Are National Spatial Data Infrastructures Adequate for Achieving the 2030 Agenda? A Case Study of Brazil's NSDI from the Perspective of UN-GGIM Fundamental Themes

This repository contains code, data and the main findings of the paper entitle "Are National Spatial Data Infrastructures Adequate for Achieving the 2030 Agenda? A Case Study of Brazil's NSDI from the Perspective of UN-GGIM Fundamental Themes".

• Transactions in GIS, 2025: https://doi.org/10.1111/tgis.70011

Methodological Flowchart illustrating the full process of the proposed open-source framework.

Jupyter notebooks

These jupyter notebooks files, encompasses code blocks for fetch data, preprocessing and analysis, providing a comprehensive running example.

• ../notebooks/Jnotebook_inde_unggim_v3.ipynb

Requirements

• numpy
• matplotlib
• seaborn
• pandas
• plotly
• kaleido
• ipywidgets
• tqdm
• requests
• owslib
• unidecode

Observations

• Please note that we have tested the Jupyter Notebook in the Google Colaboratory environment.