Skip to content
Palanor is in early release, with our founding customers.Become a founding customer →
The Real Rate Index45.30.00Palanor: Inflation Pulse50.7+0.09Palanor: Geopolitical Stress60.0-2.16Palanor: Liquidity57.9-0.79Palanor: Capital Tightness47.5+0.91Palanor: Industrial Pulse70.10.00Palanor: AI Margin Compression53.4+0.29Palanor: Consumer Confidence48.6+0.50Palanor: US Dollar Strength46.50.00Palanor: Labor Heat63.2-0.01Palanor: Recession Vocabulary28.1+0.54Palanor: Uncertainty Index53.4+1.24Palanor: US Jobs Health40.30.00Palanor: Energy Transition37.0-0.52Palanor: Reshoring Sentiment22.8+0.54Palanor: AI Substitution28.4-0.24The Social Fabric Index45.70.00Palanor: Geopolitical Anxiety19.4-0.45Palanor: Quit Pressure37.6+0.42The Mania Index88.00.00The Palanor Index57.1-0.51Cost Disease Spread33.20.00Palanor: US vs China49.5-0.17Rise of Socialism Index40.8-0.26The Bubble Memory79.90.00Palanor: Steward Confidence50.8+0.13The Long Watch90.30.00The Reshoring Index55.2+0.00The Capital Return Index81.0-0.75The Discourse Index72.4+1.83The Hesitation Index30.8-6.58Palanor AI Inference Cost Index71.2-0.03The AI Capex Race Index78.4+1.36The Boardroom Index82.5-0.00The Layoff Cycle Index32.8-2.51Capital Deployment Posture Index62.3+1.26The Consumer Health Index41.7-2.96Labor Hours Composite44.40.00The Dollar Erosion Index66.6+0.14Palanor: Risk Appetite36.2+0.83
PalanorPalanor

Map

Where the Lights Went Up, and Where They Went Out

Night-time light from space, change from the same month a year earlier, %

Guatemala is highest at 69%Cuba lowest at −38% · median 6%109 of 154 above 0%
YTD1y2y5y10y20yAll
Current·Data to Sep 2026
Under −50%−50% to −30%−30% to −10%−10% to 10%10% to 30%30% to 50%50% or more

Latest reading for each area, to Sep 2026 · 1 area reports an earlier period · Centred on 0%

Plays the chart through its history, period by period.

Source: NASA Black Marble VNP46A3 (LAADS DAAC), monthly moonlight- and atmosphere-corrected night-time radiance from VIIRS on Suomi NPP. Palanor calculation: the area-weighted mean over each place's land, built by NASA from clear, snow-free nights, with pixels that had none filled with their latest good value; only light at or above 2 nW/cm²/sr counts, which leaves out a faint background glow in recent years. Boundaries: Natural Earth. Comparing with the same month a year earlier removes the seasons; single months still move with cloud, fires and moonlight.

Each country's night-time light against a year earlier. War, blackouts and fuel shortages show up as sudden falls; electrification and growth as steady gains.

Ranked, 154 areas

#Group
1GuatemalaNorth America69%Sep 2026
2MyanmarAsia59%Sep 2026
3ZambiaAfrica55%Sep 2026
4South SudanAfrica52%Sep 2026
5SyriaAsia46%Sep 2026
6LiberiaAfrica45%Sep 2026
7GuyanaSouth America42%Sep 2026
8VietnamAsia41%Sep 2026
9El SalvadorNorth America39%Sep 2026
10Burkina FasoAfrica38%Sep 2026
11SudanAfrica37%Sep 2026
12NicaraguaNorth America30%Sep 2026
13TogoAfrica30%Sep 2026
14TanzaniaAfrica29%Sep 2026
15ZimbabweAfrica27%Sep 2026

What this chart reads·154 series

Show all

Sources·154 sources

Show all

Night Lights: Afghanistan, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Angola, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Albania, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: United Arab Emirates, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Argentina, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Armenia, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Australia, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Austria, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Azerbaijan, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Belgium, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Benin, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Burkina Faso, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Bangladesh, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Bulgaria, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Bahrain, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Bahamas, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Bosnia and Herzegovina, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Belarus, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Belize, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Bolivia, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Brazil, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Barbados, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Brunei, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Bhutan, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Botswana, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Switzerland, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Chile, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: China, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Côte d'Ivoire, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Cameroon, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: DR Congo, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Congo, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Colombia, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Costa Rica, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Cuba, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Curaçao, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Cyprus, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Czechia, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Germany, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Dominican Republic, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Algeria, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Ecuador, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Egypt, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Spain, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Ethiopia, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: France, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Gabon, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Georgia, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Ghana, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Guinea, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Gambia, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Equatorial Guinea, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Greece, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Guatemala, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Guam, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Guyana, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Hong Kong, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Honduras, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Croatia, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Haiti, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Hungary, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: India, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Ireland, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Iran, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Iraq, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Israel, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Italy, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Jamaica, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Jordan, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Japan, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Kenya, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Kyrgyzstan, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Cambodia, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: South Korea, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Kuwait, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Laos, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Lebanon, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Liberia, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Libya, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Saint Lucia, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Sri Lanka, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Lesotho, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Luxembourg, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Morocco, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Moldova, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Madagascar, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Mexico, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: North Macedonia, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Mali, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Malta, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Myanmar, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Montenegro, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Mongolia, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Mozambique, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Mauritania, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Mauritius, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Malawi, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Malaysia, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Namibia, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: New Caledonia, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Niger, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Nigeria, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Nicaragua, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Netherlands, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Nepal, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: New Zealand, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Oman, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Pakistan, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Panama, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Peru, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Philippines, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Poland, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Puerto Rico, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: North Korea, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Portugal, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Paraguay, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Palestine, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Qatar, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Romania, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Rwanda, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Saudi Arabia, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Sudan, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Senegal, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Singapore, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: El Salvador, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Somalia, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Serbia, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: South Sudan, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Suriname, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Slovakia, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Slovenia, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Eswatini, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Syria, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Chad, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Togo, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Tajikistan, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Turkmenistan, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Trinidad and Tobago, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Tunisia, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Türkiye, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Taiwan, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Tanzania, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Uganda, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Ukraine, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Uruguay, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: United States, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Uzbekistan, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Venezuela, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Vietnam, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Kosovo, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Yemen, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: South Africa, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Zambia, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Night Lights: Zimbabwe, Change vs Year Earlier (%). Source: NASA Black Marble VNP46A3, collection 2 (VIIRS/NPP Lunar BRDF-Adjusted Nighttime Lights Monthly L3 Global 15 arc-second, doi:10.5067/VIIRS/VNP46A3.002), from NASA's LAADS DAAC. NASA Earth science data have no restrictions on use or redistribution (CC0). Boundaries: Natural Earth 10m (public domain). Palanor calculation; NASA does not endorse it. Refreshed from a GitHub Actions job that reads only the radiance, quality and land layers and stores no imagery.

Charts are drawn from Palanor's signal library and recomputed from source data on every view. Transformations (changes, indexing, year-on-year rates) are Palanor's.

Related charts

World economies

G7 Economic Growth

Real GDP growth, latest year, %

2.2%Data to Dec 2025
World economiesForecast

U.K. Inflation

U.K. consumer price inflation, headline, core and services, %

3.5%Data 51 days ago
World economiesForecast

Leading Indicators: U.S., China and G7

OECD Composite Leading Indicators, long-term average = 100

101.0Data 51 days ago
World economies

The World Economy in One Chart

Gross domestic product by economy, current US dollars

1 viewsData to Dec 2025
World economiesForecast

Manufacturing’s Share of the Economy: Brazil and Its Peers

Manufacturing value added, % of GDP, yearly: Brazil, the United States, China, Germany, Mexico and India

11.8%Data to Dec 2025
World economiesForecast

GDP per Person Over Two Centuries

Real GDP per person, 2011 international dollars

58,487Data to Dec 2022

Cookies

We only use essential cookies to keep you signed in and remember your theme. No analytics, no tracking, no ads. See the Privacy Policy for the full read.