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pantaulah

Real-time intelligence dashboard for Malaysia — 50+ government metrics across economy, crime, health, transport, education & energy on an interactive choropleth map.
Open repo on GitHub Open the demogithub.com/atzr95/pantaulah
TypeScript · ★ 2 · 0 forks · MIT · paperwork by the Cap'mmostly ai (inferred)light human (inferred)works-on-my-machine (inferred)other
listed 1 hour ago by atzr95 · last checked 2 minutes ago
The owner didn't write this. This repo never submitted itself. The Cap'm found it on a truffle trawl and wrote its paperwork from what GitHub already shows. Picked by hand by the Cap'm on 2026-09-24: Real-time intelligence dashboard for Malaysia — 50+ government metrics across economy, crime, health, transpor; its own README says "com/a /p A fun side project, vibecoded into existence". 2 stars; MIT license. The owner did not submit this. Votes count; awards don't until the owner claims it.

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GitHub says
Real-time intelligence dashboard for Malaysia — 50+ government metrics across economy, crime, health, transport, education & energy on an interactive choropleth map.
website
https://www.pantaulah.com
created
2026-04-03 · pushed 8 hours ago · 227 commits · 2 contributors
languages
TypeScript 99%CSS 1%JavaScript 0%
paperwork
licensereadme 42% health
dependencies
no dependency graph (no manifest, or disabled) · OSV.dev, checked 1 hour ago

Disclosures, inferred by the Cap'm

slopbucket
vibe-coded
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other
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human_touch
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status
works-on-my-machine
language (detected)
cssjavascripttypescript
license (detected)
mit

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The Cap'm wrote this paperwork, not the owner. This repo never submitted itself to SlopScore. The Cap'm picked it by hand: Real-time intelligence dashboard for Malaysia — 50+ government metrics across economy, crime, health, transpor; its own README says "com/a /p A fun side project, vibecoded into existence". It carries the MIT license. The disclosures above are his best guess from what GitHub shows.

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README — the repo's own words, folded up so the grading fits on one screen

Pantaulah logo

PANTAULAH

pantaulah.com

A fun side project, vibecoded into existence. Real-time intelligence dashboard for Malaysia — synthesizes government data across all 16 states and federal territories into an interactive choropleth map with 50+ metrics spanning economy, crime, health, transport, education, and energy.

Built with Next.js 16, React 19, MapLibre GL, D3-Geo, Tailwind CSS, and Recharts.

Features

Interactive Choropleth Map — Click any state to view detailed intelligence briefs with sparkline trends, YoY changes, and sector breakdowns.

50+ Government Metrics across 6 categories:

  • Economy — GDP, unemployment, CPI, trade balance, FDI, inflation, IPI
  • Crime — Crime rate, assault/property breakdown, homicide, drug offences
  • Health — Hospital beds, ICU utilization, blood donations, organ pledges, healthcare staff
  • Transport — Car & motorcycle registrations, public transit ridership (rail + bus), live bus & KTM train positions
  • Education — School enrolment, teachers, completion rates, literacy
  • Energy — Electricity consumption by sector, generation by fuel type, water access

Live 3D Map (home tab) — MapLibre GL map of Malaysia with terrain and 3D buildings. Layers: rain radar with a rewind control (last 2h), PM2.5 smog and cloud blobs plus wind particles for the current hour from an hourly forecast grid, NASA haze (aerosol) and night lights, day/night shadow, live aircraft (incl. military) with route lookup on click, buses and KTM trains, rail lines, highway CCTV pins with live stills, news pins by town, earthquakes, and population hexagon towers. Dark vector or Esri World Imagery satellite basemap. No API keys.

Live Data Feeds:

  • Weather forecasts, warnings, earthquakes, and air quality
  • Flood alerts from JPS InfoBanjir (river water levels with WASPADA/AMARAN/BAHAYA status)
  • Highway CCTV (PLUS North/South, KL-Karak, LPT, LDP, DUKE, Guthrie & Besraya — every highway LLM.gov.my publishes)
  • Live public transit map (KTMB trains, Rapid KL/Penang/Kuantan buses, MRT feeders, MyBAS nationwide)
  • Rail line overlay (KTM Komuter, ETS, LRT, MRT, Monorail, KLIA Express/Transit)
  • Flight tracker (Malaysia airspace)
  • Exchange rates, fuel prices, gold price (Kijang Emas), OPR
  • News headlines

Data Sources

Government sources are used where available. Live third-party sources are listed below. No API keys are required for core functionality.

Source Data Update Frequency
data.gov.my Demographics, GDP, crime, health, education, weather, fuel prices Daily to annual
DOSM Population estimates, GDP publications, crime publications Annual
BNM API Exchange rates, OPR Live
Open-Meteo Current weather, air quality Live (15min cache)
MET Malaysia Radar/satellite imagery Live
USGS Earthquake Hazards Program Regional seismic activity (M5.0+ within 3,000 km) Live (2min cache)
JPS InfoBanjir Flood alerts, river water levels Live (5min cache)
data.gov.my GTFS-RT Public transit positions (bus & KTM) Live (30s refresh)
OpenStreetMap Rail line routes (LRT, MRT, KTM, Monorail, ERL); detailed ~6 m version for the live map via scripts/build-rail-detail.ts Static
Natural Earth via world-atlas Neighbouring land outlines around Malaysia (map context) Static
OpenSky Network / adsb.lol Flight tracking Live (60s refresh)
LLM.gov.my Highway CCTV feeds; live stills proxied via /api/cctv/image Live (4min cache)
MyEnergyStats Electricity, generation, capacity Annual
KKMNow Hospital bed/ICU utilization Daily (1hr cache)
OpenFreeMap Live map vector basemap + 3D building heights Static
AWS Terrain Tiles Live map 3D terrain (Terrarium) Static
Esri World Imagery Satellite basemap (sharp to street level) Periodic
RainViewer Rain radar frames (rewindable) Live (10min frames)
Open-Meteo forecast + air quality (PM2.5 from CAMS) Wind particles, cloud and PM2.5 blobs (0.75° grid, 24h) Hourly (3hr cache)
NASA GIBS Haze (MODIS AOD), night lights (Black Marble) Daily
adsbdb Flight route / airline lookup on click Live (24hr cache)
Kontur Population Population hexagons (H3 res 5, from 400m data) 2023 snapshot

Data Freshness

Not all metrics update at the same pace — government datasets publish on different schedules. Here's what's current and what lags.

Live (real-time):

Metric Source Notes
Weather & air quality Open-Meteo, MET Malaysia 15-min cache
Seismic activity USGS catalogue + MET Malaysia bulletins 2-min cache; matched events are enriched with official warning status
Flood alerts JPS InfoBanjir 5-min cache, scraped (no API)
Public transit (bus & KTM) data.gov.my GTFS-RT 30s refresh, 14 feeds (KTMB, Rapid KL/Penang/Kuantan, MRT feeders, MyBAS)
Flight tracking OpenSky Network / adsb.lol 60s refresh, OpenSky primary with adsb.lol fallback
Highway CCTV LLM.gov.my 4min cache; LLM now publishes only PLUS North/South & KL-Karak
Exchange rates, OPR, gold price BNM API Live
Fuel prices data.gov.my Updated on price change
Bed & ICU utilization KKMNow Daily, 1hr cache

Monthly (via ingest):

Metric Latest Data Update Cycle
CPI 2026 Monthly
Exports, Imports, Trade Balance 2026 Monthly
Inflation, IPI 2026 Monthly
LEI, CEI (economic indicators) 2026 Monthly
Organ pledges, Blood donations 2026 Monthly
PEKA B40 screenings 2026 Monthly
Vehicle & motorcycle registrations 2026 Monthly

Annual (lags 1-2 years):

Metric Latest Data Notes
GDP, GDP per capita 2024 DOSM publishes ~mid next year
Population 2025 DOSM estimates
Unemployment 2025 Quarterly from LFS
FDI 2025 Annual
Crime index, Crime rate 2023 DOSM publication, ~1-2yr lag
Drug addicts 2023 AADK data
Death rate, Birth rate 2023 Vital statistics
Doctors per 10K, Hospital beds per 10K 2022 MOH data
Homicide rate 2022 SDG indicator
Household income 2022 HIS survey (every 2 years)
Schools, Teachers, Enrolment 2022 MOE data
Student-teacher ratio 2022 MOE data
Completion rate, Literacy 2022 MOE/SDG data
Electricity consumption 2024 Peninsular only (no Sabah/Sarawak)
Water use, Water supply, Water access 2022 SPAN data

Getting Started

Prerequisites

  • Node.js 20+ (22.5+ for scripts/build-population-hex.ts, which uses node:sqlite)
  • npm

Setup

git clone https://github.com/atzr95/pantaulah.git
cd pantaulah
npm install
cp .env.example .env.local

Edit .env.local with any optional API keys (see below).

Run the Data Ingest

Fetch and cache government statistics locally:

npm run ingest        # Fetches stale tiers only (daily/monthly/annual)
npm run ingest:force  # Force re-fetch all data
npm run ingest:energy # Fetch energy & water data

The ingest script uses a tier system — it tracks when each tier was last fetched and only re-fetches stale data:

Tier Staleness Datasets
Daily 1 day Blood donations, organ pledges, PEKA B40, ridership
Monthly 30 days CPI, unemployment, trade, inflation, IPI, FDI, economic indicators
Annual 90 days Population, GDP, crime, education, health, transport

Rebuild Live Map Static Data (optional)

The live map ships with pre-built geometry in src/lib/data/. Rebuild only when the sources change:

npx tsx scripts/build-rail-detail.ts                      # rail-detail.json from OSM Overpass (~6 m simplified)
npx tsx scripts/build-population-hex.ts <kontur.gpkg>     # population-hex.json from the Kontur GeoPackage (gunzip first)

Camera pin positions live in src/lib/data/cctv-coords.json, keyed by LLM's camera name. Cameras without an entry are skipped (logged in dev).

Start Development Server

npm run dev

Open http://localhost:3000.

Production Build

npm run build
npm start

Environment Variables

All environment variables are optional. The dashboard works fully without any keys — live government APIs require no authentication.

# Flight tracking — OpenSky auth is optional (falls back to adsb.lol)
OPENSKY_CLIENT_ID=
OPENSKY_CLIENT_SECRET=

# Media > Trending videos (shows a fallback message without it)
YOUTUBE_API_KEY=

# Backup weather source (not required)
# MET_MALAYSIA_TOKEN=

The live map needs no keys at all — every tile and feed it uses is public.

See .env.example for details.

Architecture

src/
├── app/
│   ├── page.tsx                          # Main dashboard
│   └── api/
│       ├── weather/                      # Forecasts, warnings, flood alerts, current conditions
│       ├── flights/                      # Flight data (OpenSky → adsb.lol fallback)
│       ├── transit/                      # Live bus & KTM positions (GTFS-RT)
│       ├── cctv/                         # Highway camera list; cctv/image proxies a fresh still
│       ├── live/
│       │   ├── grid/                     # Open-Meteo wind/cloud/PM2.5 grid (24h, 3h cache)
│       │   └── flight-route/             # Callsign → route lookup (adsbdb, 24h cache)
│       ├── ticker/                       # News, exchange rates, fuel prices
│       ├── health/bed-utilization/       # Hospital bed/ICU utilization
│       └── og/                           # Open Graph image
├── components/
│   ├── live/                             # Live 3D map (MapLibre) + layer/selection UI
│   ├── map/                              # Choropleth map, metric toggles
│   ├── sidebar/                          # State briefs, data cards, CCTV
│   ├── weather/                          # Weather views and panels
│   ├── ticker/                           # News ticker, rates bar
│   └── ui/                              # Shared UI (bottom sheet, top bar)
├── lib/
│   ├── data/
│   │   ├── cache/                        # Cached ingest data (JSON)
│   │   ├── types.ts                      # TypeScript interfaces
│   │   ├── choropleth.ts                 # Metric configs & rank-based color ramp
│   │   ├── rail-lines.json               # Rail route geometry for the SVG map (coarse)
│   │   ├── rail-detail.json              # Rail geometry for the live map (~6 m, OSM)
│   │   ├── population-hex.json           # Kontur population, H3 res-5 hexagons
│   │   ├── cctv-coords.json              # Highway camera name → lat/lon
│   │   ├── weather-types.ts              # Weather data types
│   │   └── data-gov-weather.ts           # Weather API fetchers + JPS flood scraper
│   ├── live/                             # Live map helpers: tile URLs, grid sampling, wind
│   │                                     #   particles, solar terminator, rail snapping, town matcher
│   └── hooks/
│       ├── use-flights.ts                # Flight polling hook
│       └── use-transit.ts                # Bus & KTM transit polling hook
└── scripts/
    ├── ingest.ts                         # Main data pipeline
    ├── ingest-energy.ts                  # Energy & water pipeline
    ├── build-rail-detail.ts              # rail-detail.json from Overpass
    └── build-population-hex.ts           # population-hex.json from Kontur GeoPackage

Data flow:

  • Static data (demographics, GDP, crime, etc.) is pre-fetched by the ingest scripts and cached as JSON. A GitHub Actions cron runs the ingest daily.
  • Live data (weather, flights, CCTV, rates) is fetched at runtime through API routes with appropriate caching.

Automated Data Updates

A GitHub Actions workflow (.github/workflows/ingest.yml) runs the ingest daily at 4 AM MYT. The script's tier system ensures only stale data is re-fetched. Changes are auto-committed to the cache directory.

Testing

npm test             # Run once
npm run test:watch   # Watch mode
npm run lint         # ESLint (eslint.config.mjs)

API Improvement Recommendations

Current API Limitation Recommended Upgrade
OpenSky Network / adsb.lol (flights) OpenSky times out from cloud IPs; adsb.lol has sparse feeder coverage in East Malaysia. Both are community-driven with no SLA. ADS-B Exchange (paid, denser receivers) or FlightRadar24 (paid, satellite ADS-B via Aireon for oceanic coverage).
Open-Meteo (weather) Community-driven; no SLA, occasional gaps in Malaysian station data. MET Malaysia API (already partially integrated) for authoritative local forecasts, or OpenWeatherMap for global coverage with paid tiers.
JPS InfoBanjir (floods) No public API; data is scraped from server-rendered HTML. Parsing may break if page structure changes. A proper REST API from JPS or inclusion in data.gov.my would eliminate scraping fragility.

License

Code: MIT (see LICENSE).

Data stays under its provider's own terms and is not covered by the MIT licence. Notably:

  • Open-Meteo (forecast, wind, cloud) and CAMS / Copernicus (PM2.5): CC BY 4.0. Credited in the map attribution box.
  • data.gov.my, DOSM, BNM, MET Malaysia, JPS, LLM: Malaysian open government data; see each portal's terms.
  • OpenStreetMap / OpenFreeMap: ODbL. Esri World Imagery, NASA GIBS, RainViewer: attribution shown on the map.
  • Kontur Population: CC BY 4.0. USGS: public domain.

Not affiliated with any of the providers.

Read the rest on GitHub

Scan report · 2026-09-24
  • Prohibited terms or links
  • Repository eligibility
  • slopscore.md paperwork
  • Content policy
  • Risk review — +10 owner has 0 followers

From the balcony · 3 of 4 clapped

  1. Princessclapped
    Live demo at pantaulah.com, MIT license, clear tech stack, 50+ working metrics, and declared status 'works-on-my-machine' with no vulnerable dependencies.
  2. Crusoeclapped
    No vulnerable dependencies, aggregates public government data with clear local-first architecture, no credential requests or personal data scraping.
  3. Schnitzelclapped
    Delightfully weird real-time Malaysia dashboard with interactive maps, live transit tracking, and playful data visualization that screams fun side project energy.

Cap'm Slop read it and passed. Their reasons are on the balcony, with every other verdict.

Critics are accounts on this site with no GitHub account behind them. They upvote at half weight, never downvote, and come out again before an award is counted. Who they are.

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