","category":"critical","state":"ON","watts":20,"revenue_rwf":0},{"name":"Iron Press","category":"comfort","state":"OFF","watts":0,"revenue_rwf":0,"shed_reason":"Business closed"},{"name":"Standing Fan","category":"comfort","state":"OFF","watts":0,"revenue_rwf":0,"shed_reason":"Business closed"},{"name":"Music System","category":"luxury","state":"OFF","watts":0,"revenue_rwf":0,"shed_reason":"Business closed"},{"name":"TV / Display","category":"luxury","state":"OFF","watts":0,"revenue_rwf":0,"shed_reason":"Business closed"}]}]}};
const SMS = [
"UMURIRO FORECAST 24H: Risk=HIGH at 0h,1h,3h. Shed: Standing+TV. Est.save: 12,418RWF. Stay alert!",
"PLAN: Turn OFF Standing+TV during risk hrs (0h,1h,3h). Keep dryer+clippers+lights ON. Generator ready?",
"If no signal by 13h, use YESTERDAY plan. Risk valid 6h. Call 0788-GRID for live update. Good business!"
];
// ββ Pre-build hrs[0..23] for each business ββββββββββββββββββββββββββββββββββββ
// plan is now a full 24-entry array (one per hour), so hrs is a direct alias
(function buildHrs() {
Object.values(PLANS).forEach(p => { p.hrs = p.plan; });
})();
// ββ State βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
let currentBiz = 'salon';
let selectedHour = 0;
// ββ Tab switching βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
function showTab(id, el) {
document.querySelectorAll('.panel').forEach(p => p.classList.remove('active'));
document.querySelectorAll('.tab').forEach(t => t.classList.remove('active'));
document.getElementById('tab-' + id).classList.add('active');
el.classList.add('active');
}
function switchBiz(biz, el) {
currentBiz = biz;
document.querySelectorAll('.biz-tab').forEach(t => t.classList.remove('active'));
el.classList.add('active');
renderPlan(selectedHour);
renderSummary();
}
function changeHour(delta) {
selectedHour = Math.max(0, Math.min(23, selectedHour + delta));
renderPlan(selectedHour);
document.querySelectorAll('.hour-cell').forEach((c, i) => {
c.classList.toggle('selected', i === selectedHour);
});
}
// ββ Chart (pure canvas, no library) ββββββββββββββββββββββββββββββββββββββββββ
function drawChart() {
const canvas = document.getElementById('forecastChart');
const dpr = window.devicePixelRatio || 1;
const W = canvas.parentElement.clientWidth - 32;
const H = 200;
canvas.width = W * dpr;
canvas.height = H * dpr;
canvas.style.width = W + 'px';
canvas.style.height = H + 'px';
const ctx = canvas.getContext('2d');
ctx.scale(dpr, dpr);
const pad = {l: 40, r: 10, t: 10, b: 30};
const cw = W - pad.l - pad.r;
const ch = H - pad.t - pad.b;
const n = FORECAST.length;
ctx.clearRect(0, 0, W, H);
// Grid lines
ctx.strokeStyle = '#2e3350';
ctx.lineWidth = 1;
[0, 0.1, 0.2, 0.3, 0.4, 0.5].forEach(v => {
const y = pad.t + ch - v * ch / 0.5;
if (y < pad.t) return;
ctx.beginPath(); ctx.moveTo(pad.l, y); ctx.lineTo(pad.l + cw, y); ctx.stroke();
ctx.fillStyle = '#8892b0'; ctx.font = '10px sans-serif'; ctx.textAlign = 'right';
ctx.fillText((v * 100).toFixed(0) + '%', pad.l - 4, y + 4);
});
// Hour labels
FORECAST.forEach((d, i) => {
if (i % 4 !== 0) return;
const x = pad.l + (i / (n - 1)) * cw;
ctx.fillStyle = '#8892b0'; ctx.font = '10px sans-serif'; ctx.textAlign = 'center';
ctx.fillText(d.hour + 'h', x, H - 6);
});
// Risk background zones
FORECAST.forEach((d, i) => {
const x = pad.l + (i / n) * cw;
const bw = cw / n;
let col = d.risk_level === 'HIGH' ? 'rgba(239,68,68,.07)' :
d.risk_level === 'MEDIUM' ? 'rgba(249,115,22,.05)' : 'transparent';
ctx.fillStyle = col;
ctx.fillRect(x, pad.t, bw, ch);
});
const xOf = i => pad.l + (i / (n - 1)) * cw;
const yOf = v => pad.t + ch - (v / 0.5) * ch;
// Uncertainty band
ctx.beginPath();
FORECAST.forEach((d, i) => { i === 0 ? ctx.moveTo(xOf(i), yOf(d.p_outage_high)) : ctx.lineTo(xOf(i), yOf(d.p_outage_high)); });
FORECAST.slice().reverse().forEach((d, i) => ctx.lineTo(xOf(n - 1 - i), yOf(d.p_outage_low)));
ctx.closePath();
ctx.fillStyle = 'rgba(99,102,241,.18)';
ctx.fill();
// Main line
ctx.beginPath();
ctx.strokeStyle = '#6366f1'; ctx.lineWidth = 2.5; ctx.lineJoin = 'round';
FORECAST.forEach((d, i) => { i === 0 ? ctx.moveTo(xOf(i), yOf(d.p_outage)) : ctx.lineTo(xOf(i), yOf(d.p_outage)); });
ctx.stroke();
// Threshold line at 0.25
ctx.beginPath();
ctx.strokeStyle = '#ef4444'; ctx.lineWidth = 1; ctx.setLineDash([4, 4]);
ctx.moveTo(pad.l, yOf(0.25)); ctx.lineTo(pad.l + cw, yOf(0.25)); ctx.stroke();
ctx.setLineDash([]);
ctx.fillStyle = '#ef4444'; ctx.font = '9px sans-serif'; ctx.textAlign = 'left';
ctx.fillText('HIGH', pad.l + 2, yOf(0.25) - 3);
}
// ββ Hour Grid βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
function renderHourGrid() {
const grid = document.getElementById('hourGrid');
grid.innerHTML = '';
FORECAST.forEach((d, i) => {
const cls = d.risk_level === 'HIGH' ? 'hc-high' : d.risk_level === 'MEDIUM' ? 'hc-medium' : 'hc-low';
const cell = document.createElement('div');
cell.className = 'hour-cell' + (i === selectedHour ? ' selected' : '');
cell.innerHTML = `<div class="hc-hour">${d.hour}h</div>
<div class="hc-prob ${cls}">${(d.p_outage * 100).toFixed(0)}%</div>
<div style="font-size:9px;margin-top:2px"><span class="badge badge-${d.risk_level.toLowerCase()}">${d.risk_level}</span></div>`;
cell.onclick = () => {
selectedHour = i;
document.querySelectorAll('.hour-cell').forEach((c, j) => c.classList.toggle('selected', j === i));
renderPlan(i);
showTab('plan', document.querySelector('.tab:nth-child(2)'));
document.querySelectorAll('.tab').forEach(t => t.classList.remove('active'));
document.querySelectorAll('.tab')[1].classList.add('active');
};
grid.appendChild(cell);
});
}
// ββ Summary Bar βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
function renderSummary() {
const p = PLANS[currentBiz] || PLANS.salon;
const s = p.summary;
const highH = FORECAST.filter(f => f.risk_level === 'HIGH').length;
document.getElementById('summaryBar').innerHTML = `
<div class="sum-card"><div class="sum-val text-green">${(s.net_benefit_rwf/1000).toFixed(1)}K</div><div class="sum-lbl">Net Benefit (RWF)</div></div>
<div class="sum-card"><div class="sum-val text-red">${highH}</div><div class="sum-lbl">HIGH Risk Hours</div></div>
<div class="sum-card"><div class="sum-val text-orange">${s.hours_with_shed}</div><div class="sum-lbl">Hours with Shed</div></div>
<div class="sum-card"><div class="sum-val text-blue">${(s.total_revenue_plan_rwf/1000).toFixed(0)}K</div><div class="sum-lbl">Expected Rev (RWF)</div></div>`;
}
// ββ Appliance Plan ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
function renderPlan(hourIdx) {
const p = PLANS[currentBiz] || PLANS.salon;
const hData = p.hrs[hourIdx]; // direct read β no reduce needed
const fc = FORECAST[hourIdx];
document.getElementById('planHourLabel').innerHTML =
`Hour ${hourIdx} Β· ${fc.timestamp.split(' ')[1]} Β·
<span class="badge badge-${fc.risk_level.toLowerCase()}">${fc.risk_level}</span>
P(outage)=${(fc.p_outage*100).toFixed(1)}% Exp.dur=${fc.expected_duration_min.toFixed(0)}min`;
document.getElementById('planHourNum').textContent = 'Hour ' + hourIdx;
const appliances = hData.appliances || [];
document.getElementById('applianceGrid').innerHTML = appliances.map(ap => `
<div class="ap-card${ap.state === 'OFF' ? ' off' : ''}">
<div class="ap-left">
<div class="ap-name">${ap.name}</div>
<div class="ap-meta">
<span class="badge badge-${ap.category}">${ap.category}</span>
<span class="badge badge-${ap.state.toLowerCase()}">${ap.state}</span>
</div>
${ap.shed_reason ? `<div style="font-size:10px;color:#9ca3af;margin-top:2px">${ap.shed_reason}</div>` : ''}
</div>
<div class="ap-right">
<div class="ap-watts">${ap.watts}W</div>
<div class="ap-rev">${ap.state === 'ON' ? ap.revenue_rwf.toLocaleString() + ' RWF/h' : 'β'}</div>
</div>
</div>`).join('');
}
// ββ SMS βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
function renderSMS() {
document.getElementById('smsBox').innerHTML = SMS.map((msg, i) => `
<div class="sms-box">
<div class="sms-header">
<span class="sms-num">SMS ${i+1}/3</span>
<span class="sms-chars">${msg.length}/160 chars</span>
</div>
<div class="sms-text">${msg}</div>
</div>`).join('');
}
// ββ Offline detection βββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
function checkOffline() {
if (!navigator.onLine) {
document.getElementById('offlineBanner').classList.add('show');
document.getElementById('staleTime').textContent = new Date().toLocaleTimeString();
}
}
window.addEventListener('offline', checkOffline);
// ββ Init ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
window.addEventListener('load', () => {
drawChart();
renderHourGrid();
renderPlan(0);
renderSummary();
renderSMS();
checkOffline();
window.addEventListener('resize', drawChart);
});
</script>
</body>
</html>
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