Map overview Data explorer Attractiveness: now vs future Climate signals log Cities outlook Methodology

Where humans live vs. where they can live

Today's population, clipped by two future hazards: sea level rise (a Long-Now ceiling, geologic timescale) and climate-niche shift (within-century, scenario-dependent).

Saturated colors mark where people actually live (GHS-SMOD rural-cluster and up). The dim wash behind them is the wider hazard footprint — uninhabited cells still flooded or pushed out of niche.

View

SLR scenario

70 m
125 103070

Multi-century commitment. 70 m is the all-ice-melted ceiling.

Climate scenario

SSP5-8.5
todaySSP1SSP3SSP5

Xu 2020 MAT > 29 °C cut on CHELSA. Today is 1981–2010 climatology; SSPs are CHELSA-CMIP6 / GFDL-ESM4 at 2071–2100.

Population impact

Safe —
SLR only —
Climate only —
Both —
Total impacted —

Denominator: GHS-POP R2023A, 2020. ~7.84 B people.

Legend

Settlement, safe
in-niche, above SLR
Settlement, SLR-only
flooded, climate OK
Settlement, climate-only
above SLR, MAT > 29 °C
Settlement, both
flooded and outside niche

Settlement scenario

Capacity check

Need to move —
New land —
Capacity at today's density —

Need-to-move = current population in cells that become hot-out or SLR-flooded. New land = cells that go from cold-out to in-niche. Capacity assumes the gained area settled at the current in-niche population density. Real distribution will favor land adjacent to existing cities.

Bivariate legend

Each cell is read on two axes: existing settlement (green, darker = denser) × incoming new pop (orange, darker = denser). The far corner (densest of both) pops to saturated magenta. Lost and stable-out cells are stripped, so the map shows only the post-warming settlement picture.

existing ↑ / incoming →

Cells of 5 km. Quartile cutoffs: 200 / 10 000 ppl/cell on both axes. Incoming migration is nucleated onto existing urban cores by per-cell existing-pop ^ 1.2 (superlinear at the cell level, so cities win over the rural band) plus discrete frontier hubs on newly-viable land. Water-stress penalty applied per WRI Aqueduct 4.0 SSP5-8.5/2080. See MIGRATION.md for the full model.

Map layers

The View, SLR, and climate sliders above drive the main raster. These overlays stack on top of whatever it shows.

Topography
Populations & migration
Preference model (calibrated)
Two cities
Climate signals

Data

Population: GHS-POP & GHS-SMOD R2023A, 1 km, 2020.
Elevation: GEBCO 2024 sub-ice topography, 15 arc-sec.
Climate niche: CHELSA v2.1 bio1 (MAT, 1981–2010 + CMIP6 / GFDL-ESM4 2071–2100).
MAT > 29 °C cut per Xu et al. 2020 PNAS.

Basemap OpenFreeMap / OpenStreetMap. Renderer MapLibre GL JS + PMTiles.