NETWORK EXPOSURE GRID
ASEAN GeoAI Fusion 2026 · Team AGA TOUCH
JENDELA 4G TILES × NADMA INCIDENTS × TERRAIN × ERA5 MONSOON × HDX POPULATION

Where the network must grow — and where it must survive.

Every polling district in all 16 states & federal territories, scored on two lenses: EXTEND — people living in 4G holes, weighted by forward flood & landslide hazard — and HARDEN — served districts whose towers face the highest climate stress. One method, national scale, fully reproducible.

districts scored
7,748
16 states & FTs · 24,642 MCMC sites
coverage-gap districts
1,743
≥10% of area lacking 4G
underserved people
2.15M
area-weighted, nationwide
of them in Borneo
1.53M
10× Pahang — the coverage frontier
01

Borneo is the national coverage frontier

967 of 1,743 gap districts and 1.53M of 2.15M underserved people are in Sabah & Sarawak — measured by area, weighted by real census population.

02

Incident history is blind exactly where it matters

Recorded incidents give Sarawak's gap districts almost no risk (3 of 547). Forward terrain + monsoon-rainfall hazard lifts that to 327 — without the forward layers, the highest-need half of the country reads as risk-free.

03

In Pahang, EXTEND and HARDEN are the same investment

34 gap districts are also incident-flood districts — coverage builds and flood hardening converge on the Kuantan belt, the same districts NADMA's Dec-2025 restore-first list ranks #1. See the war room →

Johor
949 districts 10% gap
3.05M people 60.6k underserved
OPEN GRID →
Kedah
672 districts 7% gap
1.86M people 39.4k underserved
OPEN GRID →
Kelantan
544 districts 18% gap
1.59M people 82.8k underserved
OPEN GRID →
Melaka
211 districts 1% gap
740k people 4.04k underserved
OPEN GRID →
Negeri Sembilan
319 districts 19% gap
995k people 35.3k underserved
OPEN GRID →
Pahang
518 districts 39% gap
1.36M people 149k underserved
OPEN GRID →
Pulau Pinang
351 districts 2% gap
1.43M people 5.37k underserved
OPEN GRID →
Perak
898 districts 15% gap
2.06M people 105k underserved
OPEN GRID →
Perlis
88 districts 6% gap
240k people 2.63k underserved
OPEN GRID →
Selangor
945 districts 6% gap
3.44M people 62.8k underserved
OPEN GRID →
Terengganu
366 districts 19% gap
1.10M people 61.4k underserved
OPEN GRID →
Sabah
741 districts 57% gap
3.87M people 840k underserved
OPEN GRID →
Sarawak
887 districts 62% gap
2.67M people 691k underserved
OPEN GRID →
Kuala Lumpur
235 districts 0% gap
1.38M people 0 underserved
OPEN GRID →
Labuan
17 districts 12% gap
56.4k people 10.1k underserved
OPEN GRID →
Putrajaya
7 districts 0% gap
45.1k people 0 underserved
OPEN GRID →
DIRECTION B · LIVE OPS
Dec-2025 peak2,831 sites at risk
20 districtsrestore-first queue
ENTER WAR ROOM →