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title: Causal inference with geospatial data
description: "A 2.5-hour hands-on workshop on causal inference with geospatial data: counterfactual reasoning, spatial confounding, spillovers, and an NH₃ case study in Python."
sidebar: >-
<span class="sidebar-summary">This site hosts the materials for the workshop <i>Causal inference with geospatial data</i>. Unless noted otherwise, the materials are <a href="https://creativecommons.org/licenses/by/4.0/">CC-BY-4.0 licensed</a>.</span>
<span class="sidebar-block"><strong>Instructor</strong><br><a href="https://www.uu.nl/staff/JGarciaBernardo">Javier Garcia-Bernardo</a><br>Utrecht University</span>
<span class="sidebar-block"><strong>Maintained by</strong><br><a href="https://odissei-soda.nl/">ODISSEI Social Data Science (SoDa)</a><br><a href="mailto:soda@odissei-data.nl">soda@odissei-data.nl</a></span>
logo: /img/pcd_logo.svg
github:
is_project_page: false
plugins:
- jekyll-seo-tag
- jekyll-optional-front-matter
- jekyll-relative-links
relative_links:
enabled: true
collections: false
defaults:
- scope:
path: ""
values:
layout: default
exclude:
- LICENSE.txt
- PRACTICAL_BUILD_PLAN.md
- STORYTELLING_PLAN.md
- data
- literature
- tests
- scripts
- .venv
- .claude
- .tmp
- pyproject.toml
- uv.lock
- assets/css/style.scss
- "*.lock"
- Gemfile
- Gemfile.example
- Gemfile.lock
- .DS_Store
- .jekyll-cache
# ---------------------------------------------------------------------------
# Build inputs that don't need to ship. The lecture .html slides are
# self-contained (figures embedded as base64), so the figures/, .qmd, and
# theme/ sources below are not referenced by anything the site serves.
# Only the linked .html slides and .ipynb practicals are published.
# ---------------------------------------------------------------------------
- lectures/1_intro_causality/figures
- lectures/2_geocausality/figures
- lectures/1_intro_causality/1_intro_causality.qmd
- lectures/2_geocausality/2_geocausality.qmd
- lectures/theme
# Marimo source for the practicals (the rendered .html files ARE published and
# linked; these .py files are just their source).
- practical/practical_grid_nh3.py
- practical/practical_grid_nh3_butts.py
# Build scripts / helpers
- render_slides.sh
- render_practicals.sh
- practical/optimize_html_images.py
# Nextcloud sync-conflict duplicates (local only)
- "*conflicted copy*"