A Python3 and PyTorch replication of Jean et al. (2016). Original paper Github: https://github.com/nealjean/predicting-poverty
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Oct 3, 2023 - Jupyter Notebook
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nightlights
Here are 15 public repositories matching this topic...
Download India's open GIS data — district boundaries, electoral maps, census geometries, shapefiles, GeoJSON, Parquet. Includes India Map Maker, a free online map maker for India: spreadsheet in, state or district map out, no watermark.
topojson geojson geospatial gis geodata data-visualization open-data shapefile parquet india census choropleth boundaries nightlights administrative-boundaries map-maker india-map pmtiles electoral-map india-districts
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Sep 25, 2026 - Python
Georeferenced Rasters and Statistics of Nightlights from NASA Black Marble
nasa raster-data nasa-data nightlights worldbank viirs zonal-statistics nighttime-lights blackmarble datapartnership nasa-earth-data
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Sep 7, 2026 - Jupyter Notebook
R package to extract data from satellite nightlights.
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Sep 6, 2021 - R
District-wise nighttime lights database for India (641 districts, 2012-2024) using VIIRS satellite data.
python geospatial gis economics remote-sensing radiance india satellite-data urbanization google-earth-engine panel-data nightlights development-economics viirs zonal-statistics nighttime-lights india-data district-data census-india gdp-proxy
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Mar 17, 2026 - Python
Training on using nighttime lights data from NASA Black Marble for development analysis, including geospatial impact evaluations
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Sep 25, 2026 - HTML
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Jul 14, 2022 - Python
R code to extract data from satellite nightlights.
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May 9, 2017 - R
Tabular data of nighttime lights extracted from NASA Black Marble
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Apr 7, 2025 - Stata
Python code to get bulk village level lights data using India Lights API - http://api.nightlights.io/
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Apr 19, 2020 - Python
Open Earth remote-sensing MCP server that lets AI agents discover geospatial data and run tools for STAC, Sentinel-2, nightlights, water mapping, spectral indices, and SAR metadata.
mcp open-data remote-sensing gradio earth-observation nasa-gibs nightlights sarif sentinel-2 stackbit spectral-indices huggingface-spaces water-segmentation gradio-ui gradio-client model-context-protocol mcp-server geospatial-ai scientific-agents open-earth
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Aug 8, 2026 - Python
Simple Code Using The Combination Of NightLight + Servo project
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Jun 22, 2017
A little night light circuit powered by a raspberry pi
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Mar 22, 2017 - JavaScript
All of the data and code required to replicate our Remote Sensing Applications: Society and Environment paper
gis remote-sensing indonesia data-analysis satellite-imagery census-data nasa-data nightlights urban-studies bali environmental-impact difference-in-differences nighttime-lights religion-predictor econometric-methods human-activity-detection nightlight-imagery nyepi
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Sep 10, 2021
Build and access district-level nighttime light data for India (2012-2024) using VIIRS satellite imagery with a simple Python pipeline.
python geospatial gis economics remote-sensing radiance india satellite-data urbanization google-earth-engine panel-data nightlights development-economics viirs zonal-statistics nighttime-lights india-data district-data census-india gdp-proxy
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Sep 25, 2026 - Python
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